├── .gitignore ├── LICENSE ├── README.md ├── img ├── my_zanshang_qrcode.jpg ├── my_zanshang_qrcode2.jpg ├── 公众号下方二维码.png ├── 大邓和他的Python.png └── 课程.png ├── setup.py ├── test ├── 共现法 │ ├── find_newwords.py │ ├── neg_candi.txt │ ├── pos_candi.txt │ ├── test_corpus.txt │ └── test_seed_words.txt └── 词向量法 │ ├── candidate_words │ ├── innovation.txt │ ├── integrity.txt │ ├── quality.txt │ ├── respect.txt │ └── teamwork.txt │ ├── run_w2v.py │ └── seeds │ ├── innovation.txt │ ├── integrity.txt │ ├── quality.txt │ ├── respect.txt │ └── teamwork.txt ├── wordexpansion ├── __init__.py ├── so_pmi.py └── w2v.py └── 大邓和他的Python.png /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | pip-wheel-metadata/ 24 | share/python-wheels/ 25 | *.egg-info/ 26 | .installed.cfg 27 | *.egg 28 | MANIFEST 29 | 30 | # PyInstaller 31 | # Usually these files are written by a python script from a template 32 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 33 | *.manifest 34 | *.spec 35 | 36 | # Installer logs 37 | pip-log.txt 38 | pip-delete-this-directory.txt 39 | 40 | # Unit test / coverage reports 41 | htmlcov/ 42 | .tox/ 43 | .nox/ 44 | .coverage 45 | .coverage.* 46 | .cache 47 | nosetests.xml 48 | coverage.xml 49 | *.cover 50 | *.py,cover 51 | .hypothesis/ 52 | .pytest_cache/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | target/ 76 | 77 | # Jupyter Notebook 78 | .ipynb_checkpoints 79 | 80 | # IPython 81 | profile_default/ 82 | ipython_config.py 83 | 84 | # pyenv 85 | .python-version 86 | 87 | # pipenv 88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 91 | # install all needed dependencies. 92 | #Pipfile.lock 93 | 94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 95 | __pypackages__/ 96 | 97 | # Celery stuff 98 | celerybeat-schedule 99 | celerybeat.pid 100 | 101 | # SageMath parsed files 102 | *.sage.py 103 | 104 | # Environments 105 | .env 106 | .venv 107 | env/ 108 | venv/ 109 | ENV/ 110 | env.bak/ 111 | venv.bak/ 112 | 113 | # Spyder project settings 114 | .spyderproject 115 | .spyproject 116 | 117 | # Rope project settings 118 | .ropeproject 119 | 120 | # mkdocs documentation 121 | /site 122 | 123 | # mypy 124 | .mypy_cache/ 125 | .dmypy.json 126 | dmypy.json 127 | 128 | # Pyre type checker 129 | .pyre/ 130 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2020 thunderhit 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | 2 | 现已将项目wordexpansion融入到[cntext](https://github.com/hidadeng/cntext)中，欢迎各位star 3 | 4 |
5 | 6 | # 一、项目意义 7 | 8 | 情感分析大多是基于情感词典对文本数据进行分析，所以情感词典好坏、是否完备充足是文本分析的关键。 9 | 10 | 目前常用的词典都是基于形容词，有 11 | 12 | - 知网HowNet 13 | - 大连理工大学情感本体库 14 | 15 | 但是形容词类型的词典在某些情况下不适用，比如 16 | 17 | **华为手机外壳采用金属制作，更耐摔** 18 | 19 | 由于句子中没有形容词，使用形容词情感词典计算得到的情感得分为0。但是**耐摔**这个动词具有**正面积极情绪**，这个句子的情感的分理应为**正** 20 | 21 | 22 | 23 | 可见能够简单快速构建不同领域(手机、汽车等)的情感词典十分重要。但是人工构建太慢，如果让机器帮我们把最有可能带情感的候选词找出来，人工再去筛选构建词典，那该多好啊。 那么如何快速自动的新建或者扩充词表呢？ 24 | 25 | 26 | 27 |
28 | 29 | # 二、构建思路 30 | 31 | - 共现法，参考https://github.com/liuhuanyong/SentimentWordExpansion 32 | - 词向量，参考https://github.com/MS20190155/Measuring-Corporate-Culture-Using-Machine-Learning 33 | 34 | 35 | 36 | 37 | 38 |
39 | 40 | ## 2.1 共现法扩充词表 41 | 42 | 计算机领域有一个算法叫做SO_PMI，互信息。简单的讲个体之间不是完全独立的，往往物以类聚，人以群分。如果我们一开始设定少量的 43 | 44 | - 初始正面种子词 45 | - 初始负面种子词 46 | 47 | 程序会按照“物以类聚人以群分”的思路， 48 | 49 | - 根据**初始正面种子词**找到很多大概率为**正面情感的候选词** 50 | - 根据**初始负种子词**找到很多大概率为**负面情感的候选词** 51 | 52 | 这个包原始作者刘焕勇，项目地址https://github.com/liuhuanyong/SentimentWordExpansion 我仅仅做了简单的封装 53 | 54 | 55 | 56 | 57 | 58 | ## 2.2 词向量扩充词表 59 | 60 | 共现法，词语之间的独立无相关性依然很强，依然认为词语与词语是不可以比较的。其实词语里潜藏着很多线索，例如中国传统文化中的金木水火土、性别(阴阳)等信息。例如 61 | 62 | - “铁”、“铜”、“钢” 63 | - “国王“、“王后“、“男人“、“女人“ 64 | 65 | 如果能抽取出每个词的特征，将每个词用同样长度的向量表示，例如100维。那么咱们中学阶段的cos余弦公式可以计算任意两个词的相似度。 66 | 67 | 参照论文使用机器学习构建五类企业文化词典 68 | 69 | > Kai Li, Feng Mai, Rui Shen, Xinyan Yan, [**Measuring Corporate Culture Using Machine Learning**](https://academic.oup.com/rfs/advance-article-abstract/doi/10.1093/rfs/hhaa079/5869446?redirectedFrom=fulltext), *The Review of Financial Studies*, 2020 70 | > 71 | > 代码发布在github https://github.com/MS20190155/Measuring-Corporate-Culture-Using-Machine-Learning 72 | 73 | 作者github的代码，我技术水平有限，很难直接拿来用，我修改了两处。 74 | 75 | - 原作者使用的stanfordnlp处理英文分词；wordexpansion改为jieba处理中文、nltk处理英文 76 | 77 | - 原作者在构建word2vec模型，考虑了Ngram；wordexpansion未考虑Ngram 78 | 79 | 80 | 81 | 两处更改，降低了代码的复杂程度，方便自己封装成包，供大家使用。大家也可根据自己能力，直接使用作者提供的代码。 82 | 83 | 84 | 85 | 86 | 87 |
88 | 89 | 90 | # 三、安装 91 | 92 | 93 | 94 | 最简单的安装,现在由于国内外网络不稳定，可能需要尝试几次 95 | 96 | ``` 97 | pip3 install wordexpansion 98 | ``` 99 | 100 | 101 | 102 |
103 | 104 | # 四、test项目文件目录 105 | 106 | >**注意：** 107 | >所有的txt文件，不论输入的还是程序输出的结果，均采用utf-8编码。 108 | 109 | ``` 110 | |---test 111 | |---共现法 112 | |--find_newwords.py #共现法测试代码 113 | |--corpus1.txt #语料（媒体报道）文本数据，5.5M 114 | |--test_seed_words.txt #情感种子词，需要手动构建 115 | |--neg_candi.txt #find_newwords.py运行后发现的负面候选词 116 | |--pos_candi.txt #find_newwords.py运行后发现的正面候选词 117 | 118 | |---词向量法 119 | |--run_w2v.py #词向量法测试代码 120 | |--corpus2.txt #语料（企业文化）文本数据，34M 121 | |--seeds #五种企业文化初始候选词(5个txt) 122 | |--model #word2vec训练过程中的模型(运行时产生的副产品) 123 | |--candidate_words #五种企业文化词典（5个txt） 124 | 125 | 126 | ``` 127 | 128 | 129 | 130 | # 五、共现法代码 131 | 132 | ### 5.1 准备构建种子词 133 | 134 | 可能我们希望的情感词典几万个，但是种子词100个（正面词50个，负面词50个）说不定就可以。 135 | 136 | 手动构建的种子词典**test_seed_words.txt**中 137 | 138 | - 每行一个词 139 | - 每个词用neg或pos标记 140 | - 词与标记用tab键间隔 141 | 142 | ``` 143 | 休克 neg 144 | 如出一辙 neg 145 | 渴求 neg 146 | 扎堆 neg 147 | 休整 neg 148 | 关门 neg 149 | 阴晴不定 neg 150 | 喜忧参半 neg 151 | 起起伏伏 neg 152 | 一厢情愿 neg 153 | 松紧 neg 154 | 最全 pos 155 | 雄风 pos 156 | 稳健 pos 157 | 稳定 pos 158 | 拉平 pos 159 | 保供 pos 160 | 修正 pos 161 | 稳 pos 162 | 稳住 pos 163 | 保养 pos 164 | ... 165 | ... 166 | ``` 167 | 168 | 169 | 170 | ### 5.2 发现情感新词 171 | 172 | 已经安装好了**wordexpansion**，现在我们新建一个名为**find_newwords.py**的测试代码 173 | 174 | 代码中的 175 | 176 | ```python 177 | from wordexpansion import ChineseSoPmi 178 | 179 | sopmier = ChineseSoPmi(inputtext_file='test_corpus.txt', 180 | seedword_txtfile='test_seed_words.txt', 181 | pos_candi_txt_file='pos_candi.txt', 182 | neg_candi_txtfile='neg_candi.txt') 183 | sopmier.sopmi() 184 | ``` 185 | 186 | 187 | 188 | 我们的语料数据**test_corpus.txt** 文件5.5M，100个候选词，运行程序大概耗时60s 189 | 190 | 191 | 192 | ### 5.3 输出的结果 193 | 194 | **find_newwords.py**运行结束后，会在**同文件夹内(find_newwords.py所在的文件夹)**发现有两个新的txt文件 195 | 196 | - pos_candi.txt 197 | - neg_candi.txt 198 | 199 | 打开**pos_candi.txt**, 我们看到 200 | 201 | ``` 202 | word,sopmi,polarity,word_length,postag 203 | 保持,87.28493062512524,pos,2,v 204 | 风险,70.15627986116269,pos,2,n 205 | 货币政策,66.28476448498694,pos,4,n 206 | 发展,64.40272795986517,pos,2,vn 207 | 不要,63.71800916752807,pos,2,df 208 | 理念,61.2024367757337,pos,2,n 209 | 整体,59.415315156715586,pos,2,n 210 | 下,59.321140440512984,pos,1,f 211 | 引导,58.5817208758171,pos,2,v 212 | 投资,57.71720491331896,pos,2,vn 213 | 加强,57.067969337267684,pos,2,v 214 | 自己,53.25503772499689,pos,2,r 215 | 提升,52.80686380719989,pos,2,v 216 | 和,52.12334472663675,pos,1,c 217 | 稳步,51.58193211655792,pos,2,d 218 | 重要,51.095865548255034,pos,2,a 219 | ... 220 | ``` 221 | 222 | 打开**neg_candi.txt**, 我们看到 223 | 224 | ``` 225 | word,sopmi,polarity,word_length,postag 226 | 心灵,33.17993872989303,neg,2,n 227 | 期间,31.77900620939178,neg,2,f 228 | 西溪,30.87839808390589,neg,2,ns 229 | 人事,29.594976229171877,neg,2,n 230 | 复杂,29.47870186147108,neg,2,a 231 | 直到,27.86014637934966,neg,2,v 232 | 宰客,27.27304813428452,neg,2,nr 233 | 保险,26.433136238404746,neg,2,n 234 | 迎来,25.83859896903048,neg,2,v 235 | 至少,25.105021416064616,neg,2,d 236 | 融资,25.09148586460598,neg,2,vn 237 | 或,24.48343281812743,neg,1,c 238 | 列,22.20695894382675,neg,1,v 239 | 存在,22.041049266517774,neg,2,v 240 | ... 241 | ``` 242 | 243 | 244 | 245 | 从上面的结果看，正面候选词较好，负面候选词有点差强人意。虽然差点，但节约了很多很多时间。 246 | 247 | 现在电脑已经帮我们找出候选词，我们人类最擅长找毛病，对neg_candi.txt和pos_candi.txt我们人类只需要一个个挑毛病，把不带正负情感的词剔除掉。这样经过一段时间的剔除工作，针对具体研究领域的专业情感词典就构建出来了。 248 | 249 | 250 | 251 | # 六、词向量法代码 252 | 253 | ## 6.1 准备种子词 254 | 255 | 词向量法程序会挖掘出原始数据中的所有词的词向量，这时候如果给词向量模型传入种子词，会根据向量的远近识别出多个近义词。人工构建了五大类企业文化词典，存放在txt中，即 256 | 257 | - innovation.txt 258 | - integrity.txt 259 | - quality.txt 260 | - respect.txt 261 | - teamwork.txt 262 | 263 | 注意，在txt中，每行一个词语。 264 | 265 | 266 | 267 | ### 6.2 发现情感新词 268 | 269 | 已经安装好了**wordexpansion**，现在我们新建一个名为**run_w2v.py**的测试代码 270 | 271 | 代码中的 272 | 273 | ```python 274 | from wordexpansion import W2VModels 275 | 276 | from similarity import W2VModels 277 | import pandas as pd 278 | import os 279 | 280 | #初始化模型 281 | model = W2VModels(cwd=os.getcwd()) 282 | model.train(documents=list(open('documents.txt').readlines())) 283 | 284 | #导入种子词 285 | integrity = [w for w in open('seeds/integrity.txt').read().split('\n') if w!=''] 286 | innovation = [w for w in open('seeds/innovation.txt').read().split('\n') if w!=''] 287 | quality = [w for w in open('seeds/quality.txt').read().split('\n') if w!=''] 288 | respect = [w for w in open('seeds/respect.txt').read().split('\n') if w!=''] 289 | teamwork = [w for w in open('seeds/teamwork.txt').read().split('\n') if w!=''] 290 | 291 | #根据种子词，筛选出没类词最相近的前100个词 292 | model.find(seedwords=integrity, seedwordsname='integrity', topn=100) 293 | model.find(seedwords=innovation, seedwordsname='innovation', topn=100) 294 | model.find(seedwords=quality, seedwordsname='quality', topn=100) 295 | model.find(seedwords=respect, seedwordsname='respect', topn=100) 296 | model.find(seedwords=teamwork, seedwordsname='teamwork', topn=100) 297 | 298 | ``` 299 | 300 | 301 | 302 | 我们的语料数据**30+** 文件30+M，50多个候选词，运行程序大概耗时30s 303 | 304 |
305 | 306 | ### 6.3 输出的结果 307 | 308 | **run_w2v.py**运行结束后，会在**candidate_words内**发现有5个新的txt文件 309 | 310 | - innovation.txt 311 | - integrity.txt 312 | - quality.txt 313 | - respect.txt 314 | - teamwork.txt 315 | 316 | 打开**innovation.txt**, 我们看到 317 | 318 | ``` 319 | innovation 320 | innovate 321 | innovative 322 | creativity 323 | creative 324 | create 325 | passion 326 | passionate 327 | efficiency 328 | efficient 329 | excellence 330 | pride 331 | enhance 332 | expertise 333 | optimizing 334 | adapt 335 | capability 336 | awareness 337 | creating 338 | value-added 339 | optimize 340 | leveraging 341 | attract 342 | innovative 343 | manufacture 344 | attracting 345 | maximizing 346 | fine-tune 347 | enable 348 | headquarter 349 | platform 350 | tightly 351 | aligned 352 | flexible 353 | fulfillment 354 | rationalize 355 | back-office 356 | ... 357 | ``` 358 | 359 | 打开**respect.txt**, 我们看到 360 | 361 | ``` 362 | respectful 363 | talent 364 | talented 365 | employee 366 | dignity 367 | empowerment 368 | empower 369 | skills 370 | backbone 371 | training 372 | database 373 | designers 374 | sdk 375 | recruit 376 | engine 377 | dealers 378 | selecting 379 | resource 380 | onsite 381 | computer 382 | functions 383 | wholesalers 384 | educational 385 | expertise 386 | coordination 387 | value-added 388 | ... 389 | 390 | ``` 391 | 392 | 同理，在其他几类企业文化词典txt中产生了符合预期的词语。 393 | 394 | 现在电脑已经帮我们找出5类企业文化候选词，我们人类最擅长找毛病，对5个txt文件，我们人类只需要一个个挑毛病，把不带正负情感的词剔除掉。这样经过一段时间的剔除工作，针对具体研究领域的专业情感词典就构建出来了。 395 | 396 | 397 | 398 | 399 | 400 |
401 | 402 | # 七、注意： 403 | 1. so_pmi算法效果受训练语料影响，语料规模越大，效果越好 404 | 405 | 2. so_pmi算法效率受训练语料影响，语料越大，训练越耗时。100个种子词，5M的数据，大约耗时62.679秒 406 | 407 | 3. 候选词的选择，可根据PMI值，词长，词性设定规则，进行筛选   408 | 409 | 4. **所有的txt文件，不论输入的还是程序输出的结果，均采用utf-8编码。** 410 | 411 | 5. 词向量法没有考虑Ngram，如果采用了Ngram， 可能会挖掘出该场景下的词语组合。但是程序运行时间可能会更慢。 412 | 413 | 6. 如果刚刚好也想使用**企业文化5大类**这个具体场景，记得引用论文 414 | 415 | 7. > Kai Li, Feng Mai, Rui Shen, Xinyan Yan, Measuring Corporate Culture Using Machine Learning, *The Review of Financial Studies*,2020 416 | 417 | 418 | 419 |
420 | 421 | # 如果 422 | 423 | 如果您是经管人文社科专业背景，编程小白，面临海量文本数据采集和处理分析艰巨任务，可以参看[《python网络爬虫与文本数据分析》](https://ke.qq.com/course/482241?tuin=163164df)视频课。作为文科生，一样也是从两眼一抹黑开始，这门课程是用五年时间凝缩出来的。自认为讲的很通俗易懂o(*￣︶￣*)o， 424 | 425 | - python入门 426 | - 网络爬虫 427 | - 数据读取 428 | - 文本分析入门 429 | - 机器学习与文本分析 430 | - 文本分析在经管研究中的应用 431 | 432 | 感兴趣的童鞋不妨 戳一下[《python网络爬虫与文本数据分析》](https://ke.qq.com/course/482241?tuin=163164df)进来看看~ 433 | 434 | [![](img/课程.png)](https://ke.qq.com/course/482241?tuin=163164df) 435 | 436 | 437 | 438 | # 更多 439 | 440 | - [B站:大邓和他的python](https://space.bilibili.com/122592901/channel/detail?cid=66008) 441 | 442 | - 公众号：大邓和他的python 443 | 444 | - [知乎专栏：数据科学家](https://zhuanlan.zhihu.com/dadeng) 445 | 446 | ![](img/大邓和他的Python.png) 447 |
448 | 449 | 450 | 451 | 452 | 453 | -------------------------------------------------------------------------------- /img/my_zanshang_qrcode.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hiDaDeng/wordexpansion/20f12d52afc5265960d964421bba90b3b942e224/img/my_zanshang_qrcode.jpg -------------------------------------------------------------------------------- /img/my_zanshang_qrcode2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hiDaDeng/wordexpansion/20f12d52afc5265960d964421bba90b3b942e224/img/my_zanshang_qrcode2.jpg -------------------------------------------------------------------------------- /img/公众号下方二维码.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hiDaDeng/wordexpansion/20f12d52afc5265960d964421bba90b3b942e224/img/公众号下方二维码.png -------------------------------------------------------------------------------- /img/大邓和他的Python.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hiDaDeng/wordexpansion/20f12d52afc5265960d964421bba90b3b942e224/img/大邓和他的Python.png -------------------------------------------------------------------------------- /img/课程.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hiDaDeng/wordexpansion/20f12d52afc5265960d964421bba90b3b942e224/img/课程.png -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- 1 | from setuptools import setup, find_packages 2 | 3 | setup(name='wordexpansion', 4 | version='1.1', 5 | author='大邓', 6 | author_email='thunderhit@qq.com', 7 | url='https://github.com/hidadeng/wordexpansion', 8 | packages=find_packages(), 9 | python_requires='>=3.5', 10 | license="MIT", 11 | keywords=['knowledge graph', 'text analysis', 'event extraction'], 12 | long_description=open('README.md').read(), # 读取的Readme文档内容 13 | long_description_content_type="text/markdown", # 指定包文档格式为markdown 14 | ) 15 | 16 | -------------------------------------------------------------------------------- /test/共现法/find_newwords.py: -------------------------------------------------------------------------------- 1 | from wordexpansion import ChineseSoPmi 2 | 3 | sopmier = ChineseSoPmi(inputtext_file='test_corpus.txt', 4 | seedword_txtfile='test_seed_words.txt', 5 | pos_candi_txt_file='pos_candi.txt', 6 | neg_candi_txtfile='neg_candi.txt') 7 | sopmier.sopmi() -------------------------------------------------------------------------------- /test/共现法/neg_candi.txt: -------------------------------------------------------------------------------- 1 | 心灵,33.17993872989303,neg,2,n 2 | 期间,31.77900620939178,neg,2,f 3 | 西溪,30.87839808390589,neg,2,ns 4 | 人事,29.594976229171877,neg,2,n 5 | 复杂,29.47870186147108,neg,2,a 6 | 直到,27.86014637934966,neg,2,v 7 | 宰客,27.27304813428452,neg,2,nr 8 | 保险,26.433136238404746,neg,2,n 9 | 迎来,25.83859896903048,neg,2,v 10 | 至少,25.105021416064616,neg,2,d 11 | 融资,25.09148586460598,neg,2,vn 12 | 或,24.48343281812743,neg,1,c 13 | 列,22.20695894382675,neg,1,v 14 | 存在,22.041049266517774,neg,2,v 15 | 价格调整,21.95735945136433,neg,4,l 16 | 和夫,21.95735945136433,neg,2,nz 17 | 落么,21.819855927614395,neg,2,v 18 | 振华,21.767036974958184,neg,2,nz 19 | 落落,21.613405050146966,neg,2,v 20 | 墨尔本,21.497927832727033,neg,3,ns 21 | 不了,21.409572942232003,neg,2,v 22 | 胸膛,21.37239695064317,neg,2,n 23 | 分枝,21.305282754784635,neg,2,n 24 | 体现,20.95696667547938,neg,2,v 25 | 逛一逛,20.497927832727033,neg,3,v 26 | 练习场,20.497927832727033,neg,3,n 27 | 倒地,20.17599973783967,neg,2,n 28 | 提拔,20.17599973783967,neg,2,v 29 | 人生,20.11139892572354,neg,2,n 30 | 低潮期,20.082890333448187,neg,3,n 31 | 闭店,20.082890333448187,neg,2,v 32 | 拿捏,20.082890333448187,neg,2,v 33 | 重用,19.983354659897277,neg,2,v 34 | 神佛,19.912965332005875,neg,2,n 35 | 固执,19.912965332005875,neg,2,a 36 | 经科,19.86049791211174,neg,2,n 37 | Google,19.819855927614398,neg,6,eng 38 | 悉尼,19.819855927614395,neg,2,ns 39 | 催熟,19.819855927614395,neg,2,v 40 | 球场,19.72032025406348,neg,2,n 41 | 事项,19.702585203258472,neg,2,n 42 | 通过率,19.64993092617208,neg,3,n 43 | 总任务,19.63543135647697,neg,3,n 44 | 酷热,19.497927832727033,neg,2,a 45 | 一厢情愿,19.497927832727033,neg,4,i 46 | 费率,19.497927832727033,neg,2,n 47 | 起起伏伏,19.497927832727033,neg,4,v 48 | 离谱,19.497927832727033,neg,2,n 49 | 松坂,19.497927832727033,neg,2,ns 50 | 导航台,19.49792783272703,neg,3,n 51 | 嬉笑,19.328002831284717,neg,2,v 52 | 中潜层,19.30528275478464,neg,3,n 53 | 接待工作,19.234893426893237,neg,4,l 54 | 人浮于事,19.17599973783967,neg,4,l 55 | 缴存,19.175999737839668,neg,2,v 56 | 随手,19.150004529306724,neg,2,d 57 | 独栋,19.150004529306724,neg,2,nr 58 | 新一波,19.08289033344819,neg,3,nr 59 | 讲于,19.01250100555679,neg,2,v 60 | 玻璃房,19.01250100555679,neg,3,n 61 | 期货市场,18.983354659897277,neg,4,n 62 | 潮水般,18.912965332005875,neg,3,l 63 | 逊色,18.912965332005875,neg,2,n 64 | 美剧,18.86049791211174,neg,2,nt 65 | 必定,18.86049791211174,neg,2,d 66 | 不法行为,18.819855927614395,neg,4,l 67 | 王朔,18.819855927614395,neg,2,nr 68 | 装满,18.787434449922014,neg,2,v 69 | 失业,18.72032025406348,neg,2,n 70 | 恶劣行径,18.667852834169345,neg,4,l 71 | 证券市场,18.635431356476968,neg,4,n 72 | 亚布力,18.56736463012182,neg,3,nr 73 | 西山,18.497927832727033,neg,2,ns 74 | 预感,18.497927832727033,neg,2,n 75 | 初次见面,18.497927832727033,neg,4,d 76 | 睿智,18.497927832727033,neg,2,a 77 | 凶猛,18.497927832727033,neg,2,a 78 | 隐痛,18.497927832727033,neg,2,a 79 | 闲下来,18.497927832727033,neg,3,l 80 | Storytellers,18.497927832727033,neg,12,eng 81 | 砸碎,18.497927832727033,neg,2,v 82 | 柔滑,18.497927832727033,neg,2,a 83 | 休眠期,18.497927832727033,neg,3,t 84 | 球团,18.497927832727033,neg,2,n 85 | 爽脆,18.497927832727033,neg,2,a 86 | 促成,18.49792783272703,neg,2,v 87 | 各庄,18.49792783272703,neg,2,r 88 | 瑞银,18.42753850483563,neg,2,j 89 | 千玺,18.313503261589606,neg,2,nr 90 | 小看,18.30528275478464,neg,2,v 91 | 不顾,18.234893426893237,neg,2,v 92 | 猎人,18.135357753342326,neg,2,n 93 | 涌向,18.135357753342323,neg,2,v 94 | 翻译,18.1194162094733,neg,2,v 95 | 飞行,18.01250100555679,neg,2,v 96 | 河风,18.003163140977456,neg,2,n 97 | 游人,17.912965332005875,neg,2,n 98 | 抵挡不住,17.912965332005875,neg,4,n 99 | 幻灭,17.912965332005875,neg,2,v 100 | 间谍,17.912965332005875,neg,2,n 101 | 神女,17.912965332005875,neg,2,n 102 | 起伏,17.912965332005875,neg,2,v 103 | 防腐剂,17.912965332005875,neg,3,nz 104 | 历史纪录,17.912965332005875,neg,4,n 105 | 无处不在,17.912965332005875,neg,4,l 106 | 暂缓,17.912965332005875,neg,2,d 107 | 从南到北,17.912965332005875,neg,4,l 108 | 臭小子,17.86565961722752,neg,3,n 109 | 居酒,17.86565961722752,neg,2,n 110 | 不规矩,17.819855927614395,neg,3,l 111 | 尽快,17.79497812796198,neg,2,d 112 | 渴求,17.787434449922014,neg,2,v 113 | 臃肿,17.760962238560825,neg,2,a 114 | 学佛,17.69057291066943,neg,2,n 115 | 法师,17.690572910669427,neg,2,n 116 | 回调,17.635431356476968,neg,2,v 117 | 玩电脑,17.631194363590495,neg,3,n 118 | 高低,17.565042028585566,neg,2,a 119 | 摇摇,17.54373152234016,neg,2,v 120 | 些小,17.54373152234016,neg,2,a 121 | 行径,17.497927832727033,neg,2,n 122 | 休整,17.497927832727033,neg,2,vn 123 | 归来,17.497927832727033,neg,2,v 124 | 不止一次,17.497927832727033,neg,4,l 125 | 比起,17.372396950643175,neg,2,v 126 | 关窗,17.37239695064317,neg,2,n 127 | 翻到,17.351086444397765,neg,2,v 128 | 习气,17.275535411390585,neg,2,n 129 | 其中,17.25819665584921,neg,2,r 130 | 制在,17.20842121553205,neg,2,v 131 | 操纵者,17.17599973783967,neg,3,n 132 | 挖山,17.128694023061314,neg,2,n 133 | 法语,17.10561040994827,neg,2,nz 134 | 付钱,17.003163140977456,neg,2,v 135 | 跨界,16.983354659897273,neg,2,n 136 | 没人管,16.958769021619,neg,3,l 137 | 吵杂,16.912965332005875,neg,2,v 138 | 往回,16.912965332005875,neg,2,t 139 | 完美无缺,16.912965332005875,neg,4,i 140 | 简洁,16.912965332005875,neg,2,a 141 | 小吃店,16.912965332005875,neg,3,n 142 | 本心,16.912965332005875,neg,2,n 143 | 市场疲软,16.912965332005875,neg,4,i 144 | 报导,16.912965332005875,neg,2,n 145 | 和谐社会,16.912965332005875,neg,4,l 146 | 暗处,16.912965332005875,neg,2,d 147 | 传感,16.912965332005875,neg,2,n 148 | 奔波,16.912965332005875,neg,2,v 149 | 开路,16.86565961722752,neg,2,n 150 | 管辖,16.854071642952306,neg,2,v 151 | 分,16.839860878505018,neg,1,v 152 | 解析,16.819855927614395,neg,2,vn 153 | 本能,16.819855927614395,neg,2,n 154 | 低成本,16.787434449922017,neg,3,l 155 | 稀缺,16.760962238560825,neg,2,a 156 | 卡座,16.753766737156624,neg,2,nz 157 | 不失,16.743040330563563,neg,2,v 158 | 事件,16.73214174423648,neg,2,n 159 | 毋庸置疑,16.690572910669427,neg,4,l 160 | 关大博,16.690572910669427,neg,3,nr 161 | 离别,16.690572910669427,neg,2,v 162 | 剂,16.667852834169345,neg,1,zg 163 | 关门,16.64993092617208,neg,2,n 164 | 迫切,16.64993092617208,neg,2,a 165 | 内在,16.63285741281314,neg,2,b 166 | 公积金,16.623458714810887,neg,3,n 167 | 蒙古包,16.60176364371157,neg,3,nz 168 | Munich,16.60176364371157,neg,6,eng 169 | 拉杆箱,16.60176364371157,neg,3,n 170 | 加盟,16.591037237118513,neg,2,ns 171 | 劵,16.591037237118513,neg,1,zg 172 | 表决,16.565042028585566,neg,2,v 173 | 大龄,16.54373152234016,neg,2,n 174 | 天山网,16.519301483519598,neg,3,nz 175 | 如出一辙,16.497927832727033,neg,4,i 176 | 释出,16.497927832727033,neg,2,v 177 | 的断,16.497927832727033,neg,2,d 178 | 横盘,16.497927832727033,neg,2,n 179 | 萎缩,16.497927832727033,neg,2,v 180 | 钻,16.465506355034655,neg,1,v 181 | 摘帽,16.439034143673467,neg,2,n 182 | 严正,16.360424308977095,neg,2,nr 183 | 店里,16.360424308977095,neg,2,n 184 | 追捕,16.360424308977095,neg,2,v 185 | 疲软,16.351086444397765,neg,2,a 186 | 长长,16.35108644439776,neg,2,n 187 | 再,16.34048994553786,neg,1,d 188 | 摄像头,16.32800283128472,neg,3,n 189 | 生煎,16.32800283128472,neg,2,v 190 | 梦乡,16.328002831284717,neg,2,n 191 | 相辅相成,16.328002831284717,neg,4,i 192 | 追逐,16.328002831284717,neg,2,v 193 | 充斥,16.30528275478464,neg,2,v 194 | 布局,16.265267075936755,neg,2,n 195 | 走高,16.234893426893237,neg,2,v 196 | 净空,16.205146083499184,neg,2,n 197 | 杭州,16.193073251198612,neg,2,ns 198 | 着迷,16.17599973783967,neg,2,v 199 | 贫困村,16.17599973783967,neg,3,n 200 | 触犯,16.17599973783967,neg,2,v 201 | 操纵,16.17599973783967,neg,2,v 202 | 折扣,16.17599973783967,neg,2,v 203 | 禁止性,16.17599973783967,neg,3,n 204 | 翻翻,16.128694023061314,neg,2,v 205 | 吃吃喝喝,16.128694023061314,neg,4,l 206 | 字数,16.128694023061314,neg,2,n 207 | 而已,16.1194162094733,neg,2,y 208 | 庭院,15.990133192528335,neg,2,n 209 | 加剧,15.95735945136433,neg,2,v 210 | 欲望,15.912965332005877,neg,2,v 211 | 经济学界,15.912965332005875,neg,4,n 212 | SelfSell,15.912965332005875,neg,8,eng 213 | 舍离,15.912965332005875,neg,2,v 214 | Sargent,15.912965332005875,neg,7,eng 215 | 休息时间,15.912965332005875,neg,4,i 216 | 蓝洞,15.912965332005875,neg,2,nr 217 | ThomasJ,15.912965332005875,neg,7,eng 218 | 另一家,15.912965332005875,neg,3,l 219 | 霞姐,15.912965332005875,neg,2,n 220 | 聚集,15.895891818646938,neg,2,v 221 | 表明,15.889118590051508,neg,2,v 222 | 酒屋,15.86565961722752,neg,2,n 223 | 放手,15.84585113614734,neg,2,v 224 | 注意力,15.79748811458594,neg,3,n 225 | 验证,15.77546180825594,neg,2,v 226 | 工作服,15.753766737156623,neg,3,n 227 | 下应,15.753766737156623,neg,2,v 228 | 屋檐,15.753766737156623,neg,2,n 229 | 办公,15.732393086364057,neg,2,n 230 | 传言,15.71365652378247,neg,2,n 231 | 米林,15.690572910669427,neg,2,nr 232 | 产值,15.690572910669427,neg,2,n 233 | 林芝,15.690572910669427,neg,2,nrt 234 | 不孝,15.690572910669427,neg,2,a 235 | 麻辣,15.690572910669427,neg,2,z 236 | 一不小心,15.690572910669427,neg,4,l 237 | 灵性,15.690572910669427,neg,2,n 238 | 别墅,15.690572910669426,neg,2,n 239 | 花,15.676075925600053,neg,1,v 240 | 包厢,15.654231063605707,neg,2,n 241 | 补种,15.623458714810893,neg,2,n 242 | 工作日内,15.60965291528586,neg,4,l 243 | 载货,15.601763643711573,neg,2,n 244 | 真人,15.591037237118515,neg,2,n 245 | 年销售额,15.591037237118513,neg,4,n 246 | 洗发水,15.543731522340158,neg,3,nz 247 | 结婚,15.497927832727033,neg,2,v 248 | 结合处,15.497927832727033,neg,3,n 249 | 中日,15.497927832727033,neg,2,t 250 | 京东方,15.497927832727033,neg,3,nz 251 | 股指,15.497927832727033,neg,2,n 252 | 扎堆,15.439034143673467,neg,2,ns 253 | 并于,15.431838642269263,neg,2,c 254 | 打破,15.410464991476694,neg,2,v 255 | 住房,15.402003412728495,neg,2,n 256 | 贫困县,15.368644815782066,neg,3,n 257 | 对外,15.360424308977096,neg,2,s 258 | 及后,15.32800283128472,neg,2,c 259 | 双拼,15.32800283128472,neg,2,nr 260 | 简单,15.328002831284719,neg,2,a 261 | 举足轻重,15.328002831284717,neg,4,i 262 | 捕捉,15.328002831284717,neg,2,v 263 | 负责人,15.296632880478763,neg,3,n 264 | 报送,15.208421215532047,neg,2,v 265 | 地位,15.20247194920086,neg,2,n 266 | 证券法,15.175999737839671,neg,3,n 267 | 就别,15.175999737839671,neg,2,d 268 | 审定,15.175999737839671,neg,2,v 269 | 肉鸡,15.175999737839671,neg,2,n 270 | 欺诈,15.175999737839671,neg,2,vn 271 | 领薪,15.175999737839671,neg,2,n 272 | 切实落实,15.168804236435465,neg,4,l 273 | 持续增长,15.105610409948271,neg,4,n 274 | 驻扎,15.10561040994827,neg,2,v 275 | 萤火虫,15.038496214089735,neg,3,n 276 | 炉膛,15.016801142990419,neg,2,n 277 | 国有企业,14.974365876670019,neg,4,n 278 | 下跌,14.967413116028252,neg,2,v 279 | 注,14.93568540850596,neg,1,v 280 | 违章,14.912965332005877,neg,2,vn 281 | 满脑子,14.912965332005875,neg,3,l 282 | 任何事物,14.912965332005875,neg,4,n 283 | 产地,14.912965332005875,neg,2,n 284 | 自贡市,14.891270260906557,neg,3,ns 285 | 阻拦,14.85407164295231,neg,2,v 286 | 可想而知,14.85407164295231,neg,4,l 287 | 说,14.828339769930308,neg,1,v 288 | 中型,14.810350265522992,neg,2,b 289 | 王者,14.79748811458594,neg,2,n 290 | 蓝天白云,14.797488114585938,neg,4,nr 291 | 生物质,14.753766737156623,neg,3,n 292 | 阶段性,14.743040330563563,neg,3,n 293 | 大虾,14.743040330563563,neg,2,n 294 | 误解,14.71365652378247,neg,2,v 295 | 展示,14.6803045752156,neg,2,v 296 | 出租车,14.661426565009913,neg,3,n 297 | 分界,14.654231063605708,neg,2,n 298 | 暂时,14.63994683759946,neg,2,d 299 | 追踪,14.591037237118517,neg,2,v 300 | 小伙伴,14.591037237118515,neg,3,n 301 | 粮食安全,14.591037237118513,neg,4,l 302 | 合谋,14.591037237118513,neg,2,n 303 | 上市,14.591037237118512,neg,2,ns 304 | 卖,14.563815768383492,neg,1,v 305 | 眼药水,14.543731522340158,neg,3,n 306 | 发油,14.543731522340158,neg,2,n 307 | Akita,14.543731522340158,neg,5,eng 308 | 开到,14.543731522340158,neg,2,v 309 | 黄酒,14.543731522340158,neg,2,n 310 | again,14.543731522340158,neg,5,eng 311 | 市场化,14.534453708752146,neg,3,n 312 | 睁眼,14.497927832727033,neg,2,n 313 | 违背,14.497927832727033,neg,2,v 314 | 刑法,14.439034143673467,neg,2,n 315 | 白鸽,14.43183864226926,neg,2,nr 316 | 包括,14.417938928613914,neg,2,v 317 | 龙,14.410464991476694,neg,1,n 318 | 刚好,14.410464991476694,neg,2,d 319 | 每月,14.410464991476694,neg,2,r 320 | 小宝宝,14.406227998590223,neg,3,nr 321 | 热闹,14.389403375948861,neg,2,a 322 | 摘自,14.368644815782066,neg,2,v 323 | 厨房,14.358376480328237,neg,2,n 324 | 阴霾,14.32800283128472,neg,2,n 325 | 有待,14.32800283128472,neg,2,v 326 | 单方面,14.32800283128472,neg,3,n 327 | 熬过,14.328002831284717,neg,2,v 328 | 吊打,14.280697116506362,neg,2,v 329 | 设计方案,14.260888635426182,neg,4,n 330 | 犀牛,14.239193564326866,neg,2,n 331 | 随便,14.233391401728008,neg,2,d 332 | 刻不容缓,14.231141292032131,neg,4,i 333 | 汽车尾气,14.23114129203213,neg,4,n 334 | 股价,14.213474443258336,neg,2,n 335 | 念头,14.175999737839671,neg,2,n 336 | 关乎,14.175999737839671,neg,2,v 337 | 早起,14.17599973783967,neg,2,v 338 | 逃,14.164027096173594,neg,1,v 339 | 生物,14.161644444862599,neg,2,n 340 | 板块,14.147430585642898,neg,2,n 341 | 心理学,14.10561040994827,neg,3,n 342 | 毛,14.097048396444848,neg,1,nr 343 | 重型,14.083915338848952,neg,2,b 344 | 办理,14.050468855755808,neg,2,n 345 | 林正,14.038496214089735,neg,2,nr 346 | 警方正,14.038496214089735,neg,3,n 347 | 历史关头,14.038496214089735,neg,4,n 348 | 屋,14.013216805641378,neg,1,n 349 | 后天,13.995427492197852,neg,2,t 350 | 评价,13.98857098875805,neg,2,n 351 | 不着,13.958769021619,neg,2,d 352 | 瞅,13.958769021619,neg,1,v 353 | 即将,13.943338981049395,neg,2,d 354 | 如下,13.939932379606146,neg,2,t 355 | 瓶盖,13.912965332005875,neg,2,n 356 | 经济学,13.883217988611824,neg,3,n 357 | 北京市,13.871813225339574,neg,3,ns 358 | 屋内,13.85407164295231,neg,2,s 359 | 参数,13.85407164295231,neg,2,n 360 | 标的,13.854071642952308,neg,2,n 361 | 刷卡,13.846876141548103,neg,2,n 362 | 奈,13.843291804199065,neg,1,vg 363 | 进一步提高,13.833238139535142,neg,5,i 364 | 江湖,13.833238139535142,neg,2,ns 365 | 或者,13.8188679620166,neg,2,c 366 | 口感,13.79748811458594,neg,2,n 367 | 仍然,13.796522660834333,neg,2,d 368 | 营业,13.775461808255939,neg,2,n 369 | 下滑,13.763218212501192,neg,2,v 370 | 博客,13.690572910669427,neg,2,nr 371 | 响应,13.683377409265225,neg,2,v 372 | 商业银行,13.66503781856229,neg,4,nt 373 | 动,13.63994683759946,neg,1,v 374 | 历时,13.591037237118513,neg,2,n 375 | 内幕,13.591037237118513,neg,2,n 376 | 那天,13.591037237118513,neg,2,r 377 | 大型,13.582048453891257,neg,2,b 378 | 级别,13.577689508732716,neg,2,n 379 | 他,13.565895966026819,neg,1,r 380 | 一坛,13.543731522340158,neg,2,n 381 | 都奶,13.543731522340158,neg,2,n 382 | T7,13.543731522340158,neg,2,eng 383 | 软垫,13.543731522340158,neg,2,n 384 | 切不可,13.543731522340158,neg,3,v 385 | 墙,13.543731522340156,neg,1,n 386 | 四大行,13.497927832727033,neg,3,nt 387 | 当初,13.475560019698579,neg,2,t 388 | 来源,13.474343370783792,neg,2,n 389 | 减免,13.47334219444876,neg,2,v 390 | 鲜肉,13.453533713368582,neg,2,n 391 | 串,13.453533713368579,neg,1,v 392 | 立刻,13.453533713368579,neg,2,d 393 | 河达,13.43183864226926,neg,2,ns 394 | 经省,13.43183864226926,neg,2,n 395 | 轮辋,13.43183864226926,neg,2,n 396 | 高品,13.43183864226926,neg,2,n 397 | RHMRSfV,13.43183864226926,neg,7,eng 398 | 金属镁,13.43183864226926,neg,3,nz 399 | 鞋厂,13.43183864226926,neg,2,n 400 | RQKGm5H,13.43183864226926,neg,7,eng 401 | 路政,13.43183864226926,neg,2,n 402 | 联营厂,13.43183864226926,neg,3,n 403 | 公路局,13.43183864226926,neg,3,n 404 | 如同,13.389403375948861,neg,2,d 405 | 全面落实,13.38641951751004,neg,4,i 406 | 孙虎,13.368644815782067,neg,2,nr 407 | 盛行,13.368644815782066,neg,2,v 408 | 驱散,13.32800283128472,neg,2,v 409 | 店面,13.32133910100371,neg,2,n 410 | 寿司,13.280697116506364,neg,2,n 411 | 菌,13.277376758214753,neg,1,n 412 | 民企,13.269109142231152,neg,2,j 413 | 脱贫,13.269109142231152,neg,2,v 414 | 多样,13.231141292032131,neg,2,r 415 | 书店,13.18116144295545,neg,2,n 416 | 股票市场,13.175999737839671,neg,4,n 417 | 账户,13.17599973783967,neg,2,n 418 | 司机,13.17599973783967,neg,2,n 419 | 橙色,13.173104373869092,neg,2,n 420 | 菜品,13.140375828108949,neg,2,n 421 | 优,13.140375828108949,neg,1,n 422 | 领导,13.106041644457804,neg,2,n 423 | 特点,13.105610409948273,neg,2,n 424 | 降至,13.105610409948271,neg,2,v 425 | 净土,13.105610409948271,neg,2,n 426 | 这时候,13.105610409948271,neg,3,r 427 | 过年,13.105610409948271,neg,2,t 428 | 思想认识,13.080075317841136,neg,4,l 429 | 红色,13.053327019015532,neg,2,n 430 | 开,13.047305696220658,neg,1,v 431 | 刺鼻,13.038496214089736,neg,2,v 432 | 嫌疑人,13.038496214089733,neg,3,n 433 | 另行通知,13.016801142990419,neg,4,i 434 | 现已,13.016801142990417,neg,2,d 435 | 恋爱,13.006074736397355,neg,2,v 436 | 毛病,12.990133192528335,neg,2,n 437 | 工作人员,12.970450826666635,neg,4,n 438 | and,12.958769021619004,neg,3,eng 439 | 轻视,12.958769021619,neg,2,b 440 | 道题,12.958769021619,neg,2,n 441 | 改进,12.94949120803099,neg,2,v 442 | 研判,12.94949120803099,neg,2,vn 443 | 延长,12.94641181509902,neg,2,v 444 | 不够,12.931112678716136,neg,2,v 445 | 借助,12.912965332005875,neg,2,v 446 | 若,12.90921319714477,neg,1,c 447 | 轻易,12.868571212647423,neg,2,a 448 | 懒得,12.855675528654897,neg,2,v 449 | 驾驶者,12.85407164295231,neg,3,n 450 | 乌昌石,12.846876141548103,neg,3,nr 451 | 别,12.825502490755538,neg,1,r 452 | 以外,12.825502490755536,neg,2,c 453 | 健全,12.8101545264221,neg,2,a 454 | 站,12.807929861307585,neg,1,v 455 | 烦恼,12.807929861307585,neg,2,a 456 | 高管,12.79748811458594,neg,2,n 457 | 水蒸气,12.79748811458594,neg,3,n 458 | 管委会,12.79748811458594,neg,3,j 459 | 尾号,12.77976194568957,neg,2,n 460 | 盛典,12.716568119202375,neg,2,b 461 | 买不到,12.694873048103057,neg,3,v 462 | 拿,12.665037818562292,neg,1,v 463 | 三要,12.659984590836004,neg,2,b 464 | 几乎,12.643504657012652,neg,2,d 465 | 王源,12.636840926731638,neg,2,nr 466 | 高品质,12.623458714810893,neg,3,n 467 | 其余,12.605536806813628,neg,2,r 468 | 不想,12.603110069419088,neg,2,v 469 | 去年,12.59798998433738,neg,2,t 470 | 马,12.596198942234295,neg,1,n 471 | 逾,12.591037237118515,neg,1,vg 472 | 坑,12.591037237118515,neg,1,n 473 | 现代人,12.591037237118513,neg,3,n 474 | 桥,12.591037237118512,neg,1,n 475 | 闭关,12.543731522340158,neg,2,v 476 | 抢购,12.538753846185774,neg,2,v 477 | 还有,12.523923041259977,neg,2,v 478 | 瓜,12.499337402981704,neg,1,n 479 | 爹,12.475560019698579,neg,1,n 480 | 信号,12.472480626766606,neg,2,n 481 | 先进经验,12.453533713368577,neg,4,n 482 | 涉嫌,12.448079283276472,neg,2,v 483 | 最为,12.442645397225842,neg,2,d 484 | 没事,12.428254304920223,neg,2,v 485 | 解除,12.394363936850597,neg,2,v 486 | 当作,12.368644815782067,neg,2,v 487 | 借鉴,12.353998039817663,neg,2,v 488 | 哈哈哈,12.342097661170506,neg,3,o 489 | 扩容,12.32800283128472,neg,2,v 490 | 维权,12.318018742712098,neg,2,n 491 | 长时间,12.318018742712098,neg,3,l 492 | 动物,12.313014836779095,neg,2,n 493 | 通知,12.308489212829187,neg,2,v 494 | 大量,12.308103273847015,neg,2,n 495 | 难度,12.269109142231152,neg,2,d 496 | 落实,12.256209428726041,neg,2,a 497 | 气味,12.250000319283448,neg,2,n 498 | 本市,12.247414071131832,neg,2,n 499 | 相聚,12.221803427452796,neg,2,v 500 | 锤,12.221803427452796,neg,1,ng 501 | 协议书,12.221803427452796,neg,3,n 502 | 修炼,12.221803427452796,neg,2,v 503 | 愿意,12.19110663022988,neg,2,v 504 | 人家,12.190094567725456,neg,2,n 505 | 总裁,12.17599973783967,neg,2,n 506 | 通道,12.158077829842407,neg,2,v 507 | 低于,12.156831594769393,neg,2,v 508 | 弥补,12.080075317841136,neg,2,v 509 | 前,12.060522520419735,neg,1,f 510 | 地上,12.054984336878302,neg,2,s 511 | 正规,12.041231181810977,neg,2,a 512 | 大兴,12.038496214089735,neg,2,b 513 | 青皮,12.038496214089735,neg,2,n 514 | 居,12.0291583495104,neg,1,v 515 | 验收,12.026252618334988,neg,2,v 516 | 城乡,12.01925012514509,neg,2,n 517 | 不用,12.006074736397355,neg,2,v 518 | 二级,11.987053799596364,neg,2,b 519 | 笑话,11.958769021619,neg,2,n 520 | 出差,11.958769021619,neg,2,v 521 | 天猫,11.908276686212247,neg,2,n 522 | 地区,11.860224823483403,neg,2,n 523 | 巩义市,11.846876141548103,neg,3,ns 524 | 红叶,11.846876141548103,neg,2,n 525 | 终止,11.846876141548103,neg,2,v 526 | 车,11.827271583608594,neg,1,zg 527 | 家中,11.825502490755536,neg,2,s 528 | 看不到,11.79748811458594,neg,3,v 529 | 味道,11.788844020176686,neg,2,n 530 | 允许,11.783682315060908,neg,2,v 531 | 女,11.766123943676607,neg,1,b 532 | 净化器,11.765884450552319,neg,3,n 533 | 上司,11.736376600282552,neg,2,n 534 | 本站,11.731398924128168,neg,2,n 535 | 药店,11.65620625159857,neg,2,n 536 | 峰会,11.652437781782657,neg,2,n 537 | 限行,11.643342747462972,neg,2,v 538 | 回忆,11.636840926731638,neg,2,v 539 | 随时,11.58384173571431,neg,2,d 540 | 青年,11.574105171383678,neg,2,t 541 | 拍摄,11.563909404277787,neg,2,v 542 | 时间段,11.557369524353122,neg,3,n 543 | 心脑血管,11.557369524353122,neg,4,n 544 | 中午,11.555413327387791,neg,2,t 545 | 只好,11.543731522340158,neg,2,d 546 | 虽说,11.520647909227117,neg,2,c 547 | 监管部门,11.475560019698579,neg,4,n 548 | 短板,11.460106367292065,neg,2,n 549 | 吸收,11.453533713368579,neg,2,v 550 | 天河,11.453533713368577,neg,2,ns 551 | 停建,11.453533713368577,neg,2,v 552 | 消灭,11.431838642269263,neg,2,v 553 | 同款,11.43183864226926,neg,2,n 554 | 升至,11.43183864226926,neg,2,v 555 | 全省各地,11.43183864226926,neg,4,l 556 | 发,11.42271612137879,neg,1,v 557 | 恒丰,11.421112235676201,neg,2,nz 558 | 电脑,11.406227998590222,neg,2,n 559 | 木质,11.373806520897846,neg,2,n 560 | 手上,11.373806520897846,neg,2,s 561 | 不当,11.373806520897846,neg,2,d 562 | 行政区域,11.353836130267988,neg,4,n 563 | 老年人,11.332302968718347,neg,3,n 564 | 工作日,11.332302968718347,neg,3,n 565 | 明天,11.318018742712098,neg,2,t 566 | 尽量减少,11.316361424849326,neg,4,i 567 | 故事,11.313052489818746,neg,2,n 568 | 写,11.261696154576308,neg,1,v 569 | 哪里,11.257613503393323,neg,2,r 570 | 乡镇,11.221803427452796,neg,2,n 571 | 就诊,11.221803427452796,neg,2,v 572 | 比例,11.118549465655768,neg,2,n 573 | 高温,11.109910547381897,neg,2,n 574 | 谈,11.10834537766951,neg,1,v 575 | 回到,11.105610409948271,neg,2,v 576 | 事故,11.088536896589332,neg,2,n 577 | 回合,11.084299903702862,neg,2,v 578 | PGOne,11.084299903702862,neg,5,eng 579 | 轻,11.080075317841136,neg,1,a 580 | 黑龙江,11.080075317841134,neg,3,ns 581 | 质押,11.075022090114848,neg,2,v 582 | 东西,11.01895602769409,neg,2,ns 583 | 电力,11.006074736397355,neg,2,n 584 | 支队,11.005573887567163,neg,2,n 585 | 对手,10.958769021619002,neg,2,v 586 | 这些,10.951078253934515,neg,2,r 587 | 就餐,10.935685408505961,neg,2,v 588 | 蓝色,10.92933830174008,neg,2,n 589 | 时段,10.908276686212247,neg,2,n 590 | 玩,10.871306180368663,neg,1,v 591 | 人群,10.86857121264742,neg,2,n 592 | 雪乡,10.854071642952308,neg,2,n 593 | 公交,10.846876141548103,neg,2,n 594 | 交通管理,10.846876141548103,neg,4,n 595 | 抢,10.843291804199065,neg,1,v 596 | 龙牧,10.843291804199065,neg,2,nr 597 | 往,10.818447733221587,neg,1,zg 598 | 普及,10.804440875227707,neg,2,ns 599 | 市级,10.800960306492746,neg,2,n 600 | 申请,10.773413979607081,neg,2,v 601 | 限,10.731398924128168,neg,1,v 602 | 意见建议,10.716568119202373,neg,4,l 603 | 什么样,10.684146641509994,neg,3,r 604 | 直接,10.65575431014422,neg,2,ad 605 | 利益,10.652437781782657,neg,2,n 606 | call,10.624483720211657,neg,4,eng 607 | 处处,10.624483720211657,neg,2,v 608 | 加严,10.624483720211655,neg,2,nr 609 | 拜拜,10.543731522340158,neg,2,ns 610 | 挪威,10.543731522340158,neg,2,ns 611 | 地板,10.543731522340158,neg,2,n 612 | 涉气,10.524948046660741,neg,2,v 613 | 雪地,10.520647909227117,neg,2,n 614 | 突破,10.482512780340345,neg,2,vn 615 | 代表,10.464504831189583,neg,2,n 616 | 头条,10.461754220173546,neg,2,n 617 | 家长,10.437231901039477,neg,2,n 618 | 天府,10.43183864226926,neg,2,n 619 | 元旦,10.421112235676201,neg,2,t 620 | 村里,10.373806520897846,neg,2,s 621 | 啦,10.373806520897846,neg,1,y 622 | 列入,10.344375801018922,neg,2,v 623 | 住,10.30669232503931,neg,1,v 624 | 建材,10.261913640826949,neg,2,n 625 | 唐山市,10.261913640826949,neg,3,ns 626 | 企业名单,10.261913640826949,neg,4,n 627 | 有点,10.242561987619593,neg,2,n 628 | 晚上,10.221803427452796,neg,2,t 629 | 买,10.205861883583774,neg,1,v 630 | 讯,10.194799444968412,neg,1,ng 631 | 内心,10.171498345604729,neg,2,n 632 | 国家海洋局,10.155853164727892,neg,5,nt 633 | 配置,10.153631924811217,neg,2,v 634 | 任何人,10.151414099561398,neg,3,r 635 | 好像,10.147725283844494,neg,2,v 636 | 天津市,10.146436423407012,neg,3,ns 637 | 汉中,10.131605618481215,neg,2,ns 638 | 小米,10.109910547381899,neg,2,n 639 | 醒目,10.109910547381899,neg,2,v 640 | 零时,10.109910547381899,neg,2,d 641 | 省辖市,10.109910547381899,neg,3,n 642 | 梦,10.10078802649143,neg,1,n 643 | 亦,10.046716720894704,neg,1,d 644 | 无人驾驶,10.042600612422472,neg,4,nr 645 | 陈,10.006074736397357,neg,1,nr 646 | 契机,9.99410209473128,neg,2,n 647 | 指挥部,9.972407023631963,neg,3,n 648 | 空气质量,9.950381659701542,neg,4,n 649 | 大规模,9.901738076582623,neg,3,b 650 | 前面,9.78884402017669,neg,2,f 651 | 构建,9.783682315060908,neg,2,v 652 | 转发,9.771142018443232,neg,2,v 653 | 公共交通,9.731398924128168,neg,4,nt 654 | 内,9.687955795827595,neg,1,n 655 | 市区,9.68767754669885,neg,2,n 656 | 安慰,9.685750527212585,neg,2,v 657 | 分享,9.679345655246173,neg,2,v 658 | 现象,9.676153850756466,neg,2,n 659 | 钱,9.617732103783935,neg,1,n 660 | 哈哈,9.612994184777271,neg,2,o 661 | 聊,9.589535211953283,neg,1,v 662 | 空气,9.585885402935428,neg,2,n 663 | 准备,9.577947237678071,neg,2,v 664 | 实在,9.573115329121253,neg,2,v 665 | 细节,9.549195592907418,neg,2,n 666 | 呼吸道,9.501101304706374,neg,3,l 667 | 呼吸,9.495112817119978,neg,2,v 668 | 突然,9.393984402835475,neg,2,ad 669 | 喜欢,9.374170076068506,neg,2,v 670 | 博,9.35390696346014,neg,1,nr 671 | 次,9.302555625324295,neg,1,q 672 | 看来,9.240539990034382,neg,2,v 673 | 函,9.231141292032131,neg,1,n 674 | 不好,9.231141292032131,neg,2,d 675 | 微,9.225816489959419,neg,1,n 676 | 全省,9.199292425992791,neg,2,n 677 | 来自,9.190727023586222,neg,2,v 678 | 乘坐,9.183911128825676,neg,2,v 679 | 这样,9.183015000882756,neg,2,r 680 | 论坛,9.109910547381899,neg,2,n 681 | 望,9.109910547381897,neg,1,v 682 | 以前,9.10078802649143,neg,2,f 683 | 老板,9.08429990370286,neg,2,n 684 | 风,9.052134216102695,neg,1,n 685 | 白色,8.846876141548105,neg,2,n 686 | 免费,8.826976584110401,neg,2,vn 687 | 爱情,8.762371808815498,neg,2,n 688 | 大雾,8.759413300297766,neg,2,n 689 | 天津,8.753766737156623,neg,2,ns 690 | 看到,8.734709620225836,neg,2,v 691 | 极端,8.716568119202371,neg,2,n 692 | 成都,8.698241471395782,neg,2,ns 693 | 不错,8.6919824809241,neg,2,a 694 | 易地,8.578938713093388,neg,2,n 695 | 常务会议,8.51493425803272,neg,4,n 696 | 扶贫,8.386293635150992,neg,2,v 697 | 水中,8.346513733165636,neg,2,s 698 | 插入,8.346513733165633,neg,2,v 699 | 折下来,8.346513733165633,neg,3,v 700 | 两侧,8.302555625324294,neg,2,f 701 | 办,8.282091522764578,neg,1,v 702 | 黑色,8.222385276640312,neg,2,n 703 | 即便,8.150915572220065,neg,2,c 704 | 负责,8.123259229317197,neg,2,v 705 | 现,8.074286637651177,neg,1,tg 706 | 成交量,8.05866825034057,neg,3,n 707 | 高,8.04837130831639,neg,1,a 708 | 希望,8.021310506245412,neg,2,v 709 | 搬迁,7.90086680798075,neg,2,v 710 | 愈加,7.90086680798075,neg,2,d 711 | 讲,7.8855200395883625,neg,1,v 712 | 最高,7.877249790591625,neg,2,a 713 | 熟悉,7.871306180368663,neg,2,v 714 | 习惯,7.843291804199065,neg,2,n 715 | 微笑,7.815811067776959,neg,2,vn 716 | 外,7.7769189515611,neg,1,f 717 | 每天,7.7318038890504255,neg,2,r 718 | 纳入,7.731398924128168,neg,2,v 719 | 该,7.706990761498751,neg,1,r 720 | 调研,7.646178791310975,neg,2,vn 721 | 整理,7.6257088430644675,neg,2,n 722 | 高度重视,7.612231459387637,neg,4,l 723 | 只是,7.609619457996617,neg,2,c 724 | 放进,7.539158811108031,neg,2,v 725 | 到位,7.368371727153729,neg,2,v 726 | 准确,7.348325784951964,neg,2,a 727 | 经历,7.314912831844277,neg,2,n 728 | 选,7.303780748177104,neg,1,zg 729 | 实际上,7.303780748177104,neg,3,d 730 | 寻找,7.276124405274235,neg,2,v 731 | 吗,7.222794902868111,neg,1,y 732 | 台,7.222385276640312,neg,1,q 733 | 之,7.1111356702347095,neg,1,u 734 | 打算,7.076815597050832,neg,2,v 735 | 其他,6.964054788781144,neg,2,r 736 | 过去,6.918863237274593,neg,2,t 737 | 是否,6.90086680798075,neg,2,v 738 | 当,6.843291804199065,neg,1,t 739 | 部分,6.82845570620951,neg,2,n 740 | 批准,6.676951140105793,neg,2,v 741 | 不得,6.578938713093388,neg,2,v 742 | 身边,6.539158811108031,neg,2,s 743 | 及其,6.537020878961316,neg,2,c 744 | 审核,6.508549385201986,neg,2,v 745 | 香港,6.4964258261194985,neg,2,ns 746 | 连续,6.466054357607174,neg,2,a 747 | 仅,6.392317422778758,neg,1,d 748 | 超过,6.315904307259595,neg,2,v 749 | 集团,6.3037807481771,neg,2,n 750 | 未,6.279835052552071,neg,1,d 751 | 出行,6.128057894092157,neg,2,v 752 | 震荡,6.1111356702347095,neg,2,v 753 | 督察组,5.983213778588544,neg,3,n 754 | 判断,5.981852653289742,neg,2,v 755 | 口袋,5.954196310386873,neg,2,n 756 | 微生物,5.941210668792397,neg,3,l 757 | 啊,5.914374902260548,neg,1,zg 758 | 发现,5.90086680798075,neg,2,v 759 | t,5.869596218048189,neg,1,x 760 | 测试,5.845490050944376,neg,2,vn 761 | cn,5.7855799622792325,neg,2,eng 762 | 须,5.730941806538437,neg,1,d 763 | 复苏,5.718818247455946,neg,2,v 764 | 整个,5.62662165235837,neg,2,b 765 | 什么,5.587868231896568,neg,2,r 766 | 呢,5.539158811108031,neg,1,y 767 | 经验,5.429311630260962,neg,2,n 768 | 天,5.344375801018922,neg,1,q 769 | 北京,5.315494681031792,neg,2,ns 770 | 处于,5.303780748177104,neg,2,v 771 | 全国,5.283383051225595,neg,2,n 772 | 史,5.129283016944964,neg,1,nr 773 | 真实,5.017921907997263,neg,2,d 774 | 那,5.017921907997261,neg,1,r 775 | 真的,5.002905731175412,neg,2,d 776 | 营商,4.984279390684279,neg,2,n 777 | 甚至,4.981852653289746,neg,2,d 778 | 消费者,4.981852653289742,neg,3,n 779 | 抓紧,4.949959317500404,neg,2,v 780 | 公开,4.90086680798075,neg,2,ad 781 | 操作,4.78135971352466,neg,2,v 782 | 推行,4.763363284230815,neg,2,v 783 | 证,4.7488637145357,neg,1,n 784 | 出门,4.730941806538437,neg,2,v 785 | 区域,4.697123176356628,neg,2,n 786 | 家里,4.584962500721156,neg,2,s 787 | 大大,4.564784618783525,neg,2,b 788 | 维持,4.4964258261195,neg,2,v 789 | 交流,4.4964258261194985,neg,2,n 790 | 现场,4.478633807297703,neg,2,n 791 | 集,4.459431618637298,neg,1,q 792 | 清晰,4.419740118244135,neg,2,a 793 | 实力,4.396890152568584,neg,2,n 794 | 行为,4.392525588862506,neg,2,v 795 | 随意,4.361707996872717,neg,2,d 796 | 狮子,4.349584437790229,neg,2,n 797 | 教授,4.342392197447078,neg,2,n 798 | 干部,4.301750212949733,neg,2,n 799 | 时代,4.2927817492278475,neg,2,n 800 | 证券,4.266786540694904,neg,2,n 801 | 检验,4.2190427680070055,neg,2,vn 802 | MACD,4.166277224427169,neg,4,eng 803 | 罪,4.163901213814546,neg,1,zg 804 | 打击,4.163901213814544,neg,2,v 805 | 已经,4.087277860756387,neg,2,d 806 | 状态,4.085503988212288,neg,2,n 807 | 房间,4.079727192470735,neg,2,n 808 | 共享,4.070389327891396,neg,2,v 809 | 明确提出,4.026397690064609,neg,4,n 810 | 处,3.9818526532897422,neg,1,n 811 | 凸显,3.9818526532897422,neg,2,a 812 | 有着,3.954196310386873,neg,2,v 813 | 充满,3.784271308944561,neg,2,a 814 | 你们,3.7548875021634682,neg,2,r 815 | 感受,3.7318038890504273,neg,2,v 816 | 所以,3.7318038890504255,neg,2,c 817 | 形势,3.7188182474559497,neg,2,n 818 | 名单,3.709246735439118,neg,2,n 819 | 上线,3.642132539580583,neg,2,n 820 | 语言,3.6322682154995114,neg,2,n 821 | 确定,3.5647846187835253,neg,2,v 822 | 方案,3.5342998825069873,neg,2,n 823 | 找,3.5174789040051717,neg,1,v 824 | 蓝天,3.473069620650257,neg,2,nr 825 | 怎么,3.469549990224209,neg,2,r 826 | 公布,3.4329594072761065,neg,2,v 827 | 破坏,3.406102116231171,neg,2,v 828 | 严格,3.399786858148982,neg,2,ad 829 | 重,3.3340028260192973,neg,1,a 830 | 低价,3.303780748177104,neg,2,n 831 | 建立,3.2710174595126453,neg,2,v 832 | 核实,3.2455149793681937,neg,2,n 833 | 缓解,3.237691557719332,neg,2,v 834 | 事情,3.2172307162206693,neg,2,n 835 | 听从,3.169925001442312,neg,2,v 836 | 危害,3.1662772244271693,neg,2,n 837 | KDJ,3.1662772244271693,neg,3,eng 838 | 带,3.145979305817283,neg,1,v 839 | 差距,3.133855746734792,neg,2,n 840 | 实体,3.0780025120012695,neg,2,n 841 | 困难,3.0255350921071376,neg,2,an 842 | 调整,3.0047026189652897,neg,2,vn 843 | 进一步,2.9474104352104717,neg,3,d 844 | 然后,2.9466704975938747,neg,2,c 845 | 环境影响,2.9114633253983406,neg,4,n 846 | 国务院,2.9008668079807496,neg,3,nt 847 | 儿童,2.8910128511045166,neg,2,n 848 | 心理,2.8744691179161403,neg,2,n 849 | 有余,2.8347776175229775,neg,2,r 850 | 入口,2.7548875021634682,neg,2,ns 851 | 分析,2.75402541965148,neg,2,vn 852 | 停产,2.7223028882645632,neg,2,v 853 | 交叉,2.7188182474559497,neg,2,n 854 | 美国,2.718818247455946,neg,2,ns 855 | 报,2.6173839784135318,neg,1,n 856 | 广告,2.615659297944072,neg,2,n 857 | 气象条件,2.6020360140800953,neg,4,n 858 | 预警,2.577794139695369,neg,2,vn 859 | 合格,2.485426827170242,neg,2,n 860 | 机场,2.4405725913859797,neg,2,n 861 | 新鲜,2.3692338096657153,neg,2,ns 862 | 极大,2.3219280948873617,neg,2,a 863 | 黄色,2.3202044446932195,neg,2,n 864 | 抓,2.3125902303080252,neg,1,v 865 | 专利,2.3039316655935167,neg,2,n 866 | 谨慎,2.3037807481771058,neg,2,a 867 | 后,2.2970651474516757,neg,1,f 868 | 有关,2.264089247783941,neg,2,vn 869 | 审查,2.248790111401057,neg,2,vn 870 | 气温,2.237691557719332,neg,2,n 871 | 打,2.237691557719332,neg,1,v 872 | 建设项目,2.2284414660092526,neg,4,n 873 | 退出,2.222392421336446,neg,2,v 874 | 丰富,2.222392421336446,neg,2,a 875 | 适应,2.1750867065580906,neg,2,v 876 | http,2.083657929046911,neg,4,eng 877 | 停,2.069242871160002,neg,1,v 878 | 应急,2.063046605196094,neg,2,vn 879 | 采取相应,2.027422695465372,neg,4,nr 880 | 高性能,1.959358015502655,neg,3,n 881 | 手机,1.9059129108544006,neg,2,n 882 | 能源,1.8744691179161386,neg,2,n 883 | 值得,1.866248611111173,neg,2,v 884 | 曝光,1.8347776175229775,neg,2,nz 885 | 温,1.8347776175229775,neg,1,nr 886 | 全市,1.8347776175229775,neg,2,n 887 | 重度,1.8347776175229775,neg,2,n 888 | 活动,1.8221969408507555,neg,2,vn 889 | 温暖,1.766569307211105,neg,2,an 890 | 关系,1.7655347463629774,neg,2,n 891 | 灰尘,1.7162070339994084,neg,2,n 892 | 认可,1.6599245584023805,neg,2,v 893 | 应对,1.652729056998174,neg,2,v 894 | 效果,1.6490928381408736,neg,2,n 895 | 具体,1.6374299206152916,neg,2,a 896 | 办公室,1.5849625007211579,neg,3,n 897 | 资产,1.5254614889724927,neg,2,n 898 | 最后,1.5242305204328925,neg,2,f 899 | 锅炉,1.518873310263384,neg,2,n 900 | 戴,1.5109619192773813,neg,1,v 901 | 修复,1.4474589769712196,neg,2,v 902 | 时候,1.4381211123918831,neg,2,n 903 | 长效机制,1.4090137116510757,neg,4,n 904 | 其次,1.3923174227787598,neg,2,r 905 | 表达,1.3860584323070793,neg,2,v 906 | 个人,1.349584437790229,neg,2,n 907 | 说话,1.3330543328677429,neg,2,v 908 | 高峰,1.237691557719332,neg,2,nr 909 | 限产,1.2281200457025037,neg,2,v 910 | 表示,1.2085588459405727,neg,2,v 911 | 呵呵,1.179659436347917,neg,2,v 912 | 且,1.1495938339222729,neg,1,zg 913 | 理由,1.1255308820838597,neg,2,n 914 | 高速,1.1076348775011748,neg,2,d 915 | 近期,1.044394119358456,neg,2,t 916 | 我们,1.0084850961167717,neg,2,r 917 | 多变,0.9639307452924797,neg,2,v 918 | 部门,0.9089401085164273,neg,2,n 919 | 水平,0.8745024511952124,neg,2,n 920 | 细腻,0.8744691179161403,neg,2,a 921 | 整改,0.8526464964956588,neg,2,v 922 | 月底,0.8479969065549486,neg,2,t 923 | 一律,0.7923423512025778,neg,2,d 924 | 出现,0.6925815836942988,neg,2,v 925 | 发布,0.6887983117056962,neg,2,v 926 | 减排,0.654205371881158,neg,2,v 927 | 召开,0.6063361515137249,neg,2,v 928 | 旅游景点,0.5849625007211596,neg,4,n 929 | 都市,0.5849625007211525,neg,2,ns 930 | 赔偿,0.569365645670139,neg,2,v 931 | 综合治理,0.4090137116510757,neg,4,l 932 | 预案,0.38731864055175436,neg,2,n 933 | 市政府,0.34792330342030553,neg,3,n 934 | 市委,0.34792330342030553,neg,2,n 935 | 有限公司,0.3262282323209895,neg,4,n 936 | 敦促,0.27151018790113923,neg,2,v 937 | 机动车,0.24981511680182145,neg,3,n 938 | 机会,0.2479275134435852,neg,2,n 939 | 行情,0.24753272253885683,neg,2,n 940 | 攻坚,0.15670571241033926,neg,2,vn 941 | 落地,0.1468413883292694,neg,2,n 942 | 坐,0.13326653086346418,neg,1,v 943 | 摄取,0.06413033741971752,neg,2,v 944 | 如影随形,0.0,neg,4,i 945 | 静观其变,0.0,neg,4,l 946 | 品质,0.0,neg,2,n 947 | 适中,0.0,neg,2,v 948 | 备货,0.0,neg,2,n 949 | 起起落落,0.0,neg,4,i 950 | 稳固,0.0,neg,2,a 951 | -------------------------------------------------------------------------------- /test/共现法/pos_candi.txt: -------------------------------------------------------------------------------- 1 | 保持,87.28493062512526,pos,2,v 2 | 风险,70.15627986116269,pos,2,n 3 | 货币政策,66.28476448498694,pos,4,n 4 | 发展,64.40272795986517,pos,2,vn 5 | 不要,63.71800916752807,pos,2,df 6 | 理念,61.2024367757337,pos,2,n 7 | 整体,59.41531515671559,pos,2,n 8 | 下,59.321140440512984,pos,1,f 9 | 引导,58.5817208758171,pos,2,v 10 | 投资,57.71720491331896,pos,2,vn 11 | 加强,57.067969337267684,pos,2,v 12 | 自己,53.2550377249969,pos,2,r 13 | 提升,52.80686380719989,pos,2,v 14 | 和,52.12334472663675,pos,1,c 15 | 稳步,51.58193211655792,pos,2,d 16 | 重要,51.09586554825503,pos,2,a 17 | 生活,51.00656591040761,pos,2,vn 18 | 杠杆,49.84375798767675,pos,2,n 19 | 所,49.74232898764616,pos,1,c 20 | 成长,49.71836088803788,pos,2,v 21 | 货币,49.43296149943369,pos,2,n 22 | 树立,48.829530387180434,pos,2,v 23 | 避免,48.21132191893369,pos,2,v 24 | 提高,47.69005146422065,pos,2,v 25 | 中,46.39719269992956,pos,1,f 26 | 控制,46.1745485786738,pos,2,v 27 | 确保,45.07181460054886,pos,2,v 28 | 让,44.94331584880918,pos,1,v 29 | 中国,44.89733466993125,pos,2,ns 30 | 有,43.995345247716045,pos,1,v 31 | 同时,43.46294670561121,pos,2,c 32 | 态势,43.445753026523874,pos,2,n 33 | 变得,43.379938272824404,pos,2,v 34 | 经营,42.90499985695881,pos,2,vn 35 | 服务,42.528513176145296,pos,2,vn 36 | 供给,42.48050088898478,pos,2,vn 37 | 有效,42.17149464383094,pos,2,a 38 | 做好,41.79417360445815,pos,2,v 39 | 产品,41.582843408229124,pos,2,n 40 | 持续,41.49153204643495,pos,2,vd 41 | 才能,40.59985971592194,pos,2,v 42 | 保障,40.56961344839124,pos,2,v 43 | 监管,40.459139123412314,pos,2,vn 44 | 温和,40.18657174033069,pos,2,a 45 | 来,39.90154391336233,pos,1,v 46 | 金融,39.864518206721314,pos,2,n 47 | 空调,39.80507744251068,pos,2,n 48 | 发力,39.561696330777565,pos,2,n 49 | 侧,39.432465623418025,pos,1,v 50 | 而,39.42216250402212,pos,1,c 51 | 引领,39.40898851603257,pos,2,v 52 | 传统,39.33056110641989,pos,2,n 53 | 工作,39.219017047128574,pos,2,vn 54 | 模式,39.09550820056968,pos,2,n 55 | 时刻,38.87010444727194,pos,2,n 56 | 社会,38.818476313891544,pos,2,n 57 | 都,38.75124747829326,pos,1,d 58 | 业绩,38.73921803353327,pos,2,n 59 | 稳定,38.66853671703833,pos,2,a 60 | 别人,38.54419520571458,pos,2,r 61 | 它,38.197385240759246,pos,1,r 62 | 改革,38.047470533796066,pos,2,vn 63 | 基本,37.99307298174401,pos,2,n 64 | 同责,37.85837366621722,pos,2,p 65 | 增长,37.843525858618875,pos,2,v 66 | 但是,37.66026990576276,pos,2,c 67 | 加快,37.56078097421275,pos,2,v 68 | 最好,37.538754516718036,pos,2,a 69 | 低,37.44533538818605,pos,1,a 70 | 客户,37.29677567095842,pos,2,n 71 | 治理,36.984347781307974,pos,2,v 72 | 推进,36.95430683898274,pos,2,v 73 | 肌肤,36.53440947560486,pos,2,n 74 | 更多,36.471921865529204,pos,2,d 75 | 绿色,36.37007087255988,pos,2,n 76 | 大幅,36.31311879762872,pos,2,d 77 | 使用,36.016362154322366,pos,2,v 78 | 法,36.002504693574,pos,1,j 79 | 积极,35.99914002994568,pos,2,ad 80 | 珍惜,35.91093609009158,pos,2,a 81 | 有望,35.88433193899452,pos,2,v 82 | 稳健,35.71223794881475,pos,2,a 83 | 治,35.53719815893227,pos,1,v 84 | 为主,35.50837490464137,pos,2,v 85 | 这种,35.50233133157734,pos,2,r 86 | 系统,35.118264065336724,pos,2,n 87 | GDP,35.06482784848765,pos,3,eng 88 | 能,35.01979132623009,pos,1,v 89 | 发生,35.004737995860545,pos,2,v 90 | 条件,34.89387433940004,pos,2,n 91 | 作为,34.83621007080971,pos,2,v 92 | 但,34.834623026356695,pos,1,c 93 | 高压,34.653830055612445,pos,2,n 94 | 每次,34.640776217681946,pos,2,r 95 | 保洁,34.61189176949478,pos,2,a 96 | 生态,34.53727777140489,pos,2,n 97 | 不,34.503225714878255,pos,1,d 98 | 只求,34.230320919091085,pos,2,v 99 | 以及,34.207796048035554,pos,2,c 100 | 方法,33.986252635860055,pos,2,n 101 | 因为,33.94433609164086,pos,2,c 102 | 预计,33.87751081418412,pos,2,vn 103 | 一样,33.786765488232994,pos,2,r 104 | 安全,33.74831524543912,pos,2,an 105 | 需求,33.71798843375477,pos,2,v 106 | 重回,33.58081816617522,pos,2,v 107 | 提供,33.54426727048135,pos,2,v 108 | 认真,33.49450390156046,pos,2,ad 109 | 如此,33.34689820049137,pos,2,c 110 | 慌张,33.28677185290372,pos,2,a 111 | 拿货,33.279648631454656,pos,2,n 112 | 创新,33.1932114961863,pos,2,v 113 | 实现,33.127544693735885,pos,2,v 114 | 公司,33.00054395806726,pos,2,n 115 | 教育,32.99107597276968,pos,2,vn 116 | 财力,32.717324056345745,pos,2,n 117 | 更加,32.70540096465305,pos,2,d 118 | 按期,32.65367405632014,pos,2,d 119 | 治疗,32.647021787605,pos,2,v 120 | 环境保护,32.64697202763991,pos,4,n 121 | 坚定,32.601780453527496,pos,2,a 122 | 政府,32.58477122049504,pos,2,n 123 | 选择,32.57687590304151,pos,2,v 124 | 全面,32.434248082677804,pos,2,n 125 | 不是,32.16948460324809,pos,2,c 126 | 一岗双责,32.16848299448725,pos,4,l 127 | 身上,32.01154521237765,pos,2,s 128 | 污染,31.999841837500465,pos,2,vn 129 | 扩散,31.77370942120747,pos,2,v 130 | 良好,31.76981291700502,pos,2,a 131 | 企业家,31.679639164086282,pos,3,n 132 | 最新,31.63040580102745,pos,2,d 133 | 可,31.60696793390614,pos,1,v 134 | 投资者,31.538136974222514,pos,3,n 135 | 进入,31.42906597685021,pos,2,v 136 | 要求,31.22163354699011,pos,2,v 137 | 其,31.12613513367097,pos,1,r 138 | 只,31.089698744953044,pos,1,d 139 | 处理,30.946971848993982,pos,2,v 140 | 方式,30.90201147570427,pos,2,n 141 | 稳定性,30.561879072480394,pos,3,n 142 | 也,30.552550518190152,pos,1,d 143 | 房地产,30.520260676346098,pos,3,j 144 | 企业,30.508336889216327,pos,2,n 145 | 符合,30.461790417080366,pos,2,v 146 | 可取,30.41089316473291,pos,2,v 147 | 自身,30.34893043035206,pos,2,r 148 | 孩子,30.290306282191395,pos,2,n 149 | 公园,30.25793754079125,pos,2,n 150 | 控,30.239039953237395,pos,1,v 151 | 能力,30.12349776429332,pos,2,n 152 | 消费,30.10095415414881,pos,2,vn 153 | 掐死,30.066470432058463,pos,2,v 154 | 规模,30.06365563843908,pos,2,n 155 | 及,29.99242901553545,pos,1,c 156 | 地方,29.939863362989225,pos,2,n 157 | 基础,29.901443463359563,pos,2,n 158 | 正常,29.879396161867632,pos,2,d 159 | 考核,29.862642332410932,pos,2,vn 160 | 全,29.845129142644346,pos,1,a 161 | 那么,29.839666097101784,pos,2,r 162 | 使,29.712671372367527,pos,1,v 163 | 营造,29.697451382116228,pos,2,vn 164 | 配方,29.636419836793493,pos,2,n 165 | 终结,29.603538242675306,pos,2,v 166 | 经济,29.555084551185793,pos,2,n 167 | 协调,29.512934020116166,pos,2,v 168 | 公共,29.486245616018614,pos,2,b 169 | 长治久安,29.469682495940518,pos,4,l 170 | 战斗力,29.433613241232994,pos,3,n 171 | 事,29.380345264192556,pos,1,n 172 | 已然,29.360785394180063,pos,2,d 173 | 政策,29.34277847644691,pos,2,n 174 | 广大,29.201602580381916,pos,2,a 175 | 增强,29.188044852788423,pos,2,v 176 | 生态环境,29.14322089569258,pos,4,l 177 | 观念,29.114599804043564,pos,2,n 178 | 建设,29.09684625092327,pos,2,vn 179 | 人行道,28.942608539541638,pos,3,n 180 | 时间,28.91766346526786,pos,2,n 181 | 影响,28.902279586266992,pos,2,vn 182 | 要,28.85888320944077,pos,1,v 183 | 特色,28.6611496046733,pos,2,n 184 | 关注,28.50797365413152,pos,2,v 185 | 保养,28.47446554645976,pos,2,v 186 | 更好,28.46892027766912,pos,2,d 187 | 政治,28.16515685579484,pos,2,n 188 | 基金,28.071369422571433,pos,2,n 189 | 如果,28.005214145007635,pos,2,c 190 | 保护,27.96973214148344,pos,2,v 191 | 三废,27.939710631995403,pos,2,n 192 | 宏观,27.907067426737157,pos,2,n 193 | 支柱,27.90111816040597,pos,2,n 194 | 农业,27.877451878369833,pos,2,n 195 | 无,27.870906697363413,pos,1,v 196 | 人,27.862239605449645,pos,1,n 197 | 请愿,27.82552818248009,pos,2,v 198 | 决定,27.729893510400977,pos,2,v 199 | 安排,27.728705940362985,pos,2,v 200 | 还要,27.702537760445093,pos,2,c 201 | 手册,27.68379781459077,pos,2,n 202 | 前提,27.680116313085957,pos,2,n 203 | 占,27.639512047373465,pos,1,v 204 | 资金,27.623356380564758,pos,2,n 205 | 节奏,27.62211178347771,pos,2,n 206 | 体制改革,27.60860949980647,pos,4,l 207 | 好,27.527931395828823,pos,1,a 208 | 意识形态,27.483538466564674,pos,4,l 209 | 而是,27.471385674314128,pos,2,c 210 | 金融市场,27.402568300081978,pos,4,n 211 | 贬值,27.39090538255639,pos,2,v 212 | 注意,27.38625509971376,pos,2,v 213 | 职责,27.379775542777168,pos,2,n 214 | 日常,27.19732734677507,pos,2,d 215 | 效率,26.990791231727947,pos,2,n 216 | 行驶,26.883904589082125,pos,2,v 217 | 总是,26.861257708952085,pos,2,c 218 | 战略,26.827796360508543,pos,2,n 219 | 开放,26.805301722721456,pos,2,v 220 | 政绩观,26.716825529004417,pos,3,n 221 | 比重,26.709183587753728,pos,2,n 222 | 强化,26.66117507441018,pos,2,v 223 | 生命,26.598876290480856,pos,2,vn 224 | 人民,26.591342357346306,pos,2,n 225 | 朋友,26.516564190284395,pos,2,n 226 | 变,26.383200382024214,pos,1,v 227 | 牢牢,26.36068171877914,pos,2,d 228 | 绿洲,26.2997574944982,pos,2,n 229 | 贯彻落实,26.253362510617677,pos,4,i 230 | 明显,26.245259418815593,pos,2,a 231 | 好处,26.238153147683548,pos,2,d 232 | 开始,26.21708936069187,pos,2,v 233 | 预期,26.14350229832707,pos,2,vn 234 | 更,26.13883930942529,pos,1,d 235 | 炭黑,26.107112416555804,pos,2,ns 236 | 趋于,26.077365073161754,pos,2,v 237 | 加持,26.064379431567275,pos,2,v 238 | 工程进度,26.029761234697695,pos,4,n 239 | 责任感,26.00900628049773,pos,3,n 240 | 推动,25.8970370612656,pos,2,v 241 | 必不可少,25.854972651825303,pos,4,l 242 | 维修,25.71818080861643,pos,2,v 243 | 无论是,25.718119177369616,pos,3,c 244 | 工业,25.70467423303539,pos,2,n 245 | 很,25.674299222686916,pos,1,zg 246 | 规划,25.672029802078413,pos,2,n 247 | 上升,25.665651757475473,pos,2,v 248 | 轨道交通,25.58646472931636,pos,4,n 249 | 增速,25.56791548935698,pos,2,v 250 | 法定程序,25.556676450050976,pos,4,n 251 | 修正,25.483265645520078,pos,2,nr 252 | 适度,25.46021577246103,pos,2,a 253 | 银行,25.379948339251357,pos,2,n 254 | 收到,25.32281789615203,pos,2,v 255 | 有序,25.238415744139857,pos,2,n 256 | 会议,25.17897617241795,pos,2,n 257 | 订单,25.174226612414344,pos,2,n 258 | 管制,25.115747417640115,pos,2,vn 259 | 中心,25.07638456718421,pos,2,n 260 | 却,24.94786537642836,pos,1,d 261 | 起,24.94596783332296,pos,1,v 262 | 稳中求进,24.93111290070381,pos,4,l 263 | 尝试,24.801252690296096,pos,2,vn 264 | 依赖于,24.726290632614877,pos,3,v 265 | 上帝,24.72452942868265,pos,2,n 266 | 心情,24.71913026244529,pos,2,n 267 | 群众,24.656717084302873,pos,2,n 268 | 会,24.61661759493782,pos,1,v 269 | 观,24.57130340018751,pos,1,vg 270 | 运行,24.56627558095678,pos,2,v 271 | 防,24.531357127703494,pos,1,v 272 | 干燥,24.526428109347904,pos,2,a 273 | 有力,24.510191311643645,pos,2,n 274 | 打造,24.48682624282347,pos,2,v 275 | 部署,24.46559709747803,pos,2,n 276 | 决心,24.464504994051154,pos,2,v 277 | 超,24.462282584064262,pos,1,v 278 | 定位,24.427307201669933,pos,2,n 279 | 用药,24.41917292630104,pos,2,n 280 | 根本原因,24.39951613562243,pos,4,n 281 | 毫无,24.353409045934008,pos,2,v 282 | 就要,24.329962648516553,pos,2,d 283 | 科学,24.301577501489685,pos,2,n 284 | 一直,24.299174510003915,pos,2,d 285 | 谁,24.21814789940913,pos,1,r 286 | 进行,24.19530801420909,pos,2,v 287 | 框架,24.191855495029614,pos,2,n 288 | 需要,24.06392752678731,pos,2,v 289 | 优雅,24.06266295897825,pos,2,a 290 | 赛事,24.04821872750224,pos,2,n 291 | 我国,24.044115280951864,pos,2,r 292 | 创造条件,23.99858795977763,pos,4,n 293 | 距离,23.90482530880905,pos,2,n 294 | 道路,23.864190029338758,pos,2,n 295 | 始终,23.86347615863722,pos,2,d 296 | 严禁,23.86277957777666,pos,2,v 297 | 颜值,23.855867392692822,pos,2,n 298 | 奖励,23.838793879333878,pos,2,vn 299 | 提前,23.812675273336318,pos,2,v 300 | 履行,23.811302750886686,pos,2,v 301 | 坚决,23.74481542579943,pos,2,ad 302 | 打开,23.742063567549536,pos,2,v 303 | 以来,23.7408784071504,pos,2,f 304 | 紧紧围绕,23.6870742362186,pos,4,l 305 | 高水平,23.604561349244708,pos,3,nr 306 | 水质,23.58751998817427,pos,2,n 307 | 大,23.47188397155697,pos,1,a 308 | 市场,23.466677770139462,pos,2,n 309 | 目标,23.463127643825132,pos,2,n 310 | 等待,23.45088539199521,pos,2,v 311 | 环境质量,23.43943682580798,pos,4,n 312 | 继续,23.40474253588685,pos,2,v 313 | 病害,23.4042961321193,pos,2,n 314 | 收,23.394619620776176,pos,1,v 315 | 可控,23.365196062438553,pos,2,v 316 | 省委,23.357567372699073,pos,2,j 317 | 大小,23.33503522939138,pos,2,b 318 | 每个,23.326654297753358,pos,2,r 319 | 办法,23.323129438571645,pos,2,n 320 | 扛起,23.314404270462603,pos,2,v 321 | 急剧,23.26209884330857,pos,2,d 322 | 回升,23.240863805444633,pos,2,v 323 | 韩城,23.189910313651133,pos,2,ns 324 | 健康,23.149358880794686,pos,2,a 325 | 爱护,23.12252516370392,pos,2,v 326 | 标准,23.103102555022325,pos,2,n 327 | 刚刚,23.08094632753626,pos,2,d 328 | 净利润,23.079962285375665,pos,3,n 329 | 改变,22.96675845745206,pos,2,v 330 | 洒水,22.927570711641575,pos,2,v 331 | 稍,22.862673307378707,pos,1,zg 332 | 资源,22.83921588463055,pos,2,n 333 | 产业,22.820315954248777,pos,2,n 334 | 成都市,22.74657684108527,pos,3,ns 335 | 总结,22.708368724617607,pos,2,n 336 | 分离,22.610494185436615,pos,2,v 337 | 财政政策,22.604612076026623,pos,4,n 338 | 制造,22.60267524746196,pos,2,v 339 | 路,22.582560783312342,pos,1,n 340 | 削减,22.537921098200584,pos,2,v 341 | 退市,22.52513324914237,pos,2,v 342 | 一般,22.507267482537713,pos,2,a 343 | 到达,22.50662965433134,pos,2,v 344 | 价值,22.495550860639796,pos,2,n 345 | 幸福感,22.491544080870554,pos,3,nr 346 | 以下,22.409836276390333,pos,2,f 347 | 富足,22.38808649756676,pos,2,a 348 | 短期,22.387502649285516,pos,2,b 349 | 党政,22.37872764719775,pos,2,n 350 | 太阳,22.367908615629126,pos,2,ns 351 | 霾,22.363984440199964,pos,1,g 352 | 做,22.35287882325452,pos,1,v 353 | 合规,22.339624352481604,pos,2,vn 354 | 家庭,22.31806608725355,pos,2,n 355 | 行动,22.314391696457342,pos,2,vn 356 | 每,22.309773255017134,pos,1,zg 357 | 上到,22.30528275478464,pos,2,f 358 | 废纸,22.249498806528937,pos,2,n 359 | 城市化,22.204794550737113,pos,3,n 360 | 态度,22.185452853729203,pos,2,n 361 | 得到,22.126658042664022,pos,2,v 362 | 污水,22.07981276435497,pos,2,n 363 | 基调,22.053913990032093,pos,2,n 364 | 牢固,22.044797210705326,pos,2,a 365 | 理财产品,22.041792458342805,pos,4,n 366 | 文明,22.025658692780652,pos,2,nr 367 | 国内,22.00495456218543,pos,2,s 368 | 思想,21.97985993483821,pos,2,n 369 | 女人,21.961576833863937,pos,2,n 370 | 气象,21.953607297945524,pos,2,n 371 | 波动,21.937187415113492,pos,2,vn 372 | 土地,21.909057605238996,pos,2,n 373 | 国家标准,21.861597437187605,pos,4,n 374 | 话,21.858756951843677,pos,1,n 375 | 尽量,21.852633105330796,pos,2,d 376 | 蔬菜,21.851157596122412,pos,2,n 377 | 网络,21.83825214395162,pos,2,n 378 | 感动,21.812840664571308,pos,2,v 379 | 夯实,21.773211680002365,pos,2,v 380 | 净化,21.75924502870889,pos,2,n 381 | 现在,21.716303558862663,pos,2,t 382 | 美丽,21.715868827128364,pos,2,ns 383 | 调节,21.682819904185315,pos,2,vn 384 | 降尘,21.676031944645615,pos,2,n 385 | 露,21.667852834169345,pos,1,v 386 | 大于,21.60072322706825,pos,2,d 387 | 管控,21.593033357605677,pos,2,vn 388 | 切实,21.559027026198905,pos,2,ad 389 | 情绪,21.530655089336108,pos,2,n 390 | 体系,21.522529863876947,pos,2,n 391 | 清浅,21.497927832727033,pos,2,a 392 | 方便,21.49752064150771,pos,2,a 393 | 创业,21.493132352894452,pos,2,n 394 | 带来,21.49213486673244,pos,2,v 395 | 影响力,21.47425522573034,pos,3,n 396 | 出口,21.467518467051683,pos,2,vn 397 | 真正,21.454559798716723,pos,2,d 398 | 方向,21.439838117376304,pos,2,n 399 | 二哈,21.427550508686522,pos,2,nrt 400 | 支持,21.399117181412638,pos,2,v 401 | 坚持,21.380716035487573,pos,2,v 402 | 安然,21.37239695064317,pos,2,nr 403 | 局部,21.332639088616386,pos,2,n 404 | 必要,21.331583742234283,pos,2,d 405 | 结构调整,21.297795978164913,pos,4,l 406 | 公正,21.29197548260094,pos,2,nr 407 | 并,21.281310354841153,pos,1,c 408 | 走向,21.280360426362215,pos,2,v 409 | 深入人心,21.275661293749636,pos,4,i 410 | 规律,21.255677437778097,pos,2,n 411 | 记住,21.24298505624036,pos,2,v 412 | 那里,21.232140404120756,pos,2,r 413 | 特别,21.212079485618865,pos,2,d 414 | 跨,21.184974047248346,pos,1,v 415 | 管理,21.100037239979372,pos,2,vn 416 | 闲雅,21.08289033344819,pos,2,a 417 | 上,21.07866641712502,pos,1,f 418 | 枯枝,21.017255519453247,pos,2,n 419 | 安全感,21.014003012164324,pos,3,nr 420 | 环评,20.994852186187867,pos,2,j 421 | 遇到,20.991321815064346,pos,2,v 422 | 现代化,20.929934709506526,pos,3,vn 423 | 缩减,20.92819810675514,pos,2,v 424 | 堤防,20.884719995219356,pos,2,n 425 | 壳,20.86978142052982,pos,1,n 426 | 未来,20.846704564700985,pos,2,t 427 | 帮助,20.829271246829933,pos,2,v 428 | 红润,20.819855927614395,pos,2,n 429 | 水资源,20.712256767901387,pos,3,n 430 | 风格,20.676622653765584,pos,2,n 431 | 平日,20.667852834169345,pos,2,t 432 | 双,20.644033020903365,pos,1,n 433 | 铁腕,20.623313643081268,pos,2,n 434 | 关怀,20.6022180201744,pos,2,nr 435 | 实习,20.600240397173067,pos,2,v 436 | 规范,20.594572957209223,pos,2,n 437 | 局面,20.57666354978245,pos,2,n 438 | 城镇,20.568815687959763,pos,2,ns 439 | 深化改革,20.56562855250153,pos,4,j 440 | 造成,20.516685664100798,pos,2,v 441 | 快步,20.497927832727033,pos,2,d 442 | 柏油,20.497927832727033,pos,2,n 443 | 清姿,20.497927832727033,pos,2,a 444 | 之后,20.489631383356326,pos,2,f 445 | 运用,20.43641455445065,pos,2,vn 446 | 投放,20.38010391259943,pos,2,v 447 | 率,20.37565195177337,pos,1,v 448 | 升起,20.37239695064317,pos,2,v 449 | 水润,20.30528275478464,pos,2,n 450 | 转型,20.30478794192123,pos,2,n 451 | 均,20.278932067350965,pos,1,d 452 | 驾驶,20.275334358042173,pos,2,v 453 | 起到,20.243700457614167,pos,2,v 454 | 金融风险,20.22231397720271,pos,4,n 455 | 我市,20.209048912383334,pos,2,r 456 | 适当,20.208851890356257,pos,2,a 457 | 不会,20.199747488003396,pos,2,v 458 | 主体,20.173438157293813,pos,2,n 459 | 可以,20.16230654902028,pos,2,c 460 | 自行车,20.160606892411113,pos,3,n 461 | 贯彻,20.136361746882724,pos,2,v 462 | 各,20.111496530215547,pos,1,r 463 | 存款,20.104297400948752,pos,2,n 464 | 安装,20.09226967929713,pos,2,v 465 | follow,20.08289033344819,pos,6,eng 466 | 钢厂,20.079573805086625,pos,2,n 467 | 重大,20.071336766865805,pos,2,a 468 | 周围,20.012149472794718,pos,2,f 469 | 绿,20.011121761011097,pos,1,a 470 | 雪质,20.000428173256214,pos,2,n 471 | 生长,19.990410957652777,pos,2,n 472 | 此时,19.983951431864526,pos,2,c 473 | 农产品,19.97720147936618,pos,3,n 474 | 职能,19.953733198862274,pos,2,n 475 | 遗憾,19.844788323448483,pos,2,a 476 | 尊重,19.828202316778412,pos,2,a 477 | 错误,19.757320307232476,pos,2,n 478 | 矿山,19.72633933200359,pos,2,n 479 | 这处,19.72032025406348,pos,2,r 480 | 维稳,19.712256767901387,pos,2,v 481 | 这项,19.694109421191133,pos,2,r 482 | 下行,19.68069788816648,pos,2,v 483 | 主流,19.67618354450707,pos,2,b 484 | 盈利,19.671423216524126,pos,2,n 485 | 注重,19.66820853419337,pos,2,v 486 | 团队,19.63918390977854,pos,2,n 487 | 公平,19.63748854326214,pos,2,n 488 | 始终保持,19.6359298838183,pos,4,i 489 | 设备,19.6181908643265,pos,2,vn 490 | 竟然,19.61524482667787,pos,2,d 491 | 对待,19.60494781292998,pos,2,v 492 | 屏障,19.59880408753527,pos,2,n 493 | 行,19.554753635558107,pos,1,zg 494 | 农田,19.54252559950105,pos,2,n 495 | 并且,19.52510074591892,pos,2,c 496 | 升高,19.524656771445223,pos,2,v 497 | 沉稳,19.497927832727033,pos,2,a 498 | 牛气,19.497927832727033,pos,2,n 499 | 款款,19.497927832727033,pos,2,n 500 | 走稳,19.497927832727033,pos,2,v 501 | 寡头,19.497927832727033,pos,2,n 502 | 山野,19.497927832727033,pos,2,ns 503 | 静谧,19.497927832727033,pos,2,nr 504 | 负债,19.469280014408845,pos,2,n 505 | 更换,19.46600265159025,pos,2,v 506 | 炉石,19.447227985094006,pos,2,n 507 | 医院,19.42388760752328,pos,2,n 508 | 成熟,19.417857445097287,pos,2,a 509 | 宜,19.412972212479374,pos,1,vg 510 | 税额,19.411654063726356,pos,2,n 511 | 总,19.385516544647245,pos,1,b 512 | 容易,19.37939188861459,pos,2,a 513 | 居民,19.375675622561317,pos,2,n 514 | 鼓励,19.374129584755188,pos,2,v 515 | 雪道,19.37239695064317,pos,2,nr 516 | 脚下,19.37239695064317,pos,2,f 517 | 肤质,19.37239695064317,pos,2,n 518 | 限制,19.304338420480796,pos,2,v 519 | 达标排放,19.28738237130046,pos,4,l 520 | 方面,19.273886157692488,pos,2,n 521 | 放宽,19.249498806528937,pos,2,v 522 | 安保,19.17649826518101,pos,2,nr 523 | 区,19.172728168596343,pos,1,n 524 | 背后,19.16785971464284,pos,2,f 525 | 党中央,19.158896257748033,pos,3,nt 526 | 商业,19.135781759387072,pos,2,n 527 | 女孩,19.093421419380824,pos,2,n 528 | 港股,19.082890333448187,pos,2,n 529 | 最终,19.068228146241232,pos,2,d 530 | 形成,19.028202860623622,pos,2,v 531 | 他们,18.978451893175016,pos,2,r 532 | 作业,18.945218343826195,pos,2,n 533 | 如今,18.926788818553277,pos,2,t 534 | 压背,18.912965332005875,pos,2,n 535 | 使身,18.912965332005875,pos,2,v 536 | 超高压,18.912965332005875,pos,3,b 537 | 黑猫,18.912965332005875,pos,2,n 538 | 机构,18.87951551201047,pos,2,n 539 | 非,18.8710292272789,pos,1,h 540 | 我省,18.857230928987384,pos,2,r 541 | 地表水,18.85457017029364,pos,3,n 542 | 场地,18.84824825898017,pos,2,s 543 | 接触,18.836510820158008,pos,2,v 544 | 低温,18.836422823583383,pos,2,n 545 | 三脚架,18.819855927614395,pos,3,n 546 | 相结合,18.795780839086035,pos,3,v 547 | 财产,18.77568583718216,pos,2,n 548 | 断面,18.767262413671183,pos,2,n 549 | 西藏,18.74313740090085,pos,2,ns 550 | 组织,18.711918981203727,pos,2,v 551 | 修护,18.709431937920744,pos,2,v 552 | 露天,18.70283245875197,pos,2,v 553 | 父母,18.684201186585504,pos,2,n 554 | 市场主体,18.662327573882912,pos,4,n 555 | 同业,18.65336307884782,pos,2,j 556 | 监督管理,18.650429453513418,pos,4,n 557 | 晴天,18.649930926172082,pos,2,nz 558 | 最近,18.614972385129946,pos,2,f 559 | 老,18.599669010696246,pos,1,a 560 | 抗空,18.57192841417081,pos,2,nz 561 | 防范,18.55749309558793,pos,2,v 562 | 预算案,18.55039525262117,pos,3,n 563 | 环保,18.548824191041568,pos,2,j 564 | 热情,18.526883669681887,pos,2,n 565 | 到,18.502151317198482,pos,1,v 566 | 照常,18.497927832727033,pos,2,d 567 | 光采,18.497927832727033,pos,2,n 568 | 压顶,18.49792783272703,pos,2,n 569 | 肉质,18.49792783272703,pos,2,n 570 | 封闭,18.467989980628317,pos,2,v 571 | 隐患,18.457307372742775,pos,2,n 572 | 合理,18.43256223144906,pos,2,vn 573 | 呈现,18.428260805424877,pos,2,v 574 | 地质,18.42321464467278,pos,2,n 575 | 复方,18.41992532072576,pos,2,n 576 | 配戴,18.41992532072576,pos,2,v 577 | 总书记,18.40059818400503,pos,3,n 578 | 放在,18.396291424450755,pos,2,v 579 | 地域,18.379241314641963,pos,2,n 580 | 释放,18.369234013095696,pos,2,v 581 | 大气,18.36073382142757,pos,2,n 582 | 基础设施,18.360168361975894,pos,4,n 583 | 比如,18.332774584746176,pos,2,v 584 | 双线,18.32800283128472,pos,2,n 585 | 柱子,18.32800283128472,pos,2,n 586 | 车主,18.320516054665,pos,2,n 587 | 恶劣,18.309205708781718,pos,2,a 588 | 上市公司,18.304555663001018,pos,4,nt 589 | 天然,18.277858012926835,pos,2,b 590 | 法治,18.26693353527416,pos,2,n 591 | 装修,18.25989716001087,pos,2,v 592 | 创造,18.254129145539093,pos,2,v 593 | 有车,18.250000319283448,pos,2,v 594 | 标号,18.234893426893237,pos,2,n 595 | 横梁,18.234893426893237,pos,2,ns 596 | 分别,18.23092365195457,pos,2,d 597 | 建成,18.229641403707298,pos,2,v 598 | 浑然天成,18.20842121553205,pos,4,i 599 | 细嫩,18.20842121553205,pos,2,a 600 | 所得税法,18.202471949200863,pos,4,n 601 | 商家,18.198479901808177,pos,2,n 602 | 轻松,18.1906627266957,pos,2,a 603 | 感对,18.175999737839668,pos,2,v 604 | 围绕,18.12366852860179,pos,2,v 605 | 奋斗,18.108720150746144,pos,2,v 606 | 认为,18.105872045568084,pos,2,v 607 | 理想,18.07093880400232,pos,2,n 608 | 芙说,18.064968425450928,pos,2,n 609 | 进到,18.057355241341053,pos,2,v 610 | 氨基酸,18.038496214089733,pos,3,nz 611 | 程度,18.028366559415367,pos,2,n 612 | 店,18.014058341256963,pos,1,n 613 | 了解,18.003845797985388,pos,2,v 614 | 虽然,18.002563772749873,pos,2,c 615 | 必须,17.957907034529565,pos,2,d 616 | 债券,17.928743971163527,pos,2,n 617 | 闹市,17.912965332005875,pos,2,v 618 | 对输,17.912965332005875,pos,2,vn 619 | 没承,17.912965332005875,pos,2,v 620 | 责任心,17.912965332005875,pos,3,n 621 | 她,17.90662006680792,pos,1,r 622 | 妈妈,17.854817276072957,pos,2,n 623 | 新建,17.836422823583383,pos,2,ns 624 | 轿车,17.787434449922014,pos,2,n 625 | 从而,17.785304551264815,pos,2,c 626 | 满堂彩,17.743040330563566,pos,3,i 627 | 梦想,17.73728963156413,pos,2,n 628 | 摊铺,17.732393086364056,pos,2,n 629 | 习近平,17.730863362404698,pos,3,nrfg 630 | 代煤,17.72032025406348,pos,2,n 631 | 保证,17.717052053691233,pos,2,v 632 | 林丕容,17.709431937920748,pos,3,nr 633 | 状况,17.704586029345172,pos,2,n 634 | 永辉,17.69057291066943,pos,2,nr 635 | 较为,17.688205685297905,pos,2,d 636 | 接受,17.664849741690063,pos,2,v 637 | 菠萝汁,17.66142656500991,pos,3,n 638 | 组,17.65090062366511,pos,1,zg 639 | 杜清尘,17.649930926172082,pos,3,nr 640 | 中海,17.64993092617208,pos,2,ns 641 | 意识,17.634571746312012,pos,2,n 642 | 拉涨,17.623458714810894,pos,2,v 643 | 算是,17.58204843533356,pos,2,v 644 | 偏松,17.57192841417081,pos,2,a 645 | 工时费,17.57192841417081,pos,3,n 646 | 比美,17.57192841417081,pos,2,ns 647 | 母公司,17.55039525262117,pos,3,n 648 | 达到,17.536412980230672,pos,2,v 649 | 转变,17.514347522426732,pos,2,v 650 | 发挥,17.50588173087101,pos,2,v 651 | 多惨,17.497927832727036,pos,2,m 652 | 数卡牌,17.497927832727036,pos,3,n 653 | 弹力,17.497927832727033,pos,2,n 654 | 稳住,17.497927832727033,pos,2,v 655 | 平滑,17.497927832727033,pos,2,a 656 | 市场繁荣,17.497927832727033,pos,4,n 657 | 必经之路,17.497927832727033,pos,4,l 658 | 省情,17.439034143673467,pos,2,n 659 | 环境,17.43122615814511,pos,2,n 660 | 情欲,17.427538504835635,pos,2,n 661 | 天龙八部,17.427538504835635,pos,4,nz 662 | 四驱,17.410464991476694,pos,2,m 663 | 前低,17.410464991476694,pos,2,f 664 | 公益,17.40253348377219,pos,2,n 665 | 善良,17.3985571140676,pos,2,a 666 | 例如,17.383579991976728,pos,2,v 667 | 资金紧张,17.360424308977095,pos,4,n 668 | 这个,17.34465824139873,pos,2,r 669 | 快,17.340155217940314,pos,1,a 670 | 坚挺,17.328002831284717,pos,2,a 671 | 正轨,17.328002831284717,pos,2,b 672 | 近岸,17.29721926862255,pos,2,s 673 | 复合肥,17.296293971557382,pos,3,n 674 | 不去,17.296293971557382,pos,2,d 675 | 环境治理,17.27774652444572,pos,4,n 676 | 双气,17.275535411390585,pos,2,n 677 | 当前,17.243047211037062,pos,2,t 678 | 沈阳市,17.236234008150568,pos,3,ns 679 | 白,17.212525613864784,pos,1,a 680 | ECM,17.202471949200863,pos,3,eng 681 | 直销网,17.175999737839668,pos,3,n 682 | 门类,17.150004529306727,pos,2,n 683 | 加减,17.14429087811233,pos,2,v 684 | 磷灰石,17.14429087811233,pos,3,n 685 | 预算,17.129776834598644,pos,2,v 686 | 延缓,17.124469437199586,pos,2,v 687 | 配套,17.117619483928987,pos,2,a 688 | 减少,17.11363686484298,pos,2,v 689 | 绝对,17.10547354609909,pos,2,d 690 | 清洁,17.091423461673998,pos,2,a 691 | 焕发,17.08289033344819,pos,2,v 692 | 综合,17.07462260160709,pos,2,vn 693 | 令人遗憾,17.064968425450928,pos,4,i 694 | 上签,17.064968425450928,pos,2,f 695 | 相对,17.043807088215083,pos,2,d 696 | 中品,17.038496214089733,pos,2,n 697 | 反击,17.02399664439462,pos,2,v 698 | get,17.012501005556793,pos,3,eng 699 | 山姆,17.012501005556793,pos,2,nrt 700 | 米见园,17.012501005556793,pos,3,nr 701 | 公共设施,16.98696591344965,pos,4,n 702 | 室内运动,16.97436587667002,pos,4,n 703 | 肤色,16.967413116028254,pos,2,n 704 | 监测数据,16.942783251472722,pos,4,n 705 | 关停,16.916397484681617,pos,2,v 706 | 大道,16.91296533200588,pos,2,n 707 | 黄沙,16.91296533200588,pos,2,ns 708 | 智通,16.912965332005875,pos,2,n 709 | 抚平,16.912965332005875,pos,2,ns 710 | 最全,16.912965332005875,pos,2,a 711 | 不善,16.912965332005875,pos,2,v 712 | 最严,16.912965332005875,pos,2,a 713 | 自,16.885938313357222,pos,1,p 714 | 项目,16.876923447498235,pos,2,n 715 | 和谐,16.869130714821964,pos,2,a 716 | 早间,16.854071642952306,pos,2,t 717 | 文件系统,16.854071642952306,pos,4,l 718 | 四舍五入,16.842576004114477,pos,4,i 719 | 护目镜,16.834962820004606,pos,3,n 720 | 新鲜度,16.834962820004606,pos,3,ns 721 | 打赢,16.80761817754644,pos,2,v 722 | 技校,16.781720798727626,pos,2,n 723 | 木片,16.781720798727626,pos,2,n 724 | 收一,16.781720798727623,pos,2,v 725 | 下雨,16.743040330563566,pos,2,v 726 | 长期趋势,16.743040330563566,pos,4,l 727 | 审慎,16.743040330563563,pos,2,a 728 | 位子,16.732393086364056,pos,2,n 729 | 克制,16.728540760868448,pos,2,v 730 | 比武,16.72032025406348,pos,2,nr 731 | 配电,16.72032025406348,pos,2,vn 732 | 命运,16.697075197042533,pos,2,n 733 | 临门,16.69057291066943,pos,2,ns 734 | 破坏力,16.69057291066943,pos,3,n 735 | 局外,16.69057291066943,pos,2,n 736 | 不可或缺,16.690572910669427,pos,4,l 737 | 收藏,16.690572910669427,pos,2,v 738 | 超出,16.690572910669427,pos,2,v 739 | 一身正气,16.67010880810971,pos,4,i 740 | 道德观,16.67010880810971,pos,3,nr 741 | 挑战,16.66535937411366,pos,2,vn 742 | RAID,16.66142656500991,pos,4,eng 743 | 尤其,16.657923161793747,pos,2,d 744 | 工业污染,16.6212831078539,pos,4,n 745 | 出台,16.598644293842675,pos,2,v 746 | 认识,16.589792621755326,pos,2,v 747 | 计划,16.580213172088015,pos,2,n 748 | 建筑,16.55617347063328,pos,2,n 749 | 幸福,16.549584981635434,pos,2,a 750 | 归属,16.520647909227115,pos,2,v 751 | 海宴,16.518105714664664,pos,2,n 752 | 慢跑,16.518105714664664,pos,2,v 753 | 覆盖,16.514750003958397,pos,2,v 754 | 领导小组,16.507633439656086,pos,4,n 755 | 学校,16.498067462966084,pos,2,n 756 | 面向未来,16.497927832727036,pos,4,l 757 | 积重难返,16.497927832727036,pos,4,l 758 | 学懂,16.497927832727036,pos,2,v 759 | 讳疾忌医,16.497927832727033,pos,4,i 760 | 爱豆,16.497927832727033,pos,2,n 761 | 财源,16.497927832727033,pos,2,n 762 | 下降,16.48877631993854,pos,2,v 763 | 努力,16.48254998736747,pos,2,ad 764 | 中期,16.472392740619895,pos,2,t 765 | 中性,16.472392740619895,pos,2,n 766 | 舆论,16.467777989243622,pos,2,n 767 | 有用,16.465506355034655,pos,2,v 768 | 负面,16.453388641638956,pos,2,n 769 | 主导权,16.439034143673467,pos,3,n 770 | 前行,16.439034143673467,pos,2,v 771 | 凝冻,16.418200640256302,pos,2,v 772 | 穿上,16.4182006402563,pos,2,v 773 | 仁爱,16.4182006402563,pos,2,nr 774 | 神儿,16.410464991476694,pos,2,n 775 | 采取,16.39341245296132,pos,2,v 776 | 法律法规,16.387115422219793,pos,4,n 777 | 如果说,16.37239695064317,pos,3,c 778 | 损失,16.354731770002907,pos,2,n 779 | 长,16.352312883729482,pos,1,a 780 | 式,16.340101355309848,pos,1,k 781 | 唐笑,16.32800283128472,pos,2,nr 782 | 孙彬,16.32800283128472,pos,2,nrfg 783 | 室温,16.313503261589602,pos,2,n 784 | 互联网,16.308637539326774,pos,3,n 785 | 责任,16.302086395932193,pos,2,n 786 | 减轻负担,16.296293971557382,pos,4,n 787 | 硅,16.296293971557382,pos,1,nz 788 | 忍让,16.296293971557382,pos,2,v 789 | 生息,16.281609925800268,pos,2,n 790 | 珠城,16.280697116506364,pos,2,ns 791 | 即刻,16.280697116506364,pos,2,d 792 | 停接,16.275535411390585,pos,2,v 793 | 环境工程,16.260888635426184,pos,4,n 794 | 制度,16.258960082824203,pos,2,n 795 | 制,16.25131311659294,pos,1,n 796 | 有所,16.243700457614167,pos,2,n 797 | 采煤,16.234893426893237,pos,2,v 798 | 垄断,16.234893426893237,pos,2,v 799 | 开发,16.23408375414225,pos,2,v 800 | 生产,16.220820499368564,pos,2,vn 801 | 过错,16.20842121553205,pos,2,v 802 | 优良,16.20224367801756,pos,2,z 803 | 社区,16.199793869678743,pos,2,n 804 | 优秀,16.192165766872186,pos,2,a 805 | 流域,16.188249179281208,pos,2,n 806 | 正在,16.183470487259473,pos,2,t 807 | 最大,16.18050559836932,pos,2,a 808 | 各国,16.160606892411113,pos,2,r 809 | 储藏,16.155535635279954,pos,2,n 810 | 足量,16.155535635279954,pos,2,n 811 | 沥青,16.147430585642898,pos,2,n 812 | 承受能力,16.14429087811233,pos,4,n 813 | 扩围,16.135357753342326,pos,2,v 814 | 拖起来,16.128694023061314,pos,3,v 815 | 蚌埠市,16.128694023061314,pos,3,ns 816 | 真情,16.128694023061314,pos,2,n 817 | 安适,16.128694023061314,pos,2,a 818 | 宣传,16.127357302944805,pos,2,vn 819 | 适合,16.07547258887344,pos,2,v 820 | 本源,16.057355241341053,pos,2,n 821 | 大概,16.055937469798394,pos,2,d 822 | 行动计划,16.052388975760397,pos,4,n 823 | 去垢,16.038496214089733,pos,2,n 824 | 持币观望,16.038496214089733,pos,4,n 825 | 秩序,16.031319926074378,pos,2,n 826 | 常规,16.00607473639736,pos,2,n 827 | 显效,15.995427492197852,pos,2,a 828 | 抱团,15.995427492197852,pos,2,n 829 | 疏离,15.991575166702242,pos,2,v 830 | 心,15.989718426655386,pos,1,n 831 | 中央,15.987004546352859,pos,2,n 832 | 衰老,15.986965913449652,pos,2,a 833 | 铬铁,15.974365876670019,pos,2,n 834 | 力量,15.972512095037343,pos,2,n 835 | 年度,15.963293306452963,pos,2,n 836 | 清馨,15.958769021619002,pos,2,a 837 | ELF,15.958769021619002,pos,3,eng 838 | 收费,15.944278237164992,pos,2,n 839 | 复用,15.933143213943508,pos,2,v 840 | 生态系统,15.932186734055128,pos,4,l 841 | 领域,15.930764458927989,pos,2,n 842 | 滑,15.912965332005877,pos,1,v 843 | 足,15.912965332005877,pos,1,a 844 | 辅导工作,15.912965332005877,pos,4,n 845 | 激进,15.912965332005875,pos,2,v 846 | 中等,15.912965332005875,pos,2,b 847 | 冲淡,15.912965332005875,pos,2,a 848 | 多么,15.907344059296493,pos,2,r 849 | 像,15.892790989953532,pos,1,v 850 | 第一产业,15.860497912111741,pos,4,l 851 | 下笔,15.854071642952308,pos,2,v 852 | 中医药大学,15.854071642952308,pos,5,nt 853 | 遇见,15.846229626816415,pos,2,v 854 | 牛市,15.834962820004606,pos,2,n 855 | 多肽,15.834962820004606,pos,2,nz 856 | 边框,15.834962820004602,pos,2,n 857 | 立意,15.807612331859646,pos,2,d 858 | 城市,15.80532534462719,pos,2,ns 859 | 法律,15.795598692120214,pos,2,n 860 | 成效,15.79115104179197,pos,2,a 861 | 端游,15.783682315060911,pos,2,n 862 | 泥土,15.781720798727624,pos,2,n 863 | 社交,15.77546180825594,pos,2,n 864 | 硷,15.766123943676607,pos,1,zg 865 | 愿变,15.766123943676607,pos,2,v 866 | 游成,15.766123943676607,pos,2,v 867 | 人情味,15.766123943676607,pos,3,n 868 | 算错,15.766123943676607,pos,2,v 869 | 出去,15.764918139966106,pos,2,v 870 | 全球,15.760697865072522,pos,2,n 871 | 预亏,15.743040330563565,pos,2,v 872 | 通则,15.743040330563565,pos,2,n 873 | 不断深入,15.720320254063482,pos,4,i 874 | 粘度,15.711331470836223,pos,2,n 875 | 刻薄,15.711331470836223,pos,2,a 876 | 感,15.705464984394828,pos,1,v 877 | 踏石,15.69057291066943,pos,2,n 878 | 大地,15.69057291066943,pos,2,n 879 | App,15.690572910669427,pos,3,eng 880 | 细纹,15.690572910669427,pos,2,n 881 | 贵人,15.690572910669427,pos,2,n 882 | 弟子,15.674805594811112,pos,2,n 883 | 恰如其分,15.670108808109712,pos,4,i 884 | 居住,15.666591810010976,pos,2,v 885 | 闭嘴,15.661426565009913,pos,2,v 886 | 肥大,15.653578703187225,pos,2,a 887 | 盈利性,15.653578703187225,pos,3,n 888 | 竞争,15.651271507429406,pos,2,vn 889 | 此次,15.647707836193108,pos,2,r 890 | 外经贸,15.632857412813141,pos,3,n 891 | 动态,15.6212831078539,pos,2,n 892 | 原则,15.61503782999004,pos,2,n 893 | 还是,15.593188313230744,pos,2,c 894 | 并行,15.591037237118517,pos,2,v 895 | 备受,15.591037237118512,pos,2,v 896 | 恶意,15.580213172088014,pos,2,v 897 | 整治,15.569066006335616,pos,2,n 898 | 举证,15.559328377391173,pos,2,v 899 | 贼,15.549217061423887,pos,1,n 900 | 了哏,15.54373152234016,pos,2,v 901 | 宿,15.54373152234016,pos,1,nr 902 | 楼下,15.53856981722438,pos,2,s 903 | 成功,15.531899598055348,pos,2,a 904 | 北塘,15.518105714664662,pos,2,ns 905 | 形象工程,15.518105714664662,pos,4,n 906 | 细胞膜,15.51607517943729,pos,3,n 907 | 封号,15.51607517943729,pos,2,n 908 | 借壳,15.51607517943729,pos,2,n 909 | 恢复,15.505251114406791,pos,2,v 910 | 党,15.503841143774185,pos,1,n 911 | 资讯,15.497927832727031,pos,2,n 912 | 塌陷,15.497927832727031,pos,2,v 913 | 受,15.474529090841504,pos,1,v 914 | 管住,15.472392740619895,pos,2,v 915 | 能够,15.46988118942354,pos,2,v 916 | 过早地,15.453533713368577,pos,3,l 917 | 共存,15.439034143673465,pos,2,v 918 | 联合社,15.439034143673465,pos,3,nt 919 | 问诊,15.439034143673465,pos,2,v 920 | 气候,15.430994129682242,pos,2,n 921 | 相比,15.429574885749798,pos,2,v 922 | 鲜为人知,15.427538504835635,pos,4,i 923 | 放缓,15.425519337198981,pos,2,v 924 | 自下而上,15.418200640256298,pos,4,l 925 | 认定,15.414153969118619,pos,2,v 926 | 卡,15.413870502800744,pos,1,n 927 | 私募,15.387503843033382,pos,2,a 928 | 消极,15.382450615307098,pos,2,n 929 | 人员,15.380457119185104,pos,2,n 930 | 上来,15.379241314641963,pos,2,t 931 | 愿,15.375308546063078,pos,1,v 932 | 兵团,15.374944990892422,pos,2,n 933 | 安民,15.364072085992241,pos,2,nr 934 | 治违,15.364072085992241,pos,2,v 935 | 相互尊重,15.364072085992241,pos,4,l 936 | 长期有效,15.364072085992241,pos,4,l 937 | 实践,15.354118580702524,pos,2,v 938 | 评估,15.34821750426885,pos,2,vn 939 | 管教,15.34818071322235,pos,2,nz 940 | 杂事,15.34818071322235,pos,2,n 941 | 物超所值,15.34818071322235,pos,4,i 942 | 长途电话,15.34818071322235,pos,4,l 943 | 草案,15.32800283128472,pos,2,n 944 | 煽扇,15.32800283128472,pos,2,n 945 | 言语,15.32800283128472,pos,2,nr 946 | 鸡血,15.32800283128472,pos,2,n 947 | 旅游胜地,15.328002831284717,pos,4,n 948 | 小区,15.310264561871382,pos,2,n 949 | 及时,15.30605387448217,pos,2,c 950 | 排查,15.297852987801308,pos,2,vn 951 | 烹煮,15.280697116506364,pos,2,v 952 | 那么出色,15.280697116506364,pos,4,l 953 | 留印,15.275535411390587,pos,2,v 954 | 美城,15.275535411390583,pos,2,ns 955 | 晒,15.267881838847151,pos,1,v 956 | 暨,15.260606694779378,pos,1,nt 957 | 战略思想,15.258461898031644,pos,4,n 958 | 领先水平,15.250000319283448,pos,4,n 959 | 闸门,15.250000319283448,pos,2,n 960 | 临床实验,15.250000319283448,pos,4,l 961 | 斯柯达,15.250000319283448,pos,3,nr 962 | 尤要,15.250000319283448,pos,2,d 963 | 一切办法,15.250000319283448,pos,4,l 964 | 云程,15.250000319283448,pos,2,n 965 | 偏好,15.234893426893237,pos,2,d 966 | 盲从,15.216641722337014,pos,2,n 967 | 脱皮,15.196758298006467,pos,2,n 968 | 国家,15.195249533065763,pos,2,n 969 | 提王,15.194147084549929,pos,2,nrt 970 | 南北纬,15.194147084549929,pos,3,nr 971 | 金主,15.194147084549929,pos,2,n 972 | 末期,15.194147084549929,pos,2,f 973 | 曲线,15.175999737839671,pos,2,n 974 | 胃酸,15.175999737839671,pos,2,n 975 | 民族团结,15.147430585642898,pos,4,n 976 | 搭台,15.147430585642898,pos,2,v 977 | 煤气,15.135357753342324,pos,2,n 978 | 改增,15.135357753342324,pos,2,v 979 | 电代,15.135357753342324,pos,2,n 980 | 飞舞,15.128694023061314,pos,2,n 981 | 剑侠情缘,15.105610409948273,pos,4,n 982 | 爆牌,15.105610409948273,pos,2,v 983 | 意思,15.105610409948273,pos,2,n 984 | 文明史,15.105610409948273,pos,3,nr 985 | 度假区,15.105610409948273,pos,3,n 986 | T4,15.105610409948273,pos,2,eng 987 | 室内,15.103408486476283,pos,2,s 988 | 海域,15.102350477467938,pos,2,n 989 | 床铺,15.096272545368938,pos,2,n 990 | 其实,15.08025323256518,pos,2,d 991 | 以,15.076464064288755,pos,1,p 992 | 情况,15.07295544869595,pos,2,n 993 | 得来,15.064968425450926,pos,2,v 994 | 真理,15.064968425450925,pos,2,n 995 | 劳工法,15.05649264338358,pos,3,n 996 | 近,15.052319700637137,pos,1,a 997 | 最,15.041941851871014,pos,1,d 998 | 基建,15.038496214089736,pos,2,a 999 | 灸,15.038496214089735,pos,1,g 1000 | 宝们,15.038496214089735,pos,2,n 1001 | 力强,15.038496214089735,pos,2,v 1002 | 饱满,15.038496214089735,pos,2,v 1003 | 内托,15.038496214089735,pos,2,n 1004 | 调控,15.032546947758549,pos,2,vn 1005 | 免,15.012501005556791,pos,1,v 1006 | 紧迫感,15.012501005556791,pos,3,n 1007 | 弄通,15.012501005556791,pos,2,v 1008 | 想象,15.006074736397355,pos,2,n 1009 | 亚泰,15.001502006607534,pos,2,nz 1010 | 岗位补贴,15.001502006607534,pos,4,n 1011 | 劝阻,14.998695206031762,pos,2,v 1012 | 干裂,14.974365876670019,pos,2,v 1013 | 机油,14.974365876670019,pos,2,n 1014 | 原厂,14.974365876670019,pos,2,n 1015 | 坚信,14.965432751900012,pos,2,v 1016 | 灵动,14.958769021619002,pos,2,a 1017 | 度空间,14.958769021619002,pos,3,n 1018 | 知心,14.958769021619002,pos,2,v 1019 | 烟消云散,14.958769021619002,pos,4,i 1020 | 东德,14.958769021619002,pos,2,nr 1021 | 得来不易,14.958769021619002,pos,4,l 1022 | 颐芯牌,14.933143213943508,pos,3,nz 1023 | 招致,14.933143213943508,pos,2,v 1024 | 栽培,14.933143213943504,pos,2,vn 1025 | 医嘱,14.933143213943504,pos,2,n 1026 | 利用,14.920893560811935,pos,2,n 1027 | 混入,14.918989119633647,pos,2,v 1028 | 迁入,14.912965332005877,pos,2,v 1029 | 服务大局,14.912965332005877,pos,4,n 1030 | 假装,14.912965332005877,pos,2,n 1031 | 对应,14.912965332005877,pos,2,vn 1032 | 买菜,14.912965332005877,pos,2,n 1033 | 争当,14.912965332005875,pos,2,v 1034 | 措施,14.904854029135022,pos,2,n 1035 | 集中,14.895594482096934,pos,2,v 1036 | 饼干,14.887430239898741,pos,2,n 1037 | 共同努力,14.868571212647424,pos,4,l 1038 | 现状,14.866395605690434,pos,2,n 1039 | 兵地,14.860497912111741,pos,2,n 1040 | 现金流,14.857112097272356,pos,3,n 1041 | 果肉,14.854071642952308,pos,2,n 1042 | 量入为出,14.854071642952308,pos,4,i 1043 | 发誓,14.854071642952308,pos,2,v 1044 | 再次,14.84533666356027,pos,2,d 1045 | 家乡,14.84257600411448,pos,2,n 1046 | 作出,14.839612617090076,pos,2,v 1047 | 不到,14.836064034613358,pos,2,v 1048 | 受过,14.83323813953514,pos,2,v 1049 | 盆地,14.825502490755536,pos,2,n 1050 | 浇筑,14.825502490755536,pos,2,v 1051 | 蓄电池,14.82236278322497,pos,3,n 1052 | 珍贵,14.808628672191142,pos,2,a 1053 | 方针政策,14.807612331859646,pos,4,n 1054 | 火球,14.783682315060911,pos,2,n 1055 | 理智,14.781720798727623,pos,2,n 1056 | 设施,14.774155124216977,pos,2,n 1057 | 极易,14.773035070861402,pos,2,a 1058 | 处理程序,14.766986026188595,pos,4,n 1059 | 配资,14.766986026188595,pos,2,vn 1060 | 制下,14.766986026188595,pos,2,v 1061 | 赫本,14.766123943676607,pos,2,ns 1062 | 国别,14.763218212501192,pos,2,n 1063 | 监测,14.763077797081273,pos,2,vn 1064 | IP,14.743040330563566,pos,2,eng 1065 | 分析方法,14.743040330563565,pos,4,n 1066 | 德纳,14.743040330563565,pos,2,ns 1067 | 讽刺,14.743040330563565,pos,2,v 1068 | 同意权,14.743040330563565,pos,3,n 1069 | 燃油,14.743040330563563,pos,2,n 1070 | 彬,14.743040330563563,pos,1,zg 1071 | 处境,14.743040330563563,pos,2,n 1072 | 砼,14.732393086364056,pos,1,n 1073 | 连续性,14.732393086364056,pos,3,n 1074 | 海洋环境,14.732314420242643,pos,4,l 1075 | 挽回,14.716568119202373,pos,2,v 1076 | 涨价,14.716568119202373,pos,2,n 1077 | 发泄,14.716568119202373,pos,2,v 1078 | 只要,14.711444924692472,pos,2,c 1079 | 噱头,14.690572910669431,pos,2,n 1080 | 公猫,14.69057291066943,pos,2,n 1081 | 充,14.69057291066943,pos,1,v 1082 | 三码,14.69057291066943,pos,2,n 1083 | 赵强,14.69057291066943,pos,2,nr 1084 | 小单,14.69057291066943,pos,2,n 1085 | 桌凳,14.69057291066943,pos,2,n 1086 | 切实增强,14.69057291066943,pos,4,l 1087 | 餐桌上,14.690572910669427,pos,3,n 1088 | 去,14.674034534112621,pos,1,v 1089 | 领导权,14.670108808109712,pos,3,n 1090 | 育人,14.653578703187225,pos,2,nrt 1091 | 简约,14.63167922161586,pos,2,d 1092 | 周一,14.627563113143628,pos,2,t 1093 | 奇迹,14.620183582778033,pos,2,n 1094 | 比如说,14.613063543448511,pos,3,l 1095 | 列为,14.60553680681363,pos,2,v 1096 | 诈骗罪,14.597061024746283,pos,3,n 1097 | 路于,14.597061024746283,pos,2,n 1098 | 姿势,14.596108226665935,pos,2,n 1099 | 范围,14.595269510656422,pos,2,n 1100 | 运动,14.593284895404397,pos,2,vn 1101 | 滨州,14.591037237118512,pos,2,ns 1102 | 放纵,14.591037237118512,pos,2,v 1103 | 夫妻关系,14.583657706752916,pos,4,n 1104 | 弱冷空气,14.580389992919006,pos,4,n 1105 | 堆砌,14.570573134558797,pos,2,v 1106 | 受尽,14.570573134558797,pos,2,v 1107 | 钢坯,14.559328377391177,pos,2,n 1108 | 潜能,14.55039525262117,pos,2,v 1109 | 耐寒,14.54373152234016,pos,2,a 1110 | 拍打着,14.54373152234016,pos,3,l 1111 | 千层底,14.54373152234016,pos,3,l 1112 | 抗病毒,14.54373152234016,pos,3,n 1113 | 超越,14.543731522340158,pos,2,v 1114 | 胸腔,14.543731522340156,pos,2,n 1115 | 打扫,14.53856981722438,pos,2,v 1116 | 性,14.532494869136992,pos,1,n 1117 | 下层,14.51607517943729,pos,2,n 1118 | 狭幅,14.51607517943729,pos,2,b 1119 | 忍痛,14.51607517943729,pos,2,v 1120 | 市酬,14.51607517943729,pos,2,n 1121 | 可燃冰,14.51607517943729,pos,3,n 1122 | 缓冲,14.51607517943729,pos,2,v 1123 | 个人财产,14.503951620354803,pos,4,j 1124 | 执法,14.496421887493527,pos,2,v 1125 | 长期,14.49268054190058,pos,2,d 1126 | 朋友圈,14.490274260183599,pos,3,n 1127 | 人生观,14.485684236972284,pos,3,n 1128 | 榆林,14.468180489332982,pos,2,ns 1129 | 下载,14.453533713368579,pos,2,v 1130 | 停滞,14.453533713368577,pos,2,v 1131 | 辱骂,14.453533713368577,pos,2,v 1132 | 靠,14.452542237953262,pos,1,v 1133 | 工程,14.442735056717122,pos,2,n 1134 | 產品,14.442645397225842,pos,2,n 1135 | 抑或,14.427538504835635,pos,2,c 1136 | 污染物,14.413297549950277,pos,3,n 1137 | 使得,14.411558991536177,pos,2,v 1138 | 受静,14.410464991476694,pos,2,a 1139 | 翻挖,14.410464991476694,pos,2,v 1140 | 逆温,14.410464991476694,pos,2,n 1141 | 好极了,14.410464991476694,pos,3,l 1142 | 碎步,14.410464991476694,pos,2,n 1143 | 事维,14.410464991476694,pos,2,n 1144 | 各异,14.410464991476694,pos,2,a 1145 | 更行,14.410464991476694,pos,2,v 1146 | 制鞋,14.410464991476694,pos,2,n 1147 | 致远,14.410464991476694,pos,2,a 1148 | 大船,14.410464991476694,pos,2,n 1149 | 明确,14.409832610311716,pos,2,ad 1150 | 容量,14.406612665981084,pos,2,n 1151 | 两融,14.404415946803889,pos,2,n 1152 | 中小城市,14.404415946803889,pos,4,j 1153 | 企业法人,14.404415946803887,pos,4,n 1154 | 选用,14.402003412728497,pos,2,v 1155 | 被窝,14.391728428895108,pos,2,n 1156 | 巴士,14.373806520897844,pos,2,ns 1157 | 国内外,14.368644815782066,pos,3,s 1158 | 安于现状,14.364072085992241,pos,4,nr 1159 | 长春亚泰,14.364072085992241,pos,4,nz 1160 | 甲醛,14.352871068371888,pos,2,nz 1161 | 正午,14.34818071322235,pos,2,t 1162 | 荒漠,14.331650608299865,pos,2,n 1163 | 建构,14.32800283128472,pos,2,n 1164 | 画质,14.32800283128472,pos,2,n 1165 | 紧抓,14.32800283128472,pos,2,v 1166 | 邓亲华,14.32800283128472,pos,3,nr 1167 | 专利申请,14.32800283128472,pos,4,n 1168 | 每股,14.328002831284719,pos,2,r 1169 | 减小,14.328002831284717,pos,2,v 1170 | 一盘棋,14.318604133282472,pos,3,n 1171 | 结构性,14.30368758505032,pos,3,n 1172 | 减压,14.29629397155738,pos,2,v 1173 | 锻炼身体,14.29629397155738,pos,4,n 1174 | 获悉,14.291564025967832,pos,2,v 1175 | 非常,14.284672249371473,pos,2,d 1176 | 异,14.280697116506364,pos,1,zg 1177 | 顷刻间,14.280697116506364,pos,3,t 1178 | 任由,14.280697116506364,pos,2,n 1179 | 滑雪,14.280697116506362,pos,2,nr 1180 | 齐全,14.275535411390585,pos,2,nr 1181 | 合作社,14.26910914223115,pos,3,l 1182 | 勤俭节约,14.26910914223115,pos,4,l 1183 | 这次,14.26005630974042,pos,2,r 1184 | 亮度,14.250000319283448,pos,2,n 1185 | 想尽,14.250000319283448,pos,2,v 1186 | 鲜明,14.231141292032133,pos,2,a 1187 | 透水,14.2178199135343,pos,2,v 1188 | 赢得,14.212525613864784,pos,2,v 1189 | 民生,14.207066203503771,pos,2,n 1190 | 接入,14.205146083499187,pos,2,v 1191 | 愈来愈,14.194147084549929,pos,3,d 1192 | 创世,14.194147084549929,pos,2,v 1193 | 皮毛,14.194147084549929,pos,2,n 1194 | 稳定期,14.194147084549929,pos,3,n 1195 | 完全,14.187263686757204,pos,2,ad 1196 | 文明执法,14.182023525467438,pos,4,n 1197 | 曼省,14.18116144295545,pos,2,ns 1198 | 滋,14.17961099139205,pos,1,n 1199 | 使命感,14.175999737839671,pos,3,n 1200 | 业务,14.17578975360339,pos,2,n 1201 | 颇,14.169456891972898,pos,1,d 1202 | 实施,14.148171333336059,pos,2,v 1203 | 支撑,14.141448361490093,pos,2,v 1204 | 外语,14.128694023061314,pos,2,n 1205 | 菜肴,14.128694023061314,pos,2,n 1206 | 缺乏,14.126459865693228,pos,2,v 1207 | 工具,14.126368970115069,pos,2,n 1208 | 立,14.126368970115069,pos,1,v 1209 | 举世瞩目,14.105610409948273,pos,4,i 1210 | 鄂州,14.105610409948273,pos,2,ns 1211 | 塞罕坝,14.105610409948273,pos,3,nrt 1212 | 教案,14.105610409948271,pos,2,n 1213 | 文具,14.105610409948271,pos,2,n 1214 | 黑板,14.105610409948271,pos,2,n 1215 | 夜色,14.096272545368937,pos,2,n 1216 | 奥斯卡,14.096272545368937,pos,3,nr 1217 | 坚持不懈,14.085146307388557,pos,4,i 1218 | 定期,14.080075317841136,pos,2,vn 1219 | 肯定,14.07114634946694,pos,2,v 1220 | 中枢,14.068616202466067,pos,2,n 1221 | 人来人往,14.068616202466067,pos,4,i 1222 | 充裕,14.068616202466067,pos,2,a 1223 | II,14.068616202466067,pos,2,eng 1224 | 年后,14.065575748146019,pos,2,m 1225 | 定时,14.062541688056386,pos,2,d 1226 | 平台,14.055047431232428,pos,2,n 1227 | 比较稳定,14.038496214089735,pos,4,n 1228 | 反之,14.038496214089735,pos,2,c 1229 | 不冷不热,14.038496214089735,pos,4,l 1230 | 食品,14.035221082056871,pos,2,n 1231 | 顺势,14.026252618334988,pos,2,n 1232 | 申报,14.004601868408564,pos,2,nz 1233 | 精雕,14.001502006607534,pos,2,n 1234 | 思维,13.999921555866262,pos,2,n 1235 | 清洗,13.993660566023662,pos,2,v 1236 | 优秀者,13.974365876670019,pos,3,n 1237 | 加以,13.974365876670019,pos,2,v 1238 | 叶面,13.974365876670019,pos,2,n 1239 | 喷施,13.974365876670019,pos,2,v 1240 | 绿泥石,13.974365876670019,pos,3,n 1241 | 心绞痛,13.974365876670019,pos,3,n 1242 | 日元,13.974365876670019,pos,2,n 1243 | 总体,13.97252566319144,pos,2,n 1244 | 扬起,13.958769021619002,pos,2,v 1245 | 倒下,13.958769021619002,pos,2,v 1246 | 世界,13.958520671451986,pos,2,n 1247 | 目前,13.948451229491688,pos,2,t 1248 | 生猪,13.940979708175474,pos,2,n 1249 | 反常,13.93568540850596,pos,2,d 1250 | 技术,13.93507936038739,pos,2,n 1251 | 河岸,13.931112678716133,pos,2,s 1252 | 打非,13.931112678716133,pos,2,v 1253 | 排放量,13.929453454794443,pos,3,n 1254 | 依法办事,13.918989119633645,pos,4,l 1255 | 组共对,13.918989119633645,pos,3,l 1256 | HJT91,13.918989119633645,pos,5,eng 1257 | 所行,13.912965332005879,pos,2,v 1258 | 均价,13.912965332005879,pos,2,n 1259 | 座位,13.912965332005875,pos,2,n 1260 | 回落,13.89856595294526,pos,2,v 1261 | 回避,13.896363364668746,pos,2,v 1262 | 因素,13.885349097485891,pos,2,n 1263 | 火爆,13.883217988611825,pos,2,a 1264 | 特殊性,13.883217988611824,pos,3,n 1265 | 没想到,13.86857121264742,pos,3,l 1266 | 下水道,13.862753886052106,pos,3,n 1267 | 酸性,13.858888659250082,pos,2,n 1268 | 回归,13.857682896504688,pos,2,v 1269 | 质,13.85407164295231,pos,1,ng 1270 | 酸甜,13.854071642952308,pos,2,a 1271 | 艰苦奋斗,13.854071642952308,pos,4,i 1272 | 隔开,13.854071642952308,pos,2,v 1273 | 原告,13.84883499458616,pos,2,n 1274 | 亲人,13.84585113614734,pos,2,n 1275 | 圣母,13.833607540392594,pos,2,n 1276 | 商户,13.828076434419362,pos,2,n 1277 | 半程,13.825502490755536,pos,2,n 1278 | 适用,13.813063357053089,pos,2,v 1279 | 煤焦油,13.804440875227707,pos,3,n 1280 | 形容,13.783682315060911,pos,2,n 1281 | 第二产业,13.78368231506091,pos,4,nz 1282 | 疗程,13.779109585271087,pos,2,n 1283 | 圆通,13.779109585271087,pos,2,n 1284 | 共同富裕,13.779109585271087,pos,4,nz 1285 | 赤道,13.779109585271083,pos,2,n 1286 | 深入,13.778807516361594,pos,2,v 1287 | 仍,13.777041699048594,pos,1,zg 1288 | 提倡,13.775461808255942,pos,2,v 1289 | 宜人,13.77546180825594,pos,2,nrt 1290 | 泡沫,13.77546180825594,pos,2,n 1291 | 银山,13.774637175457903,pos,2,nr 1292 | 紧,13.773035070861402,pos,1,a 1293 | 慢慢来,13.766123943676607,pos,3,b 1294 | 浓,13.766123943676607,pos,1,a 1295 | 窃听,13.766123943676607,pos,2,v 1296 | 水滴,13.766123943676607,pos,2,n 1297 | 德,13.764573492113207,pos,1,ns 1298 | 随机应变,13.763218212501192,pos,4,i 1299 | 坚,13.763218212501192,pos,1,v 1300 | 危险废物,13.762882358565413,pos,4,n 1301 | 绿水青山,13.745020694691805,pos,4,nr 1302 | 农田水利,13.743040330563565,pos,4,nz 1303 | 健身,13.743040330563565,pos,2,v 1304 | 序列,13.743040330563565,pos,2,n 1305 | 恶人,13.743040330563565,pos,2,n 1306 | 如有,13.743040330563565,pos,2,v 1307 | 误差,13.743040330563565,pos,2,n 1308 | 新风,13.743040330563561,pos,2,n 1309 | 流出,13.716568119202371,pos,2,v 1310 | 以为,13.711331470836223,pos,2,c 1311 | 正确,13.706228233916363,pos,2,ad 1312 | 结构,13.70121584768014,pos,2,n 1313 | 藏,13.699971608671678,pos,1,j 1314 | 奶粉,13.696104016642657,pos,2,n 1315 | 车程,13.69057291066943,pos,2,n 1316 | 共圆,13.69057291066943,pos,2,n 1317 | 业已,13.69057291066943,pos,2,d 1318 | 局外人,13.69057291066943,pos,3,n 1319 | 年轻,13.69057291066943,pos,2,a 1320 | 老大,13.69057291066943,pos,2,a 1321 | 林田湖,13.69057291066943,pos,3,nr 1322 | 自觉,13.69057291066943,pos,2,d 1323 | 科研成果,13.69057291066943,pos,4,n 1324 | 平稳,13.690572910669427,pos,2,a 1325 | 加上,13.690572910669427,pos,2,v 1326 | 摊区,13.684523865996622,pos,2,n 1327 | 苦难,13.670108808109712,pos,2,a 1328 | 纳米技术,13.66503781856229,pos,4,n 1329 | 降息,13.66503781856229,pos,2,n 1330 | 因子,13.659984590836004,pos,2,n 1331 | 一定,13.657912291297407,pos,2,d 1332 | 繁衍生息,13.653578703187225,pos,4,i 1333 | 金山,13.645485021140892,pos,2,nr 1334 | 倡导,13.63994683759946,pos,2,v 1335 | 增加,13.62215413001066,pos,2,v 1336 | 情景,13.610845718198693,pos,2,n 1337 | 交期,13.609184583828771,pos,2,n 1338 | 堪称,13.603110069419092,pos,2,v 1339 | 践行,13.60311006941909,pos,2,v 1340 | 落实到人,13.597061024746283,pos,4,l 1341 | 挂账,13.597061024746283,pos,2,v 1342 | 咖餐,13.597061024746283,pos,2,n 1343 | 绩差股,13.597061024746283,pos,3,n 1344 | 夜市,13.597061024746283,pos,2,n 1345 | 差不多,13.591037237118513,pos,3,l 1346 | 足够,13.591037237118513,pos,2,v 1347 | 头顶,13.591037237118513,pos,2,n 1348 | 观望,13.579064595452438,pos,2,v 1349 | 秒,13.576872728975157,pos,1,m 1350 | 大气污染,13.567403340843509,pos,4,i 1351 | 机,13.564565025757322,pos,1,n 1352 | 子孙后代,13.553069386919494,pos,4,nr 1353 | 人缘,13.54373152234016,pos,2,n 1354 | 诚实,13.543731522340156,pos,2,a 1355 | 环保部门,13.532746433252246,pos,4,n 1356 | 格外,13.520647909227115,pos,2,d 1357 | 度假,13.520647909227115,pos,2,v 1358 | 小康社会,13.517380195393207,pos,4,n 1359 | 成为,13.506180934835351,pos,2,v 1360 | 路子,13.5001838066674,pos,2,n 1361 | 置身于,13.5001838066674,pos,3,l 1362 | 亏损,13.489283738317782,pos,2,vn 1363 | 逐步,13.477676257672517,pos,2,d 1364 | 质控,13.471530142662422,pos,2,j 1365 | 预算法,13.471530142662422,pos,3,n 1366 | 理性,13.461754220173548,pos,2,n 1367 | 牛,13.453533713368577,pos,1,n 1368 | 首创,13.453533713368577,pos,2,n 1369 | 平缓,13.453533713368577,pos,2,a 1370 | 养育,13.453533713368577,pos,2,vn 1371 | 透明,13.444125337558278,pos,2,v 1372 | 经理,13.442645397225844,pos,2,n 1373 | 揉,13.442645397225842,pos,1,v 1374 | 交给,13.439034143673465,pos,2,v 1375 | 应该,13.4244329663239,pos,2,v 1376 | 兑付,13.410464991476694,pos,2,v 1377 | 马拉松赛,13.410464991476694,pos,4,nr 1378 | 监督,13.408539055488855,pos,2,vn 1379 | 做工,13.404415946803889,pos,2,v 1380 | 轰轰烈烈,13.404415946803889,pos,4,i 1381 | 土地规划,13.404415946803889,pos,4,l 1382 | 实施规划,13.404415946803889,pos,4,n 1383 | 人才,13.40361433372369,pos,2,n 1384 | 攻坚战,13.398801236473037,pos,3,i 1385 | 土豆,13.394640024315011,pos,2,n 1386 | 冰冻期,13.389403375948861,pos,3,t 1387 | 心性,13.389403375948861,pos,2,n 1388 | 平等,13.382556512840148,pos,2,a 1389 | 规模化,13.380140454619895,pos,3,n 1390 | 时分,13.373806520897844,pos,2,n 1391 | 妖精,13.373806520897844,pos,2,n 1392 | 八方,13.373806520897844,pos,2,n 1393 | 省界,13.364072085992241,pos,2,n 1394 | 持续性,13.364072085992241,pos,3,n 1395 | 微澜,13.364072085992241,pos,2,n 1396 | 所交,13.34818071322235,pos,2,c 1397 | 打爆,13.34818071322235,pos,2,v 1398 | 青年人,13.34818071322235,pos,3,n 1399 | 一呼百应,13.34818071322235,pos,4,l 1400 | 遵从,13.34818071322235,pos,2,v 1401 | 责备,13.34818071322235,pos,2,n 1402 | 宣贯,13.34818071322235,pos,2,nr 1403 | 证据确凿,13.34818071322235,pos,4,n 1404 | 传统节日,13.34818071322235,pos,4,n 1405 | 临界,13.34818071322235,pos,2,b 1406 | 必学,13.34818071322235,pos,2,n 1407 | 避光,13.34818071322235,pos,2,v 1408 | 冲,13.340075663585296,pos,1,v 1409 | 控尘,13.334026618912487,pos,2,v 1410 | 顶格,13.334026618912487,pos,2,n 1411 | 工商企业,13.328002831284719,pos,4,j 1412 | 品类,13.324000900727224,pos,2,n 1413 | 荷尔蒙,13.321339101003709,pos,3,nrt 1414 | 归属于,13.302467739177585,pos,3,l 1415 | 太,13.281591870749018,pos,1,d 1416 | 静静的,13.280697116506364,pos,3,z 1417 | 共同体,13.275535411390585,pos,3,n 1418 | 新闻出版,13.275132929858922,pos,4,n 1419 | 自愈,13.26910914223115,pos,2,d 1420 | 解决问题,13.254224905145172,pos,4,n 1421 | 领导者,13.250000319283448,pos,3,n 1422 | 族,13.250000319283448,pos,1,ng 1423 | 空污,13.250000319283448,pos,2,n 1424 | 陈列,13.250000319283448,pos,2,nr 1425 | 景林,13.250000319283448,pos,2,nr 1426 | 抗氧化,13.250000319283448,pos,3,nz 1427 | 上涨,13.243316005978231,pos,2,v 1428 | 瑜伽,13.237400282503815,pos,2,n 1429 | 牛奶,13.231141292032131,pos,2,n 1430 | 帽子,13.231141292032131,pos,2,n 1431 | 确定性,13.23114129203213,pos,3,n 1432 | 火炉,13.221803427452798,pos,2,n 1433 | 助推,13.212525613864782,pos,2,vn 1434 | 科目,13.212525613864782,pos,2,n 1435 | 持久,13.194147084549929,pos,2,a 1436 | 秦巴,13.194147084549929,pos,2,nr 1437 | 递增,13.194147084549929,pos,2,v 1438 | 治沙,13.194147084549929,pos,2,ns 1439 | 宏观政策,13.194147084549929,pos,4,n 1440 | 防沙,13.194147084549929,pos,2,ns 1441 | AOE,13.194147084549929,pos,3,eng 1442 | 价格上涨,13.194147084549929,pos,4,l 1443 | 发展性,13.194147084549929,pos,3,l 1444 | 退牧,13.194147084549929,pos,2,v 1445 | 养生,13.190499307534784,pos,2,v 1446 | 克服,13.18586998186373,pos,2,v 1447 | 基础教育,13.182023525467441,pos,4,l 1448 | 公共部门,13.182023525467441,pos,4,n 1449 | ETF,13.182023525467441,pos,3,eng 1450 | 施加,13.182023525467438,pos,2,v 1451 | 击沉,13.182023525467438,pos,2,v 1452 | 原因,13.180106444096316,pos,2,n 1453 | 成分,13.162537478033109,pos,2,n 1454 | 循环系统,13.128694023061314,pos,4,l 1455 | 糟糕,13.118549465655772,pos,2,a 1456 | 西游,13.105610409948273,pos,2,f 1457 | 压,13.105610409948271,pos,1,v 1458 | 搞定,13.105610409948271,pos,2,v 1459 | 绝育,13.105610409948271,pos,2,v 1460 | 吉运,13.105610409948271,pos,2,nz 1461 | 立体化,13.105610409948271,pos,3,vn 1462 | 家常菜,13.105610409948271,pos,3,n 1463 | 公用,13.105610409948271,pos,2,n 1464 | 户外,13.076464064288757,pos,2,s 1465 | 痛苦,13.071663078024935,pos,2,an 1466 | 保密,13.05649264338358,pos,2,n 1467 | 室内装饰,13.05649264338358,pos,4,n 1468 | 不受,13.04214399110488,pos,2,d 1469 | 专项资金,13.031953368222963,pos,4,n 1470 | 份额,13.027607897947002,pos,2,n 1471 | 就行了,13.01357483890811,pos,3,l 1472 | 强制措施,13.012098524025125,pos,4,n 1473 | 弱,13.006074736397359,pos,1,a 1474 | 沉默,13.006074736397359,pos,2,a 1475 | 图景,13.006074736397359,pos,2,n 1476 | 业态,13.006074736397357,pos,2,n 1477 | 多彩,13.001502006607534,pos,2,b 1478 | 极小,13.001502006607534,pos,2,d 1479 | 太多,13.001502006607534,pos,2,d 1480 | 突变,13.001502006607534,pos,2,v 1481 | 转移,12.999921555866262,pos,2,v 1482 | 节日期间,12.975572648000014,pos,4,l 1483 | 随身带,12.974365876670019,pos,3,n 1484 | 血压,12.974365876670019,pos,2,n 1485 | 保暖,12.974365876670019,pos,2,v 1486 | 减缓,12.974365876670019,pos,2,v 1487 | 针对性,12.974365876670019,pos,3,n 1488 | 就让,12.969669089968619,pos,2,v 1489 | 营,12.965432751900014,pos,1,n 1490 | 废弃,12.965432751900014,pos,2,v 1491 | 审批,12.961133110738524,pos,2,v 1492 | 玩累,12.958769021619002,pos,2,v 1493 | 水如,12.958769021619002,pos,2,l 1494 | 后半段,12.958769021619002,pos,3,t 1495 | 莱卡,12.958769021619002,pos,2,nrt 1496 | 不加区分,12.958769021619002,pos,4,n 1497 | 扣子,12.958769021619002,pos,2,n 1498 | 健康活泼,12.958769021619002,pos,4,n 1499 | 幼苗,12.958769021619002,pos,2,n 1500 | 光照,12.958769021619002,pos,2,n 1501 | 畔,12.958769021619002,pos,1,ng 1502 | 寒意,12.958769021619002,pos,2,n 1503 | 暖洋洋,12.958769021619002,pos,3,z 1504 | 归零,12.958769021619002,pos,2,v 1505 | 海风,12.958769021619002,pos,2,n 1506 | 煤火,12.958769021619002,pos,2,n 1507 | 有钱出钱,12.958769021619002,pos,4,n 1508 | LYCRA,12.958769021619002,pos,5,eng 1509 | 善举,12.958769021619002,pos,2,v 1510 | Daliah,12.958769021619002,pos,6,eng 1511 | 西双版纳傣族自治州,12.958769021619002,pos,9,ns 1512 | 山洼,12.958769021619002,pos,2,ns 1513 | 妇儿,12.958769021619002,pos,2,n 1514 | 志向,12.958769021619002,pos,2,n 1515 | 放射出,12.958769021619002,pos,3,v 1516 | 纪念日,12.958769021619002,pos,3,n 1517 | 嗖嗖,12.958769021619002,pos,2,o 1518 | 煦,12.958769021619002,pos,1,nr 1519 | anniversary,12.958769021619002,pos,11,eng 1520 | 雪化,12.958769021619002,pos,2,nz 1521 | 发生意外,12.958769021619002,pos,4,l 1522 | 下半身,12.958769021619002,pos,3,n 1523 | 窗帘,12.958769021619002,pos,2,n 1524 | 多得多,12.958769021619002,pos,3,d 1525 | 依恋,12.958769021619002,pos,2,v 1526 | 悦达起亚,12.958769021619,pos,4,nz 1527 | 异常,12.953607316503222,pos,2,d 1528 | 家庭环境,12.951033372839396,pos,4,l 1529 | 定义,12.933143213943506,pos,2,n 1530 | 教师队伍,12.931112678716133,pos,4,n 1531 | 公平正义,12.931112678716133,pos,4,n 1532 | 宣妍,12.928072224396086,pos,2,nr 1533 | 性价比,12.925038164306452,pos,3,n 1534 | 准入条件,12.918989119633645,pos,4,n 1535 | 合法财产,12.918989119633645,pos,4,l 1536 | 陆海,12.918989119633645,pos,2,ns 1537 | 威慑,12.918989119633645,pos,2,vn 1538 | 锻炼,12.915472187616452,pos,2,v 1539 | 阿什,12.912965332005877,pos,2,nrt 1540 | 青山绿水,12.883217988611825,pos,4,ns 1541 | 发展观,12.883217988611824,pos,3,l 1542 | 意义,12.882815488522462,pos,2,n 1543 | 水分,12.880766509617729,pos,2,n 1544 | 畜禽,12.880543854313498,pos,2,n 1545 | 反馈,12.871828159714584,pos,2,v 1546 | 留住,12.860497912111741,pos,2,v 1547 | 留言,12.857682896504688,pos,2,v 1548 | 气管炎,12.854071642952308,pos,3,n 1549 | 在职,12.854071642952308,pos,2,v 1550 | 积极进取,12.854071642952308,pos,4,l 1551 | 数据中心,12.854071642952308,pos,4,n 1552 | 住宅,12.849955534480078,pos,2,n 1553 | 自信,12.849270656688487,pos,2,v 1554 | 专业,12.845737111242212,pos,2,n 1555 | 系统化,12.842576004114479,pos,3,n 1556 | 通风,12.84044372432702,pos,2,n 1557 | 坏事,12.836862352920084,pos,2,n 1558 | 宽,12.82550249075554,pos,1,a 1559 | 不求,12.825502490755536,pos,2,d 1560 | 物力,12.819453446082731,pos,2,n 1561 | 完备,12.81610379275329,pos,2,v 1562 | 第三产业,12.816103792753289,pos,4,nz 1563 | 超市,12.807929861307587,pos,2,v 1564 | 女孩子,12.806765928173952,pos,3,n 1565 | 金色,12.806765928173952,pos,2,n 1566 | 小时,12.794064366497015,pos,2,n 1567 | 柔软,12.78884402017669,pos,2,a 1568 | 救,12.783682315060911,pos,1,v 1569 | 物业,12.78368231506091,pos,2,n 1570 | 主动,12.780974367056574,pos,2,b 1571 | 盐酸,12.779109585271087,pos,2,n 1572 | 湿滑,12.779109585271083,pos,2,v 1573 | 任务,12.774138545329038,pos,2,n 1574 | 面试,12.773413979607083,pos,2,v 1575 | 嗅觉,12.763218212501192,pos,2,n 1576 | 诊断,12.763218212501192,pos,2,v 1577 | 环境优美,12.751973455333571,pos,4,n 1578 | 劳基法,12.743040330563565,pos,3,n 1579 | 逻辑,12.743040330563565,pos,2,n 1580 | 预盈,12.743040330563565,pos,2,n 1581 | 耐心,12.738594425532373,pos,2,a 1582 | 渐趋,12.716568119202373,pos,2,d 1583 | 内容,12.713791514510843,pos,2,n 1584 | 天性,12.711331470836225,pos,2,n 1585 | 理清,12.69057291066943,pos,2,v 1586 | 亲子关系,12.69057291066943,pos,4,l 1587 | 策略,12.69057291066943,pos,2,n 1588 | 殷切期望,12.69057291066943,pos,4,nr 1589 | 张庆伟,12.69057291066943,pos,3,nr 1590 | 样样,12.69057291066943,pos,2,n 1591 | 万象,12.69057291066943,pos,2,n 1592 | 含有,12.687998967005601,pos,2,v 1593 | 汽车配件,12.66503781856229,pos,4,n 1594 | 老牌,12.66503781856229,pos,2,n 1595 | 农行,12.66503781856229,pos,2,j 1596 | 即使,12.662111524787699,pos,2,c 1597 | 无所事事,12.63684092673164,pos,4,i 1598 | 颁布,12.62756311314363,pos,2,v 1599 | 哥,12.62756311314363,pos,1,n 1600 | 产权,12.623533236107475,pos,2,n 1601 | 自律,12.623458714810893,pos,2,n 1602 | 所有,12.617628731340956,pos,2,b 1603 | 一条街,12.611215119056146,pos,3,n 1604 | BUFF,12.609184583828771,pos,4,eng 1605 | 征程,12.603110069419088,pos,2,n 1606 | 幽静,12.603110069419088,pos,2,a 1607 | 灭火剂,12.597061024746283,pos,3,n 1608 | 干到底,12.597061024746283,pos,3,l 1609 | 陆域,12.597061024746283,pos,2,n 1610 | 最高点,12.597061024746283,pos,3,n 1611 | 仪,12.597061024746283,pos,1,ng 1612 | 同属,12.597061024746283,pos,2,n 1613 | 保全,12.597061024746283,pos,2,v 1614 | 非法经营,12.597061024746283,pos,4,l 1615 | 河北省委,12.597061024746283,pos,4,nt 1616 | 延时,12.597061024746283,pos,2,ns 1617 | 所得税,12.597061024746283,pos,3,n 1618 | 险情,12.597061024746283,pos,2,n 1619 | 信访工作,12.597061024746283,pos,4,n 1620 | 工作进度,12.597061024746283,pos,4,n 1621 | 洒漏,12.597061024746283,pos,2,v 1622 | 线缆,12.591037237118515,pos,2,n 1623 | 得以,12.591037237118515,pos,2,v 1624 | 鄱阳湖,12.591037237118515,pos,3,ns 1625 | 蒸,12.591037237118513,pos,1,v 1626 | TVOC,12.57265870780366,pos,4,eng 1627 | 我,12.572482674924409,pos,1,r 1628 | 抓住,12.57192841417081,pos,2,v 1629 | 向上,12.562468084921743,pos,2,d 1630 | 爱惜,12.54373152234016,pos,2,v 1631 | 中要,12.54373152234016,pos,2,b 1632 | 逐年,12.527534294812355,pos,2,d 1633 | 深层次,12.520647909227117,pos,3,b 1634 | 即,12.520647909227115,pos,1,v 1635 | 再创,12.520647909227115,pos,2,v 1636 | 生于,12.520647909227115,pos,2,v 1637 | 诸如,12.520647909227115,pos,2,nr 1638 | 雪花,12.51819643023302,pos,2,n 1639 | 湿润,12.511310044647779,pos,2,n 1640 | 更快,12.5001838066674,pos,2,d 1641 | 方针,12.493707366408836,pos,2,n 1642 | 延续,12.48446557292047,pos,2,v 1643 | 投入,12.482534987298475,pos,2,v 1644 | 信息,12.475809363205817,pos,2,n 1645 | 伤,12.47334219444876,pos,1,v 1646 | 组合,12.471865536140838,pos,2,v 1647 | 充电,12.471865536140838,pos,2,v 1648 | 下大力气,12.468180489332982,pos,4,l 1649 | 呜呜,12.457181490383725,pos,2,l 1650 | 差异,12.453533713368579,pos,2,n 1651 | 社会主义,12.453533713368579,pos,4,n 1652 | 鸭,12.453533713368579,pos,1,ns 1653 | 亲密,12.453533713368577,pos,2,a 1654 | 激烈,12.453533713368577,pos,2,a 1655 | 倒排,12.445057931301234,pos,2,v 1656 | 车间,12.442645397225842,pos,2,n 1657 | 一如既往,12.442645397225842,pos,4,i 1658 | 创优,12.442645397225842,pos,2,j 1659 | 保健,12.442645397225842,pos,2,nr 1660 | 政绩,12.44129011761383,pos,2,n 1661 | 财经,12.437231901039477,pos,2,n 1662 | 区分,12.427136023303971,pos,2,n 1663 | 每日,12.423786369974525,pos,2,r 1664 | 支柱产业,12.410464991476694,pos,4,n 1665 | 逗比,12.410464991476694,pos,2,v 1666 | 稳妥,12.404415946803889,pos,2,a 1667 | 欧元,12.389403375948861,pos,2,nz 1668 | 校区,12.389403375948861,pos,2,n 1669 | 确信,12.389403375948861,pos,2,v 1670 | 股份,12.3859228072139,pos,2,n 1671 | 正是,12.38314438547718,pos,2,d 1672 | 开窗,12.382946131383026,pos,2,n 1673 | 不快,12.373806520897848,pos,2,d 1674 | 环卫工,12.373806520897846,pos,3,n 1675 | 天际线,12.373806520897844,pos,3,nz 1676 | 如期而至,12.373806520897844,pos,4,i 1677 | 相得益彰,12.368644815782067,pos,4,v 1678 | 小主,12.368644815782067,pos,2,n 1679 | 紧紧,12.368644815782067,pos,2,d 1680 | 生态旅游,12.364072085992241,pos,4,n 1681 | 国际贸易,12.364072085992241,pos,4,nz 1682 | 房价,12.358376480328237,pos,2,n 1683 | 握笔,12.34818071322235,pos,2,v 1684 | 振臂高呼,12.34818071322235,pos,4,i 1685 | 上油,12.34818071322235,pos,2,f 1686 | 一方水土养一方人,12.34818071322235,pos,8,l 1687 | 三观,12.348180713222348,pos,2,nz 1688 | 较高,12.336935956054727,pos,2,d 1689 | 严防,12.33402661891249,pos,2,v 1690 | 场外,12.334026618912487,pos,2,s 1691 | 更是,12.333020906051345,pos,2,d 1692 | 具有,12.330542261058264,pos,2,v 1693 | 频次,12.330509686895294,pos,2,d 1694 | 迷茫,12.328002831284723,pos,2,z 1695 | 疑惑,12.32800283128472,pos,2,v 1696 | 春天,12.314912831844277,pos,2,t 1697 | 间,12.295353082409042,pos,1,f 1698 | 围巾,12.280697116506364,pos,2,n 1699 | 无缝,12.275535411390587,pos,2,n 1700 | 突击,12.275132929858922,pos,2,vn 1701 | 繁殖,12.272149596551202,pos,2,v 1702 | 东风,12.26910914223115,pos,2,n 1703 | 古镇,12.26071787197201,pos,2,ns 1704 | 获得,12.258583200886346,pos,2,v 1705 | 陕西,12.257613503393323,pos,2,ns 1706 | 无限,12.257613503393323,pos,2,v 1707 | 岁时,12.250000319283448,pos,2,t 1708 | 降准,12.250000319283448,pos,2,v 1709 | 单位,12.245034053702796,pos,2,n 1710 | 严厉,12.240917214521009,pos,2,ad 1711 | 不利,12.24053999003438,pos,2,a 1712 | 产量,12.231141292032133,pos,2,n 1713 | 步行,12.231141292032133,pos,2,n 1714 | 年份,12.231141292032133,pos,2,n 1715 | 呦,12.231141292032133,pos,1,e 1716 | 董,12.221803427452798,pos,1,nr 1717 | 提,12.2178199135343,pos,1,v 1718 | 未能,12.205146083499187,pos,2,v 1719 | 重点,12.204324219182345,pos,2,n 1720 | 长远规划,12.194147084549929,pos,4,l 1721 | 调节作用,12.194147084549929,pos,4,n 1722 | 红火,12.194147084549929,pos,2,n 1723 | 吸附剂,12.194147084549929,pos,3,nz 1724 | 水土,12.194147084549929,pos,2,n 1725 | 草场,12.194147084549929,pos,2,n 1726 | 西藏高原,12.194147084549929,pos,4,ns 1727 | 技术难题,12.194147084549929,pos,4,n 1728 | 美国进口,12.194147084549929,pos,4,ns 1729 | 中青年,12.194147084549929,pos,3,j 1730 | 和永宁,12.194147084549929,pos,3,nr 1731 | 脱颖而出,12.194147084549929,pos,4,i 1732 | 变量,12.194147084549929,pos,2,vn 1733 | 河势,12.194147084549929,pos,2,n 1734 | 脉冲星,12.194147084549929,pos,3,n 1735 | 光年,12.194147084549929,pos,2,n 1736 | 招用,12.194147084549929,pos,2,v 1737 | 科技人才,12.194147084549929,pos,4,n 1738 | ESP,12.194147084549929,pos,3,eng 1739 | 眼睛,12.191106630229879,pos,2,n 1740 | 柴油机,12.182023525467441,pos,3,n 1741 | 严实,12.182023525467441,pos,2,ad 1742 | 压茬,12.182023525467441,pos,2,n 1743 | 亲生,12.182023525467441,pos,2,n 1744 | 政治责任,12.175999737839671,pos,4,n 1745 | 摄影师,12.170273126812713,pos,3,n 1746 | 补齐,12.154520010429218,pos,2,v 1747 | 狗,12.151414099561398,pos,1,n 1748 | 富有,12.151414099561398,pos,2,v 1749 | 留恋,12.151414099561396,pos,2,v 1750 | 焚烧,12.133113924986493,pos,2,v 1751 | 通胀,12.131605618481215,pos,2,j 1752 | 阳台,12.128694023061314,pos,2,n 1753 | 日子,12.128330486448355,pos,2,n 1754 | 议案,12.118549465655773,pos,2,n 1755 | 作用,12.118284560653793,pos,2,v 1756 | 废物,12.110427426246048,pos,2,n 1757 | 新,12.10837671192937,pos,1,a 1758 | 刘女士,12.105610409948273,pos,3,nr 1759 | 洗衣机,12.105610409948273,pos,3,n 1760 | 简陋,12.105610409948273,pos,2,a 1761 | 见证,12.105610409948273,pos,2,v 1762 | 草,12.105610409948273,pos,1,n 1763 | 重大意义,12.105610409948271,pos,4,ns 1764 | 种树,12.105610409948271,pos,2,n 1765 | 拉长,12.105610409948271,pos,2,v 1766 | 讲究,12.100253199778765,pos,2,vn 1767 | 积聚,12.088536896589332,pos,2,v 1768 | 电子商务,12.088536896589332,pos,4,n 1769 | 海沧,12.088536896589332,pos,2,ns 1770 | 金融业,12.080075317841136,pos,3,n 1771 | 保有,12.080075317841136,pos,2,v 1772 | 一段话,12.080075317841136,pos,3,l 1773 | 防治,12.070272400440519,pos,2,v 1774 | 峰值,12.0674752810615,pos,2,n 1775 | 充分发挥,12.064968425450926,pos,4,n 1776 | 朗,12.056643560799994,pos,1,nr 1777 | 副本,12.05649264338358,pos,2,n 1778 | 快攻,12.054984336878306,pos,2,vn 1779 | 很小,12.054984336878302,pos,2,a 1780 | 好奇,12.051878426010482,pos,2,a 1781 | 过度,12.046716720894704,pos,2,n 1782 | 难免,12.046716720894702,pos,2,d 1783 | 优异,12.026252618334988,pos,2,a 1784 | 车友,12.026252618334988,pos,2,n 1785 | 事半功倍,12.026252618334988,pos,4,l 1786 | 注定,12.026252618334986,pos,2,v 1787 | 放松,12.021181628787566,pos,2,v 1788 | 空间布局,12.012098524025125,pos,4,n 1789 | 爱,11.998730136040091,pos,1,v 1790 | 权益,11.990133192528338,pos,2,n 1791 | 环境监测,11.977778672828927,pos,4,n 1792 | Hardeep,11.974365876670019,pos,7,eng 1793 | 便利,11.974365876670019,pos,2,a 1794 | 独立性,11.974365876670019,pos,3,n 1795 | 时长,11.974365876670019,pos,2,n 1796 | 关税,11.974365876670019,pos,2,n 1797 | 准入,11.966294834412002,pos,2,v 1798 | 价值观,11.958769021619004,pos,3,n 1799 | 善待,11.958769021619004,pos,2,v 1800 | 守信,11.958769021619002,pos,2,v 1801 | 黄姜,11.958769021619002,pos,2,nr 1802 | 热气腾腾,11.958769021619002,pos,4,z 1803 | 重见天日,11.958769021619002,pos,4,i 1804 | 不厌其烦,11.958769021619002,pos,4,i 1805 | 沁入,11.958769021619002,pos,2,v 1806 | 蜗居,11.958769021619002,pos,2,n 1807 | 心田,11.958769021619002,pos,2,n 1808 | 久违,11.958769021619002,pos,2,v 1809 | 携,11.958769021619002,pos,1,v 1810 | 咖啡屋,11.958769021619002,pos,3,n 1811 | 相当于,11.958769021619,pos,3,v 1812 | 她们,11.951033372839397,pos,2,r 1813 | 支出,11.946219571106342,pos,2,v 1814 | 太晚,11.93568540850596,pos,2,nz 1815 | 终点,11.933143213943508,pos,2,d 1816 | 变差,11.931112678716135,pos,2,n 1817 | 铺场,11.931112678716133,pos,2,n 1818 | 对抗,11.928072224396084,pos,2,v 1819 | 研发,11.921044938944416,pos,2,j 1820 | 民,11.918989119633647,pos,1,ng 1821 | 圆满完成,11.918989119633645,pos,4,l 1822 | 产污,11.918989119633645,pos,2,n 1823 | 堆场,11.918989119633645,pos,2,n 1824 | 咖啡,11.914374902260548,pos,2,n 1825 | 可能性,11.912965332005875,pos,3,n 1826 | 山水,11.906301601724866,pos,2,ns 1827 | 床,11.894638684199284,pos,1,n 1828 | 灵魂,11.894638684199284,pos,2,n 1829 | 塑造,11.888749094585052,pos,2,v 1830 | 阴险,11.883217988611824,pos,2,n 1831 | 变异,11.872218989662567,pos,2,n 1832 | 加速度,11.872218989662567,pos,3,n 1833 | 基础科学,11.872218989662567,pos,4,l 1834 | 超级,11.868571212647424,pos,2,b 1835 | 小女孩,11.868571212647423,pos,3,n 1836 | 添加剂,11.868571212647423,pos,3,n 1837 | 预防,11.85407164295231,pos,2,v 1838 | 区块,11.85407164295231,pos,2,n 1839 | 久久,11.843291804199067,pos,2,d 1840 | 辽宁省,11.836862352920082,pos,3,ns 1841 | 动力,11.825502490755538,pos,2,n 1842 | 三者,11.825502490755536,pos,2,n 1843 | 迷人,11.821265497869067,pos,2,n 1844 | 总经理,11.817040912007341,pos,3,n 1845 | 肥,11.804440875227707,pos,1,n 1846 | 站位,11.797488114585942,pos,2,n 1847 | 开办,11.795597708059654,pos,2,v 1848 | 增量,11.790568700646151,pos,2,n 1849 | 雨山,11.790568700646151,pos,2,nr 1850 | 昂贵,11.789706102688678,pos,2,a 1851 | 场内,11.789706102688678,pos,2,s 1852 | 梦幻,11.783682315060911,pos,2,n 1853 | 沙化,11.779109585271087,pos,2,n 1854 | 带有,11.772732015500367,pos,2,v 1855 | 年纪,11.772732015500367,pos,2,t 1856 | 发送,11.763218212501192,pos,2,v 1857 | 慧眼,11.763218212501192,pos,2,nr 1858 | 写字,11.763218212501192,pos,2,n 1859 | 纷扰,11.763218212501192,pos,2,v 1860 | 别怕,11.763218212501192,pos,2,c 1861 | 交通,11.759835573106542,pos,2,n 1862 | 舒适,11.758236034246293,pos,2,a 1863 | 污,11.758147222953772,pos,1,vn 1864 | 进而,11.751973455333573,pos,2,c 1865 | 夏季,11.749734983137571,pos,2,t 1866 | 行道树,11.749064118191333,pos,3,n 1867 | 财政,11.72864095150295,pos,2,n 1868 | 生产总值,11.716568119202373,pos,4,n 1869 | 凡事,11.716568119202373,pos,2,n 1870 | 坚定信心,11.708720257379685,pos,4,i 1871 | 冒,11.704324523447625,pos,1,v 1872 | 手套,11.695734615785208,pos,2,n 1873 | 洁净,11.692721377248006,pos,2,z 1874 | 木业,11.69057291066943,pos,2,n 1875 | 商铺,11.69057291066943,pos,2,n 1876 | 明码标价,11.69057291066943,pos,4,n 1877 | 持有,11.682315809994128,pos,2,v 1878 | 故,11.679573911720173,pos,1,n 1879 | 送到,11.678661102426268,pos,2,v 1880 | 想要,11.675091483226215,pos,2,v 1881 | 抗霾,11.670108808109712,pos,2,n 1882 | 继续加强,11.665037818562292,pos,4,n 1883 | 解决,11.659029728380668,pos,2,v 1884 | 沙漠,11.646178791310977,pos,2,n 1885 | 水军,11.646178791310975,pos,2,n 1886 | 责,11.638881200440911,pos,1,n 1887 | 窗外,11.63684092673164,pos,2,s 1888 | 吃力,11.63684092673164,pos,2,n 1889 | 相伴,11.63684092673164,pos,2,v 1890 | 各级,11.625499064411855,pos,2,r 1891 | 憧憬,11.611215119056142,pos,2,v 1892 | 高校,11.609184583828773,pos,2,n 1893 | 金毛,11.609184583828771,pos,2,n 1894 | 妨碍,11.609184583828771,pos,2,v 1895 | 骄傲,11.609184583828771,pos,2,a 1896 | 长不大,11.609184583828771,pos,3,l 1897 | 这,11.604725672699196,pos,1,r 1898 | ing,11.603110069419088,pos,3,eng 1899 | 染剂,11.597061024746283,pos,2,n 1900 | 相悖,11.597061024746283,pos,2,v 1901 | 船只,11.597061024746283,pos,2,n 1902 | 代建,11.597061024746283,pos,2,nr 1903 | 刨花板,11.597061024746283,pos,3,n 1904 | 财政赤字,11.597061024746283,pos,4,n 1905 | 音像,11.597061024746283,pos,2,n 1906 | 盗版,11.597061024746283,pos,2,v 1907 | 应予,11.597061024746283,pos,2,v 1908 | 建筑施工,11.597061024746283,pos,4,n 1909 | 预决算,11.597061024746283,pos,3,v 1910 | 层层落实,11.597061024746283,pos,4,z 1911 | 界限,11.597061024746283,pos,2,n 1912 | 确保安全,11.597061024746283,pos,4,ns 1913 | 事件处理,11.597061024746283,pos,4,l 1914 | 严谨,11.597061024746283,pos,2,a 1915 | 工序,11.597061024746283,pos,2,n 1916 | 技术标准,11.597061024746283,pos,4,n 1917 | 砖瓦窑,11.597061024746283,pos,3,nz 1918 | 领证,11.597061024746283,pos,2,n 1919 | 节能降耗,11.597061024746283,pos,4,n 1920 | 全程,11.593293211058882,pos,2,n 1921 | 思考,11.591037237118513,pos,2,v 1922 | 终于,11.591037237118512,pos,2,d 1923 | 库存,11.58204845389126,pos,2,n 1924 | 夜晚,11.580257398365271,pos,2,t 1925 | 中药,11.579064595452438,pos,2,n 1926 | 下去,11.579064595452436,pos,2,t 1927 | 反而,11.556391094311623,pos,2,c 1928 | 机械,11.555413327387791,pos,2,n 1929 | 优先,11.553215771683547,pos,2,vn 1930 | 生物科技,11.549560601142355,pos,4,n 1931 | 首选,11.54373152234016,pos,2,v 1932 | 二次污染,11.542070387970238,pos,4,nz 1933 | 穿衣,11.532143548064946,pos,2,n 1934 | 王子,11.520647909227117,pos,2,nr 1935 | 两院,11.51607517943729,pos,2,j 1936 | 成人,11.51493425803272,pos,2,n 1937 | 充足,11.499337402981704,pos,2,a 1938 | 出来,11.498679432140172,pos,2,v 1939 | 天气,11.487127051773768,pos,2,n 1940 | 金融机构,11.477781259615254,pos,4,n 1941 | 发声,11.47334219444876,pos,2,v 1942 | 出货,11.471865536140838,pos,2,v 1943 | 根本,11.46777798924362,pos,2,a 1944 | 持证,11.459557500996349,pos,2,v 1945 | 趋严,11.457181490383725,pos,2,n 1946 | 此,11.4565175718074,pos,1,zg 1947 | 暴力,11.45353371336858,pos,2,n 1948 | 减弱,11.453533713368577,pos,2,v 1949 | 并非,11.442645397225846,pos,2,c 1950 | 销售额,11.442645397225844,pos,3,n 1951 | 尽可能,11.438312976429808,pos,3,d 1952 | 青春,11.427998621261443,pos,2,ns 1953 | 公司业绩,11.421112235676203,pos,4,n 1954 | 高新,11.416539505886378,pos,2,d 1955 | 雷射,11.416539505886378,pos,2,nr 1956 | 四川省,11.410464991476696,pos,3,ns 1957 | 外贸,11.410464991476694,pos,2,n 1958 | 基本农田,11.404415946803889,pos,4,n 1959 | 事业性,11.404415946803889,pos,3,n 1960 | 拍,11.40283724347508,pos,1,v 1961 | 公告,11.399085929346203,pos,2,n 1962 | 夜间,11.390565434038988,pos,2,t 1963 | 嘈杂,11.389403375948863,pos,2,a 1964 | 胜诉,11.389403375948861,pos,2,vn 1965 | 钢材,11.389403375948861,pos,2,n 1966 | 上游,11.386792162492325,pos,2,f 1967 | 低谷,11.386792162492323,pos,2,n 1968 | 建房,11.374668603409836,pos,2,n 1969 | 好玩,11.373806520897848,pos,2,v 1970 | 严重威胁,11.373806520897848,pos,4,n 1971 | 相爱,11.373806520897844,pos,2,v 1972 | 煤化,11.373806520897844,pos,2,n 1973 | 夸奖,11.373806520897844,pos,2,v 1974 | 最南端,11.373806520897844,pos,3,f 1975 | 勐腊,11.373806520897844,pos,2,ns 1976 | 泡菜,11.373806520897844,pos,2,n 1977 | 没吃过,11.373806520897844,pos,3,l 1978 | 手指,11.373806520897844,pos,2,n 1979 | 轻触,11.373806520897844,pos,2,v 1980 | 如何,11.371942685262914,pos,2,r 1981 | 根基,11.368644815782067,pos,2,n 1982 | 工作思路,11.368644815782067,pos,4,n 1983 | 城事,11.34818071322235,pos,2,n 1984 | 敏锐,11.34818071322235,pos,2,a 1985 | 开放型,11.346150177994978,pos,3,nz 1986 | 卡组,11.346150177994978,pos,2,n 1987 | 宝宝,11.344303165588807,pos,2,nr 1988 | 排污,11.34389625461502,pos,2,v 1989 | 增长速度,11.338056495948642,pos,4,n 1990 | 泰州市,11.334026618912489,pos,3,ns 1991 | 致癌物,11.334026618912487,pos,3,n 1992 | 网式,11.334026618912487,pos,2,n 1993 | 要件,11.334026618912487,pos,2,n 1994 | 永远,11.322289180090326,pos,2,d 1995 | 氮,11.31967796663379,pos,1,n 1996 | 滤芯,11.319262981720561,pos,2,nz 1997 | 扬尘,11.316953105553548,pos,2,vg 1998 | 五大,11.312061287415698,pos,2,j 1999 | 契约,11.307554407551299,pos,2,ns 2000 | 跨境,11.294987774056759,pos,2,n 2001 | 志愿者,11.288917623311331,pos,3,n 2002 | 不利于,11.28725648894141,pos,3,v 2003 | 国务院令,11.283608711926268,pos,4,n 2004 | 央行,11.283608711926266,pos,2,j 2005 | 热带雨林,11.280697116506364,pos,4,n 2006 | 税款,11.277791385330952,pos,2,n 2007 | 用途,11.275132929858922,pos,2,n 2008 | 严控,11.275132929858922,pos,2,v 2009 | 今年冬天,11.273926158528926,pos,4,t 2010 | 养殖,11.269109142231152,pos,2,vn 2011 | 模型,11.26071787197201,pos,2,n 2012 | 院子,11.25832930347791,pos,2,n 2013 | 人与自然,11.257613503393323,pos,4,i 2014 | 立足,11.257613503393323,pos,2,d 2015 | 电线电缆,11.257613503393321,pos,4,n 2016 | 个股,11.25000031928345,pos,2,n 2017 | 纷纷,11.25000031928345,pos,2,d 2018 | 理财,11.250000319283448,pos,2,v 2019 | 保护环境,11.245262400276783,pos,4,n 2020 | 全域,11.243424070131582,pos,2,n 2021 | 兴奋,11.242561987619593,pos,2,v 2022 | 城市群,11.240539990034382,pos,3,n 2023 | 版本,11.239950774163054,pos,2,n 2024 | 狠抓,11.231141292032133,pos,2,v 2025 | 明亮,11.221803427452796,pos,2,a 2026 | 规范性,11.212525613864784,pos,3,n 2027 | 销售,11.206703419199355,pos,2,vn 2028 | 系统安全,11.194147084549929,pos,4,nz 2029 | 日趋,11.194147084549929,pos,2,d 2030 | 平衡点,11.194147084549929,pos,3,n 2031 | 雨林,11.194147084549929,pos,2,nr 2032 | 眼红,11.194147084549929,pos,2,n 2033 | 制动,11.194147084549929,pos,2,v 2034 | 治疆,11.194147084549929,pos,2,ns 2035 | 压线,11.194147084549929,pos,2,n 2036 | FDA,11.194147084549929,pos,3,eng 2037 | 调入,11.194147084549929,pos,2,v 2038 | 逸,11.194147084549929,pos,1,zg 2039 | 抚育,11.194147084549929,pos,2,v 2040 | 才华,11.194147084549929,pos,2,nr 2041 | 南四湖,11.194147084549929,pos,3,nr 2042 | 速递,11.194147084549929,pos,2,v 2043 | 手,11.19110663022988,pos,1,n 2044 | 当班,11.182023525467441,pos,2,v 2045 | 配套改革,11.182023525467441,pos,4,n 2046 | 打死,11.178255711780038,pos,2,v 2047 | 题材,11.153631924811215,pos,2,n 2048 | 抗菌,11.151414099561398,pos,2,n 2049 | 知识产权,11.146895302063838,pos,4,n 2050 | 量,11.141353595032777,pos,1,n 2051 | 好吃,11.135984058991792,pos,2,v 2052 | 慢慢,11.131605618481215,pos,2,d 2053 | 线,11.12898491832208,pos,1,n 2054 | 术,11.12375775665853,pos,1,v 2055 | 高标准,11.11383091675324,pos,3,n 2056 | 论证,11.111634197576041,pos,2,n 2057 | 严密,11.11163419757604,pos,2,a 2058 | 比高,11.11163419757604,pos,2,v 2059 | 吸烟,11.111141515921501,pos,2,v 2060 | 风暴,11.110772115064051,pos,2,n 2061 | 水土流失,11.10668424329959,pos,4,i 2062 | L,11.105610409948273,pos,1,x 2063 | 运作,11.105610409948273,pos,2,vn 2064 | 全面完成,11.105610409948273,pos,4,l 2065 | 生日快乐,11.105610409948273,pos,4,l 2066 | 疫苗,11.105610409948273,pos,2,n 2067 | 指示精神,11.105610409948271,pos,4,n 2068 | 人口,11.099896758753877,pos,2,n 2069 | 停工,11.0945606842171,pos,2,v 2070 | 责问,11.0945606842171,pos,2,n 2071 | 才,11.090762903797001,pos,1,d 2072 | 潜力,11.08853689658933,pos,2,n 2073 | 着力,11.084690416780516,pos,2,n 2074 | 相应,11.080075317841136,pos,2,v 2075 | 提起,11.078201687654559,pos,2,v 2076 | 围,11.077053965865897,pos,1,v 2077 | 值班,11.066546308047503,pos,2,v 2078 | 冬日,11.047305696220658,pos,2,t 2079 | 较强,11.038496214089735,pos,2,d 2080 | 汉斯,11.024222083107617,pos,2,nz 2081 | 依法,11.023649386696563,pos,2,n 2082 | 四中全会,11.012098524025125,pos,4,j 2083 | 孤独,11.007678622099949,pos,2,a 2084 | 水污染,10.994102094731282,pos,3,b 2085 | 红线,10.99133996385833,pos,2,n 2086 | 普遍存在,10.990133192528337,pos,4,i 2087 | 从严治党,10.990133192528337,pos,4,nr 2088 | 不仅,10.987985532050002,pos,2,c 2089 | 施行,10.980539644290221,pos,2,v 2090 | 正式,10.979274677053644,pos,2,ad 2091 | 收敛,10.974365876670019,pos,2,v 2092 | 决定性,10.971754663213481,pos,3,n 2093 | 大步,10.971754663213481,pos,2,d 2094 | 凤凰,10.96902980213324,pos,2,nr 2095 | 履职,10.96902980213324,pos,2,v 2096 | 岛,10.96902980213324,pos,1,n 2097 | 光明,10.958769021619004,pos,2,n 2098 | 怀抱,10.958769021619002,pos,2,v 2099 | 按键,10.958769021619002,pos,2,n 2100 | 榜首,10.958769021619002,pos,2,n 2101 | 实际困难,10.958769021619002,pos,4,n 2102 | 姨妈,10.958769021619002,pos,2,n 2103 | 转弯,10.958769021619002,pos,2,v 2104 | 脱离,10.95586329044359,pos,2,v 2105 | 培育,10.947181047343788,pos,2,vn 2106 | 融合,10.946219571106344,pos,2,vn 2107 | 技能,10.944618533275968,pos,2,n 2108 | 起死回生,10.935685408505961,pos,4,i 2109 | 久,10.931112678716136,pos,1,a 2110 | 出,10.926545794613101,pos,1,v 2111 | 蓝,10.926347543926623,pos,1,nr 2112 | 依次,10.918989119633645,pos,2,d 2113 | 开花,10.914374902260548,pos,2,n 2114 | 全民,10.912965332005879,pos,2,n 2115 | 较大,10.90760812183637,pos,2,a 2116 | 采用,10.906179098617732,pos,2,v 2117 | 淘汰,10.887430239898741,pos,2,v 2118 | 食物,10.884975586848562,pos,2,n 2119 | 新疆维吾尔自治区,10.883217988611825,pos,8,ns 2120 | 生命周期,10.883217988611825,pos,4,n 2121 | 唯有,10.883217988611825,pos,2,b 2122 | 矿业权,10.880853990746873,pos,3,n 2123 | 头上,10.872218989662567,pos,2,s 2124 | 向前,10.872218989662567,pos,2,t 2125 | 达标,10.872218989662567,pos,2,v 2126 | 结,10.872218989662567,pos,1,n 2127 | 人会,10.872218989662565,pos,2,n 2128 | 健康成长,10.871306180368663,pos,4,nz 2129 | 将,10.868827358837095,pos,1,d 2130 | 依法查处,10.86009543058008,pos,4,l 2131 | 施肥,10.86009543058008,pos,2,v 2132 | 严明,10.86009543058008,pos,2,a 2133 | 重视,10.859245100274972,pos,2,v 2134 | 金钱,10.857682896504688,pos,2,n 2135 | 土壤污染,10.846876141548105,pos,4,i 2136 | 涉企,10.843291804199067,pos,2,n 2137 | 气流,10.843291804199065,pos,2,n 2138 | 青藏高原,10.825502490755538,pos,4,ns 2139 | 样子,10.820208191086024,pos,2,n 2140 | pm2,10.819453446082733,pos,3,eng 2141 | 泄露,10.819453446082733,pos,2,v 2142 | 大致,10.815635461296198,pos,2,d 2143 | 不至于,10.815635461296198,pos,3,c 2144 | 过程,10.813238423446645,pos,2,n 2145 | 积极探索,10.804440875227707,pos,4,n 2146 | 角色,10.797983630661872,pos,2,n 2147 | 见,10.797488114585942,pos,1,v 2148 | 合法,10.78970610268868,pos,2,n 2149 | 大海,10.78884402017669,pos,2,ns 2150 | 把握,10.787263686467846,pos,2,v 2151 | 排头兵,10.78368231506091,pos,3,n 2152 | 馆,10.78368231506091,pos,1,ng 2153 | 说明,10.77546180825594,pos,2,v 2154 | 相信,10.773413979607085,pos,2,v 2155 | 硬化,10.766986026188595,pos,2,n 2156 | 医生,10.76660880170197,pos,2,n 2157 | 冲刺,10.763218212501192,pos,2,vn 2158 | 长期性,10.763218212501192,pos,3,n 2159 | 雨,10.747499978754266,pos,1,n 2160 | 刺激,10.736376600282554,pos,2,v 2161 | 没有,10.73037305069764,pos,2,v 2162 | 深圳,10.727098786694542,pos,2,ns 2163 | 按时,10.726438363226434,pos,2,d 2164 | 奖惩,10.722591906830145,pos,2,n 2165 | 责任制,10.722591906830145,pos,3,n 2166 | 年末,10.720215896217516,pos,2,t 2167 | 么,10.715912497722837,pos,1,y 2168 | 填海,10.711232044665595,pos,2,v 2169 | 海鲜,10.704324523447625,pos,2,ns 2170 | 销号,10.690170429137764,pos,2,n 2171 | 监测技术,10.690170429137764,pos,4,n 2172 | 古代,10.684146641509995,pos,2,t 2173 | 若干意见,10.679523184938256,pos,4,i 2174 | 想法,10.673499397310488,pos,2,v 2175 | 路线,10.67106160619006,pos,2,n 2176 | 坏,10.668205097640975,pos,1,a 2177 | 最佳,10.665987272391154,pos,2,z 2178 | 手续,10.665037818562293,pos,2,v 2179 | 详查,10.665037818562292,pos,2,v 2180 | 营养,10.664510614083234,pos,2,n 2181 | 汇率,10.652437781782657,pos,2,n 2182 | 免于,10.652437781782657,pos,2,v 2183 | 适时,10.652437781782655,pos,2,ad 2184 | 近年来,10.651496892634315,pos,3,t 2185 | 掌握,10.647740995081257,pos,2,v 2186 | 中脉,10.647740995081257,pos,2,ns 2187 | 湖北,10.646178791310977,pos,2,ns 2188 | 全过程,10.64597062522723,pos,3,n 2189 | 做到,10.637459059234036,pos,2,v 2190 | 光芒,10.63684092673164,pos,2,n 2191 | 周二,10.63684092673164,pos,2,t 2192 | 很足,10.63684092673164,pos,2,a 2193 | 征服,10.63684092673164,pos,2,v 2194 | 至上,10.63684092673164,pos,2,d 2195 | 思路,10.633935195556226,pos,2,n 2196 | 链条,10.625714688751257,pos,2,n 2197 | 看起来,10.613757313618597,pos,3,v 2198 | 明珠,10.609184583828771,pos,2,nr 2199 | 打滑,10.609184583828771,pos,2,v 2200 | 卓,10.609184583828771,pos,1,nr 2201 | 居民消费,10.609184583828771,pos,4,n 2202 | 出水,10.609184583828771,pos,2,v 2203 | 减慢,10.609184583828771,pos,2,v 2204 | 转贷,10.609184583828771,pos,2,v 2205 | 妻子,10.606144129508722,pos,2,n 2206 | 冰箱,10.60311006941909,pos,2,n 2207 | 水电,10.60311006941909,pos,2,n 2208 | 浏阳市,10.60311006941909,pos,3,ns 2209 | 坚定不移,10.60311006941909,pos,4,i 2210 | 泥,10.597061024746285,pos,1,n 2211 | 期权,10.597061024746283,pos,2,n 2212 | 细心,10.597061024746283,pos,2,n 2213 | 低点,10.597061024746283,pos,2,n 2214 | 超长,10.597061024746283,pos,2,v 2215 | 一丝不苟,10.597061024746283,pos,4,i 2216 | 火点,10.597061024746283,pos,2,n 2217 | 凛冽,10.597061024746283,pos,2,a 2218 | 优惠条件,10.597061024746283,pos,4,n 2219 | PlayStation,10.597061024746283,pos,11,eng 2220 | 严肃查处,10.597061024746283,pos,4,nr 2221 | 柜员,10.597061024746283,pos,2,n 2222 | 严防死守,10.597061024746283,pos,4,i 2223 | 分明,10.597061024746283,pos,2,v 2224 | 质量标准,10.597061024746283,pos,4,n 2225 | 编写,10.597061024746283,pos,2,v 2226 | 干部带头,10.597061024746283,pos,4,n 2227 | 协同工作,10.597061024746283,pos,4,n 2228 | 请,10.59223998420017,pos,1,v 2229 | 指责,10.573115329121253,pos,2,v 2230 | 旅游,10.57311532912125,pos,2,vn 2231 | 得不到,10.569656219642136,pos,3,v 2232 | 变更,10.568373516994182,pos,2,v 2233 | 市场监管,10.561289893724462,pos,4,n 2234 | 信心,10.56128989372446,pos,2,n 2235 | 耕地,10.555240849051655,pos,2,n 2236 | 研究,10.552216741036244,pos,2,vn 2237 | 工地,10.549755309967928,pos,2,n 2238 | 较好,10.549560601142355,pos,2,d 2239 | 购物,10.547614956827388,pos,2,n 2240 | 追,10.546434951676314,pos,1,v 2241 | 农药,10.532930687326566,pos,2,n 2242 | 较差,10.531182071827502,pos,2,a 2243 | 铁,10.520647909227117,pos,1,n 2244 | 上海,10.517098657291015,pos,2,ns 2245 | 药物,10.51607517943729,pos,2,n 2246 | 场合,10.514934258032723,pos,2,n 2247 | 外套,10.514934258032723,pos,2,n 2248 | 危化品,10.509598183495944,pos,3,n 2249 | 重工业,10.509598183495944,pos,3,n 2250 | 认真落实,10.503574395868174,pos,4,z 2251 | 移动,10.503574395868172,pos,2,vn 2252 | 王,10.502945907493658,pos,1,nr 2253 | 文字,10.5001838066674,pos,2,n 2254 | 影片,10.499337402981704,pos,2,n 2255 | 秋冬季,10.497525351195367,pos,3,t 2256 | 遵循,10.497525351195367,pos,2,v 2257 | 共生,10.468180489332983,pos,2,n 2258 | 工业化,10.461754220173548,pos,3,vn 2259 | 蓝图,10.459557500996349,pos,2,nr 2260 | 上岗,10.459557500996349,pos,2,ns 2261 | 错过,10.45626868108982,pos,2,v 2262 | 问责,10.45410307090424,pos,2,n 2263 | 转向,10.453533713368579,pos,2,v 2264 | 顺应,10.442645397225844,pos,2,v 2265 | 依,10.436596352553037,pos,1,d 2266 | 新型,10.42780688825021,pos,2,b 2267 | 成员,10.42271612137879,pos,2,n 2268 | 空气污染,10.418245862659031,pos,4,i 2269 | 过敏,10.416539505886378,pos,2,nr 2270 | 优化,10.416428213820435,pos,2,vn 2271 | 气象局,10.410464991476694,pos,3,n 2272 | 会商,10.410464991476694,pos,2,n 2273 | 面临,10.401899054882533,pos,2,v 2274 | 升级,10.398560393686353,pos,2,vn 2275 | 我家,10.39464002431501,pos,2,r 2276 | 雄安,10.389403375948863,pos,2,a 2277 | 群体,10.386792162492323,pos,2,n 2278 | 主,10.380717648082642,pos,1,b 2279 | 所得,10.374668603409836,pos,2,v 2280 | 水泥,10.374668603409836,pos,2,n 2281 | 主导,10.373806520897846,pos,2,b 2282 | 食材,10.373806520897846,pos,2,n 2283 | 天翔,10.373806520897846,pos,2,nz 2284 | 可乐,10.373806520897844,pos,2,a 2285 | 发烧,10.373806520897844,pos,2,v 2286 | 党和政府,10.373806520897844,pos,4,nt 2287 | 安逸,10.368644815782066,pos,2,nr 2288 | 管理制度,10.362595771109259,pos,4,n 2289 | 周边,10.359656032554811,pos,2,f 2290 | 余额,10.35764581683281,pos,2,n 2291 | 也就是说,10.350722907784805,pos,4,l 2292 | 复杂性,10.34818071322235,pos,3,n 2293 | 雨雪,10.341704272963787,pos,2,n 2294 | 天空,10.33985918897451,pos,2,n 2295 | 当然,10.336935956054724,pos,2,d 2296 | 规,10.33402661891249,pos,1,n 2297 | 机器,10.322645621115214,pos,2,n 2298 | 近些年,10.31967796663379,pos,3,t 2299 | 预告,10.316775575861467,pos,2,v 2300 | 出让,10.307554407551297,pos,2,v 2301 | 煤改,10.301605141220112,pos,2,n 2302 | 显得,10.29825548789067,pos,2,v 2303 | 奠定,10.295804008896573,pos,2,v 2304 | 显,10.283608711926266,pos,1,v 2305 | 国土资源部,10.283608711926266,pos,5,nt 2306 | 绘本,10.275132929858922,pos,2,n 2307 | 特别强调,10.275132929858922,pos,4,n 2308 | 产品品质,10.275132929858922,pos,4,n 2309 | 功效,10.273926158528926,pos,2,n 2310 | 同样,10.26005398394737,pos,2,d 2311 | 你,10.258577906114354,pos,1,r 2312 | 层层,10.249137721325976,pos,2,n 2313 | 称,10.244789463035739,pos,1,v 2314 | 补短,10.240539990034382,pos,2,v 2315 | 强度,10.234789069047274,pos,2,n 2316 | 合计,10.234789069047274,pos,2,vn 2317 | 学科,10.231141292032131,pos,2,n 2318 | 背街,10.218549401492552,pos,2,n 2319 | 二要,10.218549401492552,pos,2,b 2320 | 取暖,10.210215453177582,pos,2,v 2321 | 三级,10.19414708454993,pos,2,b 2322 | 行洪,10.194147084549929,pos,2,vn 2323 | 疏解,10.194147084549929,pos,2,v 2324 | 要不然,10.194147084549929,pos,3,c 2325 | 划入,10.194147084549929,pos,2,v 2326 | iPhone,10.194147084549929,pos,6,eng 2327 | 充分体现,10.194147084549929,pos,4,v 2328 | 表彰大会,10.194147084549929,pos,4,n 2329 | 经常性,10.194147084549929,pos,3,n 2330 | 部手机,10.194147084549929,pos,3,n 2331 | 蓝鲸,10.194147084549929,pos,2,nr 2332 | iOS,10.194147084549929,pos,3,eng 2333 | 成长期,10.194147084549929,pos,3,n 2334 | 朝向,10.194147084549929,pos,2,n 2335 | 全力,10.18776951477921,pos,2,n 2336 | 起来,10.183344588452838,pos,2,v 2337 | 出厂,10.182023525467441,pos,2,n 2338 | 收运,10.182023525467441,pos,2,n 2339 | 事前,10.182023525467441,pos,2,t 2340 | 包装,10.180515218962162,pos,2,v 2341 | 从事,10.180341285024898,pos,2,v 2342 | 碱性,10.167010954612415,pos,2,n 2343 | 考量,10.167010954612415,pos,2,n 2344 | 着手,10.167010954612415,pos,2,v 2345 | 冬季,10.161580677926707,pos,2,t 2346 | 批评,10.158077829842409,pos,2,v 2347 | 频繁,10.154618720363292,pos,2,a 2348 | 行车,10.154618720363292,pos,2,n 2349 | 气化,10.151414099561396,pos,2,n 2350 | 这般,10.151414099561396,pos,2,r 2351 | 懂得,10.151414099561396,pos,2,v 2352 | 远远,10.137629406108985,pos,2,d 2353 | 培训,10.133063622689079,pos,2,vn 2354 | 县,10.13035707228396,pos,1,zg 2355 | 固定,10.122267753901882,pos,2,a 2356 | 感染,10.118549465655772,pos,2,v 2357 | 社会各界,10.105610409948273,pos,4,l 2358 | 外卖,10.105610409948273,pos,2,v 2359 | 科学技术,10.105610409948273,pos,4,n 2360 | 现实,10.091053591585824,pos,2,n 2361 | 强力,10.069814021881413,pos,2,n 2362 | 一次性,10.061008124506072,pos,3,d 2363 | 评审,10.061008124506072,pos,2,vn 2364 | 愿望,10.051878426010482,pos,2,v 2365 | 碳,10.046716720894704,pos,1,n 2366 | 流感,10.046716720894704,pos,2,n 2367 | 资本,10.031851371330779,pos,2,n 2368 | 警惕,10.026252618334988,pos,2,v 2369 | 星球,10.026252618334988,pos,2,n 2370 | 优劣,10.026252618334988,pos,2,a 2371 | 家庭教育,10.026252618334988,pos,4,l 2372 | 动员,10.024222083107617,pos,2,n 2373 | 近视,10.024222083107617,pos,2,v 2374 | 员工,10.021181628787566,pos,2,n 2375 | 强烈,10.012501005556791,pos,2,a 2376 | 保护措施,10.012098524025129,pos,4,n 2377 | 区域环境,10.012098524025129,pos,4,n 2378 | 永久,10.012098524025129,pos,2,d 2379 | 兑现,10.012098524025129,pos,2,v 2380 | 行政复议,10.012098524025129,pos,4,n 2381 | 上路,10.012098524025127,pos,2,ns 2382 | 遵照,10.012098524025125,pos,2,v 2383 | 经营户,10.012098524025125,pos,3,n 2384 | 划为,10.012098524025125,pos,2,v 2385 | 迷鹿,10.012098524025125,pos,2,n 2386 | 周边城市,10.012098524025125,pos,4,ns 2387 | 律,10.012098524025125,pos,1,nr 2388 | 要从严,10.012098524025125,pos,3,l 2389 | 每款,10.012098524025125,pos,2,r 2390 | 待机,10.012098524025125,pos,2,n 2391 | 看着,10.004572711232127,pos,2,v 2392 | 民营,10.004572711232127,pos,2,b 2393 | 经济体,9.99410209473128,pos,3,n 2394 | 家电,9.990133192528337,pos,2,j 2395 | 另外,9.990133192528337,pos,2,c 2396 | 新疆生产建设兵团,9.990133192528337,pos,8,nt 2397 | 位居,9.958769021619004,pos,2,v 2398 | 镇村,9.958769021619002,pos,2,ns 2399 | 热量,9.958769021619002,pos,2,n 2400 | 冲洗,9.953204834971558,pos,2,vn 2401 | 防护,9.94910592426828,pos,2,v 2402 | 扬,9.938849541994488,pos,1,vg 2403 | 更新,9.935685408505961,pos,2,d 2404 | 逐渐,9.935685408505957,pos,2,d 2405 | 赚,9.921128590143514,pos,1,v 2406 | 税,9.92083407242464,pos,1,n 2407 | 此外,9.920499004691283,pos,2,c 2408 | 产品质量,9.909005031061023,pos,4,n 2409 | 吐,9.899875332565433,pos,1,v 2410 | 国标,9.89662130660519,pos,2,n 2411 | 歌曲,9.88690303541968,pos,2,n 2412 | 进,9.88690303541968,pos,1,v 2413 | 即可,9.883217988611825,pos,2,d 2414 | 求,9.883217988611825,pos,1,v 2415 | 批示,9.883217988611825,pos,2,v 2416 | 战战兢兢,9.872218989662567,pos,4,i 2417 | 金融危机,9.872218989662567,pos,4,n 2418 | 取出,9.872218989662567,pos,2,v 2419 | 转入,9.872218989662567,pos,2,v 2420 | 用人单位,9.872218989662567,pos,4,n 2421 | 小学,9.872218989662565,pos,2,n 2422 | 脱,9.872218989662565,pos,1,v 2423 | 公平竞争,9.860095430580078,pos,4,l 2424 | 林业,9.860095430580076,pos,2,n 2425 | 责任人,9.858888659250084,pos,3,n 2426 | 室外,9.856327616892674,pos,2,s 2427 | 过滤,9.832690625475928,pos,2,v 2428 | 成,9.831703829923855,pos,1,n 2429 | 治污,9.831526278383306,pos,2,v 2430 | 踩,9.825502490755538,pos,1,zg 2431 | 儿,9.821265497869065,pos,1,n 2432 | 人心,9.821265497869065,pos,2,n 2433 | 工厂,9.819453446082731,pos,2,n 2434 | 告知,9.81278971580172,pos,2,v 2435 | 时间表,9.81278971580172,pos,3,n 2436 | 来临,9.804440875227707,pos,2,v 2437 | 退化,9.801829661771169,pos,2,v 2438 | 储备,9.801829661771169,pos,2,vn 2439 | 已,9.799229451802457,pos,1,d 2440 | 修建,9.789706102688681,pos,2,v 2441 | 顶,9.78970610268868,pos,1,v 2442 | 蚌埠,9.78884402017669,pos,2,ns 2443 | 环卫工人,9.78884402017669,pos,4,n 2444 | 那一刻,9.78884402017669,pos,3,r 2445 | 太冷,9.78884402017669,pos,2,ns 2446 | 记忆里,9.78884402017669,pos,3,n 2447 | 入,9.788844020176688,pos,1,v 2448 | 经济社会,9.788154724874092,pos,4,n 2449 | 树,9.78368231506091,pos,1,v 2450 | 长效,9.779109585271087,pos,2,a 2451 | 想,9.767053506885219,pos,1,v 2452 | 投,9.766608801701969,pos,1,vn 2453 | 季节,9.7623718088155,pos,2,n 2454 | 压抑,9.75713516044935,pos,2,v 2455 | 发达,9.753093995227486,pos,2,v 2456 | 口味,9.753093995227486,pos,2,n 2457 | 传说,9.74805840533019,pos,2,n 2458 | 一致,9.746688107578706,pos,2,d 2459 | 利润,9.746688107578706,pos,2,n 2460 | 商品,9.746688107578706,pos,2,n 2461 | 改善,9.738989889531602,pos,2,v 2462 | 严肃,9.736464081411699,pos,2,a 2463 | 稳,9.734992773946336,pos,1,a 2464 | 生源,9.734715465912632,pos,2,n 2465 | 缴纳,9.729270880577857,pos,2,v 2466 | 依法行政,9.722591906830145,pos,4,n 2467 | 限时,9.722591906830145,pos,2,n 2468 | 加,9.707579335975117,pos,1,v 2469 | 融,9.690170429137764,pos,1,vn 2470 | 倒逼,9.67106160619006,pos,2,v 2471 | 压实,9.67106160619006,pos,2,n 2472 | 流动,9.670585128492915,pos,2,vn 2473 | 源头,9.670108808109712,pos,2,n 2474 | 加速,9.669262404424016,pos,2,v 2475 | 改造,9.665037818562292,pos,2,v 2476 | 民众,9.658094184309718,pos,2,n 2477 | 城镇化,9.655577489313226,pos,3,n 2478 | 身高,9.652437781782655,pos,2,v 2479 | 滨海,9.647740995081257,pos,2,ns 2480 | 攻略,9.646178791310975,pos,2,v 2481 | 太久,9.63684092673164,pos,2,nr 2482 | 天真,9.63684092673164,pos,2,nz 2483 | 午后,9.63684092673164,pos,2,t 2484 | 耀眼,9.63684092673164,pos,2,a 2485 | 残忍,9.63684092673164,pos,2,a 2486 | 自热,9.63684092673164,pos,2,p 2487 | 聪明,9.636840926731638,pos,2,a 2488 | 链接,9.629362465766402,pos,2,n 2489 | 认证,9.62859103982829,pos,2,v 2490 | 空间,9.625598140259864,pos,2,n 2491 | 不得不,9.612994184777273,pos,3,d 2492 | 化学,9.612231459387637,pos,2,n 2493 | 保,9.609184583828775,pos,1,v 2494 | 磷,9.609184583828775,pos,1,n 2495 | 下功夫,9.609184583828773,pos,3,n 2496 | 国服,9.609184583828771,pos,2,n 2497 | 保守,9.609184583828771,pos,2,v 2498 | 交易成本,9.609184583828771,pos,4,n 2499 | 悄然,9.609184583828771,pos,2,d 2500 | 学习,9.607122364422262,pos,2,v 2501 | 国民经济,9.60311006941909,pos,4,n 2502 | 仿佛,9.601217017000918,pos,2,d 2503 | 不折不扣,9.597061024746285,pos,4,i 2504 | 采样,9.597061024746285,pos,2,v 2505 | 力争,9.597061024746285,pos,2,nz 2506 | 依证,9.597061024746283,pos,2,v 2507 | 项目管理,9.597061024746283,pos,4,n 2508 | 查清,9.597061024746283,pos,2,nr 2509 | 传播,9.597061024746283,pos,2,vn 2510 | 庞大,9.597061024746283,pos,2,a 2511 | 统筹安排,9.597061024746283,pos,4,n 2512 | 各个领域,9.597061024746283,pos,4,l 2513 | 施工方,9.597061024746283,pos,3,n 2514 | 纪检,9.597061024746283,pos,2,j 2515 | 保存,9.597061024746282,pos,2,v 2516 | 阳光,9.589535211953283,pos,2,nr 2517 | 好转,9.561878869050416,pos,2,v 2518 | 还,9.559096267660244,pos,1,d 2519 | 爱心,9.556670578047658,pos,2,n 2520 | 心中,9.552776661943165,pos,2,s 2521 | 查,9.550290894775204,pos,1,v 2522 | 走上,9.540825791164746,pos,2,v 2523 | 平安,9.521721742578434,pos,2,a 2524 | 毛东利,9.520647909227117,pos,3,nr 2525 | 防止,9.51733383227555,pos,2,v 2526 | 变动,9.51607517943729,pos,2,vn 2527 | 真,9.510308520802708,pos,1,d 2528 | 症状,9.509648910277859,pos,2,n 2529 | 年龄,9.503951620354803,pos,2,n 2530 | 独特,9.499337402981705,pos,2,a 2531 | 吹,9.499337402981705,pos,1,v 2532 | 冷漠,9.499337402981705,pos,2,n 2533 | 袭击,9.499337402981705,pos,2,v 2534 | 快乐,9.499337402981704,pos,2,a 2535 | 题,9.493707366408836,pos,1,n 2536 | 安全性,9.493707366408836,pos,3,nr 2537 | 门槛,9.459557500996347,pos,2,n 2538 | 管道,9.456268681089819,pos,2,n 2539 | 金融监管,9.450803920613005,pos,4,j 2540 | 督查组,9.445057931301232,pos,3,n 2541 | 证照,9.442645397225844,pos,2,n 2542 | 纲要,9.442645397225844,pos,2,n 2543 | 副厅长,9.442645397225844,pos,3,b 2544 | 避开,9.44129011761383,pos,2,v 2545 | 诉讼,9.432992644496547,pos,2,vn 2546 | 们,9.431726496827027,pos,1,k 2547 | 尽,9.427136023303971,pos,1,v 2548 | 典范,9.427136023303971,pos,2,n 2549 | 小巷,9.427136023303971,pos,2,n 2550 | 实,9.417554416263014,pos,1,n 2551 | 助力,9.412787371025269,pos,2,n 2552 | 房子,9.40517069180718,pos,2,n 2553 | 资料,9.40517069180718,pos,2,n 2554 | 尘,9.395427163576633,pos,1,n 2555 | 扩大,9.39235432952701,pos,2,v 2556 | 民主,9.386792162492323,pos,2,n 2557 | 雨量,9.386792162492323,pos,2,n 2558 | 负荷,9.386792162492323,pos,2,n 2559 | 制度性,9.386792162492323,pos,3,n 2560 | 支,9.386792162492323,pos,1,n 2561 | 构筑物,9.386792162492323,pos,3,n 2562 | 一向,9.386792162492323,pos,2,d 2563 | 体会,9.38548832594548,pos,2,n 2564 | 告诉,9.37701114169974,pos,2,v 2565 | 海岸线,9.374668603409837,pos,3,n 2566 | 确认,9.374668603409836,pos,2,v 2567 | 本周,9.373806520897846,pos,2,t 2568 | 早晚,9.373806520897846,pos,2,t 2569 | 经查,9.368644815782066,pos,2,vn 2570 | 有害,9.366328059932608,pos,2,a 2571 | 分工,9.360021827445435,pos,2,vn 2572 | 采取有效,9.349133511302698,pos,4,n 2573 | 标杆,9.34818071322235,pos,2,n 2574 | 无论,9.344059177503793,pos,2,c 2575 | 中度,9.330509686895294,pos,2,ns 2576 | 底线,9.324042530339868,pos,2,n 2577 | 小小,9.323002150226355,pos,2,b 2578 | 总站,9.323002150226355,pos,2,n 2579 | 产业链,9.319677966633787,pos,3,n 2580 | 油,9.31695310555355,pos,1,n 2581 | 清晨,9.314912831844277,pos,2,t 2582 | 被动,9.311658805884035,pos,2,vn 2583 | 钢铁,9.304279275518436,pos,2,n 2584 | 指引,9.29825548789067,pos,2,v 2585 | 参与,9.298255487890666,pos,2,v 2586 | 开采,9.287256488941411,pos,2,v 2587 | 感谢,9.280697116506364,pos,2,v 2588 | 渣土,9.275132929858922,pos,2,nz 2589 | 惩戒,9.275132929858922,pos,2,vn 2590 | 开辟,9.275132929858922,pos,2,v 2591 | 宋清辉,9.275132929858922,pos,3,nr 2592 | 明说,9.275132929858922,pos,2,v 2593 | 纠错,9.275132929858922,pos,2,v 2594 | 竞争性,9.275132929858922,pos,3,n 2595 | 环卫,9.27513292985892,pos,2,j 2596 | 承受,9.268147665993705,pos,2,v 2597 | 嘴里,9.25832930347791,pos,2,s 2598 | 辽宁,9.255547629214071,pos,2,ns 2599 | 临时,9.249137721325976,pos,2,b 2600 | 路面,9.239950774163054,pos,2,n 2601 | 合同,9.2395090201282,pos,2,a 2602 | 施工,9.230738810500467,pos,2,vn 2603 | 温度,9.221803427452793,pos,2,n 2604 | 赢,9.201011625847745,pos,1,v 2605 | 依靠,9.198719814339753,pos,2,v 2606 | 心态,9.194375377143313,pos,2,n 2607 | 将近,9.194147084549929,pos,2,t 2608 | 痒,9.194147084549929,pos,1,a 2609 | 天目湖,9.194147084549929,pos,3,ns 2610 | 当量,9.193006163145359,pos,2,n 2611 | 大力,9.168611992442791,pos,2,n 2612 | 暖,9.167010954612415,pos,1,a 2613 | 全会,9.167010954612415,pos,2,n 2614 | 祖国,9.167010954612415,pos,2,n 2615 | 大众,9.158077829842409,pos,2,n 2616 | 环,9.158077829842409,pos,1,v 2617 | 气体,9.149752965191475,pos,2,n 2618 | 公路,9.141475862505278,pos,2,n 2619 | 之下,9.137629406108985,pos,2,f 2620 | 上述,9.129857956194948,pos,2,b 2621 | 依然,9.128330486448355,pos,2,d 2622 | 身份,9.11901372794164,pos,2,n 2623 | 各类,9.107061467786219,pos,2,r 2624 | 表彰,9.10668424329959,pos,2,v 2625 | 指示,9.105610409948273,pos,2,v 2626 | 逛,9.100253199778765,pos,1,v 2627 | 建,9.100253199778763,pos,1,v 2628 | 油品,9.094560684217102,pos,2,n 2629 | 通告,9.094560684217102,pos,2,n 2630 | 模仿,9.094560684217102,pos,2,v 2631 | 力度,9.09104342027325,pos,2,n 2632 | 必然,9.089810424735193,pos,2,d 2633 | 此前,9.088057902808458,pos,2,t 2634 | 依旧,9.085622627771759,pos,2,z 2635 | 周,9.07586306655422,pos,1,nr 2636 | 更为,9.07586306655422,pos,2,d 2637 | 令,9.07061498859207,pos,1,v 2638 | 速度,9.056643560799992,pos,2,n 2639 | 互动,9.05291298685861,pos,2,d 2640 | 爸爸妈妈,9.051878426010482,pos,4,nr 2641 | 从此,9.051878426010482,pos,2,c 2642 | 查处,9.046863942185803,pos,2,v 2643 | 所谓,9.039521219490501,pos,2,b 2644 | 养,9.024222083107619,pos,1,v 2645 | 方略,9.024222083107617,pos,2,n 2646 | 大气层,9.024222083107617,pos,3,n 2647 | 管网,9.024222083107615,pos,2,n 2648 | 拉,9.012098524025129,pos,1,v 2649 | 考评,9.012098524025127,pos,2,v 2650 | 起初,9.012098524025125,pos,2,d 2651 | 内设,9.012098524025125,pos,2,n 2652 | 查找,9.012098524025125,pos,2,v 2653 | 党员,9.012098524025125,pos,2,n 2654 | 肩负,9.012098524025125,pos,2,n 2655 | 喝,8.996090647824735,pos,1,vg 2656 | 恐惧,8.974365876670019,pos,2,an 2657 | 不断,8.971159682024528,pos,2,d 2658 | 一带,8.970450826666637,pos,2,n 2659 | 督查,8.969029802133242,pos,2,vn 2660 | 麻麻,8.958769021619002,pos,2,n 2661 | 仔细,8.95586329044359,pos,2,ad 2662 | 形象,8.953204834971558,pos,2,n 2663 | 新一轮,8.951033372839396,pos,3,nz 2664 | 股东,8.94214043064326,pos,2,n 2665 | 景观,8.936401208590548,pos,2,n 2666 | 意味着,8.935412816149762,pos,3,v 2667 | 市场准入,8.934096012023856,pos,4,n 2668 | 传导,8.934096012023856,pos,2,n 2669 | 电动,8.934096012023854,pos,2,n 2670 | 拓展,8.931112678716135,pos,2,v 2671 | 违法,8.929636363833154,pos,2,vn 2672 | 唯一,8.92314511188828,pos,2,b 2673 | 又,8.909096719801187,pos,1,d 2674 | 视频,8.906119849218541,pos,2,n 2675 | 喵,8.899875332565435,pos,1,o 2676 | 对接,8.883217988611825,pos,2,v 2677 | 泄漏,8.87459500027519,pos,2,v 2678 | 车身,8.872218989662567,pos,2,n 2679 | 燃气,8.872218989662567,pos,2,n 2680 | 转让,8.872218989662567,pos,2,v 2681 | 第一季度,8.872218989662567,pos,4,l 2682 | 纤维,8.871306180368663,pos,2,n 2683 | 功能区,8.869140570183085,pos,3,n 2684 | 尽管,8.868571212647423,pos,2,c 2685 | 移送,8.860095430580078,pos,2,v 2686 | 电器,8.849827095126251,pos,2,n 2687 | 证据,8.842173522582815,pos,2,n 2688 | 雾霾,8.831581264024713,pos,2,n 2689 | 可爱,8.829486004674035,pos,2,v 2690 | 帮扶,8.829486004674035,pos,2,v 2691 | 似乎,8.829042848460785,pos,2,d 2692 | 伟大,8.824618757165336,pos,2,a 2693 | 程序,8.824471520849356,pos,2,n 2694 | 吃,8.81719521365649,pos,1,v 2695 | 颗粒,8.815635461296198,pos,2,n 2696 | 杨,8.815635461296198,pos,1,nr 2697 | 矛盾,8.809677523593853,pos,2,an 2698 | 强大,8.804963685539965,pos,2,a 2699 | 随后,8.804440875227707,pos,2,d 2700 | 报告,8.801412094874372,pos,2,n 2701 | 施工单位,8.78970610268868,pos,4,n 2702 | 法国,8.789706102688678,pos,2,ns 2703 | 马克,8.789706102688678,pos,2,nr 2704 | 寸滩,8.789706102688678,pos,2,n 2705 | 禁令,8.789706102688678,pos,2,n 2706 | 追责,8.789706102688678,pos,2,v 2707 | 停止使用,8.789706102688678,pos,4,i 2708 | 划定,8.789706102688678,pos,2,v 2709 | 宏,8.789706102688678,pos,1,n 2710 | 药,8.78884402017669,pos,1,n 2711 | 笑,8.783682315060911,pos,1,v 2712 | 高质量,8.76774077119189,pos,3,n 2713 | 改正,8.760559757029164,pos,2,v 2714 | 水务,8.734715465912632,pos,2,n 2715 | 活跃,8.73471546591263,pos,2,vn 2716 | 移交,8.731990604832394,pos,2,v 2717 | 硬件,8.726438363226434,pos,2,n 2718 | 同意,8.72067251753511,pos,2,d 2719 | 拆违,8.71441797538444,pos,2,v 2720 | 地处,8.710841508175417,pos,2,s 2721 | 增添,8.710841508175417,pos,2,v 2722 | 矿产资源,8.709535754004696,pos,4,n 2723 | 新区,8.703511966376928,pos,2,ns 2724 | 污水处理,8.702293988220253,pos,4,n 2725 | 考核组,8.690170429137764,pos,3,n 2726 | 公安机关,8.67106160619006,pos,4,n 2727 | 年轻人,8.670585128492915,pos,3,n 2728 | 含,8.66345678274281,pos,1,v 2729 | 行业,8.65549882319181,pos,2,n 2730 | 考虑,8.646850307490316,pos,2,v 2731 | 充分,8.632345799074121,pos,2,ad 2732 | 司法,8.619781101246366,pos,2,n 2733 | 防治法,8.619781101246366,pos,3,n 2734 | 收入,8.61779771413348,pos,2,v 2735 | 处罚,8.61216791713649,pos,2,v 2736 | 星座,8.609184583828773,pos,2,n 2737 | 严厉打击,8.609184583828773,pos,4,i 2738 | 刚性,8.609184583828773,pos,2,n 2739 | 抗菌肽,8.609184583828773,pos,3,nz 2740 | 汉江,8.609184583828773,pos,2,ns 2741 | 繁荣,8.609184583828773,pos,2,a 2742 | 检测,8.597061024746283,pos,2,vn 2743 | 加密,8.597061024746283,pos,2,ns 2744 | 放开,8.597061024746283,pos,2,v 2745 | 愈发,8.597061024746283,pos,2,d 2746 | 热潮,8.597061024746283,pos,2,n 2747 | 寒风,8.597061024746283,pos,2,n 2748 | 智造,8.597061024746283,pos,2,n 2749 | 保卫战,8.586535844883574,pos,3,nz 2750 | 不但,8.569656219642138,pos,2,c 2751 | 密闭,8.566451598840242,pos,2,v 2752 | 无力,8.566451598840242,pos,2,n 2753 | 振兴,8.555413327387793,pos,2,v 2754 | 有时,8.548101121967921,pos,2,r 2755 | 分类,8.54394968828672,pos,2,n 2756 | 放弃,8.540825791164746,pos,2,v 2757 | 河,8.537925900658951,pos,1,ns 2758 | 生存,8.512512791729437,pos,2,v 2759 | 欧美,8.509598183495944,pos,2,ns 2760 | 工程机械,8.509598183495944,pos,4,n 2761 | 政务,8.501903791705942,pos,2,n 2762 | 外面,8.499337402981705,pos,2,f 2763 | 核心,8.499337402981705,pos,2,n 2764 | 毛利率,8.493707366408836,pos,3,n 2765 | 出生,8.466915925289326,pos,2,v 2766 | 心里,8.466915925289326,pos,2,s 2767 | 培养,8.46622662998673,pos,2,v 2768 | 之间,8.463754144307208,pos,2,f 2769 | 体验,8.444125337558276,pos,2,n 2770 | 高效,8.444109101907683,pos,2,a 2771 | 离,8.44129011761383,pos,1,v 2772 | 包,8.44129011761383,pos,1,v 2773 | 没法,8.435207065561988,pos,2,v 2774 | 边,8.428023362860996,pos,1,d 2775 | 尾气,8.427136023303973,pos,2,n 2776 | 内河,8.427136023303971,pos,2,ns 2777 | 电压,8.427136023303971,pos,2,n 2778 | 挑选,8.427136023303971,pos,2,v 2779 | 多管齐下,8.427136023303971,pos,4,l 2780 | 巡查,8.412636453608854,pos,2,vn 2781 | 各项,8.39368954021083,pos,2,r 2782 | 悲伤,8.389403375948863,pos,2,a 2783 | 睡,8.38809717844824,pos,1,v 2784 | 手术,8.386792162492325,pos,2,n 2785 | 走出,8.386792162492325,pos,2,v 2786 | 高新区,8.386792162492325,pos,3,nr 2787 | 承诺,8.379830308525614,pos,2,v 2788 | 少,8.374668603409837,pos,1,a 2789 | 模样,8.373806520897846,pos,2,n 2790 | 女性,8.35965603255481,pos,2,n 2791 | 执行,8.356052925242489,pos,2,v 2792 | 重要性,8.34818071322235,pos,3,n 2793 | 原,8.344059177503793,pos,1,n 2794 | 问题,8.343538399001586,pos,2,n 2795 | 农民,8.330274484051381,pos,2,n 2796 | 反弹,8.324042530339868,pos,2,v 2797 | 近日,8.32133910100371,pos,2,t 2798 | 构成,8.31695310555355,pos,2,v 2799 | 享受,8.314912831844278,pos,2,v 2800 | 纯净,8.314912831844277,pos,2,a 2801 | 背景,8.289632499554035,pos,2,n 2802 | 新西兰,8.28725648894141,pos,3,ns 2803 | 体育产业,8.28725648894141,pos,4,n 2804 | 便,8.281181974531727,pos,1,d 2805 | PLSON,8.275132929858922,pos,5,eng 2806 | 公式,8.275132929858922,pos,2,n 2807 | 边界,8.275132929858922,pos,2,n 2808 | 灭火,8.275132929858922,pos,2,v 2809 | 沿途,8.275132929858922,pos,2,b 2810 | 上门,8.275132929858922,pos,2,ns 2811 | 略有,8.27513292985892,pos,2,v 2812 | 人民币,8.273926158528926,pos,3,n 2813 | 大雪,8.25832930347791,pos,2,n 2814 | 消耗,8.25832930347791,pos,2,n 2815 | 替代,8.24644542210682,pos,2,n 2816 | 山区,8.239950774163054,pos,2,ns 2817 | 省,8.23227007766209,pos,1,n 2818 | 越,8.229944156092666,pos,1,d 2819 | 河北,8.22296736058643,pos,2,ns 2820 | 类型,8.21483947970303,pos,2,n 2821 | 然而,8.214324966487558,pos,2,c 2822 | 修订,8.206181551893092,pos,2,v 2823 | 过于,8.203881519455534,pos,2,v 2824 | 牧师,8.194147084549929,pos,2,n 2825 | 今年以来,8.194147084549929,pos,4,i 2826 | 宽容,8.194147084549929,pos,2,a 2827 | 化工,8.191068665070446,pos,2,n 2828 | 伤害,8.186179517722076,pos,2,a 2829 | 餐饮,8.170796270044185,pos,2,n 2830 | 小,8.157426030101712,pos,1,a 2831 | 照,8.151414099561398,pos,1,n 2832 | 电池,8.151414099561398,pos,2,n 2833 | 查实,8.137629406108987,pos,2,v 2834 | 该区,8.137629406108987,pos,2,r 2835 | 浙大,8.137629406108987,pos,2,ns 2836 | 干嘛,8.137629406108987,pos,2,n 2837 | 尺度,8.137629406108987,pos,2,n 2838 | 河西区,8.137629406108987,pos,3,ns 2839 | 实效,8.137629406108987,pos,2,v 2840 | 费改税,8.137629406108985,pos,3,n 2841 | 备案,8.137629406108985,pos,2,n 2842 | 任何,8.125452437950122,pos,2,r 2843 | 明白,8.119362022726468,pos,2,nr 2844 | 违法犯罪,8.111634197576041,pos,4,l 2845 | 超收,8.10668424329959,pos,2,v 2846 | 渗,8.10668424329959,pos,1,v 2847 | 大局,8.10668424329959,pos,2,n 2848 | 环节,8.100635198626785,pos,2,n 2849 | 好好,8.07612597225716,pos,2,d 2850 | 回头,8.07349906868927,pos,2,v 2851 | 镇,8.06861620246607,pos,1,n 2852 | 是从,8.062778494360101,pos,2,v 2853 | 人性,8.051878426010482,pos,2,n 2854 | 运输,8.04862440005024,pos,2,vn 2855 | 手段,8.04862440005024,pos,2,n 2856 | 既,8.046716720894704,pos,1,c 2857 | 沟通,8.040341748470892,pos,2,v 2858 | 突出,8.032451375153686,pos,2,v 2859 | 西北地区,8.024222083107617,pos,4,ns 2860 | 把关,8.012098524025127,pos,2,v 2861 | 化解,8.012098524025127,pos,2,v 2862 | 门前三包,8.012098524025127,pos,4,i 2863 | 优惠政策,8.004572711232127,pos,4,n 2864 | 自然,8.00407238348621,pos,2,d 2865 | 颗粒物,8.000375341153248,pos,3,n 2866 | 登记,7.997148182559155,pos,2,v 2867 | 船,7.990628708604266,pos,1,n 2868 | 传达,7.990628708604266,pos,2,v 2869 | 有个,7.971754663213483,pos,2,r 2870 | 担忧,7.958769021619002,pos,2,v 2871 | 当事人,7.953204834971558,pos,3,n 2872 | 截至,7.938646351401541,pos,2,v 2873 | 购买,7.935412816149762,pos,2,v 2874 | 人类,7.9157858510682555,pos,2,n 2875 | 痛,7.914374902260548,pos,1,a 2876 | 上报,7.896621306605191,pos,2,v 2877 | 建筑材料,7.896621306605191,pos,4,n 2878 | 冰虫,7.896621306605191,pos,2,n 2879 | 在建,7.896621306605191,pos,2,v 2880 | 清楚,7.888456369608724,pos,2,a 2881 | 展开,7.874595000275191,pos,2,v 2882 | 想想,7.871306180368663,pos,2,v 2883 | 电影,7.844187054020464,pos,2,n 2884 | 立案,7.842173522582817,pos,2,n 2885 | 合一,7.842173522582815,pos,2,vn 2886 | 提出,7.837873385149184,pos,2,v 2887 | 关键,7.836595079931847,pos,2,n 2888 | 清单,7.828876699969356,pos,2,a 2889 | 学会,7.809677523593853,pos,2,n 2890 | 风速,7.801829661771169,pos,2,n 2891 | 和平,7.801829661771169,pos,2,nz 2892 | 市场需求,7.801829661771169,pos,4,n 2893 | 海外,7.801829661771169,pos,2,s 2894 | 协议,7.8012017415265085,pos,2,n 2895 | 筑,7.78970610268868,pos,1,v 2896 | 死角,7.78970610268868,pos,2,n 2897 | 深刻,7.78368231506091,pos,2,d 2898 | 笼罩,7.749315655990053,pos,2,v 2899 | 哪个,7.749064118191333,pos,2,r 2900 | 深化,7.746753957504135,pos,2,j 2901 | 索赔,7.7390800296187106,pos,2,v 2902 | 自我,7.72067251753511,pos,2,r 2903 | 成就,7.7043245234476245,pos,2,n 2904 | 便民,7.690170429137764,pos,2,n 2905 | 督导,7.690170429137764,pos,2,n 2906 | 突破口,7.690170429137764,pos,3,n 2907 | 林森,7.690170429137764,pos,2,nr 2908 | 在于,7.689969230470554,pos,2,v 2909 | 眼,7.670585128492915,pos,1,n 2910 | 治安,7.6498265683261195,pos,2,ns 2911 | 物质,7.639558232872291,pos,2,n 2912 | 满,7.636840926731638,pos,1,a 2913 | 从来,7.636840926731638,pos,2,d 2914 | 合适,7.636840926731638,pos,2,a 2915 | 用力,7.629356620079609,pos,2,n 2916 | 中华人民共和国,7.627434673789802,pos,7,ns 2917 | 法制,7.609184583828773,pos,2,n 2918 | 专注,7.609184583828773,pos,2,v 2919 | 滤液,7.609184583828773,pos,2,nz 2920 | 面源,7.597061024746283,pos,2,n 2921 | 食用,7.597061024746283,pos,2,n 2922 | 可可树,7.597061024746283,pos,3,l 2923 | 地面,7.589285026391069,pos,2,n 2924 | 乐观,7.57943724043472,pos,2,a 2925 | 老师,7.56682099969769,pos,2,n 2926 | 北方,7.566451598840242,pos,2,f 2927 | 智慧,7.56313124054863,pos,2,nr 2928 | 跟踪,7.552666905387829,pos,2,v 2929 | 侵权,7.552666905387829,pos,2,v 2930 | 气,7.54394968828672,pos,1,n 2931 | 数量,7.537925900658951,pos,2,n 2932 | 处理厂,7.535935601798133,pos,3,n 2933 | 河道,7.512323044576185,pos,2,n 2934 | 门,7.509598183495946,pos,1,n 2935 | 做起,7.509598183495944,pos,2,v 2936 | 普,7.509598183495944,pos,1,ad 2937 | 反对,7.509598183495944,pos,2,d 2938 | 存单,7.509598183495944,pos,2,n 2939 | 阳江市,7.509598183495944,pos,3,ns 2940 | 就是,7.484139028888102,pos,2,d 2941 | 家人,7.483035590652603,pos,2,n 2942 | 清理,7.471530142662424,pos,2,a 2943 | 有机,7.466915925289326,pos,2,n 2944 | 寒冷,7.466915925289326,pos,2,a 2945 | 餐厅,7.466915925289326,pos,2,n 2946 | 产能,7.461754220173548,pos,2,v 2947 | 市民,7.454148629215448,pos,2,n 2948 | 许可证,7.4473139052416,pos,3,nr 2949 | 女儿,7.439259582386461,pos,2,n 2950 | 财富,7.439259582386461,pos,2,n 2951 | 现有,7.439259582386461,pos,2,b 2952 | 战争,7.427136023303971,pos,2,n 2953 | 和硕县,7.427136023303971,pos,3,nr 2954 | 示范,7.427136023303971,pos,2,v 2955 | 责令,7.427136023303971,pos,2,n 2956 | 从严,7.427136023303971,pos,2,d 2957 | 股票,7.427136023303971,pos,2,n 2958 | 人体,7.419610210510971,pos,2,n 2959 | 精神,7.414448505395191,pos,2,n 2960 | 协同,7.4051706918071805,pos,2,n 2961 | 位置,7.404415946803889,pos,2,v 2962 | 感冒,7.404180169941364,pos,2,v 2963 | 达标率,7.386792162492325,pos,3,n 2964 | 吸引力,7.386792162492325,pos,3,n 2965 | 动能,7.386792162492325,pos,2,n 2966 | 挂,7.386792162492325,pos,1,v 2967 | 信息化,7.3491335113027,pos,3,n 2968 | 客服,7.349133511302698,pos,2,n 2969 | 贫困,7.34818071322235,pos,2,a 2970 | 压力,7.341120744018717,pos,2,n 2971 | 高达,7.336166089422356,pos,2,a 2972 | 变化,7.333550141215342,pos,2,vn 2973 | 清新,7.330274484051381,pos,2,a 2974 | 地点,7.325812900193895,pos,2,n 2975 | 海洋,7.313421414583294,pos,2,ns 2976 | 当地,7.31109139448713,pos,2,s 2977 | 容忍,7.27513292985892,pos,2,a 2978 | 服务体系,7.27513292985892,pos,4,n 2979 | 外国,7.27513292985892,pos,2,ns 2980 | 水利,7.27513292985892,pos,2,n 2981 | 秸秆,7.27513292985892,pos,2,n 2982 | 顶层,7.27513292985892,pos,2,n 2983 | 不放过,7.27513292985892,pos,3,l 2984 | 滥用,7.27513292985892,pos,2,v 2985 | 毕竟,7.260717871972011,pos,2,d 2986 | 感觉,7.258329303477911,pos,2,n 2987 | 之前,7.2575464153400695,pos,2,f 2988 | 予以,7.257211021861659,pos,2,v 2989 | 首先,7.2501486302618225,pos,2,d 2990 | 他人,7.239950774163054,pos,2,r 2991 | PM2,7.236077765015846,pos,3,eng 2992 | 导致,7.214786850608965,pos,2,v 2993 | 政策措施,7.2047436019675235,pos,4,n 2994 | 犯罪,7.2047436019675235,pos,2,vn 2995 | 违规,7.204743601967522,pos,2,vn 2996 | 下游,7.194147084549929,pos,2,f 2997 | 罚款,7.174528988920514,pos,2,n 2998 | 弄虚作假,7.170796270044185,pos,4,i 2999 | 市,7.159677699771688,pos,1,n 3000 | 可能,7.158628421465439,pos,2,v 3001 | 推出,7.150804794856718,pos,2,v 3002 | 性能,7.149752965191475,pos,2,n 3003 | 优势,7.149752965191475,pos,2,n 3004 | 网络空间,7.137629406108985,pos,4,n 3005 | 哪些,7.120898102519291,pos,2,r 3006 | 发育,7.10668424329959,pos,2,vn 3007 | 待,7.100788026491429,pos,1,v 3008 | 已有,7.094560684217102,pos,2,v 3009 | 文化,7.0907928705296985,pos,2,n 3010 | 火锅,7.0761259722571594,pos,2,n 3011 | 事后,7.073499068689269,pos,2,t 3012 | 水域,7.073499068689269,pos,2,n 3013 | 功能,7.070764669044648,pos,2,n 3014 | 教师,7.064864067604962,pos,2,n 3015 | 追究,7.032276405962758,pos,2,v 3016 | 噪声,7.027205416415335,pos,2,n 3017 | 无人,7.024222083107617,pos,2,n 3018 | 城区,7.0241713563257,pos,2,n 3019 | 违法行为,7.022152188689052,pos,4,l 3020 | 里,7.017262353442451,pos,1,f 3021 | 行政拘留,7.012098524025127,pos,4,i 3022 | 守法,7.012098524025127,pos,2,n 3023 | 探索,7.008581592007932,pos,2,v 3024 | 正,7.004603987478202,pos,1,d 3025 | 担心,7.004572711232127,pos,2,v 3026 | 给予,6.997085953170101,pos,2,v 3027 | 面积,6.9865634319179915,pos,2,n 3028 | 开工,6.98469371892098,pos,2,v 3029 | 企,6.98469371892098,pos,1,n 3030 | 河北省,6.982351180631074,pos,3,ns 3031 | 拥有,6.964260126666558,pos,2,v 3032 | 烧烤,6.953204834971558,pos,2,v 3033 | 严格执行,6.953204834971558,pos,4,nr 3034 | 宜昌,6.953204834971558,pos,2,ns 3035 | 联合,6.946009333567355,pos,2,v 3036 | 满足,6.9180226792756905,pos,2,v 3037 | 世纪,6.914374902260548,pos,2,n 3038 | 湿度,6.90874486568768,pos,2,n 3039 | 达,6.907761864210391,pos,1,v 3040 | 看,6.906491070889052,pos,1,v 3041 | 入海,6.8966213066051925,pos,2,ns 3042 | 建工,6.896621306605191,pos,2,vn 3043 | 起诉,6.896621306605191,pos,2,v 3044 | 原有,6.896621306605191,pos,2,v 3045 | 办结,6.896621306605191,pos,2,v 3046 | 冬天,6.892679831161232,pos,2,t 3047 | 交警,6.89267983116123,pos,2,j 3048 | 首都,6.890366336372825,pos,2,d 3049 | 做出,6.872447282255951,pos,2,v 3050 | 纳税,6.872447282255951,pos,2,n 3051 | 效益,6.872218989662565,pos,2,n 3052 | 待遇,6.872218989662565,pos,2,n 3053 | 抱歉,6.850244564840832,pos,2,v 3054 | 评论,6.850244564840832,pos,2,n 3055 | 京津冀,6.8450828597250535,pos,3,n 3056 | 到来,6.836595079931845,pos,2,d 3057 | 环境保护部,6.815701311221623,pos,5,n 3058 | 电,6.806984094120516,pos,1,n 3059 | 队伍,6.801829661771169,pos,2,n 3060 | 全新,6.801829661771169,pos,2,d 3061 | 建立健全,6.78970610268868,pos,4,nr 3062 | 预约,6.78970610268868,pos,2,v 3063 | 常常,6.78884402017669,pos,2,d 3064 | 抱怨,6.778325104891401,pos,2,v 3065 | 超标,6.7726325893297386,pos,2,v 3066 | 督促,6.7726325893297386,pos,2,v 3067 | 浓度,6.7683070891739945,pos,2,n 3068 | 补贴,6.767882329847831,pos,2,n 3069 | 帮,6.763218212501194,pos,1,v 3070 | 先进,6.7512035887012,pos,2,a 3071 | 赋予,6.7390800296187106,pos,2,v 3072 | 条款,6.7390800296187106,pos,2,n 3073 | 复合,6.734715465912631,pos,2,v 3074 | 积累,6.734715465912631,pos,2,v 3075 | 管理水平,6.722591906830141,pos,4,n 3076 | 冷,6.710841508175417,pos,1,a 3077 | 害怕,6.710841508175417,pos,2,v 3078 | 尚未,6.702293988220253,pos,2,d 3079 | 没什么,6.702293988220253,pos,3,l 3080 | 食品药品,6.702293988220253,pos,4,n 3081 | 搜救,6.690170429137764,pos,2,v 3082 | 损害赔偿,6.683316758096703,pos,4,n 3083 | 垃圾,6.681453212036654,pos,2,n 3084 | 条,6.6805843803085665,pos,1,n 3085 | 问,6.6805843803085665,pos,1,n 3086 | 江苏,6.668205097640975,pos,2,ns 3087 | 指数,6.658094184309718,pos,2,n 3088 | 执法检查,6.642864714359408,pos,4,n 3089 | 额度,6.642864714359408,pos,2,n 3090 | 测算,6.642864714359408,pos,2,vn 3091 | 印染,6.639558232872291,pos,2,vn 3092 | 泪,6.636840926731638,pos,1,n 3093 | 案件,6.617238906683912,pos,2,n 3094 | 不再,6.609184583828775,pos,2,d 3095 | 武汉市,6.597061024746283,pos,3,ns 3096 | 垃圾焚烧,6.597061024746283,pos,4,vn 3097 | 化工企业,6.597061024746283,pos,4,n 3098 | 行政,6.580759212417181,pos,2,n 3099 | 比较,6.570260965402568,pos,2,d 3100 | 完成,6.5637237771978345,pos,2,v 3101 | 另,6.559941064808925,pos,1,r 3102 | 土壤,6.552666905387829,pos,2,n 3103 | 雪,6.549378085481299,pos,1,n 3104 | 随机,6.521721742578434,pos,2,d 3105 | 设计,6.517958868208913,pos,2,vn 3106 | 属于,6.493707366408838,pos,2,v 3107 | 约,6.493707366408838,pos,1,d 3108 | 质量,6.468570915235892,pos,2,n 3109 | 担当,6.467778007801316,pos,2,v 3110 | 重新,6.46622662998673,pos,2,a 3111 | 新安江,6.439259582386461,pos,3,ns 3112 | 应当,6.435207065561988,pos,2,v 3113 | 处置,6.435173342369389,pos,2,v 3114 | 入冬,6.427136023303971,pos,2,v 3115 | 数据,6.420699022840582,pos,2,n 3116 | 苹果,6.412787371025269,pos,2,n 3117 | 本来,6.412787371025269,pos,2,t 3118 | 密集,6.387607659117334,pos,2,n 3119 | 潜在,6.387607659117334,pos,2,t 3120 | 虽,6.387607659117334,pos,1,zg 3121 | 农村,6.387607659117332,pos,2,n 3122 | 证明,6.368242334250402,pos,2,n 3123 | 山,6.368242334250402,pos,1,n 3124 | 材料,6.368242334250402,pos,2,n 3125 | 安静,6.358856179431873,pos,2,nr 3126 | 能量,6.344059177503793,pos,2,n 3127 | 应,6.30479871206682,pos,1,v 3128 | 事实,6.3037865938638955,pos,2,n 3129 | 先,6.282091522764578,pos,1,d 3130 | 财政收入,6.276609244741904,pos,4,n 3131 | 接下来,6.27513292985892,pos,3,l 3132 | 乱,6.2512861879045545,pos,1,d 3133 | 权限,6.2395090201281995,pos,2,n 3134 | 跑,6.22688673194118,pos,1,v 3135 | 形式,6.2047436019675235,pos,2,n 3136 | 例,6.2047436019675235,pos,1,v 3137 | 缓慢,6.170796270044185,pos,2,d 3138 | 强,6.166241087980044,pos,1,a 3139 | 排放,6.15848801100665,pos,2,v 3140 | 水源地,6.149752965191475,pos,3,n 3141 | 这里,6.1449878304019645,pos,2,r 3142 | 取缔,6.105207928416608,pos,2,v 3143 | 室内空气,6.105207928416608,pos,4,n 3144 | 各种,6.093730794106534,pos,2,r 3145 | 觉得,6.0907928705296985,pos,2,v 3146 | 垃圾处理,6.073499068689269,pos,4,n 3147 | 关心,6.064864067604962,pos,2,n 3148 | 甘肃,6.042472173068646,pos,2,ns 3149 | 快速,6.03481860052521,pos,2,d 3150 | 村民,6.028031684056115,pos,2,n 3151 | 绿化,6.027205416415335,pos,2,n 3152 | 产生,6.024222083107615,pos,2,n 3153 | 采砂,6.012098524025127,pos,2,n 3154 | 为什么,5.991372301975709,pos,3,r 3155 | 电子,5.98469371892098,pos,2,n 3156 | 一旦,5.98469371892098,pos,2,d 3157 | 河流,5.982351180631074,pos,2,n 3158 | 具备,5.965328394054048,pos,2,v 3159 | 岗位,5.953204834971558,pos,2,n 3160 | 黑,5.947541766195748,pos,1,a 3161 | 禁止,5.938849541994488,pos,2,v 3162 | 也许,5.9364012085905475,pos,2,d 3163 | 衔接,5.924635682774788,pos,2,v 3164 | 纳税人,5.905237217373621,pos,3,n 3165 | 国外,5.896621306605191,pos,2,s 3166 | 台账,5.896621306605191,pos,2,n 3167 | 有利于,5.890366336372825,pos,3,v 3168 | 油烟,5.885489641378488,pos,2,n 3169 | 饮用水,5.872218989662565,pos,3,n 3170 | 制定,5.853327583450616,pos,2,v 3171 | 污染源,5.833295371236364,pos,3,n 3172 | 是,5.8239774408261695,pos,1,v 3173 | 厅,5.806984094120516,pos,1,n 3174 | 面对,5.805084661183901,pos,2,v 3175 | 不过,5.804440875227707,pos,2,c 3176 | 武汉,5.801829661771169,pos,2,ns 3177 | 实行,5.801067168041879,pos,2,v 3178 | 法规,5.78970610268868,pos,2,n 3179 | 就业,5.780519155525758,pos,2,v 3180 | 行政处罚,5.769242000128962,pos,4,n 3181 | 区别,5.764171010581542,pos,2,n 3182 | 河长,5.716642640498955,pos,2,n 3183 | 环保局,5.714417975384443,pos,3,j 3184 | 维护,5.713498014953702,pos,2,v 3185 | 表现,5.696531013727759,pos,2,v 3186 | 立法,5.690170429137764,pos,2,d 3187 | 伦敦,5.690170429137764,pos,2,ns 3188 | 强调,5.686895297104904,pos,2,v 3189 | 新增,5.6863524443512325,pos,2,v 3190 | 只有,5.682663150334665,pos,2,c 3191 | 人民法院,5.666323687183397,pos,4,nt 3192 | 历史,5.647740995081257,pos,2,n 3193 | 局,5.619781101246366,pos,1,n 3194 | 举措,5.586172708603547,pos,2,v 3195 | 成绩,5.57943724043472,pos,2,n 3196 | 预测,5.5647904644703186,pos,2,vn 3197 | 天数,5.563638023208833,pos,2,n 3198 | 那些,5.553872149149715,pos,2,r 3199 | 发行,5.552666905387829,pos,2,v 3200 | 如,5.547202712987634,pos,1,v 3201 | 贡献,5.521721742578434,pos,2,n 3202 | 辖区,5.509598183495944,pos,2,n 3203 | 专项,5.509598183495944,pos,2,n 3204 | 记者,5.492695754261584,pos,2,n 3205 | 口罩,5.471461124821166,pos,2,n 3206 | 显示,5.470770555131679,pos,2,v 3207 | 因此,5.460924336760256,pos,2,c 3208 | 用于,5.452680098148782,pos,2,v 3209 | 关闭,5.407236465866266,pos,2,v 3210 | 降低,5.374535665431161,pos,2,v 3211 | 立即,5.349133511302698,pos,2,d 3212 | 那种,5.349133511302698,pos,2,r 3213 | 种植,5.330274484051381,pos,2,v 3214 | 人民政府,5.330274484051381,pos,4,nt 3215 | 天天,5.326165087773834,pos,2,t 3216 | 联动,5.311658805884035,pos,2,v 3217 | 据悉,5.311658805884035,pos,2,v 3218 | 全区,5.311658805884035,pos,2,n 3219 | 新疆,5.28546320711836,pos,2,ns 3220 | 体制,5.281784637731347,pos,2,n 3221 | 环境污染,5.277242700313389,pos,4,n 3222 | 吧,5.22138132187105,pos,1,y 3223 | 每年,5.216867161050011,pos,2,r 3224 | 则,5.182919829126675,pos,1,d 3225 | 就,5.165427932418957,pos,1,d 3226 | 媒体,5.137629406108985,pos,2,n 3227 | 主要,5.116486489559712,pos,2,b 3228 | 法院,5.064864067604962,pos,2,n 3229 | 滤网,5.064864067604962,pos,2,nz 3230 | 进展,5.042472173068646,pos,2,vn 3231 | 环境卫生,4.997148182559155,pos,4,n 3232 | 年底,4.994474739713564,pos,2,t 3233 | 科技,4.949667830815168,pos,2,n 3234 | 当时,4.855594038345137,pos,2,t 3235 | 目的,4.842173522582815,pos,2,n 3236 | 共同,4.767882329847831,pos,2,d 3237 | 印发,4.7390800296187106,pos,2,nz 3238 | 监控,4.702243261438339,pos,2,vn 3239 | 月份,4.690170429137764,pos,2,n 3240 | 时,4.654744703739496,pos,1,n 3241 | 日本,4.642864714359408,pos,2,ns 3242 | 机制,4.6298606904942705,pos,2,n 3243 | 收益,4.586816770800317,pos,2,n 3244 | 自然保护区,4.574693211717829,pos,5,n 3245 | 介绍,4.504303883826431,pos,2,v 3246 | 街道,4.499028941785756,pos,2,n 3247 | 长江,4.46622662998673,pos,2,ns 3248 | 人们,4.427434146989672,pos,2,n 3249 | 试点,4.397388679909918,pos,2,n 3250 | 全部,4.386792162492325,pos,2,n 3251 | 规定,4.354727527775919,pos,2,n 3252 | 较,4.3507444322978905,pos,1,zg 3253 | 阶段,4.330274484051381,pos,2,n 3254 | 值守,4.293280276569181,pos,2,v 3255 | 而且,4.182919829126675,pos,2,c 3256 | 许可,4.162432797109558,pos,2,nr 3257 | 点击,4.1591985948492525,pos,2,v 3258 | 抓好,4.151632265507962,pos,2,v 3259 | 不少,4.128057894092157,pos,2,d 3260 | 今年,4.110601187186827,pos,2,t 3261 | 郑州,4.007195501404205,pos,2,ns 3262 | 督察,3.9936369881775935,pos,2,v 3263 | 活力,3.978626349207433,pos,2,n 3264 | 汽车,3.953743254474313,pos,2,n 3265 | 各地,3.940911906784404,pos,2,r 3266 | 统筹,3.9096853413088173,pos,2,v 3267 | 由于,3.9041282376173108,pos,2,c 3268 | 疾病,3.818161677014187,pos,2,n 3269 | 不同,3.7859812712650385,pos,2,a 3270 | 完善,3.768395596443268,pos,2,v 3271 | 河南,3.7441610955704085,pos,2,ns 3272 | 之中,3.736965594166204,pos,2,r 3273 | 意见,3.541778589245096,pos,2,n 3274 | 村,3.5291665547396,pos,1,zg 3275 | 知道,3.5181900516081797,pos,2,v 3276 | 地铁,3.4286592698424805,pos,2,n 3277 | 共,3.417151934731349,pos,1,d 3278 | 加大,3.3228011873133596,pos,2,v 3279 | 开展,3.2705115042667803,pos,2,v 3280 | 结合,3.1793236994445646,pos,2,v 3281 | 确实,3.169925001442312,pos,2,ad 3282 | 调,3.0158249671616844,pos,1,v 3283 | 真是,3.006663730281012,pos,2,d 3284 | 启动,2.9363918915602323,pos,2,vn 3285 | 没,2.9356854085059627,pos,1,v 3286 | 一切,2.882376259564815,pos,2,r 3287 | nice,2.8166927866369385,pos,4,eng 3288 | 省政府,2.7754319717065616,pos,3,n 3289 | 之一,2.723151801597572,pos,2,r 3290 | 大家,2.6715971909973373,pos,2,n 3291 | 严重,2.669676602281223,pos,2,a 3292 | 不能,2.646920837150711,pos,2,v 3293 | 导向,2.631612594019977,pos,2,n 3294 | 成本,2.468698362591107,pos,2,n 3295 | 生,2.371968777386959,pos,1,vn 3296 | 西安,2.334285301407343,pos,2,ns 3297 | 水,2.2883429312978016,pos,1,n 3298 | 雾,2.2722554206935275,pos,1,n 3299 | 结果,2.2166348727201903,pos,2,n 3300 | 国际,2.2057076871128736,pos,2,n 3301 | 车辆,2.162349406742729,pos,2,n 3302 | 期待,2.1468413883292694,pos,2,v 3303 | 取得,2.032223491181961,pos,2,v 3304 | 指标,1.9534302736845532,pos,2,n 3305 | 相关,1.9434526344617797,pos,2,v 3306 | 湿地,1.9011163238231017,pos,2,z 3307 | 今天,1.8961641890154617,pos,2,t 3308 | 促,1.8865419502167171,pos,1,v 3309 | 脸,1.8744691179161403,pos,1,n 3310 | 看见,1.8488584742371028,pos,2,v 3311 | 骑,1.7842713089445628,pos,1,v 3312 | 惠民,1.6938968722743208,pos,2,nr 3313 | 以上,1.6223766044369796,pos,2,f 3314 | 东北地区,1.584962500721156,pos,4,ns 3315 | 走,1.561995092159112,pos,1,v 3316 | 记录,1.4871504773643842,pos,2,n 3317 | 原来,1.4871504773643842,pos,2,d 3318 | 难,1.430634354329861,pos,1,a 3319 | 建议,1.3435486503172704,pos,2,n 3320 | 中速,1.2399507927207534,pos,2,n 3321 | 这么,1.231699463595298,pos,2,r 3322 | 错峰,1.2096165018354768,pos,2,n 3323 | 需,1.1742954108351835,pos,1,v 3324 | 粉丝,1.0324214776923757,pos,2,n 3325 | 趋势,1.0219279524543694,pos,2,n 3326 | 情,0.96829114027266,pos,1,n 3327 | 节点,0.8804929055439104,pos,2,n 3328 | 项,0.6951885039043901,pos,1,n 3329 | 处在,0.6589630821649308,pos,2,v 3330 | 交易,0.6057210608879515,pos,2,n 3331 | 价格,0.5882971551009177,pos,2,n 3332 | 促进,0.5515136961391551,pos,2,v 3333 | 一策,0.487150477364386,pos,2,n 3334 | 符合实际,0.4594316186373,pos,4,n 3335 | 无法,0.45777048426737643,pos,2,n 3336 | 抓实,0.3719687773869591,pos,2,v 3337 | 以后,0.31034012061214966,pos,2,f 3338 | 品牌,0.30373367908309845,pos,2,n 3339 | 文件,0.2895066171949843,pos,2,n 3340 | 上班,0.2223924213364512,pos,2,v 3341 | 扎实,0.20474360196752173,pos,2,a 3342 | 一企,0.039691500393162826,pos,2,m 3343 | 不足,0.036069254707520315,pos,2,a 3344 | 检查,0.029573128806250182,pos,2,vn 3345 | -------------------------------------------------------------------------------- /test/共现法/test_seed_words.txt: -------------------------------------------------------------------------------- 1 | 隐痛 neg 2 | 起伏 neg 3 | 摘帽 neg 4 | 有待 neg 5 | 追逐 neg 6 | 备货 neg 7 | 暂缓 neg 8 | 震荡 neg 9 | 换衬 neg 10 | 一场空 neg 11 | 适中 neg 12 | 可想而知 neg 13 | 酷热 neg 14 | 起落 neg 15 | 随便 neg 16 | 净空 neg 17 | 控产 neg 18 | 随行就市 neg 19 | 离谱 neg 20 | 振荡 neg 21 | 休市 neg 22 | 操纵 neg 23 | 西山 neg 24 | 充斥 neg 25 | 毋庸置疑 neg 26 | 静观其变 neg 27 | 休眠期 neg 28 | 相抵 neg 29 | 货商 neg 30 | 洗盘 neg 31 | 举足轻重 neg 32 | 如影随形 neg 33 | 货者 neg 34 | 闲下来 neg 35 | 抓紧 neg 36 | 暂持 neg 37 | 修整 neg 38 | 橙色 neg 39 | 起起落落 neg 40 | 休克 neg 41 | 如出一辙 neg 42 | 渴求 neg 43 | 扎堆 neg 44 | 休整 neg 45 | 关门 neg 46 | 阴晴不定 neg 47 | 喜忧参半 neg 48 | 起起伏伏 neg 49 | 一厢情愿 neg 50 | 松紧 neg 51 | 最全 pos 52 | 雄风 pos 53 | 稳健 pos 54 | 稳定 pos 55 | 拉平 pos 56 | 保供 pos 57 | 修正 pos 58 | 稳 pos 59 | 稳住 pos 60 | 保养 pos 61 | 稳产 pos 62 | 走稳 pos 63 | 正确 pos 64 | 正轨 pos 65 | 齐全 pos 66 | 长高 pos 67 | 稳顺 pos 68 | 有好 pos 69 | 温暖 pos 70 | 简便 pos 71 | 必不可少 pos 72 | 牢靠 pos 73 | 严格 pos 74 | 必经之路 pos 75 | 牢固 pos 76 | 保价 pos 77 | 黄金时代 pos 78 | 照常 pos 79 | 暂稳 pos 80 | 量大 pos 81 | 坚信 pos 82 | 适当 pos 83 | 稳固 pos 84 | 狂奔 pos 85 | 稳步 pos 86 | 奇迹 pos 87 | 可取 pos 88 | 中等 pos 89 | 适度 pos 90 | 平滑 pos 91 | 涨息 pos 92 | 温和 pos 93 | 支柱 pos 94 | 萌芽期 pos 95 | 沉稳 pos 96 | 勉励 pos 97 | 坚挺 pos 98 | 不相上下 pos 99 | 不淡 pos 100 | 牛气 pos -------------------------------------------------------------------------------- /test/词向量法/candidate_words/innovation.txt: -------------------------------------------------------------------------------- 1 | innovation 2 | innovate 3 | innovative 4 | creativity 5 | creative 6 | create 7 | passion 8 | passionate 9 | efficiency 10 | efficient 11 | excellence 12 | pride 13 | enhance 14 | expertise 15 | attract 16 | capability 17 | enhanced 18 | adapt 19 | optimizing 20 | integrate 21 | awareness 22 | optimize 23 | leveraging 24 | differentiated 25 | infrastructure 26 | innovative 27 | efficient 28 | manufacture 29 | resources 30 | innovation 31 | creating 32 | capabilities 33 | efficiency 34 | efficiently 35 | diversify 36 | supporting 37 | rationalize 38 | identifying 39 | talent 40 | provides 41 | simpler 42 | knowledge 43 | facilitate 44 | organization 45 | ensure 46 | dsd 47 | merchandising 48 | consciousness 49 | technology 50 | manage 51 | implement 52 | continuously 53 | promoting 54 | connect 55 | network 56 | optimization 57 | ibos 58 | outsource 59 | better-for-you 60 | uplink 61 | platform 62 | manufacturing 63 | logistics 64 | drive 65 | vertically 66 | efficiencies 67 | proprietary 68 | technological 69 | aligned 70 | training 71 | productive 72 | speed 73 | skills 74 | diminish 75 | optimized 76 | simplify 77 | strengthen 78 | adapting 79 | broaden 80 | control 81 | interacting 82 | capture 83 | managerial 84 | reliability 85 | centralized 86 | develop 87 | teams 88 | emphasis 89 | organized 90 | abilities 91 | beliefs 92 | fresher 93 | workforce 94 | communicate 95 | execute 96 | tailor 97 | recruit 98 | penetrate 99 | experts 100 | fine-tune 101 | attracting 102 | appropriately 103 | continuous 104 | offerings 105 | specialized 106 | supported 107 | interface 108 | retrofit 109 | selecting 110 | retain 111 | demanding 112 | tightly 113 | -------------------------------------------------------------------------------- /test/词向量法/candidate_words/integrity.txt: -------------------------------------------------------------------------------- 1 | integrity 2 | ethic 3 | ethical 4 | accountable 5 | accountability 6 | trust 7 | honesty 8 | honest 9 | honestly 10 | fairness 11 | responsibility 12 | responsible 13 | transparency 14 | transparent 15 | knowledgeable 16 | regulate 17 | visionary 18 | interacting 19 | intelligent 20 | friendly 21 | rightly 22 | var 23 | ecosystem 24 | best-in-class 25 | stakeholders 26 | satisfying 27 | beside 28 | supportive 29 | evident 30 | single-service 31 | dialog 32 | experts 33 | passive 34 | alcoholic 35 | brazilians 36 | trusted 37 | professionals 38 | wholesalers 39 | selecting 40 | congruent 41 | rifle 42 | intermediaries 43 | transact 44 | business-type 45 | fanning 46 | cost-effective 47 | eager 48 | regarded 49 | adequately 50 | one-on-one 51 | cooperative 52 | reward 53 | professionally 54 | importance 55 | overwhelming 56 | credentials 57 | disciplines 58 | controlled 59 | clothes 60 | vigorously 61 | communist 62 | alwaleed 63 | blockchain 64 | venue 65 | overtook 66 | integral 67 | motorola 68 | dedicate 69 | cern 70 | addresses 71 | merits 72 | responsible 73 | motivate 74 | structurally 75 | ruggedized 76 | hunting 77 | library 78 | amyloid 79 | qvc 80 | investigate 81 | attentive 82 | non-public 83 | reinforce 84 | distraction 85 | bracing 86 | murky 87 | organized 88 | engage 89 | recruit 90 | sleeping 91 | graff 92 | secrets 93 | ministry 94 | asset-by-asset 95 | dispensing 96 | enrich 97 | warehousing 98 | pragmatic 99 | fanciful 100 | interactive 101 | alongside 102 | d. 103 | treat 104 | sarasota 105 | volstead 106 | log 107 | governance 108 | pvr 109 | regulated 110 | housewives 111 | pre-auction 112 | prestigious 113 | serious 114 | dimension 115 | -------------------------------------------------------------------------------- /test/词向量法/candidate_words/quality.txt: -------------------------------------------------------------------------------- 1 | quality 2 | customer 3 | customer_commitment 4 | dedication 5 | dedicated 6 | dedicate 7 | customer_expectation 8 | quality 9 | client 10 | satisfaction 11 | loyalties 12 | proposition 13 | knowledge 14 | superior 15 | solution 16 | consumers 17 | offerings 18 | service 19 | relationships 20 | customers 21 | solutions 22 | attract 23 | acceptance 24 | supplier 25 | database 26 | skill 27 | capability 28 | technology 29 | offer 30 | install 31 | do-it-for-me 32 | demands 33 | clients 34 | feature 35 | handsets 36 | sellers 37 | desire 38 | serve 39 | consciousness 40 | drop-dead 41 | sophisticated 42 | offering 43 | network 44 | base 45 | self-expression 46 | merchandising 47 | needs 48 | awareness 49 | finding 50 | experience 51 | alternative 52 | descartes 53 | first-class 54 | truly 55 | connect 56 | expertise 57 | magnetic 58 | cost-effective 59 | lifestyle 60 | flight 61 | compelling 62 | breadth 63 | execution 64 | relationship 65 | engage 66 | ability 67 | reputation 68 | valuable 69 | younger 70 | wire 71 | consumer 72 | routing 73 | wireless 74 | applications 75 | device 76 | location 77 | high-quality 78 | friendly 79 | standards 80 | positioning 81 | conceiving 82 | serving 83 | dell 84 | hp 85 | chromalux 86 | fashion 87 | logo 88 | assortment 89 | trained 90 | embed 91 | in-house 92 | facilitate 93 | degree 94 | value-add 95 | skills 96 | interacting 97 | taste 98 | value 99 | selecting 100 | talented 101 | uplink 102 | logistics 103 | optimization 104 | assistant 105 | accountable 106 | adapting 107 | logistical 108 | -------------------------------------------------------------------------------- /test/词向量法/candidate_words/respect.txt: -------------------------------------------------------------------------------- 1 | respectful 2 | talent 3 | talented 4 | employee 5 | dignity 6 | empowerment 7 | empower 8 | talented 9 | skills 10 | designers 11 | recruit 12 | training 13 | salespeople 14 | managers 15 | backbone 16 | expertise 17 | establishing 18 | abilities 19 | experts 20 | resource 21 | functions 22 | sponsor 23 | wholesalers 24 | energies 25 | technological 26 | branch 27 | testament 28 | adapting 29 | stakeholders 30 | communications 31 | domain 32 | physician 33 | creative 34 | ibos 35 | assistant 36 | managerial 37 | interior 38 | optimization 39 | computer 40 | sdk 41 | databases 42 | onsite 43 | excellence 44 | reputation 45 | innovent 46 | culture 47 | member 48 | payer 49 | workforce 50 | pride 51 | professionally 52 | vertically 53 | brokerage 54 | voluntary 55 | in-house 56 | departments 57 | recruiting 58 | 4g 59 | lawtons 60 | centralized 61 | contacts 62 | trained 63 | consultants 64 | organization 65 | veteran 66 | police 67 | continuously 68 | networks 69 | train 70 | infrastructure 71 | adjacencies 72 | transportation 73 | merchandising 74 | complementary 75 | leveraging 76 | teams 77 | full-time 78 | awareness 79 | tools 80 | oversight 81 | theatrical 82 | spirit 83 | dedicated 84 | boil-off 85 | foundation 86 | mission 87 | systems 88 | on-site 89 | install 90 | processes 91 | tackling 92 | leadership 93 | pilate 94 | department 95 | functionality 96 | enhanced 97 | commission-based 98 | publisher 99 | software 100 | indoor 101 | cincinnati 102 | nonstop 103 | teaming 104 | seasoned 105 | technology 106 | next-gen 107 | society 108 | -------------------------------------------------------------------------------- /test/词向量法/candidate_words/teamwork.txt: -------------------------------------------------------------------------------- 1 | teamwork 2 | collaboration 3 | collaborate 4 | collaborative 5 | cooperation 6 | cooperate 7 | cooperative 8 | best-in-class 9 | bispecific 10 | tigit 11 | anti-tigit 12 | 3454 13 | ipafricept 14 | toxicology 15 | monotherapy 16 | ema 17 | rspo3 18 | antibody 19 | inhibitors 20 | tolerability 21 | submissions 22 | initiation 23 | oncomed 24 | ptc 25 | therapies 26 | pd1 27 | nda 28 | roche 29 | calcium 30 | 1003 31 | interaction 32 | analyses 33 | anti-pd1 34 | quizartinib 35 | alamos 36 | eradicate 37 | proof-of-concept 38 | governance 39 | outbound 40 | backbone 41 | interactive 42 | pharmacodynamic 43 | novel 44 | collaborations 45 | cooperative 46 | pilate 47 | celgene 48 | geospiza 49 | dispensing 50 | lawtons 51 | subsequently 52 | pivotal 53 | spotfire 54 | eradication 55 | pathways 56 | netherlands 57 | uncontrolled 58 | fortified 59 | comprehensive 60 | yosemite 61 | exterior 62 | involves 63 | vantictumab 64 | workshop 65 | communist 66 | architectural 67 | educational 68 | endothelial 69 | gitr 70 | undertake 71 | corrupt 72 | celebrated 73 | establishing 74 | outsource 75 | conduct 76 | pembrolizumab 77 | systematic 78 | modifying 79 | uno 80 | attorneys 81 | bayer 82 | trimer 83 | congruent 84 | coalition 85 | provocative 86 | refining 87 | cf 88 | compliant 89 | blanks 90 | dissociated 91 | bricks 92 | fernando 93 | jinping 94 | briefs 95 | liberian 96 | representatives 97 | supervision 98 | fluor 99 | conducting 100 | bows 101 | interface 102 | ecosystem 103 | inspection 104 | educating 105 | enacted 106 | repository 107 | cancelling 108 | -------------------------------------------------------------------------------- /test/词向量法/run_w2v.py: -------------------------------------------------------------------------------- 1 | from wordexpansion import W2VModels 2 | import pandas as pd 3 | import os 4 | 5 | #初始化模型 6 | model = W2VModels(cwd=os.getcwd(), lang='english') 7 | #df = pd.read_excel('data.xlsx') 8 | #model.train(documents=df['text']) 9 | model.train(documents=list(open('documents.txt').readlines())) 10 | 11 | integrity = [w for w in open('seeds/integrity.txt').read().split('\n') if w!=''] 12 | innovation = [w for w in open('seeds/innovation.txt').read().split('\n') if w!=''] 13 | quality = [w for w in open('seeds/quality.txt').read().split('\n') if w!=''] 14 | respect = [w for w in open('seeds/respect.txt').read().split('\n') if w!=''] 15 | teamwork = [w for w in open('seeds/teamwork.txt').read().split('\n') if w!=''] 16 | 17 | 18 | model.find(seedwords=integrity, seedwordsname='integrity', topn=100) 19 | model.find(seedwords=innovation, seedwordsname='innovation', topn=100) 20 | model.find(seedwords=quality, seedwordsname='quality', topn=100) 21 | model.find(seedwords=respect, seedwordsname='respect', topn=100) 22 | model.find(seedwords=teamwork, seedwordsname='teamwork', topn=100) 23 | -------------------------------------------------------------------------------- /test/词向量法/seeds/innovation.txt: -------------------------------------------------------------------------------- 1 | innovation 2 | innovate 3 | innovative 4 | creativity 5 | creative 6 | create 7 | passion 8 | passionate 9 | efficiency 10 | efficient 11 | excellence 12 | pride -------------------------------------------------------------------------------- /test/词向量法/seeds/integrity.txt: -------------------------------------------------------------------------------- 1 | integrity 2 | ethic 3 | ethical 4 | accountable 5 | accountability 6 | trust 7 | honesty 8 | honest 9 | honestly 10 | fairness 11 | responsibility 12 | responsible 13 | transparency 14 | transparent -------------------------------------------------------------------------------- /test/词向量法/seeds/quality.txt: -------------------------------------------------------------------------------- 1 | quality 2 | customer 3 | customer_commitment 4 | dedication 5 | dedicated 6 | dedicate 7 | customer_expectation -------------------------------------------------------------------------------- /test/词向量法/seeds/respect.txt: -------------------------------------------------------------------------------- 1 | respectful 2 | talent 3 | talented 4 | employee 5 | dignity 6 | empowerment 7 | empower -------------------------------------------------------------------------------- /test/词向量法/seeds/teamwork.txt: -------------------------------------------------------------------------------- 1 | teamwork 2 | collaboration 3 | collaborate 4 | collaborative 5 | cooperation 6 | cooperate 7 | cooperative -------------------------------------------------------------------------------- /wordexpansion/__init__.py: -------------------------------------------------------------------------------- 1 | from wordexpansion.so_pmi import * 2 | from wordexpansion.w2v import * 3 | -------------------------------------------------------------------------------- /wordexpansion/so_pmi.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python3 2 | # coding: utf-8 3 | # File: so-pmi.py 4 | # Author: lhy 5 | # Date: 18-4-4 6 | 7 | import jieba.posseg as pseg 8 | import jieba 9 | import math,time 10 | 11 | class ChineseSoPmi: 12 | def __init__(self, inputtext_file, seedword_txtfile, pos_candi_txt_file, neg_candi_txtfile): 13 | 14 | self.text_file = inputtext_file 15 | self.pos_candi_txt_file = pos_candi_txt_file 16 | self.neg_candi_txtfile = neg_candi_txtfile 17 | self.seedword_txtfile = seedword_txtfile 18 | 19 | '''分词''' 20 | def seg_corpus(self, train_data, seedword_txtfile): 21 | #将情感词加入到用户词典当中，保证分词能够将种子情感词切开 22 | sentiment_words = [line.strip().split('\t')[0] for line in open(seedword_txtfile, encoding='utf-8')] 23 | for word in sentiment_words: 24 | jieba.add_word(word) 25 | seg_data = list() 26 | count = 0 27 | for line in open(train_data, encoding='utf-8'): 28 | line = line.strip() 29 | count += 1 30 | if line: 31 | seg_data.append([word.word for word in pseg.cut(line) if word.flag[0] not in ['u','w','x','p','q','m']]) 32 | else: 33 | continue 34 | return seg_data 35 | 36 | '''统计搭配次数''' 37 | def collect_cowords(self, seedword_txtfile, seg_data): 38 | def check_words(sent): 39 | if set(sentiment_words).intersection(set(sent)): 40 | return True 41 | else: 42 | return False 43 | cowords_list = list() 44 | window_size = 5 45 | count = 0 46 | sentiment_words = [line.strip().split('\t')[0] for line in open(seedword_txtfile, encoding='utf-8')] 47 | for sent in seg_data: 48 | count += 1 49 | if check_words(sent): 50 | for index, word in enumerate(sent): 51 | if index < window_size: 52 | left = sent[:index] 53 | else: 54 | left = sent[index - window_size: index] 55 | if index + window_size > len(sent): 56 | right = sent[index + 1:] 57 | else: 58 | right = sent[index: index + window_size + 1] 59 | context = left + right + [word] 60 | if check_words(context): 61 | for index_pre in range(0, len(context)): 62 | if check_words([context[index_pre]]): 63 | for index_post in range(index_pre + 1, len(context)): 64 | cowords_list.append(context[index_pre] + '@' + context[index_post]) 65 | return cowords_list 66 | 67 | '''计算So-Pmi值''' 68 | def collect_candiwords(self, seg_data, cowords_list, seedword_txtfile): 69 | '''互信息计算公式''' 70 | def compute_mi(p1, p2, p12): 71 | return math.log2(p12) - math.log2(p1) - math.log2(p2) 72 | '''统计词频''' 73 | def collect_worddict(seg_data): 74 | word_dict = dict() 75 | all = 0 76 | for line in seg_data: 77 | for word in line: 78 | if word not in word_dict: 79 | word_dict[word] = 1 80 | else: 81 | word_dict[word] += 1 82 | all = sum(word_dict.values()) 83 | return word_dict, all 84 | '''统计词共现次数''' 85 | def collect_cowordsdict(cowords_list): 86 | co_dict = dict() 87 | candi_words = list() 88 | for co_words in cowords_list: 89 | candi_words.extend(co_words.split('@')) 90 | if co_words not in co_dict: 91 | co_dict[co_words] = 1 92 | else: 93 | co_dict[co_words] += 1 94 | return co_dict, candi_words 95 | '''收集种子情感词''' 96 | def collect_sentiwords(seedword_txtfile, word_dict): 97 | pos_words = set([line.strip().split('\t')[0] for line in open(seedword_txtfile, encoding='utf-8') if 98 | line.strip().split('\t')[1] == 'pos']).intersection(set(word_dict.keys())) 99 | neg_words = set([line.strip().split('\t')[0] for line in open(seedword_txtfile, encoding='utf-8') if 100 | line.strip().split('\t')[1] == 'neg']).intersection(set(word_dict.keys())) 101 | return pos_words, neg_words 102 | '''计算sopmi值''' 103 | def compute_sopmi(candi_words, pos_words, neg_words, word_dict, co_dict, all): 104 | pmi_dict = dict() 105 | for candi_word in set(candi_words): 106 | pos_sum = 0.0 107 | neg_sum = 0.0 108 | for pos_word in pos_words: 109 | p1 = word_dict[pos_word] / all 110 | p2 = word_dict[candi_word] / all 111 | pair = pos_word + '@' + candi_word 112 | if pair not in co_dict: 113 | continue 114 | p12 = co_dict[pair] / all 115 | pos_sum += compute_mi(p1, p2, p12) 116 | 117 | for neg_word in neg_words: 118 | p1 = word_dict[neg_word] / all 119 | p2 = word_dict[candi_word] / all 120 | pair = neg_word + '@' + candi_word 121 | if pair not in co_dict: 122 | continue 123 | p12 = co_dict[pair] / all 124 | neg_sum += compute_mi(p1, p2, p12) 125 | 126 | so_pmi = pos_sum - neg_sum 127 | pmi_dict[candi_word] = so_pmi 128 | return pmi_dict 129 | 130 | word_dict, all = collect_worddict(seg_data) 131 | co_dict, candi_words = collect_cowordsdict(cowords_list) 132 | pos_words, neg_words = collect_sentiwords(seedword_txtfile, word_dict) 133 | pmi_dict = compute_sopmi(candi_words, pos_words, neg_words, word_dict, co_dict, all) 134 | return pmi_dict 135 | 136 | '''保存结果''' 137 | def save_candiwords(self, pmi_dict, pos_candi_txt_file, neg_candi_txtfile): 138 | def get_tag(word): 139 | if word: 140 | return [item.flag for item in pseg.cut(word)][0] 141 | else: 142 | return 'x' 143 | pos_dict = dict() 144 | neg_dict = dict() 145 | f_neg = open(neg_candi_txtfile, 'w+', encoding='utf-8') 146 | f_pos = open(pos_candi_txt_file, 'w+', encoding='utf-8') 147 | 148 | for word, word_score in pmi_dict.items(): 149 | if word_score > 0: 150 | pos_dict[word] = word_score 151 | else: 152 | neg_dict[word] = abs(word_score) 153 | 154 | for word, pmi in sorted(pos_dict.items(), key=lambda asd:asd[1], reverse=True): 155 | f_pos.write(word + ',' + str(pmi) + ',' + 'pos' + ',' + str(len(word)) + ',' + get_tag(word) + '\n') 156 | for word, pmi in sorted(neg_dict.items(), key=lambda asd:asd[1], reverse=True): 157 | f_neg.write(word + ',' + str(pmi) + ',' + 'neg' + ',' + str(len(word)) + ',' + get_tag(word) + '\n') 158 | f_neg.close() 159 | f_pos.close() 160 | return 161 | 162 | def sopmi(self): 163 | print('step 1/4:...seg corpus ...') 164 | start_time = time.time() 165 | seg_data = self.seg_corpus(self.text_file, self.seedword_txtfile) 166 | end_time1 = time.time() 167 | print('step 1/4 finished:...cost {0}...'.format((end_time1 - start_time))) 168 | print('step 2/4:...collect cowords ...') 169 | cowords_list = self.collect_cowords(self.seedword_txtfile, seg_data) 170 | end_time2 = time.time() 171 | print('step 2/4 finished:...cost {0}...'.format((end_time2 - end_time1))) 172 | print('step 3/4:...compute sopmi ...') 173 | pmi_dict = self.collect_candiwords(seg_data, cowords_list, self.seedword_txtfile) 174 | end_time3 = time.time() 175 | print('step 1/4 finished:...cost {0}...'.format((end_time3 - end_time2))) 176 | print('step 4/4:...save candiwords ...') 177 | self.save_candiwords(pmi_dict, self.pos_candi_txt_file, self.neg_candi_txtfile) 178 | end_time = time.time() 179 | print('finished! cost {0}'.format(end_time - start_time)) 180 | 181 | def test(): 182 | sopmier = ChineseSoPmi(inputtext_file='corpus.txt', 183 | seedword_txtfile='seed_words.txt', 184 | pos_candi_txt_file='neg_candi.txt', 185 | neg_candi_txtfile='pos_candi.txt') 186 | sopmier.sopmi() 187 | 188 | #test() 189 | -------------------------------------------------------------------------------- /wordexpansion/w2v.py: -------------------------------------------------------------------------------- 1 | from gensim.models import word2vec 2 | import jieba 3 | from pathlib import Path 4 | from nltk.tokenize import word_tokenize 5 | import multiprocessing 6 | from multistop import Stopwords 7 | 8 | class W2VModels(object): 9 | def __init__(self, cwd, lang='english'): 10 | """ 11 | 模型初始化设置 12 | :param cwd: 当前工作路径 13 | :param lang: 数据的语言 14 | """ 15 | self.cwd = cwd 16 | self.lang = lang 17 | 18 | 19 | def __preproces(self, documents): 20 | """ 21 | 对数据进行预处理,分词、去除停用词； 可以加单词同类型合并的 22 | :param documents: 文档列表 23 | :return: 清洗后的文档列表 24 | """ 25 | 26 | 27 | docs = [] 28 | if self.lang=='english': 29 | sw = Stopwords() 30 | sw.setlang(lang=self.lang) 31 | stopwords = sw.stopwords() 32 | for document in documents: 33 | document = document.lower() 34 | document = [w for w in word_tokenize(document) if w not in stopwords] 35 | docs.append(document) 36 | return docs 37 | elif self.lang=='chinese': 38 | sw = Stopwords() 39 | sw.setlang(lang=self.lang) 40 | stopwords = sw.stopwords() 41 | for document in documents: 42 | words = jieba.lcut(document) 43 | document = [w for w in words if w not in stopwords] 44 | docs.append(document) 45 | return docs 46 | else: 47 | assert 'Do not support {} language'.format(self.lang) 48 | 49 | 50 | 51 | def train(self, documents, min_count=1): 52 | """ 53 | 训练语料库的word2vec模型 54 | :param documents: 传入的文档列表 55 | :param min_count: 模型中词语最少在语料中出现min_count次 56 | :return: 57 | """ 58 | print('数据预处理开始.......') 59 | sentences = self.__preproces(documents=documents) 60 | print('预处理结束...........') 61 | print('Word2Vec模型训练开始......') 62 | self.model = word2vec.Word2Vec(sentences, min_count=min_count, workers=multiprocessing.cpu_count()) 63 | modeldir = Path(self.cwd).joinpath('model') 64 | Path(self.cwd).joinpath('model').mkdir(exist_ok=True) 65 | modelpath = str(Path(modeldir).joinpath('your.model')) 66 | self.model.save(modelpath) 67 | print('已将模型存入 {} '.format(str(modelpath))) 68 | 69 | 70 | 71 | def __search(self, seedwords, n=50): 72 | 73 | self.similars_candidate_idxs = [] #seedwords的候选词 74 | dictionary = self.model.wv.key_to_index 75 | print(dictionary) 76 | self.seedidxs = [] #把word 转化为 index 77 | for seed in seedwords: 78 | if seed in dictionary: 79 | seedidx = dictionary[seed] 80 | self.seedidxs.append(seedidx) 81 | print(self.seedidxs) 82 | for seedidx in self.seedidxs: 83 | # sims_words形如[('by', 0.99984), ('or', 0.99982), ('an', 0.99981), ('up', 0.99980)] 84 | sims_words = self.model.wv.similar_by_word(seedidx, topn=n) 85 | #将词语转为index存储起来 86 | self.similars_candidate_idxs.extend([dictionary[sim[0]] for sim in sims_words]) 87 | self.similars_candidate_idxs = set(self.similars_candidate_idxs) 88 | 89 | 90 | 91 | 92 | def find(self, seedwords, seedwordsname, topn): 93 | simidx_scores = [] 94 | print('准备寻找每个seed在语料中所有的相似候选词') 95 | self.__search(seedwords) 96 | print('初步搜寻到 {} 个相似的候选词'.format(len(self.similars_candidate_idxs))) 97 | 98 | print('计算每个候选词 与 {seedwordsname} 的相似度， 选出相似度最高的前 {topn} 个候选词'.format(seedwordsname=seedwordsname, topn=topn)) 99 | for idx in self.similars_candidate_idxs: 100 | score = self.model.wv.n_similarity([idx], self.seedidxs) 101 | simidx_scores.append((idx, score)) 102 | simidxs = [w[0] for w in sorted(simidx_scores, key=lambda k:k[1], reverse=True)] 103 | 104 | simwords = [str(self.model.wv.index_to_key[idx]) for idx in simidxs][:topn] 105 | 106 | resultwords = [] 107 | resultwords.extend(seedwords) 108 | resultwords.extend(simwords) 109 | 110 | txtdir = Path(self.cwd).joinpath('candidate_words') 111 | Path(self.cwd).joinpath('candidate_words').mkdir(exist_ok=True) 112 | candidatetxtfile = Path(txtdir).joinpath('{}.txt'.format(seedwordsname)) 113 | with open(candidatetxtfile, 'w', encoding='utf-8') as f: 114 | for word in resultwords: 115 | f.write(word+'\n') 116 | print('已经 【{seedwordsname} 类】 的词语筛选，并保存于 {txtfile}'.format(seedwordsname=seedwordsname, txtfile=candidatetxtfile)) 117 | return simwords 118 | 119 | 120 | 121 | 122 | 123 | 124 | 125 | 126 | -------------------------------------------------------------------------------- /大邓和他的Python.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hiDaDeng/wordexpansion/20f12d52afc5265960d964421bba90b3b942e224/大邓和他的Python.png --------------------------------------------------------------------------------