├── Chapter1 └── CutWords.py ├── Chapter10 ├── 3D.py ├── d3_hookface.png ├── die_visual.svg ├── github.py ├── histogram.py ├── plot.py ├── python_repos.svg ├── scatter.py ├── temper.py └── weather07.csv ├── Chapter11 ├── agaricus.py ├── data │ ├── agaricus.txt.test │ ├── agaricus.txt.train │ └── diabetes.csv ├── dome.py └── xgb_model.pkl ├── Chapter12 ├── agaricus.py ├── data │ ├── agaricus.txt.test │ ├── agaricus.txt.train │ └── diabetes.csv └── dome.py ├── Chapter2 ├── NumpyDome.py ├── PandasDome.py ├── ScipyDome.py ├── array.mat ├── data │ ├── array.mat │ ├── face.png │ ├── out.txt │ ├── outfile.npy │ ├── test1.xlsx │ ├── test2.csv │ └── test3.json └── out.txt ├── Chapter3 └── BoLeSpider │ ├── BoLeSpider │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── items.cpython-37.pyc │ │ ├── pipelines.cpython-37.pyc │ │ └── settings.cpython-37.pyc │ ├── items.py │ ├── middlewares.py │ ├── pipelines.py │ ├── settings.py │ └── spiders │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ └── jobbole.cpython-37.pyc │ │ └── jobbole.py │ ├── articleexport.json │ ├── main.py │ └── scrapy.cfg ├── Chapter4 ├── ConvFormat.py ├── ExtractTxt.py ├── TraverFiles.py ├── __pycache__ │ └── ExtractTxt.cpython-37.pyc ├── pdf2txt.py └── word2txt.py ├── Chapter5 ├── 30wClear.py ├── DealHtml.py ├── EfficRead.py ├── FileRead.py ├── REdealText.py ├── __pycache__ │ └── REdealText.cpython-37.pyc ├── genyield.py ├── regular.py ├── zhline.py └── zhtools │ ├── __pycache__ │ ├── langconv.cpython-35.pyc │ ├── langconv.cpython-37.pyc │ ├── zh_wiki.cpython-35.pyc │ └── zh_wiki.cpython-37.pyc │ ├── langconv.py │ └── zh_wiki.py ├── Chapter6 ├── 30wDealText.py ├── FeatureWord.py ├── FreqWord.py ├── HLWord.py ├── HanLPCut.py ├── StopWords.py ├── TFIDF.py ├── __pycache__ │ ├── FreqWord.cpython-37.pyc │ └── StopWords.cpython-37.pyc └── jiebaCut.py ├── Chapter7 ├── 30wVec.py ├── StopWords.py ├── TFIDF.py ├── __pycache__ │ ├── StopWords.cpython-37.pyc │ ├── lossval.cpython-37.pyc │ └── wordbag.cpython-37.pyc ├── lossval.py ├── normdata.py ├── similar.py ├── splitData.py ├── wordbag.py └── wordset.py ├── Chapter8 ├── 30wVec.py ├── LDA.py ├── LSA.py ├── RP.py ├── StopWords.py ├── TFIDF.py ├── __pycache__ │ ├── StopWords.cpython-37.pyc │ └── mydict.cpython-37.pyc ├── freqword.py └── mydict.py ├── Chapter9 ├── Visual.py ├── __pycache__ │ ├── loadData.cpython-37.pyc │ ├── loadnews.cpython-37.pyc │ └── pca.cpython-37.pyc ├── analyse.py ├── loadData.py ├── loadnews.py ├── pca.md ├── pca.py └── pcanews.py ├── Corpus └── 下载.txt ├── Files ├── EN_stopwords.txt ├── EnPapers │ ├── 历史 │ │ ├── 1.pdf │ │ ├── 10.pdf │ │ ├── 11.pdf │ │ ├── 12.pdf │ │ ├── 13.pdf │ │ ├── 14.pdf │ │ ├── 15.pdf │ │ ├── 16.pdf │ │ ├── 17.pdf │ │ ├── 18.pdf │ │ ├── 19.pdf │ │ ├── 2.pdf │ │ ├── 20.pdf │ │ ├── 21.pdf │ │ ├── 22.pdf │ │ ├── 23.pdf │ │ ├── 24.pdf │ │ ├── 25.pdf │ │ ├── 26.pdf │ │ ├── 27.pdf │ │ ├── 28.pdf │ │ ├── 29.pdf │ │ ├── 3.pdf │ │ ├── 30.pdf │ │ ├── 4.pdf │ │ ├── 5.pdf │ │ ├── 6.pdf │ │ ├── 7.pdf │ │ ├── 8.pdf │ │ └── 9.pdf │ ├── 教育 │ │ ├── 1.pdf │ │ ├── 10.pdf │ │ ├── 11.pdf │ │ ├── 12.pdf │ │ ├── 13.pdf │ │ ├── 14.pdf │ │ ├── 15.pdf │ │ ├── 16.pdf │ │ ├── 17.pdf │ │ ├── 18.pdf │ │ ├── 19.pdf │ │ ├── 2.pdf │ │ ├── 20.pdf │ │ ├── 21.pdf │ │ ├── 22.pdf │ │ ├── 23.pdf │ │ ├── 24.pdf │ │ ├── 25.pdf │ │ ├── 26.pdf │ │ ├── 27.pdf │ │ ├── 28.pdf │ │ ├── 29.pdf │ │ ├── 3.pdf │ │ ├── 30.pdf │ │ ├── 4.pdf │ │ ├── 5.pdf │ │ ├── 6.pdf │ │ ├── 7.pdf │ │ ├── 8.pdf │ │ └── 9.pdf │ └── 汽车 │ │ ├── 1.pdf │ │ ├── 10.pdf │ │ ├── 11.pdf │ │ ├── 12.pdf │ │ ├── 13.pdf │ │ ├── 14.pdf │ │ ├── 15.pdf │ │ ├── 16.pdf │ │ ├── 17.pdf │ │ ├── 18.pdf │ │ ├── 19.pdf │ │ ├── 2.pdf │ │ ├── 20.pdf │ │ ├── 21.pdf │ │ ├── 22.pdf │ │ ├── 23.pdf │ │ ├── 24.pdf │ │ ├── 25.pdf │ │ ├── 26.pdf │ │ ├── 27.pdf │ │ ├── 28.pdf │ │ ├── 29.pdf │ │ ├── 3.pdf │ │ ├── 30.pdf │ │ ├── 4.pdf │ │ ├── 5.pdf │ │ ├── 6.pdf │ │ ├── 7.pdf │ │ ├── 8.pdf │ │ └── 9.pdf ├── NLPIR_stopwords.txt ├── dataset.data ├── dataset.txt ├── htmldome.txt ├── lda_model.pkl ├── lsi_model.pkl ├── mycorpus.dict ├── news.data ├── pdftotxt │ ├── Python数据预处理.pdf │ └── Python数据预处理.txt ├── rp_model.pkl ├── testSet.txt ├── tfidf_corpus │ ├── 体育.mm │ ├── 体育.mm.index │ ├── 娱乐.mm │ ├── 娱乐.mm.index │ ├── 教育.mm │ ├── 教育.mm.index │ ├── 时政.mm │ └── 时政.mm.index ├── user_dict.txt ├── wordtotxt │ ├── Python数据预处理.docx │ ├── Python数据预处理.txt │ └── Python数据预处理与实践.doc └── 词性.txt ├── Packages ├── BatUTF8Conv.exe ├── Package+Control.zip └── zhtools.zip ├── README.md └── 数据预处理.png /Chapter1/CutWords.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bainingchao/PyDataPreprocessing/HEAD/Chapter1/CutWords.py -------------------------------------------------------------------------------- /Chapter10/3D.py: -------------------------------------------------------------------------------- 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