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Title: GitHub - liaofan2015/DataScienceStudyNotes: 这个仓库保管从（数据科学学习手札69）开始的所有代码、数据等相关附件内容 · GitHub

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X Title: GitHub - liaofan2015/DataScienceStudyNotes: 这个仓库保管从（数据科学学习手札69）开始的所有代码、数据等相关附件内容

Description: 这个仓库保管从（数据科学学习手札69）开始的所有代码、数据等相关附件内容. Contribute to liaofan2015/DataScienceStudyNotes development by creating an account on GitHub.

Open Graph Description: 这个仓库保管从（数据科学学习手札69）开始的所有代码、数据等相关附件内容. Contribute to liaofan2015/DataScienceStudyNotes development by creating an account on GitHub.

X Description: 这个仓库保管从（数据科学学习手札69）开始的所有代码、数据等相关附件内容. Contribute to liaofan2015/DataScienceStudyNotes development by creating an account on GitHub.

Mail addresses
fefferypzy@gmail.com

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（数据科学学习手札69）详解pandas中的map、apply、applymap、groupby、agg	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD69%EF%BC%89%E8%AF%A6%E8%A7%A3pandas%E4%B8%AD%E7%9A%84map%E3%80%81apply%E3%80%81applymap%E3%80%81groupby%E3%80%81agg
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（数据科学学习手札70）面向数据科学的Python多进程简介及应用	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD70%EF%BC%89%E9%9D%A2%E5%90%91%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E7%9A%84Python%E5%A4%9A%E8%BF%9B%E7%A8%8B%E7%AE%80%E4%BB%8B%E5%8F%8A%E5%BA%94%E7%94%A8
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（数据科学学习手札71）在Python中制作个性化词云图	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD71%EF%BC%89%E5%9C%A8Python%E4%B8%AD%E5%88%B6%E4%BD%9C%E4%B8%AA%E6%80%A7%E5%8C%96%E8%AF%8D%E4%BA%91%E5%9B%BE
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（数据科学学习手札74）基于geopandas的空间数据分析——数据结构篇	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD74%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E6%95%B0%E6%8D%AE%E7%BB%93%E6%9E%84%E7%AF%87
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（数据科学学习手札76）基于Python的拐点检测——以新冠肺炎疫情数据为例	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD76%EF%BC%89%E5%9F%BA%E4%BA%8EPython%E7%9A%84%E6%8B%90%E7%82%B9%E6%A3%80%E6%B5%8B%E2%80%94%E2%80%94%E4%BB%A5%E6%96%B0%E5%86%A0%E8%82%BA%E7%82%8E%E7%96%AB%E6%83%85%E6%95%B0%E6%8D%AE%E4%B8%BA%E4%BE%8B
（数据科学学习手札76）基于Python的拐点检测——以新冠肺炎疫情数据为例	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD76%EF%BC%89%E5%9F%BA%E4%BA%8EPython%E7%9A%84%E6%8B%90%E7%82%B9%E6%A3%80%E6%B5%8B%E2%80%94%E2%80%94%E4%BB%A5%E6%96%B0%E5%86%A0%E8%82%BA%E7%82%8E%E7%96%AB%E6%83%85%E6%95%B0%E6%8D%AE%E4%B8%BA%E4%BE%8B
（数据科学学习手札77）基于geopandas的空间数据分析——文件IO	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD77%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E6%96%87%E4%BB%B6IO
（数据科学学习手札77）基于geopandas的空间数据分析——文件IO	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD77%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E6%96%87%E4%BB%B6IO
（数据科学学习手札78）基于geopandas的空间数据分析——基础可视化	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD78%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E5%9F%BA%E7%A1%80%E5%8F%AF%E8%A7%86%E5%8C%96
（数据科学学习手札78）基于geopandas的空间数据分析——基础可视化	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD78%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E5%9F%BA%E7%A1%80%E5%8F%AF%E8%A7%86%E5%8C%96
（数据科学学习手札79）基于geopandas的空间数据分析——深入浅出分层设色	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD79%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E6%B7%B1%E5%85%A5%E6%B5%85%E5%87%BA%E5%88%86%E5%B1%82%E8%AE%BE%E8%89%B2
（数据科学学习手札79）基于geopandas的空间数据分析——深入浅出分层设色	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD79%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E6%B7%B1%E5%85%A5%E6%B5%85%E5%87%BA%E5%88%86%E5%B1%82%E8%AE%BE%E8%89%B2
（数据科学学习手札80）用Python编写小工具下载OSM路网数据	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD80%EF%BC%89%E7%94%A8Python%E7%BC%96%E5%86%99%E5%B0%8F%E5%B7%A5%E5%85%B7%E4%B8%8B%E8%BD%BDOSM%E8%B7%AF%E7%BD%91%E6%95%B0%E6%8D%AE
（数据科学学习手札80）用Python编写小工具下载OSM路网数据	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD80%EF%BC%89%E7%94%A8Python%E7%BC%96%E5%86%99%E5%B0%8F%E5%B7%A5%E5%85%B7%E4%B8%8B%E8%BD%BDOSM%E8%B7%AF%E7%BD%91%E6%95%B0%E6%8D%AE
（数据科学学习手札81）conda+jupyter玩转数据科学环境搭建	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD81%EF%BC%89conda%2Bjupyter%E7%8E%A9%E8%BD%AC%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E7%8E%AF%E5%A2%83%E6%90%AD%E5%BB%BA
（数据科学学习手札81）conda+jupyter玩转数据科学环境搭建	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD81%EF%BC%89conda%2Bjupyter%E7%8E%A9%E8%BD%AC%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E7%8E%AF%E5%A2%83%E6%90%AD%E5%BB%BA
（数据科学学习手札82）基于geopandas的空间数据分析——geoplot篇(上)	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD82%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94geoplot%E7%AF%87(%E4%B8%8A)
（数据科学学习手札82）基于geopandas的空间数据分析——geoplot篇(上)	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD82%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94geoplot%E7%AF%87(%E4%B8%8A)
（数据科学学习手札83）基于geopandas的空间数据分析——geoplot篇(下)	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD83%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94geoplot%E7%AF%87(%E4%B8%8B)
（数据科学学习手札83）基于geopandas的空间数据分析——geoplot篇(下)	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD83%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94geoplot%E7%AF%87(%E4%B8%8B)
（数据科学学习手札84）基于geopandas的空间数据分析——空间计算篇（上）	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD84%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E7%A9%BA%E9%97%B4%E8%AE%A1%E7%AE%97%E7%AF%87%EF%BC%88%E4%B8%8A%EF%BC%89
（数据科学学习手札84）基于geopandas的空间数据分析——空间计算篇（上）	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD84%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E7%A9%BA%E9%97%B4%E8%AE%A1%E7%AE%97%E7%AF%87%EF%BC%88%E4%B8%8A%EF%BC%89
（数据科学学习手札85）Python+Kepler.gl轻松制作酷炫路径动画	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD85%EF%BC%89Python%2BKepler.gl%E8%BD%BB%E6%9D%BE%E5%88%B6%E4%BD%9C%E9%85%B7%E7%82%AB%E8%B7%AF%E5%BE%84%E5%8A%A8%E7%94%BB
（数据科学学习手札85）Python+Kepler.gl轻松制作酷炫路径动画	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD85%EF%BC%89Python%2BKepler.gl%E8%BD%BB%E6%9D%BE%E5%88%B6%E4%BD%9C%E9%85%B7%E7%82%AB%E8%B7%AF%E5%BE%84%E5%8A%A8%E7%94%BB
（数据科学学习手札86）全平台支持的pandas运算加速神器	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD86%EF%BC%89%E5%85%A8%E5%B9%B3%E5%8F%B0%E6%94%AF%E6%8C%81%E7%9A%84pandas%E8%BF%90%E7%AE%97%E5%8A%A0%E9%80%9F%E7%A5%9E%E5%99%A8
（数据科学学习手札86）全平台支持的pandas运算加速神器	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD86%EF%BC%89%E5%85%A8%E5%B9%B3%E5%8F%B0%E6%94%AF%E6%8C%81%E7%9A%84pandas%E8%BF%90%E7%AE%97%E5%8A%A0%E9%80%9F%E7%A5%9E%E5%99%A8
（数据科学学习手札87）利用adjustText解决matplotlib文字标签遮挡问题	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD87%EF%BC%89%E5%88%A9%E7%94%A8adjustText%E8%A7%A3%E5%86%B3matplotlib%E6%96%87%E5%AD%97%E6%A0%87%E7%AD%BE%E9%81%AE%E6%8C%A1%E9%97%AE%E9%A2%98
（数据科学学习手札87）利用adjustText解决matplotlib文字标签遮挡问题	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD87%EF%BC%89%E5%88%A9%E7%94%A8adjustText%E8%A7%A3%E5%86%B3matplotlib%E6%96%87%E5%AD%97%E6%A0%87%E7%AD%BE%E9%81%AE%E6%8C%A1%E9%97%AE%E9%A2%98
（数据科学学习手札88）基于geopandas的空间数据分析——空间计算篇（下）	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD88%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E7%A9%BA%E9%97%B4%E8%AE%A1%E7%AE%97%E7%AF%87%EF%BC%88%E4%B8%8B%EF%BC%89
（数据科学学习手札88）基于geopandas的空间数据分析——空间计算篇（下）	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD88%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E7%A9%BA%E9%97%B4%E8%AE%A1%E7%AE%97%E7%AF%87%EF%BC%88%E4%B8%8B%EF%BC%89
（数据科学学习手札89）geopandas&geoplot近期重要更新	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD89%EF%BC%89geopandas%26geoplot%E8%BF%91%E6%9C%9F%E9%87%8D%E8%A6%81%E6%9B%B4%E6%96%B0
（数据科学学习手札89）geopandas&geoplot近期重要更新	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD89%EF%BC%89geopandas%26geoplot%E8%BF%91%E6%9C%9F%E9%87%8D%E8%A6%81%E6%9B%B4%E6%96%B0
（数据科学学习手札90）Python+Kepler.gl轻松制作时间轮播地图	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD90%EF%BC%89Python%2BKepler.gl%E8%BD%BB%E6%9D%BE%E5%88%B6%E4%BD%9C%E6%97%B6%E9%97%B4%E8%BD%AE%E6%92%AD%E5%9C%B0%E5%9B%BE
（数据科学学习手札90）Python+Kepler.gl轻松制作时间轮播地图	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD90%EF%BC%89Python%2BKepler.gl%E8%BD%BB%E6%9D%BE%E5%88%B6%E4%BD%9C%E6%97%B6%E9%97%B4%E8%BD%AE%E6%92%AD%E5%9C%B0%E5%9B%BE
（数据科学学习手札91）在Python中妥善使用进度条	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD91%EF%BC%89%E5%9C%A8Python%E4%B8%AD%E5%A6%A5%E5%96%84%E4%BD%BF%E7%94%A8%E8%BF%9B%E5%BA%A6%E6%9D%A1
（数据科学学习手札91）在Python中妥善使用进度条	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD91%EF%BC%89%E5%9C%A8Python%E4%B8%AD%E5%A6%A5%E5%96%84%E4%BD%BF%E7%94%A8%E8%BF%9B%E5%BA%A6%E6%9D%A1
（数据科学学习手札92）利用query()与eval()优化pandas代码	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD92%EF%BC%89%E5%88%A9%E7%94%A8query()%E4%B8%8Eeval()%E4%BC%98%E5%8C%96pandas%E4%BB%A3%E7%A0%81
（数据科学学习手札92）利用query()与eval()优化pandas代码	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD92%EF%BC%89%E5%88%A9%E7%94%A8query()%E4%B8%8Eeval()%E4%BC%98%E5%8C%96pandas%E4%BB%A3%E7%A0%81
（数据科学学习手札93）利用geopandas与PostGIS进行交互	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD93%EF%BC%89%E5%88%A9%E7%94%A8geopandas%E4%B8%8EPostGIS%E8%BF%9B%E8%A1%8C%E4%BA%A4%E4%BA%92
（数据科学学习手札93）利用geopandas与PostGIS进行交互	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD93%EF%BC%89%E5%88%A9%E7%94%A8geopandas%E4%B8%8EPostGIS%E8%BF%9B%E8%A1%8C%E4%BA%A4%E4%BA%92
（数据科学学习手札94）QGIS+Conda+jupyter玩转Python GIS	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD94%EF%BC%89QGIS%2BConda%2Bjupyter%E7%8E%A9%E8%BD%ACPython%20GIS
（数据科学学习手札94）QGIS+Conda+jupyter玩转Python GIS	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD94%EF%BC%89QGIS%2BConda%2Bjupyter%E7%8E%A9%E8%BD%ACPython%20GIS
（数据科学学习手札95）elyra——jupyter lab平台最强插件集	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD95%EF%BC%89elyra%E2%80%94%E2%80%94jupyter%20lab%E5%B9%B3%E5%8F%B0%E6%9C%80%E5%BC%BA%E6%8F%92%E4%BB%B6%E9%9B%86
（数据科学学习手札95）elyra——jupyter lab平台最强插件集	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD95%EF%BC%89elyra%E2%80%94%E2%80%94jupyter%20lab%E5%B9%B3%E5%8F%B0%E6%9C%80%E5%BC%BA%E6%8F%92%E4%BB%B6%E9%9B%86
（数据科学学习手札96）在geopandas中叠加在线地图	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD96%EF%BC%89%E5%9C%A8geopandas%E4%B8%AD%E5%8F%A0%E5%8A%A0%E5%9C%A8%E7%BA%BF%E5%9C%B0%E5%9B%BE
（数据科学学习手札96）在geopandas中叠加在线地图	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD96%EF%BC%89%E5%9C%A8geopandas%E4%B8%AD%E5%8F%A0%E5%8A%A0%E5%9C%A8%E7%BA%BF%E5%9C%B0%E5%9B%BE
（数据科学学习手札97）掌握pandas中的transform	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD97%EF%BC%89%E6%8E%8C%E6%8F%A1pandas%E4%B8%AD%E7%9A%84transform
（数据科学学习手札97）掌握pandas中的transform	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD97%EF%BC%89%E6%8E%8C%E6%8F%A1pandas%E4%B8%AD%E7%9A%84transform
（数据科学学习手札98）纯Python绘制满满艺术感的山脊地图	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD98%EF%BC%89%E7%BA%AFPython%E7%BB%98%E5%88%B6%E6%BB%A1%E6%BB%A1%E8%89%BA%E6%9C%AF%E6%84%9F%E7%9A%84%E5%B1%B1%E8%84%8A%E5%9C%B0%E5%9B%BE
（数据科学学习手札98）纯Python绘制满满艺术感的山脊地图	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD98%EF%BC%89%E7%BA%AFPython%E7%BB%98%E5%88%B6%E6%BB%A1%E6%BB%A1%E8%89%BA%E6%9C%AF%E6%84%9F%E7%9A%84%E5%B1%B1%E8%84%8A%E5%9C%B0%E5%9B%BE
（数据科学学习手札99）掌握pandas中的时序数据分组运算	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD99%EF%BC%89%E6%8E%8C%E6%8F%A1pandas%E4%B8%AD%E7%9A%84%E6%97%B6%E5%BA%8F%E6%95%B0%E6%8D%AE%E5%88%86%E7%BB%84%E8%BF%90%E7%AE%97
（数据科学学习手札99）掌握pandas中的时序数据分组运算	https://github.com/liaofan2015/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD99%EF%BC%89%E6%8E%8C%E6%8F%A1pandas%E4%B8%AD%E7%9A%84%E6%97%B6%E5%BA%8F%E6%95%B0%E6%8D%AE%E5%88%86%E7%BB%84%E8%BF%90%E7%AE%97
README.md	https://github.com/liaofan2015/DataScienceStudyNotes/blob/master/README.md
README.md	https://github.com/liaofan2015/DataScienceStudyNotes/blob/master/README.md
README	https://github.com/liaofan2015/DataScienceStudyNotes
	https://github.com/liaofan2015/DataScienceStudyNotes#memo-datasciencestudynotes
https://www.cnblogs.com/feffery/	https://www.cnblogs.com/feffery/
	https://github.com/liaofan2015/DataScienceStudyNotes#carousel_horse-目录
1 已更新博客列表	https://github.com/liaofan2015/DataScienceStudyNotes#first
2 专题系列	https://github.com/liaofan2015/DataScienceStudyNotes#second
2.1 基于geopandas的空间数据分析 🚩 <完结>	https://github.com/liaofan2015/DataScienceStudyNotes#second-geopandas
3 pandas相关	https://github.com/liaofan2015/DataScienceStudyNotes#pandas
4 jupyter相关	https://github.com/liaofan2015/DataScienceStudyNotes#jupyter
5 kepler.gl相关	https://github.com/liaofan2015/DataScienceStudyNotes#keplergl
6 补充勘误内容记录	https://github.com/liaofan2015/DataScienceStudyNotes#third
7 To-do List	https://github.com/liaofan2015/DataScienceStudyNotes#fourth
	https://github.com/liaofan2015/DataScienceStudyNotes#1-books-已更新博客列表
（数据科学学习手札69）详解pandas中的map、apply、applymap、groupby、agg	https://www.cnblogs.com/feffery/p/11468762.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD69%EF%BC%89%E8%AF%A6%E8%A7%A3pandas%E4%B8%AD%E7%9A%84map%E3%80%81apply%E3%80%81applymap%E3%80%81groupby%E3%80%81agg
（数据科学学习手札70）面向数据科学的Python多进程简介及应用	https://www.cnblogs.com/feffery/p/11621076.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD70%EF%BC%89%E9%9D%A2%E5%90%91%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E7%9A%84Python%E5%A4%9A%E8%BF%9B%E7%A8%8B%E7%AE%80%E4%BB%8B%E5%8F%8A%E5%BA%94%E7%94%A8
（数据科学学习手札71）利用Python绘制词云图	https://www.cnblogs.com/feffery/p/11842798.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD71%EF%BC%89%E5%9C%A8Python%E4%B8%AD%E5%88%B6%E4%BD%9C%E4%B8%AA%E6%80%A7%E5%8C%96%E8%AF%8D%E4%BA%91%E5%9B%BE
（数据科学学习手札72）用pdpipe搭建pandas数据分析流水线	https://www.cnblogs.com/feffery/p/12179647.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD72%EF%BC%89%E7%94%A8pdpipe%E6%90%AD%E5%BB%BApandas%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E6%B5%81%E6%B0%B4%E7%BA%BF
（数据科学学习手札73）盘点pandas 1.0.0中的新特性	https://www.cnblogs.com/feffery/p/12214635.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD73%EF%BC%89%E7%9B%98%E7%82%B9pandas%201.0.0%E4%B8%AD%E7%9A%84%E6%96%B0%E7%89%B9%E6%80%A7
（数据科学学习手札74）基于geopandas的空间数据分析——数据结构篇	https://www.cnblogs.com/feffery/p/11898190.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD74%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E6%95%B0%E6%8D%AE%E7%BB%93%E6%9E%84%E7%AF%87
（数据科学学习手札75）基于geopandas的空间数据分析——坐标参考系篇	https://www.cnblogs.com/feffery/p/12285828.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD75%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E5%9D%90%E6%A0%87%E5%8F%82%E8%80%83%E7%B3%BB%E7%AF%87
（数据科学学习手札76）基于Python的拐点检测——以新冠肺炎疫情数据为例	https://www.cnblogs.com/feffery/p/12325741.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD76%EF%BC%89%E5%9F%BA%E4%BA%8EPython%E7%9A%84%E6%8B%90%E7%82%B9%E6%A3%80%E6%B5%8B%E2%80%94%E2%80%94%E4%BB%A5%E6%96%B0%E5%86%A0%E8%82%BA%E7%82%8E%E7%96%AB%E6%83%85%E6%95%B0%E6%8D%AE%E4%B8%BA%E4%BE%8B
（数据科学学习手札77）基于geopandas的空间数据分析——文件IO	https://www.cnblogs.com/feffery/p/12301966.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD77%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E6%96%87%E4%BB%B6IO
（数据科学学习手札78）基于geopandas的空间数据分析——基础可视化	https://www.cnblogs.com/feffery/p/12361421.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD78%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E5%9F%BA%E7%A1%80%E5%8F%AF%E8%A7%86%E5%8C%96
（数据科学学习手札79）基于geopandas的空间数据分析——深入浅出分层设色	https://www.cnblogs.com/feffery/p/12381322.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD79%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E6%B7%B1%E5%85%A5%E6%B5%85%E5%87%BA%E5%88%86%E5%B1%82%E8%AE%BE%E8%89%B2
（数据科学学习手札80）用Python编写小工具下载OSM路网数据	https://www.cnblogs.com/feffery/p/12483967.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD80%EF%BC%89%E7%94%A8Python%E7%BC%96%E5%86%99%E5%B0%8F%E5%B7%A5%E5%85%B7%E4%B8%8B%E8%BD%BDOSM%E8%B7%AF%E7%BD%91%E6%95%B0%E6%8D%AE
（数据科学学习手札81）conda+jupyter玩转数据科学环境搭建	https://www.cnblogs.com/feffery/p/12609118.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD81%EF%BC%89conda%2Bjupyter%E7%8E%A9%E8%BD%AC%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E7%8E%AF%E5%A2%83%E6%90%AD%E5%BB%BA
（数据科学学习手札82）基于geopandas的空间数据分析——geoplot篇(上)	https://www.cnblogs.com/feffery/p/12779150.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD82%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94geoplot%E7%AF%87(%E4%B8%8A)
（数据科学学习手札83）基于geopandas的空间数据分析——geoplot篇(下)	https://www.cnblogs.com/feffery/p/12901334.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD83%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94geoplot%E7%AF%87(%E4%B8%8B)
（数据科学学习手札84）基于geopandas的空间数据分析——空间计算篇（上）	https://www.cnblogs.com/feffery/p/12909284.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD84%EF%BC%89%E5%9F%BA%E4%BA%8Egeopandas%E7%9A%84%E7%A9%BA%E9%97%B4%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E2%80%94%E2%80%94%E7%A9%BA%E9%97%B4%E8%AE%A1%E7%AE%97%E7%AF%87%EF%BC%88%E4%B8%8A%EF%BC%89
（数据科学学习手札85）Python+Kepler.gl轻松制作酷炫路径动画	https://www.cnblogs.com/feffery/p/12987968.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%EF%BC%88%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E5%AD%A6%E4%B9%A0%E6%89%8B%E6%9C%AD85%EF%BC%89Python%2BKepler.gl%E8%BD%BB%E6%9D%BE%E5%88%B6%E4%BD%9C%E9%85%B7%E7%82%AB%E8%B7%AF%E5%BE%84%E5%8A%A8%E7%94%BB
（数据科学学习手札86）全平台支持的pandas运算加速神器	https://www.cnblogs.com/feffery/p/13049547.html
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