René's URL Explorer Experiment

Title: GitHub - Ashes814/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

Open Graph Title: GitHub - Ashes814/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

X Title: GitHub - Ashes814/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 Ashes814/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 Ashes814/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 Ashes814/DataScienceStudyNotes development by creating an account on GitHub.

Mail addresses
fefferypzy@gmail.com

Opengraph URL: https://github.com/Ashes814/DataScienceStudyNotes

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:e748e10c-ee92-5fd9-6d5f-c4539599fd28
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	ED28:16F79A:89555B:B82880:6A5E867A
html-safe-nonce	be92a9f9a60817fbddc1bc08a6259cc932df2c2e04112cdcba73a2c9e21d9fb8
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFRDI4OjE2Rjc5QTo4OTU1NUI6QjgyODgwOjZBNUU4NjdBIiwidmlzaXRvcl9pZCI6Ijc4NDQzNzI0MDYyODI5MTM0MDIiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	ad023f0c42c074a2f4bbfa1d71f2de2cfa2677d78ba1df675a644290c77633a4
hovercard-subject-tag	repository:462569184
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/Ashes814/DataScienceStudyNotes
twitter:image	https://opengraph.githubassets.com/d4215e7e2fcc3bc3c286c6566631110122c903cc20e095830c2b8336a4391b31/Ashes814/DataScienceStudyNotes
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/d4215e7e2fcc3bc3c286c6566631110122c903cc20e095830c2b8336a4391b31/Ashes814/DataScienceStudyNotes
og:image:alt	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 Ashes814/DataScienceStudyNotes development by creating an account on GitHub.
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	e0c30ec4bc4cc128be7eee7ef869507723a2ac9916267b7e0d370b3580a5e7ba
turbo-cache-control	no-cache
go-import	github.com/Ashes814/DataScienceStudyNotes git https://github.com/Ashes814/DataScienceStudyNotes.git
octolytics-dimension-user_id	61461584
octolytics-dimension-user_login	Ashes814
octolytics-dimension-repository_id	462569184
octolytics-dimension-repository_nwo	Ashes814/DataScienceStudyNotes
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	206516448
octolytics-dimension-repository_parent_nwo	CNFeffery/DataScienceStudyNotes
octolytics-dimension-repository_network_root_id	206516448
octolytics-dimension-repository_network_root_nwo	CNFeffery/DataScienceStudyNotes
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	68ef39d284f7f48d37e751bc9bc0a9a4166228d5
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/Ashes814/DataScienceStudyNotes#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FAshes814%2FDataScienceStudyNotes
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
Code QualityEnforce quality at merge	https://github.com/features/code-quality
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/enterprise/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FAshes814%2FDataScienceStudyNotes
Sign up	https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=Ashes814%2FDataScienceStudyNotes
Reload	https://github.com/Ashes814/DataScienceStudyNotes
Reload	https://github.com/Ashes814/DataScienceStudyNotes
Reload	https://github.com/Ashes814/DataScienceStudyNotes
Ashes814	https://github.com/Ashes814
DataScienceStudyNotes	https://github.com/Ashes814/DataScienceStudyNotes
CNFeffery/DataScienceStudyNotes	https://github.com/CNFeffery/DataScienceStudyNotes
Notifications	https://github.com/login?return_to=%2FAshes814%2FDataScienceStudyNotes
Fork 0	https://github.com/login?return_to=%2FAshes814%2FDataScienceStudyNotes
Star 1	https://github.com/login?return_to=%2FAshes814%2FDataScienceStudyNotes
Code	https://github.com/Ashes814/DataScienceStudyNotes
Pull requests 0	https://github.com/Ashes814/DataScienceStudyNotes/pulls
Actions	https://github.com/Ashes814/DataScienceStudyNotes/actions
Projects	https://github.com/Ashes814/DataScienceStudyNotes/projects
Security and quality 0	https://github.com/Ashes814/DataScienceStudyNotes/security
Insights	https://github.com/Ashes814/DataScienceStudyNotes/pulse
Code	https://github.com/Ashes814/DataScienceStudyNotes
Pull requests	https://github.com/Ashes814/DataScienceStudyNotes/pulls
Actions	https://github.com/Ashes814/DataScienceStudyNotes/actions
Projects	https://github.com/Ashes814/DataScienceStudyNotes/projects
Security and quality	https://github.com/Ashes814/DataScienceStudyNotes/security
Insights	https://github.com/Ashes814/DataScienceStudyNotes/pulse
	https://github.com/Ashes814/DataScienceStudyNotes
Branches	https://github.com/Ashes814/DataScienceStudyNotes/branches
Tags	https://github.com/Ashes814/DataScienceStudyNotes/tags
	https://github.com/Ashes814/DataScienceStudyNotes/branches
	https://github.com/Ashes814/DataScienceStudyNotes/tags
534 Commits	https://github.com/Ashes814/DataScienceStudyNotes/commits/master/
	https://github.com/Ashes814/DataScienceStudyNotes/commits/master/
【Python+Dash快速web应用开发】系列文章	https://github.com/Ashes814/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0
【Python+Dash快速web应用开发】系列文章	https://github.com/Ashes814/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0
历史文章附件列表	https://github.com/Ashes814/DataScienceStudyNotes/tree/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8
历史文章附件列表	https://github.com/Ashes814/DataScienceStudyNotes/tree/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8
README.md	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/README.md
README.md	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/README.md
README	https://github.com/Ashes814/DataScienceStudyNotes
	https://github.com/Ashes814/DataScienceStudyNotes#memo-datasciencestudynotes
https://www.cnblogs.com/feffery/	https://www.cnblogs.com/feffery/
	https://github.com/Ashes814/DataScienceStudyNotes#carousel_horse-目录
1 已更新博客列表	https://github.com/Ashes814/DataScienceStudyNotes#first
2 专题系列	https://github.com/Ashes814/DataScienceStudyNotes#second
2.1 基于geopandas的空间数据分析 🚩 <完结>	https://github.com/Ashes814/DataScienceStudyNotes#second-geopandas
2.2 Python+Dash快速web应用开发　🚩 <完结>	https://github.com/Ashes814/DataScienceStudyNotes#second-dash
3 pandas相关	https://github.com/Ashes814/DataScienceStudyNotes#pandas
4 jupyter相关	https://github.com/Ashes814/DataScienceStudyNotes#jupyter
5 kepler.gl相关	https://github.com/Ashes814/DataScienceStudyNotes#keplergl
6 补充勘误记录（最近更新：2021.12.29）	https://github.com/Ashes814/DataScienceStudyNotes#third
7 To-do List	https://github.com/Ashes814/DataScienceStudyNotes#fourth
	https://github.com/Ashes814/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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%88%A9%E7%94%A8Python%E7%BB%98%E5%88%B6%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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+jupyter%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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+Kepler.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
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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://www.cnblogs.com/feffery/p/13072364.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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://www.cnblogs.com/feffery/p/13129271.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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://www.cnblogs.com/feffery/p/13233271.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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&geoplot%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://www.cnblogs.com/feffery/p/13322067.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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+Kepler.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://www.cnblogs.com/feffery/p/13392024.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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://www.cnblogs.com/feffery/p/13440148.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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://www.cnblogs.com/feffery/p/13468203.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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://www.cnblogs.com/feffery/p/13558608.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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://www.cnblogs.com/feffery/p/13692800.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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://www.cnblogs.com/feffery/p/13763601.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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://www.cnblogs.com/feffery/p/13816362.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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://www.cnblogs.com/feffery/p/13977871.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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://www.cnblogs.com/feffery/p/14093478.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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100）搞定matplotlib中的字体设置	https://www.cnblogs.com/feffery/p/14122415.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD100%EF%BC%89%E6%90%9E%E5%AE%9Amatplotlib%E4%B8%AD%E7%9A%84%E5%AD%97%E4%BD%93%E8%AE%BE%E7%BD%AE
（数据科学学习手札101）funcy：Python中的函数式编程百宝箱	https://www.cnblogs.com/feffery/p/14208030.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD101%EF%BC%89funcy%EF%BC%9APython%E4%B8%AD%E7%9A%84%E5%87%BD%E6%95%B0%E5%BC%8F%E7%BC%96%E7%A8%8B%E7%99%BE%E5%AE%9D%E7%AE%B1
（数据科学学习手札102）Python+Dash快速web应用开发——基础概念篇	https://www.cnblogs.com/feffery/p/14258438.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/01%20%E5%9F%BA%E7%A1%80%E6%A6%82%E5%BF%B5%E7%AF%87
（数据科学学习手札103）Python+Dash快速web应用开发——页面布局篇	https://www.cnblogs.com/feffery/p/14276803.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/02%20%E9%A1%B5%E9%9D%A2%E5%B8%83%E5%B1%80%E7%AF%87
（数据科学学习手札104）Python+Dash快速web应用开发——回调交互篇（上）	https://www.cnblogs.com/feffery/p/14313103.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/03%20%E5%9B%9E%E8%B0%83%E4%BA%A4%E4%BA%92%E7%AF%87%EF%BC%88%E4%B8%8A%EF%BC%89
（数据科学学习手札105）Python+Dash快速web应用开发——回调交互篇（中）	https://www.cnblogs.com/feffery/p/14349206.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/04%20%E5%9B%9E%E8%B0%83%E4%BA%A4%E4%BA%92%E7%AF%87%EF%BC%88%E4%B8%AD%EF%BC%89
（数据科学学习手札106）Python+Dash快速web应用开发——回调交互篇（下）	https://www.cnblogs.com/feffery/p/14386458.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/05%20%E5%9B%9E%E8%B0%83%E4%BA%A4%E4%BA%92%E7%AF%87%EF%BC%88%E4%B8%8B%EF%BC%89
（数据科学学习手札107）在Python中利用funct实现链式风格编程	https://www.cnblogs.com/feffery/p/14400938.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD107%EF%BC%89%E5%9C%A8Python%E4%B8%AD%E5%88%A9%E7%94%A8funct%E5%AE%9E%E7%8E%B0%E9%93%BE%E5%BC%8F%E9%A3%8E%E6%A0%BC%E7%BC%96%E7%A8%8B
（数据科学学习手札108）Python+Dash快速web应用开发——静态部件篇（上）	https://www.cnblogs.com/feffery/p/14416390.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/06%20%E9%9D%99%E6%80%81%E9%83%A8%E4%BB%B6%E7%AF%87%EF%BC%88%E4%B8%8A%EF%BC%89
（数据科学学习手札109）Python+Dash快速web应用开发——静态部件篇（中）	https://www.cnblogs.com/feffery/p/14457005.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/07%20%E9%9D%99%E6%80%81%E9%83%A8%E4%BB%B6%E7%AF%87%EF%BC%88%E4%B8%AD%EF%BC%89
（数据科学学习手札110）Python+Dash快速web应用开发——静态部件篇（下）	https://www.cnblogs.com/feffery/p/14492085.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/08%20%E9%9D%99%E6%80%81%E9%83%A8%E4%BB%B6%E7%AF%87%EF%BC%88%E4%B8%8B%EF%BC%89
（数据科学学习手札111）geopandas 0.9.0重要新特性一览	https://www.cnblogs.com/feffery/p/14519824.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD111%EF%BC%89geopandas%200.9.0%E9%87%8D%E8%A6%81%E6%96%B0%E7%89%B9%E6%80%A7%E4%B8%80%E8%A7%88
（数据科学学习手札112）Python+Dash快速web应用开发——表单控件篇（上）	https://www.cnblogs.com/feffery/p/14532519.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/09%20%E8%A1%A8%E5%8D%95%E6%8E%A7%E4%BB%B6%E7%AF%87%EF%BC%88%E4%B8%8A%EF%BC%89
（数据科学学习手札113）Python+Dash快速web应用开发——表单控件篇（下）	https://www.cnblogs.com/feffery/p/14561303.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/10%20%E8%A1%A8%E5%8D%95%E6%8E%A7%E4%BB%B6%E7%AF%87%EF%BC%88%E4%B8%8B%EF%BC%89
（数据科学学习手札114）Python+Dash快速web应用开发——上传下载篇	https://www.cnblogs.com/feffery/p/14580950.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/11%20%E4%B8%8A%E4%BC%A0%E4%B8%8B%E8%BD%BD%E7%AF%87
（数据科学学习手札115）Python+Dash快速web应用开发——交互表格篇（上）	https://www.cnblogs.com/feffery/p/14616652.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/12%20%E4%BA%A4%E4%BA%92%E8%A1%A8%E6%A0%BC%E7%AF%87%EF%BC%88%E4%B8%8A%EF%BC%89
（数据科学学习手札116）Python+Dash快速web应用开发——交互表格篇（中）	https://www.cnblogs.com/feffery/p/14641943.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/13%20%E4%BA%A4%E4%BA%92%E8%A1%A8%E6%A0%BC%E7%AF%87%EF%BC%88%E4%B8%AD%EF%BC%89
（数据科学学习手札117）Python+Dash快速web应用开发——交互表格篇（下）	https://www.cnblogs.com/feffery/p/14674642.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/14%20%E4%BA%A4%E4%BA%92%E8%A1%A8%E6%A0%BC%E7%AF%87%EF%BC%88%E4%B8%8B%EF%BC%89
（数据科学学习手札118）Python+Dash快速web应用开发——特殊部件篇	https://www.cnblogs.com/feffery/p/14687893.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/15%20%E7%89%B9%E6%AE%8A%E9%83%A8%E4%BB%B6%E7%AF%87
（数据科学学习手札119）Python+Dash快速web应用开发——多页面应用	https://www.cnblogs.com/feffery/p/14724140.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/16%20%E5%A4%9A%E9%A1%B5%E9%9D%A2%E5%BA%94%E7%94%A8
（数据科学学习手札120）Python+Dash快速web应用开发——整合数据库	https://www.cnblogs.com/feffery/p/14748675.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/17%20%E6%95%B4%E5%90%88%E6%95%B0%E6%8D%AE%E5%BA%93
（数据科学学习手札121）Python+Dash快速web应用开发——项目结构篇	https://www.cnblogs.com/feffery/p/14773887.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E3%80%90Python%2BDash%E5%BF%AB%E9%80%9Fweb%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E3%80%91%E7%B3%BB%E5%88%97%E6%96%87%E7%AB%A0/18%20%E9%A1%B9%E7%9B%AE%E7%BB%93%E6%9E%84%E7%AF%87
（数据科学学习手札122）Python+Dash快速web应用开发——内网穿透篇	https://www.cnblogs.com/feffery/p/14775704.html
（数据科学学习手札123）Python+Dash快速web应用开发——部署发布篇	https://www.cnblogs.com/feffery/p/14826195.html
（数据科学学习手札124）pandas 1.3版本主要更新内容一览	https://www.cnblogs.com/feffery/p/14993399.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD124%EF%BC%89pandas%201.3%E7%89%88%E6%9C%AC%E4%B8%BB%E8%A6%81%E6%9B%B4%E6%96%B0%E5%86%85%E5%AE%B9%E4%B8%80%E8%A7%88
（数据科学学习手札125）在Python中操纵json数据的最佳方式	https://www.cnblogs.com/feffery/p/15087235.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD125%EF%BC%89%E5%9C%A8Python%E4%B8%AD%E6%93%8D%E7%BA%B5json%E6%95%B0%E6%8D%AE%E7%9A%84%E6%9C%80%E4%BD%B3%E6%96%B9%E5%BC%8F
（数据科学学习手札126）Python中JSON结构数据的高效增删改操作	https://www.cnblogs.com/feffery/p/15115785.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD126%EF%BC%89Python%E4%B8%ADJSON%E7%BB%93%E6%9E%84%E6%95%B0%E6%8D%AE%E7%9A%84%E9%AB%98%E6%95%88%E5%A2%9E%E5%88%A0%E6%94%B9%E6%93%8D%E4%BD%9C
（数据科学学习手札127）在Python中使用icecream实现高效debug	https://www.cnblogs.com/feffery/p/15181212.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD127%EF%BC%89%E5%9C%A8Python%E4%B8%AD%E4%BD%BF%E7%94%A8icecream%E5%AE%9E%E7%8E%B0%E9%AB%98%E6%95%88debug
（数据科学学习手札128）在matplotlib中添加富文本的最佳方式	https://www.cnblogs.com/feffery/p/15331473.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD128%EF%BC%89%E5%9C%A8matplotlib%E4%B8%AD%E6%B7%BB%E5%8A%A0%E5%AF%8C%E6%96%87%E6%9C%AC%E7%9A%84%E6%9C%80%E4%BD%B3%E6%96%B9%E5%BC%8F
（数据科学学习手札129）geopandas 0.10版本重要新特性一览	https://www.cnblogs.com/feffery/p/15472342.html
仓库路径	https://github.com/CNFeffery/DataScienceStudyNotes/tree/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD129%EF%BC%89geopandas%200.10%E7%89%88%E6%9C%AC%E9%87%8D%E8%A6%81%E6%96%B0%E7%89%B9%E6%80%A7%E4%B8%80%E8%A7%88
（数据科学学习手札130）利用geopandas快捷绘制在线地图	https://www.cnblogs.com/feffery/p/15530464.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD130%EF%BC%89%E5%88%A9%E7%94%A8geopandas%E5%BF%AB%E6%8D%B7%E7%BB%98%E5%88%B6%E5%9C%A8%E7%BA%BF%E5%9C%B0%E5%9B%BE
（数据科学学习手札131）pandas中的常用字符串处理方法总结	https://www.cnblogs.com/feffery/p/15584726.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD131%EF%BC%89pandas%E4%B8%AD%E7%9A%84%E5%B8%B8%E7%94%A8%E5%AD%97%E7%AC%A6%E4%B8%B2%E5%A4%84%E7%90%86%E6%96%B9%E6%B3%95%E6%80%BB%E7%BB%93
（数据科学学习手札132）Python+Fabric实现远程服务器连接	https://www.cnblogs.com/feffery/p/15646508.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD132%EF%BC%89Python+Fabric%E5%AE%9E%E7%8E%B0%E8%BF%9C%E7%A8%8B%E6%9C%8D%E5%8A%A1%E5%99%A8%E8%BF%9E%E6%8E%A5
（数据科学学习手札133）利用geopandas绘制拓扑着色地图	https://www.cnblogs.com/feffery/p/15738273.html
仓库路径	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/%E5%8E%86%E5%8F%B2%E6%96%87%E7%AB%A0%E9%99%84%E4%BB%B6%E5%88%97%E8%A1%A8/%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%AD133%EF%BC%89%E5%88%A9%E7%94%A8geopandas%E7%BB%98%E5%88%B6%E6%8B%93%E6%89%91%E7%9D%80%E8%89%B2%E5%9C%B0%E5%9B%BE
	https://github.com/Ashes814/DataScienceStudyNotes#2-card_file_box-专题系列
	https://github.com/Ashes814/DataScienceStudyNotes#21-earth_asia-基于geopandas的空间数据分析-完结
课程附件百度云下载地址	https://pan.baidu.com/s/1ZzbxAm-0-udUaLlhM_KP7w
	https://camo.githubusercontent.com/4228d9a709cc594a796218d4571fdd88e1e2bcdf2f654e76244c6fc5794928af/68747470733a2f2f67656f70616e6461732e72656164746865646f63732e696f2f656e2f6c61746573742f5f7374617469632f67656f70616e6461735f6c6f676f5f7765622e737667
（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
（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
（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
（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
（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
（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
（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
（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
（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://www.cnblogs.com/feffery/p/13129271.html
（数据科学学习手札89）geopandas&geoplot近期重要更新	https://www.cnblogs.com/feffery/p/13233271.html
（数据科学学习手札93）利用geopandas与PostGIS进行交互	https://www.cnblogs.com/feffery/p/13468203.html
（数据科学学习手札96）在geopandas中叠加在线地图	https://www.cnblogs.com/feffery/p/13763601.html
（数据科学学习手札111）geopandas 0.9.0重要新特性一览	https://www.cnblogs.com/feffery/p/14519824.html
（数据科学学习手札129）geopandas 0.10版本重要新特性一览	https://www.cnblogs.com/feffery/p/15472342.html
（数据科学学习手札130）利用geopandas快捷绘制在线地图	https://www.cnblogs.com/feffery/p/15530464.html
（数据科学学习手札133）利用geopandas绘制拓扑着色地图	https://www.cnblogs.com/feffery/p/15738273.html
	https://github.com/Ashes814/DataScienceStudyNotes#22-zap-pythondash快速web应用开发-完结
	https://github.com/Ashes814/DataScienceStudyNotes/blob/master/历史文章附件列表/Plotly_Dash_logo.png
（数据科学学习手札102）Python+Dash快速web应用开发——基础概念篇	https://www.cnblogs.com/feffery/p/14258438.html
（数据科学学习手札103）Python+Dash快速web应用开发——页面布局篇	https://www.cnblogs.com/feffery/p/14276803.html
（数据科学学习手札104）Python+Dash快速web应用开发——回调交互篇（上）	https://www.cnblogs.com/feffery/p/14313103.html
（数据科学学习手札105）Python+Dash快速web应用开发——回调交互篇（中）	https://www.cnblogs.com/feffery/p/14349206.html
（数据科学学习手札106）Python+Dash快速web应用开发——回调交互篇（下）	https://www.cnblogs.com/feffery/p/14386458.html
（数据科学学习手札108）Python+Dash快速web应用开发——静态部件篇（上）	https://www.cnblogs.com/feffery/p/14416390.html
（数据科学学习手札109）Python+Dash快速web应用开发——静态部件篇（中）	https://www.cnblogs.com/feffery/p/14457005.html
（数据科学学习手札110）Python+Dash快速web应用开发——静态部件篇（下）	https://www.cnblogs.com/feffery/p/14492085.html
（数据科学学习手札112）Python+Dash快速web应用开发——表单控件篇（上）	https://www.cnblogs.com/feffery/p/14532519.html
（数据科学学习手札113）Python+Dash快速web应用开发——表单控件篇（下）	https://www.cnblogs.com/feffery/p/14561303.html
（数据科学学习手札114）Python+Dash快速web应用开发——上传下载篇	https://www.cnblogs.com/feffery/p/14580950.html
（数据科学学习手札115）Python+Dash快速web应用开发——交互表格篇（上）	https://www.cnblogs.com/feffery/p/14616652.html
（数据科学学习手札116）Python+Dash快速web应用开发——交互表格篇（中）	https://www.cnblogs.com/feffery/p/14641943.html
（数据科学学习手札117）Python+Dash快速web应用开发——交互表格篇（下）	https://www.cnblogs.com/feffery/p/14674642.html
（数据科学学习手札118）Python+Dash快速web应用开发——特殊部件篇	https://www.cnblogs.com/feffery/p/14687893.html
（数据科学学习手札119）Python+Dash快速web应用开发——多页面应用	https://www.cnblogs.com/feffery/p/14724140.html
（数据科学学习手札120）Python+Dash快速web应用开发——整合数据库	https://www.cnblogs.com/feffery/p/14748675.html
（数据科学学习手札121）Python+Dash快速web应用开发——项目结构篇	https://www.cnblogs.com/feffery/p/14773887.html
（数据科学学习手札122）Python+Dash快速web应用开发——内网穿透篇	https://www.cnblogs.com/feffery/p/14775704.html
（数据科学学习手札123）Python+Dash快速web应用开发——部署发布篇	https://www.cnblogs.com/feffery/p/14826195.html
	https://github.com/Ashes814/DataScienceStudyNotes#3-man_astronaut-pandas相关
	https://camo.githubusercontent.com/e04dfca0c526fdca0a79ffe69fdde3cfe1c66eaca63df14c2da8c8a120c1b1a0/68747470733a2f2f70616e6461732e7079646174612e6f72672f646f63732f5f7374617469632f70616e6461732e737667
（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
（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
（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
（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
（数据科学学习手札92）利用query()与eval()优化pandas代码	https://www.cnblogs.com/feffery/p/13440148.html
（数据科学学习手札97）掌握pandas中的transform	https://www.cnblogs.com/feffery/p/13816362.html
（数据科学学习手札99）掌握pandas中的时序数据分组运算	https://www.cnblogs.com/feffery/p/14093478.html
（数据科学学习手札124）pandas 1.3版本主要更新内容一览	https://www.cnblogs.com/feffery/p/14993399.html
（数据科学学习手札131）pandas中的常用字符串处理方法总结	https://www.cnblogs.com/feffery/p/15584726.html
	https://github.com/Ashes814/DataScienceStudyNotes#4-ghost-jupyter相关
	https://camo.githubusercontent.com/861846a1dbc8f81185bdb63be9490941501a426c32955fdfbc46786056a5b0d5/68747470733a2f2f6a7570797465722e6f72672f6173736574732f686f6d65706167652f6d61696e2d6c6f676f2e737667
（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
（数据科学学习手札94）QGIS+Conda+jupyter玩转Python GIS	https://www.cnblogs.com/feffery/p/13558608.html
（数据科学学习手札95）elyra——jupyter lab平台最强插件集	https://www.cnblogs.com/feffery/p/13692800.html
	https://github.com/Ashes814/DataScienceStudyNotes#5-penguin-keplergl相关
	https://camo.githubusercontent.com/5c9cd347ab625ff49b2d465dfe58816f0e1a85d1aa0351660858928a6f04db0d/68747470733a2f2f6431613366347370617a7a7270342e636c6f756466726f6e742e6e65742f6b65706c65722e676c2f776562736974652f69636f6e732f6b65706c65722e676c2d6c6f676f2e706e67
（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
（数据科学学习手札90）Python+Kepler.gl轻松制作时间轮播地图	https://www.cnblogs.com/feffery/p/13322067.html
	https://github.com/Ashes814/DataScienceStudyNotes#6-wrench-补充勘误记录
（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
（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
（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
（数据科学学习手札94）QGIS+Conda+jupyter玩转Python GIS	https://www.cnblogs.com/feffery/p/13558608.html
（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
（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
（数据科学学习手札103）Python+Dash快速web应用开发——页面布局篇	https://www.cnblogs.com/feffery/p/14276803.html
（数据科学学习手札103）Python+Dash快速web应用开发——页面布局篇	https://www.cnblogs.com/feffery/p/14276803.html
（数据科学学习手札96）在geopandas中叠加在线地图	https://www.cnblogs.com/feffery/p/13763601.html
（数据科学学习手札105）Python+Dash快速web应用开发——回调交互篇（中）	https://www.cnblogs.com/feffery/p/14349206.html
（数据科学学习手札129）geopandas 0.10版本重要新特性一览	https://www.cnblogs.com/feffery/p/15472342.html
	https://github.com/Ashes814/DataScienceStudyNotes#7-running-to-do-list
Readme	https://github.com/Ashes814/DataScienceStudyNotes#readme-ov-file
Please reload this page	https://github.com/Ashes814/DataScienceStudyNotes
Activity	https://github.com/Ashes814/DataScienceStudyNotes/activity
0 forks	https://github.com/Ashes814/DataScienceStudyNotes/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FAshes814%2FDataScienceStudyNotes&report=Ashes814+%28user%29
Releases	https://github.com/Ashes814/DataScienceStudyNotes/releases
Packages 0	https://github.com/users/Ashes814/packages?repo_name=DataScienceStudyNotes
Please reload this page	https://github.com/Ashes814/DataScienceStudyNotes
Contributors	https://github.com/Ashes814/DataScienceStudyNotes/graphs/contributors
Please reload this page	https://github.com/Ashes814/DataScienceStudyNotes
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.