René's URL Explorer Experiment


Title: GitHub - li-ch/PythonDataScienceHandbook: Jupyter Notebooks for the Python Data Science Handbook

Open Graph Title: GitHub - li-ch/PythonDataScienceHandbook: Jupyter Notebooks for the Python Data Science Handbook

X Title: GitHub - li-ch/PythonDataScienceHandbook: Jupyter Notebooks for the Python Data Science Handbook

Description: Jupyter Notebooks for the Python Data Science Handbook - li-ch/PythonDataScienceHandbook

Open Graph Description: Jupyter Notebooks for the Python Data Science Handbook - li-ch/PythonDataScienceHandbook

X Description: Jupyter Notebooks for the Python Data Science Handbook - li-ch/PythonDataScienceHandbook

Opengraph URL: https://github.com/li-ch/PythonDataScienceHandbook

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:35e7a56b-3c4d-ccb2-8405-41676badfa43
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idE1E0:EF5D6:3CC8736:54A7AC6:697135B1
html-safe-nonce6f091d25d33973d329e3a7da29ddb270178c5a2f1a18e96afe070e793a81e001
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFMUUwOkVGNUQ2OjNDQzg3MzY6NTRBN0FDNjo2OTcxMzVCMSIsInZpc2l0b3JfaWQiOiIzMzczMTQ2ODkzNzU0MzgxNzQ1IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmacf2d25eb72fd12ba018042f6cf4416bf078f10f73690a79d9dbfd39d1ec3913b3
hovercard-subject-tagrepository:80199069
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/li-ch/PythonDataScienceHandbook
twitter:imagehttps://opengraph.githubassets.com/2800d39055fdbf19d09a65c8fd6ee1c15c18aa2d65af1fc11eb548e0116636e8/li-ch/PythonDataScienceHandbook
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/2800d39055fdbf19d09a65c8fd6ee1c15c18aa2d65af1fc11eb548e0116636e8/li-ch/PythonDataScienceHandbook
og:image:altJupyter Notebooks for the Python Data Science Handbook - li-ch/PythonDataScienceHandbook
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None0c91dba94f720b71e069760db74b45f0f69e50caa632dc4e976d5bf46c8242ee
turbo-cache-controlno-preview
go-importgithub.com/li-ch/PythonDataScienceHandbook git https://github.com/li-ch/PythonDataScienceHandbook.git
octolytics-dimension-user_id1207763
octolytics-dimension-user_loginli-ch
octolytics-dimension-repository_id80199069
octolytics-dimension-repository_nwoli-ch/PythonDataScienceHandbook
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id65388917
octolytics-dimension-repository_parent_nwojakevdp/PythonDataScienceHandbook
octolytics-dimension-repository_network_root_id65388917
octolytics-dimension-repository_network_root_nwojakevdp/PythonDataScienceHandbook
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
releasee6c1902093917264567791cc30776acd1b2490c9
ui-targetcanary-2
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fli-ch%2FPythonDataScienceHandbook
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fli-ch%2FPythonDataScienceHandbook
Sign up https://patch-diff.githubusercontent.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=li-ch%2FPythonDataScienceHandbook
Reloadhttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook
Reloadhttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook
Reloadhttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook
li-ch https://patch-diff.githubusercontent.com/li-ch
PythonDataScienceHandbookhttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook
jakevdp/PythonDataScienceHandbookhttps://patch-diff.githubusercontent.com/jakevdp/PythonDataScienceHandbook
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fli-ch%2FPythonDataScienceHandbook
Fork 0 https://patch-diff.githubusercontent.com/login?return_to=%2Fli-ch%2FPythonDataScienceHandbook
Star 0 https://patch-diff.githubusercontent.com/login?return_to=%2Fli-ch%2FPythonDataScienceHandbook
MIT LICENSE-CODE https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/LICENSE-CODE
Unknown LICENSE-TEXT https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/LICENSE-TEXT
0 stars https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/stargazers
18.7k forks https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/forks
Branches https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/branches
Tags https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/tags
Activity https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2Fli-ch%2FPythonDataScienceHandbook
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fli-ch%2FPythonDataScienceHandbook
Code https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook
Pull requests 0 https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/pulls
Actions https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/actions
Projects 0 https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/projects
Wiki https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/wiki
Security Uh oh! There was an error while loading. Please reload this page. https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/security
Please reload this pagehttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook
Insights https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/pulse
Code https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook
Pull requests https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/pulls
Actions https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/actions
Projects https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/projects
Wiki https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/wiki
Security https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/security
Insights https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/pulse
Brancheshttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/branches
Tagshttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/tags
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/branches
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/tags
155 Commitshttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/commits/master/
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/commits/master/
notebookshttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/tree/master/notebooks
notebookshttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/tree/master/notebooks
toolshttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/tree/master/tools
toolshttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/tree/master/tools
.gitignorehttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/.gitignore
LICENSE-CODEhttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/LICENSE-CODE
LICENSE-CODEhttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/LICENSE-CODE
LICENSE-TEXThttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/LICENSE-TEXT
LICENSE-TEXThttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/LICENSE-TEXT
README.mdhttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/README.md
README.mdhttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/README.md
requirements.txthttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/requirements.txt
requirements.txthttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/requirements.txt
READMEhttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook
MIT licensehttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook
Licensehttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#python-data-science-handbook
Python Data Science Handbookhttp://shop.oreilly.com/product/0636920034919.do
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/notebooks/figures/PDSH-cover.png
Python Data Science Handbookhttp://shop.oreilly.com/product/0636920034919.do
IPythonhttp://ipython.org
NumPyhttp://numpy.org
Pandashttp://pandas.pydata.org
Matplotlibhttp://matplotlib.org
Scikit-Learnhttp://scikit-learn.org
A Whirlwind Tour of Pythonhttps://github.com/jakevdp/WhirlwindTourOfPython
nbviewerhttp://nbviewer.jupyter.org
Table of Contentshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/Index.ipynb
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#table-of-contents
Prefacehttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/00.00-Preface.ipynb
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#preface
1. IPython: Beyond Normal Pythonhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/01.00-IPython-Beyond-Normal-Python.ipynb
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#1-ipython-beyond-normal-python
Help and Documentation in IPythonhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/01.01-Help-And-Documentation.ipynb
Keyboard Shortcuts in the IPython Shellhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/01.02-Shell-Keyboard-Shortcuts.ipynb
IPython Magic Commandshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/01.03-Magic-Commands.ipynb
Input and Output Historyhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/01.04-Input-Output-History.ipynb
IPython and Shell Commandshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/01.05-IPython-And-Shell-Commands.ipynb
Errors and Debugginghttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/01.06-Errors-and-Debugging.ipynb
Profiling and Timing Codehttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/01.07-Timing-and-Profiling.ipynb
More IPython Resourceshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/01.08-More-IPython-Resources.ipynb
2. Introduction to NumPyhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/02.00-Introduction-to-NumPy.ipynb
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#2-introduction-to-numpy
Understanding Data Types in Pythonhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/02.01-Understanding-Data-Types.ipynb
The Basics of NumPy Arrayshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/02.02-The-Basics-Of-NumPy-Arrays.ipynb
Computation on NumPy Arrays: Universal Functionshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/02.03-Computation-on-arrays-ufuncs.ipynb
Aggregations: Min, Max, and Everything In Betweenhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/02.04-Computation-on-arrays-aggregates.ipynb
Computation on Arrays: Broadcastinghttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/02.05-Computation-on-arrays-broadcasting.ipynb
Comparisons, Masks, and Boolean Logichttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/02.06-Boolean-Arrays-and-Masks.ipynb
Fancy Indexinghttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/02.07-Fancy-Indexing.ipynb
Sorting Arrayshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/02.08-Sorting.ipynb
Structured Data: NumPy's Structured Arrayshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/02.09-Structured-Data-NumPy.ipynb
3. Data Manipulation with Pandashttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.00-Introduction-to-Pandas.ipynb
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#3-data-manipulation-with-pandas
Introducing Pandas Objectshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.01-Introducing-Pandas-Objects.ipynb
Data Indexing and Selectionhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.02-Data-Indexing-and-Selection.ipynb
Operating on Data in Pandashttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.03-Operations-in-Pandas.ipynb
Handling Missing Datahttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.04-Missing-Values.ipynb
Hierarchical Indexinghttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.05-Hierarchical-Indexing.ipynb
Combining Datasets: Concat and Appendhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.06-Concat-And-Append.ipynb
Combining Datasets: Merge and Joinhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.07-Merge-and-Join.ipynb
Aggregation and Groupinghttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.08-Aggregation-and-Grouping.ipynb
Pivot Tableshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.09-Pivot-Tables.ipynb
Vectorized String Operationshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.10-Working-With-Strings.ipynb
Working with Time Serieshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.11-Working-with-Time-Series.ipynb
High-Performance Pandas: eval() and query()http://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.12-Performance-Eval-and-Query.ipynb
Further Resourceshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/03.13-Further-Resources.ipynb
4. Visualization with Matplotlibhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.00-Introduction-To-Matplotlib.ipynb
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#4-visualization-with-matplotlib
Simple Line Plotshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.01-Simple-Line-Plots.ipynb
Simple Scatter Plotshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.02-Simple-Scatter-Plots.ipynb
Visualizing Errorshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.03-Errorbars.ipynb
Density and Contour Plotshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.04-Density-and-Contour-Plots.ipynb
Histograms, Binnings, and Densityhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.05-Histograms-and-Binnings.ipynb
Customizing Plot Legendshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.06-Customizing-Legends.ipynb
Customizing Colorbarshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.07-Customizing-Colorbars.ipynb
Multiple Subplotshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.08-Multiple-Subplots.ipynb
Text and Annotationhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.09-Text-and-Annotation.ipynb
Customizing Tickshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.10-Customizing-Ticks.ipynb
Customizing Matplotlib: Configurations and Stylesheetshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.11-Settings-and-Stylesheets.ipynb
Three-Dimensional Plotting in Matplotlibhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.12-Three-Dimensional-Plotting.ipynb
Geographic Data with Basemaphttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.13-Geographic-Data-With-Basemap.ipynb
Visualization with Seabornhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.14-Visualization-With-Seaborn.ipynb
Further Resourceshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/04.15-Further-Resources.ipynb
5. Machine Learninghttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.00-Machine-Learning.ipynb
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#5-machine-learning
What Is Machine Learning?http://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.01-What-Is-Machine-Learning.ipynb
Introducing Scikit-Learnhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.02-Introducing-Scikit-Learn.ipynb
Hyperparameters and Model Validationhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.03-Hyperparameters-and-Model-Validation.ipynb
Feature Engineeringhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.04-Feature-Engineering.ipynb
In-Depth: Naive Bayes Classificationhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.05-Naive-Bayes.ipynb
In-Depth: Linear Regressionhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.06-Linear-Regression.ipynb
In-Depth: Support Vector Machineshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.07-Support-Vector-Machines.ipynb
In-Depth: Decision Trees and Random Forestshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.08-Random-Forests.ipynb
In-Depth: Principal Component Analysishttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.09-Principal-Component-Analysis.ipynb
In-Depth: Manifold Learninghttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.10-Manifold-Learning.ipynb
In-Depth: k-Means Clusteringhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.11-K-Means.ipynb
In-Depth: Gaussian Mixture Modelshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.12-Gaussian-Mixtures.ipynb
In-Depth: Kernel Density Estimationhttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.13-Kernel-Density-Estimation.ipynb
Application: A Face Detection Pipelinehttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.14-Image-Features.ipynb
Further Machine Learning Resourceshttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.15-Learning-More.ipynb
Appendix: Figure Codehttp://nbviewer.jupyter.org/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/06.00-Figure-Code.ipynb
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#appendix-figure-code
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#required-packages
requirements.txthttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/requirements.txt
condahttp://conda.pydata.org
Managing Environmentshttp://conda.pydata.org/docs/using/envs.html
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#license
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#code
MIT licensehttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/LICENSE-CODE
Open Source Initiativehttps://opensource.org/licenses/MIT
https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#text
CC-BY-NC-ND licensehttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/LICENSE-TEXT
Creative Commonshttps://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode
Readme https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook#readme-ov-file
MIT LICENSE-CODE https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/LICENSE-CODE
Unknown LICENSE-TEXT https://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/blob/master/LICENSE-TEXT
Please reload this pagehttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook
Activityhttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/activity
0 starshttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/stargazers
1 watchinghttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/watchers
0 forkshttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fli-ch%2FPythonDataScienceHandbook&report=li-ch+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/li-ch/PythonDataScienceHandbook/releases
Packages 0https://patch-diff.githubusercontent.com/users/li-ch/packages?repo_name=PythonDataScienceHandbook
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.