| route-pattern | /:user_id/:repository |
| route-controller | files |
| route-action | disambiguate |
| fetch-nonce | v2:fa921d6c-6459-3945-a118-4eefdfbc5998 |
| current-catalog-service-hash | f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb |
| request-id | B704:2F98EE:5605B6C:705841E:6A5D8C1C |
| html-safe-nonce | f7d471519934d18a10830296f18c71e03de5bf976fc929fe8485ead7b375977a |
| visitor-payload | eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCNzA0OjJGOThFRTo1NjA1QjZDOjcwNTg0MUU6NkE1RDhDMUMiLCJ2aXNpdG9yX2lkIjoiNjgyMjI2MDE4NjU3OTU2OTY5MiIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9 |
| visitor-hmac | 260eee8fae806458ddc1a700af4f1f3ad2f54dc3b86242849a7d6f2624d040a0 |
| hovercard-subject-tag | repository:101421900 |
| 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/monstott/pygraphistry |
| twitter:image | https://opengraph.githubassets.com/82f996e50b9ac59cd8f05ec361f7003ed193520e3f1d765f1ff586de1b78d532/monstott/pygraphistry |
| twitter:card | summary_large_image |
| og:image | https://opengraph.githubassets.com/82f996e50b9ac59cd8f05ec361f7003ed193520e3f1d765f1ff586de1b78d532/monstott/pygraphistry |
| og:image:alt | PyGraphistry is library to extract, transform, and visually explore big graphs - monstott/pygraphistry |
| og:image:width | 1200 |
| og:image:height | 600 |
| og:site_name | GitHub |
| og:type | object |
| hostname | github.com |
| expected-hostname | github.com |
| None | 5290d7e14309ad1e76106a9c4237bd1041517e83ea182c8ab756752cb0c6940b |
| turbo-cache-control | no-cache |
| go-import | github.com/monstott/pygraphistry git https://github.com/monstott/pygraphistry.git |
| octolytics-dimension-user_id | 31215632 |
| octolytics-dimension-user_login | monstott |
| octolytics-dimension-repository_id | 101421900 |
| octolytics-dimension-repository_nwo | monstott/pygraphistry |
| octolytics-dimension-repository_public | true |
| octolytics-dimension-repository_is_fork | true |
| octolytics-dimension-repository_parent_id | 36759907 |
| octolytics-dimension-repository_parent_nwo | graphistry/pygraphistry |
| octolytics-dimension-repository_network_root_id | 36759907 |
| octolytics-dimension-repository_network_root_nwo | graphistry/pygraphistry |
| 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 | 9c975978430e9ad293956f2bbdaf153b1bd84a99 |
| ui-target | full |
| theme-color | #1e2327 |
| color-scheme | light dark |
| Skip to content | https://github.com/monstott/pygraphistry#start-of-content |
|
| https://github.com/ |
|
Sign in
| https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fmonstott%2Fpygraphistry |
| 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 |
| 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%2Fmonstott%2Fpygraphistry |
|
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=monstott%2Fpygraphistry |
| Reload | https://github.com/monstott/pygraphistry |
| Reload | https://github.com/monstott/pygraphistry |
| Reload | https://github.com/monstott/pygraphistry |
|
monstott
| https://github.com/monstott |
| pygraphistry | https://github.com/monstott/pygraphistry |
| graphistry/pygraphistry | https://github.com/graphistry/pygraphistry |
|
Notifications
| https://github.com/login?return_to=%2Fmonstott%2Fpygraphistry |
|
Fork
0
| https://github.com/login?return_to=%2Fmonstott%2Fpygraphistry |
|
Star
0
| https://github.com/login?return_to=%2Fmonstott%2Fpygraphistry |
|
Code
| https://github.com/monstott/pygraphistry |
|
Pull requests
0
| https://github.com/monstott/pygraphistry/pulls |
|
Actions
| https://github.com/monstott/pygraphistry/actions |
|
Projects
| https://github.com/monstott/pygraphistry/projects |
|
Wiki
| https://github.com/monstott/pygraphistry/wiki |
|
Security and quality
0
| https://github.com/monstott/pygraphistry/security |
|
Insights
| https://github.com/monstott/pygraphistry/pulse |
|
Code
| https://github.com/monstott/pygraphistry |
|
Pull requests
| https://github.com/monstott/pygraphistry/pulls |
|
Actions
| https://github.com/monstott/pygraphistry/actions |
|
Projects
| https://github.com/monstott/pygraphistry/projects |
|
Wiki
| https://github.com/monstott/pygraphistry/wiki |
|
Security and quality
| https://github.com/monstott/pygraphistry/security |
|
Insights
| https://github.com/monstott/pygraphistry/pulse |
| https://github.com/monstott/pygraphistry |
| Branches | https://github.com/monstott/pygraphistry/branches |
| Tags | https://github.com/monstott/pygraphistry/tags |
| https://github.com/monstott/pygraphistry/branches |
| https://github.com/monstott/pygraphistry/tags |
| 420 Commits | https://github.com/monstott/pygraphistry/commits/master/ |
| https://github.com/monstott/pygraphistry/commits/master/ |
| demos | https://github.com/monstott/pygraphistry/tree/master/demos |
| demos | https://github.com/monstott/pygraphistry/tree/master/demos |
| docs | https://github.com/monstott/pygraphistry/tree/master/docs |
| docs | https://github.com/monstott/pygraphistry/tree/master/docs |
| graphistry | https://github.com/monstott/pygraphistry/tree/master/graphistry |
| graphistry | https://github.com/monstott/pygraphistry/tree/master/graphistry |
| .gitattributes | https://github.com/monstott/pygraphistry/blob/master/.gitattributes |
| .gitattributes | https://github.com/monstott/pygraphistry/blob/master/.gitattributes |
| .gitignore | https://github.com/monstott/pygraphistry/blob/master/.gitignore |
| .gitignore | https://github.com/monstott/pygraphistry/blob/master/.gitignore |
| .travis.yml | https://github.com/monstott/pygraphistry/blob/master/.travis.yml |
| .travis.yml | https://github.com/monstott/pygraphistry/blob/master/.travis.yml |
| DEVELOP.md | https://github.com/monstott/pygraphistry/blob/master/DEVELOP.md |
| DEVELOP.md | https://github.com/monstott/pygraphistry/blob/master/DEVELOP.md |
| LICENSE.txt | https://github.com/monstott/pygraphistry/blob/master/LICENSE.txt |
| LICENSE.txt | https://github.com/monstott/pygraphistry/blob/master/LICENSE.txt |
| MANIFEST.in | https://github.com/monstott/pygraphistry/blob/master/MANIFEST.in |
| MANIFEST.in | https://github.com/monstott/pygraphistry/blob/master/MANIFEST.in |
| README.md | https://github.com/monstott/pygraphistry/blob/master/README.md |
| README.md | https://github.com/monstott/pygraphistry/blob/master/README.md |
| setup.cfg | https://github.com/monstott/pygraphistry/blob/master/setup.cfg |
| setup.cfg | https://github.com/monstott/pygraphistry/blob/master/setup.cfg |
| setup.py | https://github.com/monstott/pygraphistry/blob/master/setup.py |
| setup.py | https://github.com/monstott/pygraphistry/blob/master/setup.py |
| versioneer.py | https://github.com/monstott/pygraphistry/blob/master/versioneer.py |
| versioneer.py | https://github.com/monstott/pygraphistry/blob/master/versioneer.py |
| README | https://github.com/monstott/pygraphistry |
| BSD-3-Clause license | https://github.com/monstott/pygraphistry |
| https://travis-ci.org/graphistry/pygraphistry |
| https://pypi.python.org/pypi/graphistry |
| https://pypi.python.org/pypi/graphistry |
| https://pypi.python.org/pypi/graphistry |
| https://github.com/monstott/pygraphistry#pygraphistry-explore-relationships |
| Graphistry's | http://www.graphistry.com |
| Interactive Demo | https://github.com/monstott/pygraphistry#demo-of-friendship-communities-on-facebook |
| Graph Gallery | https://github.com/monstott/pygraphistry#gallery |
| Installation | https://github.com/monstott/pygraphistry#installation |
| Tutorial | https://github.com/monstott/pygraphistry#tutorial-les-mis%C3%A9rables |
| API Reference | https://github.com/monstott/pygraphistry#api-reference |
| https://github.com/monstott/pygraphistry#demo-of-friendship-communities-on-facebook |
| http://labs.graphistry.com/graph/graph.html?dataset=Facebook&usertag=github&info=true&static=true&contentKey=Facebook_Github_Demo&play=7000¢er=false&menu=true&goLive=false&left=-2.02e+4&right=1.51e+4&top=-1.07e+4&bottom=9.15e+3&legend={%22nodes%22:%20%22People%20(Names%20are%20fake).%3Cbr/%3E%20Color%20indicates%20community%20and%20size%20shows%20popularity.%22,%20%22edges%22:%20%22Friendships%22,%20%22subtitle%22:%20%22%3Cp%3ECreate%20your%20own%20visualizations%20with%20%3Ca%20href=\%22https://github.com/graphistry/pygraphistry/\%22%3EPyGraphistry%3C/a%3E.%3C/p%3E%22,%20%22title%22:%20%22%3Ch3%3EFacebook%20Friendships%20(Read-only%20Mode)%3C/h3%3E%22} |
| SNAP | http://snap.stanford.edu |
| https://github.com/monstott/pygraphistry#pygraphistry-is |
| IPython/Juypter | http://ipython.org |
| Zeppelin | https://zeppelin.incubator.apache.org/ |
| Databricks | http://databricks.com |
| this dataset | https://raw.githubusercontent.com/graphistry/pygraphistry/master/demos/data/facebook_combined.txt |
| SNAP | http://snap.stanford.edu |
| Pandas | http://pandas.pydata.org |
| IGraph | http://igraph.org |
| NetworkX | https://networkx.github.io |
| https://github.com/monstott/pygraphistry#gallery |
| Twitter Botnet | http://labs.graphistry.com/graph/graph.html?dataset=Twitter&info=true&play=3000&static=true&contentKey=Twitter_Github_Demo¢er=false&menu=true&goLive=false&left=-1.92e+3&right=1.68e+3&top=-1.03e+3&bottom=985&usertag=github&legend={%22title%22:%22%3Ch3%3ECriminal%20Twitter%20Botnet%3C/h3%3E%22,%22subtitle%22:%22%3Cp%3EThe%20botnet%20(right%20layer),%20%20launders%20Twitter%20retweets%20through%20an%20indirection%20layer%20(middle)%20%20in%20order%20to%20build%20social%20rank%20for%20fraudsters%20(left).%20%20Twitter%27s%20core%20targeting%20algorithm%20then%20routes%20the%20artificially%20trending%20tweets%20%20to%20potential%20victims%20in%20the%20precise%20demographic%20of%20FIFA/Madden%20gamers.%3C/p%3E%20%3Cp%3EMany%20victims%20have%20been%20tricked%20into%20revealing%20their%20credit%20cards%20and%20passports.%3C/p%3E%22,%22nodes%22:%22Twitter%20accounts%22,%22edges%22:%22Follow%20relationship%22} |
| http://i.imgur.com/074zFve.png |
| SNAP | http://snap.stanford.edu |
| 100,000 Bitcoin Transactions | https://labs.graphistry.com/graph/graph.html?dataset=bitC&static=true&play=20000 |
| http://i.imgur.com/vKUDySw.png |
| Protein Interactions | http://labs.graphistry.com/graph/graph.html?dataset=PyGraphistry/M9RL4PQFSF&usertag=github&info=true&static=true&contentKey=Biogrid_Github_Demo&play=3000¢er=false&menu=true&goLive=false&left=-2.58e+4&right=4.35e+4&top=-1.72e+4&bottom=2.16e+4&legend={%22title%22:%22%3Ch3%3EBioGRID%20Repository%20of%20Protein%20Interactions%3C/h3%3E%22,%22subtitle%22:%22%3Cp%3EEach%20color%20represents%20an%20organism.%20Humans%20are%20in%20light%20blue.%3C/p%3E%22,%22nodes%22:%22Proteins/Genes%22,%22edges%22:%22Interactions%20reported%20in%20scientific%20publications%22} |
| BioGRID | http://thebiogrid.org |
| Programming Languages | http://labs.graphistry.com/graph/graph.html?&dataset=PyGraphistry/PC7D53HHS5&info=true&static=true&contentKey=SocioPlt_Github_Demo&play=3000¢er=false&menu=true&goLive=false&left=-236&right=265&top=-145&bottom=134&usertag=github&legend=%7B%22nodes%22%3A%20%22%3Cspan%20style%3D%5C%22color%3A%23a6cee3%3B%5C%22%3ELanguages%3C/span%3E%20/%20%3Cspan%20style%3D%5C%22color%3Argb%28106%2C%2061%2C%20154%29%3B%5C%22%3EStatements%3C/span%3E%22%2C%20%22edges%22%3A%20%22Strong%20Correlations%22%2C%20%22subtitle%22%3A%20%22%3Cp%3EFor%20more%20information%2C%20check%20out%20the%20%3Ca%20target%3D%5C%22_blank%5C%22%20href%3D%5C%22https%3A//lmeyerov.github.io/projects/socioplt/viz/index.html%5C%22%3ESocio-PLT%3C/a%3E%20project.%20Make%20your%20own%20visualizations%20with%20%3Ca%20target%3D%5C%22_blank%5C%22%20href%3D%5C%22https%3A//github.com/graphistry/pygraphistry%5C%22%3EPyGraphistry%3C/a%3E.%3C/p%3E%22%2C%20%22title%22%3A%20%22%3Ch3%3ECorrelation%20Between%20Statements%20about%20Programming%20Languages%3C/h3%3E%22%7D |
| Socio-PLT project | http://lmeyerov.github.io/projects/socioplt/viz/index.html |
| https://github.com/monstott/pygraphistry#installation |
| https://github.com/monstott/pygraphistry#option-1-pygraphistry-pip-package-for-python-or-jupyter-notebook-users |
| Python | https://www.python.org |
| https://github.com/monstott/pygraphistry#option-2-full-docker-container-for-pygraphistry-jupyter-notebook-and-scipynumpypandas |
| Docker | https://www.docker.com |
| https://github.com/monstott/pygraphistry#ipython-jupyter-notebook-integration |
| https://github.com/monstott/pygraphistry#api-key |
| https://github.com/monstott/pygraphistry#tutorial-les-misérables |
| Les Misérables | http://en.wikipedia.org/wiki/Les_Mis%C3%A9rables |
| Pandas | http://pandas.pydata.org |
| IGraph | http://igraph.org |
| view | http://graphistry.github.io/pygraphistry/html/Quickstart%20(Les%20Miserables).html |
| download | https://raw.githubusercontent.com/graphistry/pygraphistry/master/demos/MiserablesDemo.ipynb |
| dataset is a CSV file | https://raw.githubusercontent.com/graphistry/pygraphistry/master/demos/data/lesmiserables.csv |
| https://github.com/monstott/pygraphistry#quick-visualization |
| Hypergraph Transform | https://github.com/graphistry/pygraphistry/blob/master/demos/more/malware-hypergraph/Malware%20Hypergraph.ipynb |
| https://camo.githubusercontent.com/3623ac44b030953d77a99e473e2d3197e21930a1eb97beb3b29f0ecb6413a79a/687474703a2f2f692e696d6775722e636f6d2f6452484854794b2e706e67 |
| https://github.com/monstott/pygraphistry#adding-labels |
| https://github.com/monstott/pygraphistry#controlling-node-size-and-color |
| PageRank | http://en.wikipedia.org/wiki/PageRank |
| community | https://en.wikipedia.org/wiki/Community_structure |
| IGraph | http://igraph.org/python/ |
| https://camo.githubusercontent.com/37f03693a9d4988382ab98815121b6a462734b949cea5dbab3e2d9b0c3f1d60e/687474703a2f2f692e696d6775722e636f6d2f5037666d35736e2e706e67 |
| https://github.com/monstott/pygraphistry#next-steps |
| Creating a node table + controlling sizes and colors (HoneyPot) | http://graphistry.github.io/pygraphistry/html/Tutorial%20Part%201%20(Honey%20Pot).html |
| Aggregating edges and creating multiple views of the same data (Apache Logs) | http://graphistry.github.io/pygraphistry/html/Tutorial%20Part%202%20(Apache%20Logs).html |
| Hypergraph Transform for turning Events and CSVs into Graphs | https://github.com/graphistry/pygraphistry/blob/master/demos/more/malware-hypergraph/Malware%20Hypergraph.ipynb |
| demos folder | https://github.com/graphistry/pygraphistry/tree/master/demos |
| https://github.com/monstott/pygraphistry#api-reference |
| API documentation | http://pygraphistry.readthedocs.org/en/latest/ |
|
Readme
| https://github.com/monstott/pygraphistry#readme-ov-file |
|
BSD-3-Clause license
| https://github.com/monstott/pygraphistry#BSD-3-Clause-1-ov-file |
| Please reload this page | https://github.com/monstott/pygraphistry |
|
Activity | https://github.com/monstott/pygraphistry/activity |
|
0
forks | https://github.com/monstott/pygraphistry/forks |
|
Report repository
| https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fmonstott%2Fpygraphistry&report=monstott+%28user%29 |
| Releases | https://github.com/monstott/pygraphistry/releases |
|
45
tags
| https://github.com/monstott/pygraphistry/tags |
| Packages
0 | https://github.com/users/monstott/packages?repo_name=pygraphistry |
| Please reload this page | https://github.com/monstott/pygraphistry |
| Contributors | https://github.com/monstott/pygraphistry/graphs/contributors |
| Please reload this page | https://github.com/monstott/pygraphistry |
|
| 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 |