René's URL Explorer Experiment

Title: GitHub - HTLinh0604/Programming_Project_Clustering: An unsupervised clustering analysis of over 57,000 GitHub projects using their README.md text. This study compares traditional keyword methods (TF-IDF) against modern semantic embeddings (Sentence-BERT) to automatically group repositories. Results show that BERT combined with HDBSCAN provides far more meaningful and coherent topic clusters. · GitHub

Open Graph Title: GitHub - HTLinh0604/Programming_Project_Clustering: An unsupervised clustering analysis of over 57,000 GitHub projects using their README.md text. This study compares traditional keyword methods (TF-IDF) against modern semantic embeddings (Sentence-BERT) to automatically group repositories. Results show that BERT combined with HDBSCAN provides far more meaningful and coherent topic clusters.

X Title: GitHub - HTLinh0604/Programming_Project_Clustering: An unsupervised clustering analysis of over 57,000 GitHub projects using their README.md text. This study compares traditional keyword methods (TF-IDF) against modern semantic embeddings (Sentence-BERT) to automatically group repositories. Results show that BERT combined with HDBSCAN provides far more meaningful and coherent topic clusters.

Description: An unsupervised clustering analysis of over 57,000 GitHub projects using their README.md text. This study compares traditional keyword methods (TF-IDF) against modern semantic embeddings (Sentence-BERT) to automatically group repositories. Results show that BERT combined with HDBSCAN provides far more meaningful and coherent topic clusters. - HTLinh0604/Programming_Project_Clustering

Open Graph Description: An unsupervised clustering analysis of over 57,000 GitHub projects using their README.md text. This study compares traditional keyword methods (TF-IDF) against modern semantic embeddings (Sentence-...

X Description: An unsupervised clustering analysis of over 57,000 GitHub projects using their README.md text. This study compares traditional keyword methods (TF-IDF) against modern semantic embeddings (Sentence-...

Opengraph URL: https://github.com/HTLinh0604/Programming_Project_Clustering

X: @github

direct link

Domain: github.com

react-profiling	0
react-import-map	react,react-dom,react-dom/client,react-dom/profiling,react-is,react-reconciler,react/compiler-runtime,react/jsx-dev-runtime,react/jsx-runtime,scheduler@d5750093facf
route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:a5a120db-6c9b-9602-3a65-edbdc3b76260
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	8C56:2A853A:9AADD9:CBE40D:6AEBF0B5
html-safe-nonce	3ffebce4732b0a045a6f629783b4662f24335146279902dff5639da302b841aa
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI4QzU2OjJBODUzQTo5QUFERDk6Q0JFNDBEOjZBRUJGMEI1IiwidmlzaXRvcl9pZCI6IjIwODA0Nzg2ODk2NDI2NzIzMDkiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	a0c87413e7c11152a5457142a74bf5ab823339d406c0a84fa6abe1d780aec3f5
hovercard-subject-tag	repository:1087664629
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/HTLinh0604/Programming_Project_Clustering
twitter:image	https://opengraph.githubassets.com/ec5741e6646e9a6b10cae159a6827a98cfdf2d027b2a9b9be3e5be5df92bc664/HTLinh0604/Programming_Project_Clustering
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/ec5741e6646e9a6b10cae159a6827a98cfdf2d027b2a9b9be3e5be5df92bc664/HTLinh0604/Programming_Project_Clustering
og:image:alt	An unsupervised clustering analysis of over 57,000 GitHub projects using their README.md text. This study compares traditional keyword methods (TF-IDF) against modern semantic embeddings (Sentence-...
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	8ec2990e713e4b47a35fdedb81d463ccadec4d3a4ba7253c2513727b0a58ecf9
turbo-cache-control	no-cache
go-import	github.com/HTLinh0604/Programming_Project_Clustering git https://github.com/HTLinh0604/Programming_Project_Clustering.git
octolytics-dimension-user_id	119388373
octolytics-dimension-user_login	HTLinh0604
octolytics-dimension-repository_id	1087664629
octolytics-dimension-repository_nwo	HTLinh0604/Programming_Project_Clustering
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	1087664629
octolytics-dimension-repository_network_root_nwo	HTLinh0604/Programming_Project_Clustering
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	ddbc1c308788e31a0779acbd2fdbf652c948e2ef
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/HTLinh0604/Programming_Project_Clustering#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FHTLinh0604%2FProgramming_Project_Clustering
GitHubRepository hosting, code review, and collaboration	https://github.com/platform
CopilotAI coding agent for tasks, projects and automated work	https://github.com/features/copilot
ActionsCI/CD and automation	https://github.com/features/actions
Code QualityQuality analysis, fixes, and enforcement	https://github.com/features/code-quality
CodespacesCloud development environments	https://github.com/features/codespaces
Code SecurityVulnerability detection and remediation	https://github.com/security/advanced-security/code-security
Secret ProtectionSecret scanning and leak prevention	https://github.com/security/advanced-security/secret-protection
All Features	https://github.com/features
Documentation	https://docs.github.com/en
Training	https://learn.github.com/skills
Certifications	https://learn.github.com/credentials
Build with Copilot	https://github.com/features/ai
Customize Copilot	https://docs.github.com/en/copilot/how-tos/copilot-on-github/customize-copilot/customize-copilot-overview
Integrations	https://github.com/marketplace
Trending repos	https://github.com/trending
GitHub Sponsors	https://github.com/open-source/sponsors
Developer articles	https://github.com/resources/articles
ChangelogYour source for the latest features, improvements, and fixes across GitHub products, all in one place.	https://github.blog/changelog/
Enterprises	https://github.com/enterprise
Team	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
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
See all industries	https://github.com/solutions/industry
Why GitHub	https://github.com/why-github
Customer Stories	https://github.com/customer-stories
Business insights	https://github.com/solutions/executive-insights
Trust Center	https://github.com/trust-center
GitHub Advanced SecurityEnterprise-grade code security	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
Documentation	https://docs.github.com/en
Resource center	https://github.com/resources
Blog	https://github.blog/
Events & webinars	https://github.com/resources/events
Community Forum	https://github.com/orgs/community/discussions
Customer Stories	https://github.com/customer-stories
Integrations	https://github.com/marketplace
Customer support	https://help.github.com/
Training	https://learn.github.com/skills
GitHub Status	https://www.githubstatus.com/
About	https://github.com/about
Partners	https://github.com/partners
Changelog	https://github.blog/changelog/
GitHub UniverseThe event for developers, by developers — talks, workshops, and what’s next for GitHub.	https://githubuniverse.com/
Pricing	https://github.com/pricing
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FHTLinh0604%2FProgramming_Project_Clustering
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=HTLinh0604%2FProgramming_Project_Clustering
Reload	https://github.com/HTLinh0604/Programming_Project_Clustering
Reload	https://github.com/HTLinh0604/Programming_Project_Clustering
Reload	https://github.com/HTLinh0604/Programming_Project_Clustering
HTLinh0604	https://github.com/HTLinh0604
Programming_Project_Clustering	https://github.com/HTLinh0604/Programming_Project_Clustering
Code	https://github.com/HTLinh0604/Programming_Project_Clustering
Issues	https://github.com/HTLinh0604/Programming_Project_Clustering/issues
Pull requests	https://github.com/HTLinh0604/Programming_Project_Clustering/pulls
Actions	https://github.com/HTLinh0604/Programming_Project_Clustering/actions
Projects	https://github.com/HTLinh0604/Programming_Project_Clustering/projects
Security and quality	https://github.com/HTLinh0604/Programming_Project_Clustering/security
Insights	https://github.com/HTLinh0604/Programming_Project_Clustering/pulse
	https://github.com/HTLinh0604/Programming_Project_Clustering
Programming_Project_Clustering	https://github.com/HTLinh0604/Programming_Project_Clustering
Notifications	https://github.com/login?return_to=%2FHTLinh0604%2FProgramming_Project_Clustering
Fork1 (1)	https://github.com/login?return_to=%2FHTLinh0604%2FProgramming_Project_Clustering
Star2 (2)	https://github.com/login?return_to=%2FHTLinh0604%2FProgramming_Project_Clustering
bert	https://github.com/topics/bert
clustering	https://github.com/topics/clustering
dbscan	https://github.com/topics/dbscan
hdbscan	https://github.com/topics/hdbscan
kmeans	https://github.com/topics/kmeans
machine-learning	https://github.com/topics/machine-learning
python	https://github.com/topics/python
spectral-clustering	https://github.com/topics/spectral-clustering
tf-idf	https://github.com/topics/tf-idf
Readme	https://github.com/HTLinh0604/Programming_Project_Clustering#readme-ov-file
Activity	https://github.com/HTLinh0604/Programming_Project_Clustering/activity
1 fork	https://github.com/HTLinh0604/Programming_Project_Clustering/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FHTLinh0604%2FProgramming_Project_Clustering&report=HTLinh0604+%28user%29
Branches	https://github.com/HTLinh0604/Programming_Project_Clustering/branches
Tags	https://github.com/HTLinh0604/Programming_Project_Clustering/tags
	https://github.com/HTLinh0604/Programming_Project_Clustering/branches
	https://github.com/HTLinh0604/Programming_Project_Clustering/tags
18 Commits	https://github.com/HTLinh0604/Programming_Project_Clustering/commits/main/
	https://github.com/HTLinh0604/Programming_Project_Clustering/commits/main/
crawl_data	https://github.com/HTLinh0604/Programming_Project_Clustering/tree/main/crawl_data
crawl_data	https://github.com/HTLinh0604/Programming_Project_Clustering/tree/main/crawl_data
img	https://github.com/HTLinh0604/Programming_Project_Clustering/tree/main/img
img	https://github.com/HTLinh0604/Programming_Project_Clustering/tree/main/img
Project_2A.ipynb	https://github.com/HTLinh0604/Programming_Project_Clustering/blob/main/Project_2A.ipynb
Project_2A.ipynb	https://github.com/HTLinh0604/Programming_Project_Clustering/blob/main/Project_2A.ipynb
README.md	https://github.com/HTLinh0604/Programming_Project_Clustering/blob/main/README.md
README.md	https://github.com/HTLinh0604/Programming_Project_Clustering/blob/main/README.md
README	https://github.com/HTLinh0604/Programming_Project_Clustering
	https://github.com/HTLinh0604/Programming_Project_Clustering#programming-project-clustering-based-on-readmemd-text-analysis
	https://camo.githubusercontent.com/5a4159e901ba99b698cedfbc521d6f6a5ed253cff8a522b0805e2196c973c137/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f507974686f6e2d332e31302b2d3337373641423f7374796c653d666c6174266c6f676f3d707974686f6e
	https://camo.githubusercontent.com/38bd0a7d8054614459867fc53d3d13d35ae592b7e0c8c93f86c1f3840f6ab86f/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f5363696b69742d2d4c6561726e2d4d616368696e655f4c6561726e696e672d4637393331453f7374796c653d666c6174266c6f676f3d7363696b69742d6c6561726e
	https://camo.githubusercontent.com/0f34862565db6c2c7e751ec102847a0d328da6d366f25fcfe6731a45960544e3/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4e4c502d50726570726f63657373696e672d3641433034353f7374796c653d666c6174266c6f676f3d6e6c746b
	https://camo.githubusercontent.com/ea05a1499ec53a241e59908b172ad28a5db63cf394b3c92f69fe626b66a79d8a/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f424552542d456d62656464696e67732d3739333346463f7374796c653d666c6174266c6f676f3d7472616e73666f726d657273
	https://camo.githubusercontent.com/384c32bd6a28b3eaf8fd7e6ed4eb09c645f81536bcd5ad7f686a901f68102709/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f554d41502d44696d656e73696f6e616c6974795f526564756374696f6e2d3030424646463f7374796c653d666c6174
	https://camo.githubusercontent.com/d76a77b5aeda9e43a6bddb80bd2abd5c94cf53609da6ca8bac8cf2388602009e/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4844425343414e2d436c7573746572696e672d4646343530303f7374796c653d666c6174
	https://github.com/HTLinh0604/Programming_Project_Clustering#overview-tổng-quan-và-mục-tiêu
	https://github.com/HTLinh0604/Programming_Project_Clustering#importance-of-readmemd-tầm-quan-trọng-của-readmemd
	https://github.com/HTLinh0604/Programming_Project_Clustering#research-objective-mục-tiêu-nghiên-cứu
	https://github.com/HTLinh0604/Programming_Project_Clustering#methodology-phương-pháp-luận
	https://github.com/HTLinh0604/Programming_Project_Clustering#1️-data-collection-thu-thập-dữ-liệu
	https://github.com/HTLinh0604/Programming_Project_Clustering#2️-text-representation-biểu-diễn-văn-bản
	https://github.com/HTLinh0604/Programming_Project_Clustering#3️-dimensionality-reduction-giảm-chiều-dữ-liệu
	https://github.com/HTLinh0604/Programming_Project_Clustering#4️-clustering-algorithms-thuật-toán-phân-cụm
	https://github.com/HTLinh0604/Programming_Project_Clustering#5️-evaluation-metrics-chỉ-số-đánh-giá
	https://github.com/HTLinh0604/Programming_Project_Clustering#experimental-results-kết-quả-thực-nghiệm
	https://github.com/HTLinh0604/Programming_Project_Clustering#performance-comparison
	https://github.com/HTLinh0604/Programming_Project_Clustering#key-insights-phân-tích-chính
	https://github.com/HTLinh0604/Programming_Project_Clustering#conclusion-kết-luận-tổng-thể
	https://github.com/HTLinh0604/Programming_Project_Clustering#authors-nhóm-thực-hiện
bert	https://github.com/topics/bert
clustering	https://github.com/topics/clustering
dbscan	https://github.com/topics/dbscan
hdbscan	https://github.com/topics/hdbscan
kmeans	https://github.com/topics/kmeans
machine-learning	https://github.com/topics/machine-learning
python	https://github.com/topics/python
spectral-clustering	https://github.com/topics/spectral-clustering
tf-idf	https://github.com/topics/tf-idf
Readme	https://github.com/HTLinh0604/Programming_Project_Clustering#readme-ov-file
Activity	https://github.com/HTLinh0604/Programming_Project_Clustering/activity
1 fork	https://github.com/HTLinh0604/Programming_Project_Clustering/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FHTLinh0604%2FProgramming_Project_Clustering&report=HTLinh0604+%28user%29
	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.