René's URL Explorer Experiment

Title: GitHub - ualibraries/VR-Transcript-Coding-AI: Python-based NLP pipeline and API orchestration used to classify over 35,000 virtual reference transcripts · GitHub

Open Graph Title: GitHub - ualibraries/VR-Transcript-Coding-AI: Python-based NLP pipeline and API orchestration used to classify over 35,000 virtual reference transcripts

X Title: GitHub - ualibraries/VR-Transcript-Coding-AI: Python-based NLP pipeline and API orchestration used to classify over 35,000 virtual reference transcripts

Description: Python-based NLP pipeline and API orchestration used to classify over 35,000 virtual reference transcripts - ualibraries/VR-Transcript-Coding-AI

Open Graph Description: Python-based NLP pipeline and API orchestration used to classify over 35,000 virtual reference transcripts - ualibraries/VR-Transcript-Coding-AI

X Description: Python-based NLP pipeline and API orchestration used to classify over 35,000 virtual reference transcripts - ualibraries/VR-Transcript-Coding-AI

Opengraph URL: https://github.com/ualibraries/VR-Transcript-Coding-AI

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:062e1489-0224-8be2-a8fc-cac9fffad5a1
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	D5E2:135B7:8109FF:AE2B25:6A4DB3DB
html-safe-nonce	a72dde5d93934a49c7a1f4d486daa45dab9cf2e92f99576e58b7ddb428a9b9d0
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJENUUyOjEzNUI3OjgxMDlGRjpBRTJCMjU6NkE0REIzREIiLCJ2aXNpdG9yX2lkIjoiNTI1NzAzODg3Njg3MDgxNjczMSIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	acb2953135bbf84cb780a5e6aac87f839bb603de38751cc48d4ca34098e55c90
hovercard-subject-tag	repository:1155759863
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/ualibraries/VR-Transcript-Coding-AI
twitter:image	https://opengraph.githubassets.com/5bed496cf5d337a635cfaf88ab7994503c13ad1720c03da10615cf201f9ed18e/ualibraries/VR-Transcript-Coding-AI
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/5bed496cf5d337a635cfaf88ab7994503c13ad1720c03da10615cf201f9ed18e/ualibraries/VR-Transcript-Coding-AI
og:image:alt	Python-based NLP pipeline and API orchestration used to classify over 35,000 virtual reference transcripts - ualibraries/VR-Transcript-Coding-AI
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	06b8a6144231bf3a234f1c2e9993861e07ce98a905912b114aa386c2d7e84b33
turbo-cache-control	no-cache
go-import	github.com/ualibraries/VR-Transcript-Coding-AI git https://github.com/ualibraries/VR-Transcript-Coding-AI.git
octolytics-dimension-user_id	1521515
octolytics-dimension-user_login	ualibraries
octolytics-dimension-repository_id	1155759863
octolytics-dimension-repository_nwo	ualibraries/VR-Transcript-Coding-AI
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	1155759863
octolytics-dimension-repository_network_root_nwo	ualibraries/VR-Transcript-Coding-AI
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	32f7b614aca06e6bbd89842b1370df1328264f68
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/ualibraries/VR-Transcript-Coding-AI#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fualibraries%2FVR-Transcript-Coding-AI
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/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/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/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%2Fualibraries%2FVR-Transcript-Coding-AI
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=ualibraries%2FVR-Transcript-Coding-AI
Reload	https://github.com/ualibraries/VR-Transcript-Coding-AI
Reload	https://github.com/ualibraries/VR-Transcript-Coding-AI
Reload	https://github.com/ualibraries/VR-Transcript-Coding-AI
Please reload this page	https://github.com/ualibraries/VR-Transcript-Coding-AI
ualibraries	https://github.com/ualibraries
VR-Transcript-Coding-AI	https://github.com/ualibraries/VR-Transcript-Coding-AI
Notifications	https://github.com/login?return_to=%2Fualibraries%2FVR-Transcript-Coding-AI
Fork 0	https://github.com/login?return_to=%2Fualibraries%2FVR-Transcript-Coding-AI
Star 0	https://github.com/login?return_to=%2Fualibraries%2FVR-Transcript-Coding-AI
Code	https://github.com/ualibraries/VR-Transcript-Coding-AI
Issues 0	https://github.com/ualibraries/VR-Transcript-Coding-AI/issues
Pull requests 0	https://github.com/ualibraries/VR-Transcript-Coding-AI/pulls
Actions	https://github.com/ualibraries/VR-Transcript-Coding-AI/actions
Projects	https://github.com/ualibraries/VR-Transcript-Coding-AI/projects
Security and quality 0	https://github.com/ualibraries/VR-Transcript-Coding-AI/security
Insights	https://github.com/ualibraries/VR-Transcript-Coding-AI/pulse
Code	https://github.com/ualibraries/VR-Transcript-Coding-AI
Issues	https://github.com/ualibraries/VR-Transcript-Coding-AI/issues
Pull requests	https://github.com/ualibraries/VR-Transcript-Coding-AI/pulls
Actions	https://github.com/ualibraries/VR-Transcript-Coding-AI/actions
Projects	https://github.com/ualibraries/VR-Transcript-Coding-AI/projects
Security and quality	https://github.com/ualibraries/VR-Transcript-Coding-AI/security
Insights	https://github.com/ualibraries/VR-Transcript-Coding-AI/pulse
	https://github.com/ualibraries/VR-Transcript-Coding-AI
Branches	https://github.com/ualibraries/VR-Transcript-Coding-AI/branches
Tags	https://github.com/ualibraries/VR-Transcript-Coding-AI/tags
	https://github.com/ualibraries/VR-Transcript-Coding-AI/branches
	https://github.com/ualibraries/VR-Transcript-Coding-AI/tags
320 Commits	https://github.com/ualibraries/VR-Transcript-Coding-AI/commits/main/
	https://github.com/ualibraries/VR-Transcript-Coding-AI/commits/main/
Utilites	https://github.com/ualibraries/VR-Transcript-Coding-AI/tree/main/Utilites
Utilites	https://github.com/ualibraries/VR-Transcript-Coding-AI/tree/main/Utilites
Utilities	https://github.com/ualibraries/VR-Transcript-Coding-AI/tree/main/Utilities
Utilities	https://github.com/ualibraries/VR-Transcript-Coding-AI/tree/main/Utilities
archive	https://github.com/ualibraries/VR-Transcript-Coding-AI/tree/main/archive
archive	https://github.com/ualibraries/VR-Transcript-Coding-AI/tree/main/archive
README.md	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/README.md
README.md	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/README.md
auditor.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/auditor.py
auditor.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/auditor.py
campus_service.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/campus_service.py
campus_service.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/campus_service.py
codebook.json	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/codebook.json
codebook.json	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/codebook.json
codebook_cluster.json	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/codebook_cluster.json
codebook_cluster.json	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/codebook_cluster.json
coding_logic.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/coding_logic.py
coding_logic.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/coding_logic.py
coding_logic_34.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/coding_logic_34.py
coding_logic_34.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/coding_logic_34.py
coding_logic_34_next.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/coding_logic_34_next.py
coding_logic_34_next.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/coding_logic_34_next.py
coding_logic_34_old.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/coding_logic_34_old.py
coding_logic_34_old.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/coding_logic_34_old.py
coding_logic_new.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/coding_logic_new.py
coding_logic_new.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/coding_logic_new.py
coding_modified.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/coding_modified.py
coding_modified.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/coding_modified.py
combine_files.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/combine_files.py
combine_files.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/combine_files.py
edge_case.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/edge_case.py
edge_case.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/edge_case.py
hold.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/hold.py
hold.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/hold.py
low_confidence.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/low_confidence.py
low_confidence.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/low_confidence.py
preprocessing_util2.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/preprocessing_util2.py
preprocessing_util2.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/preprocessing_util2.py
run_34k_audit.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/run_34k_audit.py
run_34k_audit.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/run_34k_audit.py
run_34k_audit2_next.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/run_34k_audit2_next.py
run_34k_audit2_next.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/run_34k_audit2_next.py
run_34k_audit_june.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/run_34k_audit_june.py
run_34k_audit_june.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/run_34k_audit_june.py
run_34k_audit_original.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/run_34k_audit_original.py
run_34k_audit_original.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/run_34k_audit_original.py
run_34k_old.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/run_34k_old.py
run_34k_old.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/run_34k_old.py
run_coding34_test.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/run_coding34_test.py
run_coding34_test.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/run_coding34_test.py
sort_intent.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/sort_intent.py
sort_intent.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/sort_intent.py
split_normalize_batch.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/split_normalize_batch.py
split_normalize_batch.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/split_normalize_batch.py
tiered_audit.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/tiered_audit.py
tiered_audit.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/tiered_audit.py
turn_taking.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/turn_taking.py
turn_taking.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/turn_taking.py
verifier_logic_rev.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/verifier_logic_rev.py
verifier_logic_rev.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/verifier_logic_rev.py
verify_code.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/verify_code.py
verify_code.py	https://github.com/ualibraries/VR-Transcript-Coding-AI/blob/main/verify_code.py
README	https://github.com/ualibraries/VR-Transcript-Coding-AI
	https://github.com/ualibraries/VR-Transcript-Coding-AI#vr-transcript-coding-ai
	https://github.com/ualibraries/VR-Transcript-Coding-AI#virtual-reference-analysis-scalable-intent-classification-35k-corpus
	https://github.com/ualibraries/VR-Transcript-Coding-AI#-project-overview
	https://github.com/ualibraries/VR-Transcript-Coding-AI#-key-evolution-the-consensus-audit-model
	https://github.com/ualibraries/VR-Transcript-Coding-AI#-methodology-the-light-touch-pipeline-using-gemini-25-flash-lite
	https://github.com/ualibraries/VR-Transcript-Coding-AI#-repository-structure
	https://github.com/ualibraries/VR-Transcript-Coding-AI#-key-discovery-the-preprocessing-paradox
Readme	https://github.com/ualibraries/VR-Transcript-Coding-AI#readme-ov-file
Please reload this page	https://github.com/ualibraries/VR-Transcript-Coding-AI
Activity	https://github.com/ualibraries/VR-Transcript-Coding-AI/activity
Custom properties	https://github.com/ualibraries/VR-Transcript-Coding-AI/custom-properties
0 forks	https://github.com/ualibraries/VR-Transcript-Coding-AI/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fualibraries%2FVR-Transcript-Coding-AI&report=ualibraries+%28user%29
Releases	https://github.com/ualibraries/VR-Transcript-Coding-AI/releases
Packages 0	https://github.com/orgs/ualibraries/packages?repo_name=VR-Transcript-Coding-AI
Please reload this page	https://github.com/ualibraries/VR-Transcript-Coding-AI
Contributors	https://github.com/ualibraries/VR-Transcript-Coding-AI/graphs/contributors
Please reload this page	https://github.com/ualibraries/VR-Transcript-Coding-AI
Python 100.0%	https://github.com/ualibraries/VR-Transcript-Coding-AI/search?l=python
	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.