René's URL Explorer Experiment

Title: GitHub - UdayLab/PAMI: PAMI is a Python library containing 100+ algorithms to discover useful patterns in various databases across multiple computing platforms. (Active)

Open Graph Title: GitHub - UdayLab/PAMI: PAMI is a Python library containing 100+ algorithms to discover useful patterns in various databases across multiple computing platforms. (Active)

X Title: GitHub - UdayLab/PAMI: PAMI is a Python library containing 100+ algorithms to discover useful patterns in various databases across multiple computing platforms. (Active)

Description: PAMI is a Python library containing 100+ algorithms to discover useful patterns in various databases across multiple computing platforms. (Active) - UdayLab/PAMI

Open Graph Description: PAMI is a Python library containing 100+ algorithms to discover useful patterns in various databases across multiple computing platforms. (Active) - UdayLab/PAMI

X Description: PAMI is a Python library containing 100+ algorithms to discover useful patterns in various databases across multiple computing platforms. (Active) - UdayLab/PAMI

Opengraph URL: https://github.com/UdayLab/PAMI

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:c5303c84-734e-a0cb-c079-9e87b25b28d5
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	E3B6:5D9CD:138FB07:19AB605:698D6951
html-safe-nonce	e1e8b7268c4dc8d3007be2dca871103064994d6370c21aa992e161bf775e441f
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFM0I2OjVEOUNEOjEzOEZCMDc6MTlBQjYwNTo2OThENjk1MSIsInZpc2l0b3JfaWQiOiI3NjQ2NzM4OTE0OTEzMTE4NTQ1IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac	9994a8714a0e4b4ad9f8b0b37001b058f7d097aafcefe9f34740643c6b864727
hovercard-subject-tag	repository:377038935
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/UdayLab/PAMI
twitter:image	https://repository-images.githubusercontent.com/377038935/bde9ba94-9faf-4038-afc0-b8910dcc7b5b
twitter:card	summary_large_image
og:image	https://repository-images.githubusercontent.com/377038935/bde9ba94-9faf-4038-afc0-b8910dcc7b5b
og:image:alt	PAMI is a Python library containing 100+ algorithms to discover useful patterns in various databases across multiple computing platforms. (Active) - UdayLab/PAMI
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	c0818105fa276287e9369cfdefa0a0fa7953719791ceff9b94d69623c0a4fe8a
turbo-cache-control	no-preview
go-import	github.com/UdayLab/PAMI git https://github.com/UdayLab/PAMI.git
octolytics-dimension-user_id	70084063
octolytics-dimension-user_login	UdayLab
octolytics-dimension-repository_id	377038935
octolytics-dimension-repository_nwo	UdayLab/PAMI
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	377038935
octolytics-dimension-repository_network_root_nwo	UdayLab/PAMI
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	715890fa442134f528fb422ab338c0ad55c7a025
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://patch-diff.githubusercontent.com/UdayLab/PAMI#start-of-content
	https://patch-diff.githubusercontent.com/
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FUdayLab%2FPAMI
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub SparkBuild and deploy intelligent apps	https://github.com/features/spark
GitHub ModelsManage and compare prompts	https://github.com/features/models
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
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
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://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FUdayLab%2FPAMI
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=UdayLab%2FPAMI
Reload	https://patch-diff.githubusercontent.com/UdayLab/PAMI
Reload	https://patch-diff.githubusercontent.com/UdayLab/PAMI
Reload	https://patch-diff.githubusercontent.com/UdayLab/PAMI
UdayLab	https://patch-diff.githubusercontent.com/UdayLab
PAMI	https://patch-diff.githubusercontent.com/UdayLab/PAMI
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2FUdayLab%2FPAMI
Fork 232	https://patch-diff.githubusercontent.com/login?return_to=%2FUdayLab%2FPAMI
Star 283	https://patch-diff.githubusercontent.com/login?return_to=%2FUdayLab%2FPAMI
udaylab.github.io/PAMI/	https://udaylab.github.io/PAMI/
GPL-3.0 license	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/LICENSE
283 stars	https://patch-diff.githubusercontent.com/UdayLab/PAMI/stargazers
232 forks	https://patch-diff.githubusercontent.com/UdayLab/PAMI/forks
Branches	https://patch-diff.githubusercontent.com/UdayLab/PAMI/branches
Tags	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tags
Activity	https://patch-diff.githubusercontent.com/UdayLab/PAMI/activity
Star	https://patch-diff.githubusercontent.com/login?return_to=%2FUdayLab%2FPAMI
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2FUdayLab%2FPAMI
Code	https://patch-diff.githubusercontent.com/UdayLab/PAMI
Issues 1	https://patch-diff.githubusercontent.com/UdayLab/PAMI/issues
Pull requests 2	https://patch-diff.githubusercontent.com/UdayLab/PAMI/pulls
Discussions	https://patch-diff.githubusercontent.com/UdayLab/PAMI/discussions
Actions	https://patch-diff.githubusercontent.com/UdayLab/PAMI/actions
Projects 0	https://patch-diff.githubusercontent.com/UdayLab/PAMI/projects
Security 0	https://patch-diff.githubusercontent.com/UdayLab/PAMI/security
Insights	https://patch-diff.githubusercontent.com/UdayLab/PAMI/pulse
Code	https://patch-diff.githubusercontent.com/UdayLab/PAMI
Issues	https://patch-diff.githubusercontent.com/UdayLab/PAMI/issues
Pull requests	https://patch-diff.githubusercontent.com/UdayLab/PAMI/pulls
Discussions	https://patch-diff.githubusercontent.com/UdayLab/PAMI/discussions
Actions	https://patch-diff.githubusercontent.com/UdayLab/PAMI/actions
Projects	https://patch-diff.githubusercontent.com/UdayLab/PAMI/projects
Security	https://patch-diff.githubusercontent.com/UdayLab/PAMI/security
Insights	https://patch-diff.githubusercontent.com/UdayLab/PAMI/pulse
Branches	https://patch-diff.githubusercontent.com/UdayLab/PAMI/branches
Tags	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tags
	https://patch-diff.githubusercontent.com/UdayLab/PAMI/branches
	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tags
3,830 Commits	https://patch-diff.githubusercontent.com/UdayLab/PAMI/commits/main/
	https://patch-diff.githubusercontent.com/UdayLab/PAMI/commits/main/
.github	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/.github
.github	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/.github
PAMI	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/PAMI
PAMI	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/PAMI
binder	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/binder
binder	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/binder
docs	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/docs
docs	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/docs
finalSphinxDocs	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/finalSphinxDocs
finalSphinxDocs	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/finalSphinxDocs
images	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/images
images	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/images
notebooks	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/notebooks
notebooks	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/notebooks
tests	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/tests
tests	https://patch-diff.githubusercontent.com/UdayLab/PAMI/tree/main/tests
.gitignore	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/.gitignore
.gitignore	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/.gitignore
.readthedocs.yaml	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/.readthedocs.yaml
.readthedocs.yaml	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/.readthedocs.yaml
LICENSE	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/LICENSE
LICENSE	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/LICENSE
PAMI Algorithms.xlsx	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/PAMI%20Algorithms.xlsx
PAMI Algorithms.xlsx	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/PAMI%20Algorithms.xlsx
README.md	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/README.md
README.md	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/README.md
SECURITY.md	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/SECURITY.md
SECURITY.md	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/SECURITY.md
conf.py	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/conf.py
conf.py	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/conf.py
knowledgediscoveryindata.ipynb	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/knowledgediscoveryindata.ipynb
knowledgediscoveryindata.ipynb	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/knowledgediscoveryindata.ipynb
main.py	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/main.py
main.py	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/main.py
qodana.yaml	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/qodana.yaml
qodana.yaml	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/qodana.yaml
setup.py	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/setup.py
setup.py	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/setup.py
uploadPYPI.sh	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/uploadPYPI.sh
uploadPYPI.sh	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/uploadPYPI.sh
README	https://patch-diff.githubusercontent.com/UdayLab/PAMI
GPL-3.0 license	https://patch-diff.githubusercontent.com/UdayLab/PAMI
Security	https://patch-diff.githubusercontent.com/UdayLab/PAMI
	https://camo.githubusercontent.com/058833c1a0eadf0a07a51be11ebb7de53ee1334bd986d9e70d9f2ae93baa9a6a/68747470733a2f2f696d672e736869656c64732e696f2f707970692f762f50414d49
	https://camo.githubusercontent.com/d1dc2c7a8b4bbc1aebabbf0b7ada2cec22891a8083cade9ad9b227d3947865a8/68747470733a2f2f696d672e736869656c64732e696f2f707970692f707976657273696f6e732f50414d49
	https://github.com/UdayLab/PAMI/blob/main/LICENSE
	https://camo.githubusercontent.com/3d294af0cd33d11c7e02646b8e32d4e37dca954640a768b982d50cf85d4bd289/68747470733a2f2f696d672e736869656c64732e696f2f707970692f696d706c656d656e746174696f6e2f50414d49
	https://pami-1.readthedocs.io/en/latest/?badge=latest
	https://camo.githubusercontent.com/01f4019cd1974f9c3c251e086e977dbfe3d2d5e1b018dc8290438e89a51db753/68747470733a2f2f696d672e736869656c64732e696f2f707970692f776865656c2f50414d49
	https://camo.githubusercontent.com/ca77cb226698d651928984c163018510b659c22f3b3d11977a0dbd2eca39af7e/68747470733a2f2f696d672e736869656c64732e696f2f707970692f7374617475732f50414d49
	https://github.com/UdayLab/PAMI/issues
	https://github.com/UdayLab/PAMI/network
	https://github.com/UdayLab/PAMI/stargazers
	https://pepy.tech/project/pami
	https://pepy.tech/project/pami
	https://pepy.tech/project/pami
	https://github.com/UdayLab/PAMI/actions/workflows/pages/pages-build-deployment
	https://github.com/UdayLab/PAMI/actions/workflows/dependabot/dependabot-updates
	https://github.com/UdayLab/PAMI/actions/workflows/github-code-scanning/codeql
Click here for more information	https://pepy.tech/project/pami
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#table-of-contents
Introduction	https://patch-diff.githubusercontent.com/UdayLab/PAMI#introduction
Development process	https://patch-diff.githubusercontent.com/UdayLab/PAMI#process-flow-chart
Inputs and outputs of a PAMI algorithm	https://patch-diff.githubusercontent.com/UdayLab/PAMI#inputs-and-outputs-of-an-algorithm-in-pami
Recent updates	https://patch-diff.githubusercontent.com/UdayLab/PAMI#recent-updates
Features	https://patch-diff.githubusercontent.com/UdayLab/PAMI#features
Maintenance	https://patch-diff.githubusercontent.com/UdayLab/PAMI#Maintenance
Try your first PAMI program	https://patch-diff.githubusercontent.com/UdayLab/PAMI#try-your-first-PAMI-program
Evaluation	https://patch-diff.githubusercontent.com/UdayLab/PAMI#evaluation
Reading Material	https://patch-diff.githubusercontent.com/UdayLab/PAMI#Reading-Material
License	https://patch-diff.githubusercontent.com/UdayLab/PAMI#License
Documentation	https://patch-diff.githubusercontent.com/UdayLab/PAMI#Documentation
Background	https://patch-diff.githubusercontent.com/UdayLab/PAMI#Background
Getting Help	https://patch-diff.githubusercontent.com/UdayLab/PAMI#Getting-Help
Discussion and Development	https://patch-diff.githubusercontent.com/UdayLab/PAMI#Discussion-and-Development
Contribution to PAMI	https://patch-diff.githubusercontent.com/UdayLab/PAMI#Contribution-to-PAMI
Tutorials	https://patch-diff.githubusercontent.com/UdayLab/PAMI#tutorials
Association rule mining	https://patch-diff.githubusercontent.com/UdayLab/PAMI#0-association-rule-mining
Mining transactional databases	https://patch-diff.githubusercontent.com/UdayLab/PAMI#1-pattern-mining-in-binary-transactional-databases
Mining temporal databases	https://patch-diff.githubusercontent.com/UdayLab/PAMI#2-pattern-mining-in-binary-temporal-databases
Mining spatiotemporal databases	https://patch-diff.githubusercontent.com/UdayLab/PAMI#3-mining-patterns-from-binary-geo-referenced-or-spatiotemporal-databases
Mining utility databases	https://patch-diff.githubusercontent.com/UdayLab/PAMI#4-mining-patterns-from-utility-or-non-binary-databases
Mining fuzzy databases	https://patch-diff.githubusercontent.com/UdayLab/PAMI#5-mining--patterns-from-fuzzy-transactionaltemporalgeo-referenced-databases
Mining uncertain databases	https://patch-diff.githubusercontent.com/UdayLab/PAMI#6-mining-patterns-from-uncertain-transactionaltemporalgeo-referenced-databases
Mining sequence databases	https://patch-diff.githubusercontent.com/UdayLab/PAMI#7-mining-patterns-from-sequence-databases
Mining multiple timeseries	https://patch-diff.githubusercontent.com/UdayLab/PAMI#8-mining-patterns-from-multiple-timeseries-databases
Mining streams	https://patch-diff.githubusercontent.com/UdayLab/PAMI#9-mining-interesting-patterns-from-streams
Mining character sequences	https://patch-diff.githubusercontent.com/UdayLab/PAMI#10-mining-patterns-from-contiguous-character-sequences-eg-dna-genome-and-game-sequences
Mining graphs	https://patch-diff.githubusercontent.com/UdayLab/PAMI#11-mining-patterns-from-graphs
Additional features	https://patch-diff.githubusercontent.com/UdayLab/PAMI#12-additional-features
Synthetic data generator	https://patch-diff.githubusercontent.com/UdayLab/PAMI#121-creation-of-synthetic-databases
Dataframes to databases	https://patch-diff.githubusercontent.com/UdayLab/PAMI#122-converting-a-dataframe-into-a-specific-database-type
Gathering database statistics	https://patch-diff.githubusercontent.com/UdayLab/PAMI#123-gathering-the-statistical-details-of-a-database
Real-World Case Studies	https://patch-diff.githubusercontent.com/UdayLab/PAMI#real-world-case-studies
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#introduction
https://www.youtube.com/playlist?list=PLKP768gjVJmDer6MajaLbwtfC9ULVuaCZ	https://www.youtube.com/playlist?list=PLKP768gjVJmDer6MajaLbwtfC9ULVuaCZ
https://github.com/UdayLab/PAMI/tree/main/notebooks	https://github.com/UdayLab/PAMI/tree/main/notebooks
https://udaylab.github.io/PAMI/manuals/index.html	https://udaylab.github.io/PAMI/manuals/index.html
https://udaylab.github.io/PAMI/codersManual/index.html	https://udaylab.github.io/PAMI/codersManual/index.html
https://pami-1.readthedocs.io	https://pami-1.readthedocs.io
https://u-aizu.ac.jp/~udayrage/datasets.html	https://u-aizu.ac.jp/~udayrage/datasets.html
https://github.com/UdayLab/PAMI/discussions	https://github.com/UdayLab/PAMI/discussions
https://github.com/UdayLab/PAMI/issues	https://github.com/UdayLab/PAMI/issues
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#flow-chart-of-developing-algorithms-in-pami
	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/images/pamiDevelopmentSteps.png?raw=true
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#inputs-and-outputs-of-an-algorithm-in-pami
	https://patch-diff.githubusercontent.com/UdayLab/PAMI/blob/main/images/inputOutputPAMIalgo.png?raw=true
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#recent-updates
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#features
./notebooks	https://github.com/UdayLab/PAMI/tree/main/notebooks
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#maintenance
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#try-your-first-pami-program
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#evaluation
	https://private-user-images.githubusercontent.com/134862983/321509506-fd7974bc-ffe2-44dd-82e3-a5306a8a23bd.png?jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3NzA4NzU1MTgsIm5iZiI6MTc3MDg3NTIxOCwicGF0aCI6Ii8xMzQ4NjI5ODMvMzIxNTA5NTA2LWZkNzk3NGJjLWZmZTItNDRkZC04MmUzLWE1MzA2YThhMjNiZC5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjYwMjEyJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI2MDIxMlQwNTQ2NThaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT00Mjg4NGE4Yzk0YmE3ZjkwY2M3NTE0ZWU3M2ZiYTIwODA2NGMzZWI0ZDY4YmI5OTIwZjcyNjk2NzQwMTg0M2UzJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.wFt4ZPuS8vTWO_GyHBgBIn9jUhCAd3p2hS1XwfTc_Bs
	https://private-user-images.githubusercontent.com/134862983/321509590-5d615ae3-dc0d-49ba-a880-4890bb1f11c5.png?jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3NzA4NzU1MTgsIm5iZiI6MTc3MDg3NTIxOCwicGF0aCI6Ii8xMzQ4NjI5ODMvMzIxNTA5NTkwLTVkNjE1YWUzLWRjMGQtNDliYS1hODgwLTQ4OTBiYjFmMTFjNS5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjYwMjEyJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI2MDIxMlQwNTQ2NThaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1lNGY5NTE4NzQwYWZjNzA4MzBlNzdhMjRiYzI2MmE5MDY5M2E5NmViYjg0YzY1YmVhOGE4YjkwOGUxZGEyZmNiJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.xXemjsBNs-hnDYyb5h26dV__zDm6BUMnVJ7KaLb-mwk
	https://private-user-images.githubusercontent.com/134862983/321509622-5d5991ca-51ae-442d-9b5e-2d21bbebfedd.png?jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3NzA4NzU1MTgsIm5iZiI6MTc3MDg3NTIxOCwicGF0aCI6Ii8xMzQ4NjI5ODMvMzIxNTA5NjIyLTVkNTk5MWNhLTUxYWUtNDQyZC05YjVlLTJkMjFiYmViZmVkZC5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjYwMjEyJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI2MDIxMlQwNTQ2NThaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1kNTUyNjY3MTdmMzE2ZDhjMzU1YWYxMjdmY2U2NTUxNTJiYjk4NzVhY2ZjZmQ1NzhhMjFmZjk3M2RjM2FkZjYxJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.j-obQvjfEClxLqamJPw22B8JYtq-RBMy72OGvscbf38
Evaluation File ipynb	https://github.com/UdayLab/PAMI/blob/main/notebooks/Evaluation-neverDelete.ipynb
Evaluation File Pdf	https://github.com/UdayLab/PAMI/blob/main/notebooks/evaluation.pdf
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#reading-material
YouTube	https://www.youtube.com/playlist?list=PLKP768gjVJmDer6MajaLbwtfC9ULVuaCZ
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#license
	https://github.com/UdayLab/PAMI/blob/main/LICENSE
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#documentation
PAMI	https://pami-1.readthedocs.io
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#background
Kitsuregawa Lab	https://www.tkl.iis.u-tokyo.ac.jp/new/resources?lang=en
University of Aizu	https://u-aizu.ac.jp/en/
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#getting-help
GithubIssues	https://github.com/orgs/UdayLab/discussions/categories/q-a
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#discussion-and-development
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#contribution-to-pami
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#tutorials
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#0-association-rule-mining
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/associationRules/basic/confidence.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/associationRules/basic/lift.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/associationRules/basic/leverage.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#1-pattern-mining-in-binary-transactional-databases
Sample	https://udaylab.github.io/PAMI/frequentPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#11-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/frequentPattern/basic/Apriori.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/frequentPattern/closed/CHARM.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/frequentPattern/maximal/MaxFPGrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/frequentPattern/topk/FAE.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/frequentPattern/pyspark/parallelApriori.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/frequentPattern/basic/FPGrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/frequentPattern/pyspark/parallelFPGrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/frequentPattern/basic/ECLAT.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/frequentPattern/pyspark/parallelECLAT.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/frequentPattern/basic/ECLATbitset.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/frequentPattern/basic/ECLATDiffset.ipynb
Sample	https://udaylab.github.io/PAMI/relativeFrequentPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#12-relative-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/relativeFrequentPattern/basic/RSFPGrowth.ipynb
Sample	https://udaylab.github.io/PAMI/multipleMinSupFrequentPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#13-frequent-pattern-with-multiple-minimum-support-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/multipleMinimumFrequentPatterns/basic/CFPGrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/multipleMinimumFrequentPatterns/basic/CFPGrowthPlus.ipynb
Sample	https://udaylab.github.io/PAMI/correlatePatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#14-correlated-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/correlatedPattern/basic/CoMine.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/correlatedPattern/basic/CoMinePuls.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#15-fault-tolerant-frequent-pattern-mining-under-development
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/faultTolerantFrequentPatterns/basic/FTApriori.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/faultTolerantFrequentPatterns/basic/FTFPGrowth.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#16-coverage-pattern-mining-under-development
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/coveragePattern/basic/CMine.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/coveragePattern/basic/CMinePlus.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#2-pattern-mining-in-binary-temporal-databases
Sample	https://udaylab.github.io/PAMI/periodicFrequentPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#21-periodic-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/periodicFrequentPattern/basic/PFPGrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/periodicFrequentPattern/closed/CPFPMiner.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/periodicFrequentPattern/maximal/MaxPFGrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/periodicFrequentPattern/topk/kPFPMiner.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/periodicFrequentPattern/basic/PFPGrowthPlus.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/periodicFrequentPattern/topk/TopKPFP.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/periodicFrequentPattern/basic/PSGrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/periodicFrequentPattern/basic/PFECLAT.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/periodicFrequentPattern/basic/PFPMC.ipynb
Sample	https://udaylab.github.io/PAMI/localPeriodicPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#22-local-periodic-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/localPeriodicPattern/basic/LPPgrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/localPeriodicPattern/basic/LPPM_breadth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/localPeriodicPattern/basic/LPPM_depth.ipynb
Sample	https://udaylab.github.io/PAMI/partialPeriodicFrequentPattern.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#23-partial-periodic-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/partialPeriodicFrequentPattern/basic/GPFgrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/partialPeriodicFrequentPattern/basic/PPF_DFS.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/partialPeriodicFrequentPattern/basic/GPFgrowth.ipynb
Sample	https://udaylab.github.io/PAMI/partialPeriodicPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#24-partial-periodic-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/partialPeriodicPattern/basic/PPPGrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/partialPeriodicPattern/closed/PPPClose.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/partialPeriodicPattern/maximal/Max3PGrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/partialPeriodicPattern/topk/Topk_PPPGrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/partialPeriodicPattern/cuda/cuGPPMiner.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/partialPeriodicPattern/basic/PPP_ECLAT.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/partialPeriodicPattern/cuda/gPPMiner.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/partialPeriodicPattern/basic/GThreePGrowth.ipynb
Sample	https://udaylab.github.io/PAMI/periodicCorrelatedPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#25-periodic-correlated-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/periodicCorrelatedPattern/basic/EPCPGrowth.ipynb
Sample	https://udaylab.github.io/PAMI/stablePeriodicPatterns.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#26-stable-periodic-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/stablePeriodicPatterns/basic/SPPGrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/stablePeriodicPatterns/topk/TSPIN.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/stablePeriodicPatterns/basic/SPPECLAT.ipynb
Sample	https://udaylab.github.io/PAMI/RecurringPatterns.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#27-recurring-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/recurringPatterns/basic/RPGrowth.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#3-mining-patterns-from-binary-geo-referenced-or-spatiotemporal-databases
Sample	https://udaylab.github.io/PAMI/frequentSpatialPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#31-geo-referenced-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/georeferencedFrequentPattern/basic/SpatialECLAT.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/georeferencedFrequentPattern/basic/FSPGrowth.ipynb
Sample	https://udaylab.github.io/PAMI/periodicFrequentSpatial.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#32-geo-referenced-periodic-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/georeferencedPeriodicFrequentPattern/basic/GPFPMiner.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/georeferencedPeriodicFrequentPattern/basic/PFS_ECLAT.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/georeferencedPeriodicFrequentPattern/basic/STECLAT.ipynb
Sample	https://udaylab.github.io/PAMI/partialPeriodicSpatialPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#33-geo-referenced-partial-periodic-pattern-miningsample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/georeferencedPeriodicFrequentPattern/basic/STECLAT.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#4-mining-patterns-from-utility-or-non-binary-databases
Sample	https://udaylab.github.io/PAMI/highUtilityPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#41-high-utility-pattern-mining---sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/highUtilityPattern/basic/EFIM.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/highUtilityPattern/basic/HMiner.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/highUtilityPattern/basic/UPGrowth.ipynb
Sample	https://udaylab.github.io/PAMI/highUtiltiyFrequentPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#42-high-utility-frequent-pattern-mining--sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/highUtilityFrequentPatterns/basic/HUFIM.ipynb
Sample	https://udaylab.github.io/PAMI/highUtilitySpatialPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#43-high-utility-geo-referenced-frequent-pattern-mining--sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/highUtilityGeoreferencedFrequentPattern/basic/SHUFIM.ipynb
Sample	https://udaylab.github.io/PAMI/highUtilitySpatialPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#44-high-utility-spatial-pattern-mining--sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/highUtilitySpatialPattern/basic/HDSHUIM.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/highUtilitySpatialPattern/topK/TKSHUIM.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/highUtilitySpatialPattern/basic/SHUIM.ipynb
Sample	https://github.com/UdayLab/PAMI/blob/main/sampleManuals/mainManuals/relativeUtility.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#45-relative-high-utility-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/relativeHighUtilityPattern/basic/RHUIM.ipynb
Sample	https://udaylab.github.io/PAMI/weightedFrequentPattern.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#46-weighted-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/weightedFrequentPatterns/basic/WFIM.ipynb
Sample	https://udaylab.github.io/PAMI/weightedFrequentRegularPatterns.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#47-weighted-frequent-regular-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/weightedFrequentRegularPatterns/basic/WFRI.ipynb
Sample	https://github.com/UdayLab/PAMI/blob/main/docs/weightedSpatialFrequentPattern.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#48-weighted-frequent-neighbourhood-pattern-mining-sample
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#5-mining--patterns-from-fuzzy-transactionaltemporalgeo-referenced-databases
Sample	https://github.com/UdayLab/PAMI/fuzzyFrequentPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#51-fuzzy-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/fuzzyFrequentPattern/basic/FFIMiner.ipynb
Sample	https://udaylab.github.io/PAMI/fuzzyCorrelatedPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#52-fuzzy-correlated-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/fuzzyCorrelatedPattern/basic/FCPGrowth.ipynb
Sample	https://github.com/UdayLab/PAMI/fuzzyFrequentSpatialPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#53-fuzzy-geo-referenced-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/fuzzyGeoreferencedFrequentPattern/basic/FFSPMiner.ipynb
Sample	https://github.com/UdayLab/PAMI/fuzzyPeriodicFrequentPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#54-fuzzy-periodic-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/fuzzyPeriodicFrequentPattern/basic/FPFPMiner.ipynb
Sample	https://github.com/UdayLab/PAMI/fuzzySpatialPeriodicFrequentPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#55-fuzzy-geo-referenced-periodic-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/fuzzyGeoreferencedPeriodicFrequentPattern/basic/FGPFP_miner.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#6-mining-patterns-from-uncertain-transactionaltemporalgeo-referenced-databases
Sample	https://udaylab.github.io/PAMI/uncertainFrequentPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#61-uncertain-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/uncertainFrequentPatterns/basic/PUFGrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/uncertainFrequentPatterns/basic/TubeP.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/uncertainFrequentPatterns/basic/TubeS.ipynb
Sample	https://udaylab.github.io/PAMI/uncertainPeriodicFrequentPatternMining.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#62-uncertain-periodic-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/uncertainPeriodicFrequentPatterns/basic/UPFPGrowth.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/uncertainPeriodicFrequentPatterns/basic/UPFPGrowthPlus.ipynb
Sample	https://udaylab.github.io/PAMI/weightedUncertainFrequentPatterns.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#63-uncertain-weighted-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/uncertainWeightedFrequent/basic/WUFIM.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#7-mining-patterns-from-sequence-databases
Sample	https://github.com/UdayLab/PAMI/blob/main/docs/weightedSpatialFrequentPattern.html
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#71-sequence-frequent-pattern-mining-sample
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/sequencePatternMining/basic/SPADE.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/sequencePatternMining/basic/prefixSpan.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#72-geo-referenced-frequent-sequence-pattern-mining
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/georeferencedFrequentSequencePattern/basic/GFSP_miner.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#8-mining-patterns-from-multiple-timeseries-databases
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#81-partial-periodic-pattern-mining-under-development
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/partialPeriodicPatternInMultipleTimeSeries/basic/PPGrowth.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#9-mining-interesting-patterns-from-streams
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#10-mining-patterns-from-contiguous-character-sequences-eg-dna-genome-and-game-sequences
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#101-contiguous-frequent-patterns
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/contiguousFrequentPattern/basic/PositionMining.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#11-mining-patterns-from-graphs
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#111-frequent-sub-graph-mining
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/subgraphMining/basic/gspan.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/subgraphMining/topk/tkg.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#112-graph-transactional-coverage-pattern-mining
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/graphTransactionalCoveragePatterns/basic/GTCP.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#12-additional-features
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#121-creation-of-synthetic-databases
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/extras/syntheticDataGenerators/TransactionalDatabase.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/extras/syntheticDataGenerators/TemporalDatabase.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#122-converting-a-dataframe-into-a-specific-database-type
	https://colab.research.google.com/github/udayLab/PAMI/blob/main/notebooks/extras/DF2DB/denseDF2DB.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#123-gathering-the-statistical-details-of-a-database
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/extras/stats/TransactionalDatabase.ipynb
	https://colab.research.google.com/github/UdayLab/PAMI/blob/main/notebooks/extras/stats/TemporalDatabase.ipynb
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#124-convertors
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#124-generating-latex-code-for-the-experimental-results
	https://patch-diff.githubusercontent.com/UdayLab/PAMI#real-world-case-studies
	https://colab.research.google.com/github/udayLab/PAMI/blob/main/notebooks/airPollutionAnalytics.ipynb
Go to Top	https://patch-diff.githubusercontent.com/UdayLab/PAMI#table-of-contents
udaylab.github.io/PAMI/	https://udaylab.github.io/PAMI/
python	https://patch-diff.githubusercontent.com/topics/python
pattern-recognition	https://patch-diff.githubusercontent.com/topics/pattern-recognition
spatial-data	https://patch-diff.githubusercontent.com/topics/spatial-data
frequent-pattern-mining	https://patch-diff.githubusercontent.com/topics/frequent-pattern-mining
periodicity	https://patch-diff.githubusercontent.com/topics/periodicity
frequent-itemsets	https://patch-diff.githubusercontent.com/topics/frequent-itemsets
stream-mining	https://patch-diff.githubusercontent.com/topics/stream-mining
pattern-mining	https://patch-diff.githubusercontent.com/topics/pattern-mining
frequent-subgraphs	https://patch-diff.githubusercontent.com/topics/frequent-subgraphs
sequence-mining	https://patch-diff.githubusercontent.com/topics/sequence-mining
spatiotemporal-data-analysis	https://patch-diff.githubusercontent.com/topics/spatiotemporal-data-analysis
spatiotemporal-data	https://patch-diff.githubusercontent.com/topics/spatiotemporal-data
periodic-patterns	https://patch-diff.githubusercontent.com/topics/periodic-patterns
Readme	https://patch-diff.githubusercontent.com/UdayLab/PAMI#readme-ov-file
GPL-3.0 license	https://patch-diff.githubusercontent.com/UdayLab/PAMI#GPL-3.0-1-ov-file
Security policy	https://patch-diff.githubusercontent.com/UdayLab/PAMI#security-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/UdayLab/PAMI
Activity	https://patch-diff.githubusercontent.com/UdayLab/PAMI/activity
Custom properties	https://patch-diff.githubusercontent.com/UdayLab/PAMI/custom-properties
283 stars	https://patch-diff.githubusercontent.com/UdayLab/PAMI/stargazers
4 watching	https://patch-diff.githubusercontent.com/UdayLab/PAMI/watchers
232 forks	https://patch-diff.githubusercontent.com/UdayLab/PAMI/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FUdayLab%2FPAMI&report=UdayLab+%28user%29
Releases 14	https://patch-diff.githubusercontent.com/UdayLab/PAMI/releases
PAMI2025.03.25 Latest Mar 25, 2025	https://patch-diff.githubusercontent.com/UdayLab/PAMI/releases/tag/PAMI2025.03.25
+ 13 releases	https://patch-diff.githubusercontent.com/UdayLab/PAMI/releases
Packages 0	https://patch-diff.githubusercontent.com/orgs/UdayLab/packages?repo_name=PAMI
Please reload this page	https://patch-diff.githubusercontent.com/UdayLab/PAMI
Contributors 29	https://patch-diff.githubusercontent.com/UdayLab/PAMI/graphs/contributors
Please reload this page	https://patch-diff.githubusercontent.com/UdayLab/PAMI
+ 15 contributors	https://patch-diff.githubusercontent.com/UdayLab/PAMI/graphs/contributors
Jupyter Notebook 80.5%	https://patch-diff.githubusercontent.com/UdayLab/PAMI/search?l=jupyter-notebook
HTML 15.1%	https://patch-diff.githubusercontent.com/UdayLab/PAMI/search?l=html
Python 4.4%	https://patch-diff.githubusercontent.com/UdayLab/PAMI/search?l=python
JavaScript 0.0%	https://patch-diff.githubusercontent.com/UdayLab/PAMI/search?l=javascript
CSS 0.0%	https://patch-diff.githubusercontent.com/UdayLab/PAMI/search?l=css
C++ 0.0%	https://patch-diff.githubusercontent.com/UdayLab/PAMI/search?l=c%2B%2B
	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.