%global _empty_manifest_terminate_build 0 Name: python-pami Version: 2023.3.1 Release: 1 Summary: This software is being developed at the University of Aizu, Aizu-Wakamatsu, Fukushima, Japan License: GPLv3 URL: https://github.com/udayRage/PAMI Source0: https://mirrors.nju.edu.cn/pypi/web/packages/64/10/0e50bace08423f308542b4e0d00226e745018432f04910c0c7486d26ccae/pami-2023.3.1.tar.gz BuildArch: noarch Requires: python3-psutil Requires: python3-pandas Requires: python3-plotly Requires: python3-matplotlib Requires: python3-resource Requires: python3-validators Requires: python3-urllib3 Requires: python3-pyspark Requires: python3-Pillow %description ![PyPI](https://img.shields.io/pypi/v/PAMI) ![AppVeyor](https://img.shields.io/appveyor/build/udayRage/PAMI) ![PyPI - Python Version](https://img.shields.io/pypi/pyversions/PAMI) ![GitHub all releases](https://img.shields.io/github/downloads/udayRage/PAMI/total) [![GitHub license](https://img.shields.io/github/license/udayRage/PAMI)](https://github.com/udayRage/PAMI/blob/main/LICENSE) ![PyPI - Implementation](https://img.shields.io/pypi/implementation/PAMI) ![PyPI - Wheel](https://img.shields.io/pypi/wheel/PAMI) ![PyPI - Status](https://img.shields.io/pypi/status/PAMI) [![GitHub issues](https://img.shields.io/github/issues/udayRage/PAMI)](https://github.com/udayRage/PAMI/issues) [![GitHub forks](https://img.shields.io/github/forks/udayRage/PAMI)](https://github.com/udayRage/PAMI/network) [![GitHub stars](https://img.shields.io/github/stars/udayRage/PAMI)](https://github.com/udayRage/PAMI/stargazers) # Introduction PAMI stands for PAttern MIning. It constitutes several pattern mining algorithms to discover interesting patterns in transactional/temporal/spatiotemporal databases. This software is provided under [GNU GENERAL PUBLIC LICENSE Version 3, 29 June 2007](https://www.gnu.org/licenses/quick-guide-gplv3.html). 1. The user manual for PAMI library is available at https://udayrage.github.io/PAMI/index.html 2. Datasets to implement PAMI algorithms are available at https://www.u-aizu.ac.jp/~udayrage/software.html 3. Please report issues in the software at https://github.com/udayRage/PAMI/issues __Contact us by Discord__ https://discord.gg/9WgKkrSJ # Installation pip install pami # Upgrade pip install --upgrade pami # Code documentation [Link](https://rawcdn.githack.com/udayRage/PAMI/5eea0f346bf7818c7345c8643428ad9ce5087f15/htmlDocs/_build/html/index.html) # Details Total available algorithms: 70 Click on __"Basic"__ link to view the basic tutorial on using the algorithm. Similarly, click on __"Adv"__ link to view the advanced tutorial on using a particular algorithm. 1. Frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/frequentPatternMining.html) | Basic | Closed | Maximal | Top-k | CUDA | pyspark | |----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Apriori [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/Apriori/APRIORI-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/Apriori/Apriori-ad.md) | Closed [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/closed/CHARM/CHARM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/closed/CHARM/CHARM-ad.md) | maxFP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/maximal/MaxFPGrowth/MaxFPGrowth-st.md) | topK [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/topk/FAE-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/topk/FAE-ad.pdf) | cudaAprioriGCT | parallelApriori [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelApriori/parallelApriori-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelApriori/ParallelApriori-ad%20(1).md) | | FP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/FPGrowth/fpGrowth_basic.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/FPGrowth/fpGrowth_adv.md) | | | | cudaAprioriTID | parallelFPGrowth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelFPGrowth/parallelFPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelFPGrowth/ParallelFPGrowth-ad%20.md) | | ECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLAT/ECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLAT/Eclat-ad.md) | | | | cudaEclatGCT | parallelECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelECLAT/parallelECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/ParallelECLAT-ad.pdf) | | ECLAT-bitSet [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLATbitset/ECLATbitset-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLATbitset/Eclatbitset-ad.md) | | | | | | | ECLAT-diffset | | | | | 2. Relative Frequent Patterns: [Sample](https://udayrage.github.io/PAMI/relativeFrequentPatternMining.html) | Basic | |-------| | RSFP [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/relativeFrequentPatterns/RSFPGrowth/RSFPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/relativeFrequentPatterns/RSFPGrowth/RSFPGrowt-ad.md)| 3. Frequent pattern with multiple minimum support: [Sample](https://udayrage.github.io/PAMI/multipleMinSupFrequentPatternMining.html) | Basic | |-------------| | CFPGrowth | | CFPGrowth++ | 4. Correlated pattern mining: [Sample](https://udayrage.github.io/PAMI/correlatePatternMining.html) | Basic | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | CP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowth/CPGrowth-st.md) -[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowth/CPGrowth-ad.md) | | CP-growth++ [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowthPlus/CPGrowthPuls-st.md) -[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowthPlus/CPGrowthPlus-ad.md)| 5. Frequent spatial pattern mining: [Sample](https://udayrage.github.io/PAMI/frequentSpatialPatternMining.html) | Basic | |---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | spatialECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/SpatialECLAT-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/SpatialECLAT-ad.pdf) | | FSP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/FSPGrowth-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/FSPGrowth-ad.pdf) | 6. Fuzzy Frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/fuzzyFrequentPatternMining.html) | Basic | |-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FFI-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/basic/FFIMiner/FFIMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/FFIMiner-ad.pdf) | 7. Fuzzy correlated pattern mining: [Sample](https://udayrage.github.io/PAMI/fuzzyCorrelatedPatternMining.html) | Basic | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FCP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyCorrelatedPatterns/basic/FCPGrowth/FCPGrowth-st%20.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyCorrelatedPatterns/basic/FCPGrowth/FCPGrowth-ad.md) | 8. Fuzzy frequent spatial pattern mining: [Sample](https://udayrage.github.io/PAMI/fuzzyFrequentSpatialPatternMining.html) | Basic | |----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FFSP-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/fuzzySpatial/FFSPMiner/FFSPMiner-ad.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/fuzzySpatial/FFSPMiner/FFSPMiner-st.md) | 9. Fuzzy periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/fuzzyPeriodicFrequentPatternMining.html) | Basic | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FPFP-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPatterns/basic/FPFPMiner/FPFPMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPatterns/basic/FPFPMiner/FPFPMiner-ad.md) | 9. Geo referenced Fuzzy periodic frequent pattern mining: | Basic | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FPFP-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPattern/FPFPMiner-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPattern/FPFPMiner-ad.pdf) | 10. High utility pattern mining: [Sample](https://udayrage.github.io/PAMI/highUtilityPatternMining.html) | Basic | |----------| | EFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/EFIM/EFIM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/EFIM/EFIM-ad.md) | | HMiner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/EFIM/EFIM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/HMiner/HMiner-st.md) | | UPGrowth | 11. High utility frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/highUtiltiyFrequentPatternMining.html) | Basic | |-------| | HUFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/basic/HUFIM/HUFIM-st-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/basic/HUFIM/HUFIM-ad.md)| 12. High utility frequent spatial pattern mining: [Sample](https://udayrage.github.io/PAMI/highUtilitySpatialPatternMining.html) | Basic | |--------| | SHUFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/spatial/SHUFIM-st%20.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/spatial/SHUFIM-ad.md)| 13. High utility spatial pattern mining: [Sample](https://udayrage.github.io/PAMI/highUtilitySpatialPatternMining.html) | Basic | topk | |--------|---------| | HDSHIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/spatial/HDSHUIM/HDSHUIM-st%20-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/spatial/HDSHUIM/HDSHUIM-ad.md)| TKSHUIM | | SHUIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/spatial/SHUM/SHUIM-st.md)| 14. Periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/periodicFrequentPatternMining.html) | Basic | Closed | Maximal | Top-K | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------| -----------------------------------------------------------------------------------------------------------------------------------| | PFP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowth/PFPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowth/PFPGrowth-ad.md) | CPFP [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/closed/CPFPMiner/CPFPMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/closed/CPFPMiner/CPFPMiner-ad.md) | maxPF-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/maximal/MaxPFGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/maximal/MaxPFGrowth-ad.md) | kPFPMiner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/topk/kPFPMiner/kPFPMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/topk/kPFPMiner/kPFPMiner-ad%20.md) | | PFP-growth++ [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowthPlus/PFPGrowthPlus-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowthPlus/PFPGrowthPlus-ad%20.md) | | | | PS-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PSGrowth/PSGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PSGrowth/PSGrowth-ad.md) | | | | PFP-ECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFECLAT/PFECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFECLAT/PFECLAT-ad%20.md) | | | 15. Geo referenced Periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/periodicFrequentSpatial.html) | Basic | |-----------| | GPFPMiner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/spatial/GPFPMiner/GPFPMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/spatial/GPFPMiner/GPFPMiner-ad.md) | 16. Local periodic pattern mining: [Sample](https://udayrage.github.io/PAMI/localPeriodicPatternMining.html) | Basic | |-------------| | LPPGrowth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/localPeriodicPatterns/basic/LPPGrowth/LPPGrowth-st.md)| | LPPMBreadth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/localPeriodicPatterns/basic/LPPMBreadth/LPPMBreadth-st.md)| | LPPMDepth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/localPeriodicPatterns/basic/LPPMDepth/LPPMDepth-st.md)| 17. Partial periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/partialPeriodicFrequentPattern.html) | Basic | |--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | GPF-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPatterns/GPFGrowth/GPFgrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPattern/PPF_DFS-ad.pdf) | | PPF-DFS [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPatterns/PPF_DFS/PPF_DFS-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPattern/PPF_DFS-ad.pdf) | 18. Partial periodic pattern mining: [Sample](https://udayrage.github.io/PAMI/partialPeriodicPatternMining.html) | Basic | Closed | Maximal | |-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------| | 3P-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPGrowth/PPPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPGrowth/PPPGrowth-ad.md) | 3P-close [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/closed/PPPClose-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/closed/PPPClose-ad.pdf) | max3P-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/maximal/Max3PGrowth-st.pdf) | | | | | | 3P-ECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPECLAT/PPP_ECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPECLAT/PPP_ECLAT-ad.md)| | | | G3P-Growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/G3PGrowth/GThreePGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/G3PGrowth/GThreePGrowth-ad.md) | | | 19. Partial periodic spatial pattern mining:[Sample](https://udayrage.github.io/PAMI/partialPeriodicSpatialPatternMining.html) | Basic | |---------| | STECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/spatial/STECLAT/STECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/spatial/STECLAT/STECLAT-ad.md)| 20. Periodic correlated pattern mining: [Sample](https://udayrage.github.io/PAMI/periodicCorrelatedPatternMining.html) | Basic | |---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | EPCP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/correlated/EPCPGrowth/EPCPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/correlated/EPCPGrowth/EPCPGrowth-ad.md) | 21. Stable periodic pattern mining: [Sample](https://udayrage.github.io/PAMI/stablePeriodicPatterns.html) | Basic | TopK | |------------|------| | SPP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPGrowth/SPPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPGrowth/SPPGrowth-ad%20.md)| TSPIN | | SPP-ECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPEclat/SPPECLAT-st-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPEclat/SPPECLAT-ad%20.md) | | 22. Uncertain frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/uncertainFrequentPatternMining.html) | Basic | top-k | |---------|-------| | PUF [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/PUFGrowth/PUFGrowth-st-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/PUFGrowth/PUFGrowth-ad.md) | TUFP | | TubeP [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeP/TubeP-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeP/TubeP-ad.md) | | | TubeS [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeS/TubeS-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeS/TubeS-ad.md) | | | UVEclat | | 23. Uncertain periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/uncertainPeriodicFrequentPatternMining.html) | Basic | |-------------| | UPFP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowth/UPFPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowth/UPFPGrowth-ad.md) | | UPFP-growth++ [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowthPlus/UPFPGrowthPlus-st-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowthPlus/UPFPGrowthPlus-ad.md)| 24. Recurring pattern mining: [Sample](https://udayrage.github.io/PAMI/RecurringPatterns.html) | Basic | |----------| | RPgrowth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/recurring/RPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/recurring/RPGrowth-ad.md)| 25. Relative High utility pattern mining: [Sample](https://github.com/udayRage/PAMI/blob/main/sampleManuals/mainManuals/relativeUtility.html) | Basic | |-------| | RHUIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/relative/RHUIM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/relative/RHUIM-ad.md)| 26. Weighted frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/weightedFrequentPattern.html) | Basic | |-------| | WFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFIM/WFIM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFIM/WFIM-ad.md)| 27. Uncertain Weighted frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/weightedUncertainFrequentPatterns.html) | Basic | |-------| | WUFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/weightedUncertain/WUFIM-st.md)| 28. Weighted frequent regular pattern mining: [Sample](https://udayrage.github.io/PAMI/weightedFrequentRegularPatterns.html) | Basic | |-----------| | WFRIMiner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFRIM/WFRI-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFRIM/WFRI.md)| 29. Weighted frequent neighbourhood pattern mining: [Sample](https://github.com/udayRage/PAMI/blob/main/docs/weightedSpatialFrequentPattern.html) | Basic | |-------------| | SSWFPGrowth | 30. Sequence frequent pattern mining: [Sample](https://github.com/udayRage/PAMI/blob/main/docs/weightedSpatialFrequentPattern.html) | Basic | |-------------| | SPADE [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/SPADE/Spade-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/SPADE/Spade-ad.md)| | prefixSpan [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/prefixSpan/PrifixSpan-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/prefixSpan/PrifixSpan-ad.md)| %package -n python3-pami Summary: This software is being developed at the University of Aizu, Aizu-Wakamatsu, Fukushima, Japan Provides: python-pami BuildRequires: python3-devel BuildRequires: python3-setuptools BuildRequires: python3-pip %description -n python3-pami ![PyPI](https://img.shields.io/pypi/v/PAMI) ![AppVeyor](https://img.shields.io/appveyor/build/udayRage/PAMI) ![PyPI - Python Version](https://img.shields.io/pypi/pyversions/PAMI) ![GitHub all releases](https://img.shields.io/github/downloads/udayRage/PAMI/total) [![GitHub license](https://img.shields.io/github/license/udayRage/PAMI)](https://github.com/udayRage/PAMI/blob/main/LICENSE) ![PyPI - Implementation](https://img.shields.io/pypi/implementation/PAMI) ![PyPI - Wheel](https://img.shields.io/pypi/wheel/PAMI) ![PyPI - Status](https://img.shields.io/pypi/status/PAMI) [![GitHub issues](https://img.shields.io/github/issues/udayRage/PAMI)](https://github.com/udayRage/PAMI/issues) [![GitHub forks](https://img.shields.io/github/forks/udayRage/PAMI)](https://github.com/udayRage/PAMI/network) [![GitHub stars](https://img.shields.io/github/stars/udayRage/PAMI)](https://github.com/udayRage/PAMI/stargazers) # Introduction PAMI stands for PAttern MIning. It constitutes several pattern mining algorithms to discover interesting patterns in transactional/temporal/spatiotemporal databases. This software is provided under [GNU GENERAL PUBLIC LICENSE Version 3, 29 June 2007](https://www.gnu.org/licenses/quick-guide-gplv3.html). 1. The user manual for PAMI library is available at https://udayrage.github.io/PAMI/index.html 2. Datasets to implement PAMI algorithms are available at https://www.u-aizu.ac.jp/~udayrage/software.html 3. Please report issues in the software at https://github.com/udayRage/PAMI/issues __Contact us by Discord__ https://discord.gg/9WgKkrSJ # Installation pip install pami # Upgrade pip install --upgrade pami # Code documentation [Link](https://rawcdn.githack.com/udayRage/PAMI/5eea0f346bf7818c7345c8643428ad9ce5087f15/htmlDocs/_build/html/index.html) # Details Total available algorithms: 70 Click on __"Basic"__ link to view the basic tutorial on using the algorithm. Similarly, click on __"Adv"__ link to view the advanced tutorial on using a particular algorithm. 1. Frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/frequentPatternMining.html) | Basic | Closed | Maximal | Top-k | CUDA | pyspark | |----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Apriori [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/Apriori/APRIORI-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/Apriori/Apriori-ad.md) | Closed [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/closed/CHARM/CHARM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/closed/CHARM/CHARM-ad.md) | maxFP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/maximal/MaxFPGrowth/MaxFPGrowth-st.md) | topK [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/topk/FAE-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/topk/FAE-ad.pdf) | cudaAprioriGCT | parallelApriori [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelApriori/parallelApriori-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelApriori/ParallelApriori-ad%20(1).md) | | FP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/FPGrowth/fpGrowth_basic.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/FPGrowth/fpGrowth_adv.md) | | | | cudaAprioriTID | parallelFPGrowth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelFPGrowth/parallelFPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelFPGrowth/ParallelFPGrowth-ad%20.md) | | ECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLAT/ECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLAT/Eclat-ad.md) | | | | cudaEclatGCT | parallelECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelECLAT/parallelECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/ParallelECLAT-ad.pdf) | | ECLAT-bitSet [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLATbitset/ECLATbitset-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLATbitset/Eclatbitset-ad.md) | | | | | | | ECLAT-diffset | | | | | 2. Relative Frequent Patterns: [Sample](https://udayrage.github.io/PAMI/relativeFrequentPatternMining.html) | Basic | |-------| | RSFP [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/relativeFrequentPatterns/RSFPGrowth/RSFPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/relativeFrequentPatterns/RSFPGrowth/RSFPGrowt-ad.md)| 3. Frequent pattern with multiple minimum support: [Sample](https://udayrage.github.io/PAMI/multipleMinSupFrequentPatternMining.html) | Basic | |-------------| | CFPGrowth | | CFPGrowth++ | 4. Correlated pattern mining: [Sample](https://udayrage.github.io/PAMI/correlatePatternMining.html) | Basic | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | CP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowth/CPGrowth-st.md) -[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowth/CPGrowth-ad.md) | | CP-growth++ [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowthPlus/CPGrowthPuls-st.md) -[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowthPlus/CPGrowthPlus-ad.md)| 5. Frequent spatial pattern mining: [Sample](https://udayrage.github.io/PAMI/frequentSpatialPatternMining.html) | Basic | |---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | spatialECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/SpatialECLAT-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/SpatialECLAT-ad.pdf) | | FSP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/FSPGrowth-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/FSPGrowth-ad.pdf) | 6. Fuzzy Frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/fuzzyFrequentPatternMining.html) | Basic | |-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FFI-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/basic/FFIMiner/FFIMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/FFIMiner-ad.pdf) | 7. Fuzzy correlated pattern mining: [Sample](https://udayrage.github.io/PAMI/fuzzyCorrelatedPatternMining.html) | Basic | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FCP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyCorrelatedPatterns/basic/FCPGrowth/FCPGrowth-st%20.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyCorrelatedPatterns/basic/FCPGrowth/FCPGrowth-ad.md) | 8. Fuzzy frequent spatial pattern mining: [Sample](https://udayrage.github.io/PAMI/fuzzyFrequentSpatialPatternMining.html) | Basic | |----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FFSP-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/fuzzySpatial/FFSPMiner/FFSPMiner-ad.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/fuzzySpatial/FFSPMiner/FFSPMiner-st.md) | 9. Fuzzy periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/fuzzyPeriodicFrequentPatternMining.html) | Basic | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FPFP-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPatterns/basic/FPFPMiner/FPFPMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPatterns/basic/FPFPMiner/FPFPMiner-ad.md) | 9. Geo referenced Fuzzy periodic frequent pattern mining: | Basic | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FPFP-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPattern/FPFPMiner-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPattern/FPFPMiner-ad.pdf) | 10. High utility pattern mining: [Sample](https://udayrage.github.io/PAMI/highUtilityPatternMining.html) | Basic | |----------| | EFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/EFIM/EFIM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/EFIM/EFIM-ad.md) | | HMiner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/EFIM/EFIM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/HMiner/HMiner-st.md) | | UPGrowth | 11. High utility frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/highUtiltiyFrequentPatternMining.html) | Basic | |-------| | HUFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/basic/HUFIM/HUFIM-st-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/basic/HUFIM/HUFIM-ad.md)| 12. High utility frequent spatial pattern mining: [Sample](https://udayrage.github.io/PAMI/highUtilitySpatialPatternMining.html) | Basic | |--------| | SHUFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/spatial/SHUFIM-st%20.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/spatial/SHUFIM-ad.md)| 13. High utility spatial pattern mining: [Sample](https://udayrage.github.io/PAMI/highUtilitySpatialPatternMining.html) | Basic | topk | |--------|---------| | HDSHIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/spatial/HDSHUIM/HDSHUIM-st%20-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/spatial/HDSHUIM/HDSHUIM-ad.md)| TKSHUIM | | SHUIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/spatial/SHUM/SHUIM-st.md)| 14. Periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/periodicFrequentPatternMining.html) | Basic | Closed | Maximal | Top-K | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------| -----------------------------------------------------------------------------------------------------------------------------------| | PFP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowth/PFPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowth/PFPGrowth-ad.md) | CPFP [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/closed/CPFPMiner/CPFPMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/closed/CPFPMiner/CPFPMiner-ad.md) | maxPF-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/maximal/MaxPFGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/maximal/MaxPFGrowth-ad.md) | kPFPMiner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/topk/kPFPMiner/kPFPMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/topk/kPFPMiner/kPFPMiner-ad%20.md) | | PFP-growth++ [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowthPlus/PFPGrowthPlus-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowthPlus/PFPGrowthPlus-ad%20.md) | | | | PS-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PSGrowth/PSGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PSGrowth/PSGrowth-ad.md) | | | | PFP-ECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFECLAT/PFECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFECLAT/PFECLAT-ad%20.md) | | | 15. Geo referenced Periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/periodicFrequentSpatial.html) | Basic | |-----------| | GPFPMiner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/spatial/GPFPMiner/GPFPMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/spatial/GPFPMiner/GPFPMiner-ad.md) | 16. Local periodic pattern mining: [Sample](https://udayrage.github.io/PAMI/localPeriodicPatternMining.html) | Basic | |-------------| | LPPGrowth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/localPeriodicPatterns/basic/LPPGrowth/LPPGrowth-st.md)| | LPPMBreadth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/localPeriodicPatterns/basic/LPPMBreadth/LPPMBreadth-st.md)| | LPPMDepth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/localPeriodicPatterns/basic/LPPMDepth/LPPMDepth-st.md)| 17. Partial periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/partialPeriodicFrequentPattern.html) | Basic | |--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | GPF-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPatterns/GPFGrowth/GPFgrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPattern/PPF_DFS-ad.pdf) | | PPF-DFS [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPatterns/PPF_DFS/PPF_DFS-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPattern/PPF_DFS-ad.pdf) | 18. Partial periodic pattern mining: [Sample](https://udayrage.github.io/PAMI/partialPeriodicPatternMining.html) | Basic | Closed | Maximal | |-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------| | 3P-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPGrowth/PPPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPGrowth/PPPGrowth-ad.md) | 3P-close [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/closed/PPPClose-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/closed/PPPClose-ad.pdf) | max3P-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/maximal/Max3PGrowth-st.pdf) | | | | | | 3P-ECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPECLAT/PPP_ECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPECLAT/PPP_ECLAT-ad.md)| | | | G3P-Growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/G3PGrowth/GThreePGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/G3PGrowth/GThreePGrowth-ad.md) | | | 19. Partial periodic spatial pattern mining:[Sample](https://udayrage.github.io/PAMI/partialPeriodicSpatialPatternMining.html) | Basic | |---------| | STECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/spatial/STECLAT/STECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/spatial/STECLAT/STECLAT-ad.md)| 20. Periodic correlated pattern mining: [Sample](https://udayrage.github.io/PAMI/periodicCorrelatedPatternMining.html) | Basic | |---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | EPCP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/correlated/EPCPGrowth/EPCPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/correlated/EPCPGrowth/EPCPGrowth-ad.md) | 21. Stable periodic pattern mining: [Sample](https://udayrage.github.io/PAMI/stablePeriodicPatterns.html) | Basic | TopK | |------------|------| | SPP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPGrowth/SPPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPGrowth/SPPGrowth-ad%20.md)| TSPIN | | SPP-ECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPEclat/SPPECLAT-st-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPEclat/SPPECLAT-ad%20.md) | | 22. Uncertain frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/uncertainFrequentPatternMining.html) | Basic | top-k | |---------|-------| | PUF [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/PUFGrowth/PUFGrowth-st-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/PUFGrowth/PUFGrowth-ad.md) | TUFP | | TubeP [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeP/TubeP-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeP/TubeP-ad.md) | | | TubeS [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeS/TubeS-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeS/TubeS-ad.md) | | | UVEclat | | 23. Uncertain periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/uncertainPeriodicFrequentPatternMining.html) | Basic | |-------------| | UPFP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowth/UPFPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowth/UPFPGrowth-ad.md) | | UPFP-growth++ [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowthPlus/UPFPGrowthPlus-st-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowthPlus/UPFPGrowthPlus-ad.md)| 24. Recurring pattern mining: [Sample](https://udayrage.github.io/PAMI/RecurringPatterns.html) | Basic | |----------| | RPgrowth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/recurring/RPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/recurring/RPGrowth-ad.md)| 25. Relative High utility pattern mining: [Sample](https://github.com/udayRage/PAMI/blob/main/sampleManuals/mainManuals/relativeUtility.html) | Basic | |-------| | RHUIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/relative/RHUIM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/relative/RHUIM-ad.md)| 26. Weighted frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/weightedFrequentPattern.html) | Basic | |-------| | WFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFIM/WFIM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFIM/WFIM-ad.md)| 27. Uncertain Weighted frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/weightedUncertainFrequentPatterns.html) | Basic | |-------| | WUFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/weightedUncertain/WUFIM-st.md)| 28. Weighted frequent regular pattern mining: [Sample](https://udayrage.github.io/PAMI/weightedFrequentRegularPatterns.html) | Basic | |-----------| | WFRIMiner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFRIM/WFRI-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFRIM/WFRI.md)| 29. Weighted frequent neighbourhood pattern mining: [Sample](https://github.com/udayRage/PAMI/blob/main/docs/weightedSpatialFrequentPattern.html) | Basic | |-------------| | SSWFPGrowth | 30. Sequence frequent pattern mining: [Sample](https://github.com/udayRage/PAMI/blob/main/docs/weightedSpatialFrequentPattern.html) | Basic | |-------------| | SPADE [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/SPADE/Spade-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/SPADE/Spade-ad.md)| | prefixSpan [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/prefixSpan/PrifixSpan-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/prefixSpan/PrifixSpan-ad.md)| %package help Summary: Development documents and examples for pami Provides: python3-pami-doc %description help ![PyPI](https://img.shields.io/pypi/v/PAMI) ![AppVeyor](https://img.shields.io/appveyor/build/udayRage/PAMI) ![PyPI - Python Version](https://img.shields.io/pypi/pyversions/PAMI) ![GitHub all releases](https://img.shields.io/github/downloads/udayRage/PAMI/total) [![GitHub license](https://img.shields.io/github/license/udayRage/PAMI)](https://github.com/udayRage/PAMI/blob/main/LICENSE) ![PyPI - Implementation](https://img.shields.io/pypi/implementation/PAMI) ![PyPI - Wheel](https://img.shields.io/pypi/wheel/PAMI) ![PyPI - Status](https://img.shields.io/pypi/status/PAMI) [![GitHub issues](https://img.shields.io/github/issues/udayRage/PAMI)](https://github.com/udayRage/PAMI/issues) [![GitHub forks](https://img.shields.io/github/forks/udayRage/PAMI)](https://github.com/udayRage/PAMI/network) [![GitHub stars](https://img.shields.io/github/stars/udayRage/PAMI)](https://github.com/udayRage/PAMI/stargazers) # Introduction PAMI stands for PAttern MIning. It constitutes several pattern mining algorithms to discover interesting patterns in transactional/temporal/spatiotemporal databases. This software is provided under [GNU GENERAL PUBLIC LICENSE Version 3, 29 June 2007](https://www.gnu.org/licenses/quick-guide-gplv3.html). 1. The user manual for PAMI library is available at https://udayrage.github.io/PAMI/index.html 2. Datasets to implement PAMI algorithms are available at https://www.u-aizu.ac.jp/~udayrage/software.html 3. Please report issues in the software at https://github.com/udayRage/PAMI/issues __Contact us by Discord__ https://discord.gg/9WgKkrSJ # Installation pip install pami # Upgrade pip install --upgrade pami # Code documentation [Link](https://rawcdn.githack.com/udayRage/PAMI/5eea0f346bf7818c7345c8643428ad9ce5087f15/htmlDocs/_build/html/index.html) # Details Total available algorithms: 70 Click on __"Basic"__ link to view the basic tutorial on using the algorithm. Similarly, click on __"Adv"__ link to view the advanced tutorial on using a particular algorithm. 1. Frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/frequentPatternMining.html) | Basic | Closed | Maximal | Top-k | CUDA | pyspark | |----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Apriori [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/Apriori/APRIORI-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/Apriori/Apriori-ad.md) | Closed [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/closed/CHARM/CHARM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/closed/CHARM/CHARM-ad.md) | maxFP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/maximal/MaxFPGrowth/MaxFPGrowth-st.md) | topK [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/topk/FAE-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/topk/FAE-ad.pdf) | cudaAprioriGCT | parallelApriori [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelApriori/parallelApriori-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelApriori/ParallelApriori-ad%20(1).md) | | FP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/FPGrowth/fpGrowth_basic.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/FPGrowth/fpGrowth_adv.md) | | | | cudaAprioriTID | parallelFPGrowth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelFPGrowth/parallelFPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelFPGrowth/ParallelFPGrowth-ad%20.md) | | ECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLAT/ECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLAT/Eclat-ad.md) | | | | cudaEclatGCT | parallelECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelECLAT/parallelECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/ParallelECLAT-ad.pdf) | | ECLAT-bitSet [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLATbitset/ECLATbitset-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLATbitset/Eclatbitset-ad.md) | | | | | | | ECLAT-diffset | | | | | 2. Relative Frequent Patterns: [Sample](https://udayrage.github.io/PAMI/relativeFrequentPatternMining.html) | Basic | |-------| | RSFP [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/relativeFrequentPatterns/RSFPGrowth/RSFPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/relativeFrequentPatterns/RSFPGrowth/RSFPGrowt-ad.md)| 3. Frequent pattern with multiple minimum support: [Sample](https://udayrage.github.io/PAMI/multipleMinSupFrequentPatternMining.html) | Basic | |-------------| | CFPGrowth | | CFPGrowth++ | 4. Correlated pattern mining: [Sample](https://udayrage.github.io/PAMI/correlatePatternMining.html) | Basic | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | CP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowth/CPGrowth-st.md) -[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowth/CPGrowth-ad.md) | | CP-growth++ [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowthPlus/CPGrowthPuls-st.md) -[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowthPlus/CPGrowthPlus-ad.md)| 5. Frequent spatial pattern mining: [Sample](https://udayrage.github.io/PAMI/frequentSpatialPatternMining.html) | Basic | |---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | spatialECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/SpatialECLAT-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/SpatialECLAT-ad.pdf) | | FSP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/FSPGrowth-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/FSPGrowth-ad.pdf) | 6. Fuzzy Frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/fuzzyFrequentPatternMining.html) | Basic | |-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FFI-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/basic/FFIMiner/FFIMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/FFIMiner-ad.pdf) | 7. Fuzzy correlated pattern mining: [Sample](https://udayrage.github.io/PAMI/fuzzyCorrelatedPatternMining.html) | Basic | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FCP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyCorrelatedPatterns/basic/FCPGrowth/FCPGrowth-st%20.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyCorrelatedPatterns/basic/FCPGrowth/FCPGrowth-ad.md) | 8. Fuzzy frequent spatial pattern mining: [Sample](https://udayrage.github.io/PAMI/fuzzyFrequentSpatialPatternMining.html) | Basic | |----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FFSP-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/fuzzySpatial/FFSPMiner/FFSPMiner-ad.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/fuzzySpatial/FFSPMiner/FFSPMiner-st.md) | 9. Fuzzy periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/fuzzyPeriodicFrequentPatternMining.html) | Basic | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FPFP-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPatterns/basic/FPFPMiner/FPFPMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPatterns/basic/FPFPMiner/FPFPMiner-ad.md) | 9. Geo referenced Fuzzy periodic frequent pattern mining: | Basic | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | FPFP-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPattern/FPFPMiner-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPattern/FPFPMiner-ad.pdf) | 10. High utility pattern mining: [Sample](https://udayrage.github.io/PAMI/highUtilityPatternMining.html) | Basic | |----------| | EFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/EFIM/EFIM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/EFIM/EFIM-ad.md) | | HMiner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/EFIM/EFIM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/HMiner/HMiner-st.md) | | UPGrowth | 11. High utility frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/highUtiltiyFrequentPatternMining.html) | Basic | |-------| | HUFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/basic/HUFIM/HUFIM-st-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/basic/HUFIM/HUFIM-ad.md)| 12. High utility frequent spatial pattern mining: [Sample](https://udayrage.github.io/PAMI/highUtilitySpatialPatternMining.html) | Basic | |--------| | SHUFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/spatial/SHUFIM-st%20.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/spatial/SHUFIM-ad.md)| 13. High utility spatial pattern mining: [Sample](https://udayrage.github.io/PAMI/highUtilitySpatialPatternMining.html) | Basic | topk | |--------|---------| | HDSHIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/spatial/HDSHUIM/HDSHUIM-st%20-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/spatial/HDSHUIM/HDSHUIM-ad.md)| TKSHUIM | | SHUIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/spatial/SHUM/SHUIM-st.md)| 14. Periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/periodicFrequentPatternMining.html) | Basic | Closed | Maximal | Top-K | |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------| -----------------------------------------------------------------------------------------------------------------------------------| | PFP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowth/PFPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowth/PFPGrowth-ad.md) | CPFP [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/closed/CPFPMiner/CPFPMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/closed/CPFPMiner/CPFPMiner-ad.md) | maxPF-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/maximal/MaxPFGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/maximal/MaxPFGrowth-ad.md) | kPFPMiner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/topk/kPFPMiner/kPFPMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/topk/kPFPMiner/kPFPMiner-ad%20.md) | | PFP-growth++ [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowthPlus/PFPGrowthPlus-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowthPlus/PFPGrowthPlus-ad%20.md) | | | | PS-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PSGrowth/PSGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PSGrowth/PSGrowth-ad.md) | | | | PFP-ECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFECLAT/PFECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFECLAT/PFECLAT-ad%20.md) | | | 15. Geo referenced Periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/periodicFrequentSpatial.html) | Basic | |-----------| | GPFPMiner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/spatial/GPFPMiner/GPFPMiner-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/spatial/GPFPMiner/GPFPMiner-ad.md) | 16. Local periodic pattern mining: [Sample](https://udayrage.github.io/PAMI/localPeriodicPatternMining.html) | Basic | |-------------| | LPPGrowth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/localPeriodicPatterns/basic/LPPGrowth/LPPGrowth-st.md)| | LPPMBreadth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/localPeriodicPatterns/basic/LPPMBreadth/LPPMBreadth-st.md)| | LPPMDepth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/localPeriodicPatterns/basic/LPPMDepth/LPPMDepth-st.md)| 17. Partial periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/partialPeriodicFrequentPattern.html) | Basic | |--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | GPF-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPatterns/GPFGrowth/GPFgrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPattern/PPF_DFS-ad.pdf) | | PPF-DFS [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPatterns/PPF_DFS/PPF_DFS-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPattern/PPF_DFS-ad.pdf) | 18. Partial periodic pattern mining: [Sample](https://udayrage.github.io/PAMI/partialPeriodicPatternMining.html) | Basic | Closed | Maximal | |-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------| | 3P-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPGrowth/PPPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPGrowth/PPPGrowth-ad.md) | 3P-close [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/closed/PPPClose-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/closed/PPPClose-ad.pdf) | max3P-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/maximal/Max3PGrowth-st.pdf) | | | | | | 3P-ECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPECLAT/PPP_ECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPECLAT/PPP_ECLAT-ad.md)| | | | G3P-Growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/G3PGrowth/GThreePGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/G3PGrowth/GThreePGrowth-ad.md) | | | 19. Partial periodic spatial pattern mining:[Sample](https://udayrage.github.io/PAMI/partialPeriodicSpatialPatternMining.html) | Basic | |---------| | STECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/spatial/STECLAT/STECLAT-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/spatial/STECLAT/STECLAT-ad.md)| 20. Periodic correlated pattern mining: [Sample](https://udayrage.github.io/PAMI/periodicCorrelatedPatternMining.html) | Basic | |---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | EPCP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/correlated/EPCPGrowth/EPCPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/correlated/EPCPGrowth/EPCPGrowth-ad.md) | 21. Stable periodic pattern mining: [Sample](https://udayrage.github.io/PAMI/stablePeriodicPatterns.html) | Basic | TopK | |------------|------| | SPP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPGrowth/SPPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPGrowth/SPPGrowth-ad%20.md)| TSPIN | | SPP-ECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPEclat/SPPECLAT-st-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPEclat/SPPECLAT-ad%20.md) | | 22. Uncertain frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/uncertainFrequentPatternMining.html) | Basic | top-k | |---------|-------| | PUF [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/PUFGrowth/PUFGrowth-st-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/PUFGrowth/PUFGrowth-ad.md) | TUFP | | TubeP [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeP/TubeP-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeP/TubeP-ad.md) | | | TubeS [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeS/TubeS-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeS/TubeS-ad.md) | | | UVEclat | | 23. Uncertain periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/uncertainPeriodicFrequentPatternMining.html) | Basic | |-------------| | UPFP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowth/UPFPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowth/UPFPGrowth-ad.md) | | UPFP-growth++ [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowthPlus/UPFPGrowthPlus-st-2.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowthPlus/UPFPGrowthPlus-ad.md)| 24. Recurring pattern mining: [Sample](https://udayrage.github.io/PAMI/RecurringPatterns.html) | Basic | |----------| | RPgrowth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/recurring/RPGrowth-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/recurring/RPGrowth-ad.md)| 25. Relative High utility pattern mining: [Sample](https://github.com/udayRage/PAMI/blob/main/sampleManuals/mainManuals/relativeUtility.html) | Basic | |-------| | RHUIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/relative/RHUIM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/highUtilityPatterns/relative/RHUIM-ad.md)| 26. Weighted frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/weightedFrequentPattern.html) | Basic | |-------| | WFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFIM/WFIM-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFIM/WFIM-ad.md)| 27. Uncertain Weighted frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/weightedUncertainFrequentPatterns.html) | Basic | |-------| | WUFIM [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/weightedUncertain/WUFIM-st.md)| 28. Weighted frequent regular pattern mining: [Sample](https://udayrage.github.io/PAMI/weightedFrequentRegularPatterns.html) | Basic | |-----------| | WFRIMiner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFRIM/WFRI-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFRIM/WFRI.md)| 29. Weighted frequent neighbourhood pattern mining: [Sample](https://github.com/udayRage/PAMI/blob/main/docs/weightedSpatialFrequentPattern.html) | Basic | |-------------| | SSWFPGrowth | 30. Sequence frequent pattern mining: [Sample](https://github.com/udayRage/PAMI/blob/main/docs/weightedSpatialFrequentPattern.html) | Basic | |-------------| | SPADE [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/SPADE/Spade-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/SPADE/Spade-ad.md)| | prefixSpan [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/prefixSpan/PrifixSpan-st.md)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/prefixSpan/PrifixSpan-ad.md)| %prep %autosetup -n pami-2023.3.1 %build %py3_build %install %py3_install install -d -m755 %{buildroot}/%{_pkgdocdir} if [ -d doc ]; then cp -arf doc %{buildroot}/%{_pkgdocdir}; fi if [ -d docs ]; then cp -arf docs %{buildroot}/%{_pkgdocdir}; fi if [ -d example ]; then cp -arf example %{buildroot}/%{_pkgdocdir}; fi if [ -d examples ]; then cp -arf examples %{buildroot}/%{_pkgdocdir}; fi pushd %{buildroot} if [ -d usr/lib ]; then find usr/lib -type f -printf "/%h/%f\n" >> filelist.lst fi if [ -d usr/lib64 ]; then find usr/lib64 -type f -printf "/%h/%f\n" >> filelist.lst fi if [ -d usr/bin ]; then find usr/bin -type f -printf "/%h/%f\n" >> filelist.lst fi if [ -d usr/sbin ]; then find usr/sbin -type f -printf "/%h/%f\n" >> filelist.lst fi touch doclist.lst if [ -d usr/share/man ]; then find usr/share/man -type f -printf "/%h/%f.gz\n" >> doclist.lst fi popd mv %{buildroot}/filelist.lst . mv %{buildroot}/doclist.lst . %files -n python3-pami -f filelist.lst %dir %{python3_sitelib}/* %files help -f doclist.lst %{_docdir}/* %changelog * Fri May 05 2023 Python_Bot - 2023.3.1-1 - Package Spec generated