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authorCoprDistGit <infra@openeuler.org>2023-05-05 06:24:43 +0000
committerCoprDistGit <infra@openeuler.org>2023-05-05 06:24:43 +0000
commitb0af8f77bc0b3a8c4bee3ba4e9d661e3e6f06cbd (patch)
treee57e04ebe5a43861b08b5ee8bb5d7dc7837e3a07
parentcad138a7c15f79dc75cc1d68bc9f0ec28b7c9964 (diff)
automatic import of python-pamiopeneuler20.03
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+/pami-2023.3.1.tar.gz
diff --git a/python-pami.spec b/python-pami.spec
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+%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 <Python_Bot@openeuler.org> - 2023.3.1-1
+- Package Spec generated
diff --git a/sources b/sources
new file mode 100644
index 0000000..678ce07
--- /dev/null
+++ b/sources
@@ -0,0 +1 @@
+17bed27c508951551ba4bf1e94bee0bf pami-2023.3.1.tar.gz
generated by cgit v1.2.3 (git 2.25.1) at 2026-09-15 02:08:47 +0000