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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
[](https://github.com/udayRage/PAMI/blob/main/LICENSE)
[](https://github.com/udayRage/PAMI/issues)
[](https://github.com/udayRage/PAMI/network)
[](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
[](https://github.com/udayRage/PAMI/blob/main/LICENSE)
[](https://github.com/udayRage/PAMI/issues)
[](https://github.com/udayRage/PAMI/network)
[](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
[](https://github.com/udayRage/PAMI/blob/main/LICENSE)
[](https://github.com/udayRage/PAMI/issues)
[](https://github.com/udayRage/PAMI/network)
[](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
|
