Metadata-Version: 2.1
Name: pami
Version: 2023.7.25
Summary: This software is being developed at the University of Aizu, Aizu-Wakamatsu, Fukushima, Japan
Home-page: https://github.com/udayLab/PAMI
Author: Rage Uday Kiran
Author-email: uday.rage@gmail.com
License: GPLv3
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        [Click here for more information](https://pepy.tech/project/pami)
        
        
        # Introduction
        PAttern MIning (PAMI) is a Python library containing several algorithms to discover user interest-based patterns in transactional/temporal/geo-referential/sequence databases across multiple computing platforms.
        
        
        1. User manual https://udaylab.github.io/PAMI/manuals/index.html
        
        2. Coders manual https://udaylab.github.io/PAMI/codersManual/index.html
        
        3. Code documentation https://pami-1.readthedocs.io 
        
        4. Datasets   https://u-aizu.ac.jp/~udayrage/datasets.html
        
        5. Discussions on PAMI usage https://github.com/UdayLab/PAMI/discussions
        
        6. Report issues https://github.com/UdayLab/PAMI/issues
          
         # Recent versions  
        
        - Version 2023.07.07: New algorithms: cuApriroi, cuAprioriBit, cuEclat, cuEclatBit, gPPMiner, cuGPFMiner, FPStream, HUPMS, SHUPGrowth New codes to generate synthetic databases
        - Version 2023.06.20: Fuzzy Partial Periodic, Periodic Patterns in High Utility, Code Documentation, help() function Update 
        - Version 2023.03.01: prefixSpan and SPADE   
        
        Total number of algorithms: 83
        
        # Maintenance
        
          Installation
          
               pip install pami    
          
          Updation
          
               pip install --upgrade pami
          
          Uninstallation
          
               pip uninstall pami 
               
        # Tutorials 
        
        ## 1. Mining Databases
        ### Transactional databases
        1. Frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/frequentPatternMining.html)
        
        | Basic                                                                                                                                                                                                                            | Closed                                                                                                                                                                                                           | Maximal                                                                                                                   | Top-k                                                                                                                                                                                                  | CUDA           | pyspark                                                                                                                                                                                                                                               |
        |----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
        | Apriori [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/basic/Apriori/APRIORI-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/basic/Apriori/Apriori-ad.md)              | Closed [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/closed/CHARM/CHARM-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/closed/CHARM/CHARM-ad.md) | maxFP-growth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/maximal/MaxFPGrowth/MaxFPGrowth-st.md) | topK [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/topk/FAE-st.pdf)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/topk/FAE-ad.pdf) | cudaAprioriGCT | parallelApriori [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelApriori/parallelApriori-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelApriori/ParallelApriori-ad%20(1).md) |
        | FP-growth  [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/basic/FPGrowth/fpGrowth_basic.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/basic/FPGrowth/fpGrowth_adv.md)         |                                                                                                                                                                                                                  |                                                                                                                           |                                                                                                                                                                                                        | cudaAprioriTID | parallelFPGrowth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelFPGrowth/parallelFPGrowth-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelFPGrowth/ParallelFPGrowth-ad%20.md) |
        | ECLAT  [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLAT/ECLAT-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLAT/Eclat-ad.md)  |                                                                                                                                                                                                                  |                                                                                                                           |                                                                                                                                                                                                        | cudaEclatGCT   | parallelECLAT [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/parallelECLAT/parallelECLAT-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/pyspark/ParallelECLAT-ad.pdf)             |
        | ECLAT-bitSet [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLATbitset/ECLATbitset-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLATbitset/Eclatbitset-ad.md) |                                                                                                                                                                                                                  |                                                                                                                           |                                                                                                                                                                                                        |                |                                                                                                                                                                                                                                                       |
        | ECLAT-diffset [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLATDiffset/ECLATDiffset-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLATDiffset/EclatDiffset-ad.md)                                                                                                                                                                                                                    |                                                                                                                                                                                                                  |                                                                                                                           |                                                                                                                                                                                                        |                |
        
        2. Relative frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/relativeFrequentPatternMining.html)
        
        | Basic                                                                                                                                                                                                                                          |
        |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
        | RSFP  [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/relativeFrequentPatterns/RSFPGrowth/RSFPGrowth-st.md)-[Adv](https://github.com/UdayLab/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/UdayLab/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowth/CPGrowth-st.md) -[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowth/CPGrowth-ad.md)                  |
        | CP-growth++ [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowthPlus/CPGrowthPuls-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowthPlus/CPGrowthPlus-ad.md) |
        
        
        ### Temporal databases
        
        
        1. Periodic-frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/periodicFrequentPatternMining.html)
        
        | Basic                                                                                                                                                                                                                                                                             | Closed                                                                                                                                                                                                                                                   | Maximal                                                                                                                                                                                                                                            | Top-K                                                                                                                                                                                                                                                        |
        |-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
        | PFP-growth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowth/PFPGrowth-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowth/PFPGrowth-ad.md)                      | CPFP [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/closed/CPFPMiner/CPFPMiner-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/closed/CPFPMiner/CPFPMiner-ad.md) | maxPF-growth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/maximal/MaxPFGrowth-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/maximal/MaxPFGrowth-ad.md) | kPFPMiner [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/topk/kPFPMiner/kPFPMiner-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/topk/kPFPMiner/kPFPMiner-ad%20.md) |
        | PFP-growth++ [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowthPlus/PFPGrowthPlus-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFPGrowthPlus/PFPGrowthPlus-ad%20.md) |                                                                                                                                                                                                                                                          |                                                                                                                                                                                                                                                    |
        | PS-growth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PSGrowth/PSGrowth-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PSGrowth/PSGrowth-ad.md)                           |                                                                                                                                                                                                                                                          |                                                                                                                                                                                                                                                    |
        | PFP-ECLAT [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFECLAT/PFECLAT-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/basic/PFECLAT/PFECLAT-ad%20.md)                            |                                                                                                                                                                                                                                                          |                                                                                                                                                                                                                                                    |
        
        
        2. Local periodic pattern mining: [Sample](https://udayrage.github.io/PAMI/localPeriodicPatternMining.html)
        
        | Basic                                                                                                                                  |
        |----------------------------------------------------------------------------------------------------------------------------------------|
        | LPPGrowth   [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/localPeriodicPatterns/basic/LPPGrowth/LPPGrowth-st.md)     |
        | LPPMBreadth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/localPeriodicPatterns/basic/LPPMBreadth/LPPMBreadth-st.md) |
        | LPPMDepth   [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/localPeriodicPatterns/basic/LPPMDepth/LPPMDepth-st.md)     |
        
        3. Partial periodic-frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/partialPeriodicFrequentPattern.html)
        
        | Basic                                                                                                                                                                                                                                              |
        |----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
        | GPF-growth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPatterns/GPFGrowth/GPFgrowth-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPattern/PPF_DFS-ad.pdf) |
        | PPF-DFS [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPatterns/PPF_DFS/PPF_DFS-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPattern/PPF_DFS-ad.pdf)        |
        
        4. Partial periodic pattern mining: [Sample](https://udayrage.github.io/PAMI/partialPeriodicPatternMining.html)
        
        | Basic                                                                                                                                                                                                                                                              | Closed                                                                                                                                                                                                                               | Maximal                                                                                                                         |
        |--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------|
        | 3P-growth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPGrowth/PPPGrowth-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPGrowth/PPPGrowth-ad.md)          | 3P-close [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicPattern/closed/PPPClose-st.pdf)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicPattern/closed/PPPClose-ad.pdf) | max3P-growth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicPattern/maximal/Max3PGrowth-st.pdf) |                                                                                                                                                                                                                                         |                                                                                                                                  |               | |
        | 3P-ECLAT [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPECLAT/PPP_ECLAT-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/PPPECLAT/PPP_ECLAT-ad.md)             |                                                                                                                                                                                                                                      |                                                                                                                                 |
        | G3P-Growth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/G3PGrowth/GThreePGrowth-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/basic/G3PGrowth/GThreePGrowth-ad.md) |                                                                                                                                                                                                                                      |                                                                                                                                 |
        
        
        5. Periodic correlated pattern mining: [Sample](https://udayrage.github.io/PAMI/periodicCorrelatedPatternMining.html)
        
        | Basic                                                                                                                                                                                                                                                                     |
        |---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
        | EPCP-growth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/correlated/EPCPGrowth/EPCPGrowth-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/correlated/EPCPGrowth/EPCPGrowth-ad.md) |
        
        6. Stable periodic pattern mining: [Sample](https://udayrage.github.io/PAMI/stablePeriodicPatterns.html)
        
        | Basic                                                                                                                                                                                                                                                           | TopK  |
        |-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------|
        | SPP-growth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPGrowth/SPPGrowth-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPGrowth/SPPGrowth-ad%20.md) | TSPIN |
        | SPP-ECLAT  [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPEclat/SPPECLAT-st-2.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/stablePeriodicFrequentPatterns/SPPEclat/SPPECLAT-ad%20.md)   |       |
        
        ### Geo-referenced (or spatiotemporal) databases
        
        1. Frequent spatial pattern mining: [Sample](https://udayrage.github.io/PAMI/frequentSpatialPatternMining.html)
        
        | Basic                                                                                                                                                                                                                               |
        |-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
        | spatialECLAT  [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentSpatialPattern/SpatialECLAT-st.pdf)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentSpatialPattern/SpatialECLAT-ad.pdf) |
        | FSP-growth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentSpatialPattern/FSPGrowth-st.pdf)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/frequentSpatialPattern/FSPGrowth-ad.pdf)          |
        
        2. Geo referenced Periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/periodicFrequentSpatial.html)
        
        | Basic                                                                                                                                                                                                                                                           |
        |-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
        | GPFPMiner [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/spatial/GPFPMiner/GPFPMiner-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/spatial/GPFPMiner/GPFPMiner-ad.md) |
        
        3. Partial periodic spatial pattern mining:[Sample](https://udayrage.github.io/PAMI/partialPeriodicSpatialPatternMining.html)
        
        | Basic   |
        |---------|
        | STECLAT [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/spatial/STECLAT/STECLAT-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/partialPeriodicPatterns/spatial/STECLAT/STECLAT-ad.md)|
        
        4. Recurring pattern mining: [Sample](https://udayrage.github.io/PAMI/RecurringPatterns.html)
        
        | Basic    |
        |----------|
        | RPgrowth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/recurring/RPGrowth-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/periodicFrequentPatterns/recurring/RPGrowth-ad.md)|
        
        
        ### Utility databases
        
        1. High utility pattern mining:   [Sample](https://udayrage.github.io/PAMI/highUtilityPatternMining.html)
        
        | Basic    |
        |----------|
        | EFIM  [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/EFIM/EFIM-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/EFIM/EFIM-ad.md)   |
        | HMiner [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/EFIM/EFIM-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/highUtilityPatterns/basic/HMiner/HMiner-st.md)  |
        | UPGrowth |
        
        2. High utility frequent pattern mining:  [Sample](https://udayrage.github.io/PAMI/highUtiltiyFrequentPatternMining.html)
        
        | Basic |
        |-------|
        | HUFIM [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/basic/HUFIM/HUFIM-st-2.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/basic/HUFIM/HUFIM-ad.md)|
        
        
        3. High utility frequent spatial pattern mining:  [Sample](https://udayrage.github.io/PAMI/highUtilitySpatialPatternMining.html)
        
        | Basic  |
        |--------|
        | SHUFIM [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/spatial/SHUFIM-st%20.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/hitghUtilityFrequent/spatial/SHUFIM-ad.md)|
        
        4. High utility spatial pattern mining:  [Sample](https://udayrage.github.io/PAMI/highUtilitySpatialPatternMining.html)
        
        | Basic  | topk    |
        |--------|---------|
        | HDSHIM [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/highUtilityPatterns/spatial/HDSHUIM/HDSHUIM-st%20-2.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/highUtilityPatterns/spatial/HDSHUIM/HDSHUIM-ad.md)| TKSHUIM |
        | SHUIM  [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/highUtilityPatterns/spatial/SHUM/SHUIM-st.md)|
        
        
        5. Relative High utility pattern mining: [Sample](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/mainManuals/relativeUtility.html)
        
        | Basic |
        |-------|
        | RHUIM [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/highUtilityPatterns/relative/RHUIM-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/highUtilityPatterns/relative/RHUIM-ad.md)| 
        
        
        6. Weighted frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/weightedFrequentPattern.html)
        
        | Basic |
        |-------|
        | WFIM  [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFIM/WFIM-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFIM/WFIM-ad.md)|
        
        
        7. Weighted frequent regular pattern mining: [Sample](https://udayrage.github.io/PAMI/weightedFrequentRegularPatterns.html)
        
        | Basic     |
        |-----------|
        | WFRIMiner [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFRIM/WFRI-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/WFRIM/WFRI.md)|
        
        
        8. Weighted frequent neighbourhood pattern mining: [Sample](https://github.com/UdayLab/PAMI/blob/main/docs/weightedSpatialFrequentPattern.html)
        
        | Basic       |
        |-------------|
        | SSWFPGrowth |
        
        ### Fuzzy databases
        1. Fuzzy Frequent pattern mining: [Sample](https://github.com/UdayLab/PAMI/fuzzyFrequentPatternMining.html)
        
        | Basic                                                                                                                                                                                                                   |
        |-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
        | FFI-Miner [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/basic/FFIMiner/FFIMiner-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/FFIMiner-ad.pdf) |
        
        
        
        
        2. Fuzzy correlated pattern mining: [Sample](https://udayrage.github.io/PAMI/fuzzyCorrelatedPatternMining.html)
        
        | Basic                                                                                                                                                                                                                        |
        |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
        | FCP-growth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/fuzzyCorrelatedPatterns/basic/FCPGrowth/FCPGrowth-st%20.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/fuzzyCorrelatedPatterns/basic/FCPGrowth/FCPGrowth-ad.md) |
        
        
        3. Fuzzy frequent spatial pattern mining: [Sample](https://github.com/UdayLab/PAMI/fuzzyFrequentSpatialPatternMining.html)
        
        | Basic                                                                                                                                                                                                                                  |
        |----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
        | FFSP-Miner [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/fuzzySpatial/FFSPMiner/FFSPMiner-ad.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/fuzzySpatial/FFSPMiner/FFSPMiner-st.md) |
        
        4. Fuzzy periodic frequent pattern mining: [Sample](https://github.com/UdayLab/PAMI/fuzzyPeriodicFrequentPatternMining.html)
        
        | Basic                                                                                                                                                                                                                                    |
        |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
        | FPFP-Miner [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPatterns/basic/FPFPMiner/FPFPMiner-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPatterns/basic/FPFPMiner/FPFPMiner-ad.md) |
        
        5. Geo referenced Fuzzy periodic frequent pattern mining: [Sample](https://github.com/UdayLab/PAMI/fuzzySpatialPeriodicFrequentPatternMining.html)
        
        | Basic                                                                                                                                                                                                                                    |
        |------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
        | FPFP-Miner [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPattern/FPFPMiner-st.pdf)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPattern/FPFPMiner-ad.pdf) |
        
        ### Uncertain databases
        
        
        1. Uncertain frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/uncertainFrequentPatternMining.html)
        
        | Basic   | top-k |
        |---------|-------|
        | PUF [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/PUFGrowth/PUFGrowth-st-2.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/PUFGrowth/PUFGrowth-ad.md)    | TUFP  |
        | TubeP  [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeP/TubeP-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeP/TubeP-ad.md)  |       |
        | TubeS  [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeS/TubeS-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/uncertainFrequentPatterns/basic/TubeS/TubeS-ad.md)  |       | 
        | UVEclat |       |
        
        2. Uncertain periodic frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/uncertainPeriodicFrequentPatternMining.html)
        
        | Basic       |
        |-------------|
        | UPFP-growth [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowth/UPFPGrowth-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowth/UPFPGrowth-ad.md) |
        | UPFP-growth++ [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowthPlus/UPFPGrowthPlus-st-2.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/uncertainPeriodicFrequent/basic/UPFPGrowthPlus/UPFPGrowthPlus-ad.md)|
        
        
        3. Uncertain Weighted frequent pattern mining: [Sample](https://udayrage.github.io/PAMI/weightedUncertainFrequentPatterns.html)
        
        | Basic |
        |-------|
        | WUFIM [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/weightedFrequentPatterns/weightedUncertain/WUFIM-st.md)|
        
        ### Sequence databases
        
        1. Sequence frequent pattern mining: [Sample](https://github.com/UdayLab/PAMI/blob/main/docs/weightedSpatialFrequentPattern.html)
            
        | Basic       |
        |-------------|
        | SPADE [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/SPADE/Spade-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/SPADE/Spade-ad.md)|
        | prefixSpan [Basic](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/prefixSpan/PrifixSpan-st.md)-[Adv](https://github.com/UdayLab/PAMI/blob/main/sampleManuals/sequencePatternMining/basic/prefixSpan/PrifixSpan-ad.md)|
        
        
        2. Geo-referenced Frequent Sequence Pattern mining
        
        | Basic |
        |-------|
        |GFSP-Miner|
        
        ### Timeseries databases
        
        
        ## 2. Mining Streams
        
        1. Frequent pattern mining
        
        |Basic|
        |-----|
         |to be written|
        
        2. High utility pattern mining
        
        | Basic |
        |-------|
         | HUPMS |
        
        
        
        ## 3. Mining Graphs
        __coming soon__   
             
             
        
Platform: UNKNOWN
Classifier: Development Status :: 4 - Beta
Classifier: Programming Language :: Python :: 3
Classifier: License :: OSI Approved :: GNU General Public License v3 (GPLv3)
Classifier: Operating System :: OS Independent
Requires-Python: >=3.5
Description-Content-Type: text/markdown
Provides-Extra: gpu
Provides-Extra: spark
Provides-Extra: dev
Provides-Extra: all
