Merge pull request #355 from vanithakattumuri/main

updated full documentation

PAMI/frequentPattern/cuda/cudaAprioriGCT.py

@@ -56,11 +56,9 @@
 # import abstract as _ab
 
 import os
-import csv
 import time
 import numpy as np
 import pycuda.gpuarray as gpuarray
-import pycuda.autoinit
 import psutil
 
 

PAMI/georeferencedFrequentPattern/basic/FSPGrowth.py

@@ -53,7 +53,7 @@
 
 
 from PAMI.georeferencedFrequentPattern.basic import abstract as _ab
-from typing import List, Dict, Tuple, Set, Union, Any, Generator
+from typing import List, Dict
 from deprecated import deprecated
 
 class _Node:
@@ -146,7 +146,7 @@ def linkNode(self, node):
             self.nodeLink[node.item] = []
             self.nodeLink[node.item].append(node)
 
-    def createCPB(self, item, neighbour) :
+    def createCPB(self, item, neighbour):
         """
         Create conditional pattern base based on item and neighbour
 

PAMI/highUtilityPattern/basic/efimParallel.py

@@ -161,8 +161,8 @@ class efimParallel(_ab._utilityPatterns):
     .. note:: maxMemory will be considered as Maximum memory used by this program for running
 
 
-     Sample run of importing the code:
-    --------------------------------------
+    **Importing this algorithm into a python program**
+    -------------------------------------------------------
     .. code-block:: python
 
             from PAMI.highUtilityPattern.basic import efimParallel as alg
@@ -190,7 +190,7 @@ class efimParallel(_ab._utilityPatterns):
             print("Total ExecutionTime in seconds:", run)
 
     **Credits:**
-    -----------------------------
+    ----------------
             The complete program was written by Tarun Sreepada under the supervision of Professor Rage Uday Kiran.
     """
 

PAMI/highUtilityPatternsInStreams/SHUGrowth.py

@@ -22,9 +22,6 @@
 #
 
 
-
-
-
 import abstract as _hus
 import pandas as pd
 from functools import reduce
@@ -141,7 +138,7 @@ class _HeaderTable:
             representing the header table
 
         orderedItems : list
-            list of items in the header table in lexicographical order
+            List of items in the header table in lexicographical order
 
     :Methods:
 

PAMI/highUtilitySpatialPattern/topk/TKSHUIM.py

@@ -1007,3 +1007,4 @@ def main():
     #         print("Total Memory in RSS", _ap.getMemoryRSS())
     #         print("Total ExecutionTime in seconds:", _ap.getRuntime())
     #     print("Error! The number of input parameters do not match the total number of parameters provided")
+

PAMI/partialPeriodicPatternInMultipleTimeSeries/PPGrowth.py

@@ -48,10 +48,8 @@
 
 """
 
-from PAMI.PartialperiodicPatternMultipleTimeSeries.basic import abstract as _ab
 import pandas as pd
 from deprecated import deprecated
-
 from PAMI.partialPeriodicPatternInMultipleTimeSeries import abstract as _ab
 
 

PAMI/periodicFrequentPattern/topk/TopkPFP/TopkPFP.py

@@ -54,8 +54,6 @@
 import pandas as pd
 from deprecated import deprecated
 
-from PAMI.periodicFrequentPattern.topk import abstract as _ab
-
 
 class TopkPFPGrowth(_ab._periodicFrequentPatterns):
     """

PAMI/relativeHighUtilityPattern/basic/RHUIM.py

@@ -52,12 +52,10 @@
      Copyright (C)  2021 Rage Uday Kiran
 
 """
-from PAMI.RelativeHighUtilityPattern.basic import abstract as _ab
+
 import pandas as pd
 from deprecated import deprecated
-
 from PAMI.relativeHighUtilityPattern.basic import abstract as _ab
-from typing import List, Dict, Tuple, Set, Union, Any, Generator
 
 
 class _Transaction:

PAMI/sequentialPatternMining/basic/SPADE.py

@@ -54,7 +54,7 @@
 
 """
 
-from PAMI.SequentialPatternMining.basic import abstract as _ab
+
 import pandas as pd
 from deprecated import deprecated
 

PAMI/sequentialPatternMining/basic/SPAM.py

@@ -53,15 +53,12 @@
 
 """
 
-from PAMI.SequentialPatternMining.basic import abstract as _ab
+
 import pandas as pd
 from deprecated import deprecated
 
 from PAMI.sequentialPatternMining.basic import abstract as _ab
-
-from PAMI.sequentialPatternMining.basic import abstract as _ab
-import sys
-sys.setrecursionlimit(10000)
+_ab._sys.setrecursionlimit(10000)
 
 class SPAM(_ab._sequentialPatterns):
     """

PAMI/sequentialPatternMining/basic/prefixSpan.py

@@ -53,7 +53,6 @@
      Copyright (C)  2021 Rage Uday Kiran
 """
 
-from PAMI.SequentialPatternMining.basic import abstract as _ab
 import pandas as pd
 from deprecated import deprecated
 

PAMI/stablePeriodicFrequentPattern/basic/SPPEclat.py

@@ -53,8 +53,6 @@
      Copyright (C)  2021 Rage Uday Kiran
 
 """
-
-from PAMI.stableperiodicFrequentPattern.basic import abstract as _ab
 import pandas as pd
 from deprecated import deprecated
 

PAMI/uncertainFaultTolerantFrequentPattern/VBFTMine.py

@@ -48,7 +48,6 @@
      along with this program.  If not, see <https://www.gnu.org/licenses/>.
 """
 
-from PAMI.uncertainFaultTolerantFrequentFrequentPattern.basic import abstract as _ab
 import pandas as pd
 from deprecated import deprecated
 

PAMI/uncertainFrequentPattern/basic/CUFPTree.py

@@ -52,12 +52,11 @@
 
 """
 
-from PAMI.uncertainFrequentPattern.basic import abstract as _ab
 import pandas as pd
 from deprecated import deprecated
 
 from PAMI.uncertainFrequentPattern.basic import abstract as _ab
-from typing import List, Dict, Tuple, Set, Union, Any, Generator
+from typing import List, Tuple
 
 
 _minSup = str()