PMPY-1625 Bug fix / Efficiency change Format Dataframe

process-intelligence-solutions · Mar 5, 2022 · 1bcadff · 1bcadff
1 parent 65b4919
commit 1bcadff
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Showing 3 changed files with 35 additions and 4 deletions.
diff --git a/pm4py/util/constants.py b/pm4py/util/constants.py
@@ -27,6 +27,7 @@
 
 DEFAULT_VARIANT_SEP = ","
 DEFAULT_INDEX_KEY = "@@index"
+DEFAULT_CASE_INDEX_KEY = "@@case_index"
 DEFAULT_INDEX_IN_TRACE_KEY = "@@index_in_trace"
 DEFAULT_EVENT_INDEX_KEY = "@@event_index"
 DEFAULT_FLOW_TIME = "@@flow_time"

diff --git a/pm4py/util/pandas_utils.py b/pm4py/util/pandas_utils.py
@@ -41,7 +41,7 @@ def to_dict_index(df):
     return df.to_dict('index')
 
 
-def insert_index(df, column_name=constants.DEFAULT_INDEX_KEY):
+def insert_index(df, column_name=constants.DEFAULT_INDEX_KEY, copy_dataframe=True):
     """
     Inserts the dataframe index in the specified column
 
@@ -51,17 +51,46 @@ def insert_index(df, column_name=constants.DEFAULT_INDEX_KEY):
         Dataframe
     column_name
         Name of the column that should host the index
+    copy_dataframe
+        Establishes if the original dataframe should be copied before inserting the column
 
     Returns
     --------------
     df
         Dataframe with index
     """
-    df = df.copy()
+    if copy_dataframe:
+        df = df.copy()
     df[column_name] = df.index
     return df
 
 
+def insert_case_index(df, column_name=constants.DEFAULT_CASE_INDEX_KEY, case_id=constants.CASE_CONCEPT_NAME, copy_dataframe=True):
+    """
+    Inserts the case number in the dataframe
+
+    Parameters
+    ---------------
+    df
+        Dataframe
+    column_name
+        Name of the column that should host the case index
+    case_id
+        Case identifier
+    copy_dataframe
+        Establishes if the original dataframe should be copied before inserting the column
+
+    Returns
+    ---------------
+    df
+        Dataframe with case index
+    """
+    if copy_dataframe:
+        df = df.copy()
+    df[column_name] = df.groupby(case_id).ngroup()
+    return df
+
+
 def insert_ev_in_tr_index(df: pd.DataFrame, case_id: str = constants.CASE_CONCEPT_NAME,
                           column_name: str = constants.DEFAULT_INDEX_IN_TRACE_KEY) -> pd.DataFrame:
     """

diff --git a/pm4py/utils.py b/pm4py/utils.py
@@ -8,6 +8,7 @@
 from pm4py.objects.ocel.obj import OCEL
 from pm4py.util import constants, xes_constants, pandas_utils
 
+
 INDEX_COLUMN = "@@index"
 
 
@@ -71,11 +72,11 @@ def format_dataframe(df: pd.DataFrame, case_id: str = constants.CASE_CONCEPT_NAM
     # make sure the activity column is of string type
     df[xes_constants.DEFAULT_NAME_KEY] = df[xes_constants.DEFAULT_NAME_KEY].astype("string")
     # set an index column
-    df = pandas_utils.insert_index(df, INDEX_COLUMN)
+    df = pandas_utils.insert_index(df, INDEX_COLUMN, copy_dataframe=False)
     # sorts the dataframe
     df = df.sort_values([constants.CASE_CONCEPT_NAME, xes_constants.DEFAULT_TIMESTAMP_KEY, INDEX_COLUMN])
     # re-set the index column
-    df = pandas_utils.insert_index(df, INDEX_COLUMN)
+    df = pandas_utils.insert_index(df, INDEX_COLUMN, copy_dataframe=False)
     # sets the properties
     if not hasattr(df, 'attrs'):
         # legacy (Python 3.6) support