@@ -682,93 +682,128 @@ def test_bar_plt_xaxis_intervalrange(self):
682682            for  a , b  in  zip (s .plot .bar ().get_xticklabels (), expected )
683683        )
684684
685+ 
685686@pytest .fixture (scope = "class" ) 
686687def  BSS_data () ->  np .array :
687-     yield  np .random .default_rng (3 ).integers (0 ,100 ,5 )
688+     return  np .random .default_rng (3 ).integers (0 , 100 , 5 )
689+ 
688690
689691@pytest .fixture (scope = "class" ) 
690692def  BSS_df (BSS_data ) ->  DataFrame :
691-     BSS_df  =  DataFrame ({"A" : BSS_data , "B" : BSS_data [::- 1 ], "C" : BSS_data [0 ], "D" : BSS_data [- 1 ]})
693+     BSS_df  =  DataFrame (
694+         {"A" : BSS_data , "B" : BSS_data [::- 1 ], "C" : BSS_data [0 ], "D" : BSS_data [- 1 ]}
695+     )
692696    return  BSS_df 
693697
698+ 
694699def  _BSS_xyheight_from_ax_helper (BSS_data , ax , subplot_division ):
695700    subplot_data_df_list  =  []
696701
697-     # get xy and height of squares that represent the  data graphed from the df, seperated  by subplots 
702+     # get xy and height of squares representing  data, separated  by subplots 
698703    for  i  in  range (len (subplot_division )):
699-         subplot_data  =  np .array ([(x .get_x (), x .get_y (), x .get_height ()) for  x  in  ax [i ].findobj (plt .Rectangle ) if  x .get_height () in  BSS_data ])
700-         subplot_data_df_list .append (DataFrame (data  =  subplot_data , columns  =  ["x_coord" , "y_coord" , "height" ]))
704+         subplot_data  =  np .array (
705+             [
706+                 (x .get_x (), x .get_y (), x .get_height ())
707+                 for  x  in  ax [i ].findobj (plt .Rectangle )
708+                 if  x .get_height () in  BSS_data 
709+             ]
710+         )
711+         subplot_data_df_list .append (
712+             DataFrame (data = subplot_data , columns = ["x_coord" , "y_coord" , "height" ])
713+         )
701714
702715    return  subplot_data_df_list 
703716
717+ 
704718def  _BSS_subplot_checker (BSS_data , BSS_df , subplot_data_df , subplot_columns ):
705-     assert_flag  =  0 
706-     subplot_sliced_by_source  =  [subplot_data_df .iloc [len (BSS_data ) *  i  : len (BSS_data ) *  (i + 1 )].reset_index () for  i  in  range (0 , len (subplot_columns ))]
707-     expected_total_height  =  BSS_df .loc [:,subplot_columns ].sum (axis = 1 )
708-     
719+     subplot_sliced_by_source  =  [
720+         subplot_data_df .iloc [len (BSS_data ) *  i  : len (BSS_data ) *  (i  +  1 )].reset_index ()
721+         for  i  in  range (len (subplot_columns ))
722+     ]
723+     expected_total_height  =  BSS_df .loc [:, subplot_columns ].sum (axis = 1 )
724+ 
709725    for  i  in  range (len (subplot_columns )):
710726        sliced_df  =  subplot_sliced_by_source [i ]
711727        if  i  ==  0 :
712-             #Checks that the bar chart starts y=0 
728+             #  Checks that the bar chart starts y=0 
713729            assert  (sliced_df ["y_coord" ] ==  0 ).all 
714730            height_iter  =  sliced_df ["y_coord" ].add (sliced_df ["height" ])
715731        else :
716732            height_iter  =  height_iter  +  sliced_df ["height" ]
717733
718-         if  i + 1  ==  len (subplot_columns ):
719-             #Checks final height matches what is expected 
720-             tm .assert_series_equal (height_iter , expected_total_height , check_names  =  False , check_dtype =  False )
721-             
734+         if  i  +  1  ==  len (subplot_columns ):
735+             # Checks final height matches what is expected 
736+             tm .assert_series_equal (
737+                 height_iter , expected_total_height , check_names = False , check_dtype = False 
738+             )
739+ 
722740        else :
723-             #Checks each preceding bar ends where the next one starts 
724-             next_start_coord  =  subplot_sliced_by_source [i + 1 ]["y_coord" ]
725-             tm .assert_series_equal (height_iter , next_start_coord , check_names  =  False , check_dtype =  False )
741+             # Checks each preceding bar ends where the next one starts 
742+             next_start_coord  =  subplot_sliced_by_source [i  +  1 ]["y_coord" ]
743+             tm .assert_series_equal (
744+                 height_iter , next_start_coord , check_names = False , check_dtype = False 
745+             )
746+ 
726747
727748class  TestBarSubplotStacked :
728-     #GH Issue 61018 
729-     @pytest .mark .parametrize ("columns_used" ,[["A" , "B" ], 
730-                                              ["C" , "D" ], 
731-                                              ["D" , "A" ] 
732-     ]) 
749+     # GH Issue 61018 
750+     @pytest .mark .parametrize ("columns_used" , [["A" , "B" ], ["C" , "D" ], ["D" , "A" ]]) 
733751    def  test_bar_1_subplot_1_double_stacked (self , BSS_data , BSS_df , columns_used ):
734752        BSS_df_trimmed  =  BSS_df [columns_used ]
735753        subplot_division  =  [columns_used ]
736-         ax  =  BSS_df_trimmed .plot (subplots  =  subplot_division , kind = "bar" , stacked = True )
737-         subplot_data_df_list  =  _BSS_xyheight_from_ax_helper (BSS_data , ax , subplot_division )
754+         ax  =  BSS_df_trimmed .plot (subplots = subplot_division , kind = "bar" , stacked = True )
755+         subplot_data_df_list  =  _BSS_xyheight_from_ax_helper (
756+             BSS_data , ax , subplot_division 
757+         )
738758        for  i  in  range (len (subplot_data_df_list )):
739-             _BSS_subplot_checker (BSS_data , BSS_df_trimmed , subplot_data_df_list [i ], subplot_division [i ])
759+             _BSS_subplot_checker (
760+                 BSS_data , BSS_df_trimmed , subplot_data_df_list [i ], subplot_division [i ]
761+             )
740762
741-     @pytest .mark .parametrize ("columns_used" ,[["A" , "B" , "C" ], 
742-                                              ["A" , "C" , "B" ], 
743-                                              ["D" , "A" , "C" ] 
744-                                                
745-     ]) 
763+     @pytest .mark .parametrize ( 
764+         "columns_used" , [["A" , "B" , "C" ], ["A" , "C" , "B" ], ["D" , "A" , "C" ]] 
765+     ) 
746766    def  test_bar_2_subplot_1_double_stacked (self , BSS_data , BSS_df , columns_used ):
747-         BSS_df_trimmed  =  BSS_df [columns_used ]  
767+         BSS_df_trimmed  =  BSS_df [columns_used ]
748768        subplot_division  =  [(columns_used [0 ], columns_used [1 ]), (columns_used [2 ],)]
749-         ax  =  BSS_df_trimmed .plot (subplots  =  subplot_division , kind = "bar" , stacked = True )
750-         subplot_data_df_list  =  _BSS_xyheight_from_ax_helper (BSS_data , ax , subplot_division )
769+         ax  =  BSS_df_trimmed .plot (subplots = subplot_division , kind = "bar" , stacked = True )
770+         subplot_data_df_list  =  _BSS_xyheight_from_ax_helper (
771+             BSS_data , ax , subplot_division 
772+         )
751773        for  i  in  range (len (subplot_data_df_list )):
752-             _BSS_subplot_checker (BSS_data , BSS_df_trimmed , subplot_data_df_list [i ], subplot_division [i ])
774+             _BSS_subplot_checker (
775+                 BSS_data , BSS_df_trimmed , subplot_data_df_list [i ], subplot_division [i ]
776+             )
753777
754-     @pytest .mark .parametrize ("subplot_division" , [[("A" , "B" ), ("C" , "D" )], 
755-                                                   [("A" , "D" ), ("C" , "B" )], 
756-                                                   [("B" , "C" ), ("D" , "A" )], 
757-                                                   [("B" , "D" ), ("C" , "A" )] 
758-     ]) 
778+     @pytest .mark .parametrize ( 
779+         "subplot_division" , 
780+         [ 
781+             [("A" , "B" ), ("C" , "D" )], 
782+             [("A" , "D" ), ("C" , "B" )], 
783+             [("B" , "C" ), ("D" , "A" )], 
784+             [("B" , "D" ), ("C" , "A" )], 
785+         ], 
786+     ) 
759787    def  test_bar_2_subplot_2_double_stacked (self , BSS_data , BSS_df , subplot_division ):
760-         ax  =  BSS_df .plot (subplots  =  subplot_division , kind = "bar" , stacked = True )
761-         subplot_data_df_list  =  _BSS_xyheight_from_ax_helper (BSS_data , ax , subplot_division )
788+         ax  =  BSS_df .plot (subplots = subplot_division , kind = "bar" , stacked = True )
789+         subplot_data_df_list  =  _BSS_xyheight_from_ax_helper (
790+             BSS_data , ax , subplot_division 
791+         )
762792        for  i  in  range (len (subplot_data_df_list )):
763-             _BSS_subplot_checker (BSS_data , BSS_df , subplot_data_df_list [i ], subplot_division [i ])
764-     
765-     @pytest .mark .parametrize ("subplot_division" , [[("A" , "B" , "C" )], 
766-                                                   [("A" , "D" , "B" )], 
767-                                                   [("C" , "A" , "D" )], 
768-                                                   [("D" , "C" , "A" )] 
769-     ]) 
793+             _BSS_subplot_checker (
794+                 BSS_data , BSS_df , subplot_data_df_list [i ], subplot_division [i ]
795+             )
796+ 
797+     @pytest .mark .parametrize ( 
798+         "subplot_division" , 
799+         [[("A" , "B" , "C" )], [("A" , "D" , "B" )], [("C" , "A" , "D" )], [("D" , "C" , "A" )]], 
800+     ) 
770801    def  test_bar_2_subplots_1_triple_stacked (self , BSS_data , BSS_df , subplot_division ):
771-         ax  =  BSS_df .plot (subplots  =  subplot_division , kind = "bar" , stacked = True )
772-         subplot_data_df_list  =  _BSS_xyheight_from_ax_helper (BSS_data , ax , subplot_division )
802+         ax  =  BSS_df .plot (subplots = subplot_division , kind = "bar" , stacked = True )
803+         subplot_data_df_list  =  _BSS_xyheight_from_ax_helper (
804+             BSS_data , ax , subplot_division 
805+         )
773806        for  i  in  range (len (subplot_data_df_list )):
774-             _BSS_subplot_checker (BSS_data , BSS_df , subplot_data_df_list [i ], subplot_division [i ])
807+             _BSS_subplot_checker (
808+                 BSS_data , BSS_df , subplot_data_df_list [i ], subplot_division [i ]
809+             )
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