diff --git a/0_6_segmentation_V2TP.py b/0_6_segmentation_V2TP.py
index 1c165a0..9c22722 100644
--- a/0_6_segmentation_V2TP.py
+++ b/0_6_segmentation_V2TP.py
@@ -76,7 +76,7 @@ X_test_business_fig = df_business_fig(X_test_segment, "segment", business_var)
 # save histogram to Minio
 hist_segment_business_KPIs(X_test_business_fig, "segment", "size", "nb_tickets", 
                            "nb_purchases", "total_amount", "nb_campaigns")
-save_file_s3_mp(File_name = "segments_business_KPIs_", type_of_activity)
+save_file_s3_mp(File_name = "segments_business_KPIs_", type_of_activity = type_of_activity)
 
 
 ### 2. description of marketing personae (spider chart)
@@ -95,5 +95,5 @@ X_test_segment_caract = pd.concat([X_test_segment_pb, X_test_segment_mp[['share_
 # visualization and save the graphic to the MinIo
 categories = list(X_test_segment_caract.drop("segment", axis=1).columns)
 radar_mp_plot_all(df=X_test_segment_caract, categories=categories)
-save_file_s3_mp(File_name = "spider_chart_all_", type_of_activity)
+save_file_s3_mp(File_name = "spider_chart_all_", type_of_activity = type_of_activity)
 
diff --git a/utils_segmentation_V2TP.py b/utils_segmentation_V2TP.py
index cd7888e..4641ba4 100644
--- a/utils_segmentation_V2TP.py
+++ b/utils_segmentation_V2TP.py
@@ -81,8 +81,8 @@ def hist_segment_business_KPIs(df, segment, size, nb_tickets, nb_purchases, tota
 
 def df_segment_mp(df, segment, gender_female, gender_male, gender_other, country_fr) :
     df_mp = df.groupby(segment)[[gender_female, gender_male, gender_other, country_fr]].mean().reset_index()
-    df_mp.insert(3, "share_known_gender", X_test_segment_mp[gender_female]+X_test_segment_mp[gender_male])
-    df_mp.insert(4, "share_of_women", X_test_segment_mp[gender_female]/(X_test_segment_mp["share_known_gender"]))
+    df_mp.insert(3, "share_known_gender", df_mp[gender_female]+df_mp[gender_male])
+    df_mp.insert(4, "share_of_women", df_mp[gender_female]/(df_mp["share_known_gender"]))
     return df_mp