Update app.py

app.py

@@ -282,6 +282,7 @@ with news_analysis:
     cols = ['Raw_Headline', 'Bold_KW', 'Feature', 'Raw_News', 'Sources', 'Urls']
     for col in cols:
         events[col] = events[col].apply(convert_str_to_list)
+
     # Add a new column for positive values of column A
     events['Positive_Impacts'] = events[events['Events_Impact'] >= 4.7]['Events_Impact']
 
@@ -293,6 +294,12 @@ with news_analysis:
     events['Negative_Impacts'].fillna("", inplace=True)
     plot_sub_pos = events[events['Positive_Impacts']!='']
     plot_sub_neg = events[events['Negative_Impacts']!='']
+    def get_set(list_value):
+        set_value = set(list_value)
+        return set_value
+
+    plot_sub_pos = plot_sub_pos['Feature'].apply(get_set)
+    plot_sub_neg = plot_sub_neg['Feature'].apply(get_set)
     # Create the line trace for stock prices
     line_stock = go.Scatter(x=events['Date'], y=events['Price'], mode='lines', name='OGDCL Close Price',
         line=dict(dash='solid', color=cs.close_line_color, width=2),
@@ -322,13 +329,14 @@ with news_analysis:
     )
 
     # Add all traces to the figure
+
     figure = go.Figure(data=[line_stock], layout=layout)
     figure.add_scatter(x=plot_sub_pos['Date'], y=plot_sub_pos['Price'], mode='markers', 
         marker=dict(symbol='triangle-up', size=10, color=cs.pos_impacts_color), name='Positive Impact', 
-        customdata=str(set(plot_sub_pos['Feature'])), hovertemplate='%{x}<br>Close: %{y}<br>Feature: %{customdata}<br>')  
+        customdata=plot_sub_pos['Feature'], hovertemplate='%{x}<br>Close: %{y}<br>Feature: %{customdata}<br>')  
     figure.add_scatter(x=plot_sub_neg['Date'], y=plot_sub_neg['Price'], mode='markers', 
         marker=dict(symbol='triangle-down', size=10, color=cs.neg_impacts_color), name='Negative Impact', 
-        customdata=str(set(plot_sub_neg['Feature'])), hovertemplate='%{x}<br>Close: %{y}<br>Feature: %{customdata}<br>',)
+        customdata=plot_sub_neg['Feature'], hovertemplate='%{x}<br>Close: %{y}<br>Feature: %{customdata}<br>',)
     figure.update_layout(
         title={
             'text': title,
@@ -719,10 +727,10 @@ with final_recs:
     figure = go.Figure(data=[line_stock], layout=layout)
     figure.add_scatter(x=plot_sub_pos['Date'], y=plot_sub_pos['Price'], mode='markers', 
         marker=dict(symbol='triangle-up', size=10, color=cs.pos_impacts_color), name='Positive Impact', 
-        customdata=str(set(plot_sub_pos['Feature'])), hovertemplate='%{x}<br>Close: %{y}<br>Feature: %{customdata}<br>')  
+        customdata=plot_sub_pos['Feature'], hovertemplate='%{x}<br>Close: %{y}<br>Feature: %{customdata}<br>')  
     figure.add_scatter(x=plot_sub_neg['Date'], y=plot_sub_neg['Price'], mode='markers', 
         marker=dict(symbol='triangle-down', size=10, color=cs.neg_impacts_color), name='Negative Impact', 
-        customdata=str(set(plot_sub_neg['Feature'])), hovertemplate='%{x}<br>Close: %{y}<br>Feature: %{customdata}<br>',)
+        customdata=plot_sub_neg['Feature'], hovertemplate='%{x}<br>Close: %{y}<br>Feature: %{customdata}<br>',)
     figure.update_layout(
         title={
             'text': title,