Update my_pages/multiverse.py

my_pages/multiverse.py

@@ -123,7 +123,8 @@ def render():
         """
         Visually explore the multiverse of AI models to judge loan applications.<br> 
         We are using a publicly available loan approval dataset.<br>
-        Make a choice, and scroll down to see the properties of the trained model.
+        Make a choice, and scroll down to see the properties of the trained model.<br>
+        Not sure what choice to make? Just pick something to see what happens.
         """
     )
 
@@ -311,13 +312,12 @@ def render():
     uniq_count_acc = np.sum(condition_acc)
     
     add_red_text(f"""
-        <b>Multiplicity of your predictions:</b><br>
         Number of loans accepted by the majority, but rejected by you: {uniq_count_rej}<br>
         Number of loans rejected by the majority, but accepted by you: {uniq_count_acc}<br><br>
-        <b>Reasons you might want lower multiplicity:</b><br>
+        <b>Reasons you might want to conform:</b><br>
         To take lower risks and to avoid facing a justification crisis, i.e., 
         not able to explain why you rejected an applicant who would have been accepted by most other models.<br><br>
-        <b>Reasons you might want higher multiplicity:</b><br>
+        <b>Reasons you might want to be unique:</b><br>
         To avoid competiting for the same loan applicants with others.<br> 
         To give a chance to unique applicants and deal with the concerns of homogenization.<br><br>
     """)