Update app.py

app.py

@@ -76,7 +76,7 @@ def main():
                 text_input2 = st.text_input('Enter non-standard text here:', key=f'ugc{i}', value=sample_ugc[i], label_visibility='collapsed')
                 ugc_text_inputs.append(text_input2)
 
-        st.caption('*The models are case-insensitive: all text will be lowercased.*')
+        st.caption('*The models are case-insensitive: all texts will be lowercased.*')
 
         st.form_submit_button('Compute')
     
@@ -100,15 +100,15 @@ def main():
     outputs['cos'] = np.concatenate([X_cos_laser, X_cos_rolaser, X_cos_c_rolaser])
 
     st.header('Cosine Distance Scores')
-    st.caption('*This box plot is interactive: Hover on the boxes to display values. Click on the legend items to filter models.*')
+    st.caption('*This bar plot is interactive: Hover on the bars to display values. Click on the legend items to filter models.*')
     fig = px.bar(outputs, x='pair', y='cos', color='model', barmode='group', hover_data=['ugc', 'std'])
     fig.update_xaxes(title_text='Text Input Pair')
     fig.update_yaxes(title_text='Cosine Distance')
     st.plotly_chart(fig, use_container_width=True)
 
     st.header('Average Cosine Distance Scores')
-    st.caption('*This data table is interactive: Click on a column header to sort values.*')
-    fig = px.box(outputs, x='model', y='cos', color='model')
+    st.caption('*This box plot is interactive: Hover on the boxes to display values. Click on the legend items to filter models.*')
+    fig = px.box(outputs, x='model', y='cos', color='model', boxmean=True)
     fig.update_xaxes(title_text='Model')
     fig.update_yaxes(title_text='Cosine Distance')
     st.plotly_chart(fig, use_container_width=True)