Update app.py

app.py

@@ -133,24 +133,19 @@ if st.session_state['upload_count'] < max_attempts:
                     fig.update_layout(margin=dict(t=50, l=25, r=25, b=25))
                     st.plotly_chart(fig, key="figure 1")
 
-                vectorizer = TfidfVectorizer()
-                tfidf_matrix = vectorizer.fit_transform(result)
-                tfidf_df = pd.DataFrame(tfidf_matrix.toarray(), columns=vectorizer.get_feature_names_out())
-                cosine_sim_matrix = cosine_similarity(tfidf_matrix)
-                cosine_sim_df = pd.DataFrame(cosine_sim_matrix)
-
-               with tab2:
-                   fig = px.imshow(cosine_sim_df, text_auto=True,
+                with tab2:
+                    vectorizer = TfidfVectorizer()
+                    tfidf_matrix = vectorizer.fit_transform(result)
+                    tfidf_df = pd.DataFrame(tfidf_matrix.toarray(), columns=vectorizer.get_feature_names_out())
+                    cosine_sim_matrix = cosine_similarity(tfidf_matrix)
+                    cosine_sim_df = pd.DataFrame(cosine_sim_matrix)
+                    fig = px.imshow(cosine_sim_df, text_auto=True,
                             labels=dict(x="Keyword similarity", y="Resumes", color="Productivity"),
                             x=['Resume', 'Jon Description'],
                             y=['Resume', 'Job Description'])
-                   st.plotly_chart(fig, key="figure 2")
+                    st.plotly_chart(fig, key="figure 2")
 
-                   for i, similarity_score in enumerate(cosine_sim_matrix[0][1:]):
-                       with st.popover("See result"):
-                           st.write(f"Similarity of job description with Applicant's 1 resume based on keywords: {similarity_score:.2f}")
-                           st.info(
-                    "A score closer to 1 (0.80, 0.90) means higher similarity between Applicant's 1 resume and job description. A score closer to 0 (0.20, 0.30) means lower similarity between Applicant's 1 resume and job description.")
+                
 else:
     st.warning(f"You have reached the maximum upload attempts ({max_attempts}).")
     if 'upload_count' in st.session_state and st.session_state['upload_count'] > 0: