Update app.py

app.py

@@ -3,7 +3,7 @@ import pandas as pd
 import os
 
 # Load data
-jobs = pd.read_pickle('jobs-data.pkl')
+companies = pd.read_pickle('jobs-data.pkl')
 similarity = pd.read_pickle('similarity.pkl')
 
 # st.write("DataFrame Columns:", df.columns)
@@ -20,7 +20,7 @@ def login_frm():
             st.error("Invalid username or password")
 
 # Recommendation Function    
-def recommendation(applicants, companies, similarity_scores, num_recommendations=3):
+def recommendation(applicants, companies, similarity, num_recommendations=3):
     try:
         recommendations = {}
         applicants['User ID'] = np.arange(len(applicants))
@@ -33,40 +33,6 @@ def recommendation(applicants, companies, similarity_scores, num_recommendations
     except IndexError:
         return []
 
-# def job_details_frm(index):
-#     job = df.iloc[index]
-#     st.write(f"## {job['Title']}")
-#     st.write(f"### Description:")
-#     st.markdown(f"{job['Description'].replace('\r', '').replace('\n\n\n', ' ')}", unsafe_allow_html=True)
-#     st.write(f"### Requirements:")
-#     st.markdown(f"{job['Requirements'].replace('\r', '').replace('\n\n\n', ' ')}", unsafe_allow_html=True)
-#     st.write(f"### Location: {job['City']}, {job['State']}, {job['Country']}")
-#     if st.button('Back to recommendations'):
-#         st.session_state['view'] = 'home'
-
-# def save_favorite_job(job):
-#     if 'favorites' not in st.session_state:
-#         st.session_state['favorites'] = []
-#     st.session_state['favorites'].append(job)
-#     st.success("Job saved to favorites!")
-
-# def view_favorites_frm():
-#     st.write("## Favorite Jobs")
-#     if 'favorites' in st.session_state and st.session_state['favorites']:
-#         for idx, job in enumerate(st.session_state['favorites']):
-#             st.write(f"## {idx+1}. {job['Title']}")
-#             st.write(f"### Description:")
-#             st.markdown(f"{job['Description'].replace('\r', '')}", unsafe_allow_html=True)
-#             st.write(f"### Requirements:")
-#             st.markdown(f"{job['Requirements'].replace('\r', '')}", unsafe_allow_html=True)
-#             st.write(f"### Location: {job['City']}, {job['State']}, {job['Country']}")
-#         if st.button('Back to recommendations'):
-#             st.session_state['view'] = 'home'
-#     else:
-#         st.write("No favorite jobs saved.")
-#         if st.button('Back to recommendations'):
-#             st.session_state['view'] = 'home'
-
 def send_email(job):
     # Dummy function to simulate email sending
     st.success(f"Job details sent to your email: {job['Title']}")
@@ -93,10 +59,6 @@ def side_bar():
 
     if st.sidebar.button('Home'):
         st.session_state['view'] = 'home'
-
-    # Button to view favorite jobs
-    if st.sidebar.button('View Favorites'):
-        st.session_state['view'] = 'favorites'
     
     st.sidebar.button('Logout', on_click=lambda: st.session_state.update({'authenticated': False}))
 
@@ -105,31 +67,31 @@ def home_frm():
 
     col1, col2 = st.columns([1, 1])
     # Job Search and Filter
-    hard_skills = col1.text_input('Hard Skill')
-    soft_skills = col2.text_input('Soft Skill')
+    hard_skills = col1.text_input('Hard Skill, separated by a comma') # hard_skills = "Python, Machine Learning, Data Analysis"
+    soft_skills = col2.text_input('Soft Skill, separated by a comma') # "Teamwork, Communication, Problem-solving"
+
+    applicants= {
+        'hard_skill': [
+            hard_skills
+        ],
+        'soft_skill': [
+            soft_skills
+        ]
+    }
+
     
     
-    # # Get recommendations
-    # if hard_skills and soft_skills:
-    #     jobs = recommendation(title, country)
-    #     if jobs:
-    #         st.write("Recommended Jobs:")
-    #         for idx, job in enumerate(jobs):
-    #             with st.expander(f"{idx+1}. {job['Title'].title()}"):
-    #                 ex_col1, ex_col2 = st.columns([1, 1])
-    #                 with ex_col1:
-    #                     # words = job['Description'].split()
-    #                     # summary = ' '.join(words[:50])
-    #                     st.markdown(f"{job['Description'][:300]}...", unsafe_allow_html=True)
-    #                 with ex_col2:
-    #                     st.button("Save to Favorites", on_click=save_favorite_job, args=(job,), key=f'save_{idx}')
-    #                     st.button("Email Job Details", on_click=send_email, args=(job,), key=f'email_{idx}')
-    #                     if st.button('View Job Details', key=f'view_{idx}'):
-    #                         st.session_state['view'] = 'details'
-    #                         st.session_state['job_index'] = job.name
-    #         st.button("Export Recommendations", on_click=export_recommendations, args=(jobs,), key='export')
-    #     else:
-    #         st.write("No recommendations found.")
+    # Get recommendations
+    if hard_skills and soft_skills:
+        jobs = recommendation(applicants)
+        jobs = jobs.tolist()
+        if jobs:
+            st.write("Recommended Jobs:")
+            for idx, job in enumerate(jobs):
+                with st.expander(f"{idx+1}. {job}"):
+            st.button("Export Recommendations", on_click=export_recommendations, args=(jobs,), key='export')
+        else:
+            st.write("No recommendations found.")
 
 def prepare():
     # Initialize session state