end commit. To restart the spaces

app.py

@@ -4,19 +4,19 @@ from func import *
 from easeBased_model import *
 from contentBased_model import *
 
-
 if "user_preferences" not in st.session_state:
     st.session_state["user_preferences"] = {}
 
 data = pd.read_pickle("data/list_of_all_titles.pkl")
-ease_ids = list(
-    pd.read_pickle("data/dict_of_ease_ids.pkl").keys())
+ease_ids = list(pd.read_pickle("data/dict_of_ease_ids.pkl").keys())
+
+# Games recomm() to process user's input
 
 
 def games_recomm(preferences_id):
     if "rs" in st.session_state:
         del st.session_state["rs"]
-    
+
     with st.spinner("Getting recommendation..."):
         pref_value = []
         for id in preferences_id:
@@ -24,7 +24,7 @@ def games_recomm(preferences_id):
                 pref_value.append(1)
             elif st.session_state[id] == "Negative":
                 pref_value.append(0)
-        
+
         pred_df = pd.DataFrame({
             'user_id': [999999] * len(preferences_id),
             'app_id': preferences_id,
@@ -36,32 +36,44 @@ def games_recomm(preferences_id):
             try:
                 res = cbf_model(pred_df=pred_df, k=10)['app_id'].tolist()
             except:
-                st.error("Recommendation failed. Please select with at least 2 games title.")
+                st.error(
+                    "Recommendation failed. Please select with at least 2 games title.")
                 res = None
         else:
             res_cbf = cbf_model(pred_df=pred_df, k=100)
             res_ease = ease_model(pred_df=ease_df, k=100)
             res = combine_hybrid_result(res_ease, res_cbf)
 
+    # st.write("EASE model output:", res_ease)
+    # st.markdown("---")
+    # st.write("CBF model output:", res_cbf)
+    # st.markdown("---")
+    # st.write("Hybrid model output:", res)
+
+    res = res.head(10).index.tolist()
+
     if type(res) == [ValueError, None]:
         st.error("Recommendation failed. Please select with at least 2 games title.")
-        
+
         return
     else:
         st.session_state['rs'] = res
 
     try:
         if len(st.session_state['rs']) >= 1:
-            st.success(f"Go to result page to view top {len(st.session_state['rs'])} recommendations.")
+            st.success(
+                f"Go to result page to view top {len(st.session_state['rs'])} recommendations.")
         else:
             st.error("Recommendation failed. Please reload the session.")
     except:
-        st.error("There is some error in recommendation process. Please restart the session.")
+        st.error(
+            "There is some error in recommendation process. Please restart the session.")
 
         # st.write(res)
 
-# Main Page Header
-# Consist of Home page, Result page, About page, and Log page
+# Main Page Header. Consist of Home page, Result page, About page, and Log page
+
+
 def spr_sidebar():
     menu = option_menu(
         menu_title=None,
@@ -80,7 +92,9 @@ def spr_sidebar():
     elif menu == 'About':
         st.session_state['app_mode'] = 'About'
 
-# Home page. One of the page in Main Header
+# Home page. One of the page in Main Header for user inputting their preferences
+
+
 def home_page():
     st.title("Steam Recommendation System")
     with st.expander("Aturan input & panduan sistem"):
@@ -100,7 +114,7 @@ def home_page():
         """, unsafe_allow_html=True)
         st.markdown("<br>", unsafe_allow_html=True)
         st.image("data/systemGuide.png")
-    
+
     st.markdown("<br>", unsafe_allow_html=True)
 
     if "user_preferences" in st.session_state:
@@ -122,12 +136,13 @@ def home_page():
 
     if state:
         st.session_state["user_preferences"] = user_input
-        
+
         st.markdown("---")
         games_recomm(st.session_state["user_preferences"])
 
-# Result page
-# Show the list of predictions for active user
+# Result page. Show the list of predictions for active user
+
+
 def result_page():
     if "rs" not in st.session_state:
         st.error('Please input preferences titles and run "Get recommendation"')
@@ -136,8 +151,7 @@ def result_page():
 
         user_res = generate_res_gamebox(ids=st.session_state['rs'])
 
-# About page
-# Show the information of the project and the sites
+# About page. Show the information of the project
 
 
 def about_page():

func.py

@@ -8,12 +8,15 @@ from PIL import Image
 data_titles = pd.read_pickle("data/dict_of_all_titles.pkl")
 data_ids = pd.read_pickle("data/dict_of_all_ids.pkl")
 
+
 def ids_to_titles(ids_list):
     return [data_ids[title] for title in ids_list]
 
+
 def titles_to_ids(titles_list):
     return [data_titles[id] for id in titles_list]
 
+
 def generate_app_gamebox(titles):
     """
         Placeholder
@@ -35,9 +38,10 @@ def generate_app_gamebox(titles):
                 options=["Positive", "Negative"],
                 key=id,
             )
-    
+
     return titles_id
 
+
 def generate_res_gamebox(ids):
     """
         Placeholder
@@ -53,17 +57,19 @@ def generate_res_gamebox(ids):
                 st.image(BytesIO(resp.content))
                 # st.caption(data_ids[id])
                 st.caption(f"[{data_ids[id]}]({url_page})")
-                
-            
+
             st.divider()
 
+
 def combine_hybrid_result(res_ease, res_cbf):
     try:
         df = pd.concat([res_ease, res_cbf], axis=0)
 
-        res_final = df.groupby("app_id").sum().sort_values(["predicted_score"], ascending=False)
-        
-        return res_final.head(10).index.tolist()
+        res_final = df.groupby("app_id").sum().sort_values(
+            ["predicted_score"], ascending=False)
+
+        # return res_final.head(10).index.tolist()
+        return res_final
 
     except:
         st.error("Recommendation failed. Please select with at least 2 games title.")
@@ -71,4 +77,3 @@ def combine_hybrid_result(res_ease, res_cbf):
     # for title in titles_list:
     #     # url = f"https://store.steampowered.com/app/"
     #     with st.container():
-