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app.py

@@ -111,8 +111,8 @@ def load_and_plot_importance(model_name, target_name):
 
 st.title("🛍️ Advanced E-Commerce Predictor")
 
-with st.sidebar:
-    st.header("1. Product Info")
+with st.expander("Product Metadata"):
+    st.header("Product Info")
     p_name = st.text_input("Product Name", "Samsung Galaxy S24 Ultra")
     p_desc = st.text_area("Description", "Original SEIN, Garansi Resmi 1 Tahun")
 
@@ -123,7 +123,7 @@ with st.sidebar:
     is_regular = st.checkbox("Regular Merchant?", value=True)
     is_discount = st.checkbox("Is Discounted?", value=False)
 
-    st.header("2. Physical & Stock")
+    st.header("Physical & Stock")
     col1, col2 = st.columns(2)
     with col1:
         weight = st.number_input("Weight (g)", value=500)
@@ -133,11 +133,11 @@ with st.sidebar:
         stock = st.number_input("Stock", value=50)
         sold_input = st.number_input("Sold (Current)", value=0)
 
-    st.header("3. Media")
+    st.header("Media")
     vid_count = st.number_input("Video Count", 0)
     img_count = st.number_input("Image Count", 1)
 
-with st.expander("Detailed Ratings", expanded=True):
+with st.expander("Detailed Ratings", expanded=False):
     c1, c2, c3, c4, c5 = st.columns(5)
     r5 = c1.number_input("5 Star Count", value=10)
     r4 = c2.number_input("4 Star Count", value=2)
@@ -147,11 +147,16 @@ with st.expander("Detailed Ratings", expanded=True):
 
     total_rating = r5 + r4 + r3 + r2 + r1
 
-    c_qual, c_srv, c_ship = st.columns(3)
+    c_qual, c_srv, c_ship,  = st.columns(3)
     rev_qual = c_qual.number_input("Reviews: Quality", 0)
     rev_srv = c_srv.number_input("Reviews: Service", 0)
     rev_ship = c_ship.number_input("Reviews: Shipping", 0)
 
+    c_pack, c_price, c_desc = st.columns(3)
+    rev_pack = c_pack.number_input("Reviews: Packaging", 0)
+    rev_price = c_price.number_input("Reviews: Price", 0)
+    rev_desc = c_desc.number_input("Reviews: Description", 0)
+
 with st.expander("Shipping & Shop Metadata", expanded=False):
     c1, c2 = st.columns(2)
     with c1:
@@ -199,6 +204,9 @@ base_input = {
     'total_review_about_kualitas': rev_qual,
     'total_review_about_pelayanan': rev_srv,
     'total_review_about_pengiriman': rev_ship,
+    'total_review_about_kemasan' : rev_pack,
+    'total_review_about_harga': rev_price, 
+    'total_review_about_sesuai deskripsi': rev_desc,
     **feat_created, **feat_shop
 }