Update pages/3_EDA_and_Feature_Engineering.py

pages/3_EDA_and_Feature_Engineering.py

@@ -31,8 +31,8 @@ st.markdown(
             position: absolute;
             top: 0;
             left: 0;
-            width: 100%;
-            height: 100%;
+            width: 70%;
+            height: 70%;
             background: rgba(0, 0, 0, 0.4);  /* Adjust transparency here (0.4 for 40% transparency) */
             z-index: -1;
         }}
@@ -66,6 +66,15 @@ if df is not None:
 
     df = df.rename(columns={'ProductCategory': 'Category', 'ProductBrand': 'Brand', 'ProductPrice': 'Price'})
 
+    # binning of age column
+
+    bins = [0, 18, 35, 50, 65, 100]
+    labels = ['Child', 'Young Adult', 'Adult', 'Middle Aged', 'Senior']
+    
+    df['age_bins'] = pd.cut(df['CustomerAge'], bins=bins, labels=labels, right = False)
+    
+    # df.head()
+
     # Shape of Dataset
     st.write(f"The dataset has {df.shape[0]} rows and {df.shape[1]} columns.")