Refactor UI layout in app.py to enhance user experience. Updated the selection interface for teams, opponents, win/loss options, and prediction settings by organizing them into two-column layouts. This change improves the visual structure and accessibility of input fields, facilitating a more intuitive interaction for users when making predictions.

app.py

@@ -59,49 +59,53 @@ with st.sidebar:
                 max_value=max_date.date()
             )
 
-    selected_team = st.selectbox(
-        "Select Team",
-        options=team_names,
-        index=team_names.index("T1") if "T1" in team_names else 0
-    )
-    
-    selected_opponent = st.selectbox(
-        "Select Opponent",
-        options=team_names,
-        index=team_names.index("T1") if "T1" in team_names else 0
-    )
+    col1, col2 = st.columns(2)
+    with col1:
+        selected_team = st.selectbox(
+            "Select Team",
+            options=team_names,
+            index=team_names.index("T1") if "T1" in team_names else 0
+        )
+    with col2:
+        selected_opponent = st.selectbox(
+            "Select Opponent",
+            options=team_names,
+            index=team_names.index("T1") if "T1" in team_names else 0
+        )
     
-
-    st.subheader("Prediction Settings")
-    win_loss = st.selectbox(
-        "Select Win/Loss",
-        options=["Win", "Loss"],
-        index=0
-    )
-
-    game_settings = st.selectbox(
-        "Predict kills/deaths or use average?",
-        options=["Average", "Predict"],
-        index=0
-    )
+    col1, col2 = st.columns(2)
+    with col1:
+        win_loss = st.selectbox(
+            "Select Win/Loss",
+            options=["Win", "Loss"],
+            index=0
+        )
+    with col2:
+        game_settings = st.selectbox(
+            "Predict kills/deaths or use average?",
+            options=["Average", "Predict"],
+            index=0
+        )
 
     if game_settings == "Average":
         kill_prediction = 0
         death_prediction = 0
     else:
-        kill_prediction = st.number_input(
-            "Predicted Team Kills",
-            min_value=1,
-            max_value=100,
-            value=20
-        )
-        
-        death_prediction = st.number_input(
-            "Predicted Team Deaths",
-            min_value=1,
-            max_value=100,
-            value=5
-        )
+        col1, col2 = st.columns(2)
+        with col1:
+            kill_prediction = st.number_input(
+                "Predicted Team Kills",
+                min_value=1,
+                max_value=100,
+                value=20
+            )
+        with col2:
+            death_prediction = st.number_input(
+                "Predicted Team Deaths",
+                min_value=1,
+                max_value=100,
+                value=5
+            )
 
 @st.cache_data(ttl = 60)
 def simulate_stats(row, num_sims=1000):