Update new_app.py

new_app.py

@@ -54,7 +54,19 @@ with col1:
     _, col = st.columns(2)
     with col:
         st.header('Overpass Detector')
-        st.caption("This page runs a trained machine learning model to detect road overpasses in satellite imagery.")
+        st.markdown(
+                    """
+                    <div style="
+                        font-size:1.25rem;
+                        margin-top:-0.3rem;
+                        margin-bottom:0.6rem;
+                        opacity:0.9;
+                    ">
+                    This page runs a trained machine learning model to detect road overpasses in satellite imagery.
+                    </div>
+                    """,
+                    unsafe_allow_html=True
+                    )
 with col2:
     _, col, _ = st.columns(3)
     with col:
@@ -69,10 +81,6 @@ img_width = 640
 state = st.session_state
 state.loaded_model = get_model()
 
-#if "loaded_model" not in state:
-#    with st.spinner('Loading model. This may take a few seconds...'):
-#        state.loaded_model = keras.models.load_model("0.0008-0.92.keras")
-
 if "lat" not in state:
     state.lat = 39.11
 
@@ -155,4 +163,22 @@ with col1:
 
         st.write(f"It's {status} there's an overpass here.")
         st.write("")
-        st.write(f"In fact, the likelihood of at least one overpass is {np.round(crossing_chance,decimals=2)}%.")
+        st.write(f"In fact, the likelihood of at least one overpass is {np.round(crossing_chance,decimals=2)}%.")
+
+        pct = np.round(crossing_chance,decimals=2)
+        
+        label = "Overpass Likely" if pct >= 50 else "Overpass Unlikely"
+        
+        st.markdown(
+            f"""
+            <div style="text-align:center;">
+                <div style="font-size:2.2rem; font-weight:700; margin-bottom:0.4rem;">
+                    {label}
+                </div>
+                <div style="font-size:1.35rem;">
+                    Model probability: <b>{pct}%</b>
+                </div>
+            </div>
+            """,
+            unsafe_allow_html=True
+)