Update app.py

app.py

@@ -1127,88 +1127,6 @@ st.markdown(f"""
     </div>
 </div>
 """, unsafe_allow_html=True)
-# =============== INSIGHT 3 ===============
-if alarm_data.empty:
-    insight_text = "• No data available for analysis."
-else:
-    # Insight tetap sama
-    alarm_hours = alarm_data['hour']
-
-    def hour_to_band(h):
-        if 0 <= h < 6:   return "00:00–06:00 (Night)"
-        if 6 <= h < 12:  return "06:00–12:00 (Morning)"
-        if 12 <= h < 18: return "12:00–18:00 (Afternoon)"
-        return "18:00–00:00 (Evening)"
-
-    alarm_hours_df = pd.DataFrame({'hour': alarm_hours})
-    alarm_hours_df['band'] = alarm_hours_df['hour'].apply(hour_to_band)
-    band_counts = alarm_hours_df['band'].value_counts().sort_index()
-
-    top_bands = band_counts.nlargest(2)
-    dominant_band = top_bands.index[0] if len(top_bands) > 0 else "N/A"
-    second_dominant_band = top_bands.index[1] if len(top_bands) > 1 else "N/A"
-
-    dominant_pct = (top_bands.iloc[0] / band_counts.sum() * 100) if len(top_bands) > 0 else 0
-    second_pct = (top_bands.iloc[1] / band_counts.sum() * 100) if len(top_bands) > 1 else 0
-
-    # Hitung jumlah masing-masing jenis alarm
-    normal_alarms = alarm_data[alarm_data['Alarm Status'] == 'No Alarm'].shape[0]
-    red_alarms = alarm_data[alarm_data['Alarm Status'].str.contains('Red', na=False)].shape[0]
-    amber_alarms = alarm_data[alarm_data['Alarm Status'].str.contains('Amber', na=False)].shape[0]
-
-    # Insight Spesifik Per Position dan Shift
-    insight_lines = [
-        f"• Total alarms: Normal={normal_alarms}, Amber={amber_alarms}, Red={red_alarms}",
-        f"• Dominant period: {dominant_band} ({dominant_pct:.1f}%), Second: {second_dominant_band} ({second_pct:.1f}%)"
-    ]
-
-    # Front Tyres (Position 1 & 2)
-    front_data = alarm_data[alarm_data['Position'].isin([1, 2])]
-    front_pagi = front_data[front_data['hour'].between(6, 17, inclusive='both')]
-    front_sore = front_data[~front_data['hour'].between(6, 17, inclusive='both')]
-
-    if not front_pagi.empty:
-        front_pagi_total = front_pagi.groupby('hour').size()
-        if not front_pagi_total.empty:
-            dominant_hour_front_pagi = front_pagi_total.idxmax()
-            dominant_count_front_pagi = front_pagi_total.max()
-            insight_lines.append(f"• Front Shift 1 (06:00–18:00): Peak at {dominant_hour_front_pagi:02d}:00 ({dominant_count_front_pagi} alarms)")
-    if not front_sore.empty:
-        front_sore_total = front_sore.groupby('hour').size()
-        if not front_sore_total.empty:
-            dominant_hour_front_sore = front_sore_total.idxmax()
-            dominant_count_front_sore = front_sore_total.max()
-            insight_lines.append(f"• Front Shift 2 (18:00–06:00): Peak at {dominant_hour_front_sore:02d}:00 ({dominant_count_front_sore} alarms)")
-
-    # Rear Tyres (Position 3 & 4)
-    rear_data = alarm_data[alarm_data['Position'].isin([3, 4])]
-    rear_pagi = rear_data[rear_data['hour'].between(6, 17, inclusive='both')]
-    rear_sore = rear_data[~rear_data['hour'].between(6, 17, inclusive='both')]
-
-    if not rear_pagi.empty:
-        rear_pagi_total = rear_pagi.groupby('hour').size()
-        if not rear_pagi_total.empty:
-            dominant_hour_rear_pagi = rear_pagi_total.idxmax()
-            dominant_count_rear_pagi = rear_pagi_total.max()
-            insight_lines.append(f"• Rear Shift 1 (06:00–18:00): Peak at {dominant_hour_rear_pagi:02d}:00 ({dominant_count_rear_pagi} alarms)")
-    if not rear_sore.empty:
-        rear_sore_total = rear_sore.groupby('hour').size()
-        if not rear_sore_total.empty:
-            dominant_hour_rear_sore = rear_sore_total.idxmax()
-            dominant_count_rear_sore = rear_sore_total.max()
-            insight_lines.append(f"• Rear Shift 2 (18:00–06:00): Peak at {dominant_hour_rear_sore:02d}:00 ({dominant_count_rear_sore} alarms)")
-
-    insight_text = "\n".join(insight_lines)
-
-# =============== DISPLAY INSIGHT ===============
-st.markdown(f"""
-<div class="insight-box">
-    <div class="content">
-{insight_text}
-    </div>
-</div>
-""", unsafe_allow_html=True)
-# ================= OBJECTIVE 5 =================
 # ================= OBJECTIVE 5 =================
 st.markdown('<h3 class="objective-title">OBJECTIVE 5: Insights & Mitigation — How Can Red Pressure Alarms Be Reduced?</h3>', unsafe_allow_html=True)
 
@@ -1313,7 +1231,7 @@ insight_text = f"""
 try:
     import requests
     import json
-    API_URL = "https://api-inference.huggingface.co/models/HuggingFaceH4/zephyr-7b-beta"
+    API_URL = "https://api-inference.huggingface.co/models/HuggingFaceH4/zephyr-7b-beta  "
     prompt = f"""
 Role: Fleet Operations Risk Analyst
 Insights:
@@ -1405,10 +1323,4 @@ st.markdown(f"""
 {risk_mitigation_text.strip()}
     </div>
 </div>
-""", unsafe_allow_html=True)
-# ================= FOOTER =================
-st.markdown("""
-<div class="footer">
-    Michelin Mining Tyre Analytics
-</div>
 """, unsafe_allow_html=True)