Update app.py

app.py

@@ -1,44 +1,157 @@
 import gradio as gr
+import re
 
-def analyze_ul_interference(data):
+def extract_value(text, key):
+    pattern = rf"{key}\s*=\s*(-?\d+\.?\d*)"
+    match = re.search(pattern, text, re.IGNORECASE)
+    if match:
+        return float(match.group(1))
+    return None
 
-    text = data.upper()
+def analyze_ul_interference(data):
 
     findings = []
     causes = []
     actions = []
 
-    if "UL SINR" in text or "SINR" in text:
-        findings.append("Poor uplink SINR detected")
+    severity = "LOW"
+    condition = "NORMAL"
+
+    ul_sinr = extract_value(data, "UL SINR")
+    rtwp = extract_value(data, "RTWP")
+    ul_prb = extract_value(data, "UL PRB")
+    dl_prb = extract_value(data, "DL PRB")
+    bler = extract_value(data, "PUSCH BLER")
+    cqi = extract_value(data, "CQI")
+
+    # =========================
+    # UL SINR ANALYSIS
+    # =========================
+
+    if ul_sinr is not None:
+
+        if ul_sinr < -5:
+            findings.append(f"Critical UL SINR degradation detected ({ul_sinr} dB)")
+            severity = "HIGH"
+
+        elif ul_sinr < 0:
+            findings.append(f"Poor UL SINR detected ({ul_sinr} dB)")
+            severity = "MEDIUM"
+
+    # =========================
+    # RTWP ANALYSIS
+    # =========================
+
+    if rtwp is not None:
+
+        if rtwp > -95:
+            findings.append(f"Severe RTWP elevation detected ({rtwp} dBm)")
+            severity = "HIGH"
+
+        elif rtwp > -100:
+            findings.append(f"Elevated RTWP/noise floor observed ({rtwp} dBm)")
+            severity = "MEDIUM"
+
+    # =========================
+    # BLER ANALYSIS
+    # =========================
+
+    if bler is not None:
+
+        if bler > 30:
+            findings.append(f"Critical PUSCH BLER condition ({bler}%)")
+            severity = "HIGH"
+
+        elif bler > 15:
+            findings.append(f"Elevated PUSCH BLER ({bler}%)")
+
+    # =========================
+    # CQI ANALYSIS
+    # =========================
 
-    if "BLER" in text:
-        findings.append("High uplink BLER condition detected")
+    if cqi is not None:
 
-    if "RTWP" in text:
-        findings.append("Elevated RTWP/noise floor observed")
+        if cqi < 5:
+            findings.append(f"Low CQI detected ({cqi})")
 
-    if "UL PRB" in text:
-        findings.append("High uplink resource utilization")
+    # =========================
+    # PRB UTILIZATION
+    # =========================
 
-    causes = [
-        "External uplink interference",
-        "Passive Intermodulation (PIM)",
-        "Overshooting sector",
-        "Faulty radio or feeder path",
-        "High uplink noise rise"
-    ]
+    congestion = False
+    interference = False
 
-    actions = [
-        "Review RTWP trend history",
-        "Compare neighboring sector noise floor",
-        "Validate feeder and jumper integrity",
-        "Check uplink power control behavior",
-        "Perform spectrum sweep if available",
-        "Review recent site changes or maintenance"
-    ]
+    if ul_prb is not None:
+
+        if ul_prb > 85:
+            findings.append(f"High UL PRB utilization ({ul_prb}%)")
+            congestion = True
+
+    if (
+        ul_sinr is not None and ul_sinr < 0 and
+        rtwp is not None and rtwp > -100 and
+        bler is not None and bler > 15
+    ):
+        interference = True
+
+    # =========================
+    # CONDITION CLASSIFICATION
+    # =========================
+
+    if interference:
+        condition = "LIKELY UL INTERFERENCE"
+
+        causes = [
+            "External uplink interference",
+            "Passive Intermodulation (PIM)",
+            "Feeder or jumper degradation",
+            "Overshooting sector",
+            "Radio hardware impairment"
+        ]
+
+        actions = [
+            "Review RTWP trend history",
+            "Compare neighboring sector RTWP",
+            "Inspect feeder and jumper path",
+            "Validate antenna alignment and RET",
+            "Perform spectrum sweep",
+            "Check recent maintenance activity"
+        ]
+
+    elif congestion:
+
+        condition = "LIKELY CAPACITY CONGESTION"
+
+        causes = [
+            "High uplink traffic demand",
+            "Sector loading imbalance",
+            "Subscriber concentration",
+            "Limited uplink scheduling capacity"
+        ]
+
+        actions = [
+            "Review busy-hour utilization trends",
+            "Evaluate load balancing",
+            "Assess carrier aggregation strategy",
+            "Review scheduler efficiency"
+        ]
+
+    else:
+
+        condition = "NO MAJOR UL IMPAIRMENT DETECTED"
+
+        actions = [
+            "Continue KPI monitoring"
+        ]
 
     result = f"""
-# UL Interference Analysis
+# UL Interference Analyzer
+
+## Condition
+**{condition}**
+
+## Severity
+**{severity}**
 
 ## Findings
 {chr(10).join([f"- {x}" for x in findings])}
@@ -50,7 +163,7 @@ def analyze_ul_interference(data):
 {chr(10).join([f"- {x}" for x in actions])}
 
 ## Engineering Assessment
-Potential uplink interference condition identified based on submitted KPI and PM counter indicators.
+Analysis completed using uplink KPI and PM counter thresholds.
 """
 
     return result
@@ -58,17 +171,18 @@ Potential uplink interference condition identified based on submitted KPI and PM
 demo = gr.Interface(
     fn=analyze_ul_interference,
     inputs=gr.Textbox(
-        lines=12,
-        label="Paste KPI / PM Counter Data",
+        lines=14,
+        label="Paste LTE / 5G KPI and PM Counter Data",
         value="""UL SINR = -7
-PUSCH BLER = 32%
+PUSCH BLER = 32
 RTWP = -95
-UL PRB = 88%
-CQI Avg = 4"""
+UL PRB = 88
+DL PRB = 42
+CQI = 4"""
     ),
     outputs=gr.Markdown(),
     title="UL Interference Analyzer",
-    description="AI-assisted uplink interference analysis using LTE/5G KPI and PM counter indicators."
+    description="AI-assisted LTE and 5G uplink interference analysis using RF KPI and PM counter indicators."
 )
 
 demo.launch()