Add autonomous salary detection feature to API

Integrated SalaryDetect class into the API and initiated an autonomous salary detection loop during the startup event. This enhancement improves the system's capability to monitor and analyze salary data in real-time.

salary_analytics/api.py

@@ -23,6 +23,7 @@ from .data_loader import DataLoader
 from .salary_predictor import SalaryPredictor
 from .salary_earner_analyzer import SalaryEarnerAnalyzer
 from .db_operations import DatabaseOperations
+from .salary_detect import SalaryDetect
 
 # Configure logging
 logging.basicConfig(
@@ -59,6 +60,8 @@ df = None
 salary_predictor = None
 salary_earner_analyzer = None
 
+salary_detect = SalaryDetect()
+
 class AnalysisResponse(BaseModel):
     """Response model for analysis endpoints."""
     message: str
@@ -87,6 +90,10 @@ async def startup_event():
     try:
         logger.info("Initializing pipeline...")
         
+        # Start autonomous salary detection loop
+        salary_detect.start()
+        logger.info("Started autonomous salary detection loop.")
+        
         # Print network information
         hostname = socket.gethostname()
         ip_address = socket.gethostbyname(hostname)