Update utils.py

utils.py

@@ -115,7 +115,7 @@ def extract_key_value_pairs(pdf_path):
     except Exception as e:
         return None, str(e)
 
-# ✅ Updated to force map Start/End Dates to correct Salesforce fields
+# ✅ FIXED: Use original key as mapping key (not value)
 def map_fields(extracted_data, object_fields):
     try:
         mappings = {}
@@ -127,16 +127,6 @@ def map_fields(extracted_data, object_fields):
             if key.lower() in ["name", "email"]:
                 continue  # Skip these
 
-            # ✅ Hardcoded mappings
-            if key == "Agreement Start Date" and "StartDate" in object_fields:
-                mappings[key] = "StartDate"
-                confidence_scores[key] = 1.0
-                continue
-            if key == "Agreement End Date" and "EndDate" in object_fields:
-                mappings[key] = "EndDate"
-                confidence_scores[key] = 1.0
-                continue
-
             best_match = difflib.get_close_matches(key, object_fields, n=1, cutoff=0.0)
             if best_match:
                 matched_field = best_match[0]
@@ -188,4 +178,4 @@ def attach_pdf(sf, record_id, pdf_path):
 def log_failure(pdf_path, object_name, error):
     with open("failures.json", "a") as f:
         json.dump({"pdf": pdf_path, "object": object_name, "error": error}, f)
-        f.write("\n")
+        f.write("\n")