general fixes

flares.py

@@ -134,6 +134,9 @@ SHORT_CHANNEL: bool
 
 REMOVE_EVENTS: list
 
+TIME_WINDOW_START: int
+TIME_WINDOW_END: int
+
 VERBOSITY = True
 
 # FIXME: Shouldn't need each ordering - just order it before checking
@@ -182,6 +185,8 @@ REQUIRED_KEYS: dict[str, Any] = {
     
     "SHORT_CHANNEL": bool,
     "REMOVE_EVENTS": list,
+    "TIME_WINDOW_START": int,
+    "TIME_WINDOW_END": int
     # "REJECT_PAIRS": bool,
     # "FORCE_DROP_ANNOTATIONS": list,
     # "FILTER_LOW_PASS": float,
@@ -3031,7 +3036,11 @@ def process_participant(file_path, progress_callback=None):
     contrast_dict = {}
 
     for condition in all_conditions:
-        delay_cols = [col for col in all_delay_cols if col.startswith(f"{condition}_delay_")]
+        delay_cols = [
+            col for col in all_delay_cols
+            if col.startswith(f"{condition}_delay_") and
+            TIME_WINDOW_START <= int(col.split("_delay_")[-1]) <= TIME_WINDOW_END
+        ]
 
         if not delay_cols:
             continue  # skip if no columns found (shouldn't happen?)