diff --git a/memory_scope/utils/datetime_handler.py b/memory_scope/utils/datetime_handler.py
index ff14dda8..bd9b1c54 100644
--- a/memory_scope/utils/datetime_handler.py
+++ b/memory_scope/utils/datetime_handler.py
@@ -77,11 +77,13 @@ class DatetimeHandler(object):
             "weekday": -1
         }
 
+        # Patterns to extract the parts of the date/time
         # Patterns to extract the parts of the date/time
         patterns = {
             "year": r"\b(\d{4})\b",
             "month": r"\b(January|February|March|April|May|June|July|August|September|October|November|December)\b",
-            "day": r"\b(\d{1,2})\b",
+            "day_month_year": r"\b(?P<month>January|February|March|April|May|June|July|August|September|October|November|December) (?P<day>\d{1,2}),? (?P<year>\d{4})\b",
+            "day_month": r"\b(?P<month>January|February|March|April|May|June|July|August|September|October|November|December) (?P<day>\d{1,2})\b",
             "hour_12": r"\b(\d{1,2})\s*(AM|PM|am|pm)\b",
             "hour_24": r"\b(\d{1,2}):(\d{2}):(\d{2})\b"
         }
@@ -97,20 +99,30 @@ class DatetimeHandler(object):
             "Friday": 5, "Saturday": 6, "Sunday": 7
         }
 
+        day_month_year_match = re.search(patterns["day_month_year"], input_string)
+        if day_month_year_match:
+            date_info["year"] = int(day_month_year_match.group("year"))
+            date_info["month"] = month_mapping[day_month_year_match.group("month")]
+            date_info["day"] = int(day_month_year_match.group("day"))
+
+        # Extract month and day without year
+        elif date_info["year"] == -1:
+            day_month_match = re.search(patterns["day_month"], input_string)
+            if day_month_match:
+                date_info["month"] = month_mapping[day_month_match.group("month")]
+                date_info["day"] = int(day_month_match.group("day"))
+
         # Extract year
-        year_match = re.search(patterns["year"], input_string)
-        if year_match:
-            date_info["year"] = int(year_match.group(0))
+        if date_info["year"] == -1:
+            year_match = re.search(patterns["year"], input_string)
+            if year_match:
+                date_info["year"] = int(year_match.group(0))
 
         # Extract month
-        month_match = re.search(patterns["month"], input_string)
-        if month_match:
-            date_info["month"] = month_mapping[month_match.group(0)]
-
-        # Extract day
-        day_match = re.findall(patterns["day"], input_string)
-        if day_match:
-            date_info["day"] = int(day_match[0])
+        if date_info["month"] == -1:
+            month_match = re.search(patterns["month"], input_string)
+            if month_match:
+                date_info["month"] = month_mapping[month_match.group(0)]
 
         # Extract 12-hour format time
         hour_12_match = re.search(patterns["hour_12"], input_string)
@@ -122,12 +134,12 @@ class DatetimeHandler(object):
                 hour = 0
             date_info["hour"] = hour
 
-        # Extract 24-hour format time
-        hour_24_match = re.search(patterns["hour_24"], input_string)
-        if hour_24_match:
-            date_info["hour"] = int(hour_24_match.group(1))
-            date_info["minute"] = int(hour_24_match.group(2))
-            date_info["second"] = int(hour_24_match.group(3))
+        # # Extract 24-hour format time
+        # hour_24_match = re.search(patterns["hour_24"], input_string)
+        # if hour_24_match:
+        #     date_info["hour"] = int(hour_24_match.group(1))
+        #     date_info["minute"] = int(hour_24_match.group(2))
+        #     date_info["second"] = int(hour_24_match.group(3))
 
         # Extract weekday
         for week_day, value in weekday_mapping.items():
@@ -135,9 +147,6 @@ class DatetimeHandler(object):
                 date_info["weekday"] = value
                 break
 
-        # Remove unused keys
-        date_info = {k: v for k, v in date_info.items()}
-
         return date_info
 
     @classmethod