diff --git a/eval_records.py b/eval_records.py
new file mode 100644
index 0000000..9ef7789
--- /dev/null
+++ b/eval_records.py
@@ -0,0 +1,126 @@
+import json
+import os
+from datetime import datetime
+
+BASE = "results"
+VIN = 'WVWZZZE1ZMP010760'
+YEAR = 2024
+MONTH = 10
+DAY = None
+
+
+class Endpoint:
+	def __init__(self, _base_path: str, _ep_path: str, ts_spec: dict = {'name': 'carCapturedTimestamp', 'format': '%Y-%m-%dT%H:%M:%S.%f%z'}):
+		self._base_path = _base_path
+		self._base_path_keys = self.to_keys(_base_path)
+		self._ep_path = _ep_path
+		self._ep_path_keys = self.to_keys(_ep_path)
+		self._timestamps = []
+		self._values = []
+
+		self._ts_spec = ts_spec
+
+	def __str__(self):
+		return f"{self._ep_path}:{len(self._values)}: {self._values}"
+
+	@property
+	def path(self):
+		return self._base_path
+
+	def assign(self, _record: dict):
+		value = self.deref_multi(_record, self._base_path_keys + self._ep_path_keys)
+		self._values += [value]
+
+		# Extract timestamp
+		capture_time = self.deref_multi(_record, self._base_path_keys)[self._ts_spec['name']]
+		timestamp_int = convert(capture_time, self._ts_spec['format'])
+		self._timestamps += [timestamp_int]
+
+	def remove_dups(self):
+		new_dict = {}
+		index = 0
+		unique_indices = []
+		for ts in self._timestamps:
+			if ts not in new_dict:
+				new_dict[ts] = index
+				unique_indices.append(index)
+			index += 1
+
+		t_list = self._timestamps
+		v_list = self._values
+		self._timestamps = []
+		self._values = {}
+
+		self._timestamps = [t_list[i] for i in unique_indices]
+		self._values = [v_list[i] for i in unique_indices]
+
+	@staticmethod
+	def to_keys(key_path: str):
+		keys = key_path.split('/')
+		return keys
+
+	@staticmethod
+	def deref_multi(data, keys):
+		return Endpoint.deref_multi(data[keys[0]], keys[1:]) if keys else data
+
+
+end_points = [
+	Endpoint('measurements/odometerStatus/value', 'odometer'),
+	Endpoint('measurements/fuelLevelStatus/value', 'currentSOC_pct'),
+	Endpoint('vehicleLights/lightsStatus/value', 'lights'),
+	Endpoint('fuelStatus/rangeStatus/value', 'primaryEngine', ts_spec={'name': 'carCapturedTimestamp', 'format': '%Y-%m-%dT%H:%M:%SZ'}),
+]
+
+
+def convert(timestamp_str: str, pattern: str = "%Y-%m-%dT%H:%M:%S.%f%z"):
+	ts = datetime.strptime(timestamp_str, pattern)
+	result = ts.year
+	result = 100*result + ts.month
+	result = 100*result + ts.day
+	result = 100*result + ts.hour
+	result = 100*result + ts.minute
+	result = 100*result + ts.second
+	result = 1000000*result + ts.microsecond
+
+	return result
+
+
+path = os.path.join(BASE, VIN)
+path = os.path.join(path, str(YEAR))
+path = os.path.join(path, str(MONTH))
+
+day_list = os.listdir(path)
+print("Days in '", path, "' :")
+# prints all files
+print(day_list)
+
+month_path = path
+record_list = []
+for day in day_list:
+	if DAY is not None:
+		if day not in DAY:
+			continue
+	day_path = os.path.join(month_path, day)
+	file_list = os.listdir(day_path)
+	print("Files in '", day_path, "' :")
+	# prints all files
+	print(file_list)
+
+	for filename in file_list:
+		file_path = os.path.join(day_path, filename)
+		with open(file_path, "r") as fp:
+			records = json.load(fp)
+			for record in records:
+				if "info" in record:
+					record = record['data']
+				try:
+					for end_point in end_points:
+						end_point.assign(record)
+				except KeyError:
+					pass
+
+for end_point in end_points:
+	end_point.remove_dups()
+	print(end_point)
+
+d = convert('2024-10-17T18:37:17.067Z')