diff --git a/eval_records.py b/eval_records.py
index dfd37d4..2e83063 100644
--- a/eval_records.py
+++ b/eval_records.py
@@ -2,13 +2,15 @@ import json
 import os
 from datetime import datetime
 from jay_diff import jay_merge_full
+from matplotlib import pyplot as plot
+
 
 BASE = "/media/jens/cifs/jens@moon/projects/we_collect/results"
 VIN = 'WVWZZZE1ZMP010760'
 USER = 'alex'
 YEAR = 2024
 MONTH = 10
-DAY = ['20', '21', '22']
+DAY = ['15', '16', '17', '18', '19', '20', '21', '22', '23']
 
 
 def has_diff_entries(diff):
@@ -35,12 +37,17 @@ class Endpoint:
 		self._ts_format = _ts_format
 		self._ts_path_keys = self.to_keys(_ts_path)
 
-	def __str__(self):
-		return f"{self._ep_path}:{len(self._values)}: {self._values}"
-
 	def timestamps_str(self):
 		return f"{self._ep_path}:{len(self._timestamps)}: {self._timestamps}"
 
+	@property
+	def timestamps(self):
+		return self._timestamps
+
+	@property
+	def values(self):
+		return self._values
+
 	@property
 	def path(self):
 		return self._ep_path
@@ -82,12 +89,11 @@ class Endpoint:
 		return Endpoint.deref_multi(data[keys[0]], keys[1:]) if keys else data
 
 
-end_points = [
-	Endpoint('data/measurements/odometerStatus/value/odometer', 'info/timestamp'),
-	Endpoint('data/measurements/fuelLevelStatus/value/currentSOC_pct', 'info/timestamp'),
-	Endpoint('data/vehicleLights/lightsStatus/value/lights', 'info/timestamp'),
-	Endpoint('data/fuelStatus/rangeStatus/value/primaryEngine', 'info/timestamp')
-]
+end_points = {
+	'odo': Endpoint('data/measurements/odometerStatus/value/odometer', 'info/timestamp'),
+	'soc': Endpoint('data/measurements/fuelLevelStatus/value/currentSOC_pct', 'info/timestamp'),
+	'engine': Endpoint('data/fuelStatus/rangeStatus/value/primaryEngine', 'info/timestamp')
+}
 
 
 def convert(timestamp_str: str, pattern: str = "%Y-%m-%dT%H:%M:%S.%f%z"):
@@ -158,14 +164,21 @@ for day in day_list:
 				vehicle_data = jay_merge_full(last, vehicle_diff)
 				last = vehicle_data
 				try:
-					for end_point in end_points:
-						end_point.assign({'info': record['info'], 'data': vehicle_data})
+					for k in end_points.keys():
+						end_points[k].assign({'info': record['info'], 'data': vehicle_data})
 				except KeyError:
 					pass
 
-for end_point in end_points:
-	end_point.remove_dups()
-	print(end_point)
-	print(end_point.timestamps_str())
+for k in end_points.keys():
+	end_points[k].remove_dups()
 
-d = convert('2024-10-17T18:37:17.067Z')
+plot.subplot(2, 1, 1)
+plot.plot(end_points['odo'].timestamps, end_points['odo'].values)
+plot.title("Kilometerstand")
+plot.grid()
+plot.subplot(2, 1, 2)
+plot.plot(end_points['odo'].timestamps, end_points['soc'].values)
+plot.title("Akku in %")
+plot.grid()
+
+plot.show()