diff --git a/homeassistant/components/neato/camera.py b/homeassistant/components/neato/camera.py
index 74a3cb4bc77..9a2f47bcfa3 100644
--- a/homeassistant/components/neato/camera.py
+++ b/homeassistant/components/neato/camera.py
@@ -102,7 +102,7 @@ class NeatoCleaningMap(Camera):
 
         self._image = image.read()
         self._image_url = image_url
-        self._generated_at = (map_data["generated_at"].strip("Z")).replace("T", " ")
+        self._generated_at = map_data["generated_at"]
         self._available = True
 
     @property
diff --git a/homeassistant/components/neato/vacuum.py b/homeassistant/components/neato/vacuum.py
index 3b6711d3b72..e0b3c7b779f 100644
--- a/homeassistant/components/neato/vacuum.py
+++ b/homeassistant/components/neato/vacuum.py
@@ -202,8 +202,8 @@ class NeatoConnectedVacuum(StateVacuumEntity):
             return
 
         mapdata = self._mapdata[self._robot_serial]["maps"][0]
-        self._clean_time_start = (mapdata["start_at"].strip("Z")).replace("T", " ")
-        self._clean_time_stop = (mapdata["end_at"].strip("Z")).replace("T", " ")
+        self._clean_time_start = mapdata["start_at"]
+        self._clean_time_stop = mapdata["end_at"]
         self._clean_area = mapdata["cleaned_area"]
         self._clean_susp_charge_count = mapdata["suspended_cleaning_charging_count"]
         self._clean_susp_time = mapdata["time_in_suspended_cleaning"]