diff --git a/benchmark.py b/benchmark.py
index 3d0cacd87..ea388ef13 100755
--- a/benchmark.py
+++ b/benchmark.py
@@ -53,7 +53,7 @@ def start(id, num_detections, detection_queue, event):
     frame_times = []
     for x in range(0, num_detections):
         start_frame = datetime.datetime.now().timestamp()
-        detections = object_detector.detect(my_frame)
+        object_detector.detect(my_frame)
         frame_times.append(datetime.datetime.now().timestamp() - start_frame)
 
     duration = datetime.datetime.now().timestamp() - start
diff --git a/frigate/__main__.py b/frigate/__main__.py
index b36881151..8fa98fe53 100644
--- a/frigate/__main__.py
+++ b/frigate/__main__.py
@@ -1,13 +1,15 @@
 import faulthandler
-from flask import cli
-
-faulthandler.enable()
 import threading
 
-threading.current_thread().name = "frigate"
+from flask import cli
 
 from frigate.app import FrigateApp
 
+
+faulthandler.enable()
+
+threading.current_thread().name = "frigate"
+
 cli.show_server_banner = lambda *x: None
 
 if __name__ == "__main__":
diff --git a/frigate/app.py b/frigate/app.py
index 5e934cc4b..c66fab187 100644
--- a/frigate/app.py
+++ b/frigate/app.py
@@ -133,10 +133,10 @@ class FrigateApp:
         for log, level in self.config.logger.logs.items():
             logging.getLogger(log).setLevel(level.value.upper())
 
-        if not "werkzeug" in self.config.logger.logs:
+        if "werkzeug" not in self.config.logger.logs:
             logging.getLogger("werkzeug").setLevel("ERROR")
 
-        if not "ws4py" in self.config.logger.logs:
+        if "ws4py" not in self.config.logger.logs:
             logging.getLogger("ws4py").setLevel("ERROR")
 
     def init_queues(self) -> None:
@@ -294,7 +294,7 @@ class FrigateApp:
     def start_video_output_processor(self) -> None:
         output_processor = mp.Process(
             target=output_frames,
-            name=f"output_processor",
+            name="output_processor",
             args=(
                 self.config,
                 self.video_output_queue,
@@ -467,7 +467,7 @@ class FrigateApp:
         self.stop()
 
     def stop(self) -> None:
-        logger.info(f"Stopping...")
+        logger.info("Stopping...")
         self.stop_event.set()
 
         for detector in self.detectors.values():
diff --git a/frigate/comms/dispatcher.py b/frigate/comms/dispatcher.py
index d7fd2b4d4..61e1c7522 100644
--- a/frigate/comms/dispatcher.py
+++ b/frigate/comms/dispatcher.py
@@ -72,7 +72,7 @@ class Dispatcher:
                 camera_name = topic.split("/")[-3]
                 command = topic.split("/")[-2]
                 self._camera_settings_handlers[command](camera_name, payload)
-            except IndexError as e:
+            except IndexError:
                 logger.error(f"Received invalid set command: {topic}")
                 return
         elif topic.endswith("ptz"):
@@ -80,7 +80,7 @@ class Dispatcher:
                 # example /cam_name/ptz payload=MOVE_UP|MOVE_DOWN|STOP...
                 camera_name = topic.split("/")[-2]
                 self._on_ptz_command(camera_name, payload)
-            except IndexError as e:
+            except IndexError:
                 logger.error(f"Received invalid ptz command: {topic}")
                 return
         elif topic == "restart":
@@ -128,7 +128,7 @@ class Dispatcher:
         elif payload == "OFF":
             if self.camera_metrics[camera_name]["detection_enabled"].value:
                 logger.error(
-                    f"Turning off motion is not allowed when detection is enabled."
+                    "Turning off motion is not allowed when detection is enabled."
                 )
                 return
 
@@ -196,7 +196,7 @@ class Dispatcher:
         if payload == "ON":
             if not self.config.cameras[camera_name].record.enabled_in_config:
                 logger.error(
-                    f"Recordings must be enabled in the config to be turned on via MQTT."
+                    "Recordings must be enabled in the config to be turned on via MQTT."
                 )
                 return
 
diff --git a/frigate/comms/mqtt.py b/frigate/comms/mqtt.py
index 37fdd44ae..0e8fb4d71 100644
--- a/frigate/comms/mqtt.py
+++ b/frigate/comms/mqtt.py
@@ -177,10 +177,10 @@ class MqttClient(Communicator):  # type: ignore[misc]
             f"{self.mqtt_config.topic_prefix}/restart", self.on_mqtt_command
         )
 
-        if not self.mqtt_config.tls_ca_certs is None:
+        if self.mqtt_config.tls_ca_certs is not None:
             if (
-                not self.mqtt_config.tls_client_cert is None
-                and not self.mqtt_config.tls_client_key is None
+                self.mqtt_config.tls_client_cert is not None
+                and self.mqtt_config.tls_client_key is not None
             ):
                 self.client.tls_set(
                     self.mqtt_config.tls_ca_certs,
@@ -189,9 +189,9 @@ class MqttClient(Communicator):  # type: ignore[misc]
                 )
             else:
                 self.client.tls_set(self.mqtt_config.tls_ca_certs)
-        if not self.mqtt_config.tls_insecure is None:
+        if self.mqtt_config.tls_insecure is not None:
             self.client.tls_insecure_set(self.mqtt_config.tls_insecure)
-        if not self.mqtt_config.user is None:
+        if self.mqtt_config.user is not None:
             self.client.username_pw_set(
                 self.mqtt_config.user, password=self.mqtt_config.password
             )
diff --git a/frigate/comms/ws.py b/frigate/comms/ws.py
index c9cc3988a..d036da8e7 100644
--- a/frigate/comms/ws.py
+++ b/frigate/comms/ws.py
@@ -45,7 +45,7 @@ class WebSocketClient(Communicator):  # type: ignore[misc]
                         "topic": json_message.get("topic"),
                         "payload": json_message.get("payload"),
                     }
-                except Exception as e:
+                except Exception:
                     logger.warning(
                         f"Unable to parse websocket message as valid json: {message.data.decode('utf-8')}"
                     )
@@ -82,7 +82,7 @@ class WebSocketClient(Communicator):  # type: ignore[misc]
                     "payload": payload,
                 }
             )
-        except Exception as e:
+        except Exception:
             # if the payload can't be decoded don't relay to clients
             logger.debug(f"payload for {topic} wasn't text. Skipping...")
             return
diff --git a/frigate/config.py b/frigate/config.py
index 56e4dc496..f9203582b 100644
--- a/frigate/config.py
+++ b/frigate/config.py
@@ -8,7 +8,6 @@ from typing import Dict, List, Optional, Tuple, Union
 
 import matplotlib.pyplot as plt
 import numpy as np
-import yaml
 from pydantic import BaseModel, Extra, Field, validator, parse_obj_as
 from pydantic.fields import PrivateAttr
 
@@ -26,7 +25,6 @@ from frigate.util import (
     get_ffmpeg_arg_list,
     escape_special_characters,
     load_config_with_no_duplicates,
-    load_labels,
 )
 from frigate.ffmpeg_presets import (
     parse_preset_hardware_acceleration_decode,
@@ -36,12 +34,9 @@ from frigate.ffmpeg_presets import (
     parse_preset_output_rtmp,
 )
 from frigate.detectors import (
-    PixelFormatEnum,
-    InputTensorEnum,
     ModelConfig,
     DetectorConfig,
 )
-from frigate.version import VERSION
 
 
 logger = logging.getLogger(__name__)
@@ -487,7 +482,7 @@ class CameraFfmpegConfig(FfmpegConfig):
         if len(roles) > len(roles_set):
             raise ValueError("Each input role may only be used once.")
 
-        if not "detect" in roles:
+        if "detect" not in roles:
             raise ValueError("The detect role is required.")
 
         return v
@@ -776,12 +771,12 @@ def verify_config_roles(camera_config: CameraConfig) -> None:
         set([r for i in camera_config.ffmpeg.inputs for r in i.roles])
     )
 
-    if camera_config.record.enabled and not "record" in assigned_roles:
+    if camera_config.record.enabled and "record" not in assigned_roles:
         raise ValueError(
             f"Camera {camera_config.name} has record enabled, but record is not assigned to an input."
         )
 
-    if camera_config.rtmp.enabled and not "rtmp" in assigned_roles:
+    if camera_config.rtmp.enabled and "rtmp" not in assigned_roles:
         raise ValueError(
             f"Camera {camera_config.name} has rtmp enabled, but rtmp is not assigned to an input."
         )
@@ -1062,7 +1057,7 @@ class FrigateConfig(FrigateBaseModel):
                 config.model.dict(exclude_unset=True),
             )
 
-            if not "path" in merged_model:
+            if "path" not in merged_model:
                 if detector_config.type == "cpu":
                     merged_model["path"] = "/cpu_model.tflite"
                 elif detector_config.type == "edgetpu":
diff --git a/frigate/detectors/__init__.py b/frigate/detectors/__init__.py
index 7cbd82f08..c04891f50 100644
--- a/frigate/detectors/__init__.py
+++ b/frigate/detectors/__init__.py
@@ -1,11 +1,5 @@
 import logging
 
-from .detection_api import DetectionApi
-from .detector_config import (
-    PixelFormatEnum,
-    InputTensorEnum,
-    ModelConfig,
-)
 from .detector_types import DetectorTypeEnum, api_types, DetectorConfig
 
 
diff --git a/frigate/detectors/detector_config.py b/frigate/detectors/detector_config.py
index e949065b4..ce11adb2f 100644
--- a/frigate/detectors/detector_config.py
+++ b/frigate/detectors/detector_config.py
@@ -3,12 +3,12 @@ import json
 import logging
 from enum import Enum
 import os
-from typing import Dict, List, Optional, Tuple, Union, Literal
+from typing import Dict, Optional, Tuple
 
 
 import requests
 import matplotlib.pyplot as plt
-from pydantic import BaseModel, Extra, Field, validator
+from pydantic import BaseModel, Extra, Field
 from pydantic.fields import PrivateAttr
 from frigate.plus import PlusApi
 
diff --git a/frigate/detectors/plugins/cpu_tfl.py b/frigate/detectors/plugins/cpu_tfl.py
index a831a9190..6439a9c3d 100644
--- a/frigate/detectors/plugins/cpu_tfl.py
+++ b/frigate/detectors/plugins/cpu_tfl.py
@@ -3,8 +3,9 @@ import numpy as np
 
 from frigate.detectors.detection_api import DetectionApi
 from frigate.detectors.detector_config import BaseDetectorConfig
+
 from typing_extensions import Literal
-from pydantic import Extra, Field
+from pydantic import Field
 
 try:
     from tflite_runtime.interpreter import Interpreter
diff --git a/frigate/detectors/plugins/deepstack.py b/frigate/detectors/plugins/deepstack.py
index 639cd396c..6ef702cb1 100644
--- a/frigate/detectors/plugins/deepstack.py
+++ b/frigate/detectors/plugins/deepstack.py
@@ -6,7 +6,7 @@ import io
 from frigate.detectors.detection_api import DetectionApi
 from frigate.detectors.detector_config import BaseDetectorConfig
 from typing_extensions import Literal
-from pydantic import Extra, Field
+from pydantic import Field
 from PIL import Image
 
 
@@ -64,11 +64,11 @@ class DeepStack(DetectionApi):
         for i, detection in enumerate(response_json.get("predictions")):
             logger.debug(f"Response: {detection}")
             if detection["confidence"] < 0.4:
-                logger.debug(f"Break due to confidence < 0.4")
+                logger.debug("Break due to confidence < 0.4")
                 break
             label = self.get_label_index(detection["label"])
             if label < 0:
-                logger.debug(f"Break due to unknown label")
+                logger.debug("Break due to unknown label")
                 break
             detections[i] = [
                 label,
diff --git a/frigate/detectors/plugins/edgetpu_tfl.py b/frigate/detectors/plugins/edgetpu_tfl.py
index d671dea4d..7e35877c4 100644
--- a/frigate/detectors/plugins/edgetpu_tfl.py
+++ b/frigate/detectors/plugins/edgetpu_tfl.py
@@ -4,7 +4,7 @@ import numpy as np
 from frigate.detectors.detection_api import DetectionApi
 from frigate.detectors.detector_config import BaseDetectorConfig
 from typing_extensions import Literal
-from pydantic import Extra, Field
+from pydantic import Field
 
 try:
     from tflite_runtime.interpreter import Interpreter, load_delegate
diff --git a/frigate/detectors/plugins/openvino.py b/frigate/detectors/plugins/openvino.py
index fe87ac567..3b65e5c29 100644
--- a/frigate/detectors/plugins/openvino.py
+++ b/frigate/detectors/plugins/openvino.py
@@ -5,7 +5,7 @@ import openvino.runtime as ov
 from frigate.detectors.detection_api import DetectionApi
 from frigate.detectors.detector_config import BaseDetectorConfig, ModelTypeEnum
 from typing_extensions import Literal
-from pydantic import Extra, Field
+from pydantic import Field
 
 
 logger = logging.getLogger(__name__)
diff --git a/frigate/detectors/plugins/tensorrt.py b/frigate/detectors/plugins/tensorrt.py
index ac0c4befc..26fa92ccb 100644
--- a/frigate/detectors/plugins/tensorrt.py
+++ b/frigate/detectors/plugins/tensorrt.py
@@ -8,7 +8,7 @@ try:
     from cuda import cuda
 
     TRT_SUPPORT = True
-except ModuleNotFoundError as e:
+except ModuleNotFoundError:
     TRT_SUPPORT = False
 
 from frigate.detectors.detection_api import DetectionApi
@@ -172,7 +172,7 @@ class TensorRtDetector(DetectionApi):
         if not self.context.execute_async_v2(
             bindings=self.bindings, stream_handle=self.stream
         ):
-            logger.warn(f"Execute returned false")
+            logger.warn("Execute returned false")
 
         # Transfer predictions back from the GPU.
         [
diff --git a/frigate/events/cleanup.py b/frigate/events/cleanup.py
index 09b1964fd..a78794a83 100644
--- a/frigate/events/cleanup.py
+++ b/frigate/events/cleanup.py
@@ -7,7 +7,6 @@ import threading
 
 from pathlib import Path
 
-from peewee import fn
 
 from frigate.config import FrigateConfig
 from frigate.const import CLIPS_DIR
@@ -45,9 +44,9 @@ class EventCleanup(threading.Thread):
         )
 
         # loop over object types in db
-        for l in distinct_labels:
+        for event in distinct_labels:
             # get expiration time for this label
-            expire_days = retain_config.objects.get(l.label, retain_config.default)
+            expire_days = retain_config.objects.get(event.label, retain_config.default)
             expire_after = (
                 datetime.datetime.now() - datetime.timedelta(days=expire_days)
             ).timestamp()
@@ -55,8 +54,8 @@ class EventCleanup(threading.Thread):
             expired_events = Event.select().where(
                 Event.camera.not_in(self.camera_keys),
                 Event.start_time < expire_after,
-                Event.label == l.label,
-                Event.retain_indefinitely == False,
+                Event.label == event.label,
+                Event.retain_indefinitely is False,
             )
             # delete the media from disk
             for event in expired_events:
@@ -75,8 +74,8 @@ class EventCleanup(threading.Thread):
             update_query = Event.update(update_params).where(
                 Event.camera.not_in(self.camera_keys),
                 Event.start_time < expire_after,
-                Event.label == l.label,
-                Event.retain_indefinitely == False,
+                Event.label == event.label,
+                Event.retain_indefinitely is False,
             )
             update_query.execute()
 
@@ -92,9 +91,9 @@ class EventCleanup(threading.Thread):
             )
 
             # loop over object types in db
-            for l in distinct_labels:
+            for event in distinct_labels:
                 # get expiration time for this label
-                expire_days = retain_config.objects.get(l.label, retain_config.default)
+                expire_days = retain_config.objects.get(event.label, retain_config.default)
                 expire_after = (
                     datetime.datetime.now() - datetime.timedelta(days=expire_days)
                 ).timestamp()
@@ -102,8 +101,8 @@ class EventCleanup(threading.Thread):
                 expired_events = Event.select().where(
                     Event.camera == name,
                     Event.start_time < expire_after,
-                    Event.label == l.label,
-                    Event.retain_indefinitely == False,
+                    Event.label == event.label,
+                    Event.retain_indefinitely is False,
                 )
                 # delete the grabbed clips from disk
                 for event in expired_events:
@@ -121,8 +120,8 @@ class EventCleanup(threading.Thread):
                 update_query = Event.update(update_params).where(
                     Event.camera == name,
                     Event.start_time < expire_after,
-                    Event.label == l.label,
-                    Event.retain_indefinitely == False,
+                    Event.label == event.label,
+                    Event.retain_indefinitely is False,
                 )
                 update_query.execute()
 
@@ -131,9 +130,9 @@ class EventCleanup(threading.Thread):
           select id,
             label,
             camera,
-          	has_snapshot,
-          	has_clip,
-          	row_number() over (
+            has_snapshot,
+            has_clip,
+            row_number() over (
               partition by label, camera, round(start_time/5,0)*5
               order by end_time-start_time desc
             ) as copy_number
@@ -169,8 +168,8 @@ class EventCleanup(threading.Thread):
 
             # drop events from db where has_clip and has_snapshot are false
             delete_query = Event.delete().where(
-                Event.has_clip == False, Event.has_snapshot == False
+                Event.has_clip is False, Event.has_snapshot is False
             )
             delete_query.execute()
 
-        logger.info(f"Exiting event cleanup...")
+        logger.info("Exiting event cleanup...")
diff --git a/frigate/events/external.py b/frigate/events/external.py
index ee2906e02..2c17c9a03 100644
--- a/frigate/events/external.py
+++ b/frigate/events/external.py
@@ -3,7 +3,6 @@
 import base64
 import cv2
 import datetime
-import glob
 import logging
 import os
 import random
diff --git a/frigate/events/maintainer.py b/frigate/events/maintainer.py
index 898218ef0..f674c5ccf 100644
--- a/frigate/events/maintainer.py
+++ b/frigate/events/maintainer.py
@@ -5,7 +5,6 @@ import threading
 
 from enum import Enum
 
-from peewee import fn
 
 from frigate.config import EventsConfig, FrigateConfig
 from frigate.models import Event
@@ -65,7 +64,7 @@ class EventProcessor(threading.Thread):
     def run(self) -> None:
         # set an end_time on events without an end_time on startup
         Event.update(end_time=Event.start_time + 30).where(
-            Event.end_time == None
+            Event.end_time is None
         ).execute()
 
         while not self.stop_event.is_set():
@@ -99,9 +98,9 @@ class EventProcessor(threading.Thread):
 
         # set an end_time on events without an end_time before exiting
         Event.update(end_time=datetime.datetime.now().timestamp()).where(
-            Event.end_time == None
+            Event.end_time is None
         ).execute()
-        logger.info(f"Exiting event processor...")
+        logger.info("Exiting event processor...")
 
     def handle_object_detection(
         self,
diff --git a/frigate/http.py b/frigate/http.py
index de9fd033c..7abaa805b 100644
--- a/frigate/http.py
+++ b/frigate/http.py
@@ -105,10 +105,10 @@ def events_summary():
 
     clauses = []
 
-    if not has_clip is None:
+    if has_clip is not None:
         clauses.append((Event.has_clip == has_clip))
 
-    if not has_snapshot is None:
+    if has_snapshot is not None:
         clauses.append((Event.has_snapshot == has_snapshot))
 
     if len(clauses) == 0:
@@ -253,7 +253,7 @@ def send_to_plus(id):
     event.plus_id = plus_id
     event.save()
 
-    if not include_annotation is None:
+    if include_annotation is not None:
         box = event.data["box"]
 
         try:
@@ -296,12 +296,12 @@ def false_positive(id):
 
     # events from before the conversion to relative dimensions cant include annotations
     if event.data.get("box") is None:
-        message = f"Events prior to 0.13 cannot be submitted as false positives"
+        message = "Events prior to 0.13 cannot be submitted as false positives"
         logger.error(message)
         return make_response(jsonify({"success": False, "message": message}), 400)
 
     if event.false_positive:
-        message = f"False positive already submitted to Frigate+"
+        message = "False positive already submitted to Frigate+"
         logger.error(message)
         return make_response(jsonify({"success": False, "message": message}), 400)
 
@@ -437,7 +437,7 @@ def get_sub_labels():
                 parts = label.split(",")
 
                 for part in parts:
-                    if not (part.strip()) in sub_labels:
+                    if part.strip() not in sub_labels:
                         sub_labels.append(part.strip())
 
     sub_labels.sort()
@@ -476,7 +476,7 @@ def event_thumbnail(id, max_cache_age=2592000):
     event_complete = False
     try:
         event = Event.get(Event.id == id)
-        if not event.end_time is None:
+        if event.end_time is not None:
             event_complete = True
         thumbnail_bytes = base64.b64decode(event.thumbnail)
     except DoesNotExist:
@@ -486,7 +486,7 @@ def event_thumbnail(id, max_cache_age=2592000):
             for camera_state in camera_states:
                 if id in camera_state.tracked_objects:
                     tracked_obj = camera_state.tracked_objects.get(id)
-                    if not tracked_obj is None:
+                    if tracked_obj is not None:
                         thumbnail_bytes = tracked_obj.get_thumbnail()
         except:
             return "Event not found", 404
@@ -593,7 +593,7 @@ def event_snapshot(id):
     event_complete = False
     jpg_bytes = None
     try:
-        event = Event.get(Event.id == id, Event.end_time != None)
+        event = Event.get(Event.id == id, Event.end_time is not None)
         event_complete = True
         if not event.has_snapshot:
             return "Snapshot not available", 404
@@ -609,7 +609,7 @@ def event_snapshot(id):
             for camera_state in camera_states:
                 if id in camera_state.tracked_objects:
                     tracked_obj = camera_state.tracked_objects.get(id)
-                    if not tracked_obj is None:
+                    if tracked_obj is not None:
                         jpg_bytes = tracked_obj.get_jpg_bytes(
                             timestamp=request.args.get("timestamp", type=int),
                             bounding_box=request.args.get("bbox", type=int),
@@ -645,7 +645,7 @@ def label_snapshot(camera_name, label):
         event_query = (
             Event.select()
             .where(Event.camera == camera_name)
-            .where(Event.has_snapshot == True)
+            .where(Event.has_snapshot is True)
             .order_by(Event.start_time.desc())
         )
     else:
@@ -653,7 +653,7 @@ def label_snapshot(camera_name, label):
             Event.select()
             .where(Event.camera == camera_name)
             .where(Event.label == label)
-            .where(Event.has_snapshot == True)
+            .where(Event.has_snapshot is True)
             .order_by(Event.start_time.desc())
         )
 
@@ -820,13 +820,13 @@ def events():
     if before:
         clauses.append((Event.start_time < before))
 
-    if not has_clip is None:
+    if has_clip is not None:
         clauses.append((Event.has_clip == has_clip))
 
-    if not has_snapshot is None:
+    if has_snapshot is not None:
         clauses.append((Event.has_snapshot == has_snapshot))
 
-    if not in_progress is None:
+    if in_progress is not None:
         clauses.append((Event.end_time.is_null(in_progress)))
 
     if not include_thumbnails:
@@ -899,7 +899,7 @@ def end_event(event_id):
             {"success": False, "message": f"{event_id} must be set and valid."}, 404
         )
 
-    return jsonify({"success": True, "message": f"Event successfully ended."}, 200)
+    return jsonify({"success": True, "message": "Event successfully ended."}, 200)
 
 
 @bp.route("/config")
@@ -959,9 +959,8 @@ def config_save():
 
     # Validate the config schema
     try:
-        new_yaml = FrigateConfig.parse_raw(new_config)
-        check_runtime = new_yaml.runtime_config
-    except Exception as e:
+        FrigateConfig.parse_raw(new_config)
+    except Exception:
         return make_response(
             jsonify(
                 {
@@ -985,12 +984,12 @@ def config_save():
         with open(config_file, "w") as f:
             f.write(new_config)
             f.close()
-    except Exception as e:
+    except Exception:
         return make_response(
             jsonify(
                 {
                     "success": False,
-                    "message": f"Could not write config file, be sure that Frigate has write permission on the config file.",
+                    "message": "Could not write config file, be sure that Frigate has write permission on the config file.",
                 }
             ),
             400,
@@ -1531,7 +1530,7 @@ def ffprobe():
 
     if not path_param:
         return jsonify(
-            {"success": False, "message": f"Path needs to be provided."}, "404"
+            {"success": False, "message": "Path needs to be provided."}, "404"
         )
 
     if path_param.startswith("camera"):
diff --git a/frigate/log.py b/frigate/log.py
index 67866942c..f835b5900 100644
--- a/frigate/log.py
+++ b/frigate/log.py
@@ -10,8 +10,7 @@ from logging import handlers
 from typing import Optional
 from types import FrameType
 from setproctitle import setproctitle
-from typing import Deque, Optional
-from types import FrameType
+from typing import Deque
 from collections import deque
 
 from frigate.util import clean_camera_user_pass
@@ -44,7 +43,7 @@ def root_configurer(queue: Queue) -> None:
 
 
 def log_process(log_queue: Queue) -> None:
-    threading.current_thread().name = f"logger"
+    threading.current_thread().name = "logger"
     setproctitle("frigate.logger")
     listener_configurer()
 
diff --git a/frigate/models.py b/frigate/models.py
index 0d5f1ab4a..6a81eeda4 100644
--- a/frigate/models.py
+++ b/frigate/models.py
@@ -1,4 +1,3 @@
-from numpy import unique
 from peewee import (
     Model,
     CharField,
diff --git a/frigate/object_detection.py b/frigate/object_detection.py
index 129fd6b26..de9494fb1 100644
--- a/frigate/object_detection.py
+++ b/frigate/object_detection.py
@@ -161,7 +161,7 @@ class ObjectDetectProcess:
 
     def start_or_restart(self):
         self.detection_start.value = 0.0
-        if (not self.detect_process is None) and self.detect_process.is_alive():
+        if (self.detect_process is not None) and self.detect_process.is_alive():
             self.stop()
         self.detect_process = mp.Process(
             target=run_detector,
diff --git a/frigate/object_processing.py b/frigate/object_processing.py
index 3088857fa..09181c26f 100644
--- a/frigate/object_processing.py
+++ b/frigate/object_processing.py
@@ -141,7 +141,7 @@ class TrackedObject:
         # check each zone
         for name, zone in self.camera_config.zones.items():
             # if the zone is not for this object type, skip
-            if len(zone.objects) > 0 and not obj_data["label"] in zone.objects:
+            if len(zone.objects) > 0 and obj_data["label"] not in zone.objects:
                 continue
             contour = zone.contour
             # check if the object is in the zone
@@ -177,9 +177,9 @@ class TrackedObject:
         return (thumb_update, significant_change)
 
     def to_dict(self, include_thumbnail: bool = False):
-        snapshot_time = (
+        (
             self.thumbnail_data["frame_time"]
-            if not self.thumbnail_data is None
+            if self.thumbnail_data is not None
             else 0.0
         )
         event = {
@@ -526,7 +526,7 @@ class CameraState:
         for id in removed_ids:
             # publish events to mqtt
             removed_obj = tracked_objects[id]
-            if not "end_time" in removed_obj.obj_data:
+            if "end_time" not in removed_obj.obj_data:
                 removed_obj.obj_data["end_time"] = frame_time
                 for c in self.callbacks["end"]:
                     c(self.name, removed_obj, frame_time)
@@ -1028,4 +1028,4 @@ class TrackedObjectProcessor(threading.Thread):
                 event_id, camera = self.event_processed_queue.get()
                 self.camera_states[camera].finished(event_id)
 
-        logger.info(f"Exiting object processor...")
+        logger.info("Exiting object processor...")
diff --git a/frigate/objects.py b/frigate/objects.py
index ed04ae191..d11aff293 100644
--- a/frigate/objects.py
+++ b/frigate/objects.py
@@ -1,14 +1,7 @@
-import copy
-import datetime
-import itertools
-import multiprocessing as mp
 import random
 import string
-import threading
-import time
 from collections import defaultdict
 
-import cv2
 import numpy as np
 from scipy.spatial import distance as dist
 
@@ -160,7 +153,7 @@ class ObjectTracker:
         # update any tracked objects with labels that are not
         # seen in the current objects and deregister if needed
         for obj in list(self.tracked_objects.values()):
-            if not obj["label"] in new_object_groups:
+            if obj["label"] not in new_object_groups:
                 if self.disappeared[obj["id"]] >= self.max_disappeared:
                     self.deregister(obj["id"])
                 else:
diff --git a/frigate/output.py b/frigate/output.py
index 79a081837..323613e43 100644
--- a/frigate/output.py
+++ b/frigate/output.py
@@ -4,7 +4,6 @@ import logging
 import math
 import multiprocessing as mp
 import os
-import operator
 import queue
 import signal
 import subprocess as sp
@@ -185,7 +184,7 @@ class BirdsEyeFrameManager:
             if len(logo_files) > 0:
                 birdseye_logo = cv2.imread(logo_files[0], cv2.IMREAD_UNCHANGED)
 
-        if not birdseye_logo is None:
+        if birdseye_logo is not None:
             transparent_layer = birdseye_logo[:, :, 3]
             y_offset = height // 2 - transparent_layer.shape[0] // 2
             x_offset = width // 2 - transparent_layer.shape[1] // 2
@@ -229,7 +228,7 @@ class BirdsEyeFrameManager:
         self.last_output_time = 0.0
 
     def clear_frame(self):
-        logger.debug(f"Clearing the birdseye frame")
+        logger.debug("Clearing the birdseye frame")
         self.frame[:] = self.blank_frame
 
     def copy_to_position(self, position, camera=None, frame_time=None):
@@ -301,7 +300,7 @@ class BirdsEyeFrameManager:
         # reset the layout if it needs to be different
         if layout_dim != self.layout_dim or reset_layout:
             if reset_layout:
-                logger.debug(f"Added new cameras, resetting layout...")
+                logger.debug("Added new cameras, resetting layout...")
 
             logger.debug(f"Changing layout size from {self.layout_dim} to {layout_dim}")
             self.layout_dim = layout_dim
@@ -385,7 +384,7 @@ class BirdsEyeFrameManager:
                 ]
             # if not an empty spot and the camera has a newer frame, copy it
             elif (
-                not camera is None
+                camera is not None
                 and self.cameras[camera]["current_frame"]
                 != self.cameras[camera]["layout_frame"]
             ):
@@ -423,8 +422,8 @@ class BirdsEyeFrameManager:
 
 
 def output_frames(config: FrigateConfig, video_output_queue):
-    threading.current_thread().name = f"output"
-    setproctitle(f"frigate.output")
+    threading.current_thread().name = "output"
+    setproctitle("frigate.output")
 
     stop_event = mp.Event()
 
diff --git a/frigate/plus.py b/frigate/plus.py
index 7ba67a62d..863898917 100644
--- a/frigate/plus.py
+++ b/frigate/plus.py
@@ -3,7 +3,7 @@ import json
 import logging
 import os
 import re
-from typing import Any, Dict, List
+from typing import Any, List
 import requests
 from frigate.const import PLUS_ENV_VAR, PLUS_API_HOST
 from requests.models import Response
diff --git a/frigate/ptz.py b/frigate/ptz.py
index a52006b5c..3d02b8a9e 100644
--- a/frigate/ptz.py
+++ b/frigate/ptz.py
@@ -145,7 +145,7 @@ class OnvifController:
         onvif.get_service("ptz").ContinuousMove(move_request)
 
     def _move_to_preset(self, camera_name: str, preset: str) -> None:
-        if not preset in self.cams[camera_name]["presets"]:
+        if preset not in self.cams[camera_name]["presets"]:
             logger.error(f"{preset} is not a valid preset for {camera_name}")
             return
 
diff --git a/frigate/record/cleanup.py b/frigate/record/cleanup.py
index 605979ee4..f1f01486c 100644
--- a/frigate/record/cleanup.py
+++ b/frigate/record/cleanup.py
@@ -225,7 +225,7 @@ class RecordingCleanup(threading.Thread):
 
         recordings_to_delete = []
         for recording in recordings.objects().iterator():
-            if not recording.path in files_on_disk:
+            if recording.path not in files_on_disk:
                 recordings_to_delete.append(recording.id)
 
         logger.debug(
@@ -247,7 +247,7 @@ class RecordingCleanup(threading.Thread):
         # Expire tmp clips every minute, recordings and clean directories every hour.
         for counter in itertools.cycle(range(self.config.record.expire_interval)):
             if self.stop_event.wait(60):
-                logger.info(f"Exiting recording cleanup...")
+                logger.info("Exiting recording cleanup...")
                 break
             self.clean_tmp_clips()
 
diff --git a/frigate/record/maintainer.py b/frigate/record/maintainer.py
index 651bd1214..fc8a00d8b 100644
--- a/frigate/record/maintainer.py
+++ b/frigate/record/maintainer.py
@@ -115,7 +115,7 @@ class RecordingMaintainer(threading.Thread):
                 Event.select()
                 .where(
                     Event.camera == camera,
-                    (Event.end_time == None)
+                    (Event.end_time is None)
                     | (Event.end_time >= recordings[0]["start_time"].timestamp()),
                     Event.has_clip,
                 )
@@ -127,7 +127,7 @@ class RecordingMaintainer(threading.Thread):
 
                 # Just delete files if recordings are turned off
                 if (
-                    not camera in self.config.cameras
+                    camera not in self.config.cameras
                     or not self.process_info[camera]["record_enabled"].value
                 ):
                     Path(cache_path).unlink(missing_ok=True)
@@ -394,4 +394,4 @@ class RecordingMaintainer(threading.Thread):
             duration = datetime.datetime.now().timestamp() - run_start
             wait_time = max(0, 5 - duration)
 
-        logger.info(f"Exiting recording maintenance...")
+        logger.info("Exiting recording maintenance...")
diff --git a/frigate/stats.py b/frigate/stats.py
index 55db809d3..3f042cf4a 100644
--- a/frigate/stats.py
+++ b/frigate/stats.py
@@ -308,4 +308,4 @@ class StatsEmitter(threading.Thread):
             )
             self.dispatcher.publish("stats", json.dumps(stats), retain=False)
             logger.debug("Finished stats collection")
-        logger.info(f"Exiting stats emitter...")
+        logger.info("Exiting stats emitter...")
diff --git a/frigate/storage.py b/frigate/storage.py
index 5b66abbdc..c22a6363f 100644
--- a/frigate/storage.py
+++ b/frigate/storage.py
@@ -107,7 +107,7 @@ class StorageMaintainer(threading.Thread):
         retained_events: Event = (
             Event.select()
             .where(
-                Event.retain_indefinitely == True,
+                Event.retain_indefinitely is True,
                 Event.has_clip,
             )
             .order_by(Event.start_time.asc())
@@ -188,4 +188,4 @@ class StorageMaintainer(threading.Thread):
             if self.check_storage_needs_cleanup():
                 self.reduce_storage_consumption()
 
-        logger.info(f"Exiting storage maintainer...")
+        logger.info("Exiting storage maintainer...")
diff --git a/frigate/test/test_config.py b/frigate/test/test_config.py
index 7cd5e2217..51109b35c 100644
--- a/frigate/test/test_config.py
+++ b/frigate/test/test_config.py
@@ -675,7 +675,7 @@ class TestConfig(unittest.TestCase):
         runtime_config = frigate_config.runtime_config()
         ffmpeg_cmds = runtime_config.cameras["back"].ffmpeg_cmds
         assert len(ffmpeg_cmds) == 1
-        assert not "clips" in ffmpeg_cmds[0]["roles"]
+        assert "clips" not in ffmpeg_cmds[0]["roles"]
 
     def test_max_disappeared_default(self):
         config = {
@@ -986,7 +986,7 @@ class TestConfig(unittest.TestCase):
         }
 
         frigate_config = FrigateConfig(**config)
-        runtime_config = frigate_config.runtime_config()
+        frigate_config.runtime_config()
 
     def test_global_detect(self):
         config = {
@@ -1145,7 +1145,7 @@ class TestConfig(unittest.TestCase):
         assert config == frigate_config.dict(exclude_unset=True)
 
         runtime_config = frigate_config.runtime_config()
-        assert runtime_config.cameras["back"].snapshots.bounding_box == False
+        assert runtime_config.cameras["back"].snapshots.bounding_box is False
         assert runtime_config.cameras["back"].snapshots.height == 150
         assert runtime_config.cameras["back"].snapshots.enabled
 
diff --git a/frigate/test/test_gpu_stats.py b/frigate/test/test_gpu_stats.py
index 5742a583d..2cf92def1 100644
--- a/frigate/test/test_gpu_stats.py
+++ b/frigate/test/test_gpu_stats.py
@@ -1,7 +1,7 @@
 import unittest
 from unittest.mock import MagicMock, patch
 
-from frigate.util import get_amd_gpu_stats, get_intel_gpu_stats, get_nvidia_gpu_stats
+from frigate.util import get_amd_gpu_stats, get_intel_gpu_stats
 
 
 class TestGpuStats(unittest.TestCase):
diff --git a/frigate/test/test_http.py b/frigate/test/test_http.py
index ecb500383..1eb0de197 100644
--- a/frigate/test/test_http.py
+++ b/frigate/test/test_http.py
@@ -128,22 +128,22 @@ class TestHttp(unittest.TestCase):
 
         with app.test_client() as client:
             _insert_mock_event(id)
-            events = client.get(f"/events").json
+            events = client.get("/events").json
             assert events
             assert len(events) == 1
             assert events[0]["id"] == id
             _insert_mock_event(id2)
-            events = client.get(f"/events").json
+            events = client.get("/events").json
             assert events
             assert len(events) == 2
             events = client.get(
-                f"/events",
+                "/events",
                 query_string={"limit": 1},
             ).json
             assert events
             assert len(events) == 1
             events = client.get(
-                f"/events",
+                "/events",
                 query_string={"has_clip": 0},
             ).json
             assert not events
@@ -230,12 +230,12 @@ class TestHttp(unittest.TestCase):
             event = client.get(f"/events/{id}").json
             assert event
             assert event["id"] == id
-            assert event["retain_indefinitely"] == True
+            assert event["retain_indefinitely"] is True
             client.delete(f"/events/{id}/retain")
             event = client.get(f"/events/{id}").json
             assert event
             assert event["id"] == id
-            assert event["retain_indefinitely"] == False
+            assert event["retain_indefinitely"] is False
 
     def test_set_delete_sub_label(self):
         app = create_app(
diff --git a/frigate/test/test_reduce_boxes.py b/frigate/test/test_reduce_boxes.py
index 69d6f7177..1b961a3d4 100644
--- a/frigate/test/test_reduce_boxes.py
+++ b/frigate/test/test_reduce_boxes.py
@@ -1,4 +1,3 @@
-import numpy as np
 from unittest import TestCase, main
 from frigate.video import box_overlaps, reduce_boxes
 
diff --git a/frigate/test/test_storage.py b/frigate/test/test_storage.py
index 22ea6fc1e..a17e067d4 100644
--- a/frigate/test/test_storage.py
+++ b/frigate/test/test_storage.py
@@ -1,18 +1,15 @@
 import datetime
-import json
 import logging
 import os
 import unittest
-from unittest.mock import MagicMock, patch
+from unittest.mock import MagicMock
 
 from peewee import DoesNotExist
 from peewee_migrate import Router
 from playhouse.sqlite_ext import SqliteExtDatabase
 from playhouse.sqliteq import SqliteQueueDatabase
-from playhouse.shortcuts import model_to_dict
 
 from frigate.config import FrigateConfig
-from frigate.http import create_app
 from frigate.models import Event, Recordings
 from frigate.storage import StorageMaintainer
 
diff --git a/frigate/test/test_yuv_region_2_rgb.py b/frigate/test/test_yuv_region_2_rgb.py
index 96f421565..6681b5636 100644
--- a/frigate/test/test_yuv_region_2_rgb.py
+++ b/frigate/test/test_yuv_region_2_rgb.py
@@ -33,7 +33,7 @@ class TestYuvRegion2RGB(TestCase):
         # cv2.imwrite(f"bgr_frame.jpg", self.bgr_frame)
         yuv_frame = cv2.cvtColor(bgr_frame, cv2.COLOR_BGR2YUV_I420)
 
-        cropped = yuv_region_2_rgb(yuv_frame, (0, 852, 648, 1500))
+        yuv_region_2_rgb(yuv_frame, (0, 852, 648, 1500))
         # cv2.imwrite(f"cropped.jpg", cv2.cvtColor(cropped, cv2.COLOR_RGB2BGR))
 
 
diff --git a/frigate/util.py b/frigate/util.py
index 47b7b4323..53d85bf9a 100755
--- a/frigate/util.py
+++ b/frigate/util.py
@@ -20,7 +20,6 @@ import py3nvml.py3nvml as nvml
 
 import cv2
 import numpy as np
-import os
 import psutil
 import pytz
 
@@ -457,7 +456,7 @@ def copy_yuv_to_position(
     # clear v2
     destination_frame[v2[1] : v2[3], v2[0] : v2[2]] = 128
 
-    if not source_frame is None:
+    if source_frame is not None:
         # calculate the resized frame, maintaining the aspect ratio
         source_aspect_ratio = source_frame.shape[1] / (source_frame.shape[0] // 3 * 2)
         dest_aspect_ratio = destination_shape[1] / destination_shape[0]
diff --git a/frigate/video.py b/frigate/video.py
index a3356a586..263d8f893 100755
--- a/frigate/video.py
+++ b/frigate/video.py
@@ -45,7 +45,7 @@ def filtered(obj, objects_to_track, object_filters):
     object_area = obj[3]
     object_ratio = obj[4]
 
-    if not object_name in objects_to_track:
+    if object_name not in objects_to_track:
         return True
 
     if object_name in object_filters:
@@ -73,7 +73,7 @@ def filtered(obj, objects_to_track, object_filters):
         if obj_settings.max_ratio < object_ratio:
             return True
 
-        if not obj_settings.mask is None:
+        if obj_settings.mask is not None:
             # compute the coordinates of the object and make sure
             # the location isn't outside the bounds of the image (can happen from rounding)
             object_xmin = object_box[0]
@@ -169,20 +169,20 @@ def capture_frames(
     skipped_eps.start()
     while True:
         fps.value = frame_rate.eps()
-        skipped_fps = skipped_eps.eps()
+        skipped_eps.eps()
 
         current_frame.value = datetime.datetime.now().timestamp()
         frame_name = f"{camera_name}{current_frame.value}"
         frame_buffer = frame_manager.create(frame_name, frame_size)
         try:
             frame_buffer[:] = ffmpeg_process.stdout.read(frame_size)
-        except Exception as e:
+        except Exception:
             # shutdown has been initiated
             if stop_event.is_set():
                 break
             logger.error(f"{camera_name}: Unable to read frames from ffmpeg process.")
 
-            if ffmpeg_process.poll() != None:
+            if ffmpeg_process.poll() is not None:
                 logger.error(
                     f"{camera_name}: ffmpeg process is not running. exiting capture thread..."
                 )
@@ -604,7 +604,7 @@ def process_frames(
 
     while not stop_event.is_set():
         if exit_on_empty and frame_queue.empty():
-            logger.info(f"Exiting track_objects...")
+            logger.info("Exiting track_objects...")
             break
 
         try:
@@ -655,7 +655,7 @@ def process_frames(
             tracked_object_boxes = [
                 obj["box"]
                 for obj in object_tracker.tracked_objects.values()
-                if not obj["id"] in stationary_object_ids
+                if obj["id"] not in stationary_object_ids
             ]
 
             # combine motion boxes with known locations of existing objects
diff --git a/frigate/watchdog.py b/frigate/watchdog.py
index 5df826f0e..94612e4fa 100644
--- a/frigate/watchdog.py
+++ b/frigate/watchdog.py
@@ -2,8 +2,6 @@ import datetime
 import logging
 import threading
 import time
-import os
-import signal
 
 from frigate.object_detection import ObjectDetectProcess
 from frigate.util import restart_frigate
@@ -39,4 +37,4 @@ class FrigateWatchdog(threading.Thread):
                     logger.info("Detection appears to have stopped. Exiting Frigate...")
                     restart_frigate()
 
-        logger.info(f"Exiting watchdog...")
+        logger.info("Exiting watchdog...")