diff --git a/soccertrack/metrics/__init__.py b/soccertrack/metrics/__init__.py
index 6804f922..f2876981 100644
--- a/soccertrack/metrics/__init__.py
+++ b/soccertrack/metrics/__init__.py
@@ -1,3 +1,8 @@
+from soccertrack.metrics.cost_matrix_metrics import (
+    BaseCostMatrixMetric,
+    CosineCMM,
+    IoUCMM,
+)
 from soccertrack.metrics.hota import hota_score
 from soccertrack.metrics.identity import identity_score
 from soccertrack.metrics.mota import mota_score
@@ -8,11 +13,6 @@
     map_score,
     map_score_range,
 )
-from soccertrack.metrics.cost_matrix_metrics import (
-    BaseCostMatrixMetric,
-    IoUCMM,
-    CosineCMM,
-)
 
 __all__ = [
     "hota_score",
diff --git a/soccertrack/metrics/cost_matrix_metrics.py b/soccertrack/metrics/cost_matrix_metrics.py
index c5a34d49..7924c71a 100644
--- a/soccertrack/metrics/cost_matrix_metrics.py
+++ b/soccertrack/metrics/cost_matrix_metrics.py
@@ -6,13 +6,9 @@
 import numpy as np
 from scipy.spatial.distance import cdist
 
+from soccertrack.checks import _check_cost_matrix, _check_detections, _check_trackers
 from soccertrack.metrics import iou_score
 from soccertrack.types import Detection, Tracker
-from soccertrack.checks import (
-    _check_trackers,
-    _check_detections,
-    _check_cost_matrix,
-)
 
 
 class BaseCostMatrixMetric(ABC):
diff --git a/soccertrack/metrics/tracking_preprocess.py b/soccertrack/metrics/tracking_preprocess.py
index 44be6ff8..0dcf0b2a 100644
--- a/soccertrack/metrics/tracking_preprocess.py
+++ b/soccertrack/metrics/tracking_preprocess.py
@@ -5,6 +5,7 @@
 
 import numpy as np
 from scipy.spatial.distance import cdist
+
 from soccertrack.metrics.object_detection import convert_to_x1y1x2y2, iou_score
 
 
diff --git a/soccertrack/tracking_model/matching.py b/soccertrack/tracking_model/matching.py
index b3d822eb..ab0f05a3 100644
--- a/soccertrack/tracking_model/matching.py
+++ b/soccertrack/tracking_model/matching.py
@@ -10,10 +10,13 @@
 from scipy.optimize import linear_sum_assignment
 from scipy.spatial.distance import cdist
 
-from soccertrack.checks import (_check_cost_matrix, _check_detections,
-                                _check_matches, _check_trackers)
-from soccertrack.metrics import (BaseCostMatrixMetric, CosineCMM, IoUCMM,
-                                 iou_score)
+from soccertrack.checks import (
+    _check_cost_matrix,
+    _check_detections,
+    _check_matches,
+    _check_trackers,
+)
+from soccertrack.metrics import BaseCostMatrixMetric, CosineCMM, IoUCMM, iou_score
 from soccertrack.tracking_model import SingleObjectTracker
 from soccertrack.types import Detection
 
diff --git a/soccertrack/tracking_model/multi_object_tracker.py b/soccertrack/tracking_model/multi_object_tracker.py
index 887bfbdf..8a91f5fb 100644
--- a/soccertrack/tracking_model/multi_object_tracker.py
+++ b/soccertrack/tracking_model/multi_object_tracker.py
@@ -12,8 +12,7 @@
 
 from soccertrack import BBoxDataFrame, Camera
 from soccertrack.logger import logger, tqdm
-from soccertrack.tracking_model.tracker import (KalmanTracker,
-                                                SingleObjectTracker)
+from soccertrack.tracking_model.tracker import KalmanTracker, SingleObjectTracker
 from soccertrack.types import Box, Detection, Track, Vector, _pathlike
 
 DEFAULT_MODEL_SPEC = ModelPreset.constant_velocity_and_static_box_size_2d.value
diff --git a/soccertrack/tracking_model/single_object_tracker.py b/soccertrack/tracking_model/single_object_tracker.py
index ad86d697..7a405529 100644
--- a/soccertrack/tracking_model/single_object_tracker.py
+++ b/soccertrack/tracking_model/single_object_tracker.py
@@ -1,16 +1,16 @@
 from __future__ import annotations
 
 import uuid
+from abc import ABC, abstractmethod
 from collections.abc import Iterable
 from typing import Any, Callable, Dict, List, Optional, Sequence, Tuple, Type, Union
-from abc import ABC, abstractmethod
 
 import numpy as np
 import pandas as pd
 
 from soccertrack import BBoxDataFrame
 from soccertrack.logger import logger
-from soccertrack.types import Detection, Box, Vector, Tracker
+from soccertrack.types import Box, Detection, Tracker, Vector
 
 
 class SingleObjectTracker(Tracker):
diff --git a/tests/test_tracking_model/test_matching.py b/tests/test_tracking_model/test_matching.py
index 3b79fe44..a91e278a 100644
--- a/tests/test_tracking_model/test_matching.py
+++ b/tests/test_tracking_model/test_matching.py
@@ -16,8 +16,7 @@
 import numpy as np
 
 from soccertrack.logger import *
-from soccertrack.tracking_model import (MotionVisualMatchingFunction,
-                                        SingleObjectTracker)
+from soccertrack.tracking_model import MotionVisualMatchingFunction, SingleObjectTracker
 from soccertrack.types import Detection
 
 dets = [