diff --git a/simba/mixins/plotting_mixin.py b/simba/mixins/plotting_mixin.py
index 7291e3ad7..54b7c3a95 100644
--- a/simba/mixins/plotting_mixin.py
+++ b/simba/mixins/plotting_mixin.py
@@ -15,7 +15,6 @@
 import seaborn as sns
 from matplotlib import cm
 from matplotlib.backends.backend_agg import FigureCanvasAgg as FigureCanvas
-
 from numba import bool_, njit, uint8
 from PIL import Image
 
diff --git a/simba/plotting/ROI_feature_visualizer_mp.py b/simba/plotting/ROI_feature_visualizer_mp.py
index 560c77831..010911a7f 100644
--- a/simba/plotting/ROI_feature_visualizer_mp.py
+++ b/simba/plotting/ROI_feature_visualizer_mp.py
@@ -5,7 +5,7 @@
 import multiprocessing
 import os
 import platform
-from typing import Any, Dict, List, Optional, Union, Tuple
+from typing import Any, Dict, List, Optional, Tuple, Union
 
 import cv2
 import numpy as np
diff --git a/simba/plotting/gantt_creator.py b/simba/plotting/gantt_creator.py
index 3ba721bbd..46521d9ae 100644
--- a/simba/plotting/gantt_creator.py
+++ b/simba/plotting/gantt_creator.py
@@ -3,7 +3,7 @@
 import io
 import os
 import shutil
-from typing import Dict, List, Union, Optional
+from typing import Dict, List, Optional, Union
 
 import cv2
 import matplotlib.pyplot as plt
@@ -12,10 +12,10 @@
 
 from simba.mixins.config_reader import ConfigReader
 from simba.mixins.plotting_mixin import PlottingMixin
-from simba.utils.checks import (check_all_file_names_are_represented_in_video_log,
-                                check_file_exist_and_readable,
-                                check_valid_lst,
-                                check_if_keys_exist_in_dict)
+from simba.utils.checks import (
+    check_all_file_names_are_represented_in_video_log,
+    check_file_exist_and_readable, check_if_keys_exist_in_dict,
+    check_valid_lst)
 from simba.utils.data import detect_bouts
 from simba.utils.enums import Formats
 from simba.utils.errors import NoSpecifiedOutputError
diff --git a/simba/plotting/gantt_creator_mp.py b/simba/plotting/gantt_creator_mp.py
index ad18f89cd..82a3859f4 100644
--- a/simba/plotting/gantt_creator_mp.py
+++ b/simba/plotting/gantt_creator_mp.py
@@ -5,31 +5,36 @@
 
 warnings.simplefilter(action="ignore", category=FutureWarning)
 import functools
+import io
 import multiprocessing
 import os
-import io
-import PIL
 import platform
 import shutil
-import cv2
-import pandas as pd
 from typing import Dict, List, Optional, Union
-import numpy as np
-import matplotlib.pyplot as plt
+
+import cv2
 import matplotlib
-from matplotlib.figure import Figure
+import matplotlib.pyplot as plt
+import numpy as np
+import pandas as pd
+import PIL
 #matplotlib.use('agg')
 from matplotlib.backends.backend_agg import FigureCanvasAgg as FigureCanvas
+from matplotlib.figure import Figure
 
 from simba.mixins.config_reader import ConfigReader
 from simba.mixins.plotting_mixin import PlottingMixin
-from simba.utils.checks import (check_all_file_names_are_represented_in_video_log, check_file_exist_and_readable, check_if_keys_exist_in_dict, check_int, check_that_column_exist, check_valid_lst)
+from simba.utils.checks import (
+    check_all_file_names_are_represented_in_video_log,
+    check_file_exist_and_readable, check_if_keys_exist_in_dict, check_int,
+    check_that_column_exist, check_valid_lst)
 from simba.utils.data import detect_bouts
 from simba.utils.enums import Formats
 from simba.utils.errors import NoSpecifiedOutputError
 from simba.utils.lookups import get_named_colors
 from simba.utils.printing import SimbaTimer, stdout_success
-from simba.utils.read_write import (concatenate_videos_in_folder, find_core_cnt, get_fn_ext, read_df)
+from simba.utils.read_write import (concatenate_videos_in_folder,
+                                    find_core_cnt, get_fn_ext, read_df)
 
 HEIGHT = "height"
 WIDTH = "width"
diff --git a/simba/plotting/heat_mapper_location.py b/simba/plotting/heat_mapper_location.py
index 01218b4ed..6a13db65a 100644
--- a/simba/plotting/heat_mapper_location.py
+++ b/simba/plotting/heat_mapper_location.py
@@ -1,22 +1,25 @@
 __author__ = "Simon Nilsson"
 
 import os
-from typing import List, Union, Optional, Any, Dict
+import shutil
+from typing import Any, Dict, List, Optional, Union
 
 import cv2
 import numpy as np
 import pandas as pd
 from numba import jit, prange
-import shutil
 
 from simba.mixins.config_reader import ConfigReader
 from simba.mixins.geometry_mixin import GeometryMixin
 from simba.mixins.plotting_mixin import PlottingMixin
+from simba.utils.checks import (
+    check_all_file_names_are_represented_in_video_log,
+    check_file_exist_and_readable, check_float, check_if_keys_exist_in_dict,
+    check_int, check_valid_lst)
 from simba.utils.enums import Formats, TagNames
 from simba.utils.errors import NoSpecifiedOutputError
 from simba.utils.printing import SimbaTimer, log_event, stdout_success
 from simba.utils.read_write import get_fn_ext, read_df
-from simba.utils.checks import check_file_exist_and_readable, check_valid_lst, check_if_keys_exist_in_dict, check_int, check_all_file_names_are_represented_in_video_log, check_float
 
 STYLE_PALETTE = 'palette'
 STYLE_SHADING = 'shading'
diff --git a/simba/plotting/heat_mapper_location_mp.py b/simba/plotting/heat_mapper_location_mp.py
index 84088251e..78c389acd 100644
--- a/simba/plotting/heat_mapper_location_mp.py
+++ b/simba/plotting/heat_mapper_location_mp.py
@@ -2,7 +2,7 @@
 import multiprocessing
 import os
 import platform
-from typing import List, Optional, Union, Any, Dict
+from typing import Any, Dict, List, Optional, Union
 
 import cv2
 import numpy as np
@@ -11,12 +11,16 @@
 from simba.mixins.config_reader import ConfigReader
 from simba.mixins.geometry_mixin import GeometryMixin
 from simba.mixins.plotting_mixin import PlottingMixin
+from simba.utils.checks import (
+    check_all_file_names_are_represented_in_video_log,
+    check_file_exist_and_readable, check_float, check_if_keys_exist_in_dict,
+    check_int, check_valid_lst)
 from simba.utils.enums import Defaults, Formats, TagNames
 from simba.utils.errors import NoSpecifiedOutputError
 from simba.utils.printing import SimbaTimer, log_event, stdout_success
-from simba.utils.read_write import (concatenate_videos_in_folder, find_core_cnt, get_fn_ext, read_df, remove_a_folder)
-from simba.utils.checks import check_file_exist_and_readable, check_valid_lst, check_if_keys_exist_in_dict, check_int, check_all_file_names_are_represented_in_video_log, check_float
-
+from simba.utils.read_write import (concatenate_videos_in_folder,
+                                    find_core_cnt, get_fn_ext, read_df,
+                                    remove_a_folder)
 
 STYLE_PALETTE = 'palette'
 STYLE_SHADING = 'shading'
diff --git a/simba/plotting/plot_clf_results.py b/simba/plotting/plot_clf_results.py
index 3292074c1..c7f51fe4c 100644
--- a/simba/plotting/plot_clf_results.py
+++ b/simba/plotting/plot_clf_results.py
@@ -13,12 +13,14 @@
 from simba.mixins.config_reader import ConfigReader
 from simba.mixins.plotting_mixin import PlottingMixin
 from simba.mixins.train_model_mixin import TrainModelMixin
-from simba.utils.checks import (check_file_exist_and_readable, check_float, check_int)
+from simba.utils.checks import (check_file_exist_and_readable, check_float,
+                                check_int)
 from simba.utils.data import create_color_palette
 from simba.utils.enums import ConfigKey, Dtypes, Formats, TagNames
 from simba.utils.errors import NoSpecifiedOutputError
 from simba.utils.printing import log_event, stdout_success
-from simba.utils.read_write import (get_fn_ext, get_video_meta_data, read_config_entry, read_df)
+from simba.utils.read_write import (get_fn_ext, get_video_meta_data,
+                                    read_config_entry, read_df)
 
 
 class PlotSklearnResultsSingleCore(ConfigReader, TrainModelMixin, PlottingMixin):