diff --git a/simba/model/grid_search_rf.py b/simba/model/grid_search_rf.py
index 35ddb50ac..e41ebc5ec 100644
--- a/simba/model/grid_search_rf.py
+++ b/simba/model/grid_search_rf.py
@@ -9,10 +9,12 @@
 from simba.mixins.config_reader import ConfigReader
 from simba.mixins.train_model_mixin import TrainModelMixin
 from simba.utils.checks import check_if_filepath_list_is_empty
-from simba.utils.enums import (ConfigKey, Dtypes, Formats, Methods, MLParamKeys, Options)
+from simba.utils.enums import (ConfigKey, Dtypes, Formats, Methods,
+                               MLParamKeys, Options)
 from simba.utils.errors import InvalidInputError, NoDataError
 from simba.utils.printing import stdout_success
-from simba.utils.read_write import (read_config_entry, read_simba_meta_files, write_df)
+from simba.utils.read_write import (read_config_entry, read_simba_meta_files,
+                                    write_df)
 
 
 class GridSearchRandomForestClassifier(ConfigReader, TrainModelMixin):
diff --git a/simba/model/inference_batch.py b/simba/model/inference_batch.py
index 4df1256fe..042b59c18 100644
--- a/simba/model/inference_batch.py
+++ b/simba/model/inference_batch.py
@@ -2,18 +2,21 @@
 
 import os
 from copy import deepcopy
-from typing import Union, Optional
+from typing import Optional, Union
 
 import numpy as np
 
 from simba.mixins.config_reader import ConfigReader
 from simba.mixins.train_model_mixin import TrainModelMixin
-from simba.utils.checks import (check_all_file_names_are_represented_in_video_log, check_if_keys_exist_in_dict, check_if_dir_exists)
+from simba.utils.checks import (
+    check_all_file_names_are_represented_in_video_log, check_if_dir_exists,
+    check_if_keys_exist_in_dict)
 from simba.utils.data import plug_holes_shortest_bout
 from simba.utils.enums import TagNames
 from simba.utils.errors import NoFilesFoundError
 from simba.utils.printing import SimbaTimer, log_event, stdout_success
-from simba.utils.read_write import get_fn_ext, read_df, write_df, find_files_of_filetypes_in_directory
+from simba.utils.read_write import (find_files_of_filetypes_in_directory,
+                                    get_fn_ext, read_df, write_df)
 
 
 class InferenceBatch(TrainModelMixin, ConfigReader):
diff --git a/simba/model/train_rf.py b/simba/model/train_rf.py
index 5e8a35adc..25ff3eeb2 100644
--- a/simba/model/train_rf.py
+++ b/simba/model/train_rf.py
@@ -2,15 +2,17 @@
 
 import ast
 import os
-from typing import Union, Optional
+from typing import Optional, Union
 
 import pandas as pd
 from sklearn.model_selection import train_test_split
 
 from simba.mixins.config_reader import ConfigReader
 from simba.mixins.train_model_mixin import TrainModelMixin
-from simba.utils.checks import check_if_filepath_list_is_empty, check_int, check_if_dir_exists
-from simba.utils.enums import (ConfigKey, Dtypes, Formats, Methods, MLParamKeys, Options)
+from simba.utils.checks import (check_if_dir_exists,
+                                check_if_filepath_list_is_empty, check_int)
+from simba.utils.enums import (ConfigKey, Dtypes, Formats, Methods,
+                               MLParamKeys, Options)
 from simba.utils.printing import SimbaTimer, stdout_success
 from simba.utils.read_write import read_config_entry, write_df
 
diff --git a/simba/video_processors/video_processing.py b/simba/video_processors/video_processing.py
index 9816a065f..6d7f570d4 100644
--- a/simba/video_processors/video_processing.py
+++ b/simba/video_processors/video_processing.py
@@ -46,8 +46,9 @@
                                 NoFilesFoundError, NotDirectoryError,
                                 ResolutionError)
 from simba.utils.lookups import (get_ffmpeg_crossfade_methods, get_fonts,
-                                 percent_to_crf_lookup, percent_to_qv_lk,
-                                 video_quality_to_preset_lookup, get_named_colors)
+                                 get_named_colors, percent_to_crf_lookup,
+                                 percent_to_qv_lk,
+                                 video_quality_to_preset_lookup)
 from simba.utils.printing import SimbaTimer, stdout_success
 from simba.utils.read_write import (
     check_if_hhmmss_timestamp_is_valid_part_of_video,