diff --git a/simba/data_processors/kleinberg_calculator.py b/simba/data_processors/kleinberg_calculator.py
index 082a89dfb..29f4bf8ad 100644
--- a/simba/data_processors/kleinberg_calculator.py
+++ b/simba/data_processors/kleinberg_calculator.py
@@ -15,7 +15,7 @@
                                 check_if_filepath_list_is_empty, check_int,
                                 check_that_column_exist, check_valid_lst)
 from simba.utils.enums import Paths, TagNames
-from simba.utils.printing import log_event, stdout_success, SimbaTimer
+from simba.utils.printing import SimbaTimer, log_event, stdout_success
 from simba.utils.read_write import get_fn_ext, read_df, write_df
 from simba.utils.warnings import KleinbergWarning
 
diff --git a/simba/mixins/statistics_mixin.py b/simba/mixins/statistics_mixin.py
index c12ed9760..97818b128 100644
--- a/simba/mixins/statistics_mixin.py
+++ b/simba/mixins/statistics_mixin.py
@@ -14,16 +14,18 @@
     from typing_extensions import Literal
 
 import numpy as np
-from numba import (bool_, float32, float64, int8, jit, njit, objmode, optional, prange, typed, types)
+from numba import (bool_, float32, float64, int8, jit, njit, objmode, optional,
+                   prange, typed, types)
 from scipy import stats
 from scipy.stats.distributions import chi2
 from sklearn.covariance import EllipticEnvelope
 from sklearn.ensemble import IsolationForest
 
 from simba.mixins.feature_extraction_mixin import FeatureExtractionMixin
-from simba.utils.checks import (check_float, check_int, check_str, check_valid_array, check_valid_dataframe)
+from simba.utils.checks import (check_float, check_int, check_str,
+                                check_valid_array, check_valid_dataframe)
 from simba.utils.data import bucket_data, fast_mean_rank, fast_minimum_rank
-from simba.utils.enums import Options, Formats
+from simba.utils.enums import Formats, Options
 from simba.utils.errors import CountError, InvalidInputError
 
 
diff --git a/simba/utils/custom_feature_extractor.py b/simba/utils/custom_feature_extractor.py
index d68ee7d41..a5514ab3f 100644
--- a/simba/utils/custom_feature_extractor.py
+++ b/simba/utils/custom_feature_extractor.py
@@ -8,7 +8,9 @@
 from typing import Optional, Union
 
 from simba.mixins.config_reader import ConfigReader
-from simba.utils.checks import (check_file_exist_and_readable, check_if_module_has_import, check_instance, check_str)
+from simba.utils.checks import (check_file_exist_and_readable,
+                                check_if_module_has_import, check_instance,
+                                check_str)
 from simba.utils.errors import CountError, InvalidFileTypeError
 from simba.utils.printing import stdout_warning
 from simba.utils.read_write import get_fn_ext