diff --git a/src/insight/alembic/versions/9aca5ae68ff5_add_initial_tables.py b/src/insight/alembic/versions/9aca5ae68ff5_add_initial_tables.py
index 80211c87..ce00710a 100644
--- a/src/insight/alembic/versions/9aca5ae68ff5_add_initial_tables.py
+++ b/src/insight/alembic/versions/9aca5ae68ff5_add_initial_tables.py
@@ -5,6 +5,7 @@
 Create Date: 2022-07-27 12:30:49.163648
 
 """
+
 import sqlalchemy as sa
 from alembic import op
 
diff --git a/src/insight/alembic/versions/a2198ae60b44_added_version_name_unique_constaint.py b/src/insight/alembic/versions/a2198ae60b44_added_version_name_unique_constaint.py
index d8155847..1b17f080 100644
--- a/src/insight/alembic/versions/a2198ae60b44_added_version_name_unique_constaint.py
+++ b/src/insight/alembic/versions/a2198ae60b44_added_version_name_unique_constaint.py
@@ -5,6 +5,7 @@
 Create Date: 2023-12-13 13:25:17.878689
 
 """
+
 import sqlalchemy as sa
 from alembic import op
 
diff --git a/src/insight/alembic/versions/d2198fd60b0e_added_result_run_id.py b/src/insight/alembic/versions/d2198fd60b0e_added_result_run_id.py
index 2ff658e1..3b2142fb 100644
--- a/src/insight/alembic/versions/d2198fd60b0e_added_result_run_id.py
+++ b/src/insight/alembic/versions/d2198fd60b0e_added_result_run_id.py
@@ -5,6 +5,7 @@
 Create Date: 2023-09-14 12:25:17.878689
 
 """
+
 import sqlalchemy as sa
 from alembic import op
 
diff --git a/src/insight/metrics/base.py b/src/insight/metrics/base.py
index 5df2f67b..e5096379 100644
--- a/src/insight/metrics/base.py
+++ b/src/insight/metrics/base.py
@@ -185,8 +185,7 @@ def check_column_types(cls, sr: pd.Series, check: Check = ColumnCheck()) -> bool
         ...
 
     @abstractmethod
-    def _compute_metric(self, sr: pd.Series):
-        ...
+    def _compute_metric(self, sr: pd.Series): ...
 
     def __call__(self, sr: pd.Series, dataset_name: ty.Optional[str] = None, session=None):
         if not self.check_column_types(sr, self.check):
@@ -256,8 +255,7 @@ def check_column_types(cls, sr_a: pd.Series, sr_b: pd.Series, check: Check = Col
         ...
 
     @abstractmethod
-    def _compute_metric(self, sr_a: pd.Series, sr_b: pd.Series):
-        ...
+    def _compute_metric(self, sr_a: pd.Series, sr_b: pd.Series): ...
 
     def __call__(
         self, sr_a: pd.Series, sr_b: pd.Series, dataset_name: ty.Optional[str] = None, session=None
@@ -321,8 +319,7 @@ def __call__(
         return result
 
     @abstractmethod
-    def _compute_result(self, df: pd.DataFrame):
-        ...
+    def _compute_result(self, df: pd.DataFrame): ...
 
     @abstractmethod
     def summarize_result(self, result):
@@ -375,8 +372,7 @@ def __call__(
         return result
 
     @abstractmethod
-    def _compute_result(self, df_old, df_new):
-        ...
+    def _compute_result(self, df_old, df_new): ...
 
     @abstractmethod
     def summarize_result(self, result):
diff --git a/src/insight/metrics/metrics.py b/src/insight/metrics/metrics.py
index 352ce13a..c9dbfaab 100644
--- a/src/insight/metrics/metrics.py
+++ b/src/insight/metrics/metrics.py
@@ -1,4 +1,5 @@
 """This module contains various metrics used across synthesized."""
+
 import datetime as dt
 import typing as ty