diff --git a/main.py b/main.py
index 8f7d3f3..6227966 100644
--- a/main.py
+++ b/main.py
@@ -13,15 +13,19 @@ from src.utils.prereq import check_ffmpeg
 check_ffmpeg()
 
 from src.editors.amplitude.editor import AmplitudeEditor
-from src.editors.sentiment.editor import SentimentEditor
 from src.editors.passthrough.editor import PassthroughEditor
+from src.editors.sentiment.editor import SentimentEditor
 from src.math.cost import quadratic_loss
 from src.mediautils.audio import extract_audio_from_video
 from src.mediautils.video import render_moments
 
 log = structlog.get_logger()
 
-EDITORS = {"amplitude": AmplitudeEditor, "sentiment": SentimentEditor, "passthrough": PassthroughEditor}
+EDITORS = {
+    "amplitude": AmplitudeEditor,
+    "sentiment": SentimentEditor,
+    "passthrough": PassthroughEditor,
+}
 
 ERROR_FUNCS = {"quadratic": quadratic_loss}
 
@@ -95,7 +99,9 @@ def main(args):
         sys.exit(-1)
 
     if len(result) == 0:
-        log.fatal("no viable edit was found for the provided parameters, please try again with different values")
+        log.fatal(
+            "no viable edit was found for the provided parameters, please try again with different values"
+        )
         sys.exit(-2)
 
     log.info(
diff --git a/src/editors/amplitude/editor.py b/src/editors/amplitude/editor.py
index 011af36..f97595e 100644
--- a/src/editors/amplitude/editor.py
+++ b/src/editors/amplitude/editor.py
@@ -1,13 +1,14 @@
+import concurrent.futures
+import random
+
 import numpy as np
 import structlog
-import random
-import concurrent.futures
 
 from ...math.average import np_moving_average
 from ...math.distribution import create_distribution
 from ...mediautils.audio import process_audio, resample
-from ..common import find_moving_average_highlights
 from ...mediautils.video import filter_moments
+from ..common import find_moving_average_highlights
 
 
 class AmplitudeEditor:
@@ -51,7 +52,7 @@ class AmplitudeEditor:
         # The decay rate, or how quickly our spread multiplier decreases as we approach the center of the gradient
         spread_decay = random.uniform(0.000001, 0.0001)
 
-        parallelism = params['parallelism']
+        parallelism = params["parallelism"]
 
         # The main loop of the program starts here
         #   we first create distributions
@@ -100,7 +101,9 @@ class AmplitudeEditor:
             durations = []
             for result in moment_results:
                 total_duration = 0
-                result[0] = filter_moments(result[0], params['mindur'], params['maxdur'])
+                result[0] = filter_moments(
+                    result[0], params["mindur"], params["maxdur"]
+                )
                 for moment in result[0]:
                     total_duration = total_duration + moment.get_duration()
                 costs.append(costfunc(desired, total_duration))
diff --git a/src/editors/sentiment/editor.py b/src/editors/sentiment/editor.py
index 00e0f28..3db556a 100644
--- a/src/editors/sentiment/editor.py
+++ b/src/editors/sentiment/editor.py
@@ -1,10 +1,9 @@
+import concurrent.futures
 import json
+import random
 import tempfile
 from dataclasses import dataclass
 from pathlib import Path
-import random
-import concurrent.futures
-from ...math.distribution import create_distribution
 
 import numpy as np
 import structlog
@@ -13,8 +12,9 @@ from flair.data import Sentence
 from flair.models import TextClassifier
 
 from ...math.average import np_moving_average
-from ..common import find_moving_average_highlights
+from ...math.distribution import create_distribution
 from ...mediautils.video import filter_moments
+from ..common import find_moving_average_highlights
 
 
 @dataclass
@@ -87,7 +87,7 @@ class SentimentEditor:
         # The decay rate, or how quickly our spread multiplier decreases as we approach the center of the gradient
         spread_decay = random.uniform(0.000001, 0.0001)
 
-        parallelism = params['parallelism']
+        parallelism = params["parallelism"]
 
         # The main loop of the program starts here
         #   we first create distributions
@@ -136,7 +136,9 @@ class SentimentEditor:
             durations = []
             for result in moment_results:
                 total_duration = 0
-                result[0] = filter_moments(result[0], params['mindur'], params['maxdur'])
+                result[0] = filter_moments(
+                    result[0], params["mindur"], params["maxdur"]
+                )
                 for moment in result[0]:
                     total_duration = total_duration + moment.get_duration()
                 costs.append(costfunc(desired, total_duration))