diff --git a/examples/embeddings.py b/examples/embeddings.py
index f379b54..afa4273 100644
--- a/examples/embeddings.py
+++ b/examples/embeddings.py
@@ -14,13 +14,13 @@ def run():
 
     embeddings = Embeddings("http://localhost:8000")
 
-    data  = [
+    data = [
         "US tops 5 million confirmed virus cases",
         "Canada's last fully intact ice shelf has suddenly collapsed, forming a Manhattan-sized iceberg",
         "Beijing mobilises invasion craft along coast as Taiwan tensions escalate",
         "The National Park Service warns against sacrificing slower friends in a bear attack",
         "Maine man wins $1M from $25 lottery ticket",
-        "Make huge profits without work, earn up to $100,000 a day"
+        "Make huge profits without work, earn up to $100,000 a day",
     ]
 
     print("Running similarity queries")
@@ -74,4 +74,5 @@ def run():
     print()
     print(f"Total Count: {count}")
 
+
 run()
diff --git a/examples/extractor.py b/examples/extractor.py
index 69a392a..d0d5ede 100644
--- a/examples/extractor.py
+++ b/examples/extractor.py
@@ -26,7 +26,7 @@ def run():
         "Final: Braves lose to the Phillies in the series opener, 5-0",
         "Lightning goaltender pulled, lose to Flyers 4-1",
         "Flyers 4 Lightning 1 final",
-        "Flyers win 4-1"
+        "Flyers win 4-1",
     ]
 
     # Run series of questions
@@ -44,4 +44,5 @@ def run():
     for result in extractor.extract([{"name": question, "query": question, "question": question, "snippet": False}], data):
         print(f"{result['name']} {result['answer']}")
 
+
 run()
diff --git a/examples/labels.py b/examples/labels.py
index 9b83235..c59c4cf 100644
--- a/examples/labels.py
+++ b/examples/labels.py
@@ -26,7 +26,7 @@ def run():
         "With the 30 yard completion, down to the 10 yard line",
         "Drains the 3pt shot!!, 0:15 remaining in the game",
         "Intercepted! Drives down the court and shoots for the win",
-        "Massive dunk!!! they are now up by 15 with 2 minutes to go"
+        "Massive dunk!!! they are now up by 15 with 2 minutes to go",
     ]
 
     tags = ["Baseball", "Football", "Hockey", "Basketball"]
@@ -52,4 +52,5 @@ def run():
 
         print(f"{text:<75} {label}")
 
+
 run()
diff --git a/examples/pipelines.py b/examples/pipelines.py
index 1f48205..b24e756 100644
--- a/examples/pipelines.py
+++ b/examples/pipelines.py
@@ -51,4 +51,5 @@ def run():
     print("\n---- Transcribed Text ----")
     print(transcription)
 
+
 run()
diff --git a/setup.py b/setup.py
index 1bbca9a..cea7ed0 100644
--- a/setup.py
+++ b/setup.py
@@ -23,9 +23,7 @@
     package_dir={"": "src/python"},
     keywords="search embedding machine-learning nlp",
     python_requires=">=3.8",
-    install_requires=[
-        "aiohttp>=3.8.1"
-    ],
+    install_requires=["aiohttp>=3.8.1"],
     classifiers=[
         "License :: OSI Approved :: Apache Software License",
         "Operating System :: OS Independent",