diff --git a/src/pipecat/frames/frames.py b/src/pipecat/frames/frames.py
index 9cad1268d..51770dff1 100644
--- a/src/pipecat/frames/frames.py
+++ b/src/pipecat/frames/frames.py
@@ -55,13 +55,7 @@ class AudioRawFrame(DataFrame):
 
     def __str__(self):
         pts = format_pts(self.pts)
-        return f"{
-            self.name}(pts: {pts}, size: {
-            len(
-                self.audio)}, frames: {
-                self.num_frames}, sample_rate: {
-                    self.sample_rate}, channels: {
-                        self.num_channels})"
+        return f"{self.name}(pts: {pts}, size: {len(self.audio)}, frames: {self.num_frames}, sample_rate: {self.sample_rate}, channels: {self.num_channels})"
 
 
 @dataclass
@@ -102,11 +96,7 @@ class VisionImageRawFrame(ImageRawFrame):
 
     def __str__(self):
         pts = format_pts(self.pts)
-        return f"{
-            self.name}(pts: {pts}, text: {
-            self.text}, size: {
-            self.size}, format: {
-                self.format})"
+        return f"{self.name}(pts: {pts}, text: {self.text}, size: {self.size}, format: {self.format})"
 
 
 @dataclass
@@ -119,11 +109,7 @@ class UserImageRawFrame(ImageRawFrame):
 
     def __str__(self):
         pts = format_pts(self.pts)
-        return f"{
-            self.name}(pts: {pts}, user: {
-            self.user_id}, size: {
-            self.size}, format: {
-                self.format})"
+        return f"{self.name}(pts: {pts}, user: {self.user_id}, size: {self.size}, format: {self.format})"
 
 
 @dataclass
@@ -164,12 +150,7 @@ class TranscriptionFrame(TextFrame):
     language: Language | None = None
 
     def __str__(self):
-        return f"{
-            self.name}(user: {
-            self.user_id}, text: {
-            self.text}, language: {
-                self.language}, timestamp: {
-                    self.timestamp})"
+        return f"{self.name}(user: {self.user_id}, text: {self.text}, language: {self.language}, timestamp: {self.timestamp})"
 
 
 @dataclass
@@ -181,12 +162,7 @@ class InterimTranscriptionFrame(TextFrame):
     language: Language | None = None
 
     def __str__(self):
-        return f"{
-            self.name}(user: {
-            self.user_id}, text: {
-                self.text}, language: {
-                    self.language}, timestamp: {
-                        self.timestamp})"
+        return f"{self.name}(user: {self.user_id}, text: {self.text}, language: {self.language}, timestamp: {self.timestamp})"
 
 
 @dataclass
diff --git a/src/pipecat/processors/frame_processor.py b/src/pipecat/processors/frame_processor.py
index e228ec6b4..dfdee7d40 100644
--- a/src/pipecat/processors/frame_processor.py
+++ b/src/pipecat/processors/frame_processor.py
@@ -70,10 +70,7 @@ class FrameProcessorMetrics:
 
     async def start_llm_usage_metrics(self, tokens: dict):
         logger.debug(
-            f"{
-                self._name} prompt tokens: {
-                tokens['prompt_tokens']}, completion tokens: {
-                tokens['completion_tokens']}")
+            f"{self._name} prompt tokens: {tokens['prompt_tokens']}, completion tokens: {tokens['completion_tokens']}")
         return MetricsFrame(tokens=[tokens])
 
     async def start_tts_usage_metrics(self, text: str):
diff --git a/src/pipecat/services/elevenlabs.py b/src/pipecat/services/elevenlabs.py
index ded746144..ae3021ab6 100644
--- a/src/pipecat/services/elevenlabs.py
+++ b/src/pipecat/services/elevenlabs.py
@@ -58,8 +58,6 @@ def calculate_word_times(
             alignment_info["charDurationsMs"])]
     zipped_end_times = list(zip(alignment_info["chars"], end_times))
 
-    # Get the start time of every character that appears after a space and
-    # match this to the word
     words = "".join(alignment_info["chars"]).split(" ")
 
     # Calculate end time for each word. We do this by finding a space character
@@ -169,8 +167,7 @@ class ElevenLabsTTSService(AsyncWordTTSService):
             voice_id = self._voice_id
             model = self._model
             output_format = self._params.output_format
-            url = f"{
-                self._url}/v1/text-to-speech/{voice_id}/stream-input?model_id={model}&output_format={output_format}"
+            url = f"{self._url}/v1/text-to-speech/{voice_id}/stream-input?model_id={model}&output_format={output_format}"
             self._websocket = await websockets.connect(url)
             self._receive_task = self.get_event_loop().create_task(self._receive_task_handler())
             self._keepalive_task = self.get_event_loop().create_task(self._keepalive_task_handler())