Split audio files using silence detection

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I found pydub to be easiest tool to do this kind of audio manipulation in simple ways and with compact code.

You can install pydub with

pip install pydub

You may need to install ffmpeg/avlib if needed. See this link for more details.

Here is a snippet that does what you asked. Some of the parameters such as silence_threshold and target_dBFS may need some tuning to match your requirements.
Overall, I was able to split mp3 files, although I had to try different values for silence_threshold.

Snippet

# Import the AudioSegment class for processing audio and the 
# split_on_silence function for separating out silent chunks.
from pydub import AudioSegment
from pydub.silence import split_on_silence

# Define a function to normalize a chunk to a target amplitude.
def match_target_amplitude(aChunk, target_dBFS):
    ''' Normalize given audio chunk '''
    change_in_dBFS = target_dBFS - aChunk.dBFS
    return aChunk.apply_gain(change_in_dBFS)

# Load your audio.
song = AudioSegment.from_mp3("your_audio.mp3")

# Split track where the silence is 2 seconds or more and get chunks using 
# the imported function.
chunks = split_on_silence (
    # Use the loaded audio.
    song, 
    # Specify that a silent chunk must be at least 2 seconds or 2000 ms long.
    min_silence_len = 2000,
    # Consider a chunk silent if it's quieter than -16 dBFS.
    # (You may want to adjust this parameter.)
    silence_thresh = -16
)

# Process each chunk with your parameters
for i, chunk in enumerate(chunks):
    # Create a silence chunk that's 0.5 seconds (or 500 ms) long for padding.
    silence_chunk = AudioSegment.silent(duration=500)

    # Add the padding chunk to beginning and end of the entire chunk.
    audio_chunk = silence_chunk + chunk + silence_chunk

    # Normalize the entire chunk.
    normalized_chunk = match_target_amplitude(audio_chunk, -20.0)

    # Export the audio chunk with new bitrate.
    print("Exporting chunk{0}.mp3.".format(i))
    normalized_chunk.export(
        ".//chunk{0}.mp3".format(i),
        bitrate = "192k",
        format = "mp3"
    )

If your original audio is stereo (2-channel), your chunks will also be stereo.
You can check the original audio like this:

>>> song.channels
2

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