prep_data_STRIP.py

import librosa as lr
import pandas as pd
import matplotlib.pyplot as plt
import os
from pydub import AudioSegment
import ffmpeg
import json
import numpy as np

# truncate all songs to 15 seconds
def prep_audio_files():
    for dir in os.listdir('./audio'):
        if dir.startswith('.'):
            continue
        for file in os.listdir('./audio/' + dir):
            if (file.startswith('.')):
                continue
            print(file)
            song = AudioSegment.from_file('./audio/' + dir + '/' + file)
            if len(song) <= 15000:
                continue
            song = song[30000:45000]
            song.export('./audio/' + dir + '/' + file)

def main():
    SAMPLE_RATE = 22050
    NUM_SLICES = 10
    TOTAL_SAMPLES = 15 * SAMPLE_RATE
    SAMPLES_PER_SLICE = int(TOTAL_SAMPLES / NUM_SLICES)
    prep_audio_files()
    mfcc_dict = {}
    mfcc_dict['sample_num'] = []
    mfcc_dict['labels'] = []
    mfcc_dict['mfcc'] = []
    i = 0
    for dir in os.listdir('./audio'):
        if dir.startswith('.'):
            continue
        for file in os.listdir('./audio/' + dir):
            if (file.startswith('.')):
                continue
            y, sr = lr.load('./audio/' + dir + '/' + file)
            for s in range(NUM_SLICES):
                start = SAMPLES_PER_SLICE * s
                finish = start + SAMPLES_PER_SLICE
                mfcc = lr.feature.mfcc(y=y[start:finish], sr=sr , n_mfcc=13)
                mfcc = mfcc.T
                mfcc_dict['sample_num'].append(i)
                mfcc_dict['mfcc'].append(mfcc.tolist())
                if (dir == 'hip-hop'):
                    mfcc_dict['labels'].append(0)
                elif (dir == 'rock'):
                    mfcc_dict['labels'].append(1)
                i += 1

    mfcc_df = pd.DataFrame(mfcc_dict)
    mfcc_df.to_csv('data.csv', index=False)

    # remove all quotation marks from data.csv
    with open('data.csv', 'r') as f:
        lines = f.readlines()
    with open('data.csv', 'w') as f:
        for line in lines:
            f.write(line.replace('"', ''))
    
    # remove all brackets and double brackets from data.csv
    with open('data.csv', 'r') as f:
        lines = f.readlines()
    with open('data.csv', 'w') as f:
        for line in lines:
            f.write(line.replace('[', ''))
    
    with open('data.csv', 'r') as f:
        lines = f.readlines()
    with open('data.csv', 'w') as f:
        for line in lines:
            f.write(line.replace(']', ''))
    
    with open('data.csv', 'r') as f:
        lines = f.readlines()
    with open('data.csv', 'w') as f:
        for line in lines:
            f.write(line.replace('[[', ''))
    
    with open('data.csv', 'r') as f:
        lines = f.readlines()
    with open('data.csv', 'w') as f:
        for line in lines:
            f.write(line.replace(']]', ''))


if __name__ == "__main__":
    main()