import pickle
import pandas
from os import listdir
from os.path import isfile, join
import os
import scipy.io.wavfile as wavfile
import scipy
import scipy.fftpack
import numpy as np
def process(fileWav):
signal = wavfile.read(fileWav)[1]
t = scipy.linspace(0,120,4000)
FFT = abs(scipy.fft(signal))
freqs = scipy.fftpack.fftfreq(signal.size, t[1]-t[0])
return np.array(freqs)
def all_files(mypath):
return [f for f in listdir(mypath) if isfile(join(mypath, f))]
def get_and_save_data(path, file):
print("Processing... " + file)
data = [process(path + "\\" + file)]
towrite = "ffts\\" + file + ".pickled"
print(towrite)
pickle.dump(data, open(towrite, "wb"))
def process_all_files(path):
print("Loading directory " + path)
found = [file for file in all_files(path)]
random.shuffle(found)
for file in found:
if not isfile("ffts\\" + file + ".pickled"):
print("Starting a thread for " + file)
get_and_save_data(path, file)
process_all_files("samples")