{ "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.4-final" }, "orig_nbformat": 2, "kernelspec": { "name": "python3", "display_name": "Python 3", "language": "python" } }, "nbformat": 4, "nbformat_minor": 2, "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "from scipy.io.wavfile import read\n", "from scipy.fft import fft, fftfreq\n", "\n", "from IPython.display import Audio\n", "\n", "from math import log10\n", "\n", "import matplotlib.pyplot as plt" ] }, { "source": [ "# Audio Processing\n", "\n", "Playing around loading, visualising and processing speech" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "16000" ] }, "metadata": {}, "execution_count": 2 } ], "source": [ "Fs, data = read('sounds/f-news.wav')\n", "N = len(data)\n", "\n", "Fs" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "text/html": "\n \n " }, "metadata": {}, "execution_count": 3 } ], "source": [ "Audio(data, rate=Fs)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "time_x = [i/Fs for i in range(N)] # samples to seconds\n", "# data_db = [20 * log10(i/20e-6) for i in data]\n", "\n", "plt.plot(time_x, data)\n", "plt.xlabel('Seconds')\n", "plt.ylabel('Amplitude')\n", "plt.title('Audio Waveform')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "plt.specgram(data[0: 1 *Fs], Fs=Fs)\n", "plt.xlabel('Seconds')\n", "plt.ylabel('Frequency')\n", "plt.title('Audio Spectrogram')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "spectrum = np.abs(np.fft.rfft(data)[:int(N/2)]/N)\n", "frequency_x = np.fft.rfftfreq(data.size, d=1/Fs)[:int(N/2)]\n", "\n", "plt.plot(frequency_x, spectrum)\n", "plt.xlabel('Frequency')\n", "plt.ylabel('Amplitude')\n", "plt.title('Audio Spectrum')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "x: 89120, cep: 44561\n" ] }, { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "cepstrum = np.fft.rfft(np.log(spectrum))\n", "\n", "plt.plot(frequency_x[:int(len(frequency_x)/2)], cepstrum[:int(len(frequency_x)/2)])\n", "plt.xlabel('Quefrency')\n", "plt.ylabel('Amplitude')\n", "plt.title('Cepstrum')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ] }