diff --git a/exploring.ipynb b/exploring.ipynb index 546fef5..ba6ca11 100644 --- a/exploring.ipynb +++ b/exploring.ipynb @@ -1,48 +1,28 @@ { - "nbformat": 4, - "nbformat_minor": 2, - "metadata": { - "language_info": { - "name": "python", - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "version": "3.8.2-final" - }, - "orig_nbformat": 2, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "npconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": 3, - "kernelspec": { - "name": "python38264bitcec338059b2146a59fd0aa0d61963cd6", - "display_name": "Python 3.8.2 64-bit" - } - }, "cells": [ { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", - "text": "Number of words:49\n" + "output_type": "stream", + "text": [ + "Number of words:49\n" + ] }, { - "output_type": "display_data", "data": { - "text/plain": "
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\n" 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\n", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -58,6 +38,7 @@ "print(\"Number of words:{}\".format(speechDict[2][\"count\"]))\n", "\n", "x, fs = soundfile.read(\"data/LibriSpeech/dev-clean/84/121123/84-121123-0002.flac\")\n", + "#x, fs, = soundfile.read(\"data/LibriSpeech/dev-clean/84/121550/84-121550-0000.flac\")\n", "\n", "t = np.linspace(0,10,num=len(x))\n", "\n", @@ -67,22 +48,30 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/svg+xml": "\n\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n" 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\n", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ + "# Try windowing to produce clearer spectrogram results\n", + "window_type = \"triang\"\n", + "num_samples = 50\n", + "window = signal.get_window(window_type, num_samples)\n", + "# Spectrogram with windowing\n", + "#f, t, Sxx = signal.spectrogram(x, fs, window)\n", + "# Spectrogram without windowing\n", "f, t, Sxx = signal.spectrogram(x, fs)\n", "\n", "plt.pcolormesh(t, f, Sxx)\n", @@ -93,24 +82,27 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 5, "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "
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\n" 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" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ - "train = [[str(sig), soundfile.read(str(sig))[0]] for sig in sorted(Path().glob(\"data/LibriSpeech/dev-clean/84/121123/*.flac\"))]\n", - "len(train)\n", + "# Plot time-domain speech signals for a given excerpt\n", + "dir_path = \"data/LibriSpeech/dev-clean/84/121123/*.flac\"\n", + "train = [[str(sig), soundfile.read(str(sig))[0]] for sig in sorted(Path().glob(dir_path))]\n", + "num_files = len(train)\n", "\n", "plt.figure(figsize=(15, 10))\n", "for i in range(0,10):\n", @@ -124,27 +116,38 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 6, "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "(array([1., 0., 0., 0., 0., 0., 0., 1., 1., 1., 0., 1., 0., 2., 2., 2., 1.,\n 0., 1., 2., 1., 2., 1., 2., 1., 2., 1., 2., 2.]),\n array([0.05212772, 0.0556938 , 0.05925987, 0.06282594, 0.06639202,\n 0.06995809, 0.07352417, 0.07709024, 0.08065631, 0.08422239,\n 0.08778846, 0.09135454, 0.09492061, 0.09848669, 0.10205276,\n 0.10561883, 0.10918491, 0.11275098, 0.11631706, 0.11988313,\n 0.1234492 , 0.12701528, 0.13058135, 0.13414743, 0.1377135 ,\n 0.14127957, 0.14484565, 0.14841172, 0.1519778 , 0.15554387]),\n )" + "text/plain": [ + "(array([1., 0., 0., 0., 0., 0., 0., 1., 1., 1., 0., 1., 0., 2., 2., 2., 1.,\n", + " 0., 1., 2., 1., 2., 1., 2., 1., 2., 1., 2., 2.]),\n", + " array([0.05212772, 0.0556938 , 0.05925987, 0.06282594, 0.06639202,\n", + " 0.06995809, 0.07352417, 0.07709024, 0.08065631, 0.08422239,\n", + " 0.08778846, 0.09135454, 0.09492061, 0.09848669, 0.10205276,\n", + " 0.10561883, 0.10918491, 0.11275098, 0.11631706, 0.11988313,\n", + " 0.1234492 , 0.12701528, 0.13058135, 0.13414743, 0.1377135 ,\n", + " 0.14127957, 0.14484565, 0.14841172, 0.1519778 , 0.15554387]),\n", + " )" + ] }, + "execution_count": 6, "metadata": {}, - "execution_count": 56 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
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\n" 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n8Xa7jr9IWmYzs3prWFro4c65Y2bWDw1L8+LAb2bWsLTQDvxmVm9FUrQ3LM2LA7+Z1VfRFO0NS/PiwG9m9VW0775haV58OaeZ1VfDU7TPOy2zmVnlNazvvigHfjOrr4b13RflwG9m9dWwvvuifOeumdWbU7T/GJ/xm5k1jAO/mVnDOPCbmTWMA7+Z1UuRFA0N58FdM6uPhqVXXiif8ZtZfTQsvfJCOfCbWX00LL3yQtU38Lufz2z4LfXfabdUDCMjjgVt6hn4i6ZiNbPBKePvtFOKBoAdOxwL2tQzO+fYWDrAs61eDZs2LVW1zGwxyvo7bX9o+shICvpLvY+KaFZ2TvfzmQ2/sv5OJyZSUN+5s3vq5bJjwZB3Ndcz8DsVq9nw68ff6SBiQQW6musZ+J2K1Wz49ePvdBCxoAKXlNYz8DsVq9nw68ff6SBiQQW6mus5uGtm9dc+iLtqVTqLH4aTuyG6uKRZg7tmVm/D3I9ega5mB34zq55h7kevQFezu3rMrHpGRtKZ/mxS90s4G6jvXT2SPihpm6Q72sr2l3SZpHvydL+y9m9mNeZLthelzK6eDwMnzCo7G7g8Ig4BLs/LZmbzU4F+9GFWWuCPiKuBb84qPgnYkOc3ACeXtX8zq7EK9KMPs34/iOXAiNgKEBFbJT2l24qS1gHrAFb565uZzTYx4UC/QEN7VU9ETEbEeESMj46ODro6ZjbsBpUfZ8jz8nTS7zP+ByStzGf7K4Ftfd6/mdXRoB65WNFHPfb7jP9iYG2eXwtc1Of9m1kdDeq6/mG+n6CHMi/n/BhwHfCTku6XdAbwLuAXJd0D/GJeNjNbmFY3S6cUCVB+fpwK5OXppLSunoh4TZe3jitrn2bWILO7WTop+8KQVas6/9MZ8gtShnZw18ysp07dLO36cV1/Re8ncOA3s2rq1Z3Sr+v6K3o/gQO/mQ2vXpdKdutOaaU/7lfwbX/UYz/3uwgO/GY2nOZKvVzRbpZh4MBvZsNprkslK9rNMgycltnMhpNTLy+an8BlZtVSldTL7eMQK1ak15Cnb3DgN7PhVIU+/NnjEA89lF7D9jjIWRz4zWw4VaEPf657CYY0fYMDv5kNr7kulVxsZszFfr5IaoYhTN/Q7+ycZmZLY7GZMZcis2a3lA2z1xkyPuM3s2pabGbMpcis2Wkcot2wjUlkDvxmVk2LzYy5FJk1Z49DHHBAeg3rmERW38BfwafimNk8LPZyz6W6XLR9HOLBB9NryNM31DPwz3Wrt5lV32Iv96zC5aIlqWfgr+hTccxsHhZ7uWcVLhctST1TNvhWbzOzhqVsqMqt3ma2i8fl+qaegb/BfXdmleRxub6qZ+BvcN+dWSV5XK6v6tnHb2bV4nG5UjSrj9/MqsXjcn3lwG9mg+dxub5y4DezwfO4XF85O6eZDYeJCQf6PvEZv5lZwzjwm5k1jAO/mVnDOPCbmTWMA7+ZWcNU4s5dSduBOR5s2dUK4MElrM4wc1vryW2tp360dXVEjM4urETgXwxJ051uWa4jt7We3NZ6GmRb3dVjZtYwDvxmZg3ThMA/OegK9JHbWk9uaz0NrK217+M3M7PHa8IZv5mZtXHgNzNrmFoHfkknSLpL0r2Szh50fRZL0iZJt0u6RdJ0Lttf0mWS7snT/XK5JP2f3PbbJB0x2NrPTdIHJW2TdEdb2bzbJ2ltXv8eSWsH0ZZeurTzzyT9Vz62t0g6se29t+R23iXppW3lQ//7Lenpkq6QdKekL0s6M5fX8bh2a+vwHduIqOULWAZ8DXgGsAdwK3DooOu1yDZtAlbMKvvfwNl5/mzg3Dx/IvB5QMDRwPWDrn+B9r0AOAK4Y6HtA/YH7svT/fL8foNuW4F2/hnwBx3WPTT/7u4JrMm/08uq8vsNrASOyPP7AHfnNtXxuHZr69Ad2zqf8R8F3BsR90XED4GPAycNuE5lOAnYkOc3ACe3lX8kki8B+0paOYgKFhURVwPfnFU83/a9FLgsIr4ZEQ8DlwEnlF/74rq0s5uTgI9HxCMR8XXgXtLvdiV+vyNia0TclOe/C9wJPI16Htdube1mYMe2zoH/acD/bVu+n94HoQoCuFTSRknrctmBEbEV0i8e8JRcXpf2z7d9VW737+TujQ+2uj6oUTsljQGHA9dT8+M6q60wZMe2zoFfHcqqfu3qMRFxBPAy4I2SXtBj3Tq2v1239lW13ecBPwEcBmwF3pPLa9FOSU8EPg2cFRHf6bVqh7JKtbdDW4fu2NY58N8PPL1t+SDgGwOqy5KIiG/k6TbgQtJXwgdaXTh5ui2vXpf2z7d9lWx3RDwQETsiYifwT6RjCzVop6TdSYFwKiIuyMW1PK6d2jqMx7bOgf9G4BBJayTtAbwauHjAdVowSXtL2qc1DxwP3EFqU+sKh7XARXn+YuB1+SqJo4Fvt75aV8x82/cF4HhJ++Wv1MfnsqE2a/zlV0jHFlI7Xy1pT0lrgEOAG6jI77ckAR8A7oyIv2p7q3bHtVtbh/LYDnokvMwX6QqBu0kj5OsHXZ9FtuUZpNH9W4Evt9oDHABcDtyTp/vncgF/l9t+OzA+6DYUaOPHSF+Ff0Q66zljIe0DXk8aKLsXOH3Q7SrYzo/mdtxG+iNf2bb++tzOu4CXtZUP/e83cCypm+I24Jb8OrGmx7VbW4fu2Dplg5lZw9S5q8fMzDpw4DczaxgHfjOzhnHgNzNrGAd+M7OGceC3gZH0Jwv83JWSSntItaSzJC1fwOfeL+nQDuWnSfrbLp85WdKf5vlRSddLulnSz8+/5sNB0h6Srpa026DrYp058NsgdQz8+eadQf5ungV0DPySlnX7UET8ZkR8ZZ77+iPg7/P8ccBXI+LwiPiPovsdNpESi10OvGrQdbHOHPitq3y38Gcl3SrpDkmvyuWbJJ0r6Yb8OjiXj0r6tKQb8+uYXP5ESR9SepbAbZJ+TdK7gCfk/ORTksaU8pj/PXAT8HRJ50maVspt/vYC9T1S0rW5vjdI2kfSMkl/metzm6T/mdd9Yf7m8ClJX811kKQ3AU8FrpB0RV73e5LeIel64HmSjstn5bcrJd3aM6/32DcRSadLulvSVcAxXer7TOCRiHhQ0mGkVMUn5p/JEzrs97mSrlJK0vcF7Up58Nzc5utyW+/I5Y/7piHpEkkvzPPH5/VvkvRJpfwyrWP79lx+u6Sf6nEMz5D03rbt/5ak1h2r/wpMzHXMbEAGfbebX8P7An4N+Ke25Sfn6SZ23Tn8OuCSPP8vwLF5fhXp1nWAc4H3tW1nvzz9XlvZGLATOLqtrHU35zLgSuDZeflKZt2JTMpbfh9wZF5+ErAbsA54ay7bE5gm5T5/IfBtUh6UEeC6trpvou25B6S7MU/N83uRMic+My9/hJSM67F6kfKybwFGc72uAf62w8/3dOA9bcunta83a7+7A9cCo3n5VcAH8/xtwC/k+b8k5/nvsL1LcrtXAFcDe+fyPwb+tK3tv5vn3wC8v9sxBPYm3Vm6ey67FvjZtmO2fdC/w351frkPznq5HXi3pHNJwb29++FjbdPWWd9LgEOlx5ILPkkpv9BLSPlGAIiUT72TzZFysLecqpR+ejdSMD2UFOQ6+Ulga0TcmPfxHUhntsCzJb0yr/dkUk6UHwI3RMT9eb1bSP98/rPDtneQEm+19vP1iLg7L28A3gi8r239nwOujIjtedvnA8/ssN2VwPYu7em032cBl+Wf7zJgq6QnA/tGxFV5vY+Ssrf2cjTpZ3lN3tYepH98La1EahuBX83zHY+hpC8Cr5B0J+kfwO35/R2Sfihpn0i56W2IOPBbVxFxt6TnkvKG/IWkSyPiHa2321fN0xHgeRHx/fbtKEWXIrlB/rvtM2uAPyCdwT8s6cOks+1uuu1DpDPYxyX0yl0ej7QV7aD738MPImJH2/aKKNLe75P+EXUze79fjojnta8gad8e+3qUx3fntn5+Ij3U5DVdPtf6ubT/TLr9fN9PGqv5KvChWe/tCfygyz5sgNzHb11JeiowExH/DLyb9LjAlle1TVtni5cCv9P2+cO6lLceRPEjpTS2nTyJ9I/g25IOZO6z2K8CT5V0ZN7HPkpXlXwB+F+t/Uh6plJ2016+S3p0Xrf9jCmPawC/AVw1a53rgRdKOiDv95Qu27oTOLjLe7PdBYxKeh6k9L+SfiYivkX6GR2b12vvV98EHCZpRNLT2ZUO+EvAMdo1NrM8jzf00vEYRsT1pBTCv86ub4FIOoDU1fOjgu2zPnLgt15+Frghd4OsB97Z9t6eedDxTOD3ctmbgPE8+PcV4Ldz+TuB/ZQGiG8FXpTLJ4HbJE3N3nFE3ArcTMpE+kFSP3lXka4keRXwN3kfl5HOcN8PfAW4KQ96/iNzf9OdBD7fGtydtZ8fkPrmPynpdtK4xD/MWmcr6Tmr1wH/Thqs7uRq4HC19Y3N0b5XAufm9t0CPD+/fTrwd5KuI32LaLkG+Dq5y65Vj9wFdRrwMUm3kf4R/NQcVeh2DAE+AVwzqwvvRcDn5mqXDYazc9q8SdpEGlx9cNB1qTpJfw18JiL+fYm2N0Yaj3nWUmyv4D4vAd4bEZe3lV0AvCUi7upXPaw4n/GbDdaf0+WegWEnaV9JdwPfnxX09wD+1UF/ePmM38ysYXzGb2bWMA78ZmYN48BvZtYwDvxmZg3jwG9m1jD/H7mV1pRN9RgcAAAAAElFTkSuQmCC\n", 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\n" 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\n", + "text/plain": [ + "
" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -262,18 +276,128 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 2, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'Path' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;31m# Redone here so as to not break earlier cells. We can make this change to the original train list if desired\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mtrain_mfcc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0msig\u001b[0m \u001b[1;32min\u001b[0m \u001b[0msorted\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mPath\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mglob\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdir_path\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 8\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfs_mfcc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msoundfile\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msig\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[0mtrain_mfcc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msig\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfs_mfcc\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'Path' is not defined" + ] + } + ], + "source": [ + "# Mel-Frequency Cepstral Coefficients (MFCCs)\n", + "import librosa.display\n", + "\n", + "# Populate train list again, but include fs for each file\n", + "# Redone here so as to not break earlier cells. We can make this change to the original train list if desired\n", + "train_mfcc = []\n", + "for sig in sorted(Path().glob(dir_path)):\n", + " data, fs_mfcc = soundfile.read(str(sig))\n", + " train_mfcc.append([str(sig), data, fs_mfcc])\n", + "\n", + "# Save number of files\n", + "num_files_mfcc = len(train_mfcc)\n", + "\n", + "# Generate MFCCs for each file\n", + "mfcc = []\n", + "for x in train_mfcc:\n", + " this_mfcc = librosa.feature.mfcc(y = x[1], sr = x[2])\n", + " mfcc.append(this_mfcc)\n", + "\n", + "# Plot MFCCs for each file\n", + "num_plots = 1 # can reduce this if output too clogged\n", + "for i in range(0,num_plots):\n", + " plt.figure(figsize=(10, 5))\n", + " #plt.subplot(1,num_plots,i+1)\n", + " librosa.display.specshow(mfcc[i], x_axis='time')\n", + " plt.colorbar()\n", + " plt.title(Path(train_mfcc[i][0]).name)\n", + " plt.tight_layout()\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 18, "metadata": {}, "outputs": [ { + "name": "stderr", "output_type": "stream", - "name": "stdout", - "text": "[0.0, 0.03125, 0.0576171875, 0.0224609375, 0.0, 0.0, 0.0380859375, 0.04345703125, 0.06396484375, 0.0322265625, 0.0556640625, 0.06494140625, 0.04296875, 0.02685546875, 0.04296875, 0.06103515625, 0.0380859375, 0.03515625, 0.04150390625, 0.06689453125, 0.0, 0.05029296875, 0.037109375, 0.0546875, 0.06591796875, 0.0361328125, 0.04052734375, 0.02880859375, 0.04345703125]\n" + "text": [ + "C:\\Users\\carrie\\anaconda3\\lib\\site-packages\\librosa\\filters.py:284: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", + " warnings.warn('Empty filters detected in mel frequency basis. '\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "print(zero_cross)" + "# Onset Detection (Offered by Librosa)\n", + "\n", + "# Read single file (for ease of testing)\n", + "x, fs = soundfile.read(\"data/LibriSpeech/dev-clean/84/121123/84-121123-0002.flac\")\n", + "\n", + "# Using onset_detect directly\n", + "#onset_frames = librosa.onset.onset_detect(y = x, sr = fs)\n", + "\n", + "# Using onset_strength to compute an envelope for input to onset_detect\n", + "onset_envelope = librosa.onset.onset_strength(y = x, sr = fs)\n", + "onset_times = librosa.times_like(onset_envelope, sr = fs)\n", + "onset_frames = librosa.onset.onset_detect(onset_envelope = onset_envelope, sr = fs)\n", + "\n", + "# Compute spectrogram using librosa commands, and see if improved\n", + "D = np.abs(librosa.stft(x))\n", + "\n", + "# Plot results\n", + "plt.figure()\n", + "ax1 = plt.subplot(2, 1, 1)\n", + "librosa.display.specshow(librosa.amplitude_to_db(D, ref = np.max), x_axis = 'time', y_axis = 'log')\n", + "plt.title('Power Spectrogram')\n", + "plt.subplot(2, 1, 2, sharex = ax1)\n", + "plt.plot(onset_times, onset_envelope, label='Onset Strength')\n", + "plt.vlines(onset_times[onset_frames], 0, onset_envelope.max(), color = 'r', alpha = 0.9, linestyle='--', label='Onsets')\n", + "plt.axis('tight')\n", + "plt.legend(frameon = True, framealpha = 0.75)\n", + "plt.show()\n", + "\n", + "print('Need to investigate the warning about \"empty filters detected in mel frequency basis\". ')" ] } - ] -} \ No newline at end of file + ], + "metadata": { + "file_extension": ".py", + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "mimetype": "text/x-python", + "name": "python", + "npconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": 3 + }, + "nbformat": 4, + "nbformat_minor": 2 +}