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@r9y9
Created May 17, 2017 15:50
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Demonstration of pyreaper
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## How pyreaper works"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"rcParams[\"figure.figsize\"] = (16, 4)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pysptk\n",
"import pyreaper\n",
"from scipy.io import wavfile\n",
"from IPython.display import Audio"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Hl52LZRWVVmDNAW1S9rV+q5zML8H78/dWek66NKvjcV/XwkNGsFol2j2XggPZ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\nkiSpZv0/Z9k9DHFJ2/MAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9813d5ff28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fs, x = wavfile.read(pysptk.util.example_audio_file())\n",
"plot(x)\n",
"Audio(x, rate=fs)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pm_times, pm, f0_times, f0, corr = pyreaper.reaper(x, fs)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f98138faa90>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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+Wy6GsUdUI8KZk5LDoHRw6kxu/eMjfZf7lNoVe8DVxfTdai77ZphCR0zfHV4M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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f98138fa3c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(pm_times, pm, linewidth=3, color=\"red\", label=\"Pitch mark\")\n",
"legend(fontsize=15)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f98102442e8>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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nNmrO+8eJPww9ny9EljgHcg8XDS+Kx1s87vex0zLS0HZKW1T6oJLbu40gCIIo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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9810244278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(f0_times, f0, linewidth=3, color=\"green\", label=\"F0 contour\")\n",
"legend(fontsize=15)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f980e93c3c8>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KQCF6XHlkRlxODjWy55wDPPVU9P07EUVHjkSGCfOcc07041jBd+bRpv2REcYR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\n/7mIgMcFjXEOAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f980e93c358>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(f0_times, corr, linewidth=3, color=\"blue\", label=\"Correlations\")\n",
"legend(fontsize=15)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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