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Arkanayan/ipynb

Created August 22, 2017 15:02
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ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import librosa\n",
"import numpy as np\n",
"np.set_printoptions(threshold=np.nan)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"audio, sr = librosa.load('audio_test.wav')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### This is the raw data between 9th sec. to 10th second"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
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" 4.92421240e-02, 4.67002541e-02, 4.44719307e-02,\n",
" 4.13855575e-02, 3.95243615e-02, 3.41084190e-02,\n",
" 3.12247947e-02, 2.59329900e-02, 2.03262195e-02], dtype=float32)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"librosa.to_mono(audio[9*sr: 10*sr])"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from pylab import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Raw data plotted on the duration of 1st sec to 1.1st sec\n",
"Graph is getting conjested for greater durations"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\parag\\Anaconda3\\envs\\urban\\lib\\site-packages\\ipykernel_launcher.py:2: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
" \n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x19ef84d74a8>]"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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eRxYbr6tF7bql34MgiGKHhHkJ0amnT9pT2dnA8rEN+5NaWTG+/o+NxusDA1HH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\nceGRxgOcpaa7pbKP2lLZG4yBuC7MOQGuKCom6cK8O8+C7KQ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gPlXlANuJWwyO40Bfj/Ul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\nyuj/A8Zs9IRO6N45AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x19ef99ad588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figure(num=None, figsize=(15, 6), dpi=80, facecolor='w', edgecolor='k')\n",
"plot(audio[1*sr:abs(1.1*sr)])\n"
]
},
{
"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": "3.5.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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