Skip to content

Instantly share code, notes, and snippets.

@ehsuun
Last active January 27, 2016 08:12
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save ehsuun/12fbf4f364008b7bb53a to your computer and use it in GitHub Desktop.
Save ehsuun/12fbf4f364008b7bb53a to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Monroe Bass\n",
"### Ehsan Sayyad HW1 MAT 201A 2016"
]
},
{
"cell_type": "code",
"execution_count": 206,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"from __future__ import print_function\n",
"from __future__ import division\n",
"from scipy.io import wavfile"
]
},
{
"cell_type": "code",
"execution_count": 207,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import wave"
]
},
{
"cell_type": "code",
"execution_count": 208,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"img = imread('Monroe.jpg');"
]
},
{
"cell_type": "code",
"execution_count": 209,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x12ac04198>"
]
},
"execution_count": 209,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAANMAAAEACAYAAAAp2kPsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nm7cZtbkwzdu8zajNhWne5m1G7f8CFPrreYg3AUwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12abab470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"imshow(img)"
]
},
{
"cell_type": "code",
"execution_count": 210,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"dtype('uint8')"
]
},
"execution_count": 210,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img.dtype"
]
},
{
"cell_type": "code",
"execution_count": 211,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(1024, 768)"
]
},
"execution_count": 211,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img.shape\n",
"img.shape"
]
},
{
"cell_type": "code",
"execution_count": 212,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sig = []\n",
"for j in range(1023):\n",
" for i in range(767):\n",
" sig.append(img[j,i])"
]
},
{
"cell_type": "code",
"execution_count": 213,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sig2 = [(x-150) * 200 for x in sig]\n",
"#audiosig = list((sig - 170) * 200)"
]
},
{
"cell_type": "code",
"execution_count": 214,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x133e654e0>]"
]
},
"execution_count": 214,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZwAAAEACAYAAACH5cABAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEIJR0REEqGEIyIiiVDCERGRRPx/1T3PEnP14ngAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12abd19b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(sig2)"
]
},
{
"cell_type": "code",
"execution_count": 218,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"wavfile.write('HW1Monroe2.wav', 44100, array(sig2, dtype=int16))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### now I recorded my voice over the generated audio to see how it changes the image"
]
},
{
"cell_type": "code",
"execution_count": 249,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/apple/anaconda/lib/python3.5/site-packages/scipy/io/wavfile.py:42: WavFileWarning: Unknown wave file format\n",
" warnings.warn(\"Unknown wave file format\", WavFileWarning)\n"
]
}
],
"source": [
"sr, samples = wavfile.read('MonroeMix16.wav')"
]
},
{
"cell_type": "code",
"execution_count": 250,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"44100"
]
},
"execution_count": 250,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sr"
]
},
{
"cell_type": "code",
"execution_count": 251,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x121a2fcc0>]"
]
},
"execution_count": 251,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZwAAAEACAYAAACH5cABAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhRKOiIiUhRKOiIiUhRKOiIiUxf8HoOrM7GIs1S0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x125eb7e48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(samples)"
]
},
{
"cell_type": "code",
"execution_count": 227,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"784641"
]
},
"execution_count": 227,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"samples.size"
]
},
{
"cell_type": "code",
"execution_count": 252,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"newimg = samples[:784641].reshape(1023,767)"
]
},
{
"cell_type": "code",
"execution_count": 253,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x12c70e6d8>"
]
},
"execution_count": 253,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAANMAAAEACAYAAAAp2kPsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMvXpvSsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12a83e208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"imshow(newimg,cmap=cm.gray)"
]
},
{
"cell_type": "code",
"execution_count": 255,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
" imsave(\"MonroeVoice.jpg\",newimg,cmap=cm.gray)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![title](MonroeVoice.jpg)"
]
}
],
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment