Skip to content

Instantly share code, notes, and snippets.

@metakermit
Created December 7, 2013 17:25
Show Gist options
  • Star 2 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save metakermit/7845732 to your computer and use it in GitHub Desktop.
Save metakermit/7845732 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Hack on your own with Python\n",
"============================\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"How do I take a photo using my webcam?\n",
"======================================\n",
"\n",
"Google: *python webcam*\n",
"\n",
"http://stackoverflow.com/questions/9711946/how-to-programmatically-capture-a-webcam-photo\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# take the photo\n",
"import pygame.camera\n",
"pygame.camera.init()\n",
"cam = pygame.camera.Camera(pygame.camera.list_cameras()[0])\n",
"cam.start()\n",
"pg_img = cam.get_image()\n",
"import pygame.image\n",
"pygame.image.save(pg_img, \"photo.bmp\")\n",
"cam.stop()\n",
"pygame.camera.quit()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 101
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Where do I edit the photo?\n",
"==========================\n",
"\n",
"Google: *python image editing*\n",
"\n",
"http://stackoverflow.com/questions/94875/image-processing-in-python\n",
"\n",
"> The best-known library is PIL."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# show the photo\n",
"import Image\n",
"im = Image.open(\"photo.bmp\")\n",
"#im.show() # <- this is what you would normally do\n",
"# show it in IPython\n",
"def show_here(image):\n",
" imshow(numpy.asarray(image))\n",
" show()\n",
"show_here(im)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAU0AAAD9CAYAAAA4TSUFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x2e8e510>"
]
}
],
"prompt_number": 102
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Do I really have to reread it from a file?\n",
"============================================\n",
"Google: *read pygame surface in pil*\n",
"\n",
"http://stackoverflow.com/questions/14176689/how-to-convert-a-pygame-surface-to-a-pil-image"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"str_img = pygame.image.tostring(pg_img, \"RGBA\",False)\n",
"size = (pg_img.get_width(), pg_img.get_height())\n",
"pil_img = Image.frombytes(\"RGBA\", size, str_img)\n",
"imshow(numpy.asarray(pil_img))\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAU0AAAD9CAYAAAA4TSUFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x3189750>"
]
}
],
"prompt_number": 103
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"How do I become an artist 1?\n",
"============================\n",
"\n",
"Google: *pil convert image to black or white*\n",
"\n",
"http://stackoverflow.com/questions/18777873/convert-rgb-to-black-or-white"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from PIL import ImageStat\n",
"\n",
"def bw(image):\n",
" '''make an image pure black and white (no gray)'''\n",
" gray = image.convert('L')\n",
" stat = ImageStat.Stat(im)\n",
" bw_image = gray.point(lambda x: 0 if x<stat.mean[0] else 255, '1')\n",
" return bw_image\n",
"bw_img = bw(pil_img)\n",
"show_here(bw_img.convert('RGBA'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAU0AAAD9CAYAAAA4TSUFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2e9c510>"
]
}
],
"prompt_number": 104
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"How do I become an artist pt. 2?\n",
"================================\n",
"Google: *python pil andy warhol*\n",
"\n",
"http://www.mosesschwartz.com/?tag=python-imaging-library"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# colors here are taken directly from Warhol's Che Guevara serigraph\n",
"# (in order left to right, top to bottom)\n",
"colorset = [ \n",
" {'bg' : (255,255,0,255), 'fg' : (50,9,125,255), 'skin': (118,192,0,255)},\n",
" {'bg' : (0,122,240,255), 'fg' : (255,0,112,255), 'skin': (255,255,0,255)},\n",
" {'bg' : (50,0,130,255),'fg' : (255,0,0,255),'skin': (243,145,192,255)},\n",
" {'bg' : (255,126,0,255),'fg' : (134,48,149,255),'skin': (111,185,248,255)},\n",
" {'bg' : (255,0,0,255),'fg' : (35,35,35,255),'skin': (255,255,255,255)},\n",
" {'bg' : (122,192,0,255),'fg' : (255,89,0,255),'skin': (250,255,160,255)},\n",
" {'bg' : (0,114,100,255),'fg' : (252,0,116,255),'skin': (250,250,230,255)},\n",
" {'bg' : (250,255,0,255),'fg' : (254,0,0,255),'skin': (139,198,46,255)},\n",
" {'bg' : (253,0,118,255),'fg' : (51,2,126,255),'skin': (255,105,0,255)}\n",
"]\n",
"def color_bg_fg(image, bg_color, fg_color):\n",
" '''change transparent background to bg_color and change\n",
" everything non-transparent to fg_color'''\n",
" fg_layer = Image.new('RGBA', image.size, fg_color)\n",
" bg_layer = Image.new('RGBA', image.size, bg_color) \n",
" bw_image = bw(image)\n",
" masked_image = Image.composite(fg_layer, bg_layer, bw_image)\n",
" return masked_image\n",
"\n",
"def warholify(image):\n",
" warhols = []\n",
" for colors in colorset:\n",
" bg = colors['bg']\n",
" fg = colors['fg']\n",
" skin = colors['skin']\n",
" warhols.append(color_bg_fg(im, bg, fg))\n",
"\n",
" x = im.size[0]\n",
" y = im.size[1]\n",
"\n",
" blank_image = Image.new(\"RGB\", (x*3, y*3))\n",
" blank_image.paste(warhols[0], (0,0))\n",
" blank_image.paste(warhols[1], (x,0))\n",
" blank_image.paste(warhols[2], (x*2,0))\n",
" warhols[2].save('pop-avatar.png')\n",
" blank_image.paste(warhols[3], (0,y))\n",
" blank_image.paste(warhols[4], (x,y))\n",
" blank_image.paste(warhols[5], (x*2,y))\n",
" blank_image.paste(warhols[6], (0,y*2))\n",
" blank_image.paste(warhols[7], (x,y*2))\n",
" blank_image.paste(warhols[8], (x*2,y*2))\n",
" \n",
" return blank_image\n",
"\n",
"warhol = warholify(pil_img)\n",
"show_here(warhol)\n",
"warhol.save('photo-warhol.jpg')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAVMAAAD9CAYAAAABKpReAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x2e9c190>"
]
}
],
"prompt_number": 109
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Conclusion\n",
"==========\n",
"\n",
"- best way to learn - play!\n",
"- if you're not using IPython, you're doing it wrong ;)\n",
"\n",
"\n",
" ipython nbconvert dev.warhol.ipynb --to slides --post serve\n",
"\n",
"\n",
"- let the community help you\n",
" + Google\n",
" + Stack Overflow\n",
" > *my question regarding this presentation was [answered in 15 mins on S.O. today](http://stackoverflow.com/questions/20441848/how-do-i-separate-slides-when-exporting-an-ipython-notebook-to-reveal-js/20442095?noredirect=1#20442095)*"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Thank you!\n",
"==========\n",
"\n",
"Dra\u017een Lu\u010danin\n",
"\n",
"@kermit666\n",
"\n",
"![Dra\u017een's pop-art](http://i.imgur.com/sba0EIg.jpg)"
]
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment