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Created May 17, 2014 02:07
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Matplotlib Colorscheme Analysis
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{
"metadata": {
"name": "",
"signature": "sha256:be79575a4afe6b399a6ffeaabb61d7241721bde981cee91ceee73eae32298f82"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Choosing Colors for Scientific Visualization in Matplotlib"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"See also <http://matplotlib.org/dev/examples/color/colormaps_reference.html>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Using Canopy 1.4\n",
"# matplotlib version 1.3.1\n",
"from IPython.core import display\n",
"from IPython.html.widgets import interact, interactive, fixed\n",
"from IPython.html import widgets\n",
"\n",
"import numpy as np\n",
"from io import BytesIO\n",
"import PIL\n",
"import PIL.Image\n",
"import PIL.ImageDraw \n",
"\n",
"import matplotlib\n",
"matplotlib.rc('text', usetex=False)\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.colors as col\n",
"import matplotlib.cm as cm\n",
"import matplotlib.patches as mpatches\n",
"plt.rc('lines', linewidth=2)\n",
"\n",
"import colormath\n",
"if int(colormath.VERSION.split(\".\")[0]) < 2:\n",
" print \"You need the latest version of colormath.\"\n",
" print \"Possibly, you'll have to install it with\"\n",
" print \" ! pip install --upgrade colormap\"\n",
"else:\n",
" from colormath.color_objects import sRGBColor, LCHabColor, LabColor, HSVColor\n",
" from colormath.color_conversions import convert_color"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Color Models"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def rgb_to_device_gray(r,g,b):\n",
" \"\"\" Given RGB values in [0,1], return the grayscale value in the Postscript\n",
" DeviceGray model, in [0,1]\n",
" \"\"\"\n",
" return 0.3*r + 0.59*g + 0.11*b\n",
"\n",
"\n",
"def rgb_to_lightness(r,g,b):\n",
" \"\"\" Given RGB values in [0,1], return the CIELAB model lightness,\n",
" in [0,1]\n",
" \"\"\"\n",
" return convert_color(sRGBColor(r, g, b), LabColor).lab_l\n",
"\n",
"\n",
"def rgb_to_hsv_value(r, g, b):\n",
" \"\"\" Given RGB values in [0,1], return the HSV \"value\",\n",
" in [0,1]\n",
" \"\"\"\n",
" return convert_color(sRGBColor(r, g, b), HSVColor).hsv_v\n",
"\n",
"def rgb_to_lab(r,g,b):\n",
" \"\"\" Given RGB values in [0,1], return a tuple (l,a,b) of lightness, a\n",
" value, and b value and hue, in [0:1, 0:1, 0:1]\n",
" \"\"\"\n",
" cielab = convert_color(sRGBColor(r, g, b), LabColor)\n",
" return (cielab.lab_l, cielab.lab_a, cielab.lab_b)\n",
"\n",
"\n",
"def lab_to_rgb(l, a, b, clip=True):\n",
" rgb = convert_color(LabColor(l, a, b), sRGBColor)\n",
" r, g, b = rgb.rgb_r, rgb.rgb_g, rgb.rgb_b\n",
" if r > 1.0:\n",
" if not clip: raise ValueError(\"Clipping in r\")\n",
" r = 1.0\n",
" if r < 0.0:\n",
" if not clip: raise ValueError(\"Clipping in r\")\n",
" r = 0.0\n",
" if g > 1.0:\n",
" if not clip: raise ValueError(\"Clipping in g\")\n",
" g = 1.0\n",
" if g < 0.0:\n",
" if not clip: raise ValueError(\"Clipping in g\")\n",
" g = 0.0\n",
" if b > 1.0:\n",
" if not clip: raise ValueError(\"Clipping in b\")\n",
" b = 1.0\n",
" if b < 0.0:\n",
" if not clip: raise ValueError(\"Clipping in b\")\n",
" b = 0.0\n",
" return (r, g, b)\n",
"\n",
"\n",
"def rgb_to_lch(r,g,b):\n",
" \"\"\" Given RGB values in [0,1], return a tuple (l,c,h) of lightness, chroma,\n",
" and hue, in [0:100, 0:100*, 0:360]. Note that the chroma value might go\n",
" above 100%\n",
" \"\"\"\n",
" lch = convert_color(sRGBColor(r, g, b), LCHabColor)\n",
" l, c, h = lch.lch_l, lch.lch_c, lch.lch_h\n",
" if l > 100.0: l = 100.0\n",
" if l < 0.0 : l = 0.0\n",
" if c < 0.0 : c = 0.0\n",
" # while in principle, chroma has a maximum value of 100,\n",
" # we can have \"super-chromatic colors\" without too many problems\n",
" while h > 360.0:\n",
" h = h - 360.0\n",
" while h < 0.0:\n",
" h = h + 360\n",
" return(l, c, h)\n",
"\n",
"\n",
"def rgb_to_hsv(r,g,b):\n",
" \"\"\" Given RGB values in [0,1], return a tuple (h,s,v) of hue, saturation\n",
" (~chroma) and value (~lightness), in [0:360, 0:100, 0:100]\n",
" \"\"\"\n",
" hsv = convert_color(sRGBColor(r, g, b), HSVColor)\n",
" h, s, v = hsv.hsv_h, hsv.hsv_s, hsv.hsv_v\n",
" return(h, s, v)\n",
"\n",
"\n",
"def lch_to_rgb(l, c, h, clip=True):\n",
" \"\"\" Inverse of rgb_to_lch\n",
" \"\"\"\n",
" rgb = convert_color(LCHabColor(l, c, h), sRGBColor)\n",
" r, g, b = rgb.rgb_r, rgb.rgb_g, rgb.rgb_b\n",
" if r > 1.0:\n",
" if not clip: raise ValueError(\"Clipping in r\")\n",
" r = 1.0\n",
" if r < 0.0:\n",
" if not clip: raise ValueError(\"Clipping in r\")\n",
" r = 0.0\n",
" if g > 1.0:\n",
" if not clip: raise ValueError(\"Clipping in g\")\n",
" g = 1.0\n",
" if g < 0.0:\n",
" if not clip: raise ValueError(\"Clipping in g\")\n",
" g = 0.0\n",
" if b > 1.0:\n",
" if not clip: raise ValueError(\"Clipping in b\")\n",
" b = 1.0\n",
" if b < 0.0:\n",
" if not clip: raise ValueError(\"Clipping in b\")\n",
" b = 0.0\n",
" return(r, g, b)\n",
"\n",
"\n",
"def hsv_to_rgb(h, s, v, clip=True):\n",
" \"\"\" Inverse of rgb_to_lch\n",
" \"\"\"\n",
" rgb = convert_color(HSVColor(h, s, v), sRGBColor)\n",
" r, g, b = rgb.rgb_r, rgb.rgb_g, rgb.rgb_b\n",
" if r > 1.0:\n",
" if not clip: raise ValueError(\"Clipping in r\")\n",
" r = 1.0\n",
" if r < 0.0:\n",
" if not clip: raise ValueError(\"Clipping in r\")\n",
" r = 0.0\n",
" if g > 1.0:\n",
" if not clip: raise ValueError(\"Clipping in g\")\n",
" g = 1.0\n",
" if g < 0.0:\n",
" if not clip: raise ValueError(\"Clipping in g\")\n",
" g = 0.0\n",
" if b > 1.0:\n",
" if not clip: raise ValueError(\"Clipping in b\")\n",
" b = 1.0\n",
" if b < 0.0:\n",
" if not clip: raise ValueError(\"Clipping in b\")\n",
" b = 0.0\n",
" return(r, g, b)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def show_pil_image(im):\n",
" b = BytesIO()\n",
" im.save(b, format='png')\n",
" data = b.getvalue()\n",
" display.display(display.Image(data=data, format='png', embed=True))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def show_rgb(r,g,b, is_upscaled=False):\n",
" if not is_upscaled:\n",
" r = int(r * 255.0)\n",
" g = int(g * 255.0)\n",
" b = int(b * 255.0)\n",
" else:\n",
" r = int(r)\n",
" g = int(g)\n",
" b = int(b)\n",
" img = PIL.Image.new(\"RGBA\", (100, 100)) # NOTE: may not be sRGB!\n",
" draw = PIL.ImageDraw.Draw(img)\n",
" draw.rectangle(((0,0), (100, 100)), fill=(r,g,b))\n",
" show_pil_image(img)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"show_rgb(221, 144, 167, is_upscaled=True) # Colorpicker matches expected sRGB values"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAGQAAABkCAYAAABw4pVUAAABBUlEQVR4nO3RMRHAIADAwFL/Ay5Q\nhRY6VwEZ/hXkLmPPdR4y3tsB/BkSY0iMITGGxBgSY0iMITGGxBgSY0iMITGGxBgSY0iMITGGxBgS\nY0iMITGGxBgSY0iMITGGxBgSY0iMITGGxBgSY0iMITGGxBgSY0iMITGGxBgSY0iMITGGxBgSY0iM\nITGGxBgSY0iMITGGxBgSY0iMITGGxBgSY0iMITGGxBgSY0iMITGGxBgSY0iMITGGxBgSY0iMITGG\nxBgSY0iMITGGxBgSY0iMITGGxBgSY0iMITGGxBgSY0iMITGGxBgSY0iMITGGxBgSY0iMITGGxBgS\nY0iMITGGxBgSY0jMB3DDA9vIURyIAAAAAElFTkSuQmCC\n",
"text": [
"<IPython.core.display.Image at 0x10dc37b50>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"The LCH Color Model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hue in LCH is rotated by 40 degrees with respect to hue in HSV, which looks like this:\n",
"![Hue](http://upload.wikimedia.org/wikipedia/commons/thumb/a/ad/HueScale.svg/500px-HueScale.svg.png)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_lch_by_hue(hue, c_max=150, nc=16, nl=11, markersize=500, adjust_hue=True):\n",
" if adjust_hue:\n",
" hue = hue + 40.0\n",
" ax = plt.subplot(111)\n",
" ax.set_aspect('equal')\n",
" x = []\n",
" y = []\n",
" colors = []\n",
" for c in np.linspace(0, c_max, nc):\n",
" for l in np.linspace(0, 100.0, nl):\n",
" try:\n",
" r, g, b = lch_to_rgb(l, c, hue, clip=False)\n",
" x.append(c)\n",
" y.append(l)\n",
" colors.append((r,g,b))\n",
" except ValueError:\n",
" pass # skip values that can't be plotted\n",
" ax.scatter(x, y, c=colors, marker='s', s=markersize, linewidth=0)\n",
" ax.set_ylabel(\"lightness\")\n",
" ax.set_xlabel(\"chroma\")\n",
" imgdata = BytesIO()\n",
" plt.savefig(imgdata, format='png')\n",
" plt.close()\n",
" imgdata.seek(0)\n",
" display.display(display.Image(imgdata.read(), format='png', embed=True))\n",
" \n",
" \n",
"def plot_lch_by_lightness(lightness, c_max=120, nc=16, nh=36):\n",
" plt.gcf().set_size_inches(6,6)\n",
" rad = []\n",
" theta = []\n",
" colors = []\n",
" # LCH plot\n",
" ax = plt.subplot(111, polar=True)\n",
" ax.grid(True)\n",
" for c in np.linspace(0, c_max, nc):\n",
" for h in np.linspace(0, 360, nh, endpoint=False):\n",
" try:\n",
" r, g, b = lch_to_rgb(lightness, c, h, clip=False)\n",
" theta.append(((h-40) / 360.0) * 2 * np.pi)\n",
" rad.append(c)\n",
" colors.append((r,g,b))\n",
" except ValueError:\n",
" pass # skip values that can't be plotted\n",
" plt.scatter(theta, rad, c=colors, s=100, linewidth=0)\n",
" ax.set_yticks([50, 100, c_max])\n",
" ax.set_yticklabels(['', '100', str(c_max)])\n",
" ax.set_xticks(np.linspace(0, 2*np.pi,17))\n",
" ax.set_xticklabels([u\"40\\u00b0\", ''])\n",
" ax.set_rmax(140)\n",
" imgdata = BytesIO()\n",
" plt.savefig(imgdata, format='png')\n",
" plt.close()\n",
" imgdata.seek(0)\n",
" display.display(display.Image(imgdata.read(), format='png', embed=True))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"cf. <http://colorusage.arc.nasa.gov/ColorTool.php>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_lch_by_hue(hue=0, adjust_hue=False)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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33XUREXHOOefEwoULU05rVM4666xc7/+JJ56o9/jX++e770dP179vxJfy3Tfr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\n",
"text": [
"<IPython.core.display.Image at 0x10dc48650>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_lch_by_lightness(lightness=60)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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PnkS7du0UttnZ2eHLL79U2vfu3bt48uSJwrZr165h0KBBSoXe7du3ER8fX/o3RnhXuXJl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K/JBNipMj+rociY8U79wJx8LUEqjbhEG77gYwK2Ma8C25VImIQ2l4EVn2KJhdaxO4DLaGqII7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\nqiODtwAAAABJRU5ErkJggg==\n",
"text": [
"<IPython.core.display.Image at 0x10ff72fd0>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Color Palettes for \"nominal data\" (line graphics)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_color_array(colors, background='white', inch_per_square=0.5):\n",
" \"\"\" Given an array of (r,g,b) tuples, show an array of squares in those colors \"\"\"\n",
" ax = plt.subplot(111)\n",
" rows = 6\n",
" cols = len(colors)\n",
" light_yzero = -rows + 2.0\n",
" lightness = np.zeros(cols)\n",
" hsv_value = np.zeros(cols)\n",
" x = np.linspace(0.5, float(cols-1)+0.5, num=cols)\n",
" plt.gcf().set_size_inches(cols*inch_per_square,rows*inch_per_square)\n",
" rect = mpatches.Rectangle((-0.5, -1.5), cols+1, 4, color=background)\n",
" plt.gca().add_patch(rect)\n",
" for i, color in enumerate(colors):\n",
" # proper color square\n",
" pos = np.array([i, 0])\n",
" rect = mpatches.Rectangle(pos, 0.9,0.9, color=color)\n",
" plt.gca().add_patch(rect)\n",
" # lightness color square\n",
" pos = np.array([i, -1])\n",
" v = rgb_to_lightness(*color) / 100.0\n",
" lightness[i] = v\n",
" v = rgb_to_hsv_value(*color)\n",
" hsv_value[i] = v\n",
" rect = mpatches.Rectangle(pos, 0.9,0.9, color=str(lightness[i]))\n",
" plt.gca().add_patch(rect)\n",
" ax.plot(x, np.zeros(cols)+light_yzero, ls='--', color='gray')\n",
" ax.plot(x, np.zeros(cols)+light_yzero+1.0, ls='--', color='gray')\n",
" ax.plot(x, np.zeros(cols)+light_yzero+2.0, ls='--', color='gray')\n",
" ax.plot(x, 2.0*lightness+light_yzero, marker='o', color='black')\n",
" ax.plot(x, 2.0*hsv_value+light_yzero, marker='D', color=\"#3556A7\")\n",
" ax.text(-3.3, 0.4, 'color')\n",
" ax.text(-3.3, -0.6, 'grayscale')\n",
" ax.text(-3.3, -2.6, 'HSV value', color='#3556A7')\n",
" ax.text(-3.3, -3.4, 'lightness')\n",
" ax.set_xlim(-3.3, cols+0.5)\n",
" ax.set_ylim(-rows+1, 1.5)\n",
" plt.axis('off')\n",
" imgdata = BytesIO()\n",
" plt.savefig(imgdata, format='png')\n",
" plt.close()\n",
" imgdata.seek(0)\n",
" display.display(display.Image(imgdata.read(), format='png', embed=True))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_polar_lch(colors):\n",
" plt.gcf().set_size_inches(8,4)\n",
" rad = np.zeros(len(colors))\n",
" theta = np.zeros(len(colors))\n",
" # LCH plot\n",
" ax = plt.subplot(121, polar=True)\n",
" ax.set_title(\"LCH - hue vs chroma\")\n",
" ax.grid(True)\n",
" for i, color in enumerate(colors):\n",
" r,g,b = color\n",
" l, c, h = rgb_to_lch(r,g,b)\n",
" rad[i] = c\n",
" theta[i] = ((h-40) / 360.0) * 2 * np.pi\n",
" plt.scatter(theta, rad, c=colors, s=100, linewidth=0)\n",
" ax.set_yticks([50, 100, 140])\n",
" ax.set_yticklabels(['', '100', '140'])\n",
" ax.set_xticklabels([u\"40\\u00b0\", ''])\n",
" ax.set_rmax(140)\n",
" # HSV plot\n",
" ax = plt.subplot(122, polar=True)\n",
" ax.set_title(\"HSV - hue vs saturation\")\n",
" ax.grid(True)\n",
" for i, color in enumerate(colors):\n",
" r,g,b = color\n",
" h, s, v = rgb_to_hsv(r,g,b)\n",
" rad[i] = s\n",
" theta[i] = (h / 360.0) * 2 * np.pi\n",
" plt.scatter(theta, rad, c=colors, s=100, linewidth=0)\n",
" ax.set_yticks([0.5, 1.0, 1.4])\n",
" ax.set_yticklabels(['', '1.0', ' 1.4'])\n",
" ax.set_xticklabels([u\"0\\u00b0\", ''])\n",
" ax.set_rmax(1.4)\n",
" imgdata = BytesIO()\n",
" plt.savefig(imgdata, format='png')\n",
" plt.close()\n",
" imgdata.seek(0)\n",
" display.display(display.Image(imgdata.read(), format='png', embed=True))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def shift_lightness(colors, shift):\n",
" \"\"\" For every (r,g,b) tuple in colors, shift the lightness value by the specified amount \"\"\"\n",
" result = []\n",
" for (r, g, b) in colors:\n",
" l, a, b = rgb_to_lab(r, g, b)\n",
" l += shift\n",
" if l > 100.0:\n",
" l = 100.0\n",
" if l < 0.0:\n",
" l = 0.0\n",
" result.append(lab_to_rgb(l, a, b))\n",
" return result"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"A Brewer-inspired color scheme"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following color scheme borrows from the [Colorbrewer](http://colorbrewer2.org) \"Paired\" scheme, with some minor tweaks"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def my_colors():\n",
" color_names = [\n",
" \"white\", \"black\", \"red\", \"blue\", \"orange\",\"green\", \"purple\",\n",
" \"brown\", \"pink\", \"yellow\", \"lightred\", \"lightblue\", \"lightorange\",\n",
" \"lightgreen\", \"lightpurple\", \"grey\"]\n",
" rgb_values = {\n",
" \"white\" : (255, 255, 255),\n",
" \"black\" : (0, 0, 0),\n",
" \"red\" : (228, 26, 28),\n",
" \"blue\" : (55, 126, 184),\n",
" \"orange\" : (255, 127, 0),\n",
" \"green\" : (77, 175, 74),\n",
" \"purple\" : (152, 78, 163),\n",
" \"brown\" : (166, 86, 40),\n",
" \"pink\" : (247, 129, 191),\n",
" \"yellow\" : (210, 210, 21),\n",
" \"lightred\" : (251, 154, 153),\n",
" \"lightblue\" : (166, 206, 227),\n",
" \"lightorange\" : (253, 191, 111),\n",
" \"lightgreen\" : (178, 223, 138),\n",
" \"lightpurple\" : (202, 178, 214),\n",
" \"grey\" : (153, 153, 153),\n",
" }\n",
" colors = []\n",
" for color_name in color_names:\n",
" colors.append(np.array(rgb_values[color_name], dtype=np.float64)/255.0)\n",
" return colors"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print my_colors()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[array([ 1., 1., 1.]), array([ 0., 0., 0.]), array([ 0.89411765, 0.10196078, 0.10980392]), array([ 0.21568627, 0.49411765, 0.72156863]), array([ 1. , 0.49803922, 0. ]), array([ 0.30196078, 0.68627451, 0.29019608]), array([ 0.59607843, 0.30588235, 0.63921569]), array([ 0.65098039, 0.3372549 , 0.15686275]), array([ 0.96862745, 0.50588235, 0.74901961]), array([ 0.82352941, 0.82352941, 0.08235294]), array([ 0.98431373, 0.60392157, 0.6 ]), array([ 0.65098039, 0.80784314, 0.89019608]), array([ 0.99215686, 0.74901961, 0.43529412]), array([ 0.69803922, 0.8745098 , 0.54117647]), array([ 0.79215686, 0.69803922, 0.83921569]), array([ 0.6, 0.6, 0.6])]\n"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def shifted_plotter(shift):\n",
" plot_color_array(shift_lightness(my_colors(), shift))\n",
" plot_polar_lch(my_colors())\n",
"#interact(shifted_plotter, shift=[-100,100])\n",
"shifted_plotter(0)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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ACy+8AEdHx0r7RkdHIyYmBq6urjrb161bp/1ZrVZj1KhRyMnJwWeffYYFCxYAAHx8fNCn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\nXRWvyNzcHB06dECnTp3QuXN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LsXbtWixatKjagdmPejckngzS/UpISMC+ffuwZ88eHDr8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\ngGkIIAAAAABMQwABAAAAYBoCCAAAAADTEEAAAAAAmIYAAgA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"text": [
"<IPython.core.display.Image at 0x10ff9ef50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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t2hRGRkYSZ9o0NTXL3NfChQuxYcMGqcsYY8jMzCxxkE5NTUVsbCzS0tKQlZWF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\nei7CqJ41G3IAAAAASUVORK5CYII=\n",
"text": [
"<IPython.core.display.Image at 0x102d53550>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For any plots below, we use the defined color scheme"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.rc('axes', color_cycle=shift_lightness(my_colors(), 0.0)[2:])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Built-In colormaps"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def show_cmaps(names=None, height=10, gray=False):\n",
" \"\"\"Display all colormaps included in the names list. If names is None, all\n",
" defined colormaps will be shown\n",
" \n",
" height is the total height of generated plot (in inches?)\n",
" \n",
" If gray is given as True, show a grayscale image\n",
" \"\"\"\n",
" # base code from http://www.scipy.org/Cookbook/Matplotlib/Show_colormaps\n",
" a = np.outer(np.arange(0,1,0.01),np.ones(10)) # pseudo image data\n",
" f=plt.figure(figsize=(height,5))\n",
" f.subplots_adjust(top=0.8,bottom=0.05,left=0.01,right=0.99)\n",
" # get list of all colormap names\n",
" # this only obtains names of built-in colormaps:\n",
" maps=[m for m in cm.datad if not m.endswith(\"_r\")]\n",
" # use undocumented cmap_d dictionary instead\n",
" if names is None:\n",
" maps = [m for m in cm.cmap_d if not m.endswith(\"_r\")]\n",
" maps.sort()\n",
" names = maps\n",
" else:\n",
" maps = cm.cmap_d.keys()\n",
" # determine number of subplots to make\n",
" l=len(maps)+1\n",
" if names is not None: l=len(names) # assume all names are correct!\n",
" # loop over maps and plot the selected ones\n",
" i=0\n",
" for name in names:\n",
" if name in maps:\n",
" i+=1\n",
" ax = plt.subplot(1,l,i)\n",
" ax.axis(\"off\")\n",
" plt.imshow(a,aspect='auto',cmap=cm.get_cmap(name),origin=\"lower\")\n",
" plt.title(name,rotation=90,fontsize=10,verticalalignment='bottom')\n",
" imgdata = BytesIO()\n",
" plt.savefig(imgdata, format='png')\n",
" plt.close()\n",
" imgdata.seek(0) \n",
" if gray:\n",
" im = PIL.Image.open(imgdata).convert('LA').rotate(-90)\n",
" else:\n",
" im = PIL.Image.open(imgdata).rotate(-90)\n",
" imgdata = BytesIO()\n",
" im.save(imgdata, format='png')\n",
" display.display(display.Image(imgdata.getvalue(), format='png', embed=True))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
" show_cmaps()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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YvXq1HrZ+/XokJibi8uXLSEtLQ3x8PDZt2oT3338f3377Ld5++22UL18erVq1Qnp6OgoV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2Fu4uzDUtT3ZluAnzpM9butYc0vEU1wqaPSzTvmXY91YrZFrte829p0OHKlcvi66+04zmufpo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\nQmCC\n",
"text": [
"<IPython.core.display.Image at 0x10dc57110>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Seqential and Divergent Colormaps"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[\"Lightness\"][WP Lightness] is defined in the CIELAB color model, and represents the visual perception of a color's brightness.\n",
"\n",
"As the \"grayscale value\", we use the formula specified in the [Postscript standard][PS] for the conversion between the color models `DeviceRGB` and `DeviceGray`:\n",
"\n",
"$$Y = 0.3 r + 0.59 g + 0.11 b$$\n",
"\n",
"Presumably, this is what a black-and-white postscript printer would produce when a colored plot is printed (although, from my tests the results seem to be closer to the lightness).\n",
"\n",
"[WP Lightness]: http://en.wikipedia.org/wiki/Lightness_(color)\n",
"[PS]: http://www.adobe.com/devnet/postscript.html"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def rgb(vals, colormap):\n",
" \"\"\" Given a numpy array of vals in [0,1], and the name of a colormap,\n",
" return a 2 dimensional numpy array, such that [i,0:2] are the RGB\n",
" values associated with vals[i]. The RGB values are given in [0,1]\n",
" \"\"\"\n",
" cmap = cm.get_cmap(colormap)\n",
" result = np.zeros(shape=(len(vals),3))\n",
" for i, val in enumerate(vals):\n",
" result[i] = np.array(cmap(val)[:-1])\n",
" return result\n",
"\n",
"\n",
"def lightness(vals, colormap):\n",
" \"\"\" Given a numpy array of vals in [0,1], and the name of a colarmap,\n",
" return a numpy array of lightness values in the CIELAB model associated\n",
" with vals, in [0,100]\n",
" \"\"\"\n",
" rgb_vals = rgb(vals, colormap)\n",
" result = np.zeros(len(vals))\n",
" for i, data in enumerate(rgb_vals):\n",
" r, g, b = data\n",
" result[i] = rgb_to_lightness(r, g, b)\n",
" return result\n",
"\n",
"\n",
"def device_gray(vals, colormap):\n",
" \"\"\" Given a numpy array of vals in [0,1], and the name of a colarmap,\n",
" return a numpy array of grayscale values in the Postcript DeviceGray\n",
" model associated with vals, in [0,100]\n",
" \"\"\"\n",
" n = len(vals)\n",
" cmap = cm.get_cmap(colormap)\n",
" result = np.zeros(n)\n",
" for i, val in enumerate(vals):\n",
" r, g, b, a = cmap(val)\n",
" result[i] = rgb_to_device_gray(r,g,b) * 100\n",
" return result\n",
"\n",
"\n",
"def plot_characteristics(vals, colormaps, quantity, type='sequential',\n",
" title=None):\n",
" \"\"\" Given an array of vals, a list of colormap names, and a \"quantity\"\n",
" function (either device_gray or ligthness), generate a plot showing\n",
" that quantity over the values.\n",
"\n",
" If show_linear is True, plot the linear curve y = 100*x for comparison.\n",
"\n",
" If show_center is True, plot a vertical line at the value 0.5\n",
"\n",
" If title is given, use as the title for the generated plot\n",
" \"\"\"\n",
" fig = plt.figure()\n",
" ax = plt.subplot(111)\n",
" if title is not None:\n",
" ax.set_title(title)\n",
" if type == 'sequential':\n",
" ax.plot(vals, vals*100.0, '--', color='black', label='')\n",
" elif type == 'divergent':\n",
" ax.plot(vals, vals*200.0, '--', color='black', label='')\n",
" ax.plot(vals, -vals*200.0+200, '--', color='black', label='')\n",
" else:\n",
" raise ValueError('type must be \"sequential\" or \"divergent\"')\n",
" for colormap in colormaps:\n",
" ax.plot(vals, quantity(vals, colormap), label=colormap)\n",
" ax.set_ylim([0,100])\n",
" box = ax.get_position()\n",
" ax.set_position([box.x0, box.y0, box.width * 0.8, box.height])\n",
" ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
" imgdata = BytesIO()\n",
" plt.savefig(imgdata, format='png')\n",
" plt.close()\n",
" imgdata.seek(0)\n",
" display.display(display.Image(imgdata.getvalue(), format='png', embed=True))\n",
"\n",
"\n",
"def strictly_increasing(L):\n",
" \"\"\" Given a list L, return True iff the values in L are strictly\n",
" monotonicly increasing\n",
" \"\"\"\n",
" return all(x<y for x, y in zip(L, L[1:]))\n",
"\n",
"\n",
"def check_monotonic_lightness(colormap, half=False):\n",
" \"\"\" Given then mae of a color map, return True if the lightness for the\n",
" colormap is monotonically increasing\n",
"\n",
" If half is given as True, only check values up to 0.5\n",
" \"\"\"\n",
" if half:\n",
" x = np.linspace(0,0.5,50)\n",
" else:\n",
" x = np.linspace(0,1.0,50)\n",
" return strictly_increasing(lightness(x, colormap))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 18
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Selection of sequential colormaps"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"seq_list = ['cubehelix', 'gnuplot2', 'gist_heat', 'afmhot', 'hot']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"show_cmaps(seq_list, height=len(seq_list)*0.2)\n",
"show_cmaps(seq_list, height=len(seq_list)*0.2, gray=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<IPython.core.display.Image at 0x118226b90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAfQAAABkCAQAAADazgr2AAANmklEQVR4nO3deZTU1ZXA8U8VIio0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\nRK5CYII=\n",
"text": [
"<IPython.core.display.Image at 0x117341ed0>"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_characteristics(np.linspace(0,1,50), seq_list,\n",
" lightness, 'sequential', title=\"Lightness\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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mmM0bgMZs507bZGyGiRsbwf0mwcf3nVWMIpciJSB/Udy9OerVq8eCBQuK1XbgwIEMHDjw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OBhT7fXVSqxHzEU+zEjkczzXmtEo5WZuS6ER4m6hfqxd0O5HLwcgI4dO7JmzRosLArvGgo55grq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\nfQX1ftlw2pZ2t2P6eQKuXdTvMaAfzrVq3nXspk2b6NatG/Xq1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ixp/HfPeBIyEwFoWCyE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\nWLupMgIYywAAAABJRU5ErkJggg==\n",
"text": [
"<IPython.core.display.Image at 0x1179d1d90>"
]
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for colormap in ['cubehelix', 'gist_heat', 'gnuplot2', 'afmhot']:\n",
" print \"%s: %s\" % (colormap, check_monotonic_lightness(colormap))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"cubehelix: True\n",
"gist_heat: True\n",
"gnuplot2: True\n",
"afmhot: True\n"
]
}
],
"prompt_number": 22
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Selection of divergent colormaps"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"div_list = ['RdBu', 'seismic', 'bwr', 'coolwarm', 'RdYlBu']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"show_cmaps(div_list, height=len(seq_list)*0.2)\n",
"show_cmaps(div_list, height=len(seq_list)*0.2, gray=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<IPython.core.display.Image at 0x10dc48450>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAfQAAABkCAQAAADazgr2AAANLElEQVR4nO3df5RU5X3H8dfMUj2i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\nAElFTkSuQmCC\n",
"text": [
"<IPython.core.display.Image at 0x1179e70d0>"
]
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_characteristics(np.linspace(0,1,50), div_list,\n",
" lightness, 'divergent', title=\"Lightness\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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CaefUzNoKfyc+QUiI9kW6Q4cOtGvXztJ2UU2/uq1FTR8cbLV8HztP3uSJ5q0t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2g+OAgO6cH5o0voVjdAvL7/ufOaujemZhM/Ylxk6Wn0hVgiz99/7hwFhfxGEASmTZvGtGnTGD58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\nOPDZnVOhx8Y+got3JYvKWRipX39D5t6/AdB4Vcdt1jQMv72EEqNu+HGrq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XYntAN/RdLo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\nyZM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hvZtTzFPFh4i4v2rVqjFkyBAAEhMTmTRpksGJcsejZg18Oj8GgO3CBRK/+JKqZX2J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\nAElFTkSuQmCC\n",
"text": [
"<IPython.core.display.Image at 0x102d530d0>"
]
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for colormap in ['seismic', 'bwr', 'coolwarm', 'RdBu']:\n",
" print \"%s: %s\" % (colormap, check_monotonic_lightness(colormap, half=True))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"seismic: True\n",
"bwr: True\n",
"coolwarm: True\n",
"RdBu: True\n"
]
}
],
"prompt_number": 26
}
],
"metadata": {}
}
]
}
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