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@jakevdp
Last active September 7, 2022 08:58
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Optical Illusions in Matplotlib"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Disappearing dots"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
"image/png": 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UhK2KF0630nVBWFnIjdRzaW+kjr3zHgpmdhNuCK+0kV3S2pRkpC4Dq4mRXW6k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\nP94AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x111dc2400>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"plt.figure(figsize=(10, 7))\n",
"\n",
"# Plot Gridlines\n",
"linestyle = dict(color='gray', linewidth=5)\n",
"x = np.arange(-15, 15)\n",
"plt.plot(2 * x, 2 * abs(x + x[:, None]), **linestyle)\n",
"plt.vlines(x, 0, 10, **linestyle)\n",
"plt.hlines(x, 0, 14, **linestyle)\n",
"\n",
"# Plot points\n",
"plt.plot(*map(np.ravel, np.mgrid[1:14:4, 1:10:4]), 'ok',\n",
" ms=10, mec='lightgray', mew=1.5)\n",
"\n",
"plt.xlim(0.5, 13.5)\n",
"plt.ylim(0.5, 9.5)\n",
"plt.axis('off');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Crazy Squares"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x111dc2208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib.collections import PatchCollection\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 7))\n",
"\n",
"squares = [plt.Rectangle((i + 0.2 * (j % 3), j), 1, 1)\n",
" for j in range(10) for i in range(0, 15, 2)]\n",
"\n",
"ax.add_collection(PatchCollection(squares, color='black'))\n",
"\n",
"ax.hlines(np.arange(11), 0, 16, color='gray')\n",
"\n",
"ax.axis('equal')\n",
"ax.axis('off');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Shifty Grids"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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fPoyDBw8iJSVFk6baqqoqpKamKmWnsrIydOzYUbXdrl27wuVy4dSpUygsLMTXX3+NxMRE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\n5ObmMn78eN566y25pLF//35aW1vPayFwOs0+n4+uXbvKmt1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ms1meV5xOJ263G5fLJfvo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jt5eXmsXbuWSZMmUVdXx69//WsKCwtPaVcQBFmzw+H4nGaPx0N6ejqHDx/muuuuo7y8nIKCAoxG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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11ab619b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib.patches import Wedge\n",
"from matplotlib.collections import PatchCollection, LineCollection\n",
"\n",
"\n",
"def square(x, y, orientation=1, marksize=0.1, linewidth=0.5):\n",
" deg = lambda dx, dy: 90 * orientation -45 + 180 * ((dx + dy + 1) % 2)\n",
" black_wedges = PatchCollection([Wedge((x + dx, y + dy), marksize,\n",
" deg(dx, dy) + 90, deg(dx, dy) - 90)\n",
" for dx in [-0.5, 0.5] for dy in [-0.5, 0.5]],\n",
" color='black', zorder=2)\n",
" white_wedges = PatchCollection([Wedge((x + dx, y + dy), marksize,\n",
" deg(dx, dy) - 90, deg(dx, dy) + 90)\n",
" for dx in [-0.5, 0.5] for dy in [-0.5, 0.5]],\n",
" color='#EEEEEE', zorder=2)\n",
" \n",
" vertices = [[-0.5, -0.5], [-0.5, 0.5], [0.5, 0.5], [0.5, -0.5]]\n",
" offsets = [[1.05], [0.95], [1.05]]\n",
" black_verts = (x, y) + np.roll(vertices, 4 - orientation, axis=0)[:3] * offsets\n",
" white_verts = (x, y) + np.roll(vertices, 2 - orientation, axis=0)[:3] * offsets\n",
" black_lines = LineCollection([black_verts],\n",
" color='black', zorder=1, linewidth=linewidth)\n",
" white_lines = LineCollection([white_verts],\n",
" color='#EEEEEE', zorder=1, linewidth=linewidth)\n",
" \n",
" return black_wedges, white_wedges, black_lines, white_lines\n",
" \n",
"\n",
"fig, ax = plt.subplots(figsize=(8, 8))\n",
"fig.subplots_adjust(left=0, right=1, bottom=0, top=1)\n",
"\n",
"for x in range(23):\n",
" for y in range(23):\n",
" if (4 < x <= 17) and (4 < y <= 17):\n",
" continue\n",
" orientation = int(1 + 2 * ((x + y) % 2))\n",
" for coll in square(x, y, orientation):\n",
" ax.add_collection(coll)\n",
" \n",
"for x in range(7, 16):\n",
" for y in range(7, 16):\n",
" orientation = int(2 + 2 * ((x + y) % 2))\n",
" for coll in square(x, y, orientation):\n",
" ax.add_collection(coll)\n",
" \n",
"fig.set_facecolor('#AAAAAA')\n",
"ax.axis('equal')\n",
"ax.axis('off')\n",
"ax.axis('tight');"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3.6",
"language": "python",
"name": "python3.6"
},
"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": 0
}
@rejsmont
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With proper focus, I could get up to 4 points visible.

@jayhesselberth
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This is AWESOME.

@hellojebus
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@rejsmont, same! ;)

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