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@yrevar
Created July 28, 2017 05:42
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def generate_periodic_data(r=100, center=(100,100), n_cycles=1, n_pts_per_cycle=100, spiral=False):\n",
" \n",
" data = []\n",
" \n",
" for i in range(1,n_cycles+1):\n",
" \n",
" R = r*i/float(n_cycles)\n",
" R_next = r*(i+1)/float(n_cycles)\n",
" \n",
" for j, theta in enumerate(np.linspace(0,2*np.pi,n_pts_per_cycle+1)):\n",
" \n",
" \n",
" alpha = j/float(n_pts_per_cycle)\n",
" \n",
" R_belnd = R + (R_next-R)*alpha if spiral else R\n",
" x = center[0] + R_belnd*np.cos(theta)\n",
" y = center[1] + R_belnd*np.sin(theta)\n",
" \n",
" if not spiral or j < n_pts_per_cycle:\n",
" data.append([x,y])\n",
" \n",
" return np.array(data)\n",
"\n",
"def plot_1d(dataset):\n",
" \n",
" plt.figure(figsize=(20,8))\n",
" plt.plot(dataset[:,0], label=\"x\")\n",
" plt.plot(dataset[:,1], label=\"y\")\n",
" plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x10720e750>]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Seb75XCMnv7qJpGh1xPjDv3oN++A4e/5htSrnB/B6Bf9+oJWM5Cg2l1g0MRf1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\n9v4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x105ebbcd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = generate_periodic_data(n_cycles=4, n_pts_per_cycle=3, spiral=True)\n",
"plt.plot(data[:,0], data[:,1])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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yE62cON3l+5sHU/eQW9ZC12hr82Grk4gfU4FIREREJAC8tPsETR293F2Q7ZP7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qUaig4plL7I30txRc2x5yY1XrN/xP/w85qb2P3cVXwy8lmS4qK/tf0tUHvp//TBBjburuDv1+YQ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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10722e510>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_1d(data)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x10763f410>]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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6+MOm/aQmxLDcNDUttLip6VLmA9illTZ0PsDWzj7z9WW/+QDhQoReGFOioxQz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\nIvSCIAgRjgi9IAhChPP/AUciDe31cVrXAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x107191050>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = generate_periodic_data(n_cycles=4, n_pts_per_cycle=3, spiral=False)\n",
"plt.plot(data[:,0], data[:,1])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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xiNNlsv5gPZdPSicsTNOKvKXYnxpVl66EiFiYdo33rhGXCklj1ag6ANW1dHGy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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10717e2d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_1d(data)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1076234d0>]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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dQJBEfGFZXTOhOxPZnVCExyg1ZUp0t2S2KLx/KptXD6p7AQEL3HhAYsB7KbeK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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x107993590>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = generate_periodic_data(n_cycles=11, n_pts_per_cycle=4, spiral=True)\n",
"plt.plot(data[:,0], data[:,1])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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h/nbDIa8DoWgGpXKDEFluG+s0HIoHxJ+TASNDndmxNuYwPWfeM4xQvE44J//e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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1079937d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_1d(data)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1079b1d10>]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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x70C3SM5Sj5TAW1XmcSqviFnLHIG3jifXO9Nfx5Przfx1ZegTFzjzh3Rk6O9t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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1078f32d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = generate_periodic_data(n_cycles=11, n_pts_per_cycle=4, spiral=False)\n",
"plt.plot(data[:,0], data[:,1])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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k0UHV801uMQOAIbcToa3uvW4Xq6SCCFDVXRar3mIF0UYMiIiIiIiIGiiTy+O3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SeCswWzfA/QKhP3lBq9Bq11pnU1dZ9IZzHqj/I1cS+KRKApRSCqr0Eyk8M0ixs3R1fVI2bD/ijs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\nNLZdsmwwFDzSqK60nqEjBEQAAAA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"text/plain": [
"<matplotlib.figure.Figure at 0x1072161d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_1d(data)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x107cc3d50>]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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90zp+DWOsFWOsHWPs8ssd/puN6PSC0uKmP0fTi5v2eMTgtG8ivurfhtRAGVCJ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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x107bdf690>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = generate_periodic_data(n_cycles=11, n_pts_per_cycle=6, spiral=True)\n",
"plt.plot(data[:,0], data[:,1])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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HrC7r12IGqEHVDIhMjwEREREREREdC3fmVSj0PWeCeGliCYWihNXCthcjjIYSGG73wLLL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\nAREAAAAAAEDEERABAAAAAABE3P8D9/lqwT1j/wEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x107ce5790>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_1d(data)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x107e5c310>]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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zH/ijqrqvmzd2W5K7unWfq6pPjx+eND/OMKVWjJzoq2oXsKtb/kmSh4HjJxWYNG9LBVMv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\nSWqciV6SGmeil6TGmeglqXEmeklq3P8DBVk9xTOQpGEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x107defc10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = generate_periodic_data(n_cycles=11, n_pts_per_cycle=4, spiral=False)\n",
"plt.plot(data[:,0], data[:,1], \".\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x10818c7d0>]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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NDz5jZCv4BzptF0+5PtuuXFL33jddT/Qu0y7Xm1y3/KJhO0C4kjVMlW1sBpak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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x107e74650>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = generate_periodic_data(n_cycles=11, n_pts_per_cycle=100, spiral=False)\n",
"plt.plot(data[:,0], data[:,1], \".\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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N846/fYbLY2E+9MZ9vPnQyh+G97VYLVFPD82uvtjQS9Y1lwoiTBg5nd3rXODU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Rpv3tXBU+dmSWQk58rdjbD5Tjj9sKn6oF4cmieSzHLP7sr7D1Zk9AXxus6CmcGBvmbyBZ3XxiJy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\nCkXDeXBPBy+MLpDOFbZ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ae+0Gt6k0AODZJLPhyTlm5pfcFrOSRpfQGfdo1P1oqLF40m4x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\nGLM6FMbLhQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1081abf90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_1d(data)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x108209cd0>]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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12bd+/nJh2eFlQ/jsb585/b8paS88eh7kt0uAcU7FlrTl4xBUt04ZJGl/6OwT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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10826d750>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = generate_periodic_data(n_cycles=11, n_pts_per_cycle=100, spiral=True)\n",
"plt.plot(data[:,0], data[:,1], \".\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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vd48vf1H/q1abUnFys4wuU7cH5qdzOqS4VGK7mB3h0KaqEiLzMYaC8f8G/B1Q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\n6jVuFneVnUtX1fOClHOo5yr1WmHRskOjQTZ31po/Px0Lq
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