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@roycoding
Last active August 29, 2015 14:06
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IPython Notebook for computer generated art.
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{
"metadata": {
"name": "",
"signature": "sha256:46358619743e8b0d458cd4f5fdcf7dd5d944218273d4ac1078793e5440b6e8c6"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Computer generated art with Python\n",
"##Playing with some simple code\n",
"\n",
"####Roy Keyes\n",
"*21 Sep 2014* - This is a post on my [blog](http://roycoding.github.io/blog/).\n",
"\n",
"For a long time I've wanted to do some code generated art. In the past I've messed around with D3 and matplotlib to generate some cool loking graphics, but never looked too deeply into what was possible. I recently stumbled onto this [demo](http://nxn.se/post/97650612370/high-contrast-stacked-distribution-plots) of making overlapping plots in matplotlib, and it re-sparked my curiosity about code generated art.\n",
"\n",
"In this post I will show you some very basic techniques and ideas to make some pretty(?), randomly generated art (i.e. plots).\n",
"\n",
"##Scatter plotting is your friend\n",
"Scatter plotting is an easy way to generate artistic plots, as you can relatively easily control the parameters of every marker on your plot. We'll start with a very basic scatter plot of randomly located points."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Take care of some environmental stuff\n",
"%pylab inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"figsize(10,10)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 62
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bubs = 100\n",
"\n",
"x = np.random.rand(bubs)\n",
"y = np.random.rand(bubs)\n",
"\n",
"plt.scatter(x,y)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 63,
"text": [
"<matplotlib.collections.PathCollection at 0x7ff994f90cd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
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Xc0keOXL7kYzOdh31TEbF84dJDkspv5TkDUnuCF1Xr1598fv19fWsr693HBoAQHf7+/vZ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\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff9a8946550>"
]
}
],
"prompt_number": 63
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Above we've simply plotted random points with the default matplotlib settings. We next add some color. Random of course."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bubs = 100\n",
"\n",
"x = np.random.rand(bubs)\n",
"y = np.random.rand(bubs)\n",
"\n",
"colors = plt.cm.jet(np.random.rand(bubs))\n",
"\n",
"plt.scatter(x,y,color=colors)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 64,
"text": [
"<matplotlib.collections.PathCollection at 0x7ff9a898d450>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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r+3OgLZ0vXACd2fyIl6rTb7ozGwoXQBdwU3c2rjhSVbF0SRVuXRpym+xry8QS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\nYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff994d62090>"
]
}
],
"prompt_number": 64
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next we randomly vary the marker sizes."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bubs = 100\n",
"\n",
"x = np.random.rand(bubs)\n",
"y = np.random.rand(bubs)\n",
"\n",
"colors = plt.cm.jet(np.random.rand(bubs))\n",
"sizes = 2*np.pi*(20*np.random.rand(bubs))**2 # Area of markers\n",
"\n",
"plt.scatter(x,y,color=colors,s=sizes)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 65,
"text": [
"<matplotlib.collections.PathCollection at 0x7ff995352b90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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xqASFzso6t5MwFSHTz9Zoa65b9jgfbjoe1k6u9rZbtti/ezKj3N0BB1DzO6ep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\nhif6/CAFjaHanwmYUr8jd218qpVd9o7Hva8iyCT6f1uBwWb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DADcBwh83ZMKGhoWenEU3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/FQ8L3VXtjEQcmUKey48Ua0YBAi5m5XSz4f7v79OWbqVJzHNMM7qkZiiy4bw5g7t5Tbb9/E6tWV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\nEREPKHSJiIiIeEChS0RERMQD/x8U/XwMr6nVIQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff9a896f390>"
]
}
],
"prompt_number": 65
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we set the alpha to less than one to get a translucent and more pastel look and remove the edges."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bubs = 100\n",
"\n",
"x = np.random.rand(bubs)\n",
"y = np.random.rand(bubs)\n",
"\n",
"colors = plt.cm.jet(np.random.rand(bubs))\n",
"sizes = 2*np.pi*(20*np.random.rand(bubs))**2 # Area of markers\n",
"\n",
"plt.scatter(x,y, color=colors, s=sizes, alpha=0.4, lw=0)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 66,
"text": [
"<matplotlib.collections.PathCollection at 0x7ff9a8957e10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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hXY/Y/qXHIUnTFxukNbJphae1cUhWAQ2GYr+GUzNTtK2v62Wl4e7fwcQNF76r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\nu1YMtXQGfWU9TuxM3i33gIe2xc+yGa4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ADFnv0W0qTGBtsoSWRW4S7/Kgy7YsZn77W/J3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9FMYfE+mjfRvI3mDSw+RtfYZ3G5joBRlKdowkaSTSkIzFjEVtBoppDjNS+l1GeAfwI8t9n3v/GN\nb9z/+NSpU5w6darBobWo7DyUNs4edRRgweW8rvbixov8scQsHy73kLUcTqnnFiHe3dA4Hhto6Mf9\nk0jCE78B4+/BtffAajCBuq0Ljj7fvCKo6zUxiV5j1RV0AVCsfdwaC81ZNt+ZNoNmBs0wBs7Khiyz\nLB0ZXaRUfw1XFw/HQRdKBW1btWiG06dPc/r06Ybvp9HfplvAyKrPR7Bnu9ZYSZ7/c+AFrfWmbyFX\nB13bWnbzLfDdebWhtlYjIhraNik/EzUsnuu4w4/nHVZkLza2rHKgC/YkG7oLfxkG7PsE9O+F6+/D\n3atrOgY4Eu+A4aOw+2EwApQv4lFfTSfyFKj3KqvqGLfmItVLAUygCaPYXfX+lmSmy2W92LlUzU1i\nV6pJrbhE4KyfDPrjP/7juu6n0aDrHeCgUmovMAH8FvDbqw9QSu0G/g74Pa0D0Nch6KzNC/F15xUx\nC7IuFfnYkTEwylSh3x9f5GpukSvZjup3VGvAsUoiBM8N1/3jzdXRC8c/CwczMHEeZm7CYsouaruZ\neBI6B2BgP/Ttbv5S4mZMs2mzXU6KoZajzdqeFJos4KzSuOYWsBNVJZk6wzIajXLa2UFUpJSJofZh\n6YtNHsehpp5fbD0NBV1a66JS6g+B17DflvyF1vqsUuoPVr7/Z8C/ArqBP1X2haagtX6qsWFvYXrz\nJSuFYk/a4Hyy8ZpAEQ07lytfHJ5PTpAu7eZuoVrxrPpmJyImfGkvRFt95j4Sh72P2jeA5XnILNrB\nqFJ23a32HvvvoAuFmxZ0lRqY0dCh2n6JdE0FTYvAFLCj4lGllT+hht/HinsMdbypQZeiG0O16rtC\nEVQNv0Jorb8HfG/d1/5s1cf/FPinjZ5n26iwVXowZzCd16QijS0D7V80COvKQVfY0LzYfYPvzY5U\nCbxqn3qLmvDC3hZInq9HotO+taKuHpicaMqpK/VZrMSKR9GxaI0/VdtSoGbJ0fyVliKprlJqAEU/\nmubs5jbUsaacV2xtUpE+aMzKTY4PLxgkN0mAd2p0yaA/5+y/PWpY/Cc91zmWmC1/0akxJ2kgAV/d\nD4NBrcu1nfU2L3+l3qCr2NvYJg5nnI2t3n+DKM80noUmLNkqetlYclKIxknQFTSJynugTK14eM5g\nIFfbC1FIw6FFg5Hl2v7LQ0rzyeQkL3Vfp2OzGl4RZ9FTyICTQ3bA1SVlb4Kpx8fK++vUmwtV7Omq\n46dqm2JVDo9X8nLqOqUGMXxvYmJgGqdQSv4/hfskASFoIm0QjkOhfEseUyuOLJj0Ryyut2kWQ+Xf\nYRtAf87OB4s1UOtrZ3SZ3+q7zNVsB2OZbm7nVy5EkfaKP9cRsQufHumBmPy2BVtLBl21L+UqdqBx\nuoxqAM5qmpTbmCIaY6gn0PoG2qd2S4b6BEpJbS7hDbkMBlFb/6atgNbrzRv05u0einNhTTqsKSh7\nMj5esutw9eRU1fwtpwxl72zcH19koRjmbrGN1HCC6TzkS/YiTMiAzojdvLo/Af3xYG7UE5tIdtp5\nXXP+9xIMU3lZfTM6HCK/o/YlUUUbmh6ql4wAGEI5eJkMEcaUl1NPKGViGi9Ssl5GO+zNaaHJr/wp\nYd1f+lUoTAwiK3/WB8qGOoppPOb6v0GIe+RVIoja+hwFXfe0F5Vd6LTGftWNSIYKJJMGB3bJr9CW\ncugYvP1z308bodZkeMju2w017ly8R3EYzUdQ8SLei2LU0f0lkCRFLynVhmn8I0rWd9FsrGWosQvU\nLpEhT44ixaoZdgo7WI4SoY0EbepxTKPJrbjElieL1kHU46wKdtP1Hmj2CITbRg9C2P/yFmHCNS/P\nZQ85C4g2owiheHglqFqfZNiO4iCKo46XPdsk6PKcUu2Yxtcw1IPXxxIlZpnnJre4S4ollig4CLjA\nDtQKFFgkx1W1k4+MLm5xmwLu9JMVYjMyTRFEiW5IDsOC29v3LSim1950EXQJUKAMMGIQ6oBQu30z\ny5SLMEzoP+Ly+ETThcMwegAujPl+6ghRx42jC4N9lDodFO+twC54ugvFLjRL2NXPwyiq1abbKFFj\ncr6oj1JRTPU5LL2HlPUKaVIN7Rkt0M+y8TiWSgB5bjLBBLcZZIBdDGPIvIRwmQRdQTVwzL2gq5SB\n7ATk7oJV5V1cKQuFVU2vQ20QG4Lo4NoaYt2jEJZtiIGSz8HMFCzM2kVOlYJ4G/T0Q0cNCefHH4Wr\nF6Hg7zt+x0GXgqVH3N3OrxqaqVK0UXlDiXDPPAtcVRlyxjNE9TWiehyThRruQZFXQ+TUKEW1cZOE\nheY2k8wyxz720iH/t8JFSjex39r9QSilgzCOQNEazvwHyC/Vfx+FBchcg/wcDXePNUw78IrvASMM\nx74KHQFp1LydFQowfgGunIX5ConhkSjsPgD7j0Gng9pWF8Z8z+0qUGBiY+vWDTKH97H0pN9lBMrr\npJsDSLsYr5WwuMYNpkht+F5Ip+wbc5h6DmNNgquiRCdF1UmJLvJqCK2czWYqYJABRtgps15iDaUU\nWte+S02CriCbGYeLP6jjBy1YGofMLRoOttYzIrD7C3D8t6sfK7x18WP46FdQKNPvsZyR/fD4cxCt\nMlP5o+/CnVv1j68Ok9whW2FHSKmjjdkvf6buBHovHOAwndRTL0w4VaTIeS6RxuGbUK2xl4tVxS4f\nTnWS5CD7MSXwEivqDbrkNyjIevbWnqxeWIDZX0PmJq4HXACmgugs3P0xlOpvUiwakM3A6VfgvV/U\nHnAB3LgMr/0tTFTZIfv0p+0cLx91UCFPS8Hi048FKuCKEpOAy2NFipzlgvOAC+yldRVyJeACe0nz\nHBca6hEqBEjQFXx7n4OIwyTdfAoWPoDSsnfj2XEQzBAsXYY7L0OxgeVPUbvlJfiHb8PdBvP9shl4\n4wcwXqGhcHsHfOoLYLpz4XIiTqJsvav0U49QHGxeAdfN9DssnCrqU6LEeS6x7Gc9nDLSLHGRy1jS\nY1M0QIKuoAtFYd8pe2dhJfkULJ4D7eELQs9O6FjVpig/C3e+I4GXXwoF+Ol3IV1L0nAFlgXv/BRu\n3yh/zPAueO6zYPjzUqFQdLOxFdbSY8fJHqy/RIQXYsTpR/IavXSFa7XNcHlsnkWuUeH5IkQVktPV\nKqYvw+V/WMlVWKcwCwsfextwdQ7AzjIlIiLdsOMrYNZe4NIPlqWZnc0xNZUhlcoyM5OlULAolTSm\nqYhGTXp7Y/T1xejvj9PZGUEFsYz+Oz+DK+fcv99YAl74up1sX86tG/D6D6FYXPv1bAbmV3ZLhkLQ\n3etKna8p7rLMEihIP3GC7OF9Dd+nuxSHOUp7peVQ0ZBpZrjE1WYPY1NHOEgnyWYPQzSRJNJvB6lL\ncOX02uDKKsDcu2DVkdvjVNcgDB2q3M+n/QD0f9a7MdRhYSHP2NgMFy7Mk806z8Vobw9x9Gg3R450\nE48HJH9o8pY9y+WVPQfh5GcqHzOTgjdO222CltJw4yrMr9sZaxjQ3Qd79jUUfJUocTMxzfzJExR2\nBm82aZAhdrG72cPYsgoU+IAxihSrH9wEUSI8zDFM/Ft6B+zn3eI8WCV7R3lHJ7RJSYtmkKBru5i7\nYQde9xpiL56F3JQ351IG9O2C/r3Ojh/4ArQ1fwloejrL229PcvPm0qYTg04ZBuzbl+TkyUHa2vxN\nKN/gJ9+Bqdve3b9S8NJ/Bm1VZm4sC06/Bt/5GyhWqOMVicGxE9V3SJaz/zBznzjM5ci1+n7eQzHi\nHOUhKSHgoYtcZoa56gc20QB9jLLH+xPduQWXz9p5nLlN6tjF4tA/BAeOweCw9+MRgARd20shC9d+\nAbffgoWz3pwj2gbDByFewxS6GYedXwezOUVTLUvz3nsp3ntvCsvFldZIxODppwc5csRBfSsvzM/a\nuw29dvgReORk5WPyefjWX8HsNFy7bL/rLqetAx6qsXlwZzc8fhJ22rNIt7nlqHZXNRaaZTRLK7ci\n9vycAsJAG4p2DOJQsfVPmAiHOUp0Q+sg4ZY0S3yMB8voLlPACR4iVkffUEdSk/DO67U1oO/qgSc+\nBX3Bmx3eaiTo2m60BR//Cdz6CIouLi0ahp0w37envuTp5HHofc698dxTyEI+bbcsUoadPxZ7EBDO\nz+f40Y9uMj3tXRmLXbva+Mxndvq/5PjB23DujPfniSXgK79X+ZizH8K7bz74fCkNd29D6q695LHe\n0UcgWaUavmHArr12s+0dG9+p3+IGd6hvt+YcFpNYzDrcc2YCPRgMYdC+biYrRIhDHCUuLX88dZlx\nUkw3exiODDHIbna5e6darzznP9g8h7capeDICTjxVOWUENGQeoOugCSsiJotXbXX8g8+BQvTMDsB\nyxVmHaoJx6B7B3TtgFADidDpi9D9lF21vhGlAsxcgoWbsDRlB1zrmRFI9JHK9/Dq2wmyJW8bNd+8\nucR3vjPOSy/tob3dx+XGWY+Wj9fLLtslKRIVWuJcPr/287Z2u0n2yCjMpiC9aAdiy0v2G4OpOxuD\nLsOAZBf09EFvP+wehXj5QGYnIxgYNc14TVHiJhaZGmvVlYApLKawaEcxgkk3BmEiHOIIsTr6Mgrn\nihSZYbbZw3Bsiml3ezRqDW/8GG5caew+zr5vPxef/ZwEXgEjQVerWlxpSKwM6Oy3b9klWLgLmTRk\n03bgUo5h2EuIsXZo77Fvbjw5rbwdeCWP1ffzuTRMvg/TF6FUZQavlGf6xi2++/Ob5PIK4t2Q3Gn/\n7ZG5uTyvvDLOV76yl0TCp8BrdmPbE0/PVSnoKleuIhSC/h32Dezcr8wydHbZJSdgpZVU1F4CqbHA\n6RA7iRDlBuMVC1Tm0FyhxKwLtZTSaM5SZA/tfE4CLl/cJdVSdbCKFJlmhn5cqh/3zs8bC7hWu3EF\n3onCk59y5/6EKyToakX5WchuklQda4PYqkT2fNYOYqwSWNoOqgwDwnF7Kala7a96LY7VF3TdHYNb\nv6wcLK6ynNV87w1NLg+gITNj39oHoXsfmN4ERQsLBb73vet87WujmKbHydSlkt3I2i/ZKoV1nQbm\nhmHPgvX0w8jehocF0EsfHSS5zlXmN0mynsbisov73RQGXXQDSX7BHE9g0ONV/o4AaKlZrnummXUn\n6Lp1zU6Yd9Pls7BzDwzLTtugkO03rWh53NlxkRh09EHn4MrS4SAk+yHe7l3ABZCfsdsROVXMwYXv\nwvWfOw64AF5/D5Y32cxDehIm3oVsA8utVUxP53jnHR+W/dzcEeDG+bp7a7u/Wo+vIkKEAxxmD/vW\nVK6/S4kLLgZcMWIMsZPkSi2mLCXeJMVdNvuFE26wsB5Uni8W7TccLWDJjeKthYKdNO+Fd17fWF9P\nNI3MdLUir0pEuCmfgrCDnY+FjB1wZWrYoQNcvK65drtCvk4pD3c/gr6jkNhY4dwNH3wwzehoBwMD\nHiZWh0L27JJfG02q9Vo8cBTu3nF+fwePNjaeMvrop5seZkgxxgSXSTfcaVShSJCgnSSxTXYnltD8\nimlO0kefzHi5Ln1nnMjY25jjE6iiHXDpcIjS6DCFY/uwBrx5HjeqSIksucZ2MV67ZC/He2F5yW73\ndcCb56Kojcx0taK8jzk+9co5GGMxDxdfrRhw5Qswn4bpOfs2n4b5Rc0bHzi4xFolSJ31bMZLazh9\negJPd94qBR0+NlROVsmH27PPLsjoxMhe6PIuv87EJEoPiwwwwBBttJXt21iOQhEhShfd7GSEPgY2\nDbjuuRd45aTxsWtKqRSZb36TpZf/ntClG/cDLgBVKBK6cJ34t04T+/ufoGZdaoHlsoZnuy6PuTOQ\nsvfvUWkhUTOZ6Wo1pSwUN9nJFzR5B7NxN96A5bVbw++kYHIGpmYhNQ8Lm/xTr08q7qSgPQ7tCU1H\nG3S1l0k3skowdRaGP+FJjtfcXJ7x8UVGRz1sCdLdBws+5LoYBnRWmU0wTfjsi/CjV+xdiuX0D8Kz\nVSrcN0ijeY8ZLDSxlT9gV7PPkyO/8kev/AEwUBiYRIgSIUKYCEaFulybKWDxPnxOaR4AACAASURB\nVHM8hbtLp9tRaWKC7GuvQaFAjsobZ8ypWeLf/inZF5/FGgzWY79Mpv7fhuUlu+6dl2ZT1XcmC19I\n0NVqiovNHoEz1cY5dx2mLwCQy8OF6zB2xZ7JqkQDd1KabB6yeUjN2xfMWAR29Gp29EJkfWxVysPs\nFeg7XN+/pYqxsVlvg66BYbh20bv7v6d30A6qqulIwgu/AWc/sEtIrK6S3ZG0lzGOPOTsvhpwkUXm\n2ZgDaGISJ+FpPa07ZLjBEiPIRaxe1uws2R/8wM5nAiwHs4cqXyD22ptkvnYKnQxO+5v8Jr+Hjs34\nlC5SbWey8IUEXa1Gt0hCpK7wAmqV4Prr5PLwqzE74HKa5zkzbwdb62XzMH5bcf0O9HfD6LBeG3yl\nJ6FtwJNyErduLTE3l6Ory6M8n5H98P5b3u9i3F/DjtN43K4c/8gTMD1lXzhjMbv2lg91gfJYXKS5\nb0DGWGAXiYoV7EV5+XfesTscrNAOs/JUNk/k1+fInXrCq6HVTDdS5sKPWWyA+Rl7J6NoKsnpEt6o\nlOc0c4lr15b42x/Zs1u1bKy5W+X1ydL28uS7ZxWT61PFFhpvJ1PO5cse5pqEQjDqzSzdfbEE7Kqj\nb6ZpwsAO2DliFzr1qRDjdZYoNZw635gcJW7f220namItLVG6Vn9fTfPKLVZqxQRCQ7+JhQZmyYJ4\nHlGRBF0tp0X+y9TmS0u5XImffOcMr71ZptxDFellZy9vhRKcv6b4+Ioif++1JjP3oFG4y6amPL74\nHn0c4h4uDTz+XH1tn5pk3I1t+i64GpBxtJriuXOblCdxHrCrYonwuXFXx9SIWvMC1/CrYnwLPb+3\nMvlfaDVmi1TF3qTp9dJSgZf/9mMuXqxvN2GhBJkaV9im5+HMBUUmC6AhXUO5gxqkUh7Xb4pE4IlP\ne3PfI/vrm+VqkhQ5ll2ryNWY6QCNpZWUbm8s7lxr4GLcCU5/RpMG8hcTPuWmefmmTTgmQVerCSfB\n8LbHoCsiays0p9MFXn75OrN36i93ka6zjE02D+9fVCxlgJw3y4DLy0WWljyevh8agYeedPc+e/q9\nC+Y8Mldll5vfgjaelpDf+JhFqO11TeWDs1yWaKRFVI9LLYSCch5RkSTSt6JIH2Qnmj2KylYFXZlM\nkVdfvcHiYmHzxtUONZLCkS/CR5cVjxxOExvUnkzpp9MF2to87sd47DF77B++3fh99Q7Cp16oXhA1\nYIIW5MxRYLjZg2g1m+xsjVghKGagkINSzu5OoTWg7ONDMQhFIRyzl8q8bsFVg0QjO2U7V3qRelk1\nPhyGrmCV2diuJOhqRdEWCLqi/fc//PGPJ5ibW7lQNhB0NdoRJ1eAscsWj+7OYETdLydQLPrUsufo\no/YM1a9+Cst1PJ6GAUcehWOPt2Sex1wj2/M9ELQgsBWo9naYnLQ/KWRh/g7RxduQKJMjVwBY+V03\nDIh2YEUG/RhqVXYngwZmukwT9hyAy+fq+GELyK38DfbiVZQNi1i7D7Tkc30rkqCrFcWGYf6DZo+i\nPDMGEbvI5tjYLBMTq9YFrebmv6QzcOP6InsOeti6xw+DO+FLX4dzZ+DqOcg6SOQ3DBjeA0cfswuu\ntqigVYPPBmw8rSB06BClixdhehzmJ0BbmEBIK4qqymYZy4LMPMXEHNweg/4DEGpeykWCOEajmToH\njjsMugqgUqAWQaVBLcOGchUG6ATodtAdoPvgQA3lYISnJOhqRfERCLUHtzJ9+yFQBouLeX75y3WF\n/3T9s0FuvVG7cTND71CB9nZ3l9VCIZ/fSYbD8PCTcPwTcPMqTN2G2SlYmINS0V6GTLRDV589M7b7\nwJYojtjsUhHrWQEbTysIdUbJz5xFz61Nho8XDBYj1YNYqyuB1Z+E9DRk5u3Aq6O/6s95oQuHbbEq\n6e6F0UNw9UKZAxbBuA3GFFQN8q2VgCwN3IH+ZSh9BLlja1YgRHNI0NWKlIKOozD7q2aPZBMKOux3\nVT/72R0KhXVBlmFUf80oI+rSm1lLw4ULCzz2WA/Kxdwut4M4xwwDdu+3b9uAosG6SK6T4qg1mb4G\n539MeFc3+XXtb5J5Z0FX4dCqLLpSEe6cg2IOune5PdqKFIoBXJo1fuxZmLxlt+u5Lw/mRVBOd2qW\nQOdAZ0HnIRKCwU6Y/SbM/T3Ed0PvKQjvBqMHlCw5+k2CrlbVcQTmfl258nszxHdBOMnk5DK3bm2y\n3dCM2jkcdWh3a0XQCJNOF5ieztHXV765cS3icdP7JHoBQAiDQiMVwF0WkqDLudmbcO5HYJUIjw5j\nzS5SvDl5/9sRSxEtGeTM8v+/hf2DFPcNbPxG6iqgoHunBwPfXBedNe+6LCsSgU9+EU5/197dqSbB\nvALVchh1Bqx5O9Bafaxpwt6dYMzb71I0sJSC5Q+hcx8khsHohtAeCB0Fo8VTLlqEhLmtyoxD8niz\nR7GOgu5PADA2Nrf5IZGOuu89bEK80U47ZggMe+fU7dvuFTTt72+R+mlbQEfA3ismkWDbkWz6fsB1\nT+SxQ4R271hzWDJf/rJUODRE/ol95c+RugLLZV57PDCIy8t1Pf3w6RchdhXM85QPuLQdaBWvQ+km\n6MW1x4ZMODAMbZu8YOoCzJ2H2TEoTUH+XVj+D5D9EZQCvkFrC5Cgq5V1PwnhrmaP4oHOExAdIJst\ncuVKmb54kcYKAbbHG5xVWFW0dW4uTybjTmK/WzNmorpOt2YWXNIpQZczl34GxbU7PZVSRB89RPTk\nQ5g7ekEp2goGIevB81wbBsWRXjKnjpF/fLR6uZe7F9YEdl5pI0EnLje61xr0B3B8Z/kSD9YcFK+A\ndRd75+I6ne1wZA+0VXlNykzC7NmVshyWfZ+ZV2D576BUfz1FUVmw3jKK2igT+p6H2y/T9CyXcBd0\n2w1oz5+fp1QqM55Yl51HUGdCfX83TDXyRjb8YApda83t2xn27at/9u2e/ftdSKYVjnQFLMgJWhAY\nSJMX7KXFMkKDPYQGe7CWs5QmZ9hh5bjamceKhijt7EEnapjiLuQgNQ4D3uU4Gij2sdf9O54+DctX\n7aXGg8dhNgV3J+zNMboA1qS9nLiZjgT0d0FXDZtlsil71qv7yIOvWSnIfAsij0L4ccn7cpkEXa0u\nNghdj8Lce80bgwpB/2fu91vcNJfrnlAEEr2wNFX+mAp6u+yE+roKpSoDomvfmd6vH9aA4eEE3d2N\nrnsKp/qJBSaZPoJBtwRd1d084+gwIxHDGB2mC+jpyHOnrc6Z6MU70LPHLjrqgWGGGqvNtZnFj2Hp\n4tqvdffZt/QlOzjKRCCr7NkppSAWtnMuOhL2x/XI3IVIEtpWl/i1IP9rKI5D9BSYrVtiJmgk6NoK\nup+E0jIsnvf/3MqAgc+v2YpctQ9h+1DdQZcChnoV47fruORGOzYsTSwvF7EsjWHUv2x57FhP3T8r\nahfDZAdxbuNxk3EHRkhgSiJ9ZXMTdeVZ7VoMMxctkQ3V8Vy3LDvw8mA3YxsJhtlR/cBaFBdhdpMu\nE1pD8QKEJ6G/A2h8Vn5TC1ch2mNX/V/NmoHMyxD7AoRGvDn3NiPzhltF76eh47C/51Qm9H8OErvv\nf2lxMU82WyWfIt5lLzPWaUefnSdaE2VArHvDly1Lk07XX+G8szPC3r0evRCKsvYSjHpje/GpWXEr\nu1NPpXUwURyYi1JhI2NlC+43tw8R4gCjKLcD7emf2suHq2kLimftJUWv6RLMlasRVoTsa1C86v04\ntgEJurYKpez8rq7H8KVukJmAwRegbXTNl1OpTRI7N9N76P4uwlpFQrBvZ43/xkQvmJtPv6fT9S1h\nKAWnTg03NEsm6tNPrOkJ7DuI0yaLBdUt1h80tBUNDs1GMepZS85nXO1naGJyhIPEcHnTzPK1jW3d\n7s1wWT4mtOfnIFuuHpgF2X+A4g3/xrNFSdC11XQ/CUNf8XZXY/sB2Pl1iG+sh7Ow4DBHKhyDrtHq\nx5Wxoxd6Oh0GO+F4xZm1qjNzZTz8cA+Dg1LbplkepbtpC3shDB4mQDuHg6qQg2yZncwOJQsmh2ej\nmHUFXu507QgR4ggHaWuksXU5i2Mbv1YaX9md6LOl2xW+WYLsD6E049twtiIJurai2CDs/E3ofOR+\ncrsrQm0w8EXo/6xd5HQTxWINr4zJYegYrn5cGQdHIFxtosGMQMdQxUMsq/ZX8+7uKE8+uUmBRuGb\nTiIc9CrHpYqH6CSOi8+trWrJaSX1ypJ5kyMzUaKlGsPsXONBV5wYRzlEuxdL2oUFyK7b1WnN27W3\nmiE3C8VKuZJFyJ1eKTMh6iFB11alTOg5CSO/C91PQaiBi1NsGAa+ALt+B9r2VjxUrzwZJ0IR3owl\nORNtJ19pPqL3QN2BVzQMDx9Q5fO7QlFI7qoaeNYadHV0hHnppd2Ypjx9mu0QSd93Dw4RZ3dAcsoC\nr9T47uB72gsmD6diDCzXsKTbQL0uBQwxyEMcdX+n4j1L51mzD1db9rJi0/bmaliushxspaDQxN3y\nLU4SErY6M2aXlOh8BDI37dyBfApyKbDK5F+FkxDps2+JvRBxvoxiGIoScDkcRwMFZXIzHGVfpdY/\nvQfs+llzV2t+kWyPw0MHFB9f1hRWp29EO6Ct39FMXy05WclkmC9/eY+0/AkIA8VJ+vgFUyxWa5fi\ngj6iPI7sVnXM5RkRUytGFyL0ZE2udubJVVtzrPP8cWKMsocOrzdKZNcl+5eulq/D5Zf8goNj3gNz\nL5jyXKiVBF3bhVKQGLFv9xQWwcqCLgKGHaCEOsouHToRDhsowATuxUAhJy98yWGId8P0RcjWtr08\nmYATBxXnxmEpZ9rBVg2V703TWdA1PJzgs5/dSSIhAVeQRDB4jn7eIsUc7s2srDdIjCfolRIRtTC8\nucR05u1Zr1S8yGSiSKZcWQmjttnoNhIM0E8fPRh+LAQVVi2/WulgtOEpOFmSLUH+dYh/1fPhbDUS\ndG1nYffrvnR3RzGA47k0N0MxYrrErqLDHY3hOOw4AZlZSN+G5RnHlevbku089swOrk8nuDmxjFXD\nNvNEovLTIBw2eOqpAY4fl3d1QRXB4Fn6OMsCV3Enefoehb2MeYgO90sFbHUJ7zYbmFoxuBxmcDnM\nQrjEZFuRuWgJa/V/Ubh64ruJQTfdDNLvTd5WOYV5sFa9SShNEIiSv7po53WFqiyplibt3o2my/0n\ntzgJuoSr+vvt7dSdVonO/FJ9dxLvtm/FnD3rlU/bt2LODsKUst9BR9rtWzQJ0Q4MYG8n9PYnuHp1\nwXG1+fb2zWeuDAP27k1y8uQAHR1SdTzo7u0oHCLOGWZZpvFyAZ2EeYweaWpdr1iHvVO5UnqBC5IF\nk+SciUaTCWmWwhZLYYvl6CBFwuiVYMbAwMSkjQRtJEiQIE6sOcF0YdWMvi6AVV/BaE8Ul6sHXQCF\nj8E85flwthIJuoSrolGTjo4wi4su5NeEotA+CAzW9GMdHRFOnOhjebnA7dvLTE5mKBY3n/oyTUUi\nsTbvK5EIceRIF0ePdkvuVgvqI8pnGOQWy4yzVNeSYy9RRmlnqFkX5K2kva9i30U3KRSJoiJRNOgv\nxe3+gUGlV70pKN0FvG/S7ZjT3rjFK6CfASVt0JySoEu4rq8v6k7Q1aBEIsz+/Z2MjnaQThdJpwuk\n0wWWl4sUixZaa3p6YgwNJejtjdHXF6OvL05PTxSl5ELbykwUu2ljN23Mkuc2GebJM0+BPBsvKFFM\nugjTRYRh4nTIzJZ7+g9UDLoso0AxsghoQvkkhuXSY9/nXcNrd6xaSrQCkMu1muMNCEUonIfICU+H\ns5VI0CVct3dvB1evuptX0wjDMEgmIySTG5cIn366nxMnepswKuGXbiJrykpkKFHAooTGRBHBICY1\nt7zTvx+uvrVhiVGjyXbcpJBIodXKRV4rIpleYgsjjc8wDh1r7Oe9dm9ntc40f8fieqqGTQSlG4AE\nXU5JoSHhun37OojHg38RC4UUhw+3TlXxjNbcLmmuFTW3SprFOoq6CohjkiRMNxGShCXg8pphwo4j\nG76c7bhFvm3qQcAFoDT5RIpsssF2M927PE3id4W5krRvBecN6n1mDTmsfrYq2gJkpku4zjQNDh/u\n5MyZYLeL2L8/STQa/AvuREkzVtSMF/WGhbFhE46FDEZNZElUBNfIYzB1+X5LIK2KFBLlL9b5+DTR\n9FB9S41mCPY/V+9I/RPpBQzQQQu6DAjXUJ9M58BaBKM53SFajcx0CU8cPdpF0GOAY8eC/U542dJ8\nK1PilazFlU0CLoCJEvwoZ/FXGYtpmfkSQWWG4eDz3HtRKEYW0apCsrbSK3leddj9BMQ76/tZPynT\n7pEbtJmuUKK25UUI1s7LgJOgS3iioyMS6KBm374O+vs9au3hgrSl+VbW4q7DTURpDS9nLSZLEniJ\ngOoatme8ALzaEdq7B3Y+7M19eyHSH7yZrhoKS99XkiVGpyToEp45eXKAZDJ4u8BiMZNPfrK2MhR+\nKmrN93MW6Rrjp4KG13KW5HqJ4NrzBOx8mFC+A6XLX36UVoTyNS5Xde+CI58n8FPsq7XtBxfqybkq\nVk+xU+86QWw1EnQJz4RCBs8/PxS418BPfnKQWCy46Yzni5qZGirqr5bVcKYgQZcIsH3PoPY8Q2S5\n/Buf8HJfbflcg4fh2At20n4riQ3Z/XGDwoxDrLv2n9MBCxwDTIIu4amhoQTHj9fxJPbI/v0d7NuX\nbPYwKjpbbCxoulTSFFxuNCyEq0YeJXrgnxEtHVoz46W0QWRpgNjiLmf3E22D4y/Aoedr7rMYGG3D\nzR7BA3WPRV5vnAru233RFFY6TWFsjOLEBFgWRjJJ+PBhQiMj1X+4jGeeGSCdLjA+3tzcheHhBKdO\nDTV1DNXcLtU/y3VPQcOFouZ4OGBTjEKsotr7iB36H4je/Zji9FuwNEso347SDi5L0XYYOgpDxyHU\nwi26lAmJQUjfWNuHsRmMiD2WeigJJZxSOgDviJVSOgjj2O5y775L/te/3rQasdHfT/xLX8JIVG8g\nu5lSyeKHP7zF9et19mNs0I4dcV58cYRwONjvht/NW7zrwvLgXlPxxViw/61CrLEwCTPXIZ2C9NTa\nYqpm2G4n1N4HXTuhe6S1crcqSf87yE7CzMfNHUfPcYjVWSg6fAKiT7s7noBTSqG1rvmXUMJTAUDu\nzBny775b9vvW1BSZV18l8dWvosK1J8ebpsEXv7iL06dvc+nSQiNDrdnISBtf+MJOQqHgByE5l+4n\nL9P9otUkB+3bPVYJSkU7T8vcwpcqowdiRYgPQOZuc8YQH6g/4AIwgpNCEnTBvwoJz+l83p7hqsKa\nmaFw/nzd5zEMxWc/O8zzz+8gEvH+Vy8UUjzzzAAvvLCrJQIucO8J2Rr/WiEqMEwIR7d2wAVg9tl/\nd+63E9l9P3/cPncjjD53xrINyGuzsAOporPdJ4WxsYbPd/hwF1//+igjI20N31c5O3bE+c3fHOXh\nh3taqlJ73KWhxlro3yzEtmaslGgwwtD7MBhRH88dXTlnI6V9QvZsnXBki7+FEE6UppxXE7bm5tCF\nQl1LjKu1tYV58cURLl9e4KOPZpmcdKfha19flOPHuzl0qLOlgq17Rk3F2+iGFwf3ma33bxdiW1o9\nSxSKQd8JmP4QStnyP+MGM2YHXKEGS1YYPVsnv84HEnSJptq/P8n+/Ummp7OMjc1x6dIChUJt2/dM\nU7FvXwfHjnUxOFhfon9QJA3FLhNulOq/j3YFe1qsXJHwVhqLCxSYpIQGujE4RJheafbdfEYPqBjo\nlSArFIe+R2HuIuSmvTlntBe6DtbW2LocM9g7woNGgi6B0e08CVJ1dDQ8y7WZ3t4Yn/rUDp59doCZ\nmRypVJapqSypVJZMpkSppNFaEwoZxGImvb1R+vvj9PVF6e2NtUzOlhPHQgY3SvXXjTgaVi05yye8\n8SF5zqzbWpHC4iJF9hHiWaIYXrXlEdUpBaFDUPjgwdfMCPQeh+VJmL8CuuDSucLQua/+0hAb7xDC\nR1y6r+1Bgi5B+MgRe+eiVf1CHz7i7RPMNA36++P098c5etTTUwXWnpDiQElxqY4iqf0GPBySC6iw\nnSPPexVatFyhiAk8Q4Cqom9H4WNQ+JANRUYTgxDthvQtyNwBq87gywhDfAe073RndusecycYLdBc\nPEAanh5QSr2glDqnlLqolPqjMsf8m5Xvv6+UemyzY0TzGPE44Yceqnqcam8ncuyYDyMSpyKKPTXm\nZfUa8ELMICSzXAKw0HxI9Yv0JYqkabAir2iMkQSzTBV+MwKdozB4EroOQ6TbWTFSFbKP7Tps/2zn\nqLsBF9jBoqhJQzNdSikT+LfA54FbwK+UUi9rrc+uOuYl4IDW+qBS6iTwp8D2qqLWAqInT0I+T+Hc\nuU2/rzo6SLz0Eirq486abcxQii9G4d0CfFTU5CtMepnA/pDiuYgiLAGXWHGdEhkHWzI0cIkCjyLP\n7aYKH4fSjfLfV4Y983VvabCYgfyinXCvrQfHmDGIdNi5YV5S7WDu8fYcW1Cjy4tPAZe01uMASqm/\nBr4KnF11zFeAvwTQWv9SKdWllBrUWk82eG7hIqUUsU9/mvDhw+TPnqU0MQGlEkYySejwYcIHDqBC\nshrtJ6UUT0QUj4Y1l4qasaJm1oIS9hR1hwGHQ4ojISUlIsQGtcxeLUgx3eYL7QZzpHLgteb4uPeB\nVSXRZ2XXYh0avYruBFb/htwETjo4ZhcgQVcAmYODxAfdSrIUbggpxZGw4sjK/oWS1pjyYieqqCV3\nRPYwBkT005D5W9BN7sNYTegAhPY2exQtqdGcLqdvj9ZfIeRtlRB1koBLODFcw3vqYQm7gsFog8gz\nzR5FZSoB0eeaPYqW1ehM1y1gZNXnI9gzWZWO2bXytTW+8Y1v3P/41KlTnDp1qsGhCSHE9tWFwSAG\nk1WWGeMo9shG9uAIH4biFefLjH6LfhLU9sv/O336NKdPn274fpTW9U86KaVCwHngc8AE8Dbw25sk\n0v+h1volpdTTwJ9orZ9edz+6kXEIIYTYaAGL18iUTag3gc8SY0iCrmDROch8B6yZZo9krciTEJEC\nBGDn3Gqta152aGh5UWtdBP4QeA0YA/4/rfVZpdQfKKX+YOWYV4ErSqlLwJ8B/20j5xRCCOFMEoMX\nibMHc8OL/SAGXyAuAVcQqSjEvhysGljhRyTgckFDM12uDUJmuoQQwlNLWKSw0Gi6MOlqvEyj8JqV\ngeyrYHnUDsipyOMQeaK5YwiYeme6JOgSQgghgkrnIPdTKI434eRhiD4N4W3aHqQCCbqEEEKIrapw\nEfJv2EGYH8xhiD4PRoc/52sxEnQJIYQQW5m1DLnXoXTNw5OEIfqUXSFflCVBlxBCCLEdlCagMLay\n5OhS30zVBuEjEDoKRsKd+9zCJOgSQgghthNrGYpnoXAedLqOO1BgDtmzWuZeaetTAwm6hBBCiO3K\nSoM1BaUUWCmwZoEi6KLdCBsTVAyMPvtmrvytws0eeUuSoEsIIYQQwgdNKY4qhBBCCCGckaBLCCGE\nEMIHEnQJIYQQQvhAgi4hhBBCCB9I0CWEEEII4QMJuoQQQgghfCBBlxBCCCGEDyToEkIIIYTwgQRd\nQgghhBA+kKBLCCGEEMIHEnQJIYQQQvhAgi4hhBBCCB9I0CWEEEII4QMJuoQQQgghfCBBlxBCCCGE\nDyToEkIIIYTwgQRdQgghhBA+kKBLCCGEEMIHEnQJIYQQQvhAgi4hhBBCCB9I0CWEEEII4QMJuoQQ\nQgghfCBBlxBCCCGEDyToEkIIIYTwgQRdQgghhBA+kKBLCCGEEMIHEnQJIYQQQvhAgi4hhBBCCB9I\n0CWEEEII4QMJuoQQQgghfCBBlxBCCCGEDyToEkIIIYTwgQRdQgghhBA+kKBLCCGEEMIHEnQJIYQQ\nQvhAgi4hhBBCCB9I0CWEEEII4QMJuoQQQgghfCBBlxBCCCGEDyToEkIIIYTwgQRdQgghhBA+kKBL\nCCGEEMIHEnQJIYQQQvhAgi4hhBBCCB9I0CWEEEII4QMJuoQQQgghfCBBlxBCCCGEDyToEkIIIYTw\ngQRdQgghhBA+kKBLCCGEEMIHEnQJIYQQQvhAgi4hhBBCCB9I0CWEEEII4QMJuoQQQgghfCBBlxBC\nCCGEDyToEkIIIYTwgQRdQgghhBA+kKBLCCGEEMIHEnQJIYQQQvhAgi4hhBBCCB9I0CWEEEII4QMJ\nuoQQQgghfCBBlxBCCCGEDyToEkIIIYTwQd1Bl1KqRyn1Q6XUBaXUD5RSXZscM6KU+olS6mOl1EdK\nqf++seEKIYQQQrSmRma6/iXwQ631IeDHK5+vVwD+R631ceBp4J8ppY42cE6xidOnTzd7CC1NHr/G\nyONXP3nsGiOPX2Pk8fNfI0HXV4C/XPn4L4GvrT9Aa31Ha31m5eM0cBYYbuCcYhPyxGmMPH6Nkcev\nfvLYNUYev8bI4+e/RoKuQa315MrHk8BgpYOVUnuBx4BfNnBOIYQQQoiWFKr0TaXUD4Edm3zrf1n9\nidZaK6V0hftpB/4j8M9XZryEEEIIIbYVpXXZWKnyDyp1Djiltb6jlBoCfqK1PrLJcWHgFeB7Wus/\nKXNf9Q1CCCGEEKIJtNaq1p+pONNVxcvAfwn8Xyt/f2v9AUopBfwFMFYu4IL6Bi6EEEII0Uoamenq\nAf4G2A2MA/+p1npOKTUM/LnW+stKqU8CPwM+AO6d6H/SWn+/4ZELIYQQQrSQuoMuIYQQQgjhXFMq\n0kth1foopV5QSp1TSl1USv1RmWP+zcr331dKPeb3GIOs2uOnlPrdlcftA6XUL5RSJ5oxziBy8ru3\nctyTSqmiUuof+zm+oHP43D2llHpv5fXutM9DDDQHz90+pdT3lVJnVh6//6oJwwwkpdS/U0pNKqU+\nrHCMXDfKqPb41Xzd0Fr7fgP+b+BfrHz8R8C/3uSYHcCjKx+3A+eBo80YxOYdvAAAA6ZJREFUbxBu\ngAlcAvYCYeDM+scDeAl4deXjk8BbzR53UG4OH79ngM6Vj1+Qx8/5Y7fquH/A3jjzm80ed1BuDn/3\nuoCPgV0rn/c1e9xBuTl8/L4B/J/3HjtgGgg1e+xBuAGfwi7X9GGZ78t1o7HHr6brRrN6L0ph1do9\nBVzSWo9rrQvAXwNfXXfM/cdVa/1LoEspVbF+2jZS9fHTWr+ptZ5f+fSXwC6fxxhUTn73AP477NIw\nU34OrgU4efx+B/im1vomgNY65fMYg8zJ43cbSK58nASmtdZFH8cYWFrr14HZCofIdaOCao9frdeN\nZgVdUli1djuBG6s+v7nytWrHSOBgc/L4rfb7wKuejqh1VH3slFI7sS+Ef7ryJUkWfcDJ795BoGcl\npeIdpdR/7tvogs/J4/fnwHGl1ATwPvDPfRrbViDXDfdUvW40UjKiIims6jqnF7H15Tfk4mdz/Dgo\npT4D/BPgOe+G01KcPHZ/AvzLleezYuPv4Xbm5PELA48DnwMSwJtKqbe01hc9HVlrcPL4/c/AGa31\nKaXUfuCHSqlHtNaLHo9tq5DrRoOcXjc8C7q01l8o972VpLQd+kFh1btljgsD3wT+X631hjpg28wt\nYGTV5yPY70gqHbNr5WvC2ePHShLknwMvaK0rTclvJ04eu08Af23HW/QBLyqlClrrl/0ZYqA5efxu\nACmtdQbIKKV+BjwCSNDl7PF7FvjfAbTWl5VSV4HDwDu+jLC1yXWjQbVcN5q1vHivsCo0WFh1G3kH\nOKiU2quUigC/hf04rvYy8F8AKKWeBuZWLeNud1UfP6XUbuDvgN/TWl9qwhiDqupjp7Xep7Ue1VqP\nYs9M/zcScN3n5Ln7beCTSilTKZXATmge83mcQeXk8TsHfB5gJR/pMHDF11G2LrluNKDW64ZnM11V\n/Gvgb5RSv89KYVWA1YVVsafofg/4QCn13srPbdvCqlrrolLqD4HXsHfz/IXW+qxS6g9Wvv9nWutX\nlVIvKaUuAUvAf93EIQeKk8cP+FdAN/CnKzM2Ba31U80ac1A4fOxEGQ6fu+eUUt/HLiRtYb8OStCF\n49+//wP490qp97EnE/6F1nqmaYMOEKXUXwHPA31KqRvA/4q9nC3XDQeqPX7UeN2Q4qhCCCGEED5o\n1vKiEEIIIcS2IkGXEEIIIYQPJOgSQgghhPCBBF1CCCGEED6QoEsIIYQQwgcSdAkhhBBC+ECCLiGE\nEEIIH0jQJYQQQgjhg/8f7KYlSYtYF0kAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff9a89fb450>"
]
}
],
"prompt_number": 66
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"####Bubbles on a path\n",
"Next I wanted to try generating markers along some trajectory. A simple possibility was to plot markers along a sine curve. In this the position, size, and color are all related to the curve parameters.\n",
"\n",
"Below are a few variations, changing the color generating value and the color map."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bubs = 100\n",
"cm = plt.cm.terrain\n",
"\n",
"x = 2*np.pi*np.arange(bubs)/float(bubs)\n",
"y = 100*sin(x)\n",
"colors = cm(x/x.max())\n",
"sizes = np.pi*(8*(x+1))**2\n",
"\n",
"plt.scatter(x, y, color=colors, s=sizes , alpha=0.4, edgecolor='w',lw=3)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 78,
"text": [
"<matplotlib.collections.PathCollection at 0x7ff9aa8c7dd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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rqZRSTxINXOpjM60C2xPoRHXQCgHyqm4P8eah52JXKB081Y+4t1Vy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\nl0wKLiGEEEKIS/b/A0f5NgTva/AKAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff9957f3c10>"
]
}
],
"prompt_number": 78
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bubs = 100\n",
"cm = plt.cm.terrain\n",
"\n",
"x = 2*np.pi*np.arange(bubs)/float(bubs)\n",
"y = 100*sin(x)\n",
"colors = cm(np.random.rand(bubs))\n",
"sizes = np.pi*(8*(x+1))**2\n",
"\n",
"plt.scatter(x, y, color=colors, s=sizes , alpha=0.4, edgecolor='w',lw=3)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 79,
"text": [
"<matplotlib.collections.PathCollection at 0x7ff9aa8fe550>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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25eCO4uKRIXrFIElZLyHGmqPRiFcOFB+cb9E6pchzLrYV92Zj7oaSk6bjeDCg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\ndsMuTxdnpGX+yjHm6Yavpkd82t9jTUm/1SEtMk4X01de+8r5YTianzOP1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k8qPOXT8VoI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\nY4wx5pT9/8a96qvof5/3AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff9957efe90>"
]
}
],
"prompt_number": 79
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bubs = 100\n",
"cm = plt.cm.brg\n",
"\n",
"x = 2*np.pi*np.arange(bubs)/float(bubs)\n",
"y = 100*sin(x)\n",
"colors = cm(np.random.rand(bubs))\n",
"sizes = np.pi*(8*(x+1))**2\n",
"\n",
"plt.scatter(x, y, color=colors, s=sizes , alpha=0.4, edgecolor='w',lw=3)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 80,
"text": [
"<matplotlib.collections.PathCollection at 0x7ff9aaa1c510>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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uD52dkkxt6qtLJI9GZKlDqVEmHrg06j7JaIpRGOTMl/IxbIcCE4A4iKk0yjgl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OIAM5qSPNolebCLywukKmsilZJkt+8hAoWuVzBLXVj4eRfyej4sikGP7N53ZVSrt4cZvbzB8LuC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mVQLMyxW79Go7mCmV8k0zIpLZ5k69zPqV97l9LSfZS3XIbLAfOVB1ipvUWchJxf/ymPLH2V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\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff9aa9ea650>"
]
}
],
"prompt_number": 80
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Bubble necklace\n",
"Next I decided to attempt a more \"necklace\" look, varying the sizes randomly."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bubs = 100\n",
"cm = plt.cm.terrain\n",
"\n",
"x = 2*np.pi*np.arange(bubs)/float(bubs)\n",
"y = 100*sin(x)\n",
"colors = cm(np.random.rand(bubs))\n",
"sizes = np.pi*(10*np.random.rand(bubs))**2\n",
"\n",
"plt.scatter(x, y, color=colors, s=sizes , alpha=0.5, edgecolor='w',lw=3)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 93,
"text": [
"<matplotlib.collections.PathCollection at 0x5dc2890>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Dh59TLBa4tqEuS8I4YTGdkGY5N+7ee2XzaxGR68D4C7jDyBjjL+K45O1472lc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\n",
"text": [
"<matplotlib.figure.Figure at 0x5da0fd0>"
]
}
],
"prompt_number": 93
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Spiral of bubbles\n",
"\n",
"For the last art plot I decided to try to make a spiral of bubbles. This is very similar to the previous, but following a spiral path, thanks to a little math."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Spiral\n",
"num_points = 200\n",
"p = linspace(0,10*np.pi,num_points)\n",
"\n",
"x = 10*p*sin(p)\n",
"y = 10*p*cos(p)\n",
"\n",
"p1 = np.log(1+p/10)\n",
"colors = cm(np.append(p1[:99],p1[99::-1]))\n",
"sizes = 5*p*2*np.pi*(0.5+2*np.random.rand(num_points))**2\n",
"\n",
"plt.scatter(x,y, color=colors, s=sizes, alpha=0.5, edgecolor='k', linewidth=0)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 94,
"text": [
"<matplotlib.collections.PathCollection at 0x7ff997886990>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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sReDRqseze806sc4zM+0EPa1sPt6Jupb2XbnZql7sjVlyD6i7QtfPY558FogZ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ApCrCPE9FYRl4VSinvvvsfO068GZpBeBj0vs3yhSBQG6DShvLyC6/mEnc5cYqZqB/tUVlam8jmb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w5PHIdUIJBe93c1quuxTz2GEIpbjz+ruorW3h4Yc/y9z1l9aCbaPXbfcbDs4/SykFoNI0zsrG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\nExEREQnJ/wNxBpczopZXeAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff9ab886e50>"
]
}
],
"prompt_number": 94
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###art.generate_masterpiece()\n",
"I hope you enjoyed these very basic forays into code generated art!\n",
"\n",
"[Follow me on Twitter](https://twitter.com/roycoding) and read my other [blog posts](http://roycoding.github.io/blog)."
]
}
],
"metadata": {}
}
]
}
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