{
 "metadata": {
  "name": "",
  "signature": "sha256:5373fc2208672ce14532c19ea4c912674b5c7f028d5aad88baacedc8ecbfcfdd"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "The Cosmic Spectrum and the Color of the Universe"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "[colour-science.org](http://www.colour-science.org) - January 27, 2015\n",
      "\n",
      "The spectral power distribution data is coming from [The Cosmic Spectrum and the Color of the Universe](http://www.pha.jhu.edu/~kgb/cosspec/) article by Karl Glazebrook and Ivan Baldry."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline\n",
      "\n",
      "import colour\n",
      "from colour.plotting import *\n",
      "\n",
      "\n",
      "def read_cosmic_spectrum(path='resources/others/spectrum-Z-0.06e.txt'):    \n",
      "    data = {}\n",
      "    with open(path) as file:\n",
      "        for line in file:\n",
      "            if line.startswith('#'):\n",
      "                continue\n",
      "\n",
      "            wavelength, value = line.strip().split()\n",
      "            # Current data is in angstrom and need to be converted to \n",
      "            # nanometers.\n",
      "            data[float(wavelength) / 10] = float(value)\n",
      "    \n",
      "    return colour.SpectralPowerDistribution('Cosmic Spectrum at redshift 0.06', data)\n",
      "\n",
      "\n",
      "cosmic_spectrum = read_cosmic_spectrum()\n",
      "\n",
      "single_spd_plot(cosmic_spectrum,\n",
      "                y_label='Relative Flux / $F_\\\\lambda$')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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9+nclBBDzCCdrHxK+zCa/hLfVxrUIX8RnE7585sro873XnAsJ234+YXsfTthW6SlIO7ud\n0zYjBC01hNkiziecICf7h7f2PvJp670Vsj1/RDh5ryWcNA+O30NuxP/O7ocb03JbpJc5lSW3H3Ts\nvW9D+PsvIOyDl7HkScUp8eukx34o5LmbEU7IaghdsO4i/1gWXdXesSK9f+Tua212j1+38VobJ5Zr\njH9yt3Pb6OuEv1U1Yd95kvwzMVxOONGvJnwW3ybsT+kuCIW8Zj7jE8smf9p7XqEKOX5B6/tkIZ/l\nQj4bOe19Fjv7eoWuvz2nECoQagjHy5cJ3UCScq/f1vG+kGMKtH78ys2+0tZ7Bbg3fn9XtvJ4V9cv\nSSW3HOHKxgTCgfhdQqlha84jHGTnxc9brsjtk6TeYggtp56UJEmS1EErEdLpXFJ/KCGsyDe68UGE\n/mvbEPrSvQz8vgRtlKTeYAiGFJIkSVK3G0mYNzztAeB3id/3o+tzlEvS0sKSWUmSJKmbrUvoN5fu\npwhhoJ9vJ35fi9BnsbVp7CRJkiRJUi/R06YgXZYwoM8Q8k+9tQphLIqc+fG/q+ZZVpIkSZIk9SI9\naQrSCsLowIuAc1pZpoaWI6XnRv6uTi60/fbbRyNHjuz2BkqSJEmSpC4bCeyQ74GeUkmRIczU8SXg\nGMI0Rvl8SMs3sj1hPui5yYVGjhxJFEU99ueSSy4pext6yo/bwm3htnBbuB3cFm4Lt4Xbwu3gtnBb\nuC361k98Lp9XTwkpbgW2Bo4gzFvemnuA0wize/QDfkMYKK5XGTRoULmboB7I/UL5uF8ozX1C+bhf\nKM19Qvm4X6g36AkhxUbAGYQkZRqh60Y1cCJhWtJqYMN42eeAPxKmHp0AjCVMX9qreHBQPu4Xysf9\nQmnuE8rH/UJp7hPKx/1CvUFPGJNiIm2HJelBMW+If7QU8ECpfNwvlOY+oXzcL5SP+4XS3CeUj/tF\nz5UpdwOKJIr7uUiSJEmSpB4kk8lAK3lET+juIUmSJEmSZEghSZIkSZJ6BkMKSZIkSZLUIxhSSJIk\nSZKkHsGQQpIkSZIk9QiGFJIkSZIkqUcwpJAkSZIkST2CIYUkSZIkSeoRDCkkSZIkSVKPYEghSZIk\nSZJ6BEMKSZIkSZLUIxhSSJIkSZKkHsGQQpIkSZIk9QiGFJIkSZIkqUcwpJAkSZIkST2CIYUkSZIk\nSeoRDCkkSZIkSVKPYEghSZIkSZJ6BEMKSZIkSZLUIxhSSJIkSZKkHsGQQpIkSZIk9QiGFJIkSZIk\nqUcwpJAkSZIkST2CIYUkSZIkSeoRDCkkSZIkSVKPYEghSZIkSZJ6BEMKSZIkSZLUIxhSSJIkSZKk\nHsGQQpIkSZIk9QiGFJIkSZIkqUcwpJAkSZIkST2CIYUkSZIkSeoRDCkkSZIkSVKPYEghSZIkSZJ6\nBEMKSZIkSZLUIxhSSJIkSZKkHsGQQpIkSZIk9QiGFJIkSZIkqUcwpJAkSZIkST2CIYUkSZIkSeoR\nDCkkSZIkSVKPYEghSZIkSZJ6BEMKSZIkSZLUIxhSSJIkSZKkHsGQQpIkSZIk9QiGFJIkSZKURxRF\nZLPZcjdD6lMMKSRJkiQpj6MOPJCN+/enrq6u3E2R+oxMuRtQJFEUReVugyRJkqRebM2VVmLuwoVM\nmDCBjTbaqNzNkZYamUwGWskjrKSQJEmSpDyy8YXPhoaGMrdE6jsMKSRJkiQpj8Z4PIr6+voyt0Tq\nOwwpJEmSJCkPKymk0jOkkCRJkqQ8cjN7GFJIpWNIIUmSJEl5NMaVFHb3kErHkEKSJEmS8rC7h1R6\nhhSSJEmSlBJFUVMlhSGFVDqGFJIkSZKUkhuPAuzuIZWSIYUkSZIkpTQ2NjbdtpJCKh1DCkmSJElK\nSQYThhRS6RhSSJIkSVJKspLC7h5S6RhSSJIkSVKKlRRSeRhSSJIkSVKKY1JI5WFIIUmSJEkpyWDC\n7h5S6RhSSJIkSVKK3T2k8jCkkCRJkqQUu3tI5WFIIUmSJEkpdveQysOQQpIkSZJSrKSQysOQQpIk\nSZJSHJNCKg9DCkmSJElKsbuHVB6GFJIkSZKUYncPqTwMKSRJkiQpxe4eUnkYUkiSJElSSrKSom7x\n4jK2ROpbDCkkSZIkKaXFmBR1dWVsidS3LLUhxaWXXsrQoUPL3QxJkiRJvZADZ0rdb+jQoVx66aVt\nLpMpTVNKLoqiqNxtkCRJktRLvfTSSxx44IEA/Oiss7j51lvL3CJp6ZHJZKCVPGKpraSQJEmSpM5q\nMXCm3T2kkjGkkCRJkqSU5MCZdveQSseQQpIkSZJSkpUUdVZSSCVjSCFJkiRJKS26e1hJIZWMIYUk\nSZIkpSS7exhSSKVjSCFJkiRJKXb3kMrDkEKSJEmSUqykkMrDkEKSJEmSUpKVFPWJ25KKy5BCkiRJ\nklJahBRWUkglY0ghSZIkSSl295DKw5BCkiRJklJaTEFqdw+pZAwpJEmSJCmlRSWFIYVUMoYUkiRJ\nkpTimBRSeRhSSJIkSVJKMqRIVlVIKi5DCkmSJElKsbuHVB6GFJIkSZKU0qK7hyGFVDKGFJIkSZKU\nYncPqTwMKSRJkiQppSExWGaDIYVUMoYUkiRJkpRSX1fXdNsxKaTSMaSQJEmSpJRkMGElhVQ6hhSS\nJEmSlJKspHBMCql0DCkkSZIkKaXRSgqpLAwpJEmSJCmlPjFwZmM2W8aWSH2LIYUkSZIkpTi7h1Qe\nhhSSJEmSlJIcONNKCql0DCkkSZIkKaUh1d0jiqIytkbqOwwpJEmSJCklWUkBzvAhlYohhSRJkiSl\nJCspoOVAmpKKx5BCkiRJklLSlRTp3yUVhyGFJEmSJKU0GlJIZWFIIUmSJEkp9alQwu4eUmkYUkiS\nJElSStZKCqksDCkkSZIkKSVdSWFIIZWGIYUkSZIkpaTHpLC7h1QahhSSJEmSlNLQ2NjydysppJIw\npJAkSZKkFGf3kMrDkEKSJEmSUtKVFHb3kErDkEKSJEmSUhrt7iGVhSGFJEmSJKXkQonK1O+SisuQ\nQpIkSZJSGrNZAJaJf7e7h1QahhSSJEmSlJIbODMXUlhJIZWGIYUkSZIkpaQrKQwppNIwpJAkSZKk\nlNzsHnb3kErLkEKSJEmSUhpTIYWVFFJpGFJIkiRJUkquu8ey8e+GFFJpGFJIkiRJUkq6ksLuHlJp\nGFJIkiRJUkqukqIy/t1KCqk0DCkkSZIkKSVXSWF3D6m0DCkkSZIkKSU9BandPaTSMKSQJEmSpJR0\nSGElhVQahhSSJEmSlGJIIZWHIYUkSZIkpWSjCLC7h1RqhhSSJEmSlJDNZonikKIykwGspJBKxZBC\nkiRJkhJyM3tU4BSkUqkZUkiSJElSQi6QqKD5hMmQQioNQwpJkiRJSsgXUtTV1ZWtPVJfYkghSZIk\nSQm57h4Zmk+Y6g0ppJIwpJAkSZKkhGQlRW5MCkMKqTQMKSRJkiQpITlwZlN3j8WLy9YeqS8xpJAk\nSZKkhLwDZ9bXl609Ul9iSCFJkiRJCflCCrt7SKVhSCFJkiRJCcmBM3NjUji7h1QahhSSJEmSlJCr\npKjE7h5SqRlSSJIkSVJCvoEz6w0ppJIwpJAkSZKkhFwlRbK7h2NSSKVhSCFJkiRJCS0Gzsxkwn1W\nUkglYUghSZIkSQn5unvkggtJxWVIIUmSJEkJeacgtZJCKglDCkmSJElKcOBMqXwMKSRJkiQpITlw\npt09pNLqKSHFOcDbwCLg7jaWOxVoBKoTP/sUu3GSJEmS+g67e0jls0y5GxCbDFwBHASs2M6yr2Ew\nIUmSJKlIkt09clOQWkkhlUZPCSkejf/dGdiwnWUzRW6LJEmSpD4sXyVFQxxcSCquntLdI6e9ACIC\ndgRmAqOBi2kONyVJkiSpy/JOQWp3D6kkekolRU7UzuPDgK8CE4FtgQeBBuAPRW6XJEmSpD4iWUnR\n1N3DSgqpJHpaSNFeJcX4xO0PgMuBX5AnpLj00kubbg8aNIhBgwZ1vXWSJEmSlnr5uns0GlJInTZ0\n6FCGDh1a0LI9LaRor5Iin7zBRjKkkCRJkqRC5QKJ5BSk9Q6cKXVaunDgsssua3XZnjImRSWwAiE0\nqQSWJ/9YE98E1o1vb00Yk+KxUjRQkiRJUt/gwJlS+fSUkOI3wALgl8DJwELgImAAUE3zjB/7AyOB\nGuBp4GHgqlI3VpIkSdLSK98UpHb3kEqjp3T3uDT+yWfVxO1fxD+SJEmSVBR5Kyns7iGVRE+ppJAk\nSZKkHiHvwJnZbNnaI/UlhhSSJEmSlJDs7uGYFFJpGVJIkiRJUoIDZ0rlY0ghSZIkSQl5B860u4dU\nEoYUkiRJkpSQq6TIxD8QQoooisrWJqmvMKSQJEmSpIQW3T0ymeagwi4fUtEZUkiSJElSQrK7R/Jf\npyGVis+QQpIkSZIS6uvrgeaTpdy4FIYUUvEZUkiSJElSQmOiu0fy31x4Ial4DCkkSZIkKaG+rg5o\nHjTT7h5S6RhSSJIkSVJCQ1wxkevmYUghlY4hhSRJkiQlJKcgBbt7SKVkSCFJkiRJCbnuHs7uIZWe\nIYUkSZIkJaQHznR2D6l0DCkkSZIkKSE9BandPaTSMaSQJEmSpITWQgorKaTiM6SQJEmSpITG1MCZ\ndveQSseQQpIkSZISrKSQyseQQpIkSZIS0gNnOiaFVDqGFJIkSZKU0NBKSGElhVR8hhSSJEmSlNBg\ndw+pbAwpJEmSJCmhsbERsLuHVA6GFJIkSZKUkK6kcHYPqXQMKSRJkiQpoaGVSgpDCqn4DCkkSZIk\nKSEXRmTi3+3uIZWOIYUkSZIkJTi7h1Q+hhSSJEmSlNDawJmGFFLxGVJIkiRJUkK6kiI3cKbdPaTi\nM6SQJEmSpIRsNgtYSSGVgyGFJEmSJCU4JoVUPoYUkiRJkpTQ2hSk9fX11NXVMXz48KZxKyR1L0MK\nSZIkSUrIBRDpKUgbGhq45g9/YI899uC+++4rS9ukpZ0hhSRJkiQlpGf3yA2c2dDQwPBhwwD47NNP\nS98wqQ8wpJAkSZKkhMZWBs6sr69n3LhxAMyZObP0DZP6AEMKSZIkSUpIV1Lk/q2rq2PSlCkAzJ09\nu/QNk/oAQwpJkiRJSmht4Mzp06ZRu3gxAHMMKaSiMKSQJEmSpIRsK909Ro8e3bTMvKqq0jZK6iMM\nKSRJkiQpIV1JkRs4s0VIMX9+aRsl9RGGFJIkSZKU0FolxfQZM5qWqa6pKW2jpD7CkEKSJEmSEnKz\ne2Ti3/OdNFXX1pasPVJfYkghSZIkSQmtTUGaVLNwIVEUlaxNUl9hSCFJkiRJCemQorKVZRYuXFiy\nNkl9hSGFJEmSJCW0VUlRAawU3543b14JWyX1DYYUkiRJkhTLZrNN3TjyjUnRD1ghvm1IIXU/QwpJ\nkiRJijUmph9tL6SoqqoqXcOkPmKZcjdAkiRJknqKZEiRkw4pGuPbVlJI3c9KCkmSJEmKNTQ0AM1V\nFNBy4Mw1geXj24YUUvczpJAkSZKkWC6kaKuSwjEppOIxpJAkSZKkWHvdPaykkIrLkEKSJEmSYoVU\nUuRCirlz55aoVVLfYUghSZIkSbG2KilWI8w8kOvuMXfmzNI1TOojDCkkSZIkKZavkmJNQjixUfx7\nU0gxe3bpGib1EU5BKkmSJEmxfCHFqsD5FRUsl80Cie4ec+aUtG1SX2AlhSRJkiTFct09Mqn7V8xk\nmk6eciFFlWNSSN3OkEKSJEmSYvkqKdKapiCdP7/o7ZH6GkMKSZIkSYrlGzgzLVdJUV1TU/T2SH2N\nIYUkSZIkxQqppGgKKWpri94eqa8xpJAkSZKkWEe6e9QsWkQURUVvk9SXGFJIkiRJUqyQ7h6VhGkS\ns9ksCxYsKEWzpD7DkEKSJEmSYoVUUkBi8Mx584raHqmvMaSQJEmSpFghlRTQPC6FIYXUvQwpJEmS\nJCmWq6TItLOcIYVUHIYUkiRJkhTLhRSV7SyX6+5RVVVV1PZIfY0hhSRJkiTFct09rKSQysOQQpIk\nSZJihQ6caUghFYchhSRJkiTFCh0409k9pOIwpJAkSZKkWEcrKebOmVPU9kh9jSGFJEmSJMU6HFLM\nmlXU9kh9jSGFJEmSJMUKHTgz191jjiGF1K0MKSRJkiQpVugUpLlKiqq5c4vaHqmvMaSQJEmSpFhH\nB840pJClYRVMAAAgAElEQVS6lyGFJEmSJMVylRTtdfdomoJ0/vyitkfqawwpJEmSJCnW0YEzq2tq\nitoeqa9ZptwNKJZLL72UQYMGMWjQoHI3RZIkSVIv0dHuHtULFhS1PYW64frref3VV5k9axYLa2u5\n45572HbbbcvdLKmFoUOHMnTo0DaXaa+KqbeKoigqdxskSZIk9TI33HADP/vZz9gDOASgspKosZFs\n/G8EZIFG4CqgoqKChoYGMpnynVqNGTOGrbbaqsV9Pzn3XG7805/K1CKpbfHnJe+Hxu4ekiRJkhQr\ntJKiklCWns1mqa2tLXaz2jR27FgAVgc2je+bNX162dojdYUhhSRJkiTFCh2TApq7fMybN69o7SnE\nxIkTAegHfCm+b86cOWVrj9QVhhSSJEmSFOtMSDG3zNOQjo8rKVYClo3vm2tIoV7KkEKSJEmSYoVO\nQQo9J6T49JNPgBBSLBffV+7qDqmzDCkkSZIkKdZQXw90rJKi3F0rxo8fD7SspJhfXV229khdsdRO\nQSpJkiRJHZWrpKgsYNkV43/LXUkxecoUIIQUuRO86jIP5il1liGFJEmSJMXq6+qAjnX3KGclRX19\nPbOqqoAQUkTx/bULFxJFUVmnRpU6w+4ekiRJkhSrX7wY6Fh3j9mzZhWtPe2ZPHkyURSxIqHNlfFP\nYzbLggULytYuqbMMKSRJkiQp9kU8vsPKBSyb6+4xc9q0orWnPbnpR1dK3Jcbl6IqrrCQehNDCkmS\nJEmKjR83DoB+BSzbVEkxY0bR2tMeQwotbQwpJEmSJCk2aepUoLCQIldJUc7uHhNylR+JsSdyIUW5\nB/SUOsOQQpIkSZKABQsWMKe6mkpgtQKWz1VSlDMMGPPRR4CVFFp6GFJIkiRJEjA+rkpYg8JOlJqm\nIJ03r1hNate4sWOB/JUUhhTqjYoVUuwO/KlI65YkSZKkbpcLKdYscPlcJcX8mpqitKcQn3/xBWAl\nhZYey3TjuvYEjgX2B94F7u3GdUuSJElSUeVCikLGo4DmkKJ6wQKy2SwVFaUtVI+iiOmzZwP5QwrH\npFBv1NWQYmvgbGAQ8BZQDRwNjOvieiVJkiSppD795BOg8EqKSmA5oC6KqK6uZvXVVy9W0/KaOXMm\n9Q0NLAcsm8mQje/PhRSzZ84saXuk7tDVqO9XwFPATsBpwHnAycC+XVyvJEmSJJXUpx9/DBReSQHN\n1RRz5szp9va0J9/0o9AcUswypFAvVGhIsSPQH8ik7j8TeB6oj3+PgMuBg4Afd0cDJUmSJKkUOtrd\nA8o7w0drIcVy8b9z4q4gUm9SaHeP/wL/AD4E3iFUTwAsamX5XwNHdK1pkiRJklQaURTxxdSpQOHd\nPSAxw0cZQooJcajSWiXF3DJUd0hdVWhI8QxwfAfX/UQHl5ckSZKkspg9eza1ixezPM3BQyHK2d1j\nTNw9ZeXU/bmQYl4Zp0aVOqvQ7h5jE7e/DmxVhLZIktSmxsZGFi9eXO5mSJKWQsnpR9N93NtSzu4e\nn40eDbReSTFv/vyStkfqDoWGFI2J2+OBw4AZwE3A4O5ulCRJ+Wy7206st8kA6uvr219YkqQOSIYU\nHbFiJkQas8sw/sPYTz8FWq+kqKmtLWl7pO5QaHePZJg4F7gO2Af4Sbe3SJKkPLLZLJ+8MwqiiNmz\nZ9O/f/9yN0mStBQZN24c0LFBM6G5kqIc033OirtztFZJUbNwIVEUkcl0pDZEKq9CKymOB/4IHAms\nHd/3UZ7l7AYiSSqKOXPmQBQBsGDBgjK3RpK0tBnzUTi96XAlRfzvzGnTurU97amurmZBXR2VwPKp\nxyqASkLAX2s1hXqZQkOKxcDuwN8I3TzGAIcA/wNsmVju3G5tnSRJsRkzZjTd9guXJKm7jY3Hd+ho\nSNFUSTFrVre2pz2TJk0CQhVFvjqJXDVFVVVVqZokdYtCQ4pHCN071gD2Bv4PmAhcDXxCCC4eB75R\nhDZKkmRIIUkqqgkTJwKdH5NiTolDiolxe9NdPXIMKdRbFTomxc/if+uA1+IfCKHdNsCewF6AHYQl\nSUWRDCns7iFJ6k6NjY1MiUOGzo5JMbfEYcCECRMAWDmTaeoOmWRIod6q0JCiNRFhbIqPgDsI3UIk\nSep2VlJIkopl8uTJNDQ2sgqwHC2nNmxPbkyKqhJP9zkuntnDSgotbQrt7lGou7t5fZIkATBtevOA\nZFZSSJK60wcffADAWp14bq6SYn5NTbe1pxCfxmNopKcfzcmFFHPnzi1Je6Tu0t0hxfBuXp8kSQB8\nPnVK020rKSRJ3enJxx4DYPNOPHd5Qh/4BYsXU19f353NatPEZHePPKykUG/V3SGFJElFMXna1Kbb\nhhSSpO4SRRFPP/44AFt34vmZTKapmqKUgcDkqeH/xfa6e1hJod7GkEKS1CtMnzG96bbdPSQV00vP\nP8+vzjmb6urqcjdFJTBmzBg+nzGDlYAvd3IduZBizpw53dSqttXX1zO7qooM7YcUs2fOLEmbpO5i\nSCFJ6hVmz2ye2q2mxP1+JS1doihi5MiR/PbXv2KnTQfwk1NPbnps7ty5HHPE4fzhlls5aO+9mF/i\nwRBVek8//TQAW9H5k6OmGT5KVLXwxRdfEMWvW9FOd49ZhhTqZbo6u4ckSSVRNbv56tS8Gq9uSsXW\n2NhIZWVluZvR7aIo4pRvHcG9jz3VdN874+9n8DHHc9jhh3Pd73/PvMV1AAwfOYqD9t6LZ4e9yuqr\nr16uJqvIHnvwQQC2aWUqz0LkZvgoVSXFxIkTgdYHzYQwSwnAnFmz2lhK6nkKCQunAncCRwOrFLc5\nkiQtqa6ujoXVzeNQzKv2yqZULB9//DFf22YjVlphOfbfexeuueaPS9XAe/ffey/3PvYUK1XAGWvD\nuWuHq9DnnvEDJk6cyI033QTAA2tk2KgC3hj1PkfstRfZbLaczVaR1NTUMPztt8kAW3ZhPa1VUkyY\nMIERI0Z0Yc35FRJSOCaFeqtCQoqfEPbx24DZwAvAT4EtitguSZKazEyVqtbU2t1DKoYHH/w7u+y8\nA+9/Mom6hiwv/+dtLrjglxxx0J7lblq3mDJlCueefRYANw/I8JcBcP36Gb62PEyYNoM9B+5ObV0d\nh60AJ65YwdB+0B8Y9sEH/OXWW8vbeBXFSy+9REM2ywBanyWjEPnGpKitrWWX7bdn991249133+1a\nQ1MmjB8PtD4eBTSHFPPmzevW15aKrZCQ4iHgFGA9YB/CNKPfBT4BxgA3AAfS/DmQJKlNURTxyCOP\n8MUXXxS0/IwZM1r8Xu2YFFK3iqKIS377a0444URqF9Rx2I7w6m8quPFkWHl5eHXER3z66aflbmaX\nRFHEGd89iarahRyyOpy6VjghXSaT4db1wjKTp04D4Io1wu8bV8JNy4Wvy786/3ymTp26xHrr6uqs\nsujFHn/4YQC26eJ68oUU11x9NbPmzycCrvjtb7v4Ci19+sknQGGVFPMdAFa9TEfGhskCbwK/BXYC\nNgSuBjYCHgHmxP+e1s1tlCQtZZ566imOOeYYvnNGYf9lpEMKKymkrqmqquKzzz4jiiKiKOLXv7qA\ny6/4PRUZuPhbcP3JsH6/DIfvCAdvG07m77v3r2Vuddc8/PDDPP3voaxRCbdvEqaNzNljJTgtDia+\nvTLssFzz846thEOAeYsWcd6ZZ7ZY55gxY9h07bUZuOWWDujbCz344IM88MADQNdDityYFDOnhaBr\n6tSpXH311QBkgMeefprPPvusi6/SbFy8rkIqKQz21dt0ZXaPqcD/Ad8C1iaMWTERuKAb2iVJKoOq\nqqqS9D3/52OPAvDp6DEFLd8UUqwWrlXVOgWp1GlRFLHX7tuyxRZbsPkm63PYId/gD1dfS2UFXPc9\n+N4+kKx6P+rrcUjx1/8j6uSggt1lwoQJnW7DP/56FwC/2RA2WG7Jx//UH25fO/wkZTIZbiacDD74\n5JPcdVdYz+zZszl0v/2YXF3NiLFjOe3EE8u+ffqahoYGjthvP7bdeGOefvrpgrd/Q0MDPz33XE44\n4QQWNzayaybDBl1sS66SYlb8/9WvL7iARXV1bAZ8hfC5+/0VVzQtX1tby7Bhw7j66qu54frrO1yN\n8/nkyUBhlRQ1Cxf26H0zm83y2muvcdaZZ3Lw4MEcNHgwhx58MMOHDy9301Qm3TUFaR3wInAeYfYe\nSVIvk81m2XjLrdlkq22K+mUmiiKeefZZAObOKGxatKaQYs3wdWxBrSGF1JZHHnmEO++4Le9j48aN\n48PR4QRn3MRp/OvZF1mmAq7/Phyy45LLD9wc1lkVxk2axptvvrnE4/fddx/vv/9+t7Y/n99ddgmb\nbLIJN1x7TYef29DQwAtDXwHgyH75l1mpAk5fDdbIM6HJxsDl8e3TTjuN4w8/nGMOPpjPpkzhq8Cq\nwENPPcX111zD+PHjueziiznn5JOpra1dcmXqkNmzZ7faNfCKSy7hyaFD+XDiRA477DAG77NP04CS\nrZk+fTr7DhzITTffTAXhKuvxmQydH40iyIUU48aO5bbbbuOv999PBbA3sEtFOOW65/77eeWVVzjh\n2GNZbdVV2Xfffbnwwgv52c9/zi/PP7/g18pms0yPZ+xoq5KiAqgk/L/bUyt97rnnHr601lrstdde\n/OX223nuxRd5/sUX+ddzz7HvPvvwwgsvlLuJKoOufh57qqgnp4WS1BPNnj2btdcOlxBrampYeeW2\nrs903meffcYWWzSPvVzIa/38/PO5/rrrYMcB8O4kNthsY774bHxR2rc0mz9/PnPmzGHjjTcud1PU\nCS+++CI3XH85U6ZMY/r0GWw0YH3ue+BJNttssxbLjRgxgoEDdyObDYHEJpts0uLx2267jR/+8Ifs\nvz2cvB8M/wj22BJ23xIqsuHLYSYLFVRC1EhFtpKrnmzkjmFw9lmnc8uttzet67XXXmOvvfZivbVX\nZdznM1hhhRUohnfeeYfddt2ZhsaIddZYlQlTprPiiiu2/8TY8OHD2WOPPdh8Bfh0B0In5mwlZBuh\nsRLqG8OCi+InNAD1ldDYSFRTCQsaiYDbgfOBXPSwHjC8ooK3slm+Tdh2yW+gv/7FL7jyj38EwpXz\ne++9l6OOOor+/ft3dlP0KaNGjWKvXXelrqGBN95+mx122KHpsWHDhrHfoEFEUcRg4D/AAmDv7bdn\n2Hvv5V3fG2+8wVGHHsr0OXNYDTiVEEBRWUnU2Ei2ooIomyUC4j2CbPLx+N8od3/i8YmNjdyXer0d\ngP2ATGUlTzQ2kuzskQHWAtYEPiXsN3fecQffO+UU/vrXv3LH//4vyy6/PCuvvDJrr7MOe+67Lzvt\ntBM77bQTs2fPpn///ixHKGmnspJsY2Pzv4n2P0PYrSdNmsSXv/zlgrZ7qbz00ksMHjyYKIpYFliD\n0G0mA8wDqoBlKit54skn+eY3v9n0vKqqKl566SX2339/+vVrTh2feuopFi1axFFHHcUyyyzTLW1c\nuHAh7733Hrvssku3rVNB3OUubx7RXZUUkqRebvr06U23i9nl47nnnmvxeyGDZ34+fUq4EVdSLLK7\nR6cMPmEwm265aYcGQJw6dSqHnXwYH3/8cRFbprY0NjZy8cUX8o1vDOZfz7zKeyM/Zeq0ebwx4mN2\n2ulrPP/8803LLlq0iO+edCy5yvHXX399ifW9+NwTAOyxTYZdtoTzjqhg93bqYI/6evj373//G/X1\n9U33P/vM0wBMnVXNX/5SnNkvFi9ezCknHEtDY0RlBmZUVXN33OWiUM889RQAB63e+XZkgDOBUcAB\nwDrAY8CGmQxHE/o7R4STrCPj51x3/fVMnDiRKIr43rHH8sMf/pDLf/GLzjeiDxk7diwH7L031YsX\ns7ixkWMOPZTqeADIOXPmcMLRR5ONIg4DTqqo4Mr4eW9+8AGLFy9eYn0TJ05knz33ZPqcOWwK/BzY\ntBvbuw7hJHsVwlSm+wGDEo/vQtiHKoCvAicBxwH7A3vH/avOPPNMNtlwQ04//XRGjBrFa2+9xfND\nh/LAQw/xox/9iN13350tNtqIZ555Bmi7q0dOrstHemynchs7dixHHXEEURSxLqFLzIYVFfQjbMcN\nCQFOQ2Mjhx5yCDtuvz2/+93vOPmkk1h3nXU49thj2XXnnZv2ifvuu4/DDz+cb3/722yw3nrceOON\nefeDjoiiiP0HDWKPPfZgww024KabbrI6qkQMKSRJQMuQopjTlT3y1JMtfi8kpJgaD0RGvzikWLio\njaWVTzab5Z1X3iGqj3j66acLft7lv7+cp+9/mkuuuaSIrVNr6urq2G+/3bjyyqvJAN/5Ftx4Bdx1\nHQz8Osybt4BvfvMgfvrTs5kwYQIX/foCxnz2edPz//Pqv1usL5vN8vLQYQDsvk3hBbVfWQ+2XBfm\nVNW0CBpffObxptu//91lLFy4sJPvtHWX/eZiPvh0PJutCrfvGu679qrLaWhoKHgdzz4WZnD45hpd\nb88mwPPAlEyGnRP3Xwm8DkwG/gkcDyxubOTCH/+YG6+7jkfibm6j3n67641Yyk2ePJn999yTWfPn\nsy0wABg3ZQqnffe7PPTQQ2y7xRZMnTOHzQndNSCc0G4A1DU28tZbby2xzpdffpn6bJYtgHOBLuRV\nea0A/LCykrOBo4CvE7pa5KxLCFNOIQQYqyUe+2pFBdsBjdksk2fMYHVgL+Ab8bK7ZjJsSujaMWHK\nFL7//e8DhYUUuV3+4X/+s+m+KIp47bXXljjhnjZtWlG7hURRxPjx43n00UcZfMAB1CxYwGrA+nm6\n22SA9QkDH0bAe6NG8Zvf/Ib7H3iAuvp6KoDPxo3j8EMP5dVXX+X7p54KhG0+Y9YszjvvPE468cQW\n6xw/fjyTJk0quL133303b4wYAcD0GTP46U9/ypabb+5sPiXQ0ZCivRq+9TvbEElSeZWikqK+vp7X\nhr0afhkQyp0LCSmargD1C71v6wwpOmzcuHE0LAgndU+89ERBz4miiH8+Fr7YfjzaSopyePbZZ3n1\n1f+y+mrwu4vhe8fB1lvAhuvB5edVcPLRkM3CTTfdymabbcoNN/4vFRn40XHh+a/9Z2iL9Y0aNYo5\nVbX07wcDvlR4OzIZOCoer+LeIXcCIcx8672PWaYCtlkHps+ax61/vqUb3nUQRRE3Xn8dV197LRng\nzoFw4kaw+aowfsoMHnroIRYvXsyLL77IHXfcwVVXXcXvLr98iWlCZ86cydsfj2b5DOy7Wv7X6ozk\n7CAQTqp2pfnk88pMhhWAvz/xBL+4oHlc+TGff45a99xzz7H9Ntswafp0Ngd+Cfws3pb/ePxxjj/+\neKbOmcNGwDlAsgA/15Fw2CuvLLHet994A4CtaRkedLe2or+1MhlWaeWx3YGBmQyDgGMI72UDwjSK\nX6moYC/gyIqKFtUfbY1HkTMg/vfuO+9sOrm+4vLL2Wuvvdigf3+uueYahg8fzuGHHMJ6663HVptt\n1mIa1e6yaNEiNt5wQzbddFO+9a1vMX7iRFYgdLdJf5ZyMkB/YJtMhi8D/QhdZDaLn1cJvPLqq+y7\n7740NDayOqE6Jp5RmIcffZRRo0YB4f/Arbfaiq223JLJ8aCjbZk+fTrnnnsuEAKwteL2TJk2jQkT\nJnRiC6gjOhpSjAR2a+WxU4APutYcSVK5lCKkePPNN1m8YAGstQZ8eV2Agq5qzI4HCMtVUtQvrvNK\nRgeNHDmy6fab/3mzoO03atQoZn0etv3Ez9oejE7Fketms+9e8LVtWz5WUZHh+8fCbZdn+MaeUFkR\nEUVw0qFwzP5QWQEffjy+qRwawrgWALtu3fqJQWuOjIcDeOKpfzF//nyGDh1KYzbi6xvCrw8Mj/3h\nqss7XQ49efJkfnbuj7j55pt56623OP3U73Lez88nG8HvdoQ91gnv6fytw/I/OfssvtRvdQYPHswZ\nZ5zBRRddxG8uuYT999iN2bNnN633hRdeIIpgn9Vh5WKenaZslMlwXny7MYo4l3BSObO2tigngT1V\nFEVUVVVRU1NDXV1dq8tNnDiR8849l4MPPpjZ1dVsC/yG0H1mg0yGM+LlVgFOA64gXGVP2jLep/8d\nd4dI+m8cUmzYtbdTNBXAdhUVbE7rJ2jLZjIMBAYSTpwHtLJc0tqEbTht1ixeeeUVqqqq+GM8Neq8\nmhouuOAC9thjD56Kt9mUGTM45qijaGxspLGxkWuuvpoD992XK6+8ktdff50Fnexu+Y9//INJU6ZQ\nQQjy1iUEMYV8JCszmaaKi3WB5YHlCH/LDGEfWyleZ4YwkG2uUua8n/yEKIr4zoknUldfz6LFizn1\nlFPaHSD8B6edxoIFC1ie8LldMX5NgHfffbcD71yd0dHRP0YDrwHXAL8F6gn7w+3AocD13do6SVLJ\nNHWpoHghxb9yXxw33ZDMaisTAZ9NaHsAzCiKmD97bvhl1RVg2TDI3cKFC4s2uOfS6J333mm6vaBq\nASNHjmTHHfNM5ZDwcFwiD1A9o5r58+e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zDsL6QdaRHL7//nuvnxsgOTmZZ557krKysgbH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\nqvoPQgwAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f69482b6dd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 1,
       "text": [
        "True"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "XYZ = colour.spectral_to_XYZ(cosmic_spectrum) / 100\n",
      "RGB = colour.XYZ_to_sRGB(XYZ,\n",
      "                         illuminant=colour.ILLUMINANTS['cie_2_1931']['E'])\n",
      "\n",
      "single_colour_plot(colour_parameter('The Universe Colour',\n",
      "                                    RGB=colour.normalise(RGB)),\n",
      "                   text_size=32)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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CBht0ip+edGw8+dcB0f+B24sB0a//oMXOFSx/buAbb42p8DzLSqFQiAMP2Lv4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\nAAAAAAAAAAAAAAAAAADgv8//B15fGZnabHHCAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f6947c401d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "True"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Further Readings"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "- http://magnum.anu.edu.au/~TDFgg/\n",
      "- http://priceonomics.com/what-is-the-average-color-of-the-universe/"
     ]
    }
   ],
   "metadata": {}
  }
 ]
}