{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "import poppy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "airy_osys = poppy.OpticalSystem()\n",
    "airy_pupil = poppy.CircularAperture(radius=3, pad_factor=4)\n",
    "airy_osys.add_pupil(airy_pupil)\n",
    "airy_osys.add_detector(pixelscale=0.010, fov_arcsec=5.0)\n",
    "airy_psf = airy_osys.calc_psf(2e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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wLpY8llP1exORV4vIIf55X+DfgJ/4/xEspP82P5eJWE7Nndn1eAhLZH0Q65L7MlX9fkV0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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f12ecf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "poppy.display_psf(airy_psf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ap = poppy.MultiHexagonAperture(rings=3, flattoflat=2, gap=0.1)\n",
    "sec = poppy.SecondaryObscuration(secondary_radius=0.5, n_supports=4, support_width=0.1)   # secondary with spiders\n",
    "hex_aper = poppy.CompoundAnalyticOptic( opticslist=[ap, sec])           # combine into one optic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1134a7630>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iUe5yavNOHnG66Hol5PnczWMqh5NB7Y6pxxgjpfroFGkEfOKq8szmR5gMdRh7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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1158fe828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hex_aper_osys = poppy.OpticalSystem()\n",
    "hex_aper_osys.add_pupil(hex_aper)\n",
    "hex_aper_osys.add_detector(pixelscale=0.010, fov_arcsec=2.0)\n",
    "hex_aper_psf, hex_interm = hex_aper_osys.calc_psf(1e-6, return_intermediates=True)\n",
    "plt.imshow(hex_interm[0].amplitude)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0,\n",
       " 0,\n",
       " 0,\n",
       " 8.04604268543225e-08,\n",
       " 9.180924743349227e-08,\n",
       " 7.127146847320897e-08,\n",
       " 5.538168741538966e-08,\n",
       " 2.7169378357264072e-08,\n",
       " 5.670403168826643e-08,\n",
       " 3.552389338743162e-08,\n",
       " 1e-07]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# coeffs = [0, 0, 0,] + [random.random() * 100e-9 for i in range(7)] + [100e-9]\n",
    "coeffs = [0,\n",
    "          0,\n",
    "          0,\n",
    "          8.04604268543225e-08,\n",
    "          9.180924743349227e-08,\n",
    "          7.127146847320897e-08,\n",
    "          5.538168741538966e-08,\n",
    "          2.7169378357264072e-08,\n",
    "          5.670403168826643e-08,\n",
    "          3.552389338743162e-08,\n",
    "          1e-07]\n",
    "coeffs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "hst_osys = poppy.OpticalSystem(name='Aberrated Hubble-like Telescope')\n",
    "\n",
    "hst_aper = poppy.CompoundAnalyticOptic(opticslist=[\n",
    "    poppy.SecondaryObscuration(secondary_radius=0.3, n_supports=4, support_width=0.1),\n",
    "    poppy.CircularAperture(radius=1.2)\n",
    "])\n",
    "hst_osys.addPupil(hst_aper)\n",
    "hst_wfe = poppy.ZernikeWFE(\n",
    "    coefficients=coeffs,\n",
    "    radius=1.2\n",
    ")\n",
    "hst_osys.addPupil(hst_wfe)\n",
    "hst_osys.addDetector(pixelscale=0.013, fov_arcsec=3.0)\n",
    "hst_psf, intermediates = hst_osys.calc_psf(1.5e-6, return_intermediates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1134a7d30>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KZCulmXpaXlHN6tnZyBNViLyQesVHSucA2ihylAsRceTCcMOCoxiH521elWbqmUp8OPiZ\nOCZTZagyghvZQGH9CdRO3sPaO/fykLsn+OaeKQAO3Hk3N+/8Pqdue2SX95pZ7SzEj95VqvqEw60g\nIv/RrcasJD9/7Rs46UmnMnTiCcTrT8APrCEpDDBRT6mnymQr1LsT76dPp4+cEDuhVIgQCc+TLNz9\nnHMgznzOK6cDP3ISTr8vRJRiRyGO6Ky4JF6pJ56mV+qJUilVkHKNaN1xVI/fzfBJe9i86yCbxpvc\nUU8B+N9nn2MjVkzXWYgfpSMF+GLXMbN9+bceyQMeu4nhk48n3ngCDK/Hl2tMpUojCYHayIYDesKf\nQYXI0YocxUII82IkpBqhqvh5zmFzwnTQt4M8dkIxC/JSIcJlJRbVEOSJD9dgaXohLg3A0Bridccx\ndMLdjJ68hwfecoA76jMnXr1h9KG8d99PurPTjMFCfMlE5DHANao6ISIvAs4CPqCqu3rctFxav2mA\n4ZPWU9l0PNGajfhKjbRQoV5v94Z91sOeOXGnHDsgphg7ko7T6733s8soLtSuv/3Z/81jX/jq6SGF\nLgv0QiTEUTgJqBDJdHklHPhUEg1BXi5WkdIgbnQ9lY3rqW35DetP3MfmQ01urycAJI1m1/aZMWAH\nNpfjI8CkiDwUeD3wS+DTvW1SPv3onHMZO3WUoRM24MY2wMAovjhAPdXs2idMX8RKJByULDhHqeAY\nLMUMlWNqlZjRapHRaoE1gyXWDpZYO1hmQ63M2sEiawdLVIsR64aKrB0M640NFKhVYobKBQaKoTde\njh0F5yhM11aU1EPiISFCiwPI4AjR2Hqqx69lZOswvz1UnPX9fPTZr+zyHjSrmfXEly5RVRWRZwEf\nVtWPi8jLet2oPGr98jqGnvjblDesIx5dj5aH0GKVVjOUM5JsvLcAkQiFyAFC0Qse8D6a3lbU0S1x\nHaNPIhFe8OdvvM97i4TtuqxnXnBh++1yC4ASeuOJVwpxCS0OEg2vpbp+DUMnrGHN8ftYf6DBb5qh\nNn79ZTuP9S4yZkEW4kt3SEQuAF4EbBMRBxR63Kbc+dVHP0Ntc43qxjGi0fUwMIwvVGipkHiP15kR\nJi4rfYg4IlHAdQwrlJkwJgvnbF47yx2CEkJ5vuu+iQhRVmopZPXyNq/Q8lAuVNBihWhohGh0LdWN\nYwxvqfFbtx3gN3vT6fX/84Of5L+de86x32HGzGHllKV7HtAAXqaqu4HNwHt626T8ue3S/8PQphGq\n60aJamNosYoWyiQeUs90gEcCBSeUYkcldlQLEdVCFMoppZhaOWakEq5KOFopMFYtMlYpsKZaCF8r\nRf71o+9ntBIzVgnzRrIrGdZKMYPFiIFC2G45chTjKJyGLzP18VRDaUcLZbQ0SFQbo7pulKFNw2xc\nV2Ugmgn9L57/rh7sTbMaWU98CUQkAv5RVf9be56q3orVxI9a7fhBKutGcLVRZKCGL5QhKpIkYRTK\ndC88K6NEoqQuO7iZXeskkrA8TEPBOUQkjEbpeK9y7BgtF7LeeDjBpx3OPrvESqoaXgvEHQc5VcFn\ntfFCXEQLZVxtlHh0jOr6UYY31Tj5rnGuO2gHNk13WYgvgaqmIuJFZFhVD/S6PXl1179dzsD6Acpr\narjBYShX0bhEKg6vM3XwQuRIVYlSpaP8TSThdmuRc9loE6YDXYSsrDIT42+44KLp8ovX7EEYjqga\ngj2dMzax8/WeEPIaldBCBVetEdXWUNkwyuDxQ5wwVJoV4j/+/Fd52HOfdqx3mzGzWIgv3ThwnYhc\nAUy0Z6rqub1rUr7ctP2tnPykUyjWBnADQxAVwRVQlY6atSAoRedIpeO0erKx3u1euGO6Jx4RAr1d\n0u4siZDVxdPsZKDUC5qVSVINvwQUpt8/HPjMDqCqkiikEiGFMr5QwQ2NUBodYWDjCMPHDXL8vZPc\nmZ3886k/fb2FuLnfWYgv3f/LHmaJqmsqFGsDRINDSKmCRkU0imedaemkPeJEiLLiSOhxtw9CZs/d\nzEHJKFs+fUAz+/qOd/wV519w0XTv22s4PT9VmT4DNFUh9eDlvkc+fVZSaXklioposYIbHCEaWUNl\n3QiDxw2w9ZeF6RA3phssxJdIVT8lIhVgi6r+vNftyaPySJlirYqrDCDFCt7FIC7UwUVwKOFYoSCO\n6ZEmLgvruB3mDmInxB09ckFBfdbvDmI8pUhRHF5DaSR1oc4dCSQqiFeEEObtEkv7l4BmvfXEKxqX\n0LiClAdwg8NU1g4zuLHGuuESpf11GnbXQ9MlNjpliUTkGcA1wGXZ9Jki8qVjsN2zReRGEblJRP5y\nudvrZ8XBInGlhBRKSKEIUQTZ2ZWCwvQBSyg4iF0YoVKMhFIkFCNHKQ5nbpZjRzmCgia4ZArXnMQ1\nxpHGBK4+jjTGedMbXoNrTBAlU8TaouQI24jC0MX2sMK4XaZxswM8lF+yk48UtFDKSipjFIZHKK8d\nprZpiI1l6xuZ7rFP29K9BXgE8F8AqnqNiJy8nA1mY80/DDwRuBO4SkS+qKo3Lq+p/Wk6xItlcBFI\nx1FLQpCqUyS7R690lFHaYVvIeuTiW0jahDRBfAqagk9pj2+R9v9dDD4J7xUXiKMC4uLp8eMg2ZUR\nAa94mamPhwOb0EqVloM4LuGLFaKBIVxtjMq6EQbWD7C5UmDXVNKlvWhWO+uJL11rnpEpft41F+8R\nwM2quktVW8DngGctc5t9KyoXccUCRKGM0slJZ2jPBHahozdejIRYFEnrSGsKaTWQpA7JFNKcQlp1\npFnHNcOyt7/rfUhrCpJ6CPxWA0maRJpM98JnRrjMjEyZHsnisxKMKi0PKREUKlAaxA2OUBodorp+\niDUjJYp2xzbTJRbiS/czEXkBEInIqSLyIeA7y9zmJuC2junbs3krzrXnvJyoWMAV4plTKjPSMUSw\nfWCzfbByJsyFWNOO8G6GcG7Vs+nskTYgbSJJHfEJkjTDumkD8QmkCfhkVnh3XpI21MXDfz67jkor\nDRfGanpFC5Uw3LA2RmF0DZW1NQbXVhkrhr8q3vN7z+7iXjWrkZVTlu4vgIsIZ21+Fvh34O3devOn\nPOUpbNu2DYBdu3axdetWtm/fDsCOHTsA+nr67p9dy4UnPBRE2PGJzyODI2y/6EJQ5Z2X7CD18Prz\nL0QU3vvOdwBw/oUXETvh3Ze8AwdsP/+NiE/Yccm7QFPefN6rEJ/wtvd9GFAuPvdloMpbP/h3gHDx\nea9EfcLb338pKo43/eXrEHG8/R3vAxdz/vY34SS8X6rKq99wAarw4fdcggJ/9voL8KJ8+N3vJHJw\nwYUXUSwW2PH+j+Aah7jwmY+mPDbM3+/bzR16gBMYQr32xf4+mulXvOIV7Nq1a/rzZfqbzLoXoVk0\nEfkfqvrPR5p3lNt8FPAWVT07mz4fUFV915z1dGpycr5N5Mpdb3oF6856IMWTTifasIV0cC2+XCON\nKzSz+2W2P50C2QHHcIJP6Gk3Q1mk/dwnSNoKNW+fhvpHdtIQLjto6qIwlNEVoFDMTtwph1P9JaaZ\n3US5mV1HvOWVxGf35PSanSEaSjnlWBgqOqo0iQ7chd55M/Xrf8jt37iW6//9l1x51/iKuElEpVpF\nVa1A1KesnLJ0Fyxy3tG4CjhFRLaKSBF4PrDsES/9TL1HfRrCVj3iUxyalVJkVk28PVIlhHV2ANOH\nr+3n+CRsK2mhSRNNEzQNZZO3fuBjM++DMt9VsLxqdmLPzCP14ZZtzVSpt/z0zZVb2aVyfVRCC1Xc\nQI1oaITy2CC1WonYYs90gZVTjpKIPBV4GrBJRD7YsagGLGtIQnY6/6uBywm/YD+uqvnvyi3Apx5N\nPaQJqh7SEOainshF0NETbwe4Q7OgTjt63On0LwDUQ6sZfjH4mePMCtOhLe3pWSScfp+tFoYShpOC\nWqmnmfpw8SvCSUKhTY5mCo0UomIFKkPhDM7hQSpryowWrI9k7n8W4kfvTuCHwDOBH3XMPwS8drkb\nV9XLgN9e7nbywDcTfKsVespJ1rNOE9QnRHEETqZvs9Y+6IhPEe8RP9NzF22XTXSBgA4u/ouXwfTl\naAkjYsSh4lCJsgtihQAPX6GepNST0PtONFzCNnVCqqG00khSSpFQaR/grAxSHB6kPFxmpBAt0BJj\njh0L8aOkqj8BfiIinyXsPztjc4mSegPfbKHNOpo0wbdAUyRNwMU4iWadOj8d1h2h3bZQeSS82CEu\nCicTZcGNi0J4uwiiGM/MPTXT7AYQiVeaSeiFN1I/fQPmlgtllkhSCi4OywoxrljBDdYo1aqUhsuM\nFC3Ezf3P/t5burO5H87YXE1aky1aE3W0UYfGVDgomTazMkkLh58e8ieqHQGehXVHaCthYLkCuGgm\ntKMIiWKIC7z1gx9HXRQOaroIogK4GHUFWr59G7ZwMLPllXor9MLriWeqFR7t55OtlKmsl95sDzeM\nK0h5EFcdoDhYYtB64qYLLMSX7i2Ek3P2QzhjEziplw3Km40vfw2tyTpan0Qb7fHeLSRthd54+6Cl\n+lAD16yMcp+CSdZdF5edIRR61xIVkEIJ4uyEIucgC3CNS2hUQOPi9AWwWj4crGx5qCeeySRlshUe\n9SRlKnve/jrZDF/br9O4AMUSrlIlrhZ51Ecu6fYuNauQhfjSzXfGpo3XPAq1R2+jeWCCZPwQfmoC\nbU5Nn6ATTszpGC6YHfCcVTLJai0qkpVHonBafbsXHschvKMC6mLe/PpzQ3AXSmGYYVxCXYGmz3rT\naRhaWM+Cut3zrneE+VTWA59KPFOpZyoL8aZXNCpCVEQKJeJyiQ1PfXKP9qxZTawmvnSzztgEzmX5\nZ2yuOo394zQPTFCYOICfGiUqD6BJuK44cVbrdlEI7Pv0wkN4oz5cC8WBqmRDCDuumpLVv8l63iHA\nw9dGNh68XRJppspU4qdDe6KZUk+zg5tJGO0SOcEXwun/jcjTSDyJj1AXhxAvlsKZqMZ0gfXEl+4v\ngDMIZ2z+I3AQOK+nLcqh4T/8Exr7x/HjB8Jjajw7kac+c+JONs57uh7ecceGEM4x6lwIUReHG0u4\nQgjtKAvtQpm3vf8jaBxO7NG4TNMzE+Cp0kiUiWYI7olWeEy2UsYbKeP1hIlGykQjlFGm2vXy9vDD\n7OqG6hziYoaf/rze7lizalh3YYlUdZJw2v1FvW5Lno099VnceuW/hPtsDu7DVQZxpUoIZHGh2u00\njCLpJAIq2fXHNRzIVEXVzV7HheGDoaQShQCPijQ9NLLgbqZKI9Ws550wnvXAJ5sp442EiWZKo5WS\neI8TIc4ul1uIHNU0opmGAPeQnRkqlM58bJf2oFntLMSXSEQeDlwInEjHflTVh/SqTXnlNj2Aibt3\nUxwexFUGkVIFF0Voe0x3pGF0SvvAZZs4QEFiVByifqbY0h5KKO0Qj9n+pjejrkAjK500Uk8jVaYS\nZbKVTPfAJ5vh+Xgj4WA9odFKaGTllMgJcRTu6ZmUlNR7Eu/RbAw53sPoirxmmelTFuJL9w/AG4Hr\nWP4laFe1za/bzq7XvJDyaA1XqYbri0cRbnCmV63qQ6mkM8hFmK4IigvrSMd0O8TjMJQwlXj66oON\n1NNIQg+8nqSMN7NHIwR5O8AnGy2mmimNZOafuFyAZpLSSjxpx7+8E0A9euoj798dZkwHq4kv3R5V\n/ZKq/jq7/vcuVd3V60bl1fjdk0zceQ+NPfeS7t+DP7gXnTyEJNl1wZNmxxjytKMuPtPjDmO+s0eU\n1cSzkSgJMW97+w4acwJ8qpVyqNGugydZgKccygJ8MquR11ueyWZKs332ZnaBrunDpyLhh0nt97np\nLuuJL91bROTjwJWEg5sAqKrdPHkJzvjcF7jpnGcTV0pEpQISx4iLcIBUyA5oeog11MvD3S9nSiaQ\n3ZrezRqN4nEkCi3vSVVpZuHdTJV64plozYxEadfED9UTJhotJrODmI3EZ4EdmlH0iman3Ucu1Mhj\nBw5PunZZN3cy5qhZiC/dOYRrnMTMlFMUsBBfouPOexP3/O07ccUiNTfzR6J4jxsYCqUKQCINPe2w\ndOYOyu0Az8aKe1w4E1OhlcK5b7wwDCP0IcAnW7NHoUy1fBh9kvXA2wHezEI8yu78E27fFuriBeco\nZvfndGLVIha3AAARWElEQVR/2JrusxBfuoer6qq4UFW3DJ35MG45GBHddjcucgwAqOKyKxW6gRqg\noEXwPqt1C6ibDnF10awAT1Rppe3T6cNJPa2sFz7VSqm3UhpJCPB2cE81UxqtEN7NWb1wRcQRR0Ic\nCaXYUS44BgoR5XjOQVdjusS6Dkv3HRE5vdeNWGke/A+fZe8v7uXgLXcxfvs9tO7ZTbr3bvyBe/GH\n9iH1iXBLtrSVjSPPxpJPjx8XOi8r65XsnpjK37zrEhIPzdRPXxOl0f6aeuqtlGaSkqQ6XfNuBziE\nk3xKsaMUO6rFmGohYrAQUSk4akX7UTK9YT3xpXsUcI2I/JpQExfCXXhsiOEyPewrl/Hjp5+N9x5N\nUwZSTzG7uYMmLdzAMFL2oOVwzfFCOLCo4qYPLLYDfObRvkdmuHNPy/vsdPnsBg+JJ0k1uwxteEAI\nbtVQSikXIirFiKFKgVolplaKGakU2For9nBvmdXOQnzpzu51A1ayM//ta/zoD56CJp60lTDQaFJu\ntdBWE201iQaHkYHarNBGHJKGMzeF2ScHqcKfv+EC6i0/E+rZpWXDnXxmghvIxoOHGzaLOAqRUClG\n1Coxo9UiI+UCY9UiD1pb7t5OMWYeFuJHSUSuVtWzDjecsL1ON9u10ogID7/8Cn7w+CeSNBLSqSZp\nI6HSbBA162jSIkpauMFhRD3ZIU9UBEkdUVwmEkjn3MFeJAtmZOZa5YTQbo82KWWXkI2cgJL1wh2D\n5QKjA0XWDhZZN1Dk9zcP9mTfGNPJQvzonSYi1x5muQDD3WrMSveI//o6P/iDZ9Ka2E0yVac1OUV1\n/RTFZh1tTBG1mrjBEVw1xWsKhFu6hd5zKdTEJdze7dL3XsL/et35FDqGBhYjpRUriY8YKIaeeOxS\n4kjw2YiUyDkGSjHD1QJjlQLHDZZ43NZaT/eLMW0W4kfvgYtYJ73fW7GKPOLfv8TXH/hIGgcbDB+q\nk4xPUZ1sUF4brkMeNaZwrTHcQA31Hp+dDOSKSikqoyhehchB0YEvRLNq317Dbd2cEwqRo5EtF4E4\n65kPFCNqpZg1lQLbtliAm/4hutAtrUzfEhGdmpzsdTO6rn7X3Vz97D9m5MQRBo8fZmDjGJX1o5TW\njBLV1uCG1+AGh2FgGC0M4EsDaLGKFirUU7JRKDr9daJ9g4dmylTqp8/GbGUjUiIJdfFy5Bgoxjz2\nhCFK8eobhVKpVlFVGz/ZpyzEc2i1hnjbj1/yapLbbmT4hBoDx41S3ThGdd0IhdE1uNoYbmRtCPNy\nDS1V8cVBtDRAi5h66qknYYRK04czONs3fmimYaRKe6CicyHA1w0UOGW01Otvu2csxPubhXgOrfYQ\nb7vp4ncwftVOapuyMF8/SmXdCPHoWlxtlKg2hhsaRctD+NIAb/vrS9n+5otpEYXL0Gan30/fINmH\nMeUQeuFDRceGAas4Woj3N/uEmtx6wFvD5dz3XPF1bv/Aexg8bl8I83X7Ka8boTA6FnrmtbFw8LMx\njjtwF8VilUKhTLVYxhPR8pBkQw4ByrFQilZf2cTkk/XEc8h64gtr3HkHLnbc/b4LqawbobJ2mNKa\nUdzQaAjywRpuYBgtVsJdfuIifmhjdqKnBfd8rCfe3yzEc8hC3HSThXh/s66HWTV27NjR6yYYc8xZ\niBtjTI5ZOSWHrJxiusnKKf3NeuLGGJNjFuJm1bCauFmJLMSNMSbHrCaeQ1YTN91kNfH+Zj1xY4zJ\nMQtxs2pYTdysRBbixhiTY1YTzyGriZtuspp4f7OeuDHG5JiFuFk1rCZuViILcWOMyTGrifcJEXk3\n8AygAfwSeImqHlxgXauJm66xmnh/s554/7gcOENVzwRuBi7ocXuMMTlgId4nVPVKVfXZ5PeAzb1s\nz0pkNXGzElmI96eXAl/rdSOMMf3PauJdJCJXABs6ZwEKXKSqX87WuQg4S1Wfc5jtWE3cdI3VxPub\n3e2+i1T1yYdbLiLnAE8DnnCkbXWWBrZt28a2bduW2zxjANi5cyc7d+7sdTPMIllPvE+IyNnA+4Bt\nqnrvEda1nvgS7Nixg+3bt/e6GbljPfH+ZjXx/vEhYBC4QkSuFpFLe90gY0z/s554DllP3HST9cT7\nm/XEjTEmxyzEzaph48TNSmQhbowxOWY18RyymrjpJquJ9zfriRtjTI5ZiJtVw2riZiWyEDfGmByz\nmngOWU3cdJPVxPub9cSNMSbHLMTNqmE1cbMSWYgbY0yOWU08h6wmbrrJauL9zXrixhiTYxbiZtWw\nmrhZiSzEjTEmx6wmnkNWEzfdZDXx/mY9cWOMyTELcbNqWE3crEQW4sYYk2NWE88hq4mbbrKaeH+z\nnrgxxuSYhbhZNawmblYiC3GzaDt37ux1E5Zl165dvW7CsuR9/5v7h4W4WbS8h8jWrVt73YRlyfv+\nN/cPC3FjjMkxC3GzalhP1qxENsQwh0TE/tFMV9kQw/5lIW6MMTlm5RRjjMkxC3FjjMkxC3GzaCLy\nbhG5QUSuEZF/EZFar9u0GCJytojcKCI3ichf9ro9R0NENovIf4jIz0TkOhE5t9dtMv3FauJm0UTk\nScB/qKoXkXcCqqoX9LpdhyMiDrgJeCJwJ3AV8HxVvbGnDVskEdkIbFTVa0RkEPgR8Ky8tN/c/6wn\nbhZNVa9UVZ9Nfg/Y3Mv2LNIjgJtVdZeqtoDPAc/qcZsWTVV3q+o12fNx4AZgU29bZfqJhbhZqpcC\nX+t1IxZhE3Bbx/Tt5DQEReRE4Ezg+71tieknca8bYPqLiFwBbOicBShwkap+OVvnIqClqp/tQRNX\npayU8nngNVmP3BjAQtzMoapPPtxyETkHeBrwhK40aPnuALZ0TG/O5uWGiMSEAP+Mqn6x1+0x/cXK\nKWbRRORs4I3AM1W10ev2LNJVwCkislVEisDzgS/1uE1H6xPA9ar6gV43xPQfG51iFk1EbgaKwL3Z\nrO+p6p/1sEmLkv3y+QCh0/JxVX1nj5u0aCLyGGAncB2hrKXAhap6WU8bZvqGhbgxxuSYlVOMMSbH\nLMSNMSbHLMSNMSbHLMSNMSbHLMSNMSbHLMSNMSbHLMSNMSbHLMSNMSbHLMSNMSbHLMSNMSbHLMSN\nMSbHLMSNMSbHLMSNMSbHLMSNMSbHLMSNMSbHLMSNMSbHLMSNMSbHLMSNMSbHLMSNMSbHLMSNMSbH\n4mO5MSkOKa3xY7lJY4xZDXap6olLeeExvdu9iGjxrJeH5y6aeUQRAK5jXljHzZkO63ZO3/c1c6aj\n+y53ThAn7TZNT7fnOZkz7QRxYd2Z6fnXdx3bFcfMtJPp92pPR9kDmH4eOSG+zzx3n3UAIpk9HXcs\nn2+7C06L4KS9zdDm+ebNmpaZbTiR6XntbTph9jZce72O17iZ14iAQ8gmcbLAPOa+puPfRWbmTf/b\nTr/mvvOm/+0EpP05V4+oB/XZtM4zL3vuw/T0sgW34Wfm+Xm2O2ubaTaZPW9Pp2l4rU/RbB7eh+ed\n02nndDqznbnT82w3vG9YR1OfLff3mfbp/Ov4zulsXue0nzV93234+7xGZ7bpFZ9qx/oz095rx7zw\nulnT2fL2+u3lPtWs3drxmtnTXpVUlWxy+nma/Vu3n4evR16nvdyz0Dbmf83fsgtVbX9sj4qVU4wx\nJscsxI0xJscsxI0xJscsxI0xJscsxI0xJscsxI0xJscsxI0xJscsxI0xJscsxI0xJscsxI0xJscs\nxI0xJscsxPvYHT+9qtdNWFF27tzZ6yasGN/59Z29boLJWIj3sTt+9sNeN2FFsRA/dr57i4V4v7AQ\nN8aYHLMQN8aYHDvW1xPfDWw4Zhs0xpjV4W5V3biUFx7TEDfGGNNdVk4xxpgcsxA3xpgcsxA3xpgc\nW1aIi8jFInK7iFydPc5eYL2zReRGEblJRP5yOe+5konIu0XkBhG5RkT+RURqC6x3i4j8RER+LCI/\n6HY7+9liPmsi8kERuTnbz2d2u415ISKbReQ/RORnInKdiJw7zzqPE5H9HRmwvRdtzYvF/Owe9edT\nVZf8AC4GXneEdRzwC2ArUACuAR64nPddqQ/gSYDLnr8TuGSB9X4FjPa6vf32WMxnDXgq8JXs+SOB\n7/W63f36ADYCZ2bPB4Gfz7M/Hwd8qddtzcvjSD+7S/l8Hotyihxh+SOAm1V1l6q2gM8BzzoG77vi\nqOqVquqzye8BmxdYVbBS2HwW81l7FvBpAFX9PjAsIjYsdh6qultVr8mejwM3AJvmWfVIGWBmHOln\n96g/n8ciCF6ddfv/TkSG51m+CbitY/p25v8gmNleCnxtgWUKXCEiV4nIK7rYpn63mM/a3HXumGcd\nM4eInAicCXx/nsW/l2XAV0Tk9K42LH+O9LN71J/P+EjvKCJXMPsEHskachFwKfA2VVUR2QH8NfCy\nI21zNTvc/lTVL2frXAS0VPWzC2zmMap6l4isI3wgblDVb92vDTerlogMAp8HXpP1yDv9CNiiqpMi\n8lTgX4EHdLuNOXLMf3aPGOKq+uRFbutjwJfnmX8HsKVjenM2b1U60v4UkXOApwFPOMw27sq+3iMi\nXyCUESzEF/dZuwM44QjrmIyIxIQA/4yqfnHu8s5QV9WvicilIjKmqnu72c68WMTP7lF/Ppc7OqXz\nNNFnAz+dZ7WrgFNEZKuIFIHnA19azvuuVNnonjcCz1TVxgLrVLOeESIyADyF+ff7arSYz9qXgD8F\nEJFHAftV9e7uNjNXPgFcr6ofmG9hZ71WRB5BOAvcAnwei/zZPerP5xF74kfw7mwIjAduAV6Zvflx\nwMdU9Q9VNRWRVwOXE35pfFxVb1jm+65UHwKKhD+zIByZ/rPO/UkoxXxBRJTw7/cPqnp5z1rcRxb6\nrInIK8Ni/aiqflVEniYivwAmgJf0ss39TEQeA7wQuE5Efkwo+11IGP2jqvpR4Lki8iqgBUwBz+tV\ne3Ng3p/d5X4+7dopxhiTYzZMzRhjcsxC3BhjcsxC3BhjcsxC3BhjcsxC3BhjFiAiHxeRu0Xk2mOw\nrcdnF766Ovs6JSLPXPZ2bXSKMcbMT0R+HxgHPq2qDzmG2x0FbgY2q2p9OduynrhZ8UTkodkp4cYc\nleyU+H2d80TkZBH5Wnb9k2+IyFIuM/Bc4GvLDXCwEDerw5mESxksmohE91NbTP59FHi1qv4u4Qzr\njyxhG88H/vFYNMbKKSYXRGQrcBnhEr2PBn4IfBJ4C7CWcGbh9YSzXs8gXE/8LdlrfgGUCdeguAT4\nytz1VPXLIvJiwuUjBgkdnD8B/gkYIpxh9ypV/fb9/b2a/pJ99r6sqg/JTpe/B7iRmUvwFlT1QSLy\n34G3Ec5snX45cLuqPrVjexuBnwDHq2q63PYt97R7Y7rpt4DnqOr1IvJD4Pmq+hgReQbhqprXA19X\n1Zdll0X+AXAl8Gbgd1T1XAARecfc9UTkyuw9HgY8WFUPiMjrgMtU9RIJ10GodvW7Nf3IAftU9ay5\nC1T1C8AXFrGNPwa+cCwCvN0gY/Li16p6ffb8Z4SAhnARoRMJFxQ6P7vOx38RrkOzhfs63HpXqOqB\n7PlVwEtE5M3AQ1R14ph+NyYvJHugqoeAX4vIc6cXihztAc8/4RiVUsBC3ORL55Udfce0Z+avyueo\n6sOyx0mq+vMFtrXQetNBrarfBLYRyjCfFJEXHbtvxeSBiHwW+A7wABG5VUReQijdvSy7EcZPgUUP\nE8xKM5tV9RvHqo1WTjF5cqTbgP07cC7wFwAicmZ2e7FDQG0R681+M5EthHrmx0WkDJwF/P2yvwuT\nG6r6ggUWLWm0k6ruYvb1wpfNeuImT3SB5+3ptwMFEblWRK4jHGQC+E/g9Owki/8xZ72fdqw31+OB\nn4jI1YQ65rzX1Daml2x0ijHG5Jj1xI0xJscsxI0xJscsxI0xJscsxI0xJscsxI0xJscsxI0xJscs\nxI0xJsf+P3gl2LH+zIoxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1158ef0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hst_wfe.display(what='opd')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1134a7c18>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ly7WDitkNZSBDGDfmgBSHywE40jQBkCIHkDCJwqw61T62AUS1kJ7jdT8KqTGM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\nUqI0L3kQAX0BGitURiijC2NLi6utMpBIA02RfE2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Nno697jGn4kuui//smUh7L8wDBh6c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\nSCRa8f9eNBmdJlFvBgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1120bb780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "intermediates[1].display(what='phase')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jdeiShwBSurfyjUtnk507Ybi1j55JBI7I2hzo3EtDZdSz8s9XGzwi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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112202198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "poppy.display_psf(hst_psf, vmin=1e-10, title='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yUcWdNGernbHdsVera0Cx7aKKmStwo+I2ZQAUB31PnF9rU6sY/XSiljBZS9hq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hFVMqhYBlSixDKhsl1m5uWWhZeQFu6bOI6IAvaxfI0wnAraiz3U32Htwj7JaQQRQZbUXr/WYRzB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\n/wAn9UGr6uYfCQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11315f048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=1, ncols=6, figsize=(16, 4))\n",
    "airy_pupil.display(ax=axes[0], colorbar=False)\n",
    "poppy.display_psf(airy_psf, ax=axes[1], title='', colorbar=False, vmin=1e-10, imagecrop=1.5)\n",
    "\n",
    "# hex_aper.display(ax=axes[2], colorbar=False, interpolation='bicubic')\n",
    "axes[2].imshow(hex_interm[0].amplitude, interpolation='catrom', origin='lower', cmap='gray')\n",
    "poppy.display_psf(hex_aper_psf, ax=axes[3], colorbar=False, vmin=1e-9, imagecrop=0.8)\n",
    "\n",
    "intermediates[1].display(what='phase', ax=axes[4])\n",
    "poppy.display_psf(hst_psf, ax=axes[5], vmin=1e-9, title='', colorbar=False, imagecrop=3)\n",
    "\n",
    "for ax in axes:\n",
    "    ax.set_title('')\n",
    "    ax.set_ylabel('')\n",
    "    ax.set_xlabel('')\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "\n",
    "plt.savefig('./readme_fig.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
