{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Comparing observational and galaxy properties"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notebook contributed by Neha Joshi (@nehapjoshi) with Rachel Mandelbaum (@rmandelb)\n",
    "\n",
    "Last Verified to Run: 2019-08-06 (by @nehapjoshi)\n",
    "\n",
    "This notebook looks at observational properties of the galaxies in the Run1.2i, Run1.2p, or Run2.1 catalogs.  By splitting the observational property plots into percentiles and plotting a galaxy property with each percentile as a separate curve, trends and dependencies on observational properties can be seen.  Ideally, the curves for all percentiles in the galaxy property plots should match and show that the observational property does not affect what we see.\n",
    "\n",
    "Some properties may be problematic:\n",
    "- Blendedness is used as an observational property to include it, but due to the inherent physical blendedness of an object and its surroundings, it is not solely observational."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import GCRCatalogs\n",
    "from GCR import GCRQuery\n",
    "import matplotlib\n",
    "matplotlib.rcParams.update({'font.size': 22})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Define catalog name\n",
    "catalog_name = 'dc2_object_run2.1i_dr1b'\n",
    "\n",
    "#A reasonable magnitude cut to ensure all galaxies are well detected\n",
    "max_mag_i = 25.0\n",
    "\n",
    "#Define tract range for plots here (should be rectangular)\n",
    "max_tract = 4441\n",
    "min_tract = 4429"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Load catalogs here\n",
    "catalog = GCRCatalogs.load_catalog(catalog_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Define necessary cuts to galaxy properties:\n",
    "properties_cuts = [\n",
    "    GCRQuery('mag_i_cModel < %f'%max_mag_i)\n",
    "]\n",
    "\n",
    "# Establish some basic cuts intended to yield a galaxy sample with reasonable flux measurements.\n",
    "basic_cuts = [\n",
    "    GCRQuery('extendedness > 0'),     # Extended objects (primarily galaxies)\n",
    "    GCRQuery((np.isfinite, 'mag_i_cModel')),  # Select objects that have i-band cmodel magnitudes\n",
    "    GCRQuery('clean'), # The source has no flagged pixels (interpolated, saturated, edge, clipped...) \n",
    "                       # and was not skipped by the deblender\n",
    "    GCRQuery('xy_flag == 0'),                                      # Flag for bad centroid measurement\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Define what properties we want to look at for the observational and galaxy arrays:\n",
    "quantities = ['blendedness', 'psf_fwhm_i', 'IxxPSF_i', 'IyyPSF_i', 'IxyPSF_i',\n",
    "              'mag_g_cModel', 'mag_i_cModel', 'mag_r_cModel', 'x', 'y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-v2/envs/desc/lib/python3.7/site-packages/GCRCatalogs/dc2_dm_catalog.py:44: RuntimeWarning: divide by zero encountered in log10\n",
      "  return -2.5 * np.log10(flux) + AB_mag_zp_wrt_nanoJansky\n",
      "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-v2/envs/desc/lib/python3.7/site-packages/GCRCatalogs/dc2_dm_catalog.py:44: RuntimeWarning: invalid value encountered in log10\n",
      "  return -2.5 * np.log10(flux) + AB_mag_zp_wrt_nanoJansky\n"
     ]
    }
   ],
   "source": [
    "#Apply cuts to catalog and get the wanted sample:\n",
    "data = catalog.get_quantities(quantities,\n",
    "                              filters=basic_cuts+properties_cuts, \n",
    "                              native_filters=['tract <= %d' %max_tract, \n",
    "                                              'tract >= %d' %min_tract])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-v2/envs/desc/lib/python3.7/site-packages/ipykernel/__main__.py:11: RuntimeWarning: invalid value encountered in subtract\n"
     ]
    }
   ],
   "source": [
    "#find value of |e| PSF using the given data for each galaxy\n",
    "Ixx = data['IxxPSF_i']\n",
    "Iyy = data['IyyPSF_i']\n",
    "Ixy = data['IxyPSF_i']\n",
    "\n",
    "e1 = (Ixx-Iyy)/(Ixx+Ixy)\n",
    "e2 = (2*Ixy)/(Ixx+Iyy)\n",
    "e_psf = (e1**2+e2**2)**0.5\n",
    "\n",
    "#define colors\n",
    "gr = data['mag_g_cModel'] - data['mag_r_cModel']\n",
    "ri = data['mag_r_cModel'] - data['mag_i_cModel']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "This function takes a specified observational property and plots it.  \n",
    "The observational property is then divided into quartiles (in this case), \n",
    "but can be edited to run with a different amount of splits.  Each of these quartiles is plotted \n",
    "for a galaxy property to test for correlation between observationa and galaxy properties.\n",
    "This is looped over so that every observational property is paired with every galaxy property.\n",
    "'''\n",
    "\n",
    "def plot_split(obs_data, gal_data, obs_title, gal_title, obs_xaxis, gal_xaxis):\n",
    "    min_obs, max_obs = np.percentile(obs_data,(1,99)) #cuts of first and ninety-ninth percentile to remove outliers\n",
    "    nbins = 100\n",
    "\n",
    "    #plotting observational data:\n",
    "    plt.figure(figsize=(20,10))\n",
    "    plt.subplot(121)\n",
    "    myrange = [min_obs,max_obs]\n",
    "    plt.title(obs_title)\n",
    "    plt.hist(obs_data, nbins, range=myrange, histtype='step',\n",
    "            linewidth=2.0, density=True)\n",
    "    plt.xlabel(obs_xaxis)\n",
    "    plt.yscale('log')\n",
    "    \n",
    "    #setting up quartiles\n",
    "    quartiles = np.percentile(obs_data,(1,25,50,75,99))\n",
    "    plt.axvline(quartiles[1])\n",
    "    plt.axvline(quartiles[2])\n",
    "    plt.axvline(quartiles[3])\n",
    "    \n",
    "    min_gal, max_gal = np.percentile(gal_data,(1,99))\n",
    "    \n",
    "    #plotting observational data\n",
    "    plt.subplot(122)\n",
    "    labels = ['',\n",
    "            '1st quartile',\n",
    "             '2nd quartile',\n",
    "             '3rd quartile',\n",
    "             '4th quartile']\n",
    "    \n",
    "    myrange = [min_gal,max_gal]\n",
    "    plt.title(gal_title)\n",
    "    for q in range(1,len(quartiles)):\n",
    "        data = gal_data[(obs_data<quartiles[q]) & (obs_data>=quartiles[q-1])]\n",
    "        plt.hist(data, nbins, range=myrange, \n",
    "                 histtype='step', label=labels[q], linewidth=2.0, density=True)\n",
    "    plt.legend(loc='upper right')\n",
    "    plt.xlabel(gal_xaxis)\n",
    "    plt.yscale('log')\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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yryf3IwCAQldo134AQPFbtmxZ9O/fP84666xGz1Xb+xk9e/Zs9LxA4Wjfvn0cccQRjZpjwYIFKdtDhgxp8NNdgOL205/+ND766KPYY4894tRTT813OlnTyEJBe+6559JiZWVlscEGGzRovkGDBqXFxo8fHzNnzmzQfHUZPnx4Wuyjjz6K3/3udxnP8dRTT8WSJUtqtvv27Ru77LJLnfs///zzkSRJWry2Y85EbeNWrFgRf//73xs0Hy2Dmsq8pjp06BCjRo2Krl27ZpfsKmq7idGqVatGz0v+qafM6ykT99xzTzz22GPRq1evuPnmmxs1F4VHPTWsnp5//vm444470uLf//73Y4899sg4B4qLesq+nmprdvnVr36V1TfWP/TQQynbjb15TctQaPVU24fuI2p/4lEm6nrD5NVXX02LuSdBfdRT5vXkfgQAUOgK7doPACh+7du3jxdeeCEOPPDARs9V272VLbfcstHzAmuWyZMnp2w3RaMdUHyeeOKJuPvuu6NTp05x5513RklJSb5TyppGFgra+PHj02IbbbRRg4txwIABabEkSeL1119v0Hx16devX+ywww5p8YsuuqjWR2mvqrq6Oi666KKU2MUXXxytW7euc0xtP6uIaPBjpNZbb71o3759Wvy1115r0Hy0DGrqa/XV1A033BCXXnpp9smuorabGIMGDfINqEVAPX2tvnqqz4wZM+KnP/1pRETceuut0aNHjwbPRWFST1/LtJ6qqqpi1KhRtb52xhln1Due4qWevpZpPR122GFpsblz58bBBx8cK1asqHf86NGjU54Es/nmm8fRRx9d7zhavkKrp7qar77Z4JWNfv361Rp/44030mLuSVAf9ZR5PbkfAQAUukK79gMAyMby5cvTYiNGjMhDJkChmjdvXsr7HSNHjowf/vCHecwIaInmzZsXP/7xjyMi4pprrqn1C8wKgUYWClZ1dXW8++67afHGPEKtrkJetcO1KZx77rlpsaqqqjjssMPiiSeeWO3YCy64IN58882a7VNPPTWOOuqo1Y6p7Rg6dOgQ3bt3zzDjdLX9vJrjZ0VuqKnsaqqpuIlRnNRT09VTkiRxzDHHxGeffRZHHnlkHHDAAQ2ei8KknhpWT3/961/jv//9b1p8+PDhse2222Y0B8VHPTWsnvbcc88YOnRoWvzFF1+M/ffff7UfWp45c2acdNJJNds9e/aMhx9+uMHf2E/LUYj1tHjx4lrjn3/+eYPm69ChQ63xuXPnpsXck2B11FN29dRU3I8AAPKhEK/9AACysXDhwpTttm3bxj777JOnbIBCdP3110dlZWVEfPnlQw888EBBPmUBaF4nnnhizJkzJ/bdd9845phj8p1Og2lkoWB9+OGHsWzZsrR47969Gzxnr169orQ0vSxq+xBgY+23335x6KGHpsWXLVsWBx10UFxxxRWRJEna61dddVXNNwmXlJTEr3/967jhhhvqXa+2m8KN+VnVNb45flbkhprKrqaayqo3MSIiDjrooJytT/NQT01XT9dff308++yz0bdv37j22msbNReFST01rJ6uvPLKWuPf/EA9ax711LB6Kikpidtuuy3atm2b9trYsWNjp512iv/9739pr82cOTP22GOPmD17dkREbLbZZvHiiy/GFltskfHatFyFWE+dOnWqNf7hhx82aL7anogSEbFgwYK0mHsSrI56yq6emor7EQBAPhTitR8AQDamTp2asn3AAQfUeS8JYFVTpkyJ3//+9xERsf3228fzzz8fPXr0yHNWQEtz3333xaOPPhrdu3eP2267Ld/pNIpGFgrWjBkzao035hd3aWlpdOnSJS3eXDc6b7/99thqq63S4lVVVXH22WfH9773vfjkk08i4ssPZ5144olxxhlnRETEeuutF0899VRceOGF9a5TVVUVs2bNSos39iKntm9OnT17dsybN69R85IfairzmmpKq97EWHfddWP33XfPaQ40PfXUNPX03nvvxTnnnBMREXfccUetx0/xU0/Z19OkSZPi3//+d62v7bnnnhERsXTp0rjvvvviqKOOioEDB0a3bt2ibdu2se6668a3vvWt+PGPfxwPP/xwfPHFF9keLi2Yemr476ett946br755lpfmzRpUmyzzTZxzz331MRefvnlGDZsWEyZMiUiIo4++uh4/fXXY/PNN896bVqmQqynbt261Rpv6Px1ffB+1Q/HuydBfdRT5vXUlNyPAADyoRCv/QAAsjFp0qSU7dNPPz1PmQCFZtasWbHvvvvGihUr4vTTT49//etf0atXr3ynBbQw5eXlMWrUqIiIuPHGGxv95YH5ppGFgjVz5sxa4507d27UvF27dk2Lffrpp42asy6dOnWKf/zjH7HxxhvX+vrTTz8dgwYNigsuuCCGDBkSt956a7Rq1SpOOeWUeOedd2KvvfbKaJ3Zs2dHVVVVWrw5flYRzffzonmpqcxrqimtehNj1KhR0bp165znQdNST42vp6qqqjjyyCNj2bJlcdJJJ8XIkSMbNR+FSz1lX09/+ctfao0PGDAgevToERdddFGsv/76ceSRR8a9994bU6ZMiYULF0ZFRUXMmjUrJk2aFLfffnsceuihsfHGG8cNN9xQ8+hiCpt6atzvp6OPPjouv/zyWl9bvHhxHH300bHnnnvGqFGjYpdddolZs2bFgAEDYsyYMXHXXXdFx44dG7w2LU8h1tOAAQNqjY8bN67WpxnVp02bNrXGV65cmbLtngT1UU+Z11NTcj8CAMiHQrz2AwDIVHl5ebz99ts12yNHjozhw4fnMSOgUEyYMCGGDx8e06ZNi06dOkWvXr2ioqIi32kBLUySJHHsscfGokWL4rDDDovvf//7+U6p0TSyULAWLFhQa7xDhw6Nmre28YsXL27UnKvTp0+feOGFF2KzzTar9fXPP/88Lrzwwnj//fdjm222ibfeeituvPHGrB47mcufVUTz/rxoPmoqP49yHTNmTM3fe/bsGSeffHJe8qBpqafG19Oll14ar732Wmz0/9m77/Aoqvb/458USgIBQuiRJr1HKSJIfQDpCCqK0hS+WEAFREERRaSIgoKggDSDgKIgyiMaigKCKCA1NOlRShI6KYS0+f3hjzwuO5vsbjbZbPJ+XddeF3vPnHPuWXKTYWbPmbvvTntsKvIm6snxevrxxx9N48WLF9c999yjN998U5cuXVKBAgV01113qUKFCja/PBkVFaUXXnhBnTp10o0bNxzOBTkL9ZT530+vvvpqur+XNm7cqFmzZskwDE2dOlWHDh1iMmYu5Yn1VKpUKVWvXt0qfu7cOe3cudMlY0jWx8A1CWSEerIts59BergeAQAA3METz/0AAADs9d1336X92cfHRx988IEbswHgCa5cuaIRI0aoWbNmaU+wvHbtmsaMGaNq1aopNDTUzRkCyEk+/vhjbdiwQWXKlNEnn3zi7nRcgoks8Fg3b940jRcsWDBT/fr5+VnFEhMTdevWrUz1m57g4GD98ssvatiwYbr7HTp0SBs3bnR4Zcfs/Kwk8SVHD0VNZb9Dhw7pxIkTae/feecdt02ogWtRT5mzd+9eTZgwQd7e3vrss89UuHDhTPcJz0U9OSYmJkYHDhww3bZjxw6dPn1aL774onbt2qXY2Fj9/fffioiI0K1bt3TgwAG98cYbpjW3ceNGtWzZUnFxcQ7nhJyDenKNUaNGad68efLx8bG5j2EYWr16ddoFZ+Q+nlpPtiZWzZs3z+G+bD0p4s7fI1yTQEaoJ/vryVW4HgEAANzFU8/9AAAA7DF37ty0P48cOVJ16tRxYzYAcrKjR49q+PDhqlixombMmGH6ZPuoqCgNHDhQDz/8sOLj492QJYCc5Pjx4xo9erQk6dNPP1VQUJCbM3INJrLAY9m68Ojr65upfm19GSmrV+0pVaqUtmzZoq5du9rc59atWxoxYoQ6duyoixcv2t13bvuskDVy289JVtaUq8yZMyftz02bNtXgwYOzPQdkDerJ+Xq6deuW+vfvr6SkJA0fPlwtWrRwui/kDtSTY/W0Z88epaammm6rXr26Dhw4oJkzZ6pRo0ZWn2G9evX0zjvv6PDhw2rcuLFV+/3792vYsGEO5YOchXpy3fnekCFD9N1336W7Yuzvv/+ukJAQLVu2zGXjIufw1HoaOnSovLy8rOJLlizR0aNHHeorPDzcNF6+fHmL9576WSH7eOrPiDvqyVW4HgEAANzFU8/9AAAAMrJ+/XodPHhQklSnTh298847bs4IQE60du1a3X///apVq5Zmzpyp2NjYDNt888036tixo5KTk7MhQwA5UUpKivr376/4+HgNHDhQ3bp1c3dKLsNEFngsb2/zH19bcXvZulCakJCQqX7tUahQIXXq1CnD/davX6/GjRtr3759dvWbGz8ruF5u/DnJqppyhcuXL2vJkiWS/lkpLDQ0NN1VveFZqCfn6+mNN97QwYMHVatWLU2aNMmpPpC7UE+O1dPJkydN4/7+/tqwYYOqVauWYR/ly5fXjz/+qOrVq1tt++yzz7Rx40a780HOQj259nwvJCTEtE7+LSYmRn379tXIkSNNV1KC5/LUeqpZs6Yeeughq3hKSor69Olj94peycnJGjt2rOm2u+++2+K9p35WyD6e+jPijnpyBa5HAAAAd/LUcz8AAID0pKampq2Q7u/vry+++EIFChRwc1YAciIfHx917txZY8eO1dChQ/Xwww+rfv36GV6j3bp1q958881syhJATvPuu+/q999/V/ny5TVjxgx3p+NSTGSBxypcuLBpPLNfDrLV3tZ4rhITE6M+ffpo6NChkqQ+ffqoRIkSNvePiIhQ8+bN9cMPP2TYd277rJA1ctvPSVbWlCu8/fbbaSuBzZ49O8MvQcKzUE/O1dPWrVv1wQcfyNfXV6GhoSpYsGCm8kbuQD05Vk8RERGm8WeeeUYVKlSwO8+goCDNnj3bdNt7771ndz/IWagn153v/fjjjwoJCdHevXtVvnx59ezZM939P/zwQ3Xt2lU3b97M9NjIGTy5nj755BOVLFnSKr5v3z716NFDly9fTrf9iRMn1KlTJ4WFhZlur1WrlsV7T/6skD08+Wcku+vJFbgeAQAA3MmTz/0AAABs+fTTT9MW0lqwYIHq1avn5owA5FQdO3bUuHHjNHHiRM2ePVsrV67U/v37denSJc2fP7+4LcIAACAASURBVF/169e32fb999/XX3/9lY3ZAsgJ9u/fr7ffflteXl5atGiRihYt6u6UXIqJLPBYhQoVMo1n9hFq7rjQGRERoWbNmunLL7+UJE2fPl3Lly/XoUOHTFd2vC0+Pl49e/bUd999l27/2f1ZBQQEZKpfuAc1ZX9NZVZ4eLjmzp0rSRoyZIiefvrpLB0P2Y96cryeYmNjNXDgQKWmpmrMmDFq3LixS/KH56OeHKun69evm8a7du3qcL7t27fXAw88YBXfsGGDTp8+7XB/cD/qyTXne9OmTVPXrl116dIl1apVS7/99pu++eYbLV++XMWLF7fZLiwsTF26dLF7hX7kbJ5cT2XKlNEXX3whPz8/q20bN25U/fr19e677+ro0aO6efOmbt68qT///FOhoaHq0aOHatSooZ9++snmI6ubN29u8Z5rEsgI9WR/PWUW1yOAvMUwDMXGxrr9FRcX5+6PAkAO4snnfgAAAGZOnTqlV155RZI0duxY9enTx80ZAfBExYoV0+DBg7V3717NmTPH9KlOycnJmjlzphuyA+AuiYmJ6tevn5KSkvTcc8+pXbt27k7J5ZjIAo9l68JjZle4NftSUcGCBW0+kjqz9u3bpyZNmujgwYOSpMmTJ2vkyJGSpFKlSmn16tUKDQ1VsWLFTNsnJibq8ccf186dO22OkZ2fVXrjIWejpv5hT01lRlJSkvr376+kpCS1adNGs2bNypJx4F7U0z8cqaeRI0fq1KlTCgkJ4XGosEA9/cPeerL1BaE6deo4lfdjjz1mGt+yZYtT/cG9qKd/OHu+ZxiGnn32Wb3yyitKTU1VpUqVtHHjRgUHB0v654kwBw8eVJcuXWz2sWnTJvXv31+GYTg0NnIeT6+n//znP9qwYYMCAwOttp0/f16vvfaaatWqJX9/f/n7+6tmzZoaOHCg1qxZo4CAAK1cudL0KQ533XWXKlWqZBHjmgQyQj3ZX0+ZwfUIIO+JiIhQQECA218VK1Z090cBIAfx9HM/AACAf0tKSlK/fv0UGxurAQMGaOLEie5OCYCH8/b21rPPPquwsDDlz5/favu3337rhqwAuMu4ceMUHh6uKlWq6L333nN3OlmCiSzwWGXLljWNx8bGZqpfsy//BQUFZapPW/bt26e2bdsqOjpakvToo4/qtddes9qvf//+2rdvn+6//37TfhISEtSrVy/FxMSYbi9RooTy5ctnFc+Kz0rKus8LWYua+p+MaiozXn/9de3bt0/16tXT6tWrTf/TAc9HPf2PPfX0448/av78+cqfP7+WLFli+jsLeRf19D/21JOPj49pPL2nRKSnc+fOpvFt27Y51R/ci3r6H2fO9wYNGqR58+ZJkgoUKKBvvvlG5cqVs9inbNmy+v777zVr1izTlZIkadWqVfrwww/tHhc5U26op+bNm+vIkSP6v//7P3l7Z3yJ0M/PTy+//LJOnTqlXr16mT7ZqHv37lYxrkkgI9ST/fWUGVyPAAAAOUFuOPcDAAC47cUXX9T27dvVuXNnLViwwN3pAMhFWrdubfql9VOnTun8+fNuyAhAdvv11181bdo0eXt7KzQ01OZTbj0dE1ngsapWrWoav3r1aqb6vXbtmlWsRo0amerTTHR0tLp165aWb7FixfTxxx/b3L9ixYrasmWLBg0aZLr93LlzNmf2+/j4mK7gmBWfVf78+VW5cuVM9Qv3oKYspVdTzlqxYoWmTZumSpUq6ccff1TRokVd2j9yDurJUnr1dOXKlbR248ePV7169TKZPXIb6slSRr+fihQpYhpPTU11IOv/qVy5sulKmREREU71B/einiw5cr43efJkLV68OO39qFGjdM8999jcf9iwYdq8ebNKlSplun38+PGKioqya2zkTJ5eT7eVLl1an376qc6fP6/58+frySefVNu2bVW/fn3df//96tGjh4YPH661a9fq8uXLmjZtmooXL67w8HCdOHHCqr/evXtbxbgmgYxQT/bXk7O4HgEAAHKK3HLuBwAAMHfuXM2dO1cPPPCAVq5cyZPgALjc0KFDTe95HD9+3A3ZAMhOcXFxGjBggFJTUzVy5Eg1b97c3SllGSaywGOVK1fOdIbZpUuXnO4zJSXF9EJprVq1nO7TlhEjRujs2bNp75955hmVLFky3Tb58uXTggULNGLECNPtc+bMsbkiqdmF4cx8VpJ08eJFq1i1atVsrgSOnI2aspZeTTlq9+7devrpp1W6dGlt2LBBwcHBLukXORP1ZM1WPT3//PO6cOGCmjZtqldffTVziSNXop6spff7ydaXEp39febl5WV60//KlStO9Qf3op6s2XO+d+TIEb311ltp7/38/DRy5MgM823atKm2bt2qMmXKWG2LiYlJe7oLPJOn19OdSpcurcGDB2vp0qX66aeftH//fm3fvl3ffvutPvzwQ3Xu3Fl+fn5p+8+aNcuqj6pVq6pFixam/XNNAumhnhyrJ0dxPQIAAOQkue3cDwAA5E2rV6/WsGHDFBISou+//97iWg8AuIqvr6/69+9vFedePZD77dq1SydPnpQkTZs2TV5eXg6/zCbChYaGmu5rtihhdmEiCzxatWrVrGLnzp1zur8LFy6YrlZds2ZNp/s0c/LkSX3xxRcWsccee8zu9h988IHpqowxMTH69ttvTduYfQHR1vHay+yzdvVnhexFTVlKr6YcceLECXXu3Fn58+fXunXrbK44htyFerJkq55WrFghSfr999/l6+vr1In3nU+GiIiIsLnvmTNn7D4W5BzUk6X0fj+VL1/eNB4fH2/3uHcqUaKEVezGjRtO9wf3op4s2XO+N2XKFCUnJ6e9b9++vYoXL27XuNWrV9fatWtVsGBBq22ff/65XX0g5/LUesqsyMhILVmyxCo+cuRIeXubX2rkmgQyQj1ZSq+eHMH1CCBvq1SpkgzDcPsrs5NXAeQ+efXcDwAA5A5btmzRE088obvvvlvr1q3jybcAslSrVq2sYgkJCW7IBACyBhNZ4NHMHpd055dZHWGrbePGjZ3u08yKFStkGEbae39/f4WEhDjUx/z581WqVCmr+LZt20z3N/uskpKSdOHCBYfGvS01NVV///23VdzVnxWyFzVlf03Z68KFC+rQoYNiYmL0/fffq0GDBpnqD56DenJ9PSHvop7sr6f69eubxqOjox0a998KFy5sFQsICHC6P7gX9eTY76ekpCStWrXKItasWTOHxr333ns1fvx4q/iJEycUFRXlUF/IWTy1njJr5syZunXrlkWsXLlyGjhwoM02XJNARqin/8monuzF9QgAAJBT5dVzPwAA4Pl2796t7t27KygoSBs2bDC95wAArlS7dm2rmL0L7gGAJ2AiCzxa27ZtrWJnzpxRYmKiU/0dPXrUKhYUFOTyC52///67xfu7775bXl5eDvVRpEgRvfLKK1bxgwcPmu7fpk0b0zGOHTvm0Li3nT592vRz7tixo1P9IWegpuyvKXtcuXJFHTp00NmzZ7Vq1SrTmzPIvagn19YT8jbqyf56ql27tvLly2cVP378uEPj/pvZ49C5OOa5qCfHfj+Fh4dbPdHImdXshw8frqCgIIfGRs7nqfWUGSdOnNDMmTOt4tOnTzf9fXEb1ySQEerpfzKqJ3twPQIAAORkefHcDwAAeL7Dhw+rY8eOypcvn9avX6+KFSu6OyUAeUCxYsWsYkyiA5CbMJEFHq1Nmzby9rb8MU5OTtaff/7pVH/h4eFWsfbt21uNkVl3rgzk7GMmn3zySavYlStXTPcNCgoyXaHb2S9OmX1WZcuWZXVHD0dN2V9TGYmNjVWnTp10+PBhLVmyRJ06dXKqH3gu6sl19QRQT/bXU/78+U2fFnHixAmnxpakuLg4q1hwcLDT/cG9qCfHfj+ZrerqzNgFChTQww8/7NDYyPk8tZ6cZRiGBg8erJs3b1rE27dvr8cffzzdtlyTQEaop3/YU08Z4XoEAADI6fLauR8AAPB8p0+fVvv27ZWQkKAff/zR9AkJ9kpNTXVhZgByu+TkZIv3fn5+qlOnjpuyAZBdWrduLcMwMvU6ffq0Vb8DBgww3ffMmTPZf5D/H1dv4NECAwP1wAMPWMV37NjhVH93rvIrSV26dHGqr/TceZM6KSnJqX7Kli2r8uXL271/jx49rGKu/Kw6d+7sVF/IOagpx2rKloSEBHXv3l07d+7U7NmzM/UlFC5ieC7qyb56yuxJt2EYVqvdVKxY0ea+lSpVcup44F7Uk2O/n3r27GkV27Vrl1NjS1JMTIxV7P7773e6P7gX9eRYPd05bmbGvu+++5xqh5zLU+vJWXPmzNGWLVssYsHBwVq6dKld7bkmgfRQT47Vky1cjwAAAJ4gr537AQAAz3bhwgW1b99ely9f1rfffpupp75t376dewUAHHLp0iWL902bNlX+/PndlA0AuB4TWeDxhgwZYhW780awPW7cuKE9e/ZYxIoXL266am5mlShRwuL91atXne6rbNmyFu9Lly5tc99BgwZZrT7kzGclSZs3b7aKmf1dwPNQU/bXlJnk5GQ99thj2rRpkyZOnKjnnnvO6VyuXbumatWqKTIy0uk+4F7UU+bqCfg36sn+eurVq5e8vLwsYps2bbJarcVeJ0+etIo1b97cqb6QM1BP9tfTneNmZuw7x81obHgGT6wnZ/z0008aMWKERaxQoUJauXKl3Y+w55oEMkI92V9PZrgeAQAAPEleOfcDAACe7cqVK+rQoYPOnDmjL774Qv/5z3+c7isuLk5PPfWU2rRp48IMAeR2+/bts3jfr18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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1625
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1625
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1625
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1638
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1638
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RkYFy5cqhevXqaNq0Kdq3bw87OzuTjxsdHY1Lly4hMjISCQkJUCgUqFixItzc3NC1a1c4OzubdLzc3FwEBwfj1q1biI+PR2pqKhwcHFC7dm20bdsWLVq0MOl4RERERERERERERERERKRZamoqRowYgb///tvcoRAREZUpTJghIiIiopdaXFwcrly5Irt94MCBpRiN7iIjI7F161bs3btXa3WZ5s2bY+LEiZg9e7ZRSRlxcXE4dOgQfv31VwQEBECpVKJJkybo3bu3yn5JSUnYsGEDtm7diidPnqj1o1Ao0LNnT3z33Xdo3769wfFICQ0NxYYNG7Bv3z7ExMRI7lOlShWMHz8eixcvRu3atU06fnFBQUHYsmULDh06hOfPn8vuZ21tjR49emD69OkYP368SRN6oqKisHHjRuzevVvy9QAAJycnjBw5Ep9++imaNGlisrEBIC8vD2fPnsW+fftw+PBhJCYmYtKkSZIJM8eOHcM333yDgIAACCHUtteqVQtLly7FrFmzYGVlmgVThRA4ceIEtm/fjlOnTiE9PV12X0dHRwwePBheXl4aE350kZWVhZ07d2LTpk24fv267H62trbw9PTERx99hNatW2Pfvn1YtWoVgoKC9B7zxo0bWLduHfbt26fxeTZu3BgffvghJk+eDIVCgS5dumD58uUYOXKk3mMSEREREREREZFle/LkCerXr2/uMIyWlpaGK1eu4M6dO4iPj4eNjQ1cXFzQsmVLtG/fvkSLKGVkZODGjRu4e/cuEhMTkZycDCcnJ1StWhW1a9dG165dUb58eZOPm5eXBz8/v8JK9HLi4+MRGBiI+/fvFxZSaty4MXr06AEbm5K9bSguLg7//PMPQkNDkZiYCEdHR9SpUwc9evRArVq1SnTs0nD//n3cvHkTMTExiIuLg4ODAypXroxmzZqhbdu2cHBwMOl4KSkp8Pb2hru7Oxo0aCC7X1RUFK5evYqwsDCkpKTA0dERbm5ucHd3R6VKlfQe9/Hjx/jnn38QHh6OtLQ0uLi4wM3NDT179izxAmXp6ekIDg5GWFgYoqOjkZ6eDmtra1SoUAGurq5o1aoVXF1dSzSGojIzM/HPP//g9u3biIuLg5WVFWrXro127dqhZcuWpRZHAXMVArNUQgicP38eycnJGDJkiOx+WVlZhb8ZcXFxAPKvQXXr1g2NGzfWe9yUlBT8888/uHPnDhISEuDk5IQ6derAw8MDVatWNfj5aJKXl4e7d+/i5s2biI2NRVJSEmxtbVG1alVUr14dnTt3houLS4mMXdyDBw8QFBSEmJgYxMfHw8nJCZUqVYKLiwtat25dIsUdi7Lkgn2ZmZlISUmRLUBZ1IMHDzBmzBiDrgGWRbm5ubh27RpCQkIQExMDpVKJmjVromXLlujQoUOJFlmUkpeXhxs3buDOnTuIiopCWloa7OzsULVqVTRp0gQdOnQokb/3iIjIRAQRERERkQXz8PAQACQfHh4eRvf/3//+V7b/pk2bitzcXIP6DQsLk+3XGJmZmWLx4sXCwcFBABC2traid+/eYsqUKWLmzJli9OjRom7dupLjVq1aVezcuVOv8cLDw8WmTZvEwIEDha2trVqffn5+Kvvv2bNHVK9eXfa5F31YW1uL7du3G3U+CqSlpYl58+YJGxsbtddwxIgRYtasWcLT01M0a9ascFu5cuXEypUrRV5ennB0dJSMMTAw0KB4IiMjxdixY4VCoRAARMWKFcXQoUPFzJkzxdSpU8WgQYNExYoVJcds0aKFuHTpktHnJDc3V6xcuVKUL19epX9XV1cxZMgQMXPmTPHWW2+JV199VeU1ef/990VmZqZo2bKlZHy//vqr1rEzMjLEsWPHxPTp04WLi4taH5MmTVLZ/969exo/68UfAwYMEJmZmUafo0uXLon27dsX9lu/fn0xbtw4MWfOHDFhwgTh7u4u7OzsJGMYOnSoiIyMNGjcoKAg0apVK5X+6tatK8aMGSPmzJkjJk+eLF577TW1165hw4bC1tZWNGnSRK/xcnNzxdKlS1U+H7a2tsLd3V1MnTpVzJ49W4wbN064ubmpjOfk5CTq1KkjAIi9e/ca9FyJiIiIiIiIiMjyPHnyRKxdu7ZwbjA1NdXcIanw8/OTnJNzdXVV2/fmzZvirbfeKpwzl3pUqlRJzJ49W4SGhposxtTUVPHDDz+I3r17C2tra43zmba2tqJXr17i8OHDRo+rVCrF33//Ld577z1Ro0YNjddKzp07J4YOHao2b17wqFKlilixYoVJ5lqLysnJEXv27BE9e/aUPTcKhUJ06dJFHDhwQCiVSiGEEGvXrpWdD7Ykd+/eFV5eXqJBgwYaX3cbGxsxcOBAsXfvXoOvNQmRfz6PHz8uPD09C9/nP/30k9p+mZmZYuPGjSpz3sUfDg4OwsvLSyQlJWkdNzExUaxevVr2WgEAUaNGDbFmzRqRl5dn8POTEhsbK7799lvRvXt32fdv0Ue9evXE3LlzxY0bN0waR1Hnzp0TY8aMUZu3L/po1KiRWLNmjUhPTxdCCHHlyhXJ/ezt7Y2KRalUimPHjomRI0dqjAeAcHR0FGPHjhX+/v5GnwNXV1fJMYpfKzSHkJAQsXjx4sIY5b4XAwICxNixYzX+ZvTo0UNcuXJF65hKpVKcOHFCDBkyRPZakq2trRgzZozB15OkxvT29hbjxo2TvbZZ9Hu2VatW4uuvvxYZGRkmGb+ohIQEsWzZMrVrS1KPqlWriv79+4vPP/9c+Pr6iqioKKPHz83NFadOnRJTp04VlSpVEoD69ccCR48eFR4eHoXXbYs/atWqJTZu3Giy77KcnBxx8uRJMXHiROHs7CwWLFig9Zjt27dr/Txre8ydO1cIIURKSorOx8idswJDhgzRuS+pv9MMce3aNTFlypTC11XuNVu8eLGIj48XQgjx/Plz2X2Nfb+dO3dOvP3227LX9gsednZ2YtCgQcLb29sUp4GIiEyMCTNEREREZNFKMmHmzp07spOJCoVCHDt2zOC+SyJh5uHDh4U32dva2opPPvlEJCQkSO575swZleSQoo8ZM2ZonPCLiIgQ//3vfzVeVCk+CZ6RkSEmT56s98SdlZWVUedZiPxkixYtWqj0O2zYMHH58mXJ/YODg8XAgQML9+3Tp4+wt7eXjM+QhBlfX19RuXJlAUC4uLiIbdu2iZycHLX9cnJyxLZt20SFChXUxrWxsZG84KWr6Oho0aNHD5U+u3fvLs6ePVt48bGoBw8eiLfeeqtw3zZt2ohatWpJnhNNCTPbt28XI0aM0DqhW3Tydf/+/cLJyUnv987YsWMNPj9CCLFq1arCi7Xt2rUTZ8+eldwvISFBfPTRR5KT6C4uLuKff/7Ra9x///1XZUK1Vq1a4vDhw5KvS0ZGhli/fr3ae6RevXo6j6dUKsWkSZNUjp84caLs5HBQUJAYMGCA2nM1VXIbERERERERERGZR2xsrNi8ebPo1auX2lxXSkqKucNToUvCTE5Ojvjoo4+0JqsUv5Hx008/lZyv1ZVSqRQbN24sTFYpeNSoUUOMHj1azJkzR0yaNEm0adNGMoYuXbqIiIgIvcbMyckRZ86cEXPnzpW8Yb34tZKoqCgxevRonc/Lq6++WnjDqbH8/f3V5uvLly8v+vTpIyZOnCimT58uBgwYoDKH3KFDBxESEmLxCTMPHjwQY8eOFVZWVoWxValSRbz++uti4sSJYs6cOWLEiBHC2dlZ7Tk0b95c+Pr66jxWwWvu5eUlWaSs+PUDX19f2WQGqUeTJk1k34c5OTniu+++03pjcNFHv379RFZWljGnVwiRn6Qzf/58tWsMLVu2FGPGjBGzZs0SI0eOlL3+pVAoxKhRo8TDhw+NjqXAo0ePxODBg1XGsbKyEp07dxZvvvmmmDVrlhg1apTKd0LNmjXF0aNHSyRhxlyFwISwvISZ+/fvizVr1ogOHTpo/V6Mjo4WI0eO1Pk9bWNjo7GQWGBgoOS4co8qVarolISjyZ9//inatm2r9v06YMAAMWPGDDFt2jTh4eEhWQCxTp06JkmaKvD999+rJDOUK1dO9O/fX8ycOVN4enqK1q1baz0n9vb2ombNmsLV1VXtMX/+fMlxLblgn1KpFOfPn5f83pZ7PgWio6Nlk3n0eRQkzCiVSnH//n0REBAgli9fLnktWu6cFff48WNx9epVcfz4cbFy5UqNCVLGJszExsaKCRMmqJ2Ltm3bijfeeEPMnj1bjB07VuW7qGLFimLr1q0lkjBz9+5d0bdv38J+XFxcxKhRo8Ts2bNlix8WPLp16ybu3r1r1PkgIiLTYsIMEREREVm0kkqYuXfvnuxKLADEmjVrjIrb1AkzISEhhRN/jo6O4s8//9R6TGxsrOyk1fTp02WP2717t2jTpo3o27ev7EW9goefn59ITEwUvXr1UpmcHTZsmHj//ffFggULxLBhwzRWaqpXr57BFQyvXbumMumoUCjEd999p9OxX375pdaJRX0TZn799dfCamdNmzYVjx490nrM5cuXJS9eKBQKsXv3br3GFyL/4k3x133BggU6VbDbtWuX1mptmhJm6tatK3r27Cl69eqlsbJVweTrN998ozLp2alTJzF16lSxaNEiMXXqVFGvXj2NsRw9elTv8yOEEO+++25hHyNHjiys9qbJunXrJGOoWLGiuHXrlk7jpqWlqTwnBwcHcefOHa3H3b59W2Xiv1q1ajqNJ4QQ69evV4l3ypQpWo9RKpVi7ty5Ksd9//33Oo9JRERERERERESWISUlRezZs0cMHjxY47zfi5Ywk5mZKfr37691flfu8dprr4nk5GS944qLi1O7cd7Z2Vns2LFDcv718uXLkqtz1K9fX9y/f1/reIcOHRLjx4/XWGEdUL1W4u/vr5bMo8uja9euRq2CIoQQn332mUoySaVKlcTGjRslVzPJyMgQ69atKyw+Vb58eZXrDEUflpAws337dpVEmE6dOokTJ06I7OxstX1jY2NFp06dJOf8ly5dKlk8SYj8c+Lt7S0mTZokqlSpovH1KkiYUSqVYunSpQbdaN2hQwe1JJewsDDRtWtXgz5XkydPNuocnz59Wq2Q1+jRo2Xn369duyb+85//SMbi4OAgtm3bZlQ8Qghx7Ngxlc+flZWVmD9/vnj8+LHavgWrvhRN5pEqTgUYnjBjrkJgBSwhYebatWti2bJlhQUGdflePH/+vEHfizY2NuLixYsq4+fk5IjFixerfNfp+qhdu7ZBCUu5ubli8eLFKq+nQqEQCxYskPx+jYiIEKNGjZJ83xm78kVGRoZ4++23Vfp94403RExMjNq+Fy5cEM2bNzfo+6R4EoclF+wLDg4WH3/8scakRW0JM0IIkZSUJBISEgofcn0FBwer7Ff0IXe9MzAwUPZ3QlvCTHEpKSmiUaNGkn0ZkzBz8eJFUadOHbXfldu3b0vuHxAQILp06VK4b9FimcUfhiTM/Pzzz4X3NzRq1EgcPnxYsiBpenq6WL16teS1fkdHR+Hj46P32EREVDKYMENEREREFs3UCTMpKSlizZo1shNqTk5OYseOHUbHbcqEmadPn4ratWsXHq8pYaG4P/74QzaOrVu36tTHTz/9JNvHsWPHCiejnJ2dxddffy05Ofv06VPRp08f2X42btyo83MqEBoaqlY9aOXKlXr1sWzZMo2TovokzPz555+FVZsqVKigV9WYhQsXSo5vb28vbt68qXM/z58/F02aNFHpY9q0aTofL4QQO3bs0HhOdH3/PX36VHaVmkmTJok1a9YU/nvcuHGSF71yc3PF6tWrZSdxO3XqpNdzE0KI5cuXFx7frl07nZehVyqVKhOvRR9ubm46Jd2sXLlS5TgvLy+d4/bz8ys8D46Ojjodk5ycXHjBGci/mPfs2TOdjs3LyxOvvfZa4bFr167VOVYiIiIiIiIiIjKvwMBA8eabb2q9sbTg8aIlzIwbN06n56Xp0atXL53nBoXIvyGy+GoCVlZW4vz58xqPS0xMFI0bN1Ybv23btlpX5OjUqZPo0aOH6NOnj8o8n9y1kn379qncsNmqVSsxceJEsWjRIjFz5kzRtGlTjedk/fr1Op+PopRKpZgxY4ZKX+3atXa8ZuQAACAASURBVNOpoNSDBw+03lBtzoSZ7OxslZvDFQqF+Oqrr7QmF926dUt2XvvTTz+VPKbgWoyjo6PsCiEFj59++knk5OSorBwPQFSuXFkMGTJEzJw5UyxatEiMGTNGlCtXTraf1atXF47/119/qSTqNGvWTEyYMEEsXLhQLFq0SEyePFk0aNBAY1x///23Qed58+bNKgkICoVCbN68WadjDx8+LHtT/IcffiiboKTNzp07VVawqly5sk6JIampqZLJCkUfhiTMmKsQWFGWkDAD5K8WJrWSk9T34uHDh1U+A9bW1qJbt25iwoQJ4uOPPxazZs3SmOjQqlWrwpvkk5KSVK6bVKpUSQwbNkzMmzdPLFmyRHh5eYkePXpoXPlMU0FDObNnz1br56uvvtJ4jFKpFG+++abacU5OTiI0NFTvGITIv240fPhwlf4GDx4smURQICEhQbz66qsaXyupR/EkDksr2JednS1WrlyptqKa3EOXhJni5PoKCwvTuy8hhGwypL4JM0KoXmst+jA0YcbX11flb1Z7e3uxf/9+rcfl5OSIOXPmaD3/+ibMFF3xrnv37iIuLk7rMUeOHJEc287OzmyrcBERkSomzBARERGRRTM0YUapVIrk5GQREREhAgMDxebNm8Xbb78tO4nm7Ows5s2bJ6Kjo00St6kSZnJzc4W7u7vKxKO+5Jamr1y5smTFn+KUSqWoWbOmZB8FiTzt2rUTDx480NhPWlqa5IVBAKJLly56Pae0tDS1ynz9+/fXqw8h8id3NU3U6powExERIapVq1Z4nL4rFEVERMhOoPfo0UPn5/L666+rHNuyZUvJCnfaFJ/wLvrQJ2Hr448/luyjIJHGwcFB7NmzR2s/S5YskY1HrrKQlJMnT6pMkF+6dEnnY4XIX0FILo4lS5ZoPb74xLkuk71FFVTLs7Ky0mn//fv3q4zXokULvcYLCQkprDy6YsUKvY4lIiIiIiIiIiLz+fLLL8WYMWPEe++9JxYuXCh69+6t8UbCFylh5pdfflGbaxw3bpyYP3++WLBggfD09JStfF78MXv2bJ1jmjlzpl7XKIry8fGRHL9osoI2SUlJonXr1rLXSvbt21eYcNC3b1+1VREK7Nq1SzYZo2bNmgatMvPhhx+q9FOvXj29VlEIDw9Xqypf9GGuhJns7Gy1FYU2bNig8/F9+/aVfU5XrlxR2z8+Pl4kJiYKIYTIysrSWPBr69atYuzYsQKAsLW1FZMnTxZ+fn4iJydHrd+wsDDJlY4AiKpVq4rMzExx7NgxYW9vLwCI4cOHi+DgYMnnpFQqxU8//VS4ryleq02bNqn1o28Bp3PnzskmCM6bN0/vmH7//XeVaza2trayq7lIyc7OVrteU/Shb8KMOQuBFWUJCTNFkwUuXLggm0zo4eEhDh48WHiNo2PHjmLnzp0iNjZWrc/c3Fzx/vvvy75eBw8eFM+fPxdt27YVQP4qYb/88ovk502I/IS5gn2LP2xtbcWTJ090fr5S16Xs7e1FZmam1mPj4uIkPxeDBg3SefyiPvjgA5V+rKysdEreuH37duFKHcUfHTt21DsOSyjYFx8fL3r06CGmT58uPvroIzFr1iyNia2WkDAjlXhVcM70dfDgQcm+DEmYuXjxotr7dPfu3Xr1MWnSJNnzBeiXMFO0kGjdunXF8+fPdT5WLqG7SpUqOhc0JCKiksOEGSIiIiKyaJoSZox9ODo6ihEjRohdu3aJtLQ0k8ZtqoSZ7777TuXYCxcu6B2LXJUXAOKzzz7TqQ9NE/tDhgwRqampOvWzZ88eyT4UCoVITk7W+TnNmjVLbVL2+vXrOh9f1N69e2Wfm64JMyNGjCg8plKlSnpfZBBCaLxoHRAQoPX4VatWqR134sQJveMQIv8ig1ws+iTMyL3eAET16tXF5cuXdeonLS1NVKxYUbIfXS9QpqSkqFSMMiTBKiMjQ7YaX4UKFTR+DmJiYtSOOXnypF7j3759u/BYXS6GFK+qpG9imhBCeHp6CgBi0aJFeh9LRERERERERESWY+jQobJzdS9KwkzdunXFK6+8IgCIJk2aCG9vb8nK9kqlUgQEBGitaq9QKMSZM2e0xhMVFSWZZKJPcoBUUSo3Nze9zsvmzZtl51ptbW2FtbW1WLt2rdYVNbZu3Sp7TvSds9y1a5daH4asMnL48GHZmMyVMDNlyhSVOGbOnKnX8evXr5d9TpMnT9Z6vFKplE1QcHFxEUD+Skn379/X2tf9+/dlE6Vmzpwp7O3thbW1tdi4caNOz23btm2SfVlbW+tUib/AqVOn1IqJde/e3aBVYTQVvNqyZYvO/YSEhKgV3/vyyy/1jic8PFy2iJ8+CTPmLgRWlCUkzBQnl1hWuXJlYWtrKypXriz27duntR+lUqmyekzRR69evUS7du0Kv4+SkpK09hcTE6OyYlPRx7p163R+fm3atFE73sHBQefPiNQqM1ZWVuLx48c6xyCEEFevXlVLLunbt6/OxxdPrCz6CAkJ0SsWISyvYJ8Q+edIri9LSJiRe66GJMycPn1asi99E2aePXumlvw0Y8YMveNJTU3VmHira8JMUFCQynVgfQsfBgYGysbw1ltv6f28iIjItKxARERERPQSUigU6NevH/r06YOWLVuifPny5g5JTWJiIpYvX1747wYNGqBbt2569/P666/Lbtu+fbtOfVSrVk2yfdCgQThy5AgcHR116mfkyJGws7NTaxdCIDg4WKc+Ll68iC1btqi0jRgxAq1bt9bp+OL69+9v0HEF/P394e3trRKLg4OD3v1oep22bdum8dhHjx5hxYoVKm2vvvoqBg8erHccANC1a1dUqFDBoGOLknvfODk54a+//kKnTp106qd8+fIYOnSo5LagoCCd+vj6668RHh5e+O/x48frdFxR5cqVg7u7u+S25ORk7N+/X/bYyMhItbbbt2/rNX6zZs3Qp08fAEBGRobW/YuPee/ePeTl5ek15uzZs3Uej4iIiIiIiIiILNdbb71l7hCMFhERgQcPHuCNN95AcHAwhg8fDisr9dteFAoFevbsiUuXLmHatGmy/Qkh8M477yAnJ0fjuH5+fsjOzlZrv3fvns6xd+zYUa0tNDRUZc5SG7k58OfPn8PW1hZHjx7FggULoFAoNPbzzjvvoEmTJpLbTp8+rXM8Dx8+LJw/LDB27Fh0795d5z4KjBo1SjYmc9ixYwd++umnwn/XqlULq1ev1quPAQMGyG7T5XqIQqGQPZcxMTEYOXIkzpw5Azc3N619ubm5wdPTU3Lbli1bkJWVhR9//BFz5szR2hcATJkyBa+88opae15eHnx8fHTqIz4+HhMnTlSbs/7mm2+0voeleHp6YsiQIZLb5s2bp9PnNScnB2+++SbS0tIK2+rVq4cPPvhA73jq1q1r9PduamoqZsyYASEEgPzrWZ07d9arj5EjR6JcuXKS2zZs2KDyXF9EPXr0kGxPSEhApUqV8Pfff+PNN9/U2o9CocCSJUsktwUEBCAoKAj9+vXD0aNHdbp+Vr16dbz//vuS206cOKH1eACIiorC9evX1dozMjJ0/u2Qug6nVCpx7tw5nY4vsHDhwsL3YYGuXbvqfPz8+fNhb28vuU3X81GU3O9hVFQUqlevjnPnzun0+Vu8eDEqVqwouU2f30MA6NChA5o2barXMaXJxsbGZH1ZW1ubpJ/JkycjKiqq8N9OTk747LPP9O7H0dERXl5eRsWSl5eHd955B5mZmQCApk2bYsyYMXr10bVrVzRo0EBy26+//orHjx8bFSMRERmHCTNERERE9FISQuDIkSOYN28eOnbsiCZNmuDzzz9HbGysuUMr9P333yMpKanw35ourmjSoUMH2Ymrx48f63SRQG4Ss3PnznpNsDk6OqJZs2aS2x48eKBTH4sWLVKblDUk+aFA1apVDUpwKbBy5UqVfw8cONCgfjRd5Pjzzz81Hrt8+XK1hAZjzolCoUCdOnUMPr6A3PumatWqek8ad+jQQbJdl/dNamoq1q1bp9Jm6OfJ0NdJKuFk69atau9lbQouauqSwFJ8n4SEBBw4cECv8Xr27InatWszYYaIiIiIiIiI6AXXuHFjc4dgEt27d8dvv/0mewN4Uba2ttiyZQtGjhwpu8+jR4+0zpnJ3Zj85MkTrck2BVxcXGTH15VcgSIgf25S1wJKCoUCY8eOldyma4EiAPDy8kJ6erpK29KlS3U+vjhji1uZyrNnz/Dhhx+qtH344YeyN1XLadKkiex8sq43G8vN0zdv3hx79+7V6/rM8OHDZbd98MEHmDp1qs59WVlZyfZ35coVnfpYsWIFnj17ptLWokULvW7CL27Tpk2S13syMjLUXlMp3377LW7cuKHStmDBAp2+b6QY+542dyGwF4Gma1kHDhxA8+bNde6rV69eqFSpkuS2hg0bYv/+/ZJFAeWMGjVKsl3Xz4impJjQ0FCd+jDFb094eDjOnj2r1q7PdcTatWvL/kYFBATo3E8BSyrYV1RZ+VurNPz2229qCZbTp09HjRo1DOrP2O/b3bt3459//in8t6enp0HJm3IFMpVKJXbs2GFwfEREZDwmzBARERHRC8vDwwNCCNmHUqlEeno6bt++jZ07d2LKlCmoUqWKZF/379/HsmXL4ObmhlWrVklWiytNQgi11V/kEga0KVeunMYJur/++sugfg0lV1mlaHKQnMDAQLWqR3Z2drJVw3SlzwR3UQ8fPlSbJDb0dWrTpo3stqioKNnEkPDwcOzZs0etffTo0QbFUcDQc1JSjHnfHDhwQGW/2rVro1atWgbFoel10vRZql27tlrb7du3sWbNGr3GHzZsGBQKhdqFaF3HXLhwIZ4/f67zeAqFAsOHD9dpPCIiIiIiIiIislymWFHaEnz99dd6VTa3srLC9u3bZa8NAMD69es19lGvXj3JdhsbGyiVSp3ikCvaFB8fr9PxgHyBIgB6r+piTIEiIH/l9eI3ujZv3lzj/Kk2cue5tK1atUplPtnOzg6TJ082qK+VK1dK3nA7d+5cnY6Xe9907txZ70JgmopBaUqmkdO+fXvJdl2KtEVHR+OHH35Qa3/jjTf0jqOo+vXry/Zx4sQJlZuhi0tMTMRXX32l0mZlZYVx48YZHI8x72lLKAT2ItD0OfDw8NCrL2tra9n3taZkGjmtWrWSvNaWmJio03UaTe8fXX8HTfHbc+zYMcl2fRPJ5FbrCAkJ0asfwHIK9hVXVv7WKmm5ubmSKzoZUwzSmO9bIQS+/PJLlTZzFMgkIqKSxYQZIiIiIiqzFAoFHBwc0KxZM0yaNAk7duxAREQEvv/+e9nqJElJSfjkk0/g7u6u83LWJeHKlStq1X1mzJgBhUJh0OPOnTuyY929e7eEn40qZ2dnyfbk5GStx27dulWtrXnz5ihfvrzRcRni4MGDaiuENGnSxKDXqGbNmhrHknudfvrpJ+Tl5am0VapUCa+88opxT87CGPO+KV4hMjIy0uDPUsEKL1IiIiJkE0vq168v+ZosWbIEW7Zs0focCtSqVQtKpVKn17dPnz5qbeHh4Rg6dCiePn2q85ibN2/G7t27dd6fiIiIiIiIiIgsj62trblDMJqTkxO6deum93FVqlTBihUrZLdfunQJ9+/fl90+dOhQ1K9fX6195syZGpNYdJGWlmbU8YYypkARALXEAsD4ZAdLKOKUkJCgNl/bq1cvjav7aNKvXz/s27cPbm5usLGxQatWrXDgwAG8/fbbOh1vZWW627rq1Klj0nPcqFEjyXZdbjLftm2bZOE6QwuSFfXOO+/Ibtu4caPsts2bN6u9/7t376712o0mxpxvSygE9iIw5WcEkH9fG8LKygqurq6S23T5nNSqVUtyhbSOHTvqnSRZnD6/PcVXXTKkD0B+5Y3o6Gi9+jE1Y38PiyoLf2uVhgMHDqh9BurWravzykBSjPm+9ff3V/k70NraGm3btjWoL03ft1evXkVmZqZB/RIRkfGYMENERERELxUHBwd4eXnhzp07GpeXv3LlCjp06KAx0aQk+fr6ltpY+iy7bQo2NjaS7bm5uRqPy83Nxe+//67WbkzFOmNZwutUPBkEAFq3bl3C0ZQ+Q983WVlZ8Pf3L4GIpGn6PM2cOVOtLS8vD7NmzcIbb7xh8iS90aNHw8XFRa398uXLaNeuHX7++We1hC8iIiIiIiIiIiJLVbVqVYOPnTlzpsZVZs6fPy+7zdnZGb6+vujduzdsbW1Rs2ZN/Pe//8XXX39tcDwFtM1vlhRjChQ9evRIskq6KZIdzO23335Tu5m1S5cuRvU5btw43L9/H9nZ2bhx44bsKgslzcrKSvZ1N4TcSgq63GS+f/9+yXZTXO/x8PBAw4YNJbd5e3tLfuaEENi2bZtauznf05ZQCOxlVLFiRZP2Z8znBAB27tyJSZMmwcnJCRUqVMBbb72FEydOGJ2Yoc9vz7NnzyTbdfm9KMrFxUUyAU0qea40GfN7SIaRKpBpSd+3eXl5KF++vEHft127dpUdJycnBw8fPizpp0NERDKk7zgiIiIiIirjKlWqhO3bt6Nhw4b49NNPJfd5/vw5Bg8ejIsXL0redF6SLl26pNYWEBBQIokQL0q1m0uXLiExMVGtXa7yT0kTQuDKlSsqbRUqVMDjx49LZDypZdOfPn2KmzdvqrWb65xYohs3biAjI0OlbfDgwfjll19KZDxNFxzfffdd/PjjjwgNDVXbdvjwYfj4+GDx4sVYsGCB0ZUpAcDR0RErV67EjBkz1LbFxsZi0qRJ+OGHH7Bhw4YycTGbiIiIiIiIiIhIjq2tLcaMGYMff/xRcvvff/+NKVOmyB7frFkz+Pn5IS8vD9bW1nqPX3yV8AJKpVLvvkxBrkCRXJxFHTp0SLIQjzmLW5nK4cOH1drat29vkr4VCoVJ+jFG+fLlERcXZ7K+pKSmpmo8LiYmBtevX5fcZkxSXAGFQgF3d3eEhYWpbYuPj0dQUBA6duyo0v7vv/9K3sRsrve0OQqBtWjRotTGs2Ry72tT96ftc1KgYsWK2LlzJ3bs2GHQajqm+O2RW0nGkIKMTZs2VUvAqV69ut79mJKhBfvIMM+fP8e5c+fU2l+mApn8viUiMg8mzBARERHRS23p0qW4e/cu9uzZI7k9LCwMXl5ekqt4lCSpJIjs7GxUqlSpVOOwJFJJRIB8daaS9vjxY6SkpKi0paSkwMnJSXZy1dQs7ZxYIqnPUnJyslk+Sw4ODvjtt9/g7u6ulsQDAOnp6Vi6dCl27NiB7777DsOHDzd6zOnTp+PMmTP47bffJLcHBgaic+fOmDZtGr744gtUq1bN6DGJiIiIiIiIiIgs0ZtvvimbMHPjxg2d+tAnWSY1NRUHDhzArl27EBAQoPNxls7Hx0ey3dXVtZQjMa3c3FxcuHBBrb20C6qVJENuuNe3L22rlVy+fFm2P1OtgNOxY0fs3r1bctuVK1fUEmbk3tPmKk5mSYXAXjam/Ixo6k/fVX30iSsvLw+nTp3Crl274O3trdc4UuRW3ZFLfNNE6tpcWfqOJe1OnTolmbBlru/buLg4tYTJVq1a4a+//iqR8RwdHUukXyIi0o4JM0RERET00lu7di28vb3Vkh8KHDx4EJcvX0bnzp1LJR6lUomnT5+qtT9//rxUxrdUchcszZUcEh4ertYmhEBsbKzkkuIlwdLOiSWSep3M+Vlq3749jhw5guHDhyMrK0tyn4cPH2LEiBEYOHAg/ve//6FJkyZGjfnzzz8jKSlJ9qKfUqnEjz/+iAMHDuCzzz7D7NmzDaqSSUREREREREREZMk6deoEhUIhuTqKqVbdAPKL1GzduhX79+9HWloaKleuDFdXV4Oq8VsaqZXXgfwbQF/0OcU7d+5IrqTwMhcyM4S2lSvu378vu81Uq/BoWlH9wYMHam2WVpzMkgqBUcnQZTUvfYWFhWHbtm3YuXMnIiMjYWdnh8aNG+PWrVtG9St3jSo4OBjJycl6fU6cnJzU2tq1a2dwbPTisbTvW6lr7YmJify+JSIqg0ybFk1ERERE9AKqWbMmhgwZonGfDRs2lFI0+ZMwUss8SyXRvEweP34s2S51cbM0yCVdlObrZGnnxBJJvU6RkZFmiOT/9e/fH6dPn9a6zLyPjw9at26NhQsXIjU11eDx7Ozs4O3tjUmTJmncLyEhAe+99x7at29fpipeEhERERERERGRafTu3RsKhcLoh7+/v1nid3Z2lq1gHh8fb1TfaWlp2LJlC9q0aYPu3btj586dcHd3x8GDB/Hs2TOt1yBeFE+ePEFSUpJae1ko4iSVSAEA5cqVK+VIyja5ayhKpdKoefCiNBWhkro+YGnFySytEBhZLqVSiePHj2PgwIF45ZVX8OWXX6JatWrYsGEDnj17huXLlxs9hoeHh2R7VlYWjh07pldfUsUrhw8fblBc9GLi9y0REZkLE2aIiIiIiACtF6t8fX21VsUyleLLrBd48uRJqYxvqeQmp5KTk0s5knyW8DpZ2jmxRFKvU0pKChISEswQzf9zd3fH1atXZS80FMjOzsbatWvRokULvS88FGVnZ4edO3di06ZNKF++vMZ9r1+/Dg8PD0ydOtXoGwWIiIiIiIiIiIgsScuWLSXbDZ1TjYqKwieffIK6deti1qxZuHv3LmbMmIE7d+7Ax8cHb7zxBuzs7IwJ2aKU5SJOcokciYmJpRxJ2SZ1w3wBU13bqFixouy24qsIKZVKRERESO5rSQXbzF0IjCxLRkYGNm3ahKZNm2LYsGHw9fVF//794efnh+DgYLz77ruoXLmyScZ67bXXUK9ePclt33//vV593blzR+Xf1atXR//+/Q2OjV48lvZ3hNT3bVZWlklXHiQiIsvAhBkiIiIiIgBt27bVuP358+e4e/duqcRiZSX9Z7qmZepfBnIJKuZKDrGE18nSzoklsoTXSU79+vXh5+eH//3vfxov4AH5FY6GDx+OGTNmyL7uupg9ezaCg4Px2muvad33p59+Qps2bcxW8ZOIiIiIiIiIiMjUqlSpItmu7yoiMTExmDt3Lho1aoRVq1YhMTERnp6euHfvHrZs2aJxhYsXWVku4iS3ugkTZkwrNzdXdpup3kd2dnayn+nixfESEhJkY7Kkgm2WUAiMzC8rKwvr1q1Dw4YN4eXlhdDQUHTs2BHnz5+Hj48PevfubfIxra2tsXr1asltFy9exOHDh3XqJzQ0VO3a3KpVq7QWeaOyxdL+jrCEAplERFQ6mDBDRERERIT8CjbaREVFlUIkQKVKlSTbr1+/XirjWypbW1vJdrmqbyXNEl4nSzsnlsgSXidNFAoF3n//fdy7dw/vvPOObIJPga1bt6JPnz6IjY01eEw3NzecPn0ahw4dQqNGjTTu+/TpU/Tr1w87duwweDwiIiIiIiIiIiJLUaFCBcl2bQVtCiiVSnz33Xdwc3PD+vXrkZmZierVq+PEiRP49ddf4erqaspwLY7cjaXp6enIy8sr5WhMKzs7W7JdbvURMoyDg4PsNmPmvYuT+0wXvzlfU4Gql7lgG1keHx8ftGjRAh988AGio6NhY2OD1atX49KlS+jRo0eJjj1+/HjMnj1bctuMGTPw6NEjrX2sXLlSZRWRwYMHY8qUKaYKkV4QllYMkt+3REQvDybMEBEREREBqFq1qtZ9YmJiSiGS/IsF9vb2au1Pnz6VXab4ZSBX+S84OLiUI8knt5T533//XWoxWNo5sUSW8DrpwsXFBdu2bUNwcDAGDx6scd9Lly5h0KBBSE9PN2rM0aNH4/bt21i3bh2qVasmu19ubi6mTZuGffv2GTUeERERERERERGRucklzNSvX1/rsc+fP8drr72GDz/8ECkpKQCAevXq4dKlS1rn9MoKuSJOwItfyEkuweLSpUulHEnZJnddAwBu3LhhsnHkboKuUaOGyr8t8T1t6YXAqHTl5uZi7ty5GDRoEB4+fAggfxWlo0ePYuHChVoLsZnK999/jw8//FCtPS4uDv369dP4/ty0aRN27dpV+O+hQ4fi8OHDUCgUJRIrWS5LKwbJ71siopcHE2aIiIiIiACkpqZq3ae0JhwByN68/vvvv5t8rLi4OISEhJi8X1OTu4hy69Yt5ObmlnI08q/Ro0ePEBQUZPLx7ty5o7ZMtdw5iY+PR3h4uMljeBHJvU7Hjx9HTk6Oyce7fPkysrKyDD6+VatWOHHiBM6ePYsOHTrI7nf16lV89tlnBo9TwM7ODnPnzkVoaCgWLVqEcuXKSe4nhMCsWbMQHR1t9JhERERERERERPRi8vf3hxDC6Efv3r3N9hzk5gSbNm2q8bjw8HB069YN/v7+hW2Ojo44deoUGjZsaMoQLZqmZIcXvZCTXGG1ixcvlnIkZVuDBg1kt5nyPVSQ1KZtfEt8T78ohcCo5GVnZ2PUqFFYv369Svv27dsxaNCgUo3FysoK33zzDX7//Xe1xLPQ0FB06dIFs2bNgr+/P8LDwxEREYGTJ09i1KhR8PLyAgDY2Nhg2bJlOHz4sGTxSCr7LK0YJL9viYheHkyYISIiIiJCftKINrqsQmMqbdu2lWzfvHmzynLVpjBr1iz06tWrRJIHTEmuwl9WVhb8/PxKORqgUaNGcHZ2lty2ceNGk46VmpqKwYMH45133lFp11T10MfHx6QxvKjkPkuxsbHYv3+/Sce6du0a3N3dJV//mzdvQqFQICIiQqe++vTpg0uXLmHt2rWySSybNm1CWlqabB9jxozBtGnTdBqvYsWK+Oqrr3Dt2jV0795dcp+kpCT8+OOPOvVHRERERERERERkiZKSkiTbu3TpIntMamoqBgwYgAcPHqi0L1myBM2aNTNpfJZOU3JBSRSSKk1yxZeCg4MLV3Ug47Vp00Z2m6neQ0II2RXa27Vrp/JvW1tbODk5lWg8+nrRCoFRyZk2bRqOHz+u0ta/f3+8EFYBoAAAIABJREFU/fbbZooIGDlyJO7du4clS5aoFJvMzMzEli1b0KdPH9SvXx/16tXD4MGDceTIEQDAkCFDcOXKFaxYsULjyk5Utsn9HWFp37fnz59XK2RpCkFBQUhOTjZ5v0REpB0TZoiIiIiIoNuyus2bNy+FSPJ169ZNsv3evXvYs2ePycbZvXs3Dh48iMmTJ1v85GSPHj1kt+3bt68UI8lnZWWFzp07S277+eefTXoBbe7cuQgLC8OMGTNU2i3tnFiidu3awcHBQXLb559/brLViTIyMjBhwgRYWVlh4sSJsvudPXtW5z6tra2xYMECHDt2TLLSVkpKCi5cuKCxD33GA4BmzZrBz89PtjIZE7GIiIiIiIiIiOhFlpiYKNnev39/2WMWLlyI27dvq7TZ2Nhg1qxZJo3tRVCWizjJFV8SQpi8kFB0dLTse7Gsa9u2LRwdHSW3Xb9+XTbRRR+RkZFQKpVq7ba2tujUqZNau9z7+sKFC7Ir1ZQkSykERua1f/9+7N69W639vffeM0M0qsqXL4+oqCgolUpUqFABb7zxBnr27IlGjRrByckJ1tbWqFGjBrp164Zly5bh+vXrOH78uFrCGr185L5vHz58iPv375dyNPLft7m5uSb/7Y+IiECfPn2wdOlSk/ZLRES6YcIMERERERG031Tu5uaG2rVrl1I0kF3hAQAWLVpkkgsp169fx6xZs6BQKF6IC3s9e/aU3Xbo0CGzXFySe52ys7NNNmG9fft27NixAw0aNMDgwYNVtnXs2FF29RF/f3+1iocvI1tbW3Ts2FFy2927d/Hdd9+ZZJwZM2bg1q1bGDdunGw1IgA4ffq03n2//vrrWLNmjeS2O3fuaDw2LCxM7+QtOzs7HDp0CHXq1NF7PCIiIiIiIiIiIksmNb/Vrl07vPLKK5L7h4WFYevWrWrtHTt2ROXKlU0en6WrXr06GjduLLktMDAQT548KeWITKdGjRpo2rSp5Lbt27eb7BqEUqmEp6enxsJLZZmtrS0GDBgguS0jIwPHjh0zeoxbt25Jtvfu3RvOzs5q7XLFyTIzMwtXxyhNllYIjEqfEAJLlixRa1coFHj99dfNENH/S01NxbBhw7Bjxw7MmTMHT548wcGDBxEQEIAHDx4gJSUFubm5ePbsGS5cuIAVK1agdevWZo2ZLIelFYOsXr267N+A3377rUl/+6dMmYLExES1AplERFQ6mDBDRERERC+9lJQUrRMwb775ZilFk69Xr16yCTqRkZGYPXu2Uf1HRUVh5MiRSE9Ph6enJ9zc3IzqrzTUq1cPbdq0kdyWlJSEL774wuRjSlUgK8rT01N22x9//IEtW7YYNf65c+fg5eUFAPjkk09UljYH8hMb5CofKpVKLFq0yKjx5fp90Wh6nZYtW2b0Mt9fffUV9uzZA2tra63n3NvbGxkZGXqPMXPmTFSvXl2tXZfqdr/++qve4zk4OGD+/PkGjUdERERERERERGSJMjMzERISotY+Z84c2WN++eUXyZvT69WrZ9LYXiTu7u6S7UII7Nixo5SjMS0PDw/J9tjYWCxYsMAkY6xYsQL+/v4lMn//opgwYYLstr179xrd/82bNyXb5ZJC5N7TQH6yVGmztEJgVPr+/vtvhIaGqrVXq1ZNtpBeaXj27Bk8PDxw6tQpbN26FRs3bkTFihXNFs/LyFQJc+aKQdP37a5du8zy/OQKZMbHx0smrhli2bJlOH36NHr27IlWrVqZpE8iItIPE2aIiIiIyKIZcmO5vtauXYu4uDjZ7eXLl9d4wawk2NjYaKwusm/fPixbtsygvqOjo9GvXz+EhYXB3t4eX331laFhGkQIYfCx77//vuy29evXS17s1CYzM1P2fZaamqrx2BYtWqB3796y29977z34+PjoHROQX41v2LBhyMrKQsuWLfHOO+9I7qfpnBw8eNCgFU0AICEhQbJd2zkpKca8byZMmCBZNQ7If/2HDx+OR48eGdT3999/j8WLFwMApk+fjhYtWmjcPzk52aCKdPb29pJL1Usl0RS3e/dug85fly5dDBqPiIiIiIiIiIjIEgUGBqrdiFm3bl2NN+//9ddfku3FixtpY44V0kvKsGHDZLd98803ePbsmUnHK80iTlOmTJHdtn37dhw/ftyo/vfv34/PP/8c48aNk71B92UwbNgwNGzYUHKbj48P4uPjjer/jz/+UGurXbs2xo0bJ7n/gAEDYGdnJ7nt3LlzOHHihFHxFKfLe9qSCoFR6bPE357Q0FB0794d//77Lz777DNMmzbNZH2TOmtra8n2tLQ0g/qzt7eXbE9KStK7L2N+57t06SJ7rfHBgwdGF6OUYkyBzM2bN+PkyZNGjb937158+eWXAGCyBBwiItIfE2aIiIiIyKKV9GoGR44c0boyydKlS2VXe5GTl5dnTFgA8is7yS25DuQvuz579mxkZWXp3Oe///6LLl26FC5H/9FHH8HV1VXrcaZ4PgWMSYJ666234OLiIrktOzsbQ4cORUxMjF59rl27FtnZ2ZLb7t+/r/X4uXPnym7LycnBiBEjsHXrVr1i2rNnD/r27YuUlBQoFAqsW7dOdmL0tddek115B8hfHenevXt6jb979248efJEcpsu56SApbxvnJ2dMXXqVNnt4eHhcHd3R2BgoM59ZmdnY/78+XjvvfcAAFWqVMGKFSt0Onb16tUGJbBUrlxZra1ly5Zaj7t7965BSTqGjkdERERERERERC8WY4rVvEh27typ1rZ69WqN1frl5knl2uUUzMkXJzc3XdKMec2HDx+OBg0aSG5LTU3FRx99ZFC/ckkSpVnEqWvXrujWrZvs9nHjxuHs2bMG9X3s2DFMmDABFSpUwDfffGNoiGWCtbU1Pv/8c8lt2dnZWLVqlcF9JyQk4Ny5c2rtK1askE2KqVGjhmwyDQDMnz/foJvU5d7TOTk5Wj/7llQIjEqf3G9MbGws0tPTde7HVL89UVFR6NOnD8LCwuDs7Gzw97wlKo2/gQwZw9HRUbI9MjLSoBiqVKki2W5I8p1cAokuyYD29vaYOXOm7Pbly5cblJCjKdFS298RAwcORKNGjSS3CSEwfvx4/Pvvv3rHBOTfizJp0iQIITBw4EAMGDDAoH6IiMh4TJghIiIiIoulVCoRFhYmu12fCUEpe/fuhaenp8bJm8GDB+Pjjz/Wu+/k5GTZbZmZmTr1UatWrcJqI3J++OEHtGrVCnv27NE4uXnnzv+xd9/RVVRr3Md/CZBCAEMg9BJagoBUpSsBpIkIGulSvFgJxYLUi8IFGxZAuTQRgQtX9EXhAtKlF6UIoQkB6T0hhEAgfb9/+JKXcErOSeGE8P2sNWtx9sx+5pk5k4Q1M8/eRxQaGqr69evr9OnTkv6eXviDDz5wKJesfCAVGRlptd2Rm7NeXl766quvbK4/efKkWrdu7XBRx7x58zRmzBib6+fMmZPu99WpUyd17NjR5vqEhAS99tpratmypTZu3GhzO2OMNm7cqLZt26pXr16p+33vvff09NNP281h6tSpNgtqoqKi1Lp1a+3atctujDvWrl2rN954w+b6H374weHR3XLKdSNJ//rXv1SuXDmb68+fP6+mTZvq1VdftVtgFBcXp//+97+qWbOmvvzyS0mSm5ub5s2bZ7OY615hYWH64YcfHNr2bkePHk3zuVy5cnYf3t7t/fffV2JiYqb2J9kfZQkAAAAAAAA5l737nM4MyvSgunLlihYtWpSm7YUXXlCPHj0yFG/Pnj12Z66/24YNG2y+kOrMAFA5ZYCiPHny2J35fP78+frss8+cihkZGamZM2daXXf8+HGnYmXWiBEjbK67ffu2OnTooG+++capF6CnTJmikJAQJSQk6IsvvlCZMmWyItUsk5FrK7Mvmffo0UMtW7a0uu6rr77SiRMnMhT33//+t8VMUk2bNrU7qJYkvf322zbXHT16VN27d3dqtqOUlBR9/PHHNten9xwrpw0EJmXt76AHTUaPPauLMZKTkx0u2rty5YoWLFhgc50zunfvrnPnzkn6+/8Mv/32m1P9s1pO+Xt4L1v/18rI/7MyWuBi65qzVRBy6tQpmzMaWbNkyRJ9//33Vtc5OltNaGiozQLGyMhIPffcc06/B2JvgNT0ft+6u7un/l605vr162rRooWWLl3qcD4pKSn6/PPPFRISoqSkJHl6eurzzz93uD8AIOtRMAMAAIAca9++fXYf4h08eDBD0wRfvXpV/fr1U8+ePe3eoGrdurUWLVrk9PTWkuy+cO/MTcjBgwfrqaeesrvN8ePH1atXLxUpUkRt27bV4MGDNXr0aL377rvq2bOngoKC9Oijj2rq1KmpNxBLlCihH374QXnz5nUoj7Nnz1ptz8iIWrbOTUREhEP9u3btqpdeesnm+rCwMNWpU0efffaZzSKLyMhIDRo0SH379lWJEiVs3pTbvXu3KlasqB49eig0NFQDBgywWiwyY8YMFSlSxG7e69evV/PmzVWqVCm9+OKLGjJkiEaPHq3BgwerU6dOKlWqlJo3b67Vq1en9mnWrFm6MyBJUpMmTew+xDt9+rSaNGmiUaNG2f0ux44dq2effVbu7u4qWrSo1e3Onj2rypUrq3Pnzurfv78GDBhg80bj/bhurl696tBDqkKFCunbb7+Vm5ubzW1SUlI0a9YsBQUFqXr16urTp4+GDx+uUaNGKTQ0VC1btpS/v7969uyZpphk5MiRat++vVPHExoaavP8WLNnzx6FhYWlafvXv/5l93judvDgQaen+f7222/TfA4KClLPnj2digEAAAAAAICcwd7gNtk903tWycyLxwMHDkzz8uWjjz5qcf/LmuLFi1ttT0hI0Pjx49Ptv3v3bnXt2tXm+r1796Yb4477MUCR5NggRaGhoXZnPh82bJgmTJjg0Hd27do1tW/fXpcvX7a6PiIiwqLYKTt16NDB7jOIW7du6bXXXlNwcLBWrFhhc6AiY4w2bNig4OBgDRw4MHVG+n79+jmcS2YHjruXrVwzcs/e3kvmjnzvbm5umjNnjtWfsfj4+AzNYHHt2jWL2XuKFCmiefPmpfusr27dunZnPVi2bJl69Ohhd8C8O1JSUtS/f3+tW7fO5jbTpk1LN05OGghMsj1YoKMDBWaHnPwzItn+OUnvZ8TW3x7p7+sivQHSrly5oueee87ms9ewsDCHC8B+/fXXNLM2JSQkqFmzZqpSpYo6d+6sQYMGadSoURozZoxDy6effqpZs2Zp27ZtGZ5lLScN2Hc3W3ll5P9ZQUFBVtsXL15ss8+WLVtUu3Ztq7PQNG7cWPny5bPab8CAAQ4VDn3zzTfq1q2bgoKC5Ovra7E+JibGoZmvSpQoYbdYb9euXerQoYPDM8189NFHmj17ts31M2bMSPd6HzBggOrVq2dz/fXr19WxY0d17txZe/bssbldcnKyli1bpkaNGum9995L3e/EiRNVvXr1dI4EAJCtDAAAAJBD9evXz0iyuzz77LPm7Nmz6ca6ePGiWbFihXnzzTdNgQIF7MbMmzevGTZsmElMTMxw7j179rQZf9GiRU7FunDhgqlQoUK658LRpUyZMubo0aMO7//69esmX758VmO1bNnSqWM5cOCAzbxq167tcJyYmBhTr169dI/Vw8PDtGzZ0vTr18+MGDHC9O/f3zRv3jz1eDw9Pc3WrVuNj49PurHc3d1Ny5YtzbVr16zmtGHDBuPl5ZVl31Pz5s3NzZs3HT4niYmJ5plnnnHoOJo2bWr69Oljhg8fbgYOHGjatWtnvL29jSTj5uZmfvzxR1O9enWH8mzYsKE5fvy41Zy6du1qs9+ZM2ccPjZjjN3ve9++fQ7H+fjjj7PsO5Jkhg4d6tB+rV37gYGB5tSpU+n2jYqKsvg+OnXqlG6/kJAQi31+9NFHDuU7c+bMNP28vb3N9u3bHeoLAAAAAACAnOenn36yeY9r/fr1rk4vjW3btlnNM2/evObq1atOx5s9e3aaOAEBAeb06dMO9R02bJjd+4MffPCBiY+Pt+h38+ZNM2HCBOPl5WU8PDxMixYtrPb39vZOk8vVq1fNhAkTrOaybNkym3k4cy/ZGGO++eYbm7HOnTvnUIyDBw+me0+8RYsWZtOmTSYlJcVqjF9++cVUqVLFSLL7HMTd3d0EBwebV1991YSGhpr//Oc/Th2vs65fv+7wcxk/Pz/Tvn178+qrr5qRI0eat956y3Tq1MmULFkyzXbVqlUzMTExTuXRu3dvq/vs3r17ho6rYMGCVuNNnjzZ6Vi//vqrzXNy/fp1h+P89ttvNp/ROJNXSkqK6dChg8XP1+bNmx2OERsba4KCgux+3xUqVDALFy40cXFxVmMcPHjQtGrVKt1rWpKpXr266du3rwkNDTXvv/++1Xhr1641bm5uDl2L1apVM7179zbDhg0zI0eONP379zctWrSw+lx01KhRDp8XY4y5dOmSzf3OnTvXqVhZaf369Tbzsva7OT0DBw60GqtOnToZyq9s2bIZurZXrlxp97t+7rnnTEREhEW/5ORks2jRIlOuXDkjybRr185mjB9//DG1X2JiopkwYYLV31Gff/65Q9dfRhYfHx8zaNAgc+HCBafO69dff201XtGiRZ2KY4wxo0aNshrLw8PDJCcnOxXrsccesxrrqaeeyrK8JJmJEyem2TYlJcV88803Jn/+/KZevXo233Ho0qWLzZhNmjSx+cxyx44dqddS4cKFTXh4uCldurTVOP/4xz8cOm/JycmmWbNmdq8Pf39/M3PmTJt/O0+fPm26d+/u0O/bihUrml69epnQ0FATGhpqNd6hQ4eMp6enQ9duhQoVTLdu3czQoUPNqFGjzIABA0y7du2Mn5+fxbY9e/ZM93wAALIfBTMAAADIcaKjo+3eBLp3cXNzM5UqVTJNmzY1LVq0MM2aNTONGzc2tWrVMgEBAU4VMbRo0cIcOnQoU/kvWrTIuLu7273hlJCQ4FTMM2fOmJo1a2b6xuMTTzxhTp486dS+3333Xbvn/tdff3UoTkJCgmnTpo3d/JYuXepwXlFRUeneSLO3eHl5mWXLlhljjN2CmaCgIPPhhx86VOCxYcMGU7hw4Ux/T7169TK3bt1y+Fzccfv2bdO5c+cM79fd3d3MmDHDGGPsFsyULVvWjBgxwhw5csRmLnv27LFZaCXJvPzyyzYfkt5r3rx5dvPu0qWLUzetv/zyS7s/o44snp6e5osvvnB4n7aKxfz8/MykSZPMjRs3rPZbvXq1qVSpUpo+rVq1svkw7m7WCmYkmTZt2pg9e/ZY7RMREWEGDx6c5gGcp6enWbFihcPHCgAAAAAAgJxn6NChNu91jR8/3tXppREbG2uKFy9uNdfnn3/eqZegp0+fnuZe4GOPPeZwQYgxxoSFhaX7snqpUqVM3759zciRI80777xjnnnmmdR7zt7e3mbp0qVm0aJFNvuXK1fODB061PTu3dsUKlTI1KpVy2ou9op3tmzZ4vAxGWP73qEks2TJEofjzJ8/36F7rRUrVjQvvviiefvtt817771nXnrpJVOmTJnU9R06dDATJkxw6N5siRIlzLfffuvU8WbEoUOHTNGiRTN1H/nOUrlyZYcGT7pX1apVrcZr2LCh07EuX75s9x67sz799FOb8Xbs2OFUrM2bN5tChQpZxMmTJ4+ZNWtWuv0TExNNaGhomr6FChUyGzZscPq4Dhw4YPWF53uXwoULmw4dOpj+/fubESNGmFdeecXUqlUrdX1AQEC6RQ93lvz589t8gdsY1w0Edjd7RXYDBgxwOl5WsXdu7D3DssVWgYmHh4eJjo52KtalS5ds/v14/fXX7faNi4uzWZBwZ/Hx8TEhISFm2LBhZujQoaZr166mRIkSqetHjRplIiIi0r3uBgwYYMqXL28kWR00cM2aNVl6/Vlb/P39zbp16xw+tzlxwL6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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1638
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1623
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1623
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1623
      }
     },
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1703
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1703
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1718
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1718
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1718
      }
     },
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 902,
       "width": 1718
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Define which observational and galaxy properties will be needed for plots, along with titles and axis labels\n",
    "obs_data = [data['psf_fwhm_i'], data['blendedness'], e_psf, data['x'], data['y']]\n",
    "gal_data = [gr, ri, data['mag_i_cModel']]\n",
    "obs_titles = ['i-band PSF FWHM','Blendedness', 'i-band ellipticity of PSF', 'x position in patch', 'y position in patch']\n",
    "gal_titles = ['g-r cmodel color', 'r-i cmodel color', 'i-band cmodel magnitude']\n",
    "obs_xaxis = ['arcsec', '', '','pixels','pixels']\n",
    "gal_xaxis = ['g-r color', 'r-i color', 'i mag']\n",
    "\n",
    "#make all pairs of observation and galaxy properties to plot\n",
    "for obs in range(len(obs_data)):\n",
    "    for gal in range(len(gal_data)):\n",
    "        good_data = ~np.isnan(obs_data[obs]) & ~np.isnan(gal_data[gal])\n",
    "        plot_split(obs_data[obs][good_data],gal_data[gal][good_data],\n",
    "                   obs_titles[obs], gal_titles[gal], \n",
    "                   obs_xaxis[obs], gal_xaxis[gal])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "desc-python",
   "language": "python",
   "name": "desc-python"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}