{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SSDF: Validation Checks (FULL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "#%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rc('figure', figsize=(10, 6))\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "import numpy as np\n",
    "from astropy.table import Table\n",
    "import itertools\n",
    "\n",
    "import time\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed time(secs):  157.07991409301758\n",
      "Number of sources in master catalogue:  12661903\n"
     ]
    }
   ],
   "source": [
    "t0 = time.time()\n",
    "\n",
    "catname = \"../../dmu1/dmu1_ml_SSDF/data/master_catalogue_ssdf_20180221.fits\"\n",
    "master_catalogue = Table.read(catname)\n",
    "\n",
    "print('Elapsed time(secs): ', time.time() - t0)\n",
    "\n",
    "print(\"Number of sources in master catalogue: \", len(master_catalogue))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SSDF\n"
     ]
    }
   ],
   "source": [
    "field = master_catalogue[\"field\"][0]\n",
    "field = field.rstrip()    # remove whitespaces at the end of the sting\n",
    "print(field)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "IPython.OutputArea.auto_scroll_threshold = 9999;"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript\n",
    "IPython.OutputArea.auto_scroll_threshold = 9999;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1/ Magnitude errors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "g_bands = [\"DECam g\"]\n",
    "r_bands = [\"DECam r\"]\n",
    "i_bands = [\"DECam i\"]\n",
    "z_bands = [\"DECam z\"]\n",
    "y_bands = [\"DECam y\"]\n",
    "J_bands =           [ \"VISTA J\"]\n",
    "H_bands =           [ \"VISTA H\"]\n",
    "K_bands =           [ \"VISTA K\"]\n",
    "\n",
    "all_bands = []\n",
    "\n",
    "irac_mags = [\"IRAC I1\", \"IRAC I2\"]\n",
    "other_mags = []\n",
    "\n",
    "opt_mags = g_bands + r_bands + i_bands + z_bands + y_bands\n",
    "ir_mags = J_bands + H_bands + K_bands + irac_mags\n",
    "all_mags = opt_mags + ir_mags + other_mags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def mag_vs_err(x, y, fig, ax, labels=(\"x\", \"y\"), savefig=False):\n",
    "\n",
    "    x_label, y_label = labels\n",
    "    print(x_label)\n",
    "\n",
    "    # Use only finite values\n",
    "    mask = np.isfinite(x) & np.isfinite(y) & (x!=99.) & (y!=99.)\n",
    "    x = np.copy(x[mask])\n",
    "    y = np.copy(y[mask])\n",
    "   \n",
    "    if len(x) == 0:\n",
    "        print(\"No sources have {} values.\".format(x_label))\n",
    "        print(\"\")\n",
    "        return\n",
    "  \n",
    "    #\"\"\"\n",
    "    if len(x) > 0:\n",
    "        print(\"    Error max: {:.0f}\".format(np.max(y)))\n",
    "        err10 = y > 10\n",
    "        if len(x[err10]) > 0:\n",
    "            print(\"    magerr > 10: Number of objects = {:d}, min mag = {:.1f}\".format(len(x[err10]), np.min(x[err10])))\n",
    "        else:\n",
    "            print(\"    magerr > 10: Number of objects = {:d}, min mag = {:.1f}\".format(len(x[err10]), np.nan))\n",
    "        err100 = y > 100\n",
    "        if len(x[err100]) > 0:\n",
    "            print(\"    magerr > 100: Number of objects = {:d}, min mag = {:.1f}\".format(len(x[err100]), np.min(x[err100])))\n",
    "        else:\n",
    "            print(\"    magerr > 100: Number of objects = {:d}, min mag = {:.1f}\".format(len(x[err100]), np.nan))\n",
    "        err1000 = y > 1000\n",
    "        if len(x[err1000]) > 0:\n",
    "            print(\"    magerr > 1000: Number of objects = {:d}, min mag = {:.1f}\".format(len(x[err1000]), np.min(x[err1000])))\n",
    "        else:\n",
    "            print(\"    magerr > 1000: Number of objects = {:d}, min mag = {:.1f}\".format(len(x[err1000]), np.nan))\n",
    "    else:\n",
    "        print(\"    no data\")\n",
    "    print(\"\")\n",
    "    #\"\"\"\n",
    "\n",
    "    # Plot\n",
    "    ax.set_yscale('log')    # to place before scatter to avoid issues\n",
    "    ax.scatter(x, y, marker='.', alpha=0.1, s=50)\n",
    "    ax.invert_xaxis()\n",
    "    ax.set_xlabel(labels[0])\n",
    "    ax.set_ylabel(labels[1])\n",
    "\n",
    "    # Save ex. fig\n",
    "    if savefig:\n",
    "        survey_label = ((x_label.replace(\" \", \"_\")).replace(\"(\", \"\")).replace(\")\", \"\")\n",
    "        figname = field + \"_magVSmagerr_\" + survey_label + \".png\"\n",
    "        plt.savefig(\"/data/help/plots/\" + figname, bbox_inches='tight')\n",
    "\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DECam g mag (aperture)\n",
      "    Error max: 384785\n",
      "    magerr > 10: Number of objects = 19209, min mag = 27.0\n",
      "    magerr > 100: Number of objects = 1832, min mag = 29.7\n",
      "    magerr > 1000: Number of objects = 185, min mag = 32.9\n",
      "\n",
      "DECam g mag (total)\n",
      "    Error max: 473776\n",
      "    magerr > 10: Number of objects = 27778, min mag = 26.5\n",
      "    magerr > 100: Number of objects = 2732, min mag = 29.7\n",
      "    magerr > 1000: Number of objects = 260, min mag = 33.3\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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AAPV6nd27d7Nly5ZmD2vBsgNBrGgMVq6CZBq6V5l52OeHShFiMdMeqSUJkRhgQVsSq6PT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\nrq7n95m7vlMUo7IDQUimceO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Zx9sg3gKxVpMCVnsJr7XVTL61Kk5Hl9mDLCLSgIceekgF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hvgzddgz07YvxvMFDQ1HpOLlaNPnq78ioj0E19OGG64GV6YCI/+xO1wumtrgg0bnA6ThgltLRCO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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f76a7cfd080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DECam r mag (aperture)\n",
      "    Error max: 65010\n",
      "    magerr > 10: Number of objects = 1967, min mag = 27.0\n",
      "    magerr > 100: Number of objects = 183, min mag = 30.1\n",
      "    magerr > 1000: Number of objects = 18, min mag = 32.9\n",
      "\n",
      "DECam r mag (total)\n",
      "    Error max: 325280\n",
      "    magerr > 10: Number of objects = 3654, min mag = 26.7\n",
      "    magerr > 100: Number of objects = 348, min mag = 29.9\n",
      "    magerr > 1000: Number of objects = 28, min mag = 33.2\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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FY+/evTz00EMEg0Esy2LFihV87nOf44477mDLli3VHp7MQ55wlPLqi03HhXAE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\nC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hD7BGdFYNAgCIRhyFAoKoVEAhItECuArDC0NEBWNtRWQbQQRpdjBLPcEWURERHpdfat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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f76a7c8f8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DECam i mag (aperture)\n",
      "    Error max: 7357\n",
      "    magerr > 10: Number of objects = 722, min mag = 26.6\n",
      "    magerr > 100: Number of objects = 58, min mag = 29.7\n",
      "    magerr > 1000: Number of objects = 4, min mag = 32.8\n",
      "\n",
      "DECam i mag (total)\n",
      "    Error max: 64430\n",
      "    magerr > 10: Number of objects = 1927, min mag = 25.5\n",
      "    magerr > 100: Number of objects = 173, min mag = 29.7\n",
      "    magerr > 1000: Number of objects = 22, min mag = 32.7\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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j4m2QVAsUEdnaMpkM3/72t/nRj35EPB5nx44dhMNhSqUS3//+98nlcrz73e/m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\nueeeG/V5a9eunaqQhDijuernEHrmp/Te/r+VOpSTUznYtQWcPAQCML8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ANBrlvvvuY/ny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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7726fa6f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DECam z mag (aperture)\n",
      "    Error max: 150650\n",
      "    magerr > 10: Number of objects = 5554, min mag = 25.8\n",
      "    magerr > 100: Number of objects = 525, min mag = 28.6\n",
      "    magerr > 1000: Number of objects = 61, min mag = 31.8\n",
      "\n",
      "DECam z mag (total)\n",
      "    Error max: 451435\n",
      "    magerr > 10: Number of objects = 17705, min mag = 25.0\n",
      "    magerr > 100: Number of objects = 1576, min mag = 28.5\n",
      "    magerr > 1000: Number of objects = 158, min mag = 31.1\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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jG/zgBz+o4EqlknzVEbzl52CKeejte69fRsmxB9GOZ8uKPAPJhE2D9oz9nr9o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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f76a7d0cc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DECam y mag (aperture)\n",
      "    Error max: 4503498\n",
      "    magerr > 10: Number of objects = 97603, min mag = 24.3\n",
      "    magerr > 100: Number of objects = 9278, min mag = 27.2\n",
      "    magerr > 1000: Number of objects = 941, min mag = 29.8\n",
      "\n",
      "DECam y mag (total)\n",
      "    Error max: 1325506\n",
      "    magerr > 10: Number of objects = 144310, min mag = 23.7\n",
      "    magerr > 100: Number of objects = 13923, min mag = 27.0\n",
      "    magerr > 1000: Number of objects = 1366, min mag = 28.7\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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Ph1mzYWgA9r47xm/yTHHKgUHo2gsDCVi0BJra8AJ+wI+lm9IiMs2cMvm1bRvb\ntsnlcgQCgcmIScqQHQji1kXB74dF58Db201Vys49gAcjLmSGIJ8E9oHfg0wGWtohNYhXWQ1NLbia\n/iwiAkChUODAgQOMjIxQWVlJa2srfn9RE7qkzFnRerwFSyCXA8+CfbuBwti+LNUPePDmG5BMwvlL\nId4MoSAe4EaqNS6LyLRR1Ch59dVXs2HDBj75yU9SX19/VJXnpqamCQtOysuRaVlupBqvsgZ2d0D7\nbHj7DdjxDhQK5glwdgRynhmwK0KQCpg1w8EAnuvgxho10IrIjLVlyxaefPJJtm3bhs/no6KignQ6\njeM4nHfeefzO7/wOy5cvL3WYUkJ2IIhz9mII+qG6ziw72vP22L8wNWAKVY4kzYytC5ZBTZ2Z0ZVN\n44QqcGtqxu8EREQmSFHJ7w9+8AMAXn/99WPe27Rp0/hGJGXPDgRhzgKchibY3wntGehPwMiA6U3o\nOeZO80EL/AGz5rd5FhzsBNuHFwrjBoIqgiUiM85f/MVfUFVVxWWXXcbNN99MfX396Hv9/f288cYb\nPPXUU/z0pz/lr/7qr0oYqZSarzKCu+g8vNbZ4A/B8BD0dp3BN7ow0A2FtEmGF5wN2axprVQXw6up\nxnU57XFZhS1FZDIVlfwqwZWJ4KuM4MTjgAfd+6H3EIykwXHALUD+cD/gxmbo74WREbB8pmBWTbWK\nYInIjPOHf/iHzJ49+7jvRaNRLrvsMi677DL27t07yZHJVGRmXMVx5p0F2+KmDdJg75l9aSoJmT0Q\nCENfAppbwfbheO14qdRp3Zx28zm1TRKRSaXFQVJSVqTGVI2cvwgO9UB6BIaBYBD8NmRz0NsNlZWm\nLVJyEHoP4AVmqwiWiMw4J0p8x/o5mSGqInDeMnBeNW2MEj2Qz4z9+wpp2PUuxKNmXLZ9ZMMhCFef\n3s3pbAbUNklEJlFRye/Xv/71o9b5vt+99947rgHJzDJaCGvuQkgOQV2taa+QTZvpz27BPPXts6Gq\nBw7th/2N0NqJd+5SrNlzS30KIiKTptiZWJ/97GcnOBKZVmJxmD3fFJ18922zDnjHb8/sO3NJOJCE\nmjj4/GTjcYiBV1mB5fcXl8iGwod7B6ttkohMjqKS3zVr1hz1emBggKeffpqPfvSjExKUzCx2IAiN\nLTgXXgzBkCmi8e52Mz0rk4JM1iTD/Yd7FQ4MwGAf+AN4La26SywiM0YikSh1CDIN+SojOPMWQm0U\nZp8FLz8LHW+DlzvzLx/qhapqrEwGhoZMEaxInZnZdQqjN8CzGYhoza+ITLyikt9Vq1Yds+2SSy7h\noYce4nd/93fHOyaZoXzxRpycrqwBAAAgAElEQVTlH4HdO6A+Bh1vwYHdgGfWAR/RdxCGU1BRAwsX\n47S0YbmuimWISNm79dZbSx2CTFO+yghURnDzObx9u6C5Cbr2jc+Xd+2i8NvfQLQRmpqhsRWvrq6o\nm9N2IKib2CIyaca85re+vp49e/aMZywipjrlwiV49Q1QVWXaHrnAyLtHfzCbgtdeMu0bln0Yb/5C\n6O3BaWwyA7yIyAyRTqdJJpN4nje6TW0I5UTsQBDnQxdDx3ZTV6Pv0Ph88bZXoaoamttNEazhQZxF\n52FFY7oxLSJTRlHJ7y9+8YujXudyOV566SUWLVo0IUHJzGYHgrixRjwssy7ptRchNWgqQvK+J8A4\n8JtfmRZJ2WFonQ09B3FbZ2ugFZGy19nZyd/+7d8e90a0ujTIyfjijThrroVfPQlD7bD7HdMK6UwN\nJ+HdN2FwEDIZ6B/Aa52F0z5PSbCITAlFJb/PPvvsUa9DoRBnn30211xzzYQEJWIS4Abw+fHO+RA4\nBXjtN5D4YI9CD97+LQwPw/lLYd7ZeK6HU1dveg9ms4CHFanRoCsiZeXhhx9myZIl3HPPPdx22218\n73vf41//9V91Y1qK4lu0GKc+fnipURx+8zykxiEBxoPe/Wbm1sgw7NwO887BW7QYZ/Y8zc4SkZIq\nKvm95557JjoOkWOMFsLwXFMMo28QXBf6jzNFq3Mn9PRC02/g/Ith3lmQSUNVDYQr8LIZ3FijEmAR\nKRt79uzh7rvvxu/343kelZWV/MEf/AF33HEHl19+eanDk2nAF2+EeCNOQ7O5ibz1BdNlYTwk+6Ej\nA+FKU7yysgICAdzZ8zUWi0jJ2MV86Itf/OJxt990003jGozIB9mBIL7GFmhohiUfgguXgXWCezbZ\nIdi70wzeW16EA/ugqxMKOSgUTAItIlImAoEAzuFigNXV1fT29uJ5HqlUqsSRyXRjtbbDVdfBinHu\n4pFPQzIBe/fC3t3g82ksFpGSKurJr/P+SruHFQoFXNcd94BEjqux+b0Bs7Ud9u868Wf37zHrjVpm\nQX0DFLJw3nI828ZNDakqtIiUhXPOOYcXXniBVatWcckll/DNb36TQCDAkiVLSh2aTDN2IIjbNg/v\niqsAF15+BvBOtVvxcmn4zYsw5yy8xpbx+14RkdN00uT361//OpZlkc/nj5n6nEgktK5IJo2vMoLT\nPtes4734CnhmBBInqVCZGoAdQzA7D6EKGEiAC57PAtuP26Ap0CIyvf3pn/7p6O+f+9znaG9vJ5PJ\ncMUVV5QwKpmu7EAQd94CvPxaGBmBba+M7wEyKdj8UwAzntdFIVKtVoUiMqlOmvyuWbMGgI6ODlav\nXj263bIsamtrOe+88yY2OpH38VVGYO5CnEDIVKV8+VkY6DnJHi7sfQf8AbPWqG0exBrBAi9VAdHY\npMUuIjLeHnvsMa677joAbNseXef7+OOPc+2115YyNJmm7EAQd9FivEg1WD747Yvje4Deg/CzH8Pi\npTCrDSK1eLVRqK7FbZ6lBFhEJtxJk99Vq1bhui5btmzh0ksvJRAITFZcIidkNTbjrfgIBALw4rOQ\nOHDyHXa+AW4WRtJwlgsNLYzrdC4RkRL48Y9/PJr8fnC7kl8ZKzsQhDkLcD7zeciPwFuvj+8B+ntg\n+xZIDkFFBZy9BEZG8EJheN+UaDefM8ud9FRYRMbRKdf82rbNtm3b8Pl8kxGPyCmNrk2qqoHmNnjx\nGdi+Fbz8iXfa3QGJPkgl4dLVWHPmT17AIiLjaNu2bQC4rjv6+xGHDh2ioqKiFGFJmfG1zML5zE3w\ngwdMLY3x1N8LAwNmRla0HlrnQC43+rabz8FAP/h9kE7j1kWVAIvIuCiq4NUVV1zBU089xZVXXjnR\n8YgUxQ4EzR3ixhac+YtMArz5MUgnT7xTsg9e2wLJfjws098wGMaK1mtQFZFp4/vf/z4AuVxu9Hcw\nS5Lq6uq48cYbSxWalBnf7Lk4H/8M/PifzBPb8eQVoPNdiFSCLwALF7/3XjYDfh+WZeH5D1eI1jgt\nIuOgqOS3o6ODJ554gscee4xYLIZlWaPv3XvvvRMWnEgxrGgMb+nF5k7yK89D9iQJsDMCO96ArgOw\nZBk0z8Krj+HMWYDV2KwkWESmvO9973sAPPjgg9x2220ljkbKnbXsErxkCv77RnBPMsNqLDwX3toO\nNQ2wYxtOYCm+2iiEwpBOm8S34EAkPL7HFZEZq6jkd+3ataxdu3aiYxEZEzsQxIlUw9IPAy689iok\n+0++U6rftHKYPx/qGmH/LrzzluGedfjOs9YZicgUd9ttt+E4Dm+//TZ9fX3EYjEWLVqkZUoyruxA\nEGfl5bB7B7z08/E/gJeHl34JQ33Q349z6Rp8tVHcuiheagj8fqxTf4uISFGKSn5XrVo1wWGInBkr\nUgMt7XiBAIQr4MVfQarv5Dt5eXj3bajpgcwCyObxHAfqm7AqwqPrjEREpqIDBw5w//33k8vliMVi\nJBIJAoEAX/va12hrayt1eFJGfJURnI/9L9DfDe/8dgKOkIc3t5gODoU8zvKVZpqzW8AKhWGgX+t+\nRWRcFJX8ep7Hz3/+c5577jmSySTf+c532L59OwMDA6xcuXKiYxQ5JTsQNImq32/6+vqD8KunIDV4\n6p2H+mBXwbRPCgbh3A/h1VRDRRVWNjPxwYuIjME//uM/sm7dOj7xiU+MLkd67LHH2LhxI/fcc0+J\no5Ny45s9F+fTX4D/8Qjs2HbKz49J1z742aOQGoK2+VAVwWtoBNuGlF8tCkXkjNnFfGjTpk08/fTT\nrFu3jt7eXgBisRiPPvrohAb3QZ2dnfzDP/wDDzzwAE8++eSkHlumPjsQxBeNYbXPhY+sgnXXQ2Vd\ncTuPDMH+vbDzTXjtZdi1Azr34I0M476vAqWIyFSxe/durr322qPqcFxzzTXs3r27dEFJWfPNXwif\nvQkWLZ24g+SG4dcvwBu/hnffgh3bYTgJqUGc7i6c/oSpBn2Ym8/hpoaO2iYiciJFPfn95S9/ybe+\n9S1qamp4+OGHAWhsbKS7u/uMA3jooYfYsmULtbW1PPDAA6Pbt27dyiOPPILruqxdu5brr7+etrY2\nbr75ZlzX5e///u/P+NhSnuxAEFpn4zY041VUwE/+5eRFsI7Ip+Hdd2BwCCwL+vognyVfUYEbrtR0\nKxGZUurr69m+fTvnnXfe6LY333yTaFTLNWTiWK1teJeugsoK2Pr8xBxkKAFvbIGmNph7FlRVQSEP\n2W4IBPBq6nFbZ5nPqiWSiJyGopJf13UJh4+utJfJZI7ZNharVq3iqquuGq1eeeR4Gzdu5O677yYW\ni3HnnXeyYsUK2traePXVV/npT3/KVVdddcbHlvJmB4I4Z58Pyy6CLS9CdqSIvVzoPQCdtVBVAwE/\n+epqvNo4bm2dimCJyJTxuc99jm9961ssX76ceDxOb28vW7Zs4Y//+I9LHZqUMTsQxFm0BLJpCITg\nlacn5kDZNOzdAZkRyBcgFoWqWqiJQmYfXkUFVmWlWiKJyGkpatrz0qVL+eEPf0g+b0rce57Hpk2b\nWL58+RkHsHjxYiKRyFHbOjo6aG5upqmpCb/fz8qVK3nllVcAWLFiBd/4xjd49tlnz/jYUv6sxiZY\nvhI+/FGojJx6hyM63oRDB+FQF7lDB6HnAORzpuiGplaJyBSwYsUKvvWtb9He3k4mk6G9vZ3777+f\niy66qNShSZnzxRth2UfgslVw4SUTe7Du/abI1s4O2PMu7HoLMjlI9uPZNhQcPM8zLZFCaokkIidX\n1JPfG264gQcffJAvfOELFAoFbrjhBi644IIJ6y94pGXDEbFYjB07dvDGG2/w0ksvUSgUWLr0xOtN\nNm/ezObNmwG4//77icfjY4rD7/ePed9yUQ7XoFBTQ2HWbAbnLYR//gdwi0xeD+4BPPKD/XDxpdT4\nfViBAHYwQCA2va/J6SiHvwNnStdA1wCm3jV47LHHuO666/j0pz991PbHH3+ca6+9tkRRyUzhq41C\nbRSnNgYjI7Dj9Yk7WOIgZLPQ3AxWG2SGTVFK14W6qHniG9HMLBE5taKS38rKSr761a8yODhIT08P\n8XicuroiCwmNged5x2yzLIslS5awZMmSU+6/bt061q1bN/r6SJGu03VkGtlMVi7XwK2th0Xnw+Xr\n4D//vfgdD+6F3kMw0Mvg/n2w8FyorYfhYaxAcEb0Ay6XvwNnQtdA1wDeuwatra2lDgWAH//4x1x3\n3XXH3a7kVyaL1diMt/ZasArwzvaJO1CqHxJBaGgFbEj04NXV4wsENdVZRIpWVPILMDw8zOuvv05/\nfz/RaJSlS5ceM115vBzpV3hEIpFQAQ85I3YgCI0tOFd+CnIZ+M2rkB4qbudCFg7uM3edMxm4YCk4\nObzq+qP6AZdzAiwiU8e2babNjOu6o78fcejQISoqKiY1npdffpktW7YwNDTElVdeyYUXXjipx5fS\nsgNB3AuWQcDGS6aga+/EHaz/EGzNQM9BmL8I+vtwFl9opmFjKj/PhJvSIjJ2RSW/27Zt4zvf+Q6t\nra3E43ESiQQbN27kjjvu4Pzzzx/3oBYsWEBXVxfd3d3U19fz/PPP8yd/8ifjfhyZeXzxRpxP/B7U\nxeHpn0G6iD7AR/R3w5uvgeVC61xo8/C8OggETT9gDbQiMgm+//3vA5DL5UZ/BzNDqq6ujhtvvPGM\nj3E6nRguvvhiLr74YlKpFP/8z/+s5HcGsgNBai+8iD4X+I//ATvfmriDpQehYxB6DsFZ58JwEuei\ny8Bnw1ASfBbYftyGRiXAInKMopLfjRs3cvPNN7Ny5crRbS+88AIbN25kw4YNZxTAhg0b2L59O8lk\nkltuuYX169ezZs0abrzxRu677z5c12X16tW0t7ef0XFEjvDFG3HWXAPBMDz1KAyfRgLcdxDeBgb6\nYKgfLlgOuRxeQzOu7jSLyCQ40h3hwQcfnLDaG6fbiQHgJz/5CVdeeeWExCNTn6+6Fppb4drPwE9+\nCJ17JvaAg72wtwNyafA8syxpqN8sTbLAS1VANHbq7xGRGaWo5Le/v59LLjm6mt/FF188Lr12b7/9\n9uNuX7ZsGcuWLTvj7xc5Hl9tFPdj1+E1t5q71Hs6it+55yAMDkAuB9U10NQKuSxeohsnVIEVqVYS\nLCITbqISXzCdGLq7u4/a9v5ODMBoJ4ZZs2bxL//yL3zoQx9i/vz5ExaTTG12MIgVa4RIDd4nfh9+\n+q/QtXtiD9rTBakUDA9DahDqG2E4BaEqqJ642jQiMn0VlfxefvnlPPHEE1x99dWj25588kkuv/zy\nCQtMZKLZgSAsX4lz1rnw6P8Lzz5R/M65jGm9kB6BZSvNIJvJQKEAhYLWAIvIhLjzzju57rrruOii\ni/D7jx3CC4UCL7/8Mo8//jjf/OY3x/XYJ+rE8B//8R/89re/ZWRkhIMHD/Kxj33suPsX24lhqlXV\nHk/lfm6NLYeLwc2dT+rscxn+t/8OP39sYg+cTkKiB/x+GOzHP28hgYCfgN9PqKYGOzg+Y3G5/9np\n3Kancj6/iTq3opLfXbt28dRTT/HYY49RX19PX18fg4ODLFy4kHvuuWf0c/fee++4Bygy0Xy1UdzP\n3YQXjcFj/3J6O+971yS9Q/0wfyHMPgv8PlNwQ8mviIyzL3/5y2zatImHH36YefPm0draSjgcJpPJ\n0NXVxc6dOznvvPO49dZbx/3YJ+rEcPXVVx91c/xEiu3EUM6VxWfUuVXV4vtfb8KpjsJP/2liDz7Y\nC+k0tKQpVNZSWHQ26d5DWMEQdqQGOPNiWDPqz66MlPO5QXmf3+meW7GdGIpKfteuXcvatWuLPrjI\ndGMHgrhXfRIvl4Enfnx6O/fshxeTkOiGZAqvtQ3mLZyYQEVkRmtra+OOO+5gYGCA119/nb1795JM\nJqmqquLyyy/ntttuo7a2dkKOrU4MMiarr4S3t8Obr0zscXLDZglTJgN7d8BZ5+BVRyFSYxLfgX5z\nc1odGkRmtKKS31WrVk1wGCKlZweCOFd8HJJD8NxTp7dzeghefxn6+uDC5eCCs2AhvsoIzmA/9HZD\nvBFfrf6hKCJnrq6ubtKXHqkTg4yFrzKC87kb4X+G4De/mvgDHuoEbLMsKZvF+ejvQEUl5LJAGMvv\n1+wskRms6D6/AwMDdHR0kEwmj5r6tGbNmgkJTKQUfPFGnGs/C9kcvPrL0/+Czg5wXejvg/QwTvs8\n2PsuhMNwcD/OvLOwGpp1x1lEpjR1YpDx5GuZhXPNp6EqAr86jfoaY+ZC1x7Ag9paaGkHfxB8Pry6\neqzmWZMQg4hMRUUlvy+//DJ/93d/R0tLC/v27aO9vZ19+/ZxzjnnKPmVsuOLN+J8+n+DzAhsG8M0\nrQM7ITUE/QmYuwDmnGXaMDgFONQFgZCmXInIlKZODDLerNZ2vMvXmv68b/9mcg7a1QlvvgGeBRUV\no90ZRGTmsov50KZNm7j11lv59re/TTgc5tvf/jY333wz8+bNm+j4RErCF2+E9TfCijFOKxzqNdWg\ntzwPb74GmTTk8xBreK8gloiIyAxhB4JYbfPg974EsZZJOqoLne/Cb39tbkhnclBdqzFYZAYrKvnt\n7e3lIx/5yFHbrrjiCp555pkJCUpkKvC1zIJP/j5c85mxfYGTh0P7TfK7qwMczzwBLjgQCo9+zM3n\ncFNDpiCHiEgRXNdl06ZN5PP5UociUjQ7EMTXOhu+8nVobpucg6aHYe9O2LbVTIVODuLZRf3zV0TK\nUFH/99fU1DAwMABAQ0MD77zzDocOHcJ13QkNTqTUrGiMmiuuhItXjf1LuvfDb16AQ3tg64t4hcLo\nlOfRCpSHfyoBFpFi2LbNz372M3w+X6lDETltvpZZcOv/BWedPzkHdPPQtRt+85KZBr3zHZyR1OQc\nW0SmlKJbHb311ltccsklXHPNNdx7771YlsW111470fGJTJrj9QC0A0FCc86C1deA5YOXfj62L+/v\ngddehcZWCFfhhMNYkWpzPL8Py7Lw1B9YRE7DFVdcwVNPPcWVV15Z6lBETpuvZRbO7/0h/D8Pwc63\nJueg+3dBZRUU0mCBM28Rluvi2TaW6465B7CITB9FJb/XX3/96O9XXHEFS5YsIZPJ0NY2SVNWRCbY\nyXoA2sEgvrPOxmlohFgM/v1HYzvIYML85xSgvh6vfT5UVMHQAF5FlZkOfTgWDb4iciodHR088cQT\nPPbYY8RiMSzLGn3v3nvvLWFkIkWKxeHj600CPNg7Ocfcsc2Mt3kH8nm8hhZIDeFFY1jqASxS9opu\ndfR+8Xh8vOMQKa0insD6aqM4a66BSA38dBPkkmM71s434RfAwgugIQ6zz4KhQQgFsQib6c8afEXk\nFNauXcvatWtLHYbImPkqIziLzoE/uAX+vx9A4sDkHHjXm9DXDX290DbbtEKyLNMGSTOwRMraCZPf\nO++8k+uuu46LLroIv//YjxUKBV5++WUef/xxvvnNb05okCITLhSGdNokvgUHIuHjfsxXG8W5dI1p\nX/T0E/Dqf47teB1vwv69MGs2JJMwbyGEw3iFgkm8Uz6I6iaTiByf67ocOnSIT33qUwQCgVKHIzJm\nvsoIfOhinPpG+L//FvZ1TM6BBxPw6i9hTws0NMLyj0Imjdc8C1fTn0XK1gmT3y9/+cts2rSJhx9+\nmHnz5tHa2ko4HCaTydDV1cXOnTs577zzuPXWWyczXpEJYQeCuHVRk3hGTj7o+SojsGgx7ryz8KJR\neOp/ju2g6WGTBDsOpFJwzvlgeRAIge3HjWj6s4gc35GCV5/5zBir0YtMMb7Zc3E+/2X4ztchM8aZ\nVWPR02XG4HQOzj4PKirBsnGqqrQOWKQMnTD5bWtr44477mBgYIDXX3+dvXv3kkwmqaqq4vLLL+e2\n226jtrZ2MmMVmVB2IHjSqU4fLIhlB4I4V14Pwyl4/qmxH3jXO2btUTIJ7XOgphZ8Pjy/Dwcgl4P6\nmEm6RUQOU8ErKTdWazveH/wRPPxfAW/yDpxOQtc+KGTBc/GWXmLG9tra0TogIlIeTrnmt66ujssv\nv3wyYhGZsk5UEMtXG8X57BdhZAS2Pjf2A3S+a9YfJQ5A23zo64FoDCwbQiEYGMCZv0AJsIiMUsEr\nKTd2IIi77GK8m/7scAI8iTIpSPhhx3bI5WH5JXgjfggEzTrgUzhexwgRmXrGVPBKZMY5SUEsX2XE\nJMBBH7z8zNiPMZKEd9+BwQG4YJmZFl1TB6FmsD1TFEvJr4gcpoJXUo7sQBA+/FGcqgj8t3sBd/IO\nPjIAe9KQTYNlwYUrIDmIF22g0NB4wt1O1jFCRKYWJb8ixThFQSxfvBHn2s9BOALP/PvYj+PmoXs/\nPDsAi8+HXAFsG+ItZjq0iMhhq1atKnUIIhPGOnsJ3p/fB//1zsk9sJOF/bvNzCsb8PnhYCcjmRTO\nnLPw1b43BfrI014vn8c6RccIEZka7FIHIDId2IEg1EXNYHaCO7q+lllw3Wfh458+8wNmh2HbNhhI\nQCYLlZVYGkhF5H08z2Pz5s3ce++9/Nmf/RkA27dv5/nnny9xZCJnzg4EseYthP/9/yxNAJ074bVX\nYf8e6E9Q6NwFO982CS/ve9qbz0E2jZfO4HmeuUEeOn7HCBEpvVMmv67rsmnTJvL5/GTEIzJl2YEg\ndqTm5JWga6Nw1afhE5878wPmU/Dmb+G3W2D3O3gHO3FGUripodHBV0Rmrk2bNvH000+zbt06ent7\nAYjFYjz66KMljkxkfNiBIL4VK+GP7ipNAD37oXMPDPSRH05BLoeX6MEZSeElevA8F8uysEJhqAif\n9Aa5iEwNp0x+j7RT8Pl8kxGPyLTnq4xgffzT8LlxaAOWHjTVoF97xSTBu3bgDfThJbqVAIvMcL/8\n5S/52te+xqWXXjpa7KqxsZHu7u4SRyYyvnzLLoE//nppDj7QA7vehp5DcHAfDPbBO9vN1Ob+BG4u\nBwUHK1JzyhvkIlJ6RU17PtJOQUSKYweCWB9dA1/68zP/MjcH77wFr70Me3ZCfwJ2vYO3q2P0SbCe\nCIvMPK7rEg4fPb0yk8kcs02kHPguWAF/fj/YJfj7PZKCN16DN143N6NTSejvhUgNuC5eVRVkMxqD\nRaaBogpeqZ2CyOmzA0G45KM4NTWwcQMMJcb+ZV4edneA5TNtkGprITUC2RG8WCMkh/CiMSxVmRSZ\nMZYuXcoPf/hDPv/5zwNmDfCmTZtYvnx5iSMTmRi+RYtx7nsQ7rxp8g+eG4Fdb0J6xNTlaFsAAT80\ntEKiB69QALeA09KutoQiU1hRya/aKYiMnW/xhThfuQf+23+Bod6xf5FbgHffgOEkzGqHqlqwLQhV\nQDBoim5UVqnKpMgMccMNN/Dggw/yhS98gUKhwA033MAFF1zAbbfdVurQRCaML96Ic+cD8Nd3lCaA\ng3vAArIuFAqQyZkZWZFqCIYAC3f2fN2EFpmiTpn8uq7LoUOH+NSnPkUgEJiMmETKjm/2XJwvfQW+\n+xdn/mUH90IiAW0tMNRvEt7qKFRV46WSYNk4tq07zyJlrrKykq9+9asMDAzQ29tLPB6nrq6u1GGJ\nTDjf/IU4/8dfjc+YOhZdeyBfgOFB0wnCcSDeDK1t4Huv1dGRVkiEwkqGRaYIFbwSmSS+xRfC7feC\nr+LMvyw/DLt3Hy688QaMDMHud+DAfkgPwzvbcQb7z/w4IjJlua6L67rU1NQwf/58ampqcF231GGJ\nTArf4gtLVwUa4P9n797jo6rvxP+/zpn7ZDKZySQhCeEiwQsgKGgBRYggXqstsl1Zv3WrdF2r/r6t\n3e0WrV/3a7urbfXb2lpa6YVWbbe1bF2h1uq6pbVasCqKiAgKEQIkkIRcZyZzP+f8/viESJTAAJmZ\nXN7Px4OHzDnJOe8Zw+Pk/bm8321NsO1NaNjduwe4FVIZcHvA5VYVofe9j3WoRYpUCjGEZLXs+XDB\nq8svvzzX8QgxomlnTMP6P9+E3/wcdrxxahezMqoCZTyp9gFXjgOXAxI94HLBvnrMs86R0WYhRqjr\nrz96SzWbzUYwGGTOnDlcd911UgBLjFi2WXMx/u5W+PUPCxSBAY3vg66DP6AGoi1NrcJqbYLuMBgZ\n8JVgudwQLJPZYCEKTApeCZFHusOJWTkWa9ln4dEw7N116hdtblAjzuk0+HyQSkLVeCgqUQ/gYOjU\n7yGEGHKWL1/Opk2bWLJkCaFQiLa2Np5++mlmzZpFdXU1v/nNb3jssce49dZbCx2qEDmjLViMpenw\nxCOFC2LfLtWZYcxY1ZlhwiQ1G9zTBTYntDZCaQjTl4KuTrDbQApUClEQUvBKiDzTHU4YOw7jH/4Z\nvv91aN1/6hdNxmDXOxAao/YhTZ4Kdjv0RDB9xfJwFWIE+v3vf88DDzyA1+sFoLq6mtraWu666y5W\nrlzJ+PHjufPOOwscpRC5pTucmPMXYWHBE6sKF0jjXog9B6dPBa8PHDYwTPV8LglALIYVDaPZbaoy\ndDIBURsEywoXsxCjUFbJ78UXX5zjMIQYfWxVYzH+6V746Xeg/p1BuKIJ7QchFQeXE86ZDaEyrPZW\nDN0OWOBwoPn8kgwLMQLEYjGSyWRf8guQTCaJxWIABAIBUinZZyhGPt3hhEVXYqAVdga4owVebVFF\nKefOV8lvaUglvyUlgIaVjEM0CpoFuh3Tl5JnshB5lFXya1kWf/zjH9m4cSORSIRvfetbbN++na6u\nLi688MJcxyjEiGUrq8C4dQX89GHYsXlwLhrpgjc2AjpUVEMqpXoSZkzwuLHcXoyqGqkGLcQwV1dX\nx3333ceVV15JWVkZ7e3tPPvss9TV1QHw1ltvUV1dXeAohcgf26IrMNxuePShwgZSv1W1Pbrgor49\nv5qmg68YC1SLJJcbzW4/anvCD+8Lln3CQgyerJLfNWvW8Pbbb3PVVVfxk5/8BIBQKMTjjz8uya8Q\np8hWEsS4/h/h2f+EV+lUyTAAACAASURBVF4YvAu/+arq/Xv6FAiVQyqtimH5DWh4H2NirSTAQgxj\nN9xwA5WVlbz88st0dnYSCAS4/PLLWbx4MQDTpk2Tuhxi1LFdeDFGJgO/+F5hA3nvLbBbcOlS1f6o\nd3+v6StWya/dBhkDfP0L0pnp/vuCjaIitJ4e2ScsxCDJKvl98cUXeeCBB/D7/axevRqAiooKWltb\ncxqcEKOFrWosxqdugrPPh9X/b3AuaqZg66twoAEmnAVjxgAaxGOqKIckwEIMa7quc9lll3HZZZcd\n9bzTKb8gi9HJtmAxRncHPP0fhQvCSMHWLYAD5s7HSsQwKqrUuWQcLDdasPSjiWwyAXYbmqZhWiYc\nbMIq9qNrdiy77agzxUKI7GWV/Jqm+ZFWCYlEQtonCDGIbCVBmDMfw+OBlf82eBdua4G2VjjzHKge\nB047NO2DMZWwdw9GZZXsAxZimOrq6qK+vp5IJIJlWX3HFy1aVMCohCg87YolWKkk/PdvChhFBrb+\nVVV9Pnsm2BxQ5IPySuhpwsqkMMsr+z9/XW41w2uZ0NkOPj90tmMGQ71Lp92yDFqIU5BV8jtz5kx+\n/vOfc+ONNwJqD/CaNWs477zzchqcEKORbcb5GP/07/Cdfx3Eq1rw3hb1sKyqAl8AvB61LNrjhowh\nS6mEGGZee+01Vq5cSVVVFfv372fcuHHs37+fs846S5JfMerpDifmJ5Zhub2w7vHCBvP+DlX8qrgY\n/KUQ6QbdDvE4VrwHo2pc3yos3eHEDASh/RAEQ+hOJ6bDAaYJod7WhdIuSYiTpmfzRZ/5zGfo6Ojg\npptuIhaL8ZnPfIZDhw7x6U9/OtfxCTEq2aaeAw//CionDe6FG96FXTuhtRl6Yurhm85g9YSxWg6q\n0WQhxLCwZs0abr/9dh588EHcbjcPPvggt9xyC6eddlqhQxNiSNAdTrTLroG//cdChwIN70HD++rP\n/r2qOGVHCzTthZ3bMJr2YXS2Y6ZV9WctVI6m6ViWhabpaKFyleQesSyaw8ughRBZy2rm1+v1smLF\nCrq6umhra6OsrIxAIJDr2IQY1WxeH+b/fRBr5f+DHa8O3oXbmlT/weIS8HhUJcpYFIoDWJaBWVkj\no8hCDANtbW1ccMEF/Y7V1dVxyy238JnPfKZAUQkxtOgOJ+bCy7FKSmD1twobTKRT/Yn1qNe+YojH\noacHOrugaixWPIhZXvHBDHAyAb4jljf3Lou2BiiYJYQ4tqz3/AL4/X78fn/fMV3PauJYCHGSdIcT\n/vn/YDz4r7DrrcG78MF9kExCKgF2OzhcUKV6Dlo+PwTLBu9eQoic8Pv9dHV1EQgEKC8vZ+fOnRQX\nF/c9s4UQiu5wwpwFGFD4BBigsxnejUNpOYwdD04P2J3Q2ABjTfD7weFUCTBAMoGJeh8DJsVCiKxk\nlfxef/31Rz1us9kIBoPMmTOH6667TgpgCZEjthX/jvHdr8M7rwzeRTta4LVOCASgtBQswOmGdGbw\n7iGEyJlLLrmEd999l7lz5/Lxj3+cr33ta2iaxtVXX13o0IQYkrRZc7Gu/Ft4rpBFsHr1dKsZ30QC\nKnvUSqyqsbB7F5bXh+nq/Z36KPt7dYcTevv/mtGwFL4S4gRklfwuX76cTZs2sWTJEkKhEG1tbTz9\n9NPMmjWL6upqfvOb3/DYY49x66235jpeIUYt2xfvxvjRd+D1QewFTAq6WqGrDTQNJp0Jhw5gxKJQ\nUSltkIQYwpYsWdL397q6OqZNm0YikaCmpqaAUQkxdOkOJ+Y1y7AiEdjw34UOB8hAuBN8RWB3QLhL\nJbq73sFCB38xpJLQGYGiYohGVPGrYyTGQohjyyr5/f3vf88DDzyA1+sFoLq6mtraWu666y5WrlzJ\n+PHjufPOO3MaqBACbJ/7JwyXEzY+P8hXNqFxL7Q3q0TYpkPLAYyzpkOZLIEWYjgok3+rQmRFu+pv\nVBXo9U8VOhRI9kBbc+++Xy9kUjB1JjTvg0ylalfodsOhFqiqgWBp755fO1pv4Svp/ytE9rJKfmOx\nGMlksi/5BUgmk8RiMQACgQCplFSJFSIvrrtRJacvPTe4103GYMMLMHasaseQTIKRIVnkxbQ0GVEW\nYohpaGjg8ccfp6GhgUSif8XXJ554okBRCTHE9VZLZtEVkIzCX/6n0BGp1keRbnD7YUylanPk9UIq\nDaFytTLLnYHuTiyPBwwDLBdouhS+EuIEZZX81tXVcd9993HllVdSVlZGe3s7zz77LHV1dQC89dZb\nVFdX5zRQIYRi8/ow/ubvVZuiP/9ucC/eeVAtgw6FoCsMNp1Mw/tYXn9f9UkhxNDw8MMPM2fOHJYv\nX47TKf82hchKb7VkkgmYOQ/cHvjDbwsdlZIIQ4sFLic02uAMv0qEy8rV3mCfD5r2gc8PfjtWoBjN\nNKXwlRAnIKvk94YbbqCyspKXX36Zzs5OAoEAl19+OYsXLwZg2rRpfO1rX8tpoEKID9i8Pvj0P2JM\nnwkr/21wL24Z0NYK3WFwu0iXV0A8hhXpwgiG0IIhecgKMQR0dXWxbNky1e9TCJGVvmrJnRZ4PXDe\nPLA0WL+u0KEpiQi0HARTV7PB/hLoaOutAO1Se4M9HjSPG0wT3ecvdMRCDCtZJb+6rnPZZZdx2WWX\nHfW8jDgLURi2Gedj/Nsq+L+3Df7F0wnYtoVkZzv4S2HqOXCoGWvsOMya0yQBFqLA6urq2LBhA/Pn\nzy90KEIMO5qmYRWXQLwHLrlazbb+/j8LHZbS3Q7RHkj1QO0UNeOr66D3gMsHniKsZALQMNMpeR4L\ncQKySn5BjTDX19cTiUSwLKvv+KJFi3ISmBAiO7aqsRjfWA1fuXnwL56OQUM9lJeDywFlY6CtGUu3\nw4Tawb+fECJrS5Ys4Z577mHt2rWUlJT0O3fvvfcWKCohhoHefb+6ZsdyOMDhxLpsCcR64IXfFzo6\nxUjAvvchmYKaCaA71LPY6wWHA+IGGhZ0dUqlZyFOQFbJ72uvvcbKlSupqqpi//79jBs3jv3793PW\nWWdJ8ivEEGArq8D41+/Bv38hB1c3oK0d2AmtzWo/cE8UI9wJtWdJOyQhCuShhx6ioqKC2bNnywos\nIU5E777fI4tF2RxOjMWfhEOtsG1ToSP8QMt+CLfDgf0wYzZUTwBA87gHrPRsplPqmPT/FeIjskp+\n16xZw+23384FF1zA8uXLefDBB3nhhRfYv39/ruPrp6WlhaeeeopYLMaXvvSlvN5biKHONn6iSoC/\ncTdkooN7cSsNh5qhOA3pFMRikMlAUyPGOR/DVjV2cO8nhDiuhoYGfvazn2G3Z72ISwjBEft+k4l+\nxaK0YCnWJ5ZBTwT2vFvgKI8Qj0F8r1r6PLFWVXnWbeBxf6TSs5lO9fX/taJhDJcHzVc8YBJsplMY\n4W5ZPi1GDT2bL2pra+OCCy7od6yuro6XXnrplAN45JFHuPnmmz+SzG7ZsoU77riDz3/+86xbp4oQ\njBkzhttuy8HeRiFGCNv4iWjfewyqJ+bmBpF2ONAADbuhqQEO7IM3/4rR3Zmb+wkhBjRlyhQaGxsL\nHYYQw5LucKL7/P0SPt3hhEApXH8zLLiygNENoGkPrPsl7H0f4hGsWAzLbsdKpzA62zA627GiYZX4\nZjIQjapEvqtTJcUfcjhRttLJAb9GiJEmq+Fiv99PV1cXgUCA8vJydu7cSXFxMaZpnnIAF198MVdc\ncQU/+MEP+o6ZpslPf/pT7rnnHkKhEF/5ylc4//zzqampOeX7CTHS6Q4nxp1fh6/fDS0NublJIgJ7\nYoANAkHY9Q5G7VloH/pFQgiRO+Xl5dx3333Mnj37I3t+ly1bVqCohBjeNJ8fMgbWRZeolkLPril0\nSP217If/egzmXw5jx0FpmSraZXeD0w6miZVIgtsNuqaWeB9laTTQt/dZ07SBv0aIESar5PeSSy7h\n3XffZe7cuXz84x/na1/7GpqmcfXVV59yAFOnTqW1tbXfsfr6eiorKxkzZgwAF154IZs2bZLkV4gs\n2bw+jLu/Dg/fD7vfydFdDDiwV60fKS2H9jasZAIzJP2AhciHVCrFrFmzyGQytLe3FyyORCLB6tWr\nsdvtTJs2TapPi2HpyH2yBIIqGTz3YxDugg3PFzq8/iJd8Kdn4GPzYdxEiERU0mqaYKSgZiIkYxAq\nR7PbP7I0us/hvc+WNfDXCDHCZJX8LlmypO/vdXV1TJs2jUQikbNktKOjg1Ao1Pc6FAqxa9cuIpEI\nTzzxBA0NDaxdu5Zrr702J/cXYiSweX2Yn/8K1u9/A+t/m5ubJGOwux6KguDyQCqBlc5gVlZLAixE\njt1+++05u/YjjzzC5s2bKSkp4dvf/nbf8S1btvDoo49imiaXXHIJS5Ys4bXXXmPu3Lmcf/75fOc7\n35HkVww7R+6TJR6HQBBbsAwD4JKPg80GLz5b6DD7S/TAltcgEoVMAqJh8HjBWwTuIhhTCegqKfYd\nvfDV4b3PmsMFUjFajBInVSWjrKxssOPo58hWSodpmkZxcTG33HLLcb9//fr1rF+/HoBvfvObJx2v\n3W7P+Xsd6uQzGN6fgen3Y33q72mbPBV++I3c3MRKw9ZXoKMFzjwT25jxODNJvFPPwV40MipBD+ef\ngcEin8Ho+gxOZEtSe3s748ePB0DXsyolIsTQcsTy3yOrJ/ctgZ5/qZpR3bC+0JH2F+mA/TvB6QGH\nDXrC4HSoehxWRvUDTqfRXAPP6OoOJzZ/CXoqncfAhSicrJLfhoYGHn/8cRoaGkgkEv3OPfHEE4Me\nVCgU6reEq729nWAwmPX3L168mMWLF/e9bmtrO6k4ysrKTvp7Rwr5DIb/Z2CawKTT4dav5C4BxoTG\n9yHajVG+n/i2t4g37IE5F/VrhTRc2y8M95+BwSCfwQefQXV1daFDybkT2ZJ0+Jk9ceLEow5eCzHk\nHaX1ERxRFdrI4Lv674gmM7Dpz4WN9cPaWwHbB7O+8QRU2aD2TLVk2+GETAajqAjNNIfd81eIwZZV\n8vvwww8zZ84cli9fnpdegrW1tRw8eJDW1lZKS0t5+eWX+cIXctG/VIiRT3c4IViGOcOP9cWvwXfv\nzd3NutogGoGSICQj4PVgzrpA/QLxoWVlpiyxEmJYGWhL0pVXXsnPfvYzNm/ezHnnnTfg92e7Kmsk\nz7DLexu6zFAZViKO5vagf+h3XTNUhhbuQr/2esK+Injh9wWKciAGxCPqj6cY2pqhsQH7+Am4dbAV\nFWFLJ9ACpWiZDJrf3+89Dvf/d8cykt8bjOz3l6v3llXy29XVxbJly1Q1uEH23e9+l+3btxOJRLj1\n1lu57rrrWLRoEZ/97Ge5//77MU2ThQsXMm7cuEG/txCjie5wwrSZGN9YDV+5OXc3yiShvRkyaXh1\nA5anCGPcaYCFdpRlZUKI4WGgLUlutzur/cfZrsoayasM5L0NAwMs/y31Bwh3dsL8S9WBIZcA9zqc\nBEejZJoaiI7dC8FSmDgZUhlVACueQPf5+75lxPy/O4qR/N5gZL+/E31v2a7Kyir5raurY8OGDTkp\nYvHFL37xqMdnzZrFrFmzBv1+Qox2trIKjId/BXf8r9zeqLsd6pOqBcNZ02FMFVZFtXoIS1VJIU7Z\nihUrqKurY968eQQCgZzf71S3JAkxnOlOJ7ZgCNNXjHXBIgh3wxsbCh3WwMJtkIqrZL67DHQ7aBqW\ntxh8fsx0qm9VlhHu7nstxEiXdbXne+65h7Vr136kl+C99+ZwCaUQ4qT1a9sA/fbaag4n1t3fgq//\nS26DiEehfjvs3Q0TJsC587BmfgwtGJKHrBCnaOnSpWzYsIFf//rXTJkyhQULFjB79uycbU+SLUlC\nqFVURqAU5l0K4TDs2lrokAaW6IGuQxAIQCwKjY2gmzB+MlbzAQybDVwerIkToKtT7W+GYVmbQ4hs\nZZX8PvTQQ1RUVOT0oSqEGDxH7q+1omEwQfO4+/baklR7f6x7vguPPAAdB3MZDaRjUL8DzAyMrUav\nqMrh/YQYHebOncvcuXOJRqO8/PLLPP/886xevZrZs2ezYMECzj777JO+tmxJEmJgmq8Yy2GH8y9Q\nq5sa3y90SAPrbAebEyI9YJkwdhw07VersJxucLhJlwZ6f1+IQDIOmQzY7ZihCkmAxYiTdbXnn/3s\nZ9jtJ9UZSQiRb0e2bchkAPrvte2tbKn5/Vj/+0745Y/g/R25j2v3Lnjy5xgHm2H2PGwlsmRSiFPl\n8/moq6vD7Xbz9NNP8+qrr7Jjxw50Xecf/uEfmDFjxglfU7YkCTEw3eHEKC2DdBLmXKQSzJ6uQoc1\nsLaD0N4OHjdEOsFfogbIa88CK0F697tYhqYqRmsauN2QSGC53BAcmcWUxOiVVTY7ZcoUGhsbmThx\nYo7DEUIMiiPbNtjtYPYWq+nda9vXviGZQKuswfrCv8IPH4Ydr+Y+tqYG+N0vYesmjEUfh0mno9ls\nssRKiBNkmiZbt27lpZdeYvPmzZxxxhksWbKkb5XWK6+8wsqVK/nJT35S6FCFGHG0YAjLNMACZs+H\njX+EVKzQYQ3MSkEspZZCZ9JgGNB6AGomYByeFY50qlniyiqVBDP4hW6FKLSskt/y8nLuu+8+Zs+e\n/ZE9v8uWLctJYEKIk9cvuT1c0TGZ6Et8D39NX7VlhxNj+efgpYnwzJrcBxjvgXffVCPPFyzAOmc2\nmtMl7Y+EOAGf+9zn8Pv9LFiwgBtuuIHS0tJ+5+fOncvzzz9foOiEGNl0hxMzVKFmR4v8YLPD+rWF\nDuv4TAPQwOWFtkPgKyLlK4ZECop8oNnANMFVBFj9CmEdWUtEntViuMoq+U2lUsyaNYtMJtOv0qMQ\nYujql9zCcdsKaT4/XLgYK1QNj38nx9H1am6Aly3werGmzkQ7SvsjedgKcXR33XUXtbW1x/waKUop\nRO7oDicEyzB9fiwzAx1tsG0TpBKFDu3YOtoADUpKoWGPmuB1ONWsb+2ZEI+p8z0aVjKhkvx0Clpb\nwOtF660fIs9kMRxllfxm079PCDG89c0WT5sOf3MT/Ndj+blxy17YsF5VnDznY/1OHVm4C3nYCtHP\n8RJfIUR+6A4nRlkFnD0TLAve26KqKw9ZJnS0QE8P+HxqD7BlQIkPDu5TW6faDkH1ONUeKRGHREIl\n9V1tWOVVRx2sFmI4kApWQog+usOJ6XBinT0LbC74zx/l58Z76+HJx6G9DWPRldi8PnX8yMJdh4t1\nycNWCCHEEKP5/FgTa1WdDY8P3nkDug8VOqxjS0bVn45DEKpWVZ5Ly+FgA+gOtS/Y6wVPEcTjqm+w\nXR23gqXHu7oQQ5Ikv0KI/lxu9fCuGQ/X3ghrH8/PfcMd8NtfwNuvY3z6NmzjJ4LLjRUNq4rVdvsH\n+5eFEEKIIUR3ODErx2L5/BAIgtsOf31B1bgY6iwD2g5AIgiJJOiaGmju7oQzpkEmCfEouFzgdIA/\ngGaagGxNEsOPXugAhBBDi+5wooUqoLgYps7Ac+/38hvA7h3w+EqMfQ3qtQmk09ATUXuOhBBCiCFI\ndzixBUNok6fA2FqoHE59sA2IdkDzAehoh3QGIh3Q1gq6HbCpJd2uIjAzWLEejFhUbU3q3aJkxKKY\n0bBKiIUYomTmVwjxEbrDiTmmGro68VaUE1/xdXjw7vwFsG8X/Hwl1tV/CxXVqvKkboPWFsyxThld\nFqJXa2sr+/btI5HoX2DnoosuKlBEQgjd4cSoPR0adkG4G9oPFjqkLJmQSUA0oZ67bg8kM+q/U2eo\nGd62Fkg6IBqDoiKs0jJ0zY6ZSkJzI5avGDxezFCFPKvFkJRV8rtixQrq6uqYN28egUAg1zEJIYaA\nwwWwNIcLbeIZWA//Cr5+J7Tsz08Ae3fBT1fCpdfAhFpwuyFYJvt+hei1du1annzyScaNG4fT+cG/\nCU3TJPkVosC0ikqsj82FdByScYh2FTqkExMLQ6y3/+87r4Ouqz/pNGBBsR/MDNgcmCUlqlCWhdo3\nnEqqFlDBskK/CyE+Iqvkd+nSpWzYsIFf//rXTJkyhQULFjB79ux+D1shxMijO5zY/CXoqTQ4nJj3\nfgfr4a/De5vzE0AiAr/7FVx0BcyZr/oTutz5ubcQQ9wzzzzDAw88QE1NTaFDEUJ8iO5wYk6eioWu\nWgr99QVV22JYMSAcUUnt6xtgTCW4fWDXVVJss4NmQSqp3mNPWCXIqRSqf5IQQ09Wye/cuXOZO3cu\n0WiUl19+meeff57Vq1cze/ZsFixYwNlnn53rOIUQQ4DucGLe+s9Yv3oUNv0xfzfe8N9wYC/83T/m\n755CDHE+n4/y8vJChyGEGIBKgM9SlZEDpfDCs9DaVOiwToyRgK4EmBYUBdReYN2lZng1DbxF6pi9\nt4yQYUBZGbhcmNFwXyEsKYwlhgrbV7/61a9m+8VOp5OamhpcLhf79+9n586dbNu2jeeff56xY8cy\nZsyYHIZ68iKRyEl9n9frJRaLDXI0w4t8BvIZHH7/ZjqFFe/B0nUYPwm6u6A5T0ugATrbYM8uKA5g\n+YrR3Z6+U32xaRqazTbotx7tPwMgnwF88BkUFxcXOhQAKisreeqppygrK8M0TWKxWN8fr9db6PCO\na6Bn80j+WZP3Nnyd7PvTbDZwudGqaqB2CuzbA+HOHESYY8kYYIHLAy6HWolVVAw9UdUhIh4HpxM8\nHgiNQUsk1NfHYpgaaJFw32vL6czJs/po5Ody+DrR95btszmrmV/TNNm6dSsvvfQSmzdv5owzzmDJ\nkiV9S59feeUVVq5cyU9+8pOsAxRCDB9mbyVH7Da0jKF67l56NaRN2PbX/AXSuBt++WO49JMYCy/D\n5vX1i414HDMQlFFlMSpkMhm2bt3Kxo0bP3JuzZo1BYhICHE0usOptg5V12B9Yhn89zrYvb3QYZ24\ntmY1A1xZA8U+9ewtLobOdvAVq6rPPj80N2EFQ+iaXf2+EO4GlwtN09Rrqd0hCiir5Pdzn/scfr+f\nBQsWcMMNN1Ba2r+x9dy5c3n++edzEqAQYghIJlTie/jBhQ0cbrh4MXicsOnF/MXS0wnrHgNPESy6\n/KOxyUNVjBKrV6/m+uuvZ968eVKDQ4jhwOWGMTWw6CrwFsO2Vwsd0YnraFGzv5oGPl0VxbK7YfdO\nCJXDwUY1ww2YwRCapoO/BHp61DM6Y4BPaneIwskq+b3rrruora095tfce++9gxKQEGIIcrnVrKpl\nQrwHyiuhwg1GCi5YBGPHwbr/yG9MT/wAw26Hc2Z9MBstD1UxipimycKFC9F1vdChCCGyoDucmOUV\nWB4PVI6FgB82/AkwCh3aiTm4Vy1zriiHM8+GcLsqfLV/F9hdsH83nD1LtUsKhbA5nJgOpxqc9sme\nX1FYWT0xj5f4CiFGNt3hxCoqglgMPEVoPT1oDifa+FqoGQcfWwBXfir/gf3iYfjT77A0Tc32ypJn\nMYpcc801rFu3DsuyCh2KECJLusOJLRhSs6EzPgbTZpHlXNQQYkFXC9TvhI1/hEOt0NYKnZ3Q1AjN\njfD2G6pKdDKBmU6hO5zoPn/fM9pMpzCjYbV16QSdyvcKMdz+tQkhCkQzTSgpUcuLLQuSCXSfv6+P\nn3HJNYAFz/1XfgN79kk4cABr2Wex+fwAUlVSjArPPfccXV1drF27Fp/P1+/cqlWrChSVEOJ4zHQK\n4gmVAF84Xx3cuU31BB5OzBR0HFJ/fKVAbxGsthYwMvD261jnzoZoGMPlQfOpgkRWNALJONrhVWUn\nMHAtdT7EqZLkVwiRnd6H1EDLi20lQYw5C8FfCmvyXPxuy8uw8x2Mz9wGU2ag9fTIg1GMeJ///OcL\nHYIQ4mQkE2geN5bDrvbPXlEKldXwxkboait0dCcn2tvDOB5XRa80C95/D4p8YBngcGFVVIHHq9ok\nJRJYNjua3X5itTqkzoc4RZL8CiGyojucmIHgMffsaBWVWIke+Pv/Db/4fn4DjHXDD78JC6/GWnzN\nB1Um5cEoRqipU6cWOgQhxMnoHUzW7HbAg1Wq+uLicMAfn4N0T6EjPHlGCqIRcBeBvQs2/BECAfAH\noa0Nxo2HskqVHCcTgKffYPpxV24dZyBeiOPJOvltbW1l3759JBKJfscvuuiiQQ9KCDE0HW7XcKzz\nRtU4yKTh+lvhiR/mMbpeLzwD4W6sZcshY2C5dMxoWD0wQZZDixGloaGBHTt2EIlE+u39XbZsWQGj\nEkIcy4cHk20OJ2bNaVhOD2h2+OufoKu10GGePCOplkLHe1TvXyMFaQPCYfB6VaVrl1vNCn9oH/Dx\nljRnMxAvxLFklfyuXbuWJ598knHjxvVrp6BpmiS/Qoh+bF4f5qSzsDImLLsZnvo1pKP5DeKNv2DF\nYnD9zX1LoK1oGEzQPCe+x0iIoWj9+vU8/vjjzJgxgy1btnDuueeydetWzj///EKHJoQ4jg8PJusO\nJ4wdj3HFJ2D8BHjhWdj5dgEjPEXpGKSTYLOBrqs9zhXV6j3bbODzq8JfR8pySfPxBuKFOJaskt9n\nnnmGBx54gJqamlzHI4QYAXSHE+O0yWCm4fJrYP0zkIjkN4gdb8CqDqwbb0cPlWFlMoAatDMtE9oP\nYYbKJQEWw9Zvf/tb7r77bqZMmcLy5cv58pe/zJtvvsnGjRsLHZoQ4iTZvD7Mcz6GVV4Fz/4XbN4I\nmIUO6yQZYHdCPAbBEBR5waaDmUHzFX90ibMsaRZ5kFWrI5/PR3l5ea5jEUKMIDavTzW6nzwFrlgC\ngTH5D+LgHlj1EGbLQbDbwbAwuzqgtVWNRHd1SqsEMWyFw2GmTJkC9A7qmCYzZ87kjTfeKHBkQohT\noTucaKEymFcHM+cCjkKHdPIswO4ATxFMOgtSaUgksWI9aolz71Lnw+2QCASldaHIqayS35tuuokf\n/ehHvP/++7S1tfX7I4QQA7F5fWhnTIUZ58GiK1Ql6HzrPgi/eARicXA5IJUEhw5GBisZV8uhhRiG\nSktLaW1V+wKrBnFWfwAAIABJREFUqqp4/fXX2bFjB3a71LIUYthzuSFYDhNPh7HjGbY1alNxtffX\nzMCBRuhoBtOAhp1YqWRv+0QTq/3QUfsBH430+RWnIqt/SZlMhq1btx51KdWaNWsGPSghxMihO5yY\nlTVYuh0MA179MzQ35jeIlkb4xpfg1rtg/CRoP6T6EHqLQLdj+lIywiyGnU9+8pM0NTVRUVHBpz71\nKR566CEymQzLly8vdGhCiFOknp1jsXQbZFIQDMKhZvU8G24SUdi3F7o7YcJkcNTDmBo40IAZKINk\nGioqsNpbMXQ7OOxoAyTA0udXnKqskt/Vq1dz/fXXM2/evH4Fr4QQIht9hTx8xeB0w6svwr5d+Q/k\nh9+ET/w9TJmuRtVdbjAzavY3WJb/eIQ4BRdffHHf32fOnMmjjz5KJpPB7ZZ9ckKMBH3PzmAp7HkP\nDrXB9jfh7Tcgkyx0eCcmGYHWHrX6qqsdmvbCpKmQzIDHDc1Nqh+wzQZuH1YygRmq+GhiK31+xSnK\nKvk1TZOFCxei61mtkhZCiKOylQQx5sxXbRBiMWhryn8QT/8CwtfAgksg1qN6DcrsrxhG2traePvt\nt1m4cGG/43a7nQ0bNjB9+nRCodAA3y2EGG5sXh/mGdNhQgJr3ETw+ODl/yl0WCfBVLO2kd4BZ7sD\nqsfDgW7w+SGdhqpxqkdwJnP0xNblxoqGVRFLu5ohFuJEZJXNXnPNNaxbt65fD0EhhDgZtpIgXLgY\nps2E0orCBPHn38ETPwXTBH9QtT9Kqh7mspdIDHVPPvkk6XT6qOfS6TRPPvlkniMSQuTa4b2w2vjT\nYMFlcM4FgFbosE6Cofr+th2Ad9+CTRtU/994DKJh6GiFrg5IJ7HSKfVM/vBz+XDx6+FaBFsUVFYz\nv8899xxdXV2sXbsWn8/X79yqVatyEpgQYuSylQQxrlgCfh9sfhWa9uQ/iF1vw4+/BbetAH8QfO5+\ne4mscBjD45ZRZTHkbNu2jRtvvPGo5+bPn8+6devyHJEQIl90hxOjtBQuuBiKPLBzB7QdLHRYJ6er\nA9BV/PGYmgkuLlHdGJIpNMA61Ao6aH1tkOxoHndvoSxLlj2LE5ZV8vv5z38+13EIIUYZW1kFRt2V\nUFSiimDteS//QXS3wfe/gfVPX8NWPgajsw2ScUjbIB5V1SkzBmZI9gOLoSMcDuNyuY56zul0Eonk\nuae2ECKvNJ8fq2qcKvoUKFOFsHbtgK5DhQ7txCXTYGTg0EEoK4eWJtBsMKkWKxGHzjbQdKzyMWh2\nO6RTWLEYlteLpunSC1icsKyS36lTp+Y6DiHEKGQrCWIuuBTL5VJ7fHZszn8Q0U745l0Y//Lv4Pao\n5DfSrXoTVvrULHAinv+4hBhAMBikoaGBSZMmfeRcQ0MDgUCgAFEJIfJFdzgxyyuwPB4oq4Sd28Hl\ngd074MC+Qod3YlJx6IqC1wnpDBhh6OmGzk5VG8QwQTNVAuwrApsTvF6I92CVV2KTWV9xgrJuGtbQ\n0MCOHTuIRCL99v4uW7YsJ4EJIUYH3eHEmH4eaJqqXrnrnfwHkY6pVkifuQMmnAaWpgph9fRgZdKY\npSHMdFoKYokhYd68efz4xz9mxYoVlJZ+0Du7o6OD1atXM3/+/AJGJ4TIB93hhGAIgiHVScHtVct/\nDVPNBJuZQoeYHSMF0S6Iq1ldPEVqELqlCUpKobIKTEv1BkZH87hVsSubHZJJ8PqOewshjpRV8rt+\n/Xoef/xxZsyYwZYtWzj33HPZunUr559/fq7jE0KMAraSIMbMOeAvgZ4oHNhbmEB+/jBcfDWcdwH4\nA2ovUSqJhgVdndJPUAwJS5cuZc+ePdxxxx1MnjyZQCBAV1cX9fX1TJ8+naVLlxY6RCFEHtlKghjn\nzFKJYmkItr4G+xogGSt0aNnJxCEDdKZVIcqmfSrxtSxIxKEkAMVB8Jdg9fRAPKIGqe12zLR0ahAn\nJqvk97e//S133303U6ZMYfny5Xz5y1/mzTffZOPGjbmOTwgxSti8Pph+PobLC//xCBws0NKtPz8D\nXWG0/3UTVkqNQpvRKJZloklhDTEE2O127rzzTrZu3cq2bduIRCKcfvrpLF26lOnTpxc6PCFEAdi8\nPjjtdIzSMrDboWQMHNwDTQ2FDi17mQRELJXYBkIQ6QLLVG2Q7LpKjD1uNavtcqs9wPJcFicoq+Q3\nHA4zZcoUADRNwzRNZs6cyfe+972cBieEGH206hqsT/wdPLcO9u0sTBBbXsIaUwGXXgPNTVheD3S2\nY/mKAdUOiWQCXG4ZcRYFM2PGDGbMmFHoMIQQQ4itJIhx4SIIlMLeEJSWq+1EiWEyC5xKQjys2h8Z\nGXB5we9XM8DpFFowBBlDFfvKGFLwSpywrPr8lpaW0traCkBVVRWvv/46O3bswG7PesuwEEJkx+WG\n6okwpw4qxxcujuefhD89Bz4/ulPtrdJM84N2SL3/lX7AIt9WrFjR7/UjjzzS7/XNN9+cz3CEEEOM\nzeuD8ZNh0hlwxjQYfzq4iwsdVvbiSVUIy+GEUAWk02oGmN69zoGgOvehrUhGLIrR3IQRixYqcjEM\nZJW9fvKTn6SpqYmKigo+9alP8dBDD5HJZFi+fHmu4xNCjDJ9VSynnat6/4U7IVag1i3P/hq6OzGu\nu1G1VHC51Yyv3aZ6DNptsuRK5F1zc3O/15s2ber3OpWSARkhRjstWKoKQxX5IZUBIwmtzWop8VDn\nsINhgM+nljgnk5BOQMtBDF+xSu4/9Nw1YlHY/T7oFrS1YUyqVV+HrNYS/WWV/F588cV9f585cyaP\nPvoomUwGt1uWGgghBp/ucMLYcRiz6yCVgp074ND+wgSz8Xm6HQ64+m+xOZyYgBUNq18q7HY0n78w\ncYlRS9O0UzovhBj5Dg8k4/djORzg88L778HuemhvBssodIgDSyeh4xDsdkI0BmNroLgEutqh/l2M\nCbVoNlv/ZLajHRJhVRla19Rrr49MTxSraT94vWjxuBSuFMdOftva2nj77bdZuHBh/2+y29mwYQPT\np08nFArlNEAhxOilTTgNS78MJp+lehf+4WnAzH8gf34GYnGMa69HKwl8EEIBQhFCCCGyoTuc4HBi\n6Dr0xMDhUD1znTYId0O0u9AhDizRA61NYCZVnBMmqtVXlgnJFNaE0/ons5oG4Qi4XGqmuErDTKcw\nu9tVoh/txvKVSOFKcezk98knn2TSpElHPZdOp3nyySf53Oc+l5PAhBBCdzgxx02EikqYswDrnNmw\neiV0Hcx/MK/9ESLtWJ/8NFppSM38JhNY0YjqtShEnqTTadasWdP3OpVK9XudyQyT/p5CiLyweX0Y\nk2qhxQtOD3j90LgXGg2ID+H9scke6ED1Lt6dUUW8wmEYexrEeqAkgBUNYzqcKrEfU6mWNweC4PWq\nv3t90NYGug7hbiyHQ9ojjXLHTH63bdvGjTfeeNRz8+fPZ926dTkJSgghDjs8cg1gVFRC3SLY/Crs\nr89/MDu2QDiCdc11EAhIn0FREBdddBHt7e19r+fNm/eR10IIcaS+VkhjqtQMarAcnF54900w0oUO\nb2DxHrB0Vd25OQ6BckgkoKwMy+2GZBrLpoFhgccHdqdKfF1urGQSzW6DYr/a6+xyoYEqVinLn0et\nYya/4XAYl8t11HNOp5NIpEBFaIQQo5Lm82OdebYqgDGmBl7/c/6DaHofnvk1XHUdTKyVPoMi726/\n/fZChyCEGKY008Qqq1Czoy4XRNqh/RD0hAsd2sASETgEOHXVCqmyBg42gasIrDTYHBAJq9nfQClY\nFhw6BDYN066r46XlaHDcYpVSHGvkO2byGwwGaWhoOOrS54aGBgKBQM4CE0KID9MdTsyJp2N5/dDT\nDYESWP/b/AfSuAf+40dw/c1Qe6b0GRQF0djYyI4dO4hGo/h8PqZMmUJNTU2hwxJCDGUuN+h2MOIQ\nKoezpsPBA6quRnvz8b+/UJIRyLhUFeiwVy1/7miFTAY0C7q7wV8Cbg/0RME0IBjC7IlA2oRQGfT0\nqMR3gP7Afa0M7TaQ4lgj1jGT33nz5vHjH/+YFStWUFpa2ne8o6OD1atXM3/+/JwHKIQQRzpcCdpM\nj8FKJmDfPtj5Zv4DiXXBL1dh/eOXsJWPyf/9xahlWRarVq3ixRdfJBQKEQwG6ejooLOzkwULFnDb\nbbflteLza6+9xubNmwmHw1x++eWcc845ebu3EOLE9LUTjHqgtBzGTsS+/30yb29R1ZR3boNkrNBh\nHp2RhLihEt2uFqgco2Z8oz3gdMK+PRDpBqdLJfluL6QSoNngUDNWIKSqRPsGmNWVVoajwjGT36VL\nl7Jnzx7uuOMOJk+eTCAQoKuri/r6eqZPn87SpUvzFacQQvTpG50trYCzZ4Bdg+1vAXlu3ZDogZ8/\ngvGF/4tt/MT83luMWuvXr2f79u3cf//9TJ48ue94fX09Dz/8MH/4wx+47LLLsrrWI488wubNmykp\nKeHb3/523/EtW7bw6KOPYpoml1xyCUuWLBnwGrNnz2b27NlEo1F+8YtfSPIrxBCnO5z9CjX6y8vp\ncLhhX72aUd37bgGjOw4rA52t8L4DfAHV2ghTLW2ORVUS7AuAXYf2FtKBEKBaE9LZAWPHDTyb63JD\nPH7M2WEx/B0z+bXb7dx5551s3bqVbdu2EYlEOP3001m6dCnTp0/PV4x9WlpaeOqpp4jFYnzpS1/K\n+/2FEENE7+gsKQsmTlbLnCZNhtc2qtYI+dTdBj/+NsZ1N2KbcX7fYdk3JHLlpZdeYvny5f0SX4DJ\nkydz0003sW7duqyT34svvpgrrriCH/zgB33HTNPkpz/9Kffccw+hUIivfOUrnH/++Zimya9+9at+\n33/bbbdRUlICwFNPPcXll19+iu9OCJFvtuISNQvsckE0CuFO6GwpdFjH1tYE79hVcSuHE8oqINyl\nztlsUBIEfwlWMqbaEjrs4CvBaj+EGSo/6nNZdzgxA0H17B5odlgMe8dMfg+bMWMGM2bMOKUbDcbo\n8pgxY7jtttv6fb8QYhTqHZ3F4VRLmiqroSQApZXw0nPQsCu/8bTshcd+gHHJ1XDRIjRvkewbEjnT\n2NjI1KlTj3pu6tSpfP/738/6WlOnTqW1tbXfsfr6eiorKxkzRi3nv/DCC9m0aRPXXnstd91110eu\nYVkWv/zlLzn33HMHbI8ohBi6dKcTrbwC/H4spxt6emDbmxA+VOjQjq15Lzh94NDh4F7whVQf4HRa\nJfKBEJrXA+3tYJpwcB+UlGKZFmZ5xYAJsCx1HtmOmfyuWLGCBx98sO/1I4880q/K5M0338zq1auz\nutFgji4LIUa3w6OzWjKBNfEMtZTJXwqxGFz1KXjrNdj4x/wGFWmHdY9DextW3aVofr/sGxI5YZom\nHo/nqOc8Hg+maZ7S9Ts6OgiFPlgSGQqF2LVr4AGl5557jrfffptYLEZzc/OAs87r169n/fr1AHzz\nm9+krKzsqF9nt9sHPDfcyXsbvkby+7Pb7VRUVQNgVtcQsQwSRhK2b4VIZ4GjO45UFFKo/sXGIXA7\noQiIdOF0ubFrZXhCIdB08HixJWOYdh1nqhhHSP3/tBJxNLcH3Tn8ntMj/ecyF+/tmMlvc3P/qm+b\nNm3q9zqVSmV9o8EYXRZCiMOOHJ01vUWQTGB5vWhlZVj+AFTUwIvPQ0eeq1f+5feAhjVvAVZxCZqm\ny74hMagMw2Dbtm0Dnj/V5NeyrI8cO1YBrauuuoqrrrrquNddvHgxixcv7nvd1tZ21K8rKysb8Nxw\nJ+9t+BrJ7+/D780cOwEuWKSWQNe/B8loAaPLUiquKj+3taiBcN1GyhfA4fcTT6YhnYSuNtA02LOb\n2PgIdHSAw4Hmcqs9vsNwldZo+rk8nurq6qy+7pjJ7/GqRZ5qNckTHV2ORCI88cQTNDQ0sHbtWq69\n9tqjfl22o8vHM5JHU7Iln4F8BsPp/ZupFFZnG0axD3zFxKfPIvHbJ+CtV/IbyF+egVgXrvMvxH3e\nXNzllR+Nc5iNNA+nn4NcGSqfQUlJCatWrRrwvN/vP6Xrh0Ih2tvb+163t7cTDAZP6ZpCiOFFq6jG\nunAhFBXDe1uhu6PQIR2fmQZdB5sG4Q4IBMl0RyBYCnoSvD7V0zgVh7ZWSCcgNAbN7ZFVWqNIVnt+\nc+VER5eLi4u55ZZbjnvdbEeXj2ckj6ZkSz4D+QyG2/s3TSCZwioOoJkmLLxC9QSu35HfQN7YQHL7\nVpK73qH70muxlVWo+I7sIziMRpqH289BLhz+DLIdXc6VI7cP5UJtbS0HDx6ktbWV0tJSXn75Zb7w\nhS/k9J5CiCHkcFHJmtNUK6GeKCRTkBgGM8CxqGp1ZNmgpZlUaZmqAF1ZAxbQ2am+Bh3iPeDyYQVK\npbrzKHLM5DedTrNmzZq+16lUqt/rTCZzSjeX0WUhxGD7cLEKo7wKJp4BiRQ0vp/fYOJheHE9FBVh\nLF6CzeuTPoJiSPnud7/L9u3biUQi3HrrrVx33XUsWrSIz372s9x///2YpsnChQsZN25coUMVQuRL\nb1FJzeNRdTXSaYhGoGkPZLLf8lgQqYRKbv1BMNJYHW0q6c0kwVuiqkP7S0B3gA64XeoZLNWdR41j\nJr8XXXRRv+R03rx5H3l9KmR0WQiRcw4n1E6BeAwsA5oa8nt/IwmvboTJ02HqOdJHUAwpX/ziF496\nfNasWcyaNSvP0QghhoIjW/5o4ydiVVWrZ+lmN7Q0qRZ/Q1m0G/YkoKxcLXnubFfHfCVq76/DDU4H\nuIugJIjuO7WtImJ4OWbye2Rl51Mlo8tCiELQfMVY1eOhqAjGTlD9C+t3Qf3W/AXR2gTPP4XhcqGN\nnwTSR1AIIcQQ1m8VlcOJcUEdlJTA/t3w2svQdqCwAR6PkYSWRlXgKlQBe3erRNgwIFihfh/w+8Hh\nwEyn5Fk8imS157exsZEdO3YQjUbx+XxMmTKFmpqaE7qRjC4LIQpBdzgxe/sXMnkKVjoFBxqhaR/8\nR/b9UE/Z9jchkcBafDXauXNkpFkIIcSwYfP6MKaeC8EQuIrglT/BoZahvwy6eT/E4uByQutBteQ5\nnYGJk8BThAZYzY0Y6BAqU9uTxIh2zOTXsixWrVrFiy++SCgUIhgM0tHRQWdnJwsWLOC222475YrP\nQgiRax8ewTYnTMIKlcMdX4WHv5q/QHbvgDUdWM0HMBZchq1EahwIIYQYHmxeH+b4WqzigJpRbdgJ\n+/ZA28FCh3Zs4d5l2jYnJFQbJN7ZAiZYwVI41KwKfEW6MSbWSgI8wh0z+V2/fj3bt2/n/vvvZ/Lk\nyX3H6+vrefjhh/nDH/4wYDN7IYQYqnSHE4IhTF8x1r98A751L5Cn0evuFvjL/0AmgTH/yr4q0EII\nIcRQpzucUFGFceFCKK+AQAD2B6GrGw41FTq8YzNSEMmA/ZBKdh1OKPKDywFlYyARh4421RJJjFj6\nsU6+9NJLLF++vF/iCzB58mRuuukm/vKXv+Q0OCGEyCXd4VR7gZf/f1AxNn837jwE29+Cv76A0XpQ\ntT/qZaZTmNFwv2NCCCHEUGIrCULtWXDuBTB1FkyfBTNmg3uob+kxIdwF4aia8e3phu4uCHdDZxvE\nY/L8HeGOOfPb2NjI1KlTj3pu6tSpfP/7edwvJ4QQuVBapnoYLvk0PP8U7K3Pz30b6iFtgWVinTkN\nY9wkNIfzgx7A8TjmMOkBLIQQYvTRfH4oM7D8QehoAX8I3n0HNv43HNxf6PAGZiShrRk0AywTvMXQ\nEwGXBwwDy7Iwaiagmabq0ACqSKVLilSOBMdMfk3TxOPxHPWcx+PBNM2cBCWEEPli8/owxk1Uo77/\n8CV44Vl44Xf5uXnT+2rUuakRpkzDOuNsNI9XegALIYQY8g63RNKSCaioRHc4McorAAPeeg262uHQ\nEN0PnOyBDpvaB+z2QHcY6AC7A3a+DakkjB2PFQ2DCZrHLYPSI8Qxk1/DMNi2bduA5yX5FUKMBDav\nr2+Pj/HxT8G4Wvj5d/Nz86422PwXaN4HHYewzpiBVVGJpunSA1gIIcSQ1q+gJL0DymfPAiMNHR1q\nlVNjg5ptHWpiYWg2IBUHXzHodjWDXVYJibgaiE7EIZXEcpSh2e0yKD0CHDP5LSkpYdWqVQOe9/uH\n+rp+IYQ4MbaSIMZ5s6H8Pvj2v5G3QlgH9kI0Cq0tcOZ0rOnnYZMHrBBCiGFGq6jEOn0KvPs2jJsI\nHhccOqQGe410ocPrL9kDzUlwhSHgh+IAxCLgLcJMpSAWA8OE5iYsfyladR7rg4icOGby+4Mf/CBf\ncQghxJBh8/rgrBmYj/wK65FvwbZX8nPjcDvseEvt++2JYcxfJO2QhBBCDCu6w4lRVgW1GQi0QHEx\nlFZAy35oaYFoV6FD7M/KQCIKhk/N/E6YB94iiIShyAfJOGQykDn67LWZTkEygaXrffuEZWn00HXM\n5FcIIUYz3eGEO+7G2PgneCxPy6BjEdi9EzIp8HkxZs+XnoNCCCGGFc1XjBUoUyuaNBuEKlRhqYln\nwntvQ0szpOOFDvMIBnR3gsMG215XCW/VWDAtCJWDzQY2G1Y0AsFQ33eZ6RR0dWJZJnS2YwVDaLI3\neEiT5FcIIY5jzCevo6W7G9Y+mp8bWmnYuwtsdnC5Mc752FET4MOjzTLKLIQQYijRHU7M8gqsZG+C\n63aDafYuI06rpcTp3qrLQ0UqBs0HVeujWBQOVMPYsWBZUFoKGQOScYxYVD170QALzW6DWAKcTkin\n1Kyx7A0esiT5FUKILGiXfhwrEIRHH8rfTfc3wGt/AWwY58zqlwAfHm2WtkhCCCGGIt3hxKyZgOXy\ngJkBw4KQBYke6GhXiaKnGNpbIdZd6HAVMw0JTS15NoF4HJIpNfPrD0A4DN0dqkq0ZoHdjeVyqEQ3\nGoGiYpUkS8HKIUuSXyGEyILucGJ+7EKsMVXwzS/n56bpuOo7nEhAVwfGeXP4/9u78/io6nv/46+Z\nyUwyk0kmM1kIJGEJOygWRAUVxKVu1XrlWq7aW+u11duitbZWpe39tdrbxapUrMJPekEFvfprXamt\n92rVCthKRRZlEWSHEMi+J7PknPP748BINAGUZCaZvJ+PRx6SyTnn+z0nRz58zvl+P19HMNdOciNh\nSHNpWSQREem1Dr8BJhLGikXtd6WDSyEag9oqaKqHoaVwcD9s63qFmYQyonZxroZGO7bGIvaQ6JLh\n4Em3K0NnZdlDog0LXE7I9ELJUM357QOU/IqIHCen2wPDR2M8sATu/BaYCZiv1FQPsRiEmyDahjVp\nCmZhEaTbaw5aaS49ZRYRkV7r8HJI8RFL2TlQMMAeHoxlxzkHkDcA3nkj2d39mBWF6nJwOAETnE4Y\nNd6eD1yxH3KC9nzmYSNwtLdjpacnu8dyHJzJ7oCISF/jCgRxPPIkjD09MQ2GW6D8IGxeC1s2YdXV\n2P+YyAnab3uPGPJsxqKYzY32PzJERER6icNxy+HLhOJhUDoSRoy1/+zPhgwvjJuY7G5+WlU5VFdA\nbTXs2AoVB8AfsIt5ZQfAsuyCV5UV9lDu+rp4DFZM7n2U/IqIfA5OtwfX9/8DvnJTYho0I7B3H6xf\nBZvXY7Q243R7cPqzOyS+1Nd9KviKiIj0BofjliMYwpHuxeH1woCBMOZk+2FuVgCGjkl2Nz/BtIc/\nRyPQ0mTPC87w2l8V+8HhgLYW8Pmw2tqw6qqw6moVk3spDXsWETkBrgsvwygshId/1vONtbfCro/s\nwhvt7RhjT8FRUPjx3KJD84Ct9nb7z81pHZZkEBER6Q2cbg9mThAiYRz+bMgtwPJkwAfvQloaWAYc\nLIdIS7K7amtrsatAp7kgM8d+ExxrgUChXbwrmGcnxrVV9lDodgMLcLjTVJujl1HyKyJyghylo7D+\n/Yew8Fc931gsDNu2gCPNLiAy5hTMwUPtBDg9A6uxEdqawHKAZWFg4Tji7bCIiEhvcHgu8GFGKB9G\nnAxNdRAaACebdmXlla8msZdHqK0AjxsGe6CuGvLy7YrP1RWQ6YemJkhz20O4nU6IhsHhVW2OXkbD\nnkVETlR6Bo4hpTDnvsS0194G5TvtJ8x7d2Dt/Cg+DBpvBqR77UIi0TC0NGu4lYiI9AEWeL0wqARK\nhsDIsTDjErjsq/bb1t6gqtJ+I22023OAW5vA6QKnA3LzAetQ4huFUF6ntTkkufTmV0TkBB0evuXw\nerEeehr+74OwZXXPNlpfA2v+Zg+3aqyH8nKM0WMgJ4Sj3cCKtNlvf9Mz7GFaGm4lIiK9mMOfjRUJ\nQ3s75BWAy4PDm4E1bjzk5MDm9bD2b8ntpBGFjzbAwGJ7TV9Mu/iV24PDnY41dBS0tcKAQbh8fnsf\nxd5eRcmviEg3OHL4lnnrXVjPLYU3/9izjbY0wcbV9j8UsrOhuQFGjcEqLLbnTKWlQSyKdXA/hAow\ntfagiIj0Uk63BzPXXhOY9ENDhCNhHENHYRUNheGjYdyp8NRvk9lNe/rR3u0QGmjH/bwo1FVj5Q/E\n4cvEGQh2uasZi8bPT/E4OZT8ioh0M6fbA9d8E2PICHj8Nz3f4JZ1kJ4FjU32skj798KE08CbCds/\nBMOEsp1YjfUYQ4Z9/DRaRESkF/nkPOD4Q2XAysyCsePh7kdgwX1QuTc5nTys9gBkZtgPovfshEgU\nq64KI1iAIxiytzki0Y1Xf05zYTU2YngzVJMjCZT8ioj0ENeZMzCGjYSffLvnG4s0wZa1sGMTDBsL\nZbuheCgEQuBOg+Y2aG2EqoOYgwYr2IqISJ9gxqJYVZUfF3NM98A3vwMvPgUfvp/czu3bBZlBGFAI\nrS2QlQOtrfbUI5cbhzcD2trila3jKzK0NYHZDu0GpuYDJ5QKXomI9CDXwCIcC55LXIOxCHy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0yS70G6BroG/f38IQWvQV4e0ceep+6JBbA8gW+BAfaX2dUto1EcPh+e4iFkFBdj1ddjmgZpAwaS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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f76ae2ac908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VISTA J mag (aperture)\n",
      "    Error max: 11207\n",
      "    magerr > 10: Number of objects = 136, min mag = 21.3\n",
      "    magerr > 100: Number of objects = 9, min mag = 24.5\n",
      "    magerr > 1000: Number of objects = 3, min mag = 30.5\n",
      "\n",
      "VISTA J mag (total)\n",
      "    Error max: 17598\n",
      "    magerr > 10: Number of objects = 2861, min mag = 20.8\n",
      "    magerr > 100: Number of objects = 263, min mag = 26.0\n",
      "    magerr > 1000: Number of objects = 45, min mag = 29.1\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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AAw9w33338eCDD/LEE08QhiH33nsvu3btuqLX1c6viIhI+ygr68otrwjtZQZwszNQLOIa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ssAuPDCCykUVtFOMYPBsKLobQLsS9IcdmB2TkG1bUN2WNXe/iFJq6oVmJuT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\nQgghhBAi5/1/QMqZ9l14GTkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7726fa2dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VISTA H mag (aperture)\n",
      "    Error max: 59\n",
      "    magerr > 10: Number of objects = 13, min mag = 21.7\n",
      "    magerr > 100: Number of objects = 0, min mag = nan\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n",
      "VISTA H mag (total)\n",
      "    Error max: 19749\n",
      "    magerr > 10: Number of objects = 346, min mag = 20.1\n",
      "    magerr > 100: Number of objects = 32, min mag = 25.7\n",
      "    magerr > 1000: Number of objects = 3, min mag = 29.9\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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4l1j8QsDeomeim8tIRU3XvVBZs0UPxVnBbChC3R+AkWE5Q2zZl5zGbRwHMFha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\niIiIiMS8/w+NikdkllMCXQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7727c42198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VISTA K mag (aperture)\n",
      "    Error max: 149\n",
      "    magerr > 10: Number of objects = 5, min mag = 21.2\n",
      "    magerr > 100: Number of objects = 1, min mag = 25.5\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n",
      "VISTA K mag (total)\n",
      "    Error max: 521\n",
      "    magerr > 10: Number of objects = 289, min mag = 20.8\n",
      "    magerr > 100: Number of objects = 16, min mag = 24.6\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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SSimlBst2TXsmHDmjM7SplCUN2nMhNwKzRk57fU/mAjtBaFSlrfTkcbxde7CCoW4jrNXw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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f772734ecf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IRAC I1 mag (aperture)\n",
      "    Error max: 0\n",
      "    magerr > 10: Number of objects = 0, min mag = nan\n",
      "    magerr > 100: Number of objects = 0, min mag = nan\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n",
      "IRAC I1 mag (total)\n",
      "    Error max: 191\n",
      "    magerr > 10: Number of objects = 338, min mag = 20.8\n",
      "    magerr > 100: Number of objects = 9, min mag = 22.2\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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wsA6aAUyMQXwYSmVo1iCRtLVF9boNtho+AL39thbJDYHvEXQkrN+3qwtib4Kh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\nTKnO2hF5biIF2QzUHDA9yGSl57fpQdOB1/fDBW8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Ux9VqNVzXxbZPrqZ5nketVutAVGrp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pNqwO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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f77279f3898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IRAC I2 mag (aperture)\n",
      "    Error max: 3\n",
      "    magerr > 10: Number of objects = 0, min mag = nan\n",
      "    magerr > 100: Number of objects = 0, min mag = nan\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n",
      "IRAC I2 mag (total)\n",
      "    Error max: 185\n",
      "    magerr > 10: Number of objects = 2864, min mag = 21.7\n",
      "    magerr > 100: Number of objects = 31, min mag = 23.1\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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04kolVY9FRI5nz/0S2LlzJ9///vfZvn37TNNxJpPhW9/61qIGtxC7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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f772788a048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for mag in all_mags:\n",
    "\n",
    "    fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(16, 6))\n",
    "        \n",
    "    basecol = mag.replace(\" \", \"_\").lower()\n",
    "    \n",
    "    #if basecol == \"omegacam_u\":\n",
    "    if basecol == \"decam_g\":\n",
    "        savefig = True\n",
    "    else:\n",
    "        savefig=False\n",
    "        \n",
    "    col, ecol = \"m_ap_{}\".format(basecol), \"merr_ap_{}\".format(basecol)\n",
    "    mag_vs_err(master_catalogue[col], master_catalogue[ecol], fig, ax1,\n",
    "               labels=(\"{} mag (aperture)\".format(mag), \"{} magerr (aperture)\".format(mag)), savefig=False)\n",
    "\n",
    "    \n",
    "    col, ecol = \"m_{}\".format(basecol), \"merr_{}\".format(basecol)\n",
    "    mag_vs_err(master_catalogue[col], master_catalogue[ecol], fig, ax2,\n",
    "               labels=(\"{} mag (total)\".format(mag), \"{} magerr (total)\".format(mag)), savefig=savefig)\n",
    "    \n",
    "    display(fig)\n",
    "    plt.close()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Magnitude and error issues"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.a Pan-STARRS Aperture and Total magnitudes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.b. DECaLS total magnitudes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3/ Outliers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$chi^2 = \\frac{(mag_{1}-mag_{2})^2}{magerr_{1}^2 + magerr_{2}^2}$$ \n",
    "<br>\n",
    "__Interquartile range (IQR) and outliers:__<br>\n",
    "We consider as outliers objects which have a high $chi^2$, about $5\\sigma$ away from the mean.<br>\n",
    "$25th, 75th \\;percentile = 0.6745\\sigma$<br>\n",
    "$IQR = (75th \\;percentile - 25th \\;percentile) = 0.6745\\sigma * 2 = 1.349\\sigma$<br>\n",
    "$75th \\;percentile + 3.2\\times IQR = 0.6745\\sigma + 3.2\\times1.349\\sigma = 4.7\\sigma$\n",
    "<br><br>\n",
    "$$outliers == [chi^2 >  (75th \\;percentile + 3.2\\times (75th \\;percentile - 25th \\;percentile))]$$\n",
    "<br><br>\n",
    "__NB:__<br>\n",
    "Bright sources tend to have their errors underestimated with values as low as $10^{-6}$, which is unrealistic. So to avoid high $chi^2$ due to unrealistic small errors, we clip the error to get a minimum value of 0.1% (i.e. all errors smaller then $10^{-3}$ are set to $10^{-3}$)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def outliers(x, y, xerr, yerr, labels=[\"x\", \"y\"], savefig=False):\n",
    "    \n",
    "    import matplotlib\n",
    "    import matplotlib.gridspec as gridspec\n",
    "    from astropy import visualization as vz\n",
    "    \n",
    "    fig = plt.figure(figsize=(13, 6))\n",
    "\n",
    "    gs1 = gridspec.GridSpec(1, 1)\n",
    "    gs1.update(left=0.05, right=0.4, wspace=0.05)\n",
    "    ax1 = plt.subplot(gs1[:, :-1])\n",
    "\n",
    "    gs2 = gridspec.GridSpec(1, 3)\n",
    "    gs2.update(left=0.47, right=0.98, hspace=0.05, wspace=0.05)\n",
    "    ax2 = plt.subplot(gs2[:, :-1])\n",
    "    ax3 = plt.subplot(gs2[:, -1], sharey=ax2)\n",
    "\n",
    "    \n",
    "    # Use only finite values\n",
    "    mask = np.isfinite(x) & np.isfinite(y) & np.isfinite(xerr) & np.isfinite(yerr)\n",
    "    x = np.copy(x[mask])\n",
    "    y = np.copy(y[mask])\n",
    "    xerr = np.copy(xerr[mask])\n",
    "    yerr = np.copy(yerr[mask])\n",
    "    \n",
    "    # mag1 - mag2\n",
    "    diff = y - x\n",
    "\n",
    "    x_label, y_label = labels\n",
    "    \n",
    "    # If the difference is all NaN there is nothing to compare.\n",
    "    if np.isnan(diff).all():\n",
    "        print(\"No sources have both {} and {} values.\".format(\n",
    "            x_label, y_label))\n",
    "        print(\"\")\n",
    "        return\n",
    "    \n",
    "    # Set the minimum error to 10^-3\n",
    "    np.clip(xerr, 1e-3, np.max(xerr), out=xerr)\n",
    "    np.clip(yerr, 1e-3, np.max(yerr), out=yerr)\n",
    "\n",
    "    # Median, Median absolute deviation and 1% and 99% percentiles\n",
    "    diff_median = np.median(diff)\n",
    "    diff_mad = np.median(np.abs(diff - diff_median))\n",
    "    diff_1p, diff_99p = np.percentile(diff, [1., 99.])\n",
    "    diff_25p, diff_75p = np.percentile(diff, [25., 75.])\n",
    "    \n",
    "    \n",
    "    diff_label = \"{} - {}\".format(y_label, x_label)\n",
    "\n",
    "    print(\"{} ({} sources):\".format(diff_label, len(x)))\n",
    "    print(\"- Median: {:.2f}\".format(diff_median))\n",
    "    print(\"- Median Absolute Deviation: {:.2f}\".format(diff_mad))\n",
    "    print(\"- 1% percentile: {}\".format(diff_1p))\n",
    "    print(\"- 99% percentile: {}\".format(diff_99p))\n",
    "\n",
    "    \n",
    "    # Chi2 (Normalized difference)   \n",
    "    ichi2 = np.power(diff, 2) / (np.power(xerr, 2) + np.power(yerr, 2))\n",
    "    \n",
    "    # Use only non-null values of ichi2\n",
    "    mask2 = ichi2 != 0.0\n",
    "    diff, ichi2 = np.copy(diff[mask2]), np.copy(ichi2[mask2])\n",
    "    x, y, xerr, yerr = np.copy(x[mask2]), np.copy(y[mask2]), np.copy(xerr[mask2]), np.copy(yerr[mask2])\n",
    "\n",
    "    # Outliers (5sigma)\n",
    "    log_ichi2_25p, log_ichi2_75p = np.percentile(np.log10(ichi2), [25., 75.])\n",
    "    out_lim = log_ichi2_75p + 3.2*abs(log_ichi2_25p-log_ichi2_75p)\n",
    "    \n",
    "    outliers = np.log10(ichi2) > out_lim \n",
    "    nb_outliers = len(x[outliers])\n",
    "    \n",
    "    print(\"Outliers separation: log(chi2) = {:.2f}\".format(out_lim))\n",
    "    print(\"Number of outliers: {}\".format(nb_outliers))\n",
    "\n",
    "    print(\"\")\n",
    "\n",
    "    # Comparing mag\n",
    "    ax1.scatter(x, y, marker='.', alpha=0.1, s=50)\n",
    "    ax1.scatter(x[outliers], y[outliers], marker='.', c='b', alpha=0.3, s=50, label='Outliers ({})'.format(nb_outliers))\n",
    "    min_val = np.min(np.r_[x, y])\n",
    "    max_val = np.max(np.r_[x, y])\n",
    "    ax1.autoscale(False)\n",
    "    ax1.plot([min_val, max_val], [min_val, max_val], \"k:\")\n",
    "    ax1.invert_xaxis()\n",
    "    ax1.invert_yaxis()\n",
    "    ax1.set_xlabel(x_label)\n",
    "    ax1.set_ylabel(y_label)\n",
    "    ax1.legend(loc='lower right', numpoints=1)\n",
    "    \n",
    "\n",
    "    # Chi2 vs Diff\n",
    "    #ax1.set_yscale('log')    # to place before scatter to avoid issues\n",
    "    ax2.scatter(diff, np.log10(ichi2), marker='.', alpha=0.1, s=50)\n",
    "    if nb_outliers != 0:\n",
    "        ax2.scatter(diff[outliers], np.log10(ichi2[outliers]), marker='.', alpha=0.3, s=50, color='b',\\\n",
    "                    label='Outliers ({})'.format(nb_outliers))\n",
    "    ax2.axhline(out_lim, color='grey', linestyle=':')\n",
    "    ax2.set_xlabel(diff_label)\n",
    "    ax2.set_ylabel('log(chi2)')\n",
    "    ax2.legend(loc='lower right', numpoints=1)\n",
    "    \n",
    "    # Hist\n",
    "    n, bins, patches = vz.hist(np.log10(ichi2), ax=ax3, bins='knuth', facecolor='red', lw = 2, alpha=0.5,\\\n",
    "                                   orientation=\"horizontal\")\n",
    "    if nb_outliers > 3:\n",
    "        n, bins, patches = vz.hist(np.log10(ichi2[outliers]), ax=ax3, bins='knuth', facecolor='b', lw = 2, alpha=0.7,\\\n",
    "                                   orientation=\"horizontal\")\n",
    "    ax3.axhline(out_lim, color='grey', linestyle=':')\n",
    "    ax3.yaxis.set_tick_params(labelleft=False)\n",
    "    \n",
    "    # Save ex. fig\n",
    "    if savefig:\n",
    "        survey_label = ((diff_label.replace(\" \", \"_\")).replace(\"(\", \"\")).replace(\")\", \"\")\n",
    "        figname = field + \"_outliers_\" + survey_label + \".png\"\n",
    "        plt.savefig(\"/data/help/plots/\" + figname, bbox_inches='tight')\n",
    "\n",
    "\n",
    "    display(fig)\n",
    "    plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "for band_of_a_kind in all_bands:\n",
    "    for band1, band2 in itertools.combinations(band_of_a_kind, 2):\n",
    "\n",
    "        basecol1, basecol2 = band1.replace(\" \", \"_\").lower(), band2.replace(\" \", \"_\").lower()\n",
    "        \n",
    "        if basecol1 == \"gpc1_g\" and basecol2 == \"bass_g\":\n",
    "            savefig = True\n",
    "        else:\n",
    "            savefig = False\n",
    "        \n",
    "        # Aperture mag\n",
    "        col1, col2 = \"m_ap_{}\".format(basecol1), \"m_ap_{}\".format(basecol2)\n",
    "        ecol1, ecol2 = \"merr_ap_{}\".format(basecol1), \"merr_ap_{}\".format(basecol2)\n",
    "        outliers(master_catalogue[col1], master_catalogue[col2],\n",
    "                 master_catalogue[ecol1], master_catalogue[ecol2],\n",
    "                 labels=(\"{} (aperture)\".format(band1), \"{} (aperture)\".format(band2)), savefig=savefig)\n",
    "        \n",
    "        # Tot mag\n",
    "        col1, col2 = \"m_{}\".format(basecol1), \"m_{}\".format(basecol2)\n",
    "        ecol1, ecol2 = \"merr_{}\".format(basecol1), \"merr_{}\".format(basecol2)\n",
    "        outliers(master_catalogue[col1], master_catalogue[col2], \n",
    "                 master_catalogue[ecol1], master_catalogue[ecol2],\n",
    "                 labels=(\"{} (total)\".format(band1), \"{} (total)\".format(band2)))\n",
    "        \n",
    "for j in range(40):\n",
    "    plt.close() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4/ Aperture correction issues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def apcor_check(x, y, stellarity, labels=[\"x\", \"y\"], savefig=False):\n",
    "    import matplotlib.gridspec as gridspec\n",
    "    from astropy import visualization as vz\n",
    "    \n",
    "    #fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(16, 6))   # \n",
    "    fig = plt.figure(figsize=(13, 6))\n",
    "\n",
    "    gs1 = gridspec.GridSpec(1, 1)\n",
    "    gs1.update(left=0.05, right=0.4, wspace=0.05)\n",
    "    ax1 = plt.subplot(gs1[:, :-1])\n",
    "\n",
    "    gs2 = gridspec.GridSpec(1, 3)\n",
    "    gs2.update(left=0.47, right=0.98, hspace=0.05, wspace=0.05)\n",
    "    ax2 = plt.subplot(gs2[:, :-1])\n",
    "    ax3 = plt.subplot(gs2[:, -1], sharey=ax2)\n",
    "\n",
    "    \n",
    "    # Use only finite values\n",
    "    mask = np.isfinite(x) & np.isfinite(y) & np.isfinite(stellarity)\n",
    "    x = np.copy(x[mask])\n",
    "    y = np.copy(y[mask])\n",
    "    stellarity = np.copy(stellarity[mask])\n",
    "\n",
    "\n",
    "    diff = y - x\n",
    "\n",
    "    x_label, y_label = labels\n",
    "    \n",
    "    # If the difference is all NaN there is nothing to compare.\n",
    "    if np.isnan(diff).all():\n",
    "        print(\"No sources have both {} and {} values.\".format(\n",
    "            x_label, y_label))\n",
    "        print(\"\")\n",
    "        return\n",
    "    \n",
    "    \n",
    "    diff_label = \"{} - {}\".format(y_label, x_label)\n",
    "    print(\"{}:\".format(diff_label))\n",
    "    \n",
    "    # Subsample\n",
    "    zoom = (x > 16) & (x < 20)\n",
    "\n",
    "\n",
    "    # Comparing mag\n",
    "    ax1.scatter(x, diff, marker='.', alpha=0.1, s=50)\n",
    "    ax1.invert_xaxis()\n",
    "    ax1.set_ylabel(diff_label)\n",
    "    ax1.set_xlabel(x_label)\n",
    "    \n",
    "\n",
    "    # Zoom Plot\n",
    "    y_min, y_max = np.percentile(diff[zoom], [1., 99.])\n",
    "    y_delta = .1 * (y_max - y_min)\n",
    "    y_min -= y_delta\n",
    "    y_max += y_delta\n",
    "\n",
    "    if len(x[zoom]) < 1000:\n",
    "        alpha = 0.4\n",
    "    else:\n",
    "        alpha = 0.1\n",
    "    pl = ax2.scatter(x[zoom], diff[zoom], marker='.', alpha=alpha, s=50, c=stellarity[zoom], cmap=\"jet\")\n",
    "    ax2.invert_xaxis()\n",
    "    ax2.set_ylabel(diff_label)\n",
    "    ax2.set_xlabel(x_label)\n",
    "    ax2.set_ylim([y_min, y_max])\n",
    "    fig.colorbar(pl, label=\"stellarity (1=star)\")\n",
    "    \n",
    "    #ax2.legend(loc='lower right', numpoints=1)\n",
    "    \n",
    "    # Hist\n",
    "    n, bins, patches = vz.hist(diff[zoom], ax=ax3, bins='knuth', facecolor='black', lw = 2, alpha=0.5,\\\n",
    "                                   orientation=\"horizontal\")\n",
    "    ax3.yaxis.set_tick_params(labelleft=False)\n",
    "    \n",
    "    # Save ex. fig\n",
    "    if savefig:\n",
    "        survey_label = ((diff_label.replace(\" \", \"_\")).replace(\"(\", \"\")).replace(\")\", \"\")\n",
    "        figname = field + \"_apcorrIssues_\" + survey_label + \".png\"\n",
    "        plt.savefig(\"/data/help/plots/\" + figname, bbox_inches='tight')\n",
    "\n",
    "\n",
    "    display(fig)\n",
    "    plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "for band_of_a_kind in all_bands:\n",
    "    for band1, band2 in itertools.combinations(band_of_a_kind, 2):\n",
    "\n",
    "        basecol1, basecol2 = band1.replace(\" \", \"_\").lower(), band2.replace(\" \", \"_\").lower()\n",
    "       \n",
    "        if (basecol1 == \"gpc1_g\" and basecol2 == \"bass_g\"):\n",
    "            savefig = True\n",
    "        else:\n",
    "            savefig = False\n",
    "        \n",
    "        # Aperture mag\n",
    "        col1, col2 = \"m_ap_{}\".format(basecol1), \"m_ap_{}\".format(basecol2)\n",
    "\n",
    "        apcor_check(master_catalogue[col1], master_catalogue[col2], master_catalogue['stellarity'],\n",
    "                 labels=(\"{} (aperture)\".format(band1), \"{} (aperture)\".format(band2)), savefig=savefig)\n",
    "\n",
    "for j in range(40):\n",
    "    plt.close() "
   ]
  }
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