{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SPIRE-NEP: 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):  0.030587434768676758\n",
      "Number of sources in master catalogue:  2674\n"
     ]
    }
   ],
   "source": [
    "t0 = time.time()\n",
    "\n",
    "catname = \"../../dmu1/dmu1_ml_SPIRE-NEP/data/master_catalogue_spire-nep_20180220.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": [
      "SPIRE-NEP\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": 5,
   "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": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "u_bands = []\n",
    "g_bands = [\"GPC1 g\"]\n",
    "r_bands = [\"GPC1 r\"]\n",
    "i_bands = [\"GPC1 i\"]\n",
    "z_bands = [\"GPC1 z\"]\n",
    "y_bands = [\"GPC1 y\"]\n",
    "J_bands =[]\n",
    "H_bands =[]\n",
    "K_bands =[]\n",
    "\n",
    "all_bands = []\n",
    "\n",
    "irac_bands = []\n",
    "\n",
    "opt_mags = u_bands + g_bands + r_bands + i_bands + z_bands + y_bands\n",
    "ir_mags = J_bands + H_bands + K_bands + irac_bands\n",
    "\n",
    "other_bands = []\n",
    "\n",
    "all_mags = opt_mags + ir_mags + other_bands\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1/ Magnitude errors"
   ]
  },
  {
   "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(\"    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.get_yaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "    #ax.get_xaxis().get_major_formatter().labelOnlyBase = False\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",
    "    #plt.show()\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GPC1 g mag (aperture)\n",
      "    Error max: 214\n",
      "    magerr > 10: Number of objects = 22, min mag = 24.4\n",
      "    magerr > 100: Number of objects = 3, min mag = 28.4\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n",
      "GPC1 g mag (total)\n",
      "    Error max: 185\n",
      "    magerr > 10: Number of objects = 20, min mag = 24.4\n",
      "    magerr > 100: Number of objects = 1, min mag = 26.8\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA78AAAF6CAYAAADRWu+0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1eb89feda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GPC1 r mag (aperture)\n",
      "    Error max: 236\n",
      "    magerr > 10: Number of objects = 9, min mag = 25.5\n",
      "    magerr > 100: Number of objects = 2, min mag = 28.5\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n",
      "GPC1 r mag (total)\n",
      "    Error max: 28\n",
      "    magerr > 10: Number of objects = 2, min mag = 23.6\n",
      "    magerr > 100: Number of objects = 0, min mag = nan\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA78AAAF6CAYAAADRWu+0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1ee49662e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GPC1 i mag (aperture)\n",
      "    Error max: 63\n",
      "    magerr > 10: Number of objects = 3, min mag = 26.0\n",
      "    magerr > 100: Number of objects = 0, min mag = nan\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n",
      "GPC1 i mag (total)\n",
      "    Error max: 106\n",
      "    magerr > 10: Number of objects = 2, min mag = 25.8\n",
      "    magerr > 100: Number of objects = 1, min mag = 27.3\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA78AAAF6CAYAAADRWu+0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1eb89a04a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GPC1 z mag (aperture)\n",
      "    Error max: 1365\n",
      "    magerr > 10: Number of objects = 5, min mag = 24.8\n",
      "    magerr > 100: Number of objects = 1, min mag = 30.5\n",
      "    magerr > 1000: Number of objects = 1, min mag = 30.5\n",
      "\n",
      "GPC1 z mag (total)\n",
      "    Error max: 161\n",
      "    magerr > 10: Number of objects = 10, min mag = 22.7\n",
      "    magerr > 100: Number of objects = 2, min mag = 27.2\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA78AAAF6CAYAAADRWu+0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzfv/0SRfOvoKkQ4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1eb8678940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GPC1 y mag (aperture)\n",
      "    Error max: 761\n",
      "    magerr > 10: Number of objects = 12, min mag = 23.7\n",
      "    magerr > 100: Number of objects = 1, min mag = 26.6\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n",
      "GPC1 y mag (total)\n",
      "    Error max: 573\n",
      "    magerr > 10: Number of objects = 10, min mag = 21.0\n",
      "    magerr > 100: Number of objects = 3, min mag = 25.5\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA78AAAF6CAYAAADRWu+0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1eb8ed4f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for mag in all_mags:\n",
    "    fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(16, 6))\n",
    "    \n",
    "    basecol = mag.replace(\" \", \"_\").lower()\n",
    "    \n",
    "    if basecol == \"gpc1_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": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def flag_mag(mask, x1, y1, x2, y2, mask2=None, x3=None, y3=None, mask3=None,\n",
    "             labels1=(\"x\", \"y\"), labels2=(\"x\", \"y\"), labels3=(\"x\", \"y\"), nb=2,\n",
    "             irac=False, savefig=False):\n",
    "\n",
    "    if nb == 2 or (nb == 1 and irac):\n",
    "        fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(16, 6))\n",
    "    elif nb == 1:\n",
    "        fig, (ax1) = plt.subplots(ncols=1, figsize=(6, 6))\n",
    "    else:\n",
    "        fig, (ax1, ax2, ax3) = plt.subplots(ncols=3, figsize=(16, 6))\n",
    "    \n",
    "    # mag vs magerr\n",
    "    ax1.set_yscale('log')    # to place before scatter to avoid issues\n",
    "    ax1.scatter(x1, y1, marker='.', alpha=0.1, s=50)\n",
    "    ax1.plot(x1[mask], y1[mask], 'b.')\n",
    "    if mask2 is not None and nb >= 2:\n",
    "        ax1.plot(x1[mask2], y1[mask2], 'g.')\n",
    "    ax1.invert_xaxis()\n",
    "    ax1.set_xlabel(labels1[0])\n",
    "    ax1.set_ylabel(labels1[1])\n",
    "    \n",
    "    if nb == 1 and irac:\n",
    "        # IRAC mag\n",
    "        ax2.set_yscale('log')    # to place before scatter to avoid issues\n",
    "        ax2.scatter(x2, y2, marker='.', alpha=0.1, s=50)\n",
    "        ax2.plot(x2[mask2], y2[mask2], 'b.')\n",
    "        ax2.invert_xaxis()\n",
    "        ax2.set_xlabel(labels2[0])\n",
    "        ax2.set_ylabel(labels2[1])\n",
    "        \n",
    "    if nb == 1 and x3 is not None:\n",
    "        # IRAC mag with i3\n",
    "        ax3.set_yscale('log')    # to place before scatter to avoid issues\n",
    "        ax3.scatter(x3, y3, marker='.', alpha=0.1, s=50)\n",
    "        ax3.plot(x3[mask3], y2[mask3], 'b.')\n",
    "        ax3.invert_xaxis()\n",
    "        ax3.set_xlabel(labels3[0])\n",
    "        ax3.set_ylabel(labels3[1])\n",
    "    \n",
    "    # Comparing magnitudes\n",
    "    if nb >= 2:\n",
    "        ax2.scatter(x2, y2, marker='.', alpha=0.1, s=50)\n",
    "        ax2.plot(x2[mask], y2[mask], 'b.')\n",
    "        if mask2 is not None:\n",
    "            ax2.plot(x2[mask2], y2[mask2], 'g.')\n",
    "        ax2.invert_xaxis()\n",
    "        ax2.invert_yaxis()\n",
    "        ax2.set_xlabel(labels2[0])\n",
    "        ax2.set_ylabel(labels2[1])\n",
    "    \n",
    "    if nb >= 3:\n",
    "        ax3.scatter(x3, y3, marker='.', alpha=0.1, s=50)\n",
    "        ax3.plot(x3[mask], y3[mask], 'b.')\n",
    "        if mask2 is not None:\n",
    "            ax3.plot(x3[mask2], y3[mask2], 'g.')\n",
    "        ax3.invert_xaxis()\n",
    "        ax3.invert_yaxis()\n",
    "        ax3.set_xlabel(labels3[0])\n",
    "        ax3.set_ylabel(labels3[1])\n",
    "    \n",
    "    # Save ex. fig\n",
    "    if savefig:\n",
    "        survey_label = ((labels1[0].replace(\" \", \"_\")).replace(\"(\", \"\")).replace(\")\", \"\")\n",
    "        if \"GPC1 \" in labels1[0]:\n",
    "            figname = field + \"_gpc1Issues_\" + survey_label + \".png\"\n",
    "        elif \"DECam\" in labels1[0]:\n",
    "            figname = field + \"_decamIssues_\" + survey_label + \".png\"\n",
    "        elif \"IRAC\" in labels1[0]:\n",
    "            figname = field + \"_iracIssues_i1_i2.png\"\n",
    "        plt.savefig(\"/data/help/plots/\" + figname, bbox_inches='tight')\n",
    "        \n",
    "    display(fig)\n",
    "    plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.a Pan-STARRS Aperture and Total magnitudes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GPC1 g\n",
      "   Number of flagged objects: 6\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAF6CAYAAADYomUWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzsnWmMZOdV93/31q197+ptejZnJg72\nkECwB4P8JlGWCWQTJBHEfOEDA4odlMVRWN7kRXwzsj8Y+32JbUWxE8QWQRRMJCREPEKgEAPx2Jgk\njEM88TIez9Ld1UvtVXd53g/nVvU+Xd3TPd1dfX6S1dPV1VVP94zvuef8z/kfyxhjUBRFUZRNYO/0\nARRFUZS9iwYRRVEUZdNoEFEURVE2jQYRRVEUZdNoEFEURVE2jQYRRVEUZdNoEFEURVE2jQYRRVEU\nZdNoEFEURVE2jQYRRVEUZdNoEFEURVE2jbPTB9guzp49y7PPPsvdd9/NpUuXrvnc4eFhpqenb9DJ\nNo+ec2vZK+eEvXNWPefWspPnnJiY6Ot5AxtETp48ycmTJ3f6GIqiKAONlrMURVGUTaNBRFEURdk0\nGkQURVGUTaNBRFEURdk0AxtEzp49y5e+9KWdPoaiKMpAo91ZiqIoyqYZ2ExEURRF2X40iCiKoiib\nRoOIoiiKsmk0iCiKoiibRoPIGgRuh6BWIXA7O30URVGUXYsGkVUI3A7MzUL4UQOJoijK6mgQWY12\nC5wIlmWBE5HPFUVRlBUMbBC5rmHDeAI8H2MMeL58riiKoqxAhw1XwY7GCApFyUAyCexobItPpyiK\nMhgMbBC5XuxoDDR4KIqiXJOBLWcpiqIo248GEUVRFGXTaBBRFEVRNo0GEUVRFGXTaBBRFEVRNo0G\nEUVRFGXTaBBRFEVRNo3OidwAAreDqVUACyuT1eFFRVEGBg0i20zgdjDlSajVwDKYZpNgZFQDiaIo\nA8GeCiLf/e53ee6556hUKvziL/4iP/3TP73TR1qfdgs8T4wcAQJPHtMgoijKALDjQeTRRx/lueee\nI5/P8+CDD/Yef/755/nqV79KEAS85z3v4cMf/jB33HEHd9xxB7VajT//8z/fG0EkngDHgVYLLAOx\npBo6KooyMOy4sP7Od76TL3zhC0seC4KAJ554gi984Qs89NBDfOc73+HixYu9r//t3/4tv/iLv3ij\nj7op7GgMqzQKpWEYGsXSUpaiKAPEjgeREydOkMlkljx2/vx5xsfHGRsbw3Ec7rzzTp555hmMMfzF\nX/wFb33rWzl27NgOnXjj2NEYkeIwkWJJA4iiKAPFjpezVmNmZoZSqdT7vFQq8eKLL/IP//APfP/7\n36fRaHDlyhV+4Rd+YdXvP3PmDGfOnAHg/vvvZ3h4+Jrv5zjOus/ZDeg5t5a9ck7YO2fVc24te+Gc\nuzKIGGNWPGZZFh/4wAf4wAc+sO73nzp1ilOnTvU+n56evubzh4eH133ObkDPubXslXPC3jmrnnNr\n2clzTkxM9PW8HS9nrUapVKJcLvc+L5fLFIvFDb3GdW02VBRFUfpiVwaR48ePc/nyZSYnJ/E8j6ef\nfnrDWwpPnjzJ3XffvU0nVBRFUWAXlLMefvhhzp07R7Va5Z577uFjH/sY7373uzl9+jT33XcfQRDw\nrne9i8OHD+/0UbeNwO3I7EhcV/EqirK32PEgcu+99676+G233cZtt9226dc9e/Yszz777K7PRgK3\nA3OzMozYbBIUihpIFEXZM+x4ENkuTp48ueES2I7QboETwbIsjBPRaXZFUfYUu1IT2VfEE+D50pHm\n+TrNrijKnmJgg8he6c6yozEoFCX70FKWoih7DC1n7QLsaExLWIqi7EkGNhNRFEVRtp+BDSJ7pZyl\nKIqyl9FylqIoirJpBjYTURRFUbYfDSKKoijKphnYIDIImkjgdghqFZlqVxRF2YWoJrJLWc0ORVEU\nZbcxsJnInmeRHQpdOxRFUZRdhgaR3YraoSiKsgcY2HLWXseOxqSE1W5BRi3iFUXZnQxsJjIIwrod\njWFnchpAFEXZtQxsJrLXhXVFUZS9wMBmIoqiKMr2o0FEURRF2TQDW84aVLr72I1th22/FlYmq7qJ\noig7ggaRPUTQkQFEYwKYngTLhpiDaTYJRkY1kCiKcsMZ2HLWIHRnLce0mjJ46HYAAwQQcSDwdBhR\nUZQdYWAzkUHszrISSRk8jMYAC7DB9yCW1GFERVF2hIENIoOIHQv3sdcqMDwGGIjGVBNRFGXHGNhy\n1iBjeT5W1MGybA0giqLsKBpE9hpqzKgoyi5Cg8heQ40ZFUXZRWgQ2WPY0Rgmnca025h0WktZiqLs\nKBpE9hiB28Gq17Hicax6XbceKoqyo2gQ2WuoJqIoyi5Cg8heY4s1Ed3jrijK9TCwQWQQJ9ZBNBEK\nRRk4LBSvSxPp7XEPP2ogURRlowzssOEgTqx3saOxcGp9Y3TNG4mHmxIXlcZMtzSmQr2iKBtgYDOR\n/UK/5ahVs44dbBfWMpqiDAYaRPYwGypHrSLIb3VprN+goGU0RRkcNIjsZZYFBlOrrn0hXyPr6HeP\n+7WCxIqg0FknKGiHmaIMDBpE9jKLAoNptqDdXPPu/nqyjnUzh+XBrNXs+9w6da8oe5uBFdb3A3Y0\nRlAo9u7kLbimSL5ZQX5dAT6egGZTvub5Ylnfcfs7dyahU/eKsofRTGSP0y1HWZnclt3dryhdLcsc\njG0v+fqKLCe2flDot4ymKMruRjORAWGr7u57pSsnAs0mQVj66r62idtY9fqKr286y1EUZU+jmcgA\nsSV392uI3r2MJwhUFFcUpYcGEWUp64neKoorirKIPVXOunr1Kn/7t39Lo9Hgc5/73E4fZyBZryym\noriiKIvZ8Uzk0Ucf5bd+67dWBIXnn3+ez3zmM3zqU5/i7/7u7wAYGxvjE5/4xE4cc0+y2anwa5XF\nVlinbPNZFEXZ3ex4EHnnO9/JF77whSWPBUHAE088wRe+8AUeeughvvOd73Dx4sUdOuHeZDumwjf7\nmjqhriiDy44HkRMnTpDJZJY8dv78ecbHxxkbG8NxHO68806eeeaZHTrhHmU7psI3+5o6oa4oA8uu\n1ERmZmYolUq9z0ulEi+++CLVapWvfe1rvPLKKzz55JN85CMfWfX7z5w5w5kzZwC4//77GR4evub7\nOY6z7nN2Axs5Z5DLYWanMY6D5XlYxeG+5je24jWXn3M7zrIV7JW/d9g7Z9Vzbi174Zy7MogYY1Y8\nZlkW2WyWj3/84+t+/6lTpzh16lTv8+np6Ws+f3h4eN3n7AY2es4gAKo10S8qlWs/dw2tY/nj/bzm\naufcyFluFHvl7x32zln1nFvLTp5zYmKir+f1FUSmp6d59dVXqdfrpNNpjh49uq3RsVQqUS6Xe5+X\ny2WKxeKGXuPs2bM8++yz3H333Vt9vF1BPwJ3vwOAaw4YrvH4ZoYKdRhRUQaTNYOI53mcOXOGp556\nisnJScbHx0kkErRaLa5cucLo6Cjvfe97OXXqFI6ztQnN8ePHuXz5MpOTkwwNDfH000/z6U9/ekOv\nMchLqda8uG+WtbyxdGmVoijrsObV/3d/93d585vfzMc//nFuvvlmbHtBgw+CgPPnz/Ptb3+b3/u9\n3+OP//iPN32Ahx9+mHPnzlGtVrnnnnv42Mc+xrvf/W5Onz7NfffdRxAEvOtd7+Lw4cObfo+BY6sv\n7ssMFE1cvLGMbWN5fu9xMjpYqCjKUiyzmgABzM/Pk8/n132BSqVCLpfb8oNdL4vLWZcuXbrmc/da\nfXRJJuL5171QChbKY8Ze5I3l+Zh0WqxONjAXstd+n3uBvXJWPefWsqc1kdUCSBAEzM/PL9EndmMA\ngcEuZ23H1HhXswhqlSVZjhUE2Jnd+XesKMrO05eYUa/Xefzxx/n3f/93HMfhz//8zzl79iznz5/n\n137t17b7jMoqbJtQvay0tVoJK3A7mFoVMFhbbOe+2Yl4RVF2hr6GDb/85S+TSqV49NFHeyL6m970\nJp5++ultPdz1cPbsWb70pS/t9DH2HOttQAzcDmZqEmYmoTyNKU9uaAJ9Q2t2dbJdUXY9fWUi3//+\n9/nSl760pAsrl8sxPz+/bQe7Xga5nLUVXOuO/5pZTrsFgQeR8N+C560q7K/2+ut2lWk3mKLsOfrK\nRFKpFNVqdclj09PTG57dUHYH13XHH0+A7YDvSbnLcVbYwQedNV5/PfsTtZlXlD1HX0HkPe95Dw8+\n+CA/+MEPMMbwox/9iEceeYT3vve9232+TaPlrGvQh5fVamWnXnZRKMDQKJSGsUqjKzIZ02piTIBp\n1DEmgHZLymCui2m31gwSq5XS1ip/qSuwouwO+ipn/fIv/zLRaJQnnngC3/d57LHHOHXqFB/4wAe2\n+3ybRstZ12Ad8Xy1shPQe8xa1FbcvZgvLluZSARmy2Db0LiCOfgGrGYTy4lgAjCAtUZb8uJS2oYn\n6RVFueGsG0SCIOCf//mf+YVf+AU++MEP3ogzKdvMui3Cq2kTsOKxAGBuVrKNy5fw83msYgkrFoVs\nDsrTkMrC5GXM8Ci25UAyAd2d7Ouhk/SKsutZt5xl2zZ/9md/RjQavRHnUW4Q19zHvpo2sdpj7ZYE\nkNlpqM3B1UuYqUnJRNwOZDIQsSFfhGZ941rHWhqJaieKsmvoSxO5/fbbOXv27HafZUtRTWTzrKZN\nrNr6G09AowG+D1iQTEHgYfk+jIyDFYFMHisWl8/XaBveyDmu9biiKDeevjQR13X54z/+Y970pjdR\nKpVEkA355Cc/uW2Hux5UE7k+VmvzXaFXtFtQHALfhUgELMB2sBJJIimX4GCs1+Yb2eSFfq12Y3UF\nVpTdQV9B5PDhw2qAuM9ZPPcBLBHZzYFDoW5iYWWyvYVTeqFXlMGnryDyq7/6q9t9DmUXs7wbyjgR\nrOX+WsVr75dROxNFGUz6CiI/+MEP1vzam9/85i07jLJLWd4NhQWeR2ACaNZF77gGPauUwAPbIRhZ\nOVuiKMrepK8g8thjjy35vFKp4HkepVKJL37xi9tysOtl0Dcb3lCWzZVYhSLG7cDkVUilsep1gmu0\n7ZpaFZpVsUrxm5haEoqlG/xDKIqyHfQVRB555JElnwdBwDe+8Q2SyeS2HGorUGF961htriRotyCf\nl+zEmHVmNQyYsBnDWLDKgKKiKHuTvlp8V3yTbfPRj36Ub37zm1t9HmWXsnyuxNg2pjInPlmLZjUC\nt4NfmZdJdreDPzsNrgfxGDhRiMch8Nf17VJbE0XZG2x6Ofr3vve9JStzlf2B7BKpQLMFyTQ0GpjR\nMSyQgNFsYWITooH4HWh3wDLgJCCXAaQTeMXk+yLR3W/UYOoKJNNYG7Q16Z2v2ymmmY6ibCt9BZFP\nfOITSz7vdDp0Oh1+8zd/c1sOpexOel1a7ab8lyti5fOYWg1TnQtt4g1uLCJT7L4rJa5oTET1dhty\neajXl+xztxZ1fvnptGgtJoBqBZPNYa1RKlve8RW4HUx5Emo1sAym2VQRX1G2mb6CyKc+9akln8fj\ncQ4cOEAqldqWQym7lLBLCxLQaontScPA7FXwXJlcn5vFdZvQaEKnA9msPJ5IQjqDVa8v7G3PJCRA\nLO78qsxDKgW1eTFwbNZXFeFXNYlst2S/iRMJn7T6rhNFUbaOvoLI+fPn+aVf+qUVj//93/89H/rQ\nh7b8UMouJezSshwHk8nIXpHqLNgRqM+BZYHbhkgUclGx63WiYAykMtixGMaYJXvbA1jqKJzLS6DJ\n5MVSZWRs9UxiNRPGeCLMYOYhGodcUn21FGWb6UvU+MY3vrGhx3cD6p219SzxrMoVRCBPpiGWlEAy\nMwvJDBEnIr5ZdgyGx6A0AvHkqoaJy32wIqkMFIpYqTTWwcPy+TICtyO7SsrTK4R9IjHI5CV4FQpa\nylKUbeaamUh3yDAIghUDh1evXtUW332IHY0RANbcLMa2YXpabkV8Hw4fBcfBpDMQWDB2QMpW3Qv8\nGtbzq3pyrdH+u0T3aDWgVcMcPk4kGiOoVbCSCaxUGLCCYJt/G4qiXDOIdIcMO53OkoFDy7IoFAqc\nPn16e0+n7DrkIj4leoVlQdSCVhNGRsHY4LaIYMGyG4xu8Ol2Y/WWS220K6urexDI+1rA9BWCVHrd\nZVuKomw91wwi3SHD//f//h+f/vSnb8iBlN1LT8y2bdlcGItL+WikCM2adF85UezRA1CtwtQVTDIN\n01P4mSzUqpBKYYVdWFa9Dk4EU6vg2w5U56REVq1gisOrd2XFE7LXvVaR18tmoONhahWsTK5ny7LW\n5kRFUbaWvjYb/sd//Aeu6+piqv1OKGbblkNQLEnQSCax4gkMFmQL4PlEUim4elUCQG1eSl3nX4V0\nDiYvYcYmwPcgHsd4npSmAg/qDajMiKYxfRlTHFpxBDsaIyiNYlrhtsV4CryOiPCeL8J6o4GJx7e0\nK0sNJBVldfrabDgxMUG1Wr0R51F2M4s2ClqWjTU+gVUahWgMa2SUyOgBrJFRrGgcRsfAdcGyJdjE\n0/D6q9BpwyvnRfj2/LA85YIfSABxotCqQ2EYKwhWnVy3ozGsg0egNCbfG4tCs4HptCVoGR+mrmzZ\ntHsvA1tnyl5R9iN9tfi+7W1v44EHHuD973//iqVU6uK7f1hzN/uiO3M7GiOSyxPpuPijiMZRHIYL\nL0FxRMTufBFmJjGFYSmN+Z7853mQSMDQKGAw9sIgoqlV8OPJ3hS6HY3hZ3Kiy8QT0kZcvgqJFAQG\n0umtmxFZ1k5sahWCcLOjZiXKfqevIPKtb30LgK9//etLHrcsa9e6+Crbw0YWTUVSGYKJIzKUePMJ\nuPiK6CjzM0AeZieh2ZDso9OBfEFmTLBhZFw6u5yIlLzmZ8Gaw7Sb+LlC2PUVxwqHC02zBbkhyWKy\nBSzL3roZkUWCvWm3wuEWekOOGkiU/cymXHwVpV96LcGAecPNMD0JhSHprJqeBIzYo+SLkM5AMpwT\nicbEQr7dgmoFpq7C8IgEk2oNhodlq2I6LeUyG6x4CmPZEI3CIrNIuD5NY0kGhoWFWTrkqEFE2cf0\n7aDoeR4vvPACTz/9NACtVotWV9zcheiw4e7Ab9Qwly5gKnMwV5Zg4XXg6iWYm5IJ9+FxEcSTGaxM\nDuwI5vXXRINou9KJFU9I4Gk0ICqlJcKtilY0ihVPYFmWzImE5a6unuI3apipSczcDGZqcomm0a9b\ncNfF2Mpke7rQ8sFJRdmP9JWJXLhwgQceeIBoNEq5XObOO+/k3Llz/Mu//Auf/exnt/uMm0KHDXee\noLu4yu3AlUsyO1KZh0QaRiegMieT7iaQUlQ6I5nF1BV5bHZatJJMXjq8Ag8iEYgtmn7vzoIsmw9Z\n4q01MyV29InEkqVYQWel/9Z6WcqaupCi7FP6ykS+/OUvc9ddd/Hwww/jOBJ3Tpw4wQ9/+MNtPZyy\nx2m3QjPFGtRrMD0lpadaBVJpODAh5oqpNAwNi47RDi3m2x1o1OX5bgdyObnrLw5DodCzSentN3Ei\nGKywvNUSO/hQDMd2RHOBcDmWkT+2mgvP6drS95GZLN+toij7mb4ykYsXL/L2t799yWOJRIJOR1sd\nlWsQT2A1mzKz0W5AviTZx4GDsmMkloJiWspR3Q2JWFiWjQl8MVI8eBNkc1Cv0734W/V6L4D0Mo6u\n8aITxyQTUJnHxGOQyUE8KUHCsiGRlJIZYCWSUpq6hi1917ZFA4airE5fQWRkZISXXnqJ48eP9x47\nf/484+Pj23YwZe+zpPRz5JhkJFFH2nKdqPw58DFNH5KJhf3tjbpYwCfSMDctrb/NimQUvo/J5KA8\nRVAakayj04aZaZl2D+akvTcah04bA1gjo3KgZcK6HQvNH8PS1GJb+sAEUorL57ULS1GuQV9B5K67\n7uL+++/nve99L57n8eSTT/LUU09x9913b/f5lD2OHY0RjB3AGF9KVJgwY4hCKS4BwrYx4cKqSDSG\n35yCoWEZTJyehJkfQyYrn8cS8v2Hj8HcLCYWg6nLEpjabcAS/cMNZ08iizq1VgkCS8wfYUFbadYh\nldYuLEVZh76CyO23387nP/95/umf/okTJ04wNTXF7/zO73Ds2LHtPp8yMNiif9ih0O25MHlZbEsC\nV1p7a1X8kTG5YL/6Mji2CPHRhFzUszloNmF4FDsWI6jX4dKrELFl4j2Tg05Lur9qVQkkzQbG+Pjp\nPEQdrEVaRtAR/cPY9oLbcDczGRmXvSbLBXxFUZbQ9471Y8eOadBQNkxPs4jHoVGTYcNsHjDhOl1P\nMox6XeY7Lr0CHU+CQLsBR28GK9Q7Wm1pEQ58gvIUvPqS6BytukzDuz5MHILyFEQcSGVlkv3S65Cv\nil4yM41/4JDMocxOS+lstowplrCaTdFauguzorE1u7DUS0tRhL6CiOd5fOMb3+A73/kOs7OzFItF\n7rzzTj760Y8Si+n/QMo16K7U9YwEEN+V0lMyLW27dlwu+tEENCowPQOtmnzNicnq3UxJ2nzdIPTW\nasKFF6Rl1/NEOJ+fgWNvktcmLJ2ZQD6mMwueXEECLr+Giafwx8ek8ysWk4+ppVYpa5XAVlvNq4FE\n2a/0FUS+/OUvc+nSJX7jN36DkZERpqam+Lu/+zsef/xxfvu3f3u7z6jsZeIJabet1cDvgGugWBS7\nk0wOsCS7aLag5YHbktZeLLF8T+agNCQBqHxVJtaDQMTzyUsSQNwOjE1IIClPS3nL7Ug2UhgSd+Fm\nJRQ9jLxXu01g+RLc5udgdHxF2WrNbGO11bwaRJR9Sl9B5JlnnuFP/uRPSKfTABw6dIibb76ZT33q\nU9t6OGV3cL2WIX48KRmD50AskAu8QTIFz4fRg/LY/Ix0bCUzUK/CyBiMjMiq3XoFZmYkm4hGpYxV\nGILJSbjpmLy+kwTTAaKSXaQSEqiyWdFTqrNizjgzDakUXscN32ccOi6mMERk0YZFU54MX9chKI0u\n/Oy6/EpRevQVRAqFAu12uxdEQLYdFovFbTvYarRaLR5//HEcx+Enf/InV8yuKFvPVpRuxCrEw8SC\ncJlVTOZE7AgYF2pz0nUVT8LhIzKY6LnS4psryIV8blK0lHQGpq9K6cnzoFiQrGb0gJSs3I5kKn4o\n1lsGojEixRJBcQjz6nlZqxuNYlVmIJXHTqdler0yTxBapvSyJycC9SrG8wnGDvQchHVqXVGEvoLI\nO97xDv7oj/6I973vfZRKJcrlMv/4j//IO97xjiW71zdjC//oo4/y3HPPkc/nefDBB3uPP//883z1\nq18lCALe85738OEPf5jvfve7/PzP/zwnT57koYce0iByI9iC0k33omu1W5h42KLb7sjgYbMu3VQm\nNE7MFWHiqPyZ0Lix1ZSvB55oKeksVKbBt2WOpDQqXVxHjom1fCIOhWEpedmOBLEuli0i//wM3qEj\nYFsSQGbL0j02NysBAksCkOfJlsZ4ove1biDREpai9BlEnnrqKQCefPLJFY93v7ZZW/h3vvOdvO99\n71viFBwEAU888QR/8Ad/QKlU4vOf/zwnT56kXC5z5MgRQJZlKTeALSrd9Nx852bFI6t+KTRTDFfd\nEl78mxUYKknm0C0p1cXencqM6Co20GxLEHIS0GlCNCkZU8SG+LjYraSzvf0jQGipkgIcSGWIGkNr\neFwymWIJOxaTlt52CyuTxTSbkiVlMxK4VP9QlBXsuBX8iRMnmJycXPJYdxp+bGwMgDvvvJNnnnmm\nlwXddNNNoUWGst0sL90ABKGr7obLOIuzmngSOq5c1MvT0lUV+BBLg9vBn50GLJn/aFSlvRckkyiW\nZJrcD8Cvg21B1pbnRRwxbjS+lMui0d76D+O6EjDyOdnjXhqTz3P5FTMhdjRGMDIqFirNFpbjqP6h\nKKvQ95zIjWRmZoZSqdT7vFQq8eKLL/L+97+fr3zlKzz33HPcfvvta37/mTNnOHPmDAD3338/w8PD\n13w/x3HWfc5uYKfPGXQ6MluRzWB5HlYuJ9Yhy1jrnEEuJ9/vOPgRGz+ewE4kMEMlgloVE/hYEQfb\ncbB9l8B1ac9exX/9AkG9SuB2iIwMY+VKmHgMf3hEso+REWKlUYg4WO0mViKBadZxKtPERsew/A6B\n60LUwctmseZczMEjONOT5I/cRDQWw5SGsXwfK5Fc9jNNyM/damIikTWes/3s9N99v+g5t5a9cM6+\ngkij0eDrX/86586do1qtLskCHnvssS0/1GpZhmVZJBKJvlqKT506xalTp3qfT09PX/P5w8PD6z5n\nN7DT5wxqFXA7C2aJzVZvMG8x1zqn3+7A5UvgG/HLmq9AcUgykUo4YNhxoRTanrz+qgSK8hTEE/jG\nQK0JmQIwLxPmnken2RSH3kxaWnZjSdq1OvWX/gdmZ2WxVS4v2U4mA60WqWSKxss/huExrO7P0nFX\n/9kXNxh4/hIH4RvBTv/d94uec2vZyXNOTEz09by+hIXHH3+cl19+mV/5lV+hVqtx+vRphoeH+eAH\nP3hdh1yLbtmqS7lc3nAnmC6l2gbiietayBS4HXHgBfBaYFlY+byUlCxbdAxsGTS8cinUOGISWJo1\n6bhKZ+DAEXnciUnwadRFV/HbEgS6NyGXX4PzL8Cr5+HHL8CrP4LXXoa5eZibxX/tJZk7mbqCWU9j\nW1SK62kj9L/USlEGlb4yke9973s89NBDZLNZbNvmZ3/2Zzl+/DgPPPAAH/rQh7b8UMePH+fy5ctM\nTk4yNDTE008/zac//ekNvYYupdp6rru1tTu9TgJarfBCnJQModuphYF4TDKVeFw2H6bykKyJi68T\nl8zFsWUw0XVF+wB5zbkyEIFmVdqGTQCJlASm+TlI5WBuBtpNzKEjMq8Si2MFwbXnYVZpMNDJdUXp\nM4gYY0ilUoDsEanX6xQKBa5cuXLdB3j44Yd7ZbJ77rmHj33sY7z73e/m9OnT3HfffQRBwLve9S4O\nHz583e+lXD/X1doaXogtx8FkMjIXksmKcy9Im21tSlpz3ZZsQownYfyATJSXr4ibb70qpatkWLqa\nvCzDhLWaDA76bQkcIM9rNKSNOBaD6pwI8jEHa35WpuVtS0wYV9klsqo5Y1d4X7T4SifXlf1KX0Hk\n6NGjnDt3jre85S3ccsstPPGp8ydGAAAgAElEQVTEEyQSCQ4cOHDdB7j33ntXffy2227jtttu2/Tr\nnj17lmeffVbt6ncRizOZJW66bgfm5mQmI5GUwGB8mAug3Qwzko60+VqWdHNduShdWdPTEHRg8oo4\nAk9ekkwl8GTY0Hjy5sUxiBgJIOkEZIoE6YzYxw+PS6BYvEvk8kWMHREX4OHRFeaMQF/tz2rUqAw6\nfQWRu+++uyd2nz59mr/6q7+iXq/zyU9+clsPdz1oOWt3smom03XzjUZFH7FtmT6PRCA9LMN+hZKU\npuoNMWWsVsT2vVYRPcW2IR4Ro8aIBQeOykrcTFZe6+olcREOApivQSSCnUzKpHuzjskVsLpbDqtz\nYiNv2mL22KhDvrAi01ivvKflLmU/0FcQ6c5rAORyOe65555tO5CyvwjcDsbtyAR7vSolp7kypPOS\ndbie2LvX62JXcvmCzJYUhiTr8Dy5sLebQFFKYQeOisljrS4X+Pk5CQTVKmAkONVs/NGDEowmJ+HA\nQczYAQliiQx4s6K3uG3wOpj5eRgdW3H+7hAl7RZB+HkPNWpU9gFrtqScPXu2rxfo93k3Gu3O2v10\n79QtAHzZ/5HJiu1JpylieCwmpa16DX78PxIA6nXpwIrHRAsZHpOPlgV2VC7WsQS4TdlLUpsXXQQj\nBozxBBRKmLlpeOV/4OJ5eOm/4cKPJaMJPGh15D1cTwJUKoVVr+M3aku6sXrZRvhxSZfWdXazKcpe\nYM1M5Dvf+Q5f+9rXeNvb3saJEyeYmJggmUzSbDa5fPky586d49vf/jZHjx7dlWUjLWftARbfqWcL\nYvWezsLVy6JrtDtintVsiQaSyUo5Kp6STqyDN8Gl16SsVRyG3JDMgJgAXvyhvEYyAdWIBKJWK7SE\n9yCRIsjmxB4+lpLW4HpdgoFlQSwqWUoyJc+xLEyjBhdewhw4CLYt7sSAtUa2oUaNyn5gzSDymc98\nhgsXLvDUU0/xxS9+cYk1yfj4OD/zMz/Dvffeq11TyuZZJExblo2ZOCrrbvM5mJ4SM0aM7BUZn5Bd\n6gbJLG6+FcplKT+5nrT/RipiJ1+rwPghafP1AjFpDHzp+ApsEdObdaw3HJeRksCXfSWh4y/tlpTC\n4nHx6EokpC340mtiLX/hVfHTyhfBcTBtFxOxQrPHpcOXG+lmUxFe2YtcUxM5cuQIv/mbvwlAu92m\nXq+TTqeJx+M35HDKYLP8Tr3X6nv+BXHmtW3JMLrZSConQeLWn4HZKRkmDAIZUuy04MKUDDF2fPl6\nriRDirG47CSpzEmJKupArUrQaMBwSWZSLODIzXLB73RE/6jMQykj5/A8aTPutCQw1asiyhsDrRmg\nOyy5OVSEV/YqfXtnxePxPRU8tMV3b9C9Uw/cDv5sWfSH8UMwfRmGwkDSrEs5yuvAoZsg5oheEnjI\npsKmZBnGAx8xYmw7ItDnhkWQT6XEnLHtiq4S+DB1CTJDEI3IZsQL5yESDW3oLRgeFXG9K6i/9gqk\nMhKk0ilZbuW6kikl4tDuyB6S4ia8jlSEV/You9KAcStQTWTv0LsLbzdFt0inIT8kWYYThaq05JIK\nBw1bTckAuhfrmWlI56SM1Qkn21sN0U7cppS7Wk2xTIk7coG2otgRh6B8GYiI/YnnQrMD4+Py3FwB\n69CRXkbgH75JspN4WgJOKh3uZs9BArGpr9cJwhmYDZWndFuiskcZ2CCi7CEW26FMTYrpYmkEskUR\nu+3QJr5VlwDht8EO9QvPSNnK68jnjiOlp9KoeG5F45KdJFPhbva8ZC2xmAwT1hqyM6Q7eBgAUVu0\nlvFDSy7+VjQmHls//qH4eHU6MDIqWRLI/vhYTHy50mnxCeuzPKUivLJX6SuIBEGgS6CU7SO8C6fT\ngbkpac+tzC648hKR6fORqLT1dgX2Cz+S723XIROK8PkCZC3RLpw8tD0RxhMJyV7s8P0q05jXDTSa\nUqLq+mtV52DagqIH5av4B48QSWUWsqXpq/Labkeyo/k5eMvtEnRSmYXFVpV5iMc3VJ7SbYnKXmTd\nyBAEAb/+67+O665ukb1b0TmRvYMdjYkvVSvUQ9JZMVVsVKUbanRUMouJCcSgMS1lqlhSOrWcOMxM\nyoW6O7RofCCAbEK6rFpNqM5I11WjFWY0gegflpHAEI1KMIpHJZC1mvDfz+O//CJmtixZRSwuX8sV\n5PmH30AkX8QqjUiHWXcmJJfXGRFlX7BuJmLbNhMTE1SrVYaGhm7EmbYE1UT2FnY0hn/goIjX6YyU\ni4ojvY2CZqgk/lqRiAjibgesQDIUjASdelX2jtiW3NH37uz9cJe7C5WaZDPxlJTIklnpzsKXbCVd\nkGwkEpVS2mxZsqR8HjM0LMGjVBeRPpfHGj/YO//yTrOg2y68liWKtvMqA0Bf5ay3ve1tPPDAA7z/\n/e+nVCrJToWQN7/5zdt2OGV/EUllFsTrg0ewFl2ErXYLYwIZCiwMwYWXF4YC52flTt+NQjQhrby5\niLQFu56UsbyOZB+2kQ4tb17aels1KIyFxo9VGE+H+khTur8yWfloWYCNlUpjjh7vrdVdHACWl6PW\nKk9pO68ySPQVRL71rW8B8PWvf33J45Zl8cUvfnHrT6XsWyKpDHQ1iEV36gFAZUYuvIWilLFmZyRj\nKY3KXnU/gKAtu0aCQMpcgS8T7J2OuP3ayJxIPCmiu9uW2ROTk3biSlUs6PFlMNF2JMvpbluMxqA8\nKeJ9ZU6yDdhYVqHtvMoA0VcQ+ZM/+RMV1pVtY0XAWONO3R+ZgPM/EE0ES8T1IIBkTLSUiy+LXbw/\nI1+rVyQzMYGUp0xHtiEmktBqi49Wu949xMLukURKdJRsTr7X9SQ7cV3MzLQYOSZlsZbxA8lykmms\nfrMKbedVBggV1pUdZTUDQ1OrYtpNjOf1VtEGbgfLGHHonboiAne+INpGxBEdZPSAWKUkU6J/BL4E\nicALL9Y5EcNNIKJ5qy5tve1OuN+9LWfp2sw3GpJ1+K48du750MyxIplIqwGXXpFd8NWKlNv6WJvb\nayQIP2opS9nLqLCu7CzLSjumVl0YOmw3Mcms+FF1NZF2uI/91R+H6287MhtSGpbp8WZDggVWuNwq\nEOsTbJhpikFjtSKDgXZcAgRGPLJAXmt+TkR714NkHKrzC47C6YwMNjaqUKmIf1Z1XrYsTrcwNx3v\nS/PQdl5lUFBhXdlZlpd2nAhWPIGJhJPlyUWayJVLMFMWM8R8XnQON7SDT2Uko4gn5L9qBSK2ZBxE\nRBg3nky1IwvW6LSXnqXZkFJXIiplMgxcvbIQYNJZsBwxiGy3JIB02pIVzc3AxBGYuoJJprGiUdU8\nlH2BCuvKjrK8NdYC2THiOEASE08Q1CoyKR6PSdkrcMG3xQYlcCFTkPJSdQ4Ov0GyGDfMMAIj2YYd\nkcyiG0AWk0jL8/1wgNCOyuMzM5BJibNwLh9mQC9Kd9iBg7IpMVuQ4DNxRM5gW1CZD3fIJ1TzUAae\nvoLII488st3nUPYxy0s73aBi4jZU5kQbaTflYl8akQtzbV5E8lRKzBMnr0oW0WwCjmghyYy0+fph\n8EgPQX0WsMPMxJc/+97CYRp1celtNaV8deWS6C7thmgkheFQsI/CkTfI97zxFjF7DHwZZBwaDru/\nojfcwkTnT5QbTd/eWZ7n8eKLLzI7O8udd95JqyUCYiKhd1lKf/R7gesGFX92Gmo10RY6HlQuyd39\n6BgcPCoXeSsiO9WNJa2501dl1/rYEbFHOXhY5kjarsyURIyUuownmkgkIhmECQVw40G7Cjiie1hR\noAGkRANxfRgZgddegvHD8MZbZb7FdeHSf4ftxxXIZDGuC25nc4aMm/396vyJcoPpK4hcuHCBBx54\ngGg0Srlc5s477+TcuXP8y7/8C5/97Ge3+4ybQq3gdxebu8BZYkkS/pFYLBS4o3Knn8tCPIEVBJhE\nCurhGtxoIrRnf0Oos8Rh5qroFwbp5vJ8CRjGWgggSwizE+OClUTsVuKyjCoRFyPH6aswMyEBZH5G\ndJlGXT5eeU0ciI2Fabfwc4W+DBmvK9Do/ImyA/Q1/PHlL3+Zu+66i4cffhjHkbhz4sQJfvjDH27r\n4a6HkydPagDZTSy6wHXbdtfDymTFlsSJyn8jB2D8oAQQr4UFWPU6xvfh6uswPy8X9u58SCIp5a9E\nfKH1t1EHLxTKjS9LrNbD80SkHzki8yZeIOWr8hV46UX4z+/K4GOnIzMkMzMSzAzys3qeTOGv8/Nf\nc197P+hOd2UH6CuIXLx4kbe//e1LHkskEnQ6G/xHruxbjG1j5ucJOp2+L3B2NIY1MopVGIKJQ1iW\nHQruNmQLGM/DtJsSQOo1uPK6ZCCNhuwNSSRkkj2ZlhmQjicC+wqsVR5b9uWIA515ubNvtaWM1mjA\nq+elhXiuLJPyEVve2/Ok9dfz5Uz9GDJuItAu/31tdP7kWvMsitIPfZWzRkZGeOmllzh+/HjvsfPn\nzzM+Pr5tB1MGh8DtSMaQSkGzjhkZJ9JnmWWx6N4zNBwdkyHA2VkpcUXjsg43Em5BTCVFS/F8KYfN\nTIkzb8sOm7MswIRDihG5878Wli3vWw93tNsGKk2xkR8Zk9c59iZ5LYOUyHxfzpHLYxVLMnEPkpEk\nU1jtFkH35+uyBZPsG97prhqKcp30FUTuuusu7r//ft773vfieR5PPvkkTz31lJaLlP4I77Bty8FE\nuzMYG2fxKl3TaUvQsJGMY+KIuPgevElabpMpwIdyWZ7XMVLWyueh3AIcGVa04+CWr/3GXlu6uWbL\nMsmeykg7cDYPhYLMjTiWZDzROBAup0qksFLpnqhu1evSqnzldUyxtKpNijEB1JpQGu470G4a1VC2\nlf3SKddXOev222/n85//PJVKhRMnTjA1NcXv/M7v8NM//dPbfT5lENjqWn27Je2+xojp4tRlGDsI\nP3lSurF+7h1w8wnRRSIRySSSaWn5zRchW5LJ8+FhcAxrl7PCxyOOmDMGvojzNjJ0mMqEO9+jMoNi\nWWLoaEcAW8pY3Z+1u73R7UiAcTtLSlaB28GUJyVT6TRhbm77S0yqoWwb161v7SH6bvE9duwYx44d\n286zKAPKVq9+NbYtbbTxhAjpE0dko+DoGGZ0HCsaDZ9TlbJXtihLrBq+LJ2qVsXOJJODmVlWHUC0\nHfHcolsCM6HmEZHMJ5aCfFYGHd2OxJupq9LBZbVE1M8VelmIcd2FO/1aVabfF5es2i3RUZxQswm8\nLckMrnU3rCt5t5F9lOX1FUT++q//etXHo9EoQ0NDvPWtb6VQKGzpwZTBYrNeUatdBK0gwBRLcvE+\nehw6bu9u2uo6/s6GZaziiAjctiXBpFGBsQMQi4gYXq+tfNNINPTUAghk6t11YHREgoXnQyYmsyiN\nCkRios/EU7JhcfygfP/cHD7SQWY5EUyAaDOHb8IKgqUX9njYltxqiY4TS153ZqAeXjvIPnJq7iuI\nXL58me9+97u88Y1vpFQqUS6XOX/+PLfffjvPPvssTzzxBJ/73Od461vfut3nVfYRa14E4wmsZhNS\naSnHFIZEZwn/Rw1qlbBc5MhEe9fJNxIRy5J4QspP7cusmoX4yx2rDdihl1bMkSn4ZAsmX5PyWLMj\nlizttmQ38YSI7lNXoD6GyRfFJTgwkEzKzpRl2NEYQWkUE08AFlYme/2ZwT66G95t7Kcsr68gEgQB\n9957L3fccUfvsWeeeYZ//dd/5b777uOf//mf+cu//MtdFUR02HBvsjjzWOsiuNoq2t73doOO50N+\nSIwRnRgUc+C3ZQp9fk5mSXwD9CHyWxHZGTJXFh3Ebcmg4tQVGB6HoZJoJvm8ZCrVObj4irj91mqi\nxdgGcMCJEGSy8rrLMiw7GoPi8Nb9MvfR3fBuZL9keX0J6//1X/+1wlb99ttv5/nnnwfgHe94B1ev\nXt36010HOmy491guRhrbXlP4taMx7NBOpMfyOQvLgmxWXH4dW7qxutPs0YR0Wtl93EeZMNC0mzKZ\nXq1IGaxRhcnLMDUJl18V0T1fgstXRMwnEMuVqcsizsdk8NDUKjdEdNW9JcqNoK8gMj4+3nPy7fKt\nb32LsbExACqVCvF4fOtPp+wvlgUBKwg2dhEMu42CTkeyhEZdsoh2S9p+52ZkAn7sEBSHZAreXuTa\nuyaW/BcNBx0J23B9IzvYI5a8Tq0ig4fJpJTX2q4MJMbi4ftEwvZm67qGCrv0Myi4arBVlC2kr3LW\n3XffzYMPPsg3v/lNhoaGmJmZwbZtPve5zwFw6dIl7rrrrm09qLIPWKX8spGSQK/MdeWS3Pk7EXjt\nZdmP3qiLXuF3JEOxIqHLbkYu9J4lO9gXE0mI1uF7kmV0XHrlr5gj72Ehr+N2pD2XV+V9Ujn5vsNv\nkEBoA0RgeAwrlZZM6zrKTOuJ5vtlRkHZefoKIseOHeP//t//y49+9CPm5uYoFAq86U1vWuKjdeLE\niW09qDL4bFaM7K7UBSNbEDOZhbmMQrh5MF+QQBKJyJxGoy4X+EsXRPDudKAwKgHF9SSbiMZkFmV2\nWj7aEQgsKYVlsyLaZwuAJcONlXkojMDEUXl+ow7jE1APs5GhYaxORxoCCkUpaznOeqYrq/+85Smw\nbRngXCaa6yS6ciPpe07EcRwNFMq2s1ExMnA7mKlJaFZ7jrnkChJIPE8s45MZePl/ZDCxWhWrknxe\n9IxkSjKG7kBiYCARgWhEMo2pqzJACDJsGI1JWcvzwgynJo9Xq9JG7ERkz0giBsWiZCipFKRSMsti\nTC9DsMJNjszN9n2h7wUI24bZMkGxhGXZS7MZ7cpSbiB9BZFGo8HXv/51zp07R7Valf8RQh577LFt\nO5yirEW3XCNDfE1ZjRuLgefJHEmuIJlBLi+6RSwKL/2POPe2W+C5cPiorL89dAymJ6EyTW8uJAgt\n4jsdwJIMxnfl8cCHakMCSb0mgSISkXJcqwXnz8kku9eRFmArCu02getCMtnbGb+pC/0iC5mgWBKN\npVTacg8uRemXvoT1xx9/nJdffplf+ZVfoVarcfr0aYaHh/ngBz+43edTlBUs6eKqzUNlVjYPzs2A\nCTC2LQN+8bjs8IgnpIR06A2yddCR1bqRRAp+4qekFXhiAuJZEdkTMWnjbTTDRVaODCDGUvK9HTdc\nuxtqJQGisSSSco75Gbh0Ucwgmw15rcqcTNfPzmLczuYtRxZ9n2XZWKWR1QcItStLuUH0lYl873vf\n46GHHiKbzWLbNj/7sz/L8ePHeeCBB/jQhz603WdUlKW0W2JU2GjJBThXXLigx1Py9XYT3PAOv9WE\nQkmCQiQqbry+h8nmpN13qARXDCQT0IhCvS6Dg44tE+a2JRsNE8lwSVZbdooEgWQgTkSMF1ttSCcB\nS5Zg+SUJSnFXMqJGTbSRy69hhkYhnZYOtA0OoxknAli96fzV2C8zCsrO01cQMcaQSqUA2SNSr9cp\nFApcuXJlWw+nKKthQj2AWEx2qseT4ebDRFjaQmY4ZmelEytfBIxkGL4Hc9MytDg3RVCaCJ2A0xIs\nLEs+RqP02nkdG2iHS6wC0SMsW7KReEzcfBOJcNLdkrO0WpCKw4GD8p7ttmgrrbqcc24GLBszOrZ0\nWPIaHVXdDMzqLrpa7evakaXcYPoKIkePHuXcuXO85S1v4ZZbbuGJJ54gkUhw4MCB7T6foqxgiXdW\nOisZCCxMuYNkJITmio4jpSU3NDjMZqFWw4+H5alsESan5M49X5RZknZDhPhaBfDEH8uOgN+UgJBM\nSDBJJCWAmECyDBPI9xVLUBiGdFpKXTNT8rjrifZSj8p7TV0hmDgiZ16vo+oaOop2ZCk7RV+ayN13\n383IyAgAp0+fJhaLUa/X+eQnP7mth1vO1atXeeyxx3jwwQdv6Psqu4x4QvSAVFo6k4aGJVC0W9Ja\n6zhycXXD+ZCLryIDfrZkHJYtbbqBgVRWNJWIDdUaeCac/UhAOgVEJINJxCVD8Tz5etuV97CQFuJO\nRzy1GqHFu+uL2N/pyBpd15V24JkpuPS6dH1deEXO1W71AkR3W6OpVVb9ubt6iAmbCnqDhte5FVG5\n8QzKVsm+MpHuZDpALpfjnnvu2fAbPfroozz33HPk8/klQeD555/nq1/9KkEQ8J73vIcPf/jD1zzH\nJz7xCQ0ie5CtLLUsnyexWHAmIRKVFt+ZacjlYL4ChNnBxGERug8chnabWLFA2yDLrJpVmQ25/Dok\nY5J5BEas3YMAIkY0j1gCarPyXtVAXIIzuVArsSSITU+LkP/fz8GlV2HssLj9ZsKsyRixpQeYuooZ\nGcOKxiRw1GryWrZDkOms+F0Zx5EMLAAL02sP7rcjS2ZqKmyZyaOyKQYpc+x7TuSFF17g5ZdfptVa\neofz0Y9+tK/vf+c738n73vc+Hnnkkd5jQRDwxBNP8Ad/8AeUSiU+//nPc/LkSYIg4K/+6q+WfP8n\nPvEJ8vl8v8dVbgD9Bobt+B9mydrcWgUrmZAyjzEQBJh0VnSTQl5acpMJrEgEM3FUAg2GWCpF2/Xg\n4gWYLsP8VDgD4kO7KpmE3xEDx1ZTzt8I96sbXwyAkxmxUWk1oDEPs3PyeH1e3qfdlmxkZEyCkYUs\ntMqkpRSXL2AFgdjXx5OS6dgRCDwZoCyW5GfsLOghplmHZHpJWcvO5NYd1OwtvgoDlWk2CUZG9+zF\na08zQLM8fQWRr3zlK/zbv/0bt9xyC7HYwg9qWf3P2p44cYLJycklj3X3tHcznTvvvJNnnnmGj3zk\nI/zv//2/+35t5cazocCw3f/DrHIXbsUTYhE/NyMLqML9HFY8gfF8qFcwvi9Zy0hL5kRSOZibk46r\nSFSCQbsrpsdFJ+mEAnssEVqrWOLQ225CvSnieqslz4mnJLtp1WURVbYoXVy1mliqGKDTkkYBwMpk\nMc1mb3ASxyFwJRsxYRAznicZUnmaIJsF25G5E/royNqmxVfKJhigWZ6+gsi3v/1tHnzwQYaGhrb0\nzWdmZiiVSr3PS6USL7744prPr1arfO1rX+OVV17hySef5CMf+ciqzztz5gxnzpwB4P7772d4+Nr2\n2o7jrPuc3cBuOqdfmcfEnN7dvxWNE8lJprj8nEEuh5mdxjgOludhFYexY1t74QpKw5hWEyuR7L12\nUBrGr84DEMnme497uRz+ay9j2TaFIMD8xAnajkPrh44EEC+cTG83YNqVIOG5MtHeqEsmYZDnDA1L\noGrXJFuxLClltVuiOLquiOleB+JREokk7UweypdwIkWigUfM94jmJBC4nSYmFSeSycvvNfCI5IZx\nHIdiZZagVsUk43i+i2UMTjZDtNTf7zPI5fCdiOxbAexMlsjoxJb+Xeymf6PXYjecc7V/s8vZDedc\nj76CyPDwMNHoek6nG2fx5HuXa2U32WyWj3/84+u+7qlTpzh16lTv8+np6Ws+f3h4eN3n7AZ20zlX\n7O4oFLE7ssxptXMGASJcxxPYlVVE462is3yhVPjvadF7+rNlmJ+jUBpmbnYmnEK3pNuqOCIX/GRq\nQXi/8GNpI27WIJWEjgdxB4aGRJ/wA+j4ofBOKMQnJAg1ws2JyRQ8/xytn7hF/LpcH7fj4/oBjbYL\nzSaWZcv8y2xZZlqqFSiWsCpVho/fzEyzJbpMqyVf63TEzt7ziRRL9EMQiWIiUcDCisS2/O9iN/0b\nvRZbcc4t0/lW/JtdYCd/nxMTE309r68gcs899/ClL32J//W//tcKXeJ6/LS6WxK7lMtlisXipl9P\nuXFs1Cxxdw2/GTCW3LCY0OJ9bFx0jFmZIaHZFu+rZFqE8yuvSWAoT8mCq2gcMiUwtrQPm3DwMJ6S\nAGM50gXmVeUtfQ/SeTj/w9AI2MB8WcpLqSy8fgGTycrmxWKpF0C6flum1ZSylefLxLsfyJyMsVh1\nO+MabPniq33KIAnj10tfQeSll17iP//zP3nhhReWaCJwfd5Zx48f5/Lly0xOTjI0NMTTTz/Npz/9\n6U2/3mJ0s+H2s7sCQ/9YmZy0yEbECt7K5OTCnM7KxT/owIFDUqYaHRMzxpFxeP5pOPgGsTFxbNkj\ncvAIEMj625QjdiP1BrSqElzsqAj72GLREk9BJNyT0m6LZpJKSUZz8YJsT8wUYOIQVqcjgnqjgZk4\ntBC4nYjsQrFEN+lqIsoNZICE8eulryDyta99jd///d/np37qpzb9Rg8//HDPwPGee+7hYx/7GO9+\n97s5ffo09913H0EQ8K53vYvDhw9v+j0Wc/LkyRXbGBUFFvaZO+k0VjwJgFWvi2njzLQEDLclXlvG\nyMVh8jLceju89AJE02GnlS0WKcZINpNKS6kpkxUx3/NlXiRfkEwlPySBo9WRstTIKORK4X4TpBw2\nFTafVDIY24FWDbIFrFqFIFjIJIKuieM2T6frFPwaDJAwfr30FUTi8fh128Dfe++9qz5+2223cdtt\nt13Xa6+GZiLKtbCjMSK5PHbHFaHZiciQ4sRhCQqFA5JR2EYE8yCQuZPxw7LoKpORLqrXX5IuJyyo\negteWvEwoFgRKWXF4pKZWJbsejcBjI6H0+yTgAO1spS2/EDMGtMZWd9rWfgmwJTLBKHh4o3IArVk\nszab3X0ziPQ1sX7XXXfxp3/6p8zNzREEwZL/diu6Y13pm3ASnGhMgkVhCCsal50jdkQGDutNeOVF\nmTTHSIDxPLFIceJyMalVw9cyMH1JLFGijrT7dneyG6SV2HPhlfPwP9+XNbuTlyRLqTdkAr7VkNKX\nZWBuBv/CK1IW28ad7Cvocwp+UCavN4quHhb6ykS6usdTTz214mt//dd/vbUnUpQbTPeu0mq3MJms\nOOvGw0n46py06Sai0ImAFU6aWwG4ATjhpHrHhVRGgkbbFS2kWQW3Ac2olMhiKYhaon/MzknprDgs\n3V8RW8wkiyUJIMXh0O/LlYHHg4ehPIuJx+SCfiPE8T5KNiuylZKK9vuNvoLIF7/4xe0+x5aj5az9\ny1p1/MWPg8y6+I1aL1CMl7IAACAASURBVGjYywTqwO1IGSoIpOyUL0hLrY94acVDb6xoFBIpaQ2e\nmVmYNWnXJLjEwpW6cQewwbjgJKTMNXVFymSeC/kSTE/B8ZulU6xZk/dMpjCdtnzuRiGeIsgs8szq\n7iLZYu2ir5LNMoHZtJpb8t7K3qGvINI1X9xLqLC+P1mrjr/4cVOpgA0+I/DaK+IIXKngJxMLnVqV\neZkbiSclizAWdBrShdUMF1FF4xIcvLaUtlqNsHwVSDtwPCGlMN9Ii/DohASVTBq8eSldxWNiynjw\nuLTsJuNQnpYdKdGYfDSWlMGc0Pm308RcfBXiSaxkovfzWGHmsJXaxbray7JsxUokrzn3oAwefXtn\nKcqeYK3Wy8WPB54EgU5bLtyNerj61hNzwsq8dFrNTEt2MTQqIrdlZNjQHpIOK4wEjnL4vEwGRg+I\nOD4zJRpJ4ILxwh0kFuSzknWEVTBiUVmY5bWhMLFg1Bi44CQlo4m0sUpvCD256lCviFaTTGOiIyLs\nB2Albny76YpsZYudCJTdjwYRZaAwtg2VOUwytInv1vEX3zHbjrSUxOJSjorH5W4/npDAASJi16sy\ntT4/A9jirzU3BwRyt50tQKMhA4lOHgoFGD0kmUg6Jy3A1aoEjeqclKhqNpTGIDcEGHleLi9ZimVL\n+cp1F0T4ygwc+wmZz4qnZAgxGpcg0QnLc+HP01u1e4PbTffqvJCyNQxsEFFNZP8RuB2Z90imZUBv\n0dbAxXfM3eG8SDoN4wcl84hEsBwHk0rJ57WqXKBzeRHCK1XASDbi+pKZxKNiZxKLiqhezENpWFx/\nfVcm3a++DhdflkzEdUU/adakvTeTlvbhXFG0FtuR74vH5bF4XLISY8QCHiNnmZ+XIDdxGNJZrExW\nfgHabqrsAAMbRFQTGSz6EsvDkpVtOZhoNDTsWmD5HbOVSGJ1Oph4HObnMXEXSqOig0xdlYt0PCkt\nt9gw05agkTAyVZ5Kijuw44i2cfAmGB6TC/1MWbIYJwKZfJhFzEiQ8F0JLuMTMDwq/lrGSGBwYuEu\n9iQkJkJtJoJfqcjjni/aTCQabnQ0GLez0BygAUS5wfQVRP7wD/9wVWNEx3EolUrccccdesFWto2+\nxXInIhfi7tzHOmUd02qK4WFtXmxMqvMSiCxLMhCMlJjicckSkil5TiIpf3YioalkDNIZrCPHQ1F+\nNmz1bcGR41KyunJRgoiTEtv4WBympkKtxJFFV5UqeC3x2CoOgbkIR94IzQbu5GUpX01eEnsWz5VS\n2twMdDqYYglrmaiu0+Y7y375/fc1bNjdBXLrrbfy9re/nVtvvZWpqSmOHz9OPp/nscce45vf/OZ2\nn1XZr6w19LZopSzNqtyZB6EdYR8dSlYiKRdiP5AdH+22XJQ9V/4cT0rZKhLDSqUkc/iJN8Mbb4Xx\nQ1CtS7YzX5H2XMQ+BazQaNGX7q2bT8ik+5FjItgbZMNiqwaTk+LaW6/B5OsSgOampcxVq8mf52cw\ngZEzZfPSCRaNhv5ZtjQHuB2MCTDlKRn+6wbY8ON6g4D7dWBwu9jo738v01cm8r3vfY//83/+D4cO\nHeo99va3v51HHnmEP/qjP+Lnfu7nePjhh/nlX/7lbTvoRlFNZIBYY+itK6ITmJ4wboX71fu587Nj\nMbnjf+VH4a71uXB7YV2mzDtJKX85EUyjDtEYVioN8QTmwo/FvqQyLwL77AwmEpFAduFlGRRs1kWc\nz+RgbCzcA+9KYCgMSzaSiEK9JcHLtsGOSbfV5BUJWuVJcfZt1sN24SSMTchzogkR8etNWZI1W5Zh\nxblZ2d3Sp0Gg2ptsA/vIoLGvIPL6668v2bMOMjty6dIlAN74xjcyPz+/9ae7DlQTGRxWG3pbIqJX\n5iEekwCywe4kKxLBHDgid4yxOExeBcuVMlVhREpd3ZbfWlUm2rsdUcYKS0seuE153ms/lg6vVgvS\naQkGxpIMww1X6h45LoOI8ZTMkHSaYr7YqkMSsGIwlBd335hoPX473CVy6Ih0g8Xj0ikWeJCPiqay\nyDoepFOrL4PAAb/g7UhZaR8ZNPYVRG699VYeffRR7rrrLoaGhpiZmeFv/uZvuOWWWwC4cOGC7gFR\ntpUVbaSLRfTSMAZLSjwb7U6KJ7CaTUw0BvNzYv3ebsmFuquJpDJSMkovWKKQTIpuMn0VIjHJhi6/\nJgHDCqvEczNhy25HvhZ1ZGnV4aPQzsisSTYJ89Oiw2TCXT3jh0Rwdxx5/Wweb2ZKZkOKJclYYMle\neYOF5Xm9Nl+rUFz4Pa33OxngC95OZVn9GjQOgm7SVxD55Cc/yeOPP85nP/tZgiAgEolwxx138Nu/\n/dvyIo7DZz7zmW09qKIsYfmk9CYvDnY0hp9OSwaSL0KtAtlcOI8RE13DdrCSoVgf/s8elEYx8YRk\nIhgJAoEHtUCyhZkpmeewbJlWh9AOpSObDVNpSGZES/F/KK8Ri0FhVFbuDo3BKz8U3aM2jx+xxOyx\nfCW0m8+IzYjvg+/L/pNMduVFq5+y3iA70u5glrXe/MyglBH7CiKZTIZ7772XIAioVCrkcjlse0GT\n73eNoqJsFetd+DZyh2cFAeTzWJZF0G0NPnzTQtYBq76PFY1hRselrGYCmS3JhrtDjt0iflqNipS7\nbKRtd3ZKPibTop9MXpS2YjsSaiRJOPYTMPV6OMwYDh0Gfjij4kL5qqzgnQm7ybJF0XNKoyv8vzby\n+xykElaP3ZxlDUgZcUNzIrZtUygUtussW4oK64PPWhe+Dd/hLbrQWJYNpdLK5y/63G/UJHNJpWQv\nejqNFQSYQzdJBhOLYYU7z00tIdbv1UPw0o/gTW+FuSnJMJp1sY23HRgakTmQQglefxkSGWhMyke/\ngz1xlKDRCLWbpGQf7aaUz+bLEPiSGenq2yXs6ixrNwe4DaDDhsrA0M0+jNvpuzMJNnahCdyOOO+G\n8yUmk1+wjp+bFTHd8xdeN5PDNBvSnnvirdI+nIjC+RdEKLcj4qdVr8s8iTHQcqE9Je3FM9Nw0xuJ\nAu2xA6HXV0OyGN+CdlUs5Bs1yGVl4yFgZmdkCn5omEgqs6W/573Gbs2ydnWA2wADG0SU/cXS7KOF\nsel76BA2cKHpiu7VigjcjYaI3cst0WsVfCzp7pqdlSn1VlP0ltmyiPVWRLKJ2jzgiJDeaUrJKpUW\ne5NuAIjGodmSxxNp2bhYcGAm7CQr5aV7bLYsz5u+JK9fmce/6fi+DyS7le0IcDdarNcgogwGiwcS\nk4nNd2utR7ebK5uTctTImNxRQq80YdotcQkOPDFthIXyU6su2YrvStZBOCwYjUpQMkDtqgjyxoOW\nL2J/PCord20Hhovi89VoiHYSBLJiN52WjKctMy1YFmDCFmUNIvuBnRDr+5pY///tnXmYVPWV97/3\n1r53d/VGtyCLkghRkKBR0AiCiITE5UU0MYmo4wou4/iMOjox86rRUQmYBIImioZo4vK4jKKTGaPB\nCCoIEn0BFVEQ2bq7eql9uXV/7x/n1u2tqrq6u6q6uvp8nidPqLrbqdvX37lnT4cQAjt37synLAwz\nYIQsQ3R0QI3HKVvL6SrI6FLZZAYqKiHZHZAaxuhv+KnvYTKTi0pVaHGPBIGUa0lRgepRFPdw1ZCi\nsDkoHmK1Uq2Iv50sDZMRqGmgNvRCUNNIh4vOKwSEv51cY7IRgEot6YMBaseSFGTdBAI0+Mrtyes9\nYEqYHEca55MBKxFFUfAf//Ef+ZSFYQZEqvAQdjsQCUE4HAV7+8rmKpBN5k4XWixC1eZC0pSLFXC7\naAxuMgmMGgV8aypQP4pcXK4qIK5QdpYkUcwFoEC51Uades1GatDYdID6aLU10xwSo0zpw0YzKRK3\nh2pXLBbK+BrmqIk4km0tSLb5yrp9SF7Qnj99LICl8MH6rO6sDRs2ZNymKErehcknnJ01guije2++\nyMlVoMkCg0kfHKUXJYZCpFxkE72+uSqo5iPQTu6sqmoaOCUZyXIxW6iyPZmEaG2mkbqKQspGCVBg\nvtVH3wlB5zaZKIPLaiNFpFXhq425tYIpNdREHMLXRH3EJAERiUCtqR2Wv6UYDEWwPqsSWb16NcaP\nHw+TydRrG7VWKF04O2sEkSVVMq9Bxhzy+oUsU+DcbAYgUSwjpLVwD4ep7sOgVZ4f/AQQcXJfxeLU\nWt5qJ1eU1UrxkQ5yhakeN5AAWRfxKF07HgPqRlPLFRXk7oqGKTAf6KD7Eo8BldUQbT4kVRVwe4ZX\nkD0WJSVpNNBnVRm29RTFotjZaFmVyKhRo3DJJZfgW9/6Vq9t8XgcP/nJTwomGFO+5Dt7JNPbV76C\njHrqsCxD6qMflaSqNLM9HAKsFup95TtCKbhWG1lJNhtlakX8tNAnYpRJZXV29vCSDEDzQRq963BC\njkUBlx2AoMywaIyUiVtzj6Ve9IQgC6i6loL4FitZN63a3PaONiRHjx0+isRipay1aJSKLc22orho\nmNzJGhOZNGmS3mSx14GyjEmTJhVEKKZ8KVSLbNlk7h1Iz0OQsau8UojiLdCC6OkUkpBlytoSKi1+\nsoEWebMJ6GjTRtkaqEuwbKJK9FiMFIlBm5TorCAXmFAAtxtQEkjYnWS9uCupH5cEUkptLaSUHC6q\nYheCvjMYaHaJyaLJn6CgvSxTttYwQTaZIXlraWJkVS0kdmWVHFktkauuuirzgUYj7rrrrrwLxJQ5\nxWz1kGNFcFbLqIe8kqpmbC3SrbNwh+aSioTIsvBUAZURTQFVURzEValVrSdIKSQTpOwcDpo3ctR4\nsjgkCTZvLYJjxtGFvt5HAfpQSBt+lSAFo4IsEpsd8DUDNfXUil6S6XckaBIiGsfk7RbnymCsT9lk\n5kr8EiarJSKEQDgcTrstHA6XfFyEKUGKmD3SLe02g+XQp2XUH3lTAX6zGVJ1Nc0RqfACJhvFMqx2\noPForRtvDVA7CvDW0QLp8JCFkFDIbVNVQ4H3xjGA0wl57DGQTGZyQ40er3UXdpCbJxEhF5fTRd83\nHSSL48vPgFiYYgreGsBsB6rrIalqUbOcRtKAppFIViWyfv16/P73v0+77bHHHsPrr79eEKGY8iWX\nhT3f18taL9KHy6tf8vZQOJLTBUPtKGD8BMrSqm+EFI/TAt/m0+IXNEwLThddx99KXYPtDuCosWRV\nVDfAZLd3LsA1taSAzBbqAlxZTQolNduk4WjqzVVZQy4yl4v2bTiKlFkOi3leJx0OQe0CUzyyKpEN\nGzbgwgsvTLvtwgsvxN/+9rdCyMSUOX0u7MUkB0sjV3kzKRyD3QlDfSMNwBIqLeJONwXZa+opWByL\n0Nu6zUnNFIUKyWCAVFEFye2CUBIQQT/Ega9oGFVdA7nL3G5yhZlNdN3qWkr7bfXR+TxV1OK+opoU\nTCRC44S7LOY9FUbeLYcs95jH8g5/ssZEWlpaMGrUqLTb6uvr0dzcXBChGKZY9MzsAgA16B9w5li2\n9Mpu6b/xOFkmqgpRUUEB9nojzXtPNVms9NJY3i8/R8goA62t1JTR7aZMLpudzldVDYRj5NpqOkCt\nUAwyNXRUFHKnxcL0G0N+IBqFqKyE5HSnzWDrajmoQgV8zVC9NfpEyf7GNgqdPccMLVktEVmW0d7e\nnnZbe3t7t5kipcYHH3yARx55ZKjFYEqcrosigIL67iVVpQC42aI1YmzVs75Q5YVU4QWqtMmFtXWk\nQHbvAlqboX7xGaX0qgod99WXmtwWCqwnosCWt2l/RRvDK8lAy2FKLz70NQBBVolBAiw2WrA1hSEU\nBSIWgQgGdMtBjcdJScky0N5GLfAHeH8KlT3HDD1ZtcDkyZPxyiuvpN326quvYvLkyQURKh9Mnz6d\nq9WZrKjx7m4bEQwUdlGzWCFJMsU7EnFtHgldS1LVbj25JJMZOLiPJiEqCiSXhwoJwyGyYjxuCpZD\nAjqagANfUbfglmZSHB2tNN89Ne1QkoHmJrJWBA23SoaDEIk4hD9AM+CjUXKrAeSW05SebDbT/fB3\n5Pf+DEGLDib/ZHVnXXzxxbjjjjtw4MABnHLKKaisrERbWxvef/99fPbZZ7jnnnuKJSfD5B0RjXRP\nNwYtZvkaEtTT9dPNrVOTmogo9Gt1dYWpQT9gdwFHDpOlkFSost3lIWsippBFY7IAkAGDEZBU+g2q\noBqR0WMprdfhpliLbKACREMF0NZEg7Vqa6n/lmwEnC5IRiMQi0J2uqF6a0i5pmR0e4BQKG/3J52b\nqxxmjo80siqRhoYG3HfffXj22Wfx9NNPIxAIwOVy4fjjj8cvfvEL1NXVFUtOhsk7ktXWTWlIFZW0\nIQ99h1L+fiFUoKUZydo6GOzO7ooi5U5Kcy0hy1TVXjcK8DXBMGYCEvEoNVm0O7SLqMAx36SJidF9\n5CozdQDROFBTBUACZDMVM5oMgDADikz/jsfJD5GIk2KKhEiBdFEOPRd5g8mcVeaB0O1+cIxkWNLn\nPJH6+nrccMMNxZCFYYqKbNayqXouivlYuGJRbe56h+ZKOgy1YUy3RTFbEF5vn5KIA95aWKuqEN2z\nGzCoFKcYPZZcXu1tEI1jqEeWEieLwhKlJo1xH+ByanUqVqo7CbTTJERJIteVw0W1KZVeqnLvoRx6\nyljQvkxlMnN8pJFViRw8eBCrV6/G/v37MW7cOFx33XWora0tlmwMU3AKtiharBSfkGRyLzkc/VsU\nteFXsNO4Xara9pISUBTqamu3U3GjyQF14iRSLrEIxU3CIU1ZyDQFUU1CstkgZIkywCJhskDafEBt\nPdWv9HjzT+daKqi7qUxmjo80sgbWH3/8cdTW1uLGG29EZWUlnnjiiSKJxTD5pdj1CLLJDNTWUWaT\nyw1JknsFjrPJ1LPmxODy0Njb9lZaxFuOQCSTemBakmSKgVRWU3wkqWixEDvNFnF5IADAYgPsDkje\naurt5akA4jHKzGrz6fL0rBVJhoNINh2C2PsFZY0VIHut2IWoTH7Iaol8+eWX+O1vfwuz2YxJkybh\nxhtvLJZcDJM3hsrXbrA7oTaMSfvm3lUmEfQjaaHBU5lcSbLZTKm5Nge5nZJJavde1wAR9JNCALT+\nWUYqMjQZqXLdaqMsreZmfXSusNjp3B3tZK1IUSDZBlFTT+N/jUZIXWtFDn7d2edLTUBUVkMqgLup\n2G3MmcGTVYkoigKzmf6gVqsV8ThXlTLDkCH0tWdcFLvUZyAYJBeVomRXcFXVlGYbClHWlWyAcIUg\nKUk616H9FER3ekipJBIUQLc7tfTfg6QwwiFg9DhI7hqI6jqqP0lq43wTcS1w3yVTLRIixWWzU4+u\nZFIvhswVzroqX7IqkUQigWeeeUb/HI/Hu30GgIsuuqgwkjFMvihFX7smE0IBIBok6yAWAYKGjB1r\nDXYnktV1QPNhavtusQAHvoKorgUUQcH0cBA4cgSwWWgkr9UEHDlIFevxZOfsd3870DAaksXamUXW\n5tP6b/XIVKvwUjqwmtDiMCagti5nZcBZV+VNViVy2mmnwefz6Z9nzpzZ7TPDDAeGYmRoLjIlHQ5q\nuCgZSDG4nIBshOqMZ5RRqqyC6GinCvVQiBSJX2s7LwvAaAGMEdrmFEAgSplYiQQpLIeb3FvuCghf\nMyRvDRU5xqIQFisQCUO4XTCkAukApPY2CI+H3GcuD6RKb//uYQZLsFe3ALZUhiVZlch1111XLDkY\npqCUoq9dUlWgqoaUgiQBFjskm7Vvd5vVQqnD8Shg0mIfSgJQJfq3002DqppSExWttL12FFkgMJFl\nMKqR/r+ikhby5iayVNrboWrFkSLo1+bCG2gfk7nPDK5epLEEe8aEoIJ+O1sqw44+60QURYFRC9p9\n8sknUFVV3/aNb3wDBoOhcNL1YPPmzdi2bRv8fj/OPvtsTJkypWjXZpi8k3Jp2bX0Xy2dN6u7LRaF\n5HRRZlY4SK3eEzFNCVmAhAAMmsupqpq6+8ajNMsEgr6PhCmmUVFFzRxjUYhEglqfqCogyxBGI5Im\nI+APANEAxVQsFkCoULUEgGQ4SIrKboeUat6YhrSV6UF/p3WiKADA9SHDlKxK5H/+53/w6aef4vrr\nrwcA3HPPPXC5XACAWCyGH//4xzjzzDNzutDq1auxbds2eDweLF++XP9++/btWLt2LVRVxZw5c3De\needlPMfJJ5+Mk08+GcFgEOvWrWMlwhSMYgSCU4urFItCOF1kmfR1vZ6KR6hAIABUVGi9rmq0BVib\ntX7gK1IaLYdI0UQigJ0q9XHkawjTeEhONwXbg37qIByKUHt5hwtQouTTEkkK1sfiEEE/VKebXHBa\nQaWw2LVuv+njOb0swa7WidEIqOjWAiYTHKAvPbIqkQ0bNuDKK6/UP5tMJvz2t78FAOzduxe/+93v\nclYis2bNwvz587Fq1Sr9O1VV8dhjj+HOO++E1+vF7bffjunTp0NVVTz99NPdjr/22mvh8XgAAC+8\n8ALOPvvs3H4hw+RA2m6+BQ4Ed72mIcfz91Q8aPWRCwqgAL27AgYtayrZ5qOMKghgzARyaSlxqiMx\naiNnbbQYJ01mslbCQT3zCxar1rAxSUF6m4OmLkIiuW0OavbY2kr7jRmHZNNBqAbtt2RZ7LtaJ1Jq\n3HAfMatCBuhZOQ2crEqkqakJY8eO1T8fddRR+r+PPvpoNDU15XyhSZMm9dr/888/R319vd6Da8aM\nGdiyZQvOP/983Hbbbb3OIYTAU089halTp2L8+PE5X5thstFzcepaI9Ff90qui9FgFsSe/bfEQZUC\n9EYLoCqdRYCxCKXjygZK4a1rBOxuIBwAvDWQTBaKnwDkqlKSpGhEEmhtodklTicgV9C5JImmLjrJ\nG4E2HxU/Nh+i1vM+JxS3C0I20nwURQGMRqje2oyKpGeAPes9KFCqNmePDY6sSiQajSIajcJqpbez\nu+++W98Wi8UQjQ6uFXRrayu83s5cc6/Xi927d2fc//XXX8fHH3+McDiMw4cPY968eWn3e+ONN/DG\nG28AAO6//35UV6c3sVMYjcY+9ykFWM78kpIz6e+AMBtpcRICAhJkJUHKRFEgVVZTsV8fqPE4RFsL\nhMtJx7ndGY/reU3JZIHB7elT1nQkzCaogSrIVhskk5GUAwBhboBIKFCjEUhWKwx2J4TBQN2LARhc\nHshmM9R4HMlYGInGBoiQG4hHIcxWGCFgHHcMydtyBKpsgNHu0I+LxSNIhINQbQ6ooQ5IRgGpoxXO\nqloYjQZINitEIgHZbIIpg5urP/dMdbtp337+Xfq6n/39WxST4fDfUlYlMmbMGHz00Uc4+eSTe23b\nvn07Ro8ePaiLCyF6fSdJUsb9FyxYgAULFvR53rlz52Lu3Ln655aWlqz7V1dX97lPKcBy5peUnN3e\nRJUkZSsBQCBIb8d+f07nU4N+GjKlLUaIUEv1tPumuaYcT2R8K+95T3u53yJRSuPtKn/X81ts1Mbd\n16RbCFI8oe8nhAo0NQNKmLK8nDK1ot/3ZedgqtYW4KixkMxNQEUlhGSgPlyKAoSCQCQBQ/UohPbu\nASABlVUUWzGYYRDp/7vuzz0DKOzT379LOrrez0x/i1JgKP9bamhoyGm/rL2zFixYgN///vfYvHmz\nnpWlqio2b96Mxx9/PKcFPRter7db3YnP50NlZfoMj/7Ckw2ZXEnXs2lAc+D7MWRJNpkhHA6IWAzC\n4eicpZHD5MCe+wHoda50v0kE/Vp1fAJoa4M4clAfxCWbzTRbpKIG8HiowFBNdioQRaFU4VBAH0hl\nsDuBxjFUEV9ZB1RV0UugABD2U3W72drp/hrkPUvdt37/XfqAe3YNjqyWyMyZM9Ha2opf//rXUBQF\nbrcbfr8fJpMJixYtwmmnnTaoi0+YMAGHDh1CU1MTqqqqsGnTpry1nZ8+fTqmT5+el3Mx5U8+6kj6\nU9SopsbiWixAKNQ5pyMXn3+P/UQwAElRup1LVySacqI3foUC44pCi7zNCsQiECoAG01dROMYACCF\nE0lSzOTrvdTxNxoFquu713pEQqRUVBUItiMRi9B897pGUj6aVZFpbn2pFIKWYh3RcKHPOpHvf//7\nmDNnDj777DN9KNXEiRNht9v7daGVK1di586dCAQCuOaaa7B48WKceeaZuPzyy3HvvfdCVVXMnj17\n0C4yhhlKcl6M0imMHNqzqIk4RCJO7isbvcXDaOh1LlW7hpBlUlZGA2VxGa3UhNHhBhw0yVAAJHOX\nRVw1mal2JJEEqmspTXjCNyFZrboySLb5qHgxHgNkCYjHIUxairDZDlTVUs3Jvi+o95bFBrWmd5Bd\nNpl1edXUPWSGDX0qEQCw2+2YOnXqoC500003pf1+2rRpmDZt2qDOnY4PPvgAW7du5TnrTFHJOdMo\njcLo66085caSjAYIGRCQIFVUQgIorqGdS1hkSCkff0cHhN0OWTICFiu1NoEbiEVIgcSiFC/pIa+Q\nZc2VJVEa8eixgBKHCKtAOIQkQHIm4jTLPdQBOCthcLoAKaj16EoAh7+mtGFJAqwOCJutW+NGNRHX\n3GwB2idLNle/7i9TNHJSIsMRdmcxxaY/qaKZFEZWS6aL9UItSEydlkOXc0ldOwRDBQIdEFXVemPF\nVPxFbzcCQTGYLvLqkxXbW6nyPR4j6ycWAhSVXFZGCy38Thd1B3a7Iblc1LfLU0WKQSQByOTaisdB\nAZMe9yvYAfhaqGASMim6NE0oORW3NMkaWGcYph90XeRTLqos9DtInCUI3e1cFitEJEptTJQkYLbQ\n0t1l0ZVNZhqvazRAhEMQ8RiEr7kzmG/RYiQVVRTvENAKFQ2dCqG9GQj5aSRvXR1QXQejyQp4vFSF\nbjRTYSMEtV4xm3WZ1UQcwtdMWWGSTEopHu8sZszD/WWKQ9kqEc7OYopOPzON+kuuWUSyyUzxEm2K\nISQJgNRrf91lFQ5R8DyZ1LPCOq9lIqvAolkdgRDgO0KKJR6ndFsIakVvd8L0zW8BNTXUo8vpANyV\ngMtNnYpdHsDf5uQ96QAAIABJREFUThMSDx8AomGgpYmUi0mT1ebKnM1V4Pubjb4mYxZ7cmYpwe4s\nhskTxcg0yjVwLzndZI1EAoCQAKEiCXSbntjLZQXR+YafukYsSkH1Dj/1yYoGAauD2tY7NAWlTU+U\n7A4YHU5I3lq9qaMEQcrKYKR2KpEkVb9HIuS+kmVSSOMn9Nk7LF/3V03EkfR3dCrLHPbP5kYb6W62\nsrVEGGYoKEQdw0Dl0K0RhwOIxanGQ7M0KMsrQbUgKZeVydztDV+vKwn6gaYDpGwqqqmFSlIl5WQ2\nAyYLYDRBJOJQ43HdpQYIqkNJxElpCJC7ymIFlBhw+CCQjAMOFwx2Z073bbD3N7Xgi0Qs9znxfbnR\nRribrWyVCLuzmJGO5HRDstjITZVavFPzO9rbKKCuglxWo8dCsjt6uMkkWuRjMaoxiQbo32bNGrLZ\ngGgMiIaoH1cigWTTQXJX+Zqogr5Dqyp3uLVW8hJZL+0d2v/7yRrpQkFdQwNZ8Ptyow2hm60UYHcW\nw5QpuvsnaKDGiUajVldi7FxIbdqgKbuz1/GS0wXRYqZYxegxpEBkCXBU0XeHvqYCxHCAgukJFUoy\noc1hFwAEYDGRwjGZqTDR7QH2fk5pvg47WUqRMOChThW6pRCPAR1tSDaOIeWWr7TeVGp1Dm3ne93H\nDG60UimYHCrKVokwTLkwIB9+10W3shqqM96ZAgx0qyvJtJDKJjOSjUfR3BCbg1xfsnZMoJ1qQSRQ\nxlbITwoj7qAYSdN+OkZJUFuUcLgzyO9wUvt4swmAEWjs0uwwFiUFcuRrcn99vA2irp7O1UcNSS7o\nrfRNln61OOkrFjWSK95ZiTBMCaO/mZuNvWo5su3fM8jbc5HL9ObcUwEZ7E6oDWO6facm4hBQKbMq\nGqEaEmclVaRb7cC+L+j6sgzUN1JMRAhSNPEEBdnHjANiYaDCSz24UlisQEcbKZCglvn11RfA0ROQ\nrYYk471IY8HIJjMMbk/JNFkc7nBMhGFKmf768HPcv2uAOhWDSIaDaRtApvYFqAeWSMTpTb6mnqYk\n1jYCjUcBtaNoXLbVSjGUWIRSiIMhskgOfU3xmaQC2GyQKmsgdaleT10LjWMok8vp0iYsOvuuIelB\numaWIzkNt5CUrSXCMRGmLOivDz+H/ltd6Wa5+NshbA7IklFv7KiaTJ3ZWqk28rEohMtDi3zAobm6\nqMu37KkEmg5pLVFiFDOpG0XHOVwUj0llg3m9aa0gye6AOG4qjfatrqVaFLsdkIxAIo5km69bqnK6\n3yR8zYAsd/ktfkipPmORSMYxvkz/KVslwjDlQH99+P0O8nZtBGlzAOEwhMlENSYyAAhNiankXjIa\nyKro6KCgvMMNWLVCQYD6ZEWiFID31miz3A9RID3gJ6tCSQIOB4SvGUm3h1xmXZSZCPop4D6WakdE\nTR0F9YMdgL8DkAREJJK2maN+Hq2QUq30UuV9l2QCYewczMUMHlYiDFPi9NeH368gbxfLRZJkiNo6\nshISCSAegzAolNUVimruJNCC7PLQNYxGSBYrNXKMJaBIgmIdKoDDB2huu0NTMFYnxUNiYaDdRynC\nHW1Ijh5LyiwWARQD9d5SFGpvX1EJg8kMVVUhJJmUGEBB/TSt8kXQT+exWElxqSqE2wXEYlqzSUrH\nlaw2is8wg4aVCMOMYHpaLgYtRoKgn1xRsQiEzQVUeYF2rZ282Qap0ts5SCsWpRiIEoCcAC3shgQt\n+EIAZitlYtnt2vRFWrwlWaZq9q/3ATY79dcKh6h4UXZAxCJA0EjKwGIl5RXVlJnZ1qseQ021yI9F\naD+nE3BX6K3whdYCTKqoHPBY3W7X4m7CAMpYiXAreIbJjV6WSyxK1oXBSAuljeaz64OzLL27DicT\nca2C3UL7eNykWFSVXFAuNwXZa0YBcQUwACIep5G73moar2s0AhY7pRJHgnQ+o1FPbVa9tVoreyl9\nTCQWpbnuJiN1EE4o5AbrWRMzyEV/pLc56UnZKhEOrDPMANFcXJLRCMCmTyfM5iaTnG6IWBSS1QE0\nHE0t4FVBKcCeSmq26HBS7MSTmgHfSgrEZAU6DlGA3qC5ygT10ZKMRt1tlap56UtuCEFpxw5nt8mN\nuRYX9kmuEyhHCGWrRBiG6R9dXTToR3BeP85dAWNFJbVaAahvVrCDWr3bHAAEpdxGI0B1HcVE2lu1\nWex2UjB2J2AydWZS9WPh111zvmZygUkSZYVJMkQsBrg9MORjse9nBhxQ3u6vsq0TYZhyoWvFeiGv\n0bWuAkCfjQ7VRBzJthaI5iZAmxkvWW16caPkdAGqRBlb8QQt6AGt4PDQ1xRAtznIbWUyQvJUQpJk\nSE53ny3vM9V8yCYzpFRWmL+Nmk62UbaWFArl5R7m2pK/q6zp6m/KBbZEGKaE6W/F+oDpp4tGXxhj\nEXIZmag3V9fUWREMAEqU4iTBDqrzcJFrDKEQIBQqTPS4AVdlrznvma6fDAf1VixSppiEqpBbK5kE\nDADaWyEcLsDXDNVb03kefwdZKFrVfK4WQ78y4Mrc/cWWCMOUMsVqM97fTrSaXJAN1BcrFOhMndUR\nZGUA5NKKxylrSkkCbjfg8lKfLZsLUmVVTi3e1UQcaNKGYgX8VL/S5Z7oyk2SaeRuLAp88RkF7rsM\n3oq3twL791JTyP17kQwHC2cxlHmX37JVItz2hCkLirQA9ddFo4/gjQSpNXwyCeFwdEudlZxuSrMV\nAhAGoLaelIbbA6n+KEgNjZAqqiClKRoEMrisYlFKFRYqFTRGQt3vSUq5QVDH4EAHUF0PtLdQ9pcS\nhxAqkl/sBmQJkiyT/P6Oginsft/bYUbZurM4O4spBwbadXag18rVzSKbzEjarOQ2cmtZVFrrk677\nqN5aakHicEE2myHs9u5ptllal/RMowXQOUjL6SELqKau+z1JZWiZzFR3Ul0PBNtpGmMkTDGZQAgY\nMxrY9f8gqryURVbXoLWr71/APFfKuctv2SoRhikXSrXrrOR0a/NJMi+6pEhqKK7TjxkePeMIqd5X\nklY0CIsJUuPotLM9kg4HWRaN46hexGTSxvFqqcYmM8wVlcDosfR9Y2NnTGQEzwUZKKxEGIYZELn2\n6RrQ0KaeabRa7yuhaN2BkwqExQq1RxBc1bLEYLGQG7BW67sVi1ABpdEMyIAQQu9E3LNNfE+LIZ/p\nueWY6stKhGGGGaW0EOXqpsl1v0y1KhJAqcT+NmrJYrUD/jaImvruGVo9LBhJVSFXejs7BGuFk7m6\nB/NZnV6ule5lG1hnmHJkONYc5DrHI1utimwyU9W5JFEr+dRc9kS8exA8QyJC1/kpunswlwU8n8H2\nYmXaFRlWIgwznBhmC1G/lF4fv01yugFPBQCpU4mYzL2URV4zobooJRGJQmjDrQZ7rnJK9WV3FsMM\nJwbQcmNI6U+hXR+/rWcTRlgskFQ17fjbfGVCpeI5IhgAZOjz6QfiihpQbGgYwEqEYYYRw24h6ofS\n65ZZ1aXPVa8YUI4z1rsymDiSbDJDNZkgEnGIcAgwmSENsOq8HFN9y9adxcWGTLnS1b9f6vTHvZTK\nrJIsFr3PVT5iQPk4h9AmJSIeA9p89JkBUMaWCBcbMkxpkPPbdxrXl0gkKKUX3dvC94t0LrUspLNa\nJFWFqPSSInK4yI3GAChjS4RhmNKizyytHoFnIcudUwr9bdRmZSDB6H4EtLtaLaK5Ccm2FvrOYqUO\nw3YHzWwvk6B4PihbS4RhmNIhlxqJnvEeSbMGuk5YHIgLr19xJM1qEYpCNSkBiYZteWv7NWNlJMGW\nCMMwhSeH1ORebiTNgpCMRhp0ZbHmVG+SjpzjSNo1EQxQUaPBAASDEEH/sIpFFRNWIkxZk2uhG1Ng\n+nAppQt+dw3KC4eD2pkUuMhSv6bRRGOBjUZAEtCSe5k0sBJhypbhWN1drvSZpZXBUkm9/Uuq2mt7\noV4QZJMZUn0D4K7snHfidOX1GuUEx0SY8qXMJ8oNN7JmafVVT9Jju7DIkArYh0o2maHW1JZMj7Ke\nlFT/tCG9OsMUkjJtM1GO9GWp9NyezjJJx2CslVKNgZSahc2WCFO2DLvq7hFOX/UkXberQJ+V8OXa\nNbfULGy2RJiyplTfJpnBkVMlfBGaVeYzLpPzuUrMwmYlwjDMsKTPF4Q8LLbZFvZ8upX6c65Sm9k+\nrNxZX3/9NV577TUEAgEcf/zxmDdv3lCLxDBMiTJYd2af7rA8uZW2vCfhuT9aIIk6/J/zA5j+7Viv\nc215T8K7Gw04dWYSJ50iurn2em4DgD+slfH6qzacszCCn15W2BYtRVMiq1evxrZt2+DxeLB8+XL9\n++3bt2Pt2rVQVRVz5szBeeedl/EcRx11FK666iqoqsrNFRmG6ZNBdc3tS0nkoS3/lvckLL64FvEE\nOYWeXV+HZ9Z8iulzrN32ufhHdUgkJJhWCfz56SO6ski3bdcuCbffWQcAePs9N4AjBVUkRVMis2bN\nwvz587Fq1Sr9O1VV8dhjj+HOO++E1+vF7bffjunTp0NVVTz99NPdjr/22mvh8XjwwQcf4KWXXsL8\n+fOLJTrDMCORXOabDDJx492NBiQUGalixoQi492PKnHyfNF9n4SEpCoBCn0+6RQl47Z3N1m0IyUA\nAq+/asNPLwsN5A7kRNGUyKRJk9DU1NTtu88//xz19fWoqyOtOWPGDGzZsgXnn38+brvttrTnSXXn\nve+++3DaaacVXG6GYUYmXZWEsMiQYlGo2vdd9xlMZtSpM5Mw/VrVLRGTSWDGd9Pss0oACmAyCpw6\nM5l1W0VVRLNASBGdszAyYPlyYUhjIq2trfB6vfpnr9eL3bt3Z9x/x44deP/996EoCk488cSM+73x\nxht44403AAD3338/qquzD7ExGo197lMKsJz5ZbjICQwfWctRTjUeh2hrgTAaISkKJLcbsjk/wexz\nFgJ/eT2GPz5J7qYfXypjxumda6LRaMQ5C714fX0Ub7+l4ruzu28/ZyF6bTtnIeC0h/HSi8B55wNX\nLa3Ki6yZGFIlIoTo9Z0kZe5RM3nyZEyePLnP886dOxdz587VP7e0tGTdv7q6us99SgGWM78MFzmB\n4SNrOcqpBv1AIk6xESGASBSy0503WSYeB/zf+zs/dxUrJefE42i/nttTx/fcdsFF9L90++dKQ0ND\nTvsNaYqv1+uFz+fTP/t8PlRWVubl3DzZkGGYvFBidRmlxpAqkQkTJuDQoUNoamqCoijYtGlT3qYR\nTp8+HVdffXVezsUwzMil1OoySo2iubNWrlyJnTt3IhAI4JprrsHixYtx5pln4vLLL8e9994LVVUx\ne/ZsjB49ulgiMQzD5MRgA+jlTNGUyE033ZT2+2nTpmHatGl5v94HH3yArVu3sjXCMAxTQIZVxXp/\nSKUCM0y+KaU23Awz1HDvLIbpB6XWhpthhpqyVSKcncUUhCJ0hmWY4QS7sximP+ShXxLDlBNlq0QY\nphCMpEFXHPthcoHdWQzTT0bCoCuO/TC5UraWCLuzGGYQlNgIVqZ0KVtLhGGYQcCtPpgcKVtLhGGY\ngTOSYj/5ZCTGkcrWEuGYCMMMjpEQ+8knIzWOVLaWCMdEGIYpKiM0jlS2lgjDMExRGaFxpLK1RBiG\nYYrJSI0jsRJhGIbJEyOxZXzZurM4sM4wDFN4ytYS4cA6wzClQLmn/ZatJcIwDDPUjIS0X1YiDMMw\nhWIEjA5gJcIwDFMoRkDab9nGRBiGYYaakZD2y0qEYRimgJR72m/ZurM4xZdhGKbwlK0lwim+DMMw\nhadsLRGGYRim8LASYRiGYQYMKxGGYRhmwLASYRiGYQYMKxGGYRhmwLASYRiGYQYMKxGGYRhmwJSt\nEuFiQ4ZhmMLDxYYMwzDMgJGEEGKohWAYhmGGJ2XrzuoPt91221CLkBMsZ34ZLnICw0dWljO/DAc5\nWYkwDMMwA4aVCMMwDDNgDD//+c9/PtRClALjx48fahFyguXML8NFTmD4yMpy5pdSl5MD6wzDMMyA\nYXcWwzAMM2DKtk4EAOLxOO666y4oioJkMolTTjkFixcvRlNTE1auXIlgMIhx48bh+uuvh9HY+1a8\n+OKLePPNNyHLMi677DJMnTq1IHK2tLRg1apVaG9vhyRJmDt3LhYsWIAVK1bg4MGDAIBwOAy73Y4H\nH3yw1/FLly6F1WqFLMswGAy4//77iyrns88+i7/+9a9wu90AgB/+8IeYNm1ar+O3b9+OtWvXQlVV\nzJkzB+edd15R5Vy3bh22bt0Ko9GIuro6XHfddXA4HL2OH+r7GQwGsWLFCjQ3N6Ompgb//M//DKfT\n2ev4v/3tb3jhhRcAABdccAFmzZpVEDkBYPXq1di2bRs8Hg+WL18OACX3fGaSs9Sez0xyltrzmTOi\njFFVVUQiESGEEIlEQtx+++3i008/FcuXLxfvvPOOEEKIRx55RPzlL3/pdez+/fvFLbfcIuLxuDhy\n5IhYtmyZSCaTBZGztbVV7NmzRwghRDgcFjfccIPYv39/t32efPJJ8dxzz6U9/rrrrhMdHR0FkS0X\nOZ955hnx8ssvZz02mUyKZcuWicOHD4tEIiFuueWWXr+x0HJu375dKIoihBBi3bp1Yt26dWmPH+r7\nuW7dOvHiiy8KIYR48cUX08oZCATE0qVLRSAQ6PbvQrFjxw6xZ88ecfPNN6fdXgrPpxDp5Sy15zOT\nnKX2fOZKWbuzJEmC1WoFACSTSSSTSUiShB07duCUU04BAMyaNQtbtmzpdeyWLVswY8YMmEwm1NbW\nor6+Hp9//nlB5KysrNSDZzabDY2NjWhtbdW3CyHw7rvvYubMmQW5fq70JWc2Pv/8c9TX16Ourg5G\noxEzZsxIe98LKeeUKVNgMBgAABMnTsxZ9kKRSc4tW7bgjDPOAACcccYZae/T9u3bccIJJ8DpdMLp\ndOKEE07A9u3bCybrpEmT0lpDQOk8n0B2ObNRzOcTSC9nqT2fuVLW7iwAUFUVt956Kw4fPoyzzz4b\ndXV1sNvt+h+rqqoq7R+rtbUVxx57rP450375pqmpCV9++SWOOeYY/btdu3bB4/Fg1KhRGY+79957\nAQBnnXUW5s6dW1Q5P/nkE/zlL3/B22+/jfHjx+OnP/1pr/9AWltb4fV69c9erxe7d+8uqpxdefPN\nNzFjxoyMxw3l/ezo6EBlZSUAUjR+v7/X/j3vZ7Gez3SU4vPZk1J9PjNRas9nNspeiciyjAcffBCh\nUAgPPfQQDhw4kNNxYgiS1qLRKJYvX44lS5bAbrfr32/cuDHrW97dd9+NqqoqdHR04J577kFDQwMm\nTZpUNDnnzZuHRYsWAQCeeeYZ/OEPf8B1113X7Zh091OSpILJmE7OFC+88AIMBgNOP/30tMcN9f0c\nKIW+n5koteezJ6X6fGai1J7Pvihrd1ZXHA4HJk2ahN27dyMcDiOZTAKgN5Cqqqpe+3u9Xvh8Pv1z\npv3yhaIoWL58OU4//XR85zvf0b9PJpPYvHlz1reSlFwejwcnnXRSwdxumeSsqKiALMuQZRlz5szB\nnj17eh3X8376fD79bbtYcgIUjN66dStuuOGGjIvEUN9Pj8eDtrY2AEBbW5seEO4pY8/ns5D3MxOl\n9nymoxSfz0yU2vOZC2WtRPx+P0KhEADK1Pr444/R2NiIyZMn47333gNAf7R03X6nT5+OTZs2IZFI\noKmpCYcOHerlEskXQgisWbMGjY2NWLhwYbdtH3/8MRoaGrqZ2l2JRqOIRCL6vz/66COMGTOmqHKm\nFjwA2Lx5M0aPHt3r2AkTJuDQoUNoamqCoijYtGlTwbosZ5Jz+/btePnll3HrrbfCYrGkPbYU7uf0\n6dOxYcMGAMCGDRtw0kkn9Tp26tSp+Mc//oFgMIhgMIh//OMfBcsezEYpPZ+ZKLXnMxOl9nzmSlkX\nG+7btw+rVq2CqqoQQuDUU0/FokWLcOTIkV4pviaTCR988AH27NmDiy66CACZlW+99RZkWcaSJUtw\n4oknFkTOTz75BD/72c8wZswY/e0jlYa4atUqHHvssZg3b56+f2trKx555BHcfvvtOHLkCB566CEA\n9FZ42mmn4YILLiiqnBs3bsTevXshSRJqampw1VVXobKyspucALBt2zY8+eSTUFUVs2fPLrqca9eu\nhaIouj/82GOPxVVXXVVy9/PYY4/FihUr0NLSgurqatx8881wOp3Ys2cP/vd//xfXXHMNAPKbv/ji\niwAoxXf27NkFkRMAVq5ciZ07dyIQCMDj8WDx4sU488wzS+r5zCTnjh07Sur5zCTniy++WFLPZ66U\ntRJhGIZhCktZu7MYhmGYwsJKhGEYhhkwrEQYhmGYAcNKhGEYhhkwrEQYhmGYAcNKhGFKHL/fjxtv\nvBHxeHyoRSkIr732Gp566qmhFoMZIGXf9oQpHTZu3Ij169dj//79sFgsqK2txRlnnIF58+ZBkiSs\nWrUK77zzDoxGI4xGI8aPH4/LL78cjY2NAICDBw/iz3/+M3bs2AFFUVBTU4NZs2ZhwYIFkGUZjzzy\nCHbu3InDhw/j2muvLWhr9GLy0ksvYfbs2TCbzUW/9o4dO/DrX/8aa9asKdg15s6dixtuuAELFy6E\nx+Mp2HWYwsCWCFMUXnnlFTzxxBP4wQ9+gEcffRS/+93vcOWVV+LTTz+Foij6fueeey7WrVuHNWvW\nwOPxYPXq1QCAw4cP44477oDX68VDDz2EJ598EjfffDP27NmjV/AeffTR+Kd/+ieMGzduSH5jIUgk\nEtiwYUPGPkqFJNUaqNDnMJvNmDp1ql6lzwwv2BJhCk44HMazzz6LpUuX6i34AWDcuHG44YYb0h5j\nsVhw2mmnYcWKFQBosNDEiRNx6aWX6vs0NDTgxhtv1D/Pnz8fAGAymfqUKRAIYNWqVdi1axcaGhow\nZcoU7NixA3fffXevfZuamrBs2TJce+21ePbZZxGNRvHDH/4Q48ePx5o1a9DS0oLTTz8dV1xxBQBS\neI888gj27dsHSZIwZcoUXHHFFfqAoS+++AJr1qzB4cOHMXXqVEiShFGjRuHiiy/ude3du3fDbrd3\nayvy1ltv4b/+67/g8/ngdrtx7rnn4qyzzgLQaTnMmzcP69evh9VqxcUXX6wroUQigT/96U949913\noSgKTjrpJCxZsgRms1k/dv78+Vi/fj2OO+44bN26FYqi4Cc/+QkA4OGHH8af/vQneL1eXd6e1srS\npUtx1lln4Z133sHBgwexbt06dHR04PHHH8euXbtgtVrxve99DwsWLNB/0+TJk/Hmm2/iBz/4QZ9/\nO6a0YCXCFJzPPvsMiUQibQ+oTESjUfz973/XrYqPP/4YP/rRj/Im02OPPQar1YpHH30Uzc3NuPfe\ne1FdXZ31mN27d+Phhx/Grl278MADD2DKlCn493//dySTSfzrv/4rTj31VL2b6vnnn4/jjjsOkUgE\ny5cvx3PPPYclS5ZAURQ89NBDWLhwIebNm4etW7di5cqVOPfcc9Ne86uvvkJDQ0O37zweD2699VbU\n1dVh165d+MUvfoEJEybos0na29sRCASwZs0a7N69G/fddx8mTJiAhoYGPPXUUzhy5AgefPBBGAwG\nPPzww3j++ef1e9ve3o5gMIjVq1dDCIHdu3cPyJ21ceNG3HbbbXC73ZAkCf/5n/+Jk046CTfddBN8\nPh/uvvtuNDQ06P2+GhsbsXfv3n5dgykN2J3FFBy/3w+Xy6XPcAGAO++8E0uWLMEll1yCnTt36t+/\n8sorWLJkCa6//npEo1G9ZXcwGMxbV1VVVfH+++9j8eLFsFgsOOqoo/QhUNlYtGgRzGYzpkyZoltK\nHo8HVVVV+OY3v4kvv/wSAFBfX48TTjgBJpMJbrcb3/ve9/Tf+NlnnyGZTOKcc86B0WjEd77znayN\nPcPhMGw2W7fvpk2bhvr6ekiShEmTJuGEE07AJ5980m2fiy66CCaTCZMmTcKJJ56ITZs2QQiBv/71\nr7j00kvhdDphs9lwwQUXYOPGjfpxkiRh8eLFMJlMg4rBnHPOOaiurobZbMaePXvg9/uxaNEiffTr\nnDlzsGnTJn1/m82GcDg84OsxQwdbIkzBcblcCAQCSCaTuiK55557AADXXHNNt1kO3//+99O6dZxO\nZ7durIPB7/cjmUz2GkLUF12DvmazudfnaDQKAOjo6MDatWuxa9cuRKNRqKqqN9Vra2tDVVVVtzbf\n2a7tcDj0mE+KDz/8EM8//zwOHjwIIQRisVi3Tq4Oh0Of6AkANTU1aGtrg9/vRywWw2233aZvE0JA\nVVX9s9vtzksAv6tV19zcjLa2NixZskT/TlVVHHfccfrnSCQyqFkqzNDBSoQpOBMnToTJZMKWLVu6\nxUT6w/HHH4/3338/L51q3W43DAYDfD6f7irqOktisDz99NMAgIceeggulwubN2/G448/DgB691gh\nhK5IfD4f6uvr057r6KOPxvr16/XPiUQCy5cvx7JlyzB9+nQYjUY88MAD3Y4JhUKIRqO6ImlpacHo\n0aPhcrlgNpvxy1/+MuNsnJ4zLNLNtLBYLIjFYvrn9vb2rPejuroatbW1+NWvfpVxnwMHDmDs2LFZ\nz8OUJuzOYgqOw+HAokWL8Nhjj+G9997T38737t3bbTHKxuLFi/Hpp59i3bp1+qJ1+PBh/OpXv9Jn\nxiiKotdSpP7d9S07hSzLOPnkk/Hcc88hFovhwIEDec0MikQisFqtcDgcaG1txSuvvKJvmzhxImRZ\nxn//938jmUxiy5YtWYcKHXPMMQiFQvroW0VRkEgkdEX44Ycf4qOPPup13LPPPgtFUbBr1y5s27YN\np556qj6U6YknnkBHRwcAatuebTa7x+NBIBDo5moaO3YsPvzwQwSDQbS3t+O1117Lej+OOeYY2Gw2\nvPTSS/rf5Kuvvur2u3fu3Dkk81CYwcOWCFMUzj33XFRVVeHll1/Gb37zG1gsFtTV1eGSSy7BN77x\njT6Pr69jqMgkAAACGUlEQVSvx7333os///nPuPnmm5FMJlFbW4tZs2bpMYN77rlHjz18+umnePTR\nR3HXXXdh8uTJvc53xRVXYNWqVbjqqqvQ0NCAmTNn4osvvsjLb73wwgvxm9/8Bpdeeinq6+vx3e9+\nV7cmjEYjbrnlFqxZswZPP/00TjzxRHz729+G0Zj+P0Wj0YhZs2bh7bffxnnnnQebzYbLLrsMK1as\nQCKRwLe//e1ew5MqKirgdDpx9dVXw2w248orr9RrbS655BI8//zzuOOOOxAIBFBVVYWzzjor4wLe\n2NiImTNnYtmyZVBVFb/85S/x3e9+Fx9//DGWLl2q1+q8+uqrGe+HLMu49dZb8Yc//AFLly6Foiho\naGjQ5/bE43F8+OGHuP/++/t9r5mhh+eJMAyAP/7xj2hvb8eyZcuKfu1/+7d/w1lnnZXRVef3+/Gz\nn/0MDzzwQJ/ximIUB+ab119/HT6fDz/+8Y+HWhRmALAlwoxIDhw4AEVRMGbMGOzZswdvvfUWrr76\n6qJce+fOnWhoaIDL5cLf//537Nu3L6srx+12Y+XKlUWRbSg455xzhloEZhCwEmFGJJFIBA8//DDa\n2trg8XiwcOHCftWxDIaDBw9ixYoViEajqKurw7/8y7/kLX2ZYYoNu7MYhmGYAcPZWQzDMMyAYSXC\nMAzDDBhWIgzDMMyAYSXCMAzDDBhWIgzDMMyAYSXCMAzDDJj/Dx3ruXc7xPmjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1eb8db3b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GPC1 r\n",
      "   Number of flagged objects: 3\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAF6CAYAAADYomUWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1ebb121da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GPC1 i\n",
      "   Number of flagged objects: 2\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAF6CAYAAADYomUWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzsvXuMXHd5//86Z87cZ2d3dvZmx3Yu\nzqV1CkTGojShkNgOSYMQBIWEQkvTCEiCuESiEre0gJrQqPpGBEKc5koLlDagBiqgtMgVBEGUEse/\n0KQOJIbcbK+919m5X86cz++PZ3a9673Nrmd2d2ael2Stz5mZM0824/PMc3s/ljHGoCiKoiirwF5v\nAxRFUZTWRZ2IoiiKsmrUiSiKoiirRp2IoiiKsmrUiSiKoiirRp2IoiiKsmrUiSiKoiirRp2IoiiK\nsmrUiSiKoiirxllvA1bCL3/5Sw4ePEg6neaKK67gda973XqbpCiK0tFY6y17sm/fPg4ePEh3dzd3\n3nnnzPmnn36ar33ta3iex549e3jnO98581g2m+Ub3/gGN99883qYrCiKotRY90jk0ksv5corr+Se\ne+6ZOed5Hg899BC33noryWSST3/60+zatYstW7YA8Oijj3LFFVfU/R7Hjh1rmL19fX2MjY017Hpr\nRSvarTavDa1oM7Sm3a1k8+bNm+t63rrXRHbs2EEsFptz7vDhwwwNDTE4OIjjOFx88cU8+eSTGGP4\n5je/yUUXXcQ555yzThYriqIo06x7JLIQExMTJJPJmeNkMskLL7zAj370I5555hny+TzHjx/nrW99\n64Kv379/P/v37wfgjjvuoK+vr2G2OY7T0OutFa1ot9q8NrSizdCadreizcuxIZ3IQmUay7K46qqr\nuOqqq5Z9/d69e9m7d+/McSPDx1YKR2fTinarzWtDK9oMrWl3K9ncMumshUgmk4yPj88cj4+Pk0gk\nVnSNAwcOcN999zXaNEVRFGUWG9KJbN++neHhYUZGRnBdl8cff5xdu3at6Bq7du3ixhtvbJKFiqIo\nCmyAdNZdd93FoUOHyGQy3HTTTVx77bXs3r2bG264gdtvvx3P87jsssvYunXrepuqKIqinMK6O5Fb\nbrllwfM7d+5k586da2yNoiiKshI2ZDqrEWhNRFEUpfmseyTSLHbt2rXiOoqiKIqyMto2ElEURVGa\nT9s6EU1nKYqiNB9NZy2DVylDqQjBELY/0ADLFEVR2oe2jUQagVcpQ2oSaj+9Snm9TVIURdlQqBNZ\nilIRHB+WZYHjk2NFURRlhrZ1Ig2piQRD4FZFy8utyrGiKIoyg9ZElsD2B/B6EhKBxLQmoiiKcipt\n60Qahe0PgDoPRVGUBWnbdJaiKIrSfNSJKIqiKKumbZ2IDhsqiqI0n7atiah2lqIoSvNp20hEURRF\naT7qRBRFUZRVo05EURRFWTXqRBRFUZRV07ZORLuzFEVRmo92ZymKoiirpm0jEUVRFKX5qBNZBK9S\nxsumdYeIoijKEqgTWQBdRqUoilIf6kQWQpdRKYqi1IU6kYXQZVSKoih10bZO5HRafG1/AHoSskek\nJ6HLqBRFURZBW3wXQZdRKYqiLE/bRiKKoihK81EnoiiKoqwadSKKoijKqlEnoiiKoqwadSKKoijK\nqlEnoiiKoqwadSKKoijKqlEnoiiKoqwadSKKoijKqmlbJ6KbDRVFUZqPyp4oiqIoq6ZtIxFFURSl\n+agTURRFUVaNOhFFURRl1agTURRFUVaNOhFFURRl1agTURRFUVaNOhFFURRl1agTURRFUVaNOhFF\nURRl1agTURRFUVaNOhFFURRl1agTURRFUVZNSwkwnjhxgkcffZR8Ps8nPvGJ9Tan6XiVMpSKEAxh\n+wPrbY6iKMo81j0S2bdvHx/4wAfmOYWnn36aj3/843z0ox/le9/7HgCDg4PcfPPN62HmmuNVypCa\nhNpPr1Jeb5MURVHmse5O5NJLL+Uzn/nMnHOe5/HQQw/xmc98hi996Uv84he/4MiRI+tk4TpRKoLj\nw7IscHxyrCiKssFYdyeyY8cOYrHYnHOHDx9maGiIwcFBHMfh4osv5sknn1wnC9eJYAjcKsYYcKty\nrCiKssFYdyeyEBMTEySTyZnjZDLJxMQEmUyG+++/n5deeonvfve762hh87H9AehJQO2n1kQURdmI\nbMjCujFm3jnLsujq6uJDH/rQsq/fv38/+/fvB+COO+6gr6+vYbY5jtPQ660VrWi32rw2tKLN0Jp2\nt6LNy7EhnUgymWR8fHzmeHx8nEQiUffr9+7dy969e2eOx8bGGmZbX19fQ6+3VrSi3Wrz2tCKNkNr\n2t1KNm/evLmu523IdNb27dsZHh5mZGQE13V5/PHHV7wv/cCBA9x3331NslBRFEWBDRCJ3HXXXRw6\ndIhMJsNNN93Etddey+7du7nhhhu4/fbb8TyPyy67jK1bt67ourt27Vqx41EURVFWxro7kVtuuWXB\n8zt37mTnzp1rbI2iKIqyEjZkOqsRaDpLURSl+ax7JNIsNJ2lKIrSfNo2ElFWj1cp42XTKrWiKMqy\nqBNR5qCaXYqirIS2dSJaE1klqtmlKMoK0JqIMpdgCAoFjOMTza6YanYpirI4betElNVh+wN4PQmJ\nQGK6x0RRlKVRJ6LMw/YHRPhRURRlGbQm0uJoJ5WiKOtJ20YinVATmemkcnxQKOCpZLyiKGtM20Yi\nHYF2UimKss6oE2lldPuhoijrTNumszoB7aRSFGW9adtIpFMK67Y/gB2LqwNRFGVdaNtIpBMK64qi\nKOtN20YiiqIoSvNRJ6IoiqKsGnUiiqIoyqqp24kUi0XGx8cpFnUWoZWYmWgv60S7oiiNZ8nC+iuv\nvML+/fs5ePAgo6OjM+cHBga46KKLuPzyy9m2bVvTjVwNBw4c4KmnnuLGG29cb1PWjdkT7WZyDM9D\nu7gURWkoizqRu+66iyNHjnDxxRfz0Y9+lDPOOINwOEyhUODo0aMcOnSIr3zlK2zZsoVbbrllLW2u\nC+3OYs5Eu3EcyGSXFFb0KmV5zfTQYu3v6ngURVmMRZ3Im970pgVvwrFYjAsuuIALLriAq6++mqee\neqqpBiqnwazdIJbrLjnRPidqyabBAyscUk0uRVGWZNGaSL3f4l//+tc3zBilsdj+APQkwB/ASvQt\n7Qhm63C5LniuanIpirIsdQ0bGmP47//+b37xi1+QyWT4f//v/3Ho0CFSqRQXX3xxs21UToPp3SB2\nYJlIYvZGQ8cBj5OaXHVuN5ydDtPIRVE6g7q6sx555BF+8pOfsHfvXsbGxgBIJpP8+7//e1ONU9aO\nOVFLcgCrf0DqJ3WmsmbSYbWfut9EUTqDupzIY489xic/+UkuueQSSXEgHVojIyNNNU5pHgsts5qt\nw7ViTS6VpVeUjqQuJ+J5HqHQ3JRGsVicd24j0SkCjKuhKVGDytIrSkdSlxO56KKL+PrXv06lUgEk\nV/7II49s6KL6rl27OnpGZEmaEDXMTofVmwJTFKX1qcuJ/MVf/AUTExNcf/315PN53v/+9zM6Osr7\n3ve+ZtunNJDpFJax7aZEDSpLryidx7LdWcYYMpkMn/jEJ8hms4yOjtLX10dPT89a2Kc0CK98cg7E\ncquYaBTL83SZlaIop8WykYhlWfzVX/0VlmXR3d3Nueeeqw6kBTHFwpwUluV5GjUoinLa1JXOOuus\nsxgeHm62LUoTsULhDV34XqhbTFGUjU9dw4YXXnghX/ziF3nLW95CX1/fnMd2797dFMOUxmIHaoXv\nDbiPfbbkisqsKEprUZcT+c1vfsPAwADPPffcvMfUibQO09PrjaCh0+lzhCJr3WLqRBSlJajLiXzu\nc59rth3KBmUhZ9HwyGG25MoKZFYURVl/6nIinuct+pht63LEdmVRZ9HgyMH2B/A2aKpNUZSlqcuJ\n/Omf/umijz3yyCMNM0ZZX+ZFHYs5i1rk4BkP8nkYGDzt925kqk1RlLWjLify1a9+dc7x5OQk3/ve\n9zb00ifdbLgyFoo6Fksz2f4A1WgUho+AbUM6hVfT21IUpbOoy4n09/fPO/7IRz7Cpz/96Q1bWNfN\nhitkgajDjsVn0kwmaGOVinhwMkoxgGVBNosJhiDRt9y7KIrSZtTlRBYin8+TTqcbaYuyniwRdXgA\n4yMY1wXHwUsOABZYRl5rGTlWFKXjqMuJ3H333TMS8AClUonnnnuOP/7jP26aYcraslRx22TTkM1K\nqqtYxARDWLE4plAAz4VAGCvWtY7WK4qyXtTlRIaGhuYcB4NBLr/8cl772tc2xSileSw137F4cXt+\n1GH7A3j9A+JgNApRlI6lLidy0UUXcd555807f/jwYc4999yGG6U0h9XOd1ixrpNRh885eS3Acqty\nvdSkTporSgdS15DHbbfdtuD522+/vaHGKE1mlXtEbH9A1uVGY+DzY2EgNYnJZuZdTzWwFKWzWDIS\nmR4yNMbM/JnmxIkT+Hy+5lqnNJbTmAy3/QG8WpQx08GFwRSKGM8F24FgCEs1sBSlo1jSicweMnzP\ne94z5zHbtrn66qubY5XSFE57MvxUJxSNyrU8JKYtlZadZG+o5paiKOvOkk7kq1/9KsYYPv/5z/OF\nL3xh5rxlWcTjcQIBvQm0GqczGX6qE7JqzsAKWRKpIjLzsyOd2U4DULVeRWkzlnQi/f39eJ7HwMAA\nPT09+P3+tbJL2aDMdkIezItMDEXAwupJyAtmOQ3jOFiq1qsobcWyhXXbthkZGZlTD1E6i8WK5ba/\ntqPEH5B1u7kcFmC5rjzh1EL+dKSyQRdjKYqycurqzrrmmmt44IEHGB0dxfO8OX+U9mamLbj2cyFH\nYsfiIo1SKtSm2n0nU1iznIYVi884HTSVpShtQV1zIvfddx8AP/vZz+Y9piq+bc4Cmlre9Placdyr\nlKFQhFJBJtpjMaza/vYFC/nqPBSlbViViu96USwWefDBB3EchwsvvFBlV9aCWR1ZplSEigvZNNa0\nHHxPQuZFPBfCMfCqEAzPOIyVFPK1c0tRWo8Vqfh6nsfU1BSJRKJhBuzbt4+DBw/S3d3NnXfeOXP+\n6aef5mtf+xqe57Fnzx7e+c538stf/pI3vvGN7Nq1iy996UvqRNaA6WjCZNNSSXeLEm34HCzHkfMl\nOYdlINyFFeuqyyEs17mlKMrGp66aSC6X48tf/jLve9/7+NjHPgbIvo5//dd/PW0DLr30Uj7zmc/M\nOed5Hg899BCf+cxn+NKXvsQvfvELjhw5wvj4OH19IjeuGxXXDtsfwPIHsMIhueFbRm7+bhWwJCrp\n7oFgGMIhTKWMOfYKJp9bsI4C82stJpte1TS9oijrS1134gceeIBIJMK+fftwHAlezj//fB5//PHT\nNmDHjh3EYrE55w4fPszQ0BCDg4M4jsPFF1/Mk08+STKZZHx8HEC7xdaaWpHcchwId4kESk9C1Htr\n561gWJ43cgI8DzJpjPEWlkOZ17llzevc8soqoaIoG5260lnPPPMM991334wDAYjH40xNTTXFqImJ\nCZLJ5MxxMpnkhRde4E/+5E94+OGHOXjwIK9//esXff3+/fvZv38/AHfcccdM9NIIHMdp6PXWikbY\n7SX7MMUCViiMXRs09cplqgGZH7JCYUxqgurAIHYhi/H5sCwbu38AK5vGdMWwXBcrHod4HDM5JrMj\nrotVW2g1fX0AK52id/ZrZj1ub9BB11b8fLSizdCadreizctRlxOJRCJkMpk5tZCxsbGG1kZms1CU\nYVkWoVCID3/4w8u+fu/evezdu3fmeGxsrGG29fX1NfR6a0VD7S5XgLmqwGZa/sTxweQ4xOJQqcDA\nINboCFTK0uFlDBRqWxM9IJOVusmsBWdeLocZHyXRl2Qqm8Mrl+HYMfA7kjpzqxu2RbgVPx+taDO0\npt2tZPPmzZvrel5d6aw9e/Zw55138uyzz2KM4fnnn+eee+7h8ssvPy0jF2N22gpgfHy8aQ5LOQ1m\np6RcFzxXIoREEnw+rDO24ovE5s2LTBfSp2dMZjuDGcdk2zA+hpfLiVNyK7KGd/YciqIo605dTuQd\n73gHf/RHf8RDDz1EtVrl3nvvZdeuXVx11VVNMWr79u0MDw8zMjKC67o8/vjjK96XfuDAgZn5FqVJ\nzHYOjgNVg5fNSI0k2T+3zXeRIcPFaiV2IAC9/VAsiFOKdc0t6Ou0u6JsCCyzzhXqu+66i0OHDpHJ\nZOju7ubaa69l9+7dHDx4kH/6p3/C8zwuu+wy3vWud636PY4dO9Ywe1spHJ1Ns+yebtM1tg3plNz0\nq1XYtAVfJIZXKcscCWZmAHHOa6fbet0qJhoVJeBSASsYIhmPM1YqY+VykjIriIPBH8CKdWk6q0G0\nos3Qmna3ks31prPqqokAPPvss/z85z9ncnKSRCLBJZdcwmte85pVGzjNLbfcsuD5nTt3snPnztO+\nvtJ45s2A+AN42TTG9smwYakEzz1D9cztUC5DIQPGwmTTVGPdJx3ArHSYZzwYOYHV3Y3xwABWog9f\nOi17TKYVg3M5qC3FUhVgRVl/6kpn/eAHP+Cuu+4iFouxc+dOurq6+MpXvsL3v//9Ztu3ajSd1RwW\n1dIKhiCfh1wOXv4tVCvwwv9BLl1bqWtgchJymZOvm50OK+QgEsGyLKxwCMsfmOnAmq6dWJ635CyJ\nblVUlLWnrkjk+9//Pn/zN3/Dtm3bZs69+c1v5rbbbuPtb39704w7HXbt2rXiOopSBwtoaeEPYPsD\nVBO98OKvIRIVLa3eXijkwY6KkwgExXE4Pkw2g+X3i/qv50FPEiYn8ADLshfeurjEZsbV7o9XFOX0\nqDudNTQ0NOd4cHCw4cYoLcASN3LL58Oc83tw5CUIhSW1ddb5MnjYVZbnG4OZGIVAEBMMQyGH6Uli\nlcuYSESO+4ewgGp6imo+K05mWuxxsc2Mizg3RVGaS13prHe/+938wz/8A8PDw5TLZY4dO8Z9993H\ntddeq7LwHcZSnVYEQ1iRGJx1HoSjcNb5+LoT+BJJfAOboKdHUl62A9kcpMbFwRx9BWM87EAAK94j\nDiA1STWfgVdfmiOfslBb8PR7664SRVl76opEHnjgAQB+8YtfzDn/85//nPvvv3/meCPJwh84cICn\nnnqKG2+8cb1NaTsWU+adjhSsUhEGhubd6C3Pg+5umfXIpsH4pDU4GoOxEby+AUllOY5EFeWSzIuk\nJjA9vZDN4Pn9cyXoZ0vSn87+eEVRVkVLScGvBK2JrA+2PzCzb2QmNp1uAa5UoFTECoYw8V4oZqQd\neCIFfh9MjGG2nY3lD0gkEgzBxBj09sHocYh3yyR8oUC1tklxXg1EnYeirCkrkoJXlOWYI4WSTkvC\n1J4lhZLPSytwfz+k/DB2DFInoHdQOrkmJyVaCQSwCjkYOgOMkW4wt3qy5pGegmBQayCKss7UXVg/\ncOAAhw4dIj1L4wjgIx/5SMONUlqY2QVuzxU9LasKtiVRRSwmnVo1aXnjBCAQlpZgY8HkCMbvwOQ4\nZutZMHwc/JY4okIeLxqTlFe8G3K5BQv8iqKsHXUV1r/zne9w//3343keTzzxBLFYjF/96ldEIpFm\n27dqdE5knZhd4LYdqW9YFoyNgs8HnpGiO7UCeHcv+P1g+yGflefksxAI4KMK0TBYtuwr8TtSH4lG\nRZNL97UryrpTVyTyk5/8hFtvvZVt27bx05/+lOuvv543velN/Nu//Vuz7Vs1WhNZH2YXuK1YHFMp\nw9EjcsPPZ2UHiWVjgiEMRXCicN6FcOxVSCQgl4dyCYpFKtEYYCSdNTEK2QwEgzA6irc5cHJavjZk\nqGt1FWXtqcuJ5HK5mUFDx3FwXZdzzz2XQ4cONdU4pTWZXeCuZjNgGwhHJKVVKksKa3xEIgzHkY2I\nvUlR6i0WZKmV5eFNjIpT8TtSZwkEJT124lVMOAwDQzpkqCjrTF1OZGhoiFdffZWtW7eydetWfvzj\nHxOLxeZtJFSU+RipdYD89CoifTI+Aj29QK3eUTWQSUOhAJUShMJUpialgN43IBpcmQyEg9DVA5kU\n1VhMHrdtbMvRAruirAN1OZHrrruOTCYDwPve9z6+/OUvUywW+cAHPtBU45TWx4rFZWGV64K/Cl3d\nUlj32eIYggHEkVCrmbjgBKBSwqTSUEUEHR0/mCr4gxAIyJDi8BG53uQ4XiK5uFyKoihNoy4nMltN\n99xzz+Xuu+9umkGNQocNNwa2P4CXHJiZFbFyOUw4CoGMpLiCYWnfnRqHUGRGW4tSBSvuk+jFrUAs\nAgPnwfFhyGWh6kE0KkX7RFKcSjKpqSxFWWMWdSJTU1N0d3cve4FUKkVPT09DjWoEWljfOMyukXj+\nAFapiDn7PCzPkyHEV16EdAaKRXEk/iDYJXx+H0xN1RxLSNSAfRYEu6ROYqgNL4bVgSjKOrGoE/nC\nF77Ajh07ePOb38y5556LbZ/sBvY8j8OHD/Ozn/2M5557jjvvvHNNjFVanzkOpVKGE8MyIxIMQL42\ngZ4YhFIeO9YtbcKhUE1vKw1DW6CUl6K8VxXJlIW0tGYxb/+JoigNY1En8vd///fs37+f++67j5GR\nEQYGBgiHwxQKBUZGRhgaGuLyyy/n+uuvX0NzlXbBq5Qx4yOQnoCpCYk+XCPzImPHIRDGF0faeqcm\noSsh6avslKSuqi5sPQdfd2LZ99HuLUVpHos6EcdxuPLKK7nyyisZGxvjlVdeIZ/PE41GOfPMM+nt\n7V1LO5U2w2TTkM2KwGI2D0EXAn7Iy4520mlKji1SKNEumBqFTEpqIKWiRCCpFF4kOn/l7uyoQyXi\nFaWp1FVY7+vro6+vr9m2KB2FBZaRCfbeRG1iPSMS8VNpqJQoT52AUBx8RZgaEwHHeJ9EFZ4HEyMY\nn403uGlG1deMjkiHlzFUY3HR13KrKo+iKE2ibu2sVkO7szY2VqwLUyhIsbzqghOUm//YcZkjqVYg\n0C3zJMYFHJl6L2bAcqSzKycT7Mbx4SUHMNlMbZ87ksKquljR+MntiSoRrygNp22diHZnbWxsfwCv\nv9b6G+mCclHmP46+IrIn2TSmtw9sVwYRAw50J6BUgGgcIhEptLsuTE2KMnC5BGUX8GQOBdnFbnke\ndiy+3v/JitKW1CXAqChNJRaTNt1qRabYY1GZ/RgZln0jlgWeBaPD0D8EQ5sl2vAMYCA1AZOychfj\nyWCiPwz+AGZqStqIFUVpCsv+6/I8j89//vNUKpW1sEfpEGa6piplGUCMRqGnT7S0Nm2Dvn7YdBZU\ny+JEpiakpdcY6dgCOV8oiGxKICxRCTUnsnUbFHPiVFIpeT9FURrOsuks27YZGRkRaW9FaRS1rinj\nujN/9w0MUbVteO5/IdaDU6ngBiIwcRzyBZlsL5bgrO3gD4m8fCwm0UulDOOjksbybJmIB7CAQgaT\nDUt0oyhKQ6krzr/mmmt44IEHGB0dxfO8OX8UZVUEQ6KpNZWSOkehiFcpY3X3wJat4PdjB/1QmIJC\nSbqx3IrUQX77G/jtc1DMi7x8pSR/j0Qg3gNBv6S+XFfey1hI/ktRlEZTV2F9ernTz372s3mPPfLI\nI421SOkIbH+AarCWggqGsBxHiuz5HKRTkOjD8ipg+WT/ejoFlgeF2r4RCxFf9AxwArZFpG5SKkmH\n1xlnivOxKzKLEtTWXkVpBnU5ka9+9avNtqPhaIvvxseKdYkTqc1wGLsKIyNQrsD4OMS7RObE55No\nxVjgQ9R8XQ8mxiGYg8hZMkMS65aUVjQOFRe6YiLW2DeAlcvh+QPa4qsoDWZZJ+J5Hvfccw+f/exn\n8fv9a2FTQ9AW343P7C2IxEI1BxCWnSHBIFYkClM5KZo7QdHPKqQl2qgCvtqyq9SoXLBQFMdTqcDk\nCBSjsHkbdiAgNb0VTqur5paiLI8W1pV1Zc4WxHAEjh8VSZNgmNBZ2ykWC5Aeh74+GD0BgVBN+iQv\nEcfIcUlVjY9JfSQUgViXSMx3+SXC8Rupv2DhVcp1OQTV3FJWQid/4dDCurIh8CplrHJZ5kDcMgyd\ngb+3X4rpoZA4hVh3bRbEyM09mxFnkp6UtNXLh+HIyzB2Qqbga7tJDIAHFgZSk/W1+87S3GJac0tR\nFmB2u3rdn682QgvrysagdtO2/VFMJCJ1EJAp9ePDEIlLET2blk6t9KQcZzKyW6RUqDmZkMyOTE1A\nMCgOoPZdyfidmQL+smmtoFxHNbeUZelwkc+2LawrLcYCN21TLGD1JDG//zo4cURqI9m0pK2KRSme\nOw7k82BbUmy3avvcg34oJ+DFF8SxAHQnMcl+rDokUE6t13RaikJZAR3+haMuJ9Lf3w9IkX1qaopE\nYukdDoqyUha6aVuhMLhVrHgcY2+V9t58DoplKNa6tUolwIMK4GZl2LBYlpSYPyTdX9EobN4qRXln\nqG6HMLteoyiL0elfOOpyIrlcjgcffJAnnngCx3H4xje+wYEDBzh8+DDvec97mm2j0iGcetO2AwFR\n7i0Va51ZedmA6PdBLC6aWZ6LtGoBJiDzI8aFShWOvgTBiDxWKkDfJsDCy6bnFEA7uSiqNIaFvnBM\nf66MbYuKdJvOKtVVWH/ggQeIRCLs27cPxxG/c/755/P444831ThFsf0BEVA8cVSK5+mMpKx8togz\nTjsQAMrS5ptNQ3YSMmmpm1RdSWmFY1DKY1ITmPERvEp5XlG0ms/iZdMdVxxVGsv058rkc/DqS/Iz\nNYlXbr/PVV1O5JlnnuEv//Iv56Sx4vE4U1NTTTNMUWYYH5NOrFAEBoakDoJvYSWTSkFqJRMpkUKx\nkI6vaFyilmyuJp+Sle2Ks4uixoPR4x3bZaM0kNrnikpZVhxUytIpWCyst2UNpy4nEolEyGQyc86N\njY1pbURZG4K1hVU+G+JxGSh0fDXJk1OwbDAV8MrSuZWdlBW7hQxMjsHECGSmxJFgSYrBrcocVD4P\n4ai29SqnT+1zhT8A5bL8dKtS52sz6nIie/bs4c477+TZZ5/FGMPzzz/PPffcw+WXX95s+1bNgQMH\nZlqTldbGSiRh8zb5hxiJwcCZEArKH2rdWNhSSDfTs0sGqiIDz/BROPIqDL8qTmRiTPS3gkHJZfck\n5NoDg1iWLQ7FrbZtDltpPtOtG1E+AAAgAElEQVSfKysSha1nyc+ehNT52oy6CuvveMc78Pv9PPTQ\nQ1SrVe6991727t3LVVdd1Wz7Vo3KnrQZsW445wJIT8CxoxDvha5JGUQsFqULq3JK5OCW5fyrL0o0\nY1ngBKB3QIYWS0VxSjUsfwB6Ah3bZaM0lk7p7qvLiViWxdve9jbe9ra3NdseRZlPqYgVDmFFwngA\nuRyEohCOAnlJQ7kLpJ6MK6mrQABeOARDZ0CkC8ZGZOZkcPM8eRN6ErpKVzktOq3bry4n8uyzzy78\nYschmUzOzJEoSlOoDXN5xoPJcXEC1bKksyYnJOe8GJ4n3VnlsnRr4Ug047lw9rm14noBCC04zd5p\nNwTl9OhEzbW6nMi9997L5OQkAF1dXTNF9u7ublKpFNu2beOWW25h06ZNzbNU6VhmhrnGR2uy8bUN\nh1NpmRspB6DkLvxi48qmQ9dIMT2fhkwAkgNw7GUId0kRvljExGJzptk78YagnCYdKIFSlxPZvXs3\n+Xye6667jkAgQLlc5tvf/jaRSISrrrqKr3/96zz44IP89V//dbPtVToU2x/AS/Zjxk9ArggTw1Ic\n9yrgD4oQ42K4ZXlONlObdPcAG8JxOKsbyrVurGB4rpNosRuCRk0bgA6UQKmrO+s//uM/eO9730ug\n1lkQCAR4z3veww9/+ENCoRDvf//7+d3vftdUQxVFOl76JY0V75fieKgL8GC51slCBrIpKGRhfEQk\nUFKjMHJMNh9iy5Ks2cxu/93g3VqdriS7UZjT7dchkWtdTiQUCvHb3/52zrnf/e53BINBuYhd12UU\n5fTxO5Dsl/0ivYPyCQ5G5Abvr+MmXypCLi8zJFMpqa+cOAqxrnn/4FvqhqDS9RsG2x/AjsU39uel\ngdSVzrr22mu57bbb2LVrF8lkkvHxcZ566iluuOEGQCba//AP/7CphiqKVylLRNC/Sb51hyZh8Awo\n5ODEsfktvoviwtSkSKhEIzIJf/wIVZ99siYyOy3UCjeDDkyjKBuDupzIW97yFrZv384TTzzB5OQk\nmzdv5l3vehdbtmwB4PWvfz2vf/3rm2qooky3+pqhTbUJdgsmJ8HjpAR8vWQzkBqBWFjktyZGwPMw\nA0OywCocaqlieqcrySrrR11OBGDLli1cc801zbRFUZam9m3bchxMTx9sdaFakl0j/unp9XrXOFfh\n1ZfkNckBKb5XjUQdXfGWKabPpmWiJqWtqNuJHDhwgEOHDpFOp+ec/8hHPtJwoxRlIeZ8247XCuqv\n/FbEFTMpmT7PZ5a9zkmqMv2ez0BPr+x396rwujdgojFNCylKHdRVEf/Od77D/fffj+d5PPHEE8Ri\nMX71q18RiUSabZ+izGG6aGnF4nLz37xNZkW6e6G7ByLdK7tgtSCyKVNTsjGxWoUXf4M5fhQTjdaV\nFvIq5Q0tH7/R7VNam7qcyE9+8hNuvfVWrr/+ehzH4frrr+eTn/wko6OjzbZPURbE9gdg85myrOrM\n7RDtgoHNMDAI/hUqpeZyMtmez8q2RCyRhE+llr3xzmut3WD7IrT1V2k2dW823LZtm7zAcXBdl3PP\nPZdDhw411bhTOXHiBI8++ij5fJ5PfOITa/reysbD152guu1s6IpDvAemJmRxVS4Do2XmLqxaAsuI\nI0n2wOQIhPwi0jg5hgmH8WJdiw/xnTKQuJJ9EWsyHNhiA5NK61GXExkaGuLVV19l69atbN26lR//\n+MfEYjFisdjyL66xb98+Dh48SHd3N3feeefM+aeffpqvfe1reJ7Hnj17eOc737noNQYHB7n55pvn\nvF7pbKxEEiwb0xWHV22I9UBvvziSfLa+i5iqdHuVK1B2ZTtiISNx+mQEk05LJ5jt4PUPzL3hn9Ja\na4XCcp1lWDNJFW39VZpMXU7kuuuum9HLeu9738tXvvIVisUiH/jAB+p+o0svvZQrr7ySe+65Z+ac\n53k89NBD3HrrrSSTST796U+za9cuPM/jW9/61pzX33zzzXR3rzDfrbQ908V2q1TE/N5r4OjLcM75\nkE6Lui/estcAZCOiGwevKGq+46PQ1SMqwD5LpOirBUw2DInkvPefaa2td1/EGkUI2vrbGFRSZnHq\nciI7d+6c+ft5553H3XffveI32rFjByMjI3POHT58mKGhIQYHBwG4+OKLefLJJ7n66qv51Kc+teL3\nUDqT6dZWr1LGxHtEVDEahWhM0lv1OpLUCblRlF2ZISmXpO4S65I9JOUKdM2vKcxurfXKUsRe9maz\nhhGCtv6eHirEuTR1t/iWSiWOHz9OsTh3KviCCy5Y9ZtPTEyQTJ78VpdMJnnhhRcWfX4mk+Ff/uVf\neOmll/jud7/L1VdfveDz9u/fz/79+wG444476OvrW7WNp+I4TkOvt1a0ot0rsdkrlzGTY7jJPjIB\nh2owKDf/ShXKufrf1KqCbcD2wdQk1tazCAb8WLkMvoFNBOJd+OJx7EBA3rNYwAqFZ46tdIrerhiW\n62LVnreozcm+Oa9fL1rxswFrZ3c1PYUJOBI1GoPlD+KLry4r0qq/66Woy4k89thjPPzwwziOMyPC\nOM2999676jc3Zv5gmLXE5HFXVxcf+tCHlr3u3r172bt378zx2NjY6gxcgL6+voZeb61oRbtXYrOX\nTUOljMnnRMZkcHNt7tCWIru3fJ0CkDrKCVvkUPBhXvg1xTO3g8+R5VbBMJZ7RCKJ6W+nblU0tkpF\nertiTE5Oyme7UKxvwVUdNZRm0oqfDVg7u+dEIrX/1/Yq/5+10u968+bNdT2vLifyzW9+k0984hO8\n9rWvPS2jTmVah2ua8fFxEolEQ99D6RBq6SH8AYh3Q/9mKbJvmoLjx+H5Z6BSoq6J9kJaFII9V9Jh\nY8cgEILuBEyOY2JdWAvVNIIhLNc9qfo7K0W1mpy65uE3BlpXWpq65kQcx2HHjh0Nf/Pt27czPDzM\nyMgIruvy+OOPN2wv+oEDB7jvvvsaci1l4zOtuGtForD99+D3Xwtnb4c/2g073whnnycrdetlKgWj\nIzByFI4eFWeSTUMojOV5C8rE2/4AVqJvnurvamY1dL5jY9Fpyrwroe7urK9//etcc801xOOr2z99\n1113cejQITKZDDfddBPXXnstu3fv5oYbbuD222/H8zwuu+wytm7duqrrn8quXbsa5pCU1mBOATkS\nwxsYglIRk8+KfPzEhKzCNfXMj1SkzdcNyK6SYy4k+uHIK5ieXlHpcnyAhTXLYdiBwPwU1mo6sXS+\nQ2kR6nIimzdv5tvf/jb/9V//Ne+xRx55pK43uuWWWxY8v3PnzjndX4rSCGangkgOQrIPjr0CKUci\nh3qolMD2i55WNCoLrexBmBiHchnL8YHrzryfyWaoWAavUllylqSuTiyd71BahLqcyN13382b3/xm\nLr744nmF9Y3KgQMHeOqpp7jxxhvX2xRljZldCDXZtHRa9W0Spd8VKsZjIR3CmRRsO0d2l7hljPEg\nX4sOJick/eWV8apljFvFS54cSjw1pw4s2waseXilVajLiWSzWa677rolO6c2GprO6mBqqSDjuuJM\nqlUolaW7KhKDqVL91/IssHyQGIRcGga3QKQLRkakFbjsyrrechFyGarxHqh689JPs2dZ6p050PkO\npRWoq7B+6aWX8rOf/azZtihKYwiGMKUijAyLnpbnSotv35BIogRXoD5dzoiD8DsSyZRLNYeRkn0k\no8NS/M5lIZuleuwVMGbxfey6xlZpM+qKRA4fPsx//ud/8uijj9LT0zPnsS984QtNMUxRTgsPwJIb\nuhOASBT6BiCbg3QKfH7IT9V3rbFhmX7PTkG8F8ZH4Nn/T6IEywa3ArE42GCCoaVbcrXWobQZdTmR\nPXv2sGfPnmbb0lC0JtLBTK/R9Q+Bzyerc7eeDWc6EI5BJAT/9wyU8lCtY2jMeBJ1JJMQ/A289Lw4\nIicIPd3iREoF6O3HCUxvWFwYrXUo7UZdTuTSSy9tshmNR2siHczsNbrxBIRDWLE4plKWyfKXgXgE\nco5MopfrkG+vlmD0BGQyEA5JJBOOSkpq0A/9g+APYHV1S+prCbTWobQTdWtnKUqrMPvbvlUbEPMq\nZRg+AtkUYEldZNMWUfotFqSdt7iMxpapyuxIoSCpMb8DiQRs3SYF+2AIJ5HE8vlXNG2uk+lKK6NO\nRGlL5n3bLxXBtgELEr0SWeRLkLROdlMde0nSVMviwuQ4hCNSexk9AdsTEI3hG9gE42N1d2DV062l\nTkbZyLStE9GaiDKHYEhu+ok+afnt7QPXkygkGJSaR7EA6Qx1bUSslmBiTCKSV1+Ua9tnUs1MYSbH\npYuLEJbjLD1tvsxkusqQKxudtnUiWhNRZmP7A3jJAYztkzmPaBSwIJ+BiivSJsUc5Asw8kp9F82l\nYGxUiveTk2A7VEIhiUx8DhSLmFgMaykl3+W6tdZB/kQjH2UlLOpEHn30Ud71rncBS0ubXHfddY23\nSlGahGXZ0NMjk+z56RqIgaoLZ18gcyX5BGQzgLv8BUeOSK0kEIZQGG9yDGxLzjkhCIaXvBEvNs1u\nbBvL8+SnW12zlmCNfJSVsqgTOVWiXVFantmT7JOTQG2SverKHMj4qHRd+RyIxWpF+OWuWZChxkQv\nTPVQ6emWa287WwYQIzG8SnlZRzJ7mt0YTyTnE0ksy8ZEo6IcvBYtwSr8qKyQRZ3IBz/4wZm/f/jD\nH14TYxSlqUzvHCkVZUgwkxIHUjXSnVUty8yH44joYr2Ui/DSYTBQLuRhyzkyKuJzIJfBFHJU+4fw\nRWIzL1kwZVS7gZMvikRLpQwRcSCLLbdqeOpJhyGVFVKX7EkrovtElFOZ3jlCNAbhsLT5VqpSHA+E\nwFgQT0CiR1JS/lrdZFmMRCQv/xYmjssSq4lxGWQslcHzYPgI1clxvEp58V0htR0l+ANQLsvP2q6S\nhWjGzpGZ39EpO1EWem8vm9Y9J4oW1pXOwvYHINFH1fbB1Dh0xaFYhN6kdGflc7IiNxKVG7kVqWNH\nu086vWIOZHIwNiYrequ9otdVLslCxVwGXBfj+LAWSBlN10esUlG2J9aWXy0aYTQp9bTcMKTWTZTZ\ntK0TUZSlsHw+zNZzasV1A929MHCG3BgrFXEitk/SXZNAaSlHUpVoIz0FtiORQSEj0vG5PJyxtbaf\nPSTXx5pxJouljKyaU1mS9Uo9ad1EmYU6EaUzCYawCgXo7qndgLuw/QGqZ9bW6I6ekJmS4Vclqhg9\nJpHEohhwyxLV2DZMTcGJo7UIJQabzgRjMONjEO8+GWnMKpafugelGgxj1exaiHXT4dK6iTKLVddE\njDEcOnSokbYoypqxaO6/t08Uec/YCtEInH+hrNYdrC21Wo7spOwamRiBzJTURcoliUAyKSncp6dk\nMv7UVNXs7rFsVpzWMrWO9dj9XW/dROkMVu1EXNfd0DLwWlhXlmOhG7AvEoOhM6SGccY5EI3DmedC\nJAHxHoglZGXuklRlaHFiHAp5OVUuQzAMoVpKy3Xn7xKZLqyXimCZk+mvBu4caVRBfD2c10amkxsN\nlkxnPfbYY4s+5rp1DGKtI1pYV1aL5fNhevskasDAK89DyF9br+uDUgk8w6LDiMGAOAzHJ9eoVGQx\nVsEFrwy+gEzIn9J1NZOeyvrAdkQypYHpIi2IN4dO/70u6UT27dvHOeecg98//5uXMaZpRinKuhIM\nSYG8WlP37ekDd0Tk3o+8LI+bKriGBXW2ShWw/NAdloijWIBjR2DzVsgVIGDA7pn/Ok52j3mxMiab\nkQJ2o/67tCDeHDr897qkE9m0aRPve9/7+IM/+IN5j5XLZf78z/+8aYYpynph+wN4/QOYbFi2Ik6l\nZK1uNiMzJKmMDCO6eSTv5c16tQO40q1VKcLEqFwj1g1HX4RAEKYmoVTElAp4Q2eclKo/ZWjQcl35\ndpuarPvb7ZLDh1oQbw4d/ntdsiayY8cOjh07tvALbZsdO3Y0xShFWW9sfwBfIomV7Jfius+BSFg0\nsvy1afKgH3Egs2OFWoqrWjqpEjw5BsdelMHG8TFJcZWLkJrATOfRTx0aXMUu9uWGD7Ug3hw6/fe6\nZCTyoQ99aPEXOg6f+9znGm6QomwogiGphcTjkI6KtlaxCF1RyObBDsge94Bf1u1OU3WhmJfznitK\nwZk0hIIi8hiMyGNYEpUYT+RO/AGsWiSx4m+3daRVdKtic+jk3+uSkYgxhnw+v+Bj+Xxe6yJK22P7\nA7IOd9NW6OkHvx9iXeJYgkGRgY/FZDjR8s19cTYnu0vKZSnGh8PQ0yupMVMFzxK5+Jd/C0deklbg\nyXGMbc/5dmuiUSgVl+/8qXV3GWOWlEtpB7xKmWp6qiO7oTYaSzqRH/7whzz44IMLPvbQQw/xox/9\nqClGKcpGworFRR7ljC0QCojW1tZzIdkn57p7wReUAnw0Bv7azXs6isjn4fgrcPRlyKbF8VhIpPJ/\nT8mWxNERiRwSSRlCpObAgiFIpTCpCczoyLIzI52QVplRO66UGqYZpqyeJZ3IY489xrvf/e4FH3v3\nu9/NT3/602bY1BB0TkRpBDP1CduB5ABcdAkMbYFEP/Rtkpt8IFATbbQhGBUnMR2pTNdEUlNw7BX4\nzbNw+Hk4PgzDL8sN3+eTKKVQkH0nsyIIk82IhIpbgUIGMzmx5DxCR8xvrKJepDSPJWsiY2NjbNq0\nacHHhoaGGB0dbYpRjUDnRJTTZU7/v+fK7EZvDIMF8RERbXzx15BKSSE9GhGtrGBYHEs2I/LyAOlJ\npJPLJ51bxhM9rvEx2HyWtAJvPhPjOKe09BpRF4ZaXWUS/A4UClSn94x02gbC6XrRdNquw7qhNhpL\nRiK2bZNKLbyYJ5VKYdttqySvKHO+8VrBkNRG/AHo7cU69/fgrHOkdbeQFUcyOQ5+W1JatgXMrpF4\nkJ6A3JR0beFBxZOi/NgxiEWlMH9KZ5UVi0vNxfFLPaarRwrnxoOREw2VgW8VptN2lj/Y1mm7VmFJ\nL3DhhRfy/e9/f8HHfvCDH3DhhRc2xShF2RCcUqi2YnHsWFxu7G5VHIDPJ3pbgQCEIxDukqVWgQBU\nCqdc0BLV4OOvitPxqlIbMYjOllsRpzArRWP7A1jJAXFMoShMjOFNTogOVyTSsSkd2x/AF+9WB7IB\nWDKd9Z73vIfPfvazHD16lDe+8Y0kEgkmJyf5n//5H55//nluu+22tbJTUdacaRmSUyfHZ+RJigXY\nfsFJLaxyUZxKxYJcReocmTLiJRC5E78j9ZVSQZ5vBWsy8mmovgyBIMbnE0c1m0JRHMfoqPyr7R0E\nr6opHWXdWdKJbN68mb/7u7/j29/+Nt/61rfIZDJ0dXXxmte8hi9+8YsMDg6ulZ2Ksm4sNDlu+wN4\nQ5sxPkdSTfEeKZ5PHoexEfAZ0cwKRaGYlQsZTyKR7qBMrtu+mmOpbTJM9ErBvVTC2A7VWExag3MZ\nuVa5JLUXz4J8BmJxTKkE8W58+o1cWSeW3ScyNDTExz72sbWwRVE2HksM8M3Io4TDUmQ/8lKt6F2U\nve2RiNz83aCkqryqFOjdshTdTa0rq2okXRXrhlxaurgqZWkVDgckyslm5VwmLVL1uRxkUliDmyCX\nw6tniZWiNIElncixY8fYt28fr776KmeffTYf/vCHGRgYWCvbFGX9WWZyXAQTkyLD2JPEGR/Fjcbk\nxu+6YKakvu4LQ7kCfp8U1CslcEuQyUIkBiNT4iRsH8RjMtUejoKvWyIQjNRgkoNSaK+6slirQ0X/\nlI3DkoX1hx9+mIGBAT7+8Y+TSCT4x3/8xzUyS1E2BssN8E3vkSAYhHAM+7wd4ijivXLD7x2QHSQg\nWltVxKlUyhJdHHkRfvMriUxefl4ijVwesGTifWwUjrwiEU0iCcleKeT3DkI4jFcuY9IpjHZKKuvE\nkpHIiy++yL333ksgEGDHjh18/OMfXyu7FGXDsJgu0uw5EsutYhK9hHMO5de8AY69CsePgL9XptRD\nATA2JHvk2PJJXaNUkLmSTEpaeEePgG0kzbX1LJlyDwVqRXgDiQGsSASCIUylLG2+kSiWprSUdWJJ\nJ+K6LoGAfChDoRDlcuf0oivKspxSL7F8PuxtZ8PocZlqLxVF9j3RL+twfbZELMFeiTZyGSgXpF5i\nI45lYFAGEwMhiHbB1nNkX3spB6UKVqL35E72UhG6u2tzI0b0tabt6rQBxA3AkjL8bcySTqRSqfDI\nI4/MHJfL5TnHANddd11zLDtNDhw4wFNPPcWNN9643qYo7coC9RKf7YNN22D8hIg2VquQnYJNtZW7\nwZA4j2weLEeij0pF1ulGI1JHyWUhkqmlvNLS3VUsylKrJd7fBG2sDt6wt56sZrthuzidJZ3Im970\nJsbHx2eOL7nkkjnHGxmVPVGazcy8SKkIMbkRWKEwlmVjkoMiU9LTWxsENJKSCkdkN8mJYxB0wApB\nOCaLqxxHOrii3RKJhMNQLMnKkkQCqgaTTUOib8H3tzp8w966ssLffTut1F3SiXz4wx9eKzsUpSU5\ntV5iB2qSHKUiZmgLdHVDdw+8+iIUasV0H5LWKpdlOLFUlojECUrhPT0hq3hHRmDb2eBVJNIpZqHi\n1gr5oZl5len396CjN+ytKyvd/9JGDn/ZORHXdXEcedqvf/1rPO/kKtALLrgAn8+32EsVpSOZvrF7\nwRDGdcGyZauhVRNeLBRkQDEUhKIl6r8GiUKqFUgOSatvIimpr4kxMC70nQGlAgYDY6NUE71YPt8c\nh3JqZKSsDSv+3bfRSt0lnciPf/xjfvOb3/DRj34UgNtuu42uri4ASqUSf/Znf8bu3bubb6WitCC2\nP0A1HALHBjyJPibHRZzRtsGyRDsrGAGqkM/Wbi4ZMIMwchSqntRGfDZMjUO2V2ZMqlV46XnMpm1Y\ns9Ihnbxhb71Zye++nRz+kk7kscce44Mf/ODMsd/v59577wXgpZde4oEHHlAnoihLYMXiGF9tkdVU\nSgYIjx8Dz0g04nOlFuKEwcuLU6m68NJhKaRXq+I0EklxIq/44ZzzRA4l0iUOJhJt6XRIp9IuDn9J\nJzIyMsJZZ501c7xly5aZv5955pmMjIw0zTBFaQdsf4DqmdvFEcQTMDEKPXEo5wEbon4IhUQPq5IH\nOygFeWNEZyuXlQhmbFS0tYyR4cNtZ0knlz+AKRWh4lKtlEVpuA1uTErrsKQTKRaLFItFQiHJ1/3t\n3/7tzGOlUolisbPkpxVlNfi6E1R//3UwfFTqIJEumExBJS2prN5+KOYgY0N6CoIBqNpShLdqQo6R\nbllOVcxLMT6XhTO3Sx0lXQQ3A66LmRijumkLvkhs5v3bpZVU2ZgsqZWwbds2/vd//3fBx55++mm2\nbt264GOKoszFF4lhbTsboj2yfCqRkNRWb1IkTybHpb3KuOI0qBXh3YrUQ0wZUqMy4Z6Zkud4HpY/\nAD5LCvP5vDiLkRMzS6pmWkk7cHmVsjYsGYlcddVVPPjgg4DMXdi2jed5HDhwgIcffpj3v//9a2Kk\norQDtj9AtbcX8ptlGj2ZgslR8NKym8R1pdjuc2R63RiRjO9KSN2jWJB6SSQify8VRDOrUJShRGpL\nsiKRkzWSUlG2IObl2NLaidJglnQil1xyCRMTE9x99924rks8HiedTuP3+7nmmmt405vetFZ2KkpL\nMzulRHKTyLzns+APw5ZtouibmpI24HBUNiOWixDuFRkUx1/r6nJEOj7eLcusJiegu1tagw2Q6JNh\nR9vGy6Yx1apEObWd7yYYmjNnoiiny7JzIm9/+9vZs2cPzz///MxSqvPPP59IJLIW9ilKyzNPqDEa\nhcwEdCdkZiQchsEtEnVUqnLD9xmpgQSCEpmUS7LjPTsJWJISO3oENm/BDgQwg5swgOUPYGwbK5eT\naeh0SvaPYGQKPjUuC7RafEq61WmnOtWyTgQgEolw0UUXNdsWRWlPTp1OTk+Jg/D7pfXXM3DBhTD8\nikQZoyekzlEuyzxJoST/Uk8ck/qI7cgekmQSMlN4xpPUV6xLdoycksKiXMHq7sZMTYnibxtMSbcy\n7SR5AnU6EUVRToNTp5Nnhg59EIpIi29qDALhmvNIyr/MSBdMnJDZkWwWcgXp1gqGYPglwMhzfD4p\nqrsVafcNR0UyxStDqQJnnyvOYmAQK5fTvezrTRtJnkCLOZFf/vKXHDx4kHQ6zRVXXMHrXve69TZJ\nUZZlnlAiYEoFSE2I8GI+Cz6/tOuGu2AgKPtFnICcj4YhnQWq4kCMDXZAOrfGj0vHlm3La2JxSYdV\nSzJn4gRkS2L3Ofj8ATx/QEQcHQdrvX8xnUobSZ7AGjqRffv2cfDgQbq7u7nzzjtnzj/99NN87Wtf\nw/M89uzZwzvf+c5Fr/GGN7yBN7zhDWSzWb7xjW+oE1FahlOnk72hLZhYXCIMLw7DxyAUlht/KCbq\nvyeOyS6SE0dkWNHzpHsLxLnkcjB2AnzDcq5/E4wMw9BmiUziPbWCvD3n267lViWVkpoU56asKe0k\neQJr6EQuvfRSrrzySu65556Zc57n8dBDD3HrrbeSTCb59Kc/za5du/A8j29961tzXn/zzTfT3d0N\nwKOPPsoVV1yxVqYrSsOR3ex9eLE45tgrUt+YssFf22CYqm0/PHFMVH6LOaAqtY9oFNwipHNST6mW\nAbsWkTiQLUDAJymzLdtEfj5Y+7a7UCplGdqpCLxRaBfJE1hDJ7Jjx455MimHDx9maGiIwcFBAC6+\n+GKefPJJrr76aj71qU/Nu4Yxhn/+53/moosu4pxzzlkTuxWlmdj+ANX+IRg+crKL6sSwRBzGk9mR\nUh7KVRFjLBRlRqQrDsWy/Au2fdIO7HOglJUCe1c3RKVmYiUHTt78gyFMNi3qwo6DFYsvaV+7FYGV\nxrOuNZGJiQmSyeTMcTKZ5IUXXlj0+T/60Y945plnyOfzHD9+nLe+9a0LPm///v3s378fgDvuuIO+\nvr6G2ew4TkOvt1a0oqBD2EkAACAASURBVN2dY3MflWiU6uQYXiZG0a3A+CjV/gG8rhi8WoJknziT\nYAgcP5blYHyIzLxlQbwXfyxCJRYj4PgIDAzhhCPY/UP4k/0z7+SVy1SrZUzVxfI5+JJ9S9pcTU9h\nAs7MCl7LH8QX7179L6iBdM7nY2Ozrk7EGDPvnGUtXu676qqruOqqq5a97t69e9m7d+/M8djY2OoM\nXIC+vr6GXm+taEW7O8lmr1LBpNI1mXfEWaRT8ve+ITjyskim2IDPh0mN14YRoxDvAtelUvbAK1B2\nQpR/dxi2nY3VncSeZY+XTUOlLE6h7MKxIwycdc6iNs+JRNwq9CSwy5XV/XIaTCd9PtaDzZs31/W8\ndXUiyWRyzrrd8fFxEgkt9Cmdh+0PUB0YhJd+CwODkAuL3Ltli7MIBGXjYS4v8yO5tNRKAAY2g7+W\n9vLXur1icVmtOwuvUsZUypISC4fq6gxqZBFYayvtyZICjM1m+/btDA8PMzIyguu6PP744w3bi37g\nwAHuu+++hlxLUdYCXyQGZ20HfxD6N4sjiPdAMCxdVj19clwpy3G8R3aR+APymliX1EuiMZk3sQ1m\ncgIvm6aaz0JqUtp6bTBYElXUcTO3/QHs05SYVyHI+XiVMl423fK/izWLRO666y4OHTpEJpPhpptu\n4tprr2X37t3ccMMN3H777Xiex2WXXdYwZeBdu3Y1zCEpylph+QOY7m7Akv0h2ax8e7d8EAnJulyf\nTzqyfGHo75euLLcscyLxHihXpPBeceHEUczgZijkMOEotuVIqszvX9tooM0G7E6XdmpYWDMncsst\ntyx4fufOnezcuXOtzFCUDcv0jcVyfLIbJBiUm268R5ZZpUbFmfQPgalKO28gBrkUjJyQYUVs2TNi\nO1DIS83kxLAINubzeCAzJAODa/sf12YDdqdNGznVdU1nNRNNZyktx6wbC9MaW45PIo9iQVR63RJ0\n9cDQNvnXWynKN9piAQrZk7pcbkWud+QlUQEeOy7prkJOpOLTKaqT42uWSrH9AehJyI2yhb91N4yg\n1KRmJGiCretUW0r2ZCVoOktpOU79th7vlqn0Qh6icejuFR2t4WGROzFVCEQBS2TiTUBmRYoFKBfg\n+BFJbSV64czzoJjHivfIjEg2KzMorouX7FuTonc7DdidLu00td62TkRRWo1TbyzTWleY2pChcaXt\n1xgZMLSDEPDLgqtKRSTlXQ+KNS2ufF6WWBlPCtqVmkCj60qkUjSYShl3YhRSqbbIz7cS7eJU29aJ\nHDhwgKeeeoobb7xxvU1RlLo59cZi+wMwsIlqrAsmxmUSPRAUzaxCXlp+4zEpupfd2jbDAhRrKa5y\nEdJRSOala6tUlB0muZykw6oebiiM8TnYlnPa+Xlt4+082taJaDpLaSd8kRhEYjLr4Q9Ja+/YiEQk\ng5vg5cNSRI/GJMpITYA/BdGkyKV4Xm14sbaC17bAsaErjh0OQSqN8ftPq+jdTh1Hp+MMO82Rtq0T\nUZR2xPYH8DafgYnHZZI9n5ZUVzAi+9pjXVIX6eqWFJfPkpmSfBbGRyQKicUhOyUdXP4QvlAEBsLi\naFaRn5++aZpKBasNOo5Oxxm2kyOtF3UiitJiiAJwkmowCIeOw8SEFNxDESgWpfvKGElxjY9BLAa+\nHnEq+SyMHAO/A8EohCKYWBc+15txBt70G9XxbXrOTbNUxHjUPQ2/YTmd9ts2at2tF3UiitKCyM07\nBdTaeStlcSTVikQZjh8SfSKN0tUDoaCs4w0EJO3l+OXYc/FeeZFqNI5VLoPjk6VVHljh0PLfpme3\nJQdDGJCbZit3HJ3OTEsHzsPonIiitCKlIngu9CRlSj0aPyl94nOkA2v4iNROenqhOyHpq1iX1EOK\nNQ0uz6WKgcPPYSolcQauC557cl5lqZ0jp8w7WLH4aUukrDenM9PSifMwbRuJaGFdaWuCIXEKFpBI\nSidWTy+MHpPj0ROitWVbstPdAL394niqVXE4hRx0dWPnMpICGx3G27RNHI/HjGMwQVvUfxdIbbXT\nvMNsTqf9tl1ad+ulbZ2IorQztj+A1z+AmfRBsAxb4lg+H6ZvEI69DJu2wFQabAO5rKzMrZREGmVg\nM0Si0qU1fEQeS2cg3ivF9XiP1DewJP01ehwTjmItktrqtJvmUnRaZxa0cTpLUToBy7KxolGpZwRD\nWJEoJIekrRcXplJS/zDIBPvkOIwcl5RVIQ99gxi3KnvYLRvi3Vi5nKj9lgo1TS4PMmmM8epap9up\ndKpScds6Ea2JKG3PKVpbJpuWmxgGsmlJcXme6Gm98H8SiRgjdY6jL0M6DROjePm0FOQLWZicxJQK\nIo3iuuD3ycS7bUn6q4U1nprOqdpnHeJw2zadpTURpe05tRPIceTmlS9CJAz5nBTSM1OAJXWQSEwU\ngcMRSI2AAbdakXRUpAuOvyJF+lIBAiEIhGvXzEP/4LIpmtnpHKCzUjsd2JkFbexEFKXd+f/bO/fg\nqOrz/7/O2Xuy2U2ySYjhKre2MAripQhSuZX6RR2tQ1Frp0VtLQpe63gZHdtOdaoVCjLiVFulQusI\nOiJl6m+cqvWGVbk0tgVUoFJACCEXsrvJbnbPnvP747O7ZJNNwFx2k/C8ZhyzZ8/l2TOHz3M+z+X9\naZ/U1kDNRBxOpZ3lL4baWtUTYneq7vZW5QxoiShnY7OpGYm/VPWY+JKVRXY7FHrRvD51/pLAqTmQ\nZM+IFQyCDprrFMqEBwmDtcjgZIgTEYQBTPuktllcgtYaxRo2SlVoaahmRL9fSZ54ilRZsDOoltst\nLcNeXkFrKAyBMqg/CrFWlRtJluqaAK1REvEYmml2PrNo22hnGqrXxD3wmu56khw/HYsMxIkIwiAi\nNYiZ4SAEyrAwVZVWLKbWbA8MUbORY7VK/dfmwBEYAhVDIRwC01KZ0mATVqACE7CO1arwVksYqzgA\n8TiJiiFKz6stbcM5ul0tw5taL2OAhHZOR9mSniJORBAGGWY8hhWPKU0tm0P1gCQMcCbXGqk/BtFm\nlXS3wDQMNHcBVqxVvUW73KpaK9iE5XJDJKQ634NNaoGrsko4VoNZNSJjgG0bztG8Pqx4DCvYBD4/\ntoEyEJ+GsiU9RaqzBGEQkV5iF9S/7sIitRSup1Al1kNNqgQ10qIquL78AqOpEevQF+oNPNSkyoIj\nEZV8bw6ptdrNBBw+AKEg1NcnJeejJFrCJGq+JNESBpQj0b0+AFUq7HKhNTcPnHLXQbTiYK4YtDMR\nqc4STkvaaVnhcGI57MqB6DblFMKfQTQGzUHAJN7UAKGQUv4t9KtyX4dDlfQ6XRA5omTn7TZV8VXg\nhUgzVmERfHlANSQ2NZIYPupEiGuAvtGfrsnxnjBoZyKCcFqS5U1a8/rQXB40jwetOADDx0BR0Qkn\nU1ujmhFbmpPL7JqqQTG1hC6ackDoqgy4qVFVe0VawOlE03XlSIJNXdrRG5jxGGY42Kczm9Rsqi8c\niBnre/tzjTgRQRhEZBMATG2zAMtuh/JKcLuV9InNTsLhhOYm1Yj4xecqjOVyq5lI3VF1Yq9XHRNq\nUKXDsbjaLxbDMk2VuPcUpAfIvhAi7NARHuu9gTgXzsmMx7Aa6wZdR/ugDWcJwulKZ2WmmpFQPRxN\nDVBUApYGZwzH5bARRYPQcRW++t8+qBoB0VY49qVqONQsaGpSDkTToaBAaXUNH6VmIKXlaSn5jKom\nhzM9QJ+sAfGkpbXtQmRWNNIrWlU5q8hqjWIVeQdciO9kiBMRhNOB5ABsGYZanMrpAJ8fXE40XwmE\n9qiZhWmppsOaw2AZSjL+8CGVoLfbVBe7TYf6WqyS0hPL9oaDmQN8OKQk5ltaVLLe5VINjDZn1nVK\nTmkgb9cRbtlsvTP4t3FOpmVC/THMQHnvOxKXG80wBlzZ88kQJyIIpwPJAVi9/drBN1T9rWk4/D4i\ntYVQc0TlNhIWhBuVZHxTUDmAlpAKg9l0tVa7wwX1tSTCYXU+3QbB41ieQjVAJmIqx3LksPrbV6oG\n++IAWoGn45v4KSTiO3ToJxK9k7xPddVbphKoLAmocFMvz0h0hxPN51Ol14MoaS9ORBBOA9IDcFg1\nAmqeZFLdMtETCdXF3tigZinFJRB1wJcHkxVZISWHEo1ALAqWrmYXoaCq1LLZleS816/KgX1+MHXV\nh+Kwg9EKVgKwQSKR/U38FHWn2obqNLdHzUh6qFWVvjf1x5S8i9OpbOyDcJPuPFECPVgYtIl16RMR\nhEx0hxNbSRlaeUU64Y3DiWkYqsTX4VSDfjCkHMMZw1XZb3E5eH1QcUZyaV27kppvPKbWKmltUfLy\noSaVjI/H1T66rpodPQWqmqtsCFQNy5ps704iXnf2XvJedzjRAuVomt5rFWW5SNb3BwbtTET6RAQh\nO23f5k1vEVoirhLnJSVgc8Lhg2rWUVoGiVYV3vL5Ve+IZaowl00Djzcped6qZOabmqC4WOVBhg5T\ng3BJGUpB2J7W4jolu04xYd6bWlW92SNyOsmnDFonIgjCydEdTuzDR8HxZJd6S0jNOuwOlQvxB8BI\nlvMmLMBMyqdEoWq4ypGEQmoGgqVmH5YJ9XVolVVfvQKLvhmAc+6UBmizZXcQJyIIpzn2Qi/ayNFY\nX/5PzSj8xUr6JGGo2Qeo0l8L8HiguRk8cUCHknJV0eX1qa725hYVzjITWMdqMcsr1Bt+PKYWzYpE\n09VZicLC7KrArVG1imKLGni1UxyAO3MUeZkV5HhtkXwuyytORBAEdIeThL9UOQ6bXXWj22wqcW5a\naibi88P+z5PVWECgXMnGo4Hbk5SbN6G4VOVEYhGs+mMkPAVwvF4l2s2EkmGxLDhWo9ZzbzewW7qu\nqqScTgiHsLxFJ7W/S0eRh1lBLuVT8h06EyciCAIAmrcIKxIB01AJ65akI0nEIFCGrcBLYtR4pZdV\nVqlEGcNhpcfV1JQUeixQOZJwSMnHl1XC/r1qXRNXAXjcamA1ElBQmHVg10wTqySgOrsLi9Rs5SRY\n4aC6Hm40uz3TUeRpxcGcrS2S59CZOBFBEIDk23N5hQonxeNQGOswkNv8JZgFhVjhEOz/L9QfVvpa\nBUVqVlIcUI4n0qwS74f+qxyMpoNxWHXKj5sIFWVozc2dl/uGg2q2YmZWSaXCNpaukwg6TlQ+RaLK\niUSjWN7kioxtf9dXmBW0vUaXi3D1F/K8LK84EUEQ0rSVKuF4o9LXMhJYup6WLtEdThLxGDTVK8mT\n1gigQ5FP9ZEkDBWmqj+qBvdwSIW7gk2qSbGpQVWCdTWwpyYfrXGscBAz5RSON6p8ybEa4lXDsCKt\n4HGjedwqTNYaBZenw/lOtfIr9butZOOhVRJA6+fVVflWHh60fSKCIHSftn0bVmEhWnNzpnBgLKZy\nJ/G4qtQKN51Y0MpTqJR+o1HVR+JyApZax72sQv0dbFLXcKnwVkYvRWsy+e5yg5E8x/FGNfuxJ2c5\nsShWS7NaMCtugJFAs9vRXB5wuTrtz+gg4pjcJ9XTYSXlW4jHVE4mntQDa43m5sZ3k75UHj7ptXN+\nRUEQBgSpgUkzzRNrlKQG1CKf6iVxOFXYqrQMjJgKQRkJQIMv/wd2XfWVOFyq6ku3q/VKdJtayCo5\noFv1tSQa61UVl65jBY/D8QaVl9Ft6rokz21akDDRnC7lQGJRrMLCzh1eW9qut5L8LRmOJRLFSuUU\nYjH1f1mcqksknCUIQtdkiblrrVGs4SPgiK5CVQkTCn3JXEihCmkNqUp2sCegNKBmIjYbOD1oDjvW\nsZqk1paVXrvEikSUk2mNQUMdFHkhEsZCU532oCq/7DYsu0NVfDnV6okUl6hy4K6SzG11siLNUF6Z\ncQwet7qWw4HlLRoYOZE8M2hnIiJ7Igi9Q1ZJEpdbJdHPGKEGdX8peItUiAvAX6Kk5Fsiqhve7VGz\nlSI/mq8oOWAXQn0dHP4ftDarc8YiagZixFVXfCKhzulxp9dGsZUE0CqHYS8ogLIKJX+SchjtFsNK\n5XJSMxI9OVuhpQU8atZi6XrGMZq3CN3rw1bgzVuIaCAxaGciInsiCL1H+3JV3eHEDFRgudxQWq76\nQA58oaq0AuVQWaUS7jWHlf6WLymHUjEEmpuTs4SIam5Eg7oGcHiU09A19V1To3I8TQ1J+ZRMe2y+\nMrRgKKPCq22S2XLpaobSrn9CM03w+9VsxbLUZ1kSt9sM2pmIIAh9S0rQEa9XLWhlmclEd6uaYXiL\nYPiZ4PKoxHty/RGrsBCrtVU5jCKf2q/Ao/pN3E4wVFMidrfKfxQUQWNDh/xGZwKMXeZyIOvSvflM\nTA90Bu1MRBCEHBFsUlLxzWGVCzl8ECqHKifhdEIkDN5iaG4mkWw01DxurOZmOF6nOuA1Tc1eolFw\n2KCgVCXhXS6lz1VQkM5vpEp0TZ+v64a+LLkcJb8SUg4PO1o/Lt3tjHxKnGRDnIggCD3D51ehp0Iv\nHP0SAhXJATys5FMKCpOfQ2owt9uwsICEcj6RZhUSS8mt6ElZFV8JYILXj6bp4HJnSHxYjXWYJh11\nstoMsG37JwCsY7XKDktTM6h2kippjS80lRvpB4N0W/ItcZINcSKCIPQIW4GXxPBR0FAPQ0cotd9I\nWIWjitzJslxDlQSbJsSSZb+6HYqL0crKsdDUYF9WoWYl4ZASfywty6iQylyG1w6hcGYTYbYBNvV9\nOKjssFAht4ieUb1lJkuNCYdBs7AikbSAZPr8+Z4B9EN1YMmJCILQY2wFXrTiErTigOoHcXlUJ3lB\noVpjRNPheJNyIuEmpaPl9aLZ7aovA8CXnHFYlpJQSZXuphxIPIYVj2FFoiohbhiZ/RvtekCscJBE\nYz2JxjrlAFxude7jjcqhNUdUZVbb4w1DOSGbXTmcpG2dNSnmnCz5nHwjMxFBEHpMaoBPSb1bcTu0\nRrBiraoE2LJUZZZhqMZDIw7lFcqBmKBhqaqtwkI1o3G5VN+ImYCwTcmeHG9Es9uwdLDQsLw+OFaL\nCSfKjpM5EKs1Cq1x1fFuaVitUbRAhZKsTxiApgQg24o7utzK1mhUlSU7PScG6X4yA8i3xEk2xIkI\ngtAj0m/plqkaA5PNgLQkJUOiUaXua5pJCfijMGqM6tGwq/XeTwzOreqY5ijUHVPNhrodC9BSswyX\nGwsLLRxMdpmfCF2lB1g05bCs5BBnqFmF5i06Mdto9yafUbbcPieSZ5HDtuRMHfgUkXCWIAg9I7WI\n1PE6FSYKNQKaepsH9f+CQlWxFQ1DaSmEjmPFW0lJmaTDM/GYGuRtDlWR5SpQOlpomfuhciLty3dT\npbq4XGlVX5XMt5/IZXSxLnuqbNlWEujxGvCnC+JEBEHoGS63KvNtDiu9qbgBWOApUsvseorQvEVo\nNhsMGQ6xuEqs19YkO99PCD1iJNTgn4iDqaVVhDVvUcYgrnmL0Awja27AjMdULqWoWF3f50cLVGT0\nkWQVfjwJ0kuSHQlnCYLQI3SHk4TPryqyPIWABg4HWkkgs9wWlEijz6e2l5SjmeYJ+flwUGlXpSTd\nnS6VmG9bDdVmANd8PqygUvbV2hqUzF/omh0rUJZZnZVyNv2sTHYgI05EEIQeo5UEVBLcMMBuR/N2\nbATUHU4S5ZVQexT8penejzTJvINmt6vEPGDF42jJfbKV2Gqp/MbxxhPOoH2CPW5AOKjOk9yu9YMk\n+WBBnIggCD0mlZQ+WR+FrcCLOdSZdb9UYtwKh9SSvC2xdL9Gori4gw6WFY1krZg6cZ6gWtzKiKoV\nD212tXRuMuneH5Lkg4EB5UQOHTrEa6+9RigU4qyzzmLevHn5NkkQhCSnWjXU1X66w4npcGBpenIN\nEVS/RrAJXK4Mh6EFylSyPYszUOdR17AMQ+VZWqOAB624RO3URZlsv2gsTLL1Q41/bLFx4fQE50+1\n+uyY7pIzJ/LUU0+xY8cO/H4/y5cvT2+vrq5mzZo1mKbJnDlzuPLKKzs9x7Bhw7jpppswTVNk3gVh\nAHJKg3O2fg2f/4T6b0qxNyXA2JkzaBse8xSBxw1tE+OdXL8/SYts/VDjmu8PIR7XcKy2ePGFoyd1\nCt05pifkzInMnDmTSy65hNWrV6e3mabJs88+y4MPPkggEOD+++/nvPPOwzRNXnjhhYzjb775Zvx+\nP9u2bePVV1/lkksuyZXpgiD0Aqc6OHfWr2E6nB0cRvtZTWfaWdpXqarqJ42FAP/YYiMe10iYGhjq\n8/lTjV4/pifkzIlMmDCB2trajG179+6lsrKSIUOGADBt2jS2bt3Kd7/7Xe67776s50mtE/LrX/+a\niy66qM/tFgShl/gKg7PucGZdQ6T9/m2dBtCpdlZqDfVTCk/1o8bCC6cncKy2wACH3eLC6Yk+OaYn\n5DUn0tDQQCAQSH8OBALs2bOn0/137tzJRx99hGEYnHPOOZ3u98Ybb/DGG28A8Oijj1JWVtbpvl8V\nu93eq+fLFQPRbrE5N+TKZtPnw2qsU02ChoFWUqZCUt1EN00COlhFXjTDwLQ70CrKTyw25XBh8/kx\nYzF13eR+ms930uuagTKsaATN7emRje35qvf6/y6D//fXKO/+3eRbs3SmzQj0yTE9Ia9OxLI6xuk0\nTcuyp2LixIlMnDjxpOedO3cuc+fOTX+uq6vrnoFZKCsr69Xz5YqBaLfYnBtyabNpopR3XW70YLBH\n5ypxOqgPBtNOwwK0pNQ8RkJ1lsfiagYSj6X3IxJVXe2nQizeIxvb0517Pf4b6j+AUz20O8e0p6qq\n6pT2y6sTCQQC1NfXpz/X19dTUlKSR4sEQehLelP3SXN7lKKvaYBuRyuvUF+0T7T3o/DUYCSvsidj\nxozhyJEj1NbWYhgGH3zwQa+ti75t2zap4BKEwY6e+f9s0iSie9W35GwmsnLlSnbt2kUoFGLx4sUs\nXLiQ2bNnc8MNN/DII49gmiazZs1i+PDhvXK9VAJeEITBiRWNoLncaO5kmOpkiXpxHn1CzpzIHXfc\nkXX7lClTmDJlSq7MEARhkKC5PZ02Gwq5Y9Cq+Eo4SxAGN+lmQwlT5ZUBJXvyVZBwliAMfiRMlX8G\n7UxEEARB6HsGrRORcJYgCELfI+EsQRAEodsM2pmIIAiC0PeIExEEQRC6zaB1IpITEQRB6HskJyII\ngiB0m0E7ExEEQRD6HnEigiAIQrcRJyIIgiB0m0HrRCSxLgiC0PdoVrblBQVBEAThFBi0M5G+4r77\n7su3Cd1iINotNueGgWgzDEy7B6LNJ0OciCAIgtBtxIkIgiAI3cb2i1/84hf5NmKgMXr06Hyb0C0G\not1ic24YiDbDwLR7INrcFZJYFwRBELqNhLMEQRCEbjNotbO+KnV1daxevZrjx4+jaRpz585l/vz5\nrFixgsOHDwPQ0tJCQUEBjz/+eIfjlyxZgtvtRtd1bDYbjz76aN5s3rBhA2+++SY+nw+Aa6+9lilT\npnQ4vrq6mjVr1mCaJnPmzOHKK6/Mm83r1q1j+/bt2O12hgwZwi233EJhYWGH4/Nxn7uyOxwOs2LF\nCo4dO0Z5eTl33nknXq+3w/Fvv/02r7zyCgBXXXUVM2fO7HObn3rqKXbs2IHf72f58uUA/fp57sru\n/vxMd2Zzf3+mew1LsCzLshoaGqx9+/ZZlmVZLS0t1m233WYdPHgwY5/nn3/eeumll7Ief8stt1hN\nTU19bmdbOrN5/fr11qZNm7o8NpFIWEuXLrVqamqseDxu3X333R1+by5trq6utgzDsCzLstatW2et\nW7cu6/H5uM+W1bnd69atszZu3GhZlmVt3Lgxq92hUMhasmSJFQqFMv7ua3bu3Gnt27fPuuuuu7J+\n39+e5xTZ7O7Pz7RlZbe5vz/TvYWEs5KUlJSkE14ej4ehQ4fS0NCQ/t6yLP7xj38wffr0fJnYgZPZ\n3BV79+6lsrKSIUOGYLfbmTZtGlu3bu1Lc4HObZ40aRI2mw2A8ePHn/LvyBWd2b1161YuvvhiAC6+\n+OKs97C6upqzzz4br9eL1+vl7LPPprq6us9tnjBhQtZZEfTP5zlFV3Z3Rb6eachuc39/pnsLCWdl\noba2li+++IKxY8emt+3evRu/388ZZ5zR6XGPPPIIAN/+9reZO3dun9vZlrY2f/rpp7z++uu8++67\njB49mh/+8IcdHvCGhgYCgUD6cyAQYM+ePXmzuS1vvfUW06ZN6/S4fN5nyLS7qamJkpISQDmaYDDY\nYf/297q0tDTvA0p/f56zMRCe6c7o7890TxAn0o5oNMry5ctZtGgRBQUF6e1btmzp8q3tV7/6FaWl\npTQ1NfHwww9TVVXFhAkTcmFyB5vnzZvHggULAFi/fj1r167llltuyTjGylKUp2laTuyFzu/zK6+8\ngs1mY8aMGVmPy+d9hs7t/qrk8l5noz8/z9kYCM90Z/T3Z7qnSDirDYZhsHz5cmbMmME3v/nN9PZE\nIsHHH3/c5ZtEaWkpAH6/n/PPP5+9e/f2ub2Q3ebi4mJ0XUfXdebMmcO+ffs6HBcIBKivr09/rq+v\nT79R58NmUMnn7du3c9ttt3X6jz9f9xmy2+33+2lsbASgsbExnfhtb3Pbe93Q0JCze52N/vw8d0Z/\nf6Y7o78/072BOJEklmXxu9/9jqFDh3LZZZdlfPfvf/+bqqqqjKlyW6LRKJFIJP33v/71L0aMGJE3\nm1ODGsDHH3/M8OHDOxw7ZswYjhw5Qm1tLYZh8MEHH+RkJcjObK6urmbTpk3ce++9uFyurMfm6z53\nZfd5553HO++8A8A777zD+eef3+HYyZMn88knnxAOhwmHw3zyySdMnjw5J3Zno78+z13Rn5/pzujv\nz3RvIc2GST799FMeeughRowYkX5jSJURrl69mnHjxjFv3rz0/g0NDTz99NPcf//9HD16lGXLlgHq\nLe+iiy7iqquuypvNW7ZsYf/+/WiaRnl5OTfddBMlJSUZNgPs2LGD559/HtM0mTVrVl5tXrNmDYZh\npOPc48aN46abpLK68wAACWhJREFUbuoX97kru8eNG8eKFSuoq6ujrKyMu+66C6/Xy759+/jb3/7G\n4sWLARUT37hxI6BKfGfNmtXnNq9cuZJdu3YRCoXw+/0sXLiQ2bNn99vnuSu7d+7c2W+f6c5s3rhx\nY79+pnsLcSKCIAhCt5FwliAIgtBtxIkIgiAI3UaciCAIgtBtxIkIgiAI3UaciCAIgtBtxIkIpzXP\nPPMML7/8cr7NyMonn3zCb37zm3yb0WcsW7YsJxpiQt8iJb5CztmyZQt//etfOXjwIC6Xi4qKCi6+\n+GLmzZuHpmmsXr2a999/H7vdjt1uZ/To0dxwww0MHToUgMOHD/Piiy+yc+dODMOgvLycmTNnMn/+\nfHRd5+mnn2bXrl3U1NRw880350R2vS+47777uOGGGxg/fnzOr71hwwZqamq47bbb+uwae/fu5fe/\n/z2PPfZYn11D6HtEO0vIKZs3b+Yvf/kLN954I5MmTcLtdrN//342b97M7NmzcTgcAFxxxRVcc801\ntLa28vTTT/PUU0/xyCOPUFNTwwMPPMDMmTNZtmwZJSUlHD58mJdeeolIJEJhYSEjR45k2rRp/PnP\nf87zr+0+e/fupaWlJS8OJJFI9Mo5Ugq2nTF27FgikQj79u1jzJgxPb6mkB/EiQg5o6WlhQ0bNrBk\nyRKmTp2a3n7mmWd2+sbrcrm46KKLWLFiBaDekMePH8+PfvSj9D5VVVXcfvvt6c+XXHIJQNohdcXq\n1asJBAJcc801Hb57++23efPNNxkzZgxvv/02Xq+XW2+9lSNHjrB+/Xri8Tg/+MEP0jOdHTt28OKL\nL3L06FEKCgqYNWsWCxcuTJ/vnXfeYf369USjUebPn8/f//53fvrTn3L22Wd3uHZ1dXUHEb41a9bw\n8ccf09LSQmVlJYsWLeIb3/hG+r4cPHgQXdf55z//yRlnnMHNN9/MqFGjANWR/txzz7F7927cbjeX\nXnop8+fPzzjW4XCwfft2rr322nR3/datW6msrOTxxx9nyZIlGfa2na3U1taydOlSFi9ezEsvvURF\nRQW//OUv+fzzz1m7di2HDh2ivLycRYsWMXHixPRvmjBhAjt27BAnMoARJyLkjM8//5x4PJ5VX6oz\notEo7733HmeeeSagdJ++//3v95WJHdizZw+zZ8/mueeeY8OGDaxcuZJzzz2XVatWsWvXLpYvX87U\nqVNxu924XC6WLl3KsGHDOHjwIA8//DCjRo3iggsu4NChQ/zhD3/ggQceYOzYsbzwwgtdysEfOHCg\ng0T+mDFjWLBgAQUFBbz22mv89re/ZfXq1TidTgC2bdvG7bffzq233sprr73G448/zhNPPIGu6zz2\n2GOcf/753HHHHdTX1/OrX/2KqqqqtIbXtm3buPPOO1m6dCmGYRAMBrsVztq1axcrVqxA13UaGhp4\n9NFHWbp0KZMnT+Y///kPy5cvZ+XKlWmhymHDhvHpp59+pWsI/QtJrAs5IxgMUlRUlBHmePDBB1m0\naBHXXXcdu3btSm/fvHkzixYt4tZbbyUajaZlv8PhcE6VWSsqKpg1axa6rjNt2jTq6+tZsGABDoeD\nSZMmYbfbqampAWDixImMGDECXdcZOXIk06dPT/+mDz/8kHPPPZevf/3r2O12rr766i6v29zcjNvt\nztj2rW99K33/Lr/8cgzDSC91CzB69GimTp2K3W7nsssuIx6Ps2fPHvbt20cwGGTBggXppVrnzJnD\nBx98kD52/PjxXHDBBei6nnZK3eF73/sebrcbp9PJu+++yznnnMOUKVPQdZ2zzz6bMWPGsGPHjvT+\nbreb5ubmbl9PyD8yExFyRlFREaFQKCNe/vDDDwOwePHijPUgLr/88qwhJq/Xm6Ho2tf4/f7036nB\ntbi4OGNbNBoF1KzlhRde4MCBAxiGgWEY6bBdQ0MDZWVl6eNcLhdFRUWdXrewsDB93hSbN2/mrbfe\noqGhAU3TiEQihEKh9PdtVXl1XScQCGTI1C9atCj9vWma6VBY+2N7Qtvz1NXV8eGHH7J9+/b0tkQi\nkRHOikajWdcdFwYO4kSEnDF+/HgcDgdbt27NyIl8Fc466yw++uijnKjgflVWrVrFd77zHe6//36c\nTid//OMf0ysdpgoAUsRisQwH0J6RI0dm7L979242bdrEQw89xLBhw9B1neuvvz7D8bZdS8M0zfR6\nGjabjYqKClatWnXKvyXb2hcul4tYLJb+fPz48S6PCwQCzJgxI61knI1Dhw4xcuTIU7ZL6H9IOEvI\nGYWFhSxYsIBnn32WDz/8kGg0imma7N+/n9bW1lM6x8KFC/nss89Yt25dehCrqalh1apV6bCIYRjp\nwS71t2maffOj2hCJRPB6vTidTvbu3cv777+f/m7q1Kls376dzz77DMMw2LBhQ5fnOuecc9i9e3fG\nuW02Gz6fD9M0efnll2lpack45r///S8fffQRiUSC1157DYfDwbhx4xg7diwej4dXX301fS8OHDjQ\n5eJHfr+fY8eOZdy3UaNGsWXLFgzDYN++fXz00Udd/oYZM2awfft2qqurMU2TWCzGzp07M5zd7t27\nOeecc7o8j9C/kZmIkFOuuOIKSktL2bRpE08++SQul4shQ4Zw3XXX8bWvfe2kx1dWVvLII4/w4osv\nctddd5FIJKioqGDmzJl4PB5AhchSuYjPPvuMZ555hp///OcZYZS+4Mc//jFr167lueeeY8KECVx4\n4YVpxzZ8+HBuuOEGVq5cSWtrK/Pnz8fn83VaQTZ69GgKCgrYs2cP48aNY/LkyUyePJnbb78dl8vF\npZdemhEeA7VA1gcffMDq1auprKzkZz/7GXa7+id+7733snbtWpYsWYJhGFRVVXWZl7nwwgt57733\nuPHGG6moqOCxxx7j6quv5oknnuD6669nwoQJTJ8+nXA43Ok5ysrKuOeee/jTn/6UTvCPHTuWn/zk\nJ4AqY3a5XB0KCISBhTQbCkIeiEajLFq0iFWrVlFRUZF1n08++YTXX3+de+6556Tny0VzYG+zbNky\nZs+ezZQpU/JtitADZCYiCDli27ZtnHXWWViWxdq1axkxYgTl5eWd7j9p0iQmTZqUQwtzy913351v\nE4ReQJyIIOSIbdu28eSTT2JZFmPGjOGOO+7ImsAWhIGEhLMEQRCEbiPVWYIgCEK3ESciCIIgdBtx\nIoIgCEK3ESciCIIgdBtxIoIgCEK3ESciCIIgdJv/DyNYvh5Ra2m6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1ebe889c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GPC1 z\n",
      "   Number of flagged objects: 4\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAF6CAYAAADYomUWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCBlSIgRBEETI/D8A/KItJSqGfwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1ebb4c1550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GPC1 y\n",
      "   Number of flagged objects: 3\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAF6CAYAAADYomUWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nM9gOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1ebb00e898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PanSTARRS forced photometry catalogue\n",
    "ps1_err = 0.0010860000038519502\n",
    "\n",
    "bands = ['g', 'r', 'i', 'z', 'y']\n",
    "\n",
    "for i, surveys in enumerate([g_bands, r_bands, i_bands, z_bands, y_bands]):\n",
    "    surveys.insert(0, surveys.pop(surveys.index('GPC1 '+ bands[i])))\n",
    "    print(surveys[0])\n",
    "    \n",
    "    if len(surveys) == 1:\n",
    "        basecol1 = surveys[0].replace(\" \", \"_\").lower()\n",
    "        col1 = \"m_ap_{}\".format(basecol1)\n",
    "        x2, labels2 = None, None\n",
    "    else:\n",
    "        basecol1, basecol2 = surveys[0].replace(\" \", \"_\").lower(), surveys[1].replace(\" \", \"_\").lower()\n",
    "        col1, col2 = \"m_ap_{}\".format(basecol1), \"m_ap_{}\".format(basecol2)\n",
    "        x2 = master_catalogue[col2]\n",
    "        labels2 = (\"{} (aperture)\".format(surveys[1]), \"{} (aperture)\".format(surveys[0]))\n",
    "    ecol1 = \"merr_ap_{}\".format(basecol1)\n",
    "    \n",
    "    if len(surveys) >= 3:\n",
    "        basecol3 = surveys[2].replace(\" \", \"_\").lower()\n",
    "        col3 = \"m_ap_{}\".format(basecol3)\n",
    "        x3, y3 = master_catalogue[col3], master_catalogue[col1]\n",
    "        labels3 = (\"{} (aperture)\".format(surveys[2]), \"{} (aperture)\".format(surveys[0]))\n",
    "    else:\n",
    "        x3, y3, labels3 = None, None, None\n",
    "        \n",
    "    if basecol1 == 'gpc1_g':\n",
    "        savefig = True\n",
    "    else:\n",
    "        savefig = False\n",
    "\n",
    "        \n",
    "    mask = np.where(master_catalogue[ecol1] == ps1_err)    \n",
    "    print ('   Number of flagged objects:', len(master_catalogue[ecol1][mask]))\n",
    "\n",
    "    flag_mag(mask, master_catalogue[col1], master_catalogue[ecol1],\n",
    "                    x2, master_catalogue[col1], \n",
    "                    x3=x3, y3=y3,\n",
    "                    labels1=(\"{} mag (aperture)\".format(surveys[0]), \"{} magerr (aperture)\".format(surveys[0])),\n",
    "                    labels2=labels2,\n",
    "                    labels3=labels3, nb=len(surveys), savefig=savefig)"
   ]
  },
  {
   "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",
    "$75th \\;percentile + 3.2\\times IQR = 0.6745\\sigma + 3.2\\times1.349\\sigma = 5\\sigma$\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": {},
   "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": {},
   "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 == \"megacam_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)))\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)), savefig=savefig)\n"
   ]
  },
  {
   "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",
    "    print(len(x[zoom]))\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_r\" and basecol2 == \"wfc_r\":\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(10):\n",
    "    plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (herschelhelp_internal)",
   "language": "python",
   "name": "helpint"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
