{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# AKARI-SEP: 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": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed time(secs):  9.240604639053345\n",
      "Number of sources in master catalogue:  844172\n"
     ]
    }
   ],
   "source": [
    "t0 = time.time()\n",
    "\n",
    "catname = \"../../dmu1/dmu1_ml_AKARI-SEP/data/master_catalogue_akari-sep_20180221.fits\"\n",
    "master_catalogue = Table.read(catname)\n",
    "\n",
    "print('Elapsed time(secs): ', time.time() - t0)\n",
    "\n",
    "print(\"Number of sources in master catalogue: \", len(master_catalogue))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AKARI-SEP\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": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "u_bands = []\n",
    "g_bands = [\"DECam g\"]\n",
    "r_bands = [\"DECam r\"]\n",
    "i_bands = [\"DECam i\"]\n",
    "z_bands = [\"DECam z\"]\n",
    "y_bands = [\"DECam y\"]\n",
    "J_bands = [           \"VISTA J\"]\n",
    "H_bands = [           \"VISTA H\"]\n",
    "K_bands = [           \"VISTA K\"]\n",
    "\n",
    "all_bands = []\n",
    "\n",
    "irac_mags = [\"IRAC i1\", \"IRAC i2\"]\n",
    "\n",
    "other_mags = []\n",
    "\n",
    "opt_mags = g_bands + r_bands + i_bands + z_bands + y_bands\n",
    "ir_mags = J_bands + H_bands + K_bands + irac_mags\n",
    "all_mags = opt_mags + ir_mags + other_mags"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1/ Magnitude errors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DECam g mag (aperture)\n",
      "    Error max: 236659\n",
      "    magerr > 10: Number of objects = 1504, min mag = 27.3\n",
      "    magerr > 100: Number of objects = 161, min mag = 29.8\n",
      "    magerr > 1000: Number of objects = 15, min mag = 33.0\n",
      "\n",
      "DECam g mag (total)\n",
      "    Error max: 99769\n",
      "    magerr > 10: Number of objects = 2336, min mag = 27.3\n",
      "    magerr > 100: Number of objects = 234, min mag = 29.6\n",
      "    magerr > 1000: Number of objects = 18, min mag = 33.6\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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Tn5NDEDgBkbBZHc7nIVJjUp7zOZjXZipCNyQqfYoiImMm3PPrui4vvfQShUJh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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f38a99c6400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DECam r mag (aperture)\n",
      "    Error max: 4295\n",
      "    magerr > 10: Number of objects = 162, min mag = 27.3\n",
      "    magerr > 100: Number of objects = 15, min mag = 30.5\n",
      "    magerr > 1000: Number of objects = 3, min mag = 33.1\n",
      "\n",
      "DECam r mag (total)\n",
      "    Error max: 1107\n",
      "    magerr > 10: Number of objects = 259, min mag = 25.2\n",
      "    magerr > 100: Number of objects = 31, min mag = 30.0\n",
      "    magerr > 1000: Number of objects = 1, min mag = 33.2\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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VaK/HzJ/2ERhMmgJYpenP4lYtPWzm39EMnHoLmppgebvJzEqPgG2b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E0wk+DxqvN/kyaMHA2+XCgfoyabfSrRteJxqQI9xOmZ7kCqbNiwQQpvCCH6RHe6MCqOhqtuAF8G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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f389f51d9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DECam i mag (aperture)\n",
      "    Error max: 24063\n",
      "    magerr > 10: Number of objects = 77, min mag = 26.8\n",
      "    magerr > 100: Number of objects = 14, min mag = 29.1\n",
      "    magerr > 1000: Number of objects = 2, min mag = 33.3\n",
      "\n",
      "DECam i mag (total)\n",
      "    Error max: 566\n",
      "    magerr > 10: Number of objects = 160, min mag = 26.6\n",
      "    magerr > 100: Number of objects = 7, min mag = 29.2\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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II4/wwgsv0NfXB5inxg888ADXX399NYYrIiIiMiO2z48VbTEpyk1RLI/HrOQODUAhD6U8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S6Q0G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\n3n+1Z+ttEGO6XgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f389f4cad68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DECam z mag (aperture)\n",
      "    Error max: 301559\n",
      "    magerr > 10: Number of objects = 498, min mag = 26.5\n",
      "    magerr > 100: Number of objects = 54, min mag = 28.7\n",
      "    magerr > 1000: Number of objects = 8, min mag = 31.9\n",
      "\n",
      "DECam z mag (total)\n",
      "    Error max: 50319\n",
      "    magerr > 10: Number of objects = 1569, min mag = 24.7\n",
      "    magerr > 100: Number of objects = 161, min mag = 27.0\n",
      "    magerr > 1000: Number of objects = 15, min mag = 31.9\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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dPH86WNDeMZwGHTZVn7MZs+LqlGBwCDJZs/KL8/aHeGUouZAqQ/6/YM8OSLbB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\nCRZTQZJfIcSUMlauQd12D3z91uIMEOuHN1+FmjD2RZdiBYI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xxhFCCCHGK5WEqjCGaaLq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20J3w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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f389f4d8b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DECam y mag (aperture)\n",
      "    Error max: 633603\n",
      "    magerr > 10: Number of objects = 8968, min mag = 24.4\n",
      "    magerr > 100: Number of objects = 843, min mag = 27.1\n",
      "    magerr > 1000: Number of objects = 83, min mag = 29.9\n",
      "\n",
      "DECam y mag (total)\n",
      "    Error max: 160172\n",
      "    magerr > 10: Number of objects = 12763, min mag = 23.1\n",
      "    magerr > 100: Number of objects = 1164, min mag = 27.0\n",
      "    magerr > 1000: Number of objects = 108, min mag = 30.2\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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OOeUUuru7Dzi2ZcsWWltbR+5cr1q1iueee4729nZWrlzJypUr+frXv8555513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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f389f6547f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VISTA J mag (aperture)\n",
      "    Error max: 3\n",
      "    magerr > 10: Number of objects = 0, min mag = nan\n",
      "    magerr > 100: Number of objects = 0, min mag = nan\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n",
      "VISTA J mag (total)\n",
      "    Error max: 1252\n",
      "    magerr > 10: Number of objects = 48, min mag = 23.1\n",
      "    magerr > 100: Number of objects = 6, min mag = 27.3\n",
      "    magerr > 1000: Number of objects = 1, min mag = 30.3\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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mZCo58dbyYXR5r+zqho5uSHbiJLtPvKdVvZ5TKinzSUQaQsPe/Dbq6XLgtE14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2KQZc+JQ+5p/I3VPTUzs1CVN0H1cehovfQFZ04BBixYBslJsPYOeOv1UW/XZdlRCPXdE3cSdPoh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\nRERERALe/wMcgbNAP/AGxgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f389f4f7438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VISTA H mag (aperture)\n",
      "    Error max: 4\n",
      "    magerr > 10: Number of objects = 0, min mag = nan\n",
      "    magerr > 100: Number of objects = 0, min mag = nan\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n",
      "VISTA H mag (total)\n",
      "    Error max: 1051\n",
      "    magerr > 10: Number of objects = 12, min mag = 22.8\n",
      "    magerr > 100: Number of objects = 1, min mag = 29.7\n",
      "    magerr > 1000: Number of objects = 1, min mag = 29.7\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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//4G9px7jm98+ZB/Cw1FhKxEZzubPn9/991NOOYU1a9aQTqfJzx++RzFU7Xn0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\nV11FaWlpxuPJ2BWcOJX2+x7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P8cQTT7Bs2bIczrI33ZiW4cAKFmF/fp53ttZ+GeqHMABu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\nMD3VA5ddizH2THjo5xBpjP9BFj2JVb4fY+blsd3chOjnLMu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mNHcKNqez7eNXfodK3abq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eBvoiHaheFNx+H1XZa/OouIiESK4EhwrZ0R2uF22z9Oe2KD55jN/ssmIVbEBr8iItJ1uJK8mMNG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\nqquuAqC+v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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f389f345e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VISTA K mag (aperture)\n",
      "    Error max: 1\n",
      "    magerr > 10: Number of objects = 0, min mag = nan\n",
      "    magerr > 100: Number of objects = 0, min mag = nan\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n",
      "VISTA K mag (total)\n",
      "    Error max: 36\n",
      "    magerr > 10: Number of objects = 4, min mag = 23.9\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": 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KW66urub6669n48aNtLe3U1dXx5IlSwbP/8rM4CxchHvRlXDztZBLFmbQrh1w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yVw+ACYwe53Ul9p/xw5ANMugQsvwnJ5iGRkY2RkKgiWXjd58mQqKzvWri4tLSUvL4/c3FwA5syZ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\n2H+6FhQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f389f866f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IRAC i1 mag (aperture)\n",
      "    Error max: 29\n",
      "    magerr > 10: Number of objects = 2, min mag = 26.2\n",
      "    magerr > 100: Number of objects = 0, min mag = nan\n",
      "    magerr > 1000: Number of objects = 0, min mag = nan\n",
      "\n",
      "IRAC i1 mag (total)\n",
      "    Error max: 74\n",
      "    magerr > 10: Number of objects = 6, min mag = 24.6\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": 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cLqjI8Oozv82c127hIvCGf3d20FxZKRtLiw3nZi5iE63PUcGrq6++GsePH++p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\nc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LGdqDdeAwe/B8891etldY+qA9Nn5OHmKhgdERqz6U8BxOMiUOF5ogw9Nyl2AZGIzAUX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rQSwu7zMzKe8VjUL/MEyPw8AwlEtAIEJZxTmIJrAGh9Z0WNdycDWqrSiKoijKmaLOr6Ioyibj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\nCCGExZPBrxBCCCGEEEIIi/d/B0TK8Ee48SoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f38a627fac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IRAC i2 mag (aperture)\n",
      "    Error max: 2570\n",
      "    magerr > 10: Number of objects = 45, min mag = 29.1\n",
      "    magerr > 100: Number of objects = 3, min mag = 29.4\n",
      "    magerr > 1000: Number of objects = 1, min mag = 29.4\n",
      "\n",
      "IRAC i2 mag (total)\n",
      "    Error max: 4288\n",
      "    magerr > 10: Number of objects = 110, min mag = 27.9\n",
      "    magerr > 100: Number of objects = 14, min mag = 29.2\n",
      "    magerr > 1000: Number of objects = 1, min mag = 29.2\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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/KqHqT00rghMH8BYXrUtkPmezxJUKxGL2uMw4bmaSIJ+DcBgvPdjt4XfOHi9d\n6rUvGiLSGfPz8zz22GP8+Mc/ZmBggFwux0033cTDDz/M6Ohot4cnu200Yyu7fsX2/zrPGl7Valbq\nXC7DxAR4nsWIpTyEIhDzYDgM1SqMD+F5fnO1V1DD4eGtThLbiJWrE82VJdU7HZ/ajn07EePXWeXV\nRLNI7/PbfeD3vvc9vvSlL/Hoo48C8Nprr/GDH/ygYwOT3eFHovjpQULJNAyP4CVTcPAwVMtW+jx1\nidpS3h4c0PyzX8Vshts5Z0EttndKlxpfNOo/g0q520MSkQ758pe/zLFjx3jmmWf48pe/zDPPPMN1\n113HU0891e2hSReEkmk4eh3Ek3DgkCW6iaQlnp4HqbQ1uFqu3ooloFaFShVcDYYn8EYyMDwCQdCo\n9vJicbxIZG1C2U6sXJlousBKqncwPgWVMkE+a99T2ox9zvdx2XlL8LcY4/1I1D6n+k9NNIvsHW0l\nv88++yxPPfUU11xzDa+88gpgZwp+5Stf6ejgZHctJ8JeKGR7fwsFC4CTl3FzsxBU7ViFRP2ohD61\np4Paii8ay2c6ikh/+tGPfsQ/+2f/jHjcvrzH43F+/dd/nR//+MddHpl0SyiZxrv+LZb8RqIQrf/j\nh20LUyoFM9OQXbDtTukBW909ehzGx6FUxFXKlhAGG08Cu3AYB+vHypUJ8tISJFI7Fp+aJnunLuFc\nsOFrB5Uy3uLilYZfqdSWY/zyd6bNPn85YdfktEh3tFX2/M1vfpPf+Z3fYWJigm984xsAHD58mAsX\nLnR0cKtdvnyZP/uzP2NpaYl/+S//5a6+974Si1vH56AKhSIMDEOu3kCjVMAlBnqu7HmnS313u3Rp\nx8avhhsi+0YqleL8+fNcd911jfsuXLhAMpnc1XEoNvcWPxIlOHgEt7x9KRLFSw/YvuB8DmolO9lh\naQHcAFxz2GL6/Jytzs7N2Nan4iLOD+GNZFoffzQ/h7cca1pYjmtuudS5vr0qKJehsAjDGYJ8dutx\nb+Wq8nIyG4lcPfYtN/r0wvbYYHdL2fqxp4jIXtNW8lsoFNY00ahWq4TDbT39qp544glefPFFhoaG\n+PznP9+4/6WXXuKZZ54hCALuvfde7rvvPg4cOMBHP/rRpsfJzvMjUWrDGfjpq5BKWyAcP2izx6Ui\nJCxQ9cre0r0eTFp2jQRq2QWCSnlT16LOziL7x6/8yq/w7//9v+eee+5hfHycqakp/vIv/5J//I//\n8bZfW7F5b/MjURhp1fzMQTgG+QXI521PcKGIq1SsC3S1Cr4Pc9MW/5eWbGV4haBStiaYvo/vhVse\ng7gyrnnVGgyPEIpEqQFMXrbvYInzAAAgAElEQVTJ5Utv4kYyeFuN2ysmez3Px00cgCDAxXy8UpFg\n+XNY5zldmSDeYL9xr3yvEulnbZU9v/Wtb+XrX/96033PPvsst95667YH8J73vIdHHnmk6b4gCHj6\n6ad55JFHeOyxx3j++ec5f/78tt9L2ueFQnDoqHWAnjgIlQpeOAx+GCoVapOXcDOTvbG3dK+X+q4a\nv8tnbQa+UtrSZ7vVUiwR2VtOnjzJv/gX/4JcLsfZs2fJ5XI8/PDDnDx5ctuvrdjcn7z0IKRSgAfp\nFBw4YnEzNw+lgv2TnYNYDFwAyWRTTG0ktb4Pk5ME05dhctJur4xX68RlLwjwhoYAZxPqlfKW4vbK\nVeXlLUqhZNq2Zi0urvvdpOvbmq6yT1o9O0R2R1tLtw8++CCf+9zn+Iu/+AuKxSIPP/wwyWSS3/qt\n39r2AG655RYmJyeb7jt37hwHDx7kwIEDANx999185zvf4ciRI9t+P2lTLI5XKEAyhSsV7WelArUy\nLJWhmIdQDDc2bklxNzsid2Emd0dnZ1ePPxxe+6VBiayIrPJ//+//5V3vehdve9vbmu7/9re/zTvf\n+c5tvbZicx8LRWFoBBbmLdFamLEzfiP16q5wBOZnYeyAraj6fqM8eTmppViGSgFKeSuRXh2v6nEt\ncIGVOI8ftPeu38/yyRKxOC47f+X3rB9fGwmv71uCu2JVufG4Njo5b2ZbUye2VK1bnbXHT5oQ2Sva\nSn5HRkb4vd/7PV577TWmpqbIZDLceOON+H7bzaI3ZXZ2lkzmSplNJpPh1VdfJZfL8ad/+qf87Gc/\n43/8j//Br/7qr7Z8/unTpzl9+jQAjz76aNvnHobD4b49I3Er1xZkxqjlFqCwiJdI4uZnqUXD+IMe\ntfIgFBbxEwnCiQTeyBh+tPUf6aBcxhULePHEuo9ZdwwbPDccDjNxzSGCzNiW32OzgnIZNzeNG0jj\nVat4g4PbvvaV4wdwc9OE/BCZwcGrfrZ7kf4723t0Xb3pj//4j3nXu9615v4nn3xy28lvK92KzbLW\nVv+/W8suUPPGYCFMJZWC2Wm8ozcQLi7i0mlq1QqEfLyj10E+izeWwcvnqGXncbWA0PgBPBciKBdx\nQ4MQieNFwniREL7n4Y9PEE6lAagODuIunceNHiHk+XiD1iukFo0A4A4dxpuZxKUmmn7fKr6ujLtu\nfhY3PEwoFsU5hxeJERocAiAYHLTHhcP2/G3ETz8IyPi0Fet3wk6Ofa/Y63+D9wJ9xmu1vWnXOUe1\nWgWs9KmTnHNr7vM8j4GBAT784Q9v+PyTJ082lX1NT0+39b5jY2NtP3av2eq1BfkcVMp4xRJBuQK5\nBXCA54AQTE1CagAvaLG3hlX7WVfN0G40o9rquUDTc9ZcV7my6WvcrCCftc/E8+z/qwU73L6d8W84\nc1wffxBAxg8xE4CfzXbiMrpG/53tPbquZocOHerAaNp3+fJlwGLx5ORkU8y8fPky0Q59Ye5WbJa1\nthzTK2Xcm2/a0Ubzc+B7tr83EoOfvmbHIC3mIZG1I5Ne+YHF/eIi5LJWJp1M1s8ODkMMePMyBA4O\nH8MrVxuxLshnIQAvv4hzDpfN2kptPSa6cAiPK7+nUC99bhFfV8bdoFyB+TfwBoevxNYVsT8IgFze\nvidsI36ORCPMZLMbxvqdtFNjb3rNHt5H3K+xpZfsp8+43djcVvL785//nN///d+nUqkwOjrK7Ows\nkUiET37yk01dJndKJpNhZmamcXtmZoaRkZFNvcaZM2c4e/YsDz300E4Pb39Z3VDimiP2R7RShdIS\nlMqQm8NVqwTjE2v/sK5TxtNWk6pVz3X5FYFzRWOondRWkGi3zHobJUx+JEpocKgpoHdKLwdGEVnr\nE5/4ROPfP/7xjzf9bnh4mPvvv78j76vYvPf5kSi1iQNw8TxEI1AsWNJZq8HYhJUkT9aT46UlGByy\nRli5vMX9whLg2e9DYbh8Hio1S4gvX8AdOYa3qvS51ZYeFw7Z61Sra2Npq/i6+rvI+EHLFFs0dtyp\n0xq8eKKRpO/WlqqdPmlirzcEFemEtpLfL33pS3zgAx/gQx/6UGMG7M///M/50pe+xOc+97kdH9Tx\n48e5ePEik5OTjI6O8sILLzQF+3acOHGCEydO7PjY9pvV+1NCkSgk0wT5LK5c3/sDkM/iCovUrjls\nTSeWrZcotpMYrt4zlEhDJNz8nB3UbpBou6Nyt7tKtkGBUWTv+epXvwrApz/9aT7zmc/s2vsqNveH\nUDJNbXQcFnMwEoKgBtGYJZVBDdJDEI/D6IQ94c3XYXYGqiWIhCHsQzQBr5+DWNLOzK2WYakGM1ON\n/burY6UH1syxHhO9ldVcK2Jpq/ja8rtIh/nRenOsXTo9oSMT0dpHLLJGW8nvxYsX+eVf/mVrwIOV\nOX3wgx/ka1/72rYH8Pjjj/Pyyy+Ty+X4yEc+wgMPPMA999zDgw8+yGc/+1mCIOC9730vR48e3dTr\nanZ557SciYzFbRa3WLSZ4tkpGBmBny5RO3IdXihkTSmC4MoZfyuDRxuJoR+JUkul7FiEZAqCKq5Q\nhUS8M8nkJoJEO7Oze+LYoU1cs1aIRXpLJxPfTsVm6Q1eesCONVqxLcdVyrAwBwND1vQq5EPNQSgE\nA2kID1uzLOdg8hIEHhRy1uyqUoZo3P5ZYTlWrjnzd2VMbHPldqdXRduxW+/ZsYnoPTAJL7Lb2kp+\n77jjDs6cOcNdd93VuO/MmTPccccd2x7AqVOnWt5/5513cuedd275dTW73Fl+JEqQmcDF4nDhjfpx\nCCVYuAi5edzBI5Bfwk1M4Hn+mv2u7SaGXhDA0FCj4sCBBaJOJJMdCBLdCNab0uY1a4VYpDf8wR/8\nAffddx833njjuo85d+4cX//61/nkJz+55ffpVGzWxHR3rZzEXL2qGZSKkBnDFQowPw1ZB65ie3vj\ncau+SqXrJdBFiPiQyFjpdDwFhw5D2MflcwTpgSvvA2vO/FX8WKVDK7R7YhJeZJe1lfwGQcDjjz/O\nDTfc0Njz85Of/IQTJ07wxS9+sfG4j33sYx0bqPQePxKFkTFqlQqce8WCWyFnzTJiccCD7AIuHod8\nCEbG1q4erjrGwOWzgIeXHsCPRHG+DwsLuGQSz/PxOhg092OQaPuaVTol0hPe97738fTTT7O0tMQt\nt9zCoUOHSCQSFAoFLl68yA9/+ENSqRS/9mu/1u2htqSJ6e5ZPYnJ8Ejj+KIALN7OTFtjq3zWEt54\nCkaGwcf2+I4dAD9kTbBiCfB8GJ+wMuhiwfYFh6O4hXmbFM9mIajaOcBlB5HolT3Bu33tW6xc2pXn\ndnCFtucn4UV2WVvJ79GjR5tKm44cOcLtt9/esUHtBM0u7x5vJINLpqBSsj/gQc0CnudZgB0dAz9M\nLZZvnM23evUwqJRxM5OQz4PncIUCteFhvMVFXDIJhUXc+MGO7/PZj0GirWtW6ZRIT7j99tu5/fbb\nee211/jud7/Lq6++ytLSEqlUimPHjnHq1Cmuv/76bg9zXYrNXbSmiWQOr1767OqdmamU4M2fQmbC\nOkGXSzCagdQADAxDtWKJ7NiYVXsNDsH4NTB9CZYKkASmL9v9c0uAs2R5dsa+CwQ5XCzeODd4vZMe\nXD4HOLz04LYnordSuRRUynYs1NL631t28n2XJ6JdPgvhsO2PFpGOaCv57VTnyE7S7PLu8SNRatff\nBD/9se0NevM8JBIwNw/jaahVoVSA2RqkUq1XD0vFK/uPwGaKswsQi+F7YVwkUj8DQNq1k3t09+Oq\nuEgvO378OMePH+/2MDZNsbmL1nRfDl1JhqtVqFTsb3xywFZ2R8YgHrP9v4NjNrE9Mw04W+lNpiCZ\nhguvW4IbVCEUsRXj+Xk7ESIWt+R4NGN7hdODMD8Dg8O4bJZaIt5IcBvVX9kcVIvgPFypSG1w2LZA\n1WPZpmPbJiuXlpNWFw3D1CVcImXfQzZb9bSFiqnGiRbzc9peJNIhbZ/zW61WuXDhAtlV54697W1v\n2/FByd4TGhqhdtOtcPFNeOtt9SRpCCoFKBctaA5ncKUizg9Z9+bhTGP2t6mBllcPrINDsLjY1mrj\nZoNhvzdv6sQe3f24Ki4i0i+u2n15Of6m0naEYSRspc7RKOTmLekNAVOTluCGPKjGYOFNOyYpP2d7\ngz0fLi9CJA6RSD2me3YO8EjGjk9KpnDZrB2TNDIO1Rq1VMpWWEsFyM7a+wcOcgEUSzA0BIXClcdt\nJrZttnJpRdJKIgVLSzYBX39u077p5ce3+i6xjffV9iKRzmkr+f3bv/1bvvCFL1CpVCgUCiQSCYrF\nIplMpmnPby9RadXuCyXTBNdeb8E0kYS5GYgMWunz2ARePIGrVCz4RaJw/me4ZBpiCbzxCbzMhCXG\npRIMD9vrRaIbrjZuNtHrpeZNHUvC2wyi/T4JICK9RbG5u9b02qgnw156EDc4DBffsFVa34dwFKYv\nWlXW7CQUyzaRPTcJB49Bft66PAfOXqwW2OQ1IQhV4MARS4irVTh42M4IHhm1VeGf/dhKqmtVXCoF\n2SrEYkAc8GF6ylaVC4tw8KitTJeK9s96FWRXueZNVS4tJ63O2fFPEwcaZwoDje8Py6XiXiLe8rvE\nlt9X24tEOqqt5Pc//+f/zK/8yq/woQ99iN/8zd/kmWee4b/9t/9GNNq7X5ZVWtUdy3/svVIRlx6w\nRLZUwIvFcYX6CnAkAjOXLQDWanaEUT6Blx6wztDpNCwuUoOmUqd1tZHorUzyXD5ns8vE8cLhNY9f\nnRB2KkHcUtJeKjaOkLrqeNoIor00CSAi+4Nic29ZmQwHgEsM1BtUhS1OeiGIhqyRZShse4IjMbh0\nHsoFa3JVKoMHjB+yc3+jUWt8lcva0UdDI7YPeMCquZifhlLFyqALRTsb+PjNsLiIFw7jknGIH7Lv\nCtEYLC5BcRGcB7EYbnnVdRMJYtN1bhDTG99jIjEYHmnqNRLks82l4nDV7x6bqZhqlSxrglpk5/nt\nPOjChQt88IMfbLrvvvvu48///M87MijZ2/xIFD89SCiZJjSSsRVdPKiVbRb3xz+w45FmJ2Epb0ES\n15zEusDO960naEGlvP4b1oOgc86CYaw5GDaSvEZTrayVYmXnLCFf8fiVj2V+jtpSvun2VcexWStL\nq5YD5zoae5CWFuGNn9nPFeMJKmWCfLZx249ErZNn/WfLoLmJ9xeR3hIEAd/61reoVCrdHor0i1IR\nLxHHTw/YamZqAOIJi5GHr7OkNz1kDS2LBavuqtUgO2fNrrKzFrdDUQj7cOkiXL4AkxchO29nA2fn\nLP7OXLTYOnMJkmlCyfSVmHXNUbzhjK38VsrWNTqWgFTKSqj90NVj21WsjvGtYvpywunFE02vH1TK\nuErFtm85Z6XifnjNd4/V8Xi9cbR6zPL3p0bi26nvHyL7WFvJbzKZpFAoADA8PMz58+fJ5/MUi/qy\nLBuz4OFsdriwZMlnpWL7evEgEsFLDzaS2KBctpXhSKQpMVsOFrWl/KYSPZfP4koFm6WtVi14Dg1b\nME2smk1dnRBmFzqXIG6QtDepj4tKuT6rXm76XFoFyJVBdDUL4mVcodje+4tIT/F9nz/5kz8hEol0\neyibcubMGZ588sluD0NaWRWTvJFRuO44jI7D7f8fvPM9Fn+uPQ7Dw7aq65yt9g4O2e+KSzapPT1t\n/T6mLsDUJYv787MwOw0Lsxazpi5DuQz5BYJKuWni3KVsry2JlO0jdoGtGpcKjXi1pZXQDSZ9mybL\n56abJpiZn8PDQQAO8DITeOM2ue/qzTrbTq7bSWo1QS3SEW2VPf+dv/N3+O53v8sv/uIvcs899/CZ\nz3yGUCjEu971rk6Pb8u0r6jXeLYXqFqBagCJOIRjtsfnmiONIFZLpSxQDo1CLksQidiem5iPNz9n\nK8JzM7iRDF6hQJAZA9YvLQoqZSurKhVstjkWhVDUyp1JWOfJlVaXC2/QdGs7JUmb2g9UHxeRKORz\nNiO/PJ5NNMloHCGxXIrug8Pb0vnJKscS6a53vOMdnDlzZk+VEavsuXetjEku5uOVinixOP7Bw/b3\nPh7gbr4NfvoqRCM2mVwsQWjB9sRm58CL2J5gP2x7hgMPZiYtSc7NWhn1/DwEFXu+Ay5dxA2NEhy+\nthFLvCCAoSGLaxGHy1eti3TMEm43M0WQGd987NlgS9DKbVEuHIZc3uJpUxOsOESijdXZ5eOilpuH\neRvF43ZjtvYAi3REW8nvb/zGbzT+/e/9vb/HW97yFgqFQk+f9asA21u89ACuULBAOXGwPkNcgIFB\nvJX7cLILkEjhR6ME4frxRpkM3vLK51LxyspnMoUrFq7+xvUyLhep7+1NDeClB9ZNOFcnpKFIdN2m\nWzuxZ7bd/UCr91I3HfsAbQXIxnjrEwEuFMaLWUfOLZeOab+wSNdUKhW+8IUvcNNNN5HJZOyLed3H\nPvaxLo5M9qrlmOItN3XKZqmFQxDULF74nu3Dzc/BcMYStMnL8MZrtie4MA/lASguWOfoSsm6PC/M\nWg+Q6UtQqgEVK1++fNEmu+emcNE4wfiExZLViV9mDG9xsTEBzkhmS8cBXW3S2SZ06xPlpQJuIH2l\nImq9RHR1IosH1erV43GbSW0vHDGoSW7pR20fdbTSL/zCL+z0OKTP+ZEowfgELpGAZMISp2jMSqym\nJqkND9ueoFwWJi8SDAzA0DjeocNNCd7qlU8vnoDyVfa81YPMlZXegbbGujIhXTdB3eVjCdYbR9sB\ncnkCgbgF+FIR+0y2MJusIxlEuu7o0aMcPXq028OQflP/++6qVSjkbF+vH8aF6p2bcTB6wGJ2IgVD\nRciN1H/nQ34RxjJWAp05YOf9Lszb0UbOQaEEiSSEHCRDVh6dSMFiFpefp5Yasu8JqZRN9K6ciJ6Z\ngpEMfjSKcw6XzxFEIhsfO7RC4ztFqUgAVx5bKlpCHg7ZinQihe+8K89pFWfr3zECF1iZ9sQB+55x\nlXjcbszuduKpSW7pV+smv3/wB3/Afffdx4033rjuk8+dO8fXv/51PvnJT3ZkcNJf/EgURjLUcJaw\nDtTPFiwV4I156+Y4N2uzukuLUKvhEgmCkdErwSKfhZExOwMwPYi/Qcfx1UEGaPuP+UaBx/k+ZOdx\niVS9S3X3SpLWHF/RauwrJgJcYsBKt9bZE7whlWOJdFUQBGQyGd797nfvqX2/2pK0ByxvsykVrcNy\neggKebsdBNaIambSYvfkRbu9nDSWi9YtejFncXp60lZS3/y5NbysBhAKQbwGw+P2vMKinR+Mg3DE\nHjt2DYxPQGYCqHdZjsXxMuO4mUmCfM4S6UgEcC2PHQJaxvD1kjrn+/b9IxqFctkm1wtX9tm2moD2\nI9Er27WS9TOIh23vcitNsXmdx1xtjGteo5PJqCa5pU+tm/y+733v4+mnn2ZpaYlbbrmFQ4cOkUgk\nKBQKXLx4kR/+8IekUil+7dd+bTfH2zYF2B4Wi9eDZL0BVa1qRyD99Jwdl1AsWIOLcARS0+B5jUDm\nVWsWUKu1tt+u6YiDlccUbHT+7VWS5KBSthKshDXlcBMH8LgSoLt5RMF6Y185EeBtNenlSuB1K2bl\nNRsssruWG17dc8893R7KpmhLUu+7MtkchrBtj3HU97qOjkH1J3a270LeVoUdlqxSs61N2RlYyNrP\nWs1WeQeGLNZHPGu1WnWwMA3JQWDEmmFNHLTvAKGI7R9Op3H5rMX9ejxzqZSdyQT2XrF4y2OHVj+v\nKYavk9R5QYAbydi2qtQAXq3WVhz3ggAGh+snVbgtf69oss4Yd3U1VpPc0qfWTX5vv/12br/9dl57\n7TW++93v8uqrr7K0tEQqleLYsWOcOnWK66+/fjfHuikKsL2pkTQODENuwfYIRaN2BEJywDpDzk5b\nY4uZKRgYxA3X9/zC2mCw6rU3TDY3+GPeSOwq5as3ragHJt8L4yIRO3dwcbERkGqp+gxwN8qFrjJb\nu5kzB1tZGXi9am1LR02IyM7Yiw2vZG9YrtRqHPuzYsK0NjAM5R9BBKgFQNX27VbLlriWlqxR1OKi\nvZjD7o9E7d9d1R5b33lDsQjXjkA+b00p52etfHixAKkKrlqBuZyVE88W7QVjcds6NTdN4NmpEcRS\nVgpdKEJQw0WjFqOXT0YAi+++bz+rVUvul1dgY3G8QgGSKduSFQq1l2i2myRuZiW13T3GHVyN7YU9\nxyKdsOGe3+PHj3P8+PHdGIvsByuTxtExm03Oztn5fakU5JMQT0G1ZP/vfOM18H3ckeshncar1loG\nmNpS3ppuJJOQzVJLxFuubm7Y7KIR6Io4n8bRD2uC2erAFA43B6TsAsRi3SkX6uRsrcqgRHqGGl5J\np7WcMA1H7KjCeH0VNpqEcs0eNzJkpc+XLttPfOvwHHOWVBaXIF9PYGs1KCzYUUqREBw+ChfegIOH\nYLB+HGFhCS69aRPiU5dhZNSeF41a8ruUt1JsfDiYwFUqtrIcjsLcDEF60I5WHBltNPGiUIRaxY49\nDJqvdeX3A69WayvetZ0kbiI2t+q8HWzyNXbCdifMRXrRlhpeiWzZqj/c3vAILhazxDUzZoGsVIJy\n2M4FrjmYmYaQD+kR3MAAEG46mieolG2/jQtgbhpwEAziSkVqsQReeqApGLXTwIpEvcwrEmmrK7QH\njWMO2jkiqZMae5CyCzA4RGgnA5fKoER6hhpeyW4LKmU7m3d8AuJRW7WtlS0BLZasq3MkahPRhYQ9\ntlKyye2BIcC3qq9qFahBqQLUz/D93hlLaGs1mL4M44fB1az5VThS30N8yUqvF+Zt77Dv277h7BzM\nJ6wZZjJpJ0akB2FhDsYmYH4Gl0jZxHupAOUSjI5ZM8x1qqO8eMJWgNs46rAdm11JXd15m0IBhkfs\nH63GimyZkl/ZVS3/+Eei1CaAN5ZgYNCC2uRFqGEzthffhPy1tm/o+C9YKXSlQi0SJhgcvBK4Lr4O\nuZw13xisl1BVbV9xO2XHzvdhYQGXTOJ5/lXPvm1VYt3uEUk7Zb0y7+XScmIxWFy0ccCO7D9WGZRI\n77j//vu7PQTZRxrVUdEohGNw8Ij16FjMWzK5mINqxU5kGB2xbtCLeYgn7QWWFqGYs4ntcgXCHjBk\nPT5+9ANYzFqDrVoV4gk7D/jYjZCbgokJa54VS8DrP4V42pLioGpJYbEIB7x60r1IUKnApfMwdsAS\nYYClpfrPvG25WpjHxaKQHiKolNdOckej6yaaKyvFXDZrC9zLnZ9bfHdot9HVai6fbZw7vJyo++lB\nrcaKbIOSX9l1LVdeSyUrHU4OQCIBIyNWjvT6T6wBxuICjB2ERBqGhy2IDI1QCYdw2ZyVRc3PWwAE\nC76+d6W51gbluY29yPXA6cYPrlkxbewH9v2W+3nbPiJpB1y16cWq0mSXz+FVq02PbTxuC8mwyqBE\nesf3vvc9nn/+eRYWFvjt3/5tXnvtNQqFAm9729u6PbSW1IxyD1uxbSmYmLDV3sPXwuU34W+/b/t/\nazWYOGyT1mHfSp3jcfunsGgruD4QDUEkZhPUP3gRohF7vVrNEtN81hLnkGevd/5n1hDrzddtFTYI\nIBqGfAGqS1ZaXQnsd6lBePOn9t6X3qxXNjtYXglOD9rtUhnKJTxcyzODg/JV+oisjLNB1TpNx680\n2woi0cbzakt5q05LpPA20QMkqJStRLt+9rBLp6/sT27nuW3G+G4fqSSy2/yNHhAEAd/61reoVK5y\nlmoPOnPmDE8++WS3hyFtczbjm0xZY4zhjCXEgbOz82oBXL5g5wT++Ae2OvzGzyn86Adw8Q1Yytns\n8sRBWyGulCAxYDOl1RrE4gSVMkE+a3/oV1sO6tEo3uCwdW9coZFs1kusnQtw1SquVMDNzaz/up2y\nskR7dfOv+j5l51y9K7ZreqzLZ69cy/zc7o5bRHbMs88+y1NPPcU111zDK6+8AkA0GuUrX/lKl0e2\nvhMnTijx3atWxBbP8/Ey44SSabwj18Mtd1hZ8w03W2KbiFqiOzoGqSGLN5kJW7mNxWy118O2NS3m\nbFV3fhZyWaiVrNy5WICfvwrnf25J4Bs/s4ZZ+QUrp85nrXHWyASMTliinIjbvuJIzEqoB4eshDoc\nteOZwmF7vYVZK5VOpFrG0aBSxs1Nrx8nV8ZZ37piO+es+WWh2Hheox9JEEAui3PBmmad6yoV7eim\nwRGbPIgl2k+a24zxm3msSL/YcOVXxynIbvDStkeXahWuvR5+/lNIJ+0IpHTKfqbSdg5wOGzlU4Gj\nnB+GgREgBK6+FylZP1ZheNgCTjvn+260l3XlLG8iBQsL4Dsb7/wCbmJiUzO623aV8W64H3l1c64W\nq+KaCRbpfd/85jf5nd/5HSYmJvjGN74BwOHDh7lw4UKXRyb9aL1tL34kCseOUxs/AD97zeJTaQkO\nHbPV21rFyqJnZ2BhxppjReMWPxMRKJRstbdWsUQ5wPYCx+rrMxdeh6Eha7A1OwXpEQjmbGV5dNzi\nvOfZ3t9YHLI5W2XO563p1tHrLUmuVmChYGXblSrE6pVeieTauF8q4gbSeJ5H4AKYmSLIjDdd88qj\nA5efAx4errn5ZTJpCbvv27hGMo23CSplXD4HuLVNOutx3guHgYR1u27HZhpTqoml7ENtlT3rOAXp\nND8SJchM1M+PHbA/vheSVuY8eRlwlthGojB9ASJJSMZxS0UIL0EiBaMZC6CpAYgl8IKgsbdmo/N9\n1wvqTaXOy40vgpp1pnRALALRwGZNk6k1r9v0/CDYsWRyo723q0uTr5oMt2risVvnCIrIlhUKBcbG\nxpruq1arhMPa0SSdcbVtL6Fkmtp1x+Hc38LBY+BFIB6zkt9y2VZai0WLOwNpSMQgV294VavZi1Rr\nkBm1x3sOZrN27FGxaJPeNSA3AwcOQSgKhYqtMtcqVh58+ZIlt7G4lV4Pjlg8K5ftXOHl/cfJdL1C\nLGPXszqOxuJ41aqVPmANo9AAACAASURBVM/NWMK6qjR6zWex4hzelc0vvcVFXHrIqtjGDzR9v3AX\n3oTsLISjuJEiQWaiZYK9qR4bm2lMqSaWsg+1FSF1nILshuVAElTKuELBglssDoeutRXffNaOOiiV\nLIiUEpbshiIW4FJp+321CoUc7sBRavXz/KhUrTFGLG5lv/jUfJ9QMr3m/Zc1gpgLYGkJNzJqiW+A\nlVRNXbKAWCpbwr0qcDQ9f24GN5LZ0dXhre693TCgaiZYZE9461vfyte//nX+wT/4B437nn32WW69\n9dYujkr2My8StVg5P2vHFc3OWGwsFCzBrVWtpHlp0RLRUAgq7soLlHIwbWfIs5iz16iVYakCrgL5\nRVsBrr1uK6EjGSuVTiRgdhaWCtYoM6hAIW+l14VFK6EeHbNO07XAVoSjCajU1p2UDsIR+74xksGP\nRq3EeUU8bFUhtTq+Nppf5nMwFMFb8T4un7NE3jlbKS/EW07Mbzb+biZpVhNL2Y/aSn51nILsJj8S\nJRifwCUSFqwiUQtef3MWlhYgG4dUGLxwfV/QknV/fONnVl5UKUNiyPb4TF6GiF8v9Y3jgsDKkKIx\neOVvqB28Fm/iQOs/+KViPXGdrgftipVYhUMwN2cNtXJzcPQ4BAEOB5UyQT0YunzOZqJrVXvs/Cxu\neBRvl5PJdVdy2ziL0NXLuFp1whSR7nrwwQf53Oc+x1/8xV9QLBZ5+OGHSSaT/NZv/Va3hyb7Vb0M\n2MWTUK5aabIXsZLjYsGSUoBqCRZr4KprX6O8BFM12+e6VG9e6UeAEOCgmLfjD2emYWjcvgdcfhOS\ngxCLQiwMiyUrM3YBZLO29zcSsQnsShVSI5YI//RHuHCIYOJgo/wYPwRzs7gjh+32wgLB0BCe5zcm\nuK9WIdUqvjaaTtZXj12lDFMXoRoAQb3Uu4irVNbE261sQ9pM0qwmlrLfbJj8BkFAJpPh3e9+N5FI\nZDfGJGJ/jFfui0kP4I5dD7MXbba3WrKGGcUyTE3afqJwxBLidBKGF+FCBEbGIZSsrxB7NvscjUFu\n3s4VvPBTnOcRjE+sCSrO963JVrFgrx0KWWKdW7DnBjUgsGOZBgYtYE5ewo1kbJW6UrFZ4+KSlXuN\nX2MrwO3u29kpm1zJXZ4JdnMztmfKD7XshCki3TUyMsLv/d7vce7cOaanp8lkMtx44434/oa9LEU6\nY8U+VReNwKHrrRrrgm+NoYIVzVNbJb6N35VsL3AlapVeY9dYLKpW7XVKRZuYfv2crSAHNZifsn28\nI6MwGLaGmeEYHD5mxxvNzQDOVonnpq3JVjoN1Qru4nlL1ENRKBdgcITqxYswc9m6R68+BWIb+2rd\n3Ky9//Ie4HTaEvhYbE3n6dVHKtUS8bV7g0VkU/q24ZX0Fz8SpXbNEajdBa/9yJLLYsVWdednLdGc\nn7MgWMxDsQRDo1AFjhytl1o5C5Czk4BnM9EuCXPTtsq8qgmFt7iIiyfsaISBQVs9jkRhYNjOL1ye\nyS5V7XVjCdtrVFi0YBeNQSpljS5GxmxPcP3s32AH9/9uaKt7egqLNrueX8Clh3Z9xVpENuZ5Hm95\ny1t4y1ve0u2htEVHHfW3pjLaa28A9xrMDUFm3OJjNgtL2fZfsFrvPnzxZ5bYQv1Yo3pzy7lpi73J\nlE2M+8DYhCWT8aTFv6Bq8bpchMGMLSDnF6yZZjxlrzE7CRPX2ER3YgAW5qjOT9kEdjxtsS+7QLB8\nrOE6cbXlKu3qx5aLEI3i+T5ueNRKwDPj1j26Wm2c57v8fYFwCFffzmXXUtv2kYUi+5kaXklH7WTX\nYC89iBschlvfbscUFEvwxk8skJTLFhQqJVvhDQLryHzNUVshXpi3FdjxaywpLRVt9nipHkzyg9Ri\nMduXUypZs4tIGIZH7bHFAqQG8Oqrti43B3NVC7bpQXv/WNyS4iC48h7LZVTligWyoAaFemOPXWom\ntaU9PaWiNRHLZW12emmpaXJARLrvox/9aMv7I5EImUyGu+66i/e///2EQqFdHtn6dBJD/1tZRls7\neNgmp6tVeP0ndrxRpQKVwuZfuLS04kbIGmaFoxZ/qxU7K3h5VfXQUVjM2uS4czA/Y8lzfh6SA3Dg\nMFx4w0qscwu2sry0ZMlwpGTfDyJR60wd1KxEeewa3IXXqY0fJJRMr4mrTau0+Sy1WAIvPbAmBlNJ\nwRs/w0Wj9v3l4JH6xMBcvWN04sokdT1xplS04yBj8cbre9WaGlOKbEHfNrzS7HL37XTXYD8SpTZ+\n0PbxXnsjBDVCvkdtftaOU5iZtlnbVBKolxO99rdW4hQK17tJejB+0MqYKhVLfMP12eiFBUuQQz6E\nIrihjJ0ZWKtag6tgxTiuOWqBqFqpv+dA/XiHgjXTCIehGrLZ5dGx+lEPZUilm49B2KHV1HYmGVyl\nYnuS2ymZisXxCgXcgJV7rexQuZn3FJHO+aVf+iWee+45fumXfolMJsP09DT/+3//b975zneSTqf5\nX//rfzEzM8Ov//qvd3uosk95IxlcYRESSYgn4I2ElRZfvgyVxW28srNmVUuLdqzhUsES38EA3vip\nJayLedviVKk32QpFrAlWPGUlzkeOWXzLHLDvKQEwMAATh2AxTyTkUYgl7T3GDtTPFa5ApUpw7AZL\narHGVTWsaZe3vEqbz1vCX6029dkIKmW8IMAdPAyFJRgdxyuXLaFNDNh3jhUxupE45+0sYS8cbvvI\nQhFprW8bXml2uQd0oGtwKJkmOBxtHB+UeNud5C9frq+wYnt1gsBWdJfm4NUSjI9Z0B0YtRlUArj1\nHbZvNztnAS0Usllf37ejFXzfgrXvWUlVPA7VojXEGMnYOI7dYLcr9SOYKmWbLS5kwUvYTHO4fr2h\nKKRStnJ8lWOG4EpSGQwOtvWZtJpkaHz+MXt9NzVpJVPOw5Waj1NoZTngeqViY8U3yGcbia6OQxLp\nvr/8y/+fvXcNkuQuz3x/mVmZda/u6urbdM9VM6O7QCAJEMi2VtbxGhYIieXyQdgYbRgbfI69Zzfi\nrImjDcQBLxBey3aspQjWixWcOLaDBQuM1ya8Ie+BBbx7jBBCyIPuGs29r9V1v2b+z4cnu6d7pnum\nevrek09ER3fXJeufVVn55vO+z/u83+ahhx5iYGBg4bY3velNfPazn+WRRx7h5ptv5jOf+UxEfiNs\nGRaS1p1TkvYW53RHsw5zXfl3XBHCIoxtK67XK9CuKamdSsOp10NTyrDS26gDtgyxymWNU2rU4eAR\nkWRQzBzeo2T2XJHATahX+MBRzSeuVzRP2IlhqhV5kczH1k4XLDCpdOhuXQPXw9TK0GoQjIzJ5Gpy\nAlIpmWeFc4PnY/5KvbzzHigLCeceRhZGiBBhZfREfj/wgQ9s9Doi7EZs0Py4+WyrNVckPjxEdf8B\nBbpgFGanJYluNBVU63UoT0OqD7IzcOQ6mJsTcUsmtcZ4QkYatVfhpReBrqq5fTkYO6i/u11tK9te\nuo55Mttpw9mTkkf7RkYa/WHFt1KCwWGscOawicUAIzLcahKE24KlRNYUpwmCpfdpTJO1IKUCLjbT\nqFYWnCVNtayg3O2o+g3al8uMa5jfP1YgutE4pAgRth7FYpFEYul5NR6PUywWAdizZw+12lqqaxEi\nrB1OKoOf65PM2HWlgsr0yaiybs739a4KYdW33QUvJmlzuyX5sN9RQnumqEpqowmppByj3biS4X4A\nQyOKh+P7NSbRtqUAmzgDlo3T3yeVmGPL66NWV58xFhCOPQpCP5FmDbyQLIMqz6+9qP0dGMZ0XgvH\nNCWg2rkiH40lMbnVxKTTYSyOYV3+6REiRAjRE/kFePbZZ/n+979PqVTit3/7t3nllVdoNBrcfPPN\nG7m+CDsYGzo/bhH5YmBYld9uV+ZUiaTGGdXrQNhfWy9J7pRJKXP71H+HfUdkjOGGs/xsWz1ExtPc\n4FIZ/FdVAQ4C9cB2/aVjCMJ1UG+GRhm2ArndpyBpWyGxDI065oqSRVXLMDuFyfYvnf27hFTGoFJd\nkFVRLWmmsGUwjcZ5h+oLkwwx57xBRrUaVrWrIr8xV1nrTlsBNFzTJSu4yxHdDUpsRIgQoXfcdttt\n/O7v/i73338/hUKBmZkZvvGNb3DbbbcB8OKLLzI0NLTFq4wQgdAsMgP1HJgxkcp8AYqTip/TUxCs\nsgrcaUCnCQ2juN/1odUBg3p+vYSUW622nKP7s4r1raaIb6OqSm+5FPqA2GpdarWg2yEYGZHvhe/D\nyJiIdbsN2exCMhs7pip2QGiKGQeMZNgEcpy2DExOioiX5zS7uF7HZLL4xRloNbDCmHo5FdWSZHS1\nrH3L9W3ZRIao/SnCToTz8MMPP3y5B33rW9/iK1/5Cm94wxv47ne/y/3330+tVuPLX/7yjnCBrlQq\nPT0ulUpRr9cv/8AdiK3aN8txsLw41jobrhjLgnqdZDpFo95U5fbMCWV+w/toXPi5G6i3RAgtW9nc\nwKgXqN2AdEbyqW5HJhmtuoJoqSh3yVy/iHKzoZ5Yx1lYh0yhqgrwsTjELMCSrCqW0EiHACw3JlI6\nNanMcBBoveE2icXC7VmkXJd6EGBVypJQFWf1+rGYngPqR47FFPiNgUwWy4trG7WKZFrZ/vOjmLx5\ngu1itVqYRkOGG7atXiJj9Pxl3mtsKyS6qjobz1t4zdUEveh7tvMQ7ddSZLObPK5sBdx6662cO3eO\nb37zm3zzm9/k2LFjvOENb+CXfumXiMVixGIx3vGOd5BKpbZ6qcui19gc4WLsuO9kLBw91GkDFozt\nVX9tYIvAtluKRVeKbjh1YX6SQ7cTVmKbgK9kdDyuGGpZ6v+NJ6UUq87JFPPsCcXaXD94SexamW5x\nWtcMx57Ra3gepDLnJcqJhIhvuymDzJgn4003rEBbFszOiKwm0poA0enA8ChWs6nXq9fl/rxCDF4M\n06gBRtcR0xPaZ+ODF8ey7Us+d72xQMQxIvOet+prvR13HO9AXE3vca+xuafK79/8zd/wb//tv2V4\neJi//Mu/BGB8fJwzZ85c+QojRFgDFnpS3TjW0LBGFbVqcOqEKqSVajjSyCx9YqsOcx0FYsN5cpvP\nS6qc6xMJ9eJyjrRsBdGzr6tXaHYK9h5cOocv7I01h44qY4zRNmanlVFuN6Ftw+QpTLYgItyqh4Yc\nZQX9a65XEOnP66fVxMoPYp05paBJ4vwYpVRa84xbDb1WowH9eexM7rwcyvOg3AXjwMykep6yWUm6\nCGDiLCbXpyq1saDVwCQXZbOXea8vrOAvdvSMECHC5sPzPB544AEeeOCBZe/v7+/f5BVFiLA8bNfD\nLwwpHhZGFL9sYHQEZiekTLLjq6/+XohOEyqBKrDpKsTTMtYqzUJmAAbzIqi1kiZD1OsisMUZzfTN\nZiGtOGx7SUjU4NWXVCWem4HmAUgkMNUcgetibBvL8zAjY9rW8IgMuCYnYGQvnD0tE07jIJZsS2bd\nqGNs+7xR5oUuzythsfuzGxe5trZoIkPU/hRhh6In8ttoNBgcHFxyW7fbJRbrWTUdIcK6w3Y9nFwf\ndrsj44nR/arQvv6y5M3xlAjxEvjQAWbPhgZVlsYhmbB/59xp/U+gPiErzFT35UO5Uh5Ks5jBkYv6\ndSzXw05lFr8SnDujmYaVEuw7rBnE7a4kUeVZ/R7fB8UZTCoDsRhOvgCuh+2dlzRbsRgmlxcRdj1E\neuuYqQlVe8Pe4QU5VKkkmbbvK1DOTSvQt2vKYieSynLvP6zgWS5BzFlivrFYxrQS0Y0kTxEibC26\n3S5nzpyhXF46OzVqSYqw3WAFgdyNLYugWgn9NmJw4LDiUqsObQ+CK+kBXgS/LdXT1FlVm+Nx6AZK\ncPtHFLMSHpw+IYLqt9Xnm4gDluTUJoud6lPyGF/P6bbh1GsLHhqmfwCmJzF9eex0GuO6mFYLy3Ux\nwyOKqyN71CLc7UoyHXPkOxJ0pRYbGtVc4QtcnlfCQjK6GECsqbasbnvZiQwbjqj9KcIORU/s9YYb\nbuAb3/gG73vf+xZu+9a3vsVNN920YQvbzogu+LcfbNcjGBrWSbg4C/GMpL7tpiRBS+BDy4fWaagU\n4cTLIrexOPgtEceBQcgPKGANDCsz227B6y/B4Cg0m5i9B/BtG6tWW75nttVSNntmRsHy1Ouw/6AC\nXrMKWDLhqJbABNp+0MWPx3FCEr246rrYCdIvFeHk8YWMtbn+FlWfTSCZl+ueN/VqtSEXmnQEhC7W\nDuxR9hmD1t/18evVlffnAkSOzxEibC2ef/55HnnkETqdDo1Gg2QySbPZpFAo8Ed/9Eebto5ms8l/\n+k//iVgsxk033cTP/MzPbNprR9hBWEyWYjH1/cZcxcdqVQRwchIqs1yk2lotahX9ABCDvj4RzpMv\nQ35YSe24B9VZJc07LcV5y4KzcqZ23BgMDcPsrMhzrR7OCq7Ac08rce248PrLBNfeBMkM+G1M19dr\nDY6KfDcqalEKkBR68rQeazlymu7Pr+j0vBIsy5Z6q1GDcO7wZmNDfV0iRNhA9ER+H3zwQb7whS/w\nd3/3dzSbTX7rt36LVCrFv/k3/2aj17ftEF3wb1/YrgfDe/Cv68DMOfXxWpbGGrSqyz+pVdfP7CRk\n85I6t9rg2srYDo6qr6ZaVuU3k1Y/8NysKqHzWV83vYzsxwCBAn5pRnMFT7wOrgPNtoh5zAYcKFU0\nXsF2YHJC45wW7VcA0GrihzMCKZdgoKCLhlRaVeBcn6Rb86Ycw3sUpAcGtf5UWuZX7RZk+xQ850l3\nPKHqcrkE8XhvMqbLSJ6iJFGECBuLL3/5y7z3ve/l3e9+Nx/96Ed5/PHH+drXvobnrf379thjj/H0\n00/T19fH7/3e7y3c/swzz/D4448TBAE///M/z3333cc//MM/8La3vY3bb7+d3//934/Ib4RlcWEy\nF0Izx6lzcPg6uTZXKkC/jKa4MHF9pegqBicyIsSVspRRjq0Ed8wNr+la0GzB+DA0mwTGUltQJq3r\niVZTZLXbEgmem5WiamSveoIPXRcmsf2Q9NZhdB/4SbC7kE+rt7haDQ22PPAcLPKrM6wKY69txTCu\nK++QLULU/hRhJ6In8pvP5/nc5z7Hyy+/zPT0NIVCgSNHjmDb9kavb/sh6nHY9rCGRzG33iEzi2wf\nnHwJTq9AfhejXgM/oSrs7AxMnNWYoPKcZNHGKFCWK5INv/KCencmThNccx1WKoOJ2wvzcIkn9Pxa\nSGw7HUjb0FcAa04Z4GRG1dliUaOSgkCy65aMPzTeqBL2Rzmq8mZy2ma7FVa3Q7fHVku9yrYF+QJW\nIoFJpUSUR8dlRDHfExSS0vlZgfOVX3J9UKv1JmO6hOTJr1fPzzOMkkQRImwIzpw5w7ve9a4lt913\n3338xm/8Bu9973vXtO27776bX/zFX+TRRx9duC0IAr70pS/x0EMPUSgU+OQnP8ntt9/OzMwM+/fv\nB7g6rwsi9IyLyFK+gH/NdfCTpzQmMJMRcXQc9diutQK8GH4XmpZ+N+q6Pjj9GgzugeExjT/Kh33y\nk6eonTkO5apiamCUrG7WgSSkcvILiTlgbCmqnvshjIyrXarbgXZGZHr/IXBjipMYXWM4XjgZYn4y\nQwWaDYLRscvHykhuHCHCmtBz065lWRw9epSjR49u5HouiW0hrYpOOtsetusRHLwW4yZU0c3nodmB\nmWmgu/IT/TbUUdBttaE2pyBdrShwxVz16KbCcUnloow6Bofgh9/H3Hon+B0Fsvngls2pEmuh/luD\nZEqdliq3tSpUfb12qSx3ylQGkx8gaIcqg1YDmprlh21DcVrO1Aatb2QMy/Uw5Tm9RmCg68uIo1ZT\nv1O7LQOP+aC6uEK7SLbkuB7B/Mily8iYVpI8BZ22MvkmgGrpiuYZRlgfRNX33Y1UKkWj0SCdTtPf\n38+pU6fIZDI0m2twzQ1x4403Mjk5ueS2l19+mdHRUUZGRgB4+9vfzg9+8IOFMUsHDx7EmHUkKxGu\nCjiDw/jX3qIEc62mGDbXgnSf4vB6odMUKTWhK3Ql9PGYnlSbk+fJRKpahnqFwATg22CHZDabFclt\nNxWHXRfmSkpE2zGprGoVwEC7gxy9fBllZnJKTidSMLo3nBBR1+SHek3J8UwOMzWJ398vhdcK5+0L\nYy+wkHSPzvMRIlwePZHfj3/848ve7rouhUKBt7zlLfzCL/wCzhWMs9lp0qqox2FnwHY9gvH9GCyN\n+nE9+OH/lAPzRSOQFqMNlY6CUqsJwzVlfdMZjT8YPiLJU7UKZ56Xy2KpJPfKf/g2HL0JCkOSWmdz\nCo7Z/jDLnIKhPTLQcOOQH9LQ+3pFgTeRDGVYbZg4S8f4kiXPu0GaQI9NZfR3YRArlcZOZRT47LCP\nCgPJhIJnDyqFxbLqgNXJmJZ9bKspSVmlfD7Ab7YLZYSoReMqwFvf+lZ+9KMfcdddd3HPPffw6U9/\nGsdxuPPOOzfk9WZnZykUzn+XC4UCL730Eu985zv5kz/5E55++umFGcPL4cknn+TJJ58E4POf//xF\nRpoRekcsFttV7183mcC3fObicfjHp2F4VL23GDkzrxcWPECMktCNmnqAK2U4cj2O5+I3w/GJPtCs\nyLsjkVRyui8D0zMivMk4YEvFNTCI199PkE5jWTZ2MokddAkCcGpliHvE/A5mzzhOMk6n1cbyuwT9\nfTA1iTV+ADeXxQB2pwXpNFatjDW6V6udm8XqHyCWVm9v0G5jmg2M42BVy5hsBqvbxcrlZJa5yZhf\nj5VIrur1d9txvB0RvccXoyfy+853vpPvfve7vPOd76RQKDA9Pc3f/u3f8ra3vY1MJsN/+S//hZmZ\nGT784Q+vegE7UVoV9TjsDNiuhz88oirkbe9QhvfFf4RzZ2VyxUp9MkbGV5OnVDHt6xMpzY/A4eu1\nvZmpkOSW9PiZs5rh99pLMs/yPGWHmw0ZXFlIPh06OlMpyzzLdlT1rVQVQB1bUq96g65jiyjHUzIC\n6R+AgSEZeqVS6tn1ffxTxyXXqlUkoW63RZhdb4lKYbEkezEJWneSFE9gNRqYbC4049gCF8oIUYvG\nVYBf+ZVfWfj7Pe95D0eOHKHZbPLGN75xQ15vuaquZVkkEgk+8YlPXPb59957L/fee+/C/9PT0+u6\nvqsJg4ODu+b9m49BxthKFO+9RpXVTC6cWb+O5PdC1CvhBCIDr76Kn/RkGpnwJHGuVqGvX34gMUet\nTP39kjO3wvnEzSb4Z2gHRmOU9h+Bdh2qDfUMxwI4+bran15/FQ4cUbU5lVICPebCuZPQGdb2bQfw\nlSQ/e1Yybc+DZ5/RfOT8wIIxpSmVIJXC9jx9PxtN7GVGFi55r9dZDbTkGqLrL1WZXQa76Tjerria\n3uOxsbGeHtcT+f32t7/NQw89xMDAwMJtb3rTm/jsZz/LI488ws0338xnPvOZKyK/kbQqwkbCSWUI\nxvZr9u0Nb4SuUS9wQmZVmgV8CcxNyqAiCMC3YM+4zCysMPmSSMHp18+PMnA8jVfoHwJCY6r5GYLZ\nrMyz9l9zfvB9PKXANzejbXWR4UfGUt9sqQTZQJXekXHtTyqNqVYw9RqcOwEdXzMIUzkF03wBKwiW\nqBSM7cPUOUwyfXEP7hpJ0oXBdPHsY/KFiPhuFaIWjasON9xww4Zufz4Gz2NmZoZ8Pr+qbTz11FP8\n8Ic/5Nd+7dfWe3nbHlEbwgqYN3By0wSHroXnfyIJcaet2NqsQa182c1cMZoVONWAqQklsfty0M5C\nJqmEswmUoM7loC80wex2gUDqrnRaCfGpM/o/N60Kc6kEI2PQ6sjZut3S71JRSfC5EoyOyowy06dr\nC89Rq5XfhpSlVqZuR4n0ZhVOH1c7UTyhSjQBVEqYgcEl5/nljrULE91+On1JeXXPiBKtEXYYeiK/\nxWKRRGLphVM8HqdYLAKwZ88earUL56leObZKWrWbpQG7dd9Ws19Bu02j1aBj2rTiSQWnek2B9VIw\nbTj5ioLwD/8e+nLE9l+D1SnQKU5AtaDg6XrgglWcJrP3IH6jgo/BWAaTTmMPDGGnMtiOA3vG6bYa\n6q9tB1gHrsFyY1jlCn6zjlUvY6Yh3p8nPjAAyTQxx8YdHJS8yIZOu04XsPtzBLksVreD09+PbdnY\nQ8PYrodpNvCTCcyJVwlSKRzbglw/ludiuy5WIgm5HKY4jYnFJJvKD/YsWwrabT13FZKr3Xoswvbb\nt6AweEVStAux3fZrvbDT92t6epqvfvWrHD9+/KI+3z/8wz9c99c7fPgwZ8+eZXJykoGBAf7+7/+e\n3/zN31zVNm6//XZuv/32dV/bdkfUhnAJhIm6wAQildffAqeOyym5WhExbLQgaG3cGkwXml1dD7Sb\n4BZh/IAS1RglqS0HTrwikum6Mr9MJqXuajT1mNkJVYKzOSm2ZiZkglUuaj/OnoZuOJ83MKooHziM\nZQxm3t+jPw+lWfUIux6cntH1R2CkHmvUwikWDegbgP48BrDCY2rxsWbKZfxkQu7ai0hqYAKZUvb1\nrf14XPz51eswPLKOH0yECOuPnsjvbbfdxu/+7u9y//33L2R+v/GNbywQ0BdffJGhoaF1W9RWSat2\nszRgt+7bavfLLwyr77ZahfyoTKaaTXoaqXDiFbkyewm6p07C2D5VegcLcK6h/qF6E9NsUzn2E8Co\n5zWeCAOjB8QUvOp1jVaaOK3MbqOtoJvJaOB9OoubjNM5cZKW70P7FOw/gmXHMMUZVYodV9spV1XJ\nzvXD1IyC2Ssvy2vDduDsCWWIGzUF3LOnoK+AlckuSJQAZbbjCexy7xn2oFqGTlsmX60mlMs4+UuT\nid16LMI23rd2Z01P37b7tUZc6X71Kq3aaDzyyCOMjY3xwQ9+cF3GGy3GH/zBH3Ds2DEqlQq//uu/\nzgc/+EHuueceHnzwQX7nd36HIAj4J//kn7Bv375VbfeqrfxG1bEVsaBSmpmSP4RlwcAIVIqw7xqo\nl0N5ceMynh3rcG3BfgAAIABJREFUhHpZkuPZKZHYblv/NxpSgQXhpAYszf49e1Kx1G8pJqdqeoyf\ng7YvCff4ITh1QgZexVlVeQvDgA2ZDCbbJ3lztyO12NCo4nerqWuMMyd17dBpizB3QgLuq83JClVX\nwMKxZhoNkfFMn1qf0mmsrq/jr1GDVHpdjkfb9fDTabWEpdJYtRrB4vVEiLDN0BP5/djHPsZXv/pV\n/viP/5jZ2Vny+Tx33nkn73//+wEYGRnhk5/85LotKpJWRdgoOKkM/v7DClyvPh+OI2iGIxV6QGVW\nv2cmoDgJb3irJFFBoICdzcDcFBSn5BodT8LRG8ORRikFO9fTfcmEzLRmZ/R/Pg+VEvQXIJkkYUNn\n/4FQAhXAay9gzp6EbgOKJQXkgRER5sERBcJ2SwG0WpI02xgRX9+XCdXcrB5bmsNUSuojrpaxXG9B\n+rQqaV48gamWlUywDNgxgky7p6AXSQAjRFgbTp8+zWc/+9kN8cD4l//yXy57+5vf/Gbe/OY3X/F2\nr9bKb9SGcGnYrkdQGFLvb6sBBJI+e3EllnleJHIzyC/oNbst9QQ3u+A2pRRLJCAWh8Y5xdZ2EE5U\nKEHDD2fuBvB6XUaWfkujlKZO63MvzkKrLvIaK0LYlkWjod5iv6t9zmQ1bnG+JSodtjXFE+pRTsd0\nnZHrl+w5jN12GMtNcUak3LbBjWNSGUmc5w1bh0axajUVm9bheLSCQKoyy9I2o+ROhG2Mnsiv53k8\n8MADPPDAA8ve39/fv66LiqRVETYSqnh2MddcD0FXAeel5ySz6hk+zBbh2X+QkVa3JYJ5LgDfgVRC\nhDdmZK41fkhZUVAwioUBvd1W748TExEf2yui224RDA6BKUvq9NoLMv+YmdLr2OG8walJScRyYb9Q\nqajgmkhBpyGn6eK05FvtJhw4LFnZidfUp1Qswti4SPB8D1BopNGLFMp2Pfx4UtuMJ7BisYWgdyly\nG0kAI0RYO2677TaOHTvGzTffvNVL6RlXa2I6mhRxeSy8R1VHM3/Ls6p+ju4Lk7p1JGlayaxynTFT\nhLirJHUrruRyYMDtqCLc6SrOt4C+mKTITgxaLcXo2UmR2NlQtjw9pXhvLCXLvbgIdatPow87HSW/\nXU8GmedOyUMklZWRZl8eK9ePqdd1PZHLqzo9uEcKrNMnZfIJug6IudAODbTCqQuLDVtXGmt4RYnp\nKLkTYQeh5zm/3W6XM2fOUL5AErnWoBtJq1ZG0GmrqoaFlclGwXKdsBBgYzH9TJ1TNjSehFd+uoot\nhfP7ZqckKwIFGsuChgcDvgKOFxJC29VcweFxmWrYiHhnsnDqdQXTRkPBszxHuzQjs61aRVXdaklm\nWKUZEddGI5z7OwkYjYZoNSSDqnZCcjurynCtqr6idlsZYdfVvls+NGqY+X6gVgPjxeV26Xo9zee1\nMlll6msVjO/Dnr2XJ7eRBDBChDXjwQcf5KGHHmJkZIS+vr4l9/XSIrQVuJoT09GkiMvDdj3IDxJk\ncphkUtVNz4OTr0Hck4Jps6q/pgPN+ZaRRd4gqbRannIFJdDbTVVykwklgm0AO2xNakHGgumzugYw\nqE0plYOhYciklbg+/op6Zes1xfJaTc7XTkzXDcmU9r3r6/WHRvXeZPv0flhB6A59ErDUi1xpybyr\n04Hx/csru9YpMb2a5M7iNUSIsBXoifw+//zzPPLII3Q6HRqNBslkkmazSaFQ4I/+6I/WtIBIWrU8\ngk4bMzO5ICc1jQZBaGIUYe1QgC0QZLKYTBYcC66/WcHluadWv8FqOIrBDxSk2h0RTh/JpiYT6vk9\nciNUjunv4bFwbEJeVd14QsR5agKMT3fynCTPyQTEksp8W4TBv66A1qyhOYO+3KsbdWWMDVAtK0gG\nSWWYgwCTTiuY2raqxIGlrLYdAzcGOHKoTiahWtF7swgrZoRbHY1viiljbeJJrEuR2x2cJY7k2hG2\nCx577DFs22Z8fHzde34jRNhK2K4Hw6P4bkyx9JojcPwlxcN2Q/FwK9Cuw5wRwXUAN6n1DA5pNKHf\nhbYBN1ArkDHQVl8v9aYIfCKnUYmJFHhJmDyj2PnaSzC6V+1P5VKoqEqr1zfbp6R1JocFmNKcRid1\n2lCcg25JSi8vji4ALP3f6cDBw2r5qldlcpVKQbWMH09eXFhZQ2K6l+TOReS6sHMNByPsXPREfr/8\n5S/z3ve+l3e/+9189KMf5fHHH+drX/taFGw3Eq2mTnwxR/8H3ag6tgFQgN0juysTksDSLJx89co2\n2KhIvpwv6ATfaqvyW6xLqVWrqy/YtuDkCTh4WMEwPyBpU6UkIvziMUy1KDLdaUKyo+z3vv0wcU7P\n8Y0kWZ2WZM+lWcmkpqeV7R3dq75fP1AsJOzDSSTUo1SrwfAwYOk1EnkFUgI9LxyZNI8VM8KtppIH\n2XC2YLcLcfURrURuL5Ul3s7kMpJrR9hOeO655/jiF79IMpnc6qX0jN2gyoqwebAyOcWSkXE4eBSO\nVSU1rs5t0YqMCPC0rxhqO0AAp16BVhccW9Lobgu6ccX6UycV4y0L6raUX35XyrCpc6oQV06KrE5N\nKj57nn4HgSrGhWGs7iJjzlRK1wvpnBRfXV9E246FUu3Q1Gp8v0Ykdtp6LROoFcoAmS50u0vj2EYn\npi8g16bZWN/tR4jQA3oiv2fOnOFd73rXktvuu+8+fuM3foP3vve9G7KwtWLHB9h4QrLUZlPZQy8Z\nSUQ2EFa+gGk15Sa5/zBMnJGU6UrQaSpT3ayD34FmTGMUAII21Er6LJNVEdfBMAOczshAo9VUAK3V\nREYDX725g6NyjQ4CBbi+TNg75CjQtdtycvbiMDut8QrthirLJtBjZqfg9AlJpjstkdxOV89NpBQc\n+/Jad9dfOOakRJgC28a2YgsZ4QAwnY6Crt/VehJJXbDAJSVQ6ym52jREcu0I2wgHDhygUqnsKPK7\n01VZETYXS9qUjl4PBPDSi0rqNjZw9u/l0G1BPQAsJaIJ5dG+LWVV0JXKynH1Uy7LW8MGZs6J0MZt\naPkywEr3w9yc+nTPnICxg3DoWvl8pLPY6TTGGEy1orGCrotJZvQ6I3tFrFvN8+ORMFj5/UsdoJNp\nKbR8X8+LDynWLopjG96bfgG5thLJNU8jiBBhteiJ/KZSKRqNBul0mv7+fk6dOkUmk7loruB2wk4P\nsHI+HNYg86jnd8OwpPckk4PCIJxJw95rVP3tXOExXiud/3ue+GLLMIOmKsRlVyTz1RfgwLUim7WS\nMrKHrhX5PnUcqjVVes8eV19ytk99QZ22Al21LLfos68ro9zt6veJV2HfEcmnUikR4mpF2eRyGGSn\nJuUyncqIrKdzEA8dJZOL3J/nimF/8QxBvoBl2Zi4jTVXxIo5GMeFbAJcFyuTO3+srvaY3e7kcgfL\ntSPsPtx00038zu/8DnffffdFPb/33HPPFq0qQoT1xXybkn/0prC/tgt0YLIr4rhV8JcjbeH0B9Da\n2jHJlRNxJb8tD3Dg1EvQV9CM4GQaOpOa2Tt5DgaGID0bGnIOgOMSVCtKeicTGmPU7ep+L+wzDrpK\nQnd9LDd0cF6MeAKr0cAkkrr+SOZkULmCMmuj4u5F5DpSkEbYAvREft/61rfyox/9iLvuuot77rmH\nT3/60ziOw5133rnR67uqMW/8EGFjcGGVkXQa+oegMCLSOX5QVdLOegXXCxwqgw6Ua5r1+8PvQv+g\n+oKadQWkA0dg6oxk1J3QsbFSUqW3WhZRToT9ys8/qyDZqQOWKry5AkyfVkCcnYH9hyR57nbVl9xq\niRSnc8pG1zvKCPsdMB50uvjFafUMtVsifvmCAnuhIDOskKiSTIDrYc9XfLlC+fI2J5eRY2uE7YQX\nXniBgYEBnn322Yvui8hvhN0GK5XGjB8WWUymwDkGJ15RLN1usBPy6PBbYMXVG9xphknusiq1/ozi\ne62q2FerqTpsuqGztC+FluvqcX4T0mnM3JycsGMeZAxgFNerFRgYWjZ5vDCLt16R6WbgY7CwtkBd\nFRm/Rdhq9ER+f+VXfmXh7/e85z0cOXKEZrPJG9/4xo1a15qx42XPETYeF1QZrSCAoWHM4WslNT93\nBpJxeOll6NYuv70rWkNbUqefPqfKcyoBxoZDR3CCDv7wOJw9Da6v0UXGPV9VbrZDwypHPUZ2TNLp\nydMKiu06FEPi7HjqCY6PyV16ahpSSSiVRLi9lH5jA0bV5nZLz+20Qll1SJb3XSMSCCsS1c1wjNwq\nRIE7wnbBpz71qa1ewqoRxeYIV4xWEyuXxerLEQyPw8gY/A8HXv4pmzb+qFcE86oxW9cTnbBiHXRD\nR2hH8b/bAhxwqorffkfXGx1fSq+URjNiwhGH0+dEhB1Hie9uFzC6Bkgk4ewJgsIIxBe1H4W4aBav\n627LGBshwkaj51FHi3HDDTes9zrWHTtd9rweiOzkL4Nlqoy26xHsPYCJJ2HPOLzSL4L5wjMbswbT\n0jijTkdjCyxb1X7Lxh8dlolUOguTk+oDLs2EJhsaXC838HBmoBtX4LQcVWfrNVWRE0lVipMpjUfw\nfXBtOVMODMqEq39Q/c6eA+WiXnN+XqExcpFutbXmuTkC17s0Ud1gx8gIESLsTESxOcIVY1HMtrw4\n5va3q2oai8Hzx1jou91WCOTd0lysILNCt2qjxDSWyG2zqVhZq0CpLqVWrSIfjsGh88TZ8xTDrbC3\nGEvXBF1f3h3tliY2zK8gvBY0to11CSPKFfdgG5tQRohwJeiJ/E5PT/PVr36V48ePX9Tn+4d/+Icb\nsrAIa0NkJ395rETebNcjGBrGJBMaM+DYmrN35vjGLKRd1w8g5+WWiGtxAob2KADuPwx0YGwUXnxe\no4VaNa3NCg026vUwE9xRIG11Vd0NLMmsYp76iRxbx8bMhNwgc/2Qzcogq15Vprnji1DbjqTUrqdj\nKZNbcB4P4KKAuNYgGyFChAgRIiyHC2O243r4t75Vyd3iLEyc3OolroALq9IGVXttSZtNoNvaoT9I\ny1GS+pVjcPhG9TlPnYNMP2TT4CdFiCtzkB+WamtyQoQ65sLAoPp55+N0eC1odX1MOo0VBPLsCO+/\n7Eze8PmmXMZPJpb6ekSIsAPRE/l95JFHGBsb44Mf/GA03minILKT7wkrVRnn+62DTE4GEV4Cnv0R\nnH5FvTYbBqOZwdUS+GPgxKEwoP5jY9TTc80NMDshAytTkaNzqyHZU8yVc6LfATesAHuxMEPsy+iq\nWdPfvg9TZ2V2dfKk3DMTSc37zWQkuXJjYO+F6QlVpy2NgzK+D6dPQiqFFcqagWWD7HaVL0eIECFC\nhJ2FC2O2s2cc/y0/o8Tv/9eC2cktXN1q4IMVukF3W/p/HpalGF2pw8RZGByWZLoyB/YhkdxWS8no\nZjU0ufSAQDE+2wdYSjovuhYMTAATZzX5cD6Zfbm2pPD5ptuVUVbQha6//SYxRIiwCvREfk+fPs1n\nP/tZbNve6PWsG676vqLITn5dYLsejO8jGB7B3PgGePkF+NHfw3NPEw7P3ThMnRGhzeZEetMpGNur\nDLcfmlvYFQXJRgOwwS/JHCMWk5zKb0tK5cZEghtVPT8wqvo6jsw1knGNQDABkJLk2Y3hhIZrQSqN\nqZYBS27R8/MC56YxrsZyWa57UQ+1fUHPUYQIFyKS1F1duOpjc4R1hzW2D9N8M0xOQbctArgT0G3p\nt+UsvZwwXWiHPh9zM0pG+74KyMVJSOUU07OZsD2pprYn25GSq1TEHDyMs8ibQ8T3lNqcAvUcmwOH\ndW14qbak8FqSVlOjDOOJi8YjRYiw09AT+b3ttts4duwYN99880avZ91wtfcV9WonH3TamGoFMJGU\n5RKwXQ/G9hPk+jFOTFLiY09t/AvPnJXJFBaMDINvQSotAw3HlcmVCfuHgnnJVBdaqBeqLw8xXzLm\nyQnI9qtSXClrpBEGZmaUgR47AGdOQjIjol0r43c6WPnCEufxoFrGuB5MnlU1ON6GZBITj0dS5wir\nwraf6xxh3XG1x+YI6w/b9fDzQ3D0WhHGl16ERunyT9wuMP4yN9rghUWLF59T3DeOVGGHroWhEZie\nkjt0zA0TiHGpvPqGpbpi0bXgzJSuF1IpEelGTWMQY94lY/XC86sxJblXGI8UIcJOQk/k98EHH+Sh\nhx5iZGTkolmCn/jEJzZkYRHWjssZBwWdNmZqUlIWY2FaTYLCcHTxeSnEE7D/gHqMZifh3ImNf82T\nr6hntzSsub2ZLIzsU39QZVbEwaxQhW63NBaCQHLn8gzE4lBvSPKUH9IohkoZjr+obXXCnuFKCYoz\nmME9+PsP4aQyABjb1uNtWwF3ZAwrnpDEeps7NUfYZtjuc523Kebm5njsscd44YUX2LdvH7/0S7/E\nddddt3D/Rz7yEb785S9v4QojRNhcWPkBzJFbROYCH557hm3nAL0aWI5MKA2qZjdbmsrQqoNtwLZg\nbL+qx+kstNsyx8r2Q6OGiScIquXzhqfxuIjvzLR6jdNZjS7sIeE4P2d5QaUTxfcNR6SI2lj0RH4f\ne+wxbNtmfHw86vndTWg1VS10wsOge97IyFTLIkGuh5XJRl++ELbrEYzuVfXXduDbf63RQhuN2SnJ\nldpdVWAdG7AV6L0MmOIyTzLQaEFnUqZZzZZcm1OWgmexqCxxLAb5jKYcgarIE6eUTY4nRKwt8IfH\nsDLZ8xlmx1Ev9LzL5HxAvMJjJTrZX4XY5nOdtysef/xx8vk8Dz/8MMeOHeMLX/gCDz74IHfddReA\nxphEiNAj/HpVVcBc30KSc6fBdj2CsXGMbSkG1Wrw2gtbvawrh2lLvWVZajEKAplhJsLpD25Sye1D\n18njozqneHziVcgPQLWCGRpVoj4AK5nAJNOwJ6ltFQZX/Vmv5ySG+Xgf5KLWqAsRKaI2Hj2R3+ee\ne44vfvGLJBdZp293RH1FPSCekAzGb0g6m0iqqjczCaUiVCqQzWAaAwRDUUV4HvMSaL9/AOIufOdb\nCjgbjVYYzM+dhkwfeHERVNsHNyG510UIRyPMzCrgEcjRueOD24XJDgyPSAaFjgGIqVpsEFmempbx\nVjqrpEi1KvJsLLAA28bEYlhr2LXoZH91YifMdd6OOHbsGI8++iie53Ho0CFuvvlmPve5z9FsNrn3\n3nuxrLV8GyNcTfDrVTh5XONzSkX8fQd3NgEeHcO0m1JJnTsjZdtOhd9a+n+rGxpRphTHq1U4/gIM\njytpbZfUwnT2tJLa7ZYIcSqNlUpibAewsIZHez7X9tIat9rE9RIH6eI0QXBpx+mrDj0qoqKCwZWj\nJ/J74MABKpXKjiK/UV/R5bEw0qeaZP7ERqspV78gAM+VA3CrgZmZIigMRV+wRXBSGfxbbpd06C//\nHF5/aXNeuFHVTyqn3tyuAduFZGzlQN+oiVgSjj3CBlJ6frMhuVQuL8lULq+ZvpOnlAQpxORwXQql\nVfGkxik2qwqs7QnI9GNajYtk8z1XFCL561WLaK7z6uH7PkFwXtJ54MABHn74YT7zmc/QaGxvZ/8o\nMb3NUC6B52HZNsbz9P8OJb8Q9v/u2QuHjsLL/7izye9y6HYlg+4Gar3qtnW7m1BBozmrxPSCt0cC\nvBRBo64xiNk+zNRkTwWNXlrjlhDZahk/nry8WnBJvI9BpbokBlz1pK4HRVRUMFgbnIcffvjhyz1o\ncnKSP/uzP6PZbHL27Flee+21hZ9Dhw5twjLXhkqlt5NfKpWiXq9f/oE7ECvtm+U42MkUdjKF5TgY\ny9LYnHZLDn+OoxNmJovVamE8D8txtmAPlseWf2axGFbMgz1j8OMfhIPrNwmdlrK/raYqwE440shf\nxtU76Opz7LYR8Q0kZ+5K0kyjKWlVYURSq1pRMmtQn5DtyiE6sCAR17ZqNY1TKs5qW80GODHsdBZY\nVFEwgXqHXRe6HZKpNI1W64LldWB2RvOBDTrettFx1iu2/HjcICRiMWozUxjL2pGfy0q40s8rm81u\nwGp6x09+8hNSqRR79+5duC2TyfCWt7yFP/mTP6FUKvGBD3xgC1e4MsbGxhYS073G5ggXY73ONca2\noTij9pV2Gy6oCgadNqZR21Hffdv1JH8GjQpqbe+E0KrgeKrutmpqP2p1IJmSAVanBfW6rguMA0FH\nPcG+H94WSDFWLS+J1SvBNGpKnIOODyws18Xy4ksfg1HRJJwYYXW7l7xWNJalddoWKdel4cQWHrtA\n6jBQr2+7a87NgOU4SkQZAyskEubfd8uy1P9tzJLPZTF263XJcug1NvdEfv/iL/6CZDLJxMQEJ06c\nWPJz9913r3GpG4+I/Pa+b5bjKOvkehqxE/Mg1y+36GW+YFsdGLf6M1s4SaUykh795FmNKdhUGJFR\n11NgYwUCvPjxVkyEuBNW+d0YtJsweUZVXt8oARJ0gZi2P1CQ3DqdgU5bAdcKza+MkczKsjCJcLbg\n7AxYYNm2XmOuiJVKkzQ+dd9fOF78elWjkzxPz+sfwEnsHJXJYmz18bgRCDptkq06jUZ9112M7FTy\nu2fPHowxjI6OLrk9nU7ztre9jVQqxY033rhFq+sdEfm9cqzXucZ2PUwqpXP08OgShc75yl9NyfBE\nYsd8900spoRwoNm2dHfJqMeur9GE8ZSSFUGgeDzvQ5JI6hquPCdZtEE/tq2KcOCf/zuXu+TnaSxL\nn3u7qeR3IoGV7VvynAUi22rquiOdlSP0JcjYYnKXHh6l2T1/zbQaUrebYTkOlhfvKYGg6vDKBYPd\neF2yEnqNzT3Jnj/1qU+taTERdhaWjLUJs3DGmIvkF5HsQlhwQnzbz2KSSfjG/61gu6kwUK9BNn1e\nBnXJh88Hm3BwvW3LXTJWk0lWtQ6OgUw/BLMwMKxAWpqDg0dhZFzZ9G5XGeVkWkT67GlVcA9cg/qL\na5hUGuoVGNyzIHMys0UC11XVYXJCGelyGeIhAd7Bsrtdh1YTk81EkvRthKNHj65438DAAO9///s3\ncTURdjqcVGbZc66pVhQfHHmDmGpSbT47AE4qg3/wMDTrmnf//DGNDtzx8KFchZSRCqvZkqHl2TMy\nuspmIZWFbAr8pBRalXMwMgrNJvT1aWxSKoWZOIOfzq4oU16uNe7Cx50fheSA3fsopPl2l4vGcEYm\niD0h8stYG3oivxGuXlzyC3ZBn6apVghc96rt07Bdj+CNd2AqZXjym5vjAr0EXajM9/auErXQKKOv\nX8S4Y4GPLhy8vEjv2dOQ64e5GbjjLs0DzmRhYBBOvgbnTkoqHbNFjsb2wlDoLJnth2qFoN3GNOqh\nDM0oO+16ItuNGnRciKfw41XNKbxKj6VthXhCMrZlEmARNh9PPPEE73vf+wD4yle+suLjPvShD23W\nkiLsWoTGhhD+lov4TunJdFIZ/EPXqiKa7YOXf6qfnQ6/CZUONGLnY7JTknlltyvFViYP5YpirR8q\nw3KDanPK9MnPY74lqX+AYHR8RQJ8uYTHfMEkyKx9FFJE6npH5Jdx5di15Dcy1Vg/rPgFW5ShM41m\nOCrHXPVVYP/Nb9Msvv/5bTj9+iavIHR3joV9uauZc2iMXKCTDlgGvKQuGmantT/drmb/juyR6/Qb\n3gJI7m5sO5RbJdX7W52DRh5rbL+2PVeUtK5RwwwMYMUTSpok05LuxBOScBWGRd6nzimoX8XH0naB\n7XpYuZz6wqOLkS3HzMzMsn9HiLDesDI5TKupc38iiZXJXaT48tPpbZ2otDJZTDoHR2+SmWO7Cyc2\nyZxyQ+FDF01kcOPg+lCZkyorMJJCN8pKWCZSIpOVIoyMwNlTMrn0EjK9nJvFZLILir95rDbJsV5k\nLCJ1ETYau5b8Rm7PG48lGTqUUFxOGrkbZgiuBk5fHv9n/6mC0Pf+X3j2f2z+Irqtyz/mIviq0lpG\no42aofHZPJF2XPULzc2KU58LZVaZrO7rdlQ9dhzoH4Qh9SOamSmwbWzPw7gulutB18fEHCzLxgyP\nQKuli6t4AlMqaTTDLpHZ7pQqyaVgex52JprHuB3wq7/6qwt/f+ITn9jClUTY7bBdj6AwvOT8FVTL\nC4qvwATbPlFpux7++F6ts28ApidFAovTW720dYCvnlzXDR2e26oCF0YUx7s+9PerJWm2BMMJePE5\nJamrZXl2DA7Lz6NWI1gka47a2iLsZthbvYAIOxu2q4tiK5MToZmXRsYljVxw/G3U4ORx/X8VwEll\ncN70NvjlX4d3/NOtXk7vaJRgekZjjuo19RR5lqTNyZTcrGMxVXZbdTh3EjN5Tn1hmQFIJuDaW7Cu\nuwkAc/qknCaLMwTtNnR9nGwf9OdFaPvzeq/yBazCsG4bHhEpvuBY2olYuIAIfwedHvqxI0TYxXjq\nqaf44he/uNXLiNAj5mP8AvGJJ87H+nodkkpUMp+o3IZwUhmssf1YhSG4+11w/ZvYPZe/XSWlk5nQ\ndMqXpHl6SnEnQGaShT7IpNQD3GnDwJBanIJAbUeWtTRGLWprW/zZBp02QbUcxbIIOxq7tvIbYXOx\nYp/GLpshuFo4fXn8d70Pkkl48htbvZze0A5dAdtdkdHrbpIkutGCeBX6B2Sy8dJPZZzx2svKqA8O\nQWYIcjlMpw3HX1FGOuhAJqcgWyioiriMrGnxbYHr7Y6en2h+cYQISxCpsnY2lsT64RGsWm1lQ8xt\npHhZiC+ZHP6971GC95Vd0P8LUC1JPdVqq00pEYdqmLweO6jYbDt6TLsJZR/8APJD6ufN9gHmPMl1\nPbUylUqYVArLsiGTiKrBEXYNLpn6mpub49/9u3/HRz7yER566CFeeOGFJfd/5CMf2dDFRdhZuChD\nDJDrg3YbEwSS5OT6Fu7yS0X8V17ALxW3YLWbBytfgJ/7Bfjn/2Krl4LE6T3CdKA4BbOT0F+A4UEY\nHpNZxlxRQbJWkTy6XlYwnSuqGjA5IeJbntPtnQ5WYeiKA+WOzTYvrpLs8Cp2hAgRIsD5WO+kMktU\nPBdJZsPZexKdAAAgAElEQVRRSX5xetucu4NOGyuZhDffCf1DW72c9UOnCdOnYeo0nHxVsu5KFYpn\nw9FGfljxHYShcRHjgUFVfBt1fYZhjAo6baxaDeZ9OtJpfbYrVIMjRNhpuCT5ffzxx8nn8zz88MPc\neeedfOELX+B73/vewv3GmA1fYISdDSeVgX0HNQpn38GFnl+/VITnf6KM5fM/2dUE2HY9SXpvvR3+\n+Ue3eDUGfe17lHz5HVV2f/oMnDoNZ47D3CSkNPqAdguKszA7BydekyR6ZlIc27HVC9bpwPCIKgad\nNn65tHAhtBypvVAq7NerO1Y6bIcXhRdeHEaIECHCbsCySe+QJJluOEqvVsXMTOIXZ7b+/B2ujeve\nAG+6A/Ye2tr1bBh8qFVhriQVVieM14kU9OXg4LVgx5SQdeNKVocxylTLmFYDLAsr1y9DM4B4AtNo\nElQrMjldh2Ru0N6hie0IOxqXlD0fO3aMRx99FM/zOHToEDfffDOf+9znaDab3Hvvvcr+RIhwGSw7\nQ3B6UrPpHEe/pyehLw9sP7nUekDGIUOYW+9Q/82fb2XPWwDJPgja4cihy6BZE7F145DyVMEfO6DZ\nvbW6SKntacTRmdNyk6zXoDAE2HDwME4qc35mtBcTqfU8mXPEPOh08IdHdKxcKBUulyAev0g6vJbj\nZDOPsci5MsJ64/nnn+epp57iwx/+8EX3/emf/il33HEH11577RasLEIEFiZB0GrKiMlxNCe+28U0\nGvgxB1x32bmxm7U2K5fD3HEXDI7BM/8TXnpuc9exGTBtKJWUhK6XIZOWGmvvflWKM1klqTOhIq/V\nxO+05exfrcDsDCafxxrde36bNuojXoeW6aDTxhSnQ2fq1cuod+O1YoTNwSUPX9/3CYLzo1IOHDjA\nww8/zNe//nX+6q/+asMXF2EXY3BYA9d9X78Hh4HtLZdaKxYqwG96K3zkNwF36xbTKEE6B266t8f7\nbWgqGHLmJLzwHBRLMtZo1WHuHJw8AROn4PVXJZeulHSG6XQIqmVMtXKe1JoATp9QJvrcaei0YOqc\nPusLpcLJFKZUWjDMmpdlXWk1ODKhirDT8fWvf50bb7xx2ftuuukmnnjiiU1eUYQI57GgeElnIZNR\nnLeM+k4rszBxBibOYk68uukmmIvVONbBa+Gue+DGN0J2F0mgF8NvaULD9FlVgm1Ho5DGDwG22pKK\n05oJ3GnLFdsEit2ODe0WJlRomWoFK57AzmSx4om1y55bTUwsdkUy6iiOR1gLLkl+r7nmGp555pkl\nt42OjvLwww/zX//rf6XZ3L56/8hRcnvD6cvD9bco43j9LfoflpVL7aYTm+16OPlBrLf+LPwf/xfk\nLj08fkMxOwHdHiq/F6LTVPZ4blK9QvWqzDXaDQWiehWadQXTdgte/Clm6hxUS5hGU6S2UVOlf16C\n1mpIGt9qLrk4Mek0Vru9vr1HUd9ShB2O48ePc+utty573y233MJrr722ySuKEGEpFOtCF/90BpJZ\nuRK3O5LYNms69549uelJ7sVSbSeVgQNHYN8BVUh3IyplqbHqdcCCchHOnga6IsanT8DUWUxpTkqs\nUlFKr0QKEmkR4o6UYgsxvAcPi8t6dcQTWN3ulXliRHE8whpwSdnzhz70IWq12kW3Dw0N8elPf5r/\n9t/+24YtbK2IHCW3P5y+/ILUeQEXyqXiiYUTm99pw8RZPW5kz46eGWy7HsHBo5gH/zf449+HWmlr\nFmKCyz9mOXSbUOno70RK45DmM8ExV5ll11VQdWIQ9yR9zyUxWAtEl0QSSnOaCRz4mE6HoNNekArP\nz5S0rRjGdeUYDQvHiYk5F7mMXhZreW6ECNsAjUaDbreL510s9fN9n0bjCpJaESJsAGzXg/wgQaYt\n9Y8xUJqRdBajGbS1KnT9rXMPPnwdzBQhHoMfPwVBd/PXsJEIjMYUtjtKQLTaMsVyXVWCbQtee0Hm\nV5ksDO+BWhnSacmmYzam28WKJzAQumYrbgbV8rKy416coW3Xw8rlJLNe7WSHKI5HWAMuSX6PHj26\n4n0DAwO8//3vX/cFRbi6sTBGoRqDWAwrFpME1vbhleehOKMHzk3jjx8kyOW2dsFrgO16cNOb8e97\nAL7+/6gnZyfBoLm+ibh6fh0bHFc9wakcTJ7RbOBGXQZZXlzmV3Mzum1yAvL9MLhHhLnrY2FU6Z8P\nlCsEuBVHa/WAtTx3t/QY7Zb9uFoxPj7Oj3/8Y+64446L7vvxj3/M+Pj4FqwqQoSVIRJcIMhkMfEk\nVIoyXPL9hSS3qVbw5wmxG9u0nmAnlcF/y9tgfAwO3wR/91dQnNzw1900mAC6XV1jnDwOM2chmxcR\nzmRV3XViMHMOBoexEgno61eyIhHXeKTSHCaTwSoML5hXXpLc9jjmz/ZUhV8t1hLHdxqieL3+WJH8\nPvHEE7zvfe8D4Ctf+cqKG/jQhz60/quKcFVjIUjOf+EzCZgJB7Z7cWUwZ2chncWfPIs/MxPOkB3c\nmdXgN70VrBh856/h5CtbvZpVwIduIBLcrYEJ+4ezferpSmeQuVYKsNQ3XJyibRXg5GshMW5CLg9B\ngJVMXBQoLxXg1mIkdSXP3S0zDrfrfkQBvnf8s3/2z/iP//E/EgQBd9xxB7ZtEwQBP/jBD/jSl77E\nL//yL2/qeiYmJnjiiSeo1+v863/9rzf1tSPsLNiuB8OjBPkBkatWAysWk3uw31YLTb0MjovBxx/a\nixVOC9hIOKkMHL0Rf3w/jOyBv/06vPyPG/qamwcf6qEsePKcFFd9RbAcSKekxMKAl4BXX8B4CSWq\naxUlJhLJ8NycXCC+ZmYKbFuqrOXI7SZUZq8GM8nLxesobl4ZViS/MzMzy/4dIcJmYfGJzc/16e9q\nRQZZuSwkUnSmzsHxcMTO8Vfwb7gFJzTP2ilw+vL4t94Ge/fBXz8BP/kfW72k3tFpwFxD5lm1skxN\n6lXIZuHcKZmd5IeVnAgMOA5+aVZBt9FQj9XMNCQSmFYbclldBMGC/LmXALcpAaDHTPa2xzbcj+1K\nyLcr7rrrLubm5nj00UfpdDrkcjnK5TKe5/GBD3yAu+66q+dtPfbYYzz99NP09fXxe7/3ewu3P/PM\nMzz++OMEQcDP//zPc9999624jZGRET7+8Y8veX6ECJfCRUlugFoXCGTCNHlSSqK5EqY8h3/g0KYk\nt51UhuCmWzGtuubbP/XfN/w1NwX1OWi7kjZbwHRLCi0s6HagfxCqRTlzP/dD2LNP1WBTUjU4noRM\n9vy52rahOEOQL2BZ9kXk9mqqzG4ULpdkuDBu+um0xlJFRPiyWJH8/uqv/urC35/4xCc2ZTERIqwE\nJ5XBP3qjen47HUgmwbIw5TmdoOemZdDw/DP4194CmeyOOgnM9z/7H/l1+M8u/MMOC7idDrRaSkwk\nU+qZKpVlatLpiCTv2QftDt38gBw/r71Z9zWrYHzwO5hYDBwLC5bKny+BTSNOu6XHaDvuxzYk5Nsd\n7373u7nnnnt48cUXqVarZDIZrr32WlKp1Kq2c/fdd/OLv/iLPProowu3BUHAl770JR566CEKhQKf\n/OQnuf322wmCgD/7sz9b8vyPf/zj9PX1rcs+Rbj6sODv0GljWk3AlqHi/Kx4gyrBU+cIxvZvSjy3\nXQ//+jeSSWWoYsNT397w19wUdEOfjq457/eRSkEsBe2a4nCppFhdnFEsn5sWYT5yvQjtIh+OIF8I\nVXeFZT+Xq6Eyu1HoKcmwKG4GJpAxWa4/SiD3gEv2/EaIsJ3gpDJwSH3oQaeNqZaxUymN3sGSgYbj\n6gRQnMHkC1CcwbdsGCjsCEm005fH/+C/gIPXwX/+461eTu9oN+Qdn+kPRw+0NAe4FZesqlbTz+AQ\nbtyjUziqMRiVUijHsmWEUithDY2ujgRtEnHaLZnsrd6PZav025GQ7wCkUqklrs9BEPD000/z7W9/\nm3/1r/5VT9u48cYbmZxc2t/48ssvMzo6ysjICABvf/vb+cEPfsD999/Pb//2b6/fDkSIEMJ2PYLC\nMCaegFQazp2UMZPpQjy9YJIYgEbk2PaGJridvjzum96ipO7wEPzNV9f9NbYGDniuRhQ2WiK5XgLS\nfWFrmSdfjlZL8Xl4BF5/GTM0CoPDGFvJCZNMi4ytQHxXC13TVQCzpl7vXSMDDq9rLplkWBw363VI\npaMEco+IyG+EHYl5B8l4LgeVipwLk2kRqHhC0p1yEebmlNksTuEn05Drx8qvz8l6o+D05eF/eQ/2\nTW+k86n/dauX0zs6RpVf25LEGVv92ZUaZAfDDH4D9h0ML2bCxEWzBqajyn16XAZnqyFBm0icNjqT\nvVmBe6sy8itV6beakO90HD9+nO985zt8//vfp9Vq8bM/+7Nr2t7s7CyFwvkxbIVCgZdeemnFx1cq\nFf78z/+c48eP8/Wvf537779/2cc9+eSTPPnkkwB8/vOfZ3BwcE3rvJoRi8V26fs3BkC3diOds6cw\nzQaxwjCObWEyOaxqGT/hEUycgXQW02liu3GcoRFi6fVNcMdiMWL3vJPW8ZepDo4S/PXXZBa1k5FI\nqT3JS4a/XYjFsMfGsQiw5mYIhsYIzp2BgTzJPeNYrotdnsUbGlKeenwvVq2KNbp3ze95LBZjIJfD\nnzxD4Gskku13cAqD2Mu42V8KQbuNKU5jshmsbhcrl1v1NrYLglxO+xKLaV/yy78fQWEQ02xgxvZi\nVcvLPn73niuuHBH5jbCjYXsezoHD+EMj6h0lgHhS2cxuV7KpwMDEBHRa0G1hvDj+/sNw4PC2rgYP\nvOHNTPzvn4E/+AyYHTDn2G9CtQluGjwnNLpC5DTwIWZBPI7luBqhMDUhEhTzRHz7BiCfx1SrGn0x\nMIjTIwkysRhgsNZR6rPZGeSNlG9vm2z4Jar0kURudZibm+N73/se3/nOdzh16hQ33HADzWaTf//v\n/z3Dw2vzPTDGXHSbZVkrPj6bzfKxj33sstu99957uffeexf+n56evrIFRmBwcHD3v3/9g0vOXUxN\nQqetebTFaTCTivXZjKrE+6/BGtu3bue4wcFBZstlqccOHYVf/nX467+AF59dl+1vPmxVENu18/9X\nypDKEMwVwbGg3YXZGcj2Q6NKY3JC8fvoTXDydWg1IJfXJI6pSezG0vm6q401g4ODTJ85hZmbPS/L\nbrawuv6qXaCDahk6bcUXY6DRvCIn6e2CIAAqVb2X5ctNA+ms+Pir4lwRYmxsrKfHReQ3wq6Ak8ro\nBB6eeE0mK3OsyUloVSXBbdZgaloS3dkZmJ7Ez/XD0AjW0Oi2rDY5N74R/7f+T/gPnwd/h8zu7NSg\ng8ZVZLMKaJ6nC5dale5AOGKhG84cTKXUt53rg6kpzRA2FpTnCOYNr1bAPGG05qu+64QtMWDaIPn2\ntjKTiuTN64LPf/7z/PjHP+bAgQP83M/9HO94xzvI5/N87GMfIx6Pr3n7hULhItPLfD5/iWf0jqee\neoof/vCH/Nqv/dq6bC/C7sbipFgAMkrEyBTL7yqGTJ6T6eU/Po05c0LJ8LH965bctjI5na/2ZDDv\neh+M7IXv/s26bHtzsZj4hv83GlCZgxd+AoOjGj+Ikdx8z16p6UbGsYZGMN2u1F2tJpA8P+t3/rrL\ntrFqtdXHmngiHHvVUOxPJHXbanGJ+LJtEsCrwGoTwlECuXdckvw+//zzPPXUU3z4wx++6L4//dM/\n5Y477uDaa6/dsMVdiGicQoTLYcmXP5XBz2RlkjVXhNIcBB31E3Xa8NIxGBmBif+fvTcNjuS8zzx/\nb2ZV1l2FQuFG381uks2r2eymeYgiJdEkdXhsWaP1ROyuJtYRa0kxa1nW7Adph7G2Y0IjzYY9lk1R\nCskmvbJFWQzLsr20DsttmdRBSWST7Dbvu2/cV6Huysx3P/yrqgtAASgAhas6n4gOEkBV5vsmCvnk\n/3qeIXSqCyfVDT39W64arA5eg/74/wlf+zLMbqPsnWNLm7PfgjdfFRGs3n6KAKl+6OyEaBzcvATH\ns+mKUnRCyNO2lw8A5wWMOjOL6/evneA2Q4BpvQLDLSQm5bU3twYvvvhibd73xhtvbFlgWsX+/fsZ\nGhpidHSUzs5OnnzyST7xiU+05NhHjx7l6NGjLTmWh8sLtfuHzycJ00IexkflflYoiB/t7Izofpx5\nG+eKq1pSCZ5z39p7UOZjYZsGwPPhyOxvuQSlojg3uAW5tq4D/hDsCqFnZiRRHQgACh2JYNZsj0Zr\nfK1jiTnKxNUZ7Vow2yAANfwWbncPOhNiLTO/i/HLlkoArxO2Y3C/mTB///d///cX++Gf/dmfceut\nt9Lf37/gZ67r8thjjzVtqfClL32Jr3zlKzzxxBPce++9te+fPHmSz33uc3z3u9+lVCpx1VVXLXqM\naDTKsWPH+NnPfsZtt93W1HlB5pGaQTgcJpfLNX3c7YR23dty+zL8FkYyhY53iIx/uSTKhWVHhJji\nKchnYHxEMskTI2hlQiiEMs0N3MlCVPemTBNS3XDNYRg6D5Ojy795K0A7YJcgn5Mqr2HKLHapLLZI\nxYIoTkYi0vbs80nld2YCMMBnQLxj0Ru5Wy6hCznxCq76RLq2tGfmcmjLWvXvUFeOgaEqgWisqWOt\n5e9MmSbasiTTHo21jMBWu5d6tPL+oUwTZQU2/e8LVr+vWCy2DqtpHu9///tJpVI8++yzfP3rX+fE\niRMUCgVefvll7rvvvhVVf7/whS/w6KOPMjExwfHjxwmHw+zfv5++vj4eeOABvv/973PHHXdwyy23\ntGTtJ06c4LHHHuPo0aNNc7OHhWhXTl8OyjQxQmER9wmFIdUDmTQ4jgRspl+4JZeBiTGYTaPTU2gr\ngBEMrehc9de4et8y/Jbcp6MxiCbgwjlwyuux1Y1DuQiYlZbogvB0uQzZnMwFZzPQ0yfdc6aJisZQ\nxSLastCZtBQW0PJ8VcihQbg9GELNpgGNnp2BbBZlzOXn+uccIxTGCIXXxA2N+EXns4CWZwNDgdYo\na+0dMlsFteAe3fDZ53K6VzTLzUtWfk+fPj1HSbIe1113HV/+8pebXpBnp+BhM2F29eDcfjecPwuZ\nGUDaarFLkMlAR6cQQHYWxsfQpiVZ4917t0QWzfBbsHsfzm9+Er7zKPzknzd7SU1Cy4OB44IypBW9\nVJIqcGZGSHOvDX075LV2QQLhiWEIBua0Ps+Z/YJau7M2QKMgFERBSyqcm1WhXI+2Ja/a2n4IBALc\neeed3HnnnYyPj/PEE09w/PhxMpkMDzzwAO9973s5cuRIU8f65Cc/2fD7R44cafoYK4FX+fXQCtTu\nldE4TiIh3H7xrMwCV5N9xTycehqSSXjxOZzd++HK60RUcg0ww1Hc/Vei4wnYuRce/x689XKLdrZJ\nKGbBDUiyemQEfH6IBCE7A5Go8Ec4AuUyOpcFv4UqFgAlATKIqGVVLsBlbteRbQOt4ecVo83GbRZU\nebdQd9d2wZLBbz6fx7ZtrAYKY47jkM83P4Po2Sl42GyY4SgcPFT72pmZggtnoDMlitH5LExPSlDs\n98PEEHr4HE7/Drl5dnZteku02dWD8+H/DfYfgq/9yaauZWVwJLlQ9EuioZp4KJdFbRLAtMDwQzgK\nU0VRgnYcdCCIG43D9BRauzA+Jll/v08yuYGg/L4CQXlNiwiuneZn2mkvHuaiq6uLD33oQ3zoQx/i\ntdde4/HHH+eLX/wiDz/88GYvzYOHDUGV250du+D0W3D6FQm+JocALa3RhTwMX4STv8A5cC0cuWVN\nQbDht2BgF253H7qrB/7xb+Glp1u2p01BuSicHI1K4mAyLxXuc6fhquulsjs5Ll6y7qxoq1S7TDTg\n90GsA8Oy0FpLUtq2hZN9PnArYnpL8PN6tO+2UwLYyWWkrT8UQVVauNstuN8ILBn8Dg4OcurUKY4d\nO7bgZ6dOnWJwcHBNJ99qdgrtLAferntb0766umD/AdxSieLIRew3X6FYLqENQCvcYhEunsEcu4iD\nKZ7BO3YTu+uXCQ/sauk+GmHxvXXBrj2kr72B/P/9O5DfJq2DTlnmgNPTQrAoaa8yFIwPQ7IHv9K4\nWYWeGYdkF+a5N1GJTsKug20o9MQY2rYxTIUV70GFwnNk/auy/yoYaonFgVsqreh43t/Z9kK77evg\nwYMcPHiQ++67b7OXsig8wSsP6wUzHIVD1+MM7hSdCZ8fzp4GpyRq0OkZqVKOjcPQOZwD10BXD/Su\nXuvD8Fu4e65A/9pvQHcKfvqvYBdbu7GNxMykzO8GAyI+ZZkiRnnuDHR2SfW3WBBtjslxEaqKdci1\nDUfEqtAvAa7qqCQXqh1bxQIatagrw3rO5q4lAbxV5mndcglGR6SlfDaNjsVRRVG0rgb3OmCgKrPW\n2znIX28sGfy+//3v56tf/Squ63Ls2DEMw8B1XZ5++mkeeughPvKRj6zp5FvNTqGd5cDbdW8t21co\nirPvKiiU4bVTYvBeKoJp4AwNwch5mS19+SSzp55i9h33wA03rWsleNm9dXTBZ/4fePiP4fRr67aO\nlqIwK//wSbU2HQQrIKSUy1HuG4SJs9IaXboodsFP/gulg9dU9mgKiXZ0gOFDJdzGNgCltc9gzSFi\n24EmiNj7O9teWO2+mrVTWE/kcjmGh4fp6uoiHhc7j9OnT/Otb32L5557jkceeWSTV9gYXtuzh/WG\nmUjiXncEPTUJyZRwRz4DCjAMMIAzb8LUmHQaGSbO1Yfh2sOr4nTDb+Hu2IO+59dh31Xww+/DmVda\nvq+NgSv2kMqAcAjCCVGEHhuCQk4S1qnumuURhbxcw3xWrCVD4QUBrguoGpdK+3M1oHTjdVZECwQs\n07h+a1ODzi0lllUsiOhYZkY+x/msfL6pfAapu86bvdYtjiWD33e84x1MT0/z4IMPUi6XicfjpNNp\nLMviwx/+cNNiV4vBs1PwsJVghqO4N9yE7u6Fc29Lpjg/C+felIpldX51bASePA6vv4TTNwhXXosa\n2LEpNxmzfxDn//gv8ON/gX/4yw0//6ph+qRFyrWllSqTBjsh34/FRPTJNEUoK5aAXBbCFfuqWAww\nQOv19fDbwnM0WyUT7WFz8Oyzz/KFL3yBYrGIz+fjt3/7t3nppZf48Y9/zLvf/W4eeOCBzV6iBw+b\nCsNvQU8fbrITvfcAvPYSPPNTEXQqFCEUlABueFhsfd58A158BueaI3DltStuiZ5zvt0H4OkfwRM/\nEKHNbQVTrkeVgzNpiMRE9GroglR6u8dhxx4JZLWG4SFIJkSvIxJD+f1zeamBK4OybfCZ6KlxXLdy\n/erad3WxUPG2YnMDua30HBAIovJ5dDQhc+3dvUte5630zLLVsKzP7wc+8AHe/e5389prr5HJZIhG\noxw8eJBwOLzmk3t2Ch62GqrCUuzeJ7MVF85CuQCnnoPimLzI9EmLTyYNZ9+AV55HD+7C6eyGq67D\n7F/bOMBKYSaS8IF/j3P9Ufivrfn7WXc4BSgpCJZkzsjV0kIVCEJXL/TugokhsIKiQOmvzAMHIyJQ\nlohDMCSm9usVAG7ROZotlYn2sCn45je/yUc+8hHe+c538sMf/pAHH3yQm266iQceeIBodGtZtc2H\nl5j2sJGQoLQfevpx9l8Fp56C9JQkt8++ISrRpRLoPDz/LAxfgNdfxLnlLtz4zas73+BOnOSvwsAg\nPP5P8PqL67Cz9YIjyYFgSJ5z+hOSJJgaEy42lLR157LQPwihKCQS4LMgYM2pRtYwn0t9Zl2Q5oPZ\nDFSFLauzuShURaF5UwO5LfQcUL0+qliAZGoh72+htW51LGl1VIXf76evr49du3bR19eHaZo899xz\n/PVf/zW33nprUyfaDnYK7SwH3q57W899GX4LI9WN3r0fOlKS5QyE5J/rSuuU4wiRXnxbRLNefwVt\n+SHVvWYrl5XuzUh0oI+9E049Iy1emw6TS9KPDeC64CBZZpRUgiNx2LUHegeE6EIhsZMIBiTj7K9Y\nMESTEjT7rZrlQqutc1ZjPbQRf2ebYduwle8fbrmEzmfRSm2YhdNmWx098sgjfOpTn8I0Tfbt28e3\nvvUtPvvZz7YkKb3eGBgYqCWmPauj1WMr/01uVRixOMYVV0slOBIRF4KZcXEZcMpyP3UR14fZNL7u\nPoo+/6q4RYLuAejuFw7L5ytOE9sA1fHDki1B78yUPOtoJPAtVzhbuZDqk1bc7n5JYvf0Yc6zlFKm\niauQgDkWE4uqiiJ3EMgXS+DziU1RxaoIn2/NFn2twHpZEK5lPYtZBc6/ztXfw+V0r2iJ1dF8nD59\nmieeeIKf/vSnFItF3vnOdzb9Xs9OwcN2hRmOwrHbcQ8fQ4+OiJDGK6dESbKYFQK1wjA7Kabw//wP\n6BeexbniEAzsgtTGqUSb/YM4/+n/gke/Bq89syHnXBwO+IMV0lSgS8jQlUKeMFwo5URRMt4JRQXR\nDpieEHL1+aXdPBoBx5Q2Nb8pSpPlEjVfwaoAxzqQ0pZUSfayuzVcrlXwer0MwzAIBoMr8vb14OFy\nhhmOwtU3iPXRjj3w3JPSeZTJCu+YJhgmhbdeRjsaxzQBBXsOYHb1NH0ew2/hXnEVdPWif+md8Isf\nwXO/gPGL67a3lkA74ulbj3xetDZ8lohgOUXIFWB2Gg7dgAoGF+3CcsslVDYrytDZLHRY0JEUj2A0\nCg3TU3Pu3xul0NzMCNGWfA5ogPnXuWoT6WEhlg1+p6en+clPfsITTzzB+fPnufrqqykUCvzhH/4h\nPT3N3wQ8eNjuqLYzMbgT59D18OzP4PSbEvBeOANmUFqhnbK0Ub31OuzaK6PCgzvhxltXRJyrhblr\nD85/+s/w1E/hkQeXf8N6olyASEUUI5iQqq0CivVZSA3pCQmUL5yFQgZS/WKBZPqhb0AUOdMZiFRa\nsSJxpFpsNR0ANjsnu9XnaQ2/hROJyHWIJzC34Bo3DJfpjFOxWOT3fu/3al8XCoU5XwP8wR/8wUYv\nqzjCPQ4AACAASURBVCl4bc8etgrMcBRuvQvn0A3w4nPwyguQy4gYoxWkfO4MpNNS/Yx2wMsncW6/\nB3PfgabPUWtVDYXQH/gwHLoBXnsBfvZjmB5Zx921GIYp7dAdURG2KpQgWABcKBYxunpwy6XGo0gN\n7tNGNI7rt8SxoVBseP9uJuhcC1+3XfL0MuXD1WDJ4Pfzn/88p06dYvfu3dx5553cfvvtJJNJfuu3\nfmvLZ5k9gvWwnjC7euCeXxWv4PNnYOg8nH0TJsYlsLP8kkV+4aRULC+8BW+/LoqS+w6ievrW9SZr\nhqNw1704u/bB5/7zup2nKWSnAAVGCJIdkkHWGkrzfMLLBUkklAswNSmBb2dKHkZcG/ZcCZPD8lrL\nhMFd0vrTRDCrM7NQzKMqVdPFSG6rkWEjYm91dnerB/tL4jKtgn/sYx+b8/W73vWuTVrJyuF1ZXnY\najATSbjt3TjX3Ain35DqZKmAr1ygnJ6WSvD4iNgj/vM/SPIx3gnH3tGUxkd9EOfsOyht0HsPwjM/\nh6d/Am5pvbe4djhF8Edl/Mh2pOsqEBQhrLdexgEwFSoQRE9N4CgDYnFpGzYMlO0svE8Hguh8Djcz\nK+4NDQQsl+KnNfP1NgkW668BsDhfX6Z8uBosGfy++OKLhMNhDh8+zI033tgyJeaNgEewHjYCZiIJ\niSRcc1gC4RM/hxeekpmZ/LC0CJk+sd65eAZys/DKSXTvIM6xd667OJa57wDO7/5X+OofQXZ6Xc+1\nNDTMTkEmJyIZRlqqwNqe+zKnDPmy2EpFw5DxQzQmAfDQeZnNiichX5TscU9/w7NVyUIbhgSKxTwU\nCmjTh/L5Fie5FZLhegaOixJ7Cwl7qwX7K8VGtcZtNdx1112bvQQPHtoOZiIJNxyThOnoCObQGcrT\nlQR3MAyTUzL/qkvgC8Bbr+Lc/SuoK69p+t5jhqO4gxY60SHijrfcAf/wTTj96jrvrgUolyBgQjYv\nVjvjIzLSlOiGC6chFEH7fXKNQmG4cAa9Yw/KCqAjEZTrNrhPV+aLjYWnW5af1sqFGxAsrvUZof4a\n6HQaDBZN4l+ufLgaLCl49f73v59UKsWzzz7L17/+dU6cOEGhUODll1/mvvvu2/LV3yo8wav23dtW\n2pcRDGHsO4DuGYSyA707xIy8mJNAz+8HW4uJfHoGxobR2TS6kEeHQgtuVK3am9Hdh77hZhGvOPfm\nmo+3NjgyzxsISlLAcWW+aD6MCpGFQmAG5PWuA4WC+Bv7TAiGMeIdC95aIwu0eBPmcyJW5pbBMFGG\nuah4hlaqaZGNOefJ5dCWRSQWa9nncTFhq5WscbXnmI+t9Hc2H0sJgCyH7Sp49cILLzA6Orrkv+0w\nluQJXq0eW/lvcrtDmSZGPEF01x4KGhF1Uo6INM7OiBKybUOpCFNTMHIRbZfQfn9NuGnZ44fCEI6g\nYgm45gjMpuHi2Y3Z4KphCGf7LbAqzyu2DVZAquNTEzA6LEl+KyBxrdaoRAfKMDCi8TnXRuezhCMR\niq4rzwNao5WqCRiK6vPi/LRWLlxvMatGzwjV9TUr1FjP0WL/5GIEAovydSM+vJzuFS0RvAoEAtx5\n553ceeedjI+P88QTT3D8+HEymQwPPPAA733ve9dFrKoV8NqePWwWzH0HYN8BubmdfQteOiViGtm0\nkIPfEiXDsSGpSEbegud+gXPoMAzuREXjLb8Jm/2DuP/z/46+5jr46p8Cm9hmVZgFJWRDNCbBaSEv\n7c5ORQhLO0KGM7OQ6JTA13Ggs1syxP6QtETXQdqb09KyphTkSpCelTnsaKVdKxmAJaqbK8qcNso6\nL4JVZX8XyUqvJru76Pm9NqltiS9/+ctL/lwpxRe/+MUNWs3K4HGzh+0Cq6MT89BhOIR0dp06IU4K\nk5PiF+zzi9Dl+ZKMPSVT6ICFc+PtTc0F19qho3Gc935YAslXXhCO3IqwCzBdglgHmB3gV3Idzr1Z\nqQJr+ZlTFPeLSBSsELpYaNjSTCCIsm0R8LMddMBA1VV6dSTSuF26glZUOtdVzGqRynSzHVduuYQu\nl6QTLhSUZxiD2vUiGtzeY0ubCKXrZSObxGuvvcbjjz/Oz3/+cx5++OH1WFdLcfFic8p6XV1djI+P\nr/NqNgfturftsi8nl4HXXoKTPxcBDceWAC3VBxPDUun0mdC3U+wCtEPgrnuxuxu39a4W0s41DD85\nDsf/vqXHXjH8QRjcDaluOPOGVHUNBcUiouTsiJ9vNC6WEbv3i51CPAG9A9KiVoFbLqGHL8D0pMwH\nZ3IQi8LMDCQ7JSsdDKG6+zAakfAqMIfAbAc6kvT0Dyz4PDZ6XbMk1QpiW+78zZyjMx5n/OL5DSfY\n9Sb21d4/BgYGWr6WyxHNcrOHhdgu3Led0egaO2+9Dj//oYziYIrlnmGKKNbsrLgR2Dbc/h64+fam\nnR7cTBp94QycfBomx+D8aRi90PpNtQLBGCQ6apVdwhHhFhQM7IRSFkIx2LlX+H1wDyrZKdob6DkJ\n/npuoViAckmCRa0lKK1+fxsGd04uA2PDEIqglFHjXjeTXrDP+c8lc9qdiwUIhFDRSlWzfv63iWeL\ny+le0Sw3r8jqqIqDBw9y8OBB7rvvvtW83YOHyw5mOAqHb8bZewDefFlapYp5uHgeqXQqsQ144Rmx\nDghFKL54Aq49Cre9W4K2Ftz4RbF6F/zGb+IM7oWv/fHaN7dalAtw4bxUga2gtIaXypIUUD5IREAZ\nyLxwGjKzIvLUvwNVKuHkMijXRRsGjAzJw4JpSmtaOCJZ+WRnZbZYy9eBhZXN1QZYTWed1zCX1JKs\n9DLnX+4cbrmEnhqXea91mgteTNhrO88je/Dgof1Q7exychl49QV4/hnhrfQsBCzITMu4009+AK+e\nwonG4eB1cM0NSwfCgSCqswf9jrthalSCx7ER+P7fwYXNHleah0IWwlFwSjLGVCwKb/v80uEWjkEw\nKIkAgOwsOp+XyrGW9l031YPhtzCsS4GfCws6kbaLzdB8VIUpdSgiLc89vZecGZrpuKrjbQJB8Psv\n8V+leqwnxsAwMJRvTfofl2P1eMmZX4BcLse5c+cwTbM243v69Gn+/M//nK9//et86EMf2oh1rgne\nzG/77m277csIhjD6d2LsO4ju6ZfAL1+UB/xcVtpbbFuyyuWyzABdPAdvv4Y2TEimWmf03j8I+w/C\nL34BNJi73Qi4ZfH1dStZ3lAYuneIqmapIHND+YIEvU4ZAiGp7BqGtDMbplhKnX1DsuXlsrRM+wLQ\n03/JWikak4eLcGTO9VtqJqcZzJ+vafR5bOWM7mrQzPmXmj/S+SyhUJBCtTK/yFzwarHY76DZeeS1\nYLvO/LYLvJnf1WO7cd92xFLX2PBbGP07ROMDFyIxcSNwtPwr5GF0CIaHpOvr/Bl0dz9GYqFOBVya\nP1U+H6p3ELOrF3r7IZmU5PjQuXXc6Uqhxc4xHJOEcykvvByNSVBsGhBLSot4OCrB2/iQBMhaI+4P\nBjg2oXCEfLEIrP8M7kaiyl+GzweBAMowavylXQdtlwGFiica7nM+b+tAQEQ8lUK7jnCmAqYm0FYA\npVn02WKpz/Fan4G2Gprl5iWD32effZb777+ff/qnf+J73/seg4OD/OAHP+Av//Ivue666/id3/kd\nQqFQq9bcUpw4cYLHHnuMo0ePesEv7bu37bwvIxjC2LkXPbhbSMHvl5mOsQty81eGkF5mCtJT8OrL\n8PLz6PERdDSOEVtb+64yTZmhPXY7vPaqqDFvFspFyGelAtzdDcGo3PSrM9L5vGSVCzn5/2xO5oOn\nxkWJs1yS2WHLL1XfgZ2AFmL2mRDrQFVIdY5gRosDrEafx80m9OXOvxz5aaUIa5dcsbguwftGCHst\nBi/43Vx4we/qsZ25b7ugmWtsxOIYe65A7zsAZhBmJoSH8jlARpjIZ4W7xkbRMxPoUKQhf89PpirT\nRCeSon+RSEoCOL2Zrg110I7s0bGFm8NhaXNWPtHYiMdE9bkqXJkviOOF6UdqvD6U30dIO+QcZ86e\nVytguJWwGH9V+VZV7J8IhhrutZ63dSAgrhVVjrZtlKEwfD60FQDXRXWmFn22WOpzvBFJ5o1ES4Lf\nP/7jP+bXf/3X+d3f/V3i8TgPPfQQqVSK+++/n2PHjm3ZwBek77tqdeQFv+27t3bYlxGOYOzaJ0Fw\nKgWhqFQ1YzFRk1SVG+PEmAR7k2Nw+nW07Uo2cA1EUVW15B3vhkgHvPhMC3e2ChRyYg/lN2BoSCrj\nOOAPgF2U9rJcRqwWxi7A6EURwyqVIZORJMGOPTInHAhKC3S5tKjKc6sDrMU+j+tF6M0qRtaff/57\nliM/ZZqEO5Lkctl1Cd4b/Q6060iWu5IxX6+kgRf8bjxWk5j2sBDtwH1bHSu5xobfwth7BfrANRKs\n5vNS+SzkJYEbiUF2Rlqih8+hHRc9Now2TIxwZMnjar8lLcRXXAPJDhgdk2rrpkNLctkArLDwdCAA\nhgWZGZieFn62bakM+wIi9plMgWVhBAIEIxHyuVzTAVeznLfZWCzpvJJgs8rbC1SvQQJnQ6E0Swa+\ncOlz3OjabXZnWqvRkuD3kUce4VOf+hSmabJv3z6+9a1v8dnPfpZwONyqdW4IvOC3fffWTvsygiGM\n7n6MQ4fRV16PkUiKGEKpXMmwOtIGbCgh1PFhCf7GJ+SGFghgBFeXkFKmCbv2wI23wc+fFLXGzUI+\nLzdhu9LCjBIC9QdkTjqXheJs5eEiB8WyEOvMpKhL2rbYIc2mhYgLZYgnUMnOBQQh7UcVr+FQGGWX\n10Sqrf48LkX0q2lXavQefL5lyS8UCJCbTTdl49HM2usx/yEBqK1RFYvrWi33gt+Nx2oS0x4Wop24\nb6tiNdfYCEdkrOmKq2Wcp5iVZKxfgS8EXd3C5a+ehNkMPPUjNAp6+xe/T1oBlCnts3R2SYV1YmJz\nu7Vq8EkhN5+RMaRAAGbGRLsEV4J27Ur123XkmgSDEAij7RIhy0/B31xiuBnO20rBcaOk92qCzfnv\nUfEOtFkZlYvFMJd57guHw2Rmphteu83uTGs1WhL8/t3f/R0f/OAHAbFO+M53vrMtZnznwwt+23dv\n7bovIxan+8jNZHftl4xxMUstCHR0pXUIufmde1MsgUYuoIt5dHoK7fOvOBBWponRkUT/0jtg5KIE\n1psB1xafQJS0gfssSCakJbraZlUsSqt0uSzCWdkMJLtEiMMflOvV0y8BcyQKSi0676sMJS1ZpYJk\nVtcw99LKz+Oy7ciraFdq9B4jFF62LTpUzJHP55q+Nk4uAyOiVKqKxWXfU/+QsJFtWF7wu7nwgt/V\no125bythLdfYCEcwrroOff0x4aZosnKPjcPQBcCQNuBiAd5+HWan0dMT6GB4QSW4FqCgwfBDT59Y\n/fnDwon57No3u1poRzhbO5DLQzEDjpKAVxsV/15Xgt7pKenm8lsQj4PpI+D3UygUF02sOrkMemIM\nbRgou8xS3LAd5ldXE2w2ShCr2TTK8jfFr+FwmOzEGItdu3ZpNYcWBb+PPvoozz//PI8//jiPP/44\nIyMjc75+/PHHede73tWqNbcU3szvXLTr3tp1XyB7K5RtjJ170NfcCH2DklWNi3iTCEaULrX25rLw\nxkti9zNyAR0MQySy4huaEY6gr74eIgl45dQ67a4JOGUIhKGvF7p2yB6rzmylklgjlUpQssGyhGAN\nE0oOpLqkFQtTWscj0QUksVLz+Hosll1u5edxuSCwFRnk6nuWIr+VCl655RIMX5TfR7EIljVH7GPZ\nfW9gG5YX/G4uvOB39Whn7tsqaMU1NoIhjIGdGAeuRqd6pfV5YCeceRM0lYS2LWNNmTQ8/xR6fAyd\n7JoTBCvTxAiFIRiUUZD+HdC/E/YdgL4d4iCR2+S/J+1IV1o+Lx1F5YJomYRjkMnKPt1KZ1Y0BtE4\nQcemkM+J3++8IM7JZeDcaeGSqQnh8bK9KDesV+K01dXkRny7bJdXnRrzSvcZDofJ5vNt1d68GJrl\n5iWtjj72sY/N+XqrBrqNcPTo0VprlQcP2x1mOArXHoFrj1Q8g1+AF56T4GLkYkU6PyOtwlMTMhds\nu+jcIRzTv8AXd9nzJZK4v/wr6P0H4W++BmdeW8fdLYHZSZiOQCwFnZ1S8S7MVgQ0cjA7A5YpDw1+\nvwhvREMyHxyMyDXpTGFYlrSQ11sB1NsNNDCPXwytsuBZ1l5gGTuE5ayWGh2/aXumeetQtt3UtQHk\n2OGwzHwZhlQlkqmm976qNXrw4MHDFoe5aw9u/wA6k5YOrqd+LEFiISucNj4imhYTk/DqKzhXHYKr\nr0cN7JxzD69ymDtgQSqFvuo6OPxL8J2/geee3MwtCtyS3PsjcdEwGR+DUk7sCrv6YegshEPg2Ljh\niHRrNbLqSc/UkqfasiCfQ8cT8v144pJ1UBXzOFMHDPHUbcLCZzFOWg/LvfnnWuocc/x+M2mcQEjU\no21naaukunM56Rn5wuPVGpas/O7Zs2fZf9sBXuW3fffWrvuCxfdm+C2Mvh3ogd0QCkLXQKXy6Yg9\nkOmTCmkwCOPjgAvDF0QheglhjflQponR1Ys+dBhiHfD666DLLdxhk8imL6k8uzbYLnT1yh6LJQmI\nw1GpFPv8kk03DfEzDkbl4SIUXmAXYPitWiuRiidQ4UhTrUhLZV2b/Tw2057VTHvUYhXbpY6/0han\nlQpeaaVkVtcKCDH39M2ZSVpu7xvpOehVfjcXXuV39Whn7tsqWI9rXKvg7tgNff3CWaluqQjPzgKV\nJOPspATD596GkSF0onOBQnT1Xm74LYyOTvTgLhmTSs8Ib24aDBk58vul2lvIiaVjwJJuNdMP4TiM\nnsfVGtcRTQ8VT8yt5BqGJPMNQ7q8kilUobBou++SCsmLtAa75RJuehpmZxqOPbW6mtxQd2O+oFXd\nOarn17YtOibaRbkaHYk0FIOsryBXLZFCoQD5iQkIhjBC4bas+FbRksrvCy+8sOwBrr322uZW5MGD\nh5bC7OqBrh652U1NSgX4jRcgnQGciuqiT0SiQlF4/UWcsSGpxMWTMLBTKspNnMe959/Bnfeg/+W7\n8I/fWP/NzcfkmPwLxyt2CpW2L8cWyyOnBP6QBLquI5YThSLs6IN4h7Q1ay02EZXscC27Wh9gNVkJ\nXdagfjnUGdgvZU6/YH0tPn6zMCwLI9qctVa1cquKBUg2UKFcYm3rkWX34MGDh60Gw2/BldfBlddJ\nN9epE/Dsz2B6HHIFSeAqRDshk4bhCzg33grX3rAob6vuPvQtd8KV18IvfgK/+BHYm6EK7Qovz85I\nVVuZwpuOLQHx7Ay8+TJEwziOC1yAq2UO2CmXpKMNjYrG0X2DMD4KfYMStC3Ba/WJU9UEB9b4ppiH\nQgFt+lA+3+IdYqvl+3o0WtdS56j8jGJB5qUDUiVXrruAk+fzp/aZqMq5GlbWL2MsGfx++ctfXvLN\nSim++MUvtnRBHjx4WBkMvyUCGD19OLv2XvK9NQx4+w0RispkAFfmjLIZIdbOHpxjd2D2DzZ3Dr8F\nv/ofcHbugS//t3XfV0Pk0nDxNOy8Anbsha4uOHdW5p2VCZZPMt/hkLT4GD5ptbIrohxTk2jTgEQn\nZNK4fqtxm9MSlceWtOWukFBXXA1tNWGvEEsG7YEgOp1GuzYYPlQ9gbc4aPfgwYOHrQ4zHIVb78I5\ncAie/Tm8/pIkqWenRMfCLsL0BJx8EvI5nD37IN6Bmlf1M/wWbqoHHQjCu94HNx6D50/CE/+48ZvK\nTILyS9AVickYkl8BStSus7MwPoq7a7cks196Bg0S6AdCEApJe7hpQSwOYyNi+VQuoeMJlDLm8NqC\nwC8SWb41uMI3EJQAuFgAQnNeu1q+r3K2NgyU617i7gbcvNQ5aj/LyHiW8vmW3U+NP1GwkpGlywhL\nBr8PPvjgRq3DgwcPLYCZSEIieenG290vipLRBIycB1wRgMqmxRLoqSdwrjkM3RWbhSaCK/PILTh/\n8g346p/Ciz/fmI3VY3YGXnlBCHXXHuhIQbITCiWIR0Ar2HcQlA/Ovg7jk5CIQ2d35RoYcPEs7N4v\n7dN1FcZmK4+rrsjWvb9ZQl1NNXTLz80aiD2GMe/7DR4MNrIN2sP648SJEzzzzDN89KMf3eylePCw\npWB29cA9/w7nl+6AF09KEDxSEQ/0+eT+OHpOqrl9g2grgjO4Y04l2PBbktSNx9DhEKR64Nit8OjD\n4gyxkdBlcWtwbHneiEfBLoHlF6FKNEyNQTAhIpVvviyJ6XwWSELRFLeGTAFmZiRATXSB0uj+nXNn\nfucFfsp1l59xrfCN8vnQoZiMkUXjDXUoVsL3Vc7WFaEunUyh6p8zGqyr0TnmBNB+S5Iarrvsfqr8\nqTpE50X5A+B1Uc3BkjO/2xme2vNctOve2nVfsLa91WaBYnHo7pX5y2JRlKDHR+osgPQlCwLtwugw\n2lreL9jwW+irr5UA882XVrXGNUE7MDkulV67DKYJO64QD8Q9ByGRhOEzcO4MZKZgeBjGzkO+JK1k\nhaK0R3d2SyZVa5mRmRirOCz5VjXfs5LfWbOzt6udOWqlfUGrVayVUqKsXZlPr7dcWMzzdz2sK7yZ\n342H5/PbGrQz920VbNY1NoIhjJ170QcPyX0wXxCLJJ8SHYuOlOh7+P1SCa3MjVaVgquK+crnQxkm\nqn8HXH9MHBI2OgC2bQl2w1Gp4jpavhcKA47M/1pWRb+kXyq/+Rw4QNCSJKlji1JxKCKvjURRgeCy\n7geG35rDgfMVlev5RsUTmJHWKCBXOVsqyYjVYiBQ47pmuNktl9Bjo+KXPDIqwl9le0ndjUY6Ico0\niSY7yReLa97XdkBLrI62M1ZDsO1MJu26t3bdF7Rub8o0MSIxdGcKgiEhTL8F4YgEwZ09crMcvVgR\nyRpB53Po8ZEl/YKNYAi9Zz/074Kh8xsvsGGXYOic7MV2IDsN0U6p8o4Nw8iwVIknx+ThYXZK5qkw\nIBKWluhoFOWzRBxjNi2B8dQE2gqgNCu2A1iPz+NGWv8shnA4TGZmuiV2D8vtZyM9f73gd3PhBb+r\nRztz31bBZl9jw29hDOxC771CuDnaId1KhYp4VCAiyvrpCveee1MCplAYFYvPCYKMcAS9ez9EOjbe\nwrBkAy7MTIowpTKlIrxzL76BQVytRMvDCshIVqkEfhN6d0iQnM1cEs8KBCEYWSCOtZxA5GJCi+vh\ncXuJ4wxZeyS24ucJEeGaEuuoUkGE0fx+GfEKBBe1SZof8MPmf443Ei0RvPLgwUP7wAxH4eobcK+4\nGj06LCISji3zNG+9Jq3Dji2Kk+fOQKIDLpzGue6YtGMtckz32O3o/gF44ST8f49s8K6A069LVjzV\nJ9XczJQQpkK+rnoPWha4StrIOjohkQDHkdakkSGZNwoE5XWlEvT2b4k2oUZtUitpBW5F27Bbap0Q\n1UosmjZ7dtmDBw8eNhtmIgnXH5MgJ5OWwKqQg1hCWoT9FgyfgzNvg98HF8+iD14zxyIJQEVjcPM7\n0H398Dd/BRMXNmgHDqSn5H9tG4Jh0SXJZlA7dkE4IYn4ji4YHZIA1tGyp77d0ro9MQrd/WIJtQj3\nLNmevAF6EnO4qyL6qKOxuTO/y7zv0msqFXLHllG1chHGsxAKoydGcVM9C0a1dDqNEwqiGrRue5iL\ntq381sOr/Lbv3tp1X7B+e1OmiRFPYPQNoBMd8s3eQSjmpBo6MSrZZMcGlNyUu3vRrtOw8qdMU4LP\nvh1w9A6xGtro1qpSUdQlg2FZu+mHSERUrYtFafdCSVAcCEqLdzQJuBLsj16UmaLcrLxOAeHoigmk\nmd/ZUmb2i6E+O92MTVL9uVrRNhzULvlKu/JqK7DLZacbrZdgSP41YUG1GniV382FV/ldPdqZ+7YK\ntto1rtokGfEExOI1qxsyMzA2Ijzo2lIpzGWgbKNdF6qttpXqqOrohJvvkGryxCTkMxu3CceWRKYV\nhHgMV2mZDQ5GZA/ZtPB4MSfVYb8PshUfZO1KG7RdEgXkYHD51uF8FtcuS0K7WLGCnGd72AwnLsfb\njbjLCIUX5brF3qctSyyKsplLBQrDX3luQa5HoSiJaJ+vNqqF1mKX5WqUbc/h+q32OV5PXPZtz/Xw\ngt/23Vu77gs2Zm+GXyxsjFgcHe8ApSRonBwHtLQg7ahYC83OwMS4eAYHQ3PaoWvehdEY7DsAN90O\n50/LjPFGoVSAUlnEvXbshkhCSDIYEXK3bZlzDoUgnpDXZzNQyAjZlvJCLrYjQXKhKLNFi8wLNcJy\n7cGtCEZX0grcqrbhcCRKbmIc7diiHL7CQLSZfbvl0oKZa10qobReN7ErL/jdXHjB7+rRzty3VbCV\nr3G9x6+2LKkET05K8Ou6EI5JMFzIQiGPDgZrM6DKCmCEI7D/Krj2iHDkGxuo3WGXJFndkRS+HRkW\nfh4Zkk4thVSCQ2GYnJDnkvSMtBGX8/LaoXNynFhiyWBUl0tyXCsg1WS/T9rCm/AAnn+spV6/Wq6d\n/z5dKqFyOWkRnxiV5G+kMqJmIL/bfA58AVS5XBvVwnVEvyUSremYVM+/lT/HrYYX/NbBC37bd2/t\nui/Y+L0Zfgsj3iEtwcGw3GR37UeFo5J9HB2FsQtSRR0fQTuSPZ3TVlXNTHd2YbzzXvSeA/DUExu2\nB4p5mByVoDZYqfymp2Su2arYLnR2yQxSuSQt0PlChXBNIZWOTvED1i74LIxI9JL4RD5byzg3qoQH\nfT5yQxdYjCRbEYy6dhkmJ0QBcpk5olbNC0diMTLpGblekQjKcVcUuLvpabl2hrGAmKHu4aJu5ppS\nGVxbrtVSAfMa5pC94Hdz4QW/q0c7c99WwXa5xobfgmRKdDxcR2aDDRNMJe4HhgH5nPCBz1e7V9a6\nwA7dgL72KLz2qlQPNwLlIkzNiKCTXRLOzaRl1tcKiwBWqkuC5PEhGcPKZeXrC2fF9rBYAtcW8Ao7\nQQAAIABJREFUjRKfr/YsUp9IpVyS8ymFCodRfksSqk3wcI1fCjmUYSx4fT3/4POtimsXcLRRsYKa\nHJVqtXblWSbRIVXv3IwEwtoBK4BhWcKXGqmEW9aC82+Xz3Er4AW/dfCC3/bdW7vuCzZvb8o0MTo6\noadfCCEak5vxyHm5wZYrVkmGIcbw4TBAwyDE6B1AH75VvIenxjZmA3YZxoeFIIt5IYnZaakIR+Lg\nliWYn56QtqrirDwwBELQ0y/Ekc/KXl0XHYlKUDxbmVkqFcAFVSwAGj0zg7ZL4PMRMtSS7cFrDUbd\nckmEufw+WWNHJ2ZdBX4pNcu1tA0HfT5yZ96W5EG5LMqThtFU4O6WS9I1kMtJdR1zgVhJNSlg+HxC\n5K4rRO7zLXotW1FF94LfzYUX/K4e7cx9WwXb6RrXeLtvUFSRFRU7OSXjTGiZ6LFt3HwOPXQebZq1\nDi4jmUIfvVUCyjOvb8yinZI4NRiGBLXlkqhZ2wUJ8ApFmByW72kFPQMwMSz8Xa10jlyUluBstvYs\nUp9IxQoKf9eJTjUTqM7hl3xBKuqmr/Z67TpLjuhA42ei+VCmiauQwD4WQ1Wr3WbFySIcgWAI1Tco\nezJ9MuttBeQZIBCU14UiUvWttMLXc/12+hyvFV7wWwcv+G3fvbXrvmDz9zZHBdHng7ItQUyhKKJQ\ndRZKyq549jUIQoxEB/qmW+DgNfDyizLLsxEoFUQwI5u51O7UPwip3soaVEX52i9BcbJT2qIdG7Kz\nsudIVDLoPhNyeSHcfB4MySJr254zZxNKJslPTS2pZLyWYLQ+SCQQrAWgbrmEm56CmRmUoVquZhnU\nLrl8Tq6pYYBjo5Kp5jLb1WSAZQEKwmHMyFyCqk8KKA2qMyWBbuV7uliQ1vu6qkUrquhe8Lu58ILf\n1WOz+eFywHa8xuLuEBW7P78lQWMoIIFTJCZB1hsvCZedfRsdjUsLNBUHhyuugoE9MDYO6Q0YWyoV\nIV8WvjR94FcSgGslleBwXCrYnd01LQ7yOXnf5FhF/TkkQSLVQLMukaoU9PShfP459j/zeXh+4ngO\nv/h84POj/Fbt9Y34xwiFUVZgQWC8nC6Hmk2jLD+qWJS9hEKSuE+m5HfYOyBJbp8PZduSFNZIl5pj\nQ9lG+X3y/gbPFdvxc7xaXPbBr+fzOxfturd23Rdsrb0p04RYTMgzHK5YJUWlLScakxvvEkGI4bek\nCnzLO6F/N5z6xcYtPpcVkiwUYWZKMsHdfVLNDgQlsA1GhXQCISHL0REJ9GZnYOc+IaPxYTlOKCQV\n47wIitTP2YTDEfKmuWRwu5ZgtFHluEa0+ZzMd/kDDVuL14JwJCpBvRWQxIDhh1CoqeB9gedkvGPB\n3hfzJ9SWhS4Va+Re/yDRipZuL/htDZ566ikee+wxfvjDHxKNRunr62vqfV7wu3psJX5oV2zna1y1\nOCQel4QlJipgSUeU4RN+UxUrnu7e2r3T8FsYO/egb7wZQjF49d/Wf7HVsaNwTCq+dlm4uBoMhsMy\nqhSsOAC4TkWIs1/eX8yLk8OuvXOSptVEqhkMLfD7rVdXbtRFNL86rOIJCW6rydcl+Ge5xOycdulq\nB5lt1/7fjHfIGkol6OwSpw4W8qQZDEki2lBLPn9t58/xSnHZWx0dPXq05vPrwYOHtcPwW9DTBz19\nOLmMCFD0Dkg2dHqqKTsaM5Gk69d+g/F3vAfnmw/Dv/z9Bq1ew+h5GB8RZecj7xCLp55eeTAoFaUC\nHAjJQ0EyKcSGEvGvbAhmpmV/jiOBrzJA54UktRaCDIYwSuU1WygsZk/U0PYok5YAnqDMYxcLQKil\ntkCGZYk4ydSEJBGKBRgfxTl4tdhwLPXeZayN6l83/7oZfgu38r35FhXNHtfD0vjSl77Es88+SyKR\n4I/+6I9q3z958iR/8Rd/geu6vOc97+HXfu3XFj3GzTffzM0330wmk+Gv/uqvuOGGGzZi6R48eFgG\nMg/chRutcMruK+DF56TduFQSf906258q96hwBOMDH8Y5dBi+9iW4uM4ODuWczLn6FVgVkSe30hY9\nPSNBcKzSmWWXxdpQl4WT7BL4AlAui2VhsQAl6TJS805TE8LSLkyM4nT3iRXRPBskIxpfkl+W5J8l\nLPrmWxNR5bRiEZQGw4cTyIggVyAA2Sxuhe+q56XJcy2GVtgfbne0bfDrwYOH9YMZjkrlt4LVBCHm\nf/hNnLs/AP/9v8D0yHotdS7cMowNwU+Ow/VHhDR37ZWMczQuGehMRfDDZ4ja9fB5Ecuyy1L1RIPy\nQXcXzMyKIuXsNLp/pwSJtVOtjmDqybGRp+5i5Kd8PnQ0KgH8OtgCGX4LJ5uV6rnrSiva2bdxr4os\ne64l/ReXwxLkvqbjegDgrrvu4r777uPBBx+sfc91XR566CHuv/9+UqkUn/nMZzh69Ciu6/KNb3xj\nzvs//vGPk0gkAPj2t7/Nvffeu6Hr9+DBw/Ko3SujcZxrboQzb8LOvSJoGZB7qghFjYqass+Hm+rB\n3HcA9/7/jv63E/C3X4ex8+u3SLsA42PQvwvGxiQAZhpQwr+jWjq3ojGZe50cAW1LUFzIwcunZFRJ\na6lo794PtjOXQ4sFCXxn01IpHR1B9/SibGcBxyzHL4v9fMnAuOI3rG0b8rPC19mMzBR3dKFCQXR6\nBgKBOcG4W31vg4S4E4lIMSKewFyGD5d7vrhc4AW/Hjx4WDNWEoS4pZJUKwNBzK4e3P/2IPrUM/CV\nz63zKuuQnYITT8K1NwFKlBQzM5DohK5uIX8AX1Cyr0PnJRDWwGwGduwQcY5CToQmtLQvVfemDUMy\nt/MIpqmAuEKO8yudi6GeaFU0XjuGW/1Zi7K8brkkglXZDBhaMu3B4LLrW/RYTa7Jq/CuLw4dOsTo\n6Oic773xxhv09fXR29sLwG233cbTTz/NBz/4QT796U8vOIbWmkceeYTDhw+zb9++DVm3Bw8eVgez\nqwc30bHgHqwzabGy85kiZhkIQrJLfn7TbThXXw//+C3452+v3+KKOTj9iowidXVJ63UkCjFgxoWe\nEGCAU5b/hqIyqmQXYHpaxpCqwowzUyIAVs9RgaBYCBlKlJStIKRn0PGEVIBbxDHzn4mqnKcNQ9aT\nnpYgPWzKXqanoVhExzshFhOdi0Cw4klsyJrrkhL1ytaLVYkbX9+VPV+0K7zg14MHDxsGt1xCT41L\n4FifdTx6K86Br8G/fhe+8+jGLKach9eel2A3HhflxHBEMsqdnRLsGgagIBoVletwTBShfQF5fyAs\n80cXz4ACHY/L3mZmRHnS1kIuGRM3Gm8u47qKNqYq0c7P6jqRSMMgfCk0mody0jPozCwku2AgL7PP\nsbj8CzRe32IB7moyz16Fd2MxOTlJKpWqfZ1KpXj99cUVYL/3ve/x/PPPk8vlGB4e5p577mn4uuPH\nj3P8+HEAPv/5z9PV1dXahV9G8Pl83vVbZ1xu17isNK5TllEe28boTOFPyf7dUglt+dH/8WPYv/Lv\nmXn4T+Hkz9dvMYUMnM9Kh1n/DuHjnd34fX7McBgTB2fPHuzhIdTUGKqrFxWKYPjFblFPTmB2dWP6\nRADLDAXxRaRbzY7H0cPncawARnpG5moNhUp2zeneWincUgldyMv4U30XWEmee3Qsis7ncCNRdFD0\nMxylcQs53FgU5bgYxRzW7l0iIhqKoIIhnPERNC4EAuhcBlNprMrn0knPoC3RXNFao/wBzHhizrrq\nP8duPC5rqYpnrXHP2xVe8OvBg4eNQ7GAjkUbZh3NRBL3/R9GH7sDHv4TOLsBdgvZGfjZj2BgAAZ3\nXRLZGNgJsaS0VZl+UXgOBGX+SBkyK1wsStvzW6/Ia8++SbG7R/YWDotYlqY2x6NRqGq7UyUgJlkh\npPkB5yKVzmUrpnVZXVe7MHQBHYtjKF9TWd7Fgmdt+SqiIkD/TlHHjidQyVTDdSwZ4HqZ5y0PrfWC\n7yk1f3ruEt73vvfxvve9b9nj3n333dx99921r8fHx1e3QA90dXV512+dcbldY7dcRpcc0XUwfKhS\nGWN8fO793HZE/+F/+TjsuQL+/q8BZ51WpCE3K1aJtg3lEuWd+yhns8LX02kRoHSS0NEF8Q7hXRdI\n9Ysg5ehpSWpfOAc799TEo9xwXLyADRMjm5F7Xl5mfVeDRteoVp3NpKFcEl7OiMifEY3h4oOzb4tW\nh5EDDDBNsiMjqHAEnc6IYGe5CBfOg12sJOIdlFZzxbrqz1sqz1nb/M+x6yIdbIEgRjq9qv1uVQwM\nDDT1Oi/49eDBw8YhEETZthBNg6qm4bdgcBfupz+HfvVF+Mr/gMLM+q4pMwGvTYgQ1tQE7LsSfH7o\n6oFYSjLO8aRUhmdnpNU3mxWPwnxG7BkMU3wERy6iu/pQykDHEiKkFRC/Wo2WVqZMZo6wBcUiFPOo\nSsW3FijOEyBZrJV6/vUln5fAd2pC5pinJnCTKZQylq8izw9M62aPVCAosbzfgkrQ65YvtbA3mmtq\nGOCuorLtYWORSqWYmJiofT0xMUEyubSwWbM4ceIEzzzzDB/96EdbcjwPHjy0Bobfwu3uWZhgbXA/\nNxNJnHe9Dw7dCK++CH/78PotrJiDyUnwB0W0MpGEi+dgcGdFIVrmgJUVQO/aK5xaLlV8fgMowxCV\n5PTMHK0SAkEo5hd9HmmoCr1Y8rlZzjN84JQlCC7mYXAvTE/AzKQoXRvC/TpfkJlgw4RcBtKjYAak\nVbq7Hz0xhpvqXvFYkCd2JfCCXw8ePGwYDL+FisfFNH455d9rb8T9Hw+hT52Ar3x+/Rc3PQEnJ+Dc\nWbj6Grj+mMwAa8nGEgxd8kosFkQNuqdHCAoN2Vn0VdehC0XxFA5EUFmjlpFVHUk0SjLYgaCQ2OjI\npfkq0ycWRfOVN6tZ3Uor9VJV3Jr4xdAFiMYxIhFcv19SvanGVdo5mB+YhsLo6QmcaKy2B6PR2irB\nOHApUG8gIDJnjU0IdHhEvTnYv38/Q0NDjI6O0tnZyZNPPsknPvGJlhzbc2Lw4GHrouGIySIJSzMc\nhb0HcHfsRu/cC//wDXj75fVZ2OyEaGwYhgTCBw/ByEXoq+hvxDqgI4kCdHpakszlEqSn0N39woG9\nUhWscpfymWi30qA1L5m84hGiZYQZawFqICjzvrYt9k75HHSkJKke65Ag3nXR5ZKcazYtYl/RFFiW\nzDeffQsOXgvTUwuS5UthtWJX7cjDbevzWw/P57d999au+4L23VskFiNvO015sirTxBjYCe/9EJjW\nxngO5mdhdBRmRYCCQl6EnnyWVHGDIXBcUYNWprRduUD/IJGeXgoXzwtBz85IoKw1GBVvXytQM6kn\nOyvtWD6/HB+FMsxF/QK1YUj1uSKCUfX4rfoFKtMU8YvZtJBkehptBVDKQHU2Efgy10dQBwKoQgF8\nfsLaJh8Mi69gBfO9DHWphMrl5HvFIjoSQRnGAuXp6hqV5ZfXVXx758PJZWDkgqxridetBZ7PL3zh\nC1/g0UcfZWJiguPHjxMOh9m/fz99fX088MADfP/73+eOO+7glltuacn5Tpw4wWOPPcbRo0c9n981\noF35YSvBu8aCRj7s839OshMO3QB7r4KLF2SkqNVwbUhnxJVBu1IBzmWlS6tiV0SpVPPLxQpAMCzV\n055+4dE6b12lFPh8KL+FEQrPOdUCr95cVjhrET/dZq6RsgIiTKmUPCMU8pJY1y70DqIiMZRdlucM\nK4AqFoXLXQeCAWl5Hh+RIN5Qtar2fF/f+ah+jnU+K0F1sQCG0dR7G3kgt5qHW4nL3ufXgwcP7QPD\nb8Gv/E84N9wMP/kB/Os/ru8JCxl44Vk49zbsOigzvntcGNwtPoIdVaXMMqS6QWq6qFJRfIDPvAXh\nsGSqgzEwFTqfR3X3yLxUsQDdfbVMsg7FIBSUau0i2WSlDHR3n5B8Nas8v/Jaab0ylA83mVpQ8W0m\ng1sTz6r4BxvKh+pIomYzc19YtzZdLIgqpWXVKtPKdRvPT82fS65r36rCLZekKl6xpNCxOMqbDV4X\nfPKTn2z4/SNHjnDkyJGWn8+r/HrwsP3QlO1PTz/09ONcfwR+9AP42/+39QspZ2HKEVEufwCuul44\nRRniRKBdqayWyhAOCf+GKqNKoeAlb13bke8vNnozv5IbT6Cnp9GuLfPQ87htSYHHajeU69a6omTN\nEigrnw9dLMoaq/6/oSBEIqJAnUxJ0Dp0Aa68TqrGjgMTI+joFbVzObnMpY6q+vbuCrRhVFrBLcjM\noqOx5d/bphod26ry+9RTT/HYY4/xwx/+kGg0Sl9fX1Pv8yq/7bu3dt0XtO/e1rIvI9GBcd1N6Lt/\nReZ8Xnu+xaubh2Je2qEnRiVTG0tKNjkzI9VcZaDiCcme5nJYVoDiyy+In3AuK9XdfFYyt7MzUFFi\nVFYAw2/VMsUqnsCMxBZkVOdnk81gSDLCplnLTNcEtNCocETasQ2F0syp+K40g6uVktc5NiG7RN7n\nn0PqyjRxFfKgUa5kpqcmpNqsQQcky12tSjc6LlMTEI4sqOzK3oCSZKhxbFQy5VV+2wBe5bc1aFd+\n2ErwrvHqYPgt8di98VbIFmHodGtPoG1QPrEp8imp/AYjwhUToxJE5vPCvYYCFJQLwlPT4zK+pLQE\nyImOOR1NUBewBgK17iVlmlDIVjzuDVQ4Uuu2ctNTMDODMtQcbnVyGRi+KLZL4yNSZS7b6EhlrZio\ngCXBtaFkNtm2pWruapRb6cCyy8L7iSTKcWVP05PQ2S0BtVVJVr/5igT/M9MyIlXh69rnuFiQpIFS\nolHi86OsgKzz3Gl579TEnPdW+RpD1TrO2qHyu2HB75e+9CW+8pWv8MQTT3DvvffWvn/y5Ek+97nP\n8d3vfpdSqcRVV1216DEGBwc5evQoN9xwA9/5znc4duxYU+f2gt/23Vu77gvad2+t2JfhtzCuvBZ9\n530yJ/PyyRatrgEcW0hvNg0z0zIDHAyImFUwhDIMsVawLMJKk3fKMtOMK21NkxOi5lgqgOWHRLJG\nHtVWqOrXbrk0p4250Wuq0EqhZ2dkXU4ZMFGRiMwmN2i9WtDGNa9taz5qwe3MFMHOboqzs3MC1FqL\ntWPLg0UwJP9cF2IxqWpXAm1XUQuEa0F/TqylDMtasB6tVKXlKyCE29O34AGlFfCC343HwMBArfLr\nBb+rR7vyw1aCd41XD2WaGB2dcMNNsHMf/NspEYlsFUp5melNdIFdksBteqIiHjUFmSmYHBdByoAl\n1dKpCeGrXK7SShySAHMer1WTxKpYrPGozmdRSmEEAnJMrSUwnJ6Sud1CFvwBGWmq/mzkQi0Yxe8D\n00RVAmozkZQ538qIEY4tzw12STgvEpX9DV8EvyVrqXJsIQ/xDoxQSJLI6RkYPi/XpVwS3kTVOq9q\nbc8VXlUBSVBXA1k9MQbalUDfMKCua2u5du6thi3X9nzXXXdx33338eCDD9a+57ouDz30EPfffz+p\nVIrPfOYzHD16FNd1+cY3vjHn/R//+MdJJMS76tvf/vacANqDBw+XJ8xEEu77ddz3fAD9V1+Fn/1g\n/U42MwX6DVGenL5CZpyKZXRvP065hIrGUR2d4gEcDEHJlLasclkIUCmZEV6kbcgtl9CLGNk3guG3\ncAKhmoBWVSzLiMZxAYoF3MrrgBWpLNdauMolVLwDM2BJq1j92ivtUBCU4L5YQAVCkEotbG0eHYFE\nYo7IhpvqhumphkqbVYEQVSzUlKU9ePDgwcP2guG34KbbcK64Gr7zLfjXx1p38PQUPPMzSPXIKFI0\nUhGRygpPhUIwMwHVESCfKQGmz4SpSYh2oDMzwpW9/bLWCnddsiT0yfsb8WeVA8umBNSmT2wAqz8L\nRSQ5HQxWND5iIsbV3Ve7Ni6gKuNL2gB8QanOag1jQ1LdHhlCxxPSAZXqRqW60WOjuNlJUYIORyrB\n/5Q4PGQzMLi74e+ioTJ0PAEzUxLklko1YbA5v8M24+ANC34PHTrE6OjonO+98cYb9PX10dvbC8Bt\nt93G008/zQc/+EE+/elPLziG1ppHHnmEw4cPs2/fvg1ZtwcPHrY+DL+F+7/+FvrOX4aH/hTGzrX+\nJK4tCpIMybyNYUL/Bbj2JgiG0KMXcQZ2CpE4JdCqImYB4FZ8gpX8t/6w1RarXFaOX1V/DgRrPsCL\nQUVjlWD5EiEvpujYrCXC3PcX0AaNrSAqDwPK50NHo+KRXMkMu3DpQSEvFd75M0PLqT63I+F68KyO\nPHi4HGEmkrgf/o/o298Np34Bj32zNQcu52D4NAwjApOmX5LPfTvFNmh2FobOQf8uCewMEbnC54cL\npyUojsTQjos7MAiBylxwflY43OfDLZca8qcLlddmZI7WcdCRCGY1qM3n0bG4cGByL2RE5FJlszhQ\nUXUuoyqJYip2gpSR9uxoQtqbAU6PwYGrJUHuaBHkdF0JuMtlGBsWG6d8Brr6YWIcBxbM/jbiVTMc\nxdm5R7i4d6DhvHC7YVMFryYnJ0mlUrWvU6kUr7/++qKv/973vsfzzz9PLpdjeHiYe+65p+Hrjh8/\nzvHjxwH4/Oc/T1fX0g+QVfh8vqZfu93Qrntr131B++5tXffVPwC/dDvTLz9P8Rt/Di883drj2wWY\nsSWIrc4AWSECu3ejNTi2Q8f+A5i9vRUJLHD7+tGOjbJtzJ178UWEWNxSCWd2BpwyKhbFLuTQkTBG\nSKq5RmcKf6oLt1RCF/KoYEhahOfBTXWhC3m0aaIcR9qRe7pRSuEUSyjXxox3NXxvIzjpGbTlk2BV\nazQK///P3pvHSVVe+f/ve2/tXdXVezfNqoBRcCW4Bg0oEqMZR4yjTpLJmExCFo0x85rfqL/xm2Fi\nMsmM+tWJgUiMYELGxOi4TPaIBlRE2UQTRUVQZGl6766ufbn3+8epLrrpbuiGhu4uzvv1qldTVfc+\n93luNX3qnOecz/H7qZo6vc8YB1675xwL79VPwIhGcFwuUboul7nY6TROLo0zbpy8Xlo66DkOF8X6\nf2w0o4JXinJ8UqgFnjyV3Ec/Dst/AG8Oo42O5csosiFo3SeCkxWVku4c7YTxUyVw7Q+Jc2s70tEh\nUALtjTiWiVE7TsSm7N4ZVd0B256Oo+n2kOs+tjR/rG0X3uuZvUQqKbXChoGdTouzWloG0QhOOoUT\nKpNU7FRGvmfYDnS1yfU62qCiSkqoGnZCxobqGkmNTiagZZ84wcm47Dy3NEAiCJF2cidMBw5t46xA\nsHcP5CJnRJ1fx3H6vGYYxoDHX3755Vx++eWHHHf+/PnMnz+/8LylpWVQ86mqqhr0sWONYl1bsa4L\nindtx2Rd1eOwvv5/yHW2w0NLYOv64RvbyYqohq9EUqg2rCG1eyLU1pMpCeB88J704BtXv78fsONA\nRSVWIgmJpAhMdKsZ53IQLpNjonFI5hWjAyGMdGb/Lmw2BwP05eu5W+ukktJ6yWWJ0S+vxIh0DXju\nwcbqvmZNZTUtDXsHVrM86Bwz2DY4bfk6Kjv/xSAakbTqvJNNItmvOnR/KprD1XfwcH8X6+vrD32Q\noiiK0i9WuBy+8X/wdLSQeOBu2P7m8A0e75KdXdOEVCnE9uXFsXwwZZq0KaybKGnFdk6cZo8XMimx\nZSUlosg8iBIhI1gqxwzQ37fbWe7eJXbsfG1vOIyTTIhj63JD427wBsF0ZIfa4xGNkJYmEfRqaYb2\nZnF2HUcEu0xTssVKy8B0Sb1wR6ukVbvcMonIUWg5VQSMqPNbWVlJa2tr4Xlrayvl5eXDMramVimK\nYoXL4R/vEGfzlz+BtX8YvsGTMal1RRw3PtiJUxqUaGx7K0w7CbCkJ2G4AhybXHeT++Z94vhmUmIV\nu1UYAyXSZqm0DCMWw3GiIpRF7wh0H3rU2OL14WQyUmsUlN1Ux3EG3aKg3/SudP+p1Ade+6CtEBIJ\nsLM4iSR2dY20XWhrkZ/+AHh92NEITi4nAiKlYQy3J18XbENrE7nqusJr/c5FGfWobVYUpZvSaSeT\nuPkO2LAOfvs4tDUMz8CRNkmBTu0EywRMCSyXl8NJM8S+1oyTQLPHLWVMhonj2NJeaBAlQnCQOtp+\nD0bsvc8rnSTa2+W8dESc3VQK4knZeY7Y4uDWjZdjbNECobRUguQtzdLx4oSp4iB7810owpXiPBuA\nx5IyLKUPI+r8Tp06lYaGBpqamqioqOCll17i5ptvHpaxNbVKUZRurEAQbriR3LV/DyuWwJa1wzRy\nTn6kYvKItYPplWjuvj1QO06ith6PqDAaBnR2yvNEQgSxcvZ+VeN0UiK1Djj+EnGwHQNSCRyP9AHu\nrj/qRc+eu4mkGNlQKbS3YrvdGIZ50Oj1gRyY3uUkEwM7uIMQ0nLaW6G1UZxcA5z2/LHZtLSbwAEb\ncXJ3vy8pXp3tOMGw3JN0Su5ZUyNOOFyokSqmvoPHC2qbFUXpiRUIYl/wUZzTz4LN6+EXDwzPwO2N\nkuKcs6EkAM1pePN1qfENhMTpHTdBdDlamkQ8KhrDOXGqaFAM0q4MpE/RM0NJBCF9GL58OVE0KjY6\nl8t3TMhAMCTjuPPqyh6vBMltRxzdVEv+O0SbpFJ7XODyyNr27oHSkNQ9G0gQvnbccVG/ezgcs1ZH\n9913H48++iitra2sWrWKQCDA1KlTqaur4/777+f3v/89F154Ieedd96wXO9wegkWs6x9sa6tWNcF\nxbu2kVyX6fbAWefA2RdBSxs07R7+izg5aeOTSojham4RJzZYCmWVkmbV1CDPDQPq6jFcbjGAnW3S\nniGRlPqdYFiOj0chZ2MEg/326O3VjsA0MFwuTJcLx+MF2+7V7/dwCJQEibe29Nvrb6BWCN1tm+xs\nBpqbZT3ptNRKWy65N6YpEet0WlpBxKOAA4Ypx3U0i7BHOgVuN4TCcm4qiZNMSnuGUPiw+w5qq6OR\nRVsdHT7Fah9GE3qPjz7d99iwLEx/APPE6Tjz/wpMN2z7y5FfIJuWVoCOKbY5mZBd086nFO6SAAAg\nAElEQVQO6VGPIzW0Vt7uuEzwBTD9gSFd5sA2hT1bJhGPS7/eVGq/DQ2XSVDa588rNofk+0AmDWUV\ncpzXJ3OKdYnOiMcvac2hMpg4GRIpiEVkJzgdF3tqmtJOsboWw+PFScTwB0pIpFJHfi/HAKOu1dEt\nt9zS7+uzZs1i1qxZw349jS4ritIfptsD4yfB1/9/ci1N8L8/h3XPDv+FEvnUpEAA3o+Jg2dnxQiX\n50U4TpguUe9MWuqIAUIhifK63SJkYVhiHMtNnGxW1JWjXdhud6+a1+7ocy4exWneh+MvEeNaeeSt\ngkyP56BpYAdGvnOd7bDnAzknk5YIezYn6/cHRISkowNSEdn5DQalZqkkJPclIGIdeP1SW93SBFgY\nhik9ERMJuZB9RMtSFEVRRhlWIAgLP0XuwxfA8v+CPduPfNBUFFKIvQmVQVuT6HEES8Hsktera6VV\nYUcbORwRvLLt/nUuemhO9Ndh4cByoANTqS23B9vtEQXoSSfK94VIpwTI2/N1u9kcZDPy3SGbFjGt\nKdOhq1McZbcl6doeC3I+OTYRExGtiqr9LZTaW7C7tTaGSS9jrDOiac+KoigjiVVVA5//OrlPfhZ+\n9qNhTIdGjFU8JjuahgFNeyEWh8knSgqvaUHjHnJud94wVkImKzubLrekLrk8Mo4/IDunTftwLAtK\nSsRoH1DzamfSUsvk8kBLE874SX1aCB0ug209lItH4b13ZM0Nu2Vdba35+9EFFZUYbg9OWVm+RYRP\n1ldaJq0fgqeJcQdJCfP5oKoW/AGc7tZILgvT4x9SLbOiKIoydrAmTcH+l//A2fE2/OZJ2LrxyAe1\nc7Ljm4qDpwvaKiTQnIrL66GwBMdTSbBtnKoajJ796Q/i6PbsDWwEQ/J+t4hWty0+wFYZ2ay0N2pv\nkeBvPCYpy9m0BHljEWlnaNt5gcysfDfIZqGmTnayo13yPBiU7xYV1dDRiuMvwTRcOC4XdEUlVqx6\nGUARO78qqqEoymCxwuVw462SuvT0L+APjw/PwKkYxNxSzxPvgo5OqQtu3CtOceU4aNmHM/kkSVGq\nnyCiF/moM5EOUXPM5uti00kZN5fBydnSM7Cn85dKSt1sKg5+SZGyAyWF94Y72ttvFDnSKcY7HhWB\njo42CJZAexrKayCZwolGRLiqomr/F4ZUErO8SsZMpyVlu3mf1GOVlkNZXgTMNKWWubxyyLXMysij\ntllRlMFiuj3wodPgQ6dJptZPl8LWzYc/YCYpGVmVlZJZ1LIPfEHIpiT4bDtSB2zn9TwyaRGi7Laz\n/Qk89tMbmGBIyoH2vC/2cJ8EunvV4ObHIp6UY2JdkrYcaYdQOUQjEiQnJ+nRHe0SBA8E5TtBPC7P\nE3G5ZqgMxk3ItxJ0Q2cntt+H4/MW6o4HJU55HFC0zq+mPSuKMlRMtweu+Sy5S/8KXloNT6w48kFj\nHRAzZTfXn4GII0YsFJK6o5YwmC6ciSdCLotRWV1wJHMgEd2sK1//g0SDW5qlFiiVxAn2qHHx+va/\nZztQUiKOZncrhmGM9h4YAc+VlMgOtj8Ane1ioGNR6evY2SYKlgaSAp3JSh/kaARS6XzbBhd2ML3f\ngU/EZB3pFNSOk11hx5YvI8FSiYQPQ0q3cmxR26woyuFgVdXAPy4m98H78OP/gobDTIe2U9DcKIFV\nw4DmJrGd2bTU0ZZVwrjxojvh9oiIZCZDLpMRjYpUEiffvYBxE7F69vvt2Rs4EZf6W9PEsW0JDPd0\nfr0+nGhEdnvbW6Sm1zSgrFpqfL0Baa2YdSDZLud0deazw1wichXtBMMGt1+Unrs6sUN5rRCfN38h\no3C9Q4lTHmtGKg27aJ1fRVGUw8UKl8PHF8LHF5J77vfw86VHOKItkeWYLbVFOVt2dUu6oLpKor6O\nCVOnQ0e7pFIBRkxSoJxEEnJpcRSzGagoEyMayDuc9DAi5RUiilEiNb8OxrBEe/sYqR5RZNuxpW9x\nOIyRzeHUjRfDP34yViBILhCQ+ly3BYYL7CwGLpxUWlK53B7AxmltFue5eZ/sHHdFRDE70iHq1+2t\nktaVTsPEKer4KoqiHGdYk6aQu+1O2PE2PP0LeP/twxglBy17pXduTY04ribgpCHaDtEQVI+TAK7j\nSLDVcKRXsJ2RdGSXFyId2G5P//1+TVO6FnTbrNre/eGd7gByIibjx6MwfgpGaam0K4xFAZc44WXj\nJPDb0SydE9w+cW5dQNaAaIfsYpeVyXj+IHgtyKTF7ieTmMHSwbdlOgbYmTROc1P+3ruwq2uO2ZyK\n1vnV1CpFUYYD6+LLyH34XFi3Bv5n+ZENZmcgldn/PNcuu5u+PVBWBdms1Oe0NoPXW2jpg9+Hgx+C\nDmTCkM1h+H1iZL2+XruwRjaHU11XEOowQHrlHka0t9vhzfp9feucekaREzFxxLvFPSwLs258YRzD\n7cGpqkIi0A5kMjjxmDxt2QclpVIXPGWa9E72eKWWqaxS0r6yWXGmyyvlC0BJqOD0K4qiKMcXViAI\np34Y+0On4ezdDSvuPzxhrFwGmlqkNMdXAu40dEYg9bbYpPJyCc6WV8pOcUeTtCgM5vvn5st2+nUs\n3R5yE6fIjm9tfSHl2c6kZce3rVlqeLuFMB0butpw3B4pW6qu25/p1NEChjvfCilvHy0P+KQMCBvZ\nuU6lIVwOOPuDxa0tOKEyYPDaHccCJ9olqeKWC3IJnKhf7vMxoGidX02tUhRluLDC5XDZVdiXXI6z\n4x145EHY+96RD5xLSZS5wy/9bXMZMaq14yBh4dgOTiiMYZgYBwhb9TSydjTSV1myu8bH6zuoUvOB\ndI/tmKbsPLss7H17cBw7L55h9TL2TrQL/CWQzeG4nT4OdsEx705lLpH+w5gm7N0tvQmbGkRopL1F\neh3aefGOrqikb6WS4AuIsIfbDYlY73RvRi59SlEURRkZTLdHRCQX30tuxzb4rzsh3jG0QXIp6EyJ\nwGQyCfveA3dAynUykyUVORqR2t9ASHQ4OtqgtAyqavYHoPuxP1YgWEh1Fqe3S9ogZrNSYwyi8+GY\nYqdLSsDvE8GsjnbJ3IpFoWaC1AKPmyT20uvLZ1K58zvKhgSNc3nF59Ly/cHiimppszTqcKRGGvI/\nnWN25aJ1fhVFUYYbEd84Ff7tv6TuaMV9sHvHkQ2aTsC+Rmlp1NoC42qlrjcn9UNUVuDUTYJMGrun\nce3p4OV3Ye1uB7OsEqOjXWpkW5qhphYrWFo4vN9WDQc4vHR24gQCmIZLjHf7bhy3u+/ucbchd2yc\njNRIGT3X113D2xWRLxFNDWLko13SWiIWkV3vWKfsgifjEKqUGuFgmYh6+ALSCsrnl5To6jqMWAzb\n7RlQgVMd4NGJZmUpinI0sE6cDv/1U3IvrYZHH4J459AGaN0nP02PBF9LgpC1oaIur72Rkx3W9max\nSU4bVNYWHFqj2w73Y38KNiqVEAe7pER0QLw+EcRMxCAYwggEIViK6faQ83hg7/vSBnD7VnFmu/Ii\nWKYlAleGKWnR6fR+x3fKNIxAiVwvUILV3TN4lGEES3FSSbm3Pr+kjh8jrMWLFy8+ZlcbIbq6ugZ1\nXDE3NC/WtRXruqB411Ys6zLDZZhzL8O88m9xqsbBlnWHP1guDZ2tIu6USEjNbuNeMXp7d4kjHI/l\no8VpSWe2rMLphmVhG0jv3ECJiGA4SCshyO+4BuW4biOMA/E4tgFGV0Set7WC24XpcomqciIGXh8l\nPh9xnx/DNGVnFnASMZyuTujqknOTCUhnMAIBiMdxPB4My8IxDNnRBdn9LSmV9KxQWBzwcIXUOnl8\nYsSrx2EESzB8fgyfD8PnlbWnRXQEn1/uk2XJNbt3uHEkRdw0wHEwPF4OxeH+LoZCoUMfpPRLfX19\nIStrsLZZ6Uux/B0dzeg9PvocjXtsTpyC89EF0rLozb+IfR0KTk6c1JwtKbmWCb4QtDfB9nckVTeb\n7xcc6RAnNpWSFGPHEY2KXA5croKddhIxwJGMp3RCnFefT2p9o51QGpaAcFVNIT3a6WgTe9+4V74T\n7HxXUrOTMfDmdTdq6uT6mZRkRZWEIVSKVRKS7wTxGP7acaTswe+q2pm02HfD6PU9Y7gxLEu+y7jd\nGKHwsASsB2ubi3bnV6PLiqIcK6wL5pKbeQasexb+56eHP1BXuzxwy+5oV0QMakcLTDwRxk+E0nIc\n0yLn9gAORj5KbNi2CE4ZhvTza2mSuqG86vOArRoinVJfbBg4gYCkFLvdIpZVXQe2jVFehRWJ7K9V\nSiSl5rirQxxylyUOqtcrrYscB1qbsfPK1bnqOklxtiyJVFfX5dOwS8Vol1WJ09rdHim/u+xk0rIb\nnoxLtNzlknsRCkPDHpgyVVLDSkqk1nkUqVgqiqIoI4MVCMJ588hNmwkv/hF+88uhD5LoglYLklFp\nWeRYUBaGVF4EK52G02aL7bIdcV6jHZBMgduFU1mLXTdenLr8rrDhcuH4Q5LZ5PXB+9vFLqdTstOc\nV4jOxaMS3N27R7KjOtrk+NZGqKyVQPCJ06CmXt7raIWSMmlzmEljZ9KSxeX1YkQj2DaDci6PdRbV\nSNUgF63zqzW/iqIcS6xwOVWf+TKNF10Gr22G5XcfwWgZEdboMKUOqbpWIs1l5bJ7Gu2SnVCPG6d2\nPHbdhN6pz5FOKAmJwnSoTOpx8waxT7uD0jDEYlIr3MPhJejDyhsl0+PpnbaVSuAg7YkwsrLLbLnk\neWuzGP+yME5zE3Z1jQheBYPiKJv5JXa3gkjEpP1RRY0Y/1RKjs0bb8ey8qIfQYnEl1dJ/VUwBJFO\nHH9AHP9RpGKpKIqijDxWVQ32FdfiXHAJ/Ol3sOqpoQ0Q7ZAHluysphJQXSPB3tp6EWz05pWdLUds\nXzIBKUdKWoMhKK+S8py8jeoOWNvRCE5ZOTTslsBuLAo19eSaGqS8x+OV4HBHB+Qc2V3GFMe7ehy4\n3eJMm4bobkQ6IVTaT5DbJfoZg7GLx0kv4KJ1fhVFUUYCKxCE8y/Cnn0ezgc7YOldEGk+zNFsyCah\nsUHELVqbwKiDeLM4nKk0JJM4hoVROw6npAQadomTCdKTEANMCqrPlJX3chQttwe721gG8+rQqWSf\nmRSEOrrVl1ubehvFuvH5nomNQF7ROtGFE/VLWpPXh+EzcBwHJ9K5f8fYHxAnOJUU59ntEk3o5n04\nLo+IX6VT+T7H+bTmsgrpd+jzifNcXjmqVCwVRVGU0YHp9kDNOLju89hXf0ZEKx/+gbQ6GjQ5yOQg\nZoLLhMpKKUfKGdDSKE6nxy2HGoiAkwFksiJI2V/NrdeH4fbijJsgtrlmHEY6jdPSKErQjikOcF29\n7P66PSKSZRngNsFwRCIqXAn7GsSBjkbFEe8R5Day2cHX/I7CXsBHA3V+FUVRjgKm2wNTT4Z7HiLX\n0gT3LIaW3Yc3mJ2GD3ZIi4NYREQ3HMTYdbaA14eTiEo02uMVhxIkxTiVBAMcK4vhchWUmns6it2O\nY/furuPY0NpErroOKxDETqelLqmjTeZgILW3Tk6e21mwcxheH47XI8YX9is49rfbHOmQVGYDcWZL\nQrLDm07hWFmZX1OD/HSQMX1+WV86A7UhSf2qrtWdXkVRFOWQFEQrv/sAued+Dz9fOrQBMnFoiUua\ns+GC2oQoK2cyEmz2+cB0Aw74850LusuFbKRcqEc6sV1WjpFKFkqBnEgHdHZCW4vYymwGJk+VGl9/\nSV7XIyDXD0r7IjrbRQwrl823S+rEDJfv32kur8KMRAZ9f3q2bAIKznsx2dmidX615ldRlNGCVVUD\n310qTvCT/w3r/3R4A23fKo9xk2WX1GVC1Th443XwumH8ZFFHrhsv9bSWCxGjSkuqsj90UEVFJ9ol\nKcXpvHhHUyP2eA+5rk7ZZfaXyPhV1eKAOjkxwqGyfP9BN4ybKI7tAQqOjkvmYpSVS2Dc65NdZLdH\n2jqANLzvVsM0kBTneFde5Coj42dcYvzdHqlnsm3sTLpfw6ztjxRFUZT+sC6+jNwpp8HLa+C530Fy\nCOrQbY0Qi0k6cWWN2ETLDdM/BF5THGLTADOfQpzPxjownbhnxlIuk4bmBjAcCSq7bHCFRPujqlaE\nt6bWipCl1y9aGEY+KLx3F2CL3c5V7beJbs/+sqVB2sIDg+HF2EWhaJ1frflVFGW0YVXVwBe/gX3D\njTivbYIf3QtO3xTjQ9KwU36WVoqTWRIGjyV1sxUVgAOVVeKoxiLSlsE0wT+w4RPjmJAd3mwGjKAI\nUaWkthjDEWe6JCBOcJlX6pJKSjAMUYEu9CHOp1E7prnfoTYMyDk4mQxkcxIB73GeHY1g+H1SSxzt\nzBv3hMw9LmrV+IP5HeOYqFqn3PtrnQ8wzMVsuMcyGphWFGW0YI0bDws/BQs/JS2Sfr5M7MtgSEVh\nT1REpnIZKCuTzgYTTwB33r3q6sAOleXtqBfHcQrpxH0c0miX2EnHgFBIMrwsM+8IG+ANALaIXCVi\n4A9iuF04iYTs+Do5CXr7fQXn2s6kybQ24zQ39dl17mZAx7iI63+L1vlVFEUZrZhuD8w+H/uMD+Ps\n3QUPL4Xd24Y+UKRVHuU10jKoea84hyefKuJQLU0Q6xLHd/ykXru+fQxeKilpy1W10NwEbp84tV4f\nVii8P4XL48fodljrJ/VrNE23Bxuk13AsIr2Gg0GZi68EfF4ct6uQhk1eDdOJRsTRtSzZ6Q2Vyi50\naYVE0VNJcaTLKiQFOxjC8Pn7N8xFbLjHMhqYVhRlNFLo2rBpHTz9C4h3DO7ElgZ5hMqgswPaW+HE\nU6A0BFiiTxEKi/AkSPeFnl0TEgnp6dvUJPYunQDTC6TAWwJ7d0JlNfjSUFEtdiwYgmgXzr4GSMUk\nGyrrSMvAeBzKKwsBYNvvE/2NA20uhwgS9xTRTMQkNbtIUOdXURRlhDDdHqnn+dd7pLXBql/Drx4Z\n+kDtTfJoa4IpJwEOvPNnqKgTcatkHBJJSCWlXDiThqZGCAQw8gav0IrB58epqQXTJWIZiNqzUV3T\nx9E9qMhUKim1w/GYqE63JiSC7fVKZDuVBPyFuiLT7SHn9ctOttcnipZtLdJOwuMBT3B/ZNvlkt1o\n25Z65P4M83Ei3KEoiqIMD1a4HC6+HPvC+TgvrYafPwi51OBO7uqAv2yEHW9DWzt8+FxxSk0LDEMy\nmzJZiOyTjgp2br9D2rhXtD2yjqRPd3WIqFbTPjm/ox0mlIouRiYNiYS0Yop1QCQq1wmXSe3x+EmF\nbCpcFqbP36/NBQ4aJDbdHnIlJfnvCiUYsRh2d6r2GEedX0VRlFGAFQjCldeTm/8J2LwOfnL/0AeJ\ntMHrL8PrBlTXw4QpcOa5Uq+bkf5/TiQiRtO0INqJEwxj5EWwCkIXpgXtbWJQO9qxK6uGrKbsmKZE\nwA2gozMvyJGRdGXTlLTmHqnSgNT+5lWgnURS0q8zSVG39Puk5tfjK+xAU1KSn2dfw3ygcEcxGGxF\nURTl6GO6PfDRBeTOPBs2vQK/f1wCzIMh3gXrn4O974kOx+mzwLJwXD4JBKdS0N4MhluCzI4jGVut\nLZLhlMuCyy0p1NmkOLpeP+x6D074kDjGlkuEILO2tEPKWBJonnaKfJeA/QFgxxE77PHCgeU/hwgS\nG7YN4bA4x45TNBlU6vwqiqKMIqxAEOZcin3uR3He3CIp0dG2IY7iQPMeeZgGzJwFlkdqg6KdUmuL\nI05oPI4TDO1vx+D1wd4P8v2ExTl2kokhr8OwbZzySklPnnxCvl44JAIgldX764N7pF8DYmBjUZmj\n2y2Gv7NTWjxU1UAojGFZcnwqeVDDrO2PFEVRlMNFdoIvI3feHPjTH+Gp/6bQyu9Q7H5PUpmzGTh3\nLpTkZNf27b9I9pJpSQZTpFNErGJd8rphQdgNuMFOSD/hVEocYp8PXB5o3C27x4m42NVwGIJ525in\ne+fWiHeJdkYiJn2HDyxROliQuEgzqIrW+VVRDUVRxjKm2wNnnAP3nkNuxzZ4fCVs2zL0gTa9KM5s\nsBQmTIb6yRIFnjBFjG9ZBUYsJinKLc2yM+svEYXJvHNsdKstDwWvDyORwCmrEGEsnwcMs6/jm683\ncqIRSGUk0u0Y4vQmY7LLG+mAfbtkPrEozsQp0p8YitIwK4qiKKMHKxCEK64md+4cePZ/4cXnIBk9\n9InpGGxaC7veh7pJYOfreF0WTJkOjXtkJ9dxJFPKH5T63kRcaog9VdK60OPN9/Htkp3lUBj27RUR\nLNOBtGRMHdjP17BtnEAIWlolEJ7v4HCgRsdAQeKhZFCNpe4KRev8qqiGoijFgnXidPjnb2Fn0ji/\neRx+84uhDdDwgfzc9hcIV8GMWdDWDB++EBJxnFxOFCsNU14HcYwxYFw9pmfohqxgNKNd0tfXMMGU\nemM7byDF4U0APlF2bmkSI+/x5FO5MtL2qKsdSkph3x6YOEUi5YGgpjYriqIoxwyrqgau+wJc9wVy\nH7wP//0A7Hjz0Cc27ZEHQCAMdXUSsK2uFXHKZFL69Xq84hBX1UA0CpOnSRvDdFpsYHuztDbKpKCi\nSmxlNic/rX7sn9cnzrJpSDZXSWjIqcuDyaAaa90Vitb5VRRFKTZMtweu+hS5BVfCO2/AsnshGx/a\nIJ0tsO6PMPVDUgs89UOwb7fU0lbXSspVIirGrnTgnsCHivIW3sfBCJZiGIaIU+3djWNZEGkX59YX\nkIh2pANaGiEelS8AE6dKvdTObSLclYyJIe9oF5GwnvdkFBtZRVEUpfiwJk0h9/U74P3t8Lsn4K1X\nB3divBN2RGGyLYKUsYjYP59X7LDHK86q1yd2z1cOOUdSnX1+KQOyRLOD8ZPEfpZXiXJ0P6U/Zt14\naO+AklChg8OwM4Bw1mjdDVbnV1EUZYxhBYJw5rnY3/8pzqaX4cmV0NY4tEG2vy2PzTUwbrzszL7r\nhqpxsrsaj4qBfX872cqqPrW5B4vy9ooCR7pwsimcUFjSuxL5dkV7dkKwRFK7/H6JTmfy4h52To4t\nL4dxE+SLgacWYp0wbQZWINivUR2thlZRFEUpPqxAEGacQW7KVHjzdXj+j7B18yDOzElgd+c28ASg\nboL0ss9mpb43FwDTLR0OSkolIJ3JSGp0uFL6CPvz3RECJZCI4mD0amfYjaskCDW1EOnEKQ1hHQ3b\n2E9t8GjeDVbnV1EUZYxiuj1w3kVw3kXkOtth/Vr4n/+GXGzwg3S3SfKFoKpaFCPtLITKxQhPmEJu\n13s42ZykQrc2gT+I4XbhZLP53rsuUXPuJh8FdrJZqeE1XdKOyF8CsbgYctOQOuJMCjDE0GNK/0KP\nV8ZJpyBYBjX1UgM19UP7Hd8DjCowag1tsbN7925++9vf0tXVxWmnncaCBQtGekqKoijHDCsQxD5j\nNs7UD0mwdu2fxBHOJQ99cjoOH7wj7fzqaiFYnu+KYIjD+/br+W4JORG9atwDk04QteeyCtHzSCXB\nP0AWVjqNEYtJm8F+2hUNR9C4vxKk7lZL/bVRGmnU+VUURSkCrHA5XPoJ7LkLcJ5fBY89PDjD202y\nC3Z3yb+b9sCkafDhj0AyRs5xoKtTapAsE5IJHF9wvziVy4WdSe83nPkoMKn8+8EQhsuFgwHBJDQ3\ngG2I8mU2B/W1YsjTKXGMMaRnYXmVCIFEOiEYxOgev78UKxi1hnY0s3TpUjZv3kw4HOaee+4pvL5l\nyxZWrFiBbdtccsklXHXVVQOOMWHCBBYtWoRt2yxbtuxYTFtRFGVUYbo94qSWV8LkqVKe9MyvYN2z\nebt2CNJR+CAK1RMkC2qfS5xdl5kXowxIIDlQAs1N0uovmK/hdbn63fUFpFvDALZxKLuzh3KS+5Qg\njWKlaHV+FUVRigjT7YFLLic3+3zY/ha8vgnW/nFog3S0Qcd6SXuePYdcVwT27hLRDceWnViPT3oP\nen0YLlcvg9rdYoFYRNo8OI4Yv5J8NLusUo41Lairx6isxgGpXdrxlihYxpOyCx2NSJukVBInlcSu\nrCkYVduxIR6HmlpxjHsYWsdr7m/fBJoOPQBz587lsssuY8mSJYXXbNvmoYce4o477qCyspLbb7+d\n2bNnY9s2jzzySK/zv/KVrxAOh9m4cSNPPfUUl1122bFegqIoyqjDqqqBv/0HcnMvg7Wr4I1XYfeO\nQ5/YvDvv7PrF4a2qhbbd4HNDWY2UC1mGHNvemrelA7tzhs8vNrE/J3SAWt0DOZwU5tEsSKnOr6Io\nShFihcth1vkw63zsTy/CeebX8OTDQxvk1XXw6jriJ50KU2dAWwtUVIDtQKgUcsZ+x7aHQc3Fo9Cw\nS9ovmA50duLU1Eo6WLQL2pqAfK9hdw+1yrZW6e0b6RAhkMa94ih73FLb1NmB4/VhlVeRMwz44H2o\nqpGUrjKPnJNK4nhNea27hZKNiIFoOnQfZsyYQVNTU6/X3n33Xerq6qitrQXgggsuYMOGDSxcuJDb\nbrut33G6Oyx897vfZc6cOUd93oqiKGMBa9x4uObvyV3+SdiyEdb8DnZsPfhJTgpiKSkLamuDUADM\nCkjFJAvLcoMnB6YXDPoVu+rG9Oy3jX2c0MHuzg7SSe5z7VEqSFm0zq/2+VUURRFMtwcuv5rcOXNg\nywZ4eTXsfHvwA7zzF3mUVUFFJUybCQ17oaYOMlmc+gkYgB2N4JgmNOyG9jY5t6wCfD6p2c1mRczK\ncaR9UbgCIm041bXi+Kbj0l/Y5ZaU6NpxIsSVzItkBUshkSRntsPu9yQK3dKIM86NkUpiBktFYbJn\nrVE2C6Dp0EOgra2Nysr9NdyVlZVs27ZtwOPfeOMNXnnlFbLZLGedddaAx61atYpVq1YB8L3vfY+q\nqqrhm/Rxhsvl0vt3lNF7fPQ5vu5xFUyaAldeQ8fWP5N6eCls2wpOuv/DDTekE/LvVN45dbkhXIlv\n4kRMjx8jk8JVVoY7VIpRXtVvW0KXy0XNuPoBZ5UtLcXpaMMoqxBxrH6wS0tx2myj1B8AACAASURB\nVFtwXC6MbHbAa40Vitb51T6/iqIovbGqamD+FTD/CnINe+CxlfDnV4Dc4AboaJHHzg9g6nSYMAlO\nOhX8JTjJqOwIxyLgmPnj26WOd/wJUBHO7/zGoLVFdnO7OqFunDikmZQ4yLksRCJQP0kc5bp6qfn1\n+qS+yXFg13vyPC21TnS0Q3Xd/nn2jGa7XGCD088OtdI/juP0ec0wjAGPnzlzJjNnzjzkuPPnz2f+\n/PmF5y0tLYc3QYWqqiq9f0cZvcdHn+P2HlePgxtvhd27JJC78RX44G0RmQQJ0FomZBDdDMsFybQI\nR06aQtKxRAwrY0M6i2GDGYn0e6mD3eMDOzNwsJpfG+iKSvnQANcaaerrB3bye1K0zq+iKIoyMNa4\n8XDzbeRamuAvm2HTK/DWpsGdnEvAO6/L47WNMPNMcT5dlqRjGRZU5dsxlITAzkjKtC8g7RlKgiKq\nVVEru8Rev0S0J0yR4+JR8HognZP3/QFxXNNp2QEOhWHfHigNi+M8flIvg92z1qggAjIK645GK5WV\nlbS2thaet7a2Ul5ePixja1aWoihKvk3SSafASaeQ+/D5sHEt7NgmvX2TcejoBGyxqS5TNDhOPFky\npjxeyY5yezACJYdv14aQzjxaU5gPB3V+FUVRjmOsqhqYexnMvYzcm6/BU4/Ae4eoR+pJ6z54/vey\nU1s/BU6YJr172zsgEBRnd+cO8PnFGS6rFMNdXiVObkmJCFvhSGjZVyJ1v44BLY0isOXxQHmFfCmo\nqMYsKcF2uSGZgMlT5UvEAfQx1EVitI8FU6dOpaGhgaamJioqKnjppZe4+eabh2VszcpSFEXpjRUu\nx75oAc6s8yTTqbUZYlHobIH2iPysroMJJ0AojJFOi+pzNrdf1PFwGMWKzEcTdX4VRVEUAKwZZ2BP\nPwVnx9vwwrOw6WXIxgd38t4PoGEPtDVLmyS/T/oFmyYYLigJgD8EdjPU1sM77eIMNzXKzm5puag/\nx2PiFKeSkErIa2X5HoehMGQy2Om0pHyNG9+v46sMnvvuu48333yTrq4uvvzlL3Pttddy8cUX8/nP\nf57vfOc72LbNvHnzmDhx4rBcT3d+FUVR+iKtkqrkMXkqkBePfO9dsYWlZVBahmFZAwtYHcY1R6si\n89FEnV9FURSlgOn2wIdOk8cXkNrg//0FbFxz6JOdnKhYditZ1p8IJX4IV0JVjdQUnTZLDG15NTS8\nD668ynMmIy0dHAdyNnj8InYVj0Bnu7RMMi2omwCdbeJURzqw3Z7jxmAfDW655ZZ+X581axazZs0a\n9uvpzq+iKMrgsAJB7JNm7K/Lze/0DmcKcjGlMw8WdX4VRVGUAbHGjafqX75L4/p18MenZDeYzOBO\n3pvvaVg1HhIJqKiGPbtEAbq9SdoehcLS9cgyIZuWPsAed76FkinHRqOiAh0okfonO+8Ip1M4Xp9E\nyhVFURSlyDhed2ePJur8KoqiKIfEOnE6fPn/E4Gst/8CG9bBG68M7uSWPfLwl8HW18HnhlAF4IDR\nBfUTZSc4nYJYXNKlkzER9sgB6XZxeJsaoDMChiP1T7atju8YQ9OeFUVRhsbxuDt7NFHnV1EURRk0\nVlUNdngOnDEbJ/lFeOlP0je4eS/Qt0VOLxId8gDgPSivgepaaGqC8fnWRk17RAQrFgV/ELq6oKtN\n0qMTCTDaxPGNRqGiQr8QjDE07VlRFEUZSdT5VRRFUYZEIQodLIUrr8P++EIRyVr1W2mblE0MbqD2\nJmhvgXRGUroCXnGA9+yStg7xLnBcSLsHFxg21I4XBemAH/x+jGDoqK5VURRFUZTiYUw5v7t37+a3\nv/0tXV1dnHbaaSxYsGCkp6QoinLc0y2SlZt4gqREb30N3t8Be98XlcqDYsP726C1CcKlECyTWuB0\nCoL5euCqeml/FApBOAzBIHhKYNwErX8aY2jas6IoijKSHDPnd+nSpWzevJlwOMw999xTeH3Lli2s\nWLEC27a55JJLuOqqqwYcY8KECSxatAjbtlm2bNmxmLaiKIoySKxAEM46D/vUWTjRiNTobn4ZNr4M\nkeaDnJmT1OauCATaZNfXssAOgDcEXktqeydMye/6hjDKK9TxHYNo2rOiKIoykhwz53fu3Llcdtll\nLFmypPCabds89NBD3HHHHVRWVnL77bcze/ZsbNvmkUce6XX+V77yFcLhMBs3buSpp57isssuO1ZT\nVxRFUYZAz36F9okfwrnkE7D5FXjh99C09yBnZqXHrz8E2Sw0N0E4JSnOU/wQDEmaczZ3zNaiKIqi\nKErxcMyc3xkzZtDU1NTrtXfffZe6ujpqa2sBuOCCC9iwYQMLFy7ktttu63ec7qjxd7/7XebMmXPU\n560oiqIcPqbbAzXj4LKryJ3/UXh9I3ywAzo74P23oCsuNcJun/T1zWXA65WfBuDygscHmTRksxiG\ngeOypEZYd37HHJr2rCiKMvawM2mxu96x325pRGt+29raqKysLDyvrKxk27ZtAx7/xhtv8Morr5DN\nZjnrrLMGPG7VqlWsWrUKgO9973tUVQ2uFYbL5Rr0sWONYl1bsa4LindtxbouKN61Ddu6qqpg6nTs\ndJpMWzOdb76G88arotzctBdMFySj4A1AJiU9fv0BzPIyPOXleEMhXOXlGNksRnkVpufIDHCxfl6j\nGU17VhRFGVvYmTR0tIPLgkQCu6x8TDvAI+r8Ok7fthiGYQx4/MyZM5k5c+Yhx50/fz7z588vPG9p\naRnUfKqqqgZ97FijWNdWrOuC4l1bsa4LindtR2VdLi/m6eeQmzYDGhugpRHiMfC4oa0F2prBsCCb\nwnZ5SIarSAaCGF1RiTxHIkc8hcNdV319/RFfW1EURVHGBKkkuKyiybwaUee3srKS1tbWwvPW1lbK\ny8uHZWxNrVIURRn9WIEgnDBdHkiE2YlGoK0N4p2QSMH4SRg1dWM60qwoiqIoYxKvDxIJcXyzOQj6\nRnpGR8SIOr9Tp06loaGBpqYmKioqeOmll7j55puHZWxNrVIURRl7dItl2cHSoqkvUvajgWlFUZSx\nhen2YJeVi00Ojn2bfMyc3/vuu48333yTrq4uvvzlL3Pttddy8cUX8/nPf57vfOc72LbNvHnzmDhx\n4rBcTw2soijK2MV0e8Z0WpXSPxqYVhRFGXsUk00+Zs7vLbfc0u/rs2bNYtasWcN+PTWwiqIoiqIo\niqIoSjfmSE9AURRFURRFURRFUY42Rev8bty4kWXLlo30NBRFURRFURRFUZRRQNE6v7Nnz9Z6X0VR\nFEUZRWhgWlEURRlJRlTtWVEURVGU4wfV41AURVFGkqLd+dXosqIoiqIoiqIoitJN0e78anRZURRF\nURRFURRF6aZod34VRVEURVEURVEUpRt1fhVFURRFURRFUZSip2idX635VRRFURRFURRFUbrRml9F\nURRFURRFURSl6DEcx3FGehKKoiiKohQ/GzduZNOmTXzpS18a6akoiqIoxyFFm/Z8ONx2220jPYWj\nRrGurVjXBcW7tmJdFxTv2nRdynAxe/ZsdXyHAf3dPfroPT766D0++ug97os6v4qiKIqiKIqiKErR\no86voiiKoiiKoiiKUvRYixcvXjzSkxhNnHjiiSM9haNGsa6tWNcFxbu2Yl0XFO/adF2KMrrQ392j\nj97jo4/e46OP3uPeqOCVoiiKoiiKoiiKUvRo2rOiKIqiKIqiKIpS9BRtn9+epNNp/vVf/5VsNksu\nl+O8887j2muv5Zvf/CaJRAKASCTC1KlT+ed//uc+51933XVMmjQJgKqqKm699dZjOv+BGGhdS5Ys\n4c033yQQCABw4403MmXKlD7nr169mieeeAKAq6++mrlz5x7D2R+cgdb2/e9/n+3bt+NyuZg6dSqL\nFi3C5er7azzWPrOmpibuu+8+otEoJ5xwAl/72tf6XdeTTz7Jc889h2mafO5zn+PMM88cgVX0T0tL\nC0uWLKGjowPDMJg/fz6XX3459957L3v37gUgHo8TCAS46667+px/44034vP5ME0Ty7L43ve+d6yX\n0C8DreuXv/wlzz77LKWlpQD87d/+LbNmzepz/pYtW1ixYgW2bXPJJZdw1VVXHeslDMhAa1u5ciWb\nNm3C5XJRW1vLV7/6VUpKSvqcP9Y+s2g0yr333ktzczPV1dV84xvfIBgM9jl/NP9tVI4vjtTOK4fm\nSO2ycmiO1I4qg+NIbd9xg3McYNu2k0gkHMdxnEwm49x+++3O22+/3euYu+66y1m9enW/53/mM585\n6nM8HAZa1w9+8ANn3bp1Bz23q6vLufHGG52urq5e/x4tDLS2TZs2ObZtO7ZtO/fee6/zhz/8od/z\nx9pnds899zgvvvii4ziOs2zZsn7XtWvXLuef/umfnHQ67TQ2Njo33XSTk8vljun8D0ZbW5uzfft2\nx3EcJx6POzfffLOza9euXsf85Cc/cR577LF+z//qV7/qdHZ2HvV5DpWB1vXoo486Tz/99EHPzeVy\nzk033eTs27fPyWQyzj/90z/1uScjyUBr27Jli5PNZh3HcZyVK1c6K1eu7Pf8sfaZrVy50nnyyScd\nx3GcJ598st91jfa/jcrxxZHYeWVwHIldVgbHkdhRZfAcie07njgu0p4Nw8Dn8wGQy+XI5XIYhlF4\nP5FI8MYbb3D22WeP1BQPi0Ot62Bs2bKF008/nWAwSDAY5PTTT2fLli1Hc7pDYqC1zZo1C8MwMAyD\nadOm0draOsIzHRoDreuNN97gvPPOA2Du3Lls2LChz7kbNmzgggsuwO12U1NTQ11dHe++++4xnf/B\nKC8vL4gq+P1+xo8fT1tbW+F9x3FYt24dH/nIR0ZqiofFodZ1MN59913q6uqora3F5XJxwQUX9PvZ\njhQDre2MM87AsiwATjrppEGvd7Qw0Lo2bNjARz/6UQA++tGP9vtZjPa/jcrxxZHYeWVwHIldVgbH\nkdhRZfAcie07njhu8jds2+bWW29l3759fOxjH2P69OmF99avX8+pp55aSB86kEwmw2233YZlWfz1\nX/8155xzzrGa9iHpb11//OMf+fnPf87jjz/Oqaeeyqc//Wncbnev89ra2qisrCw8r6ioGHV/iA72\nmWWzWV544QVuuOGGfs8dS59ZbW0tgUCg4GwM9Fm0tbX1ugej8TPrpqmpiffee49p06YVXtu6dSvh\ncJhx48YNeN53vvMdAC699FLmz59/1Oc5VHqu66233uIPf/gDzz//PCeeeCKf/exn+6QRHfj/rLKy\nkm3bth3raQ+K/j4zgOeee44LLrhgwPPG0mfW2dlJeXk5IF8SIpFIn+PHwt9G5fjicO28MngO1y4r\nQ2eodlQ5PIZq+44njhvn1zRN7rrrLmKxGHfffTcffPBBoSZ07dq1XHzxxQOeu3TpUioqKmhsbORb\n3/oWkyZNoq6u7lhN/aD0t65PfepTlJWVkc1mWbZsGU8//TTXXHPNIccabdHkg31mP/7xjznllFM4\n5ZRT+j13LH1me/bsGdR5zhgRZk8mk9xzzz3ccMMNvQJKa9euPeiu75133klFRQWdnZ18+9vfpr6+\nnhkzZhyLKQ+KA9e1YMGCwv+rRx99lJ/+9Kd89atf7XVOf5/ZaPt/BgN/Zk888QSWZXHhhRf2e95Y\n+8wOl9H4mSnHD8Np55X+OVy7rAyNw7GjytAZLttXrBwXac89KSkpYcaMGYU0tq6uLt59992DFthX\nVFQAUFtby4wZM3j//fePxVSHRM91lZeXYxgGbrebefPm9ZsaW1FR0StluK2trRAVGm0c+Jk99thj\nRCIRPvvZzw54zlj6zLZt20Y8HieXywHyWXTPvyeVlZV9PrP+jhtJstks99xzDxdeeCHnnntu4fVc\nLsf69esPuoPYvZZwOMzZZ589qlK6+1tXWVkZpmlimiaXXHIJ27dv73PegZ9Za2vrqPt/NtBntnr1\najZt2sTNN988oPM31j6zcDhMe3s7AO3t7QWRlZ6Mpb+NyvHFUO28MnSGapeVwXO4dlQZGodr+44n\njgvnNxKJEIvFAFH1+/Of/8z48eMBWLduHbNmzcLj8fR7bjQaJZPJFMZ5++23mTBhwrGZ+CEYaF3d\nv+CO47BhwwYmTpzY59wzzzyT1157jWg0SjQa5bXXXhtVysEDre3ZZ5/ltdde45ZbbsE0+//1HYuf\n2cyZM3n55ZcBcTpmz57d59zZs2fz0ksvkclkaGpqoqGhoU+K6kjiOA4PPPAA48eP5xOf+ESv9/78\n5z9TX1/fK520J8lksqC8nkwmef311wu7/CPNQOvq/n8GUjrR3/+zqVOn0tDQQFNTE9lslpdeeqnf\nz3akGGhtW7Zs4emnn+bWW2/F6/X2e+5Y/Mxmz57NmjVrAFizZk2/Og+j/W+jcnxxJHZeGRxHYpeV\nwXEkdlQZPEdi+44nDGes5FIeATt37mTJkiXYto3jOJx//vmFNIvFixdz1VVX9fpys337dp555hm+\n/OUv8/bbb/OjH/0I0zSxbZsrrrjioCnSx5KB1vVv//ZvhXz+yZMns2jRInw+X691gdTyPfnkk4C0\n85g3b96IreVABlrb9ddfT3V1dUGc4txzz+Waa64Z859ZY2Njn5YKbrebjRs3sn37dq677jpA0lD/\n9Kc/YZomN9xwA2edddYIr2g/b731Ft/85jeZNGlSYaewu23BkiVLmD59OgsWLCgc39bWxrJly7j9\n9ttpbGzk7rvvBmSXeM6cOVx99dUjso4DGWhda9eu5f3338cwDKqrq1m0aBHl5eW91gWwefNmfvKT\nn2DbNvPmzRs164KB17ZixQqy2Wyh9mr69OksWrRozH9m06dP595776WlpYWqqir+8R//kWAwOKb+\nNirHF0O188rQGapdVobOUO2ocngM1fYdrxwXzq+iKIqiKIqiKIpyfHNcpD0riqIoiqIoiqIoxzfq\n/CqKoiiKoiiKoihFjzq/iqIoiqIoiqIoStGjzq+iKIqiKIqiKIpS9KjzqyiKoiiKoiiKohQ96vwq\nygjwox/9iMcff3ykp3FY3Hfffaxfv36kp3FU6Ojo4Bvf+EahT7SiKIqiDITa8sHR1NTEtddeSy6X\nA+Duu+9my5Ytx+TainIgrpGegKKMBDfeeCNf+tKXOP3001m9ejU//OEP8Xg8mKZJTU0N119/PR/+\n8Id7nZNMJvniF7/IjBkzCj1ce/Liiy/y61//mj179uD3+5kyZQpXX301J598cp9jFy1aVPj3O++8\nw6OPPsqOHTswTZOZM2fyuc99blT2utu5cyc7d+7k61//+ohcv+fndjQoKytj5syZrFq1io9//ONH\n5RqKoijK8KC2/PA40JavXr2aZ599ljvvvHNQ5w/1+AO56qqrePDBBznzzDMP63xFORJ051dRgJNO\nOomVK1eyYsUKFixYwH333UcsFut1zMsvv4zb7ea1116jvb2913u//vWvefjhh1m4cCEPPvggS5cu\nZcGCBWzYsOGQ147FYsyfP58lS5awdOlSfD4fS5cuHdb1DRfPPPMMF154YaF5+rGiO1p8LMaZM2cO\nq1atGpbrKYqiKMcOteWDY6RseTfTpk0jkUiwffv2Ebm+cnyjO7+K0gPTNLnooot48MEHaWhoYNq0\naYX31qxZw6WXXsqWLVt44YUXuPLKKwGIx+M8+uijfPWrX+Xcc88tHD979mxmz57d73WWLFlCZWUl\n119/PWeddVav9y677DIWL1484BwXL17MySefzF/+8hd27tzJzJkzufHGG1mxYgWbNm2ivr6eb3zj\nG9TU1ACwYsUK1q9fTzwep66ujhtuuIFTTjkFgHQ6zY9+9CM2bdpEWVkZc+fO5Xe/+x0PPPBAv9fe\nsmULN910U+H5vn37WLZsGTt37sQwDM444wz+4R/+gZKSEkCi8vPnz+f555+no6ODs88+my984Qt4\nPB4ANm3axC9+8Quam5uZMGECX/ziF5k8eXLh3EsvvZQXX3yRvXv3cs4559DS0sJ//Md/YJom11xz\nDdOmTeP+++/vNd+eOwG//OUv2bVrF263m02bNvHZz36WefPm8b//+788++yzxGIxTj31VBYtWkQw\nGARg+vTpNDY20tzcTHV19YCfg6IoijI6UVs+eFu+e/duHnzwQbLZLH/3d3+HZVk8/PDDxONxli9f\nzquvvorX6+WSSy5h4cKF7N27t9/jN2/ezC9+8QsaGxsJBALMmzePa6+9dsD1z5gxg82bNzN16tQB\nj1GUo4Hu/CpKD2zb5k9/+hOWZfVyfFpaWnjzzTe58MILmTNnDs8//3zhvXfeeYdMJsM555wzLHPY\nunUrEydOPOgxa9eu5aabbmLZsmU0NjZyxx13MHfuXJYvX8748eN71SBNnTqV//zP/2T58uXMmTOH\n//t//y/pdBqAxx57jObmZu6//37uuOMOXnjhhQGvmUwmaWpqor6+vtfrCxcuZNmyZdx77720trby\n2GOP9Xr/xRdf5F/+5V+4//77aWho4IknngBgx44d/PCHP2TRokUsX76c+fPn85//+Z+96m3Xrl3L\nbbfdxsMPP8wtt9xCVVUVt956KytXruSv//qvB3U/N27cyHnnnceKFSu48MIL+d3vfseGDRtYvHgx\ny5YtIxgM8uMf/7hwvGVZ1NXVsXPnzkGNryiKoowu1JYP3pZ3B567d80ffvhhAJYvX048HucHP/gB\nixcv5vnnn2f16tUDHu/1ernppptYsWIFt912G88888xBa4onTJigdlYZEdT5VRRg27Zt3HDDDXz6\n059m5cqVfO1rXyMcDhfeX7NmDZMmTWLChAl85CMfYdeuXbz33nsAdHV1EQqFsCzriOexc+dOHn/8\ncT7zmc8c9Lh58+ZRV1dHIBDgrLPOora2ltNPPx3LsjjvvPMKcwO46KKLCvP7q7/6K7LZLHv37gVg\n3bp1LFy4kGAwSGVl5UHrXOPxOAA+n6/wWl1dHaeffjput5vS0lKuuOIK3nzzzV7nfexjH6Oqqopg\nMMjChQtZu3YtAM8++yzz589n+vTpmKbJ3LlzcblcbNu2rXDuxz/+caqqqgo7xYfDSSedxDnnnINp\nmng8HlatWsX1119PZWUlbrebv/mbv+GVV17plRLt9/v7pMopiqIooxu15Ydnyw/Etm1eeuklPvWp\nT+H3+6mpqeETn/hEr2DBgcycOZNJkyZhmiaTJ0/mIx/5SJ/vAz3x+XxqZ5URQdOeFQVJdb3zzjtJ\nJpP88Ic/5K233uKCCy4ovP/8889zySWXAFBRUcGMGTNYs2YNJ5xwAqFQiK6uLnK53BEZzX379vHv\n//7vfO5znyukMg1ET2Pu8Xj6PE8mk4Xnv/rVr3juuedoa2vDMAwSiQRdXV0AtLe3U1VVVTi2srJy\nwGsGAgFAosbdzmhnZycrVqxg69atJJNJbNsupA9303P86upq2traAInAr1mzht///veF97PZbOH9\nA889XA5cU3NzM3fffXevWifTNOns7KSiogKARCJRSN1WFEVRxgZqy4Wh2vIDiUQiZLPZAe13f2zb\nto1HHnmEDz74gGw2Szab5bzzzhvw+GQyqXZWGRHU+VWUHvh8Pr7whS/wta99jXnz5nHCCSfw9ttv\n09DQwJNPPsmvfvUrQP5o7969m7/7u7/jpJNOwu12s2HDhoP+oT8Yzc3N3HnnnXzyk5/koosuGrb1\nbN26laeffppvfvObTJgwAdM0+dznPofjOICoG7e2tjJhwgQAWltbBxzL5/NRW1vL3r17KS0tBeCR\nRx4BpG1BKBRi/fr1LF++vNd5LS0tvf7d7WBWVlZy9dVXc/XVVx/2+rxeL6lUqvDctm0ikchBz6ms\nrOQrX/lKv8qdIKJY+/btK9QeK4qiKGMLteVDs+UHUlpaimVZtLS0FMbsab/74/vf/z4f+9jHuP32\n2/F4PDz88MMHtce7d+9WO6uMCJr2rCgHEAqFuPjiiwu1NmvWrOH000/n3nvv5a677uKuu+7innvu\nIZVK8eqrrxIIBLjuuut46KGHWL9+PalUimw2y6uvvsrPfvazQ16vra2Nb33rW3zsYx9jwYIFw7qW\nRCKBZVmUlpZi2zaPP/54IeUJ4Pzzz+epp54iGo3S1tbWaxe2P84666xeaUyJRAKfz0dJSQltbW2F\nLxQ9+cMf/kBrayvRaJQnn3yS888/H4BLLrmEZ555hm3btuE4Dslkks2bN5NIJAa8fllZGU1NTYXn\n9fX1ZDIZNm/eTDab5X/+538O2aP30ksvLYhsgUS4eyp5vvvuu1RXV6vYlaIoyhhGbfnAHGjLy8rK\naGtrI5vNApINdf755/Pzn/+cRCJBc3Mzv/71r7nwwgv7Pb57jsFgEI/Hw7vvvsuLL7540Dls3bq1\nj0iYohwLdOdXUfrhiiuu4Gtf+xo7d+5k3bp13HjjjZSVlfU65qKLLmLNmjXMnj2bT3ziE4TDYZ54\n4gnuv/9+fD4fJ5544qB2NZ999lkaGxt57LHHeolFrVy58ojXceaZZ3LmmWfy9a9/Ha/XyxVXXNEr\njemaa67hwQcf5KabbqK8vJw5c+awevXqAcebP38+9913HwsXLsQwDP7mb/6GH/zgB/z93/89dXV1\nXHTRRfzmN7/pdc6cOXP49re/TXt7O7Nnz+aTn/wkIOIdX/rSl1i+fDkNDQ14PB5OPvnkg6aJXXXV\nVSxfvpyf/exnXH311Vx55ZV84Qtf4IEHHsC2ba688sqDpnsBXH755QCFOYXDYc4//3zOPvtsAF54\n4QUuvfTSg46hKIqijH7UlvfPgbb81FNPLQhZmabJQw89xOc//3mWL1/OTTfdhOf/tXfHqAkEURiA\nXxoFG29hYWm3WKmFHsTexgNoKQhiLVh4BTt7b+EB1EbsBVMFEohhIbKL4/fVs8zrHj8z87ZSiV6v\nF51OJyLi1/XD4TA2m02s1+toNpuRZdnDN72HwyGq1eqPKdxQlI/7150JvxKGGgAAAMBJREFU4O3t\ndrvY7/cxnU4frlkul5FlWa6JmN9/O/QKrtdrTCaTmM1m/xqyBQBleXYvf7b5fB7dbjdarVbhe4OT\nX3hjl8slTqdTNBqNOB6Psd1uYzAY/PnNaDQqqLri1ev1WCwWZZcBALm9Wi8fj8el7Q3CL7yx2+0W\nq9Uqzudz1Gq1aLfb0e/3yy4LAMhJL4f8XHsGAAAgeaY9AwAAkDzhFwAAgOQJvwAAACRP+AUAACB5\nwi8AAADJE34BAABI3id/KInUydx8mQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f38a632bcc0>"
      ]
     },
     "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 == \"decam_g\":\n",
    "        savefig = True\n",
    "    else:\n",
    "        savefig=False\n",
    "        \n",
    "    col, ecol = \"m_ap_{}\".format(basecol), \"merr_ap_{}\".format(basecol)\n",
    "    mag_vs_err(master_catalogue[col], master_catalogue[ecol], fig, ax1,\n",
    "               labels=(\"{} mag (aperture)\".format(mag), \"{} magerr (aperture)\".format(mag)), savefig=False)\n",
    "\n",
    "    \n",
    "    col, ecol = \"m_{}\".format(basecol), \"merr_{}\".format(basecol)\n",
    "    mag_vs_err(master_catalogue[col], master_catalogue[ecol], fig, ax2,\n",
    "               labels=(\"{} mag (total)\".format(mag), \"{} magerr (total)\".format(mag)), savefig=savefig)\n",
    "    \n",
    "    display(fig)\n",
    "    plt.close()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2/ Magnitude and error issues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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",
    "             savefig=False):\n",
    "\n",
    "    if nb == 2 or (nb == 1 and x3 is None):\n",
    "        fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(16, 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:\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.c IRAC Aperture magnitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IRAC i1: Number of flagged objects: 0\n",
      "IRAC i2: Number of flagged objects: 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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HpQP01F6gXIZmGIBuAOUy7PmLUEvzvZFw9nsMXjd+lUnJNrBycUefbadXrYmo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R4Igw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\nV0RERERERDLeT+L9hIzp2TxhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f389fe6b4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "irac_mag = 3.9000000001085695\n",
    "\n",
    "bands = ['IRAC i1', 'IRAC i2']\n",
    "    \n",
    "basecol1, basecol2 = bands[0].replace(\" \", \"_\").lower(), bands[1].replace(\" \", \"_\").lower()\n",
    "col1, col2 = \"m_ap_{}\".format(basecol1), \"m_ap_{}\".format(basecol2)\n",
    "ecol1, ecol2 = \"merr_ap_{}\".format(basecol1), \"merr_ap_{}\".format(basecol2)\n",
    "    \n",
    "mask1 = np.where(master_catalogue[col1] == irac_mag)[0]   \n",
    "print ('IRAC i1: Number of flagged objects:', len(master_catalogue[col1][mask1]))\n",
    "\n",
    "mask2 = np.where(master_catalogue[col2] == irac_mag)[0]  \n",
    "print ('IRAC i2: Number of flagged objects:', len(master_catalogue[col2][mask2]))\n",
    "\n",
    "flag_mag(mask1, master_catalogue[col1], master_catalogue[ecol1],\n",
    "         master_catalogue[col2], master_catalogue[ecol2], mask2=mask2,\n",
    "         labels1=(\"{} mag (aperture)\".format(bands[0]), \"{} magerr (aperture)\".format(bands[0])),\n",
    "         labels2=(\"{} mag (aperture)\".format(bands[1]), \"{} magerr (aperture)\".format(bands[1])),\n",
    "         nb=1, savefig=True)"
   ]
  },
  {
   "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": 14,
   "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) & (xerr !=99.) & (yerr !=99.)\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": 15,
   "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 == \"decam_z\" and basecol2 == \"vista_z\":\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": 16,
   "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": 17,
   "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 == \"decam_y\" and basecol2 == \"vista_y\":\n",
    "            savefig = True\n",
    "        else:\n",
    "            savefig = False\n",
    "            \n",
    "        \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"
   ]
  }
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