{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lockman-SWIRE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lockman-SWIRE Photometric Redshifts - V1 (20170802)\n",
    "\n",
    "master_catalogue_Lockman-SWIRE_20170710_photoz_20170802_r_and_irac1_optimised.fits\n",
    "\n",
    "## Key information\n",
    "\n",
    "#### Masterlist used:\n",
    "dmu1/dmu1_ml_Lockman-SWIRE/data/master_catalogue_Lockman-SWIRE_20170710.fits\n",
    "\n",
    "#### Spectroscopic redshift sample used:\n",
    "dmu23/dmu23_Lockman-SWIRE/data/Lockman-SWIRE-specz-v2.1.fits\n",
    "\n",
    "#### Templates used:\n",
    "\n",
    "#### Filters used:\n",
    "\n",
    "| Telescope / Instrument | Filter         | Available | Used |\n",
    "|------------------------|----------------|-----------|------|\n",
    "| CFHT/MegaPrime/MegaCam* | cfht_megacam_u | Yes    | Yes   |\n",
    "| CFHT/MegaPrime/MegaCam* | cfht_megacam_g | Yes    | Yes   |\n",
    "| CFHT/MegaPrime/MegaCam* | cfht_megacam_r | Yes    | Yes   |\n",
    "| CFHT/MegaPrime/MegaCam* | cfht_megacam_z | Yes    | Yes   |\n",
    "| CFHT/MegaPrime/MegaCam** | cfht_megacam_g | Yes    | Yes   |\n",
    "| CFHT/MegaPrime/MegaCam** | cfht_megacam_r | Yes    | Yes   |\n",
    "| CFHT/MegaPrime/MegaCam** | cfht_megacam_i | Yes    | Yes   |\n",
    "| CFHT/MegaPrime/MegaCam** | cfht_megacam_i_0 | Yes    | Yes   |\n",
    "| CFHT/MegaPrime/MegaCam** | cfht_megacam_z | Yes    | Yes   |\n",
    "| INT/WFC                | wfc_u          | Yes    | Yes   |\n",
    "| INT/WFC                | wfc_g          | Yes    | Yes   |\n",
    "| INT/WFC                | wfc_r          | Yes    | Yes   |\n",
    "| INT/WFC                | wfc_i          | Yes    | Yes   |\n",
    "| INT/WFC                | wfc_z          | Yes    | Yes   |\n",
    "| Pan-STARRS1/Pan-STARRS1| gpc1_g         | Yes    | Yes   |\n",
    "| Pan-STARRS1/Pan-STARRS1| gpc1_r         | Yes    | Yes   |\n",
    "| Pan-STARRS1/Pan-STARRS1| gpc1_i         | Yes    | Yes   |\n",
    "| Pan-STARRS1/Pan-STARRS1| gpc1_z         | Yes    | Yes   |\n",
    "| Pan-STARRS1/Pan-STARRS1| gpc1_y         | Yes    | Yes   |\n",
    "| UKIRT/WFCAM            | ukidss_j       | Yes    | Yes   |\n",
    "| UKIRT/WFCAM            | ukidss_k       | Yes    | Yes   |\n",
    "| Spitzer/IRAC           | irac_1         | Yes    | Yes   |\n",
    "| Spitzer/IRAC           | irac_2         | Yes    | Yes   |\n",
    "| Spitzer/IRAC           | irac_3         | Yes    | Yes   |\n",
    "| Spitzer/IRAC           | irac_4         | Yes    | Yes   |\n",
    "\n",
    "- * SpARCS, **RCSLenS - Where sources are detected in both SpARCS and RCSLenS catalogs for g, r or z, the deeper SpARCS catalog value is chosen. \n",
    "- Differing from EN1, INT/WFC and Pan-STARRS1 were included fitting despite the small systematic offsets to the deeper CFHT/MegaPrime optical datasets. Once the optical prior was folded in, photo-z performance remained excellent when all bands were included. \n",
    "\n",
    "#### Additional selections applied:\n",
    " - In order to have a fully calibrated redshift estimate, sources must have a\n",
    " magnitude detection in either any of the optical r-bands (CFHT, INT or PS1) or Spitzer/IRAC Ch1. For sources which are detected in both r and IRAC Ch1, the redshift and P(z) are taken from the r-band calibrated version.\n",
    " - Sources must also be detected in 5 bands at different wavelengths for a redshift to have been estimated (i.e. multiple r-band detections count only as one). Multiple detections in similar optical bands do not count due to the issues described below.\n",
    "\n",
    "\n",
    "#### Field-specific issues encountered:\n",
    "Issues with eazy not reaching convergence were also encountered for Lockman-SWIRE and with more frequency then were encountered for EN1. The larger sample of problematic objects made it easier to identify the source type where this problem actually occurs: objects for which there are detections in only 2-3 unique optical wavelengths, but with multiple detections in one or more of those bands.\n",
    "\n",
    "Moving to the stricter criteria of requiring five detections in different wavelengths solved this problem, at the expense of about 300k masterlist sources no longer being fit (out of ~1.6million). However, given the fact these sources are typically very optically faint and do not have near/mid-IR detections, they would not be included in the subsequent physical modelling steps.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plots for diagnostics and quality checking   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import properscoring as ps\n",
    "from astropy.table import Table\n",
    "from scipy.stats import ks_2samp\n",
    "import h5py as h\n",
    "import matplotlib as mpl\n",
    "import corner\n",
    "\n",
    "from astropy.convolution import Gaussian1DKernel, convolve\n",
    "\n",
    "def pz2d_stack(pz, zspec, zgrid, smooth=3):\n",
    "    \"\"\" Build a 2D stack of the photometric redshift P(z) predictions\n",
    "    \n",
    "    Inputs\n",
    "    ------\n",
    "    \n",
    "    pz : 2D array, (N x M)\n",
    "        Photo-z PDF array of N sources with M redshift steps\n",
    "    zspec : array, len(N)\n",
    "        Corresponding spectroscopic redshifts for the N sources\n",
    "    zgrid : array, len(M)\n",
    "        Redshift grid on which the redshift PDFs are samples\n",
    "    smooth : int\n",
    "        Number of redshift bins along which to smooth the stacked PDF\n",
    "    \n",
    "    \"\"\"\n",
    "    kernel = Gaussian1DKernel(smooth)\n",
    "    photoz_stack = np.zeros((len(zgrid), len(zgrid)))\n",
    "\n",
    "    for iz, z in enumerate(zspec):\n",
    "        znearest = np.argmin(np.abs(z - zgrid))\n",
    "\n",
    "        # Axis 0 = zspec, axis 1 = photoz\n",
    "        pdf = pz[iz, :]\n",
    "        pdf[np.isnan(pdf)] = 0.\n",
    "        pdf[np.isinf(pdf)] = 0.\n",
    "\n",
    "        #print('{0} {1}'.format(z, zgrid[znearest]))\n",
    "        photoz_stack[znearest,:] += pdf\n",
    "    \n",
    "\n",
    "    photoz_stack /= np.trapz(photoz_stack, zgrid, axis=1)[:, None]\n",
    "    photoz_stack[np.isnan(photoz_stack)] = 0.\n",
    "\n",
    "    photoz_stack_smoothed = np.zeros((len(zgrid), len(zgrid)))\n",
    "    for i in range(len(photoz_zgrid)):\n",
    "        photoz_stack_smoothed[:,i] = convolve(photoz_stack[:,i], kernel)\n",
    "    \n",
    "    return photoz_stack_smoothed.T\n",
    "\n",
    "def calcStats(photoz, specz):\n",
    "    pzgood = (photoz >= 0.)\n",
    "    szgood = (specz >= 0.)\n",
    "    cut = np.logical_and(pzgood, szgood)\n",
    "    \n",
    "    pc_pzbad = (len(photoz) - float(pzgood.sum())) / len(photoz)*100.\n",
    "\n",
    "    photoz = photoz[cut]\n",
    "    specz = specz[cut]\n",
    "    \n",
    "    dz = photoz - specz\n",
    "    \n",
    "    sigma_all = np.sqrt( np.sum((dz/(1+specz))**2) / float(len(dz)))\n",
    "    nmad = 1.48 * np.median( np.abs((dz - np.median(dz)) / (1+specz)))\n",
    "    #nmad = 1.48 * np.median( np.abs(dz) / (1+specz))\n",
    "    bias = np.median(dz/(1+specz))\n",
    "    \n",
    "    ol1 = (np.abs(dz)/(1+specz) > 0.2 )\n",
    "    OLF1 = np.sum( ol1 ) / float(len(dz))\n",
    "    sigma_ol1 = np.sqrt( np.sum((dz[np.invert(ol1)]/(1+specz[np.invert(ol1)]))**2) / float(len(dz[np.invert(ol1)])))\n",
    "    \n",
    "    ol2 = (np.abs(dz)/(1+specz) > 5*nmad )\n",
    "    OLF2 = np.sum( ol2 ) / float(len(dz))\n",
    "    sigma_ol2 = np.sqrt( np.sum((dz[np.invert(ol2)]/(1+specz[np.invert(ol2)]))**2) / float(len(dz[np.invert(ol2)])))\n",
    "    KSscore = ks_2samp(specz, photoz)[0]\n",
    "    \n",
    "    #print('Sigma_all: {0:.3f}'.format(sigma_all))\n",
    "    #print('Sigma_NMAD: {0:.3f}'.format(nmad))\n",
    "    #print('Bias: {0:.3f}'.format(bias))\n",
    "    \n",
    "    #print('OLF: Def1 = {0:.3f} Def2 = {1:0.3f}'.format(OLF1, OLF2))\n",
    "    #print('Sigma_OL: Def 1 = {0:.3f} Def2 = {1:0.3f}'.format(sigma_ol1, sigma_ol2))\n",
    "    #print('KS: {0:.3f}'.format(KSscore))\n",
    "\n",
    "    return [sigma_all, nmad, bias, OLF1, sigma_ol1, OLF2, sigma_ol2, KSscore, pc_pzbad]\n",
    "\n",
    "def calc_HPDciv(pz, zgrid, specz, dz = 0.005):\n",
    "    dz = np.diff(zgrid[:2])\n",
    "\n",
    "    i_zspec = np.argmin((np.abs(specz[:,None] - zgrid[None,:])), axis=1)\n",
    "    pz_s = pz[np.arange(len(i_zspec)), i_zspec]\n",
    "    mask = (pz < pz_s[:, None])\n",
    "    ipz_masked = np.copy(pz)\n",
    "    ipz_masked[mask] *= 0.\n",
    "\n",
    "    CI = np.trapz(ipz_masked, zgrid, axis=1) / np.trapz(pz, zgrid, axis=1)\n",
    "\n",
    "    return CI\n",
    "\n",
    "def calc_ci_dist(pz, zgrid, specz):\n",
    "    ci_pdf = calc_HPDciv(pz, zgrid, specz)\n",
    "    nbins = 100\n",
    "    hist, bin_edges = np.histogram(ci_pdf, bins=nbins, range=(0,1), normed=True)\n",
    "    cumhist = np.cumsum(hist)/nbins\n",
    "    bin_max = 0.5*(bin_edges[:-1]+bin_edges[1:])\n",
    "    \n",
    "    return cumhist, bin_max\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "photometry = Table.read('master_catalogue_lockman-SWIRE_20170710_processed.fits')\n",
    "photoz = Table.read('full/photoz_all_merged_r_any.fits')\n",
    "\n",
    "best = np.abs(np.array([photoz['chi_r_eazy'], photoz['chi_r_atlas'],photoz['chi_r_cosmos']])).min(0)\n",
    "good = np.logical_and(best != 99., photoz['chi_r_stellar'] > 0.)\n",
    "\n",
    "z_spec = photometry['z_spec']\n",
    "AGN = photometry['AGN']\n",
    "\n",
    "zs_gal = np.logical_and(z_spec >= 0, AGN == 0)\n",
    "zs_agn = np.logical_and(z_spec >= 0, AGN == 1)\n",
    "\n",
    "photoz_hdf = h.File('full/pz_all_hb.hdf', mode='r')\n",
    "#photoz_hdf = h.File('../XMM-LSS/full/pz_all_hb.hdf', mode='r')\n",
    "photoz_pdf = photoz_hdf['Pz']\n",
    "photoz_zgrid = photoz_hdf['zgrid'][:]\n",
    "\n",
    "#photometry = Table.read('../XMM-LSS/xmm-lss_processed.fits')\n",
    "#photoz = Table.read('../XMM-LSS/full/photoz_all_merged.fits')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### $\\chi^{2}$ Properties\n",
    "\n",
    "#### Distribution of normalised $\\chi^{2}$ \n",
    "Due to the number of filters used per source varying between template sets and between sources themselves, in the following plots we use a normalised  $\\chi^{2}$ defined as $\\chi^{2}_{\\rm{r}} = \\chi^{2} / (N_{\\rm{filt}}-1)$. However we note this is not the formal reduced $\\chi^{2}$ and therefore should not necessarily be used to judge the goodness-of-fit for individual sources."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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lQf/zvAPNmkG1aqEpSkSOmxobERG/DU260GDo4FCXISInQY2NiBQZW/Zu4d2f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\nPyxKRNLe3uwNTFo0KRA76neXcdLn28mIPIu7fr0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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7728c1650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Fig, Ax = plt.subplots(1)\n",
    "Ax.hist(np.log10(photoz['chi_r_eazy'][good]), bins=100, range=(-3,2.5), histtype='step', label='EAZY')\n",
    "Ax.hist(np.log10(photoz['chi_r_atlas'][good]), bins=100, range=(-3,2.5), histtype='step', label='Atlas')\n",
    "Ax.hist(np.log10(photoz['chi_r_cosmos'][good]), bins=100, range=(-3,2.5), histtype='step', label='XMM-COSMOS')\n",
    "#Ax.hist(np.log10(photoz['chi_r_stellar']), bins=100, range=(-3,2.5), histtype='step')\n",
    "\n",
    "\n",
    "Leg = Ax.legend(loc='upper right', prop={'size':10}, frameon=False)\n",
    "Ax.set_xlabel(r'$\\log_{10}\\chi^{2}_{\\rm{r}}$')\n",
    "Ax.set_ylabel('N')\n",
    "Ax.set_xlim([-2, 2.5])\n",
    "Fig.savefig('plots/dmu24_Lockman-SWIRE_chi2_distributions.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Galaxy/AGN vs stellar templates - $\\chi^{2}$ \n",
    "\n",
    "We now plot the distribution of 'Best' normalised $\\chi^{2}$ from the Galaxy/AGN template libraries vs the normalised $\\chi^{2}$ from fits to the Pickles library of stellar templates. Sources are split by apparent optical magnitude with the relative number of sources indicated in each panel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/software/local/lib64/python2.7/site-packages/ipykernel/__main__.py:11: RuntimeWarning: invalid value encountered in log10\n",
      "/software/local/lib64/python2.7/site-packages/numpy/ma/core.py:6385: MaskedArrayFutureWarning: In the future the default for ma.minimum.reduce will be axis=0, not the current None, to match np.minimum.reduce. Explicitly pass 0 or None to silence this warning.\n",
      "  return self.reduce(a)\n",
      "/software/local/lib64/python2.7/site-packages/numpy/ma/core.py:6385: MaskedArrayFutureWarning: In the future the default for ma.maximum.reduce will be axis=0, not the current None, to match np.maximum.reduce. Explicitly pass 0 or None to silence this warning.\n",
      "  return self.reduce(a)\n"
     ]
    },
    {
     "data": {
      "image/png": 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C8IEQfQJBlWMwGAgLCyuX4HM2oMp7gO3bt/Pwww+za9cuhg8fjtVqJTAwkG+//ZaOHR0O\nwr///jspKSnF2hwxYgRffvklPXr04NSpU2RmZlbwDkug5ThIWAb5WULwCQR1nPLmIHUnFpU8e85b\nvIB6jizLJCQksGfPHvLy8rDZbMTGxhIXF0d+fj533nknY8eOLeSvrPy9efNm3nvvvcoXfb63OOzc\nucXVKvhAiD6BoFpwNestzYy4aD6+goICzpw5w6+//kpYWBiRkZFoNBpuv/12li5dSoMGDdRr8/Ly\n8PLyKtbmwIED2bRpE1evXgUgPT29sm7TNUEd4aFdYE6EZoNvbF8CgaDKcGXDyuur7E4sKsctFgtW\nqxW9Xk9ycjLnz59HkiQ2b97M8uXLyc3NpVmzZrRt25bevXszceJE2rZtS5cuXUhLSyvUl0bj8HTb\nv38/vr43QIxJGrh3IdRrD62frzbBB0L0CQTVirORLM2MuKgBNZvN7N+/H4A1a9YAMHToUGbPnl3q\nBMpeXl5Mnz6dp59+GoALFy5U9LZKJqhjlaUoEAgEVYMrG1bebV13YlE5Do78oSkpKaSnp5OamsrS\npUvZu3cvkyZN4t///jf16tUDCpeg7NatG4cOHXLb74wZM8o81lIhaaDdP29M22VAiD6BoBopaiSd\n/+suwtf584MHDzJz5kz18w8++IAxY8aoM9fS8thjj/Hss89it9u5cuVKpd2fQCC4eSjrqp4rO6ek\no3IOslDOU47pdDouXLhAXFwcOTk5HDhwgA0bNhAQEMC2bdvo1asX4NjdAIfo8/Lywm63c+zYMcaM\nGcOQIUPw9vYGHL584Fjxu//++yvvC6mBCNEnEFQjzkbS2fAZjUa3WxtKeoLFixfzwQcf4OnpScOG\nDZFlmVdffbVcJYWioqJUY9uwYcPKuTmBQHBTUdZVvdL6+zlv6QIkJycTHx9PcnIyO3fuZMuWLYwd\nO5bZs2erq3vOaDQaNBoNFy5cwGq10qlTJ+6//35CQkIAKi/ZfC1AiD6BoBpxZySdxaBzImaj0UhS\nUhJz584lKioKrVZLhw4dyMjIoEePHkiSxODBDj+5lJQUjEYjLVu2xNvbmzvvvJPhw4cX60uWZebN\nm0e7du2IiYlRDWGFsNvAcgF8wyrelkAgqJWU5KdclpXBtLQ0QkJCSE5O5tSpU8TGxrJgwQLsdjub\nNm2ib9++JYo3pd54UFBQ+W6oJLLjwdDCsZVbQxGiTyCoZtw5PxcVfACJiYn8/e9/JzY2FoAxY8bw\nj3/8g9tvv50PP/wQgF9//bXQNcePHwfAZDIxb968Yv3v2bOHP//8k4EDBxITE4NOp3M7rlKh5OG7\nvBke2g2Bd5T+WoFAUGcoaSXP2bY42xvn3HkWi4XExERsNhsGgwGLxUJaWhonTpzAYrHwv//9jyZN\nmqhbuddj+/btNG3alPvuu6/yblJBycPXYgR0+bzGCr+aOSqB4CaiaESuO3bv3s2gQYOIi4sDYMGC\nBSxcuJDt27fj5eVFRETEda93ZRRlWWb+/Pl06NCBgoICADUApLTjKoRz4mVrCuztBwVluF4gENQZ\nDAYDHh4epZo0OietV7ZxleM2m43U1FQ15dS+fftYvXo1CxYsoEmTJqUaiyzLbN26lYceegh/f//K\nTcrsnHg57ks49WnltV3JCNEnEFQzpTGMW7ZsYdCgQeh0Onx8fNi7dy/PPfcchw4dYsaMGQwYMAA/\nP7/r9lM06bIsy7z++uts2bKFoUOHsnPnTuAvn76yGGzAdaWNu+eDRxWVOBIIBDWKslQZMhgMpKWl\nkZWVhdFoRJZldadDq9Wq9u2HH35g0aJFTJ48mcceewybzYbNZiM3Nxer1er2derUKc6ePUtkZCTB\nwcHo9fpCfZQbV5U2Wj1bsTZvIGJ7VyCoZq63far42/3jH//gnnvu4dChQyxZsoSuXbvy008/MXDg\nQDp27MjixYtL7Mc5/5TNZmPSpEl88803vPXWWyxYsEDNXn/bbbeVOK5iiNJqAoHgGuVxDTEYDAQH\nB6sJlxX/PGWlDyA2NpaPPvqIe++9lw8//LCQD5+np+d1sxZs3boVHx8f7rnnnsoL3KghpdXKgljp\nEwhqKAUFBUyaNImXX36ZUaNGER8fT0REBKNHj2bz5s3079+fzp07s2bNGjQajWpo3aHRaJBlGZvN\nxvjx41m6dClz585lw4YN+Pr6YrfbGTJkSNkNohB8AoHAiXK5hgChoaE0bNhQLVWpbPOmpaVx5coV\nvvjiC2RZZtWqVXh6epap7e+//55evXpVTqAa1ErBB0L0CQQ1kszMTAYOHMhXX33FhAkT2LBhAy1a\ntGDZsmVs27aNESNG0L17d6Kjo/H19UWSJPU1e/ZspkyZorYVGBjI7Nmzefnll/H29ubYsWOsWbOG\nr7/+mh07dnD+/Hnef/99kpKSGDJkSNkHe/YrIfgEAgHw1yqf1Wp1WXXIaDS6FYMGg0EVZc4BIBqN\nhq1bt3L48GHWrFlDo0aNyjSmc+fOsW/fPiIiIirHl89mhf1Dap3gAyH6BIIqoySDp3D16lW6devG\nL7/8wuTJk/nyyy+JjIxUo2yHDBlC7969iYqKUiNti9KkSRPVMPbt2xcPj788OXbv3o2/vz8nT55k\n69atREVFcfz4cYKDg+nWrVvZb6zVM9BsmBB8AoEAs9mMt7e321KTBQUFGI3GEsWf4k9sNptZu3Yt\nS5cuZeHCheVKnrxkyRLq1atHv379ynVPxdB6w/0rHf7KtUjwgfDpEwiqjNImIt21axcnTpzg119/\n5YUXXmDAgAFERUWh0WhYvXo1t9xyC8uWLXNZR9eZZ599lqysrGLRbceOHaNdu3Z89NFHzJgxg0ce\neYTXX3+dyMhINTN9mdB4QrcoSDkMIXU7m71AILg+7nKMOn9mtVoLbf8qCeWd7aLFYiE5OZnly5ez\naNEipk2bxrBhw8jPz3fZr9VqVStsOFNQUMC3337Lfffd5zZwo1w+fqE9IGIf+N1aawQfCNEnEFQZ\n10tE6uz4fPHiRXQ6HZ06deLMmTMMHz5cdVA2mUy0bNmyVP4sgYGBBAYGFjt++vRpUlJSaNu2La++\n+ipXrlzhf//7H2+88Ub5b07jKQSfQCBwm2O06DnKf81msxq8YbFYCAwMJD09HZvNxv79+5kzZw4j\nRozgnXfeIT8/322who+Pj8uJ8Pbt20lKSlJTWiUnJxfLBVhugjpXvI0qRog+gaCKuF4km5KjymQy\nERcXR3h4OCaTiczMTMLDw1UDajQaadWqFRkZGW5np2az2aUo1Gq1FBQUcObMGfLy8pg3bx4eHh5s\n374dSZJKzPMnEAgEFUHZ7XDeugUKpZtKT3f4yW3bto1//etf3H333SxevLhcq3HZ2dnMmjWLzp07\n069fP/R6vbrCWKl5+moRQvQJBDUAJVrN29ub+Ph4wsPDOXPmDABt2rRRDZ7JZKJr1674+Pi4NYKP\nP/54ofQszly4cEFN0tyyZUskSWLnzp106tSp8qLaBAKBwAXOQi8hIQFvb2/8/f0JCwsDHPbNbrez\nZs0apk+fzsMPP0xUVJSaML4sJCUlMWjQIGJjY9m4cSPt27fHZDJhMplualsnAjkEghqAXq8nLCyM\n/Px8jh07Rnh4ODExMUiSRKtWrdTzjEZjhQzWqVOn1L/9/f1JT09nx44dPPzww9e/0G6D82uhoolM\nBQJBtVDaQLLKas9isRRKuwIOO6fYL29vbzXCVznXZDKxbt063n//fXr06MGqVavKJfhOnz5N9+7d\nuXTpEl988QW33XabOg5XLi9uST0CWXFl7r8mI0SfoEZS2QbqRmI2m4mPjyc+Pr5c47Varaxbt44n\nnniCO+64g+zsbCIjI/nqq6/o2bOnavTy8vLIyMggNDS03GM9ePCgugpoMBgYNGiQmrfPLUoevgPD\n4fibQvgJBLWQ8ubOK2971/vcYDDg7+9PSEiIausLCgo4cuQIM2fOpEOHDqxZs0Z1SVFeubm55Ofn\nu33JssyZM2fo1asXPj4+zJo1i3bt2pGdnU1CQgJms5m0tLTS3WDKb7ArAnY+WKeEnxB9ghpJZRuo\nG4niiJyVlVXq8WZnZ7N582bGjh1Lw4YNGT58OFeuXOHjjz/mwoULZGRkcPToUd588031GqXuZHBw\ncLnHunfvXlq2bIlOp+O5557jyJEjrF27Fn9/f9djL5p4+eRHkPFnufsXCATVQ5nLKlawPeVzoNiK\nn06nw2AwcP78eRISEsjJyeH06dO8/vrrNG3alI0bNxbLPypJEl5eXm5fPj4+XL58mX79+hEQEMCQ\nIUPw8vKiadOm5Obm4u3trQaKAIXaLYZz4uWcS/DHW5XyndUEhE+foEZyvUjXG0V5SgeBY6yKI3JJ\n18myjNVq5cUXX2TZsmU0b96cF154gSeffJJ27dqp57z77rvcd9999OrVC7vdDvyV1qB+/frk5OS4\n7cNisbiMYsvJyeG///0vPXv25Ny5c/zwww9s3LiRDh06uE4l467SRkCHUn83AoGgZlBWu1bR9vR6\nPXq9noSEBLKysvDz81N993Jycjh58iSXLl3C29sbT09PnnrqKXx9fdm8eXPZtmCvcf78eQYMGADA\nCy+8gCRJNGrUiJCQkEK+hMrY3eKq0sY9C8s8npqKEH2CGkllG6jSUNo8ekWvMZvNpS4qnpyczNCh\nQzl8+DBLlizhySefVMujKezatYtDhw6xZcuWQukJlJW+kJAQ6tWr5zaQQ6fTuYxM27Vrl7oFkp2d\nzeeff84jjzyCxWIpveATiZcFgjpBeSe5lYHRaCQ5OZn09HS0Wi2rV68mNTWV33//nQYNGpS5vd9+\n+40hQ4ag0+kYN24cLVq0ICAggKZNmwIOAVqqe6ylpdXKghB9AsE1yrq6aDab1Qg05frrnWs2m+nf\nvz8JCQns3r2b++67z+W5n3zyiZpiwJmrV68ClDuQY/fu3YSGhpKZmQlA9+7dARcGUQg+gaDWUF7x\nVp5JblmwWCwYjUYsFgt+fn6FfJFzcnLIyMjg4sWLXLhwgSVLlrBo0SJatGjhNvmyO9avX8/48eO5\n4447GDRoEH5+fmRlZXHnnXeWzf/5JhB8UId8+iRJekOSpF8lScqUJClJkqQNkiS1qe5xCWoPBoOh\n1Ct28Fe5IVc1Jl2dW1BQwO23347NZuOWW25xe25CQgIPPPBAsZW8n376ifDwcOrVq1eq8TlTUFDA\n6tWrGTp0KBcvXgQc28QuSf8DEqMcfwvBV6MRdk9QXv/nyvDxUypcOL+UwLaYmBiMRiNZWVkkJyer\nAhAcuxGenp7YbDbWrl3Lww8/zNixY7Hb7eTn5xcK3ij6Uvqx2+3Mnj2bkSNHEhkZyYcffkj37t3x\n8/NTVwuVPq+XKFrl5Ow6L/igDok+oAcwD7gXiAA8gR2SJLkuTioQVABldq3VagkLCyvRcCoGdvr0\n6Xh6ejJ58mS352ZnZxfLs5eVlcWGDRvo379/ucb7448/cuXKFcaPH1/IN9AlQR2hxwZHXUkh+Go6\nwu7d5BQVb6XNfOBqklsZWROUwDa73Y5Go0Gr1WKz2QoFuhkMBiRJYtOmTfj6+rJs2TI0Gg2SJOHp\n6YmHh4fLl4+PD56enmRnZ/P0008zdepUIiMjGTVqFKGhoTRt2pRbb70VWZZJSkpS+yxVYueuS6Bh\nnzot+KAObe/Kslzo11CSpHGAEegMHKiOMQnqJs7buv7+/qWaKStbL3a7nVmzZjF+/HhGjRrFoEGD\nAFQDqbSvlDEqKChAo9Hw7rvvkp2dzUsvvYTdbsdqtbqtk+uqBuU333zDXXfdRWBgIDabDZ1Od/3a\nvU36w6MJ4FP+SGHBjUfYPUHRbd2KbNtW1pav1WrF19dXDdxISEggJSUFrVartvvDDz9w4sQJDhw4\n4H4C6oIjR44waNAgzGYzL730Es888wxarZYWLVoAjm1lvV6P1WrFz8+v9PfhoYMHNoJsq7OCD+qQ\n6HNBACADqdU9EEHdQtmysFgsNGrUqEzXSpLEmDFjWLduHZMmTSIiIgJfX191lgt/rfRJkoRGoyEu\nLo5PP/2UN954QzVsBoPBregrWoPyypUr/PDDD8yZM4e4OEe+qfr165c8+xWCrzYi7N5NhCt/vopk\nPijttc4bBeTOAAAgAElEQVT9Fg0aU9xelOhdcPgh22w2NV9efHw8X331FfPnz6dTp06lHp/dbmfC\nhAmEhIQwceJE+vbtS4MGDQqtcio+z+Wqr+tR9xfI69L2rork+DWbAxyQZTmmuscjqJlUZCtDr9cT\nHBysGsmS2lHOUXxaHnzwQS5fvszq1asLnbdz507y8/Px9/dXj3388cc0aNCAKVOmlHmcyvVeXl6M\nHDmSEydOoNVqK5TgWVAzEXbv5sOVP19ZfZOdKe21pfUjtFgsJCQkYDKZ0Gq1aDQaPDw81Jq6zz//\nfJnGt379eo4cOUKvXr1o3rw5aWlphWxwQUEB4BCZN2tt3ZKoqyt9nwPtgW7VPRBBzaW8WxmKUXSe\nXZbUjnLOrl27+OCDDzh06BCRkZEMGTIEcDhEz5kzh1dffZWIiAh12xccqVpuu+22chmx7du38+mn\nnzJr1iwCAgJYv349wcHBNGnSpMxtCWo8wu7dZFRVPtOigRAGgwGj0agGsTnbJqWsGkBiYiJZWVno\n9Xo1uGLBggUcPXqUn376CbvdruYhVcjLy3PpepKfn8/bb7/NI488QmRkJGazGZ1Ox8mTJ7HZbGi1\nWnQ6x0qdUl/3Zq6x6446J/okSZoP9Ad6yLJ8pTTXvPLKK8UiIkeNGsWoUaNuwAgFNYXyGsyiPjSl\naefChQvMmDGDTZs20alTJ3788Ud69+4NOGbDzz33HCtXrmTKlCm8//77aiZ7QDVoZeXy5cuMHz+e\nfv36MXnyZOLj4zl06BDNmzenaZNGcHwqhL8I+tojAKOiooiKiip0LCMjo5pGU3Moq90TNq9uUB05\n9uCvNE/KZFev16u1c8FR3zY9PR2bzUZmZqbqW3fp0iXmz5/P6NGj3aas8vLyKmT/FBYuXMi5c+cY\nNWqUmnTZbDaTlJREWloaWq2Wli1bcvnyZXx9fTGZTMV3NFJ+A9PP0NZ9IF1NpDLtXp0SfdcM3yCg\npyzL50t73X/+858y+RUI6galMZjXy4GlzH6dfVeUdAI5OTmYzWauXr3K/Pnz+frrr2nevDnLly9n\n5MiRatBGYmIiQ4cOJTY2lhUrVjBy5MhCbdtsNjWYw3lGnJ+fX2yGrKBcM2zYMDw9Pfn666/RaDSs\nXbsWvV5PjiWb5+86DH8ew56wmtSO69DVb10tPx5lxZUwOXr0KJ07d66mEVU/5bF7wuYVpzqTFddE\n3PntKeJOEX7Kd5WYmEhmZiY2mw1w2MWUlBT8/f3R6XTodDreeecdrFYr7777bpnGkp6ezrvvvsvf\n/vY3tQylsoqXl5dHfn4+gYGBWK1WmjVrhsViKb7K55yHz26F9q+V96upcirT7tUZ0SdJ0ufAKOBR\nwCxJkpLWO0OW5dzqG5mgNqIYPMUp2d1KnnM1C71eryYkPXv2LKtWrWLFihXo9Xpmz57Niy++iJeX\nlxpAsWfPHkaMGIGvry8HDhygY8eOxdr38PBAlmW0Wm2h1T4fHx+3gRg2m40xY8YQExPDTz/9pAab\nrFmzhgGR/XkkaC13+jn8/CVLIlLGccw+jcQPXS1E2L3K40YnK64OKiJknb+PoqLParUC0KJFi0J2\nyGg0qj7JOTk5pKWl4eXlRW5uLmPHjiUqKorPPvusTAFwycnJPPLII+Tm5nLXXXepwWwKAQEBeHl5\nqWXeXN5n0cTLl7dA21dA41mGb6RuUGdEHzABR9Ta3iLHxwPfVvloBLUaxeAB6laD0Wi8bnoEvV6P\n2WwmMzOTt99+mxMnTvDqq6/yyiuvEBAQAPy1gnfq1Cn69+9P9+7dWbVqFUFBQW7HoqQ/KC3r169n\n7dq1rF+/nk6dOiHLMh988AF/HP+dOSPT6dns2omSB9a7l2KrF1FnfuRuQoTdqyTKE7la05+bighZ\nd99HSEiI6jPnjF6vx8fHh9zcXK5cuYKnpyf169fn119/Zf78+Vy8eJEVK1YwatQo1baWxNWrV+nb\nty9Go5FPPvmE5s2bF1p5VLIYaLVatcZuMdxV2rgJBR/UIdEny3KdjEQWVC6lMdjKOfBX0IYSGVbU\nCBY1jAaDgYMHD/LLL7+wc+dOHnrooWLtnzhxgocffpgWLVrw3XffqTn53HH27Fm6dOlS6nuMioqi\na9euDB48mIKCAl588UUWf72IDa8H0bNZAgCy5IHUfTU+zYbiU+qWBTUNYfcqD1cTOle2wpWQKqni\nQ6mSA1cSzmNxtk8ljbHorkVRtxXlHpQACYvFQnJysnptQkKCujPSpEkTkpKS+PLLL1m6dCndu3dn\n/fr1tG3bloKCAvLy8tz6KdvtdrRaLampqfTt25e0tDSmT59OixYtCA0NVccRExOjjsWtiLxJSquV\nhToj+gSC0lDaSFulvJpzBvmi17ja2s3IyODTTz+lT58+9OrVq5ihPXToEAMGDKB58+Zs27YNvV6v\nlhRS/PycycrK4vz587Rq1aqQYbNarS6dnVNSUti+fTuffPIJ2dnZPP744+ze9SPrXgvg0Q7XUrdd\nE3yi0oZA4B53tqI0tqCm4CzcSkLZpTCZTISFhak2zdV9KSLPx8dHtZMJCQnY7XYaNWrEvn37mD17\nNnl5eSxYsICnnnqqkH3z8PBwK/pkWSY3N5fBgwdz9epVJk2aRKtWrejQoYNqj5OTk8nLyyMlJYW2\nbdu6LicnBJ9LhOgT1Doqsr1Smi0c5Ryr1UpBQUGhbV3n65QkzYovidlsZsmSJZw6dYqVK1cWm93v\n2rWLwYMHc+edd7J582Z1yxcolJzZmfj4eGRZpk2bNoWMppeXl0uj+f333yPLMsOHD+ejjz5iz549\ntGnVjMa+FxwniFq6AkGpcGcrXNmdom4eN1IEKjnpgHLn41NwHqfBYMBkMqk+zIBaeQgo5LOckpKC\nl5cXGRkZqvDz9/fnzJkzbNu2jW3btjF06FDmzJlT5gT2BQUFjBgxguPHj/Piiy9Sv359dDqdup1c\nUFCAXq8nNTUVLy8vzGazWvmjENnnoCDT8bcQfCpC9AlqHRX1UylNnVzF4Cviz3kG7C6gIyUlhc8/\n/5wRI0YUC8rYuHEjI0aM4MEHH2TdunWlHveZM2cAuPXWW0t1flRUFL1796ZevXp89tlneHp6kp5d\ngD7yJ+TkN5DaThaCTyAoBWWZVBYViO6CICoDo9FIQkICOp3O5RgVIec8NndC1Hni2qJFC3XyqtyP\nzWbj8uXLarJ4s9mMyWQiJSWFkJAQgoOD8fT05NSpU3z33Xfs2LGDevXq8d1339G/f/9ybWu/+eab\n/PDDD8yYMYO7774bk8lEeno6FotFHZeyvaxEChcVrwC0eBxkO5xd6CivJgQfIESfoBZSnvx65Vkd\ndBZ/yozXuV/nJM1ms5kVK1aQlJTEjBkzCrXz559/MmrUKAYOHMjy5cuL1cW9HhcuXECv15eqNmV8\nfDwHDhxg8eLF7N+/n5SUFPR6Pbt27SI8PBzkPeBiC1kgEFSMotuoNzppsk6nK1TH1hlFcKalpREY\nGKjuVDhnIlDGqkxWlSTLzihBEo0bNy50PD09nfT0dOLi4vjzzz/ZvXs3Z86coXHjxkycOJE33ngD\nf3//UgdrOLNq1SrmzJlDnz59aNmyJRkZGRQUFGCz2TAajbRo0ULNCaikaDEYDIVWJAvdR9hIaDEC\nqtCnsqYjRJ+g1lHR9APOs/HSCEGDwVBoBqzgbOjT0tL47LPPePbZZ2ndurV6Tm5uLk888QStWrXi\n22+/dZlp/noUFBQUSvNyPZYtW4afnx9DhgxhxYoVaDQaWrZs6RB8IAyfQFBFKLbBYrFgMpkqNdLX\nebKp+ARD4RU+Dw8PNXlxcnKymuC9qO+bMqHMy8srJBTNZjPBwcGEhYWRkJDA2bNnuXjxIvn5+ezd\nu5d9+/Zx8OBBDAYDQ4YMYe7cuTz44IOqy0lBQQH5+fku/Y4Blz7Mx48f57nnnuOJJ55g0KBB+Pv7\n4+PjQ15eXqHsB5IkFQqcc/bBdvkdC7tXCCH6BDWKG5UOwdXMu7TbxLIsFxJ4ztG9ilGdO3cueXl5\nvPXWW4WCN1577TVOnz7NoUOH8PHxcRuw4e54Xl4eGo1G3cZQUBI2O1+/bNkyHnvsMfR6PWfPnsVg\nMJRqhVAgEFQMd5Myxca48wsuD87bs87bmkpfiuBTsNlsWK1WwsLC0Ol0hcbq7BOo2LS0tDQ18bJe\nrycnJ4eTJ09y7NgxfvrpJ06cOEGfPn1YtmwZkZGR+Pn5uRynh4eHW9Gn1WoLjSMlJYXHH3+ctm3b\nMmLECLy9vdHpdNSvX1+9F4PBoPo+u/oea0MKnZqAEH2CGsWNSpDqzki468ddNnrnMcbFxZGcnMyq\nVauIjo5m+vTpNGzYUJ2Nrl27lvnz5zN37lzuvPNOwH3AhrvjQLHEzOD4kXE2qHv27CExMZHx48fj\n4eHBuXPn8Pb2pn79+lWaLkIgEPxF0aCwyrZrzvYSHIJN8XdTjjn74wHF/PsAtXxadnY2p0+fpk2b\nNqrty83NZfXq1ezevZv27dtz+PBh7rrrLoBybeEWxWaz8cQTT5CZmcm4ceM4c+YM7dq1IyAgoFA+\nPmWczrbcbDZjzs7G4OsrBF8pEaJPUKNwJ8RuxArg9dpyNUN3NkCKAd2wYQPR0dFMmTKFadOmqdfH\nxcXx9NNPM3z4cCZOnFjuMZa27u43ixexdoof3RrEAN04c+YMGo1GTRgtDKJAUPUUDQqr7OfQ2V6a\nzWZ1a9ZkMqm2Q3FNKZpEXnl//vx5MjIy8Pb25sqVKyQlJRETE4PVauXIkSMcOHAAjUbD66+/ztSp\nU8vsolIS77zzDrt372bIkCGkpKSQn59Pfn4+fn5+WCwWNdDEYDAUE87WKz9T7/Q7ZN7xNQZDu0od\nV11FiD5BjcKdELtRK4CucN6+BcjMzCQxMZHg4GBCQ0PVrd5FixaxfPlyZsyYwdSpU9UVtby8PJ54\n4gkaNGjAwoULK7TS5uHhQV5e3nXP+Wz+XCL8VjGsI/DbBLb+8AMxMTF4e3vTtGlTIfoENzVVWUHD\nXV83sm9ne2WxWNSkyRcvXqR169ZYLBbVZnl4eBATE8PFixeJjY0lJSWF06dPk5iYiLe3N4mJiVy8\neJGCggK8vb2JiIjgiy++IDIykoYNG1b62L///nvef/99Hn/8cbp164bZbMbDw4PWrVsTFhZGTEwM\nKSkpaLVaQkND1fs0Go345Z0i8NgIpPx0gn4fASF7wFu4s5SEEH2CG0plGdwbHQ3njOIYrDg9JyQk\nYLPZyMrKUvvfsmULb7/9NhMnTiwk+ADeeustjh8/zs8//6xurZSX+vXrk5aW5nLFz263M/XN12mX\n+THjHnAcs8kaFi37jsGDB/Pdd98xbNgwIfgENzVVPWGsrL6uV0FD+UzJ2ZeTk4Ovry+NGzcmNzeX\n/Px8goOD1TQndrsdg8FRleOXX35h+fLl7Nu3D4BGjRrRvHlzgoOD6dKlC82bNycsLIz7779fLf+o\niMmiWK1WfHxc1/Sx2Wxu09XY7XYSEhIYO3YsgwcP5plnniE7OxtA9Tu0WCzk5OSQkZGBn58fOp0O\nnU5HcnIyUuoRvP8YhVSQAYDGOxBZ8kI4spSMEH2CG0plGcHKmimXVIpI6cvZny8sLExNhgrw448/\n8swzz9C3b18++eSTQu3++OOPfPTRR8ycOZPOnTsX66+sgRyBgYHIskxqamqhoAyLxcKLLzxP33pr\nCgm+4XPshD/0GocPH+bBBx/k7rvvLvlLEQjqMFU5YayKvormpNNqteh0OgAuX76M1WpVBVJQUJBa\nKSg2NpZ169axevVq2rdvz4YNG+jTp4+a6sRdlR9w+BC7sk+u/I1Luka5h8cee4wGDRowePBgLl68\nSGBgIG3atCE7O5sLFy5w6dIlkpKS0Gq1pKWlkZOTg16vxy/vFN5/jEJzTfDJIQ9Az80iD18pEaJP\ncEOpSoNbEVzVnVTQ6XRqxveffvqJyZMn07JlS6KiovD0/Ktot8lkYty4cURERPDPf/6zTAEb7o43\naNAAcDhoh4aGAo48WcMfG8r4dgcY3d1xnl3WMnyOjWb3v8SECROYPXs2ixcvLvf3IRDUFaoyqvNG\n9eUqSld5X79+fXJyckhJScFsNpOfn4+npyc+Pj74+PiQlZXFp59+yqZNmwgKCmLBggWMGzfOrcBz\nR05ODufOnePChQt07ty5UIRwWZBlmQkTJnD27FneeustgoKC1HFbLBby8vLIycnBaDTi6elJcnIy\nOp2OkydPclvDHHx+eVRd4ZNDHsByzxrM6TkYDJoa/ztTExCiT3BDqSlh9EUdqZ0FnlJH0rnckCsy\nMjKYMmUKBQUFfP/994VSFZw7d45nn30Wm83GkiVL3M5wAVJTU/nuu++4dOkS06ZNu67PX7169QBH\nrclbb72VjIwMevZ8gDcfiuOJrnYA7GgZ/qmN0M7P85///Ic333wTvV7PY489VrYvSSAQ1CgUsacE\nZvj5+RESEkJcXBxGo1GtVnH27FnOnz9PcnIyAQEBJCcnk5ycTFJSEunp6RgMBt58801eeukltylW\nwOGPnJCQQFxcHGfOnCEuLk79+9KlS+rORb9+/Vi3bl257mn79u1ERUURGRmJLMukpaWh0WgICAgg\nOzubBg0akJOTgyRJai3fixcvEuJxCe9zU1XBZ6vfDU3PzZjTc6ps+74uIESf4KagaGoD578Vnz0l\nuafJZMJkMhESEqLOrJOTkxk9ejTnzp1j586dNG3aVDWABw4cIDIyEh8fH1asWOGy1qQi9KKjo9m1\na5ea6mDgwIFq+oOiFBQUMG3aNLVEEjgM5p9/xtBj7ptw9X1kyYPXvmtGdmA4q+bNY+rUqcycOZOp\nU6eq/jgCgaBqKI0P8/XOKZoqKiUlhW3bthEdHU12djZXr17l6tWrWK3WQtfp9XpCQkIICQnBx8eH\nli1bcs899xAcHEyHDh3o1q0bQUFBFBQUIMsyly9fJjY2ltOnT3PmzBn1pdhCcOxwtG7dmtatWzN8\n+HDatGlD69ateffdd1X/u/Lw2Wef0alTJ8LDw8nJyVG3iLOysgr5BwYFBeHl5aXa5WybJ+ibQmYG\n1npdybx9GcGevhgMGiH4yoAQfYIbSlVFzpXUT9FtZuetEiWbe1hYGHq9noSEBKxWK4mJiQBcuXKF\n//u//yMtLY29e/dyxx13qO3u3buXgQMH0qVLFzZu3Iifn18hP74DBw7w/vvvs3PnTmw2Gw888ABz\n5sxh4MCBdOjQge+//96l6JNlmYkTJ/Ljjz+yadMmmjZtCsDhw4cJCwuj0QPTkeObkZQh8/GaF1m6\n9B2efPJJoqOjee+993jjjTcq9fsVCOoypRViRdOvuDrXuU43oPoDK4mQr+fnbDQaSUxMZNeuXZw9\ne5bNmzeTlZVFu3btuPfee3nooYdo2LAhDRs2pFGjRjRq1IgGDRoUmuApeULBUcbx+PHjLFq0iNjY\nWGJiYoiNjSUzMxMAT09PtWpPZGQk4eHhhIeH07p1axo3bqzuWOTk5KipWpo3b67WBC8rZ8+eZdu2\nbYwbN44GDRrQqlUrAgICyM3NJTQ0VE3TogRxtGnThqtXr+Lh4UH9Jk3JabkZ29E3uRT6Cj5W0DtF\nJgtKhxB9NYiqTC1QVVRV5FzRfooGUBQ1DEWNhHMevpCQEBITE8nJySExMVHdgt23bx/h4eFq29u3\nb2fo0KF0796dDRs2qCWRlKCM/fv388gjj9CuXTvmzJnDkCFDaNCggWqQ+/bty5YtW5g2bRo2m63Q\nlvDMmTNZuHAhX375JREREdjtjq3cI0eO0KlTJ8cYWj/P8o8/xsfHh/nz53PixAmio6MZOnSoSMgs\nEJSBonnsFIq6fgAuXUGcy4OZTCa1xq3ZbOb06dOqzXBOO1KvXj2ys7NVP7YdO3awdetWtm3bhsVi\n4fbbb+eVV15h8ODBtGtXOAddbm5uoTHl5uYCjoCwvXv3snv3brZt28bJkycBh31r06YNYWFhRERE\nqOKuWbNmqm9fRkZGoWwDqamp6t85OTkEBQUBjgANq9VKbm4uubm5bgM57HZ7sZx+n3/+OYGBgYwc\nORKNRoOnpyfnzp2jfv36eHh40KJFC44fP05OTg4ajYa8vDyCgoIICAhAkiSMGTLe7T/CnpZWrI6w\noHQI0VeDqMrUAlVFVQVylKcf521cZ8Oh1Kw8cOAAU6ZMISgoiB07dqirbeBI2TJs2DD69OlDdHR0\noW0JjUbDkSNHGDhwIF27dmXz5s1qdJ3CxYsXadOmDevWrcNoNBISEqIKtZUrVzJ16lTeeustnnrq\nKVUM2mw2jh49yrRp09QyRuvXr6d+/fokJiayb98+unTpUq7vTyAoSkUmoTVtAlvWnQDn65zruhZ9\nXxQl2l8RdsnJyeTm5iLLMikpKQBqOiidTsf+/ftZunQp33//PcnJyXTu3Jlp06YxdOhQmjdv7nby\nJssyVqsVq9VKTk4Ox44dY8uWLWzdupUrV64QGBioBpTdfffdNGrUCEmSSE1NvW4aKXcCztvbW7Vx\n3t7e2O12fHx80Gq1hcRn0TE6T2TNZjNLliyhZ8+eNG7cmLS0NE6dOkVubi4ajYbbb78do9FIfHw8\nZrMZf39/srKy0Gq1XL16FV9fX3x8fDAYDKqNVv4/COFXeoToq0HUlkjXslBao1/eHwnn65ToVgWL\nxVJoa0U5X2k/NjZWNXJKJJrFYiEuLo61a9cyb948WrduzdatWwtFqu3du5ehQ4cSGRnJqlWris1m\n4+Pj6devH+3bt+e7774rJvgmTJjAV199BThmzdu2bWPMmDHAX5U8Ro8ezb/+9a9CK5YxMTFkZ2fT\nuXNnAC5dusQvv/yCl5cX06dPF4JPUKlUZBLq6tqybKFWNiXdi9Jv0R0C5VyDwVDoOXYOAnP2wYO/\nVv9iYmJITk5Gq9USEBCAt7c3v//+O/v37+fMmTMcP36cCxcuEBISwpgxYxg/fjzt27dX+zh37hwH\nDx7k4MGD/PLLL1y9epXc3FxV7BWlZcuWDB8+nB49etCtW7cyR+eWFh8fH4xGY5lKsGVnZzN+/Hiy\nsrKIjIzk/Pnz6PV6goODuXTpEoGBgRgMBk6dOoUsy2RnZ9OwYUP0ej3p6eno9XqsVqvqu6jganVW\ncH2E6KtB1JZZ8Y3q05VRLmks1zPmZrOZrKws4C/j7RzAkZWVxfbt28nOziYtLY2EhAQSEhJIT08H\n4LHHHmPRokWFot3sdjv//Oc/6dKli0vBJ8syL774IgaDgS1btriMlGvWrFmh853Tvvz+++/k5eUx\ne/ZsJNmOXGABLz8KCgp47733aNCgAV27dgUc9XbBEXF33333lfQVCwRloiKTUFfXFvV3K/pZeZ7/\nyryXokEURQWdLMvF3ESMRqNaJkzx4bNYLGrVi9zcXFq2bImfnx/bt29n1qxZXL16lTvuuINhw4bx\n0EMP0adPH7y8vLh06RKLFi3iwIEDHDhwgPj4eABat25Nt27duOWWW/Dy8sLHxweNRoOvry/e3t54\neXnRunVr2rZtq67m3SjBBzBixAjmzZvHmjVrGD58eKmumTJlCtu3b2fs2LE0btxYtYtNmzalUaNG\n6ncaFBTEH0d/RqdzZC1w3uWoX78+BoOhUF1hJYG+oPQI0ScoRtFI18oUgO6MuGKUgUL1bkszQ1eu\nU4yk86qespKnnGOxWAgKCuKzzz7j448/RpZlwsLCCAsL45577uHxxx8nLCyM9u3bqwEbzrP/DRs2\ncOzYMfbu3VtIrCmsXr2aHTt2sHHjRtUHpihTp05l4sSJbN26lSeffJIHH3xQ/UxxsA4M8Ef69Rm0\nWWc43WQuY5+ZxOHDh1m8eLFqIPfv309YWBgJCQlqPj+BoDSkpqaWKIIq8sy7uraov5ur59/VxK08\nq43u7ExJq41Fo/pdpXFyFh3JyclqtRyTyQQ43EaUzw0GAykpKbz99tvs2LGDiIgIDh06RPPmzQHH\nJDI9PZ1p06Yxf/588vPzueuuu1TXkPvvv7/Ys52VlcWpU6e4dOkSiYmJJCYm8vPPP6vRuzqdjoYN\nG1K/fn2Cg4MrfRWsY8eO9O/fn1mzZjF06NASzz906BALFy5k8ODBDBo0SN0qVgR0SkoKVquV8+fP\nY76wj6dD3mdP1jCMaQ8CjklydnY2rVq1AlwLbUHpEaJPUAxnA1zZfobu2lOMsLJtoCzZO4/FWXwV\n3bq9ePEiP//8M23atFHbVQy2xWJRU7Kkpqby/PPPc/DgQV566SXee++9Ys7YRZFlGYvFwsGDB5k2\nbRoRERH06NGjWBWNtLQ0Xn75ZYYOHcqAAQNcVv9Q/FwCAgL4+eefCQ8Pp0mTJhQUFCBJEpmZmRj0\nPngceR4pYRkAV3++l9TUluzbt4/77ruvUKqY1q1bC9EnKDNms5mEhIRiK26V3YezwDIYDKq/mytB\nWBZfu9L07WxnlPdpaWkEBga63BIsavdc+e7JslysLWXbMSsriytXrlCvXj18fX3x9fUlJSWF1157\njZMnT/LBBx/w0ksvodFo1ECIDz74gC+//JL8/Hyee+45xo8fr/rcHT58mKNHj3Lq1Cn27t3L2bNn\nMRqN6sQQHNG3StWe7OxscnJyin0XXl5e+Pv74+fnp26p+vv7ExAQQK9evWjSpAngqMihiNGi5OXl\nFZrkvvTSS/Tr148VK1bw9NNPu7xGCT578cUX6dy5MyNHjsTDwwNvb288PT2RJAmz2YwkSTRq1Iiz\nh1fT1fI23pKFh32/ZactmOTsjsTHx+Pv74/VaqVevXqqoBaUDyH6BMVwNTuurB+Gkoy48+fO2ys6\nnU597+Pjw9GjR9m9ezfHjx/n1KlTnDp1CnAYwT59+tCvXz/uvvtu/P398fb2Jjk5mQ0bNjB37lya\nNm3K3r176dGjh9tx5ufnc/jwYXbt2sWePXs4ePAgeXl5NGrUiFmzZqklhpxF4uuvv05OTg6ffvpp\nqVXMGt0AACAASURBVKJn9+7dq67yKW2ZszP5+lnQXBN8+QVwRnqYY8eiC/1IpaSkEBMTw913342X\nlxcBAQHX7aumOdYLqpe8vDyXK26ViasJXln//ZX332tRO6O8V/zB3AVh6PX6Qs9u0f6dV/nAUfas\nWbNmhIaGkpiYSL169dQyaMuXL+fTTz+lefPmHDhwgDvvvBNwbFVGRUUxffp0Ll++zIgRI5g0aZI6\nNlmWuXLlCqtXr+a///0vV65cUfPtderUidDQUBISEmjdujUGg6HQeG02G+np6Woi9/T0dLKyssjM\nzCQrK0sVjRcvXiQpKYmoqCgeffRRRo8ejaenp9vEzUWjhe+55x769u3LvHnzeO6551wGgMiyzPz5\n8/njjz944403CAwMRKfT4eXlpSadNxqN5Ofnk3v5AF0tb+MpOer7XrQ2x6Rtjb+fH1qtlsuXLyPL\nsuq7rfw/MZlMIpCjjAjRJ7gulS0SSmrP2WfGZDKpPxo6nY7U1FTmzp3LwoULycjIQKvVcscdd/DQ\nQw8xdepUOnTowP79+4mOjmby5Ml4eHgwYMAAevfuzZo1a9i/f3+x1b2iHDlyhAULFrBmzRqys7Px\n9/enZ8+ezJw5k969e3Pbbbe5FHTR0dEsWrSIefPm0bhx4xK/h/j4eE6ePMm0adP+Omi38UjQWu5u\n7Ui/kG+DmKC3eXr0O8WuV7Lh63Q6QkNDSxSZdTEyXFB+lBWqG0lFfAKdJynK+7LYIlfuI8r70tbf\ndtWXsrWo1WpJSUlBq9VisVjUz5Vgi1WrVrFy5Uqef/553n///UJ9jxs3jujoaAYPHsyXX35JeHi4\ner0sy3zzzTfMnDkTrVZL165defrpp2nfvn2hXYWcnBwMBgOXL1/m5MmTtGjRgvDwcLRaLX5+ftxy\nyy0u7+vy5cvceuutgGNlb926dURFRbF//34WLVpU4vfizMiRI3nqqafYt28fDz30ULHPDx06xFtv\nvcWECRN49NFHycvLw8vLC61Wq7rgpKSk4JH5O80uTMFTdiR8vpjXkn3SFBo2bklgYCCHDx8mIyMD\nX19fkpOT1WwLyu+DszuQsG0lI0SfoNowm83FEpc6z6Sd81nt2LGDl19+mbNnzzJp0iQeffRRunTp\nUmxmftddd/H3v/+dy5cvEx0dzZIlS9iwYQONGzdmz5499OjRo5hAysnJYfXq1SxYsIDDhw/TrFkz\n/vnPf/LII4/QqVMnNT2Ku3uYMmUKX375JSNHjmTChAkl3ndSUhIDBgygadOmDBgwwHHQbkM6/Cx3\nB/0JOFb4zB2/pkP7scWu/+WXX5g8eTJ/+9vf2LZtGxERESX2WZEfYEHdJDAw8Ia2X5Yf4aIr0UX9\n6yoSRVwWwVjUbcTdNRaLhYCAANLT09W8nmfOnCEjI4MTJ06wcuVKPvzwQ1577bVC4nrFihVER0fz\nzTffMGrUKNUPWbnH6dOns2rVKp555hk6dOhAw4YNi/WdlpbGH3/8wcaNG0lOTsbb25tDhw7Ro0cP\nHnjggVJ/N97e3jzxxBOEh4fzf//3f+p9lwaTycQ777zDbbfdxj333FPs859++olHH32Uzp0707Fj\nRzXtitlspnHjxur/F4+M37kt+S/Bd8XWhgMer6LzcexcxMbGotFo8PPzw263F4ugVtK2iAlt6RGi\nT1BtFI2udTb2ly5dwtvbm/z8fGbMmMGSJUu4//77iY6OpkOHDmob7mbtjRs3ZvLkybz00kucPHmS\nRo0aqb4vChcvXuSTTz5h6dKlpKWl8fDDD/Pdd98RGRlZaLvCXR+HDh1i7NixXLp0ifnz5/PCCy8g\nSdJ1VxJMJhMRERGkp6ezd+9edTtFOvE2UsK3gEPwTVodwoInxxVr69y5cwwePJguXbowZMgQVqxY\nwcSJE/+fvfMOb6pu3/jnJF1JuktLKaMteymoOEEEQRREQAXZqGxBBWQ6WYKIIiBLXwTkx5YNIns5\nQEbZlFXoonQm6Uyapsn5/VHPMUmTDoai9r6u93ptzswheXJ/n+e576ekxwzcP8rwCtwfUKlUJSof\nb6cdQDpGQnmPtf3hdlykpKWlYTKZbkvQ4YwQOJZppRKhFJO0Wi2JiYnUr19fNlSW9lcqlVSqVAmN\nRkOtWrVQq9VcvXqVvLw8rly5wvz58+nYsSNjxoyxu5eDBw8ybNgw+vbtS8+ePe22WSwW3n33XQ4e\nPMj06dPp1q0bBw4ckLebzWaioqI4fPgwZ86cQaFQUL9+fdq1a0dERARHjhzh0KFDpKam0r59+zI/\nH0Du40tKSirT/iaTiX79+mE0Gtm2bVuxcY/79u3jlVde4amnnqJRo0bk5uaSkZFBSkoK2dnZFBQU\nYDabURak86xxJO4UPddUsR4/Gd4iKy8byEav1+Pn54efnx81atQgIiJC9joMCQmRq0JSL/jtfD7+\ni6ggfRW4Z5AIi60Jsq3HkkajkUmPrVBDr9cjiiKrVq1iyZIlWCwWvvnmG958801mzZpFly5dePvt\ntxk6dCienp4uSZYgCAiCYOd9Je27a9cu+vbtC8CAAQMYPHgwkZGRcgnF9pyOgo2CggKmTp3KjBkz\naNasGdu3b6du3bryca7uJyMjg7Zt25KRkcHBgwepXbu2vG9h5CDcEzcg5sbRfZ6FVI86WK1WrFar\nnGXMzMykY8eO+Pn5sXHjRvr27ctjjz1Gs2bNyvTvUYEKSJDaAlzhdtoBnIklylOOddX7J/Vy2Qq8\npJgi/ei76utyPK9E3iShhrS4lJSgUkxKSUnBarVy5coVu8WowWAgICAANzc3KlWqJN+fWq0mMTGR\nOXPm0Lx5c1avXo0oilgsFvR6PRcuXKBr1640b96cadOmybZQZ8+eRaFQ8P3337Nv3z7GjRtH7dq1\nOX36NKdOncJgMMgLxJycHIKCgnjsscfQaDSYzWYSExNJTEwEoFGjRly+fJlly5ZhNBoJCgpy+qyl\n2boSrFYr7u7uREdHo9frnR5TUFBApUqVEEWRESNGcObMGTZu3FhMQLZjxw66d+/Os88+S8eOHUlL\nSyMgIACtVktoaKjcu2wwGMjNFbmq7kxjy2py1A9ztHAUVoMRb2+R2NhYRFHEbDYTGRlJrVq1yM/P\nR6/Xy4kCaR65SqWy+3xUkL6SUUH6KnBXUFJmID09HZPJJBM/WzgGbIvFwq+//srixYuJioqid+/e\nfPnllwC89NJL7N27l7Zt2zJmzBi+/vprpkyZQq9evexIGbjOzomiyLRp05g0aRIvvPACK1askK1V\nXKl3bQUb0dHR9OvXj3PnzjFx4kTef/99p55YjufR6XS0a9eOtLQ0Dhw4QP369e22K30iEFvv5/Lv\nP7D55DheeeXPACkIAhaLhR49epCWlsaRI0fQ6/Xs2bOH5cuXO32fFajAnUAiOmBvoVTaMVKJUFJa\nlud6zs5vm2GzzUxKMUWr1RIWFiZ7/zlT5DqK0iRTYTc3N9RqNRaLBYPBIIsCJPJ35coVO7WoRIj0\ner3dBB2A06dPM3XqVB5//HE2bdpkdx8JCQn07t2bunXrsmzZMrttoiiyd+9efvrpJ4YMGWLnt3nl\nyhUMBgOnTp1CpVLxzDPPyMreY8eOORVdhIWFodVqWb58Od26dZP79yRkZ2c7JftVqlQhMzPTaTkZ\niuKyn58fc+fO5YcffmDZsmW0bdsWURTlqsihQ4fo1q0bHTt25NVXX8XDw0OOrWq1moCAAEJDQ9Hr\n9SgUCnJzc7lIJ36PTmL6/0XTs+8lqlatKp/TaDQSGRlJ5cqV0Wg0GI1GLly4gEqlwtvb2+63o6J9\npexQlL5LBSpQOpx5+6Wnp2MwGAgODsbT0xO1Wi0bIBsMBhISEli/fj3jx4/nlVde4YEHHiAyMpKh\nQ4fi7+/PgQMHWLFiBQkJCTRr1owzZ86wa9cudu/ezblz52jSpAn9+vWjRYsW8ozJkqDX6+ncuTOT\nJk1i4sSJbN++3aWXnjNkZmby5JNPYjAYOHr0KB999FGZTVAHDhxIUlISe/futcs82kFTHY/IlwGK\n9emtWLGCffv28cMPP1C3bl0WLVpEUFAQr732WpnvvwIVKCsklSTYG5qXdoxGo5GnK9yNH2BbkmY7\nLlGKKdWrV8dkMuHp6UlaWpocc0q6R1vyGBwcLBOdlJQUmbQGBwdTr149uzYPqQfSYrFw5coV+Vp7\n9+5l1KhRPPLII2zZsqUYqevXrx++vr6sWbOmWCk0NjaWJUuW0KlTp2Jl2fT0dI4fP05QUBAtWrQo\ncXyaBA8PDx5++GEiIyNZtWoVN27cKPUY6b2V1tN34sQJ3n//fUaPHl2sPA3Qv39/WrRowWuvvYab\nmxsBAQHUrl2bwMBA2SImMDCQyMhIzGYzVquVtWvXMmjaYQqsHqxbt478/HzZoaFOnToEBgbKz+z6\n9euIokhWVhZGo9HucylN6qggfaWjItNXgbsCZ2UU6UsplXXT0tI4dOgQv/zyC1FRURw7dkw2R65b\nty6tWrVi0KBBtGjRgocffhiAlStXMmjQIB566CE2bNggK2MbNmzI5s2bOXToEEOHDuWhhx7i448/\npmvXrtSoUcNuFi4UrcS7du1KVlYWO3bs4IUXXij3e7x06RI5OTmsWbOGJk2alEkFCEWr6x07dvDF\nF1/Y9SM6Q82aNYuVXwAOHz7Mww8/zLPPPktubi7ff/89b731VrH3WYEK3E2UN4NytxS7jlYrjueT\nYoooihiNRvlY2xKwreWT7fmk8nB2djYmk4ng4GDZy9Mxe+bp6Ul8fDz5+fnk5+cTFhYmOwfEx8ej\nVqtZsWIFGo2GrVu3FrvPtLQ0rl69ytKlS+VysC2OHz+ORqPh9dftBVsmk4mYmBhCQkJ49NFHy2QB\nJcHNzY1WrVrZjZksCUlJSZw/f55evXq53EcURcaNG0ejRo2YPHmyy/M8++yzCIKAl5eXLLrw8/OT\n7WOMRiP5+fm4u7uTlpZGVFQUPXv2pFWrVgwZMgS1Wo2bmxtJSUm4ublRp04dIiIiSE9Px93dHZ1O\nZ+crWJ5scgWKUEH6KnDbcGa+KsE2WOfk5DB27Fi2b99OcnIyPj4+PPfccyxevJj27dtTpUoV+Tip\nxGqxWJgwYQKzZs3ijTfeYOHChU4JzjPPPMPp06fl7N3HH38MQGhoqDxpIzAwkKVLl9KoUSP27dvn\n0s6gNFy7dg0oGotUHuzatQuz2Uznzp1v67pQVM6RPP1WrlxJTk4Ob7311m2frwL/bTgz8XWG0jJ2\nzmLA7WZbJNLmaMEhZc5sSZy0v+N92np82k7UcCbikHoP09PTZQsbKbtpu09GRgYxMTEy2ahWrRrX\nrl0jPz+fmzdvsmrVKubNm+e03CpVIBzbOSScP3+eJk2aFCNnmzZtoqCggMaNG5eL8EmIjY3F3d1d\nvueSsHLlSoKCgkpcCO/evZujR4+yfft2l9UNDw8P2TjabDbL/54KhYIqVaoQGxuLQqHAw8MDd3d3\nEhISSExM5IMPPuD48eNAUXnaYDCg0WiwWq3cvHlT/jfJycmRjez9/f1d9nFWoGRUkL4ScK8Mbe8H\no9y7cQ8lNXtLX8jk5GQ6duxITEwMAwcO5MUXX6R58+Z2Rp8SjEYj+/fv56effmLHjh0kJSUxe/Zs\n3nnnHeBPh3dbiKKIl5cXM2bMYMSIEVy9elUuIUsjio4dO8Ybb7zBrFmz8PDwcJmhcxRsOL4eExND\nWFiYPIezpL5BW2zdupUmTZpQo1pVrNpTKIIeLvO1RVEkMzOTy5cvM27cOKxWKwsWLKBTp04u3fMr\nUIHSUFbSVxrKI/iQvheOM21tX5Pgag6vo42LRNwkoijtl56eTk5ODgaDgSpVqth9JyURh23mTZqq\nId1nfHw8GRkZqNVq3N3dCQ4OlqfmSBMkYmNj2b59O7Vr16Zfv36YzeZi7/nChQu4ubkRGBhIVlaW\n3basrCxu3LhBgwYNiIqKkl/PzMxk48aNVKpUibi4OKfP0mKxyEpWR4SGhnL9+nUqV65MSkqK3TZB\nEOxeu3r1KlFRUbzxxhvF1NcSzGYz06dPp23btjz77LN2lQir1SrPH/f09MTb25vAwEDy8vKwWq0U\nFhYSHpBHWlbRs7l165a87969e3nllVfs3v+5c+do0KABOTk5spimWrVqaDQaKleuTHZ2Nt7e3vKk\nFMdYezsE+b+GCtJXAu6Voe39YJR7N+7BdmXtjERGR0fToUMHLBYLv/zyi9NZtmlpaWzevJkdO3aw\nf/9+jEYjNWvW5OWXX6Z37948+uijxY5xhPRFDwsLk8u/JY1UcxUYHCdsOL4eExNDnTp17PZxdS7p\ndbPZzM6dO3nn7WEIJwahjF8LT2+GMPtVtSsvQFEUOXnyJACPP/44hw8f5uLFi8ydO9fpdStQgbLA\n1u/sTnA75VzHMqz0mjQq0dXUDGctJNK+JpOJ7Oxsbt26JWeL1Gq1PHrMEZIYA4oIiF6vl/sCNRoN\nOp2OwsJCuaTr5eVFdnY2165dQ6lU4uXlxenTp9m1axfr1q1z2WZx5coVIiMjnfYOHzp0CFEUadq0\nqd1Ena1bt9oplG8HaWlpvPzyy8V8+7Kzs2natClQRBznzZtH48aNGTx4MFartZjQDmDx4sUkJCSw\nefPmYot123jq4eGB2WzGZDIhCAKFhYWEut+kZswYgj0actzrfRQKBenp6Zw8eZLr16+zbt06BEGQ\nM50ZGRkYjUY5G2gwGGRyq1arqVGjBj4+PvdkpvB/BRWkrwTcK0XQ/aA0uhv3YEvwpPE+kopOo9Ew\nduxYEhIS2LBhg0z4HNGlSxdOnDhBixYtmDx5Mi+++CL169e/71Zs0dHR7N27t9zCif3795Odlcm7\nj59FiN0BgPjba9DpBngW7/FxhiNHjuDn50e9evUYN24cDRs2pHXr1uV+DxWogIQ7IX0ltXWUBc5i\nj0ajIT09XSYVzhSmttN6pL8l0qHRaIiLi8Pf3x+TySTbebi6N09PT9lNQDJPlv5fEo7cunULk8lE\n1apVMZvNsn+fQqFAo9Hw448/8uijj9K1a1enfbgAZ86csZu4YYuff/6ZSpUq2ZlkJyYmcu7cOXr1\n6sXq1audP8BSkJubi8lkcllSlrBv3z6uXbvG//73P5fx1mAwMHPmTHr27OkyhkuQZhUbDAbMZjM1\nvNNomPoxCvLwKzxKlbzFXCt4gZSUFM6ePUv79u156KGHAOSSsVarJSMjgwcffFAW6AQEBGA0Gu2q\nLBWCjdtHBekrAfeq/Pp3lnXv1T1IQdtisciD3D/55BO0Wi3du3fno48+4qOPPirWu5KcnMy4ceOY\nNm0aUHIm7u9CdHQ0bdu2JSwszGUTsyt8PXc2m8b5Uyn7D8InuMET35eZ8AHs3buXZ599luPHj7Nj\nxw6++eab++4ZVeC/gzutEtiSN9tSb0RERJnP6VgiVqvV8vES0tPTuXz5MtWrVyciIkJ+3TZWSV5/\nnp6estMAIAsRcnNzSUhIkImUyWQiPz8frVbL6dOn+eWXX1x+F3/88UeOHj3K//73P6fbL1++XKzn\nTqpolMdVwBGenp4olUq5MuEKe/bsoWnTpjzwwAMu99mxYwdarZZRo0aVet169eqRm5tLbGwsjavk\n81juTDz+mKUbbwxna2IjriecZNOmTQQGBspWXABt2rShSZMmrF+/XibaISEhKJVKmUjqdDoAfH19\n5QxoRV9f+VFh2fIfRV5e0Qi0slgxlOUYKWgrlUq5TFK5cmVWrFjByJEjmTp1Kp999hnwp4Gx1K/m\n7+8v/221Wu22277uDM72Le085Tnm4sWLtG3blpCQEPbt20dQUJBdP5/03xMnTmT37t12x+7auYPu\nEXvp/GCREasouGF9cjXWql1k42XpfxaLxek9ZWVl8fvvv/Pcc88xefJkGjduTOfOncusHK5ABe42\nHG1PbhcGg4Ho6GhiY2Plsqqr0WdSSTA6OlomfBLxlDz2AJm0FRYWEhMTg9FolM2Lpf3S0tJk02OJ\n7N26dYucnBwyMjKAImLq6+tL1apVUavV5Obm4uPjgyiKaLValixZwuLFi3niiSecvre8vDxGjhzJ\n888/z4svvuh0n4SEhGLkrlq1aqhUKq5evXp7D5Ui0vfkk0+yc+dOOWvpCJPJxMmTJ2nRokWJ51q3\nbh1PPPFEmcRvbdu25cCBA6RE/8jThVPx/IPwXUgL5L1t9UhI1rFs2TKef/55Tp48aZeJDAoK4siR\nIwwYMID169ezbt06jh49ypEjR0hISCAuLk72KI2KiiImJobs7Oxy/X5VoAgVmb7/KMqyWncs45R2\njO1qXWqW1mg0jBs3jqysLKZPn07v3r3lAGK1WsnOzsbf319eLZfWV3evXne2TcrwhYSEsH//fqeW\nC1BUkpk6dSohISFyk7S10EzBz31544+WGlFwg+ZrEaq9XKZrSzhw4AAWi4V27doxevRoxo8fj4+P\nT0WmrwJ3jNIWDq4+Y7aZOmfijJLIoO1+kq8eUGzUGfyZxZGEFXFxcXh7e8t2LAaDgfDwcLu4JE1n\nyMvLo3bt2uh0OqpVq2an5k1JSUGhUJCVlYVarUalUhEWFkZycjKenp5otVr8/f2pVKkS165dIzY2\nFj8/PyIiIjhz5gxLly7lu+++o2/fvnJZNzc3166KMXHiRNLS0ti2bRtpaWm4u7vbPYeCggJSUlKo\nV69eMYJXpUoVzp49W+K/TWmoXr06v/76K6tWrbIzaPbz8yM0NJSrV69SUFBAjRo15JilUCjsBD6p\nqakcOnSIGTNmkJ+f73ThbTsxqFevXuTf+pVRTXbi7VH0XI7EuPHCDD05xj14eXmxaNEiBg4cSGFh\nYbGSuLu7O3PmzKFly5YMHTqUqKgoHnvsMdRqNUFBQZw5cwZBEEhPT+ehhx7i1q1b+Pr62n2OK+Ji\n6aggfRQp2crqOv9vQVl6+pyRPNsGaFfndRR25OXlMXjwYHbv3s0777zD9u3bEQSBnJwcRFG8L72W\noqOjadOmjZzhc0X4oGiIOthbuRxa+Y5dho/ma6H6K1DODN2ePXuoW7cu7u7uGI1GHnnkkYpyRgXu\nOgwGg2zOK801tYXt99nZ56+kBaFjLLBV4AYGBqJUKmXSZyvGAORrqdVqeQoDFIkQpPJscHCwnHkU\nBKFY+VgifLm5uSQlJSEIAkajEYvFQmJiItWrV0etVhMYGEhmZiY6nQ6tVkvdunVJTk6WhQabN29m\n2bJlLFmyhH79+tm9Rzc3N1l9f+HCBRYsWMDHH39M7dq1uXXrVjEBxI0bNxBFkcjISHmEowSdTseG\nDRt47LHHio05k3D9+nWXdiyiKFK9enUiIyM5c+YMTZo0sRNb1KpVixMnTuDm5kbr1q3le7NYLHYG\n0N9//z3u7u707NkTX19fp55/tovVKqGV+ajtdYQ/lLpi8NM88eqP6D5Qy96G0vlLWny/8sorPPro\no/Tu3ZtNmzZhNpvp2rUrfn5+xMTEEB4ejlKplD8jFUSvfKgo70Ixd+//AkoqpdjuIwVTyQbBmdWK\ns7Kv4/mrVq1KmzZt2LNnD7m5uUBReQNwGdj+Lly8eJGnn36aypUrl5jhkyD599kOLP/gm9NsvlLH\nnvCVE2lpaaxfv54XX3yRU6dOAbie5lGBCtwB8vLyyMnJIScnx2kcdCRrUqlUmn7hWPK1jQmOhFDa\nLyQkhJo1a9KwYUM5Q2cymWQxhtR7d+nSJdRqNY888ohcElQqlRQUFJCbm+tS4Zqenk5qaipXr15F\np9PJ4pVKlSoRFhaGUqmUe8UMBgOenp7k5+ejVCrlLFRERAQBAQFcu3aNZcuWsXTp0mKEzxY6nY7u\n3btTv3593n33XZf7SSVnWxGHhLp16yKKotzDdrto0KABaWlpcpy1xZkzZ6hdu7bTeA5FBHDlypV0\n6NDBTlms1+sZOnSoPP/WDoICsfkGRFUYYnBLrE9vB3dvFAoFAQEBZZooIiEiIoJDhw7Rv39/tm/f\nTl5eHoIg0LhxY+rXr0/NmjW5devWf+o3+27hX0X6BEF4WhCEbYIgJAmCYBUEoVNZjlOpVHelR+Xf\nBlviJpVrpWBsC2mFHhcX57Lf7+LFi6xYsYKPPvpINjE9ePAgHh4esi3L/QBRFHn77bcJCQnh0KFD\npRI+gGnTptGiRQvmz58vv3bjRizRHv3ghajbInwAY8eORRAE3n//fX766Sdq165928bSFfh34nZj\nniM0Gg0+Pj4olUq5T85xu22MjIuL4+LFi7KPnDQGy9aCxRnRs93P9r+lqRrSWDRpjq40Y9dWZCGp\naFUqFSqVCoPB4HTRHhwcjIeHBwEBAQQGBhIaGkqdOnXw8PBApVKRn58ve+t5enqSmZmJl5cXHh4e\nFBQUcOzYMS5fvozRaGThwoVMnjyZvn37lvgcP/30U/R6PRs2bJD965xBer7OSFdgYCANGzYkNjZW\nNjsuDwoKCti7dy87d+7Ez8+vWLzet28fP/30k8teQ4D58+dz+fLlYgbw0lz0tWvXOj/Qty5im8OI\nLYsI353A3d2dr776itDQUHbv3k2TJk0IDQ2VS77e3t4ljtyrgHP8JaRPEITqf8V1AA1wBhgOlLmO\nplKpSs163Q5uRyxxv0Kj0eDr6yvbsThuk+T1eXl5dsIIq9XK77//zjvvvMODDz7I+++/LwsmDhw4\nwFNPPYVKpbptAcbdel3atnnzZg4fPsxXX32Fn5+f3fbCwkI2btyIVqu1E5eEhoby888/y0E0Ozsb\nrVZLeHgEol/j2xKk7N+/nxUrVvD5558TFBTEzp076dChQ7EMSwXuT9zvMc8RkvpVmmnrGLMcM/fS\n2DJXn0Nboicda1sWdvwc25JEKW7GxcWh1WrJzc2VR6Xl5eWRnJwslxpDQ0MJDw/HZDIVI6sajYaq\nVavK+0o9xxEREeh0OhQKBX5+flStWhVfX19UKhUeHh5UrVoVlUpFVlYWv/32G8uXLweK5meX+I1o\n5gAAIABJREFUhAsXLvDdd98xYcIEqlcv+Z9fInuuhBa9e/fGy8uLY8eOldlI22KxEBsby2+//UZ0\ndDTPPPMMAwYMsFu4pqam8uGHH/Lcc8+5zFhevnyZKVOmMHz4cJ588km7bVLWsEQ7Ge+ad0z4JKhU\nKqZMmcLGjRs5c+YM1apVA4oIvZSNrYiF5cNd7ekTBKEFMAD74CMA9YCn7ua1nEEUxV3Arj/u5W8v\n9N8PJsxlRWkTOmzLNrZ/w58/GFJjtmS6umHDBhYuXEh0dDSNGjVi5cqVuLu7I4oiFouFw4cP8957\n79n1ZPydQg6z2cy4ceNo37693fBzQRDIy8ujT58+bN26leDgYGbNmuVyVqUUGCMjI4tdqyz3ZTKZ\nGD58OC1atODNN9/kwoUL3Lx5k44dO/6jPlP/BfzbYl5Jvb62MSI8PFwuq0ZHR8uzcG3PIx1j+7ft\nuWxHrkFRX5zJZJJLh5mZmSiVSqxWK3l5eVy5cgV/f3/5h18ikdLxjiPc4uLi5NYLPz8/uWcxJSWF\n/Px8BEHAx8dHziQmJyeTkpIiZwWlHrfs7Gxeeukl/P39nU7dgKLpGmPGjCEiIoI+ffrILSyALBBx\nfP9QRMJcEb/IyEiuXr3Kb7/9RsOGDe3GnxUWFsrlX6kUnJSUhNlspmrVqrRq1QovLy+7KSAmk4kf\nf/yRsLAwxo4d67REazKZeOuttwgPD+eDDz6Q700SS0iZ3Z9//pm4uDiqV6/udJIQFMVTV7N/CwoK\nXI5zKywstHtePXv2ZM6cOfz444+0bNlSFvBI+0oCHqjo7ysL7raQwx14VxRFu0+TIAjtXez/r8Zf\nZcJcGmEry3FlIRNpaWnk5OTg4+NjV2aUVuAGg4Hr16+zZs0adu7cSU5ODl26dGHevHm0atXK7gt5\n+vRpsrKyePbZZ2//jd9FiKLIjBkziI+PZ/v27XbbtFotL7zwApcvX2bOnDkcPXqUfv36sXz5clas\nWEFoaKjd/lJgtPUGKw8+//xzbty4wcaNG1EoFOzYsQONRkPLli0rCN/9h39NzHM2Hq2kGJGXl8fV\nq1fx9i7K6jgKvBz3t/3+S8dLkzRMJlOxKoKPjw+JiYl4enpy8uRJlEolRqOR5s2bA0XfM1sFaFJS\nEsnJybi7u1OjRg30ej0GgwE3Nze5pSQtLU0+p6+vL+7u7ly8eBEPDw90Oh35+flkZWXJVY3jx49z\n/vx5PvvsM5cEBopM2H/99VfWrl1bbAavn59fMfGLlH2rVauWyz7dzMxMnnjiCVasWIFWq6Vz587k\n5OSQmZmJ2WzGzc0NvV5Peno6er2eRo0a0a5dO/z8/ORnJMFisfDhhx9isVhYvXq10xGOVquVZcuW\nERUVxcGDB+0yhJJ/akJCAk888QTnzp1jzZo1TJgwodwTjqCI4Jf0PG2Pc3Nz4/PPP6d9+/YcOnSI\nli1bEh8fb5dNriB7ZcddJX2iKB50fE0QhHCKAuO/Hs6c6v+KH+fbzf44C+K3c795eXmYzWb279/P\nnDlz0Ol0DB06lKFDh8orMkf89NNP+Pr68thjj5X7encbiYmJvP3222zfvp0JEybQoEEDu+3ffPMN\nly9fZtu2bTRu3JiBAwfSvXt3ur76CnH7JhDa6ztQ/PlVOnPmDL6+vsXIYFlw4cIFPvvsM9577z0a\nNWoEFPU+tmrVCk9PT9kGpwL3B/5NMc92USctWFzFCEn44eHhgcVicanod6X2t1X5S1YqjrFTrVYT\nEhJCXFwcPj4+5Ofny3Nd09PTyc3NRa/Xy+RBOoc0visgIIDCwkKCg4OJiIjAYDBw8+ZNoGghl5+f\nL2f9KleujKenJ9nZ2RQUFJCZmYmPjw+nTp2iSpUqtGvXzqXFjdFoZOLEibRt25bnn3++TM9asnBx\nleWTEBwczKuvvsrq1avtRi+6ubkRFBREQEAADRo0oFGjRvK/mbNs5NKlSzl9+jTTpk1zObM7JiaG\nTz75hGHDhvHUU86T1PHx8TSLhOeaPsGqVauYMGFCWd7uHaNt27a0a9eO5cuXU69ePTw9PYmMjCzR\nSaICznHPLFsEQRgCSF2vccC2e3Wt+wV/V+ntdgmb5JUliTOcjT6yhdTT43id06dPM3PmTA4cOMDT\nTz/Nvn37iIyMLNEHbPPmzXTs2LGYf9VfCYvFwqJFi/jggw/w8fFh/fr1vPrqq8X22759O+3bt6dx\n48ZykIkIr86SwfCk8v8QjxjhqVUy8du1axdt27Z1WfZwhdzcXLp160bdunX55JNPgD9n7w4bNuwO\n320F7jX+DTHPaDRiMpnsvuuOZEz6Xvv4+ODj4yPHjfT09GLxwZk61RaOkzhsY6jtpA0oUsbeunWL\nmzdvYjabCQ8Px8vLSxaYKZVK+dqVKlUiJCSE4OBgu/sxGo2yVVRGRgZeXl5yOVelUiEIAmazmbS0\nNDZt2sTx48eZNm0abm5uLku7H3zwAampqaxfv77Mz3nLli2oVCo7ZawrhIeH89577xETE4O/vz8B\nAQFkZGSUWcm/a9cufvjhB9566y157Jkj4uLi6N69O+Hh4UydOtXluR6vo2RKq99xU0JGRslj2e42\nJkyYwLPPPktycrLT3vIKlA330qcvAfhYFMWDgiDcHzU8Fxg1alQxr7iePXvSs2fPcp3nryrnOruu\nq2uWRLyk42yVbyV5dalUKruyz7lz55g9ezbr16+nUaNGbN26lY4dO8qpdlfXvnr1KufOnePjjz8u\nto/VanVKlu726/Hx8bz++uv88ssvDB48mM8++6yY0ScU9f8cP36cLl26/NnEnpeD+tw7svEyNzcj\nao9DpSfR6XQcO3aMRYsWOX3/ru7LYrEwZMgQkpKSOH78uCxuuXHjBnq9nmrVqsk/hBL+iyWNNWvW\nsGbNGrvXbPuW/mb8o2Nehw4daNiwIf7+/sWIniNsyRgUET7H2dtljYeO3n/SQtR2e3BwMFarlaSk\nJPR6PSqVCpPJRGBgIHq9Xj7e19cXLy8vu57CvLw82QfQYrHg7e0tZ/gUCgU1a9akSZMm5OTkcOTI\nEX755Rd++uknNBoNI0eOZMyYMS7vfffu3SxcuJDp06eXOPLMFmfPnmXlypWMHz++zDYmnp6ecuYf\nyv7dP3v2LHPmzOHFF1/k5ZdfdiokS0xMpGvXrqhUKnbv3i2X64tBe5KvOl7A/Y+wNm9oWJnu4W6h\nWbNmuLm5kZmZScOGDf9TfqV3M+7dS9LXFDguCMJAoAZw4B5e644we/ZsHn74YafbJCUZUCZfu/t9\n9SH17djC1otPau6VArHj/hqNBp1Ox7Rp0/juu+8ICwtj6dKl9O3bt1iPhiAIToPT1q1bUalUvPDC\nC7cldLjT11evXs3w4cPx9/fn4MGDPPPMM4Dzub87duxAoVDQrFmzoucgWlCcGEw9j9+LjpEmbQQX\nlUP27t2L1Wqlffv25bqvJUuWsGbNGlavXm03nigqKgqAhx56qBjp+y/C2WLs1KlTPPLII3/THdnh\nHxXzHLM+EnGTCJcU98CemNn2/kkN9AC3bt2SCaOUpXPWG+jsMyyKomzbIimDExMT8ff3x8fHB41G\nQ2ZmJm5ubnh4eMiZuYCAAPR6PZ6ennLmTsr45eXlyYIKKTb7+PhQWFiIt7c3ZrOZ/Px8UlNT+eCD\nD9i/fz9xcXE0bdqUBQsW0KNHD5kAWSwW8vLy7GKcVqtl0KBBtGnThhdffJHU1FSnz/rGjRt4eXkB\nReXccePGUatWLZo3b87x48ddHif17jmDwWCQR8Y5QqlUotVq+fnnn1m2bBkNGzakV69e6PV6FAoF\nBQUF8r4pKSl069YNhULBqlWrCAkJKTYpA0DMOIH70U64i0XPUwx+GpqvxWw2u6xomEwml2INqTUA\nitwOkpOT5ckhBQUFTomnUqnkgQce4OLFi/Jv0n8lHt7NuHcvSd96URRjBEEYS5GlwD2HIAgaoDZF\n6jmAmoIgNAF0oigm3s45HYnQ30Hqbleo4epchYWF6PV6AgICcHNzsyvrSk3IUt8MIAdWjUbD+PHj\nWblyJb6+vsyYMYPhw4fj6elZrqzT5s2badu27V/+LEVR5I033mDFihX06tWL+fPnl1pe2bp1K82b\nNycsLIzsLD3uUeMJ0G8FoNAqoGxpb7y8e/duIiMjXbrlO8PZs2cZOXIkQ4cOpUePHnbbTp48SY0a\nNVyvvitwP+EfHfMkoiT541ksFkwmE1WrVrVbcDiWYCWEhYU59fG0PcZWXets6kdhYSFarRaLxUJB\nQYHd99PPz4/CwkKqVauGUqlEFEWuX78OFJEgaZGqVqvJy8sjIyODlJQUvLy8qFy5sjx1w8fHh5yc\nHFJSUkhOTmbq1KkoFAq6d+/OypUrefzxx53GM3d3d5ngiKLIyJEjKSws5Ntvv8Vqtbr05fPy8pLf\nx5IlS4iPj+e7774jKCgIf39/l+b0OTk51KxZ0+m27Oxsl4mKmzdv8t1337Fv3z46d+7MxIkT5fhh\ntVrlFpWUlBT69OmDKIrs2bOH6tWrO2+30Z1EcbQTgvmPCUPBLRFbbkdw90ZpsdyWWEOaYLJlyxbG\njRtHamoqzZo1Y9iwYXTo0MHlcY899hiHDx+uELTdAe6ZT98fwU8QRfELURQ33avrOKAZcBqIoshC\nYRZwCph8uyeUVofSavOvhtToXN7h0lKG0pnJqrSSdwzQtj5WBoMBk8nEzZs3iYmJAYrG8vzf//0f\nn3/+ObGxsYwePVpewZYHwcHB7Nq1iyVLlpT72DvBli1bWLFiBd999x0rV64slfAdPnyYHTt20K9f\nPyLCqxMU8yfhMxfC1oyexYyXw8PDiY2NpXXr1ly6dKnUe7JarQwdOpQ6derw1VdfFdt+48YN6tev\nj6enZ4U/332Of2rMkzzzbLNs0udMrVbbmTJLWT5nsUOpVLrMvEhKS/jTWsXx8yztExQUJM/EleKu\nlGXz9vaWr+Pp6YnFYiE3N9fu3tPT0zlz5gzXrl1Dq9Wi1Wo5e/asrKrPzc3Fz8+PyMhIDh48SLNm\nzUhMTGTp0qU89thjZVrAfvPNN2zbto158+ZRpUqVUvcXRZG1a9eyZMkS3nzzTbts/t3EsWPHePfd\ndzl16hTz58/niy++cLpgzMrKomPHjuTm5rJz506Xgjt0J1EceqEY4btTH77r16/TvXt3Xn/9dR59\n9FGWLVuGt7c3/fv356GHHuLbb791etyjjz7K5cuXKwjfHeCuZ/oEQegBeABngQ6CICQBBlEUN9zt\nazlCFMXD3GUiq9Fo/tYpCCVNwijtOKnHJjg4WCaMUolaOqcrH63g4GDS09NRqVR4e3uTl5fHwoUL\n6devH6NGjbqj97R+/XpGjBjBoEGDOH/+PF9++aXLMsDdgtVqZcqUKbRu3Zr+/fuXur/RaGTw4MGy\nV57SmIA69xcACi0CY7ZU5fPVxUnrpEmTaNGiBcOHD6dp06aMHTuWDz/80K4MZoslS5Zw7NgxDh8+\n7JRAa7VaKleuLJtf22ZKKoLe/YF/esyzzf5LcUEiAc767dLS0lAoFLIQDJCrBVJVROr3sy0FS6IK\niTQ6Zgtty8FarRZ/f3/5My6VHCtVqiTfo8FgwGw2k56eLpNDpVKJIAikpKTg4+NDfHw8Wq2WmjVr\n4uXlJRM0Nzc31q1bR0xMDMeOHSMwMLBMz8pgMDBmzBiWL1/O8OHD6dy5c6nHGI1G5s6dy+7du+nT\np0+Z4s/t4MiRI0yaNImmTZsyf/58goKCnO4niiLDhg3j5s2bHD582GU2EUCIX3NXCd/NmzeZNm0a\ny5cvJzQ0lFWrVvHSSy8B8Oqrr3Lx4kXGjBnD1KlTGTJkSLHjpUqUbd9mBcqHe/FLqwFiRVE8KwhC\nd6AaoL0H1/nLIZVZJfwVP7zS+ct7LY1GI8/KlUo1tudxFXglSGar6enpXL58mcWLF5Odnc2kSZOK\nCRRcCTa0Wi03btzgxo0bpKSk0LVrV6pWrYqbmxuLFi3iwQcfZMSIEaSkpLBq1SoUCsU9E3Js3ryZ\ns2fPcujQIfl+f/rpJ9auXUvdunWpW7cu9erVo27durILfHx8PFu2bCl6j5oIaLOP3B0teX1eLqPn\nrJONph3RunVrzpw5w4wZM/j8889ZsmQJPXr0oE+fPjRp0kQuXWRkZPD+++/Tr18/mjdv7vRcOp2O\nxo0bywrHCnPm+xL/6JgnxQOp7Cf16kkZL1viJv1tWwI2Go12GTspc+ioxgXsziMtSJ3BsVQcHx9v\nF8P8/PxkYUZhYSEqlUpW7MbFxSGKIrm5uXh4eCCKItHR0dSqVYvMzEz8/PzYtWsX27ZtY/bs2TRp\n0qRMzyk6Opo33niD+Ph4Fi1aVOpINiiayz1y5EgyMjKYNGkS7dq1K9O1yotjx44xefJknnrqKUaN\nGuWS8AF8++23bN68mdWrV8t9dK4gNv0Ca2EuZF+FOyB8mZmZTJ8+nW+++QZvb28mTZrEkCFDii10\nGzVqRMOGDcnMzHR6ngMHDlCrVq1SJ55UwDXuBem7JYqi1MC8XRTFo4IgvHAPrvOXw7Ef7q/44XUk\ne6X199lul4iC9Lrt+dRqtUt1nePq/PLly2zZsoW3337bpceTIAjExMQwadIkrly5wvXr1+2+uG5u\nbnz66acsWbKETp06IQgCw4YNo3LlynTr1o169eoxefLkeyLkkLJ8bdq0oWXLIsmtKIq8//77pKen\ns2fPHrl/URAEIiIiSEhIYOTIkYSHh5OcnMz69ev55ZdfOLjXRO/Xi8YTORN+SNdWqVRMnjyZ3r17\ns3DhQtasWcPcuXNp2LAhffr0oXfv3kyZMgWLxcLMmTNdil50Op0cGCUFYgXhu+/wj4t50rg/QRDs\nMmy2wi2VSoXRaCQ6OhqLxULlypXRaDR4e3vLc3OlxaOnp6edgEIq4UrnlPrspGy1wWCwm7ogiThs\nF6VQlFkMCQmhUqVKpKWlYTQa7QQkPj4+hIeHo1Kp7Mir0WjE29ubgoIC2cg4MzMTtVpNfn4+8+fP\np3PnzgwfPtxO0WowGIr1k4miyPfff8/YsWMJDw9n8+bN1KlTx07ocvXq1WJTNyTfUn9/fyZOnEjV\nqlXlHkQJt27dcqnC1Ov1JCcnO91WWFgox6yzZ8/y5Zdf0rRpU4YMGUJubq7LNpCLFy8yYcIEhg4d\nyksvvWQn2igsLHTe0/fQfApNuXgo1eCg/pWscpwhMzMTd3d3oqKiGDx4MFqtlhEjRjB06FBMJhP5\n+fnk5+cXOy4xMVGeiOKI/fv388gjjxRbREif3/+io0F5ca8yfQCIonj0j//8a7Xdt4GyiCWcrYhv\n5zx3AldTMaRrS0an8GfJRbIssL0fR/d9278dG7UXL16MUqks0YgzMzOTVq1a4e7uTps2bXjllVeo\nWbMmtWvXplatWlgsFgYNGsTLL7/MjBkzGDduHFCU0v/000/56KOPeOKJJ3jhhbv7W2k2m5k1axbn\nz5/n559/ll/ftm0bFy5cYNOmTXTp0oXExESOHz/O9evXSUxMJDMzk86dO9O6dWtOnDiBIAg88cQT\njH1/EiNGjCjz9evWrcucOXP48ssv2bNnDytWrGDKlCl8+OGHiKLIvHnzCAkJcZrlk5rRfX19S7XQ\nqMDfin9czNPr9RiNxmIZfim+SH1zGRkZ5OXl2X0+pWy9VA2Qqgq259Lr9UCRCEwieJKa02QyYbFY\nuHXrFr6+vqSnp8sj1ipXriyfMzc3l/j4eGJiYggICECpVOLv709cXBxGoxGVSmVnIi31MSckJODl\n5YWfnx8hISHUqFGD5ORkrFYrOp2OqVOn4u/vz3fffVesSqBUKu1ey87O5p133mHDhg306NGDKVOm\nOG3VcHNzk3vnTCYTc+bMYcuWLbzwwgu8+uqrLkuoN2/eJCzM+UfF39+fBx54wOm2zMxM6tevz/r1\n6/niiy946qmnmD17Nh4eHrKHoSOysrL46KOPaNy4MV9++WUxkmq1Wl0QOCWCws9pRcXd3d0l0RIE\ngQULFvDpp5/StGlTtm3bJicNMjMzXba8ZGRk0KhRo2L3J30WRo4cKZM+V5WqCrjGvSB99QRBcBdF\n0QwgCIIXUPceXOeuoixls7L84N6N8lt5iKPtvs76/1zdjyOxc9xP+v+FCxeycuVKFi1aVGLfi0Kh\nIDs7m2HDhjFjxgyguAVK//792bJlS7HA8v777zNnzhyioqLuGukzGAwsXbqUWbNmkZCQIM+ytVqt\nTJ8+nYkTJ9KhQwcaN24MQPXq1QkKCpKfp8Vi4ezZs5w4cYKBAwcyffp0u7FE5YWbmxsdOnSgffv2\n5OTksGnTJq5du8bQoUOd7m+xWOjbty9ubm489dRTFUTv/sY/LuZJFiSOP5YGgwGtVotSqcRisWCx\nWNBoNHLpFHAa2wICAkhKSiInJ0dW/EokT1okS+PINBoNBoNBJjvp6emYzWZiY2NlJauUUUxOTsZs\nNpORkSFfU6fTkZ2djbe3t3xuyfbj/Pnz8rbIyEi772xGRgbr1q3jzJkzHD58uFTj6HPnztGrVy+0\nWi3/93//x1NPPVWMiDgiMzOTsWPHcvXqVcaPH0/nzp1lIdzdhNlsZvLkyWzYsIHu3bszfvz4Eo3u\nJbVxRkYGu3btKvV93CmSkpIYNGgQ+/fvZ8SIEXzwwQdlNuJPTU2lbdu2xV7fv38/CoWC5557zu73\nrSI2lg/3gvStBfYJghAFKClSl5Xe/PA3QqfTUa1aNTuVWmlw7O+zRXnO44i0tDQuX75s509lS/4c\np2I4CjZ8fX3ttrsq4Tp7PSkpSQ7KwcHB7Ny5k3fffZd3332XIUOGlGj07Ovry6BBg5g5cybJyck0\nbtyYxo0b8+CDDxIWFkZMTAx9+/alc+fOjBw50u5YQRCKDdm+XWRmZrJgwQK+/vprdDodPXr0YNy4\ncTzwwAPo9Xpef/11duzYQbdu3WRSlZ6ebmdPI72fGjVq0Lx5c5KSkm6b8BUUFGCxWOxWtb6+vrzx\nxhslHjd+/Hi2bdvGnDlzyqQOrMDfin9czLOdXmELtVpNUFCQnOmTJm7YkkPbfj+wt3qxWCyy4lfq\nu7PNAqalpcn+clKsAeSsn+2iU4LRaMTX15fc3FwyMjJkFW9BQQGJiYkEBgZSUFCAh4cHgYGBcmnX\nZDKh1+tJSkri+vXrREdHs3fvXr766qtSxz9qtVpeffVVgoKC2L59O5GRkS5Lrbb49ttviY+PZ+HC\nhXZmyncTRqORmTNncuHCBaZMmcLLL79c6jEzZsxgy5YtLFu2rEThxp1Cp9PxxRdfsHDhQry9vfnh\nhx+cEriSYDAYnGYBz507R7169WTXBdu2hAqUHXed9ImieF0QhFeAHoAVmCyKou5uX+duQuodKG0M\nGfwpWnDs73Ple1dexMfHk5WVhdFolI1EpUAoiqLdB10URTvBhqv3kJ6eTnx8POHh4QQHBzsdrA7I\nFghpaWlYrVbeeust2rVrx6xZs4q9f2fPZMqUKVSvXp21a9eyceNGua9Eei6VK1dm2bJlCIJQ7Dz5\n+fl4enretmCjoKCAKVOmMH/+fAoKCnjzzTcZPXq0HOBOnz5Nt27d0Ov1rFy5kieffFJ+XnFxcUUl\np8ICInVzEWr1xyv4cQCeeeYZZs6ciVarLZbpdEWCrVYreXl5/O9//+Orr74iNzeXoUOHMmrUKEJC\nQpy+D9tzffPNN3z11VeMGzeOJk2a2M0lhXvfQlCB8uGfGPOgaPSWVKKVIGXhJELmqv1DWmTaHmvb\n9iLFlbi4ODIzM4mJiaFRo0bcunULs9lMQUGBvE9wcDBhYWEkJCTIs3E9PT05f/48GRkZBAUFUadO\nHa5du4bFYkGpVFKvXj1u3rxJamoqWq2Wpk2byhYvtWvXRqfTkZqaSlxcHFlZWVy4cIEff/yRkSNH\n8vbbb5f4XERRZPjw4eTn57Nx48Yye26mpaWxY8cOBg4ceM8IX3Z2Nh9//DHXr19n4cKFchwrCd9/\n/z0zZ85k4sSJdOrUqfgOupMoEtZhfeAzitYs5YfJZGLevHnMnDmTwsJCRo8ezZtvvllmVbQtatSo\nIdvr2MJsNqNWqytKuneIe+KTIYqiFlhwL859L+Bq1esMto3OUulC+ttkMhUbbVTeH2i1Wo23tzch\nISFy476z42yDsO3sSkdIfS6Sf5V0v46KOihqipac3o8fP05CQgKrV6+2K8eW1L+h0RSNLRo5ciRW\nq5UbN25w8eJFzp8/T2JiIqNHj8bf379Y2VcURUwmE15eXrcl2MjOzubVV1/l119/la8fGhoKFPV8\nLFmyhFGjRtGgQQO2bdtWLCAHBweTnpZCzayZqJLXYU3ZgP7hjeDTiAEDBjBjxgw2b97MwIEDnb5v\nW+h0OubNm8fXX39Nbm4uffv2JTg4mEWLFjFv3jz69+/PuHHjivXcSOf59ddfeffdd+nRowf9+vVz\n2j9aoeC9//BPi3lS1spgMBRT0EqLWNuYISl1lUqlLHZIT0+nUqVK5OXlkZKSIveZSSMEJcTGxhIU\nFITJZKJ69epotVqMRiNWq5VTp04BRRlxhUKBp6cnRqMRo9GI2WymsLCQ/Px8jEYjQUFBKBQKfH19\n5X7EnJwcWegkfacyMjIQRZGLFy/KJeedO3fSu3dvZs6cWeIUiczMTFatWsX27dtZunQpPj4+ZGdn\nA0UCA1cGzImJiWzatAkPDw8effRR4uPj5W1JSUkYjUanx9k6KzgiPz+flJQU+W+dTsfMmTPJzs5m\n9OjRNGjQwKnK1Wq1ypM8du/ezejRoxkwYADDhg3DbDbbCVcEXRRuv3RAMGeiKMjC2mwRCMWfjdFo\ndFqeTUtLY8+ePXz66ackJSXRt29f3nvvPSpVqsSVK1dcThsxGAwuyXRYWJhM8G1hNptRKpXo9XqX\nqu8KlI57a472D0FgYKC8gi2NoEk/uLa9KlIPGBQXd5TUU+d4LWn1EhERYSe8kEiZ7crVCe+bAAAg\nAElEQVTG9rzBwcGo1WqnpEjqjdHpdPLxtqVd2/cTGRlJWloaSUlJbNy4kVq1apVpJekMCoWCWrVq\nUbt27VK9rKQgdOjQIbp27Vqu1eHRo0cZNGgQycnJ7NmzR1bnSnjuuec4fPgw/fv3lwmYI0IqBRFy\nfRwkrwNAKMxBmxCFVqVCqVTSsmVLtmzZ4pT02WL9+vUMHDiQwsJCBg4cyJgxY2RrgfHjx7NgwQLm\nzp3L4sWLad26NV26dGHo0KF2/24DBw7kySefZMqUKXKbQFlK8xWoQHkhlXCdlWoloidZPnl6enLr\n1i070UFwcLC82MvMzJSJoON3rGbNmlgsFiIiIlCr1YSEhHDp0iXZZNdqtVKpUiXCwsJkqxFPT098\nfHxQKpW4u7vLnqG1atXCaDTKlY3Q0FBEUcRgMMiVBYPBwPHjx/ntt9/YtGkTISEhTJ06lVGjRqFU\nKrFarS4Xrzdu3GDSpEn079+fLl262G2znT3u7FkeOHCA3r17F7NByc7OdklwzGazy3KrXq+nQYMG\nQFEFaOzYsUBR5i4kJMSlf6zFYsHX15dr164xZMgQOnXqxNdffy2/d9kTVXcS4Q/CB6DMi8EqmkFZ\nvLQq+R/a4tSpU4waNYrjx4/Tpk0bVq5cSd26f7aySosEZ1AoFC6nDNWuXZsffvih2LEWiwU3Nze5\nH7WkqlUFXKNcpp6CICgEQWgnCEKNP/5uIAhCgzIc95sgCK0EQXA+N+Y+gWMGzBk0Go3Tnj0pQ+Z4\nrKv9nV1LEmI4EkFpP4PBQFxcHNHR0aSnp8uCDVtHfdtzSZYC4eHhPPDAA/K+jkpQ29m7p06donv3\n7pw6dYoFCxb8JRJ4pVLJl19+yfbt26lTpw6zZs1yKuW3RVZWFsOGDePpp5/G29ubI0eOFCN8AA0b\nNsTd3Z2HH37YOZm3WuDYAIhdDhTN0s1+4H8UhLRHp9ORnp5OampqqSV7aVbniy++yI0bN5g7d66d\nl5S/vz8ffvghN27cYPbs2SgUCoYPH87kyfaDExQKhdxfKpV1HaHRaEqdA12Bu4N/a8zz9/enUaNG\nsvpVgvTZCg4OJiIiAl9fX7lXOCgoiFu3bqFWq2nYsKH8o5uWloZKpZIXvhIBk3r5/Pz8qFevntyn\nFRcXx8WLF+XMTWBgIIGBgTRo0EBe8GZmZtpZmaSkpHD16lWgKJ6ZTCauX7+OVqslOTmZtLQ0YmNj\n+f777xk4cCBvv/02Z86cYcGCBdy4cYNx48aVKiQwGo0MGTKEiIgIpk6dWq7n+eOPP6JQKOjWrVu5\njisLrly5Qv/+/VGpVCxbtqxMwwIKCgp44403qFq1KkuWLClOvnQnEQ4+b2e8bGmxDdycK2ptkZaW\nxqBBg2jRogV6vZ41a9awatUqO8LniIMHDzJr1iyuXbtW6vkjIiJITk6W5yZLkJITtnY0ZfnNroA9\nypvpmwm4AwMEQfhBFMWNgiAcAlqVctyLoig6d1u8j1CWDIqz5tGQkBAyMjKwWCxyn4wtqXJ2PmfX\nKu21vLyiOcBarZagoCB5dZOenl4sm+go8LAldrb72t7fwoULGTt2LLVr1+bEiRPUrl37jp4nFJW8\n16xZw4oVKwgKCuLBBx+kSZMmNG3alGrVqsmkctSoUfTs2ZPJkyczYcIE5s2bR6dOnXjggQfw8/PD\nx8cHPz8/fH19uXjxIu+99x45OTnMmTOHYcOGuVxRzp49m6tXrzJq1Cg+++wz+wHVTggfzdfiW/0V\nIv744bp8+TKXLl1i2rRpLt/jvn37ZMHLrFmzSiTKGo2G4cOHM3z4cKZPn85HH31EZGQkr7/+OlCU\nmdy6dSuiKLoUBFX09P2l+FfGvMDAQDvS5kwNafvfElELCgqSSZ30OczJycHT01MejSZZquTm5srk\nURq7plar0el08o9306ZN5XLupUuX5PFrBoMBhUJBVlYWlSpVIj09HavVKithk5KSyMjI4Nq1a+h0\nOpKSkjh79iyJiYk8/PDDrF27lpdffrnMk360Wi2vvfYa8fHx7N2716WdiCscO3aMdu3a4evrW67j\nSkNqaipvv/02oaGhzJ8/v1TFMRRlxAYMGMC5c+c4dOhQ8RjhhPCJLbeDsvRMmSiK9OvXj/PnzzNn\nzhxeeumlEjNseXl5fPHFF+zatQt3d3e2bdvG3LlzqVOnjstjqlWrBhSVzKVMJxSRTW9vb1lcBBVV\nj9tBeUlflCiKawAEQeggCMIjQIGzHQVBeEEUxV0A93Pws0V5fkQd08qSeejNmzfl0oPtl8GRCLgq\n2zlr1rfNMvn4+GAymeT5udJxzsiircDDtuRiKwwxGAzcvHmTefPmsWDBAvr06cOiRYtQq9Vlnrzh\nTGSRkZHBN998w8KFC0lNTaVNmzZkZGTw1VdfyX0ogYGBNGnShPHjx/Pcc89RuXJl5s+fz4gRI/js\ns8/YuHEj8+fPd3pNqWRRtWpVFAqF03tVKBR4eHiwY8cOxo4dy5gxYzh16hTffvstAlYUJwaj+qOk\nKxE+aZaulM1Yv349np6etG3b1uk1kpOT6dOnD23btuXLL79EEASXohPHZzVhwgRiY2MZNGgQYWFh\nPPfcczz//PPMmzePzMxMKleuLK9gK3r6/jb8K2Oe1AfnmClx9d/S6DWprCYdB3+OxoIi3zkPDw/i\n4+NlgZW0MI2NjcXPzw+NRiMLLlQqFRkZGVy9ehWz2UytWrWoVasWUPRd8fPzIysrC51Oh0qlIisr\niytXrpCSksJvv/0m2x95eHjQs2dPBgwYwOOPPy5/D8uC69ev06lTJzIzM1m/fj0NGzYs9/P08PBw\n+Z2/XZjNZsaOHYubmxvz5s0rE+GzWq2MHTuWLVu2sGrVKvtFLiDooxB+e8n5aLUyPK/ly5dz+PBh\ntmzZwvPPPy+7HjjDpUuXmDFjBnq9nkmTJtGqVStGjRrFmDFjmDVrlkviJ/VNSn2JUJSF/fXXX3nt\ntdeIiopCq9XyyCOPVCh4bwPlJX0KQRCGiaK4UBTFnwRBaAZUdrFvY2AXgCAITUVRPHMnN3q/QCJv\ntpk0qSQhSc0lQiaNIrqdD6WzH3ap30+j0cgBV3rdWU+fbQ+fq+zThQsXGDlyJFFRUSxYsIAhQ4aU\nGLxKE1lcunSJOXPmsGLFCgD69evHyJEj5QHjoiiSkJDA2bNnOXv2LNu3b6dXr15ER0fLytb69euz\nfHlR9s1qtZKbm0tWVhY5OTlkZWXh4eEhBzNXUzFs4eHhwdy5c3nyyScZNGgQ586dY+7sWTwpFv2g\niShJrPEF1f8gfLbP78SJE7Rp08Zp/0lhYSG9e/dGqVSyYsUKOdvoSnTiuE0QBBYuXMjNmzfp1q0b\nv/76K61atcLPz49169YxevRop+SuYnX7l+JfGfNu3bpF9erVZVInCdBsP1dpaWlyC0lISAg+Pj52\n473c3Nxwc3OzK635+flx5coV2STY09OTCxcukJ2djdlsRqVSERwcTJUqVSgoKKBSpUro9XqUSiWF\nhYUYDAYKCgrIz89HFEVSU1MJDAykWrVq8oJp06ZN/P7775w/f546derw+eef069fP9nKQyJ7JpPJ\naSyTYogoiuzYsYP33nsPf39/du3ahSAIJCUlOX1miYmJLvvQ3N3dSU1NJTExsdi21NRUu3htC9uF\nuS1EUWTp0qVcuXKF2bNnY7VaZasbKCrf2i78pWM+/PBDNm/ezNKlS4tN3ADAbASx6F7E4KextNha\nlOGzWmVfRWfIycnh2rVrvPfee/Tp04fmzZuTm5tLTEyM0967NWvWsGTJEkJDQ+nXrx/5+fns2rWL\nVq1akZyczOjRowkMDHQ64UkSztiKTn7++WeMRiORkZHodDqsViv169evIHy3gfKSvj3As9Ifoiie\nFASh+FTkIrQWBOEJIAdoADxxe7d472GrrHIsnbkqpdlm0qTVr62K1pEUlmS34eqaQDE1sHTt0n70\npf5AxxKhRCZzcnJYvHgxH3zwAVWqVOHnn3/m8ccfL9GLrzQsWbKEwYMHU7lyZT788EMGDx5crKlb\nEARq1KhBeHg4nTp1okmTJnTp0oWvv/6aTz/9tNg5JbWej4/PHfcX9ujRg/DwcFq2bMmbAwZx/Pff\nsJxXoNO0xqtOr2L76/V6fvnlF2bPnu30fD/88AOHDx9m69att23T4+7uzrp162jZsiV9+vThzJkz\ndOvWjTVr1vDJJ5+49FisIHx/Gf6VMS85OZn4+HhZqQvIvXzwpx2UbQyDojKvZMAseVfm5OQAyMIL\nHx8f9Hq9rNg1mUzk5uYSGhpKQEAAqj8EUiqV6v/ZO+/4psr2/79P0pGkew8ohZa9QUQZgjJENgLi\nAh6oCKLIUoYIKIryAKKCPgioLJEqioIoAqKtCjJEBMFaELrpTpuOdCRpzu+Pem6bNikFquL318/r\ndV6UM+4zklznuq/x+ZCSkiKk1Tw8PEQZR3p6OhkZGbi6ugrZt19++YWFCxeSn5/P8OHDeeWVV+jb\nt69DR0WlUtl1+pycnEhNTWX+/PkcOnSIQYMGCfJ5Rc3DHnx8fBx2jfr6+mK1Wu0qYZSVlTls5HBz\ncxORzarYs2cPx48fZ+XKlXYJ6y0WiyCyhsrPa968eXz44Ye89dZbjB8/3u75rKF3Ivf9An5bidwj\nGlUVLV0nJyeHE36z2cyjjz5Ks2bNWL16tYjGKdkUBdnZ2bzwwgucPn2a9u3b06tXL9RqtfiOAAwZ\nMoTPPvuMmTNnEh0dXUORpGqKXHEov/rqKxo3bkybNm3IysoiIiKi1mBGAxzjmuLRsiznyLL8YbV1\nxx3svkmW5bGyLE8Gnr/O6/tbUN3pq05nYq9QVKFKUciQAaFHqcw+0tPTKSoqIikpqdbxqq4zGiul\n1BQmfHsNI1XTykrBdHWtRaVBAyp/iFXPd/bsWe677z7mzJlDVFQUZ86c4bbbbruhZ3j48GEee+wx\nHnnkERITE3n22WevSmh88eJFxo8fT48ePa7aGVsfOHz4MA888AA6nY6lS5cSGNwIqddOKkJHikYZ\n+FMw3mAw4OHh4VAbs2/fvnh6erJ3794bui5PT08ef/xxzp8/T3l5OUeOHKF79+4NdXs3Af6v2jyl\nBk+RRCsqKrJbDJ+QkEBubi7Z2dlkZ2dTXFxMVlaWOAYQzlpgYKDNBFeJMpWWlorGI4PBIDR0FZ69\nxMREXF1d0Wq1BAYGkpiYCEBQUBB+fn4EBQVx9OhRnn/+eTp27Mjly5f55JNPGDBgwDWnVE0mE2vW\nrOH2228nLi6OHTt28MEHH1wXn1xVuLm52Tg2N4JffvlF1MuNGTPmqvvLsszixYvZsGED69at4+GH\nH679gIDef6Z064j58+eTmprK1q1bHUbXzp49y4QJE0hJSeGNN96gS5cuwmlLSEggJiYGk8mEVqtl\n/PjxqNVqJk+ejF6vtxlHeW9VjY4eOHCAbt260bZtW4YNG0afPn0a7OJ14oaLECRJspvqkGV5b5W/\nD9zoef5KaLVajEYjiYmJNl2x4Lj7ti4IDQ3FZDLZdGE6Gk+ZbSv0L+np6XbHzM7OJjMzU3TmKg6j\nsn7Dhg1Mnz6dzZs38/vvv2MwGIRDWVRUxKuvvsqYMWNIT08nJiaGN954w2HKoq749ddfGTt2LAMH\nDmT9+vV1UtYoLS3l/vvvp1GjRhw8eLBGF2F9wmg0MmPGDO6++25atGjBiRMnGD58uHCgi4qKbF56\nyjOVJIkOHTpw7tw5u+M2atSIlStXsnnzZr755psbusbIyEisVitHjx4lPj6eu+66q6Er7SbF/wWb\np0xQmzZtSlBQkKBbOXXqFKdOnSI5OVlwyOXl5YnmjdLSUnx8fAgKChKOnpubG7m5ucTFxZGdnY2v\nry8RERGYzWaMRiPu7u6EhYWh0Wi4cuUKP/30E1euXMHb2xsXFxdCQkJwc3PD29tbKNh4eHjQsWNH\nWrVqxcqVK1mxYgXjxo1j//79dlOCdcWSJUt45ZVXmDZtGidOnGDYsGHXHS0qKChg7969PPnkk3z7\n7bd1riF0BL1ez2uvvcasWbNo3749U6dOveoxSoRv7dq1rFq1iqioqBu6Bnv46KOP+OCDD1izZk0N\nOhoFP//8M3PnziUiIoL33nvPppbw4sWLfPnll8TFxXHixAmgcqK7detWDAZDjbptxZFXJg2pqanE\nx8fj4+Njw3/YgOtDffD09ZMkKUGW5RPVN0iS5ASMl2V5az2c5y+DRqMRL38FVZ20qg5a1fRn9RRu\n1RmQkoJVJI2qOpHK31XHqlqkazAYRH3K1eDm5kZWVha7d+9m+/btnD9/nvDwcDZt2iSMUEhICO3a\ntaOwsJCTJ08yY8YMXn75ZdHMURW1pXftbcvKymL48OGEh4cTHR2NWq0W+9WmojFnzhwuXLjA8ePH\nba7D0TGOrqvq+p9//lkQQScnJ5OSkiIWqGycmDVrFiqVyqZWTilEr/oZGY1GvLy8CA8P5/Tp03bP\nb7VamTJlCtHR0UybNo0zZ86g0+lqbeSoqKiwu03h6jp//jwALVu2vCE5vwb8pfjX2zyr1UpycrLQ\n1FUIltPS0vD09CQzMxMnJyeKiooIDw8Xts3X17dGDVdOTo7ozlWoXHQ6HSaTidzcXJEuNRgMGI1G\nfH190Wg0wtm8cuUKJpNJNG0AQm/3+eef57vvvmP16tXMmTPnhtJ5ycnJvPXWWzz99NMsXLjwusex\nWq2sX7+eLVu2UFFRQefOnZk4cSKjR4+++sEOcOzYMZYvX05FRQVRUVGMHTvWYR2gAlmWeeaZZ0SE\n769w+LKzs5k1axbDhw/nwQcftLvP8ePHWbhwIR06dGDVqlU2nc9Xrlzh66+/pnXr1jg7O5OQkEDv\n3r2BSuWN6kTWyn3Bn/XjsbGxYr0yAWnA9eOGnT5ZlqMlSRooSdJQWZa/qL4ZuPZWqH8Abm5uNmzz\n1aWvFFTnuVNmwwpVizKWslRUVFz1S1qdliU0NNQm2li9k1cZu6SkhP3797Nq1SpOnTpF//792bRp\nE7fffjtlZWVcuHCBX3/9lbi4OOLi4rBYLMTExNC3b99aGyBqM6xVt5WUlDBq1CjKy8vZt29fjfpD\nRw0NH374IZs2bWLTpk107NixTsc4ui5l3fr164W8UkBAAOHh4TRp0oQ7+/bBPyCAdu3a4+vrK1IJ\nJSUlov5GeZ7Ki03512g00qpVK6Kjo0XE1t61btq0iU6dOrF27VoWLVpU50aOqggLC8PZ2VlQUkRG\nRjqsH2qgbPln8X/B5qWnpxMcHGwz0VVsjrOzMxqNRjQKVHXylAlSVlYWBoOB3NxcdDoder2e8vJy\nsrKyRNRe0YzWarWibi8oKIjw8HBBy3HlyhXKyspIT08XtV/Ozs5cvHiRtWvXUlFRwaFDh7jzzjtv\n+J5feOEFfHx8eOyxx657DKPRyDPPPMN3333HtGnTGDt2LAEBAVy+fNmmyaWusFgsrF+/np07d9Kz\nZ08WLVokJvxXSxevWLGCN998kzVr1tR0+GSrXWWNa8WsWbOQZZnVq1fbtVtHjhxh2bJl3Hrrrbz8\n8ss2NtJgMHDw4EFCQ0NFA8e5c+fIzs4WpT+hoaF8//33ds+tnO+7776jXbt2gi4IsPtubkDdUC+K\nHLIsfyVJUldJkv4jy/I2SZI6Ag8B4/mjm+1mh5LusFgsoovJEUdaVSWMpk2bkpSUJJjrfXx8bF7I\nycnJQs+2qqya4rQp/6/+gq/a1KGMD9jUDB4+fJhx48bRuXNnDh8+TL9+ot4cjUZDp06d6Nix419S\n7FpcXMzo0aM5d+4csbGxdU65XLx4kccee4yHH36YRx55pF6uJT4+nieffJIpU6awePFiMdN002nQ\nnZuJWV3K8dJQ1E5OpKWlUVFRgSRJgkrCHsWOIgwfHx9PRUUFBQUFDps1VCoVGo2Gn3/++brvQa1W\n06xZMzHrrZpyt9fo00DZ8s/i327zQkNDUavVmEwmSkpK8PHxQafT0ahRI1FTdfHiRTw8PHB1deXK\nlSvo9XrUajXt2rXDyclJaGhLkkTr1q3JyMgQjp4SOdTpdISEhJCRkUFqaiqenp7id1ZUVIRKpcJs\nNuPj40NKSgrZ2dmcPXuWPXv20L17dz744AMCAwMdpk4tFovDqHpJSYm4l19//ZWdO3eyevVqjEaj\nDR1IVaSmpjr8TZ08eZL169ej1+uZP38+Xbp0ITc3l9zcXDIzMx1KrWVmZtq9fr1ez//+9z9SU1N5\n5JFHuPfee4WspPIMHQUMtm3bxpo1a3juueeYMmWKTZeulPcTqvMzsPT8CDxsaVEcSb5BZcNJVQf/\n008/Zffu3WzdulWUP1XFl19+ydKlS2nXrh1Dhgzh+PE/S12Lioo4dOgQarWaxo0bc/78ecE9evz4\ncXx9fcnIyECn05Genk56erp4TyldyrIsY7Va+e6770THt7Ozs1DksFdb2NDYcXXUi9MnSZIK8APu\nlSRpDVAO7AXG1lL0fNPBzc1N1Mo5iqIo+yizYoVGpWrtVdU0ob+/P0VFRUJNQ3Ewqr+8FcfBaDQK\n7iNlH1dXVzHrVoSoFdqWNm3aEB4ezl133fWXPZfqyM/PZ+jQofz666/s37+fbt261em4qnV8b731\nVr39QDdv3oyPjw9Lly7F19eX7OxsigoNNMt+CSlnNy5ApLeey+6P4OvrS1paGgaDAZPJRLNmzexS\n7Pz+++8sWrSI8+fP8/bbbzt0+Hbu3Mljjz1GcHAwzz333A3dR7NmzQSHYVV9SXuE2g0O3z+Lf7vN\nU6lU+Pj44OPjY8P7qeiHG41GZFnGZDKJko2LFy+SlZXFlStXuOWWW0RkqyqZsvKb/v333zGbzUJX\nW5ZlfH19ycvLo6KigtLSUvLy8ggMDCQiIoLExETOnDnDsWPHiI2NZdasWaxcuRJnZ+dayyXUarXD\nbS4uLsKJWb58Oc2aNWPKlCnk5uY6rDv29PS0W1rz448/8vLLL+Pp6cm6detqTHKNRqPDDl2r1Vqj\nZvno0aO89NJLaLVaPvnkkxp8elDphNlrhlMcvgULFrB48WLbjXmnUP84GslswOnbgcj9vwV3W5k3\nR8/L2dlZbMvJyeGpp55i1KhRjBs3jgsXLth0SX/yySc899xztG/fngcffNDGWTSZTGzbtg2LxSKC\nDoqz6ePjI6LCAQEBtGjRgtLSUlxcXMRzV+rb1Wo1mZmZXLp0iV69euHq6orFYiExMVFoqzfg2nHD\nTp8kSaOAt6ikKdgFvA7cCrwpy7L9qc9NCp1OJ5wpRy/V6vsoHHmOtG+VdKxSM3j58mUaN25sw4W1\nfv163n77bZo0aUKPHj1o3Lgx7du3Z8CAAbi4uFBeXk5JSQnJyckUFxej1Wrx8PCgUaNGDB8+nNWr\nV3PhwgW7RbZ1qYWry3qoNF5ZWVkMHjyY9PR0Dh8+TLdu3Wqt3au6XqnjO3r0qN16QnvHXG29xWJh\nx44dDB8+HLVaXel8yxU0vvI8HobPKu9JcqLCqwu3dL4Fo9FIXl4esizj5eWFWq0WTrvymcbFxfHg\ngw/i6enJ0aNH6dKlS41rNRqNzJw5k61bt/LQQw+xfv16PDw8kGXZYd0e1K5HGR4eLlIdV65cEbJG\n1Z28hrTuP4v/CzZPiTw5OTkJJ6+oqIi0tDSg8vuXnZ0tqFVatWrFuXPncPojWq7RaAgJCcHLywu9\nXk9eXh4mk4nS0lKMRqOgXGnfvr0gYK6oqMDf3x+VSkVJSQnOzs5cuHABqHRENm3ahIeHB4cOHaJ/\n//71dq/nzp3jyy+/ZMuWLVeVYrMHk8nEY489RqNGjVi1atUNq24cOXKEZ555ht69ezNnzhy7Dp8j\nbN++ndmzZ/Poo4/WlIrLO4X628GCeBn35uB6fVRSL774Ilarlddff73Ge+3SpUssXbqUcePG0aJF\nixr27NixY6SnpxMeHl7Dufbx8bGRDFW6pvV6vXD6FAlOJSoIleUuSvatLjJ0DXCM+oj0PQI8KMty\nrLJCkqQfgCclSdohy3JWPZzjL4UkSSLVCtRaQK8IjCv7KtEhR6ng6ulcb29vEZ5WJHZOnDjB4sWL\nKSkp4fjx4+zZs4fy8nJcXV3p1q0bgwYNYvDgwej1euGoKKz4kydPZuvWraxdu5a33nrL4TXXx/rk\n5GQGDRpEWVkZ3377rWCud1SnVnV9dHS0qOPr3LnzNde8OVp/8OBBMjMzGTt2bOXnptPgc2EuzlUc\nvsIOm/BrNg6dTofRaCQyMpL8/Hz8/f1tPktlJrt27Vo8PT05deoUvr6+Neofz549ywMPPEBqaipb\ntmxh4sSJNturX6ui3HHx4kUuXLjApUuXuHDhAiqVio8//licNzw8nI8//pjGjRvz7rvvctddd9Wo\nIW3ATYF/vc1TUDWzkJmZibu7u9BHTUlJISQkRDiCigavwjBw6dIlQkND8fb2Jisry2aio9FoBCvC\nmTNnyM/PR6PREBYWhl6vp1GjRhQXF5OSkoLZbOb8+fMYDAZOnTp1Q9259nDo0CHc3NwYNWrUdR3v\n4uLCgAED+Pbbb6/aXHE1GAwGVq1aRc+ePXn55ZdrECzXhvXr17No0SKmTJnCihUrbO1hNYfPRmnj\nGpGXl0d0dDSzZs2y4QJUcPr0adRqNfPnz2fPnj01tru7u2O1Wm34+xQo16x8V37//XecnJxEjSfA\nmTNncHV1pV27dqJkxsfHhyZNmhAUFERwcLCNLWywkdeG+nD6DlU1fgCyLJuANZIkTZMk6Ygsy7/W\nw3n+UiiRHicnpxqpvOrOm7JkZ2fXGhW0V/+npI8VTiO1Wk1sbCw9e/YUx5WVlXH27FmOHTvGoUOH\nWLp0Kfv27WPevHl06dJFnEupR5s8eTJr167lxRdfvCo33vXi5MmTjB49Gq1Wy/fff39NFCv5+flM\nmzatXuv4FGzdupVOnTpx11134abVVGrppr4PVDp85d22Ue41QHzRFSevatei8rJL/ckAACAASURB\nVLm7ubnx448/smvXLlasWGGXu+utt95i7ty5tG7dmh9//NFGG7I6ZFlm6dKlrFu3ToiHK7V7wcHB\nHDlyhJ9//plbb70VqBQaz8vLY/HixTz11FMsXLiQoKCghvq9mw//epunpGYvXLhAfn4+kZGRIj1Z\nXFwsqFeCg4MpKyujsLAQlUpF165d8ff359tvv8XV1RWz2YzJZCIsLAy1Wk3Lli1xc3OjY8eOqNVq\nnJ2dycjIoLCwEIPBIGTaysvLiYiIEM0fp06dYuTIkfXu8AF8/fXX9O7d264TUlcsXLiQI0eO8L//\n/Y8lS5Y43M9qtXLw4EGOHTsmnJGCggJMJhNGo5HS0lI8PT2ZN29enctbLBYLK1asYM2aNcyePZvn\nnnvONvNQzeGz+t8B1+nwWa1WoqKicHZ2dtgNHBcXR2RkpEMSa+UztFfjqDjNSgTwzJkztG3b1iYi\neOLECXr16iXKnXQ6HWazmZSUFFxcXAgLC7Op52uocb421IfTt1WSJEm2k6uTZXmjJEn3ADe1AYTa\nVS4cfakcHVNVUaNq1FCp/8vLy2PcuHF06NCBXbt21ZhNubq6ctttt3Hbbbcxe/ZsvvvuO55++mke\neOABXnjhBRYuXIher8fV1ZXMzEyysrKEo3g9aZGUlBSb4lnFGFVUVBAbG8v777/PL7/8QseOHTlw\n4MA111NcunSJ4uJiunbtKoq/6wuKfJtGo4FTj0NipXyboqWbUdGVosxM1Gq1jaGo2p2t/Hv27Fme\neOIJ3Nzc7Bq8999/nyeeeILp06ezZs2aWvkIKyoqePLJJ9m4cSNz5syhT58+tGzZkqZNm6LRaDCZ\nTPj5+REbGyucPoWZvk2bNsiyzPfff89//vOfBmN28+Ffb/MUuciEhASgknMuICAANzc30tPThYya\nMgHOzs4W6Vuo7MxV9HCbNWsmJNUU2xceHi4ifQq/n7u7u2iSCw8Px9nZGW9vb+Li4oiPj2f9+vV2\nGx4sFovDkgiTyeRQkaOkpASz2cyxY8d4/vnnRdqwsLDQhlakKvLz8x3ap9GjR7N161b27NlTo445\nLy+P9PR0tmzZQkJCAm3atMHb25vQ0FCCgoIIDAwUZUDK7zsnJwer1eqwAaSsrIzffvuNxx9/nLNn\nz7JkyRJmzpxJRUUFFRUVlc+q8Decqzl8Zbd/jLNKC3aaNmp7XoWFhaxZs4ZDhw7xwQcf4OnpKSar\nqamp4rgzZ87QrFkzUlJSyMrKIi8vz2YcWZZxdXWlqKiIzMxMm20Gg0Fk1oqKijh9+jR9+vQRncoW\ni4WTJ0+yYMECZFmmuLgYNzc33N3d8fDwoKKigvj4eBu2hYYa52tDfVC2iL5ySZJ6A50AC3BBluXY\nm52kVEFtoWFHX6qqRfXZ2dk2EcCioiI8PDxo1qxZDSPy/PPPY7FY+PDDD+2Gz6ujT58+HDt2jGXL\nlrF48WLRRVZQUMCcOXM4d+4cGzduvC6Hb/v27URFRTnsjtNoNIwYMYIXXniBQYMG1Yl4uTq6devG\npEmTmD9/Pk2bNr3uNIs9vP766wwePJjnn3+eF6ffi5ywDeQKCjtswsnvHnLj4qioqMBkMpGdnY1O\npyMwMFA448qye/duJk+eTKNGjThy5EiNYu5Lly4xffp0xo8fz5tvvlmr81paWsqECRP47LPP2Lhx\no43aiPKcXVxc6N27NzExMcybNw/4M/Xx0ksv0bhxY8aPHy9qSBtw8+D/gs3LyMjAy8sLs9mMxWIR\nL+rc3Fw8PT3Jzs6mUaNG4jvu5uaGl5cXJSUlYn+r1YrBYBBF+Tk5Oej1eptj9Ho9Li4uNG3aFEmS\nBEmzn58fly5dQqPRUFBQQMeOHenTp4/d6FdtzRpVmw+qQ6PRcPz4cUwmEwMHDhS2KygoyGGUymq1\nOiSrHzt2LImJiXzwwQcMHz5cUFRlZmaybds2QS2yY8cOunbtavOsla7m6rBYLHabxKxWK//73/9Y\nvnw5YWFhxMbG2qgmWa3WSkfYszn4dYfMQ8gBdyDfsQ9ntc7hM3FycnLoQMfExPDKK6+wePFiBg0a\nZLNNkc8zmUwkJSUxevRoAgMDad68ud3s0pEjR0hMTKxxb2VlZbi4uKDRaETn7oABA0Sd3unTpzEa\njfTr1084h25ulXJr7u7uqNVqvL29G2qcbwD10r0LIEnSEsAZSAHUwBBJkobIsjy/vs7xV0GW5Rov\n8Kp1AtX3rW6YqkurKUXLCqdVVSQkJLBx40aWLFlCYGCgXcfB3jqVSsWyZcvo3r07EydOpE+fPhgM\nBjw9PTly5Ahdu3at81hQaTQ2bdrEE088QVRUFI8//rhYX9VgREZGisJlq9V63c0XmzZtoqSkhAce\neIDdu3czdOhQh9d1LY0cAwYMYPny5Tz77LO0axfNPR23kpuVQrnUHV12tuhOhMq0lfK34pwrRvzt\nt99mzJgxvPvuu6IhQ0FZWRkPPPAAwcHBgj3eUcNGfn4+I0eO5Oeff+ajjz5i2LBhNnVAFotFFJPf\nddddvPjii6J7TXEIjxw5wnvvvYe7u3utfIoN+Gfxb7Z5aWlplJSUUFhYKNK6Tk5OaLVa0tLSCAgI\nwGQyYbVaSUxMpKCgALPZjNVq5ddff0Wj0VBWVkZFRQVXrlwhLy8PvV7Pb7/9BlRGhoKCgoSSh9ls\npmXLlvj6+uLv78/Zs2dJSkri4sWLfP7552zYsOEv+Z6fOHECnU5H8+bNb3gsSZJ46qmnePjhh1mw\nYAFDhgzh9OnTfPvtt7i5ufHSSy8xcuTIa5aGs4cnnniC6OhoZsyYwQsvvOBQ+gy1BmvvT5B+fRG5\nzTOVKd3rUAYxm808/vjjDB48mLlz5zrcLyUlBYvFctXynsjISM6fP09OTg7+/v5iklxaWioihjEx\nMQA2UdODBw/i5uYm1uXn5+Pu7o6rqyshISEietyA60e9OX3AUVmWbbSoJEm6sx7H/1tR3ZGr2q1b\nHdXJlauKmFc/5tlnnyUgIIC5c+ciSdI1NVPIssywYcM4deoUDz30EO3atWPLli12mw2uNtbatWt5\n+umnefLJJ206tGob51qbLKqud3Jy4r333mPcuHHcd999fP7553Yjk9d6Dqistzl16hRTp05lxowZ\ntGzZklaaQnQ6nXBYc3JyUKlU+Pn54erqSnFxMT/88APvvPMO33//Pa+88gqzZ8+2a7CfffZZzp07\nx7Fjx2w696pfU2pqKkOHDiUjI4ODBw/So0ePGmNVjVr069ePZ555hlOnTtG7d28bR7NZs2bk5uY2\nzGJvbvxrbZ5er0elUuHu7k5ERISIbpWWlmK1WjGZTPj4+GAwGEQUMCgoSHC5abVa0YxRVlaGu7s7\nCQkJQoXDycmJsrIyysvLKSoqws/Pj7S0NKxWKyUlJeTl5WE0GklJSaFx48ZX14u9TgwePJiVK1fy\n5ptvMmfOnBsez8/Pj1WrVvHCCy+wcuVKmjRpwpQpU+jbty8dOnSohyuGL774gp07d7Ju3TqmTZt2\n9QPUGuSOL93QOfPy8jAYDEyYMKFWpzUsLAwvLy++//57unfv7nC//v37ExMTQ0JCAtnZ2YIhwWAw\nEBkZicViYeXKldxzzz2irCU3N5dNmzYxfvx4MTGOiYnB398fvV5PRkaG3Y7gBlwb6tPpu1OSpEAq\nZ70WIBToAsTW4zn+EuTn59twtEFNRy4/P99mW/Xavuov5qqqHspxJ0+e5MMPP+Sdd95Bp9PVqbZt\nz5493HXXXTZqFxERETZEmNeKlStX8swzz7Bw4UJeeumlvy2S5OzszAcffMDIkSMZOXIkX3zxBX37\n9r3hcSVJYsuWLURFRfHaa69RVlZGREQEAwcOZMaMGQQGBoqo3KeffkpsbCy///47KSkpBAUF8fXX\nX9OnTx+7n8e+fft4/fXXee2112xSNtVx6dIl+vfvj0qlIiYmRnQ214bOnTvj7e1NTEwMvXv3tkmx\nK5xUDbUqNzX+tTbPbDZjMBjw8PAQDl9hYSElJSVoNBr0ej2enp7k5OSQl5eHr68vYWFhlJaWIkmS\nSI/6+vpSWlpKeno6YWFhJCUlodPpcHZ2pnHjxkKxw2g0Ct61Ro0aCS7MXbt28c477zhMt94ounbt\nyhNPPMFLL73EsGHDaNGixdUPugo6duzIzp07KSkpwcvLC0mSatS1XS/y8vKYM2cOgwcP5qGHHqqX\nMesChRD6anQ0rq6ujBo1it27d4vskD3odDoaN25MaGgoSUlJQl4yICAAf39/4uLiyMnJYdmyZeKY\n1157DZVKJZzzixcvcvHiRXr06IFKpaK8vFxkYRps4vWjPp2+FcBE4H5ABfwCrKrH8f8yZGRkiHqB\ntm3b2nDvATbRO0fybAqq1/lVlVNbsWIFbdq04T//+U+druv06dOMHj2adevWCYmx+sBHH31ESEgI\nzz777N+eOnR1dWX37t2MGjWKgQMHsmbNGmbMmHHD1+Hp6cnHH39MSUkJMTExfPHFF+zbt4933nmH\n4cOH4+rqyjfffENOTg7t27fn3nvvpV+/ftx555120/BQScj60EMPMWLECGbOnFnr+bdt20ZxcTHn\nzp1zSORcHWq1ms6dOxMXFwdg4/RVrTtswE2Lf63NCwoKQpZlPDw8KCgoICgoiOTkZDQaDRUVFfj4\n+FBYWIher8fZ2RmtVivYByRJ4vLly0IyzWQyIUkSvr6+aLVarFYrTk5OODs7i5RcVlYWer2egoIC\nkea7dOkSrVu3Zvz48bUqa5hMJof8erVtKy8vx2q1Mn/+fPbv388jjzzCl19+SXFxsUNlCoPB4JCW\npaCgwMZOSZIknKX8/HzBzFAd+fn5Dm2MogClYP78+ZSVlbFy5UpBbm0PVqvVYR12baobjsZUnFYn\nJyfRvFEV2dnZIsLWp08ftm/fzq5du9BqtaJBxt65NBoNzZs3F2ouir6yoswUEhJCWVkZycnJbN26\nlTlz5oj37ueff46rqyt33HEHGo2GZs2a0aRJk3pJn///jHpz+v4gJd1YdZ0kSdfOhPkPQKPRUFpa\nilartWnIqJqWvXTpkuiyqgtdiTKGEq1JTk5m3759rF+/3mEhbXUo9WOKU1Bf2Lp1Kz169OCRRx4h\nOjr6b3f8dDod+/fvZ/78+cyaNYvTp0+zcePGulEqWCvAlAca+7q0Op2OoUOHMnToUF5//XXWrl3L\n2rVrKS0tZeLEiURFRYk0TG2R1vj4eIYMGULHjh3ZsWPHVZ+R2WzG39+f0NDQa+LyUhQHwNZYe3p6\n1tAybsDNhX+zzQsICMBsNnPx4kWys7Np1aoV7u7ughUAIDg4WKgpBAcHk52dTXJyMrm5uZw/fx4P\nDw+sVqtw2Nq1a4eXlxdlZWVotVoKCwsxm82EhISQnp6OwWAQ6d2jR49y6NAhdu3aJX4Djn5jzs7O\nDm1mVdWN6nBzcxOp6M2bN9OvXz/eeOMNZs6c6dDWBAcHO6yfU6lUdtU6oJLM2h7FE4C3t7dDtQ6z\n2Swirfv37+ejjz5i06ZNNG/eHFmW/3Roy7JA82fTnyKDZw+1lQ05epaK3FtQUJDdiWaTJk1Ex3PT\npk3p27cvX331FQsXLnSoEe7p6WmXSHnVqlV4e3uzdOlS4Qw//fTT+Pv7M2/ePCF0oJQAhYWF0aJF\nC9zc3BpKXuoBf7XLPPovHr9eEBoaStOmTUUnbdVaPgWKkoLS4JGdnU12draQK5JlWegTJiYmimig\nEq15//338fLy4qGHHhL7O1qgUtB8586dODs7Ex8fL9Zf7djqi9J8UXVRagF37drFqlWrrrr/1bZd\nz3onJydeffVVtm/fTnR0NEOGDBH1Qw6XCkslD99XPZGNqVe9dxcXF+bNm0dqaipZWVm89tprtG/f\nXmx/8sknGTlyZI3jUlJSGDRoEMHBwXz22WdotVq74yu0CVVffMrfCq1C9cVsNtv8X5IkrFbrnxQM\nf8ARrUIDbnr8K2xecHAwWq2WoqIirly5wokTJygrK6OoqEhErNzd3YmMjKRTp040adIEvV5PWVkZ\nly9fFg0fWVlZ5OTkCDqW8vJyfH198fX1FY5EQkICKSkpQqrNw8OD0tJS2rZty+jRf8/j6t69OwsX\nLmTFihWsX7/eofbuP4Xk5GSefPJJ7r777pr1jXmnkL5oC3Er/7LzK5Qpda2Xe/DBB4mPj+ezzz67\npmd57tw5fvjhByZPniwcvlOnTrFr1y4WL14sHO7c3FyOHDlCs2bNaNGihQi02Hs3N+DaUG9OnyRJ\nhyRJ+qbKEkNl+uOmh0ajoWnTpjRt2tRuWk3hCVIkvBISEjh27BiZmZk2X0BFyqioqEjU8gUEBGC1\nWtm2bRtRUVG4u7uLmVhtyzvvvINKpWLChAn89ttvYuZWl2OrLkqzQfVlzJgxLFq0iEWLFnHw4MGr\n7l/bthtZP378eA4ePCj4mtLS0uyfX7Yi/fgoUtJ2pOLLSLGDkGSLw2utCkmShBOlbP/mm29Yv349\nJ06csDlOr9dzzz33oFKpOHDgAH5+fg7vQ2nKUJw95f8KLYK9RZlpV11kWUatVts4fXWNBjfgn8O/\n2eYZDAZCQ0MJCwtDlmWcnJy4ePEiGo0GJycn8vPzBZEyIPRqzWYzXl5elJaWEhwcLBw8tVpNXl6e\n6IgvLi6msLCQhIQEUlNTRQOVt7c33t7eaLVaLly4cEO1ydeKBQsWMHXqVF544QV69+5NbGzs33bu\n2pCYmMjdd9+NVqtl/fr1tvYr7xRSzCAkswHVL4sgaYfYJMsyO3bsIDw8nF69enHgwIHr5kDt3Lkz\nKpWKgwcP1mn/Hj16EBUVxZ49e5g5cybnzp276jEVFRVs3ryZli1bcuedd4r1a9asoU2bNowfP16s\n27JlC2q1mkmTJhEYGEhOTg4pKSnk5+c3RPluEPUZ6XtdluV+VZa7gGfrcfy/BQovmkIqWlWeTYnO\nZGVl4ebmhsFQSYiZk5Mj+IQ8PDzw8PAQsms5OTls27YNg8HA9OnT63QNFRUVbNiwgUGDBtG0aVO7\nBJj1gWXLljFkyBAeeughfvnll3ofv67o27cvR48epaioiJ49e5KYmGi7g7UC6eQUpKrEyx2Xg+r6\nMmlms5lp06ah1WrFZweVz3348OHo9XoOHjzoMCVjD4I36xqhRPqUMRQ0OH3/CvxrbV5aWhpqtZoB\nAwYwZMgQoDL1V1BQQGlpqdD7TkhIIC0tjaKiImHvdDodkZGRNG/enFatWnH77bcLBoHs7GyKi4v5\n6aefSEpKEpq8kZGRtGrVSiiBPPHEE9x6661MmDBB1MX91XB2dubVV1/l8OHD+Pr6MmrUKP7zn/+Q\nmpr6t5zfHhSHz9XVlQMHDohOVgBV/mnh8EGltBqNKjlO4+PjGThwIP/5z3/o3r07kiQxdOhQevbs\neV3OX5MmTRgwYABbtmyp07EqlYq5c+eybNkydDodCxcu5NVXXxXfEXuIiYkhMTGRqKgoUZeXmZnJ\n/v37mTJlipiYW61WNmzYwP3330+bNm3Q6XTk5OQIm9jg9N0Y6tPpi7Wzbnc9jv+3ICcnh59++klE\n8YxGo5ixKi/25s2b4+Ligp+fHzk5ORQWForInhIx1Ol0ZGdn20QD58yZU+uPQoHVaiU0NJS9e/ey\ndOnSPxUn6hlqtZodO3bQtGlTevTowfvvv1/v56gr2rRpw7Fjx8jJyWHfvn1/brBWwMkpSEnbgT+V\nNgj7My0kyzKJiYl88skngiqnNpjNZiRJqsGEn5SUxIkTJ9iwYQMtW7a8puvP/oMT8FpRVFQkUhpV\nC7qvRZOzAf8YYu2s+1fYPHd3d3x8fAgLCyM0NJROnToJTW8vLy9CQ0OxWq2kpqby+++/o9fr8fHx\nwWw2i++rwp2m2EMXFxfc3d1RqVQUFBTg7OyM2WwmIiKCxo0b06VLF1xdXQVl0uDBg8nNzWXGjBm1\nlpU4KpWoqKi4plIKZWnZsiV79+5lw4YNHD9+nK5duzJkyBD++9//cuzYMYxGIyaTqcaiBADsLcXF\nxQ4Xo9FIWVlZjSUuLo7Ro0eLGueQkBBxjbL+R1x/GFbF4buDit57MZokFi9eTJcuXUhJSWHy5Mk0\nb96ciRMn8tprr6FWqxk+fDg9evRg//79NRy42p6lMvk/duwYpaWlNktxcbEIglRdfHx8WLRoEY88\n8ggnTpwQUpvz5s1j69atbNq0iY8++oivvvqK9957j+7du+Pv709BQQEWi4X33nsPJycnxowZg8Vi\nwWKxcPDgQeEMV1V0ycnJccxX2IA6oz4bOUrsrDPV1/h/F+Lj40lOThZ6lFDpCIaHh2MymWjdujWA\n6OatqKggPT0dT09PSkpKxEy36oytX79+vP3228ybN49+/fpx6tSpWjuQnJ2dOX78OAcOHCApKYnb\nb7+9zhQv1wovLy+OHDnC448/zoQJEzh27BivvvrqDelUXi+Cg4Px9/f/03FTHL5q0mpy43tJSkwk\nNjaW2NhYvv32W1JSUoBKHq3ly5fzyCOPOKyL0+l0nDx5kgceeEAYXfizmNkRe35tOH/+PL17977m\n45KSkujVqxeAmByo1WohW1Ud1XWgG/DP4d9s8xR+PaPRKCQYO3fujFarpbi4GGdnZywWi/hNWK1W\nysvLUavV5Obmkpubi8FgICsri8TERMrKysjIyMDPzw8vLy+Cg4MxGAwi+6E4cH5+fmRnZ1NSUkJY\nWBgjR45kx44dDBo0yCFXn5OTU6320lFUXKezr0zh4+ODk5MTkydPZuzYsezYsYNvvvmGt956i4KC\nAjw8POjVqxd33XUXAwYMEPraGo3GoV3UarUOlTzKyspqUKFcuHCBcePG4e3tzeHDh22lLfNOoT42\nEslcAFRG+OQ++zjw1XfMnDmTK1euMHToUMaPH09RURF6vR6r1Urr1q154IEHCA8PJzU1lREjRtCt\nWzc2btxIly5dgMrGF0dNHiNGjKBJkyZER0fTp08fm20tW7a0K13n7OyMm5sbt99+O48++ig//PAD\n58+fJzMzk5SUFM6cOSM06rVaLS+99BIhISFIkoRWq2XHjh2MHj3aJquyZcsWunTpQs+ePUXWzcXF\nheDg4AabVw+4YadPkqSVwFJZlsurrb8P8AHelWXZcQ/5TQglqpaUlERAQIAglnRzc0Or1VJaWorR\naBTSQ4qDZzQaOXfuHI8//jgajYYdO3YQEREhxl24cCELFy7k0KFDQubGkSMnSRKDBw+2WVeb03et\nShZV1yvdbYrW7+nTp/nwww9p3LhxvZ2jLuuhkvdLSDn9thpVFYdP7hnNT1lNGNc3kqSkJCRJokuX\nLvTu3Zu2bdvSqlUrPv/8c6ZPn87GjRt5/fXXueOOO2qcQ5IkfHx8atSvKJE/jUZj86wdXa/C/ZeX\nl0dcXBxz584VjRyOXkQWi0UYXZPJRFpaGuHh4VRUVAguM1dXV4fGrUFc/J/H/wWbpxAl6/V6vL29\nqaioEFEdrVaLj48Pnp6elJWVCa4+qHQWS0tLKSgooLy8HFdXV9FsptT2tW/fHl9fX+Li4jCZTKSm\npuLu7k5mZiZ6vR43Nzd8fX0xm83CGXniiSfo3bs34eHhf+tz8PDwYPr06UyfPh2LxcKJEyf4/vvv\niY2NZenSpSxYsICuXbvy1ltv1Ym1oS6IiYlhypQp+Pv7s3fvXluHz1yI+vvhNindU+7P8+J949m3\nbx/9+/dn5syZtGzZUvCPpqSkiMYZnU5Hy5Yt6dKlC3fccQcHDhwQ5TNXI49Wq9VMnjyZlStXMmPG\nDNq1a3dN9+Xr68uwYcMYNmwYUPkdCwwMxGq1iu9PVcm2L774gkuXLrFp0yaxLj4+nv379/P0008L\nJ1qZOOTm5pKcnAxQZ1qsBtREfaR3k4AWkiSNkSTJD0CSpBnAQMAI1K2Q7R9E1eL81q1b07ZtW8FG\nHx8fD1RSHCit5EqDhkLrolarcXNz48KFC0ybNg1PT088PT3p168fe/fuFYSUffv2pUuXLkK7tfq5\na2u1d7RvXZsmSkpKiI6O5uTJk5jN5hr7q1Qqpk+fzrfffktaWhrdunUjNjb2L2/kqL74+fmRn59f\n+f+WjyP79xQRPmujUUybNg0PDw/efPNNdu3axSuvvMK0adMYPnw4t9xyC6tWrWLfvn04Oztz5513\n8vDDD9s0h9QGhW9K+Zyvdr1K48axY8eQZZm+ffuiUqlwdnbGycnJ7qJQTKjVatLT05FlmYiICNRq\ntZjRKrNne9dctSO8Af8YkviX2zyr1UpSUpKo3ysuLiYjI4MrV65w5coVEhMTSU5OFqne0tJSkpOT\nKSkpwWQy4erqir+/v+BZ8/DwID8/n4CAALRaLW3btqVt27YYDAahsapSqdDr9RQVFVFQUEBYWBgA\nzZo1w8vLi8cff/wvyWbUFU5OTtxyyy3MmzePL774goyMDHbt2oXZbKZv375ER0df99j5+flER0cz\nbtw4RowYQevWrfn8889r0p04e2LtshZZUpPv3IERr6ro3rMfv/32G7Nnz2bDhg1069ZN0DkFBgbS\nrVs3XFxcKCsrw9/fn8aNGyNJEuHh4SxcuBB/f3/WrFlTp+uMioqiRYsW9O/fn6VLl9ZLvaNKpcLf\n39/G4UtMTGTy5MkMHDhQZEhMJhOTJk2iefPmDB8+3EYFSymZUqvV5OTk3PA1/f+M+nD6OgIfA3OB\no5IktQEGA0tkWf7nisSuE4GBgeKHmJubi4uLC3FxcSQlJYlUhwKj0SiiMnl5eYwZM4aAgABiYmI4\ncuQI999/P1OnTuXFF18kMDCQiIgIpk2bxv79+7lw4cLfel9RUVGMHz+eHj16oNFoUKvVduvfbrvt\nNn766Sc6derEwIEDBaXL3wFZlkXkDABnT7hzP9z5JYSNZtOmTfz8888888wzTJo0iVtuuQU/Pz/8\n/PwIDg4mMDAQNzc3unfvztdff82GDRuIiYmhTZs2rFu37qr3UTXSdy04ATeHdAAAIABJREFUcuQI\njRo1uuZIwOXLl4E/eR+rOn320JDavWnwr7d5FRUVFBQUkJ+fL2rxvLy8qKiooKysDIPBQFFREUlJ\nSSQlJVFYWIiLiwsmkwl/f3/8/Pxo0qQJLVq0oG3btvj7+9OmTRuxXkF4eLiwM1arlcDAQEpKSsjM\nzCQ1NZXAwECaNGnCmDFjOHDgAB988ME/9UhqQKPRMGzYMGJjY7n//vuZPXs2M2bMqPEecISsrCy2\nbt3KQw89REREBFOnTiU3N5c33niDffv22eW3k2WZfb/omPVJC8ImnCM1I59JkyYxb948+vfvT0FB\ngfhslKirYreUWkqFISIrK4vy8nLuuecePvzwQ5HGrw2+vr4cOnSIqKgo3n33XTp06MCECRM4fvx4\nvb0H8vPzmT59OiEhIezcuVNMbJctW8bZs2dZtWoVrVq1qjG5DQgIwNXV1SEvYAPqhvpw+n6XZbm1\nLMu9gA7AXUCILMtZf2y/emV9PUKSpCckSUqUJKlUkqTjkiTdeq1jKLxToaGhYmah8PIp3Z45OTmi\n9s/NzY3k5GRycnJYtWoVgYGBaLVa3n33XaG4oHQFDx48mCZNmvDMM8/8FbfvEMqsWkFkZKTDmreA\ngAC+/PJLFixYwMKFCxk7diwFBQV/6fVZrVbmzp1LbGysSA8AlY5fcH8MBgPPPfcckyZNYsSIEeh0\nOgIDAwkODqbpH1Q7ijMUGBiIu7s7U6dO5cKFC0RFRTF79mweeughu2zzChRy1aysLIf72EPVaOC1\n4JNPPrFxFjMzM9FqtQ7rhqrrQTfgH8NNZfPg2u2eRqMRdWYWi4Xw8HA6depEly5d8PX1RaPRIEkS\nRUVFZGRkYLFYxEs3OTkZV1dXWrZsiU6nw8vLi7CwMMLDwwkJCcFoNJKUlERZWRmFhYUEBgbi7e1N\nREQEERERBAcHCx5NpTmuS5cujB07ljlz5pCTkyP4LxUOy9q4Qx0tFovF7vramhnMZrNoKFAWZ2dn\n3njjDdasWcMnn3zCgAED+O2332yaPEpLS7l48SKffvopy5cvZ8iQIbRr14558+ZhNpv573//y2+/\n/cbhw4eZOHEi8KeqhnIve/fupWvXrtx77738lO7LnHmLWb58OWPHjiUwMBBJkkTDjMFgwGQyodfr\nRdOXh4cHQUFBlJaWimY1FxcXJkyYAMDmzZttuEUdPRetVsuLL75IXFwcK1euJC4ujjFjxtC3b1+2\nbdtGYWGhuG+Fm9HRUr0Zpri4mJkzZ1JcXMzevXsF2XVsbCyrV68mKiqKVq1a4ebmJiKDyjtXmVg0\npHZvDPXRyKGRJEmSK6cBioSAa5V19qtb/wJIknQ/sAaYCpwE5gAHJUlqKcvy1ac5f0Cp1QsICMBo\nNNrUdBUWFpKcnExeXh7u7u5Crq1jx47odDrOnz8v6vUsFgvx8fHce++9ovPLZDJx3333sWbNGr75\n5hv69+9f78/BHl555RWWLVuGVqtFpVIhy3KtTopareall17itttuE7QAH3/8cb2JileFxWJh6tSp\nbN26lTfeeMMutc3LL79MSUkJy5cvBxBayQEBAQ7vo6SkhPLycpYsWULnzp2ZPXs2PXr04OOPPxYN\nOVXRtm1bJEni/Pnz3Hpr3ecKt9xyC6tXryY7O7vOBslgMLBz507mz58v6v+UdJqjSEJVPegG/KO4\naWweXJ/dCw8Px9fXl6KiItGFqWjoJicn4+fnh6enJx4eHmRnZ2MymXBycsJoNGI2m0lPT8fPz48L\nFy6QlZWFxWKhSZMmqNVqsrOzhcPn7e0taFvy8vIwGo0ipQyVv4Py8nLc3d3p1asXhw8fZsGCBWze\nvBmojEjm5OSQnp4uyKBvueUWbr311quWxCiTsbquV7Y5qsd99NFHueOOO3j44YcZNGgQgwcPxsPD\ng3PnzvHrr7+KyZiSct2wYQPDhg3Dx8fH4UROlmVyc3N58skn+fjjjxkwYACDBw+mZ8+eODk50a5d\nO0pKSkhJSRHlJEq9pZLuBISjlJSURHl5uXD8PD09SUhIYNy4cWzYsIE5c+Y4vD8lQqjAzc2NWbNm\n8eSTT3LgwAE2btzI3LlzefHFF7n77ru5++676dWrl0NqK4UAvOq9Tps2jbi4OD7//HOaN28OgF6v\nZ9KkSdx5550MHDiQixcvkpOTQ+vWrQX3rYeHR73VVP7/jvpw+n4FsiRJMgHFwNdAIjBLkqST/GkU\n/w7MATbKsrwdQJKkx4ChQBTXoIlZNcULlWFzJVKnyBDJskxxcTHe3t6UlJSgVqvp1KkTP//8swiD\n//LLL5SVldGpUyfxss7JyWHIkCEcO3aMuXPn8tNPP9X4EdYWRldmhXPnzsXV1ZUXXngBFxcXh8dU\ndViVLlVlhlyXJovhw4dz8uRJ7rvvPnr06MGGDRtqdNndSCNHeXk5Dz/8MJ999hnbt2/nwQcfrHEv\niYmJrFu3jkWLFhEaGkpOTo5NvYeCqulPRVJP4Re79dZbWb9+PStWrKB79+68++67jB071uY8Op2O\niIgIzp07d02NHEox+qlTp7jnnnswm80Oo6iKCodSOB4VFSXOlZycjIeHByaTCVmWxURBiWA2pHVv\nGtxMNg+uw+4FBgYSGhpKcnIySUlJJCYmEhgYSGpqKgkJCaSnpxMREYGvry86nU7o7Pr7+2OxWGjU\nqJGgIklNrVTHSU5OxtfXl4yMDEHXohTgK4o1JpOJlJQUwsLCUKvV+Pn5cfnyZZydnVGpVPTr149t\n27bx22+/kZGRQXp6uo08oSRJyLJMkyZNmDFjBrNnz/5bOS3bt2/PkSNHeOqpp4iNjcXLy4sOHTow\nbNgwunbtSseOHYWyk4LatHAPHTrExIkTkSSJJUuW0Lx5c9zc3DCbzURGRpKWlgZUOmQhISF4enri\n5uYmOqCVjAcgmgtLS0spKysjNzeXixcvUl5ejre3N0lJSezevZv777//mu5ZpVLRv39/7r77bi5f\nvsz27dv56quvRCq+S5cu9O3blx49etC5c2fc3d1F97cSMQZYuXIlO3fuZPPmzdx+++1i/GeffRaj\n0cioUaPQaDSUl5dTUFBAfHw8Wq2WiooKh9rFDbh23LDTJ8vyXkmSvgOaAnFKR9sfs8+hwMs3eo66\nQKrUvLyl6vlkWZYlSToM9Kjt2Op8bQqUNK4S9obK7iNFkk35OykpSfz4zpw5I77kJ0+exMnJSXTB\nKg0ger2eiRMn8thjj7F582amTp1q734cXu/mzZtZt24darWao0ePsmvXLtEGXx2O0o7Xsr5Fixb8\n8MMPPPbYY0ycOJETJ06wZs0aMXu9kXM8OiWKkoTP+eSTTxg+fLjdCOSiRYvw9/fn6aefRpIkm4hX\n1X2rpj+rOoNKt3VgYCAffvghL774Ivfffz9z587lv//9r42D1qFDB86fP28zrqP7UKvVSJJEZGQk\nPj4+/PTTTwwZMkS8wOzBarUyadIkPv30Uz744AMxS1Zemj169BCp9IZO3ZsTN4vN++Oc12X3Ll26\nhE6nE6lTq9VKcXExarVadIIqfHItWrQQEolBQUGEhITg7OxMWloaGRkZZGdn4+7uTkJCAu7u7lit\nVq5cuSImM1arlbKyMlQqFVlZWVRUVFBUVERFRQUajYbQ0FCys7PJzc2lUaNG9O7dm5KSEjp16sTt\nt99OUFAQfn5+hIWFkZOTw6+//kpSUhILFizg0KFDbN++vYaj9VfCw8ODTZs22dgqs9l8bbXA+WeI\nOfE7o8dMol+/fkydOhU/Pz8MBgNGo5FGjRpRXl5OWlqaSNsqDp9OpyM8PFw408qzKy4uxt3dHX9/\nf5KSkkR9ptlsFvQ4kydPxsvLi3vuuee67j0yMpJly5axbNkysrKy+PLLL4mJiWHXrl28/vrrdo9x\ncnLC2dmZ0tJSlixZwrhx48R34/vvv+ftt9+mX79+aDQaQkJC0Gq1osRGoUYDhJPbgBtDffH0qYHu\nQG9Jkj6SZTlTluUPgQ/rafy6wP+P66hekJUFtKrtwPT0dLsvVqVRQ6/Xi9mkUjumbM/PzxekvF27\ndmXfvn1kZ2cTEBDA/v376dixI87OzqLjyGg04u3tTY8ePZgwYQJLlizh4YcfrvNLPT8/n1mzZjF+\n/Hj69+/P7Nmz6d69O5cuXfpLCJwV6HQ6tm7dSo8ePZg9ezbx8fEcOHDghmbZFWYTg7x3MWG+FblN\nut19YmNj2bVrFxs3brzqM6qe/lRmwAaDQURlg4KC2LFjB/n5+bz66qsUFhbaUAa0b9++hkG/GiRJ\nonfv3rz77rv4+/szbtw4u+Lrly5dYubMmXz99ddER0dz7733im2ZmZmUlZWJlI2i8NLg8N20uBls\nHlyn3SsrKyMzM5PQ0FB8fX0pKCgQ9FQKGa/FYsHT05PCwkJycnIEkbhOpyMsLIzs7GxKS0vx8vLC\n3d2dRo0aYbVaxYtZSe1FRkaKTnW9Xo+TkxNNmjRBo9FQUFBASUkJzs7OIrvi4+NDeXm56FRX2BE0\nGo2oCbRarUycOJElS5bQpUsXtm3bxsCBA/+Cx+sY11rDK5B3CuvhAQSlGLl3SH+63zFQpLsDAwMx\nGAxotVp0Oh3e3t7k5OQQFBQk7IBS2qLYh/LycqxWK/n5+eh0OkpLS2nVqhWFhYX4+/sLp3zkyJFY\nLBbuvfdedu/eLZRYrhdBQUHcf//9TJgwQWiWX7p0CYPBICioJEnCbDZjNpsJDQ1l5MiR4nij0UhU\nVBQ9e/akbdu2pKWlccstt9CkSRObTl+Fxqr6ZL4B14f64OnrCrwPZALOwDxJksbIsvzjjY5dT5CA\nWtuOrFYrcXFx+Pv72zh1yr/Klw4QRi8pKUkYQWUGNn36dNatW8ecOXNo06YNX3zxBc8995xwGhXn\nUEl53Hrrrbz//vu8//77dqN99uDh4UGrVq344YcfcHJyoqCggHvvvfdvIVNW0pKtWrVi4MCBrF69\nmoULF17fYNYKVKceZUKvP6THfpoJIfeA7s/Ov4KCAiZNmsQdd9zBiBEjhAPkKAJWNf2pzCRLSkqE\n1mdOTg5btmxhz549ZGVl0a1bN8aMGWNzWX369GH58uWcPXuWzp071/l2VqxYwYIFC5g5cyZPP/00\no0aNYtKkyll8cXExL7/8MmvXriUkJIQ9e/bUMLiKBqmvry9paWkiVaPQxzTg5sG/wObBVeyeXq/H\nz8+P1NRUQalSUlJCr1696NmzJ8XFxVy+fJn8/HwKCgqEpnhJSQmenp7k5eXh6uqKu7s7LVu2xMvL\nSzAZuLu7o9VqKSgoEBMvFxcX9Ho9Go2GyMhIOnToIIignZycCAgIICgoCG9vb+Lj48VEXPqDbkqv\n16PT6QRxuhIRMpvNfPrppwwePJj58+ezePFi4Ww6SqvWlm5VymfsQWm6cLStqoyiw+PyTiF/PRBn\nuZgOYbDIv4STeKLVapEkCU9PT8xms5h0Ks6P4kQBwvb5+/uj1WqFzVNqzJX/33777SLiqnweM2fO\nRK1WM3r0aHbt2sXw4cNtrtNRhsJisdhdX7WUJSwszKZh0F5krmoTzqJFi0hPT6dfv34EBQURHh6O\nn5+fcHgVVJ38XstkvAH2UR+RvhFAR1mWzQCSJGmp1J/8uw1gLlABVI/zB1JzFmyD1atXo9VqhXPn\n6urKAw88wIMPPkhpaSnR0dF4eXnRsmVLOnXqZFPvp6RsZVlGp9OxbNkyZsyYAVQKfA8dOpTi4mK0\nWi1OTk54eXmh0+koKSmhTZs2jBgxgjfeeINHH320Tl9mJycnduzYQbt27UhISGD9+vVMmzbtGh/V\njaFfv37MmzeP5557jnvuuYdOnTpd2wDWCvjxUVRJ7wFQIatQ9YwGt3CoYlRnzpyJwWDg7bffpri4\nGJVKZTPDvVoETInUfvPNN7z//vt89913+Pj4CKkge9fdp08fPD092bdv3zU5fW3atOGzzz4jIyOD\n7du3s337du655x7xWWu1WhYtWsRTTz1l97q/++47mjZtiqurKy4uLg3RPQeIjo6uwZf2V3eW28HN\nYvPgOu3e//4fe1ce3lSZvd8kbfamSZt0L10oW9mL4IIKyCZuCIKKwCjiguCCuIy/cd9AR1xAQBBF\nHRFBkZHRGR8EcXfYGbeyFGi6t0napGmWJm2S3x/hfL25TUIXKEXv+zx92iR3+e5tvnPPd8573rNy\nJVJSUiAWi6FWq+HxeDBs2DCkpaXB5XJBLBajsrISSqUSpaWl7KGv1+tRWVkJq9WK+Ph4xMbGQqlU\nsqggVcDm5OSgoaEBbrebyYuQjhxVAfv9fhYVkslkTKRYKpUiISEB8fHxKCkpQVVVFVwuFxwOB/x+\nPwYMGIDExERYLBb4fD6WAl66dCnWrl2L22+/HfPnz0d6enpYmxqtw4dYLIZYLIbP50NRURGqq6sx\nZMgQaLVaRucIB6lUGvGYJEXlM+2G/6txkCLovJW4s7G7aTp65GbC4/EwDlx6ejocDgfkcjnkcjl8\nPh+8Xi+zeVQZC7R08UlKSgrhbNM4m5ubERMTA7vdDoVCgaqqKkyYMAGxsbFMM/DSSy/FqFGj0L9/\n/4jXQAWA4e5lJP6yTCaLmAn6+uuvsXLlSlxwwQW48MILWTcmKsyLVpzzZ8TptHuizmrviESimXxt\nKpFIdEcgEHgz0j5nCiKRaBeA3YFA4L6Tr0UASgEsDwQCL4XZvgDA/n/961/Izc1tRYpVqVRYuHAh\n3nrrLbZPVlYWCgoK0L9/f/Tt2xcTJkyAXq9HIBBgaZENGzbA4/HgoYceQmlpKYxGI6xWKw4dOoTK\nykqMHj0aAwYMgMPhwK+//oq5c+di+/btuOyyywAg4mqGjAcQLICoq6tjK18i/t9999347bffsGXL\nFmRkZEQ8VqRVXbSVFPczj8eDCy+8EM3Nzdi1a1fYsHvYc/h9wJ65zOFr8gFbLTMw9b71Ief45JNP\ncP3112Px4sWYPn06PB4Pq94ymUwAQg1duLG63W4UFxdjxIgRGDx4MO655x5GFo52fTfccAPrwxvt\nXlEhBx9EWt+1axc++ugjZGZmYvr06cjMzITf7w9rJAsKCjB06FD4/X4cP34c33//Pfvsz2ro2ooD\nBw5g2LBhADAsEAgcONPn60427+S522z3yOYtWrQIX3zxBQ4dOoS8vDzk5+fj/PPPh1KpRExMDNRq\nNTQaDWsH2NjYyCgLR44cQVlZWYiESHNzM/r168f6hhsMBrhcLsZ/rqqqYhEn0qEsLCxkzkv//v2h\n1WpZoUd1dTV8Ph9iY2NRXFyMpqYmNDY2Ijk5men6lZaW4sSJE2hsbIRKpUJZWRm2bt2KAwcOwOl0\nYvLkyZg2bRomTJgQ0hc70nw+cOAA3n33Xezfvx+//PJLSBV9fn4+Lr74Yjz66KOtOhVFOyZ99v6y\n+zAl/g1olcHnbUVTHv7tuAsZOX2RlJQEh8MBj8cTonNICz/i7FHVLhC0MdQGFAhWylIwgmwf7QcE\nnXWXy4XDhw+z6uWffvoJu3btwu7du+H1epGQkICLL74Yw4cPx6BBgzB+/HiW4SKbxofP54tatBbO\n6bPb7SgoKGDSZZmZmWGfvbRgNhqNzIEUCtpa0FG7dzoifblh3ksJ815X4BUA74lEov1okS5QAng3\n2k4UlqcIEkWIduzYgXXr1jGtpAMHDuDAgQM4ePAgVq5cCavVCo1GgxkzZuC2225DZmYmfD4fZs6c\nySagXq/Hu+++i40bN+Lo0aPo0aMHVq1aBSDY65LK1p977jmcf/75AEKdK4lEErbnITU7Jxw7dgzT\npk3D8ePHodPpcOmll2L79u3o2bNnu4osgOhOBn0ml8vx/vvv47zzzsOTTz6JpUuXnvocJyN8opMO\nX0AUg3s3JUA7MAvXiVo6lPh8Pjz66KO48sorceutt7LiDapaa2hoAABmGAjcaldKEaxduxYymQz/\n+c9/oNVqT5keEIlEuOqqq3DLLbfAYrHAYDCcspCDj9jYWMbz4/fjDXesuro6/PLLL1i4cCG2bdvG\nDK2AbovuZPOADti9GTNm4IknnsDEiROxe/du9O3bl7VGs9lsEIlETExZJpOhqamJRdtycnJYEYjX\n64XNZkN2djbT8iPnLisri0WilEol6urq4Ha7YbPZUFtby6KCsbGxqK+vh9frZdXzzc3NkEqlyMvL\nQ1ZWFuvlKpfLERMTg6NHjwII2m5yzjQaDW677TaYzWZ89dVXOHbsGG666SaIxWIMHz4cGRkZSExM\nhE6nQ2JiIhISEphszZtvvokff/wRGRkZSE1NxeTJk5GUlASdTofjx4+jtLQUn332GT755BOsW7cu\nVEv0FPjig2dxrWYVtCdNVb1sME6kLsEwTVB7z2QyMafW7XazQg1u5b7P52M8R6ClUpfur0qlYvYP\nCPL+ZDIZlEol6zWcnZ0NlUqF/fv3QyQSYcKECbjyyitRVFSEvXv34vjx42hoaMDLL78Mm82G5ORk\n3HXXXZg3b16I09wZBAIBzJs3D7W1tbjrrruQmZkZ0t2Kr8xAz2KPx8MiygLPuXM4HU7fdyKR6CcA\nhQBkAPoD+NtpOG67EQgEPhKJRHoAzyCY7vgfgImBQCBq3xaz2Yz+/fuziVJZGSwqeOutt9CnTx88\n9NBDiI2NRe/evXHDDTcw2YCioiK8//77eOedd7BmzRpccsklWLBgAUaMGIFAIIBt27bh5Zdfxi+/\n/IIrrrgCH374IYYOHYqysjJ8/fXX+Oqrr7Bz504AwLffftuqKTdh+fLlLGUc4boxceJEGI1GzJ49\nGzqdDsuXL8eNN96IvXvPXMZpwIABeO655/DXv/4V8+bNYw5sRJi/g4jXS/eL/3sQ1+aFVk9/+OGH\nKCoqwttvv81Wfy6Xi0X4qHyfa+j4XD9ylNesWYO7776biYC2BdSvd+/evZ0mO7cFW7duRSAQwOjR\no/Hxxx9DLpe3kmsR0K3QbWwe0DG7V1RUhFmzZqG8vBx33303CgoKGHeOIm7khFAxB1WSKpVKDB48\nGA6HA2azGQMGDIDZbEZcXBxUKhXS0tLYvLVYLDh+/DicTieL/DU1NSErK4s5a+Q8kqh9Xl4ejh49\nyhY/Gk2Q85aTkwOJRILGxkZIJBIW/aqqqoJWq0VaWhry8/Nx4MABOBwO9O3bF+eddx7KyspgNBoR\nFxcHo9GIuro61NXVhaTHxowZg1tuuQU9e/ZEWloao34cO3YMubm5EIvFUCgUeOeddzB58mQsXLgQ\nS5YsOSWX+sTx49AWPw9d7+Brp+o8nEh7BSJPcOFXXV0NIFhYY7VaWTq8traWLeq5HHNa5NJvCi5w\nI2IUAXS5XKyXMdeG+Hw+FBYWQq1WIykpCc3NzejVqxfS09ORkpKCW2+9FQCwbNkyvPjii1iyZAlm\nzpyJe++9t939ePlYvXo1PvroI9x5550wGAw4fvx4CF8eAGvnR+MmR5a+L9SCTkDHcDokW74ViURz\nAMxCcHX5GoDEzh63E+NZBWBVe/aRyWTQaDRwOp0oKysLWT0S0ZgPkUiE3r1749lnn8WTTz6Jf//7\n33jmmWdw4403Yvz48aivr8eePXswevRofP/99xg5ciTbNzMzE3/5y1+YUvrhw4eZVtHJa2DRoPj4\neKbgHgkikQgrV67EG2+8gQ0bNsDn8+Gyyy7D3/525p9D06dPx8MPP4wTJ06c2ulLHoPA8NXA/nuA\niz7EzqNBzs6VV17JNmlsbMRjjz2GKVOmoE+fluJDcuhiYmKQk5PD3jeZTCGrP/ptsVhgNpsxcuRI\nfPnll3jxxRcjpl/4IEPeFWlVq9WK//u//8O0adOQkpKC7777Dvfffz8z4AAEp6+bobvZvJNjapfd\nu/nmm9G3b1/MnTsXaWlpqKqqgkwmY06dz+eDw+FgfbArKytZSlEsFjMZDSp8S0pKYsLNBLKn1ONX\npVIxrb/4+Hjk5OTA7/fj559/ZpW6AJiTVVJSgqNHj8JgMCA+Ph7Nzc1ITk5m6VWtVovy8nKkpKRA\nJpMhMTERRqMRhYWFEIlESEpKYsUF+fn5EIvFGDhwIHr27Am73Y4TJ07A4XCgqakJAwYMYLa/trYW\nNTU1zJEk7qBIJMITTzwBtVqNlStX4uuvv8bzzz+PiRMnhi0OaW5uxuy//AUeexo+v98Nn0SDzy3X\no6nkIOMscnl7MTExrIKfhPzJ0QtHY+EveLkRMeJTcj8nUNCirq4Ocrkcer0efr8farUacXFxjMu8\ncOFCHD9+HD/99BO++OILrFu3DhMmTMCdd96J9PR0yGQy1iqNuPBKpZKl7/lFMfv378cDDzyA+fPn\nY9asWSyFX1lZCY1Gw7blRhWpMIV0CSlaKaDjaLfTJxKJlAAeDPNRE4B6BHWqrgTwZeeG1nVITU1l\nKwutVouqqiqYzWbk5eXh888/x759+6J2aIiJicHkyZNx9dVX45///Ceef/55qFSqEJ5eJIhEIvTr\n1w9btmxh73WkQmnSpEmYNGkS6urqEBMTw6KGneVsngpUXdaWvo4AgLw7EEiZAJE6Gy/dfjmGDBkS\n0pVk+fLlqKysxLp161pNbu4KkMB19MgwOp1OlJSUQCKRYM6cOZg9ezZuuOEGJCa2fi5feumluOmm\nm0LeowhAV6woH3nkETQ2NuK1117Dzp074XA4MHbsWGbABQN39vFHtHmTJ0/GhRdeiKNHj+L333+H\nRqOBRqNBTk4OE2RuampCRUUF4uPjWaux5uZm1NTUIDExEaWlpVCr1UhJSUHPnj1RV1fHOmy4XC7W\neYOKk/R6PWJjY6HT6Zg+ZXl5OUsrU0VwYmIicnNzUVVVxRwenU6HEydOwO12w+/3sw4ULpcLdXV1\ncLlcrFNIXFwc7HY7+vfvz5QWaHGYnp4Og8EAv9/PdD4TEhKQlJSEpKQkxge0WCywWCzMWfJ6vczZ\nnTRpEvR6PQ4cOICrrroKF110EZ588kmMHTs2xG6/8MIL2LNnD6aGHsT0AAAgAElEQVRMmYJVRwzQ\n6AworSxBZmYm6uvrkZGRAbVajX79+sFoNEKtViMvL49RU7KysqJKlIRTMaDfhYWFcDqdTK5Fp9Ox\nlHB+fj7cbjdqamogl8uRnJwMqVQKp9MJnU7Hrtvv92PQoEFIS0vD2LFj8cMPP6C8vLyV4gEfiYmJ\nSEtLQ2pqasjvV155BYMGDYJYLMaePXtgMBjQ1NTEWvdRmtdkMjHbRz/UIEFA59GRSF8AwAwE9agi\neRSno6dvl0Gn07FVk8fjQc+ePVFdXY1evXohMTERW7ZswXnnnce2j+RIicViXHfdda0mRTQZgNP1\nPgBmwMLt89tvv+Hxxx/Hww8/jAsvvLBDxw9HVlYqlVAoFKxLyam2BwC/IhO//u9/+PLLL7F+fUsB\nh8ViweLFizFlypSw7d7C8Ur4q2AyhPTeyJEj8de//hVfffUVSkpKQvatqqrCF198gRkzZoRcu81m\nAxBMI7ene0m49xsaGmAymZCdnQ2JRBLy2U8//YS1a9fi9ddfR2pqKp5++mn07NkTw4YNYzp9gqHr\nFvjD2TylUgmpVIrExEQm9TFs2DDGHyMHLy0tDUqlEj169MCvv/7KOGcU8aupqYFUKmVFVi6XC7t3\n70ZsbCwUCgXS09NRUFDAIlnx8fEoLCxkQsJarRZWqxUNDQ1MwiUxMRG1tbXQ6/WQyWSQy+UwGo2w\nWCzMgfT5fCyF7Pf7YTKZ2NzSaDQYOHAgMjIyUFZWhsTERNaykfYpLy9nKV6lUomMjAyoVCrY7XbU\n1tbC6XSivr4eMpmMVShTazOPx4MRI0agoKAAw4cPx08//YSJEydi1KhReOihhzBhwgTs2rULzz33\nHIYPH46RI0eyaJpPpIBarcb555+PHj16sDmenZ0dwm0jcGkt/MI1/oKXW71L5xOLxaytKKV78/Pz\nmTPs9XpZS8rS0lIolUocP34cZrMZsbGx0Gq1kMvl0Ol06NWrF5RKJYqLi7Fv3z6mWKFWq+F2u+H1\negEECzVqamqgUqlw+PBh7Ny5E1VVVUwSjeR3+vfvz7h71AiBnDyuM6tSqZCfny9w+U4T2u30BQIB\nt0gkeiAQCPwn0jYnq8nOKdTV1aGkpISF/Smkn5+fjy1btmDx4sUsLB6psjYaIu1zOt6Pdn6RSITG\nxkbMnDkThw8fxmeffYa7774bzz33XMTWNnQOMogUro9U0KDX62GxWFp9Fq0jx8svv4ysrCxcf/31\nbJtnn30WADBr1qywK9hwk55/fNouOzubEYPvvfdeLFq0CGazGXv27IHVakVmZiZOnDiBRx55BHa7\nnUX1RCIR7HY7gGCkjyrd2ttxxGw2Y9myZVi1ahV7ePTt2xf5+fns58knn8SIESMwb948BAIB/Otf\n/8KsWbOgVquhVndp+1YBUfBHtHncLhcKhQJerxcejwc1NTVwu91wuVysQIM6RcTHxyMmJoZx74xG\nI5OgqqqqQkJCAsxmMxISEnD06FHI5XLExsaGtNwqLS1FVVUV/H4/evbsiYSEBCQnJ0Mmk8Fut6Op\nqQm//fYbc0jEYjHjuMXFxWHAgAEAwLRP+/Tpg6qqKlRXV6OiogK5ubmsOwf1+vX5fEhJSUFGRgZq\na2tRWVnJHKL4+PgQm0JOidvthlQqhUajQZ8+fSCXy1mq2uFwoK6uDlKpFGPGjMHtt9+O//73v3jj\njTdw1VVXsRZ0l1xyCebOnYuMjAzk5uaylmrx8fFITExkRS/RQL1ngdaFa/wFL9dBVKlUyMnJCSmQ\nkEgkrEmAxWKBRCJBz549AQS5gXq9HiKRCLW1tfB6vZBKpZBIJKyjh1gsZgUwvXr1QmVlJZKSkmC1\nWllEl2TPTCYT9Ho9VCoVNBoNvv76a9hsNlRXV7OxpaamsvQtP2oZTYNVQOfQIU5fNON38vNtHRvO\n2cHjjz+OH3/8kT3sw4HrGJxLMJlMuOmmm3D06FH8+9//xq5du/DCCy9g8+bNePbZZ3HzzTeHlNWb\nTCb885//xObNm/HNN98gNzcXH3zwQdT0dm5uLlasWAGPx4MFCxYwyYFI+P3337Fx40a8/PLLjMez\nb98+rF69GnfccQdSU1Ph8XhC7ne0Sc/tuUs/ZEy5BoTrDJIQLBDs/fjaa6+x+0DV3P3798eQIUMw\ndOhQFBQUoKCgAP369WNOcCTs3r0b1157LVwuF+68806MHTsWR44cQWFhIQoLC/HFF1/AZrNBIpFg\n7969kEgkWLNmDWpqakK6dAjoPvij2TyaA1KplKVka2trUVdXF4xI+XywWq2QyWQsteb3+zF06FA2\nl4YMGcKkoyQSCdxuN4YOHYpjx47B6/XC7/cz/h05OE6nE8nJyTCZTGhsbAQQTJ02NTWhb9++sNls\n8Hq9qK6uZjxr6r+akZGBhIQEKBQK1NbWAgg6f42NjcxpLSkpgcPhQHZ2Njt+Y2Mj4+lWVVXBarVC\nIpGgR48eKC8vD5Fwomul7A+3kr5Xr16wWq1oamqC2+1Gbm4uJBIJiouLodPpMHfuXPTv3x+///47\nbrvtNqhUqpAWnwkJCXA4HGH/H0ajESUlJVCr1Rg2bFiIM0c8vbboknIdRJLNMRqNLN3u8/lw8OBB\nSCQSJqlCxyUOoEKhgFQqhVarhVarZYU2CQkJLArs8/nQq1cvxMTEMAFtGjM3PdyvXz94vV6kpqay\nAp4ePXrgggsuQL9+/QAgJMtGiwjBwTtz6LRO37kM0qzKzc3F7NmzMWbMmBASKkVxEhISWFHBqaJw\nfr8fJ06cYOTjtuzT2fcjfbZr1y5Mnz4dTU1NePfdd1kY3+1245lnnsGmTZswcOBAPPPMM6iqqmKO\nnkgkwpgxYzBixAhs374dBw8exNNPP42HHnoobFFLeXk5XnvtNbz99tvwNLrw41vXYuj1axGIiWs1\npkAggDFjxqC6uho///wza69TUFCAuLg4bN26FWKxmEUU2gLi63D3Cfe95koaAEEjuXHjRjz++OMY\nN24cNmzYAJ1OB7/fj2+//Rb79u3DwYMHceDAASYRodVqMW7cOMyePRsTJ05sVb23ZcsWzJo1CwUF\nBdiyZUura6Bx1dTUwOl0omfPnti+fTuuuOIK3HnnnVixYoWgy9dOdLVO37kMsnlr1qzBiBEjWFrN\n6XSipqYGTU1NkEgkkEqlsFgsyM3NZb1TExISMGjQIJSXl6OhoQFqtRoJCQlwOp04cuQI4uLiYDAY\noNVq4XQ6YTQaAQTnTHp6ekgbsf/9738Qi8WQSqXIzMyERCJhTkNFRQVqamoQGxsLiUQCiUSC5uZm\nxMfHs2Ix0rVzu91se3JY5HI5S2MGAgFUVFQw56u6uhpisRg9evRgDkxsbCzS0tJQW1sLhUIBj8cD\nq9WKw4cPIxAIwOv1IisrC+np6fD5fCgrK4NMJkNWVhbcbjcsFgtiG36B0l+NX2x9WAWyx+NhY8vM\nzERBQQHjFfM16QoLC2E0Gln0Mjs7GwqFAocOHYLJZEJSUhLy8/Oj/m/5qWCi3VCFMDl6tbW1sNvt\nyMnJYaLIAFBSUgKTyYSysjKkpaWx9D91UrHZbEwrkTiexM2k/4dMJoPRaER9fT3i4uLgdDqRl5eH\nsrIypvXXt29fVjBE3wcqpqSxtLXo7s+Ms6nTd85j06ZNKCgoiLoN14mgvwOBAMrLy7F3717s27eP\n/dTX1yMxMREvvvgibrnlFpYWjnbMzrwfbnxvvPEGFi1ahOHDh2PVqlUYNGgQax0XFxeHJUuWoHfv\n3vj6668xZcoUSCQSjB49Gvfccw9mz57NHMTp06fjzTffxGOPPYZt27bhH//4R0irHSBYCPPSSy/h\nyScewy9vDkeB+GOUvf9fpMz4HyTyUB7ee++9h++++w5ffvklpFIpAoEAFi5ciIqKCmzfvh1SqRRm\nszls6iOSMxQp9cutbgMQEvGjDgNz585FXl4e7rjjDowcORJbt25FXl4eRo8ejdGjR7P76XA48PPP\nP2Pnzp349NNPMXnyZBgMBtx4442YPXs2CgoK8Oqrr+Lhhx/G9OnT8c4770Aul0fkOVIK6tdff8X0\n6dMxfvx4LFy4kHH5BAg4kzCZTDh06BB0Oh2ampqQnp6OuLg4Jtui0+lYr1u5XA6n0wm3241du3ZB\nJpMhEAi0ItpTUQgtdn0+HxobG6FQKFBUVIS0tDQmA0OpRoPBAJvNhsTERMjlctTW1rLuHhSJJ95f\nWloaGz9JqABgDmVVVRWOHDmCzMxMxMTEMMH6uro6iMViVFdXQ6FQQKPRICMjA0VFRWhqaoJer0dz\nczOjqJBAckNDAyoqKuD1elmhWkZGBnJycmAwGGAwGFBSUgKF+3ec51sGqagRSYYHUBc3nsncUEWz\n1WpFIBBAdnY2s0uUejabzczZcbvdIX1mSeaGKxQdCcQN5EKlUoVIXDmdTiatQ++RXXW5XKisrGRO\ndl5eHuNBGo1GxMbGss4jtbW1sFgsqKurwwUXXBBis3Jzc2EymbBjxw5W/FJQUMDuoVqtRiAQYNXg\n3KI1YcF75iFE+oD9+/bta+X0naqCds+ePZg1axaOHTsGAEhLS8Pw4cOh0+lw8cUX45tvvsH69etx\n6aWXYtWqVVFXaXa7HYWFhRgyZAhzFNob6SPU1tbi/vvvx/r16zFz5kzMmTMHKSkpyM7Ohslkgslk\nglgshl6vh8/nQ0VFBYqLi6FUKln4fuDAgSxqRsbpp59+wr333ouGhgasXr0a119/fei4An5gz21M\nh6+pGXjl4DgsfOFzFg2rq6tD3759MX78eHzwQbChwZYtWzBt2jQ899xzuP3229n9cDgcyM3NDeEd\nttcgFBcXMyeXyMFUWUikZqoG3rVrF26++WbU1tbi448/xpgxY6Ie++eff8b777+PDRs2oLq6GpmZ\nmSgrK8MjjzyCZ599NmL7Ie7/sKamBhdccAHi4+Px6quvQq/XIyUlpc0RTgFBCJG+toNs3uOPP47B\ngwcjEAggPz+fpQF9Ph8rzkpKSkJKSgqrqCwqKmL6feSYkIyKTqdDcXExbDYbAoEAUw+QSCRISUlh\nEbjKykqo1WpUVFTAYDAwQeb6+nr4fD4cOXIEEokEYrGY7ef1ehEfH8+igaRFJ5PJWBTOZDLh559/\nZo5dbm4uAoEAiouLWQSKWmbSD0XAyMZQBI8KW8jRqqioYJI21Gudxq1w/47UQzdD3Bys+K8RDYAx\nZy3sDQ2IjY1FQ0MDGhsbodFoMHToUFZUUV1djeLiYgBgETdKx3J5eWazmfVJJmoKgbuo5Rd88YWa\n+fYu3DFMJhNqamogkUhY4QQ55k6nE0VFRUhISEC/fv1w4MAB7N+/H2KxGGPHjm31fDObzdi3bx9K\nS0uRk5ODiy++mN1TeqZQSpgWDtxrEJy/U0OI9HURfD4f1qxZg0WLFqGgoAAzZ87EiBEjMGrUqJAv\n9dVXX42srCxs2rQJQ4cOxcMPP4ynnnqKOQNerxfvvPMOtm7dip07dzJNpssvvxxTpkzBjBkz2vTF\nr6ysxObNm7Fnzx7s2bMHx44dg1KpxAcffIBx48YxLSSn04mkpKQQnopGo4FEImFcFQCsDRN3JahS\nqTB48GBs2LABr7/+Om688UZs3boVS5cuDQqIUqcNjvDyfyUL8MSqN7Dt50nYvHkzdDod/va3v8Hr\n9bLuHX6/H4sWLcI111yDyZMnw263Y+PGjfjhhx/w/fffIzk5GT/88ENI55GOgla5Ho+H9frkomfP\nnnj33XdZl4JnnnkGmZmZzEGkn6amJkybNg3nnXceBg0ahBdeeAE7duzA5s2bMWrUKMyePTskuldX\nVxfSUo3r9C1ZsgRerxcrVqyAXC4PWYELEHAmkZmZydqolZWV4fjx4xCLxWhqakJSUrBThEQiYQ9+\npVKJ9PR0HD9+HLGxsSgrK2OVrNRVg/TyTCYT5HI54+lxi5J69eqFoqIiAEEbSOlUAExupaGhAS6X\ni6WQExMTEQgEWHUryXtQWpBsG/EOExISkJiYiBMnTkCtVkMsFqN3797M9rrdblbYQCDJFtIUNBgM\nLGqWnZ2NQ4cOMfvh9Xqh0WjgqfoROZX3QuwLcsHNon44GPckmsxmJras0WiQl5eHfv36hTwfqqqq\nmHNLvDquoyaTyWA2m5liAUmuhFMqoH24DiB9ZrVaYTKZWESRX/HLL6Agx9rpdOLw4cNoampCbW0t\n+z4Q6B4Tv5KOTeNTqVRQq9WIj49ncjDc81ElNoBWjqiAMwvB6WsjPB4P/vGPf2Dp0qUoKirCggUL\nMGXKFAQCAWYcqZqKvvhz587FqFGj8PHHH+P555/HyJEjcfnllwMIduC46667AABXXXUV/vrXv+KB\nBx7AJ598gi1btmDEiBGnFjsG8Pe//x3Lly8HEDQUJHyZkpLCDBt3NUURP6DFoeMWOACRV1kajQZL\nlizBuHHj8Le//Q133HEHPtv6KUR7boPI+A8AQYcPIzfiksyp2JZ+La677joMGTKEpYmXL1/OnLhD\nhw6htLQUL7/8MnJycvDoo49i2bJl7HzFxcXYuHEjZs2a1aHqLRKO5VeB8f92uVwoKSmBWCzG0qVL\n8eabb4YIW5NuFlXlbt++Hfv37wcQ1Gi8/PLL2f+Vj5dffhlLliyJeD83b97MNMfCXR+/SEWAgNOB\nlJQUJCQkoLy8HEVFRYzUn5SUhMbGRiZQ73K5YLfb4fP5WKrXarUyZy0xMZFJcej1etTW1kKj0aCs\nrAyZmZnweDws0kbFAEDQVh08eJAVehDXTSKRQC6XQyaTobGxEWlpabDZbJDJZCgpKWH2leY2OTwU\npVKr1bDZbPD5fEhNTYVcLmfOVkVFBcs6SKVSpKQEO+dVV1ejrKyMUVq4qWdyxHr06AGz2QyHwxF0\nQCUlyC65F5KTDp9NOhj/Uz0JlVqPxsZGNDQ0sKIKh8PRqq1YRkYGi3RxlQaIdhITE8OcIW53CgLX\nQYyPjw9x3rgVsdyOHQaDgbWxjIuLY0LHfIFnchC1Wi2MRiOys7NRX1/PWoKSnh83OxbO+czMzGQV\nwHwVBhIAF9D1EJy+U8But2P16tVYtmwZqqurMXXqVDz66KMYOHBg2Eosbrg8Ozsb2dnZ0Ov1WLt2\nbQgvY9y4cdi2bRsee+wxfP755/j8888BAJdffjmefvrpNjl8APDSSy9h4sSJ+Pjjj/Hpp59i1apV\n+Oabb3Dttdfi6quvRm5ubki6kK+DZDAYwmrBkbPB30+lUmHy5MkoKSnB319cgsbvZkFRtQlAi8OH\nzKkAgsLHBw4cwM0334xXXnkF1157LRYsWMCOSbp5gwYNAgAsWLAAI0eOxL59+7Br1y5cccUVrOgj\nLi4upBNHW8B1lLjFHnzeC3Fr3G43kpOT8dJLL+GBBx6AzWaDw+Fg1cjTpk2D3W7HSy+9xD9VRFDv\n3bfffhuXXXYZLBYLHA4Hqx7U6/XtFmAVIOB0oLGxESUlJZBKpdDpdOjZsyf0ej1OnDgBs9kMj8fD\nqlj9fj8OHjzIOmr4/X42HyUSCZPncDqdrItRRUUFsrKyIJVKUVJSAo1GA6lUioSEBFRWVkKr1bIo\nn0KhgFarhUKhQH19fYhjqVAoUF5eziJKBoMBgwcPZv1pjxw5Arfbzap1dTodcz7J6amoqEBMTAwa\nGhqg0+lY1MpsNuPnn39mKe2srCwW2TQajSgvL4fP54NarUaPHj2C+oaOX5B2eB5EJx2+etlg/Jb4\nAkTNMejTpw+OHj0Kq9WKmJgYJCcnM0eOMgAkMs/l8ZGUCmkZKpXKkKwAv0iDHLSYmJgQUXqyEdzg\nAzeSRulirvgx93OJRAKXy8X+n+QY028uP5qKTdxuNxNUpnHRWKi4R6FQhGRAwjmyAroGgtOH8OLJ\n1dXVWL58OVavXg2Xy4W//OUvGD16NEaOHMm4FrRK5a9yuETcaOcZN24cxo0bh88++wwVFRUYMGAA\nLrnkklOKOQcCAdx7773o168f5s+fzyJNq1evxldffYV169bhxRdfxIoVK3DDDTdgwYIFSE1NZeH3\nSIUP3HNw0wPUsJsmqtFoxJgxY/DWyiXwlO+EQtLSSxcZU4CTY/f7/cjMzMT27dths9kYd4aMWVlZ\nGcRiMdRqNSOKU8ukefPmQSaToaKigkULaHXf1v8pF9GumYwTrUhNJhOcTifkcjkyMzOxc+dOLFiw\nAPHx8fjpp58wdOjQVscgjhFXIBUALrvsMmg0Guzbtw833HADW9EDQGxsbNjvSVvHLUBAR2EymZCS\nkoK4uDhWyJGZmckoIEqlEnK5nEWh9u7di8rKSigUCmRkZLDI12+//YbExET2nSbxZK/Xy4SNPR4P\nDAYD6uvrIRaL0a9fP9aFgt8flqJ4ZWVl0Gq17HsfHx+PX375hQkqUzEBiQKT3AlFK6l/MNkwjUaD\n6upqaLVapKSkMDmY0tJSOJ1OpkpA/DcgSOUhTh7JumRnZwOHP4WoKSjgblcMxa+6xXA3SZCc3KIc\nQBFGardWUlLCeGxEt+FKqlD1ajg+L23jcDigUChCMjQ0ZpVK1SYusFKpZLqLtJimRTBlNCgCx3UG\nyWbzOYcikYg9U4gzTT/8awVC22kK3OWzA8HpQzCdSSuqY8eOYenSpXjvvfcglUoxefJkLFiwgAmI\nkvPDDZsT14MbmudzNPjnAVom0jXXXBN2TJGwadMmrFq1ClqtFrfccgvTpZNKpawdW1lZGd544w2s\nXbsWa9euxaRJkzB27FjW75drOLjpQ76+XbgVGQk2F1w4EXPWm7HlHj0w6FmITkb4CCReHBMTw1a1\nXJA0AFX7SSQSJg5LDh6tvLmrx7aCT3QmGYlw/z+ghUdDxkokEuGdd97BK6+8gkmTJuH9998P6Qoi\nEolQX1+PxYsXY9myZZDJZLjpppswd+5cDBs2DCKRCDKZDFdffTV++OEHGI1GpgHm8XhCHjSR0rdC\nWlfAmYDZbEbfvn3ZYsvpdKK8vDykqT3JsQDBaFRdXR3T9qNoWL9+/WCz2dh8slqtSEhIgFQqhd1u\nh0QiQUJCAtxuN1JSUpjTwJcgMZvNSE9PZ3MiLS2NRaOczmB3jLS0NMTGxjJbUF9fD6lUitjYWAwc\nOBClpaVsrqSkpMDpdDKuMvEH4+PjQ44rEomYUDUQFI8m2S69Xo+srKxWlbOuHncg0FAHSc2XKM1Y\nBrOxCh6Ph1F9SAcwMTERffr0gdlsht/vR0NDA0t1EyhIwG+5yLXLtI3L5WK8X25PWr6oMdee81+T\nXSX5lmjg2k+qlHY6W4tFc20oRSH5vD2CsIg9+xCcvpM4cOAA/v73v2Pz5s3Q6/V44IEHcNVVV8Fg\nMECj0YT9svJXPQBCdOzoy08aUdxm5B1FXV0d7rvvPowePRrfffcd1q1bh3vuuafVdpmZmVi8eDEe\nf/xxbNq0CStWrMCDDz6II0eO4O6774bNZmMcFn76MFzrH36bnLy8PFx11VVYsGABilceRk5m73Zf\nS0VFBZN/oYgXPRhoxQ903FDweS6UsuISms1mM3w+H2w2G7RaLSt0qampwWuvvYYvvvgCTz31FB59\n9NEQ7ahAIIA1a9bg8ccfh9vtxqJFi+DxePDRRx9hzZo1GDRoEO666y7cfvvtmDp1Kj744AMUFhYi\nPz8fKpWKdQLgG20BAroCFRUVKCkpQc+ePVFSUgLzyeIDn8+HhIQEls6z2+2w2WxQKBTo06cPDAYD\n67oAgPXdpfml0+lYqjQjI4MVTtXV1UGhULCKVi7IEaHIn16vZzYXCDqExA3Lzs4OaTXJ7actkUiY\nLAhlY4jXHB8fD4fDwXre0nzr06cP4y7KZDLm4FClq8vlQmFhYUjEyul0wp5wM2y4AoFmCSs4AVr4\ne8nJyejVq1dIRI7sG42P/5vv9DU3NzM7TBW1/KwA3zby6SD815T2DRcpJMTFxSEpKYnx/yQSCSui\noawIgTQew6WauRFcAp2fnjHCorbrITh9CHLJdu/ejdzcXDz66KOYO3cu9Hp9iEMXruUNhdwDgQAL\nk/MnmclkYr0r582bB6fTiVtvvbXDY/3tt99gNpsxc+ZM9OjRAwsXLsSxY8fw/PPPh23dJZfLMX36\ndDidThw6dAg//vgjZs2aFUJWJo4JIdxqzul0wm63s31iYmJw3XXX4b777sMX23Zg/vz2OX2NjY3Y\nsWMHxo8fz0jYXq8XiYmJrJKOu0rtSCqAbxCVSiXTIKP/U3l5OZxOJ5NLAYKGTCwWY8eOHUyYmx+h\nfeSRR/DSSy/h1ltvxXPPPcfSRU899RR27NiB9evXY/78+fj888+hVqshEomYsj5XmJVLxhYgoKtA\nWQfqlqBSBXvuctNwKpUKNpsNfr+fFV9R1K68vBy9e/cOsRs036iwgKKBRUVFLE1K3Xa4kSaVSsUy\nAcQp485/mUzGooxAMA3JL36g7Aq1TyssLER1dTU8Hg/rsCORSJCamsocPG50jV7zu2EQ35eid+Sg\nms1maBMM8Hg8GDJkCGpqaqDVatk1ks2i8fO5c9xFdDjbRveSIoNch4q/Hddp4tu8SAtmep7R/TOZ\nTOy+aDSaVs86LgecHMKSkhLGj6SULvdZyc90cY9HKW0ao4Cug+D0AbDZbHj33XfRu3dvNDY2subd\n/MnGjYABYBEiahNEqUPuBACCac4NGzbgrbfewm233Qaj0Yinn366Q2M9//zzWS/D6667DhkZGXjl\nlVfwn//8B+vWrcMll1zCtq2oqMCKFSvw5ptvwm63Y/r06Vi8eDGAYGqVroubsgQQdjUHgK3aS0pK\nWMXekCFDsGvXLsyfP79d17F27VpUVVXhjjvuAICQdkVkWDsbBeM76hShpAcEtYKi5vDcxuQpKSnY\nu3cvHnvsMdx4441YvXo1XnvtNQwcOBD3338/li9fjnnz5mHGjBlITU1lY21sbMTFF1+MvLw89O7d\nG2+++SZcLhfWr1+PcePGtVrN03dMMHwCuhJ6vR7x8fGs03bTE8oAACAASURBVFBpaSmbA8Rzo7Rm\nIBBg86SyspJJF/3666+wWCzIysqCXq9nWnyNjY2MkqFSqZCeno6jR48yZ4LoDQSilRgMBhw+fJgV\nyJFd0mg0bFFVVFSEuro6AEF+HVeDDgimhSsrKyGVShEXF8c0A+Pj40NsGp2fKDkUWeS2ZKOxJScn\nQyKRsMWiXq8PUUGgY8lkspCCFupIArSWJeFW0YYrUGsr/zrcfnwnMNq+fOeS+9wiZ5ScOlqYUlDA\n7/fD4/G0CnZwo3389+j9cCltAV0DwekD8Prrr2Pw4ME4ceIEqxoDQrl51J6Gmmb36tULAJgxoQo3\nLqmVu8qRSqUsGvfcc8/BZrPh1VdfjdhuJlIhh0wmw1VXXYXff/8dM2fOxKWXXoqRI0di8eLFGD16\nNO6++25cf/31eOONN/DRRx9BqVRi/PjxePbZZ1k612w2Iy0tjXV/4DsdFI3irrSp6pUEXBsaGqBS\nqXDBBRdg27Zt7eo44nK5sGTJEsyePZuJv2ZnZzMOCJ+TEo6b0hbwOX3c49HrnJwc2Gw29tDg6ncN\nHDgQW7duxaZNm/DUU0+hoKAAI0aMwK5du1jrNkpP841zSkoKZs+ejXHjxgEAxo4d22p8Ar9FwNmC\nVqtlKTt6INvtdhw5cgR+v5/xjXU6HaxWKyuY8Pl80Gg0jBZht9tZFT59j8lGcCtEufptAFiFKoEc\nTIVCwaJ91MqSKkSBYObC6/Wyud3Q0MA4ieSkkINI5+PzzcieAWAyMERjAUL51GQjaF+VKrR4QSaT\nMR274uJiXHjhhaxTBwlODxw4sEP/I5FIdNrTn3yueCTuH/ezcAtTj8cDtVrNZF8AhNwf2p+qevnn\n4/8toOsgOH1omVzJycmsJyDXCBiNRhiNRlitVtTX17M0ql6vR0NDA4sokagogVZGxFOJiYnB448/\njqysLDz88MOw2Wx4++23GXGYEK0jBwBMmTIFGzZsQH19PUtJrlq1Cp9++imWLFmC119/HdnZ2Xjg\ngQcwatQopKenIzExESKRiE1uqsrlOx10XlqlIeCDrugRiDKnQGa4tpXO3wUXXIAVK1agtrY2bLFG\nuOtYs2YNzGYz5s+fz0L8fMNKx6e/OxL142tScVegdPy4uDhGjhaJRCzax9Xouuyyy9CjRw+88847\n+OKLL/DMM89g0aJF7Fh8Tg2BCka4hlCAgO4AnU4HmUyGAwcOQC6XQ6/Xs2hOfX09247kWBwOB44d\nO4asrCxkZ2ejf//+KCkpYYUS3BQhaf5x5xxXJomb9uPOSbvdDrfbHcKpA0LVBIjDR/OKtOPoWHyZ\nEu68o7lKnGEATJeOH41C7T40/7oEdX1egUqjZ44rn9vsdDpZN56kpCTGI6RWc/Hx8a0K+yilG83p\n6cgitzOIdJ5IC1MquonmwNF7zc3NjO9Jzrng7J09CE4fwAwX3zBxCa60AqXITlZWVtgwOp/U6nQ6\nW0mePPDAA8jIyMDs2bPhcDiwefPmdjWYJg2/I0eOIC8vjxnZefPmYerUqTh+/DiGDx+OmJiYEAcH\naAmtc9MQ4ZwplUoFp8MOQ8VTiK34AKjahIDsn1CmTWKcDpPJhCFDhgAAvvnmG0ybNu2UY7fb7Xjx\nxRcxZ84clp7hVghHMganKyrGvV4yPtzr5/IJuVIKqampuOeee3DHHXcgPT2d3VfiOXJTHFyZGzpW\nONJypHsvQMCZRm5uLiQSCRwOB7xeLxMJdjqdrCsG0DIni4qKGI2F+GnEd3O73SyaQ5SXvn37RmwN\nRvvRvKGoGWUguPp6BJr/XFuhVCpZu7C2zB+yfVxOH0UVQ1C7D9g5HjFNNmjctbAPeS/EfpKDS/eG\neG5OpxMlJSXMEdXr9a3anIVbhEYaa1fbhmjRPi7aY4vD/d8EnF0ITh/A2sQQ+Zi+oNzChdzc3JA0\nBYGcBqBl9UkTgiY8VZTRNgBw9dVXY9myZViwYAF27NiBCRMmRB1jeXk5Nm3ahI0bN2L//v0hYqFU\nfUa6S+PGjWuVmuVOYiJb88P6IdelkEP1ywKgLNgjFwE/4AumWEwmE5Mfyc7OxkUXXYTbbrsNBoMB\no0aNingNgUAAc+bMQWNjI4uU8fmEkdCRFW+kjhxtITpzeSeEuLi4VtV3fDmZcAYuqmMtOHwCzgLc\nbjejqFAqFQCLhHE7+VALNnL4gOD33mKxoKqqKkRPj/T1woFlDwDGIaMIGxVnkEYm39ZSFM9oNEaN\n3rdF85KuldvJgqF2H/D1BOCkDp844IVKKW91DI/HE7LgI407ujd0DurMwZ3j3IBCpPGeDdvQVkez\nPbZYSOF2PwhOH1oezgcPHkRTUxNcLhfy8/Nx6NAhrFu3Dtu3b8fIkSNx5ZVXYurUqSGEYC5nhCYy\nTXjivVRWVkKv14cYA6fTiZEjR2LIkCF4/fXXwzp9DocDH3zwATZs2IDvv/8eMpkMV155JRYuXIiJ\nEyeylaNSqWTdI6glnN1uh9VqZYRt7njDRShD4PcBu+cCJ3vpQhQDXLwpKLyMoNFqbGyERCKBWq3G\n6tWrcf/99+Pyyy/Hu+++i+nTp4eNXL7wwgv45z//iY0bN6Jfv35hHc7OpDW4+3JTPdwHAj3Iol4/\nQqUUuM4zPwJB0RE6DtfR4/OK+J9RZFGAgK4GVc7ytfKII6dWq0MoLtnZ2SGLWnKUUlNTmai50+kM\n0dcjcNO51HGCFthccPnQhYWFTKyd+LYEiizS+CIVDPBB85PPNWZzk+fwIelSSEf9G9LYFlUErg0h\n7mJhYSErbONrgNKzgmsf2jLes+EsCYvQPwcEp+8kqD0NGaLNmzdjxYoVkEqluOmmm7Bnzx7MmTMH\n8+bNw4QJEzB16lRcc801jK9AXBav18uU7SllkZycDK/X20reQKPRYOrUqXjyySdRVFTE0rbHjx/H\nqlWrsG7dOjidTkyYMAFPP/00hg8fjsGDByMmJgaBQCBEsNPj8YS0haM2R+0xHk6nE06HHbqjDyH2\nZIQvIIqB6OJNwdZqJ40lrfyJ/6hWq/HQQw8hMTERM2bMwG233YYhQ4Zg6NChGDJkCAoKClBeXo7H\nHnsM9913H8aMGcPuQbgIW0fTGuGMKf89brqFH+mM5AwSBzJcY3Cuc8l9mIRLI5+OaxQg4HTA6/WG\nOEBUDEERrEAgwPquKhQK9kNwOp0hzhg5dRqNJuQ11ymjRRNFuvjCvUCL40EVukePHmWfEfXCYrHA\n7/fDZDIxmg1/LvGLuCKBzd+TDh912ggYLoVr+EdwWl1QqUSsLRrdJ5VKFbawjXuPiJsItHALO1KR\ne6bAt31CVO7PAcHpA/DUU0/hhhtugN/vx+7du/HEE0/A5/Nh4cKFePDBB1m6oqSkBFu2bMGWLVsw\nZ84cxMTEYO7cuRg+fDisVivS0tKg1WqZATAYDCwSROCSiFUqFaZNm4Zly5Zh5cqVuOaaa/D666/j\nX//6F3Q6HaZNm4Zbb70VvXr1YppX/Cqq1NTUEFIy/a3Valnrs7aKYDodDVD/dh9iaz4GEHT47APf\nRPzJThtUCAK0CHhSmqexsRFz587FRRddBKvViqNHj2L79u1YuXIle7BMmjQJd999d8SUMt2TjhrE\ncPuGi7JFEy+NBCIh0zHDpca5D5lo19FdjL6APzf4jhnp0VE3Db1eHzYaxZdC4mrl6fV6WCyWEN4b\npYy5WQ6+ZAfpBtLc6t27N8rKyqBQKELEnFWqoBafxWKBWCxGVlZWq/EArYu4+AhZ/HkOh0T4fIkj\nUdf/XTjqXCwFTeOmsVOamF/Yxu2Vy7UH/NfRHNGuwulcfHYmQyOgayE4fQjyUO69917ExcXB6/Vi\n/vz5ePjhh5kYKCErKwsLFy7E/fffj8rKSqxfvx6LFy/GRx99hHvuuQcSiYSt7PgTnAwjTY7Dhw9D\nq9UiLi4ON910E5YvX47ly5djwIABWLp0KaZOncqcB0oDBgKBsN0y6G/uhJNIJNBqtazVGXBqEq1K\npUZAHrxmcvhicq4P2YbPEzQajUzDSqFQYNy4cVAqlaxvbmlpKYqLiyGRSHDrrbeydnXRHKKOGg3u\nvgFOVJKv1ReO0wcgonPM5fFEchgBhEQUo12HYBgFdAdwv69OpxOFhYXw+/2IjY1Fenp6SFcMAtd5\nAVocx3C8YZovLpcrhLvL3S6S85OTk4OcnBw4nc4QbVTqcEQRxUjjslgsrMAtHH8uxOGRa+CXKCFu\nsgUdvoHvowkyAB52XdyUNvdaiddMUUButx+ubeCKEXcHhw84vYtPIXtx7kBw+gB8/PHH+P3331FU\nVIT58+cjPT09osYcIS0tDRMmTMCaNWtgs9mQnZ2NAQMGMI0mki8gzgx3ghmNRni9Xhw6dAgDBgzA\n/fffD7/fj0mTJqFfv35MOgQIlRcBWoooqPE2GRC+c0OpB61W22YRTJVaDVy0HFBrIEoYxiJ8Idvw\nDAVJnOh0OlYVBwQNIznAGRkZSEpKYvpeFRUVrRyjrlgp8lO7dD0qVagQNI2Hn/agB5DH42Gf02uV\nqrXeoQAB3RUJCQkh31eXy4XExEQ4nU6mvcaPZEda6FCxE1EZiK9HmQl+YVN7Il2URqUxOp1OZGRk\nML1Ut9vdqmMQVwBaqVRGnNfs2lRJsBZ8AsWxF+DMfxXK+OA18LUEw73HRbgsAgAUFhbC4XBArVaz\njiBtST2faZxOWytkL84dCE4fglGxW265pV37GI1GXHrppejVqxd27NiBnJwcFs2rq6sLkQLgTnKn\n04na2lpmIKki7vXXX8e+ffvw7bffMqV8iphxJ5PL5YLVaoXdbkdubi4bT7j0AbfIAIgcyQqBSAQM\nfj7ix/z9ibxMRSuk0M5NYfONAVcbC2idNqH3OmOUwkVEo61GueOMtB2Nh9uSiF4DCCFwC6kOAecS\niGun1WqZ40ZpVYrUcecHd7Hm8XhCJF6oxzWAEIeNeuty+9qGo0dEmjNcZ5EKUcimAS0dgywWC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MGAC32x3Sbo1WmMTFI+cvWpcN7rZJSUnsNV9AlDs5gSC3RiaTQaPRhD0uHRvH1iDJ+MTJC+ge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\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Eu0luIRqN8t9YLBbj90ylUnA6nccQNiiRkq8oHQv9bDmBnh5xOuW8I8fzhvMebQMIZ5pM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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff772762610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Fig, Ax = plt.subplots(3, 2, figsize=(6.5, 10))\n",
    "mag_lims = [16, 18, 20, 22, 24, 26, 28]\n",
    "\n",
    "for im in range(len(mag_lims)-1):\n",
    "    ax = Ax.flatten()[im]\n",
    "    ax.axes.set_aspect('equal')\n",
    "    mag = np.logical_and(photometry['r_any_mag'] >= mag_lims[im], photometry['r_any_mag'] < mag_lims[im+1])\n",
    "\n",
    "    fraction = (np.sum(mag*good) / np.sum(good).astype('float'))\n",
    "    \n",
    "    corner.hist2d(np.log10(best[good*mag]), np.log10(photoz['chi_r_stellar'])[good*mag], ax=ax, bins=50, \n",
    "              plot_datapoints=True, plot_density=True)\n",
    "    ax.plot([-3,3],[-3,3], zorder=10000, color='orange', lw=2, ls='--')\n",
    "\n",
    "    ax.set_xlim([-2, 3])\n",
    "    ax.set_ylim([-2, 3])\n",
    "    \n",
    "    ax.set_title('{0:d} < {1} < {2:d}'.format(mag_lims[im], '$r$',mag_lims[im+1]), size=10)\n",
    "    ax.set_xlabel(r'$\\log_{10}\\chi^{2}_{\\rm{r, Star}}$')\n",
    "    ax.set_ylabel(r'$\\log_{10}\\chi^{2}_{\\rm{r, Gal}}$')\n",
    "    ax.text(2.8, -1.8, '{0:.1f}% of sources'.format(fraction*100),\n",
    "            horizontalalignment='right', verticalalignment='bottom')\n",
    "\n",
    "Fig.tight_layout()\n",
    "Fig.savefig('plots/dmu24_Lockman-SWIRE_chi2_galaxy_star_comparison.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### Photo-z vs Spec-z Visual Comparison\n",
    "  \n",
    "As plots of photo-z vs spec-z are commonly presented in order to allow the visual inspection of the relative precision and biases of photo-z estimates, we provide a version here for reference. However, instead of choosing a single value to represent the photometric redshift (e.g. median or peak of the $P(z)$) we stack the full $P(z)$ of all the sources within each spectroscopic redshift bin."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/software/local/lib64/python2.7/site-packages/ipykernel/__main__.py:44: RuntimeWarning: invalid value encountered in divide\n"
     ]
    },
    {
     "data": {
      "image/png": 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ys7ENgFEji1i5fFpWWhwURVFiZdSoYr76tbsYPTr1C1B7cwreWFGBqygKIpIW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0qGzMCQJpjLMkZgTe8t1Hpvu414zWUMSxqaGRO67frVQzdcWwO5BzdHMgzjHhLbFF2Q4yoe/94e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\nrlCBqyiKoiiKoqwr/j+kS6bPYOHccAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff77272eb50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pz2d_gal = pz2d_stack(photoz_pdf[zs_gal,:], z_spec[zs_gal], photoz_zgrid, 5)\n",
    "pz2d_agn = pz2d_stack(photoz_pdf[zs_agn,:], z_spec[zs_agn], photoz_zgrid, 10)  \n",
    "\n",
    "Fig, Ax = plt.subplots(1, 2, figsize=(8,4))\n",
    "\n",
    "X, Y = np.meshgrid(photoz_zgrid, photoz_zgrid)\n",
    "\n",
    "Ax[0].pcolormesh(X, Y, pz2d_gal, cmap='magma_r', \n",
    "                 vmin=0, vmax=np.percentile(pz2d_gal, 99.9))\n",
    "\n",
    "#             extent=[photoz_zgrid.min(), photoz_zgrid.max(), \n",
    "#             photoz_zgrid.min(), photoz_zgrid.max()], \n",
    "\n",
    "Ax[1].pcolormesh(X, Y, pz2d_agn, cmap='magma_r', \n",
    "             vmin=0, vmax=np.percentile(pz2d_agn, 99.9))\n",
    "\n",
    "Ax[0].set_title('Galaxies')\n",
    "Ax[1].set_title('AGN')\n",
    "\n",
    "Ax[0].set_xlim([0, np.ceil(z_spec[zs_gal].max())])\n",
    "Ax[0].set_ylim([0, np.ceil(z_spec[zs_gal].max())])\n",
    "\n",
    "Ax[1].set_xlim([0, np.ceil(z_spec[zs_agn].max())])\n",
    "Ax[1].set_ylim([0, np.ceil(z_spec[zs_agn].max())])\n",
    "\n",
    "\n",
    "for ax in Ax:\n",
    "    ax.set_xlabel('$z_{spec}$', size=12)\n",
    "    ax.set_ylabel('$z_{phot}$', size=12)\n",
    "\n",
    "    ax.plot(photoz_zgrid, photoz_zgrid, color='0.5', lw=2)\n",
    "    ax.plot(photoz_zgrid, (1+0.15)*photoz_zgrid, color='0.5', ls='--')\n",
    "    ax.plot(photoz_zgrid, (1-0.15)*photoz_zgrid, color='0.5', ls='--')\n",
    "    \n",
    "Fig.savefig('plots/dmu24_Lockman-SWIRE_specz_vs_photz_pz.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Photo-z Statistics\n",
    "\n",
    "Metrics for photometric redshift precision and accuracy are defined as in Duncan et al. (2017, and references therein).\n",
    "\n",
    "| Metric | | Definition |\n",
    "|----------------|-------------|----------------------|\n",
    "|$\\sigma_{f}$ | Scatter - all galaxies | $\\text{rms}(\\Delta z / (1+z_{\\text{spec}}))$ |\n",
    "|$\\sigma_{\\text{NMAD}}$ | Normalised median absolute deviation | $1.48 \\times \\text{median} ( \\left | \\Delta z \\right | / (1+z_{\\text{spec}}))$ |\n",
    "|Bias | | $\\text{median} (\\Delta z )$|\n",
    "|O$_{f}$ | Outlier fraction | Outliers defined as $\\left | \\Delta z \\right | / (1+z_{\\text{spec}}) > 0.2$ |\n",
    "|$\\sigma_{\\text{O}_{f}}$ | Scatter excluding O$_{f}$ outliers |  $ \\text{rms}[\\Delta z / (1+z_{\\text{spec}})]$ |\n",
    "|$\\overline{\\rm{CRPS}}$ | Mean continuous ranked probability score | $\\overline{\\rm{CRPS}} = \\frac{1}{N} \\sum_{i=1}^{N} \\int_{-\\infty}^{+\\infty} [ \\rm{CDF}_{i}(z) -  \\rm{CDF}_{z_{s},i}(z)]^{2} dz$ |\n",
    "\n",
    "\n",
    "#### Quality statistics as a function of redshift\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/duncan/.local/lib/python2.7/site-packages/properscoring/_crps.py:214: RuntimeWarning: Mean of empty slice\n",
      "  weights = weights / np.nanmean(weights, axis=-1, keepdims=True)\n",
      "/software/local/lib64/python2.7/site-packages/ipykernel/__main__.py:76: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    }
   ],
   "source": [
    "gal_z_binedges = np.linspace(0, np.ceil(np.percentile(z_spec[zs_gal],99)), 9)\n",
    "agn_z_binedges = np.linspace(0, np.ceil(np.percentile(z_spec[zs_agn],99)), 9)\n",
    "\n",
    "gal_z_bins = 0.5*(gal_z_binedges[:-1] + gal_z_binedges[1:])\n",
    "agn_z_bins = 0.5*(agn_z_binedges[:-1] + agn_z_binedges[1:])\n",
    "\n",
    "galaxy_statistics_vs_z = []\n",
    "galaxy_crps_vs_z = []\n",
    "\n",
    "for i, zmin in enumerate(gal_z_binedges[:-1]):\n",
    "    zcut = np.logical_and(z_spec >= zmin, z_spec < gal_z_binedges[i+1])\n",
    "    galaxy_statistics_vs_z.append(calcStats(photoz['z1_median'][zs_gal*zcut], z_spec[zs_gal*zcut]))\n",
    "    \n",
    "    pzs = photoz_pdf[zs_gal*zcut,:]\n",
    "    zs = z_spec[zs_gal*zcut]\n",
    "    galaxy_crps_vs_z.append(np.nanmean([ps.crps_ensemble(zs[i], \n",
    "                                                         forecasts=photoz_zgrid, \n",
    "                                                         weights=pzs[i]) for i in range(len(zs))]))\n",
    "    \n",
    "galaxy_statistics_vs_z = np.array(galaxy_statistics_vs_z)\n",
    "    \n",
    "agn_statistics_vs_z = []\n",
    "agn_crps_vs_z = []\n",
    "\n",
    "for i, zmin in enumerate(agn_z_binedges[:-1]):\n",
    "    zcut = np.logical_and(z_spec >= zmin, z_spec < agn_z_binedges[i+1])\n",
    "    agn_statistics_vs_z.append(calcStats(photoz['z1_median'][zs_agn*zcut], z_spec[zs_agn*zcut])) \n",
    "\n",
    "    pzs = photoz_pdf[zs_agn*zcut,:]\n",
    "    zs = z_spec[zs_agn*zcut]\n",
    "    agn_crps_vs_z.append(np.nanmean([ps.crps_ensemble(zs[i], \n",
    "                                                     forecasts=photoz_zgrid, \n",
    "                                                     weights=pzs[i]) for i in range(len(zs))]))\n",
    "    \n",
    "agn_statistics_vs_z = np.array(agn_statistics_vs_z)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YW6J8L9CnojEBu3ASe5FPgPeAVKAn8HtgtogM01pYrLtj+nQKc3IA6HLzzUQ2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\npSQtIiISopSkRUREQtT/AyjiF4/jJWzaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff746e2f150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Fig, Ax = plt.subplots(3,1, sharex=True, figsize=(5,8))\n",
    "\n",
    "Ax[0].plot(gal_z_bins, galaxy_statistics_vs_z[:,1], color='steelblue', lw=2, label='Galaxy')\n",
    "Ax[0].plot(agn_z_bins, agn_statistics_vs_z[:,1], color='firebrick', lw=2, label='AGN')\n",
    "Ax[0].set_ylabel(r'$\\sigma_{\\rm{NMAD}}$', size=12)\n",
    "\n",
    "Ax[1].plot(gal_z_bins, galaxy_statistics_vs_z[:,3], color='steelblue', lw=2, label='Galaxy')\n",
    "Ax[1].plot(agn_z_bins, agn_statistics_vs_z[:,3], color='firebrick', lw=2, label='AGN')\n",
    "Ax[1].set_ylabel(r'$\\rm{OLF}$')\n",
    "\n",
    "Ax[2].plot(gal_z_bins, galaxy_crps_vs_z, color='steelblue', lw=2, label='Galaxy')\n",
    "Ax[2].plot(agn_z_bins, agn_crps_vs_z, color='firebrick', lw=2, label='AGN')\n",
    "Ax[2].set_ylabel(r'$\\overline{\\rm{CRPS}}$')\n",
    "\n",
    "Leg = Ax[2].legend(loc='upper left', frameon=False)\n",
    "\n",
    "Ax[2].set_xlim([0, z_spec[zs_agn].max()])\n",
    "Ax[2].set_xlabel('$z_{spec}$', size=12)\n",
    "Tw = Ax[0].twiny()\n",
    "Tw.set_xlim([0, z_spec[zs_agn].max()])\n",
    "Tw.set_xlabel('$z_{spec}$', size=12)\n",
    "\n",
    "Fig.tight_layout()\n",
    "Fig.savefig('plots/dmu24_Lockman-SWIRE_stats_vs_z.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "#### Quality as a function of optical magnitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "zs_gal_mag = np.logical_and(z_spec >= 0, AGN == 0) * (photometry['r_any_mag'] > 0.)\n",
    "zs_agn_mag = np.logical_and(z_spec >= 0, AGN == 1) * (photometry['r_any_mag'] > 0.)\n",
    "\n",
    "gal_mag_binedges = np.linspace(*np.percentile(photometry['r_any_mag'][zs_gal_mag],[1,99]), num=9)\n",
    "agn_mag_binedges = np.linspace(*np.percentile(photometry['r_any_mag'][zs_agn_mag],[1,99]), num=6)\n",
    "\n",
    "gal_mag_bins = 0.5*(gal_mag_binedges[:-1] + gal_mag_binedges[1:])\n",
    "agn_mag_bins = 0.5*(agn_mag_binedges[:-1] + agn_mag_binedges[1:])\n",
    "\n",
    "galaxy_statistics_vs_mag = []\n",
    "galaxy_crps_vs_mag = []\n",
    "\n",
    "mag = photometry['r_any_mag']\n",
    "\n",
    "for i, mmin in enumerate(gal_mag_binedges[:-1]):\n",
    "    mcut = np.logical_and(mag >= mmin, mag < gal_mag_binedges[i+1])\n",
    "    galaxy_statistics_vs_mag.append(calcStats(photoz['z1_median'][zs_gal_mag*mcut], z_spec[zs_gal_mag*mcut]))\n",
    "    \n",
    "    pzs = photoz_pdf[zs_gal_mag*mcut,:]\n",
    "    zs = z_spec[zs_gal_mag*mcut]\n",
    "    galaxy_crps_vs_mag.append(np.nanmean([ps.crps_ensemble(zs[i], \n",
    "                                                         forecasts=photoz_zgrid, \n",
    "                                                         weights=pzs[i]) for i in range(len(zs))]))\n",
    "    \n",
    "galaxy_statistics_vs_mag = np.array(galaxy_statistics_vs_mag)\n",
    "\n",
    "agn_statistics_vs_mag = []\n",
    "agn_crps_vs_mag = []\n",
    "\n",
    "for i, mmin in enumerate(agn_mag_binedges[:-1]):\n",
    "    mcut = np.logical_and(mag >= mmin, mag < agn_mag_binedges[i+1])\n",
    "    agn_statistics_vs_mag.append(calcStats(photoz['z1_median'][zs_agn_mag*mcut], z_spec[zs_agn_mag*mcut])) \n",
    "\n",
    "    pzs = photoz_pdf[zs_agn_mag*mcut,:]\n",
    "    zs = z_spec[zs_agn_mag*mcut]\n",
    "    agn_crps_vs_mag.append(np.nanmean([ps.crps_ensemble(zs[i], \n",
    "                                                     forecasts=photoz_zgrid, \n",
    "                                                     weights=pzs[i]) for i in range(len(zs))]))\n",
    "    \n",
    "agn_statistics_vs_mag = np.array(agn_statistics_vs_mag)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DhnHqvHnEdnJuE8nZsIGlY8eyY/lyj5MZ4x1fFmlVnQ9MBe7AOR19LDBaVbe7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0cSExMDQEFBgfs5wLXXXsuZZ54JwEMPPVTn+s433XQTzz//PM8++6zPkvTGKVNwFhcD0PnWW4mu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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7727de790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Fig, Ax = plt.subplots(3,1, sharex=True, figsize=(5,8))\n",
    "\n",
    "Ax[0].plot(gal_mag_bins, galaxy_statistics_vs_mag[:,1], color='steelblue', lw=2, label='Galaxy')\n",
    "Ax[0].plot(agn_mag_bins, agn_statistics_vs_mag[:,1], color='firebrick', lw=2, label='AGN')\n",
    "Ax[0].set_ylabel(r'$\\sigma_{\\rm{NMAD}}$', size=12)\n",
    "\n",
    "Ax[1].plot(gal_mag_bins, galaxy_statistics_vs_mag[:,3], color='steelblue', lw=2, label='Galaxy')\n",
    "Ax[1].plot(agn_mag_bins, agn_statistics_vs_mag[:,3], color='firebrick', lw=2, label='AGN')\n",
    "Ax[1].set_ylabel(r'$\\rm{OLF}$')\n",
    "\n",
    "Ax[2].plot(gal_mag_bins, galaxy_crps_vs_mag, color='steelblue', lw=2, label='Galaxy')\n",
    "Ax[2].plot(agn_mag_bins, agn_crps_vs_mag, color='firebrick', lw=2, label='AGN')\n",
    "Ax[2].set_ylabel(r'$\\overline{\\rm{CRPS}}$')\n",
    "\n",
    "Leg = Ax[2].legend(loc='upper left', frameon=False)\n",
    "\n",
    "#Ax[2].set_xlim([0, z_spec[zs_agn].max()])\n",
    "Ax[2].set_xlabel('$r$', size=12)\n",
    "Tw = Ax[0].twiny()\n",
    "Tw.set_xlim(Ax[2].get_xlim())\n",
    "Tw.set_xlabel('$r$', size=12)\n",
    "\n",
    "Fig.tight_layout()\n",
    "Fig.savefig('plots/dmu24_Lockman-SWIRE_stats_vs_mag.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Accuracy of the photometric redshift probability distribution\n",
    "\n",
    "Following Duncan et al. (2017) we calibrate the accuracy of the redshift PDF by scaling the input PDFs to the hierarchical Bayesian combination depending on the optical magnitude of a source in the band chosen for calibration. The diagnostic plot which best illustrates the overall redshift PDF accuracy is the Q-Q plot ($\\hat{F}(c)$): \n",
    "\n",
    ">To quantify the over- or under-confidence of our photometric redshift estimates, we follow the example of Wittman et al. (2016) and calculate the distribution of threshold credible intervals, $c$, where the spectroscopic redshift is just included.\n",
    "For a set of redshift PDFs which perfectly represent the redshift uncertainty (e.g. 10% of galaxies have the true redshift within the 10% credible interval, 20% within their 20% credible interval, etc.), the expected distribution of $c$ values should be constant between 0 and 1.\n",
    "The cumulative distribution, $\\hat{F}(c)$, should therefore follow a straight 1:1 relation.\n",
    "Curves which fall below this expected 1:1 relation therefore indicate that there is overconfidence in the photometric redshift errors; the $P(z)$s are too sharp. - _Duncan et al. (2017)_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/software/local/lib64/python2.7/site-packages/ipykernel/__main__.py:94: RuntimeWarning: invalid value encountered in less\n",
      "/software/local/lib64/python2.7/site-packages/numpy/lib/function_base.py:748: RuntimeWarning: invalid value encountered in greater_equal\n",
      "  keep = (tmp_a >= mn)\n",
      "/software/local/lib64/python2.7/site-packages/numpy/lib/function_base.py:749: RuntimeWarning: invalid value encountered in less_equal\n",
      "  keep &= (tmp_a <= mx)\n"
     ]
    },
    {
     "data": {
      "image/png": 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pt2zZgsFg4NVXX7WH9ejRgzvuuCNbvPT0dN566y0aNWqEm5sbtWvX5pVXXiE9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Jt4bPBVDOvSBm9T5YYgOZyQyPTbZroej31pFP5B/lWvoBDigiQhUkvszf7BdRYS438l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\nIoQQosokRIQQQlSZhIgQQogq+3+w+xJhgh88EAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff746e88d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = plt.cm.viridis(np.linspace(0, 1, len(gal_mag_bins)))\n",
    "\n",
    "cmap = mpl.cm.viridis\n",
    "norm = mpl.colors.Normalize(vmin=gal_mag_bins.min(), vmax=gal_mag_bins.max())\n",
    "\n",
    "Fig, Ax = plt.subplots(1)\n",
    "for i, mmin in enumerate(gal_mag_binedges[:-1]):\n",
    "    mcut = np.logical_and(mag >= mmin, mag < gal_mag_binedges[i+1])\n",
    "    \n",
    "    ci, bins = calc_ci_dist(photoz_pdf[zs_gal_mag*mcut,:], photoz_zgrid, z_spec[zs_gal_mag*mcut])\n",
    "    \n",
    "    Ax.plot(bins, ci, color=colors[i], lw=2)\n",
    "\n",
    "cbax = Fig.add_axes([0.26, 1.02, 0.5, 0.05])\n",
    "CB = mpl.colorbar.ColorbarBase(cbax, cmap=cmap, norm=norm, orientation='horizontal')\n",
    "CB.set_label('r')\n",
    "\n",
    "Ax.set_aspect('equal')\n",
    "Ax.set_ylim([0,1])\n",
    "Ax.plot([0,1],[0,1], color='0.5', ls='dashed', lw=2)\n",
    "Ax.set_xlabel(r'$c$', size=12)\n",
    "Ax.set_ylabel(r'$\\hat{F}(c)$', size=12)\n",
    "Ax.text(0.1, 0.9, 'Galaxies', size=12,  verticalalignment='top')\n",
    "Fig.savefig('plots/dmu24_Lockman-SWIRE_pz_accuracy_gal.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/software/local/lib64/python2.7/site-packages/ipykernel/__main__.py:94: RuntimeWarning: invalid value encountered in less\n"
     ]
    },
    {
     "data": {
      "image/png": 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C6F8LvgiCIFxUXAoi0hRIKJKWAIQrpQJqwR9BEISLhkt1PxHl+ltiX55SqiEwAogDcmrI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\nFWBEJoJ/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff7477c0c10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = plt.cm.viridis(np.linspace(0, 1, len(agn_mag_bins)))\n",
    "\n",
    "cmap = mpl.cm.viridis\n",
    "norm = mpl.colors.Normalize(vmin=agn_mag_bins.min(), vmax=agn_mag_bins.max())\n",
    "\n",
    "Fig, Ax = plt.subplots(1)\n",
    "for i, mmin in enumerate(agn_mag_binedges[:-1]):\n",
    "    mcut = np.logical_and(mag >= mmin, mag < agn_mag_binedges[i+1])\n",
    "    \n",
    "    ci, bins = calc_ci_dist(photoz_pdf[zs_agn_mag*mcut,:], photoz_zgrid, z_spec[zs_agn_mag*mcut])\n",
    "    \n",
    "    Ax.plot(bins, ci, color=colors[i], lw=2)\n",
    "\n",
    "#cbax = mpl.colorbar.make_axes(Ax.axes)\n",
    "cbax = Fig.add_axes([0.26, 1.02, 0.5, 0.05])\n",
    "CB = mpl.colorbar.ColorbarBase(cbax, cmap=cmap, norm=norm, orientation='horizontal')\n",
    "CB.set_label('r')\n",
    "\n",
    "Ax.set_aspect('equal')\n",
    "Ax.set_ylim([0,1])\n",
    "Ax.plot([0,1],[0,1], color='0.5', ls='dashed', lw=2)\n",
    "Ax.set_xlabel(r'$c$', size=12)\n",
    "Ax.set_ylabel(r'$\\hat{F}(c)$', size=12)\n",
    "Ax.text(0.1, 0.9, 'AGN', size=12, verticalalignment='top')\n",
    "Fig.savefig('plots/dmu24_Lockman-SWIRE_pz_accuracy_agn.png', format='png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
