{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Number Counts\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from astropy.table import Table, join, setdiff\n",
    "from astropy.io import fits\n",
    "from astropy import units as u\n",
    "from astropy.modeling import models, fitting\n",
    "from astropy.modeling.models import custom_model\n",
    "from astropy.coordinates import SkyCoord, search_around_sky\n",
    "from IPython.display import clear_output\n",
    "from scipy.interpolate import interp1d\n",
    "\n",
    "import scipy\n",
    "from scipy.optimize import curve_fit\n",
    "import scipy.stats\n",
    "import pickle\n",
    "import os\n",
    "from pymoc.util import catalog\n",
    "from pymoc import MOC\n",
    "import healpy as hp\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "from matplotlib import gridspec\n",
    "#import utils\n",
    "\n",
    "from herschelhelp_internal.utils import flux_to_mag, mag_to_flux, inMoc, coords_to_hpidx\n",
    "from herschelhelp.external import convert_table_for_cigale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_center(bins):\n",
    "    \"\"\"\n",
    "    \"\"\"\n",
    "    return (bins[:-1] + bins[1:]) / 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def moc_from_cat(ra, dec, order):\n",
    "    \"\"\"\n",
    "    \"\"\"\n",
    "    # Get healpix from ra, dec [deg]\n",
    "    ra = np.array(ra)\n",
    "    dec = np.array(dec)  \n",
    "    theta = 0.5 * np.pi - np.radians(dec)\n",
    "    phi = np.radians(ra)\n",
    "    healpix = hp.ang2pix(2**order, theta, phi, nest=True)\n",
    "    \n",
    "    # create MOC\n",
    "    moc=MOC()\n",
    "    moc.add(order,healpix)\n",
    "    \n",
    "    return moc\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cp_vics(F, m, m50):\n",
    "    C = 1 / (1 + np.exp(F*(m - m50)))\n",
    "    \n",
    "    return C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cp_sdss(f, m, m50, sigma):\n",
    "    C = f / (1 + np.exp((m - m50) / sigma))\n",
    "    \n",
    "    return C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_Ncounts_cp(cats, bands, areas, bins, labels, completeness,low,up, xlim=[15,30], mg_lim=[18,28]):\n",
    "    \"\"\"\n",
    "    \"\"\"\n",
    "\n",
    "    fig = plt.figure(figsize=(12,7))\n",
    "    gs = gridspec.GridSpec(2, 1, height_ratios=[3, 1]) \n",
    "    ax1 = plt.subplot(gs[0])\n",
    "    ax2 = plt.subplot(gs[1])\n",
    "    fig.subplots_adjust(hspace=0, wspace=0)\n",
    "    plt.xlim(xlim)\n",
    "\n",
    "    bins_center = get_center(bins)\n",
    "\n",
    "    hists = {}\n",
    "    for i, cat in enumerate(cats):\n",
    "        mask = (~np.isnan(cat[bands[i]])) & (np.isfinite(cat[bands[i]]))\n",
    "        hist = np.histogram(cat[bands[i]][mask], bins = bins)\n",
    "        binwidth = bins_center[2] - bins_center[1]\n",
    "        hists['hist'+str(i)] = hist[0]/(binwidth*areas[i])\n",
    "        ax1.plot(bins_center, np.log10(hists['hist'+str(i)]), label=labels[i])\n",
    "\n",
    "        ax1.set_xlabel('magnitude')\n",
    "        ax1.set_ylabel('log (N [deg.$^{-2}$ dex$^{-1}$])')\n",
    "        ax1.legend()\n",
    "\n",
    "    hists = Table(hists)\n",
    "    \n",
    "    if len(cats) > 1:\n",
    "        y = hists['hist1']/hists['hist0']\n",
    "\n",
    "        if mg_lim is not None:\n",
    "\n",
    "            ax2.plot(bins_center, y)\n",
    "            ax2.plot(bins_center, len(bins_center) *[completeness], color='green')\n",
    "            ax2.axhline(completeness)\n",
    "            ax2.set_ylabel('C')\n",
    "            ax2.axis(ymin=0.0,ymax=1.)\n",
    "\n",
    "            # Vertical lines\n",
    "            f = interp1d(bins_center, y)\n",
    "            xnew = np.linspace(mg_lim[0], mg_lim[1], num=50, endpoint=True)\n",
    "            ynew = f(xnew)\n",
    "#             ind = np.where((ynew >= low) & (ynew <= up))[0]  \n",
    "\n",
    "            ind = min(enumerate(ynew), key=lambda x: abs(x[1]-completeness))[0]\n",
    "            mag_cut = xnew[ind]\n",
    "            print('Magnitud cut: ', mag_cut)\n",
    "\n",
    "            ax2.axvline(mag_cut,0,1,color='orange')\n",
    "\n",
    "\n",
    "#             if len(ind) == 0:\n",
    "#                 print('len ind == 0')\n",
    "#                 print('ynew: ', ynew)\n",
    "#                 print('xnew: ', xnew)\n",
    "#                 mag_cut = [0]\n",
    "#             else:\n",
    "#                 mag_cut = xnew[ind[-1]]\n",
    "#                 print('Magnitud cut: ', mag_cut)\n",
    "#                 ax2.axvline(mag_cut,0,1,color='orange')\n",
    "#                 for l in ind:\n",
    "#                     ax2.vlines(xnew[l],0,1)\n",
    "\n",
    "            return hists, mag_cut\n",
    "\n",
    "    return hists\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cats = [deeper_survey, hs82_]\n",
    "# bands_all = [bands_deep[i], bands[i]]\n",
    "# areas_all = [area_deeper, area_hs82]\n",
    "\n",
    "# hists = {}\n",
    "# for i, cat in enumerate(cats):\n",
    "#     mask = (~np.isnan(cat[bands_all[i]])) & (np.isfinite(cat[bands_all[i]]))\n",
    "#     hist = np.histogram(cat[bands_all[i]][mask], bins = bins)\n",
    "#     binwidth = bins_center[2] - bins_center[1]\n",
    "#     hists['hist'+str(i)] = hist[0]/(binwidth*areas_all[i])\n",
    "\n",
    "\n",
    "# hists = Table(hists)\n",
    "# y = hists['hist1']/hists['hist0']\n",
    "\n",
    "# plt.plot(bins_center,y)\n",
    "# plt.plot(xnew,ynew)\n",
    "# vlines = np.where((ynew>0.88) & (ynew < 0.92))[0]\n",
    "# plt.hlines(0.9,16,28)\n",
    "# for l in vlines:\n",
    "#     plt.vlines(xnew[l],0,1)\n",
    "    \n",
    "# plt.ylim(0,1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Catalogues from HS-82 and deeper surveys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "DMU_DIR = '../dmu_products/'\n",
    "FIELD = 'Herschel-Stripe-82'\n",
    "# final_cat = 'master_catalogue_herschel-stripe-82_20180307.fits'\n",
    "# depths_cat = Table.read('../dmu_products/dmu1/dmu1_ml_Herschel-Stripe-82/data/depths_herschel-stripe-82_20180307.fits', memmap=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Different surveys to compare\n",
    "\n",
    "### INDIVIDUAL ###\n",
    "\n",
    "######### OPTICAL ##############\n",
    "################################\n",
    "\n",
    "# DES (ELAIS-S1 & XMM-LSS Similar depth)\n",
    "#######################################################################\n",
    "des_hs82 = DMU_DIR + 'dmu1/dmu1_ml_Herschel-Stripe-82/data_tmp/DES.fits'\n",
    "des_hs82_moc = DMU_DIR + 'dmu0/dmu0_DES/data/DES-DR1_Herschel-Stripe-82_MOC.fits'\n",
    "#######################################################################\n",
    "#xmm-lss\n",
    "des_xmmlss = DMU_DIR + 'dmu1/dmu1_ml_XMM-LSS/data_tmp/DES.fits'\n",
    "des_xmmlss_moc = DMU_DIR + 'dmu0/dmu0_DES/data/DES-DR1_XMM-LSS_MOC.fits'\n",
    "\n",
    "# DECaLS\n",
    "#######################################################################\n",
    "decals_hs82 = DMU_DIR + 'dmu1/dmu1_ml_Herschel-Stripe-82/data_tmp/DECaLS.fits'\n",
    "decals_hs82_moc = DMU_DIR + 'dmu0/dmu0_DECaLS/data/DECaLS_Herschel-Stripe-82_MOC.fits'\n",
    "#######################################################################\n",
    "# decals_xmmlss = DMU_DIR + 'dmu1/dmu1_ml_XMM-LSS/data_tmp/DECaLS.fits'\n",
    "# decals_xmmlss_moc = DMU_DIR + 'dmu0/dmu0_DECaLS/data/DECaLS_XMM-LSS_MOC.fits'\n",
    "\n",
    "decals_cosmos = DMU_DIR + '../dmu_products/dmu1/dmu1_ml_COSMOS/data_tmp/DECaLS.fits'\n",
    "decals_cosmos_moc = DMU_DIR + '../dmu_products/dmu0/dmu0_DECaLS/data/DECaLS_COSMOS_MOC.fits'\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load in catalogues  and MOCs\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Files used\n",
    "###############################\n",
    "all_hs82 = [des_hs82, decals_hs82]\n",
    "all_hs82_moc = [des_hs82_moc, decals_hs82_moc]\n",
    "\n",
    "all_deeper = [des_xmmlss, decals_cosmos]\n",
    "all_deeper_moc = [des_xmmlss_moc, decals_cosmos_moc]\n",
    "\n",
    "\n",
    "\n",
    "i = 1\n",
    "##############\n",
    "cat_hs82 = all_hs82[i] #vics_hs82_dmu0 \n",
    "mocfile = all_hs82_moc[i] #vics_hs82_dmu0_moc \n",
    "\n",
    "cat_deeper = all_deeper[i]\n",
    "mocfile_deeper = all_deeper_moc[i]\n",
    "\n",
    "\n",
    "# Read survey and MOCs\n",
    "###############################\n",
    "hs82_ = Table.read(cat_hs82, memmap=True)\n",
    "deeper_survey = Table.read(cat_deeper)#, memmap=True)\n",
    "\n",
    "moc_hs82 = MOC()\n",
    "moc_hs82.read(mocfile)\n",
    "    \n",
    "moc_deeper = MOC()\n",
    "moc_deeper.read(mocfile_deeper)\n",
    "\n",
    "# # Areas\n",
    "area_hs82 = moc_hs82.area_sq_deg\n",
    "area_deeper = moc_deeper.area_sq_deg\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bands:  ['m_decam_g', 'm_decam_r', 'm_decam_z']\n",
      "bands_deep:  ['m_decam_g', 'm_decam_r', 'm_decam_z']\n"
     ]
    }
   ],
   "source": [
    "xcol = 'mag'\n",
    "\n",
    "if xcol == 'mag':\n",
    "    sw = 'm_'\n",
    "    bins = np.linspace(15,30,100) \n",
    "    \n",
    "if xcol == 'flux':\n",
    "    sw = 'f_'\n",
    "    bins = np.arange(15,50,0.1)\n",
    "    \n",
    "\n",
    "bins_center = get_center(bins)\n",
    "\n",
    "bands = []\n",
    "bands_err = []\n",
    "for col in hs82_.colnames:\n",
    "    if col.startswith(sw) and not col.startswith(sw+'ap'):\n",
    "#     if col.startswith(sw+'ap'):\n",
    "        bands.append(col)\n",
    "        bands_err.append(sw[0]+'err_'+col[2:])\n",
    "        \n",
    "# bands = ['MAG_AUTO', 'JMAG_AUTO']\n",
    "\n",
    "print('bands: ' , bands)\n",
    "# print('bands_err: ' , bands_err)\n",
    "\n",
    "bands_deep = []\n",
    "for col in deeper_survey.colnames:\n",
    "    if col.startswith(sw) and not col.startswith(sw+'ap'):\n",
    "#     if col.startswith(sw+'ap'):\n",
    "        bands_deep.append(col)\n",
    "\n",
    "print('bands_deep: ' , bands_deep)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# bands = [bands[1], bands[2], bands[-1]]\n",
    "# bands_deep = [bands_deep[2], bands_deep[-1]] #bands_deep[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(['m_decam_g', 'm_decam_r', 'm_decam_z'],\n",
       " ['m_decam_g', 'm_decam_r', 'm_decam_z'])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bands, bands_deep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs82_['sn_g'] = hs82_['f_decam_g'] / hs82_['ferr_decam_g']\n",
    "hs82_['sn_r'] = hs82_['f_decam_r'] / hs82_['ferr_decam_r']\n",
    "# hs82_['sn_i'] = hs82_['f_decam_i'] / hs82_['ferr_decam_i']\n",
    "hs82_['sn_z'] = hs82_['f_decam_z'] / hs82_['ferr_decam_z']\n",
    "# hs82_['sn_y'] = hs82_['f_decam_y'] / hs82_['ferr_decam_y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Completeness curves from DES (ref.: 2018arXiv180103181A) - sources with S/N > 5\n",
    "g_band = Table.read('./data/completeness_curves/des/g_band.csv')\n",
    "r_band = Table.read('./data/completeness_curves/des/r_band.csv')\n",
    "i_band = Table.read('./data/completeness_curves/des/i_band.csv')\n",
    "z_band = Table.read('./data/completeness_curves/des/z_band.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Magnitud cut:  24.53061224489796\n",
      "Magnitud cut:  24.73469387755102\n",
      "Magnitud cut:  25.95918367346939\n",
      "Magnitud cut:  23.918367346938776\n",
      "Magnitud cut:  27.387755102040817\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filters = ['g', 'r', 'i','z', 'y']\n",
    "cp = 0.9\n",
    "f_des_10sg = [23.52, 23.10, 22.51, 21.81, 20.61]\n",
    "\n",
    "index = [ind_g, ind_r, ind_i, ind_z,ind_y]\n",
    "cp_curves = [g_band, r_band, i_band, z_band, z_band] # I don't have the Y band\n",
    "\n",
    "for i, f in enumerate(filters):\n",
    "    ind = index[i]\n",
    "    hists, magcut = plot_Ncounts_cp([deeper_survey, hs82_],[bands_deep[i], bands[i]],[area_deeper, area_hs82], bins, ['xmm-lss-des-{}'.format(f), 'hs82 des-{}'.format(f)],cp, 0.88,0.92);#, xlim=xlim, mg_lim=mg_lim);\n",
    "    plt.vlines(f_des_10sg[i],0,1, color='green')\n",
    "    plt.plot(cp_curves[i]['x'], cp_curves[i]['y'], color='red')\n",
    "    \n",
    "    plt.savefig('./data/figs/NCounts/nc_xmm-lss_hs82_des-{}.png'.format(f))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "ind_g = hs82_['sn_g'] > 5\n",
    "ind_r = hs82_['sn_r'] > 5\n",
    "ind_i = hs82_['sn_i'] > 5\n",
    "ind_z = hs82_['sn_z'] > 5\n",
    "ind_y = hs82_['sn_y'] > 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-7-a1698c526b25>:20: RuntimeWarning: divide by zero encountered in log10\n",
      "  ax1.plot(bins_center, np.log10(hists['hist'+str(i)]), label=labels[i])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Magnitud cut:  23.306122448979593\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-7-a1698c526b25>:20: RuntimeWarning: divide by zero encountered in log10\n",
      "  ax1.plot(bins_center, np.log10(hists['hist'+str(i)]), label=labels[i])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Magnitud cut:  23.10204081632653\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-7-a1698c526b25>:20: RuntimeWarning: divide by zero encountered in log10\n",
      "  ax1.plot(bins_center, np.log10(hists['hist'+str(i)]), label=labels[i])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Magnitud cut:  22.693877551020407\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-7-a1698c526b25>:20: RuntimeWarning: divide by zero encountered in log10\n",
      "  ax1.plot(bins_center, np.log10(hists['hist'+str(i)]), label=labels[i])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Magnitud cut:  21.877551020408163\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-7-a1698c526b25>:20: RuntimeWarning: divide by zero encountered in log10\n",
      "  ax1.plot(bins_center, np.log10(hists['hist'+str(i)]), label=labels[i])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Magnitud cut:  20.653061224489797\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filters = ['g', 'r', 'i','z', 'y']\n",
    "cp = 0.9\n",
    "f_des_10sg = [23.52, 23.10, 22.51, 21.81, 20.61]\n",
    "magcuts_des = {}\n",
    "\n",
    "index = [ind_g, ind_r, ind_i, ind_z, ind_y]\n",
    "cp_curves = [g_band, r_band, i_band, z_band, z_band] # I don't have the Y band\n",
    "\n",
    "for i, f in enumerate(filters):\n",
    "    ind = index[i]\n",
    "    hists, magcut = plot_Ncounts_cp([deeper_survey, hs82_[ind]],[bands_deep[i], bands[i]],[area_deeper, area_hs82], bins, ['xmm-lss-des-{}'.format(f), 'hs82 des-{}'.format(f)],cp, 0.88,0.92);#, xlim=xlim, mg_lim=mg_lim);\n",
    "    magcuts_des[f] = magcut\n",
    "    plt.vlines(f_des_10sg[i],0,1, color='green')\n",
    "    plt.plot(cp_curves[i]['x'], cp_curves[i]['y'], color='red')\n",
    "    plt.title('sn_5')\n",
    "        \n",
    "#     plt.savefig('./data/figs/NCounts/nc_xmm-lss_hs82_sn10_des-{}.png'.format(f))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'g': 23.306122448979593,\n",
       " 'r': 23.10204081632653,\n",
       " 'i': 22.693877551020407,\n",
       " 'z': 21.877551020408163,\n",
       " 'y': 20.653061224489797}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "magcuts_des"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Magnitud cut:  21.26530612244898\n",
      "Magnitud cut:  25.551020408163264\n",
      "Magnitud cut:  19.632653061224488\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zOIMa+RDg7ZIjlUhygoWF4sNO1bkSncCny4OpUtKJRr7udxp414UW78C6T6BCKwjoa75gRc5aMdpYnTQ7lawJ7T9/aJOQkBBmz57NlClT6NmzJ/Pnz6dfv358/vnnnDlzBltbWyIjIwEYOXIknTt3plSpUsTExDB37lwsLO4dkz179iz79u2jXr16953rlVdeYcSIEQwYMICJEyfe3r9q1SpCQkLYuXMnWms6d+7Mpk2bcHNzY+zYsWzZsgV3d3ciIiIAaNy4Mdu3b0cpxS+//MKXX37JN998c8+5xowZw8qVKylduvTt+NMTGRnJxo0bH/ozMgcZ6RZCCGE+x1fAxPqwZRzbndpQN+pzxt1owMiWldkyuiXjewdQu0yxfJNw32Jhofimpz/l3R0Y+cdeLkTE3dug8Wvg0wSWvwnXQswTpCiwypUrh7+/PwB16tTh7NmzAPj5+dG3b19mzpx5e9rFypUr8ff359KlS+zfv5+RI0cSHR19u6/Y2Fi6devGuHHjcHZ2vu9cW7ZsoXfv3gC3R63BSLpXrVpFQEAAtWvX5tixY4SEhLBu3Tq6d++Ou7vxQdTV1RWA0NBQ2rVrR82aNfnqq684cuTIfedq1KgRgwYNYsqUKaSmpj7w9T/zzDOZ+GnlHhnpFkIIkftunIV/3oHjywi3K8crKR+yL6IqQ1qU4/lmFXB+yIqR+YWjrRVTBgTSecJmhv2+hwUjGmJvk7YcvIUlPP0z/NjImN/93BqwsjVvwCL7PWJEOqfY2t75t2RpaXl7esmyZcvYtGkTixcv5pNPPuHIkSNMmzaN0aNHo5TC19eXcuXKcezYMerWrUtycjLdunWjb9++PP300w88X3ofirXWvP322zz//PP37B8/fny67V966SVef/11OnfuzIYNG/joo4/uazN58mR27NjBsmXL8Pf3Z//+/YwaNYp9+/ZRqlQpli9fDoCDg0OGfk65TUa6hRBC5J6EKFj1PnpCEMkha/nG1Icm0WMoV6cNG99swZvtqhSIhPsWH3cHxvcO4NiVaN6af/DeiibOpeCpSXDlIKz5yGwxisLBZDLdrkjy5ZdfEhkZSWxsLGXKlGHt2rUAhIWFcfz4ccqXL4/WmiFDhlC1alVef/31B/bbqFEj5syZA8CsWbNu72/Xrh1Tp04lNjYWgIsXLxIeHk6rVq34888/uX79OsDt6SVRUVGULl0agN9++y3dc506dYp69eoxZswY3N3duXDhAtOmTWP//v23E+68TEa6hRBC5LzUFNgzDTZ8ho6LYKV1Sz6M6UrtGtVY3q4yFTyyt8xYXtK8cnHebFeZL/85To1SzjzfrMKdg5XbQ93nYfskKN8cKrUzW5yiYEtNTaVfv35ERUWhtea1117DxcWF999/n0GDBlGzZk201nzxxRe4u7uzefNmfv/9d2rWrHl7qsqnn35Khw4d7un3+++/p0+fPnz//fd069bt9v62bdsSHBxMgwYNAKOU4MyZM6levTrvvvsuzZo1w9LSkoCAAKZPn85HH31Ejx49KF26NPXr1+fMmTP3vYY333yTkJAQtNa0atWKWrVq5dwPLAcoXYDunA4MDNS7d0vtUyGEyDO0hpDVsOo9uHacSy51GHG1G1ccKvNV91o0reRh7ghzhdaakX/sY8Xhy0wbXJdmd7/u5AT4pTXEXIIRW8GppPkCFY8tODiYqlWrmjsMkY3S+50qpfZorQMz049MLxFCCJEzwo7A713hjx6kpCTxVbEPaXjldUpVrc8/rzQtNAk3GHNev+rhR6USTrz03xsrre2g+1RIioMlr0oZQSEKKEm6hRBCZK+YMFj8MkxuDJf2cajGaIIix/JbRHW+7uHPpL61KeZgY+4oc10RGyt+7h+I1vDGvAOYTHcl1x6VoOV7cGIFHP3bbDEKIXKOJN1CCCGyR3I8bPoafqiN3j+L0+X7MbjoFDrt9qNCiWKseKUJ3et45bvyf9mpjFsRPuhUjZ1nIpi65T9zVusNB09/WP4WxN8wS3wiexSkqbuFXXb+LiXpFkII8Xi0hkN/wYQgWPcJJx3r0N3iO1oeeYKTMVZ88GQ15gyrj7drEXNHmid0r+NF66ol+HLlcULCYu4csLSCzj9A3HVY9f6DOxB5mp2dHdevX5fEuwDQWnP9+nXs7OyypT+5kVIIIUTWhe6Bf0ZD6E7O2/gy+mZvtpmq0rJycfo1KEuzih55dsl2cwqPSaDdd5vwKlaEBS80xNryrjGw1R/ClnEwcAmUS3+pa5F3JScnExoaSkJCgrlDEdnAzs4OLy8vrK3vLWWalRspJekWQgiRedGXYM3HcHAOMVZujInvxjrb1vSsW5Y+dcvIqHYGLD90mRdm7eXV1hV5tXWlOweS42FSA1DKqGZibW++IIUQ6ZLqJUIIIXJWcjxs/BJ+qEPq4QX8Zvk0DW5+iVP9wfw7uhX/e6KKJNwZ1KGmJ138SzFh3UkOhUbdOWBtD53GQcRp42cthCgQJOkWQgjxaCYTHPwTfgiE9WPZZxtEs/gvmeU4iN9HtOKDTtUoYiPrrWXWmM41cHO04fU/95OQnHrnQPnm4N8Xto6HK4fNFp8QIvtI0i2EEOLhzm2FX1rBgqHcUM48pz6i543h9GjVmKUvNSGgTDFzR5hvFS1izRfd/AgJj+Xb1SfuPdj2/8C+GCx+CUyp6XcghMg3JOkWQgiRvuunYE5fmNaexMjLfOv4BrXD3uG6R12WvdyEV1pXxMZK3kYeV/PKxeldtwxT/j3NrrMRdw4UcYUnPodLe2HHT+YLUAiRLeSvpRBCiHvFRcA/b8PEephOrmOBy2BqRXzKX8mN+LpHAPOHN6RSCSdzR1mgvNexKqWK2vPxkiP3LppToxv4toH1n0LMFfMFKIR4bJJ0CyGEMKSmwM4pxuI2Oyaz0+UJ6t/8mg9vtOeVJ2qxblRzutXxkhKAOcDB1opR7Spx+GI0Sw5eunNAKWj/BaQmGqUEhRD5liTdQggh4ORamNwIlo8i1LYCXVM/p8+VPnRo4M/Gt1owonkF7KwtzR1lgdalVmmqeTrz1crjJKbcNYfbrQI0GAkH58D57eYLUAjxWCTpFkKIwuxaCMzqCTOfJj4+jvfs3qHxlddwr1CHNa8346PO1XF1sDF3lIWChYXi7Q5VCL0Rz+/bzt17sOkocC4Ny0fJTZVC5FOSdAshRGEUFwErRsOk+pjObeUvt+epde0TNlvWZdrguvwyMBAfdwdzR1noNKnoQZOK7vyw7iRRccl3Dtg4QNtP4Moh2DPdbPEJIbJOkm4hhChMUpJg2yQYH4De+ROHi3eicfzXvBfeglfa1WDla01pUbm4uaMs1Ea3r0J0QjKTNp6890D1p8GnCaz7xPjQJITIV8yWdCulLJVS+5RSS9M5ppRS45VSJ5VSB5VStc0RoxBCFBhaw7FlMKk+rHyb8/ZVeEZ9zZNne+BfpSJr32jOiy18sbWSedvmVr1UUbr6l2balrNcjIy/c+DWTZUJ0UbiLYTIV8w50v0KEPyAY+2BimnbMODH3ApKCCEKnEv74bdOMKcP1+JNjOAdml5+GTuvmvz5fAMm9a1DaRd7c0cp7vJ620oAfLvqPwvmlKgOdYfC7mnG71UIkW+YJelWSnkBHYFfHtCkCzBDG7YDLkopz1wLUAghCoLI87BgGPzcjJuhh/jYNIR6N8ZgqtCKxSMbMePZutQt52ruKEU6vIoVYVBDHxbsC+Xopeh7DzZ/G4q4wYq3jCsYQoh8wVwj3eOAtwDTA46XBi7c9Tg0bd99lFLDlFK7lVK7r169mq1BCiFEvhQfCas/QP8QSMrhv/nZ1IWGcd8QWX0AK15rwU/9A/HzcjF3lOIRXmzui7OdNZ//c+zeA/Yu0PpDuLADDs41S2xCiMzL9aRbKfUkEK613vOwZunsS/fjvNb6Z611oNY60MPDI1tiFEKIfCklCbb/iB4fgN4ynmWm+jSJ+5oDVV7l79fb890z/rKSZD5StIg1I1v4sunEVTaHXLv3oH8/KFXbWDAnJdE8AQohMsUcI92NgM5KqbPAHKClUmrmf9qEAt53PfYCLiGEEOJ+JhMcnIeeGAT/jGZ3ojcdE8cyy/MdJr/YmYl9alNOyv/lS/0blKW0iz2fLg8m9e7l4S0soOW7EHsFjiw0X4BCiAzL9aRba/221tpLa+0D9ALWaa37/afZYmBAWhWT+kCU1vpybscqhBB5mtYQshr9UxNY8BxnohUDk/7H+06f8NagHvwxtB61vF3MHaV4DHbWlrz1RGWOXo5mwd7Qew9WaAXulWD7JJnbLUQ+YGXuAG5RSg0H0FpPBpYDHYCTQBww2IyhCSFE3nNhJ3rNh6hzW7liUZLPkkZyoGhLXulYmaf8S2Nhkd4sPZEfdfIrxdTNZ/h61XE6+nlSxCbtrVspqDcclr1uLA9ftoF5AxVCPJTSBejTcWBgoN69e7e5wxBCiJxz7SSs/gCOL+OGRTG+SXyKfx3bM6JVVbrV8cLaUtY8K4h2nY2gx+RtvNa6Eq+0rnjnQNJN+LYqlG8OPWeYLT4hChul1B6tdWBmnpNnRrqFEEI8RFwEpo1fwM5fSMCGSck9WFbkKZ7tVJMPAr2xsZJkuyAL8nGlfY2STN54il51vSnhbGccsHGAOoNg6w9GiUiXMmaNUwjxYPJXWggh8rKUJOI3/UDCt7XQO35mdnIzelhPwK3Du6x4qz3965eVhLuQGN2+CikmE9+sOn7vgaChgIKdU8wSlxAiY2SkWwgh8iKtubRzATZrP8A9KZRNqTVZVPwFWjdvwaJqJbCSaSSFTlk3BwY28OHXLWcY1LAc1Uo5GwdcvKFqJ9j7GzQfbYx+CyHyHPmrLYQQeUzc6W2c/boZpVY8S1SiiV/LfIHr80v55qU+tK/pKQl3IfZSy4oUtbdm7PKj3HNPVv0RkBAFB2abLzghxEPJX24hhMgrroVw9deeFJnxBA6xZ1nqPQqX13cx5Nnh1JAVJAXGgjkvt6zIlpPXWX88/M4B73pQKgC2Tzbqtgsh8hxJuoUQwtxirpC48GVSJ9TD/vxGptv2IbT/Vp4c8j5uRR3NHZ3IY/rVL0s5dwfGLgsmOTUtwVYK6o2A6yFwap15AxRCpEuSbiGEMJekm+j1n5Eyzh/LAzOZldqKGUF/0/vNCQT4epk7OpFH2VhZMLp9FU5dvcmcnefvHKjeFRxLGIvlCCHyHEm6hRAit5lMmPb9QcJ3AaiNn7MyqSYvuEwmcMSvvPBkA2ytLM0docjj2lYrQb1yrny3JoSYhGRjp5WNUcnk1Fq4evzhHQghcp0k3UIIkYsSTv7LtXGNsVg0guM3HXjBdizXO0xh0kvd71SjEOIRlFK806EqETeTmLLp9J0DgYPB0hZ2TDZfcEKIdEnJQCGEyAXh54K5segdKkes44Z2ZZzzG1RqM4QfapTCUpZsF1lQy9uFjjU9mfLvGfo1KEtxJztwcAe/HnBgDrT+COyKmjtMIUQaGekWQogcEh6TwLx1O1j1RW+KTW2E9/UtLCk2kMv9/uWV19+ng19pSbjFYxnVrjLJqSbGrw25szNgACTHwcm15gtMCHEfGekWQohsdONmEssPX2bDvuMEhU5ngOUqrJSJo6W64vrEO3QqW8HcIYoCpJy7A73rluGPned5tlE5yns4glcg2LnAyTVQ42lzhyiESCNJtxBCZIOYhGR+3nSa2ZuP0id1KeOsl1HEKoHoSt2we+I9/FzLmTtEUUC93Koi8/eG8vWq40zqWwcsLMG3lZF0m0xgIRe1hcgLJOkWQojHkJiSyu/bzjFxXQjNE9ezzn4OzhY30FU7oVq8S9HiVc0doijgPJxsGdqkPN+vDWHf+RsElCkGvm3g8HwIOwSetcwdohACSbqFECJLUk2ahfsu8t3qEzhFHWeO00wq68PgGQTtv0CVrmPuEEUhMrRpeWbtOMfnK44xZ1h9lG8r40DIKkm6hcgj5JqTEEJkUvDlaDqO/5eP523jLaazwu5dKltdhs4T4NlVIAm3yGWOtla83KoiO85EsOH4VXAsDp7+ELLG3KEJIdJI0i2EEBmktWbq5jN0mbCZoJg17Co6ms4Ji1F1BsLI3VC7v8yfFWbTK6gMZd2K8MU/x0g1aajYFkJ3QvwNc4cmhECSbiGEyJBrsYkMnr6Lpcv+ZoXDx3yS+j12bmVQQ9fBk99BEVdzhygKORsrC0a1rcyxKzH8ve8iVGwD2gSn1pk7NCEEknQLIcQjbTgezpDv5tHzzPsssP2I8rZR0GUSPLcWStc2d3hC3Naxpid+XkX5ZtVxEor7g30xmWIiRB4hN1IKIcQDhMckMG3NAVz2fM88q5VY2VhD47dRDV8CGwdzhyfEfSwsFKPbV6HPlB389O85XqnQUkoHCpFHSNIthBB3uRARx8ojV1h16CKVLs7ndat5uFjdxOTXC4vWH4BzKXOHKMRDNazgTkc/TyZtOEm/9s1wOzwfrhyAUgHmDk2IQk2SbiFEoRdxM4k/dpxjxeErHLkUTQOLI3xhP4ty1meJK1Ufi05fYiFl10Q+8l7Hqqw/Fs7/HS/Fd2BMMZGkWwizkmtNQohC7fiVGDr9sJmvV53AW4Wz3vsXZtuMpZyjCXrOoMjQf6TOsch3PIva83Kriiw8kUS0aw04udrcIQlR6MlItxCi0Fp/LJyXZu/DzTqJHfW2UeLwL8YS2i3fgwYjwdre3CEKkWXPNirHvN0XWBBdjYE3/kLFRUiVHSHMSEa6hRCFjtaaXzef4bnfdvCs4zbW2b5BiQMTofpT8NIeaPqmJNwi37OxsmBMlxosulkdJaUDhTA7GekWQhQqyakmPlx8hGM717DGeTblbh43VpDsNRO865o7PCGyVSNfd2ZXb8SNECdsjvyDQ83u5g5JiEJLkm4hRKFxPTaRj2aupPXFH/nUdivaxhM6/AQ1e0o5NVFgvdupBlu+9aNpyGopHSiEGUnSLYQokBKSUzl6OZqDFyI5GBrF0QvhtI2cy5eWi7GxVtD4LVTjV6XetijwPIvaY1+1Hc7HtrB7+3oCG7Yyd0hCFEqSdAshCpRLkfH8b/5Btp26TopJA/CkQzC/qamUsLpIdPknse/8GbiUMXOkQuSeJu17YTr2IQfWz6NGUHPsrC3NHZIQhY4k3UKIAmP98XBem7uflFTNc03KU889kfohX2N/YjG4+UKHv3Gu0MLcYQqR62yKliDGrSb+V3czYd1JRrWrbO6QhCh0ZGKXECLfS0k18dXKYwyetouSznYsfqEeo13W0mJ1B+xPr4IW78GIrSAJtyjEnGq0J8DiJLM37udgaKS5wxGi0Mly0q2UclBKZfr6lFLKTim1Uyl1QCl1RCn1cTptmiulopRS+9O2D7IapxCiYAuPTqDvLzuYuP4UvYK8WdTFivILOsLKd6BMA3hhOzR7E6xszR2qEOZVsS0WaDrYH2XUvAMkpqSaOyIhCpUMJ91KKQulVB+l1DKlVDhwDLicljh/pZSqmMGuEoGWWutagD/whFKqfjrt/tVa+6dtYzIapxCi8Nh66hodxm/mQGgk4zuX4XOrn7D9rT3E34Cev0PfeeBaztxhCpE3lAqAIm686HWaE2GxjF8bYu6IhChUMjPSvR6oALwNlNRae2utiwNNgO3A50qpfo/qRBti0x5ap206c2ELIQqzqPhk3v/7MH1/2YGLnQUbWp6n87+d4MAcaPQKvLgTqnUGpcwdqhB5h4Ul+LamZPhmetb2ZPLG0xy4EGnuqIQoNDJzI2VrrXXyf3dqrSOA+cB8pZR1RjpKm5ayB/AFJmqtd6TTrIFS6gBwCRiltT7ygL6GAcMAypSRagRCFGRaaxYfuMQnS4OJuJnI/2olMTT6Wyw37oayjaDjN1C8qrnDFCLvqtgWDs7lg9oJbDppy6h5B1jyUmOpZiJELsjMSLeTUsr1YRuQoYK3WutUrbU/4AXUVUrV+E+TvUDZtCkoPwB/P6Svn7XWgVrrQA8Pj0y8HCFEfnLm2k36/7qTV+bsp7JzIrv8VzD8+LNYRp6Frj/BoGWScAvxKL6tQFngeH4dn3erSUh4LN/LNBMhckVmRrovpW0Pu15rCWR4uFlrHamU2gA8ARy+a3/0Xd8vV0pNUkq5a62vZSJeIUQBEJeUws+bTjNp/SkcrEz86b+foLM/oY7FQtBQaPE22Bczd5hC5A/2xcC7HpxYSfOW7/FMoDc/bTxFu+ol8fd2MXd0QhRomUm6g7XWAQ9roJTa96hOlFIeQHJawm0PtAa++E+bkkCY1lorpepijMhfz0SsQoh8LioumRnbzjJ1yxluxCXzpu9Fno+bgtWxE1C+BTzxmYxsC5EVFdvC2o8h+jLvPlmVTSFXGTXvAEtlmokQOSoz00saZFMbT2C9UuogsAtYrbVeqpQarpQantamO3A4bU73eKCX1lputhSiEAiPSeCzFcE0+mId36w+QSvPBPZX/JUXQ9/ESidDr9nQf6Ek3EJkVcW2xteTq3G2s+bzbn6cDI/lh3UyzUSInJThkW6tdcKt75VS/9Naf/GwNg/p5yBw34i51nryXd9PACZkNDYhRP53ISKOnzad4s/doaSkmniyZkne9tiC587PjSokrT+G+iOk3rYQj6tEdXAuDSdWQu0BNKvkQbfaXvy86TRP1/aigoejuSMUokDKUNKtlPrz7ocY9bXvS7qFECKzTl2NZdL6U/y9/yKWStGtjhcv+im8/n0LtmyBCi2h03hw8TZ3qEIUDEoZo92H5kFKIljZMrp9FVYdvcJHi48w49m6KCm3KUS2y+hId7TW+rlbD5RSP+ZQPEKIQuLYlWgmrDvJskOXsbWyYGADH4Y1LkvJ4Gkw5//A0ga6TAT/vlJvW4jsVrEt7JkG57dB+eZ4ONkyqm1lPlx8hH8OX6F9TU9zRyhEgZPRpHvsfx6/m92BCCEKh0OhUYxfF8Lqo2E42loxvFkFhjQuh3v8WZjfBUJ3QaX28OR34Cxv/ELkiPLNwNIWTqyC8s0B6FuvDHN2XWDM0qM0q+xBEZvM1FoQQjxKhm6k1FqfAVBKuac9jsjJoIQQBc+pq7G8MGsPnSZsZueZCF5tXZEt/2vJ/9pUwH3fBJjcGK6fhKd/gd6zJeEWIifZOIBPYwhZdXuXlaUFn3SpzuWoBH5Yd9KMwQlRMGX2Y+xUoHNOBCKEKJguR8Xz/ZoQ5u0Jxc7KgldaVeS5JuVwsrOGywdh0Ytw5SBUewo6fAWOxc0dshCFQ8W28M//IOI0uJYHINDHle51vPjl39N0ryM3VQqRnTJTMhAevjCOEELcduNmEmOXHaXZVxtYsPciAxv4sOmtFrzWphJOViZY938wpQXEXIGev0PP3yThFiI3VWxjfD2x6p7do9tXwc7ako8WH0Gq9QqRfTI70i3/+4QQD6W15q89oXyy9CixiSk8XduLV1tXxKtYEaNB6G5jdPvqMajVG9p9CkVczRu0EIWRWwVw8zWmmNQffnu3u6Mtb7arzAeLjrDi8BU6yE2VQmSLzCbdMtIthHigi5HxvL3gEJtOXKWujyv/17UGlUo4GQcTomHdJ7BzCjiXgr5/3RlpE0KYR8V2sOsXSLppzPNO07deWebsvMAnS4/SrJIHDrZyU6UQjyuz00vezpEohBD5msmkmbn9HG2/3cjusxGM6VKdOcPq30m4g5fAxHpGwl13GLywXRJuIfKCSm0hNRHObLpnt6WF4pOnjJsqx6+VlSqFyA6Z+uiqtT6slKqmtT56936lVHOt9YZsjUwIkS+cu36T0fMPse30dRr7uvPZ0zXxdk2bShJ1EVa8BceWQoma8MxM8Kpj3oCFEHeUaQg2jsbqlJXb33OoTllXetctw8//nqZBBTeaV5Z7LoR4HFm5XvSnUup34EvALu1rINAgOwMTQuR9yw5eZtS8A1hZKD5/uibPBHkbK9mZUo1L1ms/AVOKsYR7gxfB0trcIQsh7mZlY9TpDlkFWt+3ENUHT1Zj/4VIXpmzn6UvNb7zgVoIkWmZnV4CUA/wBrYCu4BLQKPsDEoIkbdprRm35gQv/rGXaqWcWfV6U3rVLWMk3Bf3wpSWxgi3dxC8sA0avyoJtxB5VaV2EH0Rwo/ed8jexpLJ/Wpj0poRs/aQkJxqhgCFKBiyknQnA/GAPcZI9xmttSlboxJC5FkJyam8NHsf49aE8HTt0vwxtB6eRe0hPhKWjTIS7pgr0H0q9FsAruXMHbIQ4mF80+6vOL4i3cNl3RwY94w/hy9G8+GiI7kYmBAFS1aS7l0YSXcQ0BjorZT6K1ujEkLkSWHRCfT8aRvLDl1mdPsqfNOjFraWFnDoL5gQBLt/NW6UHLkTanS771K1ECIPcvYE73qw/w8wpT+G1qpqCUa28GXu7gvM3XU+lwMUomDIypzuIVrr3WnfXwG6KKX6Z2NMQog86FBoFM/N2EVMQgo/9w+kTbUScOMcLHkZTm+AUrWh759QKsDcoQohMivwWVj4PJzZCBVapNvktTaVOBAayfuLjlDNsyg1vYrmcpBC5G9ZGeneo5Tqp5T6AEApVQY4nr1hCSHyitAbcXy18hg9ftqKlYUF80c0pE3V4rB/NvzYCEL3QIev4bk1knALkV9VewrsXY2rVQ9gaaH4vlcA7g42DJ+5hxs3k3IvPiEKgKwk3ZMwKpX0TnscA0zMtoiEEGZnMmk2HA/nud920fTL9fy44RTNKnnw94uNqOqcDH8OgL+HQ8maMGIL1B0KFpbmDlsIkVXWdhDQF44th+hLD2zm6mDDpH51uBqTyKtz92MyyULVQmRUVqaX1NNa11ZK7QPQWt9QStlkc1xCCDO4FBnPkgOXmLXjPOcj4nB3tOGF5r70rleG0i72ELIGFr0AcRFGGcCGL0myLURBUWcwbP0B9s6A5qMf2Mzf24UPOlXjvb8P88O6k7zSumIuBilE/pWVpDtZKWUJaACllAcg1UuEyIcuRcaz/fT1tC2C8xFxANQt58qb7SrTrnpJbKwsIDEWlr1h1N72qAr95huj3EKIgsOtAlRoCXt+gyajwPLBKULfemXYe+4G49aeIKCMC00reeRioELkT1lJuscDC4HiSqmxQHfgvWyNSgiRY1JNmu/XhvD3vou3k+yi9tbUK+fKoIY+NK3kgW9xR6Ox1nBgLqz5EGIuQ4OR0PJ941K0EKLgCRwCc/vCiRVQtdMDmymlGNu1JkcuRfPKnH0se7kJpVzsczFQIfIfpXXm52MppaoArQAFrNVaB2d3YFkRGBiod+/e/eiGQhRSCcmpvDJnHyuPhNGskgfNKnlQv7wbVUo6YWHxn/J+F/fAitEQutO4QbL9l+Bd1zyBCyFyR2oKfO8HHpWh/8JHNj99NZbOE7bgW9yRP59vYFwZE6IQUErt0VoHZuY5WRnpRmt9DDiWlecKIcwj4mYSz/22i30XInn/yWoMafyARWtiwmDtGNg/ExyKQ5eJUKsPWMibqRAFnqUV1B4IGz6F66eMKScPUd7DkS+7+/HCrL18ujyYjzpXz6VAhch/Mpx0K6Vef9hxrfW3jx+OECInnL8ex8BpO7kYGc+kPrVpX9Pz/kapKbBjMmz4HFISoNErxrxOO+fcD1gIYT61B8DGL2DPNGj7f49s3qGmJ0Mal+PXzWeoXbYYnWuVyoUghch/MjPS7ZT2tTLGapSL0x53AjZlZ1BCiOxz4EIkQ37bRYpJ88dz9Qj0cb2/0aX9xiI3lw9AxbbwxOePHOESQhRQzp5QpSPsmwUt3svQPRyj21fhwIVIRs8/SDVPJ3yLOz3yOUIUNhm+Xqy1/lhr/THgDtTWWr+htX4DqAN45VSAQoisWxscRq+ft2NvY8n8EQ3vT7iTbsLKd2FKC4i+DD2mQ58/JeEWorALGgLxEXD07ww1t7a0YEKf2hSxsWT4zL3EJaXkbHxC5ENZmaRZBrh7GaokwCdbohFCZIuE5FQ+WXqU52bspmIJRxaMaEQFD8d7G4Wshon1YdsE43LyyJ1QvSsolX6nQojCo1wzcPOFXQ9eofK/Sha1Y3yvAE5djeX/luWJ+gpC5ClZuZHyd2CnUmohRq3ursBv2RqVECLLDoZG8vqfBzgZHkv/+mV5u0MVitjc9V89JgxWvg2H54N7JRi8Aso2NF/AQoi8RykIfBZWvgNXDmW4Ln9DX3eGNS3PTxtP07JycVpXK5HDgQqRf2R6pFtrPRYYDNwAIoHBWuvPsjkuIUQmJaea+Hb1CbpO2kpsQgoznq3LJ0/VuJNwm1Jhx88wIRCCl0Cz0TB8syTcQoj01eoNVnawc0qmnvZ6m0pU9XRm9IKDXItNzKHghMh/slQDTGu9V2v9fdq2L7uDEkJkzomwGLpO2sL4tSF0qVWKla81vXeFuIt7YUpLWPEmlK4NI7ZBi7fBytZ8QQsh8rYiruDfB/bPgrCjGX6arZUl3/fyJzohhdHzD5KV9UCEKIik8K4Q+diBC5G88ecBnhy/mcuRCUzuV4dvn/GnqL210SAhCpa/aSTcMZeh26/Q/29w9zVr3EKIfKLFe2DrBMteN1aozaBKJZz43xNVWBMczpxdF3IwQCHyjywtjiOEMJ+E5FSWHLjE79vPcTA0CgcbS3oGefFq60q4O6aNXGsNh+bBqvcgNhzqDoWW74FdUfMGL4TIXxzcoM0YWPwSHJhtjHxn0OCGPqw7FsYnS4/SoLwbPu4OORioEHlflpaBf6wTKmWHUdfbFiPp/0tr/eF/2ijge6ADEAcM0lrvfVTfsgy8KMiuxSYyZdNp5u6+QGRcMr7FHRnQoCxdA0rjZGd9p2HYUVg+Cs5tMZZv7/itMaVECCGywmSCqe0g4jSM3GVMO8mgy1HxtPtuE+U9HPlreAOsLOUCuygYsrIMfIb+9Sul2iilpiil/NMeD8tCfLckAi211rUAf+AJpVT9/7RpD1RM24YBPz7G+YTI99YGh9Huu038svkMDSu48cfQeqx+rSkDGvjcSbgTY4ya25MbQ/hReHIcPLdWEm4hxOOxsIAnvzXqdq/7JFNP9Sxqz9iuNdl/IZKJ60/lUIBC5A8ZnV7yAkbFkveUUq4YyXKWaGNoPTbtoXXa9t/h9i7AjLS225VSLkopT6315ayeV4j8KD4plbHLjzJz+3mqlHRi9rD6VCrxn5XetDbK/616D2KuGDW3W31oXBYWQojsULIm1BsO238E/37gVSfDT+1UqxRrg8MYvy6EIJ9iNPR1z8FAhci7Mnqd56rWOlJrPQpoi7EMfJYppSyVUvuBcGC11nrHf5qUBu6+8yI0bV96fQ1TSu1WSu2+evXq44QlRJ5y+GIUT/7wLzO3n2dok3IsGtno/oT7ymGY/iTMHwKOJeC5NdB5vCTcQojs1/xtcCoJS181SpBmwsddalDO3YFB03ax+MClnIlPiDwuo0n3MgCllLvWejQw43FOqrVO1Vr7YywfX1cpVeM/TdJbEi/dyeda65+11oFa60APD4/0mgiRr6SaNJM2nOSpiVu4mZjKrOfq8W7HathaWd5pFBdhVCX5qYkxlaTjtzB0HXhlanqZEEJknJ0ztPsUrhzM1EqVAEXtrflreAP8vV14efY+ftp4SkoJikInQ9NLtNaL0r6dCnTWWv+QHSfXWkcqpTYATwCH7zoUCnjf9dgLkI/GokC7mZjCwn0X+X3bOY6HxdCxpidju9bApYjNnUamVNg7A9aOgYRICBwCLd7J1I1NQgiRZdW7Gn+D1n0C1bqAU8ZXnHQpYsOMIXV5Y94BPltxjIuR8XzYqTqWFumNswlR8GS2ZOBj/89QSnkAyWkJtz3QGvjiP80WAyOVUnOAekCUzOcWBdWpq7H8vu0c8/eEEpOYQvVSzozvHUAnP0+MQj5pLuyC5W/A5QNQthG0/yLDSzMLIUS2UAo6fA0/NjCWiO+euRFvO2tLfugVQKmidkz59wyXoxIY3ysAexvLRz9ZiHwus0l3dlwL8gR+U0pZYkxv+VNrvVQpNRxAaz0ZWI5RLvAkRsnAwdlwXiHylC0nrzF54yn+DbmGtaWiQ01PBjTwoXYZl3uT7bgIWPsx7PkNnDyNBW5qdDPe/IQQIre5+0KTN2DDZ1CuKdQZmKmnW1go3u1YjdIu9ny89Ci9p2zn14GBuDnKCrmiYMtUnW6l1BKtdaccjOexSJ1ukR9orZm88TRf/HOMks529K1Xhl51y+DhZPvfhnBgjlGVJP4G1B8BzUcbq8MJIYQ5pabAHz3gzL8waCmU+W/l34z55/AVXpmzjyolnfhzeIN7710RIg/LSp3uzCbdNbTWhx/d0jwk6RZ5XXKqifcWHmbu7gs86efJ1z1qYWedzptM+DFY9gac2wxedY0auTKVRAiRl8TfgCktITEWhq2Hol5Z6uafw1cYPnMPfeqV4dOu8ndO5A85tjjOLXk54RYir4uKT2bQtJ3M3X2BkS18Gd8r4P6EOykO1nwMkxtB2GHo9D08u1ISbiFE3mNfDHrNhuR4mNPX+JoFT9QoyfPNyvPHjvP8tSc0m4MUIu/IlvVYlVIls6MfIQqqCxFxdPtxKzvPRPBVdz9GtauMxX/v2D+xCibVg83fQs2e8NIeqDPIWA1OCCHyouJVoNsU4wbvxS8Z0+Ky4M22lWlQ3o13Fx7iyKWobA5SiLwhu97NM3f7shCFyJ5zN+g6aQvh0QnMeLYePQK9720QdRHm9jfmR1rZw6Bl0PVHcJBV24QQ+UDl9tDyXTg0D7aOz1IXVpYWjO8dQLEiNoyYuZeouORsDlII88vUnO68TuZ0C3NJTEnlyKVozl67ydnrcZy7fudrZFwyZVyLMG1wEBU8HO88KTUFdv4M68eCKQWavQUNXgIrmwefSAgh8iKtYd4gOLoI+v4FFVtnqZs9527Q6+dtNK3owZQBgfdfERQij8jKnO7MlgxEKfV6OrujgD1a6/2Z7U+I/CjVpDlyKYotJ6+z9dQ1dp2NICHZBICFglIu9vi4OfCknyc+bg48XdsLV4e0ZDo1GQ7Ph83j4Gow+LaBDl+BaznzvSAhhHgcSsFTk+D6KfjrWXj2HyhRLdPd1ClbjPc6VuPDxUeYtOEkI1tWzIFghTCPTCfdQGDatiTtcUdgFzBcKTVPa/1ldgUnRF6z4/R1ft18hu2nrxOdkAJApRKO9AoqQ/3yrlQs4YRXMfv0y14lRMPe32D7jxB9ETyqQs8ZULWz1NwWQuR/Ng7Q+w/4tS3M6GIk3m4VMt3NgAZl2Xv+Bt+sPoGflwtNK3nkQLBC5L5MTy9RSq0EummtY9MeOwJ/AV0xRrsz/9E2m8j0EpFTEpJT+WbVcX7ZfAYPR1taVC5OQ183GlRwo7iT3cOfHH0ZdvwIu6dBYjT4NIGGL0PFNpJsCyEKnqvHYVp7sC4Cg1eAi/ejn/MfcUkpdJ24lUuR8fw2pC61yxTLgUCFyLocr9OddpJgoJbWOintsS2wX2tdVSm1T2sdkKkOs5Ek3SInHLkUxetzD3A8LIZ+9cvwToeqFLHJwEWi5ATY/J2xmZKhWhcj2S5dO+eDFkIIc7p8AKZ3Mm4IH7wCnEpkuotLkfH0nrKd67FJ/PZsEHXKuuZAoEJkTY7X6U7zB7BdKfWhUupDYAswWynlABzNQn9C5EmpJs2kDSd5auIWIuKSmDY4iP97qmbGEu6Q1TCpPmz8HKo+CS/thR7TJeEWQhQOnrWg7zyIuQK/d4W4iEx3UcrFnjnD6uPhZMuAX3ey62zm+xAiL8lS9RKlVB2gMaCAzVrrPDG8LCPdIrtciIjjtbn72X3uBh1qluT/nqp550bIh4m8AP+MhmNLwa0idPwayjfP8XiFECJPOr0BZvWEEtVhwCKwc850F2HRCfSesp0rUQlMGxREvfJu2R+nEJmUKyPdSikFVAWKaq3HAeFKqbqZ7UeIvOpyVDw9Jm/j+JUYvnumFhP71H50wp2SaEwjmVgXTq6FVh/AiK2ScAshCrfyzaHnb8Z0k9m9jFV3M6mEsx1zhtbHs6gdg6btYtup69kfpxC5ICvTSyYBDYDeaY9jgInZFpEQOeBEWAzJqaZHtotJSGbwtF3EJqYw9/kGdA3wQj3sZkdTKuyfDT8EwpqPoEJLGLkTmrwh9baFEAKMxXOe/hnObYWZ3SAh8ytOFne2Y86wBngVs2fw9J1sOXktBwIVImdlJemup7V+EUgA0FrfACS7EHnWtC1naPvdJvr/uoMbN5Me2C451cQLs/YSEh7LpL61qVbqIZdBtYbj/8DkJvD3cChSDPovhF6zwKVMDrwKIYTIx2p2h+5TIXQXTOsIMWGZ7sLDyZbZw+pT1tWBwdN38dee0BwIVIick5WkO1kpZQloAKWUB/DoIUQhzGDpwUuMWXoUf28X9p6LpMvELZwIi7mvndaa9xYe5t+Qa3zWtebD68Ke32GUw5r9DKTEG28kQzcYo9xCCCHSV+Np6DMHIk7B1HZw42ymu3B3NBLvOmWKMWreAT5afCRDVzGFyAuyknSPBxYCxZVSY4HNwKfZGpUQ2WDrqWu8PvcAdcoUY86w+sx5vj5xSak8PWkra4PvHWWZtOEUc3df4KWWvvQMekBN2SuH4I9eMLWtsepax2/gxZ1QoxtYZOW/khBCFDK+rWHAYoi/Ab+2g7Ajme7C1cGG34fUZUjjckzfepZ+v+zgWmxiDgQrRPbKavWSKkArjOola7XWwdkdWFZI9RJxy9FL0Tzz0zZKFrVj3vAGuBQxZkBdioxn2O+7OXIpmv89UYXnm5Zn8YFLvDJnP10DSvNtz1r3z+G+FgLrx8KRhWBbFBq9BPVfMFZfE0IIkXnhwUYpweQ46DMPytTLUjcL94Uyev4h3BxsmNy/Dn5eLtkbpxAPkCuL4+RlknQLgNAbcTw9aSsWSrHghYaUcrG/53h8Uiqj/jrAsoOXaVmlOJtDrlG7rAsznq2HjdVdI9Y3zsHGL+DAbLCyh/ojoOFIsJeV0YQQ4rHdOGck3tGXjAonldplqZvDF6N4/vc9XI1N5LOuNelWxyubAxXifjmadCulXn/Yca31t5k5cU6QpFvcuJlEt8lbuRaTyLzhDalc0inddlprJqw7yTerT+Bb3JH5wxtStIi1cfD6Kdj6A+ybCcoCgp6Dxq+B40PmeQshhMi82KswqztcOQjtPoV6w+FhFaMe4HpsIiP/2Me209cZ1NCHdztWxdpSpv2JnJOVpDsDS+vddit7qQwEAYvTHncCNmXmpEJkN601J8NjeWv+QUJvxPP7s3UfmHADKKV4qVVFmlX2wKtYESPhvrgXtnwPwYvBwgpq94cmo6Bo6Vx8JUIIUYg4esDg5bBgmLGw2LUT0P5LsLTOVDdujrb8PqQuny4/xtQtZzh6OZqJfWrj4WSbQ4ELkXmZnl6ilFoFdNNax6Q9dgLmaa2fyIH4MkVGuvOnyLgkHG2tsMrEqERKqokjl6LZdTaCHWci2H02ghtxyVgomNS3Nk/U8MxYR1rDqXWwZRyc2WTM2Q561hhtcSqZtRckhBAic0wmWDfGWGSsXDNjukkWp/It2n+R/80/iIu9DT/2q01AGZkSKLJfrszpVkodA2pprRPTHtsCB7TWVTLVUQ6QpDv/2XPuBv1+2UE5dwe+7lHr4bWxgaj4ZL5ZdZy/9oQSl5QKQFm3IgT5uFK3nCsNyrvh7Vrk0SfWGk6thbVjjJXSnDyNmyPrDMrSMsVCCCGywb5ZsOQVKOYDfeaCW4UsdXPkkjHPOzw6kTFdqtOrrqyfILJXbiXd7wI9McoGaqArMFdr/VmmOsoBknTnLyFhMXSfvA1neyvik0xExiUxsqUvL7bwvW8untaaJQcv88nSo1yPTeTp2l40r+xBkI8rJZztMnfi0D2w5kM4+y+4lIWmb4JfT7CSy5BCCGF2Z7fA3L7G98/MBJ/GWermxs0kXp6zj39DrtG7bhk+6lwNWyvLbAxUFGa5Vr1EKVUbaJL2cJPWel+mO8kBknTnH5ci4+n241ZSTJoFIxriaGvFR0uOsGj/Jap5Ot8z6n322k3eX2QsXOPnVZSxT9WkplfRzJ/0Wogxsh28GIq4Q7O3oM5gWa5dCCHymojT8MczxtcOX0Pg4Cx1k2rSfL3qOD9uOEXrqiWY3K92pqYyCvEgUjJQku58ITIuie6TtxEWlcDc5xvcM6Vk5ZErvLvwMJFxSbzUsiIWCn5YfxIbSwvebFeZfvXLYmmRyTvbI84Y8wT3zQRre2gw0ij9Z/vgGy2FEEKYWXwkzB8CJ9dA0FB44rNM32B5y29bz/Lh4iP0qOPFl9397l+PQYhMytHqJUqpvVrr2o/bRhRu8UmpPDt9F+cj4pjxbN375nC3q16Suj6ufLj4CN+tOQFARz9PPniyWuankVw5BJvHwZEFoCyN0n9N35TSf0IIkR/Yu0CfP2HNR7B1PFw9Bj1+Awe3THc1sKEP128mMX5tCK4ONrzdoWq2hyvEo2SmZGBVpdTBhxxXQBau+YvCIjnVxIt/7GXfhUh+7Fub+uXT/8NZzMGG8b0DeLp2aawtLWjk657xk2gN57YYI9sn14CNIzR40bhJ0rlUNr0SIYQQucLCEtp+AiWqw+KXYUoL6D0HSlTLdFevta7IjZtJ/LTpNK4ONjzfLGs3aQqRVZlJujNSnSQ1q4GIgi0qPpmPlxxh3bFwxnatkaGSfs0rF8/4CVKSjLnaOyZD6C5jznbL9yFoiKwgKYQQ+V2tXuBWEeb0gV/bwNM/Q5WOmepCKcVHnatzIy6Jz1Yco5iDDT0DvXMoYCHul+GkW2t9LicDEQXPues3WRMcztrgMHaeiSDFpHmtdSX61iubfSeJvAB7psHeGXDzqlFmqsPXENDPmL8thBCiYPCqA8PWw5y+RvLd+HVo8S5YZnz80NJC8W1Pf6Likxk9/yDFitjQplqJHAxaiDvkRkqRra5EJfDbtrOsORpGSHgsAJVKONKqagnaVCtB7exYpMBkMha02f0rnPjH2FfpCQgcAhVagoXcmS6EEAVWcgKseAv2/gY+TaDbr+CUucT5ZmIKfX/ZwdHL0fzUvw4tMnNlVQikeokk3WaktebP3Rf4v6XBxCenUrecK62rlqB11RKUccvAYjUZkRBlLJywa4pRRsrBA2oPNBa0cZFLhEIIUajs/wOWvg52RaH7VPBplKmn37iZxDM/b+NEWCytqxbnf09UoWIJqWolMiZHk26l1AcPOay11p9ksB9vYAZQEjABP2utv/9Pm+bAIuBM2q4FWusxj+pbkm7zCL0Rx9sLDvFvyDXqlXPly+5+lHVzyL4ThB+DnT/DgTmQfBO860HdYVC1s9TYFkKIwizsCMztDzfOQusPoeHLkIlygPFJqUzbeoYf15/iZlIKPep481qbSpQsmslqWaLQyemk+410dhcBngPctNaOGezHE/DUWu9VSjkBe4CntNZH72rTHBiltX4yQ8GlkaQ7d5lMmlk7z/P58mA08Hb7KvStVxaLzNbRTo/WELIatk2AMxvB0hZqdjeS7VL+j9+/EEKIgiEhGhaPhKOLoHJH6DIBirhmqouIm0lMWHeS37efxdJC8WyjcgxvXgFnu6zVBRcFX26uSOkEvAIMAf4EvtFah2e6I6OvRcAErfXqu/Y1R5LuPC30RhxvzjvIttPXaezrzmdP18TbNRumkWgNp9bC+k/h4h5wLm1UIKk9EBwyUTpQCCFE4aG1Ub1q1XtG9aouE6Bim0x3cyEijq9XHWfR/kuUdrHnz+ENKO0iN+WL++V40q2UcgVeB/oCvwHfa61vZCrKe/vzATYBNbTW0Xftbw7MB0KBSxgJ+JEH9DEMGAZQpkyZOufOSZGVnBYZl0SXiVuIiE3i3Y5VeSbI+/FX99LaGNFe/ylc2AFFy0CzN6FW7yyvQCaEEKKQuXwAFjwPV4Mh8Flo8wnYZuhC/D32nItg0NRdeDjbMu/5Brg52uZAsCI/y+npJV8BTwM/AxO11rGZD/Ge/hyBjcBYrfWC/xxzBkxa61ilVAeM5L7io/qUke6cl5JqYuC0new6c4PZw+pTp+xjViPRGs5uhg2fGYvaOJeGpqPAv5/M1xZCCJF5yQmw/v9g6wSjjGzXn6BMvUx3s/NMBP1/3UGlEk78MbQeTjLVRNwlp5NuE5AIpAB3P0lh3EjpnO4T0+/LGlgKrNRaf5uB9meBQK31tYe1k6Q75320+AjTt57l6x616F7HK+sdaW2sGLnpa7iwHRxLGsl27QFgJSMKQgghHtPZLfD3cIgKhUavQPO3M/3+su5YGMNm7CHIx5Vpg4Ows7bMoWBFfpOVpDvDBY211hZaa3uttZPW2vmuzSmTCbcCfgWCH5RwK6VKprVDKVU3Lc7rGT2HyBlzdp5n+tazPNe4XNYTbpPJuNnl52Ywq7vxx7D9V/DKfqg7VBJuIYQQ2cOnEQzfAv59YfN38FMzCN2TqS5aVinB1z1qse30dV6avY+UVFMOBSsKgwwv46SUUvoRw+IZaQM0AvoDh5RS+9P2vQOUAdBaTwa6AyOUUilAPNArA/2KHLTrbATvLzpM00oejG5fJfMdpKbA4b/g32/h2nFwrQBdJkLNnjKNRAghRM6wczZuqqzaCZa+Br+2hvovGCtZ2mTs5v+nAkoTFZ/Mh4uPMHrBIb7s5pc9VbpEoZOZ6SUbMG5uXKS1Pn/XfhugMTAQWK+1np79YWaMTC/JmuDL0YxZchQPJ1s6+nnSrJLHPZfQQm/E0WXCForaW7PwxUYUtc/EvLbUZDg415hGcuMMlKgBTV6Hak+BhVymE0IIkUsSomD1B7BnOriWh84/gE/jDD993JoTjFsTQs9AL/y9i5GUkkpSqomkFGOzsbJgQEMfKTNYSOT0nG474FmMyiXlgEjADrAEVmHcXLk/MyfPbpJ0Z96i/RcZPf8QDraWpJo0N+KScbS1ok21EnSs6UmgTzF6T9lB6I04/n6xERU8MngXeEoSHPgD/v0GIs+Dpz80ewsqd8jUwgVCCCFEtjqzCRa/ZCyoE/gstP7YGBF/BK01nywNZuqWMw9s072OF1/3qJWNwYq8KjfrdFsD7kC81joy0x3kkMKWdGutuRKdwKXIeC5GJnDxRjyXIo1NA73rlqFVleLpXgZLTjXx+Ypj/Lr5DHV9XJnQN4BiRWzYfvo6Sw9c5p8jV4iKT8bSQqG15tdBQbSoXPzRQSXFpSXb30F0KJSuA83+BxXbSrIthBAib0i6Cev+D7b/aFQ46TkDPP0y9NQrUQkA2FhZGJulBdaWiq9WHmfShlPMGVaf+uXdcjB4kRfkWtKdVxWmpDsqPplhM3az40zEPfuL2ltTysWeyLgkLkclUN7dgeealOfp2qVvTxm5GpPIyD/2suNMBIMa+vBux6pYW957T21yqoktJ6/xz+Er1C5bjJ6B3g8OxmSC89uMZPvIIkiKAa+60Px/UKGVJNtCCCHypnPb4K/BEBcBHb82KmhlUXxSKm3HbcTG0oIVrzTFxirDtSpEPiRJdyFJuq/GJDJg6k5OhsfwWptKVPN0prSLPZ4u9jjaGvfGpqSaWH74ClM2nebQxSjcHGzo36As/t4ujJ5/iMj4JD57uiZdAx6j7F/EaTgwx9giz4GNozFX278PlG0oybYQQoi8L/YqzB9iLNDm3w86fJXhmyz/a/2xcAZP38WotpUY2fKRy4uIfEyS7kKQdIfeiKPfLzsIi07kp/51aFrJ46HttdbsOBPBlE2nWXssHACvYvb81L8O1UsVzXwASTeNkn97f4fzWwEF5ZsbiXaVjmDjkPk+hRBCCHMypcKGz2HTl8YN/z1ngFuFLHX1wqw9rA0OZ9VrTSnrJu+JBZUk3QU86T4ZHkO/X3YSl5TCtMF1M70a5MnwGNYGh/NMkDcuRTJRpk9rCN0N+36HwwuM6SNuvkbtU79noGjpTL4SIYQQIg8KWQ0Lhhplbrv8ANW7ZrqLK1EJtP52I3XKFmP64CCUXPUtkHIl6VZKvZ7O7ihgj1QvyTkHQyMZOHUnVpYWzHi2LlU9M7weUdYlxRmJ9u6pcPUYWBcx/gAF9Icy9WX6iBBCiIIn8gLMGwgX9xj1vdt/Cc6lMtXFtC1n+HjJUSb0CeBJv8w9V+QPuZV0/wEEAkvSdnUEdgFVgHla6y8z1WE2KohJd0JyKptOXOW1uftxdbRh5pB6OX+5KummkWhvGQ83w6F0oHFzSY2nwdYpZ88thBBCmFtqMmz9ATZ+AZY20OoDCBwCFhm7OTLVpHlq4hbCohNY80Yzqd1dAOVW0r0S6Ka1jk177Aj8BXTFGO2ulqkOs1F+T7pNJs2Z6zfZfz6SA6GR7L8QSfDlaJJTNZVKOPL7kHqUcLbLuQASY2HXL8Yfmrhrxlztpm8ZS+kKIYQQhU3EaWMly9MbjKpcnb6HEhlLcw6GRtJl4hYG1C/Lx11q5GycItdlJenO8DLwdykDJN31OBkoq7WOV0olZqE/AWw6cZVR8w4QHmP8CB1sLKnpVZQhjcvj712UJhU9cLDNyq/rEbSG8GAIXgI7JkN8hFHmr9n/oEy97D+fEEIIkV+4lof+fxsrK698B35qAo1fg2ajwfLh78l+Xi4MqF+WGdvP0bW2F/7eLrkSssi7spLF/QFsV0otAhTwJDBbKeUAHM3O4AoDk0kzYf1JvltzgkrFnXijbSX8vYvhW9wRy3QWtckWiTFweiOcXG3cNBJ90djv28ZItr2Dcua8QgghRH6jFNTqZbxHrnoXNn0FYUeg26+PLC34RrvKrDoaxvO/7+av4Q3xds1aKUJRMGR1Rco6QGOMpHuz1jpPzOnIb9NLIuOSeG3uftYfv8pT/qX49OmaFLHJgdHsW05vgM3fwdktYEoGGyeo0NxYLdK3daZvFBFCCCEKnZ1TYPmb4BUEfeZCEdeHNj9+JYaeP22jWBFr/hrREHdH21wKVOSk3JpeApACmACNMb1EZNLhi1EMn7mHsOgEPulSnX71y+ZcWaGwo7D6A2Nku6g31B9hJNre9cAqE6UDhRBCiMKu7lBwLA7zh8KvbaHffChW9oHNK5d0YuqgQPr+soNB03Yye2h9nOTGykIp02uUKqVeAWYB7kBxYKZS6qXsDqyg0lrz564LPP3jVlJNmrnPN6B/A5+cSbhjrsDil2ByIwjdCW0+gZG7oe0nUK6JJNxCCCFEVlTrAgP+Nip8/doWrhx6aPM6ZV35sV8djl2OYdiMPSQkp+ZOnCJPyUr1koNAA631zbTHDsA2rbVfDsSXKXlxeonWmtPXbrLt1HW2nbrO9tPXuX4zica+7nzfyx+37L7MpDVEhcK+mbB1vFH2qO5QaPrmIy+BCSGEECITwoNhZjfjXqlnZkL5Zg9t/ve+i7w6dz9PVC/JxL61c+7eLZHjcmt6iQLu/oiWmrZP3GXbqevM3XWebaevExZtVCTxLGpHs0oeNK7oThf/0tnzny0lES4fgAs7jdHsCzsh5rJxrHpXo7aoa/nHP48QQggh7lW8KgxZDbO6G8l3i3eg4Utgmf70kacCShNxM4kxS4/y7sJDfPZ0TVmxshDJStI9DdihlFqIkWw/BUzNzqDysxNhMXy+4hjrjoXj6mBDI193GpR3o0EFN3zcimTPf67UFDjxD+yZDmc2QmpaBUeXMuDT2KglWq6J8cdACCGEEDmnaGkYvAIWvQhrP4ZD84x63t51023+bONyXL+ZyMT1p3B1sOGtJ6rkcsDCXDKddGutv1VKbQAaYSTdA829/HtecCUqge9Wn2Dengs42FrxdvsqDGzog521ZfadJPI87J1hTB2JuQxOnlB3mLEku1ddcCqRfecSQgghRMbYu0CvWXBsmVHZ5Ne2EDgYWn1oHPuPUW0rE3EzmUkbTlGsiA1Dm8oV6cIgw0m3UioGo1rJ7V13HdNaa+fsDCy/iElI5qeNp/ll82lSTZrBjcoxsoUvxRyy6SbFhCg4tQ72zYKTa4x9FdtAx2+NCiSPKM4vhBBCiFxSpSOUawrrP4MdPxpJ+BOfG9M977rSrZTi/56qQXR8MmOXB1O0iDU9A73NGLjIDRnO2LTWTjkZSH6ktabvLzs4GBpFp1qleKtd5ccvfG8yQdghI8EOWQMXdoBONUa1m74Jtfsb00iEEEIIkffYOsETn4JfT1jyCvw1GI4ugi4TjGNpLC0U3z3jT3RCMqPnH8TZzponapQ0Y+Aip2VpcZy8yhzVS/4NuYqznTW1srK8q9ZGWb/wI8Yd0FcOwan1RgkigJJ+xqI1FdsY00dkVFsIIYTIP0ypRiWxtWPAraIxBcW94j1N4pJS6PfLDg5fjGba4CAa+bqbKViRGVmpXiJJd266ed248fHcVmMJ2fCjkBB557hjCSjbyEiyK7QEJ/nEK4QQQuR7pzcaI94pSdD1R6ja6Z7DUXHJPPPzNs5HxPHH0Pr4Z2UgT+QqSbrzWtKdHA/ntxnLr59aD1cOGvttnKBEdaO6SPFqUKIaeFQFBzezhiuEEEKIHBIVCn8OgIt7oPFr0OK9e65gh0cn0H3yNqITkpn3fAMqlpBZvXmZJN15IemOvgTHl8PxFXDmX0hNBAtrY8n18s2hQgvw9JepIkIIIURhk5IIK/4He6ZBuWbQfSo43JlOcv56HN0nbyU+OZWnA0rTq24ZqnoWyjoVeZ4k3eZIurU2poocX25sl/YZ+13LQ6X2RpJdtiHYOORuXEIIIYTIm/bNhKWvg2Nx6PUHeN5Z1Pv01Vi+XxvCisNXSEoxUcurKM8ElaFTLU+c7NJfdEfkPkm6zZF0/9bZmKeNAq9AqNzB2Dwq31MeSAghhBDitot7YW4/iIuApyZCjW73HL5xM4m/919kzs4LHA+Lwd7akjbVSuDpYoeznTVOdlbGZmuNm6MN/t4usrplLpKk2xxJ975ZYEqBSk/I4jRCCCGEyLiYMGOe94Xt0Ph1aPkeWNy7qJ7WmgOhUczddZ41weFExSWTlGq6r6vnGpfjvSer5VbkhZ4k3XlhTrcQQgghREalJMHyUbD3N6jYDrpNAbuiD31KQnIqsYkpxCSkEJOQzB87zjNn1wUm96sjtb5zSVaSbrmbTwghhBDCXKxsoNP3xrzuFf+DKa2g9+z76nnfzc7aEjtrS9wdbQGoXNKJ4MvRvDnvAFU9nSjrJveR5UUW5g5ACCGEEKJQUwqCnoMBiyA+An5uAYf+yvDTba0smdi3NhYWihEz95KQnJqDwYqskqRbCCGEECIv8GkMwzYa63fMHwKLRkLSzQw91atYEb57phZHL0fz8ZIjORyoyApJuoUQQggh8goXbxi0HJqMMkoL/twcrhzO0FNbVinBiOYVmL3zAgv2huZsnCLTcj3pVkp5K6XWK6WClVJHlFKvpNNGKaXGK6VOKqUOKqVq53acQgghhBBmYWkFrd6HAX9DQhRMaQk7pxhrgzzCG20qUa+cK+8uPMyJsJicj1VkmDlGulOAN7TWVYH6wItKqf/WuGkPVEzbhgE/5m6IQgghhBBmVr45DN8C5ZoaFU7m9oP4Gw99ipWlBT/0DsDB1ooRM/dwMzEld2IVj5TrSbfW+rLWem/a9zFAMFD6P826ADO0YTvgopTyzOVQhRBCCCHMy9ED+vwJbcfCiZUwuQmc3/7QpxR3tmN8b3/OXLvJK3P2kZxOXW+R+8w6p1sp5QMEADv+c6g0cOGux6Hcn5jf6mOYUmq3Umr31atXcyROIYQQQgizsbCAhiNhyEpj8ZxpHWDT12B6cJWShhXc+bhLDdYEh/PGnwdINT16asq/IVf5YW0IBWkNl7zEbEm3UsoRmA+8qrWO/u/hdJ6S7r8ArfXPWutArXWgh4dHdocphBBCCJE3lK4Dz/8L1Z+CdZ/A710h5soDm/evX5bR7auw+MAl3l146IHJtNaaKZtOM3DqTr5ZfYKT4bE59AIKN7Mk3Uopa4yEe5bWekE6TUIB77seewGXciM2IYQQQog8y84Zuv0KnSfAhZ3wYyMIWfPA5sObVeCllr7M2XWB/1sWfF/inZiSypt/HWTs8mCaVjIGL9ceC8/Rl1BYmaN6iQJ+BYK11t8+oNliYEBaFZP6QJTW+nKuBSmEEEIIkVcpBbX7w/MbwbEEzOoG6z8DU/pzt19vU4nBjXz4dfMZvlsTcnv/tdhE+kzZwV97Qnm1dUWmDgyimqcz6yTpzhHmWAa+EdAfOKSU2p+27x2gDIDWejKwHOgAnATigMG5H6YQQgghRB7mURmGroVlb8DGz+HqMXjqR7Apck8zpRTvd6zGzcQUxq8NwdHWksa+HgydsZvrNxOZ2Kc2Hf2MehUtqxTnx42niIxLwqWIjTleVYGV60m31noz6c/ZvruNBl7MnYiEEEIIIfIpa3voMhE8qsDqD+DGWeg9G5xL3dPMwkLx2dN+xCWl8unyY9hanaBYERv+Gt6QGqWL3m7XsmpxJqw/ycYTV+nin24NC5FFsiKlEEIIIUR+phQ0ehl6z4HrJ+HnFnBx733NLC0U3z3jz5N+ngSUcWHxyEb3JNwAtbxccHOwkSkmOUCSbiGEEEKIgqDyEzBkFVjZwLT2cHj+fU2sLS2Y0Kc2c4Y1oLiz3X3HLS0UzSsXZ+OJq6RIfe9sJUm3EEIIIURBUaI6PLcOPP3hr2fhn3cgMXMlAFtWKU5kXDL7LkTmSIiFlSTdQgghhBAFiaMHDFwMQc/B9okwsR4cW57hpzep5I6VhWJtsEwxyU6SdAshhBBCFDRWttDxG3h2pVHbe05vmNMXokIf+VRnO2vqlnNl3bGwXAi08JCkWwghhBCioCpTH57fBK0/gpNrjVHvbZMgNeWhT2tZpTgnwmK5EBGXO3EWApJ0CyGEEEIUZJbW0Pg1eHE7lG0IK9+GKc3h3NYHPqVV1RIArD8uU0yyiyTdQgghhBCFQTEf6PMn9PgN4m4YFU7+ejbdKSfl3B0o5+6QpXndyakmlh+6zMnwmGwIuuCQpFsIIYQQorBQCqo/BSN3QbP/wbFl8EMgbPwSkuPvadqySnG2nbrOzcSHT0W5JS4phWlbztD8qw28MGsvr8zZj7HeoQBJuoUQQgghCh+bItDiHSP5rtQW1o+FiXUheOntJq2qFCcp1cSWk9ce2tWNm0mMW3OCRp+v4+MlRyntYk+femU4cimaPedu5PQryTdyfRl4IYQQQgiRR7iUgZ4z4MwmWDEa5vaF5u9As7cI9HHFydaK9cfDaVu95H1PTUhO5ZtVx5m5/Tzxyam0rlqc4c0qEOjjSlxSCksOXGLa1rME+ria4YXlPZJ0CyGEEEIUduWawvMbYfHLsOFTiLmETYdvaFLJnbXB4WitUUrdbn4hIo7nf9/D0cvRdA0ozfBmFahc0un28SI2VvQK8mbqlrNcjorHs6i9OV5VniLTS4QQQgghhFHl5KlJ0OQN2DMd5vajja8z4TGJHLkUfbvZhuPhPPnDZkJvxDF1UCDfPeN/T8J9y4AGPpi0Ztb287n4IvIuSbqFEEIIIYRBKWj1AXT4Gk78w5P7n8dVRbM2OByTSTN+bQiDp+/Cs6gdS15qTMsqJR7YlbdrEVpVKcEfO8+TkJyaiy8ib5KkWwghhBBC3KvuUHjmd6yvHmFJkU/Ye2Afw37fzberT9ClVikWvtCIsm4Oj+xmcCMfIm4msfTg5VwIOm+TpFsIIYQQQtyvaicYsAg3FcPX0aOIP7GRjzpV47tn/LG3scxQFw0ruFGxuCPTtpwp9OUDJekWQgghhBDpK1Of6D5LSbV2Yqb1/zEo/jdUanKGn66UYmBDHykfiCTdQgghhBDiIYqXr0XJt3aiag+Azd/B1LZw7WSGn/907dI42VkxfevZnAsyH5CkWwghhBBCPJyNA3QeD8/MhBtn4acmsHcGZGDKyK3ygSsOX+FyVPwj2xdUknQLIYQQQoiMqdoJRmwFr0BY/BL8OQDiHz1tpH99KR8oSbcQQgghhMg451LQfxG0GQPHV8DUJyAq9KFPKeMm5QMl6RZCCCGEEJljYQGNXoH+CyDqIvzaFsKDH/qUwl4+UJJuIYQQQgiRNeWawuDlYEqBqe3g/PYHNr1VPvDrlcdZfuhyoSshKEm3EEIIIYTIOk8/GLIaHDxgRhcIXppuM6UUX3b3w8nOihdm7eWpiVvYevJaLgdrPpJ0CyGEEEKIx1OsLDy7CkrUgD/7w+5p6TYLKFOMf15tylfd/bgak0ifX3bQ/9cdHL4YlcsB5z5JuoUQQgghxONzcIOBi8G3NSx9FdZ/mm5JQUsLRY9Ab9aNas67Hapy6GIUT/6wmf/9dRCTqeBOOZGkWwghhBBCZA8bB+j1BwT0g41fwMLnISUx3aZ21pYMbVqeTW+1oFeQN3N3X+BEeEwuB5x7JOkWQgghhBDZx9IaOk+Alu/Dwbnwe1eIi3hgc2c7a15s4QvArrMFd6l4SbqFEEIIIUT2UgqajoJuv0LoLvi1DVw/9cDmXsXsKeFsy+6zD07O8ztJuoUQQgghRM6o2R0GLDZGun9tA+d3pNtMKUVgWVd2y0i3EEIIIYQQWVC2ATy3Buxc4LdOcOivdJsF+hTjYmQ8lyLjcze+XGKWpFspNVUpFa6UOvyA482VUlFKqf1p2we5HaMQQgghhMgmbhWMxLt0HZg/BNZ8BKZ7l4MP8nEFYPe5gjnaba6R7unAE49o86/W2j9tG5MLMQkhhBBCiJxSxBUGLII6g2HzdzCrB8TfSbCrlHTCwcaywM7rNkvSrbXeBBTMn6gQQgghhEiflQ10Ggedvoczm+DnFhB21DhkaUHtssUKbAWTvDynu4FS6oBSaoVSqvqDGimlhimldiuldl+9ejU34xNCCCGEEFlRZxAMXg7J8fBLazjyt7G7bDGOXYkmOiHZrOHlhLyadO8FymqtawE/AH8/qKHW+metdaDWOtDDwyO34hNCCCGEEI/Duy4M2wAlqsO8gbD6Q+p5FUFr2FsA53XnyaRbax2ttY5N+345YK2UcjdzWEIIIYQQIjs5e8KgpcbI95Zx1Fvaij5W69h7tuDNXsiTSbdSqqRSSqV9XxcjzuvmjUoIIYQQQmQ7K1tjjveg5Vi4lOFTq194ZldPOLoItDZ3dNnGXCUDZwPbgMpKqVCl1BCl1HCl1PC0Jt2Bw0qpA8B4oJfWBeinLoQQQggh7uXTCIasYk6Fz4lLBv4cAFNawumN5o4sW1iZ46Ra696POD4BmJBL4QghhBBCiLxAKZz9n6LdES/Wt7lM2QPfw4zOUG8EtP0/sDRL6pot8uT0EiGEEEIIUTgFli2GCQtWWbeGl/ZA/Rdgx4/wRw+IjzR3eFkmSbcQQgghhMgzijvbUdatCLvPRYC1HTzxGXT+Ac78a5QXvHbS3CFmiSTdQgghhBAiTwks68rusze4fUtf7QEwcDHER8AvLeHUOvMGmAWSdAshhBBCiDwl0KcY128mcebazTs7yzaEoevBuTTM7A47fs5X1U0k6RZCCCGEEHlKkE8xAHb/d0n4YmVhyCqo1A5WvAmbvjJDdFkjSbcQQgghhMhTKng4UqyINbvORtx/0NYJnpkFzUZD9a65H1wW5d+6K0IIIYQQokBSSlGnrCt7HrQcvIUFtHg7d4N6TDLSLYQQQggh8pwgn2KcvnaTa7GJ5g4lW0jSLYQQQggh8pzAB83rzqck6RZCCCGEEHlOjdJFsbGyYHc687oj45KYvuUMh0KjzBBZ1sicbiGEEEIIkefYWlni7+XCrrR53SaTZtvp68zddYF/jlwhKcXEyy19qelV1MyRZowk3UIIIYQQIk8K9CnGz5tOM27NCebvDeVCRDzOdlb0DvKmZ5A31Uvlj4QbJOkWQgghhBB5VFA5VyZtOMW4NSE0rODGqLaVaVe9JHbWluYOLdMk6RZCCCGEEHlSs4oefN/LnwDvYpRxK2LucB6LJN1CCCGEECJPsrBQdPEvbe4wsoVULxFCCCGEECKHSdIthBBCCCFEDpOkWwghhBBCiBwmSbcQQgghhBA5TJJuIYQQQgghcpgk3UIIIYQQQuQwSbqFEEIIIYTIYZJ0CyGEEEIIkcNyLOlWSk1VSoUrpQ4/4LhSSo1XSp1USh1UStW+69gTSqnjacdG51SMQgghhBBC5IacHOmeDjzxkOPtgYpp2zDgRwCllCUwMe14NaC3UqpaDsYphBBCCCFEjsqxpFtrvQmIeEiTLsAMbdgOuCilPIG6wEmt9WmtdRIwJ62tEEIIIYQQ+ZKVGc9dGrhw1+PQtH3p7a/3oE6UUsMwRspxcHAgMDAw+yMVhd7pqzcBKO/hYOZIsldGXldGX/sj2928CWfPgskEWt+7mUyZDz6/sbC4d7v1um9tWj/6uUrd+R6Mx0ql//3d+x62WViApeWdrw/63iJv3QJ0/PpxACq7VTZzJAVPqklz9HI0JZ3tcEw6BYC9m1xwFjnnZHgs8cmpeBcrgksR61w5Z2KKiRNhMY9zztqPbnIvcybdKp19+iH706W1/hn4GSAwMFDv3r07e6IT4i7P/LQNgLnPNzBzJNkrI68ro6/9sX9GJhMkJ0NSkrElJ0Ni4v2J4d3bf/bFp2ien72PTScjsLG2xNbSgrc7VKVXoBcW2gQpKcaWmnr7a1RMHJPWnGDF3vM4kIpFYgJFVSrNyzjSrKI7lUo4oVR6f5bAZNJcjU1k68lrrA4OIzoumUpFrehQ3hl/N2us4uMhLs74wHH3Fh8PNjZQpMidzd7+zlelICHBaJeQkP73t17H3duD9qWkGD/PWz/fu79PSMjY70cpcHQEJydjc3bO2FcXFyhbFry9wTr73kybT28OwIZBG7KtT3FHo8/XEVDGhREpzwFQfYC8t4qckZxqovqHK0lKMdGhVinG9w7IlfNuPXmNPr/s4Peh9WlQwS3Tz1dK7c3sc8yZdIcC3nc99gIuATYP2C+EKMgsLMDW1tiyIDYxhWdn7WL32Rt83dOfwLLFGL3gIO8sPMTiAxf5/Gk/fNzvjMJrrVmw9yJjl4cQFZ/CkC6NeKVVRY5diebPXaF8f/ASnx5OpXyYNT0DvWns607ojThCwmI5eTWWk+GxnLoaS0KyAjxo2aw6LzYpT/3yrg9M0vOk1FSIjYWYGGO7+/tHbdHRcPXqne9jYoxkPj2WllCmDJQvDxUqGF/v3ooVy93XLR6qZumiHL4YBSXMHYko6ELCYklKMVGsiDUbjoeTnGrC2jLnr6yFxRgDDiWcs/aekxXmTLoXAyOVUnMwpo9Eaa0vK6WuAhWVUuWAi0AvoI8Z4xRC5KCUVBPbTl8HwN3RFndHW1wdbLC0yHjiGhWfzKBpOzkYGsX3vQLoVKsUALOH1mfOrgt8uiyYduM28VqbSjzXuBznIuJ4b+Fhtp2+TkAZF8Y+VZNqpZwBqFPWlTplXfmgUzWWHbrMn7su8PmKY/ecr7SLPb7FHalf3g3f4o4E+bjiW9wxm34iuczSEooWNbbskJh4JwGPjoYbN4xpRadPG9upU7BwoZGs361YMSP5rl4dmjUztvLl70yVEbmqRmln/jlyBV1Co9K9AC1E9jh8KQqAoU3L8+U/x9l1NoKGFdxz/Lxh0YkAFHe2y/Fz3ZJjSbdSajbQHHBXSoUCHwLWAFrrycByoANwEogDBqcdS1FKjQRWApbAVK31kZyKUwhhHhE3k5iz6zy/bzvH5ah7pzhYKHB1sMXd0YZSLva0qlqcDjU8KeZgk24//X/dwYmwGCb1rU276iVvH1NK0btuGVpWKc77fx/m8xXHmLf7Ahci4rGztmBs1xr0DiqDRToJvoOtFT0DvekZ6M2pq7EcuRSNj1sRKng44mBrzvGKPM7WFjw8jO1hYmLgzBkjCb87IV+xAmbMMNqULg3NmxsJePPm4OsrSXguqVHa+BBmMkEuDDqKQuzwxSgcba3oX78s41aHsDY4PFeS7vDoRBxsLHHMxb/nOXYmrXXvRxzXwIsPOLYcIykXQhQwwZejmb7lLH/vv0hiiolGvm582Kk6rg42XI1J5Fqssd36/mR4LOuOhfPhoiM0reRB51qlaFOtBA62VlyNSaTfLzs4e/0mUwYE0rxy8XTPWcLZjp/612HF4SuMXRZM+5olea9jNTycMnZZsYKHIxU88ulIdl7l5AR+fsZ2N60hOBg2boQNG2DNGpg1yzjm6Xk7CfeOiONCSfvcjrrQqJmWdKeadKauOgmRWYcuRlGtlDNOdtY09HVjTXAY73WsmuPT9MJiEiiRi6PcYN7pJUKIQiIpxcSa4DB+23qWHWcisLO2oFsdLwY28KFySaeHPldrzZFL0Sw5cIklBy6x7lg4dtYWtKpaguDL0VyJSmDaoCAa+j58ZEQpRYeannSo6ZmdL01kN6WgWjVjGzHCSMKPH7+ThG/YALNn8zsQ4WwNK3vByJHQuLGZAy9Y3BxtqVzCiRSTCRtZvFrkkJRUE8GXo+lTtywAraqW4P2/D3Pqaiy+xR/+3vC4wqMTMjzwkl0k6Rb5ktaaaVvO0qpqccq6FawyfgXJibAY5u66wMJ9F4m4mURpF3vebl+FZ4K8cSly/1SR9CilqFG6KDVKF+V/T1Rh97kbLD5wkeWHrpCcYmLGs3UJ9HHN4VcizEYpqFLF2J5/3kjCQ0L46rNO+B+LpM3atTB3LrRrB598AkFB5o64wGhQwY3UKw8pZSnEYzp19SYJySZqehn31LSuWpz3/4Y1weE5n3THJFLLyyVHz/FfSj+sNmw+41q2qm7zzlRORpwkNinW3OGIHJSqNXGJqVgohYOtZY6fLy4pFYAiNjl/rtxg0kaZpqQUoz62jZUFVhYq3cvIGX3td7dLTtUkp5pINRl/X6wsFdaWxjmEyA430/7Gu2FD310bGbp5FcXib7LJtxrT67dkS4WqMv/7MaWYNL+X/g6lYNCl180djiiAklM1CcmpONhacevt4WZSKoqcf7+NSUjBxsoCW6uMX8lxtHHE19UXgD+HN9yjtc7U4jAy0i3ypeQUI5kzaU1iiilT/2mywqR1vr9/X2Mk2skpGlPah+1bOUlSiomktMdWFgqrTCbIqaY7fcYkpADGzZC21hZYW1rk+5+dyLsSbGz4tVEb5tRpzIAdG+i7cyNTZ07ghIcnv9VvyRK/IBKtM3ZVRdzr1ofwgjM0J/KaW+8bd7/dWFkoklJMD1y4JTvc+jed25/LC9RItyyOUzgkpZio9+kaGvm6Y2NpwaIDl1j4QkP8cuAyUWxiCgOn7mTPuRsAvNKqIq+2rpiv6jDvPX+DHzecYv2xcFJMGj+vonSv40Unv1IMn7kHgF8HBfHviausDg5j3bFwIuOSsbJQlHC2IzI+CWtLC9rX8MTD0QZ3J1usLS04dDGKveducCIshrQBbWOudm0vutfxwt/bJV/9nET+8sDFcRITYc4c+O47OHDAqHiycCHUqJHrMRYEO3/xQwFBzx00dyiiAOr+41YA/hrR8Pa+Q6FRdJqwma971KJ7Ha8cOe/J8Bhaf7uJ73v508W/dJb6UErJSLco+DaeuMqNuGS6BpQm0MeVraeu8/qfB1j6UmPsrLPvclRMQjKDpu1i/4VIKng4EBWfzPdrQzgfEcfn3Wpia5W9l75OhseyYG8oSw9exspSUaWkE5VLOFPF04kqJZ3wLlYk3dJ2DzNrxzk+XHQElyI2DGlcjm51vKhU4v55co62VrSv6Un7mp6kpJrYez6SjSfCuRSZwNrgMBKTTaw+eoXrN5Nur1buZGuFfxkX2lYvSe0yLvywNgQrSwvGdq2ZHT8OIbLG1hYGDoQBA2D1auP7+vXht9+gWzdzR5fv3Bp1jEtKoYiNpAwi+6SajJvknwnyvmd/jdLOlHC2ZW1wWI4l3bdqdEv1EpFpqSbN/+YfpJGvG10DcuYfaF6ycF8obg42NK3kgbWlBV9292PA1J18u/oE73Somi3niElIZuDUnRwIjeKH3gH8tvUsbg42DG5Ujq9WHufijXh+6l8n3brRABci4pi14zwHQyOpVMIp7UZAZ3w9HLG6q+jtjZtJLDl4ifl7L3LgQiSWForGvu7YWVtw9FI0Kw5fuZ3kFrGxpEpJJwY29KGTX6mHJuBJKSY+XnKEWTvO07yyB9/3CqCofcaW4LaytKBuOVfqljNuTrx7efeUVBMRcUnEJ6Xe9yHgxw2nMtS/ELlCKWjbFvbsMZLt7t3h7beNmy0tC8a9GbnBysKCJEzsPBPxwJKcQmTF6auxxCen3q4Jf4tSilZVS7Bo30USU1KzfYALICzaWBuiuFQvEZk1Z9d5/toTyvJDl6lf3g3PogW3dm1UfDJrgsPpU7fM7WVim1byoG+9Mkz59zRtqpUg6DErWdxKuA+GRjGhdwDta3ry29azKKV4sYUvZVyL8Ma8Azz941amDgqiXNrS4iaTZvPJa8zYdo51x8IAqFLSmT93X2D61rMA2FpZUNXTmRqlnbkak8i6Y+Ekp2qqlHTivY5V6exfiuJOdz55xyWlcCIsluNXogm+HMO2U9d5Zc5+pm4+w3tPVkv3tV6LTeSFWXvZeSaC4c0q8Ga7ytlWZ9fK0uKe+ITI80qVMsoMjhwJn30G+/bBH3/IsvMZdOtvx7ZT1yXpzqe01pwIi6W8h0OuLK+eUbdWoqz5n6QbjComf+w4z/bTETSr9IiFtrIgPCb3V6OEApp0f7DoMHbWlgxrWh53x9z9FJPbIm4m8eU/x6lZuignwmIYuyyYCX1qmzusHLP80GWSUkx0Dbh3DtY7HaqyKeQqb/x5gBWvNMnyioH3JNx9Aniixv01nTvVKkUpFzuGzthD10lb+O4Zf85eu8nv285x+tpN3BxsGNG8An3qlaW0iz2pJs2Zazc5fDHK2C5FsWjfJWytLRnYwIena3vdXoL8v4rYWOHv7YK/twtgJPYL9l3k65XH6TF5G09UL8no9lXwSUv8D1+M4vnf93AtNvGx5qoJUaDY2sKUKRAYCC+9ZJQXXLvWWKBHPJKlhWLrqevmDkNkwaHQKD5dHsy209fx8yrKd8/455mFvg6FRmNnbUEFj/vL/jas4I69tSVrg8NyJOkOi07A0dYqV1ejhAKYdGutiUtKZeb2c8zYdpZ+9coyrFn5Ajs69+U/x7iZmMI3PWux/NBlxq0JoU/da49cKCS/Wrj3IuU9HPDzuveTsYOtFV93r0WvKdv5fMUxPnkq8zdNxSQkM2DqTg49JOG+pU5ZVxa+0JDB03cxeNouAALKuPDdM7XoUNPznsthlhYK3+KO+BZ35Km0Dwv6dvWQzI1AW1goutfxomNNT6b8e5rJG0+x9lgY/ev7UMXTiQ8WHaZYERv+Gt6Qml73jx4IUag9/7wx8t21q7EtW2Yk5OKhLC0sOHwpisi4pAzX1xfmdSEijq9XHWfR/ku4OtjwfLPyzN11gY7j/+XdDlXpV79sjtzoHh6dwBf/HGdI43IPHEy65fDFKKp6Ot8z5fIWO2tLGld0Z83RMD7uXD3bYw2PTsz1qSVAwVtmSinF1z1qseb1ZnSo6cnULWdo8sV6xiw5SnjaHJ68TGtNVFxyhtruO3+DubsvMLiRD5VKODG8WQW8Xe35YPGR2/WXC5ILEXHsPBvB0wGl0/0PWK+8G0MaleP37ef4N+RqhvvVWrPmaBhdJm5JS7hrPzThvqWsmwMLRzTizXaVWTKyMQtfaETXAK8MzT9TSj3WHxF7G0teblWRDaOa0622F9O3nuGtvw5So1RRFo9sLAm3EA/SqRNMnWqMdPfpA6mp5o4oz7OyUGgN209HmDsU8QiRcUmMXXaUVt9s5J/DV3ixRQU2vNmct9tXZeWrTalbzo33Fx1h8PRd2Z4THb8SQ9dJW5m/N5Tv1554aFuTSXPkUlS6U0tuaVO1BJeiEgi+HJOtcQKExyRQ3Dn3k+4CN9J9S3kPR77t6c/LLSsyYf1Jftt2lpk7ztE7yJuqns7GwiBpC3gkp5hITjVhb2PFgAZlszw1ITt8vzaECetOMr53wEOXq041aT5YdITiTra80roSYHwy/PDJ6jw3YzfTt55hWNMKuRU2YPwnmrfnAhU8HKlTtliGk8rIuCTiklIp5fLwueh/77sI8NApE6PaVWb98XDe+usgH3euTrPKHg9Ngg+GRjJ2WTA7zkRQ3t2BaYODaFIx45eyihax5sUWvhlun92KO9vxeTc/BjXyYcfpCHrV9c6Rm06EKFAGDICICHjtNWP0e8oUWUjnISwtFEVsLNl26hpP1Chp7nBEOpJTTfy29Sw/rDtJdEIy3Wt78XrbSvfc41XC2Y7fBgcxY9s5Pl0eTLtxm/jsab9s+Z1uOnGVF2ftxd7GkrbVSrA2OJyrMYkPXGb9zPWb3Ey6/ybKu7WoUhylYE1w2CNHzTMrLDqRgDIu2dpnRhTYpPsWH3cHvu5Ri5da+jJx/Ulm7ThPiunBtcl3nY3g5/510r3ckdPCoxP4aeNpLJTipdn7SE41PTDBnL3zPIcuRjG+d8A9c5JaVytBqyrF+X5NCJ1rlaZk0dybVrPuWDj/m38IgPLuDvQI9KZb7dLp3qgQk5DM6qNhLDlwiX9DrmFjZcH8EQ2p6pn+fyytNQv3X6RuOVe8XYs8MAY7a0vGPRPA4Ok7Gfb7HpzsrHiiekk61SpFwwput3+vFyLi+GrlcRYfuISbgw2fdKlOr7tuzsxvqpR0pkrJ7P2jJESB9uqrcP06/N//QfHi8Omn5o4oTwvycWWLzOvOk7adus4Hiw4TEh5L00oevNOhygPfD5RSDGzoQyNfN16du5/hM/fQM9CLsV1rZvn9b87O87z792EqFndk6qAg4pJSWXU0jIX7Qh84+Hf44oNvorzFw8kWf28X1gaH8XKrilmKLT1aa8KiE8wyvaTAJ923lHVz4MvutXinQ1Xik1OxtjRWyrOxtMDa0lj++o+d53l34WE+WnKET7rUyPWFPcavCyE51cTikY35eMkRXpu7n+RUfV+dyuuxiXy18jgNyrvRye/+0fAPO1Wn9XcbGbs8mB96B+RW+Py48RRexex5uVVF/todyhf/HOPrVcdpUdmDHoHeNKzgxr8h11i8/xLrjoeTlGKiVFE7BjfyYfGBSwydsZvFIxvjmk4ZvoOhUZy+epNhTco/Mo6aXkXZ9nYrtpy8xpIDl/nn8BXm7THKDLavWRIbS0tmbj+HhQWMbOHL883K42SXsXJ6QogCZMwYCA83qppUrmzU9BbpaljBjc9WHCM8OiHXKz6I9IVFJ/Dp8mAW7b+EVzF7fhkQSOtqJTL0XN/iTiwY0Yhxa04wacMpHGyt+LBT9Uyd32TSfLXqOD9uOEXTSh5M7BNw+720TtlizN11gaFNyqebSx3+//buOzzKKu3j+PdOI5QktNBCAlJDbwEUBGFVBFFZsSAgYkWwrF2xrSu6rnWtCLjIix0RsayCBUUUUQmgNGmhSEIvQgKYQMJ5/5iBDSFlApnMJP4+15UrM888Z3LnMOS558w599m0l4iwEJrUKnxR51ktavPU56uK/brLzjnMjGVbOb1JzeNyivTMbLKyD5d6jW7wc9JtZn2B54FQYKJz7vE8j98FDM0VSwsg1jm328w2ABlADpBd3F1/ClK1UgRVC3hsaNcGbNx9gAlz1pFQvVKpTs/YsHM/U+anMrhLAi3rRTP5qi5c9/oC7pq2mOycw1zWJeHouU9+tor9WdmMGZD/4oKEGpUYeUZjXvhqDYO7xNOtsf8XVSZv2M3C335nzIBWXJoUz6VJ8azbsY9pC9OYtjCNWSu2Hz23ZpUKDOmSwPnt6tIhvhohIUb/tvW4dMIP3PjWIl6/pstx77g/+HkTEWEh9Ctkyk1u4aEh9Gpei17Na5F5qDVzVu/g48WbmbYwjazsw1zSqT63n928VD8JEJEgYwYvvQQpKTBihGf3yu7dAx1VUDpyHflh3S5VRQqwI1NJnpu1hoM5h/nbmU25oVfjYm8OFxEWwt19E8k8dJhJ36+nXf2qRxf7FyXzUA53vLeYT5dsYXCXBMYMaHXMdXtQUjx3v7+ERRt/p1OD40vbLvUuoixqdP1I0v3Vyu0MzpUHFWX6z5u4e9oSKkeEcvXpp3Dt6Y2IqeR5Q3BkLnsg3jz6Lek2s1BgLHA2kAYkm9nHzrlfj5zjnHsKeMp7/vnAbc653Cs1ejvndvorxvzcc04iabv/4LEZK4mrWon++Ywk+8PTX6wiPDSEm8/0zA+uGBHKxOFJjHxzIaOnL+XQYcewUxuwyLt48vqejWiaz86CR9zQqzHTF6Xx0EfLmXFLD79Pmxj3zVqqV47gkk7/21mqUWwV7u6byO1nN+O7NTtJ3rCb05vUpGujGsfVjW4fX5V/XdiGO95bzD8/XcE/LvjfO+5DOYf57+LNnNWils8bvOQWGR7KOa3qcE6rOuzPymZ/VrZGakTEIzwc3nsPunb1VDSZPx8aNgx0VEGnZb1oYiqG833KTiXdAbRs017umLqYVdsy6NU8ln+c3+poydgTde+5iSzbvJfR05fQrHZUkfOnd+8/yHWvL2Dhb79zb79ERvQ8fjS7f9u6PPzf5bybnHpc0n34sGP5pnQGdKhXZGzNalchvnpFZi7bWqyke8r8jTSsUYlW9WJ48esUJn+/gWt6nMLVp59ydDfK8la9pAuQ4pxb55w7CEwBBhRy/mDgHT/G45OQEOOZS9vRqUE1bpv6Cwt/8/9q7aVpe/lkyRau7XHKMaUNI8NDmTCsE2e1qM2DHy5j4nfr+PtHy6gdXYGbi5jfFBkeykPnt2LN9n1M/n6DX+NfsSWdr1du56puDakYcfw77bDQEHon1uLuvol0a1KzwI1aLupUn2tPP4XJ8zbwbvLGo8e/Xb2DXfsPlshum5UrhCnhFpFjVa8O//0vHDwIF1wAGSVfLaGsCw0xTm1UXfW6S8ju/Qd5ftYadu7L8rlN5qEcRr21kD1/HOSVYZ34vys7n3TCDZ5PhscO6UhMxXCuf3MBew4cLPDcjbsOcPG4eSzdtJexQzpy/RmN8/3EvXKFMM5rW49PlmxhX1b2sc+x+wAZWdm0rld0lS0zY2CH+ny3Zgcbdu736fdZvS2DRRv3MLRrA8YO7cjMW3rQrUkNnpu1hh5PzOY/360DSn8LePBv0h0HpOa6n+Y9dhwzqwT0Bd7PddgBX5jZQjMbUdAPMbMRZrbAzBbs2OF7mbjCRIaH8p8rkqgX49kAxdd/6BP15OcrqVYpnOt6Hj9fuUJYKC8P7Ui/1nV49NMVLNuUzgP9W/pU0P2sFrXo3TyW52atZrl35yd/mDBnLZUjQrnitIYn/Vyj+yXSo2lNHvhw2dE3PNN/3kS1SuF+KZAvIgJAYqJnxPvXX2HoUDhc/squnqxujWuS9vsfpO4+EOhQyrQVW9K54KW5PDtrNQ9+uMzndq/OXU/q7j/496Xt6dOqTomuO4uNqsC4yzuxdW8mt0z5hZx8Ck4sSdvDwHHfs2v/Qd66tmuRMwEu7VyfAwdz+HTJ5mOOL/UuoiysckluQ7smEBZivP7Dbz6d/878jYSHGgM7elLOFnWjmTAsiU9uPp2kBtWYs9qTK5a3ke78Xg0FlQ05H/g+z9SS7s65jkA/4EYz65lfQ+fcK865JOdcUmxsySVl1StH8H9XdcE5x1WTk/l9v+edX+ahHNbu2Mec1Tt488ffeHzmSj5dsuWEf873KTv5bs1ObuzdhOgCFvNFhIXw4uAODOmawMAOcZzn45QXM+MfF7QiPCyE816cyy1Tfvb5DcT6nftJ2V70aE/q7gP8d8kWhnRNODpf6mSEhYbw0uCOxFWtyPVvLGL1tgy+/HUb57erR0RY2awsIiJlxNlnw7PPeka9x44NdDRBp3uTGoDnuiUn5tMlWxj48jwO5XjWFs1ctpWvVmwrst229EzGzk6hT8vadPfT5ncdE6rxjwtaMWf1Dp6fdWyd7a9XbmPQhB+pEBbK+6O60bnh8fO083u+xrGVeTc59ZjjyzbtJSI0hGaFTJHNrVZ0JOe2qct7C1KPGzXPK/NQDh/8vIk+repQI8+O5K3jYnj1ys58eGN3xl/eMSDlof35E9OA+Fz36wObCzj3MvJMLXHObfZ+325mH+CZrvKtH+Is0Ck1K/OfK5IYMvEn+j7/Lc7B9oxjPwoyA+dg3Y5m3PSXJsV65+mc44nPVlIvJpLLT21Q6LlhoSE8dmGbYv8ODWpU5ps7ezHh23X83/fr+WTJFi5NiudvZzY5pn4neBLoT5Zs4ZMlm1m+OZ0KYSG8fnUXujaqUeDzT/xuHSEG15xedFURX8VUCuc/VyRx4cvzuOjleflu+y4i4hc33QQzZ8Lo0XDuudC4dPc7CGaNY6sQG1WBeWt3HbO4/8/sYPZhXvhqDam/H2Bgx/r0aFKTkHymUB4+7Hh21mpe/DqFDglVmXB5J6pWiuCX1D38/aPlnNa4BpUiCk7JnvxsFdk5jvv7t/Dnr8OQLgksTt3DC1+n0Douhj6t6vD2Txt54MOltKwXzaQrO/u8w7eZMahzPI/NWEnK9gya1PIk2Us37aV5nahiDaRd2a0hH/2ymemL0gr9VP3z5VvZc+AQgzsX/PpsH18V4qv6/LNLkj+HDpOBpmZ2iplF4EmsP857kpnFAGcAH+U6VtnMoo7cBvoAvn8GU4KSGlZn3NCOtKgbTa/msdx+djOeHdSO90aexo/3nsnKR/oysEMcz3y5mkc+WcHhQmqA5zVj6VaWpO3ltrObFXvVcXFUrRTBPX0T+fau3lzeNYFpC1M546lvePSTX1m1NYNX567nr2O/p8eTs3nis5VEhIXwQP8WxFevxLWvLThaTzOvnfuymJKcyoUdSr4eeNPaUTw3qD37DmZzSs3Knv8kIiL+ZgavvAJhYXDNNZpmkouZ0a1xDeat3YVzvl/ryqu03w9wyYQfeGl2Cl+v3M7wSfPp+dRsXvxqDVv3/m+3x4zMQ4x4YwEvfp3CoKR4pow4lVrRkUSEhfDYwDZs2vMHz81aU+DP+SV1D+8vSuPq00+hQY2Tn8NdGDNjzIDWtK0fw+1TF/Pgh8u474Ol9GwWy7sjTvM54T5iYMf6hIXY0dFu5xzLNu31eWrJER0SqtEuviqvzdtQaJ41ZX4q8dUr0q1xwYOFgeS3kW7nXLaZ3QR8jqdk4CTn3HIzG+l9fLz31AuBL5xzuec91AY+8I4ahwFvO+c+81esRTmzRW3ObFFw7cunL2lHdMVwJn2/nr1/HOKJi9oUubnOoZzDPP3FKprVrsLAjie/QNAXtaIjeXhAa67t0YjnZq1h0vfrmTh3PQCt6kUzul8i/dvUPbr5TP+2dbl43A8MnzSfqSNPo3HssfU0X5u3gYM5h/1WWvGslrV5ZVgS1StHlHrNdBH5E6tf3zPN5JprYNw4uPHGQEcUNLo3rslHv2xmzfZ9Pk8PKI++XrmN295dzOHDjvGXd6R3Yi2+WL6Nd+Zv5JkvV/PsrNX8JbE2/dvWYezstazfuZ+HL2jFFac1OOZ61rlhdQZ3ifcMfrWPO65yiHOOh/+7nNioCtz0l9LZ/TgyPJRxl3fi/Bfn8saPv3FZ53ge/WvrE9o0sGaVCpzZohbTF23irnMS2bo3k/TM7EI3xSnIld0acNu7i5mbspOe+azx2rBzPz+s28WdfZrl+2lDMPDrhBbn3AxgRp5j4/PcnwxMznNsHdDOn7GVpJAQ46HzW1K9cgT//nI1e/84xEtDOhQ6ej11QSrrd+7nP1ckFVjNw1/iq1fimUvbMapXI+at3UX3JjWPS6gB6sZU5I1runDphB8YNvEn3hvVjTjvVu37srJ5bd4GzmlZp8ji9ifjbB8L/YuIlKirroKpU+Gee6BfP2hUclPoyrLTvCOI81J2/imT7uycwzzz5WrGfbOWlnWjeXlox6MVRM5vV4/z29Xz7LuRnMq0hanMWrGNapXCefOarkf7Lq97+ibyxfJt3PfBUt4f1e2YnOCjXzbz88Y9PHlxW58KKJSUuKoVef3qLqzcmsFFHeNOauBrUOd4Pl++ja9XbiPH+8FR67ji76B8bpu6/PPTlUyetyHfpHtKciqhIcYlSfH5tA4OWplWQsyMv53ZlDEDWjFrxTaGT5pPRuahY87Jys5h+ea9vL8wjednrSGpQTXOalErQBF7dqS64rSG+SbcRzSKrcJrV3chIyubYRN/Olre6J2fNpKemc3IXprvKCLl0JFpJmaekW5NpwA8gzbx1Sv+KUsHbk/PZOjEnxj3zVoGd0lg+g3d8i3Z17BmZUb3S+SHe8/krWu78tmtPQtMuMEzBfTB81ryS+oe3v7pfxU69mdl86+ZK2gTF8PFpfSJeG6t42K4uFP9k/6kuWfTWGpHV+Dd5FSWbd5LeKjRvE7x37BVCAtlSNcEZq/aflxRiEM5h5m2MI3ezWsFpBSgr/4028CXlitOa0hMxXDumLqYwf/5kXPb1GXllgxWbk1n7Y79R8vwREWGcX//FmVi2kSrejFMurIzw179ieGT5vP61V2YOHcdpzWqobnWIlJ+JSTAo4/CrbfCtGlwySWBjigodG9ckxlLt5Bz2JX6J7Wl6VDOYdbv3M/KrRms2prOu8lp7M/K5tlB7XzaNyI8NMTnSiMD2tdj2sI0nvxsFX1a1aF2dCTj56xlW3oWLw/tGLTTJXwRFhrCxZ3qM+6btWzZm0mz2lFUCDuxdWyXd03g5dkpvP7Db/z9/JZHj3+1Yjs792UxuEvwjnKDkm6/GNA+jujIcEa9tZAnP1tFXNWKtKgbRZ+WdUisG0VinWga1qh0QvOjAqVzw+qMu7wT1722gL7Pf8eOjCyeurjMzAASETkxN94Ir73mSbzPOQeii/+xeHnTs1ksU5JTeXXuOr+t6fGnPw7msGt/FvuystmXmU2G9/u+rGx27z9IyvZ9rNyawdrt+zjonQ8RFmK0rR/D4xe19cu0GjPj0b+2ps9z3zLmk18Z3TeRCd+uY0D7evluo17WXJoUz9jZa1m5NYNBJzH9o1Z0JP3besoH3t6n2dEpN1OSN1I7ukLQ7+ehpNtPeifW4qf7zgI4oa3Lg1Hv5rX496D23DLlZ1rVi6ZHU//UChURCRphYTB+PJx6Kvzzn/DEE4GOKOD6tqrDuW3q8K+ZK2laK4reiYGbJumL7JzDLE7by9w1O/luzQ5+Sd1DdiEVMOrGRNK8ThQ9m9UksY5noKxRbOUTHp31VcOalbm5dxOe+XI1Kdv2EWKe+d7lQYMalTm1UXV+XLeb1vWLv4gyt+F5ygdu2vMHc1bv4KbeTYJ+MFNJtx+Vl2Q7twva1aN2VAXqxlQsE1NjREROWpcuMGQIvPQS3HknlOBGbGVRSIjx9CXt+G3XAW5+52c+uKEbTYNsUeX29Ew+X76V79bs5Id1u8jIzMYM2sTFcF3PRjSsUYkqFcKJigyjSmQYURU836MjwwOyacoRI85oxEeLN7NqWwa3ndWMelUrFt2ojBjatQE/rttNp4RqJ/U8HeKr0q5+DK/N28DlXRvw3gJPOcJLg3gB5RFKuqXYCtssR0SkXHrgAXjnHXjqKXjyyUBHE3CVIsKYODyJC176nmteW8CHN3aneuWIQIeFc453k1N59NMV7MvKJq5qRfq3qcvpTWvSvXFNqgVBjIWpEBbKc4Pa8/b8jYzoWb4q5pzXti5t4mLyXXxaHGbGld0bctu7i5mzZgdTk1M5vUnNo+WOg1lwj8OLiIgEg8REGDzYsz389u2BjiYo1I2pyCvDOrE1PZNRby7kYHZgNxLaujeTqyYnM3r6UtrExfDFbT2Ze09vHr+oLee1rRf0CfcRreNieOzCNlSM8O90ltJmZiedcB9xbpu61KwSwb3vL2Xz3kwuK2QHymCipFtERMQXDzwAmZnw9NOBjiRodEioxhMXteGn9bt56OPlAdmp0jnH9EVp9Hl2Dj+t283DF7TirWu70qx2lKZBllOe8oEN2JqeSY3KEWVmTw8l3SIiIr7IPdq9dWugowkaF3aoz6hejXln/kZe/+G3ohsU0/6s7AJH0XdkZDHijYXcPnUxzWpHMfOWHgzv1rBMl9gT31zeNYEKYSFc2jmeiLCykc5qTreIiIivHnoI3nvPs6DyzTcDHU3QuKtPc1K272PMJ7/SKLYyPZqe/GLTdTv28fQXq5ix1PMGp2J4KFGRYURXDCc6MoyoyHCWpO1h/8Ec7js3kWtOb1Su64bLsWpFR/LVHWdQKyp4N8PJS0m3iIiIr5o2hdGjYcwYz1bxZ54Z6IiCQkiI8eyg9lw8bh5XT07m4k71uaFXkxNa3LY9PZPnvlrDu8mpRIaFMKJnI6Ijw0jPzCb9j0OkZx4i/Y9sfj9wkDb1q/Jg/xZBVz1FSkf9asG/eDI3Jd0iIiLFce+98NZbMGoULFkCkWVnpM2fqlQI481ru/LCV2uYMj+V9xakcXGn+tzY27fkOz3zEBPmrOXVuevJOewYdmoDbvpLE2pWqVAK0Yv4n5JuERGR4oiMhJdf9uxQ+cQTniknAkDNKhUYM6A1o3o1Zvw3a3knOZVpC9MY2DGOm3o3JaFGJZxzZGRlsyMjix0ZWWzPyGLt9n289sMG9hw4xID29bjj7OYk1Chbo5giRVHSLSIiUlx9+sBll8Fjj3k2zmnaNNARBZW6MRV5eEBrbujdhHHfrOXt+Rt5f9Em6sZEsnNfFpmHjl8Y2bNZLHef05zWcSe3Y6FIsFLSLSIiciKefRZmzoTrr4evvgKVpztO7ehI/nFBK27o1ZhXv1/Ptr2Z1IqOJLZKBWKjKlAr6sj3SGIqlb9dnEVy82vSbWZ9geeBUGCic+7xPI/3Aj4C1nsPTXfOjfGlrYiISEDVqePZnfL662HCBBg5MtARBa1a0ZHc269FoMMQCSi/FTY0s1BgLNAPaAkMNrOW+Zz6nXOuvfdrTDHbioiIBM5118FZZ8Fdd8GGDYGORkSCWKFJt5k1MbPu+RzvYWaNi3juLkCKc26dc+4gMAUY4GNcJ9NWRESkdJjBxIme23fdFdhYRCSoFTXS/RyQkc/xP7yPFSYOSM11P817LK/TzGyxmc00s1bFbIuZjTCzBWa2YMeOHUWEJCIiUsIaNIBbb4Vp02DZskBHIyJBqqiku6Fzbkneg865BUDDItrmt6LE5bm/CGjgnGsHvAh8WIy2R2J5xTmX5JxLio09+R2wREREiu222yAqCh55JNCRiEiQKirpLqzif8Ui2qYB8bnu1wc25z7BOZfunNvnvT0DCDezmr60FRERCRrVq8PNN3u2iF++PNDRiEgQKirpTjaz6/IeNLNrgIVFtQWamtkpZhYBXAZ8nOd56ph5aiyZWRdvPLt8aSsiIhJUbr8dKlfWaLeI5KuokoG3Ah+Y2VD+l2QnARHAhYU1dM5lm9lNwOd4yv5Ncs4tN7OR3sfHAxcDo8wsG8888cuccw7It+2J/IIiIiKlokYNuOkmzy6VjzyiDXNE5BiFJt3OuW1ANzPrDbT2Hv7UOfe1L0/unTIyI8+x8bluvwS85GtbERGRoHbLLZ5Nc555BsaPL/p8EfnT8KlOt3NutnPuRe+XTwm3iIjIn06dOjB8OEyeDNu2BToaEQkiftscR0RE5E/pjjvg4EF44YVARyIiQURJt4iISElq1gwGDoSXX4Y9ewIdjYgECSXdIiIiJe3BB2HvXvjXvwIdiYgECSXdIiIiJa1dOxg2DJ5/HjZuDHQ0IhIElHSLiIj4w5F63Q8+GNg4RCQoKOkWERHxh4QETwnBN96A5ORARyMiAaakW0RExF/uv99TRnDUKMjJCXQ0IhJASrpFRET8JToa/v1vWLhQm+WI/Mkp6RYREfGnQYPgrLPgvvtg69ZARyMiAaKkW0RExJ/MYOxYyMyEO+8MdDQiEiBKukVERPytWTO45x546y345ptARyMiAaCkW0REpDTcey/Ex3uSb+cCHY2IlDIl3SIiIqWhYkV46CGYPx8++ijQ0YhIKVPSLSIiUlqGD4fmzT2lBFVCUORPxa9Jt5n1NbNVZpZiZqPzeXyomS3xfs0zs3a5HttgZkvN7BczW+DPOEVEREpFWJhnp8pff/XM7xaRPw2/Jd1mFgqMBfoBLYHBZtYyz2nrgTOcc22BR4BX8jze2znX3jmX5K84RUREStVFF0GnTvDAA3DgQKCjEZFS4s+R7i5AinNunXPuIDAFGJD7BOfcPOfc7967PwL1/RiPiIhI4IWEeDbMSU2Fxx4LdDQiUkr8mXTHAam57qd5jxXkGmBmrvsO+MLMFprZiIIamdkIM1tgZgt27NhxUgGLiIiUip494YorPEn3Z58FOhoRKQX+TLotn2P51kgys954ku57ch3u7pzriGd6yo1m1jO/ts65V5xzSc65pNjY2JONWUREpHSMGwdt2sCQIbBuXaCjERE/82fSnQbE57pfH9ic9yQzawtMBAY453YdOe6c2+z9vh34AM90FRERkfKhUiX44APP7Qsv1PxukXLOn0l3MtDUzE4xswjgMuDj3CeYWQIwHRjmnFud63hlM4s6chvoAyzzY6wiIiKlr1EjePttWLrUs2mOiJRbfku6nXPZwE3A58AKYKpzbrmZjTSzkd7T/g7UAF7OUxqwNjDXzBYD84FPnXOa9CYiIuVP377wt7/BSy/B7NmBjkZE/CTMn0/unJsBzMhzbHyu29cC1+bTbh3QLu9xERGRcumxx2DGDLj6aliyBKKiAh2RiJQw7UgpIiISaJUqweTJsHGj5neLlFNKukVERIJBt26exHv2bOjfH/bvD3REIlKClHSLiIgEi2HD4I034NtvoV8/yMgIdEQiUkKUdIuIiASTIUM8FU3mzfMk3unpgY5IREqAkm4REZFgM2gQvPsuJCfDnDmBjkZESoBfq5eIiIjICbroIkhJgfj4os8VkaCnkW4REZFgpYRbpNxQ0i0iIiIi4mdKukVERERE/ExJt4iIiIiInynpFhERERHxMyXdIiIiIiJ+pqRbRERERMTPlHSLiIiIiPiZkm4RERERET/za9JtZn3NbJWZpZjZ6HweNzN7wfv4EjPr6GtbEREREZGywm9Jt5mFAmOBfkBLYLCZtcxzWj+gqfdrBDCuGG1FRERERMoEf450dwFSnHPrnHMHgSnAgDznDABedx4/AlXNrK6PbUVEREREyoQwPz53HJCa634a0NWHc+J8bAuAmY3AM0oOsM/MVp1EzKWtJrAz0EGUcyXax1NHltQzBRdffq8izjnaz+W1j4KA/l7kw66yknw69XFBhqufyxj1sf81L24Dfybd+f0PdT6e40tbz0HnXgFeKV5owcHMFjjnkgIdR3mmPi4d6mf/Ux/7n/q4dKif/U997H9mtqC4bfyZdKcB8bnu1wc2+3hOhA9tRURERETKBH/O6U4GmprZKWYWAVwGfJznnI+BK7xVTE4F9jrntvjYVkRERESkTPDbSLdzLtvMbgI+B0KBSc655WY20vv4eGAGcC6QAhwAriqsrb9iDaAyOS2mjFEflw71s/+pj/1PfVw61M/+pz72v2L3sTmX71RpEREREREpIdqRUkRERETEz5R0i4iIiIj4mZLuUmJmk8xsu5kty3P8Zu9298vN7MlAxVce5NfHZtbezH40s1/MbIGZdQlkjGWdmcWb2WwzW+F9zd7iPV7dzL40szXe79UCHWtZVUgfP2VmK81siZl9YGZVAxxqmVZQP+d6/E4zc2ZWM1AxlnWF9bGufSWjkL8XuvaVIDOLNLP5ZrbY288Pe48X69qnOd2lxMx6Avvw7MDZ2nusN3A/0N85l2VmtZxz2wMZZ1lWQB9/ATzrnJtpZucCdzvnegUwzDLNu2NsXefcIjOLAhYCfwWuBHY75x43s9FANefcPYGLtOwqpI/rA197F5o/AaA+PnEF9bNz7lcziwcmAolAJ+ecNhk5AYW8lmuja1+JKKSPn0PXvhJjZgZUds7tM7NwYC5wCzCQYlz7NNJdSpxz3wK78xweBTzunMvynqM/OiehgD52QLT3dgyq935SnHNbnHOLvLczgBV4dpAdALzmPe01PH/05QQU1MfOuS+cc9ne037Ek4TLCSrktQzwLHA3BWzKJr4ppI917SshhfSxrn0lyHns894N9345inntU9IdWM2AHmb2k5nNMbPOgQ6oHLoVeMrMUoGngXsDG075YWYNgQ7AT0Btb419vN9rBTC0ciNPH+d2NTCz1AMqp3L3s5ldAGxyzi0ObFTlS57Xsq59fpCnj29F174SZWahZvYLsB340jlX7Gufku7ACgOqAacCdwFTvR9hSMkZBdzmnIsHbgNeDXA85YKZVQHeB251zqUHOp7yqKA+NrP7gWzgrUDFVp7k7mc8/Xo/8PdAxlTe5PNa1rWvhOXTx7r2lTDnXI5zrj2eTxm7mFnr4j6Hku7ASgOmez+2mA8cBrRop2QNB6Z7b78HaDHJSfLOZ3sfeMs5d6Rvt3nnFh6ZY6iPi09CAX2MmQ0HzgOGOi3IOWn59HNj4BRgsZltwHNxXWRmdQIXZdlWwGtZ174SVEAf69rnJ865PcA3QF+Kee1T0h1YHwJ/ATCzZkAEoAU7JWszcIb39l+ANQGMpczzjka9Cqxwzv0710Mf4/kjj/f7R6UdW3lRUB+bWV/gHuAC59yBQMVXXuTXz865pc65Ws65hs65hniSw47Oua0BDLXMKuTvxYfo2lciCuljXftKkJnFHqkYZWYVgbOAlRTz2qfqJaXEzN4BeuF5N78NeAh4A5gEtAcOAnc6574OUIhlXgF9vAp4Hs/HmZnADc65hYGKsawzs9OB74CleEanAO7DM4dwKpAAbAQucc7lXdQqPiikj18AKgC7vMd+dM6NLP0Iy4eC+tk5NyPXORuAJFUvOTGFvJZnoWtfiSikj9PRta/EmFlbPAslQ/EMWE91zo0xsxoU49qnpFtERERExM80vURERERExM+UdIuIiIiI+JmSbhERERERP1PSLSIiIiLiZ0q6RURERET8TEm3iIiIiIifKekWEREREfGz/wc5rjPuIp4uDgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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p0yaCgoLYt28fABMmTGDYsGHExcWRmZnJxx9/jJ/foeOxmzdvZvHixfTo0eOIe912223ceOONXHnllbz00ksHt3/33XesW7eOBQsWYK1l2LBhzJo1i+joaB5//HHmzJlDTEwMaWlpAPTt25f58+djjOGNN97g6aef5plnnjnkXo899hgzZ84kPj7+YPwlxcXFHVzG/qWXXuLXX3+lUaNGJ3pHy5WSbhERX0vbSPqcN3Et+4DQgjSsjeK9oIsJ6nYVfbt14fRaIb6OsMppVTecFy7vzNh3Ernz46W8PLoLfm1HQFRTeP8imHQOXPoBNO7r61BFyqRJkyZ06tQJgK5du7J582YAOnTowOjRoxkxYgQjRowAYObMmXTq1ImffvqJDRs2cNZZZ9GvXz/Cw52OPllZWVx44YU8++yzB7eVNGfOHKZMmQLAmDFjuO+++wAn6f7uu+/o3LnzweusW7eOpUuXMmrUKGJiYgCIinL65SclJXHJJZewc+dO8vPzadKkyRH36tOnD1dffTUXX3wxF1xwwTFf/5w5c3jjjTf47bffyvjOeZ+SbhERXyjMJ3vZVLLnvUHt5HmEWsPPtjNr4++i08BRjGlep1KtBlkZDWxVhweGtOaf01bxzPdruOecVlCvA4z9Ht67ECaPhAteg7YjfR2qVEYnGJH2lqCgoIOfu1yug+Ul06ZNY9asWUydOpV//OMfrFixgrfeeov7778fYwzNmzenSZMmrF69mu7du1NQUMCFF17I6NGjj5vkHu37lLWWv/3tb9xwww2HbH/++eePevwtt9zCnXfeybBhw/jll1945JFHjjhm4sSJ/P7770ybNo1OnTqxZMkS7r77bhYvXkxcXBzTp09n586dXHfddUydOtXjkzo9QTXdIiLlaPfmlfz59u2kP9GCmlOvI3/POl51Xcqb3b6h3V3fctMNE+jdoq4S7nJyXd8mXNa9AS/9vIHP/0hyNtZqCNfOhLgu8Ok1MP8V3wYpcorcbvfBjiRPP/00+/btIysri4YNG/Ljjz8CsHv3btasWUPTpk2x1nLdddfRunVr7rzzzmNet0+fPnz00UcAvP/++we3n3POOUyaNImsrCwAtm/fzp49exg0aBCffPIJqampAAfLS9LT04mPjwfgnXfeOeq9NmzYQI8ePXjssceIiYlh27ZtvPXWWyxZsoTp06dTUFDAxRdfzFNPPcVpp512iu+Yd2ikW0TEyzKyslg44z2i1nxI54IlRFs/5gd0Y2eLS2neaxjjGkZX6dUhKzJjDI8Nb8fmlP3cP+VPGkbVIKFxlLNM/JVfwufjYMb9kLEdznwM/DRWJZVPUVERV1xxBenp6VhrueOOO6hVqxZ///vfufrqq2nfvj3WWp566iliYmKYPXs2kydPpn379gdLVZ544gmGDBlyyHWfe+45Lr/8cp577jkuvPDCg9vPPvtsVq1aRa9evQCnleB7771H27ZtefDBB+nfvz8ul4vOnTvz9ttv88gjj3DRRRcRHx9Pz5492bRp0xGv4Z577mHdunVYaxk0aBAdO3Y8ZP/cuXNZuHAhDz/88MGJm9OnTycuLs6Tb+UpMdZaX8fgMQkJCTYxMdHXYYiIALBj3WK2fP8KrXZPJ9Jksscvls2NLqL26dfSuEkLX4cnJezbn8/Il+eSkVPAlzf3oUFUDWeHuwi+vQ8Wvg7tL4IRr4Creq3sKaW3atUqWrfWBNyq5mhfV2PMImttQlmuo5FuEREPsnlZbPjlPfjjXZrnrSDGulgZ3pd9fcbSpPt51PZT55GKqFaNQN68KoGRL8/lykkL+HR8L2JCg8DPBUP+DeH14MfHnMV0LnoHAmv4OmQRqWQq/N/JjDEuY8xiY8w3vo5FRORY0rcsY+Ub17P/yRY0n3cfrrx9/NLoNtJvXEqnu6bSpOcwJ4GTCqtpbChvXpXAzvQcrnlrIVl5hc4OY6DfXXD+s7Due3jvAsjZ58tQRaQSqgwj3bcBq4Aje9WIiPhQUX4uq39+n8DFb9Ei90+CrT9zg/tR1Plq+g48nyaBleFbrJSU0DiKl0d3Ydy7i7hhciKTru5GkH/xL0sJ10BILZgyDt4+3+nlHVbHp/FKxWOt1UToKsSTZdgVeqTbGFMfOA94w9exiIgcsGX9Cua/dgvpT7Sg7bw7Ccrdw/fxE9h69SLO+NuXnDl4BMFKuCutga3q8PSFHZizPpU7Pl5CkbvED922I+HyjyFtg9PLe+9mn8UpFU9wcDCpqakeTdTEd6y1pKamEhwc7JHrVfSfCs8C9wJhxzrAGHM9cD1Aw4YNyycqEal20jKyWfrjh9Ra+R6dCxYTb/1YWqMXG7peQ8f+I2kYUNG/nUpZXNi1Pnv35/PPaauIrLGcf45o99foZfNBcOVUeH8UTBoMV3wOddr4NmCpEOrXr09SUhLJycm+DkU8JDg4mPr163vkWhW2e4kx5nxgiLX2JmPMAOBua+35xztH3UtExJPyCouYt3AR2fMn0X3fdGJNOntMLFsbj6LxmTcQE3/kqmlStTz57Spe/XUjtw1qwR1nHdb7d/dKZwGdojwY8yXEdfJFiCLiA1Wte0kfYJgxZggQDIQbY96z1l7h47hEpIpbszOdhT99TsN173K6XYw1hg2RvcntOZYG3YepA0k1cv/gVqRl5fPcj+uoHR7E6B6N/tpZpw1cOwPeGeY8xnwO9cv0M1hEqpEKO9Jdkka6RcTbMnML+HbRevbOe4czM76kmd9OMlyRpLW6nAZn3ogrsoGvQxQfKSxyc907iczbkMpXE/rQut5h8/r3bXWS7uxkGP0pNOrtm0BFpNyczEi3km4RqbbS9xfw85o9LF2SSONNHzHS/Ey4yWFPeDtq9L2J0C6jwD/I12FKBZCalcfg536jVkgAX9/Sl+CAw/7akbHDSbwztsNlH0HT/r4JVETKRZVNuktLSbeInMj2fTl8v2IXP61MotaW77jU/EBv10oKjT8ZTc8ncsAETINuvg5TKqBZa5O5ctICxvRsxD9GtDvygKw98O5wSNsIl7wPLc4s/yBFpFxUtZpuERGPWZa0j6dmrGbrhpVc7vqJ5wJmEemfTl5ofdzdH8K/8xVEqeeyHMfpp8Uytm8T3pi9if6nxXJmm8P+vYTWhqu+gcnD4aPLnJUrWw3xTbAiUuFopFtEqrStqfv5z8yV7F8+nWsDf6Q3S7DGhWl5rrPYSdOB4FehlyyQCiSvsIiRL81lV0YuM27rR+3wo/TvzdkLky+AXctg1CRoM7z8AxURr1J5iZJuESmWlp3PpJm/YxZP5jK/H4kzKbjD6uHX9RroMgbC43wdolRS6/dkcv4Ls+nWOIp3rumOn99RVh/MzXD6eCclwoWvQ7sLyz9QEfEalZeISLWXmVvAzBlTqbH4TW5lPoGuIvIa9oNeN+B32rng0rc9OTXNa4fx9/Pb8OAXy5k0ZxNj+zU98qDgcGeZ+Pcvhiljwe2GDheVf7AiUmHop4+IVAnp+/P55Zv3abByIqNYzX5XTbLbXk3g6eMJij3txBcQKYPLuzfk1zXJPD1jDb2aRdM2LuLIg4LC4IrP4INL4IvrwV0InS4r/2BFpEJQeYmIVGr7svYzZ+qbNFvzOq3MFlJdtcntdhPxA6+HwJq+Dk+qsL3Z+Qx+bhahQf58c0s/QgKPsWhS/n5nYuXGX2HYC055k4hUaidTXqLZQyJS6VhrWbl1N9++/QQZ/+7EeWv/j4hAy/b+zxD9txXED75DCbd4XWTNQP57cSc2JGfzxPRVxz4wsIbTu7v5IJg6ARInlV+QIlJhqLxERCqFwiI3CzanMXfJSqJXvsuwwhm0MZlsCWnF9v7/JL7HKHUhkXLXp3kM4/o14fXfNjGgZSyDWh+j7WRAiNO7+5Mr4Zs7wF0E3ceVb7Ai4lNKukWkQlu+PZ1JczaxbdVCLi6Yyq2uufibInbWHUB6/1tp1PoMMEfpHiFSTu4+pyWz16dy72fLmHH76cSGHWMV04BguGQyfHo1TL/bqfHueWO5xioivqOabhGpkDYmZ/G/71axf8W3jAv4jp7mTwpdIdiOlxPQ52aIbubrEEUOWrfbaSPYu1k0k67uhjneL4KF+fDZNbD6Gzj7ceg9ofwCFRGPUMtAEan0dqbn8NrMPwhc9j73ur6nQeAe3KH1oOcj+He5CmpE+TpEkSO0qBPGg+e15qGvVjB5/hau7NX42Af7B8JFb8OU6+C7B50R7763l1OkIuIrSrpFpEJIzcpjyvSZRCx/i3vNbEL888mv3wt6PY1fq/PBFeDrEEWOa0zPRvy8eg+PT1tFz6bRnFYn7NgHuwLgwkngdz388LCTeJ9+d/kFKyLlTkm3iPjUnowcZk6bQtPVr3K9WUa+K4j8NqOg300E1m3v6/BESs0Yw9OjOjL42Vnc+uFivprQhyD/Y7QRBGehppGvgXHBT/8A64b+95ZfwCJSrpR0i4hP7NqXww9ff0Cr9a8yxqwh0z+SlG4PEHP6OAJVQiKVVGxYEE+P6sB17yTyn5lrePC8Nsc/weUPIyeCnwt+fhwKc2Hg3zU5WKQKUtItIuXGWsvG5EzmT59Mh41vcIXfRvYFxJLa+59E9xtLWECIr0MUOWWDWtdhTM9GvP7bJvo0j2FAy9rHP8HPBcNfckpOfnsG8jJh8FNqgSlSxSjpFhGvSs3KY+6GVOat2UnNtV8wKv8LRvslkRocT1rf/xDV+ypnYplIFfLgea1ZuDmNOz9ZyvRb+1E3Ivj4J/i5YOjzEBQO816E3IziRFw/pkWqCv1vFhGPy8wt4M3Zm/h+5W627NjFZa6fuC1gBnVIY294C/b1fYnobpcqoZAqKzjAxUujuzD0hdnc+tFiPhjbA3/XCUaujYGz/wkhteCnf0J+Flz4ptPfW0QqPf3EExGPKXJbPl64jWe+W4MrezcPRP/KuTWnEVSUjbvx6dDnNiKbD1K9qlQLzWJDeXxkO+74eCnP/rCOu89peeKTjIHT74GgCPj2HvjgYrj0AwgK9X7AIuJVSrpFxCPmrk/hsW9Wkr5rM49HzeRs+x1++wuhzXDofSt+8V18HaJIuRvZuT7zNqTy0i/r6dE0in4tYkt3Yo/rISgMvroJJo+Ayz9Rj3qRSk4rUorIKdmUks0T01excuVy7qk5jWHunzEGTKfLnQU/opr6OkQRn8rJL2L4S7NJzcrn29v6UTu8DOUiq76Gz66FmNNgzJcQWsqkXUS86mRWpFTSLSJlkp1XyILNaczfkMq8jans276OWwOnMtLvV/z8XJjOY5xku1ZDX4cqUmGs253JsBfn0KlBLd4b2wOXXxlKrDb8BB9eDrUawJVTIbye9wIVkVJR0q2kW8TjrLWs2JHBjOW7mLshhWVJ6RS6LW1cSdwXNpN+ub9gXC5Ml6ucZDuivq9DFqmQPluUxN2fLuW2QS2446zTynby5jlOfXfNWLhqqn6pFfGxk0m6VdMtIke1LW0/Xy3ZzheLt7MhORuXn6FD/Qge7ZLN4L0fEr39RyiqCT1vgN63QHicr0MWqdBGdXXqu5//aR0JjSNLX98N0LgPXPkVvHcBvDXE+Ty6mfeCFRGP00i3iByUmVvAV0t28NWS7SzcvBeA7k2iGNExjmGhKwld+AJsmQMhkdBjPHS/XpO7RMpgf34hI1+ay57MXKZO6EuDqBplu8DOpfDuCHAFOol37VZeiVNEjk/lJUq6RU7ajOW7eOir5ezJzKNF7VBGdI5neIc61N/1o7NK3q5lEB4PvSZA16sgsKavQxaplDanZDP0xdk0jKrBlBt7ExzgKtsF9qyCd4aBLXImV9br4JU4ReTYTibp1hqzItXcnoxcxk9exPj3FhEdGsSUG3vz3a09ubnWfOp/MAA+vQoK9sOwF+HWJdDrJiXcIqegcUxNnru0Eyt2ZPDAF39S5sGv2q3hmm/BPxjePh82z/ZOoCLiUUq6Raopay0fLdjKoP/+yk9r9nDv4JZMvaEzXXd9gnm+C3x1MwSEwEVvw80LoMsYLdcu4iEDW9Xh9jNb8Pkf25k8f0vZLxDT3Em8w+rA5JGwfIrngxQRj9JESpFqpqDIzeqdmTwxfRXzNqbSo0kUT53fmMYbP4TnX4L9KdCgJwx9FpqfqdUjRbzk1oEt+DMpnce+XkmbeuEkNC7j/IjIRnDtTPjwMqeXd8ZO6HWz/s+KVFCq6RapwrLzClm5M4OVO4ofOzNYszuT/EI3YUH+PHJWXS7Im4pZ8DrkpUOzQdDvLqdTgoh4XXpOAcNfnE12fhHf3NKXOmVZOOeAglz4fBysmgo9boRzHge/MtaJi0iZaCKlkm4RwCkd+XRREo9OXUF2fhEAUTUDaVMvnDZx4XSplcPpqR9RY9lkp1679VDoeydoqXaRcrdmVyYjX55D63rhfDiuJ4H+J1H56XbDdw/C/Jeh9TC44DWnPExEvEJ9ukWEffvz+dvnf/Lt8l30bBrFuH5NaRsXQZ3wIEzaRpjzHPz4IbiLoP1F0PcOtR0T8aGWdcN4elQHJnywmCe/XcXDQ9uW/SJ+fjD4SWdxqpkPOm0FL/tQLT1FKhAl3SJVyNz1Kdz5yVJSs/O4/9xWjOvX1FluevcK+P6/sOJz8AuAzldA71shqomvQxYR4PwOcSRu3stbczbTt3kMg1rXObkL9brZWajq8+th0mC4YoqzfLyI+JzKS0SqgLzCIp75bi2vzdpI09iaPH9pZ9rFR8C2BfDbf2HttxAYCgnXOj+Uw+r6OmQROUxuQREjX57L7oxcvr2t38nVdx+weTZ8eDkE1oDRn0Hddp4LVETUp1ukuilyW75fuZsRL83ltVkbGd2jIdNu7E67lBnw+kB48yzYNh8GPAC3/wln/0MJt0gFFRzg4oXLOpOTX8QdHy+hyH0Kg2KN+8K1MwADb50LG3/1WJwicnI00i1SCe3bn8/HC7cxef4WkvbmUC8imH+dXZv+Gd9A4iTI3gPRLaDHDdDxMggK9XXIIlJKnyzcxr1TlnHPOS25+Yzmp3ax9CR4bxSkroeRE6H9KM8EKVLNaSKlSBW3amcG78zdzJdLtpNb4KZ7kyie7A19dn+A37QvwV0ALc5xku2mZziTq0SkUrkooT6z1iXz3+/X0qtZNF0aRp78xSLqw7XfwkejYcp1kLkLek/wXLAiUmoa6RapoIrclrW7M0ncspc/tuwlcUsa29JyCA7wY2TneG5ovJvGK1+F9d9DYJgzObL7OIhu5uvQReQUpecUcN7zvwEw/bZ+hAcHnNoFC3Lhi+th5VfQYzyc84R6eYucAvXpVtItlZy1li+XbOfzP7azZOs+MvMKAYgJDSKhUSQ9m0QyKmIVoQtfgK3zoEY09LwJuo2FkFq+DV5EPGrRlr1c/Oo8zm1Xlxcu64w51ZUm3UXw3d9h/ktw2rlw4RsqPRM5SSovEanEdqbn8LfP/+SXNck0ja3JsE5xJDSOpGvDKBpEuDArvoS5L8DuPyGiAZz7NHQe43QnEJEqp2ujSO486zT+PXMNfZvHcGn3hqd2QT8XDH7CaRX67b3w9hC47GMIr+eZgEXkuJR0i/iYtZZPErfxz29WUei2PDy0DVf1aoyfn4HsVFj0Eix4A7J2QUxLGPGKs6iN6xT/3CwiFd74/s2YvzGV//tyOXXCgzmjVe1Tv2j3cVCrIXx6DbwxCC7/RC0FRcqByktEfGj7vhzun7KM39al0KNJFE+P6kCj6JqwZ7WznPOyj6EwF5oNhJ43Ox81OVKkWsnMLeCy1+ezbncWk6/rQfcmHlplcucy+OBiyMuEi96BFmd65roi1YBqupV0SyWRW1DERwu28p/v1uK2lr+d24rR3Rvgt/EnJ9ne8BP4B0OHS6DnjVC7ta9DFhEfSs3K46JX55GckceH1/d0Fr/yhPTt8OElzqq1g/8F3a+HU60dF6kGlHQr6ZYKbm92PpPnb+GduZtJzc6nd7Nonh7WnPpbv4T5EyF1HYTWdSZGJlwLNaN9HbKIVBA79uVw0cR55BYU8en4XjSN9dAkyLxMmDLOWbm202g4778QcAqrYYpUA0q6lXRLBbU1dT9vzt7IJ4lJ5BQUcUbLWCZ0DabLrs8wf7wNuekQ19npRNJmBPgH+jpkEamANiZncdHEeQT5+/HZjb2JqxXimQu73fDLkzDraed70SXvOT2+ReSolHQr6RYf2Judz0cLtzFzxS4sEOgyBLj8Dj7yCouYsz4Fl59hRMc4bm2+mwbrJsPqac4FWg91ku0GPfRnXRE5oeXb07nstfnEhgfx6Q29iA4N8tzFV30DX9wAASFOnXfjPp67tkgVoqRbSbeUowOrQ36xeDt5hW66NKxFWHAABUVuCorc5BdZ8gvduN2Ws1uEMa7WQsKXvQV7VkJIJHS5Crpd53QREBEpgwWb0hjz5u+0rBvGp+N7EeTvwYVuktfAR5fD3s1wzpNOtxMNCIgcosIl3caYmkCutbbIazcpQUm3eFuR2/L9yt28PXcT8zemERzgxwVd6nNVr8a0rBt25AmpG2Dhm7D4PchLh7odnCXa213ojCSJiJykGct3Mf69RYzv34z7z23l2YvnpsPn18PaGdDxcjj/v/qeJVKCzxfHMcb4AZcCo4FuQB4QZIxJBqYDr1lr13nyniLlocht+WbZDp77cR0bk7OJrxXC385txSXdGlCrxmH11+4iWPc9LHgNNvwIfv7QZjh0vwEadNeIkYh4xOB2dbmse0NenbWBAS1j6dnUgxOvgyPg0g/h13/Br0/Brj/hknchqqnn7iFSzXh0pNsY8yvwA/AVsNxa6y7eHgWcAVwOfGGtfc9jNy1BI93iaW635dvlu3j2h7Ws25NFyzph3DqoBee0rYO/67B+2fvT4I93IfFN2LcVwupB12ug61UQVtc3L0BEqrTsvELOe/43Coos397ej/BgLyyatfY7+HwcWAsXvAotz/X8PUQqGZ+XlxhjAqy1Bad6zMlS0i2eYq1l5ordPPvDWlbvyqR57VBuP7MFQ9rVc1aKLGnXcvj9FfjzM2chm0Z9oftYaHW+Vo0UEa9bvHUvoybOY1jHOP53SSfv3GTvZvh4DOxaBv3ugjMedJaVF6mmfF5eAoSZE//p3A3s8/B9RTxmybZ9PDx1BUu37aNpTE2eu7QT53eIw1Uy2XYXwZpv4feJsPk3CKgBHS9zFpao08Z3wYtItdO5YSS3DmzB/35Yy8BWtRnaMc7zN4lsDNd9D9/eA789A0mJMGoS1Izx/L1EqihPj3TnAjuA42XeLmvtCds1GGOCgVlAEM4vB59Zax8+3jka6ZZTkZqVx9Mz1vBx4jZqhwVxzzktGdk5/tAykpx9zqTIBa/Bvi0Q0cCZ2d/lSqcjiYiIDxQWubno1Xls2JPFzDtOp16EFyc9/jEZpt0FNaLhwtehcV/v3UukgqoI5SWLrbWdT/WY4uMMUNNam2WMCQBmA7dZa+cf6xwl3XIyCovcfLBgK/+ZuYb9+UVc27cJtw5qQWhQiT8E7VgCC98oLiHJgYa9oed4aHkeuDz9ByMRkbLbnJLNkOd/o1ODWrx3XY8jS+E8aedS+PQa2LsJTr8X+t+rchOpVipCeUkvDx2DdX4byCp+GlD8qDpNxcXnityWuRtSeGL6albtzKBP82geHdaW5rWLW/8V5MCKL5xke/sip4Skw8VOb+16HX0bvIjIYRrH1OThoW24b8qfTJqzibH9vNhppF5HuOFXmHa30+Fk829wwesQEe+9e4pUcl7r022Muc9a+9QpXsMFLAKaAy9Za+87yjHXA9cDNGzYsOuWLVtO5ZZSxeUXupm3MZUZy3fx/crdpGTlERcRzN/Pb8PgdnUxxkD6dqdWe/FkyNkLMadBt7HQ8VKnjZaISAVlreWGyYv4ZU0yU27sTfv65fA9a8mHTrmJfyAMfxlaDfH+PUV8zKflJcaYT0o+BTpZa1t46Nq1gC+AW6y1y491nMpL5GgycwuYsz6FmSt288Oq3WTmFlIj0MUZrWozuG1dzmxdh5BAl1NCMu9FZ3Tbup3l2buNc+oV1VtbRCqJtOx8hr4wG4Cvb+lLVM3AE5zhASnr4bNrnO4m3a+Hs/4BAcHev6+Ij/i6vCTDWju2RDCveOrC1tp9xphfgMHAMZNuEXBGetbuzuKXNXv4ZU0yCzenUei2RNYIYHDbugxuV5c+zWMIDnCB2w3rZsK8l5w/jwaGOYvY9LgBIhv5+qWIiJRZVM1AXrmiC6MmzuPWDxfzzrXdD+2+5A0xzWHsD/DDIzD/Zdg8Gy58A+q09e59RSoRT450N7HWbirxPMpam3YK14sFCooT7hDgO+Apa+03xzpHI93Vl7WWRVv28vni7fyyeg870nMBaFU3jAEtazOgZSwJjSL/6kSyPw2WfACJkyBtA4TXdyZGdrlSJSQiUiV8kriNez9bxo0DmnHfYA8vE388a7+Dr26C3Aw46zFnEEN/LZQqxqcj3QcSbmNMjLU25VQS7mL1gHeK67r9gE+Ol3BL9ZSRW8CXi7fz/vytrNmdSc1AF31bxHDroBb0bxl7aNssa53esgvfhBWfOwvZNOgBZzzgLNOuhWxEpAq5OKEBS7bt45VfNtAhPoJz29crnxufdjbcOA++uhlm3Afrv3dqvcPqlM/9RSooj0+kNMZMtdYO8+hFS0kj3dXHsqR9vD9/K1OX7iCnoIgO9SMY3aMhQzvGUSPwsN8lc/bCii+dUe1dyyAwFDpcAgnXQt12PolfRKQ85BUWccmr81m3O5OvJvT5qztTebDW6f703f8533eHvwQtB5ff/UW8yOd9uouD+NpaO9SjFy0lJd1V2+6MXL5asp3P/9jO6l2ZhAS4GN4pjst7NKRD/VqHHpyf7awY+ednsP4HcBdAnXZOot3hYggqxx88IiI+tDM9h6EvzCY8JICvbu5DWHA5/1Vvz2qYMhZ2/+nMmTn7H+AfVL4xiHhYRUm6NdItHpOdV8jMFbv4YvF25qxPwW2hU4NaXNglnuGd4wkv+cOjqADWfQ/LP3MS7oL9EBYH7S6AdhdCXGfVFYpItTR/Yyqj3/idQa1qM/GKrt5dOOdoCvP+mmRZtwOMesuZfClSSVWUpFsj3XJK9ucX8uuaZL4t7qWdU1BEg6gQRnaKZ0TneJrGhh56wt4t8Mc7ztLE2XsgJArajoB2o6BhL/DzO+p9RESqkzdnb+If36wkskYAvZvF0LdFDH2bx9Agqkb5BbFmBnw53hkkOe+/0PGS8ru3iAdVlKS73fF6aXuTku7KK31/AT+u3s2M5bv4dW0yeYVup8Vfu3pc0CWehEaRzsI1BxQVwrrvnDrt9T84I9gtzoGuV0PzQZoUKSJyGGst3y7fxY+r9jB7fTK7M/IAaBRdgz7NYxjbt8mRgxrekL7dKTfZOhc6jYYh/4bAmt6/r4gHVYikuziQNtbalYdtG2Ct/cXjNytBSXflsy1tP//4ZiU/rd5DodtSNzyYc9rWYXC7enRrXKLF3wEZO+CPd2HRO5C5A8LqOW3+ulwJEfV98yJERCoZay0bkrP4bV0Kc9anMHdDKpE1Apk6oQ/RoeVQb11UCL8+BbP+DdHN4aK3NbFdKpWKlHQvByYDTwPBxR8TrLW9PH6zEpR0Vx5ut+XdeZt5asYaXH6G0T0aMrhdXTrWr3VkraHbDRt/gsS3nFptWwTNBkLCdXDaYHB5co0nEZHq58+kdEZNnEvnhrWYfF0PAg4f8PCWTbNgyjiny9TgJ5zv65p7I5VARUq6awJPAV2BMOB9nIVt3B6/WQlKun3P7bakZOcRGxp0aDlICRuTs7hvyjIWbt5L/9NiefKC9sTVCjnywKxkWPKek2zv2wI1YqDzFU4JSVQT774QEZFq5vM/krjzk6Vc06cxDw8tx5Uks5KdOu/1P0DrYTDseQiJLL/7i5wEXy8DX1IBkAOE4Ix0b/J2wi2+tSU1mymLkpjyx3a278uhdlgQ3ZpE0b1xFAmNI2lVNxyAN2dv5Jnv1hLk78d/LurIhV3iD03O3UWw4WdnYuSa6eAuhMb9YNBD0Hqo2kyJiHjJBV3qs3x7BpPmbKJdXAQXdi2nkr3QWLj8U5j3Ivz4KExcAqPehAbdy+f+IuXEWyPdS4GvgH8A0cCrOEu6j/L4zUrQSHf5ysorZPqynXy2KIkFm9PwM9C3RSy9m0WzckcGCzensbN4OfawYH+iagayJXU/Z7auw+Mj21EnPPivi+3bCovfh8XvQUYS1IiGjpc5tdqxLX30CkVEqpfCIjdj3lzAoq17+Wx8ryPXQPC2pEXw2TWQngQD/w/63K4OVFIhVaTykgRrbeJh28ZYayd7/GYlKOkuH/vzC/nf92t5b/5WcgqKaBpbk1Fd63NB5/rUjfgrkbbWkrQ3h8QtaSzYtJcNyVmM7tGQYR3jnNHt7FRY/Q2s+AI2/uKc1Gygk2i3HAL+gb55gSIi1VhqVh7DXpyD21qmTuhLbFg5/4UxNx2+vs352dCkPwx7ASIblW8MIidQkZJuA4wGmlprHzPGNATqWmsXePxmJSjp9r65G1K4f8qfbE3bzwVd4rmiZyM6N6h1zPrtI2Qlw+qvYeVXsOk3Z1JkZGNnWfbOV0Cthl6NX0RETmz59nQufGUuHRvU4v2x5Tix8gBrnU5VMx8E64YzH4FuYzXqLRVGRUq6XwHcwEBrbWtjTCTwnbW2m8dvVoKSbu/JyC3gyemr+XDBVhpH1+BfF3agZ9Po0p2cnw0rp8LSD2DzbOcbaFQzZwGbNsOd1ck0W11EpEL5cvF2bv94CZf3aMjjI9qVfnDFk/Ztc0a9N/wIDXvD8Bchuln5xyFymIo0kbKHtbaLMWYxgLV2rzFGtQKV1E+rd/PA58vZk5nL9ac35Y4zTyMk0HX8k6yF7Ytg8WT4cwrkZ0JUU+h3F7QZAXXaKtEWEanARnSOZ/WuTCb+uoGIkADuPadl+SfetRrAFVNg6Ycw4354pTec8SD0uhn8TvBzSKSC8Vr3EmOMC7AAxphYnJFvqeCstWzfl8OKHRms2JHBH1v2Mnt9CqfVCWXimD50alDr+BfYn+Z8c/xjMiSvAv8QZ0S78xho1FuJtohIJXLf4JZk5Bbwyi8bqBnoYsLAFuUfhDHQ6XJnzs83d8L3f4eVX8KwF6FOm/KPR+QkeSvpfh74AqhtjHkcGAX8n5fuJadoY3IWU/5IYvHWfazYkUF6TgEAfgaaxYZyx5mnMX5AU4L8jzGqYC1s/wMWvgHLp0BRHsR3hfOfhXYXQnB4+b0YERHxGGMM/xzejtz8Iv7z3VpCAv25rq+P1kkIqwuXvg8rPofp98Crp8Pp90DfOzTxXioFryTd1tr3jTGLgEGAAUZYa1d5415ycvIKi5ixfBcfLtjK/I1p+PsZ2sSFM6R9XdrERdAuLpxWdcOPX0aSv99Jshe+ATuXQGCoMxmy23VO+YiIiFR6fn6Gp0d1IKegiH98s5KQABeX9/DRpHdjnMGcJv3h2/vglyecifnDX4T4Lr6JSaSUvDKR0lc0kfLENiRn8dGCrXy2KIm9+wtoGFWDS7s3YFTX+tQOCz7xBfKyYNOvsHam840udx/EtnYS7Q6XaFRbRKSKyi90c8PkRH5Zm8x/L+7IyM7ltHjO8az5Fr65A7J2Q68JcMYDEHCUFY5FPMznEymNMXceb7+19r+evJ+U3qaUbJ75bg3fLNuJv5/h7LZ1uKx7Q/o0i8HP7zh11tZC6npY953z2DwH3AUQGAannQ0J16lWW0SkGgj09+OVK7pyzVsLufvTZYQEuBjcrp5vg2p5LjTs5dR5z30eVk+DEa9Awx6+jUvkKDw60m2Mebj405ZAN2Bq8fOhwCxr7ViP3ewoNNJ9pN0ZuTz34zo+XriNQJcf1/VtwpW9G514VDtnnzMhMvEtSFnjbIttDS3OghZnQ4MeqqETEamGsvMKGfPm7yxLSueZizsyvFO8r0NybPwFvrrFWdW4z+0w4G/6OSVeU5H6dH8HXGitzSx+HgZ8aq0d7PGblaCk+y/p+wuYOGsDb83ZRJHbcnn3hkwY2OLEK4vtWAwL34Q/P4PCHIhPgI6XOom2VgQTEREgM7eAce8mMn9jGg8PbcM1fXw0ufJwuRkw8wGnXW2d9nDBq5pjJF7h8/KSEhoC+SWe5wONvXQvKZadV8jcDan8unYPU5fsIDOvkBGd4rnjzNNoGF3j2CcW5DqzwRe+4fTWDqgBHS5ySkfiOpVb/CIiUjmEBQfw9jXdue2jxTz69UrSsvO586zTfLOATknB4c6kypZD4Otb4bUBMPD/nHpv9fUWH/NW0j0ZWGCM+QKnV/dI4B0v3avastayITmLn1cn88vaPSzctJf8Ijc1A10MaFmbCQOb07recSY2ZuyExDedEpL9KRBzGgx+yhnZDqlVbq9DREQqn+AAFy9d3oUHv1jOCz+tJzU7n38Mb4frePOEykurIdCgu7Oa5fcPwZoZMOJliKogI/JSLXmte4kxpgvQr/jpLGvtYq/cqISqWF6SW1DEf79fy4od6WTnFZGdV+g88p3PC93O1++0OqEMaFmbAafFktA4ikB/v2NfNGkR/P4KrPgC3EVw2mDocQM0HaAJkSIiUibWWv49cw0v/7KBIe3r8r9LOh17XYfyZi0s/Qi+vRfchXDmI9BtHPgd52ekSClUmJpuX6lqSffW1P2Mf28RK3dm0LlhLcKCA6gZ6KJmkD+hQf7UCHTRIKoGp58WS3yt47RIshZ2L4f1P8KqqU4JSWAYdBkD3cZCdLPye1EiIlIlvfHbRv45bRW9m0Uz6epuBAdUkMQbID0Jvr4d1n8PDXs7JSj62SenQEl3FUq6f169h9s/XoK1lucu7cwZrWqX7QL702DDT06iveEnyNrlbK/TDrpc6SypGxTm+cBFRKTamrIoibs+XcpVvRrx6PB2vg7nUNbCkg9gxt+gKB8G/R16jFett5yUijSRUk6S22157sd1PP/TOlrVDefVK7oefxJkSfn7YfU3sPg92DQLsBASCU3PgOZnQrOBEO7jnqoiIlJlXdi1Pit3ZvDm7E0MaFm77ANG3mQMdB7t/Cz85nany8nKr2D4yxDT3NfRSTWgke4KZN/+fO74eAk/r0nmgi7xPD6i/fGXYQfnN/ekhU6iveILyMuAWo2c1SFPG+x0H9Fv8SIiUk5yC4oY8dIcUrLy+Pa200/cqtYXrIVlnzi13kX5MPhJ6HKV5jVJqfm0vMQYcxZwMfCStXaJMeZ6a+1rHrl4KVX0pNtay5z1qcxcsYvM3AJyCorIKXCTm1/E/oJCduzLJTO3gIeHtmV0j4bHb72UnQJL3neS7ZS1Tpu/NsOh02ho1EeTRERExGfW7s5k6AuzD9Z3+7yV4LFk7IQvxzsL67Q6H4a9ADWifB2VVAK+Li+5CbgG+D9jTBTQyYPXrtSy8gqZsiiJd+dtZkNyNqFB/kSHBhIS4CI4wEVIgIvaYcE0jQnlmj6N6dww8ugXsha2zIXESc6EyKJ8Z2XIYS9A25Gq0RYRkQrhtDphPDCkNQ9PXcHk+Vu4sldjX4d0dOH14IovYP5L8MOj8EpvGDnR6eYl4mGeTLqTrbX7gLuNMf/CWQa+WtuQnMW7czcz5Y/tZOUV0rF+BP+9uCPndahXtnZKOXudlkcHlmQPioCEa6Hr1VC7tdfiFxEROVlX9mrEL2v28Pi0VfRsGs1pdSrowJCfH/S+BZqcDlPGwrsjnOcD/65l5MWjPFleMtxa+5UxJsZam2KMucVa+4JHLl5Kvigvef/3LazemUl6TgH7cgpIzykgo/hjWnY+gS4/zu9Qjyt7N6ZTg1qlv7DbDZt/c5ayXfU1FOY6S7InXOuMageWcnKliIiIjyRn5jH42VnEhgXx1YQ+Rx1wyswtICTAhb+rApRF5u93JlguestZRv68Z6BhD19HJRVQhWgZaIyZaq0d5tGLlpIvku6rJi1gWdI+IkICiAgJIDwkgFo1AokI8adhVA0u6FKfmNAyTCJJT3JaGi1+D/ZtgeAIaH+x0+avXgfvvRAREREv+Gn1bq59O5GxfZtwz+CWrNqZyZKte1malM7SbfvYmJJN/9NimXR1t4qxmiXA6mkw7W7I3OHMlTrzUQiN9XVUUoFUlKT7a2vtUI9etJR8kXRba09ugkhBDuzdAns3wd7NkLYJ9qyEzbMB6/yZq/OV0Pp8CDjOwjciIiIV3ENfLefdeVsIdPmRX+QGoHZYEJ0a1CKqZiAfLdzGDf2b8rdzK1DJZF4WzPo3zHvJaVYw8EFIuA5c6rYsvp9IeUDV6UFYCqVKuPMyYcdip7VfUqLzeebOQ48JDIWoJnD6Pc7CNVFNvBOwiIhIOXtgSGsKiizhIf50blCLjg1qUS/irwEll5/h1V830i4ugqEd43wYaQlBoXDWo9D5Cph+j9Ne8I93Ych/oFEvX0cnlZBGuj3JWsjYAanrIGWds/R6UqIzgm2d3+yJbgHxXSC6OUQ2gcjGToJdI1r9QUVEpFrKL3Rz+evzWbEjgyk39qZNXLivQzqUtU7XsBkPQEaSU/Z51qMQXkF+QZByV1HKS9pZa5d79KKl5JOke+EbsHW+k2Snrof8rL/2BUVA/a5QvzvU7+Yk2+r/KSIicoQ9mbkMfWE2gf5+TL25L5E1K2DnkPxsmP0/mPM8+PnD6XdDr5vBvwIuACReVSGSbl/ySdL9waWwewXEtPjrEV38MayeRq9FRERKafHWvVzy6nx6NI3irau7HbOjyUnPp/KUtE3w3f/B6m8gqikM/hecdo7v4pFyV6GTbmNMXWvtLm/ewydJt9ut1R9FREQ85OOFW7lvyp/ccHpT/jbEmViZnlPAvA0p/LYuhdnrU8jIKeCrm/vSMNrH7XPX/wjf3ueUlTY/C4b8W3OyqomKnnRPs9ae5817+LymW0RERE7Z/335J+/N38olCQ1YuyeTpdv24bZQM9BFz6bRLNycRuOYmnw2vjeB/j4e+CrMhwWvwS//AlvkLKrT4wbwK8MieFLpVOikuzwo6RYREan88gvdXPHm7yRuTqNjg1r0ax5D3xaxdG5YiwCXHzOW72T8e38wtm8T/u/8Nr4O15G+Hb65A9bNdBazG/6iVo2uwipM0m2MufMom9OBRdbaJR6/YTEl3SIiIlVDfqGb/CI3oUFH72789y+XM3n+FiZdncDAVnXKObpjsBb+/MxpL5iX6bQB7nuHlpOvgk4m6fbW32QSgPFAfPHjemAA8Lox5l4v3VNERESqiEB/v2Mm3AAPntea1vXCueuTpexMzynHyI7DGOhwEUxYCG2Gwy9PwGv9YdtCX0cmFYC3ku5ooIu19i5r7V04SXgscDpwtZfuKSIiItVEcICLFy/vTF6hm9s+WkJh8UqXFULNGBj1Jlz2EeTsgzfPhK9uhuwUX0cmPuStpLshkF/ieQHQyFqbA+R56Z4iIiJSjTSLDeUfw9uxYFMaz/+03tfhHKnluTBhAfS+FZZ+BC90gQWvg7vI15GJD3gr6f4AmG+MedgY8zAwB/jQGFMTWOmle4qIiEg1c2HX+lzQJZ4XflrH3A0VcCQ5KAzO/gfcOBfqdYLpdzslJ1t/93VkUs681r3EGNMV6AsYYLa11uszHDWRUkREpPrJzitk6IuzycotZObtp1fM1SzBmWi58ktnOfnMHdDlKjjnCQgK9XVkUkYVZiKlcZaJag1EWGufBfYYY7p7414iIiJSvdUM8uf5SzuTnJXHpDmbfB3OsRkDbUc6Ey173wJ/vAuvng7b//B1ZFIOvFVe8jLQC7is+Hkm8JKX7iUiIiLVXLv4CM5uU4d35m4mK6/Q1+EcX1AonP1PuOprKMiBN8+C2c86q1xLleWtpLuHtfZmIBfAWrsXqKB/6xEREZGqYHz/ZmTkFvLh71t9HUrpNOkHN86BlkPgh4dh8nDI2OHrqMRLvJV0FxhjXIAFMMbEAvr1TURERLymc8NIejWN5o3ZG8krrCQdQmpEwcXvwrAXICkRXukNK79y6r+lSvFW0v088AVQ2xjzODAbeMJL9xIREREB4MYBzdidkcdXiyvRiLEx0OVKuOE3qNUIPrkS3hmqWu8qxitJt7X2feBe4ElgJzDCWvupN+4lIiIickC/FjG0jQtn4qwNFLmPP1qcmVtAbkEFGhGPaQ5jf4Ah/4E9q+D1M+CzayGtAk8OlVLz1kg31trV1tqXrLUvWmtXlfV8Y0wDY8zPxphVxpgVxpjbvBGniIiIVB3GGG4c0IyNydl8v3LXMY/bmrqfgc/8ysWvziO/sAJVwLoCoPs4uHUxnH4PrJ4OL3aDGX+D/Wm+jk5OgUf7dBtj7jzefmvtf8twrXpAPWvtH8aYMGARzoj5MRfXUZ9uERERKXJbBj7zC7VCAvjy5j44nYz/kpyZx6iJc0nJzCM7v4hx/Zrw4HltfBTtCWTsgF+ehMXvQWAYnPkwdL0G/Lw2biqlUBH6dIcVPxKAG4H44sd4oEz/mq21O621fxR/ngmsKr6WiIiIyDG5/AzXn96UpUnpzNuQesi+zNwCrn5rAXsy8pg8tgdjejbi9d828fOaPT6K9gTC45xJljfOhbiOMO1OeGsw7NYC35WNR5Nua+2j1tpHgRigi7X2LmvtXUBXoP7JXtcY0xjoDByxZqox5npjTKIxJjE5OflkbyEiIiJVyIVd6hMTGsQrv244uC2vsIgbJi9iza5MXr6iC10aRvLgea1pVTeMuz9Zyp7MXB9GfAK1W8OVU2HEREhZB6/2gx8edfp8S6Xgrb9NNATySzzPBxqfzIWMMaHAFOB2a23G4futta9ZaxOstQmxsbEncwsRERGpYoIDXFzXtwm/rUvhz6R0ityWOz9eytwNqfz7og6c0bL2weNeuKwz2fmF3PnxUtwnmHzpU8ZAp8tgQiJ0uARm/xde7gkbfvJ1ZFIK3kq6JwMLjDGPGGMexhmhfqesFzHGBOAk3O9baz/3cIwiIiJShY3u2ZCwIH8m/rqBR6auYNqfO/m/81ozsvOhf3xvUSeMh85vy+z1Kbz220YfRVsGNaNhxMvOipbGBZNHOl1OMnb6OjI5Dm+1DHwcuAbYC+wDrrHWPlmWaxhn1sObwKqyTMAUERERAQgPDuCKXo2Y9udOJs/fwg2nN2Vsv6ZHPfay7g0Y0r4u/5m5hiXb9pVvoCeryelOrXf/+2HVN/BiAsx9EYoKfB2ZHIVHu5d4kjGmL/Ab8Cd/rWb5gLV2+rHOUfcSERERKWlPZi5n/XcW57Stw1MXdjiik0lJ6fsLGPL8b7j8DNNu7UtYcEA5RnqK0jbCt/fBuu+gdhun13fjPr6Oqso6me4lnm4Z+Ie1tsupHnOylHSLiIjI4XILiggOcJXq2EVb0rj41fn0axHDw0Pb0iSmppej8yBrYc10+PZ+SN8KHS6Fsx6DsDq+jqzKqQhJdw6w7niHABHW2oYeu2kJSrpFRETkVL01ZxNPTl9NgdvNma3rMLZvE7o3iTruKHmFkr8ffnsG5j4PrkDoezv0vBkCa/g6siqjIiTdjUpxWJG1NsljNy1BSbeIiIh4wp7MXCbP28J787ewd38BHepHcF3fJgxpX48AVyVZmCZ1A3z/EKz+BsLjYdDD0P4iLazjAT5Pun1NSbeIiIh4Uk5+EZ8vTuLN2ZvYmJxN3fBgLu/RkEu7NaB2eLCvwyudzXNg5gOwcwnEdYZznoBGvX0dVaWmpFtJt4iIiHiB2235Ze0e3pqzmd/WpeDvZzi7bR2u6NGIXs2iK37pidsNf34KPz4KGduhzXAY/C9nxUspMyXdSrpFRETEyzalZPPB71v4dFES+/YX0DS2Jlf0aMQVPRsR6F/BSzfy98O8F52ab78AGPR36DYW/Eo30VQcPk+6jTEPHWe3tdb+w2M3Owol3SIiIlJecguKmLbM6QG+ZNs+LuxSn/9cdPy2hBVG2kaYdpezmmVcZxj6HNTr6OuoKo2TSbo9/etY9lEeFrgOuM/D9xIRERHxmeAAFxd2rc+XN/fhtkEtmPJHEq/8usHXYZVOVFO44nO48E1I3w6vDYCZD0Jelq8jq7L8PXkxa+0zBz43xoQBtwHXAh8BzxzrPBEREZHK7PYzW7AxJZunZ6yhaUwog9vV9XVIJ2YMtB8FzQfBD486ZScrvoTz/gMtz/V1dFWOxwuPjDFRxph/Astwkvou1tr7rLV7PH0vERERkYrAGMO/R3WgU4Na3PHxEpZvT/d1SKUXEglDn4Vrv4PgcPjwUvj4CsjY4evIqhSPJt3GmH8DC4FMoL219hFr7V5P3kNERESkIgoOcPHalV2JrBHAde8sZHdGrq9DKpuGPeD6X51+3uu+hxe7w++vgbvI15FVCZ4e6b4LiAP+D9hhjMkofmQaYzI8fC8RERGRCqV2WDBvXNWNzNxCxr6TSE5+JUtY/QOh351w0zyonwDf3gNvngW7/vR1ZJWeR5Nua62ftTbEWhtmrQ0v8Qiz1oZ78l4iIiIiFVGbuHCev7Qzy3ekc+cnS3C7K2F75qimMOYLuOAN2LsFXu3vdDvJTvF1ZJWWp8tLTtgjpzTHiIiIiFRmZ7apwwPntubb5bt4e+5mX4dzcoyBDhfBhIWQcA0kvgXPd4bZz0JBJSudqQA8XV7yszHmFmNMw5IbjTGBxpiBxph3gKs8fE8RERGRCmdsvyZ0axzJ5PlbqNSLEdaIgvOecUpOGvaCHx6GF7vB8ilQmV9XOfN00j0YKAI+NMbsMMasNMZsBNYBlwH/s9a+7eF7ioiIiFQ4xhgu6daQTSnZLNxcBfpKxLaE0Z/AmC+dLiefXevUe29b6OvIKgVP13TnWmtfttb2ARoBg3BaBjay1o6z1i7x5P1EREREKrIh7etSM9DFJ4nbfB2K5zQ7A26YBcNehH1b4c0zYco4SE/ydWQVmsf7dB9grS2w1u601u7z1j1EREREKrIagf4M7RjHtGU7ycor9HU4nuPngi5j4JZF0O9uWPkVvJAAv/wL8vf7OroKyWtJt4iIiIjAxd0akFNQxDdLq+BiM0FhMOjvzmTLlufCL0/Ciwmw7BNwu30dXYWipFtERETEizo3qEXz2qFVq8TkcJGN4KK34JoZUDMWPh8Hb50Lu1f6OrIKQ0m3iIiIiBcZY7g4oT5/bN3H+j2Zvg7Huxr1gnE/w/CXIGUtvNoPfnwMCnJ8HZnPeSXpNsbceZTHdcaYTt64n4iIiEhFNrJzffz9DJ8kVoPJhn5+0PkKmJAIHS6B356Bl3vChp98HZlPeWukOwEYD8QXP64HBgCvG2Pu9dI9RURERCqk2LAgBraqzed/JFFQVE1qnWtGw4iX4aqvwbhg8kiYMhay9vg6Mp/wVtIdjdMq8C5r7V04SXgscDpwtZfuKSIiIlJhXdKtASlZ+fy0+thJ569rk3lk6grmb0ytnMvHH02T0+HGudD/PljxJbzU3ZloWc0W1vFW0t0QyC/xvABoZK3NAfK8dE8RERGRCqv/abHEhgXx6TEmVE5duoPr3l7I23M3c+lr8+nz1E88OX0VK3akV+4VLQECguGMB+DGORDd3Jlo+dHlkLnL15GVG28l3R8A840xDxtjHgHm4KxSWRPQNFYRERGpdvxdflzYpT4/r0lmT0buIfs++H0rt320mC6NIlnw4CCeu7QTbeqF8+bsTZz3/GzO/t8sXvxpHTv2VfIJibEt4dqZcPbjTo33S91h6UfVYtTbeOs3J2NMV6AvYIDZ1tpEr9yohISEBJuY6PXbiIiIiJyUjclZDHzmV+4b3IobBzQD4PVZG3l8+ioGtIzlldFdCQl0HTx+b3Y+0/7cydQlO1iwOQ1joF+LWC5JaMCZbWoT5O866n0ycgtYsyuT02qHEVEjoFxeW5mlrIevboZt86HFOTD0WQiP83VUpWKMWWStTSjTOV5Mujvi1HBb4Ddr7VKv3KgEJd0iIiJS0V00cS6pWfn8eFd//vfDOp7/cR3nta/H/y7pRKD/sYsQtqXt59PEbXy2KIkd6blE1ghgROd4RnSKJyuvkD+3p7O8+LE51VkVsmODWnx6Q6/jXten3EXw+6tOW0FXIJz3DHS4yNdRnVCFSbqNMbcB44ApOCPdI4HXrLUvePxmJSjpFhERkYruk8Rt3PvZMga2qs1Pq/dwcUJ9nrygAy4/U6rzi9yW2etT+CRxG9+v2E1+iW4o9SNDaBcXQbv4cFx+fjw1YzXXn96UB4a09tbL8YzUDfDljbDtd2h3IQz5D9SI8nVUx1SRku5lQC9rbXbx85rAPGttB4/frAQl3SIiIlLRZecV0v3xH8jOL+KaPo35+3lt8Ctlwn24vdn5/LxmD7XDgmkbF05kzcBD9v/9y+VMnr+FSVcnMLBVHU+E7z1FhTDnWWcp+Zq1YcRL0Gygr6M6qoqUdP8JdLPW5hY/DwYWWmvbe/xmJSjpFhERkcrg08Rt7M8v4spejTDm5BLu0sgtKGLky3PZlZ7D9Nv6US8ixGv38pgdS+Dz6yFlDfQYD2c+AgEVK+6TSbq9VeDzFvC7MeYRY8yjwO/AJC/dS0RERKRSuSihAVf1buzVhBsgOMDFS5d3Jq/QzW0fLqGwMizME9cJbvjVSbh/nwivng6L34e8LF9Hdkq8knRba/8LXAOkFj+ustb+zxv3EhEREZFjaxobyhMj27NgcxrP/bjO1+GUTkAInPsUjPkCrBu+ugn+cxp8eTNsnlMpWwz6e/JixphMnG4lBzeV2GetteGevJ+IiIiInNiIzvHM3ZDCiz+vp0eTaPq2iPF1SKXTbCBMSHQmWC5+D1Z8AUveg8jG0Gk0dLwMajXwdZSl4tGRbmttmLU2vMQjrMRDCbeIiIiIjzwyrC3NY0O5/eMl7MnMPfEJFYUx0LAnDH8R7l4LI1+FWg3h58edRLySqKBNG0VERETEk2oE+vPS6C5k5RVUnvruwwXWhI6XwlVfw23LoNtYX0dUakq6RURERKqJ0+qE8fiI9szbmMo/p63ydTinJrIRhMb6OopS82hNt4iIiIhUbBd2rc/qXRm8/tsmWtYN47LuDX0dUrWgkW4RERGRaub+c1vT/7RYHvpqOQs2pXn8+su3p5O0d3+pj8/MLWDu+hSPx1GRKOkWERERqWZcfobnL+tMg6gajH9vUZkS5NIY+04i/565ptTHf5qYxOVv/O7xOCoSJd0iIiIi1VBESABvXJlAQZGbse8kkp1XeMQx1lpW7Ejnk8RtFLlL1xt7T2YuuzJy2ZVe+g4puzKcYxdt2VvqcyobJd0iIiIi1VTT2FBevLwLa3dnctcnS3EXJ9ZrdmXy3+/WMOiZXznv+dnc+9ky5pSy/GPljgwAUrLySh1HSqZzbOLmqpt0ayKliIiISDXW/7RYHhjSmn9OW8UN7y1ic0o26/Zk4WegZ9NoxvRqxKNfr+TP7emcftqJu4Ws3Hkg6c4vdQzJxQl6YhUe6VbSLSIiIlLNXde3Cet2Z/HJom10axzFP4a35Zx2dakdFgzAu/O28GdSeqmutaJ4pDs9p4D8QjeB/icurDiQoK/ZlUFmbgFhwQEn+UoqLiXdIiIiItWcMYZ/XdieB85rTUTIkQlvu/gI/ijlKPSq4qQbIDU7j3oRISc8JyUrj/haIWzfl8OSbfvo16Ly9N8uLdV0i4iIiAjGmKMm3ADt48PZvi+HtOzjl4xk5xWyKTWbtnHhAKRknrjExO22pGXnc1abOviZqlvXraRbRERERI6rXXwEAH9uP36JyepdmVjLwdrv0kym3Ls/nyK3pXF0DVrWDa+yHUyUdIuIiIjIcR1MupP2Hfe4lTucpLx/cdKdXIqk+0A9d0xYEAmNIlm8dS+FRe5TiLZiUtItIiIiIscVHhxAk5iaJxzpXrkzg1o1AuhQ30nSSzPSfeCYmNAgujaKJDu/iDW7M0896ApGSbeIiIiInFC7+IgTdjBZuSODNvXCqRHoT41AV6lqug9PuqFqLpKjpFtERERETqhDfAQ70nNJPcbodWGRm9W7MmlTz5lEGRMaVKqR7uTihXFiQ4OoHxlCnfCgKjmZUkm3iIiIiJzQiSZTbkzJJq/QTdv4A0l3IKnZJ066U7PzCXAZwkP8McaQ0ChKI93lyRgzyRizxxiz3NexiIiIiFR3B5LpY5WYHFj+vU09JzmPCQ0qXXlJZh7RNYMwxgDQtVEk2/flsDM9xxNhVxgVNukG3gYG+zoIEREREXEmUzY9zmTKlTszCPT3o2lsTcDpRlLaiZQxYYEHn5emrtvttlw1aQFfL91RlpfgUxU26bbWzgLSfB2HiIiIiDjaxUew/BhJ94od6bSqG0aAy0kvY0KDSNuff8L2fylZ+cSEBh183iYunJAA13Hrur9dvotf1ybjtvYkXoVvVNiku7SMMdcbYxKNMYnJycm+DkdERESkympfPJny8BFsa+3BziUHxIYGYi2k7T9+iUlKVt4hSXeAy4+ODSKOOdLtdlue+3EtzWuHcn6HuFN4NeWr0ifd1trXrLUJ1tqE2NhYX4cjIiIiUmW1r3/0yZS7MnLZu7+ANnF/Jd3RxYn08eq6rbWkHjbSDZDQKIqVOzPYn194xDnT/tzJ2t1Z3DaoBS4/c9KvpbxV+qRbRERERMpH2+KkevlhkylXbM84ZD9wMJE+Xl13Rk4h+UVuYkIDD9netVEkRW7Lkm37Dtle5LY89+M6WtQOZUj7eif9OnxBSbeIiIiIlEpY8WTKZYeNdK/cmYEx0LJuyaTbSaSPl3QfWCY+NuzQke4uDYsnUx5W1z3tz52s35PFbWdWrlFuqMBJtzHmQ2Ae0NIYk2SMuc7XMYmIiIhUd+3rHzmZcuWODBpH1yQ0yP/gtpiwE490l1yNsqSIGgGcVieUxBJ13UVuy3M/rKVlnTCGtKtco9xQgZNua+1l1tp61toAa219a+2bvo5JREREpLprHx/BzvTcgytJgjPSXbKeGyAsyJ9Afz9Sso5d032spBuga6Mo/ti6F7fb6VDyzbIdbEjO5rYzW+BXyUa5oQIn3SIiIiJS8RxYmfLAaHdGbgFb0/Yf0rkEwBhDbGgQKZnHGenOPJB0Bx6xL6FRJJm5hazbk3WwlrtV3TAGt63rqZdSrpR0i4iIiEiptY0Lx5i/OpisOrAS5WEj3eAk08nHLS/Jx+VniKxxZNJ9YJGcxC1pfL10BxuTs7ltUOUc5QbwP/EhIiIiIiKOsOAAmsTUZFlxB5OVO4s7l9Q7WtIdxI703GNeKyUrj6iagUdNpBtF1yAmNJAFm9L4M8lZeOecSjrKDRrpFhEREZEyal9iZcoVOzKICQ2idnjwEcfFhAaReoKR7uiaR45yg1Oe0rVRpDPKnZLN7WeeVmlHuUFJt4iIiIiUUfv4CHZl5LInM9dZifIopSUAMWGBpGbnH5wMebiUrLwj2gWWlNAoCreF1vXCObtNHY/E7itKukVERESkTNoXT6b8Y8s+1u3JPGIS5QExoUEUuS37cgqOuv/wJeAP16d5DC4/w91nV+5RblBNt4iIiIiUUdv4CIyBLxdvp6DIHrISZUklV6WMOqyMxFpbnHQfvbwEnMmZSx46i7DgAM8F7yMa6RYRERGRMgkN8qdpTE1+WLUbOHrnEoDoA6tSHqVtYHZ+EbkF7uOOdANVIuEGJd0iIiIichLax0dQ6LaEBLhoHF3zqMfEFifUR2sb+FeP7uMn3VWFkm4RERERKbMDi+S0rheG6xj11n+Vlxy5KuXB1SiPM5GyKlHSLSIiIiJl1qF+LeDYpSUAESEB+PuZgwl2SX8tAX/smu6qREm3iIiIiJRZu/hwGkfXYMBptY95jJ+fITo08Kg13cnFo9+x1aS8RN1LRERERKTMagT688s9Z5zwuJjQoKOPdGfmYQxHdDWpqjTSLSIiIiJe4yTdR6/pjqwRiL+reqSj1eNVioiIiIhPHHOk+wQ9uqsaJd0iIiIi4jUxYYGkZuVj7aFLwadk5VebdoGgpFtEREREvCg2NIj8IjcZOYWHbE/JyiNaSbeIiIiIyKk72Ks7+9ASk9SsfJWXiIiIiIh4wtGWgs8tKCIrr1DlJSIiIiIinnC0VSmTixPw6tKjG5R0i4iIiIgX/ZV0/zXS/dcS8CovERERERE5ZVE1A/Ezhyfdzqi3yktERERERDzA5WeIqhl49JFuJd0iIiIiIp4RExpEcuZfNd0HJlVGq3uJiIiIiIhnHL4qZUpWHuHB/gT5u3wYVflS0i0iIiIiXhUTenh5ST4xYdWntASUdIuIiIiIlx0Y6T6wFHxyVl61qucGJd0iIiIi4mUxYUHkFrjJzi8CnPKS6tSjG5R0i4iIiIiXHezVXTyBMiUzr1pNogQl3SIiIiLiZTEHloLPyiOvsIiM3Oq1BDwo6RYRERERLyu5FHxadvVbGAeUdIuIiIiIl5VcCj4l80DSrfISERERERGPiS5RXnJwNUq1DBQRERER8ZwAlx+1agSQkpVHcnHSre4lIiIiIiIeFhMaREpm/l8j3Uq6RUREREQ868CqlCmZ+dQMdBESWH2WgAcl3SIiIiJSDg6sSpmSlVft6rlBSbeIiIiIlAMn6XbKS6pbaQko6RYRERGRchAbFkRWXiFJe3OqXbtAUNItIiIiIuXgQKK9NW2/RrpFRERERLyhZKKtpFtERERExAuiD0m6VV4iIiIiIuJxJRNtjXSLiIiIiHjBIeUlahkoIiIiIuJ5wQEuwoL8AY10i4iIiIh4zYERbtV0i4iIiIh4SUxoIEH+foQWj3hXJ9XvFYuIiIiIT9QJD6ZuRB7GGF+HUu6UdIuIiIhIubjnnJbs3V/g6zB8Qkm3iIiIiJSLRtE1aRTt6yh8QzXdIiIiIiJepqRbRERERMTLKnTSbYwZbIxZY4xZb4y539fxiIiIiIicjAqbdBtjXMBLwLlAG+AyY0wb30YlIiIiIlJ2FTbpBroD6621G621+cBHwHAfxyQiIiIiUmYVOemOB7aVeJ5UvO0QxpjrjTGJxpjE5OTkcgtORERERKS0KnLSfbSu6faIDda+Zq1NsNYmxMbGlkNYIiIiIiJlU5GT7iSgQYnn9YEdPopFREREROSkeS3pNsZMMsbsMcYsP8Z+Y4x5vrgzyTJjTJcS+wYDbwMDjTFPGWMCgUuBqd6KV0RERETEW7w50v02MPg4+88FWhQ/rgdegSO6llwI3A6sBz6x1q7wXrgiIiIiIt7htWXgrbWzjDGNj3PIcOBda60F5htjahlj6gGNKe5aAmw0xjxSfL0nvRWriIiIiIg3eS3pLoVjdSc52vYex7qIMeZ6nJFyatasSUJCgucjFSmFjcnZADSNrXlKx5TnvXJSVwIQEn3qLfCz8wvZsTeXiL17qJ2995SvV14sYDFgnI9uY8AYrDFg/MDPYPz8wM8Pc+BhDH7GOYeDx/tRBBRiKHRDobUUuMHl8iMowEVwUACuAH/w8wOXy/kYEOB87iNrUtcA0DK6Zbncr6DIze6MPPbuz8flZ6gdFkR0zSDM0abNl4LbWlKy8knOzMNtLZE1AqkdFkSgf0WeriQiVUSXEx9yKF8m3cfqTlKqriUHd1j7GvAaQEJCgk1MTPRMdCJldMmr8wD4+IZep3RMed5rxbvO94y2V578/5u07Hz+9e0qPklMol2tEG5sX4uwjDTcefnY3FzcuXnYvDwKC4tYuyuTdXuyAGgQVYOureLo0SaeBnFRbM0q5LPlyXy5Ipn0IkPbRtGM7t2UsxqFErg/i6J96eSk7iVnXwb7c/LJycln06505qzZTXKem7DwUE5vH8+A9vUJD3JBRgbs20dy0m42b9jBpt0Z7NiXi7UWjCEsyJ/IYD8iA/2oFWio5Q/h/hBKEUG2CJOXB3l5kJNz6KOgAKwFt9t5FBY6x+XmOvvz88v2Bvr7Q2ys84iJ+esRHQ1RURAc7DyCgpyPDRpAhw4QGHjSX7MDBrw9AIBfrv7llK9VFit2pPPk9NXMXp9CaHQN7hvcinPb1cWUIvu21rIsKZ0vFm9n6tId+GXnM7p1He45pyUt64aVQ/QiImCM+aOs5/gy6T5Wd5LAY2wXkXKyNzufyfO3EBsWRPcmUTSNqXlEQuR2Wz77I4knp68iM7eQ8f2bceug5tQIPP63lR37cpixfBfT/9zJh1v2ws4M6kcWkLQ3hwCXYWiP1lzVuzEdG9QqcVYdXEBo8eOAVsBZRW5+WLWbd+Zu4daNqQTOymNYxzhqhcTy4+49bEqPgpjWtGoXxpmt6zCodW3axkV4bzS0qMhJvAsK/nrk58P+/ZCV9dcjPR2Sk2HPHueRnAwpKbBkCaSmQlqak9wfTWAgdOoE3btDt27QtSu0bOkk8JVA27gIJl/XnV/XJvPk9NXc9P4fnFYnlK6NomgbF067+Aha1Q0jOOCvvwJsTd3Pl0u28+Xi7WxMySbQ348zW9fm2j5NSGgc5cNXIyJSOr78Dj0VmGCM+QinfCTdWrvTGJMMtDDGNAG243QtudyHcYpUK9+t2MUDXywnJSvv4LaY0EC6N4miW+MoujeJwuVneOjLFSzYnEa3xpH8c0T7Uo8yxtUK4dq+Tbi2bxN2pefy7fKd/LYuhYu6NuCyHg2oHRZcpnj9XX4MblePwe3qsXZ3Ju/O28znf2ynsMjSs1k01/RpzMBWtakfWaNM1z1pLheEhDiPU1FU5CTmB0bRD4y6r18PCxbAwoXw1lvw4ovO8cHBzgh4ly7OIyEB2rb1yIi4NxhjGNCyNv1axPLZom18tWSH84vYgq0AuPwMLWqH0iYunK2p+0nc4pQs9WwaxQ39m3Ju+3qEBwf48iWIiJSJ15JuY8yHwAAgxhiTBDwMBABYaycC04EhOJ1J9gPXFO8rNMZMAGYCLmCSupaIeF/6/gIe/XoFny/eTut64bxzbTeCA1ws3JTGgk1p/L4pjel/7jp4fK0aATx9YQdGda2Pn9/JFeXWjQjmmj5NuKZPE4+8htPqhPHPEe15cEgbLPaEo+4VmsvllJccrnNnuOgi5/OiIli1ChYv/uvx4YcwcaKzPzDQScQTEuC88+Css5wylQrE5We4pFtDLunWEGstSXtzWLEjnRU7Mli+PZ3Z61KIrBHIvYNbMrxTPPG1TvGXGRERH/Fm95LLTrDfAjcfY990nKRcRMrBT6t3c/+UP0nNzufWQS2YcEbzg+UXzWJDubR7QwC278th4aY0dqTncGm3hkTVrJijqCGBvpucWK5cLmjXznmMGeNsc7th40ZYtAgSE52P77/vJOIRETBiBFxyCQwa5NPQj8YYQ4OoGjSIqsHgdvV8HY6IiEdV4mEgkfKRW1DEI1NXkJyZR+3wIGqHBVMnPJjaYUHUCQ8mrlYw0aEnN3qYlVfI5pRsNqZks7n4kbQ3h7Pb1uG6vk1KPbHsuR/X8eGCrVzevRFX92lMREjp/uxuseQVuLn27URa1glj0tXdaBcfcczj42uFEN85vtSvT3zAzw+aN3cel1zibMvPhx9+gE8+gS+/hHfegZgYbugWzNcD4nwarohIdaGkW+QEHv16JR8t3EarumEsTdpHanb+EfPbLu/RkCK3xVWKMouCIjf3T1nGD6v2HFI3DVAvIpiIkAD+OW0VK3dk8MQF7Q+ZTHa4vMIi7vtsGV8u2UHLOmH874e1vDF7I9f2aUJhkRt/15GTBd1uy8LNaXy5ZDvD84rAWm4+oxm3DmpBkH81GSGubgIDYcgQ55GXB999B2+/zcVffs5l3ybBT4Nh/Hg4//xKMxlTRKSyMfZYs+MroahGre1ZD0xifdp6svKzfB2OVAEFRZbcgiIC/f0IKtHtwlpwY7EWityW/EI3AH7GUDPo2Ilrdl4h7uL/cgEup9ezn1/xxxL5en6hm7xCNy4/Q0ig64g+mvvziw5+XuS2BPn7Eejvh9ta8grdFBY5NzEGagb5YwC3dRL+giL3wV8aPmv6PAa4esedJ/sWSSUWlrqdS5cs4IolC6mbuY8d4ZF80O10PuvSh701Q098ARGRaiQ0MJTmUc0B+GR870XW2jItDqMhDTmqvEI3RW571ISvunBbJ+F2+ZlDEm5wkllX8YIq/n4Gfz/D/vyi4nPcBAf4HXYtp0zlQMJdM8if4w2KB/r74ednyMkvIjuvkBqBRx5fVHyxkAAX/i5np58xhAS4cPvD/vxCrIWs3EL8DAfv7e9n8Pf3I8Blqu3XVhy7wiJ4tt9ZTBowjDPW/skVC37l7h+/4pZfpvFN+25M7jGAVfUanPhCIiJyQlVqpFuL43jGml2ZDHn+N4rclqYxNXlvbA/iKlDHgPT9BczbmMrirXtpXz+Cc9rWJeAoZRSndI+cAoa+MJv8Qjff3NqXmFLUbF/0yly27c1hd2YucREhPD2qA90aR/Hqrxt44ef1BLn8iA51Vsz7ZHzvUsWxfHs6Y99JJCO3gGcv6cTZbevy+8ZURr/xOwAf39CTro2O3qP4klfnsT+/kCYxoezOyOW8DvU4r329Q+rP/1ocp8w9/qUKOOriOCtWOG0I333X6S0+ZAg8/LDTE1xERAAwxmikW06NtZZHv15BaJA//7moI3d+vISLJs5j8nXdaRrrmz83788vZOHmvczdkMLc9aks35GOtRwcva0dFsRl3RtyeY+G1AkvW4/no3G7LXd9soQd+3L4+IZepUq4Afz8DI2ia/DS6M7c8+kyRr/xO3XDg9mVkct57evx8NA23PLh4jLF0i4+gqkT+jDu3URueG8RIzvH8/XSHfi7DC3rhB0z4T6gRqA/z1/WuUz3lGqubVt45RV48kl4+WV45hno0QPOPRcefdRZjEdERMpMSbccYuaKXczdkMpjw9tyVps6fHh9T66atICLX53Hu9f2oE1cuNfuba1ld0Yea3dnlnhksWJHOgVFlgCXoXODSG4b1II+zWNoHx/B3A0pvDtvC8/9uI6Xfl7POW3rMqZXI3o0iSpV54+jeeXXDfywag+PDG1D10aRZT6/a6Mopt/Wj2e+W8Nv61J44oJ2DGxV56RiAagdHszHN/Tins+W8fkf2+nVNJr8wqKjTpIU8ZhateCBB+CWW+Cll+A//3FGu++4A554wlmMR0RESq1aJd25BUWs251Fs9o1K/eiGV6SW1DEP6etolXdMC4v7svcLj6CT8b34oo3fueS1+bx9jXdTji6ml/oZmd6Dtv35pC0z/m4fV8OyZl5WDhYR2yckmiMMaTnFLB2dyaZuYUHrxNdM5AWdUK5tk8TejePoVvjyCO+bgNb1WFgqzpsTsnmvflb+CRxG9P+3EmL2qEMal2Hvs1jSGgcedwOICXNWZ/CM9+tYVjHOK7q3biU79yRggNcPHhem5M+/2jXe/7STlzduxHt42sx5s3fPXZtkeMKC4P774ebb4a//Q3+9z+YORMmT3ZWvhQRkVKp0plnVl4hi7bsPbii3pKkfeQXuqkdFsTdZ7fkwq71S9XizdMKi9zszswjLiL4pEdjD7dvfz41g/xPqbb59VkbSdqbwwfjehwyitosNpRPx/dizJsLuOKNBbx2ZVf6tYgtsXpcBiuLV5BbtTODnRm5h7TUM8YpAakdFvzXyoXWYp0PgLOYybCOcZxWJ6z4EVqm3teNY2ryf+e34a6zWzJ16XamLNrOG79tZOKvGwjy96Nb4yj6NI+hb/MY2sSF4/IzWGtxF3cfcVvLnow8bvlwMc1iQ3nygvYe+9p4ijHmhL/wiHhNWJhT6z1sGFxzjVNy8uSTcNddzn9yERE5riqZdP/3uzX8sjaZFTsyDvZObhcXzlW9GtGybjjv/76Fe6cs4625m3lwSGv6tog57vUycgsoKrJEnuTqe263ZeXODOZvTGXehlQWbEojM6+QM1vX4YkL2lE77OT/TJuTX8Qrv25g4q8baB8fwVvXdCM8uHQLo5S0Mz2Hl3/ZwLnt6tK72ZHvR/3IGnxyQy+unLSAa99eSJeGkazelUl6TgHg1Fc3rx1K9yZRNI6p6SyiUiuE+MgQ6kYEl1v/55BA18ElpbPzClmwKY3Z61OYsz6Fp2as5in+yg+ONoe4ZqCLV67oSs2gKvlfQ+TUnX02LF8O48bBPffA7Nnw1lsQWfZSLBGR6qRKZhYrd2YSEuDi5gHN6NYkii4NIw9Joi7sEs83y3by1IzVXPHm7wxsVZsHhrSiee0wwOmlvHBzGvOKk+Tl29Nx+RleuzKBM1rWLlUM1lo+/2M7M1fs4vdNaQeT0yYxNTm/YxzRNQN57beNnPO/WTw+sj1D2pdtyWNrLTNX7OIf36xi+74cBrSMZc76FEa//jvvXtu9zL8gPDl9NW5reWBI62MeExsWxEfjenLPZ0vZlZHLkPb1aBsXTtu4cFrVDa9wS2/XDPLnjFa1OaOV8zXbk5nLvA2prNudhZ/hkP7YBz7v2zyG5rXVn1jkuCIj4dNP4fnn4e67nTKTKVNUbiIichxVMul+/cquxy0NMMYwtGMcZ7WpwztzN/PiT+s559nfGNK+Hjv35bBk2z4K3X9N3LtlYAt+WLWb8ZMXMenqbvRpfvyRcbfb8tg3K3l77mbqR4ZwTts69GoWTa+mMdSN+GtUe0TnOO78ZCk3vf8HwzvF8eiwttSqceJkef2eLB79egW/rUuhVd0wPrq+Jz2bRvPT6t2Mf+8PLnt9Pu+N7VHqrhsLN6cxdekObh3YnAZRNY57bESNAF67skwdciqM2mHBDO+kJcxFPMIYuO02p8zk4ouhb1+YNAkuvdTXkYmIVEhVMukubS1ucICLG/o3Y1TX+jz34zqmLEqiRZ0wxp3elN7NokloFHVw9Pbq3o257PX5jH0nkXeu7U73JkevrS0ocnP3p0v5askOxvZtwgNDWv9Vx3yY5rXD+PzG3rz8ywae/3Ed8zak8tSoDkcdTc8tKCIlK4/J87bw5uxNhAS6eGRoG67o2ehg/fXAVnWYdFU3xr67kEtencf7Y3sekuQfTZHb8sjUFdSLCGb8gGalet9ERA7q2RMSE+HCC+Gyy2DpUnj8cfBTdx0RkZKqZNJdVtGhQTw2vB2PDW93zGMiawYy+boeXPraPK55awGTx/agS8NDaxhz8ou48f1F/LImmXsHt+TG/s1O+AuAv8uPWwe1YGCr2tz1yVKueWshZ7aujZ8xpGbnk5qVR2pWPpl5f3X1uCShAfcMbnnUkey+LWJ499oeXPOW0+bvg3E9qB957NHrTxK3sWJHBs9f1lkdXUTk5NSuDT/+6LQX/Ne/YP16p7uJ2gqKiBzk1SzLGDMYeA5wAW9Ya/912P57gNElYmkNxFpr04wxm4FMoAgoLOuqP94QGxbEB+N6cvGr87hq0gI+HNeTdvERgLNK4nXvLGTR1r08MbI9l/doWKZrt4uPYOotfXj2h3V8tXg74SEBRIcG0qF+LaJDA4kJDSK6pvP8RL2yuzeJ4r2xPZz+2hPn8cG4njSOqXlwf1ZeIXsyctmVnsu/Z66he+MohnYoW025iMghAgNh4kRo2dLpaLJzJ3z1FURH+zoyEZEKwWtJtzHGBbwEnAUkAQuNMVOttSsPHGOt/Tfw7+LjhwJ3WGvTSlzmDGttirdiPBl1woOdxHviPK5483c+ur4nUTUCuXLSAjYmZ/PS5V3KPCnygCB/F/cNbsV9g1udcpydG0by4fU9GfPmAkZNnEvT2FCSM/PYnZHL/vyig8cFuvx4aGibCtceT0QqIWPgzjuhQQMYMwZOPx1++AHq6Zd6ERFvjnR3B9ZbazcCGGM+AoYDK49x/GXAh16Mx2Pia4XwYfGI9+jXf6dGkIvUrHwmXd3thO0Hy1PbuAg+vr4nD36xHCy0iQvnjJa1qR0eRO2wIOqEB9MsNvSEdd8iImVy0UUQGwvnnw8DBjilJ/Xr+zoqERGf8mbSHQ9sK/E8CehxtAONMTWAwcCEEpst8J0xxgKvWmtfO8a51wPXAzRsWLaSjlPRMLoGH4zrwcWvziczt5APxvWkU4Na5Xb/0mpRJ4xPxvfydRgiUt0MGOCsXHnuuXDGGTB/vkpNRKRa82bSfbR6haMsRwLAUGDOYaUlfay1O4wxtYHvjTGrrbWzjrigk4y/BpCQkHCs63tF09hQZt7eD7d16r1FRKSEPn1gxgwYONAZ/Z45EwLKvniXiEhV4M2eTklAgxLP6wM7jnHspRxWWmKt3VH8cQ/wBU65SoUTHRqkhFtE5Fh694bXX4eff4bbb/d1NCIiPuPNpHsh0MIY08QYE4iTWE89/CBjTATQH/iqxLaaxpiwA58DZwPLvRiriIh4y5gxzpLxL7/sPEREqiGvlZdYawuNMROAmTgtAydZa1cYY8YX759YfOhI4DtrbXaJ0+sAXxR31PAHPrDWzvBWrCIi4mVPPgmrVsGtt0KLFnDWWb6OSESkXHm1T7e1djow/bBtEw97/jbw9mHbNgIdvRmbiIiUI5cLPvjAqfO+6CJnYmWrU2+PKiJSWWidXhERKR9hYfD11xAUBEOHQlraic8REakilHSLiEj5adQIvvgCtm6FUaOgoMDXEYmIlAsl3SIiUr5694Y33nA6mtx0E9hy7fYqIuITXq3pFhEROaoxY2DNGnj8cae2+667fB2RiIhXKekWERHfeOwxJ/G++25nmfhLLvF1RCIiXqOkW0REfMPPD959F3btgiuvhNq1nSXjRUSqINV0i4iI74SEwNSp0Lw5jBgBS5f6OiIREa9Q0i0iIr4VGQkzZjgtBc89FzZv9nVEIiIep6RbRER8r0EDmDkTcnJg8GD18BaRKkdJt4iIVAxt2zqlJps2wciRkJfn64hERDxGSbeIiFQc/frB22/DrFkwbpx6eItIlaGkW0REKpbLLoNHHoHJk+Hll30djYiIRyjpFhGRiufvf4fzzoM77oD5830djYjIKVPSLSIiFY+fnzPSXb8+XHwxpKT4OiIRkVOipFtERCqmyEj49FPYvRtGj4aiIl9HJCJy0ryadBtjBhtj1hhj1htj7j/K/gHGmHRjzJLix0OlPVdERKqBrl3hhRfA7YbsbF9HIyJy0ry2DLwxxgW8BJwFJAELjTFTrbUrDzv0N2vt+Sd5roiIVHXjxsHYsU7JiYhIJXXc72DGmObGmD5H2d7PGNPsBNfuDqy31m601uYDHwHDSxnXqZwrIiJViTFKuEWk0jvRd7FngcyjbM8p3nc88cC2Es+TircdrpcxZqkx5ltjTNsynosx5npjTKIxJjE5OfkEIYmIiIiIlL8TJd2NrbXLDt9orU0EGp/gXHOUbYevcvAH0Mha2xF4AfiyDOceiOU1a22CtTYhNjb2BCGJiIiIiJS/EyXdwcfZF3KCc5OABiWe1wd2lDzAWpthrc0q/nw6EGCMiSnNuSIiIiIilcWJku6Fxphxh280xlwHLDrRuUALY0wTY0wgcCkw9bDr1DXGmOLPuxfHk1qac0VEREREKosTdS+5HfjCGDOav5LsBCAQGHm8E621hcaYCcBMwAVMstauMMaML94/ERgF3GiMKcSpE7/UWmuBo557Mi9QRERERMTXjpt0W2t3A72NMWcA7Yo3T7PW/lSaixeXjEw/bNvEEp+/CLxY2nNFRERERCqjUvXpttb+DPzs5VhERERERKokNT4VEREREfEyJd0iIiIiIl6mpFtERERExMuUdIuIiIiIeJmSbhERERERL1PSLSIiIiLiZUq6RURERES8TEm3iIiIiIiXKekWEREREfEyJd0iIiIiIl6mpFtERERExMuUdIuIiIiIeJmSbhERERERL1PSLSIiIiLiZV5Nuo0xg40xa4wx640x9x9l/2hjzLLix1xjTMcS+zYbY/40xiwxxiR6M04REREREW/y99aFjTEu4CXgLCAJWGiMmWqtXVnisE1Af2vtXmPMucBrQI8S+8+w1qZ4K0YRERERkfLgzZHu7sB6a+1Ga20+8BEwvOQB1tq51tq9xU/nA/W9GI+IiIiIiE94M+mOB7aVeJ5UvO1YrgO+LfHcAt8ZYxYZY64/1knGmOuNMYnGmMTk5ORTClhERERExBu8Vl4CmKNss0c90JgzcJLuviU297HW7jDG1Aa+N8asttbOOuKC1r6GU5ZCQkLCUa8vIiIiIuJL3hzpTgIalHheH9hx+EHGmA7AG8Bwa23qge3W2h3FH/cAX+CUq4iIiIiIVDreTLoXAi2MMU2MMYHApcDUkgcYYxoCnwNjrLVrS2yvaYwJO/A5cDaw3IuxioiIiIh4jdfKS6y1hcaYCcBMwAVMstauMMaML94/EXgIiAZeNsYAFFprE4A6wBfF2/yBD6y1M7wVq4iIiIiIN3mzphtr7XRg+mHbJpb4fCww9ijnbQQ6Hr5dRERERKQy0oqUIiIiIiJepqRbRERERMTLlHSLiIiIiHiZkm4RERERES9T0i0iIiIi4mVKukVEREREvExJt4iIiIiIlynpFhERERHxMiXdIiIiIiJepqRbRERERMTLlHSLiIiIiHiZkm4RERERES9T0i0iIiIi4mVKukVEREREvExJt4iIiIiIl3k16TbGDDbGrDHGrDfG3H+U/cYY83zx/mXGmC6lPVdEREREpLLwWtJtjHEBLwHnAm2Ay4wxbQ477FygRfHjeuCVMpwrIiIiIlIpeHOkuzuw3lq70VqbD3wEDD/smOHAu9YxH6hljKlXynNFRERERCoFfy9eOx7YVuJ5EtCjFMfEl/JcAIwx1+OMkgNkGWPWnELM5S0GSPF1EFVcub/Hn4z3zDHleq+rzKmGon/L3ue199hcc8pf/6pC/47Lh95n79N77H0ty3qCN5Puo30Xt6U8pjTnOhutfQ14rWyhVQzGmERrbYKv46jK9B6XD73P3qf32Pv0HpcPvc/ep/fY+4wxiWU9x5tJdxLQoMTz+sCOUh4TWIpzRUREREQqBW/WdC8EWhhjmhhjAoFLgamHHTMVuLK4i0lPIN1au7OU54qIiIiIVApeG+m21hYaYyYAMwEXMMlau8IYM754/0RgOjAEWA/sB6453rneitWHKmVZTCWj97h86H32Pr3H3qf3uHzoffY+vcfeV+b32Fh71FJpERERERHxEK1IKSIiIiLiZUq6RURERES8TEl3OTHGTDLG7DHGLD9s+y3Fy92vMMY87av4qoKjvcfGmE7GmPnGmCXGmERjTHdfxljZGWMaGGN+NsasKv43e1vx9ihjzPfGmHXFHyN9HWtldZz3+N/GmNXGmGXGmC+MMbV8HGqldqz3ucT+u40x1hgT46sYK7vjvcf62ecZx/l+oZ99HmSMCTbGLDDGLC1+nx8t3l6mn32q6S4nxpjTgSycFTjbFW87A/j/9u4nRIs6juP4+4NZRP+QaC3I2AikQ4T9pUORSAepsAg6dTA6ZZdWKK0WCjoZRVbnDCQk2FCsQ4KF9O+ggUsiZNFF+q+QhElkWJ8OMwvLsjP47M6zP57h84JlZ58dli8ffsz3tzPzm5kEHrB9VtKY7ZMl6xxlDRnvB7bb3ifpfmCL7bUFyxxp9Rtjr7E9Leky4DDwMPA4cMr2NknPAStsby1X6ehqyfha4EC90PwVgGS8cE052/5G0irgbeBG4DbbecnIArSM5ZWk93WiJeM3SO/rjCQBl9g+I2k58CXwNPAIA/S+nOleIrY/B07N+XgTsM322XqfHHQWoSFjA5fX21eQ570viu1fbU/X238Cx6jeIPsQsLPebSfVQT8WoClj2/ttn6t3O0g1CY8FahnLANuBLTS8lC3OT0vG6X0dack4va9Drpypf1xef5kBe18m3WWtBu6RdEjSZ5LuKF1QD00Ar0r6EXgNeL5sOf0haRy4BTgErKyfsU/9faxgab0xJ+PZngD2LXlBPTU7Z0kbgJ9tHylbVb/MGcvpfUMwJ+MJ0vs6JWmZpK+Bk8DHtgfufZl0l3UBsAK4C3gWmKovYUR3NgGbba8CNgM7CtfTC5IuBXYDE7ZPl66nj5oyljQJnAN2laqtT2bnTJXrJPBiyZr6Zp6xnN7XsXkyTu/rmO1/ba+husp4p6SbBv0bmXSX9ROwp75s8RXwH5BFO93aCOypt98Hsphkker72XYDu2zPZHuivrdw5h7DXC5ehIaMkbQReBB4zFmQs2jz5HwDcD1wRNJxquY6LenqclWOtoaxnN7XoYaM0/uGxPYfwKfAegbsfZl0l7UXWAcgaTVwIZAFO936Bbi33l4HfF+wlpFXn43aARyz/fqsX31IdZCn/v7BUtfWF00ZS1oPbAU22P6rVH19MV/Oto/aHrM9bnucanJ4q+3fCpY6slqOF3tJ7+tES8bpfR2SdNXME6MkXQzcB3zLgL0vTy9ZIpLeA9ZS/Td/AngJeBd4B1gD/AM8Y/tAoRJHXkPG3wFvUl3O/Bt4yvbhUjWOOkl3A18AR6nOTgG8QHUP4RRwHfAD8KjtuYta4zy0ZPwWcBHwe/3ZQdtPLn2F/dCUs+2PZu1zHLg9Ty9ZmJax/AnpfZ1oyfg06X2dkXQz1ULJZVQnrKdsvyzpSgbofZl0R0REREQMWW4viYiIiIgYsky6IyIiIiKGLJPuiIiIiIghy6Q7IiIiImLIMumOiIiIiBiyTLojIiIiIoYsk+6IiIiIiCH7H1FVU021lHNhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filters = ['g', 'r', 'z']\n",
    "cp = 0.9\n",
    "f_decals_5sg = [23.95, 23.54, 22.50]\n",
    "magcuts = {}\n",
    "\n",
    "index = [ind_g, ind_r, ind_z]\n",
    "cp_curves = [g_band, r_band, z_band] # from DES\n",
    "\n",
    "for i, f in enumerate(filters):\n",
    "    ind = index[i]\n",
    "    hists, magcut = plot_Ncounts_cp([deeper_survey, hs82_],[bands_deep[i], bands[i]],[area_deeper, area_hs82], bins, ['cosmos-decals-{}'.format(f), 'hs82 decals-{}'.format(f)],cp, 0.88,0.92);#, xlim=xlim, mg_lim=mg_lim);\n",
    "    plt.vlines(f_decals_5sg[i],0,1, color='green')\n",
    "    plt.plot(cp_curves[i]['x'], cp_curves[i]['y'], color='red')\n",
    "    \n",
    "#     plt.savefig('./data/figs/NCounts/nc_hs82-cosmos-decals-{}.png'.format(f))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "ind_g = hs82_['sn_g'] > 5\n",
    "ind_r = hs82_['sn_r'] > 5\n",
    "ind_z = hs82_['sn_z'] > 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-6-a1698c526b25>:20: RuntimeWarning: divide by zero encountered in log10\n",
      "  ax1.plot(bins_center, np.log10(hists['hist'+str(i)]), label=labels[i])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Magnitud cut:  21.06122448979592\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-6-a1698c526b25>:20: RuntimeWarning: divide by zero encountered in log10\n",
      "  ax1.plot(bins_center, np.log10(hists['hist'+str(i)]), label=labels[i])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Magnitud cut:  19.632653061224488\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-6-a1698c526b25>:20: RuntimeWarning: divide by zero encountered in log10\n",
      "  ax1.plot(bins_center, np.log10(hists['hist'+str(i)]), label=labels[i])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Magnitud cut:  19.632653061224488\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filters = ['g', 'r', 'z']\n",
    "cp = 0.9\n",
    "f_decals_5sg = [23.95, 23.54, 22.50]\n",
    "magcuts_decals = {}\n",
    "\n",
    "index = [ind_g, ind_r, ind_z]\n",
    "cp_curves = [g_band, r_band, z_band] # from DES\n",
    "\n",
    "decals_mg = {}\n",
    "for i, f in enumerate(filters):\n",
    "    ind = index[i]\n",
    "    hists, magcut = plot_Ncounts_cp([deeper_survey, hs82_[ind]],[bands_deep[i], bands[i]],[area_deeper, area_hs82], bins, ['cosmos-decals-{}'.format(f), 'hs82 decals-{}'.format(f)],cp, 0.88,0.92);#, xlim=xlim, mg_lim=mg_lim);\n",
    "    magcuts_decals[f] = magcut    \n",
    "\n",
    "    plt.vlines(f_decals_5sg[i],0,1, color='green')\n",
    "    plt.plot(cp_curves[i]['x'], cp_curves[i]['y'], color='red')\n",
    "    plt.title('sn_5')\n",
    "#     plt.savefig('./data/figs/NCounts/nc_hs82-cosmos_sn3_decals-{}.png'.format(f))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'g': 21.06122448979592, 'r': 19.632653061224488, 'z': 19.632653061224488}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "magcuts_decals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'g': 23.306122448979593,\n",
       " 'r': 23.10204081632653,\n",
       " 'i': 22.693877551020407,\n",
       " 'z': 21.877551020408163,\n",
       " 'y': 20.653061224489797}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "magcuts_des = {'g': 23.306122448979593,\n",
    " 'r': 23.10204081632653,\n",
    " 'i': 22.693877551020407,\n",
    " 'z': 21.877551020408163,\n",
    " 'y': 20.653061224489797}\n",
    "\n",
    "magcuts_des"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'g': 23.95, 'r': 23.54, 'z': 22.5}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f_decals_5sg = {'g':23.95, 'r':23.54, 'z':22.5}\n",
    "f_decals_5sg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "f_des_10sg = [23.52, 23.10, 22.51, 21.81, 20.61]\n"
   ]
  }
 ],
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