{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "plt.rcParams.update({'font.size': 16})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set cluster name and position" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#cluster_name, cluster_ra, cluster_dec = 'Abell2065', 230.62156, 27.70763\n", "#cluster_name, cluster_ra, cluster_dec = 'Abell2063', 230.77116, 8.60859 \n", "cluster_name, cluster_ra, cluster_dec = 'Abell1795', 207.21886, 26.59160" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read CSV file containing SDSS data (assumes the file lives in same directory as your notebook, and is named cluster_name_SDSS.csv)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25172 objects in table\n", "Column names: ['ra', 'dec', 'type', 'u', 'g', 'r', 'i', 'z', 'modelMagErr_u', 'modelMagErr_g', 'modelMagErr_r', 'modelMagErr_i', 'modelMagErr_z', 'lnLDeV_g', 'lnLExp_g', 'redshift', 'redshiftErr']\n" ] } ], "source": [ "from astropy.io import ascii\n", "SDSS=ascii.read(cluster_name+'_SDSS.csv')\n", "print('{} objects in table'.format(len(SDSS)))\n", "print('Column names: ',SDSS.colnames)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot a (logarithmic) histogram showing the number of objects as a function of r-band magnitude. Also plot a line at the SDSS limiting r-band magnitude of r=22.2" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZQAAAEQCAYAAACX5IJuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAXxklEQVR4nO3df7RlZX3f8ffHX6EanQyBECuMN5OLIJrqWlwNxmRJsOKPZCQWpMkyRLEwmhZaa22ikaZEklpXqiYxahwxxRibGMUExkSpAgIaRouptRktgoowS40jjIOAEpVv/9j76pnDudx7z+xzz7l3v19rnXXu2fvZ+3zvZjPf+/zYz5OqQpKkg3W/aQcgSdoYTCiSpE6YUCRJnTChSJI6YUKRJHXiAdMOYFoOO+ywmpubm3YY0my7/vrm/ZhjphuHZsYnPvGJr1XV4aP29TahzM3Ncd111007DGm2nXhi8/7hD08zCs2QJF9cap9NXpKkTphQJEmdMKFIkjphQpEkdcKEIknqhAlFktSJ3iWUJNuS7Ni/f/+0Q5GkDaV3CaWqdlbV9k2bNk07FEnaUHr7YKOkpc29/K8B+PPP38oJW394ytFovehdDUXS6uz6/K3Mvfyvv5dkpKVYQ5EEYMLQQbOGIknqhAlFktQJm7ykHlttM9dg+Zv+6891HY7WOWsokqROmFAkSZ2wyUvqGUdzaVKsoUiSOrHuayhJLgcOAwr4BnBuVX1yqkFJPWAHvYat+4QC/Iuq2g+Q5DnARcDjpxmQNEts4tJaWfMmryRHJnlDkmuT3JWkkswtUfaoJO9Jsj/J7Unem2TLYJnFZNJ62CRjlyQtbRp9KPPA6cA+4JqlCiV5MHAFcCzwfOAM4GjgyiQPGSr7ziR7gAuAX55Q3JKk+zCNJq+rq+oIgCRnAScvUe5sYCtwTFXd2Jb/FHAD8CLgdYsFq+p5A+d7DWCDrnptrZu57E8RTKGGUlX3rLDos4Fdi8mkPfYLwEeBU5Y45m3A05I437YkrbFZHjb8GODvR2zfDRwHkGRzkocP7DsV+Cpw26gTJtme5Lok1+3du7freCWp12Z5lNehNP0sw24DNrc/bwbeleQQ4B6aZPLzVVWjTlhVO4AdAAsLCyPLSJLGM8sJBZpnS4blezurPg88Ye3CkWaXw4M1bbPc5LWPppYybDOjay4rkmRbkh379+9fvrAkacVmOaHspulHGXYc8OlxT1pVO6tq+6ZNm8YOTJJ0b7OcUC4FTkiydXFD+wDkk9t9kqQZMpU+lCSntT8e374/M8leYG9VXdVueytwDnBJkvNo+lMuAG4B3nIQ370N2DY/Pz/uKSRJI0yrU/7dQ5/f1L5fBZwIUFV3JjkJeD3wDprO+MuBl1TVHeN+cVXtBHYuLCycPe45pFlhR7xmyVQSSlVl+VJQVTfTPFsiSZpxsz5suHM2eUmT5TQs/TXLnfIT4SgvSZqM3iUUSdJk9K7JS1rv7IjXrOpdDcUn5SVpMnpXQ3HYsNYjayVaD3pXQ5EkTUbvaiiS1o5DiPvFGookqRO9Syh2ykvSZPQuofhgoyRNhn0o0oxyZJfWm97VUCRJk2ENRZoh1kq0nllDkSR1oncJxVFekjQZvWvycuoVaTp8yHHj610NRZI0Gb2roUizxo74g2PNZ3ZYQ5EkdcKEIknqhE1ektaczVQbkwlFmgL7TbQR9a7Jy+dQJGkyepdQnG1YkiajdwlFkjQZJhRJUidMKJKkTjjKS1ojjuwabfi6OIx4/TKhSFp3TM6zyYQiaaYslSysucw+E4o0Qf4lrT4xoUhaF0zOs693o7x8Ul6SJqN3CcUn5SVpMnqXUCRJk2EfitQBp2OfDf53mC4TijSG++ogtvNYfWWTlySpE9ZQJG1INn+tPWsokqROmFAkSZ2wyUvShmfz19qwhiJJ6oQ1FGmFHA4s3bd1X0NJckiSv0rymSSfTHJZkq3TjkuS+mbdJ5TWm6vq0VX1eGAncOGU45Gk3plKQklyZJI3JLk2yV1JKsncEmWPSvKeJPuT3J7kvUm2LO6vqm9V1WUDh+wCrKFI0hqbVg1lHjgd2Adcs1ShJA8GrgCOBZ4PnAEcDVyZ5CFLHHYucEmn0UqSljWtTvmrq+oIgCRnAScvUe5smtrGMVV1Y1v+U8ANwIuA1w0WTvIK4FHAUycUtyRpCVNJKFV1zwqLPhvYtZhM2mO/kOSjwCkMJJQkLwNOBf55Vd3VZbzaOHweQZqcWR82/BhGN1/tBp67+CHJS4FfokkmX1+b0LRROTxYGs+sJ5RDafpZht0GbIamgx94LfB5mr4VgO9U1cLwQUm2A9sBtmzZMrxbPWNtRerWrCcUgBqxLd/bWbVn8PN9nqhqB7ADYGFhYdR51VPWSqSDN+vPoeyjqaUM28zomsuykmxLsmP//v0HFZgk6UCznlB20/SjDDsO+PQ4J6yqnVW1fdOmTQcVmCTpQLOeUC4FThicSqV9APLJ7T5J0oyYWh9KktPaH49v35+ZZC+wt6quare9FTgHuCTJeTT9KRcAtwBvGfN7twHb5ufnx45d0vrlYIzJmWan/LuHPr+pfb8KOBGgqu5MchLweuAdNJ3vlwMvqao7xvnSqtoJ7FxYWDh7nOO1PviPhrT2ppZQqmqlI7NupnlgUZI0w9bDsGHpoDgkWFobvUso9qFsLDZtSbNj1kd5dc5hw5I0Gb2roUjSImu43epdDUWSNBm9SyhOvSJJk9G7hGIfiiRNhn0o2jAcHixNV+9qKJKkyTChSJI60buEYqe8JE1G7xKKnfKSNBnLdson+c3VnLCqXjV+ONLy7HyXZtNKRnmdv4Iyg+uzm1AkqYdW0uT1wGVeTwD+J81aJTdOJkxJ0qxbNqFU1XdHvYCtwJ8CH6NZ4317+y5J6qFVd8onOSrJhcBu4CTgZcDRVXVhm2hmmqO8JGkyVvykfJIfAV5JUxP5Fk1fyeur6s4JxTYRLgG8PtkRL82+lYzy2gT8OnAuTT/J7wOvqap9E45NG5RThksb00pqKF8ANtF0vP828GVgc5LNowpX1ee7C0+S1oZ/6By8lSSUH2rfnw6cvILy9x87GknSurWShHLmxKOQ8C9Eab1bNqFU1dvXIhBpkJ3w0vrTu7m8HDYsSZPRu4Ti5JCSNBm9SyiSpMlwCWCtCftEpI3PGookqRPWUDRV1lykjcMaiiSpE9ZQNDHWPqR+sYYiSeqECUWS1AkTiiSpE73rQ0myDdg2Pz8/7VAkzSgnKh1P72ooTr0iSZPRu4QiSZoME4okqRMmFElSJ0wokqROmFAkSZ0woUiSOmFCkSR1woQiSeqECUWS1IneTb2i8TkdhaT7su5rKEl+I8n1Se5J8gvTjkeS+moj1FAuB94FvG3agfSVC2lJginUUJIcmeQNSa5NcleSSjK3RNmjkrwnyf4ktyd5b5Itg2Wq6mNV9bk1CV6StKRpNHnNA6cD+4BrliqU5MHAFcCxwPOBM4CjgSuTPGQN4pQkrcI0mryurqojAJKcBZy8RLmzga3AMVV1Y1v+U8ANwIuA161BrJKkFVrzGkpV3bPCos8Gdi0mk/bYLwAfBU6ZRGySpPHNcqf8Y4BLRmzfDTx3nBMm2Q5sB9iyZcsypQVLd7jbEa++cLj8ys3ysOFDafpZht0GbF78kOS8JHuAJwEXJtmT5EdHnbCqdlTVQlUtHH744RMJWpL6apYTCkCN2JYDClT9dlUdWVU/UFWHtT9/ZY3ikyS1ZrnJax9NLWXYZkbXXFYkyTZg2/z8/LinWLeGm6msvkvq0izXUHbT9KMMOw749LgnraqdVbV906ZNYwcmSbq3WU4olwInJNm6uKF9APLJ7T5J0gyZSpNXktPaH49v35+ZZC+wt6quare9FTgHuCTJeTT9KRcAtwBvOYjv7m2T17ClRmrZFCatnqPBpteH8u6hz29q368CTgSoqjuTnAS8HngHTWf85cBLquqOcb+4qnYCOxcWFs4e9xySpHubSkKpqixfCqrqZuDUCYcjSerALPehSJLWkVkeNjwR9qEsz6fgpe70qW+ldzUUhw1L0mT0LqFIkibDhCJJ6oR9KJK0js1SH03vaij2oUjSZPQuoUiSJsOEIknqhAlFktQJO+UlaUyrfQh4ljrQJ6F3NRQ75SVpMnqXUCRJk2FCkSR1woQiSeqEnfJrZKN3xkn6vknP2D2rM4L3roZip7wkTUbvEookaTJMKJKkTphQJEmdMKFIkjphQpEkdcKEIknqhM+hTMFSY8i7ej7FZ16kyejy+Y+VnGu1//8On3Pw+LX4d6F3NRSfQ5GkyehdQpEkTYYJRZLUCROKJKkTJhRJUidMKJKkTphQJEmdMKFIkjphQpEkdcKEIknqhFOvjGGtpzZZ6vtmdRlQSf3UuxqKU69I0mT0LqFIkibDhCJJ6oQJRZLUCROKJKkTJhRJUidMKJKkTphQJEmdMKFIkjphQpEkdcKEIknqxLpPKEl+PMlHknw2yf9OsjDtmCSpj9Z9QgH+CLioqh4F/BrwziSZckyS1DtrnlCSHJnkDUmuTXJXkkoyt0TZo5K8J8n+JLcneW+SLQP7DwdOAN4OUFUfbHcdP+nfQ5J0oGnUUOaB04F9wDVLFUryYOAK4Fjg+cAZwNHAlUke0hbbAnypqr49cOgX2+2SpDU0jfVQrq6qIwCSnAWcvES5s4GtwDFVdWNb/lPADcCLgNctcZzNXZI0BWteQ6mqe1ZY9NnArsVk0h77BeCjwCntppuBf5rkgQPHPbLdLklaQ7O8YuNjgEtGbN8NPBegqvYm+TjwAuCtSZ5GU0P5xKgTJtkObAfYsqX7VrHhFRRXu5rjSlZgXO0qja7qKK1f6+3/31ke5XUoTT/LsNuAzQOfXwycmeSzwO8Cz6uqGnXCqtpRVQtVtXD44Yd3HrAk9dks11AARiWGA/pIquoG4KfWJhxJ0lJmuYayj6aWMmwzo2suK5JkW5Id+/fvHzswSdK9zXJC2U3TjzLsOODT4560qnZW1fZNmzaNHZgk6d5mOaFcCpyQZOvihvYByCe3+yRJM2QqfShJTmt/XHyi/ZlJ9gJ7q+qqdttbgXOAS5KcR9OfcgFwC/CWg/jubcC2+fn5cU8hSRphWp3y7x76/Kb2/SrgRICqujPJScDrgXfQdMZfDrykqu4Y94uraiewc2Fh4exxzyFJurepJJSqWtHT7FV1M3DqhMORJHVglvtQJsJRXpI0GVniGcANr+2z+eKYhx8GfK3DcPrAa7Z6XrPV85qt3mqv2SOrauST4b1NKAcjyXVV5UJeq+A1Wz2v2ep5zVavy2vWuyYvSdJkmFAkSZ0woYxnx7QDWIe8ZqvnNVs9r9nqdXbN7EORJHXCGookqRMmFElSJ0woIyQ5Mskbklyb5K4k1U5MOVxuc5ILk3wtyZ1JPpTkJ6YQ8tSt5JolmWu3j3r90HQin44kpyW5OMkXk3wzyfVJXp3koUPlvMdaK7lm3mMHSvL0JFck+UqSu5PsSfIXSY4bKtfJfWZCGW0eOJ1m3ZVrRhVIEppZj58BnEszRcwDgSuTHLlGcc6SZa/ZgFcDTxp6fWOi0c2elwHfBX6D5h56M/CrwAeT3A+8x0ZY9poN8B5rHEqzJPo5wMnAK2iWBdmV5JHQ8X1WVb6GXsD9Bn4+i2am47mhMqe02392YNsmmiWK/2Dav8OMXrO5dvtZ04532i/g8BHbfqW9Pie1n73HVn/NvMeWv47HtNfoP7SfO7vPrKGMUFX3rKDYs4EvVdWVA8ftB3bS/AfqlRVeM7Wqau+Izf+rfX9E++49NmCF10zLu7V9/3b73tl9ZkIZ32OAvx+xfTewJckPrnE868mrk3wnyf4kl/a1T2CEp7Tvn2nfvceWN3zNFnmPDUhy/yQPSnI0zXpSXwH+vN3d2X1mQhnfoYxe2/629n3zGsayXtxNczO/CPhZmjbxnwD+NsmjpxnYtCV5BPAq4ENVdV272XvsPixxzbzHRvsYzbX5LPDPaJoIv9ru6+w+m9YCWxtBaNodR23XCFX1ZeDFA5uuSfIBmr+EXgn88lQCm7L2L8BLgO8AZw7uwntspKWumffYks4AHgZspUmyH0zy01V1Ex3eZ9ZQxncbTWYftpjNR2V8DamqW4CPAE+YdizTkOQQmhE2W4GnV9Wegd3eYyMsc83upe/3GEBVfaaqPlZVfwY8FfhB4OXt7s7uMxPK+HbTtD0OOw64uQ5imeIeWuovpA0tyQOBi4EnAs+qqv87VMR7bMgKrtmSh9LDe2yUqvo6cCPNUH/o8D4zoYzvUuARSRY7BUnyMGBbu08rkGQL8GSaNt7eaJ+beCfNX4unVNWuEcW8xwas8JqNOq6X99hSkhwBHAt8rt3U2X3m5JBLSHJa++NTadpk/zWwF9hbVVe1N/dHgKOA/0hTLXwFTYfX49pqdq+s4Jq9luaPmGvb7cfQXLNNwE9W1fVrH/V0JHkzzTX6HeB9Q7v3VNUe77EDrfCaeY8NSPKXwN8BnwJuBx4F/HvgR4EnVtVnO73Ppv2Qzay+aKrHo14fHihzKPDHNG2QdwGXt/8Bph7/LF4z4IU0zw3so+lM/QrwP4Bjph37FK7VTfdxvc73HhvvmnmP3eua/TrNk/Jfb++f62lGwc0NlevkPrOGIknqhH0okqROmFAkSZ0woUiSOmFCkSR1woQiSeqECUWS1AkTirROJbkoyU0Dn+eSnJ9k6wS+66YkF3V9Xm0sJhRp/boAeM7A5zngP9NMmiitOaevVy8k+YGqunvacXSpqj63fClp7VhD0YbTNvtUkscmuSzJHcBf3Ef5i5LsSbKQ5G+TfDPJ9Ul+rt3/0rbJ5/YklyQ5fOj4c5Jcm+S2JF9Psmvx2KFyW5P8TZK7knw1yWuTbG9jnRsod1OSP03yi0k+k+TOJNcl+ekRcd/U/nwisLiE6wfbc1a7nfbn84eOn2u3v2Bo+79rY/hW+70/s8R1+7Ek70yyN8ndST6Z5DmjyqofrKFoI7sEeBvwGmC5Ne8fBvwJ8N+AL9EsxnRxkjfSTKj3b4AjgN8D3gicPnDsHHAhzVxTD6CZpfV9SZ5VVe8HSPIg4IPAITSTZn4VOAs4jdF+hmZiw/8EfIumeet9SeaqmX582N+1Mb4R+Ld8f631Ty/zex8gyb9qf8eLgHfRTHH+Z8BDh8odRTN771dpJhvcC/xLmmv2C1XVu9mQZULRxvYHVfX7Kyz7UODFVXU1QJIvAf8H+HnguKr6brv9scC5Se6/uK2qXrZ4knbm1stpktCLgfe3u15A07fxk1X18bbs+4FPAltGxPMw4PFVta8t+xWaJPEsmskOD1BVtydZTB6fqRVO7T6ojf184LKqOnNg+16+v/74ovNp1hh5SlXd2m67rE00r6KH0+vLJi9tbH+5irJ3LiaT1v9r3z+0mDgGtj8AePjihiTHJ3lfkn+gmeH228DTaGoYi06gWazo44sbqpmZ9eIl4rl2MZm0FheSGpV8unJk+xpuHryY5vca9Azgb4D9SR6w+AIuAx7XrqehnjGhaCP78irKfn3wQ1X9Y/vj8PKni9sPge81/VxOM/33ucBP0Sw1+4HFMq2H0zQPDfuHJeK5bSiexQEFh4wo25XFJHlATFX1HeDWobI/AvwKTfIcfP1uu/+HJxemZpVNXtrI1mJthmfQLN50eg2sbZ7kwUPlvkyzpOqwIyYY26C7gQcNbRv+R38xAR8QU1vzGC57K3ANTf/UKF8aI0atcyYU6eAsJo5vL25I8iiaJWf3DJTbBZyZ5IkDfSgBTu0wlsVazD8Zse+LwGOHtg2PRNsD3EIz4OCPB7afyr3/rfgA8CRgd1V9c6xoteGYUKSD8yGa/oU/aZeffTjwW8DNHNikfBHN6nnvTfJKmlFRZwGb2/3LjUJbic+2sbwwyW00Ceb6qvoGTaf6ee1376IZRfZLgwdX1T1Jfgu4MMl/b4+Zp1kO9vah7/pN4OPA1Un+kGaE22aapLW1ql7Ywe+jdcY+FOkgVNVu4HnAI2lGNv0a8HLg6qFy/wicTLO29x8Bb6epDbyxLbK/g1huBc4BHgdcRTMq7Ph296uBP2z3/xXwaOCMEed4G/AS4CSaYddnAr/IUF9SVd0MLNCMhPsvNEOi3ww8BbjiYH8XrU8uASxNUZL3AY+uqh+fdizSwbLJS1ojSV4K3AHcQPPcy3Np+jF+dZpxSV0xoUhr526ap8q3APcHrgfOapuZpHXPJi9JUifslJckdcKEIknqhAlFktQJE4okqRMmFElSJ/4/pqFwLKJilAkAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bins=np.arange(10,30,0.2)\n", "plt.hist(SDSS['r'],bins=bins)\n", "plt.yscale('log')\n", "plt.axvline(x=22.2,color='red')\n", "plt.xlabel('r magnitude')\n", "plt.ylabel('N');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Work out the angular distance (in arcsec) of each object from the cluster center. This uses astropy's \"SkyCoord\" functionality to calculate angular distances, and makes a new column in the SDSS table called 'angdist_arcsec'" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from astropy.coordinates import SkyCoord\n", "from astropy import units as u\n", "cluster_pos=SkyCoord(cluster_ra,cluster_dec,unit='deg',frame='icrs')\n", "gal_coo=SkyCoord(SDSS['ra'],SDSS['dec'],unit='deg')\n", "SDSS['angdist_arcsec']=gal_coo.separation(cluster_pos).arcsec" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Make a plot of positions on the sky (ra,dec)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['ra'],SDSS['dec'],s=1)\n", "\n", "# this sets the plot XY equal in coordinate degrees (but doesnt factor in the cos(dec) distortion)\n", "plt.gca().set_aspect('equal')\n", "# this inverts the ra axis so that east is to the left (ie usual astronomical orientation)\n", "plt.gca().invert_xaxis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Do the same thing, but this time only for extended objects (ie galaxies)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gals = SDSS['type']==3\n", "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['ra'][gals],SDSS['dec'][gals],s=1)\n", "\n", "plt.gca().set_aspect('equal')\n", "plt.gca().invert_xaxis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Well, that's a mess. How about doing it just for bright galaxies?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# let's call a galaxy 'bright' if it's brighter than a mag of r=18.5\n", "brightgals = np.logical_and(gals,SDSS['r']<18.5)\n", "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['ra'][brightgals],SDSS['dec'][brightgals],s=1)\n", "\n", "plt.gca().set_aspect('equal')\n", "plt.gca().invert_xaxis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Redo that, overlaying with red X's the ones that have redshifts" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['ra'][brightgals],SDSS['dec'][brightgals],s=1)\n", "\n", "brightgals_withz = np.logical_and(brightgals,SDSS['redshift']>0)\n", "plt.scatter(SDSS['ra'][brightgals_withz],SDSS['dec'][brightgals_withz],s=20,marker='x',color='red')\n", "\n", "plt.gca().set_aspect('equal')\n", "plt.gca().invert_xaxis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's say we thought the cluster was at z=0.05 (It's not!) Let's work out how far out in radius 1 Mpc would be, and then plot things again." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "At z=0.05, 1 Mpc projects to 1012.6 arcsec\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "\n", "# first plot all bright galaxies\n", "plt.scatter(SDSS['ra'][brightgals],SDSS['dec'][brightgals],s=1)\n", "\n", "# now figure out 1 Mpc in angular size at the cluster redshift:\n", "\n", "\n", "# Remember at cosmological distance, Euclidian geometry does not work. If \n", "# we want to calculate sizes and luminosities, we have to account for the\n", "# curvature of space and other cosmological effects. To do this, we \n", "# define things called the luminosity distance and angular size distance\n", "# that depend on redshift and the cosmological parameters of the universe,\n", "# and then we can use these distances to calculate size or luminsoity AS IF \n", "# space was Euclidian. See my ASTR222 cosmology notes for details:\n", "# http://burro.case.edu/Academics/Astr222/Cosmo/Observing/observing.shtml\n", "# or my ASTR328 notes for even more details:\n", "# http://burro.case.edu/Academics/Astr328/Notes/Observables/Observables.html\n", "\n", "# first import the cosmology: we'll use the cosmological parameters determined\n", "# from the final analysis of the WMAP mission:\n", "from astropy.cosmology import WMAP9 as cosmo\n", "\n", "# then define the redshift and calculate the angular size distance to the cluster\n", "redshift = 0.05 # REMEMBER, YOU NEED TO SET THIS TO THE PROPER VALUE FOR EACH CLUSTER\n", "DA = cosmo.angular_diameter_distance(redshift) # this is the angular diameter distance in Mpc\n", "\n", "# and now we can work out the angular size that corresponds to a cluster radius of 1 Mpc\n", "# Here we are just ysing the small angle approximation: \n", "# angle[radians] = physical size / distance\n", "# (and remember physical size and distance must be in the same units!)\n", "# Then we convert from radians to arcseconds by multiplying by 206265\n", "One_Mpc_In_Arcsec = (1.0/DA.value) * 206265\n", "print('At z={:.2f}, 1 Mpc projects to {:.1f} arcsec'.format(redshift,One_Mpc_In_Arcsec))\n", "\n", "# now plot all bright galaxies projected within 1 Mpc\n", "inside1Mpc = SDSS['angdist_arcsec']" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['r'][inside_1Mpc],SDSS['modelMagErr_r'][inside_1Mpc], s=.5)\n", "plt.ylabel('r mag unc')\n", "plt.xlabel('r mag')\n", "plt.ylim(0,0.11)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "type3=SDSS['type']==3\n", "type6=SDSS['type']==6\n", "r_20=SDSS['r']<20\n", "dec_ra_want=np.logical_and(type3,r_20)\n", "dec_ra_want2=np.logical_and(type6,r_20)\n", "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['ra'][dec_ra_want],SDSS['dec'][dec_ra_want],s=1)\n", "plt.gca().invert_xaxis()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['ra'][dec_ra_want2],SDSS['dec'][dec_ra_want2],s=1)\n", "plt.gca().invert_xaxis()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(19.0, 14.0)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "redshift=SDSS['redshift']!=-999\n", "arcmin30 = SDSS['angdist_arcsec']<1800\n", "red_30 = np.logical_and(redshift,arcmin30)\n", "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['r'][red_30],SDSS['redshift'][red_30],s=2)\n", "plt.ylim(0,0.1)\n", "plt.xlim(19,14)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.06257685556338029\n" ] } ], "source": [ "incluster=(np.abs(SDSS['redshift']-.06)<0.015)\n", "red_avg = np.mean(SDSS['redshift'][incluster])\n", "print(red_avg)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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nB/w6E7zRgkQU6jx1L5Grz9L2WHT/gR3NXAimKxh5HYDpmOXCw4p0gyPTWUhQ8B1BEEudnJnuFUUpAvAigM8A+IKqqm/a3PWfAbgA/LYwlhPAbgCvLXbEfbrIpvX5+niN3AHptp+1Y4IXLQ9c2ClKkhlf7kqXyoxudj1Y8xxx4ZErDTodlwkF3xEEsdTJWVMbRVH+FsDvAvgLACelr4dVVR1WFKUBwDUAT6qq+qSw748AbINWMOc6gN8DsAPAr6uq+n9SHXsxmtqYkY1mL5lipl2LlfZO9Yzovjf6DkjOoxfz9dPR6DO9Huma243mRhAEUahYNbXJpaB/F0CDydd/pqrqnyqK8hFogvzPVFX9U2HfUmgLhD3QSuC+Ba0E7r/ZOXY+Cfpc+XhTjStWrGupq0JFiTNpWyOhm+uFiZ15G32fzrzYtgAWZYFFEASx0FgJ+lwWzPmIjW3ehUE0vaqqYQB/kPhvSZOr4jqpgvCYP93ncQGqmhTwZtR0R/z3Ypmqs1FeuL2tCYFwlFcHJAiCWM5Q97ock6lGnyoILFUQXktdlc63fKSjDyMT07pyt0aLEKuFiZ1zealzEIdPX8G+besNO+Rlel7pIFcHJAiCWM5QP/ock2mOd6ogsFRBeAd2NOtq27e3Nc1Vv1MsSxKYYudcDp++An8oisOnrxh+n8l5MTeEeOylUEWPyC50zwkiM0ijzzGZaqipTP52LQWiBn1gR/O82tTaOZd929Zzjd6ITFwZcuMc9hmlvS0v6J4TRGaQRp9jcpUqZqZdG5Xdbamr0nzWmHtB7nz6DHY+czYt7UgU0maa1Z4t9bjwxOewZ0u9LQ3MzjbMCnD0kc26xjn5lvZGGmduycd7ThBLARL0i4yVcMikvK1Rnr1c4tYsB94udt0Rdrazs002G+fkEirFm1vy8Z4TxFKATPcLhJmp3cocafWd2H/+4Wc7+bhGpnHZ5N7e1oSRiWmMToQzKmdr1x1hZ7vFjvLPJoV0LgRBFA45y6NfTPIpj55hlgdu5Wu344fPNO99MQv5EARBENnFKo+eTPdZJBNTu2yOFMewY6pM5bc0m1Mh+zuXoq98Kc6ZIIilAQn6LGLlo7UjtI3SyFKRKkBuofzGCyGo7B7D7jnnk3Al/z5BELmCfPRZJBud6eQ0snT2Ff35Ys16ozmx7S/dmNBFs2fKQqQ+2T2G3fuQT+la5N8nCCJXkKDPIpmWu2WIL/t0Ba8sKA6e7EX30DgC0zG88s37Dbe/dGMC/lAURzr6+LwzreS3EILK7BjynFl531TnkU/Cdb7PDkEQhBkFGYx3x0fuVl97/edLJg0nF41vdj59Bt3DE2hZXWlaDtbouEZBerlqzJMNxOY9bM5Gn+Uj+XxdCYJYWiy7YLzJSGxJ+Tpz4Z898NAGrRTuQxvS2s8oSO/xly/ijf4xfPWo5s9+qXMQ9z75Gp569W3bPu5U/vBM6wmYVc3L1AWykJBfniCIhaAgTfdlbmdev+BlcmFCNjNfi1okEzSB6Ziuja2cnz86EQYAhKJxHOno4yb/o2euIzarWYRSac2p/OGZ1hMwcnfMxwWykOST64AgiMKlIAX9mmpvXr/gZXLlnzUSkOJnTMAEwlHL7fY/2IxDr/aiprIU7W1NuDoaxOHTV7C7tQ69IwHbrWPFn0bfB6ZjCISjeKlzEKd6Rizb6TLS7cCXDbJlchfnSWZ8giByRUEK+lyzFF7K5wf8GJmYRrnboat+J2u7YoS+WV/6TQ0+rKsp5ybmPVvqDVvQWmGn/S1UFd3DExi4rXXAA8BTEvPJz56LaP18ygAgCKKwKEgffa4x8q1mIyc7m3ndRzr60H9zEsFIHKd6RvjnqerGM//71dGgbrtM/cl2zokLOUXB1sZq7Nu2PmfFfLJxjXNRbKiQCxgRBLG4kEafAUam5HQ1MjHPnZmps6nVMVM4VNUwHe3gyV5AVXHgoQ06oS/2kxe19u0ba3HpxkRatfHF6Hezczo/4EdgOoaW1ZU4sKOZz8XIYpANS0o619jseLmwMOSb1YIgiMKBNPoMMNKK09XImMA5fPoK15TTGSOVZrqpwYdXvnk/T60Ttz3S0YfuoXFdRzvGvm3r4fO4kvrJn+oZgT8U5dYBu5p6quh3NpeKUldK4Z2NKPV0rjFFxRMEUQiQoBeYTwqYWYnbVLXmMzVTpyOEzHrUt6yuRHtbk26OrJ/8uppy3bxlAWnn+EZ95M22Ec/fTn1+5mJ4qXMw5fmLiPcp1f3O1JyeT6V1CYIgyHQvMJ8UsHTHFE21zEzNitXYGT+d1CyjbcV0OqPjyvOWTct2q9SJqXqim4IJfiOT9cETl9E9PIELg348/9gWw22ZS0B2MRiRqkVwIBxFRanL0kR/fsCPgycuA4qiczEYsZwD65ZCoCpBLDcKWtCn+9KxkwJm9f1890lnWyMBafd8ZUFkdFz27+0ba3k+PdtXFOKpxhY/uzDoRzASRyActazWd+3WFAAgGInryvOK7Nu2HodPX0lyMaQ6X7G2AE8vnI5ZCnw2RvfwBP93NmrtFyJLdZFDCxSikCnIErisH/1C91zPxstiPmOYnS/73Odx4egjmwHA9jHEfRvu8KJ7aNzyehrNn302MjGN/puTaFxVBm+xw1A7ZsdzKMBdK8vw1JfusX0dzK6dUZEgoxK/gemY6fkxjX5qJg5vsSMpiJHQWKoCc6HfFQSRbZZdCVzGQqcsZSN4K5MxRNO40fm2tzXB53HxBjZWLXNl37e4L1SVj2/mh5bb5r7UOchf/E996R5sbayG1+1E9/AEuofG+XmK5+DzuBBXgdrKkiSBbeX7Nrt24vkaPRPs+wM7mk2fl00NPhx4aAPGJiOGQYyEhp12zPkIpTcShUxBa/TZJpW2ko4fN9NjGGFHG7E77r1PvsYj5S888TnTfVM1v2FCly0S5O0ef/kiRifC2P9gM/ZsqdeNZ1S6Vz6mVXlfo1iAbCBbRhZLmC1VrZkgiNyxbDX6bJNK297U4ENFqUunqaaLrBHbyQCwo43Y1bT2bVuPcrcD1WVufmyxbv75Ab8u950d86XOQez+7i+SUgWNsgo2NfhQW1miK+bT3taEltWVWu4/YDhX8TyN7gU7x1M9I/y7bEbA28kiEJnvsc32T9fqQ1kABLG8KehgvGxjJ8jKKIgtE63LKKjJSGNm35sVo7FqamM0rz1b6nG8awjdQ+M4eLKX97IXjweA+7IBbUFyYXAcsVkVziIlKVjPKCpevpZskcQEmNH5iGNa3Qvxu1TXMZ17k25Rm0wD0+SYAXn/VM+hfH5LNUCOIIjsQII+Dey86Nk2dlLlrAROqup7dhYdB0/2ontoHIHpWJLAvjDox9pV5cYuBubOEdw6ZpH5bLzGlV44pxTs27belvA0upbzzTqQvzOyPABz6XtW0f/ZwO75yL0GWOpgy+pKQ0uN3JkQgKVgX85ZAARBkKDPGXZerlaaVipBaCbodEJDENjs8+baCvz82gcIRuKa1n7iMhd2bJtdm+tRUTpiGLDGEDXrQDgKKAqe+vLH09KQjXzqZv75TGBV97Y2VuvHUhT9zywhL9zsWgDYguzC4DjWrvTyGAmryH7ZwmIl2Km8LkEsb0jQ2yATU68dQZyupmXnhc0EwKUbE9jdWoeB2yHs2lyv+zw2q8KhAHEVOmGXaR14M5O7rKnK11CcE6uHD8B0DqnGkzG7vgd2NOvGSXWOdoP75OsnPzemz1FiQRaMxHhjn1THsqp9QIKdIAiRZSvo0xHe2fRxpvKtzzeiur2tiQvOY11DvD69GDtwvGsIU9NReEtcOLCjWbev+NNqLrIbIRCOIjAdw/kBf5IgZ8jXkB2nubYCx7qGsH1jLdbVlOu+Mzum0XgyZgJP/jxV5TxxIZJOoRz5Xps9Rwce2pB2toaRhYUF3WX67FA0P0EUJstW0KcjvNvbtE5wgXBUJ8gyIZUWP99FxaYGH44+stlQE2XjneoZ4Sbtq6NB7H3hHK8wd+nGBH5yeTQpGEw2qctuBCOt3krrZHNl8QxsQcIE/dXRYJLQSTWeTKaVAhmsY9/u1jr0jgRSWgBSlQk2u/ebGnxZiRWY77NDQXsEUZgs2zz6dLWX+VTOSudYdradr+Yl7v/oc79EMBJDudsJp0OBPxSFs0hBbFZFy+pKXhLWqKLcfOZkZoZnx2FzmE+lMrv3zGzuucqbz/bzkMm2udifIIjFwyqPftlq9On6MUVtLN0XYjqakhgx/tm/fl1XVCZV2lUqxHmz/SpLnQhGYpiJxfGVLWtwrGtIp8FaadOiD/v4ucG0gtvMXBii68Gqva0d7KQ6nh/w4+DJXl2Ggbg/m4tZyl8mGGVDmJHJs5Mp5NsniMJk2Qr6dJEL2aRj4kw37xnQXvD9NycBgHdoYy99s7Qrq/HYmPK8q8tLMDw+jUhcxZvXb/NqeOmMJ/qw7QjE8wN+BMJRtNRVGZ5Dwx1eNKxQ51VP/qXOQRw+fQW7W+tw6NVew2Y65wf8PJUN0ASw2NVPdIPYcRHYrshnkL5ohtECM1eV/wiCKExI0GdAOvnRTFu0myolarYjE9MYnQhz/7nsFzdDDpRjwkHMKeepdK11uHYziGAkzgWPnYIrorDe1VrHNXr5mhiZ6APhKLqHJ5LT3mCREmcD8ViHT1+BPxTF93/2jpZdACRZHI509MEfiqLc7cDalWWAqiadp2hhMevil27Q3oGHNtiK+hePD8wtMMXjWOXT27lO+bhQyPf5EcRSgwS9AaleNHZNnExosX+bVWYzWjhsavDhJ3/wKb49EzJ2LQgsCr79Rxcw7A+j610/QtE4WuqqcPBkLxful25MYP+DzbrIfDsFV4509HFhvWdLvc61YJRCB4AL+MZVZbzcrRzcmM4iyupYu1vrcPTMdfi8LtwKzqDc7eAZBqK2Lx7r4MnepOI64vmmyltnGQ2pgjblgjd2hZl4HHa/0s1EkM8lH031+T4/glhqkKA3wOxFk0l/+8B0DFBVnZ9YHj9Vzj0TkPJ8zBCj4B1cidUC28SxnEVa8N3xc4OoKHXp5i3+FOcnmo/FbcyumzjWwZO9AACvW3vs5DK78rHk62Am1I2OdaSjD7FZFXdWluLumgrdvkzbP9Y1xF0VDz/bie6hcbTUVRneYzsR/+tqylFR4rQs42t1reyyrqaclxVONxPBbJ98It/nRxBLDRL0Bpi9aMxM2GZ+000NPi7ERL++3RcZO17jqjL4PC4uXNM5B5ajvm/beq51M3fCrs31ONUzgpGJaV1JWCuLhZWAMrNMsO3EQjUHT1wGAFy7GUyZsmgl1OVAOyOhL4+9b9t6HD59hbtExO0D4ajh+ZlVBpTnZ/feZiLMjK6D1bzMyPegu3yfH0EsNZZtel0mWLVrZe1YzVKxMvE7ylH2uUrt2/nMWa7NvvLN+y2b4WQrEEwMhLOT/mZWUGY+aY/yMXgGQddQyrgKo32Nrlc2/czM5cAWbQRBEAxqU5slmKYhm3RZO1Ym7I90ZNaiVm4nyo53YEdzyja0ZjAtcO8L53iLWbll6YEdzWhcVYa+0SA++1//DQdP9ibts/eFc3ijfwyHT1/JivBiEe12zou5Ioza/7LrP18zL7tOp3pGUFHiRPfwhO37aPRcsPEyfRaMONUzwgsLZQtqYUsQhU/OTPeKoqwG8IcAWgF8HEApgDWqqr5rY18zM8O9qqp2Z2uO2UA0M66rKTeNprbjkzXbZj6mTDkXHEgO2NrU4MPYZAShaBz9t6a0TnQJ/z3bhxXS8YeiSWlomWIVlGYnYJGNYaeATyoNOxNftxW58DPnYkwKfCOIwieXPvqPAtgF4DyAnwFITtC25nkA35U+y556lAOsBLL8kjbr3CZukw5WgozlpTfXVuDFzgE0rirTHeP8gB/VZW5EorNYUVaM0cA0YrPaWqu5tgKf3VDD/32sawhjwWl0D00b5qWna943EzTpBizKx5T3t4qvkP378lwyIdXiLJuNklKRbjvk+YyXzjYEQSwMuRT0b6iq+iEAUBRlL9IX9DdUVX0z+9NaHOSXtFnudaZR/maCTPSDH+saQjASh3MykmRm7r85yaPyh/1h/t2xriE8/uDd+OHXt2Dn02fgD0URisQBAFMzccM5sHO6dGMiZelYM0GTbsCifB3l/eXgve0ba3n0vXjNMiWX1RLni9WxMlk8ZGKdIsFPEItHznz0qqrO5mrshSYXfkzRt898zPJxUvl5xe2NfNWsIAwrJbu7tQ7OIoXnj4tzYXntTHiv9pXC53HpItNZwZmZuHZrp6Nx3XwziVfY1ODD9o212PvCObzUOcjPy65Q2L6xFj6PC7tb63TnL/vN2e+nekZ4rEE2yuyye8DiGozO1+j5SRVbYLRPOs+huO32jbUodzswMjGd8Xgi8tztnF8uYhYIgrBHPqfX/Z6iKPsAxAG8CeBPVFX92WJMxI7ZN11ETYpFUIuVz44+stlSqxW19Us3JvQCOUF7WxNGxsMYDURwdTSI3pEAYrMq3nznA+x8+gyPYgeAa7emEIzE0LiqzLQf+oEdzbqSseOhGbzRH+bXxW68ggwrUXvo1V5dqV82rnze4nVnAWrHuoZsNZ4xKjoDIO32rnKNA6uyxHbS4qz2YXEM6dRTkAvpBCNxBG9O6vL7M7UqmFmnrM6PcuMJYvHIV0H/PwCcBPAegAYA+wD8i6Ion1VV9d8WejJGL6mDJy7rcs+zdRxmgt77wjkcfWRzkimf5cBPzcThD0XhULRAOSMz9KYGH8amZhCMxHD49BUcfWQzAOia4jANKxiJAQC8xQ5LX/i+bet5udtdrXU6YSkiaur7tq3XCX5ZmNZUliJ4cxI1laX8Oog/RWQBGAhHUe526q6ZlbA2WoykahJkVbCnpa7KdGHESCXkjMYX9zE6VirEBc3xriE0rvTCW6K3XpjFjaS7eLUjxHOVG08uAYJIzYLk0Sd89N+Hzah7g/3LAfQAGFJV1VCqKoryDQDfAID6+vpNAwMDmU/YBnLuebYQNfXGlV6MTc3wvGmx6E6524FgJA6PqwhNNRU6oSu+8Fju9aeaVuL1vltc6Ip56QAsa/LLvn6zSHmZe598jZvHP3ZnpWm+ezovazGXnJnhW1ZXYuB2KCknP9W47HqK7XittktnbDOsajHI18Yot58VObJ73HTqDGSrJsFCshTnTBC5YMm3qVVVNagoyv8C8HWLbb4H4HuAVjAn13MSq7zZxUw4yJ+zjmkXBse5Nr5nS72mwSZK6u7aXM+1+IoSJ683L8M+Z0L38OkruPDE55KsEFaLFebrdxYp2L6xlmuYgXDUVECeH/Cj2luMWFzliwsgWesTi+HYuVZiLrmsScr3I5Vpmrk2+t6fxAqvCwdP9iYV5BHHN6vCJ2O1CEhVutdsW1Zad+B2egGEqdw/dlIY0yHVAijbGji5BAgiNUtC0CdQACxIGT87L6NsRiubpZKJ2is7piiQjfzgZnM3Kvtq93zb25rQ9e5thKKz+MGZd/DUlz8OALrSuWJHNpbe1n9rCi11VTjVM4J1NeWGmrzo83/85YsYm4xo7oGuIV3PdlG7DUzHEAjrhZ1RQJkoBMzy6m+MTyMUjSM0Hsfw+DQefe6X2P/g3Tqtmd0Pu+2J51MmONW2cmyBeC2N7mE65YyzYV5PtbiyExeQzmKAyuUSRGqWhKBXFKUCwG8B6FyI42X7ZcS2N+rBfn7Aj3duTcKhaHnqImZaOsPoJWcWOHiqZ4SbuwFNM2ZCY2RiGv03J9H17m001VRwrVY8R0dREYBZjAYi/Lg7nzmrHVRRko7LzlGsHS+b/JmloNztwNpV5egbDSAUncWBVy7hrmqvNnbCtcTGvzCoCfRgJM7HMgtUE6+PLKTZeB6XlnjCVpHBSIwHB8pzFjX7nc+cNXV1WGmZTHM2K+lr516Lz4RcJlk8/1QwC1GqbnvpkErDtqOBUxEfgsguORX0iqJ8OfHPTYmf/15RlFsAbqmq+rqiKA0ArgF4UlXVJxP7fBvAOgD/irlgvG8DqAHwlVzOl5GLl9GRjj7DHuxHOvowPD4NYC5nfT4YBVg9+lwngpE4Lgz6eWtaFq3PBC0AhKKzvMysXGRm/4N3J1kEDuxo5r59uZsdE0wsgDAQ1irqicJInOumBh8++9evo//mJOIq4C1x6QLPxEBFALzJz6PP/TIpW8DOddm+sRaXbkxgd2sdekcC2L6xlgv4mspS3FtZoguEY3Nmmr1R+2GGvAB7qXMQh17tRU1lKZ760j38WTDbnyHWCDALMuSBehZR/2ZsavAlddvLZjZJJt8DZI4niGyTa43+H6Tf/3vi5+sAPg1NkXJAn89/FcAXE/9VAggAOAvg66qq/jKXk2Xk4mXEBIvcgU5MgTMyq1th56V8pKOPa6dVnmI4HTGdcGOa/fGuIUxNR3WR2eKcjawLoqCoKB0xDbKDqhqmoMnX+akv3TPXWa+1Dse7hnDwxGUegMZM+mKMglm2gHxt5HK7zNffOxLgAm7tqvIkLd3oPouxEkZuE/G6nuoZ4Qsslt7GsgWgKJZuF3FxY7YgkBdL6WIU57DY2jSZ4wkiu1D3unliVwOyEx2cjjZl1v1NPs75AT8ef/kiRifCqKkoQf+tKS5sD57sxVhwGhPhGPY/eDcX5GwezKTfsrrSNIWQaexskcCi+EVzcuOqMoxNRvgCQw6es4p0B8CL7xidZ7nbibUrvTjw0AbdmExgmV0b2Y2Q6f0RP2PHFDsZ+kNRNK4q065/QqM3u7fZjO7PFEpXI4ilyZKPus9n7GpAZhYAI0GRaix2XKPKbjo/cqIojrdYS8VbK5jDj3T0cfMzAB7ZL56TgwXCK4plsFdFiTMpL18Twg601FVhKhKDPxTFi50D3LrAtjE7VznDQA5AM9JkxcWBmSYu7pOqoIusoRvFAch5/ezaixq9XaGZTqBersgHbZoWGwSRXUijnyfzTSey0jKt9heL58jaLADulweAOl8p3hsPo7aqFEf+w70AtII/UzNxhGdimAjH8JUt9Tptm1kLfB4XT/czm6fcL17cf2tjNdfs63ylGA9FUVPhxtceuCtrfe3F87aTvmgXdm+YZt5SV5XUtS8bQskoI8CqroHZcRdLQGb7uJQbTxDpQxp9GqT70kqnlKkdH6udKHrGwAdThu1nA9MxLuTL3U6Mh2YQV4Fhfxh7XziHhju8PDDQKCq9va2Jd7xjgkacp1FalmzaZ4sDUQAHwlEM+cMI3orhVM9Ikk+dLT68xQ5TAZfq+hpdYxYEyFL1xGNaCUtZQ8/WAkLeX7YUiNYWM9+80XMxX/96uq6jTCxRdqBgPILILiToJRb6pZWq8IqYkieakuWmLFdHg7h0Y4K3ogW06nnPP/YJ/P0v3sUr3e/BUaSVy632RnkTG5ZWJQtyVvVPNF2LQWJW5ySelzjnH5x5Bx6XA3dWlSTtK0ais9/NytHygL3N9YYpizJT01HdT/EYZsJSLgZklOY432eFR8xLpW3Ngv34+ScWRC2rK01dE3aZj+vIyk0yH/LBfUAQhQQJeonFeGmZaVJySp7Y9IYJ+X3b1vPAN38oiqNnriM2q3KTOwCcvKjlzrNyQ6OBCNaudPJUOtkUz86d5cDLLWBFIZ6qGYyYIsbGqK0qNcw9D4SjXKM3u/6itsuqxIkpi0bX0lvi0v0Ujyn+FP8dmI6lFHry/ulq+GYR83JhpKTzTyyI5FRN8VmzO5dMBTZbjMiFiwiCyD9I0EvIL8tUvtJsYKZJyS9eI1My27dxpRfOIkUn5Dc1+LDzmbOIzapwKMB/+o27cKxrSBO4ioLGVWW4MKhF5fffnOTHYBr48a4htKyuxH133YFjXUM8NVAu0hKYjqGixGlo4mZzbq6twA9/8S4AJSnFEIDO/C8HwcnjWQXpGV1LVq5YLmFrtAgTC9pYWQqsGt3I99GMTDRXtiCSU/NkMgkSTWcBZ5SDTxBEfkKC3gI7vtJsYKZJyYLAqDqaqIHKQh6YM1ffVe3F4w/ejc9uqOFC74kf9yA2qyJ0a5ILNVkD39pYjd6RAK8vL7aRZXnxI+NhdA+N83xxILk63Wf/+nWEolofezYOYCwwWWdAs/FEbVc2qVtFrqcqYSv7zGWNWcRIkJrVSrDCjuYtbyPGQ8iBkFb5//KYZtX5jM4tVYc9giDyFxL0Flj5SoHsRRvPxycp+8LluXBztaJwLY0JvdisZsuPq1rTFNFsb1RTXedDFrTKgyd7AUBXUU5mdELrW+9Q9IKB+8QTVoH2tibe4CY+q5pq1ZnUdk8lmMx85nbHOn5uEP5QFMfPDVqWLjY6JgDT+2h0jcTvjKrs2QkSZfvJ7X2Nzs1I+JMvnSCWBiToLbDylQL2NZ9MEBvaWGm/4lyNXroHdjTj4InLuHZripvnxfKzskA3q6kuWxYqSl3cbLurtQ4DH0zha/evwZ4t9Xipc5D3oWdj7H+wGYde7UWlp1jXJU6OB2BzZul5bAEiIjfDkWMM0kV0FbDxUqWsGV5v1oFP6sRnxfaNtbgw6MfIxDQ/lll3O/Eaid/ZqbInw/a7dmsyqfKe0bmR9k4QS5ei1JsQZrS3NSVpfuxFzVLeMoVF1R8+fQUvdQ7i3idfw+MvX7Q9NvOzAgAUBcFIDOVuJ/dTs/mLQv7hZzvxUueg7qdRVziWDdC4qgyB6RjXZFnDHHHujD1b6nFvvQ/Dfs3Mv/eFc/qIf0XRRZE33OFNiipnHDzZm6jR79S5G+Trwq4BO4eDJy7jjf4xzWQtwPY/3jWUdKx07ueBHc3Y2ljNawnY4VTPCIKROPqF8rjyM8UE74GHNhh+98q3HsAr37zf0PxuNm+23/OPbbFVI5/NIZtxKvL9IQgiN5BGPw9yqfns27Yeh17tRXWZG4defRvBSAyx+GzSS9msYIyoGbIOcDUVbi6EGcwkzHLyf37tA8Rm1aRIexFm9vV5XFqJXMnUbdQS9/yAprVq3eIUnRbJYiHE7ALx9yQS57N2pdbhTlx0iF3YkrRjE42b+danpqNJHeDs3E/ZImD2vZF2LWvkVubwVKZyoxoAqTIC5DGzXfzGarxsp7ISBGEMCXqBbLzkzF7G6Y69Z4sWUc4j6qcUnSmcoRPoAA+kY0JWXAAEpmPovzWFcrcDgekYdrXWAdAEpT8U5VH7ziIFn2paidf7bqG5toL79q+OBnH49BXsTuwnR8WfH/DzsrvM5ytG6DPXQcvqSlSUurh1Qe58J/40um4HHtqgW9CIiw7RBC2Px1wM7LwZrMFNLD6riwlIN0WNLZIAveAyK9gD6LMNjEjnubEqHmQmVOXxsy18rcYjd0DuoXLCBLBMBb1V3nquNIxMxjbLs2YY9bhnmvjh01eSAqxYythUREuLuzQ8joM7PwZAy0nf3VrH0+9OvPUe4irw/Z+9g3gi//7C4DiCkRh++IsBtH7Eh3U15dizpV4T8M+cxbWbQR4lL2rrLEKfHZvNx+yaiAGGzBfPWrWysdk1sQoelBddTKCLUf9sLuy6iTEBdgLl5P3l3gMAuAUCGZSbTue5sRKcZt/J42db+FqNR8F8uYesJgSwTH30Rv7L8wN+BKZjpn7h+WLke02F7BeVfZpMm60ocfLf921bz2uzMz+4uC1UlUfAx1XNny62bD36yGa4HUVcuMdVcOFVU+FOzEzVXT+msQYjcZS7HVjtK8WFwXG81DnIz/vAQxvwyjfvh7fYge7hCRw8cRnbN9byvvJG/tojHX3c0sBM/eK9EwXvni31hj5kcdz2tiZdRUCRhhWepAh/+Z6Z+b03Nfhw9JHN2NpYbdg3nvnWWU+CdEjnubHyo5t9J4+fbV98Lnz7hH0yee8QhceyFPRmQXTdQ+OoKHVlHLltJ7Do6mjQMshN/M5IsIuCRjwPMaCs4Q4vyt0OXR18JuSu3ZpCMBJHEQCPqwj7tq3XjbOpwYfY7Cyfk8flQMMKDwDgqS9/HFsbq/GdHRvQUleFQDiKp159G5eGxwGwkrtbMBWJIRiJ4fDpK8kv+oR/fGomzuMFTvWMJAnwh5/tRHNtBXweF/Y+sIbPT1wcmAXXideNjXvwxGXtWigKrwjIkBdMZvfH6qWZiZDNh2A0EsSFDd1fAlimpvtUQXSZ+LXkUqJyZTe5EA2QnJJn1NzEyqwqnoeYgtU9PIGW1ZWAomBkPIydz5zFgR3NqCh1IRiJcV9860dWYF1NOZ8r+7nCW4xbkzNYWV6MOytL0T08wU3x7HgsfuDSjQnEVS0//vnHtBeKGEgoBscBc1XqAuEo+k3a7MrXqnckoKtFzyP8TYLr5HsBzJW0bVldiZbVlRiZmMbOp8/gwEMbdIVuxH3Fyn8sqn0+5s9M/OFkeiUIYr4sS0FvhPgST1VBzQhRCBsJdStfsliohWnKzNQs7msnIltuUsKiyPe+cA67W+twYdCPKk8x7vAW6+bKqtCJ1ejurqngvv3AdAwvdQ7yubM5vTM2hWF/GHetLOMCXQwkfPzlixibjPBAQjbPlzoHMXBbi8xnQXsMJnh3t9bx1rlGue4AeIli0eoh58MbXhehyAwAvngQr/nj//gWgORmOOkgllFm1gTA2h8uzjWTanvLCQo2I4jUkKA3IJOAJCPtWo5KNypEIx9PNDWL3dPSIRCO4uDJXuxqrdMVRTnWNYRgJI5gJIw11V5dMNvIxDSCNydRU1mKtcUOXboXK47DUvBYYJwsQEWYgLrhDyEUncXh01d05y0HxonV39hxRE3ebPEl1ltn1oxAOJpUJlYO4DOqeCjfJ6OqgmZBkVYpZEy4s5LBqRZuciaFUQBhrkhXcM5H0GZDSJPFgyBSQ4IeyS+c+ZporYR6qu2ZEBIj2OW5yM12ABhqqxUlTrzyrQd02vDxc4OAougavJhFlLN0uamZOFrqqrCrtY771Zkpn7XHvToa1KfTJVL2GleVYXQinGTGlxdTYi47s4I011bweZi1oxU1Xl7wxsKUz/yVcl96I7ibIWH2//m1D/DkFzZapjgauYTYosJuYySjheZCBVOlKzjnI2izIaQpRY8gUqOoGaT85Dutra1qV1eX5TZGfbi3NlZn9MLJtvmQaa9ygxr5e0BrVQqAz5+Z2uVmJWIfc29CY2dFaYwWEnLMgNj2VjzXj/3JKR5tf+nPtvO5tdRV8brsdq6vuN+l4XHEVSSNabQ/+44tKGoqS/HUl+7RzVOes9mxzeZ3fsCP3d/9BW8adOGJzxleLzvHygXZfP6WmkZPEISGoijnVVVtNfpu2Wr0RgFbmWoF2TYfpsqfZ/XRaypLDU3PRgVYRE0f0IQoSyU0CxJrqatC40ov3hmb0mnx4jlWeooRjIRR6Sk2nbuodVvlorOfrG1uTWWp7ju5zaz4HYstCN6cxNXRII8RYNq0Vf15cfydz5xN0r43Nfjw5Bc28mp/VhagTOI7MsFooZrJMedrzZqP9Yvy6AliYViW6XWAPlVqvikoZmlXmaZPpZoPq4/uLXbwYDJR0JilhrWsrkTjqjKUux0IRuI8lVBObWOlaqciMXhLXDyXvrm2Avc++Rpe6hzk5zcRmgEAVHuLDed+fsBvmkZnds5PfeketNRVwVvs4Ob+H359Cxfe4r7su/0PztWXP3z6Cr8nUFV0D0/o6uubXe9TPSPoHhrnWQYMucGQ2Tmw65xO3jJ7Rl7qHMTOZ85i59NnbD0v4hzYMdlCKJ3nzepcCIIoDJatoM9GfqnYOMZorExeokaLA/kzLsQURTe+WSEgNscDD21AbWUJ9j/YrBNGoqDY+8I59N+cRCg6q5WsVVVeCIZVzWPNao509CEYicOhaHnxciOc8wN+PPrcL3UNaOwKpYEPppIErpUQ3bOlHn/5xY/B53HxSP72Nq1ZTuNKL8rdTl1dASPa25q0zAepaJLcpCedfPpUiz12zw6fvmK4yLCaq7xQNVoIpTMOQRCFSUGa7kMz8QU5jlHuvJFZOZ3cfCMzrFEwmVHEu5ELQkz1a7jDm9S0ReR4QpCXu51aFTxF0UrWJszerFnN7tY6XqOepRD235zUNcxhdQCCiZK3a1d6+Xn/8OtbuInbrMe6aTlZATHIkGU3iP5zFvG+tbEaT3354zh4spcX+TnWNZTUO0AM0mMCur2tKalJTzomZ7vPCA8mlDIB5HO1MrHPN1uEIIjCpCAF/fuB6QU5jlFaHDAnRDPx3VpFXItNYE71jCTlVjMtVhT+gXCUa7MNK1Sd9iYH3bH0Lza+GIz3+MsX8ZM/+BT2bKnXncvRRzbzDIBdm+v5vNg8RyamMToRxq7NximFYo91Nnd2XqyAjRw7wNL72O+smYy8aJDjBVgqHjunw6ev8IJB8gJMbkSTaWpbOs+I1THs+OFzKbQpcI4gli4FKeg/VFGyIMcxyp0306aMvrf78mTHYQKWadFGVfbkHOzu4Qk0rvQCARUfTM1gaiaOgycu8w5wLGLd53Fh1+Z6nSBvqatCEYBZADf84aRzYYJ4V2sdTvWM8CY34kKgtrKEa/vrasp1AW6iVaK5toJHtrPzkRdH7W1NuDDohz8Uxa6/+zn+02/cpWsmw5r1jExMo7ayRJc6KFsgnEVaN0BTAWrRiMYsFdHoXqbzjFix2GlkC5WvTgsKgsg+Bemj9xQ7FvyYqXz+Rt8b+dTZZ0aBY8yfuru1DuVuJ7xuZ5I/WawFz7b3lrgQjMQx5A+j/+Yk9wPz7xMa/6meEd1xdrXWocTFHpG56nNMWz58+gr3L4vn0VxbAYeiVc1rrq3QNaUxuy4vdg4gNquiSAGvDCieC9t27apyAFqznRc7B3gzmqOPbNbSBgGMToT1TXcSNfGPnxvkzWeO/c4nsWdLvamPetfmer74kZHvG+uyl8o/Pp+4kIWoWW4VTyBfJ7uBpukGpFJwIEFkn4LU6IGloRmYmemZ1snS2RiiZh9MNI65q9qrO78fnL0OfyiKH5y9jp/8wad4udm+0QDiKrCy3I3qRPlbVuxmd2sdN3mLx9n59BmEorNwKEAoOotHn/slaipLAFXFu7dDiMZVuB1aYxzmIz8/4MfRM9cRV4FhfxjHuoZ4j3vR1cDy+lm+f01lKYI3J1HidOgC0tgCZF1NOa8DsNpXionQDGoSdfh9Hq2C3a7N9Ri4fQWfalqJ1/tuzR1PqIkvm7fNzN2sch+zRABz+fHyfWMxBfI5ZotMnuX59muQr4l8nexq+OlaAhbbckEQhUjBCvqlUBrTSMhsavBx/7PZy07Lox9HTYU7yW/PTOysFS2gBdmFolpHuruqvfyYrNf7i50DuLc+ubPatVtT2j4ryzA2GYE/FEXw5qRuu+jsLPZsqef+5Yef7dQ0cwAlLgd2t9bhxc4BBCNxHD83yLcT8/qPdPThqS/dkxRYx2D+bbZ946oy3FXvw/aNtbpKfYC2MHi975ZugTA1rcUp7Gqts3Nb+DHFBRcAw+BB1t6YpSwe7xrSzd+usLUSzAdPXDYs7Wu1n9Hzn0r4pyNk7Qaapiu4KTiQILJPwQr6pawZmL3sePDctKbN31tVxVOqLgyOIxiJYWV5MWbis/jKlga+T99oAIDmpxE1zt2tdTh65joqPcU6oaClxXXydrYAeEe6YCSOooSCPKsCCsC744kBcKzzW+9IAGtXlWvR/kLRmva2JgTCUV6OVxQUYlAauw7NtRV8jqMTmguCzevw6SvYvrGWa95y18D+xIJFFMKpBK/ZgksMHmSZBd1D42hZXYmKUpfuewApF5usnLFVyWOzLn2A+YLWKgPDbD7pCFm7gaYkuLPDUrBQEvlLwQr6pfCCsRvUJQr47qFxHjzHhFtgOsaF+fRMHLFZFb0j2u9HOvq4Nj8L6ILiekcCiM2qqPYW465qr04LZUJnFkD/zUn8+clefGdHM9egHQmZE1eB7qFxboY3qr8v/xsAr+DH/Nv+UBSBcDSpkQ879wuDmo/XWaRg/4PN+MHZ67gwqBX3EZu+yBHs4oICqmqZ6iYjP0OpUho3Nfh4Vz5x4WG12GQLBQCm6YSs5r7Rd2YLWnnuzPIgx3TMF6s+BPlCIQjJpWChJPKXggzGWyoYBR6xwLGDJy4nbceK13iLHVy4bWrwAaqKUHQW5W6HYTEcsSKeaIpmAVYHHtqgC/Rqb2tCuVsf0BiKxnGqZwRHH9kMn0erlsdwO4tw7dYkL/iy94VzAIyLCInBWcxyoOXuOzA1E+etbdk27Nzjs1rZXtZUZmwygmAkjtGJsGXBF7agOLCjGVAULuhSBX3J82TV62SBIWu2LEbieNeQrQC69ra5Ij2sl4AcvGY1jt0gPbagYNUQswVzqVSUOLM6bqZVJY0ohAA/s6BRgrBDwWr0SwFDbczATNveltxWVafhJbatqSxNMk2LmjPLdxeD7lg1PLH3OwAtul1Vcd9dd+DFzgFUeYoxMh7GwZO93FzOUvscChKNbZwAVPhDUex94RxvyCOn/PECPis83HLAjgfoTfPbN9bi59c+QCgaR8vqSu53Z26Hr2xpwOMP3m14fUVNjuXFt9RVJeXYG+3HrAzynM0sD8yP7mFZCjabRYlFegDoUiiNGhplSq5cWbkaN5sa7FJ24zGWgoWSyF9I0OeQVCZDucDNpgafoZlWLPZiZMI9sKMZB09cxrVbU1xAspcCq9NeXeZG/81JbG2s1s2FCeyjZ64jNqvi0o0Jvq3HpWn1zz+2RffirShx4ugjm/Hoc79EMBLDnT4PaitLeHW3azeDuqwB+UXLBGYsPonGVWXaRBIFdypKR9BcW4FjXUPc1866xrGSv4zYrIo33/kgqdGNUfc9MS8+1X0xq8zXXFuBFzsH0Pf+JEJRyZ8uLMxa6qo0C0IGWGVdzIdcCYpcjZtN4bzQQrIQXAVEYbHsTffZNBHK2DEZytuIwl+sGS/6Vw+e7OUm7p3PnOX+8WAkliScDr3aC38oihv+kKHpb9+29Sh3O1BbWQKPq4hvC2jm+u7hCRw82ctdAMwXu6nBh/0P3g2fx4Wv3b9G1xRm7apyXT17YM6Mz4LcfB4tt7+2sgS1lSXoHp7gQXWspv7xriHu/z36yGbsStQPGBkPY/vGWsN6/+I1Zab6wHQMuzbXa7UBNtenzHlnZlJWUIfNv3ckgGAkjlA0nnSdD+xohs/jQig6Oy8zNrs+7F7l4vlcCmMuRN2AXFEIrgKisFgWGr3VCjuXQS6pzMNiuVer6GjmX3UWKbg6GuTa6Q1/iAfasfK1smYb175GXNUixq+OBpPS2O6t9+GN/jHBL6/A4yriY1+7GQSApNQulmvOAuHk8xXN3yyQjS1KxNx7YE7LZxaGcreDR6L7PC5cHQ3i8OkrWv2AWzEcPn0FRx/ZjKujQQx8MKXLJmBjiul3LCWOzcko8E10b4iVA9n8xcA+lmXAkKP056PVZVI6OR3Seebn06NhuVIIrgKisFgWgt7qJZTLP0ork2GqOQWmY7xCXHtbE6/nzgTckY4+jExMo//mJMrdjqRId+YbD0XjcBYpiMRm0T08gYHbV5LK57Jzb66twNEz1zV/eF0VAHBhy8Y90tGHFd5inLw4gh331KJldSVGJqZ5ip0ooGSByvzYgGb+F89bbJjTOxLgGQasqh4T2B5XESKxWfhDUTz6nGYtCEbifLEhXnd5DswkX+52oOEOLz+27N4Qr6N4fVi8w0udg0lxDXKjGbsCer657ZksKNJ55u0K8MUQbvlqIhfLO8tuJYJYDJaFoLd6CeW6EQjTYFk9ePZHbzYn9vJifdSZn/bJL2zEoVd7UV3mBgBe8e7Qq29rneYwJ0gvDPqx/8FmjIyH4XE5cEdZMUpcDniLHbrGM+ynKMSZP5xprE+9+jaOnrmO5tqKpKC6V7rfQ8vqSi4cH3/5IrxuJ/e3s/PjL7mEH5u1rBVh1oHekQA/t2s3J1HpcaHaW8znLS4AWCBfuduRpEUD4O6OAw9t0Of4h6O8P/3RRzbzRUQsPqstcBIBi2bPhhzXwO6HiB1rjhj9bzQGYBzHIZKJJp3OM29XgC9GsFi+WxHyfX7E8mFZCPrFilgVq7kNfDClM2ObzYm9HFrqqnQ+9T1b6nX9xn/49S043jXETdmsPCygabhiVHzIr6WgyTnmcgMa1vSF9XMHwEvYHusa4ulfK7zFeKX7PQBA3/uT3Mw/OhHmwreidCRJQImBhqyqHPudHZuZ4I+fG9SV+d2zpZ6XwW1cVQaoKm6MTyMUjfP693KkPGtRK6fCiVH1Rzr6dG1o2bWx0sZk60O6C0hRANjR2GUXiIhdQZyp9pvP0d75biLP9/kRy4dlIegXC9GnK2r0qfZhP5kwZAKHCcPm2go8/GwnpqbnhBoURdOmoWnM+7atx/Fzg1z4MzcAG5NZGu5bs4IXnmH96A+9+jaOnxvEgYc28DS23a11Ou2ycaUX/bemuJm/osSJ5toK/ODn7yIam8UKbzEXUBcGx7F2pZfn6zNkC4E/FMXxc4M41TPC5y1q6yzK36FoMQflbgePcD94speb5cVrbCaEWXvdQDiKdTXluj728txkQSeW/JWtCKKP30ygpms6N4spYOdiRxDb1S7tLAjyxWSez4sQIP/nRywfFNVmvu9SorW1Ve3q6lrUOdh9YYqNXYyKyzBh2VJXxa0CPo+LfwZV5fv/5PIojp65jr0PrNHlljOtnWn1ohbParQDWkDfwO0Q1x6Zn757aBxuh4JipwNVHheG/GE0rirTusUJc9/5zFle5Y0JY2eRws3bPo9Llxtu5NoQq/+NTUaSfPYy7Jx2Pn0G3cMTaFldmRQ0aIZ8XcT7JgYrWgkzcQxgruStOGa6cxDJllC1O06q+djdJtvzz0cK+dyIpYeiKOdVVW01+i5n6XWKoqxWFOX/URTlF4qihBRFURVF+YjNfUsURTmsKMqIoijhxBhbczXXXGCUYiOnIDHTfvfQuGEqjqjNQVX5v/dtW8/byFaUzvnTRTO7eMzAdAyNK70ITMfwUucgRiam+Y2PzwKNK72aZvzQBhx9ZDOPvr80PI6xyQgAIBJXEYzEdH3pxWMD0BWJcTqK0LK6Ek9+YSNa6qrgdmipe4+/fFF3jgO3Q+geGsfh01fQ3taEAzua0biqDO/cmoQ/FMWxriFeFbClrgqNK71wO7XZe1xz2j4Afg52MCsJy+7bqZ6RlJX9AH3Fsva2uSp3dkzprBlRqsp+2UgzszuOeD7pbnN+wI+dz5zFzqfP6J7xfEk1y3YKYC7PLdVcc5kWTBQeuTTdfxTALgDnAfwMwOesN9fxLIDfArAPwDsAvgngtKIon1RVtTvL88wJRuZZq3QtcTtRqxRN/8zvzRq/yJHdopldjiRnmrUYK6C1n43DW+LiRXegKPjKlgb83RvvIK4CI+Oa9j74wRQicRUfrirBXSvLMDKu9XwXO6odeGgD2n90AcP+MCIxLTVvXU05KkqccBQBiAPXbk7yCH22kBH71f/w61swNhnhJXYbVngQnA7gvrvuwGc31OBIRx9ujGuLjUgszq+r2K5WNqcbaV0sZVEuICSm5ok+eqMiPEaxFmKVOyvyNVDLjrnZKr6EWV3MiiUtJtm+5rk8t1Rzzdfnh8hPcino31BV9UMAoCjKXtgU9IqifBzAHgCPqar6g8RnrwO4DOBJAJ/P5iRzZX4zehkavRjkUqqA/o+4otSFN/rHMPDBVFJJVFkoBcJRXi2ORYQHwlFunmfWgOPnBgFFwdR0VOvspqpJgYOMuArUVpbgqS/dwxcC7W1a0R4AmJqJ6wTiVCQ2d8KKws+Faem8Cc7JXoxNRuBQgF9fe4cuEG/ftvX4o3+6BAB8Tse6htA7EuBjXR+bQmxW5ffOqKUsw6hdq1mDFzE1T65lYBQkmSn5JACzAWtuw1w6YkpivgiibF/zXJ5bqrkW2vND5JacCXpVVWcz3PXzAKIAjgljxRRF+RGAxxVFcauqGsnGHIE5oWpUvzxTrDRKMb9W1g4ZYh79rs31piVRWa36J37cg9isyoPTpiIx7hfXNGOtQhxLUWOBYknpaIL14Adn3sGN8WmsKCvGyMQ0Hv/HtzAaiCAYieFIRx/XyOW2rVo7Wy3lb1drHY6fG+Qv/7tWlqH/5iTcjiK8NTQOZuhnNQJYLjwLdGPCHgCqy9xJxYUOnriMkYlpHDxxOakAj7id/G8zbV6OGRD3k4MkM3kW5AI7doVEvvqC5TTB7uEJ27EJi0E+LTpSkWquS+lciMUnH6PuNwC4rqpqSPr8MoBiaC6By0l7ZYiYc21lCksnGlkOHJPHZQ1WGleVGWqHYm37itIRw77ojMOnr3ChHozEAVXl0fd1vlKMTEwjGIlh4HYIPzh7Hf03JxGYjuGVb97PXxYsV37vA2u4eXw0oKWuzUxM8/EBLaij610/fnJ5FCMT07jhD6FxVRna25q4u2D/g3dz1wIzqfeHorx634VBPxLxfwCAHffU4vbUjO789myp5/P1uBzovzmJ4+cGUVHqmrtGpa65AjylI5YtZY0sIXLuvWjVkAv62H2xyosnq9Q4u+SrmTadNMHlypVzHZjpOITitv1Yv7ltsadDLFPyUdCvAGAUYXJb+D5rsBf4S52DSaVURbjmPx3j5VTNipeI5WgZuhdgImjNW+wwfXHLGqQcFc4+ZzndXrcTw/4wj4JnlfNisyocipa6Fkk0YmFpeWyss78aQ1wF/u6Nd/DTKzfRf3MSq32lcDpi2N1ah59euYkb/hDiKhCJzSIUjeuKxdzwh3GkQ+sZz3L4WUncQDiKqZk4GlZ4eKDc4//4Fmb8YURjs5gF8O4HIUBVcfBkry4N8akv3YMjHX28yc3UTFxnAWGWD7Ejn51iNGKaIFuUsfoBRjET6WCUMmiWGmeXXAlRO7EMVvuK7o981DDzwRIy03EI90S6cLHjEECCnlgk8lHQKwCMcv4Ug8/mvlSUbwD4BgDU19enfVC5bruMaN62U05XfLHI27E66lYvbrMXJ7MGMK2cmbqZNr0rke/OUs4ALcXN4yxCpacYocRiYOczZ9E3GkAoOouVZcW4NTkDALyhDQB87M5KfHZDDXpHArzUbiSmBfHtfWANfviLdxGKzmI6Fue+c+dkBPu2refnwLTultWVOHiyl5fUbVldqVXKU1WMBacxPD4NYK7krng937x+G/5QFA0rPEkLqIoSp666H6sOGAhH+cLC6DqLi7Jyt4Pn8LN7kyniM3B1NJhUgCgTUlXHyxRxUcLcSGJwZap9jdwf+YT8tzJfMlk4FLftx8WERk8Qi0U+CvrbAIwktU/4PglVVb8H4HuAlkef7kHtak2slep8ipfMS/sR2q2KHD83yIUVW6gceGgDNx1H4nGsXeXGXdXeJNfCnT4P7v9oNV7pfg+OIm09dSsYwbA/jJGJaUBVUe524jN3r8Lrfbd4BbnPbqjh4zsSyzAWMMgWHp9qWgmfx4UPpmYwlEjNYy1nu4fG4fO4EInOhXM4HQp8HheaayvmaggYNOwB5gQV7xM/HcO1W1o5XiiK4XU2ymioqSxF8OakLniQCejjXUMpC+CIiMdkWQVmi8d0yIX5XnzmWdpj3/uTvLCS3X0XEiNhayqATf5W0hlbxM49kMdYv7mNNHli0cnHNrWXAaxRFMUjfd4MYAbAr3Jx0FR5xqnyqxeKAw9twNbG6uR88UQd+amZOHY+fQY7nzkLQBO8rL3sgR3N2L6xFtduBrGq3A2Py4HGlV4c2NGMkxdHAIBr00xwj06E0X9rCsFIDK/33eKCC5irMOfzuBBXgf6bkzjSobXXfeLHPfCHonil+z34Q1GMhzSLgcdVhIY7vLhvzQqeVndnVQk/jUA4xvPntUp32lpUfrGLOeisrgBUlWcXsH7wbNuXOgex85mzePS5Tn4fp2bi6B4ax3h4BuVuJ6amo9i+sZYXJDp8+gq6h8Z5zwEjrPKZ7eSk52osO4jPvLdYq50QisZtWTSyld+fLka562b57KZ/K2mMLWLnHuRT3QCCYOSjoP9nAC4Av80+UBTFCWA3gNfmG3GfaaGJXLxo7SLO2ewFe2BHM7Y2VsNb7OBFeB7/x7d4GhwrbKO1eo3jZjCCUDSO2qpSbGrwYe8Da/hYPo8L39mhvST3P9iMltWVaFxVhuoyd1JKGhP2javKUO52cDO6GMDn87j4OI6iInQPjfPiPuVuB7wlLvzu1rvg87hw/0er4SxS8KmmlYnKfGqSoJUXXXu21OOHX9+CXZvrUe528MY/4rZP/LgH3UPjfCHQ3taE0QnNwnArOINgJIb+W1M41TPC+8Hv27besgAOq1xo9mIXtXs7z5yVkMi1YD3w0Aa+IMyngDqrAkUMs7/NdK9Zqr9xO+Mt5nuCIMzIaQlcRVG+nPjnZwD8LoD/DOAWgFuqqr6uKEoDgGsAnlRV9Ulhvx8B2AatYM51AL8HYAeAX1dV9f+kOi4rgWtkikunfGe+wObcsroyKQVQPsfzA3589eibCEVn4XE5EEoE4LHzfalzkKfjGZakPdmLqUgM3mKHzlzNSswalb7VzVEoy3vfmhV4sXMQNRVufObuD+kC+LTo+3HEZ2cRis7yl+Ouv/s54qpmUfjYnZXoHp5AuduBSk8xJkIz2P9gs9bcJlFTnqUMstx+5pJg5yuWES53O3nNfeZeYNfCoQB3rSzDU1+6x7ZgYOcsX0ez7VI9c/kQPJZvWJUpputEEHNYlcDNtY/+H6Tf/3vi5+sAPg0twM6BZMvC1wD8BYA/B1AF4C0A2+0IeREjn9pSTANi0evXEib0SzcmuGBhwu3CoB/PP6ZpG001FQmBp3LBvH1jrRacpyjY+8AaHOsawu7WuqSoawC87ezBE5f5woK5BsQOdWJef3NtBX5+7QOMTWq+/a2N1Th58T3eXe+dsXd4tTsAPNIf0DT+7RtrsfeFc/yzuKq5IXwe11xGAYAnftyDY7/zSZ5+OHB7rksf88V6XEUIhKN4qVNrkCPm2IuCgXXEYwuB2soSw5K3ZkLFTm49KyRjpSmLx5jv4nM+QtDuvgspaI3+XtONV6CFAbHcyamgV1XVMlJeVdV3YRBNr6pqGMAfJP7LGKOXRD6mAaWCRa8HI7GkcrFMuAUjcf7ZgR3NOuElFtUB5lrmMj84443+Maz2lcKhaK1oxYUFi6SfisRQo6rwlrh0ZWJf7BxAbFbFDX+Ym/D/WCh48+GqUgz5w1hV7kZ4Jobp2CzicRUeVxGvE8C07prKEm416L85iZiwQmDV8FgnP9b0ZvvGWhzvGuLR/N1D4+h5b+6cjaLWmQAQFwKyUDArqGRXeIiFZMwWEWJw5HyfzfkE7dndV8xssNtAKJttcs0W62bHyNc6BEsFqgWw9MnHqPusIb8kFntlP5/js5ea2FUN0HyrzIwtvvga7vCiYYWaJOQbV5Xha/evwameEd1YLBXsdqLO/O2pGcRVzdTiD0W16HNo2n5LXRVe+eb93Kx66cYEKj3FCEbCUKEtOk71jKDYqSASU6EA+L1Pf5QfS3zxRmKzuDoaND2/gyd7MTUdxdqSMp5j31xbwc+pdySg617XuKoMXrcT7sSxPa4iw5x6sz7vculbs4JKRuMZ5aRbWZDYGKyiYTasTEbHM3vu5M9tW7sS1h3+0wbZFLZWtfaNjrEUrHhWwpTdp/945/uouXBkwQUu1QJY+hS0oJdZzJW9mWBJl3U15VhXU657Qcs5wmKO86meEV1gnLfYgXU15TjVM4J1NeU87Ytp1I2ryjA6EcZMXEU8NjtX1UCM5VDntGSW2lZd5ka524EqTzFUABcG/fj3G2tx8uIIL28ruk/euTWJ4fFpxFXg0Ku9uPRn29He1sSv0ch4GGNTM1pTnltT2NpYzWsG3Pvka4jNqnAWCYVtJNeC6AtipYLFevrsfFkq371PvoZ929brhIKYinf83KBOGMvbifcW0FdDtCqKxK5fRYkzK4tPIyFo9tzLn9u1drGCTOkITvm65WLRbSbQl4IVz0qYsvv0O0N/hXvwlqXAzYX2naoWAGn8+c+yEvTzXdmnejlZfS8KlkyOLxb/YP5puUofD6ab1gR2YDqGXa11XJgAmt/baMEhXhv2YmEd78rdjqQOeozqMjdi8Vme2gbMYGomjlkVeKX7PayuKkF1eQna2+ZK5O7bth5TM3M1cKs8xVrt/+kYv0asrn4kOst9+AxWDZAVojk/4MdUJIZytwNf2dKA3pEA3hmbwrA/jBVlbux8+gyu3ZrklgZWtY+dL7sezP8va/fs+rWsrtTdX7bdzqfPJNwODt212b6xVktzNMnDZxkLqYTmfIWi2XOf6d9DJoJT3ifbfvbFttaliywcrYQpuz9Td34bFxMavRm50L5T1QIgjT//ycf0upwx3xQlq/QnMdXq4InLSelULO3GKjqbjcPy4HXpWAkt+trNIM8fh6rq5sM0+f5bU3jn1iS6h8Z5uhhLnfIWO3iBm5GJabzUOYiHn+0EMKfVsVzyvQ+s0XzeUPhY4vU7eLIX/Tc1AeotcfEueYIBQat4l+iOd+jVt+EPRfGdf7qEyUgMCrR6/Hd4i3nP+a2N1djdWoeZWBxFCrDC69Ll7p8f8ON41xAaVniwrqYcgFZSl83jWNeQtlj5D/dia2M1qr3F6B6eQDASh7NI4QsG8VnYt209X9SI947dM56nryjG9z9hTVi7qlx3b493DaXMw7eDndxsq7RRs+c+1yl72awLwK7Bo891Jv9tQIsbYH978+HKuQ5cPPQZXDnXMa9xUqXxMuE403EIgCZM79n/U0ONmN2n+jvk0iLJFLftx0V3q+FiwOrc5nPeVsck8oNlJehTkeqP0+rlJGrsRgJBfKnKxzk/4MfOZ85i59NnNM09kQcv7r9rcz2cRQqCkTie+HEPtm+s5QVBRM2MFZiJq0C526lVf4Pmy68ocWLX5npdgZtDr/byFyRbZDCB3DsSwNRMHMFIjPu6xWt17WYQAFDuduDAjmasXVXOv3c5FF6Qh12Pmgo3nEUKZgFE4ypUAHeUufl57Npcj8B0DN//2TuIxFXMqtpiZLWvFIFwlGttsvC8kSifC4AHKrLrzfLDPa4ixGZVrUWvdL/X1ZTj2O98MkmYszFYnj6rVSCanx9+thO7Wuu0wiyJIj1cW1VVyzx8cVsrIc4WXmZ9GOyOY0Wm9SWsyFZdAJa5wBaS7G9DN2ebcQOpBJosgNPZV5xPqvthJBzNxr9yrgNX//wT+PDJr5rOjWG0YHjt1D/j7J9uxez/3s/3l++3eN5sHp3/8F9tCX+rRQqRHywr030qUpkTrUyWshnUyhwrH4cJLwCa5p2IHBf3F33tsVkVh09fwYUnPpfUrOX5xz6B9h9dwMh4GJUeFxeILLL7wqAf+x9sxg/OXsfoRJgH0UFReDQ1kEhRm47hRiKtzVGk6F7KB09cRjASR7nbgecfm5uD26EgElfxkRUe/OS/fBpAcvOUPd/7BSKJSPqp6Sj/TsyDB7TwgLgKDPvDGE40zmlv0xrZjE1GcGHQj5c6B3Gnr5SnBHpcDr4o2NTg02IYvvUAdj5zVhtbEATyfWBBdQdP9urS88QAQTvmZ6PAQjOBZsd8nqoPg91xrMh1iV0j0s1cEGs0yAGWduMGUpmZi9v24/+89hc4Vvp/ISqVAlZO/xHuiV3F9Vd/Hxc7PpTkkxbnI8eEyBiZw+W5MfO+Ox7EuthVQAH8KE9bc/a++Ve4H2/hrfhHcbFEW1z8lXS/RdcBm4f/8lX4ECSTfAFAgl5gPi9LeRFgVQtbzqtmwsuqpjrblnVyY+lucsAYFAUToSjiKjARmuEaKDNpMj91bWUJ+m9OYu3KYtxV7UV721y9cwAIRWfRPTSO1VUlcM8UYd+29XqBLWlObLFS7nYiEo/hnbEpvNQ5mBQ4CAD1d3gT7WeL4C1xzXV7S7gnigDMAlhZXoybQa10LtNoj3T0YVdrHY+6P/RqL2oqS/k+kVicL27Ee8AEgZgSaJZ+KefoMx+9WL8AmHuZN9dW8JK84oKA+fjNOh4aFTsyEnx2nsv5Bpxl8uyfH/Brz5VUPCnVnHhaYaKRDmC9uBDnZnZd7J5/qsCy9Zvb8PDFckz+6ueY/sEXcOW3npgT5onn847ZMayJDCUJQDnOxWhxZhW4Js+NCdyrjiZcda4DVBXq9kN8P7tBcFP3fRtn3/wrTH3y2/jc9s9rc1w1V2mQnTc7lysALnYcQvijD6L0V68mWR0o8G7pkdPKeIsFq4xnxWIF72S7Mh8bz6GAF5vxuIoAKLjTV8orvZ0f8OPxly/ihj+EFWVulLoc8BY7dJXlHn/5IteMGQqAv/jix3h/ebH6HQtw29pYje0ba3H49BXsbq3jFfDK3Q44HUXwh6K6BUff+5MIReNoqavCrtY6HHr1bVSWOlFa7IS32IH3JqZxMxjhAf+s8hzTmFgtemeRgjXVXj5ntn2RAvz5Tm3OTENniyhxDLN4CRY0KOboH3q1V+u6l0gtFK89mw/7KVblEwWafM/lZ2GpVW0UUxHTmbP4HJm1fAay+zcqjuW9eR4zkiBjQov9nXzH/x18ynERF92tuGf/TwHMCTmj/cyOJ6bETa3ahOkffAH34y3duGakEqoXD31GswAkXACpBHA2hLR4zFTzXyyW62LEqjLesvXRz9enmSnpBiFZ8VLnILrevY0izAn5IkXTxt2uIt5khjE2GUEoOothfxj9NycxFYnh8OkreKN/DHtfOGfY5UsFcPj0FT73ltWV6BsNont4AjWVpWhZXYl3xqZw4JVLvAjPr6+9AwBQmgj8Y5kGLP4gFI1zv/7xriEEIzEMj0+j/+YkBm6HMDkd5cd2KODR9XJw3LHf+SSe+tI9WlYA5iovzargef+yT7+9rYkLZHZt5ABIZirvHQmgva0Jx88NIs4a7AnXSJ4P+8nurRgnYHTP5Wchm8+GHdLxy4vbik2FGld6Ue52chO12Zji5+w8D+xottVIKskfL2A3iEwci2nKTZf/JsnnfaSjT/u7if2/cBYf12mzLDpeFPJm82L3vubCEX6MIx19+K+RLyaNK8POCQAX4OL5se/DH31QJ+RT+e/tbJOKpRB4l43zLDRIo8+RRm9nfDHdTPa9pmrHCQC7v/sL7rcvUjQBt7qqBHetLNOZkX9yeRR/98Y7ALTAufgsEsLWiWAkxo9Z7naipsKN8ekoxoIzKCoCnIqClRUlqPYW8+I8zI++sqwYsVlVlz8OgFsX3A4FHreTa8Yj41onPECLtp+MxHh52yIALmcRIrFZrCwvxq2EyR6ATvu2ui7NtRX4/s+0UruNK72orSrlFfNEt4g8hqyZcleHogCqys3LqWrazwe7RW3kzwBYPmdWz2E6FgTRetFwh5fXaQBgyyqRibVC/Ps41TNiuL+VhilqdlOrNuk0euX0H6E4HsKMwwN121/qNHrZHXF+wI/j//Qydk+9CK86hXWxq/x44nn90T3BJE2y8x/+Kxp7/gbPlzyMmt/83ZQxG/I5AUg6P6NzFs8VgKFGu1w03eVynjKLWes+LzB62TENMVfC3k5w0+HTV3g7VFHQGxXXMSrKIjZjAbQo+uryEn48Nuauv/s534c3hTlxWctlTxSY0SL6Y0BABaBA+7+C+hUe9N+a4sFwokb7wdQMZtU5n/qq8mJE4ypcjiLcDEYQTSwCxJazjSu98Ja4cO1mEMFIHLH4LNewix0KIjFgOpFjzzR1fyiKvS+c05nvxevC7uHV0SDcTs1twaLnAeCVb96f9AzIwXOsNz37vqLUxc3LjSu9GA1EeG8AsyA7u7neRosPdl5yHIDRcyR+BswV5zF6nq2ew1QBYyLtbXPFfRpWqIYd5Ix+mn2fivMDfv73IVZKlPdnfu3Re9vxV4nYC3buyqn9uCfeh6un9mPTgXP8efnLi+X4fcWLdepVXMU6zHQcQue7b6H0V6/C27Yfr3wrEQj30pdxpW0/jlwsx2MfvIBfc1zEVUeTTqMV5zXz0pd5MN35xMLi90dPYoUSxK+Ffobner6guwdmAkn21csxBUZxBqKPnS8EpBiCVPnwZiw1wZnpeRYyy0LQ260Mlk3svNjEwi/yfOXiOkafjUxMY3QijK/dv0YX9CazomxOQz5+bhAVpS4Ac+VsK0qc3McuLyRujE+j3O1EZalTK8CzuR59719GKDoLVZ0rqXu8awh9owGEorNoXOlFND7L57u7tQ7f+9k7CEZiqIy5UFvixL31PrzRP4bP3P0hfPWTH9EJ0BXeYpy8OIKvbGnAZzfU8AWOeH7idWH38NKNCYSiCRu7qhdGRvda9t+bBXod6ehD/60pvmARCxAZPU9yXXz5+59f+4BbYljjICZ0xT4GZg1xWPBmIBzFrs31unnabeIkC1KzaH6GXNxHPC858yPdjBU2H3Fs9ryz2gfi/rptN7fh/KpN+MMXzsEfkv6WDVLu2DWqrfkKnOEiuGMBwwhzMQK+fc8/4vg/PYKKqRfh+dwf4x5BiIjzuiII4Bf/6WU89sEL+DfPbwAu4H9XfSXpHphlACQJKklomQkyMYbg4q+QNfM6FcRZ+iwLQZ8tLcPK1C5jJwqYlXS1mi97ocpzPXiyF+/cmkRcRVJFN/mleWeVB7eCM3AoWmU8lqqkFcPRIvkPn76CTzWtxE/ffh81laX4zPpVONY1pJWgvTkJp0PB8NA4rt0M4k6fhx97bDKCPVu0gD4uZBWF19pnAXCsiM5741qqnLNIe/meeOs9vPtBiNexb2/TKtXFZlUcPXMdn91QkyRgmFDbvrFWJwivjgZx4JVLWryC8HI/P+BHYDqWlM8upjUePHGZz1XW2Nk+LLNhaiaOhhUe0+dJrosvfs+EOWuZyywPrHEQS+d7+NlOXRCfKFjFzICK0hHLRYFVXXizSo1mlgnZCsbGycQiZtY8iF0z8VrJCxGj9FTxXHggXOt3EBEqyV0514HfH/0L1NZ8Bbu++CXc07BX83cbRJiLWvM9DT5s+v29APZanpMogHe/9u/wa46LqJh14tf++F/xawbbp8oASBcukH+FrAbKZXuexMKzbH30mXDvk6/xF8qFJz4HIPulOa22N+p2xhB9l6LfkPmbWSc6sac9e2GyqnDMt96yupJ3JRPNzaLG73EVwVGk8JKzzbUV+OEvBgCouNPnQf/NSV30+VePdiIUjWO1rxTVZW7c8Idwa1Lvh2cR62IjHiOfLjs/Nm+fx6UTkqd6RnRCkl0vFjEvntOhV9/WrkvCsvFG/xg8LgdC0TgaV5XhJ3/wKcNjm/mazXy8ZsLx/IAfjz7XqUX0r67EgYc28N9X+0oxFYnxhaXsphAXnen4wK0sGeI5ylHxovtoa2M1j7loXOnFT/7Lp20/6/I4sgvGKBYhnbREs2vBTNp+lKNvw/+HC3bRfy/PWzZb2zVjL4a5e6mZ2Inssux99NnCyNQuahdG2o7dXGF5PNlXK74cWTlb5udmOeZG+eGs2IhDAVb7SgFomunj//gWboxPo3FVGdfeWWBc3/uT2PnMWS6o2tua8Pg/voXQTBxuh+b/DkVn4XE58GLnAIKReMJsnqhfn6gIxwrXXB0NAlDhcTnwnxNd7LoTQt7jKkJTTQXuW7MCx7qG0FxbgVM9I9j7wBq82DmId25pcxE1/va2JlwY9CMYicOhgMc5yDENTJj/+cleAJr14eFnO7mAYsWD5A5+oRktQHF0IpwkRKysQLIAE0sFs2JFzz+2JcnUvXZVOS/mc6SjL9EzQKuDwOoerKspT4rRELXd9rYmjExM8yJCVsGdzJLB5mh2joFw1FJz/upRrXTytbEpXTU4s2ddTDcUzfJGgttOfv6Vcx24+NIheNv244dfN85nFylu2w///3oUPgTRdPlv4EMQV0/tx3S8FJORL+KINO8r5zrwocT2FzsO4Qqg+93KjG3XT5xN4Uy+acIMEvQJ7GgjRqZ2WajKQVItdVVppUyJJkux6Iv4kjWKHpdfsqKPlvmERyemMewP49qtXi5MbvhD6B0J4OgjmwEAXz36JkJRrczoo8/9Es8/9gnuo2YkYuS4YGcaNdOOoSi85/3eF84hFp/lZn22UGKC+k6fBxUlTvz0yk34Q1G+cLgwOI5gJMZT75j/nwnLtSvL0D08AbdTWyjsaq3D8XODCEzHeEU7sZ0toAnON/rD8Li0E2BClF2rgycuwx+K6jRpo4WX2YLNzIQ8lchsCEbiOv87u3dyVbdAOIqpmTjCUa1JECsUZGRqZ//e1ODD2GQEwUg8KbiTzU1ckIo/zc5RtkTILqU7q0rQf2sKsyoMtzO6PuxvgllwTvWM8Ih69uyyxSnbx+x6y75jcb5m+9x0fhg3VRXj6/8DSn/1KtzxIO7HW4AbKGl7NGl8H4K8Gp38ezYg/zexEBRsHn26tbszzasXa3a3t83lQbN/p8oVNhrv6CObDaOa5aY4otARfdBiXjgA7H1gDZxFCn597R3weVwoLXbwceOz0J13JDbLvwtGYvzFubqqhH/uKJp7bDyuIhx9ZDP2bKnH8499Alsbq3njHEDTOkuKHXAogKtI4b3tn39siy49i5XaraksxdbGatRUuHXXhdUJCEa07nv33XUHnEWaZaGixKkJNkVrvvNH/3QJb/SP8cI9RQp4Z7utjdW4o6w4MXcHt4SI9dKry9y48MTnsK6mHCMT09xqYPZsnB/w47N//Tq63vWjcaWX3yP2THmLHUk178XnTXyGWMne2soSDPvDXHCzRkZsQWa0KN23bT1fdLF5ybnrbB/xmWxvM64tYJWpcn7Aj6e+/HHdeaWqXy/+TYjPuDg3th2zWlktkOWc7lR/wzMdh7AudhURZwW2/PZ/wT37fwp121/iorsVd/zWE0nzZuO//1vPz3WYE37PBkshL51Y+hSsj775955JK283G3n16fgo0z2Wlb/y0ed+yf3Mr3zzfl1euM/j4gF1zAfPmoMAWt79RDiGylInbk3OcEG/sqwYVZ5ieIsdSRXldrfW8Xz1lroqnUYq+50BbTEQis7C7VQQiam8ct26mnK+HWt+MzoR5imAoqlam2cUMzEVkfgsPxcxt33n02e4JugsUrD3gTW6gEL2LLDtWLyCLp7BoIoeAF1Nf7YNqyooumdY7QAmbMUKe7L/WfaTyxr04y9f5EGPRjEYbP5m6X5i7vvRRzbj6miQlwxmFRPNnq9s5sNnQjb/RhipzOTk4yaWMsvSR59uRP18a4UD9tP1MknrM0sP2/vCOV70Zmo6yqOvG1eV4YY/DH8oikjCbB5XtWI2ToeCIgX4cKXWK354fFxXOAfQzMe3p2YQl8yyLCiPCdn71qzghXtYTfftG2t5JTmPy4EVZcUI+cOIxLRF5ayqCcCP3VnJYwye+vLHudD/85OX0fqRFdi3bT3+9t9+hRv+MG4FZxCJzyIRrK8T8gCw85mzmJqJY3VVCW5PRXFnVQk+u6EGjz94N8+WYPniYnT98a4hrpFeHQ3i0vA44irw6HOd2P9gM3chsBa0Dz/byQMhWS38lroqHsA3E1cRCUVx6NW3cW99la6OgHjvxMh5Zp6W77HX7eQLMyNzPYvuF9P1xGcjMB1DudvBNfVLN7R2vcGbkzh44jIPuOT3fDrGsw/Evx8x28To7yrTRbLVfpn8jaT6Gy6Uvup2FiS0aCFECtZ0n8qMOB/M3AKyCdJsX6NUr1TjG43N/LaOhPDzlrh4BzpvsQN3JsztK7wutKyu1KriqYA/FMOsCkyEoziwo5kXhanzlfIyspG4yhcGgWltEfDDr2/h5WGdRQr2bVuPY11DiM2qWrqcquKN/jE88eMe7r9vqilHdZneDF/udnChIbojShIuhUh8Fm/0j+F41xAmIzGtWU18VmtxmzBAiaVxWXBZ/81J3LWyDK0f8aH/1hQ34Yrd30RYv/ipmTgefa4Tf/xPl3QuglM9I3j+sU/w2v7MBM6uV3WZW4uU39GMv9+ruSLYNa+pcGP7xlqUu53cdC8LR/k5SLrHCWvb2kRBJPZM8NK6O5pR7nbyvgJsP7YA7B4ax9pV5XzMfdvW82fl2q0pXTlbFjDISgWLfz9iYSejvys7veCNnmkrU7udv6VUpOu+Wypm9IUqd0sUDgWr0ecSM+3ajlYjRzzbHd9IW2FFVkTT8MFEhDkUBd4SF//3wO0QvrKlAT99+3386tYUVGj+cMatyQjGwzGdWR8AaitL0D00jq8e7YSjCPjKlgZdfrOcidDzXg8XPGtXlfMe7aw17eqqEhz5v36NR1Xvaq3jJuypxIJiNmEN6BsNovUjWmEdlwP4+v1r8Ob12zzbQIw4Z93/jDRfs+Az5gdmWjzD7SzC3TXlPAiOlcFlmrfoHhHvoxzApkXQawGFE+G5aHmz6Hz5HjPLgxhsKRfjWbvSi+7hCaxdWaarhscDN6Wo9Y/dWclTLQ+e7OVBky2rK9G4qgyjE+GkSnlG2SY6N4ONXvBGz7SV1W0hLWyMpRK1bievnXLfCRES9Blg9IKy+1Ixe7mJL067bgemqb55/TYqSrRbuau1DgMfTGFXa51W6vZkLxdkP/zFu5iJq7wj3FNfukfXgx4AF/Ksdv6tSa3QDtPQX+wcwNqVZWi4Y65cLDvOtZtBno9fU1nKhfyRjj587X7NX/6f/12j7phM0ADggmY6NotoXEUoGufXNBoHekcCOLCjmS8SxIhz1lGOYfceHOno45aL2qpSlDq11rkHdjTzbn6rfaU67VIuTmNUXvf8gB8jE9P8OrKI+/a2Ji7kxQh6s+A3Xgwnof2LpX1ZwxzRtSKfHwCedsmi2Zlvn6W5sUyOIx1aQ5fj5wZ1ZWdP9Ywk1fgXn3cxRsNswSvOyU50vBWp0u/MroPMUjVv21mQLJVFC7EwkKDPACNtw65wFl/eDwu1uc3S4wBza4GYjiWm9TFte11NOQY+mEJcRaISnYLYrObnjsVncXU0qNW7x1y9eiARwOctRv+tKR6cpwBwFukr6x08cRljUzN4bzzMTepFiSC5/puTOo2RpdMdPzeo0/xcDgWNq8qSgv6AueY4DgW4q9qL7RtrdULy6miQ1+z3up1aip1UQx5IXoSJ949ZA8aC05gIRVFa4Ub30DiOdPRhdELLBJgIzeCHX/9NPmcmMH0el258MT2NCU1Ai1No+lAZF7Zs/qlq2uuOl7ACMasNq1Fg9YwB+laycnqcaf68UNkPgOG85LGM+jGYlcYV55SJoLebfpfKKrBUfPJ2WaoLFyL3kKCfJ+loJ0bduIC5kp8ADDU8M7Ot+IJlL3+59rkoVFjU9dRMHMFIHIde7cVMwmbtcCi4s6IE46EZXgp3ta8UN/xhqNBaxrIKt8wfL1oCGK6iIhQ7FZQWO3FxaByzSHTFqyxB8OYkrt2axP4Hm9FzYwKxWRU3gzNYX1PB57t9Yy03w+/aXM8XBkxrZDEJ/lB0rtxtAjYmMFdDXraQyMKNBcV1D00DAEJjMa6p/+TyKL7/s3dQ6SnmvnE2zoVBP/yhKA/ak2sfbN9YizP9Y5gFcGdVCQ98kwUkw2qhKH8n1ihgneTYc2S1ryz4jH5vb9MqKTauKkt6nkTEbeX7Y1RW1+p80qW9rYnXGghMx3T3Jh0KzbxdaAsXInsUbDDeQpFO/r0Y1CQHG8lBTmKAU3tbExpXleHSjQndsVi+PPNxdw9PaIIxgRjs9pPLo3jixz2o8hRjNqHh11SWco09GlcxlMjbPnlxBMFIHFORGA8uE72vex9Yg12b61HudsDl0PtlV5YXIxiJ4/bUDLcQrF3pxdfuX5PokBfHD868g2JHEdwJbZ4JjDf6x3D83CAO7GjmjXcGboe4hs0C4dxOLWiPafurfaXwuIoQm1XhcRWhZXUlpmbi/PqJAu3R536pfZ6IZWBm+NW+Um5BqChxYlODD70jAcRVzHXuw9wCrKZCuy4sVkCufXC8a4ifPxQlKZAOgO1AMfHZYMLUmahJIDfvsdrXDkxbHpuMoHt4ghcUMtqfbSveH7nWQzbmxGBWMAC81gA7dias39yGe/b/dElrv2LAIQsmHK5pw9k/3YrXTv3zYk+PyBNIo58n6Wgnn2paiVe638OnmlZamhXPD/hxLVGJ7totzfw7NhnhJngxqIxp1awCn9xQhZl6mdY35A+j3O3E/gfvxrqacl6DHtCEeamrCJ/bUIPX+25h37b1ON41hOHxaRQnesUDwJvvfICfvv0+r8de7S1G3/uTCEXjKC12YmtjNZprK/Bi5wAqPcWAouD4uUFel340EEEoqqXVsVryzIXQ9/4k9+EzLdnjKsKFwXFcHQ2iosSJUDSuZRDMarED1WVuVJdpJvc7fR5UlLowNjWjG5ddL5ZG+PZ7E/jYn5xGTYUb/bem4PO4cHDnx3S+6e0ba3Fh0I+aytLkQL66KrTUVWFqOorAdCxR5lcgETFf7nbA63Ymmaof/8e30H9rCiPjYfzkv3yajzsyHsbY1AwPsLRqsGOnt3m6GI1vta3c3jfd4NR0kN0b6bTZLVT010Tzywf/dCvux1s4++ZfAds/v8gzJPIBEvQZYNXb3IrX+27pfpqNGwhHEYzE4FA0jfHgicu6yGfmXw1Mx3h/d6sGKnIDnGAkxjV/b4kD07E4XEVFiCRK1b7ed4vnp09NR3mb2uFxzbx98cYEHImE9tuTMzjyH+7Fo89pmtboRJgXY3n8wbt1DVJYw5ofnL0OTIR1Fdxu+EMANME9NRPnArJhhYdHif/RP13C7269CwC4FaB7eAJTkRhPYWMpfgyvUAWQ+eNZ1H4kHgMC0JVjZS6E5toKXlnv3soSndme/RQLy4hBhUZBcnLA3GggovvJvmN5++zYLEdedNuw5y1VB8VMEJ9nOx0a5Vx8RiZ58KmQF9Vi2mQursVSwEjRmLrv2zj75l9h6r5vL9a0iBwwn8XzsjPdp5tba0Sm5XLlEqXyfNi4125pfeJrq7T0t6mZOPZsqceFJz7HX2hMgHvd2lrt4InLeOrVt/Hoc50YmZjG1dEgHn62E821FSh3O9G40ou//OLH0LjSC4/LgbdHg+gensCt4IwWSKdoKXEe11yBlSMdWo37YCSG6vISlCeK3M+qQCzhHJ+Jx3mhG2aa3/vCOX59mTn3wI5mtLc14fDpK+i/OYm1q8rxg7PX8bE/OaU1zEkEALgdRRidmEYwEsewP4yKUhf2P3g3v15ahzyNAw9t4CV3u4cnMPDBFO676w7+vbNIwX133YF7n3wNT736Ns/z/sqWBnhcRfC4HNj/4N06szu7B0zQssYrZs/M9o21vFqgmQndyFS9/8G74fPMnRvT1msqteu894E18Hlc3ArCou0zNVMvNLJrKhsYle7N9BjZeA/kA0bP1ue2fx73/+kb+Bxp8wVFpnIHWIYavV1Nw6oVZqbBREZNccT5tLfNNbRh6XLD/jAX5iJihDTT2JkZP3hzEn/yzz2IxlWc+dUYZlXg3qoq3jdebFDDiMRURGJaKdraKs1UfXU0yE3XLKL9xngIH0zO8Cj72Cy4kGclZ8WgNKOIbJ/HBagqj0qPj0/z/P1ip4JgJMb7tbPr/4Mz76D/1hSmY3Hd/WNjP/pcJ2+KA2hC/skvbORxEUxwA8C1m0GEorNoWV3J7wcb552xKTgU4NfX3sF7xLPCOqzyn3h8plX2jgR02RTifZEzKFgAm1HKWv/NSZS7HfjplZuo9haj4Q6vLk3RKoUtn0jlmlrs+bO/u9rgJbjC/5Mi1Ym8Zz5BrMtOo7erBcirJ/H3bFbdE+ezqUHf0GZXax18Hhd2tdbx7cWAJFYdrXFVWdK40fhcuVmxje32jbW8OArT0EW8JXO96v/2336FYCSOG/4wF3b+qaiuOl2drxTlbgdisyqOdQ1h37b1STnnrPKamAEgat4rvC58ZUsDnEUK7q33wedx4Stb6nlAHgA89eWPw+dxYVbVovgD4She6hzk12LtqnIAWv5+S10V1tzhwfGuIexOXMO9D6zhBXJYoSBWHY5xpKMPw/4w4ipw6cYEt6Cw7nNjk5GkanZa9TsHRiam9a1aDYLkeMU6IYBNfhZ8HheCkTj6b06i/9YUDwyUA/IWQrvPldabav5mx5U/n891YH93u6depApyxJJgPnJn2Wn0dn3q8uopk9WUlVXArBqa+DuLsD58+grW1ZTrXvJiznZtZQlvWnNHWTE+mJzhaWceVxH37/tDUV7O1ut2Yv+DzZqW7g9hbHIGToeCseA0b5LDAupD0TigqnAnAvIUAB9dVYanvnQPAM1tcO3WFO9Mx6wRYnMbj6uIN8DZ1ODD3hfO8XO+PTWDFzsHdT5puT48WwQd6ejDyMQ0uocncO3W2zy4TizaIsYlVJQ4ceGJz+H8gB9vXr8NqCq+dv8afj3EPOztG2vR9e5tAAo+dmclPvpHr2LvA2u4n38iNINhf1hXze5UzwivHy/64Y20VXY/WdVAo2epYYUH1WVaAKG3eK67njjefNPT7JILPzuQev5mx5U/n891YH9nV879cUGl2BGEEQUv6DM1E6bKObaD/GKSzfSp5iWa8plAEj/b+8I5HH1kM48+3rdtPfZsqU/qjCbmN4v57xUlTrzyzftx75OvaXnycZUH3DmLFOy4pxavXX4fgIqKUhePulehlcbd1ODDzmfOont4Ao2ryrDW7eSBbgz2b9ZOFtDSyna31uF7P3sHs6r23coyJ4IRQFVVNK4qw9fuX4NTPSM6QccIJ7IEKj0u3FtflRQUaRYtz4V/6QhfNIjjnuoZQSg6i62N1XzBcfTMdTz5hY0YuH1FFwnP5sQC/Fj5XavnxGgRINdL6B6eMOxUx54hIDvlYUXsVLPLBLFuhOiySjV/s+PKn2fjOtipIEeFaIilTsEL+lxpJXawsgqwiPFAOGoauSxqseLL7egjm7m/m5ktmTbNIsfFkrDica+OBnHtVq9OCO7bth6HXu3FZCQOVn8mNqvi8nsBNH2oDN3DE7pI9iqPExcGx/HUq2/j7fe0RcPgB1O4+8NaN7pyt4MXW2GFTbzFDl2wGwDcs7oK3UPjKHc7MC102BubjPB4BlHQAVqVNuZyKHUae56OnxtEMBLH2mKHTguWBTKrtMcEkXidmmtHcfTMdex9YE2SH14WvnL5XTOMBJO8+BN/mn1mhFUb41QLSrO/kfkI0vMDfjzxY63vweHTV9KKijc7brYXOHahQjTEUqfgBX02TO6ZYlZ57EhHH8/vZn5is+MYvdzkBcDV0SC63vXzSnSAptWKvcdZoNjh01cQjMQRHpvCTy6Pcs3/K1sa8MNfDCA+O4tIwu7/7gdTKEkUp3E5FMzOqnjo4x/GyYsjiM2qvCc9oHW7g6qiZbXWNKV7eAIVpSNJixhN2x7HyHgYn7n7Q7h2M4iaylJs+HAF/vmt9+BKdMUDNI2w610/PK4inivNmvi8+c4HuHZrigcWihYSVmL32q0pvNQ5aFgW9/yAn1fWO/RqL9bVlOPxly9idCKMq6NBPP7g3Xg8EREvZhCwn4FwVFeVzai/vB1EX7/RM2dXuNk1d8vIdfuzxZGOPp61IGaZLEUKrYIesfxQVFVNvdUSo/mee9Xeixcy3p9pbHI98mzA88pXV2Lgdoh3MGtva8pIUMj1xQHgd7fepYsyZ6ZgWTtmleAAzVTPGtLETR4Jn8fFS65qlfVKMOwPo0gB1lZ78dSXP84FC4t6X1dTrhNg4hxY/rp4fNFs/bE/OcVN/z6PCw0rPNy0DYDfIzEGgeXqM21S7MYn3k9xHo2ryuB1O7lp31mk4NjvfNLyHojd6+Rr27K60tRKY3e8dMlUo5/vcdOdj505EQSRPoqinFdVtdXou4KMun8/MD2v/Vn0s2gaB7IThczzyh/akJS/LfYDt8NTr76NL/3tz+EPRVEkVKL94S/eRWxWhQJwbfilzkFcGPTD45qLtK+t0iLUW1ZX8rxtlrsvPxisvvxUJIatjdU49jufxH/+9Efh87jw5zs/xoU868Eem1VxvGsIB0/24o3+MTz+8kXsfOYsRsbDaFxVhpbVldi3bT0aV5XBoYDni4taJYuOL4J2bCgKGld6cWFwHM21Fbzc6vFE4F6524n2tiac6hnhQn5aaMoj3s/2tiYehf/Ul+7hlewAbS5iLQD5vrNrycr3svHKWRqk0LTH6Jkx+my+eedmEbmpInXNjjvfZ93quAuVNUAQhAZp9CYYRcyLPcSz7StMZfqVA5vOD/jxpb/9Of/+d7fehRc7BxGMxOBxOXiZ2GAkjq2N1bx7nMdVhKaaCl5NTj4WO++RiWme564AKHYoiMQ10zwL8GO54lsbqxEIR7WgvJVejAa0gjfiv0XNenVVCc48/hkAxtYTNgdWhlUsxyrm4rNoejGy/06fB0CiIp6icC3d43Kg9SM+Uy1SPCazDsjWgpa6Ki2KP1G9js1BHiPVM5MrLTqb5HKOpNETRPZZdhq9Ryh7mqlmImskqTpzZUMDeuWb93MhKmuAT/y4h6fasfmIHOsawv4H78bWxmp8Z0cztjZWY/+DzVxbY9rxnT4PXvnm/VpDEMF6IOfnMxRoUfaRuKYh61rJJiLkLwz68UGitvy1sSku2L0lWk64z+PCZ+7+EB+T5ZzvfOYs3hmbgsdVhOoyN5/H3hfO4Y3+MS7cxZrucnVBrX79XGR//81J9N+cREWpi9cYKHc78J0dzZaaLbvfe7bU4+gjm7lFRxT6UxGtj0Clx5VU4VAcI9UzI2vR+VClTZ7DfC0MRmMyslmHgiCI1BR8MF62ou6t8qPl49hJnUtnvmJg0+7WOl74BgBWeIvxSvd7POpezCff1ODj2j+gmfEB7QUsBynKx2W546WuIl6edu3KMl1jFaZha4J2Rudzr6kowVQkhnK3g0f1M2orS3jWAUPuX8+Eo5ydIFcXFNMNy90OVHmKMR6aQXNtBY509PG6++kgBjuK1gRWQrfaW4wzf/ibKUYxf2bkALvFyAyRtWp5DmZBgOn43hcz44UgiDkKUqMXyYZmAqTn65R9kLJmY6XBGc2XfXbsdz6J3pEA13Z/+PUtugY5742H8KW//bnu2C91DmL3d3+B/puTXOM1qu7X3qa1gA2Eo1pE+kMb0LjSC0DBal8pWlZXYtfmep3WL2rY+x9sxtFHNnOfv7fEhf6bk7yNK7MoeFwOLVdfUdBSV4XGVWVoXOlF46oy9I0Gua+dB0Eyf3fip3ztxGqCzz+2BWuqvQhG4jjWNTQvP7Co4bNzZbX1Dzy0Ia0xUi00svWMpoP8jNqdg5V/PdMxZTK1cOSDZYQg8pGC1+jFWutyhTGR+foNRQ0olbZspemkW0yEacs1laX4VcKnDoBr/Ide7eXR94AmaI1evOycu4cn8NWjnWj6UBlujE8jFI3DEYrizB/+JvfbsuI8zH/+sTsreeU+llN+fsDP09W2b6zl0fey351Vynv42U4eE7B2pZfPZ1drndasZs0KrYZ8IhaAXYODJ3sxNR2Ft8Sluy522qwy7N77XOVxL0Z+uFHxGSNLlHxtrNJVs1XQJlNLAFkQCMKYggzGa21tVbu6unSfpQouWsjgo3RTj4zmJgestbc1Yc/33+TV61iZ1bHJCIb9YT6+26Hg7g9X6hqlsDFGxsO6hjcuBxCNayb/v997HwDoguHEn/LcWFncYCJKX76m4jm1tzWh/UcX8N54GB+uLMF//neNupaxb/SP8bS/xlVlqK0sSSq+AyDje5fq3ttZCBRCOpnRdViMwMFMr9diXOelcm+JwscqGC+nGr2iKHUA/gbAZ6HFdXUA+H1VVQdt7Gu2ArlXVdXudOeSqnBOLgvrWJXTNfNrsk5p7W3J3fLESPOzvxrjTVi+9usfwYudg4jPziIYiaN7aBwtdVWYisS47zwSV9E9NI69L5zjeenMx+1QtIj49yamMasCriIHytxFuhK8LAqdlYNtrq3Asa4hrPAW42N/cgo1laW8bSwA0+BF8ZxYMxlAa8l7qmdEZzlgGQOAFk0vWk4C0zGu0cvlcu2+gEUrgJHVx46maNSDIJ39rUhXmBhtb2cMo78Bu38X2RR4mVgCrpzrgKvjEP6obT/WL6DAzXcrApXvJYAc+ugVRfEA+BcA6wE8AuCrABoB/KuiKF6bwzwP4JPSfxk5XVP5SzOJBM5GPrA8ButvziK8mT+dCUT2QmWCL67O5bi/ef02Lv3ZNvz93vt4jvh9a1YgFp/Fal8pGleVYbWvlG8PRcHWxmrs27aea8zvByJQVW1V9vAnG7j/mwnBH5y9zo/1w69vwZvXb8MfiuKf33qPd12bmtGi7ut8pWhYoaW7mflPf3J5FBcGx7GyvJgH7ol1DE71jPDOdCzqn413pKMP961ZgbGpGexqreMLhCMdfbrrahUjIQoocX8RK18zG4vdN7n2Atu/ZXUlr6RnhdF1Svc5Mzr3gycupxxD/htIR3gvdm48K1O70F3oFiO+QuTKuQ5cPPQZXDnXYfj9Yl0XIr/IpUb/nwDcBWCdqqq/AgBFUS4C6AfwOwD+2sYYN1RVfTPdA4dm4pb++GyRiRUg1RjHzw3CH4qi2luse4GImj4ANK70IhybxURoBpWlLgyPT2NqOoqdT58BFAUHHtqAq6NB/NE/XQIAhGbC+NjqKniLHRj2h+EsUnDfmhXoHQlgXU057qr2ov/WFKKCP/9Y1xA+u6FGl7/O6sxfuxnUhFHC9eMqKkIkPgu3swijE9M8En/IH8bBE5dRUeoyjFNgzWOcDhcu/dl2fmy5xr8scNj+zKJx6NVePP/YXFOb411DvJ2sVYwEAMta84C1himOZdQoh+3PcvoPnuy1rI1vpCGm+5zJ1pI3+sfQUleVtkAymkuuGuDMl8UqU7tY9fcZqerwU/leAsitoP88gDeZkAcAVVWvK4pyFsAXYE/QZ8T7gekFMadl4488aYxEdPloIIKnvvxxXVQ8AB6MNlcGNoy1q8px18oyXsAG0F7Sl27Mpa/FVXBTPtM8WSvYwHQM3hIXPEIqnatIX0mORcNXljoRmokjGIlj93d/gR331GLgdoib8tn8fB4XqsvcCCY0fKblsyDB9jatXvwHUzMYD81gd2sddj5zFlBV7Npcr8udB5LvI+vY53QouBWcQZWnmAsgVmWQtZMVhZBZbXcx2CwdEzQ7D7YAE+cpCkVeeS9FTIyRwEz3OTMLDE2lqevmCyAwHeOLJYaZqXqxBZ6dLnSFiCjIjcz0y/W6EHpymV63AUCPweeXATTbHOP3FEWJKIoSUhTlXxRF+Q07O32ooiSn5rRcpvEc2NEMn8eFYCRmaAbdtbl+LoAtYTY8kCgGc2BHMxpXeuFxOTAyHsbu1jr4PC787ta7uCn/wI5mnhK3u7UOWxurMTUdTSwQ5kq3bvhwJU+3276xFi11VQC0NrasFn5sVsXJiyN80cCEOKsdf8MfTqToQZdqB2iCoaLUhSF/GPfW+9A7EuAlgA+fvpLSDMw6yt1Z5cHWxmqUuBx4o38MB0/2JplTRZP0kQ6tFezAB1NJ34nFeuyaoNl5dA+NJ+0jmrNTpebJBYuyZYkyckmZmdnFz9liqaLUlaS5p3JjUHrbwrF+cxvu2f9TrN/clmSmp/tBMHKp0a8AYPSE3QZg5y32PwCcBPAegAYA+wD8i6Ion1VV9d/kjRVF+QaAbwBAfX19TrULWatJJ6oesPZ9isVajDSprndvw1FUhKujQZ7jLaYO1laVop91dVNu6kq0imOJbVc/+9evAwBWlBWjqcyNqWnNfz/Xu34Qfe9PIhSNw+0swt21FbhvzQoc6xrC7tY6bhlgjWTEwjnvjE3hrmpN2Je7HVyrPnjiMj6YmuFa/rqact5GVtTozZA11Z1Pn9G+UFVL7bK9ba7ADgswlK+Lz+MyDcwzundmZmt5jmZzkhsT2Xl25xP8Zme+8mcMu26MfAxMK3RkMz3dD4KR6zx6IzulYvBZ8o6q+lXh158pivJjaBaCPweQ1BpMVdXvAfgeoKXXpT9V+8gvxHTy5AHg4MledA+NIzAd0+WdG/l3Gds31uLsr8YSpvVZPPFjzVhy/Nwgrt3StGXW+51xwx8yHevSjQls31iL8wN+jE7Mpd/1jQYRjmp96VnzmWu3phCKauMWOxQ+Z9bGtf4Or65bnLfYgfFQFCo0l4G3xJWoex/B1dEgjp8b1FXFO9Uzgj1b6nW+63U15Th44jLvZS/X5JcFDivNa3b9xOtr5ksXo+9Z6VvAuO2rGF1vJPzSDWSzKq9stk+mL3GrrA9xLKtx01nwLASU5pZspl/suAkif8il6d4PTauX8cFY07dEVdUggP8FYPM855WSVCYvo6pyojkzlXnz2s2g9ovgr5XNprJp9VTPiK59bGxWxeHTV9A9PMHryUNReNEZAJiOzuKlzuRMRmb2Pnz6Ctp/dCHREMaBidAMQgkhz6godfFGOR5XEWoqS5Oui9gtDlAwPD4NFUC526k1wdnRjLGpGQQjMa1WfyIOQYH2ADbXViTNkZnY+29OGtbkt6qfnipy3SzDgn3Oro+R4BUzAqzM+/I9tFMNcd+29Th4shc7nz6T0tyarWjvTKPljfZbzBr2ix31nympoubnA/UUIBi5FPSXofnpZZoB9Bp8bgfWYyWnpPvSkP+grP7AWGqcz+PS+WvFFzdL1WI+b/Y9a9Dyu1vvwtbGauxurYPHVQS3U2sKs6u1TteGdhbAEz/uwUudgzohwwSrPxTFyLimzYeicXzm7g/p2t163U4+l+/saEbrR1bwErqAPrVM8+EDwUR9+5a6Kjz/2Cfwyrce0JXK3bdtPQ7saEa52wk1Mcfv/eydpCY+gekYVvtK4XE50LjSm2Q9SUfIytfXCFEQs23lfHhAX3I3lWvBKGvCaN7iAsNuq+JMX+LZal6z2GllMvk2H7tQ+huxEOSsMp6iKL8P4K8ANKmq+k7is49AS697XFXV/5rmeBXQTPfXVVX9lNW2RpXx0kE2o2fTJGjHxGhWjUyuJif6dQFowjbhV1/tK8XIeJjn2cfVucpxH/uTUwhG4igC8GFfKS9W4yxS8OQXNuJ41xBvl8vcDCzAjn0OQNeCFdDS1NgYYuMZI3Y+fUZnvjeqxuYsUhCbVQ0rAlpdv3RjJsRjsna5ANIewwq78xZbFctzyGRMs/PM5xa5ywkqaENki8VqU/t9AO8C+LGiKF9QFOXzAH4MYAjAd4XJNSiKElMU5Qnhs28rivJ9RVH2KIryaUVRHgFwFkANgO/kcM4AkqO0MzEJzqdFZ3ubvsEMG09Md2J+3XK3g3elYwKiZXUlqsvcPAgurmpCvLm2Ag8/24nSYi00w+VUMJyIjGdC9VTPCF755v1cE2fuhdGJMI/CBoBHn/slT7ljGQA+j4u7FGQrgsyuzfXwuIrgcijwuIqSrBflbgd3B7AFl7wAE4veyI1u2DVi+xjdQ1mLZyb5vS+c0xWYySQaXz4GAEvXApu3eO1TPXupvjc6DtN8WbAhRWQvLmLUPEHkipwF46mqOqUoym9CK4H799DM7j+FVgJ3UthUAeCAftFxFcAXE/9VAghAE/RfV1X1l7masxF2A1qy2aJzU4MPFSVO/hIXtXefR9+8RbY6AMDA7RD8oSg39cdnNdM8i45nRW+gKih3F+Ezd38Ib77zAaAoSed53113oOe9AD5z94dwe2qGC9BgRMsbr6lw80XLvm3r8cSPe3R93NkcZc3zVM8IQtFZlLudCEZiON41pLMCxLV0ftRUliYVyWEY/Vts7ZuqEA7b5sKgH2tXlfPyvv5QFA13KLpuhOkGy8nHMJtbOg2M0v3e6Dhsock0+1RzsIIC4AhiaZDTqPtETfsvpdjmXUiR+KqqngBwInczyz7yS3W+Ea/i/kzQOIsUXVqYUYT0w892cmE+OhFGMKIVqmFtZlnnuEOv9iIYiSMSB18AsAIzIi92DiA2q+Knb7+P5x/TMgqaaytw5ldjmFUx10YWc0F5zBcvN6YR58ki/73FDm3RIAUmsih/b/FczEGq9C9R8xeL4pilhImpdt1D46gocRpW5BOL/LBrbFe4Wc051bORqghNqu+tjpONiGxK3yKIpcGy6V6XKXZ9mrnw4cod6sROdWZ+Y/bZyMS0LgJfnv/OZ86ie2gcHlcR7vR5eAobABw8cVkro7ujGe0/uoBhfxhuRxHuri3nVe+Ytt6yuhKvfOsBy2tg1GmPCYmWuirevEc8B9FXne71TMcPzXL6WRqfmMPP5mgUP8B8+ctZk11sjX6xj08Q+cSida8rBKw0H6sc5HSxa+IVzdsHT1xG9/AEAuEoF7ZsHryADIw7yB3Y0YwjHX28bC7T5h9+tpMHyR3p6EN1mRvD/jAi8VlcvDGBxpVefO2Bu3D83KCWs68oOD/gT8onN6oLcLxriJfolYvJiGxq8PH52SGdnukymxp8eOVbD3ABPnBb73KQxxGtAHLBnXTIlZBaSOG32GVvM7Uo0AKBWG6QoDdBfBksRCWwTEy8rDiOWCSHzX1qJg63Q4GjqAj7tq0HoDc5M4F48MRlXd339rYmXngnEI7ivrvuwKXhccRVYFYFxqZmsGdLPfZsqefCkQk88ZoZ+dNbVldyv3cqIcH2F9v1mr2UjbZN936w85etJka160W3RKbkyuxdiOb0bDfSycY1osUCsZQgQW+CnZdBNvycDDOhYvUi8bqdup/i3LnZPh7H8XODvHuaWI2PFaURffPJGm4IcVWLlCxxOfiiQTxvFsHNGtqwzy4M+jEyMY2v3b+Gb2/UWIXNRfyefR4IRzUhHo6iotSF5toKvNg5gJrKUjz1pXt0Gjzf1sbiwOr6m6UG5nphlw1yNe5iYnbdM7UoUHwCsdzIZXrdksZOAY5UqXLzaSrBXiQHT/YajsF+Z5XnRLZvrEW52wGXQwuUm5qJa/XrAfSNBnhKmlF3MjY2+44VupkF0PoRH9bVlPP5iIVe3ugfw9RMnBf6OdUzwvvTiz5vNu9UlQBFAd5SVwUoCt7oH8PRM9f5uGx7Ng/WOAaqmpMqaXaeCbtYPTvzeW5yXQ1tMRqlZPO6A9m5RtmeE0HkEtLoTUhHWzDTvuez6pe1VHkMVsimpa4q6YV1/NxgoqxtEaJxVYtcT0THh6KzXACKvnnxPMRWuHu21GNdTXmSSf7SjQluwmZR6YFwFP2hKBfsIxPTGJ0IY/vGWltZCUbpb2we7NiiRi9vz+5Zqr4BqTC7n3afCRbgxwIa0xUoi6Ut2rEiLcbcFjsWwIiFmhMV1CGyAQn6LGD28ksVyMciy+X+6/J3FaUG/mCr/uY85U3RNH4hmp753ndtrudzY8frGw0gFJ1F46qypDavTNCytDg5V95IwI5NRnhrWvla2GmgIgfssW1YMx12HWXhlIvAyHT3FwMaM13kiemCctaCLIiz4TNeaHcVkRpWIvdixyHqK09kDAl6E9J5cbIAtsB0jJu0Ab2GyQLhAOii3QHwSG/mhxa/qygdMXzpsvK0UFV+zPMDfjz+8kUMfjCFIkUrkgNF4UKCVbXrHp7QjSuXo73hD3H/N0PsuHf0kc04eLIXU9NRVJe5MTIxjZ1Pn8GBhzYk5fOziH+ja5GqtKwdgW0lnDIVfvMVZux5EAsQpTMX+bxFK4pZK9tsaNqpzpsC0BYeufUsQWTCshf08zW7s/2nIjH035rCwROXeaqb0VjAXAQ6q03PNPrAdCzpOythc+3mJIKRGB597pd4/rFP6IPwoJW9nYpoiwYmJFrqqnTldTc1+LgFoEjRIutD0Vk8+twvsXaldy6PPWE5mIrEcKSjDx9MRjDkD8PjcvDiNqL2KgbqWVUMFFMExcWLmD8vmsJ3tdbpagrIxWzMrns6wi+dwEgzi4LVM5CNjACzbdjPlzoHcfj0Fezbtj5l3wGG3UyITM6ByAy59SxBZMKyF/SZmN2N9i9nke9CpTh5rO0ba3H83CBa6qqSfLd7ttSn3cOclaENRmI4eOIyDjy0Ae+MTeG98TBcRUWIxGcxOhFGy+pK3HfXHTjWNcQFpVheFwAaV3oRjs3i9uQMABXBSIx3UWOBbsx//0b/GBz8NFXDRYlZqdWk68quV8LywCwZB09cRkWpi7sMmMVh4IMp+ENRnXbLtslW+pXRtTYTcKmEn2h2z3QudjICZCHN3CqHT1+xLehTQWZ7gliaLHtBL768jArgyKZms/2ttC2xiE338ARaVlcCSC6laqVRyXNj6WvhaByxWeCDqRlsavDhrmovhv1h1K8oxfUPQghG4rh2axJ97wcRis7i+LlBHHhoAwLTMYyMh/HVo50IReM6zZy1nDWyKLCYATEozirgzMo3zyK3G1eVAaqK7RtrEZhOlMNNRNmzfZkpXNbo5Zz9bKRfGV3rSzcmdI132HZy5oJZzwPmllkoWN1+MR1yvuRjUBxBEKlZ9oJefHkZNfpIpbHZ0bY4kvZq5VuWo7bl7Vn6GtOsx0MzAOZqyIdjs4jNqnAoQDAyV1BnaiaOgyd7ce1mUPc5oJnmPS6HloqnKLo686KfmJV+7R0J6ArmGGElHJjfv9ztQDASx8DtK3xsWWCKpnB2nZkVRKxrL17DTP3J7Fx/fu0DPPmFjTjVMwJ/IptAvMfMAiFmLphlFzC3DPs8HTI5F1bUKNP957NfPlEI50AQ84Xy6AWMcmPFz+aTQyznvcvHEsdmpuruoXGeCidvz37/T79xF3weF/Y/qOXSM6E0kRD8ziIFHpcDdb5StKyuhNftRPfQOE+/87gcWF1Vgjt9HrTUVaHpQ2XovzWF/puT3HTPjsdq3Iuftayu5EGIaZPw+9dUliaNLS/AzMZn16qixKnz6WfaVpadF2vbe/j0FdOc6VTPi3geB3Y0Z5x3bVRnYCH2n+9x84F8OofFqEFAEAA1tbFE1gbSbZaSzr6iWf/AQxsyzsNmx22urcDRM9cRm9XuLzuumLrHquUxIct87aykLmt0I+fZG5nN7VwTs7my2AXRNG/3uhlpbNloPJNJMFu2kM8pFw2T7HxfCNpwPp1DOu8PgkgXq6Y2BSvov/vyT+b9B87+MFmHNas8ZrN9RQFrFbn96HOdCEbiaKmr4iVqZZjw2d1ah96RgOU82MLB4ypCU02F4YJBFtxioRyrF5F4bu1tTfPqNCePByDja87OaT7FavKBhRAIRn0JSADllnxadBCFx7LsXpfNvGKz6nR29jUrECPPNRjRysfK5WyBuRfEhUE/gpG4TlM3nU8iHqCppsJ04SAWwmlva8LV0SCu3XobI+NhXT0Aq3Pb1OBDRYnTtLmNnReaUTR3Jtdct2BaXZnTMrC5fGEvRHS7+PdB0fQLAwUzEotFwQr6bLy85lNSNVUutlz9js3VSHCwl3LjqjI4JyM6jd4M1uZVzia4OhrUmaTlHP9gJIbgrZhO25PnJZ+bfK3TXWQZVcl7qXMQA7evJEW6W8EWTAAM0xyzRa7zyRdCIIiZBCSACKKwKVhBn82XVzbGknvHiznjrEqdWSqfrEFbYdReV8wmEMvXrqspT4pYt6pPb0YqwS/Py46f2CzS3Yr2tiaenmdkGckWudCAF9qsm8n1JQhiaVKwgl4kL3xjQmodoBdKRpqwrE3brdRmJJxFwSRq9CxiXUwPq60s0XWcC0zH9FX0BMwC1uRcebnkr5GlwCwtLV0ripmbIhPm29wmnfEXuuocmesJYvmwLAR9PpTuFE3pgLFQEl++mVZjM3qBi4JpU4OPC+V1NeVJ26byv4vYqb7G5tqyulLXhc5qMSLPebHI9XOzmH7yfLi+BEEsDMtC0KfSTBcCOy9WcRv2wm+urcC9T77GtWarPvJGx0mVJhaYniufC4BHrDPMBND5AT+qy9yIxWctq6+x/Vj0vNmY+Sh4ci185UVVvp0/QRCFQcGm17E8eqMe60vphXrvk6/BH4qi3O3EvfVV3ARu9zzY/j6PCxee+JzuO9F3L6a2ATBM8xNT1wDo5mFk5qYULnPywp2Ux9D1IYj0sEqvK/jKeNw8qigZVyZbaMQKWvu2rYfP40JNhVs7D1U1rdRnVHmL7W+kdbe3NWnd7BLWgfa2JpS7E2VvDRaAYsU+qKquC55RBTLxs1QVBpdb1bB0KralujaFeO3yqaIdQSx1Ct50n07EejbIRl1x2Tds1tlOrs1vFMy3fWMtPnZnJffHixjFCTz/2BbDVELmMmhc6YW3xMVjDuQueFb+fqueAnJWQqGTjlsgVaxAPsSgZBsKFiSI7FHwgt5uF7pskc5L10i4X7oxgd2tdbpuaWaLB/llaBTMJ7ZztdsZT46YZ+PJLoNUPmYzv7PhS1zKSsgF+WQOTuWTF+eaSugVolBMp5MjQRDWFLygZ+Ra68mk77isgV8Y9MMfiuLFzgEEI3Ge42w2d6uXoRwEZzUfcVEg1oZPFRVutihI9fI1mreclZALlpLmK881nToGhY7ZfbxyrgMzHYdQ3LYf6ze3Ldb0CCLvWDaCPtdajx0hIgtDWSNeu6oc3UPjqKksxb2VJUlz3r6xFg8/22la/91MOKQqiNLe1sQ1fzGNzkhjN7OMzFeI5kpYpaMZZzJmrjTKQtTSs4XZtZnpOIR7Il242HEIIEFPEJyCD8ZjMEGSyxezWbAfE44HT1zWBRjJczqwoxmNq8p4ZTr2OdvuVM8I3ugfwxM/7jEMVJLnYDeICwCOPrLZVrCiUZBUqpS/+TDfQDNxvqmeAbvHWohAsVw/r0sZs2tT3LYfF92tKG7bv0gzI4j8ZNlo9LkmVdMaVqve53FZ1m+/PjbF+6DLmrioefs8Lh7BLnZrE+dgVWlP/t7IPGynsA3bjrW7zTbztRRkM+gtkzGzRb77pfNhfus3t5EmTxAGLBuNfjFhmrbX7eT1xY040tGH2KwKZ5GSlA7HmuBUe4vRUlfFfeliypuVhm+khVpZIcy+N9Km2tuaeE97WdOfb9pXqjmmIh3N2O6x5AwCq/TGbMHu394XzuVlGh2lwxFE/kKC3oBsv7CZYDiwozlJkIjHYnntGz9coUuHOz/gx94XzqF7aBz9t6ZQUeLkgqu9rQktqyt1jWnk47J4ADtCO5Nz39TgMzT9Z+Plv5Am7HSPJZ9fLoWd2WLKDguRZz/fBRlBELmDTPcGWJlw52OiNDLvy8cyqi1/pKOPV8dbu9KbJKzt5J3LvefN5i7OB0CS6d8sENDo3Ao9oMwoWFJMi8wmbDGVSWbCQmQbLLfIf4JYSpCgN8BKQGX7pWmVC2+0zXw024Mne9E9NI7AdCypUA6rib+7tc7w+Onk5TMK/eUvn182W78aLSgzvZ6FvuAiCMIaEvQG2MlPz8ZL0+plLqexZWpZELfjZW0NytuyTnTHuoZ0NfHlIDw7efl2z3WxyfacsvlsZHNBWegLLoIgrCFBnybZfGmm24o2k/7loia+b9t6VJSO8Gh9Ucjt27aed7kzQjzvTLTVfCxWk+05ZfPZIC2cIIhsQYJ+EZFf5qmKu2TSv1xMyTvVM8KtBXtfOKczwe/ZUj9vc3OqediZ70KSj3NikBZOEES2KPg2tfmKVZMao1aucr58pg1zNjX4+HF8Hpeu5O1CkKqdbb6Y9QmCIJYSy7pNba7JNHXJbl47r6p3shfdwxO4dnMSB09cTjv9Tcz73r6xFlsbqxdcyAPG50052ARBELmDBP08kYWU3bKzK7zFcBYpaK6t4N8Z5XFzc72qotztQDASQ/fwhKbdG4xrtQBgJXiPnxtctPKqRosZysEmCILIHSTo54kspFJpp+z7kxdHEJtVcaxrSPe9LLDZ+Ace2oC1q4Se8lI7V1uV0xagFWwqjBYzVNedIAgidywbQZ+r6mCykLJbVnbvA2vg87h0Ue4sSM5soXBgRzNa6qrQsroSB3Y0685r+8balGVoWWU+tq/MQlRQy4R8nRdBEMRSIKdR94qi1AH4GwCfBaAA6ADw+6qqDtrYtwTAQQD/EUAVgG4Af6iq6huZzGWh0rvsRkt/dkMNHn/wbt1nrAIea1jDPhPnLRe6Eb9nldNYO1ujNDw7qXhsW7vkOpguH1PzCIIglgo5E/SKongA/AuACIBHAKgA/hzAvyqKco+qqlMphngWwG8B2AfgHQDfBHBaUZRPqqrane58rFLZFtJkbCW0jCrgpUoBk/f54de38Kj6QDgKKIrt9rGZppvlWhDncxocQRBEvpOz9DpFUdoB/DWAdaqq/irx2RoA/QD+v6qq/rXFvh+HpsE/pqrqDxKfOQFcBnBVVdXPWx3bTnqdVSqbGVaLg4wq1QEp98lkQcL2CUzH0D00ntY5ZgKlxxEEQSwui5Ve93kAbzIhDwCqql4HcBbAF2zsGwVwTNg3BuBHALYpiuKez8TOD/gRmI6hcVUZAuGobd+vVaCd3RQx0advZ59M2pOK3fJa6qrSOsdMoGA6giCI/CWXgn4DgB6Dzy8DMI4G0+97XVXVkMG+xQA+Op+JHenoQ/fQOMYmI+genrCdv20VaJdJihgLoLPqdia3J00nMG1Tgw8VJc60ztEuFCBHEASxNMiloF8BwEgK3AaQSvWz2pd9nzFMKO/btj4t4WyluZp9ZyUQxW5nVscUe72nsgKcH/Bj5zNnsfPpM7zHfS5y1KnITWbQAokgiIUm17XujQIA7CRxK+nuqyjKNwB8AwDq661rtps1aMmFr9lu8J3VHMT5pgpMY9YK9m8x0j7T8zPajwLkMoMyCAiCWGhyKej9MNa8fTDW1kVuAzCS1j7hex2qqn4PwPcALRjP/jTnyMVLOF2BmGoOVul75wf8CISjaFxVBm+xI6lLXabnZ7QfNV3JDFogEQSx0ORS0F+G5muXaQbQa2PfLyqK4pH89M0AZgD8yni3+ZGLl7AoEGXNWBagLEhQTIdLRws/0tGH7uEJXZQ9yy6Yz/llsh9F4htDCySCIBaaXAr6fwbwV4qi3KWq6jsAoCjKRwDcD+BxG/v+GYDfBvBCYl8ngN0AXlNVNZKLCefyJfxS5yCe+HEPYrMqAtMxVJQ4eRCemGrH0uGYcExHC9++sRaXbkzogvuM8uzTJZP9yERNEASRH+QyGO/7AN4F8GNFUb6gKMrnAfwYwBCA77KNFEVpUBQlpijKE+yzREGcYwD+m6IoexVF+Qy01Lo1AP5kPpPKVTBUqnEPn76C2KwKZ5ECqCre6B/j/eGtyuemE0xnFNwnBgkuZCAYmzer0pcPwWcUCEcQxHIkZ4I+UfnuNwH0Afh7AC8CuA7gN1VVnRQ2VQA4DObyNQA/gFZN738BqAOwXVXV/zOfeeUqWjzVuPu2rYfP48LeB9bwanWyEEzV8CWVoEq1KFjISHk271M9I1k5ZjaENGUKEASxHMlpUxtVVQdVVf2SqqoVqqqWq6q6U1XVd6Vt3lVVVVFV9U+lz8Oqqv6Bqqo1qqqWqKq6RVXVf5vvnHKVbibnxMuCac+Welx44nPoHQmge2gcFaWutIWgVUtcOz7xVHPMBdm63tkQ0sulHS5ZLgiCEMl1el3ekSs/vGg237Ol3tRHzYTM9o21ON41ZLsOvVGgnngMALy+fUWpy1Dg251jNsnW9c5GoORyCYSj+AiCIESWnaDPFbIgMsuRP3jiMqAoOH5ukEfI24lKNwrUMzpGYDpm+pKXg/XMhGc+RswvFyGdDSiFjyAIkZw1tVlM7DS1WQzEVLeWuipUlDhtC9NMmubI29lt5JNJwx+CIAhi8bBqakMa/QLS3tbEW8ce2NGsC7BLJcDtarRW29nV9EgjJAiCKBxIo18kstlKNh9N7YUOXXOCIPKJxWpTS1hw8MRlvNE/hqnp6LzzzSltbOGha04QxFKBTPeLhaL15xkNRPDUlz8+r0hpMrUvPHTNCYJYKpBGn2Xs5jAf2NEMn8eFYCSGgycuJ6XO2R07WyZkyr1OD6uWxQRBEPkECfoswzTzvS+csxSaYp95KAovomMlOIzMxdkyIZMpmiAIojAhQZ8lmEbMqs/5Q9GUQpNphQd2NBtWbJO17PnWwrdiuVSNIwiCWG5Q1H2WEHPPWe/3+ZrTKZ+dIAiCsAPl0S8AdtrBMn/69o21ONUzknIhMJ+AL0r/IgiCIAAy3aeNWdCaneAs5gc/fPqKLX+40Zh2gubOD/ix94VzOfG5y8enID6CIIj8hgR9mswnaI35wfdtW5+xP9zO8Y909MEfisLncWXd5y4HG1IQ39KDFmcEsbwg070FRubv+ZjTRZP+ni31Gc3JrFmOOE/ZjZBN2tuacOnGBA82pHzypQd1tyOI5QUF41mwUMFw8/WnL3TQXr76//N1XvkGXSeCKDyoBG6GWKWcZdP8aWX+tnMcNs/5lNFNh3wtFkNuBHvk6/0jCCI3kOneAqtOcNk0f8rmb1HjsnMcNk+xDe5yNMmSG4EgCCIZEvQZYsdXboTRNvKCQhTu6Qiv5S7o7LbyJQiCWE6Qjz6L2PGV29mGfKgEQRBEOpCPfoGw4yuX/f5GPnjyoRIEQRDZggR9FmEC+lTPiGlQmCzExQCylzoHce+Tr+GlzsGszovypu1D14ogiEKDfPQ5IFO/+t4XzsEfiuLw6SsZ59kbwRYTgXAUFaUucglYsBRyzMm1QxBEOpCgzwHpBIWJ2+7bth6HT1/Bvm3rszoftpgITMfyXogtNkshoHEpLEYIgsgfyHS/CJiZh/dsqceFJz6XtjZv19y8q7VuQfPtzchn8/hSiI+glsIEQaQDafSLQLY1slTjyel6zEWQreOnC2mk84PSCAmCSAcS9AvM+QE/AuEoWuqqsqaRpTI3i9+zhjfOIgXbN9Zm5fjpshTM4wRBEIUC5dEvMAtdl16GtbD1h6KLNgeCIAgiu1jl0ZNGv8Astja7qcGHo49s1nWeIwiCIAqXgg3Gy2bAl52x7B4vH4K9WCvbIx19eRkQRxAEQWSPgtXosxHwxfKVA+EouocnLMfiuerTMVSUOPM+x1kO0KO8bIIgiMKkYAV9NkzkTBi21FWlTGfiuerh6JKIKJcD9JbCnAmCIIj0oWA8CzKpQLYUq5alM+d0z28pXg+CIIilBjW1MSGVXz0Tf7qY45yLojC5KDaTznmKtfntkO72BEEQRHZZ1oJ+PkIolcDNZGw7QnyxBWe6VdmoihtBEMTisqwF/XyEUCqBu31jLXweF7ZvrLWthdsR4ostONO1cuRDlgFBWHHlXAcuHvoMrpzrWOypEEROWNaCPl0hJArsVL3nT/WMwB+K4lTPiKEANxL+doQ4CU6CyC4zHYdwT6QLMx2HFnsqBJETCjbqPhfI0ek//PoWXumOfcYwivoX/20U6U41zAli4Slu24+LHYdQ3LZ/sadCEDmBBH0aWAlvWQuXhbYswBe7Qh5BEBrrN7cBm9sWexoEkTMovS5HLERaGaWuEQRBEACl1y0Ksl8+F2lxix2BTxAEQeQ/ORP0iqIUKYqyX1GUdxVFmVYU5S1FUb5kc9/nFUVRDf77b7mab7aRA+tyIZTFyH6CIAiCMCKXPvqDAL4N4I8BnAfwHwD8g6IoO1RVfdXG/rcAfF76bCS7U8wMOyZz2UefC5+8GNm/Z0t91sYlCIIgCoecCHpFUVZBE/JPqar6V4mP/1VRlI8CeAqAHUE/o6rqm7mY33zJpDa8LPiz4V+ngD6CIAgiFbky3W8DUAzgf0if/w8AH1MUZU2OjrsgWOW7Z7M4Tioop54gCIJIRa4E/QYAEQC/kj6/nPjZbGOMVYqijCmKElMUpU9RlD9UFMWR1VlmiJWAtSvAc1nhLheBfwRBEMTSJFeCfgWAcTU5d++28L0V3QD+C4Bd0Pz0rwM4BOC7WZxjTrArwDc1+HiL2GwLZIrGJwiCIBi2fPSKorQB+ImNTV9XVfXTABQARgn6ip3jqar636SPXlUUZRLA7yuK8n+rqtpvMMdvAPgGANTXL15gWjrV7TLtA5/Kv5/vvvvzA34cPHEZUBQc2NFMrgeCIIgcYlej/zmAu23893Bi+9sAfIqiyILdJ3yfLv8z8dOwIICqqt9TVbVVVdXWlStX2hpQNnEvtMk7E/P9+QE/9r5wzlJjz3ff/ZGOPnQPT6B7aJysDgRBEDnGlkavqmoIwJU0xr0MwA1gLfR+euab701jLAZbNGStlJ+sUWeqYWdKJrXtj3T0wR+K8vz5h5/tXHKV8drbmhAIRwFFyVurA0EQRKGQqzz6UwBmAHwFwJ8Jn/9HAD2qql7PYMw90IT8uflPT0M2cds1eS9m6Vlxjgu9MMkWmxp8eOVbDyz2NAiCIJYFOat1ryjKUwB+H8AfAfg/AHYD+B0AX1BV9YSw3U8BNKiq+tHE7w0A/h7Aj6BZA9wAvgjgUQDfVVX191IdO9e17lnHuq2N1YsqYKnWPUEQBAFY17rPZWW8PwYwCaAdQA2AqwB2iUI+gUOaRxCaD/8PAXwImhb/NoD/N4D/nsP52iZfgt2orS1BEASRCupeRxAEQRBLHOpeRxDEgkOFmwgiPyBBnybZfHnRi5AoZKhwE0HkB7n00Rck2Yx0X6pR8wRhh3yJZSGI5U7BCvpcRaRn8+VFL0KikKFgUYLIDwrWdJ8Ls+F8Fg9GZvp8r2BHEARBLH0KVtDnojvcfBYP+eavpPgAgiCI5UHBmu5zYTacj6k938z0FB9AEASxPChYjT4XZGJqZ5ozgJT7LqSWnQuLB0EQBJF/LHtBn2vhamayNzruQpr3KT6AIAhieVCwpnu75NqEbWayNzpuvpn3CYIgiKXPsi+ByyLpt2+sxamekQVrEEMNaRYGus4EQSwHqASuBcyEfapnZEGj4sl0vjDkU7YDZToQBLEYLFvTvazpkdm8MMmn+0qZDgRBLAbLVtDLL92lUsWLTNHpkU/3NZ8WHQRBLB+WraBfqi9d0gqXLvm06CAIYvmwbAX9Un3pLtUFCkEQBLE4LFtBv1RZqgsUgiAIYnFY9lH3BEEQBFHIkKAnCIIgiAKGBD1BEARBFDAk6BOkU8zk/IAfO585i51Pn6HiJwRBEEReQ4I+QToV1I509KF7aBzdwxN5UXEtU6hSG0EQROFDUfcJ0klba29rQmA6Bqjqkk5zo5x8giCIwmfZN7VZzlCVPYIgiMKAmtosIvlsHqfGOgRBEIUPCfock0/d0wiCIIjlB/nocwyVrCUIgiAWExL0OYZK1hIEQRCLCZnuMySffe8EQSwP6D1E2IEEfYaQ750giMWG3kOEHch0nyHkeycIYrGh9xBhBxL0GUD55wRB5AMUA0TYgUz3GUDmMoIgCGKpQILeArNAl/a2JmxtrCZzGUEQBJH3kOneArNa8GQuIwiCIJYKJOgtoEAXgiAIYqlDgt4C0twJgiCIpQ756AmCIAiigCFBTxAEQRAFDAl6ASonSaSCnhGCIJYaJOgFKD+eSAU9IwRBLDUoGE+AouyJVNAzQhDEUkNRVTU3AyvKHwD4dwBaAdQA+DNVVf80jf13AvgTAHcDeB/A9wEcUlU1nmrf1tZWtaurK4NZEwRBEMTSQ1GU86qqthp9l0vT/X8CsArAK+nuqCjKNgAvAzgH4N8DOALgOwD+MovzA0A+V4IgCKKwyaXpfoOqqrOKojgB/G6a+z4F4Iyqqt9I/P6viqKUAfiOoih/o6rqaLYmaVb9jiAIgiAKgZxp9Kqqzmayn6IodQBaAPwP6au/B+CCpuFnje0ba+HzuNBcW4GdT5/BzmfO2tbu52MNIEsCQRAEsRDkY9T9hsTPHvFDVVWvAwgBaM7mwU71jMAfiuJY1xC6hyfQPTRuO6I6VQS2lTCn6G2CIAhiIcjHqPsViZ9Gqq5f+F6HoijfAPANAKivr7d9MBY9vX1jLY6fGwQUxXZEdaoIbCu3AEVvEwRBEAuBrah7RVHaAPzExnivq6r6aWlfJ4AobEbdK4ryFWhm+/Wqql6VvrsB4JSqql+3GkOOuj8/4MeRjj60tzVhU4PPxmlkh8U6LkEQBLG8sIq6t6vR/xxamlsqQrZnZc7txE8jzb1K+N42Zpp1uoI43e2pKQ5BEASx2NgS9KqqhgBcyfFcGJcTPzcA+AX7UFGUjwDwAOhNd0AzM3m6EfcUoU8QBEEsNfLOR6+q6qCiKG8B+AqAo8JX/xGaC+B/pzummWadrp+c/OoEQRDEUiOXlfFaAXwEWmT/MQD/AOB44utXE1YCKIryUwANqqp+VNj3QQAnoVXD+58A7gVwCMD/o6rqvlTHpsp4BEEQxHIiGz76TPgWgEeE33878R8ArAHwbuLfDnkeqqq+qijKl6GVwH0UWgncvwTwF7mbLkEQBEEUHjnT6BcT0ugJgiCI5cRi1bpfUlClOoIgCKIQIUGfgCrVEQRBEIVI3kXdLxYUUU8QBEEUIqTRJ2ApeFTBLnuQO4QgCGLxIUFP5AwzdwgtAAiCIBaOZSXoScAsLO1tTdjaWG1akZDiIQiCIHLPsvLRUwnbhSVbFQkJgiCIzFlWgn4hBQx1rjOHmv0QBEEsHMtK0C+kgCHrAUEQBJEPLCtBv5CQeZogCILIB0jQ5wgyTxMEQRD5wLKKuicIgiCI5QYJeoIgCIIoYEjQC1CePUEQBFFokKAXoEIuBEEQRKFBwXgCFClPEARBFBok6AUoUp4gCIIoNMh0n2XIz08QBEHkEyTos0w6fn5aFBAEQRC5hgS9QDYEr1nHNiMo+I8gCILINeSjF8hGffp0/PwU/EcQBEHkmoIU9NfHpnB+wJ9217iFFrwU/EcQBEHkmoI03U9GYobm8FSmeSZ4qa0sQRAEUSgUpKAvczsNtXLRJ06BcARBEMRyoCBN92uqvYZauWiap37xBEEQxHKgIAW9GaJPnALhiHQ5P+DHkY4+tLc1kXuHIIglw7IS9CIUCEekC1mBCIJYiixbQU8Q6UJWIIIgliIk6AnCJmQFIghiKVKQUfcEQRAEQWgsK0FPKXX///buP/aquo7j+PPFr6TABMU2sEBDVhJrLSqyFv5gy2LpXFQuK7MRs1qzLHOWLZKMmdOoLJXK0SJjaxLi5prC/FJbstLWwu8slKahgKFgTn6EyLs/Puc7bpd7+R74fu89P+7rsZ0d7jmfc3nf9+73vs+PzzkfMzPrNT1V6P1seTMz6zU9dY3enanMzKzX9FShd2cqMzPrNT116t7MzKzXuNCbmZnVmAu9mZlZjbnQm5mZ1ZgLvZmZWY250JuZmdWYC72ZmVmNdazQS7pK0r2StksKSYuPYdsV2TbN07JOxWtmZlZHnXxgzmeBF4E1wBXHsf1O4MKmZduHGJOZmVlP6WShnxkRhySN4vgK/YGI2DjcQZmZmfWSjp26j4hDnXrv4eQR7czMrM7K3BnvVEnPSTooabOkaySNHO7/pBdHtPPOjZlZ7yjroDZ/BR4B+oETgIuBpcCZwMKhvvkjT+3mB+s2c+W8GT05ot3Azg3gQX7MzGpOETF4I2ke8ECO99sQEec0bTsKeBn4dkQsPo4YB97n+8CXgBkR8XiL9YuARdnLtwCPtnuvUROnnDlizNgTDx3Y9+LBXc8c8V51pzFjXzNy3MTJr7y0a1sc2LenTbNTgOe6GVcNOYdD5xwOD+dx6Mqew6kRManVirxH9H8E3pyj3d7cIR27X5MK/WzgiOIcEcuB5QCSHo6I2R2Mpfacw6FzDofOORwezuPQVTmHuQp9ROwF/t7hWAajbD74KQgzMzMDyt0Zr9nHSUX+z0UHYmZmVhUd64wnaTYwjcM7E2dJWpD9+77sLAGS1pOuLUzPXk8FfgmsAp4AXkXqjPdp4I6I2JLjv18+TB+jlzmHQ+ccDp1zODycx6GrbA5zdcY7rjeWVgCXtVl9ekQ8mbXrA6ZFxLTs9UTgTuBtwOtIR/GPZct+UpX7883MzMqgY4XezMzMilela/QASFog6W5JT0naJ+kfkpZKGn+Ube7IBsVZ2c1YyypPDiWdL2mlpC1Zmy2SbpN0apGxl0Xe76GkCZJ+lj38aY+kdZJmFRV32Ug6TdKPJD0kaW/2dzqtRbuZklZL2pblsV/SV7Lbd3ta3hxmbedI+p2kF7I8bpJ0SZdDLp1jyWHDNpWpK5Ur9MBXgVeArwMXALcBnwMekHTE55F0NnApaYAdS/Lk8ArgZOA7WZulpEGGNkoa1/WIy2fQHEoSsDZb/0Xgw8Bo4EFJpxURdAlNBz4K7Ab+0KqBpMlAH3AG6RbbD5EGy7oJuKELMZbdoDkEkDQf+D2wg9S5+SLgp6SHkvW6XDkcULm6EhGVmoBJLZZ9inQt/7ym5aNJD865FngSWFl0/GWY8uSwTZv3ZW0+U/RnKHrKmcOLstfnNrR5LbAL+GHRn6EMEzCi4d8Ls3xNa2qzKFs+o2n5KmB70Z+h6ClnDscD/waWFR1vGac8OWxYX7m6Urkj+ojY2WLxwC13U5qWXw2MBG7uaFAVkyeHx5jnnpMzPxcC2yLiwYbt/gPcS9oJ6HmRr3PtmGzefPT0AtU8KzmscubwI8Ak/FvYUs4cDqhcXanLH8ncbP7YwAJJbwSuAz4fEQcKiapajsjhcbbpZc35mUnrRzH3A2/wJZDcfkN69Oitkk6XdKKki4FPUqEf24K9l3QmaVZ2Xf6gpK2SvtWJwcLqqqp1pfIdWSRNAa4H1kXEww2rbgdWNx5NWWtHyWFjm/HAMlIRW9O14CqiTQ4nkk7tNduVzScAL3U+umqLiGclvRu4B/jnwGJgcUR8r7jIKmUy8GrgLmAJadCwecA3gZOALxcWWbVUsq5UutBnR0T3AAeByxuWfwJ4B/CmgkKrjHY5bGozijTWwBTgPRFxsHsRlt9RcihaP7JZLZZZG5ImAauBPcAC4HngPOA6Sf+NiBuLjK8iRpA63X0jIm7JlvVJOhn4gqTF2WUla6PKdaWyhV7SCaQezWcAcyPi6Wz5OOAW4EZgv6STsk1GAKOz13si4uWuB10y7XLY1GYE8AvS3v/8iPhbd6Mst0FyuIt0VN9sQjbf3eHw6uJrpKdsTo2IgZz1Zaecl0j6eUSUeVSxMng+mzePQno/6Q6bmaTBy6yFqteVSl6jlzQauBt4J/DBiNjUsPoUUqeT75J+SAem13P49on5XQ24hAbJYaPbgY8Bl0TE+m7FVwU5cthP+gFtdhbwr4jwaft8ZgFPNBT5AX8i9YCe3v2QKqc/mzefYRo4u+Qnjh5dpetK5Y7osyPMXwHnk44wNzY12QGc22LTVcAm0n23bceq7wU5cjjQ7mbSrSaXRcSa7kVYfjlzuBa4XNLciNiQbXci6T7wu7oWbPXtAM6WNKGp2L8rmz9TQExVs4Z0bf4C/v/37/3Afnr8NzGHSteVyhV64MekW0VuAPZImtOw7uns1Glf80aS9gPPRsQR63rQoDmUdA1wFWmMgceb2uyMfIML1Vme7+Fa4CFgpaSrSXv915KOotyJLKPDg129PZt/QNJO0vdsA+ms0qXA/ZJuIp2GPof00KLfRsTWLodcOoPlMCIeVRp/5PpsJ/UvpMtxC4ElPruU63vY12KbatSVom/kP9aJ1Is52kyLB9mu9A82KEsOSV/qdm1WFP0Zip7yfg9J1+jvJF2v3wusB95adPxlmo6Sx76GNnOA+4DtpE55/aTbnMYWHX8Zppw5HEN60uVW4ACwGbiy6NjLMuXJYYttKlFXPKiNmZlZjVWyM56ZmZnl40JvZmZWYy70ZmZmNeZCb2ZmVmMu9GZmZjXmQm9mZlZjLvRmZmY15kJvZmZWYy70ZmZmNfY/5s81lQ7yAYYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "type3_1mpc=np.logical_and(type3,inside_1Mpc)\n", "Mpc1_spec = np.logical_and(type3_1mpc, incluster)\n", "\n", "g_r=SDSS['g']- SDSS['r']\n", "plt.figure(figsize=(8,8))\n", "plt.scatter(SDSS['r'][type3_1mpc],g_r[type3_1mpc],s=2)\n", "plt.scatter(SDSS['r'][Mpc1_spec],g_r[Mpc1_spec],s=2)\n", "plt.ylim(-1.5,2.5)\n", "plt.xlim(13,24)\n", "plt.gca().invert_xaxis()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "SDSS['g-r']=SDSS['g']-SDSS['r']\n", "\n", "SDSS[Mpc1_spec].show_in_browser(jsviewer=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }