{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Distribution of Colours\n",
    "This notebook plots the distribution of most excitatory and most inhibitory colours for spectrally opponent cells at different depths in our model. It corresponds to Figure 4 from the paper.\n",
    "\n",
    "**Note**: The easiest way to use this is as a colab notebook, which allows you to dive in with no setup.\n",
    "\n",
    "## Load Dependencies - Colab Only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from os.path import exists\n",
    "if not exists('opponency.zip'):\n",
    "    !wget -O opponency.zip https://github.com/ecs-vlc/opponency/archive/master.zip\n",
    "    !unzip -qq opponency.zip\n",
    "    !mv opponency-master/* ./\n",
    "    !rm -r opponency-master"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rc\n",
    "import matplotlib.font_manager\n",
    "rc('font',**{'family':'serif','serif':['Computer Modern Roman'],'size':13})\n",
    "rc('text', usetex=True)\n",
    "# plt.rcParams.update({'font.size': 18})\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "\n",
    "from matplotlib import cm\n",
    "from matplotlib import transforms\n",
    "import matplotlib as mpl\n",
    "from scipy.stats import gaussian_kde\n",
    "\n",
    "titles = {'retina_relu2': 'Retina 2', 'ventral_relu0': 'Ventral 1',\n",
    "          'ventral_relu1': 'Ventral 2'}\n",
    "\n",
    "def plot(ax, frame, layer, n_bn, d_vvs, label, title=False):\n",
    "    frame = frame[frame['layer'] == layer].copy()\n",
    "    \n",
    "    frame['max_params'] = (frame['max_params'] * 2 * np.pi) / 360\n",
    "    frame['min_params'] = (frame['min_params'] * 2 * np.pi) / 360\n",
    "    \n",
    "    exs = []\n",
    "    ins = []\n",
    "    \n",
    "    main_frame = frame\n",
    "    \n",
    "    for rep in range(9):\n",
    "        frame = main_frame[main_frame['rep'] == rep]\n",
    "        frame = pd.concat([frame[frame['d_vvs'] == d] for d in d_vvs])\n",
    "        frame = pd.concat([frame[frame['n_bn'] == n] for n in n_bn])\n",
    "                \n",
    "        exc = np.histogram(frame['max_params'], bins=45, range=(0,2 * np.pi), density=True)\n",
    "        inh = np.histogram(frame['min_params'], bins=45, range=(0,2 * np.pi), density=True)\n",
    "\n",
    "        def get_data(x):\n",
    "            xs = list(x[1])\n",
    "\n",
    "            ys = list(x[0])\n",
    "            ys.append(ys[0])\n",
    "\n",
    "#             if(m == 0):\n",
    "#                 return xs, ys\n",
    "\n",
    "#             ys = [(ys[i] / m) for i in range(len(ys))]\n",
    "            return xs, ys\n",
    "\n",
    "        exc1, exc2 = get_data(exc)\n",
    "        inh1, inh2 = get_data(inh)\n",
    "\n",
    "        exs.append(exc2)\n",
    "        ins.append(inh2)\n",
    "    \n",
    "    # Define colormap normalization for 0 to 2*pi\n",
    "    norm = mpl.colors.Normalize(0, 2*np.pi) \n",
    "\n",
    "    # Plot a color mesh on the polar plot\n",
    "    # with the color set by the angle\n",
    "\n",
    "    n = 2000  #the number of secants for the mesh\n",
    "    t = np.linspace(0,2*np.pi,n)   #theta values\n",
    "    r = np.linspace(0.85,1,2)        #radius values change 0.6 to 0 for full circle\n",
    "    rg, tg = np.meshgrid(r,t)      #create a r,theta meshgrid\n",
    "    c = tg                         #define color values as theta value\n",
    "    im = ax.pcolormesh(t, r, c.T, norm=norm, cmap='hsv')  #plot the colormesh on axis with colormap\n",
    "    ax.set_yticklabels([])\n",
    "    ax.set_xticklabels([])\n",
    "    ax.spines['polar'].set_visible(False)    #turn off the axis spine.\n",
    "    \n",
    "    exs = np.array(exs)\n",
    "    ins = np.array(ins)\n",
    "    \n",
    "    exs = (exs / np.max(np.mean(exs, axis=0) + np.std(exs, axis=0))) * 0.8\n",
    "    ins = (ins / np.max(np.mean(ins, axis=0) + np.std(ins, axis=0))) * 0.8\n",
    "    \n",
    "#     exs = exs * 0.8\n",
    "#     ins = ins * 0.8\n",
    "    \n",
    "    ex_mean = np.mean(exs, axis=0)\n",
    "    in_mean = np.mean(ins, axis=0)\n",
    "    \n",
    "    ax.plot(exc1, ex_mean, linestyle=':', label='Excitation')\n",
    "    ax.plot(inh1, in_mean, linestyle='--', label='Inhibition')\n",
    "    \n",
    "    ex_std = np.std(exs, axis=0)\n",
    "    in_std = np.std(ins, axis=0)\n",
    "    \n",
    "    ax.fill_between(\n",
    "        exc1,\n",
    "        ex_mean + ex_std,\n",
    "        ex_mean - ex_std,\n",
    "        alpha=0.1\n",
    "    )\n",
    "    \n",
    "    ax.fill_between(\n",
    "        inh1,\n",
    "        in_mean + in_std,\n",
    "        in_mean - in_std,\n",
    "        alpha=0.1\n",
    "    )\n",
    "    \n",
    "    if title:\n",
    "        ax.set_title(titles[layer], pad=15)\n",
    "    \n",
    "    if layer == 'retina_relu2':\n",
    "        ax.set_ylabel(label, labelpad=25, fontsize='large')\n",
    "    \n",
    "#     if legend and layer == 'ventral_relu0':\n",
    "#         ax.legend(bbox_to_anchor=(0.5, -0.05), loc='upper center', ncol=2, frameon=False, columnspacing=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['serif'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
      "image/png": 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w5kEIldGqLuHG+tHucR6EEHnxMCTVjOG8M39m1TJPp/BgLWr7P6vo913n2/at65AdRtQAJkViMMpWAQQQWdTg+XO66w7iZ0NzIu08EDEzqqqSxqOi0Sy01ip49NpRAgfw6NWkyBaOGII4Yn+C6bhpwRcsHXlDwgw9ADmD67IEQ6UEBb+37mAE02pH9rE+zUKAj/URLtgVgCoV5gvJluQNhBaPQaIeicM9Usogzrx2EeveC+6EQwcQ/sK248TagQQdiC5Ltn6Dg/Ci9q0F4HJZ+EFvT7CZBwwmDq+3Q1F0mg3ujDu6Xv01C4QOdoMdE0Dj0n8yr99jCTTzgGEKNxd8yE9NsfpYHyr6A8LH6rI8zxc02A3nY8GTOrL1fgcb7zEl0k4fUQcPQojLhRCqEMIthKjyLiowLYH2JZyBnHPLOioeDy/q0G9zTqzY4za2Xnoj8iQiz/vljUXU+wIIt5E5ugPjj5VAjBzR6MCV21Kz+48GuwL2O+MDVrMQvpbMH59mrRuv54e+rYbz1oieKfy5YDZza9rqY8Gj2QMFkSdbNq1FU1vmr+tN99sov8eSQBOB2Goe+kkpFSmlTkpZ7F0U4NFEGZdoBvOHK8vZPiM6Ubd2ym4O0Jyq4gBxQ/jAwX/tVPV8rk+H0bgzEjPH1jtxZ7fUo3/6mP8+CHTGB7xmIbpg17cWQNOmK5nTP+NrWFPBGdyZNZt5UQYOrWvM3DQcUIHDPrpIzxIql4wwawGsv7+Z3xLbhBFL8PBViP0Px8OQZHMqt09cy45nWjvhcGvwCVtSk1gD051e0rOEq/oNuXYb+MhwAHqE9pHLSdvtuHOD6zJYz/H9zliyW9Osv16j1ireAGLDrXw54O7EG9lxuJeXdZ6mCoXoA4f9mj7g9QrBNeu/Hax2wqfZdfc7WHVv+OSSdhB1bwshxAhASimXBey/WUr590QYlyimcG+BJxqG6F+fPduSjYk3ME2RUiJEEC2uFrE5Y/BktMv83zij9qAEmNrhKOXsOXupPdbjFWL7Yx/Img1JWzTrALqcMYAJH2hDsEeBYHKQ9qJo1g4k2xNtXmax2ut326LZqTIhAUQsNQ9FwCxvzkO5d6kmAxMmZ7O4JvTbW7C1Z/tAdsKqGibIPDggDyLSGjzRtLNuMB/1fyheNnZUxnDDmXtpPhZ8eVCxvL0duJqVqhr6YKya9a13zC7nu1P2Z/JpBMXI6Q2x1ep61pKNWuAQjINl2zX7prk+ESbFEjwcD5wN9Acme5fRwAsJsCthKJzpihQktF4bkfyWDPPSEill6FoHH8NjELZ/O17Dhtv5dPzIOJrboZjA7V0Wsfk9LXCIDbc7ipHRY9Gsb+0Ctn96YGSbtpESLv7OiZLj+RR9AHEg+9ioaYtmVXsub5Z+EW9TYmm2OE5K2WryGCFEHynlpngblgiyuWBbM87uoRs+g+1zIFmcFPvSFafTicEQQ+7NNxGq2AL3SaDL7wyc+EmwHs4HNIJz25RYciBrVqoqLrcLgyFYz5Mg/BRDE8a+bZ2VS1xZ7TS1wzGY669cS8UzsTXUaz42Zr7xe5HzfyGD4H9mCWQPvphz1vw3XibEUvMgQwwIdVy8jEkk/bn+oWZc3cNn/bbe115RZ/oIni6nE50S48Blx8roAwfw9k/W3uYC0fEHx369Rp9wdqA7YrvdFn3gADAxRNe4sNp1W3ilNFQS+QHJ3byXvZa9z7T2sZFqHA5svbaJY/00G018JoDa3/7DZ1Ny42VCLDUPzwGjgGqg1s+k46SUxfEyKBHcy/u6+/jA7602uqhY8l27y1ZViRCEr/JPU1S3isvlxGhqw5gjHwVExv5r/23/f4U+Zz3TGwbEXljHow83vLSZvZd6vmLR1zzEQ7OZjN3WjF5vRKdvQ1pCOM0G5uv49vU6o4xTPtgTe2EdD8GFfj8myfOxBzQfBdTy+m8H+ljfvqvik0AZS/CwmODdMqdLKSfHw5hEofAnt2dI1GAeAIKL+su4le9yq+h18RjMM3lsfuYsKqurGH3Ht9DWwGdWhAAi0L9IoNP4g/j93AO68fMMnsz6kKVNLXtWQKR+hvHUbCbidrlw2G1YsnPafpNwmg3lMm5ITDZ7JlHC9d9WUn90S80mz8dmKqoqUZR2ymdWmAAimI/Vl37BFbtPbF+h8cl5GCGlXNpeQxJFV279bwX1FwYXcnBxSz6Jqw2qKlGlzJwAYtsieGmSZ/uuKtC1I7n8jSDOGEL/DqrATQe2MxZc4QahRBdxebbjrdlMpKGumtz8ovbfKJhmQ71IS0CXt5zr6oa1v+DMZArPFc9mWWVwfwrBvuyaXj2/CxLQtTd4gNg1WzKuiAvntWsgjah/zYIFDt79aRs4nM4LpgpsF7Yextd/JLOWI/AlQtSKInBFk/2dBridjn2BQ/2Zb7YvcAA4P6A92eldgrUx+44/VriifYVmLmXc/jEYvd/LYO3Ghlb7EuWIw3bPTTOaGuowZ7WjxsGfYJqF0G921vpDeWdKaXwKzzxms6oydG4OJMPHZiIOlzs+gQO0zn8I9nLmf2zn/Kr2FhnTq7B3fov1fvNbXNZeAxLJx6xsDp+809IhS95PmC1GvR6bPf3nhdrxj4kAOAsHkHfoyfG56SXeH6FIzaAOvBMS1R7CO1P6xKfwzGEKL+buofmUyAln+4PeRGpWlTLtAwjV5YR786mf8/fYkiQjEUqzwYJeAaydvTt+hWcOJdz+Xfik3vBzVsQbd5rr1YfV5sCoj+MM2v56DfVy1mKfFDze6+32FBnLxFhnAQV4xnsoAg4DCtM1gBjD42dLDEp4J+y/ndiZTBVF8PnKXYx7OGgFTlrgqFhJT9taAPT/91N8b35JkP7J4RIpV88+4AYp+Jh1VaED3Nb7JG8l1B69TsHhDjPQUhrQ9M9RAIiKX+N/86icMPurgv/R98n4G5G+3MuXohLnUfvHIIFIQW+iNQvgTHPNOhxOIA65DoFcEqTXUDgfW7v1nPYUF1PNg5TyUSnlJillnZRyo5TyUSJNzJ4iFrH7nZYD6wSKuuU+yasJt+mGWSupqLOxYntdwsuKFVWViOIB7OpzJptOeg1hMMe/kGicsG/bBfz9oEvjb0R6Mp7nhrnR+0WwoboPJ/bNLRCdIrC70rPJrWHjInKbtwBQNv2D+BdwuV/AG84JgyfQqNl0dfyNSF/+xg/V4X0sJNvH6hSBM031Ch4/a7VasZgTNGv2VUFmPQ7nY+8ytHn0yZjGeQixv91tJ/GmKzNe2h/TBHPC/ttGJC8lxa5ld03m/emHMSjPEfnkJPPo21/w5/eWU3bRv+kz9tTEFHJViPEfQrXL7f0tOf+YNOBndi4LXv0bfDsZjhjAoFOwO5xpN15Jk93F1Hf3MrfkXLhuOSLWsUii5aoQAUQozd6Zn4AqkPTjDN7IsiMLPJ8iaTa5Aa9Rr6PJaktqmdFgdbjZsquSrOwEjy0Wbc0DgN2Vy0untymSiWlK7sBBoryfx7Sl4ERSgfXSaJ1wMsnPMjCyVIfxn/1peum0pJYdDvvSt7ht7bkcufaBxI9HcUOQACLUtgO4p9uziTUo9RzM07/fP/NgNIFDcv8kFqOBhub0mgR1+bz/UV9TSe3Ee6CwV2ILi6amzLfdVH9oYo1JDz5lfXXrwCDUNkl7QQNPc5vL5cSVRjUQblVy3vPzuO2jtRjaMgZJLAT62HDbAlj1SZtqH2IJHp4HvhFCfCGEeFsI8SWwBHioLQUnigL+vtCTvxBN4JB8R4ylEIDsbd+zef2a5JYdjIZdmD6cDsCgSUlqJYjGCe9rl9t5RXKMSh1rqHuzdbtx6oNdHwa9Dul243Cmx+jh8pdXGff9BXyadQ/HH9w58QXeJkMHt8G2b8zamXijUscE/tvfhd6Utj4WyLZkUd+QPs3DO2qaqG12cP7Y3skp8LYYAghVNfJ87L2FYumqWSelHI0niFgMzJRSDpBSJmTGrrZSB4e1bLIIJ+pHk20eKArzDr4HgK4/35P88v2QqkrzvzwVR7LneAZPPCM5Bd8VIbHHf9sJ3FL2aXIMSz4DeeGW0DkNrbcljyfJspZkZ2Xx3aptLN9eG/nkBLJz81rER57UgsILXsZoSFBzRSDBNOtbBwYWNmuX5BiVGuaz+7foch1SE+wC6PU6FCFobm5KmQ0+vlhZwVNfrWbWFeM4fXi35BUci4/99cOYA96YRy2SUr7nTZx8D0AIkTbVymU8+3HrdmNIJ1EDjD/nRtzH/xX3wN+l1I6abx4ny+2JzsX5ic+CbsEDUQYQAqjdE6c+o+lHOfUzos11SEmw60VFcM+n5cz6+FNIVf6D6qbk1aMBaO42AdH36OSW7wiyBB4DjzO+KntLco1LDlOYnaviSzBJb81m5+TR1FCLO5W9L+yNfPnZeyzb2URulim50xRE62MBHFLHR/fE1OUwaPAghMgXQiyKYlkMTIvxkRLGHlynhE/Y8Rf1g0m3zx8x7mreX2vjgbuupcGWmjmhdGs9L/S/HjETzPnJNyDQCQfbduBJ1b1vzJlJty/BTODdwfub2NIrPycQo17h1UlO7t/9f9T85w8psUF+PwODuxkAcU5yEkZb8IgMHzT4b9uaeybTtGTxGdt3RPtylmofa9Dr+KXCwZB7vqDJnpomN/WRPvyj+Q4uHqLHFM9xHaIlULPh9PvJIzHN0RI0c0NKWSeEqAFu89s9Gs+kWBsD9hXEUmCiOJxZx3kexycSn5gdQT6n1hGDZ7oIffln3KX7jt3vu8g9/5mkle10q3z263aO+cPbVNXsZFifoUkruwWPSbhBtBazP764atOid4EUfPsSxwKqlnm06HvIYBr1bEtuT7Z5reg89Bj4HxRu/pTKXVvp1Dl5v4+LN+6h9+JZdAIqJj1Dl/wUz8UXSbMSuKb7Uzy5vUN133Sgy80UHwvgEiZsLpXFG/dw1EFdk1r20tfvYITq+dtMPW58UstuRaBG/T/73I+0x/RbHq7Z4jYp5VLfAlR5myyW+i0vAL/EUmCiWEjlF57qXwOth51uGSWngyMWQnDCVZ7267J1r0Pl+qSVverte1j33gOs2OOkOFWBg49QEbFvpLT95ym8fW+HCh7c+xqO/fUK6dbM5iMnK4uGsTcBMO+VvyR1NL/nf9zEabYHqL56LV0mpqbmA/AEvKG6afpr1glU7fi/JFuXUIr497fhfax/j6DU+1iA3w3ryrxLSjjy3UOpXhPnge/C0Lh9FSPKnwJAXrM0NbUOPh7z+54G0yx+n6/o8ma0tw0ZPMQwZ0UK6rtbIzHoWjvacEFE6ino3Bs57HwAHM8fi5qMtrnNcxm+7gluMbxDaXN54suLxNMydNAQ2Kzx4SM7kmlaIsnnv4tbO93gTllyUwosDE7uSXfzw7iX2D3ietQkzdfinv8c51XMYJCyjcLisqSUGZZwDtj/mETw9j2WZJqWSGrg6PA+FtLRzxYXd0KoTra+dQP1zUkY/8FpI+dFT03D5n4XIIr7Jr7MSESr2cpd50Z7y1gSJscIIXr77/B+Tvk4D514a17wrm6BTpm0csQAjcc8AIDRUcey/72Y0LIaaqvgFU/u4a7iw+l/6ISElhc1gW9toXIf7LY0+OWID/UwKnS7MbR2yulD4ZBJzJv3A8s/ex7sjQkta+1X/0b3+W0cY/ua6wdWJTfhLBQvyPAO2LftBN6bsTXJ1iWEKXxXEDxICBX4pg+mkr48mXcjw8U6jIueS2hZUkrmrNifK5t3+oyElhc1oXxsoGYlggfPiGoUq1iCh4eBWUKIcu9YD+XAu6TBOA9VuA73bAUKGloLPL3ILejEdwPvAGD46hngTFxkvO7l6fu2O1/8CkJJkynCX5GhxYzfZydwy4QeSbYu7tzLr2L/Vy9UUm/6anZQWS5/M/2bUUtv54enpyds9Enrng0MmnsDAGrpEIaddVuEK5JIsJ4XQbtt2jol37j48yUVK1r2Cgod+EquSa5xUTB48p8AMH97D2rVpoSV88nSzUx/5zdWDroK9x+/pCgvO2FlxUQ4HxvYbXPZ1yujuWVbxnm4EpgFXCGlPCw9xnkwishOOL2q0vw5+vxbsV/6Dc7TnsUtEjT62KYfGVX3FQBNJ/4L8tKwK3okcQOs/SI9RScAACAASURBVGVRss2KN0+z6ZtonLCnySL9xsgyGnSUnv0YAEfWf0L9urnxL8Tt2jd4GYAy5VlI1BDUbeGNIMNW+3/e33QBd5+S4CEFE08zuu7R+dj09LPHH9IdZ5fRAKx57sKE9HCT1Zs48ZuTOT6rnMIT/oKu19i4lxEXwvW4AGho6h3NbdoyzsPXUsoXpJRzAIQQN8d6j3hSwsevh3bCLUWdjo7Yh7PkEGZ99T1X3fNXlm+O7+y+qiqxlw2nsng0K7MOJ2vMxXG9f1wIJ+YWb3aZ33RRiTw6Gr2mqyMGEP0n4Sg+GICcT68EV2A6d/uo/frvKDs8ceKCLn+ALsPiev+4EC7I9W+6WP7DsiRblgD8R+2F0D42feeyc5/8dwCWWUvZWhnfd97G5macb5yPoXEnXZ3bsLrSay4YwBPwhqt18G+6iIJYpuQeIYRY7G228C3rgUeitz7+VOP2m1Y0mre59MThlgzb+zHPGR6j/we/A3d8+iWrbjfXv/ApL8zdSu7lH3PILZ+nT3OFP7NC9EcO5pBfuTcNGr7bQ+AIqMEDB8kFKbAtSoRg8ZA/A6Cr38qyN++O260XbKzixO97smrwtdiOvJNRF6XUxYQmUq2Db199w8HJNCveFPLJ98E1S5h96Yeh23DmKqM41bCQMqqRtvgFEItfuAZj5WoArjnlcPqX5sbt3nElGh/rBKZG7nURy6/IdOByYHLA8kIM94g7KgZ9NIJOa0cMFOWY6XmuZzS2rLpyWBCfxB73vKd5ouIPdFr2DEaj2TPARLoSLmDw3/fuM18n06x40oM5DwYPGgixL305/OjTqOvnmYF1z7qFrNgWh6GrHU30K1DIKSxBGXMZpmNuRm9JU0f8UZB2ZGi9T43uTS5dqUeZ0BH0qlMEXU6+nTzZQKcXR7P1+d/TbG9/84V7zWccXTMLAGfvoykY8/t23zNhROtjK/ecHelWsQQP73rHdtjkt2wkhTUP41kwMryg0z/fwZ+8IZNRex/l+fDlHVTt2Bj+gkjsWolhzl0ADLcvRk2zaZVDEkngdZVHpcKseFCB+6bWegzlmNMbRRHkXfAqe6avwHj2i/TIbV9XY6mquGdfTcGLY3il8Uq+/3leevSuiES4hEkHnjGVzvZmRWcg6r5u8D6C+1jJOa2uTTf6jj6exmMeYMuAi+lVPZdfPpkZ/MQofaXLreL87QsAVCnYNfGh9H5B+zwgVyeUj3WqEROMYgkeZOCU3F6Oi+EecWU5TbPCVwET5HN6s+7QW/Zt171/Q5vvY7M2sevl/bUtZRe+hE6XRglnwfg8RJtcq30yzR8kNG4Ub5/i8HqVJGmSsnYihGD2b8388PG/cWxdzN5F77f5Xj/Pfgbd6vfRN++hzOTgvMlHxtHSBBEyNydg3+6d1yXZsrgwnkWFHc3Hbh9wIVdUnMKunCGMXzcD2RAkx6y5ChzNYe9jd7mZ8vSPfCE9iZHLBlxNj/5DEmFyfImmqc0J3Hy6//gHrYglC/gc4BEhRDXgq58UeIKHxA5QEAIr+oBue/5/AWOI/elN/2ET+GHRpRziWkmfmvlQvQmK+sR8n7pP7qKz3dsl6bi7Kex1SJwtTRCBIg5GhlSgBMcALWqxfQ+ZOc43kDG5VQx3PgnvP0mjtDBf14/DR8aY4Fi9icNWPbTvo+7Eh8gvSeIMhG3lGwkT/f6foTTb1JSRXTbXYPsktC/NTM327JTLcFGORTgRziaaP7ge3XmvYfbN0Kq6we3E7aqlodlGQUFR0Ps45z3LCGMhup5jaej1IiOHnZ7Ep2gHgRoNpdmlC18Hpoa6TSw1D6OBv+GZkvsd7/I2sCSGe8QVFV1A8BMYGfvyHTJnUka9TuHI6Y+RdeFbuC7/gUpRhDPWkSelpMjlmeNki6EfjL82AZYmiGCRcOB+JzC5511JtqzdDGXJIeGbLDLTGQ8fPQH3QZ6akhxhZejSe4JW+4bUsduJ+t5lGNye6ZN3FY5GGZHCIahjJVIVsANwZ2beQyPKyJZ7QvnYSUm2rO1kGfXce1wp+fXrcBUNoH7jAp799Of9J7jsSCT1NhcOWzOuILpVy+eQ/c2dXCo+5rVFFdgHnQb6DPn+Rmpm8y0NdWFbFWIJHm7zzm3RYqHl5FlJRkcoMe8nQ/6hAextdDLnjUe59LG3+fCLr6K+rqbJwVcrtsGZz7N2/D9xnvoU6NJvoKGQBAo4lMBrai9PvnHtYwvuN1oPtJPZVcA+dMfegRQed5K97Vscy95BSklDzW5sDidWh5vq2tqg82G8+OlPWKsrcHY6GKcwIE99PL3bjQMJp1dC7MsQXOjMwfWaWfk5gRiHTsGV3we7w8lnh7/FkYO7A+BwqVTWNVDV5MDlVhGqC6u95T9v984tNL55KQJJz11fMsz1K0VZGfQ3WCij02yjNezUE7EMEjUncJ8Q4ixSVIncj+UntJzOOHh3t0wUNsDu2kbG137KR8otnLXofNi9KvJFUrL61Zt46q0P2VHTzKDjL6X/oeMTb2w8WRZkEpdgAm9syLiRJpvRD46mp4UkA9r6AykZyLys43Cix5Vdhu3jW/hp6WpsViv11bupb6hFsdfjcLTMbre73MzepPCPAf+l7uz3EJd/S5e+GdLEFoxwmh1T+t+U2NQuQvlYQuzLDIROz7cl55NTv54TC3cwoABsv7xFY7MN6bQhJYi67eiqy7Ha/HIfVDfK+5djVhtR9RYwF3DbpeejKBkU7AYSSrMRxntoV4d/b81DSuqr9iCfajmfhY9INRGZweiD+6M7wpMwKaQL+fF1oKrhs4CXv8OEXf/lQ+Od7Pjx1cx6e/MnUrOFr+kiw3AHrQLqGHoF6Hv2X1GL+uE44s98q4xlc6UnNUqoLhR7AwB2u3X/BdYalG/+yotn9qCucid7HTr0XVM8y2tbiKapzQFYm09IsmXt4h52m4LrsWNo9tDfTafZVErZ8qfJLp+N+aPpfPbBK4DkjaVV/PTF2xS+dw767QuwOz0Ox7nw35RULsBRMADFZcU1+WGU7OA5EWlNNM0WnkcOGSPEMkhUHyHEl0KIaiGEWwihCiHcQHEbTG83NnTebKpQVWq+triRQa/PBLKPvBqZ0xkAsX0R6754Bmo2gbv1L2fV9nLkp/sn/crrnsHj0kSqUguclChjCNXMlrkO2IfTrVLWcxDiirk4D5rC5Jte5aSh3Vi35Fu2v3QByrcPkL3gMdzVW3A4XahOF5temYZ+/hNYPprGvTunIe1NqX6MtrE6impgJ9BsL0i2ae3hOar+HrqZLfM1W1aYj3vCjdh6H4847DJ2G3tyyrZ/kLXwSURzFfPNR6Ia83B8eR8LVpbz3dLf+MI9CudRd6Cr28J8MQx5yFmpfoy2EUmv4NHsuF43hrpFTDkPeMZ06INnXgsFGIAncTLpqOiMLWdyC9aun9nixpjFzz33j+/fc/HD8MQIePkkTw2E6pkSWXW52PWfixEOz9udHDOdoeMy6iUnOM4QC2Rojws94TWbuQ7ZrUr2Ntqpt6vc/NYSZr/7MjkNm5mw5HqGuNeSv/lzzCve4M2v5rFq3QY2fPQQfXZ/yc7So8jbuxjD8HM5uH8aTF3cHkLp1adZpyuDko/Ahm5ih/SxquqZgNBlp7rXyTzZdAxLt9VQesGL5LuqyF72In8YLLjptMNoGHsTnRvXUPTtrbwzdzWPzq1BtRRj0kmKz30SkyHDpy2JpNkm6/GhLo3lyb/ym89CAkgpNwohjm2Lze1FDTpLTkZ9N6Oi53GX8UvVSvqNnkzeD/chHQKxfRFNC1/F3n08+cVl6Fa8wxCnJyfCldsD/XHxGyo4JQTWKoRKNhs74GAWlK9OtDnxI1gzUsfQrEkHwm3D7XJytu1dJlW8gzLkX6imPKzHPIyj50Q2VVl55p3NnPP9DZTumUt9yWjymregZpdgPfIuFJeKUZ+GQ6dHQ+D03MHJqHZEO/Rsvbe1XiUZlqMiBG57Iw2NjTi3L6Fm0c9sNB7PyBOPh+Pvw7a7HLV4AACuQadSvXcdQ9a8xr9K61k59V1qsg5Gd+kkepVmXNrVftZL6BVFF2OrbWCoW8TyTa31CxQ2CSHO9G6nqF0gXFVax6hWA+ieLRl+4QwMfY9AXvsrnx75MdXGrmT/7xryXjuRWR9+QH2Po6nqcxpuKVg+8n4w5aTa7PYRqTrNt7/JelkyzWoPPdl8TEfWq0CQpTZz3burWesoQUHFbWtAvW4lzp4TQSj0Kbbw4R8HYRzxe9SyoWyxDCa3fj1rh9yE0+WirqYKl7Xe82aYaYTTKxGOpSkujNkdUrNCoMsqwrTidfp/dSkzDC9wkn4xdrsVMeE6DCc+gMGSR65ZT05BEfrj7qTqssUoF3/Exm9f4cGZr+ByuZHOpqBNyBlDNJqtt3YOdbmQUQ7DKYQYgWcei2OllPVCiMV4mjDekVJeGZPRcUCwXQYfbKclktgHWEonnE01NL50BoXVy1CLBzK+9n5O697ItWUrqPxtLtftPY1/XnM+3fJNNFbuoFOvg1JtcnwojuIlLSt3FdvqM+K1p4Rtr1einN9yb8fSrOpy8d43czl9wXmI4n40nf02BSVdcTZWIRUDNqsNU14hIDAZ9DR+ehe2dd9gn/JvXv6ljnOHFdG9wITFaICsTrQaxiWdiUavEqiWGVP7oLBNlQR2I2it2YzVa8VKxIvH0lQ4mK2TX+Dg3j3AmLU/Kd1lA4MFm82KVCWG6rXoXzzac6igLw2nvUhWWT9M2RmVyrKfaDQrFDeV7qBfxKi/nVLKpXgGivJ9Hi2EOC5YF87kEPjgkSNgqapIKb2LihAKdpfKV28+xui9H9DNsYmGrB7UW3pgzetD/xFHofY/gT1WcDbsoUeuAsYcMOUStNUkzticbuqtKubGCo/9JQfx/eVH4RZGzMrpFIyt4R/NKt0Ls7E+NQHn8D/SXNqHLIs54bYljbBva44MGILQgw1ldOu9rTUr8XskKVF9mlXdIARCKAghPIuisHFvI998+TEn2T+jS5+DqS05jHW6/gzr1wMLdpqtTTRjpig3J+HdyRS9npOH98Qw34E9rwdGb3uwwZuNbszaP7p9U3Mz1mEXw/BLmb28mm1LPsdS2AVn7glYdMbMChz8ybDahXC0Dhwg6poGKUFKJBIhlKA9vxZuqsbgamSEqQK6DGOPVSKdNsqKCkAIpJQJndtE6XIIzUfdRc43d7Lks5cZfM1Dnqp4X5kGCwBms2dd7eiLvPA7DDsXkjfnVvTrv6C28BryDG4sxowdMT+CZkPPcdHeb+hGIcRlUsoUDE8dOMxvZISi7LtCeh1zvc1B9vYf6eZeA0BufTm59eWwGyh/ieGOl3lY9yy/0y1sdT81u5RvTpjDqhWLGV35IePzKhG5ndnYIGgii6ED+sDEG1i0uRrLnmUcUqiCKZcqlwGDJZ+8giKwFIa016RXQG8gW69SnnMUpSc8Rr7Jsk/cBcVlFBTDC18sYmKDi4Pm3oVz00d83v8OJo45jJycDG6+iMYJO9wZEyW5MMben0sIlH3zkeiRqhu3243b5UZVPcvC8t1csO4azMIJWz+iCHjA/hBn6n/iT7rPyAKy/G7ZZCrlhPo7eOGiUfSv/pGqZR+zpUEwom9X9OYctjUJXjedx82njcK4+1e2rF3K1kbBxIN6Ikw5VDQrVFj6MbJXMbjsNLtACh3ZJj12l5uPNimMGXI1pUX5ZAmXJ6k3SKBtMJgozs+nvtnKGb1dXLXgHzRar8clAVOwKXTSnGiDhrOnFPPuB1UJtSVutKNJQghPsKuqqG4XbrcLVaqeFzhVxeFyc87Mn/mf5S6QGwAo9bvcqcumxmWgVNTiHHAyFUP/jxfmbees+v9wSO8uYMxm0U4HTsXC2JMvQnYZzn/nLKVf4yKOHNIbDNl8t6kRkyWHCaOGgymXn9btIddsYHjPQlQpWVPRgOh7IXJ7BYf3GUeD3Ul+VvDpHKSUFObnQfZgqrKKsH93H98tXMqY4VYUJSvoNWlPNJp1hz4UMXgQQvQGqqWUrSY/l1JuSt2sd0YiBw9hMpeEQKfT0bkgh853fQKqimqtZcfWcnS1mzE5G8jpexgXrzJRsms01l3bsFgrWtyjsc+JXPbGCr4z30FvdkKNZ78vZ9y9u4j79h5Dp+XPc618fd91vr6tMq8b9unzmf7mSq6tncFI/UYw5rC1SY805tB70HCyJ97Gd4YjOLLuf7gNwSP4i44dyZ5DPqNp9WsY5z9Ov+1XscJ9P7r+x1CSradP7XzQm9jVpJJlySYvNwdyOmMzFmBUQHE2gs4EelP6jA0RjbB1mVMFLNHpPF01245QdOgVXYuctbPG5rKp80KU8i/pb66nrmQkY1fnUlhVibStQdRsanGPus7jaawzU/321RhYRmegM4A37bSbYuSt5nGcYF7JiLX/olfdFnoB/OI53gWY7H6NuTdPwPzNXWT9+hp2aUC1ZKPXW5hoN3Nb0ePMPKovuuxOhPqOGg06pMuAQWfDUL8ZgL0VW+m+8TMwnsSS+jwKRQN95XbQm6ly6DBZcsjJyQNLQfqNmhpt8LBi5UDg54jnpQWxv6C1QlFQFAVF3/L/ZQE+uWYiVD0Huz9hVaWbmi0rmWj7DoDvs09gT3Ut5+u/wVD+GT3LP+MB38WroUFfyFCnlRxhQ/1wHiv7XkrT4lUcJ1+FlZ7TfN0EGg1PYh9wCh/NfpNHbfeBIQthsFBo1SENWeScdC/usqHoROgmfN/vnKozI/Qm1vc8m6w9e2HXCpb/WkVWTi5DepaBMZsNtRJzSS+6FXhqLOwuN0adkn4zxLazlixszoMQ4h08E2NIYKqU8gNvMDEVOAzP72S1lDLp/QIFdVEla0jCjrDZdlQ3Njes2llHn4YlFLkqaaiuYNmacg7Os5Hfaygrup/PBa8sY4lxGmZXXatblI+fweXLBvCa80a6Oze1Om7vfzJbj36MaU9/wh8PNXPR2eeEHT+9sdmKe82n5HxyBfbhlzDh1+M5tb+R+9e1nqHRNv5Ghv8whmlDFW5cs38qXZcwoDOYcBx5O2cuGMSfBlqZsuYGpJTU2lSacvvSvaQQZ59jeWgJjM2t4qTK/yCBPXY91X3P4KAenWDQ76CsHWNNRPNF0+mcuFwZkbGVQ93eJog4OVKi9OpwujFKOxizWLS5Grl+DmNyKpH1u1i5bh16ayUD+vTGfsKjXPLqCv5edRW93Fta2iZ07Dz2Sa5f2Yv7TK9zcNNC3LXbsGLBlJ2HPq8LFbrOmM58mqJsEyKKsf5Vh5WfFi9hzJdTMHu9WfMpz3DinDLOLVjDVRV3trqm+YyXmfx5Hv9Xuprzds8AvYU9NoHFoCPHqLB33N08uSaLE7rZGV37Ge4tC5GOJkx6BaNOwB8/h+J+8Q2Uo71X9+7nsm1bSrq3x0qqfazLraJvrID6HaxetxZdQwUDLfXI3C7ctm0cJj3cv+l8lMaWL3VqXg/uUKfRr0Bw2fY7UfsczRJ3f0w4GWxdgrG4N426fBoa6sgVdizH/wVRdgiKIQpXoqrYGmtwul1IVWL++i8Y17zX4pQmLNzU+wMeOa0fls9vxL3uS1yKmeycHNBbWNaQx3eHzuD/xhahfvMQtevnk2sUZA84km3OPOZvaaDb6fcwcUBJYl/mor23DP6SFjJ4EEJcjid4m4kn/JwGPITnHeQXoBrYiGfOi9a/jAlG0CyjiYolliRYE8EGVUU4Gqiv3MnajZsYnGMlt6Qnq5SBzPxmNQ/KJ8l21dBUXYGrYS+FohH74dfxQeElPPLBApaar8A54WYMx0eYC8reCMZssNXBhm9Ys/Ar6upqOcywAcXegL2plkdNV3PjpP6Yt//ExuXzsLhq6S4q993iWdep/HF0CYbN36KrbR3QLFQHMbKLCaWqHMVlbXVcRaAgPXNqHHIWiqJDURRvu2fwmpOgiC6Rz9EJJ66dGRE8ZNO0txkliuAh9XqtbnJgq6mgq64OGvcwf8VqsuyVHDKwP65DzuGS//zC36qvp4e6c9/YIgDOQafiOOkx3CjkWYxgyAYlug5dDdtXo9s4B5Otml1NburJRjf0LDrbymn68mG61P+679xaXSG/6QfTOPIKhlZ9Ttm6N1vdb7E6kF39zuG4XS+1qjG0/u4p1AEned6IdQKdovPqVOfVqJ9W46lXgG5Fl7B91X+iOzm1ZISPlRJsdVRs24Ro3ElnUQM5Xfjnxq50z1WYuvwyREMFsqkSxTs4jGPknxi5ZDJTh+Rwd9VtuIeeh2HUBZ4arRhR13zKzpU/UKxWY+kxjPXNWWxYs5QRxQ6KdVZ0az7cd647vycr3T3p07CEPNHad8J+/3n/oXO47shuCEWHUBR0uv0a1en16BSdpzmwPcFFVJqVIHcFLSRcs8UoKeU5fp+/9vawGOVNnkwxvpHP0h+hKGDOJ697Pod1398bYgjwxIXjgHEA5OKZmMUtXZikiwmN8NBEPSwGti0AlxP0Iaprm6txPzGSF+XpHHTiFYzcvZJ+Oz6kzqVDzckGoxlrVhe+tQ/l4p5HUuaoI7d4E1vqSinpfQR6k5mKRpXN5itQTz4UsfFrtq1dyNZ6ybiBXVD0JnY0QVXhZPRDu8Du1VTu3UWDS0efskKk3kSjakBf0BOLTsUglCQkvWXOmAACxdv/MP01W5RthOxe+z4fPmD/CPRG4I1p4wFvDpCjmRXr1pPjrKTIYGfJs9OZk30yD047J6rAwdlYjWPWdHK2zEFITwNrN6DAUEzThEvYphvK6up8JuX2Ijc3D4diZu1eN6VdezNkwiSqmo9iVn1nxpW5KS0qxCrMrN7rom+/gYwadgI2541s2fgrJbkmDJYcDAYTllT25BCWVs2/6UsG+FghwFJAl4EjgBH7dt84wLsx/kfP2uXAWb8LQ9NuDJZCHuhmoqu+FvePbgxf34G6axnKGc9EnhlTdYOtDqvNhlz6Glk/Pkh376GGLsN5ds/BVFU3cnzTP5HGHHaa+1PtNjO4Z2dch1/Hkp1lzK/cwJ+KVyLM+ayt02FXshgxsDeUHcIuqx6dauf2gnwMunTwb6GDk3A1D7dIKR8N2He5lPKF+BrXNgSuKKPizM2CtdmsbPvxdQbM9Q47ff47MDB4C5HrnUvRr/ZUn70+8i3OOmkyOkWgSpme7W2REL0in6PX2XFuzIikSTPOKjtKxKTJTNWrVN1Yf3qWrG/uYNGoRxl8zHlkZeWgC5aw70uidLuo37WB5Qu+YfXKX+g94RxGDhnEsl0O+nctpWenXACaHC6yjfr0nnwoGr0C9O81nPIffo18Yurp6D7W5nDx+FP/5Lb6B2k6/lGMw87CkBN8tgW3KtFJF1J1UdvQjKu5lk4vH05jp+F8UHAxpwzvQUGv4dRJC6qUFOcET7xMK6LVrNwSc81DsKhiQ6vyhRgupVwWnRVxxK0jqmSezNQ1AHZVz3+axlLgPo8bOi2gqXQU+/LQpaTJ5sQknFh3byR39XuoigH7oDM4fuRAmuwuirKNnuaCjMT3BhAmq0foMmY0IeHWOaKqKclAvUopqbG6Efl9MSsGSjd+gGvMieiyQ/T2UV24mqoRplz0piwGDjyIz5wjGNujBH1OJyYNb5m9nmtOs+TIoPi/sYbRbPkPKxNuSrzo4D7W2lTPCKXcs931cKQwhxzvtcnhQnE70NtrcNlc2FSBo+eR6LLLOGn8RHTmbJSsfEL3nUtHovCxYQgXPBwvhNhAS/UcJoQIbBg617skGRHdM6e+CbnNZJl0XHNEV5qH3UKVzoXBkIOUkobyn9E3bke36n2EyYx74l3MMxzOO0zm6mOmUZRtIsuo80wrm8Yva9ERphpRb65Nnh3tw4SyxQadI2lWADLDNOtWJU63ilJ6CF/kn81JNW+wetsmCjt13d88oKpIlw23FMjKdagvnYTafQwiu5iSNe/xl3E3Y825AGdDJQ1KKblZGVGhFIKwVd9hOr+lG0LiiCJ6yDC9AtjsdlzWBsYefhSO5VtQ9RacGLA7nZgMrUMIu1Nl9oINHN8/m4LlL/HRsl3s7nEeVwzKQxqyseSlZH7IOBFWryGTZsMGD3h6VAQyPeBzgrozRCCcE/Y/loHC9qETAr3BTMWWtby+YCvnTjmLEV0cGD6/CUu1p2/d910uZdNGiWnYTfx1wnBElgWTXkGfFu1lbUQMIaq2VlNOq5qwdMXiYE4djA15QgZrVqcI8i0GpL6Yo7rrUBvMdCrpjEuV6HXgsDbibK6lttHK/XN2MaLIzhVqE2z9Fqkz84lyDOubjuRCvZmc3DwMpgyo8m1FmucGtAHFgaqGqlfIYL0CuFwujNl5OPufwKlfF3D1gsVMGrQJZfDR+85xutw4Vn6EqN/O9q5TuPynI+AncGeVcLylM+uG3oyzR08MBmOGzskShWYVJWSwGy54mCGl/HOke3t7ZSSfDjSSWygURVBo0TNi0a10cZt55tfDUZvM2PrfxokLLwbgKftJNH35A/cwk6qsafQ69k8ptjoeBIo6xD87P/fthJsSJ0wqf8PFX1JtRyIQQmA26HCrYJduPjv0SZq2uTm3lwGnw059TSXGtR/S9ft7uFoZRKnoz2/9LqVx9NX0LdDx9dc76JtTiGouwGQ2ZV5+DhC1ZjMInROHmg7dfxJATnY2kM2OX7/lCWYwfOWvqFu6ogxdg83p+b38+bdt/LRU8ueaFzi0z5p91yrWGvJOfpAJffLQZ+nRhUpiT3uiaGrT64N3CyF88DAzSgtS1WdZ4mtSyfzvaUiUZa9iadpG0cS7Oeuna9icdTeTjjyBurxHyc8r5NWugzDNvBjhbEaufg6O/mPU3eMyhxARss70fHLtaDubs2kQvg7NHVSvtuZGmsbewNVPl3PmcBvnqm6aN/xMztKXMK/7iNWGQ+g3/BjMO+fTac98rJ3/THZuAQ9PKaDZCaoAu0vFbMjQLB19GwAAIABJREFURvQWZH5NhEFS5cTbmaADalZVJRaTgdKifNgDW3udRVeXSn1dDcLRRMWObby/xcL0g4+h9NdXcE15kTfrhjKkzEiPPD2KChadjqCjeGccIfSalbsl+IEYJsZKN/R7cbhDzWfsN9GZ7JokgxKAamvE9s9D0Zf0RydAVK5FXrUYXW7JvrHjURTUl3+HsuUnz0XnvQWDTkqt4e1FjIlwgvcfLJdm1LdW7A3RfhgwMV9GalZVcVrrcH11H7qqcprPfRfzxi/RfXglOreVZd0v5HHXmTx8xmDUPb/R/f0zaDCWoiLgmiXk5+am+gnaR1Sa1Unk4oyJ7Isq+bpGclzQgx1As25V4nS5cP3nDKhYjrzwAwzf/ZU36w5h6gCFnOX/pvbUf+PqNhbLs6PZoRYx1XkvF43sxLUnj6Cu2U5xblbwHkXpjphI+IjQ+w/uUvYqOz+/KNgZGSPkQPQqzTgh6OLDAWJzCoyLEzs+/ydZjipW2ErQbV+AMvkBT+AAnkxIbw3D7lE37btm4+y/psLUOBNp2l8DoeLGtMZFeL1C5r7hKQp2ayPmFW+gy+9KdZOTxk4jeKb7DP5gepKBZ93JjN8fRmFRKd2GHs2G/MPJdewh37GbHd/9O9XWx4EoNGs02ZJuVjvoovB0RB8LGatZnSIwG/TIg07D8rsHsfzwV8xbvuWPtU+Su+hxRKeBFPYZQUlhPisHXMkg1298e+jX3LzydEx7V1Kcm4XTnTEdvoIQTrNeH9u7279CXZ2xNQ/FO/lfNZy4b0cYAcveibcnETi+uJeatT9hqlqNtXAQXa77Jmj3CSklWx8/gV61CwBwX/I5ut7jkm1u/BDHejcieCX5U0aF/GInKlE0tWWqXuc9eSljqz5g9ymv8uSHP1A65mzOH9kJk8lMQXFnKpsc5JkNnuSyHb/AC8cAoBb2QblmSVJmqk0I+/QKYf+xBbkrqfnf0ITbE0fETr/asg6mWSklT3/9G8cPKuDHLVbMteX8rqwGVW+hsKgTSvEAyC4GRYd0O1H/cxrqkKno59yN7D8Z5ZyXU/0IbScOPjZjax766zkTB+xbfDiCLBmIw+miacy1FPcdQa5iJ+/sp0L2uxRC0OssT42Du+soRKeByTQ1gQSLjL3Rsc4Q+P6T9picNESjV7EuFda1k9ptjK35iLWdT6V02ZPca3ydUwdmoej15BeVghAY9QoGnVfD3UZSN/52fup8EUrNJpyrPkqt/XEjjGaLC29PmVltpQP72IqlX9D8/eMsWr+TH36r4LuqQvRDTiWnz2iUsoMhu9O+gFboDCh//IytnU9gacnpqKtnU72jPMVPEA/C6DVCL92MDR4WlGLFSWgRZ7Cwm/du4ZYZT/Dp2jqax1yN7rw3ye42JPxFPcaw84IfubfkMX6rclDVaE+OsfFGnEjkKmAjFOSnwRDpsZEr+V9Yp5vBmnXPfRJFCAb364d++3wMJ/6V7n0HYynogvA6YItB16Inxap+l/GnrSdQoevK+tkPoaqZWQsaWa/ec9a/8UlSzYoDwoXsiD4WKSlb+CDXF3zPuRv+wgvZz/LE+SPJzc7GVNAVLIWtEs+FENwyey0/bLGjR0U3/5kUGR8PovCxwhh2TJKMDR6AlsNXhBN4hiG+/xuPO+/jmdk/sKpGDwMnR3XdDn13Xl2wnZef/ycr3rgjwVYmijBi9l+6ll2RbMvayxCF8/Z9CPf2lmGa3bC3kRfEWVQd8SDWuc9RXzYGZfQlmA06svx6TgSO1T++Xyd+mD6AXLOBH/vcgM2VQeMntSCYZqMJKNIfo0r1vg9h9Cp+SbJh7cSx4kN0u5bTbO6CYcd8DP2PIcvo7XwYpqvwo6PruF4/C4C8397yTEaYaYjTiMrH5uRtC3ebqIMHIcTbQrRo3EMIcZwQImV97Q1OrBGr1MgwYe9di3nVWwC8k/UIPfKin8DnsN5FrDihnEcNz3P0zhegbnuirEwgUTrg5TMzrubhu55+b3H+ZHgV8MdLt/HE/Grk2k/R4aL2+Mf2OeBI81GUWSTZTVu5MP9XjJn4KiOmEl6zXhSdK6l2xYkCldei8bGZhNvlYufsu7ArFox7V7LOMgxl9B+jurbf+CmoXUcBUHXaq/y6JxP/rVH62KL8x8PdJZav62Lwi0I9bPTuTwk5gnlRVallkMB3vn87QnoyeLsdPI7uXcpiuj530NH7P/z8dBwtSyYRqtMy9C3OS1TVwGJ+KkxrA5XlXPPbhcz5fR7mEeeiP3kGPfsfEv31pYNZX3YSliXPYX3maDavXJA4WxOC0W8dpgYiLy8TM1nYNZjrO5qPdf36Dr3VrZhUKya9IO/cmdGPjSMErmPvBv6fvfMOj6O6+vB7Z6u6ZNmWK8ZFblQbF2zTezU2IZAQWkJMSUhIvgQIXxIwkEpLSPkgEBJI6M2mhAAxYAI2tjFgcMO9Ylu2rK7V1rnfH7MrrVazuzOrbZLmfR49Mzu7O/eu9NPZc88991x48JkFfOeJlYR65HSbARu7/bG4Ky3AhPMgpbwndgMsKeW22J03s0ndRDri+ckE3gNo2/ohQ/a+DYB0lSLO+rX5mww5mm2VJ2rny/4Pb1NtGnuYYcSl6Is65pq9IG7Vs3zHHeBA+wM9zfYwY+xf9EtE024W7ZTIcedgn2ZsBBdN8IRbACipW03NG79NdxezgIFpi5MmnZOLnqWdHm5jAYLFg2gbfiJqQX845ecMOnSCqfc7Rp/IatckbnY+z7/6/xHbZ09mqKeZwoCNNTBA64mBwmhUQ4lnfhCLstqvlHB6atrPdx7zEygemNJ9gid0VBU/+G5Pij4kM8JhqofkpiR6GphcwLGGEs96gDFeu2oZ9vULUYJt1HzwOLtbUzMnEw47Gnn05QBMb3kbGnams5sZJpkRDrPg5riV+vIdR5BWI5rtCTb27XU1vHFwEDN2f5dnpz+Pbcb1pu8hhOCwy+7FNmAsZQdWIt//Hag9pN6DuIrk+TmAy9mc7FZJ/9uFEBdG5zoIIQ4N5z98JISYa6rjGcAFdb1hBBcMqbQOP4HgyJNoq5rCiNPMizpC9VEzUcefD0DV0JHp6mIWSOI0RB6v+11Pc/XbWTKebYCh7PV8N8bDV92PIrSQ7WVTBjFxSGmSd8RHnHQz9cO0Yoayp0y3iWswpFm7u4cufdIYZufbQI9fcSEDbdS+fCu7Fz/KaWNKmDaxOuXaIsrwKajfWsSGST9D1G1m3eKess1OPEc35jXVQy9Idqe4zoMQYqQQog54AVgkhHgm/NQitAWg24BHc+1ATC7ghPYHiRyIfBa3qvLIQ/dx4/NrCcx5lIIrnu32/hTKWb/iowveY0FwJh5/D0jqETeET5JEHxRXT03Jb8ceoGPapadqdt8aSre/CUCociyDzvt59+5Xfgg/df+UF0PH41vxd/bu/TINncwWSTQ7ZOBdOelWmtg6mWcSOgw9Qa+A/OhRLvG9yI3+v/Kb6i8YPbB7JdH3t6lc9p62qXTFqgfT0cUskiRitvqed5PdIdE31G+AeVJKBegHKEKIB4GvSikvllJeDIwCcrpkbulRrE06BxdJQluY1a4ZRl3zEtcf+AWDty1gt8ehFSfpLuWH8OiaIPMXruLv9/8EGeoJNZUSCTpMefF/st6tNDPGzXVJjW8eG2MpJQ+tteFVCgFoPvMBsHc/ifX22Ycx7bjTCUgb2+vyfLAu/gfD02w77v9lNruWCZQgwYSazXMbG2xrQvxHc3Db+h+O/Rjd7RpMMayikOeq3wJgcNNnsGtFt++ZUcQNGNKsTTH0ZZHIedgmpXwRQErZEHYWhJSyfYmclLIByPmSORv4knrDejXZ84FQALFIE/X3yz5gTFX6Ngi687xxrHVfzXe9jxBavSBt90074hbiCzrm8cE/9vBdv2D9VP7RqcBZBB3Niuez3bvkrN/bzBOLVmCXfj4dcinlY2em5b5VpW6GqXsoFj4OL21Nyz0zS7IQcI9fGdROlZ0nkzq5+WpjgRVP/6p9FdueE+8Dm/El8IkYNfe29vM6WxoGfRnFgKOLEwb1/5ORuyVyHg7qXNMb9em9LqtUO7mm/UGsuKMF7QeRZ7PlOxY9iGjaA8Cgub9CpHE77YEVJcjDLgTAtujn2i6ceUtko6uE4bR8/gCmsMmwKuM5uVGazTfGvv99nj5+Py1fX8ikq+5N673VWT/EL+24/nYqtR+9kNZ7p5fozdkSGOWRgw0Z4nxnzwlc1f4gycAs32wsbQ3M3KlNK3hn/pjRRxybvnv3G0XDhMvwSxuz//geOw7mqdMrbiG+jY25tvvu/zFyy0TfVHqGut7g67LK+hP4R1IDnIdGGH8rIz7Uog7+cRdA9WlpbyKy8kK07GPXylfTfv9uI35Oh4gdJDTKYwb06LnjaMYVcUlcJxc6J07mkTH2b3kf+/oFrN5xgMJRM8FZlNb720oHsWrwRTilj/7/uhqvLw+nL3Q1C7pGeesd38tm1zKJLRiO8EbQs7F5aGfrGxppLhpBqGIU7lNuSfv9W4/9H1QUFrjvot+afN0sK5mNDT9vtxne+TWR83C6EOJkIcQpkZ/wtVNirk01+SkyQqmdLYkMsO7jXBNVAVI9M4WaDgZwVI1jdbmWxe74TzeT2jJCbIQhgo7AN91+ezZ7lknWnog2j5RIs3lmkIPBEKF/XgRArd/Zpdx0uph+WYePaP8iDx3edqI1q2OUHQV5OgxNjWllnJB0YBbJfciT79D9zV4ueXorRx78NTsufT8tuTmxDB0xGvux8xggD1L83nxoOZD0PVlFRP6fEtnY8PNTR00xetuEzgPaSouHo36+GvP4BeAio41lkh+OZlz7g0TZ634Qf8l697oQUiVttlICo84geNZ9uPsNzVhbR1yu1fEa5N8O/jyyZyJSEEhvmiJCWOAut17Uq0dTLNkAxM9ejzrPB80GNrxFAdrA5NJv/6jTJldppagS9dT5AITe/11+TbeJ35I8tyGs2akje9T228lYeiIdGYGJBmZ55PDWPn4Fv2n4MXedNYJRA4oz1o79zF/SeuUihBpg02v3Zayd1EmUnxPl+C69ca3ROyZyHu6WUlZKKcck+OkH5KzCZDTzJxASAUKJDHA7fhB/zGr3uvDUk39jxr1LaJ37GPbpV2e2scrRhC55hoVnfMA+T2abMk88xyFG4LecbK5Odw+geS7jDRngfDDGUlLw/NcAUL/yd+xFFRltrvao6/nf4DxctWtY/f7LGW3LPPGMcPS5kCz5zrZs9yzTVDlYYFSzubaxvn1fMLH2TSYrm7ls1pjMNqYoPPdlJVvUwVR/8SAhb55smCV+R+LBWdTjUZV/MHPrRM6D0bFOHoyJNGYP5bBkTkOn53JF424u3/I//Nl2Pw6nK+Eubuli76AT+cErO5n9mwXs250HNk38mfijtxiBK64gd5yep3nc3cMh8BhyGvwgcjigWbZ8KQBe4UY54sKMtzew1M1FV/0QgO2fvZfx9gzRboghcfTBCWMH/SCbXcsW++ZwYZeVQonOc4j/r1pFcO/5D4HDnfH2LjhyIKOVvQDYPnsq4+0ZJ9HgLOo1W26+0cxd4zoPUkpD3zBGX5cNFp4YEwaOEEfcIjNpBkmRj88GYPyoQylypWfJUDKGVRTy9KleVri/S8EbP8xKm8lJtrwtfD77MHPF53sQ5w5mEJDXxlhKyWvvvs8eUcWBb2Vv46rJw0sJuSs4u2RL1tqMi3gEw0YYJ2z4galRXE+iyBZTJTXBeS4d3t+JK1jU/zLcx3w9K+31Ky1GnnYHAKHdHyFzPd3WaYCWJMLbr9T0BpemM56EEL8WQqSvGEGamdGfY9of5GEYuGbTSkSdZgwrv/FIVtueMUXLhSnb/S4078tq253oYogjRx0jbFMCLLhkcza7l00WnEyzM0hHHflYpzfmPBcOb22zj6suuwLPNcsZPvzQ7DXsKuHAkddh3/4eB165Lfnrs0KyaTZg3IDvZL1bWaTlckYZcnRzaGe9Xi/XXHMDp92Q3VLnYvq1eFwD+Pizz3hlVa6rpMbTKV2vH7zJ9MKHROWpbxJChIQQm4ToZLKOARrCz4WEEN8222gmWXo+n4hgeMMsSJ6Idkd2+1f1pLbyYf8p96d9mVtSKkbQOPg4APY9/6Pstq2LgZHc+RMGZ7dP2WdGFWWGIw9Z1myrL8gFf/6AJz6pZczgzOY56OGccS0AAz55gI1ffJ719gEQj0d6g4GRnOSL63parWLTDHTzejJHN1c2VkpJq6eV/v36ZbdhAEcBHx1yNdOUDYxbeVvukn07aZaY8xgbO6jixVSaSBR5eBi4TkpZLaW8Ner6VmAK2hLNnwCmwx2Z5oJD0bajNCrun2apYwc2tJ8OPCHDSZJx8J77AACDdr5GW1MOFjCIxzFohMHhamXBhTkvQpZpFs9GFtjZa8aByBa76jzsb/Zz9hGZWw2UiH4VFfimafueHPLGt3LSBw0DozeccPigs7LarRxRcyXnAsmn2LJtY4E2rxe3uxB7hpYSJ+PYi7R0l/FfvgjbP8h+B8TT4RODUxZ7b0hpxWSi3+48KaVeXH2LlPJTKeUnUsp7gPRXNuomC87loC0Qlm+8UFoOjLFaOIDQ9O/CDw2vhkk7VcPG4Bmozey41j6d5NVpRryIYccBJ/zvzLLsdjB3eK5nSPuDBI5u5FzclJ1+DSt3seb205k+qjI7DergOl2rT+Ju2ASttdltXDyNvuOgM82mOIOsvvKtbHYvlwx1oc0JGHQgsoGUEn8gSFFhQXYa1MHlKoBbd6O6+1Hzxm+TvyGdiEgQwaCNrR4QHRgwRSLnQXcJQNhhSPq6XPOzYylMmnQWbYxN5ZmmRhAF21m/hLJhmW8sAYWXPUHbSbfzbvF52WtUvBI+iTd6izl32/cxf1qP30HTDP1dLDZshLOgWVWVKDYbbpcj+YszicPN89M1o7jqxSwaY/EKycO+UeezRx6Sra7lA7uv4QYjjm7kmA0b6/EFKCoszHxDyXCV8PvmU6iqeZ8Nq5ZmuXEjuQ5hNl72m1RbMVueWo8cTCwlZ/5MQgMKWWQ4gz0AIoNpTjLow+4syMqyzKSUDuGBtnO4+snVPPX+uiw2HF0xMnKMc952ba/PdYjlwA2cDEjDDkSGF6/6QyqFzuysBkrG2aecxMfKkRy99WGa2rIwjBVvRD1INHoLU1i4mwXn7M18x/KLOWPDyZNJHF0g8zZWShAKDrstc42Y4LhZJwAwbmGW9vITr6Bf2j+OdudUD+9Oc4mchzFCiNJEbxZClAGju9OBTLL/Rk4HkoeBozfOylT6pxpEcbgydHPzXH3cSDa6LufSt2eAmuEBvniDDtEmEnf4fPqQkzLbofxlZlX4/ymJEY5oNlN6VVWJXckDRzdMscvOyOO1IlWlO9/ObGPinfCJk65l0ok5D+u49ZvdMsQ9lQVfYVuRg+1Jo7tZsLG+oEqhMz8cB4BpZ0dt+53pyr7iHbraWIjrOBQXbGTBGbvpBsmKRD0fb1lm2LFYBPyqOx3INDOGRCVPJjDCusJPF0E/wp67OTg9BpS4sJdqJQZY8vvMNdRJ1AbE7XbWsuzcPKkKlH2WfIttJQItKSaJEW5PRouyUelCQs4SzuLR74RraCoYRv1z34VgpqMP8TSrE4WYUXV0hjuT17T8LyPbHyQZnEWO6dasqkpsishcyfRUEILgxdqudn/9w50ZbCc6KTOiz0ROrwLNl42jmyQqEvUp8CKwXQjxKyHEheHNsC4ML93cBjwrpVzV3U5kkqXzODCggI4kJr2Qb4zjIL6W5k4IAWncajtdKNeER1hv35mZJUXiA+KHzuLsntn29QHp70jPouk2DjdqhCPHdGvWlkdRh3ZsDrYOOI2K0EF2PHxJZtqIq1nQdXrLnF+w9KzPMtOZnsOM4TGahcSDszRrVpUyYxu1dQdl3Dl8GJrIN5r/Rqg5AxtmiRVRD/QiYzo2ds6ItETJEv62pZQPo22QdQbaJliLwsfTgNOklPemoxOZZv/POJMgCUdvXRyIdFXgVUNgy3HCWTxKBtEqtFoT299Ic0E8sYL4Rjj6POp3M73quPR2oucy5zCGdIo8JDDCkWPaNJvHHHWlZnKaAhn4okio2ThOb8NXem31UzMsvY615W7WGBmcZUKzeensAopNYfzcWygQfmwH0rzKTkSP2xPl5ETZ2H5FH7PghG5NV7Q3b6aEphCiTErZmI6Gs80Fj+B6ZQ3ehNMUOuKWr3WzYSnzI0kyDp4DOyj885Hag/lp+tOKdcTP9kP/WqVjObVnH5ueDvQOBv+MZ/fVcXH7hQRGOPrYbc3mOQG/l5qGFjzSxdiqNBW7bTfEyX7JUedzBg1hwbQ+lySZCOVGQjIQHpQmsa3Rx16v2ab97PfZKSkpodSdhsFkXBuLzrXIiBgVdXbakkJMue+xjoMQYmS+VZiMx8vz8E0fxkmAsczgyO/7jG42nMeOA0DhgBEw+QpCFz2e/MVGENGVpI1EHpygOP2W49CVvb/gEred/YBhxwF/GjSb59gdLq5+ci3feeLj9NxQrCNxxCFyjDofW36j5Th0RX0A7cvJgG3tS5rd0Oxi1n0f8vB7W7t/s3Ybm2wpZox20+g4gAHnQQhxaLxVF/m0KZYRlt3EeyMr0ErHmnHYTtJ+ei2z/4gYf2738x7EzqgHBo0wQOis/FmGkme0/YEqEUAFzDkQJ2WlezlBCMENp1QzoNiZ/MVJb7YZY44DHeeljs/ZcEKv3fiqu8w5Cm1O3UTkobdr9vChZdx/0eFcMnlQ927UycZC8mXETkDAzIq01yBJOG0hhHgOuAgt+foiKeUCIcSh4WtTgVFAnZTyzHR3LJMUzGOf10eVWXEDyGzX+8giMhRApJqfIfZheJjRjh9uO9TJHaN65Xbb6URcEa67YsKBgN6t12AggKIoKLYUBlTtesXc0aF48J+U5U1peh7jfsr/bNyFtqempdl2vJ4W3IXFqb05ro0l5jqdXzO15OusmPpMao3GJ9HGWPPCp6cDZwJfF0Icjba3xdeACuBjiJqT7SG0PcIgRSXYfsHMiG5K5vuXK4RIMaol6qIemAj/zqicZTkOxphzTFQCpZ7t0Lse1mtv1azd4SCkqubf2K5XoxGHqKPlOBhiwy+5v7KY5an4Z71VrwAOp5tgIPYf1wAJbWzkXGfqon/he5lwHCBB5EEI8ZCU8rqYayvR9rz4NBOdyTbiIiQR22PWO87RBn8Zx0SCpxRNAIhOS1kMHo8p/CYrD3+sW33tYxz7U05dvp5FQPxBRwIHozdqNhQKoQiBMLgUWoqmsF7B/D/9NAXjlXctgIIrqPG2xGxU2MdtbMDvw+E0PlPboVmD0dzIsVTZROOUsd3qbAIS/cdt0bn2l97iOADIF8L7cpj1jgMgRms/vQ6DjkNIeFCJLl1sYvQ2qfRGy3Ewz7Jf8vbUMczRtRV6ROk1otnehs1mQzXwdR4QfkLCA4Bs160Jzd4+3I7lOJim7R9UuRzUpWRjJ/RWzdpRQ8mr+nbVrMGcHIAS165MOg5gfm+LLg5FeCqjxyJfMulAxKxfFn2sKK1PqASEv5PjYMoYjy76NZ+Mt5LNUmTF3bw8dWx4qtDIQCRmabIY3vs0qyRZ4+8THVMbEd1Kku3ZEaXZ2f3czB/cpzZpSyfeZ6l0OWgwbWPDEbVep1cDOToB0fFPbG6QBricB2k6KuObtCWatngTeIjOu2ZOBT6KeeklUsoMlXvLHuKMmA2J9I6xxaWinwNkTQY7mAe0CrCH53kUgijh8G/kmDQcXK3cysZRKe/iZtHB9B9w9op1vN4dzfZ2vdYLzaTaUbtotbNmE3hf57ocvDa8Iz/KImUKzqfG2xwzhRE519Nr7HP0fs3G2tjI0bCNdav7aBublU0FEzkPKtBg4B5lUsr82Y2kGygnE5K+mAIniUQdOYbPlSCEmjPezaxTIzqn4xg3xnScT7FdxkdDn8xKh/sIx97AicvXsDglZ9ev6RV6p2brw0OeiPMAZo1xEOQoK8chzVScz9qGZiYm1GwSGwu9T7N6NhZMDtIq5GrqRhyZlQ6TeNribillv2Q/wHUJ7tGjUN/FVlLEjqQv1BmgRETtKABXnlajNssuof1EiHYJIqG02GPnuTkABeYUDLEch/Sz7E+8d9uVFALJnd1oYq71Ns3WiM4fMRg2c9Hh367TF1HhX4fSghwlsByHtFP/KoeNruLXQNIp4U7HKJRg79HslgQ2NoK+jYVOmh3juDObjgMkjjyMNFIEqieXrI7H4HN4Yt9+vmF0BAeaoCMORPQ5QFsPM0HrY7xgvRIkyTxjCQgRUFGrekVUKt9RphGQKvakI7jwUU+rkWNP0yvoazb6XC/6EH1s12z/0GIODDg5W/3uq8y8hskffsLHZiO7kWNP12xErxDf1hrRLARghuNwlvZL88YZyUm0q6ah6pG9zXEA2Ps6l00/HG2TJgMjuGhHIfo8Ior+QvvJd1YK+EzHC06W3K8bhXCLWstxyB7qChwVhawGjG1KRGetRnACZaJnaDai1/VxRm7RHzk2+qA7mhtn+47lOGSHpQ/zye3zwr/8ZJu+0dVZiD7vqTY2mV3Vi5hFIxFwolvJheMAJjfG6mvc/n847vojPulPvCIjXtQhek+z2BIe2/Pk1744ZsTmILlHrBd9iD4ySH3Gtrf46xnstkUcxp7LTzdt5RepjuCc6G7im1d6hY6+6fU1kX5jI2YSUAgh5ihVYkHR/ox23kIX99HU+3yUJ4vsRo7R5/HsFuSXZqP7ptdXM9EHCQhXqM7mLanMbM8TYzkPBhh4LG8f2MMpSAyLGhIbt+jzT7L4J3gpSXg3VWMsCCIEqjJbltgWujwZ6r6FAU66AvHfpQSkT2eTIvS1msgQ653nSrN6fUnVGEtAVKirHXXurM4VW3Rlwtlc8cVGHk/m7EZy2vNhAAAgAElEQVSO+WxjAV6LcXJjtdidQZqYJs+xL3f9OyMdN4HlPBhk7jVULvw3tfHmjSPHeFGHyLVE59GRiUVp+rP8VWduLVl/jAg7crSjho2wXOyqs1kh3zxizPH8assmbo12etPh7Oqdp1Ov8dpJ1eGNfc6GigDEDPVw51J7TkK+FvrYD8UTaqMAMBV1AOP2NROaNdpuKg4vhDXrosHlVSrS0+vuYzkPJhkwkXdr92pbe2fKEOuJLJkgzbw33vuS9Vvv/oBqn0O5ewG9bPFU72D+Pdh+cT9tIa/25zISdQBzukmkHTO6NeNox54bNcYOQBSxraiFUVjkJdPO4oKPVrAQmbkBWnfspNn36p0bdXgjbSgTuKxwHXm1Ys1YQXiLdg6s4+TZZ+O222mD+Eln6SAbK5H0EnX08u2i8aGtYQtWc2uxxGY5DvnL/JsIBffiHF/N1UpUjUS9BLQITgPnieiO/vX0ZvT1iVal+gHVRoA5VFiOQ36z4g1elnWI4iI2SxJrNdpGdle3ZojVWjIdxl43sipVBejHymKJyDfHASznISVefgpf4ACFM6ZziBCoopuG2KjQU/0nMCvsRM/7AVHFgn4SUb4Rq1pkD2H9Cv4WakIMHcKfoXMBg9ioQ/S12HNMviYZiXQXT7dGHV4/2ucMAY4ZHF0ZxFm8wFDhO4s8oHk31WozwlVA+5aSsVGH2PN8I1mZlXiDs5CDpkqJqDjI1Mz0rPtYzkM3+GARu/webMfOYBZohiqZIc4URhyERO9JdJ92I1zMF8MlomofF6bQRYs8YOcGbgi0IQYO4C2RQtQsk1o2uzd7Ip1HnCMxgcuGSES/pXyWYrcsckxLHZXnn6NFe6OdXr3IrNkBWjqiu0acXCMOrwT8Nvyuc3EM8VOWhq5lFMt5SAP//S9LfQHEsTOYLtrXK+ob2myG1mIxK+zIqE3pz3tjJOLQZiZksHsWWWT3Hs70SkRVFQsA3ZXkRiIOmcKMVqOv+QBVIWSbxjmjJWJ4HoZ7Lczz0ov4WtsonH0BRW5X1+hRPkcfoomrXxf1ZbfhHB3EVfUaOm59/mE5D2lk8VJWNIRwnDMbt9tNjV5o2AjpdCrMzCFHXisBFEK2cVxzuESMO6AliFr0Prbv48JGiaieyIWKjUB09Cwas45EPA2bzWmIJp4TIcM/ARcNRXMoPSyEfeRycr6UzSL9PLcQT72XikaJKC1nqV4VumwO0OJFy4w6vOpAXjtKIiZ46TfgDtPBt5xiOQ8Z4OmX8e1uY9BeiagexzURoxwh1/N1esJuD/NWsLrqdpQpIexHfMEjWe6aRY5YtpYF+4M490pEWX+WQOdpOCN0JwRsNhcn4jD4FYL2Ydw7VSKmeKmotpJ3+wxb65lVIxFnzWG4w0Vzsk3WozFrd1PNG4t9nwRCLppKZjJqikRMquF8k13JG6ylmlnk3MM5fs9mXsVHmSDxUh7o3tK1ZPdwoO217lQIuct557SDnNHNj2fRC5k5gGda6viKXcXerhn0l5UZWeYZfc3sPWT4eZuD1tJqvnb8Wl7r/ie06E1cPIOSrav5PNDKCBuIRPqDxEuLY1+bbKmn3mvCR+ksZtuAUzli0kJ6TQE9y3nIEQ/djmPhQ7zqreNENYg7YjgjxhlScx5ir8Xew6YQcrjYX34kV52xjLfS/bksei/fnMnMXev4a6CZsYqKzUb3nAe988g9HOEfBXDa8DkrWFZ9PececSet6f5cFr2Xc4fxp5ZaLpc+ShwgYp1fM5UejTgPYRsuXS6aXP15fM5ubkz7h8oTLOchj/jhTCp2r+cVtZWjCeFWVGzRgo84Fw7AFX5PRLiCzs6HQyAVG353ITsL+nHP5dusKQiL9HPNYZxVv4f78DIcH4VIbLFajegz1thGrtkBBaTLTkBx0OpysLX/4Zw/dwl7s/+JLHozj89HLPorf2yt5esySIk9hN0GwkYCW6pz3u4k2Aja7TS7Snnl6v18MycfKkdYzkPPRdB5ub6FRb5jadaiJ2HpNQGW82BhYWFhYWFhCmu1hYWFhYWFhYUpLOfBwsLCwsLCwhSW82BhYWFhYWFhCst5sLCwsLCwsDCF5TxYWFhYWFhYmMJyHiwsLCwsLCxMYTkPFhYWFhYWFqawnAcLCwsLCwsLU1jOg4WFhYWFhYUpLOfBwsLCwsLCwhRmtkC3yA9sf6Z6lAL97eApZsDOr7O0AasGu0We8ixzSw6yZpQChTZoPIJLtxzLHb5c98vCIg7iIY4YHKJtSHgztwPz2LwTy8Z2wtrbIo+4iTFTWtn/WIi20RByOJE2SHmrWOlACbkorCmg/PGz2PXTbHwGi77Fjxjxkzbqr1PxDJGE7M7wLrCpbCevIKQDp8eFY28hVdedzua3s/U5LPoG85le0MCOJz3Una4QKhCoih2EWa2Gj9KBoirY2gop+bCcMRccx/K27HyS3GM5DzniLuZWbuD919tomGQj5Ig1uOnaZz76WrgN6cLVUMiI+VPZ8Id0fy6L3sv1TLiilu33qfgqbchOBjdaa5FjKgZZT/cKStBN2fr+nHjOeBbsTuuHsujNiCsY9KKHg2cpBAsgsX00cx45xruHHUebi5IPZnHwTHppxMJyHrLI5Uz82n42/y1EoMDsF3+qzkPy9wnpoOTTIiZNGcNiSwwWnTiPivd9NM0A1ZbMoU0l2pCaA2L3FTJk/kR2/KY7n82i9/EdZo3cyifLgngHpvrFnw7noXNEDZy4a0qZPHUMS3Z14+PlFZbzkGHOZtj9Dez9vkS1pVuUZp0HIw6IjZLtlfxwbD/uCJj8qBa9gIeYL57lgTVtNEwEc45rOp0HE86y6mLQ0yPZe5m5T2rRW7iSmdM28tFiSbDAhG7SZmPNvE+L/trbSph63FCWfmLyo+YVlvOQAW5gbskS/r0zgK/c7Jd35DzTzkNy50VIG0PvG8Kum4x8ZouezTmMn7eLTQ9GnFwzWs2082DceXG0FjB1Qv9eNLqziM80Std4aD4sFa0m0my6NJ/sHpojUfr5MBqPMvBx8w5rqWYamcP0s0djC77FwqZWfOUA/qjn/XHely6cUeeOONejzxPfQ4oQu39cg5D1FG9NQ/cs8pDJDPjvKITczIaHJaotcl1Pq/H0myuNd9VyoCjE0p01CLWBcd/PcFcscsC1zK2sxukZi5ANNB8GybWaTX1Gk8zu2gFJ05GajXW2tDC3PEtdSwuW85AGzmP62UMR8iNWvK5GGeB4GBF2IM71dJJM3B3XWkfWI2SrWmglq/USDqP/8qEIWU/t8ZHYoz/mGHuOgevpJJ4+9bTq6PxQSDY+0IqQbarlRPQGrmZu+XDs/tdYWBskUKA3p5ouTaZyn2SDsuSvDRQFWFjfKpWAX51bkkIXso7lPHSD05l5WDkitJwVr0dfjwg7Vx6vGQwY4o7XKW1DfSEh/YGylZntlUWmGMvgZwcg5H4OToMOXSZLcElFy0ZfZyYylui9etdUsfEBX0jIgP+w80ze2iIPOIeTxACcza+wsN5LqItpSubw5iICYcbp7XJNSLtkYZMv6PAE/CeJtHcujVjOQwpcwtzyYuz+D/hwjQz/DvVEjM61XIXTjBhoY+IGIZuOCfiEDHlG35uWzllknCMYe1MBQtaw7+JUtBqPVHWbyEkwYnyTaTVybpdok8ty3avBNlsw5J07zFRHLXJGPwr3vMt7qp9AsZ4u05XRnaqG9QZZeiQboMXmSQCgBAuQ76khT/mGVPqWDSznwSSDqVq5kFfrQ1FesJ74uiPsdDkSRkdxhg2xGnVRAHLrj2STkLJlbmUq/bPIPHdyh6MAV3AjW+8G41MTqTi5uVqeEy+/J4ISJOz0qjZCC3fJpoK9WeqaRQrMYPpVLhyylcDg2OdyPThLxek185qIjY1oFhrHhlqFlE3jbzDey+xgrbYwyEVcMuxlXtkFEoUQAApBINGKBXSfT3TuBJ5IY02R1zQFdjvjHTRhK9pH7nyUIIKln1DZeEzaOm7RbaqZ8NB2tl8LHVpVCCbMCE9UXyReVvpzGaiB8xrCcPZ7vIz3ToY45igCADOmU7l0Rdo7b5EyLor8KiGHno2NHI2smIh3ngkbCx16TdRu5HEyGwuaRrvaWEcblf7CtHa8G1jOgwH6M/KjemqnQGcjnA5hO4HXs1yAbGmUYY7tlxlDHDkXAbQaagGAmUMYvMQa2eWQC7jU9Rr/8kBIiTXCyTRrxOFdlIOCeSvjOMEpObuENesH1IK9DPUMyVzPLYwwninf38SGB6CrVuMN0sw4vNnW7NIEzkTcqpRJnV00zcpx32HIFw9mqu9GsZyHBNzG3UV3cU+L9q0oOjkMqRrjyHPL8qRi6RdRRjkVQyxis0P9AAPfZETNWZnrtUU8RjPl3q1s+RHEN8JGog+x1/NFr2BMs0mdXejQrA9wzjmUIQt2ZLDbFnFwMrglgLcI9LWaisP7SZ7qFRIP0JI6u4SPqqOFkf6crsqwnIc4TOfc81bw6auER27gN2yM40Uf1uSRoPXYFTO6SxpKI8YQR2cyqa4mxnrLMt1niw7KGLe5iYbR2iPtj5GqMe4JegVNs2YMsb6zSzhqVn0rYzZaJa+zxO3c57qT+7zRNhZIOkhL5PDmu2ZjbWzk3JSzG310zXZzyMs52aHWch50qGLyG/vZf6b2qPNfzowxdgLb8lzMetTHeMqpGWLCI7oTFaqtPTMyjcKhIUlA0bKsumrWjDHu6ZpN6uwm0qss3sjhzeMy3uE+zrHMOXE5Kxd3XOnQrNlB2pc9UK+gaTYtNlaZeDYT1r6R6f7GYjkPMbg5rN5HW7jSV+xfyrgxPtBDBR2NT+1YZhxriJOKOjokXDSnmrELNme0s32UudxQuZA3a2NHb0Y1G22Me5NmUzLEkeiZavcxOeDOeGf7KIOZ8ew+ai7WHsXXa+TYm20s6GvWkLMbfV0Z9QeO3HJjxjsbheU8RCE4THY1wsaMceS8rZcIOpqAv0PcSacroOuvzg/Yqn/GMRt/mem+9iWm87XzVrDqVe1R7MI0Y8bYCTT2Us2m5DgQ9bjqdjsj5oewSBulTN3WTPOh2iNzNjZy7I02FgxqNpGNpeBLpnmyVsfEqvMAzOcvQjBJgo2uGQuxOb0dqNg7nfdWUTucEodTxp+DgySiBto2/YLlY36byX72Jabxja+tYN2rXXUaofMG17FaBc3R7Y2OA2iatRV2aBZIPoKLfd2uO4J8Pidvlsb1dNxMbWjGe2hyG9uh2YhWozXbW4nY2ITObjRdbG3bUD5wH8xoJ6Po887DfP5iu4NH1M6OQwQ9w9zVGPsI4MtZiZzsIUpliqIOH1u33MySUf+Xqf71FaZw+dUfseHp+EY4sTEO0NYn9Aoxmo0mmbMbOda+3MqqnrHXQD7j5NgWH2oZuNqv6B/16zb2Fc2KUokoDTtIRqJksfZX+vrxjrspk32M0Kedh/n8VdzB48GuzkGsExGhszEGTdR9ikqp/YAxUceK27vtehaP/l0mu9ibmcq3vvExm/+a3HHQdyBCNHe5p6r23tEcoK/Z6PNkx30Lm1hpRSBSxcmJzQFEUXLHoesgDfqgjYXENlaP6NdJXwlvuhsy1rcw3XYehBA5L1aRKnfwhBpfuImNsaRe1xBrT/ZyYwwwWGpCTSTqeAXp27b+gPcmW7sdmmQa1124ki1PGDfCXTWrR0jK3u9AQFfNgnEHYs/LrXwxP+mOuRadcXN6fQCKw7WWMeY4GLCxfYHBEkZI41GyTkvlfWX8q3RnJrunmzAphCgDFhm8x2QpZY/7pxKcEQIU43+RjqMkyc7UX7wO61+BuQ+lqbd5zrqwYTDzq5RA8fQzOXXZW1noYY9nFj8Yv5S1681/8xnQK+DxByl02pO+rleQil5By6WeK/N6p8N8opjzt7biHZl4n2H9cKURzfYpUrWx9PuYCw5OyUSX4q62EEK8BdwSdWkKUAdsjblWLqW8JxOdyxRuLjjoI9jPvEvnR3b6+HF45hvwxWtw1etw6Kx0dDn/WZWiuKvmlHLCgj48vEjOfJ4Ud/CUmprjYECvgDcQQghw2XvcOCB1Vgnjeo2cq0qQi7tuDW3RmWrm3baZPXfEt7Gx10za2L5IqjbWXX0z529M+3d0IudhkpTy06jHF0opX9J53alSyrfT3bFMMZJ5j22n9kqzjoPkc+ON+D3wx2OgpAq+/Q4ofSS1ZEWK4v6GNZpLhGCuTuwy+jye4/CFqXbqW/2UFzoQog/9OVYYcCCiz32ArXgjX7MKScVjLr8ZuZBlWyGy1CWZ4xA5mtdsn8OsjQVNs+UzJ3DukrT+cuN+q0U7DknoMSWIJ3Lj17Zz8Ept/s3ofLHTnOMA4CyEU34Gez6FR0/vTpd7FtOk+VCwAB5Ten8adYo4uLhFO0uUVNb1uVSMsMuh0OILJn9hb2JanMz2eFF1AXhbxvLi2J9mqYc9ipO4XSxkxVbtq8VIQqR2lHxuOQ5GmCaNaTZyjGj2wNL1fDw/raMCM0PiaUKIQ6MvhB9PS193Msdc7i1ZT83TxoxvtOOwMrUGj/q6dvxyJdT1oTDccSYdCD8gpZ3H+5n00Ho/VVzzr2CXLPXYnUf0HIfUfpUFDhvegIo/qKbW4Z7KcUmMsd61pk2/4K25IzLetx7Ge2xQE+uz63Mp29i+TDLN6mn3kzvTOkgz4zz8GnhBCLFJCPGmEGIT8Dzwq3R2KFMs5LOmxPtG6jkOS1NvUFFgTnghyn9uT/0+PZFTTDgQoEU3ffVH8PyxZ2Sjez2Bufx+xH4855iPOKRuiIUQFDptNHkD9LnKs6ckMMax1wJomt26cHt2OtczKOOajZ3rNCSPPHTLxvZ1Emk2cozWrJQ2HqlYm67mDTsPUspGKeUU4DrgBeA6KeVUKWVWClJ0hwF874MOUTvoWq9Bz3FY3P2Gj74UefxN2sqL7Uu6f7+exFmyQ7zxxB29bC4A1Cx/M3sdzG8W8vn2juVtRpze9BjiAocNVZW0+vtgVeaz4hjj6PPo1JMQ8H+l27PQs7xnJr+a1kSwWnsUz8Z2jpqlxcb2dYwMzqJtrK9hIq/MHZOOplPJ5NsC/EdK+bYQojQdncgks/jN8Fo8szrnOUAicUveSlv74vj/0U4eOwep9rFw8OwoY6znOMQ+FwB+79YvRtCHKOGGLR16ja7VEN/pTZchVhRBgdOGxxckGOpjeoXOmo0c9TQbwds8gidmzsxK3/KYD9m+XF+zoO/0WqSF2QmivHp1eALAloWb0tG0YedBCDFSCLESbari2vDl0UKIU9LRkUyxlB07u4o3kbjTjLOQuuKxAHy0og+G6C7ScSASLRzw+cp5fPrZWelbHjKLe8a3EBoV3+B2dSAkr6W1D0Xheg+NbQECfdGBuCjGgdAzwtHJaF9+2MfCip0p5Pt7upb31ys3HR0lS98Arf2efW2qLcJFOg5EslLW9xXt6G6zZiIP1wCnSimnEi4gFV6RUdHdTmSKUm7+XBNvonnj6BEdaTfEAEXX/huvvYSjv7gH+lr0AeDSqH/qeEY4+tqeFa9npV95yFJ2r48/PdHV6ZV0WT3dbRRFYLMJvvf0p9zxStqmSHsWRoxw9LVfF9RkqWd5xUx+N60NBidKiIyNmmXCxoKWs+MN9MHpNtBsbLzBWax2/UDAcwjPdm/6wozzsFJK2ahzPS/dvdt509WMeoR+WVR9g5wJQwzgKumP+5Sf4Ny+GM/d4zPSRt4TGb0lM8J+tGS0XxQcyGr/8oD+3LYsfsJZV4MseSZjfSlzOxgzsJj9zT48/j62fBPgqjhlgePlQwS8A3mq762++JAvl3ddDQTxbWzmNAugSokv2EcdiIhmE+k0cgwAG7o3fWHGeZgqhIjsLicBwjkPeblU81csbuw6BxcvFOxE8s/MdmjaNQAUemto2vB+ZtvKR+ZJY0Y4gs/bn//c3qcq+R0kMN2YZjM/b2y3KZwxcRBvravhqeUZLZGfv8RqNnKMlw+x/pUtWexdzhnCLx7rOjiLPu+s3YzbWLSE36a2IKG+sFeLHvOiPncyexsA7q/+RapNmXEe/gJ8KoT4CPitEOJN4G3ycKnmLB4aGURxJTbCsevlM4zdyafTfw+A462fgNoHvePvJnAg9M7f+ZVepKtX4uTn9Z0L6xDnPJKpnnlDPG1kBXfMPoxSt4MHF/ep78UOYjVLzHm0XqVq477D5matbzlmL21XJrexkDUbizZ14XIoNHj8fTcHwkh0N3JesznlYmdmlmpuk1KOAX4LPAc8nK9LNZdRs6mr4Y0vasmjWenXpLO/iW/2Xyg4uIbGJdlpM+/4oQkHIhQs4IFZw7Pcw6xzHk/ZA9jKjRlhZ9b06rTbmH3UEP676QAvfrKbtl60fDOkSuPz44l0Gv2aALB3XWbmPvOMAdz9rhnHIVuaBSh02Aiqkqa2PjjdBh021ogDIYFbK1JK+DW9VFNK+YKU8h4p5YsAQogfp9JwpjiMB89ScYR394mNLHQ9l2R3R3HXpEsAKHv7Jhpb++A+9dBZxBBf3AFg+7JeX57zDba1dg7/JjPI2aPQZeOU8QOpKnXR4usdVcQ9/iAHW3x4jDpDt+gY40T5OneOvSl9vc1Pagme1PEo0UAt+zbWblNw2hS8wRCtfa3cegQ9zaJzHgDaGlJaamxmqeYkIcTKcIXJyM9mtEhE3rCOhteTzxvncM2xEGxxTQCgeX/fmktuDyP+PEH9hy6OhWrn7t67jn4uL5SHUJz6jm5XzUoeyGr/XHYbNkWwrbaVzftbWLK5NqvtpxN/UOVgi49mbxAJBEKq8dD2zw06EAGgZtPd6et1/lHEPbsS21jIqY1Fc3oBWnzBPpVA2UnPfoxr9gfFpgdpZiIP1wLzgDNifh4x22immMlTM8EhjDoOktzsJF58+RMEFRcDV/wG2npvTSQZznxu8gY40OzDF71ngpEwcOTx5uX/zXRfc8Ur7KhJboRzY4AjnDGxiuevncHrq/dx1d9X8GW9J6f9MYuqSpq8Aeo9foIxiXS+VPbxSGaMJfDTsT9JqbM9AA/KsHy3sZGt5f/y3haeXrGzVydQBkMqLb4g9a1+On3Mu+IM0vTOfa0jzbZrxnl4Xkr5aTj3IfKzlTyKPCzn4Hsdy4Ygsah/mdW+RVM1bAy2Wd/Duf4lQr8dTSjUezxjKbW55EZPgAMtPho8Adr8IVQpUaO94rtM5D6oqo0Ft0f/YXsNKg6nsWmK3BniAqcdl8PG16cN5/unVFPs6jmLYNr8IWpbfXHzNUwVwbpLJh7NRR4HgP2b8i6RPB1U8fAbZvLJconDJvjbku3Mf2Vdr0ugDIZUWn3a9NvBVj8eX5Bitx2bErNxZjIbG3kcBG4aZSoQYMZ5kHHKUZ9qpsFMMZ/lNhW00ngGQ8C5RBz3AwBshGha9o8c96Z7qKqkzR+iweNnV52HxRv20xYIEvu/Gjvq47cGHAjQhP3ab3tdEZ4K/rI6ca5Dx48kt5urFTnt3PvWRp7/eDet/iDN3vzOfwiGVOpa/eFNvuK/zvQOookMcOe5ZMGds9Kyh0A+sR/fmdpZ7Go1vcTe3A3QACoKnZwwtj83njyqVyRQhlTZyWFo8QXbbWppgQOHTefrPJmNjZ66OLDt22b6Y8Z5uBh4O7yj5rPhn+fIk8jDb/l8T0cls9iy07GivjUHPYzBVcJbR94PQNmSX0BbQ447ZI6QKvH4tVDZgRYfTd4AvqDKNf/8mJtf+JxN+1u6vEfVCx0mcho6bZzlK0vrB8gDGpCHx1Y4TZzkmzvcDoULJw/luhNHsWJbHSffu5gdB1sz1l6qo0QpJc3eAHWtfkNRhaAq9XUZj9/J+E5DgM6a3bSiV20zfxjPnKWNzxJpNj8GZ6At2/zzpZO5dPoh1NQ38/D7W3pcwbOIw1DX6qe2xdfJYYhQ7LLjjqwR0MOojZXAbTMnG+2bGedhCvAb4GG0pZrPAc8CH5u4R8bwogzsLNpkRjn3nHLBN2m7ahHCc5BdL92W6+4kJTpUVhtOPFuyuZYfPruq3VDfcPIY7r/4aMZWlXR9v56R/rNMbIAjzwWB746+N92fKVdM5IWvdS6dHs/xJS+cXSEEp4wfyKkTqhg9oIiJg0uNr1ZIAW/AfC6CNxCitsWPxx9CQudpsjjYFYEQSV/WGb1RW0Dn+WCwwOSd85oNeF7pPC0c38bmg2YBCp12UGz84Z3N/H3JdjbsazYfbcoyanhgFu0wtPgC7Gv0dnltgdNGkcue+IaxNhb0bWwA2PzRUqP9NOM83CKlfDH2B7jFxD0ywnheuL5r+FffKEt+lPX+xcNuUygYfjQCyfBNj7NuZ/5F5kOqNpKrjQqVrdvbRGObpjx/SGVPQxv7Gr1s2NfMyAFFHDFMP0iQcIQXzwBHn9dszZ8/XjfZQNM/9acsQH8HzdxT4LARkiofbK7lomOG0a/ImRFD7A2ECJrYAyakSho8fjbtb+bjHXUA7Dzo4Wt/Wca6PfHL0AigrMCBMOs9PBLWsZ4Bjl1q/K3BL5i7ef4SahdlYhubT5q1KYLFG/azaEMdt5w6giHlBTS0+fMugVKNieQ2e7VBWoRLH1nOBX9eQkvU0lOnTaHUbSL/KN7AjKjHvqDh3DIzRaLejvOU6SzNdLMZ7wNdBY3O4zxM9LI52OicgF/aOKQ4153pTJs/xMFWbT185J9tV52Hyx9dwWuf7wFg5uhKnrnmWIb3K+SXr6/nB8+sihtylqD/T5vIAMdbn9zDUXHa4+s12ijnD0IIipwOnv1oF/9ZV4MvEOJnC1eztyF99UpC4ZURTnty0yRlxxywL6gy/5V13PnaOi3U6w9SVuigqlSzhXrbi5cWOLDrzRMbId6GWbGara25MLUG8ovBvPC0URsr+V5W+5aMMw6r4sdnjOWrm3/CgD+P5f1Ntexp8BiaGjM1pWWSSHJ5xGFo8ATwh3X69yXbOAeUPa0AACAASURBVP9PH7QvM7317PH8au7hFIejDDZFUFZgwj48EvU5kuU+XDXUUGEOEe8XKIT4NfCslHKVEGISoLf0SKDttFlppLFMIXhWdoziYr9hOn/7SK7LUq+Ms/6z5YxfeBbBoy6D6dfiGHx4TvsTiTb4gto6+N8v2kSBw8Z1J40G4K21+zhx3ECKnLZOUxG76z3Utfo5cli57n1tiqCi0Nk1Ixjg0vC1RH8+AHfFYp6rOznFj5YXjODVH+/Ec4+m2cQfWPKtrPXLCKoq2VjTTHmhgwPNXi55eDk/PWcC3zg2PXtC1YdzFQaUuBJGBPxBlSZvgDVfNjKyfxFuh42tB1pw2W0Mreg8W6BKyUUPfshXjhnKN6Zr/Sxw2syN2vQwolkJvCrNTozkHQrPhWT7YLNnaRbgYIuPynsHAnBL4BpKZnyT751anfQLuNUXxGlX9JMRUyQYUmkLhGgLhNqTeT/ccpDbXl7D3785lWEVhaz5spGVO+pZu6eR2UcN4fjqAe3vFwIqi1z6djQR8fTa5ZoS4JVQ0vBRot/IaKBf1OMKwmWpo35ynvNwOG8e3+E4QKIs4Hx0HAAmHDUdOekKHKv+geMvs/iyZn/O+tLmD7GrvpX3NmqbWgohaPEFafUHEWhG99LpIygrcHTJYRhWURjXcSh02qgsiuM4QPLs9cjj5sbjU/tk+cMe/L+IP82mN7rLHxRFMLSiACEEpW4ni66dwGnjKswteYxDiy+IP6TisClxHQdVlTS2aTUbdh708K3HPuLJ8MZdowYUd3EcIowaUESRUxu1OWwKJcnmiY2QLOoQmbq4bHhulx2kAUl0KCi+ZvPRcQAt9+G1098lqLiYX7KQb07p1z7qT1REKhBS8fi6n9sjpbYira7Vz8FWP5v3t/Ctxz7iwy0HATikXyHHjx3QXqfh8KFlfPWYYRxs8bO7viOyJ4DyggR2NBFPxUn27XJNNeRVx408dHqREGVAPynlNp3nJkkpPzXSWCZw83K9DxnzjaXvWkkuy0qfUqJlP9xbDUD9pO9QccGvs9p8dLTh/xZv5okPd/Lq92ZRWewCJEUuB4UOG4oiaPYGOiXLfbjlIIvW13DjqdWUxnjydkXEX0YUy+w4a5Rjr73Ts0dygoUx/3Q9S68hVbJi20Guf+ITViqXYw95+fCyTYwdVBbWi3n8QZV6j/Z7KHbZdZPA2vwhmrx+ttd6OLR/EQBvrt3HrDH928O5sbR4tfXvEVIetekRq1fQ/1MGbX4WGZ9LzjdG8ua87Xge7jxI61malVJy7RMf49j3KX/y3Ixn8jXUzryNulY/Q8oLsCuCYre9vbhUhAPNPlQpqSxyJp3iUlVJSEoUIVCENvAKRKIMviArd9QjJUwd2Q9fMMT3n17FFTNGMGtM/0738QdVFAXsikIg7ExHKCtwJF5ZkQwjmpXA4Iln89jaNxLdylAsRkrZGMdx+Eq4qZzhw16efO64B1A8kL8N/xUb3EdT/tnDcGBj1ppet6eJC/70AZ/u1JaLfmXyMB66fDKVxU6KXXYGlrgpdtlRFC0KEZtlv6vOw5ovGyl0dohaoH0JVBa7zIX84nrD4R8JfGP8vJQ+aB4wi6VjOq+ygK51HSCftWtTBGMHlXBcdX/8RUMA2PWP6/jtG18Yen8gpFLf2vEHjkQTIsTmO6jhhMgmb4C/fbCdK/62gr2N2mjszMMGxXUcnl+5i68/soyapo4s9VK3Iz2OA8ArMRX84mk2lDwEnM98SegBbZVFMhub3Y8ppZYfo5fPEosQgtvOncj/zvsG0lWGq3YtP3lpNT94ZhXBkNpeByJ6MK2qHYXtWhOsLIoUxatt8bWvkNjf7GN/k5e6Vr9WJA+4/z8beWzpdkCrgPmXy4/p4jiEVMnNL37OXa+tR0rZyXYWJVuSaYZ4+WWRaNmXm59LdotuTeSEV1uc1p17dIfb2ehIPGXRcS1fPeJorrjqeobNewppL2T7E9+lzeCmLkb+efSIZKnbbYKQlO1roAeXFTBrTH8GlrgpctnbQ8itvqDuRjMXTx3Ok/Omt3vmTptCZbEr+RKiWIyE1ALAnh33mbtx/vAJTR/qT1kkSkLLP8rcDn5+3kSar1wEwFzncq6bXJhUi4GQFmHwh9T2cHGTN9BupBUhOhlMXzDE3kYvB5q1zPNzjxzM904Zw8ASt+79o2c7jj6knFlj+lNZrP0uC5229BnfCHrGV0/Ht8ztsQWjAhA1F5TIxl6c1X4JIZAqHGz10+BJPP0AMLi8ALui0DppHvYd7/OjUbv50cnD2u2WKmWngZE/Ssu+QKjL1JzHH2R/s5fGtgDeYKjLKHrVrgZueeFzAiEVRQh+85Ujuf+So7S+o02fFThtFEQNumyKYNLwciYfUt5p6s5tt8V1kk3xik7RKD29tvm7rrWPwczGWCOFEG8JIeqEECEhhCqECAE5S5b8I1++ldwA578hjmC3KRQWFKL4mzi0cQXL1m8x9L7WFObkPt5Rx60vfY43EKKswMHfr5rK9FGVlLod9C92Uui0dxKvxx/stEwoqKr8fcm29lUXdkVBCG1kV5EotyERb+isR9YTeKs3qbDzFS/2SiOalczJRfcME9FGY8DJE1MXYCsfygDqaWwLxDXiIVVS7/G3J4l5fCE8/mCn/SUiUYfIqLK2xcdVf1/B3W9uAKCq1M3FU4fjdmiOQLHLTlmBg8oiJ5VFTgSC2vASt+qBJfzk7PHYFS3hraS7CZJ6JNJrdAb7h2/FW63WA4hEyvLPxrqdml58QZUGT4CDLVopcr3peJsiqG32cdGqSYQUF1Pev5rT9j4MwGe7GrTBkb8j+rCnoY0fP/8ZLeGN1BrbAkgp26uXNnu7VtFVw88DePwhNtQ0s6ehDZddYfygEgaWuKkscjKw1E2/Iqe2+6df+z/4MpzbcOXMQ7ng6KHt99SmftPgOEQwYmMNrGwzVecBrZrkSOA6KaUCVKMlUeaEZsT0rqLNvaC7g+oqZb0YTa2oYOrIAUlf7wuGTO0aF4k2LNtaxztf7KemyYddEZQXOulf7KLAaeuSrOYNhGj2do44KEKwYlsdn+9uBDTPuH+Rq5MXnRJ6xjf2Wn4t0TZJZOO2aHqeZiOjsLe/qOFn77ex69CvUPTuz/n+05/w0wWrO70mgj+odjK2/pBKbbOPu15b1z614LJr87x7Gtto84ewKwpzJw3l3CMGt6/WGViiGd6yAkd7KFeVUOfxs35vE195cClvrNnX3o4QmFvWZoZ3dPa7gK7XvN6hsW/tCQxnyS8TT1nkVq8uuw0lyl4F1YjTqdWkiV5qKaVkYKmLQQP6s2GCtpy08JOH2bDyHa7958cs23oQKWm3dS998iVr9zS11xzRnN+O6qWqlLy5dh+vfqYNoFp8QS7/6wqe/mgXADNG9eNf3z+OqYf2o7zQSYlby1eIRDqavQHNIQHueHUd33nyE7yBrra8NJVaJIkwYmMBzhh8R6LbmHEe/iOlfFtK2UjYfIc3xqowcY+0EkQJh9NixdxZ6JJzst63VLHZbLSefBf9ZT2u//6CfSteSrge2etXtWp6BtYjf7Kjnv+s34cvqHLh5KG8eP1Mxg8uobLYFTec6w2E2uejfcEQf1+yjRZvEEUIfnfJ0fzs3ImUFTgoK3SgpGMuOVbEegY5AJw7psetujiJVSL+lEXu5o5TIRLSPe/IITw9bzrllVUou5bxu/obGFembX1d1+rvZAz1nNyttdrKnkg580BI5cMttVzwpyV8tkvLwbnomGGcNrGKyiKnbv0HXzAU3vgIRvYv4sJJw5g+UlsopgiRena6UYxo1q+meb4kOxxAjVqilp96dTu6aiKkqjS2+alp8rbnRTR5g6gS7r7oSCpP+S7SUQjAjNU/554545kyoh/vfrGf8/74AQ0ePxdMGsKtZ4+nvNDZboMDIbV97CKAp5bv5OMd2s7IxS47Rw0vY1h5QfvUbb+irkuOIzk80VMk844fxY2nVXexw26HLa3LRIHEeo1+vqEh4fJEM71qEEKcEj7fJoSIFD8xXAs7/cQLp5Hgev4z5YRzCY07H8fHjzLo9W/yztJluq9TVdlukHVLP0e9rr7Vx09e+pw/LNqMQxFUFrkYUVnUJbs4Gl8wRFNUItu22lYe+e+29mWc5YVaqDjt88gREgm8pubhzDSaOdbgfy7xqK3nadZpVxg1oBjvhIsAGOjZzBXNj7brUQvtaud61SgnDC7l1PEDWbxBW57s8YcYVlHIxCGlFLvsOG0K/Yq0xF290Ze2IVuAfU1evIEQTrvCjadVU1Hk1KJhxfoOR0ZIZJR7aLTMj6PC2DRb7gZoBTH2p8Ub5Mq/f8TzK3dzxd9W8ODiLRyMcWS9uFh+3KPI836Po34zZ9f/k7JCB4PL3QwtL2Bfo5dSt4Pjqvtz56vr+N2iTQCs/rKRW174DK+3DSEE9198FLedP7H9vj85ewJzJg2lIs7qjGBIpc7jxxdUaWoL8NZaLUI2ZmAxp4wf2Om1AtKzpDiWFToFo/Q02+JLmJJg5r+qDrhbCFEarjb5v0KIg2j1ILLOdNYXJJ+D61mGOBr/KR27KM7c1HlLh0iVxrpWP3e8uo6dBz2dKjeGwtnrjZ4AH++oZ29TG/6Q5NcXHsHj35pKv2JXUoPqD6o0erQlmZG1yOMHlfLstccy++ghlBc6KCtIU7QhmhVJ8h7aE3racqK77tCMcqYRzUpOyEX3TOGK0c+jS3dxX5m2n4Fr9RNsWv4mv1+0EX8oRKs/hMcX5AfPrmo34E8s29FuOCsKnXy2q5GfL1xDSJUUuezc+9WjmHRIRVwjDFoCb5M3gD+o8t2nPuFnC9cAHdMUZYVpDvfGI9HoLTpadsqoizLfmfQi26fZktnZ3BGKicwWu+1UDyymxG3nyGFlDA/X/vAGQry38QAhVXLLi5/zvfed+CZ+FQ67EPee5SBVxg8q5Q9fn8Tm/S38e81epNS0PiC8BDkQVNmwr5Gd+7Xp2spiF4oQCLTVEP2L4w+mvIEQdZ6O0tj/XLaDu15b32k1UDRF4RVuGcGIjZUy4ajQTHnqT6WUU6SUTeHHU4CLpZTXm+13OtiE79XEIeCe6TREcA0Yw12ld7B8+NUUbF+E+sW/259r8GjZxSqSz79s4MH3trSP6pZsruXh/2q7x23a38wlf/mQJ5ftpMhl55gR/RgQJ0s9Gm8gHAYGHv7vVm564bP2JLRxg0qoLHImjFh0GyMhNV8ov2o3G8CPElWAvGdr1mW3dVrZUD2wmHeVGQTKtGr1E1b+lFXbarAJgccXZPn2Oj7eUc/m8PTE+r1NvLfxAFJKrjtpNN+cdSgb9jVzsNWH25E8f6bJG2hP4HXaFa4/cTRXzTxUCxcXxZ+GywirpDHNHtjfAzd2i7eaLT/0qsbZavvn503kvCOHcPNZ4zl1QhUA73yxn5tf+JzPdzdw5+zDufWc8bTV74O9q7BN+zZuEWjf72T1l408tHgrioCbzxrHpdMPAWDSYAcvXVHNuAEdn91l16Yo4kXHQMuH0BIuO65dc8IoHrp8MlWlXW2yTRGdlr6nHSN6DcS+qTOGikQBCCGOBhqklNtNdjMjuFnT6IPSrs90/U1Ijs1Kn9JNSJW0tDRT9LcTOdjipfbyxVQPHdBeTAfg0531jK0qodhtp9Bp5+MddVz5t4946LLJTDqkgoWffsncyUPjLm2LRlU7Mtz9QZXKYheNngBba1uYemg/48WeustEkTzbVwJbelaxKMFq2dkYR+j8YWUuZwJN0OgJsGRLLb/99xf8/mtHU+S0U9n4OaX7luF4904ap/4A7/G30uYPUdPk1WrPlLlxO2zsrPMwtLygPRdBSokqobI4sWMqpfZl0eIL8PD7Wzl6eDkzR/dvH/mZXh6cLoxoFluAzcHcf+MaZCIbL1qP//muz3T9oLnSbKNHWyapR4PHz/JtdZw2oQqbIgiqKsu31jFzdGXHl3wowMDHZyFcpci5D9FWs5nCo+bwzEc7URCcOC4qaV0NoXhqEULiKu6H4izEYVMSRnEjeo3uo5SSkCoTFp3qdjGoZExMUKo6mpGHn8l/Vr+l95SZ/7S70bbk3m7iPRkjgFIANrq6R53/N3uKIdbDpggK/QexN2ylFCcf7T3A0AFafuoba/axdk8j3z+1GkUIPthUy6wx/RlXVcJfr5jCEcPKKHLZueaEUYZCt95AiCZvgEBI5VuPrWR4vwLuv/hoygsdHF89ILtGOVbQeh5wj5xDdqA5D4k12xPwB1UCqkq/IidDKwpo84cYUl5AsPAYGodMpr+A4jGn4QNuXbCanQc9PHftse0G85B+hSBVQAv5FrrsCUduoBndyOZBISlZsknLjj++egBl2XJs42FEs4Ry5Nmkxj6C39U0m0yvBtb1ZQiXQ8EXVWNBSolES5T9wzub+ffqvUw6pJyBJW7sisJxY/qHHYnwO2wOPDNvpuj17yIePZ1CGYKhh3PxMaNp9gZRpdSSgwMeyt68EbV8BK5jr8FWojNujSGysi02H+2z3Y3870urue/io5gwuPN9BNq0S8YjZ3p/Mj3N7ttzA9Bt5+F5KeU7sReFED+WUmY9HKdiC/e9x0WvTVFn60+rHExpgZPjJgxnyeZajhpezpYDLaz+shG7IvjX6r3c9dp6npo3ndEDivn/9s4zzI3qasDvHfXtzb2vu3Hv2MYYsDFgijE9lEDoBALJl1ASagIJkJ6QACYFQgmEYnooTkKzweBCNxh7XXHB3mJvVZv7/RhprdWqjHZVd+/7PHpmNDOaOdIcnTn33HvPmTSwxHSUQNcl9S0+aprc5NmtWDWNS+ZW0r/UhdNmId9u6XjlwY4SK1wWqvRHT7bx2to4wbVsIvhgzF2dDVasbA6MFB9Skc9vz5jYul8TAr/XjW/3p1itDgonj+bC2YNx+3RDj7zNYHOBrwWtaR+Wwl4UFuTH1VVdl9Q0unnt8z3MHdEDh9XC0vOmUFHooDCO05EWomlhWyOdU5GyFixGvvw4+irJXCE/p82CVRPUNhmJxv7y9maq9jVyzfzh/GD+CM6cNqBN1FVi1LmwaIJmjzHN3T36FPJX/Q4avwFdg2cvRzv/ZYrzbHjdzdS6Wyh97WpsG543TlJQDHN/FFMut8/frpsiiMOqMXFACYPL89tsD1bKTIsTvFHCoBh1hoI0ucdFO0Ui3RZ3AkcBVRiDJ+FgVc3hpk6SRARVJkPAI9MjUIpo8vhY8+ojHLbmahrGn8/Sdc3Y5v2Iow/pZUxDy7Pz+dc1NNbvZ+GUkTR5fHFbcEGC0Yat1U1c8o/V3HLCIcwZXoHLZsEVqGOREfqYvG7vQd9n3ZbfpVaY5FDJ1vLN+Pflss7Wt3iNBDxh20Pz75fm2Wnx+XE+djK23esQA2bgcZbTMPZcKOyFz+LCtmstJS9eiNB9cO1myCtrf7EQgob44x37ueih1Vx3zEhOnTKAIlf7WgQZw4zOSmB37nS12djUdHA6fCjZp6/BFOfvVhnVKR+7eGbU3B5CQEW+A00T6LrEq+s4vngenjofhs2Hjcuh93hY8FPoMQr5wV8Rb/8SJnwLmqrh8Guh/9Soshg1WNp7k26fH49Pj5iszGmzUORMsxNsRmdtrmq2NVVE2hU18iCEKAIqMSpr1mKkob4/wqHRf8WUEu2L514IOBaaEDy+fxyVxVPo9/GD/MAC1a7DkP5ZiMLelObbmfPepVjqNsO0T0xl0fP7dVZuqqbe7WPKoFL6FDuZOKCEYT3zqehgYaOk4sG4jfGioY3NxwA54Tw0w7VmdFYyJD0CdQCbRaOJtv3L63cd4Py/f8Alcyu5cM4QfLpOkdOG96ibEX9fAJv+gx0o+8zIJdc85jQsPUcZjgOAszjmNetbvOysa6Ykz864fsX8/syJHD6iB0XOFMz0SQaZi+AnHR0tijHNPhuraYLSfDuHDa/ghavmoAmBLiVvfrmXeSN7tCaTkkikhGavv3U2g0OzwMCZcNyvYPyZ8MWL8PrNsPpvcOzdiJ6jYPwZcORNkFdqRM5i4NXbT0n265JLH15Dz0Ind586vnW7wEgCldYBvqHE01fdVxBtV6xui1rgUuBfUsoDQojrAlM02yCEqDInZbIJ9h93TVq8fjyBnOi7690sdV3IbfuN6uflr10JgCwZiDj7Kdj6NpQOjntOXTf67w40e7ntxc/Jd1h49KKZuGwW/n7B9FR+ncSollAe494GFb6hOe0Rr47SjPWITMvQWYxMjrI1A5/Pr+P161x55DAWjesDGKPKHVYLtkHTweIAvxumXwreZvR9G5CTzsFe1Ave+BkMXwhaZKMZnG78yHtbue/NTTxyodEld/z4vqlN+NRRYhnhHHUodFI53D81FDqNsP+BZi//Wf8NNz77Kb87YyKzhhmp9yM+pL3NsOczqDwC/B6YeBaMWgT1u8DqgCGHG69Pn4Ht78EJvwdn9DEP1gj6adEEiyf2o0fhwcaZzaJR7EpiobZEMaOzHm9UTzGW8/CAlPIvwTeRHIcAH8Q4Rwqx05WdB7dPZ2t1I2u31fLnsycDk2nYUkJBSQVsexcA8dXrULvFGHhWUwVL58F3XgNr2/vt1yUPrdzCQ+9u4bGLZuCyW/ndGRMZVJ6XnGIrqcCMwW1q7pNyOZKEG+uATtahywry7Fb8ulFA6A//3chzH37NM5fPoizfjsCIlDV6fBS59xiOw4zL4Ni7jA/7dVz4oW47OAqhch7o/nYOxI7aJupbvJTlO5g9rJwGt4+hPfNTl2I6GZh3EKyAuYp3GSc3G2hOm4X6Fh/zR/fEYR3PzMoypDRqU/h02d7m7fkUHjsdJpwFJwQCmc6igw6CpwmsTvA1w2fPGNGyRb+O6PiGFg9sdPv4ybOf8u1DBzFpYCmLJx3MUG6kWk9THpJomNPZqALGenJsNCnCJUAG5i/nmFJXb0J/7kqWFy9h+NARDNa+wYuF5ZsaGdavB5W9y2nW8vnzJxpzR1QwrBieWLmJZz+tZubgMvpufBTLmBOgvD8MnGGcc8414GmEE/8IHz4KNZtBHHxA3ffmJqYPLqVfaR7lBUbY1241MvaV5Wdf6LENZhTbkjtPYxk1BJx7GOMb/Jw7cxATB5RQHujqsmiCcieGkc2rgNMegsFzWj+nWTRAg/JKuH47NNUYLb1At7rPr/NNvZvj//AOs4dV8LPFYxnXr4Qpg2KPicgKzDoPo4dNZP3G1SmVJWnkmI0NQwhBs9fP7gMt9Ck2dKzR7cMiBC6bBjs/hC9fho8eMxpg0y4CSwQH1W6ksWbWVbB1pdGtccydbZwHvy450OxtU4lzzdZaWjx+ttc2M2lg2yoOxkwMb2oS7ZmlkxGxWM7DUCFEIfE1aFrnROgoOeIVS4nf70f/6F/Ytq3kaFaCUTcIOxhJXT8y3hcCdt+puGtH0mPDHdwB3KEBwUTMVh1mXdn2/PZ8mHyeEQLe+wXytZ/gs7jY77Wwb+UuPu9VRv/TL8VusbL+y8/5uu82XP168nWDzvINtZw0sS+9hhxCvVejtsnDwLK8zE55SwS/zBFBgRwMAUcjOPWsR4GN0QWN9PxNbwQSaS8ATwOMOw2OvRvGnNS2RnYoQhituM+WQb8ptBQOpDm/P/aCPlwzfxi3vrCe3sVOrjxiGC0+wbqttYzsU0hFviP9s3/M4JbgMGGPPDJjVYgTJ0dsbAQsmsDr1bnjpfXMrCzn7lPHY5Neimx+rN5G2LYOHjnFOLjfFFhwO/SZEPukmgV6joKvXoUHjoDzngdXCVS9gb7zEyz2MuyucvS8CqSjhMOGDWLW0HKsFo31uw7wwZYavjVjIFbN0F9PIFV1icuWnToN0H74RiuxnIdLMaIKsRBkbMZ9jnRbCIHFasVyxPUw8Qy27/6GUt8+nLvX8O91m/iy7CjOn96LimVnAPB961OwIeTzc68FnxtW/h7274h+nZ0fwoePIKrewOJtpkL3cqMNqAHf0qWMs/XnOWs1BW8YxYZGBl6shztLf8Z9u4xsz09dfijDehRgtWhYNYFVE1g0kf7wmqd3/GMsuTNLU2LRjLwkuU+ezUKTx0dtk4+r/vU5bwdMgP+QU7EW9oB1j8CXr8Ckb8U+Ud122LoCtq7ACQQn1M36znrG9ytkRI88PH6dh1ds5Z7/buTiw4Zw0WGVRvdIQDetFg2nVcsO42tGZ93CxEHZQo7Y2AiUuGzUSMnvz5zIxAElAOxq1LEU2sjTJLZeY2HiOfDhI5DfEwbNiu7ohjLrGmjeDzWbwNdidBv/56fYdn/cbkLrvxe9S9+SPPoUO/nTfzbwwbZ6ThlbitXlAM0GmqW1UmdZfoqLt0XCjL4SvWJzLOfhKYwy3LEQwH0mJEgBOabUQkBZJQPKKo3344/nhKPheCkRQtA4ah/ffWwdc4YUctJQC9bG3dgcDhwDp2FDN5yHPZ9GPrenGfmvc/CXj6T2ss+46YUvuGbzpQwv8gGCze5iavwues5YTEvlPJa9v4kjtv6engXG1KBRY6dz+YgSRvYuZGzf4syN/E2YLJgZYhLRRRwHMB7cwfEHZx4+gdVDNhv1A4SgPN+Odd0j8O8fxXQepJS09D8Ue9HTaE3VeG0FaFYHMq+Ct7Y08/HX9dzUy+hzHtojn0FlecweZmSStAay+tksArtFy3yOh0QQxc2ZFsE8OfS7hqEFyrdPHliKBN7asJefvfQ5j100kx6FLpy2AopnXg7NNUbXxeZTYNRxRiQ3Gn4vaBrNI45H++wZrA8ej6VuCwB1067hyabJTLVsZOLnd+N19eTqpzdw2dxKzp5RyK9OGcs9b24lv6AIIQyn12EN6nEWOL5RiW63YjkPH0gpN8c7tRDi9Y6I1HlyN6QWStDwSQRLJvfjzS/3cvykkejFA9FsgVr1ez43Dj6wE6rehMrD255k9V8Qfg8tQ49Bt9g5YnRvdk9/lVGB3AMZtQAAIABJREFUKm3hUxLOGjYXuKD1/eIUfbfOEWmIQHgnnTVGUC27sGFtcKMVZlqOZOGwWuhRoHH61AH88/1tnDa1P/ZANABniRHOjYEQAteQQ2k5/zXWVtv51l/f56I5Q7h4biUz6938/syJ9Cp0YtUE80b0ZMGY3tntLIhBmNJZZ972dIiTHHLbxoaWz7ZbjeySFQXGPXL7/JBXDnVbwZZndEfEchwANCvS24z1jTuw7V5HQ9/ZfFWygCGjxuHpPZU/PbSDEyccTd/vfReA32yuYUSvQrDZyHcIbjpxLPaA05AdOhxtGFaozkaXM5bzUGlSgsyURvZbMKXYWd7gC2Z4bPH52bKviVWba2jx6vQvdR0MxRb1g/7TYcf78MgS+MF68DbBqgeQ3gbEmgeRmo3GaVfS5PHx85e/4JC+RUwaVEKxq8uM06OdsgtrziSpFmg+Q2fjkOX6Gopfl7zy6W5++/oGRvQq4MhRveDrNbB3Pcy7Pv7nPc0cEPn0LLZw46LRzBpaTqHTSs9CB2P7xc7/kDuE6exZJ3+cGTk6giBXddYbmJIeZGZlOTMrjeEmAiixSXj1DqNhtvjP0POQ+Cf1tXCg2YuYchkNVhcv7x/Mn97dy4PHzqDYZWPZdweRZ7eiCYHNIpg3qidWTWCzaNk5vTgq5p4ZUTNMCiF0YH6klNTZgPDLyBkmwxx9GTufR8aQUrKtpokfP/MJJ0/ux2HDe6AJKHBYcdmj+HQt9fDevcipF6A/fzWWDS+17qo75zWuehPG9Cli1rByVmys5oLZg8mzWSlyZUH63kQRJlI4OOy1tHyWA0PxodCvf9GAFjkVX4jOZqu+hiKlpMFtpKjWpWTDngbG9SumNN8O1Ztg6eHQayyc8QhYXfDpkzDqRHAUGNOIP3kKnr4QgAPzbqd58sU0e/y47BYEUBajDHfWYkZfAeRXOfNHzGUbW9PowRuY+bB7fwsFDisFTsOuOi2CPF8N1oadiK3vwthTArrporXqQRC/z9jm90FTNV6/j/2NHqQQ+HX45cpafrhwFJoQOKxa9iYvi0QndTZW5GEKUCaEWAJUSSk/TFi4VOLJkRsUhpRG8huPX8eqCeqavdS3+Chy2mKWIKapxhiZ/sYdvHmgF0Ujr2afdyxHb76LVWNu5IEVGvkODZfdwvh+JcwYUo4eqN7m9uk5NI4hiIniO3bnzrSIkgScPm1Ng54FeXw7SYvXT32Ljw176rnnvxu58fjRjOxdiKYJ/LpElFbiO+8lrPU7jXm0b/wc3r0HdB3vsKPx/fcXuD55BABv6XCax53Lnf/+gvc31/DMFbOQgNcvyZas0+Yx082WWwiPiOI9ZD9Wi8AbGOt335ubeOPLvfzvh4cjhMDdUIPH78Zq7UHp2FOQSNyN+3FaG8BVakzF7DUW8nuA7jNykthc4G1Ce+JcSjxNNI09m5Zx53DtMcagQ4dVoyQv16K8JnRWs0QdMRnVeZBSruuwTOnCzH8zi7ziFq+fe/67kZc/2cXDF03HatH427enUpIfuQyxHihC5K2vpuxPxnNnX/k0LlhZztLzBlE16HSqvn6OMVV/o8l1CLefOoX8wmKKMpm1LBmISRE2RlB0V96KlMuSJFw6f8ZDnOkHIDwgszRiX9/ipSlQEMth1aja18D2miYqChy0eP20BK114UgqVt0HW95CrroP3+B5NA+aj7vZR8X6p1vPt75OY++eFk6d0p89B1qMjzqtsZ3onCLXHiZt0cDj95gYlZxFNjaI02ppLd62YEwvTpva34i+epsQfjf5K3+JLOzDgUnn4avbiX33Whgx1+h2e/pCGHoUnPQn9D2f4a7ehmvat6HqDSx7PmH/8CX8eJUNuX0jt5w8GYTIwcZZNMJ0VrNGfcpmaXpBE0T7Slno7Ld4/TS6ffh0yZCKfCYPKsXt1bE5NUrzHe1G20opafT4qW/28t7mahbuuKd1nzjh1zzq70dlRT7j+5eQX3ErjlV/4LHtZ+Hd8BPcs35ALvsNBzFheItKM5CcrGNsc7FCRNLNLNTXaAQz8zV5/Awoy2PZFbOxaIKN3zRwzeMf8pNFozl0aDm2He9h+fgxABrtFTQecx9Y8/Di4ZuL11Hx0FwsTd/QT1TzTeNeRg8aye2LjcqMWq51r7WS245CJKweGvyRpjTlgM6GqtHsYYG6TlLywtptHF5ZQFnVq1ia9qJ/+De05mpjv/Xn6F++bETMdrwPX72GePEaXFLH99VLWMedahxXeTi98sYxb2gJ+D04XXk4rDnWzQaY0lmrY3+0Xbn4jQHQvPjxQLtXKBlOA+Dx6dQ0etjX4Oa9KkNB5wyv4EcLR1LkslEe5jj4/TrPrN3B02t30Oj28enO/fzqieXkrbkXgC+GXUTRgHHMHFJOgdNmGNph81l04Ho+zZuO9v69NDfW5974hnbYIrwi8NXzX6VPpiQQT18h4zobCyEEhU4bRYHia8HoVlm+nRmVZZTk2Vj++R7EG79o/cwfHZdAXilf1+vM+c37rNsLzxcaOU2sJ/+RaYeMpCzfTmWPAnoWOrDn2liHVkzpbM4M8AVw+Nia7TY2Gn69/U+9s7qOX/zva+577xtqlzxB/azr8fSdTsPM/6Pl7BfQZ1xG9XEP0DzvFnDXg7Dgnn8HDdOvxrppObJ+F7KoH66P/8GlR45h5OB+FOQbadNz0+aasLFOZ9TaVbn6T8UiA2rsjfHKED6/Tl2Th9omY9DOw+9u5ap/rmNrdSNgtK4KndbAeASjpnyTx0d1o4elb1XxzNqvATikbzH/qDRmwu7Q+vJC8dnYLBqaJihwWKkosJNnt/Kd2UPQRyzC0lzDW0/8NmPfO3nYQ15BTDoUuUAW6mwiuOwWbBYNIQwHoleRk9sXj2Vi/xLe/e/zlH7zHr45P2TnnJ8zaeF5APil5NQp/SnJs9PnqMtpcvSkYPPrNDYcYOPmLYDhnOTMYLN2hOsrtNNXzRE9404W4tJ5u/VNDH0VWTjyKNI8gH75Os99ewTXzeuDzCunesTpNBz6f/gqxmApKGP/vp3ozlL8E89BH3IEDdJB09BFNE/8Dp7+s/C/83vEzCvYUzaNR96twm7RyM/W2kDxEHMwZWOLi56Meoposy2yncJdfNkgGdFuR4TWnBycenmC6LqkutGDHvK7tnj9rNxUzZGBvAuhrNlay99XbOZXp03AZbOwv9lLeb4DBPga9tHjr9PwTrqAxrk3k+ewRBwbAeD/y9FYdqzC7eqJ44efR87RniuIOfGPAZDv5NSTRuyM0PLMsL4mEyklLX85Dtu+z6m56AMc+aX4dGOuvZSgS4k9UEnQXbOdZmsxzX+cxXptKEf9+Lkcbb0FMKOzDlsdLf8rjX9g1mAROyMU8coRndV1iVfXWwu5+d1NCF8zQvexu0njhAc+4tkBjzNx7/N4HKUcyK/kyJrr+MPphzC2xIcEan1OCosK2fPFu7z78iMsvuIunvxwD39e8TUvXXUYQ3tGrVid3Zi3sRaiJKnO2chDL8EVUUNq8ULDKeRAi7fVcVixcR+ewEyHoOMgpaS20dM6uEwA++rd7G/2UlHgYHivQsoK7Pz6tS95YfVGdvY/jrrxF1OSZ4vqOAD45vwQAEfzN+gb/5faL5ly7FFeIQiRc16vxY87qm5mSF+TSbPHh7TlYXXX8fDbX1KcZ6O8wEFFgYPyfDtOq4WiQCEgV8VAXvq8mk/EcI70vWMk68lVxJHE1VeAirK/p1WuzuPHS3R7muU6q2kCh9VCnt1qRCJsLqSrDD2/J8JZyO1HlDB+38sA2N21/IWTWHhIb/KdDsPh1Szc/MpmLntkHZ5ek1hbeTn1Xp3zZw/mraO2U+Hbk9Hv1zlM2FiDqIn4TDsPQognhBBHhm07SgjxhNlzJJONvTFKhMfrk0ujYjd5fLh9xm+9tbqRHz75EQ+/t5Xrnv6YZeuMrgi/lBz7+7d5dNU2hIDDRvTg9e8fzvj+Ja0hW59fp27fbiZ9dhdlm57luTVVcVtl7kHz+CiQS/JXX/WirilL/9HxEMcQXZlDtjvy96ZbtM6Sr7MeiK2zHhBRspBnMxu/aeC7S1/BvvN9dhRO4JgZY9vs1zRBcV7bWUCOfZ9wjO9/aNKPvuKe8FPmECb0FTvsePoH6Zas0wRd9Dg6m814/XqbSDBAj0IHSxqfQJNGYGV7v2NZfPoF/HDhSAZWFBrVia15nDC+L4sn9WNQeT63L5lAz53/pWDFnfR46wZs7/8pE18nSZjS2ZgNtEQiD6uBmrBtVYHtmSGSo5ChqIPXr9PQcjDCN6g8n1+fPoFzZg6kocXXOm3Iqmlcf+woZlaW0aPAQYHDijVspK7H5+NPX5/K5KZ32D7uu5xxdPwQU5HLzqAltwNw4N0HeXvDN0n8dukkXKGjeMc9K3JucMcgOC2uzuYo9Rve4u/V52D1HKDn2fdzSL/40fklxxyDv2QwAPqah9i7J0bht6wmnr7mboEpq4fmqNGGHNHZYIMulN07tuD4xJgRpDuKKT/lN/QpcuHz6+ysa0Za7Eibi/ljenHcuD5G2nVAbvwf+qqleHpPRfvoUV5d/UVav0vyMGFjbY6mWGcw7TxIKX8ZnihKSrlZSvlLs+dINpofX9xwmgfE2tTKEUz8FO6mzRpagcNq4U9nT+ZbMwaiCWOg4yVzKzlyVK+I0YSaBjf1Kw9GN4cvvqF1dHs8SsYtxD94Lj91PMJxay+OPGooZ4gVTrPD1kfuTL9MnePjQWw0FQLOAYMczqTlZwGwe/wV2HuPNvUZq92BONyovWeTHna//UjK5Es98ULAtpz8MxbAmphR3TTZ2M7g9RkJ+Vx2C0VOG3aLxoZPVuHTYacsY/fMm8gr64vFIvjxsk/53uPr+PAbPw+/tx2frmPRBOUFDnoUOFgx8BJjLEVLI07ZQq8Nj2X66yWOODGwEsfGlpe8RAxydswDQJ7OttY3GeyTO9Dsizg1SBNGIR+nzVDaigI7+Y7YqaLvef0zer15LQBr5z2IsCZQOVIIPpz3d+7wn4dl20r8VW/H/0zWEU2h4/bN5RbxnIgcoubT/7SuW478cUKf1SacwS7rAAD6L7gyqXKlBfEtzHWz5R1It2jJYLSFE1vf5KjOlubbKS9wtGbx1aXk0DlH8tqxb/L84a/Q53AjVbpVE5wxbQBXHTGctzbW8K/V22nx6uQHygVomuC42VM5MPYc8ms/Qxb2ZdzXjyN97kx+vQ5g0sZOP+S8WGeJ6zwIIZaEjnUQQgwOjH/4QAhxcodkTxLjnCwx5TCkULGD+dPzHVaKnDZK8mxUFDjoVeSkR6GD0nw7xS5Dac2MJj/fbhji9c5JDJhyXMLyjOlbSsPo0wH49LEb8PlzpvBkmCEOEkHRNS2npryFYvUGBk0GiWKQxVvplavDSMmu525mv1aM/4oP6FGSYOFQzYJvrhF90Ha+j9Rz8daG6mwUwzyw9x1pFysJrBxKrakoWRY7D6FIKRFfr6Xk478yq4/gknkjEJrxGLRogimDSjl8ZA+uPGIYD14wrV3ZAE3TKDr6x0iLE+muB6uLnVtyresiXD+j6OxzN8b0iqI6D0KIIUKIGuApYLkQ4vHAruUYHXibgb9m0oFYOZSP2o0GDpKmqIPNolGcZwsUtDKmUnY0NXSLx0efLcvwDprLqOv+R4/CBKIOAVx2C3fNMTzlCf5PadmexfHEdphQaOxQVLIq3ZIliz4W7uhK3Rb6R49ziPdTth7yXSw928+cNsOAOWfjvuht/rfiXXb+YhL4cugHiBsdC6xv+HPGunc7i/Cjm7GxueDw+hqqKfvnMRSs+i0l215tk1fEqonWkSlCGF0V+Y72M9zsxb1YO+xKftJ0JovF7zj1X99EjDxnJeJ8outsyDbN2X6KbhixIg93AhdLKTWgDNCEEPcCp0kpT5dSno5RtvuyBMVPKkJiNFWiecPBPrnlGRHPNPUtXv7+wG/4sL6Y/Uf8vHNz3vtNxlNu9Du7VuZMBucQ4oTUah+cnRGxksC28fys9U0Gnd5k4RVOAMafeHXHT6JpOPqP55UdVvp5t6J//K8kSZdixCWBlbhh4Bx5skSmFA72S+W4zgazn0rNimVW224yIUSbaq5CgCtKzYrK439I3tSzuWTuEC6bVoSvekvKZE4NcWxsackL8c4Qy3nYLKV8GkBKWRdwFkRowSwpZR2Q0QJafS38IaYi54hif/jJx5z5ze9xNO2iuWBw504mBG8O+T4Am309+GJ3DnS3iiuJ3w/XNRAepBmdFS+nXbSEaRm6EHlLHdicnT7Xuf2MefPind+AnivdbSZ0tij/o7SLlUSqp3F0XIchB2wszXVY1/wFAHHhaxET6dksBxttLlv0ruayAgc/WjiCeTX/4tsrjsb64lWpkTnpmBxPtm/pknhniuU8VEfY9rrJ49LGjmn8oE3XRZAI78WzaRUtIQ576UhKRQNDzrmHARUJ9htHYO7CU2jqPZ2iqhf51UsfJ0HCdBCt2yJkv6tgV9rFSjJFGu/FdXJzwBh7/ToFLmfSMkPOOuwoAETNJjyfxxzonSWYcXTtMKlyclrFSg3SjM5ms43lqQuM5eDDoN+UiIeE1hrKs8dOPe20ajjWPACAZevb1G3O8i7iNg00iN4wM9dQi+U8RAq11Zo8Lr3IgAw5GnXYsudg+ozCESbThsbBYbOSd/SN9KSGe+suhQM7k3Le1BHJCIe/t8Okysj/+hyibg6zgJwcuR6KVRNYkljISow8jubyQwCoe+X2pJ03JYgfENfRDb7euCHzNrKT5PsCM9tyVWelhNotxvpZj0c9LFiYzWlm7JrNxdcTvtf6dt+r2d5FHMvRDXlfULjBzNli/fMXCCGOEEIcGXwFth0Ztm1aB75FUimSrI2pzFlceMjj05n325Wc7r6Jmu8nOUnOkLn8bfw/0ep3oq/M4mxo4rrASqxRwAFWXJ/zkQcgdgg4RF9F1LI0mSfptSiEwLnwVgB8vSYk99xJJxjyjhN9cDpyNVtbGxaUMy6ndVb3w3deg2s3gyN6PQpNE1gCOSHMMGTBZfiLBwEwdM8r2dtIE9dh6GwsRzfADxa0TQ8bhVhxmQXAVNpHG04LWS8Dis1cKJXsX8BU8Vxr/MEg3FEIjgh+FOTZ6ZIsPs0eH0sm9afIOYSy4s53V7RBCMqGTGD1xsOY8d49bB93OQP69U/uNZJGaP+jl4PKHLROdnDZv06vTKmjxMLKuuZABCJIFJ3tTojhC6D/NHrVfGCMe9CyMBWNuCmwEtTZUH2FNjp77THZ+odLiGUTqBdbaV/pIFRns1lfvU2QVwZafKcg327FbjWpdxYblqNuhGcuRkg/fP4czLy8k8Kmklg6aweQ3HaiqWZ2rF/obilluZRyWIxXGZAVU5AsMqDG4RGGbO9HFoKfLxnHrScdkpLTL57Uj0l5+wDwvf2HlFyjU4if0d4TDi25HeIpX3v0oDRLlzJqF3JwxkiozkbqR861ckqdQQg48R70xfejP3MJ7P4k0xJFIVRnw8vEB/YJu+S2RVkY7+wYvW0Y02DCI7mRujGyCd0PmtWU4wCYjjq0MvZUtvQ7nh95L+GUNamx450nPOIQqq8h+/uUm7Y2sZyH+02ew+xxKWVqKUeYcho8ILJCYqNkrJQSZ5TpQMnCvuguAIZ8cT94GlN6rY4RrZsixCgLoXPrMbmYQSgqVh8tMQ1wqP52J3qOwlYxDLHhZXj7N5mWpi3iLiJ3rQUJMcr9Sn+dTtFSza5jOSOujQ3OFMoSGwuA3wP2vNSdX9Poc8E/eF4cgdMqkN4syzjZ2kALEsPx3XnbhWZPG9V5kFJuNnMCs8elmvcOZwU+YjoN2WaMm71+Ck3WregMcvAcWgLKsntfRifHtKXVEEPcfrhpQ45Pm1xpYnopY+I6DcHutmwyxunAakd4GuGzZw4OdMs6Yo3PscH2m36UEbFSiEOwP5dsLLoOltRP83ZYLXz2f+N4eN8Z8MfJ4I+bYymNmLSxDldCD4eEOxSFEL8QQiS5cz45DHEFoiAmlFv8Mb2yhaPrEktgcE6qEUKw5wSj6NBDS39NoztbFDuSUkdR8FVX/judkqWDFUexGcJmCkVbzxZjnC4cBVAx0lh/8+7MyhJEBAu5xjHC2KEgvyptcqWR60bQC4jdHZwlNhYwusFMdld0Fuv+bWjeRsSBHcbYh2wgos5GGZh+/VG9Ejl1rPTUPxJC+IUQXwkhfhGyawpQF9jnF0JclMgFU0nVYi6L6xFHep8BfHrquytCGTRlIQ29Z3AdD2LbFCldR5oRwdkf0RyHkPUhFX9Jp2jpZGQB3zPVivOA6FJBcBOcdI+x/PBRaNibWVmA6LOBwvcLqL95aJqFSwu3jceteTFaHyaiZhnX2WTPCIrF4Nkw5HBj/X93ZL6qcVwbG/LeYvVy65EJdQvHijwsBS6TUg6XUt4Qsr0KYxbGNOB6YHUiF0w1JVbeiTp4J3zsQ6hLlGZCM5mlC/8pf2erdTDNL92Q2Qx+4oHASrhSE3l71dUXp0u0dPPFSdxjOgycYZ1NOwOmQ+lgY93TkFFR2upscBnFIOflHaz22wWZWUGlma62bGikpZ0FPzWWNZtg68rMygKYapwBnDC6Z6JnjuU8XCylfCDC9k1SynVSyrVSyl8C8xO9aCqpPZfDANNjH8RtaRWvlaTPkTdBUUVfXiw+i+LGzXz+eqaH8EdyHCJ4xf3Lsz3zSqcZU8IJMUesd2djfOrfjOVnyzIrBxDfCAfWG6/vMrOCIrHieLZbBc3ZbmMzQt+JMHyBsb785szJIR7CnONgB4vDzbLT6xK9RCznIeLTLeAwxD0ukwzLw3D/zPQjdyNjLITgivPOAWDMuz/ITFitVamDxFJuDbZf0eUGnYXz2Rm8qBFW4C3SemApfpJe+TJKvylw+j+grBI+fz4zMrTR2TgGuTg/Zyu+JsKPJ4fk94nn6HYjGwvA0T8HqwNmfz/DgpjRWQHHDIueNSsGiaanjkRZRy6cSr46l1tMteICiC7/eDqIKD6Ys8b7xStpvvjTmDbCANMHHJdG6TLKzN6MMj2C3dO9dJYxJ8H7S+Hf16a/XLf4JwnpbN2VM9MoXca4bSpeh6Q6np62Dp7sTvraYwTcsBP6T83MrIt2Okv0dWf+Hl5c0iEhYzkPw4QQRbE+LIQoBrJyYND03mGh4EjRhlDl7kRF4Vzji6ONmRf7lv8uQxKYCqfprDqzy82wiMaK09hoEbhNt+K6W2tuwAyo3wWr7kvzhU0aYYCh5VkyLSQ9tHyPitaihBDfgehGNhaLFarehJ+VQ+O+9F23XQMtuIyy3vzd3h29VLwkUU9Gm5YZcCyWAz/v6MVTyaqzeVGAP2r4LJJyX5E28TLKyEOPZ2vxdBzV61m7aWd6LiqCIedYgyRD1hcP7xJpfRNh0eBAKDiOEe6Wxnj86cby9ZvSN9i3jc4GlzHWN553Hd2Mni6MwvHKgWjPJ4EiHy+nKewinqdtltPgMoq9HVz2t85cLlaSqHXA08AWIcTPhRBLAsWwlgSmbm4GnpBSftgZAVLJ3AGBXzJeGDhLi2alCiEEvU68hTL2M2BFGjrQxSsYihuewje4DFsvz1vFsqO7RgGsBHhuCe7eLh4F4jsQwSJE3cThpedoEAFztfbB1F9PBLv0IhXACnd6BSweUpp6obKPPVezKG7jLEg3s7OcHIiSffYMeJvTcMGgXobb2ND1gB4Li87ms0xnk4xEzCRRUsqlGAWyjgaewog0PIUxw2K+lDKrR8K/cQ6yXz4Hy0lGM8Ih28R56ZMvkziHzmHfwGMor1pGy871qbuQ+C/tjW4cg7zv7G7RbxyJXddwjvAGyg9Fi5qF62zWZFpJMZe/ayzfuCu11xH/DayE6msMp7dH4XKWzU94tHpXYfFIikw3zrqTvuZXwKA5xvq/UxyUiqizwfcRdPbEwZ1O9Bg3w2RgSuZUKaUGlEopNSnltEBkIuvZ8UOuFP5A9wVEN8Ihy+7iQGyb+TO82Nj1wk9TcwHxDpH736B9UZbAcvGQvqkRJnc4YRR5EVtx4cWIgsvuMv6h5yiYcBa01EH9ntRcQ7wTWIkUGYtgkIVd8s0ZC1IjTG6w7Ezqe+bzspnGWXdrpHHWP43l2odS190WUWchstMLDCn9C88e2dTZyyaUnlpKuT/0vRBiSDZlmIzGzUeGdF9AdCMcXHpAnJk28TLG5DEjsONlyK6Xqdn6WQquEM1xiKLcha7PWDa323VXhPPcObiHlIUlj4pUQCt09kU30FcA5l0Pi34De1Kgr+L9wEqs/uIwp/ekwVk32ywT7PkxiwBTjbPuZGNxFkHlEca6t9PP6/ZE1NngMoLTK+w6VScmJeleXOdBCDE42qyLbCmKFY9bj0YOL+FGIHL9+WjKvSQ98mWS2mP+DEDZ32cl98QiOBQmlgMRotxCkxxYPDa5QuQuVTdwlRCBNMCxog2hDkQ30FdKBxuRh0dOhl0fJ++8EfU1jtM7uOAhlh3abbsrwrl5PkbpyniNs+Cyu+jsec/Cj3eCJclFEOPa2NB1GyDgptFJKy8a03kQQvwLIx11rRDi5MC2wUKIHwohnhBCfACclixhUsmGn3BHgRWjWE2sqW/hyt3lajm2pWzmt1rXG+uTYAfFRhCfB97EizyErN88On2FPnIE/XfYohrhSNu6gb4CMPFsY3n/Yck5X1R9jbQt4FQ4LDVsXnh+cgToGty2kObRPTmndYOysQex5SV30KQpGxu2bUaPhdw2Jmn1wmMVxgqGNhYAC4GzhBATMZyJM4FSYA1werKESTX1v2ao0CMUdYmn3PPSJWFm2HbC4wDkffRg504kQlP6x3McQpR7Vs/R3Doqw1VkspNDh1BmZtpmGwdiXhfXWVfJwfWv13buXGIjB3Ux1lTM0CXQsqi8cxfumnz+Ex7tWcCrpmxrcNkNbCzFTkKSAAARpUlEQVRCGFknk5E0SmwMrCTQOOtVuIz3Dnut8xcPEUNGSVEshLhPSnlZ2LbVGDUvcmKwZDTE+UiCY1cSUHK5Mh3SZQb58BLY9h7i2k1gcyV+ArEb8x5ZyHK480Y2zLqjAyJ3G2bcwbHvfxk2nz50PYZz0WV1dtdH8MgpcOFrRurqjtDq7IaPOo30PmR5eLHGG1OUsxsD56XUupsxvDxlYw/ibjDKzXcUsQ3zP2hg3SGqaTmiouMXjUysbotNEbbdn+uOA8DiSRhjOBJ8zompqZctU4ijbkYOmEGHSpWImpA3ZiIOgWWp60PlOMRn1U/4d88iXjTtOIQc02V1ts8E+NFGKB7Qsc+L3cRMUhat62Jx78HKcYhPy/0YeS9i6WeE7WJqF9ZZMMY9dGTWhagJ6CyYt7EYAyRT4DhA4rUt2jkUga6MnGLZ1dSfMIHJQOIOxHjj1eXoOxFx7jPomj3+sSFIcSDkXQKOg83aQM2hkzokazdkzz2cUJQX+P8l2PDokvraSked3VjjGoLrYe9H5F/NsjFbE79g90T+I/B8iTZeJ1bXW1fVWasD9MQyZXXYxqKBPidlY8lidVu8CtxH23/nNOCDsEPPkFKekRrxUsuMGzj+/S95IVEHIjiITaYwt1Km0P06miX+DF6/aEILDB8JTgow/QNafc14pyZt1G93ovBsdjQ00y8hne3C+goYLTmtIzpr0vsCGGa5ha/GpSghStflliex/fSfeOL2CnUjG4vfB5rFGAcR79CAziZsY/HALX2t3NrfnxSZIxDLedABM8Pvi6WUOTtSftRVXP7lZv6cqOPQpl95e4qFzDK8wtNqhCM7EDHi61afG+94Zzrk7Ko4T6HW7aakQzoLyEgdkrmMCechus6acCCGanezcVS3q1uRLBbfSd5z79AIJOTsthkL0dVsrO43HIgoeIXx5TV8HWuk3dzLzm19UpoMPNY/7m4pZVm8F3BZjHNkPV/8kXtH9cPI8R3eHxdOuFIH1kWvVEiWfTQKcAujv07H2mYpA0uDSF0fdrCKZuU4dJ6Wpyl1WKgGEnd2u6K+xnAcIulsW+KEf4fZfqoch87x7PU0nTgDZ6LdbaHLLqezIrrOuoXeRlfb29g4OntLX2uqHQeIHXkYYiYJlBCiODzzZC4y83scvepjXgViG+JI+0KUXtamUsrMUSsM1bQGpqmEt+Lihtbs1OMeFrPEuyIx8o5jZ3MTfcxGHCKFh7uqvkJknY0dMQtbTrFfxOqBf02bwF2c42/C+tLbAa1MILLbXXQ2qK9g6GwkGwvRImaB9VtKNW4tT8uA3qjOQ3fk5Bvp8+x/2QkkrNRawAYFl2kpopYGtov2M+ATNsZlYjXVA6alS+buxOAz+cfWbZwLJOzshupsV9FXgD2ifZssvjGGNj/SofbZrOzd1ScOZgRtDn6po3XE2dV8XdvGQvxGGkRwIAR+9IGRQmspQzkPEdCmhym3SaUOLkPXm3P0590UZoA7bIyHa9eyoecv0yFzd2XMWZy5/iuMCjwJtODCdRXAncMlkzdFMMLBZULG+OZ8O7cV5vAvkf3kHcGO5vqQgb8m0llHsrGQuzq7KTBeMlpqMtONtDy20dh7UDpkDkU5D1FwzWJvSwMVHVXq4DKoCPtz5Gf+KIIB7ogxBh9ilmU0K4q/SL3UipP/j8JnX8eY09UJZzfX9BVgfRQjHL4tks6G6is2moWnTM0CShNDT+K3VZu5BuiQs9uVbGxwmbCN7ct9fF12eeqlbo9yHmJQeSwPbN6CUTU0jlIHl5EMsY22SrEly37ylSK6rIkaYwAhfLq42W4Vtzqz7Jt2fbRx+KQPi1lnN7gMNcThRXx3ZuFdDOpshCLZCTu8Ah+inHfFvqJZKRdc0YZZ5zL93dWsAjrl7Ga7zq4McXDN2NjgMqbOHqpNESsLOpmfveMo5yEOJ19Jn2dfYSeSuP3GkaIO8Yzbpxn6+V+L0loLV+xIxwSX4Yot8CEqeNOyN29eygRXxKXPYTyxeyend8bZhfZjXexkTl/B0NlIOtkZYyzwIU7SDrE86wxWGlJkAMto3LoHe0ejDkEdyCYb+2KE8WKxngnRtoXrLDZfk82Tl58quc2inAeTlE9idc0+ppjpN44VdYi3/laKbsc/whQ5lrImGn2QBGZbzKKvbYV9V2q+gSIRTroEx4uv0qjrgShEBMchuDRjiCGy7qRKXwEeD3Nwo+lkR42xcPp225vtfZIvuaIjjDyKH2zYwK/NOrtgPvoUfKVSX8HQ2Vj/l844vAI/YqS8yvaF/Z7USJ8YynlIgJMvov+zL7DdrFJDfEMcuh5LyR41cZvuEJE/a+Y6sRQ70rHBpQQsFfqbrr3avPgSKtJN5Uzu27yZSzsadYi2Hu9B/mQCZuWXIV0QHbkmcT4bvtTQ0Q5ltmOlttK8lIp0YetPk8+Ly0wXGyTeQAvXp0R19pcRunkTvX48hzd0nwQsFt3j8mkOcxKmB+U8dIAew3ln3z5mm4k6QMeUK55HnYjjkQrFtgFCoDtOok/eMr5BkbXccjeOn91JA16sgtQY4uB6rC6PeO/jfTbWejSHN/Q4CWh5bCtpJO0j0xWJMXU+565Zwz+Ez6iPkGjUIdK2ztjJWI5Hotcz89ngfgFYRnJF0RfcS5YRPyG8oh17v2KOrEU4neyRtFfqUOxR1hM9Jt6+WERK3BbrGG+E7aFLCTCDOaU6FuU4ZD+3XYtbr8G2+HgqBeihOhuKLWQ9UV0zq8PhRNPH8H2JrIefUwIeBwfst6ApxyE3WL2ch2Utok8vHhdx7GokOqqPZomlt9GOi/SZaPorAV8fHi6ViGx0HEA5D52icS+9Fx2LzeoI5G0PIZ4hTrZCm1XmeJ+JpuwS0AFtIDf2loiy91jRgUsqMsgz/2Szrx7LmFGcBiDCog7RiGaIk63DiU7Xj+bwhu7XrbiZSVGvFooLbo1YKViRxXy9kbN8zYiiAj6B5DfQbOEHJhEzDm/4Nh2giLW9JaLnTs5LlWzJQDkPneS5Z/A1NlBw4kmUWq00x1PGVHjB4ZhxJOIpc9AYByeZiD78bZBE9NvKHZ2VT5FZPl7HU24vYthIrgWkpP1Ut/D1dNMRwxtcl4DHgtc+i+GDvDh7v0t9KmRUpI/qvYx3exF5+WyzYtzjdDfQomEmshtpf6iNBfDns2WQRAzYz5SkCZdClPOQJJ58irp6L3kHJCK/gCpITLlT1brrqGID6ALddiizR0vE0J2B4mGKLsOnX/DLZol2/GIGCwvu4PZEdDUa0Y7vSIQsEpG6JrwATnaX3YI22od9wAo2JulyiiyhuoFB9RJROZS7IXLkIJNObxAzDq8E/CD1vtw3WiJGNDAkPdIlB+U8pICd9QzdJxETp3OcRRiRqNB4aaaVO5ZiS8BXwJdTJWKSjmX4SlamUTRFBnhsGVv3+nDuk4iyCt5IRFdTHQI2FXUQ6JaRXDVVIiY006e36p7o8ny4kev2ScTCxVTY7EZkKZ4jkSy7G298WKzPycALB/WFi6mYLNHGfk1GMkR2FjXbIk0cNoif7NvJTRYfjuAo2ngjhDs78t3sOWwgLQVs6HEkEyY8d7AFqui+nDEPsWEdq731TEIizIxmTyTbY7Tt8c7R+t+x4HX24fdzt/Ojjn9LRVfi2HFM3f4Vr+GmNNTGQmx9irXfzLqZWRM2wOKgpngKs6evoEuk7FfOQwb49mxGbfqY5b4G+tpARHMkku08BNcFYNfwOnrx8CLVHaEwwcIB3Fm3i+8LP/Y2ehTY3xHnIdJ6pHMEHwQOBwcKhrN4wSf8L2lfTNEluep4rOve5BNfIyOtEqHRsQd/R5yH4DYb4Cjn/bKZzJ79IhGGeuY2ynnIAi6cjK1mK0976jlCesm3gTDrOcdyGERg3arhcxazPq+MH5+6kRdT/X0UXZ/zxzF1/07u9exngvRjswNWIkfUzBpkW+AcGmC30mwvZFVRH05e/Bl1Kf46im7AmQO5af9evifclNuk0Wiz0tYRTkRXg5+zAkIgnQ6qXSX87axdXJeGr5NxlPOQ5Vw9nOH+Fi4Rzcz2NjBCA7tNR2hgsYJuE+hWgd9m4YDTyeeuYh66sorHMy23ovtyzTBOdtdygXQzTvNRYpFYNIlmA02A36EhreC12dldUMRyu4u/Xf4VH2VabkX35PujyXfXca1sZoF0U6lJnFYdiwAt4BTrFg2/006t3ckGl4vXHXnce8n69lP0uxPKeVAoFAqFQpEQaraFQqFQKBSKhFDOg0KhUCgUioRQzoNCoVAoFIqEUM6DQqFQKBSKhFDOg0KhUCgUioRQzoNCoVAoFIqEUM6DQqFQKBSKhFDOg0KhUCgUioRQzoNCoVAoFIqEUM6DQqFQKBSKhFDOg0KhUCgUioRQzoNCoVAoFIqEUM6DQqFQKBSKhFDOg0KhUCgUioRQzoNCoVAoFIqEUM6DQqFQKBSKhFDOg0KhUCgUioRQzoNCoVAoFIqEUM6DQqFQKBSKhFDOg0KhUCgUioRQzoNCoVCkCSHEZCHEtUKIEhPHzjd7rEKRbpTzoFCkECFEpRDiSSFErRDikpDXk0KIJzt57k1CiMrAeonZh0ykY0PPpTBPwBm4XwghhRCXxDteSrkWWABE/K1D74OUcjlwBlAW79jAe3VfFWlDOQ8KRQqRUlYBvwCqpJRLQ16nAR908vQLAucHmE+Uh0wEIh0bei6FSQLOwP3AWinlUpMfi/U7h9+HRI5V91WRNpTzoFCkmZDWYaeMevChEDjfDQlcu92x6gGTHSRyH0KPVfdVkW6smRZAoUgmg69/6Q3gwS13Lnpw8PUv2YDXgb9suXPRI4OvfykPeBm4d8udi54YfP1LxcBzwB+23LnomcHXv1QBPAX8esudi14YfP1LvYHHgTu33LnolcHXvzQAeBi4fcudi5Z3QszTgaVSyqcAhBCnAncBT0kprxNCvA7UAddJKauEEPMxwtxVYISzhRCTgQeAiznY2jxVCFEXbAEHPgcwGaNlvByYGn5s6LkCLengZ0sCclQGjpuP0cq+LrA99Lzp4dbiNyJs/Re37v8ztxYH7284D3Lr/ge5tTh4f8O5l1v3P8GtxcH7C7fun9dREU3+TpVCiLLQfZHuQ4D5QogqjPuBlPKpCMfGva9Ze08VOYlyHhSK9FAZ6BOfgvGwbw1xBx4GwfA3wP0hjkUlhhOxIPB+DTAl8DBYHfj88sDD5amwlub9UsqhwPKQz7U7NvRcIdc8TUp5aeD9fCHEtVLKu4UQy4GygMxVAZnVgyaEwG8c73dqty/8PoSwOsSpe1IIsTb82Hj3Vd1TRdKRUqqXeqlXCl8Yrbk1Ie8viXLcJcCTYduuBe6Kcvz9wOTA+pMYrcnQ/SXAqYFXbcj2SMeGnuuucBmBTSHHzQ85/5pIsnWnV/j9jfc7mdg3Odq9CujDtWaODT1G3VP1SvZLjXlQKNKMPNitUBk2Er4KKAmEmztM4LwlGA+T5dKIYtREO9bE+cJncUQ8l6IdsX6nlP6G8e6ruqeKzqKcB4Uic5wq2w56BDgNo586yFMYLUcCx1VGMPxgGP+SkIfGfIwZHnWB92WBz8+PcGw4T2B0rwSZSuSxAor0EHqfphH9XsS6r+qeKpKKGvOgUKSQgCG/gYNjHoIswHAK7g5svws4SkpZJ4QgMGjyOmn0W98vhLgWWAvGCPpAdCI4IPJSjNDzGRih6KVCiBpgQWAwZh3wi8A5lmI8ZEKPbXOuwDVfD8hVgxEKvy70OCHEdSHfa77spgPsAr/JpQTub/jvGf47YfyecfcFzgmBQbIhg2bvj3L/ob0OtB4jpbxU3VNFMhFSykzLoFAoFAqFIodQ3RYKhUKhUCgSQjkPCoVCoVAoEkI5DwqFQqFQKBJCOQ8KhUKhUCgSQjkPCoVCoVAoEkI5DwqFQqFQKBJCOQ8KhUKhUCgSQjkPCoVCoVAoEkI5DwqFQqFQKBJCOQ8KhUKhUCgSQjkPCoVCoVAoEkI5DwqFQqFQKBJCOQ8KhUKhUCgS4v8BnqTLhQ6K0KAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "layers = ['retina_relu2', 'ventral_relu0', 'ventral_relu1']\n",
    "\n",
    "params = [\n",
    "    ('RGB: Random', [1, 2, 4, 8, 16, 32], [0, 1, 2, 3, 4], pd.read_pickle('statistics/devalois-random.pd')),\n",
    "    ('RGB: Trained', [1, 2, 4, 8, 16, 32], [0, 1, 2, 3, 4], pd.read_pickle('statistics/devalois.pd'))\n",
    "]\n",
    "\n",
    "fig, axs = plt.subplots(len(params), 3, subplot_kw=dict(polar=True), gridspec_kw={'hspace': 0.1, 'wspace': 0.1})\n",
    "fig.set_size_inches(9, 2.5 * len(params))\n",
    "\n",
    "for i, layer in enumerate(layers):\n",
    "    for j, param in enumerate(params):\n",
    "        label, n_bn, d_vvs, frame = param\n",
    "        try:\n",
    "            ax = axs[j, i]\n",
    "        except IndexError:\n",
    "            ax = axs[i]\n",
    "        plot(ax, frame, layer, n_bn, d_vvs, label, j==0)\n",
    "\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "fig.legend(handles, labels, bbox_to_anchor=(0.44, 0.1), loc='upper center', ncol=2, frameon=False)            \n",
    "\n",
    "plt.savefig('figures/excitatory_colours_rgb.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x180 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "layers = ['retina_relu2', 'ventral_relu0', 'ventral_relu1']\n",
    "\n",
    "params = [\n",
    "    ('Rotated (90$^\\circ$)', [1, 2, 4, 8, 16, 32], [0, 1, 2, 3, 4], pd.read_pickle('statistics/devalois-distort.pd'))\n",
    "]\n",
    "\n",
    "fig, axs = plt.subplots(len(params), 3, subplot_kw=dict(polar=True), gridspec_kw={'hspace': 0.1, 'wspace': 0.1})\n",
    "fig.set_size_inches(9, 2.5 * len(params))\n",
    "\n",
    "for i, layer in enumerate(layers):\n",
    "    for j, param in enumerate(params):\n",
    "        label, n_bn, d_vvs, frame = param\n",
    "        try:\n",
    "            ax = axs[j, i]\n",
    "        except IndexError:\n",
    "            ax = axs[i]\n",
    "        plot(ax, frame, layer, n_bn, d_vvs, label, j==0)\n",
    "\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "fig.legend(handles, labels, bbox_to_anchor=(0.44, 0.15), loc='upper center', ncol=2, frameon=False)            \n",
    "\n",
    "plt.savefig('figures/excitatory_colours_distort.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "layers = ['retina_relu2', 'ventral_relu0', 'ventral_relu1']\n",
    "\n",
    "params = [\n",
    "    ('LAB: Random', [1, 2, 4, 8, 16, 32], [0, 1, 2, 3, 4], pd.read_pickle('statistics/devalois-random-lab.pd')),\n",
    "    ('LAB: Trained', [1, 2, 4, 8, 16, 32], [0, 1, 2, 3, 4], pd.read_pickle('statistics/devalois-lab.pd')),\n",
    "#     ('Rotated (90$^\\circ$)', [1, 2, 4, 8, 16, 32], [0, 1, 2, 3, 4], pd.read_pickle('statistics/devalois-distort.pd'))\n",
    "]\n",
    "\n",
    "fig, axs = plt.subplots(len(params), 3, subplot_kw=dict(polar=True), gridspec_kw={'hspace': 0.1, 'wspace': 0.1})\n",
    "fig.set_size_inches(9, 2.5 * len(params))\n",
    "\n",
    "for i, layer in enumerate(layers):\n",
    "    for j, param in enumerate(params):\n",
    "        label, n_bn, d_vvs, frame = param\n",
    "        try:\n",
    "            ax = axs[j, i]\n",
    "        except IndexError:\n",
    "            ax = axs[i]\n",
    "        plot(ax, frame, layer, n_bn, d_vvs, label, j==0)\n",
    "\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "fig.legend(handles, labels, bbox_to_anchor=(0.44, 0.1), loc='upper center', ncol=2, frameon=False)            \n",
    "\n",
    "plt.savefig('figures/excitatory_colours_lab.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}