Skip to content

Instantly share code, notes, and snippets.

@cpcloud
Created August 14, 2013 06:19
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save cpcloud/6228465 to your computer and use it in GitHub Desktop.
Save cpcloud/6228465 to your computer and use it in GitHub Desktop.
{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"from matplotlib.collections import EllipseCollection\n",
"\n",
"x = np.arange(10)\n",
"y = np.arange(15)\n",
"X, Y = np.meshgrid(x, y)\n",
"\n",
"XY = np.hstack((X.ravel()[:,np.newaxis], Y.ravel()[:,np.newaxis]))\n",
"\n",
"ww = X/10.0\n",
"hh = Y/15.0\n",
"aa = X*9\n",
"\n",
"\n",
"fig, ax = plt.subplots()\n",
"\n",
"ec = EllipseCollection(\n",
" ww,\n",
" hh,\n",
" aa,\n",
" units='x',\n",
" offsets=XY,\n",
" transOffset=ax.transData)\n",
"ec.set_array((X+Y).ravel())\n",
"ax.add_collection(ec)\n",
"ax.autoscale_view()\n",
"ax.set_xlabel('X')\n",
"ax.set_ylabel('y')\n",
"cbar = plt.colorbar(ec)\n",
"# cbar.set_label('X+Y')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEYCAYAAACQgLsAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXdcU+f3x983ZLEREBBliBO3guJEcdVZZ121jtZWrXWv\nqlVrbW0dVWtb9/i2arWtu8Vq3VtU3BsHLkSGCAgJBJLfH3EhCSQhOPq779crL829zz333pA85z7P\nc87nCDqdToeIiIiIiIgVkbzuCxARERER+e8hOhcREREREasjOhcREREREasjOhcREREREasjOhcR\nEREREasjOhcREREREasjOhcREREREasjOhcREREREatTqM4lNjaWfv36UatWrRzbr1y5wvjx45kx\nYwZt27bl+PHjhXkZIiIiIiKvGKEwM/TXr1+PQqFgypQpzxxIdnY2YWFh7Nq1C5lMxoMHD7CxscHd\n3b2wLkNERERE5BUjLUzjnTp1Yu/evTm2HT9+HJ1Ox8KFC1GpVDg5OTFgwIDCvAwRERERkVdMoToX\nQ9y6dYsTJ06wbt06PD096dOnDwqFgr59++Zqq9FoyMrKetWXaHXkcjmZmZmv+zKswn/lXv4r9wH/\nnXv5r9wHgK2trdVsTREEk9tOfoOkIl+5c3FycsLX1xdPT08A6taty/79+w06l6ysLGJjY1/1JVod\nLy+v/8R9wH/nXv4r9wH/nXv5r9wHQMmSJa1m65V30lbilV93SEgIqampZGRkoFAouHXrFuXKlXvV\nlyEiIiLyViAr4PHXr19n4sSJ1KhRg7t37+Lm5sbEiRONbn+Z2rVrPxuJSaVSduzYYdJ5C9W57N+/\nn1WrVhEbG8u0adMYMWIErq6uzJ8/nyFDhuDj40NiYiKTJk0qzMsQEREReWspaCedlJRE9+7dadu2\nLQAVK1akdevWaLVag9tr1KiR4/iWLVsyefLkV37deRIaGkpoaGiu7e3bt6d9+/aFeWoRERGR/wQF\nHbkEBwfneK/VanFwcKBs2bIGt7/MuXPnmDFjBiqVipo1a9KqVSuTzvu2TueJiIiI/L/Amp30xo0b\nadGiRS7HYmw7wNixY6lZsyZarZbQ0FAcHR1p0KBBvucSM/RFRERE3mBkZrzyYs+ePezbt485c+aY\ntP0pNWvWBEAikdCgQQP27Nlj0nWLzkVERETkDUZqxssY4eHh/Pvvv8ydO5eYmBiOHj2a5/bo6GhA\nr6ayfPnyZ3aioqIoXbq0ydctIiIiIvKGUtA1l8jISLp160bNmjUJCwsjLS2Nzz77DLlcbnB7rVq1\nCAsLY9++fTg5OREeHk5MTAwpKSn4+vrSo0cPk84rOhcRERGRN5iCdtJBQUGkpqYa3Gds+82bN5/9\nf/369RadV3QuIiIiIm8wdq/7AixEdC4iIiIibzBvayf9tl63iIiIyP8LCrrm8roQo8VeAfPmzSs0\n2wkJCUbnTUVERN5+rBEt9joQnUshExMTw+eff15o9sPCQunf/4NCsb1r5w7atW3Mli2bC8V+SkoK\np0+f5vHjx4ViX+T/NxqNhn/++YfxY8bQvGFDqlWqRIVy5ahYvjzNQkMZ/tln7Ny5841XYrZWnsur\n5k1zdv85CrEWG1qtlrQ0NZcuXeLGjRsEBARY1f4vK36ibc1ovvtmHDqdjnbtrCfZk5CQwLutm+Hh\nkM29h1r69f+Ufh/3x8bGxmrniIyMZPfOf0EQqFCxMg0aNMDJyclq9l8kIyMDAIVCUSj2XyU6nY7k\n5GQSEhLw9PTE0dHRqvYzMjLYv38/x48c4cyxYyQ8fIhGo8Hezg4fHx/KVqlCw7AwgoKCkEjMf/7N\nzMxkxbJlLFu8mCJZWZRKSyMMcEHfAWuBh3fvcvfuXabv389onY5BgwfTu29fZLI3rYt+ezvpQq1E\nWVBUKtVbL8F97949GjRowI0bN6xuOy0tjZCQ6nzYV0Am/5TBg4da1X6dkKocW5JKajqEfqpk8187\nCAoKssrfZOHChTw8NoclvTVcvg8DVtliW7wWc+YttEoHvTU8nG8mjuaTSvqn0mMJthyL0fHxgEH0\n/agfPj4+Bb6P48eP8/Os7zh1/iLqTA0yGwmBAf40atmGdh06UqJEiQLfh06n48SJE2z58w+uX7rI\ng/h4bJUKinkVI6BCRdp1fo/GjRsX+F7S09MJDw9n86pVnL1yBQngJpMRm5GBq4MDZUuVomy1atRr\n2JB69eohmFFj5CmZmZksXbSI5UuW4ANUSUujjE6HK/oOVA3EANE2NpxQKkmXyRgwdCjdundHLpeb\ndI7r168zsF8/ZHFxNFSp8DLhmHhgp60tma6uLFi2zKAEirlYU3L/pBmfdY03qDsXnUshU5jOJSsr\ni/Lly7Flk44vvyrLH39ss6r9oOoVufq7CncXmLLMhuN3Q/lzfbhV/iafjxpMU6dwPm6of5+hga6L\nlWS6hjDv56UFHsE0rh/Cr43iaeDzfNvlRBi235Z7ePHLmnUUKVLEYvu7d+9m/PDPmFFazbue4CID\nVTYcSYL1CQr+iIGmzd/h80lTcHZ2tugcCQkJjPx0AHFXL/OhQkWwXEdxKaRr4W4WHMuy4X/pcooW\nL06H9z/g3XbtLBqZ7dixg4mjR1M1K4su6enUBp5+MlrgNnAFuCwIbLG1BVdXBowcSdu2bU0eWURF\nRTHkk09wjoujj0qFKW43ClhrZ0eMnR2zf/75mQyJMS5fvsz7XbpQPy2NGjod5rg/HXBGENhrZ8fC\nZcuoVauWGUfnxprO5awZzqXKG9Sdi2subzFSqRSlUkrlSnDx4k1UKpVV7bsWcSQuSf//0e9ncyry\nCMePH7eK7cwMNYoXxvsKGfz+iZqMmGPM+HZqgWyrVCpi4x9S76UerLwb/NNexeCAaFo1a8T58+ct\nsq/Vapk2aQKrK6np7QNF5CAIYCeFJkVhfmAGN0IzcDu/jRZhoYSHh5s9Pfr48WO6d2hH/VtnOe+R\nzhgXHY3toJwcqiuhrQNMdckmupiK7x5f4+yP39G4Xh1+W7XKrHMtW7SIr4cNY0FKCivS02nJc8cC\n+g7CH3gHGKrTsTM9nUl37/LLhAl0atmSc+fO5XuOqKgoenTuTNPbt5lgomMBKANMTE/no4QEBvbu\nzdJFi4y2vX37Nj27daPp48cEmelYAASgmk7Hu2lpfNK3LxcvXjTTQuHxtq65iM7lLadIEXvUaqhU\nUcnp06etart48WLcuq//v50SPv8ggx9mT7OK7WI+pbiZkLMLUMjgj/4q/t78B0eOHLHYdlxcHEWd\n5EgM9DCCAJ9U1bGwYSofftCNkydPmm0/Ojqa7PRUmrgbb+Mkg58DM9lYKZX5X45h4Ie9zQpcWPTT\nj9TNeMg0lyykefSUNgI0t4c/i6jY76Zi0+xv6dPlPRISEvI9x44dO/jfvHmsV6kIMfG6BKAhsCU9\nnd5RUXzYrRuHDh0y2j4lJYVeXbvS+/Fj3rGg0wcIBmaq1ayeN48lCxfm2q/T6Rg1dCjBjx9T0QL7\nLxIANFOpGPDRR6SnpxfQmnUQo8VEXguurs4kJEKDBukcO3bUqrZLBgRyIfr5+z6tdOzZu5eYmJgC\n2y5XvgKnY3LnHrs5wLJeaj4fNZiUlBSLbHt5eRGfkklGlvE27cvCyubpDPiwl9mjscTERLztbDBl\ntqKOK5yuo8Ln7nF6de1MUlJSvsfodDq2rF/HKLsMs66rogKOuKuod/scHVu2yHNUkZWVxdfjxzNX\npcLbrLPokQBdgMUqFcM+/ph9+/YZbPf9d99RXaWiUQGna4oCk1Qqls2bx7ZtOad/N23aRFxUFLW1\n2gKd4ymVAdfkZFYsW2YVewXFzozXm4ToXN5yXF2LEBcHtUOyOXv2sFVtV6sRwuHz9s/eO9pDzxY6\n1vz2S4FtV61alSNR2WQb6A9aVoGWgWl8PWWCRbYVCgUlfYpx6kHe7VoEwG8t0hnc/yOzHKZarUZq\nxi9HLoElFTJoqr1Jr66d8nWaqampJKWmUtm0NewcSAX41kXDHNlDPu75Pnfu3DHYLiIigiIZGdQx\n/xQ5CAGWq9WMHjiQXbt25dgXHx/Ppg0b6JlhnpM0RlFgtFrNxDFjePTo0bPtS+fPp0F6ulU7s/pq\nNcuWLHkjRi/iyEXktVCiRClu3oRKFeHqletWtR0UFMThs9m8+ND5WadM/vj9t2eht5bi5+eHe1EP\nDlw1vP/79zI4cmAXp06dssh+vYaN2Rad/9e7WUkYUV3F4P4fotFoTLJduXJlTseryTLjQVkQYEZZ\nDY2FGD7+oAdqtdpo2/T0dOylUpNGRsbo7AgT7NIZ0OsD0tLScu0/ffIktfO4BnMIAn5Rqxk9eHCO\nYI/t27dT08YGawZ/lwNqajQsWbAA0K/nxN67RykrngPAA/DS6di7d6+VLZuPTGr6602iUJ1LbGws\n/fr1Mxh5oVKpqFKlCqNHjy7MS/jP4+9fnqhrMvz84FFymsVTSYYoXrw4gkTOzRce6sv6Qjk/gQMH\nDhTYftsO3VgVYTjs2EEJX7ZVM+vbLy3KFWr9bgeWX1SQmZ1/2zE1s/HQ3GHBT6YpKbi4uBDgV4K9\nieZdkyDA3PKZlEi+wbzZs4y2c3d3J0WTRVoBZ3kGO2qpnfaAMUM+y/UZxsfEUDwrj3lDM6kK9MzO\nZtbXXz/bdiYigkArB5kAtMnIYP0ff5CdnU1ERASlKJyOzDctjUNvgHORSk1/vUkUqnM5dOgQ7du3\nN9g5fPHFF9SoUaMwT///An9/f65dUyCRQPnySqKioqxmWxAEagYHsfelNe8eTR4TvuWPAttv0/Zd\nNkTqyDAyYOhTDxJirlu0uF+1alX8S5fnVxMCwgQBljdVsfqXZVy6dMkk+23f68GKWKXZ1yURYEF5\nNevW/GY0IkkqlVLOz5eIAg4sBAEWOGfw8NQxVq9cmWOf0t4e64xbnvOZRsPeXbu4desWAAkPHuBq\n5XMA+AIOWVmcPn2aqMuXcbPSCOxlfIDTkZGFYtscZDamv94kCtW5dOrUCQcHh1zbV61aRf369a0a\nC/7/FX9/f67f0DvvihWyuHLlilXtN2rShk0H7XNs6xgGe/cfLPDUmLe3N+XLlWWTkYAtqQ1MaJnO\ngnkzLbL/6fAxfBtpa9L0lbcjTKiVwQ8zTYuG69ipEzsfSjmW//p8LjyV8F2ZDCaMHEqWkdFDq85d\nWJphvvN6GYUEfnRUsfjHH3JM+5UqV44LdtZdAnYA2uh0bH+y4K7JyrIoOswUArRarl+/zqPERGwL\n6Ry2wGMDU4qvmrd15PLKL+fixYtcunSJb775hjNnzuTZViaT4eVlSo7tm8vTH3Rh3YerqysxMRmo\n1VCunIoHcfeseq6uXbsyZfI40lRg/+RX7OkKFQNkXL16lWbNmhXI/sjPv+Sr0b3pUivN4BpDj9ow\nYfNVHj58SIUKFcyy3a5dO36aXZbVF87Qu3L+7T+pouO75SeJj4+ncuW8D/Dy8uLb7+fy8bihnAhJ\nQ2bmY9qHPjpWn7zP31s2M+DTQbn2Dx46lIo/ziPaAfwLmMBQUwkB6RpOnDhBhw4dAP1nM2PyZDRY\nNz+iQWYmv+/dy6TJkylfsSKxVg6Pf4qbSkVycjLuHh7kE7dhMVIgU6N57X3Qm7aWYiqv/LI3bdqE\nUqlk+vTpHDp0iMzMTObNm8eQIUNytdVoNG99hv79+/pEkcK6jytXruDt7cKVqwmULgV79kZa9VxZ\nWVlUq1qR8EOn6NL0+fbWdR6zaeMf+XbC+VG9enW0cnc2n0qjvYFZUpkUutXKYsWyxYwcbb4A6IjP\nJzHww/dpEaDG0z7vtrYyGF49g6mTxjFvwdJ8bTcKC+PXUoHMunmKcaVMWNx5AUGAL/3T+WTeHNp1\n6GhQTqVvv3588MsSdrmrkBdwCPC+zWPWrfyFOnX08WFyuZwyZcqw8dw5uhTMdA780Sc0xsbGEhAY\nyA5bW9oUwrpLxpPHdHtHRx5LJGClMOQXeQy4ODtb9Huy6qzMGzbdZSqvPFps/PjxTJw4kbFjx1Kv\nXj1q1apl0LH8VzAlma0gDBsxgLi4BC5cgFIBEB19y2q2T5w4QaVKgdy+F8vqHTmnUEKr6Th5wnjy\nnCkkJSWxaNFCatZtzLhNtgbDkgF6hmj4a9M6ixb2q1evTqeu7/PRTltMOfzTalqOHj70bN0gLwRB\n4Kvp3zPrlpzjFkyP1XcFVUoSV68aDpkbOHgIykrVGZpccK21IAVceWmNZ+SkScxUKrFmsK0c/dM+\nQMuWLYnMzraq/ackKhR4eHgQXKsWMVae3ntKLFDezNFyoVDAWOTr16/To0cPZs2axbBhw5g69bkC\nxs6dOxk0aBBTpkzhq6++Mni8KW0MUajOZf/+/axatYrY2FimTZuWI/xyw4YNHDhwgIiICNauXVuY\nl/GfJunhI5T2Ms6ekxAQAHfuJJCdbd5TtDF27tzG6FFa3nknnh0RKu7FPd8XXB6uXb9ncR6ATqfj\n/W7tib3wA/cur+V+oprFew0/nlf1ATtphtlhySdOnKB75zasWbOaI3c0zIjI//HfQQ7vlhHYvXu3\nSecoVqwYPfp8RIvjUi6aWVZHIkAzNy1HjxpOfpVIJHz/8wJ2KdxYmFKwn6qnDSQmJ+fYFhQURM3Q\nUMYoFFgrbiwK8PfzA6BIkSI0DA1lixWVrgE0wLmsLIKDgwkKCuJeZiaFsTJyxd6eZq1aFYJlMymg\nc0lKSqJ79+6MGjWKuXPnsnbtWk6dOkV6ejoDBw5k7ty5TJ48mbNnz+b63pvSxhiF6lxCQ0NZunQp\nd+7cYfz48SiVzxcoO3bsyK5du9i/fz/dunUrzMv4T6NWZxLWXsnxEwJ2duDiLCMuLi7/A00gKuo0\n1avpmPt9Fr4+Aj+vf945KxVQqYwy33UzY8TExJCYGMf/vshk+xwVyyfpGPOHjhsGLl0QoHN1lV4+\n30Tu3btH/369GVbrIpemqvmlXxbfHdPx97X8j21eQk3Evh35tjt//jzNGtUjMnwFtby1hB2GM8n5\nHpaDanYZRF04a3S/ra0toU2bMTJeyzIzbb/IQy04GXjC/3bOHBIqVeIzuRzTsnzyZp9cTlCDBs/e\nj500iXCZjNtWsP2U/UDp0qUpXrw49vb2tG3ThmNWXs1+CDzQ6WjSpIlV7VpEAZ1LcHAwbdu2ffZe\nq9Vib2/PkSNH8PPze1ZmoF69eoSHh+c41pQ2xhCTKN9ylEoZrbo5cPJkNtnZ4OYmzZG9XBCkNvpv\nqyDAzz9rmb9eR8YLdZXqVFRZrGd27tw5alWSPVvE79gIRr4P783H4PRYSEkt509HmGx/w4b1vB+i\noVsIeDlDm2qwfRR8tB3+vJz3sTU84VI+UXcpKSn06/0+M2rGc7hLGv+8p+Wnd6B5BGwzw7enaMDJ\n1bBImVqt5sMeXYn+9w9WB8GMxzAwXq+KbC7/qARq1qmba7utrS0t2rdjf5aGAUBBymZFA39JJLz3\nwsNiiRIlmPDll3ylUPCwALaf8hhYqVQy4YV8mkFDh3JSKsVaGV469BL8H/br92bU51GY8cqHjRs3\n0qJFC8qWLUtcXFyOWj1OTk65HkxNaWMM0bm85Tg6O1CkqBSlUuDceXB1FUzSrzIFZxd34uP1/69f\nD4oVgzUvPNCXLZHFnVuWhT7LZDKys3NOU03qBwoHmL41d/vKJSDq+k2T7V+7dJoQ/5yTPbUCYPto\nGLIbVl0wfmxRO3iYnLfI5NrfVtPcV0OX8s+3vRcIa9vDwAvwwSlIMCFS+2qmAg+vYgb3fTf1S4rF\nX2J7kIr2xeBYQ3hkC9Xuwj4zZiPjsuCHdAXvfdAr1769e/fy47fTOFRCh9IOugmQx0djlIdAb1tb\nRowZg4eHR459DRo2RK3T8QX6ei2Woga+USho17kzVatWfbbdx8eHPh99xFrAGhPCZ4BEpZIBn35q\nBWtWwEr6L3v27GHfvn3MmTMHAE9Pzxwl0pOTk/H09MxxjCltjCE6l7ccF2cnkh9m4+Un5+BBcHXT\nWW3k4u0dwK3bzx3AtG9h7E88G734esGD+4a1q/K37U10TM5HcIkE1nwNs/8lV+5L8SIQl5hq8npS\nevpjHA2kiVTzhZ1jYewBmHIINAbM3UqBEl55SB4DF8+c4B2f3Ml7YX5wvh94eEKlffDrHYzm2VxL\ng033oXXr1rn2JSUlsXHjJhYGqrF58idwlsGamjC9CvROhOp34adHkJTHR3JKDQ0SbOnSu2+ODhn0\n8+njRwzjT1c1lRSw3hv6usMHEhgmgCnppDpgL9BcoaB179707NMnV5vpX35Jz+xsBgLjnrQ3d/AV\nC0wE7up0DB01Kvd1ZGejEQTWQ4Gm964AO9Gvd0nflMQRGzNeRggPD+fff/9l7ty5xMTEcPToUerU\nqcOtW7eelXk+fPjws+9idHQ0ALVr1zbaJj9E5/KW4+LiwqNELTXDlIRvleDslG21mvSBgRWJPPk8\nfrdVS3AuIjBjtb63c3OGJAsdWUBAANExalQv9c9+xWD7j9B7KWx+wcEkPgZnR1uTi4j5BZTnqpEE\niIrF4ehEOJoENX6BndE59/96SUpQzdp52r9/7y6+RkSz7OXwfRP4uwssjoUSO2Hwedh4X78msyse\nvrsmoV6Eks+/mEjRokVz2di/fz+NvWS4GhCv7FAMbjSDGVXhoBT8b0HnBzA5ERYnw7Jk+CIRgu5A\nsyR7+k+eytBRuWWWNm3aRG2phgZP8pdsBBjgAlf8oVoRvZNpL4EvgF+BCCABuAUcARYCLQUYIwGV\nRKBNx465znH58mWO7NvH0OxsegOrgB3ASOAQ+TuCFOAPYAzwHtBEEFj888852mg0GlavXMlknQ63\nJ+cwd+yue3J/4cAUwEGtfiN0xYACj1wiIyPp1q0bERERhIWF0b59e65evYqtrS0LFixgyJAhTJw4\nkapVqxIWFoZWqyUsLIzbt29jZ2dnsI2ply3yFlPMy5f7t6No3cOB3guS6dBOa7IAY37UqFGDceMy\n0Wr1owqAOXN0dOkKLWtDXBIWV3NUKBRUr1qe7REXaN8w576g8rB5FrQZAf3DpIxtmcXWs1C+rOny\nhFWqBbN79UZGG4kj8nGDrSNh3QnotQqysgVq+dqTqIK4LHtWzxmTp31nlyIk5DM1FVwMDvaCqw9h\n/RVYfAvOxgNSJfUbN2XZ9P5UrGi4AklSUhIlZMb/jhIBmnnoXw8z4a8HcCMNjqVDtg78XKBUugSp\nW0navvuuQRtHdv5LN5vcOSguNjDBDUYVgYNqOJ8B5zJgUwZc1YCTACWkUEUJcx0hzBZ+Ssngq8/H\n8Ou6DTlsbfrzT7poNDx9RKkKbAW2AUuAn4EqQHHAC/3Trgb9SOUacANoCWxBX2vlXkYGzVauZPCI\nEc/WQw4cOEAx9LIwI4ENwFL0dWBqolcOMIYOfYTbIfRh1DOBYkBYWhr/bN5M48aN8zj6FVHAXjoo\nKCjH1NaLNG3alKZNm+bYJpFIuHnzZp5tTEF0Lm85/n5luRm1mx6fKZDLBdb8nsHPodZRdCpatCiO\njg5ERT2kXDn9tqZNwddPwTvDtFQrk0Xp6lUstt+qbTfW7JpG+4a5O7hGQfDlJ/DDnw4s3JuGg70t\ni5eZXqGyTp06fDkxixQVOBnRBxEEeK8mdKwBYd/LoWR9Pu3Wg+Dg4ByRjYaoFFSbQ0dP0rFc/kG8\nZV1hXB39S6uDNpsE/ALKGHUsoJ+ychRMCxB2lUNvn9zbs3VaWp68zsxvv2HcxMm59l+8eJGgPLRT\nFBJoYqd/5cdAJx3zoq5w5MiRZ4maAEf37uXLl6YyBfQOoyX6+vVH0DuRm+g7ezlQCugM1CCncygO\nVJBKOXjw4LNIrgN79lDziUyL5MlxDYHVwPwnx/gC7ujXvLPQBwbEPDmnE9AJaMDzmaUKwA/HjuV/\n468CMYlSxBByuQVFOczA39+f21cFJBIBd28HJBKBsmXLWs1+jRo1OPySbuSnAzMoX6ESfpV68NFH\nAyy23aJFC7YdySbNSAL3sK5gp8xk0ZLlHDl2iipVTHdkRYsWpWFoAxbuzf8rbmMDaz/O4NjhvXh4\neOTrWACaNG3GxutykxIzX0QiwPzGKpYtWWC01groFakvZhRMNctGgDWVVWxZ9zuXL+cOkdNqtSis\nJP4lE2C0rYrfli7Osf1+fDy+eRxXFHgXGAb8AMwDZgFDgVAMjzoaP37M4RemrKIuXMDPgN1hwC9A\nB8Ae/UgoEv1a0iP0pQImAnOBRuTsw/2A6AcPrJYzViCstKD/qhGdSyFj6bSRqfj5+XH7uj4sqVod\nBV99NZVSpaxX3aJhw1b8vTWnbkr7dnD+wkXGjP0iV2SQObi5uVG9aiU2GS5iiFQK4z5IZ+HPswzK\no+THJ58OZ85OOWoTZgm9i8DwZpksmj/HJNsVKlRA7ujKFhPyZl7G3xlGBmmYMmGMUdWB+vXrs++B\nhvQCZje6yWFgCQ2rlueWs3FycCDOeqr7tLGHo8eO57inZJUKZ+udAtCPQu4/WXAGfWVQFyNtFUB9\noB8wGfgW/ZrKKKA1+qk2Q98sG0BmY/NsIfu1IjoXkdeBj48PsffSyVBr8S+vJfqWBb1dHoSFhbF/\nv4YXxWE9PCAwUEZEhOl5J8bo1XcQ01fbGR0BvP8OREVdeRa9Yg6BgYFUqFiF/5moUvNpIy379u7N\nc0TxFEEQmDj1OwbvVZJmQf8zKjib21fPceLECYP73dzcCK5RnbUFryjNhyWy2bZtW66n8CrBwRyx\nolp9cSnI0Oao6unm4ICZZW/yxQlIeUFtQC6XW01h4EVsBMGoavUrRXQuIq8DuVyOr58nNy5p8C0j\n46aFeSfGcHZ2pkaNSmz9J+f2lu+kcejQngLbb9SoETqZh9HRi0wKncO0hP+9xSL7Q0aOZ/IWJbEm\nZLc728HHodksW/xz/o2BunXrElSnIVOOmq8rLLeBPoFqtm7ZYLRNn4GfMTXalqQCPjz72IKnrcD5\n8zmL2zRs3oK12fZmT+3lhf1LT/s+3t5Yr8KQngTA/YVcCwd7e6vLv6SiX9g2VDLklWOFUOTXgehc\nCpmC1jyX57kQAAAgAElEQVTJj8jISBwcHYk6l4lvaRm3rChcCXqZlpo1G7Pm95yrurVDdJw6dbjA\n9gVBYPjIiYxfZIexh8RuTTPZ+vc6i+xXqVKF97p9QL9fTROuHNY0iw0bN5k8HTJ+8lSWX5Bx9J75\n1/ZuKS0H9hrXaapXrx5hrdvzwQVbtAV0AB4KSa4Q9UaNGvHQ1pEdVlKW1OkgWZOVY80qrG1b/rVy\nlnuUjQ2+Zco8e1+5Zk2uSazblV0HypYsadF0rNURRy4ihrBWQqMx5i+ey6kTl7l6NgufUjLu3I5D\nayX58ZiYGN5p0YTFS37k4EENLwoFBwfDxYs3C+Q8U1JSmDhxNAsXzkArceGn9Ya/jvWqQPKjBK5d\nM3/KT6PRUKdeQ26mFmXGtvwf7bycoZSXnHPnzplk393dnemz59HuLyUXzBTAruAGDxKS8ixNPXbi\nZOJcSvL19YL1HKlZ5HoKl0qlDBv/BSMe25FshXXrGxqQyhU56p+0bNWKcPQjAWugA7YplYS+ECIc\nHBLCeSsrIx9SKGj2gh7Xa8WK8i+vEtG5vOXExNwjsJ4Lpw5lYGsnQamUkpxcAIXDF4iIiKD+O06s\nOe6BjVTHT/Ofd84ODlAqQGm0VK8pzJ49DU3mFsaNvUKpsolMWKDlwo3c7SQSCAsWzFZFvnnzJq3e\naciMqf3RaRP4anM2awwLEOeglp/G5PtKSUnh9MkT2Mjk1F8Fp82oXCUR9J2lJI+nbrlczrzFy/jp\nrpJFFg5KM7UQnZJpULajZcuWBLVqS4uHtqQW8JlkRboNTZo2zfG07+vrS+OmTflBZp2SZP8CQpEi\nBAUFPdvWoEED7gKWaUXkJh04rNPR7klhtdeOOHIReR1kZ2tpMdCHS6fSyczQ4ewqt5pzuXHjOqUq\nZ+FXRs7ExW4sX5HNizMrlStrLRpNPOXAgT2MGqmhVUvYuC6Dvh9Ch7HkEMd8SpWSKq5ePp97Rx6M\nHjGAoZ0ecOaXNC6uTufwUhi6Fhbkoxhe0jWDu3ei87WfkJBAp/YtST67gr8HpTC/DzT/Uy+MacoU\nXIIK5DJZnvP62dnZrFi6CHSZfBUF/c9idgTZ+hgoU7qUwYqKgiAw+Ztp2FeuQaO78NhCB3M+A+Y/\nlvHJkKG59o2ZPJmNtrbkrzOdN4+BKba2fDFtWg4HplAoeL9PHzZYafrtd6mUps2aUayYYc23V47o\nXEReB0pbJcVK22LrYMP542qcXKw3clEolGgy9D/i5p0c8CohY/6C5z9qHx8V9+9bFs6UkZHBnTuJ\nVHohj3DWDPDygUGzcnfOPp4Q/8D0Z9OUlBSuRkXzSbvnhqqWgcNLYca/enFMYw7gbrIcT6/i+Z5j\n5rdf0bZ8PL9+lEENf+heGzYPgynHoNV6uJ6PBsmqiwJ1Qmrm2Wb6N19xcffvXOyTyaVPIE0JVfbD\n9jhMWoc5lwLDrioZ+cWXRttERERw5uQJSjhDWAxEmhlBdjUTWiUqmfT1N/j45M7mdHd3Z/J33zEI\nfSa8JWQAPQWBui1aUL9+/Vz7P/r4Y84plURaaP8pV4B/srP5fNKkAlqyIuKCvsjrwNHRkbRHWbj5\n2HF0pxpHFxurORc3NzcePnj+jf1yWVGmz9Rx/0nVV9ciOpKTLau0KZfLEQR4cclGEOCPP2DXaRj9\nY87OPzUd5ErTkwpPnTpFUAUlipdyWEv7wIEl8FsktJgN119SD8/Wwp4rUirkU4FQrVbz99ZtTG6b\ncxhRpzSc+grCakDIKvh8H5yLz3kvWh2svQTTjtsyZNQ4o+e4ePEif2/6k81tVbjbgZMCVrWD2c1h\ndBQE7IYJl+CygQWN2+nw1VUJYSdsmfD1dwQHBxs8R3JyMsM+7c+aKhlsDIEBZaHNA+j5AE7ns5yW\npoUfHuk1zHp+NiTPaaQ/fllBT2eBwRJYBGaFDt8FugsQbyPgWtSwoKijoyOlS5dmNlgcnRaDPg/G\nWS7n9m1rVqApIG/pyOUNuxwRc3FycibtUQI1Wrqxc8N9vH0crZb45ePjw4atz+dJqtezxaeMLZ8O\n0rD+zyzS0wXk8vyz2Q0hCAK+Pu5ER8cRGPh8e5EisH8f1KwpEJMgMOMzLSU8YP8ZW6obeGI1hlwu\nN/pkX8IDjv8C36+G4K+gSaD+5eYAa04ocS9enpCQkDzt37x5Ez9PBS52ubtJmRTGtIKuteCHf6HN\nRtBkQXlXSFIL3Fcr8CrmzaIVMyn3VFfHAH/89isDKmtwfcmnvltG/zoTB7+eg7AIkAvgpdT/m5IF\n0WkgV8hZvnotlStXNnqO/y1bSmvXTJo+0c78yA86e8PCaGhzHVwkECiHslIoJwNnCVzXwBkNhKdB\nA1fo7W/D5j9/p1efvgbrnxw6dIi7F8+z3VPHuCLQ9z6syYThOmiB8XXoh8BKYLkAo4tAN0ct1Vau\n5MNP+uPqmlPiKD4+nvPnzjEdmIA+w7+G0bvOzXlgNnrV5mSNhrUrVuRY13mtvKW99Ft62SJPKerq\nSdL9ezTqWYzwebe4e+MhA3tbJye6SpUqXDqTSlaWM1Kpfjps0kJXBrwTS6++Cu7dk9C9e9V8rBin\nfGAgx47ndC6gT9I8eFBHrRAJ4UfklPOTcS9BxqdfNDLZtq+vL1eiNeh0YCiaVC6DcX1gQEfoM1Xg\n6+0OVKpYkRqNQ/mgV+98Q1Dj4uIo5pz3wN/PHWb3gO+7w61EOH0bfj1ig07ty58b/s5X0v3imZN8\nXM14GFdVD7368vQwiE6G+HTQaMFepo9EG7xXx/LFPzN73gKj9xO+cR1rS+UcojjLYGwZGFEKzqZA\nVBpcSYXtqfBIA6UdoJ4TTPEAfzvQ6bJ551Q8mzdtokvXrrnO8ccvKxhuq0IugL8MdvvAtnSYkQjj\nM6GWAP5a8ERfsyUJOCmBKC10doBDblDuyQi0pb3A1q1b6dmzZ877+PtvmkkkvIteQ2wYEAh0Q2/X\nGPfRC11GAnOAMOCWVsvSQ5ZO4BUCb2kvXajTYrGxsfTr149atWo923b9+nV69OjBrFmzGDZsGFOn\nmi5G+DaSVySQNfD3LcWDaxqKl7cnO1sgPS0bf39/q9h2cnLCy8uN6xeej4SqhCgpFehEbGxFnJxq\nEBoaarH9Zs06sHGTvcF9Pj4wbVo2ZcqWYtCon/ln+z6zFli9vb1BkHH9bt7tijjBphk6qpbJIrBy\nDT7pPwBb2/yn3/z8/IiKNW1yRxDA3x3a14B1A7Nw1t5l7do1+R6XkPQITxMibKUSKF0E6hSHUB8I\n8gJbGcxrlMG1kwf48/ffDdtPSCD+YRLVjTyLyCQQ5ALdisPk8rC6JoTXhR+qwCf+esfy9P4m+Kaz\n9OcfcsnZaLVa9h08RMcX/syCAC3tYY8vXPWHgZ5Qzh0eO4OiCAS6w1xviC8FK4o9dywAbWxUHNyW\nu5rcgX/+4R21frGoLrAHKAeMRq8f9idwGDgOHADWPtk+9km7PegdC+jlZVQqFQkJlk35Wh1xzSU3\nhw4don379jm+cElJSXTv3p1Ro0Yxd+5c1q5dy8mTJ/Ow8nZjqFaHNfH39+dBlAaJRMC/ghtLliyx\n6jmrVavB6Zc0Qtr0ssHF1ZUFC1bi5GSkqIkJhIWFceiwBmNLRB/0hJSUW0il0hylVk1BEATatH2X\nhZvyD4EVBFj6uYpVK5fnkBrPC19fX9QaCdFm9j8SCfzYLZ15s2fkWzG0oNIjdjL4XzMVP82daTD3\nKTU1FXdbGRIr5AmGukFGajJXr17NsT0xMVE/ZWfk6dtDCh0cYGQRmOMBX7vr/x9qC0oDvVOI0nAJ\n6qvXrvHiKpk9MB79iGQwYAecAPajr7TpiF6ePwJ9rZgXFQAFwFeh4N49CzJjC4O3dM2lUJ1Lp06d\ncoVZBgcH0/aF5CStVvtmSCy8pfj7+xNzTR8f7FfVngcPzEi0MIEG9ZpyMDzntqad7Nm392CB1Qcc\nHR2pXTuILX8Z3i+VwpjR6SxcOMsi+3369mf53xJSTNAG8S4K/dtpWLF8gUm2JRIJjRo1ZO0x839C\nVXyga00Ns2dNy7Nd1apVOVJAbbHgYuAqzzSoAycIAtZSfhEEaOquy6WVFhsbi7fSOjkuAEVt4GFq\n7mJ4D1JSMDSuVaBf15kI/A+9DP/iJ+8bA4bHzSCj4M7darylzuW1Xs7GjRtp0aKFUYl4mUxmMDb/\nbeJp4a7Cug9XV1cSYh6TocrGu7yUuJj7Vj1Xly5dmDR5HOlpjtjZ6ztSNw8pZSrZc+XKFZo3b14g\n+59+OoaJE3vyfo80DM0gdn0PPh93maysLEqUKGGWbS8vL5o0acKSzdsY2SP/BI7B72UT2P1vpn07\nG3f3vMscA0yY/A3NwnbTt54aTzOXuaa8m4n/2L+YO28h9vaGu7h3O/dg/Q+R9KpUsMqibf3UnD19\nkg4vRXPpdDoeqbPI1vGslHJBsLUBe3v7HN+/hw8fkmlQd9gytOid4svfcYkVHSWAVhAoWrTom9H/\nvGGZ96by2pzLnj172LdvH3PnzjXaRqPREBsb+wqvyvrExeljXQvzPnz8i3HvchrFSttxbPcZq5+r\nelBl9v19m5Zdn48wazeDbdu3mlVjxRBVqlRBEDz46++btDNQMFEu15dXXrnyV/r2/dBs+30/GkSf\nD3bTo7maYvn4Cy836NhIx9w5s/hs8LB8bTs7O9OhYxfGbfyd5X3MG8W5OUCNknI251HtsG7duowZ\nkcXVh/qCY5ZSo2g2C48ezPW9EASBYp4eHHp4h1A3y+0/Q6fl0aNHOc6j0+m4n55hNLDCXG5nQXF3\nt1z3opBKUWdnY1nsYk50QLRaja2trcW/pZIlS1rhSp5ghV46NjaWL774grNnz3LsSRG06OhomjRp\ngq+vvuJOSkoKVapUYcWKFTmOrV279rN1SKlUyo4dpqXDvpY8l/DwcP7991/mzp1LTEwMR4+aoMkh\nYpRy5cpz69xjipW2s7pwJUDbVl346385pwgqh8g5fbbgfzdBEBg+fCITJxsXruzUUc327ZYJVwYG\nBtK1e28++tYWUyTXPmiRwf49uReMjfHZ0JFsvaBgvwVi1LX9VVy8YFx1wN7enhGjx9Blqy3qAszQ\npGaCo7PhoVXb97qxMMYaXTJEZchzBV24ubnh6uLMWSuVRYlQQ7nA3DlIAd7eXDXQ3hJuATK53KTR\n6yvBCtNihta/nZycWLJkCXv27GHPnj28++67fPzxx7mObdmy5bM2pjoWKGTnsn//flatWkVsbCzT\npk1DrVYTGRlJt27diIiIICwsjPbt2+daBPwvkZZmbTHwnBw9epRrV6OJPpOOZ4Atd2/FGi1AZQmX\nL1/m0aNHnD+u5uaV5z1E5VoKzp25YpVKfcHBwRQtWpY5cw2HuzQOg4sXr+cp8JgXnw0ezoM0X75b\nmX84Tc1AOH8p2uT7cnR0ZPqseXReqORcPpFpL1PcOZu42LwP6vlBb4pXqM2IfZZXNL33GNw8vA3u\n69bjfbbHC1yw7KN9xuMsiIjLzBEZ+pRGTZuxXmWdUKY12fY0fbddru2VgoIwT3nOOOESCc2aN38z\nFJHBKtFihta/XV1dn42aMzIyOHHiBHXr1s117Llz55gxYwZTpkxh61bTH7wK1bmEhoaydOlS7ty5\nw/jx41EqlQQFBZGamsru3bvZs2cPx44do1evXoV5Ga+Vl2XOrc2mvzdw5dJVLuxLxtZBig4darV1\nKkBlZ2fT44OubD26FImNlJVznmuzu7jZ4OahMDm6yhCZmZkMHzmIoODqXL95m5nfSzhuoHaWXA5l\nyigt0jFTqVT873/L8CsZwMzVNizcmHeHYW8Lzo5Ss8JQQ0NDGTJyPI1nyTgZbfq1XUuQ4Vsy75LU\ngiAwbeYctsY489NJy36u66PtqdugocF9Tk5OjJv0JS1PKbldAOn9n2/Z0KBeXYOVV3v06cuCx9IC\nKy/vS4drgoJmzZrl2te8bVs2Glm7ModsYJ1SSZvOnQtsy2q8ggX9NWvW0L17d4P7xo4dy5gxY5g4\ncSLTpk3jwIEDJtkU5V/ecm7fu03DkdW4eS4JVWoWjs5KUlOtI3B+4cIFXDwUTN5RhYZ9XNmyMomH\n8c97CG8/eYHWd/bt28eNu0c49NCXH/+2o2xVBV26ChgaoPiU0JkdCZecnEzXrm24eOFHwhr+w8CB\nmUxYpGPSYuO6YposUKmzkctNGymo1WpGjRjErBlf4+ttQ5NZsGivXkYmL7Ra2HNVTuDLGaQGcHR0\npO8ng/jioEDvcMyqfLnmEqQITgb1uJ7SqfN79Bo4lCYnFMRZEAB4LAlm3pIzYvxEg/tLlSrFO61a\nMyhZYXFhsjQtfJZqy6iJkw2qANSrV49HVtAW+xNw9vPLV6HhlfIKnMu6devoaiABFqBmTb3+nUQi\noUGDBuzZY1qRQNG5vOUIgkDpMG9sHaRcOJCEvbPCatpicXFxeJa0QxAEen5bGhcPJT+Me27bxU3I\nN1cjL/7d+Rdtekqxs5cQWF3Bin0elCijoG07SH/pKVpiozNb1mbLli2UCrjP72vUfPIxTJ4EJ0/C\n+kPw4TcYDFE+cQl8fbwMPoG/jFarZcTwgZCym5i/MolcoWbPAlh1EkK+gSN5DLTm7pQgsfMyOA3x\nMsuWLmL14uks65uNzgGq/A82XIGMPNZhdDpYeUFg8F47Zv+4CBubvKelKlWtRrxaS+hhOG7Gn3R7\nHLQ9peDb2T/kuYg9/qupnLAvyjQLvi4aHXS6D9LivrRp08ZgG4lEwuAxY5igUFhc8vg+MBXo0rfv\nmzMlBoWeRLl3717q1q2b4zvytKz4lStXWL58+bPtUVFRlC5d2iS7onN5y7GztUOjysa5hAuRfz1E\nrrSxmraYQqEgU6UfqUgkAiPXVmbrmmQiD6gAfQdWkMJkcfEx+JR+/rglCAJL93iTrlXQqIlA7JOB\nilYLhw5lUaOGOWpRsHv3Zrp2UeeIUvLyhD17QOsMpTrDjJVw5wGkq+FeHIyZb0uzdwyErRng2LFj\nRF89zm9fZmD3ZE28WlnYvxiG94LOC6HRTPhuK+y4oHc2Kw5Aq3m2/HSwKD8uWJ5vJxYZGcnyRfPY\nNUJFp5rwa3/4sQ/8cB6KzYc+/0D4dYh6CHdS9CKZy89C+aUw+VRRVq5dR6VKlfI8x6NHjxgy8GP+\naKthXANoFwnvn4KTedS5u50Owy9Aj1Pg5u1NgwYN8jyHjY0NMoWc+akwOB7UJn5tHmRBs/uQrYSb\n0TfzHL126tSJOImEKWB2WLIK+FiAEFs4cyx3TtBrxQojF0Pr309ZvHgxAwYMePZeq9USFhbG7du3\ncXJyIjw8nK+//poxY8bg6+tLjx49TL5skbcYRwdHMlJSqdy1JPtnnUKpVJgkX2IKbm5uPHrwfJ6k\nbIgzJau7MaxDAvM2u3PmaDqjBxoXRcwPR0dnUh/lXNC2sRFYecSb9hXuU7Gyhtat5Uil2Xh6ehuU\nc8+LS5eiqGlA0d7ZGRYvhlOnYcRw+GoZZGltkEgE+vXrxaDPhptkPyLiCG3rZeZSXhYEeL8FdGwE\nuyNh+xHYvgOiYyEjy5aPBoxgds+eBqd3XubbqRP4/j01Pi+ECreqon/FJMG6EzDzONxLgnQNFLGD\nMp7QqIpARJwTpUqVyvccP82dRefSmTQP0L/vUBYWn4YOJ/SO3d9O//JVwAMNnHgEd1XQuRxc/gQG\n7r7PzGlT+WLK10bPER4ejlvaffY3hn6nIPAOTC2i1w4zlImfkA3LkuH7ZBhQEr4sD4Mvw+9rVjN0\n+EiD5zh+/Dh2NjoiZfCNRi9CacrDfBzwiQDV7GGSGwT/8w+Tp32br/bbK8MKlxEaGmpUqum3337L\n8V4ikeRYS12/fr1F5xRHLm85Lk6upD9UU/W9UkgECQn3UylePP9aJKYQEBBAzM1kMtXP11n6fF8S\nQaLkk2YJ+PuVKVA8v0/x0tyOyj2JIZVK+N8BT5T2chwdu1O8+GBWrtxgtn1nZ3uS83j6rl5NP4qZ\n8IUN5QMDiDx5luEjxpqsBxd5bC8NqxufhLFVQut6MG8U7FkENzZB56bZ7NkdbtKaTmZmJhcuXaeT\nEXFe7yIwpBnsHQ9RM+HeXDg/DTYOhYW9dBST3+PHH77P8xypqals2LCBL2o9H+06KWBUCNwYCAd7\nwTfNoVllUHpCcFlY0AbuD4aFLaGoHfzUSM36DevznI7985dlDCmuoogc1ofAimD4nwY8o6H5fegf\nD6MT4MM4CLkHAbfgrBz2NoCvAvVVOz8qlsnG341rsm1a8xtDbdXs8oFLCugo6NWOjX6+wAqghQCt\nXGCZF5SUg4OEN0f6BURtMRHDeHh4FKp93+K+PLqRjluAExlqLb/99ptJT8SmoFQq8S9VgptnngcI\nlAtxwSvAlrlzf+S3VRsKNDddO6Quh7cZ3ufuKWXoNEfOnj/OgAGf4mwkTyMvSpUK4NLl/NsNH5aN\nl+ddFi36ySz72uxslGZECAsCzB2aSXrSVcLDw/NtHx0dja+HEoUF6imCACv6qPhzza+cO3fOaLtj\nx44R5C3F24B0m40E/Jz1Ypi9KsHEejCgul4gU/ZCR+blAE1L2rBtm+E/ZlJSEheuRNHmBXniRu6w\nsz5cawpDK0I1X3D3gnr+ML0axLfQC2VWeOG6qjvD/cRHRmWHTkWeIFQJ7jZ65eU+bvCRBN4V4Afg\nbyAcvQTMCAFCBDikhO0+MMWdZxprpZU2z9Yc3gjeUvkX0bkUMoW9MOjn58fDqDQkNhKKB3ois1Kt\n8qdUrVyda8dzhm+F9nZlS7hlQ+UXqV27NtcuppNgRF24XR8HEh/d4vDhwxbZDw5uRHh4/gmCggAL\n5qv49ddlxMSYLubl61+Gy2bmrEokMHtIOjOnT8lXm+3mzZuU9rT8++PlDIPCMtnwp/Gn/eTkZLzs\nLF83e0ob33QO7vrH4L6IiAjqeCqQG+htiiqgtScM9NfL/H/kp3c8CgNP4YIADgop6S9He6DP07gV\nG0flJ89VEgE+KwK3AmBqMcAFttnqX5cdINQdjvrBPz5Q7aVnsTJkcuuW9ZORLUZpxusNQnQubzl+\nfn4kXNfP/XhWceGKAcXYglCnVgPObssZVlWnkwf79h4osHClQqEgtGF9dm82nGhqYyPw0Tgli5YY\nlwjKi06d3uOf7bpngQF54V0MunfT8dvqX0y2H1SzPrsiTdDEf4lGNaBaqXR++21Vnu2KFi3K/QIG\n/nWsoWXPbuNZ1SkpKRSRF1yg0d8ZEuLjDO579OgRJeQFT7YFcJBJDSYmx8XF4WmnQPaSL7YRoJU9\nzCgKG0vAhhKwvBgMcoEAI89hdrpsVCqVVa7XKojTYiKvgxIlSpB0PxmNKgu38g7cuHXDqvYbNWrE\n2f1xqB4/74BcPBT4VXA2qLRrLu916smaHzVojZSNbNHVntOnz5OYmGi2bWdnZ9q0bs3Spab96j4d\nkMnvf/xmchJqkyZN2H8aLlmQR9q/nYrdO7bk2SYwMJBrMRkkFyC5MbAYPExKMboe8vjxYxxsCu5c\nkjMwOnVpZ2dHqtY6XY2tTDDoXBISEigqs07vek+ieDMEK58iTouJvA7kcjk+JUvw4FISbqWcuHHb\n/Cz2vHB2dqZGcDVO/B2fY3uFMHsiTxpIpzeTBg0aoLBxZ/cmw6MXhVJC3WaO7N692yL7vfsMYOFi\nGTH3829burR+kd9U/SQXFxcGDBzCqJ/Nj86rVwVOnbmcp1SPra0tdUKC2FiAckeCoF87MSYfX6ZM\nGU4kmj/6eplHanB0djG4z8HBgcfZBe9q0rPgXkqmwahBNzc34jXWGR1dzxL0xebeFETnIvK6KF+u\nPPfPJuJe2rlQhCs7tu3K7qU5Rw6lazly+tzxAtsWBIGRw7/gh3HpaDSGO9rGHST8u3OTRfZLly5N\n9+59GDDQNOHKhqFpnD1rutPs+UFvLtyyZ9sR867LxRHkMiHfEdmH/YcyfpOSeAu1v2KTQSqT4eZm\nWPa4Tp06RNzJ5GEBZ4GikiW4eRrukO3t7XmkKZh9gH2JUKFMAHZ2uZ2ht7c3D1QZJufPGCNDC5dS\n1VSsWLFghqyJOC0m8rqoWLYy908lUcTPkQcx8fkfYCYtW7bkzgVVjqix0sFOnD930SoimaGhofiV\nqMiCLw3L1gQ3tOXsmQsW2x80aBiJD/2YPjP/R7vSpeHevesm21YoFHzz7Vx6TVVyzoxBY/JjyMrS\n5VvJMyQkhLYdutFvpa1F0ikXY6B0SV+j+52cnGjWtDGLz1reFWRmw/ILctp3fM/g/goVKnAhKZP4\ngi3RsSLOltaduxncJ5VKKe7myvUCOrH9aijlU8KgA3ttiCMXEUNYquRrKsePH2fpimXc2H0fhaMM\ndZqqQFnzL3P+/HlGjxtJvTqhbJn1PJLKrbiCzEyNVXTMzp07R+eOPdm0PJPDO3IvMHh42/Ao6bHF\nygNyuZwff1zO0mVOzJhpk2cnLZFgdqBC3bp1mTh5Os2GKTlxybRjDp6BqpXLmZTvMnzkWK6nejJj\nm8QsB6PTwfc7bQlrblgy5Sn9PxvOrJMKjliY2vHDSRsCK1WlfPnyBvc7OjrSJKwRK+5a3t1cSIF/\nH2hp17690TYh9erxt6pgXdo3Kjs+GPBpgWxYHdG5iBiisKNOdu/dzaPkRzy4nkhaghq5ncJgqKal\nTJw6gWS/uxyM3M/RzbHcuaRXeRYEASdXZYG0xQC++noSA4b2Zv7Kr0l+lM7YHonE3Mr5+CkIIJPb\nWKT2nJmZyfQZ39CyVVPi4pOZPjObAZ8KRmvH7Notp2ZNw8W78kKhVOJXsiwNB8LU5aDK41K1Wpi/\nQUm9hi1Ms61QsGDJryw95kmfZRIem/gx/LDThltpHvTp2y/PdmXKlGHGnJ/o8JeSqIem2X7K9hvw\n3XE5E6bkXbK536AhfH9LzgMLBLuTMqF1pIyJU77OM9+pbecurMy0bIQHcEgF15DTrl1uSf/Xijgt\nJnB3rrUAACAASURBVPI6uJ/wgLoz22Ijl3Dl3zvIlTKrSe6npKRw9VIUbabXYXBkeyQyCfP7RZGd\nrf/1SmyEAtUZT0xMZN26dXx/ugbfHq3Copt1cfJQ0q1WDFfOPh89XLuQSRFXJxwdDWT65cOYsUO5\nfHsDf55252iyLxsv+BJx2oaQurB/f0515Nt3YNNmCU2b5pZ0N4ZOp+Pbb6cwc+Yw+vQ+y19/wcn7\nUL47rPwH0lQvtoXo+9B9spKkrLJ8+GHenf6LnDp1ksSkJM4+0FF5Eiw/AAlGBo1XY6HbYgWzdjmx\naNkqk0ZHYWFhdO/zCQ3XwFETRjA6Hcw+Bp23SPhp0bJ8lRoCAwPp0rM3Pc4pyDRjYJ2tg+6nICkz\nmxpBRqQKnlCrVi1wLco6C6pcZGhhUDyUCAiweq5YgXlLRy5v2OWImIsgCMjsZTj5FuX0r9fJysyy\nmiZSeno6SgcFUoUNDgpbuq1qwu/v72T50Gt0/dKPpAcqs+vav8iePXuo0dwDBxf9j7mIl4I5Z2ox\nuclpetWPpUNfF0LbyPg/9s47rqnz++PvBMJeskEEBNwTFPfeW6y77lH3rltx1FHrqtW6Wqut2rq3\ndS9U3FVBcKOiLBFkk0AI+f1BHcjITQh8tT/er1devkyePOcm5N5zn+ec8zl7Nkhp3aqj2gWpMTEx\nXLhwgbMRjhgaZd1HObqI2X3HmcPbkujdLwYTY6hU0QiJHly6lMGoURMEq74C7Nz5J/7+u7nsJ8Xi\n32Sp+vXgsj8sWgAjl4G7E1iaQlCICMRGtGvXjt9+mi9Y1v/27dssmDcdv7UyqnjA6RuwYS9M3Ame\nrtC8HBhIIFEKwZFw9j7oSsTs2rtbsBRQTEwMf27bQjdv+OowNHKCSTXA2yF7e2JFJlx4CWvvwtMk\nqOku4diRA9SpU0eljWGjRtNs+x+0uw77a4KZimt4bDqMDoI0CYyuAb+uW82ipSvzHC8Wi5m5cBEj\n+vehrgE4CfQRSiVMigVHU7gcFERKSgrGWugNozW+0Kt08crlC8fY0Ah5Sjru/T0J8Q8nNVGqkVRK\nbhgYGJAu/bBFVaGtM06ejjw+L2K42xWaNG1YIKkZqVSKiXX2M0dHV8zc09WxK23GiztlWDvdBAez\ntkwYP0Xt+U+cOEHjDqbvHcs7xGIRPgPMOBflSoNO5vhfVeLpOYW9e48zePAwtWzs3Pkbq1Z8cCzv\naFAfjp+AV6GwbhOMmgKduuhgZWPJpMmzMDAQVk6dnp7OjGnj2DA1y7EAtKwF+5ZC1DGYPBhSTeC1\nDujYgk87CD0Eo7vJWbLIV3DCxfIfFtKvtox1/eHhEvCuAr2PgeFKcN0Idf+EJrugxGqY4g+NPOGK\nLxwak8aVC0cF1Txt2/oH9ZyUlHOEChdgy0uQ5pI9HJsOPz+HKn5gbwtHu8NYz0yOHT+hMh4WGRmJ\npZGEdlFZ4peqUPzrWC5nwF/e4GKmV6AGeIWCvhqPz4gv1Cd+OVhaWhbq/CaGJsiT31LapzIPl19h\n6ZoftCY5Y2ZmRmZGJqlxMoxKZF0Mm/hW4eiQW+zesZ+yZfPvoihk/pTgnHskEj0xM49UYqr3HX7b\nuI1q1appNP/bt28p6Zb3HoyOjpgZq62wd0pk/46/6NUr90ykvHjz5g0vX0ZSt27eY4yMoGYNoAZ0\n7JDBt1NeM2nSCDZt+ivvN33EjRs3sDBM5KsmOV8zNIAODbIenzJ7YAY1Bwdw8MABunz1Vb42wsPD\nOX3qJM+XZN1ImBnCt22yHqlpWenMUQlZTcq8XMAqe7dcRjeWsW/XtnwbbGVmZrLnr63sbJ5GbUfo\nVwXmXoQJweBVAhz1sy70L6TwIBFaucKRHlDj31pGYz2oYKvLzZs38218tvv3TawsL+dGHHiGwq82\n0Noo++rrHf/IYFws6BvA+QZgIQEPYwgNDVXZpqBI+UKv0oV62FFRUcyePZvAwEBu3Ljx/vkzZ85w\n4MABbG1tEYlEzJkzpzAP439KYe/fOtjZc/1VMBblbElOSn7fNU4biMViylT0IOJuLB5Ns7ZX3Bs7\nIrESERkZScWKFQs0v7u7O8/W555NZ+NsyNeLXFi4ZC67/zqgkcM0MzMjMlr14nzgFFNu+cWwbv0a\nJozPXc49N+7du0cNL30kEmFZbCIRLFmcTlXPAK5evUrd/LzSOxuBgTSoKsv14pgfehL4fZaU1pPm\n0rFTp3y3Svft3U2fOpmY55J9a6QPbrZZj7z4qoaSJd9fRKlU5vl3Cg4ORqJIoZZD1v/rlISTvSFW\nCndeQ0Qy6IqhlCl42WU5k09xMlHmm0CSkZFB8JMQGjWDjg7Q0BrGBYLkLXQ3grJ6kK6ElxlwVAov\n5LCoIgxy/iBaWVYi5cXntnL5Qp1LoW6L+fv74+Pjk21pnpqaysiRI1m1ahVz584lMDBQ4+rrYrK0\nxZKfxCHWEWNXoSSPHz/W6vxVKlQl7PaH2hmRSITnIDf2H9lb4LkrVqxIaryCyKe5Z7c1G+TIm/gw\njYUrPTw8eHRHdfRYJBIx5xdTtmz5jbdvhadLmZqaom4mtp4ezPWVsmLFfEFbVsH3rlOznGZJE17l\nwcFaxN27d/Md9/LZQ2o6a14g4mIFZMqJjMxbBsHf/zKtnTNyOEkrQ2jhmqW6/HVFaFgqd8cCWc5H\noch7ryskJARHEz3M/72fa2ULD5rDKk9ILQH7lXBaBxLM4buq8LJ1llCm+KNjKmOo4OUTAVLaRUlx\ntlhOunbtiolJ9jX01atXcXFxeX9HX79+fUHy48XkjouLCwnPYgCwqGqndeHKWjVqE3o2e2Fmla5u\nXNSCcKVYLKZp02bcPJJ74aeOjgif6Q78snmtRvPXqlWL8OcZPHuoemVhV1KXZp1N2Ltvj+D53d3d\nefQ4TVDl/8f07AFJSWHcuXNH5diEhDisc1dVEUSDqvJ8JfcBol9H4VAAGyIRZCiU+cbfnj0MorpV\nwTqkSsRK5PK8nWBERASljbNf0kQiaG4DSyrB7tqwrSYsq5zleHJTaRaBVgqDtUpxtpgwoqOjs6WU\nmpmZER2du5qqRCL5vATkNODdyVBYn8PKyorEyDgypHJMylsRFfFaq7a6d+/OjNnTSUuWo2+SdUNg\namuEYyUbnj59SvPmzQs0/8B+QxgzdSAdxjsjFufcUqnX1Y5NY69gbGysUSrywIFD2LtxO1N/VJ2Z\n1W2EPnP6b2X2LF9BDcPs7e1xdnbgzNlQWgnPXkYshmZNFYSEhNCuXbt8x5arUJVHoUG0yjuckS8u\ndmlExMfm+5t4GxeHfQFyQNLkkCzNoEKFCnl+byYmJmSqWUPzKRlKERYWFnl+FqlUSskCKjyHpYlw\nr1D587rufGZOQyhFfth2dnbZqroTEhKws7PLdaxcLicqKqqoDq1QeOc4C/NzOLk58/Z+FGbuVtw7\nF6R1W541PQk+/Byvrz8E8J3qWXHB70KBNZgqVKiAkW4Jrh2Ipl7XnL8DQ1Ndyte2Yt++fbRpI6zo\n8GM6duhCJ58NDJhshF3J/H/u1evqI0uL5vr164I7bI4cOZU5c6fQskWqWnERd7c0HjwMVPm3qlyl\nJmcOH2Jsj9yFPVXx+JUBrjXt87WjpychoQC1vq8TwbqESZ43iQByhYKC6EoqlXD5ZSaDSpfO87OI\nRCLeZhRsb+hRuiHVra0LfA4VpENrDrRwlc4r/l2nTp33bdF1dXVzFW3VNEZe5KnIderUITQ09L2U\nx5UrV2jfvn1RH8Z/igrlyxMbGIm5u1WhNDnq4dOTm+ufZHvO0cuSwAf57+ULQSQSMe3b2fw5PRR5\nWu77S9XbmXDRX7O4nJOTE/37DWbukMQ8Zf0/PhaXMga8fPlS8PytW7dGkWnHPjW7MCsUoFCovstu\n3Lgx/gFKgoTLnWXj1iNdqlSpku8Yz5r1uPhY8wzDE0FQRUV2lURXD3kBVImCY0Ah1sfd3T3PMS4u\nLuQRvhPMzXgRVatWLdgkWkapI/yRF7nFvyFLN/D8+fOcP38+V8dSkBh5oTqXixcvsn37dqKioli8\neDEymQwjIyPWr1/PuHHj8PX1pVq1ajRt2rQwD+M/T/WK1Yi9FoahnSkJb/NpGq8hbdu2JSlUxosr\nHwK2jtWteXBfoJCWCho2bEjFMp5smZR7L5qS5YwIi9DcaY4eNQ7pW0c2zFcdfTcyEakl2SMWi/H1\n/YEJkwxQEdrIxpmzJtSp01jluBIlSvDt5JkMXGSYp2RNXryMgmdh6Xlqfr2jVZsO7LhlpJFsSoYC\nfjxrRL/BI/Md51TanYC3mrdK/C1Ygk/X7vlmDTo7O/M8Xqax/MujZHibrlSriLYoUOgKf+RFbvFv\nyMp4XLp0KfPnz+fYsWM5Xi9IjLxQnUujRo3YtGkTr169YubMme8Lx1q0aMGGDRtYsGABvr6+hXkI\n/y/wrO5J+KknSIz1kKZoX8tMV1eXEd+Mwm/Rh6unmb0RcbHac2RLv/+RwGNSLv6VcztC31gHaX5i\nXSqQSCSsXfMbx/+UsHRiwnv5mk9RKJTcu5lCmTJl1Jq/Zs2azJ27lA6dDLgpQK3/zRu4dj2N+vXr\nC5q/Z6/eGJeowNxN+YtufkxmJgxfasCwYSNUFrp6e3uToVuCTRfVX72sPS/GyrEM9erVy3dc69Zt\nOPRESZoGIZHHb2HbfR269/o633EmJiaYGBoQruFPZeFzfQYMGYqOzueVdqUN55IX06ZNY+rUqfj6\n+rJ48WIuXbqU7XV1YuSfUlyhX8gUVNhRFYGBgXTr1o30JBnJYfGkSQuoa/4JT58+pW2X9hw/e5Lo\nwETu//0CALFEnG9aqDqcO3eOH5YvoX2bzmwa+5Rbx7Jnj4U/TMXe1qFANlJSUhg9chJXjxsxun0s\nb9/kPPYrp6TY2trlu/WSF+3bd+C7BT/RoZM+EyeJeZNH54O4OOjWw5CBAwcKTlAQiUT8sHwtB686\nMXiRHkkqwi+pMhi9Qpc4uQfDhqtW+BWLxazd+DszDxpySY1M9l/9YNExI+YuWKayDqlkyZJUq1aV\n34OEzw8glUP7vdCr30BcXFxUjq9Vy5t9Ueo7yZAUOBiewYBBg9V+b2GToSMW/FCXd3VxYrGYhg0b\ncv78+WyvqxMj/5Ri51LIaCoTL5SrV69i2aAiGQoFITvv5ppxVRDW/roe4zYOiFqVIDlZyv6h/sQ8\nTeDNo3hsHWwKPP/OXTuZvWQ6ydVCCUjzR54Bq/o8ZNuMZ0Q9SyU1MYPTG6Pp0qmHRvNnZmayfOVS\nuvbsxIFLa3CpK+bpowxauYYy95tYzh1K4dyhFH5fnsCs/glMGj9bIzvHjh9jtu8U7JwMuB4koVJV\nmPgt7D8AN2/ByVMw8Vs9vGoaULlKVyZOnKbW/HZ2dsz9biknbkjw6A7L/4SgkOzCmwoFbD0GLj4i\nQuJrs27DH4L1y9zc3Fi+ah3d1uvj/yT/sUolzDsE0/dCjdq1BG8jjZ44jXnXDXiqxv3W+HNgZQFB\nAcIa0w0aMYZVrwzUju8sfgpKlJ/dqgUgXV9f8EMdHj16xObNm9///8mTJ+//li9evAAKFiP/QpPc\ninlHfEI8lm29eBubws0Fp3FwFSZUKBT/K/60/n4I5u7WiMQiIn4LYm2dQ5g5GNGpTdcCzZ2ZmcmG\n39bTdXMD3BpmdTFsNrc6f3Q8ReDhTM7/do/k5FQ6+3SkUaNGGtk4dOgQJy/u4afgmljYvjv5ynL/\nchxrhzzE/3gKZcuWw8rSlu1bx6iMT+TGwUMHWLp8DmuOWlDZO2vrN/yFnCNbk9i8R8qrkAwS45SI\nlGasWLlakMjjpzx8+JBRowbx/aJUSrvC7t2wbgakp4GrIySmQMgrqFoZ2rQTc/HyY7UvlGXLlkUh\nktD55zSaV4CxzaCyE5gaZLVKjk6EowGw7gKIJHDjd2g/+Sr79u6la7duKuf38vLimzHf0uDHRdzs\nD6Xy6ZOWkg4TzsOV13BhBlT0DSIsLEylUKqnpycOpT1Y9vQeMwWqE+2JgBNvoI6LAefOnaNjx47C\n3lhEKLRQHflp/HvSpEmYmZnx999/ExERQWJiIs7Oznz99ddkZmbStGlT/Pz8cHZ2fh8jt7GxUStG\nLlJ+dhVDH5BKpV98KnJISAgtW7bk2bPcg9UFZcXKFZywjUOsFGFx6im9u/XEp3PeDZXUpbq3J1/d\nn4iRrSmZikyO1l1PvxY9sbOzo02bNoLvjHMjIiKCDl+1Y3ZUn2zbKrLEdH6udYhR/cbRxadLgboC\n+nRrT8e5+tTqlFO/RKFQsnPOCy5tjWfPzgMa9U2Pi4ujabP6/HHZmjKV875zVCqVrJ6ZyMVDxuza\ncUhlB8qPSUtLo337pvjOiqL3R/JnSiWEhMDraDAxAXe3rH8BRo3RR57Rmfnzlwi2M3HccMpbnmfW\ngAw2HYbfDsGraEiWgbH+v/U5XjDEB9rWzfr/rQfQeYYFl/z/ESTRs3C+L/cv7yQkSsH8+jCgMhh9\npJAky4D9j2HWZWhYDtb2B1NDGLDZEI+WM+jbt69KG/Pm+HJo15/srpFVLJkfx1/DgAA41Qv2PBYj\nrT2esWPHqrShCm2mIkchvMLVHu0n9GhK8bZYISNU/VZT9PX0UabJsepQg4jXr7XqWAD0DQ2QJ2XF\nccQ6YqrObcqug7vp0KFDgRwLZNUx6RlJclyUDMz06H+oBctXLSUkRMMcXLJk5J+FPKdGO+tcX9fR\nEdFnUWlajbFk+OghGm1hnjp1ijotTPJ1LJAVNxm32AyvpinMnqOewvPWrVuoXCk+m2PJmjOrLXP9\nelCt6gfHArDwuzROnTxMYGCgIBv379/nxvVL+A7KwNQYJvaGoJ2QcA7SL8HLw/DmJOxfBu3rZzkW\ngBrlwUgvnfv376u0IZPJOHBgP7tGKjg9FY6Eg/3aLMXl9vuh8hYo8RNseAC/D4Otw7McC0AjDyl3\nbl5WaUOpVHL870OsbQ1978La51mCmJ+SmgHTHsCgQDjUDarbQSmTTKJefWa6YoACXcGPz4li5/KF\nY2FhAdHJmFR15U1EFMnJGnRKyofS7qWJe/AhO8SlXQVk+hn4+fkVeG4LCwuSYlPIVOTcILctV4LW\n39dk3uK5GstxpKWlYWish45u/j/zLlOdMS6ZzLoNP6tt49jJfbTqIWzbQiQSMXGpKVevXubp06eC\nbVy8eJzBg9RLgbK0hMmTZWzf/qug8b9vXse4HukYG+Z8TUcHLExBksu1SySCelWUBAWpjtRfuHCB\n6i5inK2gmjMcmwwvlsOyfjCiHWwfDfHr4OIsaPzJ7qS+LigzVSeQhIeHo6vMoE8l8O8Hf76Bcudh\n3iPY/grWPYfhgeB8Fl6KIXAI1P13J9nJFKLChdc4FRUKdAQ/PieKncsXTqlSpUh/Fo1YV4cS5V20\nL1xZthJvAyLe/18kEuExrCa7DxVcuNLc3Bw7BzvCbsfk+rr3oHK8jo/QWLjS0tKShNhUQcWTwza4\ns2XLZrVbRMfEvMHZQ7jytZGxmD7jjVm7Lu+mVx+Tnp7O3bsPqaOB/EuTRnD3roDcaODa1St0b6pZ\nlWMpGxlR+YhWvuPi+ZN0rJw91c3SBBqUhY7Voboz6OfxVSoyQSwghhQUFISXY5YXLGMJ/v1hqw+k\nW8CxVAgUQRlXuD0YdviA7Uc9wZxMIfIz3IYvdi7F/E9wdnYm+VnWiW1U3YWHD7Wr6Fq9anViL4dl\ne869W1UuXbhYYOFKgMYNGvP4ZFiur4l1xDSYUonN2zZpNLehoSGlPUoR7Kc6PcmmlAEV6lly8uRJ\ntWyYmZmSGKdeSnb34SacOXNe0Irs2bNnlHTUy9GMTAguLhARoVrQKz09neiYJFw0lNN69cYARwEd\nL+/evkljDVsAZWSCro7qbZ9Xr15RxvTD71IkgnolYXET+MsHNrSFybXBOZeQV2oGGBbyNrYmFDuX\nYv4nODk5kRIVi0Kahm5Ze0JCtbtn3LBhQ175P0We/OGENbQxwaqcPbdv3y7w/K1btCFg+7M8VxeV\nOrty/eoNjVO6u3f5mvNb8ig6+YQmg63Yd2iHWvN7uFUk+KZ6x1bCWgeJRERsbKzKsYaGhsjSNNsW\nlMlAV1es0olFRETgYKOPpt2xQyJ0BbW7TktLx0TDa3dkgggzi9xjZx8TFf6SUsaatQ8ISwIHDZI6\nCpsMdAQ/PieKncsXjkQiwcnNleTgVxi52/P05Qutzm9mZkYN7xo8P5R9T92qVkkePCi4/Evt2rWx\nMLDk3v7cs+lMrA2xK2OlsidJXnTq1Jkbh6OJCVMdsyhb25ynT9RLIOjRvQ9/rZGRrqYD0DfUEbTy\nc3BwICZGjiahNP8rULNmFZVZXAkJCViYaXYpUCjgcWg6zs7OKsdmZmaiIvyVJ6cfGVOnvup0dF2J\nnsYCmfdjxbh4VNDszYVIcUC/mP8ZFcqVJyngOQaudoSF577FVBD6du/Dw1VXs90BW1SzI+hxcIHn\nFolETP92Jien3SI9Nfc7zlJ1rAkO1syWtbU1gwcPZd2QpypjL4amOqQkqxc4r1KlChXKV+HAZuFd\nwyJC5aTJwNZWRZ4soKenR7Vq5TiqQcujS5cl1KypuibB1dWVkJfq96UBOHIZnJxKCUrjzlBkokER\nOdGJcDdUnm8b5XfYOzrxMlWzLMYbsUZUqeap0XsLk+JtsWL+Z9Tz8ibl/H10zQyRphRQFjYXWrZs\niU4ihJ3+kCxg5m7Fi1faUWBu0KABtavXY9+Qy7lu4UhMdJDJNNcWGzViDMTbsH3G83y3iKJCpFha\nq9/YZOL4Gaydk8LDu8JiUKf2pNK6VUvBLbAnTPBl5iwDEnPvCJ0rYeGwa7cOrVurblNgbm6Oo6M1\nN9VciCoUMH+LEUOGTRBU42JibMQbNTt3Amy9IqJVi+YYGxurHOvg4MDLFPWdS7wMrr6UU6NGDfUP\nsJApdi7F/M9o3Lgxb078g0iiS3qa9uVmxGIxE0eN558Zp8jMyNpzEEt0yFBXpjcfliz8geTgTM4v\nybn9lRwp06hR2DskEgnrf/6VB8dFrOz9EFlK7sd9euNrunXpletr+VGlShW+m7+UEa3fcudK/k7w\n1TM5fyxPpXs31cWA7/D29qZ+g5bM8pUIEq5MS4P+Aw0ZMGCY4GK+1m18WL1HvYvyyp1iJEYutG3b\nVtD4uvUbc/q+evJEr2JhyXE9Bg5VrZEG4OjoyCsNHNj6u9C0aRNsbAouaaRt0tAX/PicKHYu/wFi\nY2OxtbMl/vL9QmnRKpfLady4Mc4mDvzjm9XzISUsHssSllqzYWBgwK/rNnHvt1ccGOlPWkrWFlly\njJSgw89p3bp1gea3trZm765DWGZUZ1qtu1zeHUW6LMtRZmYqOb7uFTcOxtKrZ2+N5m/Xth0/fL+G\n8Z0TmNwjnsf3sq9iZNJMTu1NZmDDWMaNmYaXl5da80+fPo8rV0sy5Bv9fFcw9+5ByzaGmJvXYtSo\ncYLnHzZ8FDefWLP5qLCL//d/wKLfxfywfK2gVQtA63ad2HrdUC1l596/gL6hoWClajc3N57Hynmj\nxgI+XQHLrkOPPgOFv6kIKV65FJMrQuWpNeXJkyf4+Pigr6PP/W/WYl+yYOrBn/LmzRvqNW1E7Qb1\n8HArw5v9Tznb/U+Cll6ic2vtaDAdP36c1j5tGTx6KFWreqL/3IoF9tv4pdFxfqq6nwEDBhT4jjIg\nIIAZvtN4/uoFskQJO6ZHMcDmEoPsr9DD8BzXNovZ9de+AtkpW7YsX33VA/9TqfSpG0Er11AGNApn\nUNNImtiFsXuVPYsXrKZPn35qz12iRAl27TqKLK05larqMHkK/H0sS74/LBzOnoWx46FJC3gTa8nc\nuT8IatX8DmNjY35et4Wpaw04l09pTFo6zNwAv58G9zK6nD0rPHW7Vq1aoG/Jn9eEjV92AsQG4GCd\njr+/v6D3mJiY0KJ5U7YGC18h/XUfTI3EhdJoTxt8qc7l80ov+A9SEF0sIdy+fRvLbq15efEWXt41\n+apjJ63Ov/XP7Zh28KLyvB6c7v0jHZq1xNjQEH03PTp06FDg+YODg5kxfxaNt/dAz8yA8NNPCV51\niynfTsOtdGlsbW01EpP8mD//2s6K1ctpPKMq9aq7oW9SjpDzEVxf/4gqZaqxZNEPWFlZFcjGjRs3\nGDV2GA2/tmbR5eo4ljEm7GEKkU9TeeAfx9u4VKRSeYG6HMbExHD9xg2q1DUhzQJWbpQR9E06BkYi\nnN118WxoyNEnFuxYk0Kfvl05euSMyl4uH1OmTBnmzv8Bn6njaVpTyZhu4GCVVZmfJofDl+GXQ1Cx\nEpw5DSkpMho0/ommTVvi5uamcn6RSMSKnzbSr3dXSlvLqJ/HYkSRCb4H4M8bcHEjHLiYysnjB2nS\npImgzzFg6Ei+6XuOEdXSMVax0xcSB9MuwohmmfidOUqPHpqpbxcmn5vTEEqxcGUhEx4eTsOGDQtN\nuHLz5s1sSHiOUiymj8iKCeOEb4UIodeQAcgnNcamgzfyuGTueE5mzcKlghtdqWL42BFIWxhRdULD\n98/FPYrmePNNfD97YYG3w2JiYmjWqiljb/lg7Z49WJ+eKufw2KuE+8Xz1x87NRKuhKzVY68+3Ziw\noyzVW+TupJRKJX/OfM7dgxns2XlQLeFKyNLl8vmqDV+NkNF3vOr40+h2cTSoMYIhg4eqZWfEiH54\nuF/Dw13B7p2QmAQZckAEzZpB335Q86OY9/SZuiAaxbhxEwTb6Pt1d4IC/mFuZxjRBIz+9X8yOVx6\nDNP2gpU1/LUAbErA3cfQc749J04LV2po3sCbxlax/NYW8upCEZkMzXbB2DZZcjTjj3iw59ApwTby\nQ5vCladpqHrQv7TkkupBRUTxttgXjo6ODmQq0fdpxpFzOXtgFxRZmgzxv2e/pIQJpb7/mu9/XK61\n2M79hw8o1Tp72XaJcra0ONiPqbOnFVhxYMvWLXh9XSaHYwHQM5LQ7bdGVBlcimGjh2pcqPnzVDr2\nkAAAIABJREFU+lV0nuKQp2OBrLv2PotL494Qfli2WG0bq9espHTlZPqMy9mqNjcmLTdm/YbVJKqR\nYnbt2jUePbrN4oUKRo2EC35w+zYE3oPAQFi1KrtjAWjYIIM7d4Rf0N68eUNw8D0ubIDzL8F+IlSf\nDzUWgPU4mHUEJvaHU2uyHAtAWWd48VJYISxAfHw8MfGJPEmF/seylJY/RqmE86HQaAf0awSjmoOt\nGcQWQotwbVBc56IGy5YtY8yYMcyfP59BgwYhl2tWUVsM6OvrI0qVYdDAk7Cnz0hJUdGmUE2sLS1J\nj/ogn2Lfoz5RqfFcvqxaoVYIGXI5Yr2cy37bmqXwWtSKGfNmFciR/RNwk3Kd8q8ebzqjOmJHORt+\nWa/2/AkJCZw/d4HmQ1SvekQiEb0XuHD06BG1OpSmp6ezfft2pv1kKjh47l5RD/cKBty7d0/14H/Z\nsGE5s2ZIUUcBxa00hIWFCx5/+NAhfBqL8SwHR1ZmqS1vmQ/rZsHr43DjD+jXLku25R3SNDAyFK7f\nFhgYiKebAaenQoYBuP8Ksy/BlkBYcg3q/AkjzsF33WHmv2FDG1OIjdcgzawI+FJjLkXuXKKioliy\nZAk///wzc+fOJS4ujgMHDhT1YfxncHR0RPkiApGuLqbl3Xn06JFW56/oVpbUBx8KM0U6OtiNbcuf\n+3ZrZX5Hp5LEP8r9rrTC0NpEJrzWWLgSsi7Muvr5n3QikYgOq2rzx7bf1U6vvnbtGuXrWGFmJSyN\n18JOn9o+tuzZK/z7u3XrFqXLGWHrqN6dqXMZES9fClP5jYmJISAgiJ5qhhzS5aCrK/yiduHcEbo2\n/pCubWEKnuWgdiVyVWQGSJGCkZHw2FFwUBA1nKQY6sHO0fD3t4AlnHsLsQYw4yu4/z30/qhnm7kh\npErTP8sb3WLnIhAjIyP09PRISEgAsn7U9vYaKuYVQ6lSpUh7nnXx16leTuvClRXLVyDtZna9Mrvu\n9bh0wU8rwpUNvesTdSH3eJRYR0z5CXXZvucvjee3t7UnNkT11pBNWQvMnUy4fv26WvNLpVKMLdQ7\nqcs3NObRE+GKA34Xz9GwvfqnqkRfKfhv9OjRIypX0kfNTrk8eABlyghTo0xLS+NOwAOaqJeFTbIU\njI2EL6dePn9EebsPNwnVnWFhV9g2Apb1Ah8vcigFJEjB0ECCrqYCa4XIl6otVuTfpJmZGcuWLaNn\nz544Ojri5eWVZwtbiUTyxTued3dChfU5rKyskEXFkJkqRVHWmaioN1q11aVLFyZNm0JGkhTdfzs3\n6dmYY17WifDwcOrVq1eg+X06+7BzxF5qLWmLKJfU2VKtynF8/i/Y2dkJ3hL6mN7d+rD8r4XUHqJa\nM6p855LcvvsPXbsKb99cunRpUo6rp5tiYKKLIjND8N8pOeUtlUur71zu31IycEE9QXaioqKoVEn9\nmNP9BzpUq1ZfkI3Xr19jbKiLqbF6q8N7IeDh4SH4+4qJjsTZRS0ThMaAc0lbHBy0m8qvDbQRS4mK\nimL27NkEBgZy48YNIKtLrq+vL15eXoSFhWFlZYWvr2+O99apUwdDw6xzX1dXl9OnhcV2i9y53L17\nl2XLlnHnzh3EYjGTJ0/mhx9+YNq0aTnGyuXyLz5b7F2dS2F+DkeP0qQHPUXi5kSA3ymt2/Kq7U30\n/qs4Dmj2/jmDyqW4fv26oBTU/HBxccHKyIKQfffw6F4tx+tmpS3J1FFy/fp1XF1d1Z6/Ro0ahIwJ\n421oEpYu+WdZGVrpE/U0Uq3vz9nZmUc3Y4mPTsPCVtht/+sQKWamJQTb0dXRJylePTXGt28UPH+U\ngqurqyA7gYE3qFZFvZWoUglnzxkwapS7IBuhoaEYGajvJE9cN6BW3RaCv6/U1BT01LyyBYVD6dJu\nWjt3tJktlk7BOr4C+Pv74+PjQ0BAwPvn4uLi6N27Nx07ZgWeKlWqRPv27XMU+LZt25a5c+eqbbPI\nt8UiIiKwtLR8X+Blb28veF+4mNypUqEiaf/cR8fRlqjo11qff+jX/Yn44SBKxYcLnF7Fkjx+Jryb\nYl6IRCJmfjuDW1NPkBYvzfV1Ezuz99uo6mJkZMSwb4azf+jlXDtefkzKGxnmpiXUmr9EiRK0a9eO\nE+siVA8mKyX5wu8x+HQUvjpyd6vAwzvqrdqO/ZlMvfq1BbeiNjY2R91ckCtXISbGMM+dh0+RSqUY\nG6l3yZGlwaGLmbRo0ULwe6ysbHijhg4bwK2XEipWq6Xem4oIbWyLde3aFROT7JmGNWvWfO9YIEu1\n+tMxAPfu3WPp0qXMnz+fY8eOCT7uIncubdq0oVKlSkyePJmFCxdy/fp1ZsyYUdSH8Z+ieb0GKI9c\nRKQnQZGhod54PjRu3Bg7Q3Oidn+oktYxMSBFltMZaEL9+vVp26QV57r/+V677GNk8amCRAvzYuTw\nkRglWXBkwjUUGbk7GIVcwe0tT2ndSv26mm8Gj+DE2kie3VF9Rbt2IBo9kSmensLVd9u2bcuFI6m8\neiYs2Bz2XM7GhSlMmjBTsA1XVw+CH+QRUc8FpRKmzzRi1KgpWenwAlAo1P9t7jkHlSpWoKSAZmTv\nKGFtR7QaiV+KTDh0V5d69bRTu6VtiiIV+cCBA7Rp04ayZXPGz6ZNm8bUqVPx9fVl8eLFXLokLPW8\nyJ2LWCzm559/Zvny5cyePZs9e/YIajRUTN40bdqUpMu3yExKQanUrFVtfohEIuZNm8WLSb8jC89q\ncCWPTsDCRL1CwPyYO3MODhmWnO+9k/TED9lEERdDkCh0NNoSe4dEImHj2l9JD9BjU7PjxIdlb46i\nVCo5M/82pUu5Ua1azq05Vbi5ubHou6UsaBNEwNm8G4DdORXDxuEhLP3+R7XiRzY2NgwaOJSVU5JV\npmVHR2QwtmM8Y8dMFqzHBVnimH5+SqQC7xfmzhOTkeGkVnzK3d2dF+EypAIFrmMTYMKPIkaNzbll\nnh+WNg5qqS+fuAdGZjYFUk8oTAo7W+z8+fP4+fnx448/5vq6t7c3kHXtbtiwIefPnxc0b3ER5X8A\nMzMz6jZoQNys1Vhbqe7Wpwne3t4MHzCYoObzeL3vCm+2nKdls+Zam19XV5dN636lmn4Z9pRfwdXx\nh/ln8Vn8+uxi6oQpBc7isbS0ZNvmP2nn3YWVlfay3eccZxb9w+HxV1lb6wgRf6ewesXPGs/fpk0b\nfly2lg2DXjGjTgB+f0XyMjiZ8McpXNoZybzmQazpG8KGtb+ptWp5x5DBw4h8asXMfvEkJeRcASiV\nSg7+nkSXKlF0aD2QAf0HqjV/6dKlqVWrPr5zVW+jLVgEGzeBo5OLWvplBgYGVK7owdl8tMs+ZsJP\nYFZCzJ07NwTbAHBxceVuhPCV7oqTUNK1rEYJI0VBYTqXv//+m1OnTrFq1SoiIiK4di1L+O3FixdA\nVhbh5s2b349/8uQJHh4eguYuln8pZN68eUPt2rULTf4FsoQfDQ0NGTV2LPPmzKFH9+5anT8hIYG7\nd+/i7e1NQEAAi35cRv1adZj+7RStnZDp6elERUVhbW1NSEgI169fJywyjLat2gpqEiWUuLg4bt++\nTVhYGGHhr7C3c6B06dI0btxY8PZOfigUCrZu3cofOzaREB+PUqnE3NycHl36MmTIEAwK0KNdKpWy\nYKEvZ86ewLOBHlVqi7F20CUkOJ0LR6UkJigxMDHC3sKVdWt+VVsvLS4ujg4dmrF6VQIdc5GNS0yE\n+QvhxFld1h5zZHCTt/ywaL1aUkDbt23j+pklHFkqJb+fzr7zMHUDbPwFRo914MQJYcKVkPV7bVS/\nFmHL5Zip2Ol7HAV1F4Grmzt7D2pP4UKbAf21CJfwGc2mXJ+/ePEiW7du5eTJk4wcOZJJkyYRHBxM\nkyZN8Pb2RqlUkpKSwpgxY+jbty/u7u74+fkhkUgYM2YMnp6eJCYmkpGRwcqVKwUdS7FzKWQKW1vs\n3fwlHB3xO3Ei14BcQZDJZDRu1RK5vSWZoZHs/GNrgYUkP+XcuXNMnjmdTD0xqTHxeNXyZpHvPNzd\n3bVmIyAggCm+0wh/GYZNBUfSE2UkRyUwZNAQRg0fKbhxV35ERkYyddZkgh8EU2dEeZxq2SCWiHl1\nNZpbm5/g7ODKhjUbCySSGRcXx4jR3xD2+gmVmpgglylwKGtClaaWVKhvgUgsYvuM5zw5LeHA3qNq\nO/9bt24xYcIwKldKYNBAJRJJVn+YW//A1j9FNGpvxIQfrLGy1eXcoRR+nq7HiWMXBM8vk8no3rUd\nw9u9ZGz3nFu4SiVsOgy+m2DfPvDyBPuSepw966/W9zZ2xGCaW11gYqu8x8gzoPFS8GkJs34R8/Dh\nY7VWYvmhTefyE8MFjx3PRq3ZLSifX8VQMWpx7949TFq1I01HwuHDh/n666+1Ov/BgwfJ9CyL1eE1\nSM/foEfPfhz4a6fWLvxxcXFMnD6F8vumUKJRJTLT5YSvP0GXXt3ZvP4XatasWWAbN2/eZOiob6jz\ncyda9hz2/oKb+DyWI8MPcrLHKTav31Sg+qDw8HC69e5KjeFuzDjRO5sqQLmWpWg224tTs27Sq19P\n9u3cr7ZwJWQVIQ4dPoCStVOY/mNtdCW5Xwj7fl+aiUdvc/HiRRo3bqyWjRo1auDmXoZY2X02bM9A\nR1eEnr6Iku56bPU3w6XMh22zpp2MmNk/jLi4OEqUEJZlZ2BgwJq1m+nUoSUxCTC1T1ZlvkIBNx/A\nyp1w7yWcOgnlymW9p3w5fUJCQtRyLt+MmsDgPhfo6Q2OuRyaUgnjd4C5JUzuCwt+1yElJaVATekK\ni89NM0woxTGXLxyZTIbSyITUrl+z69hxrc//4OkTaJSV927YtBaGM4Yyc+F3Wpt/9+7dWHasSYlG\nlQAQ60koNb4jZbePZ+joETx9WrB0Z6VSybzv51NnTUfK9PLMdidvVtqK1icHY9a5FINHai5cqVQq\n+WbUUOpMLEvz2V65ys2IxSJaL/bGsoY+mzb/qpGdFT8uQ98hjiGrPfJ0LO9sfTXTkU2/r1Pbxrlz\n54h884hNZ+1Ye8yJ1YdLsnyPIxOXWGdzLJCV6OHsZsKrV6/UspGamoqJmYS7EWDfAcr0BLsOMHQ5\nlKsFV698cCwAJiZZuxjqIBKJ0NHTpcUKeP1JFvvbZBixFW6Ewa7FIBaDqbEuycnJuU/2P+Y/J/9y\n+PDhojyOYgqCUglNWvHgzh1SU9VowScAuUIBHwXTTUf34kHo8/eBv4Ly6EUIxnVyZjVZt/Gi5Jzu\nfDt7eoGEK2/cuEGcPBGPntVzfV0kElFjXkvkjmI2bflNIxuXLl0iRZlAw4lV8h0nEoloNKUKu/ft\nVjst9/nz5+zdv4uRmzwQ56Uh/xFl65jz/PkLtWwolUp+/Ol7JvxghEQibDvNyESs9kX5wIGdDBoo\nZ/ceePYUDh6Gmzfhn39g9iww/CROEvsWwSujd9y+fZsuTXTo3Q4qz4Fpe+CXCzBpJ5SbBZjByTVg\n9m/c39RER+uir9riP+dcFixYwNSpUwkOFq6BVEzRY21tjfjNazA0xNCjrNaFK91KOsHzD6q3Ij0J\nhpMHsnmn5npfn6LMo7jRaWRrwhNjCyRc+fTpU2zrOucqLfMOkUhE9XnN2X1gj0Y2ftv2K/UmVRAU\n33CsZo3EVMz9+/fVsnH4yCEafW0nWAVAz0BMepp6Iow3b94kLSOGxh2ENbhTKpW8eJKKi4twrRWl\nUsmpU8fo9lWWczUzAw8PcMxHdSU2VoGlpXottR8E3cKrbBq+Q8B/E+jbwbU3YOkCl36BjTPB6qMu\nDIb6IrVXR0XFl6otlucZ98cffzB37lz8/PwYPXo0R44cKcrjKkYgJUuWRPHqBQDySlV58OCBVucv\nXbo0oqCQbM8Z92jFZS0JV3pWrILsn+e5vibS0cF2eEsO/K35KloulyP6VKUwF2xrOhEfH6+RWsSD\n4AeUbSG8VsvY0lDtC9mxk4eo2114zOHNSxmWVhZq2bh27SpNO0sErYwAXocryFSI1Wqy9vz5cxQK\nKRUrChufmQmxsWlqr1yeP39C+X99Xlln+G44bJ4DswdDedec4yPfyLG1tVXLRlGRjr7gx+dEnmdd\nZmYmurq66Ovr4+/vz/r16xk7diy7d2tHar0Y7eDk5ET6mzeQmoKsdBlCtNwH3Nvbm8SbgWQmfdgy\n0LGxxMDZUSurJC8vL+LO3UOZmfvqxbx+ef4JuKvx/FWrVuX1ZdXfiUgsxrq8vdrxAwCZNA09Y+HZ\nZonRKZib52xelhfx8fGEh0VRvp5wZ3F9fywtmrUVPB7gXvB1KnkLDx4H3ZBRpYqwFds7nj17RtWq\nuvmmIX/Mnbvg5GSjtkJDWHgUrgI1KFNlkJAkx8bGRi0bRcV/blusb9++VKhQgbt377J7926OHTvG\nmjVruHVLYAVUMUWCRCKhpIcHPAwGZ1eeqNG4SQhmZmbUrFOH5N0ns9st46wVTbiKFStiZ27J6z25\n1zEYVyxFeMgLjeevVq0a0tdJxD9R3clQ+jZVrYv+O2zsbYh+KKz516tb0ShlIrWy7aRSKUYmeoJX\nFJmZSq7ti6Vdm/aCbQDcC3xApZrC734Pbs6gZfPOatmIi4vD2kq4KvLx4zo0btxSLRsAiUkyLAQm\nfgWFgIebo9bSkLXNf865lC1bloCAANasWfNebyY9Pf2z3Zf8/0zNalURXfcHU3OSCiHjZfzQYUgX\nbESZ9iGbSlnS9r3ic0EQiUTMmTKDF5O3khb5NsfriiQphqaa64rp6OgwZNAQro48lK9w5dv7UaRE\nJWqUYt21Uzf+2Swsq+3y8mAG9x+iluKAqakpSfEywYkNpzaGY2tZkgoVVLcZ+Jj4+BRK2Ai7QD0K\nSCPoRjpfffWVWjbevn2LtbWwWJBSCTt26dO+vXo2AExNDEgSmNty+xFUqvR5Sr/AfzDmsmPHjhw5\n33p6eqxZs6bQD6oY9ejUqhXGf++DzMxCkbDw9vamsnsZkpZuef+cKC5JazUBdevWZVCPPgS1WYg8\nPrtzjN57lSrV1df7+pjhQ4dhJTXh0uC9yJNzxokyMxTc/PYYI78Z8b5vhTp069qNoAMvePVP/s72\nytpgIq8n0LNHT7XmNzExwdm1JLdP5K1b9o4XgUns8A3lh8Ur1f4tmJsbER+rWpsuM1PJD+NTGDd2\nstqKAwkJcVhYCFu5nD4DYKaR5pepiSGJApO/9pw3oG4D4arLRU1RCFcWBnk6F21IYRRTNNSpUwdR\n2EvwO42lBts6QlixYBEZ63eT8OM2MsKiSD55WSsFju8YN3oMneo25Z8qEwn79RQJt57yeq8/L+ft\nYva36gkXfopEIuG39ZvwSHVgf7WfeLT9H5LDE0iJTCT0+AOON9uEdYoZA/sP0Gh+W1tbli5expa2\nJwnYG5JDeTn+VRIHx/hz5YeHbNu8XaMCyjEjJrJ3fni+q5eAs7EsaBPEPN9FaolWvsOjjCuPA/NP\n0lAqlSwYFcvbSGN69uyltg1bW3vCw1VvvclkMGoMlC1XVaMbJhMTY0HOJTQSbgTLad1afTXsouI/\nty1WjHYQ2k+jIEgkEnynToHf1tKhaZNCseHg4MDurdspe+wmr1xb0//rr7UqcSESifCdNpNfV6zB\n9sBj3gz+FeWKc6z/cbVW5GZMTU35celKfpi5iPSt4Rz2XMOBKquIWhTAgGa92PbbH+ir2+P3I1q1\nasW6VRu4/X0Y35fawb6hlzg05gp/tD/Nqqr7cZNW49C+IxqrO7dr1w79TFtW9XlEclz2baWkt3L+\nmPqUlT0f8c3AMdl6dKhDh/Y92LRYRmZm3g5sw4J4/M+mkamfyk9rhGlMfUy5cuW4fUd18sOyleBe\n1YBr1y8RHq5+HNHa2oaXApSjtvydVURZkL99YfOlOpdibbEiIDw8XK1+FJoSFRWlcTtgodjb2xMR\nEfHZBj+FYm9vX2i/rSdPnnDlyhXCwsJQKBRUrFiRZs2aqV2r8SlSqZQFi+dx9MgRSpWzwMpFl8hn\nSby8n4R1aXPsy9vy5nECtiYO/LL2V7XtKRQKunZvT+dv4ug5KvvqKiFOwYppcVw7l8aiS7VRZCiZ\nVPUWZ05dwNpauBJ3Wloa3t7VCLybnmdty61/oGMXEbvvOLN8Yiqt68/Ax8dHrc+yefNmooKW8ev0\nvFdi6XIo2xOkGfrs2HFMqzdL2pxrOD8JHruR8VqzW1CKnUshk5aWRoUKFQpVFXnTlj8wNjaidw/t\nqiG/4/Xr1+zdtw9XFxf69evH27c5A+8FJT4+nlOnTiGXy3F1daVu3bpad2BpaWmcOXOGKzevE/4m\nCgdrO9o0a6G2/lZ+ZGRkcPjwYVauXUWmAZSoaIciLYNXF59Qs1ZNVixertbFODeio6NZ+P1C/C6f\np9GUKtQdUQlD86w778xMJX9PuorOoxL8uk59xYGHDx8ybPgAylRT0KC9mKT4TCJeKji5O5n6Pezp\n+31ZjM2zVh4bRjymgkkXxoweq5aNlSuXcD94G0cPS/n0T+x/BXr2ETFvkx1NOhqz4bs4FFHdmTJF\nva3R0NBQenRty6uDMvTz2DyYtwluvgJ5pik9eqykeXPttZDQpnMZylrBYzcxWmt2C8rnFQH6DxIT\nE1Oo80dHR7N0+XJ0jUzwKO36vrGPtpDL5fQcNIiIKjXR87vMpr92sP2XjQXqDPkpgYGB9PtmCPqN\naiKyNCd913asRbpsWv2zWtXf+fH48WO+GTOSDCdzzNp7YlimFq+fRXHq+zlU+tODFYuWFLjOITEx\nkSEjh/JGFI/35o6UbPKh70WGVM7teafp1b83h/Yc1Pj7UygUzPCdRqQilMkPe2BinT0BQSwW0Wqh\nN4tL/UVkZCQODgKLPf6lfPnyHD92jq+6d2b7umiqt7HEwt2AZTerYFc6e+W+W00jXpwOyWOmvBk3\nbjJ9+lzm2yn3mT8XTE0hKAh274UtW0Us2mpP/dZZtmwcdbgXrP62mIuLCx4eHmw5GsSIXJLN/G7D\n+oNw9SpMnKTUWFeuKPjctruE8mXvbRRDSEgIhmU9kfWYzcY/tmt9/itXrhBrYEzGj7+Suv8cD0u5\nMXXuPK3Nn5aWxqjJkzBcPR3zvSsw+2UOVoF7SRzSkW79+hAWFlZgGwkJCfQe0BfzWZ2ocn4+LpN9\nsO1cG5eJnakR+CPhVc3pP2xwgS4waWlpDBg2CHlVfdpdHJ7NsQDoGkrwXtIWnTLGHDp0SGM7K39a\nQWRGKINPtsnhWN6hbyKhQjtX/Pz8NLJx7tw5MExk+T91GLi0PD7fuuZwLAAGxjrIZOpr2enq6tKj\nxyD2H9LF2Q2c3UV06SXmtcKMbVdLvXcsAKnJmRgZaZaV2Khpe6auhav3sj9/8hr0nAO/b4GSjqCn\n93k7l3T0BD8+J/4nzuXRo0fMnDmTpUuX0rFjR27evPm/OIz/BFKpFAxMoFFvLvtd0Hod0osXL8io\n6gUiEYjFpC34kfOX/QkICNDK/Ldu3UJqYYxprw/V5CKRCLPxfRGP7c2oyZMKJFwJsGTlciy61MJx\nYLMcr4n1JXgsH0iSoxHbtmvunLf8voVkazn11/kgzkNuRiQSUbpfdY6c/lsjGwEBAezY/Re9djZB\nRzf/U9fAXKLRBTMjI4OlKxYxYKVrvsrLAMlxGRgZatY/6NyFY4yYVwL/t6XZdrUUx5+5MnWlDaXc\nsgf7X78CBztnjWxERobSrRt0mAITVsHq3eAzHUauhN82Q7N/fw76+krkcvV02IqS/1ydS2GhUCj4\n5ptvmD9/PlOnTmXTpk1a3Z/8/4a+vj7IUsDMCj1HNx4+fKjV+Q0NDRHLPnJYJqbIxkxhzW+b836T\nGrx48QLdqmVzfc302/68TIzj6tWrGs+fkZHBoQMHcJ6fd22JSCTCdmQrjvud1chGSkoKGzf/gvfS\ntvkKZALYeJbkhZpqxe9YvX4VLb7zxNRWtbBkyus0LCzU0xYDOHbsGJbOYqo0UZ0M8OhSKjU966ht\nQyqVctHvCq26G6NvIMaptCTPJJTXr3TU3tp7x4MHt+nVE65fB1M3CE6AVl2z1JdbfBReycykwDcw\nhcmXWudS5Edz8+ZNlEolGzZsQCqVYmZmxogRI4r6MP4zODk5oXidpZ2V4ebF/fv3NerRnheOjo7o\nHjya/UmfHvgvm0d6enqBU62trKzgWu7FgSIdHSRft+PcRT/q1aun0fyvX79Gz8wYfdv8L7QWdctz\n7c4qjWycOXMGW29nLCupbjaWGp2MhaX6F/2YmBhuXLvJzL2qm8FlpCl4cuEVXhO81LZz6O89tBql\nOvakVCoJvviWOcNqqW3j2rVrVKhugnkJ1XfaoU/klOyhWaZlSEgY5cuDnV2WlH9ehIXp0K69cPHN\nokYbMZeoqChmz55NYGAgN27ceP/8mTNnOHDgALa2tllqGXPm5HivkDG5UeTOJTQ0lFu3brF3717s\n7OwYOHAg+vr6DBo0KMdYiURSoO6AnwPvltuF9TmsrKyQx78BWQoyh7JEx0Zr1VarVq1IGzUakhLB\n9N/0VCsbJDZ2pKam4uys2ZbFOxo0aIB04XxMFQpEuRTuSqqW4dGVoxp/Jl1dXdKTpWRmKBDr5n2S\nZsrS0Tcy0MhORFQEJWoJuziFH39EwzoN1LZz4OABKnd2w8BUtTMPPvKCylUqqV3kmpmZye1bAQzY\nWkPl2JfByeiI9Khdu7baqe9Pnj6mRhPV42KjMwh7LqNly5Zq38QkJSUhk6UjROj4RWgmnp6en+21\nRhvOxd/fHx8fn2zb2ampqYwcOZL79+8jkUjo1q0b586do1mzZmqNyYsidy5mZmY4OztjZ2cHQL16\n9bh48WKuzkUul3/xqcjv9LcK83OUdCvDi2d3wboUQfevat2Wd926XNn7J8pBI98/J7J3JCgoSKOt\nl48xNjampL09cXtOZYu7vEcsJj0trUCfydrehqQ7zzD3zrtqPfb0XSpWrqSRnZjYGEQdPOKlAAAg\nAElEQVSlVe8wy+JSub/uKkv3z1Tbzq07N3GspVp2PjNTydVVDxjZdYLaNh48eICZtR4l7FUXFB5Z\nEUnvnn15/fq1WjYAnjwNomor1d+X39FU6tWvpVHqe2hoKDY2eohE+UvNxMfD27dyDAwMtHreaHOr\nXxuxlK5du3LhwoVsz129ehUXFxckkqw4V/369fn777+zOQ4hY/KiyGMutWvXJikp6X0vkNDQUMp9\n3NO0GLVp1qAuujez+u0URnHj9HFj0f/pe0iI//BkeppW1AdEIhHzp84gZeJS0h/mrAWSn7yCV8VK\nBbLx9Vc9CJ22HWUe3R/lCSm8nLWDb0eN02j+2jVr8+Z07j1p3qFUKrk27gitW7XWaLWXkpqMvonq\nyvYrPwdjIDXTqEr/0aNHuHmqzswKe5jCzSMx9OurmVxOVFQ49qVU39ce/UNBpw7q6bC9Q1dXl4wM\n1XGUgACoUMHlsy4KLqyYS3R0dDZ9QDMzsxxitELG5EWRf6OWlpasW7eOcePGsXDhQmJjY5k4cWJR\nH8Z/iu5dfNA9vw3iojA30V79yTsqVarEVx3aYzisV9b2WPhL0h8/1NpNQa1atZgzaQpvm39DylE/\nlEolSqWSlEPnkO85zZABAws0/9DBQ3CSG3C/8xKkL7NL76c8iSCo+Tw6tW2Pl5f6MQqAhg0bEn03\njOibubcgUKRlcGnoPsT3pcyfPU8jG7ZWdsQ+Scp3zJOzYZxfGMBPy1drpA2YkZGBjor2xoqMTH4Z\nGcKIYaM1XrVGRr3GtmT+xxd0S0bwnSSaNGmikQ19fX3S01U7l737oX79z1dXDApP/sXOzo6kpA+/\nqYSEhPc7SuqMyYv/SXqBj4+P2nIOXyqFKcXyjnLlylG3hifnf5tMk9WrC8XGvBkzSP9uAUdqlwUd\nHcaMHKFR75O86N6tG9ZWVsyfupTwvtMR6+lhbmrKr2t+LnBFu66uLtt+3cK6XzbwW/VJWNYsi8Sh\nBMl3n5P8Iopvx09k0MCBGs9vaGjIyqUrmNx+CtXnt8CtS2WM7M2QvU3l6Y47BH7vR41qXqz64xeM\njIS1EP6Url260WfwXlrO80JHkv0iolQq8V8TzPmFAaz7ab3G+mUWFhYkv819dffOzsZRjwh7mIp5\nawuUSqVGv29dHR0y8zaDUqnk+wlv0TOUcOvWLRo0aKC2DYlEQnp6/grPGRmwazds2KBZskhRUVhF\nlHXq1CE0NPR9Ys6VK1cYPTqrwv/Fixe4urrmO0YVxfIvRcCuXbvo2VOz5b1QZDIZt27don79+oXu\n0EJDQ7VWOf8pSqWSuLg40tPTsbW11fp2RWxsLHfu3EEul2NnZ0flypW1Ji56+/ZtNm3bzKULF5HL\n5ejq6FCjjjeTRk2gWrWCtQ0AGPhNf1KsYui8rh7GVgZkZioJvRrF5WXBJDxIY9ZUXxwdHSlXrpxG\nv4Hw8HA6dG7N2ie1MbXMuQV3YPkLDq0Oo92SelxYdI8x/Seo3T4AYMDg7vT6NpzGHXJfZZ/YncyG\nJcm0G+fK3W1m/L7pT7VtpKWlUb16ZWJeK5DksZt45iwMHa7D9Gkr6NSpk9o28kObMZeGnBY89hK5\nN1a7ePEiW7du5eTJk4wcOZJJkyZhYGDAmTNn2Lt3L//X3lmHR3F1cfjduBMhgoVgDS6BQIp7cZdA\nKS5FCxRpKdZSiluguENxhxQnWHANHiBC3IhnN7K73x9pAmmSQnZnI3zzPs8+T3Zm9p472dk5c+89\n53esra3R09Nj1qxZKBQKKlSowJUrV7C3t8/xmM9BdC75gCZFEvObL+VcNHkeKSkppKamYmRkhEQi\nITk5fX1KXacvk8n4feE8Duw9gJ6hHhItCebmxTAwMCYkNBTz0pbI4qSULVGGzWs35bnuPMBPM6Yg\nL/OYgYs/FE1LiE5l86RXPPWMZ+T5rlg6mPHy7DuuTnnF38fP5Pm8Fi3+A23bo4yZm31aLTQwjX4u\nwUz8qxYWJfSZ3+Y11y7fyvN5AHTo0Jitm4NxyiUyf8BgCSGxhjhVHsqkiZNVspEbQjqXhnh89rE3\naCGYXXUpvKtYIiIaQqlU4u/vz9u3b0lM/MyKUnlAT0+PuLg4fpo9k/rNGlGtRnXqNmzA+CmT1NKa\nMzAw4Pe583n54hU3rt5k1PDRJEillJlYhwEhM+n25Af6+k4jpaoebmtVK+o3Ydxk7hxM4o+Oz9j9\ny1t+6/CAUZU8STYoxsQHfbF0SA9H/6pNGYICg4iK+nQBs3/ToX1nDqyTEhOVdW4sIiSNke1C6TjR\ngerNLClmo0dM9H+vM/0X9eo1xMMjZ8d37z5cvS6h0TcGREaFqGwjPxDlX0RyJCEhQeV59s9l4bJV\nDBs9gaSkvOs8fQ6hoaGMnzKdIWPGc/r0aY3YCA8PZ+4fC+g+aDA9Bg1m67Ztgp+PTCZj+Wo3GrZp\nRd3mTek1ZgT1Gn7NrHm/Eh0dLYgNhUKB259raNOpPQ/LpOF4biatkg9R/cZ8Xjho0XfQt5mRkqoi\nkUhY9acbu07uofPNMVQd5YKOQfrcj0RLi2o/NOLs+bMqZZ2XLFmSM+4X6Np4LHf3p5EoN2b8rd70\nXN8iS46NlpYEfWM9lc6lRo0adOrUnV9HxhIXIychTsGBDbH0/zqYhv1K0+1HBwC0dSSkpX1e1cqc\naNu2C3v2GvDvIEGZDEaNlfDDH1boGWghQfProupQVOu5iM5Fw8TGxmq0/ejoaLZv24bnu1Tc/lwv\nePtKpZLB34/ltLIUVyr35LtxP7Jxy7ZPfzAPBAUF0bZLV/ZKDHg8agqPhk5g6Z2HdO3XXzBV6bCw\nMDr26skev2foHlyMXcglinufwu71KU5L4nEdOlht8UK5XM4PUyez99Y56j5cRvkFAzCuXBqJlhZG\n5e2osHQQSaY6amvprduwnrMPLtH5xhjMylll229Z3Y6wgFCVJU0MDQ1RokTLSs6Qk+0oXjHnwA1p\nfLLKpa5/nPQT79+VopmtPy1L+3PxvIQxW2vS+5cKmdNsEe9k2JVUPZjj66+/JklqytJlH7YlJMCQ\nERJKfWVAl0GmKJX5E3SjDqK2mEiBEBgYiJ61AykdVrFn737B1V1fvXpFYFQsimHLoc0QkhZcZeWf\na3n9+rVgNsZMmUriyImkzl0CLdpC207IthzEv0kbho4br7buk0KhYPTkicR1a4L54eXoO1XNvKHo\n2BbHfPOvRNqYcfToUbXsLFy6mHtRflQ/PxvDstlTwyUSCSbNq3L/wQOVbTx69IiN2zfR+th3GFjm\nPCJOCo3HzKqYysEQSUlJrHBbRpc/XdDRy/mGFfk2Fn19fZWdi7GxMSmKNKYdrMXmgGZMO1SHmi2z\nOsqQ10kqR75Beql2K+viuK2VMHocLFoCDRpJ0DI3Yv5OOyQSSZFwLkVVW0x0LkUcmUyGRNcQrB3B\nzI7nz58L2n5ISAjaJSukqyIDWJchuedPLFq1RpD2IyIiePXyJfIR/yo4JZGQ9tNv+LyPVvtJ/9Dh\nQ/hJUij229gcbyQSiQTtLs2499RLZRuvX79m36GDVDk8FW3D3DPclclpGBoYqGRDqVQy5ZdpNHDr\njEnp3HNMQm/44VhV9dLQBw7sp7RLccrUy1075dWZdzRt1lTlG3NAQAAB7wJwal88s/jYvwl+nUS5\nsrmrKnwKpVKJj887Nl0qhUk5C97GmjH9Tzt+3WKHoVH6rU+WpMDAQLPT1uoiTouJFAi2trakxQQD\nkFaiLs+ePRO0fTMzM4jPKr+hbDUIzyuXBZEpj4iIQM+uJOjk8NSlrU1q87Z4eal+0wc4dNod/R8H\n5ahdloGWZTGiPlYgyCPzliykzC890StulusxSqWSeI9nKocl37hxgyQtGRX7/PfnX/95h/49XFWy\noVQq2bJzM02nV//P4978HUqrpq1VsgHpNWPqdbT+T1l/nzsyqjiqrs4QHR1NWmoqlarpMWqWJdOW\nW9OwbVZHEuijRZnShVuVXXQuIgVCiRIlSIuPguR4ZOYV8Q/Ie9W+/8LR0ZHkd96QFPdhYzFrJPqG\ngiyClyhRgpSQQLKtuv5DqoUlkWqWVQ54F4Be5f++gcg97lK/ek2V2k9KSuLOzVuUHNn2P48LP3YL\noxSoW/fTwpA5sXnXVhzHu/znaCHqSQixLyNo166dSjZ8fHyQpUqxb5B7FnZsUAI+N4Jp0qSJSjYA\nrt28SO32uTtieZqCh+cjaNq0qco2AgICKFPe+D//X++8UVt8VdOIay4iBYKuri72FSvDu9tgVJyI\n98IGEJiYmNCwSVO0T2WdBtPS1Ucmk6ndvoWFBQ4VKsKJgznuN757k2pVqqhlo7R9GVLf5CzNApB8\n/xnJxy7RvatqqhG+vr4UcyiBjnHu011p8VL8p+xk3ozZ6OQ0SvsEKSkp3LjqyVff5i5Ro1QouDX2\nBKNHfK9yYuiVK1dwbFfmP2/IV5c+oUf3nmopNPj6+mJfLXeposcX31PWocxnS43kREhICLalc7/h\nKpVKvJ8kFnptQ3HNRaTA6Nu1AwaPtkJSFMUtcn8aVJVfZ0xD99gy8P5n7SPwFUppPCVLClMD449f\nZmA4Zwpcv5xlu2TPNkz839CqVaucP/iZtG/aguQVu1DmENaa8sKHmN5T+H3mbJVvZMWKFUMaEZNr\n4EFagpTnXRbQ9utmKkmZQPpTuHkpS3RNcl/PefSHB+bJxgxWQ4vtyq3LVGyX+/ca5RvH/R2vGfv9\n50mA5IRcLic4IBy7CrmvdVzeEUG3zn1UtgHpgRza/3G/DQuSo1BoqeXA8oOiOi1WuFydiEr06dOL\nNRu+Qf7Gg7pdP6+QT14oU6YMbksW8sPUdmjVaoHC+y5TJ09S6Qk8J5ycnNiy2o2RYwegrF6HtDJl\n0fF7i4Hva3Zs3qx2ntDAAQO4cP0qL10GoD9jOHqVy5EWEErqcQ+S9p9h5rTpasl/lCpVCn1dPWKu\nP8eiSdY1guhrz/AZu5lmVesyf+5vKttITEzMzGXJiWdrb+C99i6njpxQSbQyg7CwUOqWq53jPnma\ngkODrzFi2AisrT9dUCw3goODKVbcEH3DnPsZ5pvErePB2HR9obINSB+Z/FfA3JVTiZQv71AEosUK\nl9P4XETnomHs7Oxo0UKzkgxmZmYc3LOT27dv07btf8/7q0rr1q25fO40jx8/xtS0Fw0aNBC0fRcX\nF25dvoyHhwfR0dFYudShZcuW6WWc1URHR4fdGzdz5swZNq/YQ1hYKMWtrWnbqAndjp+kVCnVKh1m\nIJFIWPTr70zsMQXboa0wca5ASkQc8aceIvPyZ9aUn+jcubNaNzFHR0diA96TFBaPke2H8F+FXMG9\nn84QdvQNh/ceVPspPDk5BV2DnG8Lp6fdQRmpy8Onjzl0+BA9e/RU6ZxiY2Mxs8x9CvGv2T64jKrG\nmW1nmPPLryo/XCgUCv6re6f3J6KnV7gjxQCSU/IwxVmIkvRF56JhtLW1cXd317geV6VKlahUSfWw\nzc/B2tqaAQMGaOxcjIyM6Nixo0ba1tLSokOHDnTo0AEQXlusZcuWHNi5hzNnz3J/4x2sLYvTsHlP\nOi3thIGKoccfo6+vT9t2bbkx+hh157dFoq1F2J13PFt4lQo2Dhw7cARzc/P0G7eZmcqOzNLSgve+\ncdhVs8yy/dam59zY9BT75o7Qw5qFc5dQ1r4szs7OebZhYGBAsjTnzPt3zxJ4cO49P73uQOi9eO7e\nvUuzZs1UOhdtbW3kuST4x0bLeXYvma8qJ6jUdn4iT8vDbVp0LiIiXx6VK1emcmXV80s+xYJf/+CP\nJQs4124XWlpalCvnwO+T5uLi4sLkn6dx5ZIHCoWCarVqsn39pvQw8jzSu0tf9m/YRtVODgCkytI4\n/fMdbm56Rv0Fnag5Pn3NKOHtey54XFTJudjY2BAZnJBNsj81WcGqYc9pPaseBmZ6mNgYZKklkldK\nly5NoE/O3uXC4UQqf12MyDfCyP5oEnla0ZwWExf0RUQ0RGpqKufOnWPiz9MZOOZ75i9aqJLQYwb6\n+vr8OnMuNy974nnpGru37CImNgaXZo3xq29Jw4DNNE/YR0RxLU6dOqWSjc6dOxP7Mpmt7c6yu/sl\nfi/1F3e3v6LZ5r6ZjgWgWBVrAkICVLJhZmZGydJ2PDz34X+hUChxG/4c41LmNBpbI32jUr3KqhUq\nVMD/bQLJsqx1XVJTlWxcEEvr4aVJSRZW0UITyNO0P/tVmBBHLiKFCrlcTmRkJObm5oKst+REZGQk\nBw8e4vS1a6TJ5bRr1JBu3boJKjDq5eXFpBk/E2Oqj/a37dEuYc3zC7e4NGgg50+cFKROzc7du1i2\nYQ01r87DpOqHXA2T1jXwuvuM/iq0aWxsjPvx05w9my58+VfoHrRbWlLJNatuvTQiEQdzy1xa+TQT\nx03FbcZvVHIuRpivlJ0z3pAo02HY6TaZo5mk98mYmJiobMPY2JiKlcry0DMRl1Yfvts9q2OxrWhM\nuVpm6BsIo12nSdJSC5fT+FzEkYuGiYmJ0bgq8qSpM6leqy4P1NCs+i/Cw8Pp4TqQKjVq07RNR16+\nfCm4jdDQUL7/YTJVqtegRYcu1KzrzKSfZiCVSgWzkZKSwu+LF9O4dWvm3nvM5W96cL1jH+Z7XKdb\n//6C6bJt2rqV/iOHk/TTQCxu7qLY+G8x6dUW83WzCIuKICwsTG0bf+3dw4qt66l19fcsjgVAkSDD\nxEj1cteGhoZ069aNmLhYIojBaW72AlTxzyOpULZCDp/+PNq3b0+9Ks0ZXOIqs9vcp3znygw/2wU9\now8RccHPItReR+zbZwgrpn8IE797RcrGP2IZsaYqyVI5BgaFaJEiFxRync9+FSYKzLlIpVJq1qzJ\n1KlTC6oL+YIm6oV8TEJCAu6njpNUdSE/Tp+jtshjTgz5fjxPTJuSPNGbe7au9O4/kODgYMHaj4iI\noFvf/lw0rEzazhBku8NJ3RbAmUgtvh02UpBzSk5Ops/gIex5+46Ua0+RrtwCPfpBd1ekO44SYmCC\nh8fnF2XKjfWbNrJm/26K392LyXdZI8QkEgm6xUzVVsr28vJi4YqlVD83G6Pydtn2S69741Qr53Di\nzyU2NpZVa1bRaEuP7GWVFQre/f2SRo0aqdy+lpYW835dgLllMb736E7jcTWzRKnFhyWhSFViZ5f9\n/PJCn959ePcmlUl9wlkyNYpJvcP5cX8tSlYyJkWqQF+AYAuNk6b9+a9CRIE5l5kzZ+LklHu2scjn\nERgYiH6xMlBpBBGxyTx9+lTQ9oODg/Hx8UXe6jcwtYX6I5HVH8uvC5YIZmPm738Q5dIH+aAFYPKP\nIKOJOckTd+IdHMGjR4/UtvHLb/PwtrBBtvUQFP+XIKNEgrxSZSIiItSy4enpyZ87t2N5aTO69iWy\n7U8LCiMlLIoKFVR/4k9OTmbclElUcBuOcaXsyY5S/3Cib79UOVkzg01bN2PfpSqWVbPf3MPvBmBm\nbKr2qOLevXsYFdenZK3ssvrBXlFUqlJR7RyUhIQE0tK0sHOyQ2pgwcIbLtRqla6+HB+Vinmx3AVA\nCw1F1LkUyDhq9+7dNG7cGC8vLxISCn8oYGHG2NgYRUoCSCQoizfmyZMn1KhRQ7D2pVIpOsYWJGt9\nuHDl9cdyZZkwYn9KpRKPc+eQ79iafae2Nlr2VdUOGX7y5Amnr1xB5vGI3LLqdJ48xOGb5irbkMlk\nTJn1C6YbZqFTOuen7cTF2+jUuTO6uRV1/wz2H9iP8itr7PrlrOsVtPgY/fq6qhQplkFiYiK7/tpF\nl9s5Z+H77POiU9sOKrefwZnzZ6jas0zONi4GU7+O+rlUr1+/pmwVS3r/XD7bvpA3STjYay66TzDS\n1HOwfn5+tGrVKlNDLS4ujpo1a7JtW9a6TC4uLhgaGgLpuWHnz59Xy26+O5fnz5/z4sUL5s+fz+PH\nj//zWF1dXbWHxQVNhnKwps7DysoKuSwaUuKQGpTnfXSsoLZMTExIjQ0FWSwY/KMlZVycFGki1tbW\namWDZ6CQp4J+DutSSiUEv8bRcZxa57Ri9RqS+wwEk1xqj5w8hFliPN27d1f5fNatX0da7a8w75hz\nTobszhNS959l2d37FC+uWgGs1NRU1m7ZiMOBiTnuT3oTQti+6/xy/5FayZSHDh3Crn5ZilXM3s/k\nGClvdj1gz/V1al9nl6950G1PzqHMr04F88saV7VtxMTEULKSYY77Qr1TaVGjbuG/x6hejBNIj87b\ntGkTLVu2BODXX3+lTZvs62jt27dnzpw56hn7iHx3LseOHcPAwIBFixbh6elJSkoKbm5uTJgwIdux\nqampGk8+1DTh4eEAGj2PKtXr8DjIHYkyjWSZTHBbrVq35eLFWaR0dEvfEOqFuU0pwsPDBZHOcKzp\nxIur+6D14CzbtY8sxsZACwcHB7XOKSr6PQqHXKTbH9zBYMYPrN++Ta1pse2HDqD788Ac96UFhBDT\n+0cWzJxFWlqayudy8uRJtMtZY94gu9CiIjUN74FuTByTXlxNnf/Xzv27Kd0rZ7HQJ8uu0qJFunKC\nOjYSEhIICQyhVO3sDiz02Xtk71MoU6aM2tfys2fPsCqf8zXq+yCR/o1LaOS3Wa6cgDL+ajoXS0vL\nTMeSnJzMvXv3cnQiT548YfHixUilUpydnTMTjlUl353LjBkzMv+WSqUkJibm6FhEPp9J44bz/cSf\nUOqYUK3aOMHbnz/3Fx527UX0wUiSS32N4a2VTJ4wRjBNpkVzZ9J/yHCSgl6hqPMNJERj4Lkf0ze3\n2LV/j9phu9UdHTE8ehTpdyMgYwE3JhrtXZvQ27gKt0ULqV79v+uXfIrggECMc5D1T3n+lvcdxjB+\n4BA6deyklo2Lnlcx7+OSbbtSqcRnyg4q6FsxZPBgtWzIZDI8r17Hdfv0bPsSAmN49udNlh53V8sG\ngLe3NyUdbdDSzv7dPtj1mvrODQS5vhKT4jEskX00Kk9T8PZJVKFXRAZAuIBJ9u7dS79+/XLcN336\ndJydnVEoFDRt2hRTU1O1yioU2IL+kSNHuHbtGrdv32bfvn0F1Q2No+oUSF5o2rQpUyYMZUD3ZplP\nKEJibm7O2VNHmdTGAVfzRyybO4UB/XO+QFWhevXqnD52mD4GoVTaP436N9YxroEDl06fokSJ7Avj\neaVXz540trNGv35FjEf1w6RfR/RdHGn+9C5njh5RW3UZwK5USZKfeGe+V0hlxM1dy/umg5k97gdG\nDh2mto3nL19g6pQ1GECpVOL743a48JI1y1aq7Yhfv36NedniGBbPml+ikCu4+t0Bhg8ZRunSpdWy\nAfDy5Uvsallk2y6NTebaGi8uX7/K7r92q21HmpyEvlF25+J9OxZtXYlaZQPyDXkeXp/g0KFD9O3b\nN8d9GWoLWlpaNGnSRO3oyQILjO7Rowc9evQoKPP5hr6+PklJSRqf3hs6OOcpGaEwNTVl5MgRgmty\nZVCqVCn+mCu8ojOkL05uWLkCPz8/vLy8MDY2pv2eHYLltQBMGTWGsSMmo9h0FKW2FgnXH+DS8Gvm\nnxDGQQKYmJqSFv0hACYtQcrbcZsxex7Fjt37MDdXP/IpKCgIs/JW2bY/XuiBhdSEzh068cuvc6hb\nqzY9unVX2Y6fvy8Wjtlzca6t8sLWxZ7Kw1y4tOMy3w34TmUbALJkKeaG2R3uvb+jUMolREdH58sD\noFqoOS2WweXLl2nYsGGWdUU/Pz8cHBx49eoVnp6eDB06FEh/yFD3/ly4sm5ERDSIg4MDDg4OQPo8\ntJBOslmzZpw9doLnz5+TkpJC/VkL1ZKlz4mGTs4cXeWOIk1O0osgQt3caerSiC2n/hIsnyopKQkt\n/axP+j5HnvBi1U1GjxhN1z49sR3WikO/zKBFs+ZYWGQffXyWneQk9Iyy3n6SE1K5uuoJ3a5PQJ4i\n547/TZXPI4OUlGR09XJwLqejMDI3IjY29v/GuWzcuJE1az4U/VMoFLRo0YIrV65gZmaGu7s7wcHB\nxMXFYW9vT//+qmg8fEB0LiIiAlGqVCm15fv/i/FjxiJbIePJ8svULmVPX7f11KlTB1NTU168eMGC\nlSu4duUKX1WpzJ7NW1VSY65duzYhKxagVCpRKpQ8X3cTr3kejBo6kjXbNlL7xgKMHUuRcO4JAQEB\nKjsXXR1dFGlZNb+OT7xO2Y5VsahiS+gtf/QN1Jf/sShmSUK0b5ZtYX5SIvylWJWyEqSaqsYRyLns\n2bMny3stLS18fT/8bw4fPiyMoX8QnYuIiIYJCgri2rVrpKWl0b59e6yssk87fQ76+vrM/GlGtu2H\njxzm+x8mYDjpO4qv2I9PhzG8ePGCOnXq5NDKf1OuXDlK2ZTg72YbiX0bSekSpVm5eAVjf5xIjQtz\nMHZMd55pidLMnAhVKFWiNN7PH2a+9zriw5NT7+j38mcApGHxgowo7GxK4+1/K8s29zUBOA+twuuT\noWrlHOUbAjmX/EZ0LiL/t8TExPDq1StMTU2pXLmyIGKSHxMbG8vM3+dz4eJFtFp+gyIxgT3HT/D3\nwQOC2Th6/BizlyzC4twG9J2qAqBjbERaDiWdPweJRMLBvw5w+fJlypcvT/ny5enSpydlf3PFrHZ6\nImJqbCKJIVGZU4yq0KljJ9w6rKLtPCce7HrDmV9v0/niaPTN0x1WzMsIKpZWP5y3UqVKXNiXnPk+\nJjyZC9uCmfSwCY92+aqVbJpviM5FJDe8vb01ehHL5XKCg4MpXbq0xkq2KpVKfH19SU1N1ejTnre3\nN3fv3iUqKoqqVavSqlUrwc/p6dOnjJk0hUsXLqBfrirymAjKWBXjxIG9gp3bnTt3GD15MontupFy\n6xWYmkFIEIHtvxakfYCzZ88ya+EfWF3cjF61igDIY+JIeOlD1apVVW7XwMCAdu3aAbB2w3pizLWo\n8f03mfvfX/Kiau2aav2v7OzsGDhwIAsrbMG8uDnVRjfGzsUhc3/07WCcmqofxSLq5xkAACAASURB\nVOfs7MyU6bGEvEnCuqwBf456Sd3vHLGwNyUxRlo0osWKqHMRVZE1TGRkJLVrqyci+CmGjphAi5Zt\nmPPrAo20HxgYSKtvutC51xBq1WtCj74D1SrilBORkZH0HzyC7v2HMt/dh1WPjZj4+1q+G/a9YGKc\ncrmcRcuW02fwcM7aNiZleyDxi26StP41AdGJvHihXs32DM6dO8fgseOIXrSOlHnL0x0LwJOHlFbj\naf9jXr58yY8zZ2D599pMxwKQuOc0XzdpjLGx6qrIGURERLBu43oqbhmD5KNR3fsdV+nbWfVIsQym\nTJzK7Zt3iItJwOnnrCH0oXf8BfndmJmZ0c/1W5b19+KP7o9JSNGj46KGpMrSQKkUpEqoxknNw6sQ\nIToXDZOcnPzpg9QgLi6OWzeuoajiz6HDJ/Dx8RHcxogxk3hX7FuknfyRdQnmebwjM2b9Llj7kZGR\ndO7pyj2dekgn+yDrthXlN/NJGnWXh09f4u3t/elGPoFCoeCHqT+x87oXMjcvlF0ngdE/cjDyNBQJ\n0YKE8np6ejJx5ixku09Ayw9P+ygUGP25hFEC5AclJyczauIETJdOyZwKA1AkSUmav5GJI79X2wbA\nyrWrsR3YIovyckpUHJEeXpkjG3W5dOkSpZtUxMDqgzNMCIxBLk3N1MJSl+ZNWxAVLMG2UXkGHm6P\njr42sYGJWNlaamykLygC5rnkJ+K0WBEnPj4eHT1TUnXtkJi15/bt25Qvn12kT1USEhJ48+o5ij63\nQSIBiTYpVedy+ULeF4tzY8HSlbx36Exa24VZd0gkKOWpgjxdLndbg4d3INJ5l8Agq46Z1olVVK1c\nWe2bWUREBGMm/4hs3V9QM6vit/aGVTggp1Mn9bL0AVasWU1izQqYD+qSZXvCqr9wrl2HWrVqqW0j\nPDyc48eP4/xyTZbtIVsu0rxlC8GmeU+eO0UZ16xTeP7uL2jUpLFgN35/f38qNS9Dq5/rZm6LfBOL\nvYMwzkvjFNFpMdG5FHFsbW2Rp8ZBWhQyZUm1ZeP/jba2NlpaWshTY0D/nygnWRjGJsKtId24dZfU\nHkeyblQq0fb4jYrlHNS+6YeGhrJl+3aS1zzL5li4cQST40tZdlB9lYiJM35B2m8INGyadcft6+iv\nW8b6o0fUFvoMCwtj15492HgdynLzTXnlS+LS7cw6KEw46V9792Dr2gR92w+jObk0maDlJ1ixTf3M\neUgfgd3yvIXrrqxSM0FHXjKh00hBbAD4+PpkS9gMfxlNpXLqlQzIN4pAtHROiNNiRRwdHR3atGmP\nbthUDFMuqV1j498YGhrSt68rBje6Q/h1CLmI4Z1vGTVcOEUAa+vi8OrvdBVkgCgf9I8OocTb/Wxc\ns1ztJ9hbt26hXac1WH1U/0SehvaB+Zis/57dWzdRtmxZtWx4eXnx6OVL0ib9knXHHU8MRriyYeUK\nQWRTlq5xw3hY9yyy/gpZMnGu05g2cZIggolKpZIDx45gMyzrgnrg6r9xdqpH5crCyNR7eXlhVck2\ni9SMLCqR4Fu+tGjRQhAbAL6Bb7GqmPVhKOBuBKXscpb7L3Sk5eFViBBHLhomP6JR5v02g6hx0zA2\nttWIttjsmdMpbrWRY+7j0NPTY+jUYfTp3Uuw9pcv+JVRE34k5MYy0NJCS5GKa5/eTBi7X5DpFz09\nPZShvhD4CrS0kTw4g9GpVXxV2o7Vx49SsmT2olt55fjff6fL+uv9UzZXqUSyaxMGS35lw8oValVt\nzCAhIYFTJ05i9+aDcKRSLidu8EzqlS7Hd98OUNsGpBfxSjPSxqzuBx2z5JD3BC45xuo9woVRe3l5\nUdwlq8N9s/cRDRs3xNvbm9q1awsyNfY++j3lbbLaeXcnjGRrza6HCkYhcxqfi+hcNIyJiYnGtcXM\nzc3Zs3ujxtrX0dFhwvgxTBg/RiPaYhUrVuSC+zFCQkJQKpWULFlS0IXWtm3bcuPeA07PbQ1IqFOn\nNjO2radcuXKC2YmJT0BRokL66MvrAYZLf6NEeDAb9u9Tq/Lkx1y/fh2TBrXQsUmfnlQqFMQOm0Ol\n8CTWrF0v2LmcPn8Wi74NM9tTKpW8Gbme71y/pWLFip/49Odz5/E9rHp/uOkrFQqer7qBraktPXv2\nZO/evTRooH7BsNjYWAwtPnwHSdEyYoISkcoElBvWJKJzERFRHYlEIsgIIid0dHT4ffZMfp89M3Ob\n0E6yR4f2uH//PayYj4mZGSMHDWLwd9+hlzGSEYCAgAColh6soYhLIHbYHEq+i+Kk+2lBQ8NvP7qP\nef/eme9Ddl5G7+17Ji4dj0KhYMeunVhbW9OpQ0e17Dx79pSmiz7oV/m7v0A7VUJkMbDv0Viw7yc+\nLh5Diw9SMj5XQzCvYEmqvJDF7uZGEenmvxGdi4iIADRq1IgHt2+TkpKCmZmZ4Nn+ABYWFqScPUHM\njFXIdp2ifbPmzNuxEmNjY0Gdy7s3vjhXTw+iiL33Bt8ft7N/x260tLQYNm4Mt188w0iuVMu5KJVK\nIoLDMS1rkfn+2eLrxETGUO/8bAJ/2iNIlVOAhNhEDM0/OPnXHkEYlrZAW6tw1ZzPlUIWYvy5iM5F\nREQgjIyMMDLKoVyzQHTp0gXfwADksWm0c/szW5Khl5cX85avQEtLi31bNqs8TWZgbEhagozEl4G8\n6LWU5X8somrVqvy+aCFeaQkUP7wcRf/sGmd5QSaToQR0jdNHFL7Hn5LgE41dz4YYVyqJ9E0I9gOF\nCRWWSCTwT6yIUqnk5ZlArBtVxNhQ/UTTfEGcFhMREcmNhIQEnj17hqOjo8rJmnp6ekydOCnHfcdP\nnODneb8j++FnmP0jcrkcHR3Vft61a9fhTvNZ6KXBij8W0aplKzw9Pdl34hg2XodJOHgO5+o1VGo7\nA6VSiUQiQZEmJzUhhVvjTpCSmErlGT1RpKQS/TqAr776Si0bGRgYGZCckIqRpQGB9yNISwN9MyOM\njUTnoklE5yIiokHS0tLYsHkLazdsRGFgglPVyvy1ZYOgNnbu3s3PCxYhO3AWIiMoW626yo4FYM3S\nFdy/fx8nJycMDAyIjY1lwvSpFNv+O9rFLVAeukDnXuoV8TIyMqKEfUl8jz3l6aJrVCnvSJC1NsaO\npYh75INdmVKCSbNYWJkTHybFwt6U62uf4TikPlK/eIyKa26UKShF1LmIeS4i/5ekpKRw6tQpen07\nlJp1XegzYIjKSsK5ERgYSIcefVh7/i7SZXdJ7joZSwv1JWY+5uLFi0yaPRfZgTNQuRpGG1YwzDXn\nMrafi76+Pg0bNsy8ua9auxbt9o0watuQtPAoEu89pVmzZmr3fciAwVwffoSeTToTk5SE1dD03Ja4\nu2+oXq262u1nUKNqTXwuBxPsFcmzE35UGeFCkl+MYBVCNY6oLfb5vH37lv79+7N06VImTpzIvHnz\nCqIb+cbWrVs12n5cXBxnz54lPDxcYzaSk5M5f/48y5cv58qVK8jlwq8yKpVKPD09+W7IaOo4N6Zq\njTpM+3mOYMKVGXh5eVHLuSE/rznEA4dRJAy/yf1b10lKShLMxuvXr+nS2xUflwFI510As+IYHlvK\nkP7q3fg/5t27d/zw089IN+6Bio7w6B56L57Qu5dwOUhBQUHsP3QQ43njAEjadYpmLVuqVcslg0ED\nBvLkoRe9uvfC39cPqzbpsjXxJx/QurH6ziuDbp264+n2jI3fnKLhym4Y2ZgS4xOpduJsvpGch1ch\nokCmxaKjo+nXrx+dO3cGoFq1anTs2BEnJ6dPfLLoERISwrhx4zQiKAnpN+T+/Ufi6ydBX+83zp49\nJnh53RcvXtB/wDDkOl8h03FCT3aATm09WLhgrmA2AgMD+eHHX3jlG05SpR+h6XrQ0uPI4XJM+3G8\nIIWjlEolGzdvZdXajcjar4Ra/UAiQef8TOo2ai6YXtarV6/oPWAgiYOXoWyZPn2kv2Uy7Vs2F+wa\nT05OZsjYcelrLHVdQC7HcO4UJo8Zjb6++hUcM1i0agXGY/qiU8IaZXIKSct3Mm7DZsHaBzhx8iS2\nvRqipaeLXJZC+OXHNJ+75tMf/EwaNmxIy6/b4OlzF8cB9ZCnyokJjNJo1VBBEWBA7eLikvlAoKOj\nw/nz57Mdc+HCBY4ePYqNjQ0SiYTZs2erZbNAnEu9evWyvFcoFJiYmORydNFGoVB8+iA1iI6O5vXr\nF6QqYoABXLx4EVdXV8HaVygUDB0+nthiS8HiWwDSkh5y0UN9yfUMQkND6d77W6JLjULxzTTQSq8T\nov1iMQ4VqgjmWKbNmM3fN58j+/4uWPzz1PpgB2ZPd+B2QhhNrnfv3uE6aCgJw1ZCs/QcDu0TK7F4\neYU5J4584tOfz9JVboSUdkAxdEy6jY1uVNSC/v3UV13OwM/Pj4seHthtOQ1A/PbjVHesTLVq1QSz\nAXDszCmsVqVfW+8veVGpSmWVyyfnhEQiwaq4FWWqVwEg4V00lrbFBXXCGkWA6a727dszZ86cXPcn\nJSUxevRonj9/jq6uLr169eLSpUtqKX4U+IL+0aNHadeuXY6RIbq6utjZ2eXwqaJDamr6laGp8yhe\nvDg6OtqkpjwASTzFihUT1JZcLud9VAhU/KfIlewlRpHjGDpsgGB2ps2YS4zddyiq/aPLJYvA4Nks\nzGLOcvryOUHsrHJbw+mbz5AOuwb6JiBPRffCL5h7H+DvU0cFuWHKZDKat+tIfM+fMx2L5MI2zE8u\n5/Kl84JJyN++fZs9R44iO38nXan6+RP01y1j/7Wrgiai/jLvV0zGuqJlZoIyJRXZoq3M37RN0Osr\nODiY4KBgHBqn3/hjjt5lWLeegv9e3oUGUKxZ+og++mU4lb6qWHTuLQLMQD958oTFixcjlUpxdnam\nQ4cOWfbfvHmTsmXLZhaAa9SoEe7u7kXXuXh4eHDlyhVWrlyZ4/7U1FSNyqbkBxnz+Jo8j0WLfmfq\n1BbYl/6Kpk2bCm5rypRpLF9eGyR66OvrMHjQAEaNHCKYHT+/d5CogOcrMEh4iDLgBN27d2falKPo\n6OiobSc6Opq58+aTPO5RumMJvI/xyRFUK2PO2uOHsbS0FORc/li8lHBrRxQd09cntE64YXZsEft2\n70BPT08QG0qlkqHjJyCduxiK20BcLEaj+vHbLzMwMDAQ7DsJCQnh6NFjmTpm8esPUNUhveyxkNfX\nvn37sG5bBy1dHRQpqYQevkGzE78Ifg17v35NnQrpD7BRj0N4+fAJQUFBgiVq/hshBEQzEWBabPr0\n6Tg7O6NQKGjatCmmpqY0adIkc394eDimpqaZ783MzNRewy0w5+Lu7s7169dZuXIlwcHBvHv3DhcX\nl4LqjsYoVqyYxrXFOnXqQKdOHT59oIqMGD6IwYP6ExUVRa1atQgLCxO0/VXL5rNz917i4rxwrFSB\nDh3OCzIVloG3tzdKHQN4uBvjt+5ox/iyaP6vtG3TRjA9rqCgIHbt2Uvy2ueQLEV3189YPDjJoYP7\nBFFDzuDSpUuEyZXQuRcoFBhMHkGvVi3p0a2bYDYA9h88iEn/DmhbmaOISyBx/ibmbN8pqA0Ad4/z\nmA13BiDy7EMqflWJkiVL4uPjI1hdIqVSSZBvIM0qpGuyRd4JIPZ9LKGhoUVj3UUA5+LsnP4/1tLS\nokmTJnh4eGRxLra2tllUHmJjY7G1tVXLZoFEi92/fx9XV1du375NixYt6NatmyDVBkU0R8YUpSYq\n95UoUYLpUyczf95sBg4cKKhjgfQ1vh/HDmeofQArpg/l3s1rDBo4UNBz8fT0BMf68Ow6hj/Uonma\nP38fOSioYwFYtmEjST/8DEol+lNGUTEqlFWLFwlqA+Dw36fQ/zb9gSX+t/W0aNJEMKn9DBQKBY/u\n3MOqdXqUWPRfnvTu2JUt27fTunVrIiMjBbETFRWFtp42BhbpeS1hDwMBsjypF2rUDEV+9epVlojV\n169fZwqQ+vn5AekL/v7+/qSkpABw48YNOnZUTzuuQEYudevWFbwGu4hIbmhrazNi+DCN2ihfvjz6\nfiv46uIKfpj7k0ZKH4SFheHz5g20aof+D0NxDHnHX1u2CL4w/fr1a2ISE7B1qYX08l1S//qbuSc/\nyPzfuHGDtLQ0mjZt+h+tfJqAgAB0ixmjV9wMWfB7Is89oM3EBbTumO7UjI2FyaCPiorCxDa99EVK\nvIykkDiQSIpOEJGaay5mZma4u7sTHBxMXFwc9vb29O/fH4VCQYsWLbhy5Qr29vasW7eOCRMmYG1t\nTa1atdSuqVPgC/oiIl8C9erV49Htmxq1ERISgjw1FaP2X+NcoTxrt2wWJN/k31y5egXDTk1RxMQT\nO/AXVv+xECur9CmlFy9eMGDAAKrVq6e2c3nx4gXFaqVPfQUtO8GAbwfg6elJskKOfdXKgp2bVCpF\n7x8Ns+DLbzGwMUNLqtCIuKhGUHNarESJEhw+nD0aUktLC19f38z3rVu3pnXr1uoZ+wjRuYiIFBGq\nV6/O1AnjqVqlCo0aNco2radUKlmyYiWBwaG4LVV9quxtQACKSrbEdJ9I73Ydad68OZAeYDNmylQA\n+nbponL7Gbzy9kavVhlSouII3nqBKXcf0Nm1D7pOVahnJ9yCeGJiIrom6c7F/9QLtO0ssUwqIo4F\niqz8i+hcRETyiaioKAwNDVVWTtbR0WHkiBG57l+0bAUb167BroyDij1Mx9jQkPezVuM6aCC/TJuW\nuX3L9u2E6huhZ2am9nw8QEBYMHpNrAiYf5hOHTsSHR1NQEgwRtaONHdpqHb7GchkMnSMdFEqlfid\neo55pwbYeCcK1r7GKWSyLp9LEXLfIiJFE4VCwfqNm3F2dmbuvAUasbF95y52HD2FjqkFS/5QT05p\n2qTJnDlzhj/mzM0M1Q0JCWH1+g2kVK9Ni5atBElyNDYwJGTvVaL2XGfqD5PZuH0bhoO6kHDzkaCR\noxkjvPfPQkmOlWJSrSwlbIpIjgsUWfkX0bmI/F8TFBTEnN/+YOyEKRppPzExkaGjxrFy634AuncR\nPmT8zJkzLF69ltTa3+BUpzYNG6r31K+np5ctqfn3pctI/XYYBlcvMGqgeorIGTRq8DU6Pu/Z/Od6\nLCwsOHj4EFqVy2FTsoSgEYMWFhYkhsTx4s9b6BkbkRoYxVdlBcxD0TRpeXgVIsRpMZFCh1KpxMvL\ni2vXrqOrZ8CokcJHeiUlJTFv/iL27DtAckoqJoa6gtt4//49fQYMIci0NlqmcQzr1pavv/5aUBtB\nQUEMHPE9sqErMNg4nkXHDgseLv7q1Ss8rl0jbXobyltZUqtWLUHabdu2LW3btgXg1q1baJe0Qf70\nDZ1aCbeoDODo6EjQIz+i3oZj1aQGaa9CKd9OWBsaRZwWE8kJuVxO7969P32gGvj5+bFqlRu7d+/O\nlJsRmoiICDZv3kLLlt1o3bonGzZsE9yGQqHg5MmTNGvRkW8HT2PFOncWLZwvuBT+kydPqFW3IXuv\nxpJSYSzmxcw4cUwYbbEMIiMj6d53AAElO4C2HjVL6PPT1MmC2khNTWX4uB+QdpmI4bkNjB05XCNK\nv78vX0HK95Mx2uzGT+PHaSTX6aj7KbR6tyH16EXatWkraNtGRkasWrWKti1bY+hcjkTvYBwcHAS1\noVHkeXgVIkTnomFCQ0Nxd3f/9IEqkpKSQqdOPVi9OpHff9/KiRMnBLdx8OBhmjdvz7IVQdy60xc/\n/2QueVwX1MabN2/4pkNPfv51F4Fac0kx6oypfgwHDx5Uq/DVxyiVSrbv2EXfb4cRVHoGCl1zbKL2\ncPzwXkFvNu/fv6eH63eElO+DJDWJckmP2Lx2leBSI0tWrOKdng0AFXST+X5k7ov9quLl5cX9J09R\n2NpRwkBPkDou/0Yul3Pm3Fl0alZCOymZ6tWFq+WSQefOnYlJTsKwcmli/YKLjtw+FNlpMdG5aBhN\nK69qa2tjaWmNvv5pDAySqFOnjuA2Zs/5ldS0qujqBKOvO5nOnWqyaeMKwdq/desWXbv3wye+C8mG\nHdEPH0eH+oFcOHeCunXrCmJDoVAwe+58lqw7iKzuJozfruTrEv6cdT9CmTJlBLEB6bV1evUfRJhD\nd7SSYykdcZl9O7cInrB39+5ddh88jLT9GAyOr2DdiqUa0clatHoNyWMmY7RmMT+PH6+RUcuDBw/Q\nKWFN2v0XtG/bViM2AHx9fdHS08Hc2koj+UEao4g6F3HNRcMUL16ct2/faqx9bW1tLl48xbt37yhd\nurRGnNlfu7fz7NkzbGxs6Np1OzKZTND2d+85jDQxCkPW0LbtN4wfu08wXakM5s5bwKG/byK3aY7h\ng+EsWfQ733wj7I1MLpfz/YQfCbb8Gon0PeUS7rF/3y7B6sRkkJSUxNjJU5ENXoLhxvFsWbtaIxpZ\nz5494+HTZyjb9cTexFjtjO3cOH3hPNrdWiI/eJ5uszVTOFAulxPqH4i5LIUyZe0pX768xmosCU4R\nXXMRnUs+UKJECY0KV+rq6lKhQgWNte/k5JRZ5Mrc3Fzwc1m0YC4Txo2gfPnygk2BfUxAQAC7d2xB\nItGiQ6Nq/LzpOE5OToKfx0q3P3noE4GWsZIq5ins+Gu7RiRGlq9eQ3ylrzG4vo8e37SiS5cuGrm+\nlq1bT8qwcRiuXsScRQs0MqJQKpX8ff4cWvPHooyJz7zOLl++nJm8KQQhISEYFi+G1CcMs+RCtjjx\nKYpYdzMQnYtIgWNsbJxjPR+hKFmyJOvWraN69eoaU8H19vbmz9Ur0dLVp1+/esyZ+ZNGHKWPjw97\n9h9EUaMF1SSxzPp5ueA2IP1mfNPTEyrXpkb5cjRo0EAjdnx8fEhKS0X/pR+9u/dAS0uLu3fvMnTo\nUEFHFr6+vphWKkXqk0BCg4IFazdfKGTTXZ+L6FxEvni0tbX55ptvNGpDoVBQqWpNpk0aT6tWrTRm\nZ/7SFchSUikd7MX2wwfQ09PTiJ1de/cib9gUvW3rWHDoYJZ9169fx9PTk+nTp6tt5+bNmxi0qI9s\n+3EG7j8EwKRJk9Ru998EBASgV86auBveRAUHY2NjI7gNjVFEnYu4oC8iIgCVK1fm7KljGnUs8fHx\neJxxx8LEmIO7dwi+lpOBXC5n76HD4P2Swd/2z1b4auDAgVy4cEEQWxdv3UAmT8PO0oratWsD6dUp\nBw8eLEj7GYSFh6Ew1SchIL0WUZs2bQRtX6PI8vAqRIjORUSkiGBiYsKKFSs4c/JYroWcTp06pXYw\nxK1bt4gNDcFGouSHsWOz7Nu1axdAjiq7eUWpVHL/zh146cfgPn2B9NBngB9//FHt9j8mMDwUWVAU\nFaull1Nu166doO1rlCIaLSY6FxGRfCI1NZWYmBiVPy+RSOjatSvW1tY57o+OjmbChAlq63IFBQUB\nsHbpkmzRh3PmzKFy5cqCjJqCgoJIiHyP0j+Ybl3TK2lOnZquuixULZcMQiPCkb2LpMZX6QXP6tev\nL2j7GkV0LiIiIrkRFxeHo6OjxsJ5gcycoL/++kutdrp3787Dhw+pWbNmlu2bN28G4ODBgzl9LM88\nffoUgP59XTOVol+/fq0RRYuYuFgSvPzQlaTnAunqCi/3ozHUrERZUIjOReT/nrt37wqeV/MxcXFx\nmesJt27d0oiNyZPTpWU8PT3VDhnW1dWlWLFi2bb/8ccfODk5CTaqsLe3x7ZUSUYOGQqkFw8DmDFj\nhiDtf8z78EjkspQsxbGKDEVU/qVAosUuXLjA0aNHsbGxQSKRMHv27ILohkghJzo6mtWrV2v0+vjh\nhx84efKk4LXuM/jYsbx48UIjSa43b97k2LFjzJ49mxIlSgjePsDq1asB2L17t2BtVq1alZvXPsgI\njRo1CiBHx6YuYf6BmFmYc/26sLJF+YKyoDugGvnuXJKSkhg9ejTPnz9HV1eXXr16cenSJY3UHBcR\nnrS0NDZt2kRISIjGbvpxcXF06dKFd+/eATBz5kzBS9JGRkZmjlZ+++03BgwYIGj7kD+OJTk5mVat\nWmFqaip4hFUGSqWSFStW0LBhQwwMDDRiA+DevXu0b99eI23v2rWLkiVL0qpVK42HpRc23r59y6xZ\ns3ByciIwMBArKytmzZqV7TgXF5dMWRwdHR3Onz+vlt18dy43b96kbNmymXOejRo1wt3dXXQuKqJQ\nKHByciIuLg6ACRMmMHHiREFtJCcns3bt2synVyAzk1pIEhIS6N27N69evQJgyZIl9OzZU3A7R48e\nzYxGunHjBnZ2wheOyg/HAlClSnr00/379zXSPqR/DwBbtmzRmI2AgAAA5s6dq5H2GzVqlPl3kQpD\nFoDo6Gj69etH586dAahWrRodO3bM9htu3749c+bMEcxuvjuX8PBwTE1NM9+bmZkRHh6e47G6uroa\n+eHnN3p6eho7D6VSibW1NY0bN6Zr1664uroKvliZsdhqYmLC7t27M2twCEVSUhLt2rXj3r17AKxc\nuZKRI0cKagM+OGJvb29atWrFyZMnBbcBEBMTkzkqev/+vcae9hcvXgzA7du3NTatp1QqWb9+Pe3b\nt9eokvDw4cMBqFGjhsZsZGji9evXT5BKmkWFevXqZXmvUChylCV68uQJixcvRiqV4uzsTIcO6hW2\ny3fnYmtrS3x8fOb72NjYXGP2U1NTNarJlV/Y2dlp9Dw+Hr5GRUUJ3v7z588zb5CaOJeMG/GMGTMy\nbzJC2/Dx8aF16/QCUVu3bsXV1VUj38m/RyzqhB7/F/7+/sydO5cBAwZQo0YNjV1f8+alC0muXLlS\no9fwpUuXaNu2rcZtQPpIXNP3lX8nnqpHXsLA/vvB8ujRo7Rr1y5HuaXp06fj7OyMQqGgadOmmJqa\n0qRJkzz29QP57lxcXFzw9/cnJSUFPT09bty4wdh/JWqJFC40Oc8OaFydNiwsLNOxPHnyRPAcigzy\naypMqVRmhjT/9ttvGrEB6U+427Zto2PHjhoN3Q0LS8+ad3Nz05gNgLNnldKh+QAACOFJREFUz2q0\nfc2RlwSW3L8nDw8Prly5wsqVK3Pc7+zsDICWlhZNmjTBw8NDLeeS76HIRkZGrFu3jgkTJjBr1ixq\n1aql0dh/EREbGxs2b96Mj4+PxhxLfHx8vjgWgC5dugDw+PFjjdmA9EAKINebkVBkzPPb29tr1M65\nc+c02r7mkObhlTPu7u6cO3eOlStXEhwcnBkS7+fnB6SXst66dWvm8a9fv6ZixYpq9bpAQpFbt26d\n+SQpIqJpJBKJxgNGHj58CGjesbi7u/Ps2TM2bNiQZe1SaORyOfv27aNXr14aKUL2MefOndNIgMi/\niY2NpVatWhq3IzzqZUfev38fV1dXnJ2dadGiBYmJiYwbN4769evTokULrly5gpmZGe7u7gQHBxMX\nF4e9vT39+/dXy66oiiwiIgBNmzbNl+JT48ePp27duhqPeJoyZQoACxcu1Kid6Oho4ENwgqYpmmHI\n6jmXunXrZlnn/piPk0qF0Iv7GDFDX0SkiKBUKhk0aBAHDhzQqJ20tDSOHz/Ot99+K3h+0b+ZP38+\ngEYVEiD9fwdF1bkUTXExceQiIlJEkEgkguYh5EZGPpMmgwUyOHLkCI6Ojhq3k6FjJmwUV35RyETD\nPhNx5CIiIpKFsWPHcuvWLY2UNf6YhIQEAJYtW6ZRO1CUF/NBHLmIiIh8Eejp6eVLpcaM0UTVqlU1\nbktdKZOCpWiOXETnIiIiUiC4uLjkSxAEgLe3NyVLlswXW8JTuEYkn4voXERERL54Jk6cSOPGjQu6\nGyoijlxERERECiUTJkwo6C6ogThyERERERERHHHkIiIiIiIiOLnLuhRmROciIiIiUqgRp8VERERE\nRARHnBYTEREREREc0bmIiIiIiAiOOC0mIiIiIiI44shFRERERERwxJGLiIiIiIjgiCMXERERERHB\nEUcun8Xbt2+ZNWsWTk5OBAYGYmVlxaxZs/K7GyIiIiJFBPVHLhcuXODo0aPY2NggkUiYPXu2Ssfk\nhXx3LtHR0fTr14/OnTsDUK1aNTp27JgvNbRFREREih7qZegnJSUxevRonj9/jq6uLr169eLSpUu0\nbNkyT8fklXwvFlavXr1MxwKgUCgwMTHJ726IiIiIFBHUKxZ28+ZNypYti66uLgCNGjXC3d09z8fk\nFY2MXNq1a0dYWFi27fPmzaNTp06Z748ePUq7du346quvcmzH0NCwiJYlzc6Xch7w5ZzLl3Ie8OWc\ny5dyHkKiVKpX2jo8PBxTU9PM92ZmZoSHh+f5mLyiEedy5syZTx7j4eHBlStXWLlypSa6ICIiIiIC\n2NraEh8fn/k+NjYWW1vbPB+TV/J9WgzA3d2dc+fOsXLlSoKDg7l161ZBdENERETki8fFxQV/f39S\nUlIAuHHjBh07dgTAz8/vk8eoikSpVCrVaiGP3L9/n+bNm+Ps7IxSqSQxMZFx48YxcODA/OyGiIiI\nyP8NFy5c4NChQ1hbW6Onp8esWbNQKBRUqFCBK1euYG9vn+Mx6pDvzkVERERE5MunQKbFRERERES+\nbETnIiIiIiIiOIVe/qWoZ/QLnfVaEBT17+DfSKVSGjRowDfffMOSJUsKujsq8+rVK3bs2IG5uTnX\nrl1j9uzZODs7F3S3VGLJkiX4+/tjbW2Nn58fGzduzMy5KOyEhoYyc+ZMvLy8uHPnTub2L+G3rxbK\nQs7du3eVJ06cyHxftWpV5f379wuwR59PYmKismLFisqUlBSlUqlU9uzZU3nx4sUC7lXeKcrfQU5M\nnjxZOWjQIOWUKVMKuisqk5aWpmzSpEnmtRUaGqqMiIgo4F6pRkhIiNLS0jLzfdeuXZX79+8vwB7l\njUOHDilPnjyprFevXua2L+W3rw6FfuRSr169LO+LUkZ/blmv6kgqFARF+Tv4N7t376Zx48Z4eXmR\nkJBQ0N1Rmbt376JUKlm/fj1SqRQzMzO+//77gu6WShgZGaGnp0dsbCzFihUjMjISOzu7gu7WZ9Oz\nZ08uX76cZduX8ttXh0LhXITK6C9saCLrtaApat/Bxzx//pwXL14wf/58Hj9+XNDdUQt/f3/u3bvH\noUOHsLW1ZfDgwejr6zNkyJCC7lqeMTMzY8mSJfTt25eSJUvi5ORE06ZNC7pbavEl/vbzSqFwLl9q\nRr8msl4LkqL4HXzMsWPHMDAwYNGiRXh6epKSkoKbmxsTJkwo6K7lGTMzM+zt7TOvp4YNG3L16tUi\n6VwePXrEkiVLePjwIVpaWkyZMoVFixYxffr0gu6aynxpv31VKBTO5VO4u7tz/fr1zIz+d+/e4eLi\nUtDd+iQfZ73q6elx48YNxo4dW9DdUomi+h18zIwZMzL/lkqlJCYmFknHAtCgQQPi4+NJTk5GX18f\nf39/HB0dC7pbKhEcHIylpSVaWunBq3Z2dvj6+hZwr9TjS/rtq0qhT6Is6hn9Qme9FgRF/Tv4N0eO\nHOHPP/8kNTWVMWPG4OrqWtBdUoljx45x+vRpypQpQ2BgIKtWrUJfX7+gu5VnFAoFEyZMwMDAAHNz\ncx4/fsyKFSsoXbp0QXfts7h69So7d+7k7NmzjB49msmTJ2NgYPBF/PbVodA7FxERERGRooeYRCki\nIiIiIjiicxERERERERzRuYiIiIiICI7oXEREREREBEd0LiIiIiIigiM6FxERERERwRGdi8j/DYsX\nL8bIyIjvvvsOSM93cXJyYvfu3QXcMxGRL48ikaEvIiIE06ZNw8DAgN27dyOXy3n//j3r16+nfv36\nBd01EZEvDjGJUuT/jrZt21KqVClq1arFxIkTC7o7IiJfJKJzEfm/48mTJ9SqVYubN2/SoEGDgu6O\niMgXibjmIvJ/x7Zt23Bzc2PQoEFIpdKC7o6IyBeJOHIR+b9i586dlClThhYtWuDq6oqVlRV//vln\nQXdLROSLQxy5iPzfsGTJEtzc3DA0NASgbt26rF+/nunTpyOTyQq4dyIiXxbiyEVERERERHDEkYuI\niIiIiOCIzkVERERERHBE5yIiIiIiIjiicxERERERERzRuYiIiIiICM7/ALoWC3f9QPCRAAAAAElF\nTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0xd76a310>"
]
}
],
"prompt_number": 146
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cc = fig.get_children()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 147
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cc2 = cc[2]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 148
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sps = cc2.get_subplotspec()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 149
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gs = sps.get_gridspec()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 150
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gs._nrows"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 151,
"text": [
"3"
]
}
],
"prompt_number": 151
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"matplotlib.colorbar.make_axes_gridspec??"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 158
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"matplotlib.gridspec.GridSpecFromSubplotSpec??"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 157
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = figure()\n",
"ax = fig.add_subplot(111)\n",
"# matplotlib.colorbar.make_axes_gridspec(ax)[0];"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYBKBAgCYRKAAACYRKACASQQKAGDS/wEhWNeCnXjY9QAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x14ed2750>"
]
}
],
"prompt_number": 238
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"kw = {}\n",
"orientation = kw.setdefault('orientation', 'vertical')\n",
"fraction = kw.pop('fraction', 0.15)\n",
"shrink = kw.pop('shrink', 1.0)\n",
"aspect = kw.pop('aspect', 20)\n",
"\n",
"x1 = 1.0-fraction\n",
"\n",
"# for shrinking\n",
"pad_s = (1.-shrink)*0.5\n",
"wh_ratios = [pad_s, shrink, pad_s]\n",
"pad = kw.pop('pad', 0.05)\n",
"wh_space = 2*pad/(1-pad)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 239
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gs = gs_from_sp_spec(1, 2,\n",
" subplot_spec=ax.get_subplotspec(),\n",
" wspace=wh_space,\n",
" width_ratios=[x1-pad, fraction]\n",
" )\n",
"print wh_space\n",
"print [x1 - pad, fraction]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0.105263157895\n",
"[0.7999999999999999, 0.15]\n"
]
}
],
"prompt_number": 245
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gs2 = gs_from_sp_spec(3, 1, subplot_spec=gs[1], hspace=0.,\n",
" height_ratios=wh_ratios)\n",
"print wh_ratios"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[0.0, 1.0, 0.0]\n"
]
}
],
"prompt_number": 246
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"parent = ax\n",
"parent.set_subplotspec(gs[0])\n",
"parent.update_params()\n",
"parent.set_position(parent.figbox)\n",
"parent.set_anchor((1.0, 0.5))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 242
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cax = fig.add_subplot(gs2[1])\n",
"cax.set_aspect(aspect, anchor=(0.0, 0.5), adjustable='box')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 243
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": "iVBORw0KGgoAAAANSUhEUgAAAY8AAAEYCAYAAACk+XocAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"prompt_number": 244,
"text": [
"<matplotlib.figure.Figure at 0x14ed2750>"
]
}
],
"prompt_number": 244
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment