ism-transceiver-915mhz/sim/low_noise.ipynb

1245 lines
2.4 MiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2-Port Network: 'BFU520_05V0_005mA_NF_SP', 0.4-2.0 GHz, 1001 pts, z0=[ 50.+0.j 50.+0.j]"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"\n",
"import skrf\n",
"from skrf.media import DistributedCircuit\n",
"import skrf.frequency as freq\n",
"import skrf.network as net\n",
"import skrf.util\n",
"\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"plt.rcParams['figure.figsize'] = [10, 10]\n",
"\n",
"f = freq.Frequency(0.4, 2, 1001)\n",
"tem = DistributedCircuit(f, z0=50)\n",
"\n",
"bjt = net.Network('BFU520_Spar_NF_400MHz-2GHz/BFU520_05V0_005mA_NF_SP.s2p').interpolate(f)\n",
"\n",
"bjt"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f67a0085208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bjt.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2.8394677846594996, (1.2371751344204285+3.2424616116062022j))"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# calculate the stability circles for the source and load impedances\n",
"\n",
"idx_900mhz = skrf.util.find_nearest_index(bjt.f, 915.e+6)\n",
"\n",
"sqabs = lambda x: np.square(np.absolute(x))\n",
"\n",
"delta = bjt.s11.s*bjt.s22.s - bjt.s12.s*bjt.s21.s\n",
"rl = np.absolute((bjt.s12.s * bjt.s21.s)/(sqabs(bjt.s22.s) - sqabs(delta)))\n",
"cl = np.conj(bjt.s22.s - delta*np.conj(bjt.s11.s))/(sqabs(bjt.s22.s) - sqabs(delta))\n",
"\n",
"rl_900mhz = rl[idx_900mhz][0, 0]\n",
"cl_900mhz = cl[idx_900mhz][0, 0]\n",
"\n",
"rl_900mhz, cl_900mhz"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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NGsTAgQOJjo4mNDQUuVxOaGgoffv2bcPqOwYTExMqKyvVXUa70rdv33uet9HR0QQEBDB48GBCQ0Opq2t8sBeE9kAEGqFd0NPV4fXR7ux6aQh6ujrMXnuRL3+RUa9UNdwnOzubv/71r1hbW7NixQoGDx6MXC4nPDycsWPHqrH69s/MzIyKigp1l9FujR07lvDwcORyOYMGDeL111/HxsaGv/3tb2RnZ6u7PEFoEyLQCO2Kv2N3wlYEMa1/D1afTGL22ovsPHSCyZMn4+bmRlhYGBs3biQ3N5dVq1ZhbGys7pI7BHt7e4qLH95qJrQMY2NjVq1aRW5uLhs2bODgwYO4ubkxefJkTp061ewxZoKgDUSgEdodEyN9/jbOmYnd8riWnMvbp0qptvUlOTmZ69evM336dHWX2OE4OzuLQNPGpk+fzvXr10lJScHExISZM2fi5OTEqlWrKC0tVXd5gtDiRKAR2pWMjAxeeeUV7OzsOLnxU5Y7FjLYswcploF8cDKXwopadZfYIbm6unLnzh11l9Eh2dvbs337dgoLC3n77bdZs2YNdnZ2vPLKKw27gwtCeyDWoRHahYSEBP7xj3+wZ88efH19+eabbxq2IFCpJDZGpPLZsURMDDvx8XRvJvSzVXPFHYtKpcLAwIDi4mJMTU3VXU6HFxUVxSuvvMLNmzeZMWMG77//Pr1791Z3WYLwMGIdGqH9i4yM5Omnn8bf3x+5XE5sbCyXLl26Zz8lXV0dlg3rxaHXg7DrZsRLW6/x5s83mzS9W3gyurq6mJqacvv2bXWXIgD+/v5cunSJ2NhY5HI5/v7+TJ48mWvXrqm7NEFoNhFoBK0jSRKnTp0iKCiI4OBgDA0NSUtL48SJE7i6uj70cR42Jux9ZSgrRrmx70Y2E74K50JyYRtW3rF1796d1NRUdZch/IarqysnTpwgLS0NfX19RowYQVBQkBhALGglEWgEraFSqdi3bx8+Pj7MmDEDDw8P8vLy2LNnT6MXwNPX0+WP4zwJfWkIRvp6zFt/mQ8PxlFTp2zl6gULCwvS0tLUXYbwANbW1uzdu5e8vDzc3d2ZMWMGPj4+7N+/H5VK9fgDCIIGEIFG0HiSJLF3717c3Nx44YUXmDBhAvn5+WzcuLHZ0677O3YnbMUwFgU6sykijadXn+Nmppj50ZpsbGzIyspSdxnCIxgbG7Np0yby8/MZN24cS5cuxc3Njb1794oWG0HjiUHBgkY7c+YMK1asIDs7mzfeeIO//vWv6Oq2bA4/n1TIn0Jvkl9ey6sj3XhtpBsGnUTWb2kvvPACFRUVbN++/ZH3q6uro6amBoVCQW1tLQqF4pGfS5J03w1AR0fnnpuuri4GBgYNN0NDw4d+bmRkRKdOndrix6LRVCoV//jHP1i9ejU9evRg9erVBAcHq7ssoeMRu20L2uv69eusXLmS69evs2DBAlatWtWqF5g71XV8eCCOPdez6W1rwhezfOnXw6zVztcR/fWvf+XcuXNs3ryZ8vJyysvLqaiouOdjeXk5KpUKIyOjh4aP3/5bX18fPT29+8ILcE/AUalUqFSqhhB0NxTV1dU9MCjV1NTQqVMnTExMGm7Gxsb3fLz7uYGBgZp/sq2vvr6eN954gy1btuDv789XX31F//791V2W0HGIQCNon+TkZN5++22OHTvG5MmT2bBhQ5uu5vvLLTnv7Y2hqFLByyNceX20G4ad9Nrs/NpOoVBQXFxMYWEhRUVFFBcXU1RURFFREXFxcVy8eJF33333gcHg7ueGhoYNoURdJEmipqamIWQ9LHyVl5djYGCAhYXFfTdzc3P09fXV+n20tIqKCpYsWUJYWBgTJkzgs88+e+RAfEFoISLQCNojLy+P999/n59++omgoCB+/PFHbG3Vs1bMnao6/hF2i9BrWbhbG/P5LF/8enZTSy2aqrq6mtzcXORyeUNgKSoqorq6GnNz84YLuqWlZcPnFy9eZOHChe1qbyFJkqisrLznZ3D3VlJSgrGx8T0hx8bGBjs7OwwNDdVd+hPJy8tjwYIFRERE8Nxzz/HRRx+p7e9V6BBEoBE03507d/j3v//NqlWr6NevH1u2bMHT01PdZQFwOjGfd/fEIC+r4YVhvfjDWA+M9Dtea83d8JKTk0Nubi65ublUVlZia2uLjY1NQ2ixsLDA1NT0oWOc5HI5jo6OVFdXt/g4KE2kUqkoLS1tCDiFhYXI5XLkcjmmpqbY29tjZ2fXcNPGkBMfH8/ChQuJi4tjxYoV/PnPf8bMTHTVCi1OBBpBc6lUKn744Qf++Mc/Ym9vz4YNGxgyZIi6y7pPWU0dnxyOZ/uVTHpZduXzWT4McDJXd1mtpq6ujqysLLKzs+8LL3Z2dg0XYQsLi2aFEhMTE65evdqhV6VVqVQUFBTcExB/H3J69OiBvb291gxMjoiI4IUXXiAnJ4evvvqKhQsXdojQKrQZEWgEzRQVFcWSJUvIzs7mP//5D88//7y6S3qs80mFvLM7mpw71SwOdOGt8R50MdCOi82j3A0waWlppKWlkZubi42NTcMF1d7eHnNz8xa7OPXu3Zu//e1vzJs3r0WO117cDTl3W8Kys7MpLCykR48eODs74+zsTI8ePdDT0+wWws2bN/PWW2/h4ODAxo0bxcBhoaWIQCNolpKSEt555x22bt3KrFmz2LBhg9a8AwWoqK3n0yMJbLmUjpNFFz4N8WFwLwt1l9Uk9fX1ZGVlkZqaSnp6Ojk5OdjY2DRcNHv27Nmqs3bGjRtHQEAA//rXv1rtHO1FTU0NGRkZDWGzqKgIBwcHnJyccHFxwd7eXiMDTn19PUuXLiU0NJT58+fz6aef0r17d3WXJWg3EWgEzaBSqdi4cSNvvvkmLi4u7N69W6tnRlxMKeKd3dFkFFcx96me/HlCH8y6aOZsFkmSKCwsJDExkZSUFLKzs7G2tm4IMI6Ojm067fjVV18lLy+P3bt3t9k524uamhrS09MbAk5xcTEODg64ubnh6emJublmdYWmpKQQEhJCamoqX375JYsXLxbdUEJziUAjqN+1a9dYvHgxeXl5fPXVV8yfP1/dJbWIKkU9X/0iY8P5VMy7GvLBVC+e9rZT+3RjAKVSSWZmJomJiSQmJqJUKvH09MTd3R1HR0e1Dj5ds2YN69ev5/r162qrob2orq4mPT0dmUyGTCajS5cueHh44OnpSY8ePTQmPGzdupU//vGP2NrasmnTJgYMGKDukgTtIwKNoD5FRUW8/fbb7Nixgzlz5rB27Vqt6l5qrNjsO/x5TzSx2WWM7m3NR9P60aNb5zavo6amhuTkZGQyGUlJSZibmzdc3GxsbDQiaMGvg0enT59Ofn6+uktpVyRJIjs7m8TERGQyGZWVlbi7u+Pp6UmvXr3UvvhffX09y5cvZ+fOncydO5fPPvtM41qUBI0mAo3Q9iRJYvv27bz88su4urqye/duXFxc1F1Wq6pXqvjhQhr/OS5DRwfeGufJwkBn9HRbN0RUVVURFxdHQkICWVlZODk54eHhgYeHB6ampq167uaqrq7G1NSU8vJyjIyM1F1Ou1VSUoJMJiMxMZHs7GycnJzw8vKiT58+am2hS01NJSQkhJSUFL777jvmzJmjMWFb0Ggi0AhtSy6Xs2TJEi5cuMDXX3/NwoUL1V1Sm8osruL9/bGcSSzAx8GMT2Z409e+ZdfkqKurQyaTER0dTXp6Ou7u7nh5eeHq6qr2d+GNZWVlxaFDhxg0aJC6S+kQampqSEpKIi4ujrS0NNzc3PD29sbNzU1tg4o3b97MypUrGTp0KBs2bMDGxkYtdQhaQwQaoW3cbZV56aWX8PHx4dChQ3Tr1jFX1pUkiYPRuXx0MI6SqjqWDXNh5WgPOhs0/8KhUqlIS0sjJiaGhIQE7O3t8fb2Vvu77eby8/PjxRdf5OWXX1Z3KR1OdXU1cXFxxMTEUFhYiJeXFz4+Pjg4OLR5S0lpaSmTJ08mJiZGtNYIjyMCjdD6OnqrzMOUVin45HACOyMz6WnemY+neTPcw6rRj5ckCblcTnR0NLGxsRgbG+Pt7U2/fv0wMTFpxcpb37Rp0+jZsyf//e9/1V1Kh1ZaWkpMTAzR0dHU19fj7e2Nj48PlpaWbVqHaK0RGkEEGqH1SJLEjh07eOmll/D29u7QrTKPcjGliPf2xnC7sJIpvvb89ek+2Jg+fOyIQqEgOjqayMhIampqGi4yVlaND0Oa7p133uHGjRscO3ZM3aUI/Pq3nJeX1xCeu3XrRkBAAH379m2zgfy/ba1Zu3Ytzz77rGitEX5LBBqhdYhWmaapqVPy7ZkUvj2bgoGeLn8Y68HCIU500vu/abUFBQVcvXqVmJgYnJ2dGThwIC4uLu3yRX3Xrl2888473L59W92lCL+jUqlISkri6tWr5Obm4ufnR0BAQJstjCdaa4SHEIFGaFmiVebJpBVW8vcDcZyVFdDb1oQPp3phXC0nMjKSwsJC/P398ff3b/eb+xUXF2Nra0tZWZmY6aTBiouLiYyM5MaNGzg4OBAQEICbm1urr2/z+7E1c+fObdXzCVpBBBqh5VRUVLBs2TKOHj3KqlWrRKtMM0mSxN6rqfzzcALFNRJ+ZtW8Pc6DQX59NXIZ+9Zia2vLTz/9xOjRo9VdivAYdXV1xMXFcfXqVaqqqhgwYAD9+/ena9eurXrezZs388YbbzBhwgTWr1+PsbFxq55P0Ggi0Agt48aNG0ydOhVTU1NOnTqFtbW1ukvSSrm5uURERJCSkoJ7n37cqLNl2zU5XQ078fYET+YMdGz1tWs0RXBwMCNGjODDDz9UdylCE2RnZxMZGUl8fDx9+vRh6NChrTqIOD8/n1GjRlFWVsbBgwfx9fVttXMJGk0EGuHJSJLEmjVreOedd1i0aBFr1qxRd0laR5IkMjIyOH/+PHK5nMGDBzNgwICG6dZJ8nLe3x/LpdvF+DqY8c9p3ng7tO8uJ4CVK1eSnJzMoUOH1F2K0AxVVVVcuXKFq1ev4uTkRFBQEPb29q12vldeeYXNmzfz2Wef8corr7TLsWXCI4lAIzRfaWkpCxYs4MKFC+zYsYOxY8equyStIkkSMpmMiIgIKisrCQwMxNfX94GzRiRJ4sDNHP5xKJ6iylqeG+TEW+M8NXbDy5YgBga3DwqFgqioKC5evIilpSVBQUE4Ozu3SuA4duwYc+fOZejQoWzZskWM3+tYRKARmufy5cs8//zzGBsbc/r0aY1dRl8TqVQqYmNjiYiIQFdXl6CgIPr06dOogZRlNXV8eVzGjxfTMOusz1vj2283lDoGBkuSRHV1NZWVldTW1qJQKBo+PuhzpVKJJEn33HR0dO676enpYWhoiIGBAQYGBg2f//7/jI2NMTQ0bJetC0qlkujoaCIiIjAyMiIoKAhPT88W/15LS0sZPXo05eXlbN26laeeeqpFjy9oLBFohKZRqVR8/vnn/OMf/yAkJIRly5YxbNgwdZelFerr67lx4wYRERGYmZkRFBSEq6trs17Qb+WU8cHBOK6kFuNlZ8rfp3gxqJdFK1StXi05MFihUFBSUkJZWRnl5eVUVFTc87G8vJzKykoMDAzo0qXLA0PH7//dqVMndHR00NXVvef3+PuQU1dX98BQ9Nt/19bWUlFRgUqlwsTEBGNj4wd+NDU1pXv37lq7katKpSIhIYHz589TX1/P0KFD8fb2btGZUZGRkaxatYq9e/fy97//nTfffFNjdhYXWo0INELjFRQU8OyzzxITE8O+ffvw9vZm3bp1zJ49G0dHR3WXp7FUKhUxMTGcPn0aKysrhg8fTs+ePZ/4uJIkERaTy7/C4sm5U8PTPna8O6mPWnbybi0jRowgODi40QODVSoVJSUlFBUVNdyKi4spLCykurqa7t27Y2pq2hAQ7oaEuzdjY2O1BwWFQnFf0Ppt+Lpz5w537tzB1NQUCwsLzM3NsbCwwNLSEgsLC0xNTbWihUeSJG7fvk14eDhVVVWMGjWK3r17P3HtpaWlfP/99yxatIjExERmzJiBt7c3O3fubPMVjoU2JQKN0DiRkZFMnDgRDw8PfvnlF7p06QKATCYjLCyMF198seH/hF9JkkRSUhInT57E0NCQMWPGtErwq1Yo+e7j7aiYAAAgAElEQVRsCt+dTUFHB14a4cpLI1wx0tf+Kd5vvPEGycnJhIWF3fe1qqoqcnJyyM3NJScnh4KCAkpLSzExMcHCwuK+m6mpabt5l65UKiktLaWoqIjCwsKG4FZUVER1dTXm5ubY2NhgZ2fXcNPUPb0kSSI5OZmTJ0/SqVMnxowZg7Ozc7OPtWXLFlxdXRk6dCjw6/NkzJgxJCUlceTIEQICAlqwekGDiEAjPN62bdt44YUXeO211/j000/v+/qxY8coLi4WG8f9RkZGBidOnKCmpobRo0fj4eHR6j+brJIqPjmcQFhMLj26debdSX2Y5G2r1b+TuwODY2NjG8LL3QBTU1NzzwXbxsYGc3NztbewqFttbS3FxcXk5eU1/LzkcjmmpqbY29tjZ2eHvb09tra2GhVyJEkiNjaWU6dOYWlpyahRo7Czs2vSMe4u8rdkyZL7wus777zD//73P9avXy8W4mufRKARHk6lUvHnP/+Z7777jk2bNhESEvLA+ymVSjZu3Ii3tzeDBw9u4yo1i1wu59SpU8jlckaOHNniYwMa42JKER8ejCMhr5zBvcz5+5S+9LHTnkHbkiRRWlpKWloasbGxLF26lPfffx9HR8eG8GJvb4+5ublWh7W2pFKpKCgouCcUyuVyzMzMcHJywtnZGWdnZ41YmE6pVHLt2jXOnTuHs7MzI0eOxNzc/LGP+21X08P2NQsNDWXx4sW88sorfPLJJ+2mxU4ARKARHqasrIyQkBBiYmI4e/Ysnp6ej7x/SUkJ69evZ/78+a261oSmKi0t5cyZMyQnJxMUFERAQIBaWwrqlSq2X83kP8cTKauuY+5TjvxhrAeWxprzjvy3SkpKSEtLIz09nbS0NJRKZcNFdtq0aaxatYoZM2aou8x2RaVSIZfLG37m6enpGBsbN/zcnZyc1BpwFAoFFy9e5PLly/Tt25cRI0Y8tJ4HdTU9THx8PCNHjsTX15ddu3aJGZrthwg0wv2Sk5MZO3YsZmZmXLhwodFjY+Li4jh58iTLly/vMPvv1NXVERERwZUrVxg4cCCBgYEa1YxfWqXgq19kbL2cQWd9PV4Z6cqSoS5qH19TXV1NcnIyKSkppKWlUV9f33AhdXZ2xsLCoqH1ZcaMGVhaWrJu3Tq11tze3Q04aWlppKWlkZGRgYmJCU5OTri5udGrVy/09dt+3aPKykrOnTtHTEwMw4YN46mnnrqvZeVRXU0PUlVVRWBgIGVlZfzyyy+4urq2VvlC2xGBRrjXyZMnmT59OpMnT2bbtm1Nfvzhw4cpKSlh7ty57b45VyaTcfToUWxtbRk/frxGbxiZnF/Bv48kcCJeTo9unfnTeE+m+tqj24br1xQXFyOTyUhMTCQnJwdnZ2fc3NxwcXG5J8D83rfffsuaNWuIjY1ts1qFXwNOXl4eqampJCcnk5OTg4uLCx4eHnh4eLR5601hYSFHjhyhoqKCSZMm4eTkBDSuq+lh5s2bx6FDh9i7d6/YM0z7iUAj/EqSJFatWsV7773Hv/71L954441mHUepVLJ161bs7e3b7crBJSUlHD16lKKiIiZOnKhV7+4upBTyr8PxxGaX4d3DjPee7sPgVlq/RqVSkZ2dTWJiIjKZjKqqKjw8PPD09GzSu/28vDycnJwoLS2lc+f2MyVd21RXV5OUlIRMJiM5ORkrK6uG36eVlVWbjGeSJIn4+HiOHTuGk5MTY8aMYd++fY3qanqYr7/+uuF1b8WKFWJclvYSgUb4ta962bJlHDx4kP379zN8+PAnOl5VVRXr168nODgYHx+fFqpS/X7bvRQYGMjgwYO1ckaNSiWx70Y2nx9LJPdODWO9bPjzxN64Wj35O25JkkhPTycmJobExES6du3acNHr0aNHsy8WTk5OfPnllw8dmC60LaVSSVpaWkOLm46ODn369MHHxwcbG5tWDwUKhYLw8HCuXLlC586dee21156oOyw8PJxnnnmGqVOn8v3332NgYNCC1QptRASajq68vJxJkyaRmZnJpUuXsLW1bZHj5ufns3nzZubNm0ePHj1a5JjqcnfPpaNHj2Jvb8+4ceM0unupsWrqlGw4n8o3p5OprVcxf5AjK0a7Y9GMgcP5+flER0cTExND586d8fb2xsvLi+7du7dIrSEhIXTv3p3169e3yPGEliNJEnK5nLi4OGJiYjAwMMDb2xtvb+9W3UupoqKCNWvWYGVlRU1NDZMmTWr2+jUAOTk5DBkyBEdHRw4fPoyJiUnLFSu0BRFoOrK7U4v19fW5evVqi78rSUhI4PDhw7zwwgta++Jw584dwsLCKC4uZtKkSfTq1UvdJbW4gvJavj4hY8fVTLro6/HqKDcWBTo/duBwWVkZMTExxMTEUF1d3XARs7GxafEa165dy+rVq4mLi2vxYwstR5IkMjMziY6O5tatW1hbWzeE25buLjx8+DC6urqMHz+ehIQEjh07hqOjIxMmTGj2Ip8KhYKAgACUSiWnT5/G2tq6RWsWWpUINB1VSkoKw4cPx9PTkxMnTrTaAN7w8HBkMhmLFi3Squ4ZSZK4fv06J0+e5KmnniIoKAg9Pe1fefdRkuTl/PtIAicT8rE3M2LlWA9m9O9BJ73/e27U1dURFxfHzZs3ycvLa+hmcHJyatVuBrlcjqOjI8XFxXTt2rXVziO0nPr6epKTk4mJiSElJQUXFxd8fX3x8PB44tebkpISvv/+e1599dWG50NdXR2nT58mJiaGiRMn4uXl1axjq1QqxowZg0wmIzw8vF2+iWmnRKDpiK5fv87o0aOZOHEiP/30U6ueS5Ikdu/ejZ6eHtOmTdOKAXd37tzh0KFDVFRUMG3atFZpcdBkF1IK+fRoIjczS3GzNuatcZ4MtNMnMjKSmzdv4uDgQP/+/XF3d2/TkOrs7Mznn3/OrFmz2uycQsuoqakhPj6eqKgoysrKGDBgAP7+/s2eKbVnzx4sLCwYMWLEfV/LzMxk//792NraMmnSpGa31sybN4+jR49y6tQp/Pz8mnUMoU2JQNPRnDp1imeeeYaXXnqJzz//vE3OWVdX17CScGBgYJucszk6YqvMw0iSxJGYXD4JiyXzTh02napY4GPG/LEDW2xcTFPNmjULU1NTNmzYoJbzCy0jNzeXyMhIbt26hZubGwEBATg6Ojb6zU5eXh5bt27l9ddff+iaT3V1dZw6dYrY2Ngnaq158803WbduHQcOHGDkyJHNOobQZhr1BNL74IMPmnLQJt1ZaDs7d+5kzpw5fPzxx7z//vttdl49PT3c3d05cOAAVlZWWFi0zjThJ3Hnzh12795NWloazz77LH379m336+g8TEVFBZcvXyYm4hcGdq/Fz60nt+7oczxNQXxBDe7Wxlibtv3CiaWlpezevZtXX321zc8ttBwTExM8PT0JCAigurqa06dPExUVBYClpeVjW/0OHDiAn59fwzo0D6Knp4ebmxs9e/bk6NGjZGRk4Ozs3OSZUOPHj6dLly4sW7YMd3d3+vbt26THC23qw8bcSbTQtAOrV6/m3XffZePGjcyePVstNWRkZLBz504WL16MpaWlWmr4PdEq83/y8/OJiIhAJpPRp08fBg4c2LA5YE2dki0X01lzJpnSqjom+9jx1jhPnC3bbjxLQUEBDg4O5Ofnt4tZZsKvJEkiNTWVyMhIUlNT8fX1ZciQIQ/8Haenp7Nv3z5effXVRnd3tkRrzc8//8ySJUv45JNPeP3115v8eKFNiC6n9k6SJP7yl7/w7bffcvDgwSdeY+ZJXb9+nYiICJYuXar2RdIqKirYv39/hx0rc1dmZibnz58nJyeHQYMGMWDAgIf+bspq6vg+/Dbrz6VSp1Tx7MCerBjtjk0btdh4eXnx+uuv8/LLL7fJ+YS2VVZWxqVLl7h+/Tq9e/dm6NChDW9+JEli48aNDBw4sFnrW90dW2NnZ8fTTz/d5O1ZwsPDmTJlCq+++ioff/yxVowH7GBEoGnPVCoVL7/8Mrt37+bcuXP06dNH3SUBcOTIEYqKipg3b57aunVu377Nvn378PX1JTg4uMO1ykiSREpKCufPn+fOnTsEBgbi5+fX6Cb5gvJa/ncqiW1XMtDT1eH5Ic68OLxXs9awaYqVK1dy69Ytjh8/3qrnEdSrurqaK1eucOXKFZycnAgKCqKsrIwzZ87w4osvNjtM1NXVcfz4cVJSUggJCWnyGllxcXEMHz6cmTNn8t1334lQo1lEoGmvVCoVL7zwAgcPHiQyMhJHR0d1l9RApVLx008/YWNjw7hx49r83GfPniUqKopp06Zp1bYFLUGlUhEfH8/58+dRqVQMHTqUfv36NTtYZhRV8fUJGftuZGOkr8fCQGeWD+tF966ts9LqtWvXCA4OprS0tMOF0I5IoVAQFRXFhQsXqKmpYdiwYQQFBT1xkIiLi+Pw4cMEBQUxePDgJh0vIyODgIAApk6dyrp16zrsWDsNJAJNe6RSqVi0aBHHjh3j+vXr2Nvbq7uk+1RXV7N+/XqGDRvWZlMiy8rKGqaQz5gxo80311MnlUpFTEwM4eHhdOnShaCgIDw8PFrsHWZKQQWrTyZx4GYOXQ06sXioM8uCemHWpeV3Z7a3t2ft2rVMmTKlxY8taKZr165x4cIFADp37kxwcDCurq5P9PwtKSkhNDQUY2NjnnnmmSZN787JyaF///5MmDCBTZs2iVCjGUSgaW+USiULFizg1KlT3Lhxo8W2MmgNBQUF/PDDD8ydOxcHB4dWPZdMJuPAgQMNA387yguQJEkkJSVx8uRJDA0NGTVqVKsugpckL+frE0mExeRiYtSJZUG9WBzkjKlRywWbuzu5t/YaSoJmkCSJb775pmGH7fj4eE6fPo2JiQmjR49+otcOpVLJyZMniYuLIyQkpEkt2Xl5efj5+TF69Gh+/PFH0WKofiLQtCdKpZL58+cTHh7OjRs3tGLZ7sTERMLCwli2bBmmpqYtfnylUsmJEye4detWk1+wtF1GRgYnTpygpqaG0aNHt2iLzOPE55bx9QkZx+LkmHXWZ/nwXiwMdMbY8MkX4rs7yyU7O7sFKhU0XWpqKkeOHOHll19ueP6qVCpu3LjBmTNncHBwYNSoUU80c/LuG55BgwY1qUsrPz8fPz8/hg8fzk8//SRCjXqJQNNeqFQqnnvuOc6cOUN0dLTGTItujPPnzxMfH8+iRYueaMfc33uSJmVtJpfLOXXqFHK5vGHHc3W1SMVm3+HrEzJOxOfTvYs+L45w5fkhTnQxaH6wqaurw9zcnHPnzokVXDuAn3/+GRcXFwYOHHjf1+rq6rhy5QoXLlzA09OT4ODgZr8xutsl3alTJ6ZPn97oLunCwkJ8fHwYOXIkW7Zs6TCtvxpIBJr24O6YmePHjxMbG6tVYQZ+bVLes2cPOjo6TJ8+vUVaEVJTU9m9ezdDhw5t8qA/bVVaWsrp06dJSUkhKCiIgIAAjdk/62ZmKV+dkHEmsQCLrgYsHebCgsFOmDSzK2rMmDH4+Pjw5ZdftnClgiYpKyvj22+/ZeXKlQ9dFRh+HZMXERFBVFQUfn5+BAUFNesNjEqlatgP6tlnn21Yh+lx8vPz8fHxYfz48WJMjfqIQKPtVCoVy5YtIywsjJs3b2r0mJlHqaurY9OmTfTp04dhw4Y1+ziSJHH16lXCw8MJCQnBxcWlBavUTHV1dZw7d47IyEgGDhxIYGDgI1/81elaegmrTyZxVlaAqVEnFg91YfFQZ7p1adqsqDVr1vDNN9+I3bfbuTNnzlBZWcnTTz/dqPuXl5dz5swZEhISCA4OZsCAAc0KF7du3SIsLIyJEyfSr1+/Rj0mLy8PHx8fpkyZwvr16zvEmygNIwKNNpMkiZdeeom9e/dy48YNjZzN1BRlZWVs3LiR4ODgZnUlKJVKDh8+TGZmJnPmzMHc3LwVqtQckiSRmJjIsWPH6NGjB+PGjWuVcUitITqrlP+dSub4LTnGhp1YMMSJpUEuWDZyHZuSkhLs7OxIS0vT2hAvPJpSqWTVqlU899xzTR4PKJfLOXz4MHV1dUyaNKlZA4fz8vLYsWMH3t7ejBo1qlEBJScnBz8/P6ZPny7WqWl7Yi8nbfbee++xZcsWoqKiWn2WUFswNDTEzc2NPXv2YGlp2aQ9nyorK9m2bRuSJDFv3jxMTExasVL1KyoqYu/evcTHx/P0008zdOhQjW2VeRAbUyOm+NozoZ8tBRUKtl3J4MeLaRRX1uFpa4Kx0aO7yjp37szu3btRKpUEBQW1TdFCm0pISKC4uJihQ4c2+bHGxsb4+flhYGDAwYMHyc/Pp2fPnhgYNL4l0NjYGG9vby5cuEBiYmKjdpc3MTHh2Wef5Y033qCsrIzRo0c3uXah2Rq1l5MINBpo9erVfPrpp5w/fx53d3d1l9NiunTpgqOjI6GhoTg5OTWqxSEvL48ff/wRT09PJk+erDHjRlqDQqHgzJkzhIWF4evry7Rp0zRys8/GsjQ2ZJK3HVN87blTVc/OyEw2X0gjr6wGDxsTzDo/fIxNbm4uBw4c4IUXXmjDioW2cvjwYQICApo9W1NHRwcbGxv8/f3Jysri0KFD6OvrY2dn1+iWEwMDA3x8fMjIyODMmTO4uro+dssWMzMzJk+ezPLlyzE2NmbQoEHNql9oMrE5pTbauXMnS5cu5fDhw2rfm6m1JCUlsX//fhYuXIiVldVD79ecvm5tJEkSCQkJHDt2jJ49ezJ27Fit6V5qisziKr49m0JoZBYqSWJa/x68EuxKL6v7Z5zI5XKcnJxISUlp8hL2gmYrKCjgxx9/ZOXKlS02FTo/P5/Dhw9TW1vLpEmT6NmzZ5Mef/XqVc6ePcuMGTPo1avXY+8fHh7OpEmT1LohcAcjupy0zalTp5gzZw6bNm1i0qRJ6i6n1VhYWNC1a1cOHDiAl5fXfd0pkiRx9uxZIiIimDdvXrvewqCiooJ9+/YRFxfHlClTNHrQ75My66zP6D42zAxwoF4lsftaFpsupJGYV45D9y7Ymv3fhoLGxsaEhYVRWFgomvbbmfDwcBwcHFr077pr1674+vpiaGjIwYMHKSkpwcnJqdGBqUePHtjZ2bFnzx46der02BDt5OSEq6srS5YsITAwsENMUFAz0eWkTa5fv8748eP5+OOPWbp0qbrLaXW2trYolUp++eUX+vXr17BGjUql4uDBg2RmZrJw4UKt7nJ5FEmSiI2NZefOnbi6uhISEtJuv9ffMzHSJ9jTmjkDHTHQ0+VQdA6bL6ZzMaUIS2NDnC26oKOjQ21tLT/88AOvvfaauksWWohCoWD//v1MnTq1yTtiP87dbig/Pz9kMhknT57ExsaGbt26Nerx3bt3p0+fPhw7doyysjJcXFwe2X3Vr18/unbtyvLly5k4cWKjp4ELzSK6nLRFSkoKAQEBLFu2jM8//1zd5bQZSZI4fvw42dnZLFiwAIDQ0FCUSiWzZ89u0iA/bVJRUUFYWBhFRUVMmzZN62ewPamK2np2XMlgw/lUcu/U4GljwvLhvRjj2R17G2suXryIj4+PustsMZIkUVVVRUVFBeXl5dTW1lJbW4tCoUChUNzzuUKhQKVSIUlSw0cdHZ17bp06dcLAwOCem6GhYcPnnTt3xsTEBBMTEwwMDNQ6Oyc6OprY2FjmzZvX6ue6u1J57969GTNmTKNfT6qqqti2bRtWVlZMnjz5sa08b775Jps2bSIyMrJR3VVCs4hp29pALpfj7+9PcHBwh9y/RpIk9u7dS3V1NTU1NZibmzN16tR2ucz43VaZY8eO0b9/f0aMGNGuBzk3VZ1SxcGbOaw9e5tEeTl2Zkao4k/Qr/MdNqz9Rt3lNZpCoaC4uJiioiKKioooLy+nvLy8IcBUVFRgaGiIiYkJxsbGGBkZPTCM3P2op6fXEF7ukiSp4VZfX39fEPrt59XV1Q01AA3nvfvRzMwMCwsLLCws6NatW6v+7YWGhtKrVy/8/f1b7Ry/VV1dzbFjx8jIyGDq1Kk4Ozs36nEKhYJdu3aho6PDrFmzHrvK+bx58wgPDycqKkortqXRQiLQaLry8nIGDRqEnZ0dJ0+eVHc5alNSUsK3335L9+7defHFF9vlSpyiVabxJEnijKyAtWdTuHS7GKm2klfH+7BoqDPWJi3bTfEkysvLycvLo7CwsCG8FBUVUV1djbm5ORYWFpibm2NqanpfiFBXkK2trW0IVnfDVWlpaUMAKysro1u3bg21W1hYYGVlha2t7ROP7VIqlXzxxRe8+uqrjd56oKU0p7VGqVRy8OBBioqKmDt37mNXJx41ahRyuZxLly61+6Ul1EAEGk2mUCgYPXo0ZWVlXL9+vV1exBujoKCAn376CX9/fxITE3F1dWXUqFHqLqtFxcfHExYWJlplmiEqvZgpf1qFQa+n0O+kS4h/D5YMdcHdpm0vGOXl5eTm5pKTk0Nubi65ubnU19djZ2fXsK7S3ZuZmZnWLrpWX19PSUnJPQEtPz+f/Px8zMzMsLOzw87ODnt7+yaHnNu3b3P69Gm1jRH8bWvNjBkzGrW+lyRJnDhxAplMxnPPPYeZmdlD76tSqfDz88PMzIyTJ0+22y5zNRGBRlNJksTChQsJDw9HJpN12Cd+ZmYmO3fuZOzYsfj6+lJZWcnGjRt56qmn2sX6DvX19Rw/fpykpCRCQkLaxQKJ6vDcc89RqjTAZ/Yf2H0ti9p6FcM9rFgy1Jnh7lbo6rZseFCpVMjlctLS0khPTycnJ6chvNjb2zd81Obg0lQqlYqCgoKGQJeTk0N+fj6mpqY4ODjg7OyMs7PzIwfgHjlyBGNj4yfa/qQl3H2DERgYyJAhQxr1O7x48SKXLl1i/vz5j+xSUigUuLu7ExwczA8//NBhnh9tQAQaTbVq1So++OAD4uPjO+zS7jKZjP379zNt2rR7Fg8sLS1l48aNjB8/nr59+6qxwidTVFREaGgo5ubmTJkypcVndHQkERERTJo0icLCQspqVWy/ksGPF9PJL6/F1aorS4JcmNHfgc4GzRv7IUkScrmc1NRU0tPTSU9Px9jYGCcnJ5ydnXFwcOhQ4aWx7oaczMxM0tLSSEtLQ19fH2dnZ5ycnHBxcWlo0ZAkiVWrVjFv3jyNGGNSWlrK7t27MTIyYtq0aXTt2vWxj4mOjub48ePMnj0bR0fHh94vLy+PPn368OGHH7JixYqWLLsjE4FGE504cYJnnnmGI0eOtNuF8x4nLi6OI0eOMGfOnAe2Wsjlcn788UdCQkK0ctZAdHQ0x44dY+TIkQwYMEBcCFuAk5MT//znPxtmwynqVYTF5LDhfCqx2WV066LP3KccWTjE+Z71bB6mqqoKmUyGTCYjLS2NLl26NLQyODs7t/kYj/ZAkiQKCwsbwk1aWhoGBga4urpibf3rbLUVK1ZozN+DUqls2H17+vTpjRownJyczN69ex/72hQeHs7EiRM5cOCAWEepZYhAo2mSk5Px9/fno48+YuXKleouRy1iYmI4fvw48+fPf2TrVFpaGrt27eK5557TmvUdFAoFR44cITMzk5kzZ3bY1rfWsHLlSq5fv87Zs2fv+X9JkohML2HDuVSO38pDV0eHSd52LA1ywbfnvd0fhYWFJCYmIpPJkMvl9OrVCw8PD1xdXcUgzlYgSRIFBQUkJSVx9epVKioqcHd3x9PTE3d390a1irSF5ORk9u/fT0BAAMOGDXvseMb09HR+/vlnZsyY8cjFAb/++mv+/ve/ExUV1a4XB20jItBokrKyMnx9fQkMDOyQ07Ph15aLX375hQULFjSq2Tk+Pp7Dhw+zePFijd9dOz8/n127dtGjRw8mTZrUYcdFtZbs7Gzc3NyIj49/6DvpzOIqfriQxs6rmVTU1jPAqTvP9DHFsiablCQZdXV1eHh44OnpiYuLixic3Ya+//57goKCUCgUJCYmcvv2baytrfH09KRv376NXvyutZSXl7Nnzx4AZsyY8diAm5GRwc6dO+/rMv+9efPmcfHiRW7evNkutzNpQyLQaAqlUsmECRMoKCjgxo0b6i5HLW7cuMGpU6dYsGDBI/dv+r3IyEguXLjAkiVLNLYbICYmhqNHjzJ27Fj8/PzUXU67NWbMGNzd3fn2228feb/0HDnrjkdzKKmSO0p9uhnqMNPPlhdG9cHG7NGbDwotr7y8nG+++Ya33nqrYY2b+vp60tLSSEhI4NatW1hZWeHt7U3fvn0fu0Fka1GpVJw7d47IyEhmzZr1yHEy8Oukhh07djB16lQ8PT0fej8/Pz9sbGw4cuRIh53N2gJEoNEUb7/9Nlu2bCElJeWxaxm0Rzdv3uTkyZM8//zzWFpaNvnxZ86cITExkUWLFmnUPkcqlYpTp04RFxfHnDlzsLGxUXdJ7dqRI0d47rnnyMvLu2+hs8rKSmJjY4mJiaG0tJR+/frRt583CWV6bL2UwVlZAZ10dRjf15YFQ5wY5GKuMWM52rtr166RlpZGSEjIA7+uVCpJTk4mJiaG5ORkXFxc8Pb2xsPDQy2taMnJyezbt49Ro0Y9dgHA7Oxstm3bxjPPPIOHh8cD71NRUYGbmxsLFy7k008/bY2SOwIRaDTBtm3beOmll7h69eojU3x7FR0dzYkTJ5odZuDXvviwsDCKi4uZN2+eRnQV1NbWsmfPHmpra5k9e3aHDKrq4OLiwl/+8heWL1+OSqUiKSmJa9eukZGRgaenJ97e3vTq1eu+d8JphZX8dDmdnyOzuFNdh4eNMQsGOzHd3wFjQ/U/n9qz7du3069fP7y9vR9735qaGuLj44mJiSE3NxcvLy8GDhzY5uPRioqK2L59O66urowfP/6RLStZWVls376d6dOn4+bm9sD7xMfH89RTT7F27do22fahHRKBRt0iIyMZMWIEmzdvZubMmeoup83dXea/sWNmHkWlUrFnzx4UCgWzZ89Wa6gpLi5m+/btODs7MzKwUm0AACAASURBVGHChHa5TYOm+uijj9izZw///e9/uXbtGsbGxgQEBODl5dWocUvVCiUHb+bw46U0YrPL6Gqgxwx/BxYMccKjjRfr6wgkSeLzzz/n5ZdfbvLA67KyMm7cuMG1a9cwNTVl4MCBeHl5tdnffk1NDbt370apVDJz5sxHvmm52/30qNlPoaGhDeuPDRgwoLXKbq9EoFGngoICvLy8WLJkSYdsZry7eNWCBQtarCtGqVQ2vMDMnj1bLUHi9u3b7NmzhxEjRjBw4MA2P39HJUkSmZmZnDt3juXLl/Ppp58SEhLS7BlwkiRxI7OULZfSORSdi6JexeBe5iwY7MxYLxsMOomxDi2htLSUDRs28Oabbzb7GCqVCplMRmRkJLm5ufTv358BAwbQvXv3Fqz04ec+ceIECQkJzJkz55FvzO7Ofpo5cyYuLi4PvM8777zDxo0biY+Pb3aLdQclAo26qFQqxowZQ21tLREREeoup82lpqaye/du5s+f3+JTrpVKZcOmcTNnzmyzUCNJEleuXOH8+fOEhIQ0epM74ckolUqio6O5dOkSSqWSgIAAPvvsM/T19dm5c2eLnKO4UsHPkZlsvZROVkk1lsYGhAxwYM5AR1wsNWNqsba6desWN2/eZO7cuS1yvKKiIiIjI7l58yYODg4EBgbi5OTU6uOhbt68yfHjxx87ADg1NZXQ0NBHLjcRGBhIly5dOH78uBgk3Hgi0KjLZ599xhdffNGwYFdHkpuby9atW5k1a1arXfSVSiU///wznTp1IiQkpNVfFFQqFWFhYWRlZTFnzpw2eWfY0SkUCqKiorh48SKWlpYEBgbSq1cvdHR0iIyMJDg4mLy8vBad+aZUSYTLCth+JYOTCfkoVRKDe5kz9ylHxve1xUhfdC021cmTJ9HT0yM4OLhFj1tXV0dMTAwXLlygc+fOBAUF4eHh0arBJisri59//pnBgwcTGBj40PvFx8dz5MgRFi1a9MDlJqqqqnB2duZPf/oTf/rTn1qt3nZGBBp1uHz5MqNGjfp/7J13XFR31v/fIAoiRQVBFGxIERSliAJW7EYFe0ETY1Bji5tssnme5Hk2T/Lb3ewmmuxakti7aKwoKiiIChaQIiC9WBCQ3oY6MPf3hwsbIirIDDMDvF8vXiYzd+79DMzc+7nnnO85XL16FRcXF3nLaVUKCgo4cOAAM2fOZMiQITI9Vk1NDSdPnkRDQ4O5c+fKzNSIxWLOnDmDWCxm0aJFCrXKqi1SUVFBaGgooaGh9O/fnzFjxjQ6mdzGxobFixfz5ZdfykRHTkklp8KfcfJ+Ok8Lyumu2Zm5tn1Z6tivo9amGRw9epSRI0fKbEGERCIhPj6e4OBgamtrGTNmDEOHDpXZ+aCkpISjR49iamrK1KlTX2mg3tRuIjg4mGnTphEYGIijo6NMtLYxOgxNa1NUVISlpWW7XJ4nEonYv38/zs7OODg4tMoxa2pq8PLyolu3bri7u0v9JFZRUcGJEyfQ0dHB3d29o/hXhpSWlnL37l0iIyOxtLTExcXltTUGP//8M1u2bCE1NVWmuiQSgbtp+RwPfcrV2OeIawXs+nVniWM/ZtkYodmlY4XUq2hJQfDbHCstLY2goCCKi4txdnbG1tZWJgXEFRUVeHl50b17d9zc3F55XnhTu4m6dh7x8fFybyyoBHQYmtZEEATmzJlDZmYm4eHh8pbTqlRVVXHw4EEsLCykHlp+E2KxGC8vL3R0dHBzc5NayLmkpIRjx44xcOBApk2b1tGzREZUVFRw+/ZtIiIiGDZsGM7OzvUDDV+HWCzG0NCQw4cPM2vWrFZQCvmiKs5GZOB1/ylpuWVoq6sxZ0Qflozsx9C+Oh2fkd8hjYLgtyE9PZ3g4GCeP3/OhAkTGD58uNRvdsRiMadPn65foNDYCrumtJuws7PD2NgYb2/vjs/P6+kwNK3Jjh07+Oqrr0hNTW1Xbrumpobjx4/Ts2dP3nnnHbl8Kaurq+s1zJ49u8Ua8vLy6kPlzs7OHScaGSAWiwkJCeHu3bv1Rri5reE/+eQTgoODCQ0NlZHKxhEEgfuPCzkR+pRLMVlU1UgwN9Rivp0xc237YqDTMVkdXhQEP3jwQG59V9LT0wkICKCsrAxXV1csLS2l+l2WSCRcvHiRnJwcli1b1uhsKolEwunTp1FVVWX+/PkvHb+oqAhTU1O++eYbNmzYIDVtbZAOQ9NaPHjwABcXF86fP8+UKVPkLafVEASBM2fOIJFIWLBggVwr9qurqzl27Bj6+vrMmjXrrU9cz54948SJE0yePLljjIEMkEgk9UMmjY2NcXV1fevlq8XFxRgbG+Pr6yu3erXiCjGXorM4HZ5OxNMiVFVgnHkv5tsZM8XKsF0XEsuqILg5CIJASkoKAQEBqKmpMXnyZKkuVhAEgevXrxMfH8/y5csbvZmtqanh6NGjGBgYMGPGjJfOTX5+fsybN487d+4wfPhwqWlrY3QYmtZAJBJhZWXF7Nmz2blzp7zltBqCIODr60t2djbLly9XmO69dZGaOXPmNNvUJCcnc/78+de2Me/g7RAEgYSEBAICAtDW1mby5Mn07du3xfv19PQkLS2N69evS0Fly0jNFXE24hlnIzLIKq5ER0ONWcP7sMDeGFuT7u0u0ifrguDmIAgCMTExBAYGoqenx5QpU6Q6qiQkJITbt2/j4eHR6H4rKys5ePAg1tbWjB079qXn169fj4+PD3FxcQo7s07OdBgaWSMIAkuWLCE2NpaHDx/KW06rcv/+fe7fv8+qVavQ0FCcEHt1dTVeXl7o6uoyZ86cJkeN6hoBLl68GBMTExmrbF/k5eVx5coVSktLmTp1KqamplK7uGdmZmJmZkZISAhDhw6Vyj5bSq1E4G5qPqfD0/GNfU6lWMIg/W7Mt3+RkurTve0PyGzNguDmUFtbS1hYGLdu3WLo0KFMnDhRauevhw8f4uvry7JlyxpdmVdaWsq+ffuYOnUqVlZWLz1vbW2NjY0NXl5eUtHTxugwNLLGy8uLdevWkZSU1OLW/spEXeO8VatWNdpnQd7UFQpraWk1afVTbGwsV65ckUkjwPZMdXU1N2/eJDIyknHjxjFy5EiZrBRbtGgRVVVVeHt7S33fLaW0UszlmCzOhGcQ+rgAFRVwNtXDbURfpg/tjY5G5zfvRAkpLi5mz549fPrpp/KW0ijl5eX4+/uTnJzMpEmTGD58uFRMdkJCAj4+PixdurTRCGRdn64VK1a8NJ8qJycHc3Nzdu3axeLFi1uspY3RYWhkSXZ2NmZmZmzfvp333ntP3nJajcLCQvbt28f8+fNf2d5bERCLxfV9aubNm/dKUxMTE8PVq1fx8PBo9QF4bRVBEIiNjeXatWsMGDCAyZMny/QuPTk5meHDhxMXF6fQHZyf5JdxJiKDc5HPSC+ooIuaKpMsDXAb0YcJFgZtqt7m6dOnXLt2jQ8++EDeUl5LRkYGly9fplOnTsycOVMq54CkpCS8vb1ZsmRJo9Heuu/G6tWrXyokPnDgAH/4wx9ISkqSakqsDdBhaGSFIAjMmjWL4uJigoOD5S2n1aiqqmLfvn04ODgoRTOouuZ7Xbp0Yd68eS9FB+rMjDSGZ3bwgry8PC5fvkx5eTkzZsygf//+rXLcGTNmoK+vz5EjR1rleC1BEAQi04u48CATn+hM8kTVaKurMX1ob9xG9MXJVI9OqspdbxMbG0tsbCyLFi2St5Q3UleoHhgYiJWVFa6uri1OQ9XV473K1Fy/fp0nT57w7rvvvnReGjNmDN27d+fixYvtru7qNXQYGlnh5eXF+vXrefLkSbOXmiorgiBw8uRJunXr1qJVRK1NTU0Np06dQlVVtcHsJ2lOAu/gxUXhzp073L17tz691Jqr3sLDwxk/fjyPHj2iV69erXbcllJTK+FuWj7nIzPxi32OqKoGfS11Zg83wm1EX4Yb6yrNd+233Lt3j4KCAmbOnClvKU2mvLycgIAAUlJSmDVrFmZmZi3aX0pKCufOnWPp0qUYGxs3eO5159OioiIGDhzIL7/80pF6+g8dhkYWtNdU0+vuKBSduoGWgiCwcOFCkpKSuHz5slQngbdncnNz8fb2Rl1dndmzZ8utD9PYsWOxsbFR2tWGleJaAhNy8H6QyfWEHKprJfTX08RteB9mDe+jVCMXrl27hoaGRqMrehSdR48eceHCBQYMGMC0adNaFK2pi9R4eHi8VCj8uoh3R+rpJToMjbRpr6mmhw8f4u/v32jOV1mora3lzJkzFBUVUVxc3GhRXgfN47dRmYkTJ2Jvby/XaEJgYCDu7u5kZGQo/dLX4goxfrHPufAgkzupeUgEGGygxcyhvZlpY4SFobZCR27OnTvHgAEDsLW1lbeUt6Kqqgp/f3+SkpJaHK1JTEzk4sWLjS46eF1NYkfqqQEdhkbatMdU0+uq8pWN1NRUvLy8MDAw4L333usYNNkCFCUq83vs7OyYOHEiW7dulbcUqZFTWonfw+dciski9FEBEgEG6Xdj5jAjZg4zYoiR4pmbI0eO4OTkxODBg+UtpUVIK1oTHx/P5cuXWblyJXp6ei8do7FVox2ppwZ0GBpp0h5TTRUVFezateuVfROUiTpjNn/+fOLj43n27BkeHh5Kfyff2giCwL179wgODlaIqMzv8ff3Z968eTx+/FghWwq0lNzSKvxin3PlYRZ3U/ORCDBAT7Pe3Fj3UYyZUj/99BPz589vE+mS30Zr5s6d+9Yr6SIiIggKCmLVqlUvrfoLDQ0lPDwcT09POnf+z1L+jtRTPR2GRlq0x1RTXdFa9+7dmT59urzltIjCwkIOHDjA9OnTsbKyQhAEbt26RVRUFMuXL2+TFz5ZUF5ejre3N2VlZcyfP58ePXrIW1KjjBs3DjMzM/bt2ydvKTIlX1SFX2w2Vx5mcSc1n1qJQH89TWYMNWLmsN4M6yu/guJ//OMfbNq0CU1NTbkcXxakpKTg7e2Nvb0948aNe6ui91u3bhEXF8fKlSsbRHsEQeDs2bOoq6u/NGy1I/UEdBga6dEeU00hISFER0ezatUqpSsC/i0ikYgDBw7g5OSEg4NDg+fCw8O5ceMGS5cubbSzZwf/4cmTJ5w9exZra2smTZqk0J+J8PBwxo0bR2xsrEL3pZEmBWXVXIt7zqWY59xJyaNGImCkq8HkIYZMtTZk1EA9uqi1zqozsVjMP/7xD7788ss2dwEuLS3l3LlzCILAvHnzmt1fSRAErly5Qm5uLh4eHg1GxlRVVbFr1y4mTZqEtbV1/eMdqSegw9BIh4KCAgYOHMi2bdvaTaopMzOTY8eO8cEHHyh19KKqqopDhw5hZmbGxIkTG90mISGBixcvMn/+fAYNGtTKChUfiURSP9Hazc2txUtZW4vZs2ejpqbGuXPn5C2l1Skqr8Y/Podrcc+5lZRHhbgWbXU1JlgaMMXKkAkWvWTaobiwsJCDBw/y8ccfy+wY8kQikRAUFERYWBhubm7NrhOSSCScOXMGQRBeGur7qnNvXerp0aNHSn1ObgEdhkYaeHp6EhERQUREhLyltAqvuktQNmpqajh+/Dg9evR4Y9+cJ0+ecOrUKaZPn64w84AUAZFIxNmzZ5FIJMybN0+popNpaWkMGzaMu3fvYmNjI285cqNSXEtwch7X4rIJSMgmT1RN504qjB6kx1QrQyZbGWKkK93ZUunp6fj5+eHp6SnV/SoadVHLoUOH4urq2qyoZd35qWfPnrzzzjsNzk+vio7b2tri4ODAnj17pPo+lIQOQ9NS6kLXDx8+VOg2/9LidXlcZUIQBM6cOUNtbS0LFy5sUq47Ozub48eP4+zszKhRo1pBpWKTnp7OqVOnsLW1Zfz48a3aJE9arFixgoyMDIWYxK0I1EoEIp8Wci0um6tx2TzKKwPAxliXKUMMmTTEUCorpuLi4oiJiWkX6ZGysjK8vb2prKxk0aJFzVpkUFVVxcGDB7G0tGT8+PH1j9fVL/bo0YNp06bVP/7o0SOGDh1KUFAQdnZ2Un0fSkCHoWkJEomEESNG4ODgwP79++Utp1WIiIggJCTkpUp7ZePatWs8e/aMFStWNMhRv4mioiKOHj2KpaUlkyZNanP5/6YSGRmJv78/7u7uSpNiaozc3FwGDRqEj49PgwtGBy8umqm5Iq7GZXMtLpvIp0UA9NbRYKJlLyZYGOAyWB8t9aZ/f+qIiooiLS2NuXPnSlu2QiIIAjdu3CAqKorFixc3a8CtSCRi//79jBs3jhEjRtQ/XrfCdMaMGVhYWNQ//v777xMZGUlERIRS3mS0gA5D0xL27dvHf/3Xf5GVldWsi6KykpOTw6FDh1i5cqVStY7/PdHR0QQGBrJ69eq3WmFRXl7O8ePH6dWrF7Nnz25XJw2JRMK1a9dISkpiyZIlSv05qGPz5s3cvn2bsLAweUtRaHJKKrmRmEtgYg5ByXmIqmro3EkFx4E9mWhhwAQLA0x7dWuSyY+MjOTp06e4ubm1gnLFITY2lsuXLzNz5sxmpevrzr2/H5GQnp7OyZMnWb16Nbq6usCLVFWfPn34+9//zqpVq6T+HhSYDkPzttQVAv/00094eHjIW47MEYvF7NmzB2dn5wZ3CcpGRkYGx48f57333mvRfKbq6uoG85+UOVrVVCoqKjh9+jQACxYsoGtX6dZVyAuRSES/fv3Ys2cP8+fPl7ccpUBcKyHscSE3EnMITMwhKVsEgEnPrky0MGCihQGjB+nRtUvjNSPh4eFkZmYye/bs1pStEGRlZXHy5ElsbGyYOHFik6O8iYmJXLp0CU9Pzwa1asHBwSQnJ/Pee+/V31wdPXqUDRs28PjxY4VtnSADOgzN27JmzRpCQ0N58OCBvKW0CleuXKGiooK5c+cqbZqltLSUvXv3MmPGDCwtLVu8v9raWi5cuEBBQQHLli1rMxf4xsjNzeXEiROYm5szZcqUNheV+uabbzh69CgJCQlt7r21Bs8Ky7mRmMuNxBxup+RTIa5FXU2V0YP0GGfei7Fm+pgZaNWfO+7fv09OTg7vvPOOnJXLh7KyMk6ePImmpiZz585tckfy4OBg4uPjWblyZf1NlCAIHD16lAEDBjSYizVixAhGjRrFrl27ZPIeFJAOQ/M2REZGMmbMGKKjozE1NZW3HJnz5MkTzpw5w7p165T2ol1TU8PBgwcxNzdn3LhxUtuvIAj1HUKXL19eH/ZtS6SlpXHmzBkmT56stHN33oRYLGbgwIH84Q9/4NNPP5W3HKWmUlzL/ccFBCa8MDhp/y4sNtRRx2WwPmMG66NZmo5QXsSMGTPkrFZ+1NbWcunSJTIyMvDw8GjSCsG6RRkqKioNbi6Li4vZvXt3g8hzamoqNjY23L59W6mj6s2gw9A0F4lEgr29PTY2Nhw6dEjecmROdXU1v/zyC9OmTWtQeKZMCILA+fPnqa2tZf78+TKJMN25c4eQkBCWL1/eJupK6nj48CFXrlxh4cKFbb4B3ZkzZ/D09CQ1NbW99vFoMZWVlTx69IjU1FSePHnC06dPySmrIUelJ7md9CjobEBNpxfRiC4VeeiJc9ET56BXW4i6mgpqampoa2tjbGxM//79GTBgAKampko78PZNCIJQX7+1fPly9PX13/gasVjMgQMHsLa2xsXFpf7x8PBwIiIi+OCDD+qjjO+++y4xMTGEh4e3h8hjh6FpLgcOHOBPf/pTuykEvnLlCpWVlUq9GuHOnTvExMSwatUqmda6REdHc/XqVRYvXoyJiYnMjtNahISEcPv2bTw8PNrNjJgJEyZgaGjIyZMn5S1F4aioqCAoKIjExESePXtGRkYGz58/Jzc3l4KCAgoLC6moqEBLS4vu3bujr69Pr1690NbWRk1N7cVP585UqOuRKdGhSL03oq6GSFQ6oSLUol2Vh3ZZBl0KUilNjyc/N4eioiJKS0tRV1ene/fu6Onpoa+vT+/evTEyMsLExAQzMzPGjx+v1DPXHjx4gL+/P0uWLGlQ9PsqSkpK2Lt3L7NmzcLc3BxoPPVUU1ODkZER33//PStXrpTlW1AEOgxNcyguLqZ///5s27aNd999V95yZE5bSDXVzVbx9PRslXRQSkoK586dY86cOUod0bp+/TpxcXEsX768PRUVkpqayvDhw7l27RpOTk7yliM3KioquHXrFkFBQYSHhxMfH09mZib6+vr06dMHAwMDevfuTd++fTExMaF///4MHjyYfv36NemmISQkhIKCAiZOnkroowJup+QRlJxHXFYJAFrqaowc0INRg/Rw7N8dndpinjx+xKNHj0hPTyczM5OsrCxycnLIysoiOzsbQ0NDLCwssLe3Z+zYsUyYMEGpTE5SUhLe3t5NboWQnp7OiRMnGqw6bSz1dOjQITZv3syTJ0/aZEr8N3QYmubw3//933h7exMXFydvKTKnLaSaSkpK2L17NwsXLqR///6tdtyMjAxOnDiBq6ur0tWcSCQSLl68SE5ODsuWLWuzof7X8Yc//AF/f3+io6PbQ5j+lealV69eWFhYYGtry5gxY5gwYYLUzO2rioLzRFXcSc0nJC2fe2n5pOa+qL/p1qUTDgN6MnqQHqMH9WRoX106d/rP30YkEnHz5k2Cg4MJCwsjMTGR58+fK53JqVuGPWXKFIYPH/7G7RvrC9ZY6snKygp3d3f+9re/yVS/nOkwNE0lKysLU1NTrl271iBv2VZR9lSTRCLh0KFDDB48uEHlf2uRl5fHsWPHGDFiBOPGjVOKlWFisZjTp09TW1vLokWL6NKli7wlyYXq6moGDhzIp59+2iZnDUkkEkJCQjhy5Aj+/v48fvxYpualMcLDw8nIyGDOnDmv3S6ntJLQRwXcS8snJK2A5JwXy8M16w1OT0YN1MPGuKHBgVebHGNjYyZOnMiyZcuYOHGiwpnW3Nxcjh07xsiRI994rREEgXPnztG5c+f6JfCNpZ5u377N1KlTSU1NpXfv3jJ/D3Kiw9A0lTVr1vDgwQNCQ0PlLUXmPH78mLNnzyp1qikwMJBnz56xfPlyuZmJ0tJSTp48Sffu3ZkzZ45CGwSxWIyXlxfdunXD3d1doSdltwa//vora9eubTMFwtXV1Zw9e5bTp09z69YtxGIxLi4uzJs3j7lz57Z6WvFtG+vliarqDc69tPz6/jddO3diuIkuDv17Yt+/B3b9eqCr+XLqSyQSceHChfrfg0QiwcXFhQULFrBo0SKFOd+VlJRw5MgRrK2tGT9+/GvPYVVVVezevZuJEyfWz5lrLPU0cuRI7Ozs2vIy7g5D0xRSUlKwsbEhMjJSadMvTaUtpJoePXrEuXPnWLNmjdzDyzU1Nfj4+JCdnc2SJUsUModdXV2Nl5cXOjo6uLm5Kdwdq7wYN24cffv2xcvLS95S3orc3FyOHDnChQsXuH//Pvr6+ri6urJ06VImT54s17+ztEYf5P/b4IQ8KiDiaSGxmSXUSl5cgswNtbDv3wP7f5ucAXqaDYyBRCLhzp07HD16FH9/fzIyMhgxYgSzZ8/mvffeo2/fvi3S1lJEIhGHDx/G0tLyjQ34srKyOHr0aIMJ3L9PPcXHx2NnZ8fDhw/baruRDkPTFObPn09xcTH+/v7yliJz/P39KS4uVtqOqSKRiN27d+Pu7s6gQYPkLQd4EQK+d+8ed+7cYeHChfTr10/ekuqprq6unzje3sY4vImkpCRsbW0JCAhg9OjR8pbTJNLT09m2bRu+vr4kJydjaWnJjBkzePfddxkyZIi85dUTHx9PVFQUS5Yskep+y6treJBeRMSTQsKeFBLxpJCSyhoA9Lp1wa5/Dxz698C+fw+G9tVFo/N/IpGPHj3i0KFDXL58mejoaAYMGMCUKVP46KOP5DavrKysjMOHD2NmZvbG2XEhISFERUWxatUq1NTUEASBI0eOYG5uXv/5nTRpEj169Kjv+N3G6DA0byIyMpK5c+eyYcMG3nnnHYYMGaIU9RBvQ15eHvv372fdunVoa2vLW06zEQSBY8eO0adPH1xdXeUt5yVSUlI4f/48rq6uCjEJt87M9OzZk9mzZ7fZz3VL+Oijj7hx4wYPHjxQWLMnkUi4fPkyP/zwA3fv3mXkyJEsWLCAZcuWNamviTx49uwZV65cYfXq1TI9jkQikJIrIvxJIWGPCwl/UsDj/HIAOndSYYiRDjbGugw37s5wk+6Y9tKik6oKJSUlnDhxglOnThEcHMyIESPYvHkzixYtavXPQXl5eb2pcXV1feX3VBAEfv31V3R1dZk+fTrwIkp38OBB1q1bR1FREd7e3vzwww+cOXOmLTbb6zA0b2L8+PEYGhryt7/9jYCAAFRVVZk8eTIDBw6UtzSpUmcGTE1NlXa5amMzTRSNvLw8Tpw4gampKdOmTZObTrFYzPHjx+vrezrMTONUVlYyaNAgNm/ezOeffy5vOQ0oLi7mhx9+4ODBg5SVlbF48WI+//xzhYoAvoqioiL279/PJ5980urHzhNVEf6kkIinhUSnFxOTUYyo6kUUp1uXTgztq8sIk+7YGHdnuIkualUlbN26laNHjwKwfPly/vSnP7VqA82ysjIOHTqElZUVEyZMeOV2jU3gvnTpEikpKUgkEsaPH8+3335Lbm4uN27caB3xrUeHoXkdgYGBuLm5kZmZiZaWFoIgEBsby/Xr1+nRoweTJk2iT58+8pYpFeLj4wkMDGTt2rVKWRD67NkzTpw40WDqrKJSWVnJ6dOnEQRBLkMea2pq8PLyQktLq6Nmpgn4+PiwdOlSoqKiFCKNGRISwj/+8Q/8/PywsLBg/fr1vP/++0r1va2pqeHbb7/lf/7nf+RupiUSgbQ8EVHpxUQ9KyLqWTHxmSVU10qAF6mq4SbdGdZXh+K0aK547SEmNJgJEybw2WefMXHixFbRKRKJOHToEMOGDXvt+Ja6pd9r1qwhPT2dK1euUF1dzZIlSxg0Jvy9TgAAIABJREFUaBAikYg+ffpw4cKF15ojJaTD0LwKQRCwsbFh3Lhx7Ny5s8FztbW1REREcOvWLfr378/EiRPR09OTk9KWU11dzU8//YS7u7tStrcXi8Xs2rULV1dXrKys5C2nSUgkEvz9/UlISGDp0qWtdrcnkUg4c+ZMvZnqMDNNY+nSpaSmpnLv3j25/M6qq6vZvXs3u3bt4vHjx8yaNYv//u//xsbGptW1SIvvvvuO9evXy71wvzGqampJfF5KVPoLgxOVXkRKroi6S2F3jU6olmSSGRtCN3ERCyeP5otNq9HRlu17KS0t5cCBA7i4uGBvb//K7a5du0Z0dDTq6uq4u7tTVFREcHAwa9asQVVVlfXr1xMcHExUVJTcDaUU6TA0r+LcuXN4enqSnZ39yhEH1dXV3Lt3j3v37mFlZcX48eOVsvYkICCAoqIipS0Evnr1KiUlJSxYsEDeUppNVFQUV69exc3Nrb6FuawQBIErV66Qm5uLh4dHuxjdIS1EIhFmZmZ88sknfPbZZ6123IqKCv785z+zd+9e9PX1WbVqFR999FGbaHj4888/M3fuXKXpiyKqqiE2o5i4rBLiMkuIzSwhOacUce2LS54grqSHSjlTR1phO7AXVkY6WPTWblB4LA0KCgo4cOAAM2fObLTQOz4+nkuXLgEvRnk4ODggCEL9iqlRo0ZRU1ODgYEB+/fvx93dXar65EiHoWkMiUSCqakpK1eu5Kuvvnrj9uXl5QQHB/PgwQNsbW1xdnZWmhNOfn4++/bt48MPP2zStFdFIz09nV9//ZUPP/xQaX7nv+fZs2f8+uuvODo64uLiIrM7plu3bhEXF8fKlSvR0NCQyTHaMq2ZeqqtreX7779ny5YtGBsb8/e//72+0LOtcPToUUaNGiW3FUTSoLpGQnJOKXGZJfiHJxAYmUxV116oqGsC0ElVhUH63TA31P73jxbmvbXp31MTtU5vH+nLzMzk2LFjLFq0qL4LuiAIBAYGEh0dzfz58+ncuTNHjhxh7dq16OjokJOTw6FDh1i3bh1aWlp8/fXXHDp0iJSUlLYSqe0wNI1x/vx5Vq9eTXZ2drP+0MXFxQQHBxMbG4udnR3Ozs5oamrKUGnLEASB48ePM3DgQJydneUtp9koY6rpVZSUlHDy5El69uzJnDlzpD5EMyIigqCgIFatWqWUUURFQdapJ4lEwv79+/n666/p3Lkzf/vb36S+tFlROH/+PP369VOIFX/SxMfnEp99/XeKVLQYM2sJOv2sSM4RkV5YXp+y6qKmimkvrRcG599mx8JQG+MeXVFVbdoNTVpaGmfPnmXFihV0796dc+fOUV5ezqJFi+rTeDdv3uTZs2csW7YMFRUV/Pz8qKysxM3NDYlEgoGBAfv27Wt2g0MFpcPQ/J662pmpU6eydevWt9pHcXExQUFBxMXFYW9vj5OTk0Iam4SEBAICAvjwww+VqqCwDmVONTWGWCzm4sWL5OXlsWTJEqlFzBISErh06RIrV65U6lovRaCsrIzBgwfLJPV0/vx5/uu//ovi4mK+/PJL1q9f31bunBslICCAzp07v7bAVZk5dOgQf/7znwH4y1/+wvzFS0nJEZGULSI5u5TE7FKSs0VkFFXUv6Zr506YGWox2EAL015aDNLvxsBe3Rig163R1NXDhw/x9fVFQ0ODfv36MXPmzAap5NraWvbu3YujoyO2trZUVVWxc+dOFi5ciImJCZ988gn+/v5tpZamw9D8nuvXrzNv3jxycnJa3Kq+qKiIoKAg4uPjsbe3x9nZWWFaa9fW1rJz505mzZqlECs3mktbSDU1hiAI3Llzh5CQkPqTTkt4+vQpJ0+exMPDo82syJM30k49BQcH8/HHH5OSksJHH33El19+qdBjMqRFSEgIeXl5Lw2obEvU1tbyz3/+k3/84x8YGBjw/fffM2PGjAbblFaKSc4RkfS8lKRsEUnZpSTnlJJdUlW/jYoK9NHtyqBe3Rik341BvbQY1Ksb6tXF+HufonNnNdavX9/oufD58+cNUk/R0dH1Ay3FYjEGBgacO3eu1VZryZAOQ/N7xowZg5mZGQcOHJDaPn9rbBwcHHBycpK7sQkNDSU5ORkPDw+56ngb2lKq6VUkJSXh7e3NlClT3roBVlFRUX04efDgwVJW2L6RRurp4cOHbN68mZCQEN5//32+/fZbhVzxIyvi4uKIiYlh8eLF8pYicyorK/nmm2/YuXMnVlZW/POf/2TUqFGvfU1ZVQ2P8spIyysjLVf04r9zy3iUV1bfNwegSycVemkI6KpW4TLCkv563TDpqUm/npr07d6VLmqqDVJPALt372bs2LFYWVmxcuVKUlNTCQoKkunvoBXoMDS/JSwsjAkTJvD8+XOZnFgKCwsJCgoiISGBkSNHMnr0aLkYm+rqarZv346Hh4fSrDD4LW0t1fQqcnNzOXHiBObm5kyZMqVZF87q6mr279/P8OHDlbZRoiLTktSTWCzms88+Y8+ePbi7u/PDDz9gaGgoI6WKS3p6On5+fnh6espbSqtRXFzM559/ztGjR1m4cCE//fRTs68BgiAQGpOIl08ApiOcKBE0SM0VEZ32nCJxJ2p+cwVWUQEjHQ2Me3SlIu8ZQwf0xtF6EKrlhcSHBfPZxjVUVFTQu3dvbt68+dql4EpAh6H5Le+88w5dunTh3LlzMj1OYWEht27dIjExkZEjR+Lk5NSqq05u3rxJXl6eUi7TrqvUf1V4ta1RUVHB6dOnUVFRYf78+U06+QmCwOnTp+ncuTNubm5tITeukFy6dIklS5Zw7949rK2tm/Sa0NBQPDw8UFVV5dixYzg4OMhYpeJSWlrKzz//zGeffdbuPqN1/afy8vI4cOAAkydPbvJr09LSOHPmDEuWLGmQkq6srGTPnr1Y2DrSve9g0gvKeVpQTnphOekF5TzOE5ErEjfYVxdV6NuzG7lPklGrLmX5vHforatBn+4aGOl2xUhXA92unZXl79NhaOpISEjAzs6Ox48f149blzUFBQUEBQWRmJiIo6Mjo0ePlrmxKS8vZ8eOHXh6etZPZVUWBEGob//t6OgobzmthkQi4dq1a8THx7NgwQKMjY1fu/3NmzdJSUnhvffe6+g1I2PWrl1LYGAgDx8+fG3di1gs5tNPP2Xv3r2sWbOGLVu2KGUhvjQRBIGtW7fi6elJ9+7d5S2n1ZFIJPzlL3/hu+++a3K05smTJ/z6668Nlmv/lvz8fA4cOMDChQsbff78xUvkV8Igm5FEp2Zy434MfUyteJpfyoOkJ3TW0Ufyuyt4186dMOqugZHuC5PTR1eDXjoa9NJSp5e2ev2/XbvI/fPcYWjq8PDw4Pnz5wQEBLT6sQsKCrh16xbJyck4OjoyatQomRkbPz8/ampqlLIQLyYmhjt37rB69eo2vfrjVSQkJODj44OTkxPOzs6N3jXFx8fj6+uLp6dnx/LsVqC2tpYRI0YwYsQIjhw50ug2HVGZV3P8+HFsbW0VahJ4a9PUaE2dWZk7dy6mpqav3F9KSgre3t588MEHLxnFiooKdu7ciYeHB0ZGRpw8eRJjY2NcXFyYNGkSvY36sHXnHjKLK8gqqiSruIKs4t/8W1RJTmnlS6YHQEtdrYHB0dfq8uL///3TQ7NL/Y+2hlqTl6c3gw5DAy9WglhYWPDw4cPXflBkTX5+PkFBQSQnJzNq1ChGjRqFurq61PZfVFTE7t27Fbbd+Ov4/XLD9kpxcTFnzpypb2n+27RbdnY2hw8f7ljR1MqkpaVha2vLjh07WLFiRf3jHVGZNxMYGIhEImHSpEnyliJX3hStqaysZN++fYwaNapJhvju3btERUWxatWqlyKHERERREZGsmrVKvLy8jh48CAbN24kMzOToUOHkpSU9NpzbE2thIKyanJFVeSW/vvnt//9m/8vraxpdB+qKtBdswvdNTv/2+R0pnuDf1/8t27XzmhpqKGlroaWhhra6p3R6Kz6qhRYh6EBWL9+PREREdy7d0/eUoAXxubWrVukpKRI1dh4e3ujra2Nq6urFFS2LlevXqW8vLwttel+a2pra7lx4wZRUVHMmzePAQMGUFVVxe7duxk/frxSz/dRVo4cOcLGjRuJjIxk0KBBHVGZJpKYmMj9+/dZvny5vKUoBI1FayQSCSdOnEBXV7fJkXVBEPD29gZ46ZwpCAL79u3D3t4eW1tbLly4gKamJpMnT2bUqFGMHDmSHTt2SOX9VIpryRNVkVNaRWFZNUXlYgrLX/63sFxMUXk1heXVVIolr91nJ1WVFwZHXQ3t35idg+87dhiaoqIijIyMuH37tsJ1rMzLy+PWrVukpqYycuRIHB0d37pBX05ODocPH2bjxo1K1/Y+NzeXgwcP1rfs7uAFqampnD9/Hjs7O/Lz81FXV2f27NnyltVuWbFiBZGRkUyaNKkjKtNESkpK2LVrF59++qmyFJ7KnN9HaxYtWkROTg7Lly9v1mepurqaPXv24OLi8lLrh8zMTI4fP86GDRuorq5m165drFu3jsTERMaOHcvz58/R1dWV9ltrEpXi2hcmp0xMaaUYUVUNpZU1lFbVIKqsQVQlRtTg/188f3HTmA5D869//YudO3eSlJQkbymvJD8/n9u3b5OQkFC/DLe5XWRPnjxJv379lG4JryAIHDlyBAsLizf2bWiPlJaWcvjwYYqLi/nwww+VrtC7LZGbm8vAgQNRU1PD39+/IyrTBNp7YfDrSEhIwN3dndraWnx9fd+qHKIuDf3++++jr6/f4DkfHx9UVVWZOXMmV69epbq6mlmzZmFmZsamTZv46KOPpPVWWosmGZo2W30pCAJbtmxR+D+cnp4ec+bM4cMPPwReTKm9cOEC+fn5TXp9Tk4Oz549U8oTbFxcHOXl5YwcOVLeUhSSiooKysrKsLW1Zf/+/SQnJ8tbUrskNjYWe3t7rK2tqa2t5cmTJ/KWpBSoqKjQp08fsrKy5C1F4ejTpw8rV67EwsICZ2fntyqJMDQ0xNXVldOnTyMWN1yy7erqSlxcHM+fP2fMmDHExsZSWlrKRx99xJYtW2hmIENpaLOGJjAwkLKyMtavXy9vKU1CR0eHadOmsWnTJnR0dNi/fz+nTp1648kgODiYUaNGSX3goaypqanh2rVrzJgxo12uanoTYrGY06dPM2XKFGbMmMHChQvx8fHh2rVr1NbWylteu+HMmTM4Ozvj5ubG3bt32bJlC56enqSnp8tbmlJgZGREZmamvGUoFIIgcPHiRZycnPDx8eHDDz9k8uTJ7N27t9n7srOzQ19fHz8/vwaPa2pqMmHCBK5evYqmpiY2NjbcvXuXDRs2IBKJuHHjhpTejWLRZq8kP/zwA9OmTVO6i2XdB3Hz5s0YGxvj5eXF0aNHefz48UuuurCwkJSUFKWMzoSFhWFoaNhoP4UO4MqVKxgZGdXnx/v378/atWvJzc3lwIEDFBUVyVlh2+err77ivffeY+vWrWzfvh1VVVXWrl2Lq6sr7u7uSCSvL3DsgI4ITSNERUUhEokYM2YMAF9//TWHDh3ij3/8Ixs3bmzW50pFRYXZs2eTlpZGbGxsg+dsbW0pLi4mNTUVZ2dnIiMjqaqqYurUqfzwww9SfU8KgyAIzflRCp49eyZoaGgIGRkZ8pbSYsRisRAeHi5s27ZN2Lt3r5CQkCBIJBJBEATBx8dH8Pf3l7PC5lNZWSl8//33wvPnz+UtRSF5+PChsG3bNqGysvKl5yQSiXDnzh3hu+++E+Li4uSgru1TVVUlzJkzRzAwMBDu3r370vPl5eXCwIEDBU9PTzmoUy6Ki4uF7777rv6c1d6p+31kZWW99NzDhw+Ffv36CePHjxdKS0ubtd+MjAzhu+++EwoLC1/a565duwSJRCKcP39euHHjhpCenq6M18cmeRTlCl80kV27dmFpadkm+nWoqalhZ2fHhg0bGD16NDdu3OCXX34hNDSUmJgYRo8eLW+JzebOnTuYmpq2yxk3b0IkEnHlyhXmzZvX6HJ+FRUVnJycWLZsGVevXuXy5cvU1DTeD6KD5pORkYGdnR2PHj0iKiqq0e9X165d8fX15dSpU+zcuVMOKpUHbW1tVFRUKC4ulrcUuSMIAj4+Pjg6OjY6Z8/a2pro6GjEYjE2NjbNWszSp08fnJycuHjxYoNIft2A37i4OFxcXAgNDcXAwAALCwt++eWXlr8pBaPNGRqxWMyOHTv485//LG8pUkVVVRVra2vWrFnDlClTuH37NoIgEBcX91JBmCJTVlbG/fv3mTBhgrylKByCIHDp0iVsbW3p27fva7ft27cva9eupaysjH379jW5iLyDVxMcHIytrS2WlpaEh4e/drirubk5R48e5fPPP+fmzZutqFK5UFFRoV+/fjx+/FjeUuROamoqBQUF9ammxtDV1SUoKIjJkyfj6OiIj49Pk/fv7OxMVVUV4eHh9Y+pqKgwadIkrl+/To8ePejfvz8RERH87//+Lzt27FCqa0dTaHOGxtvbG3V1debOnStvKTJBRUUFY2NjxGIx7u7upKSksG3bNoKDg6msrJS3vDdy69Ythg0bRo8ePeQtReGIjY0lPz+f8ePHN2l7DQ0NFixYgL29Pfv37yc6OlrGCtsuBw8eZPr06WzcuLF++OebmDVrFl988QXz58/vKBJ+DRYWFgrdOqM1EASBgIAAXF1d39hvRlVVld27d/PXv/6VJUuWsGXLliYdQ1VVFTc3NwIDAxvU2JmamqKrq0tkZCRjxozh7t27uLu7o66uzoULF1r0vhSNNmdotmzZwqJFi+QtQ6bcv38fMzMzhgwZwtKlS1m+fDk5OTls27aNgIAAysrK5C2xUQoLC4mJiWHcuHHylqJwiEQifH19cXNza9bQSRUVFRwcHFixYgW3bt3C29ub6upqGSpte/z8889s3LiRQ4cONTuy+8UXX+Dq6sq0adOU4oZCHpiZmZGWltauU6OxsbGoqqo2a67Vhg0buHjxIv/v//0/vvnmmya9plevXjg5OXHhwoUGqadJkyZx69YtevXqhb6+PtHR0SxcuLDJZklZaFOGJj4+npiYGP7617/KW4rMEIvFhISE4OLiUv+YoaEh8+bNY/Xq1VRWVrJjxw4uXbqkcGmIGzdu4Ojo2GBGUQfNSzW9it69e7NmzRoEQWDPnj1kZGRIWWXb5Mcff+RPf/oTp06dYv78+W+1j2PHjtGlSxcWLlwoZXVtA01NTQwNDXn06JG8pciF2tparl+/zuTJk5vdMXnixIn4+vry448/8sUXXzTpNc7OzlRXVzdIPfXt2xcTExNCQkIYM2YMt2/f5i9/+QvR0dHEx8c3S5Mi06YMzc6dO7G3t2/TLfSjoqIwNjbGwMDgped69OjBO++8w4YNG+jatSv79+/Hy8ur0SXfrU1OTg6pqalK1824NWhuqulVdOnSBXd3d8aPH4+Xlxf+/v7t+q74TXz77bd89dVXnD9/nhkzZrz1fjp37oyfnx+hoaF8+eWXUlTYdjA3NycxMVHeMuRCREQEPXv2ZODAgW/1eicnJ/z9/fnll1/4+OOP37j9q1JPrq6u3L17l969e6OhoUFmZiZ2dnb89NNPb6VLEWkzow9qamrQ09Orb0bWFhEEgV9++YVp06YxaNCgN24vFouJiooiJCQENTU1Ro8ezdChQ+Uyf+bs2bMYGBi8tiCuPVJeXs5PP/3E0qVL3zo60xhlZWVcunSJ3Nxc3N3dpbrvtsBXX33Fv/71L3x8fKT2mQwJCWHSpEkcOHCgI1rzO/Ly8jh8+DAff/xxu5rrJJFI+Ne//sWiRYta/B2Mjo5m0qRJLFiwgJ9//vmN2wcHB/P48WM8PDzqf+fnzp1DX18fXV1doqKiMDAwYNGiReTn5zcr1S0H2tfoA39/fzQ0NNqsmQFIT0+ntra2yU6/c+fOODg4sH79elxdXYmOjuaf//wnQUFBlJeXy1jtf1DmBoCy5vr161hZWUndcHTr1o2FCxd2RGsa4ZtvvmHbtm34+flJ1WCPGjWK7du388EHH3QUaP8OfX19unTp0u6a7CUlJaGrqyuV77eNjQ1BQUGcOXOGjRs3vnF7JycnSkpKSEhIqH/MxcWFkJAQzMzMyM7OxsHBAXV1dQICAlqsTxFoM4Zm3759jB07Vt4yZMr9+/dxcHBo9h2OiooKZmZmrFixguXLl1NQUMD27dvx8fEhLy9PRmr/w507d7C3t1e6SeCyJjMzk8TERFxdXWWyfxUVFYYOHcq6desoKChg165d7b62ZsuWLWzdupXLly/LZCDq+++/z/vvv8/MmTPJzs6W+v6VmfaYdqo7Z0sLS0tLbt68yYkTJ/jss89eu22nTp2YMWMGfn5+9cuzDQwMMDY2JiYmhhEjRhAWFsbYsWPZt2+f1DTKkzZhaEQiET4+Pnz99dfyliIzRCIRKSkpL42Kby6Ghoa4ubmxYcMGunXrxsGDBzl+/DhpaWkyqbMRiUQ8fPhQKRsAyhJBELh8+TKurq4yN3od0ZoXbN++na+//hpvb2+Z1nL9+OOPjBgxggkTJiASiWR2HGWjvS3fzs/PJzs7u765nbQYMmQI169fZ9++ffzv//7va7cdOHAgxsbGBAUF1T82ZswY7ty5g62tLVFRUfzP//wPFy9eVNjVsc2hTRgab29vDAwMsLa2lrcUmREREcGQIUOkdvHT0tJi4sSJbN68GUtLS3x9fdm1axcPHjyQ6sXu3r17DBs2rGNl0++IjIxERUWlxQa1qdRFaz788MN2Ga3Zs2cPX3zxBadPn5Z5U0dVVVXOnTtH9+7dmTJlSptrXva2mJiYUFxc3G66BoeFhTFixAiZ1KbY2Njg6+vL9u3b37iqd+rUqYSFhVFQUACAsbExPXr04NmzZ5iYmCAIAgYGBnh7e0tdZ2vTJoqCx48fz9ChQ9tsG/K6wrIlS5ZgZGQkk2MIgkBqair37t2rz606ODi0yIhUVlaybds21qxZQ/fu3aWoVrmpqKhg586deHh4yOzv+ToEQSA2NhZfX9/6SIKCFwS2iAsXLrBs2TKOHz/OnDlzWu24IpGIkSNHMnjwYLy9vZVuUK4sOHfuHMbGxowcObJVjicWiyktLaW0tJTKykokEgkSiaR+Yr2qqmr9j5qaGlpaWmhra6Opqdmi4mWxWMyPP/4o83NfcHAwM2fOZOvWraxevfqV292+fZvHjx+zbNkyVFRUSE1Nxc/Pj8mTJxMYGMiDBw+Ij49X5CncTfpjKP1ZLDs7m5CQEE6dOiVvKTIjKSkJHR0dmV78VFRUGDx4MIMHDyYnJ4d79+6xY8cOrKysGD16NL169Wr2PusaAHaYmYZcv36dIUOGyMXMwH+iNQMGDODy5cvs3r0bNze3NrkSKj4+nhUrVrB169ZWNTPwIgp648YNHBwcWLNmDXv37m3V4ysiFhYWhIWFSc3Q1NbWkpOTQ2ZmJvn5+YhEIkpLS+v/ra2trTcpXbt2bWBgVFRU6g2ORCJBLBbXv66qqgotLa3612ppaaGrq0vv3r3p06fPG2/0Hj16hIGBgczPfWPGjOHQoUOsWLECKyurBv3Jfsvo0aN58OABiYmJWFpaMmjQINTU1JBIJFRWVrJu3TocHR3JyclptCWIsqD0hubEiRMMHDhQqf8IbyIsLKxVVwgZGBgwZ84cJk2aRFhYGIcPH8bQ0BAnJycGDRrUpDuXugaA7777bisoVh5ycnKIi4tr0ioFWaOlpcXChQuJjY3Fy8urzUVrSkpKmD59OkuXLmXt2rVy0WBoaMj169dxcnKid+/e/OUvf5GLDkXB3Ny8vumnnp5es177W/OSmZlJVlYWubm59OjRgz59+qCvr4+hoSHa2tr1JkRDQ+OtIi01NTWIRKJ6g1NaWkpRURF3794lKyuLLl26YGRkhJGREX369HnJ5CQmJmJhYdHs474Nc+fO5Y9//CNz587lwYMHjQ5l7tSpE9OnT+fSpUuYmZnRqVMnxowZQ3BwMPb29qSlpTFgwABOnDjBRx991Cq6ZYHSp5ysrKzw8PBosw2t8vPz2b9/Px9//LHcLjQ1NTXExMRw7949BEHAwcGB4cOHNzoNuo6wsDBSUlJYsmRJKypVfLy8vBgwYIDCNRgUiURcvnyZvLy8NhGtkUgkTJgwAUEQuHnzptzTPaGhoUyePJlvv/2WDRs2yFWLvPH396e2tpZp06a9cduCggKSkpJITEzk2bNn9ealzkgYGhrSpUuXVlD9HwRBoLCwkKysrHpjlZWVhYaGBmZmZpibm+Pt7c3KlSubbdpagru7O6mpqYSHh7/yd3L06FHMzc1xdHREIpGwc+dOpk2bxrlz56ioqODUqVPExsa2muZm0CRXqtSGJikpCVtbW/Lz89vskuBr164BKER/HUEQePz4MWFhYaSlpWFtbc3IkSMxNDR8abvmNABsLzx9+pQzZ86wadMmhYyCtKXamnXr1nH58mViYmLQ0dGRtxwArly5wsKFC9t9473CwkL27NnDxx9//NIQUIlEQkZGBomJiSQlJVFeXo65uTkWFhYMHDiw1c1LUxEEgdzcXJKSkoiJiSE3N5chQ4ZgYWGBmZkZXbt2lbmG6upq7OzsMDc35+zZs41uk5WVxfHjx9m0aRNdunTh3r17ZGRkoKqqSs+ePZk5cyYPHjzAzMxM5nqbSZMMTaf/+7//a85Om7WxrPnxxx8pKSlh/fr18pYiEwRB4MKFC0yZMkUhVgmpqKjQo0cPrK2tGT58OAUFBfj5+ZGQkICamhp6enqoqqqSnp5OQkICU6dObVddQV+HIAicO3eO0aNHK2z0Q0VFBQMDA2xsbIiKiiI4OJg+ffoojCFoKrt27eKHH37gxo0bGBsby1tOPWZmZvTt25e1a9fi4uLCgAED5C1JLnTt2pUnT54gCAJGRkYIgsCzZ8+4efMmPj4+PH5caYQjAAAgAElEQVT8GH19fVxcXJg2bRqWlpbo6+vLpcN5U1FRUaFbt27069eP0tJSDAwM6N+/PwkJCfj6+pKamlrfzV5WNwmdOnXCzc2NL7/8krKyskZX82lra5OZmUlhYSH9+/dHX1+fy5cv4+zsTGRkJOnp6ZSXlzNx4kSZaGwBTerJotSGxtPTk40bN7ZaxXxr8+TJE548edLiGT+yQF1dnQEDBuDo6EjXrl0JDw8nICCAiooKEhISsLa2xsTERN4yFYbk5GSSkpKYNWuWwpu8Ll26YG1tjaamJufPn6e8vBwTExOFvqDUERwczLvvvsuRI0cUstHmiBEj6NSpExs3bmTatGlyKwyXNxoaGgQHB6OiosLFixeJjY1l8ODBTJ06lbFjxzJo0CB0dHQU/rvSGFevXsXFxQVLS0uGDh3K6NGj0dbWJj4+Hl9fX0pKStDV1ZXJTaqOjg7Ozs6sX78eKysrLC0tX9qmd+/eXLhwAVtbW7p27UpBQQESiYTHjx9jY2PDvn372Lx5s9S1tZAmGRqlTTk9evQIa2trioqKFDYM2VIuXLiAvr4+zs7O8pbSJPLy8rhz5w6RkZEMHjyYUaNGYWpqqpQnJWkikUjYtWsXEydObPQEo8iIRCJ8fX3JyMhg2rRpWFhYKOzfMyMjA1tbWzZu3Mif//xnect5LV988QW//PILN27cwMbGRt5yWpW8vDxCQ0MJCwvDxMSEcePGNXmxgaIjFov57rvv+PzzzxuNxJSUlBAREUF4eDh6eno4ODgwZMgQqd8s7N69m88++4x79+4xZMiQl56/dOkSampqTJs2jaysLE6cOFHfAHDu3LnExcUpWgSxbaecDh8+zKNHj9i0aZO8pciEmpoaLly4wDvvvPPa4ltFQlNTk5ycHLS1tTE1NeX27dvcuXOH2tpa9PX1X8qXtxdiYmLIzs5mypQpSnfS7tKlC1ZWVhgYGHD16lWSk5Pp27cvmpqa8pbWgOrqasaOHYutra1STA+eNGkSeXl5fPzxx8ycObNNr9KEFynXlJQULl26xO3btzExMamP+jk5OSnd9+JV1K3AelXWoC6yPWrUKDQ0NAgLC+P69etUVVXRu3dvqZ0j7e3tefr0KV999RWrVq16qcbUyMgIHx8fhg4dir6+PnFxcRgbGxMVFUVaWhra2toyGQ3SAtp2hMbJyYkJEybw7bffyluKTIiLiyMsLEyplj3/vgFgXW48LCyMxMREhgwZgoODg8LWkMgCiUTCjh07mDNnjqLd8TSb2tpa7t27x+3bt7G3t2fs2LEKEx2dN28eKSkphIWFKYympvCHP/yBo0ePcvPmzTbb6Tw9PZ2AgADKysoYN24cVlZWdOrUifLycrZv386mTZsUziC/LaGhoWRnZzN79uwmvyY3N5e7d++SmJiIs7Mzjo6OUjE2dSv9AG7cuPHSSr+AgADKy8uZPXs20dHRREVFUVpaSlJSEqGhody5c6fFGqRI2522XVxcTEREBB9//LG8pciM6Ohohg0bJm8ZzSI5OblBA0AVFRVMTEyYO3cumzZtQk9Pj9OnT7Nnzx4iIyPbRUv42NhYdHR0lN7MwIuiQxcXFz788EOKior46aefiI+Pl8kMsOZw5MgRAgMD8fX1VSozA/DPf/6TpUuXMnHixAZTkdsCubm5nDhxgtOnTzN8+HDWrVvHsGHD6tMrmpqamJub8+DBAzkrlR5ZWVmN9oF5Hb169WLOnDm8//77ZGRksH37dsLDw5FIJC3Soqqqio+PD8nJyWzduvWl552cnIiLi6O0tBQrKyueP3+Oqakpo0aNIjw8XClHVCilofH19cXIyKjNhmkrKip4/Phxo7lPReZ1DQC7devGmDFj2LRpE+PHjyc+Pp4ff/wRPz8/8vPzW1lp6yAIAsHBwYwZM0beUqSKjo4O8+fPx83NjcDAQI4dOya3v2FeXh6bN2/m+++/b/aFRFHYvn078+fPZ9y4ccTHx8tbTospLi7G29ubgwcP0q9fPzZt2oStrW2jvYBGjhxJWFiY3E2xtMjMzHzrQm99fX0WLVrE4sWLefjwIT/99BNxcXEt+t3o6OiwZ88evvnmG9LS0ho8p6mpyfDhw7l79y5qamrY2tpSXV1Neno6RkZG+Pn5vfVx5YVSGppff/21zV0kfktsbCympqZK1VunqKiIjIyMN4bNVVVVMTc3Z9myZaxevRpVVVX279/PkSNHiI2NbVNToJOTk1FVVcXU1FTeUmTCwIEDWbt2Laampuzbtw9/f3+qq6tbVcO7776LnZ0dnp6erXpcafPzzz+zaNEixo4dy8OHD+Ut562oqakhICCAXbt2oa2tzaZNm3B2dn7tMuW+ffuirq5OcnJyKyqVDTU1NRQUFLT4Rrtv3768++67TJ8+naCgIPbt28fz58/fen+zZs1i1qxZLFmy5KWoj7OzMw8ePKCiogJ7e3vi4+PR19fH0dGRX3/9tUXvQx4oXVGwWCzG09OTPXv2tNklj35+fjg4OKCvry9vKU3m/v376OjoNGsVT9euXetDnJ06dSIiIoKAgABKS0vrW5crK3U9hJydndtsJBFeGFQTExNsbGyIj4/n2rVr6Ojo0KtXL5kXeh45coQ9e/Zw/fp1pf6s1DFz5kwyMzP55JNPmD59+ksNKxWZjIwMjh07hoqKCkuXLsXS0rJJ/VZUVFTQ1NTk1q1b2NnZKXVxcElJCbGxsa+cp9QcVFRU6NmzJ/b29qiqqnL+/HnEYjEmJiZv1fV6xowZ9WM3fqtPXV2dvLw8/j97Zx7W1IHv/U8IhDUgO7IoyC6bLIq4a9GquNSqVVqr1Vat2mmdaWfed+7bO3fuvO9779wZu7dqq62tVsVdtNYWcV8qsiiIIsgOBtmREMISkvcPX3KlboAJSSif5+ERw8k5v3OSc873/Nba2loCAgLIy8vD2dkZS0tLvvzyS/70pz/pS7uGbiUFG5yH5sKFC1haWhIREaFrU7RCY2Mj1dXV+Pj46NqUbqNSqbh+/Xqvy0+NjY0JDQ1l2bJlvP7665iYmLBz5062bNlCWloaLS0tGrZY+5SWliKTyQwubNhbxGIxL774IvPmzePcuXN8//331NTUaG17D4aaXFxctLadvubjjz9m+fLlTJo0iatXr+ranKeiUChITk5m9+7dTJw4kYULFyIWi3u0jsDAQAQCgb623O82nQ9imkQgEBAeHs7q1auRSCRs2bKlV94aS0vLx4aexo4dy5UrV2hrayMkJASpVIpcLsfKyoqLFy9qalf6BIPz0Hz44YcIhUKDqv7pCVlZWZiYmKh7AhgClZWVZGVlaaQzsLm5OcOGDSM6OhobGxtycnI4fvw4NTU1mJubY2NjYxBPcceOHSMiIsJg8zp6y6BBg4iIiKClpUWrTfnmz5+Ps7MzH3/8sUbXqw9MmzaNhoYGfve73xETE6O3CeWdXhkjIyPi4+Nxd3fv1bnZ2YE8KSmJqKgonc/d6i137tyhoaGB4OBgja/b1NSU4OBgTExMOHToUK+8NX5+fly/fp0tW7bw+uuvqz8rCwsLJBIJzc3NhISE8PPPP+Pq6kpFRQW1tbXMmDFD4/vTC/pfp2CVSsWKFSt4//33+22J45kzZwgKCjKoMMWlS5dwcXHR6NwmgUCAvb09QUFBhIeH09TUxLlz50hJSaGtrQ07Ozu97c9z9+5dLl++zJw5cwz24vwsGBkZ4e7uTmhoKLdu3eLEiROIxWKNhaH6W6jpUcTGxiIQCHjzzTfx9fXVq+udQqHg1KlTJCcnExsby6RJk575XLS1tSUvLw+FQmGwDwFFRUUoFAr8/Py0sn6BQICLiwshISGkp6dz+fJl3N3de3QOPC70ZGdnx08//cSYMWOQSCSYm5tjZmbG9u3beffdd/XhIbL/CZq8vDy++OILduzYoQ8HWOO0trby008/ERcXZzBDAZVKJUeOHGHatGlamzclEonw8PBg5MiRuLm5UVRUxPHjxykrK8PExARbW1u9Eg6nTp3C29sbLy8vXZuiU0xNTQkMDMTV1ZWTJ0+Sk5ODq6vrM31PampqiIuL45///CcTJkzQoLX6x7hx43Bzc2PVqlXY2NgwatQoXZtEU1MTO3fuRKFQ8PLLL/faK/MoHB0d+eGHH4iKitKXvI0ecevWLczNzRk6dKhWt9PprTE2NubQoUNYW1t3O99KJBIREBDA22+/zeLFi7G1tQXuh4xzc3MxMzPD2dmZgoIC2tvbSU5OZsGCBX06Nfwx9D9Bs3//fnJzc3nrrbd0aYbW6Jwua0j5QUVFRZSXl/fJzUUgEGBtbY2/vz+jRo1CpVKpO23KZDJsbGx03qCrpaWFH374gTlz5hhcTxRtMWjQICIjI2ltbSUxMRGZTIa7u3uvRHt/DjU9ihEjRhAeHs6bb76JTCZjypQpOrNFIpGwfft2goKCtNLBvHNwYkNDg9ZFgTa4fv06jo6OfVKs0umt8fHx4ejRozQ1NeHp6dktcfm40JOxsTFpaWlMnjyZ5ORkrKysyM/Px8nJ6bHtOPqQ/pcUfPz4cWJiYnRthtbIy8vTmrtSW1y/fl0nDQBFIhHh4eEsX76c1157DYDvvvuOb775hqtXr/Z5+XAn165dw8fHp9+GQnqLkZER0dHRrFmzhubmZj7//HNSU1Pp6Ojo9jp27NjB5cuX+f7777Voqf4xY8YMkpOT2bx5M6+//vozN1zrDdnZ2ezcuZPp06czceJErXnIJ0+ezOXLl5HL5VpZvzZRKBR9Pt7F2dmZlStXcufOHRISEmhtbe3W+7Zu3UpZWVmXhnuBgYHU1NRQX19PQEAAYrGYoKAgfvrpJ22Zr3EMRtCoVCrOnDmjvnn1N5RKJXl5efj7++valG7T3t7OrVu3tJIE1xMcHByYOnUq69evZ8yYMeTm5vLRRx9x5MgRysrK+qxpV6fHqL9Of9cEVlZWvPDCC8THx3Pr1i2++OILsrOzn/oZtbe38z//5//kb3/7W7+qauouo0aNIiUlhaSkJObMmdNnXbZVKhUnT57k5MmTLF26VOtVe/b29gQGBnL+/HmtbkcbKJVKnYS+LSwsWLJkCTY2NmzdupW6urqnvsfS0pLPP/+c//iP/6CpqQm43wk8PDyctLQ0QkNDaWxsxM/Pj1OnThlM40ODETSdbcH7a0O9srIybGxssLGx0bUp3SY/P5/BgwdrvFSxtwiFQgICAli8eDFr167Fzs6OxMREvvjiC86ePUt9fb1Wt19UVIRQKMTDw0Or2+kPuLq68uqrrzJr1ix++eUXvvrqK/Lz8x974fzHP/6BhYUF69at62NL9Qdvb2/S0tIoKChgwoQJ6huRtmhtbSUhIYGysjLeeOONPuuLM3HiRK5du0ZjY2OfbE9TKJVKneV2CoVC4uLiiI6O5ptvvnmoNPtRzJ8/Hx8fH/785z+rX4uMjCQrKwtXV1fa2toQi8UIhUJyc3O1ab7GMBhBc+bMGdzd3XVthtYwxHBTbm5ujxrp9SVisZhx48axbt06XnjhBWQyGVu3buXrr78mNTWV5uZmjW+z0zvTHxPWtcWwYcN44403GDduHMePH2f79u2Ul5d3WUYmk/Hhhx/yH//xH3qV/K0LnJ2dSU1NBe6PDaisrNTKdpqbm/n2228Ri8W8+uqrWkv4fxRisZjIyEjOnDnTZ9vUBPpw3kdFRbFw4UIOHjzI9evXn7r8Bx98wLZt29TfIxsbGzw9PcnOzsbLywtjY2N8fHwM5rMwmKvDjz/+qJEOjPpKbm6uQYWblEolt2/f1nsRJhAIcHd3Z+bMmfzhD39g/PjxlJaW8umnn7J7926ys7M14r5vbGykqKjI4AaK6gMCgYCgoCDWrl1LcHAwe/fuZe/everGfP/6r//KkCFDWLhwoY4t1Q+srKw4d+4c3t7e6idqTdLU1MR3332Hj48PcXFxOqk4Gjt2LHl5edy5c6fPt91bjIyMdJLf9GuGDh3K0qVLOXHixFObM06YMIHo6Gjeffdd4H6IcciQIZw4cYKcnBza2trw8PDgxx9/7AvTnxmDqA1WqVScPXuW48eP69oUrVBbW0tra6tBjXIoLy9HLBYzaNAgXZvSbYRCIX5+fvj5+dHa2sqtW7e4du0ax44dw9/fn9DQUDw9PXvlBcjMzCQoKEhve+MYAkKhkMjISEJDQ0lJSWHbtm24u7uzZcsWjhw5omvz9AoTExOOHDnC73//e8aNG8fXX3+tEcHX2NjI9u3bCQkJYeLEiRqwtHeYmZnx/PPPk5iYyKpVqwyijYWRkVGPkty1iZOTE8uWLWP79u0oFIon5vV98sknREdHc+jQISoqKlCpVBgZGbFgwQL279+Pl5cXW7duRaVS6YUX6kno/7cEuHnzJgKBoN96aAoLC/H29tb7L8uDGJpH6deYmpoSFhZGWFgYUqmU7OxskpOTkUqlBAcHExoaiouLS7c+E5VKRVZWFrNnz+4Dy/s/JiYmjBs3jsjISBYvXoy3tzcKhQK5XI65ubmuzdMbjIyM+OSTTxgxYgQrVqwgMzNT3TStN0ilUr777jvCw8P1IlcxODiYmzdvcvbsWZ577jldm/NUzM3N9ao6y97entdee43vvvsOIyMjIiMjH7mcubk5ERERfPjhh+zYsYOhQ4dy5swZ8vPzGTZsGNbW1piampKTk6P3HewNIuR05syZfp1oWVJSorftzR+HoQuaBxGLxcTExLBq1SqWLl2KiYkJe/fuZdOmTZw/f56GhoYnvv/u3bsoFIp+/R3VBXfv3iU5OZkvvviClpYWPvvsM86fP99nFT6GwvLly0lOTmbLli3Mnj27V7PPZDIZO3bsICwsTC/EDNwPRcbFxXH16lWDCD2JxWKkUqmuzeiCra0tS5cu5dy5c1y7dq3L31pbWzl69ChHjhzhP//zP8nIyKCmpgaBQEBoaCg3btxQzxR0c3MziDwagxA0P/74o96cZJpGpVJRXFxsUIKmtraWtrY2gwqRdRdHR0emTJnC22+/zaxZs7h37x5fffUV27ZtIz09/ZFPYFlZWYSEhBiUh80QWL9+PbGxsYwdO5bZs2ezYsUK7t69y2effUZaWpreuPf1gejoaLKysigrKyMiIoKysrJuv1cul/P9998TEBCgd92Xrays1KEnhUKha3OeiFgs1nrlWW+ws7Pj1Vdf5eTJk2RnZwNQUFDApk2bUKlUrFmzhnHjxhEfH8/69euB+96dTs/MvXv38Pb2Nog8GkEP68v7vBhdqVRiY2NDcnIy0dHRfb15rVNdXc2uXbt45513dG1Kt7l06RK1tbW/mRBLR0cH+fn5ZGVlUVBQgJeXFyEhIfj5+WFkZMRHH33EsmXLcHBw0LWp/YasrCxiYmK4fv36QzPC7ty5w8mTJ7l37x6TJ08mKChoQEz+f9rb21myZAknT57kwIEDT82D6ejoYOfOnTg6OjJ9+nS9PI4qlYq9e/fi4OCg16GngoICLl68qLeDkysrK9m+fTvDhg2jtLSU2bNnqz0wAHV1dXh6erJ//36mTZtGSkoKEomEuro6cnJy2Lp1K/X19br6jnRro3rvocnPz0cgEPRLMQMYnHcGMLgGgM+KUCjE39+fhQsXsn79evz8/EhLS+ODDz5g586dmJiYGFRytCHw9ttvs2DBgkcOPHVzc2Pp0qXMnDmTS5cusWXLFgoKCnRgpf5hYmLCnj17+MMf/kBcXBxffPHFE5dPSkpCKBTy/PPP66WYAcMJPeljyOlBOscy3Lx5k5dffrmLmIH7npzVq1fz3nvvARAUFERubi6+vr64ubkhEonIz8/XhendRu8FTXp6ep81dNIFhiZo5HI5FRUVv9nBi2ZmZoSHh7N06VLWrFlDS0sLKpWKDz74gEOHDpGbm6v3rnF95+LFi6Snp7Nhw4YnLuft7c3KlSsZO3YsP/74I9u3b6e4uNhguppqk3/5l38hISGB//W//hcrV658ZDlxeno6BQUFzJ8/X+/7+xhC6KlT0Ojj90+pVHLw4EGUSiUTJ07k8OHDj8xF+9vf/oZEImHfvn1YWVnh4eGBsbExra2tODs7k56ergPru49+f4uBlJQUvL29dW2GVujMnzGkQWwlJSV4eHj0+cwSfcTc3Jy6ujpef/111q5di5ubG7/88gsbNmzg4MGD3Lp1ayCBtRf8/e9/Z968eTg6Oj512V/3sDl69CjffPMNubm5enlj6UtmzZrFlStXOHnyJCNHjuySV1NaWsrp06eJj4/HzMxMh1Z2n+DgYOzt7Tl79qyuTXkkZmZmCIVCvfPSqFQqjh49ilwu5+WXX2b8+PE4OTmRmJj40Dlibm7O8uXL+fDDDwEICQmhuLgYoVCIs7Mzly9f1sUudBu9FzQXLlzQaT8EbVJdXY1IJDKocIWhCTBtUlRUhLOzM1ZWVojFYkaNGsVrr73GunXr8PDwICUlhQ8++IADBw6Qk5MzIG66QU1NDSdPnuzSjr07CIVCIiIiWLduHdHR0Zw+fZrNmzeTlZWlF83OdIWfnx83btzAy8uL0NBQDhw4wL1799i3bx8vvPAC9vb2ujax2+h76EkgEODq6opEItG1KV1ITk6mpqaGRYsWYWxsjEAgYPbs2TQ0NHDhwoWHln/vvfe4du2aunt9SUkJQ4cOxdXVlUuXLulgD7qPXicFK5VKLC0tycrKwtfXty833SdcuXKFiooK5s6dq2tTus3mzZuZNWtWvx5D0V2OHj2Kvb09Y8aMeewyTU1N3Lp1i5s3byKRSPDx8WH48OH4+voOeLkewZ///GdOnTpFSkrKM61HpVKRn5/PhQsXaGxsZMyYMYSHhxtEgzZt8dVXX/Huu+8yfvx4/uVf/sVgK0ezs7M5c+YMb7zxht55l06dOoVAIGDy5Mnq11QqFa2trUilUqRSKU1NTbS3t6uFtpGREUZGRlhaWiIWi7GyssLS0lIjYcD8/Hx++OEHVq9e/VAPJ6lUypYtW5g5c+ZDI2xmzpyJi4sL33zzDTt27MDOzo7U1FQ+/fRTampqdBGi7FaCl16f3fn5+ZiYmPRLMQP3wzf6PjrgQZqbm6mvr++X5do9RaVSkZeX99Tp71ZWVkRFRREVFYVMJiMnJ4f09HSOHDmCt7e3WtyIRKK+MVyPUSqVbN++nb///e/PvC6BQICvry++vr6UlpZy8eJFzp07R3R0NCNHjvxNdnRetWoVSqWSf/zjH7z55pskJiYaZDg/ODiYsrIyDhw4QHx8vF7l/zg5OXH58mXMzc2pqKigoqKC+vp6hEKh2pNrZWWFiYmJ2m6VSkVHRwcymYympiakUilyuRxLS0tcXFwYPHgwrq6u6kHA3U3ebmlp4ejRo8yZM+eRDSnFYjGLFi1i165duLi4dIkU/PGPf2TevHls3LgRf39/ioqKMDU1xdLSkoKCAr29J+u1oElPT8fJyUnXZmiN0tJSYmNjdW1GtykpKWHIkCE6me2ib1RUVGBmZtYjl72lpWUXcXPr1i2uXr3K0aNHGTZsGMOHD8fPz+83K24OHTqEQqHglVde0eh6hwwZwpAhQ6isrOTixYt88sknREZGMnr06D4duqhrbt++TWtrK1lZWaxZs4aIiAg+//xzXn31VV2b1mOef/55vv/+e5KTk5k2bZrO7FCpVFRVVZGbm0teXh6VlZUolUpcXFwYOnQoMTEx2NnZ9fic7ujoQCqVUlFRgUQiITU1lYqKCoyNjfHz88Pf3x9PT88nehyTkpLw8fF5omh1c3MjJiaGI0eO8Oqrr6rF0uTJk3FycuKrr75i6dKlnD17FmNjYxwdHUlPT9dbQSP861//2pPle7Tws/L111+jVCpZsmRJX262T5BKpVy5coXnnntOb8slf01aWhpOTk4MGTJE16bonLS0NGxtbXv9hCsSiXB1dSU0NJSIiAiUSiXZ2dn8/PPP3LlzB5VKhY2NzW8qRLJ69Wqef/55ZsyYoZX1W1lZERgYyPDhwyksLOTYsWM0Njbi6Oiod6ELTdPS0sKuXbuYO3cuzs7OvPjii7i7u/PWW29x48YNZs2aZVAPKp0euKSkJMzMzHBxcenT7VdVVXH+/Hl+/PFHsrOzsba2ZuTIkcTFxZGens68efPw8vLCysqqV8fVyMgIMzMzHB0dGTZsGKGhoYwZMwYfHx+amprIyMjgxIkTSCQShEIhdnZ2Xe4j+fn5pKSksHjx4qdeQ9zd3UlLS0OlUuHq6qp+vbm5mW+++YZ3332X69evY2trS15eHm1tbUyfPr3H+/SM/Ht3FtLrHJqoqCjmz5/f4wRBQyA3N5fU1FSDEmubNm1i9uzZA/kz3M8lmjlzpsbFnVwu59atW+Tk5FBSUoKbmxv+/v74+flha2ur0W3pE4WFhQQFBVFUVNRnNyepVMrly5e5evUqvr6+jBs3rluVVYZIYmIixsbGxMXFdXm9sLCQuXPn0traSmJiIoGBgTqysHdUVVXx3XffER8fr/XrUkdHBzk5OaSmplJXV0dERATDhw/Hycmpi5g4cOAAnp6ej52dpClkMhl5eXlkZGTQ2NhIZGQkERERmJiYsHHjRubMmdPtB67q6mq+/fZbVq5cqQ49yWQyXFxcSEpKoqWlBYlEQlJSErm5ubqodurWU7/eCpr+nhB8+vRplEqlXne+fJDm5mY+/fRT/vSnP+lVzFoXNDQ0sGXLFt59912tHou2tjYKCwvV7mwrKyv8/f3x9/fH1dXVYDx73WHVqlUUFxeTlJTU59uWy+WkpqZy5coV3N3dGTduXL8S7Xl5eRw/fpw1a9Y8MvTR0dHBunXr2LlzJ++//z5//OMfDeocz83N5dixY7zxxhtYW1trfP1tbW2kpKRw5coVHB0diYqKwt/f/7Gel+vXr5OdnU18fLzGbXkcd+/eJTU1lZs3b2Jra4ulpWWPQ7cXLlygsLCwS+jplVdeQSaTsXHjRtP/fAQAACAASURBVPbv309FRQVbt26lsrKyr78jhi1o8vLyiIqKorGxsa822afs2rWLESNG6P300k5ycnLIyMjQeH6DIZKamkp5eTnz5s3rs20qlUru3LmjFjdyuRxfX1/8/f0ZNmyYQVdMtbe34+TkREJCAs8//7xO7cjIyOCXX37Bzs6OcePG4eXlZdDCUS6Xs2nTJnUI5El0igIPDw8SEhIe2aVZXzl//jy3bt3itdde09i50NHRwdWrVzl37hxDhgxh4sSJ3fLgyeVyPv74Y957770+Py/lcjmfffYZHR0dhISEMHHiRMRicbfeq1Qq+eabbxgxYgRRUVHAf48gKSsrY9u2bbS1tfHVV1+RlJTU144Gwx590N8TgisqKrrEK/WdsrKygWnS/5/i4uI+75RsZGSEh4cHsbGxrF27luXLl+Po6Mjly5fZsGEDCQkJZGRk6OVwvKexdetW7OzsdCpm4P7YgOjoaH73u98RGhrK8ePH2bp1Kzdv3jTYXjZJSUn4+/t36/saFxfH7du38fb2JiwsjP/6r/8ymP0eN24cdnZ2HD16VCMNFXNycti4cSM5OTksXryYBQsWdDscaW5ujqurK4WFhc9sR0+pqKhALBbz9ttvIxKJ2LRpEydPnqStre2p7zUyMmLu3LmcOnWKhoYGAEJDQwkMDOSjjz7Cy8sLa2tr7Ozs9LZjsN4KmqysrH57A5VKpXR0dGBjY6NrU7qNoQkwbaEv09Ht7OyIiYlh2bJlrF+/Xp3o+sUXX7B161bOnz9PVVWVQXTL3bx5M8uXL9e1GWqEQiEjRoxg7dq1jBs3jsuXL/PJJ59w9uxZvesC+yTKy8spKChg6tSp3X6PlZUVu3fvJiEhgY8//pjRo0fr5MbcUwQCAXPmzKGmpuaZmr/JZDL27dvHqVOniIuL49VXX+3Vdc/f35/c3Nxe29Fb0tLSGDlyJJaWlkybNo3Vq1fT0NDAl19+SUlJyVPf7+joSHR0NCdOnFC/tm7dOrZv387QoUMxNjbG2tqarKwsbe5Gr9FrQRMSEqJrM7SCRCIxqBwIlUpFRUXFQP8Z9LO7s7m5OaGhoSxYsID33nuPKVOm0NTUxK5du/j000/56aefKCwspKOjQ9emPsTdu3fJzc1l3bp1ujblIQQCAYGBgaxYsYL4+HgaGxvVuQT6PjNKpVKRnJzMpEmTetUGwBC9NSYmJixatIiUlJReiYkbN26wadMmBg0axOrVq58p5NYpaPrynGtsbKSoqKjLfdPGxob58+czdepU9u/fz08//fTUjuUxMTGUlpaqOx4vWbKEuro6ZDIZjY2N2Nvbc/36da3uS2/RW0Fz69atfjth29DEQX19PWZmZr+pnh2PQx+8M09CKBQybNgwZsyYwTvvvMPixYuxsLDg1KlTbNiwgQMHDnD9+nWam5t1bSoAO3bsIDAwUO8ruFxcXJg9ezbvvPMOHh4eHDt2jE2bNnHlyhVaW1t1bd5DFBQUIJPJGDFiRK/XYYjeGhsbGxYtWsSRI0e6PYG9ra2NAwcOcObMGRYvXszUqVOfuV2Cra0tTk5O5OTkPNN6ekJmZibBwcGPbBoZEBDA2rVraW5uZvPmzdy9e/ex6xGJREycOJGTJ08C/x2KPXz4MEKhEHt7e739HuiloFEqlZSVlXVpH92fkEgkBiVoDM1ebaLvguZBBAIBzs7OTJgwgTfeeIO1a9fi6elJdnY2n376KVu3buX06dOUlpbq7On7yJEjzJw5Uyfb7g1mZmZER0ezdu1aZsyYQUlJCR9//DHHjh2jsrJS1+YB970zJ0+eZMqUKRqpRDE0b42bmxsvvfQSBw8epLi4+InLNjQ08M0332BsbMzq1as1Wt02cuRI0tLSNLa+p1FeXv7EXClzc3NefPFFJk2axI4dO7h58+Zjlw0PD6ehoUEtXF544QV+/vlnPD09cXZ25t69e3r5HdBLQVNeXq5uPNYfMbR8FEPzKGkLlUpFSUmJwQiaXyMWi4mMjCQ+Pp733nuP5557jo6ODo4fP84///lP9u7dS3p6ujohUNu0tLSQnp7OsmXL+mR7mkQgEODl5cXChQtZs2YNlpaW7Ny5k23btpGdna3T8F52djZCofCh+TzPwoPemk8++YSwsDC9nrw8dOhQFixYwL59+7pMGX+QkpISvv76a0aMGMGcOXM03sTS39+furo6qqqqNLrex9Hd+0pISAivvPIKP//8M2fOnHlk6FQoFDJ58mROnjyJSqXilVdeoaCgAGtra2xsbLC0tNTLAaF6KWjy8vL0KkdBk7S0tNDa2mpQCcGdOT+/daqrqzE1NTWoz+5xGBsb4+XlRWxsLKtXr2bdunX4+/tTUlLCli1b+Pzzzzl+/Di3b9/W2pTwAwcO4OzsbFDzzB6FtbU1kyZN4p133iE6OpqMjAw++ugjTp06xb179/rUlo6ODk6fPq21DuRxcXEUFhYyefJknnvuORYvXkxdXZ3Gt6MJvLy8mDdvHgkJCQ9NwL527Zp64vjo0aO1cqw6J8CnpqZqfN2/RiqVolAoun1tcnV1ZeXKlRQUFLB//34UCsVDywQFBaFSqdS9bQIDA/nll19oa2vDysqKvLw8Te/GM6O3gsaQxtr3hNraWuzt7QcSgg2Q0tJShg4dqmsztIKVlRVhYWG8+OKLvPfee7z44otYWVlx8eJFNmzYwI4dO7h06RKVlZUaS4bdt2+fwTSW7A5CoZDhw4ezdOlSli1bRmtrK19++SUJCQkUFBT0SRJxRkYGdnZ2Wm0rYGZmxqeffsq1a9eoqKjA29ubDz/8UC9DED4+PsyZM4ddu3apPQqpqamcPn2a1157TevDOSMiIsjOztZ6nlXnNbon9xUrKyuWLVuGSqViz549Dz24CAQCnnvuOU6dOkVHRwczZ84kKSkJoVCIqampXgoavRwUc/PmzX47L6hT0BgKAwnB/81vJZdIIBDg6uqKq6sr48ePp7W1laKiIgoKCtizZw8KhQJvb2+8vb0ZNmwYFhYWPd6GUqnkwoUL7Nu3Twt7oHscHR2ZMWMGzz33HNevX+fEiRO0t7cTFRXFiBEjHjn9+FnpPKaLFi3S+Lofha+vL2fPnmXv3r38/ve/5+uvv+arr75i7NixfbL97uLv749AIGDXrl2EhISQm5vLa6+91ieJ6NbW1vj4+JCSksKECRO0tp3eXpuMjY1ZsGABhw4dIiEhgfj4+C6ht2HDhiEWi7l58ybLli3jo48+4vXXX8fKyuqJOTi6Qi89NFlZWc+Una/PGJqgGfDO/DeGlvukKUxNTQkICCAuLo63336b1157jcGDB3P9+nU+/fRTtmzZwqlTp3qUXHzhwgWUSiUTJ07UsvW6RSQSERkZyerVq3nhhRe4e/cun376KYmJiUgkEo16bfLy8rCxsenz7+hLL71EUVER06ZN4/nnn+ell16ipqamT214Gn5+foSGhnLlyhWmTJnSp1V1kydP5vLly1qtLKyqqur1DDQjIyPmzZuHubk5e/fu7ZL/JRAIiI6OJi0tDT8/P5ycnCgrK8Pe3n5A0HSXvLw8xowZo2sztEJdXZ1BCZqamhocHBx0bYbOUSgU1NTU4OzsrGtTdI6dnR2jRo0iPj6eP/7xj8TGxqJUKtXJxQkJCVy+fJm7d+8+9oa9c+dOxo4da1Azg54FgUCAh4cH8+bN46233sLe3p59+/axefNmLly4oJFcm9TUVHXL+r5GJBLx0UcfkZmZSXV1NT4+PmzYsEFvwlC3b98mOzubF154gZ9++on8/Pw+27adnR3Dhw/nwoULWttGa2vrM3n9OkWNkZERP/zwQ5fz1t/fn/r6eiorK3nuuef45ZdfcHJyemLpt67Qu6tJa2srNTU1/fbJraamxqAEjaEJMG1RWVmJvb29Qc9M0gZCofCh5OLg4GCqq6vZv38///znP9mzZw8pKSld8m+Sk5NZsGCBjq3XDZaWlowbN463336bmTNnUl9fz5dffsm3335Leno6crm8x+usra2lsrJS57PhvL29OX36NF9//TUff/wxAQEBHDhwQKc21dTUcPjwYRYuXEhoaCiLFy/m8OHDZGZm9pkNEydO5Nq1a1pLElcoFM9cpSUUCnnxxRepqKggJSVF/bqRkRGRkZGkpqby8ssvk5KSgrW1NS0tLd0aqdCX6J2gKSwsRCwW9your++oVCqDCzkZmr3aYiD01j2srKwIDg5m9uzZvPXWW7z55psMHz6cqqoq9u7dyz//+U82btyIRCJh0qRJet1tV9sIBAKGDh3K7Nmz+cMf/sDo0aMpKCjgk08+Ye/eveTk5Dyy+uRRpKWlMWLECI2XHveW+fPnU1RUxJIlS1i5ciWRkZGcPXu2z+2Qy+Xs3r2b2NhYdV6mh4cHS5cu5ezZsyQlJfWJF6mzZcKZM2e0sn6FQvHY6d89QSQSsXjxYi5evNilMWFERAQ3btwgPDwcpVJJfX09gwYN6nbzwr5C7wRNSUlJt6eDGhpNTU2IRCLMzMx0bUq3UKlUBudR0ha/lYRgTWNtbU1ISAizZ8/md7/7HW+++SaFhYX4+fmRmJjIhg0b2Lt3L1euXDGY2VPawNjYmICAAF566SXWr1+Pj48PV65c4cMPP+To0aOUlJQ89ti0t7eTmZmps3DT4zAxMeEvf/kLpaWljB8/nlmzZjF58uQ+mwOkVCo5cOAAvr6+hIeHd/mbk5MTK1eu5O7du+zevZuWlhat2zN27Fhu376tlf4tQqFQY8Js0KBB6kThzpL8xsZGTE1N2bRpE8OHD6eoqAihUEhpaalGtqkp9E7QSCSSfitoDM3b0dzcjJGRUb/0lvWU32pCsKaxtrYmPz+fMWPG8Pbbb7Nq1SoCAgKoqKggISGBDRs2sG/fPlJTU6murv5NChwzMzMiIiJYtmwZq1evxs7Ojh9//JFPPvmE5OTkhxq1ZWdn4+Hhobe9u6ysrPj4448pLCzEw8ODmJgY5s2b99Quvs9KSkoK7e3tTJs27ZF/Nzc3Z8mSJdjZ2bF161atJzKbmZkxffp0EhMTu+156y7GxsYaXefQoUMZP348+/fvZ//+/ezbtw8fHx+sra2ZOnUqlZWVCIXCh/r76Br98E8+QEVFhd6emM9KTU0NdnZ2ujaj2xiaANMWSqVyICFYg9y8eZP58+cD92fvhIaGEhoaCsC9e/coLi6muLiYS5cu0d7ejqenJ0OHDsXT0xMHBweD6eGkCWxsbBg7dixjx46lsrKSrKwsvv/+eywsLAgNDSU4OJj09HSDyDl0dHRk+/bt/PWvf+Wdd94hKCiIRYsW8Y9//EPjhQe1tbVcuHCB119//YmJ50ZGRsyYMYOMjAy2bdvGvHnz8PHx0agtDxIUFMSNGzc4e/asxnowdXR00NHRQV5eHnV1dSgUClQqFcbGxhgbG2Nra8vgwYMfOePpSdjY2FBVVYWJiQnr1q3D2NiYjRs3Mnz4cDZu3Kh+ENEn9E7QlJaW9lvXfl1d3YCgMUDu3buHpaXlQEKwBmhvb6ekpOSxF3MbGxvCwsIICwsD7s/aKS4upqSkhIsXL6JQKPDw8MDd3R0PDw9cXV31Jm9E2zg7OzN16lRiY2MpKSkhKyuLjRs30t7ejlQqpaWlxSDC2cOGDePo0aNcvXqVd955By8vL1atWsW///u/Y2Vl9czrVyqVJCYmMmHChG5fbyMiInBwcGDfvn3ExMQQExOjFeEsEAiIi4tj8+bNBAQE4Obm1uN1NDY2cvv2bSQSCRUVFVRXV2NiYkJLSwvt7e0YGxsjEAhQKBQoFAoyMjKorKxELBbj6urK4MGD8fLyeuJ9NiMjgzNnzjBv3jyOHTvGvXv3cHBwIDg4mKamJhoaGjA1NdW7kJPeXQlKSkoICgrStRlaoampyaCe8g3No6QtBoSd5rhy5Yr6wtodBg0axIgRI9R9qRoaGigrK6O8vJyffvqJmpoanJyc8PDwUP/015B1JwKBAE9PTzw9PXFycuLWrVvcvn2bpKQkvL29CQ0NxcfHRyNJotokPDycc+fOkZyczJ/+9Ce2bt3KK6+8wr//+7/j6OjY6/WmpKRgZGTEqFGjevS+IUOG8MYbb5CQkEBVVRWzZs3Sili2srJSh55WrVrVrW2oVCqKiopIS0ujqKgIX19f3NzcGDFiBM7OzuTl5XHjxg1mz579yPd3epklEgkSiYQ9e/ZgZWVFVFQUQUFBXR7WMjMzOXv2LK+99hp2dnbIZDISExNZvnw5/v7+7N27Fw8PDxQKxUDI6WmUl5czb948XZuhFaRSqUFdbOvq6ggODta1GTqntrZ2QNhpiLNnz+Lr69vr9w8aNIhBgwYREhICQFtbGxKJhLKyMjIzM/nhhx8QiURdvDjOzs56f3PvLQUFBYwcOZKgoCDkcjk3b97k0qVLJCYm4uPjg7+/P97e3nrtuYmNjSUjI4PTp0/zl7/8BU9PT+bNm8f/+T//p8eDYGUyGefPn+f111/vlYfFxsaG5cuXk5iYyLfffsuiRYu0cs0OCgri5s2bJCUlPXHafFtbGxkZGaSlpSEUComKimLu3LkPhY9cXV1JTk5+7HqMjIxwcnLCycmJESNGMH36dPLz80lNTeXEiROEhYUxatQo2traSEpKUosZuD81/Pr161y/fp3Q0FCUSiV+fn7U1dXpTZ+hTvRO0FRWVhIYGKhrM7RCU1OTRlyqfUV9fX2fdtTUVwaaC2qO1NRUjXYBF4lEam8F3H+Srauro6ysjLKyMvX0cFdXV7UHx93dvV8kure2tlJaWqru52Nubk5kZCSRkZE0NjaSl5dHZmYmR44cwd3dHT8/P/z9/fU2R3Hy5MmcP3+e9PR03n//fYYPH87UqVP5v//3/3b7wer8+fMEBwc/k0dVJBKxYMECzp8/z5dffsnzzz9PcHCwRkNQAoGAOXPmsHXrVjIyMoiIiHhomeLiYo4cOYKLiwuzZ89myJAhj7XB1taWlpYWZDJZt8bUGBkZ4efnpxYmaWlpfPnll4hEIqZMmdLFQyYQCJg6dSoHDx4kKCgIPz8/cnNzKSoq0rukfb0SNCqVivr6enWCYH/D0Dw0TU1NBmWvtqirq8Pf31/XZvQLbt68yYsvvqi19QsEAuzt7bG3t1cLp5aWFsrLyykrKyMlJYWDBw9iZWXVxYvj6OhocMnGBQUFeHh4PDLZ09ramqioKKKiomhra6OgoIC8vDzOnTuHWCxWixtXV1e92+/IyEj1pPf333+f6OhooqOj+d//+38/cU5UQ0MDWVlZrF279pltEAgETJgwAW9vbxITE7l58yZxcXEafSA1MzNj8eLFbNu2DQcHB3WfnLa2NpKTk7l16xZxcXHduvYIBAIGDx5MRUVFj5Oa7ezsmDZtGgKBgPT0dK5fv86wYcO6PMwOGTIEZ2dn0tLS8Pf359KlS9TU1GBubo5KpdKb75BeCZq6ujqMjY319gniWWhvb0ehUOi16/dBOjo6kMvlA0MpGcih0RRPSwjWFmZmZvj4+Kgv9EqlkurqarUX59KlS8hkMtzd3XFzc1MnTorFYr25UD+KvLw8/Pz8nrqcSCQiMDCQwMBAlEold+7cITc3l8OHD9PS0qIWN15eXnqV+O7r68uePXuQSCT827/9G9OnTycwMJC//OUvzJo166Hlz5w5w8iRIzUqOtzc3Fi1ahVnzpxh8+bNGvfWODg4MG/ePPbt28cbb7xBQ0MDiYmJeHh4sGbNmh6NM3B1daW0tLRXVVpKpZLs7GyWLl1KcXExW7ZsYdKkSYwcOVK9r1OmTGHHjh1quxobG4H7nnx9CcnrlaCRSCT99gba6Z3R5wvkg8hkMiwsLH4zs3YeR3t7OzKZDBsbG12bYvBcuXIFKysrnffzMTIywtnZGWdnZ3UzOplMRllZGXfu3CE1NZWKigr11PHBgwfrnchRKpXk5eUxefLkHr3PyMhIHXqLjY2ltraWvLw8fvnlFw4ePIinpyf+/v74+vrqTXjc1dWVLVu2sGHDBv72t7+xdOlSBg0axIoVK1i/fj1WVlbU19eTl5fH22+/rfHtGxsbExsbS2BgoFa8NT4+PowZM4Zt27bR3t7OnDlzeuURDgkJYffu3UyaNKnH1+0HB5u6urri5+fHgQMHqKmpYcaMGQgEApydnRk2bBjXrl3Dz8+PwYMHqxODBwTNI6ioqOgXse1HYWjhJkOzV1s0NDRgY2Pzmxd2muBZE4K1iaWlJQEBAQQEBAD3w9+NjY3qqhB9EzkVFRWIxeJnFtr29vbqMmW5XM7t27fJy8sjKSkJBwcHtfdGH0JyNjY2fPDBB/z9739n69atbN68mb///e/MnDmTqVOnEhYWplUPuDa9NSKRiObmZpycnPD29u7VOlxcXLCxsSEvL0/9Pe4u165dIzIyUv1/BwcHli1bxu7duzl8+DBz587FyMiI6Oho9u/fz4QJExgyZAgVFRVUVFToTfGIXgma/twl2NASgg3NXm0xkEekOTSdEKxNBAIBNjY22NjYqIsU9EnkSCSSXvUweRLm5ubqJocdHR0UFxeTl5fHrl271Emk/v7+DBkyRKdVYyYmJqxZs4Y1a9aQnp7Of/7nf7J+/Xq8vb0pLi5mxYoVWgudPeitOXz4sEa8NVlZWZw7d46VK1dy7tw59u7dy6JFi3p1jKOiokhNTe2RoFGpVJSXlzNjxowur5uZmbFkyRISEhI4evQoc+bMwc3NDQsLCzo6Ohg8eDD5+fl6VbqtV4Kmurq63948pFKpQQmEAQ/NfQztc9NnCgoKnliiqu88TeRUVFT0mciRSCRaDd0JhUK8vb3x9vZm+vTpVFVVkZubS3JyMnV1dQwZMkRdXebs7KwzD2ZkZCT/+q//yvTp05FIJPzXf/0Xf/7zn3nppZf4H//jf+Dl5aWV7bq5ubF69Wq1tyY2NpbQ0NBehXqSkpJYtmwZjo6OvPDCC+zfv5+9e/eycOHCHvfBGT58OElJST2qzJRKpcD9RPJfY2JiwqJFi9ixYwcnTpxg2rRpREVFkZOTg6OjIzKZjOrq6h7ZqE30StBIpdIeJUEZEoYmEAZu5PcxtM9Nn6mtrWXYsGG6NkOjdEfkpKWlIZFIEAgEuLi4qPuBODk54ejo2CtvQkVFRZ8No+zMn3B2dmbChAk0NTVRUlJCcXExGRkZNDU1MXToUIYOHYqXlxfOzs59Gp5KT09n3LhxBAQE8Je//IXjx4/zwQcfMHz4cEaOHMnKlStZvHixxr02D3prfvrpJy5fvsyUKVPw9fXt1v5LpVISExOJj49Xl0kLhUIWLFjAwYMH2b17d4/tNjY2ZsSIEaSlpTF9+vRuvaeysvKJn5lIJOLll1/mq6++wtPTk+DgYE6cOMGQIUNoaWlRJwfrA3olaBoaGvrtzaO5udmgKmWkUqnOkzf1AalU+sgnlwF6TkNDQ6/zAwyJJ4mcyspKqqqqKCws5PLly9TW1mJtbY2zs3MXoWNnZ/fYp/329nZqa2t11nXcysqKoKAgdUf3pqYm9fyt9PR0ZDKZevZWpwdHWwKnsbGR6urqLrlZM2bMYMaMGdy5c4cNGzbw/vvv89ZbbxEbG8vq1auJjY3VqEfJzc2NFStWkJuby4kTJ7h48SKxsbF4eHg89j0qlYoffviByMhI3N3du/xNKBQyf/58EhMT2b59O4sWLerRw+XIkSP58ssviYqK6paXpq2t7am5R+bm5sydO5eDBw+yZs0aAgICkEgkKBQKrQ/17Al6J2j6682jra0NkUikazO6jUwm67fisic0NTVpPFfht4hMJqO1tfWJF/n+zIMi58FS646ODurq6tRCJysri6qqKqRSKQ4ODg8JHbFYTGVlJQ4ODnozw8rKyorg4GB1YqhUKqWkpETdqr+5ubmLwHFyctKYwMnLy8PX1/eR+SZubm589NFHfPTRR/zyyy9s3LiR+Ph4RCIRs2fP5q233tJYzzOBQEBAQAB+fn5kZmayf/9+Bg8ezJQpU3Bycnpo+evXr9PQ0MDChQsfuT4jIyNeeOEFzp49y5YtW1i8eHG3Zxza2NgwceJE9biCx4m35uZmJBIJt27doqqqipMnTyISiXB2dlaHSB+kswJuz549yOVyqqurEYlE1NXVdcuuvkA/zoj/T2NjY7+9ebS2tvZ42qkukcvlBtMzR5sMJAVrhoKCAsRicb8dQdBbhEIhjo6OD80uamtro6qqSv2Tn59PZWUlSqUSc3NzhEIhaWlpaqGjT+eqWCx+SOB0enCuXLmCXC5XT1D38vJ6pgqqvLy8bomSzkoupVLJoUOH+Oabb4iJicHd3Z358+ezbt06jdx7jIyMCA8PJyQkhNTUVL777jt8fX2ZNGmSur+aVCrl559/5pVXXnmiKBUIBEyaNAknJye+//57ZsyY0e1qolGjRpGTk0NKSgoxMTHq11taWsjMzCQ9PZ3Gxkb1FG6lUqkecHnlyhUkEglmZmZEREQQHh6OpaUlCoWCpqYmysvLiYqKoq6uDnNzc3UOjj6gV4Lm3r176hkt/Q1D89C0tbUZlADTFgO5RJqhsLBwYIxGDxCJRLi7uz8UjpDJZBw6dAiRSIREIuHatWtUVVVhbm6Ok5MTDg4O6k7J9vb2etE3RywWExISor62NzY2qgVOSkoKra2tXTw43RU4bW1tlJSU9KjztJGREfPnz2f+/PnI5XK+/fZbduzYwYcffkhoaCjz589n2bJluLi49Hp/4X4uS0xMDOHh4Vy6dImvvvqKsLAwxo8fT3JyMhEREd0O6Q8fPhw7OzsSEhKorKxkypQpTz0+D45W8PX1xc7OjosXL3Lp0iW8vb2ZOXMmQ4cORSAQUF9fz7Zt25gwYYL6/SqVSp3k/vnnnxMWFkZ9fT3GxsbEx8dz5MgRvLy8sLCwoKmp6ZmOlSbRK0HT2NjYby96hiYQWltbDUqAaYvuf8pBGgAAIABJREFUzkYZ4MmUlpYaVA6ZvmJpaYlcLlf3AYH/HhlTVVVFbW0tEomE7OxsampqaGtr6yJwHvzRlVfH2tpaXR4O9x9kO0NUly9fprm5mcGDB3epELOzs3voJl5cXIyrq2uv98Pc3Fxd/l1ZWcmmTZvYs2cP//Zv/4a3tzfTpk1j6dKlhIeH93pfzczMmDJlCiNHjuTcuXN89tlntLe3s2LFih6tx8XFhZUrV7Jv3z6+++475s6d+9R7pZ2dHRMnTmT//v0IBAIsLS1ZvXr1Q534Bw0aRHt7e5dWHZ1VenPnziU2NpadO3dSXV3NK6+8gqenJ7a2tojFYiwtLWlra+vZQdEieiVompqa+u0QQEMTCIbmUdIGKpXK4ISovlJWVvbIXIIBes6vE9UFAgF2dnaP7Nba0tJCXV0dtbW11NTUcPv2bXUysomJCfb29tjZ2WFvb6/27tja2vZpfo6NjU0XgSOTyaioqEAikXDjxg2Sk5NpaWl5SOTcuXNHYykKzs7O/PWvf+Wvf/0r9fX17Nq1i8OHDzNhwgSsra2ZNGkSixYtIi4urldhU7FYTFxcHCYmJhQUFLBz504GDx7MyJEj8fX17VaSsqWlJUuXLuXy5cuPHE3wuP2qrq7Gzc2Nl19++ZHbEQgEuLm5UVpayvDhwx/6u4WFBW1tbYwfP559+/YRFxdHVFQUv/zyC2KxmJaWlp4dDC2iV4JGKpU+FEvuLxiaQBi4kYNCoUAoFA50CdYAEonkmd34A9wX2TKZrNthUDMzM3U7+1+vp6mpidraWvXP1atXqa2tVVebOjg4qMVO54+1tbXWzwdLS8sus7fg0SJHKpVib2+PUql8oienp9ja2rJu3TrWrVtHR0cHx44dIyEhgTfffBOpVMro0aN58cUXefnll3vUqVmpVHLjxg0WL16Mo6MjN27c4MKFCxw/fpzIyEgiIiKe6g02MjJizJgx+Pn5qccwPM5bU15ezr59+3jppZc4f/48ycnJTJ069ZHHJyQkhIyMjEcKmqKiIoRCIePHj8fX15edO3cya9YsGhsbEYvFA31oHkdzc7POShG1jSEJBKVSSUdHh95UUegKQ/Oq6TOVlZWMGTNG12YYPM3NzZiamj7zuSkQCBCLxYjFYjw9Pbv8raOjg4aGBrXQqaqqIicnh9raWpqbm7G2tsbGxoZBgwZ1+bGxsdGa4HmUyNmwYQNjx47l3r17j/TkdHpznkXkCIVC5syZw5w5cwC4evUq27dv5/PPP1d3Jx49ejQzZsxg5syZTxQkt2/fRiwWq6uVwsLCCAsL65Kr4uvrS1RUFB4eHk+02cHBgeXLl6u9NTExMYwePVrds0Yul7N3717mzp2Ln58fQ4YM4dtvv8XIyIjnnnvuoXUHBQWRlJT0yEG8+fn5BAUFqSd6x8fHs2vXLoKCgrhw4QLl5eW9OrbaQK/uWHK5vF+6pQ1NIHTeyHWdTKhrDM2rps9UVVX9Zku2NUlfNHoUCoVqj8yvUSgUNDY20tDQoP4pLCxU/97Z7uFBkfOg6NGU4JFKpSiVSkJDQ7tcpzo9ORUVFdy8eZOTJ08+JHIcHR2xs7Pr1bkdHh6uzqmprq7m8OHDnDhxgj/+8Y8sWbIEHx8fRo8ezcyZM5k5c2aXRrGZmZld5iV1MnjwYObMmcPUqVPJzMzkyJEjGBsbExUVRXBw8GNzhDq9Nf7+/pw6dYrPPvuMCRMmEB4ezs8//6wuI4f7+ULLli1j586dHDt2jJkzZ3b5HIyNjYmMjOT06dMsWLAAuN/vKDc3l5KSEqytrbl69Sp+fn64ubkRExOjHmg5EHJ6BEqlkra2tn7pljY0gTBwI7+PIXnV9J26ujqGDh2qazMMHl13rjY2Nn5svg7c9+7cu3ePe/fuqUVOUVFRF8FjZWX1WMEjFou79eBXU1PzyH42TwpXVVRUkJOTw/nz56mvr8fCwkKdQ/RgddigQYO6JbocHR1ZuXIlK1euBO57IRMTE0lKSuIPf/gDL7/8snqS9vTp0ykuLiY2Nvax6zM3N2f06NFER0ere/icOHECd3d39RytXyf0wv0BowsXLkQikZCcnMy5c+fo6Oh4aPK4hYUFS5cuJSEhgV27djFnzpwuuVjjx49n8+bNpKenU1NTQ2ZmJq6urnR0dNDa2kpBQQE///wzfn5+REdHk5OTg4ODA21tbSiVSr0IzeuNoGlpaUEoFBqMF6MnGJpAGLiR32cg5KQ5pFLpgIdGA+ha0DwNoVD4VMHzaw9PSUkJmZmZNDQ00NTUhEgkQiwWY2Vl1eXfB3/vSVf5R4kcpVJJY2MjNTU16tBafn4+tbW1SKVSBg0a9FAOkYODA5aWlo99MHV2dmbVqlWsWrUKgLt373Lo0CGSk5P5/e9/z927d9m0aRPDhw8nMjKSCRMmMG7cuIc8MAKBgGHDhjFs2DDa2tooLCwkNzeXc+fOYWVlhb+/P/7+/ri6unaxxdXVlaVLl/L1118jlUrZtm0bI0eOJCQkRH0dMzU1ZcmSJVy4cIEvv/yS2NhYRowYgUAgwMTEhJiYGI4dO0Z4eDgrV67E1taWixcvUldXx+zZs5HL5Vy7do3du3cTEhJCRUUF7e3ttLS0YGFh0a3PQ5vojXro6OjQC4WnDRQKhUEJNUMTYNpi4Dhojo6Ojn47p60vebC01hARCoXY2to+tuRYpVIhl8uRSqXqn87k5ZKSEvVrjY2NGBkZsXHjxicKH7FY/MhZSEZGRmqv0INCB+6HWurr69VCp7y8nMzMTGpra1EoFI8tg//1Q6CLi4u6LPz27ducPHkSR0dHzp8/z7lz59iyZQu1tbW4ubk9VuSIRCICAgIICAhAqVRy584dcnNzOXz4MC0tLfj6+uLv78+wYcMwMTHh3r171NTUsH79esrLy0lLS+PkyZOEhIQQFRWFo6MjQqGQiRMnEhAQoJ4Y3ilWTp8+TVhYGKWlpeprX2hoKBs3bmTq1KmYm5sTExODr68v27dvx8jICJVKhVKp1MTX45nRm7usUqk0mJBMT1GpVAYl1vTFfahr2tvbBwSNhujo6Bg4lhpAJpP1215dcN87YWFhgYWFxRMLRI4fP465uTnDhw/vIn7q6+spLS2lqalJ/ZqxsbFa3FhaWmJubo65uTkWFhaP/NfU1FTdgfnXyOXyLpVht27dora2lrq6OkxNTdWVYL8WV/n5+Xh6ejJ9+nTmz5+vXl9dXR2nT5/mwoULXUSOu7s7vr6++Pr6EhQURHh4OGFhYXh4eODh4UFsbCx1dXXk5uZy+fJlDh48qA7purq6olAo1NPS7927R3p6Otu3b8fBwYGQkBD8/PxwdnbmjTfeUHtrjI2NmTBhAtHR0Zw5c4Zt27YRHx+Pvb093t7eZGZmEh0dDdxPSo6Pj2fr1q0AA4Lm1/R3QWNI+2Zo9mqLAWGnOZRKpV615zdUOjo6BsZHcF/Yubu7P1Z4dKJSqWhpaVGLG5lMhlwup7m5mdraWvXvD/6rUCieKnosLCzw9vYmJCQEc3NzzMzMkMlk6pCVVCqloaGB8vJympqaqKioQKlUcvXq1YfCaYMHD2bFihXq/7e3t3Px4kVSU1PJy8vj4sWL3Llzh/r6emxtbXFzc8PLywt/f3+Cg4MZNWoUQ4YMobi4mLNnz6JSqfj8888RiUTqcnYPDw+ioqIoKyvj1q1bnDhxAnt7e/z8/AgICMDOzo6jR49y5swZ7t69y8iRI7GysuLrr79m/PjxxMTEsGvXLjw8PNQtAAYPHqzOeR0QNL9iQNDoD4Zmr7YYOA6aQ6lUDnhoNMCAyL5Pa2trtwSyQCBQi5PuVtAqFArkcvkjxY5MJqOmpuah1+VyOSKRCHNzc0QiEaampohEIkQiEXZ2dtTX1zN06FC1d62jowOFQkFraytSqZSWlhb1+mQyGQDu7u4EBgaqxY+JiQl3796lsLCQoqIirly5wsGDB6moqKC1tRV7e3ssLS3V5eqOjo7U1NSQn5+PUChEoVCo/x4dHY1AIKC6upr09HTkcjm2trYEBAQglUrZs2cPYrGYmJgYsrOzyc7OJjQ0lF27djFv3jy8vb0BGDt27EDI6VEMCBr9wdDs1RYDx0FzDAgazWBo4WttoU1h92CIqrt0eoLkcjltbW20tbXR2tqq/r2oqAiRSIRSqezy+q+Xa21tRaFQAP89ob6urk69r53DSQMDA/H391e3BJHJZNTX19PU1IRMJqOuru6hnCOpVIqJiUmXUJipqSkmJiaYmJhgZmbGzz//jEgkwtjYGHNzczIyMjA2NsbU1JTS0lIAtm/fjrm5Of7+/oSFhant0gf0StCoVCq9mtypKToVuKHsm1QqVSfm/ZZpamoaOA4aQqlUIpfLaW1t1bUpBk1nyOS3/p2UyWQ0Nzfr3XHoFAe/brB39uxZAgICutWWRKVS0draikwmU1+DOj1BLS0ttLW1/T/23juuyXvv/38mTIEwZAkyBQLIcjDcdWBx4D6O1tU6am3tfdrTu+d39wy/j+84j3Of792z29rW9li11tlWXLVa3KAIgoCAbBAZYUoImyS/P/wmNwgqSEIS5fl49FFMcl3XO1eS6/O63hO5XK728nR1dSGXyxk9ejTl5eXY2tqqn1N5TxQKBZ2dnTx48ACJREJ9fT1SqRSZTNZDVHV1ddHZ2anep1wuV6/Nj0MgECCXywd97jSB3gia5/muw9Du8g3NXm0xfB40h0AgoKura9hLM0iEQqHe3A3rEn07D909NJ2dnWqBoPq7ra2N1NRUzM3N1Y+rhMSjf7e3t6vLqI2MjDAyMlJfi7oLFEAtOGQyGY2NjchkMlpaWtSeGpVoUVWLmZqaqkNYqnwga2trTExMMDMzw9zcHBMTE7WHxszMDCMjI8zNzdW/XaFQyIgRIwgICCA0NJSoqCi9yevSO0Gjzz0WnpXW1lbMzMwM5r2JRCLMzc0Nxl5tYWVlNXweNISRkRFmZmYGXXKsD6gWoRf9O2lpaYmFhYVWzoMqh+bRPJmWlpYeOTPdH29ra1Pn0HTPn+n+t7GxMdbW1mpBovKGtLe3097e3iuHRhUaUoWHTE1NKS8vp6SkhOLiYkpLSykrK6OyspKOjg4cHBywsLBQJwI7OjpiY2PDiBEjMDIyorOzEysrK1xdXXF2dlbn0JSVldHa2srIkSMJCAhAKpVSWFiISCQiICCAu3fvolQq8fDwIDMzs0cOTXZ2NgKBQG8cEnolaJ7k1jJkBAKBQb03Q7NXWwyfB80hFArp6OjQtRkGj755JnSFmZlZv1ru91Xl1FdCb/fHVD2T+qpssrKywsnJqdfjZmZm6iqnR70idXV1tLW1kZ2djYmJSa+SbkdHxx6PdXR0cO3aNVJSUsjNzaWkpITy8nIePHigrnIaM2YMUVFRbN68mQkTJuDu7k5JSQmXLl1SDx41MzNTixtXV1ecnJwoKysjJyeHpKQk7O3t8ff3Z8aMGUgkEk6ePElSUhKBgYGsXr2aiooKLly4wIwZM3B3d+fbb79l7dq1PQadJiQkDAuavhgWNPqDodmrLYYXD80hFAr1auaLoWJkZKQ3+Qq6xNLSkrq6OiQSiVo4dG/E1/3v7iJC1YfGwsJC7dF4VJw8aUyNqg9NbW0t5eXl1NfXq3vSmJubq/vQqOZZubu7IxKJ1J6MefPm9dhffX098fHxJCQkcPv2be7evUt9fb26D41YLCYmJoYJEyYQFhbWo7Krrq6OvLw8bty4wQ8//ICXlxd2dnYoFApef/11dR6Pqg/N8ePHcXR0JCQkhHnz5mFlZYVcLufatWvcvHmTESNGMGXKFHUfmjt37rB582bs7e05duwYM2bM6CFmKisrqaqqAvQnZWRY0AwBAoHAoBbG4YX8ISYmJsNeBQ1hZGQ0fC41gKWlpTok8TyiVCrVyb7dhUn3f8tkMnWn4Ozs7B7eDnt7ezw9PXs81len4CfR2dnZQ6h0/08ul6vnPo0cOZLAwED1308aF9PR0UF8fDxHjx7l2rVr3L59m9zcXLV4GTt2LC+99BK///3vmTp1ap8l6QqFgnv37pGbm0teXh5tbW2IxWKmTJmCt7e3ulPwZ599hrGxMYWFhSQnJ3Pv3j1CQkLYuHEjjo6O6v1VVVURFxeHlZUV27Zto7W1lX379lFVVUV5eblaFDU1NVFYWEhsbKx625qaGg4ePKgWfsOC5hGMjIye20XU2NhYXYpnCJiamg4vPgyfB01iZGREa2urrs0weKysrCgrK9O1Gc9MX7OcHjx4oB5m2dTUpM437N6AzsHBAW9vb/XjxcXFFBUV9ei6OxAUCgWNjY19ihaZTIadnZ16pIGHhwfjx49X93npb7GAapbT+fPnSUlJoaqqSj3mYObMmezcufOx4kVFR0cHhYWF5OXlkZeXh0gkQiwWs3Tp0l6znABsbGxwcHBg165dmJubExERwfLly3sk43f3ynSf5WRtbc2sWbM4c+YM48ePp6OjA0tLSzIyMhg7dizm5ua0tLRw+/ZtEhMTCQkJISkpaTjk1Bfm5ubqUjNDmnvUHwxtYTQ1NR0ur+VhnN6QPjd9RiQSUVZWRmBgoK5NMWhEIpHelSp3p6urq5dg6T55+9Fp27a2tnh7e6unbvd32ratrW2/z4Nq2nZFRQVVVVXU1tb2mLat+s/Pz29A07YfRSKRcPz4cc6dO6cWMH5+fkyZMoW///3v5Ofns2XLlscO7lShVCopLi4mOTmZoqIi3Nzc8Pf356WXXupz2raK8vJy4uPjkUqldHV1sX379l5eo/b2dg4dOoSRkRHbtm3rMW27s7OT69evs3DhQmpra9m9ezeurq7IZDIsLCw4duwYBQUF+Pv788orr3DmzBmkUqm6h40+oDfKQSgUYmpqSlVVFW5ubro2R6OoFkZDadRmaAJMWwwLO80xcuRISktLdW2GwaNrQdPV1dVDoDwqWFpaWtT5I7a2ttjY2ODt7a3+t7W1tUbu5h0cHKiuru51Te0uXlT/b29vx8XFBRcXFwIDA3F0dMTe3n7AoahHqampUXtgbt68SVVVFb6+vkyePJm//OUvLFiwoMdA1iNHjlBaWvpYQdPa2kp6ejopKSkYGxsTHh7OkiVLnioW6urquHDhAmVlZbz00kuMGzeOkydPEh8fz4IFC9Sva2lp4cCBA7i4uLBgwYJen8PVq1dxcXFh4sSJAMyePZu8vDwSExMxMzPDx8eH+fPnY2lpybVr1zAyMqK2thZTU9NhD01fjBgxgurq6udO0AiFQnXr6cH+iIYCQxNg2mJY2GkOVYXFMINjKASNXC7nwYMH6uRX1fDFuro6WlpasLa2VosVW1tbfHx81IJFJBINyeKmOk56ejpSqbRP8RIUFMTcuXOxs7PT2HXs1q1b7N+/n3PnzlFYWIivry+TJk3iL3/5C/PmzevVUK87YWFhXL16lfHjx/d4vLKykuTkZHJycvDz82PJkiW4ubk91WaFQsH169dJSEhg8uTJLF26VL2+xMTEsGvXLnx9fRGLxbS2trJ37178/PyYM2dOr313dXVx69YtNm3apH7MxMSEoKAgysvLMTc3V9tdXl7O9evXCQoKorGxUW+8M6BngsbCwgKJRKJrM7SC6m7fEASNoQkwbTEcctIczs7OlJeX69oMg8fCwkLdHn8woXlVV/a+ckgaGxuxtrZWh2JGjRpFUFAQ9vb2QyZYHqW5uVntdVGJl9bWVhITE/H19dWKeIGHYZjTp09z+PBhLl26hEwmY/Lkybzzzju8+uqr2NjY9Htffn5+/Pjjj1RUVODk5ERWVhbJycnIZDLCw8PZsWPHEwVRd2pra4mLi8PIyIitW7f2msA+YsQIVq1axcGDB1m8eDFXr17Fx8enTzEDkJWVhYuLC/b29r2e8/X15aeffmL69OlUVVVx8OBBFi1axOnTp2loaHhiMvRQo1eCRiQSUVNTo2sztIKh3e0bkgDTFsbGxupOnPriUjVUXF1dyc7O1rUZBo9AIMDS0hKZTPbEfAoVbW1tfYqWuro6TE1Ne+SQeHp6Ym9vj52dnU7zGPsSL315XtLT05HL5URHR2v0+A0NDRw4cIDjx4+TlJSkTpb94osvWLBgwTN3xRUKhYwdO5a4uDhkMhmurq5Mnz4dPz+/fl9funtlZs6cSURExGMFnJubGytXrmT//v2MHj2a6Ojox742MzOTCRMm9Pmct7c3crmcq1evkpSURGxsLF1dXVhbW9PU1KRX3b/1StBYWVlRW1urazO0gqHd7RuaANMGAoFALey6x8KHGTju7u5cunRJ12Y8F4hEIqRSqVrQKJVKGhoaqK6u7iVaOjo6sLe3x8HBgZEjRyIWi9UCRl9CBY2NjZSUlKj/a21t7VfYaPTo0Vy/fl0jNkgkEj799FNOnDhBTk4OPj4+xMTE8NFHHzFu3LhB77+pqYkrV65w584dOjs72bRpU4+eLv2hubmZo0ePAvTplekLiUSCk5MTnZ2dHDhwgEWLFvUSwkqlkvLycpYuXdrnPlpaWjA1NeXq1ausXbsWLy8vvv76a0aNGkVTU1OfXh1doVeCxtramoaGBl2boRUMLcHU0ASYtlD1/RgWNIPDw8ODuro6XZth8MhkMkaMGMGNGzdIS0ujurqampoaLCwscHR0xMHBAVdXV0JCQnBwcMDKykrv8uCkUmkPAdPe3o6Xlxeenp5MnjwZR0fHftns5eXFd999R1tb2zOJs9bWVv71r3/xzTffkJaWRmhoKGvWrGHjxo39GiLZH9ra2khISODWrVuEhYXxzjvv8NNPP5GTkzMgQVNVVcWhQ4cIDQ1l1qxZ/To/9fX1XL58mc2bN2NnZ0dCQgKff/45Pj4+hIeH4+npiUAg4MGDB+rmgyqUSqU6t+fu3buMGzcOkUhEcnIycrmchoYGTE1NaW5uxsXF5ZnOjTbQK0FjY2NDfX29rs3QCobm8TA0AaYtRCIRMpkMBwcHXZti0IwZM+a5vVnRBh0dHVRXV1NdXY1EIlH/rVAosLCwQCgUEhUVxfjx43FyctIbb0tfdBcwpaWltLW14enpiZeXF5MmTeq3gHkUU1NTPD09KSgoIDg4uF/byOVyjh8/zldffcXly5dxd3dnxYoVHDt2jNGjRw/YhsfR1dXFzZs3SUhIQCwWs23bNnW+TXR0NJ999hmBgYH9EjVZWVmcOXOG+fPn9/t9KpVKTpw4wfTp09UelOnTpxMREUFGRoa65HrUqFGYmZlhYmLClStXaGtrQyKRUFlZibm5ORMmTFDn9nR1dfHdd99x8OBBwsPDuXXrFi0tLXo1n02vBI21tTUPHjzQtRlawczMzKAEwogRI4Zb1fMwDKrPfT8MBR8fH5qampDL5XozmVcfkMvl1NXV9RIuMpkMR0dHnJyccHJyws/PD2dnZ6ysrCgvL+f06dOEh4fr2vw+aWpq6hVCUnlgoqKicHJy0pjXSCwWk5eX99SFPiEhgV27dvHjjz9iamrK4sWLuX79OqGhoRqxQ4VCoSA9PZ1Lly7h4uLCxo0bcXJy6vEakUhETEwMcXFxbN269bH5SkqlkkuXLnH79m3WrVs3IE/IzZs3USgUREVF9Xjc3NycyMhIIiMjaWlpobKyktu3byMUCuns7GTEiBFERUXh4uLSa/CnsbExVlZWuLm5UVJSglwup7W1Va8GpeqVoLG1taW4uFjXZmgFQ/PQqFpev+gMCxrNYGlpiZmZGWVlZXh5eenanCFHqVQilUqRSCRIJBJqamqQSCTU19djY2OjFi5hYWE4OztjZ2f32ERRZ2dnamtr9aYJaVNTE6WlpWoB09zcjJeXF15eXkRGRmpUwDyKWCwmPj6+T6FcXl7Of/3Xf/HDDz/w4MED5s6dy+HDh5k9e7bGk/yVSiV3797lwoULWFhY8Itf/AJ3d/fHvj4kJITs7GyuXLnC7Nmzez2vUCiIi4ujvr6erVu3DsgL0tjYqA41Pel9WlhY4OPjQ1tbGwqFgjlz5jxxv8XFxeTm5rJ9+3bOnz8PPPQkPq1R4FCi+19DNwbS/dHQsLCwMKgZLLpu4KUvqEJOwwweW1tbCgsLn3tBo1QqaWxs7NHgrbKyEqFQiLOzM05OTowZM4bJkyfj4OAw4EpCExMT7O3tkUgkGg2T9BeZTNYjhCSTydQhpPDwcJydnYcsb8fa2hpHR0fy8/MJCAgA4Mcff+TPf/4zCQkJREZG8n/+z/9hzZo1WqvYLC8v5+zZs3R2dvLyyy/j6+v71PcvEAhYuHAhn332GX5+fj3Ej1wu5/vvv6e9vZ0NGzYM2O7k5GRCQ0P7naxramr6VG98a2srJ06cIDY2FmNjY+7evYtSqcTY2FivwvF6JWhEItFzO+9FJBIZVH6QSCSisrJS12boHJFIpJ4oO8zgsLe3p6io6Kl3gobEk8SLi4sLrq6uRERE4OrqqlHXvIuLCxUVFUMiaJRKJRKJRD0Usb6+Hk9PTzw9PZk4cSLOzs46bWswceJErl27xpEjR9izZw+NjY2sXr2aL7/8UqviuaurSx0Sio6OJiwsbEBCTiQSsWTJEg4fPsyGDRtwcnJCLpdz7NgxFAoFa9asGbAHrquri9u3b/Paa6/1extnZ2ckEsljG6l2dHTw7bffEhgYiFgsJi0tDTc3NxISEjA3N+8xPkHX6JWgcXR0fG69AiKRiHv37unajH4jEonIy8vTtRk6Z9hDozl8fHxITU3VtRnPTF/ipaKiAiMjI62Kl75wdXXV6g2HXC6npKRELWKEQiH+/v7MnTsXd3d3vcmDSklJ4Y9//CNnz57F19eXDz/8kNdff13r/bPKy8s5fvw4Dg4OvPnmm8+cGCsWi3n55Zc5cOAA69at4/Lly8jlclavXv1M5zg7OxtnZ+cBeU1U31WpVNqrUWBnZyeHDx/GwcGBuXPnAg/P+fjx4zl+/DiWlpY9JnigiZvlAAAgAElEQVTrGr0SNK6urs+toLGysjKohdHQ7NUWwzk0miMiIoKTJ0/q2ox+oRIvjzZ404V46QtXV1dSUlI0us/W1lby8/PJzc2lsLAQR0dH/P39Wbt2LQ4ODnpT/t3Z2cmXX37Jrl27KCoqYuHChfztb3/Dw8ODmJgYrR67u1dm3rx5BAUFDfq8hIaG0tnZye7du3FycuK11157ZsGYkpLClClTBrSNQCBQJ/qGhYWpH29ra+PgwYPY2tqyaNEiBAIB5eXltLS0YGRkRGVlJZaWlgPup6NN9ErQuLi40NLSomsztIKh5aQYmr3awtbWlsbGxuFuwRrgpZde4i9/+YuuzeiT5uZmysrKKC8v1zvx0hcuLi7IZDIaGxsH1H7/Uerq6tRemKqqKry9vRGLxSxYsKDfbfiHisbGRv7n//yffP3119jZ2bFp0yZ++ctfYmVlRUNDA7t37+all17SWgl7eXk5cXFx2NvbD8or0xcdHR1YWlrS0NBAYWEh/v7+A95HVVUVjY2NiMXiAW87btw4EhMT1YKmtraW7777Dnd3d+bPn68WbUlJSYSHh1NQUMC9e/ewtrYe7kPzOFxdXQ0qcXYgqASCoQx8tLS0pKWl5YVfyE1MTLC0tKSxsbFfnTmHeTyRkZHIZDIqKip0elenUCiorq6mrKyM+/fvU1ZWRmtrK25ubnopXvpCKBTi5+dHbm4ukZGR/d5OoVBw//59tYhpa2tDLBYzZcoUvL299XLUSUVFBTt37uTw4cOMHTuWffv2ERsb2+M1dnZ2iMVirl+/zqxZszR6fG14ZbpTUFBAYmIiW7Zs4cGDB8TFxZGdnc28efMG1NAzMzOTsLCwZ7pei8Vi9Zyp4uLiPkcrSCQSioqKiImJ4dKlS1RWVjJy5MhhD83jGDlyJF1dXdTX1+tVKZgmMDExwdjYmLa2NoPoOmtkZMSIESNobm7W6wv7UGBvb09dXd2woBkkJiYmeHp6Eh8fz/r164fsuG1tbWrhcv/+fcrLy7GyssLd3R1PT0+mTp36zM3ddIlYLCY1NfWpgqajo4PCwkJyc3PJz89HJBLh7+/PsmXLcHFx0dv3nZ+fz29/+1tOnz7NpEmTOHv2LFOnTn3s62fOnMkXX3xBRESExrwn2vTKwENPyA8//MDq1auxsbHBxsaGN998k/j4eHbt2sXChQv77a2pqKh44vl5EkKhkODgYPbt28eoUaP6HK1w4cIFpk2bRlVVFa2trepkYH26LuqVoBEIBNjZ2XHnzh1mzJiha3M0jspLYwiCBv47f+RFFzQjR46krq4OX19fXZti8IwdO5bExEStCRqlUkldXR1lZWVqAdPY2Iirqytubm5ERUXh5uaGhYWFVo4/lPj4+BAXF0d7e3uvicdSqZS8vDxyc3O5d+8ebm5u+Pv7M3PmzH4NtdQlt27d4re//S1Xrlxh7ty5JCUl9atDrq2tLaGhoVy5coUFCxYMygalUsnVq1e5efOmVrwy8FBoHzp0iDlz5uDh4aF+3NTUlPnz5xMYGMiJEye4ffs2kyZNwsPD47E2qEYVPEv4p76+npSUFNLS0jAzMyMkJKSXSLl37x4SiYSVK1dy7tw56urq1C0H9EkQ65WggYclZDk5Oc+loFEl2j7aOVJfsbOzo6GhQa9cirrAwcHhuR2aOtRoOjG4o6OD8vLyHh4YU1NT3N3dcXd3JyIiQudlxdrCzMwMDw8PCgoKCAoKorW1laysLDIzM6mpqcHPz49x48bxi1/8opfg0Ufi4+P5H//jf5CWlsby5cvJzs4ecNn19OnT+eSTT4iKinrmoYkdHR3ExcXR2NjItm3btHJDpxpNMGbMmMdOufby8uLNN98kLS2NkydPYmRkRHh4OKGhob0+z4aGBszNzfud96RQKMjPzyclJYWKigrCwsLYtm0bHR0d7N27Fw8PD3X1klKp5Pz588yaNQsjIyPy8vIoKSnBxsZG70Zu6J2gcXNze27LhQ0t0VblmXjRsbe3f26/k0PNYBKDVZVH3b0vtbW1ODs74+bmxrhx41i0aNEL5VH08fHh5s2bZGZmUlJSgq+vL1OmTMHX11dvSqufxs8//8yvf/1rCgsLWbduHT/88MMzlwJbWloyffp0Tp48ycaNGwfsPWhsbOTQoUM4Ozvz2muvaa0Tc1ZWFrW1tSxfvvyJrzM1NSUqKorIyEhKSkpITk7mwoUL+Pn5MXr0aFxcXBg1ahQVFRVP9M4oFApqamrUVXt5eXlYWVkRERHBqlWreuROvfzyy3zzzTds2LABe3t7kpOTgYfdjSUSCUKhkLy8PDw8PPTut6Z3gsbT05PS0lJdm6EVrKyskEqlujaj3zg4ODy3n8VAUOXQDDN4IiMjaWpq6ndi8IMHD3rMBerq6lJ7X0JCQnBxcdGL9v9DiVKppKSkhIyMDHJycujs7CQ2NpZly5YZhCdGxa1bt3j33XdJT09n69atXLlyRSM5KlFRUeTk5HDz5s1es4yexL179zh69ChTpkxh0qRJWgulyGQyzp49y6uvvtrv765AIMDb2xtvb2+kUin5+flUVlaSkZFBdXU1JiYmiEQiTp48ibGxMQKBgK6uLrq6uqirq0MikagrklxdXVm9evVjBVBYWBhyuZy9e/eqE4A3bdqEUCgkNzcXHx8fysrKGDNmjN557/XuSuDh4cGdO3d0bYZWGDlyJOXl5bo2o9/Y29sbdCM0TWFjY0NzczOdnZ16WQViSDwtMVglYFSzgTo7O9VzgaZNm4a9vb1exeyHEolEQkZGBpmZmVhaWhISEsKsWbM4cuQIVlZWBiNmioqK+OUvf8mFCxdYs2YNcXFxGi0CEQqFLFmyhK+++go/P79+7Ts1NZULFy6wdOlSrebKKZVKTp8+zfjx459ZDFhbWzNx4kT1v+VyOfv27cPFxQVHR0e6urpQKBTqQpRx48bh4uIyoO/HhAkTsLS05OjRo4wePRobGxuUSiV37tzB0dERW1tb2tvbe+T+6AN6J2hcXFye24nbDg4OZGZm6tqMfjPsmXiIUCjEwcEBiUSCm5ubrs0xeLonBjc2NvbwwHR0dKgFzJQpU/SqoZsuaGxsJDMzk8zMTNrb2wkJCWHdunU98vAmTpxISkoKfn5+OrT06dTU1PCrX/2K77//npiYGLKysrQ2msDe3p7p06cTFxfHxo0bH5tDJZfLOXfuHIWFhbz++uvPnHfTX7Kysqirq2PFihUa26eRkRFGRkaIxWLGjBmjsf0+ePAAJycnRCIRn3zyCb6+viiVSrKzs/Hw8KCzs1OvetCAHgqa57lbsKEJBAsLCxQKBS0tLc9FVchgUM3OGRY0g0MqleLj48PPP//MP/7xD9rb2/Hy8sLT03NYwPw/2trayM7OVocTAgMDWbBgwWOrXIKDgzl//jwPHjzQywommUzGb3/7W/71r38RERHB9evXCQ0N1fpxo6KiKCws5Ny5c8ybN6/X8y0tLRw7dgwjIyO2bNmi9QTXtra2AYea+oumJ6+XlJRw9epVNm3apI4sHD16lObmZs6fP4+zszM1NTXDIaen4enp+dwKGisrKzo6Omhra9O77PC+EAgEODg4UFdX98ILGldXV4MKF+oLUqm0x2Tm1tZWfH19+fTTT1myZMkTS1FfJLq6usjPzyczM5OioiLGjBlDVFQUfn5+T12oTExMCAsLIyUlhejo6CGy+Ol0dnbyxz/+kb/97W+MGTOGU6dO8dJLLw3Z8YVCIStWrODLL7/EycmpRzVRdXU1hw4dIjAwkDlz5gxJFVxCQgJ+fn5aEQFyuVxj7+HBgwd89913LFu2TB2us7a2pr29ne3bt/PRRx+xdu1aqqqqhkNOT2PMmDE0NTU9l14BgUCg9tIMxZRcTaCyt/t4+xcRFxcXjc/OeR6RyWQUFxerRUxrayuenp54eXkRFRWFk5MTAoGAjz76iEuXLrFx40Zdm6wzlEol9+7dUyf3Ojs7ExISwuLFiwd8wxMeHs6ePXuYOXOmXiRJHz16lPfeew8LCwt2796t0RDLQBgxYgSvvPIKe/bswcHBAQ8PD8rKyjh8+DBz587tMbtImzQ1NXHr1i22bdumlf0bGxsjl8sHvZ+Ojg4OHTrE1KlT8fHxUT+emppKUFAQaWlpGBkZYWdnx4MHD3q8Rh/Q/Tf/EczMzHBwcODy5cvMnz9f1+ZoHJXHw1AEzXDp9kOcnZ2pq6sbTgx+hK6uLsrKyigoKKCwsJDGxka1gImMjFQLmEeJjo7m2LFjL6SgaW5uJi0tjVu3bmFqakpISAjbtm0b1Ewme3t7nJ2dyc7OHpJwzuMoLCxk8+bNpKen87vf/Y733ntP5z2AHBwcWLp0KUePHmXu3Ln89NNPLFu2bEgbZV6+fJlx48YN6jN+EsbGxnR1dQ1qH3K5nO+//x4XF5ce1WFyuZxbt26xdu1afvOb3xAZGYlUKsXc3BxTU9PBmq5R9E7QwMOW3omJic+loDE0geDg4PDcVp0NBGNj4+HEYB56Ferr6yksLKSwsJCSkhIcHR3x8fFhwYIFuLm59WsBW7t2LUuXLn1hZoUplUru379PcnIy+fn5BAQEsHLlSo2GHyIiIkhMTNSJoOno6ODXv/41X375JQsXLqSwsFCvxtf4+fkRFBTE8ePHtV7J9Ch1dXVkZ2ezY8cOrR3DzMyM1tbWZ95eoVDwww8/oFAoiI2N7XETkpeXh52dHc7OzsTHx7N582ays7MZNWqUJkzXKHopaEJDQ7l9+7auzdAKhtakzcXFhfPnz+vaDL3gRU0Mbm9vp7i4WO2Fkcvl+Pj4EBISwpIlS54pNDxt2jSEQiGXL1/W+DBBfaKjo4PMzEySk5Pp7OwkPDyc+fPna2X8SfcBg0OZrHnkyBHee+897OzsOH/+PJMnTx6yY/eXvLw8MjMziYqK4uLFi7i7uw/ZDKJLly4xadIkraZQODk5UVVV1a8REY8il8s5fvw4ra2tvPLKKz0aMiqVSvWE7by8PKqrq3F3d+fq1auMHTtWk29BI+iloBk7dixXr17VtRlawdAqnezs7Ghra6O5ubnfbbWfV16UxGDVXBiVgKmqqsLNzQ0fHx8iIyM1MshRKBQybdo0Dhw48FwKmpqaGlJSUsjMzMTT05O5c+cyZswYrSZAq87phQsXWLdundaOoyIvL48tW7aQmZnJzp07+eUvf6mX3ra7d+9y6tQpXn31VUaPHs3IkSP5+uuvWb9+PQ4ODlo9tlQqpaCgoNd0cE3j6upKUlLSgLfr6uri+++/p7OzkzVr1vTKvyoqKkImkxEUFMTvf/97Jk6cSHV1NTKZbFjQ9BexWGxQi/5AUAkapVJpENUdAoEAFxcXKisrX/jhjB4eHiQmJuraDK3Q1NSkDiMVFRVhYWGBj48P06dPx9PTUyt5QytXruR3v/udxverK+RyObm5uSQnJ1NbW8v48eMHnRszUCZMmMD169cpLi7G29tbK8doa2vjgw8+4F//+heLFy8mLi5OryYudyc/P5+TJ0+ydu1atdcqIiICU1NTvv76a5YtW6bVxNbU1FSCg4O13vRQdY0eyLoik8k4fPgw1tbWrF69upeYUSqVxMfHM2vWLIRCIWfOnGH58uXI5XLa29sRi8XaeCuDQm8FzfPaXM/c3BwzMzMaGxv1smdEX7i6ulJRUfHCCxpHR0fa29tpbGwc0kVKG/SVzOvt7Y2Pjw/R0dFD8v5WrFjB1q1bycvL08uLY3+RSqWkpqaSmprKyJEjCQ8PJzAwUCezlIyMjJg1a5Y610HTN02nTp3ijTfewMHBgfj4eCZNmqTR/WuSoqIijh8/zpo1a3qF4MLCwrC1teXYsWNaG3Ugl8tJTU0dEm+ZSCTC2Ni43+tKRUUFhw8fZsKECcyYMaPP956VlYVAIGDs2LE0NDSQk5PD5MmTSU9PRyaT6eVvVi8FjZubGx0dHUMeCx4qVLkYhiJoXFxcyMrK0rUZOkcgEODp6UlJScmQlXtqkqamJvLy8tTTclXJvAsXLmT06NFDHi4wNzdn4sSJ7N27lz/84Q9DeuzBopqnlJycTHFxMcHBwb06+OqK4OBgEhMTuXv3LoGBgRrZp0wmY+vWrZw6dYrf/e53fPDBB3oZXlJRWlrKd999x8qVKx/bcsLT05PNmzdz6NAhJBIJsbGxGi15z83NZeTIkUP2nejvupKZmcnZs2eJjY197PdDLpdz8eJFFi5ciEAg4MCBA/j4+CCVSmlsbKS5uVkvK3X1UtAIhULc3d25ePEia9eu1bU5GsfV1ZXKykq9jEH2haurKz///LOuzdALvLy8DEbQKJVKJBIJubm55OXlUV9fj6+vL8HBwSxdulQriakDZfHixXz77bcGI2ja2tpIT08nJSUFgUBAREQES5Ys0as5SgKBgDlz5nD27Fn8/f0HLTxOnTrF1q1bcXd3Jz09XaPt9bVBeXk5R44cYcWKFU8drWBra8umTZs4efIkn3/+OUuWLNFY0n9ycjLh4eEa2Vd/cHNzo7i4+LHrSktLC2fPnqW8vJz169c/sUopLS0NW1tb9Wd9/PhxYmJiKCkpQSKRYGNjo5eCVi8FDUBAQABJSUnPpaBxcXFRj2Q3BIYTg/8bLy8vrl+/rmszHotcLqekpEQtYgQCAf7+/kRHR+Ph4aGTMMiTWL9+Pb///e9paGjQ2zwMgKqqKpKTk8nOzsbHx4fY2Fi97nLs4+ODSCTi9u3bPTrkDoTuXpmdO3fy/vvv6+Ui1p3GxkYOHz7M4sWL+y28TE1NWbFiBVlZWRw6dIiwsDBmzZo1KG9NQ0MDNTU1GvOQ9YewsDB27dpFdHR0L4F99+5dzpw5w9ixY3nzzTefmBPX0dHB5cuXeeWVV4CHHZ+TkpLYuXMnSUlJ1NXV6a2o1VtBExoayo0bN3RthlZQ5aQMJwYbHo6OjnR0dOjV3JzW1lby8/PJy8ujoKAAR0dHxGIxr776qkYqkrTJqFGj8Pf355NPPtG7BGGlUsndu3dJTExEKpUyceJE3n77baysrHRt2lNReWmOHDlCUFDQgD1IhuaVgYcL7+HDh4mKisLf33/A2wcFBeHl5cWZM2f4/PPPmT9//jO/79zcXMRi8ZDeQFhbW+Pt7U1mZqbaM9TY2MjPP/9MRUUFK1aswNPT86n7uX79Oh4eHup0j2+++YaRI0diaWmJtbU1dXV1elmaD3ouaI4ePaprM7SCSCTCyMjIoBKDVfHZF13QCAQCddhp3LhxOrOjvr6e3NxccnNzqaysxNvbG39/f+bNm2cQC2533nzzTT766CO9ETRyuZzMzEwSEhIwNTVl6tSpBAQE6L134lFUpfY///wzCxcu7Nc2huiVgYfiMy4uDkdHR6ZMmfLM+7G0tGTlypXk5ORw+vRpbG1tmTNnzoBzOXNzc3WSMB0eHs5PP/1EYGAgCQkJ3L59m4kTJ7J48eJ+VSrW1NSQlJTEG2+8oX7sk08+YcOGDZSWltLV1YVUKtVpN+onobeCRlXv/rxiaInB7u7upKam6toMvcDLy4vi4uIhFTQKhYLy8nK1iGlra0MsFjNlyhS8vb0NehzDli1b+O1vf8tPP/1ETEyMzuzo7OwkNTWVxMRE7O3tmT9/Pt7e3nrt4XoaMTEx7Nq1i7Fjxz61jPv06dNs2bLFoLwyKq5du0ZDQwOvvfaaRj6vwMBAxGIxaWlpHDp0CHd3d2bOnImjo+NTt21tbaWiokIn58/FxQWZTMY//vEPQkND2b59OyKRqF/bKhQKjh8/zuzZs9XrkmrO2Llz59izZw8dHR3U19czceJEbb6NZ0ZvBY2vry+dnZ3k5+fj5+ena3M0jiqEYyiJwZ6ensTFxb0wreqfhJ+fH5cuXdL6uejo6KCwsFBdmSQSiRCLxSxduhRXV1eDXmi7Y2Jiwi9+8Qv+/Oc/60TQtLa2kpyczM2bN3F3d2fVqlV6WcHxLJibmxMbG8uJEyfYvn17n7N35HI5b731Ft9++61BeWVUqHr/bNmyRaPC3sjIiPDwcMLCwkhKSmLfvn04ODgQHh5OQEDAY8NJBQUFeHl5DelNRmVlJSkpKWRnZ2NnZ4elpWW/vXIqEhMTMTMz6yFW/vSnPzF37lza2towMTGhtrYWmUymd0MpVeitoBEKhQQFBXHs2DE+/PBDXZujcVxdXQ0qMdjCwgIbG5sXsvX/o9ja2iISibh//z4eHh4a3Xdrayt3794lJyeH0tJS3NzcEIvFvPTSSwbjzXsW/uM//oOgoCCqqqqGbEZMU1MTN27cIDU1FX9/fzZu3NivO3BDw8/PDy8vL86fP99rkSsqKmLJkiV0dHRw8+bNIU1i1QTV1dWcOHGCV155BWtra60cw8TEhGnTpjF58mRycnJITk7m7NmzjB8/nqCgoF4DWIeqr1JzczO5ubmkpaX1yPEyMTHh008/pbCwsN/Co6amhuvXr7N161b1e2lububEiROcP3+e3Nxc7O3tuXXrFj4+PnorePVW0MDDeS+XL19+bgWNISUGw3+XLL/oggbA39+f3NxcjQialpYW7t69S3Z2Nvfv32fMmDGEhISwfPlyzM3NNWCt/jNmzBjCw8P505/+xF//+letHqu+vp7ExESysrIIDQ1l27Ztz7VYhL5DT/v372fHjh0sXryYr776Su8mJz+NlpYWDh06xMsvvzwk1yQjIyOCg4MJDg6murqa1NRUDh06hFKpxN/fH39/fzw8PCgqKiI6Olrjx1cqldTW1qorGKurq/Hx8WHq1KmIxeIeImPRokWcPHmS7du3PzUhXBVqmjVrVo/fwccff4yHhweTJk3is88+w8LCgvLycr1upqjXgiYqKopTp07p2gytoEoMfvDggV6Xq3bHy8uL1NRUpk2bpmtTdI6/vz8//PADc+fOfabtm5ub1SKmvLwcHx8fxo8fz6pVqwxuYdEU7777Lm+99RZ//vOftXIHKJFIuHbtGoWFhYSHh7Njx44Xpg1B99DT5s2befPNNzl58iQff/wx69ev17V5A0Yul3Ps2DECAgJ00hPKycmJefPmERMTQ01NDbm5uVy4cAGJRIJCoeDKlSuMHj0aFxcX7O3tB/yblsvlSKVSqqqqqKiooLKykoqKCkxNTdUeW09Pz8eWlvv6+jJmzBjOnTvHokWLnnisxMREdZPL7nz11Vfs2LGDBw8e0NTURFNTE/X19cOC5ll53hODPTw8uHfvnsEIGk9PT44fP45cLte7fiZDjYuLC21tbdTV1WFvb9+vbZqbm8nJySE7O1tdMTZhwgRWr179woqY7ixbtox/+7d/48CBAxpdZO/du8e1a9eorKxk0qRJxMbG6lUjvKHCz88PMzMzQkNDsbS0JC0tzaASf7tz7tw5jIyMtOIJGQgCgQAnJyecnJyYPn06d+7c4caNGzg6OlJaWsqNGzdoaGhAKBQiEomwsrJCJBJhYmKiFu0KhQKFQkFzc7NaOLS1tWFlZcWoUaNwcXEhIiICV1fXfif4wn975Z4UeiovL+8VagK4ePEi1dXVvPnmm9y+fVvteaqpqdHbhGDQc0HzvCcGG1obfQsLC+zs7KisrHzhw04CgQCxWExubu4Ty0RlMplaxFRWVuLn50d4eDh+fn4GXZmkDYRCIRs2bNCI10CpVFJQUMC1a9eQSqVMnTqVVatWabS1vaHx+eef88EHHzB9+nR+85vfGKyYuXPnDoWFhWzZskXvcjlUYaDuXgylUkl7eztNTU3IZDKampro6upCoVCgVCoRCoUYGRlhYWGBSCRCJBJhYWEx6PdmZmZGbGwsJ0+eZNu2bb06gzc1NambED4acv2v//ovli9fjqmpqXqEQ3t7O83NzXqbEAx6Lmie98Rgfe862xeqkuUXXdDAw7BTYmJiL0HT1NSkFjFVVVWIxWIiIyPx9fUdFjFP4f333+fvf/87OTk5z5SgqlAoyM7O5tq1ayiVSqZNm0ZQUJDeLXxDSWtrK+vWrePixYt8/fXXREdH8+WXXzJq1CiD6yslk8k4e/Ysr776ql7ml1VWVvbyYAgEAszNzTE3Nx/ypHNfX1+CgoL49ttvWb9+vdoT3NXVxeHDh4mIiOjVhFAikXDx4kXS09Npa2vj/v37mJmZUVRUhK+vr17/lvTXsv+HKjH4eaR711lDwcvLi9LSUl2boRd4e3sjkUjUd11JSUns2bOHTz/9lPv37zNp0iT+/d//neXLlxMYGDgsZvqBg4MDc+bM4Y9//OOAtlNNNv7444+5efMms2fP5s033yQkJESvL8DaJi8vj6CgIEpKSkhPT2fFihXY2NiwcuVKjh8/Tl1dna5N7DdKpZLTp08zfvx4vRxarFQq9XKgcnR0NI6Ojhw+fJiuri6USiUnT57E1ta2z3zIjz76iHHjxiEWi8nLy8PT05PS0lIqKioG1bRwKNBrDw08TAw+ffq0rs3QCqqus6WlpQZTZeHp6ckPP/xAZ2fnC79At7a2MnLkSL766qseje58fHxe6NDGYPmP//gP5s2bR01NzVPvaJVKJVlZWVy8eBEbGxuWLFmi1zOWhpJTp06xbt06Vq1axWeffdZD2Hl4eDB79mwOHjzIli1b9NLb8Sh37tyhrq6OFStW6NqUPmlra0Mulw8oz2UoEAgExMbG8v333/Ptt9/i5eVFdXU1mzZt6vU7aW1tZc+ePezatQt4OJnb29ube/fuIZFI2LJliy7eQr/R+1uXiRMnIpFIdG2G1lCVQhsKI0aMwMXFheLiYl2bohPa2tpIS0tj79697Nq1C3NzcwQCAe+//z7Lli3D399/WMwMkqlTpzJx4kT+/d///bGvUSqVFBYWsnv3bhITE1m4cCEbNmzA09NzWMwAf/jDH1izZg1/+MMf+OKLL/r0Uk2YMAEfHx++++47FAqFDqzsPzKZjJ9++omlS5fq7e+rqakJkUikl98/oVDI8uukh2wAACAASURBVOXLEQqFXL58maVLl/Z5Q7pz505cXV1ZuXIlMpmMsrIyurq6MDMzQyKR6HVCMBiAoPH19UWpVJKUlKRrU7SCoQkaQJ0M+6Igl8u5e/cuR48e5W9/+xt5eXlERkby/vvvs3btWjo7Ow0qbGgI/OMf/+DYsWMUFRX1eq68vJz9+/dz5swZpk6dytatWw02wVXTdHZ2smrVKv76179y+vRp3n777Se+PiYmBrlczk8//YRSqRwiKweGvoeaVKgEjb5SU1NDRUWFOqemoKCgx/P19fV8/vnnfPTRRwBkZWXh7+9Pfn4+5eXldHR06H3OlX5K3W4IhUJmzJjBnj17iIqK0rU5GsfBwUG9IBpK2Mnf35+9e/caVFPAgaJUKikrKyMjI4Ps7GycnJwICQkhNja2V7VAcHAwGRkZzJ49W0fWPn+EhoYSHR3Ne++9R1xcHAC1tbVcvHiRsrIyZsyYwfjx41/49gHdqaqqYt68eXR0dJCWloa7u/tTtxEKhaxcuZJ9+/Zx8eJFvfwO63uoSYVMJtNbQVNbW8s333zDggULCA4OpqioiBMnTjBmzBhefvllzM3N+fWvf01oaCgvv/wy8HCO05QpUzhx4gSlpaVMmzZN76/3ei9oABYsWKCO6T1v6Mv05oGgahRVWVmp13dMz0JNTQ0ZGRncuXMHExMTQkJCeOONN54oNkNDQzly5AizZs3S+x+8IfG3v/2N4OBg9eDBnJwcpkyZ8lh3+YtMUlISixcvJjIykqNHjw4oJ2bEiBGsW7eOvXv3YmxszIwZM7Ro6cBQhZpeffVVvQ01qWhqatLLSff19fXs37+f6OhogoODgYedubdv3865c+fYtWsXERERHDx4UF2AU1dXh1Qqpb29HRsbG3WZvL6j9yEngJkzZ1JWVqZrM7SGqh+NIaFq/f880NTUxPXr1/niiy/Yv38/crmc1atXs337dqZPn/5Uz9moUaMwMTF5rr+jumDUqFFER0ezY8cOzM3Neeedd5g2bdqwmHmEPXv2MGfOHLZu3crJkyefKcHX0tKSDRs2kJGRwbVr17Rg5cAxlFCTCn0MOdXX17Nv3z5mzJjRq9+ZmZkZixYtYsmSJXz44YdMmDABe3t7lEolGRkZBAUFqcNS5eXlzJw5UwfvYGDot+T9f4wdOxalUklCQgJTp07VtTkaZ8yYMVy5csWgQjj+/v6cOXOGWbNm6dqUZ6K9vZ2cnBwyMzOpqKggICCA6OhovLy8BlzmKxAICAkJISMjQ+PDKl9EOjs7SUpK4vr166xZs4Y33ngDY2PjXqG+Fx2FQsG7777L119/zZ49e1i5cuWg9mdlZcWGDRvYt28fcrmcGTNm6PR6ZCihJhWtra16Jbxqa2vZv38/06ZNe2Iyb0tLC6mpqXz77bf8+OOPKJVKmpubWb58OceOHaO2tpb29naDGFxqEIJGIBDw0ksvsXfv3udS0Njb22NmZmZQIRw3NzeampoMKvdHLpdTWFhIZmYm+fn5eHp6MmHCBNasWTPou/6wsDB27drF3LlzX8i2+ppALpeTlpbGlStXcHNz4/XXX8fBwYHk5GR+9atfkZaWpmsT9YbOzk6WLl1Keno6165dIzQ0VCP7tba25rXXXmP//v10dXUxe/ZsnYiatrY2gwk1qVAoFHqT01VdXc0333zDrFmzGD9+/BNf+8tf/pJly5axZMkSlEolN27c4PLlyxw5cgQjIyOKi4t1Lm77i2F8U3iYR/Pxxx/r2gytoQrhGIqgEQqF+Pn5qSt+9BWlUsn9+/fJzMwkKysLe3t7QkJCmD9/PhYWFho7jrW1Nd7e3mRmZhIeHq6x/b4IKJVKsrOzuXDhAtbW1qxevZrRo0ern//f//t/4+HhwZEjR1i1apUOLdUPZDIZ0dHRSKVS0tLSNN591srKio0bN7J//35aWlpYsGDBkC/UCQkJiMVig7kewkNBow9NHEtKSjh27BgxMTGEhIQ88bVXrlwhKSmJwsJC4KHz4N69e8ydO5d79+5RUlLCvXv32Lx581CYPmh0f/b7ycyZM7l//76uzdAaqq6MhoS/vz93797VtRl90tTUxLVr1/j444+Ji4vDysqKLVu2sGnTJiIiIjQqZlSEh4eTnJyst+Wv+khRURG7d+/m2rVrLFiwgA0bNvQQM/Awv+NXv/oVv/nNb/S+X4q2kUgkREREIBAISE5O1lorfQsLC1577TVkMhn79++nublZK8fpi6amJm7dumUQORvd0YfffUpKCseOHWP58uVPFTPwcNTI66+/jrOzMwCNjY2UlpYSHBxMcXExXV1dFBYWGsxnYTCCJiAgAEBvEtY0jbu7O42NjTQ2NuralH7j6+tLZWUlTU1NujYF+O9+MQcPHuTTTz+lvr6eZcuW8fbbbzNjxgytTzX39vZGLpcPJwf3g4qKCvbv38/p06eZMmUKb7zxBj4+Po91a//617+mtbWVTz75ZIgt1R/y8/MJDw/H19eXK1euYGlpqdXjmZmZsWbNGjw8PPjyyy+HrMHp5cuXGTduHNbW1kNyPE0hFAp1JmrkcjmnT58mKSmJTZs29asv03fffUdBQUGPMSO3bt0iJCSEiooKTE1NaWpqQqFQ9Jr3pK8YjKARCATMnDmTr7/+WtemaAWhUGhwDetMTEwICAjgzp07OrWjtraW8+fP89e//pXExEQCAgJ47733WLx4MW5ubkMW+xUIBGovzTB9I5PJOH78OAcPHiQwMJC33nqL4ODgp35GJiYm/Od//ic7d+6kqqpqiKzVH27evMnkyZOJiYkhLi5uyCq9BAIBs2fPZs6cOezbt4+cnBytHq+uro6cnBymT5+u1eNoA6FQqBMPYktLC9988w2NjY1s2bKFkSNHPnUbmUzGjh07+M1vfqMuNVflsIWHh5ORkYG1tTV5eXkG1Y7CYAQNwPz58w1uOvVAMMSwU0hICJmZmUN+XFXzsH/961/s3bsXgNdee41NmzYxfvx49VTZoWbcuHEUFBQgk8l0cnx9RaFQcOPGDXbt2oWFhQU7duwgPDx8QLkZ69evZ9KkSaxbt06LluofP/74I9HR0Wzfvp0vv/xSJ3kawcHBrF27lrNnz3Lp0iWteSIuXrzIpEmTDLKizdjYmM7OziE9pkQiYffu3YwePZo1a9b0uyBh69atuLu78/7776sfy8nJwcHBATs7O+7evUtTUxNZWVnMmzdPW+ZrHINJCgaYNWsWH3zwgd4kX2kaHx8f4uLiaG9vN5hKGS8vL2QyWb8GCQ4WVYJvWloaOTk5eHh4MGXKFPz8/PSmusDc3JzAwEDS0tIM8i5TG5SWlnLmzBksLS157bXXBvU92b9/P2KxmC+//NIgGn0Nlr179/L222/zpz/96aljDLSNq6srW7du5fDhw1RVVREbG6vRRnIVFRXcu3ePxYsXa2yfQ4mVldWQ3cgolUrS09M5f/488+bN61e+jIpTp05x6tQp0tPTe6yjKSkpREZGkpeXh6OjI7W1tZSUlBhUaw6DUgVisRgrKyuOHTuma1O0gpmZGR4eHr1mbOgzQqFQ3fpfWzQ3N5OYmMinn37K8ePHGTlyJG+99RavvPIKAQEBeiNmVERGRpKcnExXV5euTdEpTU1NfP/993z//ffMmDGD9evXD1r0Ojg48Pe//50PPvjguQ89/elPf2LHjh1qUaMPqCqgHB0d+eyzz7hz547GvDXx8fHMmDFDZ97VwSISiYYkn1AqlXLw4EGSkpJYv379gMSMTCZj69at7Ny5s0eeTUVFBQ0NDfj7+5ORkYGNjQ0tLS1YWVnh5+enjbehFQxK0AgEAn7xi1/wxRdf6NoUrWGIYafQ0FCNXtjgYYgiLy+Pw4cP889//pPq6mpiY2PZsWMH06ZN07uOnN0ZNWoUzs7OWhV5+oxcLuf69evs2rULa2tr3n77bYKCgjQWh38RQk8ffvgh//mf/8mpU6f0rrGcsbExc+bM4ZVXXuHy5cscPXp00J6JoqIiHjx48NSeKfqMtj00SqWStLQ0Pv/8c0aPHs2WLVsYNWrUgPbRV6gJHpbJT548mY6ODkpKSpDJZFy9epWVK1caTP4MGFjICWD58uWsXr1a12ZoDX9/fy5evIhcLtc7z8PjcHZ2Vrf+H2yn3Pr6etLS0khPT8fa2prx48ezdOlSgwnBqZg2bRonTpxg3Lhxz2V49HGUlJRw5swZRCIRmzZtwsHBQSvHeZ5DTx988AFfffUVFy5c0OsFfvTo0Wzbto1Lly7x2WefMW/evGcSrkqlkvj4eGbNmmUw17y+0KaHRiqVcurUKZqamli/fv2AhQw8PtSkCi0tWbKEjIwMvLy8KC4u5s6dO/z+97/X5NvQOgYnaKZNm0ZzczOpqalMmDBB1+ZoHGtraxwdHSkoKDCYUrnBtv7v6uoiKyuLtLQ0ampqCA0NZd26dTg5OWnB2qHBw8MDS0tLcnJyCAoK0rU5WqepqYlz585x7949YmJiCAwM1OqdnSr09G//9m/ExsY+0wVeH3n33Xf55ptvuHTpksa6/2oTY2NjoqOjCQwM5Pjx42RnZzN//vwBeVBzcnJQKpUG/zvRhqBRKpXcvn2bn3/+mYiICKZPn/5Mou9xoSZ46J2JjIzE1NSUzMxMnJycGDFiBDKZzOA68xvcraOJiQnz5s3jL3/5i65N0RoqcWBIhISEkJ2dPaC8kYaGBnW5dWZmJpGRkfzqV78iJibGoMUMPBR506ZN49q1a3rRcEtbyOVyEhMT2bVrF7a2trz99tuMHTt2SNzU69evZ/Lkyc9N6GnHjh0cOHDAYMRMd1TeGnt7e3bt2kV8fDxtbW1P3U6pVHL16lVmzpxpUKGNvrCysqKlpUUjuXNKpZKCggK++OILbt26xfr165k5c+Yze7C2bt2Kh4dHr1CTVColNzeXyMhIGhoaqK2tRSKRkJiYyPz58w1uEKzBeWgAVq1axf/3//1/ujZDawQFBfHzzz/T1tb2TJNzdYGtrS2jR48mKyur11TX7igUCgoKCkhOTqa8vJxx48axefPmfvVOMDT8/PyIj4+nsLAQX19fXZujcYqLi/nxxx+xtrZm8+bN2NvbD7kN+/btQywWs3v3brZu3Trkx9cU27dv57vvvuPKlSsGMQSwL1S5NeHh4Vy6dIl//vOfTJ06lcjIyMfOYyovL6e9vd2gEk8fh7GxMSNHjqS6unpQIxvu379PfHw8TU1NzJkzh4CAgEGJvceFmgASExMZN24cI0aMICEhgYCAAHJycrh58yb/9//+32c+pq4wSEEzb948NmzYQHV1tcHfyffFiBEj8PLyIicnR69j6I8SHh7OtWvX+hQ0zc3NpKWlkZKSgqWlJREREaxatcrg7gAGQncvzfMkaKRSKefOneP+/fvExMQM+oI7GLqHnhYuXGhQs39U7NixQy1mVB3RDRkbGxuWLFlCTU0NFy5cICkpiZkzZxIWFtZrQU1OTiY8PNzgvTMqXF1dn3nIsOp8lZeXM3PmTI3k30ml0seGmlpaWkhPT+ett96iq6uLtLQ0QkNDcXd3p7KykpiYmEEdWxcIBugO1xvf+eTJk5k5c2aPts3PE9nZ2aSkpLBhwwZdm9JvFAoF//jHP1i9ejUuLi7qvjHJycnk5eURGBhIeHh4r1k9zzMKhYKPP/6YxYsX4+XlpWtzBoVcLufGjRskJCQQHh7O9OnT9UaQLl++nPz8fG7dumVQZb/vvvsuBw4cMGjPzNMoKysjPj6e5uZmZsyYQWBgIMbGxrS0tPDPf/6Td955Ryuz1XTBzZs3kUgkLFq0qN/b1NTUkJiYSF5eHlOmTCEyMlIjvyuFQqGewXTp0qVe4ig+Pp6WlhYWLVpERkYG6enpSKVS8vPzuXnzJomJiYO2QYP0S/EapIcGYM2aNezevfu5FTRisZiTJ08ilUoNZqaJUChk4sSJ3LhxAw8PD5KTk+ns7CQ8PJz58+cbZPfPwSIUCpk5cybx8fFs2rTJYO9Ei4qK+PHHH7G1tdVZeOlJHDp0iAkTJrBmzRq+//57XZvTLz744AN1AvDzKmbg4Zy6jRs3UlBQwPXr1/npp5/UnueAgIDnRswAuLi4cPv27ae+TjV3LiUlhdraWiZMmMA777yj0RSDt99+m9LSUjIyMnqJGdUA0G3btgEPPWVjx47l5s2bnD9/Xv24oWGwgmbx4sV8+OGHdHR0GNQdWX8xNjYmMDCQO3fuMGXKFF2b0y9qa2tpaGggIyODlpYW5s6dy5gxYwx2EdcUwcHBJCQkkJuba3AhBZlMxtmzZykvLycmJgZ/f3+9/DxNTU3VC+X/+l//i507d+rapCfy4Ycf8tVXX3Hp0iWCg4N1bY7WEQgE+Pn54efnR21tLcnJySQnJ+Pu7k5BQcETB5MaEqNGjaKmpoaurq4+84akUim3bt0iNTUVBwcHwsPDtdIc9PPPP+fbb7/lxo0b2NjY9Hr+ypUrhIWFYWNjQ2VlJVKpFKlUSkBAAEVFRQbbrdlgBY23tzejRo3iq6++Yvv27bo2RyuEhoZy9uxZvRY0crmc3NxcUlJSqK6uZsKECfz/7J13WFTn1vZvUFAQUBRRFEVAUUFBCCgqIlUUCyqINBu2mKNJTDw5yZuTnJiT8qrJUZMYFQsqCFgAQRCRJlJEpAnSq9KbgAxt2vP94ce84YDUmdkzw/yuiyuGeWbve3Rmz73XWs9aWlpaUFdXh6amJtXyBAJJSUlYWloiMjISWlpaQtGXhhCCly9fIjw8HEuWLIGdnZ3ApJfex8yZMxEYGAgbGxvo6upi8+bNVEvqkxMnTuDChQuIjo4Wut1M3EBJSQlz587F69evoaenh6ioKISFhcHAwADa2tpQVFSkWuKwkZKSgpKSEqqqqjgtLBgMBkpKSvDixQuUlpZi8eLF2LFjB8/qPxMSEvD555/D29u7z8jfmzdvkJ2djcOHDwN4F50xMDBASkoKJCUlMWPGDKFNjwutoQEAFxcXXL16VWQNjZqaGjo6OgSy+Lk7ZJmWlgZFRUUYGRlh4cKFGDNmDF6/fo2goCAsW7ZMJO66uMG8efOQkJCAFy9eCHyhN41GQ2hoKBobG+Hs7CxUNU8rV67Er7/+il27diEpKUngUjnXrl3DDz/8gJCQEIF/H/CS58+fY+nSpdDX14e+vj4qKyuRlpaGK1euQFZWFvPnz8f8+fMxc+ZMobuGzJs3Dy9fvkRDQwMKCgpQWloKFRUVLFq0CHZ2djxtElpZWYktW7bg2LFj7zX00dHRMDY2hqysLDo7O5GTk4ONGzdCXl4ely5dgqurK8/08RqhLQoGgIKCAujr66OxsVFotjcPlYiICACAtbU1xUre3bWXlZUhJSUFJSUlWLRoEQwNDTFt2rRe6y5cuAAbG5telfWjmdevX8Pf3x9Hjhx57zZWKvnvqIyZmZlA6hwMhw4dwoMHD5CVlSUwNWihoaHYvn07PD09sW3bNqrlUEZTUxMuXbqEo0eP9or6EUJQWVmJ/Px8FBQUoK2tDfPmzcP8+fOhoaEhsOUFhBDU19cjPz8fL1++RH19PbS1taGlpYV58+bxpX6QTqdzIuTvqyOrrq6Gj48Pjhw5AmlpaSQlJaGyshKSkpKYPHkybG1tkZGRIYjb6AflaoXa0ACAtrY2XF1d8fXXX1MthSc0Njbi6tWrOHr0KGVfLkwmE1lZWUhKSgIhBEZGRtDV1e33TiMlJQVFRUVwcnLio1LBx9fXF3PmzMHy5cupltIDGo2GBw8eoKGhAXZ2dkIVlemL7h0ehBDExsZSnuZLTk6GlZUVfv75Z4EZNEkVkZGRYLFYg9oW3NTUhPz8fOTn56OiogKKioqYMWMGVFRUoKKigunTp/Pd5BBC0NTUhKqqKlRXV3N+xo8fzzEwQUFB2L17N1+L5zdv3oySkhKkpKS89+/E29sbWlpaWLp0KdhsNs6dOwcbGxsEBgaio6MDd+7cQXZ2Nt80DwHR3uXUzcGDB3HhwgWRNTRTpkyBiorKgA3reEFbWxueP3+OlJQUqKioYM2aNYMu8tXT08Pjx48FMl1GJZaWlrh+/TqnmRXVEEKQnZ2Nhw8fYsmSJdi6davQRmX+iqSkJEJCQqCrq4uPPvoIFy5coExLYWEhbG1t8cknn4x6M9Pd78Td3X1Q6xUVFWFsbAxjY2OwWCzU1dVxjERmZibq6uo4JkdJSQny8vKQk5ODvLw85OXlMX78+GGlrJhMJmg0GlpbW9Ha2goajYbm5mbU1NSguroa0tLSHGO1fPlyzJgxAxMmTOA8v3vIML9uXP71r38hMTERGRkZ7zUzxcXFePPmDT744AMAQF5eHmRkZFBXV4f58+fjyy+/xEcffcQXvbxC6CM0tbW1UFNTw+vXr0X2izMvLw8JCQnYu3cvX85XV1eHpKQk5ObmQltbG8bGxpg6deqQjxMXF4eGhgZs2bKFByqFl9DQUADA+vXrKdUhalGZvsjNzYWxsTFOnjxJyVbU2tpaGBoawsbGBpcvX+b7+QUNbvfX6jY51dXVaGhoAI1G62FEmEwmx+TIyMhgzJgxkJSUhKSkJCQkJMBmszk/DAaDY17odDomTJjAMUZycnJQUFDA9OnTe5mXvigoKEBiYiJ2797NldfZH/7+/ti1axfCw8PfO3uJxWLh/PnzsLKywoIFC0AIwaVLl2Bqaorw8HCsXr0axsbGgvw9OjoiNNOmTcOyZctw/PhxnDt3jmo5PEFLSwthYWGorq6GiooKT85BCEFxcTGSkpJQW1sLIyMjHD58eMAPbn8YGRnht99+Q3NzMyZNmsRFtcKNhYUFzp07BwMDA579e/aHqEZl+mLhwoXw8vKCi4sLVFRU+LodlUajcTq+enh48O28gkx+fj5XC7XHjBnDST/1BYPB4Bicjo6OHgaGEMIxN5KSkhg7dizHvMjKyo6oGFldXR337t3j+bUvPj4ee/bswenTp/sdJJmUlARFRUXOwOOSkhIwmUxISkpCRkYGFy9ehLGxsaCamcFDCBnKj0Di7e1NZs+eTbUMnhIbG0uCgoK4flw6nU5SUlLIuXPnyPnz50l6ejphMBhcO35ERAQJDQ3l2vFEhdTUVHL58mXCZrP5et7W1lZy69Yt8scff5CKigq+nptKPDw8iJycHHn48CFfzken04mxsTExNjYmdDqdL+cUdFgsFjlx4gRpbm6mWgpfePjwIYmIiODZ8Z89e0YUFBTIjz/+2O+6lpYWcuLECdLY2Mj53bVr10hGRgbx8fEhqampZPbs2eTmzZs808oFBuVRBL8hxiDYvHkz6urqBLWYiSsYGBggNzd3UBNsBwONRkNMTAzOnj2L/Px8rFu3DgcPHsSSJUu4erdubGyMrKws0Gg0rh1TFNDX1wchZFBdRbkB+f87mC5cuIDJkyfj4MGDIplieh/79+/Hzz//DAcHBzx+/Jin52Kz2diyZQtaWloQGRkp8P17+EV5eTkmTpzYZ6M3UcTQ0BAZGRlcmb7932RkZMDGxgYff/wx/ud//qfftY8ePYKhoSFnAHBFRQWampqgqqqK8vJySEhIoK6uDnZ2dlzXyW/GfPfdd0NZP6TF/EJaWhovXrxATEwMHB0dqZbDE6SlpVFbW4v29naoqqoO+zi1tbWcRlaKiorYsGEDli1bBkVFRZ70e5CWlkZLSwtqa2vFW7j/goSEBKZPn47g4GDo6+vz9EuPRqMhKCgIOTk52LZtG1eG3gkjS5cuhbS0NA4dOgQzMzPMmjWLJ+f59NNPERMTg8TERKFuEsdtkpOToaysDHV1daql8AVZWVkUFxdjzJgxvVpbjITs7GxYWFhg7969A47+KS0txfPnz+Hg4MDpRvzgwQPo6uri1atXUFZWxunTp7FgwQJB7z9zfDCLROaqtnfvXsTFxVEtg6cYGRkhJSUFZGiF3CCEoLCwEDdu3MDNmzcxefJkHDlyBOvXr4eSkhKP1P4fK1asQGpqKteiS6LCjBkzsGDBAsTExPDk+KM9KtMXx44dw9///nfY2tri2bNnXD++p6cnPD098eDBA65+iYkCBQUFnBqO0UL3NZtb5OXlwdzcHM7Ozjh16lS/a1ksFsLCwmBjY8O5Yaqrq0NFRQUWL16MjIwMGBoaIi4ujm8bTniNyFQCWllZobOzExEREQLRhI4XzJo1C2PGjEFpaemgoh0MBgMvXrxAUlISpKSksHz5cujo6HB9bshAKCoqYu7cuUhJSYGJiQlfzy3oWFhY4M8//4Senh5XzUb3Dqb6+nqh6/bLa/75z3+CwWBgzZo1CA0N5dp78tmzZzhy5Ag8PT1H5UiD/mhoaACdTqekCJ5Kujd0VFZWjvgzmJmZCUtLSzg4OOD3338fcP3Tp0+hoKDQY35cQkICli1bhsLCQkybNg0pKSno6uqCpaXliLQJCiIToRk7dix27NiBf//731RL4RkSEhIwMjJCcnJyv+toNBqio6Nx5swZFBUVYcOGDThw4AB0dXX5bma6MTExQVJSErq6uig5v6AiKyuLtWvXIigoiGu5dnFUZmCOHz+OL7/8Era2toiKihrx8Wpra7Fp0yZ8+umno7oL8PvIz8+HlpaW0I0xGCmSkpIwMTEZcRQ2NTUVZmZmcHNzw/nz5wdcX19fj6dPn2LDhg2cv/OGhgYUFRXB0NAQycnJMDIywg8//ICdO3eKzC5HkTE0wLtx6ampqSJdgKqnp4eKigrU1dX1eqypqQkhISE4d+4cOjs74e7uDicnJ8yZM4fyC4mysjI0NTXx9OlTSnUIIjo6OlBSUkJsbOyIjkOn0xEYGIjY2Fg4OzvDyspKZC5UvOCrr77C8ePHsXnzZk5voOHAYDBgY2ODpUuX4ocffuCiQtFhNKabujEwMMCbN29QWlo6rOc/ffoUVlZW+PDDD3H69OkB17PZbNy7dw/m5uY9tozHxMRgekyxygAAIABJREFU+fLlqKmpQWdnJ2bMmIG0tDSRavYoUoZm4cKFWLx4sch2DQbeTXNdtmwZEhISOL+rra1FQEAALl26BBkZGRw+fBi2trZ8bbs9GMzMzJCcnIy2tjaqpQgUEhISsLW1RXp6OiorK4d1jJqaGnh4eEBSUhL79+8XR2UGydGjR3Hy5Els374d/v7+wzqGq6srGAwG7ty5w2V1okF7eztqa2tHTTHwfzNmzBhYWFggMjJyyPWPMTExWLt2LY4ePYqffvppUM9JTEzEuHHjOB2BgXdDK8vLy7Fs2TLEx8dj5cqV+Oc//wldXd0eKSlhR6QMDfCu6O/27dtUy+ApRkZGKCwsRE5ODnx9feHt7Q1lZWV88sknsLS0HFEzPF6iqKiIxYsX48mTJ1RLETjk5OSGlXoihOD58+fw8vKCqakp7OzsBHaAn6By6NAh/PHHH9i1axe+//77IT33xx9/RHR0NB4+fCiyA3JHSmFhITQ0NEZ1tFBHRwdsNhu5ubmDfs65c+ewceNGfPPNN/j2228H9ZzuVNOmTZt6ROWjoqJgamqK+vp6NDQ0QFdXF3fu3MGxY8eG/FoEGZEzNHZ2dujq6kJgYCDVUngCIQQVFRWQkpJCcHAw5s6di08++QQmJiY8HUvPLUxNTZGVlYWmpiaqpQgcQ009dXZ24s6dO0hLS4O7u7u4EHUE7N69Gw8fPsQff/wBe3t70On0AZ8TEhKCn3/+Gf7+/jzbAi4KdNfPjGYkJCRgaWmJ6OhosFisftey2Wzs378f//znP+Hn5zdo0/G+VFNxcTFaWlqgr6+P+Ph4LF++HPfu3UNXVxdfO2fzA5EzNFJSUjh8+PCQ77QEHTabjezsbHh4eCAiIoKzM2PhwoVCdeczYcIEGBkZ8by5mTAylNRTZWUlLl68CDk5Oezdu1fg0ovCiImJCdLT05Gfnw9DQ0NUVVW9d21BQQHc3Nxw6tQprF69mo8qhQtCCF6/fo05c+ZQLYVyNDU1MXnyZMTHx793TUtLC1atWoWoqCg8e/YMGzZsGPTxExMTMX78+B6pJkIIoqKiYGFhgaamJrx69QoGBgb497//jcOHD4tc00eRMzTAuwnceXl5/V6QhAUmk4m0tDScO3cOz549g7m5OT788EMYGRlh8eLFPOmlwWtWrFiB4uJi1NbWUi1F4JCTk8O6desQEBDQ544wQggSExPh4+ODNWvWwNbWVqgMraAzc+ZMpKWlQUNDA/r6+khKSuq1pqOjA2vXrsW2bdtw6NAhClQKD62trSCEjJruwP0hISGBDRs2IDk5GTU1Nb0ez87OxuLFiyElJYXMzMwhRbWqqqrw9OlTbNy4sUeqKScnBwCgra2NhIQELF26FHV1dcjPz8eHH3448hclYIikoZk5cyYsLS3x+eefUy1l2NDpdDx9+hS//fYbcnNzsWnTJuzZs6fH1kdhbVg3btw4mJiYIDo6mmopAomOjg7U1NQQGhrao4iwvb0dvr6+yMnJwf79+7k65E/M/yEtLY179+7hww8/hJWVVa8p2W5ublBUVMTFixcpUig8dA/UpXqXpaCgoKAAa2trBAUF9Ug9+fv7Y8WKFbCzs0N0dDTk5OQGfczOzk7cvXsXtra2PVJNLBYL0dHRsLS0xNu3b5GXl4elS5fi2LFjsLKywowZM7j62gQBkTQ0APDZZ58hPDwcbDabailDor29HY8fP8bZs2dRWVkJZ2dnuLq6Qk1NrddF4a8N64QNQ0ND1NbW4tWrV1RLEUjWrVuHmpoazqynsrIyXLx4EVOnTsWePXvE08v5wPHjx3H9+nV8/vnnOHz4MNhsNi5evIjo6Gjcu3dvVI6PGCpVVVWjrpneQOjp6UFeXp6TevrXv/6FXbt24ddff8Xvv/8+pPcVIQQhISHQ0NCAjo5Oj8fS09MxceJEaGpqIjExEfr6+hg3bhwePXqEzz77jKuvSVAQ2U+kubk5JkyYgD///JNqKYPi7du3CA8Px++//463b9/C3d0dDg4OA14MTExM8OzZMzAYDD4p5Q5jx46FtbU1wsLChM508gMpKSk4ODggIiICDx48gL+/PzZs2ABra2vKmiOORuzt7ZGYmIj79+/D2NgYx44dw+XLl8VFwIOkurpaJCMBI6E79fT06VPY2triwoULiIyMxL59+4Z8rLS0NDQ0NMDGxqbH77tvjNesWYP29nZkZmZi+fLlOHfuHOTk5GBmZsalVyNYiKyhkZCQwLFjx/Dbb79RLaVfGhsbERwcjAsXLgB4t4V006ZNgy7yVFZWhqqqqlBGabS1tSErK4vnz59TLUUgkZGRgaysLDIyMrBnzx7MmzePakmjEh0dHaSkpCA7OxtjxoyBmpoa1ZKEAkKIOELzHqqqqnDt2jUUFRUhMTERxsbGQz5GbW0toqOj4eDg0Ku4Nzo6Gtra2pg+fTri4+Oho6MDeXl5/Pbbbzh27JjIpgBF1tAAwK5du1BeXo60tDSqpfSioaEBAQEBuHr1KhQUFHD48GHY2NhAQUFhyMcyNzdHQkKC0NXSSEhIYN26dXjy5IlId3ceDkVFRfDw8MCiRYugpaXVo5GiGP7z2WefQV1dHbt27cLq1atx9OjRAbffjnbEBcG9YbPZ+O6772BoaIjly5fj7NmziI+PH/J7iU6n4+7du7C2tu41YLiqqgr5+fmwsLBAS0sLMjIysHr1aqSkpKCiogK7du3i5ksSKETa0EyaNAl79uzBRx99RLUUDo2NjQgICICnpyemTp2Kjz/+GGZmZpCVlR32MZWVlTFv3jwkJiZyUSl/mDp1KvT09BAZGUm1FIGAxWIhMjISwcHBsLe3h5mZGTZu3IiysjJkZmZSLW9U4uXlheDgYAQHB+Ps2bOIiYlBSEgIFi5cKJSRUX4hLgjuSV5eHj744ANcvXoVQUFB8PT05EzCfvjw4aCPQwjBgwcPMHPmTCxZsqTPxywsLDB+/HjExsbCwMAA8vLy+Nvf/oa9e/eKtMEUaUMDAF9++SVevHiB4uJiSnU0NjYiMDAQV69ehZKSEj7++GOsWrWKa83wuh24MEY6Vq9ejZKSEpSXl1MthVKam5tx7do11NbW4uDBg5zeHePGjYOjoyPCw8NFohWBMFFSUoLDhw/jjz/+4Ey4X7p0KXJycmBrayuO1vSDON30jr9GZZYsWYKCggLOdGtJSUls3boVZWVlgzbHSUlJqKmpga2tba/H0tPTISEhgSVLlqC+vh75+flYuXIlCgsLkZmZiX/84x9cfW2ChsQQZ0sMbRCFgODq6ora2lpKogBv3rzBkydPUFhYiKVLl2LZsmU8a5EeHh4OJpOJ9evX8+T4vCQrKwuJiYnYv3//qNw9kpeXh5CQECxfvhwrVqzo8642NzcXDx8+xL59+yAvL0+BytEFi8XCkiVLsGTJEnh5efW5Jjk5Ga6urpCQkICPjw8MDQ35rFJw8fHxgb6+/qhuL5CXlwdnZ2c0NjbC09OTY2T+m+7Ht2zZAk1Nzfcer6ioCEFBQdi7d2+vnY4dHR04d+4cXF1doaKiglu3bkFVVRUrV66EpaUlVFRU4O3tzdXXx0cGFeYbFd8c33zzDRITE/ucUM0r3rx5g6CgIFy5cgWKioo4cuQIVq9ezdN5L6tWrUJ2djbevHnDs3PwikWLFmHcuHGjLoTPZrMRHh6O8PBwODk5YeXKle8N0S9cuBAGBga4devWkOY9iRkeH330Eeh0Oq5cufLeNeJoTd+M9oLg/qIyfTFlyhRs27YNAQEBKCsr63NNY2Mj7t27h23btvXZtiE6OhoLFy6EiooKKioqUFlZiaVLl6KmpgZPnz7FN998w62XJ7CMCkOzYMECmJub4+DBgzw/V1NTE4KCgnD58mVMnDiRL0amG1lZWSxbtgwxMTE8Pxe36W77HxsbO2qmcXd0dODmzZuor6/HgQMHoKqqOuBzTE1NMXHiRISEhAx5cq+YwRMaGgofHx/cu3dvwGGfUlJSOHPmjLi25i/QaDSw2WyRrtd4H33Vygzm+q+mpgZ7e3vcuXOnV/q9s7MTvr6+MDc3x+zZs3s9t7q6Grm5ubCwsOCMO1i9ejWkpKTw4YcfwsLCAvPnz+faaxRURoWhAd41yYqIiOBZjUm3kbl06RIUFBRw5MgRmJmZ8X0C7/Lly1FWVtZna21BR1lZGXp6eggLC6NaCs+pr6/H5cuXMW3aNLi4uEBGRmZQz5OQkICdnR1qamr6bMsvZuTQaDTs27cP33777ZDSJd3RmvXr12P16tVwcXERys8hN2hubsbkyZNHVUFwU1MTDh48OOioTF9oaGhgy5Yt8PPz40Rq2Gw2/P39oaGh0WNOUzcsFgvBwcGwsrKCjIwMiouL0draCn19fbx9+xaRkZE4fvw4N16iwDNqDE33m+zIkSNcPW5zczOCg4N7GBlzc/NBf0FxG2lpac5wM2HE3NwcNTU1nBkkokhBQQGuXbuGVatWYc2aNUOuGZKWloaTkxMSExNRVFTEI5Wjl/3792PWrFnDGp0iJSWF06dP49mzZ6irq8PcuXNx+PBhvH37lgdKBZfW1tZRU+fV2dmJr776CnPmzEFWVhaioqIGHZXpi7lz58LBwQF37txBUVERIiMjwWKxejXP6yY+Ph5ycnLQ09PrMYxSUlISH3/8MfT19fs0QiIJIWQoP0JNVFQUmThxIunq6hrxsZqamkhwcDA5ceIEiYqKIu3t7VxQyB2YTCY5e/YsKS4uplrKsHj9+jX55ZdfCI1Go1oKV2Gz2SQuLo78+uuvpLy8fMTHe/XqFTl58iSpqKjggjoxhBBy//59Iicnx7XPTlxcHDEyMiKTJk0i33zzDVeuPcJAUlISCQkJoVoGT2EymeTUqVNk6tSpZNGiReTBgwdcPf6rV6/ITz/9RE6ePPnea2F1dTU5efIkaWlpIYQQ8uLFC+Lh4UHYbDbp6uoiCgoKJDo6mqu6KGJQHmXURGiAd3f/s2bNwldffTXsY7S0tOD+/fvw8PCArKwsDh8+DAsLC8oiMn0xZswYrFmzBmFhYUJZoDhr1iwsXrxYpFJPDAYDgYGByMnJwb59+wZVLzMQs2fPxsaNG+Hn54fGxkYuqBzd0Gg07N+/H99++y1ni/ZIMTExQXJyMq5fv47bt29DTU0Nv//+u8iP+6DRaCIboWGz2bh27Ro0NDTwxx9/4Ndff0VWVhbWrVvH1fO8ffsW0tLSkJGRQVRUVK+NACwWC0FBQbCysoKCggK6uroQGRmJtWvXQkJCAl9++SXU1NREdsxBnwzW+RARiNAQQkhgYCBRUlIiLBZrSM9rbm4m9+/fJydOnCARERGkra2NRwq5A5vNJt7e3iQhIYFqKcOCTqeT33//nWRnZ1MtZcS0tLQQDw8P4u/vT+h0OtePn5qaSs6cOUPevn3L9WOPJpycnIiRkdGQrw2DhcVikStXrhBVVVWirq5OfH19eXIeQSAwMJCkpqZSLYPrhISEEG1tbaKsrEz+85//8Oy9UlRURE6dOkVqampIZ2cn8fPzI1euXCGtra2cNY8fPybe3t6EzWYTQgh5+PAhuXfvHiHk3XttypQpnP8XAQblUUadoWGxWERdXZ189913g1rf1tZGHj58SE6cOEEePXokVGmQhoYGcuLECU44UtgQhdRTeXk5+fXXX0lcXBznwsMLYmNjyfnz50lHRwfPziHKcDvV1B9MJpP87//+L5kyZQrR1dUlYWFhPD8nv/Hy8iIFBQVUy+AacXFxxNjYmEycOJF8/fXXPE0dVlZWkpMnT5KysjLO79hsNomOjianT58mr1+/7pVqqq2t7ZGa+u6774i6ujrPDBcFiA3N+wgICCCTJ08mDAbjvWu6urpIbGwsOXHiBAkJCRHau9/IyEhy9+5dqmUMm/DwcHLnzh2qZQyL9PR0cvLkSZKfn8/zc7HZbBIaGkquXbvW7/taTG9aW1vJ9OnTycmTJ/l63vb2dnLs2DEyadIkoqmpSX788cced+DCzJ9//kmqq6upljEiurq6yOnTp4m2tjaRk5MjH374IWlububpORsaGsgvv/xCcnNz+3w8NzeX/PLLL+TkyZPk+fPnhJB3n/1r166RpKQkQgghDAaDKCoqksDAQJ5q5TPiGpr3sXnzZsycOROffPJJr8dYLBaeP3+O33//HXV1ddi3bx/Wr18vtPngVatWoby8HKWlpVRLGRbCuOupu1nekydPsHv3bmhpafH8nBISEli7di1kZWUREBAg8jUa3GQku5pGgoyMDE6dOoXa2locPXoUfn5+mD59OpycnJCRkcFXLdymtbUVcnJyVMsYFgUFBXB3d4eysjLOnz+P3bt3o66uDufPn+dpX53W1lbcvHkTZmZmWLBgQZ9rFixYAF1dXUhKSiIpKQkVFRXIzs5GR0cHjIyMAAAff/wxZs2aBTs7O55pFVgG63yICEVoCCEkJiaGyMvLc+6I2Gw2yczMJGfPniVeXl6kqqqKYoXcIycnh5w7d44wmUyqpQyL8vJycurUKZ7fHXGDjo4O4uXlRW7cuEHJzjcGg0Fu3LhBAgICRCnczDP4mWoaDM+ePSNbt24lsrKyZMmSJcTDw4MndVe8hMFgkO+//56nKVZuw2KxiK+vLzE2NiYyMjLE1taWxMTE8O38ra2t5I8//iBPnjzpd93r16/JqVOnSEtLC8nOzianTp0iP/74I+f929raSuTl5cnjx4/5IZufDMqjjIpZTu9j9erVmDZtGn766SdERUVhzJgxsLS0hLq6OtXSuAohBDdv3oSmpiaWL19OtZxhER8fj4KCAuzevVtgZz01NDTAz88Pc+fOHVZ/GW7BYDDg4+ODiRMnws7OblQ1NxsKnZ2d0NDQwCeffCJwQ/taWlpw+vRpeHp6oq2tDY6Ojvjyyy/77BIraDQ3N+Pq1av47LPPqJYyILW1tTh58iR8fHwAADt37sSxY8cwdepUvmloa2vD9evXoa2t3e+OpI6ODly8eBHr1q3jdP0NDQ1FUVER2Gw2Vq9ejZ9//hn19fV4/Pgxf8Tzj8FdxAbrfIiIRWgIISQtLY2oqamRkydPkuzsbKG6oxgq3QXCwloLxGaziZeXF4mKiqJaSp8UFBSQU6dOkbS0NKqlEELe5f89PT3JvXv3RPp9PRKOHDlCFi9eLPCRrJCQEGJhYUHGjx9PVq1aRU6fPk3q6+uplvVeysvLiYeHB9Uy3ktLSwu5cOECsbS0JOPHjyfLly8nt27douR90NbWRv78808SFRXV7+eUzWYTPz+/HgXkdXV15OTJk6S1tZWUl5eTc+fOEQ0NDZKens4P6fxGXEMzEN0dFMPDw6GtrS3Sd7JTpkyBgYEBHj16RLWUYSEhIYEtW7YgIyMDJSUlVMvhQAhBYmIigoOD4ejoCH19faolAXjXTdjFxQVNTU0IDg4W19T8FwUFBbhy5QouXboksBG/btavX4+oqCgUFBRg2bJluHr1KlRVVaGnp4d//OMfyM3NpVpiDwSxS3BJSQn+9a9/wcjICMrKyjh9+jQWLlyIzMxMJCYmwtHRke/vg+7IzLx582Bubt7v909ycjJaWlpgZWUF4N11JywsDKtWrYKcnBxUVVXh7+8PfX19LFmyhF8vQeAY1Skn4N04dl1dXaSnp4v88C46nY4LFy7AxsZGaF9raWkpAgICcPDgQcqLDplMJu7fv4+6ujo4OTkJ5CA+Op0OX19fKCgowM7OTuC/vPmFqakpZs6cCV9fX6qlDIv6+np4e3sjKCgIz58/x5QpU2BhYQFnZ2dYW1tT+u/84sULlJSUYMuWLZRpYLPZiI+Px82bNxEZGYmqqiro6+tj48aN2LlzJ2bOnEmZNuBd48EbN25wBif3Z2aqq6vh7e2NvXv3YvLkyQCA1NRUpKWlYe/evZCUlERubi4MDAzw8uVLaGpq8utl8JNBRRtGvaEBgAMHDiAjIwPJyclUS+E5r169gr+/Pw4dOiRQ3Y2HQkxMDCoqKuDm5kZZVK21tRW3bt3CpEmTYGdnBykpKUp0DAYGgwE/Pz/Iyspi8+bNGDNmDNWSKMXPzw+HDh1CSUkJFBUVqZYzYuh0Ou7du4c7d+4gNjYWDAYDK1aswJYtW2Bvb8/315ieno7Xr1/zfZcNjUZDUFAQ7t69i7i4OLDZbKxatQoODg5wcHAQmOvd27dv4eXlhUWLFmH16tX9ru3q6oKHhwfMzc2xaNEiAO9qlC5duoRdu3ZBWVkZAGBkZAQDAwNcvHiR5/opQmxoBktNTQ00NDQQERGBlStXUi2H54SFhaGzs5PSO6iRwGazcePGDWhqamLVqlV8P39DQwNu3ryJJUuWwNTUVChSlQwGA/7+/mAymXB0dIS0tDTVkiihs7MTmpqaOHbsGI4ePUq1HJ6QlJQELy8vREZGorS0FEpKSpg/fz709fWxcuVKWFhY8NTkpKamorKyEps2beLZOWg0Gh4/foy4uDikpaUhLy8PtbW1UFVVhYWFBVxdXbF69WqBi0jW19fj5s2bMDIyGvC7hhCCgIAASEtLY+PGjZzfeXt7Y86cOZxrX0JCAtasWYPi4mJMnz6d56+BIsSGZih89dVXCAoKEqp+J8NFFFJPb9++hYeHB7Zt2wY1NTW+nbeyshJ+fn6wsLAQmHqZwcJmsxESEoLa2lq4uLhgwoQJVEviO59++ikiIyORmZkpcF92vKCjowNxcXGIi4tDamoqcnJyUFVVxVOT8/z5c9TV1WH9+vVcOd5fzUtqairy8/NRW1uL6dOnY/78+TAwMMCqVatgZmZGeRq6P8rLy3Hr1i1YW1tDT09vwPVpaWl49uwZ9u3bx4kA/3eqCQC0tbWxefNm/PTTTzzVTzFiQzMUWlpaoKamht9++w07d+6kWg7PEYXUU1FREYKCgrBv3z6+1K8UFRUhMDAQdnZ2fGmWxwsIIYiJiUF2djbc3NxEIuUyWIqLi6Gnp4eIiAihbV/ADd5ncqZMmYIZM2ZAWVkZ06dPx8yZMzFr1iyoqalBU1MTc+bMGVRq9dmzZ3jz5s2ghjWyWCy8evUKJSUlKC0tRXl5OaqqqlBdXY36+npUV1cLpXn5bwoKChAUFITNmzdj3rx5A64vLy+Hn58f9uzZAyUlJQB9p5quX7+OTz75BK9evRLIGj4uIjY0Q8XT0xNffPEFqqurMXbsWKrl8BxhTz0BQGJiIrKysuDu7s7TOpYXL14gIiIC27dvx6xZs3h2Hn7x7NkzJCQkwMXFRZTD1D0wMzPDtGnTcOvWLaqlCBwdHR1ISEhAXl4ex1TU1NSgvr4eb968QVNTE9rb2yEnJ4dJkyZhypQpmDp1KuTl5TF27FiMHTsWUlJSGDt2LGg0GhgMBhQVFcFkMsFkMsFgMMBkMtHW1ob6+no0NDSgubkZNBoN48ePx6RJkzB58mRMnToV06dPx4wZMzBr1izMmzePs5NHWMnIyEBkZCScnJygqqo64Pq3b9/i8uXL2LBhA+fGqa9UE5PJhIqKCk6dOoXdu3fz8iUIAmJDM1TYbDY++OAD6Orq4vr161TL4TmikHoihCAoKAhMJhP29vY8qWdJTExEcnIyXF1d+dpwi9dkZ2fjwYMH2LZtG+bMmUO1HJ7i7++Pffv2obi4mLNTRMzQ6OzsRFlZGYqLi/H69Wu8fv0ara2tPQwLk8lEU1MTWCwWlJSUOGan+0dOTo4T9VFXV4empqbQRogHghCChIQEpKSkwM3NjRNp6Q8GgwFPT0/o6Oj0qLHpK9W0c+dOZGVlITU1dTSkT8WGZjikp6fDxMQEmZmZorr9rQeikHpiMpm4du0atLS0YGpqyrXjEkIQERGBoqIiuLq6imRIt6SkBP7+/rCyshK6mqDBwmAwoK6ujk8//RTHjh2jWo7IM5SUk6jCZDLx4MEDVFZWwtXVFQoKCgM+p7sIuLvnVvfNWV+ppuLiYujq6iIhIWG09J0ZlKEReVs3VPT19eHq6gp7e3uqpfAFNTU1LFy4EGFhYRiiuRUYxo4di+3btyM1NRV5eXlcOSaLxcK9e/dQUVGBPXv2iKSZAQANDQ3s2bMH8fHxePjwoUg24Pv5558hKysrFK34RQFJSUmRfB8Nlra2Nty4cQMdHR1wd3cflJkB3u1WevPmDTZu3MgxM4QQ3L9/H8bGxhwzAwD29vZwc3MbLWZm0IgNTR+cOHECpaWl8Pb2ploKX7CyskJNTQ1evHhBtZRhIy8vD0dHR9y/fx+1tbUjOhadToefnx86OzuxY8cOoY1cDRYlJSXs27ePsx29o6ODaklcg0aj4cyZMzhx4sRoCMsLBKPZ0FRXV+PSpUtQV1eHo6Mjxo0bN6jn5efnIzk5Gdu3b+9RC5iQkAAmk9kj/eTt7Y3S0lL87//+L9f1CzviT3gfKCoq4j//+Q8+++wzMJlMquXwHCkpKTg4OCAiIgL19fVUyxk2M2fOhI2NDfz8/NDe3j6sY7S3t+PGjRuQk5PrdXERZWRkZODi4gJlZWVcvnxZqN8Hf+Xrr7+GhoaGUBe+Cxuj1dBkZ2fD29sb1tbWA3b//St1dXWc0Sl/jeaUl5cjKSkJ9vb2HDPOZDLx2Wef4fTp06Nqh+JgERua97Bnzx5Mnz4dBw4coFoKX1BWVoalpSXu3r0LBoNBtZxho6urC21tbdy6dWvIr6N7SrC6ujo2bdo06u7oJSUlYWNjAxMTE1y7dg0FBQVUSxoRtbW1uHr1Kn799VeqpYwqRpuh6W6FEBERATc3N+jo6Az6uTQaDX5+frC2tu6xA6qjowP+/v7YuHFjD5Ozf/9+zJgxYzTsahoW4qLgfkhNTYWpqSlevnwJdXV1quXwnO6itHHjxmHDhg1Uyxk2hBD4+/uDxWJh27ZtgzImtbW18PHxwYoVK7Bs2TI+qBRsysvLcefOHejr6wtkx9XBsGPHDlRWViI6OppqKaO1/RrmAAAgAElEQVSKnJwcZGVlYfv27VRL4TltbW24d+8eurq64OjoOKTt5V1dXbh27RoWLFjQYwQCIQS3bt2CoqIibGxsOL/vLgSOi4uDgYEBV1+HECAuCh4pH3zwAZydnUdNgbCEhAQ2bNiA0tJSvHz5kmo5w0ZCQgKbN28GnU5HaGjogMXOr169gpeXF6ytrcVm5v8za9YsHDhwAOXl5bhx4wbevn1LtaQhUVJSgoCAAJw5c4ZqKaMOeXl5tLa2Ui2D55SVlcHDwwPKysrYtWvXkMwMk8mEn58fVFVVe+3MTE5ORmtrK2eydjcODg5wcXEZjWZm0IgNzQCcPHkSxcXFo6IvDQCMGzcODg4OCAsLw5s3b6iWM2zGjh0LR0dHVFdX4/Hjx+9dl5eXh9u3b2Pr1q2c4W9i3iEnJwc3NzdoaGjAw8NDqFJQn3zyCdasWQNdXV2qpYw65OTkRNrQsNlsxMbGclJC1tbWQxr4ymazERgYCBkZGaxbt65HrU1VVRWePHkCe3v7Hsf09PRESUkJTpw4wdXXImqIDc0ATJ48GRcuXMCnn36K5uZmquXwBRUVFZiamuLu3btCXRQ9btw4uLq64uXLl3j+/Hmvx1NTUxEaGsr50hbTG0lJSZiamsLR0RGhoaF49OgRWCwW1bL6JTU1FdHR0Th79izVUkYl8vLyoNFoQtsGoj9aW1vh5eWFsrIyHDhwAHPnzh3S8wkhePjwIdrb27F169Yeqdyuri7cvXsXtra2PZo/Njc34+jRo/Dw8BA3hRwAsaEZBE5OTlixYoVQ15UMlaVLl0JBQQGRkZFUSxkREyZMgJubG+Li4jiDRwkhiI2NRUJCAvbs2QMVFRWKVQo+s2fPxsGDB9HY2AhPT080NTVRLem9HD16FE5OTpg9ezbVUkYlY8eOhbS0tEht/wfezXLz8PDAnDlzsGPHDsjLyw/5GHFxcXj9+jW2b9/eY7wOIQQhISHQ0NDoVVS8YcMGmJiYwNHRccSvQdQRG5pBICEhgatXryIrK2vUpJ4kJCRgZ2eHvLw8oZ9ArqioCGdnZ4SGhqKkpAQPHjxAXl4e3N3dxXc8Q0BWVhZOTk5YtGgRLl++jJSUFIG7C4+MjERGRgZOnTpFtZRRjSjV0XR1dSEkJAT379+Hvb39sIvk09LSkJ6eDldXV4wfP77HY90Tyv9aBAy8SzVlZWXhypUrPBnrImqIdzkNAV9fX3z00UcoLS3FpEmTqJbDF6qrq+Ht7Y0dO3YI/RDD4uJi+Pr6Ytq0adi5c+egm16J6U19fT2CgoIgLS2NTZs2CcznwcDAAObm5uKt2hTj5eWF5cuXDzklI2iUlpYiODgYc+bMgY2NTS8jMlhyc3Px4MED7N69G1OmTOl1Dn9//143WM3NzZgzZw4uXrw4KnaMDYB4lhO3IYRgw4YNaGlpQXx8PNVy+EZ2djYiIiKwf/9+TJgwgWo5w4LFYsHf3x/Nzc1oaWkRCYNGNWw2G4mJiXj69CnMzc3xwQcfUHoXGRMTg82bN6OyslKopzOLAoGBgZgzZ47Qzgfr6upCREQECgsLsXHjxhEZs7y8PISEhMDV1bVXerupqQlXrlyBvb19r9YgJiYmmDRpEu7fvy+Ozoi3bXOf0Zh6AgAdHR3o6uri9u3bAl8Q2hcsFgt37twBm82Gu7s71q9fD29v7xGPSBjtSEpKwsTEBLt370ZGRga8vLwoLZz/9ttv4ebmJjYzAoCcnBxoNBrVMoZFaWkpLly4ABaLhUOHDo3IzBQUFOD+/ftwcXHpZWa6urrg6+sLU1PTXmZGnGoaHuIIzTAYjamn7mZPsrKyPYanCTpMJhN37tyBpKQkHBwcOFshX758ifDwcOzYsaPH0Dcxw+Ov0RpTU1MYGRnxtRlfamoqVq9ejbKyMigpKfHtvGL6JikpCW/evIGtrS3VUgZNe3s7oqKiUFRUNOKoDPCuiDgwMBDOzs49ugAD/3c9nTBhAjZs2NDjeipONfWJOOXEK0Zr6qmrqwtXrlyBoaEhli5dSrWcAWEymbh16xakpaWxdevWXr0isrKy8OjRI7Gp4SINDQ148OAB2traYGtrCzU1Nb6cd926dVBSUoKXlxdfziemf7Kzs5GdnS0UO3PYbDbS0tLw+PFj6OjowNzcfNi1Mt0UFhbi3r17cHJywqxZs3o9Hh0djVevXmHnzp29rksmJiZQVFREcHCw0Nw48oFB/UWMHXiJmP+mO/WkpaWF69evY9euXVRL4gvjxo2Ds7Mzrly5gqlTpwr0OAgGgwE/Pz/Iyspiy5YtfUYLFi9eDAkJCXh5ecHV1VVcU8MFlJSUsGPHDuTk5CAgIABqamqwtrYe1hbXwVJYWIjY2Fih340nSgjLLqeKigo8ePAAY8eOhZubG1euAQUFBQgKCnqvmXn58iUyMzOxf//+XmamO9VUUFAgNjPDQByhGQG+vr44dOgQCgoKRtUd/vuq8gUFBoMBX19fyMnJYfPmzQOmPrKzsxEWFtZn0Z6Y4UOn0/HkyROkpaVh1apVWLp06ZA6qg4WR0dHdHV1ISgoiOvHFjM8WlpacOnSJRw7doxqKX3S1taGqKgoFBYWwsrKCrq6ulwxEN0FwM7Ozpg5c2avx/vbNVpXVwctLS1xqqlvxCknXkMIgbOzM16+fCnUs4+Gw/Pnz/H8+XO4u7uPODzLTeh0Onx8fDBp0qQhTczOzc1FaGgotm/f3uddlZjh09DQgLCwMLS2tmLNmjXQ1NTk2t1nVVUV5s2bh2fPnolHVwgQhBCcOnUKhw4d4ml0bqiwWCykpKTgyZMnWLx4MczMzLh2/Xr58iUePnwIFxcXzJgxo9fjra2tuHLlCtasWQNtbe1ej3dvvvD19eWKHhFDbGj4AY1Gg7a2NjZs2IA///yTajl8o7uFd21tLdzc3Hp0vaSKrq4u+Pj4YMqUKcMqXO7Oe9vZ2UFLS4tHKkcnhBDk5eUhKioK8vLysLS07FUoORz27duHkpIS8URtAcTb2xtGRkaYP38+1VJACEFWVhZiYmKgpKQEKysrTJs2jWvHf/bsGRITE+Hi4tLncTs7O3Ht2jXo6Ohg1apVvR4/dOgQQkNDkZOTI96l1zdiQ8MvMjIysHLlSty7dw/W1tZUy+EbhBD4+/uDxWJh27ZtfN3V8t/Q6XTcvHkTSkpKvXYNDIWKigr4+fnBysoKS5Ys4bJKMWw2G+np6YiNjYWqqiosLCyGvSuppaUFqqqqePjwIVauXMllpWJGSlRUFMaMGQMzMzPKNBBCUFRUhKioKIwdOxZWVlaYM2cOV48fHR2N3NxcuLm59bnrlclkwtvbG9OmTcPatWt7XZvCw8OxdetWJCYmQk9Pj2vaRAyxoeEnf/zxB7799luUlJSMmq3cwLsPq4+PDyZPnoz169dTUsjWnWaaPHkyV7aUNzQ0wNvbG4aGhli5cqW4OI8HMBgMJCcnIzExEfPnz4eZmRkUFBSGdIzPPvsM8fHxSE5O5pFKMSMhJycHGRkZcHFxoeT85eXliIyMRHt7OywtLTF//nyufpbZbDbu37+P+vp6ODs799l0lM1m4+7du5CUlIS9vX2v8zc3N0NTUxPff/89/va3v3FNmwgiNjT8hBCCTZs2oaqqCqmpqVTL4StdXV24fv06tLS0+H431l0ArKCgADs7O65dsN6+fYubN29CXV0dNjY2YlPDIzo6OpCQkIC0tDQsXrwYK1aswMSJEwd8HoPBwLRp03Djxo1RNTRWmGhubsaVK1fw+eef8/W85eXliI+PR01NDczMzKCnp8f16DGDwcDdu3fBYrHg6OgIaWnpXmsIIQgNDcWbN2/g4uLSZ1rewMAAqqqqCAoKEl9j+kfcKZifdG//raysxD/+8Q+q5fCVcePGwcXFBZmZmUhJSeHbeZlMJvz8/CAnJ4dNmzZx9YKgoKCA3bt3o7q6GgEBAULZIVkYkJGRgZWVFQ4dOoQxY8bg4sWLCAoKQkNDQ7/Pu3z5MhQVFcVmRoCZOHEiWCwWX7Zvd6eWrl27hoCAAMydOxdHjhyBvr4+181MR0cHvLy8MH78eDg7O/dpZgAgNjYWVVVVvSZrd/PFF1+guroaN27cEJsZLiGO0HCZZ8+ewcLCAuHh4TAxMaFaDl958+YNrl27hrVr1/ZZxc9NupvmjR8//r19ZrgBg8GAv78/GAwGHB0dxQMteUxHRweSk5Px/PlzzJ49GyYmJn3uGNHV1cX27dvx9ddfU6BSzGDhdWEwm81Gbm4u4uPjwWazsXLlSixatIhn14OWlhbcvHkTc+fOhbW19XuNSEpKChITE+Hu7t5nkW98fDxsbGwQExMjFE1KBQBxyokqTp48iV9++QVlZWWQlZWlWg5f6e6zsG3bNq4W3/0VJpOJ27dvQ0pKCvb29jwvRmaz2QgNDUVFRQWcnJygqKjI0/OJeVcXlZ6ejsTERCgpKWHFihXQ0NCAhIQEUlJSYGZmhpqaGvGOEAGHV4XBDAYDWVlZSEhIgKysLExMTKClpcXTSEdFRQVu374NY2NjrFix4r3rcnNzERYWht27d/fZp6u9vR1z5szB3//+d/z973/nmV4RQ2xoqILNZsPa2hqdnZ1ISEigWg7f6W68x4tGdd2DJiUkJHrMZuI1hBAkJycjLi4ODg4OPDNrYnrCYrGQlZWFpKQkMJlMGBoa4uTJk5CSksKtW7eolidmAHJycvDixQs4Oztz5XiNjY1ISUnBixcvoKqqihUrVkBNTY3nKZsXL17g0aNH2LRpU7/RptLSUty9exdubm7vvfatXLkSMjIyePToEaU7Q4UMsaGhkoaGBixcuBDu7u44ceIE1XL4Tnejuh07dnCt3wOLxeJsE3d0dOSbmfkrJSUlCAgIwOrVq2FkZMT3849WCCEoLy9HXFwcDhw4gBMnTmDr1q19pqPECA7cKAxms9koKCjA8+fPUVNTA319fXzwwQd8iZSy2WxERkYiLy8Pzs7OmDp16nvXvnr1Crdv3+43Ov3FF1/A09MTubm54iGqQ0M8y4lKlJSUEBYWxvnic3BwoFoSX1m4cCFYLBanzfdIR0Ow2WwEBgaCyWRSZmYAQENDA+7u7vDz80NtbS3WrVtHmZbRhISEBGbPno3i4mLMmzcPenp6uH37NuTk5GBoaAhtbe33FmeKoY6/FgYPtWPw27dvkZGRgdTUVEycOBGGhoZwdnbmWxPPzs5Ozg3U/v37ISMj89615eXluH37Nuzt7d9rZm7fvo1z587hyZMnYjPDI8QRGh7j4+ODgwcPIiUlRSA6ZvKbrKwsREREYOfOncP+EA9m+yO/6erqQkBAALq6urBt27Y+e1CI4T7q6ur46quvcODAAbDZbBQWFiI1NRWvX7+GlpYWdHV1oaGhIQ7lCxC+vr5YtGgRFi9ePODazs5O5ObmIjMzEzU1NdDW1oaRkRHfB8c2NDTAz88PmpqasLGx6ff9VFFRAV9fX2zZsgVz587tc01ubi6WLl0KDw8PrqXfRhnilJOg8MUXX+DGjRsoKSkZdUXCwLv8c1RU1LBNzePHj5Gfn4/du3cL1C4jNpuNmJgYvHz5Ek5OTlxtpS6mN6Ghodi5cydqamogJSXV47G2tjZkZ2cjMzMTzc3NnLk4M2bMEG+JpZjU1FSUlZXB3t6+z8dZLBYKCwuRlZWF4uJiqKurY/HixdDS0qLk5qWoqAj37t2DhYUFDAwM+l1bWVkJHx8fbN68GfPmzetzDY1Gw9y5c7Fr165RWX7AJcSGRlBgs9lYu3Yt6urqkJGRQbUcSsjIyEB0dDR27NjRbx76vxlo+6MgkJWVhYcPH8La2lo8LoGHWFlZYd68eTh//ny/6xobG5GVlYWsrCwAwKJFizB//nyoqKiIzQ0FtLa24s8//8SxY8c46Vkmk4nS0lLk5eUhNzcXU6dOha6uLrS1tftN7fASNpuNJ0+eIDU1Fdu2bcPs2bP7XV9eXg4/P78BC4WXLFmCadOmISwsTBw5HD5iQyNIvH37Fnp6eli+fDl8fHyolkMJmZmZiIiIGHRNTW5uLh48eIA9e/b0uf1RkKirq8Pdu3ehoqKC9evXi+s5uExlZSXmzp2L3NzcQe8wI4SgsrISOTk5KCgoAJ1Oh5aWFubPnw91dXWBSF2OFi5dugQTExN0dXWhoKAAJSUlmDZtGrS0tKCjo0P5uJjW1lYEBARAQkICW7ZsGbDe5/Xr17h161a/kRkAcHFxwbNnz5Cenj7k0R5ieiA2NIJGcXEx9PX18f333+PTTz+lWg4lvHz5EuHh4XB1de03L15WVoY7d+70u/1R0KDT6QgLC0N5eTkcHBz4nvcXZT799FPOUMvh0tDQgIKCAuTn56O2thbq6urQ0tLC3Llzh1ywKmZgCCGor69HYWEhkpOT0dbWBi0tLWhpaWHevHkCU3dWVFSEoKAgGBoaYtWqVQNGUbp3M23duhWamprvXfef//wHx48fR1paWr/rxAwKsaERRKKiorBp0yaEhYXB1NSUajmUkJ2djbCwMDg5OUFVVbXX4zU1NfDy8oKDgwPU1dUpUDgyMjMzER4eDjMzMxgaGorTHFxATU0NP/zwA3bs2MGV47W3t6OwsBD5+fkoKyuDjIwM5syZw/kRG5yhQwhBQ0MDSktL8erVK5SVlWHcuHHQ0NDAtGnTkJiYiI8//lhgPg8sFgvR0dF4+fIltmzZMqjIX1FREQIDA2Fvbw8NDY33rnv8+DHWr1+P4OBgWFpaclH1qEVsaASVs2fP4vjx48jJyRm1d/EFBQUICgrqFbJtamqCp6cnbGxsoKOjQ6HCkdHY2Ii7d+9CUVERmzZtwvjx46mWJLQkJCTA1tYWDQ0NvYqBuQEhBLW1tSgrK0NZWRlevXqFCRMmcMzNzJkzMWnSJIH5IhYUWCwW6uvrUV5ezjEwUlJSPYxh96BRQgjOnj0LFxeXEbdw4AbNzc3w9/eHjIwM7OzsBhUtyszMxKNHj+Do6NhvfU1VVRV0dHRw/PhxfPzxx9yUPZoRGxpBhRCC3bt3IzY2FgUFBaO23qK8vBy3bt2CtbU19PT00NbWhqtXr2Lp0qVYtmwZ1fJGDJPJxKNHj1BYWAh7e/s+o1FiBsbNzQ2dnZ24e/cuX87HZrM5BufVq1eoqqoCk8mEiooKVFRUMGPGDKioqIwqk9NtXqqrq1FVVYXq6mrU1dVh4sSJmDlzJsfA9FcLExYWBjk5OaxatYqPynuTm5uLkJAQrFy5EsuXLx/Uv+HTp0+RlJQEV1fXfg0ZnU7HvHnzYG5uDk9Pz1Hz/uADYkMjyNDpdFhaWqKlpQUZGRmjtvq9vr4eN2/ehIGBAfLz86GpqQkLCwuqZXGV7q7J+vr6WL16tbgYdQiw2WxMnToVt27dgpWVFWU6aDQa54u8+0u92+QoKSlhypQpnJ+JEycK7RcZk8lEU1MTGhsb0dDQgMbGRtTX13PMS7eZU1FRwfTp04fURqGkpAQxMTHYu3cvD1/B++no6MDDhw9RXl6OrVu3DuoGgxCCyMhIFBQUwM3NjRNx6gs2m40lS5Zg4sSJiIqKGrU3qjxCbGgEndbWVhgbG2P69OmIioqiWg5lNDU14fz585g0aRI+/PBDkTR3NBoNoaGhaGxsxObNm8Ut+weJv78/Dh8+jMrKSoF7X9BoNFRXV6OxsbHHT3t7OyZPnowpU6Zg8uTJUFBQgJycHOTl5SEvLw85OTlKTC0hBHQ6Ha2trWhtbQWNRkNraytaWlo42ltbWzFp0qQeBk1JSWnI5qUvWCwWfvnlF/ztb3/jewuG/Px8hIaGYsGCBbCyshqU2WCxWAgODuY09BxoO7mFhQVqa2uRlJQkrsHiPmJDIwzU1dXBwMAApqamo3I7NyEEgYGB6OjoQGdnJxQVFWFnZyeS4wQIIZxdXuJozeCwtbXFrFmzcPHiRaqlDBo6nY43b970MAnd5oFGo4FGo0FKSopjbsaPH49x48ZBSkoK48aNg7S0NOe/0tLSGDNmDCQkJDg/wLv3UvcPk8lEV1cX6HQ66HR6rz93dHRwzg+gh7GSl5eHgoICx7woKiry1DjevXsXGhoaAzas4xZ/jcps2rRp0Fv+6XQ6Zwjutm3bBqzdcnZ2RlxcHNLS0gSiRkgEERsaYaG4uBiGhobYt28fTp06RbUcvkEIwaNHj1BVVQU3NzcA7y543cMnRTVkK47WDI6Ojg4oKSnh6dOn0NXVpVoO1yCEoKOjg2NwOjs7+zQj3f/PZrM55oXNZvcwNxISEhg7dizH/PzVCHX/WUZGhmNgqO60nZmZiZcvX8LFxYXn5xpOVAZ4twPOx8cHU6dOxYYNGwa8ufr888/h6emJlJSUfnc+iRkRYkMjTKSnp8PU1BT//ve/R02PmoSEBLx48QJ79uzhhHPZbDbu37+Puro6ODs7C2x34JEijtYMzLlz5/D7778jLy+PailiuASdTseZM2dw8ODBfutRRsJwozLAu/S3j48P5s+fD0tLywFroc6cOYNvvvkGcXFx4i7hvEVsaISN6OhobNy4EZ6ennB0dKRaDk958eIFYmJi4O7u3quDJiEEsbGxSE9Ph5OTk9A01hsO3dGahoYG2NraCmXfHV6xfPlyWFhY4Mcff6RaihguEhYWhnHjxnG9+L/7JiEiImLIURkAKC0thb+/P0xNTbF06dIB19+6dQvu7u4ICQmBubn5SKSLGRixoRFGbt++DXd3dzx48EBkG+8VFhYiKCgIu3bt6neuU05ODkJDQ7Fu3TosWrSIjwr5CyEEeXl5CP9/7d15VFN32gfwLyi4AcoOYQmIgFAJOJJiDQiIU6utGy6t1rq1jlqnjO301JnOdM5MZ2mdduxYR52q1Wrpoi3ajkqllYJsVomyQ9kUIksSwIQQCCTk3vcPX3K0agUEbpbnc849hII3z0lJ7vf+1rQ0+Pj44Je//KXFL5Muk8nA5/Nx7do16pIzMy0tLTh27Bi2b98+ZGPl5HI5UlNT0dPTYxh31V8sy0IsFuPChQtYtmxZv24qMjMz8dRTT+HIkSNYsWLFw5RO+qdfgYbauI3MypUrIZVKsXDhQuTl5Zn04nL30tDQgK+++gqrVq164CaVoaGhcHJywueffw6ZTIY5c+aY7HTYn2NlZYWQkBBMmTIF2dnZ+O9//wuRSISZM2ea5eDo/ti3b59ht2xiXlxdXeHi4oKKioqHvlHp7u5GZmYmSkpKEBcXhxkzZgxoULNer0dqaipu3LiB559/Ho6Ojg/8N2VlZVi0aBHefvttCjNGhlpojNTrr7+ODz74AAUFBQ/c9dVUtLS04OjRo1i8ePHPbuj2U52dnThx4gTGjh2LxMREzgc2Dre2tjacO3cOSqUS8+fPt8iBhtOnT8czzzyDHTt2cF0KGQbl5eW4fPky1q9fP6h/z7IsSkpK8N133yEwMBAJCQkD3huq73Nl3LhxWLp0ab8+VyQSCaZPn44tW7ZQV+jIoi4nU8ayLLZs2YJTp06hsLDQ5O9UVSoVDh8+jLi4uEENnrv9TuqZZ54x+t23HxbLsqisrERaWhp4PB7mzZtnMd1QCoUCnp6eqKurs9itQcydXq/H7t27sWbNmgFPc5bJZEhNTYVOp8OCBQsGtQK3VCrF559/DoFAgPj4+H61/DY0NGD69OlITEzEf//7X7NsLTZiFGhMHcMw2LRpE86cOYOioiKT/XDX6XQ4cuQIQkJCHmrZ89v7uhMTEy2i5UKn0yEnJwf5+fmIjIyESCQy+xaqvXv3Yt++fSgrK+O6FDKMMjMz0dnZiSeffLJfv69SqXDhwgX8+OOPiI+Pxy9+8YtBrZkzmLF5UqkU4eHhWLhwIQ4ePEhhZuRRoDEHDMNg/fr1+Pbbb1FcXGxyizaxLIuTJ0/CysoKS5cuHZIPgr7ZCH3jTCzhw0WpVCIzMxM1NTUQiUQQCoVmO8177ty5EAgE2LVrF9elkGGkUqmwf/9+bN++/WdDukajQW5uLq5evYrp06cjOjr6gav23gvDMMjIyEBJSQmefvrpfs+elMvlEAgEmDdvHo4cOWJ0K1ZbCAo05oJhGDz33HPIyMhAcXExXFxcuC6p33JyclBRUYH169cP6U7JCoUCKSkpmDBhAhYvXozx48cP2bmNmVwuR3p6OmQyGeLi4iAQCMzqA1an08HJyYnW9bAQJ06cgL+/P4RC4V0/0+l0uHTpEi5evIjg4GDExcUNuttVpVIhJSUFo0ePxtKlS/u9vlVra6uhW+rjjz82q/eaiaFAY070ej2effZZZGVlobCw0CRaavpW6nzhhReGZfyHXq9Heno6ysrKkJiYCD6fP+TPYawkEgnS09Oh0WiQkJCAoKAgs2ip+uqrr7Bt2zY0NjZyXQoZAdevX8c333yDrVu3Gv5+GYZBQUEBLly4AG9vb8yZM+ehbuKqqqrwv//9D1FRUYiOju73+0QulyM8PByxsbH45JNPLHbGoZGgQGNu9Ho9nnvuOXz//fcoLCw06jE1LS0t+Oijj7Bq1apBDdobiL4PrEcffRTR0dEWcxfFsiyqq6uRnp6OMWPGID4+Hn5+fiYdbFatWgVra2t88sknXJdCRgDLsti3bx8WLFgAPp+PiooKZGRkwN7eHnPnzoWXl9egz63X63H+/HmUl5dj2bJlA5otKpVKERERgYSEBBw7dozCDPco0JijvjE1aWlpKCgoMMrZTxqNBgcPHsTs2bNHrNtApVLh5MmTsLa2RmJiotlumXAvDMOgpKQEWVlZGD9+PKKjo022xYbH4+GDDz7AwoULuS6FjJArV64gLy8PADBu3DjEx8dj8uTJD/X3q1Ao8OWXX8LOzm7AXdJNTU2IiIjA/PnzacyM8aBAY676Zj+dPn0aYrHYqNapYRgGycnJ8PDwwOOPPz7iz33hwgVcvXoVS5YsQUBAwIg+P9cYhkFFRQVycnKg179JMP8AACAASURBVOsRHR2NadOmmcwH8pUrVxAXFwelUkl3xBZAq9Xi6tWryMvLQ3d3N2JiYgbUJXQ/ZWVlSE1NRUxMDKKiogZ0PolEghkzZmDx4sU4cOCAybx3LAAFGnPWt07Nl19+iaysLKNZUfibb75BW1sbVq9ezdmHwfXr13Hq1CmEh4cjLi7O4i6OLMuitrYWOTk5aG9vx6xZsxARETGkg7KHw/bt21FeXo5vv/2W61LIMNJoNLh06RLy8/PB5/MRHR0NlUqFjIwMbNmyZdCBRqfTIS0tDdeuXcPy5csH3HpdVlaG2bNnY8WKFdi/f79JtnCaMQo05o5lWfzhD3/A3r17cfr0ac73fuq723rhhRcwduxYTmtRq9X4+uuvoVarsWTJEri7u3NaD1du3LiBnJwcNDY2IioqCpGRkYOa8joSQkND8dJLL2Hr1q1cl0KGgUqlwsWLF1FYWIipU6dCJBIZBvuyLIvDhw9DKBRCIBAM+NwSiQRff/01eDwennzyyQF//mRmZmLRokV46aWX8Le//Y3CjPGhQGMp9uzZg9///vc4fPgwZ7t0SyQSHD9+HBs2bDCaaeUsy6KwsBDnz583DBi2tNaaPnK5HLm5uaisrERoaCiEQqFR7WLe0tICb29vyOVyTJw4ketyyBBhWRbXr19Hfn4+6urqEB4ejscee+ye/4/r6+sNs9z6u8aSTqfD999/j9LSUixYsAAhISEDrvH48eN4/vnn8fbbb+PXv/71gP89GREUaCzJiRMnsGHDBvz973/H9u3bR/S529vbcejQISxatGhAezSNlPb2dpw5c8biW2uAWy1XBQUFEIvFsLe3h1AoxCOPPML5In0HDhzA7t27aXVgM9Hd3Y3CwkKIxWKMGjUKQqEQYWFhD1zl+tNPP0VAQACioqIe+By3t8rMnz9/UGtR/fvf/8Yf/vAHfPTRR7TRpHGjQGNpMjIysGjRImzZsgXvvPPOiDynTqfD4cOHERYWhlmzZo3Icw4GtdbciWEYVFdXIz8/H83NzYiIiEBkZGS/dhseDitWrICDgwM+/PBDTp6fDI3m5mbk5+ejoqICU6ZMgVAohI+PT7+7cKRSKZKTk/HSSy/dN/wMRasMAPz2t7/FgQMH8L///Q/x8fGDOgcZMRRoLFFBQQESEhLwxBNP4NNPPx3W52JZFikpKRg1ahSWLFliEv3O1Fpzt5s3b0IsFqOoqAheXl6IiIhAUFDQiLba+Pn54Z133qG7ZBPU3d2N8vJyFBQUQKVSITIyEtOnTx/00gknT56Es7MzYmNj7/rZULTKALfWO0pLS8P3339PK1KbBgo0luratWuYPXs2goKCcP78+WGbbZSVlYWqqiqsX7+e8y6LgaDWmnvT6XQoKytDcXExmpubERISgrCwsGFfrE8mk8HX1xc3b97EhAkThu15yNDp7e1FTU0NiouLce3aNUyePBnh4eEIDAx86M8bhUKBgwcPYtu2bYa/B61Wi4yMjIdulWEYBgkJCaiurkZWVpZFbHBrJijQWDKZTIb4+HiMHj0aYrEYtra2Q3r+H3/8Eampqdi0aRPs7e2H9NwjRaVS4ezZs2hra8P8+fMtbt2an6NSqVBaWori4mJoNBpMmzYNAoFgWFq0PvjgA7z//vs0fsbIsSwLiUSC4uJiVFRUwM3NDWFhYQgNDR3ymXOpqamwtrbGvHnzUFFRgW+//Ra+vr544oknBt0q093djUcffRR6vR4ZGRkmsX0MMaBAY+k6OjqwYMECSCQSXLp0aci2SpDL5Th69ChWr179UEuTG4vKykqcO3cOPB4Pjz/+OM2y+Qm5XI7i4mKUlJRg7NixCAsLwyOPPDJk422WLVsGR0dHHDp0aEjOR4YOy7KQyWQoKytDSUkJbG1tIRAIEBYWNqzvE7Vajb1798LFxQU9PT1YsGAB/Pz8Bn2+pqYmPPbYY+Dz+Th79qzJ3oRZMAo05FZTbd+qwl999dVDr1XT1dWFQ4cOGXZ6Nhc6nQ65ubm4fPkyHnvsMTz22GMm1Y02Em6/Q6+srMT48eMRHByMoKAgeHt7D7pbis/nY9euXVi2bNkQV0wGQ6/Xo66uDpWVlaiqqoKVlRVCQkIMLXTDPVZOq9UiKysLly9fxrhx4/DrX//6oRaFzMrKwuLFi7Fo0SIcPHhwyFuryYigQENuYVkW77//Pl5//fWHmtat1+uRnJwMHo+HX/7yl0NcpXFQKBQ4d+4cdUM9AMuyaGxsNFz0Ojs7ERgYiODgYEyePLnfFw2pVAo+nw+lUmm0C/5ZAo1Gg+rqalRWVqK2thaurq4ICgpCcHAwXF1dR2TAP8uyhpWi+Xw+5s6di6+++goBAQEQiUSDOueuXbvwxhtv4K233sJLL71kEhMXyD1RoCF3Sk9Px9KlS/HUU08NagZUamoqlEolnnnmGbPf46Sqqgrnzp2Dh4cH5s2bR91QD6BQKAzhprGxEX5+fpgyZQr8/Pzg4uJy3wvJ/v37sXfvXpSWlo5wxZaNYRhIpVJcv34d1dXVaG5uhr+/P4KDgxEYGDjim7u2tLTgm2++QWdnp2HnbQBQKpU4ePAg1q9fD1dX1wGdc9WqVUhNTcWpU6cwZ86c4SibjBwKNORutbW1mDt3LiZOnIi8vLx+D7ArKytDeno6fvWrX3G+rcFI6e3tRW5uLi5dugShUIhZs2Y9cGEwcutuv6amBteuXUNdXR10Oh38/PwMh7OzsyHgJCYmwsXFBQcOHOC4avPWF2Dq6upQX1+P+vp6ODg4gM/nIzAwEP7+/pzs9dXZ2Yns7GyUlJQgJiYGjz766F03S2KxGIWFhdi4cWO/bqTUarVhf6jvvvuOWlnNAwUacm8qlQorVqxAUVERMjIyHjgFUqFQ4NChQ3j22WcHvOGbOVAqlcjMzERNTQ1EIhGEQiGNrxkApVKJuro6w6HX6+Hn5wc+n4+lS5di9+7dSExM5LpMs6LX6yGXyw2vuUQigZ2d3R3Bkssp8lqtFhcvXsSlS5cwbdo0zJ49+76tQizL4uOPP+5X11NFRQXi4+MRHh6OL774Ag4ODsNRPhl5FGjI/TEMg9///vfYt28fjhw5guXLl9/z9/R6vWEl4JkzZ45wlcZFLpcjPT0dMpnMMCja3LvehhrLsoaAU1ZWho0bN+KNN96Aj48PPD09wePxwOPx4OTkROMd+kmv16OlpQXNzc1oampCc3OzYU8sPp8Pf39/8Pn8Ee9Gul+tV65cQXZ2Nvz9/REfH9+v2XL96Xr68ssvsWHDBmzbtg3/+Mc/6L1pXijQkAf79NNP8atf/Qrbtm3Dzp077/p5WloaFAoFnn76abrA/D+JRIL09HRoNBokJCQgKCiIXptB+OKLL7Bjxw6UlpbecTFuampCd3c3PDw8DCHH3d0djo6OnHSLGJOenh60tbVBJpPdFV48PT0Nr5eHh4dRdY+yLIuSkhJkZGTAxcUFCQkJA15G4ue6nl577TXs3bsXhw4dwqpVq4aydGIcKNCQ/hGLxZg/fz4CAwNx/vx5w7iaqqoqnD17Fps3bx70YlbmimVZVFdXIz09HWPGjEFCQoJhICPpn9/85jeoqanB2bNn7/pZV1fXHSGnpaUFCoUCdnZ2cHZ2vuuYOHGi2dyR6/V6KBQKtLW13XV0d3fDyckJ7u7uRhtebseyLGpqapCeng4bGxskJCQMej2Ze3U9dXV1Ye7cuaiursa5c+cwY8aMIayeGBEKNKT/Wlpa8Mwzz6C4uBinTp2CQCDAgQMHsHLlSvj6+nJdntFiGAYlJSXIzMyEi4sLYmJi6PXqp9jYWMTFxeEvf/lLv36fYRgolcp7Xui7urrg6OgIe3t72Nvbw87O7p6PuR77pNVq0dHRgY6ODqjV6rseq1QqtLe3w8HB4Z7BzcHBwSRaA1mWRW1tLbKzs9HV1YWEhAQEBwc/dO23dz1VVlYiMTERAoEAn3/+OVxcXIaoemKEKNCQgWEYBv/617/w5z//GcuXL8cLL7yAmJgYrssyCb29vSgsLERubi4cHBwQHR2NKVOmmMTFhyseHh745JNPkJCQ8NDn0mq1UCgUhoBwe1DoCwtqtRo2NjaYMGECxowZA1tbW9ja2t7x+PbvR48eDSsrqzsO4NbF+vZDp9NBq9Wip6cHWq3WcNz+fU9PD9RqNRiGuSto3R64HBwcMGnSJM6D12AxDIOKigrk5uait7cXIpEIYWFhQ9p6JhaLsXv3bpw6dQp//vOf8corr5hN6xy5Lwo0ZHAuXbqEdevWYcKECUhPT8ekSZO4LslkMAyDsrIy5OTkwNraGiKRCKGhofSB+xOtra3g8XhQqVQjtgwAy7LQaDTo7Oy8Z+D46WO9Xn9HcGEY5q6AY2VlhdGjR98VjO712M7ODmPGjDHLkKvX61FUVIS8vDyMGzcO0dHRwzK2TKlUYs6cOVCr1UhOTsajjz46pOcnRosCDRk8pVKJtWvXIicnB5999hnmzZvHdUkmpW+MTU5ODtRqNUQiEcLDw032znuo9Q0IvnbtGtelkIeg1Wpx5coV/PDDD3B1dUV0dDT4fP6whLa0tDSsXr0aIpEIx44doxsty0KBhjwclmWxb98+vPbaa1i3bh327dvHdUkmqb6+Hjk5OZDJZJg5cyZmzJhhtIM4R8r27dtRU1ODM2fOcF0KGYSuri5cvnwZ+fn58PPzg0gkGtY1qrZu3Ypjx47hnXfewdatW82ylYv8LAo0ZGgUFRVh4cKFsLe3R0ZGBtzc3LguySRJpVLk5OSgtrYW06ZNg1AotNjXMi4uDrGxsf0eEEyMQ2NjI/Lz8/Hjjz8iJCQEIpFoWAfjyuVyxMfHo6OjA6dPn0Z4ePiwPRcxahRoyNBRq9V44YUXcO7cObz33nvYsGED1yWZLJVKhatXr+LKlStwdnZGZGQkQkJCMGrUKK5LGzFDOSCYDC+dTofS0lKIxWJ0dXUhMjISERERw77S8JEjR/Dyyy9j/vz5OHjwoFEsDEg4Q4GGDL3PP/8cmzdvRlhYGM6cOUP92A9Br9ejsrIS+fn5aG1txfTp0zFjxgyz3wiTiwHBZODa2togFotRVFQEb29vCIVCBAQEDPsAd6VSiaeeegolJSU4cOAAnn766WF9PmISKNCQ4SGTyfD8888jNzcXu3btotaaIdDS0gKxWIySkhLw+XxERkZi8uTJZjlWgAYEGy+GYVBVVQWxWIzm5mZDyO7P9gRD4ciRI3jllVcQHR2NDz/80GK7ZMldKNCQ4cOyLI4fP06tNUNMq9WipKQE+fn56O7uRlhYGAQCwX33rzFFO3bsQGFhIdLS0rguheDWe1kqlaK4uBilpaWYNGkShEIhQkNDR2xW3k9bZVauXGmWYZ4MGgUaMvyotWZ4sCwLmUxmuMhMmDABYWFhCAsLg729PdflPZQlS5bAx8cHe/bs4boUi6ZQKFBSUoKSkhL09vZCIBAgLCxsxFfcpVYZ0g8UaMjIYFnWMLZGIBBQa80QYxgG9fX1KC4uxo8//ggej4ewsDCEhISY5PTviIgIbN68GVu3buW6FIvT1dWF8vJyFBcXo62tDaGhoRAIBPD29h7xFhFqlSEDQIGGjCyZTIaNGzciLy+PWmuGiU6nQ1VVFUpKSlBXV4cpU6bgkUceQUBAAGxtbbkur19cXV1x5swZREVFcV2KReju7kZ1dTXKysoMfzMCgQABAQGczazra5URiUT48MMP4e7uzkkdxGRQoCEjr6+1ZsuWLZg8eTJOnjwJf39/rssyS3132xUVFWhoaICvry+Cg4MRFBQEBwcHrsu7J41GAwcHB3R0dNAMp2GkUChQWVmJqqoqNDY2ws/PDyEhIZy36l2/fh2JiYm4du0atcqQgaBAQ7hz8+ZNvPbaa/jss8/w9NNP48CBA7Ts/zDq7u5GbW0tKisrUVNTg0mTJhnCjYeHh9FcNHJzc7F06VLI5XKuSzErLMuisbERlZWVqKysRFdXF4KCghAcHIzJkyfDxsaG0/p6e3uxadMmnDhxAqtXr8bOnTvh5OTEaU3EpFCgIdy7cuUKNmzYAKlUil27dmHNmjVcl2T2GIaBRCIxXNz0ej2CgoIQFBQEX19fTu/Q9+7di0OHDqGgoICzGsyFRqNBXV0dqqurUVVVhfHjxyM4OBjBwcHw8vIymhCbnJyMV155BTweD4cPH8YvfvELrksipocCDTEODMMY+sz9/f2RkpKCgIAArsuyCCzLorW1FZWVlaitrUVjYyPc3Nzg5+cHPz8/+Pr6jujYm23btkEqlSIlJWXEntNcaDQaSCQS1NXVoa6uDjdv3oSPjw+mTJmCoKAgo2vxqK6uxvLly1FXV4f33nsP69evp13nyWBRoCHGRaFQ4He/+x2Sk5OxbNkyHD58mLqhRlhvby8aGhoMF8Wmpia4u7uDz+fD398fPj4+wxpwHn/8cURGRuIf//jHsD2Hueju7oZEIsH169dRX1+PtrY2eHt7G8Ioj8czyu0yent7sXHjRqSkpGDNmjV4++23R2xhPmK2KNAQ41RQUICNGzeioaEB7777LtatW8d1SRZLp9PdEXCam5vh7u4OLy8veHp6gsfjwdnZecjurKdOnYo//elPWL169ZCcz1wwDIOWlhY0NTWhubkZDQ0NaGtrg5eXlyHAeHl5GWWAud3Ro0fx6quvwtvbG0eOHEFERATXJRHzQIGGGC+GYXD06FG8/PLL4PF4OHjwIEQiEddlWby+gNN3YW1qakJnZyc8PDzg6en50CHH3t4e+fn5mDp16jBUbxr0ej1aWloMr29zczPkcjkcHBzA4/Hg6ekJLy8v8Hg8k2nBzM3NxaZNm9DU1IR///vfWLt2LXUvkaFEgYYYv/b2duzcuRO7d+9GaGgokpOTERwczHVZ5DYajQbNzc2Goy/kuLu7w8PDA87OzoZj4sSJ972QyWQy+Pr6QqPRWMTFjmEYKJVKtLW1oa2tDa2trZBKpZDL5Zg4ceIdAdHDw8MkF0msqKjA2rVrUV5ejt/85jfYsWOH2W+uSjhBgYaYDqlUij/96U9ITk6GSCTCxx9/DA8PD67LIveh0WgglUohlUpx8+ZNw0W7q6sLjo6Od4ScvuPixYtYt24dGhsbuS5/yLAsi87OTrS2thpeg5s3b6K1tRVKpRL29vZwdnaGk5MTnJ2d4eHhYbLh5XZSqRRr1qxBbm4u1q5di7/85S/0fiXDiQINMT21tbV47bXXcO7cOTz55JM4fPgw7OzsuC6L9JNWq70j4Nx+lJWV4eLFi3j99ddhZ2cHe3t7w9e+w87ODmPHjuV8yjHLstBoNOjo6IBarUZHR4fh6Pu+76utrS1cXFzuCnCOjo6cr/8y1NRqNTZu3IizZ89i/vz52LlzJ81YJCOBAg0xXYWFhdi+fTuuXr2KNWvW4P333zeZ8QTk3v74xz8iOzsbR48evSMk/PSxXq/HmDFjYGtra/ja99jGxuaO/2Zrawtra2tYWVndcQC3QsntB8Mw0Gq10Gq16OnpMTz+6fc9PT3o6emBjY3NHaHr9vB1+2NzCy330tvbi6SkJCQnJ2PGjBl47733aMAvGUn9CjR0hSBGKSIiApmZmcjMzERSUhLc3d2RlJSEN954wyLGX5gjmUwGHo8HPz+/n/09nU5nCBX3CxxarRYajQbt7e1gGMYQWoBbY1duDzZ9j62trQ0hyNHR8Z6Bqe/x2LFjKUDj1mv517/+Fbt374aPjw9Onz6N2NhYrssi5J6ohYYYPZZl8fXXX+OVV15BR0cH1q5di7feestkNmMktyxcuBBBQUH417/+xXUp5AG0Wi1+97vf4dixY3BwcMCuXbuwePFizrsCicXq1x8e3eoSo2dlZYUlS5agpqYGhw4dwnfffQc3Nzds2LABarWa6/JIP8lkMnh7e3NdBvkZarUa69evh5ubG86fP4/Dhw+jpqYGS5YsoTBDjB4FGmIyrK2tsXjxYhQVFeHUqVOoqamBp6cnbXZoItra2h7Y3US4IZVKsWTJEnh6eqK2thanTp1CUVERFi1aRF28xGTQXyoxOVZWVoiPj0d2djYyMjKg0+ng5+eHhIQE1NbWcl0euQ+FQgF/f3+uyyC3qa2tRUJCAiZPngy9Xo/MzExkZ2cjPj6eWmSIyaFAQ0xaZGQkzpw5g6tXr8LT0xPTpk1DVFQUxGIx16WR2zAMA5VKhSlTpnBdCgEgFosRFRWFadOmwdPTEwUFBTh9+jRmzJjBdWmEDBoFGmIWpk6diuTkZFRVVUEoFCImJgaBgYHYs2cPGIbhujyL19jYCFtbW1pTiEMMw2DPnj0IDAxETEwMhEIhqqqqaHVuYjZolhMxS+3t7Th69CjeffddqNVqPP7443j33XdpUCpHMjMzsWrVKjQ3N3NdisVpaGjAq6++im+//RZ2dnZ49dVXsW7dOtqigJgSmuVELNfEiRORlJSE+vp6pKSkoLOzE4GBgYiIiMCpU6e4Ls/i1NXVwcnJiesyLEpKSgoiIiIQGBiIzs5OpKSkoL6+HklJSRRmiFmiQEPMWt8A4tOnT6OmpgaLFi3Cxo0b4enpiaSkJJr2PUKampoo0IwAtVqNpKQkeHp6YtOmTVi0aBFqampw+vRpGuhLzB4FGmIxvLy88Oabb0Iul2PPnj24fPky3N3dERMTg7S0NK7LM2vt7e00fmYYpaWlISYmBu7u7sjPz8d//vMfyGQyvPnmm/Dy8uK6PEJGBAUaYnFsbGywfPly/PDDDxCLxYiIiMDKlSvh7u6OZcuWoaysjOsSzU5HRwcmTJjAdRlmpbS0FMuWLYObmxtWrlyJiIgIiMViXLx4EcuWLbOIPaYIuR0FGmLRQkJCsGfPHrS1teHYsWMYNWoUIiMjwefz8eKLL9KCfUOko6MD9vb2XJdh8uRyOV588UX4+vpCKBRi1KhR+Pjjj9HW1oY9e/YgJCSE6xIJ4QwFGkIAjB49GvPmzcOJEyfQ2tqKt956C+Xl5fD19cXUqVPx97//Hd3d3VyXabLUajUFmkHq7u7G3/72N0ydOhW+vr4oLy/H22+/jdbWVpw4cQLz5s2jjTQJAQUaQu4yYcIErF69GpmZmZBIJHjxxRfx6aefwtnZGUKhEPv374dWq+W6TJOiVqvh4ODAdRkmQ6vVYv/+/RAKhXB2dsZnn32GF198ERKJBJmZmVi9ejV14RHyE7QODSH91LcI2SeffILm5mb4+/vjqaeewssvvwwPDw+uyzNqs2bNwuLFi7Fjxw6uSzFaUqkU7733Hs6cOYPr16/D09MTzz77LJ577jkEBgZyXR4hXKJ1aAgZSkFBQXjzzTdRW1uL8vJybN68GdnZ2eDz+fDz88Ozzz5LWy7ch0ajwaRJk7guw+iIxWKsXr0afn5+4PP5yM7OxubNm1FeXo7a2lq8+eabFGYI6ScKNIQMgp+fH5KSkpCXlwe5XI6dO3eip6cHsbGxcHNzQ0JCAo4fP07bLvy/rq4uWswNt7YfOH78OBISEuDm5obY2FhotVr885//hFwuR15eHpKSkmhXckIGgbqcCBlCOp0Oubm5OHnyJL744guo1Wr4+Phg5syZ2LhxI6Kjo7kukRO+vr44cOAAnnjiCa5LGXFZWVn46KOP8MMPP+DGjRuws7PDihUrkJiYCJFIRNOrCXmwfnU5UaAhZJiwLIvq6mpkZGTg3Llz+P7778GyLLy9vSESibB+/XqIRCKuyxwRbm5uOH36NKKiorguZdjl5ubio48+Qm5uLhoaGmBlZYU5c+bgiSeeQHx8PAIDA2nFXkIGhgINIcaEZVlUVlYiIyMD33zzDS5cuAAA8PHxwaxZs/D888+b7QXf3t4eV69eNcvxIBcvXsSRI0eQl5cHiUQCKysrxMbGYsGCBYiLi0NwcDAFGEIeDgUaQowZy7KoqKhAZmYmUlNTceHCBVhZWcHNzQ0BAQGYPXs2li9fjuDgYK5LfWhjxoxBQ0MDXF1duS7loVRWVuLLL79EVlYWamtrDQsvxsbGYv78+YiLi0NISAgFGEKGFgUaQkwJy7KoqanBlStX8MMPPyA3NxelpaWwsbEx+ZBja2uLlpYWkxoY3BdeMjMzcf36dcjlcuh0OkybNg0ikQgzZ87EjBkzMGXKFAowhAwvCjSEmDqGYVBbW3vfkOPj44Np06YhKioKcXFx8Pb25rrke7KxsYFCoTDKDSobGhqQmZmJS5cuobS0FDdu3LhveAkICIC1NU0OJWSEUaAhxBzdHnKKi4tRUlKCiooKSCQS2NjYwNHREc7OzvDx8UF4eDhEIhFmz57NaZgYPXo0Ojo6MG7cOE6eX61WIysrC7m5uSgqKsKNGzfQ2toKpVIJnU4HX19fhISEICwsDAKBgMILIcaFAg0hloRhGDQ2NqKqqgpVVVUoLy9HcXExqqqq0NLSAjs7O0ycONHw1dPTE3w+H4GBgQgJCYFAIICTk9Ow1DZq1ChoNBrY2toO+blv3ryJ4uJilJeXo6amBvX19WhubkZ7ezvUarXhq6urK4KCgiAQCBAaGoqgoCAEBQXBy8uLggshxo0CDSHkFq1Wi9raWkgkEjQ1NaG5uRkSiQT19fVoaGiAVCqFQqHA6NGjMWHCBIwfPx52dnawt7fHuHHjYG9vDwcHB0yaNAmOjo5wcnKCi4sLXF1d4ebmBjc3N3h4eNw3sFhZWaG3txejRo26Z21SqRRyuRxyuRwtLS1obW3FzZs3oVAooFQqoVKp0NHRAY1Gg46ODqjVanR1daGzsxO9vb1wdHSEh4cHvL29wefz4evrC09PT/B4PPj6+iIgIGBYwhQhZERQoCGE9B/LslAoFIbA09TUhJaWFnR0dECpVBqCRXt7O1QqFdRqNTo6OtDV1YWuri5otVqMGjUK1tbWsLKyMgyUtbKywpgxY+7YrZxlWbAsC4ZhoNfrYWtri/Hjx2P8+PGwt7eH5ydZ4QAAAWZJREFUnZ0dHBwcMHHiREOQmjRpEuzt7eHq6goej2cILI6OjjQolxDzRoGGEDJyGIZBd3c3GIa569Dr9Yaw89Nj7Nix1OVDCPk5FGgIIYQQYvJot21CCCGEWAYKNIQQQggxeRRoCCGEEGLyKNAQQgghxORRoCGEEEKIyaNAQwghhBCTR4GGEEIIISaPAg0hhBBCTB4FGkIIIYSYPAo0hBBCCDF5FGgIIYQQYvIo0BBCCCHE5FGgIYQQQojJo0BDCCGEEJNHgYYQQgghJo8CDSGEEEJMHgUaQgghhJg8CjSEEEIIMXkUaAghhBBi8ijQEEIIIcTkUaAhhBBCiMmjQEMIIYQQkzd6gL9vNSxVEEIIIYQ8BGqhIYQQQojJo0BDCCGEEJNHgYYQQgghJo8CDSGEEEJMHgUaQgghhJg8CjSEEEIIMXkUaAghhBBi8ijQEEIIIcTkUaAhhBBCiMmjQEMIIYQQk/d/iioUZ0wDhPAAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e47a630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def calc_circle(c, r):\n",
" theta = np.linspace(0, 2*np.pi, 1000)\n",
" return c + r*np.exp(1.0j*theta)\n",
"\n",
"def plot_smith(pts):\n",
" n = net.Network(s=pts)\n",
" n.plot_s_smith()\n",
" \n",
"cl_points = calc_circle(cl_900mhz, rl_900mhz)\n",
"plot_smith(cl_points)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3.1199726116705513, (-2.9669977643038008+2.2819464699039518j))"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rs = np.absolute((bjt.s12.s * bjt.s21.s)/(sqabs(bjt.s11.s) - sqabs(delta)))\n",
"cs = np.conj(bjt.s11.s - delta*np.conj(bjt.s22.s))/(sqabs(bjt.s11.s) - sqabs(delta))\n",
"\n",
"rs_900mhz = rs[idx_900mhz][0, 0]\n",
"cs_900mhz = cs[idx_900mhz][0, 0]\n",
"\n",
"rs_900mhz, cs_900mhz"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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JIT09HTMzM+bOnYujoyNBQUFiTiChTRKBRmhTsrOzeemll7Czs2P9+vW8/fbbFBcXs3v3buzt7eUuTyc2ncugXq1hdaB+ts4AuLi4iJmCZWJvb8/u3bspLi7mrbfeYv369djZ2fHSSy81rA4uCG2BCDRCm5CcnMzixYtxd3cnOjqaiIgIUlNTWbt2rWzLD7SEsmolOy5mMW2wPU5WXeUu54F69eqFUqkUc9HIqEOHDqxdu5bU1FQiIiKIjo7Gzc2NxYsXk5ycLHd5gvDY2u6ZXmgXoqKiePrppxk6dCgKhYKEhAQuXryoF0sQtIStERncVqpZM9pV7lIeqkOHDpibm3Pjxg25SxGAoUOHcvHiRRISElAoFAwdOpSpU6dy5coVuUsThGYTgUZode509PX39ycwMBBjY2MyMzM5efIkLi76e9tF2yprVWw7n8nEgba42ZrJXc4j9ejRQyy6qGdcXFw4efIkmZmZdOrUiYCAAPz9/UUHYqFVEoFGaDU0Gg0HDhzAy8uL2bNn4+bmRkFBAfv27WtVE+Bpy7aITCpq61k7up/cpTSKpaUlmZmZcpch3IeNjQ379++noKCAfv36MXv2bLy8vDh48CAajUbu8gShUUSgEfSeJEns378fV1dXnn/+eSZNmkRhYSFbtmxpM8Oum+pWjYrvz91g3ABbPB26yV1Oo9ja2nLz5k25yxAewtTUlK1bt1JYWMiECRNYuXIlrq6u7N+/X7TYCHrPoIl/pOIvWmhRZ86c4ZVXXiE3N5dXX32V9957r0138m2sL06m8sXJ6xx+2Z9BvVpHoHn++eepqqpi9+7dD91OpVJRW1uLUqmkrq4OpVL50M8lSbrnAWBgYHDXo0OHDhgZGTU8jI2NH/i5iYkJHTt2bIkfi17TaDT885//5Msvv6RXr158+eWXBAYGyl2W0P4YNGojEWgEfRQTE8O6deuIiYlh6dKlBAUFiTeY/9+t2yr8PwrF19WS75b6yF1Oo7333nucO3eO7du3U1lZSWVlJVVVVXd9rKysRKPRYGJi8sDw8ft/d+rUCUNDw3vCC3BXwNFoNGg0moYQdCcUqVSq+wal2tpaOnbsiJmZWcPD1NT0ro93PtfXlde1qb6+nldffZUff/yRoUOH8vnnnzNkyBC5yxLaj0YFGvEOIeiVtLQ03nrrLUJCQpg6dSp5eXnt9rbSg2wOv0FlXT3rxrnJXco9lEolpaWlFBcXU1JSQmlpKSUlJZSUlJCdnU1eXh6nT5++Kxj07NnzrpBgbGzcEErkIkkStbW1DSHrTugqKysjJyfnrv83MjLC0tLynoeFhQWdOnWS9fvQlo4dO7J+/Xo++ugjVqxYgb+/P5MmTeLjjz9uVx3xBf0mWmgEvVBQUMBf//pXdu7cib+/Pz/88AM9e/aUuyy9U35bif9Hp3nKzYpvFg+TrY6amhry8/NRKBQNgaWkpISamhosLCwa3tCtrKwaPr9w4QLLli1rU2sLSZJEdXX1XT+DO4+ysjJMTU3vCjm2trbY2dlhbGwsd+mPpaCggKVLlxIREcGSJUv44IMPxOtV0CVxy0nQf7du3eK///0vQUFBDBo0iB9//BF3d3e5y9Jbn4Qk882ZdI6/+hTuPVtmqPad8JKXl0d+fj75+flUV1fTs2dPbG1tG0KLpaUl5ubmD+zjpFAo6NOnDzU1Ne2iH5RGo6G8vLwh4BQXF6NQKFAoFJibm2Nvb4+dnV3DozWGnKSkJJYtW0ZiYiKvvPIK77zzDt26tY4+XUKrIgKNoL80Gg3btm3jtddew97ens2bNzNy5Ei5y9JrpdVKRn0Uyuj+Nny9SDcTB6pUKm7evElubu494cXOzq7hTdjS0rJZocTMzIzIyEj69++vg+pbB41GQ1FR0V0B8Y8hp1evXtjb27eafmMRERE8//zz5OXl8fnnn7Ns2bJ2EVqFFiMCjaCfoqOjWbFiBbm5ufzf//0fzz77rNwltQr/PZbMd2Hp/Pb/nsLVRjutM3cCTGZmJpmZmeTn52Nra9vwhmpvb4+FhYXW3pz69+/P3/72NxYtWqSV/bUVd0LOnZaw3NxciouL6dWrF05OTjg5OdGrVy8MDQ3lLvWhtm/fzhtvvIGDgwNbtmwRHYcFbRGBRtAvZWVlvP322+zYsYN58+axefPmVnMFKrfiqjpGfXSaCQNtCVrY/DeJ+vp6bt68SUZGBllZWeTl5WFra9vwptm7d2+djtqZMGECPj4+/Oc//9HZMdqK2tpasrOzG8JmSUkJDg4OODo64uzsjL29vV4GnPr6elauXElwcDCLFy/mo48+okePHnKXJbRuItAI+kGj0bBlyxZef/11nJ2d2bt3rxgZ0UT/OZrEpnM3+O21AFysGz/qS5IkiouLSUlJIT09ndzcXGxsbBoCTJ8+fVp02PGaNWsoKChg7969LXbMtqK2tpasrKyGgFNaWoqDgwOurq64u7tjYWEhd4l3SU9PZ86cOWRkZPDZZ5/x3HPPidtQQnOJQCPI78qVKzz33HMUFBTw+eefs3jxYrlLanUKK2t56uPTTBlkx2cLvB+5vVqtJicnh5SUFFJSUlCr1bi7u9OvXz/69Okja+fT9evXs2nTJmJiYmSroa2oqakhKyuL1NRUUlNT6dKlC25ubri7u9OrVy+9CQ87duzgtddeo2fPnmzdupVhw+QbnSe0WiLQCPIpKSnhrbfe4qeffmLhwoV899134vZSM31w6BrbL2Ry8rUAnK263neb2tpa0tLSSE1N5fr161hYWDS8udna2so+r8sdERERzJo1i8LCQrlLaVMkSSI3N5eUlBRSU1Oprq6mX79+uLu707dvX9kn/6uvr+dPf/oTe/bs4ZlnnuHjjz/WuxYlQa+JQCO0PEmS2L17N6tXr8bFxYW9e/fi7Owsd1mtVl55DYGfnmHGYHs+mTf4rq/dvn2bxMREkpOTuXnzJo6Ojri5ueHm5oa5ublMFT9cTU0N5ubmVFZWYmJiInc5bVZZWRmpqamkpKSQm5uLo6MjHh4eDBgwQNYWuoyMDObMmUN6ejobNmxg4cKFehO2Bb0mAo3QshQKBStWrOD8+fN88cUXLFu2TO6SWr139saxLzqX0DcCcOjRBZVKRWpqKnFxcWRlZdGvXz88PDxwcXGR/Sq8saytrTl8+DAjRoyQu5R2oba2luvXr5OYmEhmZiaurq54enri6uoqW6fi7du3s27dOvz8/Ni8eTO2tray1CG0GiLQCC3jTqvMiy++iJeXF4cPH6Z79+5yl9XqpRVWMeHzszw70pFnB3UhPj6e5ORk7O3t8fT0lP1qu7m8vb154YUXWL16tdyltDs1NTUkJiYSHx9PcXExHh4eeHl54eDg0OItJeXl5UydOpX4+HjRWiM8igg0gu6JVhndkCSJlVvOE3GjnKU90rAx74ynpyeDBg3CzKxlZgjWlZkzZ9K7d2+++uoruUtp18rLy4mPjycuLo76+no8PT3x8vLCysqqResQrTVCI4hAI+iOJEn89NNPvPjii3h6eopWGS1RKpXExcVxKOIq2/N7Mr2vIX+dNQxra2u5S9Oat99+m9jYWEJCQuQuReB/r+WCggLi4uJISEige/fu+Pj4MHDgwBbryP/71prvvvuOBQsWiNYa4fdEoBF0Q7TKaF9RURGRkZHEx8fj5OTEz4W2ZJSrOPtmIGYmbWPF5jt++eUX3n77bW7cuCF3KcIfaDQarl+/TmRkJPn5+Xh7e+Pj49NiE+OJ1hrhAUSgEbRLtMpol1qtJjk5maioKIqLixk6dChDhw4loUjF4k2XeO/pAawa1VfuMrWutLSUnj17UlFRIUY66bHS0lKioqKIjY3FwcEBHx8fXF1ddT6/zR/71jzzzDM6PZ7QKohAI2hPVVUVq1at4vjx4wQFBYlWmcdQUVHBlStXiI6OxtLSkuHDh9O/f38MDQ2RJImZ6yMoqqwj9I1ATDrp39T22tCzZ0927tzJ2LFj5S5FeASVSkViYiKRkZHcvn2bYcOGMWTIELp2vf+cSNqyfft2Xn31VSZNmsSmTZswNW38DNlCmyMCjaAdsbGxTJ8+HXNzc0JDQ7GxsZG7pFYpPz+fiIgI0tPTGTRoEMOHD7/nZ3k8IZ8Xd0Tz8Vwv5vv0lqlS3QsMDCQgIIB//OMfcpciNEFubi5RUVEkJSUxYMAA/Pz8dNqJuLCwkDFjxlBRUcGhQ4cYPHjwo58ktEUi0AiPR5Ik1q9fz9tvv83y5ctZv3693CW1OpIkkZ2dTXh4OAqFgieffJJhw4bdd7h1vVrDxC/CMDAw4Piro+hoqB9T1+vCunXrSEtL4/Dhw3KXIjTD7du3uXz5MpGRkTg6OuLv74+9vb3OjvfSSy+xfft2Pv74Y1566SXRYbj9EYFGaL7y8nKWLl3K+fPn+emnnxg/frzcJbUqkiSRmppKREQE1dXV+Pr6Mnjw4IeOGvk5Koe3guPYsGQokwbZtWC1LU90DG4blEol0dHRXLhwASsrK/z9/XFyctJJ4AgJCeGZZ57Bz8+PH3/8UfTfa19EoBGa59KlSzz77LOYmppy+vRpvZ1GXx9pNBoSEhKIiIigQ4cO+Pv7M2DAgEd2pKxVqRnz6RmszYw5sMavzV+BytExWJIkampqqK6upq6uDqVS2fDxfp+r1WokSbrrYWBgcM/D0NAQY2NjjIyMMDIyavj8j/9namqKsbFxm/zdqtVq4uLiiIiIwMTEBH9/f9zd3bX+vZaXlzN27FgqKyvZsWMHTzzxhFb3L+gtEWiEptFoNHzyySf885//ZM6cOaxatYpRo0bJXVarUF9fT2xsLBEREXTr1g1/f39cXFwafULfdO4G/zqSxK5VI/B1bdmJzeSizY7BSqWSsrIyKioqqKyspKqq6q6PlZWVVFdXY2RkRJcuXe4bOv74744dO2JgYECHDh3u+j3+MeSoVKr7hqLf/7uuro6qqio0Gg1mZmaYmpre96O5uTk9evRotQu5ajQakpOTCQ8Pp76+Hj8/Pzw9PbU6MioqKoqgoCD279/P3//+d15//XW9WVlc0BkRaITGKyoqYsGCBcTHx3PgwAE8PT3ZuHEj8+fPp0+fPnKXp7c0Gg3x8fGcPn0aa2trnnrqKXr3blpn3lu3VQR8ehrPXt34cWX7Wd8oICCAwMDARncM1mg0lJWVUVJS0vAoLS2luLiYmpoaevTogbm5eUNAuBMS7jxMTU1lDwpKpfKeoPX78HXr1i1u3bqFubk5lpaWWFhYYGlpiZWVFZaWlpibm7eKFh5Jkrhx4wZhYWHcvn2bMWPG0L9//8euvby8nO+//57ly5eTkpLC7Nmz8fT0ZM+ePS0+w7HQokSgERonKiqKyZMn4+bmxm+//UaXLl0ASE1N5ciRI7zwwgsN/yf8jyRJXL9+nVOnTmFsbMy4ceOaHfz+czSJ78/d4MjLo/Cwbz+391599VXS0tI4cuTIPV+7ffs2eXl55Ofnk5eXR1FREeXl5ZiZmWFpaXnPw9zcvM1cpavVasrLyykpKaG4uLghuJWUlFBTU4OFhQW2trbY2dk1PPR1TS9JkkhLS+PUqVN07NiRcePG4eTk1Ox9/fjjj7i4uODn5wf87+9k3LhxXL9+nWPHjuHj46PF6gU9IgKN8Gi7du3i+eefZ+3atXz00Uf3fD0kJITS0lKxcNzvZGdnc/LkSWpraxk7dixubm7N/tnklN5m7P+dZYa3PZ/Ma19DUu90DE5ISGgIL3cCTG1t7V1v2La2tlhYWMjewiK3uro6SktLKSgoaPh5KRQKzM3Nsbe3x87ODnt7e3r27KlXIUeSJBISEggNDcXKyooxY8ZgZ9e0ju93JvlbsWLFPeH17bff5uuvv2bTpk1iIr62SQQa4cE0Gg3vvPMOGzZsYOvWrcyZM+e+26nVarZs2YKnpydPPvlkC1epXxQKBaGhoSgUCkaPHq2VvgEv747ht2sFnHljND27tf1ZcyVJory8nMzMTBISEli5ciV//etf6dOnT0N4sbe3x8LCQgToRtJoNBQVFd0VChUKBd26dcPR0REnJyecnJz0YmI6tVrNlStXOHfuHE5OTowePRoLC4tHPu/3t5oetK5ZcHAwzz33HC+99BJR+rCFAAAgAElEQVQffvhhm2mxEwARaIQHqaioYM6cOcTHx3P27Fnc3d0fun1ZWRmbNm1i8eLFOp1rQl+Vl5dz5swZ0tLS8Pf3x8fHRystBTHZZcz65jyvjHHltQkP/x20ZmVlZWRmZpKVlUVmZiZqtbrhTXbmzJkEBQUxe/ZsuctsUzQaDQqFouFnnpWVhampacPP3dHRUdaAo1QquXDhApcuXWLgwIEEBAQ8sJ773Wp6kKSkJEaPHs3gwYP55ZdfxAjNtkMEGuFeaWlpjB8/nm7dunH+/PlG941JTEzk1KlT/OlPf2o36++oVCoiIiK4fPkyw4cPx9fXV2vN+JIkMf+7C2QU3+bMm4GYGredWyk1NTWkpaWRnp5OZmYm9fX1DW+kTk5OWFpaNrS+zJ49GysrKzZu3Chz1W3bnYCTmZlJZmYm2dnZmJmZ4ejoiKurK3379qVTp5ZfBLW6uppz584RHx/PqFGjeOKJJ+5pWXnYrab7uX37Nr6+vlRUVPDbb7/h4uKiq/KFliMCjXC3U6dOMWvWLKZOncquXbua/PyjR49SVlbGM8880+abc1NTUzl+/Dg9e/Zk4sSJdOvWTav7P55QwIs7rvCfWZ4sGtH6R5GVlpaSmppKSkoKeXl5ODk54erqirOz810B5o++/fZb1q9fT0JCQgtX3L5pNBoKCgrIyMggLS2NvLw8nJ2dcXNzw83NrcVbb4qLizl27BhVVVVMmTIFR0dHoHG3mh5k0aJFHD58mP3794s1w1o/EWiE/5EkiaCgIN59913+85//8OqrrzZrP2q1mh07dmBvb99mZw4uKyvj+PHjlJSUMHnyZJ1c3SnrNUz4/CydDDtwrJUucaDRaMjNzSUlJYXU1FRu376Nm5sb7u7uTbraLygowNHRkfLycjp37qzjqoUHqamp4fr166SmppKWloa1tXXD79Pa2rpF+jNJkkRSUhIhISE4Ojoybtw4Dhw40KhbTQ/yxRdfNJz3XnnlFdEvq/USgUb4373qVatWcejQIQ4ePMhTTz31WPu7ffs2mzZtIjAwEC8vLy1VKb/f317y9fXlySef1NmImm0RGbx/6Bpblw9ndP/Ws9CnJElkZWURHx9PSkoKXbt2bXjT69WrV7PfLBwdHfnss88e2DFdaFlqtZrMzMyGFjcDAwMGDBiAl5cXtra2Og8FSqWSsLAwLl++TOfOnVm7du1j3Q4LCwtjxowZTJ8+ne+//x4jIyMtViu0EBFo2rvKykqmTJlCTk4OFy9epGfPnlrZb2FhIdu3b2fRokX06tVLK/uUy501l44fP469vT0TJkzQ+u2l37tVoyLwk9N42JuzY+WIVnHFWFhYSFxcHPHx8XTu3BlPT088PDzo0aOHVvY/Z84cevTowaZNm7SyP0F7JElCoVCQmJhIfHw8RkZGeHp64unpqdO1lKqqqli/fj3W1tbU1tYyZcqUZs9fA5CXl8fIkSPp06cPR48exczMTHvFCi1BBJr27M7Q4k6dOhEZGan1q5Lk5GSOHj3K888/32pPDrdu3eLIkSOUlpYyZcoU+vbtq/Nj/vdYMt+FpXNorT+DeukuOD2uiooK4uPjiY+Pp6ampuFNzNbWVuvH+u677/jyyy9JTEzU+r4F7ZEkiZycHOLi4rh27Ro2NjYN4VbbtwuPHj1Khw4dmDhxIsnJyYSEhNCnTx8mTZrU7Ek+lUolPj4+qNVqTp8+jY1N62kdFUSgabfS09N56qmncHd35+TJkzrrwBsWFkZqairLly9vVROeSZJETEwMp06d4oknnsDf3x9DQ0OdH/dm2W3G/N9ZpnrZ8dl8b50fr6lUKhWJiYlcvXqVgoKChtsMjo6OOm1JUigU9OnTh9LSUrp27aqz4wjaU19fT1paGvHx8aSnp+Ps7MzgwYNxc3N77PNNWVkZ33//PWvWrGn4e1CpVJw+fZr4+HgmT56Mh4dHs/at0WgYN24cqamphIWFtchFjKAVItC0RzExMYwdO5bJkyezc+dOnR5LkiT27t2LoaEhM2fObBW3T27dusXhw4epqqpi5syZOmlxeJBXf4rheEIBp98IxL67/nSALS0tJTIykqtXr+Lg4MCQIUPo169fi4ZUJycnPvnkE+bNm9dixxS0o7a2lqSkJKKjo6moqGDYsGEMHTq02SOl9u3bh6WlJQEBAfd8LScnh4MHD9KzZ0+mTJnS7NaaRYsWcfz4cUJDQ/H21r+LC+EeItC0N6GhocyYMYMXX3yRTz75pEWOqVKpGmYS9vX1bZFjNodcrTJ3RGWWMnfDBdaOduWNifJPoqfRaEhNTSUqKor8/HyGDBnCsGHDtNYvpqnmzZuHubk5mzdvluX4gnbk5+cTFRXFtWvXcHV1xcfHhz59+jT6YqegoIAdO3bw8ssvP3DOJ5VKRWhoKAkJCY/VWvP666+zceNGfv31V0aPHt2sfQgtRgSa9mTPnj2sWLHisYZlN9etW7fYtGkT06dPp1+/fi167MaQs1UGQKORmLE+gqLKOkLfCKCLkXy356qqqoiOjubKlSuYm5vj4+PDwIEDZb9luHHjRoKCgkQ/mjaitraWq1evEhkZiaGhIT4+Pnh5eT1yYspdu3bh4uLCiBGPXnVeG601d4Z1b926lfnz5zf5+UKLEYGmvfjyyy/5y1/+wpYtW2R7UWZnZ7Nnzx6ee+45rKysZKnhj+Rulbnj58gc3tobR9BCb2Z4yzMqrLCwkIiICFJTUxkwYADDhw9v8uKAulRUVISDgwOFhYU6HWUmtCxJksjIyCAqKoqMjAwGDx7MyJEj7/s7zsrK4sCBA6xZs6bRAVsbrTU///wzK1as4MMPP+Tll19u8vOFFiECTVsnSRJ//vOf+fbbbzl06NBjzzHzuGJiYoiIiGDlypWyT5JWVVXFwYMHZWuVuaOyVsXoT8/gaNmV4BdHtng/o5ycHMLDw8nLy2PEiBEMGzZM9t/Ng3h4ePDyyy+zevVquUsRdKCiooKLFy8SExND//798fPza7j4kSSJLVu2MHz48GbNb3WntcbOzo6nn366ycuzhIWFMW3aNNasWcO///3vVtEfsJ0RgaYt02g0rF69mr1793Lu3DkGDBggd0kAHDt2jJKSEhYtWiTb8gg3btzgwIEDDB48mMDAQFlaZe748GgS34Xd4Ne1fng56G7ejt+TJIn09HTCw8O5desWvr6+eHt7y7JWT1OsW7eOa9euceLECblLEXSopqaGy5cvc/nyZRwdHfH396eiooIzZ87wwgsvNDtMqFQqTpw4QXp6OnPmzGnyHFmJiYk89dRTzJ07lw0bNohQo19EoGmrNBoNzz//PIcOHSIqKoo+ffRnLSCNRsPOnTuxtbVlwoQJLX7ss2fPEh0dzcyZM2VflC6juJoJn59lpncvPpk3WOfH02g0JCUlER4ejkajwc/Pj0GDBrWadbeuXLlCYGAg5eXlsoZQoWUolUqio6M5f/48tbW1jBo1Cn9//8cOEomJiRw9ehR/f3+efPLJJu0vOzsbHx8fpk+fzsaNG1vNa6cdEIGmLdJoNCxfvpyQkBBiYmKwt7eXu6R71NTUsGnTJkaNGtViQyIrKioahpDPnj27xRfXu5+V2yK5lFFK6BsB2JjpboVyjUZDfHw8YWFhdOnSBX9/f9zc3FrlFaa9vT3fffcd06ZNk7sUoYVcuXKF8+fPA9C5c2cCAwNxcXF5rL/fsrIygoODMTU1ZcaMGU3qMJyXl8eQIUOYNGkSW7duFaFGP4hA09ao1WqWLl1KaGgosbGxWlvKQBeKiorYtm0bzzzzDA4ODjo9VmpqKr/++mtDx199OAGdSSlk+dZI/jy5Py8E6KalSJIkrl+/zqlTpzA2NmbMmDE6nwRP1+6s5K7rOZQE/SBJEt98803DCttJSUmcPn0aMzMzxo4d+1jnDrVazalTp0hMTGTOnDlNaskuKCjA29ubsWPH8sMPP4gWQ/mJQNOWqNVqFi9eTFhYGLGxsa1i2u6UlBSOHDnCqlWrMDc31/r+1Wo1J0+e5Nq1a00+YemSSq1h0hdhqDUSIf/vKYw7av9kmJ2dzcmTJ6mtrWXs2LGttkXmj+6McsnNzZW7FKEFZGRkcOzYMVavXt3w96vRaIiNjeXMmTM4ODgwZsyYxxo5eeeCZ8SIEU26pVVYWIi3tzdPPfUUO3fuFKFGXiLQtBUajYYlS5Zw5swZ4uLi9GZYdGOEh4eTlJTE8uXLtdop9XGalHVtc3gG/zx8jc3LfBg7QLujqxQKBaGhoSgUioYVz/WhRUpbVCoVFhYWnDt3Tszg2g78/PPPODs7M3z48Hu+plKpuHz5MufPn8fd3Z3AwMBmXxjduSXdsWNHZs2a1ehb0sXFxXh5eTF69Gh+/PHHNvVaa2VEoGkL7vSZOXHiBAkJCa0qzMD/mpT37duHgYEBs2bN0korQkZGBnv37sXPz6/Jnf50raSqjsBPzzCkTw+2Pzdca7WVl5dz+vRp0tPT8ff3x8fHR/bJ8HRl3LhxeHl58dlnn8ldiqBDFRUVfPvtt6xbt+6hE+7V1NQQERFBdHQ03t7e+Pv7N+sCRqPRNKwHtWDBgkbPw1RYWIiXlxcTJ04UfWrkIwJNa6fRaFi1ahVHjhzh6tWret1n5mFUKhVbt25lwIABjBo1qtn7kSSJyMhIwsLCmDNnDs7OzlqsUjv+sj+ePZE5hKwbhavN469CrlKpOHfuHFFRUQwfPhxfX99Hzrba2q1fv55vvvlGzBrcxp05c4bq6mqefvrpRm1fWVnJmTNnSE5OJjAwkGHDhjUrXFy7do0jR44wefJkBg0a1KjnFBQU4OXlxbRp09i0aZNeXUS1EyLQtGaSJPHiiy+yf/9+YmNj9XI0U1NUVFSwZcsWAgMDm3UrQa1Wc/ToUXJycli4cCEWFhY6qPLxxN+8xfT14Sz3deLv0wY+1r4kSSIlJYWQkBB69erFhAkTdNIPSR+VlZVhZ2dHZmZmqw3xwsOp1WqCgoJYsmRJk/sDKhQKjh49ikqlYsqUKc3qOFxQUMBPP/2Ep6cnY8aMaVRAycvLw9vbm1mzZol5alpeo37Yhu+//35TdtqkjYXme/fdd/nxxx+Jjo7W+SihlmBsbIyrqyv79u3DysoKS0vLRj+3urqaXbt2IUkSixYtwszs8Vs+tE2jkXhhxxXq1RIblg57rI7AJSUl7N+/n6SkJJ5++mn8/PzafKvM73Xu3Jm9e/eiVqvx9/eXuxxBB5KTkyktLcXPz6/JzzU1NcXb2xsjIyMOHTpEYWEhvXv3xsjIqEn78PT05Pz586SkpDRqdXkzMzMWLFjAq6++SkVFBWPHjm1y7UKz/aMxG4mbgXroyy+/ZP369YSFhenNyB1tsLKyYuHChRw8eJCbN2826jkFBQV8//33ODo6smDBAr19Y/8pMoerOeW8+3R/zE2a1/lZqVRy6tQpNm/ejLOzMy+++CJ9+/bVcqWtw/Tp09m7d6/cZQg6EhkZiY+PT7Ofb2BggJeXF2vWrMHExIRvvvmGy5cvo9FoGr2Prl278uyzz2JqasrmzZspLS195HP69OlDWFgYX331FV999VWz6xd0Q9xy0jN79uxh5cqVHD16VPa1mXTl+vXrHDx4kGXLlmFtbf3A7Zpzr1sOpdVKxvzfGdxtzfjpT03vpCxJEsnJyYSEhNC7d2/Gjx/fbm4vPYhCocDR0ZH09PQmT2Ev6LeioiJ++OEH1q1bp7Wh0IWFhRw9epS6ujqmTJlC7969m/T8yMhIzp49y+zZsxt1EREWFsaUKVNkXRC4nRG3nFqb0NBQFi5cyNatW5kyZYrc5eiMpaUlXbt25ddff8XDw+OeVhdJkjh79iwREREsWrRI9iUMHuUfhxKJzSln8/LhWJk2rQWpqqqKAwcOkJiYyLRp09pFp9/GMDU15ciRIxQXF4um/TYmLCwMBwcHrb6uu3btyuDBgzE2NubQoUOUlZXh6OjY6MDUq1cv7Ozs2LdvHx07dnxkiHZ0dMTFxYUVK1bg6+urlwMU2hhxy6k1iYmJYcaMGfznP/9pF4l/8ODBDB8+nB07dlBTU9Pw/xqNhl9//ZXr16+zatWqRg+tlEt0dhk/Reawwt8ZN9vG9+2RJIn4+Hg2bNiAlZUVL7zwgjgp/sGSJUvEbac2RqlUEhcXx7Bhw7S+bwMDAzw9PVm9ejVKpZINGzaQmZnZ6Oc7OzuzcuVKIiMjOXnyJI+6e7FgwQL+/e9/M336dGJiYh6zekEbxC0nPZCeno6Pjw+rVq3ik08+kbucFiNJEidOnCA3N5elS5cCEBwcjFqtZv78+U3q5CcHtUZi+tfhlFQpOfV6AF2NGzcvTFVVFUeOHKGkpISZM2e2+hFsulJTU4OVlRUXLlzAy8tL7nK0RpIkbt++TVVVFZWVldTV1VFXV4dSqUSpVN71uVKpRKPRIElSw0cDA4O7Hh07dsTIyOiuh7GxccPnnTt3xszMDDMzM4yMjGQdnRMXF0dCQgKLFi3S+bHuzFTev39/xo0b1+jzye3bt9m1axfW1tZMnTr1ka08r7/+Olu3biUqKqrd9nlrAWLYdmugUCgYOnQogYGB7XL9GkmS2L9/PzU1NdTW1mJhYcH06dNbxTTj289n8vdfE1m/aChPez26JUmSJBISEggJCWHIkCEEBAS02cnxtOVOf4jvvvtO7lIaTalUUlpaSklJCSUlJVRWVlJZWdkQYKqqqjA2NsbMzAxTU1NMTEzuG0bufDQ0NGwIL3dIktTwqK+vvycI/f7zmpqahhqAhuPe+ditWzcsLS2xtLSke/fuOn3tBQcH07dvX4YOHaqzY/xeTU0NISEhZGdnM336dJycnBr1PKVSyS+//IKBgQHz5s175CznixYtIiwsjOjo6FaxLE0rJAKNvqusrGTEiBHY2dlx6tQpucuRTVlZGd9++y09evTghRdeaBUzcRZV1jHm/84w2KE7P6584pFXvaJVpnn27t3L2rVryc3N1bu/i8rKSgoKCiguLm4ILyUlJdTU1GBhYYGlpSUWFhaYm5vfEyLkCrJ1dXUNwepOuCovL28IYBUVFXTv3r2hdktLS6ytrenZs+dj9+1Sq9V8+umnrFmzptFLD2hLc1pr1Go1hw4doqSkhGeeeeaRsxOPGTMGhULBxYsX9XJqiVZOBBp9plQqGTt2LBUVFcTExOjdybqlFBUVsXPnToYOHUpKSgouLi6MGTNG7rIe6bWfYzl0NY/j657CxfrhJ+ekpCSOHDkiWmWaQaPRYG1tzZ49exg3bpxsdVRWVpKfn09eXh75+fnk5+dTX1+PnZ1dw7xKdx7dunVrtZOu1dfXU1ZWdldAKywspLCwkG7dumFnZ4ednR329vZNDjk3btzg9OnTrFy5UoffwYP9vrVm9uzZjZrfS5IkTp48SWpqKkuWLKFbt24P3Faj0eDt7U23bt04deqU3t8yb2VEoNFXkiSxbNkywsLCSE1Nbbd/+Dk5OezZs4fx48czePBgqqur2bJlC0888QQjRoyQu7wHupxRyvzvLrBmtAtvTuz/wO3q6+s5ceIE169fZ86cOW1igkQ5LFmyhNraWoKDg1vkeBqNBoVCQWZmJllZWeTl5TWEF3t7+4aPrTm4NJVGo6GoqKgh0OXl5VFYWIi5uTkODg44OTnh5ORE9+7dH7iPY8eOYWpq+ljLn2jDnQsMX19fRo4c2ajf4YULF7h48SKLFy9+6C0lpVJJv379CAwMZNu2be3m76MFiECjr4KCgnj//fdJSkpqt1O7p6amcvDgQWbOnEm/fv0a/r+8vJwtW7YwceJEBg58vOUDdEGl1jD1y3Cq6uo5+VoAnY3u39+gpKSE4OBgLCwsmDZtGiYmJi1cadsRERHBlClTKC4u1uqK7XdIkoRCoSAjI4OsrCyysrIwNTXF0dERJycnHBwc2lV4aaw7IScnJ4fMzEwyMzPp1KkTTk5OODo64uzs3NCiIUkSQUFBLFq0SC/6mJSXl7N3715MTEyYOXMmXbt2feRz4uLiOHHiBPPnz3/ohKcFBQUMGDCAf/zjH7zyyivaLLs9E4FGH508eZIZM2Zw7NixNjtx3qMkJiZy7NgxFi5ceN9WC4VCwQ8//MCcOXP0btTApnM3+NeRJDYuHcaEgfcPo3FxcYSEhDB69GiGDRsm3gi1wNHRkX/9618No+Ee1+3bt0lNTSU1NZXMzEy6dOnS0Mrg5OTU4n082gJJkiguLm4IN5mZmRgZGeHi4oKNjQ0XLlzglVde0ZvXg1qtblh9e9asWY3qMJyWlsb+/fsfeW4KCwtj8uTJ/Prrr2IeJe0QgUbfpKWlMXToUD744APWrVsndzmyiI+P58SJEyxevPihrVOZmZn88ssvLFmyRG/moskpvc2Ez8Pwc7Xk+2d97jkxK5VKjh07Rk5ODnPnzm23rW+6sG7dOmJiYjh79myz91FcXExKSgqpqakoFAr69u2Lm5sbLi4uohOnDkiSRFFREdevXycyMpKqqir69euHu7s7/fr1a1SrSEtIS0vj4MGD+Pj4MGrUqEf2Z8zKyuLnn39m9uzZD50c8IsvvuDvf/870dHRej85aCsgAo0+qaioYPDgwfj6+rbL4dnwv5aL3377jaVLlzaq2TkpKYmjR4/y3HPPyb66tiRJrNgWyaWMUn57LYBe3Tvf9fXCwkJ++eUXevXqxZQpU9ptvyhdyc3NxdXVlaSkpEYPvZUkidzcXK5du0ZKSgoqlQo3Nzfc3d1xdnYWnbNb0Pfff4+/vz9KpZKUlBRu3LiBjY0N7u7uDBw48KF9b1pCZWUl+/btA2D27NmPDLjZ2dns2bPnnlvmf7Ro0SIuXLjA1atX2/1yJo9JBBp9oVarmTRpEkVFRcTGxspdjixiY2MJDQ1l6dKlD12/6Y+ioqI4f/48K1askPU2wOG4PNbuiuFvUz1Y4X/3jL7x8fEcP36c8ePH4+3tLVOFbd+4cePo168f33777UO3KykpIT4+nri4ODp06MDAgQPp378/PXv21JvbHe1JZWUl33zzDW+88UbDHDf19fVkZmaSnJzMtWvXsLa2xtPTk4EDB9K5c+dH7FE3NBoN586dIyoqinnz5j1yYeCcnBx++uknpk+fjru7+wO38/b2xtbWlmPHjrXb0axaIAKNvnjrrbf48ccfSU9Pf+RcBm3R1atXOXXqFM8++yxWVlZNfv6ZM2dISUlh+fLlsqxzdOu2irGfncW+uwn7X/LDsMP/XlsajYbQ0FASExNZuHAhtra2LV5be3Ls2DGWLFlCQUHBPZ2Dq6urSUhIID4+nvLycgYNGoSXlxd2dnYixMjsypUrZGZmMmfOnPt+Xa1Wk5aWRnx8PGlpaTg7O+Pp6Ymbm5ssrWhpaWkcOHCAMWPGPHICwNzcXHbt2sWMGTNwc3O77zZVVVW4urqybNkyPvroI12U3B6IQKMPdu3axYsvvkhkZORDU3xbFRcXx8mTJ5sdZuB/tw6OHDlCaWkpixYtavGT3J/3xfNzVA4H1/gxqNf/Rm3U1dWxb98+6urqmD9/frsMqnJwdnbmz3/+M3/605/QaDRcv36dK1eukJ2djbu7O56envTt21dcCeuR3bt3M2jQIDw9PR+5bW1tLUlJScTHx5Ofn4+HhwfDhw9v8f5oJSUl7N69GxcXFyZOnPjQv6ebN2+ye/duZs2ahaur6323SUpK4oknnuC7775rkWUf2iARaOQWFRVFQEAA27dvZ+7cuXKX0+LuTPPf2D4zD6PRaNi3bx9KpZL58+e3WKi5M+fMn57qy1+mDACgtLSU3bt34+TkxKRJk1rFMg1txQcffMC+ffv46quvuHLlCqampvj4+ODh4SH6LekhSZL45JNPWL16dZM7XldUVBAbG8uVK1cwNzdn+PDheHh4tNhrv7a2lr1796JWq5k7d+5DL1ru3H562Oin4ODghvnHdLE4ZxvXqEBj+P777zdlp03auD0rKirC19eXF154gVdffVXuclpcUlISx44dY+nSpVq5FWNgYIC7uzspKSkkJCTg4eGh86vwuno1K7dH0cXIkPWLh9LJsAM3btxg165d+Pn5ERgYKFoCWogkSeTk5FBZWcn27dvx9PRk3rx5BAQE0LNnTxEq9dStW7eIjY0lMDCwyc81NjbG0dGRESNG0LVrV2JiYvjtt9+oqamhR48eOu9r07FjRwYNGkRhYSEnTpzA2dn5gSOzunXrhoODA8HBwdjb29OjR497tvHw8KCiooLXX3+dFStWiFbdpvlHYzYSLTQ6oNFoGDduHHV1dURERMhdTovLyMhg7969LF68WOtDrtVqdcOicXPnztXpG1nQyet8fjKVbc8NJ8DNmsuXLxMeHs6cOXMaPdJGeDxqtZq4uDguXryIWq3Gx8eHjz/+mE6dOrFnzx65yxMe4dq1a1y9epVnnnlGK/srKSkhKiqKq1ev4uDggK+vL46OjjrvJ3X16lVOnDjxyA7AGRkZBAcHP3S6CV9fX7p06cKJEyfEBVHjiVtOcvn444/59NNPGybsak/y8/PZsWMH8+bN09mbvlqt5ueff6Zjx47MmTNHJyeF9KIqJn9xjkmDevLFgsEcOXKEmzdvsnDhwvtefQnapVQqiY6O5sKFC1hZWeHr60vfvn0xMDAgKiqKwMBACgoKxAR4eu7UqVMYGho2q4XmYVQqFfHx8Zw/f57OnTvj7++Pm5ubToPNzZs3+fnnn3nyySfx9fV94HZ3WqeXL19+3+kmbt++jZOTE2+++SZvvvmmzuptY0SgkcOlS5cYM2YMJ06cwM/PT+5yWlRpaSlbt25lypQpDBgwQKfHqq+vZ8+ePZiYmDBr1iythhpJkli48SJJ+RWEvOrH2ZDDqFQq5s+fL8soq/akpqaGy5cvc/nyZRwdHfH397/vyuReXl4sWLCAd999V4YqhcbasWMHw4cP1yz3F3cAACAASURBVNmACI1GQ1JSEuHh4ajVavz9/Rk0aJDOWj4qKirYsWMHLi4uTJgw4YEB6lHTTYSHhzNx4kROnz7NE088oZNa2xgRaFpaeXk5/fv3b5fD86qqqtiyZQu+vr74+Pi0yDHr6+vZvXs3Xbt2ZebMmVo7if0cmcNbe+P457T+1KeGYW5uzsyZM0U/DR2qrKzkwoULxMTE0L9/f/z8/B46Ku7bb7/l008/JT09vQWrFJricToEN+dYN27c4Ny5c9y6dQtfX1+GDBmikw7ENTU17N69m+7duzNjxowHnhceNd3Enek8kpKSZJ9YsBUQgaYlSZLE9OnTycvL48qVK3KX06Lq6urYtm0b7u7uWm9afhSVSsXu3bsxNzdnxowZj93kXFRZx7jPzuJq1ZmxBgn07evMxIkTxVwmOlJTU0NERATR0dF4enri6+vbsKDhw6hUKmxtbfnhhx+YOnVqC1QqNFV5eTmbN2/m9ddfb9Hj5uTkEB4eTkFBAYGBgQwePFjrLTYqlYrg4GDUajXz58+/7wi7xkw3MXToUBwcHDh48KA4xzycCDQt6euvv+bvf/876enp7Spt19fXs2vXLiwsLHj66adleVEqlcqGGqZNm/ZYNazZGc2JawU80yODiSO98fX1FScaHVCpVFy6dIkLFy40BOGmTg3/2muvER4ezuXLl3VUpfA4rl27RmxsrGzzruTk5HDq1Cmqq6sZM2YM/fv31+prWaPRcOjQIQoLC1m0aNF9R0BpNBqCg4Pp0KEDc+bMuef45eXluLi48MEHH7BmzRqt1dYGiUDTUmJjY/Hz8+PAgQOMHz9e7nJajCRJ7N27F41Gw9y5c2Xtsa9UKtm5cydWVlZMnTq1WSeuY/H5rN4Zzcguhbw9fYhYxkAHNBpNwyKTDg4OjBkzptkTLt66dQsHBweOHz/e7vqrtQa66hDcFJIkkZaWxqlTp+jYsSPjxo3T6mAFSZIIDQ0lKSmJJUuW3Pditr6+nh07dmBjY8PkyZPvOTeFhIQwe/Zszp8/z+DBg7VWWxsjAk1LqKqqwsPDg2nTprF+/Xq5y2kxkiRx/PhxFAoFS5Ys0YuF/urq6hpaaqZPn96kUFNWrWT0J6F0UlXxw1JPBvRvf7M665IkSSQnJ3Pq1CnMzMwYN24cvXr1euz9rlq1ihs3bhAaGqqFKgVt0nWH4KaQJIn4+HhOnz6NpaUl48eP1+pSJZcuXSIiIoLFixffd7+1tbVs27aNgQMHMmrUqHu+/tJLL3H48GGuXbsmRu7dnwg0uiZJEgsXLiQxMZGEhAS5y2lRkZGRREZGsmLFCkxMTOQup4FSqWT37t1069aN6dP/P/bOOyyKc/373116R0Q6SpGOIIIoYAFUEEUEK5bYRRPFkvySnOScxCQnOTmxxhYLokZQUVFEkSK9qSgoRaqASJUqZakL+7x/+LInBAtll9kFPtfllSu7M/N8h92dueeuLn32Gm08G4vYwiZ4r9SFndm7Z7KMMjBqamoQEhKCpqYmODg4QFtbm2Ou//Lycujo6CApKQnGxsYcOeYog2coE4L7Q1dXF5KTkxEXFwdjY2PY2dlx7Pr1/PlzhIaGYvXq1e+szGtqaoK3tzccHBxgaGjY630jIyOYmJjg6tWrHNEzzOjTBWO0q88g8PPzQ1hY2Ih7Onz58iViY2Ph7u7OU8YMAAgLC2P16tVobGzE7du3wWKxPrrP+dAniC5kYNM0lVFjhoN0dHQgPDwc58+fh46ODrZt24aJEydyNI9BRUUFCxcuHC3f5jEaGxtBp9N5ypgBAAEBAUybNg07duwAk8nEyZMnkZqain4+2L8TY2NjODs748qVKygrK+v1vpSUFFauXIl79+7h9evXvd6Pjo5GSEjIaMPIQTDqoRkglZWV0NHRwfHjx7F+/Xqq5QwZb968gbe3N5YuXQpNTU2q5bwXJpPJ7lOzZMmS93pqHqakYcvNl1CSk0bIHlsIC47a+IOFEILMzEyEh4dDQ0MDc+fO5eqN7cWLFzA1NUVWVtZoB2ceobi4GOHh4di8eTPVUj5IWVkZgoODISAggAULFnBkCGZeXh4CAwPh7u4OdXX1Xu93/za2bt3aK5H4woUL2LNnD/Ly8jgaEhsGjIacuAUhBM7OzmhoaEBCQgLVcoaM9vZ2eHt7w8LCgi+aQXU33xMWFsaSJUt69YvIyMjA1zfTkdsui9s7ZmCS2sfLhUf5MDU1NQgODkZLSwucnJwwYcKEIVnXyckJ8vLy8PHxGZL1RvkwmZmZyMzMxIoVK6iW8lG6E9Wjo6NhaGgIe3v7QXueX7x4gdu3b7/XqImKisKrV6+wbt26XtelGTNmQFZWFnfv3h2tsPwfoyEnbuHn54cHDx4gODiYailDBiEEAQEBUFdXx9SpU6mW0ycEBQWxcuVKdHZ2sntGdPP8+XN4BSUiq00W22Zrjxozg4TFYiEhIQEXLlyAnp4ePDw8hsyYAYCff/4ZAQEBqK6uHrI1R3k/TU1NfJPcSqfTYW5ujs8++wxdXV04deoUXrx4Mahj6ujowM3NDX5+figtLe31vp2dHcTExBAcHNwr3BUUFITExERcv359UBpGIqPTtvtJZWUlHBwccOzYMUybNo1qOUNGdHQ0ampqKC/P7i90Oh2GhobsJ0YDAwPk5OQg8F4YIrv0oSQjimOrzCAowD/nxGtUV1fDz88PTU1NWLVqFcfzZPqCiooKQkJCkJ2djYULFw7p2qP0Jjs7GxISEkNq1A4WISEh6OnpQUlJCUFBQaisrISGhsaAKzjl5OSgoKAAf39/aGpq9gi70mg06OjoICYmBgB6VPyJiopCUVERO3bseO/ohBHI6LRtTjNSQ03Pnz9HRETEO2O+/EJXVxdu3ryJ+vp6NDQ0oEJ1NgIyquG/3RrmE0aHTQ4EFouFBw8e4OHDh7Czs4O5uTmlLvLo6Gi4urqirKxs9CZAMQEBAdDQ0ICZmRnVUgZEe3s7IiIikJeXB2dnZ+jo6Az4WLm5ubh79y7WrFnTawL3h3ISR0NPPRgNOXGakRhqqqioQEhICNzd3fnWmAHeVjeYm5ujqqoKb4TH4VZ6NTbbaI4aMwOkuroa58+fx8uXL7F161ZYWFhQftG1s7ODtrY29u3bR6mOUd725+K1Cqf+ICIigoULF8LV1RXBwcEIDAxEW1vbgI6lp6eHhQsX4sqVK6itre3x3pgxY7B06VLcvHkTdXV1Pd4bDT31n1GDpo9UVlZi27Zt+P333/vdop1faW1txbVr17Bw4UKOZP9TSUVFBW7dugW35e64/2Ycxggysc1m8I3dRhqEEDx8+BAXL17E5MmT39sdlSr2798PLy+vXjeHUYaWpqYmvjZoutHU1MT27dshKCiIU6dOoaioaEDHMTAwgJ2dHXx9fdHU1NRrjVmzZuHatWtgMpns12VlZXH48GF4eHigsrJyMKcxYhgNOfWBkRhqIoTg2rVrkJWVxfz586mWMyjevHmDCxcuYP78+fB7wcKlh6/wzTQxtJc8x9q1ayEnJ0e1RL6gpaUFgYGBaG5uxtKlSzFmDG96t2bNmgUdHR14e3tTLWXE8ttvv8HT0xPi4uJUS+EY+fn5CAwMhLm5OWbNmjWgXMK4uDhkZWVhw4YNPSqpCCG4desWREREeg1bHQ09ARgNOXGOkRhqevz4MZqamvh+NhWDwYCvry9mzZqFWqFxuPTwFTbZaGKbmz1sbGxw4cIFlJeXUy2T53n16hXOnDmDsWPHYuPGjTxrzADAkSNH4OfnN+Cn6VEGB5PJBJPJhJiYGNVSOMrEiRPh4eGB4uJi+Pj49PK09IWZM2di/PjxuHbtGjo7O9mv02g0ODs7o7CwEJmZmT32GQ099Z1Rg+Yj1NXVYfv27SMq1FReXo64uDgsXbq0V48EfqJ7tpOxsTF0jEzx5Y10aI+TwFfz386WMTc3x8KFC3H58mUUFhZSrJY3YbFYiIuLw40bN+Ds7AwHBwee/06Ym5vD3t4ee/fupVrKiITBYEBCQmJYehOkpKSwdu1aaGho4OzZs8jPz+/X/jQaDfPnz4e4uDhu3brVo5O5iIgIli1bhuDg4B4h07+GnkZDqR9m1KD5CF999RW0tbVHTDfg9vZ2+Pv7Y8GCBXwdiuluqqesrAxbW1v8eCcT1Yx2HF4xGaJC/7sh6+vrY8WKFbh169aIm8f1Mbq9W4WFhfDw8BhUpcdQc/ToUdy/fx/p6elUSxlx8HtC8Meg0+mYPXs2li1bhrt37yI8PLxHj6u+7O/m5oa2trZefWhUVFQwa9Ys3Lx5s8cxN27cCC0tLXz99dccPZfhxqhB8wFSUlJw9epV3Lx5k2opQwIhBEFBQdDS0oKRkRHVcgYMIQS3b99mVyqEZb7GrWdl2GE3EabqvRNYJ0yYgE8++QTh4eFISkqiQDHvUVJSgrNnz0JdXR3r1q3jO++klpYWlixZgj179lAtZcQxXBKCP8aECRPg4eGB6upq/Pnnn2AwGH3et7vpZ1lZGeLi4nq8Z2lpCSkpKURERPR4/datW7hy5QqePn3KEf3DkVGD5j2wWCxs3LgRK1eu5OmZRZzk2bNnqKqqgqOjI9VSBkVERASampqwdOlS1DYz8W3AcxirSsPTfuJ791FUVMTGjRvx5MkTREREcGRYHb/y7Nkz+Pn5YdGiRbCzs+OrRop/5fDhw3jy5AliY2OpljKiYDKZEBYWplrGkCAhIYFVq1ZBU1MT586dQ0VFRZ/3FRERwZo1a5CWlobU1FT26zQaDYsXL0Z2djZyc3PZr2tqamLFihXYtGlTn4bujkT480o1BFy4cAEVFRU4e/Ys1VKGhKqqKkRGRmLZsmUQEhKiWs6ASU9PR1ZWFlauXAkBAQF8G5ABRnsnDq+YDKGPdAOWlZXFpk2bUFRUhDt37oy4iwaLxUJYWBgSEhKwYcMGvgoxvYtx48Zh06ZN+OKLL6iWMqJgsVh8awQPBBqNBjs7O8ybNw++vr69kno/hKSkJNzd3REeHt5jRIKYmBiWLl2Ku3fvoqGhgf26l5cXysvLcfHiRU6ewrBh5Hzr+kFdXR0+//xz/P777wNue81PMJlM+Pv7Y968eRg3bhzVcgZMWVkZwsLCsGrVKoiLi+Pm0zKEZ1XiSwc96Cr2zQUuLi6OdevWgcFg9OoLMZxpbW3F5cuXUVVVhS1btvD19+Cv/PLLLygsLBwxYWNeYKQZNN0YGRlh7dq1CA8PR1RUVJ+9vAoKCnBxccH169fR2NjIfl1dXR3Tp0/vkTwsKCiIw4cPY+/evXjz5g1XzoOfGXnfuj7wj3/8A5qamlizZg3VUoaEiIgIKCkpwdTUlGopA6apqQnXr1/HokWLoKCggLL6Vvx4JxOWGnLYNKN/IUNhYWG4u7tDVFQUly5dQmtrK5dU8wbV1dU4d+4cFBQUsGbNmmFVbispKYk9e/bgm2++GXEeN6oYqQYNACgrK2Pr1q0oKirCtWvX0N7e3qf99PT0YGlp2eshysbGBoKCgkhMTGS/tnbtWmhqauIf//gHx/XzOyPzW/cBnj17hsuXL4+YJ7pXr14hOzsbTk5OfFtm2V3RZG5uDn19fbBYBF/eSAOLEBxcbgoBev/PS0BAAK6urhg/fjzOnz/fw+07nCgsLMTFixcxY8YMODo6Dssb0TfffIOWlhYcPnyYaikjgpFs0ABv82rWr18PcXFxnD9/vofX5UPY2NhATk4Od+/eZXt3aDQaXFxc8OjRI1RVVbG3vXnzJnx9fXvk3owy2im4BywWC+bm5jAxMcGff/5JtRyu09HRgdOnT8PR0RF6enpUyxkQ3RVNXV1dWLp0KWg0Gi4mvsQPd7Pw65JJWGU5ftBrPHjwAElJSVi7du2wCcUAb4eOhoSEYPny5dDQ0KBaDle5efMmtmzZgoKCAr5uR0AlbW1tePnyJQoKCvDq1SsUFxeDwWCgs7MTTCYTnZ2d6OzsRH19PTo7OyEvLw9BQcEe/6SkpKCmpoYJEyZAQ0MD2trafD0j7kMQQpCYmIjk5GSsXbsW8vLyH92HyWTiwoULMDIygo2NDfv1lJQUPH36FJs3b2Ybi+vWrUNGRgZSUlJGggHZp6fSUYPmL1y4cAFfffUVKioqRkTuTEhICNra2uDm5ka1lAHz4MEDZGRkYNOmTRASEkJBNQMLjsbDSnssLmyYyjGvU3p6Ou7fv4+VK1dCXV2dI8ekkqSkJCQmJmLNmjVQVFSkWs6QYGtrC0VFRVy7do1qKTxHa2sr4uPjkZubi9LSUpSVleH169eorq5GXV0d3rx5g9bWVkhKSkJWVhby8vIYN24cpKSk2MaKkJAQBAUF0dTUhK6uLsjKyrKNnG6Dp7m5GdXV1aipqUF9fT2ampogIiICWVlZjB07FvLy8lBSUoKysjLU1dWho6OD2bNn8/X09NTUVERERMDd3R1qamof3b6xsRHnzp2Ds7MzdHV1Abw1jnx9faGhoYGZM2cCeOuZVlZWxoEDB7BhwwZungIvMGrQ9IeGhgZMmDABx44dw7p166iWw3VevXqFmzdv4tNPP+XbnInu2SpbtmyBjIwMOjpZWHrqAUretCBszywoSot+/CD9XC8gIAAuLi587dGKiopCVlYW1q5dy9MjDDhNQUEBTE1NER4eDisrK6rlUEZrayvi4uIQHx+PlJQUZGdno7y8HPLy8lBRUYGCggKUlJSgqqoKdXV1TJgwARMnTsT48eP7VAGZlJSEuro6ODk5fXTbrq4uFBcXo7CwEC9fvkRJSQnKy8tRUVGBqqoqVFRUoLKyEoqKitDT04O5uTlmzpwJW1tbvjJy8vLyEBgYCFdX1z5VD5aUlMDPzw8bNmxge4UbGhpw9uxZrF+/HgoKCgCAP//8E7t378arV68gIyPD1XOgmFGDpj988803CAwMRFZWFtVSuM5wCDU1Njbi7NmzWL58OSZMmAAA+C00B6diCnB67RTMN1bmyrplZWXw8/ODvb09zMzMuLIGt2CxWLh79y6qqqqwevXqYevq/xB79uxBREQE0tPTR4Kb/r3Gy7hx46CnpwczMzPMmDEDtra2HDNunzx5gqqqKixcuJAjx2MwGIiNjUVCQgKSk5ORm5uL169f852RU1JSgmvXrmHevHl9KsB4+vQpkpKSsGXLFrYh+a7Qk6GhIVxdXfGf//yHq/opZtSg6SsVFRXQ1tZGeHh4j7jlcIXfQ00sFgt//vknJk6cyHa/Piyoxepzj7DSQh3/XWrC1fVrampw+fJlTJ48GbNmzeKLZOru0vyuri6sWLFixDQ++zsdHR3Q1NTE//3f/w3LWU8sFgtJSUnw8fFBREQEioqKuGq8vIuUlBSUlZXBxcWFa2u8z8hRU1ODnZ0dVq9ezZNNIaurq3H58mVMnTr1o/caQggCAgIgJCSERYsWsV/7e+gpMTERDg4OKCgogJKSEtfPgSJGDZq+4uHhgdTUVDx+/JhqKVynqKgIt27d4utQU3R0NEpLS7F27VrQaDTUt3TA6Wg8xIQEELRrBsSFuZ//1NTUhGvXrkFWVhYuLi48bSAwmUxcvXoVEhIScHV15fnhktzm+vXr2LZt27BJEO7o6MCtW7fg7++PuLg4MJlM2NjYYMmSJXBzcxvysOKzZ89QXFyMxYsXD+m6DAYDd+7cYf8dWCwWbGxssGzZMqxYsYJnrneNjY3w8fGBkZERZs+e/cEHovb2dpw9exZ2dnYwNjYG8O7Q09SpUzFlyhScOXNmSM6BAvr21EgI6c+/YceLFy+ImJgYycnJoVoK12lvbydHjx7l63MtLCwkhw4dIk1NTYQQQlgsFvnUN5lof3OPpJW8GVItTCaTBAQEkNOnT5P6+vohXbuvtLe3k4sXL5Jbt26Rrq4uquXwDDNnziTu7u5UyxgwVVVV5NChQ2T27NlEXFycjB8/nmzYsIGEhYVR/jmnpqaSW7duUaqhq6uLxMfHk23bthFtbW0iKipKpk+fTn755RdSWlpKqTZCCGlqaiInT54kkZGRhMVifXDb8vJysn//flJbW8t+LTk5mZw9e5b9WWdlZRFRUVGSn5/PVd0U0icbhbf8cRTw9ddfw9ramm9zSfpDXFwcVFVV+fZcGQwGAgIC4Orqyo6V30gpRXDGa3zhoAcTtd6DJ7mJoKAgFi9eDBMTE5w7dw7FxcVDuv7H6OjowJUrVyArK4vFixfznPudSs6dO4c7d+7g0aNHVEvpMyUlJfjyyy8xadIkqKur49KlS7CyskJycjJevXqFCxcuwMHBgfLPWVhYuM8N5bgFnU7HjBkzcPr0aeTn5yMrKwuOjo64ffs2tLW1oa+vD09PT7x48YISfZKSkli/fj1yc3MRGRn5wa7CysrKmDVrFvz9/dHZ2QkAmDJlCkRERNhRBQMDA1hbW4/4adwj+gr37NkzpKSkwNHREVlZWcN6IGFNTQ2ePn0KBwcHqqUMCPL/+81MnjwZWlpaAICXNc344U4mrLTGYtssLUp00Wg0WFlZYfHixbh+/TrPTMLtNmbk5OTg4uJC+U2O19DV1cXmzZvh4eHB0x2EWSwWgoKCYG9vD11dXSQlJWHr1q0oLS1Famoqfv31VxgYGFAtswdSUlJoamqiWkYPNDU18cMPP+Dx48eoqqrC559/jpycHJiYmMDKygp+fn5D/j3obsCXn5//0VEJlpaWkJGRYU/gptFocHJyQnx8PBgMBkpLS7FkyRI8e/ZsRDfbG9FXuT179sDS0hJubm6Ij4/HuXPn8PLlS6plcRxCCEJDQzFz5kxISfVtphGvkZiYCCaTCVtbWwAAs4uFPX7PICRAx+GVpqAPoBswJ5k4cSI2bNiABw8eICQkhNKbZHfOzJgxY7Bo0SK+SFqmgv3796OmpgYHDhygWkovGhoasG/fPmhqamLDhg0wMDBAbm4u4uLisGvXrj41aaMKSUlJnjNo/oq0tDQ8PDwQHh6OoqIizJgxA3v37oWqqiq+/PJLVFdXD5kWcXFxfPLJJ8jNzf3gVPjujsE5OTnsCdzjxo2DoaEhvL29cePGDVhZWWHKlCnYs2fPUMnnPfoamyLDLIcmKiqKSElJ9cjFyMjIIEePHiWXLl0iZWVlFCvkHFlZWeTkyZOks7OTaikDoqSkhBw4cKBHnsr+0Gwy4esgEpxeTqGy3rS2thIfHx9y6dIl0tLSMuTrM5lMcunSpdGcmT5y9+5dIikpSQoKCqiWQggh5NGjR8TNzY2Ii4sTMzMz4uXlxXe/WyaTSX766aeP5obwEl1dXeTq1avEysqKiImJEScnJxIVFTVk6zc1NZETJ06Q2NjYD25XXFxMDhw4QBoaGsjz58/JgQMHyC+//ML+/jY1NREpKSkSHR09BKqHlNEcmvdBCMGuXbvwySefsHMxaDQajI2NsWPHDujr6+Pq1avw9/dHbW0txWoHR0dHB8LCwrBgwQK+rG5hMpm4ffs2FixYwG4c9aiwFn/EFGClhTqcJnGn38xAERUVxerVq6GoqAgvL68hfdpjsVgICAiAiIjIaM5MH3F2doazszPc3d0p86p1dHTgxIkTmDRpEubOnQsRERE8fPgQT58+xZYtW/judysoKAgRERE0NzdTLaXP0Ol0uLu748GDB0hLS4OysjLc3Nygq6uL3377jevnIikpiXXr1iE1NRUpKSnv3U5dXR2mpqbw8vJCdHQ03N3d4eLigvv374PFYkFSUhJr167Frl27hnUKxfsYkVe827dvo7y8HEePHu31noCAAKZOnQpPT08oKCjA29sbQUFBPO1C/RDx8fFQV1fn21k90dHRUFJSgqGhIQCgoYWJz6+lQmOsBL5fZEixundDp9Ph4OCA2bNn4+LFi8jLy+P6muT/hxVbWlqwZMmSUWOmH3h5eaGkpASHDh0a0nVbW1vx5ZdfQlFREUePHsXq1avx+vVrXL16FSYm3O2lxG2kpKTAYDColjEgdHR04O3tjaqqKuzcuROXLl2CkpIStm/fztUhtVJSUli7di1iYmKQnZ39zm2ys7ORlpYGQgimT58ONTU1GBkZQUxMDE+ePAEAHDt2DKWlpQgMDOSaVp6lr64cMkxCTl1dXURDQ4P88MMPfdq+ubmZhIWFkd9++43cv3+fMBgMLivkHDU1NeS3334jDQ0NVEsZEMXFxeTgwYPsvzmLxSKfXU4h2t/cI6nFQ1uiPVBKSkrIoUOHSHx8PFdd8LGxseTUqVOktbWVa2sMZ4Yy9NTZ2Ul+/fVXMnbsWGJqakpCQkK4vuZQ4+PjQ/Ly8qiWwTHi4+PJ9OnTiYyMDPn222+5+jsrKysj+/fvJ0VFRezXWCwWiYyMJEeOHCHFxcWkoqKC7N+/n31tr6ysJPv372enUPzwww9EU1NzOIWd+2SjjDiDJiAggMjLy/f7g66vrydBQUHkt99+I+Hh4aS5uZlLCjkDi8Uivr6+JDExkWopA6Kjo4McP36cZGZmsl+7kvSKTPg6iJyMfkGhsv7T0NBAzp49S/z9/UlHRwfHj5+SkkJ+//130tjYyPFjjyTc3d3J1KlTuXYT6OrqIl5eXkRNTY1oamqSq1evcmUdXiAgIICkpKRQLYPjBAUFEUNDQ6KgoEAOHTrEte9KQUEBOXDgAHn9+jVpa2sjV69eJd7e3myDhRBCYmJiiK+vL/tBKTQ0lNy+fZsQ8va7NnbsWPb/DwNGc2j+DiEE3333HdatW9dvl7yMjAwWLlyIbdu2oa2tDSdOnEBkZCRaWlq4pHZw5Obmor6+HtOmTaNayoD4e6gp53UjfriTiZk68tg+S5tidf1DWloaGzZsAI1Gw4ULF9DY2MixY+fk5CA6Ohpr167l2wo2XuHcuXNcCz3dvn0bhoaG+O677/D1118jPz8f7u7uHF+HV+DnkNOHWLhwITIzM7F//34cPXoUmpqa8PHx4fg6WlpamD9/Pnx8fODl2+HmWAAAIABJREFU5QVxcXGsW7eux6yqGTNmgMFgsMu0bW1tUVBQgJKSEtDpdKxbtw7ffffdiMqlGVEGTXR0NEpKSvDrr78O+BgyMjJwdnaGh4cHWlpa2IZNa2srB5UOjq6uLty/fx9OTk58l1AIvG0glpGRwZ7W29LRiR2Xn0JaTAiHV0ymvER7IAgJCcHNzQ1GRkbsG+dgKS4uxt27d7Fq1SqMHTuWAypHNhISEvDy8sJPP/2EwsJCjhwzISEBU6dOxcaNG7Fy5Uq8evUKO3fuHPY5Trxeuj1Y1q9fj8LCQuzatQtffPEFjI2NERISwtE1pKWlwWQy0draijlz5kBQsOdIFwEBASxevBgRERFobGyEiIgI5s6di9DQUBBC8N///hfFxcWIiYnhqC5eZnj/qv7G999/Dzc3N47M3ZGVlcWiRYvYhs3x48cRFRXFE4ZNSkoKxo4dy25Ax08wmUwEBgbCycmJPQ36+8BMFNY04+jKyRgnJUKxwoFDo9FgY2MDZ2dn+Pn5DaoBVn19PW7cuAE3NzeoqKhwUOXIhlNVT8+fP8ecOXMwf/58TJ8+HSUlJfjxxx95euYXJxmuHpq/IiAggC+++ALFxcVwcXGBu7s7rKyskJSUNOhjv3z5EteuXcPy5cthamrKHiz7d5SUlGBpaYm7d++CEIJJkyaBxWIhOzsbwsLCcHV1xffffz9oPfzCiDFokpOTkZqaiuPHj3P0uN2GzdatW8FgMHD8+HFER0dTZth0dHQgPj4ec+bMoWT9wfL3UNPNlFL4p5TC014H1hN5t5lYf9DV1cWGDRsQHx+PsLCwft84Ozo64OfnB2tra0ycOJFLKkcugwk9MZlM7NmzB9OmTYOSkhIKCgpw/PjxHqGCkQAvdgvmFqKiovjPf/6D4uJimJqaYs6cOdi4ceOA7wH5+fnw9/fH8uXLMXHiRMydOxeCgoIICwt75/bdoae0tDTQaDTMmTMHUVFRYLFYOHHiBLsj/khgxBg0+/btw7x587h2YRkzZgxcXFywdetWNDY2sg2btrY2rqz3Ph4+fAgNDQ2+HCNfVVWFtLQ0dqgpv4qB7wKfY5qmHHbP0aFYHWcZN24ctmzZgqqqKly5cqXPFz9CCAIDA6GkpITp06dzWeXIREJCAufOncNPP/2EzMzMPu/3+PFjGBoaIiQkBLGxsbh8+TIUFRW5qJR3kZWVRV1d3YjK35CRkcHp06fZD8+6urrsUQV9pbCwEAEBAXB3d2e32qDT6Vi6dCkKCwvfaZgICAjAxcUFERERaG1thba2NqSkpPDs2TNISkpi7ty52LdvHydOkecZEQZNd+LkUIxWHzNmDBYvXowtW7agsbERx44dQ0xMzJAYNi0tLUhKSoKdnR3X1+I0hBAEBwdj9uzZkJCQQBuzCzuvPIWokACOuptBgA/zZj6GmJgY1qxZg3HjxuHMmTMoLS396D5xcXFobGyEs7Pz6EgDLrJw4UKsXr0abm5u6Ojo+OC2TCYTu3fvhp2dHZydnZGVlQULC4shUsqbSEpKgk6nc7VvC6+ir6+PlJQUbN26Fa6urn321rx69Qo3b97EihUroK6u3uM9UVFRrFq1CtHR0Xj16lWvfZWVlWFgYICoqCi2lyY2NhZMJhOnT59GVFQUcnJyOHaOvMqIMGj+/e9/w8rKCgoKCkO2ppycHNuwqa+vx/HjxxEbG8tVwyY+Ph5GRkaQk5Pj2hrc4vnz52hvb2ffCP4dlIWc1004tMIUSjKiFKvjHnQ6HY6Ojpg/fz78/PyQmJj43qfa7OxsPH36FCtWrOiVIDgK5/njjz8gIiKCzZs3v3ebbq9MaGgoYmNjceTIEb5MxOc0NBoNKioqqKiooFoKJdDpdHz//fd99tbU1tbixo0bWLJkCSZMmPDObcaOHQtXV1f4+/ujvr6+1/v29vbIzs5GRUUF1NTUoKqqisePH0NJSQlWVlb4+eefOXZ+PEtf67sJn/ahefXqFREVFSX5+fmU6qipqSEBAQFk//79JDY2lrS1tXH0+G/evCG//fZbjz4F/EJbWxs5dOgQKS4uJoQQEpRWTiZ8HUT+cy+LYmVDS319PfH29ia+vr69Gji+fv2a7N+/f1jNGOMHCgoKiLS0NLl06VKP1zs6OsiuXbuIuLg42bNnD9/NWxoKoqKiSEREBNUyKKerq4v8+OOPREJCgmzYsKHXjLfW1lZy4sQJ8uTJkz4d78GDB+TUqVOkvb2913spKSnk3LlzhMVikaqqKrJ//37S0tJC8vPziaioKPsay4eM9qEBgP/+978wNTWFtja1vUu6retNmzahtrYWx44dQ1xcHNrb2zly/NjYWFhYWPBl8mFsbCy0tLSgrq6O4toW/ONmOszGy+L/HPWoljakyMjIYP369VBSUsKZM2dQVFQEAGhvb8f169fh6Og4WtE0xGhpaeHEiRPYuXMnu5R71CvTN0ayh+avfMhbw2KxcOvWLWhoaPQ5TDl9+nQoKSkhODi413tmZmYghCA1NRXjxo2Dnp4eEhMToa2tDRMTE/z2228cPTdeQ+CHH37oz/b92phq6uvrsXbtWty6dQvKyrwxxFBcXBwGBgbQ09NDdnY2QkNDwWQyoaCgACEhoQEds6qqCtHR0Vi6dCnfhSKqq6sRFhaGlStXAnRBbLj4GA2tTPhunoYxEiOjxPWv0Ol0aGlpQUFBAQEBAWhvb0dqairk5eUxa9YsquWNSExNTZGVlYUjR44gNzcXu3fvxqpVqxAYGAg1NTWq5fEswsLCiImJgbW19Wi+FwB5eXl4eHigubkZnp6eePHiBURFRdHU1NSv+Ws0Gg1aWlqIiYmBsLBwjwIQGo0GJSUl3LlzB2ZmZlBXV0dQUBBMTEwwbdo0eHp6wtPTE6KifBfG/7EvG9FI/7LQ+Spl/ejRozh58uSQDAccKLW1tUhMTEROTg5MTU1hZWUFaWnpfh3j2rVrGD9+PKysrLikkjsQQuDj4wM9PT1MmzYNP97NxIXEIpxea475xvxXpcVpmpqacOnSJTQ0NGD79u18mRs1XKiuroampiYEBQUREREx4pN++wIhBIcOHcKWLVsgKytLtRyeIicnB66urujq6kJoaOiAIgiVlZW4dOkSNm7cCHn5ni0tgoKCQKfTsWDBAty/fx8dHR1wdnaGjo4OPD09sWvXLk6dylDRJ4t42IacCCE4ePAgz39wY8eOhYuLC7Zv3w4AOHXqFO7cuYPa2to+7V9VVYXS0lK+vMBmZWWhpaUFU6dORVB6OS4kFmGDtcaoMfP/aW1tRXNzM8zMzHD+/Hm8ePGCakkjkszMTJibm8PIyAhdXV3vrDIZpTcjPTH4Q6ioqGDDhg3Q09ODtbU1Hj161O9jKCoqwt7eHv7+/mAymT3es7e3R1ZWFl6/fo0ZM2YgMzMTTU1N2LVrFw4ePDhsy+mHrUETHR2N5uZmfPbZZ1RL6RPS0tJwdHSEp6cnpKWlcf78edy4ceOjF4OEhARMmzZtwOEqqujs7ER4eDicnJxQWNOCr/3TMWW8LL5dYEC1NJ6AyWTC398f8+bNg5OTE5YvX46goCCEh4e/s2PoKNzh5s2bsLa2xuLFi/Hw4UMcPHgQW7Zs4cjoipGAsrIyysvLqZbBUxBCcPfuXVhZWSEoKAjbt2/H3Llzce7cuX4fa8qUKZCXl+/VdE9cXBy2tra4f/8+xMXFYWJigocPH2LHjh1gMBjDdhzCsDVoDh8+DEdHR76bmdL9Rdy9ezfU1NRw9epV+Pr6oqioqJdV/ebNG+Tn5/OldyY5ORmKioqQV1LFp74pEBESwMk1UyAsyF+fF7cICQmBsrIyJk+eDACYMGECtm3bhurqaly4cOGdZZujcJZ9+/Zh/fr1OHToEI4fPw46nY5t27bB3t4erq6ugxqNMFIY9dD0Ji0tDQwGAzNmzAAA/Pjjj/jzzz/xxRdfYOfOnf36XtFoNCxatAiFhYW9mkCamZmhoaEBBQUFsLa2xrNnz9De3g4HBwccPnyYo+fEM/S1HIrwUdl2aWkpERUVHRYlrkwmk6SkpJBjx46Rc+fOkZycHPa4+KCgIL4si2xrayMHDhwgFRUVxPPKU6L5jyCS8KKaalk8w/Pnz8mxY8feWdrPYrHIgwcPyP79+0lW1sgqax8q2tvbiYuLC1FQUCAPHz7s9X5LSwvR1NQkW7ZsoUAdf9HQ0ED279/PvmaNdLr/HhUVFb3ee/78ORk/fjyZPXt2v9tvlJWVkf3795M3b970OuaZM2cIi8Uit2/fJjExMaSkpIQf748jt2z7zJkz0NfXHxYlroKCgpgyZQp27NiB6dOnIyYmBqdPn8bjx4+RkZHBl+3vHzx4AG1tbdx/2YY7aeX4fJ4ubIbJnKbBwmAwEBISgiVLlkBEpPcgThqNBisrK6xevRr3799HcHAwOjs7KVA6PCkrK8OUKVPw8uVLpKWlvfP3JSYmhtDQUNy4cQMnT56kQCX/ICUlBRqNNiI7Bv8dQgiCgoJgaWn5ztE0RkZGSE9PB5PJhImJSb+KWVRUVGBlZcUeUtlN90y8rKws2NjY4PHjx1BQUICenh5Onz49+JPiMYadQcNkMnHixIlhN2GUTqfDyMgIHh4emDdvHrujbFZWVq+EMF6mubkZT548gZyOOf4dlAV7fQV8Zjs6YBF4e8G7d+8ezMzMoKqq+sFtVVVVsW3bNjQ3N8Pb27vPSeSjvJ+EhASYmZmxW9d/aB6arq4ufH198fXXXyM2NnYIVfIXNBoN48ePZ/dUGskUFBSgrq6OHWp6FzIyMoiPj8fcuXNhaWmJoKCgPh/f2toa7e3tPeY9/XVY5ZgxYzBhwgQ8ffoU3333HU6cOMFX946+MOwMmsDAQIiIiMDNzY1qKVyBRqNBTU0NTCYTrq6uyM/Px7Fjx5CQkDDkgzAHQlxcHDT0jPGPuy+gKC2KIysmgz4M5zQNhMzMTNTW1mL27Nl92l5UVBTLli2Dubk5zp8/j/T0dC4rHL5cvHgR8+fPx86dO+Hv79+nJHtnZ2d8++23WLp06WiS8AfQ09Pj6dYZQwEhBJGRkbC3t/9oE0Y6nY6zZ8/il19+gbu7Ow4ePNinNeh0OhYvXozo6OgeOXba2tqQkZHBs2fPMGPGDDx8+BCurq4QERHBnTt3BnVevMawM2gOHjyIFStWUC2Dqzx58gQ6OjowMDDAqlWrsHbtWlRVVeHYsWOIjIxEc3Mz1RLfyZs3b5CWnoHblbKobe7AqTXmkBHnr+osbsFgMBAaGorFixf3qzkijUaDhYUFPvnkE8TFxSEwMPCjwxRH6cmpU6ewc+dO/Pnnn/327H777bewt7eHo6MjXzxQUIGOjg4KCwtHdGg0MzMTdDodBgZ9r+LcsWMH7t69i3//+9/46aef+rTPuHHjYGVlhTt37vQIPc2ZMwdxcXEYN24c5OXlkZ6ejuXLl/fZWOIXhpVBk52djYyMDPzyyy9US+EaTCYTSUlJsLGxYb+mqKiIJUuWYOvWrWhra8OJEydw7949ngtDxMTEoEJuMh4UvsFPLkaYpCZDtSSeoD+hpvehpKQEDw8PEELg5eWFsrIyDqscnhw5cgRfffUVbty4gaVLlw7oGJcvX4awsDCWL1/OYXXDA3FxcSgqKuLly5dUS6GErq4uREVFYe7cuf3umGxnZ4fQ0FAcOXIE3377bZ/2sba2RkdHR4/Qk6qqKtTV1ZGUlIQZM2YgMTERP//8M9LT05Gdnd0vTbzMsDJoTp48CXNzc76cZ9RX0tLSoKam9s7J4WPGjMHChQuxY8cOiImJ4fz587h69eo7S76HmqqqKkRmv0ZgARPLzNWwcqo6pXp4if6Gmt6HsLAwXF1dMXv2bFy9ehUREREj+qn4Y/z666/Yt28fbt++DScnpwEfR0hICGFhYXj8+DH++c9/clDh8EFXVxe5ublUy6CEp0+fQk5ODpqamgPa38rKChERETh9+jT27t370e3fF3qyt7fHw4cPoaSkBFFRUZSXl2PKlCn4448/BqSLFxk2ow86OzsxduxYdjOy4QghBKdPn4ajoyO0tLQ+uj2TyURaWhqSkpIgKCiI6dOnw9jYmJJBeueu3sKRLFGMl5fCrU+tISY8OswPAFpaWvDHH39g1apVA/bOvIvm5mbcu3cP1dXVcHV15eixhwP79u3D0aNHERQU9MEkzf6QlJSEOXPm4MKFC6Pemr9RU1ODS5cuYe/evSNqrhOLxcLRo0exYsWKQf8G09PTMWfOHCxbtgynTp366PYJCQkoKirCmjVr2H/zgIAAyMvLQ0ZGBmlpaVBQUMCKFStQW1vL63MAR9bog4iICIiKig5bYwYASkpK0NXV1WdLX0hICBYWFvjss89gb2+P9PR0/P7774iPj0dLSwuX1f6P8qoanH7OAo1Ox6k1U0aNmb8QFRUFQ0NDjhscEhISWL58+ai35h389NNPOHbsGMLCwjhmzADAtGnTcPz4cWzevHk0QftvyMvLQ1hYeMQ12cvLy4OMjAxHft8mJiaIj4/HzZs3sXPnzo9ub2VlhcbGRuTk5LBfs7GxQVJSEnR0dFBZWQkLCwuIiIggMjJy0Pp4gWFj0Hh7e2PmzJlUy+AqT548gYWFRb+fcGg0GnR0dPDJJ59g7dq1qKurw/HjxxEUFISamhouqX0LIQS7fZJQ2yWGY6vMoCEvwdX1+Iny8nLk5ubC3t6eK8en0WgwNjbGp59+irq6Opw5c2bE59YcPHgQhw4dQnBwMKZNm8bx42/cuBEbN27EggULUFlZyfHj8zMjMezUfc3mFPr6+oiNjYWfnx++/PLLD24rICAAJycnhIWFscuzFRQUoKamhoyMDEyePBnJycmYOXMmvL29OaaRSoaFQcNgMBAUFIQff+zThHG+hMFgID8/n90Kf6AoKipi8eLF2LFjByQkJHDx4kVcuXIFhYWFXMmz+SMyB0+qgZ22GrDXV+T48fkVQgiCg4Nhb28PUVFRrq416q15y/Hjx/Hjjz8iMDCQq5Ppjxw5gsmTJ8PW1hYMBoNr6/AbI618u7a2FpWVlezmdpzCwMAAUVFR8Pb2xnfffffBbTU1NaGmpob4+Hj2azNmzMCDBw9gZmaGtLQ0/Otf/8Ldu3d5tjq2PwwLgyYwMBAKCgowMjKiWgrXePr0KQwMDDh285OUlISdnR12794NfX19hIaG4syZM0hNTeXYzS4xvwYHIwphOhbY68DZHzW/8+zZM9BotEEbqH2l21uzffv2Eemt8fLywrfffgt/f3/Y2tpydS06nY6AgADIyspi3rx5w6552UBRV1dHQ0PDiOkanJycjMmTJ3MlN8XExAShoaE4fvz4R6t6HRwckJycjLq6OgCAmpoaxowZg9LSUqirq4MQAgUFBQQGBnJc51AzLJKCZ8+eDWNj42Hbhrw7sczd3R3KyspcWYMQgoKCAjx69IgdW7WwsICExMBCRCV1LVh0PAG0jiYE7ZoNVcXR0QbdtLa24uTJk1izZg3XPs8PQQhBZmYmQkND2Z4EHk8IHBR37tzB6tWrceXKFbi4uAzZugwGA1OnTsXEiRMRGBjId4NyuUFAQADU1NQwderUIVmPyWSiqakJTU1NaGtrA4vFAovFYk+sp9Pp7H+CgoKQlJSElJQUxMXFB5W8zGQyceTIEXh4eEBWVpZTp9OLhIQELFiwAIcOHcLWrVvfu11iYiKKioqwevVq0Gg0FBQUICwsDHPnzkV0dDRSU1ORnZ3Ny1O4+/Rh8P1VrLKyEklJSbhx4wbVUrhGXl4epKWluXrzo9FomDhxIiZOnIiqqio8evQIJ06cgKGhIaZPn45x48b1+VitHV3w8ElBB5OJPcb0UWPmb0RFRcHAwIASYwb4n7dGQ0MDwcHBOHv2LBYvXjwsK6Gys7PxySef4NChQ0NqzABvvaAxMTGwsLCAh4cHzp07N6Tr8yJ6enpITk7mmEHT1dWFqqoqlJeXo7a2FgwGA01NTez/dnV1sY0UMTGxHgYMjUZjGzgsFgtMJpO9X3t7OyQlJdn7SkpKQkZGBkpKSlBRUfnog97Lly+hoKDAVWMGeBs++vPPP/HJJ5/A0NCwR3+yvzJ9+nSkpqYiNzcX+vr60NLSgqCgIFgsFtra2vDpp5/C0tISVVVV72wJwi/wvUHj5+cHTU1Nvv4QPkZycjJHE8s+hoKCAlxcXDBnzhwkJyfj0qVLUFRUhJWVFbS0tD745EIIwVc305HzuhHOUsVwnTOwZmXDlaqqKmRlZfWpSoHbSEpKYvny5cjMzMTVq1eHnbemsbER8+fPx6pVq7Bt2zZKNCgqKiIqKgpWVlZQUlLCzz//TIkOXkFXV5fd9HPs2LH92vevxkt5eTkqKipQXV2NMWPGQEVFBfLy8lBUVISUlBTbCBEVFR2Qp6WzsxMMBoNt4DQ1NaG+vh4PHz5ERUUFhIWFoaysDGVlZaioqPQycnJzc6Gnp9fvdQeCm5sbvvjiC7i5uSE1NfWdQ5kFBAQwf/583Lt3Dzo6OhAQEMCMGTOQkJAAc3NzFBYWQkNDA35+fti1a9eQ6OYGfB9yMjQ0xJo1a4ZtQ6va2lqcP38ee/fupexG09nZiYyMDDx69AiEEFhYWMDU1PSd06DPxBbg15AcrDaWhIlgBdzd3SlQzLtcvXoVGhoaXE1KHQgMBgPBwcGoqakZFt4aFosFW1tbEEIQGxtLebjn8ePHmDt3Ln799Vfs2LGDUi1UExERga6uLjg6On5027q6OuTl5SE3NxelpaVs46XbkFBUVISwsPAQqP4fhBC8efMGFRUVbMOqoqICoqKi0NHRga6uLgIDA7Fhw4Z+G22DwdXVFQUFBUhJSXnv38TX1xe6urqwtLQEi8XCyZMn4ejoiICAALS2tuLGjRvIzMwcMs39oE9WKV8bNHl5eTAzM0NtbS3XK0WoIjw8HAB4or8OIQRFRUVITk5GYWEhjIyMMHXqVCgqvq1ein9RjfXnH8PRSAmTGh9j/vy+NQAcKRQXF+PmzZvw9PTkSS/IcMqt+fTTTxEcHIyMjAxIS0tTLQcAEBISguXLl4/4xntv3ryBl5cX9u7d22sIKIvFQllZGXJzc5GXl4eWlhbo6upCT08PmpqaQ2689BVCCKqrq5GXl4eMjAxUV1fDwMAAenp60NHRgZiYGNc1dHR0YMqUKdDV1cWtW7feuU1FRQWuXLkCT09PCAsL49GjRygrKwOdToecnBwWLFiA1NRU6OjocF1vP+mTQSPwww8/9Oeg/dqY2xw5cgSNjY347LPPqJbCFQghuHPnDubNmzfg5FxOQqPRMGbMGBgZGcHU1BR1dXUICwtDTk4OalqBPYH5mCAngR/mKqHgRS4cHBxGVFfQD0EIQUBAAKZPn86z3g8ajQYFBQWYmJggLS0NCQkJUFFR4RmDoK+cOXMGhw8fRkxMDNTU1KiWw0ZHRweqqqrYtm0bbGxsoKGhQbUkShATE8OrV69ACIGysjIIISgtLUVsbCyCgoJQVFQEeXl52NjYwNHREfr6+pCXl6ekw3lfodFokJCQwPjx49HU1AQFBQVMmDABOTk5CA0NRUFBAbubPbceEgQEBLB48WL885//RHNz8zur+aSkpFBeXo43b95gwoQJkJeXR3BwMKytrfHs2TOUlJSgpaUFdnZ2XNE4CPrUk4WvDZotW7Zg586dQ5YxP9S8evUKr169GvSMH24gIiICDQ0NWFpagiYogs/vvgSjvQt7TGl4/TIPRkZGUFcfndfUzYsXL5CXlwdnZ2eeN/KEhYVhZGQEcXFx3L59Gy0tLVBXV+fpG0o3CQkJWLduHXx8fHiy0ebkyZMhICCAnTt3wtHRkbLEcKoRFRVFQkICaDQa7t69i8zMTEycOBEODg6YOXMmtLS0IC0tzfO/lXdx//592NjYQF9fH8bGxpg+fTqkpKSQnZ2N0NBQNDY2QkZGhisPqdLS0rC2tsZnn30GQ0ND6Ovr99pGSUkJd+7cgZmZGcTExFBXVwcWi4WioiKYmJjA29sbu3fv5ri2QdIng4Y//cl4m0X++vVrbN68mWopXCM9PR0mJiZUy/ggNBodXhltqO4QxNEleiAVWXiWlwcWiwV5eXloa2vz5UWJk7BYLERGRsLe3p7yXI6+8tdKqNDQUPzxxx9wdHSEnp4ez36eZWVlWLJkCb766iu4urpSLee9fP3112hoaMCcOXMQExPD879xTlNTU4MXL16gsrIS6enpmDt37keLDfgFJpOJmpqaHom5QkJC0NXVha6uLhobG/H06VP4+Phg7NixsLCwgIGBAUcfFmxsbHD48GGsX78ejx49goGBQY/35eTkYGRkhPj4eDg6OmLq1Knw8/ODsbExgLdhqaKiIr70IPKth+bSpUt4+fIlPD09qZbCFTo7O3Hnzh0sXLjwncm3vMKRiBfwfVSMbxboY7X125JvKSkpaGtrIzExEQ8ePEBXVxfk5eV7xctHChkZGaisrMS8efP47qItLCwMQ0NDKCgo4P79+3jx4gVUVVUhLi5OtbQedHR0YObMmTAzM+OL6cFz5sxBTU0N9u7diwULFgzrKk3gbcg1Pz8f9+7dQ2JiItTV1dlePysrK777XbyP7gqs90UNuj3b06ZNg6ioKJKTkxEVFYX29nYoKSlx7Bppbm6O4uJi7Nu3D5s2beqVY6qsrIygoCAYGxtDXl4eWVlZUFNTQ1paGgoLCyElJcWV0SCDoE8eGr5NCraysoKtrS1+/fVXqqVwhaysLCQnJ2PdunVUS3kvd9LKsevqMyw3V8P+ZSYghPRoANgdG09OTkZubi4MDAxgYWHBszkk3IDFYuHEiRNwcXHhyyeev9LV1YVHjx4hMTER5ubmmDlzJs8kaS5ZsgT5+flITk7mGU19Yc+ePfD19UVsbOyw7XReUlKCyMhINDc3Y9asWTA0NISAgABaWlpw/PgyiZHgAAAgAElEQVRxeHp68pyBPFAeP36MyspKLFq0qM/7VFdX4+HDh8jNzYW1tTUsLS05Yth0V/oBQExMTC/vcGRkJFpaWrBo0SKkp6cjLS0NTU1NyMvLw+PHj/HgwYNBa+Agw7fKqaGhAQoKCigpKRm2TzZ+fn7Q09ODmZkZ1VLeSWpJPVaeeQgTNRn4bpkGEUEB5ObmIiEh4Z1hwObmZjx79gwpKSkQFxeHhYUFjI2Nh73XJiMjAykpKdiwYQPVUjhGY2MjwsPDUVJSwk7apPIJ28fHB7t27UJmZuY7e3DwOp6enrh27Rri4uLemfPAr1RXVyMyMhIVFRWwtbWFqalpr5tqQEAAFBUVYW1tTZFKzhIYGAg1NTWYm5v3e9+amhpERUWhtLQUs2fPhpmZ2aBD1I2NjdDT08Pnn3/ea5hlt0H52WefQUxMDEeOHIGJiQnq6uqwYcMGVFVVQUZGZlDrc5DhW+UUGBiIR48eDdveM62trQgLC8OiRYt4smy2oqEVq72SIC0mhMtbpkFK9K1REhYWhsmTJ0NJSanXPsLCwhg/fjwsLS0hLS2N9PR03L9/HwwGA2PGjBk2T2h/hRCCW7duwc7ODnJyclTL4RgiIiIwNDSEoqIiwsPDkZeXR1kYqqamBgsXLsSBAwd4Mnm+LyxYsACFhYX46quv4Ozs3K+u3LxIQ0MDwsLCEBkZiUmTJmHJkiVQVVV9p9ErJSWFyMjIt8UFwyDsFB0dDQsLC0hJSfV7X3FxcRgZGWH8+PFsT6ikpCTk5eUH/LcRERGBvr4+du3aBXd3d4wZM4b9npCQEBgMBsrKyqCjo4PW1la0t7ejoKAAOTk50NLS4iWvYZ9CTvyRofg3rl+/jhkzZlAtg2tkZmZCW1ubJ3vrtHR0YuulZLS0d8J7/VSMlXyb31NfX4+ysrKP/gDodDp0dXWxevVqbN26FXQ6HefPn4ePjw8yMzOH1RToFy9egE6nQ1tbm2opXEFTUxPbtm2DtrY2vL29ERERgY6OjiHVsG7dOkyZMgVbtmwZ0nU5zalTp7BixQrMnDkTz58/p1rOgOjs7ERkZCTOnDkDKSkpeHp6wtra+oMPZaqqqhAREcGLFy+GUCl36OzsRF1d3aCjBqqqqli3bh3mz5+P+Ph4eHt74/Xr1wM+nrOzM5ydneHu7g4Wi9XjPWtra6SmpqK1tRXm5ubIzs6GvLw8LC0tcf369UGdBxXwnYeGyWRiy5Yt8PLyGrYlj2FhYbCwsIC8PG/NQGKxCHb7peJhYS1OrTXHVM3/eR2ePHkCaWnpfrnMxcTEoK2tjWnTpkFAQABPnz5FZGQkmpqa2K3L+ZXuHkLW1tbDNiwKvDVQ1dXVYWJiguzsbISHh0NaWhrjxo3j+hO3j48PvLy8EBUVxdfflW4WLFiA8vJyfP7555g/fz67YSU/UFZWhsuXL4NGo2HVqlXQ19fvk3eZRqNBXFwccXFxmDJlCl97aRobG5GZmfneeUr9gUajQU5ODubm5qDT6bh9+zaYTCbU1dUHFIZycnJij934qz4RERHU1NSgtrYW+vr6yMvLg6KiIiQkJHDmzBl89dVXvNKuYXh6aBISEiAhIYEpU6ZQLYUrNDY2orq6GhMnTqRaSi9+j8hDyPPX+NbJAHMM/nexJYQgIyNjwOWngoKCMDExwfr167F582YICQnh8uXL8PLyQnJyMtra2jh1CkNGcXExmpube5VMDlekpKSwZMkSuLm5IS4uDr6+vqipqeHaejU1Ndi9ezcOHDjwzhAnv/L7779j48aNsLW1xbNnz6iW81E6OzsRERGBq1evYvbs2Vi+fHm/wy0GBgag0Wi82nK/z3Q/iHESGo0GMzMzbNu2DeXl5fDy8hqQt0ZCQgJeXl746aefUFhY2OM9GxsbPH78GB0dHZg0aRKamprQ2toKSUlJJCYmcupUhgS+89AcPnwYAgICPF39MxjS09MhJCQEQ0NDqqX0IDC1DD/ezcJyczV87dQzCbS7nwQnOgOLiYlBS0sL06ZNg4yMDLKzsxESEoKamhqIiYlBRkaGL57i7t27hylTpvBlkupgkJWVxZQpU9DW1sbVpnxLly6FoqIifv/9d44elxdwcHBAfX09PD09YWVlxbPVcd1eGTqdjlWrVkFNTW1Av83uDuT379+HhYUF3/Rq+jtlZWWor69n93PhJCIiIuwiioCAgAF5a3R1dZGRkQEvLy9s3ryZ/VmJi4ujvLwcLS0tmDRpEsLCwqCiooKKigrU1tbCycmJ4+czAIZfp2BCCDZt2oR//etfvJSsxFFiYmJgZGTEU2GK1JJ6ePikwHz8GJxYYwZBgZ4/ogcPHkBJSYmjc5toNBrGjh0LIyMjmJmZgcFgIC4uDklJSejo6ICcnBzP9ud5/fo1Hj16BBcXF769OA8GOp0ONTU1mJiYICcnB+Hh4ZCSkuJYGGq4hZrexdy5c0Gj0bB9+3bo6Ojw1PWus7MTUVFRiIiIwNy5c2Frazvo3+KYMWOQl5eHzs5Ovn0IePnyJTo7O6Grq8uV49NoNCgpKWHSpElISUnBo0ePoKam1q/fwPtCT3JycggNDYW1tTXKy8shJiYGUVFRXLp0CV988QUvPEQOP4MmLy8PJ0+ehI+PDy/8gTlOe3s7QkNDsXDhQp6pbuquaJIRE4LvXyqaumGxWLhz5w4cHBy4Nm9KWFgY6urqmDp1KlRVVfHy5UuEhISgpKQEQkJCGDNmDE8ZDlFRUdDW1oampibVUihFREQEBgYGUFFRQWRkJLKzs6GiojKo78lfq5pmzZrFQbW8x4wZM6CqqgoPDw/IyMjA0tKSaklgMBi4fPkyOjs7sXr16gF7Zd7FuHHjEBQUBAsLC17J2+gXOTk5EBMTw4QJE7i6Tre3RlBQEAEBAZCWlu5zvpWwsPA7q56kpKSQm5sLUVFRKCoqoqCgAEwmExEREVi2bNmQTg1/D8PPoPH390dubi527txJpQyu0T1dllfyg5rbO/GJ92PUMDpwect0qMv1Lst9+fIlSktLh+TmQqPRIC0tDT09PVhaWv4/9s47LKo73/+vmQGkzIBSlSZIlaYIBLEXNCqWGDVqYmyxRM0mbjbZe7M3m83u3Xs3NzExMYkaa9SoWCMaY4LYK1IURBCkgyBIk2EY6szvD3/MSkQFnGEGwut5eMThzDmfKed83+dTUSqVqk6bMpkMMzMzrZd/19TU8NNPPzF16tRO1eBNk/Ts2ZOAgABqa2uJiIhAJpNhb2/fLtHelUNNLTFw4ED8/f158803kclkjBkzRmu2FBQUsHPnTry9vTXSwbxpcGJFRYXGRYEmuHnzJlZWVh1SrNLkrXF1deXYsWNUVVXh5OTUKnH5pNCTnp4esbGxjB49mqioKMRiMenp6VhbWxMYGKjpl/Qsul5S8IkTJwgJCdG2GRojLS1NY+7KttLQqOAPe6+TUljJ13P98ejdcrLbzZs38fX17WDrHt5p+Pv7s2jRIlXTuh07drBt2zauX7/e4eXDTdy4cQNXV9cuGwppL0KhkODgYFasWEF1dTXffPMNMTExNDY2tnofu3bt4urVq/zwww8atFT3mDhxIlFRUWzcuJE33njjsdLbjiApKYndu3czYcIERo4cqTEP+ejRo7l69SpyuVwj+9ckDQ0NHd4o1MbGhqVLl3L37l3Cw8Opra1t1fO2bNlCXl4en3/+ueqx/v37U1JSQnl5OZ6enkgkEry9vfnll180Zb7a6TSCRqlUcvbs2S7VcfVRFAoFaWlpeHh4aNsUlEolfz+WzOnbxfx9qjejPVvO56mvr+f27dsaSYJrC5aWlowbN47Vq1czZMgQUlNTWbt2LUePHiUvL482dsNuN00eo646/V0diMViXnrpJebOncvt27f59ttvSUpKeuZnVF9fz3/+53/yj3/8o0tVNbWWF154gejoaCIjI5k6dSr19fUdclylUsmpU6c4deoU8+fP13jVnoWFBf379+fChQsaPY4mUCgUWgl9GxsbM2/ePMzMzNiyZQtlZWXPfI6JiQnffPMN//u//0tVVRUAIpEIf39/YmNj8fPzo7KyEnd3d06fPt1h19DnpdMImtu3bwN02YZ6eXl5mJmZ6USr6a0Xs9h1NYdlI/rxeojTE7dLT0+nT58+ai9VbC8ikQhPT0/mzJnDypUrMTc3JyIigm+//ZZz585RXl6u0eNnZWUhEolwcHDQ6HG6Ara2trz++utMnjyZK1eusGnTJtLT05944fz0008xNjZm1apVHWyp7uDi4kJsbCwZGRmMGDFCtRBpitraWsLDw8nLy2PJkiUd1hdn5MiR3Lhxg8rKyg45nrpQKBRay+0UiUSEhYURHBzMtm3bHivNbokZM2bg6urKBx98oHosICCAxMREbG1tqaurQyKRIBI9HGvTGeg0gubs2bPY29tr2wyNoSvhpl+SCvmfn1OY6NOb/5zw9CZ5qampOjt7RiKRMGzYMFatWsVLL72ETCZjy5YtbN26lZiYGKqrq9V+zCbvTFdMWNcU/fr1Y8mSJQwbNowTJ06wc+dO8vPzm20jk8n44osv+N///V+dSv7WBjY2NsTExAAQFBREUVGRRo5TXV3N999/j0Qi4fXXX9dYwn9LSCQSAgICOHv2bIcdUx3ownkfGBjIrFmzOHz4MDdv3nzm9p9//jnbt29XfY/MzMxwcnIiKSkJZ2dn9PT0cHV17TSfRae5Ovz8889q6cCoq6Smpmo93HQ9t5x3wm8w0KEna2cPRCh88gmqUCi4c+eOToiwpyEQCLC3t2fSpEm8++67DB8+nNzcXNatW8fevXtJSkpSi/u+srKSrKwsreQTdXYEAgHe3t6sXLkSHx8f9u/fz/79+1WN+f7617/i6OjIrFmztGypbiAWizl//jwuLi6qO2p1UlVVxY4dO3B1dSUsLEwrFUdDhw4lLS2Nu3fvdvix24tQKNRKftNv6du3L/Pnz+fkyZPPbM44YsQIgoOD+dOf/gQ8DDE6Ojpy8uRJUlJSqKurw8HBgZ9//rkjTH9udKM2+BkolUrOnTvHiRMntG2KRigtLaW2tlaroxxyS6tZsiMWG1NDtswPxFD/6Rex/Px8JBIJPXv27CALnx+RSIS7uzvu7u7U1tZy+/Ztbty4wfHjx/Hw8MDPzw8nJ6d2eQESEhLw9vbW2d44nQGRSERAQAB+fn5ER0ezfft27O3t2bx5M0ePHtW2eTqFvr4+R48e5Y9//CPDhg1j69atahF8lZWV7Ny5E19fX60O+zQ0NOTFF18kIiKCZcuW6Uwbi6chFArblOSuSaytrVmwYAE7d+6koaHhqXl9X331FcHBwfz4448UFhaiVCoRCoXMnDmTgwcP4uzszJYtW1AqlTrhhXoauv8tAZKTkxEIBF3WQ5OZmYmLi4vWviwV1XUs/P4aDQol2xf9e+Dk09AFj9Lz0KNHDwYMGMCAAQOQSqUkJSURFRWFVCrFx8cHPz8/evfu3arPRKlUkpiYyJQpUzrA8q6Pvr4+w4YNIyAggDlz5uDi4kJDQwNyuRwjIyNtm6czCIVCvvrqKwYOHMjixYtJSEhQNU1rD1KplB07duDv768TuYo+Pj4kJydz7tw5xo4dq21znomRkZFOVWdZWFiwcOFCduzYgVAoJCAgoMXtjIyMGDRoEF988QW7du2ib9++nD17lvT0dPr164epqSk9evQgJSVF5zrY/5ZOEXI6e/Zsl060zMnJ0Vp789qGRpbtiiO/TM6m1wNwsWpduXFnFzSPIpFICAkJYdmyZcyfPx99fX3279/Phg0buHDhAhUVFU99/r1792hoaOjS31FtcO/ePaKiovj222+pqanh66+/5sKFCx1W4dNZWLRoEVFRUWzevJkpU6a0a/aZTCZj165dDBgwQCfEDDwMRYaFhXH9+vVOEXqSSCRIpVJtm9GMXr16MX/+fM6fP8+NGzea/a22tpZjx45x9OhR/vWvfxEfH09JSQkCgQA/Pz9u3bqlmiloZ2fXKfJoOoWg+fnnn3XmJFM3SqWS7OxsrQgapVLJfxxM5FpWGZ/N8iO4X+u6QZaWllJXV9clp51bWVkxZswY3n77bSZPnsyDBw/YtGkT27dvJy4ursU7sMTERHx9fXXeHdvZWL16NaGhoQwdOpQpU6awePFi7t27x9dff01sbKzOuPd1geDgYBITE8nLy2PQoEHk5eW1+rlyuZwffvgBT09Pneu+LBaLVaGnhoYGbZvzVCQSicYrz9qDubk5r7/+OqdOnSIpKQmAjIwMNmzYgFKpZMWKFQwbNoy5c+eyevVq4KF3p8kz8+DBA1xcXDpFHo3Oh5wUCgXnz58nKipK26ZohJKSEvT19bWSi7L2ZBpHbhTw/oseTBto1+rnpaam4ubm1qUXcIFAgKOjI46OjkycOJH09HQSExM5efIkzs7O+Pr64u7ujlAoJCkpiQULFmjb5C5FYmIiUVFRzSo1LC0tmTVrFnfv3uXUqVNcuXKF0aNH4+3t3aW/i62lqQJq3rx5+Pv7c+jQoWfmwTQ2NnLgwAEcHR0ZPXp0B1naNjpL6EksFuuch6YJS0tL5s2bx86dO0lNTSU3N5cpU6aoPDDwsDWCk5MTkZGRjB8/Hj8/P9LS0rC2tqZv376dIo9G5z006enpCAQCgoODtW2KRtCWd2Z/TB7rTqczO9CBlaNc2vRcXWkA2FGIRCI8PDyYNWsWq1evxt3dndjYWD7//HN2796tNUHalXn77beZOXNmiwNP7ezsmD9/PpMmTeLy5cts3ryZjIwMLVipe+jr67Nv3z7effddwsLC+Pbbb5+6fWRkJCKRiBdffFFnF6rOEnrSxZDTozSNZUhOTubVV19tJmbgoSdn+fLlvPfeewB4e3urbl7t7OwwMDAgPT1dG6a3Gp0XNHFxcR3W0EkbaEPQnEop4oMfbzLczZJ/Tvdp04VMLpdTWFj4ux28aGhoiL+/P/Pnz2fFihXU1NSgVCr5/PPP+fHHH0lNTdV517iuc+nSJeLi4lizZs1Tt3NxcWHp0qUMHTqUn3/+mZ07d5Kdnd1puppqkr/85S+Eh4fzX//1XyxdurTFcuK4uDgyMjKYMWOGzvf36QyhpyZBo4vfP4VCweHDh1EoFIwcOZIjR460mIv2j3/8g4KCAg4cOIBYLMbBwQE9PT1qa2uxsbEhLi5OC9a3Ht3+FgPR0dG4uLTNg9BZaMqf6chBbHE55azaE4+3rSkb5wWgL2rbVyAnJwcHB4cOn1miixgZGVFWVsYbb7zBypUrsbOz48qVK6xZs4bDhw9z+/bt7gTWdvDJJ58wffp0rKysnrntb3vYHDt2jG3btpGamqqTC0tHMnnyZK5du8apU6cICgpqlleTm5vLmTNnmDt3LoaGhlq0svX4+PhgYWHBuXPntG1KixgaGiISiXTOS6NUKjl27BhyuZxXX32V4cOHY21tTURExGPniJGREYsWLeKLL74AwNfXl+zsbEQiETY2Nly9elUbL6HV6LyguXjxolb7IWiS+/fvY2Bg0GHhivTiKt7YEYONqSHbFgZh0qPtKVQdLcB0maysLGxsbBCLxUgkEl544QUWLlzIqlWrcHBwIDo6ms8//5xDhw6RkpLSLW5aQUlJCadOnWrWjr01iEQiBg0axKpVqwgODubMmTNs3LiRxMREnWh2pi3c3d25desWzs7O+Pn5cejQIR48eMCBAwd46aWXsLBoXSGALqDroSeBQICtrS0FBQXaNqUZUVFRlJSUMHv2bPT09BAIBEyZMoWKigouXrz42PbvvfceN27cUHWvz8nJoW/fvtja2nL58mUtvILWI2jjXUyH3vIoFApMTExITEzEzc2tIw/dIVy7do3CwkKmTZum8WMVVdbw8vrL1DY0cmjFEPpatK+V+caNG5k8eXKXHkPRWo4dO4aFhQVDhgx54jZVVVXcvn2b5ORkCgoKcHV1xcvLCzc3t24vVwt88MEHnD59mujo6Ofaj1KpJD09nYsXL1JZWcmQIUPw9/fvFA3aNMWmTZv405/+xPDhw/nLX/7SaStHk5KSOHv2LEuWLNE579Lp06cRCATNEqyVSiW1tbVIpVKkUilVVVXU19erhLZQKEQoFGJiYoJEIkEsFmNiYqKWMGB6ejo//fQTy5cvf6yHk1QqZfPmzUyaNOmxETaTJk2id+/ebNu2jV27dmFubk5MTAzr1q2jpKREGyHKVuVF6PTZnZ6ejr6+fpcUM/AwfNMRowMeyOtZsO0aFdV17Fse0m4xU11dTXl5eZcs124rSqWStLS0Z05/F4vFBAYGEhgYiEwmIyUlhbi4OI4ePYqLi4tK3BgYGHSM4TqMQqFg586dfPLJJ8+9L4FAgJubG25ubuTm5nLp0iXOnz9PcHAwQUFBv8uOzsuWLUOhUPDpp5/y5ptvEhER0SnD+T4+PuTl5XHo0CHmzp2rU/k/1tbWXL16FSMjIwoLCyksLKS8vByRSKTy5IrFYvT19VV2K5VKGhsbkclkVFVVIZVKkcvlmJiY0Lt3b/r06YOtra1qEHBrcx5ramo4duwYU6dObbEhpUQiYfbs2ezZs4fevXs3ixS8//77TJ8+nfXr1+Ph4UFWVhY9evTAxMSEjIwMnV2TdVrQxMXFYW1trW0zNEZubi6hoaEaPUZNfSPLdsaScb+KbQuD8LFr/zTvnJwcHB0dtTLbRdcoLCzE0NCwTS57ExOTZuLm9u3bXL9+nWPHjtGvXz+8vLxwd3f/3YqbH3/8kYaGBl577TW17rep/L6oqIhLly7x1VdfERAQwODBgzt06KK2uXPnDrW1tSQmJrJixQoGDRrEN998w+uvv65t09rMiy++yA8//EBUVBTjx4/Xmh1KpZLi4mJSU1NJS0ujqKgIhUJB79696du3LyEhIZibm7f5nG5sbEQqlVJYWEhBQQExMTEUFhaip6eHu7s7Hh4eODk5PdXjGBkZiaur61NFq52dHSEhIRw9epTXX39dJZZGjx6NtbU1mzZtYv78+Zw7dw49PT2srKyIi4vTWUEj+vjjj9uyfZs2fl62bt2KQqFg3rx5HXnYDkEqlXLt2jXGjh2rsXLJRoWS1fuuczb1PmtnD2S8d+/n2l9sbCzW1tY4OjqqycLOS2xsLL169Wr3Ha6BgQG2trb4+fkxaNAgFAoFSUlJ/Prrr9y9exelUomZmdnvKkSyfPlyXnzxRSZOnKiR/YvFYvr374+XlxeZmZkcP36cyspKrKysdC50oW5qamrYs2cP06ZNw8bGhpdffhl7e3veeustbt26xeTJkzvVjUqTBy4yMhJDQ0N6936+a1tbKS4u5sKFC/z8888kJSVhampKUFAQYWFhxMXFMX36dJydnRGLxe16X4VCIYaGhlhZWdGvXz/8/PwYMmQIrq6uVFVVER8fz8mTJykoKEAkEmFubt5sHUlPTyc6Opo5c+Y88xpib29PbGwsSqUSW1tb1ePV1dVs27aNP/3pT9y8eZNevXqRlpZGXV0dEyZMaPNrek7+3pqNdDqHJjAwkBkzZrQ5QbAzkJqaqmqCpQmUSiV/O3qLnVdy+DCsP0uGP97Po61s2LCBKVOmdOfP8DCXaNKkSWoXd3K5nNu3b5OSkkJOTg52dnZ4eHjg7u5Or1691HosXSIzMxNvb2+ysrI6bHGSSqVcvXqV69ev4+bmxrBhw1pVWdUZiYiIQE9Pj7CwsGaPZ2ZmMm3aNGpra4mIiKB///5asrB9FBcXs2PHDubOnavx61JjYyMpKSnExMRQVlbGoEGD8PLywtraupmYOHToEE5OTk+cnaQuZDIZaWlpxMfHU1lZSUBAAIMGDUJfX5/169czderUVt9w3b9/n++//56lS5eqQk8ymYzevXsTGRlJTU0NBQUFREZGkpqaqo1qp1bd9eusoOnqCcFnzpxBoVBorPPlt2fS+ezXVJaN6MdfJj3/Raq6upp169bx5z//Wadi1tqgoqKCzZs386c//Umj70VdXR2ZmZkqd7ZYLMbDwwMPDw9sbW11thFae1i2bBnZ2dlERkZ2+LHlcjkxMTFcu3YNe3t7hg0b1qVEe1paGidOnGDFihUthj4aGxtZtWoVu3fv5sMPP+T999/vVOd4amoqx48fZ8mSJZiamqp9/3V1dURHR3Pt2jWsrKwIDAzEw8PjiZ6XmzdvkpSUxNy5c9Vuy5O4d+8eMTExJCcn06tXL0xMTNocur148SKZmZnNQk+vvfYaMpmM9evXc/DgQQoLC9myZQtFRUUd/R3p3IImLS2NwMBAKisrO+qQHcqePXsYOHCgRqaX7o/N488HE3lpoC1fvDIQofD5F76UlBTi4+PVnt/QGYmJiSE/P5/p06d32DEVCgV3795ViRu5XI6bmxseHh7069evU1dM1dfXY21tTXh4OC+++KJW7YiPj+fKlSuYm5szbNgwnJ2dO7VwlMvlbNiwQRUCeRpNosDBwYHw8PAWuzTrKhcuXOD27dssXLhQbedCY2Mj169f5/z58zg6OjJy5MhWefDkcjlffvkl7733Xoefl3K5nK+//prGxkZ8fX0ZOXIkEomkVc9VKBRs27aNgQMHEhgYCDwcQRISEkJeXh7bt2+nrq6OTZs2ERkZ2dGOhladhDorw7t6QnBhYWGzeKW6OJlcxAeHH3YB/nTmALWIGYC8vLzuadL/n+zs7A7vlCwUCnFwcCA0NJSVK1eyaNEirKysuHr1KmvWrCE8PJz4+HidHI73LLZs2YK5ublWxQw8HBsQHBzMH/7wB/z8/Dhx4gRbtmwhOTm50/ayiYyMxMPDo1Xf17CwMO7cuYOLiwsDBgzg//7v/zrN6x42bBjm5uYcO3ZMLQ0VU1JSWL9+PSkpKcyZM4eZM2e2OhxpZGSEra0tmZmZz21HWyksLEQikfD2229jYGDAhg0bOHXqFHV1dc98rlAoZNq0aZw+fcoh5bQAACAASURBVJqKigoA/Pz86N+/P2vXrsXZ2RlTU1PMzc11tmOwzgqaxMTELruASqVSGhsbMTNrf8VRS1zOKGHVnnh87MzYMC8AAz31fbyaEmCdDW1OR38Uc3NzQkJCWLBgAatXr1Ylun777bds2bKFCxcuUFxc3Cm65W7cuJFFixZp2wwVIpGIgQMHsnLlSoYNG8bVq1f56quvOHfunM51gX0a+fn5ZGRkMG7cuFY/RywWs3fvXsLDw/nyyy8ZPHiwVhbmtiIQCJg6dSolJSXP1fxNJpNx4MABTp8+TVhYGK+//nq7rnseHh6kpqa22472EhsbS1BQECYmJowfP57ly5dTUVHBd999R05OzjOfb2VlRXBwMCdPnlQ9tmrVKnbu3Enfvn3R09PD1NSUxMRETb6MdqPTgsbX11fbZmiEgoICtedA3MirYOmOWJwsjPl+YRDidnQBfhJKpZLCwsLu/jN0fHfn1mBkZISfnx8zZ87kvffeY8yYMVRVVbFnzx7WrVvHL7/8QmZmJo2Njdo29THu3btHamoqq1at0rYpjyEQCOjfvz+LFy9m7ty5VFZWqnIJdH1mlFKpJCoqilGjRrWrDUBn9Nbo6+sze/ZsoqOj2yUmbt26xYYNG+jZsyfLly9/rpBbk6DpyHOusrKSrKysZuummZkZM2bMYNy4cRw8eJBffvnlmR3LQ0JCyM3NVXU8njdvHmVlZchkMiorK7GwsODmzZsafS3tRWcFze3bt7vshG11i4O0IikLt1/DXGzArjeC6WWi3j4m5eXlGBoa/q56djwJXfDOPA2RSES/fv2YOHEi77zzDnPmzMHY2JjTp0+zZs0aDh06xM2bN6murta2qQDs2rWL/v3763wFV+/evZkyZQrvvPMODg4OHD9+nA0bNnDt2jVqa2u1bd5jZGRkIJPJGDhwYLv30Rm9NWZmZsyePZujR4+2egJ7XV0dhw4d4uzZs8yZM4dx48Y9d7uEXr16YW1tTUpKynPtpy0kJCTg4+PTYtNIT09PVq5cSXV1NRs3buTevXtP3I+BgQEjR47k1KlTwL9DsUeOHEEkEmFhYaGz3wOdFDQKhYK8vLxm7aO7EgUFBWoTNLml1czbEo2BSMjuNwZjY6r+fhrqtLezo+uC5lEEAgE2NjaMGDGCJUuWsHLlSpycnEhKSmLdunVs2bKFM2fOkJubq7W776NHjzJp0iStHLs9GBoaEhwczMqVK5k4cSI5OTl8+eWXHD9+nKKiIm2bBzz0zpw6dYoxY8aopRKls3lr7OzseOWVVzh8+DDZ2dlP3baiooJt27ahp6fH8uXL1VrdFhQURGxsrNr29yzy8/OfmitlZGTEyy+/zKhRo9i1axfJyclP3Nbf35+KigqVcHnppZf49ddfcXJywsbGhgcPHujkd0AnBU1+fr6q8VhXRF35KMWVNczbGk1tg4JdbwTjaGGsBusepzvc9BClUklOTk6nETS/RSKREBAQwNy5c3nvvfcYO3YsjY2NnDhxgs8++4z9+/cTFxenSgjUNDU1NcTFxbFgwYIOOZ46EQgEODs7M2vWLFasWIGJiQm7d+9m+/btJCUlaTW8l5SUhEgkemw+z/PwqLfmq6++YsCAATo9eblv377MnDmTAwcONJsy/ig5OTls3bqVgQMHMnXqVLU3sfTw8KCsrIzi4mK17vdJtHZd8fX15bXXXuPXX3/l7NmzLYZORSIRo0eP5tSpUyiVSl577TUyMjIwNTXFzMwMExMTnRwQqpOCJi0tTadyFNRJTU0NtbW1z50QXFFdx+tbr1FaVcuOxS/g0bt1pXntoSnn5/fO/fv36dGjh9qTubWBnp4ezs7OhIaGsnz5clatWoWHhwc5OTls3ryZb775hhMnTnDnzh2NTQk/dOgQNjY2HTLPTJOYmpoyatQo3nnnHYKDg4mPj2ft2rWcPn2aBw8edKgtjY2NnDlzRmMdyMPCwsjMzGT06NGMHTuWOXPmUFZWpvbjqANnZ2emT59OeHj4YxOwb9y4oZo4PnjwYI28V00T4GNiYtS+798ilUppaGho9bXJ1taWpUuXkpGRwcGDB2loaHhsG29vb5RKpaq3Tf/+/bly5Qp1dXWIxWLS0tLU/TKeG50VNJ1prH1bKC0txcLC4rlOoKraBhZsjyGrVMbm+YEMdNCc+OtOCP43ubm59O3bV9tmaASxWMyAAQN4+eWXee+993j55ZcRi8VcunSJNWvWsGvXLi5fvkxRUZHakmEPHDigscaS2kAkEuHl5cX8+fNZsGABtbW1fPfdd4SHh5ORkdEhScTx8fGYm5trtK2AoaEh69at48aNGxQWFuLi4sIXX3yhkyEIV1dXpk6dyp49e1QehZiYGM6cOcPChQs1Ppxz0KBBJCUlaTzPquka3ZZ1RSwWs2DBApRKJfv27XvsxkUgEDB27FhOnz5NY2MjkyZNIjIyEpFIRI8ePXRS0OjkoJjk5OQuOy+oSdC0l6Zhk0l3H7DhtUEMcbVUo3WP050Q/G9+L7lEAoEAW1tbbG1tGT58OLW1tWRlZZGRkcG+fftoaGjAxcUFFxcX+vXrh7Fx20OdCoWCixcvcuDAAQ28Au1jZWXFxIkTGTt2LDdv3uTkyZPU19cTGBjIwIEDW5x+/Lw0vaezZ89W+75bws3NjXPnzrF//37++Mc/snXrVjZt2sTQoUM75PitxcPDA4FAwJ49e/D19SU1NZWFCxd2SCK6qakprq6uREdHM2LECI0dp73XJj09PWbOnMmPP/5IeHg4c+fObRZ669evHxKJhOTkZBYsWMDatWt54403EIvFT83B0RY66aFJTEx8rux8XeZ5BE1Do4K3917nckYpn87we+5hk62h2zvzb36vvXh69OiBp6cnYWFhvP322yxcuJA+ffpw8+ZN1q1bx+bNmzl9+nSbkosvXryIQqFg5MiRGrZeuxgYGBAQEMDy5ct56aWXuHfvHuvWrSMiIoKCggK1em3S0tIwMzPr8O/oK6+8QlZWFuPHj+fFF1/klVdeoaSkpENteBbu7u74+flx7do1xowZ06FVdaNHj+bq1asarSwsLi5u9ww0oVDI9OnTMTIyYv/+/c3yvwQCAcHBwcTGxuLu7o61tTV5eXlYWFh0C5rWkpaWxpAhQ7RthkYoKytrl6BRKJT8+VAikclFfDzFixkBHTNrpqSkBEtLzXqBOgMNDQ2UlJRgY2OjbVO0jrm5OS+88AJz587l/fffJzQ0FIVCoUouDg8P5+rVq9y7d++JC/bu3bsZOnRop5oZ9DwIBAIcHByYPn06b731FhYWFhw4cICNGzdy8eJFteTaxMTEqFrWdzQGBgasXbuWhIQE7t+/j6urK2vWrNGZMNSdO3dISkripZde4pdffiE9Pb3Djm1ubo6XlxcXL17U2DFqa2ufy+vXJGqEQiE//fRTs/PWw8OD8vJyioqKGDt2LFeuXMHa2vqppd/aQueuJrW1tZSUlHTZO7eSkpI2CxqlUslfI5I4HH+Xd8e5s3Box7Xdb68A62oUFRVhYWHRqWcmaQKRSPRYcrGPjw/379/n4MGDfPbZZ+zbt4/o6Ohm+TdRUVHMnDlTy9ZrBxMTE4YNG8bbb7/NpEmTKC8v57vvvuP7778nLi4OuVze5n2WlpZSVFSkkdlwbcHFxYUzZ86wdetWvvzySzw9PTl06JBWbSopKeHIkSPMmjULPz8/5syZw5EjR0hISOgwG0aOHMmNGzc0liTe0NDw3FVaIpGIl19+mcLCQqKjo1WPC4VCAgICiImJ4dVXXyU6OhpTU1NqampaNVKhI9E5QZOZmYlEImlXXF7XUSqVbQ45KZVK/vFTMrujc3lzpAt/GOOqQQsf53lzfroK3aG31iEWi/Hx8WHKlCm89dZbvPnmm3h5eVFcXMz+/fv57LPPWL9+PQUFBYwaNUqnu+1qGoFAQN++fZkyZQrvvvsugwcPJiMjg6+++or9+/eTkpLSYvVJS8TGxjJw4EC1lx63lxkzZpCVlcW8efNYunQpAQEBnDt3rsPtkMvl7N27l9DQUFVepoODA/Pnz+fcuXNERkZ2iBepqWXC2bNnNbL/hoaGJ07/bgsGBgbMmTOHS5cuNWtMOGjQIG7duoW/vz8KhYLy8nJ69uzZ6uaFHYXOCZqcnJxWTwftbFRVVWFgYIChYeua3ymVSj755TbbL2WzeKgz/zHBo0Mn/yqVynZ5lLoiv5eEYHVjamqKr68vU6ZM4Q9/+ANvvvkmmZmZuLu7ExERwZo1a9i/fz/Xrl3rNLOnNIGenh6enp688sorrF69GldXV65du8YXX3zBsWPHyMnJeeJ7U19fT0JCgtbCTU9CX1+fjz76iNzcXIYPH87kyZMZPXp0h80BUigUHDp0CDc3N/z9/Zv9zdramqVLl3Lv3j327t1LTU2Nxu0ZOnQod+7c0Uj/FpFIpDZh1rNnT1WicFNJfmVlJT169GDDhg14eXmRlZWFSCQiNzdXLcdUFzonaAoKCrqsoGmrt2Nt1B2+O5fJvMGO/HVy/w4VMwDV1dUIhcIu6S1rK7/XhGB1Y2pqSnp6OkOGDOHtt99m2bJleHp6UlhYSHh4OGvWrOHAgQPExMRw//7936XAMTQ0ZNCgQSxYsIDly5djbm7Ozz//zFdffUVUVNRjjdqSkpJwcHDQ2d5dYrGYL7/8kszMTBwcHAgJCWH69OnP7OL7vERHR1NfX8/48eNb/LuRkRHz5s3D3NycLVu2aDyR2dDQkAkTJhAREdFqz1tr0dPTU+s++/bty/Dhwzl48CAHDx7kwIEDuLq6Ympqyrhx4ygqKkIkEj3W30fb6IZ/8hEKCwt19sR8XkpKSjA3N2/Vtt+eSWfdqTu8EmjPP6b6dLiYge5wUxMKhaI7IViNJCcnM2PGDODh7B0/Pz/8/PwAePDgAdnZ2WRnZ3P58mXq6+txcnKib9++ODk5YWlpqZVzQVuYmZkxdOhQhg4dSlFREYmJifzwww8YGxvj5+eHj48PcXFxnSLn0MrKip07d/Lxxx/zzjvv4O3tzezZs/n000/VXnhQWlrKxYsXeeONN56aeC4UCpk4cSLx8fFs376d6dOn4+qqubC+t7c3t27d4ty5c2rrwdTY2EhjYyNpaWmUlZXR0NCAUqlET08PPT09evXqRZ8+fVqc8fQ0zMzMKC4uRl9fn1WrVqGnp8f69evx8vJi/fr1qhsRXULnBE1ubm6Xde2XlZW1StBsuZDJZ7+mMt3fjn+97IdQqJ0LeLegeciDBw8wMTHpTghWA/X19eTk5DzxYm5mZsaAAQMYMGAA8HDWTnZ2Njk5OVy6dImGhgYcHBywt7fHwcEBW1tbnckb0TQ2NjaMGzeO0NBQcnJySExMZP369dTX1yOVSqmpqWl1OFub9OvXj2PHjnH9+nXeeecdnJ2dWbZsGX//+98Ri8XPvX+FQkFERAQjRoxo9Q3koEGDsLS05MCBA4SEhBASEqIR4SwQCAgLC2Pjxo14enpiZ2fX5n1UVlZy584dCgoKKCws5P79++jr61NTU0N9fT16enoIBAIaGhpoaGggPj6eoqIiJBIJtra29OnTB2dn56eus/Hx8Zw9e5bp06dz/PhxHjx4gKWlJT4+PlRVVVFRUUGPHj10LuSkc1eCnJwcvL29tW2GRqiqqnrmXf7OK9n883gKYb59+GymHyItiRlom0epK9Mt7NTHtWvXVBfW1tCzZ08GDhyo6ktVUVFBXl4e+fn5/PLLL5SUlGBtbY2Dg4Pqp6uGrJsQCAQ4OTnh5OSEtbU1t2/f5s6dO0RGRuLi4oKfnx+urq5qSRLVJP7+/pw/f56oqCj+/Oc/s2XLFl577TX+/ve/Y2Vl1e79RkdHIxQKeeGFF9r0PEdHR5YsWUJ4eDjFxcVMnjxZI2JZLBarQk/Lli1r1TGUSiVZWVnExsaSlZWFm5sbdnZ2DBw4EBsbG9LS0rh16xZTpkxp8flNXuaCggIKCgrYt28fYrGYwMBAvL29m92sJSQkcO7cORYuXIi5uTkymYyIiAgWLVqEh4cH+/fvx8HBgYaGhu6Q07PIz89n+vTp2jZDI0il0qdebMOv5fJRxC3Gednw5ZyB6Im0m+JUVlaGj4+PVm3QBUpLS7uFnZo4d+4cbm5u7X5+z5496dmzJ76+vgDU1dVRUFBAXl4eCQkJ/PTTTxgYGDTz4tjY2Oj84t5eMjIyCAoKwtvbG7lcTnJyMpcvXyYiIgJXV1c8PDxwcXHRac9NaGgo8fHxnDlzho8++ggnJyemT5/OP//5zzYPgpXJZFy4cIE33nijXR4WMzMzFi1aREREBN9//z2zZ8/WiED29vYmOTmZyMjIp06br6urIz4+ntjYWEQiEYGBgUybNu2x8JGtrS1RUVFP3I9QKMTa2hpra2sGDhzIhAkTSE9PJyYmhpMnTzJgwABeeOEF6urqiIyMVIkZeDg1/ObNm9y8eRM/Pz8UCgXu7u6UlZXpTJ+hJnRO0BQVFdG/f39tm6ERqqqqnuhSPRSXzwc/3mSUhxXfvOqPvpbFDDwce9CRHTV1le7mguojJiZGrV3ADQwMVN4KeHgnW1ZWRl5eHnl5earp4ba2tioPjr29fZdIdK+trSU3N1fVz8fIyIiAgAACAgKorKwkLS2NhIQEjh49ir29Pe7u7nh4eOhsjuLo0aO5cOECcXFxfPjhh3h5eTFu3Dj+53/+p9U3VhcuXMDHx+e5PKoGBgbMnDmTCxcu8N133/Hiiy/i46PePEaBQMDUqVPZsmUL8fHxDBo06LFtsrOzOXr0KL1792bKlCk4Ojo+0YZevXpRU1ODTCZr1ZgaoVCIu7u7SpjExsby3XffYWBgwJgxY5p5yAQCAePGjePw4cN4e3vj7u5OamoqWVlZOpe0r1OCRqlUUl5erkoQ7Go8yUNzLKGA9w8mMMTFgo3zAuihpxt3k1VVVV3efd8aysrK8PDw0LYZXYLk5GRefvllje1fIBBgYWGBhYWFSjjV1NSQn59PXl4e0dHRHD58GLFY3MyLY2Vl1emSjTMyMnBwcGgx2dPU1JTAwEACAwOpq6sjIyODtLQ0zp8/j0QiUYkbW1tbnXvdAQEBqknvH374IcHBwQQHB/Pf//3fT50TVVFRQWJiIitXrnxuGwQCASNGjMDFxYWIiAiSk5MJCwtTS45PE4aGhsyZM4ft27djaWmp6pNTV1dHVFQUt2/fJiwsrFXXHoFAQJ8+fSgsLGxzUrO5uTnjx49HIBAQFxfHzZs36devX7ObWUdHR2xsbIiNjcXDw4PLly9TUlKCkZERSqVSZ75DOiVoysrK0NPT09k7iOehvr6ehoaGx1y/J24WsnrfDQL7mrN5fiCG+rohZhobG5HL5d1DKenOoVEXz0oI1hSGhoa4urqqLvQKhYL79++rvDiXL19GJpNhb2+PnZ2dKnFSIpHozIW6JdLS0nB3d3/mdgYGBvTv35/+/fujUCi4e/cuqampHDlyhJqaGpW4cXZ21qnEdzc3N/bt20dBQQF/+9vfmDBhAv379+ejjz5i8uTJj21/9uxZgoKC1Co67OzsWLZsGWfPnmXjxo1q99ZYWloyffp0Dhw4wJIlS6ioqCAiIgIHBwdWrFjRpnEGtra25ObmtqtKS6FQkJSUxPz588nOzmbz5s2MGjWKoKAg1WsdM2YMu3btUtlVWVkJPPTk60pIXqcETUFBQZddQJu8M4+eCMcTC3k7/Dr+Dj3ZtigIYwPd+ThkMhnGxsa/m1k7T6K+vh6ZTIaZmZm2Ten0XLt2DbFYrPV+PkKhEBsbG2xsbFTN6GQyGXl5edy9e5eYmBgKCwtVU8f79OmjcyJHoVCQlpbG6NGj2/Q8oVCoCr2FhoZSWlpKWloaV65c4fDhwzg5OeHh4YGbm5tahcHzYGtry+bNm1mzZg3/+Mc/mD9/Pj179mTx4sWsXr0asVhMeXk5aWlpvP3222o/vp6eHqGhofTv318j3hpXV1eGDBnC9u3bqa+vZ+rUqe3yCPv6+rJ3715GjRrV5uv2o4NNbW1tcXd359ChQ5SUlDBx4kQEAgE2Njb069ePGzdu4O7uTp8+fVSJwd2CpgUKCwu7RGy7JX4bbjqWUMDqfTcY5NiT7YteQNxDpz6KZyYw/16oqKjAzMzsdy/s1MHzJgRrEhMTEzw9PfH09AQehr8rKytVVSG6JnIKCwuRSCTPLbQtLCxUZcpyuZw7d+6QlpZGZGQklpaWKu+NLoTkzMzM+Pzzz/nkk0/YsmULGzdu5JNPPmHSpEmMGzeOAQMGaDT5WZPeGgMDA6qrq7G2tsbFxaVd++jduzdmZmakpaWpvset5caNGwQEBKj+b2lpyYIFC9i7dy9Hjhxh2rRpCIVCgoODOXjwICNGjMDR0ZHCwkIKCwt1pnhEp1bRrtwl+NGE4Igbd/nj/w8zbV8UhImOiRl4egLz74nuPCL1oe6EYE0iEAgwMzPDzMxMVaSgSyKnoKCgXT1MnoaRkZGqyWFjYyPZ2dmkpaWxZ88eVRKph4cHjo6OWq0a09fXZ8WKFaxYsYK4uDj+9a9/sXr1alxcXMjOzmbx4sUaC5096q05cuSIWrw1iYmJnD9/nqVLl3L+/Hn279/P7Nmz2/UeBwYGEhMT0yZBo1Qqyc/PZ+LEic0eNzQ0ZN68eYSHh3Ps2DGmTp2KnZ0dxsbGNDY20qdPH9LT03WqdFunVtL79+932cVDKpUiFotVYibIyZxtC3VTzEC3h6aJps+tm+cnIyPjqSWqus6zRE5hYWGHiZyCggKNhu5EIhEuLi64uLgwYcIEiouLSU1NJSoqirKyMhwdHVXVZTY2NlrzYAYEBPDXv/6VCRMmUFBQwP/93//xwQcf8Morr/Af//EfODs7a+S4dnZ2LF++XOWtCQ0Nxc/Pr12hnsjISBYsWICVlRUvvfQSBw8eZP/+/cyaNavNfXC8vLyIjIxsU2WmVCoFHiaS/xZ9fX1mz57Nrl27OHnyJOPHjycwMJCUlBSsrKyQyWTcv3+/TTZqEp1aTaVSaZuSoDoTUqmUxAc92HThBi84PxQzupQz81u6F/KHdAs79VFaWkq/fv20bYZaaY3IiY2NpaCgAIFAQO/evVX9QKytrbGysmqXN6GwsLDDhlE25U/Y2NgwYsQIqqqqyMnJITs7m/j4eKqqqujbty99+/bF2dkZGxubDg1PxcXFMWzYMDw9Pfnoo484ceIEn3/+OV5eXgQFBbF06VLmzJmjdq/No96aX375hatXrzJmzBjc3Nxa9fqlUikRERHMnTtXVSYtEomYOXMmhw8fZu/evW22W09Pj4EDBxIbG8uECRNa9ZyioqKnfmYGBga8+uqrbNq0CScnJ3x8fDh58iSOjo7U1NSokoN1AZ1aUSsqKrrs4nE2R86edBEhLhZsXRCEkYFuVDM9CalUqvXkTV1AKpW2eOfSTdupqKhod35AZ+JpIqeoqIji4mIyMzO5evUqpaWlmJqaYmNj00zomJubP/Fuv76+ntLSUq3NFhOLxXh7e6s6uldVVanmb8XFxSGTyVSzt5o8OJoSOJWVldy/f79ZbtbEiROZOHEid+/eZc2aNXz44Ye89dZbhIaGsnz5ckJDQ9XqUbKzs2Px4sWkpqZy8uRJLl26RGhoKA4ODk98jlKp5KeffiIgIAB7e/tmfxOJRMyYMYOIiAh27tzJ7Nmz23RzGRQUxHfffUdgYGCrvDR1dXXPzD0yMjJi2rRpHD58mBUrVuDp6UlBQQENDQ0aH+rZFnRO0HTFxeNgXD570oX49TbsFGIGHlZ9dFVx2RaqqqrUnqvwe0Qmk1FbW/vUi3xX5lGR82ipdWNjI2VlZSqhk5iYSHFxMVKpFEtLy8eEjkQioaioCEtLS52ZYSUWi/Hx8VElhkqlUnJyclSt+qurq5sJHGtra7UJnLS0NNzc3FrMN7Gzs2Pt2rWsXbuWK1eusH79eubOnYuBgQFTpkzhrbfeUlvPM4FAgKenJ+7u7iQkJHDw4EH69OnDmDFjsLa2fmz7mzdvUlFRwaxZs1rcn1Ao5KWXXuLcuXNs3ryZOXPmtHrGoZmZGSNHjlSNK3iSeKuurqagoIDbt29TXFzMqVOnMDAwwMbGRhUifZSmCrh9+/Yhl8u5f/8+BgYGlJWVtcqujkA3zoj/T2VlZZdbPPbH5vEfhxLpZ9LA/7xo3ynEDIBcLtfpdukdRXdSsHrIyMhAIpF02REE7UUkEmFlZfXY7KK6ujqKi4tVP+np6RQVFaFQKDAyMkIkEhEbG6sSOrp0rkokkscETpMH59q1a8jlctUEdWdn5+eqoEpLS2uVKGmq5FIoFPz4449s27aNkJAQ7O3tmTFjBqtWrVLL2iMUCvH398fX15eYmBh27NiBm5sbo0aNUvVXk0ql/Prrr7z22mtPFaUCgYBRo0ZhbW3NDz/8wMSJE1tdTfTCCy+QkpJCdHQ0ISEhqsdrampISEggLi6OyspK1RRuhUKhGnB57do1CgoKMDQ0ZNCgQfj7+2NiYkJDQwNVVVXk5+cTGBhIWVkZRkZGqhwcXUCnBM2DBw9UM1q6AvticvnPwzcZ5mrJMOUtJMa6c9F5FnV1dW0eN98V6c4lUg+ZmZndYzTagIGBAfb29o+FI2QyGT/++CMGBgYUFBRw48YNiouLMTIywtraGktLS1WnZAsLC53omyORSPD19VVd2ysrK1UCJzo6mtra2mYenNYKnLq6OnJyctrUeVooFDJjxgxmzJiBXC7n+++/Z9euXXzxxRf4+fkxY8YMFixYQO/evdv9euFhLktISAj+/v5cvnyZTZs2MWDAAIYPH05UVBSDBg1qdUjfy8sLc3NzwsPDKSoqYsyYMc98fx4dreDm5oa5uTmXLl3i8uXLuLi4MGnSJPr27YtAIKC8vJzt27czYsQI1fOVSqUqyf2bb75hwIABlJeX21gQjgAAIABJREFUo6enx9y5czl69CjOzs4YGxtTVVX1XO+VOtEpQVNZWdllLnp7onP5y483GeluxXevB/D91uudSiDU1tZiYGCgbTO0Tmtno3TzdHJzc7u7LasBExMT5HK5qg8I/HtkTHFxMaWlpRQUFJCUlERJSQl1dXXNBM6jP9ry6piamqrKw+HhjWxTiOrq1atUV1fTp0+fZhVi5ubmjy3i2dnZ2Nratvt1GBkZqcq/i4qK2LBhA/v27eNvf/sbLi4ujB8/nvnz5+Pv79/u12poaMiYMWMICgri/PnzfP3119TX17N48eI27ad3794sXbqUAwcOsGPHDqZNm/bMtdLc3JyRI0dy8OBBBAIBJiYmLF++/LFO/D179qS+vr5Zq46mKr1p06YRGhrK7t27uX//Pq+99hpOTk706tULiUSCiYkJdXV1bXtTNIhOCZqqqqouMQRwy4VM/nk8hdEeVmyYF4ChvqjTCYS6urpOZa8mUCqV3Z4qNZGXl9diLkE3bee3ieoCgQBzc/MWu7XW1NRQVlZGaWkpJSUl3LlzR5WMrK+vj4WFBebm5lhYWKi8O7169erQ/BwzM7NmAkcmk1FYWEhBQQG3bt0iKiqKmpqax0TO3bt31ZaiYGNjw8cff8zHH39MeXk5e/bs4ciRI4wYMQJTU1NGjRrF7NmzCQsLa1fYVCKREBYWhr6+PhkZGezevZs+ffoQFBSEm5tbq5KUTUxMmD9/PlevXm1xNMGTXtf9+/exs7Pj1VdfbfE4AoEAOzs7cnNz8fLyeuzvxsbG1NXVMXz4cA4cOEBYWBiBgYFcuXIFiURCTU1N294MDaJTgkYqlT4WS+5MKJVKvjmdzucn05jo05uv5vhjoPfwC9TZBEL3Qg4NDQ2IRKLuLsFqoKCg4Lnd+N08vMbIZLJWh0ENDQ1V7ex/u5+qqipKS0tVP9evX6e0tFRVbWppaakSO00/pqamGj8fTExMms3egpZFjlQqxcLCAoVC8VRPTlvp1asXq1atYtWqVTQ2NnL8+HHCw8N58803kUqlDB48mJdffplXX321TZ2aFQoFt27dYs6cOVhZWXHr1i0uXrzIiRMnCAgIYNCgQc/0BguFQoYMGYK7u7tqDMOTvDX5+fkcOHCAV155hQsXLhAVFcW4ceNafH98fX2Jj49vUdBkZWUhEokYPnw4bm5u7N69m8mTJ1NZWYlEIunuQ/MkqqurtVaK+LwolUo+/TWVDWczeNnfjk9n+qEn+veJ35kEgkKhoLGxUWeqKLRFZ/Oq6TJFRUUMGTJE22Z0eqqrq+nRo8dzn5sCgQCJRIJEIsHJyanZ3xobG6moqFAJneLiYlJSUigtLaW6uhpTU1PMzMzo2bNnsx8zMzONCZ6WRM6aNWsYOnQoDx48aNGT0+TNeR6RIxKJmDp1KlOnTgXg+vXr7Ny5k2+++UbVnXjw4MFMnDiRSZMmPVWQ3LlzB4lEoqpWGjBgAAMGDGiWq+Lm5kZgYCAODg5PtdnS0pJFixapvDUhISEMHjxY1bNGLpezf/9+pk2bhru7O46Ojnz//fcIhULGjh372L69vb2JjIxscRBveno63t7eqonec+fOZc+ePXh7e3Px4kXy8/Pb9d5qAp1aseRyead0SysUSv7xUzLfX87mtWBH/nuaD0Kh4JG/dy6B0LSQazuZUNt0Nq+aLlNcXPy7LdlWJx3R6FEkEqk8Mr+loaGByspKKioqVD+ZmZmq35vaPTwqch4VPeoSPFKpFIVCgZ+fX7PrVJMnp7CwkOTkZE6dOvWYyLGyssLc3Lxd57a/v78qp+b+/fscOXKEkydP8v777zNv3jxcXV0ZPHgwkyZNYtKkSc0axSYkJDSbl9REnz59mDp1KuPGjSMhIYGjR4+ip6dHYGAgPj4+T8wRavLWeHh4cPr0ab7++mtGjBiBv78/v/76q6qMHB7mCy1YsIDdu3dz/PhxJk2a1Oxz0NPTIyAggDNnzjBz5kzgYb+j1NRUcnJyMDU15fr167i7u2NnZ0dISIhqoGV3yKkFFAoFdXV1nc4t3ahQ8sHhRPbH5rNkmDP/Fdb/MSHQ2QRC90L+kM7kVdN1ysrK6Nu3r7bN6PRou3O1np7eE/N14KF358GDBzx48EAlcrKyspoJHrFY/ETBI5FIWnXjV1JS0mI/m6eFqwoLC0lJSeHChQuUl5djbGysyiF6tDqsZ8+erRJdVlZWLF26lKVLlwIPvZARERFERkby7rvv8uqrr6omaU+YMIHs7GxCQ0OfuD8jIyMGDx5McHCwqofPyZMnsbe3V83R+m1CLzwcMDpr1iwKCgqIiori/PnzNDY2PjZ53NjYmPnz5xMeHs6ePXuYOnVqs1ys4cOHs3HjRuLi4igpKSEhIQFbW1saGxupra0lIyODX3/9FXd3d4KDg0lJScHS0pK6ujoUCoVOhOZ1RtDU1NQgEok6jRcDoL5Rwbv7EziWUMDbY934Y2jLLa87m0DoXsgf0h1yUh9SqbTbQ6MGtC1onoVIJHqm4PmthycnJ4eEhAQqKiqoqqrCwMAAiUSCWCxu9u+jv7elq3xLIkehUFBZWUlJSYkqtJaenk5paSlSqZSePXs+lkNkaWmJiYnJE29MbWxsWLZsGcuWLQPg3r17/Pjjj0RFRfHHP/6Re/fusWHDBry8vAgICGDEiBEMGzbsMQ+MQCCgX79+9OvXj7q6OjIzM0lNTeX8+fOIxWI8PDzw8PDA1ta2mS22trbMnz+frVu3IpVK2b59O0FBQfj6+qquYz169GDevHlcvHiR7777jtDQUAYOHIhAIEBfX5+QkBCOHz+Ov78/S5cupVevXly6dImysjKmTJmCXC7nxo0b7N27F19fXwoLC6mvr6empgZjY+NWfR6aRGfUQ2Njo04ovNZS29DIW3uuczK5iP+c6MmbI5/c0r2hoaFTCbXOJsA0Rff7oD4aGxu77Jy2juTR0trOiEgkolevXk8sOVYqlcjlcqRSqeqnKXk5JydH9VhlZSVCoZD169c/VfhIJJIWZyEJhUKVV+hRoQMPQy3l5eUqoZOfn09CQgKlpaU0NDQ8sQz+tzeBvXv3VpWF37lzh1OnTmFlZcWFCxc4f/48mzdvprS0FDs7uyeKHAMDAzw9PfH09EShUHD37l1SU1M5cuQINTU1uLm54eHhQb9+/dDX1+fBgweUlJSwevVq8vPziY2N5dSpU/j6+hIYGIiVlRUikYiRI0fi6empmhjeJFbOnDnDgAEDyM3NVV37/Pz8WL9+PePGjcPIyIiQkBDc3NzYuXMnQqEQpVKJQqFQx9fjudGZVVahUHSakIy8rpFlu2K5cKeEv0/1ZsEQp6dur1QqO5VY0xX3obapr6/vFjRqorGxsfu9VAMymazL9OpqCYFAgLGxMcbGxk8tEDlx4gRGRkZ4eXk1Ez/l5eXk5uZSVVWlekxPT08lbkxMTDAyMsLIyAhjY+MW/+3Ro4eqA/NvkcvlzSrDbt++TWlpKWVlZfTo0UNVCfZbcZWeno6TkxMTJkxgxowZqv2VlZVx5swZLl682Ezk2Nvb4+bmhpubG97e3vj7+zNgwAAcHBxwcHAgNDSUsrIyUlNTuXr1KocPH1aFdG1tbWloaFBNS3/w4AFxcXHs3LkTS0tLfH19cXd3x8bGhiVLlqi8NXp6eowYMYLg4GDOnj3L9u3bmTt3LhYWFri4uJCQkEBwcDDwMCl57ty5bNmyBaBb0PyWziJopDX1vPF9LLE5ZXw6049XAp/tRlcqlZ3itTXR2ezVFN3CTn0oFAqdas/fWWlsbOweH8FDYWdvb/9E4dGEUqmkpqZGJW5kMhlyuZzq6mpKS0tVvz/6b0NDwzNFj7GxMS4uLvj6+mJkZIShoSEymUwVspJKpVRUVJCfn09VVRWFhYUoFAquX7/+WDitT58+LF68WPX/+vp6Ll26RExMDGlpaVy6dIm7d+9SXl5Or169sLOzw9nZGQ8PD3x8fHjhhRdwdHQkOzubc+fOPWwf8s03GBgYqMrZHRwcCAwMJC8vj9u3b3Py5EksLCxwd3fH09MTc3Nzjh07xtmzZ7l37x5BQUGIxWK2bt3K8OHDCQkJYc+ePTg4OKhaAPTp00eV89otaH5DZxA05bI6Fn4fw627D/hqjj9TBrSudXVnEwidzV5N0f0+qA+FQtHtoVED3SL7IbW1ta0SyAKBQCVOWltB29DQgFwub1HsyGQySkpKHntcLpdjYGCAkZERBgYG9OjRAwMDAwwMDDA3N6e8vJy+ffuqvGuNjY00NDRQW1uLVCqlpqZGtT+ZTAaAvb09/fv3V4kffX197t27R2ZmJllZWVy7do3Dhw9TWFhIbW0tFhYWmJiYqMrVraysKCkpIT09HZFIRENDg+rvwcHBCAQC7t+/T1xcHHK5nF69euHp6YlUKmXfvn1IJBJCQkJISkoiKSkJPz8/9uzZw/Tp03FxeZhiMXTo0O6QU0vouqApfCDn9a3XyC2rZsO8AMZ5tb5fTmdbGDubvZqi+31QH92CRj10tvC1ptCksHs0RNVamjxBcrmcuro66urqqK2tVf2elZWFgYEBCoWi2eO/3a62tpaGhgbg3xPqy8rKVK+1aThp//798fDwULUEkclklJeXU1VVhUwmo6ys7LGcI6lUir6+frNQWI8e/4+9946L6s73/58zVIGhSBOkCgwizUKxVwyoWLNGjTWWGBN3U/Ym37vJJvu9v3v3ZvPYbLbcJJrExN41ii2W2BVFEBQEBKQI0jszdGbm94ffmQuKCjLDzCjPx8OHMMyc8z5nZs7ndd7VBCMjI4yMjDA1NeXUqVMYGxtjaGhIv379SExMxNDQEBMTE/Lz8wHYtm0b/fr1w9fXl+DgYJVduoBOCRqFQqFTkzuV5FY2sHZXCnVNbWxcGECoq1m37FQqcF08ts6QSCSqxLyXGalU2nce1IRcLqexsZHm5mZtm6LXKEMmL/tnsr6+noaGBp07D0px8GiDvYsXLzJ48OAutSVRKBQ0NzdTX1+vugYpPUFNTU20tLQgk8lUXp62tjZkMhkDBw6ksLAQa2tr1d+U3hO5XE5rays1NTWUlpZSVVVFXV0dUqm0g6hqa2ujtbVVtU2ZTKZam5+EQCBAJpP1+NypA50RNLp615FaLGHdnjsIBLB5aTB+A7pfYaBvd/n6Zq+m6DsP6kMgENDW1tbnpekhQqFQZ+6GtYmunYf2HprW1laVQFD+3NTURGJiIqampqrHlULi0Z+bm5tVZdQGBgYYGBiorkXtBQqgEhxSqZTa2lqkUikNDQ0qT41StCirxYyNjVUhLGU+kKWlJUZGRpiYmGBqaoqRkZHKQ2NiYoKBgQGmpqaq765QKKRfv34MHjyYoKAgwsPDdSavS+cEjS71WIjNrmDNjmSszYzZsTocT7vnm7rc2NiIiYmJTh3b0xCJRJiamuqNvZrCwsKi7zyoCQMDA0xMTPS65FgXUC5CL/tn0tzcHDMzM42cB2UOzaN5Mg0NDR1yZto/3tTUpMqhaZ8/0/5nQ0NDLC0tVYJE6Q1pbm6mubn5sRwaZWhIGR4yNjamsLCQvLw8cnNzuX//PgUFBRQXF9PS0oKdnR1mZmaqRGB7e3usrKzo168fBgYGtLa2YmFhgbOzM46OjqocmoKCAhobG+nfvz+DBw+mrq6O7OxsRCIRgwcP5u7duygUCtzc3EhJSemQQ5OWloZAINAZh4ROCZqnubV6m5N3ivnd7lt42JmxbWU4A6yev0JDIBDo1LE9C32zV1P0nQf1IRQKaWlp0bYZeo+ueSa0hYmJSZda7ndW5dRZQm/7x5Q9kzqrbLKwsMDBweGxx01MTFRVTo96RSorK2lqaiItLQ0jI6PHSrrt7e07PNbS0sKVK1dISEggIyODvLw8CgsLqampUVU5DRo0iPDwcFatWsXw4cNxdXUlLy+PCxcuqAaPmpiYqMSNs7MzDg4OFBQUkJ6eTlxcHLa2tvj6+jJ+/HhKS0s5evQocXFx+Pn5sWDBAoqKijh37hzjx4/H1dWVXbt2sXjx4g6DTq9evdonaDpDlwTNnhv5fHwohaGu1vy0IhRrs565yfVtYdQ3ezVF3+KhPoRCoU7NfNFXDAwMdCZfQZuYm5tTWVlJaWmpSji0b8TX/uf2IkLZh8bMzEzl0XhUnDxtTI2yD01FRQWFhYVUVVWpetKYmpqq+tAo51m5uroiEolUnoyoqKgO26uqquLs2bNcvXqVW7ducffuXaqqqlR9aMRiMZGRkQwfPpzg4OAOlV2VlZVkZmZy/fp1Dh06hIeHBzY2Nsjlct544w1VHo+yD83hw4ext7cnMDCQqKgoLCwskMlkXLlyhRs3btCvXz9Gjx6t6kNz584dVq1aha2tLQcOHGD8+PEdxExxcTElJSWA7qSM9AmadigUCjZezOGLk3eZILZnw5LhmBn3/BQJBAK9Whj7FvKHGBkZ9XkV1ISBgUHfuVQD5ubmqpDEi4hCoVAl+7YXJu1/l0qlqk7BaWlpHbwdtra2uLu7d3iss07BT6O1tbWDUGn/TyaTqeY+9e/fHz8/P9XPTxsX09LSwtmzZ9m/fz9Xrlzh1q1bZGRkqMTLkCFDmDBhAp9++iljxozptCRdLpeTn59PRkYGmZmZNDU1IRaLGT16NJ6enqpOwRs3bsTQ0JDs7Gzi4+PJz88nMDCQ5cuXY29vr9peSUkJMTExWFhYsHbtWhobG9m2bRslJSUUFhaqRJFEIiE7O5vo6GjVa8vLy9m9e7dK+PUJmkcwMDDQ6iKqUCj47xPp/HA5l1nBznw5PxhjQ/W8SYaGhqpSPH3A2Ni4b/Gh7zyoEwMDAxobG7Vtht5jYWFBQUGBts14bjqb5VRTU6MaZimRSFT5hu0b0NnZ2eHp6al6PDc3l5ycnA5dd7uDXC6ntra2U9EilUqxsbFRjTRwc3Nj2LBhqj4vXS0WUM5yOnPmDAkJCZSUlKjGHEycOJHPPvvsieJFSUtLC9nZ2WRmZpKZmYlIJEIsFjNnzpzHZjkBWFlZYWdnx4YNGzA1NSU0NJR58+Z1SMZv75VpP8vJ0tKSSZMmceLECYYNG0ZLSwvm5uYkJyczZMgQTE1NaWho4NatW8TGxhIYGEhcXFxfyKkzTE1NVaVmvT33qE0m5/8cTOFg4gOWj3LnTzP9EQrVV+GibwujsbFxX3ktD+P0+vS+6TIikYiCggL8/Py0bYpeIxKJdK5UuT1tbW2PCZb2k7cfnbZtbW2Np6enaup2V6dtW1tbd/k8KKdtFxUVUVJSQkVFRYdp28p/Pj4+3Zq2/SilpaUcPnyY06dPqwSMj48Po0eP5p///CdZWVmsXr36iYM7lSgUCnJzc4mPjycnJwcXFxd8fX2ZMGFCp9O2lRQWFnL27Fnq6upoa2tj3bp1j3mNmpub2bNnDwYGBqxdu7bDtO3W1lauXbvGjBkzqKio4IcffsDZ2RmpVIqZmRkHDhzg3r17+Pr6smjRIk6cOEFdXZ2qh40uoDOCRigUYmxsTElJCS4uLr2238YWGb/dnciv6WW8HyHmd1O81V6uq1wY9aVRm74JME3RJ+zUR//+/bl//762zdB7tC1o2traOgiURwVLQ0ODKn/E2toaKysrPD09Vb9bWlqq5W7ezs6OsrKyx66p7cWL8v/m5macnJxwcnLCz88Pe3t7bG1tux2KepTy8nKVB+bGjRuUlJTg7e3NqFGj+Oqrr5g+fXqHgaz79u3j/v37TxQ0jY2N3L59m4SEBAwNDQkJCWH27NnPFAuVlZWcO3eOgoICJkyYwNChQzl69Chnz55l+vTpquc1NDSwc+dOnJycmD59+mPvw+XLl3FycmLEiBEATJ48mczMTGJjYzExMcHLy4tp06Zhbm7OlStXMDAwoKKiAmNj4z4PTWf069ePsrKyXhM0ldJmVm1N4PaDGv5ztj9LR3loZD9CoVDVerqnX6LeQN8EmKboE3bqQ1lh0UfP6A1BI5PJqKmpUSW/KocvVlZW0tDQgKWlpUqsWFtb4+XlpRIsIpGoVxY35X5u375NXV1dp+LF39+fqVOnYmNjo7br2M2bN9m+fTunT58mOzsbb29vRo4cyVdffUVUVNRjDfXaExwczOXLlxk2bFiHx4uLi4mPjyc9PR0fHx9mz56Ni4vLM22Wy+Vcu3aNq1evMmrUKObMmaNaXyIjI9mwYQPe3t6IxWIaGxvZunUrPj4+TJky5bFtt7W1cfPmTVauXKl6zMjICH9/fwoLCzE1NVXZXVhYyLVr1/D396e2tlZnvDOgY4LGzMyM0tLSXtnX/cp6lv90g+LaJjYuGUGk/7M7OPYE5d2+PggafRNgmqIv5KQ+HB0dKSws1LYZeo+ZmZmqPX5PQvPKruyd5ZDU1tZiaWmpCsUMGDAAf39/bG1te02wPEp9fb3K66IUL42NjcTGxuLt7a0R8QIPwzDHjx9n7969XLhwAalUyqhRo/jtb3/L66+/jpWVVZe35ePjwy+//EJRUREODg6kpqYSHx+PVColJCSE9evXP1UQtaeiooKYmBgMDAxYs2bNYxPY+/Xrx2uvvcbu3buZNWsWly9fxsvLq1MxA5CamoqTkxO2traP/c3b25tTp04xbtw4SkpK2L17NzNnzuT48eNUV1c/NRm6t9EpQSMSiSgvL9f4fm4X1LBySzwyhYJda8IZ4f70mKY60Le7fX0SYJrC0NBQ1YlTV1yq+oqzszNpaWnaNkPvEQgEmJubI5VKn5pPoaSpqalT0VJZWYmxsXGHHBJ3d3dsbW2xsbHp9TzG9nQmXjrzvNy+fRuZTEZERIRa919dXc3OnTs5fPgwcXFxqmTZ77//nunTpz93V1yhUMiQIUOIiYlBKpXi7OzMuHHj8PHx6fL1pb1XZuLEiYSGhj5RwLm4uDB//ny2b9/OwIEDiYiIeOJzU1JSGD58eKd/8/T0RCaTcfnyZeLi4oiOjqatrQ1LS0skEolOdf/WKUFjYWFBRUWFRvdx7m4p7+xMwk5kzJY3wvCy753Opfp2t69vAkwTCAQClbBrHwvvo/u4urpy4cIFbZvxQiASiairq1MJGoVCQXV1NWVlZY+JlpaWFmxtbbGzs6N///6IxWKVgNGVUEFtbS15eXmqf42NjV0KGw0cOJBr166pxYbS0lK+/fZbjhw5Qnp6Ol5eXkRGRvLll18ydOjQHm9fIpFw6dIl7ty5Q2trKytXruzQ06Ur1NfXs3//foBOvTKdUVpaioODA62trezcuZOZM2c+JoQVCgWFhYXMmTOn0200NDRgbGzM5cuXWbx4MR4eHmzZsoUBAwYgkUg69epoC50SNJaWllRXV2ts+3tu5PPJ4TsMcbLkxxUhOIh67wutbwmm+ibANIWy70efoOkZbm5uVFZWatsMvUcqldKvXz+uX79OUlISZWVllJeXY2Zmhr29PXZ2djg7OxMYGIidnR0WFhY6lwdXV1fXQcA0Nzfj4eGBu7s7o0aNwt7evks2e3h4cPDgQZqamp5LnDU2NvLTTz+xY8cOkpKSCAoKYuHChSxfvrxLQyS7QlNTE1evXuXmzZsEBwfz29/+llOnTpGent4tQVNSUsKePXsICgpi0qRJXTo/VVVVXLx4kVWrVmFjY8PVq1f57rvv8PLyIiQkBHd3dwQCATU1Narmg0oUCoUqt+fu3bsMHToUkUhEfHw8MpmM6upqjI2Nqa+vx8nJ6bnOjSbQKUFjZWVFVVWV2rerUCj4+69Z/OtsFhPE9ny7eDjmJr176Prm8dA3AaYpRCIRUqkUOzs7bZui1wwaNEijNysvGi0tLZSVlVFWVkZpaanqZ7lcjpmZGUKhkPDwcIYNG4aDg4POeFs6o72AuX//Pk1NTbi7u+Ph4cHIkSO7LGAexdjYGHd3d+7du0dAQECXXiOTyTh8+DA//vgjFy9exNXVlVdffZUDBw4wcODAbtvwJNra2rhx4wZXr15FLBazdu1aVb5NREQEGzduxM/Pr0uiJjU1lRMnTjBt2rQuH6dCoeDIkSOMGzdO5UEZN24coaGhJCcnq0quBwwYgImJCUZGRly6dImmpiZKS0spLi7G1NSU4cOHq3J72traOHjwILt37yYkJISbN2/S0NCgU/PZdErQWFpaUlNTo9ZttsrkfPxzCvtvPmD+CBf+e14gRga9nw9hYmKiVwKhX79+fa3qeRgG1eW+H/qCl5cXEokEmUymM5N5dQGZTEZlZeVjwkUqlWJvb4+DgwMODg74+Pjg6OiIhYUFhYWFHD9+nJCQEG2b3ykSieSxEJLSAxMeHo6Dg4PavEZisZjMzMxnLvRXr15lw4YN/PLLLxgbGzNr1iyuXbtGUFCQWuxQIpfLuX37NhcuXMDJyYnly5fj4ODQ4TkikYjIyEhiYmJYs2bNE/OVFAoFFy5c4NatWyxZsqRbnpAbN24gl8sJDw/v8LipqSlhYWGEhYXR0NBAcXExt27dQigU0traSr9+/QgPD8fJyemxwZ+GhoZYWFjg4uJCXl4eMpmMxsZGnRqUqlOCxtramtzcXLVtr765jbd3JnIxs5x3p/jwXoSP1tyv+uahUba8ftnpEzTqwdzcHBMTEwoKCvDw8NC2Ob2OQqGgrq6O0tJSSktLKS8vp7S0lKqqKqysrFTCJTg4GEdHR2xsbJ6YKOro6EhFRYVWmpB2hkQi4f79+yoBU19fj4eHBx4eHoSFhalVwDyKWCzm7NmznQrlwsJC/vrXv3Lo0CFqamqYOnUqe/fuZfLkyWpP8lcoFNy9e5dz585hZmbGb37zG1xdXZ/4/MDAQNLS0rh06RKTJ09+7O9yuZyYmBiqqqpYs2ZNt7wgtbW1qlDT047TzMwMLy8vmpqakMvlTJky5anbzc3NJSMjg3Xr1nHmzBngoSfxWY0CexPtfxva0Z3uj8+iTNLEyi3xpBdL+Mu8QBaGuambb8w2AAAgAElEQVRlu8+LmZmZXs1g0XYDL11BGXLqo+dYW1uTnZ39wgsahUJBbW1thwZvxcXFCIVCHB0dcXBwYNCgQYwaNQo7O7tuVxIaGRlha2tLaWmpWsMkXUUqlXYIIUmlUlUIKSQkBEdHx167cbS0tMTe3p6srCwGDx4MwC+//MLf/vY3rl69SlhYGP/1X//FwoULNVaxWVhYyMmTJ2ltbeWVV17B2/vZzVkFAgEzZsxg48aN+Pj4dBA/MpmMn3/+mebmZpYtW9Ztu+Pj4wkKCupysq6xsfEzvfGNjY0cOXKE6OhoDA0NuXv3LgqFAkNDQ50Kx+uUoBGJRGqZ95JRImHllniq6lvYtCyESYMdnv0iDSMSiTSSH6QpRCIRxcXF2jZD64hEItVE2T56hq2tLTk5Oc+8E9QnniZenJyccHZ2JjQ0FGdnZ7W65p2cnCgqKuoVQaNQKCgtLVUNRayqqsLd3R13d3dGjBiBo6OjVtsajBgxgitXrrBv3z42b95MbW0tCxYsYNOmTRoVz21tbaqQUEREBMHBwd0SciKRiNmzZ7N3716WLVuGg4MDMpmMAwcOIJfLWbhwYbc9cG1tbdy6dYsVK1Z0+TWOjo6UlpY+sZFqS0sLu3btws/PD7FYTFJSEi4uLly9ehVTU9MO4xO0jU4JGnt7+x57BS5mlrN+ZyL9jA3Yu3YkQS7P7tXQG4hEIvLz87VtRpcRiURkZmZq2wyt0+ehUR9eXl4kJiZq24znpjPxUlRUhIGBgUbFS2c4Oztr9IZDJpORl5enEjFCoRBfX1+mTp2Kq6urzuRBJSQk8Pnnn3Py5Em8vb35wx/+wBtvvKHx/lmFhYUcPnwYOzs73nrrredOjBWLxbzyyivs3LmTJUuWcPHiRWQyGQsWLHiuc5yWloajo2O3vCbKz2pdXd1jjQJbW1vZu3cvdnZ2TJ06FXh4zocNG8bhw4cxNzfvMMFb2+iUoHF2du6RoNlx/T5/OpKKj4MFP60Ixdlad0ptLSws9Gph1Dd7NUVfDo36CA0N5ejRo9o2o0soxcujDd60IV46w9nZmYSEBLVus7GxkaysLDIyMsjOzsbe3h5fX18WL16MnZ2dzpR/t7a2smnTJjZs2EBOTg4zZszgH//4B25ubkRGRmp03+29MlFRUfj7+/f4vAQFBdHa2soPP/yAg4MDK1aseG7BmJCQwOjRo7v1GoFAoEr0DQ4OVj3e1NTE7t27sba2ZubMmQgEAgoLC2loaMDAwIDi4mLMzc273U9Hk+iUoHFycqKhoaHbr5PJFfz3iXR+vJLLJF97/uf14Vj0cln2s9C3nBR9s1dTWFtbU1tb29ctWA1MmDCBr776SttmdEp9fT0FBQUUFhbqnHjpDCcnJ6RSKbW1td1qv/8olZWVKi9MSUkJnp6eiMVipk+f3uU2/L1FbW0t//Ef/8GWLVuwsbFh5cqVvPvuu1hYWFBdXc0PP/zAhAkTNFbCXlhYSExMDLa2tj3yynRGS0sL5ubmVFdXk52dja+vb7e3UVJSQm1tLWKxuNuvHTp0KLGxsSpBU1FRwcGDB3F1dWXatGkq0RYXF0dISAj37t0jPz8fS0vLvj40T8LZ2bnbibP1zW28u+cWv6aXsmK0B3+c4YehFsqyn4VSIOjLwEdzc3MaGhpe+oXcyMgIc3Nzamtru9SZs48nExYWhlQqpaioSKt3dXK5nLKyMgoKCnjw4AEFBQU0Njbi4uKik+KlM4RCIT4+PmRkZBAWFtbl18nlch48eKASMU1NTYjFYkaPHo2np6dOjjopKiris88+Y+/evQwZMoRt27YRHR3d4Tk2NjaIxWKuXbvGpEmT1Lp/TXhl2nPv3j1iY2NZvXo1NTU1xMTEkJaWRlRUVLcaeqakpBAcHPxc12uxWKyaM5Wbm9vpaIXS0lJycnKIjIzkwoULFBcX079//z4PzZPo378/bW1tVFVVdakUrKS2iVVb40kvruM/ZvmzfLSH5o18ToyMjDA0NKSpqUkvus4aGBjQr18/6uvrdfrC3hvY2tpSWVnZJ2h6iJGREe7u7pw9e5alS5f22n6bmppUwuXBgwcUFhZiYWGBq6sr7u7ujBkz5rmbu2kTsVhMYmLiMwVNS0sL2dnZZGRkkJWVhUgkwtfXl7lz5+Lk5KSzx52VlcUnn3zC8ePHGTlyJCdPnmTMmDFPfP7EiRP5/vvvCQ0NVZv3RJNeGXjoCTl06BALFizAysoKKysr3nrrLc6ePcuGDRuYMWNGl701RUVFTz0/T0MoFBIQEMC2bdsYMGBAp6MVzp07x9ixYykpKaGxsVGVDKxL10WdEjQCgQAbGxvu3LnD+PHjn/rcO4W1rNoaj7SpjR+Xh+pEJdOzUHpp9EHQwP/mj7zsgqZ///5UVlbi7e2tbVP0niFDhhAbG6sxQaNQKKisrKSgoEAlYGpra3F2dsbFxYXw8HBcXFwwMzPTyP57Ey8vL2JiYmhubn5s4nFdXR2ZmZlkZGSQn5+Pi4sLvr6+TJw4sUtDLbXJzZs3+eSTT7h06RJTp04lLi6uSx1yra2tCQoK4tKlS0yfPr1HNigUCi5fvsyNGzc04pWBh0J7z549TJkyBTe3/20rYmxszLRp0/Dz8+PIkSPcunWLkSNH4ubm9kQblKMKnif8U1VVRUJCAklJSZiYmBAYGPiYSMnPz6e0tJT58+dz+vRpKisrVS0HdEkQ65SggYclZOnp6U8VNGfSSvnd7iRszIw4sG40fk66Uzb2NJSJto92jtRVbGxsqK6u1imXojaws7PT+NDUlwV1Jwa3tLRQWFjYwQNjbGyMq6srrq6uhIaGar2sWFOYmJjg5ubGvXv38Pf3p7GxkdTUVFJSUigvL8fHx4ehQ4fym9/85jHBo4ucPXuWP/3pTyQlJTFv3jzS0tK6XXY9btw4vvnmG8LDw597aGJLSwsxMTHU1taydu1ajdzQKUcTDBo06IlTrj08PHjrrbdISkri6NGjGBgYEBISQlBQ0GPvZ3V1Naampl3Oe5LL5WRlZZGQkEBRURHBwcGsXbuWlpYWtm7dipubm6p6SaFQcObMGSZNmoSBgQGZmZnk5eVhZWWlcyM3dE7QuLi4PLFcWKFQ8OOVXP58Ip3AgVZsWhaCg6VundCnoW+JtkrPxMuOra1tXwm7muhJYrCy8qi996WiogJHR0dcXFwYOnQoM2fOfKk8il5eXty4cYOUlBTy8vLw9vZm9OjReHt760xp9bP49ddf+eijj8jOzmbJkiUcOnTouUuBzc3NGTduHEePHmX58uXd9h7U1tayZ88eHB0dWbFihcY6MaemplJRUcG8efOe+jxjY2PCw8MJCwsjLy+P+Ph4zp07h4+PDwMHDsTJyYkBAwZQVFT0VO+MXC6nvLxcVbWXmZmJhYUFoaGhvPbaax1yp1555RV27NjBsmXLsLW1JT4+HnjY3bi0tBShUEhmZiZubm46913TOUHj7u7O/fv3H3u8VSbn/x5JZWdcPlH+A/j7gqH0M9aPL6wSCwsL6urqtG1Gl7Gzs+v0vXjZUObQ9NFzwsLCkEgkXU4Mrqmp6TAXqK2tTeV9CQwMxMnJSSfa//cmCoWCvLw8kpOTSU9Pp7W1lejoaObOnasXnhglN2/e5L333uP27dusWbOGS5cuqSVHJTw8nPT0dG7cuPHYLKOnkZ+fz/79+xk9ejQjR47UWChFKpVy8uRJXn/99S5/dgUCAZ6ennh6elJXV0dWVhbFxcUkJydTVlaGkZERIpGIo0ePYmhoiEAgoK2tjba2NiorKyktLVVVJDk7O7NgwYInCqDg4GBkMhlbt25VJQCvXLkSoVBIRkYGXl5eFBQUMGjQIJ3z3uvclcDNzY07d+50eKyqvoV1O24Sl1vFWxO8+CjSF6FQd+J2XaV///4UFhZq24wuY2trq9eN0NSFlZUV9fX1tLa26mQViD7xrMRgpYBRzgZqbW1VzQUaO3Ystra2OhWz701KS0tJTk4mJSUFc3NzAgMDmTRpEvv27cPCwkJvxExOTg7vvvsu586dY+HChcTExKh1HpBQKGT27Nn8+OOP+Pj4dGnbiYmJnDt3jjlz5mg0V06hUHD8+HGGDRv23GLA0tKSESNGqH6XyWRs27YNJycn7O3taWtrQy6XqwpRhg4dipOTU7c+H8OHD8fc3Jz9+/czcOBArKysUCgU3LlzB3t7e6ytrWlubu6Q+6ML6JygcXJy6jBx+25JHau3JlAmaebvC4KZO8xFi9b1DDs7O1JSUrRtRpfp80w8RCgUYmdnR2lpKS4u+vv50xXaJwbX1tZ28MC0tLSoBMzo0aN1qqGbNqitrSUlJYWUlBSam5sJDAxkyZIlHfLwRowYQUJCAj4+Plq09NmUl5fzwQcf8PPPPxMZGUlqaqrGRhPY2toybtw4YmJiWL58+RNzqGQyGadPnyY7O5s33njjufNuukpqaiqVlZW8+uqratumgYEBBgYGiMViBg0apLbt1tTU4ODggEgk4ptvvsHb2xuFQkFaWhpubm60trbqVA8a0EFB075b8KnUEt7fewsLE0P2rR3FUFfdzs5/FvomEMzMzJDL5TQ0NLwQVSE9QTk7p0/Q9Iy6ujq8vLz49ddf+de//kVzczMeHh64u7v3CZj/R1NTE2lpaapwgp+fH9OnT39ilUtAQABnzpyhpqZGJyuYpFIpn3zyCT/99BOhoaFcu3aNoKAgje83PDyc7OxsTp8+TVRU1GN/b2ho4MCBAxgYGLB69WqNJ7g2NTV1O9TUVdQ9eT0vL4/Lly+zcuVKVWRh//791NfXc+bMGRwdHSkvL+8LOT0Ld3d3JBIJ/3M2i7+dySTYxYrvl4XgqEfJv0/CwsKClpYWmpqadC47vDMEAgF2dnZUVla+9ILG2dlZr8KFukJdXV2HycyNjY14e3vz7bffMnv27KeWor5MtLW1kZWVRUpKCjk5OQwaNIjw8HB8fHyeuVAZGRkRHBxMQkICERERvWTxs2ltbeXzzz/nH//4B4MGDeLYsWNMmDCh1/YvFAp59dVX2bRpEw4ODh2qicrKytizZw9+fn5MmTKlV6rgrl69io+Pj0ZEgEwmU9sx1NTUcPDgQebOnasK11laWtLc3My6dev48ssvWbx4MSUlJX0hp2fh5OKO0YS3+NuZTOYOG8jn8wIxNdKv5N8nIRAIVF6a3piSqw6U9rYfb/8y4uTkpPbZOS8iUqmU3NxclYhpbGzE3d0dDw8PwsPDcXBwQCAQ8OWXX3LhwgWWL1+ubZO1hkKhID8/X5Xc6+joSGBgILNmzer2DU9ISAibN29m4sSJOpEkvX//ft5//33MzMz44Ycf1Bpi6Q79+vVj0aJFbN68GTs7O9zc3CgoKGDv3r1MnTq1w+wiTSKRSLh58yZr167VyPYNDQ2RyWQ93k5LSwt79uxhzJgxeHl5qR5PTEzE39+fpKQkDAwMsLGxoaampsNzdAHtf/LbUVTTyJptN+nnO5q5gwR89Vr3xrHrA0qPh74Imr7S7Yc4OjpSWVnZlxj8CG1tbRQUFHDv3j2ys7Opra1VCZiwsDCVgHmUiIgIDhw48FIKmvr6epKSkrh58ybGxsYEBgaydu3aHs1ksrW1xdHRkbS0tF4J5zyJ7OxsVq1axe3bt/njH//I+++/r/UeQHZ2dsyZM4f9+/czdepUTp06xdy5c3u1UebFixcZOnRoj97jp2FoaEhbW1uPtiGTyfj5559xcnLqUB0mk8m4efMmixcv5uOPPyYsLIy6ujpMTU0xNjbuqelqRWcEzc37VazdfpPmVjkO6QexMHZFIOhZt0ddRN8Egp2d3WNVZy8jhoaGfYnBPPQqVFVVkZ2dTXZ2Nnl5edjb2+Pl5cX06dNxcXHp0gK2ePFi5syZ89LMClMoFDx48ID4+HiysrIYPHgw8+fPV2v4ITQ0lNjYWK0ImpaWFj766CM2bdrEjBkzyM7OVmvlUk/x8fHB39+fw4cPa7yS6VEqKytJS0tj/fr1GtuHiYkJjY2Nz/16uVzOoUOHkMvlREdHd7gJyczMxMbGBkdHR86ePcuqVatIS0tjwIAB6jBdreiEoNkXX8Anh1MYaN2PPW+G8I//7yi3bt3StlkaQd+atDk5OXHmzBltm6ETvKyJwc3NzeTm5qq8MDKZDC8vLwIDA5k9e/Zz5VeNHTsWoVDIxYsX1T5MUJdoaWkhJSWF+Ph4WltbCQkJYdq0aRoZf9J+wGBvJmvu27eP999/HxsbG86cOcOoUaN6bd9dJTMzk5SUFMLDwzl//jyurq69NoPowoULjBw5UqN5iA4ODpSUlHRpRMSjyGQyDh8+TGNjI4sWLerQkFGhUKgmbGdmZlJWVoarqyuXL19myJAh6jwEtaBVQdMqk/PfJ9LZfDWPcT52fL1oOFZmRgwZMoTLly9r0zSNoW+VTjY2NjQ1NVFfX9/lttovKi9LYrByLoxSwJSUlODi4oKXlxdhYWFqGeQoFAoZO3YsO3fufCEFTXl5OQkJCaSkpODu7s7UqVMZNGiQRkPoynN67tw5lixZorH9KMnMzGT16tWkpKTw2Wef8e677+qkt+3u3bscO3aM119/nYEDB9K/f3+2bNnC0qVLsbOz0+i+6+rquHfv3mPTwdWNs7MzcXFx3X5dW1sbP//8M62trSxcuPCx/KucnBykUin+/v58+umnjBgxgrKyMqRSaZ+gaU+5pJn1uxKJy63ijTEefDLdD0ODh18GsVisV4t+d1AKGoVCoRf5QQKBACcnJ4qLi1/64Yxubm7ExsZq2wyNIJFIVGGknJwczMzM8PLyYty4cbi7u2skb2j+/Pn88Y9/VPt2tYVMJiMjI4P4+HgqKioYNmxYj3Njusvw4cO5du0aubm5eHp6amQfTU1NfPjhh/z000/MmjWLmJgYnZq43J6srCyOHj3K4sWLVV6r0NBQjI2N2bJlC3PnztVoYmtiYiIBAQEab3qovEZ3Z12RSqXs3bsXS0tLFixY8JiYUSgUnD17lkmTJiEUCjlx4gTz5s1DJpPR3NyMWCzWxKH0CK0ImqT8atbtSKSmsaXTZnlisbhDc70XCVNTU0xMTKitrdXJnhGd4ezsTFFR0UsvaOzt7Wlubqa2trZXFylN0Fkyr6enJ15eXkRERPTK8b366qusWbOGzMxMnbw4dpW6ujoSExNJTEykf//+hISE4Ofnp5VZSgYGBkyaNEmV66Dum6Zjx47x5ptvYmdnx9mzZxk5cqRat69OcnJyOHz4MAsXLnwsBBccHIy1tTUHDhzQ2KgDmUxGYmJir3jLRCIRhoaGXV5XioqK2Lt3L8OHD2f8+PGdHntqaioCgYAhQ4ZQXV1Neno6o0aN4vbt20ilUp38zva6oNl9I58/xaTiYGnCwXWj8Xd+/MLp4uJCS0tLr8eCewtlLoa+CBonJydSU1O1bYbWEQgEuLu7k5eX12vlnupEIpGQmZmpmparTOadMWMGAwcO7PVwgampKSNGjGDr1q38+c9/7tV99xTlPKX4+Hhyc3MJCAh4rIOvtggICCA2Npa7d+/i5+enlm1KpVLWrFnDsWPH+OMf/8iHH36ok+ElJffv3+fgwYPMnz//iS0n3N3dWbVqFXv27KG0tJTo6Gi1lrxnZGTQv3//XvtMdHVdSUlJ4eTJk0RHRz/x8yGTyTh//jwzZsxAIBCwc+dOvLy8qKuro7a2lvr6ep2s1O01QdPUKuP/HkllT3wB48X2/GvhUKzNOi/5EgqFuLq6cv78eRYvXtxbJvYazs7OFBcX62QMsjOcnZ359ddftW2GTuDh4aE3gkahUFBaWkpGRgaZmZlUVVXh7e1NQEAAc+bM0UhianeZNWsWu3bt0htB09TUxO3bt0lISEAgEBAaGsrs2bN1ao6SQCBgypQpnDx5El9f3x4Lj2PHjrFmzRpcXV25ffu2Wtvra4LCwkL27dvHq6+++szRCtbW1qxcuZKjR4/y3XffMXv2bLUl/cfHxxMSEqKWbXUFFxcXcnNzn7iuNDQ0cPLkSQoLC1m6dOlTq5SSkpKwtrZWvdeHDx8mMjKSvLw8SktLsbKy0klB2yuCpqimkXU7bnL7QS3rJ3nz/lQxBs8YLjl48GDi4uJeSEHj5OSkGsmuD/QlBv8vHh4eXLt2TdtmPBGZTEZeXp5KxAgEAnx9fYmIiMDNzU0rYZCnsXTpUj799FOqq6t1Ng8DoKSkhPj4eNLS0vDy8iI6Olqnuxx7eXkhEom4detWhw653aG9V+azzz7j97//vU4uYu2pra1l7969zJo1q8vCy9jYmFdffZXU1FT27NlDcHAwkyZN6pG3prq6mvLycrV5yLpCcHAwGzZsICIi4jGBfffuXU6cOMGQIUN46623npoT19LSwsWLF1m0aBHwsONzXFwcn332GXFxcVRWVuqsqNW4oInNruC3u5JobpPz3dIRRPp3rXY9KCiI69eva9g67aDMSelLDNY/7O3taWlp0am5OY2NjWRlZZGZmcm9e/ewt7dHLBbz+uuvq6UiSZMMGDAAX19fvvnmG51LEFYoFNy9e5fY2Fjq6uoYMWIE77zzDhYWFto27ZkovTT79u3D39+/2x4kffPKwMOFd+/evYSHh+Pr69vt1/v7++Ph4cGJEyf47rvvmDZt2nMfd0ZGBmKxuFdvICwtLfH09CQlJUXlGaqtreXXX3+lqKiIV199FXd392du59q1a7i5uanSPXbs2EH//v0xNzfH0tKSyspKnSzNBw0KGoVCwabLuXz+SzqD7C34bukIvOy7fiEICgpi//79mjJPq4hEIgwMDPQqMVgZn33ZBY1AIFCFnYYOHao1O6qqqsjIyCAjI4Pi4mI8PT3x9fUlKipKLxbc9rz11lt8+eWXOiNoZDIZKSkpXL16FWNjY8aMGcPgwYN13jvxKMpS+19//ZUZM2Z06TX66JWBh+tNTEwM9vb2jB49+rm3Y25uzvz580lPT+f48eNYW1szZcqUbudyZmRkaCVhOiQkhFOnTuHn58fVq1e5desWI0aMYNasWV2qVCwvLycuLo4333xT9dg333zDsmXLuH//Pm1tbdTV1Wm1G/XT0IigqW9u46ODyRxPLmZawAD+Oj8YC5Pu7UpZ7/6iom+Jwa6uriQmJmrbDJ3Aw8OD3NzcXhU0crmcwsJClYhpampCLBYzevRoPD099Xocw+rVq/nkk084deoUkZGRWrOjtbWVxMREYmNjsbW1Zdq0aXh6euq0h+tZREZGsmHDBoYMGfLMMu7jx4+zevVqvfLKKLly5QrV1dWsWLFCLe+Xn58fYrGYpKQk9uzZg6urKxMnTsTe3v6Zr21sbKSoqEgr58/JyQmpVMq//vUvgoKCWLduHSKRqEuvlcvlHD58mMmTJ6vWJeWcsdOnT7N582ZaWlqoqqpixIgRmjyM50btgianXMq6HYlklUn4P1GDeWvC8zWT8vb2prW1laysLHx8fNRtptZRhnD0JTHY3d2dmJiYl6ZV/dPw8fHhwoULGj8XLS0tZGdnqyqTRCIRYrGYOXPm4OzsrNcLbXuMjIz4zW9+w9/+9jetCJrGxkbi4+O5ceMGrq6uvPbaazpZwfE8mJqaEh0dzZEjR1i3bl2ns3dkMhlvv/02u3bt0iuvjBJl75/Vq1erVdgbGBgQEhJCcHAwcXFxbNu2DTs7O0JCQhg8ePATw0n37t3Dw8OjV28yiouLSUhIIC0tDRsbG8zNzbvslVMSGxuLiYlJB7HyxRdfMHXqVJqamjAyMqKiogKpVKpzQymVqFXQHE8u5v8cTMbIQMDWlWGM83m2mn0SQqEQf39/Dhw4wB/+8Ac1WqkbODs761VisJmZGVZWVi9l6/9Hsba2RiQS8eDBA9zc3NS67cbGRu7evUt6ejr379/HxcUFsVjMhAkT9Mab9zz8+7//O/7+/pSUlPTajBiJRML169dJTEzE19eX5cuXd+kOXN/w8fHBw8ODM2fOPLbI5eTkMHv2bFpaWrhx40avJrGqg7KyMo4cOcKiRYuwtLTUyD6MjIwYO3Yso0aNIj09nfj4eE6ePMmwYcPw9/d/bABrb/VVqq+vJyMjg6SkpA45XkZGRnz77bdkZ2d3WXiUl5dz7do11qxZozqW+vp6jhw5wpkzZ8jIyMDW1pabN2/i5eWls4JXLYKmuU3Gfx9PZ+u1+wxzs+ab14fjbN3zktCxY8dy8eLFF1bQ6FNiMPxvyfLLLmgAfH19ycjIUIugaWho4O7du6SlpfHgwQMGDRpEYGAg8+bNw9TUVA3W6j6DBg0iJCSEL774gr///e8a3VdVVRWxsbGkpqYSFBTE2rVrX2ixCJ2HnrZv38769euZNWsWP/74o85NTn4WDQ0N7Nmzh1deeaVXrkkGBgYEBAQQEBBAWVkZiYmJ7NmzB4VCga+vL76+vri5uZGTk0NERITa969QKKioqFBVMJaVleHl5cWYMWMQi8UdRMbMmTM5evQo69ate2ZCuDLUNGnSpA7fg6+//ho3NzdGjhzJxo0bMTMzo7CwUKebKfZY0BRUNbB+VyK3H9SyeqwnH0UNxthQPeotPDycY8eOqWVbuoYyMbimpkany1Xb4+HhQWJiImPHjtW2KVrH19eXQ4cOMXXq1Od6fX19vUrEFBYW4uXlxbBhw3jttdf0bmFRF++99x5vv/02f/vb3zRyB1haWsqVK1fIzs4mJCSE9evXvzRtCNqHnlatWsVbb73F0aNH+frrr1m6dKm2zes2MpmMAwcOMHjwYK30hHJwcCAqKorIyEjKy8vJyMjg3LlzlJaWIpfLuXTpEgMHDsTJyQlbW9tuf6dlMhl1dXWUlJRQVFREcXExRUVFGBsbqzy27u7uTywt9/b2ZtCgQZw+fZqZM2c+dV+xsbGqJpft+fHHH1m/fj01NTVIJBIkEglVVVUvrqD5Na2UD/bdQgFsXC36SNgAACAASURBVDKCqAD1uopf9MRgNzc38vPz9UbQuLu7c/jwYWQymc71M+ltnJycaGpqorKyEltb2y69pr6+nvT0dNLS0lQVY8OHD2fBggUvrYhpz9y5c/nd737Hzp071brI5ufnc+XKFYqLixk5ciTR0dE61Qivt/Dx8cHExISgoCDMzc1JSkrSq8Tf9pw+fRoDAwONeEK6g0AgwMHBAQcHB8aNG8edO3e4fv069vb23L9/n+vXr1NdXY1QKEQkEmFhYYFIJMLIyEgl2uVyOXK5nPr6epVwaGpqwsLCggEDBuDk5ERoaCjOzs5dTvCF//XKPS30VFhY+FioCeD8+fOUlZXx1ltvcevWLZXnqby8XGcTguE5BU2rTM6XpzP47mIO/s6WfLt4OO626r/TedETg/Wtjb6ZmRk2NjYUFxe/9GEngUCAWCwmIyPjqWWiUqlUJWKKi4vx8fEhJCQEHx8fva5M0gRCoZBly5apxWugUCi4d+8eV65coa6ujjFjxvDaa6+ptbW9vvHdd9/x4YcfMm7cOD7++GO9FTN37twhOzub1atX61wuhzIM1N6LoVAoaG5uRiKRIJVKkUgktLW1IZfLUSgUCIVCDAwMMDMzQyQSIRKJMDMz6/GxmZiYEB0dzdGjR1m7du1jncElEomqCeGjIde//vWvzJs3D2NjY9UIh+bmZurr63U2IRieQ9CU1Dbx292JxOdVszjcjU+jh2BqpJm79Rc9MVjXu852hrJk+WUXNPAw7BQbG/uYoJFIJCoRU1JSglgsJiwsDG9v7z4R8wx+//vf889//pP09PTnSlCVy+WkpaVx5coVFAoFY8eOxd/fX+cWvt6ksbGRJUuWcP78ebZs2UJERASbNm1iwIABetdXSiqVcvLkSV5//XWdzC8rLi5+zIMhEAgwNTXF1NS015POvb298ff3Z9euXSxdulTlCW5ra2Pv3r2EhoY+1oSwtLSU8+fPc/v2bZqamnjw4AEmJibk5OTg7e2t09+lbgmay1nlvLfnFo2tMv65cCizh2q+tPFFTgzWxa6zz8LDw4OEhATGjRunbVO0jqenJ4cOHUIqlaJQKEhLSyMtLY2ysjJ8fHwYOXIk3t7eL7VXoLvY2dkxZcoUPv/8c7Zt29bl18lkMm7fvs2VK1ewsLBg8uTJ+Pj46E3CvabIzMwkKioKGxsbbt++rRrUOH/+fPbt28cbb7zR5ZCptlEoFBw/fpxhw4bp5NBihUJBUVHRM3NWepuIiAiOHj3K3r17WbRoEQYGBhw9ehRra+tO8yG//PJLhg4dilgsJjk5GXd3d+7fv09RUVGPmhb2Bt260i776QY+DhZ8u3gE3g690400PDyc48eP98q+ehtl19n79+/rjaBxd3fn0KFDtLa2vvTehsbGRvr378+PP/7YodGdl5dXn4jpAf/+7/9OVFQU5eXlz7yjVSgUpKamcv78eaysrJg9e7ZOz1jqTY4dO8aSJUt47bXX2LhxY4c7azc3NyZPnszu3btZvXq1Tno7HuXOnTtUVlby6quvatuUTmlqakImk3Urz6U3EAgEREdH8/PPP7Nr1y48PDwoKytj5cqVj31PGhsb2bx5Mxs2bAAeTub29PQkPz+f0tJSVq9erY1D6DLd8h3NHTaQw++M6TUxAw8Tg0tLS3ttf72NshRaX+jXrx9OTk7k5uZq2xSt0NTURFJSElu3bmXDhg2YmpoiEAj4/e9/z9y5c/H19e0TMz1kzJgxjBgxgn/7t3974nMUCgXZ2dn88MMPxMbGMmPGDJYtW4a7u3ufmAH+/Oc/s3DhQv785z/z/fffdxomGD58OF5eXhw8eBC5XK4FK7uOVCrl1KlTzJkzR2e/XxKJBJFIpJOfP6FQyLx58xAKhVy8eJE5c+Z0ekP62Wef4ezszPz585FKpRQUFNDW1oaJiQmlpaU6nRAM3fTQ/G1+cK+/Wd7e3igUCuLi4ggPD+/VffcGHh4exMbGatuMbqFMhu2N5lG6gEwmIysri5SUFLKzs/H09CQsLAwfHx+EQiF///vfqampwc7OTtumvjD861//YtSoUfzpT396LHm1sLCQs2fPUltby+TJkxkyZIhOLiLaoLW1lcWLF3Pu3DmOHz/OhAkTnvr8yMhIduzYwalTp4iKitLJ86jroSYlSkGjq5SXl1NUVKTKqZk5c2aHHKqqqiq+++47Dhw4AEBqaiq+vr5kZWVRWFhIS0uLzudcdUvQaOPDLhQKGT9+PJs3b34hBY2dnR2tra16lUfj6+vL1q1b9aopYHdRKBQUFBSQnJxMWloaDg4OBAYGEh0d/Vi1QEBAAMnJyUyePFlL1r54BAUFERERwfvvv09MTAwAFRUVnD9/noKCAsaPH8+wYcNe+vYB7SkpKSEqKoqWlhaSkpJU+TJPQygUMn/+fLZt28b58+d18jOs66EmJVKpVGcFTUVFBTt27GD69OkEBASQk5PDkSNHGDRoEK+88gqmpqZ89NFHBAUF8corrwAP5ziNHj2aI0eOcP/+fcaOHavz13vd9N09wvTp01UxvRcNXZne3B2UjaKKi4t1+o7peSgvLyc5OZk7d+5gZGREYGAgb7755lPFZlBQEPv27WPSpEk6/4XXJ/7xj38QEBCgGjyYnp7O6NGjn+guf5mJi4tj1qxZhIWFsX///m7lxPTr148lS5awdetWDA0NGT9+vAYt7R7KUNPrr7+us6EmJRKJRCcn3VdVVbF9+3YiIiIICAgAHnbmXrduHadPn2bDhg2Ehoaye/duLl68CEBlZSV1dXU0NzdjZWWlKpPXdXS3/qodEydOpKCgQNtmaAxlPxp9Qtn6/0VAIpFw7do1vv/+e7Zv345MJmPBggWsW7eOcePGPdNzNmDAAIyMjF7oz6g2GDBgABEREaxfvx5TU1N++9vfMnbs2D4x8wibN29mypQprFmzhqNHjz5Xgq+5uTnLli0jOTmZK1euaMDK7qMvoSYluhhyqqqqYtu2bYwfP/6xfmcmJibMnDmT2bNn84c//IHhw4dja2uLQqEgOTkZf39/7t27BzwM806cOFELR9A9dFvy/j+GDBmCQqHg6tWrjBkzRtvmqJ1BgwZx6dIlvQrh+Pr6cuLECSZNmqRtU56L5uZm0tPTSUlJoaioiMGDBxMREYGHh0e3+ywIBAICAwNJTk5W+7DKl5HW1lbi4uK4du0aCxcu5M0338TQ0PCxUN/Ljlwu57333mPLli1s3ryZ+fPn92h7FhYWLFu2jG3btiGTyRg/frxWr0f6EmpS0tjYqFPCq6Kigu3btzN27NinJvM2NDSQmJjIrl27+OWXX1AoFNTX1zNv3jwOHDhARUUFzc3NejG4VC8EjUAgYMKECWzduvWFFDS2traYmJjoVQjHxcUFiUSiV7k/MpmM7OxsUlJSyMrKwt3dneHDh7Nw4cIe3/UHBwezYcMGpk6d+lK21VcHMpmMpKQkLl26hIuLC2+88QZ2dnbEx8fzwQcfkJSUpG0TdYbW1lbmzJmj6r0TFBSklu1aWlqyYsUKtm/fTltbG5MnT9aKqGlqatKbUJMSuVyuMzldZWVl7Nixg0mTJjFs2LCnPvfdd99l7ty5zJ49G4VCwfXr17l48SL79u3DwMCA3NxcrYvbrqIfnxQe5tF8/fXX2jZDYyhDOPoiaIRCIT4+PmRmZhIWFqZtc56IQqHgwYMHpKSkkJqaiq2tLYGBgUybNg0zMzO17cfS0hJPT09SUlIICQlR23ZfBpRNCc+dO4elpSULFixg4MD/bdr5n//5n7i5ubFv3z5ee+01LVqqG0ilUiIiIqirqyMpKUnt3WctLCxYvnw527dvp6GhgenTp/f6Qn316lXEYrHeXA/hoaDRhS66eXl5HDhwgMjISAIDA5/63EuXLhEXF0d2djbw0HmQn5/P1KlTyc/PJy8vj/z8fFatWtUbpvcY7Z/9LjJx4kQePHigbTM0hlgsJjMzU9tmdAtfX1/u3r2rbTM6RSKRcOXKFb7++mtiYmKwsLBg9erVrFy5ktDQULWKGSUhISHEx8ejUCjUvu0XlZycHH744QeuXLnC9OnTWbZsWQcxAw/zOz744AM+/vhjne+XomlKS0sJDQ1FIBAQHx+vsVb6ZmZmrFixAqlUyvbt26mvr9fIfjpDIpFw8+ZNvcjZaI8ufO8TEhI4cOAA8+bNe6aYgYejRt544w0cHR0BqK2t5f79+wQEBJCbm0tbWxvZ2dl6817ojaAZPHgwgM4krKkbV1dXamtrqa2t1bYpXcbb25vi4mIkEom2TQEehizu3r3L7t27+fbbb6mqqmLu3Lm88847jB8/XuNTzT09PZHJZH3JwV2gqKiI7du3c/z4cUaPHs2bb76Jl5fXE93aH330EY2NjXzzzTe9bKnukJWVRUhICN7e3ly6dAlzc/UPBG6PiYkJCxcuxM3NjU2bNvVag9OLFy8ydOhQLC0te2V/6kIoFGpN1MhkMo4fP05cXBwrV67s0uDRgwcPcu/ePT7//HPVYzdv3iQwMJCioiKMjY2RSCTI5fLH5j3pKnojaAQCARMnTmTLli3aNkUjCIVCVcM6fcHIyIjBgwdz584drdpRUVHBmTNn+Pvf/05sbCyDBw/m/fffZ9asWbi4uPRa7FcgEKi8NH10jlQq5fDhw+zevRs/Pz/efvttAgICnvkeGRkZ8Ze//IXPPvuMkpKSXrJWd7hx4wajRo0iMjKSmJiYXqv0EggETJ48mSlTprBt2zbS09M1ur/KykrS09P1clacUCjUigexoaGBHTt2UFtby+rVq+nfv/8zXyOVSlm/fj0ff/yxqtRcmcMWEhJCcnIylpaWZGZm6lU7Cr0RNADTpk3Tu+nU3UEfw06BgYGkpKT0+n6VzcN++ukntm7dCsCKFStYuXIlw4YNU02V7W2GDh3KvXv3kEqlWtm/riKXy7l+/TobNmzAzMyM9evXExIS0q3cjKVLlzJy5EiWLFmiQUt1j19++YWIiAjWrVvHpk2btJKnERAQwOLFizl58iQXLlzQmCfi/PnzjBw5Ui8r2gwNDWltbe3VfZaWlvLDDz8wcOBAFi5c2OWChDVr1uDq6srvf/971WPp6enY2dlhY2PD3bt3kUgkpKamEhUVpSnz1Y7eJAUDTJo0iQ8//FBnkq/UjZeXFzExMTQ3N+tNpYyHhwdSqbRLgwR7ijLBNykpifT0dNzc3Bg9ejQ+Pj46U11gamqKn58fSUlJenmXqQnu37/PiRMnMDc3Z8WKFT36nGzfvh2xWMymTZv0otFXT9m6dSvvvPMOX3zxBe+8845WbXF2dmbNmjXs3buXkpISoqOj1dpIrqioiPz8fGbNmqW2bfYmFhYWvXYjo1AouH37NmfOnCEqKqpL+TJKjh07xrFjx7h9+3aHdTQhIYGwsDAyMzOxt7enoqKCvLw8vWrNoVeqQCwWY2FhoZo18aJhYmKCm5ubqpmRPiAUClWt/zVFfX09sbGxfPvttxw+fJj+/fvz9ttvs2jRIgYPHqwzYkZJWFgY8fHxtLW1adsUrSKRSPj555/5+eefGT9+PEuXLu2x6LWzs+Of//wnH3744Qsfevriiy9Yv369StToAsoKKHt7ezZu3MidO3fU5q05e/Ys48eP15p3taeIRKJeySesq6tj9+7dxMXFsXTp0m6JGalUypo1a/jss8865NkUFRVRXV2Nr68vycnJWFlZ0dDQgIWFBT4+Ppo4DI2gV4JGIBDwm9/8hu+//17bpmgMfQw7BQUFqfXCBg9DFJmZmezdu5f/+Z//oaysjOjoaNavX8/YsWN1riNnewYMGICjo6NGRZ4uI5PJuHbtGhs2bMDS0pJ33nkHf39/tcXhX4bQ0x/+8Af+8pe/cOzYMZ1rLGdoaMiUKVNYtGgRFy9eZP/+/T32TOTk5FBTU/PMnim6jKY9NAqFgqSkJL777jsGDhzI6tWrGTBgQLe20VmoCR6WyY8aNYqWlhby8vKQSqVcvnyZ+fPn603+DOhZyAlg3rx5LFiwQNtmaAxfX1/Onz+PTCbTOc/Dk3B0dFS1/u9pp9yqqiqSkpK4ffs2lpaWDBs2jDlz5uhNCE7J2LFjOXLkCEOHDn0hw6NPIi8vjxMnTiASiVi5cqXGJpC/yKGnDz/8kB9//JFz587p9AI/cOBA1q5dy4ULF9i4cSNRUVHPJVwVCgVnz55l0qRJenPN6wxNemjq6uo4duwYEomEpUuXdlvIwJNDTcrQ0uzZs0lOTsbDw4Pc3Fzu3LnDp59+qs7D0Dh6J2jGjh1LfX09iYmJDB8+XNvmqB1LS0vs7e25d++e3pTK9bT1f1tbG6mpqSQlJVFeXk5QUBBLlizBwcFBA9b2Dm5ubpibm5Oeno6/v7+2zdE4EomE06dPk5+fT2RkJH5+fhq9s1OGnn73u98RHR39XBd4XeS9995jx44dXLhwQW3dfzWJoaEhERER+Pn5cfjwYdLS0pg2bVq3PKjp6ekoFAq9/55oQtAoFApu3brFr7/+SmhoKOPGjXsu0fekUBM89M6EhYVhbGxMSkoKDg4O9OvXD6lUqned+fXu1tHIyIioqCi++uorbZuiMZTiQJ8IDAwkLS2tW3kj1dXVqnLrlJQUwsLC+OCDD4iMjNRrMQMPRd7YsWO5cuXK/8/eeYZFeW19/w8iCgKKIoqiNEEFpQUQFRUpolhQQaTZW0w00cS0Jyc5MSflEZNjjBoVCyoIWGgKAtJUinQQpFcFpCq9TtnvB1/mCQGRMjP3zDC/6+KD3Hv2/t84c8/aa629Fk8U3OIUDAYD8fHxOH/+PCZNmoSPP/4YmpqaXHFTb9u2DYsXLxaY0NOhQ4dw8+ZNvjFm/k6Pt2bKlCk4f/48IiMj0dnZ+d7XEUIQExMDU1NTvgpt9IeUlBTa29vZkjtHCEFRURHc3NyQmpqKbdu2wdTUdNgerH379mH27Nl9Qk3Nzc3Iz8+HkZERGhoaUF9fj5qaGsTHx2PNmjV81wiW7zw0AGBvb4+vvvqKahkcQ0tLCxEREejs7BxW51wqmDRpEmbOnIns7Ow+XV3/DpPJRFFREZKTk1FZWQldXV3s2bNnULUT+A11dXVERkaiuLgYc+bMoVoO2yktLUVISAhkZGSwZ88eTJkyhesabty4AQ0NDVy6dAn79u3j+vrs4uDBg/D19cWTJ0/4oglgf/Tk1hgYGODRo0c4c+YMli5dCiMjo3f2Y6qsrERXVxdfJZ6+CzExMUyePBm1tbUjatlQUVGByMhItLS0wNzcHPPmzRuRsfeuUBMAxMfHQ1dXFxISEoiLi8O8efOQm5uLpKQkuLq6DntNquBLg2b16tXYvn07amtr+X4n3x8SEhJQVlZGbm4uT8fQ/4mBgQFiY2P7NWja2tqQnp6OlJQUTJgwAYaGhrC3t+e7HcBQ+LuXRpAMmubmZjx8+BAVFRWwsrIa8QN3JPw99LR27Vq+6v3Tw6FDh1jGTE9FdH5m4sSJsLGxQV1dHaKiopCYmAhTU1Po6Oj0+UJNTk6GgYEB33tnepgxY8awmwz3/L0qKythamrKlvy75ubmd4aa2tvb8ezZM3z00Ueg0+lIT0+HtrY2Zs2ahaqqKlhZWY1obSoQGaI7nGd854sXL4apqWmvss2CRE5ODlJSUrB9+3aqpQwaJpOJP//8E1u3boWCggKrbkxycjIKCgowf/58GBgY9OnVI8gwmUycPXsWGzZsgLKyMtVyRgSDwUBCQgLi4uJgYGCAZcuW8YxBunnzZhQWFiI1NZWvjv0eOXIEN2/e5GvPzPsoLy9HZGQk2trasHz5csyfPx9iYmJob2/HmTNncPjwYY70VqOCpKQk1NTUYP369YN+TV1dHeLj41FQUIAlS5bAyMiILZ8rJpPJ6sH06NGjPsZRZGQk2tvbsX79emRmZuLZs2dobm5GYWEhkpKSEB8fP2INbGRQFi9femgAwMHBAZcuXRJYg0ZDQwP3799Hc3Mz3/Q0ERUVxQcffICEhATMnj0bycnJoNFoMDAwwJo1a/iy+udIERUVhampKSIjI7F7926+3YmWlJQgJCQEkyZNoiy8NBA+Pj7Q19eHg4MD/Pz8qJYzKL744gtWArCgGjPA2z51O3bsQFFREZ4+fYqwsDCW53nevHkCY8wAgIKCAjIyMt47rqfvXEpKCurr66Gvr4/Dhw+zNcXg448/xosXL5CZmdnHmOlpAHrgwAEAbz1lmpqaSEpKQnh4OOv3/AbfGjQbNmzAN998g+7ubr7akQ0WMTExzJ8/H8+fP8eSJUuoljMo6uvr0dDQgMzMTLS3t8PS0hKqqqp8+yXOLhYsWIC4uDjk5+fzXUihtbUVoaGhqKyshJWVFebOncuT/5/i4uKsL8off/wR33//PdWSBuSbb77BlStX8OjRIyxYsIBqORxHREQE6urqUFdXR319PZKTk5GcnIxZs2ahqKhowMak/MT06dNRV1cHOp3eb95Qc3MzUlNTkZaWBjk5ORgYGHCkOOjFixfh5eWFhIQETJw4sc/1J0+eQEdHBxMnTkRVVRWam5vR3NyMefPmoaSkhG+rNfOtQaOiooLp06fjypUrOHjwINVyOIK2tjZCQ0N52qBhMBjIz89HSkoKamtroa+vDw0NDaioqEBNTY1qeTyBqKgozM3NERERAQ0NDb6oS0MIwfPnzxEWFgZdXV3Y2NjwTHjpXcycORP+/v6wsrKCtrY2Nm7cSLWkfjlx4gQuXLiAqKgovjvNxA7k5OQwZ84cvHz5Ejo6OoiMjERISAj09fWhqakJWVlZqiUOm7Fjx0JOTg6vXr1ilbCg0WgoKSnBs2fPUFpaioULF2Lbtm0cy/+Mi4vD559/Dk9Pz349f2/evEF2djYOHToE4K13Rl9fHykpKRAVFcWMGTP4NjzOtwYNADg5OeHq1asCa9AoKSmho6ODJ5Ofe1yWaWlpkJWVhaGhIebPn48xY8bg5cuXCAwMxKJFiwRi18UO1NXVERcXh2fPnvF8ondrayuCg4Px+vVrODo68lXO09KlS/H7779jx44dSEhI4LlQzrVr1/DTTz8hKCiI598HnCQ5ORlGRkbQ09ODnp4eKisrkZaWhitXrkBSUhJz587F3LlzMXPmTL57hqirq+P58+eor69HQUEBSktLoaCggAULFsDGxoajRUIrKyuxadMmHDt27J0GfVRUFIyNjSEpKYnOzk7k5ORg/fr1kJaWxqVLl+Ds7MwxfZyGb5OCAaCgoAB6enp4/fo13xxvHirh4eEAAEtLS4qVvN21l5WVISUlBSUlJViwYAEMDAwwbdq0PuMuXLgAKyurPpn1o5mXL1/C19cXhw8ffucxVir5p1fG1NSUJ3UOhoMHD+LBgwfIysrimRy04OBgbN26Fe7u7tiyZQvVciijoaEBly5dwtGjR/t4/QghqKysRH5+PgoKCtDW1gZ1dXXMnTsXqqqqPJteQAhBXV0d8vPz8fz5c9TV1UFTUxMaGhpQV1fnSv5gd3c3y0P+rjyyqqoqeHl54fDhwxAXF0dCQgIqKyshKiqKyZMnw9raGhkZGbx4jH5QVi1fGzQAoKmpCWdnZ3z77bdUS+EIr1+/xtWrV3H06FHKvlzodDqysrKQkJAAQggMDQ2hra094E4jJSUFRUVFcHBw4KJS3sfb2xvKyspYvHgx1VJ60draigcPHqC+vh42NjZ85ZXpj54THoQQPH78mPIwX1JSEiwsLPDrr7/yTKNJqoiIiACDwRjUseCGhgbk5+cjPz8fFRUVkJWVxYwZM6CgoAAFBQVMnz6d60YOIQQNDQ149eoVqqqqWD/jx49nGTCBgYHYuXMnV5PnN27ciJKSEqSkpLzzb+Lp6QkNDQ0YGRmByWTi3LlzsLKygr+/Pzo6OnDnzh1kZ2dzTfMQEOxTTj0cOHAAFy5cEFiDZsqUKVBQUHhvwTpO0NbWhuTkZKSkpEBBQQGrVq0adJKvjo4OHj16xJPhMioxNzfH9evXWcWsqIYQguzsbISGhkJXVxebN2/mW6/M3xEVFUVQUBC0tbXx0Ucf4cKFC5RpKSwshLW1NT799NNRb8z01DvZvXv3oMbLysrC2NgYxsbGYDAYqK2tZRkSmZmZqK2tZRk5cnJykJaWhpSUFKSlpSEtLY3x48cPK2RFp9PR2tqKlpYWtLS0oLW1FY2NjaiurkZVVRXExcVZhtXixYsxY8YMTJgwgfX6nibD3Nq4/Pvf/0Z8fDwyMjLeacwUFxfjzZs3+OCDDwAAeXl5kJCQQG1tLebOnYuvv/4aH330EVf0cgq+99DU1NRASUkJL1++FNgvzry8PMTFxWHPnj1cWa+2thYJCQnIzc2FpqYmjI2NMXXq1CHPExMTg/r6emzatIkDKvmX4OBgAMDatWsp1SFoXpn+yM3NhbGxMVxdXSk5ilpTUwMDAwNYWVnh8uXLXF+f12B3fa0eI6eqqgr19fVobW3tZYjQ6XSWkSMhIYExY8ZAVFQUoqKiEBERAZPJZP3QaDSW8dLd3Y0JEyawDCMpKSnIyMhg+vTpfYyX/igoKEB8fDx27tzJlvscCF9fX+zYsQNhYWHv7L3EYDBw/vx5WFhYYN68eSCE4NKlS1i+fDnCwsKwYsUKGBsb8/L36Ojw0EybNg2LFi3C8ePHce7cOarlcAQNDQ2EhISgqqoKCgoKHFmDEILi4mIkJCSgpqYGhoaGOHTo0Hs/uANhaGiIP//8E42NjZg0aRIb1fI3ZmZmOHfuHPT19Tn2/zkQguqV6Y/58+fDw8MDTk5OUFBQ4Opx1NbWVlbFVzc3N66ty8vk5+ezNVF7zJgxrPBTf9BoNJaB09HR0cuAIYSwjBtRUVGIiYmxjBdJSckRJSOrqKggICCA48++2NhY7Nq1C6dOnRqwkWRCQgJkZWVZDY9LSkpAp9MhKioKCQkJXLx4EcbGxrxqzAweQshQCJRS2gAAIABJREFUfngST09PMnv2bKplcJTHjx+TwMBAts/b3d1NUlJSyLlz58j58+dJeno6odFobJs/PDycBAcHs20+QSE1NZVcvnyZMJlMrq7b0tJCbt26Rc6ePUsqKiq4ujaVuLm5ESkpKRIaGsqV9bq7u4mxsTExNjYm3d3dXFmT12EwGOTEiROksbGRailcITQ0lISHh3Ns/sTERCIjI0N+/vnnAcc1NTWREydOkNevX7N+d+3aNZKRkUG8vLxIamoqmT17Nrl58ybHtLKBQdkovF8QYxBs3LgRtbW1vJrMxBb09fWRm5s7qA62g6G1tRXR0dE4ffo08vPzsWbNGhw4cAC6urps3a0bGxsjKysLra2tbJtTENDT0wMhZFBVRdkB+f8nmC5cuIDJkyfjwIEDAhliehf79u3Dr7/+Cjs7Ozx69IijazGZTGzatAlNTU2IiIjg+fo93KK8vBwTJ07st9CbIGJgYICMjAy2dN/+JxkZGbCyssInn3yC//mf/xlw7MOHD2FgYMBqAFxRUYGGhgYoKiqivLwcIiIiqK2thY2NDdt1cpsxP/zww1DGD2kwtxAXF8ezZ88QHR0Ne3t7quVwBHFxcdTU1KC9vR2KiorDnqempoZVyEpWVhbr1q3DokWLICsry5F6D+Li4mhqakJNTY3wCPffEBERwfTp03Hv3j3o6elx9EuvtbUVgYGByMnJwZYtW9jS9I4fMTIygri4OA4ePAhTU1PMmjWLI+scOXIE0dHRiI+P5+sicewmKSkJ8vLyUFFRoVoKV5CUlERxcTHGjBnTp7TFSMjOzoaZmRn27Nnz3tY/paWlSE5Ohp2dHasa8YMHD6CtrY0XL15AXl4ep06dwrx583i9/szxwQwSmKfanj17EBMTQ7UMjmJoaIiUlBSQoSVygxCCwsJC3LhxAzdv3sTkyZNx+PBhrF27FnJychxS+38sWbIEqampbPMuCQozZszAvHnzEB0dzZH5R7tXpj+OHTuGL774AtbW1khMTGT7/O7u7nB3d8eDBw/Y+iUmCBQUFLByOEYLPc9sdpGXl4eVK1fC0dERJ0+eHHAsg8FASEgIrKysWBum2tpaVFRUYOHChcjIyICBgQFiYmK4duCE0whMJqCFhQU6OzsRHh7OE0XoOMGsWbMwZswYlJaWDsrbQaPR8OzZMyQkJGDs2LFYvHgxtLS02N435H3Iyspizpw5SElJgYmJCVfX5nXMzMzw119/QUdHh63GRs8Jprq6Or6r9stp/vWvf4FGo2HVqlUIDg5m23syMTERhw8fhru7+6hsaTAQ9fX16O7upiQJnkp6DnRUVlaO+DOYmZkJc3Nz2NnZ4cyZM+8d//TpU8jIyPTqHxcXF4dFixahsLAQ06ZNQ0pKCrq6umBubj4ibbyCwHhoxMTEsG3bNvznP/+hWgrHEBERgaGhIZKSkgYc19raiqioKPzxxx8oKirCunXrsH//fmhra3PdmOnBxMQECQkJ6OrqomR9XkVSUhKrV69GYGAg22LtQq/M+zl+/Di+/vprWFtbIzIycsTz1dTUYMOGDThy5MiorgL8LvLz86GhocF3bQxGiqioKExMTEbshU1NTYWpqSlcXFxw/vz5946vq6vD06dPsW7dOtbfvL6+HkVFRTAwMEBSUhIMDQ3x008/Yfv27QJzylFgDBrgbbv01NRUgU5A1dHRQUVFBWpra/tca2hoQFBQEM6dO4fOzk7s3r0bDg4OUFZWpvxBIi8vDzU1NTx9+pRSHbyIlpYW5OTk8Pjx4xHN093dDX9/fzx+/BiOjo6wsLAQmAcVJ/jmm29w/PhxbNy4kVUbaDjQaDRYWVnByMgIP/30ExsVCg6jMdzUg76+Pt68eYPS0tJhvf7p06ewsLDAhx9+iFOnTr13PJPJREBAAFauXNnryHh0dDQWL16M6upqdHZ2YsaMGUhLSxOoYo8CZdDMnz8fCxcuFNiqwcDbbq6LFi1CXFwc63c1NTXw8/PDpUuXICEhgUOHDsHa2pqrZbcHg6mpKZKSktDW1ka1FJ5CREQE1tbWSE9PR2Vl5bDmqK6uhpubG0RFRbFv3z6hV2aQHD16FK6urti6dSt8fX2HNYezszNoNBru3LnDZnWCQXt7O2pqakZNMvA/GTNmDMzMzBARETHk/Mfo6GisXr0aR48exS+//DKo18THx2PcuHGsisDA26aV5eXlWLRoEWJjY7F06VL861//gra2dq+QFL8jUAYN8Dbp7/bt21TL4CiGhoYoLCxETk4OvL294enpCXl5eXz66acwNzcfUTE8TiIrK4uFCxfiyZMnVEvhOaSkpIYVeiKEIDk5GR4eHli+fDlsbGx4toEfr3Lw4EGcPXsWO3bswI8//jik1/7888+IiopCaGiowDbIHSmFhYVQVVUd1d5CLS0tMJlM5ObmDvo1586dw/r16/Hdd9/h+++/H9RrekJNGzZs6OWVj4yMxPLly1FXV4f6+npoa2vjzp07OHbs2JDvhZcROIPGxsYGXV1d8Pf3p1oKRyCEoKKiAmPHjsW9e/cwZ84cfPrppzAxMeFoW3p2sXz5cmRlZaGhoYFqKTzHUENPnZ2duHPnDtLS0rB7925hIuoI2LlzJ0JDQ3H27FnY2tqiu7v7va8JCgrCr7/+Cl9fX44dARcEevJnRjMiIiIwNzdHVFQUGAzGgGOZTCb27duHf/3rX/Dx8Rm00fGuUFNxcTGampqgp6eH2NhYLF68GAEBAejq6uJq5WxuIHAGzdixY3Ho0KEh77R4HSaTiezsbLi5uSE8PJx1MmP+/Pl8tfOZMGECDA0NOV7cjB8ZSuipsrISFy9ehJSUFPbs2cNz4UV+xMTEBOnp6cjPz4eBgQFevXr1zrEFBQVwcXHByZMnsWLFCi6q5C8IIXj58iWUlZWplkI5ampqmDx5MmJjY985pqmpCcuWLUNkZCQSExOxbt26Qc8fHx+P8ePH9wo1EUIQGRkJMzMzNDQ04MWLF9DX18d//vMfHDp0SOCKPgqcQQO87cCdl5c34AOJX6DT6UhLS8O5c+eQmJiIlStX4sMPP4ShoSEWLlzIkVoanGbJkiUoLi5GTU0N1VJ4DikpKaxZswZ+fn79nggjhCA+Ph5eXl5YtWoVrK2t+cqg5XVmzpyJtLQ0qKqqQk9PDwkJCX3GdHR0YPXq1diyZQsOHjxIgUr+oaWlBYSQUVMdeCBERESwbt06JCUlobq6us/17OxsLFy4EGPHjkVmZuaQvFqvXr3C06dPsX79+l6hppycHACApqYm4uLiYGRkhNraWuTn5+PDDz8c+U3xGAJp0MycORPm5ub4/PPPqZYybLq7u/H06VP8+eefyM3NxYYNG7Br165eRx/5tWDduHHjYGJigqioKKql8CRaWlpQUlJCcHBwryTC9vZ2eHt7IycnB/v27WNrkz8h/4e4uDgCAgLw4YcfwsLCok+XbBcXF8jKyuLixYsUKeQfehrqUn3KkleQkZGBpaUlAgMDe4WefH19sWTJEtjY2CAqKgpSUlKDnrOzsxN3796FtbV1r1ATg8FAVFQUzM3N0dzcjLy8PBgZGeHYsWOwsLDAjBkz2HpvvIBAGjQA8NlnnyEsLAxMJpNqKUOivb0djx49wunTp1FZWQlHR0c4OztDSUmpz0Ph7wXr+A0DAwPU1NTgxYsXVEvhSdasWYPq6mpWr6eysjJcvHgRU6dOxa5du4Tdy7nA8ePHcf36dXz++ec4dOgQmEwmLl68iKioKAQEBIzK9hFD5dWrV6OumN770NHRgbS0NCv09O9//xs7duzA77//jjNnzgzpfUUIQVBQEFRVVaGlpdXrWnp6OiZOnAg1NTXEx8dDT08P48aNw8OHD/HZZ5+x9Z54BYH9RK5cuRITJkzAX3/9RbWUQdHc3IywsDCcOXMGzc3N2L17N+zs7N77MDAxMUFiYiJoNBqXlLIHMTExWFpaIiQkhO+MTm4wduxY2NnZITw8HA8ePICvry/WrVsHS0tLyoojjkZsbW0RHx+P+/fvw9jYGMeOHcPly5eFScCDpKqqSiA9ASOhJ/T09OlTWFtb48KFC4iIiMDevXuHPFdaWhrq6+thZWXV6/c9G+NVq1ahvb0dmZmZWLx4Mc6dOwcpKSmYmpqy6W54C4E1aERERHDs2DH8+eefVEsZkNevX+PevXu4cOECgLdHSDds2DDoJE95eXkoKirypZdGU1MTkpKSSE5OploKTyIhIQFJSUlkZGRg165dUFdXp1rSqERLSwspKSnIzs7GmDFjoKSkRLUkvoAQIvTQvINXr17h2rVrKCoqQnx8PIyNjYc8R01NDaKiomBnZ9cnuTcqKgqampqYPn06YmNjoaWlBWlpafz55584duyYwIYABdagAYAdO3agvLwcaWlpVEvpQ319Pfz8/HD16lXIyMjg0KFDsLKygoyMzJDnWrlyJeLi4vgul0ZERARr1qzBkydPBLq683AoKiqCm5sbFixYAA0NjV6FFIVwn88++wwqKirYsWMHVqxYgaNHj773+O1oR5gQ3Bcmk4kffvgBBgYGWLx4MU6fPo3Y2Nghv5e6u7tx9+5dWFpa9mkw/OrVK+Tn58PMzAxNTU3IyMjAihUrkJKSgoqKCuzYsYOdt8RTCLRBM2nSJOzatQsfffQR1VJYvH79Gn5+fnB3d8fUqVPxySefwNTUFJKSksOeU15eHurq6oiPj2ejUu4wdepU6OjoICIigmopPAGDwUBERATu3bsHW1tbmJqaYv369SgrK0NmZibV8kYlHh4euHfvHu7du4fTp08jOjoaQUFBmD9/Pl96RrmFMCG4N3l5efjggw9w9epVBAYGwt3dndUJOzQ0dNDzEELw4MEDzJw5E7q6uv1eMzMzw/jx4/H48WPo6+tDWloaH3/8Mfbs2SPQBqZAGzQA8PXXX+PZs2coLi6mVMfr16/h7++Pq1evQk5ODp988gmWLVvGtmJ4PRY4P3o6VqxYgZKSEpSXl1MthVIaGxtx7do11NTU4MCBA6zaHePGjYO9vT3CwsIEohQBP1FSUoJDhw7h7NmzrA73RkZGyMnJgbW1tdBbMwDCcNNb/u6V0dXVRUFBAau7taioKDZv3oyysrJBG8cJCQmorq6GtbV1n2vp6ekQERGBrq4u6urqkJ+fj6VLl6KwsBCZmZn46quv2HpvvIbIEHtLDK0RBY/g7OyMmpoaSrwAb968wZMnT1BYWAgjIyMsWrSIYyXSw8LCQKfTsXbtWo7Mz0mysrIQHx+Pffv2jcrTI3l5eQgKCsLixYuxZMmSfne1ubm5CA0Nxd69eyEtLU2BytEFg8GArq4udHV14eHh0e+YpKQkODs7Q0REBF5eXjAwMOCySt7Fy8sLenp6o7q8QF5eHhwdHfH69Wu4u7uzDJl/0nN906ZNUFNTe+d8RUVFCAwMxJ49e/qcdOzo6MC5c+fg7OwMBQUF3Lp1C4qKili6dCnMzc2hoKAAT09Ptt4fFxmUm29UfHN89913iI+P77dDNad48+YNAgMDceXKFcjKyuLw4cNYsWIFR/u9LFu2DNnZ2Xjz5g3H1uAUCxYswLhx40adC5/JZCIsLAxhYWFwcHDA0qVL3+minz9/PvT19XHr1q0h9XsSMjw++ugjdHd348qVK+8cI/TW9M9oTwgeyCvTH1OmTMGWLVvg5+eHsrKyfse8fv0aAQEB2LJlS79lG6KiojB//nwoKCigoqIClZWVMDIyQnV1NZ4+fYrvvvuOXbfHs4wKg2bevHlYuXIlDhw4wPG1GhoaEBgYiMuXL2PixIlcMWR6kJSUxKJFixAdHc3xtdhNT9n/x48fj5pu3B0dHbh58ybq6uqwf/9+KCoqvvc1y5cvx8SJExEUFDTkzr1CBk9wcDC8vLwQEBDw3mafY8eOxR9//CHMrfkbra2tYDKZAp2v8S76y5UZzPNfSUkJtra2uHPnTp/we2dnJ7y9vbFy5UrMnj27z2urqqqQm5sLMzMzVruDFStWYOzYsfjwww9hZmaGuXPnsu0eeZVRYdAAb4tkhYeHcyzHpMeQuXTpEmRkZHD48GGYmppyvQPv4sWLUVZW1m9pbV5HXl4eOjo6CAkJoVoKx6mrq8Ply5cxbdo0ODk5QUJCYlCvExERgY2NDaqrq/styy9k5LS2tmLv3r34/vvvhxQu6fHWrF27FitWrICTkxNffg7ZQWNjIyZPnjyqEoIbGhpw4MCBQXtl+kNVVRWbNm2Cj48Py1PDZDLh6+sLVVXVXn2aemAwGLh37x4sLCwgISGB4uJitLS0QE9PD83NzYiIiMDx48fZcYs8z6gxaHreZIcPH2brvI2Njbh3714vQ2blypWD/oJiN+Li4qzmZvzIypUrUV1dzepBIogUFBTg2rVrWLZsGVatWjXknCFxcXE4ODggPj4eRUVFHFI5etm3bx9mzZo1rNYpY8eOxalTp5CYmIja2lrMmTMHhw4dQnNzMweU8i4tLS2jJs+rs7MT33zzDZSVlZGVlYXIyMhBe2X6Y86cObCzs8OdO3dQVFSEiIgIMBiMPsXzeoiNjYWUlBR0dHR6NaMUFRXFJ598Aj09vX4NIYGEEDKUH74mMjKSTJw4kXR1dY14roaGBnLv3j1y4sQJEhkZSdrb29mgkD3Q6XRy+vRpUlxcTLWUYfHy5Uvy22+/kdbWVqqlsBUmk0liYmLI77//TsrLy0c834sXL4irqyupqKhggzohhBBy//59IiUlxbbPTkxMDDE0NCSTJk0i3333HVuePfxAQkICCQoKoloGR6HT6eTkyZNk6tSpZMGCBeTBgwdsnf/Fixfkl19+Ia6uru98FlZVVRFXV1fS1NRECCHk2bNnxM3NjTCZTNLV1UVkZGRIVFQUW3VRxKBslFHjoQHe7v5nzZqFb775ZthzNDU14f79+3Bzc4OkpCQOHToEMzMzyjwy/TFmzBisWrUKISEhfJmgOGvWLCxcuFCgQk80Gg3+/v7IycnB3r17B5Uv8z5mz56N9evXw8fHB69fv2aDytFNa2sr9u3bh++//551RHukmJiYICkpCdevX8ft27ehpKSEM2fOCHy7j9bWVoH10DCZTFy7dg2qqqo4e/Ysfv/9d2RlZWHNmjVsXae5uRni4uKQkJBAZGRkn4MADAYDgYGBsLCwgIyMDLq6uhAREYHVq1dDREQEX3/9NZSUlAS2zUG/DNbyIQLgoSGEEH9/fyInJ0cYDMaQXtfY2Eju379PTpw4QcLDw0lbWxuHFLIHJpNJPD09SVxcHNVShkV3dzc5c+YMyc7OplrKiGlqaiJubm7E19eXdHd3s33+1NRU8scff5Dm5ma2zz2acHBwIIaGhkN+NgwWBoNBrly5QhQVFYmKigrx9vbmyDq8gL+/P0lNTaVaBtsJCgoimpqaRF5envz3v//l2HulqKiInDx5klRXV5POzk7i4+NDrly5QlpaWlhjHj16RDw9PQmTySSEEBIaGkoCAgIIIW/fa1OmTGH9WwAYlI0y6gwaBoNBVFRUyA8//DCo8W1tbSQ0NJScOHGCPHz4kK/CIPX19eTEiRMsdyS/IQihp/LycvL777+TmJgY1oOHEzx+/JicP3+edHR0cGwNQYbdoaaBoNPp5H//93/JlClTiLa2NgkJCeH4mtzGw8ODFBQUUC2DbcTExBBjY2MyceJE8u2333I0dFhZWUlcXV1JWVkZ63dMJpNERUWRU6dOkZcvX/YJNdXU1PQKTf3www9ERUWFYwYXBQgNmnfh5+dHJk+eTGg02jvHdHV1kcePH5MTJ06QoKAgvt39RkREkLt371ItY9iEhYWRO3fuUC1jWKSnpxNXV1eSn5/P8bWYTCYJDg4m165dG/B9LaQvLS0tZPr06cTV1ZWr67a3t5Njx46RSZMmETU1NfLzzz/32oHzM3/99RepqqqiWsaI6OrqIqdOnSKamppESkqKfPjhh6SxsZGja9bX15PffvuN5Obm9ns9NzeX/Pbbb8TV1ZUkJycTQt5+9q9du0YSEhIIIYTQaDQiKytL/P39OaqVywhzaN7Fxo0bMXPmTHz66ad9rjEYDCQnJ+PMmTOora3F3r17sXbtWr6NBy9btgzl5eUoLS2lWsqw4MdTTz3F8p48eYKdO3dCQ0OD42uKiIhg9erVkJSUhJ+fn8DnaLCTkZxqGgkSEhI4efIkampqcPToUfj4+GD69OlwcHBARkYGV7Wwm5aWFkhJSVEtY1gUFBRg9+7dkJeXx/nz57Fz507U1tbi/PnzHK2r09LSgps3b8LU1BTz5s3rd8y8efOgra0NUVFRJCQkoKKiAtnZ2ejo6IChoSEA4JNPPsGsWbNgY2PDMa08y2AtHyJAHhpCCImOjibS0tKsHRGTySSZmZnk9OnTxMPDg7x69YpihewjJyeHnDt3jtDpdKqlDIvy8nJy8uRJju+O2EFHRwfx8PAgN27coOTkG41GIzdu3CB+fn6C5G7mGNwMNQ2GxMREsnnzZiIpKUl0dXWJm5sbR/KuOAmNRiM//vgjR0Os7IbBYBBvb29ibGxMJCQkiLW1NYmOjuba+i0tLeTs2bPkyZMnA457+fIlOXnyJGlqaiLZ2dnk5MmT5Oeff2a9f1taWoi0tDR59OgRN2Rzk0HZKKOil9O7WLFiBaZNm4ZffvkFkZGRGDNmDMzNzaGiokK1NLZCCMHNmzehpqaGxYsXUy1nWMTGxqKgoAA7d+7k2V5P9fX18PHxwZw5c4ZVX4Zd0Gg0eHl5YeLEibCxsRlVxc2GQmdnJ1RVVfHpp5/yXNO+pqYmnDp1Cu7u7mhra4O9vT2+/vrrfqvE8hqNjY24evUqPvvsM6qlvJeamhq4urrCy8sLALB9+3YcO3YMU6dO5ZqGtrY2XL9+HZqamgOeSOro6MDFixexZs0aVtXf4OBgFBUVgclkYsWKFfj1119RV1eHR48ecUc89xjcQ2ywlg8RMA8NIYSkpaURJSUl4urqSrKzs/lqRzFUehKE+TUXiMlkEg8PDxIZGUm1lH4pKCggJ0+eJGlpaVRLIYS8jf+7u7uTgIAAgX5fj4TDhw+ThQsX8rwnKygoiJiZmZHx48eTZcuWkVOnTpG6ujqqZb2T8vJy4ubmRrWMd9LU1EQuXLhAzM3Nyfjx48nixYvJrVu3KHkftLW1kb/++otERkYO+DllMpnEx8enVwJ5bW0tcXV1JS0tLaS8vJycO3eOqKqqkvT0dG5I5zbCHJr30VNBMSwsDJqamgK9k50yZQr09fXx8OFDqqUMCxEREWzatAkZGRkoKSmhWg4LQgji4+Nx79492NvbQ09Pj2pJAN5WE3ZyckJDQwPu3bsnzKn5BwUFBbhy5QouXbrEsx6/HtauXYvIyEgUFBRg0aJFuHr1KhQVFaGjo4OvvvoKubm5VEvsBS9WCS4pKcG///1vGBoaQl5eHqdOncL8+fORmZmJ+Ph42Nvbc/190OOZUVdXx8qVKwf8/klKSkJTUxMsLCwAvH3uhISEYNmyZZCSkoKioiJ8fX2hp6cHXV1dbt0CzzGqQ07A23bs2traSE9PF/jmXd3d3bhw4QKsrKz49l5LS0vh5+eHAwcOUJ50SKfTcf/+fdTW1sLBwYEnG/F1d3fD29sbMjIysLGx4fkvb26xfPlyzJw5E97e3lRLGRZ1dXXw9PREYGAgkpOTMWXKFJiZmcHR0RGWlpaU/j8/e/YMJSUl2LRpE2UamEwmYmNjcfPmTURERODVq1fQ09PD+vXrsX37dsycOZMybcDbwoM3btxgNU4eyJipqqqCp6cn9uzZg8mTJwMAUlNTkZaWhj179kBUVBS5ubnQ19fH8+fPoaamxq3b4CaD8jaMeoMGAPbv34+MjAwkJSVRLYXjvHjxAr6+vjh48CBPVTceCtHR0aioqICLiwtlXrWWlhbcunULkyZNgo2NDcaOHUuJjsFAo9Hg4+MDSUlJbNy4EWPGjKFaEqX4+Pjg4MGDKCkpgaysLNVyRkx3dzcCAgJw584dPH78GDQaDUuWLMGmTZtga2vL9XtMT0/Hy5cvuX7KprW1FYGBgbh79y5iYmLAZDKxbNky2NnZwc7Ojmeed83NzfDw8MCCBQuwYsWKAcd2dXXBzc0NK1euxIIFCwC8zVG6dOkSduzYAXl5eQCAoaEh9PX1cfHiRY7rpwihQTNYqquroaqqivDwcCxdupRqORwnJCQEnZ2dlO6gRgKTycSNGzegpqaGZcuWcX39+vp63Lx5E7q6uli+fDlfhCppNBp8fX1Bp9Nhb28PcXFxqiVRQmdnJ9TU1HDs2DEcPXqUajkcISEhAR4eHoiIiEBpaSnk5OQwd+5c6OnpYenSpTAzM+OokZOamorKykps2LCBY2u0trbi0aNHiImJQVpaGvLy8lBTUwNFRUWYmZnB2dkZK1as4DmPZF1dHW7evAlDQ8P3ftcQQuDn5wdxcXGsX7+e9TtPT08oKyuznn1xcXFYtWoViouLMX36dI7fA0UIDZqh8M033yAwMJCv6p0MF0EIPTU3N8PNzQ1btmyBkpIS19atrKyEj48PzMzMeCZfZrAwmUwEBQWhpqYGTk5OmDBhAtWSuM6RI0cQERGBzMxMnvuy4wQdHR2IiYlBTEwMUlNTkZOTg1evXnHUyElOTkZtbS3Wrl3Llvn+brykpqYiPz8fNTU1mD59OubOnQt9fX0sW7YMpqamlIehB6K8vBy3bt2CpaUldHR03js+LS0NiYmJ2Lt3L8sD/M9QEwBoampi48aN+OWXXziqn2KEBs1QaGpqgpKSEv78809s376dajkcRxBCT0VFRQgMDMTevXu5kr9SVFQEf39/2NjYcKVYHicghCA6OhrZ2dlwcXERiJDLYCkuLoaOjg7Cw8P5tnwBO3iXkTNlyhTMmDED8vLymD59OmbOnIlZs2ZBSUkJampqUFZWHlRoNTEK5dp4AAAgAElEQVQxEW/evBlUs0YGg4EXL16gpKQEpaWlKC8vx6tXr1BVVYW6ujpUVVXxpfHyTwoKChAYGIiNGzdCXV39vePLy8vh4+ODXbt2QU5ODkD/oabr16/j008/xYsXL3gyh4+NCA2aoeLu7o4vv/wSVVVVEBMTo1oOx+H30BMAxMfHIysrC7t37+ZoHsuzZ88QHh6OrVu3YtasWRxbh1skJiYiLi4OTk5Oguym7oWpqSmmTZuGW7duUS2F5+jo6EBcXBzy8vJYRkV1dTXq6urw5s0bNDQ0oL29HVJSUpg0aRKmTJmCqVOnQlpaGmJiYhATE8PYsWMhJiaG1tZW0Gg0yMrKgk6ng06ng0ajgU6no62tDXV1daivr0djYyNaW1sxfvx4TJo0CZMnT8bUqVMxffp0zJgxA7NmzYK6ujrrJA+/kpGRgYiICDg4OEBRUfG945ubm3H58mWsW7eOtXHqL9REp9OhoKCAkydPYufOnZy8BV5AaNAMFSaTiQ8++ADa2tq4fv061XI4jiCEngghCAwMBJ1Oh62tLUfyWeLj45GUlARnZ2euFtziNNnZ2Xjw4AG2bNkCZWVlquVwFF9fX+zduxfFxcWskyJChkZnZyfKyspQXFyMly9f4uXLl2hpaellsNDpdDQ0NIDBYEBOTo5l7PT8SElJsbw+KioqUFNT41sP8fsghCAuLg4pKSlwcXFheVoGgkajwd3dHVpaWr1ybPoLNW3fvh1ZWVlITU0dDeFToUEzHNLT02FiYoLMzExBPf7WC0EIPdHpdFy7dg0aGhpYvnw52+YlhCA8PBxFRUVwdnYWSJduSUkJfH19YWFhwXc5QYOFRqNBRUUFR44cwbFjx6iWI/AMJeQkqNDpdDx48ACVlZVwdnaGjIzMe1/TkwTcU3OrZ3PWX6ipuLgY2traiIuLGy11ZwZl0Ai8WTdU9PT04OzsDFtbW6qlcAUlJSXMnz8fISEhGKJxyzOIiYlh69atSE1NRV5eHlvmZDAYCAgIQEVFBXbt2iWQxgwAqKqqYteuXYiNjUVoaKhAFuD79ddfISkpyRel+AUBUVFRgXwfDZa2tjbcuHEDHR0d2L1796CMGeDtaaU3b95g/fr1LGOGEIL79+/D2NiYZcwAgK2tLVxcXEaLMTNohAZNP5w4cQKlpaXw9PSkWgpXsLCwQHV1NZ49e0a1lGEjLS0Ne3t73L9/HzU1NSOaq7u7Gz4+Pujs7MS2bdv41nM1WOTk5LB3717WcfSOjg6qJbGN1tZW/PHHHzhx4sRocMvzBKPZoKmqqsKlS5egoqICe3t7jBs3blCvy8/PR1JSErZu3dorFzAuLg50Or1X+MnT0xOlpaX43//9X7br53eEn/B+kJWVxX//+1989tlnoNPpVMvhOGPHjoWdnR3Cw8NRV1dHtZxhM3PmTFhZWcHHxwft7e3DmqO9vR03btyAlJRUn4eLICMhIQEnJyfIy8vj8uXLfP0++DvffvstVFVV+Trxnd8YrQZNdnY2PD09YWlp+d7qv3+ntraW1Trl796c8vJyJCQkwNbWlmWM0+l0fPbZZzh16tSoOqE4WIQGzTvYtWsXpk+fjv3791MthSvIy8vD3Nwcd+/eBY1Go1rOsNHW1oampiZu3bo15Pvo6RKsoqKCDRs2jLodvaioKKysrGBiYoJr166hoKCAakkjoqamBlevXsXvv/9OtZRRxWgzaHpKIYSHh8PFxQVaWlqDfm1rayt8fHxgaWnZ6wRUR0cHfH19sX79+l5Gzr59+zBjxozRcKppWAiTggcgNTUVy5cvx/Pnz6GiokK1HI7Tk5Q2btw4rFu3jmo5w4YQAl9fXzAYDGzZsmVQhklNTQ28vLywZMkSLFq0iAsqeZvy8nLcuXMHenp6PFlxdTBs27YNlZWViIqKolrKqCInJwdZWVnYunUr1VI4TltbGwICAtDV1QV7e/shHS/v6urCtWvXMG/evF4tEAghuHXrFmRlZWFlZcX6fU8icExMDPT19dl6H3yAMCl4pHzwwQdwdHQcNQnCIiIiWLduHUpLS/H8+XOq5QwbERERbNy4Ed3d3QgODn5vsvOLFy/g4eEBS0tLoTHz/5k1axb279+P8vJy3LhxA83NzVRLGhIlJSXw8/PDH3/8QbWUUYe0tDRaWlqolsFxysrK4ObmBnl5eezYsWNIxgydToePjw8UFRX7nMxMSkpCS0sLq7N2D3Z2dnBychqNxsygERo078HV1RXFxcWjoi4NAIwbNw52dnYICQnBmzdvqJYzbMTExGBvb4+qqio8evTonePy8vJw+/ZtbN68mdX8TchbpKSk4OLiAlVVVbi5ufFVCOrTTz/FqlWroK2tTbWUUYeUlJRAGzRMJhOPHz9mhYQsLS2H1PCVyWTC398fEhISWLNmTa9cm1evXuHJkyewtbXtNae7uztKSkpw4sQJtt6LoCE0aN7D5MmTceHCBRw5cgSNjY1Uy+EKCgoKWL58Oe7evcvXSdHjxo2Ds7Mznj9/juTk5D7XU1NTERwczPrSFtIXUVFRLF++HPb29ggODsbDhw/BYDColjUgqampiIqKwunTp6mWMiqRlpZGa2sr35aBGIiWlhZ4eHigrKwM+/fvx5w5c4b0ekIIQkND0d7ejs2bN/cK5XZ1deHu3buwtrbuVfyxsbERR48ehZubm7Ao5HsQGjSDwMHBAUuWLOHrvJKhYmRkBBkZGURERFAtZURMmDABLi4uiImJYTUeJYTg8ePHiIuLw65du6CgoECxSt5n9uzZOHDgAF6/fg13d3c0NDRQLemdHD16FA4ODpg9ezbVUkYlYmJiEBcXF6jj/8DbXm5ubm5QVlbGtm3bIC0tPeQ5YmJi8PLlS2zdurVXex1CCIKCgqCqqtonqXjdunUwMTGBvb39iO9B0BEaNINAREQEV69eRVZW1qgJPYmIiMDGxgZ5eXl834FcVlYWjo6OCA4ORklJCR48eIC8vDzs3r1buOMZApKSknBwcMCCBQtw+fJlpKSk8NwuPCIiAhkZGTh58iTVUkY1gpRH09XVhaCgINy/fx+2trbDTpJPS0tDeno6nJ2dMX78+F7XejqU/z0JGHgbasrKysKVK1c40tZF0BCechoC3t7e+Oijj1BaWopJkyZRLYcrVFVVwdPTE9u2beP7JobFxcXw9vbGtGnTsH379kEXvRLSl7q6OgQGBkJcXBwbNmzgmc+Dvr4+Vq5cKTyqTTEeHh5YvHjxkEMyvEZpaSnu3bsHZWVlWFlZ9TFEBktubi4ePHiAnTt3YsqUKX3W8PX17bPBamxshLKyMi5evDgqToy9B2EvJ3ZDCMG6devQ1NSE2NhYquVwjezsbISHh2Pfvn2YMGEC1XKGBYPBgK+vLxobG9HU1CQQBhrVMJlMxMfH4+nTp1i5ciU++OADSneR0dHR2LhxIyorK/m6O7Mg4O/vD2VlZb7tD9bV1YXw8HAUFhZi/fr1IzLM8vLyEBQUBGdn5z7h7YaGBly5cgW2trZ9SoOYmJhg0qRJuH//vtA7Izy2zX5GY+gJALS0tKCtrY3bt2/zfEJofzAYDNy5cwdMJhO7d+/G2rVr4enpOeIWCaMdUVFRmJiYYOfOncjIyICHhwelifPff/89XFxchMYMDyAlJYXW1laqZQyL0tJSXLhwAQwGAwcPHhyRMVNQUID79+/DycmpjzHT1dUFb29vLF++vI8xIww1DQ+hh2YYjMbQU0+xJ0lJyV7N03gdOp2OO3fuQFRUFHZ2dqyjkM+fP0dYWBi2bdvWq+mbkOHxd2/N8uXLYWhoyNVifKmpqVixYgXKysogJyfHtXWF9E9CQgLevHkDa2trqqUMmvb2dkRGRqKoqGjEXhngbRKxv78/HB0de1UBBv7veTphwgSsW7eu1/NUGGrqF2HIiVOM1tBTV1cXrly5AgMDAxgZGVEt573Q6XTcunUL4uLi2Lx5c59aEVlZWXj48KHQqGEj9fX1ePDgAdra2mBtbQ0lJSWurLtmzRrIycnBw8ODK+sJGZjs7GxkZ2fzxckcJpOJtLQ0PHr0CFpaWli5cuWwc2V6KCwsREBAABwcHDBr1qw+16OiovDixQts3769z3PJxMQEsrKyuHfvHt9sHLnAoP4QYu8fIuSf9ISeNDQ0cP36dezYsYNqSVxh3LhxcHR0xJUrVzB16lSebgdBo9Hg4+MDSUlJbNq0qV9vwcKFCyEiIgIPDw84OzsLc2rYgJycHLZt24acnBz4+flBSUkJlpaWwzriOlgKCwvx+PFjvj+NJ0jwyymniooKPHjwAGJiYnBxcWHLM6CgoACBgYHvNGaeP3+OzMxM7Nu3r48x0xNqKigoEBozw0DooRkB3t7eOHjwIAoKCkbVDv9dWfm8Ao1Gg7e3N6SkpLBx48b3hj6ys7MREhLSb9KekOHT3d2NJ0+eIC0tDcuWLYORkdGQKqoOFnt7e3R1dSEwMJDtcwsZHk1NTbh06RKOHTtGtZR+aWtrQ2RkJAoLC2FhYQFtbW22GBA9CcCOjo6YOXNmn+sDnRqtra2FhoaGMNTUP8KQE6chhMDR0RHPnz/n695HwyE5ORnJycnYvXv3iN2z7KS7uxteXl6YNGnSkDpm5+bmIjg4GFu3bu13VyVk+NTX1yMkJAQtLS1YtWoV1NTU2Lb7fPXqFdTV1ZGYmChsXcFDEEJw8uRJHDx4kKPeuaHCYDCQkpKCJ0+eYOHChTA1NWXb8+v58+cIDQ2Fk5MTZsyY0ed6S0sLrly5glWrVkFTU7PP9Z7DF97e3mzRI2AIDRpu0NraCk1NTaxbtw5//fUX1XK4Rk8J75qaGri4uPSqekkVXV1d8PLywpQpU4aVuNwT97axsYGGhgaHVI5OCCHIy8tDZGQkpKWlYW5u3idRcjjs3bsXJSUlwo7aPIinpycMDQ0xd+5cqqWAEIKsrCxER0dDTk4OFhYWmDZtGtvmT0xMRHx8PJycnPqdt7OzE9euXYOWlhaWLVvW5/rBgwcRHByMnJwc4Sm9/hEaNNwiIyMDS5cuRUBAACwtLamWwzUIIfD19QWDwcCWLVu4eqrln3R3d+PmzZuQk5Prc2pgKFRUVMDHxwcWFhbQ1dVls0ohTCYT6enpePz4MRQVFWFmZjbsU0lNTU1QVFREaGgoli5dymalQkZKZGQkxowZA1NTU8o0EEJQVFSEyMhIiImJwcLCAsrKymydPyoqCrm5uXBxcen31CudToenpyemTZuG1atX93k2hYWFYfPmzYiPj4eOjg7btAkYQoOGm5w9exbff/89SkpKRs1RbuDth9XLywuTJ0/G2rVrKUlk6wkzTZ48mS1Hyuvr6+Hp6QkDAwMsXbpUmJzHAWg0GpKSkhAfH4+5c+fC1NQUMjIyQ5rjs88+Q2xsLJKSkjikUshIyMnJQUZGBpycnChZv7y8HBEREWhvb4e5uTnmzp3L1s8yk8nE/fv3UVdXB0dHx36LjjKZTNy9exeioqKwtbXts35jYyPU1NTw448/4uOPP2abNgFEaNBwE0IINmzYgFevXiE1NZVqOVylq6sL169fh4aGBtd3Yz0JwDIyMrCxsWHbA6u5uRk3b96EiooKrKyshEYNh+jo6EBcXBzS0tKwcOFCLFmyBBMnTnzv62g0GqZNm4YbN26Mqqax/ERjYyOuXLmCzz//nKvrlpeXIzY2FtXV1TA1NYWOjg7bvcc0Gg13794Fg8GAvb09xMXF+4whhCA4OBhv3ryBk5NTv2F5fX19KCoqIjAwUPiMGRhhpWBu0nP8t7KyEl999RXVcrjKuHHj4OTkhMzMTKSkpHBtXTqdDh8fH0hJSWHDhg1sfSDIyMhg586dqKqqgp+fH19WSOYHJCQkYGFhgYMHD2LMmDG4ePEiAgMDUV9fP+DrLl++DFlZWaExw8NMnDgRDAaDK8e3e0JL165dg5+fH+bMmYPDhw9DT0+P7cZMR0cHPDw8MH78eDg6OvZrzADA48eP8erVqz6dtXv48ssvUVVVhRs3bgiNGTYh9NCwmcTERJiZmSEsLAwmJiZUy+Eqb968wbVr17B69ep+s/jZSU/RvPHjx7+zzgw7oNFo8PX1BY1Gg729vbChJYfp6OhAUlISkpOTMXv2bJiYmPR7YkRbWxtbt27Ft99+S4FKIYOF04nBTCYTubm5iI2NBZPJxNKlS7FgwQKOPQ+amppw8+ZNzJkzB5aWlu80RFJSUhAfH4/du3f3m+QbGxsLKysrREdH80WRUh5AGHKiCldXV/z2228oKyuDpKQk1XK4Sk+dhS1btrA1+e7v0Ol03L59G2PHjoWtrS3Hk5GZTCaCg4NRUVEBBwcHyMrKcnQ9IW/zotLT0xEfHw85OTksWbIEqqqqEBERQUpKCkxNTVFdXS08EcLjcCoxmEajISsrC3FxcZCUlISJiQk0NDQ46umoqKjA7du3YWxsjCVLlrxzXG5uLkJCQrBz585+63S1t7dDWVkZX3zxBb744guO6RUwhAYNVTCZTFhaWqKzsxNxcXFUy+E6PYX3OFGorqfRpIiISK/eTJyGEIKkpCTExMTAzs6OY8aakN4wGAxkZWUhISEBdDodBgYGcHV1xdixY3Hr1i2q5Ql5Dzk5OXj27BkcHR3ZMt/r16+RkpKCZ8+eQVFREUuWLIGSkhLHQzbPnj3Dw4cPsWHDhgG9TaWlpbh79y5cXFze+exbunQpJCQk8PDhQ0pPhvIZQoOGSurr6zF//nzs3r0bJ06coFoO1+kpVLdt2za21XtgMBisY+L29vZcM2b+TklJCfz8/LBixQoYGhpyff3RCiEE5eXliImJwf79+3HixAls3ry533CUEN6BHYnBTCYTBQUFSE5ORnV1NfT09PDBBx9wxVPKZDIRERGBvLw8ODo6YurUqe8c++LFC9y+fXtA7/SXX34Jd3d35ObmCpuoDg1hLycqkZOTQ0hICOuLz87OjmpJXGX+/PlgMBisMt8jbQ3BZDLh7+8POp1OmTEDAKqqqti9ezd8fHxQU1ODNWvWUKZlNCEiIoLZs2ejuLgY6urq0NHRwe3btyElJQUDAwNoamq+MzlTCHX8PTF4qBWDm5ubkZGRgdTUVEycOBEGBgZwdHTkWhHPzs5O1gZq3759kJCQeOfY8vJy3L59G7a2tu80Zm7fvo1z587hyZMnQmOGQwg9NBzGy8sLBw4cQEpKCk9UzOQ2WVlZCA8Px/bt24f9IR7M8Udu09XVBT8/P3R1dWHLli391qAQwn5UVFTwzTffYP/+/WAymSgsLERqaipevnwJDQ0NaGtrQ1VVVejK5yG8vb2xYMECLFy48L1jOzs7kZubi8zMTFRXV0NTUxOGhoZcbxxbX18PHx8fqKmpwcrKasD3U0VFBby9vbFp0ybMmTOn3zG5ubkwMjKCm5sb28JvowxhyIlX+PLLL3Hjxg2UlJSMuiRh4G38OTIycthGzaNHj5Cfn4+dO3fy1CkjJpOJ6OhoPH/+HA4ODmwtpS6kL8HBwdi+fTuqq6sxduzYXtfa2tqQnZ2NzMxMNDY2svrizJgxQ3gklmJSU1NRVlYGW1vbfq8zGAwUFhYiKysLxcXFUFFRwcKFC6GhoUHJ5qWoqAgBAQEwMzODvr7+gGMrKyvh5eWFjRs3Ql1dvd8xra2tmDNnDnbs2DEq0w/YhNCg4RWYTCZWr16N2tpaZGRkUC2HEjIyMhAVFYVt27YNGIf+J+87/sgLZGVlITQ0FJaWlsJ2CRzEwsIC6urqOH/+/IDjXr9+jaysLGRlZQEAFixYgLlz50JBQUFo3FBAS0sL/vrrLxw7dowVnqXT6SgtLUVeXh5yc3MxdepUaGtrQ1NTc8DQDidhMpl48uQJUlNTsWXLFsyePXvA8eXl5fDx8XlvorCuri6mTZuGkJAQoedw+AgNGl6iubkZOjo6WLx4Mby8vKiWQwmZmZkIDw8fdE5Nbm4uHjx4gF27dvV7/JGXqK2txd27d6GgoIC1a9cK8znYTGVlJebMmYPc3NxBnzAjhKCyshI5OTkoKChAd3c3NDQ0MHfuXKioqPBE6HK0cOnSJZiYmKCrqwsFBQUoKSnBtGnToKGhAS0tLcrbxbS0tMDPzw8iIiLYtGnTe/N9Xr58iVu3bg3omQEAJycnJCYmIj09fcitPYT0QmjQ8BrFxcXQ09PDjz/+iCNHjlAthxKeP3+OsLAwODs7DxgXLysrw507dwY8/shrdHd3IyQkBOXl5bCzs+N63F+QOXLkCKup5XCpr69HQUEB8vPzUVNTAxUVFWhoaGDOnDlDTlgV8n4IIairq0NhYSGSkpLQ1tYGDQ0NaGhoQF1dnWfyzoqKihAYGAgDAwMsW7bsvV6UntNMmzdvhpqa2jvH/fe//8Xx48eRlpY24Dghg0Jo0PAikZGR2LBhA0JCQrB8+XKq5VBCdnY2QkJC4ODgAEVFxT7Xq6ur4eHhATs7O6ioqFCgcGRkZmYiLCwMpqamMDAwEIY52ICSkhJ++uknbNu2jS3ztbe3o7CwEPn5+SgrK4OEhASUlZVZP0IDZ+gQQlBfX4/S0lK8ePECZWVlGDduHFRVVTFt2jTEx8fjk08+4ZnPA4PBQFRUFJ4/f45NmzYNyvNXVFQEf39/2NraQlVV9Z3jHj16hLVr1+LevXswNzdno+pRi9Cg4VVOnz6N48ePIycnZ9Tu4gsKChAYGNjHZdvQ0AB3d3dYWVlBS0uLQoUj4/Xr17h79y5kZWWxYcMGjB8/nmpJfEtcXBysra1RX1/fJxmYHRBCUFNTg7KyMpSVleHFixeYMGECy7iZOXMm/l97dx7V1J32AfyLCriw74QlIAJiZbGCqAEBsbVaV1yqaF1QR60tYzs97Uzn7ZxpZzqt046t9VWnaqVatNWKtlVRrAiyuIGyg2wKyBICGCCBQELuff/wJUfrhmw3y/M55x5CxdynMeR+7281MzNTmwuxulAqlWhoaMDdu3dVAUZfX/+hYNi90SjLstixYwciIyP7vIRDf2hubkZcXBxGjBiB+fPn96i1KDc3F+fPn8fSpUufOr6mtrYWL7zwAj766CNER0f3Z9m6jAKNumJZFmvWrMGlS5dQUlKis+Mt7t69i6NHj+Kll16Cr68v2tracODAAUyaNAmBgYFcl9dnXV1dOH/+PEpLS7Fo0aLHtkaRZ1u5ciU6Ojpw/PjxQTkfwzCqgFNZWYna2lp0dXXB3t4e9vb24PF4sLe316mQ0x1e6urqUFtbi7q6OohEIpiamsLBwUEVYJ42Fubs2bMwMjJCcHDwIFb+qKKiIpw+fRoCgQBTpkzp0b/hlStXcPXqVaxYseKpgUwul8Pd3R1hYWGIiYnRmffHIKBAo87kcjnCw8PR0tKC7OxsnR393tDQgMOHD+PFF19EcXEx3NzcMH36dK7L6lfdqyZPmDABISEhNBj1OTAMA2traxw9ehQzZszgrA6pVKq6kHdf1LtDjpWVFSwtLVWHqampxl7Iurq6IBaL0dTUhMbGRjQ1NaGhoUEVXrrDnL29Pezs7J5rGYXbt28jKSkJ69atG8D/gyeTyWQ4d+4c7t69i4iIiB7dYLAsiwsXLqCkpAQrV65UtTg9DsMw8PPzg6mpKRITE3X2RnWAUKBRdxKJBJMnT4adnR0SExO5LoczYrEYe/bsgZmZGTZt2qSV4U4qleLMmTNoamrCggULaMn+HoqLi8Obb76JmpoatXtfSKVS1NXVoamp6aGjvb0dFhYWsLS0hIWFBUxMTGBkZARjY2MYGxvDyMiIk1DLsizkcjkkEgkkEgmkUikkEglaWlpUtUskEpiZmT0U0KysrJ47vDyOUqnEF198gS1btgz6EgzFxcU4c+YMxo4dixkzZvQobCiVSvz666+qBT2fNZ18+vTpqK+vx9WrV2kMVv+jQKMJRCIRXnzxRUybNk0np3OzLIuTJ09CJpOho6MD5ubmmD9/vlZuJ8CyrGqWF7XW9Mzs2bPh5OSEb775hutSekwul+PevXsPhYTu8CCVSiGVSqGvr68KN8OHD4ehoSH09fVhaGgIAwMD1VcDAwMMHToUenp6qgO4/17qPrq6utDZ2Qm5XA65XP7IY5lMpjo/gIeClbGxMUxMTFThxdzcfECD4/HjxzF69OhnLljXXx5slZk3b16Pp/zL5XLVJrhLlix55tit5cuXIzU1FTdv3lSLMUJaiAKNpigvL4e/vz/Wr1+Pzz//nOtyBg3Lsjh//jxqa2uxcuVKAPc/8Lo3n9TWJltqrekZmUwGKysrXLlyBT4+PlyX029YloVMJlMFnI6OjseGke7vGYZRhReGYR4KN3p6ehg2bJgq/DwYhLofjxgxQhVguF5pOzc3F/n5+YiMjBzwc/WmVQa4PwPuyJEjsLa2xpw5c555c/WnP/0JMTExyMzMfOrMJ9InFGg0SVZWFqZNm4Z//OMfOrNGTXp6OnJycrB27VpVcy7DMDh16hREIhGWL1+utqsD9xW11jzbrl27sHPnTty6dYvrUkg/kcvl+Oqrr7Bx48anjkfpi962ygD3u7+PHDkCT09PhIeHP3Ms1FdffYUPP/wQqamptEr4wKJAo2kuXryIuXPnIiYmBkuXLuW6nAGVk5ODpKQkREVFPbKCJsuyuHTpErKysrBs2TKNWVivN7pbaxobGzF79myNXHdnoEyZMgXTp0/HJ598wnUppB+dPXsWhoaG/T74v/sm4bfffnvuVhkAuHPnDuLi4jBt2jRMmjTpmT9/9OhRREVF4fTp0wgLC+tL6eTZKNBoomPHjiEqKgrx8fFau/BeaWkpfvnlF6xevfqp+zoVFhbizJkzmDVrFsaPHz+IFQ4ulmVx69YtJCQkwMnJCS+99JLOL5NeX18PPp+P27dvU5eclmloaMChQ4ewdevWfhsrJxKJEB8fj87OTtW4q55iWRaZmZm4dOkSFi1a1KObikuc0BkAACAASURBVOTkZMyZMwcxMTFYsmRJX0onPdOjQENt3Gpm6dKlEAqFmDt3Li5fvqzRi8s9TnV1NX7++WcsX778mZtUjhs3DhYWFvjxxx9RX1+P6dOna+x02KfR09ODl5cXxowZg9TUVPz3v/+FQCDA5MmTtXJwdE/s3r1btVs20S7W1tawsrJCUVFRn29UOjo6kJycjLy8PISGhmLixInPNahZqVQiPj4ed+/exbp162Bubv7Mv1NQUIB58+bhs88+ozCjZqiFRk198MEH+Oabb5CVlfXMXV81RUNDAw4ePIj58+c/dUO332tra8OxY8cwfPhwREREcD6wcaA1NTXh3LlzaG5uxqxZs3RyoOGECROwbNkyvP/++1yXQgZAYWEhrl+/jjVr1vTq77Msi7y8PPz2229wd3dHeHj4c+8N1f25MmLECCxcuLBHnytVVVWYMGECNm3aRF2hg4u6nDQZy7LYtGkTTp48iezsbI2/U21tbcWBAwcQGhraq8FzD95JLVu2TO133+4rlmVRXFyMhIQE8Hg8zJw5U2e6ocRiMezt7VFRUaGzW4NoO6VSiR07dmDlypXPPc25vr4e8fHxUCgUmD17dq9W4BYKhfjxxx/h4+ODsLCwHrX8VldXY8KECYiIiMB///tfrWwtVmMUaDQdwzDYsGEDTp8+jZycHI39cFcoFIiJiYGXl1eflj1/sK87IiJCJ1ouFAoF0tLSkJGRAX9/fwgEAq1vodq1axd2796NgoICrkshAyg5ORltbW149dVXe/Tzra2tuHTpEm7duoWwsDC8+OKLvVozpzdj84RCIXx9fTF37lzs27ePwszgo0CjDRiGwZo1a3D+/Hnk5uZq3KJNLMvixIkT0NPTw8KFC/vlg6B7NkL3OBNd+HBpbm5GcnIyysrKIBAIEBAQoLXTvGfMmAEfHx9s376d61LIAGptbcWePXuwdevWp4Z0mUyG9PR03Lx5ExMmTEBQUNAzV+19HIZhkJSUhLy8PLz22ms9nj0pEong4+ODmTNnIiYmRu1WrNYRFGi0BcMweP3115GUlITc3FxYWVlxXVKPpaWloaioCGvWrOnXnZLFYjHi4uIwatQozJ8/HyNHjuy351ZnIpEIiYmJqK+vR2hoKHx8fLTqA1ahUMDCwoLW9dARx44dg6urKwICAh75M4VCgWvXruHKlSvw9PREaGhor7tdW1tbERcXh2HDhmHhwoU9Xt+qsbFR1S31/fffa9XvmoahQKNNlEolVqxYgZSUFGRnZ2tES033Sp3r168fkPEfSqUSiYmJKCgoQEREBPh8fr+fQ11VVVUhMTERMpkM4eHh8PDw0IqWqp9//hlbtmxBTU0N16WQQXDnzh2cPXsWmzdvVr1/GYZBVlYWLl26BEdHR0yfPr1PN3ElJSX49ddfERgYiKCgoB7/nohEIvj6+iIkJASHDx/W2RmHaoICjbZRKpV4/fXXcfHiRWRnZ6v1mJqGhgZ89913WL58ea8G7T2P7g+sSZMmISgoSGfuoliWRWlpKRITE2FoaIiwsDC4uLhodLBZvnw5hgwZgsOHD3NdChkELMti9+7dmD17Nvh8PoqKipCUlARjY2PMmDEDDg4OvX5upVKJCxcuoLCwEIsWLXqu2aJCoRB+fn4IDw/HoUOHKMxwjwKNNuoeU5OQkICsrCy1nP0kk8mwb98+TJs2bdC6DVpbW3HixAkMGTIEERERWrtlwuMwDIO8vDykpKRg5MiRCAoK0tgWGx6Ph2+++QZz587luhQySG7cuIHLly8DAEaMGIGwsDCMHj26T+9fsViM48ePw8jI6Lm7pGtra+Hn54dZs2bRmBn1QYFGW3XPfjp16hQyMzPVap0ahmEQGxsLOzs7vPzyy4N+7kuXLuHmzZtYsGAB3NzcBvX8XGMYBkVFRUhLS4NSqURQUBDGjx+vMR/IN27cQGhoKJqbm+mOWAfI5XLcvHkTly9fRkdHB4KDg5+rS+hJCgoKEB8fj+DgYAQGBj7X81VVVWHixImYP38+9u7dqzG/OzqAAo02616n5vjx40hJSVGbFYXPnj2LpqYmREZGcvZhcOfOHZw8eRK+vr4IDQ3VuYsjy7IoLy9HWloaWlpaMHXqVPj5+fXroOyBsHXrVhQWFuL8+fNcl0IGkEwmw7Vr15CRkQE+n4+goCC0trYiKSkJmzZt6nWgUSgUSEhIwO3bt7F48eLnbr0uKCjAtGnTsGTJEuzZs0cjWzi1GAUabceyLP76179i165dOHXqFOd7P3Xfba1fvx7Dhw/ntBapVIpffvkFUqkUCxYsgK2tLaf1cOXu3btIS0tDTU0NAgMD4e/v36spr4Nh3LhxeOutt7B582auSyEDoLW1FVeuXEF2djbGjh0LgUCgGuzLsiwOHDiAgIAA+Pj4PPdzV1VV4ZdffgGPx8Orr7763J8/ycnJmDdvHt566y3885//pDCjfijQ6IqdO3fiL3/5Cw4cOMDZLt1VVVU4evQo1q5dqzbTylmWRXZ2Ni5cuKAaMKxrrTXdRCIR0tPTUVxcjHHjxiEgIECtdjFvaGiAo6MjRCIRTE1NuS6H9BOWZXHnzh1kZGSgoqICvr6+mDJlymP/jSsrK1Wz3Hq6xpJCocDFixeRn5+P2bNnw8vL67lrPHr0KNatW4fPPvsMb7755nP/fTIoKNDokmPHjmHt2rX45JNPsHXr1kE9d0tLC/bv34958+Y91x5Ng6WlpQWnT5/W+dYa4H7LVVZWFjIzM2FsbIyAgAC88MILnC/St3fvXuzYsYNWB9YSHR0dyM7ORmZmJoYOHYqAgAB4e3s/c5XrI0eOwM3NDYGBgc88x4OtMrNmzerVWlRfffUV/vrXv+K7776jjSbVGwUaXZOUlIR58+Zh06ZN+PzzzwflnAqFAgcOHIC3tzemTp06KOfsDWqteRjDMCgtLUVGRgbq6urg5+cHf3//Hu02PBCWLFkCExMTfPvtt5ycn/SPuro6ZGRkoKioCGPGjEFAQACcnJx63IUjFAoRGxuLt95664nhpz9aZQDgT3/6E/bu3Ytff/0VYWFhvXoOMmgo0OiirKwshIeH45VXXsGRI0cG9FwsyyIuLg5Dhw7FggULNKLfmVprHnXv3j1kZmYiJycHDg4O8PPzg4eHx6C22ri4uODzzz+nu2QN1NHRgcLCQmRlZaG1tRX+/v6YMGFCr5dOOHHiBCwtLRESEvLIn/VHqwxwf72jhIQEXLx4kVak1gwUaHTV7du3MW3aNHh4eODChQsDNtsoJSUFJSUlWLNmDeddFs+DWmseT6FQoKCgALm5uairq4OXlxe8vb0HfLG++vp6ODs74969exg1atSAnYf0n66uLpSVlSE3Nxe3b9/G6NGj4evrC3d39z5/3ojFYuzbtw9btmxRvR/kcjmSkpL63CrDMAzCw8NRWlqKlJQUndjgVktQoNFl9fX1CAsLw7Bhw5CZmQkDA4N+ff5bt24hPj4eGzZsgLGxcb8+92BpbW3FmTNn0NTUhFmzZuncujVP09raivz8fOTm5kImk2H8+PHw8fEZkBatb775Bl9//TWNn1FzLMuiqqoKubm5KCoqgo2NDby9vTFu3Lh+nzkXHx+PIUOGYObMmSgqKsL58+fh7OyMV155pdetMh0dHZg0aRKUSiWSkpI0YvsYokKBRtdJJBLMnj0bVVVVuHbtWr9tlSASiXDw4EFERkb2aWlydVFcXIxz586Bx+Ph5Zdfplk2vyMSiZCbm4u8vDwMHz4c3t7eeOGFF/ptvM2iRYtgbm6O/fv398vzkf7Dsizq6+tRUFCAvLw8GBgYwMfHB97e3gP6eyKVSrFr1y5YWVmhs7MTs2fPhouLS6+fr7a2FlOmTAGfz8eZM2c09iZMh1GgIfebartXFf7555/7vFZNe3s79u/fr9rpWVsoFAqkp6fj+vXrmDJlCqZMmaJR3WiD4cE79OLiYowcORKenp7w8PCAo6Njr7ul+Hw+tm/fjkWLFvVzxaQ3lEolKioqUFxcjJKSEujp6cHLy0vVQjfQY+XkcjlSUlJw/fp1jBgxAm+++WafFoVMSUnB/PnzMW/ePOzbt6/fW6vJoKBAQ+5jWRZff/01Pvjggz5N61YqlYiNjQWPx8NLL73Uz1WqB7FYjHPnzlE31DOwLIuamhrVRa+trQ3u7u7w9PTE6NGje3zREAqF4PP5aG5uVtsF/3SBTCZDaWkpiouLUV5eDmtra3h4eMDT0xPW1taDMuCfZVnVStF8Ph8zZszAzz//DDc3NwgEgl495/bt2/Hhhx/i008/xVtvvaURExfIY1GgIQ9LTEzEwoULMWfOnF7NgIqPj0dzczOWLVum9XuclJSU4Ny5c7Czs8PMmTOpG+oZxGKxKtzU1NTAxcUFY8aMgYuLC6ysrJ54IdmzZw927dqF/Pz8Qa5YtzEMA6FQiDt37qC0tBR1dXVwdXWFp6cn3N3dB31z14aGBpw9exZtbW2qnbcBoLm5Gfv27cOaNWtgbW39XM+5fPlyxMfH4+TJk5g+ffpAlE0GDwUa8qjy8nLMmDEDpqamuHz5co8H2BUUFCAxMRF/+MMfON/WYLB0dXUhPT0d165dQ0BAAKZOnfrMhcHI/bv9srIy3L59GxUVFVAoFHBxcVEdlpaWqoATEREBKysr7N27l+OqtVt3gKmoqEBlZSUqKythYmICPp8Pd3d3uLq6crLXV1tbG1JTU5GXl4fg4GBMmjTpkZulzMxMZGdnIyoqqkc3UlKpVLU/1G+//UatrNqBAg15vNbWVixZsgQ5OTlISkp65hRIsViM/fv3Y8WKFc+94Zs2aG5uRnJyMsrKyiAQCBAQEEDja55Dc3MzKioqVIdSqYSLiwv4fD4WLlyIHTt2ICIigusytYpSqYRIJFK95lVVVTAyMnooWHI5RV4ul+PKlSu4du0axo8fj2nTpj2xVYhlWXz//fc96noqKipCWFgYfH198dNPP8HExGQgyieDjwINeTKGYfCXv/wFu3fvRkxMDBYvXvzYn1MqlaqVgCdPnjzIVaoXkUiExMRE1NfXqwZFa3vXW39jWVYVcAoKChAVFYUPP/wQTk5OsLe3B4/HA4/Hg4WFBY136CGlUomGhgbU1dWhtrYWdXV1qj2x+Hw+XF1dwefzB70b6Um13rhxA6mpqXB1dUVYWFiPZsv1pOvp+PHjWLt2LbZs2YJ//etf9LupXSjQkGc7cuQI/vCHP2DLli3Ytm3bI3+ekJAAsViM1157jS4w/6+qqgqJiYmQyWQIDw+Hh4cHvTa98NNPP+H9999Hfn7+Qxfj2tpadHR0wM7OThVybG1tYW5uzkm3iDrp7OxEU1MT6uvrHwkv9vb2qtfLzs5OrbpHWZZFXl4ekpKSYGVlhfDw8OdeRuJpXU/vvfcedu3ahf3792P58uX9WTpRDxRoSM9kZmZi1qxZcHd3x4ULF1TjakpKSnDmzBls3Lix14tZaSuWZVFaWorExEQYGhoiPDxcNZCR9Mwf//hHlJWV4cyZM4/8WXt7+0Mhp6GhAWKxGEZGRrC0tHzkMDU11Zo7cqVSCbFYjKampkeOjo4OWFhYwNbWVm3Dy4NYlkVZWRkSExOhr6+P8PDwXq8n87iup/b2dsyYMQOlpaU4d+4cJk6c2I/VEzVCgYb0XENDA5YtW4bc3FycPHkSPj4+2Lt3L5YuXQpnZ2euy1NbDMMgLy8PycnJsLKyQnBwML1ePRQSEoLQ0FB89NFHPfp5hmHQ3Nz82At9e3s7zM3NYWxsDGNjYxgZGT32Mddjn+RyOSQSCSQSCaRS6SOPW1tb0dLSAhMTk8cGNxMTE41oDWRZFuXl5UhNTUV7ezvCw8Ph6enZ59of7HoqLi5GREQEfHx88OOPP8LKyqqfqidqiAINeT4Mw+A///kP/v73v2Px4sVYv349goODuS5LI3R1dSE7Oxvp6ekwMTFBUFAQxowZoxEXH67Y2dnh8OHDCA8P7/NzyeVyiMViVUB4MCh0hwWpVAp9fX2MGjUKhoaGMDAwgIGBwUOPH/x+2LBh0NPTe+gA7l+sHzwUCgXkcjk6Ozshl8tVx4Pfd3Z2QiqVgmGYR4LWg4HLxMQEZmZmnAev3mIYBkVFRUhPT0dXVxcEAgG8vb37tfUsMzMTO3bswMmTJ/H3v/8d77zzjta0zpEnokBDeufatWtYvXo1Ro0ahcTERJiZmXFdksZgGAYFBQVIS0vDkCFDIBAIMG7cOPrA/Z3GxkbweDy0trYO2jIALMtCJpOhra3tsYHj94+VSuVDwYVhmEcCjp6eHoYNG/ZIMHrcYyMjIxgaGmplyFUqlcjJycHly5cxYsQIBAUFDcjYsubmZkyfPh1SqRSxsbGYNGlSvz4/UVsUaEjvNTc3Y9WqVUhLS8MPP/yAmTNncl2SRukeY5OWlgapVAqBQABfX1+NvfPub90Dgm/fvs11KaQP5HI5bty4gatXr8La2hpBQUHg8/kDEtoSEhIQGRkJgUCAQ4cO0Y2WbqFAQ/qGZVns3r0b7733HlavXo3du3dzXZJGqqysRFpaGurr6zF58mRMnDhRbQdxDpatW7eirKwMp0+f5roU0gvt7e24fv06MjIy4OLiAoFAMKBrVG3evBmHDh3C559/js2bN2tlKxd5Kgo0pH/k5ORg7ty5MDY2RlJSEmxsbLguSSMJhUKkpaWhvLwc48ePR0BAgM6+lqGhoQgJCenxgGCiHmpqapCRkYFbt27By8sLAoFgQAfjikQihIWFQSKR4NSpU/D19R2wcxG1RoGG9B+pVIr169fj3Llz+PLLL7F27VquS9JYra2tuHnzJm7cuAFLS0v4+/vDy8sLQ4cO5bq0QdOfA4LJwFIoFMjPz0dmZiba29vh7+8PPz+/AV9pOCYmBm+//TZmzZqFffv2qcXCgIQzFGhI//vxxx+xceNGeHt74/Tp09SP3QdKpRLFxcXIyMhAY2MjJkyYgIkTJ2r9RphcDAgmz6+pqQmZmZnIycmBo6MjAgIC4ObmNuAD3JubmzFnzhzk5eVh7969eO211wb0fEQjUKAhA6O+vh7r1q1Deno6tm/fTq01/aChoQGZmZnIy8sDn8+Hv78/Ro8erZVjBWhAsPpiGAYlJSXIzMxEXV2dKmT3ZHuC/hATE4N33nkHQUFB+Pbbb3W2S5Y8ggINGTgsy+Lo0aPUWtPP5HI58vLykJGRgY6ODnh7e8PHx+eJ+9doovfffx/Z2dlISEjguhSC+7/LQqEQubm5yM/Ph5mZGQICAjBu3LhBm5X3+1aZpUuXamWYJ71GgYYMPGqtGRgsy6K+vl51kRk1ahS8vb3h7e0NY2NjrsvrkwULFsDJyQk7d+7kuhSdJhaLkZeXh7y8PHR1dcHHxwfe3t6DvuIutcqQHqBAQwYHy7KqsTU+Pj7UWtPPGIZBZWUlcnNzcevWLfB4PHh7e8PLy0sjp3/7+flh48aN2Lx5M9el6Jz29nYUFhYiNzcXTU1NGDduHHx8fODo6DjoLSLUKkOeAwUaMrjq6+sRFRWFy5cvU2vNAFEoFCgpKUFeXh4qKiowZswYvPDCC3Bzc4OBgQHX5fWItbU1Tp8+jcDAQK5L0QkdHR0oLS1FQUGB6j3j4+MDNzc3zmbWdbfKCAQCfPvtt7C1teWkDqIxKNCQwdfdWrNp0yaMHj0aJ06cgKurK9dlaaXuu+2ioiJUV1fD2dkZnp6e8PDwgImJCdflPZZMJoOJiQkkEgnNcBpAYrEYxcXFKCkpQU1NDVxcXODl5cV5q96dO3cQERGB27dvU6sMeR4UaAh37t27h/feew8//PADXnvtNezdu5eW/R9AHR0dKC8vR3FxMcrKymBmZqYKN3Z2dmpz0UhPT8fChQshEom4LkWrsCyLmpoaFBcXo7i4GO3t7fDw8ICnpydGjx4NfX19Tuvr6urChg0bcOzYMURGRmLbtm2wsLDgtCaiUSjQEO7duHEDa9euhVAoxPbt27Fy5UquS9J6DMOgqqpKdXFTKpXw8PCAh4cHnJ2dOb1D37VrF/bv34+srCzOatAWMpkMFRUVKC0tRUlJCUaOHAlPT094enrCwcFBbUJsbGws3nnnHfB4PBw4cAAvvvgi1yURzUOBhqgHhmFUfeaurq6Ii4uDm5sb12XpBJZl0djYiOLiYpSXl6OmpgY2NjZwcXGBi4sLnJ2dB3XszZYtWyAUChEXFzdo59QWMpkMVVVVqKioQEVFBe7duwcnJyeMGTMGHh4eatfiUVpaisWLF6OiogJffvkl1qxZQ7vOk96iQEPUi1gsxp///GfExsZi0aJFOHDgAHVDDbKuri5UV1erLoq1tbWwtbUFn8+Hq6srnJycBjTgvPzyy/D398e//vWvATuHtujo6EBVVRXu3LmDyspKNDU1wdHRURVGeTyeWm6X0dXVhaioKMTFxWHlypX47LPPBm1hPqK1KNAQ9ZSVlYWoqChUV1fjiy++wOrVq7kuSWcpFIqHAk5dXR1sbW3h4OAAe3t78Hg8WFpa9tud9dixY/G3v/0NkZGR/fJ82oJhGDQ0NKC2thZ1dXWorq5GU1MTHBwcVAHGwcFBLQPMgw4ePIh3330Xjo6OiImJgZ+fH9clEe1AgYaoL4ZhcPDgQbz99tvg8XjYt28fBAIB12XpvO6A031hra2tRVtbG+zs7GBvb9/nkGNsbIyMjAyMHTt2AKrXDEqlEg0NDarXt66uDiKRCCYmJuDxeLC3t4eDgwN4PJ7GtGCmp6djw4YNqK2txVdffYVVq1ZR9xLpTxRoiPpraWnBtm3bsGPHDowbNw6xsbHw9PTkuizyAJlMhrq6OtXRHXJsbW1hZ2cHS0tL1WFqavrEC1l9fT2cnZ0hk8l04mLHMAyam5vR1NSEpqYmNDY2QigUQiQSwdTU9KGAaGdnp5GLJBYVFWHVqlUoLCzEH//4R7z//vtav7kq4QQFGqI5hEIh/va3vyE2NhYCgQDff/897OzsuC6LPIFMJoNQKIRQKMS9e/dUF+329naYm5s/FHK6jytXrmD16tWoqanhuvx+w7Is2tra0NjYqHoN7t27h8bGRjQ3N8PY2BiWlpawsLCApaUl7OzsNDa8PEgoFGLlypVIT0/HqlWr8NFHH9HvKxlIFGiI5ikvL8d7772Hc+fO4dVXX8WBAwdgZGTEdVmkh+Ry+UMB58GjoKAAV65cwQcffAAjIyMYGxurvnYfRkZGGD58OOdTjlmWhUwmg0QigVQqhUQiUR3d33d/NTAwgJWV1SMBztzcnPP1X/qbVCpFVFQUzpw5g1mzZmHbtm00Y5EMBgo0RHNlZ2dj69atuHnzJlauXImvv/5aY8YTkMf7n//5H6SmpuLgwYMPhYTfP1YqlTA0NISBgYHqa/djfX39h/6bgYEBhgwZAj09vYcO4H4oefBgGAZyuRxyuRydnZ2qx7//vrOzE52dndDX138odD0Yvh58rG2h5XG6uroQHR2N2NhYTJw4EV9++SUN+CWDqUeBhq4QRC35+fkhOTkZycnJiI6Ohq2tLaKjo/Hhhx/qxPgLbVRfXw8ejwcXF5en/pxCoVCFiicFDrlcDplMhpaWFjAMowotwP2xKw8Gm+7HQ4YMUYUgc3Pzxwam7sfDhw+nAI37r+U//vEP7NixA05OTjh16hRCQkK4LouQx6IWGqL2WJbFL7/8gnfeeQcSiQSrVq3Cp59+qjGbMZL75s6dCw8PD/znP//huhTyDHK5HH/+859x6NAhmJiYYPv27Zg/fz7nXYFEZ/XojUe3ukTt6enpYcGCBSgrK8P+/fvx22+/wcbGBmvXroVUKuW6PNJD9fX1cHR05LoM8hRSqRRr1qyBjY0NLly4gAMHDqCsrAwLFiygMEPUHgUaojGGDBmC+fPnIycnBydPnkRZWRns7e1ps0MN0dTU9MzuJsINoVCIBQsWwN7eHuXl5Th58iRycnIwb9486uIlGoPeqUTj6OnpISwsDKmpqUhKSoJCoYCLiwvCw8NRXl7OdXnkCcRiMVxdXbkugzygvLwc4eHhGD16NJRKJZKTk5GamoqwsDBqkSEahwIN0Wj+/v44ffo0bt68CXt7e4wfPx6BgYHIzMzkujTyAIZh0NraijFjxnBdCgGQmZmJwMBAjB8/Hvb29sjKysKpU6cwceJErksjpNco0BCtMHbsWMTGxqKkpAQBAQEIDg6Gu7s7du7cCYZhuC5P59XU1MDAwIDWFOIQwzDYuXMn3N3dERwcjICAAJSUlNDq3ERr0CwnopVaWlpw8OBBfPHFF5BKpXj55ZfxxRdf0KBUjiQnJ2P58uWoq6vjuhSdU11djXfffRfnz5+HkZER3n33XaxevZq2KCCahGY5Ed1lamqK6OhoVFZWIi4uDm1tbXB3d4efnx9OnjzJdXk6p6KiAhYWFlyXoVPi4uLg5+cHd3d3tLW1IS4uDpWVlYiOjqYwQ7QSBRqi1boHEJ86dQplZWWYN28eoqKiYG9vj+joaJr2PUhqa2sp0AwCqVSK6Oho2NvbY8OGDZg3bx7Kyspw6tQpGuhLtB4FGqIzHBwc8PHHH0MkEmHnzp24fv06bG1tERwcjISEBK7L02otLS00fmYAJSQkIDg4GLa2tsjIyMD//u//or6+Hh9//DEcHBy4Lo+QQUGBhugcfX19LF68GFevXkVmZib8/PywdOlS2NraYtGiRSgoKOC6RK0jkUgwatQorsvQKvn5+Vi0aBFsbGywdOlS+Pn5ITMzE1euXMGiRYt0Yo8pQh5EgYboNC8vL+zcuRNNTU04dOgQhg4dCn9/f/D5fLzxxhu0YF8/kUgkMDY25roMjScSifDGG2/A2dkZAQEBGDp0KL7//ns0NTVh586d8PLy4rpEQjhDgYYQAMOGDcPMmTNx7NgxNDY24tNPP0VhYSGcnZ0xduxYfPLJJ+jo6OC6TI0llUopIc+yMAAABwhJREFU0PRSR0cH/vnPf2Ls2LFwdnZGYWEhPvvsMzQ2NuLYsWOYOXMmbaRJCCjQEPKIUaNGITIyEsnJyaiqqsIbb7yBI0eOwNLSEgEBAdizZw/kcjnXZWoUqVQKExMTrsvQGHK5HHv27EFAQAAsLS3xww8/4I033kBVVRWSk5MRGRlJXXiE/A6tQ0NID3UvQnb48GHU1dXB1dUVc+bMwdtvvw07Ozuuy1NrU6dOxfz58/H+++9zXYraEgqF+PLLL3H69GncuXMH9vb2WLFiBV5//XW4u7tzXR4hXKJ1aAjpTx4eHvj4449RXl6OwsJCbNy4EampqeDz+XBxccGKFStoy4UnkMlkMDMz47oMtZOZmYnIyEi4uLiAz+cjNTUVGzduRGFhIcrLy/Hxxx9TmCGkhyjQENILLi4uiI6OxuXLlyESibBt2zZ0dnYiJCQENjY2CA8Px9GjR2nbhf/X3t5Oi7nh/vYDR48eRXh4OGxsbBASEgK5XI5///vfEIlEuHz5MqKjo2lXckJ6gbqcCOlHCoUC6enpOHHiBH766SdIpVI4OTlh8uTJiIqKQlBQENclcsLZ2Rl79+7FK6+8wnUpgy4lJQXfffcdrl69irt378LIyAhLlixBREQEBAIBTa8m5Nl61OVEgYaQAcKyLEpLS5GUlIRz587h4sWLYFkWjo6OEAgEWLNmDQQCAddlDgobGxucOnUKgYGBXJcy4NLT0/Hdd98hPT0d1dXV0NPTw/Tp0/HKK68gLCwM7u7utGIvIc+HAg0h6oRlWRQXFyMpKQlnz57FpUuXAABOTk6YOnUq1q1bp7UXfGNjY9y8eVMrx4NcuXIFMTExuHz5MqqqqqCnp4eQkBDMnj0boaGh8PT0pABDSN9QoCFEnbEsi6KiIiQnJyM+Ph6XLl2Cnp4ebGxs4ObmhmnTpmHx4sXw9PTkutQ+MzQ0RHV1NaytrbkupU+Ki4tx/PhxpKSkoLy8XLXwYkhICGbNmoXQ0FB4eXlRgCGkf1GgIUSTsCyLsrIy3LhxA1evXkV6ejry8/Ohr6+v8SHHwMAADQ0NGjUwuDu8JCcn486dOxCJRFAoFBg/fjwEAgEmT56MiRMnYsyYMRRgCBlYFGgI0XQMw6C8vPyJIcfJyQnjx49HYGAgQkND4ejoyHXJj6Wvrw+xWKyWG1RWV1cjOTkZ165dQ35+Pu7evfvE8OLm5oYhQ2hyKCGDjAINIdrowZCTm5uLvLw8FBUVoaqqCvr6+jA3N4elpSWcnJzg6+sLgUCAadOmcRomhg0bBolEghEjRnByfqlUipSUFKSnpyMnJwd3795FY2MjmpuboVAo4OzsDC8vL3h7e8PHx4fCCyHqhQINIbqEYRjU1NSgpKQEJSUlKCwsRG5uLkpKStDQ0AAjIyOYmpqqvtrb24PP58Pd3R1eXl7w8fGBhYXFgNQ2dOhQyGQyGBgY9Ptz37t3D7m5uSgsLERZWRkqKytRV1eHlpYWSKVS1Vdra2t4eHjAx8cH48aNg4eHBzw8PODg4EDBhRD1RoGGEHKfXC5HeXk5qqqqUFtbi7q6OlRVVaGyshLV1dUQCoUQi8UYNmwYRo0ahZEjR8LIyAjGxsYYMWIEjI2NYWJiAjMzM5ibm8PCwgJWVlawtraGjY0NbGxsYGdn98TAoqenh66uLgwdOvSxtQmFQohEIohEIjQ0NKCxsRH37t2DWCxGc3MzWltbIZFIIJPJIJFIIJVK0d7ejra2NnR1dcHc3Bx2dnZwdHQEn8+Hs7Mz7O3twePx4OzsDDc3twEJU4SQQUGBhhDScyzLQiwWqwJPbW0tGhoaIJFI0NzcrAoWLS0taG1thVQqhUQiQXt7O9rb2yGXyzF06FAMGTIEenp6qoGyenp6MDQ0fGi3cpZlwbIsGIaBUqmEgYEBRo4ciZEjR8LY2BhGRkYwMTGBqampKkiZmZnB2NgY1tbW4PF4qsBibm5Og3IJ0W4UaAghg4dhGHR0dIBhmEcOpVKpCju/P4YPH05dPoSQp6FAQwghhBCNR7ttE0IIIUQ3UKAhhBBCiMajQEMIIYQQjUeBhhBCCCEajwINIYQQQjQeBRpCCCGEaDwKNIQQQgjReBRoCCGEEKLxKNAQQgghRONRoCGEEEKIxqNAQwghhBCNR4GGEEIIIRqPAg0hhBBCNB4FGkIIIYRoPAo0hBBCCNF4FGgIIYQQovEo0BBCCCFE41GgIYQQQojGo0BDCCGEEI1HgYYQQgghGo8CDSGEEEI0HgUaQgghhGi8Yc/583oDUgUhhBBCSB9QCw0hhBBCNB4FGkIIIYRoPAo0hBBCCNF4FGgIIYQQovEo0BBCCCFE41GgIYQQQojGo0BDCCGEEI1HgYYQQgghGo8CDSGEEEI0HgUaQgghhGi8/wOWWe7AHK+deQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679fe7aef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cs_points = calc_circle(cs_900mhz, rs_900mhz)\n",
"plot_smith(cs_points)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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x0KDljgAr7S6RFaXVvF9ag1kpZ5BB22U1lFyQkRDiwfxhIbhEkY+PdAbz1bbYGRRoRtdFXykJCQmJr5EEzY+Kb4qa7I0wYM4lE4UVcoGJMT58ml7MphPl/H3GDfgaPFh9ejWp5alMCJqATtn7XYHvIjeZMM+dgz0/v9MsXFzUaRbuoVG1O+jNavon+1Fb1nyxD1RwrCdyN1fLGDw8GTh+Cg2V5Z1VUDnZhMYloNK4xysk1yvRJ/lCh0jTwVJaT1SjCjUhN/U+jdnLy4v4+HgaGho4dOgQZ86cISgoCGMPwxBlMjkeHsn4+szCZjtJcfFKamv3YzINQaXy6vJetSAw0WpippeZY7YW3iupYUdNI7F6LQGarl+bRtlpHL4xKYjGVgdr0gpZnVqA3eliUKAJdRfZNxISEj97JEHzo8MjFEJGwOGlcGod9J/V2bn7Oxg1SoaHe7L8wHkO5dfy7LRriPWK4cPsD9lyfgujA0fjoXGf50WmUmGcPh3kcupWrqI5JQXD+HHI3ZTE+00UKjn9knyQKwWydhWTd7yaoBgPtAb3tmZQKJX0Sx6FwdNK5vYtnNyzA5/wKMw+7gkWvNC5WxVmpiWz0zCM8LVhuJfGZ5VKRWxsLL6+vpw4cYK0tDQ6Ojp6tVujVHrg53c9Wm0IFZUbKCpeTkdHC2ZzYpcl3tB5DHWLnycRWjUbqxp4u7ia/NZ2Eow6jFcQJkaNkimxvsyKC6CsoZXVqYV8eLgIpVwgNsCEws19xSQkJH4SSILmR4klBMLHdja0PPEp9J8B2u+LEz+zhnAvPe/uz6e0vpWHRo5kRMAI1ueu59OcTxniPYQAQ4DbliWTydAPG4YmJob6jz6iYd06dIkJKP3cl4fzzbkCoiz4RZk5m1bOiT0lmH10eAa4t9OzTCbDNyKKyKHJ5KUf4uimLxBFkcABsW4J4oNOw7Au0ZeOmjaaD5TSfq4OVbgZeS8ThgG8vb1JSEigsbGRQ4cOcfr0aQIDA3vc6FImk2E0DiAg4Cbs9hqKS1ZRXvElOl04Ol3YFe+NNWi5K8CKTCZjTVkN75VU4xQh3qRDeQXR5qlXMSsugIn9fcipaGJVagGfHy3BrFUS7WuQSr0lJCS+iSRofrSYAyFyImSsgswPoN800H8/ZC3a14gMGe+lnEetFJg9cABTQqews3An759+nxBTCP08+rl1aeqICAwTJ2LbupW6VatR+PujGRDj1jkuYPbS0m+YLyVn6zm+owh7m5PA/u4v7dabLQycMBlbTTUZm9dTfPoEIYOGoNa5R0AJqk7DsNJbS3N6Jc0HSxF0CpSBhl57dy60TggICLjY6NLhcBASEoK8h9lBcrkWb+8peFhGUFO7l+Li5TQ3n8NiTkKh6HoXTiUIjPUwMs/Xg+I2B8tLq/mkvBYflZIYveaKr8/PrGFeYhBDQz3JKKpjVWoBG7LKsOiU9PMxdunPkZCQ+NkgCZofNUa/TiFzbA1krIbIyWD4fkVOcrgn+dXNLEs5T4yfiaTgQGZFzCKjMoOVp1aikqtI8Elwq7lWYbVimjOH1sws6laswGWzoR85ElkfHBeotAr6j/CjvdV5sWVCyEArql6WRF8OuUJJv+EjMfv4krVzO5k7NmP28ccr2D2VXTKZDKWfHn2CD/bSJpoPlGEvsqGJMPe6vBvAarVerIS6sFvj7+/f49wa6CzxDgy4GUGmorTsQ4pL3kcQVBiNg7vsCwVgUSqY62NhtIeB1PpmlpVUs6fWxgCDtsu04QuEWHXcOiyYAf4mDp+vZXVqIZuzyrDq1UR59174SUhI/CSQBM2PHoN355FT5keQsRLCx3V27v4GF9oj7D9XzftphUzo702Ih5mZ4TMpthWz+vRqqlqrGBM4xq1l3YJWi3n2bDpsTdStXEXrseMYxo9H6GHH6G7NJcgIHWTtbJmwr5TTB8vxDjFi8nJ/4J9PWATRI8dQfOoERzd9ga2mipBBQ5Ar3FNmLGgU6BJ8kBuVtBwqpymtHIVFjcK398FzSqWSmJgYgoKCOH36NAcPHqS1tZWQkJAepwzLZAo8PIbj6zOb5pYciktWU1W1Fb0+6opJwwDBGhW3B1gJ0qgupg0XtLWTYLqyv6az1NvAbcNDiPY1cjCvhtWpBWw9WY6XQU2kt14SNhISP08kQfOTQGeFAbM7/TTpyyF0dGfn7m+gkAtMGuDDFxklfHGslLlDAjBp1UwOmUyHq4PVp1dzouYEE4MnopK7z1wrEwQM48ai9Pends0aGrdsQZecjKKHPYi6izXQQMQQb85nVnNsRxGIIv79LG5/yGkNRgaOn4woimRs+ZKc1P3494vB4Ome1yWTyVAFGdHGeWM//3U/qKoW1BEWBFXvq308PT1JTEykvb2dQ4cOkZWVhdVq7XFPKACl0oKv71yMxliqq3dSVLyclpZ8zOaEKx5DCTIZg4067gywIgJrSmt5r6SaNpfIEKMO9RV28mQyGdG+Rm5PDiXSW8+BczWsSi3gq9MV+Jk6vWOSsJGQ+FkhCZqfDFoLDLgWTq/vLOsOGgoeYd+6RK9WMDLSi1WpBezLqea6hABUCjnJ/sn46nxZc3oNe4v3Mj5oPAaVe6uTNLGx6EeMoOHL9dStWYsyOAhNdLRb57iA1qgiZqQ/zXXtZO4qpiynnuABnm4/ghIEgZBBQwiJjePMwf0c3fwFglxBQHSM2wzDcp0SXaIvMqVAc1oZLekVKHx0KK9i50mhUBAdHU1ERAS5ubmkpaVRVVVFSEgIanXPUnplMhl6fSSBAfORyeQXj6FkggKTMe6Kx1BqQWCcZ6e/przdwfLSGt4vq0EjCAw26JBfQZQIMhkxfiZuTw4h1Kpnb041q1IL2H2mEm+DWhI2EhI/HyRB85NCY+psjXB2Cxx6G/zjwRr5rUu8jWpi/Iws3Z9PdrmNWXEBCDIZsdZYBnsN5pOcT1ifu56hvkPx0bknIfcCSn9/TLNn03r0KHXLv/bVjBjRJ80t5QqBiHhvTFYNJ/eXcvpAGdYgA2Zv9+XvXMDk7cPA8VOor+jMrCnJPvW1Ydg9c8kEGepwM5oBnrSdraM5pRRnXTvqcBMyZe//7cxmM4mJicjlctLT00lPT0er1eLn59djESAICjw8RuDrM4eWljyKS1ZRVbUVnT4SrTb4ivdblApm+1iYYjVxsqmNFaU1fFFZj69KST+d+orrEQQZsQEm7hgRSrCHjj05VaxOLWTbqQo8dCoivQ2SeVhC4qeNJGh+cqgNEHs95H4FqW+CVzT4fLvCKMLbgKdexdL956lvsTOhvzcymYwQUwjjgsax9fxW1mavJcQUQpQlyq3Lk+v1mOfOoaOp01fTfPgQhrFjEfTuLbe+gFewkYh4bwpO1HD8qyI6nC4C+1l6nfNyORQqFdHJozF5+ZC1cxtZO7bg4ReANejKD/PuIjeq0A/zAxGaU0tpTq9E4aVFeRUiTRAEwsLCGDhwICUlJRw6dIj8/HyCgoLQ9+JnolRa8PObi9E4iOrqnV9XQ+ViNg1BoTDicrlobW2lra2NtrY2WltbaWlpobm5maamJswuJ3PNWgbr1aTaWlleVsuu6gaidGqCtFfePZILMgYGmrlrRChhXnoO5tXwflohGzNLMWoU9PORyr0lJH6idEvQyERR7MmgPbpYoo9orYc1t0DxIZj9CiTd871L/rrpNG/vzePpmQN4YFzExb+vaa3h17t+zbGqYzwc/zAPxT3UJ9v2DV9uoOzZZ5EbjQT+5z/oEhPcPscFnPYO9n2Uw6n9pfhHmpl6/0CMnu43JwPUlZWwcckiKvJyGDRxGhPv/gUqrXt3huwlTdR9fBZHeTPaeG8scyKR66/OlCyKIhkZGWzbtg2Hw8HYsWMZM2bMt0zDoihSW1tLaWkpZWVllJaWUlVVhc1mo76+nvr6ehobG2loaKClpYFRo21Mm9aBKMKnn9pY834NDoeAIAjIZLJvfalUKtrb2y/OI8oEVFNnobnrQeRWb+z7dyGuXYa2vgaj0YjBYMBkMmE2mzGZTFgsFiwWC0ajEW9vbwICAvDx9SO7WcPyQ+Vkl9sI9tTy8IQo5iUGSsnDEhI/Lbr1kJIEzY8Vewt8dBec2w5TXoAxT3zr2y6XyKNrM9iYVcZrtyUyK+5/1VH2DjsLDy5kfe56ZoTN4MXRL6JRuF8AtJ05Q/Gjj+EoLcX3j3/E4/bb+tTzcPZwObtXn0FQyJhyTyxhg7uO8u8tHU4nBz5+n8NffIrRy5sZDz9BUOwgt84hOl3YdhfRuLMIQafAcm0Uuqt4Pe3t7eTl5ZGTk0N2djYtLS04nU7Onj3LqVOnqKiooK6uDoVCgV6vR6fTYTQaMRqNaLVajEbjRWHh6emJh4cHXl5eeHvL0Ru24nCkoFL5EhX1JH6+c7/nM5LJZDidzu9l5DR3dPBafjlvFFfRLoqMcbYyprIAZ0UZdXV11NbWXhRSNpuN1tZWbDYbNpvt4u6P0+nEK24iuuE34LIEo3G1kqCtYXywkrCgAEJDQ4mIiOixh0hCQuIHgyRofvJ0OGDdLyHrYxj1GEx9Eb4hGNocHdzxbhqZJQ2s+UUyQ8M8L35PFEXeO/ke/07/NwOtA1kyaQneOm/3L7GxkdIn/0DT7t2Y5s7Bf+FCBK37y60vUF/RwtZ3T1Bd1ET8lGBGXBfp9l5QFyg5c5otr71MfWU5Q2dfz+ib70Chcm+LBntZM3WfnMVR0oR2sBeWayORX6YNhMvlori4mLNnz14UKpmZmZw9e5bq6uqLAsVoNBIVFcXAgQNRqVRoNBqSkpJISkrC09PzkmNfifqGdM6efQmbLQuTKZ7ofs9gNv9vV04ul9Pa2orqMv8+VXYHSwoqWFFSA8A9gV48GuqDt+rKO1O1tbWcOHGCEydOciCvhmMOf5q0fmBvRjyzC9vRDTRWleHl5UV0dDRxcXHExsYSHR1NdHQ0QUFBPW4dISEh8f8VSdD8LHC5YPOTcPgdSLgTZv8b5P87RqhrtjPvjQPUt9j57OHRhHt92zuxo3AHf9r3J0wqE/+d9F8GWAe4fYmiy0X1m29S/d9XUUdHE/TfJahC3BNYdymcjg5SPjnHiT0l+IQamXr/QCw+7jcMA9jbWtm7+j2Ob9+ENSiEGY/8Bt8I93qTxA4Xtr3FNH5ViKCRY54dQYmunvSjR8nMzCQzM5Ps7GyKiopQqVRYLBasVishISHEx8czatQoxo8fj+47Rma73c7+/ftJSUlBoVAwadIkhg4d2uOk4YvrFF2Ul3/OudxF2O2V+PrOJSrySTQafxQKBTabDe0VxGxRm52Xz5fzYVktGrnAgiBvHgr2xqzsWRXb4fO1vLUnj69OV6BRClw/xI9YoYyzGQc5duwYhYWF1NTUUF9fj91uJzg4mJiYGOLi4oiLiyMpKYmoqChJ6EhI/DCQBM3PBlGEXX+Fvf/s7NI9711Q/u8IqaCmmetfP4BRo+CzX47Cavj21nt2bTaP7nyUhvYG/jbmb0wOndwny2zat4+S3/0eRJGAf/4D44QJfTLPBXKPVrJrdTauDpGxt0QTM7LnFT7dJf9YOtve/A8tjQ2MvGE+w6+7CcENFV4ul4tz586Rnp7OuUOnGN3Wn2hzKDvyDvLGqY/QehsZPHgwycnJTJw4kYCAnvfvqq6uZtOmTeTl5eHn58esWbMIDu694dnpbKag4E0Ki94FBEJDFxA3+HeUl9di6GZD05zmNv51vpz1lfVYFHIeCfHh/iBvdPKeCYxzlTbe3pvH5xkldLhEZsUFsGBcBIMC/5ekXFpayq5du0hLSyMrK4uioiIqKytxOBwMHDiQMWPGkJycLIkcCYn/OyRB87Mj9Q3Y8sfOROFb14DaePFbRwvrmP92KrEBJtb8YgTa7wS4VbdW8/jOx8mszuTxxMe5f9D9ffLwtxcXU/zYY7SfOo31gV/g/fjjyHqYZtsTbLVt7Fh+ipKz9UQl+TDh9v6or6IxZFe0NtnYuexNslP24B/Vn2seeQLPgCun617gm+IlLS2N/fv3c/LkSZRKJT4+PkRFRTFh3Hhujp6O6lgrMrkM8zVh6JP9r7qySxRFTp06xZYtW7DZbCQmJjJlypTv7er0hNbWYs7l/oPKyk1UVzu4mEZHAAAgAElEQVQZmvQiERF3XDG/5ptk2Vr4e145O2ob8VEp+HWoL7cHWK8YzvddyhvaeC8ln/fTCmlqdzK2nxcPjotgTJTXZX/Pz5w5w2effcbu3bvJzc2VRI6ExP8dkqD5WXJsLXzxCPgPgds/+VZTyy0nynn4/XQm9PfhrTuTUH7n0257RzvPpTzHpvxNzIqYxQsjX+gTs7CrvZ2Kv/6N+g8/RJuURODLi1H6+rp9novzuUQythVwaH0+OouKqfcOJKCfpc/myz6wlx3vvo7T4WDc7fcQP23WJftcXRARu3fvZtOmTezdu7ezA7ivL5GRkYwfP5558+bRv3//793rrGml7vNztJ+rRxVixOOGfih9r748vr29nd27d5OamopGo2HKlCkkJCRc1QO7vv4I76+5jpgYNXp9NFFRf8DqOb5Hgjmtvom/5ZWR2tBMgFrJY6G+zPf37LGwaWxzsCatkGX786m0tRPjZ+S+0eHMjQ9A043cnwsiZ8+ePeTm5lJRUYEoiowfP54ZM2YwYcIEYmNjpcA/CQn3Igmany3Zm+DjezrThO/87FutElanFvDMuhPcmBTEv26M+94bryiKvJP1Dq9mvEqMZwz/mfgf/A3f7h/lLhq+3EDZ888jqNUE/POfGMaO6ZN5LlBxvpHtS0/SWN1K0owwhs4KQ97DI4zu0lRbw7a3lpB/LJ2QQUOY/tDjGL28yc7OZteuXWzevJk9e/Ygk8kIDg5mzJgx3HvvvSQnJ3d7DlEUacmopGFDHq72DozjgzBNDEGmvPrXVFFRwcaNGyksLCQwMJCZM2cSGBjY6/GMRiP79/+b5pbVtLYW4uExkqioP2Iydr86TBRF9tU18a/8cg43Xp2waXd28MWxUpZ9HUJp1au4fUQod4wIwcfYMxGflpbGe++9x/79+ykqKgJg3LhxzJw5kwkTJhATEyMJHAmJq0MSND9rzu+HNbd2Jgzf/gn4xl781r+/Osu/v8rhlxMi+cM1MZe8fU/RHv6474+o5CoWjV/EML9hfbLM9rw8Sh7/Ne3nzmF9aAHev/pVn6QLX8De5mTfRzlkHyjDN9zE1PsGYvbum6orl8vFV2tWkrXpc5zODraeOseRwlKCg4MZPXo0d999N6NHj77qeTqaHTRszKPlaGcYn+X6KDSRV78DJYoix48fZ/v27TQ3NxMfH8/kyZMxGo1Xvvk7+Pj48OWXXzJsWAIlJWvJP/9fHI46/HyvIyLiN2i13RdLoiiyt66JRW4QNqIocjC3hmUp+ezIrkQhyJgzJID7Rod/y2fTE1JSUlixYgUpKSkUFxcDMGHCBGbMmMHEiROJjo6WBI6ERM+QBM3PnrJMeP8mcLbCrWshrPPhKYoiz6w7wftphTw7O5b7x4Rf8vb8hnwe2/kYxbZifj/s98yPmd8nb8Su1lbK//xnGj79DN3w4QQs+hdKH/e2ZvguOUcq2P3+mc7jglujiU52j2HY4XCwf/9+PvvsMz755BOampoYEBnBrNhIDB12gmMHM+2hx7H4+rnhVXybtpw66j4/R0dtG7qhvlhmhiO4wS/U1tbG3r17SU1NRaFQMH78eJKTk3vUyTskJIS3336ba665BgCn08b5grcoKlqGKIoEB99FWOjDKJXdFxHfFTaBXwubW3shbADyq5tZnpLPx+nFtNg7SA735L4x4UwZ4Iv8KjxK+/fvZ/ny5Rw8eJDCwkIMBgM33ngj8+bNY8yYMSiVfePpkpD4CSEJGgmgvhBW3wB152HeOzDwOgA6XCKPvH+ULSfL+c+t8Vwbf+lPyDa7jaf2PcXu4t1cH3U9T494GrW8bwLK6j9fR/nChQh6PYGL/oV+5Mg+mecCtto2ti87Sdm5BvoN82X8/OheGYbr6+vZsmULH3/8MVu2bEGv1xMXF8eDDz7IjTfeiCAIiKJI1s5t7Fm1FJerg7Hz7yZh+uxLemuuBpe9A9vOQmx7ixF0SiyzI9AO8XaLWKuurmbr1q3k5OTg6enJNddcQ3Q3m5D279+fhQsXcuutt37r79vaysjLe4Wy8s9QKEyEhS4gKOgu5PLu75pdStg8EuLDfH8r2l4cKTa0OvjwcCErDhRQUt9KoEXL7SNCuGVo8PcqBHuKy+Xik08+4e233yYzM5Pm5mauueYabr75Zq655hrM5t7tCklI/MSRBI3E17TUwtpboegQXPN3GPEQ0Bm8d/eyQxwtrGPZPcMY2+/SwXou0cUbx9/gzeNvEucVx8sTXsZX3zcm3vacHIp//QT2vDy8HnkEr18+1KdHUC6XyNEtBRzakI/erGLSXQMIHnDlcLn8/HzWr1/PBx98wNGjR/H392fMmDH85je/ITEx8bL3NVZX8dU7r5J/LJ2A/rFMf+hxPAN67025HPbSJuo+y8FR3IQ6yoLl2sir6gv1TXJyctiyZQs1NTVERUVxzTXX4OXVdYpxQkICDz30EAsWLLjk921N2eTm/ouamt2oVN6Eh/2KgICbEYTuBxVeEDaLz5dzqKEZL6WCBcHe3BPohbEXrRCcHS62napg1cECDubVoJILzIrz544RoSSGWNwiEo8cOcIrr7xCSkoKZWVlJCYmcuuttzJ37lzCwy+9cyoh8TNEEjQS38DRCp/+ArI3dKYKT1kIgkBDq4Nb3jpIUW0Lax8cQVzQ5b0XOwp28NT+p9Apdbwy4RXifeL7ZKmu5mbKX3yRhi/Woxs5gsB//hOFt/tTjL9JZUEjX713irryFgZPCGLkvEiU3yltP3v2LCtXrmTNmjWUl5cTERHBnDlzeOKJJ/DpwRGZKIqc2ruTXSvepsPuYPQtd5A461oEwb3CTXSJNKeV0bD1PKLDhXFcEMaJwQiqq5/H6XRy6NAh9uzZg8PhIDk5mfHjx6PRXNpQO2rUKK699lr+8Ic/dDluff0RcnMXUd9wGI0mmIjwx/Hzm9ujUm9RFEltaGZJQQW7am2YFXLuC/TiF0HeWFW9iwjIqbCxKrWAz46W0NTuZGCAibtGhjJ3SOD3IhB6S2VlJa+88gpffvnlxUyg2267jbvuuqvbO2ESEj9RJEEj8R1cHV+nCr8Lg2+Ga18DhYqKxjZueOMArfYOPn5oJBHelw8/O1d3jsd3PU5pcylPJz/NjdE39slSRVGk4dNPKX/pzwgGAwF//xuGsWP7ZK4LOO0dpK7L4/jOIiy+OibfMwCZro0PPviAt956i4KCAmJjY7nvvvu4//77Lxvj312aamv4aunr5B5Jw79ff6Y/9Gu3dvC+QIfNTsPmfFqOViK3qLHMjUQba73yjd2gqamJHTt2kJGRgU6nY+LEiSQmJn4vbXjq1KkkJyfz5z//+YpjdjbJ3Etu7mJsTSfR6/sREfEE3l7TerwrctzWwpKCCjZWNaAVBO4MsPJQsDcBmt797JranXyeUcKqg+c5W9GESaPgpqHB3J4c0uX/Nz3FbrezdOlSli1bxqlTpwgNDWXBggXceuut+PZhxIGExA8USdBIXAJRhP0vw44XIXw83LIaNCbyqpq46c2DqBUCH/9yFIGWy3sYGtob+MO+P5BSksJN0Tfxx+Gd1VB9QdvZs5T+9ne05+Tgec89eP/mCQQ390v6LueOl7Jt2Qk62gR2ZH5ITsNB7rjzdp544onL7kD0FlEUyU7Zw8733sLR1sqIG+YzbO485Ar3G0Xb8xqo++IczooWNDGeWOZGonBTV/LS0lK2bt1KQUEBXl5eTJ069VvVPNdffz3BwcEsWbKk22OKoovKqq3k5b1CS0suJmMcEZG/xdNjdI+FzZnmNl4trOCzijoEZNzs58GvQnwJ1/XOEyOKIofya1mVWsCWE+U4XSLJ4Z7MHx7CNYP8upVp013a2tpYvHgxq1evJj8/n+TkZB588EGuu+469Pqrzx6SkPgRIAkaiS44tgbWPwreA+COT8Dox8nSBm59OxUvg5qPFozE23j5N/sOVwdLMpaw7MQy4rziWDxhMX5691fuALja2qj85z+pW7MWdewAAhcvRu1mf4HT6eSrr75i6dKlbNiwgaCAUO6Z9iQWMQyvYANT7o3FGuC+T+Dfpbm+jp3vvcXZ1P1Yg0KYtuBRAqL7oK9Wh4umlFIavypAdIFpYjDG8UHI3NDAUxRFzpw5w/bt26mpqSEsLIzp06fj7+/PnXfeiUKh4L333uvxuC6Xk/KKdeTn/Ye29lIslmQiwh/Hw6P7mT0XKGxt5/WiKtaW1WB3icz0NvNwsA9J5t4Lg8rGNj5OL+bDw0UU1rZg1iq5PiGQ+cND6O/X8xL3LueqrGThwoVs2LCByspKZs+ezf3338+UKVN6VHUmIfEjQxI0Elcg5yv46C7QecJtH4FvLOkFtdzx7iFCrTo+fHAk5itU/XxV8BXPpDyDUlDyj3H/YFTAqD5brm3HDsqeehqXw4HfM89gvv66qzZmnjp1itdff51Vq1ah0WgYO3YsCxcuZODAgQDkHati9/vZ2Fs7SL42giGTgxGuss1AV+Smp7Fj6ZvYaqsZMnUmY+ffhVrn/k/hzoZ2Gjbk0ZpV3ZldMzcSTbSHW8bu6OjgyJEj7N69m9bWVoYMGcKOHTsoLy/nk08+6fW4Llc7JSUfcL7gDez2KjwsIwgPf6xXwqay3cHSkmpWlFRT7+xguFnPL4O9me5lRujl75TLJXIwr4a1hwrZerIcR4dIYoiFW4eHMDvOH10v/TuX4+TJkzz//PPs27ePtrY27rzzTh555BEGDHC/EJaQ+D9GEjQS3aA0A9bc0mkavnkFRE5iX04V9y8/wsBAE6vvT0av7vqN+HzDeZ7Y/QS59bk8Ev8ID8Q9gCDrmwReR3k5pU/+gZZDhzDNnInfwheQ9zDozeFwsG7dOhYtWsSJEydISkri2WefZerUqZe8vqXRzu73s8k/Xk1APwuT7x6AyatvwvgA7K0tpHy4mqNbvsRg8WDSfQ/Rb3jfCMW2s3XUf3EOZ00bmoFWLLMi3HYM1dbWxr59+0hNTcXpdFJaWsqrr76KWn11pc8dHW2UlK6loOCtqxY2zc4O1pbX8lZRFUVtdiK0ah4K9uYmP89elXxfoLbZzmdHi1l7qJDcqmaMagVz4gO4KSmI+GD3VEh9k+3bt/PSSy+Rnp7O4MGD+d3vfse1114rZdxI/FSQBI1EN6kv6hQ1Vdkw+2VIuoctJ8p5ZM1RRkR4svTuYVf0BLQ4Wngx9UU25m1kXNA4/jrmr5jVfZOpIXZ0UPPOO1T991WUfn4ELl6ENv7KFVclJSW88cYbvPbaa2g0Gm6++Wb+8pe/dKsDtCiKnEktZ9+HZ3GJMOr6SAaNC7zqppBdUXbuDNvffpWqgnyiho1g0n0PYfTsujy6N4gOF7Z9xdh2FSGKIsax7quGAqirq+O///0vLpcLvV7PhAkTLmkc7inuFDZOl8jG6npeL6zkuK0VT6Wc+wI7S769rmJnRRRFjhTUsfZQIZuyymhzuIj01nNDUhDzEoLwM7vXk9XU1MTTTz/NRx99RHt7O7/61a9YsGDBVbWtkJD4AdCtN1r5Cy+80JNBe3SxxI8EjRkG3wTlxyH1dXC0EZU8iyAPHe/uz+dshY0Zg/y6PGpRypVMDpmMVWNl7Zm1bM7fTKJvIt4695dbywQB3dCh6EeNxLZ1G7UrVyGTy9EmJHwvqE4URXbt2sWjjz7KE088QV1dHS+//DLvvvsuM2bM6HalkkwmwyvYSPRwP6qLm8jaVUzJ2XoC+pnR6PvmU7DR04tBE6eh1Gg4sXMbx7dvQq3V4xsR5dZP+DK5DHW4GV2SLx2NdppTy2hJr0BuVKHw1V31XFqtlvz8fD755BNGjx7NkSNHOHHiBHq9Hi+vy3e7vhKCoMBsTiAo8A6UKk+qqrdTXLKK+rpDaDRBaLXd73QuyGTE6LXc4W9ljIeR0jYHq8pqWFZSRUm7g2CNCm9Vz3/OMpmMQIuW6QP9uHtUGGFWHfnVzXx8pJilKfmkF9QhF2SEeuq/1yy2N6hUKmbMmMHvfvc7oqOjeeedd3juuedITU3Fz8+PsLAwqe2CxI+Rhd25SNqhkfgfHU7Y/Hs4sgxir4Xr32LF4QqeX3+SeQmBLLppSLf8I5lVmfxm92+oa6vj6RFPM6/fvL5bcmMj5S+8QOOmzeiSkwn4+99Q+vtTX1/PihUrWLRoEc3NzUyfPp3FixcTEBBw1XOKosjpA2WkfHIOl9PFiOsiGTwxqE+9NfXlZWx/9zUKs47hHx3DtAd+hVdIWJ/M1X6+gfov83CUNKEKNWGZG4kq8OoM0bt372b+/PmUlpaSk5PDV199RWVlJf7+/kyePJnIyMirftB+d8fGYkkmLOzhXlVFAZxtbuPtoio+qailzSUy1sPAL4K8mWI1Ib/KtZ6vbuazo8V8erSEkvpWjGoFs+L8uTEpiKRQD7eKjtLSUn7729+ydetWDAYDv/3tb7n77ruxWPqu47yEhJuRjpwkeoEowsHXYNszEJgE89fy6qEGFm07y+3JIfz5ukHderOtbavlj3v/yMGyg1wfdT1PJT+FRuHe7fX/LVmk4bPPKP/LXxEFgS0hITy1eRPBwcE89thjPPzwwwhubjEA0FTXzu412RRk1eAXYWbSXTF4+PVdGa0oipzet4tdK9/F3tJM4sxrGXnjfFQa9/t5RJdIS3oFDVvP42p2oB/qh2l6KHJD70rmi4qK6N+/Py0tLUBnC4CsrCx27dpFfX09YWFhTJkyhaCg7u+qXI4Lwqaw8F3a28sxGgcTFvZLvL2mIuuFt6vW4eT90hreK6mmtN1BqEbFfUFezPe3YupFAvE3cblEUvNr+DS9hM0nymixdxDsqeXaIYFcGx9AP1/3VUm5XC5ef/11lixZQlFREffeey9/+tOfCA52f/aRhISbkQSNxFVwekNnsrDBG/G2j/hHuow39+Ry7+gwnpsd2y1R0+Hq4I3jb/BW5lvEeMbw8viXCTb1zZtndnY2rz79NGPSjzJEo8E5ciSx/34FeR/3xhFFkbNp5ez7KAenw8XwOeHETwnp092alsYG9q1ZwYld2zBYvZh49wP0Gz6qbxqHtjlp/KqQpgOlyFQCpsmhGEb5I+vh8YjL5UKlUlFbW4vJZLr4906nk/T0dPbs2UNLSwsxMTFMnjwZbzckQ7tc7ZSVr6Og4E1aWwvR6aIIC30IX9/ZCELPj4+cLpFN1Q0sLa4iraEZnVzgFj9P7g/yIkp39WK9ud3J5hPlfHGshJRz1bhEGOBvYu6QAOYM8SfIwz2tKwCOHj3Kww8/zPHjx5k3bx7PPvssMTExbhtfQsLNSIJG4iopOdrZA8rRhnjzCl465cuylHweHBfBn2bEdPsBurd4L3/a9ydcoouFoxYyLWya25Z45MgRnn/+eXbt2sWoUaN48/XXsezcSdWrr6GwWgn421/Rj+q7UvILNDe0s2fNGfKPV+MTZmLyXQPwDOjb0LOSM6fZsfR1qgryCRuSyKR7F+Dh3zfmT0dVCw0b8mg7U4fCS4t5RjiaWM8eiShPT0927txJ/CUM3O3t7aSmppKSkoLD4SA+Pp7x48e75VjE5XJSWbWZgvNv0NR8Bo0miNCQB/H3vxF5LxutHre1sLS4inUV9dhFkYmeRu4N9GKyG46jAKps7WzMLOWL46VkFNYDMCzMg7nxgcwa7I+n3j3hkrm5uSxYsIADBw4wadIkFi5cSFJSklvGlpBwI5KgkXAD9YWdFVDVZxFnLua54qGsSi3gkYmR/G5a/24/0EqaSnhyz5NkVmdyS/9b+P2w3/e6a/cFo+9zzz3HsWPHmDZtGm+++ea3+im1njhJ6ZNPYs/Lw+OuO/H5zW8Q3Jzye6l1nTtSyd4PzmJvdzJsVjgJ00KQu8HseTlcHR0c27aRlA9X0eFwMOzamxh+3Y0oVX3TEb01u5aGTXk4K1tRhZuxzApHFdS9Y5HIyEgWLVrE9ddff9lrmpub2bdvH4cPHwYgKSmJMWPGfGtXp7eIokhNzS7yz79OY2MGKpU3IcH3ERh4GwpF7zxCVXYHq0prWFFSTYXdSaBayZ0BVm7zt+Kjdo9ZvLCmhS8zS1mXUUJOZRMKQcaYfl7MHOzPtFhfLLqrFzeVlZUsWLCA7du3Ex8fz4svvsjEiRMlA7HEDwVJ0Ei4ibYG+PheyN2BOHwBz7TeyvuHy3hiSjSPT+nX7WEcLgdLji5h+cnlxHjGsGj8IkJNod2+3+VysX79ep599lmKioqYN28eS5YsuWzZtau1lcrFL1O3ejWqqEgC//lPNLGx3Z6vt7Q02tn7wVlyj1biFWxg4h0x+IRe/QO5K5rqatmzainZKXsw+/ox6d4FRCQM65O5xA6R5sPlNG4vwNXsQJfgg2l6KApL14Jx+PDhzJ8/nyeeeOKKc9TX17N3716OHTuGIAgMHTqU0aNHY+xh5tAl1y+K1NWnUnD+DWrrUlAojAQG3EZw8N2o1b3rk+RwiWytbmBlaTV765pQyGCGl4W7A62MthjcIgxEUSS73Ma6YyVszCyjuK4VhSBjVJQXswb7MS3WD4+r3Llpamri0Ucf5fPPPyc4OJg///nPzJkzp088aBISPUASNBJupMMJ25+D1NcQIybynOp3rDrWwO+n9+eRiVE9Gmpv8V6e2v8Ujg4Hz498npkRM7u8XhRF1q1bx29/+1tsNhv33HMPf/nLX7pdct20P4Wyp57CWVeH969+hfUX9yO7ygyU7pCb0blb09poJ25SMMPnhKPS9G08feGJ4+xY+ga1pcVEDRvBxHsexOTV/U7gPcHV5sS2uxjb/hIAjGMCMU4IQrjMa5wzZw7R0dEsXry423PU1tayd+9ejh8/jlwuZ/jw4YwePdptPYwaGzMpKHyHysotyGRy/HznEhJyPwZD/16PmdvSxsrSGj4sq6Xe2UGUTs1dAVZu9vPEonTPz18URbJKGtiYVcbmrHIKa1uQCzJGRVqZMcif6QN9sRp6v0tnt9v505/+xIoVKzCZTCxevJjrrrv6ZG4JiV4iCRqJPuDoKtjwBKIlhL+an+ed0wqenjmAB8ZF9GiY8uZyntz7JBmVGdzQ7wb+MPwPaBXfr9bZvXs3jz32GCUlJTz++OM888wzvfq02FFfT9kLC7Ft2YI2MZGAf/wd1f+H6o72FgcH1+Vxcm8JRk8N4+ZHEzbY/eF436TD6SB94xcc/HQtACOuv4WkWdeh6KOmns76Nhq3FtCSUYmgV2KaEoJ+uN/3jMMPPPAATU1NrF27tsvxHA4HbW1t2O122tvbsdvtVFdXk5mZSWFhIXK5nMDAQHx9fRFF8ZJf0JkB880vQRBQqVQXv9Rq9cU/C0INNts66hs24HK14eExlrDQB/Dw6L3ZurXDxZdV9awoqSa9sQWtIGOujwe3+3syzKx3mzgQRZGTpY1syipjU1YZ52s6xc2ICE+mD/Rjaqwv/ubeVcK5XC5eeukllixZQmBgIEuWLGHChAluWbeERA+QBI1EH1FwED68A7HDzmteT7MoN5gX5sRyz+ieNYx0upy8duw13s16lyhLFIvHLybC0imMMjIy+PWvf01GRgZ33nkn//nPf666+Z4oijRu2ED5iy9BRwc+Tz6J5Zab/7986iw7V8+u1dnUlbfQb6gPY26ORmfq267hjdWV7Fr+DucOH8Ts68f4O+8nauiIPnu99mIb9Rvzsec3oPD+2jg84H/G4WeeeYZ9+/axYsUKbDYbNpuNpqamb/3XZrPhcrnQaDSXFB8ul4uKigpqamqQy+WEh4cTGRmJWq3+lngBviVwXC4XLpcLu91+8au9vR2Hw3FRNNntdpzOBkymDLy8s1CpWmlr86GleQwKRTIGgxmj0YjBYMBoNF78c3d2Ck/YWlhZWsOnFXU0d7jop1Nzq7+Vm/08ehXYdzlEUeRUWSObs8rZlFVGXnUzAIMDzUyL9WXqQF/6+xp7/DvgdDp5/PHHWbVqFYmJibzyyiskJCS4bd0SEldAEjQSfUh9Iay9DbHyJB97PsSTJaNZOHcQd48K6/FQKSUpPLX/KVqdrfwi/BdsWbSFrVu3Mnv2bJYuXdqt1gQ9wVFaStkzz9B84CD6USPxf+kllP8fouE7HC6Obvt/7J13eFRl/rfvqWkz6WUS0khICCUQSqgBaSIgIoqo2FDUtesWdy1bdHVXV10Luz/XVUEXOyoCAgpKkRJaAiGkkEJCembSp/dz3j9CsiAtJJO47+7c13WuM3Ny5jxPZpJ5Pudbq8n9tgqFUsaUJUMYNiW63wVVdcExdv3rHVrraohPz2Dm8nsJj+t57NLlYLfbac2txfmDDplRwKh2UhTYSIWljqKiIg4cOMDTTz99XmHQ9bhLnFyMpqYmfvjhB4qLi/Hx8WHixIlMnDjRY64ol8tGXd2X1NW/j91ehVQajkQyG6tlHCaT0C2+jEYjSqWSsLCwc7bQ0NBzeimZXW6+bu7g08Y2DuvNyCVwZVgQy6JDmRUaiNzD6f4nm0x8V6zl+2Jdd7ZUXKgfc4d3Wm7GJ4Qgv4ygdZPJxIoVK9iyZQvz5s3j5ZdfJjk52aNz9uLlPHgFjZd+xm6C9fdByWb2qeexonkZTy4czYqsy7PUABRWFXLfxvswBBvwq/Rj7b1rGRx7+dfpKaIo0rH2c5pefhkkEiKf+A3BS5cOiLWmXWvmh49LaSjvICYlmJm3pREc5bkaI+ejMxvqG/Z/8REOq5WMuVczZemt+PZSLFqtVhobG7utJV2b1WolNDSU8NAwBlvDiaxSIrWJKFKCKAtr5uaH7qC+vt5jv5dWq2XPnj0UFxejUCjIzMxk8uTJHgkeBhBFgdbW3VTXvEtHxyGkUj+io68jLnY5AQFDEEURs9l81nvQtbW3t6NSqc4SOVFRUURHR+Pj40O52cYnja18oW2nxelCo1RwoyaEZdFhDPb3fJZak8HG9hNNfF+sJbuiFYdLIMRfwcy0SGalRTJtSMprkjEAACAASURBVARB/j2zFmm1Wm6//Xays7O57bbbeO6559BoNB6fsxcvp/EKGi8DgCDADy/Cnpcp903n5o4HeeDqSdwzrWcxNXq9nr/85S+sXLmSEekjWPTCIr6o+4I4dRwvTX+JkeEj+3X6jrp6Gn/3OywHDxIwdSrRzz+HwgPtES6FKIicONDI/nUncTkExi9IYMzcBGTy/s0msRj07P/8I45v34aPSkXWTbeRPvsqpNILB0l3iZeGhgYaGxtpbGzEbDaj0WiIiooiPDy8e8EODAw8K8ZJcLgxZTdg3F2LaHOzvvh77nvvSZThnhVwTU1N7Nu3j4KCAqRSKePGjWPKlCkeLe9vNJ6gtm4NOt1GBMFBaEgWcXHLCQubcd4KxIIg0NHR0S1wWlpa0Ol06HQ6AgMDiYmJITo6mgiNhiIfFV+0GNnZakAAJgUFcKMmlIWRwX2uRnw+zHYXe8qa+a5Yx86SJvRWJzKphHHxIcxIi2Dm0EjSNJd2TZ04cYLly5dTVFTEo48+ypNPPklQPxez9PI/iVfQeBlACtchbniQdoK4zfwYi+bN4/4rLmyKFgSBf/3rX/zyl78kJiaG1atXM3nyZABytbk8te8pWiwtPDTmIe4acReyiyy4fUUUBDrWrkX3yl+RSCREPfUkQUuWDIi1xqy3s++Lck7mNhGi8Wf6sqHEDg3p93GbqirZteYd6ooLiYhPZOZd9xE3PB2n00ldXR319fXniJfo6OjuRTgsLOyygrMFixPD7jpadlTgo/RBPSkG9cw4ZGrPxhG1traSnZ3NsWPHAMjIyCArK4vQ0FCPjeFwtNHQ8Bl19R9jt2vx84snNvYOYqJvQC6/tGVIEASam5vPEohdIsd/UBxF4THslfhQ4xTwlUqYFx7EDZpQZoSoPe6SAnC5BfLrOthV0syu0iaKGgwAaAJ9mZkWwYyhkUwdEo7K58IxbNnZ2dx77700NDTw+uuvs3z5cm+qtxdP4hU0XgaYhjzET2/BaWrl1/a7Sb3y7vOmdB89epQVK1ZQX1/Pq6++yh133HHOOXq7nucPPs+2qm1kajJ5IesFNAH9a9J21NXR+NvfYTl0iIBp0zqtNQNkRq8qaGHv2jIMLTZSMqOYesMQAoL6pzheF6IociJ7Nz98uBprRztKzSCMIVFExSUwaNAgYmJiiImJITQ01GOLU1bGZF6/5Q9Ed6iQyKWopsWinjbogqnevaWjo4P9+/dz5MgRBEEgPT2drKyss4ov9hVBcNLcvI3aujXo9UeRyQKIjl5CXOwd+Ptfnru0S+R0WcLq6uspsjmpSUilQB2KCSkRCjnXR4WwVBPCCJVfvwluncHG7tJOcbO3vAWT3YVCJmF8QihZKeFMSwlnREwQsvOIqzVr1vD4448TGxvLe++95w0c9uIpvILGy0+AqQnx8+VIavaz2jUf6xXP8PCVwwBob2/niSee4KOPPmLp0qWsXr36oplLoiiy4eQGXjz8IgqpgmenPMuVCVf26/RFQaD9009p+uurSGSyTmvN9dcPiLXG5XBzZFs1R7dVI5dLmXBNEukzBiH1YKVhl8tFXV0dp06dorq6moaGBiLDw/DraKH5eC6iKDJ2/iImXncjvgGeDcYGmDt3LuPHj+ePv/gdhu+qsRa0IPWXo54RR8CkaKRKz1rijEYjBw4cICcnB6fTSVpaGlOnTvV4Q0aD4Ti1tWvQNW1BFJ2EhEwhdtCthIfP7lXfKACbzUZNTQ0nq6r4vrmDwz6BVIVG4pZISVbKWDYogiXRoUT79F+2nMMlcKS6nV2lTewpa6ZEawQg2F/BlOQwsoZEMC0lnLjQf7sQXS4Xd999N19++SW33norL730EiEh/W919PJfjVfQePmJcDsRvvsd0kP/5KAwjLwJryNvLOLxx3/F4MGDWbdu3WVlRlQbqnlizxMUtRaxJGUJv8n8Df6K/g2iddTW0vj0b7Hk5BAwfRrRzz47ILE1AB06C3vXllFT3EZYrIoZtwxFk9S7uARRFGlpaaG0tJSKigrq6+uJjIwkMTGRxMRE4uPju9OOja0tZK/9kKI9O/FVqZm8ZBmjr5yPrI/p8mfy0EMPodVqWbduHdCZ6q3fWoX9ZAdStQL1jDhUE6KRKDzrrjCbzRw6dIjDhw9js9mIj49n6tSppKSkeNQ1Yrc309D4OQ31n2GzN6BURhITcyODYm7C17dvfz82m43jp6r4sq6JXU4JtX5qJKLIMKnADTHh3Jg4iHBl/xZubDba2V/Rwt7yFvaVt6A12ACID/XvtN4MCWdSUhghAUoqKipYsmQJp06d4rXXXuOuu+7yuqG89BavoPHy0yIc+wzXhkdoEVXcUzieW65bzG233dqrazndTt489ibvFb5HQmACf5n+F0aEjfDwjM9GFATaP/6EptdeQyKREPHLXxJyyzIkA/ClLIoilXnN7PuiHFO7nWFTo5l8XTJ+qkvfjbvdbmprayktLaW0tBS3283QoUNJSUkhPj4eH5+Lu7J0pyrY89FqagqPExIdw7Rb7/JY/Zo333yTVatWkZeXd9Zxe6Ue/ffVOE7pkQUqUc+MIyBTg8TDQdJ2u528vDwOHDiAXq8nIiKCKVOmkJ6e3uc6R2ciim5aW3dTV/8xra27AQnh4bOIHXQLoaHTzhtEfLmcaNfz4clavtVbaZQpkIgiI3FyXVQIy1ISCfFgfZvzIYoiFc1m9pU3s+9kCwcqWjE73ACkadRMSgpjUlIo1bk7+f1vfoFGo+H999/3Nr/00hu8gsbLT0drayu/+c1vOLFzLetuCyNUambb4F9zzfLf9GlhPNx4mKf2PUWbrY1HxjzCnSPuROqBxeFiOOrq0T77LOZ9+/DLyCD6T8/jM+Ty2j30emybi9wtVeTvqEXhJ2Py4mSGT41B8qP4BZvNxsmTJykrK6O8vJzQ0FBSU1MZOnQoUVFRl/2ei6LIqbxcdn/0Hm31tcQOG8kVt9+NJrnnvbvOR3Z2Ntdddx1NTU3nHdNeocfwfTWOagOyYB/Us+IIGBd1TtXhvuJ2uykqKiI7OxudTodarWby5MmMHTsWXw83MbVaa6lvWEtDw+c4na34+sYxaNAyYqJvQKkM6/P1RVHkhMnKhxW1bGkz0SSRIRMERrptLIoI4ta0ZIL9+rcxK4DTLZBf28HBylYOVrZxpLodq7NT4KRGqbCcOkbRDxu5ZmIab7z0J48Ganv5r8craLwMPKIo8umnn/LAAw+QnJzMunXrSIhQc+rtm0k25nAwbDGZ97+DTNH7gFe9Xc8fD/yR76u/Z6JmIn/K+lO/BwyLoohh0yZ0L7yI22wm/L77CPvZvUj7qZ3Aj2ltMLHn0zIayjuIGhzI9JtTUUXIKSoqoqSkhLq6OhISEkhNTSU1NdUj3amhs35Nwc5tZH/+MVaDnmFZM8i6+Q4CI3oXXGu1WgkMDMRoNF5QOIiiiL28o1PY1BqRhfoSOCsO/zFRSGSejWUSRZGKigr27dtHVVUVPj4+ZGZmMnHiRI/VsulCEBw0NW+jvv5TOjoOIZEoiAifQ0zMUkJDs5BI+h4/JIoieUYLa2u0bGox0CZKkLtdjHCYWRAexG0jUwnz7193bRcOl0BBfQcHK9s4WNlKbtW/BY67rY7JQyK5cdZ4xieGkhDm7+0T5eVieAWNl4FFp9OxYsUK9u/fzxtvvMHy5cu7fya6neSs/gUTGj6k0m8kcfd9jiK499V5RVHkq/KveCnnJeQSOU9NfIqFSQv7/UvR1daG7oUXMWzejHJIMtHPP4//AGVyiKLIiQMN7PuyHKfFjUPVzKBxStIzhpGcnNzjZp29wW6xkPP1lxzZvAERkXELriXz2ht6FTgcERHB5s2bmThx4kXPE0URW2k7hu+rcdabkIf5op4dj//oSI8LG4D6+nqys7M5ceIEEomE9PR0Jk6cSEw/xE6ZzOU0NHyOVrsep7MdH59ooqOXEBO9FD+/WI+MIYgih/Rm1jW0sKWpg3YRZIKbYS4b10QGc9uwFMJ8B0aQQ6cFp6Bez8HKVr7aW0B5mxOJT2dl53CVkrHxIYxLCGF8YggjBwXh0w/1d7z8f4tX0HgZGLqsMvfffz+jRo1i8+bNFyxotu3zfzCt6Fkc8gD8bvkQn+SsPo1da6jlt9m/Ja8pjysTruR3k35HqG//m7JNu3fT+OwfcWm1hNx6KxE//zkylWfK7v8YQRCoqqqioKCAkpISoiMHobYm0VhoR+EjI/PqRNJnxiLzsFvmfBhamsj+7EOK9+7CV6VmwuKlZFx1NQplzy1uGRkZ3HfffTzwwAM9Ol8URWwn2jqFTaO5U9jMiMN/bKTHXVHQ2eH70KFD5OXl4XA4SEhIYNKkSQwdOtTjQa2CYKe5ZQcNDZ/T1rYPgNCQKUTHLCUifC4ymWdS992iSI7ezMbGVjbr2mgWJUgFgWGig0WaMJalJBDZj9lS56OtvZ35N91FpUFC1nV30C4NpqrVAoBSJiU9NohxCSGMig1idGwwsSH9l6ru5T8er6Dx0v9czCpzIb7+7nvS9z1EvLQZ96xnUE57DPrwReUW3KwpXsP/5f0faqWaZyc/y8z4mb2+Xo/HNZlpfuMN2j/+GHm0huhnn0U1fbpHri2KIjqdjuPHj1NYWIhKpSI9PZ2RI0d2u0LatWb2fVFOTVEbIRp/spamED+i7zEZPUF3qoJ9n31A1bEjqELDmHzDLYycMQep7NJ31YsXLyYuLo6///3vlzWmKIjYilsx7KrFWW/qjLGZEUvAOI3Hs6Kg0z2Wl5fHoUOH0Ov1BAcHM3HiRMaMGePxOBsAm62BhsZ1NDZ+gc1Wj1wejEZzLTExN6JWpXlsnC631Fe1OjY1daBDikQUGYqLa2PCuS4hhkS//q2BdCZr1qzh5z//OVOnTuXlv/2TWqucI9XtHKlup6BOj8MtABAaoGR0bBCjYoPJiAtmVGwQYaqBm6eXnxSvoPHSf4iiyGeffcb9999Penr6Ra0y52PDwRP4bHmU+bLDOFMWoLj+LfDrW5n60rZSnt73NGXtZVw35Dp+k/kbVErP11L5MZa8PBp//3scJysIXLiQqKeeRB7WO2HhcDg4fvw4ubm52Gw20tPTGTVqFBEREec9XxRFqgta2fdFOfpmK4mjwpl6wxCCIwcmTqK26Dh7P11DY3kpITGxZN18OykTplz0TvqJJ57g2LFjbNu2rVdjiqKIrawd444aHDVGpGol6umxBEzUeLyODXQGEJeWlnLw4EFqampQKpWMHTuWCRMm9EtgqygKtLcfoL5hLc3N3yOKDlSq4URrFhMVtQgfn/P/LfRuLJFik5W1p+rZ0qynXtqZ6RUvg4XR4cyPDGFsoD+yfraMdHR0sHDhQgoKCnj77be56aabkEgkOFwCpVojx+o6OF7bQX5dB+VNJrqWrdgQP0bHBpMeG8SImECGRwd6Rc5/J15B46V/6I1V5nx8c7yBo1+8yJOyj5EExSG7aQ3EZPRpbg63g7fy3+K9wvfQ+Gv4U9afyNRk9umaPUFwOGh9511a3n4bqZ8fkb/8JcE3Lu1xindzczM5OTkUFBSQmJhIZmYmgwcP7rGJ3e0UyN9VS+43VbidAqNnxzF+QSJKD1fgPR+iKFKRe4h9n31Aa10NmuQUspYtJyH9/J/lF198wRNPPEFlZWWfx7VX6DHurMFeqUcaIEeVFYtqcrTHKw93UV9fz8GDBykqKkIQBNLS0pgwYcJlfVaXg9PZjla3Ca12AwZDPiAlLGwamqjFRERciUzm59HxKs1WPimpZGtTOxU+/ogSKaFyKVeGB3NVeCBXhKgJ6MfYljOtNatXryYqKuqcc0x2F4X1eo7XdZBfq+dYbQf1Hdbun2sCfRkeE9gtcEbEBBEX6nVX/X+OV9B48Sx9tcqcj10lTfzzo0/5u+JvREiNSOa/BOPu7JMLCuBY0zGe3vc0dcY6bh9+O4+OfRQfD8UjXAx7ZSXaZ/+I5fBh/EaPRvPsM/gOG3bec91uNyUlJeTm5tLS0sLYsWMZO3Zsn5r7mfV2Dm6ooOSAFv9AJZOvS2boRM05ad79gSC4ObH3B7I//whjSzMJo8YwbdlyopLOTnFva2tDo9FgMBg85rqxV+kx7qrFVtqOxFeOamoM6qkxSHvYPfpyMRgM5OTkkJubi9VqJSwsjMzMTDIyMvrFHQVgNleg1a5Hq92Izd6ATKYiMnIe0ZrrCA6e4JHaNmdS1dzCB8eK2KG3UBMSiVUqw0ciYWqIijlhgcwOCyShH1xTZ1pr/vnPf7Js2bJLvqbd7OBEo4GiBgPFjQaKGvRUNJtxC51LltpHzrCYQIZp1KREqRmqUZMaqe5xd3EvPzleQePFc5hMJu655x62bt3KypUre22VOR8HK1v59Zqd/FX6f0wUj8Gom2Hha6DsW5CtxWnhtSOvsbZ0LclByfx52p/7vRgfnJHi/ZeXcHd0EHr77YQ/8kh30LDBYODIkSMcPXq0eyFMS0tD1oP4k56iO2Vg7+dl6E4ZiExQM3VpCjFDPNd5+mK4HA7yv/+WQ+vXYjUaSJ2UxZSltxIW++92AxqNho8//pjZs2d7dGxHnRHDrlpsRa1IlDICJmhQZQ1CHtw/YtbpdFJUVEROTg719fUoFApGjRpFZmYmmn7qAyaKAh0dh2nUrqepaStutwlfnxg0mmuJ0lyLKqBvtYJ+jNPpJL+wiHVFJRQqVdRGxKClUzwl+fkwK0zNzNBAJger8PdgkPaaNWt47LHHmDdvHqtWrUKlujz3sc3pplRr7BY4RQ0GyrTG7uJ/AJFqH4Zq1KREqhmqUZESpSYlUoXa1yt0/sPwChovnuHYsWMsWrSIwMBAdu7c6dEGf10UNei5a/VB7hK+5H7xCyQRaXDjBxCR2udrZ9dn84fsP9Bqa+Xu9Lu5b9R9KGX9n9Hh1utpev11OtZ+jjwyEuUDD5Ajk1JRWcnIkSPJzMzsl/eyC1EQKT2s5eCGSswddpLGRDB5cTLBUQMTX2O3WDiyZT25mzfgtNsYNvUKJt+wjJDoQcyYMYMrrriCP/7xj/0ytlNrxvhDLZbjzYAE/4wI1NNjUWj6JxMNoKGhgcOHD1NYWIjL5SI+Pp7MzEyGDRvm0SrEZ+J2W2lu/h6tdj2tbfsAAZUqjajIhURFXY2fX7xHx6uvrycnN5cDldXY0kbSEB5DjsWOTRDxkUqYHKTqFjhD/H367OZpampi1qxZGAwGNm3axOjRo/t0PVEUadDbKNMaKdMZKdUZKdeZKG8yYnMK3edpAn0ZHB5AUkQAg8MDSI5QkRQRwKBgP+QDkE3o5Ry8gsZL3xBFkTfffJMnnniCO++8kzfffLNfx6tuNXP76sOkmHJ4y+8fKEUnXLMS0m/o87X1dj0v57zM1xVfMyR4CM9PfZ6R4SM9MOuLI4oip7Zto/3Fv+Cv0+EclU7Si39BlZzU72N34XS4yd9ew5FtNQhOgZEzBpG5YDC+qoG5C7UY9ORu+oq8bZtxO50MnzaL74vLKa2qZvPmzf06tqvdhmlfPebDWkSngG9aKOrpsSgHB/ZbTIXFYuHYsWPk5OTQ3t5OQEAA48aNY9y4cX1yJ14Ku72ZpuZv0ek2o9cfASAwcDRRkQuJjFqAr4/nLEYWi4XDhw+Tk5NDdEIifmPGk4+SXW0Gyi12AGJ9FcwMDSQrRMXUYHWf+kw9+OCDrFmzhpdffpkHH3zQ45+dWxCpa7dQqjVS3mSioslEZYuZymYTBpur+zyFTEJCWEC32EkIDSA+1J+4UD9igv1QeMVOf+EVNF56T0dHB7fffjv79+/ns88+48or+7fLdRdNBhvL38/B1FTFxqjVhLblwfgVcNULoOh7AOSeuj38cf8fabG1cOeIO3kw48F+ia0RRZGysjKys7Mxm81MmTiR+KIi2v7+f4huN+EPPEDYiruQDFClYeiMrzm8+RQn9jWg8JUzfn4io2bGIuuHlOfzjt/RTs7X68j/7htcLidFTW28sXZ9r6sOXw5usxPzwUZM+xsQzE6UcWrUV8TiOzys3+KLBEGgoqKCnJwcysrKkEgkDBkyhLFjx5KamupRF+OPsVrraWragq5pM0ZjESAhODiTqKhriIy4yiMtF6AzK+/o0aMcOHCA8PBwsrKykEXFsKvdyM42A9ntJkyn065HqHzJClEzLUTN5KCAyw4u3rZtG8uWLWPq1Kl8+OGHfY7f6wmiKNJmdlDZYuZUs5mKFhOnms1UtpipbjXjdP97SZRKICbYj7gQf+JD/YkP8yc2xI/4UH8GBfsRrvJBOgCxbP+leAWNl95x6NAh7rjjDlQqFbt27fJYGf2eorc6ufeDXPKqmlg/dCcjq/4FkSNg6fsQMbTP1zc4DLya+ypflX/F4KDBPDflOTIi+5Zd1YUgCBQWFpKdnY1UKiUrK4thw4Z1F2RzarXoXngR43ffoUxKQvOHPxAw6eIVcz1Na4OJ/esqqClqRR3my+TrkhkyLnLAskBM7W3sWfsRBdu3olQqSZ91JRMW30hguOfSkc+HKIpYDGaMhxtw5bSCwYUQKMUyVIlxkIjd5cDh6NzsdjtutxtRFM/aJBLJOZtMJsPHxwelUolSqex+fOYxu93OyZMnKSgowGg0olKpyMjIYOzYsf3e08hiOYVWtxmdbhMWSwUSiYyQ4MlERF5FRMRcfJThfR7D7XZz/PhxsrOz8fX1JSsri6FDh+IWId9oYW+7kb3tJnL0ZhyiiFwCYwMDyApRMT1EzdhAf5Q9yAjs6Ohg9uzZGI1GPvroIyZMmNDnufcWtyCiNdioabVQ226hts1CTVvX3kqLyX7W+XKphKhAX2KCfYkO8iM62JfoQF+ig/2ICfJDE+RLWIDSK3rOj1fQeLk8BEHglVde4fnnn2fJkiXcc889TJs27SeZi83p5pFP8/i+WMdrY5u5rup5JE4LzH8ZxtzW5ywogP31+3n2wLNozVpuH347D495GD9576xALpeLY8eOkZ2dTVBQEFlZWSQnJ19QJJh270b7/J9w1tWhnjePqN/8GkU/lNi/GLXFbWSvO0lrvYmowYFMXTKE6AEKHAYYEh/H7+6+nfbSYiQSSJ89j4mLl6IKvXzrgcPhoL29HYPBgNFoxGQynbU3Go2YzWaUSiX+/v74KH2ItYeQ2BaC2qrEqRBoj3VjGSxDpu4UIXK5HIlEglQqPetz/LHIcTqdZwmhrsdnPrfb7ZhMJtxuN76+vrhcLmw2GwChoaEkJSWRmppKSEgIISEh/RJzI4oiJnMpOt0mmpq+wWqtAaQEB48nMuIqIiKuwtc3uk9jCIJASUkJ+/btw+VyMXXqVNLT07sFvcUtkKM3nxY4Ro4brYiAn1TK+CB/JgWpmBQcwNjAAPwu4L7Jzc1l5cqVrF+/nmeeeYZf/epXHq/g7AksDhd17VZqWi006q006G1o9TYaOqw0nn7cVTSwC5lUQliAkgi1DxFqH8JVnfsI1dnPQwOUBPkpkP3viB+voPHSc5qbm7npppsoKChgw4YNpKen884773DjjTcSH+/ZwMKe4nILPL2+gM9z67h/rD9PWF5DUrUHRt4AC18H375bjkwOE68feZ3Pyz4nXh3Pc1OfY1zUuB6/XhAECgoK2LVrFxEREUyfPp24uLhLvxAQbDZaV6+m9Z13QSIh/L6fEbpiBVKfgSsMJggiJQcaOfR1JRa9g+QxEUwaoMDhK664ghkzZvCrhx/i4Pq1FP2wHalURvrsqxh/zfXnWGwEQaC9vZ3W1tbura2tjZaWFqxWKyEhIQQGBqJWq1GpVKhUKtRqdfemUqnOEQqiKGKv1GPaU4ettB3kEvxHR6LKGoQy2vMBxA6Ho1to6XQ6ysrKqK2txW63I5VKUSqVOJ1OgoKCCAsLIzQ0lLCwMMLDwwkLCyMw0DOxP6IoYjKV0Ny8jabmrZjN5QAEBmZ0ixt//4Q+Xb+yspI9e/ZgsViYNWsWaWlp58y9w+lif4eJ7HYTh/RmikydAkchkTAm0J9JQQFMClaRGRSAWi6jo6ODd999lzvvvJPS0lKuv/560tPTWbt2LeHhfbc0DSSCINJmcdDYYaNBb0Wrt9FstHdups59y+m9Szh36ZVIINBXQYi/gmB/JSH+CkL8ld2PgwOUBPrKUfnIUfsqTu87n6t85f+/xft4BY2XnpGbm8v8+fNJTU3l+++/x/90N96ysjK2bNnCfffd131soBFFkZe3lfLWDxVcmRbOPxJ2o9jzFwiOhxveg0FjPTLOocZDPLP/GRpMDSxLW8ZjYx/DX3Hh31kURcrLy9mxYwc+Pj7MmTOn18LPWV+P7qWXMX73HYq4OKKeehLVzJkDWgjMaXdzbHsNR7+rwe0UGDY1mswFg1GF9J+4euyxxzh58iRbtmwBoEOn5dD6tRTv2QlA3JgJBA0bRZvZQnNzMx0dHajVasLCws7ZAgMD+3yX7my2YMpuwHJEh+gU8EkOQjV1EL5pof1ax0cQBCorKzly5AilpaUIgoBGoyEuLg6VSoXBYKCtrY3W1lasViuhoaFERUURHR3dvfn0UQSbzZU0N2+lqXnr6ZgbUKmGERlxFeERV6IKGNqrv0dRFDl58iQ7duxALpczZ84cEhMTL3i+3unisN7MQb2Zgx0m8o0WXCJIgREqP4Iaa5gQrObWCWMZ5KvEYrEwZ84cysvL+fbbbxk/fnwv34H/XARBRG91niVy2swO2i1OOixn7h20mzsfn5mafiF85NJugeOrkOGnlOErl+GrkHY+V8jwUXQ+91PI8FXIUMikyKUSZFIJCpkEmVSKXCY545gUmVTSrT66BMPZMkPsPuYWRZxuAadbxOUWcQmdj51uAVfXcUHg11eleQWNl0vzySefcO+99/Lwww/z0ksvnfPzbdu20dbWxs033/yTVtr84EAVz35dRHpsMGvmuAne8gCYdDDnWZj0IHjA5GxxVqZh1AAAIABJREFUWlh5dCWflHzCINUg/jDpD0wZNOWc82pqati+fTs2m43Zs2eTmprqkffGvH8/2j+/gKOigoBp04h6+il8Bg/u83UvB4vBQe43VRTtrUcilTBqZixjr0rAN8DzGVFdFYMLCwtpaGigsbGRxsZG6k9V4KypRNamA1EkemQGmYtuYPDwEf2W/nwmgsWJOUeLaX8Dbr0DeZgvqqmD8B8XhdSnfztAm0wm8vPzOXbsGM3NzchkMtLS0sjIyCApKQmXy0VbWxtarbb7/dLpdAQGBhITE0N0dDQxMTFoNJpeixyrtZbm5u9oat6KXn8UAF/fQYSHzyI8fA4hwROQSi8vmF0URQoLC9m5cyfh4eHMmjWL6OhLu7fMbjdH9RYO6E18X9vICSe4Tv+vR/soGBfoz/jAAA59/C8+/8sLrPrnWz0qxPffjt3lRm9xYrS7MNlcmOwujDYXRpsT05nHTh+3OtzYXW5sTjc2p4DV+e/Hdqcbq9N9XivRQCCTSqh4YYFX0Hi5MIIg8OSTT/LPf/6T999/nyVLlpz3PLfbzXvvvUd6ejqTJk0a4FmezXdFWh79LI9ItS8f3pJCwr4noGQzpMyFxW9BgGdMzkd0R3h2/7NUGapYmLSQX2f+mlDfUHQ6HTt37kSn0zFz5syzYgM8heh00vbxx7T835sIdjthy+8g7P4H+q2T94XQN1s5vLmSssM6fPzkjJkbz6hZcSj62CtJFEU6OjqoqqqisLCQu+++m9///vfEx8d3WxtiYmIIDQ3F3N5G7ub15G//FpfDQeqkLCYuXkpk4sCkvItuAWthK6Z99ThqjUh8TxfqmxyDPKR/qgF3jy2KNDQ0kJ+fT0FBAVarFZVKxahRo8jIyDirfpEgCDQ3N58lCnU6HUFBQSQkJJCYmEhiYuJlF6YDsNubaGndRUvLDtrashEEGzKZirCw6YSHzSI8fAYKRUiPr+d2uzly5Ah79+4lMTGRmTNn9igousvVdOsdy9H5qThiMHNEbybXYKHW5gBALorYy4oZ6SPjsflzGRsUQJyv0tvywEO43AIuodN64hZEXMK/rSpuQcTpFk/vz44L6nr7JWd4jbqOyaUS5KetPgpZp7VHIZWikEuQSzuPnw6S9goaL+fHYDCwZMkSCgoK2L17N0OHXjxzqL29nVWrVnHrrbcSM8CBqz8mr6adu9fkIooiq+4Yz7imdbDtafALhevfgaQrPDKO3W3n3ePvsrpwNQHyAGbLZqOqUTEtaxrjx4/vd0uBq7mZptdeR79+PfLISCJ//TiBCxcO+JdzS52JQxsrqCpoxT9ISebVgxk2NRrZZfjf29vbqaqqorq6mqqqKtxud/ciu3jxYlauXMn1119/wddbDHqOfrORvK2bcFitJI2bwKTrbyJ6SN8z3nqKvcaAaV891sIWEMF3WBiqydH4JAf3e1sJl8tFWVkZ+fn5lJeXIwgCMTExjB49mvT09PO6gwVBQKfTdb/n1dXVqFSq7vc9ISHhsgWO222lrX0/Lc3baWndhcPRDEgJDhpHeMRswsNm4e+f1KO/UYfDwYEDBzh06BAjRozgiiuuuOB8RFHkww8/JDk5malTp57zc53dyRGDmVy9hb3aZgrMNlB2WqdCFTJGq/0ZrfZnlNqP0Wp/YnwUXpHz/x9eQePlXE6ePMmVV15JUFAQ+/fv73FsTFFRETt27OBnP/tZv/Wq6SlVLWbufP8wjXobK28ew7ywJvhyBbSehCkPw6zfg7zvsR9Op5Mvd33Ju9Xv0qxsZkLUBJ6Z8gzxgQMXJG09dgzt83/CVlSE37hxRD35JH7p/V8Q8Mc0nOzg4PoKGiv0BEX4MfHaJIaMjTzvYm61Wjl58iQVFRVUVVXhcrm6F9LExETCwsK6F5Trr7+e8PBw3nnnnUvOwWYykbdtE0e/+RqbyUjCqDFMXLyU2OHpA7ZAuTrsmA82Ys7RIpidyMP9CJgUTcC4KKR+/e8OM5lMFBQUkJ+fj1arRSqVkpKSQnp6OqmpqSgvUNeoS+BUVVVRVVVFTU0NarWahIQEhgwZQlJSEgpFz92KoihgMBbQ0rKDlpYdmEwlAPj6xhIWNp2w0OmEhExGLr+4aDKbzezdu5eCggKmTZvGhAkTzrF65ubmcuzYMVasWNEji2iHyczUZbdiCNdw1QOPcEoio8Rso6tkTLhC3ilyAv3IUPuTrvZDo/SKnP9wvILGy9ns2LGD6667joULF/LJJ59c9uu/+eYb2tvbWbZs2U+eJtlqsnPPB7kcq+3gmYXDuTMzEr77HeS+B5p0uH4VRKb1+vplZWVs3boVjUbDlXOv5Hvd97x+5HWcgpP7R9/P8hHLUUgHptKu6HbTsW4dzW+sxN3WRtC11xLxy1+gOE8n4n6dhyhSXdDKgQ0VtDWYCY9TMenaZOJHhNLe3k5ZWRmlpaU0NDSQmJjIkCFDGDx48FkC5se89dZbvPnmmxQWFvZ4Hg6rhfzvvyV383os+g40Q1LJXLSEIZmTkEr7N8alC9ElYClowXygAUeNEYlCin9GJAGTo1HGXL5rpzdotVry8/MpLCzEaDSiUCgYNmwY6enpJCUlXbRwnyAIaLVaTp06xcmTJ2loaGDw4MGkpqaSmpp62dYbq7We1rbdtLbupr19P263BYlEQXDQOMLCphMadsVFA4tbWlr49ttvMZlMLFiwgISEzgyrM7OaIiIur07RLbfcwubNm1m/fj1TZsyk2GQl32gh39i5LzPb6HKOhCpkDAvwY4TKj+EqX0ao/EgN8MXnPzAd/H8Ur6Dx0okoiqxcuZLf/va3vPDCCzz22GO9uo7b7eajjz4iJiZmwCoHXwyrw82jn3XWqrl32mCemj8MaflW2PgwOExw5XMw4WeXVbOmvb2drVu30trayvz580lOTu7+WZOliRcPvcj2mu2khKTw7ORnGRUxqj9+tfPiNhppfecd2v61BuRywu6+m7AVdyEd4Aw0QRApO9TIgQ0nsehd4G/FHlxH8uho0tKGXtbdvlarJSEhgY6ODvz8Lq8GkNNhp3j3DnI3radD10iwJprxC69n+BWzUCgHLvXdUW/CfLARy7EmRKeAMiEQ1aRo/NLDkcj7f0EUBIHq6moKCgooLi7GZrPh7+/PiBEjSE9PJzY29pI3IFarlfLycsrKyjh58iQRERGkpqYydOhQIiIiLst6IQgOOvRHaGvdQ2vrbkzmUgB8lFGEhk3vFDghk8+JvRFFkRMnTrBt2zYSEhKYM2cOGzZsuKCrqSe88cYb3d97jz766Fm/h9ntpshopcBkpdhkpdhko8RsxXo6+FUmgSH+neJmeIAvw1V+DA3w9bqsfhq8gsZLp6/6nnvuYdOmTWzcuJHp06f36XoWi4VVq1YxY8YMRo0auMX8QrgFkec2FbHmQDVzh0fxxs0Z+DvaYONDUP4dDJkD174J6ov3sXE6nWRnZ3P48GGmTJnCpEmTLhgns7NmJ38+9GeaLc0sS1vGo2MfJUAxcEG7jro6ml59FeO3W5FHRRHxi58TtGgRkn6+mxRFsXvhLC0txd8vgChlKvpyBVaDi+ghQUy8JolBQ3seJAqQkJDAa6+9dsHA9EshCG5OHj7A4Y3r0FWW4x8UzJh51zB67gL8VOpeXbNX87A4MR9pwnywAVerDWmAgoBMDQETNMhDB8ZN63K5uisSl5aW4nK5CAoKIj09nZEjRxIVFXXJxdjtdlNVVdVtcZNIJAwbNoxRo0b16PU/xmbX0ta6l9a2PbS17cXlMgIS1OrhhIRMITRkCsHB45HJOoW5w+Fgz549HD58GD8/Px5++OHLcof9mD179nDttdeyaNEi3n333Qu65aAzjfiU1U7RaYFTfFrs1Nud3eeoZFJS/H1JDTi9+fuQGuBLnK8SqVfo9BdeQfO/jtFoZMGCBdTW1nLw4EE0Gs80p2tqamLNmjXccsstDBo0yCPX7AuiKPKv/VU8v7mY4TGBrLojE02gD+Ss6nRDKQNg0d8h7erzvrbLvRQTE8PcuXN71EDQ5DDxt7y/8VnJZ0T6R/LkhCeZHT97QO/cLEePonvxL9gKCvAdMYKop57Evx/qcDQ1NXH8+HEKCgrw8/MjPT2d4cOHExLSKVzcToHi7AaOfFuFWe9g0NBgJlyTREwPqw4vWbKEkJAQVq1a1ad5iqJIbVEBOZvWUXXsCAofX9JnX8W4q68lMLz/+0V1z0MQsZ/swHSgAVtJG4jgMySYgAka/IaHDYjVBsBut1NSUkJBQQEVFRWIokhoaCgjRoxg+PDhaDSaS/69iqKITqejqKiIgoKCzlYV6emkp6f3qpeSILgwGI7R1n6A9vb96PV5iKITiURBUNCY0wJnMlJpMm+99Q4RERHYbDYWLFhw0fo1l6KhoYHJkycTHx/PN998g1p9eUK33enihMlGucVGmdlG2em9zvHvxpV+UglDTgudJD8fkvx9GHx6H3iZfau8nINX0Pwv05VarFAoyMnJuehdSW8oKSnhm2++4d57773sL4f+YmeJjkc+yUPlK2f18kxGDgqC5lJYdw9oj8PY5TDvxU6BA+j1erZs2UJbWxsLFiwgKeny04Hzm/N57sBzlLWXkTUoi6cnPE1cYM8qBXsCURAwbNlC06uv4dJqUc+dS+SvH0fZw2rFF8JgMFBQUNCdMty1iEVdJG7H5XBTtLeBI9uqsRocxA0LYcI1SWiSLi4Q3377bf72t79RVFTUpzmfSXP1KXI2fUVJ9m4kEglpU6Yz/prriUgY2Lo+rg47llwt5lwd7g470gA5/mOjCJigQRExcK5Cs9nMiRMnKC4u5tSpU4iiSEhISLe4iY6O7pG4qa2t5fjx4xQXFxMZGdktbi/XXdiF222hoyOXtvb9tLftx2gqBkRE0QdRHEJqyiI69FHs2llOfHwi8+bN63WRT4fDwfjx43G73ezateus1Pfeone6KLfYKTPbKO0SO2bbWRYdgDCFnMF+Sgb7+5Dk92+hM9jPB7VX7PQEr6D5X6WiooLp06czdOhQtm/f3m8BvHv27KGsrIw777xzQAqe9YQTjQbu/lcO7RYnK2/OYO4IDbgcsOvPkL0SQpMQr3+HvCYpO3bsYMKECZ0dgvvQ+dgluPjkxCe8eexNXIKLe9LvYUX6in7p4n0hBKuV1vffp/XdVeByEXL77YTffx+yy2gs6nQ6KSoq6s6g6XIzJCQkXJblyelwU7i7nqPbqrGZnCSMDGPCNYOJTDj/XHQ6HfHx8bS1tREQ4FnXnaG5iSPfbKRgxzacdhvxI0czdsG1JI0Z3+8uujMRBRF7eTvmw1qsJ9pAEFEmBhIwQYN/ejgSxcAtamazmZKSEoqLi6msrEQURYKDgxk+fDgjRowgJibmkp/3ma6tiooKBg8ezOjRo0lNTe3T943T2U5t7XYOH/6AuHgzNls1ADJZAC5nAo1aNekjr2fUqGuQSi///0sQBObMmUNZWRl79uzp1U1MT7C6Baqsdk5Z7VRa7FRZHVSeft74I7ETLJcR56v89+anPOu5V/AAXkHzv0leXh6zZ89m/vz5fPzxx/06liiKrFu3DplMxuLFi/9jAuWajDbu/eAIx+s6eGp+GvdOO10b49RehK9+BkYteaqZxN6ykqgYz1lTmixN/DXnr3xb9S1x6jiemvAU02IHtrmnU9dE88qV6NevRxYYSNj99xNy6y1IL2Kha2trIycnh/z8fGJjYxkzZgwpKSl9FqkOm6tT2HxXjd3sInFUOOMXJBKVeK6wSUxM5JVXXmHp0qV9GvNCWE1Gjm/fyrFtmzG1tRISHcOY+YsYccVslL69sy70FrfRgfmIDkuOFlerDYmvHP8xEQRMiO6X/lEXw2KxnCVuBEEgKCiIYcOGkZaWRlxc3CXFvs1m48SJExw9ehSDwcC4ceMYO3Zsrwr5AXz11VeEhYVxxRVXYLNr6ejIOb0d7u45JYpygoLGEBY6ieDgTIKCxnTH4PSEW265ha1bt7Jz504yMjJ6Nc/eYna7qbY6TgsdO3V2J7VWB7W2zs0qnF2YrkvwRPso0PgoiO7elN3P1TLpf8z3bz/hFTT/a+zcuZNrr72W+++/n1deeWVAxnQ6nd2VhKdMObdNwE+FzenmV5/ns6WgkZsz43ju2hEUHs9n3/Yt3Bh4BI12V2d693VvQ9QIj459sPEgfz74Z6oMVcyJn8MTE55AE+CZ+KWeYjtxgqZXX8O8bx+KmBgiHnu0szDf6cVJEATKysrIzc2lsbGRMWPGMG7cuO64GE/isLo4vquOY9trsFtcxA8PZdyCxLNibJYuXUpgYCCrV6/2+Phn4na5KDuUzdEtG9BWlOPjH0D67KsYM2/hgMbZwGmrzSl9p9WmsAXcIopBKgLGRuKXEYmsH9pNXAyLxUJpaWm3uHG73fj5+ZGamkpaWhrJycmXdF03NjaSm5tLcXExQ4YMYfz48cTHx/d4sdVqtXz00Uc88sgj523d4HC00dp6iMLCr7DZC/D3bwUEJBI5atVwAoPGEBQ0hqDAsfj6XtzS9Ktf/Yp33nmHr7/+mpkzZ/Zofv2NKIq0Ot3d4qZ7szpotDvQOpy0Oc/t0+QvkxKt7BQ8Gh8F4Qo54Uo5YUo5EQo54UoF4Uo54Qr5BbuY/4fjFTT/S6xdu5YVK1b0KS27t+j1elatWsWiRYtISUkZ0LEvhiCIvL69jL/vPElSgJNFYU0sW3JtZxxIyRbY9BhYO2DmUzDlMZB5zm3mcDv4oPgD3s5/G4lEwv2j7+f2YbejkA3sImU+cICmv76KragIn6FDUT/0ICd8fDhy9CiBgYGMHz+eESMGpkeSw+qicE89x7bXYDU6iUkJZvyCRGLTQnj33XdZuXKlR+NoLoYoijSWl3Dkm68pP5QNQMqEKYy7+lqiU87tCt3fuM1OLHlNWI7qcDaYQSbBNy2UgLFR+KaFIBngRchut3Py5ElKSkooLy/HZrMhl8tJSkoiLS3tkrVqbDYb+fn55OTkIJPJGD9+PKNGjbpkf6lPPvmE5ORkJk6ceMk51tbWsmnT58QMspE2VIrZchyD4TiCYANAqYw8LW4yCAoai1o9Epns7GyzrrTu999/nxtvvLEH78xPj80toHM4abQ70do7912b1u5E53DS4nRh+VELgi4CZNJuwRMslxOikBEklxGskBEslxOkkBEs79yCFHJC5DLUchm+UslPaQXyCpr/Ff72t7/x9NNP89577/1k/5Q1NTWsXbuWu+66i/Bwz/RU6iuiKJKXl8c/vsnlB/MgBoX6s+qO8aREnQ5iNrfCll9A8UYYNA4W/xMiUj06h3pTPS8dfoldtbtICkrid5N+R6Ym06NjXApREKhb+zltf/87yrY2LMnJRD7+K+J+ortSp8NN8d4G8r6rxqx3EDU4kJSpIUyYPZympqYeZZl5EkNLE3lbN1Owcxt2sxnNkFTGLriW1IlTkMkHVoACOBrNWI7osBxrQjA5OwOJMyLxHxuFIiZg4MWW2011dTUlJSWUlpai1+sBiIuLIy0tjaFDh16weKIoipw6dYrc3FxOnTrF6NGjmTx58nk/4+rqajZs2MBDDz3UY4HtdDrZuXMnhYWFzJ8/n7S0FEzmUvT6PAz6PPT6PKy2GgAkEgVq1bBOK07gaNTqdPz9E/niiy9ZsWIFL774Io888kgf3qn/LMxuN60OFy1OFy1n7rsfO+lwuulwuelwuTC4zi+AupBJOsWQSiYjQCYl4PReJe98rJJJ8ZdJ8ZNKUUol+Eil+JyxV0ol+HY9lnSeI5WATCJBBkglp58j6Twm6TwmA2J8lV5B89+OKIo89dRTvPXWW2zatKnPNWb6Sl5eHtnZ2dx99929znrwFCaTiY0bN2IymVi8eDF1NgX3fXgUm9PNGzdlMGf46WwdUYTCdfDN4+C0wuxnYOL9HunefSa7a3fz4uEXqTfVs2DwAn4x7hcD4oaqra1l3759NDQ0MHHcOFJOnUL/7ircbW2o580j8uePoexDOmxfcDndlBzQcnRrNcY2G82mWiJHSHngidv6vT/S+XDYrBTv3snRbzfS3thAQHAI6bPnMWrOVahDB16ki24RW3k7liM6rMWtnS4pTQD+4yLxz4hEpvZs5mKP5iSKaLXabnGj1WoBCAkJISUlhZSUFBITE89bN8ZgMHDw4EHy8vJIS0tj6tSp3Tc/oijy3nvvkZmZ2av6VrW1tWzcuJHo6Giuvvrqs9qz2B0t3eJGb8g7y4ojk6lQq0dg0Afzyl+/YPKkm/ntb98YsIrT/0m4RRGDy90tcvQuV/djg8uN2S1gdrsxuQTMbgGT243l9N7sFk4fd2MTRI8LBe3MDK+g+W9GEAQeeOAB1q1bx969exk2bNhPPSUAvv32W1pbW7nlllt+svYIlZWVbNiwgdGjRzNjxozuoMZGvZWffXCEwgY9j88dyoMzkv99V2nUdrqgyrZCwtTOYnyhnk3xtblsrCpYxfuF7yOTyrgn/R6Wj1ju8WwoURSpqKhg37596PV6pkyZQkZGRvci4zaZaXv/fVrffx/R4SDkxqWEP/gg8p/IsuZ2C5Qd0rH1wxyUoooQjT/j5ieSMj4S6U/g7xcFgVP5R8j/7hsq83KRSCQMyZxExtyFxI0YuL5RZyJYnFjymzEfbcJZawQp+KaE4JcRid/wUKQ+P02WYUdHB+Xl5ZSXl1NZWYnL5UIulzN48OBugfPjuCyr1crhw4c5fPgwCQkJZGVlYTAY+OGHH7jvvvt6/f46nU6+++47KioqWLJkyQVrZAmCC4ulAoOhAIOxAKOxEJOpGEHo7NrtcMiJiswkMDAdtXokavVw/PzikUj+90RObxBFEZcIdkHALoj/3oude8fpYw5BxC2KCHSKKUEEN6f3ooj7jOe3xYR5Bc1/K4IgcO+997Jp0yZyc3OJjx+4ZomXQhAEPv74Y6Kiopg7d+6Aj717926OHj3K4sWLz2pb0IXN6eaJdcfZeKyBq0dF88oNo/BXnl4MRBGOfQzfPgmiAFf9CcbddVmtE3pCnbGOV3NfZXvNdgapBvH4+Mc9UpRPEAROnDjBvn37EASBqVOnMnLkyAsKS1dLCy3/+Aftn3+BRKkk9I7bCbvrLmQD7PLpIjcnl8fu+gMP3/gMbQ1mAsN9yZgTT9qUaBTKn2Yx6dBp+X/snXd8U/e5/9+WJVmy5b33whuMAQMJmA0JEEbAYUNDyCLpym3z67i9bdq0vbdpm9vscduELEKAACWEjYEAYQ8bL7y38bYsW1s65/eHsAJh2eBF4vfrdV7nIB3pfGWkcz7n+T7P58nav4ucQ/sxdLTjFRxKygOzSZw4Dac+bjnRiblBh+58PbrMRqxqIw4yCYoEL5xT/FDEevaZcd914zKbqaiosLdQaG1tBcDHx8cubsLCwuzTSSaTifPnz3P8+HEMBgMTJkwgLS3trn8Hubm57Nq1i7S0NO67774uvZ8gmNFqiygv/4r1n/43I0d64+NjQBRtJdYSiRKVKhaVKh6VKgFXVQIqVRxS6cDw4PoeMChovosIgsDq1avZu3cvFy5cICgoqL+HdB16vZ5//etfTJgwoc9KIjUajb2EfOHChbdMWBRFkf87Uspf9lwiIcCNfz6aSrDHVVNk6ir44kdQehgiJ8G818AzosfHfOryKf5y+i8Uq4sZGzCWX475JTGe3U+qFgSB7Oxsjhw5grOzM2lpacTGxnb5wmAqL6fxtdfQ7NqNxNUV7zWP4bnqBziq+raEGCAoKIh33nmXoWH3cX5vBfVlGhQqGclTQhg2KQSFqu9zWsDWN6rwxDEy935JXUkRMicFiROnkPLAQ/iERfTLmERBxFSpQZfZiP5iI4LOgoNSivMwH5TDfXGKdO+XqbtOmpub7eKmoqICq9WKTCYjPDyc6OhooqKi8PPzs4saAKVSyeTJk4mOjr4rYdPa2srnn3+OSqVi/vz53TLjq62tZcSIEcye/QCvvPILtNoCOjryae/Ip6PjEhZLm31fhSIElSoeV1UCLqo4VC4xKJXhSPqoce33iEFB813DarWyatUqDh48SGZmZo+1MugNGhsb+eCDD1i2bBkhISG9eqzCwkK++OILu0leV6e6DhU08JMNF5A7Snh75SjGRHp986Qo2jp3738BRCtM+52t0WUPz61bBAubCjbxZuabaM1aFsct5ocpP8Td6fZRElEUKSoqIiMjAycnJ6ZOndptE7yrMRQU0Pja63RkZODo4YH3k0/iuXwZkj7Mh+rs5L5+/XpbJVKxmvP7KqnIbkYql5A4Pojh00Jx8+m/HK264kIy9+3i0vGvsJrNhCQMZfiMWQwZMw7pXfQcuhtEq4ChSI0+swF9XjOiScDRTY5yuC/OKX79kkx8NUajkbKyMkpKSigtLaW5uRkAlUqF2Wxm9OjRjB49murqag4dOoSrqyvTpk27q3OH1WolIyOD3Nxc0tPTuxXJrqurIyUlhWnTpvHRRx/Zp61FUcRorKOj49I1IkenK4crvbsdHKQ4O0fi4jwEZ5doXFyG4OISg7MyEsc+NNv8jjEoaL5LWK1WVqxYwZEjR8jMzOwR2+7epqCggJ07d/LEE0/g1g3H2q5itVo5cOAAeXl53T5hdVLS2MGTH52lslnH7+clsWLstzwz2qphx3NQvB9CxsD8N8A3rgc/hQ21Qc0bmW+wuXAzbnI3fpTyI9Jj05FKbpwbUVlZyYEDBzAYDEybNq1bEZnboc/OpvHV19AeO4bU1xfvtU/jsWjRLc35eorOKpeampprHm+u6SBzfyWFp+sRgSGj/BjxQBi+of0X8te3a8g5tJ+s/btoa6hH4epG0sQpDJs6E++Qvmt/8W0EkxVDfjO6zEYMBa0giEh9lCiH+aAc5oMssH/FDdhyb0pLS7l48SIVFRV0Xod8fX3t7r15eXmEhoYyderUu6qc7LzhGTt2bLemtBoi3msWAAAgAElEQVQaGkhJSWHixImsX7/+lgaDVqserbYIrbYEra4Yrda26PWVdAodkKBUhtkEjnM0SudwnJURODtHIJf79fv/yQBnUNB8VxAEgZUrV3L48GEuXrw4YMqiu8KxY8fIz89n9erVd9Ux99vcTUj522gMZn664QKHChpZNCqEPz48FMXVVvSiCBc3wZ5fgkkLk34B45+DXvCUKWgp4KUzL3Gm7gyxnrH8asyvrinzrq+v5+DBg9TX19s7nvdW8rXu7FkaX3kV3dmzSIMC8X32Wdznz8ehF6MQZrMZLy8vjh49esPpyvYWA1kHq8g7WovZaCU00YuRD4QRHOfZbxcEURCoyM4kO2MvxWdPIlitBMUlkjztQWLvG4/MqW86bd8Iq9aMPqcJfXYTxhI1iCD1VqAc5msTN/0cudm0aRMRERGEhoZSWlpKSUkJlZWVWCwWHBwccHV1Ra/XExYWxsyZM/H19b2j43ROSUulUhYsWNBlF+OmpiaSk5OZMmUKH3/8cbd/a1arEZ2+7IrYKUanLaFDW4ReX2HPzwFwdHRGqbQJHKVzhF3oKJ0jkMtuXBL/PWNQ0HwX6MyZ2bdvHzk5OfeUmAFbiHbr1q04ODiwYMGCHvlhlpWVsWXLFsaPH9/lpL/bIQgir2QU8VpGEUOD3Xh7xShCvb4lkjoaYff/g9xt4D/MFq0J6vkcIVEU2V+xn5fPvkyttpapoVN5PPZxSs6UUFJSQlpaGqmpqX1ihieKIroTJ2h45VUMFy8iCw/D90c/wm32bLvrcE8zffp0kpOT+d///d+b7mPQmsk9WkPWwWr0GhO+Ya6MmBFG1EhfHPvRCVXXpib3qwyyD+6l9XItTs4uxKdNJnnag/hF9E7foK5i7TChz21Gn3NF3Ajg6KWw5dwM80EWrOrTC6dGo+Htt9/mueeeu8Zwz2w2U1VVRVlZGRUVFVRXVyNcaQegUqlISEiwJxhfXZ59OwRB4NChQ2RnZ7NkyRICAwO79LqGhgaSk5N58MEHWbduXY/cQAiCBaOxFp2uHJ2+Ar2uHJ2+HJ2uHIOhGlH8pou3o6MzCkUwCkUISkUICmXntm0tk/WfmO9DBgXNvY4gCDzxxBPs3LmTrKysAZ0zcyvMZjPr1q0jISGBCRPuvLeRKIqcOXOGI0eOkJ6eTmRkz3dOzsiv57mNmThKHHh16Qgmxd7gjjD/S9j5M9A2wbgfw+RfgaznczoMFgPrstfxXvZ7mAQTE1wn8LsZv8Pf7eYdr3sLURTpOHSYxtdew3jpEvIh0fg88wxuM2f2uLB58803eeutt7rkGmwxWyk4WUfmgSrU9TpUnk4MmxxCYloQij5uHXA1oihSnZ9DdsZeCk99jdVsxj8qhuRpDxI/fiJyZf9USHVi1Zox5DWjy27CWKwGQcTRS4FyqA/OneKmlxOKDx8+jFar5aGHHrrlfiaTierqagoLC8nJyaGjowMABwcHAgICiIiIIDw8nNDQ0C41N83Ly2Pnzp3MmjWLoUOHdmmsdXV1JCcnM3fuXP71r3/1qoAQBAsGQw36KwJHb6jCoK9Gb6jBYKjGYtFcs//VgkehCMRJ7o+TUwBOTv5XlgCkUtd7XfQMCpp7GVEUWbt2Ldu2bSMzM3NAVjN1B41Gw/vvv8/kyZPvqPLJarWya9cuqqqqWLp0KV5eXrd/0R1S3qRl7SfnKKhv5+czYnl28hAk3z6561th33/BhU/AewjMewPC7++xMYiiSEFBAXv37sU9yJ1iv2J2VOzARerCU8lPsSxhWZ9287aPSxBo37ePxjfewFRcgjwyEp9n1toiNj0UMWptbSUwMJDy8vIui3hREKnIaSbrYBXVl1qRyiTE3R/I8KkheAb0fbXW1eg72sk/eojsjL00VVUgc1IQe18aSZOnERKf1Kddv2+EoDOjz2tGn92EoVgNVhGJmxxlojfKRG+cotx7vBTcarXy6quvsnLlym7nA9bU1PDFF1+g1WpRqVQ0NjZitdr6G3l7exMaGkpoaChhYWF4e3vfMKJSV1fHZ599xrBhw5g6dWqXLva1tbWkpKSwYMEC3nnnnX4TCBZLu03c6KsxGL4ROnp9NUZjHWZzy3WvkUiUdoGjuCJ25HJf5HIf5HJvZHJv5DJvZDJPJDfJ2+tnBgXNvcx//ud/8u6773LhwoUB5TNzNzQ1NfHBBx8wb948YmO73mJAq9WyadMmlEolCxYsuG0/mJ5AZ7Lw663ZbM+sZXqCPy8vHo678gZ3/CUHbYZ86koYtRqm/x6Ud9fgsbm5mT179qBWq5k1a5Y9SbJEXcLLZ1/maM1RglXB/HTkT5kZMbNfTqydwqbprbcxFhYiDw/He+1a3OfO6RFhM2LECJYuXcovf/nLbr+2uaaDrIwqCk/XY7UIhCV5M3xaCKEJXv16l2rrH1VA9sF9FJ48ikmvx83Xn6RJU0mcOA0P//6PwAo6M/pLLRjymjEUtiKaBBycHFHEeaJM9EYR54VEeff/v3l5eZw+fZrVq1ff0etFUSQ7O5sDBw4QGRlJYmIijY2NVFZWUlVVhV6vB2xl4CEhIXaBExQUZG+weSfnlcrKSkaMGMHatWv585//fEdj720EwYjR2IDRWI/RWIfBWGfftq3rMRobEEXTDV7tgEzmaRM5Mi/kcm/kch9kUg+kMjdkUg9kMnekUjdkMg+kUndkMjckkl4/Jw8KmnuV1157jd/+9rccP36cpKSe7QTd31RXV7Nhw4Yul3N33kl1Jub15QVJFEU+PF7On3bmE+Kp5N1VqcQF3KCqxtgBh/8HTr4Fzj4w839gaHq3DflMJhNHjx7l3LlzpKWlMXbs2BtWVpyoPcHLZ1+moLWAZJ9knh/9PCP8Rtzpx7wrREGgPSPDJmzy85GFhuLz9FO4z5uHw11URb3wwgvs3r2b06dP3/F76DQmco/WkP1VDXqNCc9AF4ZPDSFubADSfjLq68RsNFB8+gS5Rw5SkZ0JokhIwlASJ00l7r60fp+SAhDNAoYSNYa8ZvR5zQgdZpA44BTlbhM3id5IPe7sQvbhhx8yatSoLk/53Ayj0Wgvlpg0aRKpqak4ODjQ3NxMVVWVXeA0NTUBIJFICAgIIDg4mKCgIAIDAzlz5ky3Ir+5ubncf//9/PnPf75nez+JoojFosFkasZkbsZsarZtm5owmW3b5ivPmUxN101zfRuJRHFF4LghlapwdHTB0dEFqaMzjtLObRccHZ1xdFThKHVG6uiCROJ01SK/wba806F5UNDci2zcuJHHH3+cXbt29Xtvpt6iqKiI7du38+ijj96yauFO5rp7gzPlLTy7/jwdBgv/vXAoC0bcRIhdzrKVeNeeh+ip8NDL4HX7RFBRFLl06RJ79+4lNDSUGTNm3LbM3SpY+aLkC9648AYN+gZmhM/gP0b+B6Fu/VMu3Jlj0/TWWxhycpAFBeH91FO4L1xwR+Xe9fX1hIeHU1JSclML+65iNQsUnasnK6OKpqoOFC4ykiYEMXRSMCrP/qtA6kTT1Ej+0UPkfpVB6+UapHInYsaOI2niNEKHDhsQfYVEQcRU1W4XN5ZGWwREFqxCEe+FMt6ry3k3jY2NfPTRRzz33HO3LIXuDg0NDezatQuj0cjs2bMJDb32d6DT6aiurqayspLq6mpqa2sxmWwRCrlcjkqlor29nXHjxjFixAjc3d1vefN05MgRZs+e3a8NgfsSUbRisbRjNquxWDSYzWrMljYsZg1mixqLue3Kv9uwWLVYrVqsVh0WSwdWqw6rVXtNonN3cHCQMXXKpUFBc69x8OBB5s6de0+1sr9TsrKyOHToEGvWrLnu4i2KIl999RWZmZndqkboTRo0Bn706QVOl7ewdHQov5+XdG1pdyeCFc68BxkvgmC2lXjf/2OQ3vii3tHRwc6dO2lqamL27NndTnTWmXV8mPch63LWYRbMLI1bypPJT+Kl6L0co1shiiLao0dpfPNNDFkXkQYE4P3kE3g88giSbk4V3n///UydOrXHQvudRn2ZB6oou9iEg4MDkcN9GDYpuF/Lvq8ZX9Elcr/KoOD4UYw6LSpvHxInTCFxwhS8QwbO1LO5UXdF3LRgqtSACBIXGYpYTxTxnihiPJE43zgpe/fu3XYjyJ5EFEVycnLYv38/8fHxTJ8+3T699G0EQaC5uZmamhpqamqora3l8uXL9moqFxcXgoKCCA4OJiAggMDAQNzc3K75jmzcuJE1a9bw5ZdfMqWfOtffK4iiiCiaroicTsGjxSoYEQQjomCybwuC6aq1bXtI9PODguZe4sKFC0ycOJE//elP/PSnP+3v4fQJX3/9NVlZWTz22GP27tyCILBjxw4aGhpYtmxZl/0i+gKLVeB/9xfy1uES4gNceWvFSKJ8bzI+TS3s/iXkfwG+CTD3FQi7z/5058l37969jBgxgkmTJt1VGXajrpE3M99kW/E2lFIljyY9yg8Sf4CLrH8SYkVRRHv8OE1vvoX+/Hmkvr54rV6Nx5IlXW6p8Oabb/L6669z6dKlHh+fpklPzpEa8r++jEFrxjPAmaGTgom7LxCnHsgRuVvMJiMlZ0+R+1UGFVkXEEUB3/BI4sdPIn78RNx8Bo6xplVrxljUiuFSC4bCVgSdBRxAHuZmEzdxXnYzP5PJxD/+8Q/Wrl2Ley/1DNPr9ezdu5fKykrmzZtHRBe7yVssFoqLi/nyyy9xdnZGFEUaGxvtzyuVSgICAuxLYGAg69ev53e/+x1HjhxhxIj+mfb9njAoaO4VSkpKSE1N5YknnuBvf/tbfw+nzxBFkX379lFTU8OqVasA+Pzzz7FarSxevPimd1f9zaGCBn62MROTReB/0pOZN/wWFWgFu2HX/4O2KnvScIdVxs6dO2lububhhx/u0Qq20rZS3rjwBvsr9uOl8OKp5KdYFLsIuWP//C1FUUR36hRN776L7sRJJG5ueK5YjteqVUhvk6+g1+vx8fHhxIkTJCcn98r4LGYrxecayD5cQ0O5BqmTI3Fj/Bk2OQTv4N4R06IootPp6OjooL29HaPRiNFoxGQyYTKZrtk2mUyYdVr01RXoq8sxq20tA2RevihDIlAGh+HkokIul1+zODk52beVSiWurq64uroil8t7NRIlCiKm6nabuCloxVxjK7GWuMlRxHpSr2jnYmshS1Yt67UxdNLpVH67aM230el0fPrpp/j6+vLAAw/Q1NREXV0dly9fpq6ujoaGBiwW2/SJVCrFaDSSn5/PmjVrSEpKwtfX966MPge5IYOC5l6gvr6ekSNHMnnyZNavX9/fw+lzRFFk27Zt6PV6DAYDXl5ezJs3r8fm1nuLWrWeH2+4wLmKVlaMDeO3cxJvPAUFtqThr/6CeOItLHI39jEJxehVTJo8udfM8bIbs3n1/KucqjtFkEsQPxzxQx6KfAjHfszH0Gdn0/x//6T9wAEcnJzwSE/H67HHkIfcPEemMx/i3Xff7fXxNVRoyP6qhqIz9VjNAoFD3Bk2KYSoEb44dqNs2WQy0dLSQnNzM83NzbS3t9Pe3m4XMB0dHTg5OeHq6opKpUKhUNxQjHSuHR0dcXBwwMHBAW1zE9UXz1OddZaOxgYcJBJ8ouPwTRiKW1gkVpHrRJFer7ePAbAft3Pt7u6Ot7c33t7eeHh49Ohvz9puwlDQiqHAFr0RjVZEB3AKccUpxgPFEE/kYa691iH8TqM1JpOJzZs34+DgwKJFi65xObdarTQ3N9sFTl1dHcXFxdf83VQqFX5+fvj5+eHr62tfd8cIcJBrGBQ0A5329nbGjh1LYGAgGRkZ/T2cfqO1tZW3334bT09Pnn766V6z8u9pzFaBv+8t4N0jpSQFufHm8pFE+Nx4OqWjo4Ovt7xDStU6/C3VEJ4Gs/8G/om9Nj5RFDlx+QSvnHuF/JZ8hngM4acjf8qkkEn926iwtJTm996j7YsdIAi4PTQb78efQBF3fSn/li1b+NGPfkRNTU2ffS8MHWbyj18m50g1miYDSjc5SWlBJIwPxM37GwPF9vZ26urqaGpqsouX5uZm9Ho9Xl5eeHt74+XlhZub23Ui4m6FrCiKNFaUkX/sMAXHj9Le3IjUyYkhqfcRP34i4ckjb9go02g02oVVp7hSq9V2AabRaPDw8LCP3dvbG19fXwICAu7aLsFiMvPRX//J3JQZiJVaTFXtIIKDXIJTpDtOMZ4oYjyQ+jn3+PfzTqI1VquVHTt20NzczLJly24ZdRFFkdmzZ2MymfjNb35DW1sbjY2N10RzANzd3e3ixtfX1y4knZ17/jN/xxgUNAMZk8nEtGnT0Gg0XLhw4Z65iPc0jY2NrF+/npEjR1JQUEB0dHSPJwv2Ngfy6vn55iwEQeSlR5KZPezaJOb8/Hx27txpy5WZkIb04qeQ8QcwaGDs0zanYUXv5BMACKLA/or9vH7hdSo0FaT4pvDcqOcY5T+q147ZFcx1dbR88CGtmzYh6nSoJk/G+6kncR450r6PIAj4+vqyceNGpk+f3qfjEwWRyrwWcr6qpjynGURQBQKeaprN5VisFgIDA/Hx8bFfmLy9vW9bIdPz4xSoKcjj0tdfUXDiGIaOduRKZ6JTxxI7djwRw0ci7eJ0i8ViobW19RqB1tDQQENDA+7u7gQGBhIYGEhQUFC3RU5paSmHDh3i8ccfB0DQWzCWqjEUqTEWq7E02SqnJK5yFEM8rkRwPHB06xmPk6ujNQsXLuySbYQoihw4cIDCwkJWrlx5y7wfQRBISUnB3d2djIwM5HI5giCgVqtpaGiwC5yGhgaamprsZoAACoXiuu+Rj48PXl5ePdoD7x5mUNAMVERR5NFHH+XIkSMUFhYO2FyR3qaqqoqNGzcyY8YMhg8fjlar5f3332fMmDGMHTu2v4fXLapbdfzw0wtkValZPjaM3z6UiExiyxEqKioiPT392hOorsVWCXXuA3DxhQf+BMmLu+1d0x3Mgpl/F/+bdzLfoUHfwITgCfxk5E+I94rvtWN2BataTcunn9L60cdY1WqUo0bh/cTjqCZNwkEiYeXKlRgMBj7//PM+GY8gCNTX11NeXk5FRQW1tbVY9RI8xAiEZlcsegcUKikJ44JITAvCw2/g5EtYLWYqcy5SePIYxWdOYuhoR6ZQEj1qDLH3jSciZRQyefcFgiAINDY22quBamtraWhowM3NjZCQECIiIoiIiMDDw+Om77F7925UKtVN259YWg0Yi9QYilsxFqttycWA1Edpi+BEuSOPckfqfncCp/MGY9y4cdx///1dEp8nTpzg5MmTrFix4pbOxiaTiZiYGCZPnswHH3xw0/e2Wq20tbVdE93r3O6cGuykc0rQw8MDT0/PaxalUvl9iewMCpqByquvvsrvf/978vPz79n+THdLYWEh27dv5+GHHyYmJsb+uFqt5v333+fBBx+850wFTRaBl/cX8O5XpUR5K5miKCc+wJW5c+fefO685jzseh5qzkHYONs0VEDveu7oLXo2XNrAv7L/Rbupnelh03k25VliPGNu/+JeRNDpUG/ZSvO697HUXkYeHY3Xoz8gz9eX2Q8/TFNTU6/crYqiSH19vb0ZYkVFBSqVivDwcCIiIggJCbFHXQSrQGVuC7nHaqnIaUYURILjPEhMCyIqxRfpzfKo+gGrxUJVrk3cFJ05iaFdg8xJQdTI0cTen0Zkyqi76gTeKXKqqqooLy+nvLwcmUxm760UGRlpj2iIosirr77K8uXLu9TqQBREzJe1GEvVGEvbMJa1IRpsEQ1Hb4VN4ER74BTpfkfmfmq1mi1btqBQKHj44Ye71APq4sWL7Nu3j8WLF9/Svb2uro6EhAT+8Ic/8JOf/KTbYzMajbS0tFwjdlpaWmhtbUWn012zr5OT03VCx8PDA3d3d9zc3FAoFN8VwTMoaAYiBw4cYP78+ezevfs7a5x3O3Jzc9m9ezdLly69Ydi3vr6ejz76iPT0dLvt/73Eh3tP85fDl7E4SPmvOYn84P6IW59UBAEufAwHfg+GNhjzJEz5z16dhgLQmDR8nPcxH+d9jM6s48GIB3lm+DNEefTv31w0m9Hs2UPLug8w5OXh6OnJhw0NDH3+5yx75pkeOYZOp6OwsJDCwkLKy8txdna2RxkiIiK6ZBegVRvJP36ZvK9raW824OQiJX5sIIlpQXgF9W//qG8jWK1U5WbbxM3p4+jbNUidnIgaMZqYseOITEnF6S4rc0RRpKmpyS5uysvLkcvlREdH4+fnx4kTJ/jJT35yRxfYbwROm03klGkQDbYIjqOXAqcod5vIiXDD0atrF3Gr1Wrvvr1gwYIuJQwXFxezbdu2256bjhw5wqxZs/jiiy+YNm1alz/n7TAajbS2tqJWq2ltbb1mUavV1+TrgM000M3NDTc3N7vI+fb2PZKoPChoBhrFxcWMHDmSF198keeee66/h9MvZGdns2/fPlasWHHL6FR5eTmbN29m5cqVA8JYryuYTCZ2795NVVUVU2fP569fXeZwQSPTE/z56yPJeLncZmpR1wIH/whn19mmoWa8CMOX9uo0FECbsY0Pcz/kk/xPMFgMzI6azdrktUS4R/TqcW+HKIrozpyhZd0HdBw6hBnweSQd70cfxSmm+9GkpqYmCgoKKCwspL6+nqioKGJjY4mOjsbV9QYtLbo6TkGk+lIrucdqKctqRLCKBES5kzA+kCEj/ZAPAF+bqxGsVqrzcyg8+TVFp4+ja1MjcZQSmjSMIan3EZ06Fldvn7s+TqePS1FREWfOnKGjo4OYmBji4uKIiYnpUlTkpu8tiJjrOgXOlQiO3nYxl7jKcApzQx7hhjzcDXmQ6pZVVMXFxWzfvp3U1FQmTJhw23zGiooKNm3axMKFC4mOjr7pfq+88govvPAC58+fv+V+PYUoinR0dNDa2opGo0Gj0dDW1nbNdmen8quRyWSoVKrbLi4uLr1WldkFBgXNQEKj0TB8+HDGjRv3vSzPBlvIdv/+/axatapLYef8/Hx27drFY4891qvdtXuChoYGNm/eTHBwMLNnz76SECiy7ng5f9mdj5eLnH8sSWFcdBcuFLUXYOfzUHMWQsbArL9AcO8n8LYaWlmXu47PLn2G0WpkTtQc1iav7bd2CldTefIU69IXstjHF4xGXNLS8Fq9Gpfx4256Ny6KIjU1NeTl5VFQUIDZbCY2Npa4uDgiIyN75eSs05goOFlH3te1qOt1SGUSokb4En9/IMFxntd3be9nBMFKbeElSs6eouTsSVov1wLgHxXDkNSxDBl9H96h4Xc9bfHPf/6TtLQ0TCYTBQUFlJaW4ufnR1xcHElJSbfMvekKoiBirtdhqmjDVNGOsUKDtcVge1LqgDzEFafwKwIn3A1Hl2unLtvb29m6dSsACxcuvK3AraysZOPGjddNmX+b5cuXc+LECbKysm7bzqQvsFqttLe3XyN0OqvdOjo60Gq1dHR02Jt7fhuFQoFSqcTZ2fma9Y0ec3Z2tlsS9EDRy6CgGShYrVZmzpxJY2MjmZmZ/T2cfiEzM5ODBw+yatWqW/Zv+jZnz57l+PHjrFmzZkC5Bl9NdnY2e/bsYcaMGaSkpFz3fE5NGz/ZcIGyZi3PTo7muemxyBxv8wMXBMhcb6uG0jbC8GUw7QVw6/1oVZO+iXU569hYsBGLYGH+kPk8lfwUwaq766l0t0yfPp1hERH8JjWVlvXrsTY24RQTg9fq1bjNnWPvGdXc3Ex2djYXL15EIpGQlJREfHw8AQEBfZZPIIoi9WUaLp2so+hMPSa9BZWnE3FjA4i/PxAP/4GTSNyJKIq01FRTfOYEJWdPcbm4AAB3/wCbuEm9n6C4BCTd9Klpb2/nrbfe4vnnn7d7tVgsFsrLy7l06RJ5eXn4+voybNgwkpKS7K7hd4tVY8JYocHUudR2gNV2CZP6KG3iJlSFPMQVWYALogSOHj3K2bNnWbRo0S3zZMBW1PDZZ58xb9484uLibrpfSkoK/v7+7N69+56pZrVYLHZxc/Wi1WrR6XTo9fpr1p19sW5Gp6/SrRa5XI5MJkMqlV6zvpKXNShoBgq/+MUv+PjjjykpKfleOkhmZWWRkZHBD37wA3x8uh/KPnz4MAUFBaxevfquvTB6EkEQOHjwILm5uSxduhR/f/+b7qs1WvjDjlw2na0mJdSDfyxJIfImnjXXYNDA0ZdtnbwlMpjwH3D/j0DWMyf9W9Goa+S9nPfYXLAZQRRYELOAJ4Y9QZCq55yNu8Pu3btZuXIldXV1OIoimp27aPngA4wFBUi8vdGnpXExMIAGi4WhQ4eSnJxMYGBgvydFWsxWyrKauHSijqq8ZkQR/CPdiL8/kJhUP5xu0vOov+lobaH03GmKz5ygMicLq8WCwtWNqJRRRI5IJXz4SJSq20/VnTt3jvLyctLT02/4vNVqpbi4mOzsbIqLi4mMjGTYsGHExsb2aBRNNFsxVXd8I3IqNQjaKzknUgfkgSpkISpa5Tr2Zx1h9Iz7GTnq1pHRmpoaPv30U+bPn09s7PU+SmDzoBoyZAiPPvooL730Uo99noGExWLBYDBcJ3Y6XbC/vRgMhuseuxW///3vBwXNQODTTz9l7dq1nDlz5pYq/rvKxYsXOXDgwB2LGbDdOe7cuZOWlhaWL1/en/O4doxGI1u3bsVoNLJ48eIuC9UdWbX8Zls2ZqvIf81JYPmYsK5dcFtKYd9v4dKX4B4GM/4ASQt6Pb8GoE5bx7+y/8WWoi0gwtzouTwx7AnC3Pq+WWJkZCS//vWveeqppxAEwZbY+/kWXA8fxr+mBgeJBNcHHsBr1UqUI0b0u5j5Nto2IwWn6ig4WUdLrRZHqYTIFB/i7w8kNN4Tye0id/2ESa+jPOs8xWdPUZZ5DkO7BgcHCYGx8USNSCVyRCq+4ZE3/Htv2LCBoUOHMmzYsNsex2AwkJ+fT3Z2NpcvXyYxMZHRo0f3SjWoKIpYW8k0pZUAACAASURBVI2YqtttS1UH5pp2RJOtQaXZwYrRXSRgeDhOoW7IQlQ4ujtd9xmrq6vZsGEDCxYsYMiQITc8Vn5+PmPGjOHdd99l+fLlPf5Z7nUEQcBisWCxWDCbzZjNZvu2xWIhMjJyUND0N2fPnmXSpEl8+OGHPPLII/09nD6ns/liV3NmboUgCGzduhWTycTixYv7VdS0tLSwYcMGIiIimDlzZret4i+36Xl+cxZfFzczLd6Pv6Qn4+vaxchT2RHY82uoz7GVec/8Hwi6fpqrN6jT1rEuZx1birZgFszMipzFk8OeJNqj9xMeO3nxxRfZunUrr7/+OufOnUOlUpGamkpiYiJcvkzrhs9Qb9mC0N6OU0ICXitX4PbQQ0gGWCWHKIo0VrZz6UQdhWfqMGotKN3kxIzyI2aMP/4RbgNOjHUiCFbqiosoyzxL2YWz1JcWA6Dy9CIiJZWoEamEDUvB6UqDx7/97W8888wz3U681mg0ZGZmcu7cOdzc3Bg9ejSJiYm9+tsXBRFLow5TVTv6cjWNudW46OVIrqRwSJylyAJdkAWqkAWrkAe6IPV1prq2ms8+++yW1U+ff/653X9s1G0iP4Ncx6Cg6U8aGxtJTExkzZo139kw463oNK9atWrVLadiuoPVamXLli325pX90e+ptLSUrVu3MmnSJEaPHn3H7yMIIh+eKOcvuy/h4iTlfxYO48GkLt6FClY4/xEc/BPomiFlBUz7Hbj2zN/5djTpm/go9yM+K/gMvUXPjPAZPDnsSRK8E3rtmKIoUlVVxdGjR3nqqad46aWXSE9Pv2EFnKDT0bbjS1o/+QRjURGO7u54LHoEj6XLbtk3qr+wmgUqcpopPFNH+cVmrBYBNx8FsWMCiBntj1fgwCoB/zZadStlmecou3CWiosXMOq0SBwdCY5PIjA+idMFxfzsv353xwKtMxJ39uxZLl++zIgRIxg1ahSenp49/ElufOyMvQeoy61k+vAJKNolmGo7MNfpwGKL5CB1QBbggtFV5FxlDiOmjyFsZAwSp+vPT7/85S95//33yc/Pv+OI9feUQUHTXwiCwPTp0zEajXz99df9PZw+p6ysjC1btrBixYoeL7m2Wq32pnGPPPJIn4kaURQ5ffo0x44dIz09vctN7m5HUX07z23MJLdWw+LUEH43NwmVUxfvQA1tcORvcPIdkDpB2n/Afc+CvG/ytNQGNZ/kf8Kn+Z/Sbm5nYshEnkp+iuG+w3vsGFarlYsXL3Ly5EmsViupqan89a9/RSaTsXHjxlu+trPsu/WT9bRnZIAoopoyBa8Vy3HuokNsX2PUWyi90EjRmTqqL7UiiuATqiJmtD8xqf64eg2sSNO3sVosXC68ROmV6E1TZTkALh6ehA1LIfzKovLyvqP3b25u5uzZs2RlZRESEsK4ceMID7/7KqzbkZWVxb59++wJwKJVxNKkw1yrtQmcy1rMtR12d2OwGQDK/F2Q+Tsj83dG6u+CzFfJ+IlpODs7s2/fvnsmSXgAMCho+ou//vWv/P3vf7cbdn2fuHz5Mp988gmLFi3qsYv+t7FarWzatAmpVEp6enqvnxQEQWDnzp1UV1ezdOnSHr8zNFkEXs0o5O3DJQR7KvnH4hRSI7pRpt5cYsuvKdgJrkEw9Te2qqg+6qytMWn47NJnfJz3MWqjmrGBY3k6+WlS/VPv+EJjMpk4f/48J06cwMfHh3HjxhEVFYWDgwNnz55l8uTJ1NXVdbnyzXz5Mq2fbUS9aRPW1lbkUVF4Ll2K+/x5ON6iP09/om0zUnyugaIz9dSXaQAIivEgZrQ/Q0b6oVANzGTiq9m9/d9oa6tQmg1UZGei17QB4B0SZhM3ySMISRyKXNG9JHez2Ux2djbHjx9HqVSSlpZGbGxsrwqb6upqNm3axH333ce4ceOue14URaxtJkpP5VN6+hLDQxJwaDXbelRdCeYgAYmXgr1nDhKQGMakhdOR+bsg9Vbi4DjwBPYAYlDQ9AenTp1i6tSp7Nu3j/Hjx/f3cPqUlpYW1q1bx+zZs0lI6L3pB7Bl1W/cuBGFQsGCBQt6TdSYzWa2bNmC2Wxm8eLFvVpldba8hZ9tyqK6VcfTk6J5bnoMTtJuiJLyr2H/b21tFPySbMZ8Q6b1SeIwgM6sY3PhZtblrKPZ0MwIvxE8MewJ0oLTkDh07f9Hr9dz+vRpTp8+TXh4OGlpaQQFXV9VlZyczJIlS/jNb37TrTEKRiOa3btpXf8phuxsHBQK3GbOxGPJYpQpKQMyagPQ1qij6Ew9hafraa3TIZE4EJroRfRIPyKH+6BwGZji5pNPPmH06NG2qIYg0FhZTsXFC1RkZ1KTn4vFbELiKCUoNt4ucPyjhnS5NFwQBPLz8zl27BhWq5W0tDSGDh3aa+cDjUbDJ598QnR0NA888MBNvy9X2024KJyxNOkx12sx1+kw1+toL2/GUSt887twdEDqrUDq44zUV4nMR4nUV4nUR4nERTZgv5d9yKCg6WvUajXx8fHf6fK8m9HR0cH777/PuHHjSE1N7ZNjWiwWNmzYgIuLCw8//HCPn8T0ej2fffYZbm5uPPzww30yvdVhtPCnL/P47EwVMX4q/r5oOMNDu2E6JoqQu83mX9NaDlGTbcImsOemgW6HwWJgW/E23s95nzptHUM8hrA6aTWzI2cjc7zxhbe9vZ0TJ05w4cIF4uPjGT9+/C1zDN5++23+/ve/U1JScsfj1Ofmot60Gc2OHQg6HU6xsXgsWYz7vHk43oVzcG8iiiJN1R0Una6n+FwD7S0GJBIHQhI8iR7pR9Rw3wETubldQrDFZKKmII+K7EwqLl6gobwURBG5UklwfBKhicMISRyKf+TtBY4oipSWlnL06FHa2toYN24cI0aM6JUEYr1ez4YNG/Dw8GD+/Pk3PS/czm7iP3/xa47v/IrN765H3g7mRj2WJj2WZr3dLwfAQSH9RuRcJXSkXgokiv6v+OwjBgVNXyKKIvPmzaO2tpZz587193D6FKPRyAcffEBcXByTJ0/u02ObzWY2bNiAm5sb8+fP77E7GY1Gw/r164mMjOTBBx/s8zukQwUN/HpLNo0dRtZOiuIn07oZrbEY4ez78NVLoFdD8hLbVJRH35VamwUze8r2sC53HUWtRfg7+7MqcRWPxD6Ci8yW6KrX6/n66685f/48w4YNY9y4cfaGhrd8b7MZf39/PvroI+bMmXNX47R2aNHs3Il640YMeXk4KJW4zZ6F55IlKIYNG7B3x52VUsXnGig534CmyYCDxIGQeE+iR/gSNcIXpeo27TZ6EbVazXvvvcfPf/7zLu2v07RRmZNFdV42VXk5tNRUAdgETlwiIYnDCE0chl9kNI63ECpVVVUcO3aMuro6Jk+ezPDhw3v8ZsdsNvP555/bCxTk8uv/zl2xmxg5ciQhISFs377d/j0TrSJWtQFzkx5Lp8hp1GFp0mNtu9bATuIsxdFLgfTKYt/2VODo4YTDALUBuAMGBU1f8sYbb/DCCy9QUlJy1zbe9xIWi4VPP/0ULy8vHnrooX45+ZtMJvsY5s6de9djaGpqsofKx427ubV+b9OmN/OnL/PYfK6aOH9X/r5oOMNCupnvoVfDsX/Aybdt/x77NEz4OSj77jsqiiLHao6xLncdZ+rO4Cpz5ZGYR4jTxpF3Js8uhLtrDf+zn/2MY8eOcfr06R4bqz47B/WmjbTt3IWo0+GUkIDn4kW4zZ2L4wB1qoYrkZuqDorPNVB8vgFNox4HiQPBsR62yE2KL85ufStu8vLyyMzMvGPfFa26ler8HKrycqjOy6a5uhIAmUJJcFyCXeD4Rw25ocCpqqoiIyMDrVbL1KlTiY+P79HfsiAI7Nixg4aGBpYvX37D3lSCIPD5558jkUhIT0+/7vhqtZro6GhefPFFfvjDH97+mCarTeA06bG0GLC2GLC0GmzbrUYQrrpES8DRQ4HU0wlHTwVSDycc3a8sHk44usuRdLUAof8ZFDR9RWZmJuPHj+ff//43M2bM6O/h9BmiKLJlyxYEQeCRRx7p14x9k8nE+vXr8fHxYc6cOXd84qqutvlJTJ8+/YZtDPqDQ5ca+NXWizR1mHh2cjQ/nhqD/BbN9m6IugoO/TdkbbCJmQnPw+gnQNa3VTNZDVm88vUrnG07i6ODIzNDZ/L0qKeJdI/s9nu1tbUREhLCnj17ejxfzdrRgWbHDlo3bsJ46RIOzs64zZ6Fx8J0lCMGbq4NfDMtVXJF3LQ16HFwsCUURw73JXK4D24+ve80nZGRgaOjY49FbXVt6isCJ5uq3G8EjlTuRMCQGIJiEwiOSyQwNt7uYCyKIsXFxWRkZCCVSpk+fXqPFiuIosjBgwfJz89n5cqVN7yZtVgsfPLJJ/j5+TFr1qzrvjt79+5l4cKFHD9+nOHD73xqWLSKWDXGb4TOFbHTKXqEDvN1V3AHhaNd5HwjeOS2tasciUqGxFmGQ//3IBsUNH1BR0cHiYmJzJ07lzfffLO/h9NniKLInj17qK+vZ+XKlQPGvbczUjNv3rxuX3SKior497//fUsb8/6iTWfmxS/z2HK+mvgAW7RmaPAdVOdcvggHXoCSg+AWDJN+YfOxuUluS08hiiKXLl0iIyMDV1dXEsYlsKdpD9uLt2MWzEwNm8pjQx/rdsn3E088QWlpKQcPHuy1cRuys2nduBHN7j2IOh3yyEjcFyzAff58ZP53ZxjZ24iiSHONlpLzDZRcaKT1shYA7xAVkcN9iBrui0+oqlcE2tUJwb2BTtNGdV42NQX51Bbk0VBeimC1AuAVHHpF4CQQFJeAR0AQOTk5HDp0CG9vb2bMmNFj/lhgKwb5+uuvWbFixQ3f12Aw8MEHH5CUlMSECROue/7ZZ5/lyy+/JC8vr9d61okWAavGhLXNaF8saiPWtm8eEzrM179QAhKVHEeV7IrIkdvWrjIcVXIcXWVIVHIkzlIkSllvVWsNCpreRhRFli5dSm5uLjk5Of09nD7lzJkznDlzhjVr1qAYQC6sJpOJDRs24O7uzrx587ocNeo0AlyyZAmhof3fXfpmZOTX8+ut2bRobdGaH04d0r3cmk7KjkDGi1B9BryiYMpvIGkh9EKUrampid27d9Pe3s4DDzxAdHS0/QLapG/i0/xP+azgM9pN7aT4prAqcRVTw6YildxeJNfW1hITE8OpU6cYOnRoj4/9aqwdWtr37kG9dRv6c+dAIsFlQhoeCxaimjrF3hxzIKNu0FGW1URZViN1JW2IIqi8nIhM9iUyxYegGA8ceyDv4m4cgu8Us9FAXUkRtQX51BbmU1uQj0HbAYDC1Y2g2HgCY+LRCJBVVMrQ4cOZMmVKj52/cnJy2LNnD8uXL79hZV57ezvvvfceDzzwgM3Z+lskJSWRnJzMhg0bemQ8d4JoFrBqroicDhNCuwlrhxlruwmhc33lsWumt67CQeGIxFlmEzjOMhyvrCXOUiQuMiRK278dnByRKBxxcJLa1nLHW0WCBgVNb7NhwwaeeeYZCgsL79ra/16i0zhvzZo1eHl1wy+lj+hMFFapVF2qfsrNzWX37t29YgTYG7TpzPzhy1y2nq8h2teFl9KTu+db04koQuEeyPgjNOSC/1CY+luIfbBHSr1NJhNfffUVFy5cYOLEiYwePfqmFSFas5atRVtZn7+emo4aglyCWJ6wnAUxC3CT3zq3ZvHixRiNRrZv337XY+4qxrIy2rb9m7bt27HU1+Po7o7bvHl4LFyAopctC3oKfbuJ8uwmyrKaqMprwWIWcHKWEpbkTVSKL2FJXsjvsIqmra2Nf/7znzz//PM9POquIwoCLbU11BTk2UVO6+UaABwcHJC5eWCSKYgbNZrUyVPwDYu8ZbJxV7h06RJffvkly5YtIzj4elfqTp+uVatWXdefqqGhgdjYWN59912WLFlyV+PobURBRNBbrogbm9gRtGbbYzoLVp0ZQWdB6FxrzYhG623f18HJEYmTo00UOUmvrB3xXpk4KGh6k/r6emJiYnj99dd59NFH+3s4fUZrayvvvfce6enpREZ2P++hrzCbzXafmoULF95U1GRnZ7Nv3z5WrFjRKw3wepPDBQ38ZlsONWo9q+4L5xcz43BV3MHUkSBA7lY49GdbE8yQMbZWCpHXh8a7giiK5Obmsn//fiIiIpg+fXqX79KtgpXDVYf5OP9jztWfQylVsmDIAlYkrLhpM8yioiKGDx9OXl5er5k53gzRakV7/DjqrVvpOJCBaDbjlJCAx4IFuM2dg7QP7Pl7ArPJSlVeC2VZjZRnN2PoMCOROhAc40H4UB/Ch3rj7qfs8tRUZWUl+/fv5/HHH+/lkXcPnaaNy0UF1JUUUVdSSG3RJUxa2zScRCrFPzKagOhYAobEEhAdg2dAEA7djFoWFhayfft2li5desNob+dv48knn7wukXjdunU899xzFBYW9uiU2EBAtArfiBy9BdFoRTBaEQ1WBKMFwWBFNFhsjxmtCAaLfR3ws9RBQdNbiKLInDlzaGtr49ixY/09nD7DaDTy3nvvkZqaypgxY/p7OLel03xPLpezcOHC66IDnWKmJ5pn9hdao4WX9xWy7ngZAW4K/vTwUKYl3OGJ0GqGzPVw+CVor4WoKTDttxDc9UZ6TU1N7Nq1C51Ox6xZswgPD7+zsQB5zXmsz1/PrrJdWAUrk0ImsSpxFaMDRl93YZ01axY+Pj58/PHHd3y8u8XS2opm5y7atm7FkJcHMhmqSRNxnzsP1eRJSHrRlLEnEQSRupI2yrIaqchpprVOB4Cbr5Lwod6ED/UmOMYDqfzmU525ubnk5uayePHivhr2HSGKIq11lzmVsZ/c0ydwFq2Y1S1YTEYAnJxd8I+KxjciGv+IKHwjovAKCrmtL05nPt7NRM3BgwepqKjgBz/4wXXnpbS0NDw8PNixY8eATj7vYwYFTW+xYcMGnn32WSoqKrpdanqvIooiGzduxMXF5a6qiPoai8XC5s2bkUgk1/R+6slO4AOBC5Wt/GpLNgX17cwdHsQLcxPxUd3hBdRsgLPvwdGXbc0v4+fA5F9DwM1zVARB4Pjx45w4ccI+vdRTVW+NukY2FmxkU8EmWo2txHnGsTJxJbMiZ+HkaPuM586dY9KkSZSVleHr69sjx70bDJcu0bZtG207d2FtakLi6orbzAdxmzsX59TUbt/19yeaJj0VOc1U5DZTc6kVi1lAKpMQHO9JeJJN4Hy7aurkyZO0tLQwe/bsfhp199HpdGRkZFBUVMik0anILUbqigupLy2mqaoCq9mWMCuVyfEJC8cvIhrfiCj8IqLwDYtA9q1cnOLiYrZt28ayZcsICQm55rlbnU/VajWRkZG88847A37qqQ8ZFDS9wfd1qulWdxQDnc6GlqIosmjRIgoLC9m1a1ePdgIfCJgsAu98VcIbB4txdnLkvx5KJH1k8J2LT2M7nHgLTrwBRg0kzINJv7xO2DQ2NrJ9+3acnJyYO3dur/kwGSwGdpXt4uO8jylWF+Ol8GJR7CIWxS7C38WfCRMmkJycPKCqDUWLBe3JU2h2fIFm/wFEnQ5pYCDucx7Cbe5cFAOsmu52WExWaorUNoGT3YSmyQCAZ4Az4UO9CUvyJnCIO4cOH0ShUNywomegU1ZWxhdffEFERAQPPvggCoUCq8VCa201DeWl9qWxvNSedIyDA16BwXaB4xMWjk9oOHUtarZv386KFSuuSxS+VcT7uzz1dIcMCpqe5vs61ZSTk8OBAwduOOd7r2C1WtmyZQtqtZq2trYbJuV9VyhuaOdXW7I5W9FK2hAf/vjwUCJ97uL/Td9qM+Y7+fY1wkbwS7RHZaZMmcKoUaP6JHIniiKn6k7xSd4nHKk+gsRBwtSwqcTp4/jF0l9QU1PTa6Wvd4Og09F+8BBtO75Ae+xrsFpxio/Hfe5c3OY8hOweu3CJokhbw5XoTU4TNUVqBIuIo0yC1M1IwBA3xk4bik+IaiD4mHQLo9HIgQMHKCwsZM6cOcTExFy3jyiKtDc1XityKkrRNDbY95ErlTh7+9FqMDIqbRKRSUPxCQ3HxcMTBweHW+YkDk49XcOgoOlpvo9TTbfKyr/XKCkpYcOGDfj5+fHoo4/2aqPJ/kYQRNafquCvewowWgWenRzN2knRKGR3EV37lrApUyaT4/0QEx5Z22/u2FXtVWwu2MzW4q20GdugBeL18bz//Pu4ygdmPyYAS3Mzml27aftyB4asi+DggPPYsbjPeQjX6dNxvAfdxk0GC7VFaqryW8g5WYagsyWoK11lhMR5EpLgRWiCF65eA8fm4XbcKFpzOwwdHTRVV9BcVUlTVQXN1ZXUl5Vg0mnt+yhcVHiHhuMTGgbOKjIvFbLk0ccIifrG0mBw6ukaBgVNT/J9nGrS6/W8++67N/VNuJfoFGbp6enk5+dTXV3NihUrBuSdfE/SoDHwx5357MiqJdLHhT/OH0pazM2bPt4OURQ5c3Q/lqOvMUY8j9SihcT5tqko/6QeHHn3MFgM7C3fy/+d/j8qzZUoHZXMjZ7LkvglxHoO7GkdU3k5bTu+pG3HDsyVlSCV4jJ+HG4zZ+E6bSqO9+DN01tvvcXsGfMwNDtSld9CdX4rOo2tD5GHvzOh8TaBExzniZOy/005b8XV0ZoFCxbccSXdyaNHOHEog/uGD6OjoY7mapvgMWq/ETpSJyc8A4PxDAzGKyiY7KISXn3n/9h39BihEQO3qrQPGBQ0PcX3caqpM2nNw8ODmTNn9vdw7orW1lbWrVvHzJkzSUxMRBRFjhw5QlZWFitXrhyQXjo9zdGiRn777xzKm3XMGx7Ef81JwM+1e3fKOp2O7du3o9VqSU9Px1PBtVNRA0DYAIxbOA6nsU60B7djtBoZ6TeSpfFLmR42/abdvgcCoihiyMlFs2c37bv3YK6txUEmwyUtDbdZM1FNnTqg+0ldzUsvvcSPf/xjnJ2dAdtna6nVUpXfQlV+K7VFrVhMAg4SB3zDXAmO9SAoxoOgIR7IB6jAKS4uZvv27YwaNYqJEyfeUdL7kSNHyMvLY/Xq1SgUCkRRpKO1mZaaag7u2omo68BDIaflcg2ahgZEUbC/1tndwy50PAKC8PAPwN3Ptijuke/FXTAoaHqK7+NU06lTp7h48SJr1qy555KAr6ajo4N169Zx//33k5qaes1z586d4/DhwyxbtuyGzp7fNQxmK28fLuHtwyU4SSX8v5lxrBgbjmMX8hsqKirYunUrSUlJTJs27drvhK7FJmpOvWMTNvFzYMLPulXu3ZOcO3eOiRMnciLzBOeN59lYsJHqjmq8Ff+fvfMOi+pA9/+H3nsvIkUs2EBQsETsri12157EqEnUaJJN2d3cm713d2+yu0k2v5iYjSX2HrG3GDugIIKCdOm9txmGYdr5/TEykQgKSo1+nuc8M8yc8g4M53zPW22Y4z2Hub3n4mL6aNOzroQgCEjj4qg5d56a8+dRFBWhpa+PyeiXMJ8yBbMxY9Duovlscrmcf/7zn3z88cfN5n4o5SqKMqvJS64kP7WS4swaVEoBLS2wczPDubcVLr0tcepl2aU8OCKRiGPHjiEIAnPmzGl1F2RBEDh37hylpaUsWbKk0ciY+vp6Nm/ezPjx4+nfvz8KuZzq4kJy01L587vvMGPieCwNDagszKeuprrRfg1MTB6IGweNyLG0d8DCwRFzO3t0dLuukG8hLwRNW1BRUYGHhwcbN258bkJNBQUF7Nu3j9dff71bey/q6+vZtWsX3t7ejB07tsl1kpOTOXXqFHPnzsXT07ODLewcMkrFfHIigbC0Mga5WvB/swY2O8VbpVJpJlrPnDmzyeRIDZIKtaiJ/B6k1eo+Ni/9AdxHtUnn4dYwY8YMdHV1OXbsGCpBRXh+OAdTDhKaFwrAcOfhzPWey9geY7u01wbUHW/r7sZSc+4covPnUZSWomVoiGlwsNpzM3o02g88IV2ByspKdu7cybvvvtvibeQyJUUZ1RSkVqkFTlYNKoVa4Nj2UHtwXHpb4dTLAgPjzv17qVQqQkNDuX37NjNnzqRXr16t3j4kJARBEB4Z6tvcubeh6ikzMxNra2vqJbVUlxRTXVxEdUkRVSXFVJcUUV1STE1JEUqF4pcDamlham2DuY0dZja2mNrYYm5ji5mNHaY2NpjZ2GFiYdnVWwm8EDRtwcqVK4mJiSEmJqazTekQfn2X0F1RKBTs378fKyurJ/bNyc7O5scff+R3v/tdu88D6ioIgsCpuEL+djqRMnE9i4e58f6kPliZ/DKPSCwWc/ToUVQqFXPmzGm5d7JeBLe3w41vobZE3Xn4pT+02UiFlpCRkcHAgQO5efMmgwYN0rxeKC7kWNoxjqUdo6i2CGtDa2Z6zWSO9xzcLdw7xLZnQVCpqIuJoebsOWouXEBZVoaWgQEmI0diNmECpmPHdHp34tzcXH766SdWrlz51PtQyJQUZdaQn1pJQWoVRZnVqBQCaIGtqylOXpY4epnj5GWJqZVBp1QBNXgtBwwYwLhx41rlyW44P1lbWzNt2rRG9jfnHffz8yMgIICtW7c+dt+CSoW4quKB2PlF6IjKyxCVlyIuL0chlzXaRltHF1NrG8weCBwzG1tMrawxtrTC5KFF38i4syquXgiaZ6XBdR0fH9+l2/y3FYIgcPToUQwMDJg+fXpnm/PUCIJASEgISqWS+fPntyjWXVxczP79+xkxYgSBgYEdYGXXoLpOzv+7mMrum9mYGeryh0l9WDzMjYL8PH788Uf8/PwIDg5+uiZ5cinc3QvhX0NVjnpW1Kh3of9s0G7/MOayZcvIz89vchK3UqUkvCCckNQQruVdQykoCXAIYG7vuUzsOVHTsK8rIyiVSG5HI7p4EdHFiygKC0FHB+OAAMwmTMBswnj0OmE2WWJiIvfu3WvTyhyFTElxg8BJq6Y4qwbFg9lAJpYGOHlZOciBZAAAIABJREFU4OhpgVMvC2xcTdtkwGZLqK2t5cSJE0ilUhYsWNCqIoP6+np27txJ3759CQ4O1rzekL9oZWXF5MmTNa9nZmYyYMAAQkNDGTJkyFPbLAgCdaIaROVliCvKEJWphY6ovAxRRZn69fKyxl6eB+jq6WNsaYmJhdUDsWOpETvGFpYYmZpjaGaGkZk5hqambRnqeiFongWVSoWvry8BAQFs3769s83pEGJiYoiMjGTlypXo6XVtN/zj+Pnnn8nLy2PZsmWNYtRPoqqqir1799K3b1/Gjx//XPV+SCkS8ZeT8URkVOBhqYuv6j5r5k9+fIippSjlEB8Cof+GshT1dO+R78DghaDbfsKhtLQUT09PTp8+3eiC8ch6klJOpJ8gJDWEPHEe5vrmzPCawVzvuXhbtcHn7wAaEoobxI0sPR0AwwED1OJm4gQMvLw6xJbY2FgyMjKYPXt2ux1DpVRRnl9LYXo1RelVFGZUI65QjyvQ1dfGwd0cxwcix9HTAkOT9jufCYLA1atXiY2N5fe//32rBtyKxWK2b9/O6NGj8fX11bzeUGE6ZcoU+vTpo3n9tdde486dO8TExLRZJ+6mEFQqpLViaqsqqa2qRFJd9cvzqkpqH/wsqa5CUlOtHnTbBHqGRhiZmWFo2iByzB78bI6RmRkGxiboGxtjYGSMvpExBsbqR31jY3T19B8+B78QNM/CDz/8wB//+EcKCwtbdVHsrpSUlLBr1y5effXVLtE6/mmJi4vjypUrrFq1SlNh0RokEgn79+/Hzs6OGTNmtOtJo6uhVCr5x/4LHEiWIVbqMsvXmT9N7YeDeRv1DVGpIOUMXP8CCu+CmTOMWAdDloNB+/SM2bBhA+Hh4dy+ffvJ5gkqbhXdIiQ1hEs5l5Cr5AyyG8TsXrOZ7D65S/e1+TX1GZkacSONiwNA38ND47kxHDiw3XIm7ty5Q05ODjNnzmyX/TeHuFL6QOBUU5RRTWmuGEGlvmRZOhjj4G6OvbsZ9u7m2LqaovssPZmaICEhgbNnzzJ16tRWhesbzr2/HpGQm5vLoUOHWLVqFRYW6hw3hUKBs7Mz//jHP1ixYkWb2v+0qJRKJDXVSKqrqBPVIBWLqBOJkIpqqBM//CiiTlyDVCRCKqltVgQ1oK2joxY3Rsas+vaHF4LmaWlIBP7uu+9YsmRJZ5vT7sjlcrZu3cqIESMa3SV0N/Lz89m/fz+vvPLKM81nkslkjeY/dWdvVUupq6vjyJEjAEx9eTY7IvLZcj0DPR0t3h7vzYqRHujrttEFUBAg4wpc/xKyw8DAAgJeg8A3wLxtq83EYjFubm5s3bqVuXPntni7Smklp9JPcfT+UdKr0zHQMWBcj3HM7DWTIKcgdDogZNZWyIuLNeJGcisKlEp0bG0xHT0a0zHBmIwYiY5p21VMRUdHU1BQwIwZM9psn0+DvF5JSVYNhenqEFVJVo2mF462jhY2LqbYu5vj4G6GfU9zrJxM0H7GjsaFhYUcOnSIQYMGMXbs2BZ7eVNSUjhz5gwrV65slKsWFhbG/fv3eeWVVzQ3V3v37mXt2rVkZWVh1U2muf8alUqJVCxGVldHvaQWWZ1EvUgk1NfVaX6ul0iQSWqZsu4PLwTN07J69Wpu3brF3bt3O9uUDuHcuXPU1dUxe/bsbhtmEYlEbNu2jSlTptC3b99n3p9SqeTkyZNUVFSwePFijIyMnrxRN6W0tJSDBw/Su3dvJk6cqDlxZpfX8rfTiVxMKsHT1oT/nu7DmD52bfsdyYuGm99A4gnQ0oGB89VemzbsZfPXv/6VvXv3kpyc3GqPmyAIJJYncjztOOeyzlFdX429kT3TvaYz02smnpbdqzJOWVWF+Pp1xFevIQ4LQ1VTA3p6mAwNwHTMGEzHjEHfze2ZjhEVFUVJSQnTpk1rI6vbBkEQqK2qfyBuRBRn1VCaXYNMqs7F0TXQwd5N7cGx72mGXQ8zLOyMWj22oba2lkOHDmFsbMzs2bNb3JE8LCyMpKQkXn31Vc1NlCAI7N27F3d390ZzsXx9fQkMDGTz5s2tsq0b80LQPA137txh1KhRxMXF4dVBMefOJDs7m5CQEN56661ue9FWKBTs3LmT3r17M3r06DbbryAImg6hS5cu1bh9f0tkZGQQEhLChAkT8PPza3KdKykl/PVUIplltbzkbct/TfOhj2Mbh18qMtW9bO7sAbkEvMbDyPXgEfzMlVFyuRwPDw/eeecd3n///afej0wp41reNU6mnSQ0PxSloGSAzQBm9prJFI8pWBh0r++HIJcjuXNHLW6uXdPk3eh7emIaHIzpmDEYD/FDq5UeysjISCoqKpgyZUp7mN2mCCqBqhIJJVk1FGeJKMmuoTRXpK6oAvQMdLB1NcW2hxm2PUyxdTXFxtkUHb3HC2OlUsmZM2fIz89nyZIlLaoQbCjK0NLSanRzWV1dzZYtWxp5ntPT0xk0aBDh4eHd2qveCl4ImtaiUqnw9/dn0KBB7Nq1q7PNaXdkMhnff/89kydPbpR41p0QBIHjx4+jVCqZO3duu3iYbty4QWRkJEuXLu3W+UW/Jj4+nnPnzjF//vwntnOXKVTsicjm64upiOsVLBzmxrsTemNn1sZJvZIKdcl35GZ1ybfjQBixXl0Z9Qz9YkJCQli5ciXp6elt0luprK6MsxlnOZF+gtTKVPS09RjTYwwzvWYywmUEetrdL0wpy8lRi5urV6mNigK5HG0zM0xGjcR0dDC6Af7kisWkp6eTnZ1NTk4OYrEYhUKBXC5HoVCgUCioqqpCoVBga2uLrq5uo8XMzAxXV1d69uyJu7s7Xl5eXW7grVKhoqKgltJcEWW5YspyRZTliZE/qKrS1tbCyslYLXJcTbHrYYaNq+kjiceCIGjyt5YuXYqt7ZNHjsjlcnbs2EH//v0ZOXKk5vXo6GhiYmJ4/fXXNV7G5cuXc+/ePaKjo5+HXL8Xgqa17Nixgw8//PC5SQQ+d+4cUqm0XasR2psbN25w7949VqxY0a65LnFxcVy4cIHf//739OjRo92O01FERkYSHh7OkiVLcGjFlOfKWhlfX7rP3ohsDPV0WDPWixUjPZ5t6GVTyKVw77C6l01ZCpi7QNBb6gRiw6fzhIwZMwYHBwcOHTrUpqYmVyRzIu0EZzPPUiGtwNrQmkk9JzHNcxqD7QZ3izBuXV0doaGhpKSkkJeXR2lODpY5OfSqrGKwQoH1gwvmfbmcu0CamSkV9g4YWZhrxIqenh66urqIRCKUSiWWlpYakdMgeGprayktLaWsrIyqqipEIhEGBgZYWlpiY2ODra0tjo6OODk50aNHD7y9vQkODu70mWuCSqC6tI6yPLXAKc0VU5YnQlL9Sz8XM2tDrJ1NNIuNsylWjsbEJ97j4sWLLFy4sFHSb3PU1NSwbds2pk+fTu/e6jlkTYWeFAoFTk5OfP7557z66qvt8rm7EC8ETWuorq6mZ8+ebNy4keXLl3e2Oe3ObyHU1DBbZeXKlR0SDkpLS+PYsWO8/PLL3dqjdfnyZRITE1m6dOlTJxWml4r57GwSF5NKcLUy4o9T+jJtoFPbX7xVKkj7GW58A1mhoG8Kvoth2Btg27oOrenp6QwePJiff/6Z4cOHt62dgFwlJywvjDOZZ7iae5V6ZT0upi5M8ZjCVI+pXaYEvK6ujuvXrxMaGkp0dDRJSUkUFBRga2uLs7Mz9vb2ODo64uLiQo8ePejZowee2tpYZGRSd/Mmkjt3QC5Hy9AQ46FDMR01EpNRo9D39ERLS6tVISelUklOTg4ZGRlkZmaSm5tLQUEBhYWFlJSUUFhYSHFxMQ4ODvTp0wd/f39eeuklxowZ0+kiB0BSI3sgcESU59dSUVBLZXGtJmSFFljYGqFvLlBQnsmQEf3xGdILKwfjx4atcnNzOXjwYKOq06ZCT7t27WLDhg1kZ2f/JkPiD/FC0LSGP/3pT5w4cYLExMTONqXd+S2EmmpqatiyZQvz58+nZ8+eHXbc/Px8Dh48yLhx45rNOemqqFQqTp06RUlJCYsXL24TV394Whl/O51IcpEI/55W/Ne0fvi5tVPlRcEddSgqPgSUMug1EQLfBK9x0EKX+zvvvMPFixeJi4trVzd9rbyWyzmXOZN5hoiCCJSCEm8rb6Z6TGWqx1ScTTtmdlhz4sXOzo4+ffrg5+fHqFGjGDNmTIvFraq2ltpbt6gNv0FtWBiyrCwAdJ2cMBk5giJHJ4od7Jkyf36bfAaxWMy1a9cICwvj9u3bpKSkUFRU1GVFjkqporq0Ti1wCmupKBBTUVBLVbFEU6mspa2Fpb0RVo4mWDoYY+lghKWDCVYOxhiaqj3NTfUFayr05OPjw6xZs/j000875fN2EC8ETUspLCzEy8uLn3/+uVHc8rdKdw81qVQqdu3aRa9evRpl/ncUZWVl7Nu3D19fX0aPHt0tQgpyuZwjR46gVCpZsGAB+vr6T96ohShVAkeic/n8p1TKxPVMG+jE+5P74GHbTrkR4hK4vQNu/wDiYrDxVpd8D14EBo+/oMlkMjw8PHj//fdbNWvoWSivK+dC9gXOZpzlbqm6ctLP3o+pHlOZ5D4Ja8O2m5emUqmIjIxkz549XLx4kaysrGcSLy1BlpdPbXi4erl5E5VIhKClhVH//pgEBWIcGIjxkCFtOkyzOZHj6urK2LFjWbx4MWPHju1SuSVKuYqM5HzOHruIi7UnxjpWVBVLqC6tQ6X85dJqYKKLlYMxFvbGFJRlYmCuxYRpo7GwN0JHV/uR0FN4eDiTJk0iPT0dR0fHzvp47c0LQdNSVq9ezd27d7l161Znm9LuZGVlcfTo0W4darpy5Qp5eXksXbq008SESCTi0KFDWFpa8vLLL7epQGhr5HI5Bw4cwMTEhFmzZrXb9HRxvYKt1zPYGpqBTKFi4bAebBjfDonDDShkkHhcXR1VEAMG5uC3DIatAuvmR5UcPnyYN954o80ShFtDniiP81nnOZNxhrSqNHS0dBjuPJzJ7pMZ22PsU1VKyWQyjh49ypEjR7h+/TpyuZyRI0cyZ84cZs+e3aG9SgSFgtiQEMShobhWVVEXGwdyOejqYjRwIMaBwzAJDMTIzw9twzZq2PgAsVjMyZMnNb8HlUrFyJEjmTdvHgsWLOgy57uamhr27NlD//79CQ4ORlAJ1JRLqSqW/LKUSKgqklD7UI4OWuo8HRMrPfKKM/ALHICTuy3mtkbMXTiD/oP7/pbLuF8ImpaQlpbGoEGDuHPnTrcNv7SU30KoKTMzk2PHjrF69epOdy8rFApOnz5NcXExCxcu7JIxbJlMxoEDBzA3N2fmzJkdcsdaKqpn46X7HLiVg76uNitf8mT1aE9MDdox0T43Sj3lO/E4qJTQZ4raa9NM2ffo0aNxcXHhwIED7WfTE0itTOVsxlnOZZ6joLYAXW1dgpyCmNRzEuPcxj1W3JSWlrJnzx5OnjxJVFQUtra2jBs3jkWLFjFhwoRO9Uw8PPpAVVeHJCYGSeQtaiMjkMYngFKJlp4eRr6+GAcGYhIUiNGgQWi14U2BSqXixo0b7N27l4sXL5Kfn4+vry8zZszglVdewcXFpc2O9TSIxWJ2795N3759H9uATyZVkJaYw/njl/EfOIL6GoGasjoqikTI6xpfjqUyCXYuFtg6W2BuZ4S5jRHmtoaY2xphZm2InkH3aQbZBC8ETUuYO3cu1dXVXLx4sbNNaXcuXrxIdXV1qzqmdiXEYjFbtmxh1qxZeHp2jYZmgiAQERHBjRs3mD9/Pm7P2JSsLZHJZJqJ450xxiGzrJYvLqRwJq4QGxN91o/3ZtEwt7brONwUNQXqsu/b20FSDja9IGCFOpHY6BdPRWpqKn5+fly6dImgoKD2s6cFCIJAQnkCF7IvcCHrAvnifHS1dBnmNEwjbqwMrcjNzWXjxo2cP3+e+/fv07dvX6ZMmcLy5cvp169fp36Gh0lKSiI2NpaFCxc+8p5SLKYuOpraiEgkkZFIk5JAENQJxkP8MB46FKMh/hgNGoh2G3pUMjMz2bVrF2fPniUuLg53d3cmTpzI+vXr22Ze2VNQW1vL7t278fb2fuLsuMjISGJjY1mxYgW6uroIgsDunXtxc/TC3dmbmjIpO7fux9LYDu+e/RGV1aGQqxrtw8BYF1MrA0ytDB88qp+bWBlg9uBRT7/Lip4XguZJ3Llzh9mzZ7N27VqmTZtGv379ukU+xNNQVlbG9u3beeuttzAz6z4zaRoQBIF9+/bh7OzMuHHjOtucR0hLS+P48eOMGzfumSbhthUNYsba2poZM2Z06vc6NreKf5xL5mZGOW7Wxrw/uQ/TBzo9c5v5xyKXqr01UT9A3i3QNYQBcyHgdXAZAlparF+/nqtXr3L37t0uk2shCAKJFYn8nPUzF7IvkCvKRRttdAp0yL+cj7eWNwumL2Dx4sUt6mvSGeTl5XHu3DlWrVr1xHWV1dVIoqKojbyFJDKS+tRU9Rt6ehj5+GDk74+x/xCMhgxBt41CZzU1NRw8eJAff/yRsLAwfH192bBhAwsWLOjw74FEItGImnHjxjX7fyoIAocPH8bCwoLf/e53gNpLt3PnTt566y2qqqo4ceIE//73vwkJCWHw4MFIamTUlEmpKatDXCmltrIeUWW9+nlVPXUi+SPHMTDR1QgeE3N9jMz1MTY3wNhcH2MLffWjuT76hh3e1uSFoHkSwcHBODg48Omnn3Lp0iW0tbWZMGECHh7Nx9+7Iw1iwMvLq13KVTuCpmaadDXKyso4ePAgXl5eTJ48udPslMvl7N+/X5Pf0xVEuiAIXEst5R/nkkkuEtHf2Zw/TOrN2D727W9f0T21sIk7DPJacBwEQ19H6j0Dz74D2bBhAx999FH72tBKqqur+fLfX7Ln/B7oDXaj7KgzrENbS5uhDkOZ0HMCY3uMxcGk5T2EOoqqqiq2b9/Oe++91+ptlVVVSO7epS46Gkl0DNJ79xDk6guvvpcXxkOGYOQ/BOOAAPRcXJ75u1NcXMwXX3zB3r17AVi6dCkffvhhhzbQrK2tZdeuXfj4+DBmzJhm12tqAveZM2dIS0tDpVIRHBzMZ599RmlpKVevXn3icRVyJeLKemofiBzRQ8/FVfVIamTU1cianCGpa6CDsZmeWuw8JHQMTfQwNNHDwERX89zQVA89A51n/Vu9EDSP48qVK8ycOZOCggJMTU3Vbt+EBC5fvoyVlRXjx4/H2bljSivbm6SkJK5cucIbb7zRbgmh7UleXh4HDx5sNHW2qyKVSjly5AiCIDBv3rwOT0RUKBQcOHAAU1PTDsuZaQ0qlcCJ2Hy++vk+ORUS/NwseX9SH0Z42bS/sJHWqJv1RW2HkgQwMCfLPJD5n//EocuxXSKMGRkZyT//+U9++ukn+vTpw5o1a3jttdfQ1tYmtTJVE5bKqskCoL9Nf8a5jWNsj7H0suzVJcSrQqHgs88+47/+67+e2R5VfT3S+Hgkt6ORxERTF3MHlUgEgK69vVrc+PpiOGgQhj4+aLdwbtIjx1GpOHz4MBs3buTu3buMGTOGDz74gLFjxz6T/S1FLBaza9cuBg4c+NjxLQ0TuFevXk1ubi7nzp1DJpOxcOFCPD09EYvFODs7c/LkyceKo5aiUglIxXIkNTIkNWqRI6mWPfj54aWe+lpFs/vR1tXC0FgtbjRCx0QXAxM99A110TfSefCoi76hzoNHXfQePNfT13khaJpDEAQGDRrE6NGj2bRpU6P3lEolMTExXL9+nZ49ezJ27FhsbGw6ydJnRyaT8d133zFr1qwntrfvisjlcjZv3sy4cePw8fHpbHNahEql4uLFiyQnJ7No0aIOu9tTqVSEhIRoxFRXEzMPI1eqOBKdx8ZL9ymslhLkac37k/oQ4N4BVUeCALm31GXfCcdAKeNOhRGDX/8abZ+XQa9jRahMJmPLli1s3ryZrKwspk+fzp/+9CcGDRrUjPkCGdUZXMm9wpWcK8SVxQHgauqqETe+9r7oandet/N//etfrFmzps0T9wWVivr7aUiib1MXHYMkJgZFYaH6TT09DPv0wWjQIIx8B2M0aBB6PXu2WlTdv3+ff/zjH4SEhGBvb8/rr7/OunXr2n1Eg0gkYseOHYwcORJ/f/9m1/v555+Ji4vDwMCAWbNmUVVVRVhYGKtXr0ZbW5s1a9YQFhZGbGxshwpcpVJFfa0CqViOtPahRdzUcwX1tXKkEvkvTQgfw9rvx70QNM1x7NgxVq5cSXFxcbMjDmQyGREREURERODj40NwcHC3zD25dOkSVVVV3TYR+MKFC9TU1DBv3rzONqXVxMbGcuHCBWbOnKlpYd5eCILAuXPnKC0tZcmSJd1mdIdUruTgrRy+vZJOmbie4N52/GFSbwa5WnaMAbXl1N/aQcHJv+NhIajHKgxcAEOWgdPgdj10XV0dn3zyCdu2bcPW1pYVK1awfv36Vl84SyQlXM29ypXcK0QWRiJXybE0sGS062jGuY1jhPMIjHQ7VqT95z//Yfbs2R3SF0VeXEJdXCzSuDjqYuOoi49HkEgA0LGwwHDQILXIGTwIw4EDW5yL01AVunnzZnJycliyZAn//Oc/29VLXFFRwY4dO5g6dWqTid5JSUmcOXMGUI/yCAgIUCcIP6iYCgwMRKFQYG9vz/bt25k1a1a72dpWKOUqZPUKZHVKZFIFcukvz2VSJbI6BUMm93whaJpCpVLh5eXFq6++yl/+8pcnri+RSAgLC+Pu3bv4+fkxYsSILjdMrTnKy8v54YcfePPNN1s07bWrkZuby+HDh3nzzTe7ze/81+Tl5XH48GGGDRvGyJEj2+2O6fr16yQmJvLqq69i2Mb9PTqCOpmS3Tez+M+1dKokcib5OPDepN70deyY7+3pUyf57qMlHPpoGmY5l0FZr861GbIcBs5rVCH1rCiVSj7//HO++OILXF1d+cc//qFJ9HxWauW1hOeHcyX3CtfyriGSiTDQMWC403CCewQzymUUjibtLzL27t1LYGBgp1QQCUol9Wlp1MXGUhcXhzQ2jvq0NBqSQfR6umE0YCCGPj4Y9vfBsF8/dJ4gUsLCwvjggw9ISkpi7dq1/Pd//3e7/Z8VFBSwb98+FixYoOmCLggCV65cIS4ujrlz56Knp8eePXt44403MDc3p6SkhF27dvHWW29hamrK//7v/7Jr1y7S0tK6tKe2FbwQNE1x/PhxVq1aRXFxcav+0NXV1YSFhZGQkMCQIUMYMWIExsbG7WjpsyEIAvv378fDw4MRI0Z0tjmtpjuGmpqjpqaGQ4cOYW1tzcsvv9zmQzRjYmIIDQ1lxYoV3dKL+DAiqZztYVlsC81AVK9g6kBH3h7nTT+n9hc2ixYtIj09nYgr59FOCIGY3VAUp66Q6vey2mvTc1SLxyz8GpVKxfbt2/nf//1f9PT0+PTTT5ssbW4r5Co5McUxmtBUQW0BAL2tejPadTQvubzEILtB7RKaOn78OG5ubl2i4g/U5eLS+Hi1BycuDmli4i+hKkDP1RXD/v3VIueB0NFtounimTNn+PDDDykrK+Ojjz7inXfeaRfBkJGRwdGjR1m2bBmWlpYcO3YMiUTCggULNGG8a9eukZeXx+LFi9HS0uKnn35CKpUyc+ZMVCoV9vb2/PDDD8ycObPN7esEXgiaX9OQOzNp0iS+/PLLp9pHdXU1oaGhJCYm4u/vz/Dhw7uksElOTubSpUu8+eab3TIRuDuHmppCLpdz6tQpysrKWLhwYZt5zJKTkzlz5gyvvvpqt871+jVVEhnbQjPZdSMLUb2CST4OrB/vzQCX9nP319bW0qtXL9577z0++OAD9YuFsRCzR51MLK0GK3fwWwq+S8C85UUDx48f549//CPV1dV8/PHHrFmzpkPvnBvybq7nXSc0P5Q7xXdQCArM9M0Y6TySl1xfYqTzSGyM2uY7dOnSJfT09B6b4NrZKCoqkCYmIU1MRJqQgDQxEXluruZ9XUfHRgLHsE8fdJ3UA1h37drFJ598AsDf//53li1b1ub2xcfHc/78eQwNDXFzc2Pq1KmNQslKpZJt27YxbNgw/Pz8qK+vZ9OmTcyfP58ePXrw3nvvcfHixQ7PpWknXgiaX3P58mXmzJlDSUnJM7eqr6qqIjQ0lKSkJPz9/RkxYkSXaa2tVCrZtGkT06dP7xKVG63ltxBqagpBELhx4waRkZGak86zkJOTw6FDh1iyZMlvpiLv11RL5GwPz2R7eCYiqYLxfe15e7w3vj3aJ8fm9OnTLFq0iNjYX1U9yesg6ZTaa5MVClra6qGYgxdBn6mg3/RNTVhYGO+++y5paWmsX7+ejz/+uEuMyRDJREQURhCaF0pofihldWUADLAZwCjXUbzk8hL9bfqjo/10N0ORkZGUlZUxbdq0tjS73VFWVyNNSlaLnAeLLDNTE67SNjPDoHdvDHp7o9+rFyfu3uVvu3djYmfH559/3qIJ4y0lJyeHffv2oaury5o1a5o8FxYVFTUKPcXFxWkGWsrlcuzt7Tl27FiHVWu1Iy8Eza8ZNWoU3t7e7Nixo832+bCwCQgIYPjw4Z0ubG7dusX9+/dZsmRJp9rxNPyWQk3NkZqayokTJ5g4cSK+vr5PtY+qqiqNO7lXr15tbGHXo0YqZ1d4FtvCMqmukxPc2471473x79n2c4o0oaeIiKa9KBUZcGcfxB2C6lzQNwOfmTB4IfQcCdraxMfHs2HDBiIjI3nttdf47LPPOn1UR3OoBBUpFSmE5ocSmhdKXFkcKkGFlYEVQU5BDHceznDn4a3KvUlMTOTevXv8/ve/b0fLOwaluJb6lGSkKSnUp6ZSn3qf+tRUVGKxZh2xkRF3KyuptrRg7Kuv0n/qVAw8PNB6yvByZmYmR44cYfbs2WRkZFBYWMjSpUub9LY/HHoC2LJlCy+99BI+Pj68+uqrpKenExoa+nQfvuvwQtB5/da2AAAgAElEQVQ8zO3btxkzZgxFRUXtcmKprKwkNDSU5ORkhg4dSlBQUKcIG5lMxjfffMOSJUu65eTV31qoqTlKS0s5ePAgvXv3ZuLEia0KP8hkMrZv387gwYO7baPEp0Vcr2D3zSy2hWZSUSvjJW9b3h7nzTCPtiv3bjL01BQqFWSHQ9xBSDgBMhGCuSs/l1jz0b4YfEbP4t///jcODl2v+d3jqJJWcaPgBqH5oUQURmi8N+7m7gx3Hk6QUxDDHIdhqt/8eTQ3N5effvqJlStXdpTZHYogCCgKC5E+JHAkSUnUZ2Sg03BN1dXFwMMdfQ9P9D09MPD0VD/38EDHtHnPc1paGseOHWP+/Pm4u7ujUqk4cOAAVlZWTJ069ZH1G0JPgYGB+Pr6kpaWxvnz51mzZg0SiQRHR0euXbv22FLwbsALQfMw06ZNQ19fn2PHjrXrcSorK7l+/TopKSkMHTqU4cOHd2jVybVr1ygrK+uWZdoNmfrNuVd/a9TV1XHkyBG0tLSYO3duiwSwIAgcOXIEPT09Zs6c+VuIjT8VtfUK9kVms+V6BmViGQE9rXhrjBdj+9i3yUiFM2fOsHDhQiIiIujfv/+TN5BJSDu7kfyzXzLKUYaONuA8RB2SGjAXTLpnfpMgCNyvus/NgptEFEYQXRxNnaIOHS0dBtoO1HhvBtgOQE/7F2+ESCTiP//5Dx988MFz9R0VZDKSL1/h2w8+wLa2lpkB/liIxMhyckCp1Kyn6+iIgadHY7Hj6UmOWMzRo0dZuHBho5C0VCpl27ZtDB8+vElhUlhYyL59+1i7di2Ghobs3r2bAQMG4O/vz6xZszSDdLsxLwRNA8nJyQwZMoSsrCzs7e075JgVFRWEhoaSkpLCsGHDCAoKandhI5FI+Pbbb1m5ciXWTWTod2UEQdC0/x42bFhnm9NhqFQqfv75Z5KSkpg3bx6urq6PXf/atWukpaXxyiuvdJteM+1JnUzJ4du5bLmeQX5VHX0czHhzjCfTBzmjp/NsSbdvvPEGV65cIT4+/rF5L3K5nPfff59t27axevVqvvjL++gkHoPYg1B8D7R1wXsSDJwPvX/XbL5Nd0CmlBFbGsvNgpvcLLhJQnkCAgImeiYMdRhKkLPae+Np4clX//6KlStXYmnZQT2FuhAqlYq///3v/Otf/2L+/Pls+vprdMrKqE9PR5aRiSwjg/rMTGTp6ahqazXbyfX00O/ZE1PvXuj3cEPfrQd6PdzQ7+lGtY4OO3ftYv78+Zpy7odp6E8zbdo0TbuIt99+m/Lycjw9PYmJiaFv374d9jtoY14ImgaWLFlCUVERly5d6vBjV1RUcP36de7fv8+wYcMIDAxsN2Hz008/oVAoul0iHsC9e/e4ceMGq1at+q30TWgVycnJnD59muHDhzNixIgm72qTkpI4f/48K1eu7Pbl2W2NXKnidFwB/7maTmqxGBdLI1aP9mRBQA+MnnKCsFKpxNfXF19fX/bs2dPkOrdu3WLJkiVoa2uzb98+AgICGq9QFK8OScX9COIi0DOBvlPVXhuvcaD7dK36uwrV9dXcKrqlETh54jwALA0scZA5MKLHCKYNnoa3lTfaWs/n//WiRYsoKytjx44dTJgwodH7giCgKCmlLPYuYQcPMsjaBqOqKmS5OcjzC0DxyzgBLQMDBHt7irXAc8QITHt5PxA8PdB3cUH6oBhkyZIlODk5cejQIVxdXRk5ciTjx4/HyclJM7OqG/JC0IA6U7xPnz7Ex8fj5eXVaXaUl5cTGhrK/fv3CQwMJDAwEIOnnDvSFFVVVWzZsqVd2o23N78uN3xeqa6uJiQkRNPS/OGwW3FxMbt37/5NVzS1BSqVwJWUEr67mk50diU2Jvq8NtKdZUHuWBi3PkEzIyMDPz8/vv3220aluY94Zb744vHtEVRKdb5NfAgknoC6SnVX4n4z1OLGfTTodH+PW54oj9vFt7lddJvQrFAqlBUAWBhYEOAQQIBDAEMdhz5XAufX3prvvvuuUXhZKpXyww8/EBgY2EgQCwoF8qIiZNnZyHNzkeXkIs/NoSo5GQqL0HlI7KClha6dHTJzcyp0deg9YiT15mZcSUhg1usrKQUGDg8iNTW1u55jXwgagDVr1hATE0NERERnmwKohc3169dJS0trU2Fz4sQJzMzMGDduXBtY2bFcuHABiUTSLdp0tzdKpZKrV68SGxvLnDlzcHd3p76+ni1bthAcHNzsfJ8XPEpUVgX/uZrO5eQSTPR1WDTMjddGeeBi2bpk/T179rBu3Tru3LmDp6fnk70yT0Iph4yranGTdBpkIjCxA59ZanHTI/Cpm/d1JVJSUrh46yI9RvQgqiiKqKIo8sX5AJjrm+Pv4M9Qx6EEOATQ26r3U5eIdxea8taoVCoOHjyIhYVFiz3rgiBw4vhxdMRixvfvjywnB3lePvLCAuT5BZSnpGAoFqP1YEp5A3WAxMQEN/8h6Dk7o+fohK69Pbp2dupHezt0LC27as7TC0FTVVWFk5MT4eHhXaZjZQNlZWVcv36d9PR0hg4dyrBhw566QV9JSQm7d+9m3bp13a7tfWlpKTt37tS07H6BmvT0dI4fP86QIUMoLy/HwMCAGTNmdLZZ3ZKkwho2X0vnVJy6M+yUAY6sfMmzVb1sli1bxp07dxg/fnzLvTItQS6FtJ/h3hFI/QkUdWDuAv1nqxcXf+iaF5gnUlNTw+bNm3n//fc1F8lCcSG3i28TVRTF7eLb5IrUjeyMdY0ZZDcIP3s/fO18GWQ36LFVVN2VX3trFixYQElJSbMl2c0hk8nYunUrI0eOfKT1Q0FBAfv37ePNRYuoy83l/J49jB80iLKkZEKPHWWy3xBUJSUoKysf2a+Wnh46drbo2tmh97DYeehRx8oaXStLtDq2n9ILQfP111+zadMmUlNTO9uUZikvLyc8PJzk5GRNGW5ru8geOnQINze3blfCKwgCe/bsoU+fPgQGBna2OV0OkUjE7t27qa6u5s033+x2id5djYKqOnbdyGL/rRxEUgVD3a14fZQnE30c0HlCZVRpaSkeHh7o6upy8eLF1ntlWkK9CFLOqz03aRdBJVeLm34z1KMX3IKgG3kxBEHgyy+/fGxicFFtEdHF0dwtucvd0rukVqaiElRooYW3lTd+9n4MthuMn70fLqYuXdV70GqSk5OZNWsWSqWS8+fPP1U6REMY+rXXXsPW1rbRe6dPn0ZbW5upU6dy4cIFZDIZ06dPx9vbm7fffpv169ejkkpRlJaql5ISFCUPPS8tRVGqfk1ZXd3k8bVNTdGxtkbXygodKyt0rK3RsbJE19oaHUsrdKyt1O9ZW6NjYYG2qSlaT38D8HwLGkEQcHNz46OPPmLdunWdbc4Tqamp4ebNm9y9e5d+/foxcuTIFrWyLykpYc+ePaxfv77NZwS1NwkJCYSGhmrG3r+gMSUlJezcuZOBAweSkJDAzJkzO2XY328Ncb2Cw1G5bA/PJK+yDjdrY1aMdGd+QA9MDB7NY0lISGDKlCk4OTmRmJjIzp07278tQl0VpJ6HxJNqcaOsV4el+k5XCxyP0aDT9f/f9+/fj5+fX5OTo5tCLBNzr+yeRuDElsZSK1dXAdka2WoEjq+9L32t+2Kg0z2Tqmtqavjuu+8ICwsjKiqKEydOEBQU1Or9REdHExUVxeuvv97o/C+RSPjuu+9YunQp5ubmfPPNN6xZs4adO3fy+eefk52d3WJxqKqvR1FaphE6ysoKlJWVKCoqUVZWoqyoQFH5y3NBJmt2X9omJmibm6NjZoa2uRk6pg8ezcwf/dnUFG0jQ7SNjDD08Xm+Bc3ly5eZN28eZWVl3epiKZFIuHXrFlFRUbi7uzNq1CicnJyaXf/o0aPY29szatSoDrTy2VEoFHz77bfMnj27yRLE5x25XM7WrVsZPnw4fn5+ZGdnc/ToUQYMGMC4ceO65XyuroZSJXAhoYhtYZlEZ1dibqjLokA3Xh3hjpOFOs8mJCSEFStWsHz5cr7++mu2bt3KH//4R+Li4jouubJeDPcvQNJJSL0A8lowtFSPXPB5GTzHgl7XDDVfuXIFlUrF+PHjn2p7pUpJWlUad0vucqf0DndL7mrycHS1delt1ZsBNgMYYKtePC08u3wuTsPgYFdXV4KDg/nLX/7Cl19+yf/7f/+v1Y0IBUEgJCQEQ0NDpk+f3ui927dvk5iYyPLlyzl37hw6OjpMmDABW1tbQkJC2mUcgiAICBJJI4GjqKhEVVONUiRGJapBWSNCKapBJRKrH2tEqEQilCKRulllE/RLTnq+Bc306dMxMzPjwIEDnW3KUyGTyYiOjubmzZsawdKzZ89GqrqyspKtW7eyfv36bpc7ExERQWZmJosWLepsU7okJ0+eRKlUMmvWLM3fXCKRcPz4cSQSCfPmzXsu+3u0FzE5lfwQmsm5+EK0tLSY3N8BZfIV9n31P49caObOnUtWVhZRUVEdf7Mkr4P0y+q5Uiln1QMz9c2g9yToOw16TVBXT3URUlJSiIqKYunSpW22z1JJKbGlscSXxRNfHk9CWQJiuXoMgZGuET42PmqRYzeAATYDulyo6u7du5p5Sw03Jg3CedmyZWzcuLFV36v6+no2b97M+PHjGzWBVCqVfPfdd0ydOhVbW1u+//571q9fz2uvvUZtbS2nTp1q88/2LAiCgKpWohY9IhEqsRhVXR1CXR1mEyY8v4ImPz+fXr16kZ6e3u1LXBUKBXFxcYSHh2NsbMyoUaPo3bs3WlpanDlzBkNDw6e+++ks6uvr+eabb1i2bFm3awvfESQkJHD58mVWr179SAWcIAhEREQQFhbG9OnTW+zKf0HLyK2QsPtGJtuvJqPUNcTNXIc3x/swy88ZY311OKquro7+/fszfvx4tm7d2nnGKmSQdV0dlko+A5IydRO/niPV3ps+v1NPB+9EmkoMbmtUgorsmmy1wHmwJFckI1OpQx9WBlb0t+3PANsB9LXuSz/rfjiZOHWKyGn4fSxbtuyR0TQJCQlMnToVDw8PTp8+3aoiiYKCAvbt28eqVasa3egkJCQQHh7OqlWrOHnyJJaWlnh5eeHt7d3dro/Pr6D55JNPOHXqFHfu3OlsU9oMlUpFUlISYWFhqFQq/P39uXz5Mm+//Xa3GxNw5coVqqqqmD17dmeb0uUQi8V8//33LFq0CBcXl2bXy8/P58iRI3h7ezNp0qQXXYPbiPz8fCZPnoyWrgFvf7GLYwmVJBXWYG6oy4KAHiwf7o6bjTGpqakMGzaM//u//2Pt2rWdbba6z01eFKScUy9lKerX7X3U3Yn7TFVXTHWwR6klicHtgVwpJ7UqlYSyBO6V3SO+LJ70qnSEB5cwc31z+lr3pY91H/pZ96OPdR88LDwajW9oawRB4MCBA7i4uBAcHNzkOtXV1UydOpXCwkLOnz9P7969W7z/sLAwMjMzWbp0qUasCYKgqYZycHBgx44dbNiwgWHDhvHyyy/z17/+tU0+WwfwfAoauVyOg4MDP/zww2/ygikIAunp6Zw6dQqpVMqECRPw9fXtNgnBtbW1bNq0iVWrVmFl1faTkrszgiBw+PBhbG1tW+R1k0qlnDp1ioqKCubNm9eiJPIXNE9YWBhz5sxh9OjRHDhwAD09PQRB4HZ2JbtuZHE+vgilIDCujz3LR7hTnRLJ4kULOXPmTLMXqE6jPF2dVJxyDrJvgKBUJxV7T4Y+U8BrLOh3zI3Q4cOH6d2791NPlm8rJHIJ96vuk1KRQlJFEikVKaRWplKvrAdAX1ufXla9NAKnn3U/elv1xlivbUZVNAyNfOuttx6bA6dSqXjzzTc5fPgwe/fufSQ35nHbbd++HV9f30ZVeOnp6Zw9e5Y1a9YQEhKCm5sb+fn5rFq1iuLi4u5y7Xg+Bc2RI0d4++23KSws7GxT2g2pVMrGjRuZMWMGd+/epaCgQNNlsqvn0pw7dw6AKVOmdLIlXY/4+HiuX7/O6tWrW+xxEQSB6Ohorly5wuTJk1803ntKdu7cybp16/jwww/55JNPmlynqFrK/shs9t/KoUwsw93GGAdxGpd++JQ7N6933Q6sdZWQdkmdc3P/ItRXg44BeLykzrnpNRFsvNqt301sbCwpKSksWLCgXfb/LChUCrJrsjUCJ6kiieSKZKrrfylVdjF1oZdlL3pZ9sLL0gtvK288LDxaVWElCAJbtmzhpZdewsfHp0XbbNq0iY8++oj/+Z//4f3332/RNg19vX4detq9ezc+Pj44Oztz6NAh1q9fj6urK99++213GWT8fAqaoKAgAgMD+frrrzvblHYjNDSUsrIyjQequLiY8PBw0tLS8Pf3JygoqEuGoRqSmNeuXdsl7etMWhpqao6ioiKOHDlCjx49mDJlymOHKb6gMQ1ToXft2tWik3u9Qsm5e0Xsi8wmKqsSLUGJdn4cP3y8guC+nZOb0WKUcrXHJuWcuqFfeZr6dcue4D1RLXDcXwKDtmtqJ5FI2LhxI++//363CI0KgkCxpJjkimSSK5JJr0onrSqNrOosFIJ63IC2ljZuZm54WXo1Ejvu5u7oNVFOHx8fz82bN1m5cmWrvh9Xrlxh1qxZ/OEPf2hWaP+asLAwMjIyWLZsmeZY+fn5HDp0iLfffpuDBw8yYMAAduzYQVRUFDdv3myxPZ3I8ydokpKSCAgIoLi4+DfbdVYul/P111+zfPnyRyaHV1ZWcuPGDeLj4xkwYABBQUFdKgxx7NgxrKysGDNmTGeb0qVobaipOWQyGWfPniU/P59Zs2Y9lTB63vjqq6/45JNPOHz48FN5DVOLReyLyGL39RQEPSM8bU1YNMyNuf6uWJt0A1FZkQnpl9Sem8zr6pJwHX1wG/7AezMB7Ps9s/dmx44djBo1qlv3UZKr5OTU5HC/6r5a5FSmkVaVRo4oB5WgLjfW1dKlp3lP3C3ccTd3p6d5T9zM3Lj04yXmT5+Ph4dHq4978+ZNpk6dyltvvcWnn376xPWbCz39+OOPODk54eLiwpkzZ1i+fDlOTk7cvn27OxQXPH+CZt26dcTFxXH9+vXONqXduH37NmlpaSxcuLDZdcRiMbdu3SI6OhpXV1eGDx/+SMl3R9MwnuHtt99u06GcvwWeJtT0pP2dP38eX19fxowZ0y3uijuDzz77jM8++4xjx449c6Vgdn4hw+evwXn0AsowR19Hm98NcGRxoBuBHtZd22vTgKIeciLUjfzSLkJJovp1cxfoNR68xqsb+hm3vmN1eHg4lZWVLc4H6U7UK+vJqs4irSpNs2TXZJMrykWh+mWApIWBhUbkeFh4qIWPuTtu5m5PDF9FR0czceJEXnnlFb766qsn2tRU6Km8vJzt27ezbt069u3bx6hRo1i1ahW+vr588803z/ZLaH+eL0GjUCiwsbHhyJEjTJw4sbPNaRcEQeD7779n8uTJeHp6PnF9uVxObGwskZGR6OrqEhQUxIABAzqlKVt3bQDY3jR09HzaUFNz1NbWcubMGUpLS194a5rgL3/5C19//TWnT59us+9kZGQk48eP57PvdlJm0Zejd/IRSRV42powL8CVuUNccTDv2jlujajOf+C9+Vk9TLO+BtACx4HgGQyeY9SenBYkF5eVlbF7927efffd7iHu2gCFSkFeTR4b927EY4gHlVqVZNdkk1WdRUldiWY9LbRwNnXG1cwVV1NXXM1ccTF1wdXUFRczF6wMrNDS0iIuLo7x48czb948/vOf/zzx+GFhYWRlZbFkyRLN7/zYsWPY2tpiYWFBbGws9vb2LFiwgPLy8q5+4/N8CZrz58/zyiuvUFxc3NmmtBs5OTmcPHmStWvXtuqkIAgCaWlpREREUFJSwrBhw/D393/qYZitpTs3AGxvHp650tYIgkBCQsILb82v+Otf/8pXX33F+fPn23yGWENZbFhYGN59+3M6roDDt3OJyqpEWwuCe9sxP6AH4/vZY6DbtTvaNkIph/wYyLwGGdcg7xYoZaCtBz2GgUewWuS4+Dc7kuHbb79lzpw53an3yTOTnJzMjRs3WLFiRaPXa+W1ZNdkawROVk0WeeI88kR5VEgrGq1rrGusETnGcmMOfH+AET4j+PsHf8fJxKnZKiylUsnmzZsZO3asJqTU4Clfu3YtmzZt4rXXXqNfv37s2bOHyZMnt88voW14vgTN/PnzEQSBI0eOdLYp7UZISAguLi5PNfOjgeLiYiIiIkhOTqZ///4EBQU9MtisremuDQDbm4KCAg4cOMDatWvbVei98Nb8whdffMHf/vY3zp8/327DXDds2EBISAjR0dGaxpGZZbUcic4lJDqfohoplsZ6zPJ1YX6AK/2du05n3xYjk0DOzV8ETmEsIIC+KfQc8YvAse+v6X1z4cIF9PT02qXlfldlz549DB48uFXVhxK5hHxxPnmiPPXjA6HT8JpUKW20vrm+OQ4mDjgaO+Jool4cjB1wNHFEUang5oWbbFi7QVOeffDgQTw9PampqUGpVLJlyxZ0dHQ4fPhwm372Nub5ETRisRg7Oztu377dqPXzbwmxWMymTZvYsGFDm1z8xGIxUVFRREdH4+zsTFBQEB4eHm3uDm6we926dS8qmx5CEAR++OEH/P398fPz65DjPe/emm+++YY///nPnDp1ql0T01UqFS+//DLp6elERUU1KlBQqgRC75fyY3QePycUI1Oq8HEyZ36AK7N8XbDqDonETSGpgKwwdWgq89ov1VOGluqwVM8RFBp4cvp2DqveXNOppnYU5eXl7Nixg3feeafN/tcEQaBcWs61u9dY/9/rGTV1FANHDKS4tpgiSRFFtUVU1Vc9sp2Jtgk9LHvgaOyIsWBMYVohY4aNISY0hmD/YFYsXEFWYhY25l2niORXPD+CZt++ffz5z38mOzu7s01pN65fv05VVRUvv/xym+5XLpdz7949IiIi0NbW1uTZtNU/4MWLF5HJZO0SUunOxMTEcOfOHVasWNGhOQVisZizZ88+d96arVu38t5773HkyJEOca3L5XJGjx4NqP93m2peVlkr42RsAT9G5xKfX4OejhZj+tgzy9eF8f3sMdTrRiGpX1Odr66ayrmhLhN/IHBk6KHlFoSe12i1J8fFH/SMOtnY9uGnn37SDIRsD27dusWkSZP44IMP+PjjjzWvSxVSiiXFFNUWUSwpJrsim6u3r2LjbkO5vJxSSSmV9ZVN7tNMzwwbIxtsjGywNbLVLNaG1lgYWGBpYImlgSUWBhZYGFi0a2flX/H8CJrg4GAGDBjApk2bOtuUdkGlUvH111+zcOHCx07efhYaOhBHRERQXFxMQEAAAQEBz+RVaWgAuHr16heDFB+irq6OTZs2sWTJknb7ez6O581bc/LkSRYvXsz+/fvb/IbgcYjFYoYOHUqvXr04ceLEYwcOJhbUcOxOHifuFlAiqsfMQJcpAx2Z5edCkIcN2trdPJFWVAw5N0i/vAcnWSbGokxAUJeIu/irxU3PEeA6DAzN2+ywcrkckUiESCRCKpWiUqlQqVQolUoAtLW1NYuuri6mpqaYmZlhbGz8TDcacrmcr776qt3PfWFhYUydOpUvv/ySVatWNbteeHg4WVlZLF68GC0tLVLup3Dy4kkGBg7kWvQ1knOTya/KZ/aS2ZRLyymrK6O8Tv3YMPizKUz1TB8ROg3PzQ3MMdM3w1TPFFM9U0z0TdSPeupHAx2D1vyOnw9BU1xcTM+ePcnJyXmkL8tvheTkZMLDw3n99dc75HglJSVERESQlJSEj48PQUFB2NnZtXo/v24A+AI1Z86cAWDatGmdakeDt6asrIyZM2f+Jr01SUlJBAUF8a9//Ys33nijw4/fcHMwefJktm3b9sT1lSqBm+nlHLuTz/n4QmplSpwsDHl5sDOz/Fzo59R2F/vOIDExkdu3b7N83nTIjYTscLUHp+CuejwDWuq+N65D1UuPYWDj3ewMKqVSSUlJCQUFBZSXlyMWixGJRJpHpVKpESlGRkaNBIyWlpZG4KhUKuRyuWa7+vp6TE1NNduamppiYWGBo6Mjzs7OT7zR+//snXdUVAf6v59hAEF6F5QOQ+/Yjb3XqCm6KZqs0VhTNtn227Ptu7spm6LGjViyxliiYsMSGyLYpUmTpnTpnWGoU35/ECdxbagMM0N8zplzGbjlnWHm3s99a25uLpcvX2bx4sU9/yb+D4cOHeK1117j1KlTjBw58r7ryGQyIiIimDBhAt7e3soZT6NHj+bUqVOMGzeOIUOG3Pc62iptpa6tjsb2RhraG5TLe35u++nv4k7xI+3WFejeI3KM9Y0xEBpgoGuAgdCAfrr9MBAasCZ0zS9D0Kxbt46IiAiysrLUbYrK2LlzJwEBAQQFBfXqcSUSCYmJiSQmJmJnZ8fw4cNxc3Prlqp+WAPAXzJVVVVs376dVatWYWiofld7X/bWNDU1ERAQwLRp04iIiFCbHTdv3mT48OG8/fbb/OMf/+j2dq0dMqKzKjl8vZS43GqkcgXeA0yYEzyQmYH2OFr2TpViTyKVSvnyyy95880372762d7cVTlV8uOjNBHafhw/YGAOg8KRDwyn3tiTYpktt6sbKS8vp7q6GgsLCxwcHLC2tsbExET5MDY2xsDA4Ik8LVKplObmZqXAEYvFNDQ0UFFRQXl5Ofr6+tjb22Nvb4+Dg8M9Iufo0aNYW1urLPH8f/nLX/7Cxo0bSUlJeWAVWV5eHsePH2flypUIhUIyMzO5fPky3t7e1NTU8Pvf/54VK1awZs2ap7ZHKpfS1NGEpENCc2czzZ3NSDoliDvESDolyufNHc3K582dzTR3NNMqbaVd1k67rJ02aRvtsnZSXk/5ZQgaX19fXnnllbtiiH2JO82Q3nvvPbVdaKRSqTLPRqFQEB4eTlBQ0EMb5HWnAeAvke+//x4XF5deO9F1l77mrZHL5YwdOxaFQkFcXNxDw/JYUUkAACAASURBVD29QXx8PBMnTuSjjz56ounctc3tHE8v59D1Uq4XdyV9BjuaMzPQnukB9jiYq18cd5fo6GhkMtnDc5nkcqi9SXP2OSQ559CvTMW8sxwBoEBAq7Ez8oHhGHiMQtdxMNh4g7B3zo8KhYL6+nrKy8spKyujvLyc8vJyDAwM8PT0RCQSERUVxeLFi3u1U/vzzz9PXl4eSUlJDxx9snPnTkQiEUOGDEEul/Of//yHKVOmcOjQIVpbW4mMjOTGjRu9ZnN3UCgUCLqpSrVa0OTm5hISEkJtbW2f7W9y5swZAI1oFqhQKCgsLCQxMZH8/Hz8/PwYPHiwsjT15+s9TgPAXwrFxcUcOHCA1atXa6QXpC95a5YvX84PP/xAeno6pqaaEaY5ceIEL774Itu2bePFF1984v2U1LVwLK2c4+llZJQ2ARDmbKEUN5revO9OX6r33nvvnmRpuVxOaWkpOTk55Obm0tLSgkgkwsvLC1d7K/Sr06AkocubczvhJy+OrkFXwz+HkJ8e1iLQ6Z3EaoVCQXV1Nbm5uaSnp1NdXY2Pjw9eXl54enr2ije2o6OD0NBQRCIRBw8evO865eXl7N69m9WrV6Ovr8/Vq1cpLS1FR0cHS0tLpk+fTkpKiiaOqOj7guZPf/oTp06dIiEhQd2mqASFQsHatWt55ZVXNC5sIxaLSU5OJikpCQsLC8LDw/Hx8UFXV/eJGwD2ZRQKBd9++y3BwcG9Uqb9NDQ3N3P8+HFqa2u10luzadMmfvvb33L16lWNm1FzJ9x47NgxxowZ89T7K6iR8EN6OUdTy8iuECMQwGBnS2YG2TPVfwC2Jpopbnbv3o2Pjw8hISEoFApu377N9evXyc3NxcjISCliBg4c+OBziFwO9QVQdv2nR3kqdPyYxKrXHwYE3i1yrDwemI/TU8TExNDW1oa9vT05OTkUFBRgb2+Pv78/AQEBKh39UlpaSkhICCtWrOCvf/3rfdfZv38/tra2jB49mra2NtauXcusWbO4dOkSW7ZsYdq0afz9739XmY1PSN8XNG5ubnz44YcsX75c3aaohMLCQk6ePMnbb7+tblMeiEwmIzc3l4SEBKqqqggJCaGqqgpXV9enagDY18jNzSU6Opq3335b7eGP7vC/3poxY8bct/RY07h48SJTp05l586dPP/88+o257588sknfPzxx8TExPSouL1V1czxHz03uZXN6Agg3NmSyX52TPEboFE5Nzdv3iQmJobw8HASExPp6OggLCwMHx8fLCwsnnzHchnU5t0tcirSoLOl6+/6xmDnB3b+XcsBAWDr26PTxTdt2sS0adNwcnICuvIJCwoKSElJoaCggICAAMLDw1V2k3rp0iWmTJnywO9AXV0dW7duZdWqVfTv358jR45gZmZGYmIiOjo6bNiwgby8PJXY9hT0bUFTUFCAn58fDQ0ND4wXajtHjhzB2tqaESNGqNuUblFTU8Ply5e5fv06Hh4eDB06FHd391+8l0YulytbkHt7e6vbnMeiubmZkydPUlpaypQpU/Dy8tLY/+edu9NVq1bx5z//Wd3mPJQ//vGPREREEBsb+1hdZLtLbqWY42nlnLpRQXZFV8WJr70pU/wGMMXfDi87E7X9H2tqaoiPjycxMRFHR0dGjx7d7WKDJ0ImhZpcKE/5UeBkQGXGj7OpAARg6fqjyPGHAT8uzZ0ee8p4Z2cnn376Kb/73e/uG65tampSeratrKyUnu2enq+3efNmPvzwwwd6KY8fP46uri5TpkyhvLycPXv24OvrC8DcuXPJzMzExcWlR216Svq2oFm3bh1btmwhIyND3aaoBKlUyueff87y5cs1JgegO9wp1XZyciIxMZH29nbCw8MJCQnRiKoedZCWlkZCQkKvN9HrSfLz8zlx4gTm5uZMnTq1V5Mdu0N38gc0jQ8//JBt27YRGxuLv7+/yo5TWCPhdGYFp25Uklxcj0IBzlb9u8SNnx0hjhYq73NzZ57clStXqKqqIjQ0FIVCQXNzM3PmzFHpsR9gEDQUdwmbyhtQkd71c13+T+v0M/vRm+PblXRs49W1NLJ5oNApKSnhxIkTLF269KGHl8lk5OTkkJCQQE1NDaGhoQwbNqxHz5F38sjS0tIwM7t7vIZYLGbjxo0sW7YMMzMzvvnmG3x9fYmPj2fz5s0sW7asR6qdepC+LWiGDx/O2LFj+eijj9RtikpQ9mt4/XV1m9Jt/rcB4J3YeGJiIjk5Ofj4+BAeHq51ORlPg1wuZ8OGDcyePVvT7ngeG5lMxtWrV7l06RJhYWE899xzGuMdnTdvHrdu3SIxMVFjbOoO7777Ljt37iQuLq5XxrZUids4k1nJqRuVXMmroVOmwMakHxN97JjgbctID2sM9XvWW1BSUsLZs2eRSCSMHj0aX19fhEIhLS0tfPXVV6xevbrXBuU+kvZmqMr8SeBUZEB19s+8OXSVkf9c4NxZmjoQn5BAZWUls2bN6vYhq6uruXLlCjk5OYwYMYIhQ4b0SHj3TqUfQGxs7D2h7rNnz9LS0sKsWbNIS0sjNTUVsVhMbm4u8fHxXL58+alt6EH6rqBpbGzE1taWkpISjUuW7Sn27NmDl5eXxieQ/pycnBwuXrx43waAEomE69evk5SURP/+/QkPD8ff318r8jKehvT0dJKSknqlwVZv0dTUxJkzZygpKWHKlCl4e3ur1fO0Y8cO1qxZw40bN7RykvPq1avZu3cv58+f79WQZFNbJ+eyqzh1o4K4nGokHTL66eowwt2K8T52jPe2ZeBTlINXV1dz9uxZysvLGTt2LEFBQfdcVA8dOoSdnZ1mh9UVChCXdwmb6twflzlQnQWtPxshoG9Cva4NMktPrEVDwModLN3B0q1bOTo1NTXExMRw+/ZtxowZQ0hIyFPn2zU1NeHl5cX777/Phx9+eNff7gjKFStWYGhoyJdffklgYCB1dXUsXryYqqqqezw7aqTvCpq9e/fyu9/9jsLCQnWbohJaW1tZt24d7777rlaVo+/atQt/f/+HNgCUy+XKO+nbt28TFBREeHi4xoUweoI75euTJk3Cw8ND3eb0OAUFBZw4cQJTU1OmTZumlv9hTU0NIpGITz/9lCVLlvT68XuK5cuXc+DAAeLi4tRSmdUulZFQUM/Z7Episqsoqu1KovUeYMJ4b1sm+NgS7GiBsBuhqcbGRmJjY8nNzWXkyJEMGTLkgeX/t2/f5uDBg6xevVr7wrEKBUhqoCZHKXJup5zFXtiIsLXm7nWNB/wocNx+EjpW7mDhCvp3e6dKS0uJjo5GLBYzfvx4fHx8nuq9OXbsGAsXLiQ1NfWeNhonT55ER0eHyZMnEx0dTWtrK1lZWXz99dd8+umnvPTSS0983B6m7wqa+fPnY2hoyM6dO9VtikpITEykoKDgqXpV9DYNDQ1s3ryZ999/v9u9S+rr60lMTCQlJYUBAwYQGhqKl5eX1vY++V9yc3M5d+4cS5cu1b6TdTeRyWTEx8dz4cIFQkNDGT16dK+GfKZPn05HRwfR0dG9dkxVsWrVKvbs2aPynJpHoVAoyK+REJNVxdnsShIK65HJFVj012Osly1jRDaM8rTG2vju8mOpVEpcXBxJSUmEh4czYsSIR96QKRQKNm/ezLhx4xCJRKp8WSpHKpXyySefdCUEy1q78nHq8ruqrpTLPJBU372h6cAuYWPupHwozB0paoTTVzPQ0dVn5syZDBgw4IltW7hwoXJW38+9Pk1NTURERLB69Wra2trYsmUL1tbWnDx5Erlczv79+5/4mD1M3xQ0nZ2dmJubK0+gfZFt27YxYsQIvLy81G1Kt7lw4QKNjY3MnDnzsbeVSqVkZmZy/fp1qqqqCAgIICQk5J6GfdqEQqFg27ZtDB06tFdyI9SNWCzmzJkzFBUVMXnyZHx9fVUu4u6EmrKysp7qZK9J3MmpiYmJUUn105PQ2NrJ+dxqzmVXcS6nivqWTgD8HEwZLbLhOU9rHPRaOX70CDY2NkybNg0TE5Nu7z8zM5OLFy/y1ltvabXwb2hoYNu2bbz33nsPX7Gt6Uexkwe1Py7rCqCxBJrK+PllViEQ0mFgTWV7P/RtPLD1CkfHwrlL+JgOBBP7ezw890MikeDh4XHf0FNUVBTm5uaMGTOGbdu2YWtry82bN/l//+//0dDQoClpAd36YGjdrfDFixcxMjLqs2KmqamJ6upqrQpRKBQK0tPTn0jMAOjq6hIYGKiM316/fp1du3ZhYmJCSEgI/v7+WhV6g66uwBKJROMau6kKExMT5s2bR2FhISdOnCA5OZlp06ZhbW2tkuPV1NTwzjvv8O9//7vPiBmAtWvXoqenx9ixYzl79qxG5NCZGeoxK8iBWUEOyOUKMsoauXCzhrjcaracz2djbB56yAke6MP0ga5UtQkwNlZ0W5z4+Phw6dIlbty4oVbP1NMiFou7J+QMTMEhuOvxv0g7oOl2VwVWQzGChmL6NRTjUJtPe+V1BOfPcY9fwcAcTB26xI2pPZg43LM06m/Fli1bWLhwIfPnz78r9DRy5Ei2bdvG8OHDCQgI4NatW7S2tmJsbMylS5eUicXagNZ5aFavXk1WVlafcDHfj4SEBG7fvq1VE6orKirYu3cva9as6bE7LLlcTl5eHtevXyc/Px9vb29CQkJwcnLSiru4Xbt24ePj02eF98OQyWQkJCRw/vx5QkJCGDNmTI+HoaZNm0ZnZ2efPQ/84Q9/ICIigsOHD/dIR2FVUFpayr6DUTT0s6Pdwo2rhQ0U/ph7M9DckFEe1ozwsGK4mxW2jxjHkJ+fz/Hjx1mxYkWP92TpLTIzM0lPT+fll19Wyf4VCgVp1xOJP3OQwaIBBDpbodNc0ZWw3FQO4rKuZXMl91yqdfTAZAC3KpqoEEsZOXkuAmObrhJ0I1vikjKxGOSJZ/BI1m/dxQCHgXz33Xf4+fmxfv16lbyex6TvhZwUCgX29vasX79ek5KVepRdu3YRHBysVWGK06dPIxQKmTBhgkr2L5FISE1N5fr168jlcoKDgwkODn4st3ZvUlFRwe7du1mzZk2fyQd6EsRiMdHR0RQWFjJp0iT8/Px6RIz2xVDT/fjkk0/4xz/+wX//+1+NyqeTSqXExsaSkpLC1KlT7/q/Fte2cP5mNedzq7maX0tTmxQAdxsjhrtbMdzNmmFullgZ39v+f8eOHcrWDtpIfHw81dXVzJgxQ6XHaWpq4tixY4jFYubMmXPvd0DW2SVqfi5yxGUgrkDaVElWYhwuNsaYCFpBLr1n/woEdAiNaJTpk1fWwLBxUxEYWoChRZc3yND8/j8bmKlyQGjfEzQ5OTmEh4fT2NioFe3jH5f29na++OIL3n//fZXO++hJ5HI5a9eu5bXXXsPGxkalx1IoFJSWlpKcnExWVhZOTk6EhITg6empUXd1R44cwcLCgueee07dpmgERUVF/PDDDxgZGTFt2rSn+pz0laqm7rJ9+3ZWrlzJJ5988kRTunua5uZm9u7di5GRETNnzsTY+MHlyDK5gsyyJq7k13A5r5aEgjokHTKgq3pqmJsVI9ytGOpqhVl/PcrKyvj++++VgxO1jbNnz6Knp8fo0aNVfiyFQkFqaipnzpxh6tSpBAQEdHtbZdVTSgpuDpZdlVqSas4d24e3oxW6bfXUFGej01pDZUE2QwNF9JO3dpWod0oevnN9E+hnAvpGXaXq+nceD3tuBMJ+oNuva8iorn7XUvjjUrcf9Lfse4ImIiKCr776SuPGm/cUmZmZJCcn8+qrr6rblG6Tn59PdHT0Iztj9jQdHR3cuHGDlJQUamtrCQoKIiQkRGU5G92lra2NdevWsXLlyoee7H9pyOVyZRgqKCiIMWPGPJFo7+uhpvtx4sQJXn75ZdasWcM//vEPtdlRVlbG3r17ldVsj+tt65TJSS9t5EpeLVfyakksqqOtU45AAF52JgxxtURWeZMhLpbMmayZYbaHERUVhaOjY6+GmSsrK9mzZw9+fn6MHz++2zf696t6ysjIICkpiVdeeYXPP/8cY2NjIiIiWLVqFcuWLevaUNrRNeG8tR7aGqC14d6fO5p/fEi6GhX+7/NHiaL78dfGvido5syZg42NDVu3blWnGSrj8OHDODg4MGTIEHWb0m2ioqKwtbVl+PDharOhpqaG69evk5aWhoWFBSEhIfj5+anlLu/q1auUlpYyf/78Xj+2NtDc3Ex0dDR5eXmMHj2a0NDQbnvXfimhpvsRHx/P9OnTmTNnDlu2bOl1D3VGRgYnTpxg5syZPZbo3i6VkVLcwNX8OhKL6kguqld6cBzMDBjiakm4iyVDXC3xsDFW+XiGp+XAgQOIRKLH8pb0BC0tLURGRqKnp8f8+fO7daNwv6onmUzG2rVref3117l8+TKNjY388MMPtLe3c+jQoZ4zWC7vEjU/FzjSDpC2gbQdZO0//XznMeztviVoFAoF5ubmHD9+nFGjRqnLDJUhl8v57LPPlLM1tIHOzk6++OILVqxYoRH5LDKZjJs3b5KSkkJRURE+Pj6EhIQwaNCgXkkkVigU/Oc//2H27NnKSbvPuD9lZWWcPXuW+vp6xo8f/8j8ms7OTlxcXPj973/P6tWre9FSzSEvL0/ZcffQoUO9Uk6rUCiIiYkhIyODBQsWqLSVglQmJ7tCzLZjFyho1qG4VZ+a5nagq9Iq3NmCUGcLQpzMCRxkjnE/zcpPi4yMxNfXVy35jzKZjJMnT1JYWMjChQuxtLR85DYHDhxgyZIllJSUKL3JMTExtLe34+3tzfHjx6mqqmLdunU0NDSouxijbwmarKwshg0bRmNjo7pMUClFRUWcPHnyJ9eeFpCVlUVCQoJGzpsSi8WkpqaSkpICQEBAAIGBgVhYWKjsmPn5+Zw6dYq3335b3V9+rSE/P5+zZ88il8uZMGHCA6ez//Of/+Tbb78lJyenT+bPdZfKykrGjh2Lubk5Z86cUWlYs729nYMHD9Le3s6LL76IkZGRyo71c34+OLFBqkt8QR2JhfUkFNaRX9MVrtARgKetCSFO5gQ7mhPsZI6nrUm3Ohmrir179xIQEKCcWq0OEhMTiY2NZd68efd0Bb4fgwcPZtiwYXz11VdAV5fniIgI3n33Xf7zn/8gk8n46KOPuHz5cq+O5bgPfUvQbNy4kQ0bNvTZ/JkzZ86gq6vLuHHj1G1Kt9GGENmdROK0tDRu3LiBpaUlgYGB+Pn59fhAvH379uHm5qa1VRrqQqFQkJmZSUxMDKampkyYMIFBgwYp/y6RSHByciIiIkKjqn3URXNzM5MmTaKhoYHY2FiVeE1aWlrYsWMHAwcOZNq0ab2edH9nmOXs2bPv+n29pIOU2w2kFDeQUtL1aGztavRnpC8kcFCXuAl2NCdwkBkDTA167eZi3759+Pv7q1XQQNfNcWRkJFOmTHlk+Ov8+fNMnz6dvLw85edo7969eHh4UFxcTGFhId9//z1vvvkmb7/9dm+Y/yD6lqCZNWsW9vb2bN68WV0mqJQNGzYwb948rRmuJ5fL+fzzz3nrrbcwNzdXtzndQiaTkZeXR3p6Ojdv3sTZ2ZmAgAC8vLye2n3f1NTExo0beffdd7WmQk3TkMlkpKSkEBcXx6BBgxg/fjzW1ta8//77nDt3juvXr6vbRI2hs7OTuXPnkpKSwg8//NCjXYWbm5vZsWMHIpGI8ePHq8Xb2NbWxoYNG1i4cCEDBw584HoKhYKCGolS3KSUNJBZ1oRU3nWpsjLSx2+gGQEDTfF3MMN/oBmDLAxV8pr279+Pt7e3RjQHrKqqYufOnYwbN+6RzRknTJiAvb09O3fuRKFQcPXqVeLi4pDL5QiFQuLj4+ns7OTIkSO9ZP196TudghUKBXFxcZw4cULdpqiE2tpa2tvbsbe3V7cp3eb27duYmJhojZgBEAqFiEQiRCIR7e3tZGdnk5KSwvHjx/Hy8iIwMBAXF5cnCmmkpqbi5+f3TMw8BUKhkLCwMAIDA7l27Rrbtm1j0KBBbNmyRd0nU41DT0+PI0eO8N577zFq1Ci++eabHvFeNTU18d133xEQEKDWhn4GBgZMmTKFqKgoli5d+sB+TgKBADcbY9xsjJkX2uXVa+uUcaOsiRtljWSUNpJe2sSmuHylyDE10MV/YJe48XMwxc/BDFdro6cOV+no6CCTyZ5qHz2Fra0tixYt4rvvvkMqlTJ48OAHrrtu3TqGDh3KoUOHKC8vR6FQoKOjwwsvvMD+/ftxdXVl69atKBTd7/6sLrRC0GRmZiIQCBg5cqS6TVEJ+fn5D8wd0FRycnK0atbU/9KvXz+CgoIICgpCLBaTkZGhnHDr7+9PYGAgAwYM6Nb/RKFQkJaWxqxZs3rB8r6Pnp4eo0aNIiwsjAULFuDu7o5UKqW1tRVDQ0N1m6cx6OjosG7dOoKDg3nzzTdJTU19qrJusVjM9u3bCQkJ0YjCC39/fzIzM4mLi3uspp0GekLCnC0Ic/4pX66tU0ZupZiM0iYyyhq5UdrIt5cL6ZDKAeinq4OnnTFedqZ4DzDB294ErwEm2Bj36/Z52dDQkNbW1sd7kSrEysqKxYsXs337dnR0dAgLC7vveoaGhoSGhvLFF1+wY8cOnJ2diY2N5datW7i5uWFqakq/fv3IyspSezjtUWiFoImNjcXR0VHdZqiMoqIirZrdBF2CZt68eeo2o0cwMTFh+PDhDB8+nOrqatLT09m3bx96enoEBAQQEBDwUE9URUUFUqm0T39G1UFFRQXR0dGcPn2auro6vvrqK4YPH86wYcM0ZWCeRvDGG2/g6+vL7NmzSU1NJTIy8rFnn0kkEnbs2EFQUJBGiBno8r7MmDGDiIgIvL29Hxp6ehQGel35NYGDfvoed8rk3Kpq5kZZEzkVTWRXiDl/s5oDybeV61ga6eNl1yVuvAeYIBpggruNMWaG937+TExMEIvFT2yjKrCwsOD1119n+/btCIVCgoN/mh/V3t7O6dOnuXXrFh999BFTpkyhpqYGFxcXAgMD+fbbbxk3bhw1NTUMHDiQ2NhYjRc0WpFDM2PGDBwdHYmIiFDH4VWKQqHg888/Z8mSJVoTvqmtrWX79u289957WuVVehwUCgUlJSWkpaWRmZmJjY0NgYGB+Pr63uMlOHXqFHp6eowfP15N1vZN5syZA3T1OoKufkPnzp2jpKSE0aNHExISolEdotVNZWUlU6ZMoaOjg1OnTnVbYLe2tvLdd9/h6empkZ/h9PR0Lly48NDQU09SJ+kgu6KJnAoxORVisirE5FaIae38KZxkbdwPdxsjPGyNcbcxxt3WmI6aYpoqipk/T/Pm8NXU1LB9+3amTJmCv78/eXl5HD16FDc3NyZPnoyBgQFLliwhOzubixcvArBlyxZGjBjBkSNHSE5OprW1lWPHjqnrJfSNpGC5XI6ZmRnR0dEMHTq0tw+vcqqrq9m9ezfvvPOOuk3pNpcvX6a2tvYXE2KRyWTcunWLtLQ08vLycHV1JSAgAJFIhI6ODl9++SWLFi1Se5fivkRaWhrDhw8nPT39nvLT0tJSzp49S2NjI+PGjeuxGVF9gc7OTl599VXOnj3LgQMHHpkHI5PJ2LVrFzY2NkydOlUj30eFQsG+ffuwtrZW2by4RyGXKyipb+FmZTN51XceEm5VNSurrAD0BApE9ma42xjjYm2Es2V/nK3642xlhLWxvlrf38rKSr777jvc3NwoLi5m1qxZd0UG6urqcHFxYf/+/UyePJlr165RVlZGXV0dWVlZbN26lfr6enW9hr4haHJzcwkPD6epqam3D90rJCQkUFZWprwb1Qa+/fZbRowYgUgkUrcpvU5bWxtZWVmkp6dTXl6Og4MD9fX1rFix4hc9iLKnGTt2LM7Ozmzfvv2B6+Tl5XH27FkAZQ+bZ3Txr3/9i3/961+PnAF14sQJ6urqWLhwoUb392lubiYiIuKRVU+9jUKhoFbSQV5VMyn55Zy+moaxgwd51c2UNbQi/9kVs7++EKcfBY6LlRFOVv1xtjTC2ao/A8wM0BOq9v2Xy+Xs3r2bgoICli5det9y/w8//JBTp06RlpZGc3MzGzZsYMSIESQlJfHRRx9x6dIlPD09VWrnA+gbVU5JSUkq7U6pbgoLC7VKGLS2tlJeXo6rq6u6TVELBgYGhISEEBISQlNTE3v37lWGDUUiEb6+vri7uz8TN0/BpUuXSEpKIjIy8qHrubu74+bmRmZmJj/88ANmZmaMHj0aZ2dnjfQ09CZ//OMfCQwM5NVXXyUlJYVNmzbdI1iSkpLIy8tjyZIlGi1mAIyNjbtV9dTbCAQCrI37YW3cj0D7/tQnHuN3byxEIBDQIZVzu76FotoWimolFNW1UFzbQl61hHM51cqEZOhqFGhnaoCDuSEO5oYMNDdkoPlPzx3MDe+bt9Nd5HI5Bw8eRC6XM2bMGA4fPsybb755Ty7a3//+d7Zt20ZkZCQvvvgijo6O6Orq0t7ejp2dHUlJSeoSNN1CMz4VD+HatWt99s5LoVBQWFjIpEmT1G1KtykqKsLR0fFZUiZd1QF1dXWsXLkShUJBVlYWV65c4dChQ3eJm2fv1ePx8ccfM3fu3G5N5RYIBPj5+eHt7U1qaipHjx6lf//+jBo1CpFI9IsWNjNnziQ+Pp6pU6cyePBgDh8+rMyrKS4u5ty5c7zxxhuPnUCsLp606qm3MDAwQCgUIhaLMTU1RV9XR1lS/r/I5QoqxW0U1rRQUtfC7YZWyn58pN1u4FRGBR0y+V3bmPTTxd7cADtTA2xM+mFnaoDt/yxtTPphoHd3XplCoeDo0aO0trbyq1/9CqFQSG1tLVFRUcyfP/+u74ihoSFvvPEGX3zxBS+++CIBAQFkZGQgFAqxs7Pj6tWrLFiwQDVvYA+g8YLm4sWLfXbQX3V1Nfr6+lqTDAxdHiVnZ2d1m6ERFBQUYGdnp2w/P2TIrp8bpgAAIABJREFUEIYMGYJYLCY7O5tr165x+PBhPD098fX1xcPD45m4eQQ1NTWcPXuWpKSkx9pOKBQSGhpKcHAwmZmZnDt3jpiYGEaOHIm/v7/GeyBUhUgk4saNG7z22msEBgaydetWJk6cSGRkJM8//zxWVlbqNrHb9GTVkyoQCAQ4ODhQVlaGqanpQ9fV0RFgb2aIvZkhw93v/R/I5QpqJO2U1rdS1tBGWUMrpT8+qsTt5FU1UyVuV/bW+TlmhnrYmvTDxqQflkb6SOoqkbW0Mm7ECE5mVmFppI9o8FjOHDtE7PkLjBsz+q7tP/jgAzZs2EBubi4ikYjjx4/j7u6Og4MDly9ffro3ScVodA6NXC7HyMiItLQ0jXZzPSnx8fGUl5drVf5MREQEM2fOvKs1/S+Vo0ePYmVlxYgRIx64TnNzM9nZ2WRmZlJWVoaHhwe+vr54eno+Ezf34Q9/+AMxMTFcu3btqfajUCi4desWFy9epKmpiREjRhASEqIxoQp1sHnzZn7zm9/w3HPP8cc//lFjyrMfl4yMDGJjY1myZInGeZdiYmIQCAR3jbBRKBS0t7cjFosRi8U0NzfT2dmJXN7lgdHR0UFHRwcjIyNMTEwwNjbGyMjokSJcLldQ39JBZVM7VeI2qn5c3nleLW6nskFCjbiNdsWDqwGN9XWwMjHAxEAXUwM9TA30uHrhHCYGurwwewY5GdexMjWitOAmRw/uI/rkcYz66dFfX0h/fSGG+kL0hTqq9oZqf1JwX08IjoyMRCQSERQUpG5TukVLSwvr1q3jt7/97S++XFahUPDFF1+wePHibt/lSiQSsrKyyMrKorS0FHd3d6W40dfXV7HFmo9cLsfR0ZGPP/6Y1157rcf2W1xczKVLlygrK2Po0KEMHjz4F9vROSIigk8//ZT+/fsTFRWlteF8TU1mzsjI4OrVq/j7+1NeXk55eTn19fUIhUKMjY2VgkVPT09pt0KhQCaTIZFIaG5uRiwW09raipGREQMGDMDe3h4HBwfs7e0xMTHptnBoa2tj48aNzJ49GycXV+pbOqiXdFIraade0kmdpJ3CilriUzMZ5CaiXa5DU2snTW2dVDdKqGtqQaDfvUaWQh0Bhnpd4qa/vhBDva6lvq4OekId9IVdSz1dHfSEgp+eC3XQ0xWgp6ODjgAQCNARgAABAkGXitHREbBynIf2JwUnJSVha2urbjNURnFxMRMnTlS3Gd2mqKgIJyenX7yYASgvL8fAwOCxXPZGRkaEh4cTHh6ORCIhOzub69evK/tB+Pr6IhKJfrHi5tChQ0ilUl555ZUe3a+TkxNOTk5UVlZy6dIl1q1bR1hYGMOGDeu1CdKawM2bN2lvbyctLY3ly5cTGhrKhg0belQ89hZTpkxh586dREdHM3nyZLXZoVAoqKqqIicnh9zcXCorK5HL5QwYMABnZ2eGDx+OpaXlY3+nZTIZYrGY8vJyysrKSEhIoLy8HF1dXUQiEV5eXri4uDzU43j69Gk8PDyUotXWxABbEwPA5GdruXDRppX8/BxeW/TaXWJJJBKxYuUq5r60kC3bd9GhEHLibCxzX1xA2NARtHbIaOmQ0dopo6VDSmuHnNZOKS13ft8ho0MqR9wppVMmRypT0CmT0yGT0ymT0ylT0Cn96fl9omdKVo7rXuNZjRY0165d07oOut1FLBYjk8me5c9oKTk5OU9VnWZkZERYWBhhYWG0tLSQnZ1Namoqx44dw9XVVem50TSXuipZu3Ytv/rVr1R2x21nZ8e8efOor6/n0qVLbNiwgYCAAEaMGKFV38Mnoa2tjWPHjvH8889jbGzMjh072LFjB6tWreLUqVP897//1SohfWfW0NatW7Gzs+t1L3dVVRXJycnk5OQAKAd5Ojk5sXbtWp577jnMzMyeeP9CoRBzc3PMzc3x8fEBusRTTU0NOTk5nD9/nv379+Pm5kZgYKCyJ9Ydbt26RX5+PsuXL3/ksUaMGEF2djZJSUmEh4crf//rX/+aLZs38e47axhkbkD//v1JppGmrEvMWaa6qfcKhQK5omupAB4niKTRIafw8HDmz5/PH/7wh948bK+Qk5NDQkICr776qrpN6TYbN25k1qxZz/Jn6HLdT58+HScnpx7db2trK9nZ2WRlZVFUVMTAgQPx8vJCJBJhYWHx6B1oKfn5+fj5+VFQUMCAAQN65ZhisZirV69y/fp1PD09GTVqVLcqq7SRqKgodHV1mTFjxl2/z8/PZ86cObS3txMVFaW8eGoLVVVVbN++nYULF6r8vCSTycjKyiIhIYG6ujpCQ0Px9fXF1tb2Ls/GgQMHcHFxeeDspJ5CIpGQm5tLcnIyTU1NhIWFERoaip6eHl9//TWzZ8/udkixurqab7/9lrfeeksp7iUSCQMGDOD06dO0tbVRVlbG6dOnycnJ4erVq6p8afdDu3No+npC8Llz55DL5RpZfng/WlpaWL9+Pb/97W81KmatDhoaGtiyZQu/+c1vVPpedHR0kJ+fr3RnGxsb4+XlhZeXFw4ODn2qJHnp0qUUFhZy+vTpXj92a2srCQkJxMfHM2jQIEaNGtWnRHtubi4nTpxg+fLl9/XCyGQyVq5cya5du/jTn/7Ehx9+qFXf8ZycHI4fP86SJUseWV30JHR0dHDt2jXi4+OxsbEhPDwcLy+vB4be09PTycjIYOHChT1uy4OoqKggISGBzMxMLCwsMDIyeuzQ7cWLF8nPz+e1134KPb3yyitIJBK+/vpr9u/fT3l5OVu3bqWysrK3PyPaLWj6ekLw7t27CQ4O1vhhX3fIysoiOTm5x/MbtJGEhARu377N3Lm9N7NFLpdTWlqqFDetra14enri5eWFm5ubVldMdXZ2Ymtry549e5gyZYpa7UhOTubKlStYWloyatQoXF1dtVo4tra2snHjRubOnfvIZph3RIGjoyN79uy5Z+SEJnPhwgWys7NZvHhxj30XZDIZ169f5/z58zg5OTFmzJhuefBaW1tZu3YtH3zwQa9/L1tbW/nqq6+QyWQEBAQwZswYTExMHr0hXeeY//73vwQHBytDT3dGkJSUlLBt2zY6OjrYvHkzp0+f7m1HQ7e+hBorw/t6QvCdtvnaQklJybNp0j9SWFjY652SdXR0cHR0ZOLEiaxYsYI33ngDGxsbrl69ymeffcaePXtITk6mubm5V+3qCbZu3YqlpaVaxQyAnp4eQ4cOZfXq1QQGBnLixAm2bt1KZmamssRW2zh9+jReXl7d+rzOmDGDmzdv4u7uTlBQEJ988onWvO5Ro0ZhaWnJ0aNHecyb9PuSlZXF119/TVZWFgsWLOCFF17odjjS0NAQBwcH8vPzn9qOx6W8vBwTExPWrFmDvr4+Gzdu5OzZs3R0dDxyWx0dHebMmUNMTAwNDQ0ABAYG4uPjw5dffomrqyumpqZYWlo+dp+o3kJjBU1aWlqfvYDeSQh+mqSx3kbbBJiquNPd2cXFRa12WFpaMnz4cBYtWsS7776Lr68v+fn5/Oc//2Hr1q1cuHCBqqqqHjm5q5qIiAjeeOMNdZuhRCgUEhwczIoVKxg1ahRXr15l3bp1xMXFIRaL1W1et7l9+zZ5eXmP1Ync2NiY77//nj179rB27VqGDRumlgvz4yIQCJg9ezY1NTVP1fxNIpEQGRlJTEwMM2bM4LXXXnui856Xl5cyYbg3SUxMZPDgwRgZGTF58mSWLVtGQ0MDmzZtoqio6JHb29jYMHToUM6cOaP83cqVK/nuu+9wdnZGV1cXU1NT0tLSVPkynhiNFjQBAQHqNkMllJWVaVUOhEKhoLy8HHt7e3WbonY0sbuzoaEhgYGBvPDCC3zwwQeMHz+e5uZmdu/ezfr16zl58iT5+fnIZDJ1m3oPFRUV5OTkPHSAoroQCAT4+Pjw5ptvsnDhQpqampS5BIWFhRotFhUKBdHR0YwdO/aJqpe00Vujp6fHyy+/zLVr155ITNy4cYONGzdibm7OsmXLnirkdkfQ9OZ3rqmpiYKCgruum2ZmZsyfP59Jkyaxf/9+Tp48SWdn50P2AsOHD6e4uJiysjIAXn31Verq6pBIJDQ1NWFlZUV6erpKX8uTorGCJjs7m6FDh6rbDJWgbeKgvr4eAwODX1TPjgehCd6ZhyEUCnFzc2PatGm88847LFiwgP79+xMTE8Nnn33GgQMHSE9Pp6WlRd2mArBjxw58fHw0voJrwIABzJo1i3feeQdHR0eOHz/Oxo0biY+Pp729Xd3m3UNeXh4SiYTg4OAn3oc2emvMzMx4+eWXOXLkCHl5ed3apqOjgwMHDhAbG8uCBQuYNGnSU3eUtrCwwNbWlqysrKfaz+OQmpqKv7//fZtGent7s2LFClpaWoiIiKCiouKB+9HX12fMmDHKSfZ3QrGHDx9GKBRiZWWlsZ8DjRQ0crmckpKSu9pH9yXKysq0StBom72qRNMFzc8RCATY2dkxevRolixZwooVK3BxcSEjI4P169ezdetWzp07R3Fxsdruvo8cOcL06dPVcuwnwcDAgKFDh7JixQqmTZtGUVERa9eu5fjx41RWVqrbPKDLO3P27FnGjx/fI5Uo2uatGThwIC+99BIHDx6ksLDwoes2NDTw3//+F11dXZYtW9aj1W2DBw8mMTGxx/b3KG7fvv3QXClDQ0PmzZvH2LFj2bFjB5mZmQ9cNyQkhIaGBqVwef755zl16hQuLi7Y2dnR2NiokZ8BjRQ0t2/fRl9fv8/mbGhbPoq2eZRUhUKhoKioSGsEzf9iYmJCWFgYCxcu5IMPPmDChAnIZDJOnDjBv//9b/bt20dSUpIyIVDVtLW1kZSUxKJFi3rleD2JQCDA1dWVF198keXLl2NkZMSuXbvYtm0bGRkZag3v3ZmO7O3t3WP7/Lm3Zt26dQQFBamjF0m3cXZ25oUXXiAyMpKSkpL7rlNUVMQ333xDcHAws2fP7vE5X15eXtTV1VFVVdWj+30Q3b2uBAQE8Morr3Dq1CliY2PvGzoVCoWMGzeOs2fPolAoeOWVV8jLy8PU1BQzMzOMjIwoLS1Vxct4KjRS0OTm5mpUjkJP0tbWRnt7u1YlBN/J+fmlU11dTb9+/bTqf/cgdHV1cXV1ZeLEiSxbtoyVK1fi5eVFUVERW7ZsYcOGDZw4cYKbN28+Mub+pBw4cAA7O7un6risCZiamjJ27Fjeeecdhg4dSnJyMl9++SUxMTE0Njb2qi0ymYxz584xYcIEleTozZgxg/z8fMaNG8eECRNYsGABdXV1PX6cnsDV1ZW5c+eyZ88eZT7IHVJSUpQTx4cNG6aS9+rOBPiEhIQe3/f/IhaLkUql3T43OTg48NZbb5GXl8f+/fuRSqX3rOPn54dCoVD2tvHx8eHKlSt0dHRgbGxMbm5uT7+Mp0ZjBY02jbV/HGpra7GysnqWEKyFFBcX99nRD8bGxgQFBTFv3jw++OAD5s2bh7GxMZcuXeKzzz5jx44dXL58mcrKyh5Lho2MjNSaxpLdQSgU4uvry+uvv86iRYtob29n06ZN7Nmzh7y8vF5JIk5OTsbS0lKlbQUMDAxYv349KSkplJeX4+7uzhdffKGRIQgPDw9mz57N7t27lR6FhIQEzp07x+LFi1U+nDM0NJSMjAyV51ndOUc/znXF2NiYRYsWoVAo2Lt37z03LgKBgAkTJhATE4NMJmP69OmcPn0aoVBIv379NFLQaOQsp8zMzB5vKa8p3BE02sKzhOCf+KXkEgkEAhwcHHBwcOC5556jvb2dgoIC8vLy2Lt3L1KpFHd3d9zd3XFzc6N///6PfQy5XM7FixeJjIxUwStQPzY2NkybNo0JEyaQnp7OmTNn6OzsJDw8nODgYAwNuzfF+HG4856+/PLLPb7v++Hp6UlcXBz79u3jvffe45tvvmHz5s2MHDmyV47fXby8vBAIBOzevZuAgABycnJYvHhxrySim5qa4uHhwbVr1xg9erTKjvOk5yZdXV1eeOEFDh06xJ49e1i4cOFdoTc3NzdMTEzIzMxk0aJFfPnll/z617/G2Nj4oTk46kIjPTRpaWlPlZ2vyWiboHnmnfkJbct96in69euHt7c3M2bMYM2aNSxevBh7e3vS09NZv349W7ZsISYm5rGSiy9evIhcLmfMmDEqtl696OvrExYWxrJly3j++eepqKhg/fr1REVFUVZW1qNem9zcXMzMzHr9M/rSSy9RUFDA5MmTmTJlCi+99BI1NTW9asOjEIlEBAYGEh8fz/jx43u1qm7cuHFcvXpVpZWFVVVVTzwDTUdHh7lz52JoaMi+ffvuyv8SCAQMHTqUxMRERCIRtra2lJSUYGVl9UzQdJfc3FxGjBihbjNUQl1dnVYJmpqaGqytrdVthtqRSqXU1NRgZ2enblPUjqWlJUOGDGHhwoV8+OGHTJw4Eblcrkwu3rNnD1evXqWiouKBF+xdu3YxcuRIrZoZ9DQIBAIcHR2ZO3cuq1atwsrKisjISCIiIrh48WKP5NokJCTcNS25N9HX1+fLL78kNTWV6upqPDw8+OyzzzQmDHXz5k0yMjJ4/vnnOXnyJLdu3eq1Y1taWuLr68vFixdVdoz29van8vrdETU6OjocO3bsru+tl5cX9fX1VFZWMmHCBK5cuYKtre1DS7/VhcadTdrb26mpqemzd241NTVaJWi0TYCpisrKSqysrLR6ZpIqEAqF9yQX+/v7U11dzf79+/n3v//N3r17uXbt2l35N9HR0bzwwgtqtl49GBkZMWrUKNasWcP06dOpr69n06ZNfPvttyQlJdHa2vrY+6ytraWyslLts+Hc3d05d+4c33zzDWvXrsXb25sDBw6o1aaamhoOHz7Miy++SGBgIAsWLODw4cOkpqb2mg1jxowhJSVFZUniUqn0qau0hEIh8+bNo7y8nGvXril/r6OjQ1hYGAkJCfzqV7/i2rVrmJqa0tbW1q2RCr2Jxgma/Px8TExMnigur+koFAqtCzlpm72q4lnorXsYGxvj7+/PrFmzWLVqFW+//Ta+vr5UVVWxb98+/v3vf/P1119TVlbG2LFjNbrbrqoRCAQ4Ozsza9Ys3n//fYYNG0ZeXh7r1q1j3759ZGVl3bf65H4kJiYSHBzc46XHT8r8+fMpKCjg1Vdf5a233iIsLIy4uLhet6O1tZXvv/+eiRMnKvMyHR0def3114mLi+P06dO94kW60zIhNjZWJfuXSqUPnP79OOjr67NgwQIuXbp0V2PC0NBQbty4QUhICHK5nPr6eszNzbvdvLC30DhBU1RU1O3poNpGc3Mz+vr6GBgYqNuUbqFQKLTOo6QqfikJwT2NqakpAQEBzJo1i9WrV/P222+Tn5+PSCQiKiqKzz77jH379hEfH681s6dUga6uLt7e3rz00ku8++67eHh4EB8fzxdffMHRo0cpKip64HvT2dlJamqq2sJND0JPT48///nPFBcX89xzzzFz5kzGjRvXa3OA5HI5Bw4cwNPTk5CQkLv+Zmtry1tvvUVFRQXff/89bW1tKrdn5MiR3Lx5UyX9W4RCYY8JM3Nzc2Wi8J2S/KamJvr168fGjRvx9fWloKAAoVBIcXFxjxyzp9A4QVNWVtZnBY22eTtaWlrQ0dHpk96yx+WXmhDc05iamnLr1i1GjBjBmjVrWLp0Kd7e3pSXl7Nnzx4+++wzIiMjSUhIoLq6+hcpcAwMDAgNDWXRokUsW7YMS0tLfvjhB9atW0d0dPQ9jdoyMjJwdHTU2N5dxsbGrF27lvz8fBwdHRk+fDhz5859ZBffp+XatWt0dnYyefLk+/7d0NCQV199FUtLS7Zu3aryRGYDAwOmTp1KVFRUtz1v3UVXV7dH9+ns7Mxzzz3H/v372b9/P5GRkXh4eGBqasqkSZOorKxEKBTe099H3WiGf/JnlJeXa+wX82mpqanB0tJS3WZ0G20TYKpCLpc/SwjuQTIzM5k/fz7QNXsnMDCQwMBAABobGyksLKSwsJDLly/T2dmJi4sLzs7OuLi4YG1trTU9nHoCMzMzRo4cyciRI6msrCQtLY2dO3fSv39/AgMD8ff3JykpSStyDm1sbPjuu+/461//yjvvvIOfnx8vv/wyn376aY8XHtTW1nLx4kV+/etfPzTxXEdHh2nTppGcnMy2bduYO3cuHh4ePWrLz/Hz8+PGjRvExcX1WA8mmUyGTCYjNzeXuro6pFIpCoUCXV1ddHV1sbCwwN7e/r4znh6GmZkZVVVV6OnpsXLlSnR1dfn666/x9fXl66+/Vt6IaBIaJ2iKi4v7rGu/rq7umaDRQhobGzEyMnqWENwDdHZ2UlRU9MCTuZmZGUFBQQQFBQFds3YKCwspKiri0qVLSKVSHB0dGTRoEI6Ojjg4OGhM3oiqsbOzY9KkSUycOJGioiLS0tL4+uuv6ezsRCwW09bWphXhbDc3N44ePcr169d55513cHV1ZenSpfztb3/D2Nj4qfcvl8uJiopi9OjR3T7fhoaGYm1tTWRkJMOHD2f48OEqEc4CgYAZM2YQERGBt7c3AwcOfOx9NDU1cfPmTcrKyigvL6e6uho9PT3a2tro7OxEV1cXgUCAVCpFKpWSnJxMZWUlJiYmODg4YG9vj6ur60Ovs8nJycTGxjJ37lyOHz9OY2Mj1tbW+Pv709zcTENDA/369dO4kJPGnQmKiorw8/NTtxkqobm5Wavu8rXNo6Qqngm7niM+Pl55Yu0O5ubmBAcHK/tSNTQ0UFJSwu3btzl58iQ1NTXY2tri6OiofPTVkPUdBAIBLi4uuLi4YGtrS3Z2Njdv3uT06dO4u7sTGBiIh4dHjySJqpKQkBDOnz9PdHQ0v/3tb9m6dSuvvPIKf/vb37CxsXni/V67dg0dHR2GDBnyWNs5OTmxZMkS9uzZQ1VVFTNnzlSJWDY2NlaGnpYuXdqtYygUCgoKCkhMTKSgoABPT08GDhxIcHAwdnZ25ObmcuPGDWbNmnXf7e94mcvKyigrK2Pv3r0YGxsTHh6On5/fXTdrqampxMXFsXjxYiwtLZFIJERFRfHGG2/g5eXFvn37cHR0RCqVPgs5PYrbt28zd+5cdZuhEsRisVadbOvq6vD391e3GWqntrb2mbDrIeLi4vD09Hzi7c3NzTE3NycgIACAjo4OysrKKCkpITU1lWPHjqGvr3+XF8fOzk7jL+5PSl5eHoMHD8bPz4/W1lYyMzO5fPkyUVFReHh44OXlhbu7u0Z7biZOnEhycjLnzp3jz3/+My4uLsydO5d//OMfjz0IViKRcOHCBX79618/kYfFzMyMN954g6ioKL799ltefvlllZyz/fz8yMzM5PTp0w+dNt/R0UFycjKJiYkIhULCw8OZM2fOPeEjBwcHoqOjH7gfHR0dbG1tsbW1JTg4mKlTp3Lr1i0SEhI4c+YMQUFBDBkyhI6ODk6fPq0UM9A1NTw9PZ309HQCAwORy+WIRCLq6uo0ps/QHTRO0FRWVuLj46NuM1RCc3Nzj7hUe4v6+vpe7aipqTxrLthzJCQk9GgXcH19faW3ArruZOvq6igpKaGkpEQ5PdzBwUHpwRk0aFCfSHRvb2+nuLhY2c/H0NCQsLAwwsLCaGpqIjc3l9TUVI4cOcKgQYMQiUR4eXlpbI7iuHHjuHDhAklJSfzpT3/C19eXSZMm8c9//rPbN1YXLlzA39//qTyq+vr6vPDCC1y4cIFNmzYxZcoU/P39ezQEJRAImD17Nlu3biU5OZnQ0NB71iksLOTIkSMMGDCAWbNm4eTk9EAbLCwsaGtrQyKRdGtMjY6ODiKRSClMEhMT2bRpE/r6+owfP/4uD5lAIGDSpEkcPHgQPz8/RCIROTk5FBQUaFzSvkYJGoVCQX19vTJBsK+hbR6a5uZmrbJXVdTV1eHl5aVuM/oEmZmZzJs3T2X7FwgEWFlZYWVlpRRObW1t3L59m5KSEq5du8bBgwcxNja+y4tjY2OjdcnGeXl5ODo63jfZ09TUlPDwcMLDw+no6CAvL4/c3FzOnz+PiYmJUtw4ODho3OsOCwtTTnr/05/+xNChQxk6dCj/93//99A5UQ0NDaSlpbFixYqntkEgEDB69Gjc3d2JiooiMzOTGTNm9OgNqYGBAQsWLGDbtm1YW1sr++R0dHQQHR1NdnY2M2bM6Na5RyAQYG9vT3l5+WMnNVtaWjJ58mQEAgFJSUmkp6fj5uZ2182sk5MTdnZ2JCYm4uXlxeXLl6mpqcHQ0BCFQqExnyGNEjR1dXXo6upq7B3E09DZ2YlUKtVo1+/PkclktLa2PhtKybMcmp7iUQnBqsLAwAAPDw/liV4ul1NdXa304ly+fBmJRMKgQYMYOHCgMnHSxMREY07U9yM3NxeRSPTI9fT19fHx8cHHxwe5XE5paSk5OTkcPnyYtrY2pbhxdXXVqMR3T09P9u7dS1lZGX/5y1+YOnUqPj4+/PnPf2bmzJn3rB8bG8vgwYN7VHQMHDiQpUuXEhsbS0RERI97a6ytrZk7dy6RkZEsWbKEhoYGoqKicHR0ZPny5Y81zsDBwYHi4uInqtKSy+VkZGTw+uuvU1hYyJYtWxg7diyDBw9Wvtbx48ezY8cOpV1NTU1AlydfU0LyGiVoysrK+uwF9I53RpNPkD9HIpHQv3//X8ysnQfR2dmJRCLBzMxM3aZoPfHx8RgbG6u9n4+Ojg52dnbY2dkpm9FJJBJKSkooLS0lISGB8vJy5dRxe3t7jRM5crmc3Nxcxo0b91jb6ejoKENvEydOpLa2ltzcXK5cucLBgwdxcXHBy8sLT09PjQmPOzg4sGXLFj777DP+/ve/8/rrr2Nubs6bb77Ju+++i7GxMfX19eTm5rJmzZoeP76uri4TJ07Ex8dHJd4aDw8PRowYwbZt2+js7GT27NlP5BEOCAjg+++/Z+zYsY993v75YFMHBwdEIhEHDhygpqaGadOmIRAIsLPaukO3AAAgAElEQVSzw83NjZSUFEQiEfb29srE4GeC5j6Ul5f3idj2/dC2cJO22asqGhoaMDMz+8ULu57gaROCVYmRkRHe3t54e3sDXeHvpqYmZVWIpomc8vJyTExMnlpoW1lZKcuUW1tbuXnzJrm5uZw+fRpra2ul90YTQnJmZmZ8/vnnfPzxx2zdupWIiAg+/vhjpk+fzqRJkwgKClKpB1yV3hp9fX1aWlqwtbXF3d39ifYxYMAAzMzMyM3NVX6Ou0tKSgphYWHK59bW1ixatIjvv/+ew4cPM2fOHHR0dBj6/9k786im7rz/v5NAgEDYkoBhCxASNgEREFBxxbov1VrXamu16rTzTDvzdJ6Zp8vMc87znJ45YztbW7trbVVQq6C1VRF3UGSTIiD7mkCABLKRELL8/vCXOyCooAm5QV7n5BhDcu/n3izf9/2syck4ceIE5syZg6CgILS3t6O9vZ00xSOkEjQTuUuwvSUE25u91mIyj8hyWDoh2JpQKBR4eHjAw8ODKFIgk8gRi8VP1MPkUbi4uBBNDg0GA5qamlBTU4MjR44QSaTh4eEICgqyadWYo6Mj9u7di71796K4uBgffPAB3nzzTfD5fDQ1NWHHjh1WC50N9tZkZWVZxFvzyy+/4Nq1a9i1axeuXbuGY8eOYcOGDU90jhMTE1FYWDgmQWMymdDW1oalS5cOedzZ2Rlbt25FRkYGzpw5g1WrVsHf3x8MBgMGgwFcLhd1dXWkKt0mlaDp6uqasIuHUqm0K4Ew6aG5j729b2Smvr7+kSWqZOdxIqe9vX3cRI5YLLZq6I5Go4HP54PP52PJkiXo7OxEdXU1Ll68CJlMhqCgIKK6zNfX12YezISEBLz33ntYsmQJxGIx/vKXv+CPf/wjXnzxRfzXf/0XQkJCrLJff39/7N69m/DWpKenIzY29olCPRcuXMD27dvB4XCwZs0anDhxAseOHcP69evH3AcnKioKFy5cGFNlplKpBHA/kfxBHB0dsWHDBnz33XfIycnBc889h8TERFRVVYHD4UCtVqOrq2tMNloTUgkapVI5piQoe8LeBMLkQn4fe3vfyIxUKkVoaKitzbAooxE5RUVFEIvFoFAomDJlCtEPxMfHBxwO54m8Ce3t7eM2jNKcP+Hr64s5c+ZApVKhubkZTU1NKCkpgUqlAo/HA4/HQ0hICHx9fcc1PFVcXIzZs2cjIiIC77//Pn7++Wd8+OGHiIqKQlJSEnbt2oWNGzda3Gsz2Ftz7tw53Lp1CwsWLIBAIBjV8SuVSmRnZ2PTpk1EmTSNRsMLL7yAkydP4ujRo2O228HBAdOmTUNRURGWLFkyqtdIJJJHvmd0Oh2bN2/GF198geDgYEydOhU5OTkICgqCVqslkoPJAKkETW9v74RdPPr6+uyqUkapVNo8eZMMKJXKEa9cJhk7vb29T5wfYE88SuRIJBJ0dnaioaEBt27dglQqhbu7O3x9fYcIHW9v74de7Q8MDEAqldqs67ibmxuio6OJju4qlYqYv1VcXAy1Wk3M3jJ7cKwlcBQKBbq6uobkZi1duhRLly6FSCTCvn378O677+KNN95Aeno6du/ejfT0dIt6lPz9/bFjxw5UV1cjJycHeXl5SE9PR2Bg4ENfYzKZ8OOPPyIhIQEBAQFD/kaj0bBu3TpkZ2fj0KFD2LBhw5guLpOSkvD5558jMTFxVF4anU732NwjFxcXrF69GidPnsTevXsREREBsVgMvV5v9aGeY4F0gmaiLh46nQ50Ot3WZowatVo9YcXlWFCpVBbPVXgWUavV6O/vf+SP/ERmsMgZXGptMBggk8kIofPLL7+gs7MTSqUSbDZ7mNBhMpmQSCRgs9mkmWHl5uaGqVOnEomhSqUSzc3NRKv+vr6+IQLHx8fHYgKnpqYGAoFgxHwTf39//O1vf8Pf/vY33Lx5E59++ik2bdoEOp2OlStX4o033rBYzzMKhYKIiAgIhUKUlZXhxIkT4HK5WLBgAXx8fIY9v7y8HL29vVi/fv2I26NSqVizZg2uXr2KL7/8Ehs3bhz1jEMPDw/MnTuXGFfwMPHW19cHsViMe/fuobOzE7m5uaDT6fD19SVCpIMxV8BlZmZCo9Ggq6sLdDodMplsVHaNB+T4Rvx/FArFhF08+vv7xzzt1JZoNBq76ZljTSaTgi1DfX09mEzmhB1B8KTQaDRwOJxhs4t0Oh06OzuJW11dHSQSCYxGI1xcXECj0VBUVEQIHTJ9V5lM5jCBY/bg3L59GxqNhpigHhIS8lQVVDU1NaMSJeZKLqPRiFOnTuGbb75BamoqAgICsG7dOrz++usWWXuoVCri4+MRExODwsJCfPvttxAIBJg3bx7RX02pVOL8+fPYsmXLI0UphULBvHnz4OPjg++//x5Lly4ddTXRjBkzUFVVhYKCAqSmphKPa7ValJWVobi4GAqFgpjCbTQaiQGXt2/fhlgshrOzM6ZPn474+Hi4urpCr9dDpVKhra0NiYmJkMlkcHFxIXJwyACpBI1cLidmtEw07M1Do9Pp7EqAWYvJXCLL0NDQMDlGYwzQ6XQEBAQMC0eo1WqcOnUKdDodYrEYd+7cQWdnJ1xcXODj4wM2m010SmaxWKTom8NkMhETE0P8tisUCkLgFBQUoL+/f4gHZ7QCR6fTobm5eUydp6lUKtatW4d169ZBo9Hg4MGD+O677/DRRx8hNjYW69atw/bt2zFlypQnPl7gfi5Lamoq4uPjkZ+fjy+++AJxcXFIS0vDxYsXMX369FGH9KOiouDt7Y2MjAxIJBIsWLDgsedn8GgFgUAAb29v5OXlIT8/H3w+H8uWLQOPxwOFQkFPTw8OHDiAOXPmEK83mUxEkvvHH3+MuLg49PT0wMHBAZs2bcLp06cREhICBoMBlUr1VOfKkpBK0CgUign7o2dvAqG/v9+uBJi1GO1slEkeTUtLi13lkJEVV1dXaDQaog8I8O+RMZ2dnZBKpRCLxbh79y66u7uh0+mGCJzBN1t5ddzd3YnycOD+haw5RHXr1i309fWBy+UOqRDz9vYetog3NTXBz8/viY/DxcWFKP+WSCTYv38/MjMz8ac//Ql8Ph/PPfcctm3bhvj4+Cc+VmdnZyxYsABJSUm4du0a/vWvf2FgYAA7duwY03amTJmCXbt24fjx4/j222+xevXqx66V3t7emDt3Lk6cOAEKhQJXV1fs3r17WCd+T09PDAwMDGnVYa7SW716NdLT03H48GF0dXVhy5YtCA4OhpeXF5hMJlxdXaHT6cZ2UqwIqQSNSqWasEMA7U0g2JtHyRqYTCa7E6JkpbW1dcRcgknGzoOJ6hQKBd7e3iN2a9VqtZDJZJBKpeju7kZtbS2RjOzo6AgWiwVvb2+wWCzCu+Pl5TWu+TkeHh5DBI5arUZ7ezvEYjEqKipw8eJFaLXaYSJHJBJZLEXB19cXf/7zn/HnP/8ZPT09OHLkCLKysjBnzhy4u7tj3rx52LBhA5YvX/5EYVMmk4nly5fD0dER9fX1OHz4MLhcLpKSkiAQCEaVpOzq6opt27bh1q1bI44meNhxdXV1wd/fH5s3bx5xPxQKBf7+/mhpaUFUVNSwvzMYDOh0OqSlpeH48eNYvnw5EhMTcfPmTTCZTGi12rGdDCtCKkGjVCqHxZInCvYmECYXckCv14NGo012CbYAYrH4qd34k9wX2Wq1etRhUGdnZ6Kd/YPbUalUkEqlxK20tBRSqZSoNmWz2YTYMd/c3d2t/n1wdXUdMnsLGFnkKJVKsFgsGI3GR3pyxoqXlxdef/11vP766zAYDDh79iwyMjKwZ88eKJVKpKSkYO3atdi8efOYOjUbjUZUVFRg48aN4HA4qKiowI0bN/Dzzz8jISEB06dPf6w3mEqlYubMmRAKhcQYhod5a9ra2nD8+HG8+OKLuH79Oi5evIhFixaNeH5iYmJQUlIyoqBpbGwEjUZDWloaBAIBDh8+jBUrVkChUIDJZE72oXkYfX19NitFtDb2JBCMRiMMBgNpqihshb151ciMRCLBzJkzbW2G3dPX1wcnJ6en/m5SKBQwmUwwmUwEBwcP+ZvBYEBvby8hdDo7O1FVVQWpVIq+vj64u7vDw8MDnp6eQ24eHh5WEzwjiZx9+/Zh1qxZkMvlI3pyzN6cpxE5NBoNq1atwqpVqwAApaWlOHToED7++GOiO3FKSgqWLl2KZcuWPVKQ1NbWgslkEtVKcXFxiIuLG5KrIhAIkJiYiMDAwEfazGaz8corrxDemtTUVKSkpBA9azQaDY4dO4bVq1dDKBQiKCgIBw8eBJVKxcKFC4dtOzo6GhcuXBhxEG9dXR2io6OJid6bNm3CkSNHEB0djRs3bqCtre2Jzq01INWKpdFoJqRb2t4Egnkht3Uyoa2xN68amens7HxmS7YtyXg0eqTRaIRH5kH0ej0UCgV6e3uJW0NDA3Hf3O5hsMgZLHosJXiUSiWMRiNiY2OH/E6ZPTnt7e2orKxEbm7uMJHD4XDg7e39RN/t+Ph4Iqemq6sLWVlZyMnJwdtvv42tW7ciLCwMKSkpWLZsGZYtWzakUWxZWdmQeUlmuFwuVq1ahUWLFqGsrAynT5+Gg4MDEhMTMXXq1IfmCJm9NeHh4bh06RL+9a9/Yc6cOYiPj8f58+eJMnLgfr7Q9u3bcfjwYZw9exbLli0b8j44ODggISEBly9fxgsvvADgfr+j6upqNDc3w93dHaWlpRAKhfD390dqaiox0HIy5DQCRqMROp1uQrql7U0gTC7k97EnrxrZkclk4PF4tjbD7rF152oHB4eH5usA9707crkccrmcEDmNjY1DBI+bm9tDBQ+TyRzVhV93d/eI/WweFa5qb29HVVUVrl+/jp6eHjAYDCKHaHB1mKen56hEF4fDwa5du7Br1y4A972Q2dnZuHDhAn77299i8+bNxCTtJUuWoKmpCenp6Q/dnouLC1JSUpCcnEz08MnJyUFAQAAxR+vBhF7g/oDR9evXQywW4+LFi7h27RoMBsOwyeMMBgPbtm1DRkYGjhw5glWrVg3JxUpLS8Nnn32G4uJidHd3o6ysDH5+fjAYDOjv70d9fT3Onz8PoVCI5ORkVFVVgc1mQ6fTwWg0kiI0TxpBo9VqQaPR7MaLMRbsTSBMLuT3mQw5WQ6lUjnpobEAthY0j4NGoz1W8Dzo4WlubkZZWRl6e3uhUqlAp9PBZDLh5uY25N/B98fSVX4kkWM0GqFQKNDd3U2E1urq6iCVSqFUKuHp6Tksh4jNZsPV1fWhF6a+vr547bXX8NprrwEAOjo6cOrUKVy8eBFvvfUWOjo6sH//fkRFRSEhIQFz5szB7Nmzh3lgKBQKQkNDERoaCp1Oh4aGBlRXV+PatWtwc3NDeHg4wsPD4efnN8QWPz8/bNu2DV9//TWUSiUOHDiApKQkxMTEEL9jTk5O2Lp1K27cuIHPP/8c6enpmDZtGigUChwdHZGamoqzZ88iPj4eu3btgpeXF/Ly8iCTybBy5UpoNBrcuXMHR48eRUxMDNrb2zEwMACtVgsGgzGq98OakEY9GAwGUig8a6DX6+1KqNmbALMWk+fBchgMhgk7p208GVxaa4/QaDR4eXk9tOTYZDJBo9FAqVQSN3PycnNzM/GYQqEAlUrFp59++kjhw2QyR5yFRKVSCa/QYKED3A+19PT0EEKnra0NZWVlkEql0Ov1Dy2Df/AicMqUKURZeG1tLXJzc8HhcHD9+nVcu3YNX375JaRSKfz9/R8qcuh0OiIiIhAREQGj0QiRSITq6mpkZWVBq9VCIBAgPDwcoaGhcHR0hFwuR3d3N9588020tbWhqKgIubm5iImJQWJiIjgcDmg0GubOnYuIiAhiYrhZrFy+fBlxcXFoaWkhfvtiY2Px6aefYtGiRXBxcUFqaioEAgEOHToEKpUKk8kEo9FoiY/HU0OaVdZoNNpNSGasmEwmuxJrZHEf2pqBgYFJQWMhDAbD5Lm0AGq1esL26gLueycYDAYYDMYjC0R+/vlnuLi4ICoqaoj46enpQUtLC1QqFfGYg4MDIW5cXV3h4uICFxcXMBiMEf91cnIiOjA/iEajGVIZdu/ePUilUshkMjg5ORGVYA+Kq7q6OgQHB2PJkiVYt24dsT2ZTIbLly/jxo0bQ0ROQEAABAIBBAIBoqOjER8fj7i4OAQGBiIwMBDp6emQyWSorq7GrVu3cPLkSSKk6+fnB71eT0xLl8vlKC4uxqFDh8BmsxETEwOhUAhfX1/s3LmT8NY4ODhgzpw5SE5OxpUrV3DgwAFs2rQJLBYLfD4fZWVlSE5OBnA/KXnTpk346quvAGBS0DzIRBc09nRs9mavtZgUdpbDaDSSqj2/vWIwGCbHR+C+sAsICHio8DBjMpmg1WoJcaNWq6HRaNDX1wepVErcH/yvXq9/rOhhMBjg8/mIiYmBi4sLnJ2doVariZCVUqlEb28v2traoFKp0N7eDqPRiNLS0mHhNC6Xix07dhD/HxgYQF5eHgoLC1FTU4O8vDyIRCL09PTAy8sL/v7+CAkJQXh4OKZOnYoZM2YgKCgITU1NuHr1KkwmEz7++GPQ6XSinD0wMBCJiYlobW3FvXv3kJOTAxaLBaFQiIiICHh7e+PMmTO4cuUKOjo6kJSUBDc3N3z99ddIS0tDamoqjhw5gsDAQKIFAJfLJXJeJwXNA0wKGvJgb/Zai8nzYDmMRuOkh8YCTIrs+/T3949KIFMoFEKcjLaCVq/XQ6PRjCh21Go1uru7hz2u0WhAp9Ph4uICOp0OJycn0Ol00Ol0eHt7o6enBzwej/CuGQwG6PV69Pf3Q6lUQqvVEttTq9UAgICAAERGRhLix9HRER0dHWhoaEBjYyNu376NkydPor29Hf39/WCxWHB1dSXK1TkcDrq7u1FXVwcajQa9Xk/8PTk5GRQKBV1dXSguLoZGo4GXlxciIiKgVCqRmZkJJpOJ1NRU3L17F3fv3kVsbCyOHDmC559/Hnw+HwAwa9asyZDTSEwKGvJgb/Zai8nzYDkmBY1lsLfwtbWwprAbHKIaLWZPkEajgU6ng06nQ39/P3G/sbERdDodRqNxyOMPPq+/vx96vR7AvyfUy2Qy4ljNw0kjIyMRHh5OtARRq9Xo6emBSqWCWq2GTCYblnOkVCrh6Og4JBTm5OQER0dHODo6wtnZGefPnwedToeDgwNcXFxQUlICBwcHODk5oaWlBQBw6NAhuLi4IDw8HHFxcYRdZIBUgsZkMpFqcqelMCtwezk2pVJJJOY9y6hUqsnzYCGMRiM0Gg36+/ttbYpdYw6ZPOufSbVajb6+PtKdB7M4eLDB3tWrVxERETGqtiQmkwn9/f1Qq9XEb5DZE6TVaqHT6WAwGAgvj16vh8FggL+/P0QiETw9PYm/mb0nRqMRAwMD6O3thUQigUwmg0KhgEqlGiKq9Ho9BgYGiG0aDAZibX4YFAoFBoPhqc+dJSCNoJnIVx32dpVvb/Zai8nzYDkoFAr0ev2kl+YpoVKppLkatiVkOw+DPTQDAwOEQDDf12q1KCkpgbOzM/G4WUg8eL+/v58oo6bRaKDRaMRv0WCBAoAQHCqVCnK5HCqVCn19fYSnxixazNVidDqdCGGZ84Hc3d3h6OgIJycnODs7w9HRkfDQODk5gUajwdnZmfjuUqlUuLi4ICIiArGxsUhOTiZNXhfpBA2Zeyw8KRqNBk5OTnZzbEwmE87OznZjr7Vwc3ObPA8WgkajwcnJya5LjsmAeRF61j+Trq6uYDAYVjkP5hyaB/Nk+vr6huTMDH5cq9USOTSD82cG33dwcIC7uzshSMzekP7+fvT39w/LoTGHhszhITqdDpFIhKamJjQ2NqK5uRmtra1ob2+HTqcDm80Gg8EgEoE5HA48PDzg4uICGo2GgYEBuLm5wc/PD76+vkQOTWtrKzQaDby9vREREQGFQoH6+nowmUxERETg3r17MJlMCAoKQnl5+ZAcmsrKSlAoFNI4JEglaB7l1rJnKBSKXR2bvdlrLSbPg+WgUqnQ6XS2NsPuIZtnwlY4OTmNquX+SFVOIyX0Dn7M3DNppMomNzc3+Pj4DHvcycmJqHJ60CsilUqh1WpRWVkJR0fHYSXdHA5nyGM6nQ43btxAUVERqqur0dTUBJFIhN7eXqLKKTQ0FMnJyXj11Vcxffp0BAYGoqmpCVeuXCEGjzo5ORHixs/PDz4+PmhtbUVVVRUKCgrAYrEQHh6OOXPmQCKR4MyZMygoKEBkZCQ2bNgAsViMS5cuYc6cOQgMDMSRI0ewZcuWIYNO8/LyJgXNSEwKGvJgb/Zai8nFw3JQqVRSzXyxV2g0GmnyFWyJq6srpFIpJBIJIRwGN+IbfH+wiDD3oWEwGIRH40Fx8qgxNeY+NN3d3RCJRJDJZERPGmdnZ6IPjXmeVWBgIJhMJuHJWLJkyZDtyWQy5ObmIi8vD3fu3MG9e/cgk8mIPjRCoRCLFy/G9OnTERcXN6SySyqVoqamBrdu3cKpU6cQHBwMLy8vGI1GvPLKK0Qej7kPTVZWFjgcDmJiYrBkyRK4ubnBYDDgxo0buH37NlxcXDBz5kyiD83du3fx6quvgsVi4cSJE5gzZ84QMdPe3o6Ojg4A5EkZmRQ04wCFQrGrhXFyIb+Po6PjpFfBQtBotMlzaQFcXV2JkMRExGQyEcm+g4XJ4P+rVCqiU3BlZeUQbweLxQKPxxvy2Eidgh/FwMDAEKEy+GYwGIi5T97e3oiMjCTuP2pcjE6nQ25uLo4fP44bN27gzp07qK6uJsRLVFQU5s6di/feew+zZs0asSTdaDSipaUF1dXVqKmpgVarhVAoxMyZMxESEkJ0Cv7ss8/g4OCA+vp6FBYWoqWlBTExMdi+fTs4HA6xvY6ODmRnZ8PNzQ27d++GRqPBoUOH0NHRAZFIRIgipVKJ+vp6rFixgnhtV1cXjh49Sgi/SUHzADQabcIuog4ODkQpnj1Ap9MnFx9MngdLQqPRoNFobG2G3ePm5obW1lZbm/HEjDTLqbe3lxhmqVQqiXzDwQ3o2Gw2QkJCiMcbGxvR0NAwpOvuWDAajZDL5SOKFpVKBS8vL2KkQVBQEOLj44k+L6MtFjDPcsrJyUFRURE6OjqIMQfz5s3D+++//1DxYkan06G+vh41NTWoqakBk8mEUCjEmjVrhs1yAgAPDw+w2Wzs378fzs7OSEpKwtq1a4ck4w/2ygye5eTu7o758+fjp59+Qnx8PHQ6HVxdXfHLL78gKioKzs7O6Ovrw507d5Cfn4+YmBgUFBRMhpxGwtnZmSg1s6e5R6PB3hZGOp0+WV6L+3F6e3rfyAyTyURraysiIyNtbYpdw2QySVeqPBi9Xj9MsAyevP3gtG1PT0+EhIQQU7dHO23b09Nz1OfBPG1bLBajo6MD3d3dQ6Ztm28CgWBM07YfRCKRICsrCxcuXCAEjEAgwMyZM/GPf/wDtbW12Llz50MHd5oxmUxobGxEYWEhGhoaEBAQgPDwcMydO3fEadtmRCIRcnNzoVAooNfrsXfv3mFeo/7+fmRkZIBGo2H37t1Dpm0PDAzg5s2bWL58Obq7u/Hll1/Cz88PKpUKDAYDJ06cQF1dHcLDw7Fp0yb89NNPUCgURA8bMkAa5UClUkGn09HR0YGAgABbm2NRzAujvTRqszcBZi0mhZ3l8Pb2RnNzs63NsHtsLWj0ev0QgfKgYOnr6yPyRzw9PeHh4YGQkBDi/+7u7ha5mmez2ejs7Bz2mzpYvJj/7e/vB5fLBZfLRWRkJDgcDlgs1phDUQ/S1dVFeGBu376Njo4OhIWFITU1FR999BGWLVs2ZCDrsWPH0Nzc/FBBo9FoUFZWhqKiIjg4OCAxMRGrV69+rFiQSqW4dOkSWltbMXfuXEybNg1nzpxBbm4uli1bRjyvr68Phw8fBpfLxbJly4a9D9evXweXy0VCQgIAYMGCBaipqUF+fj6cnJzA5/OxdOlSuLq64saNG6DRaOju7gadTp/00IyEi4sLOjs7J5ygoVKpROvpp/0SjQf2JsCsxaSwsxzmCotJno7xEDQGgwG9vb1E8qt5+KJUKkVfXx/c3d0JseLp6Qk+n08IFiaTOS6Lm3k/ZWVlUCgUI4qX6OhoLFq0CF5eXhb7HSsuLsZ3332HCxcuoL6+HmFhYUhJScFHH32EJUuWDGuoN5i4uDhcv34d8fHxQx5vb29HYWEhqqqqIBAIsHr1agQEBDzWZqPRiJs3byIvLw+pqalYs2YNsb4sXrwY+/fvR1hYGIRCITQaDb799lsIBAIsXLhw2Lb1ej2Ki4uxY8cO4jFHR0dER0dDJBLB2dmZsFskEuHmzZuIjo6GXC4njXcGIJmgYTAYkEgktjbDKpiv9u1B0NibALMWkyEny+Hr6wuRSGRrM+weBoNBtMd/mtC8uSv7SDkkcrkc7u7uRChmypQpiI6OBovFGjfB8iBqtZrwupjFi0ajQX5+PsLCwqwiXoD7YZizZ88iMzMTV65cgUqlQmpqKn79619j8+bN8PDwGPW2BAIBfv75Z4jFYvj4+KCiogKFhYVQqVRITEzEG2+88UhBNJju7m5kZ2eDRqNh165dwyawu7i44MUXX8TRo0exatUqXL9+HXw+f0QxAwAVFRXgcrlgsVjD/hYWFobz588jLS0NHR0dOHr0KFauXImzZ8+ip6fnkcnQ4w2pBA2TyURXV5etzbAK9na1b08CzFo4ODgQnTjJ4lK1V/z8/FBZWWlrM+weCoUCV1dXqFSqR+ZTmNFqtSOKFqlUCjqdPiSHhMfjgcViwcvLy6Z5jCOJl5E8L2VlZTAYDEhPT7fo/nt6enD48GFkZWWhoKCASJb94osvsGzZsifuikulUhEVFYXs7GyoVCr4+fkhLS0NAoFg1L8vg70y8+bNQ1JS0kMFXEBAANavX4/vvvsO/v7+SDhntxIAACAASURBVE9Pf+hzy8vLMX369BH/FhISAoPBgOvXr6OgoAArVqyAXq+Hu7s7lEolqbp/k0rQuLm5obu729ZmWAV7u9q3NwFmDSgUCiHsBsfCJxk7gYGBuHLliq3NmBAwmUwoFApC0JhMJvT09KCzs3OYaNHpdGCxWGCz2fD29oZQKCQEDFlCBXK5HE1NTcRNo9GMKmzk7++PmzdvWsQGiUSCTz/9FKdPn0ZVVRX4fD4WL16Mffv2Ydq0aU+9faVSiWvXruHu3bsYGBjAjh07hvR0GQ1qtRrHjx8HgBG9MiMhkUjg4+ODgYEBHD58GCtXrhwmhE0mE0QiEdasWTPiNvr6+kCn03H9+nVs2bIFwcHBOHjwIKZMmQKlUjmiV8dWkErQuLu7o6enx9ZmWAV7SzC1NwFmLcx9PyYFzdMRFBQEqVRqazPsHpVKBRcXF9y6dQulpaXo7OxEV1cXGAwGOBwO2Gw2/Pz8EBMTAzabDTc3N9LlwSkUiiECpr+/H8HBweDxeEhNTQWHwxmVzcHBwfjhhx+g1WqfSJxpNBp88803+P7771FaWorY2Fhs3LgR27dvH9UQydGg1WqRl5eH4uJixMXF4de//jXOnz+PqqqqMQmajo4OZGRkIDY2FvPnzx/V+ZHJZLh69SpeffVVeHl5IS8vD59//jn4fD4SExPB4/FAoVDQ29tLNB80YzKZiNyee/fuYdq0aWAymSgsLITBYEBPTw/odDrUajW4XO4TnRtrQCpB4+HhAZlMZmszrIK9eTzsTYBZCyaTCZVKBTabbWtT7JrQ0NAJe7FiDXQ6HTo7O9HZ2QmJRELcNxqNYDAYoFKpSE5ORnx8PHx8fEjjbRmJwQKmubkZWq0WPB4PwcHBSElJGbWAeRA6nQ4ej4e6ujpMnTp1VK8xGAzIysrC119/jatXryIwMBDr1q3DiRMn4O/vP2YbHoZer8ft27eRl5cHoVCI3bt3E/k26enp+OyzzxAZGTkqUVNRUYGffvoJS5cuHfVxmkwmnD59GmlpaYQHJS0tDUlJSfjll1+IkuspU6bAyckJjo6OuHbtGrRaLSQSCdrb2+Hs7Izp06cTuT16vR4//PADjh49isTERBQXF6Ovr49U89lIJWjc3d3R29trazOsgpOTk10JBBcXl8lW9bgfBiVz3w97gc/nQ6lUwmAwkGYyLxkwGAyQSqXDhItKpQKHw4GPjw98fHwgEAjg6+sLNzc3iEQinD17FomJibY2f0SUSuWwEJLZA5OcnAwfHx+LeY2EQiFqamoeu9Dn5eVh//79+Pnnn0Gn07Fq1SrcvHkTsbGxFrHDjNFoRFlZGa5cuQIul4vt27fDx8dnyHOYTCYWL16M7Oxs7Nq166H5SiaTCVeuXMGdO3ewdevWMXlCbt++DaPRiOTk5CGPOzs7Y8aMGZgxYwb6+vrQ3t6OO3fugEqlYmBgAC4uLkhOTgaXyx02+NPBwQFubm4ICAhAU1MTDAYDNBoNqQalkkrQeHp6orGx0dZmWAV789CYW14/60wKGsvg6uoKJycntLa2Ijg42NbmjDsmkwkKhQISiQQSiQRdXV2QSCSQyWTw8PAghEtcXBx8fX3h5eX10ERRX19fdHd3k6YJqVKpRHNzMyFg1Go1goODERwcjBkzZlhUwDyIUChEbm7uiEJZJBLhr3/9K06dOoXe3l4sWrQImZmZWLBggcWT/E0mE+7du4dLly6BwWDghRdeQGBg4EOfHxMTg8rKSly7dg0LFiwY9nej0Yjs7GzIZDLs2rVrTF4QuVxOhJoedZwMBgN8Ph9arRZGoxELFy585HYbGxtRXV2NvXv3IicnB8B9T+LjGgWOJ7b/NgxiLN0f7Q0Gg2FXM1hs3cCLLJhDTpM8PZ6enqivr5/wgsZkMkEulw9p8Nbe3g4qlQpfX1/4+PggNDQUqampYLPZY64kdHR0BIvFgkQisWiYZLSoVKohISSVSkWEkBITE+Hr6ztueTvu7u7gcDiora1FREQEAODnn3/Ghx9+iLy8PMyYMQP/+7//i40bN1qtYlMkEuHcuXMYGBjAc889h7CwsMceP4VCwfLly/HZZ59BIBAMET8GgwEnT55Ef38/tm3bNma7CwsLERsbO+pkXTqd/lhvvEajwenTp7FixQo4ODjg3r17MJlMcHBwIFU4nlSChslkTth5L0wm067yg5hMJtrb221ths1hMpnERNlJng4Wi4WGhobHXgnaE48SL1wuF35+fkhKSoKfn59FXfNcLhdisXhcBI3JZIJEIiGGIspkMvB4PPB4PCQkJMDX19embQ0SEhJw48YNHDt2DAcOHIBcLseGDRvw1VdfWVU86/V6IiSUnp6OuLi4MQk5JpOJ1atXIzMzE9u2bYOPjw8MBgNOnDgBo9GIjRs3jtkDp9frcefOHbz88sujfo2vry8kEslDG6nqdDocOXIEkZGREAqFKC0tRUBAAPLy8uDs7DxkfIKtIZWg4XA4E9YrwGQy0dLSYmszRg2TyURNTY2tzbA5kx4ay8Hn81FSUmJrM56YkcSLWCwGjUazqngZCT8/P6tecBgMBjQ1NREihkqlIjw8HIsWLUJgYCBp8qCKiorwwQcf4Ny5cwgLC8Mf//hHvPLKK1bvnyUSiZCVlQU2m409e/Y8cWKsUCjEc889h8OHD2Pr1q24evUqDAYDNmzY8ETnuLKyEr6+vmPympg/qwqFYlijwIGBAWRmZoLNZmPRokUA7p/z+Ph4ZGVlwdXVdcgEb1tDKkHj5+c3YQWNm5ubXS2M9mavtZjMobEcSUlJOHPmjK3NGBVm8fJggzdbiJeR8PPzQ1FRkUW3qdFoUFtbi+rqatTX14PD4SA8PBxbtmwBm80mTfn3wMAAvvrqK+zfvx8NDQ1Yvnw5/v73vyMoKAiLFy+26r4He2WWLFmC6Ojopz4vsbGxGBgYwJdffgkfHx+8/PLLTywYi4qKMHPmzDG9hkKhEIm+cXFxxONarRZHjx6Fp6cnVq5cCQqFApFIhL6+PtBoNLS3t8PV1XXM/XSsCakEDZfLRV9fn63NsAr2lpNib/ZaC09PT8jl8sluwRZg7ty5+Oijj2xtxoio1Wq0trZCJBKRTryMBJfLhUqlglwuH1P7/QeRSqWEF6ajowMhISEQCoVYtmzZqNvwjxdyuRz/8z//g4MHD8LLyws7duzAb37zG7i5uaGnpwdffvkl5s6da7USdpFIhOzsbLBYrKfyyoyETqeDq6srenp6UF9fj/Dw8DFvo6OjA3K5HEKhcMyvnTZtGvLz8wlB093djR9++AGBgYFYunQpIdoKCgqQmJiIuro6tLS0wN3dfbIPzcPw8/Ozq8TZsWAWCPYy8NHV1RV9fX3P/ELu6OgIV1dXyOXyUXXmnOThzJgxAyqVCmKx2KZXdUajEZ2dnWhtbUVbWxtaW1uh0WgQEBBASvEyElQqFQKBANXV1ZgxY8aoX2c0GtHW1kaIGK1WC6FQiJkzZyIkJISUo07EYjHef/99ZGZmIioqCocOHcKKFSuGPMfLywtCoRA3b97E/PnzLbp/a3hlBlNXV4f8/Hzs3LkTvb29yM7ORmVlJZYsWTKmhp7l5eWIi4t7ot9roVBIzJlqbGwccbSCRCJBQ0MDFi9ejCtXrqC9vR3e3t6THpqH4e3tDb1eD5lMRqpSMEvg6OgIBwcHaLVau+g6S6PR4OLiArVaTeof9vGAxWJBKpVOCpqnxNHRETweD7m5uXjppZfGbb9arZYQLm1tbRCJRHBzc0NgYCB4PB5mzZr1xM3dbIlQKERJScljBY1Op0N9fT2qq6tRW1sLJpOJ8PBwPP/88+ByuaQ97traWrzzzjs4e/YsUlJScO7cOcyaNeuhz583bx6++OILJCUlWcx7Yk2vDHDfE3Lq1Cls2LABHh4e8PDwwJ49e5Cbm4v9+/dj+fLlo/bWiMXiR56fR0GlUjF16lQcOnQIU6ZMGXG0wqVLlzB79mx0dHRAo9EQycBk+l0klaChUCjw8vLC3bt3MWfOHFubY3HMXhp7EDTAv/NHnnVB4+3tDalUirCwMFubYvdERUUhPz/faoLGZDJBKpWitbWVEDByuRx+fn4ICAhAcnIyAgICwGAwrLL/8YTP5yM7Oxv9/f3DJh4rFArU1NSguroaLS0tCAgIQHh4OObNmzeqoZa2pLi4GO+88w6uXbuGRYsWoaCgYFQdcj09PREbG4tr165h2bJlT2WDyWTC9evXcfv2bat4ZYD7QjsjIwMLFy5EUFAQ8TidTsfSpUsRGRmJ06dP486dO0hJSUFQUNBDbTCPKniS8I9MJkNRURFKS0vh5OSEmJiYYSKlpaUFEokE69evx4ULFyCVSomWA2QSxKQSNMD9ErKqqqoJKWjMibYPdo4kK15eXujp6SGVS9EWsNnsCTs0dbyxdGKwTqeDSCQa4oGh0+kIDAxEYGAgkpKSbF5WbC2cnJwQFBSEuro6REdHQ6PRoKKiAuXl5ejq6oJAIMC0adPwwgsvDBM8ZCQ3Nxd/+tOfUFpairVr16KysnLMZddpaWn45JNPkJyc/MRDE3U6HbKzsyGXy7F7926rXNCZRxOEhoY+dMp1cHAw9uzZg9LSUpw5cwY0Gg2JiYmIjY0d9n729PTA2dl51HlPRqMRtbW1KCoqglgsRlxcHHbv3g2dTodvv/0WQUFBRPWSyWRCTk4O5s+fDxqNhpqaGjQ1NcHDw4N0IzdIJ2gCAgImbLmwvSXamj0TzzosFmvCfibHm6dJDDZXHg32vnR3d8PX1xcBAQGYNm0aVq5c+Ux5FPl8Pm7fvo3y8nI0NTUhLCwMM2fORFhYGGlKqx/HxYsX8fvf/x719fXYunUrTp069cSlwK6urkhLS8OZM2ewffv2MXsP5HI5MjIy4Ovri5dfftlqnZgrKirQ3d2NtWvXPvJ5dDodycnJmDFjBpqamlBYWIhLly5BIBDA398fXC4XU6ZMgVgsfqR3xmg0oquri6jaq6mpgZubG5KSkvDiiy8OyZ167rnn8P3332Pbtm1gsVgoLCwEcL+7sUQiAZVKRU1NDYKCgkj3XSOdoOHxeGhubra1GVbBzc0NCoXC1maMGjabPWHfi7FgzqGZ5OmZMWMGlErlqBODe3t7h8wF0uv1hPclJiYGXC6XFO3/xxOTyYSmpib88ssvqKqqwsDAAFasWIHnn3/eLjwxZoqLi/Hmm2+irKwMu3btwrVr1yySo5KcnIyqqircvn172CyjR9HS0oLjx49j5syZSElJsVooRaVS4dy5c9i8efOoP7sUCgUhISEICQmBQqFAbW0t2tvb8csvv6CzsxOOjo5gMpk4c+YMHBwcQKFQoNfrodfrIZVKIZFIiIokPz8/bNiw4aECKC4uDgaDAd9++y2RALxjxw5QqVRUV1eDz+ejtbUVoaGhpPPek+6XICgoCHfv3rW1GVbB29sbIpHI1maMGhaLZdeN0CyFh4cH1Go1BgYGSFkFYk88LjHYLGDMs4EGBgaIuUCzZ88Gi8UiVcx+PJFIJPjll19QXl4OV1dXxMTEYP78+Th27Bjc3NzsRsw0NDTgN7/5DS5duoSNGzciOzvbokUgVCoVq1evxtdffw2BQDCqbZeUlODSpUtYs2aNVXPlTCYTzp49i/j4+CcWA+7u7khISCD+bzAYcOjQIXC5XHA4HOj1ehiNRqIQZdq0aeByuWP6fEyfPh2urq44fvw4/P394eHhAZPJhLt374LD4cDT0xP9/f1Dcn/IAOkEDZfLnbATt9lsNsrLy21txqiZ9Ezch0qlgs1mQyKRICAgwNbm2D2DE4PlcvkQD4xOpyMEzMyZM0nV0M0WyOVylJeXo7y8HP39/YiJicHWrVuH5OElJCSgqKgIAoHAhpY+nq6uLvz2t7/FyZMnsXjxYlRUVFhtNAGLxUJaWhqys7Oxffv2h+ZQGQwGXLhwAfX19XjllVeeOO9mtFRUVEAqlWLdunUW2yaNRgONRoNQKERoaKjFttvb2wsfHx8wmUx88sknCAsLg8lkQmVlJYKCgjAwMECqHjQACQXNRO4WbG8CgcFgwGg0oq+vb0JUhTwN5tk5k4Lm6VAoFODz+bh48SL++c9/or+/H8HBweDxeJMC5v+j1WpRWVlJhBMiIyOxbNmyh1a5TJ06FTk5Oejt7SVlBZNKpcI777yDb775BklJSbh58yZiY2Otvt/k5GTU19fjwoULWLJkybC/9/X14cSJE6DRaNi5c6fVE1y1Wu2YQ02jxdKT15uamnD9+nXs2LGDiCwcP34carUaOTk58PX1RVdX12TI6XHweLwJK2jc3Nyg0+mg1WpJlx0+EhQKBWw2G1Kp9JkXNH5+fnYVLiQLCoViyGRmjUaDsLAwfPrpp1i9evUjS1GfJfR6PWpra1FeXo6GhgaEhoYiOTkZAoHgsQuVo6Mj4uLiUFRUhPT09HGy+PEMDAzggw8+wN///neEhobixx9/xNy5c8dt/1QqFevWrcNXX30FHx+fIdVEnZ2dyMjIQGRkJBYuXDguVXB5eXkQCARWEQEGg8Fix9Db24sffvgBzz//PBGuc3d3R39/P/bu3Yt9+/Zhy5Yt6OjomAw5PY7Q0FAolcoJ6RWgUCiEl2Y8puRaArO9g8fbP4twuVyLz86ZiKhUKjQ2NhIiRqPRgMfjITg4GMnJyfDx8QGFQsG+fftw5coVbN++3dYm2wyTyYSWlhYiudfX1xcxMTFYtWrVmC94EhMTceDAAcybN48USdLHjx/HW2+9BQaDgS+//NKiIZax4OLigk2bNuHAgQNgs9kICgpCa2srMjMzsWjRoiGzi6yJUqlEcXExdu/ebZXtOzg4wGAwPPV2dDodMjIyMGvWLPD5fOLxkpISREdHo7S0FDQaDV5eXujt7R3yHDJg+0/+Azg5OYHNZuPq1atYunSprc2xOGaPh70ImsnS7fv4+vpCKpVOJgY/gF6vR2trK+rq6lBfXw+5XE4ImBkzZhAC5kHS09Nx4sSJZ1LQqNVqlJaWori4GHQ6HTExMdi9e/dTzWRisVjw9fVFZWXluIRzHkZ9fT1effVVlJWV4d1338Vbb71l8x5AbDYba9aswfHjx7Fo0SKcP38ezz///Lg2yrx69SqmTZv2VO/xo3BwcIBer3+qbRgMBpw8eRJcLndIdZjBYEBxcTG2bNmC//7v/8aMGTOgUCjg7OwMOp3+tKZbFNIJGuB+S+/8/PwJKWjsTSCw2ewJW3U2FhwcHCYTg3HfqyCTyVBfX4/6+no0NTWBw+GAz+dj2bJlCAgIGNUCtmXLFqxZs+aZmRVmMpnQ1taGwsJC1NbWIiIiAuvXr7do+CEpKQn5+fk2ETQ6nQ6///3v8dVXX2H58uWor68n1fgagUCA6OhoZGVlWb2S6UGkUikqKyvxxhtvWG0fTk5O0Gg0T/x6o9GIU6dOwWg0YsWKFUMuQmpqauDl5QVfX1/k5ubi1VdfRWVlJaZMmWIJ0y0KKQVNbGws7ty5Y2szrIK9NWnjcrnIycmxtRmk4FlNDO7v70djYyPhhTEYDODz+YiJicHq1aufKDQ8e/ZsUKlUXL161eLDBMmETqdDeXk5CgsLMTAwgMTERCxdutQq408GDxgcz2TNY8eO4a233oKXlxdycnKQmpo6bvseLTU1NSgvL0dycjIuX76MwMDAcZtBdOXKFaSkpFg1hcLHxwcdHR2jGhHxIAaDAVlZWdBoNNi0adOQhowmk4mYsF1TU4POzk4EBgbi+vXriIqKsuQhWARSCpqoqChcv37d1mZYBXurdPLy8oJWq4VarR51W+2JyrOSGGyeC2MWMB0dHQgICACfz8eMGTMsMsiRSqVi9uzZOHz48IQUNF1dXSgqKkJ5eTl4PB4WLVqE0NBQqyZAm8/ppUuXsHXrVqvtx0xNTQ127tyJ8vJyvP/++/jNb35DSm/bvXv38OOPP2Lz5s3w9/eHt7c3Dh48iJdeeglsNtuq+1YoFKirqxs2HdzS+Pn5oaCgYMyv0+v1OHnyJAYGBrBx48Zh+VcNDQ1QqVSIjo7Ge++9h4SEBHR2dkKlUk0KmtEiFArtatEfC2ZBYzKZ7KK6g0KhgMvlor29/ZkfzhgUFIT8/Hxbm2EVlEolEUZqaGgAg8EAn89HWloaeDyeVfKG1q9fj3fffdfi27UVBoMB1dXVKCwsRHd3N+Lj4586N2asTJ8+HTdv3kRjYyNCQkKssg+tVou3334b33zzDVatWoXs7GxSTVweTG1tLc6cOYMtW7YQXqukpCTQ6XQcPHgQzz//vFUTW0tKSjB16lSrNz00/0aPZV1RqVTIzMyEu7s7NmzYMEzMmEwm5ObmYv78+aBSqfjpp5+wdu1aGAwG9Pf3QygUWuNQngrSCpqJ2lzP2dkZTk5OkMvlpOwZMRJ+fn4Qi8XPvKDhcDjo7++HXC4f10XKGoyUzBsSEgI+n4/09PRxOb5169Zh165dqKmpIeWP42hRKBQoKSlBSUkJvL29kZiYiMjISJvMUqLRaJg/fz6R62Dpi6Yff/wRr732GthsNnJzc5GSkmLR7VuShoYGZGVlYePGjcNCcHFxcfD09MSJEyesNurAYDCgpKRkXLxlTCYTDg4Oo15XxGIxMjMzMX36dMyZM2fEY6+oqACFQkFUVBR6enpQVVWF1NRUlJWVQaVSkfI7S0pBExAQAJ1ON+6x4PHCnIthL4KGy+WioqLC1mbYHAqFAh6Ph6ampnEr97QkSqUSNTU1xLRcczLv8uXL4e/vP+7hAmdnZyQkJODbb7/F//3f/43rvp8W8zylwsJCNDY2YurUqcM6+NqKqVOnIj8/H/fu3UNkZKRFtqlSqbBr1y78+OOPePfdd/H222+TMrxkprm5GT/88APWr1//0JYTPB4Pr776KjIyMiCRSLBixQqLlrxXV1fD29t73D4To11XysvLce7cOaxYseKhnw+DwYDLly9j+fLloFAoOHz4MPh8PhQKBeRyOdRqNSkrdUkpaKhUKgIDA3H58mVs2bLF1uZYHD8/P7S3t5MyBjkSfn5+uHjxoq3NIAXBwcF2I2hMJhMkEgmqq6tRU1MDmUyGsLAwTJ06FWvWrLFKYupYWbVqFY4cOWI3gkar1aKsrAxFRUWgUChISkrC6tWrSTVHiUKhYOHChTh37hzCw8OfWnj8+OOP2LVrFwIDA1FWVmbR9vrWQCQS4dixY1i3bt1jRyt4enpix44dOHPmDD7//HOsXr3aYkn/hYWFSExMtMi2RkNAQAAaGxsfuq709fXh3LlzEIlEeOmllx5ZpVRaWgpPT0/ivc7KysLixYvR1NQEiUQCDw8PUgpaUgoaAIiIiEBBQcGEFDRcLpcYyW4PTCYG/5vg4GDcvHnT1mY8FIPBgKamJkLEUCgUhIeHIz09HUFBQTYJgzyKl156Ce+99x56enpIm4cBAB0dHSgsLERlZSX4fD5WrFhB6i7HfD4fTCYTd+7cGdIhdywM9sq8//77+N3vfkfKRWwwcrkcmZmZWLVq1aiFF51Ox7p161BRUYGMjAzExcVh/vz5T+Wt6enpQVdXl8U8ZKMhLi4O+/fvR3p6+jCBfe/ePfz000+IiorCnj17HpkTp9PpcPXqVWzatAnA/Y7PBQUFeP/991FQUACpVEpaUUtaQRMbG4tbt27Z2gyrYM5JmUwMtj84HA50Oh2p5uZoNBrU1taipqYGdXV14HA4EAqF2Lx5s0UqkqzJlClTEB4ejk8++YR0CcImkwn37t1Dfn4+FAoFEhIS8Prrr8PNzc3Wpj0Ws5fm2LFjiI6OHrMHyd68MsD9hTczMxPJyckIDw8f8+ujo6MRHByMn376CZ9//jmWLl36xMddXV0NoVA4rhcQ7u7uCAkJQXl5OeEZksvluHjxIsRiMdatWwcej/fY7dy8eRNBQUFEusf3338Pb29vuLq6wt3dHVKplJSl+QDJBc3x48dtbYZVYDKZoNFodpUYbI7PPuuChkKhEGGnadOm2cwOmUyG6upqVFdXo729HSEhIQgPD8eSJUvsYsEdzJ49e7Bv3z7SCBqDwYDy8nLk5eWBTqdj1qxZiIiIIL134kHMpfYXL17E8uXLR/Uae/TKAPfFZ3Z2NjgcDmbOnPnE23F1dcX69etRVVWFs2fPwtPTEwsXLhxzLmd1dbVNEqYTExNx/vx5REZGIi8vD3fu3EFCQgJWrVo1qkrFrq4uFBQU4LXXXiMe++STT7Bt2zY0NzdDr9dDoVDYtBv1oyCtoDHXu09U7C0xODAwECUlJbY2gxQEBwejsbFxXAWN0WiESCQiRIxWq4VQKMTMmTMREhJi1+MYdu7ciXfeeQfnz5/H4sWLbWbHwMAASkpKkJ+fDxaLhaVLlyIkJITUHq7HsXjxYuzfvx9RUVGPLeM+e/Ysdu7caVdeGTM3btxAT08PXn75ZYu8X5GRkRAKhSgtLUVGRgYCAwMxb948cDicx75Wo9FALBbb5PxxuVyoVCr885//RGxsLPbu3Qsmkzmq1xqNRmRlZWHBggXEumSeM3bhwgUcOHAAOp0OMpkMCQkJ1jyMJ4a0giYsLAwDAwOora2FQCCwtTkWxxzCsZfEYB6Ph+zs7GemVf2jEAgEuHLlitXPhU6nQ319PVGZxGQyIRQKsWbNGvj5+dn1QjsYR0dHvPDCC/jwww9tImg0Gg0KCwtx+/ZtBAYG4sUXXyRlBceT4OzsjBUrVuD06dPYu3fviLN3DAYDfvWrX+HIkSN25ZUxY+79s3PnTosKexqNhsTERMTFxaGgoACHDh0Cm81GYmIiIiIiHhpOqqurQ3Bw8LheZLS3t6OoqAiVlZXw8vKCq6vrqL1yZvLz8+Hk5DRErPzlL3/BokWLoNVq4ejoiO7ubqhUKtINpTRDWkFDpVIRHR2NEydO4I9//KOtzbE4fn5+dpUYzGAw4OHh8Uy2/n8QomgziAAAIABJREFUT09PMJlMtLW1ISgoyKLb1mg0uHfvHqqqqtDc3IyAgAAIhULMnTvXbrx5T8If/vAHREdHo6OjY9xmxCiVSty6dQslJSUIDw/H9u3bR3UFbm8IBAIEBwcjJydn2CLX0NCA1atXQ6fT4fbt2+OaxGoJOjs7cfr0aWzatAnu7u5W2YejoyNmz56N1NRUVFVVobCwEOfOnUN8fDyio6OHDWAdr75KarUa1dXVKC0tHZLj5ejoiE8//RT19fWjFh5dXV24efMmdu3aRRyLWq3G6dOnkZOTg+rqarBYLBQXF4PP55NW8JJW0AD3571cvXp1wgoae0oMBv5dsvysCxoACA8PR3V1tUUETV9fH+7du4fKykq0tbUhNDQUMTExWLt2LZydnS1gLfkJDQ1FYmIi/vKXv+Bvf/ubVfclk8mQn5+PiooKxMbGYvfu3RNaLAIjh56+++47vPHGG1i1ahW+/vpr0k1Ofhx9fX3IyMjAc889Ny6/STQaDVOnTsXUqVPR2dmJkpISZGRkwGQyITw8HOHh4QgKCkJDQwPS09Mtvn+TyYTu7m6igrGzsxN8Ph+zZs2CUCgcIjJWrlyJM2fOYO/evY9NCDeHmubPnz/ke/Dxxx8jKCgIKSkp+Oyzz8BgMCASiUjdTJHUgiY5ORk//vijrc2wCubE4N7eXlKXqw4mODgYJSUlmD17tq1NsTnh4eE4deoUFi1a9ESvV6vVhIgRiUTg8/mIj4/Hiy++aHcLi6V488038atf/QoffvihVa4AJRIJbty4gfr6eiQmJuKNN954ZtoQDA49vfrqq9izZw/OnDmDjz/+GC+99JKtzRszBoMBJ06cQEREhE16Qvn4+GDJkiVYvHgxurq6UF1djUuXLkEikcBoNOLatWvw9/cHl8sFi8Ua83faYDBAoVCgo6MDYrEY7e3tEIvFoNPphMeWx+M9tLQ8LCwMoaGhuHDhAlauXPnIfeXn5xNNLgfz9ddf44033kBvby+USiWUSiVkMtmkoHlSJnpicFBQEFpaWuxG0PB4PGRlZcFgMJCun8l4w+VyodVqIZVKwWKxRvUatVqNqqoqVFZWEhVj06dPx4YNG55ZETOY559/Hv/xH/+Bw4cPW3SRbWlpwY0bN9De3o6UlBSsWLGCVI3wxguBQAAnJyfExsbC1dUVpaWldpX4O5gLFy6ARqNZxRMyFigUCnx8fODj44O0tDTcvXsXt27dAofDQXNzM27duoWenh5QqVQwmUy4ubmByWTC0dGREO1GoxFGoxFqtZoQDlqtFm5ubpgyZQq4XC6SkpLg5+c36gRf4N9euUeFnkQi0bBQEwBcvnwZnZ2d2LNnD+7cuUN4nrq6ukibEAyQXNBM9MRge2ujz2Aw4OXlhfb29mc+7EShUCAUClFdXf3IMlGVSkWImPb2dggEAiQmJkIgENh1ZZI1oFKp2LZtm0W8BiaTCXV1dbhx4wYUCgVmzZqFF1980aKt7e2Nzz//HG+//TbS0tLw3//933YrZu7evYv6+nrs3LmTdLkc5jDQYC+GyWRCf38/lEolVCoVlEol9Ho9jEYjTCYTqFQqaDQaGAwGmEwmmEwmGAzGUx+bk5MTVqxYgTNnzmD37t3DOoMrlUqiCeGDIde//vWvWLt2Leh0OjHCob+/H2q1mrQJwQDJBc1ETwwme9fZkTCXLD/rgga4H3bKz88fJmiUSiUhYjo6OiAUCjFjxgyEhYVNipjH8Lvf/Q7/+Mc/UFVV9UQJqkajEZWVlbhx4wZMJhNmz56N6Oho0i1844lGo8HWrVtx+fJlHDx4EOnp6fjqq68wZcoUu+srpVKpcO7cOWzevJmU+WXt7e3DPBgUCgXOzs5wdnYe96TzsLAwREdH48iRI3jppZcIT7Ber0dmZiaSkpKGNSGUSCS4fPkyysrKoNVq0dbWBicnJzQ0NCAsLIzU3yXyWvb/MScGT0QGd521F4KDg9Hc3GxrM0hBSEgIJBIJcdVVUFCAAwcO4NNPP0VbWxtSUlLwn//5n1i7di0iIyMnxcwoYLPZWLhwIT744IMxvc482fjjjz/G7du3sWDBAuzZswcxMTGk/gG2NjU1NYiOjkZTUxPKysqwbt06eHh4YP369cjKyoJUKrW1iaPGZDLh7NmziI+PJ+XQYpPJRMqByunp6eBwOMjMzIRer4fJZMKZM2fg6ek5Yj7kvn37MG3aNAiFQtTU1IDH46G5uRlisfipmhaOB6T20AD3E4PPnj1razOsgrnrbHNzs91UWfB4PJw6dQoDAwPP/AKt0Wjg7e2Nr7/+ekijOz6f/0yHNp6WP/zhD1iyZAm6uroee0VrMplQUVGBy5cvw8PDA6tX/z/2zjsqqqv7+98ZKVIVQUSaqPQmICAoIk1RLNjFjij2JNb0mJjyPNGYR2MJtigtligqBAWUYqFXAakCIr2M1KFOOe8f/pg3BFSQGWYG/KzlWjpz7jnfO87cu+/e++ztKtA9lgaT4OBgrFu3DitXrsTZs2e7GXbq6upwcHDA1atXsWXLFoH0dvybZ8+e4dWrV1i2bBm/pfRKe3s7WCxWv/JcBgMKhYIFCxbg1q1buHLlCjQ0NFBTUwMPD48ev5O2tjZcvnwZXl5eAF535p44cSJKSkpQXV2NLVu28OMU+ozAP7pMnToV1dXV/JbBM7q2QgsLEhISGD9+PF68eMFvKXyhvb0daWlp8PHxgZeXF0aOHAkKhYL9+/djyZIl0NHR+WDMDJAZM2Zg6tSpOHDgwBvHEEJQWFiICxcuIDY2FvPnz8eGDRswYcKED8YMgJ9++glubm746aefcP78+V69VGZmZpg8eTICAgLAZrP5oLLv0Ol0hIWFYfHixQL7+2puboaMjIxAfv+oVCqWLl0KKpWKR48eYfHixb0+kB46dAjKyspYsWIF6HQ6SktLwWQyIS4ujurqaoFOCAaEwKDR1NQEIQQJCQn8lsIThM2gAcBJhh0usFgs5Obm4saNGzhx4gTy8/NhaWmJ/fv3Y+3atWAwGEIVNhQGTp48iZs3b6KoqKjHe+Xl5fDz88O9e/cwY8YMeHp6Cm2CK7dhMBhYuXIljh8/jrt372LXrl1vHe/s7AwWi4WwsDAQQgZJZf8Q9FBTF10GjaBSW1uLiooKTk5NQUFBt/fr6upw7tw5HDt2DACQlZUFHR0dPH/+HOXl5ejs7BT4nCvBNHX/AZVKha2tLS5fvoxp06bxWw7XUVBQ4NwQhSXspKOjAx8fH6EqCthfCCEoLS1FRkYGsrOzoaioCCMjIyxYsKDHbgFDQ0NkZGTAwcGBT2qHHsbGxnBycsLevXsRGBgIAKDRaIiKikJpaSlsbW1hamo67MsH/JOqqirMnTsXnZ2dSEtLg5qa2juPoVKpWLFiBXx9fREVFSWQ32FBDzV1QafTBdagodFo8Pf3h4uLCwwNDVFUVISgoCBMmjQJc+bMwciRI/Hpp5/C2NgYc+bMAfC6j9P06dMRFBSEly9fwsbGRuCv9wJv0ACAi4sLJ6Y31BCU7s39oatQVGVlpUA/Mb0PtbW1yMjIwLNnzyAqKgojIyNs3br1rcamsbEx/vrrL9jb2wv8D16YOHHiBAwNDTmNB3NycjB9+vQ3usuHMwkJCVi0aBEsLS1x48aNfuXESEhIYN26dfDx8YGIiAhsbW15qLR/dIWa1qxZI7Chpi6am5sFstN9XV0d/Pz84OTkBENDQwCvK3Pv2LED9+/fh5eXFywsLHD16lXOBpxXr16hqakJHR0dGDVqFGebvKAj8CEnALCzs0NpaSm/ZfCMrno0wkRX6f+hQHNzM+Li4nD+/Hn4+fmBxWJh1apV2LFjB2bOnPlOz5mSkhJERUWH9HeUHygpKcHJyQm7d+/GyJEj8dFHH8HGxuaDMfMvLl++DEdHR3h6euLvv/9+rwRfKSkpbNiwARkZGYiOjuaByv4jLKGmLgQx5FRXVwdfX1/Y2tr2qHcmLi6OhQsXwtXVFV988QXMzMwgLy8PQggyMjJgYGDACUuVl5fDzs6OD2fQPwTb5P0/9PX1QQhBTEwMZsyYwW85XGfSpEl4/PixUIVwdHR0cO/ePdjb2/NbynvR0dGBnJwcZGZmoqKiArq6unBycoKGhka/t/lSKBQYGRkhIyOD680qhyMMBgMJCQmIi4uDm5sbtm7dChERkR6hvuEOm83Gnj174O3tjcuXL2PFihUDmk9aWhobNmyAr68vWCwWbG1t+Xo9EpZQUxdtbW0CZXjRaDT4+fnBxsbmrcm8ra2tSE1NxZUrVxASEgJCCFpaWrB06VLcvHkTNBoNHR0dQtG4VCgMGgqFglmzZsHHx2dIGjTy8vIQFxcXqhCOqqoqmpubhSr3h8ViobCwEJmZmXj+/DkmTJgAMzMzuLm5Dfipf8qUKfDy8sLs2bOHZVl9bsBisZCWlobHjx9DVVUVmzZtgoKCApKSkrBv3z6kpaXxW6LAwGAwsHjxYqSnpyM6OhrGxsZcmVdWVhbu7u7w8/MDk8mEg4MDX4ya9vZ2oQk1dcFmswUmp6umpgb+/v6wt7eHqanpW8d+8sknWLJkCVxdXUEIQXx8PB49eoS//voLI0aMwIsXL/hu3PYV4fim4HUezenTp/ktg2d0hXCExaChUqnQ0tLi7PgRVAghKCsrQ2ZmJrKysiAvLw8jIyPMmzcPkpKSXFtHVlYWEydORGZmJszNzbk273CAEILs7GxERkZCVlYWq1atgoqKCuf9H374Aerq6vjrr7+wcuVKPioVDOh0OpycnNDU1IS0tDSuV5+VlpbGxo0b4efnh9bWVri4uAz6jTomJgba2tpCcz0EXhs0glDEsbi4GDdv3oSzszOMjIzeOvbx48dISEhAYWEhgNfOg5KSEsyePRslJSUoLi5GSUkJNm/ePBjSBwz/P/0+Ymdnh7KyMn7L4BldVRmFCR0dHeTm5vJbRq80NzcjOjoap0+fRmBgIKSlpbFlyxZ4eHjAwsKCq8ZMF+bm5khKShLY7a+CSFFRES5cuIDo6Gi4uLhgw4YN3YwZ4HV+x759+/Dll18KfL0UXlNdXQ0LCwtQKBQkJSXxrJS+pKQk3N3dQafT4efnh5aWFp6s0xvNzc1ISUkRipyNfyIIv/vk5GTcvHkTS5cufacxA7xuNbJp0yaMGzcOANDY2IiXL1/C0NAQL168AJPJRGFhodD8XwiNQaOrqwsAApOwxm3U1NTQ2NiIxsZGfkvpM5qamqisrERzczO/pQD4//Virl69it9//x11dXVYsmQJdu3aBVtbW553NZ84cSJYLNaH5OA+UFFRAT8/P9y9exfTp0/H1q1bMXny5De6tT/99FO0tbXhzJkzg6xUcHj+/DnMzc2hqamJx48fQ0pKiqfriYuLw83NDerq6rh48eKgFTh99OgRTExMICsrOyjrcQsqlco3o4bFYuHu3btISEiAh4dHn+oyBQQEoKCgoFubkZSUFBgZGaGiogJiYmJobm4Gm83u0e9JUBEag4ZCocDOzg7e3t78lsITqFSq0BWsExUVha6uLp49e8ZXHTQaDQ8ePMDx48cRGxsLXV1d7N27F4sWLYKqquqgxX4pFArHS/OB3qHT6bhz5w6uXr0KPT097Ny5E4aGhu/8PxIVFcXPP/+MQ4cOoaqqapDUCg6JiYmwtraGs7MzAgMDB22nF4VCgYODAxwdHeHr64ucnByervfq1Svk5ORg5syZPF2HF1CpVL54EFtbW+Hv74/GxkZs2bIFY8aMeecxdDodu3fvxpdffsnZat6Vw2Zubo6MjAzIysoiPz9fqMpRCI1BAwDz5s0Tuu7U/UEYw05GRkbIzMwc9HW7ioddunQJPj4+AAB3d3d4eHjA1NSU01V2sDExMUFBQQHodDpf1hdU2Gw24uPj4eXlBUlJSezevRvm5ub9ys1Yv349rKyssG7dOh4qFTxCQkLg5OSEHTt24OLFi3zJ0zA0NMTatWsRGhqKhw8f8swTERUVBSsrK6Hc0SYiIgIGgzGoa1ZXV+PChQtQUVGBm5tbnzckeHp6Qk1NDfv37+e8lpOTAwUFBcjJySE3NxfNzc3IysrC3LlzeSWf6whNUjAA2Nvb4+DBgwKTfMVtJk+ejMDAQHR0dAjNThkNDQ3Q6fQ+NRIcKF0JvmlpacjJyYG6ujqmT58OLS0tgdldMHLkSOjp6SEtLU0onzJ5wcuXL3Hv3j1ISUnB3d19QN8TPz8/aGtr4+LFi0JR6Gug+Pj4YNeuXThy5Mg72xjwGmVlZXh6euL69euoqqrCggULuFpIrqKiAiUlJVi0aBHX5hxMpKWlB+1BhhCC9PR0PHjwAHPnzu1TvkwXwcHBCA4ORnp6erf7aHJyMiwtLZGfn4+xY8eCRqOhuLhYqEpzCJVVoK2tDWlpady8eZPfUniCuLg41NXVe/TYEGSoVCqn9D+vaGlpQWxsLH7//XfcuXMHY8aMwc6dO7F69Wro6uoKjDHThaWlJZKSksBkMvktha80Nzfj1q1buHXrFmxtbbF+/foBG70KCgr47bffcPDgwSEfejpy5Ah2797NMWoEga4dUGPHjsXZs2fx7NkzrnlrIiIiYGtryzfv6kCRkZEZlHzCpqYmXL16FQkJCVi/fn2/jBk6nQ5PT08cOnSoW55NRUUF6uvroaOjg4yMDIwaNQqtra2QlpaGlpYWL06DJwiVQUOhULB8+XKcP3+e31J4hjCGnYyNjbl6YQNehyjy8/Nx/fp1nDp1CjU1NViwYAF2794NGxsbgavI+U+UlJQwbtw4nhp5ggyLxUJcXBy8vLwgKyuLXbt2wcDAgGtx+OEQevriiy/w888/Izg4WOAKy4mIiMDR0RGrV6/Go0ePcOPGjQF7JoqKitDQ0PDOmimCDK89NIQQpKWl4dy5c1BRUcGWLVugpKTUrzl6CzUBr7fJW1tbo7OzE8XFxaDT6Xjy5AlWrFghNPkzgJCFnABg6dKlWLVqFb9l8AwdHR1ERUWBxWIJnOfhTYwbN45T+n+glXLr6uqQlpaG9PR0yMrKwtTUFIsXLxaaEFwXNjY2CAoKgomJyZAMj76J4uJi3Lt3DzIyMvDw8ICCggJP1hnKoaeDBw/ijz/+QGRkpEDf4FVUVLBt2zY8fPgQZ8+exdy5c9/LcCWEICIiAvb29kJzzesNXnpompqaEBwcjObmZqxfv77fhgzw5lBTV2jJ1dUVGRkZ0NDQwIsXL/Ds2TN888033DwNniN0Bo2NjQ1aWlqQmpoKMzMzfsvhOrKyshg7diwKCgqEZqvcQEv/M5lMZGVlIS0tDbW1tTA2Nsa6deugqKjIA7WDg7q6OqSkpJCTkwMDAwN+y+E5zc3NuH//PkpKSuDs7Aw9PT2ePtl1hZ4+/vhjLFiw4L0u8ILInj174O/vj4cPH3Kt+i8vERERgZOTE/T09HDnzh1kZ2dj3rx5/fKg5uTkgBAi9L8TXhg0hBA8ffoU4eHhsLCwwMyZM9/L6HtTqAl47Z2xtLSEmJgYMjMzoaioCAkJCdDpdKGrzC90j46ioqKYO3cu/ve///FbCs/oMg6ECSMjI2RnZ/crb6S+vp6z3TozMxOWlpbYt28fnJ2dhdqYAV4beTY2NoiOjhaIglu8gsViITY2Fl5eXhg9ejR27doFfX39QXFTr1+/HtbW1kMm9LR79278+eefQmPM/JMub428vDy8vLwQERGB9vb2dx5HCMGTJ09gZ2cnVKGN3pCWlkZraytXcucIISgoKMD58+eRkpKC9evXw87O7r09WJ6enlBXV+8RampqakJeXh4sLS1RX18PGo2G6upqxMbGYt68eULXCFboPDQAsHLlSnz22Wf8lsEzDAwMEB4ejvb29vfqnMsPRo8eDRUVFWRlZfXo6vpP2Gw2CgoKkJSUhPLycpiYmGDz5s19qp0gbGhpaSEiIgKFhYXQ1NTktxyu8+LFC4SEhEBWVhabN2+GvLz8oGvw9fWFtrY2Lly4AE9Pz0Ffn1vs2LEDAQEBePz4sVA0AeyNrtwac3NzPHz4EKdOncKMGTNgaWn5xn5M5eXl6OjoEKrE0zchIiKCMWPGoKamZkAtG8rKyhAREYHm5mY4OjpCV1d3QMbem0JNABAbGwsTExNISEggJiYGurq6yMnJQWJiIo4ePfrea/ILoTRo5s6diw0bNqCmpkbon+R7Q0JCAhoaGsjJyRHoGPq/MTc3R3R0dK8GTUtLC9LS0pCcnAwpKSlYWFhg5cqVQvcE0B/+6aUZSgZNU1MT7t+/j7KyMjg7Ow/4gjsQ/hl6mj9/vlD1/uli9+7dHGOmqyK6MDNq1Ci4urqitrYWkZGRSEhIgJ2dHaZMmdLjhpqUlARzc3Oh9850oays/N5Nhrs+r/LyctjZ2XEl/66pqemNoabW1lakp6dj586dYDKZSEtLg7GxMdTU1FBZWQlnZ+cBrc0PKP10hwuM79za2hp2dnbdyjYPJbKzs5GcnIwNGzbwW0qfYbPZOHnyJFatWoXx48dz6sYkJSUhPz8fenp6MDc379GrZyjDZrNx+vRpLFq0CBoaGvyWMyBYLBbi4+MRExMDc3NzzJw5U2AM0qVLl+L58+dISUkRqm2/e/bswZ9//inUnpl3UVpaioiICLS0tMDW1hZ6enoQERFBa2srTp06hY8++ognvdX4QWJiIqqrq7Fw4cI+H1NbW4vY2Fjk5+dj+vTpsLS05Mrvis1mc3owPXz4sIdxFBERgdbWVixcuBAZGRlIT09HU1MTnj9/jsTERMTGxg5YAxfpk8UrlB4aAHBzc8OFCxeGrEGjra2Nv//+G01NTULT04RKpWLq1KmIj4+Huro6kpKSwGAwYG5ujnnz5gll9c+BQqVSYWdnh4iICHh4eAjtk2hRURFCQkIwevRovoWX3sa1a9dgZmYGNzc33Lp1i99y+sTBgwc5CcBD1ZgBXvep27hxIwoKChAXF4ewsDCO51lXV3fIGDMAMH78eDx9+vSd47r6ziUnJ4NGo8HMzAwfffQRV1MMdu3ahZcvXyIjI6OHMdPVAHTbtm0AXnvK9PX1kZiYiAcPHnBeFzaE1qBZtGgRvvjiC3R2dgrVE1lfERERgZ6eHp49e4bp06fzW06foNFoqK+vR0ZGBlpbWzF79mxMmjRJaG/i3MLQ0BAxMTHIy8sTupACnU5HaGgoysvL4ezsDB0dHYH8/xQTE+PcKL///nscOnSI35LeyhdffIE//vgDDx8+hKGhIb/l8BwKhQItLS1oaWmBRqMhKSkJSUlJUFNTQ0FBwVsbkwoTSkpKqK2tBZPJ7DVvqKmpCSkpKUhNTYWCggLMzc15Uhz03LlzuHLlCuLj4zFq1Kge7z9+/BhTpkzBqFGjUFlZiaamJjQ1NUFXVxdFRUVCW61ZaA2aiRMnQklJCX/88Qd27NjBbzk8wdjYGKGhoQJt0LBYLOTl5SE5ORk1NTUwMzODtrY2Jk6ciMmTJ/NbnkBApVLh6OiI8PBwaGtrC0VdGkIInj17hrCwMJiYmMDV1VVgwktvQkVFBbdv34azszOMjY2xePFifkvqlSNHjuDs2bOIjIwUut1M3EBBQQGampooKSnBlClTEBERgZCQEJiZmUFfXx9ycnL8lvjeiIqKQkFBARUVFZwSFgwGA0VFRUhPT8eLFy9gZGSE9evX8yz/MyYmBvv374e/v3+vnr+6ujpkZWVh9+7dAF57Z8zMzJCcnAwqlQplZWWhDY8LrUEDAGvWrMGlS5eGrEEzYcIEtLW1CWTyc5fLMjU1FXJycrCwsICenh5GjBiBkpISBAYGYtq0aUPiqYsbaGlpISYmBunp6QKf6E2n03H37l28evUKq1evFqqcpxkzZuDXX3/Fxo0bER8fL3ChHG9vb/z4448IDg4W+O8BL0lKSoKlpSVMTU1hamqK8vJypKam4o8//oCkpCR0dHSgo6MDFRUVobuGaGlp4dmzZ6DRaMjPz8eLFy8wfvx4GBoawtXVladFQsvLy7FkyRIcOHDgjQZ9ZGQkrKysICkpifb2dmRnZ2PhwoWQkZHBhQsXsHbtWp7p4zVCmxQMAPn5+TA1NcWrV6+EZntzf3nw4AEAYPbs2XxW8vqpvbi4GMnJySgqKoKhoSHMzc0xbty4HuPOnj0LZ2fnHpn1w5mSkhIEBATgo48+euM2Vn7yb6+MnZ2dQOrsCzt27MC9e/eQmZkpMDlod+/exapVq3D58mWsWLGC33L4Rn19PS5cuIC9e/f28PoRQlBeXo68vDzk5+ejpaUFWlpa0NHRwaRJkwQ2vYAQgtraWuTl5eHZs2eora2Fvr4+tLW1oaWlNSj5g52dnRwP+ZvyyCorK3HlyhV89NFHEBMTQ3x8PMrLy0GlUjFmzBi4uLjg6dOngriNvk9WrVAbNACgr6+PtWvX4quvvuK3FJ7w6tUrXLp0CXv37uXbzYXJZCIzMxPx8fEghMDCwgLGxsZvfdJITk5GQUEB3NzcBlGp4HP16lVoaGjA2tqa31K6QafTce/ePdBoNLi6ugqVV6Y3unZ4EELw6NEjvof5EhMT4eTkhP/+978C02iSX4SHh4PFYvVpW3B9fT3y8vKQl5eHsrIyyMnJQVlZGePHj8f48eOhpKQ06EYOIQT19fWoqKhAZWUl58/IkSM5BkxgYCDc3d0HNXl+8eLFKCoqQnJy8hs/E39/f2hra8PS0hJsNhtnzpyBs7Mzbt++jba2Nty4cQNZWVmDprkfDO1dTl1s27YNZ8+eHbIGjby8PMaPH//OgnW8oKWlBUlJSUhOTsb48eMxZ86cPif5TpkyBQ8fPhTIcBk/cXR0hI+PD6eYFb8hhCArKwuhoaEwMTHB0qVLhdYr80+oVCqCg4NhbGyMnTt34uzZs3zT8vz5c7i4uOCTTz4Z9sZMV70TDw+PPo2Xk5ODlZUVrKyswGKxUFNTwzEkMjIyUFNTwzHFAu3oAAAgAElEQVRyFBQUICMjA2lpacjIyEBGRgYjR458r5AVk8kEnU5Hc3MzmpubQafT0dDQgKqqKlRWVkJMTIxjWFlbW0NZWRlSUlKc47uaDA/Wg8u3336L2NhYPH369I3GTGFhIerq6jB16lQAQG5uLiQkJFBTUwMdHR18/vnn2Llz56Do5RVC76Gprq7GhAkTUFJSMmRvnLm5uYiJicHmzZsHZb2amhrEx8cjJycH+vr6sLKywtixY/s9z5MnT0Cj0bBkyRIeqBRe7t69CwCYP38+X3UMNa9Mb+Tk5MDKygpHjx7ly1bU6upqmJubw9nZGRcvXhz09QUNbtfX6jJyKisrQaPRQKfTuxkiTCaTY+RISEhgxIgRoFKpoFKpoFAoYLPZnD8MBoNjvHR2dkJKSopjGElLS0NWVhZKSko9jJfeyM/PR2xsLNzd3blynm8jICAAGzduRFhY2Bt7L7FYLHh5ecHJyQm6uroghODChQuwtbVFWFgYZs2aBSsrK0G+jw4PD824ceMwbdo0HD58GGfOnOG3HJ6gra2NkJAQVFZWYvz48TxZgxCCwsJCxMfHo7q6GhYWFti9e/c7f7hvw8LCAidPnkRDQwNGjx7NRbXCjYODA86cOQMzMzOe/X++jaHqlekNPT09+Pn5Yc2aNRg/fvygbkel0+mciq/nz58ftHUFmby8PK4mao8YMYITfuoNBoPBMXDa2tq6GTCEEI5xQ6VSISIiwjFeJCUlB5SMPHHiRNy5c4fn177o6Ghs2rQJx48ff2sjyfj4eMjJyXEaHhcVFYHJZIJKpUJCQgLnzp2DlZWVoBozfYcQ0p8/Aom/vz9RV1fntwye8ujRIxIYGMj1eTs7O0lycjI5c+YM8fLyImlpaYTBYHBt/gcPHpC7d+9ybb6hQkpKCrl48SJhs9mDum5zczO5fv06OX36NCkrKxvUtfnJ+fPnibS0NAkNDR2U9To7O4mVlRWxsrIinZ2dg7KmoMNisciRI0dIQ0MDv6UMCqGhoeTBgwc8mz8hIYHIysqSn3766a3jGhsbyZEjR8irV684r3l7e5OnT5+SK1eukJSUFKKurk7+/PNPnmnlAn2yUQS/IEYfWLx4MWpqagQ1mYkrmJmZIScnp08dbPsCnU5HVFQUfvvtN+Tl5WHevHnYtm0bTExMuPq0bmVlhczMTNDpdK7NORQwNTUFIaRPVUW5Afm/HUxnz57FmDFjsG3btiEZYnoTnp6e+O9//4vly5fj4cOHPF2LzWZjyZIlaGxsRHh4uMDX7xksSktLMWrUqF4LvQ1FzM3N8fTpU6503/43T58+hbOzMz7++GN8+eWXbx17//59mJubcxoAl5WVob6+HqqqqigtLQWFQkFNTQ1cXV25rnOwGfHdd9/1Z3y/Bg8WYmJiSE9PR1RUFFauXMlvOTxBTEwM1dXVaG1thaqq6nvPU11dzSlkJScnhwULFmDatGmQk5PjSb0HMTExNDY2orq6+sMW7n9AoVCgpKSEoKAgmJqa8vSmR6fTERgYiOzsbKxYsYIrTe+EEUtLS4iJiWHHjh2ws7ODmpoaT9bZs2cPoqKiEBsbK9RF4rhNYmIiFBUVMXHiRH5LGRQkJSVRWFiIESNG9ChtMRCysrLg4OCAzZs3v7P1z4sXL5CUlITly5dzqhHfu3cPxsbGePnyJRQVFXH8+HHo6uoKev2Zw30ZNGSuaps3b8aTJ0/4LYOnWFhYIDk5GaR/idwghOD58+fw9fXFn3/+iTFjxuCjjz7C/PnzoaCgwCO1/5/p06cjJSWFa96loYKysjJ0dXURFRXFk/mHu1emNw4cOICDBw/CxcUFCQkJXJ//8uXLuHz5Mu7du8fVm9hQID8/n5PDMVzoumZzi9zcXNjb22P16tX45Zdf3jqWxWIhJCQEzs7OnAemmpoalJWVwcjICE+fPoW5uTmePHkyaBtOeM2QyQR0cnJCe3s7Hjx4IBBF6HiBmpoaRowYgRcvXvTJ28FgMJCeno74+HiIiorC2toaBgYGXO8b8i7k5OSgqamJ5ORk2NjYDOrago6DgwN+//13TJkyhavGRtcOptraWqGr9strvv76azAYDMyZMwd3797l2ncyISEBH330ES5fvjwsWxq8DRqNhs7OTr4kwfOTrg0d5eXlA/4NZmRkwNHREcuXL8epU6feOT4uLg6ysrLd+sfFxMRg2rRpeP78OcaNG4fk5GR0dHTA0dFxQNoEhSHjoREREcH69evxww8/8FsKz6BQKLCwsEBiYuJbx9HpdERGRuLEiRMoKCjAggULsHXrVhgbGw+6MdOFjY0N4uPj0dHRwZf1BRVJSUnMnTsXgYGBXIu1f/DKvJvDhw/j888/h4uLCyIiIgY8X3V1NRYtWoQ9e/YM6yrAbyIvLw/a2tpC18ZgoFCpVNjY2AzYC5uSkgI7OzusW7cOXl5e7xxfW1uLuLg4LFiwgPOZ02g0FBQUwNzcHImJibCwsMCPP/6IDRs2DJldjkPGoAFet0tPSUkZ0gmoU6ZMQVlZGWpqanq8V19fj+DgYJw5cwbt7e3w8PCAm5sbNDQ0+H4hUVRUxOTJkxEXF8dXHYKIgYEBFBQU8OjRowHN09nZidu3b+PRo0dYvXo1nJychsyFihd88cUXOHz4MBYvXsypDfQ+MBgMODs7w9LSEj/++CMXFQ4dhmO4qQszMzPU1dXhxYsX73V8XFwcnJycsH37dhw/fvyd49lsNu7cuQN7e/tuW8ajoqJgbW2NqqoqtLe3Q1lZGampqUOq2OOQMmj09PRgZGQ0ZKsGA6+7uU6bNg0xMTGc16qrq3Hr1i1cuHABEhIS2L17N1xcXAa17HZfsLOzQ2JiIlpaWvgtRaCgUChwcXFBWloaysvL32uOqqoqnD9/HlQqFZ6enh+8Mn1k7969OHr0KFatWoWAgID3mmPt2rVgMBi4ceMGl9UNDVpbW1FdXT1skoH/zYgRI+Dg4IDw8PB+5z9GRUVh7ty52Lt3L/7zn//06ZjY2FiIi4tzKgIDr5tWlpaWYtq0aYiOjsaMGTPw9ddfw9jYuFtIStgZUgYN8Drp76+//uK3DJ5iYWGB58+fIzs7G1evXoW/vz8UFRXxySefwNHRcUDF8HiJnJwcjIyM8PjxY35LETikpaXfK/RECEFSUhL8/Pxga2sLV1dXgW3gJ6js2LEDp0+fxsaNG/H999/369iffvoJkZGRCA0NHbINcgfK8+fPMWnSpGHtLTQwMACbzUZOTk6fjzlz5gwWLlyIb775BocOHerTMV2hpkWLFnXzykdERMDW1ha1tbWg0WgwNjbGjRs3cODAgX6fiyAz5AwaV1dXdHR04Pbt2/yWwhMIISgrK4OoqCiCgoKgqamJTz75BDY2NjxtS88tbG1tkZmZifr6en5LETj6G3pqb2/HjRs3kJqaCg8Pjw+JqAPA3d0doaGhOH36NJYtW4bOzs53HhMcHIz//ve/CAgI4NkW8KFAV/7McIZCocDR0RGRkZFgsVhvHctms+Hp6Ymvv/4a165d67PR8aZQU2FhIRobG2Fqaoro6GhYW1vjzp076OjoGNTK2YPBkDNoREVFsXv37n4/aQk6bDYbWVlZOH/+PB48eMDZmaGnpydUTz5SUlKwsLDgeXEzYaQ/oafy8nKcO3cO0tLS2Lx5s8CFF4URGxsbpKWlIS8vD+bm5qioqHjj2Pz8fKxbtw6//PILZs2aNYgqhQtCCEpKSqChocFvKXxn8uTJGDNmDKKjo984prGxETNnzkRERAQSEhKwYMGCPs8fGxuLkSNHdgs1EUIQEREBBwcH1NfX4+XLlzAzM8MPP/yA3bt3D7mij0POoAFed+DOzc196wVJWGAymUhNTcWZM2eQkJAAe3t7bN++HRYWFjAyMuJJLQ1eM336dBQWFqK6uprfUgQOaWlpzJs3D7du3ep1RxghBLGxsbhy5QrmzJkDFxcXoTJoBR0VFRWkpqZi0qRJMDU1RXx8fI8xbW1tmDt3LlasWIEdO3bwQaXw0NzcDELIsKkO/DYoFAoWLFiAxMREVFVV9Xg/KysLRkZGEBUVRUZGRr+8WhUVFYiLi8PChQu7hZqys7MBAPr6+oiJiYGlpSVqamqQl5eH7du3D/ykBIwhadCoqKjA0dER+/fv57eU96azsxNxcXE4efIkcnJysGjRImzatKnb1kdhLVgnLi4OGxsbREZG8luKQGJgYIAJEybg7t273ZIIW1tbcfXqVWRnZ8PT05OrTf4+8P8RExPDnTt3sH37djg5OfXokr1u3TrIycnh3LlzfFIoPHQ11OX3LktBQVZWFrNnz0ZgYGC30FNAQACmT58OV1dXREZGQlpaus9ztre34+bNm3BxcekWamKxWIiMjISjoyOampqQm5sLS0tLHDhwAE5OTlBWVubquQkCQ9KgAYB9+/YhLCwMbDab31L6RWtrKx4+fIjffvsN5eXlWL16NdauXYsJEyb0uCj8s2CdsGFubo7q6mq8fPmS31IEknnz5qGqqorT66m4uBjnzp3D2LFjsWnTpg/dyweBw4cPw8fHB/v378fu3bvBZrNx7tw5REZG4s6dO8OyfUR/qaioGHbF9N7FlClTICMjwwk9ffvtt9i4cSN+/fVXnDp1ql/fK0IIgoODMWnSJBgYGHR7Ly0tDaNGjcLkyZMRGxsLU1NTiIuL4/79+9i3bx9Xz0lQGLK/SHt7e0hJSeH333/nt5Q+0dTUhLCwMJw6dQpNTU3w8PDA8uXL33kxsLGxQUJCAhgMxiAp5Q4iIiKYPXs2QkJChM7oHAxERUWxfPlyPHjwAPfu3UNAQAAWLFiA2bNn86044nBk2bJliI2Nxd9//w0rKyscOHAAFy9e/JAE3EcqKyuHpCdgIHSFnuLi4uDi4oKzZ88iPDwcW7Zs6fdcqampoNFocHZ27vZ614PxnDlz0NraioyMDFhbW+PMmTOQlpaGnZ0dl85GsBhw8J3BYKCsrEwgwx43b95Ec3Nzv7bKDTYsFgsdHR2oq6sDhULBjh07ICsr2+fjFRUVoaqqiuTkZFhbW/NQKffR19dHSkoKkpKSMG3aNH7LETgkJCQgKSmJp0+fYvv27ZxuuR8YXAwMDJCcnAwNDQ2IiopiwoQJ/JYkFBBCUFFRARcXF35LETgqKirg7e0NNpuN2NhYTJ48ud9zVFdXIzIyEps2beqR3BsZGQl9fX0oKSnh/v37MDAwgIyMDE6ePIkDBw4M2RDggA2asrIyyMjICEQ12n/DZDKRnp4OdXV1gavNwmAwQKfT0dHRAUlJSbS3t6OlpaVfxkwX9vb28PX1hampqVDVwqBQKJg3bx68vb1hYGDQr7jxUKegoACBgYGYOnUqaDQaYmJisHDhQn7LGrbs27cPEydOhKOjI2bNmoWtW7fi2LFjH7xlb+FDQnBP2Gw2vv/+exw7dgwrVqzAypUrER0dDQ0NjX59lzo7O3Hz5k3Mnj27R4PhiooK5OXlYdeuXWhsbMTTp0+xY8cOJCcno6ysDBs3buT2aQkMAw45tbe3Q15eXuCMGeB1WENBQQElJSX8lsKByWSivr4er169goiICBQVFSErK4uxY8e+t5dLUVERWlpaiI2N5bJa3jN27FhMmTIF4eHh/JYiELBYLISHhyMoKAjLli2DnZ0dFi5ciOLiYmRkZPBb3rDEz88PQUFBCAoKwm+//YaoqCgEBwdDT09PKPPXBosPCcHdyc3NxdSpU3Hp0iUEBgbi8uXLnE7YoaGhfZ6HEIJ79+5BRUUFJiYmvb7n4OCAkSNH4tGjRzAzM4OMjAx27dqFzZs3D2kDkys5NIL8hVVSUkJrayvfQ2JdhgyNRuMYMjIyMpwEsIF+hrNmzUJycrJQ9rGaNWsWioqKUFpaym8pfKWhoQHe3t6orq7Gtm3bOLU7xMXFsXLlSoSFhQ2JUgTCRFFREXbv3o3Tp09zOtxbWloiOzsbLi4umDVrFvbu3fvOYmnDkQ8Jwa9hs9n47rvvYG5uDhMTE+Tn53O6W1OpVCxduhTFxcV9No7j4+NRVVXVaygvLS0NFAoFJiYmqK2tRV5eHmbMmIHnz58jIyMDn332GVfPTdAYEknBoaGh0NHRgaamJn7++edu74mLi0NOTo6zm+bmzZugUCh9+vL89NNPMDAwgLGxMUxMTDg1X06fPg1NTU1QKBTQaDTO+NzcXFhbW0NcXBzHjh0D8G5DhluMHj0aU6ZMGXCDQ34gLi6O2bNn4969e8M2QTg3NxcXL16Erq4u1qxZ0yNEOm7cOCxYsADXr19Hc3Mzn1QOL1gsFlxdXbFo0SKsX7++23uioqI4ceLEB2/NW/iQENy7V+bfaQEjR46Em5sbHj58iMLCwrfOV1BQgNjYWLi5ufVocdLW1obIyEi4uLiAQqEgMjIS06dPh4SEBLZv345ly5YN+WR2oTdoWCwWdu3ahZCQEE5vo65iQl2MHz8eLS0tqKurw8mTJ/uUgBoXF4fg4GCkpqYiIyMD4eHhnC/DjBkzEB4e3iM5cMyYMZykKzabjYaGBp4bMv9k5syZyMrKQl1dHc/W4BWGhoYQFxcfdjcFNpuNsLAwhIWFwc3NDTNmzHijt05PTw9mZma4fv16v/o9feD92LlzJzo7O/HHH3+8ccwHb03vdCUED1cPzdu8Mr0hLy+PFStW4NatWyguLu51zKtXr3Dnzh2sWLGi17INkZGR0NPTw/jx41FWVoby8nJYWlqiqqoKcXFx+Oabb7h1egKL0Bs0iYmJ0NTUxKRJkyAmJgY3NzcEBgZ2GyMhIQEZGRns27cPn376aZ8SZysrK6GgoMDpj6SgoMB52jA1Ne21lLeioiJMTU3BYrHQ0tKCESNGDIoh04WkpCSmTZuGqKgonq/FbbrK/j969GjYdONua2vDn3/+idraWmzduhWqqqrvPMbW1hajRo1CcHBwvzv3fqDv3L17F1euXMGdO3fe2ezzg7emJ3Q6HWw2e0jna7yJvnhlemPChAlYtmwZbty40SP83t7ejqtXr8Le3h7q6uo9jq2srEROTg4cHBw47Q5mzZoFUVFRbN++HQ4ODtDR0eHaOQoqQm/QlJeXd3Ojqaqq9toHp7a2FqWlpZg3b16f5p0zZw5KS0uhra2NnTt3vjOUw2QyOR4ZCoUCaWnpQTNk/om1tTWKi4t7La0t6CgqKmLKlCkICQnhtxSeU1tbi4sXL2LcuHFYs2YNJCQk+nQchUKBq6srqqqqei3L/4GBQ6fTsWXLFhw6dKhf1Zi7vDXz58/HrFmzsGbNGqH8HXKDhoYGjBkzRqDzK7lNfX09tm3b1mevTG9MmjQJS5YswbVr1zieGjabjYCAAEyaNKlbn6YuWCwWgoKC4OTkBAkJCRQWFqK5uRmmpqZoampCeHg4Dh8+zI1TFHi42gTm8N9ZyK5o4uaU0FeWxbcLDd74fm9Pqf/+EbHZbHz55Zf45ptv+rzjSVpaGikpKXjy5AmioqKwatUq/Pzzz3B3d+82rsuQaW9vh6SkJBQVFSEuLs63H7KYmBinudnatWv5omEg2Nvb49y5c8jOzoa+vj6/5fCE/Px8BAYGYvbs2T12KfSFLk/kH3/8gbFjx0JTU5MHKocvnp6eUFNTe6/WKaKiojh+/Dg2b96MPXv2QFNTE+7u7vjPf/7zXiUZhJXm5mbIyMjwW8ag0N7ejsOHD+P333+HgYEBIiIiBlRXS1NTE8uXL8eNGzewZMkSFBUVgcVi9Sie10V0dDSkpaUxZcqUbs0oqVQqPv74Y5iamvZqCA1FhN5Do6qq2s09V1ZW1iMRrbm5Gc+ePYOHhwdmzJiB+Ph4LFq06J1u4REjRsDOzg6HDx/G6dOnERAQwHmPyWSCzWbj1atXoFKpnO3XglAOferUqXj16hWKior4LaXfiIqKwtXVFSEhIUMu9EQIQXR0NIKDg7F69er3Mma6GD16NFasWIHbt2+/szP3B/pOcHAwgoODce3atQH9lg0NDREeHo7Q0FAkJiZiwoQJOHToEDo7O7moVnBpbm4e8nWlWCwWjh07BnV1dc53JjY2litFQidOnIhVq1bhxo0bSE9Px7Jly3qtU1NVVYXExEROU8rMzExQqVTo6emhs7MTt2/fxvfffz9gPUIDIaQ/f3qQnZ3d28uDBoPBIBMnTiRFRUWko6ODGBsbk2fPnvU6ls1mk2fPnhErKyuSlJRECCGkrKyMODg49Bibm5tL8vPzOf/+6quvyK5duwiDwSD19fWksrKSqKurk6qqqh7Hfvvtt+SXX37p97lw87PMyckhp0+fJkwmk2tzDiZhYWHkxo0b/JbBNTo7O0lAQAA5d+4caWxs5Nq8OTk55NixY4RGo3FtzuFKc3MzUVJSIkePHuX63IGBgURHR4coKSmRkydPEhaLxfU1BInw8HDy6NEjfsvgCSwWi1y+fJmoq6uTCRMmEF9fX56sk5mZSY4dO0ZOnTpFAgMDCYPB6PY+k8kkZ8+eJampqYQQQtrb28mvv/5KSkpKCCGE7N27lxgZGRE2m80TfYNMn2wU/rsTBoiIiAhOnz4NZ2dn6OnpYeXKlZwmXYcOHUJQUBBnLIVCgbKyMhgMBidUVVlZCRGRnpE3Op2OjRs3Ql9fH8bGxsjKysLevXtBo9Fw/vx5mJubo7y8HKamppweHFVVVVBVVcX//vc//Pjjj1BVVUVTE3dDcH1FR0cHo0eP5mw1Fzbs7e1RVVXVY8eaMNLU1ARvb28AwKZNm7gaetDV1YW9vT38/f0/bOceIAMJNb2LRYsWITs7Gz/99BOOHj0KTU1NXLt2jevrCApD1UNz9+5dGBkZ4bPPPsOePXtQVFTUY0s/NygsLERoaCjWrVsHT09PtLW1wdfXt1udsa5QU5en9+HDh5g8eTLU1NTAZrPh6+uLH374YVjlMQm9h6a/sNlskpGRQcrLywkhhGP9vgkmk0kaGhpIZWUlaWxs5KnHg9ufJY1GI0eOHOGqR2AwKSkpIceOHSN0Op3fUt6b0tJS8uuvv5InT57w9Enp0aNHxMvLi7S1tfFsjaHM33//TaSlpUlhYSHP12IymeTnn38m8vLyxNjYmISEhPB8zcHGz8+vm4db2Hny5AmxsrIio0aNIl999RXp6Ojg2Vrl5eXk6NGjpLi4mPMam80mkZGR5Pjx46SkpIRUVlaSo0ePcq7t1dXV5OjRo5xr5XfffUcmTpw4lDyBfbJRhp1BQwghdXV1JC0t7a03GBaLRZqamkhlZSWpr68flNANLz7L8PBwcvPmTa7PO1gIc+gpLS2NHD16lOTl5fF8LTabTe7evUu8vb17uKY/8HZ4GWp6G62treTAgQNk9OjRZPLkyeSnn34izc3Ng6qBV/z++++ksrKS3zIGREdHBzl+/DjR19cn0tLSZPv27aShoYGna9JoNHLs2DGSk5PT6/tdIeajR49y0ibYbDbx9vYm8fHxhJDXaRhycnLk9u3bPNU6yAyPkNP7MHr0aIiKiva644kQgpaWFtTU1IDBYEBBQQGjR48W2iZ0M2fORGlpKV68eMFvKe+FMIaeuorlPX78GO7u7tDW1ub5mhQKBXPnzoWkpCRu3bo1bCsuvw+8DDW9DQkJCfzyyy+orq7G3r17ce3aNSgpKcHNzQ1Pnz4dVC3cRphDTvn5+fDw8ICioiK8vLzg7u6OmpoaeHl58bSuTnNzM/7880/Y2dlBV1e31zG6urowNjYGlUpFfHw8ysrKkJWVhba2NlhYWAAAPv74Y6ipqcHV1ZVnWgWVYWnQUCgUqKur49WrV5yqnoQQtLa2oqamBu3t7RgzZgzGjBnTa36NMCEmJgZnZ2eEhIQIZQVTUVFRLF68GPfu3UNjYyO/5byT9vZ2XLlyBTU1NfD09MTYsWMHbW0qlYolS5ago6MDgYGBH4yaPsCtXU0DQUxMDLt27UJGRgYiIyPBYDAwY8YMmJqa4sKFC2AwGHzR9b4wmUx0dHT0aN8hyLDZbFy7dg3W1tYwMTFBdXU17ty5g7y8PBw8eLDPdaLeFzqdDl9f33dusS4tLUV6ejo8PT3h4OCAa9euISgoCHPmzAGVSgWdToe/vz9Onjw5vHJn/o9hadAAgIyMDCQlJVFcXIz29nbQaDS0tLRg9OjRkJeXf2d1UGFCV1cXsrKySExM5LeU90JVVRVWVlYICAgQ6Js0jUbDxYsXoaCggLVr1/L8ItgbIiIicHNzQ1NTE4KCgj5UE34L7e3t2Lp1K77++mtO40l+Y2lpiYCAAFRUVMDV1RU//vgjxo8fj507d/a5hha/odPpkJKSEoobanV1Nfbv3w8VFRXs3bsXtra2ePnyJe7evQs7O7tB0dDS0gJfX18YGBhg5syZbxzX1taGgIAALFy4ELKystDX14eenh6kpKQQGBiI1NRUbNq0CWZmZpg1a9agaBc0hq1BAwDq6upoaWlBQ0MDpKWlu7U6GEpQKBTMmzcPT548EdqdMDNmzICYmBgePnzIbym98vz5c3h7e2PGjBmYO3cuX+sRiYqKYvXq1WhoaPhg1LyFTz/9FAoKCjh48CC/pfRg1KhR+O677/Dy5Uv4+PggLy8POjo6sLW1xYkTJ7o1xRU06HS6QBfVa2pqwrlz5+Dk5AQNDQ3ExcXht99+Q3l5OY4cOTKoXtXW1lb4+vpCV1f3rUYIIQRBQUHQ1dXltDCora1FdnY2Nm/ejBUrViA+Ph6pqak4ceLEYMkXOIa1QSMpKQlJSUk0NjZCQkJCKJ4o3hd5eXmYmZnh/v37/JbyXlAoFCxZsgRPnz4VqIKBhBDExsYiKCgIK1euhKmpKb8lAXgdxlizZg3q6+sRFBQk0J4tfpCfn48//vgDFy5cEIhimG9j/vz5iIiIQH5+PqZNm4ZLly5BVVUVU6ZMwWeffYacnBx+S+yGIFYJLioqwrfffgsLCwsoKiri+PHj0AVPgqkAACAASURBVNPTQ0ZGBmJjY7Fy5cpB/x60tLTAx8cHWlpasLe3f+v9JzExEY2NjXBycgLw+roTEhKCmTNnQlpaGqqqqggICICpqemACnYKO4L9S+4joaGh0NHRgaamJn7++edex3h7e2Ps2LEwMTGBiYkJLl68COB1OKOgoABOTk7Q09ODvr7+G7uddpGXlwc7OzuYmJhAT08PW7duBfC6G6q9vT2kpaWxe/fubsd89dVXUFNT42uinK2tLcrLy5GXl8c3DQNBSkoKS5Yswe3bt7vVY+AXTCYTd+7cQWZmJrZs2dJr0zh+0mXUNDQ0fMip+RdbtmzBokWLuFLVdbBQU1PDL7/8goyMDJSWlsLd3R0JCQkwNzeHuro63N3dERYWxvf/587OTr57utlsNh4/foxt27Zh8uTJMDAwwIMHD7B06VIUFhYiNzcXp06dgpaWFl/00el0+Pj4QEdHB46Ojm81ZiorK/H48WMsX76ck9OZmpqKjo4OWFpaAgBycnIQGxuLI0eODIp+gaWv26GIgG7bZjKZZNKkSaSwsJBTKTgrK6vHuMuXL5Ndu3b1Ose0adPIxYsXCSGvt3C2tLS8dc05c+aQO3fucP6dkZFBCCGETqeTJ0+eEC8vrx5rxcXFkYqKCiIlJfXGeQfjsywuLia//voraW1t5flavCIyMpL4+vrytQJmU1MTuXDhArlx4wbp7Ozkm46+0NnZSXx9fcnNmzeFtnI0N7l69SoZPXo0qaur47cUrtDR0UGuX79Oli9fTsaOHUtGjx5NXFxcyIULF/hyjqmpqd2uj4NFc3Mz8ff3J4sXLyby8vJETk6OLFq0iPj6+grU9a6xsZGcPn2aPHz48J1j29vbycmTJ0lmZibntfr6enL06FFSXV3Nec3c3Jxs3bqVJ3oFhOGxbTsxMRGampqYNGkSp2lfYGBgn4/Pzs7GiBEjYGpqCjqdDmlpaUhKSr71mMrKSqiqqnL+bWRkBOC1B8HGxqbXVvFWVlYYP358n3XxigkTJkBPTw+hoaH8lvLezJo1CywWC9HR0XxZn0aj4dKlS9DS0sKyZcsgKirKFx19RVRUFG5ubmAwGLh69eqw6SfUG+3t7di/fz8OHToEOTk5fsvhCmJiYli5ciVu3LiBmpoahISEQENDA7/88gvGjRsHZWVl2NvbY9++fQgICEB9fT1P9bDZbJ6H7+l0OoKDg/HZZ59h9uzZUFNTw5gxY/DNN99AXl4eN27cAI1GQ2BgINavX8+XBP3eqK2txaVLl2BiYvLOxF1CCIKDg6GhoQFDQ0POa3///TesrKygqKgIAIiJiUF2dvaw6aj9NoTeoCkvL4eamhrn36qqqm9s1hcQEABjY2MsX76c09AyPz8fcnJy+Oqrr2BhYYGDBw++c3vz3r174eDggHnz5uH48eNoaGjg3gkNAo6OjigtLRXa0BOVSsXSpUuRkJCAly9fDura5eXl8PHxga2tLWbNmiU0eVeioqJYuXIlZGVl4ePjM+Qaf/aVzz//HHJycvjkk0/4LYVnWFlZ4cyZM8jLy0NjYyO8vb1hY2OD3Nxc7N+/n+dGDpvN5mrdrn8aL05OThzjZefOnUhNTYWZmRm8vLxQV1eHoqIiXLx4Efb29gKXG1VaWgofHx/Y29tjxowZ7xyflpaGmpoazJ07l/Naamoq2tvbux3v6emJTz75BEpKSjzRLUxwt8hKyOdAVSZXp4SSETCv97wYAL3u4OjtJrNw4UKsXr0a4uLiOHv2LDZu3IjIyEgwmUw8efIESUlJaGxsxOHDh+Ht7Y3Nmze/cc1NmzbB2dkZoaGhCAwMxLlz55Cens73uHFfERMTg6urKwICAqCuri4wTy/9QVZWFosXL8bNmzexZcsWnha86qKgoAC3b9+Gq6vroBTL4zZUKhULFy5EVFQULl26hHXr1g0ZL0VfKCwsxMWLF/HgwQOBu9nxCgkJCcyZMwdz5szhvNbW1oYnT57gyZMnSElJwa1bt1BRUQF5eXkoKytDUVERSkpKUFFRgZqaGiZMmIDJkydDQ0OjT95INpvd58+XxWLh5cuXKCoqwosXL1BaWoqKigpUVlaitrYWlZWVqK6uhpKSEnR0dDB16lTs2bMHdnZ2QlW4Lz8/H4GBgVi8eHGf8nZKS0sRERGBTZs2cT7zhoYGREZGYuPGjZzP18fHBxUVFfjss894ql9YEO6qcXjtkenytgBAWVkZlJWVe4yTl5fn/N3T05PzBVBVVYWpqSm0tbVBo9FgZWWFlJSUtxo0AKCsrAwPDw94eHjA0NAQz549e2tBJEHjn6GnJUuW8FvOe6GpqQlra2tcu3YNHh4ePA39pKen48GDB3Bzc+vmERQ2KBQKHBwcICUlhcuXL2PNmjXD5slu8+bNmD9/Pqytrfktha+8yciJiYlBbm4ux6hISEhAcHAw6urqUF9fj9bWVkhLS3NqdY0dOxYyMjIQERGBiIgIREVFISIiAjqdDgaDgVu3boHJZILJZILBYIDJZKKlpQW1tbWg0WhoaGgAnU7HyJEjMXr0aIwZMwZjx46FkpIS9PX1oaamBi0tLc5OHmHl6dOnCA8Px+rVq7ulKryJpqYm3LhxA66urlBQUADQe6iJyWTiwIEDOHHixKA80AkD3DVo3uJJ4RUWFhZ4/vw5Xrx4ARUVFVy7dg1XrlzpMa6yspKTwxIUFAQ9PT3O8fX19aitrYWCggJSUlI4296++OILWFpa9rjhh4aGwtHREaKioqiqqsKrV6+goqLC4zPlPo6Ojjh79iynxoUwYm1tjZqaGgQGBmLZsmU8CQHFxsYiMTERGzduHNQaFbxk2rRpkJaWhp+fH1asWAENDQ1+S+IpAQEBSE9PR2FhIb+lCCQSEhJwcnLibAvujfb2dhQXF6OwsBAlJSUoKSlBc3NzN4OltbUVjY2NYLFYEBcXh4iICMTExCApKQkRERFIS0tzvD4TJ07E5MmThdJD3BcIIYiJiUFycjLc3d05xsnbYDAYuHbtGqZNm9bNC9xbqMnDwwOqqqrYsGEDT/QLJX3NHiYCusuJEELu3r1LtLS0yKRJk8iPP/7Ief2bb77hdNL+/PPPib6+PjE2NiZ2dnbdmn/dv3+fGBkZEUNDQ7J27VoSHx9P2trayPz580lsbGyP9fbu3Uu0tbWJsbExMTY2Jn5+fpz3JkyYQOTk5IiUlBRRUVHh7Lg6ePAgUVFRIRQKhaioqJBvv/22x7z8+CyHwq4nBoNBLly4QB49esTVedlsNgkLCyNnzpzheVM6flFYWEiOHj1KUlNT+S2FZ3R2dhIVFRXyyy+/8FvKsCA+Pp7cu3eP3zL4CoPBIIGBgeT333/ndMR+F2w2m9y8eZMEBAR028HZ266mgoICIikpSdLS0riuXUDpk41CIf2rItpjcE5ODsfbMVQoLi5GS0sL9u3bh7CwsEFbl1+fZUhICNra2rBkyRKhSXL9N83Nzbh48SLmzZv3xsZu/YHFYiEoKAj19fVYvXr1kH2KBF7v2rp69Sq0tLQ4PWGGEt9//z38/f2Rm5s75M5NEElKSkJNTQ3mz5/Pbyl8oaWlBdevX4eUlBQWL17c59zK6Oho5OTkwN3dnRM+J4TA398fGhoa3doimJiYYNq0aTh37hxPzkEA6dON6cOvuxdUVVXR2dnZa+hqKOLk5ISqqiqkp6fzW8p7IyMjg5UrV+Lvv/9GdXX1gObq7OzEtWvX0N7eLlBbPnmFgoICtmzZAhqNhj///BNtbW38lsQ16HQ6Tpw4gSNHjnwwZgYJKpXK9+J+/KKyshIXLlzAxIkTsXLlyj4bM3l5eUhMTMSqVau65QLGxMSAyWR2CzX5+/vjxYsXbywiO5z58AvvBREREU6ycT89WEKJqKgoli9fjgcPHqC2tpbfct4bFRUVODs749q1a2htbX2vObp6q0hLS/e4uAxlJCQksGbNGigqKuLixYtC/T34J1999RUmTZoktInvwshwNWiysrLg7++P2bNnv7OVwT+pqanhtE6RlZXlvF5aWor4+HgsW7aMY4wzmUzs27cPx48fH1Y7FPvKB4PmDSgoKEBUVHTQ65zwC0VFRTg6OuLmzZtgMBj8lvPeGBsbQ19fH9evX+/3eTQ0NODSpUuYOHEiFi1aNOye6KlUKpydnWFjYwNvb2/k5+fzW9KAqK6uxqVLl/Drr7/yW8qwYrgZNIQQREVF4cGDB1i3bh0MDAz6fCydTse1a9cwe/bsbjug/t1ZuwtPT08oKyvD3d2dm6cwZBheV+x+QKFQoKGhgbq6OnR0dPBbzqBgamoKRUXFQc0b4gVOTk6QkZHBrVu3+nxhra6uxuXLl2FhYfHO3ipDHVNTU7i5uSE4OBhRUVFCe3M6cOAA/h977x0W5bW1/9+DgNKL9CpICW1ABSsiiIoCQQGl2RCj0aMnJuYk583JN3mTc53iSUwxxy6KEVRAFDGAoCAINgQU6TAgQy+CIJ1hZvbvj7zMT0KRMjADPJ/rmivC7GfvNTvM89x77bXXsrGxeWdGVgr+IiYmNmOyUXd0dODKlSsoKyvDBx98MKps8D09Pbh8+TIsLS37FZQkhCAqKgomJib9Tp+WlpYiPDwcFy5cmHGLrZFCzcowSElJQVFRccYc9aTRaHB1dUVZWRlyc3MFbc6YodFo2LRpE1gsFmJiYt65bVheXo7g4GCsXbt2ShUrnEi0tbWxd+9eVFZW4tKlS2htbRW0SaPi5cuXuHHjBn7++WdBmzLjkJGRQVtbm6DNmHCYTCbOnj0LFRUV7Ny5c1S5cthsNkJDQ6GlpQU7O7t+7z19+hRtbW0DjtBv3rwZfn5+WLhwIV/sn45QguYdaGlpoaenB42NjYI2ZVKYPXs2Nm/ejNu3b+P169eCNmfMiIqKwsvLC7W1tUhOTh6yXWFhIcLDw+Hh4cGrl0LxO9LS0ti2bRv09fVx9uzZKbUFdejQIaxbtw50Ol3Qpsw4pKWlp7Wg4XK5uH//Pm9LaO3ataMq9cDlchEZGQkJCQls2LChnze4pqYGKSkp8PT07NdnUFAQXr58SVXTfgfTQtDExcXB2NgYBgYGQ0Z+f/LJJ7CysoKVlRWMjIwgLy8P4PcsjsuWLYOZmRnodDrCwsL6XScqKgodHR1UVlaCzWYD+D0i3d7eHlZWVjAxMcHevXsBAE1NTXBwcIC0tDQOHjzYr58vv/wS2traUyLjpbq6Ouzs7BAREcH7zFOR2bNnY+vWrcjNzUV6evqA9zMzMxETE8N7aFMMREREBHZ2dvDy8kJMTAzu3LnzzlpngiYzMxP37t3DsWPHBG3KjERGRgbt7e3T8kBFW1sbgoODwWQysXfvXhgYGIzqekII4uLi0NnZCQ8Pj35bRz09PYiIiICzszMUFRV5v29pacEnn3yCs2fP9vs9xSCMNGENEdLEemw2m+jr65PS0lLS09ND6HQ6L5ndUPzyyy9k165dhBBCioqKSHFxMSGEkOrqaqKmpkaam5v7tedyuaS4uJiXjG/dunXk5s2bvPezs7MJIYS0t7eT1NRUcurUKXLgwIF+fTx+/JjU1NQQKSmpIe0S9Fy+DZfLJVevXiW3b98WtCnj5vXr1+SHH37g/V1wuVySnJxMjh07RpqamgRs3dSho6ODXLlyhZw7d468fv1a0OYMycqVK0lAQICgzZjRHDlyhHR0dAjaDL7CYDDI0aNHSXJyMuFwOGPq4/79++TUqVOkq6ur3+/7kur99ttvA65ZsWIFcXFx6ZdsbwYyIo0y5T00T58+hYGBAfT19SEuLg4fHx9ERUUNe83Vq1fh6+sLADAyMuIVC+srzPbHI6t9AcJdXV1obGxEbW1tv4h0CwsLAL/H3Nja2mLOnDkDxly6dOmoAsYEDY1Gw8aNG1FYWIj8/HxBmzMuFBQU4Ovri5iYGLx8+RKxsbEoLCxEQEAAteIZBZKSkvDx8YG5uTkCAwORkZEhdKvwhIQEZGVl4fvvvxe0KTOa6RRH09PTg+joaPz222/w9PTEqlWrxhSU++zZMzx//hxbt24d8IzoS0bo5OTU7/dBQUHIycnB+fPnZ/RBhZEy5QVNdXV1v2KBWlpaqK6uHrJ9eXk5ysrKsHr16gHvPX36FCwWC/Pnzx/wnpiYGG/r6aOPPsLq1auxYcMG/PTTT2hpaeHPhxEyJCQk4O3tjZiYGNTV1QnanHGhrq4ODw8PXLlyBTU1NfD3958S23/CBo1Gw9KlS+Hv74+srCwEBwcL1d//559/jj179lBCVcBMF0FTVlaG06dPg8PhYP/+/WOueVZQUICkpCRs27YNMjIyA8ZISUkZkPfq7a0mVVXV8XyMGQNfi1P+5+l/UPi6kJ9d4j3F9/DXxUOXRh9shTickg0NDcXmzZsHBHHV1tZi+/bt+PXXX4dU34qKinj9+jVsbW1RUFCAuLg4REVF4cyZM3jx4sWIs0JOJdTV1eHs7IzQ0FDs2bMHUlJSgjZpTHA4HGRmZkJFRQUtLS1obm6eMVWmJwJlZWUEBATg0aNHOHfuHBwcHLBo0SKBriKTkpJQWlqKlJQUgdlA8TtTPTC4p6cHd+/eBYPBwPvvvz/qWJm3KSwsRExMDLZu3Yq5c+f2e6+5uRnXr1+Hp6fnABHu6uoKW1tbeHl5jXnsmcaU99D0ZfTto6qqChoaGkO2Dw0N5W039dHa2goXFxf84x//wNKlS4e89u2tJ3FxcQQEBCAqKgqioqJT+pjzu+gLmA4PDxf6gNDB4HA4uHbtGrhcLgICAuDi4oKQkJBxl0iY6YiIiMDW1lZovDVff/01tm3bRnnehABpaWm0t7cL2owx8UevzHjETHFxMX777Tf4+fkNCDno6enB1atXYWdnBz09vX7vUVtNY4OvHprhPCkThY2NDRgMBsrKyqCpqYnQ0NAhazAVFRWhubkZy5Yt4/2OxWLB3d0dO3bswJYtW/q1/+KLL7B48eJ+adPFxMTAYDDQ29sLeXl5NDY2oqmpCZqamhPzAYUEBwcHhIWFISYmBu+///6U+ZKx2Wxcu3YNIiIiPM+cqakpuFwuQkJCsH37dqioqAjazCnNH701dnZ2sLGxmdTkX5mZmXj+/DkiIyMnbUyKoZGRkZlyaR86OzuRmJiIkpKScXtlAKCkpARRUVHw9fUdsMgmhCAyMhLa2tqwsbHp9x611TR2pryHRlRUFMePH4eTkxNMTEzg5eXFSz399ddf49atW7y2V69ehY+PT7+HcXh4OFJSUnDx4kXese6srCwAQE5OzqDbEo8fP+YFRzo5OeH777/ntZs3bx4OHz6MixcvQktLixdQ+/nnn0NLSwudnZ3Q0tLCN998M1FTMiHQaDS4u7ujqqpq0CPQwgibzUZYWBhERUUHbDOam5tj3bp1CA4ORkNDgwCtnB70eWt27dqFoqIinDlzZlLLhvy///f/4O7uDiUlpUkbk2Jo+o5uTwW4XC4yMjJw8uRJiIqKjtsrAwAMBgORkZHw8fHpd4Ckj6SkJHR1dcHZ2XnA4tDV1RUrV66ktprGAG2UpxQGNC4oKICJiQn/LBIinJychiwD0Nvbi9zcXGhra/PtJjoV5rK5uRnnz5+Hp6fnADepMNHb24vQ0FBISkrC3d19SG9Bbm4u4uPjsXXrViqmhk8QQpCfn487d+5AV1cXa9euHRAIyU8YDAYsLS2Rn58/5qBNCv5SUVGBu3fvYvfu3YI2ZViqqqoQGxsLUVFRODs78+UeUFxcjKioKPj4+PQ7sNJHbm4uEhISBo1JDAoKwscff4zi4mLKO9OfEW0JTHkPzUQyXE2jt089TeVijqNFQUEBnp6euH79utC6lHt7e3H16lVISUkNK2aA3z0169evR0hICGprayfRyukLjUaDmZkZDhw4AFlZWZw6dQqPHz+esPirL7/8EmvXrqXEjBAhJyeH5uZmQZsxJB0dHbh16xbCwsKwZMkS7Nq1iy9iprCwELdu3YKfn9+gYqa2tha3b9+Gj4/PADHT0NBAbTWNE0rQjANFRUXIyspOqZTw/EBPTw+rVq1CaGgouru7BW1OP1gsFi5fvgxZWVls2rRpRHEcZmZmcHFxweXLl/sFmFOMD3FxcaxZswYBAQEoKSnBmTNnUFJSwtfcNTU1NYiJicE///lPvvVJMX5kZWXB5XKF7qQTh8NBWloaTp48CXFxcRw4cACWlpZ8iQnMzc1FdHQ0/Pz8Bo2pbGtrQ1hYGFxcXAYVTw4ODtiwYQO8vb3HbctMZdYoYzkGNG5sbISysjK/7JlS0Gg0yMnJob6+Ht3d3bxyCmNlKs2lhoYGmpqakJaWBnNzc6Go/trT04MrV65g7ty5cHNzG5VNysrKUFZWRkREBJSVlQccr6QYO5KSkqDT6ZCRkcHdu3dRWFgIJSUlyMrKjrvvTz75BFJSUvjss8/4YCkFv6DRaCgrK4OsrKxQxDURQpCTk4Pw8HB0d3fD3d0dVlZWEBXlz7mYtLQ03L9/H9u2bRs0gWp3dzeCg4NhaWkJa2vrAe/v37+ft/0tLi7OF5umGd+OpBEVQ8MHOjs7UVhYCAMDg3HdpKfaXBJCcP36dXA4HGzZskWgoqbPM6OkpARXV9cxr7iqqqoQGhqKNWvWwMrKis9WUnC5XDx//hz379+HlpYWVq9ePeYH3ps3b6ClpYW4uDisWLGCz5ZSjJfExETMmjUL9vb2ArOBEIKSkhIkJiZCVFQUa9as4evWJCEE9+7dQ0FBAbZt2zboopbNZiMkJASqqqpYv379gHtTfHw8PDw88OjRI1haWvLNtmnGiG7olKDhEw0NDaiuroaFhcWYVf9UnEs2m40rV65AUVERLi4uAjnOzWKxeDbw40h5Y2MjQkJCYG1tjRUrVkyZI+pTid7eXjx9+hSPHj2CsbEx7O3tR70YOHz4MB48eICnT59OkJUU4yE/Px9ZWVnw8/MTyPiVlZVISEhAZ2cnHB0dYWxszNfvMpfLxW+//YZXr17B19d30KSjXC4XEREREBERgaen54DxW1paMH/+fPz973/HgQMH+GbbNIQSNJNJ30qgt7cXpqamY+pjqs5lT08Pfv31VxgZGU36aqwvAFhWVhYbN27k2w2rtbUVly9fhp6eHpycnChRM0F0dXXh4cOHePbsGSwsLLB8+XLIycm987re3l6oqqri0qVLcHV1nQRLKUZLS0sLzp8/j08//XRSx62srMSDBw9QV1cHe3t7WFpa8t173Nvbi4iICHA4HHh5eQ26TUQIQUxMDF6/fg0/P79BF7oLFy6ElpYWoqKiqHvM8MycU05xcXEwNjaGgYEBjhw5MmibiooKODg4YMGCBaDT6YiNjQXw+x/mzp07YWFhARMTE/z73/9+53jR0dFYsGABLC0tYWpqijNnzoBGo6Gqqgqenp4QFRVFREREv2vWr18PeXn5aXnznT17Nvz8/JCdnY2MjIxJG5fNZiM0NBTS0tJwc3Pj6w1BVlYW/v7+qK2txY0bN6ZkhuSpgISEBNasWYP9+/dj1qxZOHPmDKKiotDY2DjsdYGBgVBQUJiW36fpgpycHDgczqQEBvctKC9evIgbN27AwMAAf/7zn7FgwQK+i5muri4EBwdjzpw58PX1HTLm5f79+6ipqYG3t/egYubzzz9HbW0tLl26RIkZfjHSstz/9xpAfn4+P0uEjxo2m0309fVJaWkp6enpIXQ6neTl5Q1ot2fPHnLy5ElCCCF5eXlEV1eXEELI5cuXibe3NyGEkI6ODqKrq0vKysqGHI/FYhF1dXVSWVlJCCGku7ubFBYWEkIIKSsrI48fPyYuLi7k0qVL/a5LSEggt27dIi4uLkP2Lei5HC9NTU3khx9+GHT++U1vby8JCQkhERERhMPhTNg4LBaLXL16lVy6dIl0d3dP2DgUv9PZ2UmSk5PJ999/T8LCwkh1dfWg7SwsLMg//vGPSbaOYrQEBwfz7o8TAYfDIbm5ueT06dPk5MmT5MWLFxN6P2hpaSEnTpwg8fHxhMvlDtkuPT2dHDt2jLS1tQ36fmpqKpGUlCRpaWkTZep0Y0QaZcp7aJ4+fQoDAwPo6+tDXFwcPj4+iIqKGtCORqOhtbUVwO/BhH2pqGk0Gjo6OsBms3k1mobby29rawObzeadgpk9ezaMjY0B/J4leOnSpZCSkkJdXV2/Vb2jo+OEJhcTBhQVFeHr64uYmBgwmcwJG4fNZiM8PBzi4uLvzDMzXsTExODl5QV5eXlcuHBBqHNrTAckJCSwatUqfPTRR9DV1UVYWBiCg4NRWlrKO+6dkZGBly9f4tChQwK2luJdqKurT0h+p97eXjx79gwnTpzAkydPYG9vj3379oFOp0/Y/aCqqgrnz5+HlZUV1q1bN6RXpaCgACkpKUPWFevs7ISHhwe++eYbLF68eEJsnanwtZaTIKiuru6XwEhLSwtpaWkD2n3zzTdYt24d/vvf/6KjowMJCQkAgM2bNyMqKgrq6uro7OzETz/9NKDq6dsoKirCzc0Nurq6cHR0hKurK3x9fft9iSQkJCAuLg4Gg4H33nuPj59W+FFXV8fmzZsRERGBrVu3DnqEcTxwOBxERERg1qxZ8PDwmJSTVSIiInB1dcXTp09x/vx5bN68mUriNsGIi4tjyZIlsLa2Rk5ODu7evQs2mw1ra2t89913cHFxoYpQTgHU1dXx4sULvvXX1NSEjIwMvHjxAlpaWnj//fehq6s74Vs2L168wJ07d+Dm5sZbwA5GWVkZoqOjsW3btiGfI2vXrgWdTp/02KKZAF8FTd2//oWegkJ+donZJu9B7W9/G/J9MkhQ82B/3FevXoW/vz8+/fRTPH78GNu3b0dubi6ePn2KWbNmoaamBs3NzVi5ciXWrFkDfX39IccMDAxETk4OEhIScPToUdy9excXL17s10ZVVRXd3d2oqqoatJbHdEZPT4+XqG779u18y3rJX7GouwAAIABJREFU4XBw/fp1EEKwZcuWfrWZJhoajYYlS5bwctWsWrVqQFE5Cv4za9YsWFlZwdLSEpWVlUhNTUV8fDz+85//oKamZkDRPwrhQkNDA7dv3x5XH1wuF8XFxUhPT0ddXR0WLFiAPXv2QEFBgU9WDj92QkICCgsL4e/vP2yesPLyckRERGDLli1DLuQ+//xzFBcXo6CgQChyd003pryHRktLq19216qqqkFvcufPn0dcXBwAYNmyZeju7kZjYyOuXLmC9evXQ0xMDCoqKlixYgUyMjKGFTQAYGFhAQsLC2zfvh16enoDBI2oqCgMDQ1RVFQESUnJYb0+0xETExNwOBy+VbTmcrmIjIwEm82Gl5fXpIqZt9HX10dAQABCQ0NRX1+PDRs2CMyWmQSNRoOOjg5KS0thaGgIS0tLhIeHQ1paGtbW1jA1NaUSkgkhbwcGj3bLvbW1FVlZWcjMzIScnBysra3h6+vLt2R476K7u5uXZ2vPnj2QkJAYsm1lZSXCw8Ph6ek5pPc2PDwcJ06cQEpKilAkG5yO8PUvYzhPykRhY2MDBoOBsrIyaGpqIjQ0FFeuXBnQTkdHB4mJifD390dBQQG6u7uhrKwMHR0d3Lt3D9u2bUNnZyeePHmCjz/+GMDvcS+XLl3ql8a6vb0dGRkZvOPJWVlZ0NXVHdQ2KSkp6OrqgslkQlJSkv8fXsgxNzcHIQQhISHYsWPHmL/EhBDExsais7NzyOOPk4mioiJ2796NGzduIDg4GFu2bBk0BwUF/wkKCsIXX3yBlStXYsWKFWAwGMjMzERcXByMjIxAp9Ohr69PrX6FBBqNBm1tbTCZTFhYWLyzfXd3NwoKCpCdnY26ujqYmprC19d30gvHNjY2IjQ0FPPnz4eTk9Owf099yTjd3d2HXAgXFBRg9+7dCAwMxKJFiybKbIqRRg8TIT3lRAghMTExxNDQkOjr6/c7+fDVV1+RqKgoQsjvJ5uWL19O6HQ6sbS0JPHx8YQQQtra2sjmzZuJqakpMTExId999x0h5PfoeR0dHdLZ2dlvrNbWVrJhwwZiZGRELC0tyfLly0l6ejohhJCnT58STU1NIikpSRQVFYmpqSkhhJDKykqyYMECoqSkRObMmUM0NTVJXFzcgM8hDHM5EWRlZZEffviBvHr1akzXJyUlkdOnTwvdKSMOh0MSEhLIzz//TOrq6gRtzrQnOjqaKCoqEhaLNeC99vZ2kpaWRs6dO0e+//57EhsbS6qqqoY9iUIxOWRkZJCIiIgh32ez2aSgoICEh4eTf//73yQ0NJTk5eWR3t7eSbTy/4fBYJDvv/+eZGZmvrNtVVUV+e6770hxcfGQbdra2oiqqir5/PPP+WnmTGNEGoVKrDcEubm5uHDhAn788cdx90UIAYPBQG9vL8zMzIZsN13nEvjdk3Xv3j1s3759VPWqMjIy8OjRIwQEBAhtEGhOTg7i4uKwdu1aqlzCBLJmzRoYGhri1KlTw7ZrampCTk4OcnJyAPzuKTQ2Noa6ujqV70MAtLW14eTJk/jLX/7C255ls9koKytDYWEhCgoKoKysDDqdDlNT02G3diYSLpeLlJQUZGZmYsuWLdDR0Rm2fWVlJUJDQ98ZKGxlZQVVVVXcvn2b8hyOHSpTsDDB4XCQl5cHaWnpYd2S03kus7Ozcffu3RHH1BQUFCA2Nha7du0S+hikhoYGREREQF1dHS4uLlQ8B5+prq6GgYEBCgoKRnzCjBCC6upq5Ofno7i4GCwWC0ZGRjA2Noaenp7Aty5nEufOnYOtrS16enpQXFyMly9fQlVVFUZGRjAzMxt3Yd/x0tbWhhs3boBGo8Hd3f2d8T4VFRUICwvDpk2bYGhoOGQ7Pz8/pKWl4fnz53wpxjqDoQSNsNHd3Y38/HxoamoOevJnJsxlX0XZrVu3DrsvzmQyce3atSGr1wojLBYLt2/fRmVlJTZv3jzp+/7TmY8//phX1HKsNDY2ori4GEVFRaivr4eenh6MjIxgYGAw7XNECQJCCF69egUGg4GnT5+io6MDRkZGMDIygqGhodDEnZWUlCAqKgrW1tZYuXLlO70o5eXlCA8Ph4eHB+bPnz9kux9//BHffvstnj17Nmw7ihFBCRphpLW1FSUlJTA0NBxwE50pc5mXl4fbt2/Dx8dn0CPtdXV1CA4OxubNm6GnpycAC8dHdnY24uPjYW9vD2tra2qbgw/o6uriH//4B7Zv386X/jo7O8FgMFBUVAQmkwkJCQnMmzeP96IEzughhKCxsRFlZWUoLy8Hk8nE7Nmzoa+vD1VVVTx69AgfffSR0HwfOBwO7t27h9zcXLi7u4/I81dSUoLIyEh4enoOexI2OTkZLi4uuHXrFhwdHflo9YyFEjTCSn19PWpqamBubg4xMTHe72fSXBYXFyMqKmqAy7a5uRlBQUFwcnIaNt5I2GlqakJERAQUFBTg5uaGOXPmCNqkKcvDhw/h7OyMxsbGft8XfkEIQX19PZhMJphMJsrLyyElJcUTN5qampCXlxeaB7GwwOFw8OrVK1RWVvIEjJiYWD9h2FdolBCCY8eOwc/Pb9wpHPhBS0sLrl+/DgkJCWzcuHFE3qLs7GzcuXMHXl5ew8bX1NTUwMzMDN9++y0++ugjfpo9k6EEjbBCCAGTyURbWxvMzc15Ls6ZNpeVlZUICwvD2rVrYWlpiY6ODly4cAGLFy/GkiVLBG3euGGz2bhz5w4YDAY8PT1nXIJFfrFt2zZ0d3cPKPg6UXC5XJ7AKS8vR01NDdhsNtTV1aGurg4NDQ2oq6vPKJHTJ15qa2tRU1OD2tpaNDQ0QE5ODpqamjwBM1wszO3btyEtLY2VK1dOouUDKSgoQHR0NFasWIFly5aN6P/h48eP8eTJE2zdunVYQcZisWBoaAgHBwcEBQXNmL+PSYASNMJMX/ZLDocDU1NT0Gi0GTmXr169wuXLl7Fw4UIUFRVh/vz5WL16taDN4isFBQWIiYnBggULsGrVKioYdRRwuVwoKysjLCwMa9asEZgd7e3tvAd530O9T+QoKSlh7ty5vJecnNyUfZCx2Ww0NzejqakJjY2NaGpqwqtXr3jipU/MqaurQ01NDbNnzx5x3y9fvkRSUhJ27949gZ9gaLq6uhAXF4fKykp4eHiMaIFBCEFCQgKKi4uxbds2nsdpMLhcLqysrCAnJ4fExETqYAB/mTmCJiAgANHR0VBRUUFubu6gbQghOHToEGJjYyEpKYmLFy9i4cKFvPdbW1thYmICd3d3HD9+fNjxnjx5gkOHDqGnpwc9PT3w9vbGN998g8LCQuzatQvPnj3DP//5T/zlL38Z1kYOh4OCggKIiYnB2NhYKOZSEDQ3N+PUqVOQl5fHvn37puXRxvb2dsTExKCpqQmbNm2iUvaPkOvXr+PgwYOorq4Wur+L9vZ21NbWoqmpqd+rs7MTioqKmDt3LhQVFSErKwtpaWnIyMhARkYG0tLSAhG1hBCwWCy0tbWhra0N7e3taGtrw5s3b3i2t7W1QV5evp9AU1JSGrV4GQwOh4OjR4/iwIEDk56CoaioCDExMXjvvfewZs2aEYkNDoeDW7du4fXr1/Dz83vncfLVq1ejvr4eT548oWKw+M/METQpKSmQlpbGjh07hhQ0sbGx+O9//4vY2FikpaXh0KFD/YpYHjp0CK9evYKiouI7BY2xsTHCw8NhaWkJDoeDoqIimJqaoqGhAeXl5bh58yYUFBT6CZqhbOzt7UV+fj5kZGTQ09Mj8LmcbAghiIyMRFdXF7q7u6GgoICNGzdOy3IChBDeKS/KWzMynJ2doa2tjTNnzgjalBHDYrHw+vXrfiKhTzy0t7ejvb0dYmJiPHEzZ84czJ49G2JiYpg9ezbExcV5/xUXF8esWbNAo9F4L6B/QlQ2m42enh6wWCywWKwB/+7q6uKND6CfsJKRkYGsrCxPvCgoKEyocIyIiIC+vn6/xeRE8rZXxs3NbcRH/lksFq5duwYajYYtW7a8M3bL19cXqampePbsmVDECE1DRiRopsXd1M7ODkwmc9g2UVFR2LFjB2g0GpYuXYqWlhbU1tZCXV0dmZmZqK+vx/r165GRkfHO8RoaGnhHiWfNmgVTU1MAgIqKClRUVBATEzNiG9/2znR1db37w04jCCG4c+cO3rx5g23btgH4/YZ39epVeHl5TTuXLY1Gg4WFBfT09BATE4OzZ89S3pph6Orqwv379/H48WNBmzIqxMXFoaamNuSxfUIIurq6eAKnu7u7nwDp6elBW1sb72cul8sTL1wut5+4odFoEBUV5Ymf2bNnQ0JCAnJycjxRJCEhwRMw4/WyjBcjIyPk5uZOiqB52yuzb9++Ed9POjs7ceXKFSgrK8PV1fWdi6tPP/0U8fHxyMjIoMSMgJkWgmYkVFdXQ1tbm/ezlpYWqquroaqqik8//RTBwcFITEwcUV+ffPIJjI2NYW9vj/Xr12Pnzp3jOsUyZ84cGBsbIzU1FT///DOvltR059GjRygtLcWuXbt4KyBvb2/89ttv+PXXX+Hr6yu02YHHg7S0NLy8vJCbm4srV65Q3pohuHDhArS1tUGn0wVtCl+h0WiQlJSEpKQk3yrRTxXee+89xMXF4c2bN8PGo4yHP8bKjNQrA/y+/X3lyhUYGxvD0dHxnbFQP//8M86ePYvU1NR3FjSmmHj4egdNDS9GY2U7P7uEkrY0VnoZjbufwbbWaDQaTp48yXNrj5Svv/4aW7duxZ07d3DlyhVcvXoVycnJ47JPUlISKioq8PDwgIaGBry8vMbVn7Dz4sULpKenIyAgoN/etIiICNzc3HD//n2cO3cOPj4+Uyax3mj4o7fmzJkzcHZ2npJ5dyaKkJAQeHp6CtoMCj4iLi4OCwsLZGZm8j34v29L9+7du6P2ygBAWVkZrl+/Djs7OyxevPid7cPCwvDll18iOjqaKnkiJMyYJaGWlhYqKyt5P1dVVUFDQwOPHz9GamoqTp48ifb2drBYLEhLS+PIkSPD9jd//nzs378fe/bsgbKyMpqamjB37txx2ThnzhwEBQUhICAAampqsLOzG1d/wgqDwcDdu3exc+fOQdOB02g02NvbQ0VFBSEhIdiwYQPMzc0FYOnE0+etKSwsRFRUFLS1tbF27doZnya9vr4ez58/x/Xr1wVtCgWfsba2xqVLl7Bq1Sq+xco1NDQgNjYWPT092LJly6gWqIQQZGRk4P79+/D09BzRoiI5ORm7d+/GxYsX4eDgMB7TKfgIXwUNPzwpE4WbmxuOHz8OHx8fpKWlQU5ODurq6rh8+TKvzcWLF5GRkcETMzt27MDBgwcHqPWYmBg4OzuDRqOBwWBg1qxZfKtF4uXlhbq6Orz//vt49OjRlE4uNxhVVVW4efMmfH1931mk0tTUFIqKiggNDUV9fT1Wr149ZY/DDgeNRoOJiQkMDAyQmpqK06dPY8WKFVi6dOm0DI4eCSdPngSdTqfii6YhysrKUFJSQkFBwbgXKt3d3UhOTkZOTg7s7e2xaNGiUQU1czgcxMbGorKyErt374aCgsI7r8nLy4ObmxuOHDmCLVu2jMd8Cn4z0rLc//caQH5+/rhqgvMDHx8foqamRkRFRYmmpiYJDAwkhBBy6tQpcurUKUIIIVwul/zpT38i+vr6xNzcnKSnpw/oJygoiBw4cID3s6WlJamoqBjQztvbmxgaGhJLS0uyaNEiEhcXRwghpLa2lmhqahIZGRkiJydHNDU1yZs3b4a18W3enssvvviCKCoqkvLy8nHMjHDR0NBAvv/+e1JcXDyq69rb28mFCxfIlStXSHd39wRZJzw0NjaSkJAQcvz4cVJaWipocwSClZUVOXLkiKDNoJgg8vLySFBQ0Jiv53K55MWLF+To0aMkKiqKtLe3j7qPvvvK1atXR3xfKS8vJ4qKiuRvf/vbqMejGBcj0ijT4tj2RNDa2ordu3fj2rVrkzbm23NJCMG+ffsQGRmJrKysKb9SbW1txYULF2Bvbz+m/ea3V1I+Pj5CX317vBBCUFRUhPj4eGhoaMDJyWnGbEM1NzdDXV0dTCaTKvA5TeFwODh27Bi2bds26pNB9fX1iI2NRW9vL5ydnceUgbuurg6hoaGg0+lwcHAYkee3qqoKCxYsgIeHB06fPj0tvcVCzMzJQzNd+ONccrlc7NmzB9HR0Xjx4sWUvbn39vYiKCgIJiYm40p7Tt7a6/bw8JgRpwp6e3vx4MEDpKenw9raGitWrBD40duJ5sSJEzh58iTy8vIEbQrFBJKcnIyOjg64uLiMqH1rayvu37+PwsJCODg4YOHChWPKmZOfn4+YmJhRxebV1dXB0tIS77//Ps6dO0eJmclnRBMuXKk3KfohIiKCc+fOwcnJCVZWVmhoaBC0SaOGEIJbt25BSUkJtra24+qLRqPBxsYGnp6euHHjBh4/fjzo6bXphJiYGBwcHLB37160trbiv//9Lx4/fgw2my1o0yaMyMhIODk5CdoMiglm4cKFyM3NRU9Pz7Dturq6kJCQgNOnT2POnDk4ePAgrK2tRy1muFwuEhMTcefOHWzbtm3EYqahoQFWVlZYv349zp49S4kZIYby0AgRQ80ll8vF9u3bkZSUhOzsbCgpKQnAurHx4MEDFBQUwN/fn6+Vkpubm3H9+nVISUlh48aNkJSU5FvfwkxDQwMSExNRX18Pe3t70Ol0oSsJMB56e3uhqKiI1NRU6ijsDCA8PBx6enqwsbEZ8F5vby/S0tLw+PFjXt6vsW67tra24vr16xAVFYW7u/uI81s1NjbytqWCg4On1XdtikFtOU01hptLDoeDrVu3IiUlBVlZWVMiI2Vfps4PPvhgQuI/OBwOEhMTkZeXBw8PD+jq6vJ9DGGloqICiYmJ6OrqgqOjI4yMjKbFyvHmzZs4cOAAqqurBW0KxSRQVlaG27dvY//+/by/Xy6Xi+fPn+P+/fvQ0tLC6tWrx7WIKy4uxq1bt7BkyRLY2tqO+HvS0NAAS0tLrFq1CpcvX56xJw6FhJlT+mAmMGvWLFy+fBnbt28HnU5HVlaWUMfUvHr1Crdu3YKvr++EBbPOmjUL69atw7x583Dt2jUsXrwYtra2M2IVpaOjA39/fzAYDCQmJuLhw4dwcHDAvHnzprSwCQsLg729vaDNoJgk5s2bB0IImEwmdHV1UVBQgKSkJMjIyMDb2xuamppj7pvD4SAhIQH5+fnw8vKCjo7OiK+tq6uDlZUVHB0dcenSJUrMTBEoD40QMZK55HK58Pf3R3x8PJ4/fy6Up5+6urpw7tw52NnZTdq2QWtrK27cuAERERF4eHhMy5IJQ8HlcpGTk4OUlBRISkrC1tZ2ynpsNDQ0cObMGbz//vuCNoViksjMzMSjR48AABISEnBwcIC+vv64/n6bm5sREREBaWnpUW9J19TUwMrKChs2bEBQUNCMWCBNAWZOUHBAQABUVFSGDfK6fPky6HQ66HQ6li9fjhcvXryz3+joaCxYsACWlpYwNTXlVfxNSUnBwoULISoqioiIiH7XrF+/HvLy8nB1dR3fhxoCERERXLx4Ea6urrCyskJFRcWEjDNWuFwurl27hvfee29SYyBkZWWxY8cOXmXm0tLSSRtb0IiIiMDS0hIHDhzA0qVLkZycjFOnTiE7OxtcLlfQ5o2YzMxMtLW1wdnZWdCmUEwCLBYLT548wf3799HW1gYrKyvs3r0b8+fPH5eYycvLQ2BgICwsLODj4zMqMVNRUQFLS0u4ublRYmYKMi22nPz9/XHw4EHs2LFjyDZ6enq4f/8+FBQUcPv2bezduxdpaWlDtu/t7cXevXvx9OlTaGlpoaenh1ctW0dHBxcvXsTRo0cHXPfZZ5+hs7OTJ34mAhEREQQGBmLfvn1YsGABUlJShCajcHx8PERERLBmzZpJH1tERIS37RIZGQlLS0vY29vPGHexiIgIzMzMYGpqitLSUjx48ABJSUlYvnw5rKys+BqUPREEBwdj2bJlM+b/10ylq6sLaWlpSE9Ph66uLnx8fNDa2oqkpKRxnYTs7e1FfHw8Xr58ia1bt47ae52Xlwc7Ozts2bIFp06dmpIezpnOtJCfdnZ270y0tnz5cl5a66VLl6KqqmrY9m1tbWCz2bz6TLNnz4axsTGA3/d9hzpd4ujoCBkZmbF8jFFBo9Fw+vRpfPjhh1i+fDlSUlImfMx38ezZM5SWlmLz5s0CXdno6elh7969qKurQ2BgIOrr6wVmiyCg0WgwMDCAv78/PDw8UFJSgmPHjiE1NRVdXV2CNm9I7ty5A3d3d0GbQTFBtLa2Ij4+Hr/88gvevHmDXbt2wcvLCxoaGjA2Noa4uDhycnLG1HdFRQVOnz6Nnp4e7N27d9RiJjk5GcuWLcO+ffsoMTOFmRYemtFy/vx5bNiwYdg2ioqKcHNzg66uLhwdHeHq6gpfX1+hckHSaDT861//grq6OpydnXHhwgWBVenuO3Wza9cuzJkzRyA2vI20tDT8/PyQlZWFS5cu8QKGZ9rqX1tbG76+vmhoaMDDhw9x7NgxmJqawsbGRqiqmL969QqlpaXw8/MTtCkUfIQQgrKyMqSnp4PJZMLS0hL79u2DnJxcv3Y0Gg1r1qzBzZs3YWpqClHRkT2aent7ce/ePeTm5sLZ2XlM8ZxhYWHYvXs3jhw5goMHD476egrhga+CJuniWTSUv+Rnl1DR1YeD/16+9ZeUlITz58/jwYMH72wbGBiInJwcJCQk4OjRo7h79y4uXrzIN1v4xZ///Geoqqpi165dqKmpwccffzyp47958wbXrl3Dpk2bhCpHDo1Gw4IFC6Cvr4/o6GgEBgZi06ZNUFVVFbRpk46Kigrc3d3R3t6O58+fIzQ0FDIyMrCxsYGZmdmIHyATRWRkJAwMDAY86CimJt3d3cjKykJGRgZmzZoFGxsbbNq0adgs17q6ulBWVkZmZiaWLFnyzjEqKioQFRUFDQ0N7N+/f0y5qH7++Wd8+eWXuHjxIlVochowozw02dnZ+OCDD3D79m3eVtK7sLCwgIWFBbZv3w49PT2hFDTA71W6lZWV4ebmhurqanz//feTMm5vby9CQ0OxbNkyGBoaTsqYo0VOTo7y1vwf0tLSWLlyJVasWAEGg4H09HTcuXMHVlZWsLa2HlG14Yng7t27WLp0qUDGpuAftbW1SE9PR0FBAQwMDODm5gZtbe0Rb+GsXr0aISEhsLKyGlL88MMrAwCffvopzp49i+joaDg4OIypDwrhgq+Chp+eFH5TUVEBDw8PBAcHw8jIqN97fbkG3s550N7ejoyMDF5OjKysLKFP3Obg4ICUlBQ4OjqiuroaV65cmdDxCCGIioqCiooKli1bNqFjjRfKW9MfERERGBsbw9jYGK9fv0ZGRgYCAwOhqakJKysrGBkZTarXJj09fdJEOAV/6e7uRn5+Pp4/f47W1lZYW1vjwIEDY0qdoKamBn19fTx58gSrVq0a8D4/vDIA4Ovri/j4eCoj9TRjWuSh8fX1RXJyMhobG6Gqqopvv/0Wu3fvxunTpwEA+/btwwcffIDr16/zRImoqCgyMjLA5XKhp6eHwsJCSEhI8Ppsa2uDt7c3SktLISEhASkpKRw7dgzW1tZIT0+Hu7s7mpubMWfOHKipqfEK6a1cuRKFhYVob2/H3Llzcf78+RHXpeHXXL58+RJ2dnYwMjJCQkLChMX9pKSkoLi4GP7+/gLfshgNhBBkZWUhISFhRntr/khvby/y8vKQnZ2N2tpamJiYwMLCYsKT9dXX10NHRwevX7+GlJTUhI1DwT/YbDZKSkqQnZ2Nly9fQl9fH5aWljA0NBz3/aa5uRnnzp3DgQMHeH8PLBYLSUlJ4/bKcLlcODo6gsFgICUlZUYUuJ0mUKUPRkJubi4uXLiAH3/8UdCm8HUu6+vr4eDgwBNu4uLifOm3j8LCQsTGxmLPnj2TcqprImhtbUVMTAyampqwYcMGzJ8/X9AmCQ2tra3Izc1FdnY2urq6YG5uDjqdPiEerTNnzuCXX36hqmsLOYQQVFRUIDs7GwUFBVBRUYGFhQVMTU37LQb5QWxsLERERODk5ISCggLcuXMHOjo6WL9+/Zi9Mt3d3Vi8eDE4HA6SkpKmRPkYCh6UoJlq8Hsu+5KUVVRUIC0tjW+lEhoaGvDrr7/Cz89vXKnJhYWioiLExcVBQ0MD69atowJT/0BDQwOys7ORk5ODOXPmwMLCAmZmZnyLt/H09ISCggICAwP50h8F/yCEoL6+Hnl5ecjJyYG4uDjodDosLCwm9HvS3t6OEydOQElJCT09PXB2dsa8efPG3F9NTQ2WLVsGXV1dxMTETNlF2AyGEjRTjYmYSxaLhT179uC3337DzZs3YWdnN67+Ojs7ERgYyKv0PF3o7e3Fw4cP8fTpUyxbtgzLli2bUttok8HbK/SioiJISkrC2NgYRkZG0NLSGvO2lK6uLn788Ud4enry2WKKscDhcMBkMlFUVITi4mLQaDSYmJjwPHQTnaOFxWIhJSUFT58+hYSEBA4ePDiupJApKSnYuHEj3NzccO7cOb57qykmBUrQTDUmai4JIfjll1/wt7/9Df/85z/HfKybw+EgJCQEGhoaWLt2LZ+tFA6am5sRFxdHbUO9A0IIqqureQ+9jo4OGBoawtjYGPr6+iN+aNTV1UFXVxctLS1837agGDldXV1gMBgoKipCaWkplJWVYWRkBGNjYygrK09KojlCCPLz83Hnzh3o6ury8tLMnz8fK1asGFOfP/74I7766iv8+9//xp///GcqYd7UhRI0U42JnsvExES4u7vD1dV1TCegYmNj0dLSAh8fH6FKMDgRFBcXIy4uDmpqanBycqK2od5Bc3MzT9xUV1dj3rx5MDAwwLx586CkpDTkg+TUqVM4ceIEcnNzJ9nimQ2Xy0VdXR3KysrAYDA32DW2AAAgAElEQVRQW1sLPT09GBsbw9DQcNKLu7569Qq3b99GR0cHnJ2deYc3WlpacO7cOfj7+0NZWXlUffr6+iI2NhaRkZFYvXr1RJhNMXlQgmaqMRlzWVpaijVr1kBOTg6PHj0acYBdXl4eEhMTsXfvXqHIBDwZsNlsPHz4EGlpabCxscHy5cuHTQxG8TtdXV0oKSnBy5cvwWQy0dvbi3nz5vFec+fO5QkcDw8PKCkp4ezZswK2enrTJ2CYTCbKy8tRXl4OWVlZ6OrqwtDQEHp6egKp9dXR0YHU1FTk5ORg5cqVWLx48YDFUkZGBrKyshAQEDCihVR7eztsbW3R2tqKu3fvUl7W6QElaKYakzWXra2t2LJlC168eIGkpKR3jtnc3IzAwMAxFXybDrS0tCA5ORklJSVYsWIFbGxsqPiaUdDS0gImk8l7cTgczJs3D7q6unB3d8exY8fg4eEhaDOnFRwOBw0NDbw5r6iogLS0dD9hKcgj8iwWC48fP0ZaWhrMzc1hZ2c3pFeIEILg4OARbT0VFBTAwcEBlpaWuHbtGmRlZSfCfIrJZ+YImoCAAERHR0NFRWVI13VUVBS++uoriIiIQFRUFD///DOvsmtFRQU++OADVFZWgkajITY2dtiI+qKiInz44YdoaWlBT08PVq5cibNnz6KpqQmbN29Geno6/P39cfz4cd41X375JS5duoTm5ma0t7cP2u9kziWXy8UXX3yBkydPIigoCJs3bx60HYfDwYULF2BhYTHjM7k2NDQgMTER9fX1vKDo6b71xm8IITyBk5eXh4CAAHz11VfQ1taGuro6NDQ0oKGhAUVFRSreYYRwOBy8evUKtbW1qKmpQW1tLRoaGiAnJwddXV3o6elBV1d30reRhrI1MzMTqamp0NPTg4ODw4hOy41k6ykiIgK7du3CgQMH8K9//Yv6bk4vZo6gSUlJgbS0NHbs2DGkoGlvb4eUlBRoNBqys7Ph5eWFwsJCAIC9vT2+/PJLrF27Fu3t7RARERl2K8bJyQl/+tOfsHHjRgBATk4OLCws0NHRgefPnyM3Nxe5ubn9BM2TJ0947l1hEDR9XLlyBXv37sWBAwfwn//8Z8D78fHxaG5uhre3N/WA+T/6CnF2dXXB0dERRkZG1NyMgWvXruGvf/0rcnNz+z2Ma2pq0N3dDTU1NZ7IUVVVhYKCgkC2RYSJnp4eNDU1ob6+foB4UVdX582XmpqaUG2PEkKQk5ODpKQkKCkpwdHRcdRpJIbbevr8889x4sQJBAYGwtfXl5+mUwgHI7rBTgu/uZ2dHZhM5rBt3l6ddHR08B5A+fn5YLPZvFM7I1nF1NbWQktLi/ezhYUFAEBKSgq2trYoKSkZcI2wejf8/PxgZGSEDRs2IDU1FQkJCTwxV1xcjPz8fHz44YfUA/stdHR04O/vDwaDgcTERDx8+BCOjo5CXxpD2Hjw4AFMTEwgKSmJ+fPn94t16Ozs5ImbgoICpKSkoLm5GdLS0pg7d+6Al5yc3LRZkXM4HDQ3N6OpqWnAq7u7G4qKilBVVYW6ujrMzc2FTry8DSEEJSUlSExMhJiYGDZu3DjmfDKLFi1Cfn4+Hj9+zNt66uzsxJo1a3iZfxctWsRH6ymmGtNC0IyUyMhIfPHFF2hoaEBMTAyA3x/a8vLy8PDwQFlZGdasWYMjR44Mmwr/k08+werVq7F8+XKsW7cOu3btgry8/GR9DL5jbW2N/Px8+Pj4QFdXF5GRkaDT6bh16xa8vLzGnJlzOkOj0WBkZAQDAwPk5OTg5s2bUFJSwsqVK6GjoyNo86YEWVlZvFppf2QwkcPlctHS0sJ7uDc2NqKoqAhNTU3o7OyEgoICZGRkICMjA2lp6UH/LejYJxaLhba2NrS1taG9vX3Av1tbW/HmzRvIysryxJqamhrMzMwwd+5cyMrKTonFBSEEpaWlSE1NRWdnJxwdHWFsbDwu22k0Gi+XjJGREYqKiuDh4QE6nY6CggIoKSnx8RNQTEX4+u1u+a0UrJoOfnYJcQ0pyL/Pnyh1d3d3uLu7IyUlBV999RUSEhLAZrORmpqK58+fQ0dHB97e3rh48SJ27949ZD+7du2Ck5MT4uLiEBUVhTNnzuDFixdCu0oaCcrKyrh79y5++OEHODk5YfPmzfjggw+oh/M7EBERgaWlJczMzJCVlYXIyEjIysrC1tYWBgYGU+LhIyiKiorw9ddfj7i9iIgIFBUVoaioOKCyO4vFQnNzM08gtLW1obGxEUwmkycW2tvbISYmBikpKcyePRvi4uIQFxfv9++3fxYVFQWNRuv3An5/WL/96u3tBYvFQk9PD1gsFu/19s89PT1ob28Hl8sdILSkpaWhqqoKGRkZyMrKQl5eXuDCa6xwuVwUFBTg4cOHYLPZWLFiBSwsLPjmPZOXl4eDgwMOHz6MyMhIfPPNNzh8+PC08c5RjI+p+a0ZJ3Z2digtLUVjYyO0tLR4VZgBYNOmTXjy5MmwggYANDQ0EBAQgICAAJibmyM3N3fKuztFRETw2Wefwc7ODjt37kRubi4SExOntPdpshAVFYW1tTUWLlyIvLw8JCQk4N69e1ixYgVMTU2pG+4faGxsxOvXr8ecMO2PiIuLQ1VVddhaU4QQdHV1oaOjY1DB0ffvN2/egMVigcPh9BMuXC53gMCh0WgQFRXlCSEZGZkBIqnv39LS0pg9e/a0FLkcDgcvXrzAo0ePICEhgVWrVk1IbFlLSwv27t2L9vZ23Lt3D4sXL+Zr/xRTG74KGn55UiaCkpISzJ8/HzQaDc+ePQOLxcLcuXOhoKCA5uZmvHr1CsrKyrh37x6sra0BAF988QUWL14Md3f3fn3FxcXB0dERYmJiqKurQ1NT07SoadTHkiVL8OTJE+zYsQP6+vq4evXqiCuGz3RERERgYWEBc3NzMBgMPHjwgCdsLC0tp+zKm98kJSVBS0trUnMa0Wg0SEpKUluofITFYiEzMxNPnjyBsrIyXF1doaurOyGiLT4+Hn5+flixYgUuXbpELbQoBvJH9+k7XgPIz88f7NeTio+PD1FTUyOioqJEU1OTBAYGEkIIOXXqFDl16hQhhJAjR44QU1NTYmlpSZYuXUpSU1N519+5c4dYWFgQc3NzsnPnTtLT00MIIcTFxYU8evRowHiffPIJMTIyInQ6ndDpdBIcHMx7T1dXlygoKBApKSmiqalJ8vLyCCGEfPbZZ0RTU5PQaDSiqalJ/vd//3dAv8Iwl2/D5XLJ8ePHiaSkJNm/f7+gzZmyMJlMEhISQn744Qfy8OFD0t3dLWiTBM6hQ4eIi4uLoM2gGCMdHR0kKSmJfPfddyQ8PJxUV1dP6Hj79u0jkpKS5MSJE4TL5U7oWBRCyYg0yrQ4tj1RODk5IT4+ftLGE9a5fPHiBd5//33IyMggKSkJKioqgjZpSlJXV4cHDx6gtLQU5ubmsLGxmbFzaW9vj1WrVuHbb78VtCkUo6C6uhrp6ekoLCyEiYkJVqxYMaHBuA0NDXBwcEBbWxt+++03WFpaTthYFELNzMlDM10Q5rlsb2/HBx98gLi4OPz000/YtWuXoE2asrS2tuLZs2fIzMzE3LlzYW1tDRMTk2FP1k031NTUcPnyZTg6OgraFIp30Nvbi9zcXGRkZKCzsxPW1tawsrKa8EzDQUFB+OSTT7BhwwacO3dOKBIDUggMStBMNabCXIaGhuLDDz+EhYUFoqOjqX3sccDhcFBUVIT09HQ0NjZiwYIFWLRo0bQvhNnY2AgNDQ20trbOmLpgU5GmpiZkZGTgxYsX0NLSgo2NDebPnz/hAe4tLS1wdXVFTk4Ozp49C29v7wkdj2JKMCJBQx29oBgVPj4+vNw9enp6CAoKErRJU5ZZs2bB1NQUO3fuxI4dO9DT04MzZ84gLCwMpaWlGOViY8ogiIBgipHB5XJRWFiIkJAQXLhwAbNmzcKePXvg5+cHQ0PDCRczQUFB0NPTg4KCAhgMBiVmKEYF5aERIqbSXBJCEBYWRnlr+AyLxUJOTg7S09PR3d0NCwsL0On0IevXTEX++te/Iisra1Lj0yiGhhCCuro6ZGdnIzc3F/Ly8rCxsYGpqemkncr7o1fGy8trWh5vpxgzM6f0AcXkQ6PR4OPjAwcHB+zevRt6enr48ccfqdiacSIuLo5FixZh4cKFqK+vR3Z2NoKDgyElJQULCwtYWFhARkZG0GaOi6KiIhgZGQnajBlPc3MzcnJykJOTAzabDTqdjp07d056xt2goCAcPnwYtra2YDAYMzZQnmL8UB4aIWKqziUhhBdbQ6fTKW8Nn+FyuSgvL0d2djYKCwuhoaEBCwsLmJiYTMns1FZWVvjwww+xf/9+QZsy4+js7ER+fj6ys7PR1NQEU1NT0Ol0aGlpTbpHhPLKUIyCmRNDExAQABUVFZibmw/ZJjk5GXJycrCysoKVlRX+/ve/AwAqKyvh4OAAExMTmJmZ4dixY+8cr76+Hq6urrC0tISpqSmcnZ15761fvx7y8vJwdXXtd83x48d5qfAbGxvH+EmFExqNBl9fXzAYDMjJyVGxNXxGREQEenp62LhxIw4fPoyFCxeisLAQP/30EyIiIlBQUAAWiyVoM0dMdXU1Fi5cKGgzZgzd3d3IyclBaGgofvnlFzCZTNja2uLw4cNwcXGBtrb2pAuJvlgZeXl5FBcXw9vbmxIzFONmWnhoUlJSIC0tjR07diA3N3fQNsnJyTh69Ciio6P7/b62tha1tbVYuHAh2trasGjRIty8eROmpqZDjvfhhx/C1NQUhw4dAgBkZ2eDTqcDABITE9HZ2YkzZ870G+v58+dQUFCAvb09MjIyBnXrCsNcjpc+b82+ffugr6+PGzduQE9PT9BmTUv6VtsFBQWoqqqCjo4OjI2NYWRkBFlZWUGbNyhdXV2QlZVFW1sbFRQ8gTQ3N6OoqAjFxcWorq7GvHnzYGJiInCvXllZGTw8PPDy5UvKK0MxGmZODI2dnR2YTOaYrlVXV4e6ujoAQEZGBiYmJqiurh5W0NTW1mLdunW8n/vEDAA4OjoiOTl5wDULFiwYk31TjT5vjZOTEz7//HOYm5vD29sbZ8+epdL+8xlJSUlYW1vD2toa3d3dKC0tRVFREe7duwd5eXmeuFFTUxOah8azZ8+goKBAiRk+QwhBdXU1ioqKUFRUhM7OThgZGWHJkiXQ19eHmJiYQO1js9nYs2cPwsPD4efnh8TERCgqKgrUJorpx4x6wjx+/BiWlpbQ0NDA0aNHYWZm1u99JpOJ58+fY8mSJcP2c+DAAXh7e+P48eNYs2YNdu3aBQ0NjYk0fcqhqKiIwMBA7N+/nzc/P/74I7Zt2yZo06Ylc+bMgZmZGczMzMDlclFRUYGioiJcu3YNHA4HRkZGMDIygo6OjkBX6FlZWdOq7pkg6erqApPJBIPBQHFxMSQlJWFsbAw3NzdoamoKjYgNCQnB4cOHoaGhgdTUVGq7kWLC4KuguX37Nurq6vjZJdTU1LBhw4Zx97Nw4UKUl5dDWloasbGx2LRpExgMBu/99vZ2eHp64ueff36nu97JyQkvX75EXFwcbt++jQULFiA3N3daHa3lF4sWLUJWVhaCgoJw4MABHD16FNevX8f8+cJbyHSqIyIignnz5mHevHlYt24dGhsbUVRUhEePHuHatWtQUVHhva+jowNxcfFJsy0/P59X2Z5idHR1daGiogJMJhNMJhOvX7+GtrY2DAwMYGtrK3QeDwaDgc2bN4PJZOKnn36Cv78/VXWeYkKZMR6at0WKs7Mz/vSnP6GxsRFKSkro7e2Fp6cntm7dCg8PjxH1p6ioCD8/P/j5+cHV1RUpKSnw9PScKPOnNCIiIti9ezc8PDzwP//zP6DT6fD09MSFCxeobagJhkajQVlZGcrKyrC1tQWbzUZVVRWYTCYePHiAmpoaqKqqQldXF3p6etDW1p5QgcNgMHjV7CmGp7u7GxUVFSgrK0N5eTmampqgpaWFefPmwdnZGRoaGkJZLoPNZiMgIADXr1/Htm3bkJycDAUFBUGbRTED4OvThB+elImirq4OqqqqoNFoePr0KbhcLubOnQtCCHbv3g0TExMcPny43zXHjx8HABw8eLDf7+/du4elS5dCUlISbW1tKC0t/f/au/Ogpu/8j+PPcIkYQECQIxxWUTlUVsRjFYW6rYqtWtvu1mNQsV2UofFYp7a720Ottrbu1Guq7rZeWOtZda312FpZFY9WvIooKltFhBiIcgTQgMnvD39mpF5UwZjwfsxkAuXLh/f3WyGvfL6fg6CgoCd2LtbKw8ODJUuWMG7cOJKSkvDz82POnDmMGjXK0qU1Gg4ODubeGbi1T8/tgLN3714KCwtp2bIlAQEB+Pn54e/vj5eXV729s87Ly2P06NH10pYtMRqNFBUVUVBQQGFhIfn5+eh0OgICAggJCaF///4EBAQ8lQHmTitWrGDKlCmoVCoyMjKIioqydEmiEbGJt8fDhg0jPT2d4uJiVCoV06ZNY+zYsSxevBiAcePGsWHDBhYtWoSDgwNNmzZlzZo1KBQK9u/fT1paGh06dDD/8s2aNYuEhATOnDlDz5497/p5mZmZpKam4uDggNFo5PXXXycmJgaA2NhYzpw5g16vR6VS8eWXX9KvXz/mz5/PJ598gkajoWPHjiQkJPDFF188uYv0FPnd735HZmYmK1asYMKECcyePZt//etf97zWomE5OjrSqlUr80y02wGnoKCAc+fO8d///peKigp8fX3NA+gfJ+TIlO1be3gVFRVRWFhoDjBarRY3Nzf8/f3x8/MjMjISf39/q+nBzMjI4I033qCgoIC5c+eSmJgot5fEE2cT07YbygsvvMA333zzxMYY2PK1vJ/S0lJmz57NvHnzCA8PZ9WqVbRr187SZYk7VFVVmZc3uP0iXFFRQcuWLfH19cXLy8v8cHd3v+8L2ZUrVwgKCqKqqqpRvNgZjUZKSkrQ6XTodDqKi4vRaDRotVrc3d1rBURfX1+rXCTx9OnTJCYmkp2dzYQJE5g6darNb64qLEJ227Y2jflaajQa3nvvPVatWkXPnj1JS0vD19fX0mWJ+6iqqkKj0aDRaLh69ar5RbuyshIPD49aIef24+DBg4waNYrLly9buvx6YzKZqKiooLi42HwNrl69SnFxMSUlJbi6uuLl5YWnpydeXl74+vpabXi5k0ajYeTIkWRkZJCYmMi0adPk91U0pMazDo2wfr6+vvzzn/9k6tSpvPXWW7Ru3ZqBAweydOlSlEqlpcsTv9K0adNat6puMxgMtQLOhQsXyMzMRKfTcerUKVxcXFi2bBlKpRJXV1fz8+2HUqnE2dnZ4lOOTSYTVVVVlJeXo9frKS8vNz9uf3772cnJiRYtWpiDW2BgIF5eXnh4eFh8/Zf6ptfrSUpKYtu2bQwYMICsrCyZsSieGhJoxFOldevWbNy4kePHjzNx4kT8/f0ZOXIk8+fPt5rxBI2Zk5OTuRfi1/7+979z8eJF4uPja4UErVZbKyzcvHmTJk2a4OTkZH6+/bGjo2Ot/+bk5ISdnR0KhaLWA26FkjsfRqMRg8GAwWDgxo0b5o9//fmNGze4ceMGjo6OtUKXUqnE09OT4ODgWkHM1kLLvdTU1KBWq1m1ahXR0dEy4Fc8leQVQjyVoqKiSE9PJz09HbVaTcuWLVGr1bz77ruNYvyFLbpy5Qr+/v7mGVb3U11dbQ4V9wscBoOBqqoqSktLMRqN5tACt8au3Blsbn9sZ2dnDkEeHh73DEy3P3Z2dpYAza1rOWPGDObNm0dgYCBbt26lT58+li5LiHuS31jxVIuLi+PEiRNs2bKFyZMns3DhQhITE/noo4+e6IJw4vFpNBratm370OMcHR1xdHSUW40WZDAYePvtt1m5ciVubm4sXbqUwYMHW/xWoBAPIm91xVNPoVAwZMgQzp8/zxdffMF//vMffHx8GDNmDHq93tLliTq6cuUKKpXK0mWIB9Dr9YwePRofHx++//57li5dyvnz5xkyZIiEGfHUs4lAk5SUhI+PD5GRkQ88Lj09naioKCIiImp1m3722WdEREQQGRnJsGHDuH79+gPbycnJIS4ujqioKMLCwvjzn/8MgE6nIz4+HqVSeddifH/7298IDAyUd52Pwc7OjsGDB3PixAk2bdrE+fPn8fPz46WXXkKr1Vq6PPEQOp3uobebhGVoNBqGDBmCn58fubm5bNq0iRMnTjBo0CC5xSushk38Sx09ejQ7dux44DElJSWkpKTw73//m1OnTrF+/Xrg1kJf8+fP58iRI2RlZXHz5k3WrFnzwLbUajWTJk3i+PHjnD59mjfffBO4tUHgjBkzmDNnzl3f8+KLL/Ljjz8+4hmKOykUCuLj49m3bx979uyhurqakJAQ+vbtS25urqXLE/dx7dq1u2ZFCcvKzc2lb9++PPPMM9y8eZP09HT27dtHfHy89MgIq2MTgaZ3794P3Zht9erVDB061LxFgY+Pj/lrNTU1VFVVUVNTQ2Vl5UN3zi4sLKzVdd6hQwcAmjVrRq9evXB2dr7re7p3746fn1+dz0nUTZcuXfj22285evSoeYXVbt26ceTIEUuXJu5gNBopKyujTZs2li5FAEeOHKFbt25ERkbi5+fHsWPH2Lp1K9HR0ZYuTYhHZhOBpi7Onj3LtWvXiIuLIzo6mpUrVwIQEBDAlClTCAoKws/PD3d3d55//vkHtjVp0iSeffZZBgwYwGeffUZJScmTOAXxAO3bt2fVqlWcPXuWmJgYYmNjCQ0NZcGCBRiNRkuX1+hdvnwZJycnueVqQUajkQULFhAaGkpsbCwxMTGcPXtWVucWNqNeZzmdPTuDcv3p+mwSV2UYbdu++9jt1NTUkJmZye7du6mqqqJHjx50794db29vtmzZwi+//ELz5s159dVXWbVqFSNHjrxvW2PGjKFfv37s2LGDLVu2sGTJEk6cOGH1q3/agsDAQBYuXMjMmTNZsWIFn376Ke+//z7PP/88c+bMkUGpFpKbmytL4ltIfn4+U6ZMYdeuXSiVSqZMmcKoUaPk/4ewOY2mh0alUtG/f3+aNWtGixYt6N27NydOnOD777+nVatWeHt74+joyNChQzlw4MBD2/P39ycpKYktW7bg4OBAVlbWEzgLUVfu7u6o1WouXrzIxo0bqaioIDQ0lKioKDZt2mTp8hqdCxcuPPS2sKhfGzduJCoqitDQUCoqKti4cSMXL15ErVZLmBE2qV57aOqjJ6WhDB48mNTUVGpqajAYDBw+fJhJkyZRUVHBoUOHqKyspGnTpuzevZsuXboA8M4779C1a1deeumlWm3t2LGDvn374ujoiEajQafTERAQYInTEg9xewBxfHw8ly9fZsmSJSQlJZGSksKrr77KrFmz5DbIE1BQUCCB5gnQ6/X89a9/Zf369dy4cYPU1FSSk5Pl75NoFGyih2bYsGH06NGDnJwcVCoVX375JQCLFy9m8eLFAISFhdG/f386duxI165def31180DSF955RU6d+5Mhw4dMBqN5mnYP//88z2XcN+1axeRkZF06tSJfv368emnn5qPCwkJYfLkySxfvhyVSkV2djYAb731FiqVisrKSlQqFR988METuDLiTgEBAUyfPh2tVsuCBQv48ccfadmyJbGxsezcudPS5dm00tJSCY4NaOfOncTGxtKyZUt++uknFi5cyJUrV5g+fbqEGdFoyG7bD9CvX78n+kJny9fyaXX69Gk+//xzVq5cibOzM7169WL69OlERERYujSbkpKSglarZcOGDZYuxWZkZWXx/vvvs2/fPm7cuEFiYiIpKSnyN0TYojqtIWATPTQNRd61276wsDAWLFiATqdj5cqV2Nvb06VLF4KDg80vwuLxlZeX4+rqaukyrJ5WqyUlJYWgoCBiYmKwt7cnLS0NnU7HggULJMyIRk0CjRCAg4MD/fr1Y926dRQXF/PRRx+RnZ1NUFAQ7du3Z+bMmQ9dQVrcn16vl0DziK5fv86HH35I+/btCQoKIjs7m48//pji4mLWrVtHv379ZCNNIZBAI8RdmjVrxvDhw0lPTycvL4+UlBRWr16Nl5cXMTExLFq0CIPBYOkyrYper8fNzc3SZVgNg8HAokWLiImJwcvLi6+//pqUlBTy8vJIT09n+PDhNGvWzNJlCvFUkUAjxAP4+PigVqs5deoUx44dY8CAAcyZM4fmzZsTERHB1KlT0Wg0li7zqVdRUSE9NA+h0WiYOnUqERERNG/enDlz5jBgwACOHz/OqVOnUKvVtVY4F0LUJoFGiDpq27Yt06dPJzc3l+zsbJKTk9m3bx/BwcGEhIQwYsQI2XLhPqqqqmjevLmly3jqHDlyhOHDhxMSEkJwcDD79u0jOTmZ7OxscnNzmT59OqGhoZYuUwirIIFGiEcQEhKCWq3mwIEDaLVaZs+ezY0bN+jTpw8+Pj707duXtWvXyrYL/6+yslIWc+PW9gNr166lb9+++Pj40KdPHwwGA5988glarZYDBw6gVqtlV3IhHoFNBJqkpCR8fHyIjIy87zGlpaW8+OKLdOrUiYiICJYtW1br62VlZQQEBJCamvrQn3fo0CG6detGVFQUYWFh5jVlzpw5Q48ePWjSpMldO27XpUZhndzd3fnTn/7Ehg0bKCkpYd26dURERDBx4kTc3d0JDw8nKSmJ/fv3W7pUi2nMPTR79+4lKSmJ8PBw3N3dmThxIhEREaxbt46SkhI2bNjAH//4Rwl8Qjwmm1iHZu/evSiVShITE++7BcGsWbMoLS1l9uzZFBUV0a5dOzQaDU5OTgBMmDCBoqIiPD09Wbhw4QN/Xrt27Vi3bh2dOnXi5s2b5OTkEB4ejlar5eLFi2zevBkPDw+mTJnym2p8Gq6lqD8mk4lz586xZ88eduzYwQ8//IDJZEKlUtGzZ09Gj//BW/MAAAnrSURBVB5Nz549LV3mE+Hj48PWrVvp1q2bpUtpcBkZGSxfvpyMjAzy8/NRKBQ8++yz9O/fn/j4eEJDQ1Eo6rSshhDiljr9wtjEXL/evXtz4cKFBx6jUCgoLy/HZDKh1+vx9PQ0T3XMzMzkypUr9O/fv05jILRaLX5+fgDY29sTHh4O3Pqj7ePjw7Zt2x6pRmFbFAoFbdu2pW3btiQnJ2MymcjJyWHPnj1s376dhIQE4NaGmr///e8ZO3aszb7gV1VV2ezWBwcPHmTZsmUcOHCAvLw8FAoFffr0Qa1WExcXR7t27STACPEE2ESgqYvU1FQGDRqEv78/5eXlrF27Fjs7O4xGI3/5y19IS0tj9+7ddWpr0qRJtGvXjri4OPr378+oUaNwdnZu4DMQ1k6hUNC+fXvat2/P+PHjMZlMnD59mvT0dL777jv+8Ic/oFAo8PHxoXXr1vTu3ZtXXnmFdu3aWbr0x2YwGGzillNOTg4bNmxg79695Obmmhde7NOnDykpKcTFxREWFiYBRggLqNdA8+65fLL0VfXZJJHKpswIVT12Ozt37iQqKooffviB3NxcnnvuOWJjY1m5ciUJCQkEBgbWua333nuPESNGsGvXLlavXs3XX39Nenr6Y9coGheFQkF4eDjh4eGkpKRgMpk4f/48mZmZHDp0iM2bN/Phhx/i6Oho9SHHZDKZb+9ai9vhJT09nV9++QWtVkt1dTWRkZH07NmTMWPGEB0dTZs2bSTACPEUaDQ9NMuWLePtt99GoVDQpk0bWrVqxZkzZzh48CD79u3j888/R6/XYzAYUCqVfPzxxw9sr3Xr1owfP5433ngDb29vdDodXl5eT+hshC1SKBSEhoYSGhrKa6+9BtyaFZObm3vfkBMYGGjeZDUuLg6V6vHDf0MwmUzY29tbuox7ys/PJz09ncOHD5OVlcWlS5fuCi9jx44lOjqa1q1bY2dnE3MphLA59Rpo6qMnpaEEBQWxe/duYmNjuXLlCjk5OTzzzDN89dVX5mOWL1/OkSNHzGEmMTGR1NRUunbtWqutbdu2kZCQgEKh4Ny5c9jb29tEd7p4+tjZ2T0w5Jw8eZKff/6Z7du3k5eXh6OjIx4eHnh5eREYGEinTp3o2bMnvXv3tuhu15YONHq9nr1795KRkcGJEye4dOkSxcXFlJSUUF1dTVBQEGFhYfTo0YPk5GQJL0JYIZvooRk2bBjp6ekUFxejUqmYNm0aY8eOZfHixQCMGzeOd999l9GjR9OhQwdMJhOzZ8+mRYsWD2z35MmT5sG/d0pLS2PSpEm4uLjg4ODAV199hb29PRqNhi5dulBWVoadnR1z584lOzsbNze3+9YoxG91r5ADt4LO5cuXOXv2LGfPniU7O5v9+/ezdOlSioqKUCqVuLu7m5/9/PwIDg4mNDSUsLAwOnbs2GADdxsy0Fy9epWTJ0+SnZ3N+fPnuXjxIoWFhZSWlqLX683P3t7etG3blo4dOzJw4EDzgO2AgAAJLkLYAJuYtt0QysrKGDt2LOvXr39iP9NWr6WwPIPBQG5uLnl5eRQUFFBYWEheXh4XL14kPz8fjUbDtWvXcHBwoFmzZri4uKBUKnF1daVp06a4urri5uZG8+bN8fDwwNPTkxYtWuDt7W2e3efr63vfcTIKhYKampp7hhqDwYBGo0Gr1aLVaikqKqK4uJirV69y7do1SkpKKCsro7y8nKqqKsrLy9Hr9VRWVlJRUUFNTQ0eHh74+vqiUqkIDg4mKCgIPz8//P39CQoKonXr1lY3hkcIYVanQWoSaJ4ici2FJZlMJq5du2YOPAUFBRQVFVFeXk5JSYk5WJSWllJWVoZer6e8vJzKykoqKysxGAzY29tjZ2eHQqEwD5RVKBQ0adKk1m7lJpMJk8mE0Wjk5s2bODk54eLigouLC66uriiVStzc3HB3dzcHqebNm+Pq6oq3tzf+/v7mwOLh4SGDcoWwbY1nHRohxONTKBR4enri6en5SCtaG41Grl+/jtFovOtx8+ZNc9j59cPZ2Vlu+QghHpsEGiFEvbCzs8PFxcXSZQghGil5WySEEEIIqyeBRgghhBBWTwKNEEIIIaye1QeaS5cuER8fT1hYGBEREcybN++ex5lMJtRqNW3atKFjx44cPXr0oW0vXbqUDh060LFjRyIjI9myZQsA69evJyIiAjs7u1qbWep0OuLj41EqlaSmptbPCQohhBDioax+ULCDgwP/+Mc/6Ny5M+Xl5URHR/Pcc8+Zd8C+bfv27Zw7d45z585x+PBhxo8fz+HDh+/bbn5+PjNnzuTo0aO4u7uj1+spKioCIDIykm+++Ybk5ORa3+Ps7MyMGTPIysoiKyur/k9WCCGEEPdk9T00fn5+dO7cGQBXV1fCwsK4fPnyXcdt2bKFxMREFAoF3bt3p6SkhMLCwvu2q9VqzethACiVSlq1agVAWFjYPTcHbNasGb169ZKdt4UQQognzOoDzZ0uXLjAsWPH6Nat211fu3z5cq0dtVUq1T2Dz22dOnWiZcuWtGrVijFjxrB169YGqVkIIYQQj69ebzlN23qK7IKy+myScH833n8x4qHH6fV6Xn75ZebOnYubm9tdX7/XisgPWl3U3t6eHTt28NNPP7F7924mTZpEZmYmH3zwwW+qXwghhBANzyZ6aKqrq3n55ZcZMWIEQ4cOvecxKpWKS5cumT/Pz8/H39//ge0qFAq6du3KO++8w5o1a9i4cWO91i2EEEKI+lGvPTR16UmpbyaTibFjxxIWFsbkyZPve9ygQYNYuHAhr732GocPHzbvNgzQvn17zpw5U+v4goICNBqNeXzO8ePHCQ4ObrgTEUIIIcQjs/pZThkZGaSlpdGhQweioqIAmDVrFgkJCSxevBiAcePGkZCQwHfffUebNm1wcXFh2bJlABQXF9/zdlR1dTVTpkyhoKAAZ2dnvL29ze1t2rSJN998k6KiIgYOHEhUVBQ7d+4EICQkhLKyMgwGA5s3b2bXrl13zbgSQgghRP1q9Lttf/vtt/zvf/9DrVZbuhSrv5ZCCCFEA5DdtuvihRdesHQJQgghhHhMNjEoWAghhBCNmwQaIYQQQli9egk0v3EcjrgHuYZCCCHEo3vsQOPs7IxOp5MX5MdgMpnQ6XSyZYIQQgjxiB57llN1dTX5+flcv369/qpqhJydnVGpVDg6Olq6FCGEEOJpUqdZTo8daIQQQgghGlCdAo0MChZCCCGE1ZNAI4QQQgirJ4FGCCGEEFbvt64UXKf7WEIIIYQQT5L00AghhBDC6kmgEUIIIYTVk0AjhBBCCKsngUYIIYQQVk8CjRBCCCGsngQaIYQQQlg9CTRCCCGEsHoSaIQQQghh9STQCCGEEMLqSaARQgghhNX7P6MhS1P/8DU/AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679fe2c400>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# let's plot all of them\n",
"# output stability first\n",
"\n",
"for i, f in enumerate(bjt.f):\n",
" # decimate it a little\n",
" if i % 100 != 0:\n",
" continue\n",
" n = net.Network(name=str(f/1.e+9), s=calc_circle(cl[i][0, 0], rl[i][0, 0]))\n",
" n.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679ff5a5f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# input stability\n",
"for i, f in enumerate(bjt.f):\n",
" if i % 100 != 0:\n",
" continue\n",
" n = net.Network(name=str(f/1.e+9), s=calc_circle(cs[i][0, 0], rs[i][0, 0]))\n",
" n.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"the optimum source reflection coefficient is (0.0983297857508+0.147483438082j)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e470c88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# let's draw some constant noise circles\n",
"# first we grab the noise parameters for our target frequency from the network model\n",
"idx_915mhz = skrf.util.find_nearest_index(bjt.f, 915.e+6)\n",
"\n",
"# we need the normalized equivalent noise and optimum source coefficient to calculate the constant noise circles\n",
"rn = bjt.rn[idx_915mhz]/50\n",
"gamma_opt = bjt.g_opt[idx_915mhz]\n",
"fmin = bjt.nfmin[idx_915mhz]\n",
"\n",
"for nf_added in [0, 0.05, 0.1, 0.2, 0.3]:\n",
" nf = 10**(nf_added/10) * fmin\n",
" \n",
" N = (nf - fmin)*abs(1+gamma_opt)**2/(4*rn)\n",
" c_n = gamma_opt/(1+N)\n",
" r_n = 1/(1-N)*np.sqrt(N**2 + N*(1-abs(gamma_opt)**2))\n",
" \n",
" n = net.Network(name=str(nf_added), s=calc_circle(c_n, r_n))\n",
" n.plot_s_smith()\n",
"\n",
"print(\"the optimum source reflection coefficient is \", gamma_opt)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.098329785750829277+0.14748343808162145j)"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gamma_s = bjt.g_opt[idx_900mhz]\n",
"gamma_s"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((0.42267113183938537+0.4147830810062007j), True)"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# so I need to calculate the load reflection coefficient to get a conjugate match when the input sees 50 ohms\n",
"gamma_l = np.conj(bjt.s22.s - bjt.s21.s*gamma_s*bjt.s12.s/(1-bjt.s11.s*gamma_s))\n",
"is_gamma_l_stable = np.absolute(gamma_l[idx_900mhz, 0, 0] - cl_900mhz) > rl_900mhz\n",
"\n",
"gamma_l = gamma_l[idx_900mhz, 0, 0]\n",
"gamma_l, is_gamma_l_stable"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((64.242549793673973+82.077788585900919j),\n",
" -636.2306653569593j,\n",
" 77.17093294453807j)"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def calc_matching_network_vals(z1, z2):\n",
" flipped = ((abs(np.imag(z2)) < 1e-6 and np.real(z1) < np.real(z2)) or\n",
" (abs(np.imag(z2)) > 1e-6 and np.real(z1) < np.real(1/(1/z2-1/(1.j*np.imag(z2))))))\n",
" if flipped:\n",
" z2, z1 = z1, z2\n",
" \n",
" # cancel out the imaginary parts of both input and output impedances \n",
" z1_par = 1e+10\n",
" if abs(np.imag(z1)) > 1e-6:\n",
" # parallel something to cancel out the imaginary part of\n",
" # z1's impedance\n",
" z1_par = 1/(-1j*np.imag(1/z1))\n",
" z1 = 1/(1./z1 + 1/z1_par)\n",
" z2_ser = 0.0\n",
" if abs(np.imag(z2)) > 1e-6:\n",
" z2_ser = -1j*np.imag(z2)\n",
" z2 = z2 + z2_ser\n",
" \n",
" Q = np.sqrt((np.real(z1) - np.real(z2))/np.real(z2))\n",
" x1 = -1.j * np.real(z1)/Q\n",
" x2 = 1.j * np.real(z2)*Q\n",
" \n",
" x1_tot = 1/(1/z1_par + 1/x1)\n",
" x2_tot = z2_ser + x2\n",
" if flipped:\n",
" return x2_tot, x1_tot\n",
" else:\n",
" return x1_tot, x2_tot\n",
"\n",
"z_l = net.s2z(np.array([[[gamma_l]]]))[0,0,0]\n",
"# note that we're matching against the conjugate;\n",
"# this is because we want to see z_l from the BJT side\n",
"# if we plugged in z the matching network would make\n",
"# the 50 ohms look like np.conj(z) to match against it, so\n",
"# we use np.conj(z_l) so that it'll look like z_l from the BJT's side\n",
"z_par, z_ser = calc_matching_network_vals(np.conj(z_l), 50)\n",
"z_l, z_par, z_ser"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2.7339114253184115e-13, 1.3423098842772051e-08)"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# let's calculate what the component values are\n",
"c_par = np.real(1/(2j*np.pi*915e+6*z_par))\n",
"l_ser = np.real(z_ser/(2j*np.pi*915e+6))\n",
"\n",
"c_par, l_ser"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679ff807b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# the capacitance is kind of low but the inductance seems reasonable\n",
"# let's test it out\n",
"\n",
"output_network = tem.inductor(l_ser) ** tem.shunt_capacitor(c_par)\n",
"\n",
"amplifier = tem.inductor(1.3e-9) ** bjt ** output_network\n",
"\n",
"amplifier.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.78454633962737463"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e3a9588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier.s11.plot_s_db()\n",
"amplifier.s22.plot_s_db()\n",
"10*np.log10(amplifier.nf(50.)[idx_900mhz])"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e2a3e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier.s21.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f679ff8f940>]"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e5819b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# that's probably good enough for the first stage\n",
"# for the second stage let's stabilize the transistor by adding some parallel resistance\n",
"# and then simultaneous conjugate matching so that both the input and output are matched to 50 ohms\n",
"\n",
"# let's calculate the stability factor to see where it's unstable\n",
"sqabs = lambda x: np.square(np.absolute(x))\n",
"delta = bjt.s11.s*bjt.s22.s - bjt.s12.s*bjt.s21.s\n",
"K = ((1 - sqabs(bjt.s11.s) - sqabs(bjt.s22.s) + sqabs(delta))/(2*np.absolute(bjt.s12.s*bjt.s21.s)))[:,0,0]\n",
"\n",
"plt.plot(bjt.f, K)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f67a0085240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#so it's basically always unstable\n",
"#let's add a 250 ohm shunt to the output and see how much that improves it\n",
"\n",
"bjt_comp = bjt ** tem.shunt(tem.resistor(75.) ** tem.short())\n",
"bjt_comp.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f679e4daf28>]"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e3daf98>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# let's calculate K again\n",
"delta2 = bjt_comp.s11.s*bjt_comp.s22.s - bjt_comp.s12.s*bjt_comp.s21.s\n",
"K2 = ((1 - sqabs(bjt_comp.s11.s) - sqabs(bjt_comp.s22.s) + sqabs(delta2))/(2*np.absolute(bjt_comp.s12.s*bjt_comp.s21.s)))[:,0,0]\n",
"\n",
"plt.plot(bjt_comp.f, K2)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f679e30ccf8>]"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e494518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# that's a pretty nice improvement! let's check the delta to be sure, and\n",
"# find the new source stability circles to see if we need to add some series resistance there\n",
"\n",
"# K > 1 and |delta| < 1 for stability\n",
"plt.plot(bjt_comp.f, np.absolute(delta2[:,0,0]))"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e20a400>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rs2 = np.absolute((bjt_comp.s12.s * bjt_comp.s21.s)/(sqabs(bjt_comp.s11.s) - sqabs(delta2)))\n",
"cs2 = np.conj(bjt_comp.s11.s - delta2*np.conj(bjt_comp.s22.s))/(sqabs(bjt_comp.s11.s) - sqabs(delta2))\n",
"\n",
"# input stability\n",
"for i, f in enumerate(bjt_comp.f):\n",
" if i % 100 != 0:\n",
" continue\n",
" n = net.Network(name=str(f/1.e+9), s=calc_circle(cs2[i][0, 0], rs2[i][0, 0]))\n",
" n.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((14.453769011425337+31.967494868137187j),\n",
" (28.41148437701095+33.098424068469981j))"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# that doesn't look too bad, so let's move forward and try to conjugate match\n",
"delta2 = bjt_comp.s11.s*bjt_comp.s22.s - bjt_comp.s12.s*bjt_comp.s21.s\n",
"\n",
"B1 = 1 + sqabs(bjt_comp.s11.s) - sqabs(bjt_comp.s22.s) - sqabs(delta2)\n",
"B2 = 1 + sqabs(bjt_comp.s22.s) - sqabs(bjt_comp.s11.s) - sqabs(delta2)\n",
"C1 = bjt_comp.s11.s - delta2*np.conj(bjt_comp.s22.s)\n",
"C2 = bjt_comp.s22.s - delta2*np.conj(bjt_comp.s11.s)\n",
"\n",
"gamma_s_all = (B1 - np.sqrt(np.square(B1) - 4*sqabs(C1) + 0j))/(2*C1)\n",
"gamma_l_all = (B2 - np.sqrt(np.square(B2) - 4*sqabs(C2) + 0j))/(2*C2)\n",
"\n",
"gamma_s = gamma_s_all[idx_900mhz, 0, 0]\n",
"gamma_l = gamma_l_all[idx_900mhz, 0, 0]\n",
"\n",
"z_s = net.s2z(np.array([[[gamma_s]]]))[0,0,0]\n",
"z_l = net.s2z(np.array([[[gamma_l]]]))[0,0,0]\n",
"\n",
"# this section broke when I switched to a lower bias current so just ignore this\n",
"z_s, z_l"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(54.634144641220715j,\n",
" (1.0165472266293926e-07-31.88333775860665j),\n",
" 57.8645657612208j,\n",
" (3.290115549532768e-07-57.35952884685131j))"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_s_1, x_s_2 = calc_matching_network_vals(np.conj(z_s), 50)\n",
"x_l_1, x_l_2 = calc_matching_network_vals(np.conj(z_l), 50)\n",
"\n",
"x_s_1, x_s_2, x_l_1, x_l_2"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(5.4555087623716236e-12,\n",
" 9.503053749997663e-09,\n",
" 3.032448697062142e-12,\n",
" 1.0064952645644079e-08)"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"c_s_shunt = np.real(1/(2j*np.pi*915e+6*x_s_1))\n",
"c_s_ser = np.real(1/(2j*np.pi*915e+6*x_s_2))\n",
"l_s_ser = np.real(x_s_2/(2j*np.pi*915e+6))\n",
"c_l_shunt = np.real(1/(2j*np.pi*915e+6*x_l_1))\n",
"l_l_ser = np.real(x_l_2/(2j*np.pi*915e+6))\n",
"\n",
"c_s_shunt2 = np.real(1/(2j*np.pi*915e+6*x_s_2))\n",
"l_s_ser2 = np.real(x_s_1/(2j*np.pi*915e+6))\n",
"\n",
"c_l_shunt2 = np.real(1/(2j*np.pi*915e+6*x_l_2))\n",
"l_l_ser2 = np.real(x_l_1/(2j*np.pi*915e+6))\n",
"\n",
"#c_s_shunt, c_s_ser, c_l_shunt, l_l_ser\n",
"c_s_shunt2, l_s_ser2, c_l_shunt2, l_l_ser2"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e0f6cc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#input_network2 = tem.capacitor(c_s_ser) ** tem.shunt_capacitor(c_s_shunt)\n",
"#input_network2 = tem.inductor(l_s_ser) ** tem.shunt_capacitor(c_s_shunt)\n",
"input_network2 = tem.shunt_capacitor(c_s_shunt2) ** tem.inductor(l_s_ser2)\n",
"\n",
"#output_network2 = tem.shunt_capacitor(c_l_shunt) ** tem.inductor(l_l_ser)\n",
"output_network2 = tem.inductor(l_l_ser2) ** tem.shunt_capacitor(c_l_shunt2)\n",
"\n",
"amplifier2 = input_network2 ** bjt_comp ** output_network2\n",
"#amplifier2 = input_network2 ** bjt #** output_network2\n",
"\n",
"amplifier2.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679fe7a470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier2.s21.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e2faa58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier2.s11.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e0ccc50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier2.s22.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.5225393220600005"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"10*np.log10(amplifier2.nf(50.)[idx_900mhz])"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f679e056208>]"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e118518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# check stability again\n",
"delta2 = amplifier2.s11.s*amplifier2.s22.s - amplifier2.s12.s*amplifier2.s21.s\n",
"K2 = ((1 - sqabs(amplifier2.s11.s) - sqabs(amplifier2.s22.s) + sqabs(delta2))/(2*np.absolute(amplifier2.s12.s*amplifier2.s21.s)))[:,0,0]\n",
"\n",
"plt.plot(amplifier2.f, K2)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((16.211209907925852+25.548553377005881j),\n",
" (31.935019262196562+53.460553910461819j))"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f67a00af2e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# of course, it matches the other one since all we did was transform the impedances at the input and output\n",
"# let's try again with 10 ohms of resistance in series with the base to stabilize that side\n",
"\n",
"bjt_comp2 = tem.resistor(10) ** bjt_comp\n",
"\n",
"delta3 = bjt_comp2.s11.s*bjt_comp2.s22.s - bjt_comp2.s12.s*bjt_comp2.s21.s\n",
"\n",
"B1 = 1 + sqabs(bjt_comp2.s11.s) - sqabs(bjt_comp2.s22.s) - sqabs(delta3)\n",
"B2 = 1 + sqabs(bjt_comp2.s22.s) - sqabs(bjt_comp2.s11.s) - sqabs(delta3)\n",
"C1 = bjt_comp2.s11.s - delta3*np.conj(bjt_comp2.s22.s)\n",
"C2 = bjt_comp2.s22.s - delta3*np.conj(bjt_comp2.s11.s)\n",
"\n",
"gamma_s_all = (B1 - np.sqrt(np.square(B1) - 4*sqabs(C1) + 0j))/(2*C1)\n",
"gamma_l_all = (B2 - np.sqrt(np.square(B2) - 4*sqabs(C2) + 0j))/(2*C2)\n",
"\n",
"gamma_s = gamma_s_all[idx_900mhz, 0, 0]\n",
"gamma_l = gamma_l_all[idx_900mhz, 0, 0]\n",
"\n",
"z_s = net.s2z(np.array([[[gamma_s]]]))[0,0,0]\n",
"z_l = net.s2z(np.array([[[gamma_l]]]))[0,0,0]\n",
"\n",
"bjt_comp2.plot_s_smith()\n",
"z_s, z_l"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679ff3dba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"n = net.Network(name=\"g_ms\", s=gamma_s_all)\n",
"n.plot_s_smith()\n",
"n = net.Network(name=\"g_ml\", s=gamma_l_all)\n",
"n.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f679fec5cf8>]"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e2fde10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"K3 = ((1 - sqabs(bjt_comp2.s11.s) - sqabs(bjt_comp2.s22.s) + sqabs(delta3))/(2*np.absolute(bjt_comp2.s12.s*bjt_comp2.s21.s)))[:,0,0]\n",
"\n",
"plt.plot(bjt_comp2.f, K3)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(48.95276600459623j,\n",
" (1.1994517903534313e-07-34.63310252278059j),\n",
" 77.47941124866512j,\n",
" (4.419464892559804e-07-66.47905604444007j))"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_s_1, x_s_2 = calc_matching_network_vals(np.conj(z_s), 50)\n",
"x_l_1, x_l_2 = calc_matching_network_vals(np.conj(z_l), 50)\n",
"\n",
"x_s_1, x_s_2, x_l_1, x_l_2"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(5.022357682258479e-12,\n",
" 8.514835724210252e-09,\n",
" 2.616460564654482e-12,\n",
" 1.3476755506092735e-08)"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"c_s_shunt = np.real(1/(2j*np.pi*915e+6*x_s_2))\n",
"l_s_ser = np.real(x_s_1/(2j*np.pi*915e+6))\n",
"\n",
"l_l_ser = np.real(x_l_1/(2j*np.pi*915e+6))\n",
"c_l_shunt = np.real(1/(2j*np.pi*915e+6*x_l_2))\n",
"\n",
"#c_s_shunt, c_s_ser, c_l_shunt, l_l_ser\n",
"c_s_shunt, l_s_ser, c_l_shunt, l_l_ser"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e55f208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"input_network3 = tem.shunt_capacitor(c_s_shunt) ** tem.inductor(l_s_ser)\n",
"output_network3 = tem.inductor(l_l_ser) ** tem.shunt_capacitor(c_l_shunt)\n",
"\n",
"amplifier3 = input_network3 ** tem.resistor(10.) ** bjt_comp ** output_network3\n",
"\n",
"amplifier3.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679fec3198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier3.s21.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.5079267817918054"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"10*np.log10(amplifier3.nf(50.)[idx_900mhz])"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e22a390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier3.s11.plot_s_db()\n",
"amplifier3.s22.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679fec0e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# let's see how it works cascaded\n",
"\n",
"cascaded = amplifier3 ** amplifier3\n",
"cascaded.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e3d15f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cascaded.s21.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.533262687029886"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f679e2db630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cascaded.s11.plot_s_db()\n",
"cascaded.s22.plot_s_db()\n",
"10*np.log10(cascaded.nf(50.)[idx_900mhz])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}