Bayesian Network example (unrolled) from NYU Pytorch DL course -- adapted from atcold/pytorch-Deep-Learning

13-bayesian_nn.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch import nn, optim\n",
    "from matplotlib import pyplot as plt\n",
    "from res.plot_lib import set_default"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set style (needs to be in a new cell)\n",
    "set_default(figsize=(16, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create synthetic dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Training set\n",
    "m = 20  # nb of training pairs\n",
    "x = (torch.rand(m) - 0.5) * 12  # inputs, sampled from -5 to +5\n",
    "y = x * torch.sin(x)  # targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-10.0, 5.0)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# View training points\n",
    "plt.plot(x.numpy(), y.numpy(), 'o')\n",
    "plt.axis('equal')\n",
    "plt.ylim([-10, 5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train network with tanh\n",
    "\n",
    "**Repeat experiment with relu**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define network architecture (try different non-linearities)\n",
    "\n",
    "# non_linear = nn.Tanh\n",
    "non_linear = nn.ReLU\n",
    "\n",
    "net = nn.Sequential(\n",
    "    nn.Dropout(p=0.05),\n",
    "    nn.Linear(1, 20),\n",
    "    non_linear(),\n",
    "    nn.Dropout(p=0.05),\n",
    "    nn.Linear(20, 20),\n",
    "    non_linear(),\n",
    "    nn.Linear(20, 1)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Training objective and optimiser\n",
    "criterion = nn.MSELoss()\n",
    "optimiser = optim.SGD(net.parameters(), lr=0.01, weight_decay=0.00001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Training loop\n",
    "for epoch in range(1000):\n",
    "    y_hat = net(x.view(-1, 1))\n",
    "    loss = criterion(y_hat, y.view(-1, 1))\n",
    "    optimiser.zero_grad()\n",
    "    loss.backward()\n",
    "    optimiser.step()\n",
    "#     print(loss.item())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a denser input range\n",
    "xx = torch.linspace(-15, 15, 1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluate with model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-10.0, 5.0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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F+lOySnMcLo8PE1N6ByR6h1no3cPGYQhFo/zPAjPQOkxC7+EQl62REe+0V9J1dV/rl/r67ytU4jRqQPn/J6eguP1jc+vrdMaL/6f8j/+mp15+WssPHqBYXpFaG2q8y5M5abhbJvS+7SEo3+a63uXvu7pc2XUdtdRt3Ovl7b0U0w+ipTrBzt3h/RHL0g+jpSpIRvXH5IZ9Hx5dyoTegW3oHSahdw//FULozDPP1F//+tegxwBSjtZhEnoPh/MjRepuRSRJbzn1+lotkqSqpW+r6uMFyhswWEfk99E/bUroO6u/lO26kpWlidED9ffV1fpDYplq2n5Pp213SWumbz5mfO97fAiKJdd15bruDr/WkcvbcxXR9yM9dZZdqOh2v/crt1lbXUdlbScPR0aKtNZt1htOfRf/i2FfZHzvwHboHSahdw8bhwAAwAjdZet8u1CSlHBdPZ+s3vEDXEcNlR/pfX2k9yUdacX1/UhPDbK7S5KOsXvovlh3vezU6M/Jam1Rxzf9dnVJa0vdBq2u4HLndLTtISi7s6vThnu6vD0mS+fZhRod6al428a2JNW6Cf1fskpvOvVyJJ1p5+tH0d6SpCsjB+gTp0kb1Lr//0IAAAC74d3tO03E43FVVFSovLxcTU1NQY+TMrm5uWpsbAx6DCDlaB0moffgjYkUa0zEuxR5XrJOv02u69Dv+46Vq8uipSppuy+iJNW6rXoquUF/dfb+v+n2l7Tu6gTaiifvzrjNw4ztve3UaMHgU3XA8O/v9cO/mvuktm74YrcnTC1JJ9t5GhspUfF2fW11Hb2QrNYcp0bN3/pW/arIATo74m2Av+c06KHEV/v/74X9krG9A7tA7zBJJvfemf01e4+/ikCMGTMm6BEAX9A6TELvwYrv7bThHvzNbdSk1krNTG5US9vGT6EV079G++jO6EE6UFm7/817vKTVluTqoFHjJSuzviXLxN4LBp2mY//tWR1+/ZQObRpKUuPni1Sz+HU1Vn6006bhUVZcP4serPHRA9s3DR3X1bxknSa2rtBzTvVOm4aSNCNZpXo3IUk60c7T4VbOfv6bYX9lYu/A7tA7TELvnsz6LjVD9OnTJ+gRAF/QOkxC78E62y5svwT0badeGzt5eWeLXM1MbtSk1pVauN0pw0F2d90XG6AfREqUrZ0vT912SeuuLl2VvM3D7MJS5Q4Y3Kl5wi7Teu9zwbU65PJ/V6xHwQ7v3/YglG9zXUfNtRt2+RCUPsrST6J99dNYPw2wu7W/f7GzSXckVuq3yXWqU3K3s2yVo2eSVe1vXxYp3UV58FOm9Q7sCb3DJPTu4R6HIfT1118HPQLgC1qHSeg9ONmydEHbpZ2O62pWJ04bfluVWjUlsVZDre76l+gBKrWyFLUslUd66p/sPD2ZWK+F7qb2j4/lFXXo83b049JFJvVeMPhU9Tp97C5/bduDUDryEJR8RTQmUqwz7QLZ2338Kmerpic3aKnb8dvwvOHU61ynUP3sbjrEztFwO0/znYbO/8uhS2RS78De0DtMQu8eNg5D6Jlnngl6BMAXtA6T0HtwvmsXKtfyvuVZ4DR0ycMkFrmbtbR1pUZHemqUXaSYZavEimlirK8WO5s0LbFeG9Sq1oaaDn2+jn5cusiY3i1b/b9/025PjEo7X4L+7YegZMvSBXaRRkV6qtt2l6RXu616Jlml+U5Dp2847kp6KrlBd9r9JEljIyV632lUS/rcujyjZEzvQAfQO0xC7x4uVQ6hm266KegRAF/QOkxC78GIydL3It5pPsd1VbEfpw2/rVWu/i+5Ube3rtTfnW9OGQ6xe+iXsQEaEynW1pVL1VK3oe0U2s72dElrOsuU3nMHDFasR2GHPnb9gj9r+aMTteS+H6pu6XxZks6w8zUlVqaLoyXtm4ZNblJ/SmzQxNZKvb0Pm4bbLHWb9GFbdz2tmEbamXVqNZ1kSu9AR9A7TELvHjYOAQBAxhph56ug7bTh39xGrVVLl3+NdWrVfYk1erB1rapd7zRjlmVrTKRYv4j2l1vxW0nWTpuHu7ukFeHRmUvI65a83f4QlGOs7ro3erB+HO2twrYHnyRdV68mazWxtVIVTo1au+B04PTEBiXb7rM4KtJTBVxMBAAAuhgbhyH0xhtvBD0C4Atah0no3X8ReZsp23TmScr74n23UT9prdTsZLUSbZs5vawsTf50rQ7940NK1O/49VvqNmrFk3e3X9Iqy1Zu2bEqGjJCuWXHpvWTljOl9w5fat5Yq8aVS9RbWboj2ld3xA5Sv+0efLLQadRtrSs1LbleDXt48ElnfaUW/cWpkyR1s2xdEinuss+NjsuU3oGOoHeYhN49/LVkCDU3Nwc9AuALWodJ6N1/p9r56tl22utDZ5O+cFP/v0GzXM1IVuktp17XRHrpCDsuSRr9j890xj/+TU/1K9GyHtlqbajxLk9uO2lYMOgU9Ssfr6yC0vbP1VK3QasrvrlXXjrJlN4bVy5RS90GxfKLZe1iI3fbU5XX/vlhjbGLVN52v8ttVjhb9MfkBv3D3ZKyGWcmN2q4nafuVkSn2fl6xan1pXV8I1N6BzqC3mESevek719lZ7Bzzz036BEAX9A6TELv/rIljd7htOFGX7/+WrdF/5VYrccTX2uz650wy1dE41fX6Ialn6t75Sc7bBoecvndiuWX7PA5YvnFOuTyu1Uw6BRfZ+8KGdO762h1xVTt6lLzbRJvPqfJy9doTKS4fdOwym3V/yTW6t8TX6R001CSGpXUn9tO09qWpcsipXv5HehqGdM70AH0DpPQu4eNQwAAkHH+yc7TAVaWJGmJs1mfu1t9n8GV9LpTr5+0VuqdZEP7+4+2u+u+2AB93+6piGWrX/l4STs/ndc74ebqoFHj0/qy5XRXt3S+Vjx5t1rrd9x8TjTW6tDpD+v2ufPUu621RNsDeCa1VuqvTqNvzzh+1anVOte7f+fRdncdb/Xw6SsDAIBMZ0m+fU+z3+LxuCoqKlReXq6mpqagx0mZnj17qro6tfdhAsKA1mESevePJemXsQHqY2VLkv6zNfWnvjriWKu7rooeoNK2TSZJ+vDgg/XGjybt9fcuf3Si9+CNNJGRvVu295TlvCIN2tSiH66uUu52fwe/3GnS75LrtMbt+gfwdMR3rB66JdZXkvS126LbWiu78G6K2JOM7B3YDXqHSTK5987sr/HX1yF03nnnBT0C4Atah0no3T/fsXLbNw3/4TSFYtNQkj5yN+v21pWanaxufxJuPK/nXn6XpzNP9w2DjOzddVSw8h+6aWmlrl9d3b5puMlN6v+X+Fr/mVgd2KahJP3N3aRljveNf28rS2fbhYHNYpqM7B3YDXqHSejdw8NRQujggw8OegTAF7QOk9C7fy708UnKnbXt4SnvOA36UaSXujc27P03qeNP9w2LtOp9u5OE335ozTbZsjQmUqzz7SJFtruk/K1kvf6Y3KDGkJzteyq5QffYB0uSLooU622nXpu163szouukVe/AfqJ3mITePWwchtDGjf7ewB0ICq3DJPTuj6FWdx1sd5PkPdH27+7mgCfatS/cZv174gud9fkmda+/QpvzCqVv3eNQklzXUUvdRm8zK42kS+8deZr1cVYP/Uv0AJW0PaFbkr5ym/VEYr0+ccN165yV7la9nazXqZF89bAiuihSrCeTG4IeK+OlS+9AV6B3mITePdzjMISysrLU0hLcpS6AX2gdJqF3f/y/aH8dZudIkn7VukYfuJsCnmjv+g46Xb0u/zfvje03D11HriytePLu9k2sdJEOvW97mrW044NpvKcnW1r/5H/p4n98ru/Yue2/1uI6mpWs1mynRomQfgtdpKh+FStTtmUr4bq6rbVS69Qa9FgZLR16B7oKvcMkmdw79zhMc5Mm7f0m6UAmoHWYhN5Tb5AVb980/MLZqg/TYNNQktYsfVOfP3m3VL/jZdW59XU6dvqvZS19N5jB9kPoe9/L06wtuTq0/P/T8ZG89vcvcTbrjtaV+rNTHdpNQ0mqUUIvON6l7VHL0rho6V5+B/ZX6HsHuhC9wyT07uFSZQAAkBEujBS3//PzTnWIt3Z2Vrd0vhZ+/I56DjhGpxYcrH/anFSfVZ/Ldl2dFBugJ5Lr9K7TGPSYGSN3wOAdLk/eiWVrU0GR1h58qHIrl+nJ5Hr9NY3++7+QrNaZdr4KrZiG2bk60oprWcguqwYAAOmBE4chtGDBgqBHAHxB6zAJvafW4VaOjrLjkrz7z72fRps87VxH1ZWL9fyHz+upT/+iOse7NKaHFdGEaB+Nj/RW9zT51i3svXf0KdXvdo/oJ62VabVpKHkP4Xkm+c19mcZFSgKcJvOFvXegK9E7TELvnvT47tMwNTXp9eREYF/ROkxC76n1/e2epDwrmV6nDXdliduk21tX6q/Jb566PDySr/tiAzTIigc4WceEvfeOPqV6bt1KNaXpU4nfcuq12tkqSTrEztGJVu5efgf2Vdh7B7oSvcMk9O5h4zCERo0aFfQIgC9oHSah99Q5xOqmY+wekqQNbovecRr28jvSw2Y5+p/kV/qfxFptdpOSpJ5WTHfG+unySKmytPNTmMMi7L03rlyiRF2V5O56U9B1HTXXbki7p1lvz5X0p2RV+9tjoyWKBDdORgt770BXoneYhN49bBwCAIC0Nnq704YVyWolA5wlFf7qNOr21pVa6mxuf9/5kSL9MjZAQ6zuAU6WnqKydKFVqFFznpNkSe6O51O3PVX5y9lTd7uxmC4Wu5v1iePd27CXlaURdkGwAwEAgLRjSelzNU9nHhedznr16qV169YFPQaQcrQOk9B7avSzsnVfbIAkqdpt1S2tlaF+4u3+sCSdaxfqB5ESZVnf/N3ve06D/jexQXVKBDfct4S19yOtuK6OHqA+VrYk6bOjjtVfRv6zmvK/uedhc+0GfTl7quqWzg9qzC51iNVN/xU7WJJU5yZ0S+sKNWfo/0eCEtbegVSgd5gkk3vvzP4aJw5D6LTTTgt6BMAXtA6T0HtqjLa/OW34QrImYzcNJe9vel92ajW5dZU+3u704Yl2nv47NkDn2IWhuXg5bL3nKqLrIr31b7F+7ZuGSdfV8iXz9N7Pf6Dlj05U5fSfafmjE7Xkvh9mzKahJK1wt+q9tsv3C6yoLrA79mAYdFzYegdSid5hEnr3RIMeADs77LDDgh4B8AWtwyT03vUOVJZOtL0HPtS7Cb3u1AU7kE++VovuSXypU+w8XRYpVZ4VVdyK6MroATrNydPvkuu00m0OdMaw9G5JOt3O16WRUuVa39zh7zNni36XXKfVbf+dmis/CmhCfzydqNKwWK4ilqXvRYr0F6dODZar3AGDFcsrUmtDjXc/xzS/NDsoYekd8AO9wyT07mHjMITq6+uDHgHwBa3DJPTe9cojPWVb3hm7OckatWTwacNdme80aJGzSZdGSnVmpECSVGbn6L+sg/WqU6tnkxu1JaAnAoeh9z5Wlq6J9NIR9jdPod7sJvWnZJXmOXVG1bJOrXrdqdNZkULlWBGdecx5qvzeZcoqKG3/mJa6DVpdkTmXaPspDL0DfqF3mITePdzjMIRs25bj8De+yHy0DpPQe9cqVUy/ipUpYlna5CY1oXWFtga0SRYGh1s5ujrSSwfZ2e3vq3Fb9b+JDfqb2+j7PEH2niVL348Ua6RdpKj1zcXbC5L1eiq5QfUZ9/icjslXRA/EDtGXRw/V7EuvlSvJ2u6/z7aHwqx48m42DzuJ9R0moXeYJJN75x6HaW7y5MlBjwD4gtZhEnrvWqMiRYq0bXq8lKwxetNQkpa7W3RnYqVmJDaoue1y0yIrpltifTQp2lfFivk6T1C9D7G665exARod6dm+abjObdHPW1dravJrYzcNJaleSc1xa/X6yIsl7bhp6L1tS3J10KjxksWPCJ3B+g6T0DtMQu8eLlUGAABppUhRnW4XSJKa3KRedWqDHSgkkpJmOzV612nUldEDNNTuIUkaavfQUbG4nktu1ItOTUZunRUqqiuipTrRzmt/X6vrqMKpUUWyWq3pc4FNSr3Rr48G5Bfu9tcty1Z2YalyBwxWY4bf9xEAAHQMG4ch9P777wc9AuALWodJ6L3rfC/yzSWorzm12mz4acNvq1Kr7k+s0QlWrq6IlqrIiinbsnVptFTDnTw9kVyvT90tKZ3Bz96Ps3roxmhvxbd7+MnHzmb9PrFeX6nFtznSgZu3+03D7cXyePJyZ7C+wyT0DpPQu4eNwxBas2ZN0CMAvqB1mITeu0aeIjqz7bRhs+voxSSnDXfnfbdRS1o36+JIsc6xC2VblvrZ3XS33V/zknWakdyQsk1XP3q3JF0UKdaYSHH7+xrchJ5KbtB8pyHlXz8dtTbUdOnHwcP6DpPQO0xC7x5uYBJCF110UdAjAL6gdZiE3rvGBZEiZbXdf+0vTp0aM/LC266zRY7+kNygf0t8oZXO1vb3nxkp0H/HynTKdpf2dqVU954jWxOjfXbYNHw32aCftFayabgHjSuXqKVug+TuesPYdR01125Q48olPk+W3ljfYRJ6h0no3cPGIQAASAs9ZOvsttOGLa6jF5Kciuqole5W/TSxSv+bWK8m19tszbeiujF6oO6MHqRePj88ZX8cqCz9V6y/jrdzJUmO62p6YoMeTn6lTVy2vmeuo9UVU+XK2mnzcNtTlb+cPXW3G4sAAMA8bByG0B/+8IegRwB8QeswCb3vv3MjRcppu4/dG0696pQIeKL04kp6xanVpNaVem+7U3mD7O76RWyArowcoD5WVpd8rVT1Pszqof+M9deBVrYkaZOb1C8SX+oFp0aybOWWHauiISOUW3YsTwbejbql87Xiybvl1lfv8P7Wuo1a8eTdqls6P6DJ0hfrO0xC7zAJvXu4x2EIDRs2TF9++WXQYwApR+swCb3vnxzZOs/2HuyQcF29kKzey+/A7tQqoYcSX2mIVa+ror1UYsUUs2ydEynUOZFCfeo0aYHToHedxn2+FLwre7ck9bWyNcLO13mRbx7a8YWzVQ8k1mqDWlUw6BT1Kx+vrILS9l9vqdug1RVT2Qjbhbql8/XBx+/ox4d+V73yS9W9sUF/WfFXrezXR0VDRqi1oca7XJmThx3C+g6T0DtMQu8e/io2hI466qigRwB8QeswCb3vn3PsQnVvO234tlOvjZw23G+L3c26rbVSs5LV2rrdBtFAO66ror30m9ihmhTtq+F2nrJldepz70/vEUmHWt00yi7SbdG+ejx2mH4RG7DDpuGCZL3uTnzRvml4yOV3K5ZfssPnieUX65DL71bBoFP2eZaM5jp65fO3dMTfP9DWnLiab39Eh18/RWXjfqrDr5+iYyb/kf92HcT6DpPQO0xC7x5OHIbQli1bgh4B8AWtwyT0vu+yZemCiHfa0HFdzea0YZdplqunk1WanazWKXa+vmsX6CDbuww4YlkaavXQULuHtrqOPnAatcBp0BJ3817PIXamd0vSAKubBllxHWXHNdCKq9tuLjNOuK7+lKzSi07b/S0tW/3Kx3v/aO24uWlZtlzX0UGjxqvu43c4PbcLX7jNmn3EYfrs0mt3+rVtG69cvrx3rO8wCb3DJPTuseTd8iYtxONxVVRUqLy8XE1NTUGPAwAAfHCBXajLogdI8k6aTU1+HfBEacaylTtgsGJ5RR26BPUgK1vD7TydbOep2Nr5oSmNbkLvtm0ifuru2zfUWbI0yOqu42xvY7LQ2v3fZde5CS13m/Sps0XvOA2q327bMrfsWB1+/ZS9fr3lj05UY+VH+zRrRrNsDZk8XdH8Ysna+VSp6zpqqduoJff9kI1XAAAySGf217hUOYQmT54c9AiAL2gdJqH3fROTpZGRnu1vP+9w2rAzCgadomMm/7FTl6B+6TbrT8kq3dS6Qv/Z+oX+kqzVJne7zTorqrMjhbo71l8Pxso0NlK800NVdtV7viI6w87XrdE+eix2mH4S66szIwU7bRrWuK1akKzXbxNf69aWSt3Y+rkeSnyll5zaHTYNJSmWV6SO6OjHmSZ3wGBFC0p2uWkoeac2swtLlTtgsM+TpRfWd5iE3mESevdwqXII2Tb7uTADrcMk9L5vTrfz2zeW3ncatdZtCXii9LHt3n/f1tFLUF1J/3C36B/JLZqWXK9jrR4abufpOLuHstsuJS61sjQ6UqzRkWJ94WzVAqdBH7mbZbdtRB1kZet4q4eOs3voUDtnl1+nxXW01G3Sh84mfexs1nq1dvjfsbWhpks/zjRsvHYN1neYhN5hEnr3sHEYQosWLQp6BMAXtA6T0HvnRSSN2v60YXJjcMOkmy6+919S0ofuJn2Y3KRuSVvDbG8TcbDVvX2TsL/dTf3tbhonqeWBP+ux2KHK3c0lyLVuQoucTfrQ2aSl7ma17OOdcxpXLlFL3QbF8otl7eK+iNsutW1cuWSfPn+mY+O1a7C+wyT0DpPQu4eNwxD69NNPgx4B8AWtwyT03nmn2PkqabvH3iJnk1a5zQFPlD5yBwxWVkHpbn99+0tQO3vvv61yNN9p0HynQXmK6CQ7T8PtPB223YnCrKSrrG9tGn7hbPU2H51NqnS3ds1Ntl1Hqyum6pDL75brOjtsHrquI8nSl7Oncn++3WDjtWuwvsMk9A6T0LuHc5chNHbs2KBHAHxB6zAJvXeOLWk0pw33mV+XoDYoqVedWv1H4gvd3LJCTyXW632nUa09crTRbdXfnU2allinCS2fa3JilZ5NbtSKrto0bFO3dL5WPHm3Wut3bKSlbiNPBN6bto1XyWrbaN3x19h47RjWd5iE3mESevdw4hAAAITOSXaeerU9cGOps1mfuVsDnii9BHEJ6ga16kWnVi86tbrrhit1zz33dNnn3pu6pfNV9/E7nXp6NDzbNl77lY/f4ZRqbn2d6ioeY+MVAADDsXEYQjNmzAh6BMAXtA6T0HvHWZIutLc/bciTlDsr6EtQA+nddTp92TU822+8Hp7XRxdviajPqs+1NrlVi6UuPSGaiVjfYRJ6h0no3cOlyiF05JFHBj0C4Atah0noveOGWT3U186WJC13mvSJ2xTwRGloD5eg+nHvP3pPQ20brwsXv6itK/4u23V1kJ2t0+z8oCcLPXqHSegdJqF3DxuHITRkyJCgRwB8QeswCb133IWR4vZ/5rThvgvy3n/0nt5mJDe0//M/R4oVk7WHjwa9wyT0DpPQu4dLlUMokUgEPQLgC1qHSei9Y4ZY3TXA7iZJqnS26CN3c8ATpbeg7v1H7+ntH+4Wfehs0nF2D/W0YjrXLtQLTtfdDzPT0DtMQu8wCb17LKXRbUvi8bgqKipUXl6upiYuWwIAINP8v2h/HWbnSJKmtK7RQndTwBMBZuprZem+6ADZlqXNblI3t67QZvGwGQAAMkFn9te4VDmEbr311qBHAHxB6zAJve/d0Va8fdNwtbNVH7BpmLboPf2tcVv0tlMvSepuRVQe6bmX32EueodJ6B0moXcPG4ch1K1bt6BHAHxB6zAJve/dhdttTMxyqtPnkgjshN4zw/8lN6ql7bL2c+1C9eQuR7tE7zAJvcMk9O5h4zCEPv7446BHAHxB6zAJve/Z4VaOjra7S5K+dlv0rtMY8ETYH/SeGaqV0CtOrSQpy7L1z9s9uAjfoHeYhN5hEnr3sHEYQosWLQp6BMAXtA6T0Puejd7+tGGS04bpjt4zR0WyWpvdpCTpVDtfB1nZAU8UPvQOk9A7TELvHjYOQ+iyyy4LegTAF7QOk9D77g2wummI3UOSVOW2akHbfdWQvug9c2yWo1nJakmSbVkaGykJeKLwoXeYhN5hEnr3cKMSAAAQqO3vbViRrFYywFkA7OwVt17HHnyiInlFKmls0BGf1eofzuagxwIAAD5g4zCEZs6cGfQIgC9oHSah9107yMrWd+xcSVKN26q3OG2YEXbo3bKVO2CwYnlFam2oUePKJVLbAzcQfgWDTlG/8vF6paC0/X3FdVeooOIh1S2dH+Bk4cH6DpPQO0xC7x4uVQ6h/v37Bz0C4Atah0nofddG29+cNnwhWaNW7m6YEbb1XjDoFB0z+Y86/PopKhv3Ux1+/RQdM/mPKhh0SsAToiMKBp2iQy6/W7H8HS9P3ppfqEMvv5v/HduwvsMk9A6T0LsnFBuHN9xwgyorK7VlyxYtXLhQp5xi9jchw4YNC3oEwBe0DpPQ+856K0sntZ02rHcTet2pC3YgdJlhw4btdtMpll+sQ9h0Cj/LVr/y8d4/Wta3fs2S5KrfqPGSFYofJwLF+g6T0DtMQu+ewP+kv+SSS/Tggw/qnnvu0dChQ/X222/rpZde0kEHHRT0aAAAIIXKI0Wy2zYkXkzWqJnThhnDlXa76WRZtiRXB7HpFGq5AwYrq6B0503DbSxbWYWlyh0w2N/BAACAr7y/LgzQu+++qw8//FA33nhj+/s++eQTPf/887rzzjt3+Nh4PK6KigqNGzdOW7ZsaX9/c3OzWlpafJsZAADsn2LF9ECsTBHL0mY3qQmtK7RF3PcuU+SWHavDr5+y149b/uhENVZ+5MNE6KyiISNUNu6ne/241dPv0YbF83yYCAAAdJVt+2vl5eVqamra48cG+nCUWCym448/Xvfdd98O73/11Vd18skn7/b3rV27VtHoN6PPmzdP06ZN05w5c3TDDTe0f45oNKozzzxTkvTwww9rzJgx6tOnj77++ms988wzuummmyRJb7zxhpqbm3XuuedKkh599FGdd955Ovjgg7Vx40b9/ve/16RJkyRJCxYsUE1NjUaNGiVJ+t3vfqfTTjtNhx12mOrr6/Wb3/xGkydPliS9//77WrNmjS666CJJ0h/+8AcNGzZMRx11lLZs2aIpU6Zo8uTJsm1bixYt0qeffqqxY8eqrKxM99xzj4488kgNGTJEiURCv/jFL3TrrbeqW7du+vjjj7Vo0aL2R4PPnDlT/fv3bz9Ge88992jChAnKzc3V8uXLtWDBAl199dWSpFmzZqmkpKT9v+8vf/lL/ehHP1JRUZEqKyv12muv6brrrpMkvfTSS4rH4zr99NMlSQ888IDGjRunAw44QGvWrNGsWbM0frx3mmDu3LmSpLPOOkuSNHXqVI0ePVp9+/bV+vXrNX36dN1yyy2SpDfffFNNTU06//zzJUmPPfaYzj77bJWVlammpka//e1vddttt0mS3nnnHVVVVWn06NGSpCeeeELDhw/X4YcfrsbGRj388MO66667JEkLFy7UF198oTFjxkiSnnrqKQ0dOlRHH320tm7dql/96le6/fbbFY1GtXjxYi1btkyXXnqpJOnpp5/WwIEDNXToUDmOo3vvvVcTJ05UTk6OPvnkEy1cuFBXXHGFJOm5555T3759dcIJJ0iS7r33Xt14443Kz8/XZ599prfeekvXXHONJGn27NkqKirS8OHDJUn333+/rrrqKhUXF2vVqlV6+eWXdf3110uSXnnlFWVnZ+uMM86QJD300EO65JJL1Lt3b61du1YzZ87UhAkT2ptPJBI655xzJEmPPPKIRo4cqX79+qmqqkpPPvmkJk6cKEl6++231dDQoJEjR0qSHn/8cY0YMUKHHnqoamtr9dhjj+mOO+6Q5G3kr1u3ThdeeKEkadq0aTrxxBN15JFHavPmzXrwwQd15513yrIsffDBB6qsrNTFF18sSZo+fboGDx6swYMHq6WlRffff78mTZqkrKwsLVmyREuWLNG4ceMkSc8++6zKysp08cUXa8WKFfr5z3+um2++Wd27d9eyZcv03nvv6corr5QkPf/88+rVq5dOOukkSdJ9992n6667ToWFhfr888/1+uuv69prr5UkzZkzR3l5eTr11FMlSVOmTNHll1+ukpISrV69OmPWCEmaMWMGa4TSa40YOnSoXnnlFdaItjWiesofFGk7ybTy0BL12prYaY04/vjj5boua0QarhHJPoM1d5P26uIrrlHv1vWsESH8PmJs+QX6297/J9SwzQkNbftv6Pf3EWFZI8rKynTzzTezRojvI0xYIw488ED95Cc/Cfz7iHRaIyS+j0jXNaJHjx764x//mJFrxNq1a9VRgZ447N27t7766iudfPLJ+utf/9r+/smTJ+tf/uVfdMQRR+zw8aacOLzrrrt0zz33BD0GkHK0DpPQ+zcKFdWDsTLFLFtb2k4bbua0YUa54d/v1996HLfXj+PEYYhZto6Z/EfF8ovbLi//FtdVbn2tLv3vu3Rrywo1Kun/jCHB+g6T0DtMksm9d+bEYShuLOO6O+5dWpa10/u2t2nTJjU2Nra/MmnTUJKWL18e9AiAL2gdJqH3b4yMFCnWthHxmlPHpmEG2vDJ+2qp2yDX3fX/tq7rqLl2gxpXLvF5MnSY62h1xVRJ1k7/O257+4wX/089ZOvCSM9dfAJzsL7DJPQOk9C7J9CNw40bNyqRSKhXr147vL+0tFTr168PaKrgLViwIOgRAF/QOkxC7548RfRdu0CS1Ow6ejFZE+xASIl3Fszfy6aTpS9nT5V2s7GIcKhbOl8rnrxbrfUbd3h/S91Gff3kf+qgjxdJks62C1WqWBAjhgLrO0xC7zAJvXsC3ThsbW3VBx98oLPPPnuH95999tl65513ApoqeNuu/wcyHa3DJPTuuSBSpOy204Z/cerUYPDljZns6quv3uOm04on71bd0vkBTYfOqFs6X3+/94da/uhEVU7/mZY/OlFL7vuh1i59Sy853sZ/1LJ0caQ44EmDw/oOk9A7TELvnkAfjiJ5NxR98skntXDhQv31r3/Vj3/8Y/Xr10+PPvpo0KMBAIAu1F22zm47bdjqOprDacOMV7d0vuo+fke5AwYrllek1oYa7/JkThqmF9fZ5b0oX0jW6Cy7QLlWVMMj+XrBqdEXbnMAAwIAgFQJfOPwmWeeUc+ePfXv//7v6t27t5YuXaoLLrhAq1evDnq0wMyaNSvoEQBf0DpMQu/SeZEi5VgRSdKbTr1qlQh4IqTKDr3vZtMJ6W+LHP05Wa0rogdIki6NlOq+xJcBT+U/1neYhN5hEnr3BL5xKHmPd3/kkUeCHiM0SkpKgh4B8AWtwySm954jW+fZhZKkpOuqgtOGGc303k0y16nTeW6hSq0sHWN31yArrqXunp/OmGnoHSahd5iE3j2heKoydnTyyScHPQLgC1qHSUzv/Sy7QN3bThvOd+q1Ua0BT4RUMr13kyTk6tnkN/exvDRSKivAeYJA7zAJvcMk9O5h4xAAAKRUtiyNjBRJkhzX1axkdcATAehK7zgNWuVslSQNsLvpJDs34IkAAEBXsSS5QQ/RUfF4XBUVFSovL1dTU+ZeAhGLxdTaykkMZD5ah0lM7v08u7D9HmjvJBv06+RXAU+EVDO5d1MNtuKaHOsnSdrgtujW1kpjnplO7zAJvcMkmdx7Z/bXOHEYQj/60Y+CHgHwBa3DJKb2HpOl77WdNpSkWQ6nDU1gau8mW+I2aamzWZJUamXpu233NDUBvcMk9A6T0LuHjcMQKioq2vsHARmA1mESU3s/zc5XkRWTJP3NadSXbnPAE8EPpvZuuhnJDe3/fFGkp3IM+VGD3mESeodJ6N1jxp/maaaysjLoEQBf0DpMYmLvEUnlkZ7tbz/PvQ2NYWLvkFa6zXon2SBJyrOi7fc2zXT0DpPQO0xC7x42DkPotddeC3oEwBe0DpOY2PtwO18lbacNFzubtNLdGvBE8IuJvcPzTLJKCde7hfoFdpHyFQl4otSjd5iE3mESevewcRhC1113XdAjAL6gdZjEtN4tSaM5bWgs03rHNzaoVX9x6iRJ3SxbYyLFwQ7kA3qHSegdJqF3DxuHAACgy51k56q3lSVJ+tjZrE/dLQFPBMAvf05u1BbXe6byCLtAvRQLeCIAALCv2DgMoZdeeinoEQBf0DpMYlLvlqQL7W9OGXHa0Dwm9Y6dNSipF5I1kqSIZWlstCTgiVKL3mESeodJ6N3DxmEIxePxoEcAfEHrMIlJvR9v9dBBdrYk6TNniz52mwKeCH4zqXfs2otOjerchCTpRDtPh1jdAp4odegdJqF3mITePWwchtDpp58e9AiAL2gdJjGp9+9vd0+zPyc3BjgJgmJS79i1Zrl6brv//4+LlAY4TWrRO0xC7zAJvXvYOAQAAF3mWKu7BtjeyaKVzlYtdjcHPBGAoLzu1Gmd2yJJOtKOa4jVPeCJAABAZ1mS3KCH6Kh4PK6KigqVl5erqSlzL3uKx+MZ/e8HbEPrMIkpvd8d7aeBtndZxwOta/Q3d1PAEyEIpvSOvTvRytVNsT6SpNXOVk1OrEqfHz46iN5hEnqHSTK5987sr3HiMITGjRsX9AiAL2gdJjGh96OsePum4RqnWQvZNDSWCb2jY95zG/W54z1VvZ/dTafYeQFP1PXoHSahd5iE3j1sHIbQAQccEPQIgC9oHSYxofcLIz3b//l5pzrjThWh40zoHR03I1nV/s8XR0oUkxXgNF2P3mESeodJ6N3DxmEIrVmzJugRAF/QOkyS6b0fZuVokO3dv2yd26J3nYaAJ0KQMr13dM4yt0mLHe8EcrEV0zl2YcATdS16h0noHSahdw8bhyE0a9asoEcAfEHrMEmm9779acNZyWo5Ac6C4GV67+i8GckqOa53Dnl0pKe6Z9CPIfQOk9A7TELvnsz5EzuDjB8/PugRAF/QOkySyb0fbGVrqN1DklTltmq+Ux/wRAhaJveOffOl26z5bSeRe1gRjdruLxvSHb3DJPQOk9C7h41DAACwXy6MFLf/8+xktZIBzgIgvP4vWaVW1zuPfJ5dqCJFA54IAADsDRuHITR37tygRwB8QeswSab23sfK0gl2riSp1k3oTU4bQpnbO/bPRiX0ilMrScqybI3Z7i8d0hm9wyT0DpPQu4eNQwAAsM8utL+53HBOslqtPEsZwB5UJKu12fXOJZ9u56uPlRXwRAAAYE/YOAyhs846K+gRAF/QOkySib33Ukz/ZOdJkhrdhP7i1AU7EEIjE3tH19gkRxXJakmSbVn6QaQk4In2H73DJPQOk9C7h41DAACwT0ZFesq2LEnSi8laNXPaEEAHvOzUqtptlSQdb+fqcCsn4IkAAMDuWFL6fJcfj8dVUVGh8vJyNTU1BT1OyhQUFKiuri7oMYCUo3WYJNN6L1ZMU2JlilqWNrtJTWhdoS1ygh4LIZFpvaPrnWHn68fR3pKkT50m3Z1YHfBE+47eYRJ6h0kyuffO7K9x4jCERo8eHfQIgC9oHSbJtN5HRYoUbTtt+IpTy6YhdpBpvaPrveXUa43bLEkaaMc1zOoR8ET7jt5hEnqHSejdw8ZhCPXt2zfoEQBf0DpMkkm9FyiqM+x8SdJW19HLyZqAJ0LYZFLvSA1H0p8SVe1vj42WpO0PJvQOk9A7TELvnnT98zmjrV+/PugRAF/QOkySSb1/L1KkmOV9C/GaU6tNnDbEt2RS70idD91NWu54l0f1sbJ1ettfSKQbeodJ6B0moXcP9zgMoXg8ntH/fsA2tA6TZErvuYro4dghyrZstbiOJrSuUIOSQY+FkMmU3pF6h1k5+n+x/pKkWrdVt7RWqiV9fjyRRO8wC73DJJncO/c4THO33HJL0CMAvqB1mCRTer8gUqjsttOG85w6Ng2xS5nSO1LvM3eL/uY0SpIKrZjOt4sCnqjz6B0moXeYhN49bBwCAIAO6S5bZ9uFkqSE6+oF7m0IoAs8naiS43qnDEdFipSrSMATAQCAbdg4DKE333wz6BEAX9A6TJIJvZ9jFypueT/Qv+XUq0aJgCdCWGVC7/DPV2rRG069JCluRTQ60jPgiTqH3mESeodJ6N3DxmEIZeo19MC30TpMku69Z8vSeRHvEsKk66oiWR3wRAizdO8d/puZ3Khm13vQ0tl2gYoVC3iijqN3mITeYRJ697BxGELnn39+0CMAvqB1mCTdez/LLlRu22nDd5wGbVBrwBMhzNK9d/ivVgm97Hi3P4hZti6OFAc8UcfRO0xC7zAJvXvYOAQAAHsUk6ULIt88sIDThgBSYXayRo2u98Cl4Xae+lvZAU8EAADYOAyhxx57LOgRAF/QOkySzr2fbuer0IpKkt53GrVWLQFPhLBL594RnCY5ej65UZJkW5Z+ECkJeKKOoXeYhN5hEnr3sHEYQmeffXbQIwC+oHWYJF17j0gatd2DCrb9UA/sSbr2juC95tSpyvVuhXCs3UNHW/GAJ9o7eodJ6B0moXcPG4chVFZWFvQIgC9oHSZJ195PsfNVYnkPKVjsbNIqtzngiZAO0rV3BC8hV88mq9rfvjRSIivAeTqC3mESeodJ6N3DxmEI1dTUBD0C4Atah0nSsXdLUvkOpw25tyE6Jh17R3gscBq0ytkqSSqzc3SinRvwRHtG7zAJvcMk9O6xJLlBD9FR8XhcFRUVKi8vz+jHYsdiMbW28rRKZD5ah0nSsfeT7FxNiPaRJH3iNOlnidUBT4R0kY69I1yOsbrrjthBkqR1bosmtVYqGfBMu0PvMAm9wySZ3Htn9tc4cRhCt912W9AjAL6gdZgkHXsfbXNvQ+ybdOwd4fJ3d7M+djZLknpZWTrTLgh2oD2gd5iE3mESevewcQgAAHZynNVD/e1ukqQVzhYtdTP3pD+AcJqx3b0OL4oUqxs/ugAA4Dv+9A2hd955J+gRAF/QOkySbr2P3u7ehn/m3obopHTrHeFU6W7VX5MNkqR8K6qRkaKAJ9o1eodJ6B0moXcPG4chVFVVtfcPAjIArcMk6dT7ICuuw+wcSdJqZ6sWuZsCngjpJp16R7g9m6xSwvVuyT7SLlKeIgFPtDN6h0noHSahdw8bhyE0evTooEcAfEHrMEk69b79acNZTnX6PEUNoZFOvSPc1qlV85w6SVI3y9ZFkeJgB9oFeodJ6B0moXcPG4cAAKDdYVaOjra7S5K+dlv0rtMY8EQATPdccqO2uo4k6Uy7QL0UC3giAADMwcZhCD3xxBNBjwD4gtZhknTp/cLtThtWJDltiH2TLr0jPTQoqTlOjSQpalm6OFIS8EQ7oneYhN5hEnr3sHEYQsOHDw96BMAXtA6TpEPv/a1sDbV7SJI2uq2a79QHPBHSVTr0jvQyJ1mjejchSfqnSJ7KrG4BT/QNeodJ6B0moXcPG4chdPjhhwc9AuALWodJ0qH37U8bzk5WKxngLEhv6dA70stWOXouubH97UtDdOqQ3mESeodJ6N3DxmEINTZyPymYgdZhkrD3fqCy9B0rV5JU5yb0BqcNsR/C3jvS0zynTuvcFknS0XZ3HWN1D3giD73DJPQOk9C7x5LS5/ZF8XhcFRUVKi8vV1NTU9DjAACQMW6I9NapkXxJ0vTEBr3Qdj8xAAiTk+xcTYj2kSR94WzVnYlV6fPDDAAAIdGZ/TVOHIbQXXfdFfQIgC9oHSYJc++liulkO0+StMlNaq5TF+xASHth7h3p7T2nUSucLZKk/nY3DW9bu4JE7zAJvcMk9O5h4xAAAMN9L1KkiGVJkl5O1mirnIAnAoBdcyXNSFa1v31xpEQxWcENBABAhmPjMIQWLlwY9AiAL2gdJglr74WK6nTbu0R5i5vUK05twBMhE4S1d2SGT9wmfeRskiSVWDGdbRcEOg+9wyT0DpPQu4eNwxD64osvgh4B8AWtwyRh7X1kpEgxy/t24DWnTps5bYguENbekTlmJKvkuN7dDUdHihUP8McaeodJ6B0moXcPG4chNGbMmKBHAHxB6zBJGHvPVURntp3UaXEdvZjkgSjoGmHsHZlltdusBU6DJCnXimhUpCiwWegdJqF3mITePWwcAgBgqPMiherWdtpwnlOnBiUDnggAOu7Z5Ea1ut4p6fPsIhUqGvBEAABkHjYOQ+ipp54KegTAF7QOk4St97hsnWsXSpISrqsXOG2ILhS23pGZNqpVr7U9BT7bsjUmUhzIHPQOk9A7TELvHjYOQ2jo0KFBjwD4gtZhkrD1frZdqLgVkSS97dSrRomAJ0ImCVvvyFyzktVqcr3T0mfY+TpQWb7PQO8wCb3DJPTuYeMwhI4++uigRwB8QeswSZh6z5alCyLeaUPHdVWRrA54ImSaMPWOzNaopGa3nZi2LUtjoyW+z0DvMAm9wyT07mHjMIS2bt0a9AiAL2gdJglT72faBcq1vHuB/dVp0Hq1BjwRMk2Yekfme8mpUa3rrWPfsXM10Mrx9evTO0xC7zAJvXssSW7QQ3RUPB5XRUWFysvL1dTUFPQ4AACknagsPRgrU5EVkyTd1lqpNW5LwFMBwP4ZYefr2mhvSdJyp0n/L7E64IkAAAivzuyvceIwhG6//fagRwB8QeswSVh6P83Ob980/JvTyKYhUiIsvcMcbzr1Wus2S5IOt+M6zurh29emd5iE3mESevewcRhC0Wg06BEAX9A6TBKG3iOSyiNF7W8/z70NkSJh6B1mcSQ9nahqf/sH0RLfftChd5iE3mESevcEtnHYv39//fa3v1VlZaWampr0+eef6+6771YsFgtqpNBYvHhx0CMAvqB1mCQMvZ9s56nU8p44+ndnk1a63LcFqRGG3mGehe4mfep4l1v1tbJ1mp3vy9eld5iE3mESevcEtnF4xBFHyLZtXXfddTr66KN1yy236Prrr9fPf/7zoEYKjWXLlgU9AuALWodJgu7dklQe6dn+NqcNkUpB9w5zzUh+c+pwTKRYWbJS/jXpHSahd5iE3j2BbRy+8soruvrqq/Xaa69p5cqVmj17tv77v/9bF1100V5/b48ePZSbm9v+ysrK8mFi/1x66aVBjwD4gtZhkqB7/46Vqz5WtiTpH06T/uFuCXQeZLage4e5lrtbtNBplCT1tGI61y5M+dekd5iE3mESeveE6oLt/Px81dTU7PXj1q5du8O15vPmzdO0adM0Z84c3XDDDZKkV199VdFoVGeeeaYk6eGHH9aYMWPUp08fff3113rmmWd00003SZLeeOMNNTc369xzz5UkPfroozrvvPN08MEHa+PGjfr973+vSZMmSZIWLFigmpoajRo1SpL0u9/9TqeddpoOO+ww1dfX6ze/+Y0mT54sSXr//fe1Zs2a9s3QP/zhDxo2bJiOOuoobdmyRVOmTNHkyZNl27YWLVqkTz/9VGPHjtXAgQNVVlamI488UkOGDFEikdAvfvEL3XrrrerWrZs+/vhjLVq0SJdddpkkaebMmerfv7+GDRsmSbrnnns0YcIE5ebmavny5VqwYIGuvvpqSdKsWbNUUlKik08+WZL0y1/+Uj/60Y9UVFSkyspKvfbaa7ruuuskSS+99JLi8bhOP/10SdIDDzygcePG6YADDtCaNWs0a9YsjR8/XpI0d+5cSdJZZ50lSZo6dapGjx6tvn37av369Zo+fbpuueUWSdKbb76ppqYmnX/++ZKkxx57TGeffbbKyspUU1Oj3/72t7rtttskSe+8846qqqo0evRoSdITTzyh4cOH6/DDD1djY6Mefvhh3XXXXZKkhQsX6osvvtCYMWMkSU899ZSGDh2qo48+Wlu3btWvfvUr3X777YpGo1q8eLGWLVvWvhA8/fTTGjhwoIYOHSrHcXTvvfdq4sSJysnJ0SeffKKFCxfqiiuukCQ999xz6tu3r0444QRJ0r333qsbb7xR+fn5+uyzz/TWW2/pmmuukSTNnj1bRUVFGj58uCTp/vvv11VXXaXi4mKtWrVKL7/8sq6//npJ3mZ6dna2zjjjDEnSQw89pEsuuUS9e/fW2rVrNXPmTE2YMKG9+UQioXPOOUeS9Mgjj2jkyJHq16+fqqqq9OSTT2rixImSpLffflsNDQ0aOXKkJOnxxx/XiBEjdOihh6q2tlaPPfaY7rjjDknSu+++q3Xr1unCCy+UJE2bNk0nnniijjzySG3evFkPPvig7rzzTlmWpQ8++ECVlZW6+OKLJUnTp0/X4MGDNXjwYLW0tOj+++/XpEmTlJWVpSVLlmjJkiUaN26cJOnZZ59VWVmZBg4cqDvvvFM///nPdfPNN6t79+5atmyZ3nvvPV155ZWSpOeff169evXSSSedJEm67777dN1116mwsFCff/65Xn/9dV177bWSpDlz5igvL0+nnnqqJGnKlCm6/PLLVVJSotWrV2fMGiFJM2bMYI1Qeq0RAwcO1CWXXBLMGvGbR3RV7GCpzruE78Voo+663fvvEuY14vjjj5fruqwRabhGDBw4UMcddxxrBN9HBLJGvLHgbzq+TrJc6ftZpUqecIyGnjo8ZWvEwIEDlZubyxrRiTVC4vuIdF0j+vfvr5ycnLReI/g+gjWio2tEcXGxBg0alJFrxNq1a9UZbhheZWVlbl1dnXvNNdfs9mPi8bg7d+5ct7S01M3NzW1/ZWVlBT5/V74OPfTQwGfgxcuPF63zMukVZO9DrO7u9Kwj3OlZR7g/i/YP/L8Fr8x/sb7zCvp1baRX+7o3LlKS0q9F77xMetE7L5Nemdz7tv21eDy+14/t8kuV/+M//kOu6+7xdfzxx+/we3r37q2XX35Zzz77rH73u9/t9Wts2rRJjY2N7a+Wlpau/tcI1MCBA4MeAfAFrcMkQfZ+Ifc2hM9Y3xG0mcmNanEdSdK5dqGKU3ihFb3DJPQOk9C7p8s3Dn/961/riCOO2ONr6dKl7R/fu3dvvf766/rrX/+qH//4x109TloaOnRo0CMAvqB1mCSo3o+y4hpoxyVJXzrN+sDdFMgcMAvrO4JWo4RedmolSTHL1j9HSlL2tegdJqF3mITePV3+V2/V1dWqru7YaYYDDzxQr7/+uj744ANdddVVcl23q8dJS47jBD0C4Atah0mC6n3704YVTrX4kxZ+YH1HGMxOVutMu0A9rIhOsfM0x6nRl25zl38deodJ6B0moXePJQXzM0Tv3r315ptvavXq1briiiuUTCbbf239+vW7/D3xeFwVFRUqLy9XU1OTX6MCAJCWDrG66b9iB0uS1rsturW1Unz7A8AkF9hFuixaKkla7GzSLxNrAp4IAIDgdWZ/rcsvVe6oc845R4cddpi++93vau3atVq3bl37y3TbnlAFZDpah0mC6H3704azktVsGsI3rO8Ii9ecWm10WyVJQ+weOsqKd/nXoHeYhN5hEnr3BLZx+L//+7+yLGuXL9Pl5OQEPQLgC1qHSfzu/SArW8fbuZKkardVbzv1vn59mI31HZ1m2cotO1ZFQ0Yot+xYyeqaH1Na5erZZFX725em4F6H9A6T0DtMQu+e1D1eDPvsk08+CXoEwBe0DpP43fuF9jenDV9I1ii5h48FuhrrOzqjYNAp6lc+XlkFpe3va6nboNUVU1W3dP5+f/75ToNGOkXqZ3fTIXaOTrRy9Z7buN+fdxt6h0noHSahd09gJw6xewsXLgx6BMAXtA6T+Nl7b2XpxLbThvVuQq87db59bUBifUfHFQw6RYdcfrdi+TueBIzlF+uQy+9WwaBT9vtruJL+tN2pw7HREkX2+7N+g95hEnqHSejdw8ZhCF1xxRVBjwD4gtZhEj97L48UyW679ceLyRq18Cxl+Iz1HR1i2epXPt77x2/drsiybEmuDho1vksuW17sbtYnjnfz915WlkbYBfv9Obehd5iE3mESevewcQgAQAYpVlTD7XxJ0mY3qbmcNgQQUrkDBiuroHS39zi3LFvZhaXKHTC4S77ejOSG9n++KFKsbHFvdQAA9oaNwxB67rnngh4B8AWtwyR+9f69SE9F234If9mp1RaepYwAsL6jI2J5RV36cXuzwt2q95wGSVKBFdUFdtd8XnqHSegdJqF3DxuHIdS3b9+gRwB8QeswiR+9FyiiM9pOG251Hb2SrEn51wR2hfUdHdHa0LE1qqMf1xFPJ6qUdL3bN3wvUqS8LrjbIb3DJPQOk9C7h43DEDrhhBOCHgHwBa3DJH70fkGkSFlt9wKb69RqE6cNERDWd3RE48olaqnbINfd9Vrluo6aazeoceWSLvua69Ta/sCoHCui70eK9/tz0jtMQu8wCb172DgEACAD9JCts+xCSVKL6+hFThsCCDvX0eqKqZKsnTYPvbctfTl7qrSbjcV9NTO5UVvbPud37QKVKtalnx8AgExiSenzqMV4PK6KigqVl5erqakp6HFSxrZtOQ6nRJD5aB0mSXXv/xwp1kVtJ2deTdZqWnJ9yr4WsDes7+iMgkGnqF/5eGUVlLa/r7l2g76cPVV1S+en5Gtuv2a+k2zQr5Nf7fPnoneYhN5hkkzuvTP7a5w4DKEbb7wx6BEAX9A6TJLK3nNk69y204YJ19ULyeqUfS2gI1jf0Rl1S+fr7/f+UMsfnajK6T/T8kcnasl9P0zZpqEkzUnWqMFNSJJOjuRpgNVtnz8XvcMk9A6T0LuHjcMQys/PD3oEwBe0DpOksvez7AJ1t7wb/M936rVRiZR9LaAjWN/Raa6jxsqPVLP4dTVWftTllyd/2xY5em67v2S5NFKyz5+L3mESeodJ6N3DxmEIffbZZ0GPAPiC1mGSVPWeJUsXRIokSY7rqoLThggB1nekg784tdrgtkiSBtndNdiK79PnoXeYhN5hEnr3sHEYQm+99VbQIwC+oHWYJFW9j7ALlG9FJUnvOY1ap9aUfB2gM1jfkQ6Skp5OVrW/fWmkVNY+fB56h0noHSahdw8bhyF0zTXXBD0C4Atah0lS0XtE0vfaThtK0vMOpw0RDqzvSBfvOo1a6WyVJB1sd9PJdl6nPwe9wyT0DpPQu4eNQwAA0tSpdr56WjFJ0gdOo750mwOeCADSiytpRnJD+9sXR4oV3adzhwAAZCY2DkNo9uzZQY8A+ILWYZKu7t2WNDrSs/3t57m3IUKE9R3pZKnbpL87myVJpVaWzrILOvX76R0moXeYhN49bByGUFFR0d4/CMgAtA6TdHXv/2Tn6QArS5K0xNmsFe7WLv38wP5gfUe62f7U4fcjPZXTiR+T6B0moXeYhN49bByG0PDhw4MeAfAFrcMkXdm7JWm0zWlDhBfrO9LNF26zFiTrJUm5VnSH+8fuDb3DJPQOk9C7h41DAADSzPFWD/W1syVJy50mLXObAp4IANLfM8mNSriuJOkCu0gFigQ8EQAAwbPk3RM4LcTjcVVUVKi8vFxNTZn7Q1JWVpZaWlqCHgNIOVqHSbqy959F+6vMzpEk/bL1Sy12N3fJ5wW6Cus70tXlkVKd33ba8C/JWv0uuX6vv4feYRJ6h0kyuffO7K9x4jCErrrqqqBHAHxB6zBJV/V+jNW9fdNwpbOVTUOEEus70tXzyWo1uUlJ0hl2gQ5U1l5/D73DJPQOk9C7h43DECouLg56BMAXtA6TdFXvF273JOVZ3NsQIcX6jnTVqKReSNZIkiKWpUuiJXv9PfQOk9A7TELvHjYOQ2jVqlVBjwD4gtZhkq7o/QgrR0fYcUnSGrdZf3Mb9/tzAqnA+o509pJTo1o3IUk6wc7VYVa3PX48vcMk9A6T0LuHjcMQevnll4MeAfAFrcMkXdH79qcNK5LV6XOTYhiH9R3prFmuZiY3tr/9g0jpHj+e3mESeodJ6N3DxmEIXX/99UGPAPiC1mGS/e29zOqmY+wekqQNbovecRq6YiwgJVjfke7edOr0ldssSTrSjmuo1X23H0vvMAm9wyT07mHjEACANDB6h9OGNXICnAUAMl1S0tOJqva3fxAplRXcOAAABIaNwxB65ZVXgh4B8AWtwyT703tfK0vfsXMlSTVuq95y6rtqLCAlWN+RCf7mbtJnzhZJ0kF2tk6z83f5cfQOk9A7TELvHjYOQyg7OzvoEQBf0DpMsj+9j7a/OW04J1mjBHc3RMixviNTzEhuaP/nf44UK7aLc4f0DpPQO0xC7x42DkPojDPOCHoEwBe0DpPsa+8HKKZ/svMkSQ1uQvOcuq4bCkgR1ndkin+4W/Shs0mS1NOK6Vy7cKePoXeYhN5hEnr3sHEIAECIlUd6yra8Ey4vJWvVzGlDAPDVn5Ib5Lje2js60lPd+REKAGAQS0qfn0Di8bgqKipUXl6upqamoMdJmR49emjTpk1BjwGkHK3DJPvSe5GiejB2iKKWpc1uUhNaV2gLj0VBGmB9R6a5LtJLp0cKJEmzk9WakfzmwSn0DpPQO0ySyb13Zn+Nvy4LoUsuuSToEQBf0DpMsi+9fy9SpGjbacNXnVo2DZE2WN+RaZ5NblSL663B59qF6qlo+6/RO0xC7zAJvXvYOAyh3r17Bz0C4Atah0k623ueIjrTLpAkbXUdvZysTcFUQGqwviPT1CihVxxvHc6ybP1zpLj91+gdJqF3mITePWwchtDatWuDHgHwBa3DJJ3t/YJIkbIs74/peU6dGpVMxVhASrC+IxNVJKu12fXW4lPtfB1keU/bpHeYhN5hEnr3sHEYQjNnzgx6BMAXtA6TdKb37rJ1dttpw1bX0QvJmhRNBaQG6zsy0WY5mpWsliTZlqWxkRJJ9A6z0DtMQu8eNg5DaMKECUGPAPiC1mGSzvR+rl2oHCsiSXrTqVedEqkaC0gJ1ndkqlecWlW7rZKk4+weOsLKoXcYhd5hEnr3sHEIAECIdJOt8yJFkqSk62o2pw0B4BuWrdyyY1U0ZIRyy46VLH9/nGmVq/9Lbmx/+9JIqeS6vs4AAICfonv/EPht3rx5QY8A+ILWYZKO9n6WXaAebacNFzgNqlJrKscCUoL1HalQMOgU9Ssfr6yC0vb3tdRt0OqKqapbOt+3Od5y6nWBU6SD7GwdZufoxede8e1rA0FjfYdJ6N3DicMQSiS4JA1moHWYpCO9x2TpgrbTho7rqqLtXlpAumF9R1crGHSKDrn8bsXyS3Z4fyy/WIdcfrcKBp3i2yyupD8lN7S/fdLaJkV8++pAsFjfYRJ697BxGELnnHNO0CMAvqB1mKQjvZ9h56vA8i4G+JvbqK/UkuqxgJRgfUeXsmz1Kx/v/aNl7fhLli3J1UGjxvt62fIid7OWOU2SpKJmV6e3PdAKyHSs7zAJvXvYOAQAIAQikr4X6dn+9vOcNgQASVLugMHKKijdadNwG8uylV1YqtwBg32da8Z2pw7HRIqVrV3PBwBAOmPjMIQeeeSRoEcAfEHrMMneej/FzleJFZMkfehs0hdusx9jASnB+o6uFMsr6tKP6yqfu1v1vtMoSSq0ojrf9vfrA0FgfYdJ6N3DxmEIjRw5MugRAF/QOkyyp94tSeXbnTactd0TO4F0xPqOrtTa0LGny3f047rS04kqOW0HDb8XKVIudztEhmN9h0no3cPGYQj169cv6BEAX9A6TLKn3k+yc9XbypIkfexs1mfuVr/GAlKC9R1dqXHlErXUbZDrOrv8ddd11Fy7QY0rl/g8mfS1WlQ3eIAkKW5F9P3t/hIIyESs7zAJvXvYOAyhqqqqoEcAfEHrMMnuerckjba5tyEyC+s7upTraHXFVEnWTpuH3tuWvpw9VdrNxmKq/eOIUm1t+9pn2YUqVSyQOQA/sL7DJPTusSS5QQ/RUfF4XBUVFSovL1dTU1PQ46RMTk6OtmzZEvQYQMrROkyyu96Ps3roJ7G+kqTPnC36j8QXfo8GdDnWd6RCwaBT1K98vLIKStvf11y7QV/Onqq6pfMDmysnJ0ffa+mu70eKJUkLkvWamvw6sHmAVGJ9h0kyuffO7K9x4jCEJk6cGPQIgC9oHSbZXe8X7vAkZe5tiMzA+o5UqFs6X3+/94da/uhEVU7/mZY/OlFL7vthoJuGktf7C8kaNboJSdLwSL4OtrIDnQlIFdZ3mITePWwcAgAQkEFWXIfaOZKkVc5WLXI3BzwRAISc66ix8iPVLH5djZUfBXZ58rdtkaM/b3eriR9ESvfw0QAApA82DkPo7bffDnoEwBe0DpPsqvcL2y5rk6RZDvc2ROZgfYdJtvU+16nTBrdFknSM3V2DrHiQYwEpwfoOk9C7h43DEGpoaAh6BMAXtA6TfLv3gVaOjrK9Hyq/cpv1vtMYxFhASrC+wyTbek/I1bPb3XLi0kiprKCGAlKE9R0moXcPG4chNHLkyKBHAHxB6zDJt3vf/t6GFcma9HlSGdABrO8wyfa9v+M0aJWzVZI0wO6mk+zcoMYCUoL1HSahdw8bhwAA+OxgK1tD7B6SpCq3VQuc+oAnAgB0BVfSjOSG9rfHRkoUCW4cAAD2GxuHIfT4448HPQLgC1qHSbbvffR2pw1nJ6uVDGIgIIVY32GSb/e+xG3SUsd72FWplaWz7MIgxgJSgvUdJqF3DxuHITRixIigRwB8Qeswybbe+yhL37G8S9dq3Va9yWlDZCDWd5hkV71vf+rw+5GeyuHHLmQI1neYhN49/AkWQoceemjQIwC+oHWYZFvv5ZGesi3vdvlzkrVq5e6GyECs7zDJrnpf6TbrnaR3U/08K6qRkSK/xwJSgvUdJqF3DxuHIVRbWxv0CIAvaB0mqa2tValiOtnOkyQ1ukn9xeH/A8hMrO8wye56fyZZpYTr/eXQBXaR8rnbITIA6ztMQu8eS0qfow7xeFwVFRUqLy9XU1NT0OOkTCQSUTLJHa+Q+WgdJolEIrpSxfpuxLvX1bOJKv3ZqQ54KiA1WN9hkj31fkWkVOe1nTacm6zVE8n1fo4GdDnWd5gkk3vvzP4aJw5D6I477gh6BMAXtA6T/HT8TTrNzpckNblJvcppQ2Qw1neYZE+9P5+s1hbX+6FzhF2gXor5NRaQEqzvMAm9e9g4BADAB8V/+1Qxy/tj9zWnVpvlBDwRACDVGpTUC8kaSVLEsjQ2WhLwRAAAdA4bhyH07rvvBj0C4AtahylyFVH+ohWSpGbX0YtJThsis7G+wyR76/1Fp0Z1bkKSdKKdp0Osbn6MBaQE6ztMQu8eNg5DaN26dUGPAPiC1mGK8yOFijreLYXnOXVqVGbeKwXYhvUdJtlb781y9VxyY/vb4yKlqR4JSBnWd5iE3j1sHIbQhRdeGPQIgC9oHSaIy9Y5tvdAlITrak7bJWtAJmN9h0k60vvrTp2+dlskSUfacQ2xuqd4KiA1WN9hEnr3sHEIAEAKnWMXKm5FJElvOfWqUSLgiQAAfktKejpR1f72DyIlsoIbBwCADmPjMISmTZsW9AiAL2gdmS5bls6PeKcNHbmqSFYHPBHgD9Z3mKSjvb/vNupzZ4skqZ/dTafYeSmcCkgN1neYhN49odg4zMrK0qJFi+S6ro499tigxwnciSeeGPQIgC9oHZnuu3aBcq2oJOnLPgXaoNaAJwL8wfoOk3Sm9xnJb04dXhwpUYxzh0gzrO8wCb17QrFx+Mtf/lJfffVV0GOExpFHHhn0CIAvaB2ZLCZLIyNF7W+3nnNCgNMA/mJ9h0k60/syt0mLnE2SpGIr1n4PXCBdsL7DJPTuCXzj8LzzztM555yjn/zkJ0GPEhqbN28OegTAF7SOTHaqna9CKyZJet9pVE1OJOCJAP+wvsMkne39T8kqOa4rSRod6anuwf9IBnQY6ztMQu8eS5Ib1BcvLS3VBx98oAsvvFAbN27UqlWrNGTIEH300Ue7/Ph4PK6KigqNGzdOW7ZsaX9/c3OzWlpa/BobAIA9siVNiZWp1MqSJN3VulIr3eZghwIAhMb1kd46LZIvSapIVutP213CDABAqm3bXysvL1dTU9MePzbq00y7NG3aND366KP64IMP1L9//w7/vrVr1yoa/Wb0efPmadq0aZozZ45uuOEGSdKrr76qaDSqM888U5L08MMPa8yYMerTp4++/vprPfPMM7rpppskSW+88Yaam5t17rnnSpIeffRRnXfeeTr44IO1ceNG/f73v9ekSZMkSQsWLFBNTY1GjRolSfrd736n0047TYcddpjq6+v1m9/8RpMnT5Ykvf/++1qzZo0uuugiSdIf/vAHDRs2TEcddZS2bNmiKVOmaPLkybJtW4sWLdKnn36qsWPH6rDDDtN//ud/6sgjj9SQIUOUSCT0i1/8Qrfeequ6deumjz/+WIsWLdJll10mSZo5c6b69++vYcOGSZLuueceTZgwQbm5uVq+fLkWLFigq6++WpI0a9YslZSU6OSTT5bkXSb+ox/9SEVFRaqsrNRrr72m6667TpL00ksvKR6P6/TTT5ckPfDAAxo3bpwOOOAArVmzRrNmzdL48eMlSXPnzpUknXXWWZKkqVOnavTo0erbt6/Wr1+v6dOn65ZbbpEkvfnmm2pqatL5558vSXrsscd09tlnq6ysTDU1Nfrtb3+r2267TZL0zjvvqKqqSqNHj5YkPfHEExo+fLgOP/xwNTY26uGHH9Zdd90lSVq4cKG++OILjRkzRpL01FNPaejQoTr66KO1detW/epXv9Ltt9+uaDSqxYsXa9myZbr00kslSU8//bQGDhyooUOHynEc3XvvvZo4caJycnL0ySefaOHChbriiiskSc8995z69u2rE07wLju89957deONNyo/P1+fffaZ3nrrLV1zzTWSpNmzZ6uoqEjDhw+XJN1///266qqrVFxcrFWrVunll1/W9ddfL0l65ZVXlJ2drTPOOEOS9NBDD+mSSy5R7969tXbtWs2cOVMTJkxobz6RSOicc86RJD3yyCMaOXKk+vXrp6qqKj355JOaOHGiJOntt99WQ0ODRo4cKUl6/PHHNWLECB166KGqra3VY489pjvuuEOS9O6772rdunXtj52fNm2aTjzxRB155JHavHmzHnzwQd15552yLEsffPCBKisrdfHFF0uSpk+frsGDB2vw4MFqaWnR/fffr0mTJikrK0tLlizRkiVLNG7cOEnSs88+q7KyMv3gBz/Qp59+qp///Oe6+eab1b17dy1btkzvvfeerrzySknS888/r169eumkk06SJN1333267rrrVFhYqM8//1yvv/66rr32WknSnDlzlJeXp1NPPVWSNGXKFF1++eUqKSnR6tWrM2aNkKQZM2awRii8a8RpsUKV/qNGkvR3Z7NGjr9Ww4YN04svvsga0Yk14vjjj5fruqwRabhGHHbYYXr44YdZI/g+wog14rDDDtO//uu/dmqNaD3tFDkvfyw76ei8SKEOv/EyJfLixqwREt9HpOsa0b9/f910002sEZ1YIyS+j0jXNaJnz5564oknMnKNWLt2rTrD7crXf/zHf7h7c/zxx7v/+q//6s6fP9+1bduV5Pbv3991Xdc99thjd/u54/G4O3fuXLe0tNTNzc1tf2VlZXXpv0PQr7vuuivwGXjx8uNF67wy8WVJ7i+iA9zpWUe407OOcI+wclyJ3nmZ9aJ3Xia99rX3cZGS9j8rro30CvzfgxevjrxY33mZ9Mrk3rftr8Xj8b1+bJefOPz1r3+tP/3pT3v8mFWrVumnP/2pTjrpJDU373jp1sKFC/XHP/6x/W8AdmXTpk17PUqZzj744IOgRwB8QevIRMdZPXSQnS1JWu406R+ud2sNeodJ6B0m2dfeK5LVGmEXqLsV0el2vl50arTW5fZLCDfWd5iE3j1dvnFYXV2t6urqvX7chAkT9NOf/rT97QMPPFCvvvqqxo4dq/fee6+rx0orlZWVQY8A+ILWkYlGR3q2//Os5Dd/HtI7TELvMMm+9r5JjiqS1bo0WirbsvSDSIl+lejcpWOA31jfYRJ69wT2CK8vv/xSH3/8cfvr008/lSStWLGi09daZ5pt93EAMh2tI9McbcV1qJ0jSVrlbNVi95snsdE7TELvMMn+9P6yU6tqt1WSdLydq8OtnK4aC0gJ1neYhN49gW0cAgCQaXY4bejs/fQ9AMBsrXI1M7mx/e1LIyUBTgMAwM5Cs3H4xRdfyLIsffTRR0GPErjp06cHPQLgC1pHJjnU6qZBdndJ0tdui953Gnf4dXqHSegdJtnf3t9y6rXG8e77PtCOa5jVoyvGAlKC9R0moXdPaDYO8Y3BgwcHPQLgC1pHJinf7rRhRbJa7rd+nd5hEnqHSfa3d0fSn5JV7W//IFrCD2kILdZ3mITePfyZFELECVPQOjLFQVa2htm5kqRqt1XznfqdPobeYRJ6h0m6ovcP3U1a7jRJkg60snW6nb/fnxNIBdZ3mITePWwchlBLS0vQIwC+oHVkinK7qP2fX0jWKLmLj6F3mITeYZKu6n36dqcO/zlSrGxZXfJ5ga7E+g6T0LvHkna6miq04vG4KioqVF5erqampqDHAQBApYppSqxMtmWpwU1oQusKtaTPH60AgBC5JdpH32k7wf50oooHbQEAUqIz+2ucOAyhSZMmBT0C4AtaRyYYFSmSbXmnQl5K1u5205DeYRJ6h0m6svenE1VyXO/PkVGRIuUq0mWfG+gKrO8wCb172DgMoaysrKBHAHxB60h3hYrqtLb7UDW5Sb3m1O72Y/e7d8tWbtmxKhoyQrllx0oWf4QjvFjfYZKu7P0rteiNtvvkxq2IRm/34C0gDFjfYRJ690SDHgA7W7JkSdAjAL6gdaS7CyJFirVt4L3m1KpJzm4/dn96Lxh0ivqVj1dWQWn7+1rqNmh1xVTVLZ2/z58XSBXWd5ikq3ufmdyo4Xaesi1b59iFeiVZqyq1dunXAPYV6ztMQu8ejiuEEHHCFLSOdNZDtr5rF0iSWlxHLyV3f9pQ2vfeCwadokMuv1ux/JId3h/LL9Yhl9+tgkGn7NPnBVKJ9R0m6erea5XQy06NJClqWfrnSHGXfn5gf7C+wyT07mHjMITGjRsX9AiAL2gd6ezcSJG6tZ02nOfUqWGXz1L+xj71btnqVz7e+0drx6drWpYtydVBo8Zz2TJCh/UdJklF77OTNWp0vT9Xhtt56m9ld/nXAPYF6ztMQu8eftIAAKCTusnWeXahJCnhupqTrEnJ18kdMFhZBaU7bRpuY1m2sgtLlTtgcEq+PgAgGE1y9HxyoyTJtiz9IFKyl98BAEBqsHEYQs8++2zQIwC+oHWkq7PsAnW3vCddznfqVa3EXn/PvvQeyyvq0o8D/ML6DpOkqvfXnDpVud69DY+1e+hoK56SrwN0Bus7TELvHjYOQ6isrCzoEQBf0DrSUUyWLoh4G3WO62r2ttOGe3nq8b703trQsZOMHf04wC+s7zBJqnpPyNWzyar2ty+NlGjX588B/7C+wyT07mHjMISOP/74oEcAfEHrSEen2/kqsKKSpPedRn2tFhUMOkXHTP6jDr9+isrG/VSHXz9Fx0z+4w4PLtmX3htXLlFL3Qa57q6f1uy6jpprN6hxJTduRriwvsMkqex9gdOgVc5WSVKZnaMT7dyUfS2gI1jfYRJ697BxGEKu6wY9AuALWke6iUj6XuSby4JnOdUdfurxPvXuOlpdMVWStdPmofe2pS9nT5V2s7EIBIX1HSZJZe+upD9td+rwkkiJIin7asDesb7DJPTuseT9eZQW4vG4KioqVF5erqampqDHAQAY5hQ7TzdGD5QkLXY26ZfJr3TM5D8qll+yyweYuK6jlrqNWnLfD/drc69g0CnqVz5eWQWl7e9rrt2gL2dPVd3S+fv8eQEA6eGu6EE62u4uSfp9Yp1ec+qCHQgAkNY6s7/GicMQuvnmm4MeAfAFrSOdWJLKIz3b356VrO74U4/Ljtmv3uuWztff7/2hlj86UZXTf6blj07Ukvt+yKYhQov1HSbxo/cZ2506vChSrG78GIeAsL7DJPTuiQY9AHbWvXv3oEcAfEHrSCfHWz3U18qWJC1zmrTc3aKiDj7N+JDL/kOb9MX+DeA6aqz8aP8+B+AT1neYxI/eK92t+muyQf8UyVO+FdXISJFmJjem/OsC38b6DpPQu4e/qgqhZcuWBT0C4AtaRzoZ/a3ThlLHn2YciedqcXzQDg9LATIZ6ztM4lfvzySrlGi739ZIu0h53O0QAWB9h0no3cPGYQi99957QY8A+ILWkS4GWXEdYudIklY6W/V3d7OkvT/1eBvLsuTK1UGjxksWf/Qi87G+wyR+9b5erZrXdm/DbpatiyLFvnxdYHus7zAJvXv46SWErrzyyqBHAHxB60gXuzptKGmPTz3+tvb7HQ4YnKIpgfBgfYdJ/Oz9ueRGbW378+ZMu0C9FPPtawMS6zvMQu8eNg4BANiDw6yc9idZfuU2629u4w6/Xrd0vlY8ebeSTY27+u07iXXwvogAAHxbg5Ka43i3yYhali6OlAQ8EQAg07FxGELPP/980CMAvqB1pIPtTxtWJGvk7uJj6pbO14qn/rNDn6+j90UE0hnrO0zid+9zkjWqdxOSpH+K5KnM6ubr14fZWN9hEnr3sHEYQr169Qp6BMAXtI6w62dl6zi7hySpym3VAqd+tx/bWPn3Pd/v0HXVXLtBjSuXpGJUIFRY32ESv3vfKkfPbfdE5Us5dQgfsb7DJPTuYeMwhE466aSgRwB8QesIu3L7m9OGc5LVSu7pg/dwv8Ntb385e6q0l3shApmA9R0mCaL3eU6d1rktkqSj7e46xuru+wwwE+s7TELvHjYOAQDYhV6K6SQ7V5JU7yb0+h5OG26z7X6HrfUbd3h/S91GDWlaqrql81MyKwDALElJTyer2t++NFIiK7hxAAAZzJJ2ebumUIrH46qoqFB5ebmampqCHidlIpGIksk9nmsBMgKtI8x+FOmlMyMFkqQZiQ2a7XTi3oSWrdwBgxXLK1JrQ40aVy5RxLboHcZgfYdJgurdkvSf0f46xM6RJP0m8ZXmOw2+zwGzsL7DJJnce2f21zhxGELXXXdd0CMAvqB1hFWRojrNzpckbXaTmuvUde4TuI4aKz9SzeLX1Vj5keQ69A6j0DtMElTvrqQZ2506vDhSohjnDpFirO8wCb172DgMocLCwqBHAHxB6wirCyJFilreD1+vOrXaov2/LyG9wyT0DpME2fsnbpMWO5skSSVWTGfbBYHNAjOwvsMk9O5h4zCEPv/886BHAHxB6wijXEV0ZtsPXs2uo5eTtV3yeekdJqF3mCTo3v+UrJLjenefGh0pVpwf8ZBCQfcO+InePfypEkKvv/560CMAvqB1hNF5kUJ1s7w/Huc5dWrc87OUO4zeYRJ6h0mC7n2126wFbfc2zLUiGhUpCnQeZLagewf8RO8eNg5D6Nprrw16BMAXtI6wyZGtc2zvkoSE62pOshMPRNkLeodJ6B0mCUPvzyY3qtX1bqtxnl2kQkUDngiZKgy9A36hdw8bhwAAtDnLLlB3KyJJetupV40SAU8EAMDebVSrXmt7kFe2ZWtMpDjYgQAAGYONwxCaM2dO0CMAvqB1hElMli5ou7zLcV3NTlZ36eend5iE3mGSsPQ+K1mtJte7vcYZdr4OVFbAEyEThaV3wA/07mHjMITy8vKCHgHwBa0jTEbY+cq3vEu73nMatU6tXfr56R0moXeYJCy9Nyqpira/9LItSz+IlgQ8ETJRWHoH/EDvHjYOQ+jUU08NegTAF7SOsIhI+l6kZ/vbs5yuPW0o0TvMQu8wSZh6f9mpVa3r/cXXMDtXA62cgCdCpglT70Cq0buHjUMAgPGG2/kqtmKSpA+dTVrtNgc8EQAAndciV/+X3Nj+9qURTh0CAPaPJckNeoiOisfjqqioUHl5uZqamoIeJ2VycnK0ZcuWoMcAUo7WEQaWpPtjA3SglS1J+o/WL/SZ2/Vd0jtMQu8wSdh6tyX9IjZAfdr+XPtV6xp94G4KdihkjLD1DqRSJvfemf01ThyG0OWXXx70CIAvaB1h8B0rt33T8BOnKSWbhhK9wyz0DpOErXdH0tOJqva3x0ZL+KEPXSZsvQOpRO8e/gwJoZISLimAGWgdYTB6+3sbbnd5V1ejd5iE3mGSMPa+0N2k5Y53gqSvla3T7PyAJ0KmCGPvQKrQu4eNwxBavXp10CMAvqB1BG2QFdcAu5skaaWzVUvc1N0Gg95hEnqHScLa+5+S35w6/OdIsbJkBTgNMkVYewdSgd49bByG0Jw5c4IeAfAFrSNo5dudNqxIdv2TlLdH7zAJvcMkYe19ubtFC51GSVKRFdO5dmHAEyEThLV3IBXo3cPGYQjdcMMNQY8A+ILWEaQBVjcNsrtLkta5LXrfbUzp16N3mITeYZIw9/50okqO6z0LszzSUz348Q/7Kcy9A12N3j38yQEAMFJ5pKj9n19IVssNcBYAAFJhrVr0plMvSepuRTQ6UhzwRACAdMPGYQi9+uqrQY8A+ILWEZReiuk7Vq4kqdZN6G2nIeVfk95hEnqHScLe+8zkRrW4jiTpHLtAxYoGPBHSWdh7B7oSvXvYOAyhaJQ/zGEGWkdQvhfpKdvybhL/crJGrT6cN6R3mITeYZKw916jhF52aiVJMcvWP0d4Sij2Xdh7B7oSvXvYOAyhM888M+gRAF/QOoJQoIhOtfMkSU1uUnOdOl++Lr3DJPQOk6RD77OT1drkJiVJp9h56mdlBzwR0lU69A50FXr3sHEIADDKeZEixSzvj7+5Tp22yAl4IgAAUmuzHD2frJYk2ZalH3DqEADQQZaUPveDj8fjqqioUHl5uZqamoIeJ2Vyc3PV2Jjap3sCYUDr8FuObP1P7BDFrYhaXUc3ta5QnZK+fG16h0noHSZJl95jsvSrWJmKrZgk6Wetq/WJm7k/UyE10qV3oCtkcu+d2V/jxGEIjRkzJugRAF/QOvx2ll2guBWRJL3l1Pu2aSjRO8xC7zBJuvTeKlfPJqva376UU4fYB+nSO9AV6N3DxmEI9enTJ+gRAF/QOvwUk6XzI0WSJMd1NSdZ4+vXp3eYhN5hknTqfb7ToNXOVknSIXaOTrRyA54I6Sadegf2F7172DgMoa+//jroEQBf0Dr8dKqdpwLLezLa+06j1qnV169P7zAJvcMk6dS7K+lP2506HBstUSS4cZCG0ql3YH/Ru4eNwxB65plngh4B8AWtwy+WpO9Fera/Pdup9n0GeodJ6B0mSbfeF7ub9Ynj3c+ql5WlEXZBsAMhraRb78D+oHcPG4chdNNNNwU9AuALWodfTrBy1cvKkiQtdTZrpdvs+wz0DpPQO0ySjr3PSG5o/+eLIsXKlhXgNEgn6dg7sK/o3cPGIQAg45Vvd9qwIun/aUMAAMJkhbtV7zkNkqQCK6oL7KKAJwIAhBUbhyH0xhtvBD0C4Atahx8GWXENsLtJklY6W7XUbQpkDnqHSegdJknX3p9OVCnpupKk70WKlMfdDtEB6do7sC/o3cPGYQg1N/t/CR0QBFqHH8Jy2pDeYRJ6h0nStfd1atU8p06SlGNF9P1IcbADIS2ka+/AvqB3DxuHIXTuuecGPQLgC1pHqg2wsjXI7i5JWue26H23MbBZ6B0moXeYJJ17fy65UVtdR5L0XbtApYoFPBHCLp17BzqL3j1sHAIAMtYo+5vThi8ka+QGOAsAAGFTr6RedGokSVHL0iWRkoAnAgCEjSWlz89R8XhcFRUVKi8vV1NTMPeo8kPPnj1VXc3N+5H5aB2p1Esx/XesTLZlqc5N6KbWFWoN8I88eodJ6B0mSffec2RrSqxM+VZUknRX6yqtdLcGPBXCKt17Bzojk3vvzP4aJw5D6Lzzzgt6BMAXtI5UGhkpkm1ZkqSXkjWBbhpK9A6z0DtMku69b5GjP293D+BLOXWIPUj33oHOoHcPG4chdPDBBwc9AuALWkeqFCii0+x8SVKTm9Tctpu/B4neYRJ6h0kyofe/OLVa77ZIkgbZ3TXYigc8EcIqE3oHOorePWwchtDGjRuDHgHwBa0jVc6LFClmeX/EzXXqtEVOwBPRO8xC7zBJJvSelPRMsqr97UsjpbKCGwchlgm9Ax1F7x7ucRhCWVlZamlpCXoMIOVoHamQI1v/EztEcSuiVtfRTa0rVKdk0GPRO4xC7zBJpvRuSfpZ9GANsLtJkqYmvtICpyHYoRA6mdI70BGZ3Dv3OExzkyZNCnoEwBe0jlQ4yy5Q3IpIkt52GkKxaSjRO8xC7zBJpvTuSpqR3ND+9sWRYkU5d4hvyZTegY6gd0/gG4cXXHCB3n33XTU1NamqqkozZ84MeiQAQJqKydJ5kSJJkuO6eiGZmU9BAwAgFZa6Tfq7s0mSVGpl6Sy7INiBAACBiwb5xS+66CI9/vjjuvPOOzVv3jxZlqXBgwcHOVIoLFiwIOgRAF/QOrraqXaeCi3vj7a/uY1ap9aAJ/oGvcMk9A6TZFrvM5JVOsbuIUn6fqSn3nTqQ3GvYIRDpvUO7Am9ewLbOIxEInrooYc0adIkPfHEE+3v//TTT4MaKTRqamqCHgHwBa2jK1mSvhfp2f52RTJcfdE7TELvMEmm9f6F26wFyXoNj+Qr14rqe5EiPZvkAQHwZFrvwJ7QuyewS5WPO+449e3bV47j6MMPP9RXX32lF198UUcdddRef2+PHj2Um5vb/srKyvJhYv+MGjUq6BEAX9A6utIJVq56Wd6fB0udzVrpbg14oh3RO0xC7zBJJvb+THKjEq73DM0L7CIVBHuhGkIkE3sHdofePYH9CVBWViZJuvvuuzVx4kStWrVKt956q958800NHDhQtbW1u/29a9euVTT6zejz5s3TtGnTNGfOHN1www2SpFdffVXRaFRnnnmmJOnhhx/WmDFj1KdPH3399dd65pn/f3t3Hl1Vfe///7n3yUBOCCEhAVQGoYIiWqXgUFFRK4NFQisVxJ/zUBz6RYsXB+i99LZXcag4LCdqHaoucCgWgggKDmgR5IJQUbiKRVAQMCQhhAwk5+z9+2NjhIJAIDmffc7n9Vjrs1ZOTMIbfbpz8sk+e7/MTTfdBMC7777Ljh07GDhwIABPPPEEgwYN4sgjj2TLli0888wzDRfFXLBgAWVlZQ0BPfXUU5x55pl069aNiooKHnvsMe644w4AFi9ezPr167ngggsAeO655+jTpw/HHnssNTU1TJo0iTvuuAPXdVm2bBmff/45I0aMoHv37nTt2pUePXpw4oknEovFuOeee7jlllto0aIFn376KcuWLeOSSy4BYNq0aXTu3Jk+ffoAcOeddzJ69GhycnL47LPPWLBgAVdddRUAM2bMoLCwkNNOOw2Ae++9l2uuuYb8/HzWrFnD3LlzGTVqFACzZ88mGo3Sr18/AB544AEuvvhi2rVrx/r165kxYwY33ngjAPPmzQPg3HPPBeDRRx9l6NChdOjQgc2bNzNlyhR++9vfAjB//nyqq6s577zzAJg8eTL9+/ena9eulJWV8Ze//IVbb70VgA8++ICSkhKGDh0KwNNPP03fvn05+uijqays5OGHH2b8+PEALFmyhHXr1jFs2DAAXnjhBXr16kXPnj2pra3l/vvv57bbbiMtLY3ly5ezatUqRo4cCcBLL71E9+7d6dWrF57nMXHiRMaMGUNWVhYrV65kyZIlXHbZZQC8+uqrdOjQgZNPPhmAiRMncsMNN5Cbm8vq1at57733uPrqqwGYOXMm+fn59O3bF4D77ruPK6+8koKCAtauXcucOXO47rrrAHjjjTfIzMzkrLPOAuChhx5i+PDhHHbYYWzYsIFp06YxevTohuZjsRgDBgwA4PHHH2fw4MF06tSJkpISnn/+ecaMGQPA+++/z7Zt2xg8eDAATz75JGeffTZHHXUU5eXlTJ48mdtvvx2ARYsWsWnTJn7xi18A8Oyzz3LKKafQo0cPqqqqePDBBxk3bhyO47B06VLWrFnDhRdeCMCUKVM4/vjjOf7446mrq+O+++5j7NixZGRksGLFClasWMHFF18MwCuvvELXrl3p3r0748aN46677uLmm28mOzubVatW8eGHH3LFFVcAMH36dNq3b8+pp54KwN13382oUaPIy8vjiy++4J133uHaa68FYNasWbRq1YozzjgDgEmTJnHppZdSWFjIV199lTLHCICpU6fqGMEux4iiIro+/zZs3gpAyxEDGd0mGqpjRPfu3Rk+fLiOEY04RvTu3Rvf93WMSMJjRPfu3fnJT34SnmOEnkfoGNGMx4ju3buTk5OTcseIisO70WbpF2Q6LjcdeSKx/29gkx0jIGTPI3SMOOBjROfOncnKytIxohHHCNDziGQ9RhQUFHDcccel5DFiw4YNNIbflGvChAn+/vTu3dsfOXKk7/u+f+211zZ8bkZGhv/tt9/6v/71r/f6taPRqD9v3jy/bdu2fk5OTsPKyMho0r+D6dW+fXvjM2hpJWKpda2mWsc5UX9KxjH+lIxj/DvTjjQ+z96Weteyaal3LZtWqvaeQ8T/S3o3f0rGMf7z6Uf7h5NaP3NpHdxK1d61tPa2Urn37/bXotHofj+2yV+q/Mgjj3DMMcfsc33yySds3LgRgJUrVzZ8bl1dHWvWrKFTp077/DO2b99OZWVlw6qrq2vqv4ZRZ555pukRRBJCrUtTGbLrtQ29cN5JWb2LTdS72CRVe68kzsyd1wuOOA7D0woNTyRhkKq9i+yNeg80+UuVS0tLKS3d/w9tS5cupba2lqOPPrrhTjVpaWkceeSRrFu3rqnHSirdunUzPYJIQqh1aQpdnEyOd7MB2OTXsdirNDzR3ql3sYl6F5ukcu9zvDIG+HnkOWmc7ObQzWnB6pBdQ1gSK5V7F/l36j1g7OYolZWVPPHEE/z3f/83/fv3p3v37jz++ONAcE0Cm1VUVJgeQSQh1Lo0hSHu92cbvhYvwzc4y76od7GJehebpHLvO/CZtssdlS+KtDU4jYRBKvcu8u/Ue8ABcz9jpaWlMXHiRC699FKysrL48MMPufnmm3d7+fKuotEoxcXFFBUVUV1dneBpE8d1XTzPMz2GSLNT63Ko2pPOn9K74joOW/0YN9X/i/qQbh2qd7GJehebpHrvLnBvehcOdzIB+FP9ej7yt5sdSoxJ9d5FdpXKvTdmf83YGYcAsViMsWPH0r59e3JzcxkwYMAPbhra5Lu7IImkOrUuh2pwJB/XcQCYHS8L7aYhqHexi3oXm6R67x7wUqyk4fFFkUIcc+OIYaneu8iu1HvA6MahiIjIwWpNhDPdXACq/ThveVvNDiQiIpKi/tffzmqvBoAObmbD918REUl92jgMocWLF5seQSQh1LocikGRfNKd4NvYPG8r1YT7ZQTqXWyi3sUmtvQ+Nf5tw9u/ihSQrvMOrWRL7yKg3r+jjcMQWr9+vekRRBJCrcvBysLlXLc1APW+x5x4mdmBDoB6F5uod7GJLb3/n1/DR15wbcM2TjoD3TzDE4kJtvQuAur9O9o4DKELLrjA9AgiCaHW5WD9zG1N1IkA8L63ja3EDU+0f+pdbKLexSY29f5i/Fs8P7ie8NBIG7L146R1bOpdRL0HdKQXEZGkko7DeZF8ADzf57V4qeGJRERE7LDer+M9rwKAbCfC0EgbwxOJiEhz08ZhCD333HOmRxBJCLUuB+N0txV5ThoA/+tXsol6wxMdGPUuNlHvYhPbev9bfAt1fnBd4QFuHm1IMzyRJJJtvYvd1HtAG4ch1KdPH9MjiCSEWpfGcoAhu5zdMDMJrm34HfUuNlHvYhPbei8jxhteOQAZjsuvIgWGJ5JEsq13sZt6D2jjMISOPfZY0yOIJIRal8Y6ycmhvZMBwCdeFWv8WsMTHTj1LjZR72ITG3svjpdS5QfXFz7DzaWjk2l4IkkUG3sXe6n3gDYOQ6impsb0CCIJodalsYp2XtsQYGaSXdtQvYtN1LvYxMbeq/CYsfP7sOs4jIgUGp5IEsXG3sVe6j3gAL7pIQ5UNBqluLiYoqIiqqurTY8jIiIJ1NOJMj69EwBferWMj601O5CIiIjF0nGYlN6VNk46AH+oX8f/+fohW0QkGTRmf01nHIbQHXfcYXoEkYRQ69IYu13b0Euusw1BvYtd1LvYxNbe6/H5W3xLw+ORkbYGp5FEsbV3sZN6D2jjMIRcV/9ZxA5qXQ5UFyeTH7vZAGzy61jsVRqeqPHUu9hEvYtNbO79Pa+Cr70dAHRzszjJyTE8kTQ3m3sX+6j3gP4thNCyZctMjyCSEGpdDtT57vdnG86Kl+EZnOVgqXexiXoXm9jcuw+8GP+24fGItAIi5saRBLC5d7GPeg9o4zCEPv/8c9MjiCSEWpcD0Y50TnGDMxi2+jHe8yoMT3Rw1LvYRL2LTWzvfZlfxSovuD7W4U4m/dzWZgeSZmV772IX9R7QxmEIjRgxwvQIIgmh1uVADI7k4zoOAHPiZdQnzz29dqPexSbqXWyi3mHqLmcdDosUkIljcBppTupdbKLeA9o4FBGR0MolwpluLgDVfpx53lazA4mIiMgevvBrG64/nOekcZ6bb3giERFpKto4DKGpU6eaHkEkIdS67M+gSD4ZTvCt6i1vK9VJeXXDgHoXm6h3sYl6D7wUKyHuB68KOD+ST46udpiS1LvYRL0HtHEYQj169DA9gkhCqHXZlyxc+u+8TlK97zE7Xm52oEOk3sUm6l1sot4DG6njnZ2vDIg6EX4ZabPvT5CkpN7FJuo9oI3DEDrxxBNNjyCSEGpd9uVnbmuiTnC2wvveNrYSMzzRoVHvYhP1LjZR7997Nb6FWj94dcC5bh5tSTc8kTQ19S42Ue8BbRyGUCyW3D8cixwotS4/JB2H8yLB9ZE83+e1eKnhiQ6dehebqHexiXr/3lbizPbKAEhzHC6MFBieSJqaehebqPeAA8lze8poNEpxcTFFRUVUV1ebHkdERJrJ2W4u16YdBsCH3jYein1jeCIRERE5EFm4PJjelRwnDYBx9V+y1t9heCoREdlVY/bXdMZhCN1yyy2mRxBJCLUue+MA5+9yXaSZ8TJzwzQh9S42Ue9iE/W+uxo8/r7LKwUuirQ1OI00NfUuNlHvAW0chlCLFi1MjyCSEGpd9qaPk8NhTgYAn3pVrPFrDU/UNNS72ES9i03U+57meVv51q8D4MduNsc5UcMTSVNR72IT9R7QxmEIffrpp6ZHEEkItS57U7Tz2oYAxSlwbcPvqHexiXoXm6j3PcXweTm+peHxyEhbHIPzSNNR72IT9R7QxmEILVu2zPQIIgmh1uXfHetE+ZGbBcCXXi0r/NS5nq16F5uod7GJet+7hd421nrBqwa6uC041c0xPJE0BfUuNlHvAW0chtAll1xiegSRhFDr8u+Kdr22oZc6ZxuCehe7qHexiXrfOx+YGv+24fGISCERc+NIE1HvYhP1HtDGoYiIhMKRTiY/drMB2OzXsdirNDyRiIiIHIoVfjUrvCoA2joZnOvmGZ5IREQaSxuHITRt2jTTI4gkhFqXXQ1xvz/bcFa8DM/gLM1BvYtN1LvYRL3v24u7nHX4y0gbsvQjaFJT72IT9R7QUTuEOnfubHoEkYRQ6/KdtqRzys5rH1X4MeZ7FYYnanrqXWyi3sUm6n3fvvR38EF8GwCtnDQG73ITNEk+6l1sot4D2jgMoT59+pgeQSQh1Lp85/xIPq4T3G9xTrycenzDEzU99S42Ue9iE/W+fy/HS4j5wff2n7v5tNbVDpOWehebqPeANg5FRMSoXCKc6eYCUO3HmeuVG55IREREmtK31DNv5/f3Fo7LBZECwxOJiMiBciB5TuuIRqMUFxdTVFREdXW16XFERKQJjIgUMHTnDxCvxUuZEi8xPJGIiIg0tVZEeCC9K1lOhLjvM7Z+DZuoNz2WiIiVGrO/pjMOQ2j06NGmRxBJCLUuWbgNd1is9z1ej6fu2YbqXWyi3sUm6v3AbCPOa/EyACKOw4i0QsMTycFQ72IT9R7QxmEI5eTkmB5BJCHUuvzMbU22E1zn6B/eNrYSMzxR81HvYhP1LjZR7wfuda+MrX7wvf4UtxVHOS0MTySNpd7FJuo9oI3DEPrss89MjyCSEGrdbmk4nBcJzjb0fL/hLIRUpd7FJupdbKLeD9wOfF6Nb2l4PDLS1uA0cjDUu9hEvQe0cRhCCxYsMD2CSEKodbud7rYiz0kHYIm/nY3UGZ6oeal3sYl6F5uo98Z5x9vKRj/4nt/DjXKik214ImkM9S42Ue8BbRyG0FVXXWV6BJGEUOv2coDzI/kNj2fGS80NkyDqXWyi3sUm6r1x4sBLse9vhHZRpBDH3DjSSOpdbKLeA9o4FBGRhOvj5HC4kwnAp14V//JrDU8kIiIiibLYr+QLrwaATm4LTndbGZ5IRER+iDYOQ2jGjBmmRxBJCLVur6LdzjZM7Wsbfke9i03Uu9hEvR+cKfFvG96+MFJIus47TArqXWyi3gPaOAyhwsJC0yOIJIRat9OxTpQfuVkArPVq+divMjxRYqh3sYl6F5uo94Pzf34Ny7ztABQ46Qxw8wxPJAdCvYtN1HtAG4chdNppp5keQSQh1Lqddjvb0Ev9axt+R72LTdS72ES9H7wX4yV4vg/A0EgbsvXjaeipd7GJeg/oyCwiIglzpJPJj92WAHzr1/GhV2l4IhERETHla38H73vbAGjpRBgSaWN4IhER+XcO4Jse4kBFo1GKi4spKiqiurra9DjNJj09nfr6etNjiDQ7tW6f/xc5nJ9GggugPx3bxDxvq9mBEki9i03Uu9hEvR+aNqRxf3pXMhyXOt9jTP0ayoiZHkt+gHoXm6Ry743ZX9MZhyF0zTXXmB5BJCHUul3aks4pbg4AFX6M+V6F4YkSS72LTdS72ES9H5pSYrzplQOQ4bgMixQYnkj2Rb2LTdR7QBuHIZSfn7//DxJJAWrdLudH8nGd4I6Jc+Ll1CfPCe9NQr2LTdS72ES9H7rieClVfhyAfm4uRzgZhieSH6LexSbqPaCNwxBas2aN6RFEEkKt26MVEc50cwGo8ePM23lmgU3Uu9hEvYtN1Puh245HcTy4YZrrOFwU0Z1Mw0q9i03Ue0AbhyE0d+5c0yOIJIRat8d5kTwynOBbzlveVqrwDE+UeOpdbKLexSbqvWnM8cop9YNrifV2czjayTI8keyNehebqPeANg5DaNSoUaZHEEkItW6HLFzOdfMAiPk+s+P2nW0I6l3sot7FJuq9adTjMy2+peHxSJ11GErqXWyi3gPaOBQRkWb1M7c12U4EgPe9Csp1p0QRERHZi/e8CtZ7OwDo7kbp47Q0PJGIiGjjMIRmz55tegSRhFDrqS8Nh/MiwdmGnu8zK15meCJz1LvYRL2LTdR70/GAF+MlDY8vSivUD6who97FJuo9oONwCEWjUdMjiCSEWk99p7utyHPSAVjib+cb6gxPZI56F5uod7GJem9aH/nb+cyrBuBwJ5N+O2+uJuGg3sUm6j2gjcMQ6tevn+kRRBJCrac2Bzg/kt/weObOuyXaSr2LTdS72ES9N70pu5x1+KtIAZk4BqeRXal3sYl6D2jjUEREmkUfpyWHO5kAfOpV8S+/1vBEIiIikgxW+zX8r1cJQJ6TziA3fz+fISIizcUBfNNDHKhoNEpxcTFFRUVUV1ebHqfZRKPRlP77iXxHrae2P6Z15kduFgB313/Nx36V4YnMUu9iE/UuNlHvzeNwMrg3vQuu41Dtx/lt/RoqiZsey3rqXWySyr03Zn9NZxyG0MUXX2x6BJGEUOup61gn2rBpuNartX7TENS72EW9i03Ue/P4hjre9SoAiDoRhkbaGJ5IQL2LXdR7QBuHIdSuXTvTI4gkhFpPXUW7XtvQs/vaht9R72IT9S42Ue/NZ1p8Czt8D4ABbh6FpBueSNS72ES9B7RxGELr1683PYJIQqj11NTZyeTHbksAvvXr+HDnNYpsp97FJupdbKLem085MeZ4ZQCkOQ6/ihQYnkjUu9hEvQe0cRhCM2bMMD2CSEKo9dQ0xP3+pUSvxcvwDM4SJupdbKLexSbqvXkVx8uo9INrG/Z1W9F5543XxAz1LjZR7wFtHIbQjTfeaHoEkYRQ66mnLemc6uYAUOHHmL/z2kSi3sUu6l1sot6bVw0e0+NbAHAdh4sihYYnspt6F5uo94A2DkVEpMkMjuTjOg4Ac+Ll1OMbnkhERESS3VxvKyV+PQAnuC3p6UQNTyQiYg9tHIbQvHnzTI8gkhBqPbW0IkI/NxeAGj/OPK/c8EThot7FJupdbKLem18Mn5fjJQ2PR0YKcQzOYzP1LjZR7wFtHIqISJMYFMkjwwm+rbzlbaVKVzcUERGRJvKBt421Xi0AXd0sTtl5aRQREWle2jgMoXPPPdf0CCIJodZTRxYu/d08AGK+z+y4zjb8d+pdbKLexSbqPTF84MVdzjocHikkYm4ca6l3sYl6D2jjUEREDtk5bmuyneDp+/teBeXEDE8kIiIiqeZjv4pPvCoA2jsZ/MxtbXYgERELGN047NatG9OnT6ekpISKigr+8Y9/cNZZZ5kcKRQeffRR0yOIJIRaTw1pOJwXCc429HyfWfEywxOFk3oXm6h3sYl6T6xdzzr8ZaSAFjoXJqHUu9hEvQeMHmVnzZpFWloa55xzDr1792b58uW89tprtGvXzuRYxg0dOtT0CCIJodZTw+luK/KddACW+Nv5hjrDE4WTehebqHexiXpPrDV+LQvj2wDIddIYHMk3PJFd1LvYRL0HjG0ctmnThm7dunH33XezYsUKvvjiC26//Xays7Pp2bOnqbFCoUOHDqZHEEkItZ78HOD8XZ6wz4yXmhsm5NS72ES9i03Ue+K9HC8h5vsADHbzydXVDhNGvYtN1HvA2MZhaWkpK1eu5LLLLiMajRKJRBg1ahSbNm1i6dKl+/zcli1bkpOT07AyMjISNHVibN682fQIIgmh1pNfH6clhzuZAKz0qvmXX2t4ovBS72IT9S42Ue+Jt5l63va2AtDCcfllpMDsQBZR72IT9R5IM/mH9+/fnxkzZlBZWYnneWzevJlBgwZRUVGxz8/bsGEDaWnfj/7222/z7LPPMmvWLK6//noA3nzzzYaXQQM8/PDDDBs2jCOOOIKNGzfy8ssvc9NNNwHw7rvvsmPHDgYOHAjAE088waBBgzjyyCPZsmULzzzzDGPHjgVgwYIFlJWVMWTIEACeeuopzjzzTLp160ZFRQWPPfYYd9xxBwCLFy9m/fr1XHDBBQA899xz9OnTh2OPPZaamhomTZrEHXfcgeu6LFu2jM8//5wRI0YQiUTo2rUrPXr04MQTTyQWi3HPPfdwyy230KJFCz799FOWLVvGJZdcAsC0adPo3Lkzffr0AeDOO+9k9OjR5OTk8Nlnn7FgwQKuuuoqAGbMmEFhYSGnnXYaAPfeey/XXHMN+fn5rFmzhrlz5zJq1CgAZs+eTTQapV+/fgA88MADXHzxxbRr147169czY8YMbrzxRgDmzZsHfH/XoUcffZShQ4fSoUMHNm/ezJQpU/jtb38LwPz586murua8884DYPLkyfTv35+uXbtSVlbGX/7yF2699VYAPvjgA0pKShpOEX766afp27cvRx99NJWVlTz88MOMHz8egCVLlrBu3TqGDRsGwAsvvECvXr3o2bMntbW13H///dx2222kpaWxfPlyVq1axciRIwF46aWX6N69O7169cLzPCZOnMiYMWPIyspi5cqVLFmyhMsuuwyAV199lQ4dOnDyyScDMHHiRG644QZyc3NZvXo17733HldffTUAM2fOJD8/n759+wJw3333ceWVV1JQUMDatWuZM2cO1113HQBvvPEGmZmZDdf5fOihhxg+fDiHHXYYGzZsYNq0aYwePbqh+VgsxoABAwB4/PHHGTx4MJ06daKkpITnn3+eMWPGAPD++++zbds2Bg8eDMCTTz7J2WefzVFHHUV5eTmTJ0/m9ttvB2DRokVs2rSJX/ziFwA8++yznHLKKfTo0YOqqioefPBBxo0bh+M4LF26lDVr1nDhhRcCMGXKFI4//niOP/546urquO+++xg7diwZGRmsWLGCFStWcPHFFwPwyiuv0LVrVw4//HDGjRvHXXfdxc0330x2djarVq3iww8/5IorrgBg+vTptG/fnlNPPRWAu+++m1GjRpGXl8cXX3zBO++8w7XXXgsElz9o1aoVZ5xxBgCTJk3i0ksvpbCwkK+++ipljhEAU6dONX+MeP11Ll5bD1XBjVDeSNvONVdco2PEDxwj8vPzGT58uI4RjThG9O7dG9/3dYxIwmNEJBLhJz/5iZ5H6HmEFceISCRCTk6OjhGNOEbAof+skT7gZ8RnfUykPsY5kdZ0GTWCurwcHSOa+RhRXl5OVlaWjhGNOEaAnkck637EkiVLOO6441LyGLFhwwYaw2/KNWHCBH9/evfu7QP+9OnT/VmzZvmnnXaa36tXL//RRx/1v/76a799+/Z7/drRaNSfN2+e37ZtWz8nJ6dhZWRkNOnfwfQaP3688Rm0tBKx1Hpyrx5O1J+ScYw/JeMY/660I43PE/al3rVsWupdy6al3s2tC9w2Dc9FRkcONz6PDUu9a9m0Urn37/bXotHofj+2yc84fOSRR3jxxRf3+TFr167lnHPO4fzzzycvL4/KykoAbrzxRvr378/ll1/OPffc84Ofv337dqqrq5t0bhERaZyiXa9t6OnahiIiIpJYr3vl9PfzyHXSODXSillemS6bIiLSxJp847C0tJTS0v3/ABmNRgHwPG+393ueh+savdmzcfPnzzc9gkhCqPXk1dnJ5AS3JQDf+nV86FUanij81LvYRL2LTdS7ObV4vBrfwpVp7QG4KFLInbGvDU+V2tS72ES9B4zt0C1cuJDy8nL++te/8uMf/5hu3bpx77330qVLF2bNmmVqrFDQ2ZRiC7WevIa4bRrenhUvw9vHx0pAvYtN1LvYRL2b9ba3lU1+HQA93WxOcLINT5Ta1LvYRL0HjN5VedCgQbRs2ZK3336bJUuWcPrppzN06FA+/vhjU2OFwncX6RRJdWo9ObUlnVPdHAAq/BjzvX3f0EoC6l1sot7FJurdrDjwUryk4fHISCGOuXFSnnoXm6j3gNG7Ki9dupRBgwaZHEFERBppcCQf1wmekr8RL6cO3/BEIiIiYrPFXiX/8mr4kZtFJ7cFfd1W/MPbZnosEZGUYPfFBENq8uTJpkcQSQi1nnxaEaGfmwtAjR9nrldueKLkod7FJupdbKLezfOBqbucdXhhpJB0nXfYLNS72ES9B7RxGEL9+/c3PYJIQqj15DMwkkeGE3zreNuroEpXNzxg6l1sot7FJuo9HFb61Sz3tgNQ6KTT321tdqAUpd7FJuo9oI3DEOratavpEUQSQq0nlxa4DHDzAIj5PrPjZYYnSi7qXWyi3sUm6j08XoyX4PnBJVSGRgqI6sfdJqfexSbqPaAjaQiVlemHcbGDWk8u57ityXYiAPzDq6CMmOGJkot6F5uod7GJeg+Pr/wdLNh5bcMcJ8KQSL7hiVKPehebqPeAA8lzVftoNEpxcTFFRUUpfVvs9PR06uvrTY8h0uzUevJIw+HB9K7kO+kA/EfdGr6hzvBUyUW9i03Uu9hEvYdLAencn96FdMdlh+8xpn4N5fplZ5NR72KTVO69MftrOuMwhG699VbTI4gkhFpPHn3dVg2bhv/rVWrT8CCod7GJehebqPdw2UI9c72tAGQ6LsMiBWYHSjHqXWyi3gPaOBQRkX1yYLeX+syMl5obRkRERGQ/ZsRLqfbjAJzl5nI4GYYnEhFJXto4DKEPPvjA9AgiCaHWk0NvpyWHO5kArPSq+cKvNTxRclLvYhP1LjZR7+FTSZzinb/odB2Hi9IKDU+UOtS72ES9B7RxGEIlJSWmRxBJCLWeHIoibRre1tmGB0+9i03Uu9hEvYfTHK+ccj+4NlkfN4fuTpbhiVKDehebqPeANg5DaOjQoaZHEEkItR5+PZwoR7nBE+11Xi3/9KsMT5S81LvYRL2LTdR7ONXh87f4lobHIyM667ApqHexiXoPaONQRER+0G7XNvTKDE4iIiIi0jjzvQo2+DsAONqN0ttpaXgiEZHko43DEHr66adNjyCSEGo93Do7mZzoBk+wv/XrWORtMzxRclPvYhP1LjZR7+HlAS/Fvn+p4Yi0Qv0AfIjUu9hEvQd03Ayhvn37mh5BJCHUerid735/tuGseBmewVlSgXoXm6h3sYl6D7cl/nY+86oB6OBkcqaba3ii5KbexSbqPaCNwxA6+uijTY8gkhBqPbzaks5P3VYAbPNjzPcqDE+U/NS72ES9i03Ue/i9GP/+rMNfRQrIwDE4TXJT72IT9R7QxmEIVVZWmh5BJCHUenj9PJKP6wRPqufEy6nDNzxR8lPvYhP1LjZR7+H3mV/DEi/475TvpDPQzTM8UfJS72IT9R5wIHl+GoxGoxQXF1NUVER1dbXpcUREUlIrIjyc/iMyHJda3+P/1X9BlV6oLCIiIknsCDK4J70LruNQ5cf5bf2/2K7nNyJiqcbsr+mMwxAaP3686RFEEkKth9PASB4ZTvDt4S1vqzYNm4h6F5uod7GJek8OG6hruPRKthNhaKTA8ETJSb2LTdR7QBuHIiLSoAUuA3a+fCfm+8yOlxmeSERERKRpTItvoc4PfiE6wG1NAWmGJxIRCT9tHIbQkiVLTI8gkhBqPXzOcVuT7UQAWOBVUEbM8ESpQ72LTdS72ES9J48yYszxygFId1x+FSk0PFHyUe9iE/Ue0MZhCK1bt870CCIJodbDJQ2Hn0e+v1j4TJ1t2KTUu9hEvYtN1HtyKY6Xst2PA3C624pOTqbhiZKLehebqPeANg5DaNiwYaZHEEkItR4ufd1W5DvpACzxKvmGOsMTpRb1LjZR72IT9Z5cqvGYHi8FwHUcLtJZh42i3sUm6j2gjUMREcEBhkTyGx4X73xCLSIiIpJq5nrllPj1AJzotuRYJ2p4IhGR8NLGYQi98MILpkcQSQi1Hh69nZYcvvOlOqu8ar7waw1PlHrUu9hEvYtN1Hvyqcfnb/GShscjddbhAVPvYhP1HtDGYQj16tXL9AgiCaHWw2NIpE3D2zN1tmGzUO9iE/UuNlHvyekf3ja+8oJflP7IzeIUJ8fwRMlBvYtN1HtAG4ch1LNnT9MjiCSEWg+HY5wsurlZAHzl1bLcrzI8UWpS72IT9S42Ue/JyQde3OWswxFphUTMjZM01LvYRL0HtHEYQrW1eomg2EGth0PRrmcberqTcnNR72IT9S42Ue/Ja7lfxade8AvT9k4GZ7utzQ6UBNS72ES9BxyCX7YkhWg0SnFxMUVFRVRXV5seR0Qk6XVyMrk7vQsA3/p1jKlfg2d4JhEREZFE+ZHTgj+mHwlAhR/j5vp/sSN5fkQWETkojdlf0xmHIXTbbbeZHkEkIdS6eUPc7++k/Hq8TJuGzUi9i03Uu9hEvSe3f/m1fOhtAyDXSePnuzw3kj2pd7GJeg9o4zCE0tLSTI8gkhBq3axC0vmp2wqAbX6Md70KwxOlNvUuNlHvYhP1nvxeipUQ94OzDM+P5NNKVzv8QepdbKLeA9o4DKHly5ebHkEkIdS6WYMj+biOA8Ab8XLq9LKcZqXexSbqXWyi3pPfJup529sKQJYT4YJIgdmBQky9i03Ue0AbhyG0atUq0yOIJIRaN6cVEc5ycwGo9T3e9MoNT5T61LvYRL2LTdR7ang1voVaP7hoyzlua9qSbniicFLvYhP1HtDGYQiNHDnS9AgiCaHWzRkYySPDCb4FvO1tpUpXN2x26l1sot7FJuo9NVQQ53WvDIA0x+FCnXW4V+pdbKLeA9o4FBGxTAtcBrh5AMR8n9fjZYYnEhERETFvVryMbX4MgL6RXI50Mg1PJCJinjYOQ+ill14yPYJIQqh1M85xc8l2got+L/AqKCNmeCI7qHexiXoXm6j31FGDx9/jpQ2PL4q0NThNOKl3sYl6D2jjMIS6d+9uegSRhFDriRcBzovkNzyeqbMNE0a9i03Uu9hEvaeWt7ytfOvXAfBjN5vjnKjhicJFvYtN1HtAG4ch1KtXL9MjiCSEWk+8091c2jjBxb6XeJV8Q53hieyh3sUm6l1sot5TSwyfV+JbGh5fFCnEMThP2Kh3sYl6D2jjMIQ8TzcpEDuo9cRygPN3O9uw9Ic/WJqcehebqHexiXpPPR9421jr1QLQ1c3iFDfH8EThod7FJuo94AC+6SEOVDQapbi4mKKiIqqrq02PIyKSVPo4LRmT3gGAVV41f4x9ZXgiERERkXD6sZPN7ekdAdjk1zG2fg1xwzOJiDSVxuyv6YzDEBozZozpEUQSQq0n1pBIm4a3dbZh4ql3sYl6F5uo99T0sV/Fp14VAO2dDM52W5sdKCTUu9hEvQe0cRhCWVlZpkcQSQi1njjHOFl0c4N/3195tSz3qwxPZB/1LjZR72IT9Z66psZLGt4eFikgU1c7VO9iFfUe0MZhCK1cudL0CCIJodYTp2jXsw093UnZBPUuNlHvYhP1nrrW+LUsim8DINdJ4+du/n4+I/Wpd7GJeg9o4zCElixZYnoEkYRQ64nR0cnkRLclACV+PQu9bYYnspN6F5uod7GJek9tL8dLiPvBbQHOj+STQ8TwRGapd7GJeg9o4zCELrvsMtMjiCSEWk+Mol1+Oz4rXobuDWaGehebqHexiXpPbZuo5x1vKwBZToRf7vIqDhupd7GJeg9o41BEJIUVks6pbisAtvkx3t35xFdEREREDsyr8S3U+sGvXs9182hLuuGJREQSRxuHIfTqq6+aHkEkIdR68xscySfiBBfyfiNeTh2+4Ynspd7FJupdbKLeU99W4szeeY3oNMfhV5ECwxOZo97FJuo9oI3DEOrQoYPpEUQSQq03r1ZEOMvNBaDW95jrlRueyG7qXWyi3sUm6t0Or8XLqPRjAJweyaWzk2l4IjPUu9hEvQe0cRhCJ598sukRRBJCrTevgZE8MpzgMP+2t5XturqhUepdbKLexSbq3Q41ePw9Xtrw+KJIocFpzFHvYhP1HtDGoYhICsrEob+bB0DM93k9XmZ4IhEREZHkNs/bSolfD8AJbkuOdaKGJxIRaX4OJM8Fr6LRKMXFxRQVFVFdXW16nGbjui6epzODJPWp9eZznpvHpWntAJgfr2ByfKPhiUS9i03Uu9hEvdvldLcVN6QdDsC/vBr+M7bO8ESJpd7FJqnce2P213TGYQjdcMMNpkcQSQi13jwiwM8j+Q2PX9vlZTVijnoXm6h3sYl6t8sCbxvrvFoAfuRmcYqTY3iixFLvYhP1HtDGYQjl5uaaHkEkIdR68+jr5tLGSQdgiVfJBuoMTySg3sUu6l1sot7t4gMvxksaHo9IKyRibpyEU+9iE/Ue0MZhCK1evdr0CCIJodabngMM2eVsw5m6tmFoqHexiXoXm6h3+/zTr+JTrwqA9k4GZ7mtzQ6UQOpdbKLeA9o4DKH33nvP9AgiCaHWm95PnJYc4WQCsMqrZrVfY3gi+Y56F5uod7GJerfTrmcdDosUkIljcJrEUe9iE/Ue0MZhCF199dWmRxBJCLXe9IoibRrenqlrG4aKehebqHexiXq307/8Wj70tgHQ2knjPDd/P5+RGtS72ES9B7RxKCKSIo5xsujmZgHwlVfLcr/K8EQiIiIiqevl2Bbivg/A+ZF8cqy62qGI2EIbhyE0c+ZM0yOIJIRab1pDdj3b0NO1DcNGvYtN1LvYRL3bayN1vOttBSDqRBi6y3OxVKXexSbqPaCNwxDKz7fjNHcRtd50OjqZ9HJbAlDi17No50tnJDzUu9hEvYtN1LvdpsVL2eF7AAxw8ygk3fBEzUu9i03Ue0AbhyHUt29f0yOIJIRabzpDdrmuzqx4GXGDs8jeqXexiXoXm6h3u20lxuydr/RIcxx+FSkwPFHzUu9iE/Ue0MahiEiSKyCdn7qtAKj0Y8zf+ZIZEREREWl+M+NlVPrBr237uq3o5GQankhEpOk4gG96iAMVjUYpLi6mqKiI6upq0+M0m4yMDOrq6kyPIdLs1HrTuDzSjoGRPABeiZXwd093Uw4j9S42Ue9iE/UuAD9387gkrR0Ay73t3Btbb3ii5qHexSap3Htj9td0xmEIXXnllaZHEEkItX7ocohwlpsLQK3vMdcrNzyR/BD1LjZR72IT9S4Ac72tlPj1AJzotqSHEzU8UfNQ72IT9R7QxmEIFRSk9nUxRL6j1g/dwEgemU5wKH/b28p2PMMTyQ9R72IT9S42Ue8CUI/P3+IlDY9HRgoNTtN81LvYRL0HtHEYQmvXrjU9gkhCqPVDk4nDADd4iXLM93k9XmZ4ItkX9S42Ue9iE/Uu3/mHt42vvFoAjnKzOMnJMTxR01PvYhP1HtDGYQjNmTPH9AgiCaHWD805bmtaOhEAPvC2UUbM8ESyL+pdbKLexSbqXb7jAy/uctbhiLQCIubGaRbqXWyi3gPNunE4btw4FixYQFVVFeXle7/uVseOHSkuLmb79u2UlJTw0EMPkZ6e3pxjhd51111negSRhFDrBy8C/DyS3/B4pm6IEnrqXWyi3sUm6l12tdyvYpUX3GjgcCeTfm5rswM1MfUuNlHvgWbdOMzIyOCVV17h8ccf3/sf7rrMmjWL7OxsTj/9dC666CKGDRvG/fff35xjiYgkvb5uLm2c4JcsS71KNvipebcvERERkWQzNf5tw9vDIm3IxDE4jYjIoUlrzi/++9//HoDLL798r/98wIABHHvssXTs2JGNGzcCcMstt/Dss88yfvx4Kisrm3O80HrjjTdMjyCSEGr94DjA+bucbVisaxsmBfUuNlHvYhP1Lv/uC7+WxV4lJ7s55DnpDHLzmZEirw5R72IT9R4weo3Dn/70p3zyyScNm4YQ/Idp0aIFvXv3/sHPa9myJTk5OQ0rIyMjEeMmTGZmpukRRBJCrR+cnzgt6eAE/+7+z6tmtV9jeCI5EOpdbKLexSbqXfbm5VgJnu8DMCSST8sUub2AehebqPdAs55xuD/t27dn8+bNu71v69at7Nixg/bt2//g523YsIG0tO9Hf/vtt3n22WeZNWsW119/PQBvvvkmaWlpnHPOOQA8/PDDDBs2jCOOOIKNGzfy8ssvc9NNNwHw7rvvsmPHDgYOHAjAE088waBBgzjyyCPZsmULzzzzDGPHjgVgwYIFlJWVMWTIEACeeuopzjzzTLp160ZFRQWPPfYYd9xxBwCLFy9m/fr1XHDBBQA899xz9OnTh2OPPZaamhomTZrEHXfcgeu6LFu2jM8//5wRI0bQvXt3Nm7cSI8ePTjxxBOJxWLcc8893HLLLbRo0YJPP/2UZcuWcckllwAwbdo0OnfuTJ8+fQC48847GT16NDk5OXz22WcsWLCAq666CoAZM2ZQWFjIaaedBsC9997LNddcQ35+PmvWrGHu3LmMGjUKgNmzZxONRunXrx8ADzzwABdffDHt2rVj/fr1zJgxgxtvvBGAefPmAXDuuecC8OijjzJ06FA6dOjA5s2bmTJlCr/97W8BmD9/PtXV1Zx33nkATJ48mf79+9O1a1fKysr4y1/+wq233grABx98QElJCUOHDgXg6aefpm/fvhx99NFUVlby8MMPM378eACWLFnCunXrGDZsGAAvvPACvXr1omfPntTW1nL//fdz2223kZaWxvLly1m1ahUjR44E4KWXXqJ79+706tULz/OYOHEiY8aMISsri5UrV7JkyRIuu+wyAF599VU6dOjAySefDMDEiRO54YYbyM3NZfXq1bz33ntcffXVAMycOZP8/Hz69u0LwH333ceVV15JQUEBa9euZc6cOQ3XTXjjjTfIzMzkrLPOAuChhx5i+PDhHHbYYWzYsIFp06YxevTohuZjsRgDBgwA4PHHH2fw4MF06tSJkpISnn/+ecaMGQPA+++/z7Zt2xg8eDAATz75JGeffTZHHXUU5eXlTJ48mdtvvx2ARYsWsWnTJn7xi18A8Oyzz3LKKafQo0cPqqqqePDBBxk3bhyO47B06VLWrFnDhRdeCMCUKVM4/vjjOf7446mrq+O+++5j7NixZGRksGLFClasWMHFF18MwCuvvELXrl0ZOXIk/fr146677uLmm28mOzubVatW8eGHH3LFFVcAMH36dNq3b8+pp54KwN13382oUaPIy8vjiy++4J133uHaa68FYNasWbRq1YozzjgDgEmTJnHppZdSWFjIV199lRrHiOHD6TLlXfgmOMsw61fnclvnQh0jkuAYcdJJJ3HEEUfoGNGIY0Tv3r3xfV/HiEY+jwCYOnWq0ecR3bt3p6amRscIPY+w4hjRvXt3Pv74Yx0jGnGMADueR2zN70L+x2uJOhFuPuok/BHnJv0xonPnznz00Uc6RjTiGAF6HpGsx4iCggIqKipS8nnEhg0baAy/MWvChAn+/vTu3Xu3z7n88sv98vLyPb7W5MmT/Tlz5uzx/h07dvgjRozY4/3RaNSfN2+e37ZtWz8nJ6dhZWRkNOrvEPY1fvx44zNoaSViqfXGr6OdLH9KxjH+lIxj/LvTjvSdEMykdWBLvWvZtNS7lk1LvWv90MojzX8mvbs/JeMY/6/p3f0C0ozPdKhLvWvZtFK59+/216LR6H4/ttFnHD7yyCO8+OKL+/yYtWvXHtDX2rRpE6eccspu72vdujUZGRl7nIm4q+3bt1NdXX1Af0Yyeuihh0yPIJIQar3xiiJtGt5+zSvDNziLNI56F5uod7GJepcfUk6MOV45QyNtSHdcfhUp5In4xv1/Yoipd7GJeg80+kILpaWlfPbZZ/tcO3bsOKCvtXDhQo477rjdXpY8YMAAamtrWbp0aWNHSxnDhw83PYJIQqj1xunoZNLLbQlAiV/PQm+b4YmkMdS72ES9i03Uu+zLzHgp2/04AKe7rejoJPc109S72ES9B5r1Cq0dO3bkhBNOoFOnTkQiEU444QROOOEEsrOzgeB1/ytXruT555/nxBNP5JxzzuFPf/oTTz75pLV3VAY47LDDTI8gkhBqvXGGuN/fSfn1eBlxg7NI46l3sYl6F5uod9mXajymx4M7KruOw4hIoeGJDo16F5uo90Czbhz+4Q9/YPny5fzhD38gJyeH5cuXs3z58oaLZnqex+DBg6mtrWXBggW8/PLLTJ8+nf/4j/9ozrFCr7EXqRRJVmr9wBWQzk/dVgBU+jHe9baaHUgaTb2LTdS72ES9y/7M9crZ4tcD8BO3Jcc4WYYnOnjqXWyi3gMOJM8lsqLRKMXFxRQVFaX0NQ5zcnKsPuNS7KHWD9zlkXYMjOQB8LdYCa96pYYnksZS72IT9S42Ue9yIM50c7kuLTh7abVXw4TYOsMTHRz1LjZJ5d4bs7/WrGccysEZPXq06RFEEkKtH5gcIpzl5gJQ63u86ZUbnkgOhnoXm6h3sYl6lwPxvlfB115wL4BubhZ9nJaGJzo46l1sot4D2jgUEQm5AZE8Mp3gcP2Ot5XteIYnEhEREZHG8IEX4982PL4orVA/jItIUtCxKoTefvtt0yOIJIRa379MHAa6wUuUY77P6/EywxPJwVLvYhP1LjZR73KglvlV/J8XvCTwcCeTfjtfUZJM1LvYRL0HtHEYQrFYzPQIIgmh1vfvbLc1LZ0IAB942yhF/86SlXoXm6h3sYl6l8aYGi9peHtYpIAMHIPTNJ56F5uo94A2DkNowIABpkcQSQi1vm8RYHAkv+HxTN0QJampd7GJehebqHdpjNV+Df/rBTdbyHfSG15ZkizUu9hEvQe0cSgiElKnua1o46QDsNSrZINfZ3giERERETlUL8VK8HwfgKJIG1rqx3IRCTEdoULo8ccfNz2CSEKo9R/mAEMibRoez9S1DZOeehebqHexiXqXxvqGOuZ7FQBkOxGKdnnOF3bqXWyi3gPaOAyhwYMHmx5BJCHU+g/r5bSkg5MJwGdeNZ/7NYYnkkOl3sUm6l1sot7lYEyLb6HO9wAY4ObRhjTDEx0Y9S42Ue8BbRyGTEZGBldccQUZGRmmRxFpVmp934p2ubZhcVzXNkx26l1sot7FJupdDlYZMeZ45QBkOC6/ihQYnmj/1LvYRL1/TxuHIZOZmck555xDZmam6VFEmpVa/2FHO1l0d6MAfO3tYLlfZXgiOVTqXWyi3sUm6l0Oxcx4KVV+HIAz3Fw6OOHeoFDvYhP1/j1tHIqIhMxu1zb0SvENziIiIiIizaMKjxk7X1niOg4jIoWGJxIR2ZM2DkVEQqSjk8lP3JYAlPj1LPS2GZ5IRERERJrLG145pX49AL3dHI52sgxPJCKyu+S4Auu/ycpK3YNpVlYWsViMrKws4vG46XFEmo1a37tfRNrhuC0AeCu+jcz0qOGJpCmod7GJehebqHdpCsVuFVdF2gNwSYuOTIytNzzR3ql3sUmq996YfTUHkudVcG3atOGll14yPYaIiIiIiIiIiEhSGzFiBKWl+74ZZ1JtHEKweVhTU2N6DBERERERERERkaSUlZW1301DSMKNQxEREREREREREWl+ujmKiIiIiIiIiIiI7EEbhyIiIiIiIiIiIrIHbRyKiIiIiIiIiIjIHrRxKCIiIiIiIiIiInvQxmFIjBs3jgULFlBVVUV5efleP8b3/T3WqFGjEjypyKE7kN47duxIcXEx27dvp6SkhIceeoj09PQETyrSPL788ss9jucTJ040PZZIk7j++utZs2YNNTU1LFmyhNNPP930SCJNbsKECXscxzdu3Gh6LJEmccYZZ1BcXMyGDRvwfZ+hQ4fu8TETJkxgw4YNVFdX884773DssccamFTk0O2v92eeeWaP4/3ChQsNTWuGNg5DIiMjg1deeYXHH398nx93xRVX0L59+4b117/+NUETijSd/fXuui6zZs0iOzub008/nYsuuohhw4Zx//33J3hSkebzn//5n7sdz//nf/7H9Egih2z48OE8+OCD3HnnnfTq1Yv333+f2bNn07FjR9OjiTS5Tz75ZLfj+PHHH296JJEmkZ2dzT//+U9+85vf7PWf33rrrYwZM4bf/OY3nHTSSWzatIm5c+fSsmXLBE8qcuj21zvA7Nmzdzve//znP0/ghOHga4VnXX755X55efle/5nv+/7QoUONz6il1VTrh3ofNGiQH4vF/MMOO6zhfSNGjPBramr8nJwc43NraR3q+vLLL/2bbrrJ+BxaWk29Fi1a5D/22GO7vW/lypX+XXfdZXw2La2mXBMmTPCXLVtmfA4treZee/sZ9JtvvvFvvfXWhscZGRl+eXm5/+tf/9r4vFpah7L21vszzzzj//3vfzc+m8mlMw6TzCOPPEJJSQmLFy9m1KhROI5jeiSRJvfTn/6UTz75ZLeX/Lzxxhu0aNGC3r17G5xMpOncdtttbNmyhWXLljFu3Di9FF+SXnp6Or179+bNN9/c7f1vvvkmp512mqGpRJpPt27d2LBhA2vWrGHq1Kl06dLF9Egiza5Lly4cdthhux3r6+rqmD9/vo71krLOOussNm/ezGeffcaf//xnCgsLTY+UUGmmB5AD97vf/Y633nqLmpoafvazn3H//fdTUFDAnXfeaXo0kSbVvn17Nm/evNv7tm7dyo4dO2jfvr2hqUSazkMPPcRHH31EeXk5J598MhMnTqRLly5ce+21pkcTOWgFBQWkpaXtcfzevHmzjt2Scj788EMuu+wyPv/8c9q1a8fvfvc7PvjgA3r27ElZWZnp8USazXfH870d6zt37mxiJJFmNXv2bF555RXWrVtHly5d+OMf/8jbb79N7969qaurMz1eQuiMw2a0t4sm//tqzNlTd955J4sWLeKf//wnkyZN4r/+678YO3ZsM/4NRA5cU/fu+/4e73McZ6/vFwmDxvw/8OCDD/Lee++xYsUKnnrqKa677jquueYa8vPzDf8tRA7dvx+ndeyWVDRnzhxeffVVPvnkE9566y0GDx4MwOWXX254MpHE0LFebPHyyy/z+uuv8+mnn/Laa69x3nnn0b1794bjvg10xmEzeuSRR3jxxRf3+TFr16496K+/aNEicnNzadu2Ld9+++1Bfx2RptCUvW/atIlTTjllt/e1bt2ajIyMPX67KRIWh/L/wKJFiwA46qijWLx4cVOPJpIQW7ZsIRaL7XF2Ydu2bXXslpRXXV3NihUr6Natm+lRRJrVpk2bgODMw+/eBh3rxR6bNm1i3bp1Vh3vtXHYjEpLSyktLW22r9+rVy9qamrYunVrs/0ZIgeqKXtfuHAh48eP3+0JyYABA6itrWXp0qVN8meINLVD+X+gV69eALtd11Mk2dTX17N06VL69+/P9OnTG97fv39/ZsyYYW4wkQTIyMigR48evP/++6ZHEWlWX375JRs3bqR///4sX74cCK5x269fP2677Tazw4kkQH5+Ph07drTqebs2DkOiY8eO5Ofn06lTJyKRCCeccAIAX3zxBVVVVZx//vm0b9+ehQsXUlNTw9lnn82dd97Jn//8Z2teVy+pY3+9v/nmm6xcuZLnn3+esWPHkp+fz5/+9CeefPJJKisrDU8vcmhOPfVUTj31VN555x0qKio46aSTeOCBB5gxYwZff/216fFEDsmkSZN4/vnnWbJkCQsXLuTXv/41nTp14oknnjA9mkiTuu+++5g5cyZfffUVbdu25Xe/+x2tWrXir3/9q+nRRA5ZdnY2Rx11VMPjLl26cMIJJ1BWVsbXX3/Ngw8+yLhx41i9ejWrV69m3LhxVFdXM2XKFINTixycffVeVlbG73//e6ZNm8bGjRs58sgjueuuu9iyZQt///vfDU6deMZv7awV3OJ7b/r16+cD/sCBA/2PPvrI37Ztm799+3b/448/9kePHu1HIhHjs2tpNXbtr3fA79ixoz9z5ky/qqrK37Jli//www/7GRkZxmfX0jrU1atXL3/hwoV+eXm5X11d7a9atcqfMGGCn5WVZXw2La2mWNdff73/5Zdf+rW1tf6SJUv8M844w/hMWlpNvaZOnepv2LDB37Fjh79+/Xr/b3/7m9+jRw/jc2lpNcXq16/fXp+rP/PMMw0fM2HCBP+bb77xa2pq/Hfffdfv2bOn8bm1tA5m7av3Fi1a+HPmzPE3b97s79ixw1+7dq3/zDPP+B06dDA+dyKXs/MNERERERERERERkQa6q7KIiIiIiIiIiIjsQRuHIiIiIiIiIiIisgdtHIqIiIiIiIiIiMgetHEoIiIiIiIiIiIie9DGoYiIiIiIiIiIiOxBG4ciIiIiIiIiIiKyB20cioiIiIiIiIiIyB60cSgiIiIiIiIiIiJ70MahiIiIiIiIiIiI7EEbhyIiIiIiIiIiIrIHbRyKiIiIiIiIiIjIHv5/P6KydnKmAM4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Evaluate net over denser input (try both eval() and train() modes)\n",
    "\n",
    "net.eval()\n",
    "# net.train()\n",
    "\n",
    "with torch.no_grad():\n",
    "    plt.plot(xx.numpy(), net(xx.view(-1, 1)).squeeze().numpy(), 'C1')\n",
    "plt.plot(x.numpy(), y.numpy(), 'oC0')\n",
    "plt.axis('equal')\n",
    "plt.ylim([-10, 5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluate with model.train()\n",
    "\n",
    "`model.train()` gives more variation because of dropout."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-10.0, 5.0)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Evaluate net over denser input (try both eval() and train() modes)\n",
    "\n",
    "# net.eval()\n",
    "net.train()\n",
    "\n",
    "with torch.no_grad():\n",
    "    plt.plot(xx.numpy(), net(xx.view(-1, 1)).squeeze().numpy(), 'C1')\n",
    "plt.plot(x.numpy(), y.numpy(), 'oC0')\n",
    "plt.axis('equal')\n",
    "plt.ylim([-10, 5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Multiple (100) runs for denser input\n",
    "net.train()\n",
    "y_hat = list()\n",
    "with torch.no_grad():\n",
    "    for t in range(100):\n",
    "        y_hat.append(net(xx.view(-1, 1)).squeeze())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Evaluate mean and std over denser input\n",
    "y_hat = torch.stack(y_hat)\n",
    "mean = y_hat.mean(0)\n",
    "std = y_hat.std(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-10.0, 5.0)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ppr+mEYcpaP78+ckuQSQhlHUxifIuJlHexSTKu5hEeReTKO8WNQ5TUFFRUbJLEEkIZV1MoryLSZR3MYnyLiZR3sUkyrtFjcMUVFFRkewSRBJCWReTKO9iEuVdTKK8i0mUdzGJ8m7RHIcpyOfz0dzcnOwyRE46ZV1MoryLSZR3MYnyLiZR3sUk/TnvmuOwj7v99tuTXYJIQijrYhLlXUyivItJlHcxifIuJlHeLWocioiIiIiIiIiISBdqHKagZcuWJbsEkYRQ1sUkyruYRHkXkyjvYhLlXUyivFvUOExB9fX1yS5BJCGUdTGJ8i4mUd7FJMq7mER5F5Mo7xY1DlPQ/Pnzk12CSEIo62IS5V1MoryLSZR3MYnyLiZR3i1qHIqIiIiIiIiIiEgXNiCW7CJ662iWi+7L8vLy2L9/f7LLEDnplHUxifIuJlHexSTKu5hEeReT9Oe8H01/TSMOU9C8efOSXYJIQijrYhLlXUyivItJlHcxifIuJlHeLWocpqCRI0cmuwSRhFDWxSTKu5hEeReTKO9iEuVdTKK8W9Q4TEE1NTXJLkEkIZR1MYnyLiZR3sUkyruYRHkXkyjvFs1xmIIcDgeRSCTZZYicdMq6mER5F5Mo72IS5V1MoryLSfpz3jXHYR931113JbsEkYRQ1sUkyruYRHkXkyjvYhLlXUyivFvUOBQREREREREREZEu1DhMQR999FGySxBJCGVdTKK8i0mUdzGJ8i4mUd7FJMq7RY3DFFReXp7sEkQSQlkXkyjvYhLlXUyivItJlHcxifJuUeMwBV122WXJLkEkIZR1MYnyLiZR3sUkyruYRHkXkyjvFjUORUREREREREREpAs1DlPQE088kewSRBJCWReTKO9iEuVdTKK8i0mUdzGJ8m5R4zAFnXrqqckuQSQhlHUxifIuJlHexSTKu5hEeReTKO8WNQ5T0Lhx45JdgkhCKOtiEuVdTKK8i0mUdzGJ8i4mUd4tahymoKampmSXIJIQyrqYRHkXkyjvYhLlXUyivItJlHeLDYglu4je8vv9LF68mAULFhAKhZJdjoiIiIiIiIiISJ9yNP01jThMQT/+8Y+TXYJIQijrYhLlXUyivItJlHcxifIuJlHeLWocpiCbzZbsEkQSQlkXkyjvYhLlXUyivItJlHcxifJuUeMwBa1cuTLZJYgkhLIuJlHexSTKu5hEeReTKO9iEuXdosZhCtq+fXuySxBJCGVdTKK8i0mUdzGJ8i4mUd7FJMq7RY3DFHTllVcmuwSRhFDWxSTKu5hEeReTKO9iEuVdTKK8W9Q4FBERERERERERkS7UOExBTz/9dLJLEEkIZV1MoryLSZR3MYnyLiZR3sUkyrtFjcMUNGnSpGSXIJIQyrqYRHkXkyjvYhLlXUyivItJlHeLGocpSOEUUyjrYhLlXUyivItJlHcxifIuJlHeLWocpqC2trZklyCSEMq6mER5F5Mo72IS5V1MoryLSZR3iw2IJbuI3vL7/SxevJgFCxYQCoWSXY6IiIiIiIiIiEifcjT9NY04TEF33nlnsksQSQhlXUyivItJlHcxifIuJlHexSTKu0WNwxTkdruTXYJIQijrYhLlXUyivItJlHcxifIuJlHeLWocpqC1a9cmuwSRhFDWxSTKu5hEeReTKO9iEuVdTKK8W9Q4TEEKp5hCWReTKO9iEuVdTKK8i0mUdzGJ8m5R4zAFLVq0KNkliCSEsi4mUd7FJMq7mER5F5Mo72IS5d2ixqGIiIiIiIiIiIh0ocZhCnr++eeTXYJIQijrYhLlXUyivItJlHcxifIuJlHeLWocpqDi4uJklyCSEMq6mER5F5Mo72IS5V1MoryLSZR3ixqHKWjGjBnJLkEkIZR1MYnyLiZR3sUkyruYRHkXkyjvFjUOU1AsFkt2CSIJoayLSZR3MYnyLiZR3sUkyruYRHm32IA+85Pw+/0sXryYBQsWEAqFkl2OiIiIiIiIiIhIn3I0/TWNOExB3//+95NdgkhCKOtiEuVdTKK8i0mUdzGJ8i4mUd4tahymoEAgkOwSRBJCWReTKO9iEuVdTKK8i0mUdzGJ8m5R4zAFbdy4MdkliCSEsi4mUd7FJMq7mER5F5Mo72IS5d2ixmEK+vjjj5NdgkhCKOtiEuVdTKK8i0mUdzGJ8i4mUd4tahymoOuuuy7ZJYgkhLIuJlHexSTKu5hEeReTKO9iEuXdosahiIiIiIiIiIiIdKHGYQp68cUXk12CSEIo62IS5V1MoryLSZR3MYnyLiZR3i1qHKaggoKCZJcgkhDKuphEeReTKO9iEuVdTKK8i0mUd4sahynotNNOS3YJIgmhrItJlHcxifIuJlHexSTKu5hEebeocSgiIiIiIiIiIiJd2IBYsovoLb/fz+LFi1mwYAGhUCjZ5Zw0DoeDSCSS7DJETjplXUyivItJlHcxifIuJlHexST9Oe9H01/TiMMUdOONNya7BJGEUNbFJMq7mER5F5Mo72IS5V1Morxb1DhMQVlZWckuQSQhlHUxifIuJlHexSTKu5hEeReTKO+WpDcO77rrLj755BPq6+vZt28ff//73xk9enSyy0qqrVu3JrsEkYRQ1sUkyruYRHkXkyjvYhLlXUyivFuS3jicO3cuDz30EKeddhrnn38+TqeTJUuW4Pf7k11a0rz99tvJLkEkIZR1MYnyLiZR3sUkyruYRHkXkyjvlqQ3Di+++GL++Mc/smHDBj7//HOuv/56hg4dyowZM5JdWtJ85zvfSXYJIgmhrItJlHcxifIuJlHexSTKu5hEebc4k13Al2VkZABQXV192GPS0tJwOBzxx62trbS1tZ302kREREREREREREyRco3D+++/n2XLlrF+/frDHlNWVobTebD0t956iyeeeIJXXnmFm2++GYAlS5bgdDo555xzAHjwwQe54oorGDRoEHv37uW5557je9/7HgDvvPMOra2tXHjhhQA8/PDDXHTRRQwbNozKykoef/xx7rzzTgCWL19OdXU1l156KQCPPfYYc+bMYdSoUdTV1fHb3/6Wu+++G4BPPvmE0tJSLr/8cgD+9Kc/MXPmTMaPH09zczP3338/d999N3a7ndWrV7N582auvvpqMjIyKC4uZty4cUydOpVwOMwvfvEL7rjjDrxeL+vXr2f16tV8/etfB+CFF15g6NChzJw5E4B77rmH2267jWAwyKZNm1i+fDk33HADAC+99BK5ubmcccYZAPzyl7/k29/+NtnZ2Wzfvp033ngjvnLQq6++it/vZ+7cuQA88MADLFq0iPz8fEpLS3nppZe49dZbAVi6dCkA5513HgAPPfQQCxcuZPDgwezbt4+nn36aH/zgBwC8++67hEIhLr74YgAeeeQRzj//fIqLi6murub3v/89P/zhDwH44IMPqKioYOHChQD84Q9/YPbs2YwZM4aGhgYefPBBfvKTnwCwYsUKdu3axRVXXAHAU089xbRp05gwYQItLS386le/4kc/+hFOp5M1a9awceNGrrnmGgCeffZZRo8ezbRp04hGo9x7773cfvvt+Hw+NmzYwIoVK/jGN74BwN/+9jcGDx7MrFmzALj33nu55ZZbyMjIYMuWLbz33nt861vfAuDll18mOzub2bNnA3Dfffdx/fXXk5OTw86dO3nttde46aabAHj99dfxeDycffbZAPzmN7/hqquuorCwkLKyMl544QVuu+22eObD4TAXXHABAL/73e+YP38+RUVFVFRU8OSTT3L77bcDsGzZMurr65k/fz4Ajz76KPPmzWPkyJHU1NTwyCOPcNdddwHw0UcfUV5ezmWXXQbAE088wamnnsq4ceNoamri17/+NT/+8Y+x2WysXLmS7du3c+WVVwLw9NNPM2nSJCZNmkRbWxv33Xcfd955J263m7Vr17J27VoWLVoEwPPPP09xcTEZGRn8+Mc/5mc/+xnf//73CQQCbNy4kY8//pjrrrsOgBdffJGCggJOO+00AH7+859z4403kpWVxdatW3n77bfjfwl65ZVXSE9P56yzzgKs88m1115Lbm4uJSUl/eYcAfDMM8/oHEHfO0dcddVVOkccxTlixowZxGIxnSP64DkiIyOD6dOn6xyh7xFGnCMyMjIIBoM6RxzFOQL0PaKvniNisRg+n0/nCPQ9woRzRGlpKRMnTuyX54iysjKORixVbv/1X/8V27FjR2zQoEHd7vf7/bGlS5fG8vLyYsFgMH5zu91Jr/1E3ubMmZP0GnTTLRE3ZV03k27Ku24m3ZR33Uy6Ke+6mXRT3nUz6daf836gv+b3+494bNLnODzgwQcfZMGCBcybN++Inc/GxkYaGhrit/52mfKBv2CI9HfKuphEee9b7HYHxUOm4nS6rQ02O8HiKWRPnUeweArYUuYrVEpS3sUkyruYRHkXkyjvlpS4VPk///M/+epXv8rZZ5/Nzp07k12OiIiImMhmJzh8Epn5xZw18SIKoy7eeP+PlLgiFC24FXdmXvzQttr9lCx+iNp17yexYOlv/N50fN40quvKicWiyS5HREREBBvW0MOkeeihh1i0aBELFy5k06ZN8e11dXW0tLR0Otbv97N48WIWLFhAKBRKdKkJ4/P5aG5uTnYZIiedsi4mUd5TW+bEM7s0Bz3hCIHyMqoGDcEGYLPF91lNHRvbnvypmofdUN6PXnZGIYsu/TEOu5NwpJ3X33+crbtWJ7ss6QXlXUyivItJ+nPej6a/lvTrbG655RYyMzN59913KS8vj98OTMppomuvvTbZJYgkhLIuJlHeU1fmxDMZce1PcWXkdtre6rBT3U3T0HpofYUqWvDfdNlyN5R3jurydr83navn/4j0tAEE/BlkBHO4eM63yUrPT2DBcqyUdzGJ8i4mUd4tSb9U2falL+ICubm5Rz5IpB9Q1sUkynuKstkpWmCtyNflO8kRvqPYbDbcmbkEh0+iYftnJ6vCPsn0vHc3gvVwl7dnBvO48uJ/Iys9r9P2YCCLC868jmf/+YuE1CzHzvS8i1mUdzGJ8m5JeuNQuiopKUl2CSIJoayLSZT31BQcPqlTc+dYDBw2lU1qHHZict4PjGD9MldGDiOu/Snbnvwp0wJDyM4sYPOOFcw79RrSApndvlZe9hACvgyamutObtFyXEzOu5hHeReTKO8WXVuTgl555ZVklyCSEMq6mER5T02u9Ozjfo0Zw0/XFRRfYmzeexjBal3eHqP4qz9g0pg5DB88mXNP//phm4YAaYFMTp+24CQWLCeCsXkXIynvYhLl3aLGYQq6+eabk12CSEIo62IS5T01tddXH/uTYzE84QiFuLngzOtOWE39gal5PzCC9XCNZJvNjj2YSVt2Dm6XB78v2OPr2Wx2Rg2bgbWeoaQqU/MuZlLexSTKu0WNQxERETFWw461tNVWQCzW/QGx2MHbl7cDYysb8Li8TBh5Bl85+0acDhfBwPGPYpQ+5NBFUEZO69VTWh2OXr+81xNg6MDxx1qdiIiIyHHRHIcpaMmSJckuQSQhlHUxifKeomJRhpSWsS8jx2oGHjpSrKM5OLS2ifKgj1bnwWaPJxJlbGUD+aFWwGrujB1xGsMHT8Jms7O1ZDX/fPfRhH6UVGJK3rtbBKU3PJFIr4/1eQKcMX0Bu/asP9ryJEFMybsIKO9iFuXdosZhCnI69Z9FzKCsi0mU99R03hnXMtaZScG+Or7ICXZqDvra2jj7ny8wbMdWdp5/DRUDBtDqcOCJRMhqae9y8ajb5cHt8gAwZvgpbNz2ETtK1ybw06QOE/J+uEVQYh0N524vV47F8ESiZLW0H9V75WYNITM9j9r6/cdSqpxkJuRd5ADlXUyivFt0qXIKOuecc5JdgkhCKOtiEuU99Uwdew6TxpyFx+0jP9TKnJJKZpZVc/Zbr3HlY7/mxv97B+NWLsdXvY+hbz5HdnMbhU0tZHfTNPwynzeNC8+6nqyMgoMbD72ktXgK2Prv17B+n/ceF0GxWfno4fL2o52xMC2Qybmnf/3YapWTrt/nXeQQyruYRHm3qH0qIiIixnE6XJwxYyE+T1p8mw0YuXo5Az96rcvx/so9jHjpURqKRhPKHUjjoJFg77nxl51RwDcW/jufffEua0JlXS5pbavdT8nih6hd9/4J+1ySGAcWQTmsbkYbfvny9qNVmDscrydAS2vTMT1fRERE5FjYgMPMBp56/H4/ixcvZsGCBYRCoWSXc9IEg0EaGhqSXYbISaesi0mU99Ry1syvcfq0BTgd1t9QbZEwOWs/IH/VO716fnN2PvunnU3j4BHEHD3/HbbUbWPDoFxidB6dFotFARvbnvxpv2se9tu82+wEh08ic9JZ5M/+6hEPH17dSFp75LCXtwO4GmsJ7N1JQ9EYIh7fYV8rEonw/soXWL7qxWOvX06Kfpt3kW4o72KS/pz3o+mv9d9rZPqwK664ItkliCSEsi4mUd5Th8PuZPKYOfGmIbEYRUv/0uumIdBx+fKzFL/8GEQPv9BFDNhWMADo7pJWOxBjyKW39rvLlvtj3jMnzmHK/3yeMTfd36umIcCAlsNf3u6p2U+gbBvDXnuKwcsWM/q53zDovRcJ7Nne7Ws5HA4mj5nb/dyJklT9Me8ih6O8i0mUd0v/+pbaTwwaNCjZJYgkhLIuJlHeU8fUcfPw+4Lxx96qcoJlB5s1+6fOoXrM9PjjrQu+zd5ZF1Azagr7pp9Nc3Z+fJ+veh/puzZhC4ext3e9BLXG67IWXDlMs8dms+PJyiM4fNKJ+Ggpo7/lfdAl32HEtf+OKy2z844vz2N4yHZPOHLYRVDcdVUUv/wYw1//M576agAc7W1kbf2coUuewV1X1e3zAv5MTpl40bF+DDlJ+lveRXqivItJlHeL5jhMQXv37k12CSIJoayLSZT31DFj4oW4nJ7448DenfH7FZNns3/62Tiam7BFwrRk59OSM5CWnIGHHHMmeavfIe8z6/Liorf/Stjjw9HWSu3IyeyddQFRjxeAVsfBVZp74krPPgGfLHX0p7xnTjqLgrlXd7/TZrOah4c2hrtbBCUWwxlqIOLxEXO6yP5iJY5w901FezTCsCVPU3LOlbQMKOi0z+3ycMrki1m18U3C4bbj/GRyovSnvIscifIuJlHeLRpxmIKee+65ZJcgkhDKuphEeU8NeQOG4vOmddoWKN8Zv187YjIAEV+AsjmXUTXx9K4vYrezf/o8WjMGxDc5W5uxxaJkbVlD0dvPx5tHnsjhL2M+VHvHqLP+ot/k3WZn6Fe/Z62UfLhLhL+03ROJMmVfHcVbNpLz+XLsbS3kfL6csc/+mnF/vo/Cj14jc9vaLi+z48J/jd93N9QwYvGjpO/c2OW4gC+dSaPnHN/nkhOq3+RdpBeUdzGJ8m5R4zAFfe9730t2CSIJoayLSZT31HDa1K8Q8KUf3BCNEigvASDs9dOamdPp+Pb2NiLdNf9sNiomz+72PdL27GDMXx4gb9U75FZX4wlHeryk1RZqoGFH10ZSX9Zf8h4cPglXWlavjh1SF2LmnmrmlFQyet1Khr3+FAUr3qT4H3+gYOVbANgjYQZs+ARnS+eVkeuGjqVp0Ah2XPh1Ii43ALZYjKK3nqdo6bM4QwcnZnc63cyYcP4J+oRyIvSXvIv0hvIuJlHeLbpUWURERIwwtvhUhg+a0GlbsHQLjo65CZsKhnUZPdYWbiEWi5Hmz+jyerUjp9CakYOrsY62jAE4WpsZ9tqT2ABXcyN5a94je8Mn1Hz1Bj6aOP6wl7SOqWzAMWU+H615+YR+Xjl+R3MJ+eDycma8+Ads4TZczQcbg97aysM+p2bkFLDBvhnnANA0qJhNV32PQcv/QUbHaMP0kk20pWdRPuuC+PMC/gzyBhSxv6rkaD+SiIiIyFFR4zAFvfPOO8kuQSQhlHUxifKeXD5vkAvO/CYBfyYA9vY2Cj96jawta+LH1BVP6PK8aDRCLBbt/kVtNprzBtOcNzi+afc5V5Lz+XJ8VXuxxWI421o449nfkrt2Cm/Pv5LGjIOj1zyRKGMrG8gPO8ifvpCp487hgz2rKK0rpb2+2hqFeLj3TnH9Je+9vYTcFY4w4c2/4W6o6fG46tHTydq8Cmx2ymZ/hdrRU7scE/X42H325YQ/XsKAjZ8C4N9f2umYgC+duadcyfOv/ap3H0ROqv6Sd5HeUN7FJMq7RY3DFNTa2nVVRpH+SFkXkyjvyTVl7Nn4PAdXUs5b/U6npmFjwVDqh47t8rxYLEqopYH0tAFd9nWnftg46oeNw9lUT+FHr5Gx6wsARm34jBEbP6ds2EiqhowimpmHa8CQ+Lx5tZlZfDGyCPe0yRR3vFZb7X5KFj9E7br3j+1DJ1F/yXvDjnU4WlqIeDzdr4zdMWp0xoYNpO/Z0WlXxO1l5wWLGPzeS3jqq6gfMpo9Z36FyomnEfF4ifjSur7eAXYHe0+/mLSybXjqq/FW7YVoBOwHF9vJzxmOz5NGc2vjCfmscuz6S95FekN5F5Mo7xbNcZiCLrzwwmSXIJIQyrqYRHlPrkmjz8LRscKxoyVE1hcr4/vCXj97zphPOBI+uK1jxdpwpJ29+7cd9fuFA+nsPudKds/9Ku0Ba05FeyzGkB1bmPreP5m++AkGL3sJYjH2+T18lp9Bq6Pz1zJXRi4jrv0pmRPPPOr3T7b+kPf0tAGcOX0BYyvrrQ2Hmady7PbtnPHcw12275s2l+a8wWz96o1s+8oN7J73NQDaMnN6bhoeorljNW97JELemvewtx/8BSbNn8Hp0xYczUeSk6Q/5F2kt5R3MYnybtGIQxEREenX0tNy8HkONmry1ryHI9wOQM2oKZSducAaTRZpjx9js1lNvEiknY3bPmZM8SxisRih5nqyMvKx2+zYDxn91S2bjboRk6gbMYmipX8hvWRzp91ZWz+nKWcg7150Sfz4zk+3EYtFGXLprdSu/6DPXrbcF00ZezbzTv0XsNnwt8Vw7qvji5wgrc6D/83dra2c9fZrTHl/SXxb84AC6oeOJepwUT1+FgAxh7PT5exHozl3EJnb1wGQt2YZnrqqeAPSbncwbsRpvPfp84QPya6IiIjIiaTGYQp6+OGuf7UW6Y+UdTGJ8p48wwZNwO+zLlMO7vyCARs+ASBqd7B/2lyw2YhGozSF6sgI5tDQVMPqjW9x5vSv0tbews6ydfzx7/8Lj9vP/qpdnDLxIoYPmUTxkMm9rqF+6LgujUOASMXOTs2oL7PZ7Hiy8ggOn0TD9s+O8pMnT1/Nu98b5JTJFzNl7Nn4D1l9Oz/UysAvqnBu/pimtCD4M5n8+rPYDxmF2Fg4nF3n/wsxp+uE1RPKHdjpcfrOjdjbW4m6PAAEfBnMnn4Z7376/Al7Tzl6fTXvIsdCeReTKO8WXaqcgi666KJklyCSEMq6mER5T54xw2daowOjUQo/OTg6rPzUC2hPywSgtS3Ep2tfo729lS+2fcy2kjW0h1toaLIWu6ipK6e8YjvRaISPP3+F199/gsZQbaf3iUYjh62hbvgEGgaPpCUzly1fvZmqcacA0BwI9OoznHr61fi96Uc+MEX0xbznZg/hm1/9P8yefhlpHYvoHKrg06WMWrWcqe+9xtTX/tKpaQiw5/SLj7ppeGCkYOSQy+QP1TKgkLbAwRW9bbEYgUPmUnQ6XUwddw6D8kcd1fvKidUX8y5yrJR3MYnyblHjMAUNGzYs2SWIJISyLiZR3pNnQKY1aitjx3rcjbUANA4cTvXYmfFjwpE21m9Zzp7923jr42eort2D3e6grr6i29esqSunofHgiruhlgbe+ugv1DdWdXt8zOlk1wWL2Hr5zbRm5bJv+jzCXj+BhvpefYaRuaO49Nybe3VsKuhLebc7XMz/l3s4/1/vJZY/mO5mMkzbvYWsbZ8f9jVqRk2hLTOn07ZIpJ1QS8NhnxOJhGlusRY2aQ+3drt6d8zhZPulN1A5/tT4tuwvVnaabzHgz+DyC77P6GGnHPa95OTqS3kXOV7Ku5hEebfoUuUUVFlZmewSRBJCWReTKO+JdeqU+YwZfgpbdq3G1XFZZ87aD+P79085q9OcgtFohKbmOv788v8FrKZPLBajum7vYd/j883LyBswFIfDQVOolk8+f4Uxw2d0uwJzqKUBl9ODy+kmEmmnhSilcy4j/5MlpNXV0JieedhVez2RKFkt7fhyi5k58UJWrHv9GH8qidNX8j7s9K9SeMl32OfxsK9jmyccYWxlAwOrqgns3YmjvZWBy/8Rf07E7SGUN4Swx8++medgD7fTFszq8tqNoTpa20L4vdZl8tFopNO8mC1tTdjtdsLhdt779AVOn3YpwUDX1wn7g+ybeQ7Zm1Zgj0QIlm1jyNt/teY67MhMMJDFOadfw+adn57An470Vl/Ju8iJoLyLSZR3ixqHKejxxx9PdgkiCaGsi0mU98SaMGo2BTnDGFwwGgBvVTm+6nIAQjkDCRUM7XR8e8cqyoeqrd9PXePhvzBu2v4xZ0xbgNvlYfmqlwBYs/FtCnNHYLc7aG1rwuFw43Z5iETaiUYjuJxudu3ZiN+XjnfwSBoHj2R0dROr0jOtUWSHNg87RpWNrWzABvi8Qc6aeQVTx5/Dtl1rePvjZ47jJ3Ry9YW8F526kJzLbuXLy4q0Oux8lp/BoGUvUfTZJ532NRYOZ9cF1xBzdP8VujFUi8+ThsPhZPvuz6itryA3ezA2m53Wtmbsdgcetw+wRhxW1+4lL2coW3etonjIJHyeNJzdXO4cc7qoGzYhPuoxY+dG9tfspzU7P36Mx+UjJ2sQlTVlx/FTkWPRF/IucqIo72IS5d2iS5VT0J133pnsEkQSQlkXkyjvieNwuDqtogyQechlprWjpnQZ3Rdq7npJaWn55sNeegxWk6itrZm6hko2bP0AgE07PqWmfh8lezbw26d/wKYdn9Lc0sCHa14mGg0TiYZZu3kZaza8RbhjXrucmIsp++rwtnVuXgbrarj0mUeZ+Y8/Y29rAcDnTSMvewhTx83jlEkXH8VPJbFSPe+Txs5l8KU3WQ++PNKz4/Gy8y8lesi+xsLh7LzwXw/bNASIxaI0tzTS3NLI55ve44vtH9PUbF2Ovq9yJ/WHNKLbw23sKF2Ly+mhtqGCv75+f48jXMvOupT6IQfnMkzf3XmxnYA/g0mj5/T8weWkSPW8i5xIyruYRHm3aMShiIiI9CuD8kfGR3UB2NrbyNy6FoCo3U7d8AldnrOnYmuXba+//zixWHcz3h30ydrXKNt38Llt7S08+twP449ffuu3BHzpNLc2MX38eThamiiv2EFTqI4zpl9Gelo2YK3amxdqpa26FP/2z0lrqGPQzq3xBTjc9VVs/8oN8cU3fN40zpi+kLqG/WzeubK3PxoBZk68kClnf4PP3O7DH2Sz0ZCZTdmwkQzZsQWA8lPOBXvPf3Pfs38bedlFRKJh9uzfRiwWpa2tGfyZ7ChbR0NjFRfP+TYul4fW1iZ2l2+irn4/ECMajfDp2te48KwbcHbXnLQ72HvaRaTvtuoJlmymYspZnQ4ZNWx6So9EFRERkb5HIw5T0PLly5NdgkhCKOtiEuU9cSaOOhOv5+BqxTnrPsTZ0gRAQ9FYIl4/AO3trUQiYRqaqvn4s392eZ0jNQ0BVm9Yyv6qnT0e09RcTzQaIdRcTywWpbpuLy1tTTQ113U6zgZ4sgfjGjYVT3o+NWNmEOmYn9FXvY/iV54gsGc7RK1FNAK+dC6e820mjjrziHUmWqrmvSC3mNOnXUrU4zvywUDp1DOJOl1UTjiVlpyBRCLhbhcxAevS403bP6UhVENjqCZ+3JZdq2gPt1GyZyNfbP8kvmBKRU0p5RU7eOfT5+OvsWXnSppbDr9gTnswi5bMXAB8FWU4mhs77fd50uKLAUnipGreRU4G5V1Morxb1DhMQdXV1Uc+SKQfUNbFJMp7YhQPnsyoYdPjj52hBnLWWpcRx2x29s04O74v1FJPRfVu9u7fTlOo9qTXtq9qF5FoON6Q3LJzRbfHteQMZP+Mc9h7xiVs/8r1RB3Wghq+qr0Mf+0pRr74MK5Gq+kY8Gdw3uxrWXTpT/C4/Sf9M/RWKub9gjOv418u+SHBQDaeSKRXz2kvLGbDN+6m/NQLAWhuaaApVNfluKbmehpDNewsW8f2ks/Zcsgo0NUb3sThcLKvahfhSDv7q3fT1FzPtpI1hCPtbN5xcEGTUEsDzR1N7gPC4c6zMNYXjQGsRnPGjo2d9gX8GZwy6aJefTY5cVIx7yIni/IuJlHeLWocpqBLL7002SWIJISyLiZR3hPj/DO/QcCXEX+ct+odHB2Nl+qxM2jLyAGsueg271jJky/9H15+++GE1FZavoXyyp3xxxu3fUxTqI6W1hCRwzSyWrPyKJ95Xqdt3tpKxjz3G4oX/x5/+S783iBDB47j2oX/zrRx5+DrWMU3mVIt75fM/Q4TR52J35cOQE5NLb7m5vgCNF3EYnjCEbJaOjft2sIt8RGDYF2aDlBdu5eH/vw9GkO1fPTZy3y45uAqzNV15Sx5/4+EOxbgefnN3/LIM3fwxfbOC68c8PbHz7C3YgctrU00NtXQ3Np5/s264oOX2h86d+cBxUOmdFq9WU6+VMu7yMmkvItJlHeLGociIiLSL6Sn5eBxHbwE1VO9j6zNqwGIuDzsn2otHNHc0sj+qt18sPpF2sOttLaFElLfjtLPee/TF+KPq2r3EI1F+WLHJ6zfupyaun20tbd2eV71hFPZctmNlJ3Z+curv3IPRW8+h6uxFpvNTt6AIi6e+20uOuuGk/5Z+gKbzc55Z1zLDV/7GWOLT8Xr8ZO2ewuD3n2RcX+5n/P+/qR14Jebh4esZh2JdG4c7qssYe3mZUSiYZpCdVRUlwKwddfq+DHRaKTL5cyr1r8Rv9/S1kRLW+dRhYfaVrKGx1/4Ces2v8/nm94l0rGIzgGt2fm0ZOUB4K8oo/jlx3A0H3y9gD+D06cu6OlHIyIiItJrahymoMceeyzZJYgkhLIuJlHeT76xxbPiI8oACj59gwNr4lZMOZOIL0A0GmVX2QYe++vd8dVuE6WltYmK6pJO2/7yys/55zuP8o+3H+bhv9xBbf2+Tvvb2luIRqO0ZudTM3oa+6bP67Tf2drM8Ff+SMa2tfHm0eCCUeQPGErgkJ9FoiU77+lpA6wRmOPPoSBnWEfTcDPD3niGrG2fY4vFGLXhMy595lHS6ms7PdcTiTKpvJrM2tp40y7U0kBLaxPrt37AqvVLO5q8LSxb8QKRSJitJau7qeL4LFn+R9755Ln4qMZD1Y6YFL/vryijYMWb8ccup5vp488lzZ95wmuS7iU77yKJpLyLSZR3ixqHKWjOnDnJLkEkIZR1MYnyfvKNH3GadYlmLEbBx68TLNsOQFtaBlXjTwWgoamaV979f8kss5OK6t2ANcItFovy9zcepLGpFoCmUB3Pv/or6hor4sdXjT8lvjjGAe6mOoa8+3fGPPcb8la+TdCXydWX/JDrr7iH3OyiRH2UTpKVd4/bzzVfuZtvfvV/M7hgNC6nB0drM4UfvcawN/7S6djW9AEEMgYxZ8c+Zu6pZtK+OmbuqeaM7Xtp2/o5tQ0VrN30HgCh5nqefOn/sG3XatrDrfzllZ/z1sfPULJnQ0dDuPSkfaaGphoAwoeMfqwaP4vqMQfn8szc+hmemv3xx8G0bK6+5Ee6ZDlBdH4XkyjvYhLl3eJMdgHS1ahRo5JdgkhCKOtiEuX95MrOKCA9zZq/MGvzanLWfxzfVz7zPGJO6ytPfWNVwi5NPhZVtXvYsmsV40eezsZtH7Frz3pWrnuDeadeg8PhIOr2svWrN2GLhHGFGhj+6p9wNVkjJ+2RMHmfLcNTW0Hp2VcQczj4l/k/4tX3ft/pUtpESFbevzLvJoYOnIDdbv1t3FNbQdEbf8HTUBM/JupwUHbmAuqHjovnIrulHbAac/UtDbyw5AFaWpsYNngiU8bNo7R8c0eT11LfWEV9YxUA/+/ZOznQ/D0Z9leVUDxkcqfLn2NOF3tmf4W2YBYFK97EFouRs+5Dys5aGD8mO6OQ8SNOZ92W97t/YZud4PBJuNKzaa+vpmHHWjjMitHSM53fxSTKu5hEebeocZiC6uq6rtYn0h8p62IS5f3kuvCsG0gLZAKQsX1dfHv5KedRf8hiEjtK1ya6tKO29IMn2V2+iXWblwGwbvP7nDr5EhwOF42hGtKDOXjdftrSs9m64Dtkbl+Ht7qczK1rscWiZOz6gow/3kPl+Fk4ppzF/LNvZOO2j1i+8m8Juzw70Xm32WycPetqhhSMiTcN03ZvYcg7f8NxyLyR9UVjKJv9FSK+QKfnNzXX88W2jxlTfAotrY20tFqXfe/Ztw2H3cn6LcsP+97NrY0n4RMdtLdiO9FohJXr3mDW5Evinw+skYe5n72Po72V9J1fsOf0+fFmqMvlZvqE87ptHGZOPJOiBbfizsyLb2ur3U/J4oeoXXeYRqMcls7vYhLlXUyivFvUOExBv/3tb5NdgkhCKOtiEuX95PF7g+RkDQLA3tZCoNyaR7AtmEXlxNPjxzW3NPaJxmF7uDXeNAQItdTTGKplf1UJr73/ODdfcz9et5/2cBv4AlRNsC7DriueSNHSZ7F3zMuXs+ETAvt2s/PCf2XauHMZV3wqf375/1JZU3bSP0Mi856TNYiF5/43sjIKyKipILjhU7w1FQRLNsXnuGzOzqfk3KtpD2YSjUa7zNUTaq7j9fcfp66xAtshe9vamykt30Rp+eaEfZ4vq6rdQ1t7M5998Q4TR59Fmv/gquExp4v6oWPJ2voZjvZWsjavpnr8KfH9GcEcfJ60Ts3NzIlnMuLan3Z5H1dGDiOu/SnbnvypmodHSed3MYnyLiZR3i2a4zAF3X333ckuQSQhlHUxifJ+8owsmobPGwQga8sabB2XW9YPGQU2W/y49nAr5ZU7k1HicXv+tf/g1WWPEYm009LaREtrE+98/BeaQgf/Et44aAS7z76C2CGf2Ve1lzF/uZ/89R8R8KUz79RrElJvovJ+7ulfZ9Gl/4P8nKGk11Uz/J9/JO+z90k/pGlYN3QsO+ZfT3swk+aWRppbGgBo7xiJGIlE+LxjLsOP1vyDD9cs7vQeTy3+/4hEO69snEg1deW8++lfqardg91m67JYSt2IifH7Az96laxNq+KP/d4M5p12yH9zm52iBbdadw/JifXYDsQYcumtYNOvCEdD53cxifIuJlHeLfpWICIiIn3ahNFn4nQ4Sd++nsKPl8S3Nw7pPC9Nc0sjkUMWmOhLGkO1RKMRAHbv3QTYWLn+Dd5f+TeaW5uord9PTf0+agePZOtXb2LvKefHn2uPRilY8SZFbz7LSGeAm695gG9+9X/j72i29lVul49xI04lOxyh8IN/MnLxo9g7fkYAEbeHfdPPZvc5VxJ2WBfZNLc08s4nz9LSGuIvr/ycxlAtjaGaeOMwFYUj7axa/wYAf1vyG1555/9Zo007NBYOJ5QzMP644OMl2Nut/Q6Hg9HDZjB8sLUKc3D4JNyZeV2ahgfYbHY8WXkEh0/qdr+IiIiYR5cqp6BPPvkk2SWIJISyLiZR3k8WG1npedZKyp8ujW9tyhtMY+EwotEINXX7aG1v5q+v35/EOk+cTTs+JTM9z5r3bv0b7KsqYe/+bdjtDr579X04MnNpzcylcchIcj5bTta2zwFIL9nMxN1b2XPGJVSPmsINX7uXvfu38uLS/zrhI+oSkfeZ48+leNNn5H/+QXyUKUB7IJ1d515FS3YB2O20tIbYXf4FkUiY7bs/5/NN71K2bwuVNWU89vxdhFoaiMVO3uImJ1LJ3o34vem0tDbhcrqtjXY7Oy/6OsNffRJf1V4c4TYytq+jpmPVZb8vnYvOup5Hnr0TV3p2r96nt8eJRed3MYnyLiZR3i1qHKag0tLSZJcgkhDKuphEeT9xxhbPYtyI01i57g0G5Y/E50nDV1GGu8m6bLclI4edF10LdgehUC3PvPJz6hsrk1z1ibOzbB179m+NPy4t3wRAJBpm2YoXOGPaAgDcbh+tcy+jaeBwCj5ZgrO1GVssyqDl/yBv1du0ZuWTefqFpC34nzy5+P/ERzSeCCcz7wF/JsMKxvCvtWGy9h6ciy9qt9NUOIw9s79Ce1pmfHtF9W6ef/U/Or3GgXkeE7VYzIkUaqmn/UuXK0fdXvaccQkjXn4MgOwvVlIzelr8Uv1gIJs5M7/GysovevUe7fXVJ7bofk7ndzGJ8i4mUd4tulQ5BV1++eXJLkEkIZR1MYnyfuLMnXU140acxlcv+B6zplyCx+MnY+eG+P7KSacTc7oAaGtr6VdNwwO+PM/dAZ9vepeH/3IHD//lDj5a8w+aW5vYO2QEm67+AVXjDi6a4WpuIm3Pdka88SyD/NksOOcWANLTBnTMdXd8Tlbexww/he9+9f/w3yJZZO3dCUDMZqdi8my+WPRv7Lrw652ahvWNVby49D9PSi3JVFm7p8u25pyBNGcXANbclgPWfxzf53S6mTxmDq7q/bTV7id2yAjNQ8ViUVpr9tOwI/UXEUolOr+LSZR3MYnybtGIQxEREekzBuaNxO9NAyDgS7c2xmKk79ho3bXZaRg6Nn58eeWOhNeYKj75/J+Ulm8ib0ARZ5/6L+w9/WIaBw4nf+XbeGsrAPDUVzP25T/gn3U+A752L2mBLPbu38bzr/3qsM2lZBmYN4KvF57C0Jf+gLPNapxGnC5Kzv8XmgqHAxBqbmDt5vdIT8shFouy9IMnaQzVJrHqk2Pd5vcZPmgiLpfn4Eabjb2nXkDxq38CIH/Fm7Rk59M00PrZpAWyWHjurfx98UOMuPanxGLRTk1i67+3jd0vPwQp9t9eREREkkeNwxT0pz/9KdkliCSEsi4mUd5PjNOnXhpfQfmAQy9Tbhw4nIjHB1gLYazsWFTCVHv2b2PP/m20tDYxe/pXWddWRfHF/0pGJMbwfz6Bu7EOZ2szxcsWkzlmOlXjTsGfNZRbFj1AONJOXUMlf339fsKHLMbRGyc671PHzWP+0NmMeOuv8W0Rp5tdFyyiIj2DPTtX0RZuZb8zxqbmPbTvW2eNmuunDbBtJWtobm3EbrcTjoTxuK3MhwqHUTnhNHLWf4Q9GqHozefY/LVbifisZntWej4FoTa2PflTihbcijszL/6abbWV7H75IWrXvd/te8rh6fwuJlHexSTKu0WNwxQ0c+ZMdu/enewyRE46ZV1MoryfGDnZg7tsy9hx8DLluuET4ver68rZvbd3c7r1d19s/4QvtlsTfP/L/LtoCeZSd+7XGPPZh/HLvLM3rSJ70yrAasBWTJ5NU/ZwbvqX/6Clrdlahbipplfvd7x5z88Zhs+bxlkzLifNn0l+VSXDPjnYBG7KGcjK0ROoba/lw6V/oi47O94IK+arALTV7qdkcf9shLWHW62VtmNRiBFvHAKUn3Ie7vpq0ndvxtHeSua2dVRNPA0AryfAOact4vfP38Xn9/4rweGTcKVn015fTcPO9QSHTSB76jzrcT9uvJ5oOr+LSZR3MYnyblHjMAWNHz+ev//978kuQ+SkU9bFJMr78fN703EfemkmWJcpdzS+rMuUxwAQaq5nyfI/JrrEPuFvS34DxDhl0kW451xGzuCRDFr+MrZDVhZO27ODtD07iAENRaOpGjeL6y7732zb/TlrNy8jEmmnsqaM9nBrt+9xtHkPBrKZNPoshgwcS44vi4F7d5Oxvwzbli/w1Ffj339wcvLGAQUsmTSVv73xG6LRCJkTz2TEtT/t8pqujBxGXPtTtj35037ZPFy5bglt7S0U5o3gtCnzsdsd1g67nfJTziN992YAMrYfbByCNY/lZef9d5579T4atn8GQObEM5l815NfGoHYfxuvJ5rO72IS5V1Morxb1DhMQc3NzckuQSQhlHUxifJ+/IYMHIvXk9ZpW1rpVtxN1sq4jYOK45cpt7SF2Lt/W8Jr7Ava2q0sfrjmZfy+dEYNnUHozK8weONKIh4fntrK+KXfNiC9ZDPpJZvJHTicQeNOYeLZtxD2+mhubeS1ZY+zq2x9l/kQD593G6dP/Qo7ytYxbdw5DB04HpvNxoDKfeRV7cP9xQb8+3bH5zD8sqYBhSzOy+Qfr9/f8XJ2ihbcat3tWEE4/k42O7FYlCGX3krt+g/63ei5tZuXAVC2bwuTRp9FMJAV39eWmUPzgAJ8VeX4K/fgrq2kLTMHALvdwaCC0UwYOZv1W5cb23g9kXR+F5Mo72IS5d1iA2JHPCpF+P1+Fi9ezIIFCwiFQskuR0RERBJowbm3MnHU7E7bhi55mmDpVgB2nXc1DUXWiMNP177GG8s1Lw0ANnvnS1K7uQR14qjZnHfGN/D7grQ11VK4bT2+mv0E9u7EFWrodGzMZqM1M5emgqGUjptOTSzCB6tfIidrEO9+8izWwEXr66XD4cLj8hFqqcfvTefCs65jZNE0Ii2NDNq6nuytn+FuqKFzy6+r1owB7Jt2NiU5ufy/Z+8kHGkHIFg8hTE33X/EH8Gmh2+Pj67rj26+5gGyMvI7bRuw9gMKP10KQCh3EDsuuY6YwxHfX9dYyaPP3c3Yf/s9rozcLo1XsBZMaautZO3P/7XfNV5FRERMdjT9NY04TEF333039957b7LLEDnplHUxifJ+/AoGDO302F1bSVpH07AtLYOGwaNoCtURiUZYuc7sRVEOyJx4ZjeLYHS9BHXdluU0tTQwdvgpbC1Zw9xTriRr/Ewc2MnYuZGBny7F1dwIgC0Ww1uzH2/NfrI3fkrLgAJGjJxGKDufoQvHEUwbwKTTMvnp//6fzJ11NXkDimhvb8VpdzBs2wayF/8eT13VYWuO2WzUFo1md/F4nG4fUW8atS475ZU7+eSt5+NNQwBXenavfg69Pa6vCrU0dGkc1oyZwYAvVuJuqMFfUUbW5lVUjzslvt/vTWfMqQs7ZePLbDY7nqw8gsMn9evG6/HS+V1MoryLSZR3ixqHKchutye7BJGEUNbFJMr78XHYnbjdPojF8FbtJeL1k/fZsvhItepxp4Ddzr6qnfzllV8ktdZUcbSXoO7Y/Tk7dn8OwM7SdRQNHIfH7WPciNMYueAGBuwtwVtdTlrpNjy1FdiwLl3xVZUzpKocgGHBLOqHjcNny+G6064nb+cX+Deuw9ESwl+5p0stMaA1M5e2YCb7i0ZRl5VHu9fPqk1vs3zJz5k4+iyikTAbtn3U5XJogPb66l79LHp7XF+1u3wTg/JHEo6043S4AIi6Peyeexkj/vE4AOk7N3ZqHLqcboaOPJXyXrx+f2+8Hi+d38UkyruYRHm3qHGYglavXp3sEkQSQlkXkyjvxycvZygup4f0HRsoeueFTvvCHh/VY2fS3NrEB6sWJ6nCFHOcc/+1h1vZVrIGgA1bP2T6+POYMu5sHFlj8Y6fSdDmoHD9x6SVbsNbWxF/nqehhty1H8BamNRDeTGgcdAItk4+nWqXg/3Vu/nksxeoqCnFbrPHRxWu3fRejx+zYcda2mr348rIwWbr+uX+wKW2DTvW9vg6fd3O0rXMnHgBG7d+xNjiWbg6FhFqzh1Ma3o2nvpqAuW7cLQ2x+cBBchyBXrVOOzvjdfjpfO7mER5F5Mo7xY1DlPQ5s2bk12CSEIo62IS5f1Y2Rg6cDyFecPxedPI2tr1csnKybOJuty01NVQsndjEmpMPcHhk07oJairNixl1QZrvjy3y8eUsXOZPv483ONnkFWxl5z9ZWRu+eywi5qANU9ha0YOVRNmUZNTSHXtXv72xm+ord/f6bgokV5+SiAWpWTxQ4y49qfEYtFOzUNrhKKN3S8/1O/n59tbsYPq2nL++e6jFA0cR8aB1cdtNhqKRuNZ9xG2WIxgyWZqR02JPy83bGN7e5hWpwN6mOOwvzdej5fO72IS5V1MorxbNO4yBV199dXJLkEkIZR1MYnyfmwKc4dz9fwfMnnMHGyRMIHyXZ32V46fReWE06z7NaXJKDElncy5/9ram/l07Ws88uy/8dDT3+fhFU/xWrqblRddw+7TL6Fk3teIXDCXiNNFuz/IzvOvYdXlN/HpBVex9tRz+aihjL+/8SCP/+1/dGkaHovade+z7cmf0l5X2bnO2kpjVgRubmngsb/eRSQaZsn7f6SpuT6+r75jwSCAwo9fx1t1cIyh1+1jbJU1d+WXLwU3qfF6vHR+F5Mo72IS5d2iEYciIiKSsiaNmYPT4SI9LQf/vt3Yw9YlrC1ZeZTOWUjLgEIAIpEwX+xYkcxSU0qi5v6LRiPsryrhn+8+isvp4fRpCxiVN53ss8exNn0ckUiYtds+ZOuna9i7f9txvVdPate9T+36D464enR/FrOWs2bLrpW892kWc075GgFfOqH8IhoGFRMs246jrYVhrz/F9kuuoy0zB4D8UCtjd+9lXaYX5yGN5LbaSna//JARjVcRERE5PDUOU9AzzzyT7BJEEkJZF5Mo78dm+KCJALhdXtLKDjaeKibPjjcNwRpxtbNUl1MekIy5/9rDrbz36fO89+nzvL2ymN0lZUSiYaLRo7j0+HjEolr5t8PqDUvxeQKcdcoVOOxOdp9zFcNefwr//lKcLSGGLXmabQu/E5/vsCjsgLXreH3zG0Q8HiMbr8dD53cxifIuJlHeLbpUOQWNGzcu2SWIJISyLiZR3o/eiCFT8HoC1oNYjPSd1vyFMZuNxoHFnY5tD7fR0KQFHOI65v4DW1IuQR03bhzt4dbENQ2li9Ub3yIUsi5Zjrrc7Dx/Ec3ZBQC4G2sZ9N5LnY4vKhzDRaPPp3rN21YDVk3DXtP5XUyivItJlHeLGocpaOrUqckuQSQhlHUxifJ+dAYXjOHSc24m4M8AwFu1F09DDQBNBUOJ+ALxY1vbQqzf+kFS6kxlyZz7T3lPvuaWBhpCNfHHUY+XkvOuJuz1A5C+ezPuL12qnp42oNsRqtIz5V1MoryLSZR3iy5VTkHhcDjZJYgkhLIuJlHej86syRfj96XHH2duXxe/X1c8sdOx5ZW7eO/T5xNWW1+SrLn/lPfUsGLdEi6Y/U28HqtZ2J6WQeXE0ylY8SYA6Ts2UDnlzPjxbpeXgXkjKNu3JSn19lXKu5hEeReTKO8WGxBLdhG95ff7Wbx4MQsWLCAUCiW7HBERETnBxhafSmVNKVddfCeZ6Xnx7aP++l946quJ2ex8seiO+NxszS2NPP/af1BavjlZJYuktKsuvpPhgyfhcFjjBVwNNYx5/j8BaE3PZssVt4LNFj/+k89eZemHT+Jx+2lt0/dtERGR/uho+mu6FiEF3XHHHckuQSQhlHUxifLeO3NnXck1X/kxHrc/vs3VWIun45LKUP7geNMQoKUtpKZhClLeU8fr7z9Bc2tj/HF7MItQzkAAPPXVDH3jGWyRg3NRjhg6BZvNzo3/8h+k+TMTXW6fpLyLSZR3MYnyblHjMAV5vd5klyCSEMq6mER5P7LsjAI8bj/BQBY+b5q1MRola9Oq+DFfXhRl665VSOpR3lNHXUMF4XBbp20VU86MX3IULN1K7mfL4vv83nQuOusGvJ4AI4dOT2ClfZfyLiZR3sUkyrtFjcMUtH79+mSXIJIQyrqYRHk/smnjz+08wikWY/g/nyDvs4OLeDQOHE5rWyi+ivKHqxcnvlA5IuU9tRw64hCgYehYdp1/DbGOhVByP3sfT20FAD5vGpPGnIXT4WL8yNMTXmtfpLyLSZR3MYnyblHjMAWtXr062SWIJISyLiZR3o9s+OBJnR57q/cR2F8afxxxuWnOGURrW4iGxioqqktpDNUmuErpDeU9tZSVd13spHHIKComzwbAFouSvXFFfJ/T4QIgMz0P2yHzH0r3lHcxifIuJlHeLWocpqCvf/3ryS5BJCGUdTGJ8t4zm82Ox+PvtC2tdGunx5WTZoPdTktbM8+/9itee+8PiSxRjoLynlq27f6ctvbWLtsrJ51OtGPRlIzt67BFOq8e6fOkcdM1D1A8ZEpC6uyrlHcxifIuJlHeLWocioiISNLlZg/B5XB32hYs2xa/v/mKW6mYehYA+yt3UVW7h9qG/QmtUaSvKi3fRF1DRZdVkqNuL/XDxgHgbG0mWNJ5oSGP20dWeh7z593IkKkXkD11HsHiKWDTrxAiIiKmcCa7AOnqhRdeSHYJIgmhrItJlPfu2e0OotEIRYXjDi6IAjhDDfj37QagNT2btowBAEQiYbbt/iwptUrvdcq7zU5w+CRc6dm011fTsGMtxKLJK85ArW0hHn3uR4wcOo1zTruGnKxB8X01I6eQuW0tAOk7N1I/fHyn5+7ze/iiaCT5E38U39ZWu5+SxQ9Ru+59ROd3MYvyLiZR3i36c2EKGjp0aLJLEEkIZV1Morx3lTegiP/29f/E4/YxomgKtgOjmKJRhrz9AraO5lLDkFHx5zS3NnY7X5uklgN5z5x4JpPv/jNjbrqf4kX/gzE33c/ku/9M5sQzk1yhiWJs3bWKJ1/839Q1VMa3NhUOJeL2AJBWtg2iB5u6+/wePsvPoNXR+VcGV0YOI679qf47dtD5XUyivItJlHdLSjQOb775ZrZv305zczMrVqzgzDPN/hIyc+bMZJcgkhDKuphEee9q3qnX4Pem8+0rf0F+zsEvZsHSLQT2lQDQHkinYvLB7wUV1bt1iXIfMHPmTDInnsmIa3+KKyO30z41nZKrubWRXXs2HNxgd9A4aAQAzrYW/B0LEsWAL3KC1jFfWiDFavLHGHLprbpsGZ3fxSzKu5hEebck/V/6q666il//+tfcc889TJs2jWXLlvHqq68yZMiQZJcmIiIiJ0nAn0negCLsdjsZwRzS/JnxfWmlB+c23HvqhUR8AQDqG6tY/OZvE12qHIMYULTgVoAuq/Kq6ZR8W3atIhxujz9uGHxwVG+w1BrRW+N10ep0dGkaHmCz2fFk5REcPqnb/SIiItI/JP3b2u23385jjz3GY489xhdffMEPfvADdu/ezc0333zY56SlpREMBuM3t9t92GP7onvuuSfZJYgkhLIuJlHeOxs9bCYBX3q3+9L2bAcgarfHR0IB7K/eTVNzXULqk+Pzn8/8A3dmXpem4QFqOiVXaflmmlsbCYfbAGgYPJJYx77gbqtx2Opw9Oq1XOnZJ6PEPkXndzGJ8i4mUd4tSV0cxeVyMWPGDH7+85932r5kyRLOOOOMwz6vrKwMp/Ng6W+99RZPPPEEr7zySrzhuGTJEpxOJ+eccw4ADz74IFdccQWDBg1i7969PPfcc3zve98D4J133qG1tZULL7wQgIcffpiLLrqIYcOGUVlZyeOPP86dd94JwPLly6murubSSy8F4LHHHmPOnDmMGjWKuro6fvvb33L33XcD8Mknn1BaWsrll18OwJ/+9CdmzpzJ+PHjaW5u5v777+fuu+/GbrezevVqNm/ezNVXX01xcTH33HMP48aNY+rUqYTDYX7xi19wxx134PV6Wb9+PatXr44vDf7CCy8wdOjQ+DDae+65h9tuu41gMMimTZtYvnw5N9xwAwAvvfQSubm58Z/vL3/5S7797W+TnZ3N9u3beeONN7jxxhsBePXVV/H7/cydOxeABx54gEWLFpGfn09paSkvvfQSt95qjSZYunQpAOeddx4ADz30EAsXLmTw4MHs27ePp59+mh/84AcAvPvuu4RCIS6++GIAHnnkEc4//3yKi4uprq7m97//PT/84Q8B+OCDD6ioqGDhwoUA/OEPf2D27NmMGTOGhoYGHnzwQX7yk58AsGLFCnbt2sUVV1wBwFNPPcW0adOYMGECLS0t/OpXv+JHP/oRTqeTNWvWsHHjRq655hoAnn32WUaPHs20adOIRqPce++93H777fh8PjZs2MCKFSv4xje+AcDf/vY3Bg8ezKxZswC49957ueWWW8jIyGDLli289957fOtb3wLg5ZdfJjs7m9mzZwNw3333cf3115OTk8POnTt57bXXuOmmmwB4/fXX8Xg8nH322QD85je/4aqrrqKwsJCysjJeeOEFbrvttnjmw+EwF1xwAQC/+93vmD9/PkVFRVRUVPDkk09y++23A7Bs2TLq6+uZP38+AI8++ijz5s1j5MiR1NTU8Mgjj3DXXXcB8NFHH1FeXs5ll10GwBNPPMGpp57KuHHjaGpq4te//jU//vGPsdlsrFy5ku3bt3PllVcC8PTTTzNp0iQmTZpEW1sb9913H3feeSdut5u1a9eydu1aFi1aBMDzzz9PcXExV155Jdu2beNnP/sZ3//+9wkEAmzcuJGPP/6Y6667DoAXX3yRgoICTjvtNAB+/vOfc+ONN5KVlcXWrVt5++23+c53vgPAK6+8Qnp6OmedZa28ev/993PttdeSm5tLSUlJvzlHADzzzDM6R9C3zhHTpk3j9ddf1zmi4xyx5wsPY6b7sTls1FdFqK+KMHi0G9uOElz11QAwYigjT01n86oWhk10EBg8gLD3cp0j+sA5IjJoEksbOaIrv/EtCtv36RyRhO8RAwrcDBnhx2azsWtDGpEhg3HuLsVbsx9PqJYRkwexthf/DSONtfGfYaK/R8yYMYNYLJb07xHFxcV8//vf1zkCfY/oT+eIw32PGDhwIP/2b/+W9O8RfekcAfoe0VfPEWlpafz5z3/ul+eIsrIyessG8T8wJlxhYSF79uzhjDPO4MMPP4xvv/vuu/nmN7/J2LFjOx3v9/tZvHgxixYtorm5Ob69tbWVtra2hNV9sv3kJz9RZ1uMoKyLSZR3ABtTxs5lf9Uuvnr+98lM7zz3XWDvDoa/+mT88b4Z86iYYn05r63fz++e+QGxWNK+tshRuPnf7+PTtOlHPG7Tw7fTsF2rZCfDZef9dz7f9C6XzP0O6WkDyF39Lvmr343vrxw7g2ev/iatTnu3lyvHYjHszSFW/n9XEI20d9lvEp3fxSTKu5ikP+f9QH9twYIFhEKhHo9N6ojDA778S4DNZuvxF4PGxsYjfrC+bNOmTckuQSQhlHUxifIOX5l3I2OLZ9He3orN3nm2FHtbK4Pfeyn+OOJyUzd8AgB1DRU8/Y+fqWnYh+zf8Altowfjysg5uFr2IWKxKG21lTTsWJuE6gTgxaX/CUBLa4j0tAE0DBnVqXGY88VKzny3kDfPvQhisc7Nw1gMGzChJkTVwHFs3/15gqtPLTq/i0mUdzGJ8m5J6hyHlZWVhMNhCgoKOm3Py8tj3759Saoq+ZYvX57sEkQSQlkXkyjvMKRwLG6Xl4A/A7832Glf7mfLcDXVAxDKGciWK26lrWPutDUb36a2Xisp9yUfLH+fksUPATZisWinfdZjG7tffgi+tE8Sb/feLwBoGVBIS1Zep31T3vkHM7fuxBPp/N/JE4kyZV8dA1ujzJhwfsJqTVU6v4tJlHcxifJuSWrjsL29nZUrV3L++Z2/cJx//vl88MEHSaoq+Q5c/y/S3ynrYhLT8543YCgel7f7nbEYGdvXAdaCKLvnfY2w32osNoXq2LxjRaLKlBPkhhtuoHbd+2x78qe011V22tdWW8m2J39K7br3k1SdHGrl+iU0hmrBZmP7Jd9kx4VfZ+8pB7+bT1q+hDkllczcU82kfXXM3FPNnJJK8kOtAOQNKMLp7F8LFR4t08/vYhblXUyivFuSfqny/fffz5NPPsmKFSv48MMP+e53v0tRUREPP/xwsksTERGRE2TS6DPxH2YVZW/1Ptwdow2bCofTHsyM72sPt1JRU5qIEuUkqF33PrXrPyA4fBKu9Gza66uty5M10jBlVNaUsWXnKiaPmQseH02DimnOG0zemndxtLeRtfVzbNEotjkLwd51pWW/N8gti37NinVL+GDVi4n/ACIiInJSJb1x+NxzzzFgwAD+/d//ncLCQtatW8cll1xCSUlJsktLmpdeeunIB4n0A8q6mMT0vBcNHH/YfcHdm+P3G4aM7rRPlyj3TZ3yHotqAZQU98Hqlxg1dDppgUwAoi431WNmkLvOWrwwc/s66oeOpX541/8fu1xeXC4vp0y8kK271rC/amcCK08Npp/fxSzKu5hEebck9VLlA373u98xfPhwvF4vM2fOZNmyZckuKalyc3OPfJBIP6Csi0lMz7vb5el+RyxGxvb18YcNRQcbh6Hmet7+5NmTXZqcBKbnva+pa6gkEg132rZv5rnUDRsXf5xe0vME8QF/BrOnLzwp9aU65V1MoryLSZR3S0o0DqWzM844I9kliCSEsi4mMTvvNlyHmQMtrWwb3toKAEK5g2hPy4jv21e1i737tyWkQjmxzM57XxSjrb2l8ya7ndK5lxPpaPoHd2+BaKTHVynIGXaS6kttyruYRHkXkyjvFjUORURE5KRK82dgs3WdGy3/06UMW/J0/HHlxNPj99vaWvhozT8SUp+IYC2Q8iUxh4OGIaMAcLS1ENi7q8fXcLu8DMgcCMDcU67EZrOd8DpFREQksdQ4TEG//OUvk12CSEIo62ISk/OeEczF5XR12uaprSB37Qfxx21pmdQPHRt/3NoWomzfloTVKCeWyXnvq/ZWbO92e33RmPj9zO1re3yNgD+DcSNOIyOYy6zJl3DpObdwwxX34HIeZqqCfkJ5F5Mo72IS5d2ixmEK+va3v53sEkQSQlkXk5iWd7fLyymTLgIgK6MAt8vfaf+h8xoClJzzNbAf/FrS2hbqeumk9Bmm5b0/KCvfQjjc3mV7Q9FoIm6r8Ze+YwP29rYeX2ds8SyGD56Ew+Fk7PBZZARzycrIPyk1pwrlXUyivItJlHeLGocpKDs7O9kliCSEsi4mMS3vA/NGMGvyJQDkZxdhP6QpSCxG+o4N1l3gi6u/T0vOwE7P31u5I1GlyklgWt77g8qaUlramrpsjzld1A2fCIAj3E7WplU9vo7PG2TquHnY7Q6cThcul5fM4OEbh6dPW3B8hacA5V1MoryLSZR3ixqHKWj79u4vFRHpb5R1MYlpeS8eMgW/N4jd7mBA1qBO+zy1lXjrKgEI5RcRDqR32t/W3sIX2z5OWK1y4pmW9/6gpn4f7WFrNGH0S4ugVI+ZFr9f8OlS/PtKDvs6AV862RkF8cdOh5P8nKLDHn/KpIuw27vOgdqXKO9iEuVdTKK8W9Q4TEFvvPFGsksQSQhlXUxiWt6LCsfRHmkjJ2sQwUBWp33+fQcXWKgvGt3luaHmeraWrDnZJcpJZFre+4t9lTuJRMJU15V32t6SM5DK8acCYItFyV2z7LCvYbc7cDm9nbblZXffOHTYnQR8Gfi8weOsPLmUdzGJ8i4mUd4tahymoBtvvDHZJYgkhLIuJjEt735fEK87wPDBk7s0BQL7dsfvh/I7NxQikTCrNrxJLBZNSJ1ycpiW9/5izca3wGZj6QdP0dzS2Glf+azzae8YHRzYu7PHuQ4djs4jCNODOd0elxHMwWaz4e/jjUPlXUyivItJlHeLGociIiJyXObP/W6nSw1zs4fgcnqw2+2cNfNy0vwZEIsR2LOD7I0ryNxmrcwadThpGVAYf15dQwUvv/0wn37+asI/g4jArrINrF6/lJ1l62gPt3beabdTP2SUdTcaIbCn9/OQul3ebrdnpucRiYT7fONQRESkP1PjMAW9+qp+YRIzKOtikv6a96EDJzBxzFlkpVuLH3jcPq644PsE/BkA2Gx27HYHWZtWMfy1Jxn44T/jzw3lDiLWMTKprb2FD1YvZsPWD4hEw4n/IHJC9de893eRaJgly/9INBqhMVTbZX9DR+MQIGvLGoj2bmSwy+nmigt+wMTRZ3banps1BLvdjt+Xfphn9g3Ku5hEeReTKO8WNQ5TkN/vT3YJIgmhrItJ+mvezzntGojFyOlYAOWM6ZeRmX5wBVWX0w1AesmmLs899DLlUHM9aza+fZKrlUTpr3k3yeI3H6KhqabTtqbC4UQO+f/0sNefwtlUf8TXcjpcDBs8gcmj5wAHRyDm5RRhs9lJTxtwgqtPLOVdTKK8i0mUd4sahylo7ty5yS5BJCGUdTFJf8271xPA4XAyKH8UYGPs8FnY7V/6ehGL4avcE3/YnJ1Pa8YAasZMj2+rrivXvIb9SH/Nu0mq68p54fUH2F91cAXlmNPFntnzidms/4+n7d3JsNf/fMSRh35fOh63n8z0fKaMPZt/mX8XQHz15b7eOFTexSTKu5hEebeocSgiIiLHyIbD4QSgMLeYooHj8HoCXY5yNdXjbAkB0DBoBNsuu5EtV9xKe5p1OXM0GmHT9k8TV7aI9Mqe/VtZ+uFTtLY1x7fVjZjEzou+TsTpAsBbW4F/f2mvXs/t8jB31lVkBnPxedLwuK2RHGn+rCM8U0RERJJFjcMU9MADDyS7BJGEUNbFJP0x7z5vGjabDYCAP4M5M6/A503rcpy3cm/8fnNOYZf9oeYGtpd+fvIKlYTrj3k31f7KEtraWzptayocRvmpF8Yfp5Vu7dVr+X3peFw+fL4gX7voDvw+648HgY7/PcDpcDF04PjjrDxxlHcxifIuJlHeLWocpqBFixYluwSRhFDWxST9Me8BX3p8NWW3y0t2ZtemIND5MuWcgV32t0faqGuoODlFSlL0x7ybKtRSTzjc1mV7w5DR8fvBXjYOAVwuDw67k4Lc4fg7/tDgcfs6HZMRzGXW5EuOseLEU97FJMq7mER5t6hxmILy8/OPfJBIP6Csi0n6Y94DvgycDmuhBK8nQJo/s9vj/JVl8fstAzo3F9vbW/lMi6L0O/0x7yZraQt12Rb2p9Hc8f9nX3U5OZ+9f1SveWDhJCA+5cEBHrefrPS8Y6g0OZR3MYnyLiZR3i1qHKag0tLezRMj0tcp62KS/pj3gD8Dl9MDHFwltYtoFF/H/GftgXTaA+mddjeEavjos3+c1Dol8fpj3k22r2JHt9trR0yK3y9Y+RbBnV8c0+s77J0bh16Pn0Ag85heKxmUdzGJ8i4mUd4tahymoJdeeinZJYgkhLIuJumPec8M5nddQflLvNXlOMLtADTlDYGOOREP2LD1Q6LRyEmrUZKjP+bdZNtL13aZ5xCgavwsKiecGn+cv+qtI66w3J0vjzj0ugMdC6fYun9CilHexSTKu5hEebeocZiCbr311mSXIJIQyrqYpD/mPSOYc8RjAvtK4vdDBUWd9oWa6/li+ycnvC5Jvv6Yd5Nt2vEJNXX7uu6w2ymfdQFNeYMB8NZWkrF93VG/vs1mJ82fyaTRcxiUP4qAP5NoNILfGzze0hNCeReTKO9iEuXdosahiIiIHJNgIPuIx/jLDzYOm/I7Nw7b2lvYX1Xy5aeISIqJxWIsfuu3NDXXd91ps7Fvxjnxh7lrP4BY7KhePxjI4ivzbuKCM7/JwLwRBPwZRKMRgoGs4y1dREREjpMahylo6dKlyS5BJCGUdTFJf8m72+VlYN5IwFpVuSf21maCZdsAiLi9tGbmdtpf21ABHF2DQfqG/pJ3Oaiiejdtbc3d7gsVDCV0YNRhzX7SjmKV5QMKc4txOd1kBHM7Vmx3EkwbYL2mJ3DshSeA8i4mUd7FJMq7RY1DERER6bWzZn6Nf5n/I666+E6ch6yK+mWO5iaGvvEM9o75DWtHTIIvzYe4ddfqk1qriJxY+yp3dr/DZqNi0uz4w2FvPMOwV/9EoGx7r1/b503DbncQDGTj86ThdDjjKyv/66U/oSBn+PGULiIiIsdIjcMUdN555yW7BJGEUNbFJP0h7y6nh3EjZuH1BBiYPxKfN63b42zhdkYsfpTA/oMr0VWNO6XTMaGWBkr2bjyp9Ury9Ie8S1drNy+jrb21230NRaNpyTg472na3p0MeecF7K3dj1I8nIA/A2/HuSU7sxAArzeN88/8xjFWffIp72IS5V1Morxb1DgUERGRXhk9fCZ+XyYAfm+wY9XTrtJLNuFuOjgXWn3RGNoyOy+kEg63aX5DkT5mZ9l6Wlobu99ps1E56fROm5ytzeStee+o3sPj9uF2eQHIDFojDonFyArmEfBlHHXNIiIicnzUOExBDz30ULJLEEkIZV1M0h/yXpA7HKfDGX/sOsylyhnb1sbv14yaSumcy7oc09rWTDQaOeE1SmroD3mXrtrDreyt2HHY/XUjJtGcld9p24D1H5PWMddpbzjsThx2B2CNPnQ4XNhsDux2BwF/5jHVfbIp72IS5V1Morxb1DhMQQsXLkx2CSIJoayLSfpD3nMyBx7xGEdzE8FSq0nQFkin7MxLibo91uO2Flo7Fleoqt1z8gqVpOsPeZfuvb/yb4S6W10ZiDmcbP/K9Wz+2n+jfOa5ANiAQe+9iC0S7tXrOxxO7DarcehyuPF7g9htNpwd91OR8i4mUd7FJMq7RY3DFDR48OBklyCSEMq6mKQ/5D3Nn3XEY7K2rMEWiwJQVzwRbLb4vpa2EK+99xgbtn7IqvVapa4/6w95l+7tq9xJY6j2sPtjLjdt6dlUTjqDxkJrQRNXcxPeqr29en2H3YmjY2Sz0+km4M/AbnficrmPuJJ7sijvYhLlXUyivFvUOExB+/btS3YJIgmhrItJ+mLeB2QO5IYr7sHecdng4S5NjotGyf5iZfxhzZjpnXaHI22s3/oBLy79T3aWrTvh9Urq6It5l95799PnaWkN9XyQzUbd8HHxh/5DFkvq+Wk2HA4XAHa7nZzMQbicHmw2OxnBnCM8OzmUdzGJ8i4mUd4tahymoKeffjrZJYgkhLIuJumLeb/6kh+SGcwjN2swNpsd5xEah2ll23A31gLQMGgEbenZnfYfuExZ+r++mHfpvS07V9IYqjnicc25B0dq9LZxaLc5IBYDwGF3MTB/JC6Xde4JBgb0+NwZEy5IygIqyruYRHkXkyjvFjUOU9APfvCDZJcgkhDKupikr+U9I5iD0+nC4/ExuHAMwUA2NlvPXxsyt34ev189dkaX/TV15Se8TklNfS3vcvTeWP4nQi0NPR7TkpVHpOMPDr1tHDocrvgUB26Xl0H5I+P70gI9T5cwcuhU8gYM7dX7nEjKu5hEeReTKO8WNQ5FRESkiyEF4/B5g9hsdooHTyIzmIPL6en2WE/NfrI2ryZzx3oAwl4/jYNHdTluz/7er6wqIqltR+la6uorej7Ibqc511pUyRVqwNVQe8TXdbs82Dv+SOF0usjNHhLfd6Q5DgP+TApyEt84FBER6c+cyS5Aunr33XeTXYJIQijrYpK+lvfRw6bjsFtfE7IyCsjKKMTr8Xc6xt7exqBli8nYuaHT9rriicQcjk7bWtua2V+16+QWLSmjr+Vdjs2GrR9SkDusx9HITQVDSdu7E4DMrZ9RMW1uj69ptztwu33xx86O+Q6Bw/7x4gCPy0thbnEvKj+xlHcxifIuJlHeLRpxmIJCoSNMNi3STyjrYpK+lvec7INzk3ncfmZPX9jlmMKPXu3SNIzZ7FSPntbl2PZwK1W1vVtVVfq+vpZ3OTZbS1bT1Nzz5cq1o6YS67j0OPuLldgikSO+7qELMUU7VmmHzk3E7kRjUTIz8o/4+iea8i4mUd7FJMq7RY3DFHTxxRcnuwSRhFDWxSR9Ke8etx+P6+CIn2Agi8z0vC7Hpe/aFL9fMXk2ZWfMZ9uCb9Oa3fkX96ZQHdtK1tDQVH3yipaU0pfyLseuqnYP4XBrj8e0p2VQXzQGAFdzI8Hdm4/qPWLRg41Du6Pni6VsNjtul/eoXv9EUN7FJMq7mER5t6hxKCIiIp0UD5mC15vW4zH21mYcbS2AdSnivpnnUjN2Bi0DCrocW1q+iVfe+X8npVYRSa7ahv1HPKZmzPT4/Yzt647q9R2HNAsddgdgO/yxdicuh/uIIxNFRESk99Q4TEGPPPJIsksQSQhlXUzSl/I+afSZnS4V7I77kEUOWtOzD3tcU6iO91a8cKJKkz6iL+Vdjs+S9/9IY1Ntj8c0Diwm7LXmSM3YuRF/eQnEYkf9XjabDZ8n0O0+h92JzWbH4XCSldH1Dxgnk/IuJlHexSTKu0WNwxR0/vnnJ7sEkYRQ1sUkqZ733OwisjMKARiQNeiIx7sba+P324OZhz0u1NJARfXu4y1P+phUz7ucOJU1ZSxf/RLt7T1csmy3UzdsfPxh8T+fIGvzaoIlmxn594fJXv9xr97LbnPg8wbJCOYyMG9kp31ejx+bzYbXEyBvQNExfZZjpbyLSZR3MYnyblHjMAUVFyd+NTiRZFDWxSSpnvfxI09jytizGZA5EPcRVi4FcDfUxO+3pWUd9jg1Dc2U6nmXE2vNxrcItRxpkZQpnR7nfvY+Q5f+BW/NfgZ+/DocMpfh4bhdXi6/8Ptcu/B/8dXzb8PnOTilgteTht1mx253UFQ47tg+yDFS3sUkyruYRHm3qHGYgqqrNXm8mEFZF5Oket5zMgcxuGA0gwpG4zvC/IYArkMuVW47zIjDaDTKrj0but0n/Vuq511OrEiknZ1lPc9d2Jw7iB0XfyP++NBRywCuUM+NRwCXy0Ne9hDS07JJT8vmojk3xPd53H7sdgcA+TlDj6L646e8i0mUdzGJ8m5R4zAF/f73v092CSIJoayLSVI97+nBAQT8GYwYMiX+y3dPOo04DHY/4rCltYm9+7efsBql70j1vMuJ984nz1FbX9HjMU2Fw9h13tXd7nN9qZF4JDabnYKc4fHHXk8gvijK4eZBPFmUdzGJ8i4mUd4tahymoB/+8IfJLkEkIZR1MUmq593l9OByuCnIGdar4w8sjhJ1uoh0LHrwZeFIGxU1pSeoQulLUj3vcuI1hWp55pV7qW+s6vG4hsGjaM7K77Ld1Vh31O/pdnnJ6ZiT1esJ4HRajUOn043H3f156WRQ3sUkyruYRHm3qHEoIiJiFFunRwF/JtDROHR54r949yRYsgl3g3XpRltaJths3R7X3t5KJNJ+XNWKSN9RU1fOs/+8j8ammsMfZLdTcv7VtPs6T4ngPobGYcCfwZjhpwAQ9Gdhs1m/2ricHnKzhxz16x0rh8PJ7OmXJez9REREEkmNwxT0wQcfJLsEkYRQ1sUkqZD3zPQ8Lj7rhk7bLjvvv1E8ZDJ2ux2vJ4Db5evxNTy1FQx5+wVssRgAdcUTuz0uEglTVbvnxBQufU4q5F2So6K6hI3bPyYSiRz2mPa0TLZe9l2qxp0S33YsIw4BRg2bDlhNxAO8ngCDvrTq8sm0ZtVaBheMSdj7iSSTzu9iEuXdosZhCqqo6Hl+GJH+QlkXk6RC3gO+DIYUju20bUDmQE6dMh9Hx9xgHncPjcNolMHvvog9EgagtngiFVPO7PbQypoyXnrzoRNTuPQ5qZB3SZ53P3mOplAPow6BiC+N/dPmxh+7mmqP6b08bms+Q78vvdP2QQWjj+n1jkVDfTPBwOFXlxfpT3R+F5Mo7xY1DlPQwoULk12CSEIo62KSVMi7z5NGZnpe/LHNZiMajTAof9QRRxoCZG77HF/VXgBaMnIoO/PSbi9Tbmtr4e2P/0J7uPXEFS99SirkXZKnrb2FDds+Iho9/KhDgIjHR6RjeoRjuVQZwOV0Y7PZ8HuDnbZnZ3SdR/FkOf/CeV3eX6S/0vldTKK8W9Q4FBERMYTfF8Rmt5HWMTImPW0AdpuDSCSM0+Hs+cnRKLmfvR9/uGf2fGKHmQ+xpa2Jkr0bT1jdItL3fLh6MY2hIzQDbTba0zKBjkuVO6ZAOBo2m51gIBuv50tzJvbijyEnit3uSOhiLCIiIomkxmEK+sMf/pDsEkQSQlkXk6RC3oOBbGKxGLlZ1qIBWekFuF1efN60IzwTgiWb8dRbC6I0Fg4jVDD0sMeGmhsIh9tOTNHSJ6VC3iW5mlsbqezFqurtadbchPZImGDJpqN+H7fTQ2Z6Hj5PoNN2h8MZX/ypO1kZBRTmjTjq9+vO20tW4HA4+fLiUyL9kc7vYhLl3aLGYQqaPXt2sksQSQhlXUySCnlP82fhdLgYlG/9spw3oAi329ur5wZLt8TvV048rcdjt5asPvYipV9IhbxL8n32xdu0t/f8R4T6YePi9we/+yL+8pKjeg+Px09h7ghcrs7nMrfLS2724MM+rzB3OMWDJx3Vex3OlKnjCUfCeD0adSj9n87vYhLl3aLGYQoaM0arsokZlHUxSSrk/cCqo4PyrUUDCnKH9e6JsRhpZdsBiDocNBUO73JIe7s1n2FjqJbPN717/MVKn5YKeZfk27prDc2tDT0eUzNqKrXDJwDgCLcxdMmfGfzu3xn+yuN4ano3Kf3EUbPxfKlx6HH7GJQ36rDPsS5vDhx2/9EYXFRANBrRPIdiBJ3fxSTKu0WNwxTU0NDzFyyR/kJZF5MkOu82W9d/4n0dv9QeWCAlO6OwV6/lrq/C3WTNVRbKH9rt3IbNrU00NdfT3NJIbf3+Yy1b+gmd3wWgPdxKfWNVzwfZbJSdtYCGQdZIaEe4ncxtawns282gZS/16n3yc4bi6Wa035DCw//Cl+bPOmHzEobbYthsXVd2FumPdH4XkyjvFjUOU9CDDz6Y7BJEEkJZF5MkOu9fX/A/AZg58UIyg1aj0NOxWIDb5cHvTSfgy+jVawVLt8bvNwwq7vaY9vYWaurKWb/l/W73i1l0fpcD/vnuozSGans8JuZ0UTHlzC7b/ZV7evUekUi42+3paQMO+5w0fyYe94lZQGXVB6U4HK74H2dE+jOd38UkyrtFjcMU9JOf/CTZJYgkhLIuJklk3l1OD4MLRuNyehhRNJWcjnm+HA4HAF53gNOnXdqrX5rd9dVkbv08/rhx8Mhuj2tubeSvr93PJ5+/egI+gfR1Or/LAZU1ZezYvfaIx7VmHKbJ14uVlh2HWRXe7fLisHe/z+8L4nb1bo7XIznrgtE4HS7S/Fkn5PVEUpnO72IS5d2ixqGIiEg/k58zDIiRFsgiI5hDbtYgAOwdv0C7XB5mTrqox/m9bJEIQ97+K6P/+l/4qsoBaB5QQGtWXrfHV1TvJtRSTzjSfkI/i4j0fdt2ryES7X5U4AERb4CI29Nlu6MldMzv63S4yc0e0u0+nycNt+vEjDi02azVlDOCOSfk9URERFKJGocpaMWKFckuQSQhlHUxSSLzPqRwDJFohKA/E68nEP/F+dCRN7FopMfXKPzwn2Ts2NBpW+3IKd0eG41GKdu3pdt9Yiad3+VQFdWltLQ29XyQzUZretdRh576I8yR2AOfN8DAfGuU9JxTruy0z+Fw4nS6j/m1D7W/zGpuBgMacSj9n87vYhLl3aLGYQratWtXsksQSQhlXUySyLwPHTgeu81BMDCAaDRCZnoeNpsNu90RP6anX5jtrS1kbfms07aI20Nt8cRuj29pa6KipuzEFC/9gs7vcqjq2r2HnYfwUG3dXK7sqa3EX16CvbXlqN/XZrNTPGQy2RmFnDFtIWA7ZJ8DezeLSB2LpnprpHXAl3lCXk8klen8LiZR3i1qHKagK664ItkliCSEsi4mSWTeM9IGYLfbKcgdhs1mw+P243UHsNmO/FyAYOkWbLEoAFVjZ1By9hVs/8oNRHxdL20ONTdgt9mpru3dIgZiBp3f5VCRaJj2cOsRj4t28weNQcv/QfE/n2D4q3/q1XyHX1aYW8zcWVcRjrTjP2TxEofDid1+Yn4VGjE+GwCfN+2EvJ5IKtP5XUyivFu6ny1YRERE+qwDowkH5o3EbnPgcrrxetOw9XJ0TfquTfH7dcMnECocdthj91Xu5B/vPEJrW/Nx1Swi/VtL65HnKmwLZh52n6+6HP/+3YTyi47qfYOBLEYWTaU93EpaIJNQSz0ADruDyAkYcWi3O+J/lHEcMqpbRESkv9CIwxT01FNPJbsEkYRQ1sUkicz7gQZhbvYQnE43DruTjLScw64u2um54TBppVsBCHt8Pf6SHo1G2bTjUxqaqk9M4dJv6PwuX7a/6siXe1WPnUFbIJ3oYVZJTv/SvKu95XJ5cDk98VWP3S4fNmwn5FJlr9vP1rVWM9LW22HdIn2Yzu9iEuXdosZhCpo2bVqySxBJCGVdTJKovLtdXg4Mf3E4nHjcPux2B3NO+RpuV9cVS78ssHcHjnAbAA1Fo6GHS/lCLfXsKF17YgqXfkXnd/myrSVrjjgyOer2svnK/87GRf9Gw+CRXfZn7NhwTJcrg9U8PLDqsc8bAJsd2wkYIejxBBhQ4AXo9ahukb5M53cxifJu0b9uKWjChAnJLkEkIZR1MUmi8u52WyNpACIRa8J+j9tPTtZgHA7XEZ9/6GXK9UVjezw2HG6jpn7fcVQr/ZXO7/JlW3etItRcf+QD7Q5iLjeNhcO77HI1N+I+jlWWszMKAPB60nDYT8ziKB63j6w8NQ7FHDq/i0mUd4v+dUtBLS1Hv2qcSF+krItJesq7y+lhwqjZJ+R9PC5f/JfhA6soO50uvB7/kZ8cjZJeYjUOow4njYOKezy8tqHi+IqVfkvnd/myWCzG6o1vEQ639+r4poHDut3uaupF8/EwMoN5gLWIidPhwmazd7m8+LwzrsXlPPLo7AM8Lh/RjgWjdamymEDndzGJ8m5R4zAF/epXv0p2CSIJoayLSXrKe8CXwdjiWSfkfQ5cmgzg6maF0p54q8txtjQB0DhoBDHn4UcoRqMRNm77+NgLlX5N53fpzop1r9PUXNerY1uyC7rdfjyNw2DAmuPQ5wnidLqx2ejUJLTZbEwdN4+0juMAnA4XA/MOXjY9afRZnV7T6XSzebW18MuJGMEokup0fheTKO8W/euWgn70ox8luwSRhFDWxSQ95d3l8uD3pZ+Q9/G4/Tg6FhY42svmAnsPLl5wpNGGoZYGtpWsOer6xAw6v0t3wuE2Pt/0XnwahR7ZbJSccyVN+UOoGTUlvvl4Gocul4fioimcNfNy7B3ztx7aOCzILcbpcJHmy2Dk0OkU5haTmZ7H9PHnxo+ZNfkSPO6DI7idDhfjZgY7StavVtL/6fwuJlHeLfrXLQU5nUde9VKkP1DWxSQ95d3t8uL3BE/I+3jcPpy9mMuwO4Hyg43DpoKhPR7b1t5CfWPlMb2P9H86v8vhfLTmZZpCvRt1WD9sHDvmX0/VuFPi21xNDcf83i6nh4vP+hY5WYMAq9HnOmTRqLHFpwI2Av5MigdPZkDmQNwuLwF/ZvwYrydAZjA3/tjt9mF3WJcoa8ShmEDndzGJ8m5J2r9uQ4cO5fe//z3bt28nFAqxdetWfvrTn+JyHdsvO/3JmjVrkl2CSEIo62KSnvLucnnweHwn5H18nrT4pcq9ZW9vY8hbz5O+ezMAYa+f1szcHp9TUV16zDVK/6fzuxxOe7iVNZveJdybUYcHnhM4OCLb1dS7pmN3PG4/af6DlyHbbPZOIw6HD56I3W4nKz2frIx8fN4gbpcPnzctfozb5SUzPf/ga7p81FVGOl6QY/7DjUhfofO7mER5tyStfTp27Fjsdjs33ngjW7duZeLEiTz66KMEAgHuvPPOZJWVEjZu3JjsEkQSQlkXk/SUd7fTi9vpPerXdLu8tLW3ArH4tmO55Dlr82oydh6sr6lgKPQwyX9bewuff/HOUb+PmEPnd+nJR2teZsqYuWQEc3p1fMQbIGp3YI9G8FWU4WyqJxw4+nPdoQ1AALvdjtt18NzrcVl/wMlMzyU9bQA+bxpulxevJxA/xuFwkpdTRDAti2271uBx+2io6WgcYsPpdB9VU1Skr9H5XUyivFuSNuLw9ddf54YbbuCNN95gx44dvPzyy/zHf/wHl19++RGfm5aWRjAYjN/c7qOb/D3VXXPNNckuQSQhlHUxSU9593j8OI9yIROAr5x9E9+47H91+sX3WBqHaWXbOj2uHzq2x+NbWpvYUbr2qN9HzKHzu/QkHG6jruEopjqw2Qj7rekcnK3NjP7rf+HfV3LcdThszvilym6XF0fHaMH0tAEEfOn4vUE8Hn+nc2w43E5e1hCmjJ1HMC0bt9vH4FEHz9/Hci4X6Ut0fheTKO+WlLpgOyMjg+rq6iMeV1ZW1ula87feeosnnniCV155hZtvvhmAJUuW4HQ6OeeccwB48MEHueKKKxg0aBB79+7lueee43vf+x4A77zzDq2trVx44YUAPPzww1x00UUMGzaMyspKHn/88fgoyOXLl1NdXc2ll14KwGOPPcacOXMYNWoUdXV1/Pa3v+Xuu+8G4JNPPqG0tDTeDP3Tn/7EzJkzGT9+PM3Nzdx///3cfffd2O12Vq9ezebNm7n66qsZPXo0xcXFjBs3jqlTpxIOh/nFL37BHXfcgdfrZf369axevZqvf/3rALzwwgsMHTqUmTNnAnDPPfdw2223EQwG2bRpE8uXL+eGG24A4KWXXiI3N5czzjgDgF/+8pd8+9vfJjs7m+3bt/PGG29w4403AvDqq6/i9/uZO3cuAA888ACLFi0iPz+f0tJSXnrpJW699VYAli5dCsB5550HwEMPPcTChQsZPHgw+/bt4+mnn+YHP/gBAO+++y6hUIiLL74YgEceeYTzzz+f4uJiqqur+f3vf88Pf/hDAD744AMqKipYuHAhAH/4wx+YPXs2Y8aMoaGhgQcffJCf/OQnAKxYsYJdu3ZxxRVXAPDUU08xbdo0JkyYQEtLC7/61a/40Y9+hNPpZM2aNWzcuDF+Inj22WcZPXo006ZNIxqNcu+993L77bfj8/nYsGEDK1as4Bvf+AYAf/vb3xg8eDCzZlkroN57773ccsstZGRksGXLFt577z2+9a1vAfDyyy+TnZ3N7NmzAbjvvvu4/vrrycnJYefOnbz22mvcdNNNgNVM93g8nH322QD85je/4aqrrqKwsJCysjJeeOEFbrvttnjmw+EwF1xwAQC/+93vmD9/PkVFRVRUVPDkk09y++23A7Bs2TLq6+uZP38+AI8++ijz5s1j5MiR1NTU8Mgjj3DXXXcB8NFHH1FeXs5ll10GwBNPPMGpp57KuHHjaGpq4te//jU//vGPsdlsrFy5ku3bt3PllVcC8PTTTzNp0iQmTZpEW1sb9913H3feeSdut5u1a9eydu1aFi1aBMDzzz9PcXExo0eP5sc//jE/+9nP+P73v08gEGDjxo18/PHHXHfddQC8+OKLFBQUcNpppwHw85//nBtvvJGsrCy2bt3K22+/zXe+8x0AXnnlFdLT0znrLGvFw/vvv59rr72W3NxcSkpK+s05AuCZZ57ROYK+dY4YPXo0V111VbfniK9cfDk5WX68f/LxzW9+o9fniDPPnUx2djo5Q7/Po394iNtuu42CnOG01DqIxSBviPVL8I51rRQMdeEL2mlrjlKyqY2RU61fhKtKWgjsOzi3Ydn8RaSdMZb8TCftrTF2rm9l1HTr2Jp9YVqaohRNzORHQ3940s8RM2bMIBaL6RzRB88Ro0ePZvr06TpH6HvEYc8R+8rq8AVjDBltjfIr3dxG+gAH6QMcxCIxtqxpZdRUDzaHjfqqCJH0dGisBcAeCTP0g5eI/J87wGZn86oWRkz24HDZaKyJUL0vTNFYqyG4d3sb3oCdrHzrd4ctq1oYNsGDy2OjocZB/pp8/vWbC60FTxoDBNKcDJ00GZfTTen+IJeddRHDh+ZybexaXnnlFSaensG4yExq9tqpapnKvHlnk5Zpx+mCUZMzuXPED9hVslPnCH2P6LfniKFDh+Lz+frE7xr6HqFzxPGeI3Jycpg4cWK/PEeUlZXRWzYOvb4piYqLi1m1ahV33HEHjz32WLfH+P1+Fi9ezKJFi2hubo5vb21tpa2tLVGlnnQjR45k69atyS5D5KRT1sUkPeV9zilXcurkS3joz7cRaun9xP83XXM/2RkFvL7scVaufwOAqy6+k5FDp/X6NQJ7dzL81T8BUDNyMmVzLuvx+La2Fl5//3HWbl7W6/cQ8+j8Lkfi96bzrSt/RjCQ3avjR7z0KL6qvZ227Z57OXUjJh5XHYvffIh1W5YzbsRpLDj3Fhx2J7X1+3G7vOyt2M6+yhJmTb6IX/7+OhwOFzdf8wBOhxOP28/it37LyKHTOO2UuTTVRQk11/Pnl++honr3cdUkksp0fheT9Oe8H+ivLViwgFAo1OOxJ/xS5f/1v/4XsVisx9uMGTM6PaewsJDXXnuN559//rBNw0M1NjbS0NAQv/WnpiHA6NGjk12CSEIo62KSnvLu8wSIxqJ4DplHC2BI4djD/lJttztwOqxL4jKDeXjdAYYNnmiNmjkKwZJN8fuNA4sPe1w43EY43EZDqIZ1W94/qvcQ8+j8LkcSaqlnb8UOIr2cD7CpoKjLtozt6467Dq/HmvewMLcYh90alWgtmGLD4/bj9fiJxqKADbfTY03/arPhcDjxegK4nV7SMq0FqWw2uy5Vln5P53cxifJuOeGNw//6r/9i7NixPd7WrTv4j3xhYSFvv/02H374Id/97ndPdDl90rRpvR8pItKXKetikp7yfqDZ5/1S0+/UKZdQkDOs2+dkBHPjqycH07LJzxnK6VMv7bRC6JHYwu1kbfkMgKjDQePgkYc9trm1kVXrl/Lmh08Ri6XExQqSwnR+l974+5LfUNdY1atja8ZMpy0tk6b8IiIdzbm0PduxhY9vIRKvxzrv5g042JiMxiK4nB6cDhdeT4BINIzb5emYD9GGr+OPPD5PAJfLQ0bOwcahS6sqSz+n87uYRHm3nPA5Dquqqqiq6t0XgIEDB/L222+zcuVKrr/+ev0i0iEajSa7BJGEUNbFJD3l3eP2YbfZ8Xg6Nw4LcorZ6l/T7XOy0vPiE/an+TNJTxtAXnYRTc11va4pc+tnONpaAKgbPpGI9/CjFdvDbSz98Klev7aYTed36Y1INMyWnSs5dcr8Ix7bmpnL5qus+dcGvv8y2ZtXY4+ESduznYaiMcdcw4GR3mn+rPg2u92Jy+XGbnfgcfuIRaN43H5cTg82mx2bzR5/rsvpjk/8ZLc7NOJQ+j2d38UkyrslaasqFxYW8s4777B7927+7d/+jdzcXPLz88nPz09WSSnj3nvvTXYJIgmhrItJesq72+WzLns7ZMSh3e7A7w0STOv+UuXc7CG4O1YD9bj9DMgciMftw+ns3WgXT81+Cj5ZGn9cPW5mj8c3NB158TKRA3R+l97atONTmlubjuo5DUUHLx3L2LEhft/REoKj/CXP57YahwfOpwDejmai1Ti0zssetw+X04PdfvDXJ6/bj9PpZvMq6w8wDrvjqEZ9i/RFOr+LSZR3S9IahxdccAGjRo3i3HPPpaysjPLy8vjNdAdWqBLp75R1MUlPeXe5PFaj0JcR35abNZhINEzwkFEwh8rPGRq/73A4ycooIBxpx+M6/KjB7A2fMGjZSziamxj44T9xhK05gmuLJ9KcO6jH+neVre9xv8ihdH6X3tqzfxtt7c1HPvAQjQOLCbutEdfpO9bjDDUQ3PUFY5/5FSNffARbJNzr10oP5uBwuLDbD16I5eiYBsJus+N0uLHZ7Lhdvvi5+gCP24/NZmfEFKtZ6HA4NeJQ+j2d38UkyrslaY3DP/7xj9hstm5vpvP5fMkuQSQhlHUxSU95PzAhf8B/sHE4KH8UbpeHwCHNxENlpxccfL7DRXraANwuLzG6n/bDVV/DwI9eI2vLZwx/9U8EyksAaE3PpuzMS3usvaW1iZ1lG3o8RuRQOr9Lb0WjEUKhev5/9t47TJKrvPf/nlCpw+S4O5vzSqucUEISoIAswJJBRoRLNBjuFVhYGAz3Gt9rLMI1Bn4mCoNAINIVSAihAAahABIor6TV5jQbZ3Zy6Fj1+6O6qru6q9NMp5l+P88jtrvq1KnTy7unTn3PGywAI7qCI0EdI7qSZyazsaSC0Y12sUVumuh46c8Y+P1dYJYFfWwIocHdJd8/oIfREuzweBI6cC7AOYcQSipUWQVnaeFQVew0E0Km31/KLVBFEAsNmt+JZoLs3abiOQ6J+fPSS/RyRjQHZOtEM1HI3p0X1qDe4h5btmQjGOMIGGHfazLzIQouoCo6OBd2vi0f9NFj6c9jQ+7n0XWnwSoS3hyLR3B0eG/BNgSRCc3vRDn8evAJLDvjTMTV9PylJZLYODyJ3pmo7zUnNp+Drq1/ALMstBzY7npQA4A+chSTK0rLeyilipZQp2+IMWM85XWo2LkOLRNSpF+fVFUHYxyTI8n0uBV6ySQWNzS/E80E2btN3TwOifw8+eST9R4CQdQEsnWimShk706ifUNPi4SGZn/2e5nlWXm0GOOul4tTMCUbZXrS9/j4mpOLjNzOb5jIeCkniGLQ/E6UStvJF6L3ug8hpng3MKKC47neVhwL+OcMTATCiHTYnteZmyEAEDg+WPL9pVDQ0dYPTc0V/BjjqTBmexNHVQ1PqLLtgcgxNpQOjc43BxPEYoHmd6KZIHu3IeGwAXn7299e7yEQRE0gWyeaiUL2zl3hMOQecxL1Z76kOrSFuz35uJzrgbQImY0yNZZzbHJgLeKhtoLjTiaTeHHXHwq2IYhsaH4nSoJxLH/dB+2P2emKUt9f7grnDVue7er3PR4YGgSsQsHOaTjjWLFks//wGNychQG9xVPAyr5WgHGOZRvS4qaqknBILG5ofieaCbJ3GxIOCYIgCKLOOOJgpseL87LqJxx2pCoou22FAl4kR7A6Ne75PtW3AoMXv6Ho2Gajk3h59xNF2xEEQZRLeNUWqG09+XOcM4aoFBjV/dMpzHYt8T0uYlFoWV6I+ZBSwdLetXnOpl+VAnqLW23ZPct5zmYNeRwSBEEQiw0SDhuQn/3sZ/UeAkHUBLJ1opkoZO/Oi6fw8SJ0jmWe6+9e7cllqCg6RJFKnpkeh3te+9+w76q3I6kXTuIfi81ix76nMDUzVrAdQWRD8ztRCkpLR0ntoiJ3AwXI73EIAK17S8tLpSoBhIL+1es5567noqGHcsKZGRPgjOHInnQqB7/0EoC9wbN57QUljYkgGhma34lmguzdhoTDBmRgYKDeQyCImkC2TjQT+eydc+EKh5nehc4xxjnWrjgDN779q9iw6mwAQF/3yqw+OIwsT5hsHI/DeLAFM30r3DDAQgyNDuL+h79dtB1BZEPzO1EK8YmRktppyaTv8Uh7D8wMUdHMqIzcvvNZwDSL9s05RyIR9z0nuABSU6WuBXMqJjseh3owfd98wqGhh7Fx9dlFx0MQjQ7N70QzQfZuQ8JhA3LOOefUewgEURPI1olmIp+9K1JzX0w9HocpEZGB4ZQNF8PQQzjnlKsAAK2hrrLuzRJxyMg0ACAWbC3pmumZMfzqoVuBvNnFCCI/NL8TpTC5dytiY8dhWXkEPsuClkiiPeIv7IELTC63qyfHQm3Yc827MbFsHQBAmZ5A6PCeksaRLzcs59INo9a1ANSsismCSzAwtPem524llZ/2rJOvgK6mN3QUqXkKYBHEQoXmd6KZIHu3IeGQIAiCIOqIquhgKeUw0+MwM1R5+ZJNAACZ8mQRQqIclIz8hvFQacLh8OhhDI2WXpmUIAiibCwTB37xFQAsVzxMhQhvHJ5EIf/owYvfgD2v/W/Yee3fItLZj9F1p7vnWve8WNIwnGJU2UihgDEnB20gpx3P8Eh0cNJIrBrYgnAoHYotpQpdK5wegiAIgiAaERIOG5Bbbrml3kMgiJpAtk40E/nsXVV016OFMeaGufFUyJ0UCpLJhH3MCV/O4x2TD23ihPu5FOEwFo/iyRceLOseBJEJze9EqYy98Ch23/4pxMeHPce1pIlTj42jdyZa8HpLSMz0rYAl7QIqUwNrkVRs8a7lwMtgqflzLnDOIYXdryK1HI9DW9xk2PFUxD0kuN0+FGiDoYfc44pUoWVcf95p15Q9lxNEI0DzO9FMkL3b0NOqAfnABz5Q7yEQRE0gWyeaiXz2rkgNPOXRwhl3q3Y6L5RSqu6Lq+ORKHwqLfv2PTWOVfd+Byt+82P32Gxn/mICbpvoJHYfeKakexCEHzS/E+Uw9sKjeP6Wt2D712/Cnjv+BfF7v4vz9xwpKhr6YUnphi+LWBTBEsOV8+Fs5ggu0RLq9J5k9obP6i1pT0RnI8gwwjC0kKcfJaPi8oZVZ+X2RxALAJrfiWaC7N2GhMMGpLW1tDAygljokK0TzUQ+ew8GWt3QNsYFdC2YKpjihC9z12ulXI/D7mcfRvDYQfe7yTmmlq4pet3o+DEkknlyihFECdD8TpSNZWJyz3MYefZ32P74nYhEJ+fc1fiqze7n0KH5CYeO97eqGggYLVlnGRgYpMpy2muKgXAwHaqsSNWd6wG7WEp7S8+8xkYQ9YDmd6KZIHu3IeGwAdm5c2e9h0AQNYFsnWgm8tl7e0ufm0xfcAlDD0HN8ErJhHEOIRTkJNXywzTRscPrNTjbPQBT9c/l5RBPxPDctt8V758gCkDzOzEfItFpRGOR4g3zMNOdroKpjw1VYkh2fkPLWyyKMQ7OBabH0lWfnZy1QiieHIeK1FLzt42mGOhoW1KRsRFELaH5nWgmyN5tysuuTtSEhx9+uN5DIIiaQLZONAMBPYxTNl6S19672tMvjopUYWghKFJzXz4z4UxAy8iJmI/OF/6I/j/9Oud4phdOPmYjU9hFYcrEPKH5nZgvx4b3eebHckjqASQ0AzI6C21suPgFpZI193LGwRjH8JF0HkWeKl5lWUmEAm3ucU01Uu0ZLMsC5wK9nSsqNzaCqBE0vxPNBNm7DXkcNiDvfve76z0EgqgJZOtEM6BrIQz0rc9r7+2tfe5nISSCgdZUwZTcRzRnHEoR4ZAlEuh5+qGc41NLVmN03WlFxzs9O45obLZoO4IoBM3vxHzZtucJxBOx3GrLpcAYom3dAABlZhJ8Ht6LmfCs/LKc2x6HKzalPbkFl1AVA4lkAkEjHeKmaQGYZgKKtD3K44koOtuK55wliEaD5neimSB7tyHhkCAIgiCqiJQqwoH2vOezc2aFAu1QFA2M5z6iGWMwtFDBHIehQ7shEt78hPsuvwH7rnwrLEXNc1WaHXufLNqGIAii2hw4/BJMM4njJw7M6fpoW5f7uVJeh9mFqTiXECJXTGxr6YZlmW6xKwBQFQNJ04Sq2sKhBctTdZkgCIIgGhUSDhuQe+65p95DIIiaQLZONANSKAgY4bz2rmTkvAKAUKANakalZQ/MPi98REWH1r0ver4nNAMzvctKGutMZBJ7Dj5XUluCKATN78R8iUSn8cXvvh8/uvezmJgaKft6x+MQALQK5TnMRgoFgksc3ZferOFMoKt9KTjjkJk5DVUDlmVCUwwwxsDAIVMVm1cNnILNa19RlTESRKWh+Z1oJsjebSjHYQPS0dFRvBFBLALI1olmQEoFuhbMY+8MUnqFw6DRAkXRIbjfI5ohGGgF9z1nExrcBQAwhcSxsy7DdO8KmErhgigO8XgUx07sL6ktQRSC5neiEiSTcUzPjmNo5ABaQuXZVCTD47B170swThzF2JotmO0ZKHBVebgVl7V0+ggpVXS3D0AIBUKk52pVMQAAiqJBkToY7PQUitSwvH8jkmYCBLEQoPmdaCbI3m3I47ABueCCC+o9BIKoCWTrRDMghQJF6r72HjRawLI8Cw09DFXRPC+cDpxx2+PQ5xwA8FgEMpXLa6ZnACdOOg+RrtJzaEVjMzDNZPGGBFEEmt+JSrJt9xNlC2uZHofhQ7vRue3PWPbQzyo9NABAR396TtZUA10dA643ooOTu1ZTDLtCM2OQXKKjtQ9dHQMI6OGqjI0gKg3N70QzQfZuQ8IhQRAEQVQRKVQ3gX42LaHOHBFQkRo0Neh6smTCuUAo2J7HGxFQpifcz/Fgq28bP6LxWcQTURwZ2lPyNQRBELVi7+BWzM5OlnVNItiCWMg7D6pTYxCz05Ucmi+9nSsghEzN+7Y3oqpo4JxDVXS3yJWuBdHduRztLT2efIgEQRAE0UiQcNiAfP7zn6/3EAiiJpCtE4uJ7g7/PIJSKkgmE/jG176dc6413A0tFb7mwLnI+wLJuUA4mD9kwisclu69EotF8MxLv8VzLz9U8jUEUQia34lKMjk9glgiWvZ10/0rc47pY8fBEgmseOAHWP3Lb1dESNz1jLdqc2vYDpO2xcEAAHtTSAoFimK4eWw5F1jWtx6GHoKmBuY9DoKoBTS/E80E2bsNCYcNyDvf+c56D4EgagLZOrGYuOLCd/geVxUDFiy89a035JxbvewUH49DNa9wKLhEKNCWdwxz9Tg0zSR+84fbMXh0R8nXEEQhaH4nKs3I2NGyr5nuW5lzTBsdQueLjyN8aDcCxwfR88zv5z225Zu8FesZ46k/BYxUCLKSKoQS0MNQFN31Ku/tWgEGBk0j4ZBYGND8TjQTZO82JBw2IF1dXcUbEcQigGydWEzk8wR0Kmh2defa+5KetTnHhFDQ2drn25eUCoJGfkFwrh6HiWSs5LYEUQo0vxOV5uCRbQCAZDKBRCJepLXNdP+KnGP66BBCh3a730OH55+iQdW9r1TJpJ2PUZEqVizZDABgKaHQ0EOpsGV70ygc7ATAXGGRIBodmt+JZoLs3YaEwwZk37599R4CQdQEsnVisaAqOlRV9z2nKBoElxg+NuY5LoXihrBlomtB9PsIig5BoyXvuXI9DpOpQijxOAmHRGWh+Z2oNIeO7UQ0NoPZ6BQi0amSromH2jDV5xUPtbHjELF02HMyz9xdDjMTpue7ZdnfNdXApef+NVYNnAKe8kI0tCBURYd0vc0tSKlC+OTBJYhGhOZ3opkge7ch4bABuf/+++s9BIKoCWTrxGJBUwOQQvE9pyr2S+nLLxzyHO/vXu2ey0SRKlpC+fMYSqnmPadMj7ufE8H8AqMDZ3bS/snpE0XbEkQ50PxOVJrjIwcRi0eQTMYRT5S+2bH/irdg1+vei7gRAgAEjx2EOjHinjeV+Xv6HT/o9YDMLIZl6CEM9K93w5d1LQhVMdw2UmrQtQAY41CkhovPfmORuzEsT3kxEkQ9oPmdaCbI3m1IOGxA3v/+99d7CARRE8jWicWCrgUhigiHV15zgef46uWn5s1laFqm7/FCaKPHETq8175eKkW9aKZnJ/DUi7+BaZo4MXa47PsRRCFoficqTSQ6jaSZxExkCpPTI8UvSGEJiUhXP2a7l7rHRIbwyMsQIfOx8iSv+MizvAfbwz2ux6GmBmDoIfeckXoOCC4QCrRhzbJTC95LkSquf+1HqQozUTdofieaCbJ3GxIOCYIgCGKe6Gogb5iZ4yEohddTcEn3mrz9WWZ+4dCyrNx7zExizS++5X6PB8JAypswH5HIFJ7cej8sy8TxkcGCbQmCIBqBaHQGh4/vwu6Dz5V97bEzL0VCM3KOi8hMJYZWkJZQp5vjUFMN6Gqu6Me4QMBoyZsv10GkciNeeOa1lR8oQRAEQfhAwmED8sADD9R7CARRE8jWicWCpgXBGM/xMgHSlTQP7JrwHA8F2/L2l11pORMzlZfQ7efQbnQ/9yh4Khk/UFp+w9GJ4xgZPwrTTGJs4njR9gRRDjS/E9Xg0LGd2H3gOewbfAEzkcmyro229+DgpdflHJfR+QuHxw8ULtaiqQHX41BRdF9vQc44AkYLDL2wJ6EQEpHoNFYX8UwkiGpB8zvRTJC92+R/MyHqhqZRVTWiOSBbJxYLAT0E0zIhhYJYlrDnCIe67rV3v/yGpWAh7XHYunsrlv3+5zltRtefVrSfw8d3AgAGj+3A+OTQnMZCEPmg+Z2oBr/54/eRSMQghILEHEKMp/tX5RwTsShYMglLzL04SbG6JlIqbo5DwSU0n8JYjHG0h3vcXIfxRDSnDZDeWKJiKkS9oPmdaCbI3m3I47ABueSSS+o9BIKoCWTrxGIhFGiDmUz4FkiR0j42sKrVFQtDgTZwPs+9O8vCwMN35xx++foPY3zNloKXxmIRDB6zhcOf3v9vZeULI4hSoPmdqAaOWJhMxhGLR8rvgDGMbDgz57CYp9dh11L/HLcOUqiucKipOjQ1N2SaMaCrYwCJZByhQFvevoRQwBjz9XAniFpA8zvRTJC925BwSBAEQRDzJGC0IWkmfSseO7kNOefoah8AAHS2LZmzxyFL5S40hg+DZRVRiYbbS6qmHI3PYiiV13AuXjsEQRD1ZnxyeE7XHT3n1RjL2lypdp5DJ0wZsIW/jpa+nDaMMXS02scLCodcgDEGxrhns6ol1ImgUTxNBUEQBEGUCwmHDciXvvSleg+BIGoC2TqxWAgYYVipUOVsnLCyvS8ksKTHLojS17XK1+OkFJzE+J0vPpFzzlRyhUs/ksk4pmfG5nR/gigFmt+JarP/8Itzus5UNAy+8i8xtOV895icp3C4+/nC3o+Mc7dela4G0d7am9uGCbSGuyGFglCwPW9fgkswxsEYg55RnXnj6nOwrH/j3H4AQZQBze9EM0H2bkPCYQPypje9qd5DIIiaQLZONDJt4R6cc8pVJbU1tBAsy/L1OHQ8TQbWqljWvwEAsHrZKfMamzo+jNa9uS/NJ046r+i1pmkiGpud1/0Johg0vxPV5uCR7ZiNTM35+kRGEZL5ehwOrC28aWM/G1jqs39Ys+AChh4C5wLtPh6JbjuhgMEOVTa0tHAYMFrn7MlOEOVA8zvRTJC921BxlAakv7+/3kMgiJpAtk40MroeRGfbktLapipk+nkcOqHFWoBjSc8avOmqm9Hfs3peY+t64XEwyy6ScvTMy5DUDIhYJCf8LptYPIpnXvoNnnzhwXndnyCKQfM7UW2ODu/D1MwoVEUvWIk+H0k9XaBERmagTI2jbddzmFixEdH2nrL60gKFfTFUqSOZSFdetiwrp43gEkkzAQBob81/fyFsj0PBOIwMj0NDD0FTAwgarTh986vw6FM/K+s3EESp0PxONBNk7zbkcdiAHDp0qN5DIIiaQLZONDJSKK4gWErb7HxTDk5C/Mi0idZwN9auOL3kfvMROrQHAGAKiZHNZ2N045kYPuUCgBd+rE/PjuN3T/yIqigTVYfmd6LaJJNx3Paz/4WJqbnlOkx4hMNpLH30HvQ+/RBW//I7UCZGy+orMm0WPM8596SncDaUMhFCQTJpC4ctoa68fQkhwRmHoqgej0NDC0FTDRh6CAN968saP0GUA83vRDNB9m5DwmEDcuedd9Z7CARRE8jWiUZGcAlNDRRvCIBzAc6Fb6iyIxwe3l2ZIiRyZhLq1BgAYLZrCUxFK/na515+CKaZrMg4CKIQNL8TtSCeiOLPWx+YU5GnhJHewNFGjyN02N6QEfEoBh7+OeDjFZiPUub3zOeDX0Vkzjks2PcM6OG8/QguwTiH4BLBjCIqmhqAquhQpIbWAsIjQcwXmt+JZoLs3YaEwwbkxhtvrPcQCKImkK0TjYwQpQuHwhEOUxWUW0JdECnvQ57yLFl9SmVyTwWOD7qfZ3oGSr5uNjKF/YfmVkyAIMqF5neiVjy77beYnp0o+7poew+SKTGvdf/LnnPB44NQJ0v3OqzU/O4Uv+I8f+i14BI85V0eDqSLqGiqkRIOVQSMloqMhyD8oPmdaCbI3m1IOCQIgiAIHwSXJSea51xCCukmvT//jNdjef8mAGmPw0phZAqHvctKvi6ejGFoZLB4Q4IgiEaGcYRXn4qO0y5FePWpSJhJHB3aW3Y3lpCYGliT93z/4/ejbedzZXkezhcl5UEufNJOdHcsw8qBLZBCcQXGULDNPe8Ih1Jq0LQAnGIsBEEQBDFfqDhKA/Lb3/623kMgiJpAtk40MkIoUGQpYcDM9f5QFTuHVWuoE/3dq7B38HlXOBwajOftoRw8HofdpXscJhIxxOJUTZmoDTS/E9Wg7eQLsfx1H4Tali4eEhs7jq2P3oOVsZmSvcQdJpZvQOu+bb7nwoO7EB7chVi4DTN9Kwr2U6n53cmT6+dx2NnWj862pZicPuEeCxqt6WulBkXRoEgVDHa480ykfE9MgigGze9EM0H2bkMehw1IIpGo9xAIoiaQrRONjJQKFJ+chdmoig6W8uxwPBQNLYT+HtuTxUmCXymnFW3cLgQQD7YgaZReZGU2MlWZARBECdD8TlSatpMvxJq3fQpKa7fnuNLahfDV78JhPTdvYDGmlq2DWaQicz5hMZNKOyXaORDtZ8f6VWdBV4PQtRB0NeDZ0MqsqgxYUKQGVTWQNJMIBdtBENWA5neimSB7tyHhsAG5/PLL6z0EgqgJZOtEI6MIFaLICyVgh4eBeYVDKVW0tdgvt47HYc+y3IrLRUm9jQaP7EP7jmegjg9DRm2vwVi4rayu5hLKRxBzheZ3oqIwjuWv+6D9MasisT3HWtjb14Ny9bukZuDAZW/ETNcSWIzj6NmvzukjqRTfQJrT/F4ABkBT7efJJedcj7bWHgT0cMqjMC0cOnl1AQAWoEgNmhIAA0OYhEOiStD8TjQTZO82FKpMEARBED4oiu4rHLaGuzE5PeJWJ1YVHZxx9zNge4sIoUAIBWyOaabUiRGsvP/7YMk4lNnpnPOxUOkvhYlkAvsPvzS3gRAEQdSZ8KotnvDkbBjjSOg6RvUZdETKCxueWrYOU8vW2Rs1jKHvz7/xnJeRmaJ98P96FMue2oOjZ78G8Zb5C3aMcWhqEJxLdLYtgaYYMPRQKodhWiwUGdWZGWOQUoGuBSCERGu4269rgiAIgigb8jhsQL72ta/VewgEURPI1olGRpEqOMsNfbvorOvQ27XS/a6pRiqszCscSiERCrS57fa+EC3r/j1PPwR1asxXNATK8zicjUzi0LGdZd2fIOYDze9EJVFaOkpqN2XNI6QstcsTben0HG7b9Ty6nn8MPO4/h6vjJyB/9iu07n8ZA4/cPff7Z8A5h64FsGb5aTAtE5oagK4FoUjNKxy6OREFGFhKcLRz7Xa09lVkLASRDc3vRDNB9m5DwmEDcvXVV9d7CARRE8jWiUZGChUWLGRXpuxo7fMkpFdVw61w6bzQCS4hhYreznRC/b4V5YWytRzYXvB8PNRWcl+JRAyT0yNl3Z8g5gPN70QliU+UNn/xyPwLQB059zXePpMJ9D35X+ja+kff9k7eWQAIHjsw7/sDdnEUXQ3gpLXnQ3ABQwtBU4N2qLLwCodSKNAUA2AAZxxqSjhsI49DokrQ/E40E2TvNiQcNiDLly+v9xAIoiaQrRONjKKoMM1kToGUULAdLaG094umGBDSFg5VqUEIxfUWWbXsFDfHoREu75FrysJCYzkeh+NTw8UbEUQFofmdqCSTe7ciNnYclmX6nrcsE9HR4zDGR+d9r6ll6/HyX/9dTtGUnmcf9m3PE5WpqJyJFAo0LejmKQwYLdBUA1KqkBnPBkWq6O5YBlU1wFjK4zDl+U7FUYhqQfM70UyQvduQcNiADA0N1XsIBFETyNaJRkYKFZZlQlU0z3FdDaAtnM61pWvBDI9DDboWBFIhY+tWnOFWXI7N+r/wAoA2cgxtO58DS72Aitnponm1SvE4nJoZRzwRw679zxRtSxCVhOZ3oqJYJg784isAWI54aH9nOHjPVzA9O16R2yUC4ZI3Z+Rs5SvWS6kgoIVdL/aAEYam6FCE6imIYughLOlda6fMYAKccSgyVaRLVLZgC0E40PxONBNk7zYkHDYgt99+e72HQBA1gWydaGSkUGBZcF/CMmkJpXNgBY2W9DVSgaEFwbn9eOWMux6HB7bHfO/D41Gs/tVtGHjkbnQ//xgAQB89ntNutr3X8z0eCBf9DZHoFJ7f/jB27n+6aFuCqCQ0vxOVZuyFR7H79k8hPu71oI6NDWP37Z/C2AuP4rltDyEWj1TkfgkjlHNMGzmGpY/cjdDgLveYnPEKh/lyIZZLKNgOyW3xz9BC4ELa+XOzvNFXLNkMTbFz7TLGoKQ2u/yKexFEJaD5nWgmyN5tSDhsQG666aZ6D4EgagLZOtHIOJ4eSobHoaGFkEjGEQqkQ8AMPS3gKVKFoYVcD0RFUcG57XG49rRcARIAjOEjEDH7RdMJhdNHj3naTPcsw8FLr/NeyIs/wmcik3jgkW9jdPxo0bYEUUlofieqwdgLj+L5W96C7V+/CXvu+Bds//pN2PqZt2DshUcBAC/uegwzsxOwLBOJeYYQJ/RgzrGBh+9C+87nsPLBO1yBMNvjUE5Pzuu+Dl3tS8BS87yuh8CZLQyKLE/CzrZ+aKpdSZlxAUWmhENOwiFRHWh+J5oJsncbeqIQBEEQhA9CKGCMuZWSASAUaANjDJpmuMcMLe2VIriErofcUDJNDeTNyeXg552ijabDInZf827Mdi8FAEz1r0ToyD4Mn3RuSb9h6MTBktoRBEEsGCwTk3ue8z1lmkk88dyv0Nu1AoNHd+KSc69HKNDq27YYfh6Hxkh6Uye8fzvG154CJcvjUJmZQKyta073zKSrfakr/ulqAJxzWJaVE4KsKga0VMVlzpjraci5BGO86DOIIAiCIIpBwmED8sgjj9R7CARRE8jWiUZGCiWVLyrtcRgMtkERmhs+BiCV09CGMY6A3uIJJXNClU8cTvjfJ+ulkyXiUDMqiEZb02HR+y9/C9TxYUTbe1AM0zRx6Piuou0IohrQ/E7Ui6defBCAPfdefPZ1RVrnx5KFX5Pa9ryA8bWn5HgcKhXyOGxv7QNnAgCgKjo4F7BMMycEWdcCOGX9RQDs38xTzxzGGAwthJnIREXGQp7rhAPN70QzQfZuQ6HKDcjExPwf8ASxECBbJxoZKRRwLjyhyi3BDqiq7nlx09SA+5lz7lbBzCYRt3yPKzPel0x1YgTq1Jh9jarDVNMej5YQiHb0AowVHX8kNo3h0cGi7QiiGtD8TtQbyzIRT/jnli0FHiucqzB0aDf0E0dzQ5VnKiMcqorubkJxLuxQZc5zQpA1NYBl/RsAAAwMnNtiI2ccAaN4LtxS+MvX3Aig+HOHaA5ofieaCbJ3GxIOG5Crr7663kMgiJpAtk40MkJICCE9ocodrf0A0iFgAKCqmbkLGUKBNt/+elf4V7jM9jjUxoahTNuLlHjYX4QshWQijpEx8hAh6gPN70QjEIvNzvna8dUnFTzPLAvLfvtTyMiM53j2ZtBcSSbTXuqcC3DOwcD8i55kbCY5ocxCSE8O3vkQ0Fs8RcGI5obmd6KZIHu3IeGQIAiCIHxwXs4yQ5HbWroB2CFggVQ1Zce7A7A9PIJGefm05Kz3JTN0ZC+YZXsnxsJtZY8bAJLJJKYjE4jF5/7STBAEsdAZnZj75slM73IcPu8qnNh0dt422uRozjFn42e+WFbaS90u1sVs8ZDlvr65eQ8ziqcoUkOgQsKhIlV0ti2pSF8EQRDEwoOEwwbk1ltvrfcQCKImkK0TjQxLPSKNDOHQqaYsuHAFQicHFQAwztHVMeDb3/6X/MPeshPrhw7tdj/HQm1lj3ts4ji27ngYt9/1z2VfSxCVguZ3ohE4Orx/7hczhpHNZ+PIeVcioQc8pzJzz2aTHbo859vz9Gua4BKMMTBmex3mvYbZG1uAvfnlPLPmixAS/d2rKtIXsfCh+Z1oJsjebUg4bEAuvfTSeg+BIGoC2TrRyDgvX5qaFg5trw/bk8MJ28r0ONTUQN5Q5a6l/on2s/NhqVPj7ud4mR6HppnEY0/fhV/9/lbEE4XzcxFENaH5nWgEjp/Yj5hP5fqyYAyRjj7PodnO/rzNRbQynt4i49kCy7KFw5TXYT4YuMdTsTVcmfDiRCKG/p41FemLWPjQ/E40E2TvNiQcNiBr166t9xAIoiaQrRONTFo4NNxjjkioKBrOPfXq1LH0o1RXA572mQRbRe5B0yzonVKux+FMZBIHDm8r6xqCqAY0vxONwOj4sYqkbJjt6PV+r4FwmA1nAhZDTnGUTBjjsJAWDkN5inWVSzwRQ3tLT0X6IhY+NL8TzQTZuw0Jhw3I6GhuvhSCWIyQrRONjJNHKlMIzAwR62ztQ0uoyxOq7Ju0PkU8mltVWUamC9apjLWU99KXSMQwOnGsrGsIohrQ/E40AmOTQzDN5Lz7iXR6PQ4jXQWEw1gEsHLn+3nB7GrJDHBzGPrBOUeGboig0Vah2zMoil68IdEU0PxONBNk7zYkHDYg3/jGN+o9BIKoCWTrRCPjeBxmVlVmGZUrQ8F2XHLu9b6J6v3Y92JuuFx2mHImFuOIB9tKHK3N9GxlkvITxHyh+Z1oBCzLRHy+ocoAIlkeh5H2XO87x0OcWZYtHlYQzjiEkPmrKjvtuMgssOwp7jU/GCSXntQcRPNC8zvRTJC925Bw2IB87GMfq/cQCKImkK0TjUxaODRyjjmsWLK5oMdgJuvOyPXWME6kK36Or9joOTexciMsmf8FMRPTNHHg8DY8/Of/V+JoCKK60PxONAozEXuDJpGIIZlMzKmP7GIoSc2AKbwiWqa4KCIzc7pPPjgXkEICzL+qstuOCY9nvCzgnehQTFx0xEKLldYfsfih+Z1oJsjebUg4JAiCIAgfnJcvRWo5xxwCehiKomGuBA/vdT+f2HyO59zwSeeW3M9sdAoPPvZd7B18fs5jIQiCWIwcS1VW3rHvaUzNzDHkjAsMn3weLMZw7IxLAMaQMELuacvQEQ+1ut8rnedQVXQwxsEZKxgGLaXiERYLeScC9vPtb67/fME2gkuA2c8/Eg4JgiCaExIOG5DHH3+83kMgiJpAtk40Ms7LV2bxk2xPDyFkyaFgo8eyPF0sC8Gj+wAASUXFTO9yTCzfAACY6l+F2e6BkseaTMZxYuxIye0JotrQ/E40CoPHdiBpJvHyniewc9/Tc+7n6DmX46W3fQxDp10MAEjo6bk/GQwhoaW90ystHDoCIGMclmWW1BYoXEgFADavfQUMLVSwiIoUirtlVii/ItE80PxONBNk7zalxUARNeXo0aPFGxHEIoBsnWhknLDkzJxO2aHK5RCZ9r7saWPDUGanAQAzvcsBznHwkusQOH4Qs91LgTLuFU9EkUzG5zw2gqg0NL8TjcLQyEEILjB4bAfGJo9j89rzETDCc+rLkhnCWcamkskEkhnCoaxWZWUukCgy10upptszDiGUvM+H0ze/CqaZRE/HMkxN+3tjciEBMDDGPH0TzQvN70QzQfZuQx6HDcgb3vCGeg+BIGoC2TpRC87ectWcrvMXDuf+2Oxf7X3hCh7Z536e6l8FALCkxPSSVTCV8l7OZiNTcx4XQVQDmt+JRmFk/Cgmp0cwNT2Ko0P7EItXSNQz05tB0pAe4VBEK5vj0IEzAU/ZZB8yw4kZYwjo+UXSUKANiqJhoM/2dt+05hXobFviaeN4LTLGSw5VPm3TZbjsFW8pqS2x8KD5nWgmyN5tSDgkCIIgFjWb175iTte5ocqsMh6H2ThhygAw3b9yXn0dHdpbvBFBEEQTkkzG8f1f/Evqm4Wh0cGK9MsyhENw7hUOI9XxOBRCFNMNPXAuPMLhiqUnYVm/XYiLMe7m7R3oXQcAWLP8VISDHZ4+pJCp/Iq8ZI/DtpYenLH51VjSs6b0wRIEQRANCwmHDchtt91W7yEQRE0gWydqQdBomcNVzH2hsnMc2p/nIxweeDma/mJZrsdhUtU91TiLkV0VNJlM4ODRl+c8LoKoBjS/E43E6Hg61GzvwRcq0ufEig3u55H+9UjoAfd7pXMcOnAugDIeQ1KoCGQ8A3s7V6CrfSB1TnE1SCfHYUdrn0ccbA13QXAJBoDx0j0ODT0EVdGwcumW0gdLLBhofieaCbJ3m4YQDlVVxTPPPAPLsnDqqafWezh159xzS6+kSRALGbJ1ohYYeqh4oyyEkGmnDsagOpWT5xGq3NGbTiusjxxzc2BN963w5MoqRna4dCQ6jeMnDs55XARRDWh+JxqVo8N7EYnOP73D8JbzMb5yM8ZWnwx+xYVIqtUrjpIJL+M5pChe4TBotCCQeiZKqbqpdJ2qzeFghysOBvQWXHLuX4MLCcaY7XFYqnCo2fcQktLpL0ZofieaCbJ3m4YQDj/3uc/h8OHD9R5Gw7Bp06Z6D4EgagLZOlFtFKlBitzQqu6OZTj31KvzXmeHZtmfORjU1AshK8fVI4tQezrkOXh0v/t5qswwZZ4lMiaScYyMU+JmorGg+Z1oVIZHBhFPxObdjyUVHLzsrzB4ybUIdWtI6pnFUaqT4xAAWEbe3aJtGUdrqMv9buhh6JpdDdqulux41ku0t/QgoIehpDwOpVSgKQHb45BzcCZKFg51NeDeg1h80PxONBNk7zZ1Fw6vvPJKXH755fj7v//7eg+lYZienq73EAiiJpCtE9Wgp3MFLj7rjQBsLwohcj0ewsF2tIW78/ZhJ4N3wpM5dDUAzsU8ZEMgGU8nptJHjrmfZ3qXldXPyPhRJJMJ98U3nojCsswiVxFEbaH5nWhUIrFpJBKVrUKfjFswFQ1WasdJmRpH59Y/eopgVQqnWEmptIQ63c+GFoKe8gaUQoGzQ6arAfR1rYIQirtRJoUCVdXtjTRwcC4gZWlCoEbC4aKG5neimSB7t6mrcNjT04Nbb70Vb3vb2zAzU/rOXCgUQjgcdv9T1fKqTzY6X/ziF+s9BIKoCWTrRDUIGi3YvM4uiOK8AImslxc94+XJDyEUVyTkXEBVjLJf1rLZ/Xw6x6E6fsL9HGvt9Guelz0Hn0c8EYVpJmGaJianR+c1LoKoBjS/E41MJFZZj8Ddz0cBxpDUbMFMmxhB/59/jRUP3gERqey9RBkeh4BdOfmy826Argaha8G0qCdVN/WFlArWrzoLSTMBVer2fYQCVdHBhQRnHJxzKFIr6Z48Ncb5PjeJxoTmd6KZIHu3qetsftttt+HrX/86nnrqKaxYsaLk6w4dOgSZkTPjt7/9LW677Tbce++9+Nu//VsAwIMPPggpJS677DIAwJe//GVcd911WLp0KY4cOYKf/OQn+NCHPgQAeOihhxCNRnHFFVcAAL7+9a/jyiuvxMqVKzE8PIzvfOc7uPnmmwEAjz32GEZGRnDNNdcAAP7zP/8TF198MdatW4fx8XF89atfxcc//nEAwJ/+9CcMDg7i2muvBQB873vfw1lnnYXNmzdjdnYWX/jCF/Dxj38cnHM888wz2LFjB66//nqsW7cO//t//29s2rQJp512GhKJBD772c/iIx/5CHRdx4svvohnnnkGb33rWwEAd955J1asWIGzzjoLAPDpT38aN954I8LhMLZv347HHnsM73rXuwAAd999N7q7u3H++ecDsMPE3/Oe96CjowN79uzBr3/9a7zvfe8DANx3330IBAJ45StfCQD493//d9xwww3o7e3F4OAg7r77bnzwgx8EAPzmN78BALz61a8GAHzlK1/B61//egwMDODYsWO444478Hd/93cAgN///veYmZnBVVddBQD4xje+gde85jVYvXo1RkZG8K1vfQsf/ehHAQB/+MMfMDQ0hNe//vUAgG9/+9u44IILsGHDBkxOTuLLX/4yPvGJTwAAnnzySezfvx/XXXcdAOD73/8+Tj/9dJx00kmIRCL4t3/7N/zDP/wDpJR49tlnsW3bNrz5zW8GAPz4xz/G+vXrcfrpp8M0Tdxyyy246aabYBgGXnrpJTz55JN4+9vfDgD42c9+hoGBAZxzzjkAgFtuuQUf+MAH0Nraip07d+Lhhx/Gu9/9bgDAPffcg46ODlxwwQUAgM9//vN45zvfia6uLuzbtw/3338/3v/+9wMAHnjgAWiahksuuQQA8KUvfQlvetOb0N/fj0OHDuHOO+/EjTfe6Np8IpHA5ZdfDgD42te+hquvvhrLly/H0NAQbr/9dtx0000AgEceeQQTExO4+mo7LPPWW2/FpZdeirVr12J0dBTf+MY38LGPfQwA8Pjjj+Po0aNu2fnbbrsN5557LjZt2oTp6Wl88YtfxD/+4z+CMYannnoKe/bswRvfaHt23XHHHdiyZQu2bNmCWCyGz3/+87j55puhqiq2bt2KrVu34oYbbgAA/PSnP8Xq1avx13/919ixYwf+9V//FR/+8IcRDAaxbds2PPHEE3jHO94BALjrrrvQ19eH8847DwDwmc98Bu973/vQ3t6OXbt24Xe/+x3e+973AgDuvfdetLS04KKLLgIAfOELX8Db3vY2dHd348CBA4tmjgCAH/7whzRHwH+OuPyqy3De2Stg9N6EO77/M6w/U8cnuj+OJ/70hDtHtLf04uVnh/CGN7zBd47Y8fJuhNtUrDtFh2UqeHrnWpzdeTJOu7ALgqvY8XQEa07VICTD5EgSY0MJLNtgv1Ad2RODHuRoT+U03PFUBKu3aGjrFji2P47hIwkEZmzhMBEKo2NFEB39dttdz0SwfJMKVeeYmTBx/GAcK0+y+z1+IA7GTVy2/GT0drXj37/473j/e29Ez/ql0LresSjniDPPPBOWZdEcsQDniHXr1uHLX/5yQ84RtI6gOWLjGa3o7dExPZ7E8KEEVmy259lj++OQCkPnktSc/GwEyzeoUA2O2UkTR/fHserk1Jx8MA7GgO4BBaFWjucfmQH6OoF9ae8UnkxgbetxDLWvgZkEepbbm1j7XoyiZ5mCQAtHLGLiwLYY1p5uC3YjRxKIRS30rbTb7t8WRVe/RLBNIBGzsPt5C+vPtNuOHksgMm2if7XtRHFwexRt3RLhDoFkwsLu56J41V+cBlXV0TUA9HZ0YO2Wtdh09ifw6/sfwbI1QXT167BMYGb2JGw4I4j+jVegdyXHwf3DeMVlK7H29LcjMaaipU3ibe+6DmMTFxWdI5avaceKtTr6NrwC//X47QtuHUFzROE5YsWKFfjQhz60qOcIWkfUfx0BNMYc0dnZiW9/+9uLco44dOgQSoUB6fzvleCf/umf8KlPfapgm7POOgvnn38+rr/+elx88cUwTRMrVqzAvn37cNppp+G5557zvS4QCOAXv/gFbrjhBszOppMOR6NRxGLzz1XSKHziE5/Apz/96XoPgyCqDtk6UQ02r30FXnfZB/DzX/9/mI1M4K2v/1/40nffj+nZCbfNq857C7o7l+NH997i20dn2xK89XX/E8FAK0zTxF2/+TIOHt2Bd133aYRT1SdLpeOlPyFwfBCBd1+NHbs1iMgMNt3xfwHY+Q33XfX2kvuKxGbw0/v+L4RQsG9wKz5ww5dw/yPfxp6D/s9NgqgXNL8TjUx/zxqce+rVWNG/CcFAK6KxGdcTby6sP1PHjqci6P/jfejc9mfPuUMX/AVGN5wx3yHPmcnpEYQCbfj+L/4FV170LsTjEdz28/+FZX0b8Mar/t7NeRiNzUJVdPx56/34zR9ux7L+jXj9qz6IXz/2PbzhNf8Dgks89MRP8Idn7ip6z/f99b+hs60fL+x8DL/4r69U+RcStYbmd6KZWMz27uhrr3vd64pGAFfc4/A//uM/8KMf/ahgm3379uGTn/wkzjvvPESjUc+5J598Ej/4wQ/cHQA/pqamygptXmg89dRT9R4CQdQEsnWiGmiKAc4FNq05Fy/seBSWZUJkFUgJBFoK5moSQgFjTtJ4DkNvsRPElzkWZWocSx6/HwAQ++Yk8Kr/5glTjrZ25bvUl0QijpnZCZwYswuK/fqx7+LwsV1ljoogqg/N70Qjc+T4btz16y/jLdd8EowxxBOxeQmHY0MJAECkozfnnDoxMud+K4EiNViWBUML2dWRU3l/pVTdkGIAMM0kGGNuOLIUCqRQIbh0Q45VpVCoctofxemXchwuTmh+J5oJsnebiguHJ06cwIkTJ4q2u/HGG/HJT37S/b5kyRI8+OCDuP766/HEE09UelgLij179tR7CARRE8jWiWqgpbwnWkJdUFUDpmnmvLwE9BYoPtWWHYSQbu4nAAgaYUghAVZeauDMF0Z1v11JWZtHfkPLSmJ6dtz9vnP/02VdTxC1guZ3YiHwwKPfwaY152Hj6nPn1c/MuF2garazL+ecOlnfPLRCSHAuEA6227kKWVrUcz4D6ZzAblVloUAI6dlkUwoIh2+88iP46f22Nz1PPSvLzcdILAxofieaCbJ3m7oVRzl48CBefPFF978dO3YAAHbv3l1WrPVixMnjQBCLHbJ1ohqoip76U0NAD8OyzBzvQl0Lul4XfkguXY9DADD0MIRQwFl5Poc8q3KnOj6M3qf+y/0eLVs4tBCJLl6Pe2LxQPM7sRAYHj2ER568E/FEtHjjAixZa4tt0bbunHPqRH2FQ8eDsCXcBc4FOHcKong9Dh2Rz/U4lI5wqOX05Udv10r7WcmlKxxyKo6yKKH5nWgmyN5t6lpVmSAIgiAqjeZUUuYShhaEBSvH41BmVE32Q2R5YjgvQyhTOBTRWc/39Xd+FcpsOnF+pL2nrP6SyQQqnJqYIAii6ZmYqkw4seWTAkOdGAEsCy17XkT/H++DnJ7wubL6hAPtKeEwLRA6ImImMuVxqEgNnAnXA9E5lg9dNdDW0mM/g1PPSlFgg44gCIJYODTMbL5//36Pd0czc8cdd9R7CARRE8jWiWrgeBwKIaHr4dRn78uc4AJWSoBrDXdjfHLIez4rVFlXg3a4V7nCYSzie9wUEsdPfyUSwZay+ksm48UbEUQDQPM7sZAYmzg2r+sHd6SLNB46/2os+eN9YJYdviwSMQSP7MXyh+60v8ciGHzlX87rfnOhJdQFMOZ6A6qK4dvOEQ5VxQBjzH2mAvCIiLnXaeho7UMkMuW+0wnyOFyU0PxONBNk7zbkcdiAbNmypd5DIIiaQLZOVAPnJYdziYAeAsByPA65kGApn8OrL3kvAO8LTkAPQ8r0d001bDGxzMdmtschAMSNEHa94W8wfMoFZfUFAEkzWfY1BFEPaH4nFhInRg/P6/qWzrSH+ujGM/HS2z6GExvPco+tuv/77ue23Vvnda+5Eg62g4G5m2Kaqvu2c56XqqIjaSbcqssAPGHLmQgukTQT6OtaCVU1XK9GTjkOFyU0vxPNBNm7DQmHDQgZJ9EskK0T1cAJpWLM9rBgLFc4FFyCcQ7GGAK67fX3xqs+go7WfgBAd8cyj8ehIjUIroCV+RKULRye2HQ29lzzbsTKrKYMAFPTY5iaqW+uLIIoFZrfiYXE+NQQorHcjZ5SyRQOAcCSElMDa+Y7rIqiqgY442CMQ3AJRfEXDt1ch4oG0zShqZnCoX+VZE0NIBaPoKt9ALoagGAkHC5maH4nmgmydxsSDhuQWCxWvBFBLALI1olq4AiHnEu0hDrBmfC87HAu3JcnRequh2JLqAuvOP11AIDOtiWePjkXqVDluXscRv/nTTjyiqsQD7WW/ZtisQh++dA38ZP7/m/Z1xJEPaD5nVhITE6PIpGYu81aydzcs5PLN+BgvpBk05zzveYKAwPnAozZ3oRqHu9BZ9NMlTosy4SuBdxz2ZtwDppqwLJMhIPtUFXDTQ/CCmYTJhYqNL8TzQTZuw0Jhw3I5z//+XoPgSBqAtk6UQ2cHExSKAgareCcexK662rQzfOkKJp7zrJMrFx6EjgXCAc7PH1yziGF9E0kX4hM4XDPnrl7XkRiMxg8+jIsq/YvmwQxF2h+JxYSk9MjEEKBOcd0EDuf9a/KPL76ZCT0QM5xOTs1p/vMB9NMpIqVMKiqntfj0MlPqCgaYFnQ1PT4M4uGZaKpAXAuIKUKXQu6m3WUv35xQvM70UyQvduQcNiA3HzzzfUeAkHUBLJ1ohrwVBVHVUmLhYpMvyDpWjDlccigSi3jBYdDUw0s6VkLRfEmgLcrUSplh105wqEFYPXZ5RVCySQam0Es7l9ohSAaEZrfiYVELB6BaSawd3Bu+QfXnZan2jBjmOlemnNYHzmKzq1/hH7iyJzuNxcsWJBCBWccqtTzFjpxPA6dTTUto4hKPiFQUw07/Flq6G4fKNo+9/pccZVoXGh+J5oJsncbEg4bEFXNX7GMIBYTZOtENXDCiRnjMC3beySzKqSuBVPhWrbHoRNSxRmHrgWxculmSOG1TcGFR4gsFaeqclLVwZS5exwePr4LYBzh1aei47RLEV59KlBm2DRB1BKa34mFxtd+eBN27nt6TtcykV8gSwRyN42WPfQz9P/511j5wA/AEvE53bNcOBPgnIMLAVU18gqHzjNUShVgtneiey6P172mBiC4RDjYjrNOvtw9Xopw2BbuwTuu/T8AhTUvGGh+J5oJsncbWbwJUWu2bq1PtTWCqDVk60Q1yCxqYll23iklJfq94rTXYePqcyCFgngiBk0x0tWUUy8461eenfNyxJiAphooiGW5fTg4HodJzcDkibmFwCUScezjMZzy8R9Abetxj8fGjuPAL76CsRcenVO/BFFNaH4nFhrR2AyOjxxAJDoFXQuVde1Egfl9Yvl6dGx/ynNMxO2cWTIyg8DxQUwvWVX+gMvECU0WTEJRtLwVkt1QZamCMZblcegvHOpawPXed567qSuKjktTDbSGu3Dy+gvxwo5HSvkpRJ2h+Z1oJsjebchdoQEh4ySaBbJ1ohpkFjBxPjveghtXn4OezhWukGjoYTDG3IIpABAOdbheiA6MAUEjf6hx13OPYuMd/xft2zO8VSwr7XGoGQVfLAtxSOfQr3grlNZuz3GltQtr3vYptJ184Zz6JYhqQvM7sRA5MXYE8TkUSSk0v08NrMXQlvMRN4K+54NH95d9v7ngPAeFlNAUI2+hE0cclMJOz6FkeNv7CYeMcQSMdNEvb/vShMNkMoGzT76itB9SBqdvugxBo/yCZERhaH4nmgmydxsSDhuQG264od5DIIiaQLZOVAOW4S3o5Du0czUxBIwwhLBDhhkDDD3knmep/IWmmfR4WNhtmefFyINloe+p30JGZ7H0sV+CJeLofOGPaNv1PFjK8yKpGRhYX36ogwVgb1+3OwbvmDgAC8uu+SCFLRMNB83vxEJkNjKJZDJR9nUF53fGcOzsV2PPX7zb93SthEMHwSU0Ne0hmI0rHEoFnAlPcbHs55Cq6Lj2NR9CUPffWCulqrKaKqxSbg7hUujuWOY+54nKQfM70UyQvdvQmwZBEASxYFjauw7nnPLagm0yX2xE6kVEkRq62pdk5S5kCOgtSJpJKIoGnnrBCeihVOXJNJzJvB6HmZWTAaBj25Po/9OvMfDI3e6xpFYkzDkPo7qCmKrk9dpgjENr70F41ZY59U8QBEF4qVYhqngwDMtnLjeOD6LruUfR/ezDYMm5eaaXi6GH8oYdO88bziQ4557nT/azSJEaertWQM8jzpXqcahItSopDoVQ0ulICIIgiDlDwmED8tOf/rTeQyCImkC2TpSLXfV4TcE2zOfRJqWKFUs2w9DD6XaMIRRohWUmYWTks8oOUwZsATLz2kyU6XHP964X/pDTJqkZOLyr/PC3qCjNA0Np6Si7b4KoJjS/EwuVbXuewExksqxrSprfuUC0tSv3sJlE31O/Re/TD6Fl37ay7jtXgkarJ61HJswtMGYreaZlps+BY6BvA1rD9u+QUkU41IFAPq++EoTDQOrZWop3YrkIId3IA6Jy0PxONBNk7zYkHDYgq1evrvcQCKImkK0T5SK4REdbv++5Zf2bEDRafKs+SqFi5cAWzznGGAKBVliWZb+4FHjBEUJxX26yUaYmAAAmYzi4ah12rduEg6vWwczoL6nqCLSW/8jVSvQ+iU+MlN03QVQTmt+JhcpjT/0cjzz5M0Rjs8Ubpyh1fp/t8n9+OYQPbC/5nvOhNdyd3+MQ9rPWOW+ZaeGQc4azt1yJvi67mIsiVQgu0dbSm6ev4mKgsymXbzzzQXBBHodVgOZ3opkge7ch4bABOfPMM+s9BIKoCWTrRLkIIdES9PeuO23TJVjaux5+8U5SKggH2jzHGDgCegssWHbYVoH7SqnkrbKpTI9j5+ZT8a2//z/46bs/jPve9E789N0fxrf+/v9g5+ZTYXKOqYE1aOsu/eUlHo8CAFpmZmFOjcPK8PjIxLJMREePY3IvJW4mGgua34mFzFMvPIjxqeGS25c6v892LSl43lT8Kx1XmpZQZ94wYovZzzznfGaVZAaO/u5VbsERKVWYZhJtLd2+fZUSqux6HJbQtlw4l27KEqJy0PxONBNk7zYkHDYgmQ9ogljMkK0T5cK5I+DlvmC0hXvQ07nc13FQCtVT6RGwi6jYSdMZDC1/vicHXQv4Hj/S1oJ73vxeTLW0eY5PtbThnje/F4+842bM9C63K52UiJVqHI3OYPjB7wFgOeKh/Z3h4D1fAfIIiwRRL2h+JxY2Fn77xx8gEp0ptXlJZAuHk0u9qTdkZKq0juaJqugFPQ6lUNxQZivrx4WC7QgF2wEAilBTocz58vAWFwOdZ2s1hENRpaIrzQ7N70QzQfZuQ8JhA/Kv//qv9R4CQdQEsnWiXBSpwLJMhAK5FY6DgVb0dq2A3wuMEDInd6FgAroWBGMMhh72VGMuFQvAn09L7URmv/Skvr+wfCksADueLj3hvuASyWQCyWQch/70S+y+/VOIj3u9X2Jjw9h9+6cw9sKjZY+bIKoNze/EQmfPwa2IREsT8kqd3yMd3pDeQxdeg5nupe53OVMb4TBTGMyFQUo1Q8izMk8hmYwjGHA8DjXAKvRiXUpxlGCqZRU8DoWkUOUqQPM70UyQvduQcNiAfPjDH673EAiiJpCtE+WiSA0WLLSGc8OiBJfoaO339VrgjOcIh4xz6GoQnNmeh/lfovIzqiuYCYXy50dkDFEpMKIrWHNK6SFooxPHEI3NIJ6IImkmMPbCo3j+lrdg+9dvwp47/gXbv34Ttn7mLSQaEg0Lze/EwsfCjn1PldSy1Pndkgoml9r5sqZ7liERbMGea96NhG573cnZ6bkNtUyEkHk98RhjkEL19UhkjENKDQG9BYCd45Ax5ptb2OmrGJpqOI1LHH3pkMdhdaD5nWgmyN5taAumAQkGg/UeAkHUBLJ1olxkKhF7e2sfDh3bmXM+aLT4ej4oiprzAiO4gBR2AviAHp7Ty0WpVY+f721DjzULIFpS+8GjO7B2xemYmc2o7GmZmNzzXNljJIh6QPM7sRh4YcejOHn9hXmLYzkIpXTRa/Div0T44A5MDax1jyWMEGRkxg5VtqyqiGiZMMbz3sLZaEsLh+mGhhaC4CKV5sP2OBQFqhbbXoQMhWK5pVRTY6pSjsMiVZVDwXbMzE7ANEsrRkbQ/E40F2TvNuRx2IBs27at3kMgiJpAtk7kw6nYmI0t9DH0di73HNfUgOvx4BdyrKlBCOYV+TgXcDTGgNECPodwJi0RL6ldnDPcNx3AsUBpXinHhvdBChXHhveVPSaCaARoficWAyPjR5FMFp/np0ZLF52SRhBj609HIpAWIxOG/WLKk0ms+3//AeP4YPmDLQNFKsgn5jHGIUW6OEqmoOeIcKqiA8jwFixAseIkPPVsZlV4LbVF0MLP9rNPvhKdbYWL1hBeaH4nmgmydxsSDhuQJ554ot5DIIiaQLZO+KEqOl55zpvc72dvuRIyFWYshe2Z0NbS47kmFGgDZwJJM+EbcuwXqgwAppkAAAT0FsgiLxemmVuApHdoCKHxUaBY4mTGAAt4uStcNId+PB7F2OQQpmfHcfDo9iKtCaIxofmdWAzE4rNIJBNF240cK96mEAkj5H7WJkex5I+/mld/xVAVA/nyD3LGUyHIqc04H09AJ29gKcJhMW9+d9Mv4z4nr7vQDYeeD5xzKKl1Qz7siITir8SqokORtal63ejQ/E40E2TvNiQcNiDveMc76j0EgqgJZOuEH4pUETDSLwwrl56MUMCu4CilLf7pmjdsIBRoS4U7MV/PQQuW6yGRiSMGGkXC0ADkVDUG7Be8S+/9qdOgcAepfIejeq6AmUk8EcXk9CgOH9uJ4ycOFB0XQTQiNL8Ti4V4vHjhk+Ub5ycoxTOEQwAwThydV3/F4Fy4G3LZMC6gZgiCvptxKTFQU4oIhwxFi5M4fWUKh1s2XIyLz/6rwn2XAGMcoohwKIWWN0djJmdvuQprV5w27zEtBmh+J5oJsncbEg4JgiCIqtLXvQqhYHvJ7aXUYGQIg5pqwDBsYc/xOFSzXlZaQp3QVCNvwncG/+TtpuUIh6Gcc6WgToxi3UvP4Zof3gqtxKT2xfIiJs0EpqZH8MuHvokTY4fnNC6CIAiiMkxOj1T9Hgkj9xnE47Gq3tNvMw2whTxdDbg5EP288ZzwY1X17yO7v4Ln3TQizBUPFali3cozS/JoLNy37T1ZCCkLVZhOM9C3viTPRIIgiMUIzX4NyF133VXvIRBETSBbbw42rjoXXe1LS26vSBWaGnC/q4ruJqZ3wo2zcya1t/YBsL0f/EKO83sTWO49iuHXhzppv1Cue+k5XPjnPxXtAwC0ZOFcWJZlYSYy6evhSBALBZrficXCsZTnd6yA5+GRPfMT+Zwch5mo48Pz6rMY+XL/SSFzvPqzscVAlrOJlw0DK5pjMP1stdyIASEUqIqeN99xqbASchwqeSpIZ9PVvpQqNKeg+Z1oJsjebUg4bED6+vrqPQSCqAlk681BS7ijaKhSJoqiQ1HSYV9SqggF2uzPKeEwe/He3tILIP+LUP7CJ7nJ3/Ph92KhToy6n7W2pdASyfwhy5YFLZFEe6Rwov1ECYn4CaLRofmdWCwcOb4byWSioHCoB+f3SmXJ3LBhfXRoXn3Oh5VLT0LB10TGoKkGVKVIiDZjBcU2KVVkuDa6m4KOp6CuBSGlipZQZ5m/wOmSuVWb8yFEKR6HDKFgW1lrmcUMze9EM0H2bkPCYQNy3nnn1XsIBFETyNabg5DRVtYuvSJVSKG41wgu0Rrutj/nEQ7DRUKh8y32OS8uGBYc6+QYAMBiHIlgCzYOT9onssVDywIYsHF4Mk86+jSRyNS8xkQQjQDN78RiYXj0EA4f340Dh/NX1mzvnZ+gNLV0NRJ6wHNMG6ufcLikZ23BDTXOOHQtWEKxEFawqrKmGO4zkSH9rGYpwTEc7MBA7zqcdfIV5f0Ap0/GixY+k1IBK5LjsC3cDcuyCmxCNhc0vxPNBNm7DQmHBEEQRFUJGC2+Lw5nb7nSt73zIuKEK3Mu0BLsAIAMbwRvf5mhzX7kC1XO7qcU1PFh8OgsYFluqHIs3AZwjt6ZKE49Ng4t6Q0z1pImrgrOoHcmWrT/Q8d2lT0mgiAIojqcGDuM7//if2Pn/qeRLKHC8lwwFQ07/uq/Y+9Vb3OP1VM4VBStoODGuShJOGSscI5DVTXAMnIccuEIh/YzOxRsR8BocTcPy8UWDot4HHJZ1OOwu2PADnsm4ZAgiCaFZr8G5DOf+Uy9h0AQNYFsvTnQtaDvi8Npmy7Dn7fen3NckRqSZgK6GsBsxPbgCwbbAGR6HHLY/glW6vjcHmfleg+07HkRyx+6E6ZUcPy0iyESdlhxLJz2eOydiaLnQBSjuoKoENCSdniyWYJzYzwew95DL5Q1JoJoRGh+JxYTlmVh8OgOzEamEEo9jzLZ+XTxysvFMFUd030rkZQqRCJW11DlYnl/BZcwUmHEhWBgBcU2TTHcjb1Mj0NHyAsF2hCNziCQKpBWLpwVz7EohCya43BJ71oILgp6TzYTNL8TzQTZuw15HDYg73vf++o9BIKoCWTrzYGmGm5uQgfGeN6cRaqiw7IsaJrtRZhMxjOKo6TDmDJfbObqBeC8sJRaiKR1nx2qxhNx9D35X+7xaKv3tzAAHZE4+qcj6IjEwQCsPKlYSBcQiU3j6PDe0gZPEA0Mze/EYmN8cgiJpH8RlFLm95JgDNG2LgCAMjUGVuXKynPFzj8YKvrsZYy7XoR+qKqe7iND5HPCpINGC1rDXdC13KrTpVCKl6AUSlHhML0GIeEQoPmdaC7I3m1IOGxA2tsL5+oiiMUC2XpzIKUGkRUqFAy05vVU0LUgGBh0NV3VUbrVlFMvFbATsyP1ba4ehw6WT0GT4OG9aH/5SbBEOjRNHz3me/3Y2lOK3kPRirscJpJxTE2PFm1HEI0Oze/EYmR6dsL3eCnze6lE2+2wXAZAq3Jl5bnCuUAo0A5WJE8wY4VzHKpS9zzXnbZOzkFDDyMUaIPm4wFZSu5kxpgbqZAPXkKosrNeoarKNjS/E80E2bsNCYcNyK5dlN+KaA7I1hc/UihgQE6upJZgR96XCU0NgDEOPeVxaFdatK93dvsZ59BTeQ11LVBSVeRCZAuHcmYSKx/4Ppb+4VfofPFx+56JONSJkZxrp3uXI9K1pOg9pseTOceisVnPi+j0zFiZIyeIxoTmd2Ixsv/Qi77H/eb3uRJpS+fzW/uLb6Hv8QegjWRsWpkm5LS/gFlL2lt7iuYJZihcVVlVdMhURWm7IIojItqvqFIoCAZafTf3Xn3+2xBO5T/Oe3/GSwhVFkWLozh5Eqk4ig3N70QzQfZuQ8JhA/K73/2u3kMgiJpAtr74MfQwTDOZk5w87BY7yV2Ea2oAnHMEjFYAdq4jN3wp9dgSXLqhzAG9ZU5FTgoRPrADLPWi0vfUb+1xjQ25x6Z7BhA3QjClgqNnv7qkPocP5SbVj8Zm8KuHvonpmXFEY7N4/LlfVugXEER9ofmdWIzsPvgcItFpxBPeEGK/+X2uRNu8hUC6XnoCa+75FkRkBrAsrLrvu9j44y+i48UnKnbPudAW7i66accYLygc6nrI09Z51jtpRDgXdgEWn/voagBKkRyLgFU0VLmU4ijSza9MHocAze9Ec0H2bkPCYQPy3ve+t95DIIiaQLa++DH0MCzLytnx72zrRyIZ9/UE0FQ7JCkUaAPgeCEICC7dlxTBFbeSctBomXeocnbVZVPJzVeljxx3P0+s3ISdf/Xf8fJf34TZnoGS7rFic26fs5Ep7Nz/NPYcfB7xeAQ79z1V5sgJojGh+Z1YjBwZ2gPA9qTLxG9+nyvZwiEA8GQS+sgxiMg0gscOAgCWPPFAxe45F4KBtqKCG+OFcwwaWqZwyNznfPpZLyGETEUoeP/OVdWA4BLL+zdi3YozfPs3fdYf2XAuctYA2TihylQcxYbmd6KZIHu3IX9rgiAIomoE9BAY5znFUdpbHeFQAeLeapRO0ZOg0ZI6wgAwGEbYfZmQUrrCYcBogeIj9JVDdmJ0ZuZ6j2TmN4y098JUink6FGfPwecBAPc/8m3096z2DcciCIIgGoNEIobh0UPYuf8ZvPLsv6qKB1o81Op7vOeZ3yPW4s21pUyN521fbRSpFS0qUqw4ia4Fs9oKSKHCeRQKIcFMnsprrCMam3Xbq4oOLiRCgXYEA3n+DiyzqMchZ6Lo7yCPQ4Igmh3yOGxA7r333noPgSBqAtn64sfQW1yPAcD2Hjh53YVoC3cjmfD3OHSEQyNVxdB5mQjoaeGQMe4Kiy2hzjlXVc6HiEU931kyAW0snaTeSV5fDsf2xz3fZ6PT2Lnf9jCMJ6I4cHjbHEZKEI0Jze/EYuV7d30K+wa3IhKbcY9lz+/zgjFMLl2Tczh47ADadz7nPXZkb+XuWyalVCPmxUKVnVzGSIcqS6m6kcluwRTGPSIjYAuXUihQpAZF5hZPAVIeh0XEPs550dyFmWsYguZ3orkge7ch4bABaWlpKd6IIBYBZOuLn5ZgBxhj7m59W0sPrr7kb9AS6oSVJ/eQIm3vQUMLpUKW7IW9LSimQ5WCqRyIreGuio+bx7xekMr0BOTsNADAYgwJI+R3WUGk4g2zSiSiGBoZnPsgCaKBofmdWMyMjB9FMpkWC7Pn9/kyePHrcfgVV+HgxW8o2C50uH7CoRCyaIhvMVHOiRwAUvmMuUwVVXM2CVmqQJqArnmfu4rUbA9FRYWaL+rAssBSeRINzf+5zRiHKFbkJSWQFiui0izQ/E40E2TvNjT7NSAXXXRRvYdAEDWBbH3xEw51AgB4are+NdwFCxYMPQwGlhPCDKSFQ1U1IIQCy7IrGdphUemXM8MI45Jz/xotocoLh9keh8rkGOTsFAAgoQd9E7UXo3OJ9+UpkUwgmuGxQhCLCZrficVMNDaDZDKd0iJ7fp8vSSOEkU1nY6Z3WcF2waP7K3rfcmCM5eR69EORuc95B00x3M+2yCjsgifMKY5i5zcUQsLI8ThUwYW9NiiUroQxhlUDW3D2KVf5nuecg4siXolOzsUKF2JbqND8TjQTZO825G9NEARBVI3eTvulx/Es7GxbAikUCC4wG0l4QpXDwQ7oasDd0RduQRT7+ux8SiuWbLarM1chLyCPe4VDdWoMMmJ7HM7F29CPeFZuR4IgCGLhEMt6TlSDhBEueF6ZnoCcmUIiUJnnUjkILpH0yQecjRQKhFA8HpoOqpoOMeYpgdAOVWbutRYsKFLN8TgUQrHXBkJxi5fkkBI3VUVDX9fKPE0Kh1M7bZwxEgRBNCPkcdiAfOELX6j3EAiiJpCtL276u9egq8MWDmVKIOxOfWeMp8KP0sJhX/cqnLT+QrdKI3eTqjMIIaGqusfjsL2lN+WZUNkQMQAQWaHK+omjYCmBMmEE/S4pyq5nvX1OTo/MbXAEsQCg+Z1Y7EzPjGE2MgXTTObM75XCkhIJzSjYxhg+VJV7F8OODij+/A0F2nHt5R/2PSe41xtRChVSKO46QErV9izkAqFAW1ZbaYc2K5obqZCNU6FZ18Job+3N04aDlxiqTMKhDc3vRDNB9m5DwmED8ra3va3eQyCImkC2vrh51flvcQuYODmOOlr73fOccbuqcgpFqOhqX5qRS8j2PnBeS3Q15AmLcjwdlHyeBvMgO1Q5MJR+MZurx+HyDd5xHh3eN6d+CGIhQPM7sdh5affjePbl3yEan82Z3ytJsWeOMXS4avcuhKJoRQuPAEB35zK0hdMFxTLTi2TnSFSkCinV9AYiT3sDhoLeitJC2IXXbLEx/9+/LRwGEAq0+593CrAUwNm0JOHQhuZ3opkge7ch4bAB6e4uv1onQSxEyNYXN3pG0nPHs9DQ0956jHHXExGwX0JaQp3uiwRPVVh0PAp1LeDxOPTLj1gpsoujGCeOuJ/n6nGoGulHbiIRx5Hje+Y2OIJYAND8Tix2nnv5d3jqhQeRSMQ983vlKZyOwxi2hUOWTIAli4cOVxJVLewNCQA9HcsR0NMh139x6fvsNCMAsqsyS2mLgH4CnVMQzYGnCqnYlZX91wP2ZqMtHGZvVqaxSg9VLlJFulmg+Z1oJsjebWj2a0AOHDhQ7yEQRE0gW1/cZC7End38zDxE2Yt4TQ0gZLSmPQ5TocqOl2G2cFhNRIHcVXMVDmcnzXQfyRhGxo8UaE0QCxua34lmYGpmDJZleeb3SsMThcVAY+gQ1IkRbPzhF7D+J1+CmJ2u2liyKWUDrzXc5alG3N0+4HoPZgt2SkZocjZtLd6Xd844FKlBSiW/x2EqVFlTAzCtpMfz0bm/aZklCIfkcZgJze9EM0H2bkPCYQNy77331nsIBFETyNYXN5kLbC5kqihK+iWDpYqfOKiKDl0LurmGGGMQQnEX7JoaQCn5lCoy9lgh4XBuocpH99uJ4YdHD+OXv/smhkfrE15GELWA5neiGTDNJJLJuDu/15LJgbUAABmLYPU9/wkRi0CZnUbni0/UfCyFsCwT8YT9TBVcImC0uPkKs0OVBbcLnWQWTnNob+mFmlGFmfGUcJgqvuIHg70JqSoGhFDQ3tqXdT8JyyrF45CEw0xofieaCbJ3GxIOG5C//du/rfcQCKImkK0vDlYuPRmrl52aczwzZxDnAi2hLs8xwbnn5UBTjNQCPu1xqCrpSsqqYuSENVWL7OIomST0uXkcrjpZw2xkEg88+h3s2PdnFAs/I4iFDM3vRLOQSMax6mQNplkdr8Mj517he3xq6Wr3s4zO+n5uBOKJGDjsXIXtrb1IJuNob7ELlWSH/kqpeMTBTAJGK07beCkAe31gmWbK21CBzBOq7AQrq4oOKRT0di73nBVCAqUIh6BQ5UxofieaCbJ3G5r9CIIgiHnR2bYE4WB20nEGxryhyppqeMKVGOOewiaKosG0TLhehcz2MmQZOQ5rgpkET+WJSiq54U9zDVUGgJnZSew/9OKcrycIgiAai1jc3miajU5Wpf/J5etx4JLrEGnr8hyf7lvp216ZHkfrrudrnu8wH4wxgDHoahAdrf1gTKSEQ+86AbCrKmt58iZKIXHS+vMB2CHNpmVCChVCKJ7oBe+9nU1IHQD8PQ5hQRStqmyvQxh5HBIE0aSQcNiAPPjgg/UeAkHUBLL1xUHAaMkJE1IVHZnpCDkXkELx8S7QPNdkhi0xMOha0PUy1NTaCIeZFZVnepbliIdzDVU+fjCOyemReY2NIBYKNL8TzcLE1DAO7ZmsnhM5Y5hYfRLG12zxHI509CKh6jnNw4O7sOzhu9D5wuNVGlB52OsBDl0LoL9nNYQQaA13QZFqTvIR2+Mw9zc5OAKhFAosy/Y4FELJCXle1rch/YUxN79ydt+cC1iWVVQQpOIoXmh+J5oJsncbmv0aECn9d80IYrFBtr44COhhTwgyANu7EJkioF0IJXvRnelxKKUGRWoZocq2hwJ3Q5W9YmS1yAxTTmoGhrec7zmf1IpXkfSDMeDo8N55jY0gFgo0vxPNwsjYUXAhMTZ5vKr3SSqa9wBjmO5fmbd931O/rep4ykFwAU0Loq9rFQAgGGizRbysZ7oQhYVDR8CTUoVlWZBChRR2nsJMLjzrOucKMDB3HaFI79+hky5F8PyvxJwLd5jZAmWzQvM70UyQvdvQ7NeAXHbZZfUeAkHUBLL1xYGhB3M8DnU1AMbTbwSMMUih5OzqZy7iHRHRCVNijKUqKduPKnuBX33lMLMwSlLVMHTKhZjqt192JpeuBub44tC1VOLQsV0VGSNBNDo0vxPNwomxw+jot3D8RJUrb/rsnI1sPqfwNVZj5NIVQkJXg25aEylU1xMxE8kllGyBNANHuLM9Di1IqYD7hClnriMYY+51mZuVgOPBaLlF2fyQQnGXHoXaNRM0vxPNBNm7DcmnBEEQxLzQ1GCux6EW8OYcYnYIUnY7P+HQOcaZsKssp64RXNakprKIpz0OTUUDOMe+K96C4LEDmO3qn3O/ppnAiTGqpEwQBLGYOD5yEJNTIzh0bCdO3Xhp1bzSTJ/KwdP9KzHTtQSBYf9nizI9jniorSrjKQcpVOha0H2+SyGhKHpOFIIQEqoszePQbq+44mAm6TyJzM1zCOTzOGSe/MvZeDZGaxH2QBAE0YCQx2ED8uUvf7neQyCImkC2vjjQ1AC4kDnHBE8vthlsj8PsyoWZlRBllicA545wyN3vtVAOvR6HujMYTPevtIXEOfLCn4YxOn5svsMjiAUBze9Es3D8xH788798AkMjg4jGZqp2n4mVG5FU7WfQoQuvcY8fvOyNmFy6xvca/URjPHM452hr6XFFOCEU6KqRsyYQQsnxCvT0w9Ieh3Ykg2oHI2cJkI74yJi9/nDuky0QOscLVVXOjHZgNdm+bHxofieaCbJ3GxIOG5DrrruueCOCWASQrTc+nIuCC2rA3tnP9C486+TLoakBT04QxjgUJTc3YKZYmH0fzgUMLV2IhDFek0W7Mj3hfk7qlSvIsnx9CEmzMapcEkS1ofmdaCauu+46nBg7AilV7D24FdMz4xW/h6nq2PWG92PPVW/H6LrT3OPxUCv2X/EWRFs6cq7RR45WfBxzZUmqMAoAcMbQ1tKbE2YsuMzxCswk0+PQ3pCUvh6HiqLZbS27Zo2zRsnxcExFMhQqeiK5ku6fdEMANL8TzQXZuw0Jhw3I0qVL6z0EgqgJZOuNz8nrLsD6lWcWbKMqmicE+ewtVyFotOR6APh46ykiLRxmL/wFl9D1tHBoWSZQpYqGoYM7sf7HX0Tfnx6ENjbsHo+2dlXsHkaI3jiI5oHmd6KZWLp0KWLxWdz644/ih/fegsGjO6pyn3ioFTP9K31DZv0Kd+kjjeFxCAC9nSugKfZmnKLoOGXDxZBZ0QpCyJzog0wY4xk5kzmEkKlNxezCa5orBmYKg9nrEiEkwFhRj0NGHoceaH4nmgmydxsSDhuQI0eO1HsIBFETyNYbH0MLF9z9B+wFeqbHYWu4C+GQ1/OBMQbFp1JiZu6g7AU95xyGFnS/W5ZVtUX7wMN3QZ2eQNcLjyN8aLd7PNpWOeFwcHCwYn0RRKND8zvRTDj27lRW3nXgGZhmsqZj8BMOtfETNR1DIVrD3W56Ek010N2xLDdUmUtPCpNsGJCqpKyCM257DGZ5HDJmC4p+YqCvxyHjBfNSOnkU7b5JOARofieaC7J3GxIOG5Cf/OQn9R4CQdQEsvXGR1V1yCLCYeYC3V6AC/R0LPe0YYxB9elHZgiHfqFCeoZwCFieSs2VREZn3c/q5CgAIKEHKhKqPBuZwvTMOL7/g+/Ouy+CWCjQ/E40E9n2Pnh0B2YiUzUdg5uTNwN1crRhKitni25GRkRBug0vnB6F2ZuVUioQQqY8DllKLFSwYdXZ7rrCrYbsERW9Y+BcpK4vVFVZ5mxsNjs0vxPNBNm7Dc2CDciHPvSheg+BIGoC2Xrjoyp6wUTlgP1OIlLhRs6f3R3LPG0YmK/noizgcQjYRVbSN0JOOFI1qUSY8kxkEolkHEkzibe8/Y0VGBVBLAxofieaiWx7PzF2BMlkvKZj8PM45MkE5MxkTceRj1I8MBlj3ud+9nkwSKlCTeVM5twOI2YAWkOd2LL+InddIaQCC6m0hI7HoI+HIwMrnONQKO76hDwObWh+J5oJsncbEg4JgiCIvKiKDikK5RuyF9GOh4DgAolkHOFge3ZDXwFSiMwCKrkLcjUzvJkVXtzPBZaIwzh20PdcJcKU4/EoHnj0OxgePQg7RTtBEASx+LEwG/V6HJqmWdU7mln5Ah0cL/p6U8oTMBho9WwoZsMYhyJVaCnh0PE2tBgQCrRB14LuukJyxRUNnTQnPDuXspDgvHiocvo8CYcEQTQn/k8Yoq489NBD9R4CQdQEsvXGRynicagqBizLdHMcCi4Rj0fdvEMOjDHfkGdRJFQ5E+cFoZKsfOAHCB474HuuEh6H0dgMdux9Erv2P4NXjJ037/4IYqFA8zvRTPjZ++PP/hKvueDtMLQgpmbGIbhAMNBatTGwPMKkOjGKmb4VVbtvqYhCIcgp7M3KYsKhBiVVbI2BucJgMNAGTQ24m522gJiSDLl/cRTHm7BQqLIQCniB880Ize9EM0H2bkMehw1INBqt9xAIoiaQrZfHRWddV/N7OrmE8qGp6XAhAOBCImkmckKS7FDl3H4ycxkVCwHijIMV8AooGzOZVzQEgJmegXnf4ujwPvtWZpLsnWgqyN6JZsLP3l/a9Qf86qFb8evHvocf/vJfYVrV9ThkeUKB1cmRqt63khTLcci51+OQc+56EYYCbam8zKlQZaEAsOw+3QrLzFPMzREpvR6HDBef/VcZbaR7nkKVbWh+J5oJsncbEg4bkCuuuKLeQyCImkC2Xh7L+jcWThpeBVSpFQxVdhbvIrWotj0KLE8ycgAAs/MSZZPpZVhoxx+wcxNVMlRZxPwXAiPrT8fghddgdp7CYSwewfa9T7rfyd6JZoLsnWgm8tn7zv1P4akXf43RiWNVL1Iy05cuSjbdk84zrE40RqhyKRR7xnMuITM8DgGW8hjkaAl1QhGqG8lgi4K2R6K7dmLwrEWcz5meiEJILO/flPFdSReAo1BlADS/E80F2bsNCYcEQRALBCmUooVK5oKuBbFi6Un+95RqQY9DVTVS+YGcHIcSDDwnJImB+QqQzu69EEqO1piN4LJgHqJyERmVlB2OnXEJDl94DcbWnz7nfmcjk4jFI5icHsWu/U/NZ4gEQRDEIsA0kzCt4sVB5sP4qpNwYuOZGF+xEQcv+ytYqYdqo+Q4LAWRJ0+je54LKFJNhyozBls8ZGgJdUEIJaOqst2X18vQm2/Z+ZwpWHLGoWtB97uamWaFPA4JgmhSKMdhA/L1r3+93kMgiJpAtl4e9oJYRRS5gtd8OO/Uv0B7ax/2H3ox55wi1cIeh6oBzqVXOPRZWDPGfF8InLZKgXs4FMp7VC5yegLBo/tzjif0/NUcS2V88gRiiQj+/Pz9sDI8TMjeiWaC7J1oJkqx92QJVYXnBWM4cv7V7td4sBXq1Bi08WHb23ERiF5CSKiKBiUl5rmegIwhHOyw8ykLBZZlQQjVzo3MubsByrKiH0Rq7ZG5KSm4hKqmK1QrGUXaFv7fYGWg+Z1oJsjebcjjsAG58sor6z0EgqgJZOvlIYUs6P03Fxhj2LLhYqhKbuESAJBS8RQwyUZTDdsTMBVmzLnwfTlhYL5h1k54kP27cq/LrEJZKW9DOTOJdT//GpY+9succ0k96HNFeew++Cy+f/f/xva9f/IcJ3snmgmyd6KZKMXek8lEDUaSJtLeAwAQ8RiU6fGa3ruaaGrA9RQUXADM9hIMBVqRNJOQUoVlme56SWYVYVMyPAjTgmKGxyEXUDPEQs/6aBGIr5WA5neimSB7tyHhsAFZuXJlvYdAEDWBbL08HI/DSrK0dz0UJX8eQ8EVN9zHj4De4g1VFtI3B5AF/4qKDAzrV52FcKjT11PRQuWTyXc/+0je/IYJzfA9Xiozs5PYvvfPvufI3olmguydaCZKsffsomHVJtre7X7WR47X9N7VRFOD7pqFMwGW+tPQwzDNpOtxKFPrkUzhkDHuzXEo0sIhY3ZIMxciS1z031htZmh+J5oJsncbEg4bkOHh4XoPgSBqAtl6eQguKxquCwABPQxF5M9jmC/E2L3eaAGQ9gYUXOatfMy5f6jyOVuuwkDfev9qhfPMJd+6eyvW/vzraN31vHusUCXl+XocxhNRHEtVUs6G7J1oJsjeiWaiFHuPxSM1GEmaSHuv+1kbXTzCoV05OVXUhHMATjiyCsuyoEjN3qz02RC1PQ59hEMAK5ZsxumbX+XmUXSiIDLbU1VlG5rfiWaC7N2Gchw2IN/5znfqPQSCqAlk6+UhuPCtTDwfVEWDEDIjcbgXO09QfrHSSSDuhCrn8zhkzN/jEIyhs30J+qdXe0KFKsWy3//c/vPhuzDdvxLLfvf/oBd4gZpvjsN4IurJa5gJ2TvRTJC9E81EKfY+G5mswUjSRDI9DseGanrvaqIphiv42c9bBsEF4okYAGdD0/KNluBceCIs3LUPswu4aarhrmdURUMsHvGsu6iqsg3N70QzQfZuQx6HDcjNN99c7yEQRE0gWy8P7u6CVw5dCwNAQdEun6gI2LmGUh0AsMfIffvyz3HIuYDgEn1dK32vm9fufpaA17H9aQSPDxa8JDnPUOVE6sXFD7J3opkgeyeaiVLsfXp2ogYjSRNr7YKVeq627d4KOTOFpY/cjaWP/AKsxvkWK0mmxyEAcGavJZJmAoylhEPLTrWSvYYQQno9Dp0ch2Cpc5q7VnHyHHqLt5FwCND8TjQXZO82dRcOX/va1+Lxxx/HzMwMhoaGcOedd9Z7SARBEA0J56Kg999c0DVb+Msr0DF/wc9BUwzP9XZV5Tyhyj7HBZdIJhNoDXfnFRbnCo978xgGjh0s4aL5PRanZsbmdT1BEASxOJmaGa3p/SwhEG3tdL9v/NEX0L7zObTvfBbt25+u6VgqiaYYGcKhBaTWFpZpgoEhoNsbokLInGImnAtPlWTBlYzPEoqSFg6djVGPxyHphgRBNCl1FQ6vvfZa3H777fjOd76DU089FRdccAHuuOOOeg6pIXjsscfqPQSCqAlk6+VRHY/DEID8HoecsYJef6qqe74LIX2rHzOwvCtuTQ0gkYi54UGVQkZmPN8Dx/MLh7FgCw5c+lfzvufoxLG858jeiWaC7J1oJkqx98np2gqHAHBi8zm+x1v2bavxSCpHONiR3oi0MsKHmb2WMfQQwJA3d7OuplOSCLc4CoOUCqRQILiEZVmux6E3t3R5yuHaFWeU1X6hQPM70UyQvdvULcehEAJf+tKXcPPNN+Pb3/62e3zHjh31GlLDMDIyUu8hEERNIFsvD7saYGWr+2mq12PQ757+occ2zsLaWbhzLv29BBlyQocBe0EupYLZ6KTr/VgpRGTa852nQrPiRggzPQNo3f+ye27XG94Hc55hygAwPHo47zmyd6KZIHsnmolS7H16dhyJRByc83l505fD6MYzoY8cQ+fLT3qOm0plNyFrSUu4y12XWAA4T60/mIDFLBhaCAyA5IpvTkJVST/rhRAZn1W7qjLnMC0zLRzOuTgKw2Xn/jV27V+43p35oPmdaCbI3m3q5nF4xhlnYGBgAKZp4umnn8bhw4fxq1/9Cps3by56bSgUQjgcdv9T1YX78PPjmmuuqfcQCKImkK2XB2MMmqIXb1gGTiiOnzjIuQBDYY9DJ8zHaaP4VDEEbGHRr2SIszDnTFSmOIqZxPJf/xBr7r4VgWP++Qxj4bac6smmMn9BNhaPYGwif+EVsneimSB7J5qJUux9NjIFCxaSZrIGI0ozNbCmpverNgE95G56ggEs9TorhALBhF20jXEImZvjEAC0jE3CdKEUBkWqEEIB5xKwLKipe8g55jjUVAPhUGfxhgsQmt+JZoLs3aZuHoerV68GAHzqU5/CTTfdhH379uEjH/kIfv/732P9+vUYHc3vzn/o0CFImR76b3/7W9x2222499578bd/+7cAgAcffBBSSlx22WUAgC9/+cu47rrrsHTpUhw5cgQ/+clP8KEPfQgA8NBDDyEajeKKK64AAHz961/HlVdeiZUrV2J4eBjf+c533KSYjz32GEZGRlwD+s///E9cfPHFWLduHcbHx/HVr34VH//4xwEAf/rTnzA4OIhrr70WAPC9730PZ511FjZv3ozZ2Vl84QtfwMc//nFwzvHMM89gx44duP7667F+/XqsXr0amzZtwmmnnYZEIoHPfvaz+MhHPgJd1/Hiiy/imWeewVvf+lYAwJ133okVK1bgrLPOAgB8+tOfxo033ohwOIzt27fjsccew7ve9S4AwN13343u7m6cf/75AIDPfe5zeM973oOOjg7s2bMHv/71r/G+970PAHDfffchEAjgla98JQDg3//933HDDTegt7cXg4ODuPvuu/HBD34QAPCb3/wGAPDqV78aAPCVr3wFr3/96zEwMIBjx47hjjvuwN/93d8BAH7/+99jZmYGV111FQDgG9/4Bl7zmtdg9erVGBkZwbe+9S189KMfBQD84Q9/wNDQEF7/+tcDAL797W/jggsuwIYNGzA5OYkvf/nL+MQnPgEAePLJJ7F//35cd911AIDvf//7OP3003HSSSchEong3/7t3/AP//APkFLi2WefxbZt2/DmN78ZAPDjH/8Y69evx+mnnw7TNHHLLbfgpptugmEYeOmll/Dkk0/i7W9/OwDgZz/7GQYGBnDOOXb4xy233IIPfOADaG1txc6dO/Hwww/j3e9+NwDgnnvuQUdHBy644AIAwOc//3m8853vRFdXF/bt24f7778f73//+wEADzzwADRNwyWXXAIA+NKXvoQ3velN6O/vx6FDh3DnnXfixhtvdG0+kUjg8ssvBwB87Wtfw9VXX43ly5djaGgIt99+O2666SYAwCOPPIKJiQlcffXVAIBbb70Vl156KdauXYvR0VF84xvfwMc+9jEAwOOPP46jR4/iDW94AwDgtttuw7nnnotNmzZhenoaX/ziF/GP//iPYIzhqaeewp49e/DGN74RAHDHHXdgy5Yt2LJlC2KxGD7/+c/j5ptvhqqq2Lp1K7Zu3YobbrgBAPDTn/4Uq1evxvr16/GP//iP+Nd//Vd8+MMfRjAYxLZt2/DEE0/gHe94BwDgrrvuQl9fH8477zwAwGc+8xm8733vQ3t7O3bt2oXf/e53eO973wsAuPfee9HS0oKLLroIAPCFL3wBb3vb29Dd3Y0DBw4s+Dki3CZxw397Ha4cPwc//OEPKzJHaOgDZhnOPGUJPrHmE545gnOBiQPAlnP68Il1n3DniP/x3z+EWDyC++67DwOr2rB6g46V8WW4494Arn7DZVi/VkdkysSRvXGs2mILcgf3xGAlk1i+zhYK926Non+VAj2kIzpjYv/2INafbp87cTiBRNxC7wpblNz3YhQ9yxQEWjjiEQv7tkWxLtV25GgCsVkLfavstkMPbkPLwZ0AAOPEEfihr+iC3tUKbE8fW3uGgV3P2v0yDowPJzE5msTAOvuF4dCuGIItDG09CmABO56OYM2pGoRkmBxJYmwogTVrg3jH8jfhRz+K+84R69evx5ve9CaaI8qYI84880xYlkVzRJnrCAAVmyPmuo5Yv349zjjjDFpH0DqiKeaI9evXIxwOF5wjNCWEk85twUxkAsd3M/e5FouYOLAthrXOc+1IArGohb6V9nNt/7Youvolgm0CiZiFPVujWH+m3Xb0WAKRaRP9q+1n1cHtUbR1S4Q7BJIJC7ufi6L/ggHA/uflEsI0Ai0c4XaB1i4BywR2PhPB2tM0cJF6rg0nsWy93e/h3TEEwhxtPfb7146nIlh9igapMEyNJTFyJIHlm+zn/dG9cagGQ0ef3XbnMxGs3KRB0RlmJkwcPxjHypPstsf2xyEVhs4ldtvdz0UwsE6FFuA564ihwTgAoHupBjCGvVujWLe6DS2tOmIR4OAOE2tOCSNphjB6FFg9M4CTz2sD58Kzjgj1n4tHn/p/+OhHP4rlS9ZhekTCVAK4/uzXQtMMHDrxHJau1fCe1W/BoSMXYPKQdP++jx4MYuPGTbjuumvdOeLyV70OPf0tOXPE9pd3ob0riP/5yf8J0zIX1RyxYsUKGIZBc0QZcwRA64iFqkd0dXXh5JNPXpTriEOHDqFUGODrBDJn/umf/gmf+tSnCrY566yzsH79etxxxx34m7/5G9x6660AAFVVMTg4iE9+8pP45je/mXNdIBDAL37xC9xwww2YnZ11j0ejUcRi+StZLjT6+vpw9OjReg+DIKoO2Xp5fPS938UTz96L3//5JxXr8+1v+GcM9K3D2MRxfPWOD3vOBY0WvOuvbkE0NoNv/jhdUewt13wSP7jnXwAA733T59HdsRRDI4O49ScfxbmnXo1XveItOfeZiUwimYgjHOqo2Nj9aNv5HAYeubtgm+OnXYSEEcKSP97nHnvhXf+raN/JZMJOtp7FbGQKhh7CxPQIvvmjmxGLz/pcTfZONBdk70QzUYq9G3oYr3/VB/Dcyw/jmkvfnzcHX8UxTZx82794DsWNIHb95d9CP3EE0/2r5l0YrJYkknE37+DU9Ch0LeT+XZpmErF4FLoWwDMv/Rc2rz0/7Z2YYuuOR3DPb78GAHjvmz6L7o5lGBoZxPa9f0Zv5wo8+cIDeNNVN+OhJ36MJ56/F+9+4y3o7VwBAJicGsFX7vgQzAyv0be87n/ijns+DcsyPffp6VyO97zxM/jaHX9XMP/xQoTmd6KZWMz27uhrr3vd6zAzM1OwbcWfEv/xH/+BjRs3FvzvhRdewJEjtifISy+95F4bi8WwZ88eLF++vOA9pqamMDk56f63mERDALj44ovrPQSCqAlk6+VhWVZOMZL5IoU31NhzTqq+ocqhYLv72SmE4rSRBUKVy8wpPidEzF+0yyQWbkciK1S5FPz+jhLJuCsmWmYyr2gIkL0TzQXZO9FMlGLvs5FJ/Ojez2Lw6HbMRqdqMKoUPqKgMjuNlffdjlUP/AArfv1DwDR9LmxMPE9ixjwF2TgX7jpJCtU/x6HUPe0dFKGmCrzZxwzdLh6XmcrFQm4xOUUq0JTcHMm6GkAymUA4Y820WKD5nWgmyN5tKh6qfOLECZw4caJou6eeegqRSAQbNmxwK9VIKbFy5Urs37+/0sNaUKxbt67eQyCImkC2XjqMcZhmEkqFi6Okhb/cFwspVDDGchbeQaMlY1zOOUc49PegKC+h+NwRkcK7ZQAQC7WBzyHHlF8y+2h0BgePbsfG1ecgmSq+kg+yd6KZIHsnmoly7H1yegSJRP2dHoxR2wsufGg3up9/FEOnLYyX48z1CgPLeTY7Qp+UCuCz9lAychpzJlJ92lWVORd2f4zZuRJz7mf3n7mCEEKBqhqIxLwF2TQ1AMYYWsLdwJGXsZig+Z1oJsjebermlz45OYmvf/3r+Od//me85jWvwfr16/G1r9lu4z/96U/rNayGYHx8vN5DIIiaQLZeOoILWJYJtQJFPDJxFsS2Z6H3kSClCsZ57u66orkCoeDOotu5Jp9wyH13/iuNjBT2OLQYQ7StG8kK/T0mzQT+vPV+JBIxPPb0XQXbkr0TzQTZO9FMlGvvM5HJKo3En+OnXlTwfNfWP4AlCm9+NQqZQmGh6tRSar7rjswNWOd6BgYuJASXEFyAIe1xmLnxaTF4PBwBe5M1Oxwaqes5F+hs7S/thy0gaH4nmgmyd5u6FUcBgJtvvhmJRAK33347DMPAE088gcsuuwxjY2P1HFbd+epXv1rvIRBETSBbLx3OJUzLzBsKPPd+7QWwBdtbMJ6IuucUqdmCX8aimTEGwSU01UBiNu4RHoFCHofcd+e/0ojIdMHzY2u2IGkEMasHMNO1BMbwYQy+8i9L6tuyrBzPyXgihsGjO3D/I9/G1h2PFLye7J1oJsjeiWaiXHs/NrwPS3vXVmk0uQyfcj5YMoHWvS9CnZ7IOS/iMYQO7cbkig01G1MlEDz3VdY0TXDOIYX0TZHiCIdCKOkwZMYghQIhhOt1qKmB1Klsj0OvWOmsibIJBtoAAO2tvXP4ZY0Nze9EM0H2blPXTLiJRAI333wz+vr60Nraissvv9yT87BZcaogEcRih2y9dByPQ6VaHocsV/STUoFgwiOWOcKlqgYguEzv5qfaiAKhyrUIV5bRwqHKQ47XBWPY8xfvwstvvgnja7aU1PfMbO7LVjQ2A8sy8fz2h4teT/ZONBNk70QzUa69HzjyMpJm7Tz8TEXDsXNeg+NnXJq3Tduu52o2nkrBRa7Hjk5LnQAApu5JREFUoVOkRArF1+PQ2TDVVcNdu7BUe86luxZSU3kLeVbURXYUhhDSbZuJk9alNdxVzk9aEND8TjQTZO82C6eEFkEQRBPDuYBlWZX3OHR3zhlEVpixIlRwniUcSvv+mmLYIqajGxbxOOSMg9XgkSPyhCpPLFuPwYteh1hrZ8agOJJGqOS+RyeOu59jsQiisRmcGDs857ESBEEQzcnxE/sRKeIhXw3ioZa851r3v4xVv/ouOrY9WcMRzQ+/NUdaOFTBuJ9waK97NDUIztKbn06Yskits5zUK16hkOWEKufzOAzo9t+1qlS2qB1BEEQ9qGuoMuHPn/70p3oPgSBqAtl66XAuACt/DsG595uuiix5tsehCiEEMveYnEW6phqpxXC2x6H/Y4UxDuZT2bHSyFRxlHggDBGLgCfiGFt1EgYvvW5e/ZpmEqPjR9HXtRJS2iHdjz71MwyPHiq5D7J3opkgeyeaiXLtfWT8aE09Dh0ibT05xyaXrkH40G4AQPDofgSP7sdM91JEuhZ2bj4hFN8NS0c41LUAeEaosxB2cRSZWsekczgX9jhknCGgh3Puo2sht9/FBs3vRDNB9m5DHocNyODgYL2HQBA1gWy9dAS3c/X4VT+ec59Ccb0JnYqCmaiKnspxmF5oK1KFaSahqgYUqbkhPM6evl++IcAWKAXLn8S8IlgWRCpUOWGEsOe1/w3HzrgER8+9fN5dxxMxjE0eRyIZBwCYVhJbdzyK/YdLT69B9k40E2TvRDNRrr2bZhKxeLR4wwqTNIKIG0HPsUMXvQ5Hzr3Cc0ydGHE/B44ewLLf/hShlLi4ULBDj32Ew9S6RVODrqjHwCCEBGPcPcaZSKVkScOYfxXngJHryelUZc4XiTEX+rtXwzdxY42h+Z1oJsjebUg4bECuvfbaeg+BIGoC2XrpcC7sqn8VFA7VjMqCmYtlBycxOKy0ICilCtMyoWtBKIrmehGyIjkO7XPVdXIXsQiYZQEAEnoAka4lGDrtYiQCuZ4A5ZJMxjE2OQQz5SFimiZi8cIVnLMheyeaCbJ3opmYi70/8ew9GBo5iOMnDtRURIy2e4t1JIwQTpx0LgYver17zPHeZ8kE+v94H1r3bcPKB34AmGbNxjlnikRAZHocuqIes9c5lmW6HoeMczs9S5ZOl7sO8/c4TIc6M1dEnC/nnvoXMCrU13yg+Z1oJsjebShUmSAIYgEguKi4x6Gi6G4YD2c8Z1fczcvD7AV4PBG121gWAnoYqqJ7ciQChcXBqguHkXRhlKQeqGjfSTOJ8YnjMFO5kxzPQ4IgCIKYC89t/z2e2/57CC7x/jd/AWqFi5/lI9LRg9DhPekDKaEtqaXz9InoDFY8eAeCR/aBJ9Mh1YHjg5jpW16Tcc4VZ52Uz9OPMQYhFASN1gyPRNvj0LIsiFTaFsFFKq9zWjlkyPU4NM2EG5acibPhyplAKNCGSHT+OS0Vqdj5qGvvrEoQRJNDHocNyPe+9716D4EgagLZeunYHoe8opWJVUXLCFXOFQ61jCqBmR6HABAwWqBILUcMzBeqXAsyhcOEVlnh0LIsjE0OuUnXE4lY2X2QvRPNBNk70UzMx96TZgIHj7xcwdEUJtrS6Xs8kbHhFjyyD+HBXR7READCgzurOrZK4HgE5t+sZNAUHcFAa8YR5gqOznWMCShS9a67GHLWYUkzCd1nzeEIjFKqCBqtOefnghAqlAoXyZsLNL8TzQTZuw0Jhw3IWWedVe8hEERNIFsvHS6knVunwh6HzsKWM+GKgg66bu+gM3B3IS2FCjAGQwtBVTRXKEyHKlc5j2EeeHQWK399h/u90h6HgIXJ6VHAjoRGJFa+5wDZO9FMkL0TzcR87f2Pz/wC0zPjFRpNYaJtXe7neEYqj0yPQ3Vy1Pfa0MFd1RtYhWBFi7UxqKrhyUvIUoKg440I2H6GAT3sEQr9PQ6T6dQuGQg3N7SGUKBtPj/JRQqZs1arBzS/E80E2bsNCYcNyObNm+s9BIKoCWTrpSO4SC1qK5vj0BUORa7HYSAlHNqhyvY5e/edQ9dC0NRguiozmP2/1S6AkoeeZx+GiKVjdxKVDlVOJmBZJpJWEgAwPjlcdh9k70QzQfZONBPztfeh0UFMz9ZGOJzpXY7xlZuQ0IMYfOVfusczN9zU6Qnfa43RY+B1KOoyF/IWa2McmmIgoGXmJbRFQwbmCn5gDEGj1bvu8l2HWR4xr721D6885/r0+opztLf2Yi6oGZEfgB1+XcliK3OF5neimSB7tyHhsAGZnS0v4T5BLFTI1kvHKY5SSqhyX9eqknakFUV3F9aCy5zCJk7OHsZYxs65CsEFdC0AIyunD+c8JSDWGMtCy75t7ldTSEwu31DRWyTdoii2cDg2cazsPsjeiWaC7J1oJiph7396/j7EEzUQ5RjDwcveiJfffBOm+1e6h5OqDquENYaILIx/29mege5xIaGqhhtVAaQ8DsGBDI9DzhiCgVZPpIefxyHAMvI9A+FgO8477WrPeq013FP2+DvbluDis6/zHBMN4nFI8zvRTJC925Bw2IB84QtfqPcQCKImkK2XDucCjPGSPA5P3XgJutqXFm2nSs0TWuwWQ8n6zsBdgVFNheNoigEtI6eP5Y6x9sKhMXzY9Y6Y7ejDS2/7GBKB3ETl88ERDE0zCdM0MTJ+tOw+yN6JZoLsnWgmKmHvL+95oiIFNEom+3nNmCdcOR8iurBfogWX9hrGs+ZhGaHKTlVlkSqgIjKbZaWMYSkxMX1MChWWaSKgp0OhW4IdZY+TcwEjq1oz59LX43BJz9qy+58PNL8TzQTZuw0Jhw3Ixz/+8XoPgSBqAtl66QguSxYONc0oKRG3pgU9/WULh85iOXMh7RRM4VxAz8zpw9Lh1LUm09twZPPZAK/8o21m1hYmTTOJWHwWk1MjZfdB9k40E2TvRDNRCXuPxSOIxuoryjWDcKhIFaoayMqBmBuqLLhMCYcys5VHOOScuxunmf0zzj39ZwuApcAYh64GPcf8PA45F7jorGvL7n8+0PxONBNk7zYkHDYgvAovvQTRiJCtlw53cxwiJ6Q4G0WUlohbVbSs717hULjCIXfv6bThXHiSgTPYBVbq4nF44oj7eXKgOrvuo6nQZNMyEY3NYHjscNl9kL0TzQTZO9FMVMrejw7tdT8nkvGK9FkOiVKEw1ikBiOpLgE9DCnTayCW8iS0U7M4xeAUBAOtkMIrHLKM/6+dtpmhykpG4TgHKcvPS8gZ90R2OPfLrqosuLQL19UQmt+JZoLs3SZfnXqijjzzzDP1HgJB1ASy9dIRXLgPLkWoSBZ4oeBcoK2EfDpK1q61kiUkpisuZ4Yqp4XD9tbMe7C65ThUJ+zqj0lVQ8KobIiyw9DIIQDA89t+j90Hn8VsZLLsPsjeiWaC7J1oJipl7y/v+RM2rD4HilTrUgQjWUJhsYXucQgAreFOj7hnWUhFdTDXw1AIiVCg3XMdY9wjEnLO7fBlzmFvoVpuZEYm+Qq1FIJxntMXYzxnrSaEzFtBulrQ/E40E2TvNiSfNiA7duyo9xAIoiaQrZcOZyIl5DGIIjvXnAu0hDuL9pm52w7YOQ+z+wHgCblRUm1URctJ9s1SeRhrCUsmoEzblSijLZ25OZsqQCwexci47dX45IsPuN6H5UL2TjQTZO9EM1Epez945GVEolMwzST2HXoRyWSiIv2WSlJrDuGwp3NFjthmexJyT+7nULDNe2FWVWXOpb1dypgbxaGpPsLhHERgzrhPChnuifZw+q61yEzzO9FMkL3bkHDYgFx//fX1HgJB1ASy9dJxxELGWE6YSjaci5xdcj+yPQ4z8+aoiu6GHXs8Dt2FcQBBI5342wlVroZw52KaGPj9z7Hige9DRGbs3zA5BmZZAIBYuPhvngvxeAQTU8Pz7ofsnWgmyN6JZqJS9j4bncLw6CHE4hH88ZlfYDYyVZF+S6WkUOUFIhxaqbWBH90dAz7pVjgYvCJfZoETACmPxEzh0N7QZWDQNTsfoerjcZhuWzp+3oW2mOg9JuvgcUjzO9FMkL3bkHBIEASxAHB2kxlY0QUi58Ij6hXr00HJ8Di0F9Qp4dDX49C7C47UYrqaOQ5b9r+Mtt1bET60B0v+cK89zokT7vlYa/lVC0vBtJKYmEMxFIIgCIIol9/+8Q4AwN7BrUgkYzW9d0nFURZIjsNCwmEo0ObJXWgxW6izAM/mbLb3YE5xlNRnKRS3KF3O+iijbWu42xUYi8EZy8ldyBjPESYFl3MKhSYIgigHEg4bkB/+8If1HgJB1ASy9dJxhUNWgnDIeElhK9mV+TK/61owo6pyur/s8GaHWhRH0caG3M+tqUrKTn5DAIi1FA/PngvJVCXl+UL2TjQTZO9EM1FJez92Yj+++/N/AgDMzCGf7nxYTDkOLcssuS3L+LNQWDHjzOM5KLi0I0Fkuiid4iMcMmaHNZ+y4ZW44Iy/LG1MjOcUVWGM5RayEwp4jT0OaX4nmgmydxsSDhuQTZs21XsIBFETyNZLx13IZlT8ywfnvKSQmByPQ+EVDjPv43gaZoc3u7jhO9UTDv08IdSJtCdgtKU6ocqJRGU8PsjeiWaC7J1oJipt7yfGDgMA9g2+UNF+izHb2V+0jVwowiHyexyaZjLriF3YBAweT8RsGHhWjkN73SOlgtZwNwDkhBI7CC4gpYIt6y8qafyM85z1nmVZOZu+QtTe45Dmd6KZIHu3IeGwATnttNPqPQSCqAlk66XjiHyc8aJJttOFVErr0/2esbOta0HPeWehmu/eDPYuPK+ixyFPeCtJs3gM+mi6UEm1PA7jiWhF+iF7J5oJsneimaiWve/c/3RN8xxGOvtg5XmOWynBbKF4HKJAqLJPY9g6Iyu4frI3Zr05Dp2/rvbWXgDetC9p7M1VwRUoUsVA34aiI+KpKs+Z/VmWmetxyGXZ+RPni2PvfoVgCGKxQesZGxIOG5BEorYV1AiiXpCtl44TnswYhyi2QGQMYCyn8l5un1mhyhnfA1rYIyQ6noY8b9VkVvVQZR7zCngrH/gBgscOAgBiobaScjPNhdHxoxXph+ydaCbI3olmolr2fmRoD2KJGuYUZAwzvct8TyUMOzffgslxWOBcrtDGfM8lczwT4fHus6sq29e2hLoA5KaBcXrnXEIIAUXRsKRnTdHxO56NmR6MpmXm5D2UQqm5cOjY+/lnvAGdbUtqem+CqDW0nrEh4bAB+exnP1vvIRBETSBbL51yPA6d5N3FCqRk50rMFP1CwTbPua72gZw22dc61QWrhYh7hcPg8YPu56FTL6xaRefDx/dUpB+yd6KZIHsnmolq2btpJmteWXn45Ff4Hk+qtqfb4vQ4dAqkME8osl+exEyRjnPurj3CTo5DP4/D1BrJER0NLVR0PJxxmGbSUwzFsqyclDFCSAhWW+HQsXdV0QtsKBPE4oDWMzb0L70B+chHPlLvIRBETSBbLx1HLGRcFC18YhdQSVf4y0d2Hp/MxXIwtQB2WNa/AZoa8LTJvqfdX+08Dh2i4XaMrju1ovdKJOKIxmYQjc3i2PC+ivRJ9k40E2TvRDNRTXt/efcTSGSl6qgmk8s34OhZr8p5rjpe/TwRx5JH7ylbmKs15YyOMdtvkIF5QpGZz5pGCAnGOK646J2p4ih2eyXlGZivgB3nwj1n6MWFQ8a4LRRmhCZblpmb45BLMF7bV3rH3hWp1vzeBFFraD1jQ//SGxBdz63GRRCLEbL10nF2qW2PwxLyF3IFapHcM5zn9zgM6GHPuaDRhvNO/Yu8O8sMLG/F5UqR7XE429GHoS3nY//lNwAVDtOZjU4hGosgHo/gxPiRivRJ9k40E2TvRDNRTXv/0/O/wvTsWNX692P4lAtw6KLXY7pvhf1987kwM9KXdOx4BqFDu9MXmCaMoUNgiQTkzBTW3PVNrPrVbeDxyhQXqw12mhee4b3nF2XBmURLqAP93avtPISp4+4Gr4/YyMAgMjwOda149WpHwNRychp61ztCKDX3+nPsXZGa7+8liMUErWdsaluCiSiJF198sd5DIIiaQLZeOs4uNec8J79NNowx32p8fu283/N7HAohsGH12QVClbkdPlPF9SPPEA53vf5vEOnsq1jfsdgshFBdUTaeiMI0k1Ckhqnp0Yrcg+ydaCbI3olmopr2nkjG8ey2h3Dx2dfl9fqvFvsufwv0kaOY7V6KpY/e4zmnjZ/A1MBaAMCSP/4KHdufxtSS1Zjt7IUxYucG7n7uERw761U1HXOasnwOXY/DzHWOX+5AIQTawj3Q1UCqOIr9/4mbUsbHA49lhSoXy0FtX2OHQSse4ZDl2ICUSlXzS/vh2LsU5HFILH5oPWND/9IbkGeeeabeQyCImkC2XjqZIqCiFNv5YiV5JmbvUBfyOAQAXQ3k9ypkDKqiV0U31EaHwOMxiFSossUYIh29Fb3H5PQoJqdPuN/HJo5jaOQgrAqGYpG9E80E2TvRTFTb3ncdeKbmuQ4BwJISsz0DAGMYW3uK55wyNeZ+7tj+NAAgdHgPWva97B5v3f1CTcbpT+krEmarhmCcF33uCy7Q2b4UiqKnhEOW6oNBV4P+4m7Kk9HZBM7MW5h/TByccWip3JJOOHW2MKlIreaCsmPvtmhJcgKxuKH1jA39S29A3vrWt9Z7CARRE8jWSyczZ45SgsdhqZ6J3u/pR0JmFT+HgNGSN3cPYwyhYLsnxKcSdLz4BNb9/GtYfc+3ICIzAICkolW8EMpMZBIHj9gvO6ZpYuf+p7Fr/zMYmzhWsXuQvRPNBNk70UxU296HRg4ikbTzHMbqVNV4un8ldlz3Qfe7MjUOAGBZ+RfVybSXvjo9Dpi5BUZqQXmrBOZ6GxYTDjmX6O1cDsGFx+OQM4FQsM1XSLNzJwo3RYxvAZUsREqU1NWg27/TWyZ2X7XNN+nYuxQKhSoTix5az9hQqDJBEMQCwOtxWFgQdCieczBbOLS/B/SWnPyHgB2yo+XJm8gYRzjQnpO0e74seeIBAIA+NuweM9XK51KcnB7BwaM7cNK6CzEbmcSBQy9henYcUzNjFb8XQRAEQZSDaSYRjc1ienYCppmAqtYn51Ys3A6LMTDLgpryONTGT3jaZMtI+shRRLqW1GaAnoGU4XEIZnscgsEqIsIFA63obFuCeCLqKY4ipYqg0eobNsyYk+PQFv/8wpmzccKkjVQECOcCls+1ilRhmiY4FzDNZNF+K4kQSkm/hSCIhQ8Jhw3InXfeWe8hEERNIFsvncxk2KV6EipFRLxcj0P7e0dbf95r81V05imPQz9PxUqTLBqqXT5jk0M4dmI/orEZJJJxDI8dgmVZ2Du4tWL3IHsnmgmyd6KZqIW9nxg7DF0LIlljccgD54gHW6BOjUOZGsey//oJWve/XPCS4LGD9REOy4EBDHZocLFq0SuWbIZlWTAtE5xzcHfNpSEYaPUtVMIYT3kcpoTDEsJ7nQ1cQwulvgswhhyPRkVqMC0TgsuaCYeOvQvyOCSaAFrP2NAWQQOyYsWKeg+BIGoC2Xrp8IwQ4WKehIWEw9e+8r0Z7bJzHNrfuzsGoGvB8sbHBVpDXRXJdSMiMwge2QuYJpI+v8FUK+vVCACj40cxPDKIRDKOSHS6orkNHcjeiWaC7J1oJmph73sOPo99h15AMis0uNbEQ20AABmdLSoaAoCIzlZ5RP6UUzDECVNmjBf1ONTVADQ1YAuNmWIg52gLd/sWC3GLowinbfG0Ls6GsZaqwOxc46yzutqXYs3y0yClCssyi/ZZyQIqjr1LIak4CrHoofWMDf1Lb0DOOuuseg+BIGoC2XrpZC4IFenv9ZeNn2fikp417uccj8PUrnF/9+q5DBHhUMecrvNgmlj9y29j1X23o+fZh2H5FHgxK+zVGItHMTk9kgo7EjhyfHdF+3cgeyeaCbJ3opmohb1v3fEIHnz0u26uw3oRC7WW1T47B2KtKMcTzvHk47y4x2Ew0OpWMhZZaV1aw91gPq/XjschS+UpZHlEvovP/iu0hrsBpNd9zkau7aXIXA/H/p41WN6/CVIosCzTE5nixxte/T8Kni8Hx94Fl+RxSCx6aD1jQ6HKBEEQC4DMBaHIEy7s4CzipI/AGAq0pdvlKY7S3TEwpzH6VWIuF2VmAtrECADYwqFPm2SFhcNEIoqpGTvJ+9jkEHYffK6i/RMEQRDEfEkm40gm45iJTNR1HI7HYanwegmHZXnYMVfcKxZvwBhHQA9jIhHPyevcFu7Je02myJYvVDmgt7jRIo5wqKUqMGd7HHa3D0DTAhBcwrKsoh6HRgXWaNkITh6HBNEskHDYgHz605+u9xAIoiaQrZeO1+OwSKhuRr6dbHQtaIfiWGbOrjiDvQhU5NxyCFYkTDnqrRbpt+yvdHGUpJnE9IxdBfKPz/wC+w+/VNH+HcjeiWaC7J1oJmpp7xNTJ4o3qiKxsoXDWHUGUoRyQ5VLyTuYTXbBuHCw3bcmC095Mzpj4imRMjsnoSJVd73nF6rMGADLFjk7WvuQNBOwLKSEw/yv9bZwWTw8ulQce+dC+HpYEsRigtYzNvQvvQG58cYb6z0EgqgJZOulk7kwy1egJN3WXphmeyaqig7OhXt9zqKaza9CXjwRndN1mYjITNE2yQoLh5ZlYiYyCQDYvvfPiESnK9q/A9k70UyQvRPNRC3tfXT8aM3u5UespT3/OR9RsX4eh2WsZRhz1z6lCo4MgKYGPMdU1YDflifnTqgycy9WfQq9KVIHZ94CKs4msC0opio4CwUt4S6oigEpJACroDAoMnIxVgLH3u0cjyQnEIsbWs/Y0L/0BiQcrrwrOUE0ImTrpZO5kC0WquysWbMFRidPTl7hEMxOdD1Hz8FkMjGn6zIpJYl6pXMcJpOJqhRDyYbsnWgmyN6JZqKW9j4yfqxm1XP9iLV0+h4/eMm12H/5mxFp78HkwFr3OI/Xx+OwHJwwZaCM3IiMuWHEDoLLvMKjvfZiqXtwqKlrM9dqUlHTAmZqPM55wYV9NWNQpApV0aEquhsuXUgY5FxWVDh07F0wQTkOiUUPrWdsSDhsQLZv317vIRBETSBbL4OMdVnJOQ7zCIcildTbb3ErhDKncB3A9tybL7IEj8NKv4QkKiB4lgLZO9FMkL0TzUQt7X1qZhSxeH0qFQNAwgjm5Bp+6S0fxfjqkxFt68auv3w/DrzqTe65enkclkOmt17JHocMUFWv16BpmXnXUEIobhgz4wxayuPw2ss/7LaRQskJVbav4/amLktHlHAuIKUKISQsFBMOeUXSyTg49s64oByHxKKH1jM29C+9AXnsscfqPQSCqAlk66WTuaNrh6UUbg3kCoy6GoBlWZBCSSXTzrqKMUihlJlQPPP6SuQ4LC4cVppEsjbeEGTvRDNB9k40E7W098np0ZptePnCGKKtaa9Di7Gc3MMWF7CcfH4LQTjMWFeVHqqc9hp0sCwr71pI8LTHIecyFdYMtITSf5eKUF3hMV0MhSEYaHW9GRnjCBgtEFxAuOlncis8e+8t3BDoSuDYO2ecPA6JRQ+tZ2xIOGxA3vWud9V7CARRE8jWSydzIVooAbbd1hEOve10LQTTStrCYcbOd+Z1Yh6hytn3mwsyT6jy0MmvgMU4TKlgZNPZ875PJrVKNE/2TjQTZO9EM1FLe5+aGYNpzt/Dfz7EWjrcz8yy4LOggClTaVEWgHCYSalrIMZ4Tp5CzvIXWZFScfsWXKSuZQgYLW4bIdMeh47QJ4WCcLDD9hpMpZRZsWQzOBOpEGsJhlJClSv32u/YO+OcchwSix5az9hQVWWCIIgFRtHdcOYfqhwwWlIeh6rvzjRjHIrU5iwcFq32XAL5iqNM96/A8JbzAcaQ1AO+bebKyNiRivZHEARBENUimYy7xciSyURFNu3KJR5sKdrGlCpEPFa3qspzpWThkLMc4VBkhBpnk5n/UArFzk8oJFSZ9ta0oz5SwmFKkFMUHeFAO2YiEwBj0LUgLjjj9fa9YtNgJgPjhasm8woXR7GxRdK5RqkQBLGwoC2CBuTuu++u9xAIoiaQrZdO5oKvWFiIc1YI7yIxHGizhUOp2J6FWf3w1IJ0rmvA+YYq81gU2ri/919SM5A0ghUXDS3LxPDoYEX7zAfZO9FMkL0TzUSt7X1mdgIAYMGqSH7hcjGV4huFjsfhQghVzqRUgY0z4VY8dpBSBRd5hEMh3VUX5wK6FoQUKmRGHyLDMzDtcSjR0dZni39uqLPtschSwh0DKygg2xWdK/faf/fdd7tCZSX7JYhGhNYzNvQvvQHp7u6u9xAIoiaQrZeGqhiexWnxRVqqal9WPptgoA2AvaMthZITWsSYgKGFgDrkq5EzU9jwky/COOHv/ZfUDN/j8yUam8XY5FBV+s6G7J1oJsjeiWai1vZ++PguAMCeA89hama8pvcGgInlG9zPQ1vO921jOtV+F5jHYakF4jgTOR6HivSP6ACQs+4K6C2QUgHnPF05WaSrH2cKkB2t/W5oMgBoasAdAwP3VIX2w85xWLnX/u7ubgihwLKsivZLEI0IrWds6F96A3L++f4PYIJYbJCtl8bS3rXQ1bSnXaGwEE8uxKzFXMBoSeUx9Pc4ZIzPy+OwHLSRY+j/w69gHDsIAGjf8TRELJq3fVKtjnCYSMQxMTVclb6zIXsnmgmyd6KZqLW97z+8DclkAs9ue6hmz7BMoh29GLzodRja8goMnXKhbxtLSXkcJpNAnXMylkPJHoeCQ8mqLl2IzFBlADD0EKSwxVWnyIrg0l27Za7nWsPdqcrIWZEiqWM8lesw71i5qGguwvPPP9+u5myZVQiBJojGgtYzNiQcEgRBNDjrV54FVU3vahcSDu1wFP92hhYCZ9ytqpztuchd4bD6j4ZV99+OzpefxLKH7wIAiGjEcz6RFZJcLY9D0zIxOT1alb4JgiAIohocP7EfQkgcOr4T9z38n5ieGav5GMbWnYZjZ78Gpqb7njcz8izz5MIJVy41Z5/gMidUuWD7rA1bTQtApsK5nTVeZi7CTEEuYITtIig567NUUTvOCuc4ZOWFKgf04jksbeHQyoluIQhicULCYQPyuc99rt5DIIiaQLZeGgN96z3fCy3+OOOwLKedd/GrqQY4F3YojVByzgshaiIcKlNjkKkiKOrkKGAmIWJZwqEWwMQy+3dH2nuAKlXtSybjMM1kVfrOhuydaCbI3olmotb2PjF1AnsPbsVsZBLHTxzAwaM7anr/UjCVDOEwvnCEw3IopyicEF6PQ03RczwOPcJhxlrM8UTMXrcxBkihpjwOCxdHKWdt99pL3luw/ec+9zkILmHBKihYEsRigNYzNiQcNiDvec976j0EgqgJZOulYBcs8Rwp6HHIM1IUZguDdhiLohipHWrvI4AxDkMPuQm5q0VocJfnu4zMQJka8xzTx4dx6KLXYfDCa7Dv8huqNpZEsna5l8jeiWaC7J1oJuph7z+89xb38+4Dz9alSEohzAxRbaHlOSyVcsJ07dyH6XWZqhiQUkHSTEJTHI/DdHVkT1G8lDCYK+bZ7RnjEEK6AmTuvQV4GXlo7MiU/L/tPe95j52X0bJy1pIEsdig9YwN/UtvQP7/9t48Tq6yyv//PM9z7621l3Q6nT0hIQmECCGETQKCjCCKgiOKyiiIy+A2OoODKDhf/M58ER0GBH7uGygOCoiyyLDKOmEzIUAggSRk39P7Ul3rvb8/7lJ3q6W7q+pWdZ03r3ql+tatuqea00+d+jxn6ejoCNoEgqgJ5OuliUfbPIEpYwxT22dh+tT5nvP1Rtn58xyPGa+jyCG9AbfPR0Ak3FKwsXelaHEJhyKZgDzsbO4+0jUHuXAU/UtWIBsrXTIzXpKpRNVe2w35O9FMkL8TzUTQ/t7Tvw+pdO0+z8rBnKoMAKzBJitXA+7qcShLIUt8kw3hUBcAZeu+9Vyjh6G7TyFnDBr0MhNJKPjIOf9S4NpjyzgUXCo6pbmjowOcC2gof5gMQTQqQa/v9QL9pdchW7duDdoEgqgJzeLrY+mB46a9dTpkW/ANAAwc82Yd5SlhBoyMQ2uqsnOJNwVBRQ7rPQ59dokjoTiEqF7GoUgmEN/j/P8ujw5DHhm0fs6GIth/4llVuX4mk8KIbQLlQI0mKgPN4+8EAZC/E81F0P7eN7AfmToT55oh43AsSMKZcSjLil6qzBhCZo9Dxq1YzS7I6ZOXvbEZ5wJmfxpJyGiJdXiqVMzzxiIc6iXThYXDrVu3WpOgaTgKMdkJen2vF0g4rEMee+yxoE0giJrQLL7+4bO/Nu7nTmmbjpDiHBTCGMOU1mmQfHrr2AND+852S6zD2sVWpDAkIftO2IuE41UNAqdueAk8l3UcC/UeADf6DA7OXYw3P/F1jHbNrcr105kk1r7xKNJGT8We/r1VuY4fzeLvBAGQvxPNRdD+PjI6ULN+veVizzicrD0Ox4IkKY4GMpxLkCQZnDGEQy3GUWZl+tljNHsmoh29z6BxX0gIKVHEo+2e83ThsPxSZSGkoqXKjz32mN4rG6h6exuCCJqg1/d6gYTDOuSyyy4L2gSCqAnN4uuxSNu4sw5ndB7m2SVmjKElPtXa7bXj7ImTDxJndR2OSCgOAJCNUmW/kmS/nepKwXI5dGx4yXM82p0X7zLx9qoNQgEAVcthy45XkM4mkctl0d1XO+GwWfydIADyd6K5qAd/z2RTQZvgQJPKmKqsaZj717twxO9vRPTAzhpZFgzmIBQTzjgkKQTGOKLhOBjj0DTVis3s04oZGBTJO72aCwlAPuNQkcKIRdo85wnunOhcCsGlohmHl112mS4sMua7CU0Qk4l6WN/rAfpLJwiCqAoMRx/xLgD6LnM00lLifH8622d7X5kxtMQ6PEEoYPY4NEqVbUv8wrnHQDKCeElSfJ8LwJPdWEnkoT5IRqZfzpYtGTlkFw69AW8lUTUNB3t3QlVzSGVGMTjcXdXrEQRBEEQtqGXP3nIoZ6pyuHc/2na8CXl0GAsfvM0qu20UtDHYK0myY2Yd58IaihIJxyEJGZqm2Yaj2L6mMyAU8sZnkq0PoRAyJElGLOqNozj3TmQuBueiaI9D83oAG1MJNEEQjQv9pdchDz30UNAmEERNmMy+LoSEIxecqN/nEqLh8Q348AsANQ2IR9sLZBxygJk9DvNB4sxph1v3ZSkERfbuXOuP+QuKE4HlcoCagzKS7y2YmDHPuq/YJiqn4+0Vv76dXC4DVc0hm8sgl8ticLinqtezM5n9nSDckL8TzUQ9+HtvDVtvlEM5PQ5D/c7Nu0bLOtQwBuHQENpMGOPWFOSwEoMQEjRNNbII3X2qWcGKELNUWJYUaADaW6Z7zynS47Br6jz8wwe/7bCNc1G0VPmhhx7Sh+wxRj0OiUlPPazv9QAJh3VINFq9jB+CqCcms68LLqxgShIyIuHxZRz69zEEouEWK4OwvaXLeoxz/6nK4XA+4JQlxfd1q0Go7yCOvOO/sOSPP0KoPz+IZLRzpu/5ienV6W2YM/oq5oxyqWw2DU1TMTI6WOxpFWUy+ztBuCF/J5qJevD3XfvfQjqTDNoMC0ePwwKDW9zCYceba6tqU8UZS8aha7OXMQZZ1tvYhEIxo1+h5jschTFWsCLEFBrDoRiy2TTaWjtLXttONNKK2dMX4bTjL7COiRLDUaLRKCShT4mmqcrEZKce1vd6gP7S65DTTz89aBMIoiZMZl+3l3lwIRD3yRwshRBygZJiBlkKgQsJkVAc/3Det/OPMFvGIRgAhki4xbFzLAm5KpmFfsz7690QmRSU4X5Me/V/reOjU73C4WjHDGSj4xNYS5E1BMOMkfUwnOg3HqldWdRk9neCcEP+TjQT9eDvr775NN7e+ar1ORc09ozDKW+9DJ7x2hUacAqHylBf1e0KCnOYiAlnHIopHCoRCKtU2ZtxyBlHSIn4v64R34VDMeRyGbTGpvqcIxUsVQ7JETDOsfzIMxA1NrlLZRyefvrp+vthHIx6HBKTnHpY3+sB+ksnCIKoApwJR/DXGvfuAJciFmktGOhlcxl9MrKQ0BqfisNmLzOuy/MNsJkeUMYjbY5SEklSaiYchgbzpcBSMt9/Kd0yBVnFWS49POdwVAvz9ziS0Mule/r3IlsnX64IgiAIYuJoePCpn2M0ORS0IQAAVcpnrIX7D6Hr5Sc957gzDv3ExXpmLKXK9lYygB4bykbbGEUOW/0KudXj0Fk6HC6QcWhmE4aVGDRoiEa8rXGEUIACw1HCRrZjS6wdZ77zHyzbSpUgm0P/KOOQIJoD+kuvQ37wgx8EbQJB1ITJ7Otc5EuVGRha494d4FKE5IhvQMYYg6rmILgMSUhIpoZxyorz9etykY8NNX2HOxZtd2QuCiEVHI5SUVS14EOZWBs04QxKh+YsqpopmqYinUlaPQ0PdO/A4Ejt+hsCk9vfCcIN+TvRTNSLv6czo9YGWdCorg3K9rfXQx7qx6z//Qva3n4dUFUog72Oc0SmviZDl2QMRQv24XWALiSaw1EEl/IlykZs5Mw4FAUzDs1YM6REwRj3LUuWpCKlykYPbsY4ZnQeZtlWbDjKr3/xO5twSD0OiclNvazvQUPCYR1y0UUXBW0CQdSEyezrwlaqnM1lEI+2j/k1QqGob+DGGAMYgxB6oJlTVcRjUwC4GmAb57TEpljlMIAe5CkFAtBKEhrwF+ZysgJVCUGzBbeJzllITJ/ne34lONS7G5wL9A8dBAB09+3B/kPbqnY9PyazvxOEG/J3opmoJ3/f8PbzUNVc0GYgG2t16GpSMoGFf/kVOja9jNnP3odI915wl5083WDC4RhgroxDDbAGnuhCnR4TCUuIs4mMQrIGqRQiFIrqAqRP3CgJqWB2ZCQc9xzjTBTNOLzyX/9vXjikUmViklNP63uQ0F96HTJ9uncaFkFMRiazr3MuWUFXLpdBNNKKlljHmKbPhZSotQNth4FDcAHJEA4ZYAWcjHFHMYrgAu2t0x0714wxtBUonVa1wlmCYyXSs8/3eCbWBjCG/sOPBgBkQxHsOvOjjoC60nT37QE0oH9QFw73HtyCJ1+8s2rX82My+ztBuCF/J5qJevL31zevtvXxDY5MvA17TznXcUweHQEAcDWH1p1veZ7DM6kxDRwJnDHELZxxR/sZBoZwKG48pm82M+SHndizEyUhQZGd7V3chJQIBJd8Mw45lwr+Xu3CoRkrMsZ940/9MYb29ha0xDoczyGIyUo9re9BQn/pdcju3buDNoEgasJk9nXBhbVrrGkaJCHjnNM+Y5WBlENIjviWl3DOIQkFnEt6c2quC4mMMXCe73HImC4otrdOczyfMe67wwwAWpHy4rESPbDT93gmppfFHFp+Graf9Qls/vCXkImPfXjMWBgc7sbgSI9jirJWQZG0HCazvxOEG/J3opmoJ38fSfTjd/f/h9WaI0j6jlyJg8tP832sZddmzzEGgDdQ/2E+BuGQ2XtQwzkp2Rqox3h+KInrpUtVipgxI2PcymQ0kYQMTVN9Rb6Qkj/XFDY5YwWFw5ZYB5IjGqa0dVnva2bX4Thy4YlF7SOIRqWe1vcgIeGwDrnvvvuCNoEgasJk9nXObT0OGYMQMubPWmqVdpRDNNLqG+QpctjqPyOEPimPMY5IqEXvoWPuGIMbDa87HM9njPnuSFcSls2gbdsbvo9lYrpIqEkShucuRi4S8z2vUmiaiv7BQ9h/aDuGE8FNbJzM/k4QbsjfiWai3vy9f/Agnnv5PmQyKWSywZb/ptr9KxzCfQet+2nb5mEjlSuPJdtO0zRPxqHZt1CfYizrG8As3x/bTqmhdmaJsr453OJ5TNM0377Z4ZB36ApjHEL4V8i0t0zD7i2jaG/pMmzniIZbfKc5E8RkoN7W96Ag4bAO+fKXvxy0CQRREyazr+v9YfK9BkNyGEJSII1hmrHfZDwg3whbcKFnGoKDc45YpNU5tc/ocRgJObMLGeMF7Sg0xXmstO54E6JA8J+JtfgerxaZTBrDo/34y5M/sUqVg2Ay+ztBuCF/J5qJevT3lzf8FX97/RFs2PJ8oHak2koLSqOds6z7jTZZuVw0ODP+OBeWGMgZR0iJGJUj/hmH5SIJgahbOOQSVE31jfHsJdDm48VKlTvaZmLRsTFr6J85gVlUeUOaIIKiHtf3ICDhkCAIogo4Mg5h9DxkbGwZh+HiAptZqmyWLseibUbGoRn4MSsr0Y4ihQruko+lB2Mx2ra+XvCxbMS/TLpaZHJpJEYHkc1lanpdgiAIgggODU+9+Ae8tXUNMgGKcek2/4xD6/FYK7LRfLwjMikog716v8NJhJ5x6BQOuSnOMYZ4tN0xlMSdcVgukgj5ZhwCmm/sZxcI861uGKQC8er0zvm219RFT86KT2EmCKLxIeGwDnn88ceDNoEgasJk9nVhn24Mhkg4BmbsKJdLoT6EJszoQcMYhyyFEIu0gdl6HHJjx9hdlmz2RKwmkZ79AICsEkZOcTb0zla5NNmNqmYdvQ2DYjL7O0G4IX8nmol69vd93VuRTI8Edn1VVpAwMgqHZy5AxrV5mG7rRE7OV0FMfeNFLPnjD7Ho3p9DpEZramtVcZUqcy6gGVOlOeeIx6aAc27bwB2ncCjJiEfbHccEN0qVfSYg+24YF2lpM7V9Fg7tzkAzhq3oGYckHBKTl3pe32sJCYcEQRBVgHNh9ZJhLN8HJ6yUL5q5m1u7YdAzCvVAk6OtpUvf+eX5qXh6P0RnMKdpWskm2xNBpEYhJ4YAAKmOLh/hsLYZh5oGjCaHanpNgiAIgqgHRhL9yAY8cGTXmR/FnlPOxa4z/h7plnbHY8n2TqhyPrut3ahYUIb6MPuZydNbTHNl/Jnlw+b9ltgUALDFcGN8fdvUZLOM2IRz4cl4tB6zHcv3yC4sHJptdHJq1rKXMalgaTNBEJMDEg7rkPe85z1Bm0AQNWEy+zrnku+usRIqX7ArlZ1olSIbwVpbSyc4F44eNa3xqZ6pf5zxqg5HCfUesO4np0wPXDhU1SxUY1c/SCazvxOEG/J3opmod38fTvRjJDEQ2PUz8Tb0HbkSuUgc6RbnwLZ0Wydyin9ZbOuuTQj1BdebuJJomlOk45xbYp8khdASNYRDNr6MQ7tw6B6KZ8aJvsKhPePQiBc1qJAk/zhRlkKYNkcGNPMpHJIQvtmMBDEZqPf1vVbQXzhBEEQVEDYBzx78hWTv9LqCr1FC3NOnI+fLe1piHYZwqC/tnHHM6FwARXYKkIWCwUphn5SYnNIF1fWFoNalytlctqbXIwiCIIh64p5HfoB7Hv0BEnWQfZ+YPse6n4m1YnD+EY6MQzeR7n21MKsG+JUKG8KhkBC3Mg7H20omLxzGo22OR/JTlb1ipN0m81FN0wrGoKZ9Vi9Gxo0+3tVtgUMQRLAEmlO8ePFiXH/99Vi1ahUURcH69evx7W9/G0899VSQZgXOj370o6BNIIiaMJl93RTwGOOOPeOQK/uu6GuUDMKcw1ZikVZH70LOORbNXwHFdc2xDGgZD27h0J1xqFVZuHTTN1AfXzoms78ThBvyd6KZqHd/TyQHMXpgCJlMEigxeK3a9B2xErlwDKqQMDJzATRJgmrrcehGGeypoXW1Jh8hxiK62Jdvc+MU+VRNdWQsurFnHLqHo+gin1+pMgOzxZqMMTCmZ0L6VaYwxsAZx7b1KUtw1PtpC99sRoKYDNT7+l4rAv0Lf/DBByFJEs4880ysXLkSr7zyCv7yl79g+vTpQZoVOOeff37QJhBETZjMvm4Kh5xxR7WJO/uv1GsUgzEG2bZLL0myo8cM5wLRiPcLQqUmJ1uoqn4zCNtKlVNTugqWINUCVc1hy85XA7u+ncns7wThhvydaCYawd81TcPAcA9GUyOBli2DMQwethTDcxdDk/SYJVck4zA00Fsry2qOXRy0BuL5VKsAgKapKBe36Me5gAZvqbIih129FJnRD1H1FQ4VOQwwYOaC/GOMcQghU6kyMWlphPW9FgT2Fz516lQsXrwY3/ve97B+/Xps2bIF3/zmNxGLxbBs2bKgzKoL5syZU/okgpgETGZfN3sNmsGaiVIkOPZ7jWIw19Q7IWRPaUkqXd2JhGJ0BEfcfQuOuOtmSIkhyEP9iBzao1+7tQOqEoJmEzPVGgeWo8lh7Ny7oabXLMRk9neCcEP+TjQTjeLvr296Fm9sXo09BzYHbYoDd0sTO23bN6Dt7fWODcpGhPn0LPTL0vOXDQFHMOn3+vbBK64Jx4JLxlRnl3CohB12mRmFhUqVZTkMgCEct/VqNGLdim9KE0Sd0Cjre7UJrFS5p6cHGzZswMUXX4yXX34ZqVQKl112Gfbv34+1a9cWfW48HocQ+cUplUohnQ52WlglOXDgQOmTCGISMJl9XRIyGJg+bc52fCxlwsVKUgA9CLW/HmfCM9UupJTfU3E8zPjb45BHBq376Xib9X77Fy3X7bT1GNSqOJTFj2wujZ7++ihVnsz+ThBuyN+JZqJR/P2VjU8CADraZmDW9EWIR9uDNcigWI9DAJj79J/Bc1n0LVlRI4sqj7v0GCiwQWyeN8axyvaMP3csqG9ia564MiRHHGIis2UcusVH83zOOFKJvIjLOJUqE5ObRlnfq02gPQ7POuss3HfffRgaGoKqqjhw4ADOOeccDAwUT5/fs2cPJClv+hNPPIHbbrsNDz74IL74xS8CAB599FGrDBoAbrnlFlxwwQWYPXs29u3bh7vuugtf+9rXAABPPfUUUqkU3vve9wIAfvrTn+Kcc87BYYcdhu7ubtx666244oorAACrV69Gb28vPvjBDwIAfvWrX+Fd73oXFi9ejIGBAfz4xz/Gt771LQDASy+9hN27d+PDH/4wAOC3v/0tjj/+eBx11FEYHR3FjTfeiG9961vgnGPdunXYtGkTPvaxj0EIgYULF2Lp0qU49thjkc1m8f3vfx9f//rXEQ6H8cYbb2DdunX45Cc/CQC45557MH/+fBx//PEAgGuvvRZf/epX0dLSgrfeegurV6/GZz7zGQDAfffdh2nTpuGUU04BAPznf/4nPve5z6GjowNbt27FY489hssuuwwA8NBDDyEajeL0008HAPzgBz/ARRddhOnTp2P37t2477778OUvfxkA8PjjjwPITx360Y9+hPPPPx9z5szBgQMHcMcdd+Bf/uVfAABPP/00EokE3ve+9wEAfvazn+Gss87CwoUL0dvbi1/+8pf4xje+AQB47rnncOjQIStF+Ne//jVWrVqFI444AkNDQ7jllltw9dVXAwDWrFmDHTt24IILLgAA/O53v8OKFSuwbNkyJJNJ3HDDDbjyyishSRJeeeUVbNy4EZ/4xCcAAHfeeSeWLFmCFStWQFVVXHfddbj88ssRiUSwYcMGrFmzBhdffDEA4E9/+hPmzJmDE088EQBw3XXX4Utf+hLa2tqwefNmPPPMM/jsZz8LAHjggQfQ0dGBVatWAQCuv/56XHrppejs7MT27dvx8MMP4wtf+AIA4JFHHkEoFMIZZ5wBALj55ptx4YUXYubMmdizZw/uuecefPWrX7V8PpvN4uyzzwYA/OQnP8G5556LefPm4dChQ7j99ttx+eWXAwCeffZZDA4O4txzzwUA/OIXv8C73/1uLFq0CH19ffjZz36Gb37zmwCAF154Afv378eHPvQhAMBtt92Gk046CUuXLsXIyAhuuukmXHXVVWCMYe3atdi6dSs++tGPAgDuuOMOHH300Tj66KORTqdx/fXX44orrrD6l65fvx4XXXQRAODuu+/GwoULMWvWLFx11VX47ne/i3/+539GLBbDxo0b8eKLL+LTn/40AODee+/FjBkzcPLJJwMAvve97+Gyyy7DlClTsGXLFjz55JP4/Oc/D0Bvf9Da2orTTjsNAHDjjTfiU5/6FKZNm4adO3fWdI341EV/j2kdMcx4ZAYWLG1Fx7QwsmkN+w6FLJ8ttkYkR5NIH+RYcpxeFjLQncNwfw6zF+l9gHZvTqOlqx1HnnA62uJhbF6XxPJ3duHwY8+Bosno785h7hIFQBh7304j2sLR3qWvm5vWJrHwmBAkmWG4P4fefVnMW6oH7fu3ZaBEGDpm6OduXpfEYUtDkMMMiUEVB3dlcNgy/dwDOzKIjXTDJDTUi9buHQAAjXMMLVuBJSvDEOvyASYPS1iyMoxt61OYuUBGOK4HoLs3p3H4cr0XYs/eLLIZDdPn6yLj9jdS6JorI9rKkUlq2L4xhcUr9HN792eRHtUwwyib2bkxhY6ZEuLtAtmMhqce7sbVV18FIPg1oqOjAxdeeCGtEWNYI1auXAlN0yblGlHNOAIAfv/73wcaRwghcNxxx1EcQXFEU6wRQgi0tLQ0zBrBGEOuX2D6bBltnQKaqn/eLzo2BC4YhnpztjgCVY0jJJlh6pJW4I8oyrSt64DTjtcn+gI1iyO2vpbCkpX6uf0Hs0gMqZh1uP572bUpjfZOgZYOATWnYcsr+usyrsdtQ305zFmsn/v2hiQ6u/TfNzRg08tJHHlcHELmGOrNofdAGvOXRjA/PQ/Pv7EUcxe2Ys6CsPX7XrQ8CjnEMdKfQ/e+LOabv+/tGSghho6Z+u97y7okjjp+Gr698NvYtm0bHn74YZzynoWQhIxjty9HJpew1og/3HE/lixvR6w1hOSIik3rOa785jdw2Ow2qKFZOGHoBMca8dGPXoBjjpsKNQNwASw6Noy5y47Ey2szkFjUWkv91oirr/42BJfwzLNPNeUaAVAc0ah6xJo1a/COd7xjUsYRe/boVWLlwFAy8XlsXHPNNfjOd75T9Jzjjz8ea9euxb333gtZlnHttddidHQUn/vc53DeeefhhBNOwP79+z3Pi0ajuP/++3HRRRdhdDRffjfZMg6vvvpqXHvttUGbQRBVZzL7+onHvB9nvvMi3PKbL+GzH70OLca0vP3d2/HrP15V8vnRcKvjeX70DR7A9t2vY8VRfwcAGBzpxYbNz+HkYz9QmTdRBoff+3NEevX1enTqTER69Oy+ka652PaBSwEAc5/4I9q26+XCqdYObP7IV6pmTyo9ilwug2ikFUMjfbj93v+L/qGDpZ9YAyazvxOEG/J3oploRH//0kU3ob21K2gzAOiVCct+892i5yQ6Z2HreZ+rkUWVZzQ1gkgoVvDxTDYNWVJwsGcnfnn3N/GFj9+AjvaZ47rW0Egvfnn3tzBqTNH+zAXfRUtsCn53/3+gp3+vdd5hs5fhI+/9ujVEb2i4F7+59xp85iPfxe59b+GPj9zoeN35s47CR875Oo5+5xRsWpsEAOzYuxF79m9Ce2sX7n38/yto02Fz3oGZnQvw/CsPYFbX4ZjSNgNvbF49rvdHELWkEdf3cjH1tfPOOw+JRKLouRXPOPzhD3+IP/zhD0XP2b59O84880x84AMfwJQpUzA0pC9qX/7yl3HWWWfhkksuwfe///2Czx8eHi75xgiCIGrB/FlHYYdPDz2rn4yrp1+p8mOTkBLxLWuxw8AhSYrtZ+aZpFdtmJqz7vNMfgMnG8kHxwdXvMsSDvesqq6omcmmsPb1x3DUonfiqRfvrBvRkCAIgiDqiZyaLX1SjdCEBJVzcFsfw8G5i9G6K9+LUR4JcKBLBSgV0+VzecZXquy8lkA03GIJh4wxgHltUOSIpyRZEjKgab6lyooc9pZBMwbBpZI9DiWhGD0SgQvf/w2k06MkHBJEA1Fx4bCnpwc9PT0lz4tG9b5bqqvRraqqTT+V6emnnw7aBIKoCZPB11et/JC/cCgkvbk0F44eh96JdhGkM94BJiElWsZwFOfkPM4FIuHCu9nVgNnWcJ5JWfdzofz06NSULrz9wc+C5bJIzJhfVXs0VcWLr/4Fq1/+c1WvMx4mg78TRLmQvxPNRCP6ey5XP8IhoPc55Kl8PNS79ARokoy2bXqMJY+OgKdTRQep1DMl+1Ybj5vint8wlXIRXCCkRFxHmc9wFJdwyPRBexq8fRIBQJYjkCQZPXvzvsMYBxelexxKQoYsKeBcIJfNIGdsPAsu1ZWITRBuGnF9rwaBKXTPP/88+vr68Jvf/AbHHHMMFi9ejP/8z//EggUL8OCDDwZlVl1A2ZREszAZfD0civsel4RsNJeWHbvG9o0RScj42Puv8H++JJcMwhjjzqnKXBS0p1owrYBwaJS9mIxOm1110RAAsmoW2Vym6tcZD5PB3wmiXMjfiWaiEf09nUkGbYKDRJdzcmm6pR273v0R9C0+1jqmDPXW2KrKUSqmM4U6K2KcUMYhc2w+M6bLkG4b/EqnJUkBNA3cJ+MwGtZjzGwm3+mMMQ7ORElhVJYUSELWpzbbjp916iWI1rhahiDGQiOu79UgMOGwp6cH55xzDuLxOJ544gmsWbMGp556Ks4//3y89tprQZlVF5hNOglisjMZfD1cYGqxmXEouaYI24O21vhUTGmd7v98LpU1VVnYhUMhI6zUNuMQtlJlkc0LdvaMw1qSzdZvv9vJ4O8EUS7k70Qz0Yj+PpKor9Lf7mNWOX7OGiJVqrXDOqYM6MKhSCYwfc1f0bp9Y+0MnCClMw6dJcrjlw0NMc8lHIIxjw3eGJZBNuJK4VP1EjH+n5hDZ8zX5kKUrBhU5DC4kMC5BKNyGgAgSyFHLFsPzJt5JGZ2HR60GUSd0IjrezUIdKry2rVrcc455wRpAkEQxIRQPKUgOpKQoWoqhJAc5SbcIRx2Ihpp9X0+56KMfjh6wJW/r9S8VJkXKHWqtXCYziShyOG6y6AgCIIgiHpkaKS+svcS0+dheNYCxPduQzreZpUkp23CYWhQt3nmi4+g/e31AIA3P/bPyMb8Y6l6olT7GRO3gDge3BmHAAcD88SVoZB381sIvXe2n70Rn6oWxhgEE2Cs+PtT5AgEswmMhi2c87prU9bRPgvJ1DD2HXw7aFMIom6or79SAoA+DpwgmoHJ4OuKHPY9rpd4GBmHtjjNHhy1t3ZBA6wSDXuQpguHpZdo2TYcBQDCRSb2VRxNg0j5C3XuUuVqks1lsHv/JmQyKQzU8TCUyeDvBFEu5O9EM9GI/j4w1B20CR52vfsj2HfSe7H97H+whCWHcNh/CAAs0RAAIj37Cr4ez6QATSv4eC0pZzMYyPc2nGjGob1HYV6LdMaVIVfGod47WwIY8+2xaAqN299I2Z8FzktnHEqyomccGgKj+fp6hU0+/pWEjCMWnFD8DVaZcmNwojloxPW9GtBfRB1y1llnBW0CQdSERvd1Sci+pRwAIJiwSpXtwRcDt4KRaR1zkMtl0BLTg+KPnPN1RMP6rnk5pcpggCQ5m4TLUu2ahvNs2tHj0E4tMw5HEgO4768/AhhDd9/eml13rDS6vxPEWCB/J5qJRvT3geFDUG3tRuqBXCiCnmUnId3eaR1LtXdClfRS1ti+bR4hkKkqeNq7iRnbuxVH3nEDDr/vF4DqH6vUJZbAOJGMQ1epMoxSZZe459385pAkxchO9MagZmlz11xbqTLKq5JRpJAe2woB+3vTRce8rZFwC45adEqJd1hdRJlVP0Rz0IjrezUg4bAOWbhwYdAmEERNaHRfV+RwwR1JIWR9qrJrOIrG8lmCHW0zwLlAS3wqBJdw2OxlkIzgWJQxoQ5gBYXLWiCS3mnQJrlQ7TIOU+kERpNDGBzuRnffnppdd6w0ur8TxFggfyeaiUb098ToINKZVOkTA0YTEoZnHgZAn6wc7j3geHzeE3fjyD/8AMpAj+P4god/B57LItK7H60736qVuRVjIlOVOeOO+JAxZtyKC4cMsCpl/IQzsz1PtJU7nsVdWYN+yFJIFwmZ0N8ZMzMOnYNVBJcKtvGpFZRxSNhpxPW9GtBfRB3S21tfPUcIolo0uq/Lsp7d5xdcCGManeCSK+OQWcJhLNoOScjoaJuBuTOPcOy6Ci6V1fOl3J451UCkigmHtcs47BvUy5PXvv4YDvbsrNl1x0qj+ztBjAXyd6KZaER/HxkdRC6XKX1iHTA8Oz+oIr7H23eOZzOY+cJDBZ9fLF6pN6yYcQIJb3rfQFt8aJQeu8VA2S0cMmZVyvgKh8b5maQt65MBnPmf77yWnnEouDDsMW0VYK5WPX7TnmuJW8wkmptGXN+rQaDDUQh/fvnLXwZtAkHUhEb3dbMsmHOBXM5ZBiO4gObT45CBWeXFpoA4tX0WuqbORSaTsnrSuEuQ/fA2v64tIpUo+FgthMNcLgshJOzap09VXPP6I1W/5kRodH8niLFA/k40E43o74nRQahafZUqF2J4ziLrvp9wCADyyGDhF6iTPodlYU1VnliprCTs5cTGIBKXGObukw3G9FJlxuCnXJox5/aN+UxVZmQclsrQszIOuV6qzKzhKM6NcsGFp/diraGMQ8JOI67v1YD+IuqQb3zjG0GbQBA1odF93dx59duV5IYAKCRXj0PGoBiioGRMrps6ZRbmzzoKuVzGCsrsAV9hvMKhVqDnYDUoNBhFYwyqXP1ei5xzpNIJ7G2QqXeN7u8EMRbI34lmohH9fTQ1Aq1BBLV0awdyRlwR7tk/5ucX6sdcjxTK9hsrwh5HukqVzX7a7vJiBgZRJOPQPH/xCmemIi8jQ08SipUJyW2vzRl32MG5KDh4sFYwV99ForlpxPW9GpBwSBAEMU7yGYcFSpU1DZJrF5ZzAUkOIRKKW8+b1XU4YpF2AMwKvMxS52IwxjyBWq6Gjc6lAhmHOSXs6OtYLZKpBGQphEO9u6p+LYIgCIKYXGjIZPOZY2qdDxDJRFsAAJLPIJSSNIhACsDoLzjxr+jujEP7wJN3n/wJtLd0eeJXq1SZcX/h0CfeZcbQFVZqqrIk2wb/5TMa3WXVXEhWK6CgEIwyDgnCDf1F1CHPPfdc0CYQRE1odF+XrYxD766kGRgJ11RlzjhkScHUKbMs4VEvX5b14MsQDD3lIz7or+sKhmsYHBfqGVSr/oZbd72Gnv69SKUbo3dRo/s7QYwF8neimWhUfx9ODFj305n6/izNRuPjfi5rIOGQwbspPB7sGYd65XE+izAWaUU4FPOIYwzMaLFToFTZiHd792ddx3lJoU0Ssi4SCskhSnImPKXKpngZFO6sSKK5adT1vdKQcFiHHDp0KGgTCKImNIqvt8Y7fQMYRQ5DVVXfx6xSZddUZS4kyFIIs7oWIWw0f7ayC1l+SrLgpUuVGWdQAwyG5eEB3+M5pTYlJsOJPvzy7m/V5FqVoFH8nSAqAfk70Uw0qr/v3p+fNiyVsWEZJFkj43BcNFKpsllSPEHdypFxaAxHMQXJSDiOcDjmESgZ49ZGtl/GoRnvpkftsSczegIWN1gIWRcJGQezTW02Jy2bmNmH4QD7HOrvn0qVCZ1GXd8rDQmHdcj5558ftAkEURMaxddPWXE+OtpmeI6HQzGoWs6/VJkLgMHYNc0HU5KQMLV9FubOPNLzHG7rWVhOj0MG7skwrOgOraahddsGtGx/0/dhZdB/ylitMg5Hk0M17ek4URrF3wmiEpC/E81Eo/r7rn1vIp3Ry5WHhnut+/VIZgLCIcs1xhAYHeYbV44Vc9ieDnf0OAwpUURCcU95sV6qrHh6HMZjU3DmyRdZds1Y4MxmZMwbj7oxxUg9zjXLlc1SZXvGoQRN0wIdkKIPcSGZhNBp1PW90tBfBEEQRAki4Zhvv5VIKAZNU30bKJu7u5KQXMNROJYefhKmtE73eU6+z4sklRYOOePQXKXKlWzmHN/zNuY9+UfMf+IuRPdtz9uZzQAAQkN9vs+bSDnRWBgZLTJBkSAIgiCIohzo2YlUOoGcmsXGt19AJjuO/oE1olRsUawcmeeyBR+rR8qpOilFfgNaj0LNXoSA3qM7Hm33zTgURkmxPXad2jYTK5edZbXYcVKe0MkZtypr7KIkY96MQ1XLIRQKUDhkpYe9EESzQX8Rdcivf/3roE0giJrQKL4eDsWtSciO40oMWoFSZX0LVi/NYNxZvhGPdSCkeLPymG2yHC9rOAr3TESsxCQ+kxl/e9y6P33dUwCArrVP4KjfXocZLzwCecRfuBuau6RiNhRCVXNIpkaqfp1K0ij+ThCVgPydaCYa1d9HEv1QNRXpdBJvbnsJai6HbDaD9HgGkFSZTKR4xiHPpAs+Zm54Ngp6C5uJxXNmGxyzBY4941CSZMRjUzzluOZwFLgzDqPtkCQZkbAu3u7c6M5MLW0rY9wQMIUxfMUc8sccm96CS4AWbKmyOwuSaG4adX2vNPQXUYesWrUqaBMIoiY0iq+HlIg1CMWOEopA1TT/jEPjPyEkvaTYRliJ+k5NZo4eh+VNVfYMR6kyXa/+LxiAzg0vWsc0l3A6NHdx1e3IZjMNMxTFpFH8nSAqAfk70Uw0sr//8aH/wuub/xf7D22HqumbcqlMImizPJTqccjThcuseQMJhwzltasphRlncks4zE9K5kygNd7pvbbR41AXzfJiYHtrl2OTvGOmZHuOfz9E72vrwqU949CstLGLdGa/xKBLlWmqMmHSyOt7JaG/iDrkiCOOCNoEgqgJjeLrITniO+U4rEShQfMtZzADJHOKnOP1lAji0XbPc/QdzvJ7HFayLLksCpQBDc053Lo/Mn0etDKyJcdDJpOGqup9inJqtu4nQLppFH8niEpA/k40E43s7wd6duCx1b8FoCGbyyCbyyCZqj/hsFSPQ5FNA6p/32OeaxzhUK9WkSY6GwWCS4jHpuDIhSdaGqAZN+bUHFpjHXDrfZxzqxzZLpy1tUxznBdvd2UqorR4qL8es0Q5TctPY3aXKnMurOzGIGBlTIkmmodGXt8rSXW+3RETYmhoKGgTCKImNIqvS3IIiuwtLVbkMKAVEQ4BSKL8KYWcCyvTsJyMw9qWUTCwAj2CBhYsQ7qlA8pwP/as+kDVLMjkUsjkgGi4Baqaa7iMw0bxd4KoBOTvRDMxWfw9m80ggzT2HXwb0zrmBG2Og3L6J/NMGvLoENo3veI4zrIN1uPQKBeeCFxImNo2E+971+cwmhrWjxkCnarmEI+2eSpiAFgb5XpZMYemqWiJTXGck804pyo7//XHPhyFG1OjzSxILvLCoblx7rfBXis4F57BMUTzMlnW94lCwmEdcssttwRtAkHUhEbxdUnIiIS8AasiR6BBA/PN/GOAUfIxFqyeNGVn7VWup2EpRIGeR+nWDgwsOqbq11fVnDVFWdNUpBos47BR/J0gKgH5O9FMTBZ/H070YzjRhze3voRli1ZBUbxtWoJCKyOeEpkkFvzPbyElnT2QG6lUGTDEswmGd5KQ9FiSwRrwJ4xsPgC+G+L683ThUIMei2azaUQjrY5ztr6WLws3B6+UFg51Ic7sH2gKk3r5cj7mlQzh0n3NWsIZB6fCTMJgsqzvE4X+IuqQq6++OmgTCKImNIqvS0JCKBRF19R5mDfrqPxxI7gpXKrMxtynxjy/XOGwqlPfbKXJLJeFSHmFumwoguSUrurZ4DBHtYbBaJqGdINlHDaKvxNEJSB/J5qJyeLvvQP7sG33euw9+HZd9jkcnKcPX0tMm42c7B1ax9Mpj2gIADyb9m+3ommI7dsOeaiv4raOHzaGzePCcCb0zEXboBHGBWQpBGaWQ/tk1ZmxLWP5wSru6pklK22CshHvlmpzyI3zhC0u5kbGof2YGQdHw8VL06sJY5wyDgmLybK+TxT6iyAIgigBYxxhJYqujrmYOW2BdZwzDgbmWzKcH44y1oxD/XxeRqkygKoGNjyT31EW6aQn43B41gJs/cBnoMnll2NPBE3TkM7oNmgA0pnCjdAJgiAIghgb/7v2z3hr69+QSieQKTKlOCh2nXEBtp/1CWx/7yd9E9ymbH7V93nxfdtxxJ03QR50CoTtb6/Hgod+i0V//il4qn4mSQsug1VgqrIkJEc/bM6E3mYHDDk16+gtaJKvlGFWLFpayCxzqjJjkGzxLeN6HC24vVRZfzzsU+lTKSQhIxyKFXycM17djXmCaEDoL6IOWbNmTdAmEERNaBRf1zQVihJBNNLmyCDUGzz7DynR+7hwa+e2XKxS5TIHn1QzsLFnGIrUKLhNODx47Luw/ZxPId02tWrXd5NTs0il9QwITcuh1hOlJ0qj+DtBVALyd6KZmCz+PpocQk7V+wGOjA4EbI0XTZIxPHcxVCXkm0HY+cYLBZ8rJ4Yw96l7HMfmPHMvAEBkM2jb9npFbR0verWKNOFSZc4lSEJxbG4LI+OQMwZVVX37advj3HzGofO8/oP5npH5DofFDGaAZ0OdWUNV7Jvs5v1iwt5EWTDnaCw/8oyCj3Oen0BdD0TDLehomxG0GU3LZFnfJwoJh3XIjh07gjaBIGpCI/g6M4KrkBxBLNrmKNfQ+7UUmLxmlirzcZYql5lxWK3JyiyXhbD1BBKpUUi23fhsOFqV6xZDzeXQO7AfgD4RsNFoBH8niEpB/k40E5PR33fv3xS0CcXxKz0uQbR7b+Hn1VGGWSWGowguIMvOHpWc6xmHjAlomgYhvDGkKdzpgp6EkBLxxLmJIdv0aiPeLWauJTwyZxk242aPw7wd5vXH2upnLLTGp1pDYPxgTPhmYwZFV+d8LJp/XNBmNC2TcX0fD/WzQhIWF1xwQdAmEERNaARfl6UQVC0HWQ4jGm5xDDsxdyR9exyC6cGQNLY+NfaArazzyxQYx4pwlewwTYM8ks8+yNWoYbpdIMypWRzo1j+81QYUDhvB3wmiUpC/E83EZPT37XvesNqD1CNsHMIhAIR7D/ge16q0ETtWmNHjcKKlypxLHnGMMQ5FDlmTjf02nyVbRqDgMmKRNo+INutw2ya6LZuwEJJQoGuL+mvqz8v3OOQ2MdEUGf3aAFWK9pauAoMNYV27nnocMvCqxftEaSbj+j4e6ucvgiAIog6RpRA0TYMihxAOxZ2lykaPQ9/gwhD+3A2lSyFZwmF5y3MlGmj7vq7PIBTF1htIrZFwqNkEwmw2jUO9u5HOJK3pygRBEARBVJ793dus9iB1yTiFw5Zd/pmUdSMcMqaLRBOslDXLku1wziHLYQguOTbCnc/LC3eypCAWaSsZa5ba6xaSkUHJmG1DnVl9D+2imBhjHDweWuJTiwpxpl31gt76qHoZmARRDiQc1iG/+93vgjaBIGpCI/i6bEztMxsp2/uwmIGFXzmDufPq7gtTCjOQCTpgESnvlwX71MFcqDbCoZ1Echh7D25GMpWAqjaecNgI/k4QlYL8nWgmJqO/jyaH0NO/L2gzCjLejENlqN/3uFY3QhGDJCY+HAWMeTIO9VLlEISQPGXMJqZIyBmHLIcQCbd4BMhdm2yDc5iRbVjk9ycJWZ+8DFulDDP7dLuHo5hDAqsn5MZj7RBFSpHrbTiKnqlJGYdBMRnX9/FQP38RhMWKFSuCNoEgakIj+LoshXSBkHOElIht19XcKfUv9TCFv7FPVa6PwMBdqgw4g+1alSrbd5xHRgeQSo9iNDmEbC5T5Fn1SSP4O0FUCvJ3opmYrP7+xAt3IDE6GLQZvuw7+ZxxPc+vogIAeC7re7zWmL0FJ6pjMjDPgD7OBcJKDJzzkkP4OBeQJAWKEvbEpu2d+ecy3egSpcqyNQjFvqHuERNt96sp3EXDLUVLlc3ei/WCu5ybqC2TdX0fK/XzF0FYLFu2LGgTCKImNIKvK3LY6AUjEJIj1k6otYtbqMehKRyOcYfQDM5qFrBoGma8+CgO+5/fQBnoydvhV6ocQI9De7A6PKJnPG7avqa+y6cK0Aj+ThCVgvydaCYmq7/vP7QNyTr9vO09YgX2nHIudvzdhdj0ka8g1Tq1rOeJtL9wyOqld7I1ZXhiyiFjPsIh4wiH4mU9X++RGEJY8U43bumwi27M8Y8fesahmV1oxLnGBrwGzbEBX4s4OBKKQxTpYWjaVi/oA2RIOAyKybq+j5X6+YsgLJLJ+m1ETBCVpJ58nXPh+6EsSyEIJsAYhyRk6xw9ExHgjBVo4GxmHNZ3qXLb2+vR+cYLiO/fgakbXsrbUWBH3iQXilTbNABAJpNCzsgCGBzpBQC8vnk1du59sybXryT15O8EUW3I34lmYjL7ezabLn1SEHCBviNXYmj+kUi3dmBgYXlf7v0qKgCA1UvGYYVKlRljkIU745AjHPYKgX5IwhAOQ97z1ZytTJyZmYNFMg4lBYzrGYfcFmtzzo3pzvZj9ozD6sTCkqQUFQbN4Yf1gt4Hsj56cDYjk3l9HwskHNYhN9xwQ9AmEERNqCdfXzz/OBy79EzPcdmcPsc5wPJCoCwrAPx7HDLGrBKTsfZosZdCVx1Nw/SXn7J+nLL5Feu+lBwp+DSVc2g1KpkYGulFJptCNpfFSKIfANA3sB/Prbu3JtevJPXk7wRRbcjfiWZiMvt7IjkUtAllkYmWl0lnbYy6eiSyXH1kHDIz43CCwpV/xqFAWImW/RphJYqQz/lbXknlr4P8ZOVCCCEZsXJeANNjZZ+MQ5uw6O7RWAlMQbBYfM7qrcch43XTyqgZmczr+1ion78IwuLKK68M2gSCqAnV9vXTT7wQIaW8zDghZEzrmOM5LkthSJJsTVAWVqlyCNwIetxTle27qdIYexzmd1qrLxxGuvdCGe63fk61djgeK4QqhyYc0JbLwHA3crksstkURhvky0shaG0nmgnyd6KZmMz+3jewP2gTyiIbGZtwyF2ZlFytj4xDzgXaW6ZVIOONeWJQzkXZcTEAhJSo7/mLV9jb1RjSYYlSZVOIs4uZjDFAgyObTghhPgilwACXiRAJtUDT1KLCIGf11+OQSpWDYzKv72Ohfv4iCAtJooWBaA6q7eudU+ZAck2CK2iLkNHWMs1zPBLSd1o5F3rfGXupsiEYuj/MJ1JOYD23BsKcvachAMiJYf2OqiJyaA8AIBNrxcaL/hWZaIt1nlSijLmS9A0egKqpyGYzGBzpKf2EOobWdqKZIH8nmonJ7O+HencHbUJZlCsc8lwWLJsBzziFw3rJOJQlBYfNeYenmmWsWJmLjmMcilx+xmEh4dCtqekha7HhKIqV4SfZeoTr4pzmKl/Ot+yR5fJi+LEQi7YBKD5sRB9+WF+lytWcMk0UZzKv72OBhMM65JVXXgnaBIKoCdX29XAoWnapgSQpaIl3eI6bvV0YGDQtX04hS4oV1LmFwol8uHNb0+hqIyUTrp9HADWHcN8BiKw+tTjRNQe5cBR7Vp1bdXv86B88BE1Tkc2lMTDUHYgNlYLWdqKZIH8nmonJ7O89/fuQzqRKnxgw5QqHACDSSXDXe6qXHocAEIu0QpLGVrHih+QSxzjnUMYw3C6khH2z/ga68yKrLrCxksNRhJAA5qzE4YxD05wTlPOlzLwqGYexSCuEEEW/HzDOC/QvDwa9ZRKJV0Exmdf3sVA/fxGExcaNG4M2gSBqQrV9PaREy94xlISMWLjVc9yaJsd0MU9YO6Yh6757R1c/Pj7hz977pdr49TGUE8OIHshnF4x0zQUADM9ehETnLADAweWnVdwWtcA0w8ToAFRVxWhquOLXrDW0thPNBPk70UxMZn8fHO5GJqMPByj0WV0PZCPlDf0A9HJlT8Zhsfem5jD9b49j+pq/AnX8O7Cj98XzZhzKZVbiAIAshyH7iHdDfc7fQanhKIqRtci0fMahc6qyPePQ3JQfm63lEou066XTRTb5OWNgdSSTcMaLToEmqstkXt/HAnlgHfKJT3wiaBMIoiZU29cVOVx2jxJJSL4NoBVrejAD4/meJ4ocshoVu4MPzqVx5wvyGgqHwpVxCABSYgjRQ3nhMDF9rmkYtr/vYmw5/x9x8LgzKm5LMp3wfCHJ5rJIphIQQsKeA1sqfs1aQ2s70UyQvxPNxGT294HhbuSMz+dUehRZoyKh3tAk2drgLIVIjUJ4Mg4LC4LT1z6Baeufw7TXVqNl99sTsrNWMMATA3NePNPOjSJHfAeUzFlsP1ZcNASAtpZOyygz45AxPQMSmnM4imkzZ1JVSpWjkVajFLlIxmHdlSpzsAmWrhPjZzKv72OBhEOCICYtihwuO0Ayd2XdE+hCsrFLypijJFmRw7ZdUW8pyLgzDs2m0AGUKgOAnBhCuEdvhK5yjtSU6dZjqqwgOXVGVfovqrmcpxQql8sgnRnFaHIIW3e9VvFrEgRBEARRnGw2jZwxOGTzjnV1PWV5x9kX4cCK0z3HUy1TcOjoU6yfRSrpyTjkhUqVNQ3T1j9v/VhseFw94TcZmLOxleAqcqisOFqfT104Nmxv6TKtssXMZsYhHDaZgp0QEhSp8qXKpnBZtFQZrOzEg1rAuUQ9DonAqZ+/CMLizjvvDNoEgqgJ1fZ1WVLK3jEUQoaq5dASc/Y5VAzhkDMOyfZ69uzEvNinw7k0bt3P3FGsTcahT6nyUB9CA3ovwVT7NGiiNoGKBhW5nDOLIadmkcoksXv/Zuw72PgZh7S2E80E+TvRTEx2f9+5dwNGUyNYvfZPGBkdCNqcguTCUQwsWOY4tvvU87D5I19BuqXdOjaWUmW3UJgNlz9cJFAY88SSpTLt3MhSyFew2rMl/7szr8BY4di1JTbFum/2bmRghnjnyjiETTgcQz/GcpGsaqFSGYf1I5Nwxuqq52KzMdnX93IhD6xDlixZErQJBFETqu3rklDGVKrMGHcEN4C+2wro5R2SkK3XC4XyvXSYK6iShDymUhA7+QAsmIzD+N6tYJq+d5zsmO55vJqomur8WVWRTo/i4Wd/hZHRwZraUg1obSeaCfJ3opmY7P7+4FM/xw9v/wr6Bg/gtTefRjqdDNqkgmiuoSKqrACMIWebDqwLh+UNR2nZuams8+oNv6w57pOF6EYzYkAAxoa59/x4ez7u1WCPXf1f29xs16t3ZPNkCCFB0zRHRY89/o2Eyh94Uy5CGD0Wi5T+Mh/RNUgYG1uJOVFZJvv6Xi7kgXXIihUrgjaBIGpCNX2dGQFJ2aXKXIYkZLTGOx3Hzf4q7sluYXsA6ipV1ifHjS/gYIzXrBzBTzhs2bPVul9L4VBVc45gFQA0TUUq7bWxUaG1nWgmyN+JZqIZ/D2T1YW2tW88hoO9uwK2pjCqSzg0KydyIadwKNwZhwV6HEqjzuqMgiXNdYZfBiDn5WTS5WOxQkJjW6c9QxDQGDzTke1YfQ0Bqz84s8qWNXDmLxyGQ+UPvCkXUUbGoYbCImgQcF677waEl2ZY38uhfv4iCAtVVUufRBCTgGr6uin0sTJT+4WQwBhDZ7uzsbb5QZ0fWmIOR7ELh+6MQ2X8GYdMD6S00qdODDUHYWQMJNs6fU+ppXCYzWU8w1E0TUM6U79ZDWOF1naimSB/J5qJ5vJ3DQ8+9TMMJ/qDNsQXr3CoC0W5UH4DWKST3oxD1V8QFOlR53lFhqjUE35Zc+WU4No3cRnj/nG05rzLNF0U5FzCUYve6TldSPksQys+ZkyPrXWVzm6ldS+k5IXD4456D2Z2HV7U9nKwSpVtv4fOKbM959VTxiHnwvP/7fQTLgzImuajudb3wpBwWIdcd911QZtAEDWhmr4um8Jhmc0GTWFw3qylzuOuD2ozkLALh+5dQLPseXzowmG1wxUpmQ+E061ToPr0Mkx2zKiyFXlUNYec6p7UqHkGpjQytLYTzQT5O9FMNJu/9/TvrduNPVMoNFG5f8ahdziKvyAoUm7hsDEyDv2mHbMyhqNojoxD5rsRvunl/P97pr8wAL1K56hFpzjOlYRsbbAz5Hv1mRvl5v28jbaMQ1t1TyQchyJNfMqysKY659/XWasucZ2l1Zdw6NPjcPb0RQFZ03w02/peCBIO65DLL788aBMIoiZU09etachlZhyaO5AtsQ5nk2ZXD5S8cGjbufaUKsuOsouxwMwd2CpLh/bBKLlwDNmIs49MVgkjV8MG4NlcFjlXMK7v8FU997Jm0NpONBPk70Qz0Yz+vmvfW0Gb4I9L8LFKlcP57DU5MeQdjlJAEHQLh7zAEJV6g4H59uAuKYjZwi49080bzx6+3C3g6U+SJcUTE8eibWDIZxmagh0DA7eVLVt22+xTHIMI5YqU6/qVKocVV7yr1Vepsl+mqNlKiag+zbi++1E/fxGERSQSKX0SQUwCqunrshyCpqlllwxzo1lzSIlgzowltuOujEPkd1Xz5/gMRxH689x9+8qypQaTjO39DbPhKLJhZx+ZbKy16jbYSaUTyLqmKqtaYwTn5UJrO9FMkL8TzUQz+vv6t55GMjVS+sSA0QwhS5UVZI2sQ3l4AMJV0RA9tAcL7/8lpMSQ47hIOTMrWbYxMg41eKtmxio2ceFfASMk21FmxMZMn8IsXBmfsUi7o69hvvUP0zMRGRx75XYRMeTYpBeVEQ6tLMf87yakeP9+eR1lHPr1P5eMIS9E9WnG9d0PEg7rkA0bNgRtAkHUhGr6ekiOQNXUsncMzTKKcCiGdyw+1TpeqFRZlpSC5wghWYGJNsaMuXzpRrUzDl3CYdSZcZiJVn6SXTESo4NIuCYnT7aeIrS2E80E+TvRTDSjvx/s2WUNTKlnNNtmbLplCgBATgxCHh7wnBvt3ouZLzzsOOYpVS7QC7HeYMy7+a2LTeXHl4L7D/sb6nVv7Orqn+STcRiPtufbBzFjigryQww9JdW268mu6p5KZAH6CYeKj3AYVMahJHkFQc69U5X9ziOqQzOu736QcFiHrFmzJmgTCKImVNPXZTnsKDXgXCASKiyG2XdI21u7rPvuHT5TOLQf567dVXv/Q4wx49Dcga12bxV7xmEuHEU27CpVjrZU9fpuhhMDjkbrqVQCB3t21NSGakNrO9FMkL8TzUQz+nsyPeIZalaP2HseZuJtAACmaYge2uN7ftv2jWjf/Ap4OgWWy0Fk3b0QG0M4hAZPtxdZUsYYX2q+vcL7D9l/B8zSImVJ8cTN7a3TrHZAjHHbhnrpHoeSbdCNENK4Bw/ayWc/5pFdvRO1AHscnnfmlzzHuF+pMgmHNaMZ13c/SDisQy6++OKgTSCImlBNXzfLDsxSg9ldi3D80e8teL6zryG3HXMHDoZwaPsA95SCTODD3CzjqHa8IlI24TAURTbqLFXO1Eg4zBgB+XCiD4MjvQCA0eQw1rzxKO59/P+riQ21gtZ2opkgfyeaiWb194xLVKtHNFt8l463l/WcOc/ej+lr/grumqgMNNBwFJ84UpaUkuKbQzDT/KcLzz3CKbSZOYOSUDylyu0t0x2vbbbw4ZyDW8MAmeO1TByxNpcqWqpsD7Q5F54MvnKHK1Yaew91E8a5t7rJldlJVI9mXd/dkHBIEMSk4pQV5wOAlV1oioCSpCASLpJxaPsANj+cFTnsEfDMAIq5ghk79g/9MXc4ZOZU5SqXKqfzPXuyoUhgGYepdAI5NYehkV4MDh1CNpfBq289jadfuqsm1ycIgiAIYnyk0onSJwWMZgvkMi3tZT9v6ptrIKX8hMP6z7LUYZ4YVJKUMoYG5n9fGitnyCCz/vXLOGxrmWo7kzt6fwthTlu2vZoj+zB/bb3H4cSlCy7yE56tY4x7JjYHVarsJ47qGYfO7wVcVKZ0myDKhbytDvnTn/4UtAkEURMq7euMccybdRQAIBKOG6UGhnAoZISVWMHn+mUc6gKg84OagRmTj+3BjDvj0BZ8jKNUuRbBgL1njxoK+/Q4rM1wlFwuA8YYRpND6O7bi9fefApPPP/fNbl2raG1nWgmyN+JZqJZ/b1v4EDQJpREs5W7lptxaMJdg1GABipVBvNsfktCBveZkmzHHt8yDRA+5+/bms80ZYCevcd0YdJ9fizalj+XMUfvb0nI+is4DHVmAtrvVyLLzu81GOOQXMJh1Ut/CuBvn/BMyK5FWyNCp1nXdzckHNYhc+bMCdoEgqgJlfZ1wYURhADhUNzR41CSFIRC0aLPNTE/iBU57CkN0KBnGNqFPeYKksY6tc5JbXoc2oVDPePQNVW5RsNR0pkUuvv2YDQ1gr0Ht+DhZ2+tyXWDgNZ2opkgfyeaiWb194O9O4M2wZdt7/0kUi1TcOiYVciF8n2nx5JxCKBAxmFjCId6GOmMJe3D+8p9EXcfbwAIx2yxMTPjZv+MQ/tmOueujEMu255vXtJetgzbcwWEkDFR7FOd7ddUbLF7UGXKADyl3oDedsk95Vlva0RSTi1o1vXdDXlbHXLiiScGbQJB1IRK+zrnktVIOWyIhObOqSyFoEjeviEWzFmyAOgDVjzDUaDvBjr7rjjPmcikM16rUmV7xqES8ck4rE2psqrm8MTz/43e/r01uV6Q0NpONBPk70Qz0az+fqh3NzKZ+utzODJ7ITZ/9J9w4Pi/cxz3yzhMtU71HDORRoc9xxqlVNkvjtS0fHlwOXDOfYXGKdPzx5jtX1kKecqJ7c/XxTp7qbJk9EfMv4rdbmdbIF6RHod+YhtjzBm7M1aVOPzMky8qeY7fe2Q+w1GEz6Rlojo06/ruhryNIIhJg+DC2qkLKVFjF5MbP0cgy4UFPUeAYGYcSiHvBzgzJrtxZzBjRxYTmXRmDEepQB+XYgij/CYnKdCEQDbiyjiM1CbjMJNNYeuu15DyaUBOEARBEET9MjB0COlM43x+a5KMROcs6+fEtNnIRgpXoyiDPZ5jTG2MjEMw5lO9oo0pS01wqYy+gsZ1mFEK7S6pFXbh0N3jUM84NONu4d6sd/U7dD8+Hsx4392z3N7j0CdZsyJ0TZ1X8hy/98g5d1U6MUNMpFJlonbQOJ465LrrrgvaBIKoCd/73veMIEKtyOtxWwlGSIlY/QgBvezY07/Ejl03RP453p1WBknIYLZ9F/eOX9HrlEDvn1j98gNhCHVmCY/qzpKssnBpMpr07uZPVmhtJ5oJ8neimWhWf+8bPIhkagSSJOsbtg3Azr+7EK07N0GVZAzOW4J5T/yx4LmhAa9wyLONIRwyT+9AOES7cpALxLOb1jp7P5pZg7IUcrTvcf9s2WWgx9j+PQ0Bp3DIWWVKlfOvyYzXNVsa2d9rdTIOyykTL5xx6P69BTfApdlo1vXdDXlbHfKlL30paBMIoiZcecW3sWLpmRV7PXvGoSKFAWabkKxErP6HfjgzDpF/jiS7zgPCoRg02+meUmX7dca4G8hglCpXMxjQNKtUORcyyrcZQ9/i5QCA7mUnVe/aLhLJwZpdK2hobSeaCfJ3oploVn/P5TL4+V1XoHdgf9CmlE021orepcejf/FyqKEItCKlu8pAr+cYUxukVNnISrOjeeYsF8ev3x4ALDzaJrJZZb16ua89QzEWbStaTiuEMBIOzYxDyZXpV4WMQ1dcblb4OHoclhm6x6LtmDdradnXLvT7tFNQOLQLrsIUDinjsBY06/ruhoTDOqStra30SQQxCWhpaUFrvHBvmbFin7jGuQADt5UghIsLh/YSAOPDORLyKddlDLFIa8EeLAAcYuN4PtIlSfEPtMa4U1wIns2Aq3qWp71p+J5Tz8NbF34N+088uyLXKYeRxEDNrhU0tLYTzQT5O9FMNLO/a5qGv732EDKZVNCmjAu1iJgT8itVbpjhKH6lypVBUuwDTAyBkumVOvb4OBZpgyS5fr82k8yMQ/M5umjmPyiFc+E7qMXNwrnHYPmRZxQ5w1mqzJmAqqlQ5LDnnFJMaZ2OJYcdX9a5QJkZhz5TrN3/HynjsLY08/puh7ytDtm8eXPQJhBETdi1cy9i0faKvZ7gku3DlIHZJrXJklJUOPQjEop5jjHGEA23OnYE3f1f7NcZa9CmAWiJdXhes2X7mzjy9zdgxouPFH2+MtiL+Y/8DvMe/wNat23wFRvtg1HswiEYQybeNuYsyYkwNNJXs2sFDa3tRDNB/k40E83u7xu3voREcihoM8aFViSLjdliqEysVT/WMMIhB6/SV/2RflfWpZF1KMthh5gVi7RB9gwmdGbOmROZAYALb1mzJfBxDuEjqrkJh1oQDRce8OdXqqypKsJ+yQIlkISEeNnfY5jn/fnhl3HIuXBki5oCqnvSMlEdmn19NyHhsA555plngjaBIGrCa+s2Ihap3C4O5yL/gWs1Ds5PSC6Wr+dswKzf9wsiGBiikRZHuYS7D4pwCIdjW2YZA7o65nqOz3/iLkjJBDrfeBE8XXhXv2PjGrTs2YrWnZsw78k/Ityzz3OOQzhUIp7Ha4Wq5jAy2h/Y9WsNre1EM0H+TjQTze7vuVwGO/duDNqMqqFyjmxY30zmDSQcsgqU9vrRvS//OzAzGxnTy33t8XRbS6enPNfZ41A24nXzZ+F4XIMzu66cjL1wKOqckOwiPxTF+JlzqFrO0aOz3GxNzqWiIqXzXO7ojw4ArfGpmNo+y3Wej3BYIOMQlHFYE5p9fTchb6tDPvvZzwZtAkHUhA/8/XsQCVdueq99+psZeJgCnywpRYew+Al8oZC30TdjHNFwKyT75GTXB3qxfi7lMKVtetHHeZFyIJFKOH62N/aWh/sxbd3TiO3fbh2zehwGQCabRjI1Etj1aw2t7UQzQf5ONBPk78Aza+5uyCqCcoTAXCgK1cgWY5oGqJUZ6ldNGGMTjkcLMX+pc2iK2eNQlsIOwa29tcvHrvx9s8ehlf3n6nHIzGPQY2suBKZNmYN3rji/oG1hJeYRDttaOl222q7JGDRVdQ33KS+TTwgJkTKFQ13Idb7uskWrcOkF/w9LDz/ZOuaXRcgYhz37Qdh+J0T1ofVdh7yNIIjAYGAI+4hzpTjhmPf5HrdnHJofpubPkqSgWMqhX8ah34RAxhhi0TZXH0PmOWf8sJJlDyKdLPgYz2YKnjvnmfswfd3TmPnio9YxR6lyjcnlsk01VZkgCIIgJisDQ93oHzwYtBljppzS42w4Bs2WOdcI5cqMcd/stSpcyMimY5AlxRETt8a8fcztG/VWj0OW3+x3Dys0MxY51zMOFSWCeJFqpVDIOwzxvadearu+XarU7VE1DSFbBY5+SulYXnCp7GninHkzDiUhQZHDmGIIrH4DbfTjzv+PNByFCAISDuuQBx54IGgTCKImvLB6HRQ5/0F9wtHnlPW8JfNX+h4XXOQ/cK2mx/rPklCKTpNzin+mcOgV1RjjiEenFLVvoh/kxUosAGepsRu3cGiWNYvREcT27/CcH6RwqKpZJNPNk3FIazvRTJC/E80E+bvO65tXQ22QqcMmZWUchqMO4ZA3wHsUnHv6Zbs3usfL/u35WNOS4ZguHNpj7XCBXuF5G+09Dpk+2JA543GzcsgUQjkXvvG5SUj2CoeOn60aZbNkmUPTVISUsPUztPLafUuSDEUpr3KHc+7JJjR7FZotjvQWS34Zhwz27AcSDmsLre86JBzWIR0dHUGbQBA1obW1FYqcL3dYOHd5Wc/zKyEGjIxDQyjMN1PWAw4hJEDTCg9I8fnstdtmncY4YtE21zH3k8f/Qc7AoJWYnjymjEOjrLllz9u+5wclHOZyup2jyeYRDmltJ5oJ8neimSB/19my42WMjA4GbcaYYK64yY9sOOqYvtwoGYfVQgnZq3R0gZIxBklSoNrKuP0yHu12cVuGIedGhqS9AgjMJpJxvVyZccjGBGS/PumKEnH0GgecG/Ju8ZRzAU3TrCEujDFDoisdy8tCgVxis9+6DhMeNdL8TmLaZ+/N7nwuTVUOElrfdcjb6pBVq1YFbQJB1IR3HLPY0Suw3A/fkOwvdnEuWR+i+UDEVrrMAFnyioH6+T4f1D5NmM2pyu5jjudN4IPcvavoh0gVFg7dAbCZcRjf5T8RLKgeh+lMCpFIK9KZwtmTkw1a24lmgvydaCbI33WGRnqRyRaOUeoRliudPZiLxBzTlxtBOPSlQhlqHTNtIqot7nZX97gzHu3nA0bGna1CSNjieONFHf38uJDAuV7eCwAfes8/eV4/JIc9SQL2AS354Si2qcpQrWSBscTwkqToA17KQM84dL62+d4kK+OQ+WaFugVCu5hKVB9a33XI2wiCCAyzl0c+K7C8D19Jkn13MYWQbNPdnMKhWQpRqAzYHkvZe6244ZwjEnaXXlSwxyHzFywdNow141DTEN+71XOuKiQkpxQfxFItXnz1QQwMHgrk2gRBEARBVIc9B/wrHOqVckqVs+EoNMlWqtygwmE1SlstcZAxvf+3bRAhZ8UzDoUj41AYfQCd9trjeMEFBBeQDZHPPvTERJbD3oxDx89mcXW+VBmaK+sP7sjeH33wYq5kiyHrdQtkDlrCIfynOXuEQy5B1VQajkLUFPK2OuT6668P2gSCqAl/vvsJqGoOYUUX4gqWEbsQQrY+bB3HTQHS6pmSD1rMEodCGYf2EIG5ggrnNUo3Qp7IDiADhyK5sgBd0/vGUqrM00nIQ/2QXH0RNcaw+/S/Ry489uE0EyWVSmDPgc34xd1X1vzaQUJrO9FMkL8TzQT5e54nX/w9hkZ6gzajbHqXHl/ynGw4Co3bS5Xrv8ehH5USmrasy8eh3JFxKDva7fiJYHYb7D0NORNgxpAV6/ngjrJczvQeh7KkQAgZ4VDc8/qyFIIknN8R7N8Z8jblS6TN61s/M5SVnSlJIaiq6tvL0Y1ehu38/fv3OCyWpWkmNujtl6jHYW2g9V2HhMM65NJLLy19EkFMAt5zzjuhIf+BW27GoeCSr3BolSVzySo9zgcEHIzzguXQjg/f/Kg133NzqnOn2f3BPRHhUJJkyLLTRvfO9lh7HEZ69lk/dx91Ivad8B5sPfdSDB62dNx2ToR0NoWe/r1Wn8NmgdZ2opkgfyeaCfL3PMMjfdiw5fmgzSib3iNX4uCx70I61lrwnFw41nA9DqvJvKX5ONXKCOQMwiUc+uXt2cuXBddLlRkzS3mFI4ZmzNXjkAsIISBLIciSYgw0cV5DlkOe7xP+pcrmzxzmZGjr5zKRjdLscBmTlfVMRnfGof67s5cq+3330PsuapaNQkjQNI1KlWsEre865G11SGenN+2aICYjrW1xAMwmHBYv0TURQvI9VwgJqqpCEraMQ1uJg95QuUCPQ1ZexiEA5FzinPu8iewAmn1bHK/nFgOL9jhMO37m6RQi3Xutn0dmLUDP0adgtGvOuG0cL2lD8FTVHIYT/TW/ftDQ2k40E+TvRDNB/u5k8/a1SKYaY/iZJiQcPO4MHFxxesFzsuEoNJEvu23UUuVKoYR9suLAIQnJ6HHoFOcKoZcnG+dyYYl41msyZutxyIypyhIkIUOWQmCMWxOWTfGNM+FJLnBOa3b+awp6pginZ0SWF8dLkgz795hS79VTquzJOCzU45AZk54N4dDKwqSMw1pA67sOCYd1yPbt24M2gSBqwqEDfeCMIxKOW6XE5aDvOHqFQ0ko0DRVFwftO4kAmDGtza8PiV+/ROPJvodzWq7oeZXeAeSuzLyCGYea5s04TDszDkenzqyobeWSyaaRyeqDWtKZxmqcXilobSeaCfJ3opkgf3fS3bfH+sxvFLQiVS+5cBQaZRxaJAZVzzE9WY5D09Sys/f0+FvvKMht05nzr5nvg25mBUpChhCSFc+bot3Zp16Cqe2zAGgQwhnX28uc3ZG9OTzRKrl2DVkshhAyOOdWy6Wi79WnxyG3Mg7zWZWFyrs1aJaNkiRDg1aWjcTEofVdh4TDOuThhx8O2gSCqAnrX34bQkiIhGLGLmLxJSkabrEyB/1Klc1pbvY+hlbGITg4lzw9DmdPXwxFDjvnGJu7nwXscJZhOM8rKEJOAJZ1lyr7TyJmuZw3IEonEe7WhcNMJI5stKXi9pVDLpeFagiuidHBQGwIGlrbiWaC/J1oJsjfnSSSQ8g1nLimFXwkG445Mg7NHofKYC9mvvAwYnu3Vd26euLgLm+rGcY4VFWFptn7GBYXtoQR+zPYh6M4hUN7ogBnQhcOuWQMJtEQMfocTm2fbX1PYK6hLGa7InuMnq9MMjIOeT7RoFwkSYEkZITD3l6LbtzvTX//rozDEsNRzO9JkhTSMxDHYCsxfmh916mqt1111VVYvXo1RkZG0NfX53vO3Llzcf/992N4eBiHDh3CzTffDFkur8/ZZOULX/hC0CYQRE14z/tPBADEYx3GTlzhJUlwCe8//fPWh6tvxqGk91aRbeW+wmp2zCAJr3D47pM+jimt051T3PLpiv7GuGNL23mCSxXf/3NnHPKU/y4+d5UpA4CUTkIyMhRHO2eW1ex5vBT7kqCqWev31jd4oGo21DO0thPNBPk70UyQv3uZTNUFOSXs2+Nw9jP3YuqGl7Dg4ds9g+wmM4ct82/7o2o5Y66Imb1X/HWc2YRGRiDPP8meKKBpmlFxJFuJAKqaszIOW+NTEQm3+GbtmRmHggublmkrVWa2YYqlvgPYMMuj49H2kucyn1Jl8/27S4+99jO9qsiwUe/XTj0OawWt7zpV9TZFUXD33XfjJz/5if/FOceDDz6IWCyGU089FR//+MdxwQUX4IYbbqimWQRB1Anmh3M8OsVoilx4SeJcQFEikLjRw8Q341CfMqZIIVgBgVEGYQ5LcTcw7po6DxH3TqEZMxSQAN07fPbzJCGX2xqlbLzlx/4Zh+7z3IzMPKxSJvmSyvjbBQCqplq/t57+vQXPIwiCIAii8ekbPAgASBWIWeoOVzXJznd/BOlYKw4cdwbAuWOqstnjMHZwt3VMTjRnNYUdTVP1sl8rs694QJyvCmJWAgGzyROc5zMOdeHQKFU2JisDsGL4SDiOWLTdtyTYrFbSvzvYq4qY1dPQLIvm3JsZWAhT8ItH20qe65cgkc84zPdj1/91fc9wZRzKkgINlZuSTRDlUN4kgnHyne98BwBwySWX+D5+9tln46ijjsLcuXOxb59eSvf1r38dt912G66++moMDQ1V07y65ZFHHgnaBIKoCa+/ug1dsWOhyCFjx694xqEih2yNhH2Go3AZGmBkHBolCIwZzYt1wqG8cBgJtyAciiEcigOunEP9H//AQbjLkW2nCaNRciXxlir77+KzElOKh2ctrJhNvtcv8r41TYOq5pDNZdE30JwZh7S2E80E+TvRTJC/e9l7YAsOm70MydQwQkoEo6lhaKqGaCSYlimlGJq7GKoQ4Lkc9p14FgYXHIXBBUdZj2uSLeNQzXmeLw8PIBNvr4WpgXNwp3+8qRlZl/l+gSWEQ7Ok2BAbOeeOtkVmFqLx6nrWoJDBOIckFIAxxKPt1nmtsQ6P+KjbYfRPdMXv+jFuZSlGQnFjQEt5g0fMKqhouPBEbvu13GFyfoCj+a+9z2Lex9yCoiQUx3GiutD6rlNV4bAU73znO/H6669boiGg/48Jh8NYuXIlnnrqKd/nxeNxR9PTVCqFdNpboteohEL+6d8EMdlQFDN7UIAzUVQ45JxDlkL5UmXfjEMZgJ5xaJ+qbM8CVGwZh9OnzkMul0XUlXHonrvmvY5zwIoj45DLFW9W7BmOkknrJTGuzEeeKSwcZiJxpKZ0VdQuN+ZkO180DenMKORMCIMjPVW1o16htZ1oJsjfiWaC/N3Llp3rMJocxhELT0BLbCr+9tpDmD19CQ6ftzxo03xRQxG8/cHPIdTfjaH5R3oft/fH82nNogwPIFFVC+uHQu28NaMnTT6eL5VxaA4i4UZGoPeFHTE3Y3rigAbIsgLOOOKxKYhF2pDNZtAS7/AMWDHtYYxDcGErRTZLmPUMQ871YY2qmitpd942/btIOFRGj0P7tW3HdFOcwqBfxqRmO1+SZECj4Si1gtZ3nUCFwxkzZuDAAWfmSX9/P1KpFGbMmFHweXv27IFk2/V54okncNttt+HBBx/EF7/4RQDAo48+CkmScOaZZwIAbrnlFlxwwQWYPXs29u3bh7vuugtf+9rXAABPPfUUUqkU3vve9wIAfvrTn+Kcc87BYYcdhu7ubtx666244oorAACrV69Gb28vPvjBDwIAfvWrX+Fd73oXFi9ejIGBAfz4xz/Gt771LQDASy+9hN27d+PDH/4wAOC3v/0tjj/+eBx11FEYHR3FjTfeiG9961vgnGPdunXYtGkTPvaxj2HJkiXYt28fli5dimOPPRbZbBbf//738fWvfx3hcBhvvPEG1q1bh09+8pMAgHvuuQfz58/H8ccfDwC49tpr8dWvfhUtLS146623sHr1anzmM58BANx3332YNm0aTjnlFADAf/7nf+Jzn/scOjo6sHXrVjz22GO47LLLAAAPPfQQotEoTj/9dADAD37wA1x00UWYPn06du/ejfvuuw9f/vKXAQCPP/44AOA973kPAOBHP/oRzj//fMyZMwcHDhzAHXfcgX/5l38BADz99NNIJBJ43/veBwD42c9+hrPOOgsLFy5Eb28vfvnLX+Ib3/gGAOC5557DoUOHcP755wMAfv3rX2PVqlU44ogjMDQ0hFtuuQVXX301AGDNmjXYsWMHLrjgAgDA7373O6xYsQLLli1DMpnEDTfcgCuvvBKSJOGVV17Bxo0b8YlPfAIAcOedd2LJkiVYsWIFVFXFddddh8svvxyRSAQbNmzAmjVrcPHFFwMA/vSnP2HOnDk48US9P991112HL33pS2hra8PmzZvxzDPP4LOf/SwA4IEHHkBHRwdWrVoFALj++utx6aWXorOzE9u3b8fDDz9s9U145JFHEAqFcMYZZwAAbr75Zlx44YWYOXMm9uzZg3vuuQdf/epXLZ/PZrM4++yzAQA/+clPcO6552LevHk4dOgQbr/9dlx++eUAgGeffRaDg4M499xzAQC/+MUv8O53vxuLFi1CX18ffvazn+Gb3/wmAOCFF17A/v378aEPfQgAcNttt+Gkk07C0qVLMTIygptuuglXXXUVGGNYu3Yttm7dio9+9KMAgDvuuANHH300jj76aKTTaVx//fW44ooroCgK1q9fj/Xr1+Oiiy4CANx9991YuHAhTnvPcqSGJLyxWcKXvvwFHLWkDR8e+DBefPFFfPrTnwYA3HvvvZgxYwZOXXUa5sych3sfD2HBMgVfnH0pXnt9HZ588kl8/vOfBwAc2JHBtNkhfPrzF2Jqewe2rc/htPccg5POnI+OaDt69zL8/cfejVXvORyPPvoo3rFkFZaeGMf0Jedjz1sC845UEI5xDPZNRfz+OI47bTokKYTuPRmoOaBrni5abn8jha65MqKtHOmkitde4rjx+h9hcLgHa9asQ8f0MA47Qu+zuGNjCp0zJcTaBbJpDVvXp7Bkpf5Y34EskiMqZi7Ug6Jdb6XQPk1CS4dALqvh7VdTWHJcGNwnMIiH0ojNakFbp4CmApvXJTF3gec0i+ziw7HkeF3Y27Q2iYXHhCDJDMP9OfTuy2LeUv1Dcf+2DJQIQ8cMfY3dvC6Jw5aGIIcZEoMqDu7KWL1tDuzIQJIZps7SS8RfeX4flh47A6EoR3JYxb5tGSw4Wj93x+YwRkZTOGJZO9rmXYKbb7mp6daIE044AbNnz6Y1YgxrxMqVK6FpGr773e/in//5nxGLxbBx40bfNeLkk08GAHzve9/DZZddhilTpmDLli2ONeLBBx9Ea2srTjvtNADAjTfeiE996lOYNm0adu7cOWniCAD4/e9/H2gcsWTJEoyOjlIcQXFEU6wRS5YswWuvvUZrhM8a8eCfV+PMc45HaOaxGOgZheA5HH603pfOEUcAePvVJOYsVnzjiEO79c3RaXP0WGzb+hRmLpARjnOkEip2b07j8OV6fNWzN4tsRsP0+d64LZPUsH1jCotX6Of27s8iPaphxgIZwHzs3DgDM2dKiLcLZDMatr6mx22MRYBnAADomsnQuTIM/BoW01uG0Q9g8YowGAcG9iWR2rofXe+cB3COPVvSiLcLtHUKQAM2vZzE4ctDEBLDUG8O/YeymHuE/l73bU0jHOOYMl3/vWxam8TCo0OQFIaR/hy692Ux34zbtmeghBg6ZurnblmXxLylCpQw98RtB3dmwAXQOVv/vbz9WhJzFhm/7xEVe99OY+ExYev3rWlA11zj9/16CjPmy4i0cERbOPoPJbDoWOfve9rcNmhaC7qe6cJJJ78PJ5w+C1BD2P5GCouP8499d76ZwrR5cXzl8MugZhlSB4Elx4UBBvQfyuKwBXPxwY9cjcNmz8aGl/fj+NlLsfQdMbTP/yiG9zCcd8HpOPP9RyPGI0iqc3HsOzuRU1U88+qROO2dZ2P67BYsmtcC/geBL3zx8zji8KkYHeTYuV3CVVd9C+FQDOqgjFBExj9f/hXkcln0bQPeccI0XL3w6qJrxNyZS7B7I3DCaYdj8XFXF10jIuEWDO3h+PSnP22tEdKojCUrw5ifnoe39q+C4GEsWRnGt6Z9Ez/+8Y+sNWJa22xs3ziKy7/+NWSyKQx1C7S3S/jCly9FIjnU8GtEvesRnZ2dGBgYmJRxxJ49e1AuDMVGSPlwzTXXWCXIhTj++OOxdu1a6+dLLrkEN910E6ZMmeI472c/+xnmz5+Pc845x3E8lUrh4osvxp133uk4Ho1Gcf/99+Oiiy7C6Oio4/zJlHF49dVX49prrw3aDIKoOrf84OfY/1YcG99+EY8/dzu+8PEbcP2vLvU9tzU+FZ/++3/H7x/8Hj77ke/iroeux9ZdrznOed/pn8M7Fq3CUy/diVUr/x7RcAteffMpPPfyffjUh65BPNqO9ZuexQNP6H1XP/GBb2HBnKPx8huP44gFJyBm9CjpHzqEH//31/Dlf7gFbS2dJd/HwFA3Bod78Pjzv4Oay+ITH7iqoqU47ZtfwZxn73cc2/SRryDd2uE4Ft/zNg575L99X2PXuz6EgUXHVMwmN5lMCm/vfAVLFpzgOx27b/Ag9h18GwvnHoMf3PaPnsnUzQCt7UQzQf5ONBPk74WJhlvxobP+CXc8cC3i0XZ85oJrEY9NKf3EOqNl5ybMf/wPAIADx52BQ8tPwztu/Q/r8d4lK7D31A9aPy948DbEDuxE9ztOxv4Tz665vdVkycowNq31ts0ZTQ4jm8vgtj/9G4ZGevGFT9yIjrbCyUDW81LDuOt/rkfX1Pl437s+43jsr8//N1589UFc9vH/Qjabwe79m3D0ktPw/CsP4PQTP4q3d76CVzY+iQ+955/QP3gQihJBOjOK3/75O3j/6Z/HPY/+AFd+/jf4ye+/DllS8Mnz/g2xaBuGRnrxsz9cgbkzj8CHz/pnMMbw58dvQf/AAVx03tVIZ5L4yR3/UtTuSy+4FjOnLcD2PW/gjgeK//3Pn3UUPnLO13HDrz9rHfvMBd/FjGmH4WDPTvzy7m+ivbULX7roJtzw6886eoN+5oLvIh5rx+33/Tv6Bvbj3DMuw1GHn4y7HroeO/ZuKPn7JSbGZF7fTX3tvPPOQyJRPGd6zBmHP/zhD/GHP/yh6Dnbt28v67X279+Pk046yXGsvb0diqJ4MhHtDA8Pl3xjjczNN98ctAkEUROeeuQ1HHnYKflmxCWGowhJhhASNE3zLVUWXAIYgyKHHWn/kpCttH9FzpfTmj1JopFWR1nAeFL/O9pnQJYU5Bj3DE+ZKH5DT0TK22yc2c7LhiKQbOeMVLm/YU7NYc/BLZg3+yhEw17RVFNzGBzWS5SbUTQEaG0nmgvyd6KZIH8vTCI5aIkqw4l+pLOpgC0aH9lIzLofGujxlCsrw/3WfZFMIHZgJwCg8/UXJp1w+PZrhSZma/ogkkK1zAUwh6P4xfbmEBQzNhdCggYVsYgew4dDcUxpmwEhJChKBIwxMDBIkmK1NzJLkjkXjv7l1kAWox96LNKGgaFDZX8PKDTMxA/uM1U531KdO/91z69l+d8RYA5iZBX/vkH4Q+u7zpi9raenB2+99VbRWypV3gfC888/j3e84x2OsuSzzz4byWTSkbHYbFx44YVBm0AQNWHlyYsB6MNG9B6HhT+oOROQuGz0MfQfjiIJCQwMshSyTSATkCTF+tk++cy8XjTc4jsIpdymw4wxRMMtRg9Gybe0eCK4h6MA/sKhXWDUXEFbNlq6/8pEULUcDvbsQq7AZOecmsPA0CEkUyNVtaOeobWdaCbI34lmgvy9fHr6yi+NqydGp86Aagzbi+3fAZ5xft+Vhwes+8qAs5ezXxzXyMxZpPgeN7eFuUsIK4U50dgzfBD64EPjJDCjx6GmaYgawqEkZCurURKSMdyEQZYUqwchmN7DUHDJmSjAuWMKc4sxXEX/TlA6ljffZznTjRnzTmvOJzkw588FBEHzOpYgOnYphxgHtL7rVNXb5s6di+XLl2PevHkQQmD58uVYvnw5YjF9x+bRRx/Fhg0bcPvtt+PYY4/FmWeeif/6r//CL37xi6adqAwAM2fODNoEgqgJre36WqDvwnmbGdsRXEAIydqN5GYgYYNzPbNQlkOOD3NJyNbPihz2PC8Sjjs+zPN2lCkcgkHVVCNIUTxT2yaKezgKUFo4tAuFo1Orv6ZomorhRJ/VGNuNquYwONKLweHeqttSr9DaTjQT5O9EM0H+Xj5v73wVqjF9t6HgAomuOQAAeWQQs1f/xfGwPDIAaBrE6DBad7zpeEwZmlyxTyhaWELQB42YQz/Kw8xStA8/NZEkZ7wvuD4cxRxIIgkZnVNmAwBUVbWyCCXbQEXzmHNACQM3xEgz7o9H220iXnl2A/Bt0eNGz3b0f34hAdE6D4ad5nAUIYEBZSc4EBOD1nedqg5H+fd//3erMTEAvPLKKwCAM844A08//TRUVcW5556LH//4x1i9ejVGR0dxxx134F//9V+raVbdM5YmlQTRyAz2JQBEbaXKRTIOubCyB/WdRK9wqO80GqXKPL/bKUmKFcSYQYT5GACEQzHXtZmxM1g+DAyyIUpKPtmQE6HcUmX7eb1HHIfO118Az6Sx890fqag9fmiainRmtOCXAVVTMZIYQHeDZhpUAlrbiWaC/J1oJsjfy2fX/rcwmhpCLNJW+uQ6Y2TGfMT3bgMAtO7c5HiM53II9R3Ewgdvhcg4e++H+ruRmtJVMzurTXLEP9ZjYNCYvYS33A14bsX5bsypysyIzfW2REAkpCcfRCItiEfbAejVLxJXjOojxRAiTXFPz2h0Zhw6v3/EIq3WlOUypUPjfZYhHPplHLp+T9a/vkIks2UcSo6fiepC67tOVYXDSy+9FJde6j/owGTXrl3W1DBC55577gnaBIKoCa+v24UFszptPUaK9zgEgJAStcqRvedI4FxAlvwyDs1dOj0rUdM0376HgF6h4FcuUQhJksG5QEiOOnZaK4W7jw5QSDjMB6rZaAs2f/hL+pupwY6kpgGZTBqq6l+Ok84ksffg2+gd2Fd1W+oVWtuJZoL8nWgmyN/Lp7tvN7LZDDRNLbuUtV4YmTG/6ONTN7zkEQ0BIDTQXS2TAmHv28WGkrIx/39ljBk9CH3aEJmJAkYoa/YpDIWiAODsq63BKkeWpRAEl61sQCvj0Gab+/uH3vOcl1upPMYeh9wnHreaHDpexy24mlmR5nsRQtb7HlLGYU2g9V2nsVbrJuGrX/1q0CYQRE049e+WAoBjl7HQh6D5eDgUtQICN6bYp8hh68OVc2fGIWPc2uU2d/7M3oiO1xIytDI/j03hMRyKIBKufC/B8QxHUYUM+AYp1UJDJptCTs3p13dlHqZSIwC0pu5xSGs70UyQvxPNBPl7+WiahlQ6gdHkCLIF+iLXK4muuRietaDg49GDu32Ph1w9Dxudhcd42/4AdoErH3OXA+OsYMah2aLILNcVRsweVqI+1+cQQhjDThSHUMi5LkzaxTnmEivziQfl9jg3h5mU0w9RFMk4dAqGfpmE9t+r4JKVgTkZiUfb9QqzOoHWd53J6W0EQTQU3GhODBQOMswPy0gobk0/K3ROSInYPoQFZEmx7dJJaIl1GI/pH9A5Nee4rqbl+4eUgzmoJSRHEVZiJc4eO35Ntc2JyeHuvejY+DewbMYhMKo+v59qk82loZrCoZZzPNbMgiFBEARBEHl27N2ANzavRjpbaDpvncI5tp/zKSTbOn0fDvcf8j0e6p9cGYeFYLZqH+NI0fM1TTXO4sbwEh/h0GoxpE9LFkZ1kaJEPOdKkmwNIVHksC4y2sQ4d6myecz6mQswzo0rlfN+zYzBMs71KT+2ehu6//XNTGQ2EVQ4ejNONo5echpmTVsYtBmECxIO65AnnngiaBMIoiZsfUsPsBjL7zIW6tchuICmaVZGn99OlNlU2V56rO9O5s8NyRFLODSz8XK5rOfD169cohSKEkY45N0BnSiFhqOwbAYLHvotZj3/EOY9cTd4xjZVucbCoaqq0DQNOaNU2SwNNxlNDdfUnnqE1naimSB/J5oJ8vex8djq32L1y/ci59OKpRHIRca2SawMdOu70pOEQ7v9M0XzWXyGsFXidTTjd6L3GZQK9Dg0Mg71aSB6ZiLjvt8XzPhfg17CbD/PzGjktixBq2eigRCS/ni5tcrm+y7jXLM3o/OJzP5Pvj+7S6JhLF/Orf/sFBKryTFHnF71a7ixZ4bWA7S+69TP/xHCIuuTXUQQk4VVx/2955g93b7QBwVjAqqmIhLSe5lIwiuMMZYvVTbhnDuGlQghoaNthuNaqpZzTERjyDceHguKHEHIp3RioviWKicTkIcHrF46Lbu3oGPTy9bjtc44NHeNU6kEACCXyyCby2I0qQuG5r/NDK3tRDNB/k40E+TvYyeRHILmqk5oFLIhb7abm1RrB9LxdgCAyGYgJYaqbFXtKKSBmoMFzRLgUlKp/XFJCIeIZ+LMODSGnAjJao1jx4rlGRAJt1hCpmmbXsbMHefbxUphlDaXm81nvVYZXxcE9ylVdr2O9a8nO1HPgcwLi8xRrVVNli1eVfVruDEzP+sFWt916uf/CGFx9tlnB20CQVSNebOOtD4YD186XT/I8h/2vMAHheAC0DSEjSlq/sKh/hEsyyHbMW5NZDPpaJ9pXFY/X1VVzy6n3+uXQpFDDtGyUtiHo6iGndHuvVjypx8XfE6thUPVEA7NzMJ93duQSieQyaaRzWWRSE6egHm80NpONBPk70QzQf4+HrSG/UKec1WXaD4CzpYPXYbBw460fp5M5cpdc/1jTG6IY6aoVVJPsymQgku+YpHV49CWcQgAmo9waMLAEAnHdQHTVj6tD1F09zh0lipLQi6zUBngZsZgORmHft8rHM/PF0j7vZ6ecejqB1+DUmVF9vaUrzbClhlaD9D6rlM//0cIgmgKZElxlAmY/5bb49AUDv0+gM3Xsw9O0XcYnTuYbS3TjMfM63teSE+TL/dNGchSyLfnykSxZxxmoy1Fzsyj1viD3sw4TIzqAuGeA1ugyCGs3/SM0QSdhEOCIAiCIPJkc8Wm89YvubAz1ktMn+N8XFagSTJStl6Ik22ysh/CmHjMTUFuDIG0EDIE85Yq54U9Zv0HAGqJ0m8945A7svjcSQFu4RBgiIRbyhfkCkxB9kMXQP2Ho+iP5/sv+iVR2G0135NfT8hKI0uVT4gohXv6NVEf0P+ROuQnP/lJ0CYQRNWQRMjaUVy7egcAc9eveI9DbgQjZilwsYxDe/9DzryBgtknsfCOHYMkJGhjlA4lKVSVnTlzOIoqJGTDpUuhe5aeAFWprXBoTlFOJAcAAP2DBzE43IMNm5/Dhi3PkXAIWtuJ5oL8nWgmyN/HR6O2Mcm6Mg4TXXOdj0f0ONMpHE6eycrbXk8VfMzM5NNFrRLDUeDMOPSdqmxt/jOj2Z/3uV4bgLAS1bMeeT7j0PF9gDHPQBbGOMKhmEOgLEb+nDKmKvu8N/P5GoMxyIVD0zT/6cueHoflT62eCLJc++nGvM4yDml916mf/yOExbnnnhu0CQRRNSRJtj4MFh9llCobZQ1A8YxDzhhCRkafb8ah8UHqDgLcGYfc6F9iftD7BipcGnMFgCSkcQ1VKYU5HEUVEnIF+ursPfl92HfS2dhy3uew753vq7gNpTAzDocTA1DVHIZHevGnR2/Gob7dePy527Fz35s1t6neoLWdaCbI34lmgvx9fPQP+U8hrndy4VLCoV4dk2q3CYeTqFR5xvzC7XD0CckCrJxsOJv2J4Twjcf17wxmMa+9WqkwDAzhUBQaNHBDjONMOFoXmdVO7h6HZm9E86yC1xijsCWE8Iid9son/XsH08/x+QLCme27UpHvL5XG3e6pFtRbxiGt7zr183+EAAAoioJPf/rTUJTa/5ESRC2QhAzGOBRFwZnvPRlC4takME3TCjbDlYydOFM4lISfQOfzQctZgdIE28AU3x3O8nucOF630h90mgZ5ZBCAN1C1k2rvRM+yk5HsnFXZ65eJORkvMToITdOQSA7hUO8ux2PNDK3tRDNB/k40E+Tv46e3f1/QJowL9yZuqr0TOVulh5lxmAtHrUEqk6VUWUgcJ59+FIRUaJghG0M8nI8PeYGMQz1mN1+LlSXqgXGE5AhUVc1n8XHuSDrQk/jcwqGESChmy+grfA1JyJYJZQ1SMXq1u45a/3KhC4fQNJ/fHXMOerH6wldfOHQPkKkFgvuLyEFA63seEg7rjFAohDPPPBOhUO0bkRJELRBCzzgMhUI4/sRjIEn5TEPN98PSfJ6+YJvDR4plHDqOgYO7REbGmL6zZ7PJ/SwhpLEOVa7KhDNlqA/cGI6SnNIFZajP97xCmYi1QjUmI6bSCXAukBgdDNSeeoPWdqKZIH8nmgny9/HT078XuVzjDUjJunoc5uQQklOm2x6PWffTbVMBAHJiyGo908hIEsexxy214nc3ZjKAmUFXLoJL/jG0IfDp/+aFw2LxNgODokSgaapxnv79QkiS4yx3xqEkycZQldLCofDphR5WYr7nmueXzDg0syld781P5ASK/w4qBef+066rfc16KVWm9T1PffwfIQiiaTB7eNhh1pQ0rWBquvmhZX5omj+/Y/GpWDT/OOt1PBgiofMQdwiD3oxE5wd4uTDGyyvNGAOhvnwZT2rKNIxOm+17Xjm9D6tJJqs3OE+mRsAYQyJJwiFBEARBEIXpHzqIVDoRtBljxj1VWZUVJDtswmE0nr9v29id9dyD6Fz/nE/m2eSBGSW1epZgqR6HeYQokHEIfVNeg1nBW7pMl3EGRQ5DVXNg3EhMcA1HYWBgnFuTis3XjIZb9WQGFC9HFiLfw9H8vvAP511d0C5RLOOQsXyPQ/hVX5mtmFytl2qRcchqLxwyW29Kon6g/yMEQdQUwSXPh4HZZ6RYxqEkOcU9/QMbiEZa0W5OSfYJUJgx6MRxjLESTZuN8uYxNjnkjnKKyhDuO2jdT7Z34eCK05FqmeI5L+iMw0xGb5SdTCegqjmk0qOB2kMQBEEQRH3T078PWaOPM5Dvl1zvuFvHaELC6NQZ1s+ZWJvtsXz8OmXLq5jxt8fRumPy9n3Ws8X0UtOxRNGFS5X1El1LomNlCIfQEwTMHof66wgI7hqO4pPFF420OK5dzF77awFALNqO2dMXFzhfGK178lmFVqGy8b1EL1X2fp+xKqTMqcoonRFZKTjj1ncuN/ZhlBW/Zp2UKhN5aisfV4hIJNgvyNUkEokgm80iEokgl8sFbQ5BVBxFkRGLxgCeQTabhZAASRGIxKIQEkM0GkUq682ei0bCEBKzvY6CaDSKWDQGWQkjGo1CUoTjHACQFI5Q2PlcWZEQj7dAkr3nA4Asc0RiUcgy9328EHJIMkohKvdBHhntA4vo5dnZrhnItU/F1o//E+b99S7E9223zuPhgHtv8Byi0Sg415BVRxGNBpsBWW/Q2k40E+TvRDNB/j4xNJax4qZcToMQ1RdDJoyIWLEZAAiZY3jJMRjs2QWmqRhevCwfC8ajjnMBoPPtlzGy6KhaWlwxhAQrfi8U74ajEUSTUUhK8ZhYBbMej0bCUEKy53xZEYhFY5BkDmiAxiQIiUGgsLAka/pwDVkRiEYj4BIQjUYc3yUkjSMSiSAcVhzXjMdbISQGWeGIxWLIZPzlkni8BbLxvUOWOaLRKEIhGcuXnoqegZ2e8yPhMLgExGIxaJoKIWQI43uGLAvEY3FEDPuisagjjpaM86LRmP59x/w5EjFib/13oaqVX38kRSAWa4HGnGX2nAu8712fw4NP/azi11RCCiLRaF18l5js6/tYdDUGFJllXmdMnToVd955Z9BmEARBEARBEARBEARBEERD87GPfQw9PT1Fz2ko4RDQxcPRUSqBIwiCIAiCIAiCIAiCIIjxEIlESoqGQAMKhwRBEARBEARBEARBEARBVB8ajkIQBEEQBEEQBEEQBEEQhAcSDgmCIAiCIAiCIAiCIAiC8EDCIUEQBEEQBEEQBEEQBEEQHkg4JAiCIAiCIAiCIAiCIAjCAwmHdcJVV12F1atXY2RkBH19fb7naJrmuV122WU1tpQgJk45/j537lzcf//9GB4exqFDh3DzzTdDluUaW0oQ1WHbtm2e9fy6664L2iyCqAhf/OIXsXXrVoyOjmLNmjU49dRTgzaJICrONddc41nH9+3bF7RZBFERTjvtNNx///3Ys2cPNE3D+eef7znnmmuuwZ49e5BIJPDkk0/iqKOOCsBSgpg4pfz91ltv9az3zz//fEDWBgMJh3WCoii4++678ZOf/KToeZ/+9KcxY8YM6/ab3/ymRhYSROUo5e+cczz44IOIxWI49dRT8fGPfxwXXHABbrjhhhpbShDV49/+7d8c6/n/+3//L2iTCGLCXHjhhbjppptw7bXXYsWKFXj22Wfx0EMPYe7cuUGbRhAV5/XXX3es40cffXTQJhFERYjFYnj11Vfxla98xffxb3zjG7j88svxla98BSeccAL279+Pxx57DPF4vMaWEsTEKeXvAPDQQw851vv3v//9NbSwPtDoVj+3Sy65ROvr6/N9TNM07fzzzw/cRrrRrVK3Qv5+zjnnaNlsVps5c6Z17GMf+5g2OjqqtbS0BG433eg20du2bdu0r33ta4HbQTe6Vfr2wgsvaD/+8Y8dxzZs2KB997vfDdw2utGtkrdrrrlGW7duXeB20I1u1b75fQfdu3ev9o1vfMP6WVEUra+vT/vHf/zHwO2lG90mcvPz91tvvVX785//HLhtQd4o47DB+OEPf4hDhw7hpZdewmWXXQbGWNAmEUTFeec734nXX3/dUfLzyCOPIBwOY+XKlQFaRhCV48orr0R3dzfWrVuHq666ikrxiYZHlmWsXLkSjz76qOP4o48+ilNOOSUgqwiieixevBh79uzB1q1b8fvf/x4LFiwI2iSCqDoLFizAzJkzHWt9Op3G008/TWs9MWk544wzcODAAbz11lv4+c9/jmnTpgVtUk2RgjaAKJ9vf/vb+Otf/4rR0VH83d/9HW644QZ0dnbi2muvDdo0gqgoM2bMwIEDBxzH+vv7kUqlMGPGjICsIojKcfPNN+Pll19GX18fTjzxRFx33XVYsGABPv/5zwdtGkGMm87OTkiS5Fm/Dxw4QGs3Mel48cUXcfHFF2PTpk2YPn06vv3tb+O5557DsmXL0NvbG7R5BFE1zPXcb62fP39+ECYRRFV56KGHcPfdd2PHjh1YsGAB/uM//gNPPPEEVq5ciXQ6HbR5NYEyDquIX9Nk920s2VPXXnstXnjhBbz66qu48cYb8X/+z//BFVdcUcV3QBDlU2l/1zTNc4wx5nucIOqBsfwN3HTTTXjmmWewfv16/OpXv8IXvvAFfO5zn0NHR0fA74IgJo57naa1m5iMPPzww/jTn/6E119/HX/9619x7rnnAgAuueSSgC0jiNpAaz3RLNx11134n//5H7zxxhv4y1/+gve9731YsmSJte43A5RxWEV++MMf4g9/+EPRc7Zv3z7u13/hhRfQ1taGrq4uHDx4cNyvQxCVoJL+vn//fpx00kmOY+3t7VAUxbO7SRD1wkT+Bl544QUAwKJFi/DSSy9V2jSCqAnd3d3IZrOe7MKuri5au4lJTyKRwPr167F48eKgTSGIqrJ//34AeuaheR+gtZ5oHvbv348dO3Y01XpPwmEV6enpQU9PT9Vef8WKFRgdHUV/f3/VrkEQ5VJJf3/++edx9dVXOwKSs88+G8lkEmvXrq3INQii0kzkb2DFihUA4OjrSRCNRiaTwdq1a3HWWWfh3nvvtY6fddZZuO+++4IzjCBqgKIoWLp0KZ599tmgTSGIqrJt2zbs27cPZ511Fl555RUAeo/b008/HVdeeWWwxhFEDejo6MDcuXObKm4n4bBOmDt3Ljo6OjBv3jwIIbB8+XIAwJYtWzAyMoIPfOADmDFjBp5//nmMjo7i3e9+N6699lr8/Oc/b5q6emLyUMrfH330UWzYsAG33347rrjiCnR0dOC//uu/8Itf/AJDQ0MBW08QE+Pkk0/GySefjCeffBIDAwM44YQT8IMf/AD33Xcfdu3aFbR5BDEhbrzxRtx+++1Ys2YNnn/+efzjP/4j5s2bh5/+9KdBm0YQFeX666/HAw88gJ07d6Krqwvf/va30drait/85jdBm0YQEyYWi2HRokXWzwsWLMDy5cvR29uLXbt24aabbsJVV12FzZs3Y/PmzbjqqquQSCRwxx13BGg1QYyPYv7e29uL73znO7jnnnuwb98+HHbYYfjud7+L7u5u/PnPfw7Q6toT+Ghnuukjvv04/fTTNQDae9/7Xu3ll1/WBgcHteHhYe21117TvvrVr2pCiMBtpxvdxnor5e8AtLlz52oPPPCANjIyonV3d2u33HKLpihK4LbTjW4Tva1YsUJ7/vnntb6+Pi2RSGgbN27UrrnmGi0SiQRuG93oVonbF7/4RW3btm1aMpnU1qxZo5122mmB20Q3ulX69vvf/17bs2ePlkqltN27d2t//OMftaVLlwZuF93oVonb6aef7hur33rrrdY511xzjbZ3715tdHRUe+qpp7Rly5YFbjfd6DaeWzF/D4fD2sMPP6wdOHBAS6VS2vbt27Vbb71VmzNnTuB21/LGjDsEQRAEQRAEQRAEQRAEQRAWNFWZIAiCIAiCIAiCIAiCIAgPJBwSBEEQBEEQBEEQBEEQBOGBhEOCIAiCIAiCIAiCIAiCIDyQcEgQBEEQBEEQBEEQBEEQhAcSDgmCIAiCIAiCIAiCIAiC8EDCIUEQBEEQBEEQBEEQBEEQHkg4JAiCIAiCIAiCIAiCIAjCAwmHBEEQBEEQBEEQBEEQBEF4IOGQIAiCIAiCIAiCIAiCIAgPJBwSBEEQBEEQBEEQBEEQBOGBhEOCIAiCIAiCIAiCIAiCIDz8/9kFpX2BTRi/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualise mean and mean ± std -> confidence range\n",
    "plt.plot(xx.numpy(), mean.numpy(), 'C1')\n",
    "plt.fill_between(xx.numpy(), (mean + std).numpy(), (mean - std).numpy(), color='C2')\n",
    "plt.plot(x.numpy(), y.numpy(), 'oC0')\n",
    "plt.axis('equal')\n",
    "plt.ylim([-10, 5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:pDL] *",
   "language": "python",
   "name": "conda-env-pDL-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}