{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e1f212a4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import numpy.random as nr\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (12, 12) #固定图像大小\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98eebdc7",
   "metadata": {},
   "source": [
    "## Perceptron algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "dd146e67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成随机点\n",
    "N = 100\n",
    "xn = nr.rand(N, 2) # 第一列为横轴，第二列为纵轴\n",
    "x = np.linspace(0, 1) # 选取[0,10]上的线性分布\n",
    "\n",
    "# 选取一线性函数\n",
    "# a, b = nr.rand(), nr.rand()\n",
    "a, b = 0.8, 0.2\n",
    "f = lambda x : a*x + b\n",
    "\n",
    "#fig = plt.figure() # 创建图层\n",
    "#figa = plt.gca() # get current axes 获取当前的坐标轴，处理坐标轴相关信息\n",
    "\n",
    "plt.plot(x, f(x), 'tab:red')\n",
    "dn = np.zeros([N, 1]) # 点在分割线上方为1，反之为-1\n",
    "\n",
    "def print_base(xn, dn):\n",
    "    plt.plot(xn[:,0], xn[:,1],  'o', color='tab:blue') # 蓝色，圆点\n",
    "    for i in range(N):\n",
    "        if (f(xn[i, 0]) > xn[i, 1]): # 分割线下方\n",
    "            dn[i] = 1\n",
    "            plt.plot(xn[i, 0], xn[i, 1], 'o', color='tab:green')\n",
    "        else:\n",
    "            dn[i] = -1 # 分割线上方\n",
    "\n",
    "\n",
    "print_base(xn, dn)\n",
    "plt.legend(['上方', '分割线', '下方'])\n",
    "plt.title('根据分割线选择点')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67297d13",
   "metadata": {},
   "source": [
    "现在假设我们不知道这条分割线，只能根据这些点的位置和它们所具有的两种性质，找到一条直线将它们分为两半，这就是最简单的分类算法，下面用二维分类问题举例。\n",
    "\n",
    "假设一个点坐标为$(x_1,x_2)$，则可以记为为$\\mathbf{x} = [1,x_1,x_2]^T$，这样方便写成直线的形式，记$\\mathbf{w}=[w_0,w_1,w_2]^T$，则当前直线可以写为$l:w_0+w_1x_1+w_2x_2=\\mathbf{x}^T\\mathbf{w}$，假设当前的点的性质和$l$不符合，即它本应该在$l$下方但是它现在在$l$上方，则我们希望通过改变参数$\\mathbf{w}$旋转或平移直线$l$，使得当前点的性质得以满足，将以上问题转化为下面这个优化问题：\n",
    "$$\\min\\quad J(\\mathbf{w})=\\sum_{\\mathbf{x_i}\\in M}-d_i\\cdot f(\\mathbf{x_i})$$\n",
    "具体解释可以看博客，通过最速下降法，即沿梯度方向更新$\\mathbf{w}$，得到如下更新$\\mathbf{w}$的方法：\n",
    "$$\\mathbf{w}'=\\mathbf{w}-\\eta d\\cdot\\mathbf{x}$$\n",
    "其中$\\eta$为学习系数，即每次更新的权重，下面代码中直接取值为$\\eta=1$，通过代码运行可以看出迭代效果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c924dcf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4RhM9d0MP1aepPOgIUgAARJmD+YW6e2a2Pl67R7cOaKuHLjtTCfFxTpcVlQhSAABEkS37jmrUtMXauPeI/nx1Z93Yt43TJUU1ghQAAFHi6w37NG5GljxWmj6qj/qf3tjpkqIeQQoAgCgwa/EWPbxgpVo1rK0pI3srtTFN5eHgV5AyxjSU1EtStrV2b2hLAgAA/ir2WD3xnzWa/OlGndu+sZ67oacaJNFUHi6Vdp4ZY1IkvSOpj6T/GmOalHPcFGPMl8aYh4NcIwAAKMOh/EKlT8/U5E836uZ+bfTPW3oTosLMnxGprpJ+ba39yheqekpaWPIAY8xQSfHW2n7GmFeNMe2ttetCUC8AAJC0db+3qfz7PUf0pyGdNeJsmsqdUGmQstb+T5KMMQPlHZV6pIzDzpc02/f1+5LOkXRSkDLGjJE0RpJat2ZbegAAArV4036NzchSUbFH027to3Pa01TuFL82lTDGGEnXSsqVVFjGIXUk5fi+3i/plNIHWGsnWWvTrLVpTZqUOTsIAAAqMSdzq26Y/JUaJCVqwZ0DCFEO8ytIWa87JS2XdGUZhxyWlOT7uq6/vxcAAPin2GP1+L/XaPzc5eqT2lAL7hig05rUdbqsmFfp1J4x5reSdlhrp0tKlpRXxmFZ8k7nfSWpm6S1wSsRAIDYdrigSPe8ka0P1+zWiLPb6A8/76REdip3BX+azSdJmm2MGS1ppaRtxphHrbUlV+ctkPSpMaa5pEslnR30SgEAiEFb9x9V+vRMrdt9WI9cdZZu7tfW6ZJQgj/N5rmSLi518cOljjlojDnfd9yT1toDwSoQAIBYlelrKj9e7NHUW3vr3Pb0GLtN0HY29wWu2ZUeCAAAKjUva5senL9CzZNr6ZWRvdWuKf1QbsQpYgAAcBGPx+rJhWv10v++V7/TGunFm3oquXYNp8tCOQhSAAC4xJGCIt0za6k+WL1LN/RtrYlXnkVTucsRpAAAcIGcvGMaPS1Ta3ce1B9/3kkj+7eVdxtHuBlBCgAAh2VtztXYjEwVFHr06i29dX6Hpk6XBD8RpAAAcNCC7Bz9Zt5yndqglt4Yk6Z2Tes5XRKqgCAFAIADPB6rv3ywVs//93v1TW2ol27qpZQ6NJVHGoIUAABhdvR4ke6dtVQLV+3S9X1aaeKVnVUjgabySESQAgAgjLb7msq/3XlQv7+ik24bQFN5JCNIAQAQJtlbcjUmI0vHjhdryi29dQFN5RGPIAUAQBi8tTRH4+cu1yn1a+q10X11xik0lUcDghQAACHk8Vj97cPv9PdF69WnbUO9NKKXGtJUHjUIUgAAhMjR40W6b/Yy/WflTg3v1VJ/vroLTeVRhiAFAEAI7DyQr9HTF2vV9oN66LIzNfrcVJrKoxBBCgCAIFu2NU/p0zN1pKBIr9ycpgvPPMXpkhAiBCkAAILoneXbdd/sZWpSr6YyRg1Qh2Y0lUczghQAAEFgrdXfPlynZz9ap7Q2KXppRC81rlvT6bIQYgQpAACqKb+wWPfPWaZ3lu/QsJ4t9djQzqqZEO90WQgDghQAANWw62C+0qdnakXOAT1waUeNHXgaTeUxhCAFAECAVmw7oNHTF+tQfpEmjUjTxZ1oKo81BCkAAALw7xU79OvZS9WoTk3Nu72/zjy1vtMlwQEEKQAAqsBaq38sWq+/fvCderZO1ssj0tSkHk3lsYogBQCAn/ILizV+7nK9vWy7hvZooceGdlGtRJrKYxlBCgAAP+w+mK/0jCwt35an31zSQbefdzpN5SBIAQBQmZU5B5Q+PVN5Rwv10k29NPisZk6XBJcgSAEAUIH3Vu7QvbOWKaV2oube3k9nNW/gdElwEYIUAABlsNbqhY+/11ML16p7q2RNurmXmtar5XRZcBmCFAAApeQXFuuBecu1YOl2XdW9uf5vWFeaylEmghQAACXsPpSvsRlZyt6Sp/t/dobuvKAdTeUoF0EKAACfVdsPKH1apnKPFurFG3vq0i6nOl0SXI4gBQCApIWrduqeN5aqQVKi5ozrp84taCpH5QhSAICYZq3Vi//zNpV3bdFAk29OU9P6NJXDPwQpAEDMyi8s1u/mr9D87Bxd0fVUPT28G03lqBKCFAAgJu05VKCxGZlasiVP9150hu6+kKZyVB1BCgAQc9bsOKjR0zK170iBnr+hpy7vSlM5AkOQAgDElA9W79Kv3shWvVoJmj22n7q2THa6JEQwghQAICZYa/XyJxv0f+99q87NvU3lzRrQVI7qIUgBAKJeQVGxHnpzpeZmbdPlXbxN5Uk1aCpH9RGkAABRbd/hAo2bkaXFm3L1qwvb61cXtldcHE3lCA6CFAAgaq3deUijpi3WnkMF+sf1PfTzbs2dLglRhiAFAIhKH63ZpbtnZqtOTW9TebdWyU6XhChEkAIARBVrrV75dKMe+88andW8vibfnKZTGyQ5XRaiFEEKABA1jhd59PCCFZqduU2XdWmmp4d3U+0avNUhdHh0AQCiwv4jxzVuRpa+2bhfdw9qp3suOoOmcoQcQQoAEPHW7Tqk26Yt1q6DBXr2uu66qnsLp0tCjCBIAQAi2n/X7tbdr2erVo14zRpztnq0TnG6JMQQghQAICJZa/Xq55v053dXq2Oz+nplZJqaJ9NUjvAiSAEAIs7xIo8m/GulZn6zVYPPOkXPXNudpnI4gkcdACCi5Pqayr/euF93XnC67ru4A03lcAxBCgAQMdbvPqRR0zK140C+nrm2m67u0dLpkhDjCFIAgIjwv+/26K7XlqhmYpxmpp+tXm1oKofzCFIAAFez1mraF5v0yDurdcYp9fTKyDS1TKntdFmAJIIUAMDFCos9mvCvVXr96y26uNMp+tu13VWnJm9dcI9KH43GmAaS3pAUL+mIpGuttcdLHZMgaYPvP0n6pbV2RZBrBQDEkLyjx3XHa0v0xff7NO680/WbwTSVw338ifU3SvqrtfYDY8yLki6R9K9Sx3SVNNNa+9tgFwgAiD3f7zmsUVMXa3tevv4yvJuG9aKpHO5UaZCy1r5Q4tsmknaXcdjZkq4wxlwgaYWksdbaouCUCACIJZ+u26M7XluiGvFxej29r9LaNnS6JKBccf4eaIzpJynFWvtVGT9eLOkia20fSYmSLivj+mOMMZnGmMw9e/YEXDAAIHpN/3KTbvnnYrVITtKCOwcQouB6fnXsGWMaSvqHpGHlHLLcWlvg+zpTUvvSB1hrJ0maJElpaWm26qUCAKJVYbFHj7y9WhlfbdaFHZvq2et7qC5N5YgAlY5IGWNqSJoj6UFr7eZyDsswxnQzxsRLGiJpWfBKBABEswNHC3XrPxcr46vNGjvwNE26OY0QhYjhzyN1lKSekh4yxjwk6b+SEq21D5c45hFJr0sykv5lrf0w6JUCAKLOhj2HNXpaprbmHtWT13TVL9JaOV0SUCX+NJu/KOnFSo5ZKe/KPQAA/PL5+r26fUaWEuLj9Nros9UnlX4oRB7GTgEAYTfjq82a8K9VOr1JHU0Z2VutGrJTOSITQQoAEDZFxR796Z3VmvblZl3QoYn+fn0P1auV6HRZQMAIUgCAsDhwrFB3vb5En67bq9HnpOrBy85UPDuVI8IRpAAAIbdp7xHdNm2xtuw7qv8b1kXX9m7tdElAUBCkAAAh9cX3e3X7jCWKM9KM0X119mmNnC4JCBqCFAAgZF7/eov+8NZKtW1cR1NGpqlNozpOlwQEFUEKABB0RcUe/fnfa/TPzzfpvDOa6B839FB9msoRhQhSAICgOphfqLtez9Yn3+3RbQNS9bvLOioh3u9TuwIRhSAFAAiazfuOaNS0TG3ae0SPXd1FN/SlqRzRjSAFAAiKrzbs07gZWbJWmj6qj/qf3tjpkoCQI0gBAKpt1uIteujNlWrTqLamjOytto1pKkdsIEgBAAJW7LF67N9rNOWzjTq3fWM9d0NPNUiiqRyxgyAFAAjIofxC3T0zW/9du0e39G+rhy8/k6ZyxByCFACgyrbsO6rR0xfr+z1H9OiQzrrp7DZOlwQ4giAFAKiSbzbu17gZWSr2WE2/rY8GtKOpHLGLIAUA8NvszK166M0VapVSW1Nu6a1UmsoR4whSAIBKFXus/u+9bzXpkw06p11jPX9DTzWoTVM5QJACAFTocEGRfjUzWx99u1s392uj31/RSYk0lQOSCFIAgAps3X9Uo6dlav2ew3rkqrN0c7+2TpcEuApBCgBQpsxN+zU2I0uFxR5NvbW3zm3fxOmSANchSAEAfmJu1jb9bv4KtUhJ0isj03R6k7pOlwS4EkEKAPADj8fqyYVr9dL/vlf/0xvphRt7Krl2DafLAlyLIAUAkCQdKSjSPbOW6oPVu3Rj39b645Vn0VQOVIIgBQBQTt4xjZq6WN/tOqSJV56lm/u1kTHG6bIA1yNIAUCMy9qcq7EZmSoo8uift/bReWfQVA74iyAFADHszext+u3cFTo1uZbeGJOmdk3rOV0SEFEIUgAQgzweq6ffX6sXPv5eZ5/WUC/e2EspdWgqB6qKIAUAMeZIQZF+PXupFq7apev7tNLEKzurRgJN5UAgCFIAEEO25x3T6GmZ+nbnQf3+ik66bUBbmsqBaiBIAUCMyN6Sq/TpWSooLNaUW3rrgg5NnS4JiHgEKQCIAW8tzdH4ucvVrH4tzUzvq/an0FQOBANBCgCimMdj9cyH3+kfi9arT2pDvXRTLzWkqRwIGoIUAESpo8eLdN/sZfrPyp36RVpLPTqkC03lQJARpAAgCu04cEzp0zO1avtBPXz5mRp1TipN5UAIEKQAIMos25qn9OmZOlJQpCkj0zSo4ylOlwRELYIUAESRt5dt1/1zlqlJvZrKGDVAHZrRVA6EEkEKAKKAx2P17Efr9OxH69S7bYpeuqmXGtWt6XRZQNQjSAFAhDt2vFj3z1mmd1fs0DW9WurPV3dWzYR4p8sCYgJBCgAi2M4D+UqfnqmV2w/owUs7aszA02gqB8KIIAUAEWr5Nm9T+eH8Ik0akaaLO9FUDoQbQQoAItA7y71N5Y3q1NTc2/vrzFPrO10SEJMIUgAQQay1+vtH6/XMh9+pV5sUvTyilxrTVA44hiAFABEiv7BY4+cu19vLtmtojxZ6bGgX1UqkqRxwEkEKACLA7oPepvLlOQf020s6atx5NJUDbkCQAgCXW5lzQKOnZepgfqFeuqmXBp/VzOmSAPgQpADAxf6zYofunb1UDWvX0Nxx/dWpOU3lgJsQpADAhay1em7Rev3lg+/Uo3WyXh7RS03r1XK6LAClEKQAwGXyC4v123nL9dbS7RrSvbmeGNaVpnLApQhSAOAiuw/la8z0LC3dmqfxgzvojvNPp6kccDGCFAC4xKrtB5Q+LVO5Rwv10k09dUnnU50uCUAlCFIA4AILV+3UPW8sVXLtRM0Z10+dWzRwuiQAfiBIAYCDrLV64ePv9dTCtereKlmTRvRS0/o0lQORgiAFAA7JLyzWg/NX6M3sHF3ZrbmevIamciDSEKQAwAF7DhVobEamlmzJ030Xn6G7BrWjqRyIQJUGKWNMA0lvSIqXdETStdba42UcN0VSJ0nvWmsfDXahABAtVm8/qPTpmdp3pEAv3NhTl3WhqRyIVHF+HHOjpL9aa38maaekS0ofYIwZKineWttP0mnGmPbBLRMAosMHq3fpmpe+ULHHas7Y/oQoIMJVOiJlrX2hxLdNJO0u47DzJc32ff2+pHMkratucQAQLay1evmTDfq/975VlxYNNPnmNJ1CUzkQ8fzukTLG9JOUYq39qowf15GU4/t6v6SeZVx/jKQxktS6deuqVwoAEaqgqFi/m79S85Zs0+VdT9XT13RTUg2ayoFo4FeQMsY0lPQPScPKOeSwpCTf13VVxpShtXaSpEmSlJaWZqtcKQBEoL2HCzQuI0uZm3N1z0Xt9asL29NUDkQRf5rNa0iaI+lBa+3mcg7Lknc67ytJ3SStDVqFABChvt15UKOmZmrv4QI9d0MPXdG1udMlAQgyf0akRsk7VfeQMeYhSf+VlGitfbjEMQskfWqMaS7pUklnB7tQAIgkH63ZpbtnZqtOzQTNHttP3VolO10SgBDwp9n8RUkvVnLMQWPM+ZIulvSktfZAUKoDgAhjrdUrn27UY/9Zo7Oa19crN/dWswY0lQPRKmgbclprc/Xjyj0AiDnHizx66M0VmpO1TZd1aaa/DO9OUzkQ5djZHACCYN/hAt0+Y4m+2bRfd1/YXvdc2F5xcTSVA9GOIAUA1fTdrkMaNW2xdh0s0LPXdddV3Vs4XRKAMCFIAUA1/Pfb3frlzGwl1YjXrDFnq0frFKdLAhBGBCkACIC1VlM+26jH/r1GHZvV1ysj09Q8OanyKwKIKgQpAKii40Ue/eGtlXpj8VZdclYz/fXabqpdg5dTIBbxzAeAKsg9clzjZmTp6437ddcF7fTri8+gqRyIYQQpAPDT+t2HNGpapnYcyNffru2uIT1oKgdiHUEKAPzw8drd+uXr2aqZGKeZ6WerVxuaygEQpACgQtZaTf1ik/70zmp18DWVt6CpHIAPQQoAylFY7NEf3lqlmd9s0cWdTtHfru2uOjV52QTwI14RAKAMuUeO647XlujLDft0+/mna/zPOtBUDuAnCFIAUMr63Yc1etpibc/L119/0U1De7Z0uiQALkWQAoASPvluj+58fYlqxMdp5pi+6tWmodMlAXAxghQAyNtUPv3LzXrkndVq37SuXhmZppYptZ0uC4DLEaQAxLzCYo8mvr1KM77aoovObKq/XddDdWkqB+AHXikAxLS8o8d15+tL9Pn6fRo78DT95pKOiqepHICfCFIAYtaGPYc1alqmtuUe1VPXdNXwtFZOlwQgwhCkAMSkz9bt1R2vZSkhPk6vp5+t3m1pKgdQdQQpADEn46vN+uO/VqldE29TeauGNJUDCAxBCkDMKCr26JF3Vmv6l5s1qGNTPXtdd9Wrleh0WQAiGEEKQEw4cLRQd81cok/X7VX6ual64NIzaSoHUG0EKQBRb+PeIxo1bbG27j+qJ4d11S9601QOIDgIUgCi2hfr9+r215YozkgzRvVV39MaOV0SgChCkAIQtV7/eov+8NZKpTauoykje6t1I5rKAQQXQQpA1Ckq9ujRd9do6hebdH6HJvrH9T1oKgcQEgQpAFHlYH6h7no9W598t0ejzknV7y6jqRxA6BCkAESNzfuOaNS0TG3ae0RPDO2i6/q0drokAFGOIAUgKny1YZ/GzciSJGWM6qt+p9NUDiD0CFIAIt4b32zRwwtWqk2j2poysrfaNq7jdEkAYgRBCkDEKvZY/fndNXr1840aeEYTPXdDD9WnqRxAGBGkAESkQ/mF+uXMbH28do9u6d9WD19+phLi45wuC0CMIUgBiDhb9h3VqGmLtXHvEf356s66sW8bp0sCEKMIUgAiyte+pnKPlabf1kf92zV2uiQAMYwgBSBizF68VQ8tWKFWKbU15ZbeSqWpHIDDCFIAXK/YY/V/732rSZ9s0DntGuv5G3qqQW2aygE4jyAFwNUO5RfqnjeW6qNvd2tkvzb6/RWdaCoH4BoEKQCutXX/UY2elqn1ew7rT1edpRH92jpdEgCchCAFwJUWb9qvcRlZKiz2aNqtfXROe5rKAbgPQQqA68zN2qbfzV+hFilJemVkmk5vUtfpkgCgTAQpAK5R7LF6cuG3evl/GzSgXSM9f0NPJdeu4XRZAFAughQAVzhcUKR73liqD9fs0o19W+uPV56lRJrKAbgcQQqA47blepvKv9t1SH/8eSeN7N9WxhinywKAShGkADgqa3OuxmZkqqDIo6m39tHAM5o4XRIA+I0gBcAx85ds0wPzVujU5Fp6Y0xvtWtKUzmAyEKQAhB2Ho/V0++v1Qsff6+zT2uoF2/spZQ6NJUDiDwEKQBhdaSgSPfOWqr3V+/S9X1a6ZGrOtNUDiBiEaQAhM32vGMaPS1T3+48qD9c0Um3DqCpHEBkI0gBCIslW3I1ZnqWCgqL9eotvXV+h6ZOlwQA1UaQAhByby3N0fi5y9Wsfi3NTO+r9qfUc7okAAgKghSAkPF4rP76wXd67r/r1Se1oV66qZca0lQOIIoQpACExNHjRfr1rGV6b9VOXZvWSn8a0lk1EmgqBxBdCFIAgm7HAW9T+ZodB/Xw5Wdq1DmpNJUDiEp+BSljzCmS5lprzy3n5wmSNvj+k6RfWmtXBKdEAJFk6dY8pU/P1LHjxXplZJoGdTzF6ZIAIGQqDVLGmBRJ0yTVqeCwrpJmWmt/G6zCAESefy3brvFzlqlp/Zp6bXRfnUFTOYAo50/DQrGkayUdrOCYsyVdYYz5xhgzxTdCBSBGnGgqv3tmtrq1TNaCOwYQogDEhEqDlLX2oLX2QCWHLZZ0kbW2j6RESZeVPsAYM8YYk2mMydyzZ09g1QJwnWPHi3XXzCX6+0frNLxXS2WM7qNGdWs6XRYAhEWwRo6WW2sLfF9nSmpf+gBr7SRJkyQpLS3NBul2ATho54F8pU/P1MrtB/S7yzoq/dzTaCoHEFOCtRY5wxjTzRgTL2mIpGVB+r0AXGr5tjxd+dxn2rDnsF65OU1jBp5OiAIQc6ocpIwxnYwxj5a6+BFJGZKWSvrSWvthEGoD4FLvLN+u4S99qcT4OM27o78uPJOVeQBik99Te9ba833/Xy3p4VI/Wynvyj0AUcxaq2c/Wqe/fbhOaW1S9NKIXmpMPxSAGMbqOgB+yS8s1v1zlumd5Ts0tGcLPT60i2omxDtdFgA4iiAFoFK7DuZrzPRMLc85oAcu7aixA2kqBwCJIAWgEitzDmj0tEwdzC/UpBFpurgT/VAAcAJBCkC5/r1ih349e6ka1ampebf315mn1ne6JABwFYIUgJ+w1uq5Rev1lw++U8/WyXp5RJqa1KOpHABKI0gBOEl+YbF+M3e5/rVsu67u4W0qr5VIUzkAlIUgBeAHuw/la8z0LC3dmqfxgzvojvPZZBMAKkKQAiDJ21SePj1TeUcL9dJNvXRJ52ZOlwQArkeQAqD3Vu7UvbOWKrl2ouaM66fOLRo4XRIARASCFBDDrLV64ePv9dTCtereKlmTbu6lpvVqOV0WAEQMghQQo/ILi/XAvOVasHS7ruzWXE9e05WmcgCoIoIUEIP2HCrQmIxMZW/J0/0/O0N3XtCOpnIACABBCogxq7cf1Ohpi7X/6HG9eGNPXdrlVKdLAoCIRZACYsj7q3bqnllLVb9WouaO609TOQBUE0EKiAHWWr30vw16cuG36tqigSbfnKam9WkqB4DqIkgBUa6gqFgPzl+h+UtydEXXU/X08G40lQNAkBCkgCi293CBxmVkKXNzru65qL1+dWF7msoBIIgIUkCU+nbnQY2amql9Rwr0/A09dXlXmsoBINgIUkAU+nD1Lv3qjWzVrZWg2WP7qWvLZKdLAoCoRJACooi1VpM/3aDH//OtOjf3NpU3a0BTOQCECkEKiBIFRcV6+M2VmpO1TZd1aaa/DO+upBo0lQNAKBGkgCiw73CBbp+xRN9s2q+7L2yvey5sr7g4msoBINQIUkCEW7vzkEZNW6w9hwr09+t76MpuzZ0uCQBiBkEKiGD//Xa3fjkzW0k14jVrbD91b5XsdEkAEFMIUkAEstZqymcb9di/1+jMU+vrlZFpOrVBktNlAUDMIUgBEeZ4kUe/X7BSszK36pKzmumv13ZT7Ro8lQHACbz6AhFk/5HjGjcjS99s3K+7LminX198Bk3lAOAgghQQIdbtOqRR0zK182C+nr2uu67q3sLpkgAg5hGkgAjw37W7dffr2aqZGK9ZY85Wj9YpTpcEABBBCnA1a63++fkmPfruanVo5m0qb5FMUzkAuAVBCnCpwmKP/vDWKs38Zot+1ukUPXNtd9WpyVMWANyEV2XAhXKPHNftr2Xpqw37decFp+u+izvQVA4ALkSQAlxm/e7DGjVtsXbk5euvv+imoT1bOl0SAKAcBCnART75bo/ufH2JaibEaeaYvurVpqHTJQEAKkCQAlzAWqtpX2zSI++s1hmn1NMrI9PUMqW202UBACpBkAIcVljs0R//tUqvfb1FF515ip69jqZyAIgUvFoDDso7elx3vLZEX3y/T+POO12/GUxTOQBEEoIU4JDv9xzW6GmZysk9pqeHd9M1vWgqB4BIQ5ACHPDpuj2687UlSoyP0+vpfZXWlqZyAIhEBCkgzDK+3KQ/vr1a7ZrU1Ssj09SqIU3lABCpCFJAmBQVe/TIO6s1/cvNurBjUz17fQ/VpakcACIar+JAGBw4Wqi7Zi7Rp+v2aszA0/TbSzoqnqZyAIh4BCkgxDbuPaJRUxdra+5RPTmsq37Ru5XTJQEAgoQgBYTQF+v36vbXlijOSK+NPlt9UmkqB4BoQpACQuS1rzdrwlurlNq4jqaM7K3WjWgqB4BoQ5ACgqyo2KNH312jqV9s0gUdmujv1/dQvVqJTpcFAAgBghQQRAeOFequ171N5aPOSdXvLjuTpnIAiGIEKSBINu09olHTFmvzvqN6YmgXXdentdMlAQBCjCAFBMGX3+/T7a9lSZIyRvVVv9MbOVwRACAcCFJANb3xzRY9vGCl2jSqrVdv6a02jeo4XRIAIEwIUkCAij1Wf353jV79fKMGntFEz93QQ/VpKgeAmEKQAgJwML9Qd8/M1sdr9+jWAW310GVnKiE+zumyAABhRpACqmjLvqMaNW2xNu49oj9f3Vk39m3jdEkAAIcQpIAq+HrDPo2bkSWPlaaP6qP+pzd2uiQAgIP8ClLGmFMkzbXWnlvBMVMkdZL0rrX20SDVB7jG7MVb9dCCFWrVsLamjOyt1MaR01S+IDtHTy1cq+15x9Q8OUnjB3fQkB4tnC4LACJepUHKGJMiaZqkct81jDFDJcVba/sZY141xrS31q4LYp0IAd5c/VPssXriP2s0+dONOrd9Yz13Q081SIqcpvIF2Tl6cP4KHSssliTl5B3Tg/NXSBL3NwBUkz/dscWSrpV0sIJjzpc02/f1+5LOqV5ZqIoF2Tka8MQipT7wrgY8sUgLsnP8us6D81coJ++YrH58c/XnurHkUH6h0qdnavKnG1WnRrw+W7dXlz37aUT9nZ5auPaHEHXCscJiPbVwrUMVhU4gzwUAqI5KR6SstQclyZgKT3NRR9KJV6z9knqWPsAYM0bSGElq3Tr2dnwO1ehPoKMNFb25MkrhtXW/t6l83a7DSow3OnI8Mkd0tucdq9LlkYqRNyB6TVyUoXkbJ8sTn6u44hQNS03XhEEjnC5Lkn8jUv44LCnJ93Xdsn6vtXaStTbNWpvWpEmTIN1sZAjl6E+gow2x8uYaqMWb9mvI859r54F8NaxTQ4XF9qSfR9KITvPkpCpdHqliaeQtlBjVg9tMXJShOZufkU3IlTGSTcjVnM3PaOKiDKdLkxS8IJWlH6fzuknaFKTfGxVC+QIfaCCKlTfXQMzJ3KobJn+l+kmJWnDnAO0/crzM4yIldI4f3EFJifEnXZaUGK/xgzs4VFH1lPdGz4eD6mPKv/oIosE3b+NkmbjCky4zcYWat3GyQxWdrMpByhjTyRhTelXeAkkjjDF/lfQLSe8GobaoEcoX+EADUbS9uQZDscfq8X+v0fi5y9UntaEW3DFApzWpG/Ghc0iPFnp8aBe1SE6SkdQiOUmPD+0SkdNdFb3RR/r95AaM6lUPQTQ0PPG5Vbo83PwOUtba833/X22tfbjUzw7K23D+laQLrLUHglhjxAvlC3yggSia3lyD4XBBkcZmZOrlTzboprNba+qtfdSgtndlXjSEziE9WujzBwZp4xOX6/MHBkXs/VzRG3003E9OK+/DXU7eMcKAH9weRCN1tCyuOKVKl4db0DbktNbm6seVe45z09L+8YM7nNQEKwXvBf7EvymQf+uQHi0i9g01mLblHtXoaZlat/uwHrnqLN3cr+1JP6/O3zgSuOm5UpmKRnej/X4Kh+bJScop529M437l3Dy9HMmLMYalpmvO5mdOmt6znkRdk5ruYFU/isqdzd32gAn1CzyBKHBZm/drbEaWCoo8mnprb53bvuyFENH6Nw7kueJk8Crvjf7E6G603k/hUtaHvhNY1Vu5yh6fTnLjSm1/V+JNGDRCWqSTjr3GRav2ojJIufEBwwu8+8zL2qYH569Q8+RaemNMb7VrWtfpksKuqs8Vpz+khHJ0Fz/eh/fMWlrmz90wsuJmbn58um207MRKPJNQKKMfV+JpkcoNUxPkjuBUWlSert5tDxi4i8dj9X/vfav75ixTrzYpWnDngJgMUVLVnytO94DQ2xd6Q3q0UAsa9wPi5sen2xZjuH0lXlVE5YiUm4dX4awjBUW6Z9ZSfbB6l27o21oTrzxLifFR+XnCL1V9rrjhQwqju6Hn5pEVt3Pr49Nt96knPldlbfPtlpV4VRGV7yCs3kFZcvKO6ZqXvtRHa3bpjz/vpD8P6RzTIUqq+nPFbZ9qEXwneuCOFRYr3ndGCzeNrCAwbhstc/tKvKqIyhEpVu+gtKzNuRqbkamCQo9evaW3zu/Q1OmSXKGqzxW3fapFcJXugSu29of7l9fPyOem0TK3r8SrCmOtrfyoIEtLS7OZmZlhv11Et/JWky3IztFv5i3XqQ1qacrINLVrWs/pUiNaJG2XgKoZ8MSiMqd6WyQn6fMHBjlQEaKZm8+fV5oxJstam1bmzwhSqEwkvHGW/iQtSUmJcTqnXWN9sGa3+qY21Es39VJKnRoOVoloFwnPlYqkPvCuynpHMJI2PnF5uMsBXKOiIBWVU3sIHqeXu/ur7NVkHn2wZreu79NKE6/srBoJsd0PhdCKlOdKRVioA1Qd7yyokNPL3f1V0aqxx67u8kOIitRTJMD9qvpcceNjkYU6QNUxIoUKuWG5uz/K+yTdIjlJxrfyKBpGDOBeVXmuuPWxWN2FOpE+tQkEgiCFCkXKUP/4wR00fu4yFRb/2OFR+pO0G3e8R/SoynPFzY/FQFd2uTUcAqHG1B4qFAlD/R6P1YY9h1VYbFUjPq7cPVIiZXQNkakqz5VofCxGShsAEGyMSKFCbt+T6+jxIt03e5n+s3KnhvdqqT+X6IcqLVJG1xCZqvJcicbHYjSGQ8AfBClUyk2buJW080C+Rk9frFXbD+qhy87U6HNTf+iHKgubSSLU/H2uRONjMRrDIeAPghQi0rKteUqfnqkjBUV65eY0XXjmKZVex+2jayhftDUxR+NjMRrDIeAPNuRExHln+XbdN3uZmtSrqVdGpqljs/pOlxQS0RYeAlX2ZqvxnPvNhXjMIlqxISeigrVWf/twnZ79aJ3S2qTopRG91LhuTafLCglWQP3IzSvccDK3tgFEskg6jUqsIkghIuQXFuu+Ocv07vIdGtazpR4b2lk1E+Irv2KQhPuTNuHhRzQxI1ZNXJThPbFvQqGMJJuQqzmbn5EWiTDlIgQpuN6ug/lKn56pFTkH9OClHTVm4GkVNpUHmxOjQ4SHH9HEDKc4PRo0b+NkmYTCky4zcYWat3GyJuindThdb6xiHym42optB3Tlc59p/e7DmjQiTWPPOz2sIUoqf3TovtnLQnZaj/JCQiyGh0jYywzBM3FRhrpOGajOU7uo65SBmrgow7E65mx+RjYhV8b8OBoUzno88bl+X+6GemMVQQqu9e8VOzT85S+UEBenebf318WdKl+ZFwrljQIVW6sH568ISZiK1vAQyPnlhvRooceHdvGe7kdlb7aK6OCmMDBv42SZuLJHg8IlrjjF78vdUG+sYmoPrmOt1T8WrddfP/hOPVsn6+URaWpSz7mm8vKmlqTQ9S1F4/L46kyR0sQcG6o6lRVKnvhclTX2Xd4oUSgMS0339kiVCEjWk6hrUtPLrMvpemMVQQqukl9YrPFzl+vtZds1tEcLPTa0i2olhq+pvCxl7Y9TUqj6lqItPNBAj8q4KQzEFafIJvz0dssbJQqFCYNGSIt0Ut/TNeX0PYWiXnqu/EOQgmvsPpiv9IwsLduap99c0kG3O9APVZYTb/L3zV6m4jL2XYvFviV/lF7pWN6oXiw20KNsbggvJ1RlNCiUJgwa4ddoXLDrZcWg/+iRgiuszDmgq57/XN/tPKSXbuqlO85v54oQdcKQHi30l190c2XfUiB9R+Go6cH5K5STd0xW3mm88u5NtwZRN/5do92w1HRZT+JJl1lPooaFObxI3rAwvM29UnFtWStZKxmbWPkVHXKiXlOU4q21KEXD29wbcOih58p/jEjBce+t3KF7Zy1TSu1Ezb29n85q3sDpksrkxr6lUGzNEIw9s8qaxrOS95NticsCCaLh2NOLDVGdUZWprHCxplA/fKaLP+rqURl/R6/84aZpVrfjFDEh4u+LfSyfUsFaqxc+/l5PLVyr7q2SNenmXmpar5bTZUWUAU8sKnPKrEVykj5/YFCVf1+wTseS+sC7Ku+VpUVyUsCP93CdLibYf1e4V0V9QF2nDCxzqtEUpWj5qE/CXWpYdXm1rxR/9CeXx8K/vSycIibM/P00G8ufevMLi/XAvOVasHS7rureXP83rKvjTeWRKNgbdwarIby8nqjqBpFwNayzIWpsqKwPKFZHZSYuypA1+T/5t1tPfNh7xCIBPVIhUNGLfSDHRZs9hwp0/eSvtGDpdt3/szP0t2u7E6ICFOyNO4MVIEK1D1a4Ag4bosaGyvqAqrKPUzTx/l08P7nc2JqunNJ0GkEqBPx9sY/FT72rtx/UVc99pm93HNKLN/bUXYPau6qpPNIEO7AEK0CEahPNcAWcaN0QFSerbOdwNzW/h1N5fxcb99OpPjC1FxL+nhss1s4htnDVTt07a6nq10rUnHH91LlF+JrKq9OL5uY+tmA3wJe1Z1agASIU+2AFs76KuHFhAYKvsu0W3Nj8Hg5u2oYiEhCkQsDfF/twvSk4zVqrl/63QU8u/FZdWzTQ5JvT1LR++JrKq9OLFgl9bMEMLG4PEOGsL9o2RMVP+bP3UjBXwkUKt+yhFSlYtRcirNrzKigq1oPzV2j+khxd0fVUPT28W9j7oaqzAovVW0B0Y/fusvF3OVlFq/YIUgiZvYcLNDYjS1mbc3XvRWfo7gud2WSzvKX4RtLGJy4P2XUBANGB7Q8Qdmt2HNToaZnad6RAz9/QU5d3PdWxWqrTixZrfWwAgKph1R6C7sPVu3TNi1+oyOPR7LH9HA1RUvVWYLF6CwBQEUakEDTWWr38yQb933vfqkuLBpo0Ik3NGji/U3l1GpTd3nwN+IueFyA06JFCUBQUFeuhN1dqbtY2Xd7F21SeVINNNgE3+GEH71KrsKpzUlsgllTUI8XUHqpt3+EC3fTK15qbtU13X9he/7i+ByEKcJHKdvAGEDim9lAta3ce0qhpi7XnUIH+fn0PXdmtudMlASglVs8ZB4QDQQoB+2jNLt09M1t1aiZo1th+6t4q2emSECbRvv9ZtGGnaiB0mNpDlVlrNfmTDRo9PVOpTerorbsGEKJiyInd3nPyjsnqx93eF2TnOF0ayhGr54yD18RFGeo6ZaA6T+2irlMGauKiDKdLiiqMSLmM2z/pHy/y6OEFKzQ7c5su7dxMf/lFN9WuwcMoljy1cO1JpzWSpGOFxXpq4VpXPVbxo1g9ZxxKLDRIKJSRZBNyNWfzM9Iicf8HCe+ALuL287rtP3Jc42Zk6ZuN+/XLQe1070VnKC4u/DuVw1nby9igtKLLS2IJvnNi8Zxx8C00SCh7oQGPh+Bgas9FKvqk77R1uw7pquc/09KteXr2uu6672cdCFExqrxd3Svb7f3EJ2ObkCtjfvxkzDQDEDrlLShgoUHwEKRcpDqf9EPpv2t3a+gLX+jYcY9mjTlbV3V3fnQMzgl0t/eqLsGnrwOovvIWFLDQIHgIUi4S6Cf9ULHWaspnGzVq6mK1alhb/7prgHq05skX64b0aKHHh3ZRi+QkGUktkpP0+NAulU4/V+WTMaNXQHCw0CD06JFykfGDO5zUIyWV/0k/1E3px4s8mvCvlZr5zVYNPusUPXNt95hqKnd707/ThvRoUeW/R1WW4NPXAQQHCw1CL3beGSOAv+d1C3VTeq6vqfzrjft15wWn676LY6sfyu1N/5FqWGp6macpuaaMT8ZsIAkEDwsNQosgJXeNPvjzST+Uy8/X7z6kUdMyteNAvp65tpuu7tGyWr8vErG8PzSq8smYDSQBRIqYD1KROPoQqqb0/323R3e9tkQ1E+M0M/1s9WoTm29abm36DxYntyDw95NxVUavAMBJMd9s7uYtB8oT7KZ0a62mfr5Rt/7zG7VISdKCOwfEbIiS3Nf0H0yR0sQ9YdAIDW9zr0xRiqyVTFGKhre51/V9Haw0BGKPX0HKGDPFGPOlMebhcn6eYIzZYoz52Pdfl+CWGTqROPoQ6PLzshQWe/TQgpX649urNajjKZp3e3+1TKkdrFIjUjD/vm5T1S0InDRh0AgNS01XXHGKPPG5mrdxsquDSaSEVMQmQn7oVBqkjDFDJcVba/tJOs0Y076Mw7pKmmmtPd/334pgFxoqkTj6EOjy89Lyjh7XyFe/0etfb9G4807XpBG9VKdmzM/2Bu3v60aRtDlfuINJdd9oIimkIrYQ8kPLn3fN8yXN9n39vqRzJK0rdczZkq4wxlwgaYWksdbaopIHGGPGSBojSa1bt65GycFVlS0H3CSQ5eclfb/nsEZNXaztefn6y/BuGtYr9prKK1Ldv69bRVITdzi3QAjG+chYaQi3YjuR0PJnaq+OpBOndd8v6ZQyjlks6SJrbR9JiZIuK32AtXaStTbNWpvWpEmTQOsNumgefSjPp+v2aMjzn+tQfpFeT+9LiIohFW3O57ah/3COngVjNIkdpOFWkTQSHYn8GZE6LOnEPFddlR2+lltrC3xfZ0oqa/rPtaJ19KEs07/cpIlvr1a7JnX1ysg0tWoY2/1Qsaa8LQgkue4M8eEcPQvGaBIrDeFWkTQSHYn8GZHKknc6T5K6SdpUxjEZxphuxph4SUMkLQtKdQiaomKPfr9gpf7w1iqdf0YTzbujPyEqRk0YNELLR32ilbes0PJRn2jCoBGu7O8J9qktKhpxC8ZoUqSuNET04zQxoeXPiNQCSZ8aY5pLulTSdcaYR621JVfwPSLpdUlG0r+stR8GvVIE7MDRQt35+hJ9tn6vxg48Tb+5pKPiY2inclTOjf09wTy1RWU9UMEaTWIHabgRp4kJLWOtrfwgY1IkXSzpE2vtzureaFpams3MzKzur4EfNuw5rNHTMrU196j+fHUX/SKtldMlwYW6ThlY5tC/KUrR8lGfOFBRcPnz73Nyo1JEFx5L0ccYk2WtTSvrZ36tdbfW5urHlXuIEJ+v36vbZ2QpIT5Or40+W31SGzpdElwq2vt7/BlxYzQJwRCMFaCILDG/s3m0mvHVZt386jdq1qCW3rpzACEKFYr2/h5W1CFc3NhviNBi98UoU1Ts0aPvrtHULzbpgg5N9Pfre6hercTKr4iYUNGUQzSPyET7iFuki6apMDf2GyK0CFJR5MCxQt31+hJ9um6vRp+TqgcvO5OmcvwglqccaLZ1r7Ifl09r7qvPycYdjbhgxVYDscevZvNgo9k8+DbtPaLbpi3Wln1H9eiQzrquj3t2j3ebaPr0WxXR3lCOyFTe47Ik60mMmKnmH4JhqdHPSKkfZauo2ZweqSjwxfd7ddXznyv3yHHNGN2XEFWBWD7nFLsbh5fbdop3K38ef5HUYxTt/Yb4Kab2ItzrX2/RH95aqbaN62jKyDS1aVTH6ZJcLZbPOcWUQ/jE8jRqVZX3uCwtkgJ/NPcb4qdiZkRqQXaOBjyxSKkPvKsBTyzSguycyq/kYkXFHk18e5V+9+YKDWjXWPPv6E+I8kMsj8qwu3H4sHLLf2U9LstC4IdbxcSI1ILsHD04f4WOFRZLknLyjunB+SskKSLPsXcwv1C/fD1b//tuj24bkKrfXdZRCfExk4mrJZZHZWi4Dh9Wbvmv9OPSeGrLmgKZuOIfjrGeRLVJ6qWuUwaW2dsYq32PcIeYaDYf8MQi5eQd+8nlLZKT9PkDg8JWRzBs3ndEo6ZlatPeI3rkqs66oS/9UFVBIyjCwe2N/W4PHqXra53US5sK/lfm81YSz2mEXLV3No9028sIURVd7lZfbdincTOyZK00fVQf9T+9sdMlRRxGZcLL7W/YoeLmfasioX+rdI9R1ykDy+1tlBRVfY+x+pyJZIxIRciI1KzFW/TQmyvVulFtTRnZW6mN6YeCu8X66F9ZoypbjmU5/gbp9tGysnSe2kWmjLnSE29f5f1s5S0rQltYkMX6c8bNYn77g/GDOygpMf6ky5IS4zV+cAeHKvJfscfqT++s1m/nrVC/0xvpzTsGEKIQEWK94XrCoBFaPuoTrbxlhYalpmtTwf9cse1GJC64qOgUP9F0+p9Yf85EqpgIUkN6tNDjQ7uoRXKSjLwjUY8P7eL6RvND+YUaPW2xpny2USP7tdE/b+mtBkmc7gWRIRLfsEPFTW+QkRg8KlpxGk2rUXnORKaY6JGSvGHK7cGppC37jmr09MX6fs8RPTqks246u43TJQFVEssrJEtz0yo+N/dvlafS3sYI7nssOQUsb9faT46JxedMJImJHqlQWpCdo6cWrtX2vGNqnpyk8YM7VDuwfbNxv8bNyFJRsUcv3tRLA9rRVI7IU1G/h6SYaqh1W18SDc3uUOZzxJ7c80WPlDvE/Kq9UAnF/lSzM7fqoTdXqFVKbb0yMk2nNakbtHqBcCpvFEGS61eNBaq8gOK2USB23naHMs+0YCRrvSNTkTa6FqsYkaqGYK4GLPZY/d9732rSJxt0TrvGev6GnmpQm34oRB+3jc4ES2UrrhgFQmkVrUaMtBWH0Y4RKZ9gT8MFa3+qwwVF+tXMbH307W6NOLuN/vDzTkpkp3JEKTf1CwVTZedxZBQIpdFHGB1iJkiFYhqueXJSmSNSzZOT/P4dW/cf1ehpmVq/57Aeueos3dyvbUC1AJHC3zcPt4/glK4vWgNipHH746Ykt035IjAxM+zx1MK1P4SoE44VFuuphWsD/p3V3Z8qc9N+DXn+c+04cExTb+1NiEJM8Ge5+olpMjfsu1SWsuorD6ML4eP2x01pEwaN0PA298oUpXibzItSaCyPQDEzIhWK08ScGMkKZLpwbtY2/W7+CjVPrqUpt/TW6TSVR6xI+gTsBv6cpqeyaTKnld8k/NMVV4wuhI/bHzdlYco38sVMkArGNFxZqro/lcdj9eTCtXrpf9+r/+mN9MKNPZVcu0a1aoBzIuG8ZW5U2ZuH26fJyqtP8o4qROJ+RtHA7Y8bRKeYCVLjB3c4qUdKCv9pYo4UFOmeWUv1wepdurFva/3xyrNoKo9wkfgJOBK4vQm3ovoieeVhpHP74wbRKWbexZ0+TUxO3jENe/ELfbRmlyZeeZYeHdKZEBUFnDylw8RFGeo6ZaA6T+2irlMGurYPJBBuP+2H2+uLVdwvcELMjEhJzp0mJmtzrsZmZKqgyKN/3tpH553RJOw1IDSc+gQc7VOK/vRROcnt9cUq7hc4gQ05Q+zN7G367dwVOjW5lqaMTFO7pvWcLglBVNkmjKESrZtaAoAbsSGnAzweq798sFbP//d7nX1aQ714Yy+l1KGpPNo49QmYploAcAeCVAgcKSjSr2cv1cJVu3R9n1aaeGVn1UigHypaObF8maZaAHAHglSQbc87ptHTMvXtzoP6/RWddNuAtjJlnUwJEcsN+0axIzIAuANBKoiyt+QqfXqW8guLNeWW3rqgQ1OnS0KQuaXJm6ZaAHAHms2D5K2lORo/d7lOqV9TU0b21hmn0FQejWjyBoDYQ7N5CHk8Vs98+J3+sWi9+qQ21Es39VJDmsqjFk3eAICSCFLVcPR4ke6bvUz/WblTv0hrqUeHdKGpPMrR5A0AKIkgFaAdB44pfXqmVm0/qIcvP1OjzkmlqTwG0OQNnMwNiy8AJxGkArBsa57Sp2fqSEGRpoxM06COpzhdUtDwolgxmrwRDYL1PHfL4gvASTSbV9Hby7br/jnL1KSet6m8Q7PoaSp3apduAOETzOd5NC6+cPOHSTfXFu0qajanocdPHo/VMx98p1/OzFbXlg301p0DoipESd5RlpIvrpJk4go1b+NkhyoCEGzBfJ47edLuUDgRMm1Croz5cYTNDScEd3NtsY4g5Ydjx4v1yzey9exH63RNr5aaMbqvGtWt6XRZQRdtL4oAfiqYz/OKFll0nTIw4t7k3fxh0s21xTqCVCV2HsjXtZO+1L9X7NADl3bUU9d0Vc2EeKfLConyXhRZkRY5Ji7KUNcpA9V5apeIfCND6AXzeT4sNV3Wk/iTyyN1xMTNHybdXFusI0hVYPm2PF31/Gf6fvdhTRqRpnHnnR7VK/PKelG0nkQNY0VaRGDoH/4I5vN8wqARGt7mXpmiFJXVbhtpIyZu/jDp5tpiHUGqHO8u36FfvPylEuLiNPf2/rq4U/SszCtP6RdFU5SitjXP07yNkxnhiAAM/cMfZT3Pq7OgZMKgERU2lkfSiImbP0y6ubZYx6q9Uqy1+vtH6/XMh9+pV5sUvTyilxpHYT+UP1jFF1k6T+2isgZMrZVW3rIi/AUhpkTLCj43r4xzc23RrqJVewSpEvILizV+7nK9vWy7hvZooceGdlGtxOjsh/JHtLwwxgruLziJD16IZpxrzw+7D+YrfXqmlucc0G8v6ahx550WEf1QofyEwnnlwicY9yO7rv8Un+DDh81qEasYkZK0MueARk/L1MH8Qj1zbXcNPquZ0yX5JdSfABnhCI9g3o8Ehx8xQgIgWJjaq8B/VuzQvbOXqmHtGpo8Mk1nNW/gdEl+C3XQ4Y0oPAisZatuKOTvGtv4UIFgYmfzMlhr9Y+P1un215aoY7P6WnDXgIgKUVLo9xUJ9uoelI39YX4qGFs58HeNXWwFgnCKyR6p/MJi/Xbecr21dLuGdG+uJ4Z1jcim8rjilDI/cQdzX5EJg0ZogghOoRSO+zHSzNs4WSah7K0c/H088neNXcF4/AD+irkRqd2H8nXdpK/01tLtGj+4g565tntEhiiJfUWiBffjTwVjNIm/a+xiNBLhFFNBatX2Axry3Odau/OQXrqpp+68oF1ErMwrD1Nv0YH78aeCsYszf9fYxS7gCKeYaTZfuGqn7nljqZJrJ2ryzWnq3CKy+qGAWMJCB1QHjx8EW0zvI2Wt1Qsff6+nFq5Vt1bJmjyil5rWr+V0WQAqEMo9iVjNFf3Y0wrh5NeIlDFmiqROkt611j4a6DEnhGtEKr+wWA/OX6E3s3P0827N9dQ1kdlUXh28aQA/YqQCQCCqtf2BMWaopHhrbT9Jpxlj2gdyTLjtOVSgGyZ/pTezc3TfxWfo79dFblN5oFgCDJyMEzsDCDZ/ms3PlzTb9/X7ks4J8JiwWb/7kIY8/7lW7zioF27sqV9e2D6im8oDxZsGcDJWcwEINn+CVB1JOb6v90s6JZBjjDFjjDGZxpjMPXv2BFKr3xok1VCzBrU0Z2x/Xdbl1JDelpvxpgGcjNVcAILNnyB1WFKS7+u65Vyn0mOstZOstWnW2rQmTZoEUqvfmtSrqbnj+qlLy9hemcebBnAy9pYCEGz+BKks/ThV103SpgCPCatYnMorjTcN4GTsLQUg2CpdtWeMqS/pU0kfSbpU0nWShltrH67gmLOttQfK+51uOmlxtGPVHgAA1VPRqj1/tz9IkXSxpE+stTsDPeYEghQAAIgU1d6Q01qbqx9X5QV8DAAAQDSJqXPtAQAABBNBCgAAIEAEKQAAgAARpAAAAAJEkAIAAAgQQQoAACBABCkAAIAAEaQAAAACRJACAAAIEEEKAAAgQAQpAACAABGkAAAAAkSQAgAACBBBCgAAIEAEKQAAgAAZa234b9SYPZI2h+GmGkvaG4bbgf+4T9yH+8SduF/ch/vEncJxv7Sx1jYp6weOBKlwMcZkWmvTnK4DP+I+cR/uE3fifnEf7hN3cvp+YWoPAAAgQAQpAACAAEV7kJrkdAH4Ce4T9+E+cSfuF/fhPnEnR++XqO6RAgAACKVoH5ECAAAIGYIUAABAgCI+SBljphhjvjTGPFydYxBclf3NjTENjDH/Mca8b4x50xhTI9w1xhp/nwfGmFOMMdnhqivWVeF+ecEY8/Nw1RXL/Hj9SjHG/NsYk2mMeTnc9cUq32vTp5UcE/b3+4gOUsaYoZLirbX9JJ1mjGkfyDEILj//5jdK+qu19meSdkq6JJw1xpoqPg+elpQUnspim7/3izHmXEnNrLVvh7XAGOTnfTJC0mu+vYvqGWPYWyrEjDEpkqZJqlPBMY6830d0kJJ0vqTZvq/fl3ROgMcguM5XJX9za+0L1toPfN82kbQ7PKXFrPPlx/PAGDNI0hF5wy1C73xVcr8YYxIlTZa0yRhzVfhKi1nnq/Lnyj5JnY0xyZJaSdoalspiW7GkayUdrOCY8+XA+32kB6k6knJ8X++XdEqAxyC4/P6bG2P6SUqx1n4VjsJiWKX3iW969feSHghjXbHOn+fKzZJWS3pSUh9jzC/DVFus8uc++UxSG0l3S1rjOw4hZK09aK09UMlhjrzfR3qQOqwfpyDqqux/jz/HILj8+psbYxpK+oek28JUVyzz5z55QNIL1tq8cBUFv+6XHpImWWt3Spoh6YIw1Rar/LlPJkgaZ619RNK3km4NU22omCPv95EeKrL049BdN0mbAjwGwVXp39w3+jFH0oPW2nCcwDrW+fM8uEjSncaYjyV1N8a8Ep7SYpo/98t6Saf5vk5TeE74Hsv8uU9SJHUxxsRL6iuJDRndwZH3+4jekNMYU1/Sp5I+knSppOskDbfWPlzBMWf7MTyIavDzfrld0mOSlvkuetFaOyvctcYKf+6TUsd/bK09P3wVxiY/nyv1JL0q7zRFoqRrrLU5Zfw6BIGf90kfSf+Ud3rvS0lXW2sPO1BuzDnx2mSM6STpBje830d0kJJ+6OS/WNInvqHvgI5BcPE3dx/uE3fifnEf7pPI5cR9F/FBCgAAwCmR3iMFAADgGIIUAABAgAhSAAAAASJIAQAABIggBQAAECCCFAAAQIAIUgAAAAEiSAEAAASIIAUAABAgghQAAECACFIAAAABIkgBAAAEiCAFAAAQIIIUAABAgAhSAAAAASJIAQAABIggBQAAECCCFAAAQIAIUgAAAAEiSAEAAASIIAUAABAgghQAAECACFIAAAABIkgBAAAEiCAFAAAQIIIUAABAgAhSAAAAASJIAQAABIggBQAAECCCFAAAQIAIUgAAAAEiSAEAAASIIAUAABAgghQAAECACFIAAAABIkgBAAAEiCAFAAAQIIIUAABAgAhSAAAAASJIAQAABIggBQAAECCCFAAAQIAIUgAAAAEiSAEAAASIIAUAABAgghQAAECACFIAAAABIkgBAAAEiCAFAAAQIIIUAABAgAhSAAAAASJIAQAABIggBQAAECCCFAAAQIAIUgAAAAEiSAEAAASIIAUAABAgghQAAECACFIAAAABIkgBAAAEiCAFwDWMV4LTdQCAvwhSACpkjOlY4ut0Y8xrJb7vboypX+r424wxvy/xfZIx5itjTKNSx/UxxqT6vq5rjHlEUj1JeyqoJcEYM98YU893nRd8lzcq41hT6vvzjTHPVPC77zLG1DLGLDLGdDHGjDfG1DfGvGyMGVje9QDENoIUgHIZY1pL+soYc77vonxJhb6f1ZW0QNLwUld7S1KaMSbR9/0YSV9Ya/eVOm6YpAd9X58j6UxJRyTlVVBSf0nNrbWHJBVIus13eYYx5vYSdRtJ/zPGdC11e99W8LsTJD0sqUhSHUnXWWsPShokaVtZVzDG3GiM+Wepy8YZY3YaYzJPBMWKLgcQ2RhCB1Aua+0WY8ydkt4wxpwlyUo/BJUZkhZZa6cYY+6XlC7p8IljJH3pGxSqJem4MSZT3oDyb2vtfZKelfS5L3BdIulsSVmSTjXGLJVUW9IT1tpXS5R0q6TJvtoKjTGFvqnAX0u6s0Td1hjzV0nzjDG95A1/N0raWTJwSfqftfZXxphakrb7ak+RdL6kT3wjUXWttRt8/+6a1toC39dXSHpe3jAp32VdJP1eUk9JbSQ9J+ny8i73824A4GIEKQAVsta+Zow5KGl/icusMSZD0tu+7582xrwsqdHJV7WbT3zjCxPHrLXrfT/c7gtncZJ+IamjpOOSvrLWdvddJ77E9VtIul7eAHbCfknJko7KG8puOxG8rLULjDGDfdepJ2mKtXZ8id/3vKS1vm9rSBooqY+kNElrfL/7dklxvhDYWtIhY0x334jYrZL+JKlLiXqGSJpurd0uabsxprExpk55l1trj1TwpwcQAQhSAMpljJko79TdUUkTJNWXVMcXLCTpD8aYadbav8o74pMuabHvZzdIqm+MmSTpfnnD0jZJ6309TS3lnSpcL2mgtfagMaaZpNwSJSRIKvZ9/bQkI6m2MeY6SV199XwibyDKkvRZqX/CL+UNWl9K6mOMuVnSedbaUZJ+LunPvuOOSdogqYWvpjxfHf0lPWet/ZMx5g1Jf/GFKEm6RtLIUrfXUtLHJb7fLu8IVHmXrxaAiEaQAlAua+0EeQNUmYwxD0tq4Pu2QNJXkk40dF/p+/958k6ZFevHUNRF3pDTV9Jdkv5ojCmWN/Q08AU1I6mmMeYcSRfKOyL0kbw9TN3lDUcdJc2y1s4qp8RG8k7VpVlrDxhjapeooau1Ns/3dUtJeyX9RtIjvn/zEEmJknr5jmkt6fsSfxtbqp9dkuIlHSzx/RHfv6m8ywFEOIIUgHL5ptYSJB231tpyDrMl/p8mbzCSfnx9sSWO8V5g7ceSPjbGbLPWLpCvz8gYM0Xe4HWbtXZ5iTr+I29wmuSr5QHf5Y3lbQYvL0j9TlKBtfY3vu87yduLpRIhSpIaSrpX0kR5pxrflrevqr+vzhRJ9ay1+1WxXJ0ckJIkeSq4HECEY9UegIqcL++02bfGmJ/8J+lXpY5fJ+kd33/FqgJjzLXyBp2fS5pljBl04mfW2qO+/qLS3pb0c1+zeOnf10bSFfL2Mck3GvUzSZtKrEI88fuz5F05eEDSGZKelLTWWntM0nx5g94iP/4ZmZL6+W7PyNtcnlPB5QAiHCNSAMplrf1IUtvyfu6b2iv5OtJUUmff1yc+qNX0/Vfe76gl73TaJZJ+Zq3daYwZImmRMWactfbtCurbbYz5SN4erEeNMedJWiLv1NkrkiZYaw8ZY+LkHc16RdJcSR8ZY4Zba5eU+HXN5Q0878k7ZfgH3+XzJT0hXyCrxH8k/dUYs8j3d9hnrd3qG1H7yeV+/D4ALkeQAlAuY8xUeafr8ss55FT5tiOQ9/XkG2vt33zXHS9J1toTm27Gq8QUn+/nzeRtIj8s6Vxr7QHfddYaY4ZKyjHGJFhri0rcxg8r+Xzul3fF3jF5V9mNkLdvq7ak14wxnSX9XdJ31tqnfbc9WtL7xrsJ6IvW2kJ5m97fkDfUPSSpq6+Gh323MckYM9Ja+2l5fy9fw/w1kp6St2fsxoouBxD5CFIAymWtvaWin/tGpGr7vq3nu8zIOzLzXonjxku6SNJY3/cXSRosbyP4EEnjJN1ojCmSN2wl+n5vfXl7pr7w/apEebcqKFnjLmPMhfLu6bRR3u0TrDHmU3n3rZol6e/W2pdLXOe/xphz5Q2B/zPGrJP0rqSlkob6RsVuknSHvBtzfmeMyZJ3leKQE9sWWGunSppaqp4v5Z0mLP23LPNyAJHNlN8/CgChU2qkKZS3YypolAeAaiFIAQAABIhVewAAAAEiSAEAAATIkWbzxo0b27Zt2zpx0wAAAFWSlZW111rbpKyfORKk2rZtq8zMzMoPBAAAcJgxZnN5P2NqDwAAIEAEKQAAgAARpAAAAAJEkAIAAAgQQQoAACBABCkAAIAAEaQAAAACRJACAAAIEEEKAAAgQAQpAACAABGkAAAAAkSQAgAACBBBCgAAIEAEKQAAgAARpAAAAAJEkAIAAAgQQQoAACBABCkAAIAAEaQAAEBEWrIlV7sP5TtaA0EKAABEnDezt+m6l7/So++scbSOBEdvHQAAoAo8Hqun31+rFz7+Xn1TG2rilWc5Wg9BCgAARIQjBUX69eylWrhql67v00oTr+ysGgnOTq4RpAAAgOttzzum0dMy9e3Og/r9FZ1024C2MsY4XRZBCgAAuFv2llylT89SfmGxptzSWxd0aOp0ST8gSAEAANd6a2mOxs9drlPq19Tr6X11xin1nC7pJAQpAADgOh6P1TMffqd/LFqvPm0b6qURvdSwTg2ny/oJghQAAHCVo8eLdN/sZfrPyp36RVpLPTqki+NN5eUhSAEAANfYceCY0qdnatX2g3r48jM16pxUVzSVl4cgBQAAXGHZ1jylT8/UkYIiTRmZpkEdT3G6pEoRpAAAgOPeXrZd989Zpib1aipj1AB1aOaupvLyEKQAAIBjrLX624fr9OxH69S7bYpeuqmXGtWt6XRZfiNIAQAARxw7Xqz75y7Tu8t36JpeLfXnqzurZkK802VVCUEKAACE3c4D+RqTkakVOQf04KUdNWbgaa5uKi8PQQoAAITVim0HNHr6Yh3OL9KkEWm6uJP7m8rLQ5ACAABh8+7yHbpvzlI1qlNTc2/vrzNPre90SdVCkAIAACFnrdU/Fq3XXz/4Tr3aeJvKm9SLnKby8hCkAABASOUXFus3c5frX8u2a2iPFnpsaBfVSoyspvLyEKQAAEDI7D6Yr/TpmVqec0C/uaSDbj/v9IhsKi8PQQoAAITEypwDGj0tUwfzC/XSTb00+KxmTpcUdAQpAAAQdO+t3KF7Zy1TSu1EzR3XX52aR3ZTeXkIUgAAIGistXr+v+v19PvfqUfrZL08opea1qvldFkhQ5ACAABBkV9YrN/OW663lm7XkO7N9cSwrlHTVF4eghQAAKi23YfyNWZ6lpZuzdP4wR10x/nR1VReHoIUAACollXbDyh9WqZyjxbqpZt66pLOpzpdUtgQpAAAQMAWrtqpe95YquTaiZozrp86t2jgdElhRZACAABVZq3VCx9/r6cWrlX3VsmaNKKXmtaP3qby8hCkAABAleQXFuvB+Sv0ZnaOft6tuZ66JvqbystDkAIAAH7bc6hAYzMytWRLnu67+AzdNahdTDSVl4cgBQAA/LJmx0GNnpapfUcK9MKNPXVZl9hpKi8PQQoAAFTqg9W79Ks3slW/VqLmjO2vLi1jq6m8PAQpAABQLmutXv5kg/7vvW/VpUUDTb45TafEYFN5eQhSAACgTAVFxfrd/JWat2SbLu96qp6+ppuSasRmU3l5CFIAAOAn9h4u0LiMLGVuztU9F7XXry5sH9NN5eUhSAEAgJOs3XlIo6Yt1p5DBXruhh66omtzp0tyLYIUAAD4wUdrdunumdmqUzNBs8f2U7dWyU6X5GoEKQAAIGutXvl0ox77zxqd1by+Xrm5t5o1oKm8MgQpAABi3PEijx56c4XmZG3TZV2a6S/Du9NU7ieCFAAAMWz/keMal5Glbzbt190Xttc9F7ZXXBxN5f4iSAEAEKO+2+VtKt91sEDPXtddV3Vv4XRJEYcgBQBADPrv2t365evZSqoRr1ljzlaP1ilOlxSRCFIAAMQQa62mfLZRj/17jTo2q69XRqapeXKS02VFLIIUAAAx4niRR394a6XeWLxVl5zVTH+9tptq1yAKVAd/PQAAYkDukeMaNyNLX2/cr7suaKdfX3wGTeVBQJACACDKrd99SKOmZWrHgXw9c203Xd2jpdMlRQ2CFAAAUexjX1N5zcQ4zUw/W73a0FQeTAQpAACikLVWU7/YpD+9s1odfE3lLWgqDzqCFAAAUaaw2KMJ/1ql17/eoos7naK/XdtddWrylh8K/FUBAIgieUeP647XluiL7/fp9vNP1/ifdaCpPIT8ClLGmFMkzbXWnlvBMVMkdZL0rrX20SDVByAIFmTn6KmFa7U975iaJydp/OAOGtKDHYyBaPP9nsMaNXWxtufl66+/6KahPWkqD7VKg5QxJkXSNEl1KjhmqKR4a20/Y8yrxpj21tp1QawTQIAWZOfowfkrdKywWJKUk3dMD85fIUmEKSCKfLpuj+54bYlqxMdp5pi+6tWmodMlxYQ4P44plnStpIMVHHO+pNm+r9+XdE71ygIQLE8tXPtDiDrhWGGxnlq41qGKAATb9C836ZZ/LlaL5CS9ddcAQlQYVToiZa09KEnGVDi/WkdSju/r/ZJ6lj7AGDNG0hhJat26dVXrBBCg7XnHqnQ5gMhRWOzRI2+vVsZXm3XRmU31t+t6qC5N5WHlz4iUPw5LOrGmsm5Zv9daO8lam2atTWvSpEmQbhZAZco7hxbn1gIi24Gjhbrln98o46vNGnveaXp5RBohygHBClJZ+nE6r5ukTUH6vQihBdk5GvDEIqU+8K4GPLFIC7JzKr8SIs74wR2UlBh/0mVJifEaP7iDQxUBqK4New7r6hc+1zcb9+upa7rqwUvPVDwr8xxR5ehqjOkk6QZr7cMlLl4g6VNjTHNJl0o6OzjlwR+BrMiiATl2nLg/Y2HVHqsTEQs+X79Xt8/IUkJ8nF5PP1u929IP5SRjrQ3OL/Ku7rtY0ifW2p0VHZuWlmYzMzODcruxrnQgkryjDY8P7VLhG8iAJxYpp4wemRbJSfr8gUEhqTWS8QbtfoE+F4BIkvHVZv3xX6vUrkldvTIyTa0a1na6pJhgjMmy1qaV9bNgTe3JWptrrZ1dWYhCcAW6IosGZP+deIPOyTsmqx9H75gKdRdWJyKaFRV79Ie3Vur3C1bqvDOaaO7t/QhRLkFXWpiEakQj0EDUPDmpzBEpGpB/qqI3aEY63IMPB4hWB44V6q7Xl+jTdXuVfm6qHojBfqiJizI0b+NkeeJzFVecomGp6ZowaITTZUkK4ogUyhfKEY1AV2TRgOw/3qAjA6sTEY027j2iq1/4XF9t2Kcnh3XVQ5d3iskQNWfzM7IJuTJGsgm5mrP5GU1clOF0aZIIUmERyimHQAPRkB4t9PjQLmqRnCQjb28UvSRl4w06MvDhANHmi+/3asjznyv3yHHNGNVXv+jdyumSHDFv42SZuMKTLjNxhZq3cbJDFZ2Mqb0wCOWIRnVWZA3p0YLg5IfxgzuU2cTMG7S7xNLqRES/177erAlvrVJq4zqaMrK3WjeK3X4oT3yuyhqD88Tnhr2WshCkwiDU/UgEotDiDTpy8FyoPlaoOquo2KNH312jqV9s0vkdmugf1/dQvVqJTpflqLjiFNmEn4amuOIUB6r5KYJUGDCiEfl4g0YsYH85Zx3ML9Rdr2frk+/2aNQ5qfrdZbHXVF6WYanpmrP5mZOm96wnUdekpjtY1Y/okQoD+pEARAK2kHDO5n1HNPSFL/TF+r16fGgX/f6K2GsqL8+EQSM0vM29MkUpslYyRSka3uZe16zaC9qGnFXBhpwA4D6pD7yrst4RjKSNT1we7nJixlcb9mncjCxJ0os39lK/0xs5XBFKq2hDTqb2AEQUenhCh/3lqq+qj883vtmihxesVJtGtTVlZG+1bVwnjNUiGJjaAxAx2GU+tNhConqq8vgs9lj96Z3VemD+CvVv11hv3jmAEBWhCFIAIgY9PKFFP2f1+Pv4PJRfqNHTFmvKZxt1S/+2enVkmurH+Mq8SMbUHoCIwS7zoccK1cD58/jcsu+oRk9frA17jujPV3fWjX3bhKs8hAgjUgAiBrvMw80qe3x+vWGfrnr+M+06WKDpt/UhREUJghSAiEEPD9ysosfn7MVbddOUr5VSu4YW3DlA/ds1Dnt9C7JzNOCJRUp94F0NeGIRvYVBwtQegIjBLvPhw+rIqivr8XnfxWdo9Y6DmvTJBp3TrrGev6GnGtQOfz8Um62GTtTuI8WLAAAEpvSbruQdWaHxvGoO5RfqnjeW6qNvd+vmfm30hys6KSHemYmgAU8sKnNrixbJSfr8gUEOVBRZYm4fKZI34D8+dKC0ilaf8djwz9b9RzV6WqbW7zmsP111lkb0a+toPSzUCJ2o7JFiiTTgH/ZlQll4062exZv2a8jzn2vHgWOadmsfx0OUxEKNUIrKIMWLAOCfQD500LAa/XjTDdzcrG26cfLXqp+UqDfvHKBz2oe/qbwsblyoMXFRhrpOGajOU7uo65SBmrgow7FaqiMqgxQvAoB/qvqhgxGs2ODGN123K/ZYPfGfb3X/nGXqnZqiN+/or9Ob1HW6rB+4bbPViYsyNGfzM7IJuTJGsgm5mrP5mYgMU1HZIzV+cIcyGyV5EQBOVtVzq9E7ExtYHVk1RwqK9Ks3lurDNbt0Y9/W+uOVZynRoabyirhps9V5GyfLJBSedJmJK9S8jZM1QSMcqiowURmkeBEA/FPVDx1Mm8cON73putm2XG9T+Xe7DmnilWfp5n5tZIxxuizX88Tnqqy/kic+N+y1VFdUBimJFwHAH1X90FHVESwgmmVtztXYjEwVFHk09dY+GnhGE6dLihhxxSmyCT8NTXHFKQ5UUz1RG6QA+KcqHzqYNge85i/ZpgfmrdCpybX0xpjeatfUPf1QkWBYarrmbH5GJu7H6T3rSdQ1qekOVhUYghQAvzFtjljn8Vg9/f5avfDx9zr7tIZ68cZeSqlTw+myIs6EQSOkRd5eKU98ruKKU3RNarr38ggTtTubAwAQTEcKinTvrKV6f/UuXd+nlSZe2Vk1EtzXVI7gi7mdzQEACKbtecc0elqmvt15UH+4opNuHdCWpnJIIkgBAFChJVtyNWZ6lgoKi/XqLb11foemTpcEFyFIAQBQjreW5mj83OVqVr+WZqb3VftT6jldElyGIAUAQCkej9VfP/hOz/13vfqkNtRLN/VSQ5rKUQaCFAAAJRw9XqRfz1qm91bt1LVprfSnITSVo3wEKQAAfHYc8DaVr95xUA9ffqZGnZNKUzkqRJACAPxgQXZOzO4TtnRrntKnZ+rY8WJNGZmmQR1PcbokRACCFABAkjdEldy5PifvmB6cv0KSoj5M/WvZdo2fs0xN6tXUjFF91aEZTeXwD5O+AABJ3h3rS57+R5KOFRbrqYVrHaoo9E40ld89M1tdWzbQW3cOIEShShiRAgBI8m46WZXLI92x48W6b85S/XvFTg3v1VKPXt1ZNRPinS4LEYYghagRy70dQDA0T05SThmhqXlykgPVhNbOA/lKn56pldsP6HeXdVT6uafRVI6AMLWHqHCityMn75isfuztWJCd43RpQMQYP7iDkhJPHpFJSozX+MEdHKooNJZvy9NVz3+mDXsOa/KINI0ZeDohCgEjSCEqxGJvBxBsQ3q00ONDu6hFcpKMpBbJSXp8aJeoGtl9Z/l2DX/pSyXExWnu7f11USdW5qF6mNpDVIi13g64UzRMLw/p0SLiavaHtVbPfrROf/twnXq1SdHLI3qpcd2aTpeFKECQQlSIpd4OuFMsbx3gdvmFxbp/zjK9s3yHhvb0jrrRVI5gYWoPlVqQnaMBTyxS6gPvasATi1zZdxQrvR1wL6aX3WnXwXxd+/KXenfFDj1waUf9ZXg3QhSCihEpVChSPmWfqCXSp1UQuZhedp+VOQc0elqmDuYX6uWbeulnZzVzuiREIYIUKlTRp2y3hZRo7e1AZGB62V3+vWKHfj17qRrVqam54/qrU/P6TpeEKMXUHirEp2zAP0wvu4O1Vv/4aJ3ueG2JOp1aXwvuHECIQkgxIoUK8Skb8A/Ty87LLyzWb+ct11tLt+tq31YOtRLph0JoEaRQofGDO5zUIyVF9qfsaFieDveqyvQyj8Xg2n0oX2OmZ2np1jyNH9xBd5zPJpsID4IUKhRNn7IjpXEe0Y/HYnCtzDmg9OmZyjtaqJdu6qVLOtNUjvAhSKFS0dLEHUmN84huPBaDZ+GqnbrnjaVKrp2oOeP6qXOLBk6XhBhDkELMoHEebhGtj8VwTldaa/XCx9/rqYVr1b1Vsibd3EtN69UKyW0BFSFIIWbQOA+3iMbHYjinK/MLi/Xg/BV6MztHV3Zrriev6UpTORzD9geIGSxPh1tE42MxXDu77zlUoBsmf6U3s3N0/8/O0LPXdSdEwVGMSCFmRFPjPCJbND4WwzFduWbHQY2elql9Rwr04o09dWmXU4P2u4FAEaQQU6KlcR6RL9oei6Gervxg9S796o1s1a+VqLnj+tNUDtdgag8AUG2hmq601url/32vMRmZat+0rt66awAhCq7CiBQAoNpCMV1ZUFSs381fqXlLtumKrqfq6eHd6IeC6xCkAABBEczpyn2HCzQ2I0uZm3N170Vn6O4L27FTOVyJIAUAcJW1Ow9p1LTF2nu4QM/f0FOXd6WpHO5FkAIAuMZHa3bp7pnZqlsrQbPH9lPXlslOlwRUiCAFAHCctVavfLpRj/1njTo3b6DJN6epWQN2Kof7EaQAAI46XuTRwwtWaHbmNl3WpZn+Mry7kmrQVI7IQJACADhm/5HjGjcjS99s3K+7L2yvey5sr7g4msoROQhSAABHrNt1SLdNW6xdBwv09+t76MpuzZ0uCagyghQA11uQnRNVp1OB9N+1u3X369mqVSNes8f2U/dWyU6XBASEIAXA1RZk5+jB+St+OCFuTt4xPTh/hSQRpiKQtVZTPtuox/69RmeeWl+Tb04L2mlkACdwihgArvbUwrU/hKgTjhUW66mFax2qCIE6XuTR795coUffXaOfdWqmOeP6EaIQ8fwakTLGTJHUSdK71tpHy/h5iqTXJDWVlGWtHRvUKgHErO1lnAi3osvhTrm+pvKvN+7XXRe0068vPoOmckSFSkekjDFDJcVba/tJOs0Y076Mw0ZIes1amyapnjEmLch1AjFnQXaOBjyxSKkPvKsBTyzSguwcp0tyRHkjFoxkRI71uw9pyAufK3trnp69rrvuH9yBEIWo4c/U3vmSZvu+fl/SOWUcs09SZ2NMsqRWkraWPsAYM8YYk2mMydyzZ09g1QIx4kRfUE7eMVn92BcUi2Fq/OAOSip1otqkxHiNH9zBoYpQFR+v3a2rn/9CRwqK9caYs3VVd/raEF38CVJ1JJ149d4v6ZQyjvlMUhtJd0ta4zvuJNbaSdbaNGttWpMmTQIsF4gN9AX9aEiPFnp8aBe1SE6SkdQiOUmPD+1Co7nLWWv1z8836rapi9WyYW29ddcA9Wyd4nRZQND50yN1WNKJMfS6Kjt8TZA0zlp70Bjza0m3SpoUnBKB2ENf0MmG9GhBcIoghcUe/eGtVZr5zRb9rNMpeuba7qpTk0XiiE7+jEhl6cfpvG6SNpVxTIqkLsaYeEl9JdmgVAfEKPqCEKnyjh7XzVO+0cxvtuiO80/XSzf1IkRVw8RFGeo6ZaA6T+2irlMGauKiDKdLQin+BKkFkkYYY/4q6ReSVhljSq/ce1zeEagDkhpKmhnMIoFYQ18QItH63Yc15PnPlbU5V38Z3k2/uaQjTeXVMHFRhuZsfkY2IVfGSDYhV3M2P0OYchljbeWDR77tDS6W9Im1dmd1bzQtLc1mZmZW99cAYePEztrs5o1I8sl3e3Tn60tUMyFOL4/opV5tGjpdUsTrOmWgbELuTy43RSlaPuoTByqKXcaYLN/OBD/h13irtTZXP67cA2KKUztr0xeESDHti0165J3Vat+0rl4ZmaaWKbWdLikqeOJzVdZ4nif+p+EKzmFnc6ASrKADylZY7NHDC1Zowr9W6YIOTTX39v6EqCCKKy57lWN5l8MZBCmgEqygA37qwNFC3fLPbzTjqy0ae95penlEL9WNsqZypxu9h6Wmy3oST7rMehI1LDU9rHWgYtH1qAdCoHlyknLKCE2soEOs2rDnsEZPy9TW3KN6eng3XdOrpdMlBd2JRm+TUCijHxu9tUiaMGhEWGqYMGiEtEiat3GyPPG5iitO0TWp6eXe/sRFGScdO6yCYxE8fjWbBxvN5ogkpXukJO8KOjaFRCz6fP1e3T4jSwnx3qby3m2js6k80hq9fwh+cYU/XGY9iRre5l7CVBBU1GzO1B5QiZI7a0tSvDE/9EjF4ilbELsyvtqsm1/9Rqc2SNJbdw4ISYhyejrthPIaut3a6D1v4+STQpQkmbhCzds42aGKYgdTe4AfTow8ObF6D3BaUbFHf3pntaZ9uVkXdmyqZ6/vEZJ+KDdMp50QV5xS5oiUWxu9WeHnHEakAD+xeg+x6MCxQt06dbGmfblZ6eematLNaSFrKnfTqEqkNXqzws85BCnAT6zeQ6zZuPeIrn7hc321YZ+eHNZVD13eSfEh3KncTdNpEwaN0PA298oUpchab2+Um/uNIi34RROm9gA/sXqv+titPXJ88f1e3T5jieKMNGNUX/U9rVHIb9Nt02kTBo3QBLkzOJVW1RV+CB6CFOCn8YM7lLl6j/Pf+cepHeJRda99vVkT3lql1MZ1NGVkb7VuFJ5NNoelppe58uwaRlX8EknBL5owtQf4qeTqPSOpRXISWyBUAT1m7ldU7NHEt1fpoTdX6tz2jTX/jv5hC1FS5E2nARL7SAEIk9QH3lVZrzZG0sYnLg93OSjlYH6h7no9W598t0ejzknV7y47M6T9UEAkqfZJiwGguugxc6/N+45o1LRMbdp7RE8M7aLr+rR2uiQgYjC1ByAsxg/uoKTE+JMuo8fMeV9t2Kernv9cew8XKGNUX0IUfuCWzVHdjhEpAGFxopeMVXvuMWvxFj305kq1aVRbr97SW20a1XG6JLiEmzZHdTt6pAAgxhR7rB779xpN+WyjBp7RRP+4vocaJCVWfkXEjEg712Co0SMFIOzYM8qdDuUX6u6Z2frv2j26dUBbPXTZmUqIp8sDJ+OUM/4jSAEIOvaMcqct+45q9PTF2rDniP58dWfd2LeN0yXBpdy2Oaqb8TEEQNCxZ5T7fLNxv4a88Ll2HSzQ9FF9CFGoEKec8R8jUkCEc+MUGucldJfZmVv10Jsr1KphbU0Z2VupjWkq99fERRknnXZlWIycdoVTzviPIAVEMLdOobFnlDsUe6z+771vNemTDTq3fWM9d0NPmsqrINZXrnHKGf8wtQdEMLdOoYVyz6gF2Tka8MQipT7wrgY8sUgLsnOq/TudvJ1QOVxQpDHTMzXpkw0a2a+N/nlLb0JUFc3bOPmk8/5Jkokr1LyNkx2qCG7EiBQQwUIxhRaMqcJQ7RkVrhE4t470+Wvr/qNKn56pdbsP609DOmvE2fRDBYKVa/AHQQqIYMGeQgtmgBjSo0XQQ0dFI3DBvK1w3U4oLN60X+MyslRY7NG0W/vonPaNnS4pYrFyDf5gag+IYMGeQnPrVOEJ4Wpij9Rm+blZ23Tj5K9VPylRC+4cQIjyQ0WnQWHlGvzBiFSIuHElFaJPsKfQ3B4gwtXEHmnN8sUeqycXfquX/7dBA9o10gs39FKD2vRDVaayZvJYXrkWq6sVA8EpYkKg9PSI5B0leHxoF8IUXG3AE4vKDBAtkpP0+QODHKjoZOF6bkXSc/hwQZHueWOpPlyzSzed3VoTfn6WEtmp3C+cBqVsPwTMEo321pOo4W3ujdkwVdEpYni2hUBVpkcifWUQoksoV9sFw5AeLfT40C5qkZwkI2/AC0W4CdftVNe23KO65sUv9N+1u/XIVWfp0SFdCFFVUF7TeKw3k7NasWqY2gsBf6dHIn1lEKJPqFbbBVMomtidvJ1AZW3O1diMTBUUefTPW3pr4BlNnC4p4tBMXjZWK1YNQSoE/O2viOSVQYhebg8QkOYv2aYH5q1Q8+RaemNMb7VrWtfpkiLSsNT0MqewronxZnICZtUwBhwC/k6PuL2xF4C7eDxWT773rX49e5l6tUnRgjsHEKKqYcKgERre5l6ZohRZ6+2NiuU+oBNYrVg1jEiFgL/TI5G2MgiAc44UFOneWUv1/updur5Paz1yFU3lwcBpUH4qllcrBoJVew6KpJVBAJyTk3dMo6dlau3Og3r48k66dUBbGVNWFwuAUKho1R4jUg6KhMZeAM5asiVXY6ZnqaCwWK/e0lvnd2jqdEkASiBIOYzGXgDleWtpjsbPXa5m9WvpjTF91a5pPadLAlAKQQoAXMbjsfrrB9/puf+uV9/Uhnrppl5KqVPD6bIAlIEgBVSC0/0gnI4eL9KvZy3Te6t26rrerfTIVZ1VI4GmcsCtCFJABdg0FeG044C3qXzNjoP6/RWddBtN5YDrEaQQEwIdVWLTVITL0q15Sp+eqWPHizVlZG9d0JGmciASEKQQ9aozqsSmqQiHfy3brvFzlqlp/Zp6bXRfnXEKTeVApGDiHVGvKieRLq28zVHZNBXBcKKp/O6Z2erWMllv3XkOIQqIMAQpRL3qjCr5e7ofoKqOHS/WL2dm6+8frdPwXi01Y3RfNWRlHhBxmNpD1KvOqXjYNBWhsPNAvtKnZ2rl9gN66LIzNfrcVJrKgQhFkELUGz+4Q5mn4vF3VIlNUxFMy7flafS0TB0pKNIrN6fpwjNPcbokANVAkELUY1QJbvHO8u26f84yNa5bU9NH9VfHZvWdLglANRGkEBMYVYKTrLV69qN1+tuH65TWJkUvjeilxnVrOl0WgCAgSAFACOUXFuv+Ocv0zvIdGtazpR4b2lk1E+IrvyKAiECQAoAQ2XUwX2OmZ2p5zgE9eGlHjRl4Gk3lQJQhSAFACKzMOaDR0zJ1ML9Qk0ak6eJONJUD0YggBQBB9p8VO3Tv7KVqVKem5t3eX2eeSlM5EK0IUgAQJNZaPbdovf7ywXfq2TpZL49IU5N6NJUD0YwgBQBBkF9YrN/OW663lm7X0B4t9NjQLqqVSFM5EO0IUgBQTbsP5WvM9Cwt3Zqn31zSQbefdzpN5UCMIEgBQDWs2n5A6dMylXu0UC/d1EuXdG7mdEkAwoggBQABWrhqp+55Y6mSaydq7u39dFbzBk6XBCDMCFIAUEXWWr3w8fd6auFadW+VrEk391LTerWcLqtCExdlaN7GyfLE5yquOEXDUtM1YdAIp8sCIh5BCgCqIL+wWA/OX6E3s3N0Vffm+r9hXV3fVD5xUYbmbH5GJqFQRpJNyNWczc9Ii0SYAqopzukCACBS7DlUoBsmf6U3s3N0/8/O0N+u7e76ECVJ8zZOlokrPOkyE1eoeRsnO1QRED0YkQIAP6zeflDp0zO1/8hxvXhjT13a5VSnS/KbJz5XZa0h9MTnhr0WINoQpACgEu+v2ql7Zi1V/VqJmjOunzq3iKym8rjiFNmEn4amuOIUB6oBogtTewBQDmutXvz4e42dkaX2TevqX3cNiLgQJUnDUtNlPYknXWY9iRqWmu5QRUD0YEQKAMpQUORtKp+/JEdXdD1VTw/vFhH9UGWZMGiEtEgnrdq7hlV7QFAYa23YbzQtLc1mZmaG/XYBwB97DxdoXEaWMjfn6t6LztDdF7Zjp3Ighhljsqy1aWX9jBEpACjh250HNWpqpvYdKdDzN/TU5V0jp6kcQPgRpADA58PVu/SrN7JVt1aCZo/tp64tk50uCYDL+dVsboyZYoz50hjzcCXHvWCM+XlwSgOA8LDWatIn3ys9I1OnNamrt+48hxAFwC+VBiljzFBJ8dbafpJOM8a0L+e4cyU1s9a+HeQaASBkCoqKNX7ucj327291WedTNXtsPzVr4O7TvQBwD39GpM6XNNv39fuSzil9gDEmUdJkSZuMMVcFrToACKF9hwt00ytfa27WNv3qwvb6x/U9lFQjMlfmAXCGPz1SdSTl+L7eL6lnGcfcLGm1pCcl/dIY09pa+4+SBxhjxkgaI0mtW7cOuGAAzluQnaOnFq7V9rxjap6cpPGDO2hIjxZOl1Ula3ce0qhpi7XnUIH+fn0PXdmtudMlAYhA/oxIHZaU5Pu6bjnX6SFpkrV2p6QZki4ofYC1dpK1Ns1am9akSZNA6wXgsAXZOXpw/grl5B2TlZSTd0wPzl+hBdk5lV7XLRZ9u0vDXvxCx4s8mjW2HyEKQMD8CVJZ+nE6r5ukTWUcs17Sab6v0yRtrnZlAFzpqYVrdayw+KTLjhUW66mFax2qyH/WWr3y6QaNmpapto1r6627Bqh7q2SnywJCauKiDHWdMlCdp3ZR1ykDNXFRhtMlRRV/pvYWSPrUGNNc0qWSrjPGPGqtLbmCb4qkV40x10lKlHRN0CsF4Arb845V6XK3OF7k0e8XrNSszK26tHMz/eUX3VS7BjvAILpNXJShOZufkUkolJFkE3I1Z/Mz0iKxs32QVPoqYq09aIw5X9LFkp70Td8tK3XMIUnDQ1EgAHdpnpyknDJCU/PkpDKOdof9R45r3IwsfbNxv345qJ3uvegMxcWxUzmi37yNk2USCk+6zMQVat7GyZogglQw+PVxzFqbqx9X7iGEoqGJF9Ft/OAOenD+ipOm95IS4zV+cAcHqyrful2HNGpapnYezNez13XXVd15PiF2eOJzVdZHBk98bthriVaMa7vIiSbeE29QJ5p4JRGm4BonHouREPg/Xrtbv3w9WzUT4zVrzNnq0TrF6ZKAsIorTpFN+GloiivmuRAsBCkXqaiJ141vUohdQ3q0cPVj0lqrf36+SY++u1odm9XXKyPTXD31CITKsNR0b49U3I/Te9aTqGtS0x2sKroQpFwkUpt4ATcpLPboD2+t0sxvtmjwWafomWu701SOmDVh0AhpkbdXyhOfq7jiFF2Tmk6jeRDx6uIikdjEC7hJ7pHjuv21LH21Yb/uvOB03XdxB5rKEfMmDBpBY3kI+XXSYoTH+MEdlJR48ukp3NzEC1RVKPezWb/7sIa88LmWbMnTM9d20/jBHQlRAEKOESkXiaQmXqCqQrmfzSff7dGdry9RzYQ4zUw/W73a0EgLIDyMtTbsN5qWlmYzMzPDfrsAnNN1ysAyVw+ZohQtH/VJQL/TWqvpX27WI++sVvumdfXKyDS1TKld3VIB4CTGmCxrbVpZP2NECkBYBHs/m8Jijya+vUozvtqii848Rc9e1111avKSBiC8eNUBEBbB3M8m7+hx3fn6En2+fp/GnXe6fjOYpnIAzqDZHEBYDEtNl/UknnSZ9SRqWBX3s9mw57CufuELLd6Yq78M76YHLqWpHIBzGJECEBZV3c9m4qKMk44dlpquC1tdqjtey1JifJxeT++rtLYNw/yvAICT0WwOwHV+WOFXajfmgh1DdXrtgZp8c5paNaSpHEB4VNRsztQeANeZt3HySSFK8p6xvmbThZp7e39CFADXIEgBcJ1yV/Il5KkuK/MAuAivSBFqQXYOG3cianHGegCRgiAVgRZk5+jB+St0rLBYkpSTd0wPzl8hSYSpICGoOqt/wxH6LO9FzlgPwPWY2otATy1c+0OIOuFYYbGeWrjWoYqiy4mgmpN3TFY/BtUF2TlOlxYTXvt6sz5c3EI1834hU5Qia727nw9vcy9nrAfgOoxIRaDteceqdDmqpqKgyqhU6BQVe/Tou2s09YtNuqBDE/39+vtUr9YDTpcFABUiSEWg5slJyikjNDVPTnKgmuhDUA2/g/mFuuv1bH3y3R6NOidVv7vsTMWzySaACMDUXgQaP7iDkhLjT7osKTFe4wd3cKii6FJeICWohsbmfUc09IUv9MX6vfq/YV30+ys6EaIARAyCVAQa0qOFHh/aRS2Sk2QktUhO0uNDuzDtFCQE1fD58vt9uur5z7XvcIFmjO6ra3u3drokAKgSpvYi1JAeLQhOIXLi78qqvdB645stenjBSrVtXEdTRqapTaM6TpcEAFVGkBJL3fFTBNXQKfZY/fndNXr1840674wm+scNPVS/VmLlVwQAF4r5IMWeTED4HMov1C9nZuvjtXt024BU/e6yjkqIp8MAQOSK+Vcw9mQCwmPLvqMa+sIX+mzdXj12dRf94eedCFEAIl7Mj0ix1B2xZuKiDM3bOFme+FzFFadoWGp6yDe6/HrDPo2bkSWPlaaP6qP+pzcO6e0BQLjE/MdBlrojlkxclKE5m5+RTciVMZJNyNWczc9o4qKMkN3m7MytumnK10qpU0ML7hxAiAIQVWI+SLHUHbFk3sbJJ52/TpJMXKHmbZwc9NvyNpWv1m/mLtfZpzXSm3cMUGrj6F6ZN3FRhrpOGajOU7uo65SBIQ2oANwh5qf2WOqOWOKJz1VZW1164nODejuH8gv1qzeWatG3uzWyXxv9/oro74c6MdpnEgpl9ONonxaJcwQCUSzmg5TEUnfEjrjiFNmEn4amuOKUoN3G1v1HNXpaptbvOaxHh3TWTWe3CdrvdrN5GyfLJJQ92jdBBCkgWhGkgBgyLDXdO2pSYnrPehJ1TWp6UH7/4k37NTYjS0XFHk2/rY8GtKteP5QTjfGBCtdoHxCISHouRZroHmsHcJIJg0ZoeJt7ZYpSZK1kilI0vM29QXlBnZO5VTdM/krJSYlacOeAoISocDfGV0d5o3rBHO0DAhFpz6VIY6y1Yb/RtLQ0m5mZGfbbBRB8xR6rJ9/7Vi9/skHntGus52/oqQa1q79TedcpA8uchjRFKVo+6pNq//5g+6FHqtRoX7CCKhCoSHsuuZExJstam1bWz5jaAxCwwwVFuueNbH24ZrdGnN1Gf/h5JyUGqak80qbKJgwaIS3SSdMn1zB9AheItOdSpCFIAQjItlxvU/m63Yf1yFVn6eZ+bYP6+8PRGF9SMHpIJgwaQWM5XCfcz6VYQ48UgCrL2rxfQ57/XNvzjmnqrb2DHqIkb2O89Zw8RWg9iRoWpMb4kughQTQL53MpFhGkAFTJ/CXbdP2kr1W3ZoLevHOAzm3fJCS3E8rG+NLCuVEpEG7hfC7FIprNAfjF47F66v21evHj79X/9EZ64caeSq5dw+mygqLz1C4yZTSRWCutvGVF+AsC4Co0mwOoliMFRbp31lK9v3qXbujbWhOvPCtoTeVuQA8JgEBFzyshgJDIyTuma176Uh+u2aU//ryT/jykc1SFKIkeEgCBY0QKgKSyV61dcfoVGpuRpYKiYv3z1j4674zQ9EM5ja0LAASKHikA5W4meXzHUJ2aOEBTRqapXdN6DlYIAM6pqEcqusbnAQSkvFVrNZou1II7BhCiAKAcBCkA5e9wnJCnlDrRsTIPAEKBIAWAE+4CQIAIUgB0XpObo37V2sRFGeo6ZaA6T+2irlMGsms5gKAgSAEx7l/Ltuv9b1oofv/wqN35mFPAAAgVtj8AYpTHY/W3j9bp7x+tU5+2DfXSiPvUsM6DTpcVEvM2TpZJKPsUMJxkGEB1EKSAGHTseLHum7NU/16xU79Ia6lHh3RRjYToHaD2xOeqjDPAlN9kDwB+IkgBMWbngXylT8/Uyu0H9PDlZ2rUOakyZZ1oLopwChgAoUKQAmLI8m15Gj0tU0cKijRlZJoGdTzF6ZLCYlhqepkbjl4TRc30cI+yzhIQLf2G+KnoHcsHcJJ3lm/X8Je+VI2EOM2/Y0DMhCjJewqY4W3ujdpmergHCxtiD6eIAaKctVbPfrROf/twnXq3TdFLN/VSo7o1nS4LiEpdpwwscxrZFKVo+ahPHKgIwVDRKWKY2gOiWH5hse6fs0zvLN+hYT1b6rGhnVUzId7psoCoxcKG2EOQAqLUroP5GjM9U8tzDujBSztqzMDTor6pHHAaCxtiDz1SQBRamXNAVz33udbvPqxJI9I09rzTCVFAGAxLTY/6swTgZAQpIMr8e8WO/2fvvsOjKtM3jt9vCr2FIghIlSKSABqRooisLro2pNjxZ8O+KiqudZHVVdfG2gtiw0YVu+gaFRtqkNC7gBA6JNQASeb9/TGDJJAymczMOTPn+7kuL5PJSeYhk2TuOe/zPkeDX/xRiQlGk67rpVM7eaepHHAaGxu8h2ZzIE5Ya/VsxjI98eUSHdvS31TeqDZN5QBQWTSbA3FuT36h7pg0Rx/OXquB3ZrpoYGpqpZMUzkARBpBCohxG7fv0bBxMzVnTa7uOK2DrqMfCgCihiAFxLB52ds07M1MbcvL14uXHKv+Rzcp83gmLsON+LlELKPZHIhRn89bryEv/iQjaeK1PYMKUUxchtvwc4lYR5ACYoy1Vs99vUzXvjVTHZrU1tQbe+vopnXL/bzJK8YUu9acJJmEfE1eMSZSpQLl4ucSsY6lPSCG7Mkv1J2T52hq1loN6NpUjwxKC7qpnInLcCN+LhHrCFJAjNi0Y6+uHpepWX/kakT/Drq+b8Waypm4DDcq7edSMur8eio9U3C9oJb2jDFjjTE/GWPuLee4xsaYWeEpDYiMURnjlDa2jzq/nqq0sX1iohdjwdrtOufZ77Vo3Q69eMkxuuHkIyu8M4+Jy3CjEn8urWSMpWcKMaHcIGWMGSgp0VrbU1IbY0y7Mg5/XFL1cBUHhFssNrZOm79eg1/8UT7rbyo/rfPhIX0dJi7DjQ7+ubTW6ODXCPRMwc3KnWxujHla0ufW2k+NMRdIqm6tfa2E4/pJOk9SR2tt37K+JpPN4ZS0sX1KXEYwBSmac+V0ByoqnbVWL377ux6dtkhpzetpzNBjdVidak6XBURU59dTDwlSkv8s1bzL5ka/IEBlTzYPZmmvpqTswNtbJR1y4S5jTBVJ90m6s4wirjbGZBpjMjdt2hTE3QLhV1oDq9saW/cWFOq2ibP1n88X6cy0php/dQ9CFDyhtJ49evngVsEEqZ06sFxXq5TPuVPS89ba3NK+iLX2ZWtturU2vVGjRhUuFAiHWPgjvXnnXl005mdN+S1bt57aXk9f0JXLvcAz6OVDrAkmSM2UdELg7S6SVpZwzCmSbjDGfCOpqzHmlbBUB4SZ2/9IL1y3Xec8+4Pmr92m5y46Rjf9pR2Xe4lRsbipwQ3o5UOsCaZHqo6k7yR9Jel0SRdIGmKtLXEHnzHmG3qk4GZuvRzF/xZs0M3vzVKtakkac2m60prXc7okhGj/poaigyatL5lAAMSosnqkyg1SgS+QIulUSdOttesrWxBBCjjAWquXp/+uRz5fpNRmdfXy0HQ1qUs/VCyLpU0NAMpXVpAKaiCntTZH0oSwVgVAewsKdc/78zRp5hqdkXa4Hh/cRdWr0A8V65jWDXiHZyabT52VrcemLdba3Dw1rVddI/p30IBuzZwuCx62ZedeXfvWTP26Mkc3/6WdbjmFfqh4wRR5wDs8cdHiqbOyddeUucrOzZOVlJ2bp7umzNXUWdnlfi4QCYvX79A5z/2gOWu26ZkLu2n4qe0JUXHE7ZsaAISPJ4LUY9MWKy+/sNhtefmFemzaYocqgpdlLNqggc//oH0FPk24pqfO6tLU6ZIQZuw8A7zDE0t7a3PzKnQ7EAnWWo39foX+/elCHd20jsZcmq7D63JFpXg1st9QjRTBCYh3nghSTetVV3YJoalpPZ7EEB37Cny6b+o8jc9crdM7N9ET53VRjSqe+PUDwqKssSVuHWkCb/DEX/IR/Tvorilziy3vVU9O1Ij+HRysCl6xddc+XfvWTP2yYqv+3u9IDT+lvRIS6IcCgvXnXK6kfBkduNi4MvwfL+1jhClEgyeC1P7deezaQ7Qt3bBDV76RqfXb9+ipC7rqnK78zAEVNXnFGJmk/GK3mYR8TV4xxv92KR9jaRXR4IkgJfnDFMEJ0fT14o266Z1ZqpqcqPFX91C3Fmx9hzvE2lJYeXO5mNkFJ3li1x4QTfubyq98/VcdUb+GPryxNyEKrrF/mcwm5ciYA0thbr4WYFkXG4+FC5EjvhGkgDDaV+DT3e/P1QMfL9CpnRpr0nU92dQAV5m8YkyxawBKxZfJ3KisuVzM7ILTPLO0B0Razq59uu7tmZrx+1bdcHJb3XZqB5rK4TqxePmakf2GShkqthw5uOhyZFkfAyIsqIsWhxsXLUa8WbZxp65841ety92j/wxO1bndmjtdElAiLqgMVFylL1oMoHTTl2zSDe/8pqpJCXr36h46tiW9GfvFWlNzJLnlezGo9TD/uIAiy3vWl6zBLIW5glt+ThA8eqSAEFlr9foPK3TZa7+oWb3qmnpDb0JUEbHY1BwpbvpecPka93LTzwmCx9IeEIL8Qp/u/3C+3v75D51yVGM9dUFX1azKCd6iWEI6gO8FgsHPiXuxtAeEUe7ufbr+7d/04/ItuvaktrqjP03lJYnFpuZI4XuBYPBzEpsIUkAFLN+0U1e9kansnDw9PqSLBh9LU3lpEgpTSnx17cX5PnwvEAx+TmITPVJAkL5buknnPveDtufl651hxxOiysF8nwP4XiAY/JzEJoIUEIRxP63UZa/9qsPr+pvK01vVd7ok16Op+QC+FwgGPyexiWZzoAwFhT796+MFevOnVfpLx8P01IXdVIumcgDwFJrNgRBs252vG975Td8v26xr+rTRHad1VCJN5QCAIghSQAlWbN6lK9/4Vau37tajg9N0XvoRTpcEAHAhghRwkB+XbdZ1b/+mBCO9fVUPdW9NPxQAoGQEKaCIt39epX9+MF9tGtbU2P87Ti0a1HC6JABxjEvCxD6CVCVNnZWtx6Yt1trcPDWtV10j+nfQgG7NnC4LFVRQ6NODnyzU6z+u1MkdGunpC7updrXk8j8RAEK0/5IwJilfRgcuCaMMEaZiCOMPKmHqrGzdNWWusnPzZCVl5+bprilzNXVWttOloQK25eXr8td/1es/rtRVJ7TWK/93HCEKQMRNXjGm2MWjJckk5GvyijEOVYRQEKQq4bFpi5WXX1jstrz8Qj02bbFDFaGiVm7epYHP/6Cflm/Rfwal6t4zO7EzD0BUlHbpFy4JE1tY2quEtbl5Fbod7vLj8s26/u3fZCS9ddXx6tGmgdMleQZ9IQCXhIkXnJGqhKb1qlfodrjHOz//oUvH/qKGtapq6g29CVFRtL8vxCblyJgDfSGjMsY5XVqljcoYp7SxfdT59VSlje0TF/8mRA6XhIkPBKlKGNG/g6onJxa7rXpyokb07+BQRShPQaFPoz6ar7vfn6veRzbUlOt7qWWDmk6X5Snx2hcSzwERkcElYeIDS3uVsH93Hrv2YsP2Pfn6+zuz9O2STbqid2vd/beOSkrktUS0+RJzVFIXWqz3hUxeMUYmqeSAOFI8MaJkI/sN5ecjxhGkKmlAt2YEpxiwassuXflGplZu3qWHzk3VRce3cLokz4rXvpB4DYgAysbLccS9Gb9v0YDnftDmnXv15pXdCVEOi9e+kNKCYKwHRABlI0ghro3/9Q9d8srPql+ziqZe31u92jZ0uiTPi9e+kHgNiADKZqy1Ub/T9PR0m5mZGfX7hXcU+qwe/nShXvl+hU5s11DPXnSM6lZnyCYii7EOQHwyxsy01qaX+DEvBSku5+INO/bk66Z3Z+nrxZt0Wa9WuveMo2gqBwCErKwg5Zlm8/2Xc9k/iXz/5VwkEabiyOqtu3XlG79q+aZdenBAZ13So6XTJQEA4phnglRZl3MhSMWHX1Zs1bVvzVShz+rNK7qr95H0Q8Uyty+Tub0+r+JxQbR5Zr2Dy7nEt4mZq3XxKzNUr3qy3r++FyEqxrl9uKXb6/MqHhc4wTNBisu5xKf9TeUjJs1R99b19f71vdWmUS2ny0IluX36udvr8yoeFzjBM0GKy7nEn517C3TNuEy9NP13De3RUq9f3l11a7AzLx6UNsTSLcMt3V6fV/G4wAme6ZHici7xZfXW3Rr2ZqaWbtypf51ztC7t2crpkhBGbp9+7vb6vIrHBU7wTJCSuJxLvMhcuVXXjJupfYU+vX75cTqxXSOnS0KYDWo9TBNXjS62TGN9yRrskuGWbq/Pq3hc4ATPLO0hPkyeuUYXjflZtasl6f3rexOi4pTbp5+7vT6v4nGBEzw1kBOxy+ezenTaYr347XL1bNNAL1xyjOrVqOJ0WZLYbg0A8Y6BnIhpu/YW6JbxWfpywQZddHwLjTr7aCW7ZFL5/u3WJilfRge2WytDhCkA8AB3PBsBpcjOzdPgF3/SVws36P6zOunfAzq7JkRJbLcGAK/jjBRc67c/cnT1m5nam+/Ta5d310nt3dcP5UvMkSnldgBA/CNIwZWmzsrWHZPnqEmdanrv6nQdeVhtp0sqEdutAcDb3LNGAsjfVP7YtEW6ZXyWuh1RTx/c0Nu1IUryb7e2vuJDQK0vWYPYbg0AnsAZKbjG7n0FGj4+S9Pmb9CF3Y/QqLM7q0qSu7P+yH5DpQwV27U3mF17AOAZjD+AK6zNzdNVb2Rq0frtuueMTrqidysZU1L3EQAA0cX4A7jarD9yNOzNmdqTX6ixlx2nkzsc5nRJAAAEhSAFR32Qla0Rk+aocZ2qemfY8Wrf2L39UAAAHIwgBUf4fFb//d8SPZ2xTN1b1deLQ49V/ZrumFQeK5ioDgDOI0gh6nbvK9BtE2brs3nrNeTY5vr3uamubyp3GyaqA4A78OyFqFq/bY/Of2mGPp+/Xvf87Sg9OjiNEBUCJqoDgDtwRgpRM3t1roa9maldewv0yqXp+stRjZ0uKWYxUR0A3IFTAYiKj2av1Xkv/aQqSQmacn1vQlQllTY5nYnqABBdBClElLVWo79cor+/O0upzepq6g291aEJO/Mqi4nqAOAOLO0hYvL2Fer2SbP1yZx1GnRMcz00sLOqJiU6XVZcYKI6ALgDk80REeu37dHV4zI1N3ub7jyto67u04ZJ5QCAmMRkc0TV3DXbdNWbv2rHngK9PDRdp3aiHwoAEJ8IUgirT+as020Ts9SgZlVNvq6Xjjq8jtMlAQAQMQQphIW1Vs9kLNOTXy7RMS3q6aWh6WpUu6rTZQEAEFEEKVTanvxCjZg0Rx/NXqtzuzXTwwNTVS2ZpnIAQPwLKkgZY8ZK6iTpE2vtgyV8vK6k9yQlStol6Xxr7b5wFgp32rh9j4a9mak52dt0x2kddN1JbWkqBwB4RrlzpIwxAyUlWmt7SmpjjGlXwmEXS3rSWvtXSeslnRbeMuFG87K36exnf9CSDTv14iXH6vq+RxKiAACeEswZqb6SJgTe/kLSCZKWFj3AWvt8kXcbSdoYjuLgXp/PW6fh42crpUayJl3XU0c3ret0SVEzKmNcsflNg5jfBACeFcxk85qSsgNvb5VU6l52Y0xPSSnW2hklfOxqY0ymMSZz06ZNIRUL51lr9WzGUl371m/q0KS2pt7Y23MhauKq0bJJOTJGskk5mrhqtEZljHO6NACAA4IJUjslVQ+8Xau0zzHG1Jf0jKQrSvq4tfZla226tTa9UaNGodQKh+3JL9Tw8Vl6/IslGtC1qd67uocOq13N6bKiavKKMTIJ+cVuMwn5mrxijEMVAQCcFMzS3kz5l/NmSOoiafHBBxhjqkiaKOkua+2qsFYIV9i4Y4+ufnOmslbnakT/Drq+rzebyn2JOSrpX+1LzIl6LQAA5wVzRmqqpKHGmCclnSdpvjHm4J17V0o6RtI9xphvjDHnh7dMOGn+2m0a8OwPWrx+h1685BjdcLJ3m8oTClMqdDsAIL6VG6SstdvlbzifIelka+1sa+29Bx3zgrU2xVrbN/Df+MiUi2ibNn+9hrz4k6ykidf21GmdD3e6JEcNaj1M1pdc7DbrS9ag1sMcqggA4KSg5khZa3N0YOcePMBaqxe+Xa5HP1+sLkfU05ihx+qwOt7qhyrJyH5DpQwV27U3mF17AOBZxlob9TtNT0+3mZmZUb9fBGdPfqHunjJXU2Zl66wuTfXY4DQmlQMAPMsYM9Nam17Sx7hEDIrZtGOvrhmXqd/+yNVtp7bXjf282w8FAEB5CFL408J123XVG5nasmuvnr/4GP0t1dv9UAAAlIcgBUnSlws26Ob3Zql2tSRNvKaXUpt7Z8gmAAChIkh5nLVWL03/Xf/5fJFSm9XVmEvT1ZimcgAAgkKQ8rC9BYW6e8o8Tf5tjc5IO1yPD+6i6lVoKgcAIFgEKY/asnOvrhk3U5mrcnTLKe1081/a0VQOAEAFEaQ8aPH6HbryjV+1acdePXNhN53VpanTJQEAEJMIUh7z1cINuundWapZNUkTrumpLkfUc7okAABiFkHKI6y1euW7FXros4U6umkdvXLpcWpSl6ZyAJUzKmNcsUn/g5j0D48hSHnAvgKf7p06VxMy1+hvqU30xJCuNJUDqLRRGeM0cdVomaR8GUk2KUcTV42WMkSYgmcQpOLc1l37dO1bM/XLiq26qd+RuuWU9kpIKL2pnFeXAII1ecUYmaT8YreZhHxNXjFGI8XfDXgDQSqOLd2wQ1e88as2bN+rpy7oqnO6NivzeF5dAt4QrhdMvsQclfSyzJeYU/kigRiR4HQBiIyvF2/UwOd/1J58n8Zf3aPcECUFXl0mlPzqEkB82P+CySblyJgDL5hGZYyr8NdKKEyp0O1APCJIxRl/U/nvuvL1X3VE/Rr64Ibe6tYiuD9qpb2K5NUlED/C+YJpUOthsr7kYrdZX7IGtR5WqRpRslEZ45Q2to86v56qtLF9Qgq/CD+W9uLIvgKfRn44T+/+slr9j26s0ed3VY0qwT/ECYUpskmHhiZeXQLxI5zLcSP7DZUyVGyZcHCM91W6tU+U1gv3IkjFiZxAU/nPK7bqhpPb6rZTO5TZVF6SQa2H+X9Ri7xatb5kDebVJRA3wv2CaWS/oXHTWO7msEJjv3uxtBcHlm3coQHP/6BZq3M1+vwuGtG/Y4VDlOT/QzGk5XCZghRZK5mCFA1pOdzxPyAAwofluNK5uU+U1gv34oxUjPt2ySbd+PZvqpqcoHeH9dCxLSu3DBdPry4BHCoel+PCxc27EGm9cC+CVIyy1ur1H1fqgY8XqH3j2nrl/9LVPKWG02UBiAGResHk1v6iYLk5rNB64V4s7cWg/EKf7pk6T6M+WqC/HNVYk6/rRYgC4KhwjlVwipuXPWm9cC9jrY36naanp9vMzMyo3288yN29T9e//Zt+XL5F1/VtqxF/rXhTOQCEW9rYPiWezTEFKZpz5XQHKgpNrJ9VQ2QYY2Zaa9NL+hhLezFk2caduuqNX7U2d4+eGNJFg45t7nRJACDJ3f1FFUGfKCqKIBUjvlu6Sde//ZuqJCbonWHHK71VfadLggvxahpOcXN/ERBJ9EjFgDd/WqnLXvtVzepV19QbehOiUKJ46FFB7HJzfxEQSQQpF8sv9OneqXP1zw/mq2/7Rpp0XS8dUZ+mcpTMzTNwEP9ohoZXsbTnUtt25+v6d2bqh2VbdE2fNrrjtI5KpKkcZYiXHhXELvqL4EUEKRf6fdNOXfVGplbn7NZjg9M0JP0Ip0tCDKBHBQCij6U9l/lh2WYNeO4H5ebl651hPQhRCBo9KgAQfQQpFxk3Y5UuffUXNalbTR/c0FvH0VSOCqBHBQCij4GcLlBQ6NMDHy/QGz+tUr+Oh+mpC7qqdrXk8j8xCthODwDwOgZyuti2vHzd+M5v+m7pZg07sbXuPP0o1zSV799Ob5LyZXRgO70yRJgCAEAs7Tlq5eZdOvf5HzTj9y36z6BU3XNGJ9eEKInt9AAAlIczUg75cflmXffWb0ow0ltXHq/j2zRwuqRDsJ0eAICyEaQc8PbPqzTyg/lq3bCmxv7fcWrRwJ1DNtlODwBA2Vjai6KCQp9GfTRf97w/Tye0a6jJ1/dybYiS2E4PAEB5OCMVJdv35OvGd2Zp+pJNuqJ3a91zhnuaykszst9QKUPFdu0NZtceAAB/YvxBFKzasktXvpGplZt36YEBnXVh9xZh+9qMJwAAILIYf+CgGb9v0bVvzZQkjbvyePVsG76mcsYTxA8CMQDEJnqkImj8r3/okld+VoOaVTT1+t5hDVES4wnixf5AbJNyZMyBQDwqY5zTpcW8URnjlDa2jzq/nqq0sX34ngIIO4JUBBT6rB74eIH+MXmueh3ZUFOu761WDWuG/X5KG0PAeILYQiCODAIqgGggSIXZjj35uuqNXzX2+xW6rFcrvfp/6apbPTKXeyltDAHjCWILgTgyCKgAooEgFUZ/bNmtQS/8qOlLN+vBAZ11/9lHKykxct9ixhPEBwJxZBBQAUQDQSpMflmxVQOe/0Ebtu/VuCu665IeLSN+nyP7DdWQlsNlClJkrWQKUjSk5XCalGMMgbhkle1vIqACiAZ27YXBhMzVuuf9uToipYbGXnacWkegH6o0I/sN1UgRnGIZ87oOFY4dqYNaD/N/jSLLe9aXrMEeD6hewU5YRAtzpCqh0Gf1n88X6eXpv+uEIxvquYuOUd0akemHArwkbWyfEi9PZApSNOfK6UF/HZ5MvenPIH5QiOaMPULFHKkI2Lm3QDe/O0tfLdqoS3u21H1ndlJyBPuhAC8J1wWzOWPrTZNXjJFJKnmjAT8PCDeCVAhWb92tq97I1LJNO/Wvc47WpT1bOV0SEFe4YDYqI1xBHAgGp1AqKHPlVg147get25an1y8/jhAFRAAN+KgMNhogmghSFTBp5hpdNOZn1amerPdv6K0T2zVyuiQgLrEjFZVBEEc00WweBJ/P6tFpi/Xit8vVq20DPX/xMapXo4rTZQEASsFGA4RTWc3mBKly7NpboFvGZ+nLBRt00fEtNOrso2kqBwDAQ9i1F6I1Of6m8iUbdmjU2Ufr0p4tZUxJLYwAAMCLCFKlmLkqR9eMy9TeAp9eu7y7TmpPPxQAACiOIFWC92et0T8mzdXh9arpvavTdeRhtZ0uCQAAuBBBqgifz+rxLxbr+W+Wq0eb+nrh4mOVUpOmcgAAUDKCVMCuvQUaPj5LXyzYoAu7H6FRZ3dWlSSaygEAQOkIUpLW5ubpqjcytWj9dt13Zidd0bsVTeUAAKBcng9Sv/2Ro6vfnKm9+YUae9lxOrnDYU6XBAAAYoSng9QHWdkaMWmOmtSppneHHa92jWkqBwAAwfNkkPL5rJ78come/XqZureurxcvOVb1aSoHAAAV5LkgtXtfgW4dP1ufz1+v89Kb68EBqTSVAwCAkHgqSK3b5m8qX7Buu+494yhdeUJrmsoBj+EabADCyTNBKmt1roa9mam8fYUa+3/p6texsdMlAYiyURnjNHHVaJmkfBlJNilHE1eNljJEmAIQEk+saX04e63Of+knVU1K0OTrehGiAI+avGKMTEJ+sdtMQr4mrxjjUEUAYl1QZ6SMMWMldZL0ibX2wVCPiTafz+q/Xy3V018t1XGtUvTiJceqQa2qTpcVVSxjAAf4EnNU0mK+LzEn6rUAiA/lnpEyxgyUlGit7SmpjTGmXSjHRFvevkL9/d1ZevqrpRpybHO9ddXxngxRE1eNlk3KkTEHljFGZYxzujTAEQmFKRW6HQDKE8zSXl9JEwJvfyHphBCPiZr12/bovJd+0qfz1unuv3XUo4PTVDUp0cmSHMEyBlDcoNbDZH3JxW6zvmQNaj3MoYoAxLpgglRNSdmBt7dKKqnBqNxjjDFXG2MyjTGZmzZtCqXWoO3eV6Ctu/ZpzNB0Xd2nrWd35pW2XMEyBrxqZL+hGtJyuExBiqyVTEGKhrQcznI3gJAF0yO1U1L1wNu1VHL4KvcYa+3Lkl6WpPT0dFvhSiugTaNayrj9JE+ehSoqoTBFNunQ0MQyBrxsZL+hGimCE4DwCOaM1EwdWKrrImlliMdElddDlMQyBgAAkRbMGampkr4zxjSVdLqkC4wxD1pr7y3jmB7hLhQVN7LfUClDxXbtDWbXHgAAYWOsLX+VzRiTIulUSdOttetDPWa/9PR0m5mZGUK5AAAA0WWMmWmtTS/pY0HNkbLW5ujArryQjwEAAIgnnphsDgAAEAkEKQAAgBARpAAAAEJEkAIAAAgRQQoAACBEBCkAAIAQEaQAAABCRJACAAAIEUEKAAAgRAQpAACAEBGkAAAAQkSQAgAACBFBCgAAIEQEKQAAgBARpAAAAEJkrLXRv1NjNklaFYW7aihpcxTuB8HjMXEfHhN34nFxHx4Td4rG49LSWtuopA84EqSixRiTaa1Nd7oOHMBj4j48Ju7E4+I+PCbu5PTjwtIeAABAiAhSAAAAIYr3IPWy0wXgEDwm7sNj4k48Lu7DY+JOjj4ucd0jBQAAEEnxfkYKAAAgYghSAAAAIYr5IGWMGWuM+ckYc29ljkF4lfc9N8bUNcZ8Zoz5whjzvjGmSrRr9Jpgfw+MMY2NMbOiVZfXVeBxed4Yc1a06vKyIP5+pRhjPjXGZBpjXop2fV4V+Nv0XTnHRP35PqaDlDFmoKREa21PSW2MMe1COQbhFeT3/GJJT1pr/yppvaTTolmj11Tw9+BxSdWjU5m3Bfu4GGNOlNTEWvtRVAv0oCAfk6GS3g7MLqptjGG2VIQZY1IkvSGpZhnHOPJ8H9NBSlJfSRMCb38h6YQQj0F49VU533Nr7fPW2i8D7zaStDE6pXlWXwXxe2CM6Sdpl/zhFpHXV+U8LsaYZEljJK00xpwTvdI8q6/K/13ZIqmzMaaepCMkrY5KZd5WKOl8SdvLOKavHHi+j/UgVVNSduDtrZIah3gMwivo77kxpqekFGvtjGgU5mHlPiaB5dX7JN0Zxbq8LpjflUslLZD0qKTuxpi/R6k2rwrmMfleUktJN0laGDgOEWSt3W6t3VbOYY4838d6kNqpA0sQtVTyvyeYYxBeQX3PjTH1JT0j6Yoo1eVlwTwmd0p63lqbG62iENTj0k3Sy9ba9ZLeknRylGrzqmAek5GSrrXW/kvSIkmXR6k2lM2R5/tYDxUzdeDUXRdJK0M8BuFV7vc8cPZjoqS7rLXRuIC11wXze3CKpBuMMd9I6mqMeSU6pXlaMI/LMkltAm+nKzoXfPeyYB6TFEmpxphEScdLYiCjOzjyfB/TAzmNMXUkfSfpK0mnS7pA0hBr7b1lHNMjiNODqIQgH5frJD0kaXbgphesteOjXatXBPOYHHT8N9bavtGr0JuC/F2pLelV+ZcpkiUNttZml/DlEAZBPibdJb0m//LeT5LOtdbudKBcz9n/t8kY00nSRW54vo/pICX92cl/qqTpgVPfIR2D8OJ77j48Ju7E4+I+PCaxy4nHLuaDFAAAgFNivUcKAADAMQQpAACAEBGkAAAAQkSQAgAACBFBCgAAIEQEKQAAgBARpAAAAEJEkAIAAAgRQQoAACBEBCkAAIAQEaQAAABCRJACAAAIEUEKAAAgRAQpAACAEBGkAAAAQkSQAgAACBFBCgAAIEQEKQAAgBARpAAAAEJEkAIAAAgRQQoAACBEBCkAAIAQEaQAAABCRJACAAAIEUEKAAAgRAQpAACAEBGkAAAAQkSQAgAACBFBCgAAIEQEKQAAgBARpAAAAEJEkAIAAAgRQQoAACBEBCkAAIAQEaQAAABCRJACAAAIEUEKAAAgRAQpAACAEBGkAAAAQkSQAgAACBFBCgAAIEQEKQAAgBARpAAAAEJEkAIAAAgRQQoAACBEBCkAAIAQEaQAAABCRJACAAAIEUEKAAAgRAQpAACAEBGkAAAAQkSQAgAACBFBCgAAIEQEKQAAgBARpAAAAEJEkAIAAAgRQQoAACBEBCkAAIAQEaQAAABCRJACAAAIEUEKgGsYvySn6wCAYBGkAJTJGNOxyNvDjDFvF3m/qzGmzkHHX2GMua/I+9WNMTOMMQ0OOq67MaZ14O1axph/SaotaVMZtSQZY6YYY2oHPuf5wO0NSjjWHPR+X2PM6DK+9o3GmGrGmAxjTKoxZoQxpo4x5iVjTJ/SPg+AtxGkAJTKGNNC0gxjTN/ATXsk5Qc+VkvSVElDDvq0DySlG2OSA+9fLelHa+2Wg44bJOmuwNsnSDpK0i5JuWWU1EtSU2vtDkl7JV0RuH2cMea6InUbSd8aY9IOur9FZXztJEn3SiqQVFPSBdba7ZL6SVpz8MHGmIXGmPWB/9YUuf3awG2Z+4NiWbcDiG2cQgdQKmvtH8aYGyS9Z4w5WpKV/gwqb0nKsNaONcbcLmmYpJ37j5H0U+CkUDVJ+4wxmfIHlE+ttbdJekrSD4HAdZqkHpJmSjrcGJMlqYakR6y1rxYp6XJJYwK15Rtj8gNLgbdKuqFI3dYY86SkycaYY+UPfxdLWl80cEn61lp7szGmmqS1gdpTJPWVND1wJqqWtfb3wL+7qrV2rzGmRuBumhT9fhljUiXdJ+kYSS0lPSvpjNJuD/JhAOBiBCkAZbLWvm2M2S5pa5HbrDFmnKSPAu8/box5SVKD4p9qV+1/JxAm8qy1ywIfXBsIZwmSzpPUUdI+STOstV0Dn5NY5PObSbpQ/gC231ZJ9STtlj+UXbE/eFlrpxpj+gc+p7aksdbaEUW+3nOSFgferSKpj6TuktIlLQx87eskJQRCYAtJO4wxXSV1ljS3hG/XAElvWmvXSlprjGlojKlZ2u3W2l0lfA0AMYQgBaBUxphR8i/d7ZY0UlIdSTUDwUKS/mmMecNa+6T8Z3yGSfo18LGLJNUxxrws6Xb5w9IaScsCPU3N5V8qXCapj7V2uzGmiaScIiUkSSoMvP24JCOphjHmAklpgXqmyx+IZkr6/qB/wt/lD1o/SepujLlU0knW2islnSXp34Hj8iT9LqlZoKbcQB29JD1rrX3AGPOepCestTuMMd0knWCMWRv43OHW2g8D/6Zvitz/WvnPQJV2+wIBiGkEKQClstaOlD9AlcgYc6+kuoF390qaIWl/Q/fZgf+fJP+SWaEOhKJU+UPO8ZJulHS/MaZQ/tBTNxDUjKSqxpgTJP1F/jNCX8nfw9RV/nDUUdJ4a+34UkpsIP9SXbq1dltgSW5/DWnW2tzA280lbZZ0h6R/Bf7NAyQlSzo2cEwLScsDb++U9A9r7VvGmB6SPjDGTJOUKGl7kfvfFfg3lXY7gBhHkAJQqsDSWpKkfdZaW8phtsj/0+UPRtKBvy+2yDH+G6z9RtI3xpg11tqp8jetyxgzVv7gdYW1dk6ROj6TPzi9HKjlzsDtDeVvBi8tSN0taa+19o7A+53k78VSkRAlSfUlDZc0Sv6lxo/k76vqFagzRVJta+3WwOe+WeTfMsMYs0pSF/nPYtUr8nWrS/KVcTuAGMeuPQBl6Sv/stkiY8wh/0m6+aDjl0r6OPBfoSrAGHO+/EHnLEnjjTH99n/MWrs70F90sI8knRVoFj/467WUdKakBwLv15D0V0kri+xC3P/1Z8q/c3CbpPaSHpW02FqbJ2mK/EEvo8jXvtQYU6XIl2gmfzDKlNQzcIyRv7k8u4zbAcQ4zkgBKJW19itJrUr7eGBpr+jfkcPkb8SWDrxQqxr4r7SvUU3+5bTTJP3VWrveGDNAUoYx5lpr7Udl1LfRGPOV/D1YDxpjTpL0m/xLZ69IGhnoaUqQ/2zWK5ImSfrKGDPEWvtbkS/XVP7A87n8S4b/DNw+RdIjCgSygD6SmhljnpJ/J+E++ZvPl0h60hiTEfg+bLHWrg6cUTvk9tL+XQBiB0EKQKmMMa/Lv1y3p5RDDldgHIH8f09+sdb+N/C5IyTJWrt/6GaiiizxBT7eRP4m8p2STrTWbgt8zmJjzEBJ2caYJGttQZH7+HMnX8Dt8u/Yy5N/l91Q+fu2akh62xjTWdLTkpZYax8P3PdVkr4w/iGgL1hr8+Vven9P/lB3j6S0QA33Bu7jZWPM/1lrv5N/yXBi4P+/STrbWrtX0l5jzGBJj8nfM3Zx4N+zvaTbAcQ+ghSAUllrLyvr44EzUjUC79YO3GYkfSb/mZ39x42QdIqkawLvnyKpv/yN4AMkXSvpYmNMgfxhKznwdevI3zP1Y+BLJcs/qqBojRuMMX+R9JykFfKPT7DGmO/kn1s1XtLT1tqXinzO18aYE+UPgd8aY5ZK+kRSlqSBgbNil0i6Xv7BnEuMMTPl36U4wFq7MVBXSd+zn+RfJgzqdgCxzZTePwoAkXPQmaZI3o8po1EeACqFIAUAABAidu0BAACEiCAFAAAQIkeazRs2bGhbtWrlxF0DAABUyMyZMzdbaxuV9DFHglSrVq2UmZlZ/oEAAAAOC1y9oEQs7QEAAISIIAUAABAighQAAECICFIAAAAhIkgBAACEiCAFAAAQIoIUAABAiAhSAAAAISJIAQAAhIggBQAAECKCFAAAQIgIUgAAACEiSAEAAISIIAUAABAighQAAECICFIAAAAhIkgBAACEiCAFAAAQIoIUAACISeu25Wnb7nxHayBIAQCAmPPh7LXqP3q6HvhkgaN1JDl67wAAABWwLS9f//xgnj7IWqtuLerpxpOPdLQeghQAAIgJPy7brNsmztbGHXt166ntdX3ftkpKdHZxjSAFAABcbU9+oR6ftlivfL9CbRrW1JTreqnLEfWcLksSQQoAALjYwnXbNXx8lhat36FLerTQ3X87SjWquCe+uKcSAACAAJ/P6pXvf9fj05aobo1kvXb5cTq5w2FOl3UIghQAAHCVNTm7dfvE2Zrx+1b1P7qxHh6Ypvo1qzhdVokIUgAAwBWstZqala1/Tp0vn7V6dHCahhzbXMYYp0srFUEKAAA4Lnf3Pt0zdZ4+mbNO6S1T9OR5XdWiQQ2nyyoXQQoAADjq+6WbddvELG3ZuU8j+nfQtSe1VWKCe89CFUWQAgAAjtiTX6j/fL5Ir/2wUkceVktj/+84dW5W1+myKoQgBQAAom5e9jYNH5+lpRt36rJerXTn6R1VLTnR6bIqjCAFAACiptBn9dL05Rr95RKl1KiiN67orpPaN3K6rJARpAAAQFSs3rpbt02YrV9WbtXfUpvo3wNSleLSsQbBIkgBAICIstZq8m/Zuv/D+ZKkJ4Z00cBjmrl6rEGwCFIAACBicnbt093vz9Vn89are6v6euK8LjqivvvHGgSLIAUAACLim8UbdcekOcrZvU93nt5Rw05sEzNjDYJFkAIAAGGVt69QD3+2UG/+tErtG9fSa5cfp6ObxtZYg2ARpAAAQNjMXbNNN4+fpd837dIVvVvrjtM6xORYg2ARpAAAQKUVFPr0wjfL9dRXS9WwVlW9fdXx6n1kQ6fLijiCFAAAqJRVW3Zp+Pgs/fZHrs7q0lQPntNZdWskO11WVBCkAABASKy1mpC5WqM+WqDEBKOnLuiqc7o2c7qsqCJIAQCACtu8c6/umjJXXy7YoJ5tGujx87qoWb3qTpcVdQQpAABQIRmLNuiOSXO0Pa9A955xlK7o3VoJcTbWIFgEKQAAEJTd+wr04CcL9c7Pf6hjk9p666rj1bFJHafLchRBCgAAlGvWHzkaPj5Lq7bu1jV92ujWv7ZX1aT4HWsQLIIUAAAoVX6hT89mLNOzXy9TkzrV9M5VPdSzbQOny3INghQAACjRis27dMv4LM1enatzuzXTqHOOVp1q3hhrECyCFAAAKMZaq3d++UMPfrxQVZIS9OxF3XRmWlOny3IlghQAAPjTph179Y/Jc5SxaKNObNdQjw3uoiZ1qzldlmsFFaSMMY0lTbLWnljKx+tKek9SoqRdks631u4LW5UAACDivpi/XndOmatdewv0zzM76bJerTw71iBY5QYpY0yKpDck1SzjsIslPWmt/dIY84Kk0yR9GJ4SAQBAJO3cW6AHPlqg8Zmr1enwOnrqgq5q17i202XFhGDOSBVKOl/SB6UdYK19vsi7jSRtrGRdAAAgCmau8o81WJ2zW9f1bavhp7RXlaQEp8uKGeUGKWvtdkkypvxTe8aYnpJSrLUzSvjY1ZKulqQWLVpUuFAAABA++YU+Pf3VUj339TIdXre6xl/dU91b13e6rJgTtmZzY0x9Sc9IGlTSx621L0t6WZLS09NtuO4XAABUzPJNOzV8fJbmrNmmQcc01/1nd1JtxhqEJCxByhhTRdJESXdZa1eF42sCAIDwstZq3IxVeujThaqWnKgXLj5Gp6ce7nRZMa3Ci6DGmE7GmAcPuvlKScdIuscY840x5vywVAcAAMJi4/Y9uvz1X/XPD+are+sGmnZLH0JUGBhro7/Klp6ebjMzM6N+vwAAeNHn89bprilztXtfoe7+21G6tGfLoHqf4WeMmWmtTS/pYwzkBAAgTu3Yk69RHy3QpJlrlNqsrkaf31VHHlbL6bLiCkEKAIA49OvKrRo+Pktrc/N048lH6qa/tGOsQQQQpAAAiCP7Cnwa/b8levHb5ToipYYmXttTx7ZkrEGkEKQAAIgTSzfs0C3jszR/7Xadn36E7jurk2pV5ak+kvjuAgAQ43w+qzd+WqlHPlukmlWT9NLQY9X/6CZOl+UJBCkAAGLY+m17NGLSbH23dLP6dTxMjwxK1WG1qzldlmcQpAAAiFEfz1mre96fp30FPj04oLMuPr4FYw2ijCAFAECM2b4nXyM/mK/3Z2WryxH1NPq8LmrTiLEGTiBIAQAQQ2b8vkW3TZit9dv36JZT2umGk49UciJjDZxCkAIAIAbsLSjUk18s0cvf/a6W9Wto0rU91a1FitNleR5BCgAAl1u0frtueS9Li9bv0EXHt9C9ZxylGlV4CncDHgUAAFzK57N69YcVevTzxapTPUmvXpaufh0bO10WiiBIAQDgQmtz83T7xNn6cfkWndqpsR4ZmKoGtao6XRYOQpACAMBlPsjK1n1T56nAZ/WfQak6L/0Ixhq4FEEKAACX2LY7X/d9ME8fzl6rY1rU0+jzu6plg5pOl4UyEKQAAHCBH5dt1m0TZ2vTjr267dT2uq5vWyUx1sD1CFIAADhoT36hHpu2WGO/X6E2jWpqyvW9lNa8ntNlIUgEKQAAHLJg7XYNH5+lxRt26NKeLXXX6UepepVEp8tCBRCkAACIskKf1Svf/a4nvliiujWS9frlx6lvh8OcLgshIEgBABBFa3J269YJs/XLiq067egmemhgqurXrOJ0WQgRQQoAgCiw1ur9Wdka+cF8WUmPDU7T4GObM9YgxhGkAACIsNzd+3TP+/P0ydx1Sm+ZotHnd9UR9Ws4XRbCgCAFAEAEfbd0k26fOFtbd+3THad10DV92ioxgbNQ8YIgBQBABOzJL9Qjny3S6z+u1JGH1dLY/ztOnZvVdboshBlBCgCAMJuXvU23jM/Sso07dVmvVrrz9I6qlsxYg3hEkAIAIEwKfVYvfrtco79coga1qmjcld11YrtGTpeFCCJIAQAQBqu37tbw8VnKXJWjM9IO178HdFa9Gow1iHcEKQAAKsFaq4kz12jUh/OVYIxGn99FA7o2Y6yBRxCkAAAI0dZd+3TXlDmaNn+Djm9dX0+c10XNUxhr4CUEKQAAQvD14o26Y9Ic5e7ep7tO76irTmzDWAMPIkgBAFABefsK9dCnCzVuxip1aFxbb1zeXZ2a1nG6LDiEIAUAQJBmr87V8PFZ+n3zLl11Qmvd3r8DYw08jiAFAEA5Cgp9ev6b5Xr6q6VqVLuq3rnqePU6sqHTZcEFCFIAAJRh1ZZdGj4+S7/9kauzuzTVA+d0Vt0ayU6XBZcgSAEAUAJrrSZkrtaojxYoMcHoqQu66pyuzZwuCy5DkAIA4CCbd+7VnZPn6n8LN6hnmwZ64rwualqvutNlwYUIUgAAFPHVwg36x+Q52r6nQPeecZSu6N1aCYw1QCkIUgAASNq9r0APfLxQ7/7yhzo2qa23r+qhDk1qO10WXI4gBQDwvFl/5Gj4+Cyt2rpb1/Rpo1v/2l5VkxhrgPIRpAAAnpVf6NOzGcv07NfL1KRONb07rId6tGngdFmIIQQpAIAn/b5pp4ZPmK3Zq3M1sFsz3X/O0apTjbEGqBiCFADAU6y1eueXP/TgxwtVJSlBz110jM5IO9zpshCjCFIAAM/YuGOP7pw8VxmLNurEdg312OAualK3mtNlIYYRpAAAnvDF/PW6c8pc7dpboPvP6qRLe7ZirAEqjSAFAIhrO/cW6IGPFmh85mod3bSO/nt+V7VrzFgDhAdBCgAQt2au2qrh42drTc5uXd+3rW45pb2qJCU4XRbiCEEKABB38gt9eup/S/X8N8vULKW6xl/TU8e1qu90WYhDBCkAQFxZtnGnho/P0tzsbRpybHP986xOqs1YA0QIQQoAEBestRo3Y5Ue+nShqicn6sVLjtFpnRlrgMgiSAEAYt6G7Xs0YtIcTV+ySX07NNKjg9J0WB3GGiDyCFIAgJj22dx1uuv9udqTX6gHzjlal/RoKWMYa4DoIEgBAGLSjj35uv/DBZr82xqlNa+r0ed3VdtGtZwuCx5DkAIAxJxfVmzVrROytDY3Tzf1O1J//0s7JScy1gDRR5ACAMSMfQU+jf7fEr347XK1qF9DE6/tpWNbpjhdFjyMIAUAiAlLNuzQLe9lacG67brguCN035mdVLMqT2NwFj+BAABX8/msXv9xpR75fJFqV03SmEvTdWqnxk6XBUgiSAEAXGz9tj26feJsfb9ss/p1PEz/GZSmRrWrOl0W8CeCFADAlT6avVb3Tp2nfQU+/fvczrqoewvGGsB1ggpSxpjGkiZZa08s45ixkjpJ+sRa+2CY6gMQBlNnZeuxaYu1NjdPTetV14j+HTSgWzOnywJKtC0vXyM/mKepWWvV9Yh6Gn1+V7VuWNPpsoASlRukjDEpkt6QVOpPsTFmoKREa21PY8yrxph21tqlYawTQIimzsrWXVPmKi+/UJKUnZunu6bMlSTCFFznp+VbdNuELG3YsVe3nNJON558pJIYawAXC+ans1DS+ZK2l3FMX0kTAm9/IemEypUFIFwem7b4zxC1X15+oR6bttihioBD7S0o1EOfLtRFr8xQ1eRETbq2p245pT0hCq5X7hkpa+12SeWtS9eUlB14e6ukYw4+wBhztaSrJalFixYVrRNAiNbm5lXodiDaFq3frlvey9Ki9Tt08fEtdM8ZR6lGFVp4ERvC9ZO6U1L1wNu1VMKZLmvty5JelqT09HQbpvuFQu9/oW/GG5rWq67sEkJT03rVSzgaiB6fz2rs9yv02LTFqlM9Sa9elq5+HRlrgNgSriA1U/7lvBmSukhizSBKQu1/oW+mYmI5dI7o36HYYy1J1ZMTNaJ/BwerioxYfpy8Jjs3T7dPmK2fft+iUzs11iMDU9WgFmMNEHsqHKSMMZ0kXWStvbfIzVMlfWeMaSrpdEk9wlMeylNW/0tZTyChfp4XxXro3F9jvAeMWH+cvOSDrGzdO3WeCn1W/xmUqvPSj2CsAWJW0EHKWts38P8Fku496GPbjTF9JZ0q6VFr7bbwlRgfIvVKOdT+F/pmghcPoXNAt2YxU2uo4uFxinfbdufr3g/m6aPZa3VsyxQ9eV4XtWzAWAOUb1TGOE1eMUa+xBwlFKZoUOthGtlvqNNlSQrjQE5rbY4O7NxDEZF8pRxq/wt9M8EjdMYGHid3+2HZZt02YbY279yr2//aXtee1JYdeQjKqIxxmrhqtExSvowkm5SjiatGSxlyRZjipzgKIrn9fET/DqqenFjstmD6X0L9PC8qLVwSOt2Fx8md9uQX6l8fLdDFr/ysmlUT9f71vXVjv3aEKARt8ooxMgn5xW4zCfmavGKMQxUVx09yFETylfKAbs308MBUNatXXUZSs3rV9fDA1HLPdIX6eV5E6IwNPE7us2Dtdp397Pd69YcV+r+eLfXx309UavO6TpeFGONLzKnQ7dHGoI4oiPQyWqj9L17omwkHrzRrxzoep/AIRz9noc9qzHe/64kvFiulRhW9cUV3ndS+UYQqRrxLKEyRTTo0NCUUpjhQzaEIUlHgpe3n8YrQGRt4nConHP2ca3J267YJs/Xziq36W2oT/XtAqlJqVolYzYh/g1oP8/dIFVnes75kDW49zMGqDiBIRQGvlAHEgsrsfLTWaspv2br/w/mykp4Y0kUDj2nGWANU2sh+Q6UMFdu1N9hFu/aMtdEfMp6enm4zMzOjfr8AYh9DNyOn9Z2fqKRnBCNpxSNnlPp5Obv26Z6pc/Xp3PXq3qq+njivi46oXyNidboZP5/xyRgz01qbXtLHOCMFIGYwdDOyQunnnL5kk26fOFs5u/fpH6d11NV92igxwZtnofj59CZ27QGIGZEcJYKK7XzM21eokR/M06Wv/qK61ZP1/vW9dV3ftp4NURI/n17FGSkAMYOhm5EVbD/nvOxtuvm9WVq+aZeu6N1ad5zWQdUOCmBexM+nNxGkAMQMJvJHXlk7Hwt9Vi9+u1yjv1yihrWq6q0rj9cJ7RpGuUL34ufTm1jaAxAzGLrpnD+27Nb5L/2kx6Yt1mmdm+jzW04kRB3E7T+fU2dlq/cjGWp95yfq/UiGps7KdrqkuMAZKQAxg1Ei0VN091nd6snava9AVZMS9d/zu+qcrk0Za1ACN/980ggfOXE7/oAtqAAQmoOfdCUpwUj3ndlJl/du7WBlCFXvRzJKXHZsVq+6friznwMVxRbPjT8geQPB40UHDlbS7jOflV75bgVBKkbRCB85cdkjxRZUIDj7X3Rk5+bJ6sCLjrJ6J+iziG+79xWUeOZC4kk3lpXW8E4jfOXFZZAieQPBqeiLjlCCF2JH1upcnfn096V+nCfd2OXGRvhRGeOUNraPOr+eqrSxfTQqY5xjtVRGXAYpkjcQnIq+6OBsb3wqKPTpqf8t1aAXftSe/EJdf3Jb1z3ponIGdGumhwemqlm96jLy90Y9PDDVsWX8URnjNHHVaNmkHBkj2aQcTVw1OibDVFz2SI3o3+GQRkn+CACHqujcG872xp+Vm3dp+IQszfojVwO6NtWoczqrbvVktT+sNr1zcaasGWHRNnnFGJmk/GK3mYR8TV4xRiPljosRBysug5Sbt6ACblLRFx0MHIwf1lq9+8tqPfDxAiUnGj1zYTed1aXpnx9305Mu4o8vMUclDdDwJeZEvZbKissgJfFHAAhGRV90cLY3PmzasVd3TZmj/y3cqN5HNtDjQ7ro8LqEYURPQmGKbNKhoSmhMMWBaionboMUgOBU5EUHZ3tj3/8WbNA/Js/Rjr0F/rlQvVopwcMXGoYzBrUepomrRsskHFjes75kDW49zMGqQkOQAlAhnO2NTbv2FujBTxbo3V9W66jD6+id87uqQ5PaTpcFjxrZb6iU4e+V8iXmKKEwRYNbD/PfHmPidrI5AMDvtz9ydOv4LK3aultX92mjW09tr6pJieV/IgBJHpxsDgCQ8gt9eiZjmZ77epma1Kmm94b10PFtGjhdFhBXCFIAEId+37RTw8dnafaabRrYrZnuP+do1amW7HRZQNwhSAFAHLHW6u2f/9C/P1moqskJeu6iY3RG2uFOlwXELYIUAMSJjTv26B+T5ujrxZt0YruGenxIFzWuU61CX4OLWAMVQ5ACgDgwbf563TVlrnbtLdD9Z3XSpT0rPtZg/7UU988J238tRUmEKaAUBCkAiGE79xZo1IfzNXHmGh3dtI6euqCrjjwstLEGZV1LkSAFlIwgBQAxKnPlVg2fkKXsnDzdcHJb3fyX9qqSFPq16LmWIlBxBCnEDXo74BX7Cnx66qsleuGb5WqWUl0Trump9Fb1K/11uZYiUHGhv3QBXGR/b0d2bp6sDvR2TJ2V7XRpQFgt27hDA1/4Qc99vVyDj22uz27uE5YQJfmvpVg9ufigTq6lCJSNM1KIC/R2wA0ieVbUWqs3f1qlhz5dqJpVk/TiJcfqtM5NwvK19+NaikDFEaQQF+jtgNMiueNtw/Y9un3ibH23dLNO7tBI/xmcpsNqV2ysQbC4liJQMQQplCsWeo/o7YDTInVW9NO563T3+3O1J79QDw7orIuPbyFjKjbWAEDk0COFMsVK7xG9HXBauM+Kbt+Tr1snZOn6t39Ty/o19OlNJ+qSHi0JUYDLcEYKZYqV3iN6O+C0cJ4V/fn3Lbp1wmyt375HN/2lnf7e70glJ/K6F3AjghTKFEu9R/R2wEkj+nco1iMlVfys6N6CQj355RK9PP13taxfQxOv7aljWqREolwAYUKQQpnoPQKCU9mzoks27NDN72Vp4brturB7C917xlGqWZU/0YDb8VuKMoXjVbabxELjPGJXRc6KFv1ZrFM9STv3FCilZhW9cmm6TunUOMKVAggXghTKFE+9R1yQFW5x8M/itrwCJRjp5lPaEaKAGEOQQrnipfcoVhrnEf9K+ln0WenFb37X0B6tnCkKQEgIUvCMWGqcR/zalpdfYt+hFPs/iyydw4vYTwvPKK1BnsZ5RMuPyzfr9P9OL/XjsfyzGCsz54BwI0jBMxjaCafsyS/Uvz9ZoItf+VnVkhN166nt4u5nsaylcyCesbQHz4inxnnEjoXrtmv4+CwtWr9Dl/Roobv/dpRqVElSi/o14+pnkaVzeBVBCp4SL43zcD+fz+qV73/X49OWqE71ZL122XE6ueNhf3483n4WmTkHr2JpDwDCLDs3Txe9MkMPfbpIfTs00rRbTiwWouIRS+fwKs5IAUCYWGv1QdZa3ffBPPl8Vo8OStOQ9OaeuNAwS+fwKoIUAIRB7u59umfqPH0yZ53SW6boyfO6qkWDGk6XFVXxtlwJBIMgBQCV9P3Szbp94mxt3rlXI/p30LUntVViQvyfhQJAkAKAkO3JL9R/Pl+k135YqbaNamrMpb2V2ryu02UBiCKCFACEYF72Ng0fn6WlG3fqsl6t9I/TOqp6lcTyPxFAXCFIAUAFFPqsXpq+XKO/XKKUGlX0xhXddVL7Rk6XBcAhBCkArueWa7it3rpbt02YrV9WbtXfUpvo3wNSlVKzStTrAOAeBCkArrb/Gm77Lz+y/xpukqIWpqy1mvxbtu7/cL4k6YkhXTTwmGaeGGsAoGxBDeQ0xow1xvxkjLm3lI+nGGM+NcZkGmNeCm+JALzM6Wu45ezap+vf/k23T5ytTofX0Wc3n6hBx3pjNhSA8pV7RsoYM1BSorW2pzHmVWNMO2vt0oMOGyrpbWvt28aYd4wx6dbazIhUDHiEW5aznObkNdy+WbxRd0yao5zd+3Tn6R017MQ2jDUAUEwwS3t9JU0IvP2FpBMkHRyktkjqbIypJ+kISavDVB/gSW5YznILJ67hlrevUA9/tlBv/rRK7RvX0muXH6ejmzLWAMChglnaqykpO/D2VkmNSzjme0ktJd0kaWHguGKMMVcHlv4yN23aFGK5gDc4vZzlJtG+htvcNdt05jPf6c2fVumK3q314Y0nEKIAlCqYM1I7Je1/6VdLJYevkZKutdZuN8bcKulySS8XPcBa+/L+29LT023IFQMe4ORylttE6xpuhT6rF75Zpv/+b6ka1qqqt686Xr2PbBjW+wAqalTGOE1eMUa+xBwlFKZoUOthGtlvqNNloYhggtRM+ZfzZkjqIqmkl8QpklKNMTMkHS/pf2GrEPAgJ5az3CzS13D7Y8tu3TohS5mrcnRWl6Z68JzOqlsjOWL3BwRjVMY4TVw1WiYpX0aSTcrRxFWjpQwRplwkmKW9qZKGGmOelHSepPnGmAcPOuZh+c82bZNUX9K74SwS8JpoL2d5lbVWE35drdOfmq7FG3boqQu66pkLuxGi4AqTV4yRScgvdptJyNfkFWMcqgglKfeMVGC5rq+kUyU9aq1dL2n2Qcf8IunoSBQIuEG0d9BFaznLy7bs3Ku7pszVFws2qGebBnr8vC5q5tEzfnAnX2KOStoj6kvMiXotKF1QAzmttTk6sHMP8BSndtBFejnLyzIWbdAdk+Zqe16+7j3jKF3Ru7USGGsAl0koTJFNOjQ0JRSmOFANShPUQE7Ay9hBFz927yvQPe/P1RWvZ6phrSr68O+9ddWJbQhRKNGojHFKG9tHnV9PVdrYPhqVMS6q9z+o9TBZX/FlZutL1qDWw6JaB8rGJWKAcrCDLj5krc7V8PFZWrlll67u00a3/bW9qiYllv+J8CQ3NHqP7DdUylCxXXuDy9i1xw4/ZxCkgHKwgy62FRT69OzXy/RMxjI1rl1V71zVQz3bNnC6LLjc5BVjZJJKbvQeqeiFk5H9hgZ1f24Ifl7F0h5QjpJ20En+ZaKps7JL+Ay4xYrNuzT4xZ/03/8t1Vlph+uzW/oQolzO6eW0/Upr6HZrozc7/JzDGSmgHPsbvu//cL5y8w78ocrZne/Zy7a4nbVW7/zyhx78eKGSE42eubCbzurS1OmyUA43nVWJtUZvdvg5hzNSQBAGdGummlUPfd1B07n7bNqxV1e9kal73p+nY1um6IvhJxGiYoSbzqrEWqN3aQHPrcEvnnBGCggSTeeVF+l5XF8u2KA7J8/Rjr0F+ueZnXRZr1bsyIshbjqrUtFGb6cNaj3MfzavSBC1vmQNdmnwiycEKSBINJ1XTiTnce3aW6B/fbRA4zNXq9PhdfTuBV3VvnHtSteM6HLbclqwjd5uEGvBL54QpIAgjejfoVgQkLhsS0WUNY+rMkFq5qocDR+fpdU5u3Vd37Yafkp7VUmiayEWcValcmIp+MUTghQQJC7bUjnhXhrNL/Tp6a+W6rmvl+nwutU1/uqe6t66fmVKhMM4q4JYRJACKoDLtoQunEujyzft1PDxWZqzZpsGHdNc95/dSbWrcaHheMBZFcQaghSAqAjH0qi1VuNmrNJDny5UteREvXDxMTo99fBIlAt4HpPSg0OQAhAVlV0a3bh9j0ZMmqNvl2zSSe0b6dHBaWpcp1okSwY8y00zvdyOIAUgIkobdRDK0ujn89bprilztXtfof51ztEa2qOljGGsARApbrlETiwgSAEIu3CNOtixJ1+jPlqgSTPXKLVZXY0+v6uOPKxWRGoGcICbZnq5HUEKQNiFY9TBryu3avj4LK3NzdONJx+pm/7SjrEGQJS4baaXmxGkgBgX6WnhoajMqIN9BT79939L9OK3y9U8pYYmXttTx7ZkrAGc4dWGa2Z6BY8gBcSwSE4Lr4xQRx0s3bBDt4zP0vy123VeenP986yjVauEaxxGgxsDKqLLyw3XzPQKnrHWRv1O09PTbWZmZtTvF4g3vR/JKDGwNKtXXT/c2c+BivwODniSf9TBwwNTSwwjPp/Vmz+t1MOfLVLNqkl6eGCq+h/dpNSvHemAU9H6EZ/SxvYpcXnLFKRozpXTHagITjHGzLTWppf0Mc5IATEsEhdSDkdQqciog/Xb9mjEpNn6bulmndyhkf4zOE2H1S55rEG0zsBF6nI2iC00XCMYBCkghoX7QsrhDCrBjDr4ZM463f3+XO0r8OnBAZ118fEtyhxrEK2AE4mAithDwzWCwRaYCJk6K1u9H8lQ6zs/Ue9HMjR1VrbTJSEOjejfQdWTE4vdVpkLKZcVVMJp+558DR+fpRve+U2tGtTQJzedoEuCmA0VrYBTWhANNaDCvUZljFPa2D7q/Hqq0sb20aiMcX9+bFDrYbK+4pcesr5kDfJAw3VZ3xcUR5CKgP2v6rNz82R14FV9SWGKwIXKGNCtmR4emKpm9arLyN8bVZk+nmgElRm/b9Hp//1OH85eq5v/0k6TruulNo2Cmw0VrYAT7oAKd9rfTG6TcmTMgWby/aFhZL+hGtJyuExBiqz190YNaTk87huuy/u+oDiazSMg2AZgGlrhNpFsXt9bUKgnv1iil7/7XS3r19Do87uqW4uKLZFE83eGXXvxj2bykvF9ORTN5lEW7Kt6GlrhNuG4sHBJFq/3jzVYuG67LuzeQveecZRqhjDWoLLX66voffF7GN9oJi8Z35eKIUhFQLANwDS0wm3CHVR8PqtXf1ihR6ctVp1qSXrl0nSd0qlxpWsk4CAcaCYvGd+XiiFIRUCwr+rDveMKCIdwBZW1uXm6feJs/bh8i0456jA9MihNDWtVDUOFQHgwvbtkfF8qhmbzCAi2AZiGVsSrD7Kyddp/pytrda4eGZiqMZemE6LgOl5tJi8P35eKodncYTS0Ip5s252v+z6Ypw9nr1W3FvU0+ryuatWwptNlAUCl0GzuYvR7IF78uGyzbps4W5t27NVtp7bXdX3bKimRk94A4htBCkCl7AnsNB37/Qq1aVRTU67vpbTm9ZwuCwCigiAFlIPl19ItWLtdw8dnafGGHbq0Z0vddfpRql4lsfxPBIA4QZACyhCti+TGmkKf1Svf/a4nvliiujWS9frlx6lvh8OcLgsAoo4gBU8I9awSQ1MPtSZnt26bMFs/r9iq045uoocGpqp+zSpOlwUAjiBIIe5V5qwSQ1MPsNbq/VnZGvnBfFlJjw1O0+Bjm5d7oWEAiGdsqUHcK+usUnmidZFct8vdvU83vjNLt06YrY6H19ZnN5+oIelHEKIAeB5BCnGvMmeVGJoqfbd0k/r/d7q+WLBed5zWQe9d3VNH1K/hdFkA4Aos7SHuVeZSPNG8SK7b7Mkv1COfLdLrP67UkYfV0tj/O06dm9V1uiwAcBWCFOJesNc+LI0Xh6bOy96mW8ZnadnGnbqsVyvdeXpHVUtmrAEAHIwghbjn5bNKFVXos3rx2+X67/+WqH7NKhp3ZXed2K6R02UBgGsRpOAJXjyrVFGrt+7WrROy9OvKHJ2Rerj+fW5n1avBWAMAKAtBCvA4a60mzVyjUR8tkJH05HlddG63ZuzIA4AgEKQAD9u6a5/umjJH0+Zv0PGt6+uJ87qoeQo78gAgWAQpwKO+XrxRd0yao9zd+3TX6R111YltlJjAWSgAqAiCFOAxefsK9dCnCzVuxiq1b1xLb1zeXZ2a1nG6LACISQQpwENmr87V8PFZ+n3zLl11Qmvd3r8DYw0AoBIIUoAHFBT69Pw3y/X0V0vVqHZVvXPV8ep1ZEOnywKAmEeQAuLcqi27NHx8ln77I1dnd2mqB87prLo1kp0uCwDiAkEKiFPWWo3/dbX+9fECJSYYPXVBV53TlVlaXjUqY5wmrxgjX2KOEgpTNKj1MI3sN9TpsoCYR5AC4tDmnXt15+S5+t/CDerVtoEeH9IlqGsLIj6NyhiniatGyyTly0iySTmauGq0lCHCFFBJCU4XACC8MhZt0Gn/na7pSzfp3jOO0ltXHk+I8rjJK8bIJOQXu80k5GvyijEOVQTED85IAXFi974CPfjJQr3z8x/q2KS23r6qhzo0qe10WXABX2KOSpoQ5kvMiXotQLwhSAFxYNYfORo+Pkurtu7WNX3a6Na/tlfVJMYawC+hMEU26dDQlFCY4kA1QHxhaQ+IYQWFPo3+cokGv/iT8gut3h3WQ3f97ShCFIoZ1HqYrK/4Tk3rS9ag1sMcqgiIH5yRAmLUis3+sQZZq3M1sFsz3X/O0apTjbEGONTIfkOlDBXbtTeYXXtAWBhrbdTvND093WZmZkb9foF4YK3VO7/8oQc/XqgqSQn697mddWZaU6fLAoC4ZYyZaa1NL+ljQZ2RMsaMldRJ0ifW2gfLOO55SZ9Zaz8KqVIAZdq0Y6/+MXmOMhZt1IntGuqxwV3UpG41p8sCAM8qN0gZYwZKSrTW9jTGvGqMaWetXVrCcSdKakKIAiLji/nrdeeUudq1t0D3n9VJl/ZspYSEkvZiAQCiJZgzUn0lTQi8/YWkEyQVC1LGmGRJYyR9aow5x1r7QTiLBLxs594CPfDRAo3PXK2jm9bRf8/vqnaNGWsAAG4QTJCqKSk78PZWSceUcMylkhZIelTS340xLay1zxQ9wBhztaSrJalFixYhFwx4ycxVWzV8/Gytydmt6/u21S2ntFeVJOc3206dla3Hpi3W2tw8Na1XXSP6d9CAblx+BoD3BPMXeaek/WORa5XyOd0kvWytXS/pLUknH3yAtfZla226tTa9UaNGodYLeEJ+oU+PT1usIS/+JJ+1Gn9NT91xWkfXhKi7psxVdm6erKTs3DzdNWWups7KLvdzASDeBHNGaqb8y3kzJHWRtLiEY5ZJahN4O13SqrBUB3jQso07NXx8luZmb9PgY5tr5FmdVNtFYw0em7ZYefmFxW7Lyy/UY9MWc1YKcCEuWB1ZwQSpqZK+M8Y0lXS6pAuMMQ9aa+8tcsxYSa8aYy6QlCxpcNgrBeKctVZv/rRKD326UDWqJOrFS47RaZ0Pd7qsQ6zNzavQ7QCcwwWrI6/cIGWt3W6M6SvpVEmPBpbvZh90zA5JQyJRoNfQe+JNG7bv0YhJczR9ySad1L6RHhucpsPquHOsQdN61ZVdQmjiwsiA+0xeMUYmqeQLVo8UQSocgpojZa3N0YGde4iQ/b0n+5dN9veeSCJMxbHP5q7TXe/P1Z78Qj1wztG6pEdLGePesQYj+nco9nMqSdWTEzWifwcHqwJQEi5YHXlcIsZF6D3xlh178nX/hws0+bc1SmteV6PP76q2jWo5XVa59v8scuYUcD8uWB15BCkXoffEO35ZsVXDx2dp3bY83dTvSP39L+2UnOj8jrxgDejWjOAExIBBrYf5e6QSDizvWV+yBnPB6rAhSLkIvSfxb1+BT09+uUQvTV+uFvVraOK1vXRsS++8MmT3EBBdXLA68rhosYsc3CMl+XtPHh6Yyqv/OLBkww7d8l6WFqzbrguOO0L3ndlJNat657XMn7uHDnplPKTlcP6oA3C1si5aHDtrCR4woFszPTwwVc3qVZeR1KxedUJUHPD5rF79foXOfOZ7bdi+R2MuTdcjg9I8FaKkwO6hhJJ3DwFArPLWX/IYQO9JfFm/bY9unzhb3y/brL90PEyPDEpTo9pVnS7LEeweAhCPCFJAhHw0e63unTpP+wp8eujcVF3Y/QhXjzWINHYPAYhHLO0BYbYtL1+3vDdLf393llo3rKlPbz5RFx3fwtMhSvLvHrK+4pe6sb5kDWL3EIAYxhkpIIx+Wr5Ft03I0oYde3XLKe1048lHKimGxhpEUkV3D7HDD0AsYNceEAZ7Cwr1xBdLNOa739WqQU09eV4XdWvBklWo2OEHwE3YtQdE0KL123XOsz/o5em/68LuLfTJTScQoiqJHX4AYgVLezGKixs7z+ezevWHFXr088WqUz1Jr16Wrn4dGztdVlxghx+AWEGQikFc3Djyyguqa3PzdNuE2frp9y065ajGemRQqhrW8uZYg0hghx+AWMHSXgwq6+LGqLz9QTU7N09WB4Lq1FnZkqQPsrLV/7/TNXtNrv4zKFVjLj2WEBVm7PADECs4IxWDuLhxZJUWVP/z+SJ9tWijPpq9Vse0qKfR53dVywY1HaoyvnF9MACxgiAVg7i4cWSVFkjXbdujz+au0+1/ba9rT2rLWIMIG9lvqEaK4ATA3XgmiEEj+ndQ9eTEYrdVT07UiP4dHKoovpQWSJMSjKZc30s39mtHiAIASCJIxSQubhxZJQXVxASjh85NVVrzes4UBQBwJZb2FJujBLi4ceSc1aWpvlq4QR/NWSdJalCziu47sxPfbwDAITwfpBglgKLW5OzWrRNm65cVW3Xa0U300MBU1a9ZxemyAAAu5fkgVdYoAYKUd1hrNeW3bN3/4XxZSY8P6aJBxzTz/IWGAQBl83yQYpQAcnbt0z1T5+rTuet1XKsUPXleVx1Rv4bTZUUMFwMGgPDxfJBilIC3TV+ySbdPnK2c3fv0j9M66uo+bZSYEL9nof68GHBSvowkm5SjiatGSxkiTAFACDy/a49RAt60J79Q9384X5e++ovqVk/W+9f31nV928Z1iJK4GHCkjcoYp7SxfdT59VSlje2jURnjnC4JQIR5/ozU/j6oWNu1h9DNy96mm9+bpeWbdumK3q11x2kdVO2gMB2vuBhw5HC2D/AmzwcpiVECXlHos3rx2+Ua/eUSNaxVVW9debxOaNfQ6bKiKtYuBhxL/VyTV4yRSSr5bB8T2oH4RZCCJ/yxZbdunZClzFU5OjPtcD04oLPq1fDeWINBrYf5z5oUWd6zvmQNduHFgGPtDA9n++BmsfSiJNZ4vkcK8c1aqwmZq3X6U9O1eMMO/ff8rnrmwm6eDFGSP4AMaTlcpiBF1kqmIEVDWg535R/UWOvnKu2snlvP9sE79r8osUk5MubAixJ6+MKDM1KIW1t27tXd78/VtPkb1KNNfT1xXlc1YzdmzFwMONbO8MTS2T54C8vOkUWQQlz6etFGjZg0R9vz8nXP347SlSe0VkKc78iLN9Hu56rs0sfIfkOlDBX7GoNZPoELxNqLklhDkEJc2b2vQA99ulBvzfhDHRrX1rgru+uow+s4XRZCEM0zPOHqx4qVs33wlljbZBJr6JFC3Ji9OldnPv293v75Dw07sbU+uLE3ISqGRbOfK9b6sYCKGNR6mKwvudht1pesQSw7hwVnpBDzCgp9ev6b5Xrqq6VqXLuq3r7qePVq662xBvEqWmd4WPpAPGPZObIIUohpKzfv0vAJWZr1R67O6dpU/zqns+pWTy7/E4EiWPpAvGPZOXIIUohJ1lq99+tqPfDxAiUlGD19YTed3aWp02XFNC/PmWHHHYBQEaQQczbv3Ks7J8/R/xZuVK+2DfTEeV10eF3GGlRGrA2/DDeWPgCEylhro36n6enpNjMzM+r3i9j3vwUb9I/Jc7Rjb4H+cVpHXd6rFWMNwiBtbJ8Sl7ZMQYrmXDndgYoAwD2MMTOtteklfYwzUogJu/YW6MFPFujdX1brqMPr6J3zu6pDk9pOlxU3aLYGgNAQpOB6v/2Ro1vHZ2nV1t265qQ2uvXU9qqalOh0WXHFC83WXu4BAxA5zJGCa+UX+vTkl0s0+IUflV9o9d6wHrrr9KMIUREQ73NmuNYYgEghSMGVft+0U4Nf+FFPf7VUA7o102e3nKjj2zRwuqy4FUsXMw4FAzcBRApLe3AVa63e+vkP/fuTBaqWnKjnLjpGZ6Qd7nRZnhDPc2boAQMQKQQpuMbGHXv0j0lz9PXiTTqxXUM9PqSLGtep5nRZiANe6AED4AyCFFxh2vz1umvKXO3aW6D7z+qkS3sy1gDhw8BNRBMbG7yFIAVH7dxboH99NF8TMtfo6KZ19NQFXXXkYYw1QHgxcBPR4vXhtl7EQE44JnPlVg2fkKXsnDxde1Jb3XJKe1VJYv8DgNjFcNv4xEBOuEp+oU9P/W+pnv9mmZqlVNf4a3rquFb1nS4LACqNjQ3eQ5BCVC3buEPDx8/W3OxtGnJsc/3zrE6qXS25/E8EgBjAxgbvYR0FUWGt1Rs/rtQZT3+vNTm79eIlx+ixIV0IUQDiSrwPt8WhOCOFiNuwfY9GTJqj6Us2qW+HRnp0UJoOY6wBgDjExgbvodkcEfXp3HW6+/252pNfqHvO6KRLjm8hYxhrAACIHTSbI+q278nX/R/O15TfspXWvK5Gn99VbRvVcrosAC7E3CXEMoIUwu6XFVs1fHyW1m3L0039jtTf/9JOyYm047kBT1hwG+YuIdbx7Iaw2VtQqEc+W6TzX/5JSYlGk67rpVv/2oEQ5RL7n7BsUo6MOfCENSpjnNOlwcO4oDRiHc9wCIslG3bo3Od+1IvfLtcFxx2hT286Uce0YLuvm/CEBTcqbb4Sc5cQK1jaQ6X4fFav/bhS//l8kWpXTdKYS9N1aqfGTpeFEjAoEG5U2twlyajz66ksQcP1gjojZYwZa4z5yRhzbznHNTbGzApPaXC7ddvyNPTVn/XAxwvUp11DTRveJyZC1KiMcUob20edX09V2tg+nlnaKm0gIIMC4aQS5y5ZyRjLEjRiQrlByhgzUFKitbanpDbGmHZlHP64pOrhKg7u9eHsteo/erpm/ZGrhwemasyl6WpYq6rTZZXLy31CDAqEG43sN1RDWg6XKUiRtZK1RgdPSGEJGm4WzBmpvpImBN7+QtIJJR1kjOknaZek9WGpDK60LS9fN783Sze9O0ttGtXSpzedqAu7x85sKC/3CR38hGUKUjSk5XCWTOC4kf2Gas6V0zXvsrmSSp5tyBI03CqYHqmakrIDb2+VdMzBBxhjqki6T9K5kqaW9EWMMVdLulqSWrRoEUKpcNqPyzbrtomztXHHXt16antd37etkmJsR57X+4RG9huqkSI4wb24Vh1iTTDPgjt1YLmuVimfc6ek5621uaV9EWvty9badGtteqNGjSpcKJyzJ79QD368QBe98rOqJydqynW9dNNf2sVciJLoE0L0eLUXr7JYgkasCeaZcKYOLOd1kbSyhGNOkXSDMeYbSV2NMa+EpTo4buG67Rrw3A965fsVuqRHC3180wnqckQ9p8sKGX+kEQ1e7sWrLJagEWvKvdaeMaaOpO8kfSXpdEkXSBpirS1xB58x5htrbd+yvibX2nM/n8/qle9/1+PTlqhO9WQ9NjhNJ3c8zOmywoLp3oi0tLF9SlyeMgUpmnPldAcqAlAZlbrWnrV2uzGmr6RTJT1qrV0vaXYZx/cNrUy4RXZunm6bkKUZv2/VXzs11sMDU9UgBnbkBYs+IUSa13vxAC8JaiCntTZHB3buxaSps7L12LTFWpubp6b1qmtE/w4a0K2Z02W5irVWH2St1X0fzJPPZ/Xo4DQNObZ5zOzIA9yChmnAO2KvWzgEU2dl664pc5Wdmycr/xmXu6bM1dRZ2eV+rlfk7t6nG9+dpVvGZ6lD49r67OY+Oi/9CEIUEAJ68QDv8ESQemzaYuXlFxa7LS+/UI9NW+xQRe7y/dLNOu2/32navPUa0b+Dxl/TUy0a1HC6LCBm0TANeIcnrrW3NjevQrd7xZ78Qv3n80V67YeVatuopsZc2lupzes6XRYQF+jFC6+yNomwgQRO8kSQalqvurJLCE1N63n3ajbz127TLe9laenGnfq/ni115+lHqXqVRKfLAoBD7B8nYZLyZXRgnIQy/B8v7WOEKUSDJ5b2RvTvoOrJxUNC9eREjejfwaGKnFPos3rhm+Ua8NwP2paXrzeu6K5R53QmRAFwrbIu7eTlyz7BHTxxRmr/7jyv79pbvXW3bpswW7+s3KrTOzfRQ+emKqVmFafLAhBlsbYUVt44CUZNwEmeCFKSP0x5LTjtZ63V5N+ydf+H8yVJTwzpooHHNGNHHuBBZS2TuTVMlTdOglETcJInlva8LGfXPl3/9m+6feJsdTq8jj67+UQNYjYU4FmxuBRW1jgJRk3AaZ45I+VF3y7ZpBETZytn9z7deXpHDTuxjRITCFCAl8Xi1PWR/YZKGSq2HDm46HJkWR8DIqzca+1FAtfai6y8fYV65LOFeuOnVWrfuJZGn99VRzdlrAGiL9Z6cbyA6wC6G78z7lTWtfZY2oszc9ds05nPfKc3flqlK3q31oc3nkCIgiP29+LYpBwZc6AXZ1TGOKdLc8SojHFKG9tHnV9PVdrYPo59H1gKcy9+Z2ITQSpOFBT69GzGUp37/A/atbdQb115vP55VidVS2asAZwRi704keKmJ0imrrsXvzOxiR6pOPDHlt0aPiFLM1fl6My0w/XggM6qV4OxBnBWLPbiRMrkFWNkkkp+gnRi+jlT192J35nYRJCKYdZaTcxco1EfzVdCgtFTF3TVOV29OeIB7lPelnUv4QkSweB3JjaxtBejtuzcq2vGzdQdk+corXk9fX5LH0IUXIVenANKeyLkCRJF8TsTmwhSMejrRRvV/7/f6ZvFm3TvGUfp7auOVzMPXzcQ7kQvzgE8QSIY/M7EJsYfxJDd+wr0708W6u2f/1DHJrX13wu6qmOTOk6XBSAIbGsHYldZ4w8IUjEia3Wubh2fpRVbdmnYiW1021/bq2oSO/IAAIi0soIUzeYuV1Do03NfL9fTGUvVpE41vXNVD/Vs28DpsgAAgAhSrrZi8y4NH5+lrNW5OrdbM40652jVqZZc/icCAGICS76xjyBVSVNnZeuxaYu1NjdPTetV14j+HTSgW+V2z1lr9e4vq/XAxwtUJSlBz17UTWemNQ1TxQAAN9g/qNUk5cvowKBWZYgwFUMIUpUwdVa27poyV3n5hZKk7Nw83TVlriSFHKY27diru6bM0f8WbtQJRzbU40O6qEndamGrGQDgDm4b1IrQEKQq4bFpi/8MUfvl5RfqsWmLQwpSXy7YoDsnz9GOvQUaeVYn/V/PVkpIKGmMHxDbWM4AGNQaLwhSlbA2N69Ct5dm194CPfDxAr3362p1OryO3r2gq9o3rh2OEgHXieflDAIiKoJJ5vGBgZyV0LSUIZil3V6Smaty9Lenv9P4zNW69qS2mnpDb0IU4lq8XpjVTRcmRmxgUGt8IEhVwoj+HVQ9ufgsp+rJiRrRv0O5n5tf6NOTXyzWkBd/VEGh1fire+rO0zuqShIPCeJbacsWsb6cEa8BEZHDJPP4wNJeJezvg6rorr3lm3Zq+PgszVmzTQOPaaZRZx+t2ow1gEfE63IG/S4Ixch+Q2ksj3EEqUoa0K1Z0I3l1lq9NWOV/v3pQlVLTtQLFx+j01MPj3CFgLsMaj3M3yNV5OyN9SVrcIwvZ8RrQARQNtaRomTj9j267LVfdd8H89W9dQNNu6UPIQqeFK/LGfS7AN7kqWvtRWJ4ZjA+n7dOd02Zq937CnXPGUdpaI+WMoaxBkC8YdceEJ+4aLEOHZ4p+RvDHx6YGrEwtWNPvkZ9tECTZq5RarO6Gn1+Vx15WK2I3BcAAIgMLlqs8A/PLM+vK7dq+Pgsrc3N040nH6mb/tKOHXlABbj97I7b6/MqHhdEm2ee2cM1PLM8+wp8evTzRTrvpZ+UYIwmXttTt/fvQIgCKsDtM5ncXp9X8bjACZ55dg/H8MzyLN2wQ+c+/4Oe/2a5hhzbXJ/efKKObVk/bF8f8Aq3z2Rye31exeMCJ3gmSFVmeGZ5fD6r135YoTOf+V7rtu3RS0OP1aODu6hWVc+snAJh5fahnW6vz6t4XOAEzzzThzo8szzrt+3RiEmz9d3SzTq5QyP9Z3CaDqtdLRwlA57l9plMbq/Pq3hc4ATPBCmpYsMzg/HJnHW6+/252lfg04MDOuvi41sw1gAIA7cP7XR7fV7F4wIneCpIhcv2Pfm6/4P5mjIrW12a+8catGnEWAOvYpdQ+I3sN1TKULHv62AXfV/dXp9X8bjACZ6ZIxUuP/++RbdOmK312/fohpOP1N/7HankRM+0muEg+3cJHfwKOB4mdQMA/MqaI0UCCNLegkI9/NlCXTBmhpIT/WMNbj21PSHK49glBADextJeEBav36Fbxmdp4brturB7C917xlGqyY48yL8bqKSuOHYJAYA3kAbK4PNZvfrDCj06bbFqV03SK5em65ROjZ0uCy7CLiEA8DbWpUqxbluehr76sx78ZKH6tGuoacP7EKJwiEGth8n6kovdZn3JGsQuIQDwBM5IleDD2Wt17/tzVeCzemRgqs4/7gjGGqBE7BICAG9j114R23bn658fztMHWWvVrUU9jT6vq1o1rOl0WQAAwEFl7drjjFTAj8s267aJs7Vxx17demp7Xd+3rZLYkQcAAMrg+SC1J79Qj09brFe+X6E2jWpqynW91OWIek6XBZSLQaAA4DxPB6mF67brlveytHjDDg3t0VJ3/+0oVa+SWP4nAg77cxBoUr6MJJuUo4mrRksZIkwBQBR5cu2q0Gf10rfLdc6zP2jr7n167fLj9MCAzoQoxAwGgQKAO3jujNSanN26bcJs/bxiq047uokeGpiq+jWrOF0WUCEMAgUAd/BMkLLW6v1Z2Rr5wXxZSY8NTtPgY5sz1gAxiUGgAOAOnljay929Tze+M0u3TpitDk1q67ObT9SQdGZDIXYxCBQA3CHuz0h9t3STbp84W1t37dMdp3XQNX3aKjGBAIXYxiBQAHCHuB3IuSe/UI98tkiv/7hSRx5WS/89v6s6N6sb0fsEAADxx3MDOZdt3KFr3/pNyzbu1GW9WunO0zuqWjI78gAAQHjFZZCqUz1ZyYkJevOK7urTvpHT5QAAgDgVl0HqsNrV9OlNJ9BMDgAAIiqoXXvGmLHGmJ+MMfeW8vG6xpjPjDFfGGPeN8Y4PpiJEAUAACKt3CBljBkoKdFa21NSG2NMuxIOu1jSk9bav0paL+m08JYJAADgPsEs7fWVNCHw9heSTpC0tOgB1trni7zbSNLGg7+IMeZqSVdLUosWLUIoFXAHLhYMANgvmKW9mpKyA29vldS4tAONMT0lpVhrZxz8MWvty9badGtteqNGNIAjNu2/WLBNypExBy4WPCpjnNOlAQAcEEyQ2impeuDtWqV9jjGmvqRnJF0RntIA9+FiwQCAooIJUjPlX86TpC6SVh58QKC5fKKku6y1q8JWHeAypV0UmIsFA4A3BROkpkoaaox5UtJ5kuYbYx486JgrJR0j6R5jzDfGmPPDWybgDqVdFJiLBQOAN5UbpKy12+VvOJ8h6WRr7Wxr7b0HHfOCtTbFWts38N/4yJQLOIuLBQMAigpqjpS1NsdaO8Fauz7SBQFuNrLfUA1pOVymIEXWSqYgRUNaDmfXHgB4VNxetBgAACAcyrpocVBnpAAAAHAoghQAAECICFIAAAAhIkgBAACEiCAFAAAQomAuWgwAQIm4iDe8jjNSAICQcBFvgCCFg4zKGKe0sX3U+fVUpY3twx9EAKXiIt4AS3soYv+rS5OUL6MDry6VIU7VA3EkXMtxvsQcmVJuB7yCM1L4E68ugfgXzuU4LuINEKRQRGmvInl1CcSPcL5giseLeLu5vcHNtXkZQQp/4tUlEP/C+YIp3i7i7ebmeTfX5nUEKfwpHl9dAigu3C+YRvYbqjlXTte8y+ZqzpXTYzZESe5ub3BzbV5HkMKf4u3VJYBD8YKpdG5ub3BzbV7Hrj0UM7LfUI0UwQmIVyP7DZUyVGzX3uAwDdGM9eGcCYUpskmHBhM3tDe4uTavI0gBgMdE4gVTPIxPGdR6mP/fUGQJzfqSNdgFZ+vcXJvXsbQHAKi0eOjhcXN7g5tr8zpjrY36naanp9vMzMyo3y8AIDI6v54qU8J0TmuleZfNjX5BQBgZY2Zaa9NL+hhLe0AcifUeFcQuenjgVSztAXGCOTNwErsB4VUEKSBOxEOPCmIXPTzwKpb2gDjBBWThNManwIs4IwXECS7xAwDRR5AC4gQ9KgAQfSztoUzsAosdkZxYDQAoGXOkUKo/JxUfNEmXBlIAgJeUNUeKpT2Uil1gAACUjSCFUnG1cQAAykaQQqnYBQYAQNkIUjFuVMY4pY3to86vpyptbJ+wTrFmFxgAAGUjSMWwSF8ShEnFAACUjV17MSxtbJ8SLxJqClI058rpDlSEUDFmAgDcq6xde8yRimFcEiQ+/DlmIilfRgfOLCpDhKlKIqACiDSW9mIYzeDxgTETkRHppW8AkAhSMY1m8PjAmInIIKACiAaW9mIYlwSJDwmFKSX2unn9zGJll+VY+gYQDQSpGDey31CNFMEplg1qPazES/EM9vCZxXD0jRFQvY3+OEQLS3uAwxgzcahwLMux9O1d9Mchmhh/AMB1Or+eKlPCupy10rzL5gb9dTgr4U2MhkG4Mf4AQEwJ17IcS9/eRH8coomlPQCuw7IcKoPRMIgmghQA16FvDJVBEEc00SMFAIg79MchnMrqkSJIAQAAlKGsIMXSHgAAQIgIUgAAACEiSAEAAISIIAUAABAighQAAECICFIAAAAhIkgBAACEiCAFAAAQIi5aDMBTmHgNIJw4IwXAM0ZljNPEVaNlk3JkjGSTcjRx1WiNyhjndGkAYhRBKs6NyhintLF91Pn1VKWN7cMTBjxt8ooxMgn5xW4zCfmavGKMQxUBiHVBBSljzFhjzE/GmHsrcwyii1ffQHG+xJwK3Q4A5Sk3SBljBkpKtNb2lNTGGNMulGMQfbz6BopLKEyp0O0AUJ5gzkj1lTQh8PYXkk4I8RhEGa++geIGtR4m60sudpv1JWtQ62EOVQQg1gUTpGpKyg68vVVS41COMcZcbYzJNMZkbtq0KZRaUUG8+gaKG9lvqIa0HC5TkCJrJVOQoiEth7NrD0DIghl/sFNS9cDbtVRy+Cr3GGvty5JelqT09HRb4UpRYYNaD9PEVaOLLe9ZX7IG8+obHjay31CNFMEJQHgEc0Zqpg4s1XWRtDLEYxBlvPoGACCyjLVlnxwyxtSR9J2krySdLukCSUOstfeWcUwPa+220r5menq6zczMrHz1AAAAEWaMmWmtTS/pY+WekbLWbpe/mXyGpJOttbOLhqhSjik1RAEAAMSLoC4RY63N0YFdeSEfAwAAEE+YbA4AABAighQAAECICFIAAAAhIkgBAACEiCAFAAAQIoIUAABAiAhSAAAAISJIAQAAhIggBQAAECKCFAAAQIgIUgAAACEiSAEAAISIIAUAABAighQAAECIjLU2+ndqzCZJq6JwVw0lbY7C/SB4PCbuw2PiTjwu7sNj4k7ReFxaWmsblfQBR4JUtBhjMq216U7XgQN4TNyHx8SdeFzch8fEnZx+XFjaAwAACBFBCgAAIETxHqRedroAHILHxH14TNyJx8V9eEzcydHHJa57pAAAACIp3s9IAQAARAxBCgAAIEQxH6SMMWONMT8ZY+6tzDEIr/K+58aYusaYz4wxXxhj3jfGVIl2jV4T7O+BMaaxMWZWtOryugo8Ls8bY86KVl1eFsTfrxRjzKfGmExjzEvRrs+rAn+bvivnmKg/38d0kDLGDJSUaK3tKamNMaZdKMcgvIL8nl8s6Ulr7V8lrZd0WjRr9JoK/h48Lql6dCrztmAfF2PMiZKaWGs/imqBHhTkYzJU0tuB2UW1jTHMloowY0yKpDck1SzjGEee72M6SEnqK2lC4O0vJJ0Q4jEIr74q53turX3eWvtl4N1GkjZGpzTP6qsgfg+MMf0k7ZI/3CLy+qqcx8UYkyxpjKSVxphzoleaZ/VV+b8rWyR1NsbUk3SEpNVRqczbCiWdL2l7Gcf0lQPP97EepGpKyg68vVVS4xCPQXgF/T03xvSUlGKtnRGNwjys3McksLx6n6Q7o1iX1wXzu3KppAWSHpXU3Rjz9yjV5lXBPCbfS2op6SZJCwPHIYKstduttdvKOcyR5/tYD1I7dWAJopZK/vcEcwzCK6jvuTGmvqRnJF0Rpbq8LJjH5E5Jz1trc6NVFIJ6XLpJetlau17SW5JOjlJtXhXMYzJS0rXW2n9JWiTp8ijVhrI58nwf66Fipg6cuusiaWWIxyC8yv2eB85+TJR0l7U2Ghew9rpgfg9OkXSDMeYbSV2NMa9EpzRPC+ZxWSapTeDtdEXngu9eFsxjkiIp1RiTKOl4SQxkdAdHnu9jeiCnMaaOpO8kfSXpdEkXSBpirb23jGN6BHF6EJUQ5ONynaSHJM0O3PSCtXZ8tGv1imAek4OO/8Za2zd6FXpTkL8rtSW9Kv8yRbKkwdba7BK+HMIgyMeku6TX5F/e+0nSudbanQ6U6zn7/zYZYzpJusgNz/cxHaSkPzv5T5U0PXDqO6RjEF58z92Hx8SdeFzch8ckdjnx2MV8kAIAAHBKrPdIAQAAOIYgBQAAECKCFAAAQIgIUgAAACEiSAEAAISIIAUAABAighQAAECICFIAAAAhIkgBAACEiCAFAAAQIoIUAABAiAhSAAAAISJIAQAAhIggBQAAECKCFAAAQIgIUgAAACEiSAEAAISIIAUAABAighQAAECICFIAAAAhIkgBAACEiCAFAAAQIoIUAABAiAhSAAAAISJIAQAAhIggBQAAECKCFAAAQIgIUgAAACEiSAEAAISIIAUAABAighQAAECICFIAAAAhIkgBAACEiCAFAAAQIoIUAABAiAhSAAAAISJIAQAAhIggBQAAECKCFAAAQIgIUgAAACEiSAEAAISIIAUAABAighQAAECICFIAAAAhIkgBAACEiCAFAAAQIoIUAABAiAhSAAAAISJIAQAAhIggBQAAECKCFAAAQIgIUgAAACEiSAEAAISIIAUAABAighQAAECICFIAAAAhIkgBAACEiCAFAAAQIoIUAABAiAhSAAAAISJIAXCU8Utyug4ACAVBCsAhjDEdi7w9zBjzdpH3uxpj6hx0/BXGmPuKvF/dGDPDGNPgoOO6G2NaB96uZYz5l6TakjaVUUuSMWaKMaZ24HOeD9zeoIRjzUHv9zXGjC7ja99ojKlmjMkwxqQaY0YYY+oYY14yxvQp7fMAYD+CFIBijDEtJM0wxvQN3LRHUn7gY7UkTZU05KBP+0BSujEmOfD+1ZJ+tNZuOei4QZLuCrx9gqSjJO2SlFtGSb0kNbXW7pC0V9IVgdvHGWOuK1K3kfStMSbtoPtbVMbXTpJ0r6QCSTUlXWCt3S6pn6Q1JX2CMeZiY8xrB912rTFmvTEmc39QDOV2ALGH0+kAirHW/mGMuUHSe8aYoyVZ6c+g8pakDGvtWGPM7ZKGSdq5/xhJPwVOClWTtM8Ykyl/QPnUWnubpKck/RAIXKdJ6iFppqTDjTFZkmpIesRa+2qRki6XNCZQW74xJj+wFHirpBuK1G2NMU9KmmyMOVb+8HexpPVFA5ekb621NxtjqklaG6g9RVJfSdMDZ6JqWWt/D/y7q1pr9wbePlPSc/KHSQVuS5V0n6RjJLWU9KykMyp6e/mPDAA3IkgBOIS19m1jzHZJW4vcZo0x4yR9FHj/cWPMS5IaFP9Uu2r/O4HQkGetXRb44NpAOEuQdJ6kjpL2SZphre0a+JzEIp/fTNKF8gew/bZKqidpt/yh7Ir9wctaO9UY0z/wObUljbXWjijy9Z6TtDjwbhVJfSR1l5QuaWHga18nKSEQAltI2mGM6Ro4I3a5pAckpRapZ4CkN621ayWtNcY0NMbUrOjt1tpdpTwcAFyMIAWgGGPMKPmX7nZLGimpjqSagWAhSf80xrxhrX1S/jM+wyT9GvjYRZLqGGNelnS7/GFpjaRlgZ6m5vIvFS6T1Mdau90Y00RSTpESkiQVBt5+XJKRVMMYc4GktEA90+UPRDMlfX/QP+Hv8getnyR1N8ZcKukka+2Vks6S9O/AcXmSfpfULFBTXUjpAgAA+KhJREFUbqCOXpKetdY+YIx5T9ITgRAlSYMl/d9B99dc0jdF3l8r/5mmit6+QABiDkEKQDHW2pHyB6gSGWPulVQ38O5eSTMk7W/oPjvw/5PkXzIr1IFQlCp/yDle0o2S7jfGFMofeuoGgpqRVNUYc4Kkv8h/Rugr+XuYusofjjpKGm+tHV9KiQ3kX6pLt9ZuM8bUKFJDmrU2N/B2c0mbJd0h6V+Bf/MAScmSjg0c00LS8iLfG3tQP7skJUraXuT9XYF/U0VvBxCDCFIAigksrSVJ2mettaUcZov8P13+YCQd+Jtiixzjv8HabyR9Y4xZY62dqkCfkTFmrPzB6wpr7ZwidXwmf3B6OVDLnYHbG8rfDF5akLpb0l5r7R2B9zvJ34ulIiFKkupLGi5plPxLjR/J31fVK1BniqTa1tqtKluOigeh6pJ8IdwOIAaxaw/AwfrKv2y2yBhzyH+Sbj7o+KWSPg78V6gKMMacL3/QOUvSeGNMv/0fs9buDvQRHewjSWcFmsUP/notJZ0pfx+TAmej/ippZZFdiPu//kz5dw5uk9Re0qOSFltr8yRNkT/oZQTxz8iU1DNwf0b+JvLsEG4HEIM4IwWgGGvtV5JalfbxwNJe0b8dh0nqHHh7/4uzqoH/Svsa1eRfTjtN0l+tteuNMQMkZRhjrrXWflRGfRuNMV/J34P1oDHmJEm/yb9E9oqkkdbaHcaYBPnPZr0iaZKkr4wxQ6y1vxX5ck3lDzafy79k+M/A7VMkPaJAICvHZ5KeNMZkBL4PW6y1qwNn1IK+PYj7AeBCBCkAxRhjXpd/uW5PKYccrsA4Avn/hvxirf1v4HNHSJK1dv/QzUQVWeILfLyJ/E3kOyWdaK3dFvicxcaYgZKyjTFJ1tqCIvfx506+gNvl37GXJ/8uu6Hy923VkPS2MaazpKclLbHWPh6476skfWH8Q0BfsNbmy9/0/p78oe4eSWmBGu4N3MfLxpj/s9Z+V9r3K9AwP1jSY/L3jF0cyu0AYpMpvQUCAA4VOCNVw1p7tzFmuPzN3ffJf2YmO7A7bn9oGijpGmvtHGPMKZLulHSu/E3d18rfzF0gf9hKlj8I1ZF/l92Pga/zlaR7rbU/HVRHS/lnOlWV/6yWDYwXMJJ+lvS0tfalgz7nKPlD4A3yL0l+IilL0n8CZ8UukXSZpOuttUsCy4H3SBrAeAIAJSFIAYiag840RfJ+TBmN8gAQNgQpAACAELFrDwAAIEQEKQAAgBARpAAAAELkyPiDhg0b2latWjlx1wAAABUyc+bMzdbaRiV9zJEg1apVK2VmZpZ/IAAAgMOMMatK+xhLewAAACEiSAEAAISIIAUAABAighQAAECICFIAAAAhIkgBAACEiCAFAAAQIoIUAABAiAhSAAAAISJIAQAAhIggBQAAECKCFAAAQIgIUgAAACEiSAEAAISIIAUAABAighQAAECICFIAAAAhIkgBAICYtGNPvvbkFzpaA0EKAADEnNmrc3XmM9/rP58vcrQOghQAAIgZPp/Vi98u16AXflRBodXfUg93tJ4kR+8dAAAgSBu379GtE2br+2Wb9bfUJnr43DTVrZHsaE0EKQAA4HoZizbo9olztHtfgR4ZmKrzjztCxhinyyJIAQAA99pbUKhHPluk135YqY5NauvZi3royMNqO13WnwhSAADAlZZt3Km/vztLC9dt12W9WunO0zuqWnKi02UVQ5ACAACuYq3VhMzVuv/DBaqWnKBXLk3XKZ0aO11WiQhSAADANbbl5evu9+fqkznr1KttA40+v6sa16nmdFmlIkgBAABXmLlqq256N0vrt+/RHad10DV92ioxwfmG8rIQpAAAgKMKfVbPfb1MT321VE3rVdOka3uqW4sUp8sKCkEKAAA4Zt22PN3yXpZ+XrFV53RtqgcHdFbtas7OhqoIghQAAHDEtPnr9Y/Jc7SvwKcnhnTRwGOauWI2VEUQpAAAQFTtyS/Ug58s0Fsz/lBqs7p6+sJuat2wptNlhYQgBQAAombx+h36+7u/acmGnbq6Txvd/tcOqpIUu5f+JUgBAICIs9bqrZ//0IMfL1Dtasl644ruOql9I6fLqrSggpQxprGkSdbaE8s4ZqykTpI+sdY+GKb6AITB1FnZemzaYq3NzVPTetU1on8HDejWzOmyAHhEzq59+sfkOfpiwQad1L6RHh/SRY1qV3W6rLAoN0gZY1IkvSGp1MVLY8xASYnW2p7GmFeNMe2stUvDWCeAEE2dla27psxVXn6hJCk7N093TZkrSYQpABE34/ctuuW9LG3ZtVf3nnGUrujdWgkunw1VEcEsShZKOl/S9jKO6StpQuDtLySdULmyAITLY9MW/xmi9svLL9Rj0xY7VBEALygo9OnJLxbrwjEzVL1Kot6/vreuOrFNXIUoKYgzUtba7ZLK245YU1J24O2tko45+ABjzNWSrpakFi1aVLROACFam5tXodsBoLJWb92tW8ZnaeaqHA05trnuP/to1awan23Z4fpX7ZRUPfB2LZVwpsta+7KklyUpPT3dhul+AZSjab3qyi4hNDWtV72EowGgcj6avVZ3vz9XstLTF3bT2V2aOl1SRIVrv+FMHVjO6yJpZZi+LiJo6qxs9X4kQ63v/ES9H8nQ1FnZ5X8SYs6I/h1UPTmx2G3VkxM1on8HhyoCEI927yvQHZNm6+/vztKRh9XSpzefGPchSgrhjJQxppOki6y19xa5eaqk74wxTSWdLqlHeMpDMELZkUUDsnfsfzy9sGuP3YmAM+Zlb9NN783Sis27dOPJR+rmU9opOTF2Z0NVhLE2PKtsgd19p0qabq1dX9ax6enpNjMzMyz363UHByLJf7bh4YGpZT6B9H4ko8Tlnmb1quuHO/tFpNZYxhO0+4X6uwAgdNZavfrDSv3ns0VKqZms0ed3Va+2DZ0uK+yMMTOtteklfSxscdFam2OtnVBeiEJ4hbojiwbk4O1/gs7OzZPVgbN3LIW6C7sTgejavHOvrnj9Vz3w8QL1ad9In93cJy5DVHm8cd4tjoUaiEprNKYB+VA8QccGXhwA0fPd0k06/anv9MPyLfrXOUdrzKXHqn7NKk6X5Yj43IvoQpFaGgp1R9aI/h1KXAahAflQPEHHBnYnApG3r8CnJ75YrJem/652h9XSm1d011GH14n4/Y7KGKfJK8bIl5ijhMIUDWo9TCP7DY34/QaDM1JREMmloVB3ZA3o1kwPD0xVs3rVZeTvjaKXpGScvYsN7E4EImvl5l0a/OKPemn677ro+Bb68MYTohaiJq4aLZuUI2Mkm5SjiatGa1TGuIjfdzDC1mxeEV5rNo90YzeN0JFFE3Ps4HcBiIwpv63RfVPnKTHB6NHBaTqt8+FRu++0sX1kk3IOud0UpGjOldOjUkNZzeYs7UVBpJeGBnRrxpNFBHlpfECs43cBCK8de/L1zw/m6/1Z2ereqr5GX9BVzaJ8Nt6XmKOSrq3iSzw0XDmBIBUF9G7EPp6g4RWc1cN+s1fn6qb3Zvkv93JKO9148pFKcmA2VEJhSolnpBIKU6JeS0nokYoCejcAxAJGfUCSfD6rF79drkEv/Kj8Ap/GX9NTt5zS3pEQJUmDWg+T9SUXu836kjWo9TBH6jkYZ6SigKUhALGgrFEf/L3yho3b9+jWCbP1/bLNOr1zEz0yME11aySX/4kRNLLfUClDxXbtDXbRrj2azQEAkqTWd36ikp4RjKQVj5wR7XIQZV8v2qjbJs7W7n0FGnnW0brguCNkTEndSd5DszmAuEEPT+TQz1l5sfjzubegUI98tkiv/bBSHZvU1jMX9lC7xrWdLitm0CMFIGbQwxNZ9HNWTiz+fC7buFMDnvtRr/2wUpf1aqWpN/QmRFUQQQpAzOByPZHFoN7KiaWfT2utxv/6h8565nut35anVy5N1/1nH61qBwVplI+lPQAxg8v1RB6jPkIXKz+f2/LydfeUufpk7jr1attAo8/vqsZ1qjldVswiSAGIGfTwwM1i4edz5qqtuundLK3fvkd3nNZB1/Rpq8QEGsorg6U9ADGDHh64mZt/Pgt9Vk9/tVTnvTRDCQnSpGt76vq+RxKiwoAgBSBm0MMDN3Prz+e6bXm6aMwMPfnlElVJTNCarXm68Z1Zrm6CjyXMkQIAHCIWt/HjUNPmr9c/Js/Rrr0FkqT8wgPP+Vx8PXienCPFHwEACM3+bfz7d6Dt38Yvib+jMWJPfqEe/GSB3prxh1Kb1dWG7Xu0ccfeYscwtT484nJpLxZneQBOmTorW70fyVDrOz9R70cy+D1BTG3jx6EWr9+hs5/9Xm/N+ENX92mjydf10qaDQtR+bttRGIviMkjxRwAIDi86UJJY2caP4qy1Gjdjlc5+9ntt3ZWvN67orrv/dpSqJCWUunPQTTsKY1VcBin+CADBCeVFB2ew4h9PurEnZ9c+XTNupu6bOk892jTQZzefqJPaN/rz427eURjr4rJHKhZmeQBuUNEXHfTOeMOI/h2KPc4ST7puNuP3LRo+Pkubd+7VvWccpSt6t1bCQWMN9v9+uql3eFTGOE1eMUa+xBwlFKZoUOthGtlvqGP1hCougxR/BIDgVPRFR1lnsAhS8cONT7o4VEGhT09/tVTPfL1MrRrU1JTreiu1ed1Sj3fT1PpRGeM0cdVomaR8GUk2KUcTV42WMhRzYSougxR/BIDgVPRFB8vm3uGmJ10cavXW3bplfJZmrsrRkGOb6/6zj1bNqrHzlD55xRiZpPxit5mEfE1eMUYjRZByBf4IAOWr6IsOls0B5308Z61/Sd1KT13QVed0jb3nOl9ijkqaqe5LzIl6LZUVt0EKQHAq8qKDZXPAObv3FWjUhws0PnO1urWop6cv6KYj6tdwuqyQJBSmyCYdGpoSClMcqKZy4nLXHoDIcOslMIB4Ny97m8585ntNmLlaN5zcVhOu6RmzIUqSBrUeJutLLnab9SVrUOthDlUUOs5IAagQls2B6LHW6tUfVuo/ny1SSs1kvX3V8erVtqHTZVXayH5DpQwV27U3OEZ37XGtPQAAXGjLzr26feLs/2fvvuOrru4/jr9OBhBmguwdVpANRgQZKmpxiwznD1sHjlZRbKmgaIqTSiuO1qqIi1pQDENcWI0KOBsMEEDCCivITphJSHLP748EJZhxc5Pc7/fe+34+Hn003tyb+yH33tz3PeNz+DxtLxec3pSnRvWkYZ0aTpcVkkLyrD0REZFAtXTDXu57ZyUHs/N45MpujOnfFmNKWp4tTlOQEhERcYnj+R7+/t80XvpyM52a1OXNm/txevP6TpclZVCQEhERcYGt+48ybnYKK3cc5Pqz2vDQpV2JqhFe/g3FUQpSIiIiDpufsoPJ81cTHmZ48f/6clH35k6XJF5SkBIREXHIkdx8Hl6wmnkpGfRr15Dp1/ampRrcBhQFKREREQes3J7FuDkphce9XNCJu87rSES42jsGGgUpERH52YKUDJ1TWs08HsvLSzfzt8VpNKlXk7dvH8CZ7Ro6XZb4SEFKRESAwhB18hFAGVnZhWe6gcJUFdlzKIc/zl3J0g37uLh7M6aO6EmD2pHl31BcS0FKRESAwsOrTz5HESA7r4Bpi9MUpKrA5+v28Me5Kzl2PJ8nrurBdf1aqzdUEFCQEhERAHZmZVfocvFObn4BUz9ax2tfbaFLs3o8f11/OjWt53RZUkUUpEREBIAW0VFklBCaWmgXmc827jnCuNkprP3pEL87ux0TL+5CrUj1hgomClISNLRIVqRyJgyLK7ZGCiAqMpwJw+IcrCowWWt5J3k7f3lvLbUiw3jlxngu6NrU6bKkGihISVDQIlmRyjvxWtEHkso5mJ3HA/NT+WDVT5zd4TSevro3zRrUcrosqSYKUhIUtEhWpGoM79NSr5lKWL71AONmr2DXoRz+fFEctw/pQHiYFpQHMwUpCQpaJCtuoOnl0FXgsbzw+Uae+WwDLaJr8e4dA+jTJsbpssQPFKQkKGiRrDhN08uh66eD2dw7ZwXfpR/gil4teOyq7tSvpd5QoUK96KVcC1IyGDg1idiJHzBwahILUjKcLulXJgyLI+qUnTBaJCv+VNb0sgSvxWt2cfGzS0nNOMjfRvfi2Wt7K0SFGI1ISZkC5VO2FsmK0zS9HFpy8gp47IO1/PvbbXRvWZ/nru1D+8Z1nS5LHKAgJWUKpEXcWiQrTtL0cuhI23WYu2f/wPrdRxg7OJYJw7pQI0ITPKFKj7yUSZ+yRbyj6eXgZ61l1rdbueIfyzhw9Dhv3NyPBy/tqhAV4jQiJWXSp2wR72h6ObhlHj3O/Ymr+GTtboZ0bszfR/eicb2aTpclLqAgJWVSp2MR72l6OTh9u3k/985Zwf6juUy+9HRuHhhLmHpDSREFKSlTsH3KVp8fcQs9F90vv8DDc59t4PnPN9LutDrM/+1Aurds4HRZ4jIKUlKuYPmUHSg7ECX46bnoftsPHOPet1ewfGsmo85oxZQrulGnpt4y5de0Qk5Chvr8iFvouehu76/aySXPLWX9rsM8e21v/ja6l0KUlErPDAkZ2oEobqHnojsdO57PlPfW8nbydvq0iea5a/vQumFtp8sSl1OQkpChHYjiFsH6XAzkdV9rdh7k7tkppO87yh/O68C9F3QmMlyTNlI+PUskZKjPj7hFMD4XT6z7ysjKxvLLui83Hil1Mmstry5L56p/fs3R3HzeuuUsJgzrohAlXtOIlISMYNuBKIErGJ+LgXQKwgn7juQyYe5KPk/bywWnN+GpUb1oWKeG02VJgFGQkpASLDsQJfAF23Mx0NZ9Lduwj/HvrOBgdh6PXNmNMf3bYox6Q0nFKUiJiEilBcq6r+P5Hv7+3zRe+nIzHZvU5c2b+3F68/pOlyUBTJPAIiJSaYGw7mvr/qOMfvFrXvpyM9ef1YZFdw1SiJJK04iUiIhUmtvXfc1P2cHk+asJDzO8+H99uah7c6dLkiChICUiIlXCjeu+juTm8/CC1cxLyaBfu4ZMv7Y3LV023SiBTUFKRESC0qodWYybncK2A8e494JO3HVeRyLU1kCqmIKUiIgEFY/HMmPpZqYtTqNJvZq8ffsAzmzX0OmyJEgpSImISNDYcziHP76zkqUb9nFx92ZMHdGTBrUjnS5LgpiClIiIBIXP0/bwp3dWcvR4Pk+O6MG1Z7ZWbyipdgpSIiIS0HLzC/jrR2m8+lU6XZrVY851/enUtJ7TZUmIUJASEZGAtWnvEe7+TwprfzrE785ux8SLu1DrlH5WItVJQUpEXG9BSoZr+xOJM6y1zE3eQcJ7a6gVGcYrN8ZzQdemTpclIUhBSkRcbUFKBpPmpf58IG5GVjaT5qUCKEyFqIPZeTwwP5UPVv3EgPanMf2a3jRrUMvpsiREKUiJiKtNW5z2c4g6ITuvgGmL0xSkQtDyrQcYN3sFuw7lMGFYHHec04HwMC0oF+d4FaSMMTOBrsAH1trHSvh+DPAW0ARYbq29vUqrFJGQtbOEg3DLulyCU4HH8sLnG3nmsw20iK7F3DsG0LdNjNNliZR/aLExZgQQbq0dALQ3xnQq4WpjgLestfFAPWNMfBXXKSIhqkUpx3mUdrkEn58OZnP9jG/5+3/Xc2mP5nwwbrBClLiGNyNS5wLvFH39CTAI2HDKdfYD3Y0x0UBrYHsV1ScSsrTAutCEYXHF1kgBREWGM2FYnINVib8sXrOL+xNXcTzfw99G92Jk35bqDSWu4k2QqgNkFH19AOhbwnWWAZcC44Afi65XjDHmNuA2gDZt2vhSq0jI0ALrX5z49ypUhpacvAIe/+BHZn27le4t6/PctX1o37iu02WJ/Io3QeoIcGIMvS4lTwcmAHdYaw8ZY+4DbgJePvkK1tqXT1wWHx9vfa5YJARogXVxw/u0DMl/d6hK23WYcbNTSNt9mLGDY5kwrAs1InTYsLiTN8/M5RRO5wH0AraUcJ0YoIcxJhw4C1BQEqkELbCWUGSt5d/fbuWKfyxj/9Fc3ri5Hw9e2lUhSlzNmxGpBcBSY0wL4GLgWmPMY9baySdd50ngNaAt8A0wu6oLFQklLaKjyCghNGmBtQSrrGPH+fO7q/hk7W6GdG7M30f3onG9mk6X5bgpSbNITJ+BJzyTsIIYRsaOJWHoGKfLkpOUG6SKpuvOBS4EnrLW7gJWnnKd74Fu1VGgSCjSAmsJJd9u3s/4t1ew70guky89nZsHxhKm3lBMSZrF3K3TMRF5GMBGZDJ363RIQmHKRbwaL7XWZlpr3ykKUSJSzYb3acmTI3rQMjoKA7SMjuLJET20TkiCSn6Bh6c/SeP6Gd9SKzKceXcO5NbB7RWiiiSmz8CE5RW7zITlkZg+w6GKpCTqbC7iBSdaEWiBtQSzHZnHuHfOCpK3ZjLqjFZMuaIbdWrqLelknvBMSoqUnvBMv9cipdOzVqQcakUgUrXeX7WTSfNSsRaevbY3V/bW66gkYQUx2Ihfh6awAjUjdRNthRApR1mtCETEe8eO53P/u6u46z8pdGhclw/HDVaIKsPI2LFYT2Sxy6wnkpGxYx2qSEqiESmRcqgVgUjlrdl5kLtnp5C+7yh/OK8D917Qmchwd3+Wd3rHXMLQMZBEsRpGadee6yhIiZRDrQhEfGet5bWvtjD1o3XE1InkrVvO4uyOjZwuq1xu2TGXMHQMCXh3f04Hv1Dl7o8DIi4wYVgcUZHhxS5TKwKR8u0/ksstbyTzyPtrGdK5ER/dMyQgQhQE3o65E8HPRmRizC/Bb0rSLKdLC3oakRIpx8lnvWVkZRNuTLE1UlpwLvJryzbsY/w7KziYnceUK7px44C2Xh027JZRlUDbMZeYPgMTUXLw83ZES3yjICXihRNhSbv3RMqWV+Dh75+s56Ulm+jQuC5v3tyP05vX9+q2bplOg8DbMRdowS+YaGpPxEvavSdStq37jzLqX1/z4pebuPbMNiy6a5DXIQrcNZ0WaDvmSgt4bg1+wURBSsRL2r0nUroFKRlc+twy0vcd5V839OXJET2IqhFe/g1PUtroiROjKglDxzC67XhMfgzWgsmPYXTb8a5dvB1owS+YaGpPxEvavVd5TnSIl+p1JDefhxesZl5KBme2i+GZa/vQ0sfXhNum0yqyY85papXgHAUpES/pIOHKUYf44LNqRxbjZqew7cAx7r2gE3ed15GISvSGGhk7tnCN1EnTe9YTySiNqnglkIJfMNHUnoiXdJBw5WiNWfDweCwvfbmJES98zfF8D3NuG8C9F3SuVIiCwJtOEwEw1lq/32l8fLxNTk72+/2KiHNiJ35ASX9tDJA+9VJ/lyM+2nM4hz++s5KlG/ZxcfdmTB3Rkwa1I8u/oUgAM8Yst9bGl/Q9Te2JiF9ojVng+zxtD396ZyVHj+fzxFU9uK5fa696Q4kEM03tiYhfqEN84MrNL+DR99dy02v/o3G9miy6axDXn9VGIUoEjUiJiJ+c3CFeu/YCx6a9Rxg3O4U1Ow9x44C2PHDJ6dSKrFhbAwlMbuky73YKUiLiN8P7tFRwChDWWuYm7yDhvTXUigxjxo3xXNi1qdNliZ+4qcu822lqT0REijmYncfds1P4c+IqereO5qN7hihEhRg3dZl3O41IiUi1UPPNwLR86wHGzV7BrkM5TBgWxx3ndCA8TGuhQo3O7vOegpSIVDk13ww8BR7LC59v5JnPNtAiuhZz7xhA3zY6py1Uua3LvJtpak9EqpyabwaWnw5mc/2Mb/n7f9dzaY/mfDBusEJUiNPZfd7TiJSIVDkd8Bw4Fq/Zxf2Jqzie7+Fvo3sxsm9LtTUQnd1XAQpSIgHOjWuR1HzT/XLyCnj8gx+Z9e1Wuresz3PX9qF947pOl+U6odwCQGf3eUdBSiSAuXUtUjAc8OzGgFpV0nYdZtzsFNJ2H2bs4Fj+NCyOmhHqDXUqtQAQbyhIiQSwstYiOfmmX53NN/0RcNwaUCvLWstb323j0ffXUq9WBK/fdCbnxjVxuizXSkyfgYkouQWARmrkBAUpkQBWHWuRqiqoVEfzTX8FHLcG1MrIOnacP7+7ik/W7mZI58b8fXQvGter6XRZrqYWAOIN7doTCWClrTnydS3SiaCSkZWN5ZegsiAloxJVVh1/7QYMtsXy327ez8XPLuXztD1MvvR0Xv/dmQpRXihtq79aAMjJFKREAlhVHwTs9rYF/go4VR1QnZJf4OHpT9K4fsa31IoMZ96dA7l1cHvC1GDzZ1OSZtFz5hC6v96DnjOHMCVp1s/fUwsA8Yam9qpJMC9UFfeo6rVIbh+J8dduwGBYLL8j8xj3zFnB8q2ZjDqjFVOu6EadmvqTf7LyFpOHcguAUN6tWFHGWuv3O42Pj7fJycl+v19/OXUdBxT+EX5yRA+FKXG1gVOTSgwqLaOj+GriUAcqKs6fr61A/jD0waqfmDhvFdbC41d158regVG3v/WcOaTE7t0mP4ZVtyxxoCJ3+DlgnnTWnvVEMrrt+JANU8aY5dba+JK+p48n1aAiC1UD+Y+1BB+3j8RU527Aku4r0F6Lx47n88iitcz533Z6t47muWv70Oa02k6X5VpaTF4y7VasGAWpauDt9EiwbrGWwOXPoOKrQAw4/rB25yHunv0Dm/cd5ffndmD8hZ2JDNcy2LLoPLmSKWBWjIJUNfB2HUcwbrGWwKegElistbz+9Rae/HAd0bUjeeuWszi7YyOnywoII2PHljiFNSrEF5MrYFaMPq5UA293Url9Ya+IuNv+I7nc8kYyUxatZUjnRnx87xCFqApIGDqG0W3HY/JjsLZwbVQorwM6QbsVK0YjUtXA2+kRnUcmIr76auM+xr+9gqzsPKZc0Y0bB7TVYcM+0HlyvxbKuxV9oV17DtLuPhGpqLwCD3//ZD0vLdlEh8Z1ef66PpzevL7TZYkENe3ac6lAWNgrIu6xbf8x7p6TwsrtWVzXrw0PX9aVqBo6bFjESQpSDtPCXhHxxoKUDCYvWE2YgX/d0JeLezR3uiQRQUFKRMTVjuTm8/DC1cz7IYMz28XwzLV9aKl1lCKuoSAlIuJSq3ZkMW52CtsOHOPeCzpx13kdiVBvKBFXUZASKYe6z4u/eTyWV5ZtZtriNBrXrcmc2wbQL7ah02WJSAkUpETKoO7z4m97Dufwx3dWsnTDPi7u3oypI3rSoHZk+TcUEUcoSElI8HVUSd3nxZ8+T9vDhLkrOZKbzxNX9eC6fq3VG0rE5RSkJOhVZlRJ3efFH3LzC3jq4zRmLkunS7N6zB7bn05N6zldloh4QasWJeiVNapUntK6zKv7vFSVTXuPMOKFr5m5LJ3fDmjLgj8MVIgSCSAKUhL0KjOq5O25iSIVZa3lneTtXPbcMnZmZTPjxnimXNmdWpFqsCkSSDS1J0GvMmcaqvu8VIdDOXk8OH81i1buZED705h+TW+aNajldFki4gMFKQl6E4bFlXimobejSuo+L1Vp+dZM7pmTwk8Hc5gwLI47zulAeJgWlIsEKgUpCXoaVRI3KPBY/vXFRqZ/uoEW0bWYe8cA+raJcbosEakkBSkJCRpVEiftOpjDvW+n8O3mA1zRqwWPXdWd+rXUG0okGChIiYhUo0/W7OLPias4nu/hb6N7MbJvS/WGEgkiClIiItUgJ6+AJz78kTe/2Ur3lvV57to+tG9c1+myRKSKKUiJiFSx9bsPc/d/UkjbfZixg2P507A4akaorYFIMFKQEhGpItZa3vpuG4++v5Z6tSJ4/aYzOTeuidNliUg1UpASEakCWceOc3/iKhav2c2Qzo35++heNK5X0+myRKSaKUiJiFTSd5v3c+/bK9h3JJcHLzmdWwbFEqbeUCIhQUFKRMRH+QUenkvayD+SNtCmYW3m3TmQHq0aOF2WiPiRgpSIiA92ZB7j3jkrSN6ayci+rZhyZTfq1tSfVJFQo1e9iEgFfbDqJybOW4W18Oy1vbmyt5q9ioQqBSkRES8dO57PI4vWMud/2+nVOprnr+1Dm9NqO12WiDhIQUpExAtrdx7i7tk/sHnfUe48twP3XdiZyPAwp8sSEYcpSImIlMFay+tfb+HJD9cRXTuSf99yFgM7NnK6rAqbkjSLxPQZeMIzCSuIYWTsWBKGjnG6LJGApyAlIlKK/UdymfDuKpLW7eH8Lk14alRPTqsbeL2hpiTNYu7W6ZiIPAxgIzKZu3U6JKEwJVJJGpcWESnBVxv3cfGzS1m2cR9TrujGK7+ND8gQBZCYPgMTllfsMhOWR2L6DIcqEgkeGpESETlJXoGHv3+ynpeWbKJ9ozq8flM/urao73RZleIJz6Sk9qCe8Ey/1yISbBSkRESKbNt/jLvnpLByexbX9WvDw5d1JapG4B82HFYQg434dWgKK4hxoBqR4KKpPRERYOGKDC55binpe4/wwg19eXJEj6AIUQAjY8diPZHFLrOeSEbGjnWoIpHgoREpEQlpR3LzeXjhaub9kMGZ7WJ45to+tIyOcrqsKpUwdAwkUWzX3ijt2hOpEsZa6/c7jY+Pt8nJyX6/XxGRk63akcW42SlsO3CMu4d24u6hHYlQbygROYUxZrm1Nr6k72lESkRCjsdjeWXZZqYtTqNx3ZrMuW0A/WIbOl2WiAQgBSkRCSl7Dufwx3dWsnTDPi7u3oypI3rSoHZk+TcUESmBgpSIhIzP0/YwYe5KjuTm88RVPbiuX2uMKakxgIiId7wKUsaYmUBX4ANr7WNlXO8F4CNr7aIqqk9EpNJy8wuY9nEaryxLp0uzeswe259OTes5XZaIBIFyg5QxZgQQbq0dYIx51RjTyVq7oYTrDQaaKUSJiJts2nuEcbNTWLPzEL8d0JZJl5xOrcjgaGsgIs7zZkTqXOCdoq8/AQYBxYKUMSYSmAF8aIy50lq7sCqLFBGpKGstc5fv4C/vraFmRBgzboznwq5NnS5LRIKMN0GqDpBR9PUBoG8J17kRWAs8BdxtjGljrX3+5CsYY24DbgNo06aNzwWLiPMWpGQwbXEaO7OyaREdxYRhcQzv09Lpsn52KCePB+evZtHKnfRv35BnrulDswa1nC5LRIKQNw1TjgAnutPVLeU2fYCXrbW7gH8D5516BWvty9baeGttfOPGjX2tV0QctiAlg0nzUsnIysYCGVnZTJqXyoKUjHJv6w/Lt2ZyybNL+TD1JyYMi+OtW/srRIlItfEmSC2ncDoPoBewpYTrbATaF30dD2ytdGUi4krTFqeRnVdQ7LLsvAKmLU5zqKJCBR7LP5I2cPVL3wAw944B/OG8joSHaVeeiFQfb6b2FgBLjTEtgIuBa40xj1lrJ590nZnAq8aYa4FIYFSVVyoirrAzK7tCl/vDroM53Pt2Ct9uPsDlvVrw+FXdqV9LvaFEAKYkzSp2PNBIHQ9UpcoNUtbaQ8aYc4ELgaeKpu9WnnKdw8Do6ihQRNylRXQUGSWEphYOnU/337W7mfDuSo7ne5g2qiejzmil3lAiRaYkzWLu1umYiDwMYCMymbt1OiShMFVFvDpUylqbaa19pyhESTVakJLBwKlJxE78gIFTk1yz7kTkhAnD4og6pX1AVGQ4E4bF+bWOnLwCHl64mrFvJtMyOor37x7E6Hg12BQ5WWL6DExYXrHLTFgeiekzHKoo+KizuYucWMR7Yv3JiUW8gKt2REloO/FcdHLX3obdh7l7dgrrdh3m1kGxTLgojpoR6g0lcipPeCYlfbTwhGf6vZZgpSDlImUt4lWQEjcZ3qelI89Jay3/+X4bjyxaS92aEbx205mcF9fE73WIBIqwghhsxK9DU1hBjAPVBCevpvbEP9y4iFfELbKOHefOf//Ag/NX0y+2IR/dO1ghSqQcI2PHYj3FN15YTyQjY8c6VFHw0YiUi7htEa+IW3y3eT/3vr2CfUdyeeCSLtw6qD1hamsgUq6EoWMgiWK79kZp116VUpBykQnD4oqtkQJnFvGKuEV+gYfnkjbyj6QNtGlYm8Q7z6Znq2inyxIJKAlDx5CAglN1UZByETcs4hWpThXpZ7Mj8xj3zllB8tZMRvRtySNXdqduTf3JEhF30V8ll3FqEa9IdatIP5sPVv3ExHmrsBaeuaa3XhMi4lpabC4ifuFNP5tjx/OZNG8Vf/jPD7RvXJcPxg1SiBIRV9OIlIj4RXn9bNbuPMTds39g876j3HluB+67sDOR4fqsJyLupiAlIn5RVj+b179K54kP1xFdO5J/33IWAzs2cqBCEZGK08c9EfGL0vrZxORewV8WrWVQp0Z8dM9ghSgRCSgakRIRvzi1n40piMHsv4ifDnbjL5d34bdnt9M5eSIScIy11u93Gh8fb5OTk/1+vyLivLwCD0//dz0vfrmJ9o3q8Px1fenaov6vrleRVgkiItXJGLPcWhtf0vc0IiUifrNt/zHunpPCyu1ZXNevNQ9d1pXaNX79Z6girRJERJykNVIi4hcLV2RwyXNLSd97hBdu6MuTI3qWGKLAu1YJIiJuoBEpEalWR3PzeXjhGhJ/2EF82xieubY3rWJql3mb8loliIi4hYJUgFqQkqGjZMT1Uncc5O7ZP7DtwDHGnd+JcUM7EuFFb6iyWiWIiLiJglQAWpCSUexw44ysbCbNSwVQmKoiCqqV4/FYZi5L56nF62hUtyazx/bnrPaneX37kbFjC9dInTS9Zz2RjIodWx3lioj4TEEqAE1bnPZziDohO6+AaYvT9GZfBRRUK2fP4Rz++M5Klm7Yx0XdmjF1ZA+ia9eo0M84tVVCWEEMo7RrT0RcSEEqAO3Myq7Q5VIxCqq++zxtDxPmruRwTj6PX9Wd6/u18bk3VMLQMSSg4CQi7qYgFYBaREeRUUJoahEd5UA1wUdBteJy8wuY9nEaryxLp0uzevxnbH86N63ndFkiItVO7Q8C0IRhcURFhhe7LCoynAnD4hyqKLiUFkgVVEu2ee8RRrzwNa8sS+fGAW1Z8IeBClEiEjIUpALQ8D4teXJED1pGR2GAltFRPDmih6adqoiCqnestcxN3s5lzy8jIyubl8ecwSNXdqfWKb87EZFgpqm9ADW8T0sFp2py4veqXXulO5STx4PzV7No5U76t2/IM9f0oVmDWk6XJSLidwpSIiVQUC3dD9syGTc7hZ8O5vCn33TmznM7Eh6mw4ZFJDQpSKGeQSLeKPBYXvxyE0//dz3NG9TindsHcEZbNcgUkdAW8kFKPYNEyrfrYA73vp3Ct5sPcFnP5jwxogf1a0U6XZaIiONCPkipZ5BI2f67djcT3l1Jbp6Hp0b1ZPQZrXzuDSUiEmxCPkipZ5CEmilJs4p1DB9ZSsfwnLwCnvjwR978ZivdWtTnuev60KFxXQcqFhFxr5APUmpuKaFkStKswjPsIvIwgI3IZO7W6ZBEsTC1Yfdh7p6dwrpdh7llUCx/viiOmhFqayAicqqQ7yOlnkESShLTZxQ7CBjAhOWRmD4DKOwN9dZ3W7n8H8vYeziX1246k4cu66oQJSJSipAfkVLPIAklnvBMSlrd5AnPJOvYcSYmpvLxml0M7tSIv1/diyb11BuqIrydNhWR4BHyQQrUM0hCR1hBDDYi81eXm4IYLn52KXsP5zLp4i6MHdyeMPWGqhBvp01FJLiE/NSeSCgZGTsW6ynetsB6Isne/RtqRISReOfZ3H5OB9eEqClJs+g5cwjdX+9Bz5lDmJI0y+mSSlXetKmIBCeNSImEkIShYyCJn6efyI8mZ88wruh4GY9c2Z26Nd3zJyHQRnjKmjYVcZqmnauPe/5qiohfJAwdQ/yqC5g4bxXWwt+Gd3fl1HZi+gxMRMkjPAm47w2gtGnTsAJ1fxdnBdqHkkCjqT2REHLseD6T5q3iD//5gfaN6/LBuEGuDFFQ+kiOW0d4Sps2HRk71qGKRApp2rl6aURKJESs3XmIu2f/wOZ9R7nz3A7cd2FnIsPd+1kq0EZ4Tp02DSuIYZSmT8QFNO1cvRSkRIKctZY3vt7CEx+uo0HtSGbdfBaDOjVyuqxyjYwdWzgdcdInaeuJZFQ1jfBUxRqShKFjXDntKKEt0D6UBBr3fhwVkUrbfySXW99I5i+L1jKoUyM+vmdwQIQoKAwlo9uOx+THYC2Y/BhGtx1fLSM8J9aQ2IhMjPllDYmbdwmKeEvTztXLWGv9fqfx8fE2OTnZ7/crEkq+2riP8W+vIOtYHpMu6cLvzm6nw4ZL0XPmkJL7a+XHsOqWJQ5UJFK1tGuvcowxy6218SV9T1N7IkEmr8DD0/9dz4tfbqJ9ozq8dtOZdGvRwOmyXE1rSCTYadq5+ihIiQSRbfuPcfecFFZuz+K6fq156LKu1K6hl3l5tIZERHylNVIiQWLhigwueW4p6XuP8MINfXlyRE+FKC9pDYmI+Ep/ZUUC3JHcfBIWriHxhx3Et43hmWt70yqmttNlBRS1LhARX2mxuUgAS91xkHFzUti6/yh3De3EuKEdifCxN5QWo4qIlEyLzUWCjMdjmbksnacWr6NR3ZrMHtufs9qf5vPP0xESIiK+0RopkQCz53AOv33tex7/8EeGdmnCR/cMrlSIAh0hISLiK41IiQSQL9L28Ke5Kzmck8/jV3Xn+n5tqqQ3lLb/i4j4RkFKJADk5hcw7eM0XlmWTlzTevxnbH86N61XZT8/FLb/aw2YiFQHTe2JuNzmvUcY8cLXvLIsnRsHtGXhXQOrNERB8G//1xEwIlJdFKREXMpay9zk7Vz2/DIysrJ5ecwZPHJld2pFhlf5ffnzXDsnaA2YiFQXTe2JuNChnDwenL+aRSt30r99Q565pg/NGtSq1vsM5iMktAZMRKqLgpSIy/ywLZN75qSwMyuHCcPiuOOcDoSH6bDhygiFNWAi4gxN7Ym4RIHH8s/PNzL6xW+wFt65fQB/OK+jQlQVCPY1YCLiHI1IibjAroM5jH97Bd9s3s9lPZvzxIge1K8VWf4NxSs6Akb8STtEQ4uOiBFx2KdrdzPh3ZXk5HmYcmU3Rp/Rqkp6Q4mI//18SsBJmxusJzKoNm+EorKOiNHUnohDcvIKSFi4mlvfTKZFdBTvjxvE1fGtFaJEAph2iIYeTe2JOGDD7sPcPTuFdbsOc8ugWP58URw1I6q+rYGI+Jd2iIYeBSkRP7LW8p/vt/HIorXUrRnBazedyXlxTZwuS0SqiHaIhh5N7Yn4Sdax49z57x94cP5q+sU25KN7BytEiQQZ7RANPRqREvGD7zbv5963V7D3cC4PXNKFWwe1J0xtDUSCjnaIhh7t2hOpRvkFHp5P2sjzSRto3bA2z13bh16to50uS0REKqCsXXsakRKpJjsyj3HvnBUkb81kRN+WPHJld+rW1EtORCSY6K+6SDX4MPUnJiauosBjmX5NL67q08rpkkREpBooSIlUoWPH83n0/bXM/n47vVpH89y1vWl7Wh2nyxIRkWqiICVSRdbuPMTds39g876j3HluB+67sDOR4e7aGKujK8SN9LyUQKYgJVJJ1lre+HoLT3y4jga1I5l181kM6tTI6bJ+5eejKyLyMICNyGTu1umQhN60xDF6Xkqgc9fHZZEAs/9ILre+kcxfFq1lUKdGfHzPYFeGKNDRFeJOel5KoNOIlIiPvtq4j/FvryDrWB4PX9aVmwa2c/U5eTq6QtxIz0sJdApSIhWUV+Dh6f+u58UvN9G+UR1eu+lMurVo4HRZ5dLRFeJGel5KoNPUnoScKUmz6DlzCN1f70HPmUOYkjTL69tu23+MUS9+w7++2MQ18a1ZdPeggAhRoKMrxJ1Kfl6GYU2uT69REX/zKkgZY2YaY74xxkwu53pNjTEpVVOaSNU7sbDVRmRizC8LW735Q71wRQaXPLeUzXuP8M/r+zJ1ZE9q1wicQd2EoWMY3XY8Jj8Ga8HkxzC67Xgt6BVHnfq8pKA2YCD8WIVfoyJOKPeIGGPMCOAKa+3vjDGvAk9aazeUct1ZwJnW2i5l/UwdESNO6TlzSInTCCY/hlW3LCnxNkdy80lYuIbEH3ZwRtsYnr22N61iald3qSIhyZfXqEh1q+wRMecC7xR9/QkwCPhVkDLGDAWOArt8K1Ok+lV0YWvqjoPcPfsHth04xrjzOzFuaEciXNYbSiSYaPG5BBpv3hHqABlFXx8Amp56BWNMDeAhYGJpP8QYc5sxJtkYk7x3715fahWptNIWsJ56ucdjmbFkMyP+9RW5+R5mj+3PfRd2VogSqWbevkZF3MKbd4UjQFTR13VLuc1E4AVrbVZpP8Ra+7K1Nt5aG9+4ceMKFypSFbxZcL3ncA6/fe17Hv/wR4Z2acJH9wzmrPan+btUkZCkTRESaLyZ2ltO4XTet0AvIK2E61wADDXG/AHobYx5xVp7a9WVKVI1EoaOgSSKHUcx6qTjKL5I28Of5q7kcE4+jw3vzg1ntXF1byhxLx174pvyXqMibuPNYvP6wFLgM+Bi4FpgtLW2xB18xpgvrLXnlvUztdhc3CY3v4BpH6fxyrJ04prW4/nr+9C5aT2ny5IA9fOxJyd17LaeSO2SFAlQZS02LzdIFf2AGOBCYIm1ttKLyRWkxE027z3CuDkprM44xI0D2vLAJadTKzLc6bIkgGnnmUhwqeyuPay1mfyyc08kKFhreXf5DhLeW0ONiDBeHnMGv+nWzOmyJAho55lI6AicboKVtCAlg2mL09iZlU2L6CgmDItjeJ+WTpclDjmUk8eD81ezaOVO+rdvyPRretO8QVT5NxTxgo49EQkdIbGXe0FKBpPmpZKRlY0FMrKymTQvlQUpGeXeVoLPD9syueTZpXyY+hMThsXx1q39FaKkSmnnmUjoCIkgNW1xGtl5BcUuy84rYNrikjYgSrAq8Fj++flGRr/4DQDv3D6AP5zXkfAw7cqTqqXjeERCR0hM7e3Myq7Q5RJ8dh3MYfzbK/hm834u69mcJ0b0oH6tyPJvKOKjhKFjSEDBSSTYhUSQahEdRUYJoalFtKZzQsGna3cz4d2V5OR5eGpUT0af0Uq9oUREpEqERJCaMCyOSfNSi03vRUWGM2FYnINVSXXLySvgyQ9/5I1vttKtRX2eu64PHRrXdbosEfFBWQ1O1fxUnBQSQerE7jzt2gsdG3Yf5u7ZKazbdZhbBsXy54viqBmh3lAigejnBqcReRjARmQyd+t0SCr8fmnfU5gSf/CqIWdVU0NOqS7WWmZ/v51H3l9DnRoR/O3qXpwX18TpskSkEspqcAqo+alUu0o35BQJBFnHjjMxMZWP1+xicKdG/P3qXjSpV8vpskRcJ9CmwsprcKrmp+IkBSkJCt+nH+DeOSnsOZzLA5d04dZB7QlTWwORXylrmsytYaq8BqdqfipOCok+UhK88gs8TP/veq59+RsiI8JIvPNsbhvSQSFKpBSJ6TOKHaYMYMLySEyf4VBF5Surwaman4rTNCIlAWtH5jHunbOC5K2ZjOjTkkeGd6duTT2lRcoSiOcAJgwdA0kUm44cdfJ0ZFnfE6lmWmwuAenD1J+YmLiKAo/lsau6c1WfVk6XJBIQylq4rcXZIiXTYnMJGtnHC3jk/TXM/n47vVo14Lnr+tD2tDpOlyWlCLRFzaFgZOzYwjVSJ03vWU8kozQV5gp6zQQeBSkJGGt3HmLcnBQ27jnCHed04L4LO1MjQsv83CoQFzVXJ7e8QZY7TSaO0WsmMGlqT1zPWssbX2/hiY/W0SAqkulX92ZQp0ZOlyXl0BTSL35+gzxlFEgHGcvJ9Jpxr7Km9vRxXlxt/5Fcbn0jmb8sWsugjo34+J7BClEBorTFy25e1FxdAnGnnPifXjOBSVN74lpfb9zHvW+vIOtYHgmXd+V3Z7fTYcMBpLzeP6EkEHfKif/pNROYNCIlrpNX4OGvH6/jhpnfUbdWBPP/cDY3DYxViAow6u/zi9LeCPUGKSfTayYwKUiJq2zbf4xRL37Dv77YxDXxrXn/7kF0a9HA6bLEBwlDxzC67XhMfgzWFq7zCNU1QXqDFG/oNROYtNhcXGPhigwenL8aY2DqiJ5c2rO50yWJVBm37NoTkYora7G5gpQ47mhuPgnvreHd5Ts4o20Mz17bm1YxtZ0uS0REBFBDTnGx1B0HGTcnha37jzLu/E6MG9qRiHDNOIuISGBQkBJHeDyWmcvSeWrxOhrVrcl/xvanf/vTnC5LRESkQhSkxO/2Hs7lj3NXsmT9XoZ1a8pfR/YkunYNp8sSERGpMAUp8asv1+/lj++s4HBOPo8N784NZ7VRWwMREQlYClLiF7n5BUz7OI1XlqUT17Qeb93an7hm9ZwuS0TEUdrNGfgUpCppQUoG0xansTMrmxbRUUwYFsfwPi2dLstVNu89wrg5KazOOMSNA9rywCWnUysy3OmyREQcpUOKg4O2R1XCgpQMJs1LJSMrGwtkZGUzaV4qC1IynC7NFay1zE3ezmXPL2NHZjYvjzmDR67srhAlIoLOYAwWGpGqhGmL08jOKyh2WXZeAdMWp4X8qNShnDwmz1/Neyt30r99Q6Zf05vmDaKcLktExDV0BmNwUJCqhJ1Z2RW6PFT8sC2Te+aksDMrhz/9pjN3ntuR8DAtKJdfaF2IiA4pDhaa2quEFtElj7CUdnmwK/BY/vn5Rka/+A0eD7xz+wDuGtpJIUqKObEuxEZkYswv60KmJM1yurRKm5I0i54zh9D99R70nDkkKP5NUn10BmNwUJCqhAnD4og6Zb1PVGQ4E4bFOVSRc3YfymHMzO+YtjiNi7s348N7BnNGW32qkl8L1nUhwRwQpXrokOLgoKm9SjixDirUd+19unY3E95dSU6eh6dG9mR0fCv1hpJSBeu6kMT0GZiIkgNiAnpjlJIlDB2j50eAU5CqpOF9WoZccDohJ6+AqR+t4/Wvt9CtRX2eu64PHRrXdboscblgXRcSrAFRRMqmqT3xyYbdhxn+z694/est3DIolnm/P1shSrwSrOtCSguCgR4QRaRsClJSIdZaZn+/jcv/sYy9h3N57aYzeeiyrtSMUG8o8U6wrgsJ1oAoImUz1lq/32l8fLxNTk72+/1K5Rw8lsfEeav4aPUuBndqxN+v7kWTerWcLkvENdTWQSQ4GWOWW2vjS/yegpR4439bDnDP7BT2HM5lwrA4xg5uT5jaGoiISAgoK0iF1GJznYtXcQUey/NJG3jusw20blibxDvPplfraKfLEhERcYWQCVInzsU7caTLiXPxAIWpUmRkZTN+zgq+33KAEX1a8sjw7tStGTJPGZEyaRpPRCCEgpTOxauYj1J/4v7EVRR4LNOv6cVVfVo5XZKEGDcHlRPNN01EHoZfmm+ShGtqDFVuft5IcAqZXXs6F8872ccLeGB+Kne+9QOxjerwwbjBClHid27vEh6s3dkDndufNxKcQiZI6Vy88v340yGu+Mcy/vPdNu44pwNz7zibdo3qOF2WhCC3B5XSmmyq+aaz3P68keAUMkFK5+KVzlrLm99s4cp/fkVWdh7/vuUsJl7chRoRIfP0EJdxe1BR8013cvvzRoJTyLxTDu/TkidH9KBldBQGaBkdxZMjeoT8+qgDR48z9s3lPLxwDQM7nMbH9wxmUKdGTpclIc7tQUXNN93J7c8bCU4hs9gcQvtcvJJ8vWkf499eQebRPB6+rCs3DWynw4bFFUbGji1czH3SNI31RDLKJUElYegYSKLYouZRWtTsOLc/byQ4qSFnCMor8PDMp+t54YtNxDaqw/PX9aFbiwZOlyVSjHZfiS/0vJHqoM7m8rPtB44xbk4KKduyuCa+NQlXdKV2jZAamBQREakQdTYXABauyGDy/NVg4B/X9+Gyni2cLiko6BOwiEjoUpAKAUdz80l4bw3vLt/BGW1jeOaa3rRuWNvpsoKCGjOKiIS2kNm1F6pWZxzksueXMe+HHYw7vxNv39ZfIaoKqW+NiEho04hUkPJ4LK9+lc5fP15Ho7o1+c/Y/vRvf5rTZQUdT3gmJe1zVN8aEZHQoCAVhPYezuVPc1fy5fq9DOvWlL+O7El07RpOlxWUwgpisBG/Dk3qWyMiEho0tRdkvly/l4ufXcK3m/fz2PDuvPh/ZyhEVSM1ZhQRCW0akQoSx/M9TFu8jhlL0+nctC5v3dqfuGb1nC4r6Kkxo4hIaFMfqSCQvu8o42ankJpxkDH92/LgpadT65RzBUVERMQ36iMVpKy1JP6QwcMLV1MjIoyXxpzBsG7NnC5LREQkZChIBajDOXlMXrCahSt2clZsQ565tjfNG0Q5XZaIiEhIUZAKQCnbMhk3J4WdWTn88cLO/P68joSH6bBhERERf1OQCiAej+XFJZt4+pP1NK1fi3du788ZbRs6XZY4REfTiIg4T0EqQOw+lMP4t1fw9ab9XNqzOU9c1YMGUZHl31CCko6mERFxB/WRCgCf/bibi55ZQsq2LJ4a2ZN/XNdHISrE6WgaERF30IiUi+XkFTD1o3W8/vUWujavz3PX9aFjk7pOlyUuoKNpRETcQUHKpTbuOcxd/0lh3a7D3DwwlvsvjqNmhHpDSSEdTSMi4g6a2nMZay2zv9/GZc8vY8/hXF79XTwPX95VIUqK0dE0IiLuoBEpFzl4LI9J81fxYeouBnVsxNNX96JJ/VpOlyUupKNpRETcQUfEuMT/thzgntkp7Dmcy5+GxXHb4PaEqTeUiIiI43REjIvlF3j4x+cbee6zDbRuWJt37zyb3q2jnS5LREREvKAg5aCMrGzGz1nB91sOcFWfljxyZTfq1VJbAxERkUChIOWQj1J/YuK8VPILPDx9dS9G9G3ldEkiIiJSQQpSfpZ9vIBH3l/L7O+30atVA569tg/tGtVxuiwRERHxgYKUH/340yHunp3Cxj1HuP2c9vzxwjhqRKgDhYiISKDyKkgZY2YCXYEPrLWPlfD9BsAcIBw4ClxjrT1elYUGMmstb36zlcc//JEGUZHMuqUfgzs1drosERERqaRyh0OMMSOAcGvtAKC9MaZTCVe7AXjaWvsbYBdwUdWWGbgOHD3O2DeTSXhvDQM7nMZH9wxWiBIREQkS3oxInQu8U/T1J8AgYMPJV7DWvnDSfzYG9pz6Q4wxtwG3AbRp08aHUgPP1xv3Mf6dFWQezePhy7py08B2GKPeUIFuStKsYo0wR6oRpohIyPJmgU4dIKPo6wNA09KuaIwZAMRYa7899XvW2pettfHW2vjGjYN7RCavwMO0xeu4YeZ31KkZwbzfn83Ng2IVooLAlKRZzN06HRuRiTFgIzKZu3U6U5JmOV2aiIg4wJsgdQSIKvq6bmm3McY0BJ4Hbq6a0gLT9gPHuPqlb/jn55u4+ozWvH/3ILq3bOB0WVJFEtNnYMLyil1mwvJITJ/hUEUiIuIkb6b2llM4nfct0AtIO/UKxpgawFxgkrV2a5VWGEAWrshg8vzVADx/XR8u79XC4YqkqnnCMylpXNETnun3WkRExHnejEgtAMYYY54GrgbWGGNO3bl3C9AXeNAY84Ux5pqqLdPdjubm86e5K7lnzgo6Na3Lh/cMVogKUmEFMRW6XEREglu5I1LW2kPGmHOBC4GnrLW7gJWnXOdfwL+qo0C3W51xkLtnp7Bl/1HuHtqRe87vRES4ekMFq5GxY5m7dXqx6T3riWRU7FgHqxIREad41UfKWpvJLzv3BPB4LK9+lc5fP17HaXVq8p9b+zOgw2lOlyXVLGHoGEii2K69Udq1JyISsoy11u93Gh8fb5OTk/1+v1Vl7+Fc/jR3JV+u38tvujblryN7ElOnhtNliYiISDUwxiy31saX9D0dEVNBX67fyx/fWcHhnHweHd6d/zurjdoaiIiIhCgFKS8dzy/sDTVjaTqdm9blrVv7E9esntNliYiIiIMUpLyQvu8o42ankJpxkP/r34bJl3alVmS402WJiIiIwxSkymCtJfGHDB5euJoaEWG8NOYMhnVr5nRZIiIi4hIKUqU4nJPH5AWrWbhiJ2fFNuSZa3vTvEFU+TcUERGRkKEgVYKUbZmMm5PCzqwc/nhhZ35/XkfCw7SgXERERIpTkDqJx2N5cckmnv5kPU3r1+Kd2/tzRtuGTpclIiIiLqUgVWT3oRzue2cFX23cz2U9m/P4VT1oEBXpdFkiIiLiYgpSwGc/7mbCu6vIPl7AUyN7Mjq+lXpDiYiISLlCOkjl5BUw9aN1vP71Fro2r8/z1/ehQ+O6TpclIhIwpiTNKnZk0kgdmSQhJmSD1MY9h7l79gp+/OkQNw+M5f6L46gZod5QIiLempI0q/AQ74g8DGAjMpm7dTokoTAlISPM6QL8zVrL7O+3cdnzy9hzKIfXfncmD1/eVSFKRKSCEtNnYMLyil1mwvJITJ/hUEUi/hdSI1IHj+Uxaf4qPkzdxaCOjXj66l40qV/L6bJcRcP0IuItT3gmJa0m9YRn+r0WEaeETJBK3nKAe+asYPehHCZd3IWxg9sTpt5QxWiYXiQ0VNUHprCCGGzEr0NTWEFMVZQpEhCCfmqvwGN59tMNXP3SN0SEGxLvPJvbz+mgEFUCDdOLBL8TH5hsRCbG/PKBaUrSrAr/rJGxY7Ge4m1irCeSkbFjq6pcEdcL6hGpjKxsxs9ZwfdbDnBVn5Y8Orw7dWsG9T+5UjRMLxL8EtNnYCJK/sCUQMVGpRKGjoEkio1ujdJygGqjpRfuFLSp4qPUn7g/cRUFHsvTV/diRN9WTpfkehqmFwl+Vf2BKWHomAoHMDdza1jR0gv3CsqpvW827efOt36gXaM6fDBusEKUlzRMLxL8SvtgpA9MVTvtWdW09MK9gjJI9W/fkGmjevLuHWfTrlEdp8sJGAlDxzC67XhMfgzWgsmPYXTb8fq0IxJE9IGpdG4OK6WNGGrphfOCcmrPGMPo+NZOlxGQgm2YXkSK07qm0rl5naiWXrhXUAYpEREpXXV9YHLr+iJvuTmsjIwdW7hG6qQRM+uJZJRGEh0XlFN7IiLiX25eX+QtN097aumFexlrrd/vND4+3iYnJ/v9fkVEpHr0nDmkxNEckx/DqluWOFCRbwJ9VE2qhzFmubU2vqTvaWpPREQqzc3riypC60SlojS1JyIilaa2ChKqFKREgsiUpFn0nDmE7q/3oOfMIQG1PkUCm5vXF4lUJwUpkSARDIt9JXBpMbSEKi02FwkSwbLYV0TEbcpabK4RKZEgoc7HIiL+pyAlEiS02FdExP8UpESChBb7ioj4n4KUSJDQYl8REf/TYnMRERGRMqizufhMxyWIiIiUTlN7Uir1JRIRESmbgpSUKjF9BiYsr9hlJiyPxPQZDlUkIiLiLgpSUir1JRIRESmbgpSUSn2JREREyqYgJaVSXyIREZGyaddegKvOXXUJQ8dAEsV+/ijt2hMREfmZ+kgFsBO76k5eEG49kWrCKCIiUoV0aHGQ0q664DElaRY9Zw6h++s96DlziFpMiIgECAWpAKZddcFB/bpERAKXglQA06664KCRxeqjkT4RqW4KUgFMu+qCg0YWq4dG+kTEHxSkAljC0DGMbjsekx+DtWDyY7TQPABpZLF6aKRPRPxB7Q8CXMLQMSSg4BTIRsaOLXH35SiNLFaKJzwTU8rlIiJVRUFKxGHq11WyyvZICyuIwUb8OjRppC80VGePPZGTKUiJuIBGFov7uUdaRB6GX9Y3kYTXb4Ya6QtdVfH8EfGW1kiJiOtUxfomrSEMXVofJ/6kESkRcZ2qWt+kkb7QpPVx4k8akRIR19FORqkMPX/EnxSkRMR11CNNKkPPH/EnBSkRcR2tb5LK0PNH/MlYa/1+p/Hx8TY5Odnv9ysiIiJSUcaY5dba+JK+pxEpERERER8pSImIiIj4SEFKRERExEcKUiIiIiI+UpASERER8ZGClIiIiIiPFKREREREfKQgJSIiIuIjBSkRERERHylIiYiIiPhIQUpERETERwpSIiIiIj5SkBIRERHxUYTTBYiI+NOUpFkkps/AE55JWEEMI2PHkjB0jNNliUiA0oiUiISMKUmzmLt1OjYiE2PARmQyd+t0piTNcro0EQlQClJBbkrSLHrOHEL313vQc+YQvWFISEtMn4EJyyt2mQnLIzF9hkMViUig8ypIGWNmGmO+McZMrsx1xL/06VukOE94ZoUuFxEpT7lByhgzAgi31g4A2htjOvlyHfE/ffoWKS6sIKZCl4uIlMebEalzgXeKvv4EGOTjdcTP9OlbpLiRsWOxnshil1lPJCNjxzpUkYgEOm+CVB0go+jrA0BTX65jjLnNGJNsjEneu3evL7VKBenTt0hxCUPHMLrteEx+DNaCyY9hdNvx2rUnIj7zpv3BESCq6Ou6lBy+yr2OtfZl4GWA+Ph4W+FKpcJGxo5l7tbpxab3rCeSUfr0LSEsYegYElBwEpGq4c2I1HJ+marrBWzx8TriZ/r0LSIiUr2MtWUPDhlj6gNLgc+Ai4FrgdHW2sllXKe/tfZgaT8zPj7eJicnV756ERERkWpmjFlurY0v6XvljkhZaw9RuJj8W+A8a+3Kk0NUKdcpNUSJiIiIBAuvjoix1mbyy648n68jIiIiEkzU2VxERETERwpSIiIiIj5SkBIRERHxkYKUiIiIiI8UpERERER8pCAlIiIi4iMFKREREREfKUiJiIiI+EhBSkRERMRHClIiIiIiPlKQEhEREfGRgpSIiIiIjxSkRERERHykICUiIiLiIwUpERERER8Za63/79SYvcBWP9xVI2CfH+5HvKfHxH30mLiTHhf30WPiTv54XNpaaxuX9A1HgpS/GGOSrbXxTtchv9Bj4j56TNxJj4v76DFxJ6cfF03tiYiIiPhIQUpERETER8EepF52ugD5FT0m7qPHxJ30uLiPHhN3cvRxCeo1UiIiIiLVKdhHpERERESqTcAHKWPMTGPMN8aYyZW5jlSt8n7nxpgGxpiPjDGfGGPmG2Nq+LvGUOPt68AY09QYk+KvukJdBR6XF4wxl/urrlDmxd+vGGPMh8aYZGPMS/6uL1QV/W1aWs51/P5+H9BByhgzAgi31g4A2htjOvlyHalaXv7ObwCettb+BtgFXOTPGkNNBV8HfwOi/FNZaPP2cTHGDAaaWWsX+bXAEOTlYzIGeKtoy309Y4xaIlQzY0wM8AZQp4zrOPJ+H9BBCjgXeKfo60+AQT5eR6rWuZTzO7fWvmCt/W/RfzYG9vintJB1Ll68DowxQ4GjFIZbqX7nUs7jYoyJBGYAW4wxV/qvtJB1LuW/VvYD3Y0x0UBrYLtfKgttBcA1wKEyrnMuDrzfB3qQqgNkFH19AGjq43Wkann9OzfGDABirLXf+qOwEFbuY1I0vfoQMNGPdYU6b14rNwJrgaeAfsaYu/1UW6jy5jFZBrQFxgE/Fl1PqpG19pC19mA5V3Pk/T7Qg9QRfpmCqEvJ/x5vriNVy6vfuTGmIfA8cLOf6gpl3jwmE4EXrLVZ/ipKvHpc+gAvW2t3Af8GzvNTbaHKm8ckAbjDWvsIsA64yU+1Sdkceb8P9FCxnF+G7noBW3y8jlStcn/nRaMfc4FJ1lp/nLsY6rx5HVwA/MEY8wXQ2xjzin9KC2nePC4bgfZFX8fjn3NKQ5k3j0kM0MMYEw6cBaiPkDs48n4f0H2kjDH1gaXAZ8DFwLXAaGvt5DKu09+L4UGpBC8flzuBJ4CVRRf9y1r7tr9rDRXePCanXP8La+25/qswNHn5WqkHvErhNEUkMMpam1HCj5Mq4OVj0g94jcLpvW+Aq6y1RxwoN+Sc+NtkjOkKXO+G9/uADlLw80r+C4ElRUPfPl1HqpZ+5+6jx8Sd9Li4jx6TwOXEYxfwQUpERETEKYG+RkpERETEMQpSIiIiIj5SkBIRERHxkYKUiIiIiI8UpERERER8pCAlIiIi4iMFKREREREfKUiJiIiI+EhBSkRERMRHClIiIiIiPlKQEhEREfGRgpSIiIiIjxSkRERERHykICUiIiLiIwUpERERER8pSImIiIj4SEFKRERExEcKUiIiIiI+UpASERER8ZGClIiIiIiPFKREREREfKQgJSIiIuIjBSkRERERHylIiYiIiPhIQUpERETERwpSIiIiIj5SkBIRERHxkYKUiIiIiI8UpERERER8pCAlIiIi4iMFKREREREfKUiJiIiI+EhBSkRERMRHClIiIiIiPlKQEhEREfGRgpSIiIiIjxSkRERERHykICUiIiLiIwUpERERER8pSImIiIj4SEFKRERExEcKUiIiIiI+UpASERER8ZGClIiIiIiPFKREREREfKQgJSIiIuIjBSkRERERHylIiYiIiPhIQUpERETERwpSIiIiIj5SkBIRERHxkYKUiIiIiI8UpERERER8pCAlIiIi4iMFKREREREfKUiJiIiI+EhBSkRERMRHClIiIiIiPlKQEhEREfGRgpSIiIiIjxSkRMRRplCE03WIiPhCQUpEfsUY0+Wkr8caY9466b97G2Pqn3L9m40xD53031HGmG+NMaedcr1+xpjYoq/rGmMeAeoBe8uoJcIYM88YU6/oNi8UXX5aCdc1p/z3ucaY6WX87LuMMbWMMUnGmB7GmAnGmPrGmJeMMUNKu52IyAkKUiJSjDGmDfCtMebcootygLyi79UFFgCjT7nZQiDeGBNZ9N+3AV9ba/efcr2RwKSirwcBpwNHgawySjobaGGtPQzkAjcXXT7LGHPnSXUb4EtjTM9T7m9dGT87ApgM5AN1gGuttYeAocCOU69sjPnRGLOr6H87Trr8jqLLkk8ERV8uF5HAo+F0ESnGWrvNGPMHYI4xphtg4eeg8m8gyVo70xjzJ2AscOTEdYBvigaFagHHjTHJFAaUD621fwSeBb4qClwXAf2B5UBzY8wKoDYw1Vr76kkl3QTMKKotzxiTVzQVeB/wh5PqtsaYp4FEY8wZFIa/G4BdJwcu4Etr7T3GmFrAzqLaY4BzgSVFI1F1rbWbi/7dNa21ucaY2kV30+zk35cxpgfwENAXaAv8A7i0opeX/8iIiBspSInIr1hr3zLGHAIOnHSZNcbMAhYV/fffjDEvAacVv6ndeuI/ikJDtrV2Y9E3dxaFszDgaqALcBz41lrbu+g24SfdviVwHYUB7IQDQDRwjMJQdvOJ4GWtXWCMGVZ0m3rATGvthJN+3j+BtKL/rAEMAfoB8cCPRT/7TiCsKAS2AQ4bY3oD3YHUEn5dw4E3rbU7gZ3GmEbGmDoVvdxae7SEny0iLqcgJSLFGGOmUDh1dwxIAOoDdYqCBcDDxpg3rLVPUzjiMxb4X9H3rgfqG2NeBv5EYVjaAWwsWtPUisKpwo3AEGvtIWNMMyDzpBIigIKir/8GGKC2MeZaoGdRPUsoDETLgWWn/BPupjBofQP0M8bcCJxjrb0FuBx4vOh62cBmoGVRTVlFdZwN/MNa+6gxZg7wd2vtYWNMH2CQMWZn0W3HW2vfK/o3fXHS/e+kcKSpopevRUQCjoKUiBRjrU2gMECVyBgzGWhQ9J+5wLfAiQXdVxT9/zkUTpkV8Eso6kFhyDkLuAv4izGmgMLQ06AoqBmgpjFmEHA+hSNCn1G4hqk3heGoC/C2tfbtUko8jcKpunhr7cGiKbkTNfS01mYVfd0K2Af8GXik6N88HIgEzii6ThtgU9HXR4D7rbX/Nsb0BxYaYxYD4cChk+7/aNG/qaKXi0gAUpASkWKKptYigOPWWlvK1exJ/x9PYTCCX/6m2JOuU3iBtV8AXxhjdlhrF1C4aB1jzEwKg9fN1tpVJ9XxEYXB6eWiWiYWXd6IwsXgpQWpB4Bca+2fi/67K4VrsTgpRAE0BMYDUyicalxE4bqqs4vqjAHqWWsPFN32zZP+Ld8aY7YCvSgcxYo+6edGAR4fLheRAKRdeyJyqnMpnDZbZ4z51f+Ae065/gbg/aL/FVABxphrKAw6lwNvG2OGnvietfZY0TqiUy0CLi9aLH7qz2sLXAY8WvTftYHfAFtO2oV44ucvp3Dn4EGgM/AUkGatzQbmURj0kk762TcaY2qc9CNaUhiAkoEBRdcxFC4iz/DhchEJQBqREpFirLWfAe1K+37R1N7JfzuaULgQG375cFaz6H+l/YxaFE6nXQT8xlq7yxgzHEgyxtxhrV1URn17jDGfUbgG6zFjzDnADxROkb0CJBStaQqjcDTrFeBd4DNjzGhr7Q8n/bgWFAabjymcMny46PJ5wFSKAlmRIUBLY8yzFO4kPE7h4vP1wNPGmKSi38N+a+32ohE1ry8v7d8rIu6mICUixRhjXqdwui6nlKs0p6gdAYV/Q7631j5TdNsJANbaE003wzlpiq/o+80oXER+BBhsrT1YdJs0Y8wIIMMYE2GtzT/pPn7eyVfkTxTu2MumcJfdGArXbdUG3jLGdAeeA9Zba/9WdN+3Ap+Ywiag/7LW5lG46H0OhaHuQaBnUQ2Ti+7jZWPMb621SymcMpxb9P8/AFdYa3OBXGPMKGAahWvGbij69xyqyOUiEpgUpESkGGvt78r6ftGIVO2i/6xXdJkBPqJwZOfE9SYAFwC3F/33BcAwCheCDwfuAG4wxuRTGLYii35ufQrXTH1d9KMiKWxVcHKNu40x5wP/BNIpbJ9gjTFLKexb9TbwnLX2pZNu87kxZjCFIfBLY8wG4ANgBTCiaFTs/4DfU9iYc70xZjmFuxSHW2v3FNVV0u/sGwqnCSt1uYgEHlP6WlIRkap1ykhTdd6PKWOhvIhIlVGQEhEREfGRdu2JiIiI+EhBSkRERMRHClIiIiIiPnJk116jRo1su3btnLhrERERkQpZvnz5Pmtt45K+50iQateuHcnJyeVfUURERMRhRUdClUhTeyIiIiI+UpASERER8ZGClIiIiIiPFKREREREfKQgJSIiIuIjBSkRERERHylIiYiIiPhIQUpERETERwpSIiIiIj5SkBIRERHxkYKUiIiIiI8UpERERER8pCAlIiIi4iMFKREREREfKUiJiIiI+EhBSkRERMRHClIiIiIiPopwugARqX4LUjKYtjiNnVnZtIiOYsKwOIb3ael0WSIileLxWDzWEhHu3LiQV/dsjGlqjFlaznVmGmO+McZMrprSRKQqLEjJYNK8VDKysrFARlY2k+alsiAlw+nSRER8tmH3YUa/9A0zlqY7Wke5QcoYEwO8AdQp4zojgHBr7QCgvTGmU9WVKCKVMW1xGtl5BcUuy84rYNriNIcqEhHxXW5+Ac98up5Ln1vGpr1HaN6glqP1eDO1VwBcAyws4zrnAu8Uff0JMAjYcPIVjDG3AbcBtGnTpqJ1ioiPdmZlV+hyERG3Wr41k4mJq9iw5whX9GrBw5d3pVHdmo7WVG6QstYeAjDGlHW1OsCJeYIDQN8Sfs7LwMsA8fHxtqKFiohvWkRHkVFCaGoRHeVANSIiFXckN59pH6/jzW+30rx+LV79XTxDuzR1uiyg6habHwFO/FWui3YDirjGhGFxTJqXWmx6LyoynAnD4hysSkTEO0nrdjN5/mp+OpTDbwe040/D4qhb0z175aqqkuUUTud9C/QCtPgiAGgnV2g48ZjqsRaRQLLvSC5TFq1l0cqddG5al8QbzqZvmxiny/qVCgcpY0xX4Hpr7cm78xYAS40xLYCLgf5VU554w5dAdGIn14lRihM7uQC9wQah4X1ahsTjqg8HIoHPWkviDxk89sFajuUWcN+FnbnjnA7UiHDnZJextmqWKxXt7rsQWGKt3VXWdePj421ycnKV3G+oOzUQQeG0zZMjepT5BjJwalKJ62ZaRkfx1cSh1VJrINMbtPv5+loQEffYtv8YD8xPZdnGfcS3jWHqyB50bFLP6bIwxiy31saX9L0qm2S01mbyy8498ZOytraX9eahnVze0+hdYPD1tSAizssv8PDqV+k8/d/1RISF8eiV3bjhrLaEhZW50c0V3LNaS3ziayDSTi7v6Q06MOjDgUhgWp1xkInzVrE64xAXnN6UR4d3o3mDwHkvUpDyk+qaGvI1EGknl/f0Bh0Y9OFAJLDk5BXwzKcbmLF0MzG1a/DCDX25uHuzEtstTUmaRWL6DDzhmYQVxDAydiwJQ8c4UPWvuXPlVpCpziM6JgyLIyoyvNhl3gSi4X1a8uSIHrSMjsJQuDZKa0lKVtobsd6g3cXX14KI+N/XG/cx7JklvPjlJkb1bcVn953DJT2alxqi5m6djo3IxBiwEZnM3TqdKUmzHKj816pssXlFhNpi8+pe2K2F0NVLi5gDh14LIu528Fgej3+4lneSd9DutNo8MaIHZ3doVOZtes4cgo3I/NXlJj+GVbcsqa5Si9+XPxabS+mqe2ooVLa2O0V9mAKHXgsi7mSt5aPVu3h44Royjx3nznM7cM/5nah1yihySTzhmZS05NwT/utw5QQFKT/Q2o3ApzdoCRUa1ZOq9tPBbB5asIZPf9xN95b1eePmM+nWooHXtw8riClxRCqswB3NObVGyg+0dkNEAkF1rueU0OPxWGZ9u5ULn17Cso17efCS01nw+4EVClEAI2PHYj2RxS6znkhGxo6tynJ9phEpP9DUkIgEArX6kKqycc9hJiamkrw1k0EdG/HEVT1oc1ptn35WwtAxkESxXXujXLRrT4vNRUQEgNiJH1DSO4IB0qde6u9yJAAdz/fw4peb+EfSRqJqhPPQZV0Z2bdlibvxAokWm4tI0NAanuqj9ZyVF8rPzx+2ZTIxcRXrdx/h8l4tePiyrjSuV9PpsqqdgpSIBAwd11O91Ki3ckL1+XkkN5+/LU7jjW+20Lx+LV79XTxDuzR1uiy/0WJzEQkYZa3hkcpTo97KCcXn5+fr9jBs+hLe+GYLN/Zvyyf3nRNSIQo0IiUiAUTH9VQ/tfrwXSg9P/cdyeWRRWt5b+VOOjWpy7t3DOCMtg2dLssRClIiEjC0hkfcLBSen9Za5v2QwaMfrOVobj7jL+jMHee2p2ZE+Y01g5Wm9kQkYKgnm7hZsD8/tx84xo2vfs8f566kQ+O6fDhuMPdc0CmkQxRoREpEAoh6sombBevzM7/Aw+tfb+Hvn6wnzMCjV3bjhrPaEhYW2C0Nqor6SImIyK+E8jb+YOXLY7pm50EmJqaSmnGQ87s04dHh3YNqqtJb6iMlIiJeC9Vt/MGsoo9pTl4Bz362gZeXbCamdiT/uL4Pl/ZoHvCNNatD0AYpfZoSEfGNjooJPhV5TL/etI8H5qWyZf8xRp/RigcvPZ3o2jX8WW5ACcogpU9TIt7Thw45VSht4w8V3jymB4/l8eRHPzLnf9tp07A2b916FgM7NvJXiQErKIOUPk2JeEcfOqQkobCNP9SU9Zhaa/lo9S4eXriGzGPHuf2c9tx7fmeiaoT2bjxvBWX7A32aEvGOL52YF6RkMHBqErETP2Dg1CQWpGRUd5niZ8G+jT8UlfaYjh0Sy22zlvP7t36gaf2aLPzDQCZdfLpCVAUE5YiUPk2JeKeiHzo0ghUagnUbfyg79TFtHl2Lszs04u+L13O8wMOki7twy6BYIsL9N74yJWkWiekz8IRnElYQw8jYsSQMHeO3+68qQRmkdPCmiHcq+qFD0+ahQ0fFBJ8Tj+nGPUeYNG8V7y7fwcCOp/HEVT1oe1odv9YyJWkWc7dOx0TkYQAbkcncrdMhiYALU0E5taeDN0W8U9EpHE2biwSu4/kenv9sA5c8u5T1u48wbVRP/n3LWX4PUQCJ6TMwYXnFLjNheSSmz/B7LZUVlCNSoE9TIt6o6BSOps1FAlPKtkwmJqaStvswl/VsTsLl3Whcr6Zj9XjCMympI5UnPNPvtVRW0AYpEfFORT50aNpcJLAczc1n2uI03vhmC83q12Lmb+M5//SmTpdFWEEMNuLXoSmsIMaBaipHQUpEvKZFyCKB4/O0PUyev5qdB7O5sX9bJlzUhbo13fG2PzJ2bOEaqZOm96wnklGxYx2syjfu+I2KSMDQtLmIu+0/kssj769l4YqddGxSl3fvGMAZbRs6XVYxCUPHQBLFdu2NCtBdezq0WEREJAhYa5mfksGj76/lSG4+fzivI3ee24GaEeoJVVk6tFhERCSIbT9wjAfmp7J0wz76tonmryN70qlpPafLCgkKUiIiIgEqv8DD619v4e+frCfMwKNXduOGs9oSFlbSnjipDgpSIiIiAWjtzkNMnLeKVTsOcn6XJjw6vLtakThAQUpERCSA5OQV8NxnG3hpyWZiakfyj+v7cGmP5hijUSgnKEiJiIgEiG827eeB+amk7zvK6DNa8eClpxNdu4bTZYU0BSkRERGXO5idx5Mf/sic/22nTcPa/PuWsxjUqZHTZQkKUiIiIq728eqfeGjhGvYfyeX2Ie2594LORNVQSwO3UJASEZGfLUjJUOd6l9h1MIeHF67mk7W76daiPq/97ky6t2zgdFlyCgUpEREBCkPUyWcpZmRlM2leKoDClB95PJbZ/9vG1A/XcbzAw8SLu3DroFgiwsOcLk1KoCAlIiJA4RmKJx9IDZCdV8C0xWkKUn6yae8RJiWm8v2WA5zd4TSeuKoH7RrVcbosKYOClIiIALAzK7tCl0vVOZ7v4eUlm3jus41E1QjnqVE9GX1GK7U0CAAKUhI0tLZDpHJaREeRUUJoUpPH6pWyLZOJiamk7T7MpT2bk3B5V5rUq+V0WeIlBSkJClrbIVJ5E4bFFXsdAURFhjNhWJyDVQWvo7n5/O2TNF7/egvN6tfilRvjuaBrU6fLkgpSkJKgoLUdIpV34rWikd3q90XaHh6cv5qMrGxuHNCWCcPiqFcr0umyxAcKUhIUtLZDpGoM79NSwaka7T+Sy6Pvr2XBip10bFKXd+8YQHy7hk6XJZWgICVBQWs7xA20Tk9KY61lwYoMHlm0liO5+dxzfid+f14HakaosWagU5CSoKC1HeI0rdOT0mw/cIwHF6xmyfq99GkTzV9H9qRz03pOlyVVREFKyhUIn7K1tkOcpnV6cqoCj+W1r9L5+yfrCTMw5Ypu/F//toSHqaVBMFGQkjIF0qdsre0QJ2mdnpzsx58OMTFxFSt3HOT8Lk14dHh3LTUIUgpSUiZ9yhbxjtbpCUBOXgHPJ23gpS83E107kuev68NlPZursWYQU5CSMulTtoh3tE5Pvt28nwfmpbJ531FGn9GKBy89nejaNZwuS6qZgpSUSZ+yRbyjdXqh62B2HlM/+pHZ32+nTcPa/PuWsxjUqZHTZYmfKEhJmfQpW8R7WqcXej5e/RMPL1zDviO53D6kPfde0JmoGmppEEoUpKRMwfYpOxB2IEpo0HMxsO0+lMPDC1ezeM1uujavz8zfnkmPVg2cLkscoCAl5QqWT9mBtANRgpuei4HL47HM+d92nvzwR44XeJh4cRduGRRLZHiY06WJQ/TIS8goaweiiD/puRiYNu09wrUzvuWB+al0b9mAxfcO4Y5zOihEhTiNSEnI0A5EcQs9FwNLXoGHl5ds5tnPNlArIoynRvZkdHwrtTQQQEFKQoh2IIpbBOtzMRjXfa3YnsXExFWs23WYS3s0J+GKrjSpV8vpssRFNB4pIWPCsDiiIovvptEORHFCMD4XT6z7ysjKxvLLuq8FKRlOl+aTo7n5PLJoLSNe+IqsY3m8POYM/nlDX4Uo+RWNSEnICLYdiBK4gvG5GEynIHyRtocH568mIyubMf3b8ueL4qhXK9LpssSlFKQkpATLDkQJfMH2XAyGdV8Hjh7n0ffXMj8lgw6N6zD3jgGc2a6h02WJyylIiYhIpQXyui9rLQtX7OSR99dyOCePcUM78vvzOlIrUo01pXwKUiIiUmmBegrC9gPHeHDBapas30vv1tH8dWRP4prVc7osCSAKUiIiUmmBtu6rwGN5/est/G1xGsbAXy7vypgB7QgPU0sDqRgFKRERqRKBsu5r3a5D3P/uKlbuOMi5cY15/KoetAyAKUhxJwUpEREJCTl5BfwjaSMvfrmJ+lGRPHttb67o1UKNNaVSFKRERCTofbd5P5PmpbJ531FG9G3J5Eu70rBODafLkiCgICUiIkHrUE4eUz9ax3++20armCjevLkfQzo3drosCSIKUiIiEpQ+Xr2LhxeuZt+RXMYOjmX8hZ2pXUNve1K19IwSEZGgsudQDg8vXMPHa3ZxevP6vPLbeHq2ina6LAlSClIiIhIUrLW8/b/tPP7hj+Tme/jzRXGMHdyeyHAdKyvVR0FKREQC3ua9R5g0L5Xv0g/Qv31DnhzRk9hGdZwuS0KAgpSIuN6ClIyAafQo/pVX4OHlJZt59rMN1IwI468je3B1fGu1NBC/UZASEVdbkJJR7OiRjKxsJs1LBVCYCnErt2dxf+Iq1u06zCU9mvGXy7vRpH4tp8uSEKMgJSKuNm1xWrHz2wCy8wqYtjhNQSpEHTuez9OfrOfVr9JpXK8mL405g2HdmjldloQor4KUMWYm0BX4wFr7WAnfjwHeApoAy621t1dplSISsnZmZVfocgluX67fy4PzU9mRmc0NZ7Xh/ou7UL9WpNNlSQgrdyuDMWYEEG6tHQC0N8Z0KuFqY4C3rLXxQD1jTHwV1ykiIapFKWeglXa5BKcDR49z39sr+O2r31MjIox3bh/A41f1UIgSx3kzInUu8E7R158Ag4ANp1xnP9DdGBMNtAa2V1F9IiFLC6wLTRgWV2yNFEBUZDgThsU5WJX4i7WW91buZMqitRzKzmPc0I78/ryO1IoMd7o0EcC7IFUHyCj6+gDQt4TrLAMuBcYBPxZdrxhjzG3AbQBt2rTxpVaRkKEF1r848e9VqAw9OzKPMXnBar5I20vv1tFMHdmDLs3qO12WSDHeBKkjwIkx9LqUPB2YANxhrT1kjLkPuAl4+eQrWGtfPnFZfHy89blikRCgBdbFDe/TMiT/3aGqwGN54+st/O2TNAASLu/KjQPaER6mlgbiPt4EqeUUTud9C/QC0kq4TgzQwxjzLXAW8GmVVSgSgrTAWkLVul2HuD8xlZXbszg3rjGPDe9Oq5jaTpclUipvgtQCYKkxpgVwMXCtMeYxa+3kk67zJPAa0Bb4Bphd1YWKhJIW0VFklBCatMBaglVOXgH//Hwj//piE/WjInn22t5c0atFyDfWnJI0i8T0GXjCMwkriGFk7FgSho5xuiw5SblBqmi67lzgQuApa+0uYOUp1/ke6FYdBYqEIi2wllDyffoBJs5bxea9RxnRtyWTL+1Kwzo1nC7LcVOSZjF363RMRB4GsBGZzN06HZJQmHIRr/pIWWsz+WXnnohUMy2wllBwKCePqR+t4z/fbaNVTBRv3tyPIZ0bO12WaySmz8BE5BW7zITlkZg+gwQUpNxCnc1FvOBEKwItsJZgtnjNLh5euJq9h3MZOziW8Rd2pnYNvSWdzBOeSUkTm57wTL/XIqXTs1akHGpFIFJ19hzKIeG9NXy0ehenN6/Py2Pi6dU62umyXCmsIAYb8evQFFYQ40A1UppyO5uLhLqyWhGIiHestcz5fhvnP/0ln63bw58viuO9uwYqRJVhZOxYrKd453briWRk7FiHKpKSaERKpBxqRSBSOZv3HmHSvFS+Sz/AWbENmTqyJ7GN6jhdVrmc3jGXMHQMJFGshlHatec6ClIi5VArAhHf5BV4eHnJZp79bAM1I8KYOqIHV8e3JiwAGmu6ZcdcwtAxWljucpraEynHhGFxRJ1yrpdaEYiUbeX2LC5/fhnTFqdxfpcmfHbfOVzbr01AhCgo2jEXVvKOObeakjSLnjOH0P31HvScOYQpSbOcLikkaERKpBwntyLIyMom3Jhia6S04FzkF8eO5/P0J+t59at0GteryUtjzmBYt2Ze397p6bQTAm3HnFtG0EKRRqREvDC8T8ufR6YKbOFRkSd27y1IySjn1iKhYcn6vfxm+hJeWZbOtf3a8N/7zqlwiJq7dTo2IhNjfgkDToyslLYzzq075gJxBC1YKEiJeEm790RKlnn0OPe9s4IbX/2eGuFhvH1bf564qgf1a0WWf+OTuCkMBNqOudJGytw6ghZMNLUn4iXt3hMpzlrLeyt38siitRzMzuPuoR35w3kdqXXKmkJvuWk6LdB2zKnnlHMUpES8pN17ledEh3ipHjsyjzF5wWq+SNtLr9bRvDWyB12a1a/Uz3RbGAikHXMjY8cWrpE6aUTPeiIZ5dIRtGCiqT0RL2n3XuWc6BCfkZWNRWvMAlWBx/LaV+n8ZvoSvk8/wMOXdWXenWdXOkRB4E2nuUnC0DGMbjsekx+DtWDyYxjddrxrR9CCibFFC2f9KT4+3iYnJ/v9fkUqSyMqvhs4NanEEb2W0VF8NXGoAxVJRaXtOsz9iatYsT2Lczo35rHh3WndsHaV3odbdu2JnMwYs9xaG1/i9xSkRMQfYid+QEl/bQyQPvVSf5cjFZCbX8A/kzbywhebqB8VScLlXbmiVwuMCYyeUCKVVVaQ0hopEfELrTELTP/bcoCJiavYtPcoI/q0ZPJlXWlYp4bTZYm4htZIiYhfaI1ZYDmUk8fkBamMfvEbcvI8vHFzP56+prdClMgpNCIlIn5xcod4rTFzt0/W7OLhhWvYcziHWwbFct+FnalTU28XIiXRK0NE/GZ4n5YKTi6253AOf3lvDR+m7qJLs3q8OOYMereOdroscYgW/ntHQUpEJMRZa3kneTuPf/AjOfkeJgyL47Yh7YkM1+qPUKWz+7ynICUiEsK27DvKpHmpfLN5P/1iG/LkiB50aFzX6bLEYYnpMzARJR/XEyhNSv1FQUpEqoV6brlbXoGHGUs38+ynG6gREcaTI3pwTXxrwsLU0kDcdVyP2ylIiUiVO9HF/MQhzye6mAMKUy6wakcW9yem8uNPh7ioWzOmXNmNpvVrOV2WuIjbjutxM02Ai0iVm7Y47ecQdUJ2XgHTFqc5VJEAHDuez+MfrGX4P79i/5FcXvy/vrw45gyFKPkVHdfjPY1IiUiV21lC482yLpfqt3TDXh6Yn8r2A9lc168NEy/uQoOoyPJvKCEpYegYSKLYrr1R2rVXIgUpkQDnxrVI6mLuHplHj/PoB2uZ90MG7RvV4e3b+nNW+9OcLitghHILgIShY7Sw3AsKUiIBzK1rkSYMiytWFwReF3M3BtSKsNby3sqdPLJoLQez87jrvI7cNbQjtU7pLi+lUwsA8YaClEgAK2stkpNv+tXZxdwfAcetAdVbGVnZTJ6fyudpe+nVqgH/vvUsTm9e3+myAo5aAIg3FKREAlh1rEWqqqBSHV3M/RVw3BpQy1Pgscz6ZgvTFqfhsfDQZV353dntCFdLA5+oBYB4Q0FKJIBV9Vokt4/E+CvgBOJi+fW7D3N/4ipStmUxpHNjHh/endYNaztdVkBTCwDxhtofiASwCcPiiDplzUtl1iK5vW2BvwJOaUHUjYvlc/MLePq/67n0uaVs2XeUZ67pzRs3nakQVQXUAkC8oREpkQBW1WuR3D4S46/dgIGyWD55ywHuT1zFpr1HuapPSyZfejqn1a3pdFkBpaxdeaHcAiCUdytWlLHW+v1O4+PjbXJyst/v158CfcePhKaBU5NKDCoto6P4auJQByoq7tSpRygMOE+O6FEt67Hc+ho+nJPHUx+nMevbrbSMjuKJET04p3Njp8sKOD/vygv7ZUG59UQyuu34kA4N+r38mjFmubU2vsTvKUhVvYr8sXfzH2sJPf4MKr4K9dfMf9fu5qEFq9l9OIebzo7lj7/pTJ2amlzwRc+ZQ0pcA2XyY1h1yxIHKnIH/V5+rawgpVdfNfB2QazbF/ZK6KnOtgVVpTp2AwaCPYdzmLJoLR+s+okuzerxr//rS582WvRcGdqVVzL9XipGQaoaeLvOJFC3WEtwC9Wg4lbWWuYm7+CxD9aSk+/hT7/pzG1DOlAjQnuFKku78kqm30vF6JVYDbzd8eP2hb0i4qwt+45ywyvf8efEVXRpXp+P7hnMXUM7KURVEe3KK5l+LxWjV2M18HZLeiBtsRYR/8kv8PDil5sY9swSUncc5ImrejBnbH86NK7rdGlBJWHoGEa3HY/Jj8HawjVAobyg+gT9XipGi82riTcLYgNhYa+I+NfqjIPcn7iKNTsPMaxbUx65sjtN69dyuiyRkKbF5g7wZp1JICzsFRH/yD5ewPRP1/PK0s00qluTF/+vLxd1b+50WSJSDgUph2lhr4gs27CPB+ansu3AMa7r15qJF59Og6jI8m8oIo5TkBIRcUjm0eM8/uGPvLt8B7GN6jB7bH8GdDjN6bJEpAIUpERE/Mxay6JVP/HIojVkHcvjD+d14O6hnah1yiYVEXE/BSkRET/KyMrmoQWrSVq3h56tGvDmzWfRtUV9p8sSER8pSImUI9SPJJGqUeCx/PvbrTz18To8FiZfejo3DYwlPKykHtIiEigUpETKoGN8pCqs332YiYmr+GFbFoM7NeKJq3rQumFtp8sSkSqgICUhwddRJR3jI5WRm1/APz/fxL++2EidmhE8fXUvrurTEmM0CiUSLBSkJOhVZlRJx/iIr5ZvPcD9ials3HOEK3u34KHLutKobk2nyxKRKqYgJUGvMqNKLaKjyCghNOkYHynN4Zw8nvo4jVnfbqVldBSv3XQm58U1cbosEakmClIS9CozqjRhWFyJx/icem6iCMCna3czecFqdh/O4aaB7fjTb+KoU1N/ZkWCmV7hEvQqM6qkY3zEG3sP5/KXRWv4YNVPxDWtx7/+ry992sQ4XZaI+IGClAS9yo4q6RgfKY21lrnLd/D4Bz+SfbyAP17YmdvP6UCNiDCnSxMRP1GQkqCnUSWpDlv3H2XSvFS+3rSffu0a8sSIHnRsUtfpskTEzxSkJCRoVEmqSn6Bh5nL0nn6v+upER7G41d157oz2xCmxpoiIUlBSkTES6szDnJ/4irW7DzEhV2b8uiV3WnWoJbTZYmIgxSkRETKkX28gGc+Xc8ry9JpWKcG/7qhLxd1b6bGmiKiICUiUpavNu5j0rxUth04xnX9WjPxotNpUDvS6bJExCUUpERESpB17DiPf/Ajc5fvILZRHWaP7c+ADqc5XZaIuIyClIjISay1fJD6E395bw2Zx/L4/bkdGHd+J2pFhjtdmoi4kIKUiEiRnw5m89CC1Xz64x56tmrAmzefRdcW9Z0uS0RcTEFKREKex2N567ut/PXjNAo8lsmXns7vzm5HRLgaa4pI2RSkRCSkbdh9mInzUlm+NZPBnRrxxFU9aN2wttNliUiAUJASkZCUm1/Av77YxAufb6J2zXCevroXV/VpqZYGIlIhClIiEnKWb81kYuIqNuw5wpW9W/DQZV1pVLem02WJSABSkBKRkHEkN59pH6/jzW+30rx+LV773Zmc16WJ02WJSABTkBKRkJC0bjcPzl/NrkM5/HZAO/40LI66NfUnUEQqR39FRCSo7TuSy5RFa1m0ciedm9blnzecTd82MU6X5XdTkmaRmD4DT3gmYQUxjIwdS8LQMU6XJRLwFKREJChZa0n8IYPHPljLsdwC/nhhZ24/pwM1IkKvpcGUpFnM3TodE5GHAWxEJnO3TockFKZEKklBSkSCzrb9x3hgfirLNu4jvm0MU0f2oGOTek6X5ZjE9BmYiLxil5mwPBLTZ5CAgpRIZShIiUjQyC/w8OpX6Tz93/VEhIXx2PDuXN+vDWFhod3SwBOeSUm/AU94pt9rEQk2ClIiEhRWZxxk4rxVrM44xAWnN+XR4d1o3iDK6bJcIawgBhvx69AUVhB6a8VEqlroLRYQkaCSk1fA1I/WceU/v2LXwVxeuKEvM248QyHqJCNjx2I9kcUus55IRsaOdagikeChESkRCVhfb9zHpPmpbN1/jGviW/PAJafToHZk+TcMMQlDx0ASxXbtjdKuPZEqYay1fr/T+Ph4m5yc7Pf7FZHgcPBYHo9/uJZ3knfQ7rTaPDGiB2d3aOR0WSISpIwxy6218SV9TyNSIhIwrLV8mLqLhPfWkHnsOHec04F7L+hErchwp0sTkRClICUiAeGng9k8tGANn/64mx4tG/DGzWfSrUUDp8sSkRCnICUirubxWN76bit//TiNfI+HBy85nZsGtiMiXHtlRMR5XgUpY8xMoCvwgbX2sTKu9wLwkbV2URXVJyIhbOOew0xMTCV5ayaDOzXi8eE9aHNabafLEhH5WblByhgzAgi31g4wxrxqjOlkrd1QwvUGA80UokSkso7ne/jXF5v45+cbqV0znL+N7sXIvi0xJrQba4qI+3gzInUu8E7R158Ag4BiQcoYEwnMAD40xlxprV146g8xxtwG3AbQpk2bSpQsIsFs+dZMJs1bxfrdR7iiVwsevrwrjerWdLosEZESeROk6gAZRV8fAPqWcJ0bgbXAU8Ddxpg21trnT76CtfZl4GUobH/gc8Ui4rgFKRlMW5zGzqxsWkRHMWFYHMP7tKzUzzySm8/fFqfxxjdbaF6/Fq/+Lp6hXZpWUcUiItXDmyB1BDjRIrguJXdD7wO8bK3dZYz5N/A48HwJ1xORALcgJYNJ81LJzisAICMrm0nzUgF8DlNJ63Yzef5qfjqUw28HtONPw+KoW1N7YUTE/bz5S7Wcwum8b4FeQFoJ19kItC/6Oh7YWiXViYjrTFuc9nOIOiE7r4Bpi9MqHKT2HcllyqK1LFq5k05N6vLuHWdzRlud/yYigcObILUAWGqMaQFcDFxrjHnMWjv5pOvMBF41xlwLRAKjqrxSEXGFnVnZFbq8JNZaEn/I4LEP1nIst4DxF3TmznM7UCNCLQ1EqtqUpFnFjgcaqeOBqlS5Qcpae8gYcy5wIfCUtXYXsPKU6xwGRldHgSLiLi2io8goITS1iPbukOBt+4/xwPxUlm3cR3zbGKaO7EHHJvWqukwRoTBEzd06HRORhwFsRCZzt06HJBSmqohXH/+stZnW2neKQpSIhLAJw+KIOuVIlqjIcCYMiyvzdvkFHl5esonfPPMlK7Zn8ejw7rxz+wCFKJFqlJg+AxOWV+wyE5ZHYvoMhyoKPlrN6TLVsRtKpCqdeD5W5Hm6OuMgE+etYnXGIS44vQmPDu9O8wbejWCJiO884ZmU1H3NE57p91qClYKUi1THbiiR6jC8T0uvnpM5eQU88+kGZizdTEztGvzz+r5c0qOZGmuK+ElYQQw24tehKaxAmzqqilZ2ukhZu6FEAs3Xm/Yx7JklvPjlJkb0acmn9w3h0p7NFaJE/Ghk7FisJ7LYZdYTycjYsQ5VFHw0IuUiVbEbSsRpB4/l8cSHP/J28nbanlabt249i4EdGzldlkhIShg6BpIotmtvlHbtVSkFKRep7G4oESdZa/lo9S4eXriGzGPHuf2c9tx7fmeiaoSXf2MRqTYJQ8eQgIJTdVGQcpEJw+KKrZEC73ZDiTjtp4PZPLRgDZ/+uJvuLevz+k1n0r1lg19dT/1sRCTYKEi5iC+7oUSc5PFY3vp+G3/9aB35Hg8PXNKFmwfGEhH+6+WX6mcjIsHIWOv/84Pj4+NtcnKy3+9XRKrOxj2HmZiYSvLWTAZ2PI0nrupB29PqlHr9njOHlLh7yOTHsOqWJdVZqohIpRhjlltr40v6nkakRKRCjud7ePHLTfwjaSNRNcJ5alRPRp/RqtzdeOpnIyLBSEFKRLz2w7ZMJiauYv3uI1zeqwUPX9aVxvVqenVb9bMRkWCkPlIiUq4jufn85b01jPzX1xzOyWfmb+N5/ro+XocoUD8bEQlOGpESkTJ9vm4PkxesZufBbG7s35YJF3Whbs2K/+lQPxsRCUZabC4iJdp3JJdHFq3lvZU76dikLn8d2YMz2jb02/2rVYKIuIUWm4uI16y1zPshg0c/WMvR3HzuvaATd57bgZoR/musqVYJIhIoFKRE5GfbDxzjgfmpLN2wj75tovnryJ50alrP73Ukps/AROQVu8yE5ZGYPkMdmkXEVRSkRIT8Ag+vf72Fv3+ynjADU67oxpj+bQkLc+aAYbVKEJFAoSAlEuLW7DzIxMRUUjMOcn6XJjw6vLvj5zuqVYKIBAoFqQC1ICVDR8lUo1D4/ebkFfDsZxt4eclmYmpH8o/r+3Bpj+blNtb0h5GxYwvXSIX9Mr1nPZGMUqsEEXEZBakAtCAlo9jhxhlZ2UyalwoQdG/2TgiF3+/Xm/bxwLxUtuw/xugzWvHgpacTXbuG02X9TK0SRCRQqP1BABo4NYmMrOxfXd4yOoqvJg51oKLgEsy/34PH8njyox+Z87/ttGlYmydH9GBgx0ZOlyUi4mpqfxBkdpbwJl/W5VIxwfj7tdby0epdPLxwDZnHjnP7Oe259/zORNXwX0sDEZFgpCAVgFpER5U4YuL0AuFgEWy/310Hc3ho4Wr+u3Y33VrU5/WbzqR7ywZOlyUiEhR01l4AmjAsjqjI4iMJUZHhTBgW51BFwSVYfr8ej+Xf327lwqe/ZMn6vUy6uAsL/zBQIUpEpAppRCoAnVjwHOy7ypwSDL/fjXuOMGneKv63JZOzO5zGE1f1oF2jOk6XJSISdLTYXCSIHM/38NKXm3g+aSNRNcJ58NLTGX1GK1e0NBARCVRabC4SAlK2ZTIxMZW03Ye5tGdzEi7vSpN6tZwuS0QkqClIERrNFyV4Hc3NZ9riNN74ZgvN6tfilRvjuaBrU6fLEhEJCSEfpEKh+aIEr8/T9jB5/mp2HsxmTP+2TBgWR71akU6XJSISMkI+SE1bnPZziDohO6+AaYvTFKTEtfYfyeWR99eycMVOOjapy9zbBxDfrqHTZYmIhJyQD1LB2HxRgpe1lvkpGTz6/lqO5OZzz/md+P15HagZ4X1jzSlJs4odvTJSR6+IiPgs5INUsDVflOC1/cAxHpifytIN++jbJpqpI3vSuWm9Cv2MKUmzCg8DjsjDADYik7lbp0MSClMiIj4I+YacwdJ8UYJXfoGHV5Zu5jfTl/DD1kweubIb795xdoVDFBQeAmzC8opdZsLySEyfUVXlioiElJAfkQqG5osSvNbuPMTEeatYteMg53dpwqPDu1dqtNQTnklJHaU84Zm+Fyk/07SpSOgJ+SAFhWFKwUncJCevgOc+28DLSzYTXTuS56/rw2U9m1e6sWZYQQw24tehKawgplI/VzRtKhKqQn5qT8Rtvt28n4ufXcoLX2ziqj4t+fS+c7i8V4sq6U4+MnYs1lO8PYL1RDIydmylf3ao07SpSGjSiJSISxzMzmPqRz8y+/vttGlYm3/fchaDOjWq0vtIGDoGkig2/TTKxdNPgTRVpmlTcbNAei0FGgUpERf4ePVPPLRwDfuP5HL7kPbce0Fnomp439KgIhKGjiEB9/8BDbSpMk2bilsF2msp0GhqT8RBuw7mcNubydzx7x9oUq8m7901iEmXnF5tISqQBNpUmaZNxa0C7bUUaDQiJeIAj8cy+3/bmPrhOo4XeJh0cRduGRRLRLg+25wQaFNlgTZtKqEj0F5LgUZBSsTPNu09wqTEVL7fcoCzO5zGE1f1oF2jOk6X5Tr+niqrijUkgTJtKqFF087VSx9/RfzkeL6HfyRt4OJnl5K2+zBPjerJW7eepRBVCn9OlZ1YQ2IjMjHmlzUkU5JmVfl9ifibpp2rl4KUiB+s2J7FFf9Yxt8+Wc+Fpzflv/cN4er41lXS0iBYJQwdw+i24zH5MVgLJj+G0W3HV8tUmdaQSDDz52spFBlrrd/vND4+3iYnJ/v9fkX87WhuPn//ZD2vfZ1O03q1eHR4dy7s2tTpsuQU3V/vQUmZ1lpY/btU/xckIq5ijFlurY0v6XtaIyVSTb5I28OD81eTkZXNmP5t+fNFcdSrFVn+DcXvtIZERHylqT2RKrb/SC73zknhd6/9j6ga4bx7xwAeHd5dIcrFtIZERHylESmRKmKtZcGKDB5ZtJYjufncc34nfn9eB2pGqCeU26l1gYj4SmukRKrA9gPHeHDBapas30ufNtH8dWRPOjet53RZIiJSBbRGSqSaFHgsr3+9hb8tTiPMwJQruvF//dsSHhZ4u/F0FpeISMUpSIn46MefDjExcRUrdxzkvLjGPHZVD1pGRzldlk90FpeIiG8UpEQqKCevgH8kbeTFLzfRICqS567rw+U9mwd0T6jE9BmYiJL7KKlTt4hI6RSkRCrg2837eWBeKpv3HWVk31ZMvvR0YurUcLqsStNZXCIivlGQEvHCwew8pn60jtnfb6N1wyhm3dKPwZ0aO11WlVEfJRER3yhIiZTj49W7eHjhavYdyeW2Ie2594JO1K4RXC+dkbFjC9dInXRMivVEMiqI+ihpMb2IVIfgejcQqUK7D+WQsHANH6/ZRdfm9Zn52zPp0aqB02VVi2Dvo6TF9CJSXdRHSuQUHo9lzv+28+RHP3I838O9F3Tm1sGxRIbrIIBA1XPmkBKnLk1+DKtuWeJARSISSNRHSsRLm/YeYdK8VL5PP8CA9qfx5IgetGtUx+mypJK0mF5EqouClAiQV+Dh5SWbefazDdSKCOOpkT0ZHd8qoFsayC+0mF5EqouClIS8lduzuD9xFet2HebSHs1JuKIrTerVcrosqUKhsJheRJyhICUh69jxfP7+yXpe+yqdJvVq8fKYM/hNt2ZOlyXVINgX04u7aIdoaNFicwlJX67fy4PzU9mRmc2Y/m3580Vx1KsV6XRZIhLgft4hesro5+i24xWmAlhZi821DUlCyoGjx7nv7RX89tXvqRkRxtw7BvDo8O4KUSJSJRLTZxQLUfDLcUsSnDS1JyHBWsvCFTt55P21HMrOY9zQjvz+vI7Uigx3ujQRCSLaIRp6FKQk6O3IPMaD81fz5fq99G4dzV9H9iSuWT2nyxKRIKQdoqFHQUqCVoHH8sbXW/jbJ2kA/OXyrowZ0I7wMLU0EJHqoR2ioUdBSoLSul2HuD8xlZXbszgvrjGPXdWDltFRTpclIkFOO0RDj3btSVDJySvgn59v5F9fbKJ+VCQJl3flil4t1FhTRER8piNiJCR8n36AifNWsXnvUUb0bcnkS7vSsE4Np8sSEZEgpiAlAe9QTh5//Wgdb323jVYxUbx5cz+GdG7sdFkiIhICFKQkoC1es4uHF65m7+Fcbh0Uy32/6UztGnpaiwQSdQKXQKZ3HAlIew7lkPDeGj5avYvTm9dnxo3x9GwV7XRZrqc3LHGbnzuBR+RhABuRydyt0yEJPTclIKizuQQUay1zvt/G+U9/yWfr9vDni+J4766BClFeOPGGZSMyMeaXN6wpSbOcLk1CmDqBS6DTiJQEjM17jzBpXirfpR+gf/uGPDmiJ7GN6jhdVsBITJ+BiSj5DSsBffIXZ6gTuAQ6BSlxvbwCDy8v2cyzn22gZkQYfx3Zg6vjW6ulQQXpDUvcSJ3AJdApSImrrdyexf2Jq1i36zCX9GjGXy7vRpP6tZwuKyDpDUvcSJ3AJdBpjZS40rHj+Tz6/lqueuErMo8d56UxZ/DCDWdUSYiakjSLnjOH0P31HvScOSRk1giNjB2L9UQWu8x6IhmpNyxxUMLQMYxuOx6TH4O1YPJjaFfzHBLTZ4Tca1QCk1edzY0xM4GuwAfW2sfKuF5T4GNrbZ+yfp46m0tZvly/lwfnp7IjM5vrz2rDxIu7UL9WZPk39MLPO4RO+fQ7uu34kNghpF174nah/hoVdyqrs3m5QcoYMwK4wlr7O2PMq8CT1toNpVx3FnCmtbZLWT9TQUpKcuDocR57fy3zUjJo37gOU0f0pF9swyq9j54zh5Q4vWXyY1h1y5IqvS8RqTi9RsWNKntEzLnAO0VffwIMAn4VpIwxQ4GjwC7fypRQZa3lvZU7mbJoLYey8xg3tCO/P68jtSLDq/y+tOBaxN30GpVA402QqgNkFH19AOh76hWMMTWAh4CrgAUl/RBjzG3AbQBt2rTxoVQJRjsyjzF5wWq+SNtL79bRTB3Zgy7N6lfb/WnBtYi76TUqgcabxeZHgKiir+uWcpuJwAvW2qzSfoi19mVrbby1Nr5xY52DFuoKPJbXvkrnN9OX8H36ARIu70rinWdXa4gCLbgWcTu9RiXQeDMitZzC6bxvgV5AWgnXuQAYaoz5A9DbGPOKtfbWqitTgknarsPcn7iKFduzODeuMY8N706rmNp+ue+EoWMgiWILrkdpwbVUAy3s941eoxJovFlsXh9YCnwGXAxcC4y21k4u5fpfWGvPLetnarF5aMrJK+CFzzfywhebqB8VScLlXbmiVws11pSgo51nIsGlUrv2in5ADHAhsMRaW+nF5ApSoef79ANMnLeKzXuPMqJvSyZf2pWGdWo4XZZItdDOM5HgUtlde1hrM/ll556I1w7l5PHXj9bx1nfbaBUTxZs392NIZ62Rk+CmnWcioUNHxEi1+WTNLh5auJq9h3MZOziW8Rd2pnYNPeUk+GnnmUjoCJl3tQUpGUxbnMbOrGxaREcxYVgcw/u0dLqsoLTnUA5/WbSGD1N30aVZPWbcGE/PVtFOlyXiNzo/TiR0hESQWpCSwaR5qWTnFQCQkZXNpHmpAApTVchay9v/287jH/5Ibr6HCcPiuG1IeyLDdaSjhBbtPBMJHV4tNq9q/l5sPnBqEhlZ2b+6vGV0FF9NHOq3OoJZ+r6jTJq3im83H+Cs2IY8OaIH7RvXdbosERGRSqv0YvNAt7OEEFXW5eK9vAIPM5Zu5plPN1AzIownR/TgmvjWhIWppYGIiAS/kAhSLaKjShyRahEdVcK1xVurdmRxf2IqP/50iIu7N2PKFd1oUr+W02WJSBAqq8Gpmp+Kk0IiSE0YFldsjRRAVGQ4E4bFOVhV4Dp2PJ+nP1nPq1+l06huTV78vzO4qHszp8sSkSD1c4PTiDwMYCMymbt1OiQVfr+07ylMiT+ERJA6saBcu/Yqb8n6vTwwP5Udmdlcf1Yb7r+oCw2iIsu/oYiIjxLTZ2Ai8opdZsLySEyfUfh1Kd9LQEFKql9IBCkoDFMKTr7LPHqcRz9Yy7wfMmjfqA5v39afs9qf5nRZIhICymtwquan4qSQCVLiG2st763cySOL1nIwO4+7zuvIXUM7Uisy3OnSRMRHgbamqLwGp2p+Kk5Sgx8pVUZWNje//j/umbOCVjFRLLp7EH8aFqcQJRLATqw3shGZGPPLmqIpSbOcLq1UI2PHYj3FlxBYTyQjY8eW+T0Rf9CIlPxKgccy65stPLU4DWth8qWnc9PAWMLV0kAk4JW13sita4rKbXCq5qfioJBoyCneS9t1mPsTV7FiexZDOjfm8eHdad2wttNliUgV6f56D0wJn4mshdW/S/V/QSIBIOQbckr5cvIKeOHzjfzry03UrRnBM9f05sreLTAl/cUVkYClA5VFqpaClPB9+gEmzlvF5r1HuapPSyZfejqn1a3pdFkSBAJtUXMo0IHK7qbXTOBRkAphh3Ly+OtH63jru220jI7ijZv7cU7nxk6XJUGirCaKofjG4JY3SB2o7F56zQQmrZEKUZ+s2cVDC1ez93AuNw2M5b4LO1OnpnK1VJ2eM4eUOIVk8mNYdcsSBypyzs9vkKeMAo1uO15vkPIzvWbcS2uk5Gd7Dufwl/fW8GHqLro0q8dLY+Lp3Tra6bIkCJXXRDGUBOJOOfE/vWYCk4JUiLDW8k7ydh7/4Edy8j1MGBbHbUPaExmuVmJSPbSo+Rd6gxRv6DUTmPQuGgLS9x3l+hnfcX9iKl2a1+ejewbzh/M6KkRJtVKjxF+U9kaoN0g5mV4zgUnvpEEsr8DDC19s5KJnlrB650GeHNGDOWP706FxXadLkxCQMHQMo9uOx+THYG3hOo9QXROkN0jxhl4zgUmLzYPUqh1Z3J+Yyo8/HeKibs2YcmU3mtav5XRZIiHLLbv2RKTiylpsriAVZI4dz2f6f9czc1k6jerW5JEru3FR9+ZOlyUiIhKwtGsvRCzdsJcH5qey/UA21/Vrw8SLu9AgKrL8G4qIiIhPFKSCQObR4zz2wY8k/rCD9o3qMOe2/vRvf5rTZYmIiAQ9BakAZq1l0aqfmPLeGg5m53HXeR25a2hHakWGO12aiIhISFCQClAZWdk8tGA1Sev20KtVA/5961mc3ry+02WJiIiEFAWpAFPgsfz726089fE6PBYeuqwrvzu7HeFhJbX7ExERN9NuzsCnIFVJC1IymLY4jZ1Z2bSIjmLCsDiG92lZLfe1fvdhJiau4odtWQzp3JjHh3endcPa1XJfIiJSvXRIcXBQkKqEBSkZTJqXSnZeAVA43TZpXipAlYap3PwCXvh8Ey98sZG6NSN45preXNm7BcZoFEpEJFDpDMbgoCBVCdMWp/0cok7Izitg2uK0KgtSyVsOMHFeKhv3HOGqPi2ZfOnpnFa3ZpX8bBERcY7OYAwOClKVsDMru0KXV8ThnDye+jiNWd9upWV0FK/fdCbnxjWp9M8VcQOtCxHRIcXBQkGqElpER5FRQmhqER1VqZ/737W7eWjBanYfzuHmgbH88TedqVNTD5UEh2BeF6KAKBUxMnZs4Wsh7JfpPeuJZJTOYAwoOrS4EiYMiyPqlJ5NUZHhTBgW59PP23M4hz+89QNj30wmunYk8+48m4cv76oQJUElMX1GsTcO+GVdSCA7ERBtRCbG/BIQpyTNcro0cSkdUhwc9A5dCSfWQVV21561lrnJO3jsg7Xk5HuYMCyO24a0JzJcOVeCT7CuC9HCYfFFwtAxen4EOAWpShrep2WlFpZv2XeUB+an8vWm/fSLbciTI3rQoXHdKqxQxF2CdV1IsAZEESmbhjwckl/g4cUvNzHsmSWk7jjIE1f1YM7Y/gpREvRGxo7Feoofpm09kYwM8HUhpQXBQA+IIlI2BSkHrM44yJX//IqpH63jnM6N+fSP53D9WW0IU3dyCQHBui4kWAOiiJTNWGv9fqfx8fE2OTnZ7/frtOzjBUz/dD2vLN1Mo7o1eeTKblzUvbnTZYlIFdGuPZHgZIxZbq2NL/F7ClL+sWzDPh6Yn8q2A8e4rl9rJl58Og2iIsu/oYiIiDiqrCAVUovN/Xku3gmZR4/z+Ic/8u7yHcQ2qsPssf0Z0OG0ar1PERER8Y+QCVL+OhfvBGsti1b9xCOL1pB1LI8/nNeBu4d2otYpfadEREQkcIVMkPLHuXgnZGRl89CC1SSt20PPVg148+az6NqifpXeh4g4S+uhRARCKEhV57l4JxR4LP/+ditPfbwOj4XJl57OTQNjCdduPJEKc3NQCeZjbgKdm583EpxCpv1BaeffVfZcvBPW7z7M6Be/JuG9NfRtG8Mn44dw6+D2ClEiPnD7cSvBesxNoHP780aCU8gEqao+F++E3PwCpv93PZc+t5TN+47y9NW9ePPmfrRuWLtSP1cklLk9qJTWrVxdzJ3l9ueNBKeQmdqrqnPxTrZ86wHuT0xl454jXNm7BQ9d1pVGdWtWVckiIcvtx60E6zE3gc7tzxsJTiETpKDy5+KdcDgnj2mL05j17VZaNIjitZvO5Ly4JlVQoYiA+4PKyNixhWukThr9sJ5IRqmLuaPc/ryR4BQyU3tV5dO1u7nw6SXM+nYrvzu7HZ+MH6IQJVLF3H7cSrAecxPo3P68keCkzuZe2ns4l78sWsMHq34irmk9po7sQZ82+pQjUl20+0p8oeeNVAcdEVMJ1lrmLt/B4x/8SPbxAu4e2pHbz+lAjQgN5omIiIQCHRHjo637j/LA/FS+2riffu0a8sSIHnRsUtfpssRl9AlYRCR0KUiVIL/Aw8xl6Uz/dD2RYWE8flV3rjuzDWHqCSWnUGNGEZHQpiB1itUZB7k/cRVrdh7iwq5NefTK7jRrUMvpssSlEtNnYCJK7luTgIKUiEiwU5Aqkn28gGc+W88rS9NpWKcG/7qhLxd1b4YxGoWS0qlvjYhIaFOQ4v/bu/PwqMq7/+Ofe5IAYQ+CbLIEURYJKMYFF8S4oHVDAtVW6aLF2qdPF/orFSia4lK1ttJVWyLWPnSVBnBBBTVV3LANRQn7FiIG2cMeIMncvz8yLMEsk5PJnHPmvF/X1avD5GTma04m85l7+R7p/fU7NXluoYp3HdKXLuyhSdcNULuWKfV/IwKPvjUAEGyB3nq259BR/eifH+vLz3yokDH62/iL9ejowYQoRI2+NQAQbIEckbLWan7hZ/rJiytUeqhc3xpxpr531Vlqccq1+ID65GSNk/JVbdfeGHbtAUBgBK6P1Gd7y3T/vOV6Y9V2ZXRvp8ezB2tgt7au1AIAALyPPlKSwmGrv3xYrMdfW6OKcFhTbxigr13SW8lJgZ7dBAAAjRCIILVu235NmlOoJcWluvysjnpkVIZ6ntbS7bIAAIDPJXSQOlJRqaff2qCn/rVBLZsn6Rdjh2j00O60NAAAADGRsEFqSXGpJuUt07rtB3TLud10/40D1bF1c7fLAmKGS9MAgPsSMkh9uHGXbs9drK5tW+iPX7tAV/Y/3e2SgJji0jQA4A0JudL6gt4dNOX6AVr4gysIUUhIeUW5MqGaL00DAIifhByRCoWMxg/v43YZQJPh0jQA4A0JOSIFJLraLkHDpWkAIL4IUoAPcWkaAPAGghTgQzlZ4zS21wSZijRZK5mKNI3tNYGF5gAQZ4G7RAwAAEBD1HWJGEakAAAAHCJIAQAAOESQAgAAcIggBQAA4BBBCgAAwCGCFAAAgENRBSljzExjzAfGmKm1fL2dMeZVY8xCY8xcY0yz2JYJAADgPfUGKWPMaElJ1tphkvoYY86q4bA7JD1prb1W0lZJ18W2TAAAAO+J5qLFIyQ9H7m9UNJlktadfIC19qmT/tlJ0vZTH8QYc4+keySpZ8+eDkoFvGFa/izlFeUqnFSqUGWastPH01EcAAIqmqm9VpJKIrd3S+pc24HGmGGS0qy1i0/9mrV2hrU201qb2alTJ0fFAm6blj9Ls4unyyaXyhjJJpdqdvF0Tcuf5XZpAAAXRBOkDkhKjdxuXdv3GGM6SPqNpLtiUxrgPXlFuTKh8mr3mVC58opyXaoIAOCmaILUElVN50nSEEmbTj0gsrh8tqTJ1trimFUHeEw4qbRB9wMAEls0QWqepHHGmCclfVHSCmPMw6ccc7ekoZJ+bIx5yxhzW2zLBLwhVJnWoPsBAImt3iBlrd2nqgXniyVdaa392Fo79ZRjnrbWpllrR0T+94+mKRdwV3b6eNlwSrX7bDhF2enjXaoIAOCmqPpIWWtLrbXPW2u3NnVBgJflZI3T2F4TZCrSZK1kKtI0ttcEdu0BQEAZa23cnzQzM9MWFBTE/XkBAAAayhizxFqbWdPXuEQMAACAQwQpAAAAhwhSAAAADhGkAAAAHCJIAQAAOESQAgAAcIggBQAA4BBBCgAAwCGCFAAAgEMEKQAAAIeS3S4AAOBf0/JnKa8oV+GkUoUq05SdPp5rTyJQGJECADgyLX+WZhdPl00ulTGSTS7V7OLpmpY/y+3SgLghSAEAHMkrypUJlVe7z4TKlVeU61JFQPwxtYdqGKYHEK1wUqlMLfcDQUGQwnHHhulNcrmMTgzTK1+EKSCBxOoDU6gyTTb586EpVJkWizIBX2BqD8cxTA8kvliua8pOHy8bTql2nw2nKDt9fKzKBTyPIIXjahuOZ5geSByx/MCUkzVOY3tNkKlIk7WSqUjT2F4TGMFuItPyZ2nwzOEa9FyGBs8czqJ+j2BqD8cxTA8kvliva8rJGqccJU5w8uo6UZZeeBcjUjiOYXog8dX2wYgPTN5u58DSC+8iSOE4humBxMcHptp5Oayw9MK7mNpDNYk2TA+gupyscVK+qk1fjfHI9JXbvNzOgaUX3kWQAoCA4QNTzbwcVrLTx1etkTppxMyGUzSGkUTXMbUHAIgJv+8q8/K0J0svvMtYa+P+pJmZmbagoCDuzwsAaBrHd5WdMmLitzd7r+7ag7uMMUustZk1fo0gBQBorMEzh9c4LWYq0rTs7kUuVATETl1Biqk9AECjsasMQcVicyCBMC0Bt3h5oTbQlBiRAhKEl5sJIvF5eaE20JQIUkCC8HIzQSQ+dpUhqJjaAxKEl5sJIhjoT4UgYkQKSBBcQw0A4o8gBSQI1qgAQPwRpIAEwRoVAIg/GnICAADUoa6GnCw2R53oSwQAQO2Y2kOt6EsEAEDdCFKoFX2JAACoG0EKteLaWQAA1I0ghVrRlwgAgLoRpFAr+hIBAFA3ghRqRV8iAADqRh8pn6M9AQAATauuPlKMSPkY7QkAAHAXQcrHaE+QOKblz9LgmcM16LkMDZ45nDAMAD5BkPIx2hMkBkYWAcC/CFI+RnuCxMDIYtNhpA9AUyNI+RjtCRIDI4tNg5E+APFAkPIx2hMkBkYWmwYjfQDiIdntAtA4OVnjlCOCk59lp4/X7OLp1d70bThFYxhZbJRwUqlMLfcDQKwQpACX5WSNk/JVrR/YGPqBNbpHWqgyTTb586GJkT4AsUSQAjyAkcXqjq1vMsnlMjqxvkn5ijpMMdIXbDQrRrywRgqA58RifRNrCIOLjQaIJ0akAHhOrNY3MdIXTHlFuTLJNQdxfh8Qa4xIAfAcdjKiMWgpgngiSAHwHHqkoTEI4ognghQAz2F9ExqDII54MtbauD9pZmamLSgoiPvzAgCCgV17iCVjzBJrbWaNXyNIAQAA1K6uIMXUHgAAgEMEKQAAAIcIUgAAAA4RpAAAABwiSAEAADhEkAIAAHCIIAUAAOAQQQoAAMAhghQAAIBDBCkAAACHCFIAAAAOEaQAAAAcIkgBAAA4lOx2AQAQT9PyZymvKFfhpFKFKtOUnT5eOVnj3C4LgE8xIgUgMKblz9Ls4umyyaUyRrLJpZpdPF3T8me5XRoAnyJIJbhp+bM0eOZwDXouQ4NnDucNA4GWV5QrEyqvdp8JlSuvKNeligD4XVRByhgz0xjzgTFmamOOQXzx6RuoLpxU2qD7AaA+9QYpY8xoSUnW2mGS+hhjznJyDOKPT99AdaHKtAbdDwD1iWZEaoSk5yO3F0q6zOExiDM+fQPVZaePlw2nVLvPhlOUnT7epYoA+F00QaqVpJLI7d2SOjs5xhhzjzGmwBhTsGPHDie1ooH49A1Ul5M1TmN7TZCpSJO1kqlI09heE9i1B8CxaNofHJCUGrndWjWHr3qPsdbOkDRDkjIzM22DK0WDZaeP1+zi6dWm92w4RWP49I0Ay8kapxwRnADERjQjUkt0YqpuiKRNDo9BnPHpGwCApmWsrXtwyBjTVtI7kt6UdL2k2yWNtdZOreOYi621e2t7zMzMTFtQUND46gEAAJqYMWaJtTazpq/VOyJlrd2nqsXkiyVdaa39+OQQVcsxtYYoAACARBHVJWKstaU6sSvP8TEAAACJhM7mAAAADhGkAAAAHCJIAQAAOESQAgAAcIggBQAA4BBBCgAAwCGCFAAAgEMEKQAAAIcIUgAAAA4RpAAAABwiSAEAADhEkAIAAHCIIAUAAOAQQQoAAMAhghQAAIBDxlob/yc1Zoek4jg8VUdJO+PwPIge58R7OCfexHnxHs6JN8XjvPSy1naq6QuuBKl4McYUWGsz3a4DJ3BOvIdz4k2cF+/hnHiT2+eFqT0AAACHCFIAAAAOJXqQmuF2Afgczon3cE68ifPiPZwTb3L1vCT0GikAAICmlOgjUgAAAE3G90HKGDPTGPOBMWZqY45BbNX3MzfGtDPGvGqMWWiMmWuMaRbvGoMm2teBMaazMWZpvOoKugacl6eMMTfFq64gi+LvV5ox5hVjTIEx5g/xri+oIn+b3qnnmLi/3/s6SBljRktKstYOk9THGHOWk2MQW1H+zO+Q9KS19lpJWyVdF88ag6aBr4OfS0qNT2XBFu15McZcLqmLtfaluBYYQFGek3GS/hLZct/GGENLhCZmjEmT9CdJreo4xpX3e18HKUkjJD0fub1Q0mUOj0FsjVA9P3Nr7VPW2tcj/+wkaXt8SgusEYridWCMyZJ0UFXhFk1vhOo5L8aYFEm5kjYZY26JX2mBNUL1v1Z2SRpkjGkvqYekzXGpLNgqJd0maV8dx4yQC+/3fg9SrSSVRG7vltTZ4TGIrah/5saYYZLSrLWL41FYgNV7TiLTq/dLmhTHuoIumtfKVyStlPQzSRcaY74Tp9qCKppz8q6kXpK+K2lV5Dg0IWvtPmvt3noOc+X93u9B6oBOTEG0Vs3/PdEcg9iK6mdujOkg6TeS7opTXUEWzTmZJOkpa+2eeBWFqM7LeZJmWGu3SvqzpCvjVFtQRXNOciTda619UNJqSV+PU22omyvv934PFUt0YuhuiKRNDo9BbNX7M4+MfsyWNNlaG4/rLgZdNK+DqyV92xjzlqRzjTHPxKe0QIvmvKyX1CdyO1PxuU5pkEVzTtIkZRhjkiRdJIk+Qt7gyvu9r/tIGWPaSnpH0puSrpd0u6Sx1tqpdRxzcRTDg2iEKM/LtyT9VNLHkbuettb+I961BkU05+SU49+y1o6IX4XBFOVrpY2kZ1U1TZEiaYy1tqSGh0MMRHlOLpT0R1VN730g6VZr7QEXyg2cY3+bjDEDJX3ZC+/3vg5S0vGV/NdIWhQZ+nZ0DGKLn7n3cE68ifPiPZwT/3Lj3Pk+SAEAALjF72ukAAAAXEOQAgAAcIggBQAA4BBBCgAAwCGCFAAAgEMEKQAAAIcIUgAAAA4RpAAAABwiSAEAADhEkAIAAHCIIAUAAOAQQQoAAMAhghQAAIBDBCkAAACHCFIAAAAOEaQAAAAcIkgBAAA4RJACAABwiCAFAADgEEEKAADAIYIUAACAQwQpAAAAhwhSAAAADhGkAAAAHCJIAQAAOESQAgAAcIggBQAA4BBBCgAAwCGCFAAAgEMEKQAAAIcIUgAAAA4RpAAAABwiSAEAADhEkAIAAHCIIAUAAOAQQQoAAMAhghQAAIBDBCkAAACHCFIAAAAOEaQAAAAcIkgBAAA4RJACAABwiCAFAADgEEEKAADAIYIUAACAQwQpAAAAhwhSAAAADhGkAAAAHCJIAQAAOESQAgAAcIggBQAA4BBBCgAAwCGCFAAAgEMEKQAAAIcIUgAAAA4RpAAAABwiSAEAADhEkAIAAHCIIAUAAOAQQQoAAMAhghQAV5kqyW7XAQBOEKQAfI4xpv9Jt8cbY/5y0r/PNca0PeX4u4wx95/071RjzGJjzGmnHHehMSY9cru1MeZBSW0k7aijlmRjzBxjTJvI9zwVuf+0Go41p/x7hDFmeh2P/b/GmBbGmHxjTIYxZqIxpq0x5g/GmOG1fR8AHEOQAlCNMaanpMXGmBGRuw5LKo98rbWkeZLGnvJtL0jKNMakRP59j6T3rbW7TjkuW9LkyO3LJA2QdFDSnjpKukRSN2vtfklHJN0VuX+WMeZbJ9VtJL1tjBl8yvOtruOxkyVNlVQhqZWk2621+yRlSfr05AONMc0iAetTY0yhMebyWN4PwJ8YTgdQjbX2E2PMtyX93RhzjiQrHQ8qf5aUb62daYz5oaTxkg4cO0bSB5FBoRaSjhpjClQVUF6x1v4/Sb+S9F4kcF0n6WJJSyR1NcZ8JKmlpMestc+eVNLXJeVGais3xpRHpgJ/IOnbJ9VtjTFPSsozxpyvqvB3h6StJwcuSW9ba79njGkhaUuk9jRJIyQtioxEtbbWboz8dze31h5RVThsJam3pHMlvWSMOVvSV2NxfyQoAvAZghSAz7HW/sUYs0/S7pPus8aYWZJeivz758aYP0g6rfq32uJj/zDGZEgqs9auj3xxSySchSR9UVJ/SUclLbbWnhv5nqSTvr+7pC+pKoAds1tSe0mHVBXK7joWvKy184wxIyPf00bSTGvtxJMe73eS1kT+2UzScEkXSsqUtCry2N+SFIqEwJ6S9htjzpV0m6RJ1toKSQXGmJ2S+sXw/oK6zgkAbyJIAajGGDNNVVN3hyTlSGorqVUkWEjSA8aYP1lrn1TViM94Sf+JfO3LktoaY2ZI+qGqwtKnktZH1jSdoaqpwvWShltr9xljukgqPamEZEmVkds/l2QktTTG3C5pcKSeRaoKREskvXvKf8J3VBW0PpB0oTHmK5KusNbeLekmSY9EjiuTtFFS90hNeyJ1XCLpt9bah4wxf5f0C2vt/shIW8fIz6iNpF6SdkYeK1b3A/AZghSAaqy1OaoKUDUyxkyV1C7yzyOSFks6tqD75sj/X6GqKbNKnQhFGaoKORdJ+l9JPzHGVKoq9LSLBDUjqbkx5jJJV6lqROhNVa1hOldV4ai/pH9Ya/9RS4mnqWqqLtNau9cY0/KkGgZba/dEbp+hqgDzI0kPRv6bR0lKkXR+5JiekjZEbv9F0m8jC/FvlbTaWrspshC/0ffX8t8CwOMIUgCqiUytJUs6aq21tRxmT/r/TFUFI+nE3xR70jFVd1j7lqS3jDGfWmvnqWrRuowxM1UVvO6y1i47qY5XVRWcZkRqmRS5v6OqFoPXFqSmSDpirf1R5N8DVbUWSyeFKEnqIGmCpGmqmmp8SVXrqi6J1JkmqY21dnfke39vjNkm6VJJQ1U1fRiz+wH4E7v2AJxqhKqmzVYbYz73P0nfO+X4dZJejvyvUg1gjLlNVUHnJkn/MMZkHfuatfaQtXZLDd/2kqSbIovFT328XpJulPRQ5N8tJV0radNJuxCPPf4SVe0c3CvpbEk/k7TGWlsmaY6qgl7+Kd8zV9LbklZEjonp/QD8hyAFoBpr7ZvW2t7W2n7W2v6n/k/VF35L0umSBkX+d+xvSvPI/2oU6d30M0k/lnSrtXaVqqbVZhljbqqnvu2qmu77YeSxrjBVPaZCkp6RlBNZ0xRS1WjWM5K+K2mmMWboKQ/XTVWLvF+T9AdVrbmSqsLNcEUW1p9isqQpNYzWxep+AD7C1B6Aaowxz6lquu5wLYd0VaQdgar+hvzbWvvLyPdOlCRr7bGmm0k6aYov8vUuqlpEfkDS5dbavZHvWWOMGS2pxBiTHNnVduw5ju/ki/ihqnbslalql904Va3bainpL8aYQZJ+LWmttfbnkef+hqSFpqoJ6NPW2nJVLXr/u6rWSP1Y0uBIDVMjzzHDGPNVa+07kcf4gqqmGV895WcWk/sB+I/hwxCAhogsNm9prZ1ijJmgqsXd90t6VVJJZHfcsdA0WtI3rbXLjDFXS5qkqgXWoyTdq6rF3BWqClspqgpCbVW1y+79yOO8KWmqtfaDU+roJel3qhr5ujbSnqGVqhasfyjp19baP5zyPQNUFQK/raopyfmSPpL0uLV2qzHmTklfk/Q/1tq1kenAH0saZa092PifHoBEQ5ACEDenjDQ15fMYpswAxANBCgAAwCEWmwMAADhEkAIAAHCIIAUAAOCQK+0POnbsaHv37u3GUwMAADTIkiVLdlprO9X0NVeCVO/evVVQwIXOAQCA9xljimv7GlN7AAAADhGkAAAAHCJIAQAAOESQAgAAcIggBQAA4BBBCgAAwCGCFAAAgEMEKQAAAIcIUgAAAA4RpAAAABwiSAEAADhEkAIAAHCIIAUAAOAQQQoAAMAhghQAAIBDBCkAAACHCFIAAAAOEaQAAAAciipIGWM6G2PeqeeYmcaYD4wxU2NTGoBYmbe0RJc+lq/0SfN16WP5mre0xO2SAKBRdh04ou//fame/89mV+tIru8AY0yapD9JalXHMaMlJVlrhxljnjXGnGWtXRfDOgE4NG9piSbPKVRZeaUkqWRPmSbPKZQkjTqvu5ulAUCDWWs1d2mJHnp5pQ4cqdA53dq5Wk80I1KVkm6TtK+OY0ZIej5ye6Gky049wBhzjzGmwBhTsGPHjobWCcChJxasOR6ijikrr9QTC9a4VBEAOLN59yF95dl/6wfPf6z0jq30yncv1/jhfVytqd4RKWvtPkkyxtR1WCtJx+YKdksaWsPjzJA0Q5IyMzNtQwsF4MyWPWUNuh8AvKYybPXH94r0i4VrFTLSg7ecozsv6qVQqM5sEhf1BqkoHZCUGrndWixiBzyjW/tUldQQmrq1T63haADwlpVb9mnynGX6+NO9uqr/6Xpo1CBP/f2KVZBaoqrpvMWShkhizsAH5i0t0RML1mjLnjJ1a5+qiSP7sWYmAU0c2a/aGilJSk1J0sSR/VysCgDqdri8Ur9+c51mLNqodqkp+s2XztONg7vWN0MWdw0OUsaYgZK+bK09eXfePEnvGGO6Sbpe0sWxKQ/RcBKIWIAcHMfOJ6EZgF8s3rhLk+cUqmjnQY05/wz9+AsDlNaqmdtl1chYG5vlSpHdfddIWmSt3VrXsZmZmbagoCAmzxt0pwYiqWq04dHRGXW+UV76WH6N0z3d26fqvUlZTVKrnzF65w+cJ8Df9paV67FXV+lv/96sHh1S9eitg3XZWR3dLkvGmCXW2syavharqT1Za0t1Yuce4qSuHVl1vYGwADl6jN75A+cJ8LfXln+m+19YoV0Hjuie4X004eqzldosye2y6sWicJ9zGohqW6jnpQV8XkH7AH/gPAH+tG3fYX1zVoHu/fN/1al1c73w7cs05QsDfBGipBiOSKFuTTXl4HRHFguQo8fonT9wngB/CYet/v6fzXr0lVU6WhnWpOv76+7L0pWS9Pkxnmn5s5RXlKtwUqlClWnKTh+vnKxxLlT9eYxIxcGxKYeSPWWyOjHlEIvLdEwc2U+pKdVTezSBaNR53fXo6Ax1b58qo6q1UfWtqwoqRu/8gfME+MeGHQd0e+5iTZlbqEHd22nB94fr3ivOrDVEzS6eLptcKmMkm1yq2cXTNS1/lguVfx4jUnHgdB1TNBqzI2vUed0JTlFg9M4fOE+A9x2tCGvGog36df56tUgO6WfZgzU284w6WxrkFeXKJJdXu8+EypVXlKscuT8qRZCKg6aeciAQNS3aB/gD5wnwto8279GkvGVavXW/bhjcVTk3DdTpbVrU+33hpFLVFLPCSaWxL9IBglQc0Fna/wir/sB5ajxaSCDWDh6p0C8WrtVz7xfp9DYtlPuVTF0zsHPU3x+qTJNN/nxoClWmxbJMx1gjFQdO1zEBQDw15XpOBNNba7br2umL9Ox7Rbrjol56/QfDGxSiJCk7fbxsOKXafTacouz08bEs1TFGpOKAKQcAftCU6zkRLLsPHtVDL6/U3KUlOrNTK82+d5gu6N3B0WPlZI2T8lVt194YD+3ai1ln84agszkAeE/6pPmq6R3BSCp67IZ4lwMfstbqhY+26MGXV2r/4XJ9a0RfffvKM9U82R89oWoTl87mAAB/Yz1n4wV5jdnm3Yf043nLtWjtDp3Xs70eGz1Y/bq0cbusJkeQAuArQX6jamq0kGicoF6mqDJs9dz7m/TzBWsUMtK0m8/RnRf3UlKo9pYGiYQgBcA3gvpGFS+s52ycIK4xW/XZPk2aU6iPN+/Rlf066eFbqxo9BwlBCoBvBPGNKt5oIeFckC5TdLi8Ur/NX6/fv71B7VJT9Kvbz9XNQ7rV2VgzURGkAPhGkN6o4D9BWWO2eOMuTZlTqI07Dyp76BmaesMApbVq5nZZrqGPFADf4Hp68LJE7xm4t6xck+cU6vYZi1UeDmvW3RfqF18cEugQJTEiBcBHWAwNL0vkNWavLd+qB15Yrp0Hjmj85emacM3ZatmMCCERpAD4SCK/UXkNuyOd8fIaMyfndNu+w8p5YYVeW7FVA7q21TNfzdTgM9rHp2CfIEgB8BUvv1ElCnZHJp6GntNw2OofBZv101dW6WhFWPdd11/fuDxdKUmsCDpVwgYpPk0BgDPsjkw8DTmnG3cc0OQ5hfqwaLcu7tNBj44erPSOreJZrq8kZJDi0xQQPT504FTsjkw80ZzT8sqwZizaqF+9uU4tkkN6bHSGbrugRyBbGjREQgYpPk0B0eFDB2oSlG38QVLfOf148x7dl7dMq7fu1w0ZXZVz80Cd3qZFvMv0pYSc7OTTFBCduj501Gbe0hJd+li+0ifN16WP5Wve0pKmLhNxlujb+IOotnP6vav66qGXV+rWp95T6aGjmjHufP3ujqGEqAZIyBEpPk0B0Wnohw5GsIKB3ZGJp6ZzeuOQrvp1/np9WlqmOy/uqR9d119tW6TEraZp+bOUV5SrcFKpQpVpyk4fr5yscXF7/lhJyCBFrxkgOg390MG0eXCwOzLxHDunuw8e1UMvr9Qf3t6oMzu10ux7h+mC3h3iWsu0/FmaXTxdJrlcRpJNLtXs4ulSvnwXphJyam/Ued316OiqCycaSd3bp+rR0Rn8UQBO0dApHKbNAf+y1mre0hJd/eTbennZFn03q6/mf/fyuIcoScorypUJlVe7z4TKlVeUG/daGishR6QkPk0B0WjoFA7T5oA/bd59SD+et1yL1u7QuT3a6/HswerXpY1r9YSTSlXTXsBwUmnca2mshA1SAKLTkA8dTJsD/lIZtnru/U36+YI1Mkb6yU0DNW5YbyWF3G1pEKpMk03+fGgKVaa5UE3jEKQARI1FyIB/rN66T/flFerjzXt0Zb9OevjWqiUvXpCdPr5qjdRJ03s2nKIx6eNdrMoZghSABmHaHPC2w+WV+m3+ev3+7Q1ql5qiX91+rm4e0s1TjTVzssZJ+aq2a2+MT3ftGWtt3J80MzPTFhQUxP15AQBIZB9u3KXJcwq1cedBZQ89Q1NvGKC0Vs3cLsv3jDFLrLWZNX2NESkAAHxu3+FyPfbqav31w0/Uo0OqZt19oS4/q5PbZQUCQQoAAB9bsGKrHnhhuXbsP6Lxl6drwjVnq2Uz3t7jhZ80AAA+tH3fYeW8uEKvLt+qAV3bKvcrmRp8Rnu3ywocghQAAD5irdU//rNZj7yySkcqwvrRdf00/vI+SklKyB7bnkeQAgDAJzbuOKDJcwr1YdFuXdyngx4dPVjpHVu5XVagEaQAAPC48sqwZizaqF+9uU7Nk0N6PDtDX8zs4amWBkFFkAIAwMOWfbpHP/rnMq3eul/XD+qiaTefo9PbtnC7LEQQpAAAx81bWkLneo84dLRCTy5cq2ffK1KnNs31h3Hna+Q5XdwuC6cgSAEAJFWFqJOvpViyp0yT5xRKEmEqzhat3aEfzyvU5t1l+vJFPTXp+v5q2yLF7bJQA4IUAEBS1TUUT74gtSSVlVfqiQVrCFJxUnrwqB6av1Jz/luiPp1a6flvDtOF6R3cLgt1IEgBACRJW/aUNeh+xI61Vi9+vEUPvrRSe8vK9Z2svvr2lX3VIiXJ7dJQD4IUAECS1K19qkpqCE3d2qe6UE1wfFp6SFPnLddba3ZoSI/2+kt2hvp3aet2WYgSQQoJg0WyQONMHNmv2hopSUpNSdLEkf1crCpxVYat/u+DTXpiwRpJ0gM3DtRXL+mtpBAtDfyEIIWEwCJZoPGOvVb4QNL01mzdr/vylumjzXt0xdmd9PCoQerRoaXbZcEBghQSAotkgdgYdV53XjNN6HB5pZ7613o99dYGtU1N0a9uP1c3D+lGY00fI0ghIbBIFl7A9DLq8u+i3Zo0Z5k27jioW8/rrvtvHKgOrZq5XRYaiSCFhMAiWbiN6WXUZt/hcj3+6mr95cNP1L19qv5014W64uxObpeFGCFIoV5++JTNIlm4jell1GThiq26/4Xl2rH/iO6+LF0/uOZstWrOW28i4WyiTn75lM0iWbiN6WWcbPu+w/rJSyv0SuFW9e/SRjPGZWpIj/Zul4UmQJBCnfz0KZtFsnAT08uQqhpr/uM/m/XIK6t0pCKsiSP76Z7hfZSSFHK7NDQRghTqxKdsIDpML6No50FNnrNMizfu1kXpHfTo6Az16dTa7bLQxAhSqBOfsoHoML0cXOWVYeW+s1G/fGOdmieH9OjoDN2W2UMhGmsGAkEKdeJTNhA9ppeDZ9mne3RfXqFWfbZP1w/qomk3n6PT27ZwuyzEEUEKdUq0T9l+2IGIYOB30d8OHa3QkwvX6tn3itSxdXP9/s7zdd2gLm6XBRcQpFCvRPmU7ZcdiEh8/C7626K1OzRlbqE+LS3Tly7sqUnX91e71BS3y4JL2EaAwKhrByIQT/wu+lPpwaP6wfMf6SvP/lvNkkL6xz0X69HRGYSogGNECoHBDkR4Bb+L/mKt1Ysfb9GDL63U3rJy/e+VffW/WX3VIiXJ7dLgAQQpBAY7EOEVifq7mIjrvkr2lGnq3EL9a80ODTmjnf78jYs0oGtbt8uChzC1h8CYOLKfUk/5BMkORLghEX8Xj637KtlTJqsT677mLS1xuzRHKsNWz71XpGuefFuLN+7W/TcO1Jz/uZQQhc9hRAqBkWg7EOFfifi76KerINRnzdb9ui9vmT7avEfDz+6kR0YNUo8OLd0uCx5FkEKgJMoORPhfov0uJsK6ryMVlfpd/no9/fYGtW6erF/edq5uObebjKGxJmpHkAIANJrf130VbNqt+/KWacOOg7r1vO6aesMAnda6udtlwQdYIwUAaDS/rvvaf7hcU+cVaszvP9Dh8rD+dNeFmn7buYQoRI0RKQBAo/lx3dfrK7fp/nnLtX3/Yd19Wbp+cM3ZatWct0U0DL8xAICY8Mu6r+37D2vaiys1v/Az9e/SRr8fd77O7dHe7bLgUwQpAEAgWGs1u+BTPTx/pQ5XhDVxZD/dM7yPUpJY5QLnCFIAgIS3aedBTZlbqPc37NKF6R306OgMndmptdtlIQEQpAAACauiMqxn3i3S9NfXqllySI+OztBtmT0UCtHSALFBkAIAJKTlJXt1X94yrdiyT9ed00XTbjlHndu2cLssJBiCFAAgoZQdrdT0N9bqmXc2qmPr5vr9nUN13aCubpeFBEWQAgAkjHfX7dSUuYX6ZPchfenCnpp0fX+1S01xuywkMIIUAMD39hw6qofnr9I/l3yq9I6t9Pd7LtbFfU5zuywEAEEKgOfNW1riq0aPiB9rrV5a9pkefGmF9hwq17evPFPfyTpLLU7psg40FYIUAE+bt7REk+cUqqy8UpJUsqdMk+cUShJhKuBK9pTp/nnLlb96u4ac0U6z7r5IA7q2dbssBAxBCoCnPbFgzfEQdUxZeaWeWLCGIBVQlWGrPy8u1s9eW62wle6/caC+dklvJdHSAC6IKkgZY2ZKGihpvrX24Rq+nibpL5JOl7TEWvvNmFYJILC27Clr0P1IbGu37dekvGX67yd7NPzsTnpk1CD16NDS7bIQYPX2xTfGjJaUZK0dJqmPMeasGg4bJ+kv1tpMSW2MMZkxrhNAQHVrn9qg+5GYjlRU6snX1+qGX7+jop0HNf22IfrT1y8gRMF10YxIjZD0fOT2QkmXSVp3yjG7JA0yxrSX1EPS5hjVBwQWC6yrTBzZr9oaKUlKTUnSxJH9XKwK8VSwabcmzSnU+u0HNOrcbrr/xoE6rXVzt8sCJEUXpFpJKonc3i1paA3HvCvpBknflbQqclw1xph7JN0jST179nRSKxAYLLA+4dh/L6EyePYfLtfPXlujP39YrG7tUvXHr1+gK/ud7nZZQDXRBKkDko6NobdWzdOBOZLutdbuM8b8QNLXJc04+QBr7Yxj92VmZlrHFQMBwALr6kad1z2Q/91B9vrKbbp/3nJt239YX7ukt354bT+1as7+KHhPNL+VS1Q1nbdY0hBJa2o4Jk1ShjFmsaSLJL0RswqBAGKBNYJq+/7DmvbiSs0v/Ez9OrfR03cO1Xk909wuC6hVNEFqnqR3jDHdJF0v6XZjzMPW2qknHfOopD9K6iXpA0l/i3WhQJB0a5+qkhpCEwuskaistZpd8Kkenr9Sh8vD+uG1Z+ue4WeqWXK9e6IS2rT8WcorylU4qVShyjRlp49XTtY4t8vCSeoNUpHpuhGSrpH0M2vtVkkfn3LMvyWd0xQFAkHEAmsEyaadBzVlbqHe37BLF/buoJ+OzlDf01u7XZbrpuXP0uzi6TLJ5TKSbHKpZhdPl/JFmPKQqCacrbWlOrFzD0ATY4E1gqCiMqxn3i3S9NfXqllSSI/cOkhfuqCnQjTWlCTlFeXKJJdXu8+EypVXlKscEaS8gpV7QBTcaEXAAmsksuUle3Vf3jKt2LJP1w7srAdvGaQu7Vq4XZanhJNKVVOkDCeVxr0W1I4gBdSDVgRA7JQdrdQv31irZ94tUodWzfT0HUN1fUZXt8vypFBlmmzy50NTqJLF914S7FV8QBTqakUAIHrvrd+pkb9cpD8s2qgvZp6hN35wBSGqDtnp42XDKdXus+EUZaePd6ki1IQRKaAetCIAGmfPoaN6eP4q/XPJp0rv2Ep/G3+xhp15mttl1cvtHXM5WeOkfFWrYQy79jyHIAXUg1YEgDPWWr287DNNe2mF9hwq17evPFPfyTpLLVKS3C6tXl7ZMZeTNY6F5R7H1B5Qj4kj+yn1lD/8tCIA6rZlT5m+8acCfedvS9Wtfape/N/LNHFkf1+EKCmyYy5U8445r5qWP0uDZw7XoOcyNHjmcE3Ln+V2SYHAiBRQj5NbEZTsKVOSMdXWSLHgHDghHLb684fFevzV1QpbaeoNA/T1S9OVFGVLA7en047x2445r4ygBREjUkAURp3X/fjIVKWtulTksd1785aW1PPdQDCs27ZfY//wgR54YYWG9krTwgnD9Y3L+zQoRM0uni6bXCpjToQBN0ZWatsZ59Udc34cQUsUBCkgSuzeA2p2pKKqpcEXfv2ONu44oCe/OET/d9eF6tGhZYMex0thwG875mobKfPqCFoiYWoPiBK794DPW1K8W5PyCrVu+wHdcm43PXDjQJ3Wurmjx/LSdJrfdszRc8o9BCkgSuzeA07Yf7hcTyxYo1mLi9WtXar++PULdGW/0xv1mF4LA37aMZedPr5qjdRJI3o2nKIxHh1BSyRM7QFRYvde481bWqJLH8tX+qT5uvSxfNaX+dSbq7bp2umLNGtxsb52SW8tnDC80SFK8t90mpfkZI3T2F4TZCrSZK1kKtI0ttcEz46gJRJjIwtn4ykzM9MWFBTE/XmBxnLjmnuJ4tRL7UhVQfTR0Rn8DH1ix/4jmvbSCr287DP169xGj2Vn6LyesR0t8squPeBkxpgl1trMGr9GkAIQD5c+ll/j1Gj39ql6b1KWCxUhWtZa/XPJp3p4/iqVHa3Ud7L66ptXnKlmyUxqIBjqClKskQIQFyzW96fiXQc1ZW6h3lu/Sxf0TtOjozPU9/Q2bpcFeAZBCkBcsFjfXyoqw5r5bpGmv7FWyaGQHh41SF++sKdCUfaEAoKCIAUgLiaO7FfjGikW63vP8pK9ui9vmVZs2adrBnbWQ7cMUpd2LdwuC/AkghSAuDj5Ujss1vemsqNVjTWfebdIaS2b6ak7hur6QV1kDKNQQcTC/+gQpADEzajzuhOcPOq99Ts1eU6hPtl9SLdl9tCULwxQu5Yp9X8jEhLX7oseWy4AIMD2HDqqibM/1h3PfKiQkf46/iI9PmYwISrgvHS5Hq9jRApAk6DnlrdZazW/8DP95MUVKj1Urm+NOFPfu+ostTil6SyCyUuX6/E6ghSAmDu1+WbJnjJNnlMoSYQpD9iyp0wPvLBcb6zarozu7fTc1y/UoO7t3C4LHuK1y/V4GVN7AGLuiQVrqu3Ok6Sy8ko9sWCNSxVBksJhq1kfbNK10xfp3fU79eMvDNDc/7mEEIXP4XI90WNECkDM0XzTe9Zt269Jcwq1pLhUl5/VUY+MylDP01q6XRY8KidrnJSvarv2xrBrr0YEKcDnvLgWieab3nGkolJPv7VBT/1rg1o2T9Ivxg7R6KHdaWkQpSC3AMjJGqccBeO/tTEIUoCPeXUtUiI03/RiQG2oJcWlmpS3TOu2H9DNQ7rpgZsGqmPr5m6X5Ru0AEA0CFKAj9W1FsnNN/2mbL4Zj4Dj1YAarQNHKvTEa6v1f4uL1bVtCz37tUxl9e/sdlm+k1eUK5NccwsARmpwDEEK8LGmWIsUq6DSFM034xVwvBpQo/Hmqm26f95yfbbvsL46rLd+OLKfWjfnT70TtABANHh1AT4W67VIXh+JiVfA8eNi+R37j2jaSyv08rLPdHbn1sq74xIN7clW9cagBQCiQfsDwMcmjuyn1FMaKDZmLZLX2xbEK+DUFkS9uFjeWqvZBZt19ZNva+GKbfrBNWfr5e9cToiKAVoAIBqMSAE+Fuu1SF4fiYnXbkC/LJb/ZNchTZlbqHfX71RmrzQ9lp2hvqe3cbssX6lrVx4tABANglQTSYQdP/CHWK5F8nrbgngFnKZcLB8LFZVhPftekZ58fa2SQyE9NGqQ7riwp0IhWho0RDS78oLaAiDIbR8aylhr4/6kmZmZtqCgIO7PGy+nrjORqv7YPzo643N/iAlc8JKG/O66JeivmeUlezVpzjItL9mnqwd01kOjzlHXdt4Iun4zeObwGtdAmYo0Lbt7kQsVecPxgHnSRYttOEVje00IbJgyxiyx1mbW9DVGpJpAtAtivb6wF8Hj9ZEYqWl2A/rB4fJK/fKNdcp9Z6PSWjbT7748VF/I6EJjzUZgV17NaPvQMASpJhDtOhM/b7FG4gpqUPGy99fv1OS5hSredUhfzDxDU74wQO1bNnO7LN9jV17NCJgNw669JhDtjh+vL+wF4K69h8r1o39+rC8/86Ek6a/fuEg/GzOEEBUj7MqrWW1BMugBszYEqSYQ7ZZ0P22xBhA/1lrNX/aZrnrybeX9t0T3XnGmFnx/uC7p29Ht0hJKTtY4je01QaYiTdZWrY0K8jqgYwiYDcNi8yYSzYJYPyzsBRBfn+0t0/3zVuiNVds0qHtbPTZ6sAZ1b+d2WQgYdu1VV9dic4KUy4K+AwlAlXDY6i///kSPv7paFeGw/t81/fT1S3srOYmJA8Bt7NrzMBb2Ali/fb8m5RWqoLhUl/XtqJ/emqGep7V0uywAUSBIAYBLjlaE9fu3N+i3+euV2ixJPx87RNlDu9PSAPARghQAuGBJcakmz1mmtdsO6KYh3fTAjQPVqU1zt8sC0EAEKQCIowNHKvTzBWv0pw82qWvbFnr2a5nK6t/Z7bIAOESQAurBhgDESv7qbZo6d7k+23dYXx3WWz8c2U+tm/NnGPAzXsFAHbiMD2Jh54EjevCllXrx4y066/TW+ue9l+j8XjQ3BBIBQQqB4HRUicv4oDGstZrz3xI9NH+lDh2p1ISrz9a3RpypZsm0NAASBUEKCa8xo0pcxgdObd59SFPmFuqddTuV2StNj2VnqO/pbdwuC0CMEaSQ8BozqtStfapKaghNXMYHtamoDOu59zfpFwvXKilk9NAt5+iOi3opFKKlAZCICFJIeI0ZVZo4sl+Nl/E59bqJgCSt2LJXk/IKVViyV1cPOF0PjRqkru0I3UAiI0gh4TVmVOnYiBW79lCXw+WV+tWb6zRj0UaltWym3315qL6Q0YXGmkAAEKSQ8Bo7qsRlfFCX9zfs1JQ5hdq065Buy+yhKV8YoHYtU9wuC0CcEKSQ8BhVQlPYe6hcP31llf5RsFm9Tmupv37jIl3St6PbZQGIM4IUAoFRJcSKtVavLt+qB15YodJDR/XNK/ro+1edrdRmSW6XBsAFBCkAiNLWvYd1/wvL9frKbRrUva2e+/oFGtS9ndtlAXARQQoA6hEOW/3l35/o8VdXqyIc1pQv9Nddl6YrOYnGmkDQEaQAoA7rtx/Q5DnL9J9Npbq072n66a0Z6nVaK7fLAuARBCkAqMHRirB+//YG/TZ/vVKbJemJMYM15vwzaGkAoBqCFACc4r+flGpS3jKt3XZANw3ppgduHKhObZq7XRYADyJIAUDEgSMV+vmCNfrTB5vUpW0Lzfxqpq4a0NntsgB4GEEKACT9a/V2TZ23XFv2lukrF/fSD0f2U5sWNNYEUDeCFIBA23ngiB58aaVe/HiL+p7eWv+8d5jO79XB7bIA+ARBCkAgWWs1578lemj+Sh08UqHvX32WvjXiTDVPprEmgOgRpAAEzubdhzRlbqHeWbdTQ3u21+PZg3VW5zZulwXAhwhSAAKjojKs597fpF8sXKuQkR685RzdeVEvhUK0NADgDEEKQCCs3LJPk+Ys07JP9+qq/qfroVGD1K19qttlAfA5ghSAhHa4vFK/fnOd/rBoo9Japug3XzpPNw7uGrjGmtPyZymvKFfhpFKFKtOUnT5eOVnj3C4L8D2CFICE9cGGXZoyt1BFOw9q7Pln6Mc3DFD7ls3cLivupuXP0uzi6TLJ5TKSbHKpZhdPl/JFmAIaiStuAkg4ew+Va1LeMn0pd7EqwmH9+e6L9MTYIYEMUZKUV5QrEyqvdp8JlSuvKNelioDEwYgUgITyauFneuDFFdp14Ii+ObyPvn/12UptFuyWBuGkUtU0kRlOKo17LUCiIUgBSAhb9x7WAy8s18KV2zSwa1s9+9ULlHFGO7fL8oRQZZps8udDU6gyzYVqgMRCkALga+Gw1d/+84kee2W1jlaGNen6/rr7snSlJLFy4Zjs9PFVa6ROmt6z4RSNSR/vYlVAYiBIAfCtDTsOaHJeof69abeG9TlNj47OUO+Ordwuy3NyssZJ+aq2a28Mu/aAmDDW2rg/aWZmpi0oKIj78wJIDEcrwpqxaIN+/eZ6tUgJaeoNAzU284zAtTQAEB/GmCXW2syavsaIFABf+WjzHk3KW6bVW/frhoyuyrl5oE5v08LtsgAEFEEKgC8cPFKhny9co+fe36TObVoo9yuZumZgZ7fLAhBwBCkAnvevNds1de5ybdlbpjsv6qUfXddPbVqkuF0WAEQXpIwxMyUNlDTfWvtwHcc9JelVa+1LMaoPQIDtOnBED728UvM+2qK+p7fW7G8OU2bvDm6XBQDH1RukjDGjJSVZa4cZY541xpxlrV1Xw3GXS+pCiALQWNZazfuoRA++tFIHjlToe1edpf+58kw1Tw52Y00A3hPNiNQISc9Hbi+UdJmkakHKGJMiKVfSK8aYW6y1L5z6IMaYeyTdI0k9e/ZsRMkAEtnm3Yf043nLtWjtDg3t2V6PZQ/W2Z3buF0WANQomiDVSlJJ5PZuSUNrOOYrklZK+pmk7xhjelprf3PyAdbaGZJmSFXtDxxXDMB185aW6IkFa7RlT5m6tU/VxJH9NOq87o16zMqw1R/fK9IvFq5VyEgP3nKO7ryol0IhWhoA8K5ogtQBSamR261V84WOz5M0w1q71RjzZ0mPSPpNDccB8Ll5S0s0eU6hysorJUkle8o0eU6hJDkOU6s+26dJecv08ad7dVX/0/XQqEHq1j61/m8EAJdFE6SWqGo6b7GkIZLW1HDMekl9IrczJRXHpDoAnvPEgjXHQ9QxZeWVemLBmgYHqcPllfpN/jr94e2Nat8yRb/50nm6cXBXGmsC8I1ogtQ8Se8YY7pJul7S7caYh621U086ZqakZ40xt0tKkTQm5pUC8IQte8oadH9tFm/cpSlzCrVx50GNPf8M/fiGAWrfslksSgRwkmn5s6pdHiibywPFVL1Bylq7zxgzQtI1kn5mrd0q6eNTjtkvaWxTFAjAW7q1T1VJDaEp2qm4vWXleuzV1frbvz9Rzw4t9ee7L9JlZ3WMdZkAVBWiZhdPl0kul5Fkk0s1u3i6lC/CVIxEdXl0a22ptfb5SIgCEGATR/ZTakr1NgSpKUmaOLJfvd/72vLPdM2Tb+sf//lE3xzeRwu+P5wQBTShvKJcmVB5tftMqFx5RbkuVZR46GzuMU2xGwqIpWO/jw35Pd2277AeeGG5FqzYpoFd22rmVy9Qxhnt4lUyEFjhpFLVtOIwnFQa91oSFUHKQ5piNxTQFEad1z2q38lw2Orv/9msR19ZpaOVYU26vr/uvixdKUlRDYYDaKRQZZps8udDU6gyzYVqEhN/zTykrt1QgN9s2HFAt+cu1pS5hRrUvZ0WfH+47r3iTEIUEEfZ6eNlw9WvS2nDKcpOH+9SRYmHESkPidVuKMBN5ZVhzVi0Ub96c51aJIf0s+zBGpt5Bi0NABfkZI2T8lVt194Ydu3FFEHKQxq7Gwpw20eb92hS3jKt3rpfN2R0Vc7NA3V6mxZulwUEWk7WOOWI4NRUCFIeMnFkv2prpKTod0MBbjp4pEK/WLhWz71fpNPbtNCMcefr2nO6fO44+tkASDQEKQ9xshsKcNtba7brx3OXq2RPmcZd3Es/uq6f2rRI+dxx9LMBkIiMtfG/fnBmZqYtKCiI+/MCiJ3dB4/qoZdXau7SEp3ZqZUeyx6sC3p3qPX4wTOH17h7yFSkadndi5qyVABoFGPMEmttZk1fY0QKQINYa/XCR1v04Msrtf9wub6b1Vf/c2VftTilSeep6GcDIBERpABE7dPSQ/rx3OV6e+0OndujvR7PHqx+XdpE9b30swGQiAhSAOpVGbb60/ub9POFVT3NfnLTQI0b1ltJoehbGmSnj69aI3XS5SpsOEVj6GcDwMcIUgDqtHrrPt2XV6iPN+/Rlf066eFbM9TdQUsO+tkASEQsNgdQo8Pllfpt/nr9/u0NapeaogduGqibh3SLW2NNWiUA8AoWmwNokA837tLkOYXauPOgsoeeoak3DFBaq2Zxe35aJQDwCy56BeC4fYfLNWVuoW6bsVjl4bBm3X2hfvHFIXENUVLV9N/Ja6kkyYTKlVeUG9c6AKA+jEgBkCS9tnyrHnhhuXYeOKJvXJauH1x7tlo2c+dPBK0SAPgFQQoIuG37DivnhRV6bcVWDejaVs98NVODz2jvak20SgDgFwQpn5q3tIRLyaBRwmGrfxRs1k9fWaWjFWHdd11/fePydKUkuT/jT6sEAH5BkPKheUtLql3cuGRPmSbPKZQkwlSMJHpQ3bjjgCbPKdSHRbt1cZ8OenT0YKV3bOV2WcfRKgGAX9D+wIcufSxfJXvKPnd/9/apem9SlgsVJZZTg6okpaYk6dHRGb4PU+WVYc1YtFG/enOdWiSH9OMbBuiLmT3i1tIAAPyI9gcJZksNIaqu+9EwTyxYUy1ESVJZeaWeWLDG10Hq4817dF/eMq3eul83ZHRVzs0DdXqbFm6XBQC+RpDyoW7tU2sckermoNs0Pi/RguqhoxV6cuFaPftekTq1aa4Z487Xted0cbssAEgI7q8qRYNNHNlPqSlJ1e5LTUnSxJH9XKoosdQWSP0YVN9eu0PXTl+kZ94t0pcv6qnXf3AFIQoAYogRKR86Nr2UyIuh3TRxZL8a10j5KajuPnhUD7+8UnOWlujMTq00+95huqB3B7fLAoCEQ5DyqVHndSc4NRE/B1VrrV78eIumvbRS+w+X67tZffU/V/ZVi1NGMAEAsUGQAmrgx6D6aekhTZ23XG+t2aFze7TX49mD1a9LG7fLAoCERpBS4vcMQmKrDFv96f1N+vnCNZKkn9w0UOOG9VZSiJYGANDUAh+kaG4JP1u9dZ/uyyvUx5v36Mp+nfTwrRnq7sNF8QDgV4EPUonaMwiJ7XB5pX73r/V6+q0Napuaol/dfq5uHtKNxpoAEGeBD1KJ1jMIie/fRbs1ac4ybdxxUKOHdtf9NwxUWqtmUX//tPxZ1S69ks2lVwDAscAHKZpbwi/2HS7XY6+u1l8//ERnpKXq/+66UMPP7tSgx5iWP6vqYsDJ5TKSbHKpZhdPl/JFmAIABwLfkJPmlvCDBSu26pon39bf//2Jxl+eroUThjc4RElVFwE2ofJq95lQufKKcmNVKgAESuBHpPzcMwiJb/u+w/rJSyv0SuFWDejaVrlfydTgM9o7frxwUqlqWkUVTip1/Jg4gWlTIHgCH6Qkf/YMQmKz1uof/9msR15ZpSMVYf3oun4af3kfpSQ1bhA5VJkmm/z50BSqTGvU44JpUyCoAj+1B3hN0c6D+lLuYk2aU6iBXdtqwfeH639G9G10iJKk7PTxsuGUavfZcIqy08c3+rGDjmlTIJgYkQI8orwyrNx3NuqXb6xT8+SQHhudoS9m9lAoho01c7LGSfmqNv00xsPTT36aKmPaFF7mp9eS3xCkAA9Y9uke3ZdXqFWf7dP1g7po2s3n6PS2LZrkuXKyxilH3v8D6repMqZN4VV+ey35DVN7gIsOHa3Qwy+v1KjfvafdB4/oD+PO19N3nt9kIcpP/DZVxrQpvMpvryW/YUQKcMmitTs0ZW6hPi0t0x0X9dR91/dX2xYp9X9jQPhtqsxv06YIDr+9lvyGIAXEWenBo3po/krN+W+J+nRqpee/OUwXpndwuyzPifdUWSzWkPhl2hTBwrRz02JqD4gTa61e+KhEVz/5tl78aIu+k9VXr3z3ckJULeI5VXZsDYlNLpUxJ9aQTMufFfPnAuKNaeemRZAC4qBkT5nueu4/+t7fP9IZHVrq5e9epv93bT+1OKWrPk7IyRqnsb0myFSkyVrJVKRpbK8JTTJVxhoSJLJ4vpaCyFhr4/6kmZmZtqCgIO7PC8RbZdhq1geb9LMFayRJP7y2n756SW8lxbClARpv0HMZMjWcEmul5V8rjH9BADzFGLPEWptZ09dYIwU0kTVb9+u+vGX6aPMeXXF2Jz08apB6dGjpdlmoAWtIADhFkAJi7EhFpX6Xv15Pv71BbVqk6Fe3n6ubh3STqWnIA56QnT6+qs/OSdN7NpyiMawhAVAPghQQQ//ZtFuT8pZpw46DGn1ed029caA6tGrmdlmoB60LADjFGikgBvYfLtfjr63Wnxd/ou7tU/XT0Rm64uxObpcFAIgB1kgBTej1ldt0/7zl2r7/sO6+LF0/uOZstWruv5cW1+ICgIbz3197wCO27z+saS+u1PzCz9S/Sxv9ftz5OrdHe7fLcoRrcQGAMwQpoIGstZpd8Kkenr9ShyvCmjiyn+4Z3kcpSf5ty5ZXlCuTXHMfJTp1A0DtCFJAAxTtPKgpcwr1wcZdujC9gx4dnaEzO7V2u6xG41pcAOAMQQqIQnllWLnvbNSv3linZskhPTo6Q7dl9lAoQRpr0kcJAJwhSAH1WPbpHt2XV6hVn+3Tded00bRbzlHnti3cLiumgtBHicX0AJoCQQqoxaGjFZr++lrNfLdIHVs31+/vHKrrBnV1u6wmkeh9lFhMD6Cp0EcKqME763ZoytxCbd5dpi9d2FOTru+vdqkp9X8jPGnwzOE1Tl2aijQtu3uRCxUB8BP6SAFRKj14VA/NX6k5/y1Rn46t9I97LtZFfU5zuyw0EovpATQVghSgqpYGL368RQ++tFJ7y8r1v1f21f9m9VWLlCS3S0MMsJgeQFMhSCHwSvaU6f55y5W/eruGnNFOf/7GRRrQta3bZSGGgrCYHoA7CFIIrMqw1awPNumJBWsUttL9Nw7U1y7praQEaWmAExJ9MT28hR2iwcJicwTS2m37dV/eMi39ZI+Gn91Jj4wapB4dWrpdFgCfO75D9JTRz7G9JhCmfIzF5kDEkYpK/e5fG/T0W+vVunmypt82RKPO7S5jGIUC0Hhcbil4CFIIjIJNuzVpTqHWbz+gW8/rrqk3DNBprZu7XRaABMIO0eAhSCHh7T9crp+9tkazFhere/tUPff1CzSi3+lulwUgAbFDNHgIUkhor6/cpvvnLde2/Yd116Xp+n/Xnq1Wzfm1B9A02CEaPLyjICFt339Y015cqfmFn6l/lzZ6+s6hOq8nnwgBNC12iAYPu/aQUKy1ml3wqR6ev1KHK8L63lVn6Z7hfZSSFHK7NACAT7FrD4GwaedBTZlbqPc37NKF6R306OgMndmptdtlAQASGEEKvldRGdYz7xZp+utr1SwppJ/emqHbL+ihEI01AQBNjCAFX1teslf35S3Tii37dO3Aznpo1CB1btvC7bIAAAFBkIIvlR2t1PQ31uqZdzaqY+vm+v2dQ3XdoK5ul+V5XLoCXsTvJfyMIAXfeXfdTk2ZW6hPdh/Sly7sqUnX91e71BS3y/K845euSC6XkWSTSzW7eLqUL9604Bp+L+F3bGWCb5QePKofzv5Yd878UEkho7/fc7EeHZ1BiIpSXlFutd420olLVwBu4fcSfseIFDzPWquXln2mB19aoT2HyvXtK8/Ud7LOUouUJLdL8xUuXQEv4vcSfkeQgqeV7CnT/fOWK3/1dg05o51m3X2RBnRt63ZZvsSlK+BF/F7C75jagydVhq3+9P4mXfvk2/pgwy7df+NAzfmfS2MSoqblz9LgmcM16LkMDZ45XNPyZ8WgYu/LTh8vG64+DWrDKcrm0hVwUc2/lyFZcyRwr1H4U1RByhgz0xjzgTFmaj3HdTbGLI1NaQiqtdv2a+zv31fOiyt0fu8OWjhhuO6+LF1JMegLdWxhq00ulTEnFrYG4Q91TtY4je01QaYiTdZKpiJNY3tNYEEvXHXq76UqW0oyUtKhwL1G4U/1XiLGGDNa0s3W2q8ZY56V9Ki1dl0tx86SdIG1tn9dj8klYlCTIxWV+t2/Nujpt9ardfNkPXDTQI06t7uMiV1jzcEzh9c4jWAq0rTs7kUxex4AzvAahRc19hIxIyQ9H7m9UNJlkj4XpIwxWZIOStrqrEwEWcGm3Zo0p1Drtx/Qred119QbBui01s1j/jwsbAW8jdco/CaaINVKUknk9m5JQ089wBjTTNL9km6VNK+mBzHG3CPpHknq2bOng1KRiPYfLtfPXlujWYuL1b19qp77+gUa0e/0Jns+FrYC3sZrFH4TzRqpA5JSI7db1/I9kyQ9Za3dU9uDWGtnWGszrbWZnTp1anChSDyvr9yma55cpD9/WKy7Lk3XwgnDmzRESSy4BryO1yj8JpoRqSWqms5bLGmIpDU1HHO1pCxjzLclnWuMecZa+43YlYlEsmP/Ef3kpRWav+wz9evcRk/fOVTn9YzPp82crHFSvqpdjmIMl6NAE+CyJ87wGoXfRLPYvK2kdyS9Kel6SbdLGmutrXEHnzHmLWvtiLoek8XmwWSt1ewln+qR+atUdrRS372qr+4ZfqaaJdOFA4nl+GVPTurYbcMp7JIEfKquxeb1BqnIA6RJukbSImttoxeTE6SCp3jXQU2eU6j3N+zShb076KejM9T39NZulwU0CXaeAYmlsbv2ZK0t1Ymde0DUKirDeubdIk1/fa2aJYX0yK2D9KULeioUg55QgFex8wwIDi4RgyazvGSv7stbphVb9umagZ310C2D1KVdC7fLApocO8+A4AhMkJq3tERPLFijLXvK1K19qiaO7KdR53V3u6yEVHa0Ur98Y62eebdIHVo109N3DNV1g7rEtLEm4GXZ6eNrXCM1hp1nQMIJRJCat7REk+cUqqy8UlLVhXAnzymUJMJUjL23fqcmzynUJ7sP6UsX9tCk6waoXcuU+r8RSCDsPAOCI6rF5rEW78Xmlz6Wr5I9ZZ+7v3v7VL03KStudSSyPYeO6pH5qzR7yadK79hKP701Q8POPM3tsgAAaLRGLzb3uy01hKi67kf0rLWaX/iZfvLiCpUeKte3Rpyp7111llqkJLldGgAATS4QQapb+9QaR6S6tU+t4WhEa8ueMj3wwnK9sWq7Bp/RTv9310Ua2K2t22UBSEB1NTil+SncFIggNXFkv2prpCQpNSVJE0f2c7Eq/wqHrf78YbEef3W1wlaaesMAfe2S3kpOorEmgNg73uA0uVxGkk0u1ezi6VJ+1ddr+xphCvEQiCB1bEE5u/Yab922/Zo0p1BLikt1+Vkd9dNbM9SjQ0u3ywKQwPKKcmWSy6vdZ0LlyivKrbpdy9dyRJBC0wtEkJKqwhTBybkjFZV6+q0NeupfG9SyeZKe/OIQ3Xped1oaAGhy9TU4pfkp3BSYIAXnlhSXalLeMq3bfkC3nNtN9984UB1bN3e7LAAO+W1NUX0NTml+CjexqAW1OnCkQjkvLNeY37+vg0cq9MevXaBf3X4eIQrwsWPrjWxyqYw5saZoWv4st0urVXb6eNlw9X50Npyi7PTxdX4NiAdGpFCjN1dt09R5y7V132F9dVhv/XBkP7Vuzq8L4Hd1rTfy6pqiehuc0vwULgpEQ05Eb8f+I5r20gq9vOwznd25tR7LHqyhPRkiBxLFoOcyVNPSRmul5V8rjH9BgA8EviEn6met1T+XfKqH569S2dFK/b9rztY3rzhTzZKZ/QUSCRdUBmKLIAUV7zqoKXML9d76Xbqgd5oeHT1YfU9v7XZZSAB+W9QcBFxQ2dt4zfgPQSrAKirDmvlukaa/sVbJoZAeHjVIX76wp0IhWhqg8epqohjENwavvEFyQWXv4jXjT6yRCqjlJXt1X94yrdiyT1cP6KyHRp2jru24ZA5iZ/DM4TVOIZmKNC27e5ELFbnn+BvkKaNAY3tN4A0Sx/Ga8S7WSOG4sqOV+uWba/XMO0VKa9lMT90xVNcP6kJjTcRcfU0Ug8SPO+UQf7xm/IkgFSDvr9+pyXMLVbzrkG7L7KEpXxigdi1T6v9GwAEWNZ/AGySiwWvGn9iSFQB7Dh3Vj/75sb78zIcykv46/iI9PmYwIQpNikaJJ9T2RsgbJE7Ga8afCFIJzFqrl5dt0dVPvq28/5boWyPO1GvfH65LzuzodmkIgJyscRrba4JMRZqsrVrnEdQ1QbxBIhq8ZvyJxeYJ6rO9Zbp/3nK9sWq7Mrq302PZGTqnWzu3ywICyyu79gA0XF2LzQlSCSYctvrLh8V6/LU1qgiH9f+u6aevX9pbyUkMPgIA4AS79gJi/fb9mpRXqILiUl1+Vkc9MipDPU9r6XZZAAAkLIJUAjhaEdbTb23Q7/61Xi2bJ+nnY4coe2h3WhoAANDECFI+t6S4VJPnLNPabQd085BueuCmgerYurnbZQEAEAgEKZ86cKRCP1+wRn/6YJO6tm2hZ7+Wqaz+nd0uCwCAQCFI+VD+6m2aOne5Ptt3WF8d1ls/HNlPrZtzKgHAb9jN6X+8+zbSvKUlemLBGm3ZU6Zu7VM1cWQ/jTqve5M8184DRzTtpZV66eMtOrtza+XdcYmG9qShHwD4ERcpTgwEqUaYt7REk+cUqqy8UpJUsqdMk+cUSlJMw5S1Vnn/LdHD81fq0JFK/eCas3XvFWeqWTItDQDAr7gGY2IgSDXCEwvWHA9Rx5SVV+qJBWtiFqQ+2XVIU+YW6t31O5XZK02PZWeo7+ltYvLYAAD3cA3GxECQaoQte8oadH9DVFSG9ex7RXry9bVKDoX00KhBuuPCngqFaGkA/2NdCMBFihMFQaoRurVPVUkNoalb+9RGPe7ykr2aNGeZlpfs09UDOuuhUeeoa7vGPSbgFYm8LoSAiIbITh9f9VoInZjes+EUjeEajL7CIptGmDiyn1JTkqrdl5qSpIkj+zl6vMPllXrs1dW65XfvaeveI/rdl4cq9yvnE6KQUPKKcqu9cUgn1oX42bGAaJNLZcyJgDgtf5bbpcGjuEhxYmBEqhGOrYOKxa6999fv1OS5hSredUi3ZfbQlC8MULuWKfV/I+AzibouhIXDcCInaxy/Hz5HkGqkUed1b9TC8r2HyvXIKyv1fMGn6nVaS/31Gxfpkr4dY1gh4C2Jui4kUQMigLoxtecSa63mL/tMVz35tvL+W6J7rzhTC74/nBCFhJedPl42XH201YZTlO3zdSG1BUG/B0QAdSNIueCzvWUa/39L9O2//ldd2jXXC9++VJOu768Wp6y3AhJRoq4LSdSACKBuxlob9yfNzMy0BQUFcX9et4XDVn/59yd6/NXVqgiH9YNrztZdl6YrOYk8CyQCdu0BickYs8Ram1nj1whS8bF++35NyitUQXGpLu17mn56a4Z6ndbK7bIAAEA96gpSgVpsHs/r4h1ztCKs37+9Qb/NX6/UZkl6YsxgjTn/DBlDY00AAPwuMEEqXtfFO9mS4lJNnrNMa7cd0E1DuumBGweqU5vmTfJcAAAg/gITpOJxXbxjDhyp0M8XrNGfPtikLm1baOZXM3XVgM4xfQ4A7mI9FAApQEGqKa+Ld7J/rd6uqfOWa8veMn3l4l6aeF1/tW4emB8zEDNeDiqJfJkbv/Py7w0SU2C2i9V2/bvGXhfvmJ0Hjui7f1uqrz/3H7VslqR/3jtM024ZRIgCHPD65VYS9TI3fuf13xskpsAEqVhfF+8Ya63ylnyqq598W68u/0wTrj5bL3/3Mp3fq0OjHhcIMq8Hldq6ldPF3F1e/71BYgrMcEksr4t3zObdhzRlbqHeWbdT5/dK02OjM3RW5zaxKhkILK9fbiVRL3Pjd17/vUFiCkyQkhp/XbxjKirDeu79TfrFwrVKChk9dMs5uuOiXgqFaGkAxILXg0p2+viqNVInjX7YcIrG0MXcVV7/vUFiCszUXqys2LJXtz71vh6ev0qX9j1NCycM17hhvQlRQAx5/XIriXqZG7/z+u8NEhOdzaN0uLxSv3pznWYs2qi0limadvMgfSGjC401gSbC7is4we8NmgKXiGmkDzbs0pS5hSraeVBfzDxDU74wQO1bNnO7LAAAEAdcIsahvYfK9eirq/T3/2xWr9Na6i/fuEiX9u3odlnwGD4BA0BwEaRqYK3Va8u36oEXV2j3waP65hV99P2rzlZqs6T6vxmBQmNGAAg2gtQptu49rAdeWK6FK7fpnG5t9cevXaBB3du5XRY8Kq8oVya55r41OSJIAUCiI0hFhMNWf/33J3r81dU6WhnW5Ov76+7L0pWcxMZG1I6+NQAQbAQpSeu3H9DkOcv0n02lurTvafrprRnqdVort8uCD9C3BgCCLdBB6mhFWH94e4N+k79eqc2S9MSYwRpz/hm0NEDUaMwIAMEW2CC19JNSTcor1Jpt+3XD4K76yU3nqFOb5m6XBZ/JyRon5avarr0x7NoDgMAIXB+pg0cq9MSCNfrTB5vUpW0LPXTLIF09sLMrtQAAAO+jj1TEv9Zs19S5y7Vlb5m+cnEv/XBkP7VpkVL/NwIAANQgEEFq14EjevDllXrhoy3qe3pr/fPeYTq/Vwe3ywIAAD6X0EHKWqu5S0v00MsrdeBIhb5/9Vn61ogz1TyZxpoAAKDxEjZIbd59SFPmFuqddTs1tGd7PZ49WGd1buN2WUDMcGkaAHBfQgapJcWluvOZDxUy0kO3nKM7LuqlUIiWBkgcXJoGALwhIdt2D+reVl/MPEOv/+AKjRvWmxCFhJNXlFutd5V04tI0AID4ScgRqebJSZp2yyC3ywCaDJemAQBvSMgRKSDR1XYJGi5NAwDxRZACfCg7fbxsuHoPNBtOUTaXpgGAuCJIAT6UkzVOY3tNkKlIk7WSqUjT2F4TWGgOAHEWuEvEAAAANERdl4hhRAoAAMAhghQAAIBDBCkAAACHCFIAAAAOEaQAAAAcIkgBAAA4FFWQMsbMNMZ8YIyZWsvX2xljXjXGLDTGzDXGNIttmQAAAN5Tb5AyxoyWlGStHSapjzHmrBoOu0PSk9baayVtlXRdbMsEAADwnmguWjxC0vOR2wslXSZp3ckHWGufOumfnSRtP/VBjDH3SLpHknr27OmgVMAbpuXPUl5RrsJJpQpVpik7fTwdxQEgoKKZ2mslqSRye7ekzrUdaIwZJinNWrv41K9Za2dYazOttZmdOnVyVCzgtmn5szS7eLpscqmMkWxyqWYXT9e0/FlulwYAcEE0QeqApNTI7da1fY8xpoOk30i6KzalAd6TV5QrEyqvdp8JlSuvKNeligAAboomSC1R1XSeJA2RtOnUAyKLy2dLmmytLY5ZdYDHhJNKG3Q/ACCxRROk5kkaZ4x5UtIXJa0wxjx8yjF3Sxoq6cfGmLeMMbfFtkzAG0KVaQ26HwCQ2OoNUtbafapacL5Y0pXW2o+ttVNPOeZpa22atXZE5H//aJpyAXdlp4+XDadUu8+GU5SdPt6ligAAboqqj5S1ttRa+7y1dmtTFwR4WU7WOI3tNUGmIk3WSqYiTWN7TWDXHgAElLHWxv1JMzMzbUFBQdyfFwAAoKGMMUustZk1fY1LxAAAADhEkAIAAHCIIAUAAOAQQQoAAMAhghQAAIBDBCkAAACHCFIAAAAOEaQAAAAcIkgBAAA4RJACAABwKNntAgAA/jUtf5byinIVTipVqDJN2enjufYkAoURKQCAI9PyZ2l28XTZ5FIZI9nkUs0unq5p+bPcLg2IG4IUAMCRvKJcmVB5tftMqFx5RbkuVQTEH1N7qIZhegDRCieVytRyPxAUBCkcd2yY3iSXy+jEML3yRZgCEkisPjCFKtNkkz8fmkKVabEoE/AFpvZwHMP0QOKL5bqm7PTxsuGUavfZcIqy08fHqlzA8whSOK624XiG6YHEEcsPTDlZ4zS21wSZijRZK5mKNI3tNYER7CYyLX+WBs8crkHPZWjwzOEs6vcIpvZwHMP0QOKL9bqmnKxxylHiBCevrhNl6YV3MSKF4ximBxJfbR+M+MDk7XYOLL3wLoIUjmOYHkh8fGCqnZfDCksvvIupPVSTaMP0AKrLyRon5ava9NUYj0xfuc3L7RxYeuFdBCkACBg+MNXMy2ElO3181Rqpk0bMbDhFYxhJdB1TewCAmPD7rjIvT3uy9MK7jLU27k+amZlpCwoK4v68AICmcXxX2SkjJn57s/fqrj24yxizxFqbWePXCFIAgMYaPHN4jdNipiJNy+5e5EJFQOzUFaSY2gMANBq7yhBUBCkAQKPRnwpBRZACEojfF/vCv7y8UBtoSgQpIEF4uSszEh+7yhBULDYHEgSLfQGgabDYHAgAFvsCQPwRpIAEwWJfAIg/ghSQIFjsCwDxR5ACEgSLfQEg/lhsjjpxuQQAQNCx2ByOsJ0eAIC6EaRQq7yi3GoXIJUkEypXXlGuSxUBAOAtBCnUiu30AADUjSCFWrGdHgCAuhGkUCu20wMAUDeCFGrFdnoAAOpG+wMAAIA61NX+IDnexSC26PMEAIB7CFI+dqzPk0kul9GJPk/KF2HKZwjEAOBPrJHyMfo8JQYanwKAfxGkfIw+T4mBQNx0puXP0uCZwzXouQwNnjmccAog5ghSPkafp8RAIG4ajPQBiAeClI/R5ykxEIibBiN9AOKBIOVj9HlKDATipsFIH4B4YNeez+VkjVOOCE5+lpM1TspXtV17Y9i11+idjKHKNNnkz4cmRvoAxBJBCvAAAnF1sWjtkZ0+vuoxTpres+EUjWGkLxBoKYJ4YWoPgOfEYn0TU9/BxUYDxBMjUgA8J5xUKlPL/Q3BSF8w5RXlyiTXHMT5fUCsMSIFwHPYyYjGYKMB4okgBcBz2MmIxiCII54IUgA8h/VNaAyCOOLJWGvj/qSZmZm2oKAg7s8LAAgGdu0hlowxS6y1mTV+jSAFAABQu7qCFFN7AAAADhGkAAAAHCJIAQAAOESQAgAAcIggBQAA4BBBCgAAwCGCFAAAgEMEKQAAAIcIUgAAAA4RpAAAABwiSAEAADhEkAIAAHCIIAUAAOBQstsFAEA8TcufpbyiXIWTShWqTFN2+njlZI1zuywAPsWIFIDAmJY/S7OLp8sml8oYySaXanbxdE3Ln+V2aQB8iiAFIDDyinJlQuXV7jOhcuUV5bpUEQC/i2pqzxgzU9JASfOttQ87PQbxxzQGcEI4qVSmlvsBwIl6R6SMMaMlJVlrh0nqY4w5y8kxiD+mMYDqQpVpDbofAOoTzdTeCEnPR24vlHSZw2MQZ0xjANVlp4+XDadUu8+GU5SdPt6ligD4XTRBqpWkksjt3ZI6OznGGHOPMabAGFOwY8cOJ7WigWqbrmAaA0GVkzVOY3tNkKlIk7WSqUjT2F4TmO4G4Fg0a6QOSEqN3G6tmsNXvcdYa2dImiFJmZmZtsGVosFClWmyyZ8PTUxjIMhyssYpRwQnALERzYjUEp2YqhsiaZPDYxBnTGMAANC0ohmRmifpHWNMN0nXS7rdGPOwtXZqHcdcHOtC0XA5WeOkfFXbtTeGXXsAAMSMsbb+WTZjTJqkayQtstZudXrMMZmZmbagoMBBuQAAAPFljFlirc2s6WtR9ZGy1pbqxK48x8cAAAAkEjqbAwAAOESQAgAAcIggBQAA4BBBCgAAwCGCFAAAgEMEKQAAAIcIUgAAAA4RpAAAABwiSAEAADhEkAIAAHCIIAUAAOAQQQoAAMAhghQAAIBDBCkAAACHCFIAAAAOGWtt/J/UmB2SiuPwVB0l7YzD8yB6nBPv4Zx4E+fFezgn3hSP89LLWtuppi+4EqTixRhTYK3NdLsOnMA58R7OiTdxXryHc+JNbp8XpvYAAAAcIkgBAAA4lOhBaobbBeBzOCfewznxJs6L93BOvMnV85LQa6QAAACaUqKPSAEAADQZghQAAIBDvg9SxpiZxpgPjDFTG3MMYqu+n7kxpp0x5lVjzEJjzFxjTLN41xg00b4OjDGdjTFL41VX0DXgvDxljLkpXnUFWRR/v9KMMa8YYwqMMX+Id31BFfnb9E49x8T9/d7XQcoYM1pSkrV2mKQ+xpiznByD2IryZ36HpCettddK2irpunjWGDQNfB38XFJqfCoLtmjPizHmckldrLUvxbXAAIrynIyT9JdI76I2xhh6SzUxY0yapD9JalXHMa683/s6SEkaIen5yO2Fki5zeAxia4Tq+Zlba5+y1r4e+WcnSdvjU1pgjVAUrwNjTJakg6oKt2h6I1TPeTHGpEjKlbTJGHNL/EoLrBGq/7WyS9IgY0x7ST0kbY5LZcFWKek2SfvqOGaEXHi/93uQaiWpJHJ7t6TODo9BbEX9MzfGDJOUZq1dHI/CAqzecxKZXr1f0qQ41hV00bxWviJppaSfSbrQGPOdONUWVNGck3cl9ZL0XUmrIsehCVlr91lr99ZzmCvv934PUgd0YgqitWr+74nmGMRWVD9zY0wHSb+RdFec6gqyaM7JJElPWWv3xKsoRHVezpM0w1q7VdKfJV0Zp9qCKppzkiPpXmvtg5JWS/p6nGpD3Vx5v/d7qFiiE0N3QyRtcngMYqven3lk9GO2pMnW2nhcwDroonkdXC3p28aYtySda4x5Jj6lBVo052W9pD6R25mKzwXfgyyac5ImKcMYkyTpIkk0ZPQGV97vfd2Q0xjTVtI7kt6UdL2k2yWNtdZOreOYi6MYHkQjRHleviXpp5I+jtz1tLX2H/GuNSiiOSenHP+WtXZE/CoMpihfK20kPauqaYoUSWOstSU1PBxiIMpzcqGkP6pqeu8DSbdaaw+4UG7gHPvbZIwZKOnLXni/93WQko6v5L9G0qLI0LejYxBb/My9h3PiTZwX7+Gc+Jcb5873QQoAAMAtfl8jBQAA4BqCFAAAgEMEKQAAAIcIUgAAAA4RpAAAABz6/3B96pNzAhQDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x4320 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def print_per(xn, dn, w): # 打印图像\n",
    "    if (w[2] == 0):\n",
    "        return\n",
    "    y = lambda x: -w[0]/w[2] - w[1]/w[2]*x\n",
    "    x = np.linspace(0, 1)\n",
    "    plt.plot(x, y(x), 'tab:blue')\n",
    "    print_base(xn, dn)\n",
    "    \n",
    "\n",
    "def perceptron(xn, dn, max_iter=10000, w=np.zeros(3)):\n",
    "    '''\n",
    "    二维分类问题\n",
    "    Input:\n",
    "        xn: 数据点，Nx2矩阵\n",
    "        dn: 分类标准，Nx1矩阵\n",
    "        max_iter: 最大迭代次数\n",
    "        w: 初始化参数矩阵\n",
    "    Output:\n",
    "        w: 迭代结果，最优分类曲线\n",
    "    '''\n",
    "    f = lambda x: np.sign(w[0] + w[1] * x[0] + w[2] * x[1]) #当前点x在f的上方则返回正数\n",
    "    now = 1\n",
    "    plt.figure(figsize=(10, 60))\n",
    "    chk = [10, 100, 500, 1000, 5000, 9999]\n",
    "    for _ in range(max_iter):\n",
    "        i = nr.randint(N)\n",
    "        if (_ in chk):\n",
    "            plt.subplot(6, 1, now)\n",
    "            plt.title('当前迭代次数'+str(_))\n",
    "            now += 1\n",
    "            print_per(xn, dn, w)\n",
    "        if (dn[i] != f(xn[i,:])): # 如果分类错误，则进行修正曲线\n",
    "            w[0] += dn[i]\n",
    "            w[1] += dn[i] * xn[i,0]\n",
    "            w[2] += dn[i] * xn[i,1]\n",
    "    plt.show()\n",
    "    return w\n",
    "\n",
    "w = perceptron(xn, dn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d0a5fa99",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure();\n",
    "\n",
    "print_base(xn, dn)\n",
    "y = lambda x: -w[0]/w[2] - w[1]/w[2]*x\n",
    "plt.plot(x,y(x),'b--',label='感知器求出的解')\n",
    "plt.plot(x,f(x),'r',label='原始分割线')\n",
    "plt.legend()\n",
    "\n",
    "plt.title('比较原始分割线和求出的解')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
