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    "# Graph attention networks and molecular applications \n",
    "\n",
    "Attention mechanism revisits us. <br>\n",
    "In natural language processing, the attention mechanisms - local and global - find the relationship between the words and give scores. \n",
    "\n",
    "We can apply the attention in graph convolution network as well. <br>\n",
    "A node embedding in GCN is \n",
    "\n",
    "$$ H_i^{(l)} = \\sigma( \\sum_{j \\in N(i)} H_j^{(l)}W^{(l)} )$$\n",
    "\n",
    "GCN considers the adjacent nodes and itself with equal weights in updating node states.<br>\n",
    "However, it is more natural that the importance of each node is different, and the importance can be obtained by learning the relationship between node states.\n",
    "\n",
    "With attention coefficient, the node embedding can be rewritten as follow.\n",
    "\n",
    "$$ H_i^{(l+1)} = \\sigma( \\sum_{j \\in N(i)} \\alpha_{ij}^{(l)} H_j^{(l)}W^{(l)} ) $$\n",
    "$$ \\alpha_{ij}^{(l)} = f(H_i^{(l)}W^{(l)}, H_j^{(l)}W^{(l)}) $$\n",
    "\n",
    "There are various approaches to obtain the attention coefficient, $\\alpha_{ij}$, and three approaches are introduced in the following reference: \n",
    "* Luong, Minh-Thang, Hieu Pham, and Christopher D. Manning. \"Effective approaches to attention-based neural machine translation.\" arXiv preprint arXiv:1508.04025 (2015).\n",
    "\n",
    "In the paper \"Graph attention networks\", authors represent the attention coefficient by concatenation. \n",
    "* Velickovic, Petar, et al. \"Graph attention networks.\" arXiv preprint arXiv:1710.10903 (2017).\n",
    "\n",
    "$$ \\alpha_{ij} = softmax(e_{ij}) = \\frac{e_{ij}}{\\sum_{k \\in N(i)} e_{ik}} $$\n",
    "$$ e_{ij} = f(H_iW, H_jW) = \\tau(a^T (H_iW||H_jW))$$\n",
    "\n",
    "Normalizing the coefficient with softmax activation isn't proper for molecular applications, however, we recommend $e_{ij}$ term only for the case. <br>\n",
    "We use a general form of the attention in our works which investigate molecular structure property relationship using the graph attention network.\n",
    "* Ryu, Seongok, Jaechang Lim, and Woo Youn Kim. \"Deeply learning molecular structure-property relationships using graph attention neural network.\" arXiv preprint arXiv:1805.10988 (2018).\n",
    "\n",
    "$$ \\alpha_{ij} = \\sigma((H_iW)C(H_jW)^T) $$\n",
    "\n",
    "The concatenation method needs $2F$ number of paramters need to be trained, however, our one needs $F^2$.\n",
    "If F is larger than 2, the former one is more efficient. The feature dimensions in our applications are not large, however, it was okay to use later one. \n",
    "\n",
    "In addition, we can use multiple times of the attention mechanism in single node updating - so called multi-head attention. <br>\n",
    "Two ways are introduced in the original GAT paper, one represents by average of all attention channels.\n",
    "\n",
    "$$ H_i^{(l)} = \\sigma( \\frac{1}{K} \\sum_{k=1}^{K} \\sum_{j \\in N(i)} \\alpha_{ij,k}^{(l)}H_j^{(l)}W_k^{(l)} ) $$\n",
    "\n",
    "and the other by concatenation of channels.\n",
    "\n",
    "$$ H_i^{(l)} = ||_{k=1}^K \\sigma( \\sum_{j \\in N(i)} \\alpha_{ij,k}^{(l)}H_j^{(l)}W_k^{(l)} ) $$\n",
    "\n",
    "In summary, schematic desription is shown in below figure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Lulu/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    },
    {
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IIIAAAggkWcCFQCXJVhREAAEEEEAAAQQQQAABBBBAAAEELAECFb4ICCCAAAIIIIAAAggggAACCCCAgI0CBCo2glEcAQQQQAABBBBAAAEEEEAAAQQQIFDhO4AAAggggAACCCCAAAIIIIAAAgjYKECgYiMYxRFAAAEEEEAAAQQQQAABBBBAAAECFb4DCCCAAAIIIIAAAggggAACCCCAgI0CBCo2glEcAQQQQAABBBBAAAEEEEAAAQQQIFDhO4AAAggggAACCCCAAAIIIIAAAgjYKECgYiMYxRFAAAEEEEAAAQQQQAABBBBAAAECFb4DCCCAAAIIIIAAAggggAACCCCAgI0CBCo2glEcAQQQQAABBBBAAAEEEEAAAQQQIFDhO4AAAggggAACCCCAAAIIIIAAAgjYKECgYiMYxRFAAAEEEEAAAQQQQAABBBBAAAECFb4DCCCAAAIIIIAAAggggAACCCCAgI0CBCo2glEcAQQQQAABBBBAAAEEEEAAAQQQIFDhO4AAAggggAACCCCAAAIIIIAAAgjYKECgYiMYxRFAAAEEEEAAAQQQQAABBBBAAAECFb4DCCCAAAIIIIAAAggggAACCCCAgI0CBCo2glEcAQQQQAABBBBAAAEEEEAAAQQQIFDhO4AAAggggAACCCCAAAIIIIAAAgjYKECgYiMYxRFAAAEEEEAAAQQQQAABBBBAAAECFb4DCCCAAAIIIIAAAggggAACCCCAgI0CBCo2glEcAQQQQAABBBBAAAEEEEAAAQQQIFDhO4AAAggggAACCCCAAAIIIIAAAgjYKECgYiMYxRFAAAEEEEAAAQQQQAABBBBAAAECFb4DCKSxwPHjx7Vlyxb5+fnp7NmzCgkJUWhoqMLDw+Xp6Wn9ZMuWTWXLllWNGjVUuXJlZcmSJY1bRfUIIIAAAggggAACCCCAAAIpESBQSYke5yIQT8AMSX777Tdt2LBBmzdvtkKUc+fOxSt197dubm4qX768qlevbv0888wzKlGixN1P4lMEEEAAAQQQQAABBBBAAIH7KkCgcl+5uVhGFTBDk2nTpmnq1Kk6depUnG66uLioVKlSVjhiBiPm6BPzxwxOzJEq5oiVK1euaPv27VYAY76O/TDPb9y4sXr27KkmTZrIfM8DAQQQQAABBBBAAAEEEEAgfQUIVNLXn6s7uIA5EmXChAlauHChbt68afUmV65catiwoTV9xxxlUq1aNeXMmTNJPY2KitKBAwesKULmCJf169dr48aNMec+/PDD6tatmzp27CjzOjwQQAABBBBAAAEEEEAAAQTSR4BAJX3cuaqDC/j7++uNN96wpvZEd6VSpUrq0aOH2rZtq6xZs0YfTvHzzp07rdBm3rx5unbtmlWfWf+7776rjz/+WB4eHim+BhUggAACCCCAAAIIIIAAAgjYJkCgYpsXpZ1cICIiQiNGjNCgQYOsESnmtJ0XXnjBmo7zxBNPpKnO5cuXNXPmTE2aNEkHDx60ruXj46PZs2fLfOaBAAIIIIAAAggggAACCCBw/wQIVO6fNVdycIG9e/eqffv21mKzZleefvppa92UYsWK3deemdOCZs2apd69e1trr7i7u2vgwIHq16+ftS7LfW0MF0MAAQQQQAABBBBAAAEEnFSAQMVJbzzdTrqAGWCMHj3aml5jLiKbPXt2ff7553rzzTeTXkkalDx58qQ6deqklStXWrWb67V8++231vbLaXA5qkQAAQQQQAABBBBAAAEEEIglQKASC4OXCMQXMMMUcxFYc/ce81GvXj1r2k3x4sXjF0239+buQu+9956Cg4Pl7e2tVatWWQvhpluDuDACCCCAAAIIIIAAAggg4AQCBCpOcJPpYvIEYocp5lbFI0eOVJ8+fexy2+KjR4+qZcuW2rZtG6FK8m43ZyGAAAIIIIAAAggggAACNgkQqNjERWFnEYgfppgLwab3FJ972QcGBlrbNW/dupVQ5V5YfI4AAggggAACCCCAAAIIpFCAQCWFgJye8QQcMUyJvguEKtESPCOAAAIIIIAAAggggAACaStAoJK2vtTugALvv/++teisOc3HEUamxCeOH6ps3rxZJUuWjF+M9wgggAACCCCAAAIIIIAAAikQIFBJAR6nZjyB33//XfXr15c5SsUMU8wFaR3xYYYqZj927Nihxx9/XOvWrZOrq6sjdoU2I4AAAggggAACCCCAAAJ2KUCgYpe3hUalh4C5S06lSpV05MgRvfLKK5o3b156NCPVrrlv3z5VqVJFISEh+vLLL9W7d+9Uq5uKEEAAAQQQQAABBBBAAAFnFyBQcfZvAP2PETBHo0yZMkUFChTQrl27lDt37pjPHPWFGaSYWyp7enpq+/btKl26tKN2hXYjgAACCCCAAAIIIIAAAnYlQKBiV7eDxqSXwKpVq/TMM89Yl1+6dKmaNWuWXk1J1etGRkaqXr16+uuvv1SrVi39/fffypQpU6peg8oQQAABBBBAAAEEEEAAAWcUIFBxxrtOn+MIXLt2TWXLltWJEyf0+uuva+bMmXE+d/Q3hw4dko+Pj8x+jho1Sn379nX0LtF+BBBAAAEEEEAAAQQQQCDdBQhU0v0W0ID0FjAXn+3Ro4cKFiyoPXv2KGfOnOndpFS//rhx4/TOO+8oX758VnCUOXPmVL8GFSKAAAIIIIAAAggggAACziRAoOJMd5u+JihQrlw57d27V8OHD1e/fv0SLOPoB2/cuKEiRYooICBAs2fPVrt27Ry9S7QfAQQQQAABBBBAAAEEEEhXAQKVdOXn4uktsHr1ajVs2NBatNWc8pM3b970blKaXX/AgAEaNmyYatSooU2bNqXZdagYAQQQQAABBBBAAAEEEHAGAQIVZ7jL9DFRgRdeeEE///yz2rdvr1mzZiVaLiN8cPLkSRUrVkwRERHasGGDtUhtRugXfUAAAQQQQAABBBBAAAEE0kOAQCU91LmmXQgcP35cJUqUsAKGLVu2qFq1anbRrrRsRKtWrbR48WK1bdtWc+bMSctLUTcCCCCAAAIIIIAAAgggkKEFCFQy9O2lc3cT+OijjzR06FA9+uijWr9+/d2KJumz0MAAnTp3UWFyV5Y8uVU0n3eSzrufhdatW6f69evLw8NDp0+fVp48ee7n5bkWAggggAACCCCAAAIIIJBhBAhUMsytpCO2Cjz22GP6559/NHnyZL355pu2nh5TPjxglyZ+1Fu9pv0Wc8x84dniU23+ZqAqeLvEOZ7eb8xpP8eOHdOSJUv03HPPpXdzuD4CCCCAAAIIIIAAAggg4JACBCoOedtodEoFzHVEvLy8FBISoq1bt6pKlSrJqvLUnzNU+Iku1rnvzv9HQ9vUlqfxbq/vQJVrMViuWd7WgaCxKuFmHIw6rl5upfTw9vPqWTH9tmZu3bq1Fi5cqI8//liDBg1KVr85CQEEEEAAAQQQQAABBBBwdgECFWf/Bjhp//39/eXj42Pt7hMUFCR3d3ebJc5vmKj8tXta5727aL9Gv1gqVh3BmvlacXWce0Hd5u/WpDblFOQ/Q7mqL5F/kK8qeKbfqJVRo0bpgw8+UJMmTfTLL7/EajMvEUAAAQQQQAABBBBAAAEEkipAoJJUKcplKIGvv/5anTt3tna6MXe8sfkRsltts1XWvKhw5XhzgS5Obi1zEErsx96ZHVWu40xlbjhJl1d101+9C+kl1+kKHN00djHr9YapPfT4FC/tWj9cpRMLW8IPa9AzlbWjyY9a0LfhHde7o9JEDqxdu1YNGjTQAw88oHPnziVSisMIIIAAAggggAACCCCAAAJ3EyBQuZsOn2VYgW7dumnKlCnq0aOHJkyYYHM/N4x9SbV7LbLOm733mtqVyXpHHX5jW6t6r4XK+sIcnZ1VWo/lrKW3/APV5Y7pPpc1wq2g+quW/ALXqIpXwqNXgvwmKWf1HsreboECZre2phbdcdEkHDBH5OTKlUtRUVHWWioPPfRQEs6iCAIIIIAAAggggAACCCCAQGwBApXYGrx2GoEaNWrI3Cp51qxZat++vY39PqNBPqX0if81uXp9qpNBn6hAAjWcWj1chRv2V5U3JunD4r5qM+xJnb3ST3kTKBvw7zb9e91bj1ctlsCn0YeCtfPPbfIoU12l82WJPpis5zJlymjfvn1atGiRXnzxxWTVwUkIIIAAAggggAACCCCAgDMLEKg489134r6bIzSuXLkiPz8/Va1a1TaJoO1qnqu6lkRF6OlR67Syb70EzzfXTMnpc2vBWrPA53+eVZ+6+RMse78PvvTSS1aYMnz4cPXr1+9+X57rIYAAAggggAACCCCAAAIOL0Cg4vC3kA4kR8DDw0NhYWHWKI1HHnnEtipCthvrp9Sw1k8ZsOSwhjxXPMHzYwcqVfv/pI1DW8Rb9yRcG+aP0cTlB1S6blO90am58sVfiMWo+eCK6fpsyjJlLV5VzV7rpOeqFkrwerYc7NChgzU6Z+DAgfrss89sOZWyCCCAAAIIIIAAAggggAAChgCBCl8DpxOIjIxUpkyZrH4fP35cRYoUsc0g1giVaf6XE1gT5VZ1QRu+VM7a78nFs7P2Xp2u0vHCEr+xTVRzgI++HXpQbXst1ntGOPNFvHDmqO/7Kt5yhWatm6bIOc+r0+yn5X9lbop3CerevbsmT56s999/XyNHjrSt/5RGAAEEEEAAAQQQQAABBBAgUOE74HwCISEhypr11iKy5i435m43tj0uaKRPcfXzD1Z7Y0vkWcaWyPEf57d+r4bVXtFORck1y9vaEzRWpcOP68/N11T78bLKdOlvueapq6XnI/XE3hHKWa+/2s/arlntfWKqijLK+OR5XH32BluL3i7/sJaeHZ1fGy76qmYiC9fGnHyPF++++66++uorvf322xo7duw9SvMxAggggAACCCCAAAIIIIBAfAFGqMQX4X2GFwgPD5e7u7vVz5MnT6pQIdun0Jz6Y7QK1+ujTJU7a9XP41S/qLlIbLgCDm3V/FHd1Wuan17r1VVzxkyTS6YntfqMr1y/LK+nJvVQgLEwbSZjfZWWk/Pqt8mNNaVFQXVbWlhLD/upWdFb7TIbF+Q3Q68vL6UfPzLWaDG2TO6VuazGZ37zVjgTb7SL1Rkb/tOzZ09NnDhRffr00eeff27DmRRFAAEEEEAAAQQQQAABBBAwBQhU+B44pYCbm5siIiJ04MABPfzww8kyOLhiglo2edsahRK7gqd6j9GwdzqoZtEc2juvr8q1/SLm49l+59Su6u0RMWEHf5JHqZbK8sIknfuxm7xiSsZ9EXbUKFe8pXK8uUAXJ7eOtxZL3LJJedepUyd98803+uijjzR48OCknEIZBBBAAAEEEEAAAQQQQACBWAIEKrEweOk8Al5eXgoODtaOHTtUqVKl5Hc8PFQBp04pKFxyy5JDuR/IJ694o0euBhzXqYthylOoqPLF+/CPkY1Vr9+vGrDirIbUu6GNBzxVq+LtwCW6YUcX9lXx1l+o26L9mvRiqejDyX5+5ZVX9N1332no0KHq379/suvhRAQQQAABBBBAAAEEEEDAWQUIVJz1zjt5v8uVK6e9e/dq4cKFatWqVfpohO5T12wVNcOjvQ6GTNfVkXXU4OowXRzyZLz2hMu3dx21GLNZiw9eV8uS5vSilD2qVaumrVu3avbs2WrXrl3KKuNsBBBAAAEEEEAAAQQQQMAJBQhUnPCm02VZIcKcOXPSd5eboM1qnqu2Tg1arb+6RylLnvqavfeKsQBtjri3KNb6KQeMxW1LxBsBE7fwvd/duHFD5ggdc9voPXv2qGzZsvc+iRIIIIAAAggggAACCCCAAAJxBAhU4nDwxlkExo0bp3feeUcNGjTQ6tWr06nbwZr3Rkm1nXbeuv67i3Zr9It37hh0e/2Un4z1U1qkeP2UTZs2qVatWlaocvnyZbm6uqZT/7ksAggggAACCCCAAAIIIOC4AgQqjnvvaHkKBNavX686deooZ86cCgwMlIuLSwpqS9mpVwMDFO7mLe9466tE13rQWD+lVCqun2Lu7mPu8vPEE0/o999/j74MzwgggAACCCCAAAIIIIAAAjYIEKjYgEXRjCMQEhKiHDlyyNxCed++fXrkkUfspnNHfQeqeIvB+vzPC+pT96Y+9HlYI3fX1B8Ba1TXO+XBT4cOHTRr1iy9++67Gj16tN30m4YggAACCCCAAAIIIIAAAo4kQKDiSHeLtqaqgI+Pj/z9/TVv3jyZu97Yy8NvZBNV77dCuT6cpH7HB6jfvEB1m79bk9rcOR0oOW2uWLGidu3aZe3y8/LLLyenCs5BAAEEEEAAAQQQQAABBJxegEDF6b8CzgvQvXt3TZ48Wc2bN9fPP/9sNxAhxzZp2pgJ8t0RpMr1G+vlV1qrZsncqdI+cxHa8uXLW1Ocjhw5oqJFi6ZKvVSCAAIIIIAAAggggAACCDibAIGKs91x+hsjsG3bNlWtWtValPXw4cNOES5Eh0hPP/20Vq5cGWPBCwQQQAABBBBAAAEEEEAAAdsECFRs86J0BhMwF6Y1F6h9//33NXLkyAzWu7jdCQoKUqFChRQcHKwlS5boueeei1uAdwgggAACCCCAAAIIIIAAAkkWIFBJMhUFM6LA/Pnz9eqrrypPnjw6efKkPD09M2I3rT5FbxVdvHhxHTx4kO2SM+ydpmMIIIAAAggggAACCCBwPwQIVO6HMtewW4GwsDA99NBDOnv2rL7++mt17NjRbtuakoZFRUWpTJky2r9/vz7//HP16dMnJdVxLgIIIIAAAggggAACCCDg9AIEKk7/FQDgk08+0aBBg2TufmOuq5IpU6YMh+Lr66sWLVooS5YsOnXqlLy9vTNcH+kQAggggAACCCCAAAIIIHA/BQhU7qc217JLgTNnzqhUqVK6du2ahgwZogEDBthlO5PbqMuXL6tChQpWkNKjRw9NmDAhuVVxHgIIIIAAAggggAACCCCAwH8CBCp8FRAwBMztk80dcDw8PLR582ZVqlQpw7i8/vrrmj17tjW1aefOncqRI0eG6RsdQQABBBBAAAEEEEAAAQTSS4BAJb3kua5dCZhrjDzzzDP67bffVLlyZW3atEnu7u521cbkNGbp0qV6/vnn5eLiolWrVumpp55KTjWcgwACCCCAAAIIIIAAAgggEE+AQCUeCG+dV+DEiRPW1Bhze+GBAwfqs88+c2iMS5cuqXz58taCu+bom4kTJzp0f2g8AggggAACCCCAAAIIIGBPAgQq9nQ3aEu6C3zzzTfq1KmT3NzctHr1aj3xxBPp3qbkNCAiIkKtWrXSzz//rJIlS2rHjh3Kli1bcqriHAQQQAABBBBAAAEEEEAAgQQECFQSQOGQcwuYU2TMqTLZs2fXL7/8oscff9yhQMwwpV27dpo/f761Y9GaNWscNhhyKHgaiwACCCCAAAIIIIAAAk4lQKDiVLebziZFIDg4WE2aNNFff/3lcKFK/DDFXIz21VdfTUq3KYMAAggggAACCCCAAAIIIGCDAIGKDVgUdR4BRwxVCFOc5/tJTxFAAAEEEEAAAQQQQCD9BQhU0v8e0AI7FYgfqvj6+qpBgwZ22drQ0FB17NhR3333nTXNh5EpdnmbaBQCCCCAAAIIIIAAAghkIAEClQx0M+lK6gvEDlVcXV3Vq1cvDR06VJ6enql/sWTWuHnzZrVv31579+4lTEmmIachgAACCCCAAAIIIIAAArYKEKjYKkZ5pxMwQxVz558ffvjB6nuZMmVkjgCpWbNmulrcvHlTgwYN0ogRI2RO98mdO7dmzJihF154IV3bxcURQAABBBBAAAEEEEAAAWcQIFBxhrtMH1NFwAxUunfvrosXL1ojQd5//319+umn8vDwSJX6balk+/bt1qgUf39/6zRzZ6KpU6fqwQcftKUayiKAAAIIIIAAAggggAACCCRTgEAlmXCc5pwC586d0xtvvCFzPRXzUaxYMXXr1k2dO3e2RoiktYq589CECRO0ePFihYeHK2fOnBo7dqwVrqT1takfAQQQQAABBBBAAAEEEEDgtgCBym0LXiGQZIE5c+bonXfeUWBgoHVOlixZ1KZNG7311luqXLlykutJSsGQkBDNnz/fClLMkSnRj0aNGllTfAoXLhx9iGcEEEAAAQQQQAABBBBAAIH7JECgcp+guUzGEwgKCrLWUpk4caL27dsX08HHHntM5hScGjVqqFq1asqRI0fMZ0l5ERUVpYMHD8pcbHb9+vVWmHLp0iXrVHd3d7Vq1Uo9e/ZUnTp1klIdZRBAAAEEEEAAAQQQQAABBNJAgEAlDVCp0rkEzABk1apV1giSZcuWKTIyMgbAxcVFjzzyiKpXr279lCxZ0tohyBzRYoYj5ugT8+fKlSsyR5+YIcrWrVt1+fLlmDrMFwUKFLCmGpnTjVgnJQ4NbxBAAAEEEEAAAQQQQACBdBEgUEkXdi6aUQWOHj2qb7/9Vhs3brTCkYCAgGR11c3NTeXKlbNCGHNqj7lzjxnA8EAAAQQQQAABBBBAAAEEELAPAQIV+7gPtCKDChw/ftwKVrZs2SI/Pz+dPXvWGpESGhqqsLAwmSNVPD09lS1bNpUtW9aaJmSOZqlSpYr1WQZloVsIIIAAAggggAACCCCAgMMLEKg4/C2kA44oYG69PG7cOH322WeO2HzajAACCCCAAAIIIIAAAgg4vQCBitN/BQBID4EPP/zQ2u74yJEjyp8/f3o0gWsigAACCCCAAAIIIIAAAgikQIBAJQV4nIpAcgTM0SnFihVTcHCwevfurS+//DI51XAOAggggAACCCCAAAIIIIBAOgoQqKQjPpd2TgFzdMqIESOszptrqDBKxTm/B/QaAQQQQAABBBBAAAEEHFuAQMWx7x+tdzCB2KNTopvOKJVoCZ4RQAABBBBAAAEEEEAAAccRIFBxnHtFSzOAQOzRKdHdYZRKtATPCCCAAAIIIIAAAggggIDjCBCoOM69oqUOLhB/dIq5XbK5fbL5YJSKg99cmo8AAggggAACCCCAAAJOJ0Cg4nS3nA6nl0D06BQzSHnggQd0/PhxVahQQbt27RKjVNLrrnBdBBBAAAEEEEAAAQQQQCB5AgQqyXPjLARsEogenVKoUCH98MMP6tixo/z8/LRgwQLt2bNHgwcP1jvvvMOOPzapUhgBBBBAAAEEEEAAAQQQSD8BApX0s+fKTiRgjk4xR6RMnTpV2bNnV/Xq1a1AZeHChWrVqpXWrFmjzp07a/369cqfP78TydBVBBBAAAEEEEAAAQQQQMAxBQhUHPO+0WoHErh+/bqWLFmil19+OabV8QMV84Nz585py5YtevbZZ2PK8QIBBBBAAAEEEEAAAQQQQMA+BQhU7PO+0KoMLpBQoJLBu0z3EEAAAQQQQAABBBBAAIEMJUCgkqFuJ51xFAECFUe5U7QTAQQQQAABBBBAAAEEEEhYgEAlYReOIpCmAgQqacpL5QgggAACCCCAAAIIIIBAmgsQqKQ5MRdA4E4BApU7TTiCAAIIIIAAAggggAACCDiSAIGKI90t2pphBAhUMsytpCMIIIAAAggggAACCCDgpAIEKk564+l2+goQqKSvP1dHAAEEEEAAAQQQQAABBFIqQKCSUkHORyAZAgQqyUDjFAQQQAABBBBAAAEEEEDAjgQIVOzoZtAU5xEgUHGee01PEUAAAQQQQAABBBBAIGMKEKhkzPtKr+xcgEDFzm8QzUMAAQQQQAABBBBAAAEE7iFAoHIPID5GIC0ECFTSQpU6EUAAAQQQQAABBBBAAIH7J0Cgcv+suRICMQIpDVSCDq7U2O/2qlGnrqpZMEtMvQoPl9zcbr/nFQIIIIAAAggggAACCCCAQJoIEKikCSuVInB3gZQGKv5TWsun20LlHfy3Aj6qY1zsgub1fkVtx6yST/3n9WzjJnqiXh1VfOQRFfT2vHtj+BQBBBBAAAEEEEAAAQQQQMBmAQIVm8k4AYGUC6Q0UFHoYc0bt0h5n39TjcrkUJD/DOX06ZJgw9yNgKXvfwFLVZ9Kyke+kqATBxFAAAEEEEAAAQQQQAABWwQIVGzRoiwCqSSQ4kAlXjuCNnypogvLKHB0UwWePqRd/pu0/o/ftXzEdK2LioxTesD8zRrSpnqcY7xBAAEEEEAAAQQQQAABBBCwTYBAxTYvSiOQKgKpHaiEnVomj4c+1IrDG9WoaKw1VRRuBCzHYgKWucOnaaeiNH7DWfWslT9V+kIlCCCAAAIIIIAAAggggIAzChCoOONdp8/pLpDagYrZoYO+A1WqxWC9OW6Vhr3VUN4J9TL8jOZ93FydtnRQwKpu8kqoDMcQQAABBBBAAAEEEEAAAQTuKUCgck8iCiCQ+gJpEaiYrby08/80aODf6vztMFXwcrmj4eFXA3R0t68eqb9RB69OVwk2BLrDiAMIIIAAAggggAACCCCAQFIECFSSokQZBFJZIK0ClXs1029sE1XvtUKu2T7QyeARKnCvE/gcAQQQQAABBBBAAAEEEEAgQQEClQRZOIhA2gqkdaByNSBA7vnyKf6GPkeXj1bxpn3Ubtw6ff1WPTFAJW3vM7UjgAACCCCAAAIIIIBAxhUgUMm495ae2bFAsgKV8HDJLSkRyGV95lZA7ptOqn/VPHasQNMQQAABBBBAAAEEEEAAAccVIFBx3HtHyx1YwNZAJezUSjVqv0e+v/W6x0Kyl7Ww///UevhKjfe7oJ4EKg78LaHpCCCAAAIIIIAAAgggYM8CBCr2fHdoW4YVsDVQCfKbpJzVe2i2EZK0SyQkMRekfdvnBc2LMkayGA8ClQz79aFjCCCAAAIIIIAAAgggYAcCBCp2cBNogvMJ2Byo+M9QTp8uFtTgRVvU78Vqt9c/Cb8g3+F91GLg7DiQBCpxOHiDAAIIIIAAAggggAACCKSqAIFKqnJSGQJJE7A5UPlvhEr9Sm5a6x+ubK99Jb+xb8j7yHJ1qd5aS6IiYi6cufmresR3vtptDFCfmqyhEgPDCwQQQAABBBBAAAEEEEAgFQUIVFIRk6oQSKqArYFKyNGVmrDSS3271tCGWf1Uu8PoBC81YP4/+rRNbZ1cs1jnKz6vmvncEyzHQQQQQAABBBBAAAEEEEAAgZQJEKikzI+zEUiWgK2BinRBKxYfVMMXH9Wlrd8rf7U2ca7rmuVt7Tg3RhW8XOIc5w0CCCCAAAIIIIAAAggggEDaCBCopI0rtSJwVwFbA5XoRWmbN68sX9/td9btWlGjfpipt4y1VTzv/JQjCCCAAAIIIIAAAggggAACqSxAoJLKoFSHQFIEbA5UYi1KG11/u1E/aXTfFsp5erMGtm2gEWuD5dHgA/35fX9FftdPW+oOZtvkaCyeEUAAgXgC169f17Zt27RlyxZt3rxZe/bsUXBwsEJCQhQaGqpMmTLJ09NTWbJkUZ48eVS1alWZf3bXqFFDpUuXlqura7waeYsAAggggAACziZAoOJsd5z+2oVASgIVF8/OWr5tpBqVyR2rL8H6Y+qnqvfm7bVV2OUnFg8vEUDA6QXCwsL0448/6tdff7VCFDNAiYi4vaC3LUBeXl6qUqWKatasqf/9739W0GLL+ZRFAAEEEEAAgYwhQKCSMe4jvXAwgeQGKi8M/klff9RC3on0N+jgSnV/5FnNiwoXgUoiSBxGAAGnEjhz5oymTJmiadOm6ezZs3H6nitXLlWrVs0adWIGJN7e3jGjUsywJXq0ysmTJ61RLOZolp07d8oMZ2I/zGClZ8+eVrji4eER+yNeI4AAAggggEAGFiBQycA3l67Zr4DNgYrfCHnXv6HLQZ/I617dCtmtttkqq/KGs2ybfC8rPkcAgQwr8Ndff2nChAnWqJToAMScuvPKK6+odu3aVohSsmRJubjYtpj3jRs3tGPHDmuUy2+//aYlS5bEjHR54IEH1KVLF3Xr1k2FChXKsLZ0DAEEEEAAAQRuCRCo8E1AIB0EbA1Uwq8e197z2VWxZOxpPgk1PFyn/92rowf3K7JiU9UtmiWhQhxDAAEEMqzA0aNH1alTJ61Zsyamj+b6J+YIkjZt2lgjUGI+SIUXJ06csEbATJ8+XQEBAVaNbm5u6tu3rz799FMxYiUVkKkCAQQQQAABOxUgULHTG0OzMraArYFK0jVCNbdFYbX/rbMOXB6hEm5JP5OSCCCAgKMLTJ061Qoyrl69Knd3d7Vq1coKUurUqZPmXTNHrixYsMAaFWMucms+KlasqNmzZ1vrraR5A7gAAggggAACCNx3AQKV+07OBRGQtYChn5+fFi5caP2FP8km4Vd17OBRXbweZv2ycOd51/X3hI/Ubdpvem/JYX3xXPE7i3AEAQQQyGAC5hon5qiUlStXWj0zQ2szyChXrly69HTu3Ll66623dPnyZZmjVQYMGGD9mCEPDwQQQAABBBDIOAIEKhnnXtITBxJIzgiVo8tHq3jTPknu5dOj/tHKvrWTXJ6CCCCAgCMKzJs3Tz169NCVK1esoHngwIHq16+fFWSkZ39Onz6tzp2NXdmWL7eaYS56O3/+fJUpUyY9m8W1EUAAAQQQQCAVBQhUUhGTqhBIqoDNgcqlzWqet7aWRCV9i8/Z/pfVrmLOpDaJcggggIDDCUycONGa0mM2vFKlStaolMqVK9tVP2bMmKF3331X5jSkfPnyae3atSpfvrxdtZHGIIAAAggggEDyBAhUkufGWQikSMDWQCXIf4Zy+nTRU70n6ZO2dZVLpzW+xnNa0OUbbezlo+vmFKCs7vp34WdqPXCxPt94gR1+UnSHOBkBBOxdIHaY0rVrV40fP95uF4A9duyYmjZtqj179hCq2PsXi/YhgAACCCBggwCBig1YFEUgtQRsDVT8p7RW1Q+qKuBKP3n/1wi/sU1U+9tGuujXK9ZWyhc00qe4Psk3WCd/66W8qdVg6kEAAQTsSCB2mNK9e3drIVhbtz++3905f/686tevT6hyv+G5HgIIIIAAAmkoQKCShrhUjUBiArYGKqdWD1TRF70VeLl3THgSdX6VXPM/owErTmhIo8IxlzLDF59uCzV+62X1rMKUnxgYXiCAQIYQcMQwJRqeUCVagmcEEEAAAQQyhgCBSsa4j/TCwQRsDVRC/L9WVp/OGue7Xk8WdlFYzlKqWjKHfHsV0QsTysh3n6+eM96HB2zTxw3raoT/dbWful2zuvo4mAzNRQABBBIXMLclfvnll60CjjIyJX5vYocqDzzwgHbs2KEHH3wwfjHeI4AAAggggIADCBCoOMBNookZT8DWQEXhh9Urc1mNjbxpYbi4Pye/IF9VvvibfAo30k5FqX7z+lrruzYGq6URqCwmUInx4AUCCDi2wJkzZ6zFXAMDA9WlSxdNnTpV9j7NJzFxM1SpW7euDhw4oOeff16+vr6JFeU4AggggAACCNixAIGKHd8cmpZxBWwOVAyK8xsmKn/tnhaKS6YntSFwjWp6uch/Zkf5dJx5B9biozfVsqj7Hcc5gAACCDiiQLNmzbRs2TIrVPHz81PmzJkdsRsxbd60aZPq1KmjiIgIa3eidu3axXzGCwQQQAABBBBwDAECFce4T7QygwkkJ1AxCQIPbdOf2w4pc5HqeqpWMblZLqHaMGu0+n/1qdb6hyuTz/OaNnqYXqpXXl63CmQwPbqDAALOJjBz5kx17NhRbm5u2rBhg6pVq5YhCAYMGKBhw4YpV65c2rVrlwoVKpQh+kUnEEAAAQQQcBYBAhVnudP0064EkhuoJLUTP7+WX34992hwrTxJPYVyCCCAgF0KnDx5UhUqVNCVK1f08ccfa9CgQXbZzuQ06ubNm6pRo4b8/f3VuHFjLV++PDnVcA4CCCCAAAIIpJMAgUo6wXNZ5xZISaASePqYzl0MUlhChO7uCju9Sa8/9bq6+gWoZ1UClYSYOIYAAo4j0LRpUytoqFy5ssxpMu7Gn3MZ6bF9+3bVrFlTYWFh+uabb9ShQ4eM1D36ggACCCCAQIYWIFDJ0LeXztmrQHIClVN/fqvuPTtriX+CUcodXR3vd4FA5Q4VDiCAgCMJbN261ZrekylTJpmvK1WqlLbND7+gJXNXqkTzNqrg7ZK214pV+yeffGKNvClVqpT27dvnsIvtxuoSLxFAAAEEEHAKAQIVp7jNdNLeBGwNVMKOLpNH8WY2dYNAxSYuCiOAgB0KmOummOuntGjRQj/99FPatzBst5pn9tHpkX9qc9/aaX+9/65w+fJla/2U69evW6NxzOk/PBBAAAEEEEDA/gUIVOz/HtHCDChga6BydPlAFW862JJo0WuEXm3ko9weHjLn38d+eBjHLu5ardbvDBOBSmwZXiOAgKMJXLx4UYULF1ZoaKh+++03PfXUUynqQnjgYf2x8ajkkVg17soW9a8ebdjVKvD5iv3q06hUYoVT/XjXrl01ffp0Pfvss/q///u/VK+fChFAAAEEEEAg9QUIVFLflBoRuKeAzYGKrxGotBisp0f9o5X3/FfTcE2unEfXvzms91hD5Z73ggIIIGCfAiNHjlS/fv1UtmxZ7dmzJ8WNDPL7Ujmrv5fkejLlGK6AK/3kneQzUlbQXJjWx8dHrq6u2r9/v0qWLJmyCjkbAQQQQAABBNJcgEAlzYm5AAJ3CtgaqIT4f62sPp3Vbf5uTWpT7s4K4x0JDQyUm7f3f9sqx/uQtwgggICdC0RERFiBwrFjxzRhwgT16NEj5S0OD1Vg4FWFJ1iTmzzdzuvjvJU0NvKmqrzxlb4b/IZK58uSYOm0OlivXj398ccfevfddzV69Oi0ugz1IoAAAggggEAqCRCopBIk1SBgi4CtgYrCj+tDz0c04dUZOj27rbzuerFwzW3xoC5/ckg9q+S8a0k+RAABBOxRYOnSpXr++eeVI0cOnTp1StmzZ0/zZobsnaOs5dqpav+f9PfQFvJM8yveeYGFCxeqdevWypUrl86cOSNPz/RoxZ3t4ggCCCCAAAIIJCxAoJKwC0cRSFMBmwMVozUhe38y/rLfUi1HLdP412so/sahxo6bxnaiYbrw7x/qXu9VvbjlPLv8pOldpHIEEEgrgXfeeUfjxo2zthA2txK+P49wnT50Sl4li94jtE671oSHhytfvnwyF6n966+/9Nhjj6XdxagZAQQQQAABBFIsQKCSYkIqQMB2geQEKkEH/091Sz2vnYpK0gVZlDZJTBRCAAE7FDCDhH/++UdTp06VuVirMz0aNmyo1atXa8yYMTKDJR4IIIAAAgggYL8CBCr2e29oWQYWsDVQibr0txrkfULroiKTrEKgkmQqCiKAgB0JmOuneHl5KSQkRFu3blWVKlVSrXV+sz5W32//lowdhNYai8BmbjhJZ1Z1u28LzyalIx9++KFGjDB2c3v1Vc2dOzcpp1AGAQQQQAABBNJJgEAlneC5rHML2BqonFo9XIUb9rfQ3Bt00ZDm1fRAjswJIp7bsUb9xsxh2+QEdTiIAAL2LhC92425fkhQUJAxlTH+BMfk9iBcG+aP0ZJdp7R+xDgroM7x5gKdm9w6XdZLSawXixcvVqtWrVS6dGn9+++/iRXjOAIIIIAAAgjYgQCBih3cBJrgfAK2BioH5/VUqbYTjcUSl2nj0Kb32L0nVGPcjW2T/z6u/jXzOB8uPUYAAYcWMNdM6dSpk2rVqqUNGzakQV8uaKRPcfXzD9a7i/Zr9Iul0uAaya/y+PHjKlq0qFxcXKy1VMyFeXkggAACCCCAgH0KEKjY532hVRlcwNZAJXrb5JbjtmvxWz731Ak8fUxuDxgLK7rdsygFEEAAAbsS6Natm6ZMmWJtlWxumZzaj6hTq+RTuJG1HtXig9fVsuT93Ro5Kf3Jnz+/zp8/rzVr1qh+/fpJOYUyCCCAAAIIIJAOAgQq6YDOJRGwNVCRLmhsg4f1Ya7hOvXjvef7/zHqPV14cYhd/qLA3UcAAQTuJvDkk0/q999/1/Tp09W5c+e7FU3WZ6eWD1ThpoPlmuVtHQgaqxJ2GDw/88wzWrVqlSZOnKju3bsnq5+chAACCCCAAAJpL0CgkvbGXAGBOwRsD1SMbZMPGtsml2qpbvO368uXykvG9pp3PozfDK7u1NsP1lLpzWf0XlWm/NxpxBEEELBngRo1amjLli364Ycf9NJLL6VyU8O1/MPH1HTEJtnj+inRnTX7vWjRIo0aNUp9+/aNPswzAggggAACCNiZAIGKnd0QmuMcArYGKnuNNVTKGWuo2PJglx9btCiLAAL2IlChQgXt3r1bS5cuVbNmzVK3WVHH9aH7IxoRcUPvLTmhL57Lq2OHjiroupQ1Rx4VKprPLhaobdeunebMmaPPPvtMAwcOTF0DakMAAQQQQACBVBMgUEk1SipCIOkCtgYqYaeWqVrh57S7UkVFGlt9JuVBoJIUJcoggIC9CTz88MM6dOiQNeWlYcOGqdq8mPVTXCuo9/C2OtSvv5ZERcRcw63y29q05gtV8U6tnYViqrbpxRtvvKFp06bJ3EJ52LBhNp1LYQQQQAABBBC4fwIEKvfPmishECNga6AiXTbWUCmmXmuvqEXXd1Q2T9aYuuK8MNZWvOC3XNN9t7NtchwY3iCAgKMImNsF79+/XytWrFCjRo1StdnR66dEVzp44Xq90+JRYwFvYypQ/2fVdPhKVR/1jzb3rR1dJF2ezV2OzN2OPvroIw0ePDhd2sBFEUAAAQQQQODeAgQq9zaiBAKpLmB7oCL5j62j+gHDdHHIk/doT7BGuD2gyH9OsG3yPaT4GAEE7E+gcuXK2rFjh3766Se1aNEiFRt4e/0Us9Iha05oQP3CMfXvndlR5TrOVOanvtKZ33rJO+aT+//ilVde0XfffaehQ4eqf//+978BXBEBBBBAAAEEkiRAoJIkJgohkLoCyQlUwgN2acPFgqpbJvc9G3Pwz7WKqFBXpdN52Po9G0oBBBBAIJ5A7dq1tWHDBs2fP19t2rSJ92kK3sZaP6Vq/2XaOLSpYm/w88fgxqo38NdEFqsNlf+SOfr44x5a4h8mn/rPq1WLtnrltRYqkQZ/zr7wwgv6+eef9eWXX6p3794p6DSnIoAAAggggEBaChCopKUudSOQiIDtgUqoDu08pUIVS951wcSQvXOUreI3Wr7vFzUqacz/4YEAAgg4mEDz5s21ZMkSDR8+XP369Uu11kevRbVTUfru4HW9HOfPyFtb05vTKtvP2q5Z7X1iXTdYC3uV0v8mlNG8tWNVp2CE1nw9RB2H/yi5VtTi/X8ZW9TniFU+5S+rVaumrVu3WgvTtm3bNuUVUgMCCCCAAAIIpIkAgUqasFIpAncXsDVQMYOSrOXaaWNQpGp6udyl8lD59iquFybV0IZzvqrpfbeyd6mGjxBAAIF0EjB3tvn000/14osvWlsHp1YzotdPcc3ytg4EjVWJWMNToi79rQZ5n9C6qEhN87+sLhVzxlw2yH+Gcvp00Udrzmpw/fwxx/1m9lD1jpNSfYrQjRs35OXlpbCwMO3Zs0dly5aNuSYvEEAAAQQQQMC+BAhU7Ot+0BonEbA1UAk7OFeZy3wt/9A1quB295DEf0pH+XSbecf6AE5CSzcRQMDBBX755Rc9++yzKlq0qI4ePZpKvTHWT+ldR03HbLam9Fyc3DrOdJ/zfwxX/nr95eLxivwuzFWVWMG139jWqt5rodyrfqVzfrfXVoke8bLLvZkxHdMIsGOdk5JGb9q0SbVq1bJClcuXL8vV1TUl1XFuKgkc3firTuaskaRpt6l0SapBAAEEEHAAAQIVB7hJNDHjCSQlUDm4ZIImbghUgQdz6mDvPpoeGabeg0bqwcyJedzQ6Z2/a+zc1VaBp42dKlam804VibWU4wgggEBiAufPn1f+/LdGgpiv8+XLl1jRpB+PtX5Kt0X7NenFUrHODdW814qo7dwLyt5ujgJmt1XUv/+n0as81eethrrpZ4xQqd5FDQcv0/KPbq+7EnZqpbGdfWOldqAyceJE9ezZU/Xq1dO6detitZOXaSIQuEuz5vwtj4JFVaREIRV8MI9ye+WWt5dnrMuF6psGBdQ90zAFrOomr1if8BIBBBBAwLkFCFSc+/7T+3QSSEqgEnp6s/o1eUJj/UOT1cqPjB0sBsfawSJZlXASAgggkA4CDz30kE6cOCFztEqTJk1S3ILo0SQJrZ8SdvAneZRqaV1jiDGtZ4AxrWd5r4J6+cYkXZzcIs5IltgNObiwr0q1/sIIYb7W6dkdU+2X7A4dOmjWrFl677339MUXX8S+JK/TQCB6SldCVddv/qp8ypWWT9Ui6vBSB2vNnO+2r9PLFe+9OHxC9XEMAQQQQCDjCRCoZLx7So8cQCApgcqtboRq9cjX1LDfIpt69ea4ZRr1VtNU+wu+TRenMAIIIJBCAXP9lB9//FGDBg0ydtb5OIW1SUd9B6p4i8Ey10/ZY6yfUjrW+ilB/41AcavyqY5v/UQFgjarUs5aarcxQH1q5knw2lGnVqlBkcZa51JeSw9vVLOiqbcIeMWKFbVr1y59//33+t///pfg9TmYugLhoVcVePWSLp69qNOnTur4sX3a/+8h7dmxQb5rd8S5WKYcwxVwpV+6bqsdp0G8QQABBBBIVwEClXTl5+LOKnC3QOXgiun6fN4WVevQV10bPGwQhRuhSjM17H9aa078pdrGPP2wxODCJXdjMUPPWL8sJFaU4wgggIC9CowcOdLa4adOnTr6+++/U9hMY7Hu3k+oxX/rp5wz1k+JPZkjyG+SMaWnh1yzfaBzwR9oUYuS6nVtqM4YUzu8E7py0Hb18q6lsZE3NWTFYQ1oVDyhUsk6Zo7KKVasmCIjI3Xo0CGVKFEiWfVwUuoJRJ3/Wz75H5c5usm9QRfN/rS/2jxeLPUuQE0IIIAAAg4tQKDi0LePxjuqQGKBStT5dcZf3Brc+otbleE6tzX6X8Eua+G4n1Wta3uV8Lz7orSOakK7EUAAgWiBI0eO6OGHH7aChW3btqly5crRHyXjOViTGxRWd2NL5DvXTzGqCz+ukc9UVL+1QVbd5iiWLefGxFmYNuaiRpjS1bumZri9pOV7Jhvb06fudsn9+/e3tos2F6XdsGFDzGV5kX4CB+d1Uqm23+jdWf9oZPvaiU4BS78WcmUEEEAAgfQUIFBJT32u7bQCiQUq0f9SasK0HLVOC/rWu/WXt6u79WGPxeryzcA4W306LSAdRwCBDC/w/PPPa+nSperUqZNmzJiRov6GB57RwUtRerhkwUR+IQ7V6WOnFBTupkIliyY8XTLQCFPy1tTc5wdp13cf3Aq3w/arV5OZenvF8BT/2Wxul1ykSBEFBARozpw5atu2bYr6zMlJFwi9GqiQUGOIp6dXvMVozTpCjXsSZiyOzFK0SRelJAIIIOA8AgQqznOv6akdCSQaqPgbu0n4dNHnK/arT6Pbu1CYQUuuWgu1IXBNErbmDJfvG7V1oNOKROf/2xEFTUEAAQQSFFi5cqUaNWqkLFmy6OTJk8qdOx0XAjXClLZ5aujHFuP07/wuKqgQ43/uCto9Vw/VO6gjwSP0UIK9SPrBb7/9Vu3bt9cDDzxgLcjr4eGR9JMpmQyBy1o9f4bGjeyvJf63J9Jm8nlVC775Ui9WfSAZdXIKAggggICzCRCoONsdp792IZB4oGIGJ9t0MGS6Ys+cD9v7tTL7+Mr/uq8quN1ryk+wxrjnV8TG43qvasILKtoFAo1AAAEE7iIQFRWlsmXLat++fRo1apT69u17l9Jp91F4wGZ1f/Axa+v6hK6SWrv81KhRQ1u2bNGAAQM0ZMiQhC7FsVQSCDm2Tl2KP615UeFy8XhFvuuH6umqxaSAberXsI61u97svVfUrkzqTulKpeZTDQIIIICAHQkQqNjRzaApziOQWKCikN1qm62yfqjfQV+89rQKZjfDEw/dOLxcbT+YonZj5+q5gi66eTMhKw95eNzUnlUz9cm03zTe74J6EqgkBMUxBBBwEIHx48fr7bffVvHixXXgwAFlypTpvrc8entkuVaUInfecf2WU7drcVefO47bcmDjxo169NFH5ebmpqNHj6pQoUK2nE5ZGwRCDv6fapV63lqrLPNTw7VnRb8407VC/L9WVp/Ocq/6lU779VJeo+6wo8vUqOWfmrFpRJyyNlyWoggggAACGVSAQCWD3li6Zd8CiQYqRrNPrR6twg37pLgDBCopJqQCBBBIZ4GrV69a4YL5PGLECH3wwQfp3KLUv3xERITM3Yw2bdqkl156ST/88EPqX4QabwmEH1avzGWtHZpcPDvLP3CaKsRf6D3EmN6VrYbmuzWR30VfY3HiCPn2KqJXjn+uiz+2jbNDFKwIIIAAAggQqPAdQCAdBO4WqJjNOf/vWk35arwx0uSnZLeOQCXZdJyIAAJ2JDBhwgS99dZbypw5s/z8/FS+fHk7al3KmzJs2DBrmk+2bNnk7+/PVskpJ020Bv+ZHeXTcab1+buLDmv0i8XvLPtfoGJOB5q994Ze8/xJrsVf1nd7r+nlMlnvLM8RBBBAAAGnFiBQcerbT+fTS+BegUp0u8JDryrw0lWd2TxLlV9cJd9tM1Uth4tuL58XXfLWs7u7dHzLUnVt/ra6+gUw5ScuD+8QQMABBcy1VBo2bKg1a9aoatWqMqfHmFNjMsLDDFDMtVNuGvM4J02apG7dumWEbtlpH85okE8pfeJ/zVo3xe/KXFWJPzrFbPl/U2/nu7eW34Ux2vD4w+pXe7YuTm5xa4eo0As6dPSasVhyuE7s/UvDmnbS01vO8f+3dnrXaRYCCCCQ1gIEKmktTP0IJCCQ1EAl+tQQ/0nKWmWKNl7boZoJ/QUwuqD1HGosSptH1/8+rv41WZQ2Dg1vEEDAIQWOHTumihUrypz689lnn2ngwIEO2Y/YjQ4LC1PNmjW1fft2KzAydzVycbnXouOxa+C1TQJB29U8V3UtiYpQrt4/KeDL/wKSeJWY66VUK/6cdrk3U78ebhoxPlB/BKxRXe9b9ybov934Yp+W2IjQgGOHFOSeRQo6qT9mf6RuW15QwKpuCW/LHbtCXiOAAAIIOIwAgYrD3CoampEEbA1UwgP36Y+NgarY8FHli/6H2fBwhRo/xj/VyjPev9YG/LtT4cUqqoBnRlKjLwgg4MwC06dPV9euXeVuDMUzR6lUqVLFoTk++eQTDRo0SDly5NCuXbtUpEgRh+6P3Tc+1lSeIX+e1YC6+RNs8vk/vlT+eu/FfDb+zxPqWbdwzPvbL8K1vP+zajp8pTE1KKEdgYI1s0VRdfS9FHNKlhcm6dSP3eQdc4QXCCCAAAKOLkCg4uh3kPY7pICtgUrsTp7fuVJTJkyJs75KpkpP6u1XO6tjh5aqkM/41zAeCCCAQAYUaNKkiVasWKGCBQtq3bp1KlWqlEP28ptvvlHnzp1lTmf6+uuv1bFjR4fsh0M12ghUmmerrqVuTbXBWGy2plfCo4H2Tu2ocm/eWmdlyJLdGvBcuUS6eSsw6fTLY/8tXptwfebJYadWqlrhxjrS7lsFzGZh20RAOYwAAgg4pACBikPeNhrt6ALJC1RCtXrUm2r4wey7dv/d+ds1uk3KtvC86wX4EAEEEEgngbNnz+qJJ56wtlB21FAldphiBilmoMLjfggEa95rxdV27gUNWWOMUKl/5wiV0NPbNKp7J33iu01Pj9uslW9VT7xhYfvVy7Oixmd+UweCxt51O+XoaUItjToX363OxK/GJwgggAACdipAoGKnN4ZmZWyB5AQqe+f1VLm2E+PCuFZU/Z3Vmm0AAEAASURBVHp5pYt/aq2/Mf3nv8eQFSc0oFFCQ5SjS/CMAAIIOKbAqVOnVL9+fYcMVWKHKc16NtOYIcYv4jmKs3bKffoqxqyPkqmeFm6aqWdKGeuMhYfq1P6t8v3mC/Wb9ltMS1pO3a7FXX106d9tOp2jpCoUzBHzmfXivylEi54ad891UQ4u7KtSrb/Qu4v2GzsLOeaoqrid5x0CCCCAQLQAgUq0BM8I3EcBmwMVYzG9trlqyNzG0cX9OY2d30fP16uiovm8YlodfvWM/vl1nnq+9L61mN7dhjTHnMQLBBBAwAEFHDFUiR2mNH67sbaW26FIY8qPh5u7iuYqoop5K2pKvcmEK2n8fQw5tknTxoxQrzE/3b6S8Y8Tb3zaXR3bvaKHL8xVnuo9VLX3Av3YPauKlXpO7efv16w2cYOQkL1zlLVcO1Xtv0wbhza9tQPQ7RrjvPKfYmzX3G2mxm+9rJ5Vcsb5jDcIIIAAAo4tQKDi2PeP1juogK2BSpDfDOWs3kXZ232t/bM7qsBd+h1y8CdlLdWSv7jdxYiPEEDA8QVihyr58+fXjBkz1KxZM7vrmLkl8qeffqoRI0ZYa6Z06NBBHu0y65/T63Uu6LwiFRXT5p+bL9JjBR6Lec+LtBUINxd2Nx5xt+GOO722Yf+ftHRoC8Vf4z3p03j+m2o0v4CWHvZTs6LuadspakcAAQQQuK8CBCr3lZuLIXBLwNZA5fyGL/VgPT/5X5mrCknYNvmbBgX0S5e/tahNYovpcScQQAABxxcwQ5WnnnpK+/btszrz+uuva8yYMcqZ0z5GAWzdulXt27e3dvExG9ipUydNmzZNrq6uVntDjekm+4xd3Nr8+qoCgi+qbYU2+qrul9Zn/CedBYx7E2rkLZ6e8aOUW+3yn2mMOuk401iPxZhiW/9uU2yDNaXFQ+r+S927Loabzr3l8ggggAACyRQgUEkmHKchkBIBmwOV1Z+oQPMbuhA8IgnbLZ7RZ24l9PdXf959Qb2UdIBzEUAAATsRCA4OVt++fTVlyhSrReb2w+ZolWeeeSbdWhgWFqahQ4daP+YoiFy5cmncuHF67bXXEmzTokOL1W1VT+XKmkP7XtsrV5dbgUuChTloFwJ+U1qrereFGu93QT2rGmuxJPb4b62VHyoP1rGt/e46wjSxKjiOAAIIIGC/AgQq9ntvaFkGFrA1UAnym6RctRbqjzNrVDdf4lszSsZQ5ZGvqWG/RRq/0fhLXs27/CUvA/vSNQQQcD6BVatWWSNATpw4YXW+S5cu+uijj/TQQw/dVwxzO+f33ntP5ugU89G4cWMr4ClUqFCi7bgefl2PzCqrG+E3tei571WvUL1Ey/KBPQiEamaLQjK3TL7nemXGGmjNc1XXr0+Nv+fitfbQM9qAAAIIIGCbAIGKbV6URiBVBGwNVHRps5rnra1ffHpo5XcDVL/MA3HaEXo1QLv//k1TR3XW9LXXJWOBPeZqxyHiDQIIOIHAlStX1Lt3b82cOdPqbaZMmax1VXr27KmGDRummcC1a9c0Z84cTZw4MWZ6T/bsefRkwxX6fm51Zct270u3XfWafj30m14u/5LGPz7u3idQ4r4LmIvLVu55RK+2yaW5c3+2/r923LK5erlWcXl5ecnT7c4mhe39Wh7lOt97G+Y7T+UIAggggIADCBCoOMBNookZT8DmQMUg2DD2JdXutcjCcK//vHr4lJCuX9eRAxvlu3ZHHKSnR/2jlX1rxznGGwQQQMBZBH755RcNHjxYGzZsiOly2bJl1aNHD7Vr18765TfmgxS8OHjwoBWimAGOGeaYDw8PD7Vu3Vo3Isfrl03ZVbag9PP8TCpU6G6jC40yh33VZeWbyuGZXfvb/atMrplS0DJOTQuB0IDD2nP4lM6fOKezp49o/5Gd+r8xc7XTWFg4eptl67r/TfM58+rLyu6/QEv8w5Ttta+0fvArKpY/h7wSWZclLdpMnQgggAACaStAoJK2vtSOQIICyQlUpMua2fURdZwekGCd0QervDFHK6e0Vd7oAzwjgAACTirg5+en8ePHa8GCBQoNDbUU3N3dVb58edWoUUPmn8Xmc4UKFWQev9vDDEy2bNli/WzevNl6PnbsWMwphQsX1ptvvilzqtEDDzyg1Wsi9WrPSAWHSfmMESo/znJVlcqJr41iLlBbanYZhYbd0IJm89SgcIOYunlh3wLhoVcV7hZ7hEqwDu3cr9MB53Xu7FkdPrRfO/2Wa67vdrm4Pyf/IN8kLDBv332mdQgggAACtwQIVPgmIJAOAskLVMyGhsp/yRyNGvOO5q0NidNy9wZdNP3T99X+8YfjHOcNAggg4OwCFy5csNYxmTx5so4fP34Hh7mTixmyeHt7K0uWLNZPRESEQkJCrJ+TJ0/KHI0SFXV7i2OzkuKulVS0bh71eKu7WrRoEW/7XenffVFq/mqEThmDV8zpIN987qrnmyUeqry+uoOWHVihCvnLakHj7/VAlrjTO+9oOAccTCBcV6+GGyOkEt45yME6Q3MRQAABBAwBAhW+Bgikg0DyA5XbjQ29GqhLV2+FKu5ZvJTP2+v2h7xCAAEEELhDIDIy0tpiOfZIk+3bt1uhyR2FEzhgjjyJHtlSYn99Bf2VQ66ZXIxpPq7yetBDhR/Prhr9Csgj++3pOhcuGNNBjFBl62FjyQ1j1s9nPVzU+53bn8e+zP8dXaYOKzrHHPLyzKYSuYqrTO4yKutdRuW8y6ls7rJ6MOuDMWV4kTSBa2dv6srhm/Iq4m78ZE7aSUapc1uvaf3HpxV47IZyFvaQT/d8Kvm8d5LPpyACCCCAQMYWIFDJ2PeX3tmpQGoEKjFdCz+jhV9+oXn/HDL+1Su/ar7UVV2eryb+/StGiBcIIIBAogLmtsa7d++2fszFZc1RKeb0IHNBW3PkijliJU+ePKpatarMLZnNR2RElFa/cVQH11xRRHjcUSv5S2bRC788Ircst0ei3Lghde4Wrp/+tE7Xa42l8V+5GSNabr2P/u/NiJt6cXkr/Xtpny5fD4o+fMdztsxZ9UGNPupWodsdn3HgToG/B5zUjvkXrPvmYoRaZZp4q9ZHBZS9cOLBinmPN3x6Wtu+PW+MTIpVp3H+4x8UMoIVRg/FUuElAggg4LQCBCpOe+vpeHoK2BqohOxdoFoVhipvvbxau3atsrebo9Oz28pLZzS2QVn1WntrMcToPlXtv0wbhzZVvL+rR3/MMwIIIIBAKghEGmHKlcOhunElUue3Xtf6z08r7Gak6r5f0NgNJv8dVxg8LEIjZ9767bxuOWnBt5mUM6fxG3oCj8Abgdp7aa/2Bu7VHuPn30v/6kDgQQVev/XnfVHvItryv00JnMmh2ALbxp3T31+ctg65GyOJzPtjPtzcXVTvsyIq2zaP9T72f8JDI/VruyM6suFWqFW0hpcqdM6rfd9d0sF1t/wf70eoEtuM1wgggICzChCoOOudp9/pKmBroBJ2dIE8ir9sbdE4asE0vdqougp6uclvbGtV77Uwpi9vDBohzy1DNXbJVc3ee03tymSN+YwXCCCAAAJpK2COaNjyzTkVq+mlZoseTvBi3y2IUI+BUTJ/ry9urB6+5LtMKl4s4VAloQr2X96vx76vZ330Z+u11nSghMpxTDr111X9/Kq59o1UvVN+PfpJQZ1Yd1X/DDylgKO3psyWaeytOkMKKesDtxYlvnwgVKveOKZzB6/L1RhkVO/TIir/+u1l3v/84IR2fHdBLsZnzWc/rML1Ep5uG2RMEdo755L2/3hJwZfDlLeop3H9QiryZMLluV8IIIAAAo4pQKDimPeNVju4gK2BSpDfJOWqtVB/nFmjuvlu/cU77NQyVSv8nLVdo8kxZMVhDWhU3Hh1QSPcHtK+BTs088VSDi5F8xFAAAHHETj9T7B+fPmAzJEQbxz0SbTh/6yPVOuukbpsbDyUy5if+cM0V9WpfXuKUKIn/vdBoyVNtPX0dr1VrbsG1vj4XsWd8nNz9ND3dffq0ukbKlE3h5rOLxnjYH62/pNT2jbX2DXPCFvc3V1VsmFORRnTfKKncZnHGk8upqLP5Iw5z3xhLkz8y8uHdWR9kDJ7ZlKzOSVUoFb2mDIhF8K1cchp7f75oqJuDYaJ+cwMaF5aUlr5KvGPHTEovEAAAQQcXIBAxcFvIM13TAHbA5UvVXhccQXNfuG/Dgdr3mvF1XbuBet9jjcX6OLk1jFTfPzHNtVTVz9SwEd1HBOIViOAAAIOKHDjSoSmV/S3Wt5pa0VlyZv4xMsjR40dgF6J0GHjd3ojf9HEQS5q87+EF6uNTzF993T1/3OgiuQqpK0vb4n/Me8NAb8vzmr9uDNWuNX2r7LKZiwaHP9xbNUV/f3xKSt0if1ZgTLZ9NTEh5SrVMKrkd28GqEfG+/XhROhxjo4LqraJb9yFvfQsZVBOvz7FYWH3ZrWlb9UVpV9JbfyGgHK3/1P6sy+68pT2FOt15VWJvOm80AAAQQQcHgBAhWHv4V0wBEFbA9UJsm73nGdDB6hAkaHjy4fpuJNB9zqumtFrTjhp0YFbw1XloI1uUFhnf54nwbXv3MOvyN60WYEEEDAUQSmlNxu/UL98rLSylvx7iMRrlyJ0v/aReivPbd69/7rLho44N6hyoXQC6ow20cRxhCItS+tUoU8FRyFJ8XtPLv5mgL/DZGnEVZlK+ChPOWzKJOxHkrsx5FfLuuXbkesqT51jQVkK/dIfAHZqMgo7fv+kgK2G1N8PFyUt0IWPfK/3HIxV6+9y8MMz5a1PqTTxvTa+A/vBzOrzqcFjf+fzhXzUfDJG5pf/1/dvBEp1l+JYeEFAggg4PACBCoOfwvpgCMK2BqohBlbaXoUbybPFu9oZO0beueDKTHdbj9ru2a1jx5aHqoNU99T7TcnafHR62pZNEtMOV4ggAACCKS9wPxH91gjHhqOfEhl2ty54Gn8FhibDOmt3uGas+LWJy88Ls2Y7KbMiW9AYxV8dmkzbTrlp+5Vu+qzmp/FrzZDvl/e9rAO/RF3EXZzcdkHjREl3qUzy9PbTRd2h1jTccypPA8/mVONvy2RZhbm4rU7Jp3Xyd+vKvhMmPJXzqpHXs5trZPiYu6RHe+x9atz+uer0/LK5a7XtpaXqzG6hQcCCCCAgGMLEKg49v2j9Q4qYGugIoVrw7guqv3OrDg9rtp7gdZ92Vpegfu06IeFmtjtE60zJ23fMWolzmm8QQABBBBII4F1vY5r148XVfqZXHp6RvEkX2XMuAgNnBAlY8CEqhoZwI/zMilv3sR/4Z65d6be/72/CubIrx2vbE/ydRy1oLmYrG+7g1bz8z7kqfAbUQq+dDNmek38fhX2ya5mC0vKzdN+ptbcDI7Q7Kq7dSM0glEq8W8Y7xFAAAEHFSBQcdAbR7MdW8D2QOVWf49u/FW/btynK6GhKlKpsV5qXMlaNyXk2Dp9MXWTcj4YPd+7gFp0baWHPBP/y7hjC9J6BBBAwD4FDi0N1PIeR61dYB7rU1AFH/eSV0EPRYZFKux6pDJldrGmqiQ0OmHpskh16BOpUGPUSiFjLdSf52ZS2TIJ/zl+KfSSyn9bUeGRxjmVXlOrkq1U1rusvDwy5i4y5kiQP0ecUuGK2dVi2a0F1yONRWTPb7uuM8ZiwFdP3FSosSCsezZXlTV25Xmweja7/IL4jTbWdhl7xtq2ufX/lVbusrdHkpoL3l7cFaJL/4YqJCBcEUZoVLJFTmN9luj/b7fLLtEoBBBAwKkFCFSc+vbT+fQSSG6gkl7t5boIIIAAAkkTMH/JN3eBOboxKNETzOU5cuT1sNbZKPmcd5xy27ZHquXrkQowlubIbiyNNW+Cq55qkPAoi+bLWuifExvjnJ87Wy494l3K2k65nBGwmCFL2dxlldMj7m41cU5ygDcbB5/W5unnbB75Y29dM78fi5/eb23LbE5XKmlMS3Ixpv5cPxemc3tCrNErcdpsfFeeGvaQyr567+ljcc7jDQIIIIDAfREgULkvzFwEgbgCBCpxPXiHAAIIZCSBCGOXF79RZ3XAN1DBF8MUZoxOMR8uRi5iDEKwtuq9dUB62lhrpfTLcX9ZPn06Si3aRGjPaSmT8Qv1F/1c1KXjnYvVbji7QbP2zda+S/t0OPCIrt809mFO4OFqJDj+r21T/qyOu1D5+oGn5TfrnMo+662njO2MHflx+VCoVrQ7Yu0SFL8frsYNz23sBJTVWHT3mhGyXDwZKnO75Q5b7r5rVPx6eI8AAgggcH8ECFTujzNXQSCOAIFKHA7eIIAAAhlaIOxapFyN0SbmVrkRNyN19fhNbRh0WgfXXVFWLzd13F3xjv5fM0aotO0UrlV+tz7q9qI0cpib9cv1HYX/O3D62mntvbRXewL3aG/gv/r30r/aee7WFkKD636iNyu8mdipdn9827hz+vuL0yr+aA49+0PJZLc3LEza4hepXXuidORIlA4fM3bOOylduSqFRdz6CTefjQwswvhxN8KMh/JJxR+SShQ1fkoYo0qKGz8lXVSksMtd78fdGmnuLmTuRnT8t6vyzOUmz3xu1g5DD9bKFrPuizmaZU6V3bp6OUxPj7ozeLtb/XyGAAIIIHB/BAhU7o8zV0EgjgCBShwO3iCAAAJOJ2BuuzvDx1/mOuKvrCyj3GVur6URjWEsj6IP+odr8uJbR56pJs39xk1Z774bc/Tp1vNQv2Eas3m8Kj9YUatarIzzmSO92Tv3olb3P64CpbPqxVWlbWq6/85I+S6N0h//RGmbsa6tsSZsqjzMsKWAsTNyXeO+NGvqqqefclWWO29jiq4Vs8hxI289Pb1YiuriZAQQQACB1BcgUEl9U2pE4J4CBCr3JKIAAgggkOEFFj61T+cOXFe9jwurYhdjGEQij+nfRKjPiCgZAxZUrqCxWO13mVSwoDEXKAmP/Zf367Hv68lVLtrezk8FshZIwln2V2TntAD9PuSkilTOruZLbi1Ke7dW/j97VwEWxdaGXzoUFbEbW1TALmz9bUWsa3d7rWvHta7XuF7j2o3dHdhdmBiACIIooHTnxvznzLrLLrsLSywues7zLDNz4jvfeYednXnni8hIDoePirHvKMe7Tsn3NTcEall/tzqpoAfrCuAzKhkTKyJjY2KVItvqIT6eWLFQSxZf4OOn7xYtX4HQuFTPLalsE+KV5UCMjbp20iMffZQsqdk5ko5XtX1/OBw35nxG8Upm6HO7uqourI4hwBBgCDAEfiACjFD5geCzqX9dBBih8uuee7ZyhgBDgCEgReDmuE/wvByJukOLoemy0tJqldubt8QYOEmMOOKyUpQksDntrI869sREQoPS6HgT+EZ8wqJm8zGp9iQNRuhel4fzA/DqQCiqtC6EDvsIG6KmJCcDNAX1v3s5JBCsaNEnvEbzmkC7Vnpo7qDH42agHJJG0lnDv3QeP0KweHiK4XKNw5UHQGRi6mBKpTQmhjQTx+ije1f9LLsGBT6IxZkBPjDPT1zDPJRdw1JnZHsMAYYAQ4Ah8CMQYITKj0CdzfnLI8AIlV/+X4ABwBBgCDAE8GRJEJ7vJplrNHTneO/FocdAEQKjAVNiZbHnH8nDekZQrny5Cv8+XY/axW1wq+fNjLrrXLswSYy9tu/4DDgOs0rBfpLq4LrnLogxY7EYX78nWCpL3HGG9dXD4IH6Glv0ZHXxHLEecn0qxsXL5HMD8AlJlVSyADB2oB7GjjaAhUVqvSZ7cYEpcG7iTiIaAyNpYFoSa4UVhgBDgCHAENAdBBihojvngmnyCyHACJVf6GSzpTIEGAIMATUISOOCWJGsLv0f1VDTS7E6LIyDEyFVXhIXFGp5sWSiHqZNSd/cwjfGF40ON6PP5Hg56BnK5C+jKFTHj6TWKWbmBhj2tjYMSLph+ULJjMXLiFXKAbJDiqUpsGCyHkaRzEjZtUSRnycz+14fOGzZLsKRy0CCUDKS6rVwih5GDs+cXgfquSM6NAXtVpZD9QFWmVGD9WUIMAQYAgwBLSPACBUtA8zEMwRUIcAIFVWosDqGAEOAIfBrIRD7JRn7mpEsPIQfGPbQBvnLmGgEAHU3GTVeiDP3Jd0HdwQ2rjOEYTrGC01PNoN3mC8WNJmDKXZTNJrnR3eimXCeLP7Kp0umujSZWhL1ppdQUItiMWSUEJeeSKoH/g/4Z4UBChRQJF0UBuXiQSzJHuS8X4T1uzkEk31aKhcjOi4hQWzbaeaydXf6Z7w9GY4CVsbofaUKzIuTQC+sMAQYAgwBhoBOIMAIFZ04DUyJXw0BRqj8amecrZchwBBgCKhG4GADD0QFJ6NoBTPYjSuKAhVMYGiuD0GcCGISAyRfCUNCtBjD2ELZCmXpchFWO0usMhxsgGP7DVCwoGoiYc2rf7HKdQ2vxMR641CjUA3ULGyDqoWqwthA9x7Q47+m4PoofwS8JdFfSak/qjga/0ki8qYpoycIceS6xFpnxTQ9TByvjFOaIZk+jE2JhYVxJn110sySlASs2yDCOnK+pBYrw7sCa1YawiQDHi3mczJOdvqAhFghTM0MULWbJay7FkJROzOYWqbDoqXRgR0yBBgCDAGGQM4jwAiVnMeUSWQIZIgAI1QyhIh1YAgwBBgCvwQC357F42w/bwiFEmJE3aLLN7BAm83lCMGiSH4cOSbCxD85pJAUyxVJoqBzhw1gXUGZVPkU648GhxoridfX00OJAsVRzbIqahSujuqWNdCiVHOUzldaqW9uVUT7JuF0dx/Exwigb6CHZjNLwW4CMetIU6jlx6RlHO/KtO8fPTg55jyZ4hXlhW7ne6B5mWZY57AOBYxJQJRslOBgDvMWiXDseyib6iWBw7sJSVJF+ZzJTxPxPhFnevogMf67/9D3xnwFjFCuhQWq9LZEmZYWPF7y49g+Q4AhwBBgCGgXAUaoaBdfJp0hoBIBRqiohIVVMgQYAgyBXxKBqI9JePrXV0T5JiMuVAARIVcMjUlmGMIPxMcIIab5kkkpXNoUva8Ri5I01iqPHovRd4wYUcQKohCJ03F8hz6aNlF2J3Hxd8Hr8DfwjPSEV8QHfI76AoFI8QGdztO+Uhscbn+I7uZ6ifYjZEo3CZliUdgInfdXRFFbcyU9PvlzqNdBhGQR8Hs/YMVfOW+p4RHuge4XHRGdKPHVKZrfCtvbbEVzQjhlt5w8TcigBRyftcmMqH7wP310aK98zuTnESSI4XcpCt6nIvHVLR5JCWTxcqVM7fzoerISDM3SlyM3hO0yBBgCDAGGQDYRYIRKNgFkwxkCWUGAESpZQY2NYQgwBBgCvx4CHIm4+s01HhcGf0RKslhtYFKawrfHABF8QwHCxWDzUj3075e+xYaYIw/oMX7wiPCEZ5QnLvldgkeIF4wNjfBhqCfyGZH8zLlcboz9hPcukaBkitOFKrAoq9ofZsZsIbadBmqVBR5eN8zx4LNvwt7A8aITYpPieQT0iR2MGBzodrjdECxtuDTbrlKUFBowQoQ3nyXn7OAGfXTuqDkZkhAiwLencfA5TUiWm1GgwXmbTCZxZmYoxpnJ5VPIpmMIMAQYAr8UAoxQ+aVON1usriDACBVdORNMD4YAQ4AhkDcQuDuNBCY9FY7qHS3RbkcFlUpHR3PoN0SEByTOLS2zhunhz/npkyqSnpK/lLypfsAGEQlR2NzuP/St3Ee+OVf2pTFlGk0ogQZziD+MihJPOI5KDYS8dceeFXro21vzNaoQp1T1MuQlnC71QXxyAspblsXl7hdhpG+Eyfen4IoPCdhCinXh8tjTdhdqWdVSGi+tiBPE4XPMZ/jH+eNL3BeMrDESBtTsSK7Q2CpO/YW49w5kDmD/Wn1066I5qSIVdW/GF7w5HobKLQui44GK0mq2ZQgwBBgCDAEtI8AIFS0DzMQzBFQhwAgVVaiwOoYAQ4AhwBBQh8DHc5Fw+f0TChY1xuAXNdV1I7FYiAvMNCEOXJF06Um8U3ZtzTjwqVTgHw9nYP/bQ2hdoQWOdzwmrc617f3ZX/D6SBiMiJlNV+eKKO2gHAz2wCERxi/mUIwY0Hx4nn52o8wq7vrNFX0u/4bElCRUsrLGxW7nUcS0iEzMUe9jmH1/DhJIuxEhR0bZjUBtK1ueMKGkyefYzwiIDcS3uGDSJ1E2ju5c7+UC+6L2CnX0gGYq6j1AiNtvJKTK9cP6qF8vc6TK5QEf4fsgBvWGF0eTJcrBe5UmZRUMAYYAQ4AhkCMIMEIlR2BkQhgCmUOAESqZw4v1ZggwBBgCvzoC4e6JONLpPQwM9TDeV/mhPC0+NKPMos0cSOZh1CUGC6cPGaBIkfQDn1IZj78+RvdzTjAyMITXUI9sZ7dJq1dGx8lRIpx38kGwTwK/1mazS8N2LIm2K1dmzxNi8wlgQHtgx5aci53y8OtD/HZ5IJIEyahapDJPpliaWMrNLNkNiAvA6Ftj8DzolVJb2gpjgmPK9zg1yxwWYVytcWm78McpKUC33kI89ATKFgKe3jKEhTKXpHKsSMBhT623SE4UobtzJZRrk73AuSonYZUMAYYAQ4AhoBIBRqiohIVVMgS0iwAjVLSLL5POEGAIMAR+NgSSIoXYZfeWX9Yot9owLZwxkXD+ohgjZoqRRKxWShckGYAIqVK9WvqkCnX7qXGwJsLjI7GhzVoMqNo/16FMISmjL/X9iMB3kvgl5etb4H97rWFSUOIu0/M3Ia6/ABaP18OM6YouNFlRNkWUgvOfLmDq7elIFqagZrHqONf1LAoaE9DUFIrTxrcbsdFtM4qYWaGMRRmUtSiLcvnpp7xkW6AcipkVw7wn87DTbS+6VOkI57Z71UgEQkI41G8nQgQxbHFqQdx/dmd8jqkwr6PhuD7rM0xISuXhr2vB0DRz1i1qFWINDAGGAEOAIZAhAoxQyRAi1oEhkPMIMEIl5zFlEhkCDAGGwM+OwO7qb5BIMrt03VkRFTqof9iXx+GVmxhOw8QIJdxEfiPg0CZ9tG2T/gP3rEezsPfNATQv1xSnO5+SF5dr+zSz0Yt/vuHZtm8Qk5TQRSuYoceZyjC1MoRtUyEffPcQiTfSo1v6a1GlcFB8EJ4Q1x7XkCdw/foUH8K8IRBLMubYlaiFs13OEKzyqxqapbpzfucx6upYFLMoAveBElJMnaDrN8j5Gk/D35J0yuv00b1rxus70caLt+ipO7QYmi77cemu1a2J1TMEGAIMgZ8ZAUao/Mxnl61NpxD49u0boqOjkZiYiMWLF+PTp08YP348HBwcYGpqilKlSsHMzEyndGbKMAQYAgwBhoDuIHBliC987kSjlmNhtPqvvMaKBQVxcOwvgkcQYEAMVNbM0cPoEeotO54FP0PnM91hSGKEvB/mnq6lhsZKZLHj1ydxsgxHJaqao/eNajJC5SjJitO1c8aEA7VA2e6+Ha7BT/Ei+CXC4iKUtDE1MkGLcg7Y2XoHzA2V0zQrDchERUhiCGrus+NHvBvihuLmxdMdTWPg7L0oyWD0hLj+pFcSglOwp4E732XIfRsUKK86K1J6MlgbQ4AhwBBgCGQdAUaoZB07NpIhoBaB4OBgPHv2DM+fP+e3L168AK1LrxgaGqJmzZqg1iv006BBA9ja2sLIiLxSZIUhwBBgCDAEfnkEPA+F4+bczyCZe1GzW2EUq2sO8xJGECaJIYwXwyi/AfKXMUahyiYwtVR8EKeZcQaNlLjKUCDH9wJW/W0IfTV8hM3BWgiNC+djqfyvYjvUsKzBf2oWtoF1AWvo66kZqIWz9O15PE72+gBqttH/SnX8NssIj72A9XP1MCodYkheFfsjdREY/VVWVaogySJUoh4aFWuExsUbo6ZVTa2uqdYhWwTHhmLn/7bBsWIPmR6qdgIDOdRqIyJWM8CZrfpo30491h9ORODaH/4ZBitWNQ+rYwgwBBgCDIHsI8AIlexjyCQwBEB9qa9du4Y9e/bg0aNHCAgIUImKsbExb4VCLVIogZJE8iXSD7VaEVOb5jTFxMQEtWvXRteuXTFmzBiULKk6hWSaYeyQIcAQYAgwBH5CBOhvzY0x/vC6Gpnu6gxJ4NomM0rBbkIxhX70Z4YGdN363Yvnf/WAg3sMYa7CIGPu47nY9dpZYbz0gAasLVeoLKoVrgobSxvMrDNDq2QEnfd0pw8Ico9Ho4klsOF9UZx9AMwZoYcFc9Vb2kj1pdsVL1Zi7bMNfNX7Ye9gZWol36z1/eE3R+CitwvJCjQMK5qsyHC+MROEOEwyNDeqCty8pEiOyQ9+tvIrXLd8A40z0+10Zfkmts8QYAgwBBgCuYAAI1RyAWQ2xc+LQExMDJydnbFlyxZ4eZHXZXKlQoUKvJWJ1OKkXr16KFhQtc87vUn29vaWWbRQy5ZXr14hnr5S/F6opUqvXr0wadIkNGvWTFrNtgwBhgBDgCHwiyFAg5B+vh6D2CABkiKEMDDR5wOR0mCuMSEpEKRICPrWS8qi5vDUlL9SmHbuEWHGSg4kTAlsSIbds0cMiNupYrBa6ibzPvI93CM9yNYTnhHv4RX5Ad9igknmIBrhI7Wc6HYErUq3Sq3Qwt6lfh/h9zgGjX8viZNRRbDpOEBTQh8ghJAmxZ+kM25wqBEfm+TRb/dQpVAVTYblWB/qcrTg/mLUKFYN95zuZCjX24dDnU6SuC6+Dw1QrJji+ZEK8LschUvj/JC/oBGGva0lrWZbhgBDgCHAEMglBBihkktAs2l+LgQ8PDywadMmHDhwAHFxcfziaPyTAQMGoHfv3rzLTpEiyjexmUFBJBLB09MTDx48wPbt2+Hm5iYbXqdOHUycOJGfj8VdkcHCdhgCDAGGwC+PAEfyJN+d+hnvzkagcGlTDHhcQyUmN26KMeh3MeIEJOBrPuJask8f9nbqXUukQpJFyfCO8oZ7hAdm3p+NxJQk9LXphc0tNkm7aGV7sIEHooKT0WlzBfiYFkSvCWKS0hn48tqQWHxqNmX7cx3g9vUNJtQdgyUNl2g2KId6uYe7o9WJdry0jW3X47cq/TKUXKOBEF+igD0r9NC3t2pLnPivKdjbmMRQIRxX68VlUHNE0Qzlsg4MAYYAQ4AhkHMIMEIl57Bkkn4BBKKiojB58mSeSJEu19raGhMmTMDIkSNhaWkprc7x7cOHD3kS59SpUxAIyB0wKcWLF8fWrVvRs2fPHJ+PCWQIMAQYAgyBvIlA7Jdk7GvmwcdaGfG0JsyLE+ZBRXnvxaHHQBGJLQKYElJi7xp9dOuSMakiFXXe7wJGXh0DC9P88B7yHgYkiK02SlxAMpzpeghpMPShDUyKm6CMvRAJ5Kfwwk59tG6lmc7Ons6YeXcuiua34rPt6OmptvrQxhqozD8ezsD+t4dgYmiMW72vo2oh4s+TThk7UYhD18iaOwObN6hnjZ4sDsLzPcEwIK5ejocro2TjnMtQlI56rIkhwBBgCDAECAKMUGH/BgwBDRG4cuUKRo0ahcDAQNCbsPbt2/PuN126dCFB/TS7mdNwqnS7ff36lbdYoVYrNHMQLQMHDsTGjRu1SuikqxRrZAgwBBgCDAGdQuBAXXdEh6Wg85YKqNhVPdkfFsbBiZAqL31B4qAASyfpYepkzYgRaq1SxbkaEgXJONLlANqVlVhg5DQQbptD8GBVIIqUN8Nv96vz4n8bIsTFx8BoR2DdP+rJBnldYlNiUX2fDVJEQpzsdhQtS7eUb9b6vkAsQNuz7eEZ4oXylmVxr9eddDMKHT4qwpiFHKyJwevbx+rXSFNMn+vmjcB38SSQPcl8tK8iSjtYaH09bAKGAEOAIcAQYIQK+x9gCGSIQGxsLKZPn45du3bxfcuXL4/du3ejbdu2GY7VZoeEhATMnj0bmzdv5oPi0rTLVMdOnTppc1ommyHAEGAIMATyAALnunvji1scWswvA9ux6buBJCcDo8YLcea+ZGGDOwIb12nmSiMNttqrhiO2tdyqFWQu9PKB/7NYNBxfAg3nSoKzHz0uwqj5HAqaAB9cDZGPuC1pUobcGAoXn2voWb07drTarsmQHO3zOe4LWpxohfjkBPSo1gW7WkvuLVRN8uatGE2dxDAnyf5CPNQTKnRsSowI55188O1DAgyN9NDnQjVY2ZipEsvqGAIMAYYAQyAHEWAWKjkIJhP18yFw69YtjBgxAv7+/vziqIXK2rVrYWGhO29+bt++zev46dMnXkfqekR1LFCgwM93QtiKGAIMAYYAQ0AjBG6M+YT3VyJRb1hxNFlKIs9qUJYuF2G1syTgrIMNcGy/AQmmTsxW0imXPl3CsCujkM/EHD5DvWCon/6Dfzqi1Dbts3+H2AgBuu6wRoWOhfh+KSlA9UZChMQBf47Vw6wZmlnVXP18FYMuD4OZkQm8hnrCzDD3SQcXfxcMdRnBB8j9p+UKDKsxTOXaP/pysOsg4i2HYj5kjCsNSnyuhw+CvRNgWcIEfe9Uh5F57lnQqlwEq2QIMAQYAj85AoxQ+clPMFte1hGgViijR4/mrT9Kly7NW3907Ehe2+lgoVY0M2bMwI4dO3jtatWqBUoGFS2a/ltJHVwKU4khwBBgCPzyCAj872DlgVCMX9AHxNsjS+XlumA8WheE0rXyoefl9GN1yE9A3UwmLeJAEwVVJD8h5w4bwLqCelKFZgOqsq8aEkhw2oOdndGhXAd5cdneFwk4bK1MgrITnqe/S3VY1UwlQLbvFOGP1RwKUCuVJ4bIr0HoEJFYhOoHbRCVEANNg8NmexEqBCx0XYhtr3bBmKSgvurkglpWyhl6vn3jULm5JNNP2FtDmJqqEJSmisabOdLWC8mJIjSZXBL1ZpRI04MdMgQYAgwBhkBOIsAIlZxEk8n6aRCQJ1P69u3LxywpVEjyVkyXF3n1KnnzNmgQwsLCwEgVXT5TTDeGAEOAIaAeAS7kIRxLtMSVNgvhefFPVDRVT2iokxLiloDj3b1IjC8S1PRJTeQroTowrarxjx6L0XeMGFFJQCHyEH+CBH5t0li9pcOo26NxzusiWldogeMdj6kSma26g/VJhp+QZLT/pxyq9bOSyaJWKjUaCxEcCywYrYc5szSzUpn9eDb2vN6PpmUb4VyXszJ5ublDiZ2OFzrzWYdKFSyBB73ukaxFitav5F0JStYV8mr5PzGAlZVm/wd3ppAsT2fCUblVQXTcXzE3l8XmYggwBBgCvxwCjFD55U45W3BGCMiTKcOHD+ctU3Iz6GxG+mXU/vbtWz6+S2hoKCNVMgKLtTMEGAIMAV1FINYdUwvVxX+GvXHPzxkOpUggjUwUjuOw394dsZEC5C9khEodC8KinDH0DfQgSBCDI4YP+YhMi7LGKNUsP/RJhhj54veJZAAaIIJvKIgVBbBlqR5+66uasLjifwWDXYbzw82NzVDJ0hrVCleDjWUN1CAfm8I2KJWvlLz4TO1fGewLn7vRaDSxBBrMlsRQkQrYsUuE6as4PoXyq5sGKFFCcR3SfvLbne47Me/+n7AtURM3HW/IN+Xq/reEb6i9vw4/5/8qtcWh9gcV5v/8hYNNGxHoikLeGMIs1ThHoZ/8wbdn8Tg/wAcpyST+yvRSqDu1uHwz22cIMAQYAgyBHEaAESo5DCgTl7cRyOtkihR9RqpIkWBbhgBDgCGQhxEQfsW24bUx/nApnHS7g161C2dqMeHuiTjXxwcJcRIrB3WDrcqYotMBaxSqpOhTEh3Nod8QER5IMjBj1nA9LJynTKrQ7DX1jzVEUPQ3dVPA3NgU1oUqYFTNkRhUbZDafqoa7s/+gtdHiOWlY2G0+q+8QhcBSZ1ct4UQfmFAW3vionQi41gjUguV3jV6YmvLLQrycvNA6vZD5+xSpSN2kwC18qmnb9wUw3GcGMWIK5Pvq4zX5XUsHHfmBUAgEIOe056XqsDUMuNxublmNhdDgCHAEPjZEGCEys92Rtl6sozAz0KmSAFgpIoUCbZlCDAEGAK6h4AwNhKBIREQgmTTMTNH4cJFYaHIZ3xXOg4uS3uj86Kr+OemL2a0sebrkyIjAUtLqBwit9ykSCHc94Qh1j8ZcUECEhcMZD596BGzh7ivAoT6JkIkJHFIrIzR/2ENpSCmQsLF/D5NiANXJEKdWgA7txjChMQtSVtiUmLgGeEJj0gPeEZ6kv338I70QXg80fV7KV2wJNz6v5QearR9szUE91YEonglM/S5XV1pzPMXYrTtLwbJHoz/5uthxDBl0kd+kOOlnnj45QkWNJmDKXZT5JtyZZ8SUOPujMP5D5f5+UbbD8fyRsvJOVG0rtm6XYSZazg0JUu+dkE9MULP8e1Jn/HxfjQvr0RVc3Q7VRkmBdPHIVcWyyZhCDAEGAI/OQKMUPnJTzBbnmYIuLq6olmzZhCJRMiLbj7qVilPqrRv3x7Xrl1T15XVMwQYAgwBhkAuIBDz8QHWr16CRTuUXU3sB6/Ann+noE5RZd+OF3snov6ILRjn7IatAwzR2sQWA15HYHTtgtnSOoYQLUfavoeARKGVz6KTVui6DSIs2sxBTEiLuiQsx+lDBihSRJEASDtGehybEov7X++TzDYj+aqbva/CtoittDnDbbRvEg608gT1fRnuqjoezOJlIqzZz/Ephp9fNUC5sup1szlYC6Fx4VoJopvRYigWv13tj6eBL0BoLfzZbD4m1p6octi0mULsJCFehnYGNm9QTajEf03BuZ4+iAgiua/Jku0HFEHjRaVhaKo+5o3KyVglQ4AhwBBgCGQJAUaoZAk2NuhnQiApKQn29vbw8vJCt27dcPbsWRLE7+e5EXn58iUaN25MTIAF2Lp1K8aNG/cznT62FoYAQ4AhkEcQSMK9bdPRcvxWmb6O09Zj8vAuqFWmOEwNSXBVj9tYvWIzqk7eJbNEkXUmOyFPdqF4k9HQr00sD3xnwC9qJcqpfs6WH5bh/tWhfvC+HcU/jDusLKu2//mLYoyYKUYSsVopTXicc4RUqV5NPXGRVlDXi93gGvAc4+uMxtJGS9M2p3t8uLEHTxq0mF8GtmOVM9hR159m7YTwCAKaVJNYdKQx+ODlJwgTUGFXJT5l8fOBrihvUS7deXOykcZM6XnJCT7hfjAi2X02tfkPTpV6qp2Crue1P7Bquh4mjle2NqFpko82f4+Y8BSYmhmg056KKE3i4bDCEGAIMAQYArmHACNUcg9rNpOOIvDHH39g7dq15E1bEbx79w7Fi/98Adz++usvLFy4kKSUzI83b97A2tpaR88GU4shwBBgCPyMCAjhMrcZOq98yi/OuM1s3NwzDw7lC6hY7FdMNZuJUZEHUEsuu0/Iy6OYPmMEDt1O5Mfo55sNvzhCqKiQkNmqtztDcXdZAErZ5IPTlfRTLL9yE8NpmBih8UB+Eif30CZ9tG2j2UuIvZ57MevuPJQsUBxvBrhlSs3Hi4LwYm8wTAhx0OdiVRSqouzs5O7BoXlPEZ/yeUp/YPlSZbbJLdQN7U91gomhMb6M/KTkZpMppTLR+UPUBzhedOItY2jg3kMd95NAww5qJdCAtDVJQFpiEIR3NwxQobwyceWxPwy3FnyBiakBep2vgsLVlS2b1E7AGhgCDAGGAEMgRxBghEqOwMiE5FUEHjx4gJYtW0IsFuP48ePo06dPXl1KunpTV6YmTZrg2bNnaNWqFW7dupVrN5HpKsYaGQIMAYbAL4BAzJsDKGg3hF9pz2WXsG9BZygmyJUHIQlb7YsjaNMHLHNIJfhjPt7BkfuhqFKpBFKCffHMzxyjpvVBSWXOQF6YRvv+16JxYZQvChYxxuCXNTMcExTEwbG/iLcGIUmD8O8cPYwaoWxBkVZQZHIkbPbVgpD85l7rdZm4Nkky3KTtp+o4OUqEUx29eCsVC5K1qJdLVeQvrZwKWpr1h8rY/Kcehg5W1OuI91FMvjkNla2s8bjPI1VTaaVOmlqakilXHC+hRuEa6c5DXawWbiKkShnA9bbqk3yp70f4PYlB3aHF0HRZ6XTlsUaGAEOAIcAQ0A4CjFDRDq5Mah5AID4+HnZ2dvj48SP69euHo0eP5gGts66ip6cn6tatC+ritGHDBkyePDnrwthIhgBDgCHAENAYgRcb+qL+1BMYt/0Rto5pkv44oS+mmtTAw5V38GxmBn3Tl6Rxa/i7BBzp7AVDkjp5rI8d9PSVrSHSCiM/oRg0UojrLyQtE3oDK5cbEpfZtD0Vj3tccsSjL64YYz8CyxsvV2zM4Cg+KAUnO35AbJSAD6LrdKEy8pdRjI5L3WBmLRJj13k9GBFdzu3SR4vmqUoteroIW17u4Gfa2n4TelV0UvmCISQxBMXMimWgkebNw24OxyXvK5hQdwyWNFyS4UCpu8+icXqY+YciKSQdfKbzBwS+i4fD7NKwn5hzukrlsy1DgCHAEGAIZIwAI1Qyxoj1+EkRoITCxo0beRcfd3d3WFlZ/aQrTV3WmjVrMHPmTJiZmYEGrK1UqVJqI9tjCDAEGAIMAa0g8GZbX9SdXRffouegSAYzSMmXv259w/zWqRYqGQzLVrMoWYwdNd7w2X76nKmK4vXyaSSPGJpg9jwhtp6SdP9fPeDgHkOYm6sffsDrAKbfnoViFkXgPvCt+o5qWqJ8knDG0QfxMQIULm2K3lerwrhAKuHw5U4s9I31MH6tKW69BgoQvuX+eQNUqighiTa47sXyZ3+CIzFraKlYuALmN5iH7tbdFGZc/eofTKg1nrg15UxMkkHXB+PqxxuY2Wg6ZtWZqTBX2oNP/hxqt0vf3YeOuTfzC94cC4NNt8Jos7l8WjHsmCHAEGAIMARyAQFGqOQCyGwK3UMgODgY5cqVQ0pKCs6cOQNHR0fdU1ILGlHXJgcHBzx+/JgPTkuD1LLCEGAIMAQYAtpF4M22zhgZu5RYnNRPd6JEz2Mwt/kNekbdcC/4HBwsM7YUSVdgJhrPdvNGwOs42PaxQot/MxeZZeceEWas5Pi0xTWJ58mZwwYoVUq17tEp0ajuXJO4/ZCsQSTDzeBqg1HQOHOZiiipcqLLByQnilDGLj+6n6kMfWJdQ8ur/4KRHClCzeml0KKTEN7BQPnCwEOS+adQIT08eCjG/4aHYMj69bgQdBgpQhLNlpRmZRvjdOdT0NeTWLPQ1Mrjao1Fx/Id+fbs/vntWn/c9L2DuY1nYbr9tHTFTZgsxH4XkrGnAvDgump3Hyrg/eFw3JjzmbfWGfIqY1etdCdljQwBhgBDgCGQJQQYoZIl2NigvI7AsmXL8Oeff8LW1havX5NXWL9QuXz5Mrp06YJ8+fIhMDAQBQtm7kb2F4KKLZUhwBBgCOQIAlzgJbSbF4mr+wZB3eMxF/IQjiVa4jwngtN/z3Dqd0q+CPHmxBI03FEKodfHpxN3Jftquu8Nw+1FX3hBJaqaw6q6KUytjCBMEkEYL4aJpSGJWWKE4g3zoXhdZQuWGzfFGPS7GHGEnyhKms/s04e9XaqrjbyGTpd74f7n1PglluYFUcWyMp/xZqTNSPmuaveDHsXh3CAf3qqmeidLtNtege97fZQfIryT0e9uddDArs26iBCZCNSxBlxOG+LEKRF+/4vD/FF6GP57KP55tQYH3x6GmIR/nVhvHBY3WMTLqehcGX2r9cbKJivV6pCZht4ufXDX/wEWNp2LybbqXW6pznbEOkVArH+Ob9RH546qMaRz07gyu+u8hVjEodfJqihJzg0rDAGGAEOAIZC7CDBCJXfxZrPpAAJCoRAVKlTgyYQdO3Zg9OjROqBV7qnAcRyqVKnCx45Zt24dpk6dmnuTs5kYAgwBhsAvisCbQzNRb00Krp1chNaViMmEfBF8wFwzW6wUJaPO2N24umkAwu4dx5x2IxAwdQfO/D0c5eQy/sgPzcn9RwsD8XJ/CPjUMuoEE0OQOoOLotlfJFpqmuL5ngSrHSRCYDRIGmhg7xp9dOuiTAjc+HIDK16sxMdIP8QnJyhIGVjrN/zbdA0M9FPdeKQdAuICUCZ/6rwfTkbg2h/+vL68TsvL4EhTT4QHJmHEs1owL2aEp8/E6DJEjETi4dOgMtCwDglWewKoXhJ4fk9Cb219txV/PljKT7O29Wo0K9kMjQ43Q5UiFfGo90Pp9Nna9rzshAefH2NJs4WYUHuCWlljJwpx6BpgRzx4Ht5QR7+lDr/UjwSmfRyDOkNUn5PUnmyPIcAQYAgwBLSBACNUtIEqk6nTCJw4cQJ9+/aFpaUlAgICiK93Os7eOrqSqKgo7Nq1C9OnTycBAJVvVjNSm6aJpumiKbHi5eWlMiBfRjJYO0OAIcAQYAhkDoFE/4eYO7wD7hb8HQt+7436tSuiuEUSjoy2xYiDYbwwo9bd0ezORZRdsguzRv6GWqVyNxXut+fxCHaNR2xAMm8BYWimD/pJihAi4kMygr0lBEirP8ug1qiiSgCEhXFwGijCS18Q9xlg6SQ9TJ2sTI5IB35L+AbPCE+c9TuHw+7H+OqmZRvhYPsDsDBWzIU07cF0rHNYKx3Kb902h+DBqkB+v/HvJfF081eSuQ9ou6IcagyUxEa7/0CMnqPEIMY2vPUMTflMyysXA1SpTJQkhco++O4IDMlv6ii7Edj2ahf0oYf3w91haWLJ98nOn24Xu+NJwDMsb74EY2qOUSnK7xOHOh2IRRDR//RWffyvXca/726bgvFgdRDv+uR4oYpKuaySIcAQYAgwBLSHACNUtIctk6yjCLRo0QL379/nyYh///1XR7VUrxaNg9K1a1e4uLhg+PDh2LNnj/rOalooIVO6dGkkJCSAugB16tRJTU9WzRBgCDAEGAI5jUCk/zvcvOKCh+994LZhF+5wYugZtMK200vQwq4GKpQvCtOcnjSH5N2f9QWvj4ahVM18cCKpi1WV5GRg1HghztyXtA4hPzH/rTUkWYRU9U6tO+R1CDPuzubjq1QoXA6nOp9EufxlZR0aHm+MtQ5r4FDKQVZHd54sDsLzPcEKdVVaF0KHfdZIJO4+H33FOH2Ww6ZDHIwJtxOVJOlK3X7mzpaQPWJyDvpc6Yt7hPTKb2KOuO+WM7s6bEcP6+4KsrNy0PF8J7wIcsPqln9jeI3hKkUMGy3EyTtAvYrA3asZgPVdgv91kvJ6pC/MzA0w8r2tSrmskiHAEGAIMAS0hwAjVLSHLZOsgwi8efOGT5VMrTo+fPiQJ7PczJ8/H3///TeMjY1x584dNGmStbSaY8eOBXV56ty5My5duqSDZ4upxBBgCDAEfnYEiHvH4JIYRKxT9r2JwpDa6mJaJSE0VICiRRUtNn4EOiGvE3C8mxf0DfQwxsOWt15Rp8fS5SKsdub45uY1gaP7DEjcLolFiLoxD4IeYPDVoTyhUdDMAkc6HkKD4g347jUO1oR9MTvsqu2M+G8CxH8VIIHfkuCz5yJJvBcxn1I5hkSquW9cFF75rRAar6fSg0ms9w3FGp7D6GnRiEyKRERyOMISwvEuzAMCUQqSBCn8nINrD8DaZtl7+ULJmkrOVfg1UZciGog3bbl6XYxeE4hpCimXduujZYuMrVPEQg6U4Hp7MhxWZUzR/1GNtGLZMUOAIcAQYAhoGQFGqGgZYCZetxCgKYNp6uC8SiKcOnUKvXv35kHdvn07xoxRbTasCeo0bTINyqunp4eQkBAUKZJRMk9NpLI+DAGGAEOAIaA5AnHY2qYMzv52F1fH2Kkfxn3GUnsbfJ14CX+PaAkSH/aHFRqHa0eVNxCkEIuOsyTFsooAtfLKHT4qwqRFHEh3VCQeQuePGBALnPRJFd8YXzhd6k1isXwlFiWG2NBmPXpX6oVye6yRLEjGxYq3EHnYBB/vRvNBaeXnk99vuKEK7vqa4eRFDu4B8i2SfZHBRwxZuwdXg08qxXKR9i5vWRbP+z2VHmq8pTi5Brvi+McTuPDxIqISYvixG9qsxYCq/RXkREVxqNtKhBDiitS/PbBzi/oTTAPQhrxKwOdrMfA4Eo64aEmk8Yw1AABAAElEQVSWohbzSsN2XDEFueyAIcAQYAgwBLSPACNUtI8xm0GHEJC6+2zevBkTJqgPCqdDKstUcXd3R+PGjREXF8cTKZRQyW6hqaO/fPnC3H6yCyQbzxBgCDAEsoiAz+GZ+DfMAQNqCeFy0Qej/p6FiioD0Cbhzbm1sHOcD1u7gVh9bi86lDfK4qzZG3aooQcivyWj81ZrVOxSKENhjx6L0XeMmHe1sSS+TMd36qNJY9UWGISHIEQ/EJkcif5XB/BuMpR+mdpgMtY/+4+3NhlfZzSWNlqK5GgRPhyLgOehcIT4Ed+eNKX+yOJovKgUX0vjk5w8JVYiV6jbz7Q/BDjucxw73HfBK9RbQQqd233oGxQ1I2yQBuVlyEucICTKuY8XEBoXLhthYmiM1hVaYlGDP1G5YGVZPd2RuvoUJwZIr+4YoEABZcIp8kMiXm8OxYfLkUhJlliy0LHGJiSb0ohiaDi3JD1khSHAEGAIMARyGQFGqOQy4Gy6H4cAjT1CUwRTQsLV1RUNGzb8ccpkcmYa86RBgwbw8fFB06ZNcfv2bd7lJ5NilLo7OTnhzJkzWLp0KRYuXKjUzioYAgwBhgBDQPsIfHK9gDtu4SjfoBWa162gNrWy54mFsOn7F+rOO4OHyx1/WJyVs129EfAmDs3nlIbdBM2sIiih0b2/CH4k9i6NY7JlqR5+6yuJXyKP8KkzIvTqKakXiAWYdO93nH5/Tr4LLEzzw3PwO5gYmMjqwz0S4bEvDF7E9ScpgUSfJaWotRmfPlnW6fuOPLkiIl2l2X5o84uQF9jmvh2XfVyQIiKpgUjZ0m4j+lSWWIfyFSr+rH+9HnvdnREUkxrLxYhY1ziUbUrG9kGXCp1hbqgcBP/8RTEGTCMxdIjMs9v10baNMtH0ZMn3GDES7ykSi0YPJWvlgzUhs2oMsoJRPuUxKlRkVQyBXxqBiPe3cf6JP0ratkeHuqV/aSw0XbyIXCB9fX3h4eGB9+/fIyYmBskkSBb90OcqGn7AxMQEpqamKFu2LGrWrIkaNWrwz1uazvEz9GOEys9wFtkaNEKAWnjUqlULRkZGiI2N5S8AGg38wZ3kg9CWLFkSL168AN3mRKGxWGhMlm7duuH8+fM5IZLJYAgwBH4QAvTGh17nnj9/zm8peZxIInLSGx/q2mdmZsZ/rKysUKdOHZ6kpTdArOQNBAJvrkCZdvNg1nMLAk+PR/bzzmR93Q8XBODV/lBUal4QnQ5V1FhQdDSHfkNEeOBBrFDIqFnD9bBwniKp0qu/EGtWGMC6gh4ooeIW6sanWH4X5o7IhGjZXOpikYgEHD5djoLH/nB8eRGLYU8l6ZPpQD8/P/778erVK0RGEuIlicSmCcsHc7Mw8t0w4b8fFhYWqF27NqrYV8Fj8RPs89gHhzIO2Nxik2zutDtJwiRU3FOZ6CshchzKNeFdlLqTYLZpMxXJjw0P52DfWoRIYlwzvCuwcZ2yq48fWculcX78sNKERLGbWAzl2xeAgTEjUeSxZPsMgfQRSMLxweXQ72Ao8g85gNB9g34YIZ2+nj+2NTw8nH/pTAkU+qHxJul1MrOFJr6gxIqNjQ0fXsDe3j6zIvJUf0ao5KnTxZTNDgL79u3DsGHDULduXZ6UyI6s3BybU0FoVel8/fp1/O9//+MJmqCgIFVdWB1DgCGgowjQ7+ytW7f4B8Rnz57Bzc2Nz9yVGXWLFy+O+vXr8x9qBde2bVv+TVNmZLC+2kcg5s0xFLT7DYb2s+H1bCUqKj93a18JuRk+34jB+REfyQsKffS/VR0Fyqdaish1U7krJEYfv08T4sAVSbNTC0nMEPKSky8N+7yCUb3jMK/+Ah6hnjIrkbTCqhaphIe9H6Stlh3Hx8fj6vFbcHv9Ck/fP+J/98PCJKmpZZ0y2KHkin0de1RsWhEd7Try34+iRZVdf+4E3kGfC5K4KJ7D3qKIacYxyQQk9EknRyGefADKEK+pF3cMkS+fskLHWr5HKHFnqtHFEm23VlDuwGoYAgyBjBGIcUOPQvVxnhPhr1vfML918YzH/EI96P3D8ePH+XsKIb1IyxVqhVK1alWeIClWrBj/QprWGZK0bVJrFZo1lFrRUxKGxmVMWypUqMDHgKQvcPOputClHZDHjhmhksdOGFM36wj8/vvv2LRpE2h2m23btmVdUC6OzMkgtKrUpm/oChcuzDcFBgaiVCmJr7mqvqyOIcAQ0A0E7t69y1/Lzp49i7Q3PtT01s7OjrdAsbS05N+4U1NcaulGrVXom6aAgACehPH29gYNnClfqPXKyJEj+RhT5cuXl29i+z8IAS7kDtqUaIu7Rr/hybeDaGhJbTt+bKHZdI4080R0aArvflKsijnylZTEcxEmkPgeRMX8pYxgQYgWm6FWMFURRXfdBhEWbeYgJv+CNE3wqUMGJDi6Huo1F+JzrD9WHniMp+EP8DjoCb7KudHIr/yC4xk0LtFYvgr0/5r+1tOXKNHRqRYttBPN8Fe9enWeQCxRogT//aCWW9SCi3436HeEvqF9+fIlaFZAAWU95Ap9iOjbty8mTZqERo0ayVqWPFuKTS+2omV5B5zsdEJWn97O2Ikkw9M1ELcl4MpBfTSor9riZI/NWyTECdHzSBWUbpY/PZGsjSHwSyLABV5C26HeOHVjqlrLvRBi4VecWPjpGZO4TGEHUcfix19Hf/TJomTIlStXcOLECd6dR6pPxYoV+fsIal1CP5UqVeLJE2l7RltKXHt6evKWsnRLLeulVi6UTKGJQfr16wdKsvwshREqP8uZZOvIEAEa0JXGTtm5cydGjRqVYf8f3UEbQWhVrYleKKl/JH0469Gjh6ourI4hwBD4wQjQtz8HDx4EDahNH/Skhfor07hK1MqEWphI3Rql7elt6cMmvdGhLkLUwuXevXuyN0v0wZO+SaIPju3atUtPDGvTJgJJXpiazxYbUA2nPrjCqZKZ6tlI2t+P3gFIMLdCjUql1MZgUT04a7XRvkm4PMgP4QHpm4Ob5zdE18OVUMxedfyQETPFSCIvRKmVxjlCqnT5TYRvscDaOSQt80iJO1BQfBDuBd3H/a/38SjoMQKiJBaVnSr/D/vb7eMJw8uXL/NEyrVr12REIX1JQIPRS78f1EI1f37NSAn6sEG/a/S7Qb8jDx8+5M3fpWjR7xv9ftAHg64u3eD27S0WNp2LybaTpV3Ubtf/J8KCjRzv9rR7hR769pasU9WALdZuoJl9Bl6vDstqas6/qoGsjiHwSyAQhlVtKmGRwUqEXh8P1Ynlk3BibHn03RGCAuOOIXxr31y5Ruoq/PRFjLOzM44cOSIjnam1CbVQpYQxfSmTk4XGXTl37hxOnjwJ+vJWWigpPX36dJ6wkdbl1S0jVPLqmWN6ZxqBAgUK8LFT6I1RvXr1Mj0+NwdoKwitqjXQNMzUEmb58uWYN2+eqi6sjiHAEPhBCNAbn1WrVvHp3ul1gRb6lrxPnz6gVnfyb8mzqyJ9G09veDZu3IjHjx/LxFE/6HXr1qFDhw6yOrajHQRiI2NhYSl9JPhK0gXXwNTb0dh4/xsmOag2Ufc5/zeq9JiPedv2oGzIU0z4KwYuHrvQQR35koOq03glgXdjERuQgvggAfSIkQUNkComBElcQDJ8r8cgLkoAi8JGGPKyJmlXfiv8yk0Mp2FihJKUwfmJkYuQWKxQgqUyiXXr9lC1b1NIYgjuBz0gaYmfoE5QHSycsxAfP36Urax169b896N79+4wMFBPVsgGaLijyjqMugB1X9ADl0xdcKXnJdgVTf9h5JKLGP2niHnLnNnDlWPIpFVlWyU3CAnO/V2qw6omI1TS4sOOf2UESGa0eV3QecU1mPfcjejTI1QTJQruPl+Iu0+ZXxY06pazaNEieHl58RgUKVIENEEF/dB9bRZqEXv//n3etYi+4KbH9H5mzJgxGDJkCG9BqM35tSmbESraRJfJ1ikE6BtX+uWlN13UnE1XizaD0Kpa8+jRo7Fr1y6eTKGkCisMAYaAbiBAfZGHDh3Kvx2nGtEgb9Rlkd580Ngn2izU5YG6TdA3WFJTXXqt+Pfff0HjSrCiHQTOTWuI/TU24NiYOrg0rQUc1z/D9MPu+Le/jeoJE93RI58dLhh2xpuEc6hFsr8g4hl6FGmC0STuRtcflFZZqmxCiAD7m7jzhEC3XRVR/n8FpU38VpQi5oOrBgZycBwgwsdvIIFdwadGph0u7tJHq5aqXWEiIiJ4CxH6P0oLNSUfPHgwX0ctt7RZqNscdR3esWMHQkND+ansHe1xYs0JVK5UWe3Ub9+J0baPGAmEMOrRDDjkrJowkhewv447YsJT0H1vJZRrW0C+ie0zBJQQCHn/AKdPnMbDF76ItSgOm6p10N6xG1rXVp3VJvDtbZw8cgG3PXyJLAtY29SCA7FKbNOiHtJ66iVFfsbTm1ew89A3LDnzJ0r6P8W+/efw8MNnwLwM+o6dhm511WT9Eobh3tnTOHP9AfyCY1Dc2ga1GrRFb6e2KElSqcuXpFAvXDx9HtdcHsInBqhSxRqVm3TFqGFtU116iLxDMztjELlGSsvqQydQOiUFlZt3RcNKqd8VmbuPUTe8CD8n5+6TBM/7l3D+9HVcff0BBUpXgXXZiug+ZDRaV5e4wycFPcPRC+4wtjCWTgOkkMQWlTqgV/MKpC4JT04ew/sUI/A9UoxhS6y9a1kSdlhaiK43jx/BcZdbCI7NjxI2VdCyRRe0a2aHohYZXwOkYrKzpc8W1CqFWunTlyfUUm/KlCm8JSq1Tsnt8unTJ/5lEbUApIUGAl+8eDHyrKsxecBkhSHw0yNAHghooAD+QwI56vR6iZUIrydhbblHjx5pXVfylpufb9q0aVqfi03AEGAIZIwAydbDEasUjsRD4b+b5MaH27p1K0dugjIenMM9iC80R2Kq8HrQayi52eFIINwcnoWJS0VAwD3eOkyG93TnR1xGZ9375mHO+fxrhX7hd//mDAqu5SJSBf+wvStDfbmNZV9yD+Z/UdAhJlrM7ZodwS1dLuQ6Owq4YjUEXL7Kip9e/VWv/sKFCxzJdsfjROKfcJMnT+aIBZeC/Nw4oPcWa9as4UicIl4XQupwxC2PIw8vStMHBoq5SnUk62vaVsAlJip1UVlxtIUnj9+Hk+Eq21klQ0CCQCh3fK6T5Dth1I1bvXcvt2R0Xdm1pN28M1yMAlRB3MGp7WX9l27YwK2aO0TWX4/IuPIpgR+R4HeR665nIGujvwVzl05TOJbeY2988k1hFnoQ/uYU10pPn+/vOHUlt3fbMq429PhjPYNW3EnPaNkYj7MLJXL1a3Pz9p7lbp7bKBtLMpxxod97Rr/ez4H0kcqh8+vb2vJj55/8IJPHkSvj8THF+Hri7sPJvnYx77k5tuZ8vanjYu7czZvc1u94UFnSdQgi3nPrx9ST6ETqaVvbsSu5W2+Cv88h4F677OAG2hrzbXqmozjXkBTZ/CkBt7mBeoZ8W8+lW7k9q8YpyLJr3ZpfA12b4vmRicj2DsluxhELEI5Y5/OfiRMnct++KZ+nbE+UBQEkfgvn4ODA69WsWTPu0KFDKq+fWRCdq0PoG3tWGAI/PQL0Rkt6sSeBWHV2vcTcXqbn9u3bc0XPWbNm8XOOHz8+V+ZjkzAEGALqESApCjkSE0V2HWjVqhVHb4Z+dLl06RJH4lHwetEHWBI7giNZVH60Wj/t/AF3N/FYP4hRfjDXZNEJHrs4+qDimsXxmsyhaR+3zcE8IXCkqYdsiK+fmPtjejJXpWosZ1FFkUSRJ1Vom//nVAxI3B+OZOuTfT+sra25O3fuyOT+qB0SeJFr2LChTC8Sd4jz9/eXqfPtm5izaShZZ0VCqtBjTcuB+u48fn4uunvvoulaWD9tIZAoIw0sxu6WkQ6c2J+boi950Kf3wKd8JAQJx8VyewYV4f9fDess5j4mpv4/Bj/eKfs/JgFcOdcI0pYYyr15cp4bbSsh+aX302NXH+c8P/lwl9enfieJ600qaUGWm+B9VCZvhxzZ4nd2pqxeSnSIwx/IyBOLIRdlYEU/J9Grv5MZ/7iGyeqJYtyeHoX5NrWERPQrGRm04FYqqft4ZUeZzAsh0vXHcltaF+TrjequkyOkY7mD3/GiepAsQXI6SHZ5eYTguSqTReuDuJW2+Xl57VenviD1OD5DNjeVN3jpUu6/8+5KMnOi4sGDB/w9BSVTmjdvztHnDF0rX7584UhsSxnhQ1/w/ogXSNnBhREq2UGPjc0zCFASRXox/hFvsTQB6t27dxx9E031JCb9mgzJkT5z5szh5ySuBDkijwlhCDAEsobA06dPuYIFJTdz5ubm3H///adTb2qIiwU3aNAg2bWUxG/h6AMuK9pBIPr1Uc42zdtOTWfyPjiCo2+YdYFQiQtK5jaVe8mTAq5/B8mWEOmdyNd53YjhLl8RcXPmCzhquVEgDcEyd4HESoWk4uSIWTj//0dJvXHjxnGxsbEyeT96h8Q74v7++2+OWpfS33GSXpSjv+uhoWLOtomETClbW8B5fZA+vGWscVKUkNtq/YrHKeiJ7qw1Y81Zj9xEIPjuv5LvBSFAXsqRI1SHu0saya7Za15IyIjwx5L+9P90xxtly67nW4fLxhSed0m2lNdb+8jqN8qRExwXya3/TkRQC423Mh1CZYSC03Y3mRy6Iw6+LbMukZIX8sRJ+/+epfaXI0Wc5OspMfSdUDFpt0WOAEkdGnzjbwk2CtfDVOIk7XXy+fc1pq1P8T4tW7tJW3myhcyV8Iq3Qik07YyCpWD061RyauNLeZyDuCW2+Xh5SrJSVc/2HiVTmjRpwhMV1NKUBITNtkxtCaBWfdQ6hSQQ4fUl7kh5ilRhhIq2/jOYXJ1CgKRClF0IdcXMTR4gSvhUrlyZ15Fe/Eh2Aflmre7Tixb9UZ06dapW52HCGQIMAfUIyJMpJBMJR1K/qu/8g1vOnDnDkSDf/HWDkSraPRkJnhe47eflzdczmo+an0tM5OmDzXvVHjMZCcnx9ocLAnhSgLr+3Bj/iRMJxFyQaxxfd3W4r8J8cXEcd+26iFuwSMC1+J+AK28r4D5/TiVTSOBEjmTyURijSwdv377lSCBn/vtBSZXfBgfzrkylawk4dw/1ZIowWcRRkoni4nM+gnu0MJDbX/cdj9He2m85QYJIl5bJdNEZBBJl1hPtV6uw1or5SNxMVnHbDt397lKSSkJQ0uClCis2cfgdmaUItVKREiSvvxMt8nUSGBRlSoncBA+JdQq1lrtPLV3SFO+b+4h761buvs93Yl7gz60f1JaztRuo4AYU7X1Vpk96hIqyy4yAOzOmOP9dzD9Ezt2H6OF3YxPXmrgIDVkm7woVy11e2ovvr4xN6hrpPfMRmbUPxwVclrgppSWn5AkVxTYBd3ZqA9k8UrzSwJOtQ3kyhbpEpqSkuiFlS7CWB5Nsg3mSVGGEipb/MZh43UCAMp/0Akg/umA+L48KjZfQqVMnXjfqE57bMV6oNQzFhVqqsMIQYAjkPgLyZApJxcrpsluiFB2SBYiRKlIwfsBWIEjkEmNiuIiIEPLW8RNHMjdwL26e5KZ0t5D91m28n2re/gNUVJry2aqv3Mbvlipnu33gvE+H82TB5gqvOBK8Vqm/tMLfP4SrWVMSw4CSKSSVsbRJZ7fBwcGcjY0Nfy6KFi3HdeoRxr1+o0yIiIRi7tnqr9yJtu+5Ld8tUSjpJP/ZXtmN+3JH+VFRZxfPFMtdBAQfZW49TtvlrDrUapFKDBjVWUGcUlSVSJnrCyVDrgRKHsZlhIoSEZMqU56I8P7u2iJfp2o21XUCzoPEh0rrZpQpQuW75Qi9x51/Rf31UBDynjuYJraJKp2l1i5UXr1lUvIqltvaw5LTt1ishGX081QLlaHOihY6HnskVkCUnEprVaQaD81r8yqZIl1hXiRVGKEiPXts+9MjYGZmxt/c6NrNWG4HoU17ogcMGMDjsmTJkrRN7JghwBDQMgJ5kUyRQsJIFSkSubP1o8EavwdhbDNoCjeVkOGDBjlyPXq04d+02pK3rba2rbix87ZyLwOlsRJyRzdNZ/E6Fs5RAoUSBntqvpURB5RUUFXk3XzyCpkiXYc8qSJ1/5G20a1YJOYu9vWRYUAx2VT+Jbez2muOxk1xGfSRc9sUzEX7J8kPY/sMAUUE5N1hNCFU5PpT0kC1dUQqQULJA2nckswSKlIXIVXkhOIiFI8CXlyQESk9lx3jfIiFijQobmYIlWASnJvqr3adgiDu7HcihfY5+cKbu7Gyt2yMkvWOHHnFW+kQSztxwEW+/9DDyjFQUkgwXzo//eibTVawGLwxVxJzybznAYWYM4pIZP7o4cOHMjefvGSZknaleY1UYYRK2jPIjn9aBKS+19RHT1cKzdwhvdjmVhDatGuvVasWr8Phw4fTNrFjhgBDQIsIUHJXGjMlr1impIVDnlShvs806wkrWkKA3PzvGVOfv17XGbtF6W2olmbNcbFf7sVw24jVxT57iTsLJRKciUsLJRjkSwyxwJH+buc1MkW6jrSkCrUkkhbv0xE8mbKZkCg0tkzI63glDKR92ZYhoBYBYoUhJRvqLbuutpusgQSqlcbv4IkGFa44tK98LBGpu07mCZXvVhjEyuWWQrBWmTZpduQyFRHLjStSVyA5SxPNCRV5dx9l0oJmHpLiNmT1JVmGHfVrlKgqbaf37n/d+8JRSxN1Lk00w9DzPRNk9/lmjisI2R3IPT+7nK/jrX++Z1JKA0SWDr9+/cq1bNmSj0GSl8kU6eLlSZVNmzZJq3VyywgVnTwtTCltIDB8uOTC/qPTA9PI1adPn+Y6duzI0cB69JObQWjlsaVZOgwMJKnwaHYRVhgCDIHcQYDGSaIWBfSmrH79+nnCzUcdMvKkCnMdVIdSTtUncje+Z9SgMVLuy6XnzKkZclpO/LdkPiYIjaNyupMXt62im4JVhtS95eNFxSw2UnfUvEqmSHGUJ1VoWlDq5kvLjXF+PA43J3ySdmVbhkDmEZAjGyhBoi4zWPiT/dzqk9SKQtH65K/7yhlr5PvIW3dIyQRap2i9kSpTvk3an/7OyWe5UVxkKLdn7iruPQlkG3A5NfPPPvlguXJr1JhQkRuj5O5DSKU5BpKMRfmH7JaRKVQvqc7y65DXlwbTlaaAphaDdG1pg9HK96f7lwZJ0jbTvtLPYGJJ+D4iZ+OaTJgwgSdTBg4cmGdipqTFKu3xhQsX+DXRLGo0PpWuFkao6OqZYXrlOAJbtmzhL2Q0bdiPKJ8+feLmz58vSz0qu6gOHpyrQWjl1079LPkfg0KFdCqbiLyObJ8h8DMiQK8F0u9eQEBAnl/iwYMH+fVQgvbJkyd5fj26vgCP4wt4vOkbzpNvAjg/kma57TjFoIu6sAZqdRLwIJZz/SuIO9XRS+buIyVR5LfneqSS+leuXOHXR78jly9f1oWlZEsHLy8vTup2vGbNGl4WjZtC1++xPzRbstngXx2B1KC09PtCCYK0/1EpfpKgrkMPS75j0vgdtD9NWawUwUiOcJCmNKYoqycbVBMq0qC0dB762fciOM3JEnA3lnTgJAG0U1M/y5M4/ABCjkitSdQRKmnTJssyH1G3pjRWOAlyGXsUsgnxa5RkMlJHqFCrE2mgW+m6FAPOKi5Req3+56Zi8G3FXtk/OnHiBE88UEtReUu47Ev+8RL++OMPfm29evX6Yc9LGaHACJWMEGLtPw0CNFYBvfjly5dP9oZI24uTt0bR19eX3SAWIgTGpEmTfnhwvfXr1/M6tW3bVttQMPkMAYbAdwTotUhqGbZv376fBpeePXvy15Nq1apxCQm6GcPjpwGbLCT4yT7Zb0q+wVuUHqJ0ca2CRBH3+VYM93hRIB+Ilbq7yEgVErA26mMiFxUVxZUpU4ZfG031+bOUdevW8WsyNTXl3r1252iwWbp2SjixwhDIDgLh39MmSx/wjdtM5q6QeCAhIYHc43Mb+fTECkFTE95xo/WNZNcPBWsQokjADUnsESrv1KdUK4rn67+TDUqBVBNl6YsVg6ympk2W6jZt22XOJ5AE0/Zx5daPkQSblliQpJIytO84Z0mAXUGMP3dwrpNM1/b/PSIaxnIRMZQGkgSEpf1TSZhQ7sS2/dzOSRL3yPxDlN195LPvUDLnJU+4CDi/J0dkxI1EXgoXExKhRDjJjzesoxyMVnouxcHXeOwp8b3d5TnnSVz+Pn0K5AJJCviIiAguJiZR2jVbW/pSxsHBgScd9u7dmy1Zujg4PDyco88p9erV4+h1VBcLI1R08awwnbSCADWxNzY25i/K796908ocUqHqrFFoSmRnZ2ededgYNGgQj8fs2bOlqrMtQ4AhoEUEaAp3aUrV7t27a3Gm3BdNXRuoewa9uf3RrpW5v/ofM2M0Sau8evsdpRv+H6NN5mdNiRNxn65FcQ/mf+GOtfTkt0OHDuX/h8qVK8dFR39Pp5p50To3gmYbbNGiBb+29rbdeWudbZXcOGGKYuwYnVOcKZQHEEjkLs+RBDmVEhfyW0msjlRihC4o+ntKY56MoJZuLwLIdUTAed/cwf+P0vq/rqRaVQgi3nJTbE3l2j7IrjuJgU9T24gbjPOTVKtLGpi1NvRk4+T1ovvtll2SyZEGsZX20f/uFis9lt8WXU2JFZJ+eEoJmWyj1gO5gbbGnJ7xbzJiZL7cGmQnUs7iRSpTlY76tYlLPFmPcuDeVKJIVTBa6TzyxIt0nrRbA7vunPM9P+mQLG1Hjx7Nkw302il1KcySIB0edP36dX6NNN7cq1evdE5TRqjo3ClhCmkTAcpu0ouZNhhcXbdGUYUrfZNM8Th58qSqZlbHEGAI5DACM2bM4L9zVlZW3LdvqnzXc3jCXBZHzY7pNYVa5NGAcqwwBDKDwLlT5/n/Hxpb7MaNG5kZmif6fvz4kbeSpd+RlcO3c6+3pHWByBPLYErqJAKx3I0N0/nvD/3/kn7sB5NAqGpiLSV8esAtGdRW1lc6xtRxCndLGhCWrDX69X6lPrQvtf4I9D6lsm2oc2rWmwSf29zo1uaK/QhRsezkcxmZwkOa6M+t7FFQoV/Pebs5/8QI7viY1DgkNLjrRxJzhRapO5NUd0N7Yp3z3SWSkiHSgLp8Z7k/fjfWKMwjJTai5dyBqMx/rnyQG5W66318Ik+2qJMv6ZnIrTNMs265cyPVmW6P+GTNqvPMmTM80dC0aVPOz88vVUEt7oV73uMuPEol27Q4lYJoGqONPsdRa1hKUOtS0aPKkBPJCkPgl0Bg/Pjx2LZtGwYPHoz9+/fnyJr9/f2xc+dOEJIGQUFBMpnEGgVjx45F3759QXynZfW6shMYGIiyZctSUhXEogbly5fXFdWYHgyBnxIBEoGf/54R8hVHjx5Fv379fsp19u/fn18fCcAJEqfpp1wjW5R2EKhZsyY8PDxAgiti8+bN2pnkB0sl2f349RH3Y9DfYZLpS6aRWMghzD0RglgRjCwMUKCcMUwtDWXtbIchkCECwliEhkQgQQCYFyiOopamGgyJREhEDMgQGJkXRqmiFhmOyUqH2MhQRMQk0ElQuFhRWKj5144M8keMwAgFCheDpaxTEoL8gyEgY0uXKgqFoUmR8A+MAAzNULx8KST6v8OH8BQYGRWGbe0Kin3lFafjgmNIvwIoVspS1i8pMgiBMQIyf2kUlc0vP5DsC8Pw1icZtauXTtOQehjjeRo9avaBq+O/eLd7KEwjIhCeEA1yCwD6JyoyAO+e3cCUP7dh/GF3bOlvkzpYw73evXvz9/D0+Ya4SGo4KnvdvE/NRv+VUdh1cxvsC+hlT1gmRhOLRRDLXpCEGvj3339BMhplYrR2uzJCRbv4Muk6hgB544X27duD+DDjy5cvIObpWdJQKBSCRJ7Gjh07cO3aNRCmlJdDYqOAuNGAZCcASfeYJdm5NWjBggVYvnw5iPkcSEyH3JqWzcMQ+GURWLx4MZYsWYK6devixYsX2seB3PCdP3gNFXv0Ry3L3LvpoQRtpUqV+OsiMc2Fvb299tfKZtApBBKFiTAjDzeZKbdu3QLxk8/273Nm5gx5eREuoZUwtEONzAzLVl96v1ClShX4+vqCxDHDlClTeHlfn8Yj6H4shImp7zn1yNe2TGsLlGqaX6M5U2JEZLwIhvkMYJzfQKMxrBNDgCGgBQRinqFHoSa4YNQPL8IOoo6Fut/gJGy1L44zI2/i2u/1M6UIvXen5DN9piHBu1GgQIFMjVfuLELAuzf4mihUbvpeY0iu619OjcXSK8mo2mo6/lnaH6XN1a1NrZgsN6xevRrHjx9Ho0aNdIp0Z4RKlk8pG5hXEbCxsYGnpydWrFgBYj6WpWW0atUKd+/elY2l1iiURKFvnHXRGkWm6PedlJQU3jolJCQEJCgmhgwZkrYLO2YIMARyEAFqlUKtwKiVyu7duzFixIgclK5GlMAdPUzsELTqPp7NbKKmk3aq6VskSjrTN2a7du3SziRMqs4iEBgfiMVPl2B8zXGoW6yuRno6OTmBmK+DxAEAiTWm0ZjsdnqzrS/sJ4XiXugtOOQi6Ugy/WDmzJmoWrUqPN554t3OMCRFiNQux6qWKSp1LwQ9fdUPLolhQvhfj0b0xxSZDBNLA1TsVpBYuZjI6tgOQ4AhkDsIeB6aBJtBm0GC2+Je4Ck4FDVSObGPy9+o0nk+LgSmoGsp1X1UDiSVxIUYd+7cQY8ePbBw4UJ13TJRHwvnBu2wiVN/LUorbILzTYyolWpll7Y9p4/pC5s+ffrwYomLMSpUqJDTU2RJHiNUsgQbG5SXEaBmxCTDDv9wQ/yZQbJtZHo5//zzD/7+++88Y42SdoEkxSnv9lS0aFHeUsfEhN1wpcWIHTMEchIB6uJDXWEKFy7Mm/nTN0rZKcJIX9xz/QQYq5NihHzcezRuN4bvQPzAMaNDFXWdc7yeWu516NCBJ5hJBgJ+3fKThCWFoYhp1iwE8+LYiKQIWJpYgsQGkYdBo/2YlBje2sNIP3M321R4kjAJInJznM8on0ZzyXcSiUWIFcSikEkh+WqN96/4X8FQlxFoVq4JFtSfny6x8vnzZ1SsWBEkoCKeP38O4iev8TyqOwrx0fUJ/ONTCYa0/YwIJj47umLEwTDY91yHU/umoKLat8hpR2fvODIyEqVLlwYJUo3Lp66isEfGFq1WNU1RuaelwsTUZffLrVh8c40HJzGUVWjX0wfKdyiA4vXSP/8hr+IR/CwBwiQxDEz0YVHWCKVbWDArFwU02QFDQHMEAl3+RJnOyyQD9Gtj2rrZ6Olgi1IFzSFICMOHt09xcdcc7LydAKf/HuHU75l76UFisPHuL9Ti7dChQyAxETVXLp2eyTExSCDXYVXFgDwrhD/aiD5zTgB6lTHzvxVwbGKN3H6CmDhxIlxdXfmQCrNmzVKlaq7XMUIl1yFnE/5oBOLi4vgbmRhy0aBvwxwdHTOtEvXfI0EX84Q1iqrFUVM5aio4d+5cnhhS1YfVMQQYAjmHAI0n8ujRI9Af/1WrVmVbcMyLtShY/w+N5RgUWIHQ6DlQfBzTeHimO9IHPZLNCF5eXqAmuvRtPC0foj5g2v3pePXVDaPtR2FO3dkau4ZQq4dZj2bjhu8t9LPpg6UNl2j8sB+ZHImFrn/ihOcp/K9SO6xqshKl8pXSaF0JwgSserkKO912o26pOljnsBZVCmlGTgnFQmx6uwn/Pl+PCoXKY33ztahXTDOygGJ4wOsAljxZhgKmBbCm2Wq0LdtWI51ppwt+FzHn0VxQHf5qsgx9KvfWeOzDrw/JefoDIfGhmNtwFkbbjIY+fTrPZFngugDbX+3mRzUv11QtsUJ/i1auXInGjRvj8ePHmZxFVfcorDQshbmiRFWNKuuWu4ZhXkMrlW3aqCSZOXjrLae2/TCr1TqFKQyM9SBKSXX9kTYWr2+GCh0lBJcgQQyf05GI+aSeNJKOK9tGtdtQXEAy/C6TB6gQZRN/4wL6qNrHEvlKqmVtefEpJN5L8AtCxiSIYGCsj/xljGBZzTRL5KFUX7ZlCOR5BISfsWF4HUw9SGK7qCkG5Dfw2O7F6FVXfRwWNUOxceNG3sLczs6Ot3pV1y9n65Ph8kcbLLxXFqvPOKNNmey9GMqqbtRD4I8//gCNQ+Xi4gJzc/OsisqxcYxQyTEomaC8hMDkyZP5ixH116ZxVX6l8uzZMzRs2JC3zCERwXnXn19p/WytDIHcRoDGEaFxUygJS+Mm5EgAaGJ5EBlJ4i2oXIwhTA1DsLCILTaIU1Bn7DocWTYW1YpmLqaFStGZqKQ3fPRaa21tjdeer7Hy1UrsebOPPOCnvv0qmt8KK5r9jR7W3dVKFogF+O/NRqx7vgHJwtSHRwvT/Piz0XwMrT5U7cMbJSWc3ztjmetyxP6fvesAj6Lqoic9pBNaAqEXAekdBekWQMDeUH+7oiB2xV6wgQVExY4FERXpIiC99x5aKIFUQkJ6T+a/58XZzCa76SEE5vGFaa/e3Zmdd96556anWNpwd3HDU12fxLgOY+HsaCVvaMnDnXnH52PCxpcRkxxrOe/s6IQHO96Hl7q+BA9n+y9ya8PX4un1zyL03GlLWUc44Oa2N+LtHm/B393fcr7gzp6YPRi//insjz5odWlI84H4sPcHCPIKsjpvPDieeALPrH8G609ZAxPdBAz69KpPcJmf/ZXM6NRovLT5JSw8ssRYJVrVbi5g0CfoXq+71fniDshyuXrBNdgbdcCStSCwkpGRgaCgIJw9exZkT951112WvOXZSRcWSJLondlKzsIQi/rnJbS99XNIJBBMXTwbD13bBudzerBnzx6lL1TXsRF+fHIJavrXhIuXI5oIo8S/TQ2c2Z2Kk0sSUJB979PEFZ4BLoiR69nphUEXW+MlMarZCF/Ubp//fY3ekYLQZYmF6jeW563RUkAVv+aFLUMB3YgNyYjcnAy5Ra0S+9jyZhH5dC8ehEuJyISEz4ajiwO86rsqhoxVZeaBaYFqbIGIfeuxbNVq7DlwGqmixyuzfzS8vBv6D7gSvYoSzC1izNRxvPbaaxEfH6+0EMkGPV8pJzEGkRneCKpT+JlwvvrA33W6FdOFmtINFOat6mQCKlX9CZjtV4kFuGrK1VPelBVDL66SYZSpUfoeSphk0F99zpw5ZarDLGRawLRAyS2gi9EOHToUixcvLnnBcuRMO/gzPNregy4T5mLDxFHndaKodzspKQn16tVTbg13z70HS6KWqUudAzvKxLwrZh/+AwlpSerclQ174eO+H6GZTzO9uNquClsl4MBzOB0fro5b1GqKqxsPwZyjcxGdFKPOXV63tZrsd6pjLX67K2YXxq97CsFnDqt8gRLx4oYWI7E0dDmOxZ5Q5xrXDMJHfSajX4N+6lj/71jCMcWk2RS2VZ3yreGD21tLtIbIrdgdtU+dq+3lj4m938GNzW/Qi6ltZKq85G16CX8fXaqOa7i6q7Ih8cew7tRGdc7LzQOv9JyA+9vcbwUGxWfE441tb2LWgdmQoJBwcXLGLa1vQnxmPJZIfZw+uzm74smuYzG+45MwugFRCPbDXZPw1e5vkJWTLYwSB4xoNVwBRvMOzxcgK1f2HXFfh3vxcteXrdyACHx8sf8LTNr+MdIy01UfCd4EeATg94N/KiCLzko3tB6Jib3eKeSuNfPwTHwX/L1yL1KFDf9l5WThVEKYFRjGyzqwEr8/XonRSihxFSnP1bVoRoSh6nLspuOXUUG4e2F9zDmyRT7D8ws26h2XUKcI3nwMbz40CXeMuRm129WAo1O+W9jZfak4vkBAlRLgJgRN6nSugbpdPJQL0Nl9eZ+j3hav1+/rhZqt3BC+NhnnjmTol4rcki3TZrQ/PAXs0FP6uWwc+f0c0mJsA1bMRw2X1nf4w93fNmCZGp0pui9JVgwb9jHwSi807O+tN1Xslu9xvDHs6csUW4GZwbRANbPAoUOHlOQANRtXrVoFZ2fb99h5H1ZOOL55/GZ863Anfv90LBq7VV4PGC2NenSDBw9W7MbKa6lkNZuASsnsZOa6CC1AV5/58+ejXbt2KuLG+XmJq1pD/vXXX7jpppvUC/yGDRtAMV0zmRYwLVC5Fhg2bJhS4Kerz/nz981GxLFweDdvjJJPTSreDpww0oVj6PRhOFojBG/1fhO3t8wLF52QmYA3t72Fmftn5YEHwvzQ3YDiMuKUe8+yYytUpzwElHhRXE8eufwR5XpCbZBJuyfjy11f5YEHwvy4TcJT0g1Ik3/KvSd4DnJl31VAiTFdHsOznZ6Bm5MbCB5MPzAdH2ybbAEPrm0xRLkBUS9Ed+/JknxO4uYyut2deK37q/BxzYugMOvob3ht0+uIT01UfesZ1E25ATX1aWpx70nPypAeAde3Gop3e72Leh71VN6lp5biufUvIDIxWh23rtNKuQF1qdPF4t6TmJ6srhFwmCxgTzOpl2lL1BY8tf5pHD17XB0H+dW3uAHp7j1nks6qa+3rtVUgUwdhKTEdijukGC87InarY39PP4sbkO7ecyIuVF1rXLMhPhFwq2/9vur4dHKYfBbPi6vVKnXsKWCQ7gYUHBesQKs9UfvVNXv/1RcwK+K/MRvzsJ+9jvbEey+8B94nixYtMl6u1P3sc5EITfND8/pVA6ZwcFxd5XOBrByyc2wlMkBO/ZsHPNq6znPO7g5oPsoPfi3yV40pUhu1hUviJUtuvo6o1c4D5w6lIS02n0XG0s4SxYOMEwrcEuQJXZpYInaMm58jLr+vDlw885kqBEBOrxLdl02i+2IHKCLo01z0YpyEtWIrsQ66GUWsT0ZWci4cRAqPrJ0GV3nZZNPYqsM8Z1qgulqAi6EMrMEIehUu+p54AB+9OQ1HUzQkJOzE0aO5eP6XFbi1dfHCs3Fbf8DVY4T1J+n5X9ZImaK1m8pj/3Xr1uGpp55SEg6cy1V1MgGVqv4EzParzALh4eEKTCFl7lLQEomJicHll18ObknDnzJlSpXZ3mzYtMClZAGyNBhRi2FhBwwYcCkNXT1r6Ppzy7hb8N2k7+DtWhje2Xd2n5rsG91CdCNxOjXysusFlJiIOjXq6Kct2xOJJ5V7i878sFz4b6df4z4KlGji3bjgJZxJO4MJmydgweHFXOAulDoFtFegxOW1Li90LSkzCW9vfxs/7ZsprIzCaqBN/RsrUOLKwCsLlc3IycDHuz/BtF1fIDO7gK+E5K7rXRsfXPk+hjcZVqhsrrT1TfA3eHfLB0jNTCt03UfcoN7o/RpGtxptxXzRM/4e8gde3fga4lLj9VOWbQ1xg3qm21N4vP3jNt2g/j39L55d/zzCEyItZfQdFwHDCDx1qdNVP2XZborahF+FcWNMBFImdHsJgxsOVhEbyJokk+v11183Zrvo9zluskYpKMlVZ3sp7mAaji2IL+Raw/w+TV3RdKgv3GsWXqUOmXsOsQesmSq22qjd0R1Nr/ODo7Not2Rpwj6JQ+KJfPc6vQyBG3tuRh51nQWIyS7kQuRRzxmt76ylQJWsFNF9mSe6Lzbq1tvQt3Qban2nfyHmSbJEQzm+MB5pZ61BH5YjwyWIejG9iw4znZGQI+5KSciIz5H6BYwR9k3dTh5w9RFkxkymBSrRAlu2hWHt5gg8/kBn8f4pvdA4u/bOO+9g3rx5uPPOO/H0009XaG9zzh3AzF9X46yA5L8u2abq/nDe+hLopeRg48f/w7hfD8LB+V4s3DwWARXaM+vK6CJKtycmvluVP2S0df2lPTIBldJazMx/UVng559/ViGDGemHjA2KtV6siT6GRLVbtmyJ3bt3XxAiTherrc1xmRbQLcDoJdRMYXQXgrcV+aO/Y8areO6nDUBsLFbt3Qu3wV8gcvlj5014Vh9jUVv9GUsNmR07dhSVFXQbeX3zmxY3ILr3ULejZ0Dxz+W/Q//G8+tftLgB0b3nQwElrm2c98JVVMObIjcJ8+MZixsQ3Xve6v0G7mx1R1HF1LXg2GA8KVonuyP3qmO69zzf/RkJF/wYnARkKCqFJp3Ccxuew6qTa1U2uvc82ulhPN/5OdHAyWca2KqDkY5e3vwK5h6ar8AguvfcefnteKPH6/B1LXolMTkrGRO3T8SMfT8pNyDWP6zltXi/93vKxcdWe/q5zJxMfLp3CqbumGZx4ekd1EPAo4/R3Le5ns2yPRp/FAP+HGzJawRS9ExNmjRBaGioYqeQpVJRqTrcHxw3x1+S50NKVCYihdVBQIG6Kq7ejmjQ1xt+Le1/V8jkCF2agOjthcE32pmBoxoO8kFAN08rs+dk5uLgT7FIibLv0qMXILOl2Ug/xV5h+ObDs+OQcc4a7CBDxbeZK84dzrAptqvXVXDLyEZk3ujRsaJ3iu6LsGMK6soULBfQwwONry58H1D3JWxtEqK3pkC0mq0S+9jyZj+JcFS8n0L8sXRLmGuvQGd4NnC19NGqUvPAtIANC7zy7gas25GIoVfVwtiHSg+sMGLg0aNHFbCigwo2minXqYSdMzHo4U+E/XU75m18Fg2K/jkDckLFHfQWzBXQ/+YP/8KLAxuVq/2SFKYbNRerpk2bpgTNS1KmsvKYgEplWdast9pYQHf9ad26NSgeWd5wphfiwGfNmqWQbIpikiZHGr6ZTAuYFqh8C+hudsWtQJe+J9nY/OunWLA/HJven4rV8hLj8+hsRH95a5Xopdjr/8GDB9G2bVu4uLiAmirFhWinG9A7Mtmnm4vu3mOv7oLn6QY0efdHamKju/cUzGPvmG5AXx34CieTTkokmlcs7j328hc8TzegdRHr8Hr31yzuPQXz2DumG9DvIb/jZWlXd++xl7fgeboBfSnuS093fAq6e0/BPPaO6Qb0wa4PRcflPot7j728Bc/TDYgMnWGNhxUSFD5xUkP9QAdoTuno99cAHI87iXb12sj4JihGirEurjLWqZPHPIqOjkbdunWNl8uxXz3uDw6QYyZztDIZbBS4Pb1C3HTS8rhYDsLkqNXBXbRKfASYsT1TYhShIwKOJIcXZlHpHwxZJC1uFDFdj3yXHuqrBM+IBdkoxSX2o27XGgjq54MEASmOL04oxMLxaewiujCeiNmbKnkKs2bstVEwshHZKGTe2IpopNdB16Hm1/sq1yf9nHFLAd3Q5YlIOm1tE0Y2anWLv5Vrk7GccZ8MoCwR4SUSak9fxpjf3L/4LJCTk4tbH1mOU5G58BA8dHj/WiVmrFDEu1+/fqAwLd8vGjWqDOAiB1un3YcxM4LhctN7WP/SENh+SuR/NilH56PfHW8LSnsNZq97B83d5Oau5MRIP4z4M2bMGNx///2V3FrR1ZuAStH2Ma9eAhbgSxxdYWJllZf+eB9//PFFNWqqYFMnJi4uToUuZQhTM5kWMC1wfiygh4MtSiOhfD05iw86NsWLe5Px9J9H8NFNLctXXQWXzhUhVD8/PwWmbNmyRUUYq+AmzOouMAskJmoYdXsOcq9/AlrdI3i1R2EgRe8yQ15ylbFhw4Ygm6vi04V9f3C81113Hf755x+r8OIVb4e8GtPjsgWwEHFiTye4ehU3RQJyczScWByPs3ut3YYYjShIhGPpJmMrpURm4tCsOAmlbMuZLq+Ek0y4WlD3xcCwSTiRjsO/nSuWgaK3SeHbgJ6eINBRsI/MU7+Pl4A1XojZk2YFKOnlbW3pAtTqtsKRjaj7Erkx2a7uiwozfauEmQ7IF+811q/laogSZgx1X3S3KbpQ1REbNhzkXSKGCxlfp4TZRn0jVyfb7RjbNO4z7Dw1j+iGWFR0MmMZfZ+MuB1ndqBnvZ4lDlWvl03MTMTmqM2gaHjdGqUDTCm0TY2nVjUvQyOvhnqVJdoyOtzGyI0I9AxEK79WJSqjZ6Jr5dborajhVAMd63TUT5d4uztmN9Jz0pW9dHZVwcInQ8/h7qc2I/0/beiSAit7hY1K8MDLywurV68uWG0FHUfhs+4j8GMp2Cb7fnoe900Vt+bnfsKk29pWUD+KroaitBSn7d+/PyZPnlx05kq+agIqlWxgs/rqYYHff/8dt912m+rs1KlTMXbs2OrR8WJ6SZBo4MCB4AOYq8Q7d+4sdoW4mCrNy6YFTAuUwgKcLHLSSKCWgG1FJy18OToGXYN9stw5JyS1yqKVFDUurqatXbsWX331FR5++OGisprXLhILLNh4FHc9eRx1sgbh2Ucd8MB9TvLbU3hw77//vtIwI1N07ty5hTOU80x1uD9effVVRd2nHsLMmTPLOeLKKU6AJCksCzkZuYqFQfFae4Kxeg+KYoT4tXBVLjm2GBqx+1NxbH7xkY1qtxfdl2F5ui9sM2JTsoAmRYv36n3Tt9SfyRQ9lfQ4axclRjai+49vM3dkJuXg+KL4ErFjKN57+f9qF2KeEPAJmRuP5HMZ2O6yDh65Xmib0wnOEJ8rSXSHItPHXphpAgvzDyzC5j07pT+58JR/fb0GoleHzqjb2dpdSx+bvk3NTsXy0H+xfuc2pMVnwTnDFb09+qDPZb1R/wqvIoEcghKrw1Zj5c4NSD4roFq6E7q598RVTfuicb982+ttGbcEJaif9M/OVUiIEhcr8Tpr79oJ/RsOQPMBte2OVa9j55mdWLxnGc6eTkBWWi5aOV+OQQGDcNnAALusKr3swbiDWLhvCcKPxwgrKxcNHZthcK2r0W5gQ7jXKqw1pJfj9mRSKBaIrY8fDlMsqwDUx8Ca16DjVc3gJa5dRaWo1CgsPLQYwQeOIVMYWj6pNXGV22B06noZ6nX3tIrgxXoWLjmCt6cdU26ber3FASt8Tk6cOBFdu3ZVv6l6uYrcajFbcMd1TyBEejZR9FOuCbLvVpjX7ll8c8dwfBXSEdOXTUe3mpXPTmG7GzduVDptQUFBSlOmIm1Q2rpMQKW0FjPzX7QWoFArxROZLgZQxQimMBwlQ6u1b9/+ov38zIGZFrgQLaBHueFEiROmik7hS15D0NC34VhjHI4mTkGzot8VK7r5EtV366234o8//lDRTM5flKMSdc3MVIkW+PzLHLzwcR5Doa7M+WwBKzqD65FHHsH06dMrvDfV4f6g/z8XcYYOHY7ZsxdWuA2qssIcYcNEb8/TfSErw7mGA+p19YRvk6InaNQoofBsTmZhhgvBjiCJ5lO3S2Hh2VOrRC9mW/GRjag/0+x60UsJclMsnOOLzil9F6OtOCX0CHSR0NBZhfRWTjucgJ9jTXjn+BmLqH1qyrS+o5YI3OY9jOmqdEoiLsXmxmKdyz+IdzyXl0+rgTZZHdA6pyNcHVzhUYfivf5wcrNmDgXHBOPPdYtwNrwwyFQvpz4GNxiCLtc1E5Ch8MN/V8xO/Ht4FSIPnhNQwtqW/rm10b/mIPS+vo0AQHnAjnEwhwSUWHpU3FKCzypQyXjNO9cHfT3746rrO9tk5JxMPIElIUtx/EAk6AJmTDU0T/RyuRKDrusJ36aFvweRKZFYeuIfHNwfKu5Z1q5Vrporujj0xNUD+6JOu8JAUmx6LJaFLse+/YfztIYMDTsLfNUutzOuvaI/GvQo/LlRaHxF2Aps37cXiacyrJhIDhKz7bKcdriuyyA07Vu7kFAy3U3XRKzBxgPbEH88Tb5ThoZlt0lOS3T37Y6W/QLg5m/9+U7+cjfWbE8VIXDxljGETLcHrDAa2KeffqoWSyuLcX5m43QMHfetRVy2pkREi4xNER81d/j61EFNH2t0PDtiFXqNeA6t75+CX8ZcaT34Sjw6cOAA7r33XtSsWRPLly+vxJaKr9oEVIq3kZnjErBAYmKios6Rdkv6GFN1BlUKgimff/45qBHTsWPpqYuXwMdvDtG0QKVZgGKs1Gair/MNN9xQwe1kY8lLV2Lo+1svSP0UfbB84fnpp5/w2mtvSZjYV/XT5vYSsMDo+7OxdHv+QAsCK+PHi3oTSgAAQABJREFUj1cR57j95JNP8jNWyF71uD9IW3/wwQdxZZ+bcfW1v1XIyC+GSrJSsnHueCYyRW9EyA7CpBCAQ0AH38ZucHKV2aedFH8yHUlF6L64+Uh46MtqIMcp2+I2Q3ecs8FpSBe2SlEpFzk4jRNI8YmFu68zarnWgVdEXTilWQMDThItyVPEahlNKCMxF2cRhQiHUAnjXlhXxklzQh0Eqj8PH1fUvtwDjo4OYDSwwzFHEBYWZRNY0vvJyX5dp0C0b9sKNbzzGBSJGYk4mnAE5+ITbEZD0styWwt10b71ZfD2zwsfnpKZgpCEozibGIe0MxK1yRqHMRaFj0igd2jeGjXreavzBBaOJxxDlIRIp1ZNUeLBnpo3Lm8ozI1G/qpsVk4Wjicel/DqEQpIEXKM3eQODzDkfMOWeS5E1MAKFWbJ6YRTSBEALCfDfqdd4IaWvi3QrE19BYyQSROWFIZQiRiXHJNh0Rmy1biz5oImXk1xWbvGFvAjMjkSJ6TfSWfT5Lta+PO1VY/xXK58905HecHbMx3+voW/fwWBFd3Nha6Cb78tmiUVniRaj+injBP9lFb97sC1TY9h6oytVq3c9c7PGHdtG4uuyokFb+KWtxbiw4WbMVC+9+crhYSE4Pbbb4enp6fSUjlf7dpqxwRUbFnFPHfRW4B+/du3b8eyZcuwdOlSbN68WYUz5fETTzwBAhBM1RFUKQimrFixQolXdevWDQEBAbj66qstf7oY4EX/gZsDNC1QRRZo06aNCof6999/K62ECu2GdgovubTC+/Li/cyC05h8fW2EHjuJRFmg9fCphQaN61wQArVkH3z99dcYOGQ+tpwYWqEmMCu78C3AOV5SAS1RHVjZuX0cvvvuCwHaXsR7771XsYOpJvcH2WujR49G127DMWLUvIq1wUVQG8EO/jnI6r09PYqCw0w9k4m4Y8IyMMxvnYXZ4ttYmCB1XRGRHIFjCSFKS6SRhFSv41FHMVXOBqcqAKRgfTxOQzJOOh6FY+0suNTIZxloojPjcsYXdTLro4a44hhTtpaFUw7HkOiQx0rhNUeZb7r5OSmgIkNcjXTAgsBKbQk028CrAbSgFByJCUFqvPUYjHUX3Hd1dEXLpk2R6ZKGaHE9IRBV0JWpYBn92Fmmxi0aNYWDV67YJhyZaTkCxAizxD4uoReFo/xrGtgINYTlEi5i1RkZWXlAjMH2lswFdggGNazdADUDvHBatGEyMjOFESQ6P9aklgKl8g8DfAMQ2NAfYSmnkZaZrsraYjXll8jfq+VRC42bBSAiLRwpGSlqvLq2TX4u23s+bj5o3rwRYjKjkJCRoOxcEhFm27VBxq0hM8tRQBX7BteBFeecrZj5ywzQTfKVV16xV2U5zkdh2h2jMONo3ofg1P9hfP/MXbg80BPZkVvwuGhj7XDogm9XTEcnH/K4UjHn0cGY5PUK1kweKnDV+UunT59WC1XOzs5qHnf+Wi7ckgmoFLaJeeYitUBYWJgFQCHIQODBmGbPng1S05mMoApf8l544YUS/5Ab6zzf+ydOnFAPWWqm0M2H49RZKfpKud4nvph06tQJ11xzjQJYrrzySri6Fu0fqpc1t6YFTAuUzAJkhh0+fFjpqFR0eEOLPoRjOzz13mgce3ECFhiWBJ07jcPWlZPRuWZhOnfJel8xuR599FHl620CKhVjz+pWi58s3sdba5rCV966x93rgMMHx+OHH6YpHZV33323QodWXe6PX3/9FRStNgGV0n38yRnJioVR090fQV5B4jJhvTJOQd3MJJmcy2TVQRgjbsIoyUE2jsYfQUxajFVjni6eaOjVCHU96uKcuBulRFvP6M9oEYjxDIOrn4NoxxRmx9C1Ke1MDryy/YRrEiTAiheStXiEOoQgyyGfasFoSO7i8uEgDBQmlkuV0NQ6qGLVKRsHnvAWdwtfnEMMUpOs3VL07Az/TJCnIDjgpfmqkOqJNWKQnJJmkz1CDRj+Y4QnYyJQ5O9UG8lesUhKSbYJeFBgl6BXQWDBVWD92g51keaTgITURBFFLgwaUKCYmjzUHTGCOC7i4lPboR6yfFJxLiPOJvOEob+pPcN2jQCaDlDBJwuxWaKlIi5nBRO/Ms41pKyM1/DTqUCiWlo9OAvxJjb3DDJTCzNHKF5MW2enC+8o/yNW9vPX6sLN0xnnXKKRkSzfwcLFrbqSJTbJyHaAVx5JyOqafuAm4xzS2w+ezjvx26wfFJDw8ssv65crbKudWY87hj6l9FMcL3sCf8/8nwB9/6WMY3ilzx34Rwz93IwVuK2dr7qQk3oOieQreeQDjXqRytxyXkdgycnJCRS9r8pkAipVaX2z7Uq3wP79+/H9998rFkpwcLDd9mrXro3w8HArQMEIqlx11VXy0vcDmjVrZreOqr5Awcdnn30WycnJhcAU9u2LL77A448/brebpMxRKXvkyJG4++67L8rw0XYHb14wLVBJFujcuTN2795dKS4/uj6E3vW3/9iEJ0f1grezuDpMGIah7y1Dtw83YttzvfUsVbLVXX4mTHhHBOQmVEkfzEarxgLjns3B4s35betAyuOPOUmUCqAyXX6qy/1xKbv8ZAsVIUxYDXXc68DT1Zrdkf+tKbxHF40TCcctLjTODs6oL8wOAisuTrYB5Pj0eBw6d1C50hSuMe+Mh4tE3BFgxTfTX9x1cpEuIViO5xxFmnsinN0KAynGenKzNaTFZtuc9HPy7eYrkZUkRDVBm9oy3vCUMMVu4IS8qFDObMNRk6hKzk3Edbux1OMCuseExB7DidDTAsoUBgqM/SIo0QCNEehfD/6takBzyMWJcydxNPSEAgOMeQvuO2liVzRCoFcgarepAQcx7enEMBw+HoKMNGvQqWBZ9rmeFoT6NRqgblsPAS6cFDPo4ImjCgwqmN94TFCntibQlEtDKespEamcEZMag+DQw0g8JxTMYhIBjSDHRqjXxhvufi4C6MYj+PQhxMYkFlMS8NFqIsihCQJb+Co2E4G74IhDOBMVVyzwRTemIDRFQOOa8BF9HooJh8QdRcQZAWVETNgIFhk7EhrpAW+PDJsuPzqQ8viDHVG7locw+vIi21Dw/q233jJWUyH7un4KHFrgkwW/oK/RhSduBx65+lFhqDTHh3NnYGCxYrUV0iW7leguPx4eHkr43m7G83DBBFTOg5HNJqrWAjExMSq6zY4dO9R269atIE3MmJ5++ml89NFHxlOgWxDpdPTrTk9PVz56kyZNAldbS0o7taqwkg6I0D7wwAOKfcMm6NrDyAmDBg2yajEhIQGBgYFISxOp9f+Si4uLUgqnWjgZLNwyhDTpc2YyLWBaoPwWqDxR2nx9CPbynZWn8fKAIEuHD/5wP9re/wPcBn2CyH/Hi6d71SVTlLbqbF+VLf/wYw7GvpM32SsIpOj9oqvPBx98gIoXpa0+94cuSnvddcPx888LdNNUq21kSpSEpw0oVZ9ZZnHoIsSLywQn0C1E16J3QG8BHOrYrYcRa5aE/iOaFSds5nEVugLD83ar280SGlgT+sfGqI3YImFwqZdRkuTn5otabrVxOuUUMgW8KJicHQQYkRDA0WnRyDHUST2M5NMZSjuFQAkZGzX8neHV0AU1XN0xqOEgXO5/uaW6MHGvYWjfo+HHEHc43SbzIyA3CIPrDkaH6xuBDBdjCouLxKyF8wSoiDaeVvtO4sbTOrs92md3E1DCG02u9bF6dz2bHIvfFi3EsdiThcry82iW3Rqds3uidiNfFd7aGNUpKSMJf4gb676Ig4XK8kTDnCbomt0HdevWRIubaoqLVH6/qbOyYMVybA7ZKfhCYTCIQrvdc/qirndttLylptKq0RshAPfPxtVYs2ezcI0KAzr+ubXQLfsqBLoFoOVN/vCslw+u8XuwetdGLN28GhniilUweed6S5/7oqFTIzS/vqYI5lo7r2w7vBvzVi1Dak5hQKeGCAx3zu6NZmiFJkN8UEt0cIwpQTRtsrKzhUUjVBVhDxnTN7MOYuWWNLg4a8K0yGMu8XpBIEUvo4vS8h2fz86KTfn6KS43vYf1Lw2Rb1F+Stg3E4PuE60rx2swe907aC7MoqpMpihtVVrfbPuStsDRo0dB2n1oaChycvI5eAcPHlSirTRORkYGfvzxRxXTnCyVIUOG4H//+x8IxDANHjxYsV4aNmyojqvyP7JmGIqVYAnddV577TXlnkQmTd++fdV+hw4dLF3UV4p5gv0nsMSoGwRgLiSQyNJhc8e0QDW3AJ831GmiKv+TTz5ZcaMx6EN0mbAYWyYOlRgG+Wnt29ei32tL7YjVpmPHgp/xyaefY+aqPeg4YIREDBiFu++/HZ3rF8E5zq++VHsDJXQ7o4xR8JuAtJkufgtsWpqO4eOc4C40frr26IyUgiOnmw9p6zfeeCPmzJlT8HLZj8t1f+jNJmPzjDcwZlVbrPnxfnG2qJz0xhtv4M0331TiirNmzaqcRiqpVk6OF55chEPxh4RlUht9AvsowKC494kNkRuwOmKNTYCjpW9LXFW/L+p71rfq9XEBUeafmI/krGSr87YOXARY6VqnC9r6t8W/p//FqWTrRTRbZUp6rnNtiRTT6BrlYsTIMARrdsbsQrZWeIKv11nfI1BC2t+Imm62oW2ydFaGrMHWLfvymAxS0A2u6OM+AEMGXQF/YYfYS2TGLFm8FstCViBNy/OtC8xtiCsyB8DfpRaCBvggsIdt9g9BhjXLt0uI4X+QpOWFnK4t7I7emQNRzyEQgRJWmRGVdBelgn3Ytj4Yc7YuQFxunLrkK25FPbMGoGFuU4nCVAONhvjaDa8dvPsEZq+eh8jsSFWWoaC7ZfZFi9w2Ml43NB3qp9xxCrbJ45NHovDr0rk4mZEHrNFWXbKuQBsJRU2dnGYjaipGkK2y0WHn8OvCBTiYckBdJjjWIas7OmT3gHc9NzQf6SfMlHwgxlhHwtkU/DZ/EXbF71LfXUehHrXJ7qDa9q7pgeYjfOHd0BqIMZYvuL9s5XG8+vFhqSv/ij0gRc/B5ySlCLh4WvGR0aLwWfcR+FFAwps//AsvDmykN6u2+356HvdNXQmn/q9i1eSRIg1ctYn6l5ynNWjQAPPnz6/SzpgMlSo1v9n4+bTAtm3bMGzYMJCxQjCBkX0IRPTp0wfr1q1Tx3zh58QnKipKdW3Tpk3o1auXAl+IBPOlJ1NEs3x8fDBmzBg89thjaNTI+oFT2WMic2bRokWqn5ykMFEnhSCQrpdCt50FC/JWuqgETg2Yfv36Yf369QpoYRlOclauXMld3HPPPYpGaDJTlDnM/0wLVJgFeO8xtCHd6BjppqJSVvhidA26HvtkhW9WSCpub2584T6LKQNbYLyEEL13xm7MuLejodlkzB/fEqOmROGrtcG4oV1tRO6cjY6Dx6o8sw4m4PbWPob85dvlCztDGvJZu3HjRvTuXbXuR+UbjVm6JBZISQGG35yNZsnxuNo3Hle9JhMzOxO6xYsXY/jw4WjcuDFOnjxZkupLlKfs9wcQ8s80TJq5Al//kicQW+OGLxD+12OVxvLi+GkHTpLI2KmKtFXYG+sF5OhSpzN61uuJGs7G54ntHhGkmHd8LhIyrd0oarn5K2Clfa32hRZqCIbMOz4PJ5JO2q7UcLa5jywM1b8KDQRYWRm2Epujt9hkNBiKlHi3nrBLFMDhWhN7zu7BhqgNiM9MKLK8u5M7hjcehjb+bQrlS8lKwaaoTdghYYozc/MVmMn06F2vFwYEDQAn38WlyNRIrDqxVmm/XBd0HeoE1rREkymubHRIPBZuWI6aScLOcL4MNSQiUsP+PnCvZYTabdcSH56KBauWwyXRA23RUco4IaivNzzrF6+rlxqXiUVLV4qAbiba53SHp78rAntJaOxm7rYbM5yl7snSf9Yh4mwMOmf2hJeAEnU71UCtdsVP1XMyc7F62U4ciTiKTum94OvrDf+2NRDQ3TZ4ZGhWCRBvXRmM7aG70SG1O2p5+8O3uRsa9LEPHhnL71t/DGsOb0KblI6oJ8ws70auCBJbG1k8xvy29iOjknHnE+uQ/B9pvDggRa+DLsSMCubt7a0WKvTzFbHNFv2U0f/pp3w4b30Bl554/HjHtfhMxGoHvPwTJt3Q1k6Tqdi38Gu8v60pvnmrckGXGTNmgAw/yjJ8/PHHdvpzfk6bgMr5sbPZShVbgOGQb775ZqTImx5dWnjMaDdkphBAiYyMVEgvX/r1RHeYpKQkuLnlo80UeyXLgw80JgohXX/99Rg7dqwCKPSylbGNi4vDt99+q1Z59RdPAiB8ASMzhf3V08SJEwupfxMY4uSO+SmSyckdx8tVc4I0XEn/888/lWuTXo+5NS1gWqB8Fvjjjz+U2DWj/RSl41TaVnR9CMca43A0cQqaGd6ZtbgNGFj7KqyWVaav98bjofZ5wnGqjcRtGODXC2uch2Fv6ny0E7FGph1TbkW38X9gyNRtWDa2mzpXEf8dOXIEl112mXIjJIhdo0YNpEZnIvjHOImmkQ3/y9xx2R21JPJFyajDyWEZOPJnvERzyIJPEze0GV3L7ipmwf6nx2Xj0Kw4pIRnwrOBK1rf4S8CkQbDFSxgOKZo4aGZsUg8mSETFRe0utkPXuIjX5LEFeTDv8Uh7lCaEsbkKmZNCdta0hQyVyQod6XBqYYDGl/tg3pdi58w6HWHLktA5OYUmdgC9WWC1LB/yXkWEZuSEbYySYlI1u1WA82G215d19vStyHHNATUExFQ0WqY3f8Q4qMz0KiLF7pPqF8IWImOjlbR51iWix3UM6uIVOb7QxoP37kUa447o3VQDLr2vgMEVKIFUCm55Uo3ArrichFn+fLligFbutL5ucNTwrHjzE70qNcdAR4lc7+hC838EwskTG6IpSJGi+lWpyt6B/a2uM1YLsqOYjUIu4QAjC2XDT1vTTc/XBlwJTrW7qjAhKPxR7Hg5EKwzYpIbk5uuK7htfB198O68LU4npTHViiu7h51u2Nw0GA4OeY7M9AVaN/ZfVgftR5xGecKVdHIqyFuaHYDfFyLBpupmUFgZXvMDtD9aGTTUWjq06RQfeYJ0wJ3ProcR09n23XtsWchShBwgZQs+3nz5iEoKMhe1lKfj1gzHSOe+VZc1W7HvI3PokH+LYL0E8vQ55Y8DbQ3/lyP4U1ysfGnP+E45Fb0CnTH6U2/4+e/t+KvJatVu079X8TyyTeLVG3lJTLsuTBM5itBpqpMJqBSldY32z4vFvj555+VxkhWVpZiZ5AWxhXTnj17YteuXWoFhayTgol6IgytXDCxnt9//x2fffaZlap027ZtlejrLbfcgooKR8wHJrVfKDhLKrCuf+Ilan5klRDIYRSRgokvZgSMbCX2jS+uZLmQsUMQhSEb6erUvXt3tVJWUf231b55zrTApWQBgp9NmzaFo6OjAjB575Y/iT7EU1dg6KfblEtP7Je3Wrn7nFn7Hur1mwAH1zux4+wv6OxtACuyj2O8WxtMdb4ZOxLkmkRmYNo85Rb0Hv8nbhRAZU4FAip6BBOy5whE7/smBhvfj0CWRLfQU92mNTDk68bFggwHf4nFujfDkJmRX9a3jisGfyGCiz2LtuuJJfFY9cxppErEBT15iNDhwI8biraAn37K5jZySzL+HROKhJj83wlXEajs+3qQAnRsFvrvJEGUfx8JxZkT+dpVTgIe9XoyEJ3G1rVLpWdxgkcrxpzC6d35Lg4ERjrfUxc9Xw2Ek6v9Fe/0c9lYM/40jq6Kt+pem2E10ffDhkoc0+qC4SA7LRcbXg7DvjmxViKKTXv5YMC0Rnbp8IYqLLux+1Px+4gjyBFQickWsEKWJ91PlyxZooB9S+Ey75Tj/jC2mXUAo9064a9RUysNUKEGGhmzdJHhoom7lztOJp7EZTUvU+eM3Slqv6ALDd1m+tbvI+yOBnaLFedCQ7eZLuLeckXgFfByybu/EoTFMffYXNEWCbNbb8ELHs4eRYIo1E7xcfHGvrj9yDKGSylYkeGYrBUCHEYXGgJKayPWWYFDhiIKHBrZdITSajGeN+4TLDoQdwDrItfhbHqsAoL6BvQRW/Yt1edBVyiCTSVh+hjbN/cvDQtM/GgTlqyLV1F7dLHZ0oz89ttvBwVZ6TJp712/NPXl5RX9lI//h3G/HgT1U1aLfkr+kkEG/p04CC/OTQcj/yyVyD9+cVvQ/erH8eHCzRgowrUxhzZjR7gjmtQ7h9H/exkEVFYJoFI816j0PdVLkN1HMHrKlClgpNKqTCagUpXWN9uudAvQTeell15SKyoMrUVQgqwMissy6g2ZGWSZEEwwaqqwY3TnYR5biRMDslyop0K62W+//abq0PPyBZH+jQQouOWfn1/RL+38ISdzhK5JBHL4R8BHB1FYN1d6GamHrBjS2yika2Sm6O3Hx8fD399fjVs/xy11VpifTJ127drh7bffVlF91qxZo0KP0TYtW7ZUmg+cBJrJtIBpgfJbgADl2bNnsXr1arWyVO4aDfoQj/15BF/c1NJQZTpm3t0Qo385C697fkbMj6OhHVqEj5a749mxgyWApaT0JCTJeru3zsiW+t7q1Bav703BZzvO4okutQz1lW+XGk9kAT5+43O4zvkRnNiU5x7gH+iGOu1r4PgqEesTcMVZQIZrv2hiE9zQxMF89bhTOLAgTnXGT/zcA7t6qLIZaTky0QEGvNUQbe+1zW7Y+l4ktn4Zpcp6SYSMhkLrPr0+GckJecKEPR4LQI+XAm0ONPjHs1j12mkV3cFNolQ0Ez2CyO2piD+TofJfPsIf/ac2sgmMnPwnHkvGnFRggouEWmXZuCMZiDmZB64QoLj256ZwshE9JHpHChbceUwiaeQoyn+zvj4qEkhEsPjTSKrX0gMj5rSAm59hCVFdARKOp2PeDSFIOifjE9uwHbJkQrflaST41XXDqHnNbTJs0mKyMX/UUZw9nafFENTRC24+Tji+PkHZgCDUyD9aiOiibYYNAZSksEyr8KWn/k3Evj8FnDEkI7BC/ZS5c+eqiBWvvvqqIVcZd8t7f+jNpu3GaM/ulQqocNwcf4sWLfDvzhXKhSYxKwn+orXRRybyHWp3KHIiTw0P6orYc6HR3WYaSvQbPZGNURoXGkbQ6SQsEz9XP2FwbEB6Tt53Q6+vrNsaTjWUC01r/7xFIbrNbI7arNgdRrcZY/10oblChGv7N+hv14WGbjPrItbjiIRH1hk0zbybYmSzkRZgyFinvf3g2GB4u/lI1J9829nLa543LVBSC2zdHo5lq0/h0fvyovaUtJwxH+UHFi5cqBZDGSmtYlJR+impmPPMYLy3JhNjvvwb93evi30/3ov7v+yPFZvvs2ahZEtoZWH2Le/3fKUCKufOnVMalxz7v//+W+wcq2JsZL8WE1CxbxvzSjW2AMEJvsgTtWRiBIHPP/9cgSf6sOjqct9996FTp07KjYaaKPXq1QMpyEwUfKUYbcFEnz3mJULMkMxMnCx98803Sofk2LFjBYuoFyIKxXJiRcq7u7u7AjYIlpC+l5qaCgrmkhJfMDEvhXF1gVyuZOk0aSKydCkgZbhgIvhCuj0TgZT69esrtguBFkbdmDp1qoVqzTx0Z6LeSkREhLIDVwsZ8tVMpgVMC5TPArow7eTJk/HMM8+UrzIpXZQ+RFbIXLi2vFG18c7KKIn8Uw9LxtfH7RlfIPbLUQYmSzJCD4UhMSEU3710E6asSsHTM1Zj4r398kCXcvcyrwKKY1O7adrQRdD21VcT/G731UNP0dWg0CFdaJY9eBJRR1KFxSOi35Mao9Ut/pbW6Se/4pFQHFkhTAsBB7qQnfFafeWrzsn/isdO4uRWAQrkWp9n6wvro56lLIGYja+EY9cvMeqcYmdMEnaGlxMyk3Ow7rnTOLg4j97f6a7auHJikBUwsvuzaKyfHKFYGk16eGPQl02ULgH7tOXtSOz86Yy61nKgHwYLw8bIGDnyRxz+fS5UQHsgoJUHrv62iXJR4m/TnmlnsPGjCHUtqL0Xhv7WzIoxErYmCYsfOI4saYfA05BvmqBOh7x1vkO/xmLNa2HqWu2G7rh+TnN4BrhaxkxAY/6txxQTh+DR4M8bi6ikt7pO959/nzyFtJRseEso0ZECyPi11FE1IEmik8y/4ZgCi9zcnTBAmCwtRuW5+URtS8HyR04i4WwmeG34L82t3HcSQzOwWuo+tTOfTWPplOz41HJFYmw+w0e/RmDlQOsFmPDBsxgxYkSFCAtWzP0hPTwPgAoFebnKPPCRgRjw4EALAKDbx8/VV7nNMHJNQQ0OAgYUhC2JC00T78ZKj4RMkL+O/4XI1DyAUW+nPFvdhYb92xcrbjOR6xGbkQd+2qu3sYQmHtVslE0XGrrNEFjZFrPdKsSxt7BkSuNCcybtjAJWKAhL9yUzmRa4WCxAZjmDSTA659dff10hw8o+vQq9bnhO1TVR9FOusQqJLIDKowKobM/E6C+X4iGvdeh39zt4bsYK3NbO4FLM0ulH8Erf0ZUOqGzYsEFJFgQEBCjGfYUYoRyVmIBKOYxnFr0wLUD3HbrDzJ49W3WQSC41RgomRt645pprlFBi//79ZZU0SwENdOdh2r9/v9Jb0cuRxTJu3DjLw4tuMnQnKpjOSLx5nWHCLRknushtwbwFj8keIXPEyG7hcUEWik4TZnk+TDhWijIZE/s3c+ZMtGrVSgE2LMPx/v3330rIimMmO8eYGP2Ik79Dhw4pwSuunhUMv2zMb+6bFjAtULwFuOr+zjvvKDYYfZ7Lm07Ofw1NR70N6qcEi37KZQYZkMQd38K320Nw7vyGTG5fR6BopnTw7Yl7tsTg2R4G5knaAYwfNg4nfbxxfP4CJW47ackejL+2gwF0KV9PyYSrW7euev4seH47HE/6odvzAYU0QBhe9J/Rx/OAEWmyzXB/YYwEIPFUFtY8cwpxEcIGIQvljYa4/D5rFgpBk1VjTyF4Yd4ErmlvH1z5bgMJT5mLtc+GIfJQHqOjxyPCQnm5MPC89V1hr0zPm1wGtvbEVZOD4OLpiA0vhePE5jyAu+31/hjwWWEWyoEZwl55/bQCVfwbuKP/Rw0lwoMLWKcO1BCIuW5ms0IsFLog/fN4HnuF4MZVHwShbmcP7BawZffPMYoNUq+FsFD+KsxCIbix8C5hr6TnwF1YM33faoBGg3wR/NNZbJ0WpRgxdIUaNa9FoYgT8cfSBTQR9kp8FpxdRDDzmfq47DZ/HFsYjw0Tw5U7VQ1PZ4z6o3khYcjUM1nCXglBbJjQvgX86vpgADo8UgenViRg7evhik3Dz8mvjpsAU/nfndwcDakJEjJUACJjqt/WUzGDDmZuVrR1LjgQ0C+vOHqF3B/s6HkAVPpe1Rcbojfi2sevRe8r7E/6CYRQj6SziMYyLTu9TDE51EEF/Ke70BDMoNvM0YSjxdbq6ewpAMcINPdtbpWXoGFwXLBym4lJP2t1jaDLVYF9lWhtcZGA6DZDsdytZ7YJS6QhRjS93nShsbKmeXCpWkAPF+zh4aGYr3QpLm9KOTof/e5426Z+CuuO2PoLRoz51NLMzRN/xYvXtLIcW3bOE6BCIIl/DLBB4f+qTiagUtWfgNl+hVqADI8bbrhBiRQRLGDUnoceeshuGxSjpVYKt0OHDgXju/Oljg8pus3oD6lTp04pUVuCI3q67bbblKuPfmxrS5cirkrfddddSj+A/dNZKQRwyFbRGSt0EyJwEh4erlx6bNWnnztx4gTIeNETX0CJVhtXv8lAIQuHOisEVwi4EBSiKC2jCdhLsbGxKuoCw5GR2cLoQWTjmMm0gGmBslmAIdep2cT7lJoqDPFX9iQT4qeuwqj/9FOiRT8ln2MAJO74QgCVx+Ho+QKik1/An6OaY3zKREQuLyJKSfYpTL+vCx4TjZIhH67G38/1qxBQhdpPFIujaB7HXRDANdqALilrnhK3nvmFV7apVzJociMJZ5nHljCW0/e3vB2B7d9GKyBCP8ct9Ur6vNgA7R+uYzxttb/v6xisfz/covOhX6QrUbeHAtDzlcJAjJ7n2PxzWPHsKStdF/3a5SP90e+TRnYFd8PXJ2HZoyeRIuK8BVOzK30wWJgpZNPYSrEH0rDk3hMW1yNjnvptPJUrkb3Qn2SiLLn7BM4cz9d10cvXklXJ68QNya+58VulXwUy4nOw9H/HbTJR/Ou74Rph4hgjdBDwmj8yBGF78pkrOpAS1C+POcPfRN4TpHBzQYM6ZGVPFXh/VDKgQlF8aq85iIDv2Bnjyi3ISxeaAQ36Iz4jvki3GaNt7bnQRAmDhW4zh+MPF2LNsDxdiUY2HQlPl6IFkg/GHVTASrSwRci2oe5JUCldaKirQj0XM5kWMC2QZwHOH6idwsAZBBMIKpQ/5SAm7DSyfYIQ6GNYpTFUnJEYg5i4FDj51kWgRGSymc4ToMK5HrW3nn322QtijmICKja/DebJ6mgBskDoskJ9E4IU1DUhhdhe4gOJLA2G8qT/MsES6pwwGg7L6yGJ6Zt3xx13KLceY130e2Y8+KISV6X5R5egkohRUtOEYrd0vyHzxF7SI2cUvM4XUbohsS0CIgxRyhVxhlFmhCAdXCJd8KabbipY3HJMFyS6BTGUI1eRqNdScX6almbMHdMCl4wFevTooZ4xr7zyitIuKvvAk/HlwCCMkZDIhfVTpFYBRz64uj1eFG0SJrJYtkd/aiVMy5ewGhJy0fjKlHZwNjza3i6rU/2x+dxK9DAK2aqaSv9f+/btFdOPz0C6NpQkUXdkzQthSv+DgEajrt6KHeIlUXmKS5FbU7BqXKiF0RIgOiODPm9UrNgt6z13OA0rHj+FqKMSgUT0UwkODJgqYrd2wv0a+5IsUYPIkjm1I0kBOt41XdBP3GWaXFOACm0s9N8+xWPXilhuyMp45QLk7uGEK19tgDZ3GdhENsrxFMVjN74ajv0iHksWiIuI1PYYF5AndkvjFZGYf8ekKOz4JhrZWZoCnjreVadYsVu9yv3fxmDTh5GKJUPQqsOdtYVtUl+xe/Q83BoZQAWBFGM+Lgbwd4bAPzW9yp7Kf39Y2q5kQIV6aNRp63v9VRjy2hBLswzP6y4RbIoL42spIDsFXWjINNkiYYbJ7sjIyTBmtezThWaUABx0B7KXYtJiFLASfC5YAStODk4Y2GAAegX0slfE5vnjiceVQC4j85jJtIBpgfJbgM9Lir6T0T59+vTyV1hRNZwHQIXzNnoMUBKBepYlmV9V1PDs1WMCKvYsY56vVhYgwEBXFTI3qBFCsaYrrriiyDFQB4UMFk9PTxWth+GUmfjin52drRgfZHKQrk+mScFEYdgFCxYUPG05JqBB/QDWVdJVN/pDUoiWyDMfEvYosaT70RXIVmJ41r/++gtNmzZV0YzIvvH1zXuxp5YMKXJ8+GzZskWtjtmqg+fYb+bXdWKIAhMJt9cne/WY500LmBaAClPOkOt0geGqCtlfZU3Z5yIREqehRfP6VqBIfn3piAgNR2K2Mxo0b2wV7vXgD/ej7f0/KCbKMmGiWNJ/EU1matkVIky7evVqDBgwQIWd53jJ/CtNykjIkXDIDla6JCUtT30UhmF2di89DZruR2TL2GOGFNUHaqtkp2kSGtk2q6SosmwzM0lceGoaYa6iSuRfIwuEzJGShoDOL5m3x3DSbjWdyvRsJyDkIiwaJ3EfKpioBTP/nhAECmOGor86I6VgPh4fP35cCaLzt3bPnj3o0KGDrWwlOlee+8OqgUoEVMhWJSsnOTkZs+bNwtEGITC60BTlNmPso+5Cwyg0thLBFLrNbJG/tJx8RlIr31alcqGJlYg3rIdaLoGiSWIm0wKmBarWAnTjJ0uDzwq6/Tdvbu16V2W9Ow+AChd4qc3G8Zd0sabS7SEfhJlMC1RrCwgwoNWuXZsxGTUJP6gFBwcXOx4BCVR+lhGwwyr/ihUrNHFz0YTdovIIMKEJ80MTaq4mL0CWcgLgWJUzHsjLkiYuOZa8wnAxXra5L2CQJT/7JRF8bObjSQFdLHmFyaLJ5EwTFyStT58+mgBEmre3tyZitZqARlZ1iMuPJgwcVVa0VTRxa7K6butAHlaWtsR1SBONGlvZzHOmBUwLFGEBEZ/WBFRQ95JoLxWRs3Ivbf/yFtUHn0dna2mGplKDf1PnhaGirYvLNVwp264w4FR9d999d9kqMEtVawukRGdq/9xzXDu9OrHE4xg2bJj6zgiTssRlKjVj6n7tLgdnzeOG76zulYpoUwTz1Vj5fpGZlaktOrFIS85Mtln1wdiD2tf7v9be2va21d/UPVO100mnbZYpeDIjO0NbH7Fem7JnirY9envBy+axaQHTAtXQAsLS0ES2QBNh6wun92mHtZe7ddd6PPOHllIJvZIFGk1YOWrcEsyjElooW5VEtsxkWqDaWkAEVhWAQABCGBuaILbFjkX0DDQ3Nzf1MvPcc88Vyi/uLpqwOLRly5ZpoieirotArSbMDFVGtBDUVkImFyqrn+Akgn3S/3x8fDSCGUWlTz75xJKf5QiSEDixlcQ9yZK3X79+ap8AEJOEf9aEwaJx0iZuS+qc8T/RaNEIwrANYdlosiJovGxzXyIkaaIno8qIsK0mLgM285knTQuYFrBvAQnhru4hPkOqKoX9/a7qQ72p2/K7kBWhfTm6ljrfZcLick8e+cIjejGqPgLeZrr0LJCRmF3qQUtkOfWdEQ0zTfRUSl2+ogqkxZ3Rws+c0U5sn6X1d3DUHFyu1xbsPaGdOROnZVVAI/zNlSh8aqzC+ixxjUfOHdG+PfCtAlXmhPyliWhricuaGU0LmBa4+CwgLA0FLHAx9YJ5L08P+Q9QmadVxhNKXJ3UmC8Y4P2/r5UJqFx899clMyIJX2x5aRfXmhK9gEkEHsViIZhAQETcWkpkLxGVVS8/ZKXoYAaBDFtJfBpVXh1M0bd8WSwq6cCInp9bcd/RCPAUTOI/qNrgGHS2CgGfffv2Fcxq83jdunWaCOCqOt544w2beQqeFN0VCxBFdJi2NJNpAdMCJbeAiFtrIsyq7rv58+eXvGCF5szS9vwxKe8Z5dheGz16VN6+PG8e+XCxFlcBbd1///2qzu7du1dAbWYVl4oFCDS0bNlSfXdEU6XKhn1i3quWe0JcjzT+6b/Lj/16oNz94rsL6xOtNsuiTWkqjU6NLk12M69pAdMCF7EFRCNRAQw//fRTlY4yPSFOOxMXp0UcXKo93FUYJN3Ha2uPhmtxcQlayWZaxXefoJFoX6rxLl++vPgC5zGHCaicR2ObTVWcBUTbxPKCI+KwmkQJKLZyEaFVNyJfZJo0aaKJUGyxZZhBfLstk6C1a9eqMuK3p4lGS6HydNsRvRJL33TQgm0+/PDDhfLrJ2JiYixtMK++ust9iZKhZ7NsRbRPtUG2DZOI8arjO++805KnuJ1p06apMgRiRHOmuOzquugiWMYnQr7asWPHSlTOzGRawLRAngVEiFLdd2SJ6Qy4KrFNVqIWfvKgtmPHZm3H3oNaeGJFrL1r2qJFi9T4+Owiy89MpgVKYwERk1ffHzIiufp6sSWyt/R3hFdefuViG545HtMCpgXOswVEP0UBDFxYJgO9qlL46i9VP+iCJJFB1R/3+ffePxUzV+ACMOsju76kC+Lnyx4moHK+LG22UyEWoDsLfQb5ss6/xx57TLm4lKRyETFSZbgqtHPnzpIUUXlEmFWVI6VOT3SpoRaJMfHmvvLKK1Vearnoq1r16tVT57hl/22l7777TuXhmKiBwi1da3Q3G4nUY1VMIg9po0aNspzjiyfLcPW7NCCHiGSqcnzBE2FfS31F7UgEIq1+/fqqHMe0Y8eOorKb10wLmBYwWEBEKDURj1P3D186LqYUJ6tTgYGBamx8bprJtEBJLRCeHK69vvUN7cl145VmGX/PCNqnpFSGF35Je1Xx+fi7zrF17NhR2/V5pLbolhDt4K9ntbK4SFV878waTQuYFqhuFuC8gu/yBBqKWritbuMq2F8uaHOMZMhfiK7EJqBS8BMzjy9YC1CDREL5qpcRvpBIiOES9/WXX36xlCuNIGRERITFzYV6LcZEPz5jInJK0UlqoVCAUp80sT2dxmxvxW348OGqfxMnTlTCshzfN998o1x4SOej6K4ReebKL3VdjInoNMuV5oFKZg8fUCxH0d2S+mCGhoZqrVu3VuUogHuhUe+MdjH3TQtcaBbgi4EOllI8+mJJumskhTZL+iy5WMZubxzROxZqM/4pXijdXvmL/fyGiA3aXctGawFf1ddqfxmgfb73c42MTYmGpX5fxo4de9GY4KuvvlJjInN19+7dWuKpdO2zRju1zxru1L5oussEVy6aT9ociGmB82sBsuPJmuf7PGUHLraUkJCgFpk5PnooXIjJBFQuxE/F7FMhC/BmkhCc6mWELIxvv/22UB57J/jiQlYKQQOyW0qT6MfNcp07dy5UzKhtQu2Sd955R2N0HyYCKvqEiS5DpPlykmHLL5wTD4rkvvJKHv2XQkts8+mnn7a0uWnTJo1giy4ga2xbz6QL+rEuAkElTQRH9ChJN998c0mLKXeF3r17q77yBXHmzJklLmtmNC1wqVvgqaeeUvcO773o6OqviSCh2tV46EK4yoYY9qX6ee+RqEoVFTnpYrFhWlaaNuPgDK3X770ViEIgRf/bdzZPB2zu3LmW79PKlSur/dA54fHy8lJjMi4G/T7gkAJUCKrofya4Uu0/bnMApgXOuwW4cEzAgUx5vtdfTGnChAlqbFxgLonEQ1WM3YGNyuTNTKYFLlgLREZGQjRCsGfPHggwouKti/9ciforFHQIPQzyMoOrrroKEhIZok9S4rKNGzeGUPQhoZUhoZPtluNtJBMJy3UBWCAuP6q/LC/gCk6ePIn77rsPMtmw5OOOrFBDhG4hav/qvDBcIGAKhg4disWLF1vlLdiO1UU5kIcpxJ0JAtxg8uTJBS/bPWafhgwZAqEO4v3338cLL7xgN6/xgjzYIOGaIRosavwS6hkyUTRmMfdNC5gWsGEBAV3RqVMnHD58GMIugwCiEHc/Gzkv/FN8Ng8cOBB83gpoDQkJe+F3utw9zMaxLZsRmpJptyYXF0+EfD0c9/9yFp1u+ARzfnwSzbzzfyfsFrxIL5xODsNXB6bj14O/ISk9pdAovdw8cPx/IZbfUomWB5kkQNzIILphEKZnoTLV4YRELIIIyKvfZr6PyAKJ5T1k15RobPgowu4wHJ0c0KibN9re64+mw/wstrFbwLxgWsC0wCVpAc4PZEEWsoiM9u3bQxaeIQvQ1d4WInGAF198UT37JAIrZIH7whyTfABmMi1wwVpAJhtKQFbuHs3f319jdJuSJvoVXn311WpFKCgoqNSrwK+//roqy/CG9rRP7PWFIlHsM/2kjYkx0wuuRm/YsMGYRaNrEcuS0VLaRPcBluVKWGkFLwWAUWXJrFm6dGmJm6Z2zAMPPKDKsm2ycHQmTYkrMTOaFrgELUBRaV0zSQBfjfoq1S2RAVirVl7IZT7vLjbNC/ufxzntPac85iOfeyX5m7ilZELo9tusnleiUqK0Fza+oDX7oYVWd3qghY2is1L07c1LbrEaIEMn6+6y1O0qqc6XVSVVfEBdIa4a8/vh5+enBQdbu38Z3X7IUPm29V5tVu9gbeOr4dqBH2O0sPVJWkpURhWPwmzetIBpgepgAbLhyVDhM0cWRi844dbS2pBRVfXxcI5yISfT5edC/nQu8b5RdEh3RWnUqJF28ODBUllEEE31EkMXmNIKGNENhwAOX4K+//77UrXLzNRTYdmyiE6SGsyyBDZsufYU1RkCP7q2CQGh0ib2l21z7HRVKk2iyxLL8o9aCpmZmaUpbuY1LXBJWoCRs6orqGIEUyjCXdLIaRfLB50mk2WGj7f1Fyfun8G/50V0goSnnrokWCs+Ft3FYpmix5GUmaR9s/8bBay0/qmtBWCZsmdKoYJhYWHVFlQpCKZs37690Ph4wpbbz66pUTbzmidNC5gWMC1QlAUYtKJnz57VHlQxgikUuaeUwoWcTEDlQv50LuG+iauL5uHhoSbnQl2zEmQtiVn+/PNPy+Se4q6lTTpbg0BOWYABHZh48803S9u0YnfoY+eEpbTphx9+UGMnKFJaYUiuLuvRicQdodSAzhdffGHRjiE7qLTtl3asZn7TAheDBaojqHKpgynFf+/StJ9HCnNHwJQ5IanFZ7+EcmyL2qbV/zpIASn95wywACq7zuyyaQWCKi1atFG/a9WFqWIEU3x9/bTNm+1Hw9v5aVSefooI1K4ae9KipWKCKja/DuZJ0wKmBYqxAANFVGdQpSCYcqHqphg/BhNQMVrD3L8gLEBAQHRO1MsTafCk/ZYmMaSxLv5Wmog3ehtEQfWwwFOnTtVPl2pL6juZGnT9KUsimMHys2bNKnXxrKwsTbRfVPlJkyaVujzDLtesWVOVJ9OktGnOnDmau7u7Kk/aYUEXp9LWZ+Y3LXApWMAIqpDiSuruhZq4Aqa7+VyKzJSSfi5ZcRFaSLgJphjtdSrptNZ8RisFogyZd41GEIUuP42+a6Ll5OYYs4r7mKZ9/V221vnKLG3nznArpkpp3H+tKj0PB3TtpZA9f8Pp5kNmSo/+WdoDj2ZpS5bmyCKNdSd0t5/v2u5VF9Y8HVqNQJU0YWiZ3CvrT9Q8Mi1Q9RaorqBKdQRT+GmbgErVf+fNHhgswEg2fAnh30033VRqild8fLzlpatXr14aQy2XNk2fPl21z7CNpXW5YVt0u9GjCu3dm/eCVNo+3HHHHaoPr732WmmLqvyfffaZKi9ifqW2IStgxCA9ShHDQJc2iYCgepHk58jw0SEhIaWtwsxvWuCSs4ARVPH19dUILl9IiRovjz32mMZIPry3TTBF09Lizmgh4o568GCIdvJM3IX0cV1wfUnMSNS6z+6pAJQOv3bSYtNiFSOzoYApoxbfYOnv8RO52nMvZmkBbbM0zxZZWpseWeqa0f2Hv0/PPfdcmX7fLA1V8A61w/jbqzNMdTCFzbz4ct5YOB6OqyC4QrefOdcctvSo2oAqmYe1uxyctc92XJr6QJYPzNwxLXABWsAIqjzxxBMqJP0F2E1LlxjdTddMoZtPdWCm6J03ARXdEua2Si1AEII3uw6mjBkzptRCsHyZkeg/qo6AgIBSuwnRABRYbdasmarj3XffLZNNqD3CcTC8c1l9/t566y1Vx6233lqmPvAhVK9ePVXHl19+WaY6GAaa4yBbaFUZwqAylHSDBg1UHezLjh32Kc9l6qBZyLTARWgBiZijxKz1ZyGfaRLprMpHSpBUfzayb/fee69GAPtSTVln9mmfPjxYPd/0z4pb91FvaPvici9Vs9gdd3ZOtgJNyEZp8n0zLSQ+H2QfvvB6bfKuj7Tl/+Zoo27N0rxb5oMPBCAeHpMHqLBy6tVwsUW3edu2bTWuaFZ1kih+mkS6svSLCzoU1dfT9h05ChzieIx/OrgybcxZ7Z9HTurZ1ba6gCq5seu1/g6O2tcmqGL1+ZkHpgUuBAsYQZUBAwaoBdMLoV/GPvC5PnbsWKX7Qmb7o48+Wq3AFI7FBFSMn6i5XyUWIOggIYktLyKcyJclUYSVL1kuLi7aunXrylKFxjjurIOrwwkJCWWqg/ovrIPMjLImCdOs6qB+TFnTe++9p+pgtCACRaVNBKhuuOEGVQfZOmVxQTh16pTWpk2e7zvdsJYtW1babpj5TQtcchagbhNFnnXXR+oh8dlUFdGzqIM0fvx4CyuFYPWCBQsuuc/EOOCwtd+o5yKf80//utEiNhs871V13rHGOO2YjgHkhmpPOrpqn+29dMEn2u7p9c8oZkrAVw20teFrLeaUr5c24vM3teZXb7QCGoygwy+/Fv79+vXXXy3C8bxPXn755TIxSi0dKeMOf1u/+uorzdvbW332FMF///33bf7mtupqDaYYx8j9OpdlKGZOREQ+IGcEVba+F1HGXpajWJa49AhYRJbpyfBwLS7RtnuPCaqUw8ZmUdMClWwBBvXgAi3BCv49++yzGnWeLoS0aNEirX///qpf1H2h7mVZ5ixVPRYTUKnqT+ASb58rnLyR+GJKRsd3331XJovwBV+noZNyW5bEyUq7du1UXyZMmFCWKlQZXdB2+PDhZa6D7A7ahC9npQ3ZrDdKQIiUY9bz888/66dLtU2USBU6INK9e/cyMW4YvvmKK65Q/SDYNXPmzFL1wcxsWuBStQBX3rkCz3uYfwwhSxe888EM4er6uHHjNB8fH0v7FNsubTj2i+2zi940zWKPp/88UmB4Sdr3o2ur64/9ekBdS9jzjebgcr22Ly1/klyg0EV/+OW+LxWYQnbKT4d+sox34eIcbcjwLK3JoA1aYLs0zbeVbcDhdJht20VERGj8ndXvDwKPdAM6ceKEpY3K2mFEKwInul4Z+9ClSxdt//79dps0uv3Ubp2lBbXL0p4Yn6URMNqyNUc7udd2FAsjqEKdlXkjjmhrnj2lhf5btkUfux00XkgL1X6f8rTWHnnufbqNuR04+kltwY5oY261b4IqhUxinjAtcMFYgAs1nB/16NFDgReDBg3Sli5dWiULNTRKVFSU9vTTT1tAnttuu007dOjQBWOv0nbEBFRKazEzf4VZgC9DekQZ+hwvXLiwTHXzxZ+MEv7Qk4Ze1jRv3jxVB/tC+llZ0wMPPKDq4YtdWRNZOwSYOKby6I9w1Y51XH755WV+aPIBp0+q7r///jINiVo0I0aMUH0h8HWhx5Mv0yDNQqYFKsECfBa88MILFl0G3s9ke5ESW9TkrSxdIXjL5zAjdOkANdtjtLM//vijLFVeXGVS9yu9CNrE59HZmk5CMQ4y+Pv71HPObfAXirmyfHx9ze/pxcYslv3Ek1u0Fzt20r62y15J07bP/1q7a0CeyHnHASO0p97+XttZjYRu/z31r1Z3eqACVF7d/Kpl7LZ2zp7N1Vp2ydJqCdigszd4bC9lJGVre6af0b7/4keNemH8XPhHfRX+3pDqXtFp586d2n333WcRXmd7ZKfQTXfSjslKZNdem0a3n6D2eWNsKNuDh2wDRsZ6NrwSpn3eZJdFrPazhjvV/srHrd2EjGXKuh+9+cd8IEWiVE2Y/rcWcibRUF2Stke+lx/+WtjVSgdVPtucH/Y5Mc5Y1lCNuWtawLTAebcAF2xvvPFGC5AxcuRIteh6vqJycqGI8yMd2OH2888/1xhQozonE1Cpzp9eNe47J+mN/4tEw2gRmzZtKtNo+ADQV3BJYyuPgBGpZnw54qpseRIFlVhPWdk2etstWrRQ9ZQVaGI9MTExlokYxZ7KmubPn2+ZYJVVk4UUvgcffFCNifYhMl0VLgxltYFZzrRAVVqA9FwCkUYdE95HvXv3VvcSXSCOHDlSqnuKot1bt27VGO6ck8QmTZpY7k/WTU2Iv/76q1rSbyvjs9r06c0W+/x4UELQ2EjbP81zX/W44WctMWGrmphaASZpx7RPxz+ijeyfFwmNdrYt6JmkzXsyQLX31dpg7YyI3+75N09snGVmHaxEdoKNcZX11D3/3qvAlJGLRhX53aR+fL9r8kCGJh2ztAbC3iCoct/DhV+yY4NTtVVPhmrTm+/WZrTfp7rG1VfeAzobkjbiH1ldDz30kHLLIRhSmpd2/j6RKv/TTz+p9wK+Y+j1ctu6dWtt2rRpGpmcTA+vekSNtf3Mjtorm1+xCa7obj+PPJ6ltRWxXY6xpKAKAaTjf5/Tdn8erf191zHtMwmzTGDl0KyKE4RNDf7JMsYb3p6tRdj28FHjjV4xTftsS+G2CaqMcHDSPtsZr2Ue/VZz6fK5xS1OFTT/My1gWqBKLcCFmk8//VTr06ePBVjh3IWSC4xSVtGJc7M///xTI6JaXusAAEAASURBVAtFdzvilovgFb0wVNF9L2l9DswoPwxmMi1w3iywZcsWDBs2DEIdh4Aq+OeffyAvJmVq/+abb4aE6UXt2rUhoqeQldQy1bNixQoMHjwY4pICEZVFUFBQmephIQGIIJMfSFhHyGSnzPXIChsETMGHH34IQXPLXI/oH2DKlCkQFBi0fVmTRBzC22+/DVdXV0g0kjKPTa+H/bjzzjsxY8YMZfey9sssZ1rgUrKATPLw999/QyZyEE0iLopYDV/c/CAvKhD3A3BfIo6pP2GfQF6iIC82CA8Ph6wSQVaqIBNRq/LCfsHdd98NEQmHgNVW1y7tg0i81bElXt+bAkfvNxCW+DoCbRgkfMV7CBo8AZ0f+QIvNZ2PO97tj6iEF1Fbz5sdiX9+XwXX5q0ROWsoRk+JhgAqeKJLLT1H3jZxGwb49cIa52HYmzof7Zwd1PkdU25Ft/F/YMjUbVg2tpt1mQvwqOfvvXE87iQ+HzwVt7a4xW4P730wG3PWAO7OwPJZjnjng1ws3Q5Me9UB/7vHCbnZGo7NP4d9355FxIEUSz2tr62JwV83sRxzZ9euXRBqO2bNmqW+88aL7u7u6NixI7p16wbRA7LcH8JqUfcG7w/+fvN9QgAYCFhiLA7mE6FodX/wncGYlp9ejjsX32M8hUCfehjZ/Hrc1OwmdKrTCS+9ko3PZgMfPe+AEcMdMXhUDkLjAP8awLI/nND6srzP2aoSOwcrHw9F8MI4tBrsh6u/b2onV2lOn8WUgS0wflUCPlt7Ak/0bVJ0YfmO3j32ML75cTTcC+RMDFmEka1GwqG9IwZ9HoaX+9QrkMM8NC1gWqCqLSCR+9Q8Q3QbITqJlu6I/AE6deoEcfmHMNxLPScSVjoEjEZwcLD6k0VzsC0mziGGDBkC0XRRdVsareY7JqBSzT/A6tZ9EWxVNxFvNnH3gYTnRf369cs0DPFfxksvvQRxjYFQeyHq1WWqh4XElxArV66EuLRAmCVlrkdchSARbVT5c+fOqQlNWSt7/vnnMWnSpHL3SUJNQgRy1cSJdir4EljS/nEixxdJTuaEXq1eOLktS5LQ1Hj88cfBOvlgJSgmtOmyVGWWMS1wyVpA3AHVs2/79u0KIOHLC4GT0iQCKJ07d4ZoJKm/6667DuJCWZoqLo28ibsx0q8bFmg5GPLhaix7rp/NcSfu/Ra+HR+yXJu0LgrP2plM7p1+Pzo+9oNtQCX7OMa7tcFU55uxI+EXdHbPm2hvnnILeo//EzcKoDLnAgdUcnJzICGRkZWTjVW3LEe7Wu0sdjHuTHw/B+99p8FRhvjzR44Yeb0jPvokB69/oWHLLzlIXhaLA7/FIjUp21hM7Q96txHajC4ARv2Xi4s2fMdYv2M99m3dp4AWAialSVxk4eSiR/sr0LVPR4g7nFoIslVHdm42Wv54GZIzUm1dVuBKD8/hmDlhJBZO7YrBgxwhAbzKDKoc+SMOy54JhX99N9y5uQLAT/mOD/DrimGbz+DZHrZtahxY2t4v4N03ETECGNa0XEjHH480xq3f1kP73P3YJ0ShyQIYPlMQMLTkN3dMC5gWuBAswEVgAisbNmwotFAjbv9q4ZuLLHXq1IHoO6o/zr+4KKMv1gi7RQEooaGhherg3EgitEGCXaBmzfwnxoUw9orogwmoVIQVzTpKZIEffvgBDz/8MMT1AyJEC9EsKfOLO1dm+eLPCbnQ4PHMM8+UqA+2MpG1ISEO1cqTuCJBKMK2spXo3Nq1a9GvXz8FqojgUonK2MtEexHgIcuFD7ryJHG1UUARQScCR2VNIoapJl2cyAk9EBJOuczsEnFBUgwVPoi5ms4XX4kmVNaumeVMC1zyFiBQzdV5AiwHDhxQK0KcQPIe48q6zlYR8U51zxFEITuQ18xUjAXSdmO0Z3fM1LLx8oLjeOd624wAI6DSZcJcbJk4CkK6sJmKBFRYIj0JSfCGt778r53CW53aKpaMTVaLzVaq7uTGyI0YOf8mODk44tSDJ+Dq5FqoM7P/yMGDEyTipFx563EHPD3eSeWZ90USHp/iggkZB6HlFipmOfG/jW3hFeRmOS64E5YchgdWPoSlI5YosJH3Be8P3idc9NAnAllZTvDyclb3CEFGLviQxUI2C1ktZIO0vMUfDfsXDfw/svpR/HVovlU3nOX+CvAJQFOfJmju1xy/fNoIs9+4Fle1baHylRVUObsvFb8NOwxnFwc8eqyTVZtlOhDGycAGczAz6X2b7CvrOiPxQcdWePeKnxH7pb3veDbOhYYju15j1NG/w9aVmEemBUwLXGAW4CLs5s2b1TsEWSYi8l3qhRoOiQxZAjD8k4ilai5zMb9rmIDKBfZFvli7M3HiREgYUDU8uulICFCFbpZlvLy5+aJDWq5EnVC03rLUo5cRQSZIlCDFnJk9W7i45UgSPhEiFon+AhgRbChP4gONYAqRXI61PIkACCdOXL0m9Y4AUlkTX0hFbwYpKSkYM2YMREyqrFVh/fr1oGsTX2zJoqH7l2jHlLk+s6BpAdMCpgUqxQIGhopoouCh9rZZPImbP4Zv72fg4P4gDiZ9g8vsoSnSyWIBFTWQZIQeCkNiQii+e+kmTFmVgqdnrMbEe/sVcrOolHGXstLY9FjMPT4Xc0L+wvaIXap0A99A7L5jZ6GaNm/JxdB7c5EppKrR1wDTp+UZKzdHQ9zJTDwlmurvPZaF9HPZSDubjT1fnRHXHyAxNs9Nzbe2K+7eeXmheo0nxq17ErMO/I5fh/2EIQ2H/J+964Br6urih+HAbd3gwFn3qHtWq9Zdt62jVVtnravra21r1apV27pFXFh33Xvj1rqtoIAoKCBD9pKZkPudc2NiAkkI8F4Avbc/mpc7zjn3/2KS+88ZukPa62MnVIDFeeCH79Vkjnbg1UVcQAps7+QJFesWhUGn6qQf1nt+JuAMjDwxmvcVLVQEEtBbpWv1zrC9+zawtVbvb85vaTD7JxskMl8vzQ6pEuObDNu7eIEVevZM8W/2Wlh2r4iwG70Lvtz6v9chagZlKeHcvL7Q7dfTYMoDy+BS0SkQEAjkKwSIdKYfm4lcoUesIMq9UjAHGz9TkLcKhfEQ8UxpFzQkSnY92PMVOLrGmptsRcwTCGQHAaoagaEd9OMT/8O4/GyXASb9eIhn+IsRl0UVguh5Thplu9ZUs7h//35ORPG106dP57ZNnjw5x7KQZNDiRuXFctooGRTdBwzbyakohm6BWttcXFxyJI8SUmHOGi4PPVQYZQAXTSAgEBAI5C0EwtmixsX4+9ToVyWR09sXeneXtjqKtd009ojyqWL52cuYVDZjalXG3NaqKwIZTkr7SjpWFpre5QNGlRg0JWz/OOlmUF56eyz1PCo5im323Mz6HO3LKjjba0skU5nk5v+0YJs8N2Uw5ZmfipcNpqSsH/ZTYLLYDFPYg4dp2s4L0/x5AtbV1dSJWCkZ67kv/bTjhi6exz9nldY5cHs6H+hiaArva9VZwSo1UDDMcW+wkR5NVZ2AC6Yr1ijSsAy0Sw2uE/PHaPH45PRwRmPUwsMNV/UJDlZlKVFt/PNkrV3KlNdYGdyEmZ2xd7ay+fs8TM6+vnYM/3dAla50c9YGYQLfKAP30aQwMSgQEAgIBN4ABCjGSTSBgCwIIKvJ0BtFe/BGL5Uc68Ekplweem0wX19fyeT17t07x7JIQI8ePbh9mARWEnmYNI/LQ2+XHMtzc3PjsohAcnd3z7E8KntGBA2y0zkmQQICArTVmqgk7OnTp3NsnxAgEBAICASkRCDw0p/8Pc+m6Th23i/xlWgFC/O5yZZPUFeA+XTGBPX7rE1ndj4sll38oTKzKfE7izJgiFmEiu46hT9bO6oMl495XHKdVLkYeJFR9Z6K6/RJlCY7m7E5t+YyjwjDB/PYWBVr3FZd4aZhGwWLiTFMMGi2fm/5Cy1x4Lk9gq2v48afe++O1Ewx+Dj18jQ9cge9RzLMO3o8TVui+ffFygzjsf7JbI0OibO/h3eGOek7NNV+ZlyZyfb67DNIqqRfo3meFVIlTaliTtXVpZTD3XP245JGPz2G3tjF5i3Zw/zjMt6XSyvUZEqxzza9ek0nsWd3T7HFP/7I1uUxok93T+JaICAQEAjIiYAgVORE9y2Wjbk2GOYS4V/8bG1tWU69GAjKZcuWcXkYg8cw30aO0SVCBhMqcZmYhCnH8kgAurtxeZjjRRJ5mPOEy8tuqeL0RmB1JS5v+PDh6Yey/JzKIGOCWy6vSpUqDBPyZlmG7gIMa2KaktOYCJBt27ZNd1hcCwQEAgKBXEfgyclVWk8RjeclPXaduZzd9FOXMvbc/i1/X9SMb7kbatDuzAgVKseb/gf/RM9/uGwrJGxuGjjwGlQkU+fgE0O0hAWVCv7lxi/MPdw0WY8fG6zXADWZQqWRfZ9mPLTrmvvkYJS2PPCN34L50JGBTzih8jIkRXeq3rWudwp5ytCfIS8V8k4hLxn6M+SlouudYq6Xymn/01zfKvdV3CY5SZV/OnlxLO4uzbkXqx6A6Fl1yHkJW+y8h12+68XC4qLYdZcvta+9dYdPsr3OK9m8ecvZPvTAMu23oydZPBEICAQEAm8cAoJQeeNuae5vCEtyMkxAxD94ixQpwrCyT46NIg8NImboCyrVSZeiYYJcLq9Tp05SiGNYEkwbPoTlxySRSaFDtOdp06ZJIg+T23J5RCRhXpUcy4yIiGCOjo5cJpE/RLLkpGFSTe7aTnsmTxqscpQTcWKtQEAgIBCQHgFFEgvz8+HvoX5BYSwuPeuBGuPC/JmXlw8eRA0MvrLIFKHi6aIOByJPFL2W+pCNtFJ/FpoMFdJbJM8TIlGIqFhwZ6HZCr6cpiYvStdRsGv/Gg5TiX6SxNzXhbHjw320ZMqZL55qddxcEMy2tzTs/aKZNO3ydC3ZoyFU6FHXS0XXO0VDquh6qaT3TtEQKpl5qVBoTzUM+znp9/qHH7lIFSKZyK41jv8x18l+7KFLOKOwpKB/41no/QSWmmAYYw1OmT4mRTE/L3e2Z95g/jlfeMAcdtndi/n5hbEk4y/tTMWKCQIBgYBA4E1CQCSlxZObaNIhQAmLMOwFMIQDypQpA1QmmRKY5qRRbfTmzZtDeHg4L7dFJXbxsJ0TkRAcHAw1atQASqpEiVDJ5py2e/fucTupQkB8fHxOxfH1q1atAiRTeGlhqmwkRaOEuZcuXYLx48fD+vXrcyySqiVQxR+qJjJz5kxYunRpjmRS4lxKdqux7euvv+aVnHJ6z3NklFgsEBAICAQkRsBr8+dQ//PNsP5BAoxvWERP+l3nYdBi8l7APBUQunaYNgFtktduKFL/E0APFbgcfh46lM7ZZ6Ge0iw8SVYmQ7WNNUCF6dFujvgXapSonunqlavTYNYKOpcDrP/NCkZ8op8ENiEkFc6O94dA95d6shxbl4BeO2uADVazoeZ/NhaeHYuFziuq6s3TPAlKCIKWO1qDAss2W+N3hXLFykJofDgfblihHlwYqK5017qLEjwCNavUjyWwYNDjG7ZY8Qd4ZR/Po+qE8EVL2EJKYhpWKVTb339rLZMVf6jaz/fNvoOaJWtqFezz3Q9fuU6DNCxb1K1GF9jWbas2Ua12ks6FOYlqVWjP8Y99wf+2ke8cCFmpcoWg/sgy0GxG+Wx+d1LCoYmVYejtyeB771cwjLqO4eJSICAQEAi8ZQgIQuUtu+Fybpeq0vTt2xciIyPB0dGRExXvvvtujlQS4dGxY0fARKVQr149oBLHxYubLltojkIqs0wHfyJqqISiFG3Hjh0watQoXoGI7JWiubq6cjIFQ2o4SSWFTCJmiECirNxUMcne3j7HYqlq06effsrl7Ny5EzCkKMcy58yZA3PnzuVySN7ff//Nbc6xYCFAICAQEAjkGgLJEB6Mh98C8XBm4SQYtfwsDPztICyb2B6KFC4N5YqrK8EEnfwdKveeBRVW3oYXU1uorVWGgPPYRjB5eyS8N+s4XFvQW0u0WHo7buFu0G1/TyhoWwACv/DP9KBOlXRGzFCBCvmI70Zbwa8/65Mp6NQBezs/gojnyQBIAlSoWQQqtSoCNQeUhkptkN3QaSmxaRB4MQ5q9i+t0/v6cvqVGbDTYzcSKWWgXJGy4BnmDT1qdoPzzy5wkoUq/qQ86AqfTFfXYy6EphTEv3h18SD4ebwVTBmuhG0dPbm9tTqVBJ9LsWBX1AaKVygIYU+TwL6+6Yo/5wPPQyf7ThkIEzlIFfyVF7x3RcGLGy8h3CMZEiMVkJbKIDUFCSDEVdMaDysLnf6sonmahccYWGRrD3UCEmCQPd4cIy0+2B+U9tXA8F0xskh0CwQEAgKBNwGBN8ndRuwl9xA4evQoo/Ae/DfBqPoOeoBIYszYsWq35xIlSjD0fpFEJhI+rGjRotzWffv2SSKThPz0E9Z4xP0jsSCZTAodIpn0h14vkslFIonLRI8SyWRSWBLZSa8DKSomkWHOzs7aPDeUr4VyCogmEBAICATyLQKYWPYHm0Lq93XrRvzzUlO9B0sts0dJmpwiCua29w/tvFGjBqiv8T124pLjBpPcWhKTnY938ZCatnvbZar2vlsaK1tXHeozcozhOBGvnRE8dMW55n0W+l/mCVaVqRqc9NUHvgzklX2GnBzKopOjWb+jH3E7nR86s3th91jDHY15LhVN7pRW7ytYSQw/opCfbn1e51I5NsGfra/txnyPRbPAq/HcNpcG7oz0Xvo2gD/PrOKPvmWvn+mG/7TY3Yon8L0QeAFDaHRr5ryen5VEta9XMaZSqVjM0yR2c746LIhCgyIeZI6trgzNNSWqXbnDlbnfPc9OXnmm6dZ7TPS7wGZMXIQ4axI26w2LJwIBgYBA4I1FQORQeWNvreU2tnHjRu2hF8NJMGN/jCTKnZyc+BdIyqVx+PBhSWSSkNmzZ3O56PHCv3BIJXjwYHWMsRTVjHRtQo8cbq+U5YSJSCLyg4glyoMiRVNg3UvKR0NyMZyKEXElRTt48CDD+vZcbrNmzZgUJaSlsEvIEAgIBAQCsiOgwHwYfl7s7t0b7C7mrggykZNFdlt0FFACWspJMvbcWJ3ejJdEBlRvoiYqOnRXMCz+Z7BpcoGc+ux1rhSDEzPp/Pbad2yF2+sqe7qECi2NTYllnf/+hBVqdoJNnalgKZjXttQrQuWRt4otXa5kJWqnspFNX7C4ALWxuoSKRr3PkSh2bFj285DpkiqaHC9U4rnrwW4sJiXjd6jskioae//pqE5eSzlWstuSwnzxdeieyWswnu35cRBr3GQk2+cuzXeA7Nor1gkEBAICAUshIAgVSyH9hur57bff+EGXDtFDhw7FL0tGvi1lcf9UdYcqvZDcX375JYurjU8nLw8quUxyMYTE+MRsjNSvX5/LPXDgQDZWG1/SsmVLLlfKqjf0yxURSlLjGxoayipXrszlUglpzIdifGNZGLl69ar2vhFZ8+TJkyysFlMFAgIBgYBAQEoEyAOEiIDF95YYFZuAzhAaT5Da72F56TDDXiUkwHXSM+71ce3nQKPyMhtIxTgXDEXSm5aeUKHB7n0VbMnu29p5uoQKdZ7akcBadkpFr1D1FEOECo1Q0tqkCMMeN+qVpv/vFenFVrqtZIQlJbHVECtHnx0zuDAnpMr5r/w4vhdn+huULVVnrOd+XgWrxMRtLPvUjVTWCDkCAYGAQMAyCAhCxTI4v3Fa6KCMiUP5wZkO5VOnTpXs8EzhQpUqVeKye/fuLZlcuglLlizhcqtVq8bIo0KqRrIwJwmX7eXlJZVYLodCiAjjWbNmSSqXCCWSSwSTlKE0mOeGFSqkdmn/8ccfJbP54cOHWrKmXLlyTEqPHcmMFIIEAgIBgcBbgEDjVxV+jB3+kbNngz5Re6aUr6dgnl7GyRSCi6r4UEiKpjSyVBCmJ1QCnqsylGpOT6iQ7qgoFaNQJWpB19QhP5vqmy4JzSdn83/0I0e3g905qfIdetkYa9klVW4vCeH4nvzU15joHPcTmULfKYhMEcG5OYZTCBAICATyEQKCUMlHNyuvmEpeKJrwFvrwXLjQ/JKJme0hNTWVtWvXjn8o16pVi0VHR2e2xOxxsrtixYpc9urVq81eZ85Eb29vLpdKO9MepGyEL+E8cOBAKcVyQomIJZK9ePFiSWVv2LCByyXZWJVJMtmUU6ZBgwZcNoUrYYUmyWQLQQIBgYBAQCBgGoEnMU94zg+NN4VvrOED+v9mqcmUErUV7Kxr5p6KF6aqPSiu/vjctAFZHE1PqBhabohQ0Z1HZZw1JZMjHsqXH2Sjx0ZOqGSWlyY7pMq9FS/4Ho59nP0wJV1M0l8LMiU9IuK5QEAg8DYhIAiVt+luS7BXIjg0eTKIPJA6bGby5MnawzJ5JEjZNDlZKlSowLDEr5Si2aFDh7jddevWlVQuCaMcIkRMUIiO1I2IJZJNRJPUmEyYMIHLxjLSzMPDQzLTo6KiWIcOHbhsCgvbunWrZLKFIIGAQEAgIBDQR8A39ilbdHcxa72nrTYshQgV+w1VWJoqI1my0UXJk7xSotd1G5X6wow8uzjDnx/4KeGrlO2jY/25zV9f/cao2MwIFVp46KPH3L5d7T2ZIjHjno0Kz8IAkVWEa/m1lQzmUdEVlVVS5cHGMG7//h7eumIkuRZkiiQwCiECAYFAPkZAECr5+OZZ2vTAwEDWsGFDfpAl74ATJ05IaoKLiwuXTQf8PXv2SCqbQnKqV6/O5S9atEhS2STs999/57Kl9iIh2RRCRJgQeSBlmBLJJhKFCCaSv2bNGuqSrGHJa9amTRsuu06dOpIlKyYDye4BA9RVLyhpsdQeNpKBIAQJBAQCAoF8iIBfnD/787+/WLu97fVIFDrsU+JUpwdO7EXCiww7O3c+TVs155vvzQ+rJc8J8gK581dIBpk56dj6aCu3nxK+GvOmMYdQifFNYutq3ec25iTPS2Z7qbOlLrfXWCiV7vqskCqasCWqXCRlE2SKlGgKWQIBgUB+RUAQKvn1zlnYbk9PT1a1alV+OC5btiyjPBlStlu3bmnzbnz3nfH44ezqJC8GIg1KlSolab4QjT2jR4/m8qXMGaKRTSSKJkGv1PlZSAcRTISNo6Oj5IRNUFCQNsyqX79+klZVUiqVbOLEidx2sn/GjBmSytfgLx4FAgIBgcDbhMAO7x16JEo59JrofKALT6Aa9DLIKBRUJadifXWoz4CPFZj/zOhUvYGUeCXbVM+dkxXeu6WtDEO5Sboc+IDvp/+xAXp6NU/MIVRo7qNd6tLOTtX/Yylx5nneaHSY+/iZ62huq6k8KrqyzCVVCONVVe+pMd6bXYyT2IkVztrS3uaSKUlR/uzy4Z1sxYoVbIXzdnbFPfuJh3X3Lq4FAgIBgUBeQcCKDMHDiGgCAaMI/Pvvv4CHYcBQC8BDN5w+fRrQ48Do/KwOhIeHQ/PmzQHzY0C3bt0A82KAjY1NVsUYnU8vcfSsASSF4OeffwasTGR0bnYHWrduDUgKARI3gElksyvG6DqsIARIpgCG/wB6Zhidl50BrHwESJYBlruGLVu2wGeffZYdMUbXYIUe+OCDDwCJIZg7dy5g2Wqjc7MzQDLnzJnDl37yySd8D5ggODuixBqBgEBAIPDWI/DNtW9h64MdHIdZbf8HQ2oOgSrFKpvEJTKSQfueaRAYA1DPHuDiCVsoWtTwkuRIJbwMToX456kQfPUl+ByPgfhoBdgVtYWR/9aDwqVtDS/MZq97hDt039cTVMDApccG6Fe9r56k0u8qQaECuHvcBt6tY6U3pvtEpWTgVOM+7/r0Uj0oWb2w7rAk15s8N8EPl3+G2mVrwL9DrpklMySEQbcBaeAfBfCOHcCZvTZQ992M+zg3yQ+8TkRzme9UKgRlG9iBXVlbsClkDYVK2UCZhnZQvqkdFKlg4vMz+SksnrERqnRzhEVDJ4H/xK0Q6DwKihu0NAIOL/kWBvxvC1gVHAHOez+HFtXLgyL8IVz6NxmGTB8DNYpntNOgKNEpEBAICATyMAKCUMnDNycvmHb06FH4+OOPAUMsoGnTpoBhPoAVeCQzDb0MoHv37nDx4kVO1ty5cwfKlCkjmXwSRCTEoEGD8MtdUfD395dcPukoWbIkYKUcwMoz0KJFC+qStJH9tA9MUAvoBSOpbBKGpalh/vz5gHlaAPOdAIbRSKoDc7UAVoLicuk11adPH0nlYxJcwPw7gNWnoGvXrhyr4sUNf8WTVLEQJhAQCAgE3jAE+hztC7eC7sKc9j/DlEZTMt1dairAhx8p4Y4vQNkiANdO2ICDg/5nyPML8eD9TyQEXn8JL2MUGWQWxEN9n801wKGDPO/blTdWgxRlKnSs2g4O9N6vp99cQuXRzkhw/SEAP8cAJno3AdvC1npypHjiE+sDbXd15KI8RrtBebvyZok1h1RRJqng3GR/eHIeWS9jDffWbGQ5aDffAays9e/h6yUhsLhJHZhXcwW8OPC5YTIl3gN+7NAKFrknwvwjHvBTv/qvl/OrCPj7j9PQ/7uRUDrdiHgqEBAICATyGwKCUMlvd8yC9m7cuBEmTZrED6nkYUAH+hIlSkhqwddffw3Lli0DOzs7uHbtGjRr1kxS+SSsVatWnOjAkBCuS2oFWOYZvzw6cLHk7YFJWKVWAT/99BMnU8j7hbxgpG6RkZGAFX8gISEBsCoPJ6Ck1jFmzBjuPULkExFPtWvXllTF4cOHYfjw4Vry7+TJk4DJdiXVIYQJBAQCAoE3HYE6W+tCdGIs7Om7E7pU7pLpdkePU8L+SwCF0bHkzE5reK+ZPtHguSUCzs9+joGZr0XZ2lpB0dIFoFx9O6jcuThU71USitqb8Ix4vTTLV6cDTsOoE2PAGqzg+MAj0KKC/o8e5hAq8c9T4J+u3pCSnAbNRpWD9gtNe+xk2UidBe9urQdRiWrSo7l9U+jo0BHer9QJWlVoBQVtjGNkDqlCamJ8kiHsfiJEeSRDapwSlMkMEkMVEP4oCRLwObVWEytCq59M/XgWAismrYKuyxdAw8LpiBcWAPOa1odf3ROg2cRl8OfIxlCgaA3o+J4jl03/U8aHwL/444p19/HQoVy69dpZ4kIgIBAQCOQTBPJK7JGwI28hMG/ePG1uCvRQYZRgVOq2Y8cOrY5t27ZJLZ7LO3PmDNeBISCMkurK0VxdXbmOypUryyGeyyR88C2FtWzZUjYdlIOEdKCHjSw6KJEshnZxHVT6GMknyfVgeBErXbo010FJiB8/fiy5DiFQICAQEAi8qQjEpMRo86eEJGSeIHb+7+qKPsWxPPKhIxmTpsQFJLO1mHOEEs4eGfSE+RyKYkkR5ierzSnOKcoU1nhHE76nyRe/NCgusxwqiWEKtq25B9/DjlYeTJmccZ8GBWez89dbc1iVTY7a+6ApUW2/vjLrcbgnm39nAbsSdIXR3tI3c3OqpF+neX7njxC+T+ea9zPPSabwZYtnrmXBmsWvHi8t6sE/gyetPMvCkuheK1ik13m28u9LeEUtnjk1KcGsCvRjD5JUvEf8TyAgEBAI5GcERFLa/Hz3ZLAdQyaYpnQxHa6nTZuW+YdqNuy4f/8+Q68U/qFLOuRqnTt35jrGjRsnlwq2atUqrgNDl2TTgR4dXAeGscimgwgnIp7ovhMRJUfDkCtGSY1Jx5AhQ+RQwUs0V6lShesoV66c5AmUZTFaCBUICAQEAnkAgesh1/lBvppLjUyt+WePkhXD0shUHvmvZYaTtHrvieQH9C1NHzJVmuUPzwvv/M7344j7iUiKMLgnU4SKIimNUalkIoQocW60T5JBGVJ3KtOU7E7oHfbXf0vZgOMDDRIsVMbaUMsJqZKakMZWv0peG/M063tNfXaAf/Z+vc8jg2mh51azLfdieH9S2CPm7hebYY7oEAgIBAQC+REBQajkx7smk83kQUBlf+mwS6Vo5SgvTKZjeIm2hHGnTp0kryyjgQeT6fK9YIJb9uTJE0235I9TpkzhejBHiOSyNQLJm4PuCd0bTN6r6Zb8kYgn0kFElFzt3LlzjO4J6ZHrNUYYkRcM6aAS3xj+I9d2hFyBgEBAIPDGIIBJUTkB8cHBrib3dP1GGiv9rppMmTjFuMfJ3aUvOBlxbJiPSXlyDPrHBzD7DVX4fjZ4bDCqwhShcvn7AG4/lRuOeJhoVIbcA7oEC90b8lqh6kuRSYYr9uSEVNF44/gei87ytp7s+ZwVGbiNGaJiEu/8xbr99m+WZYoFAgGBgEAgryMgCJW8focsZF90dDTr2LEjP4Da2toyrPYii2bygPnwww+5HgqRCQ0NlUUPCe3bty/Xg5VfZNNBgjG/DNfj5OQkqx6N18XZs2dl00PEk4bsIEJKrvbnn39yzEiXXN4wlnpNy4WRkCsQEAgIBCyNwLfXvuOHdWPhMWTPMz8Vq9xQTaZ82E+BP4oYt/LqT885IXHuSz/jk2QaGXpyGN9L+30dWZrKeJiOMULlxZ2Xr0sNo6dNXmr1tjXgezvoe8ioWdklVfZ88IjfMyoTndV2fV4PtuCm4XWuPziwFkvk+16RVVvFfIGAQEAgIBUCglCRCsl8LId+zceywvyAK/ev+T/88APXU6hQIVlDMdzc3LQeHXQtZ8OqR3xPFy5ckFMNo5Ai8rhYuXKlrHqIgCI9REjJ2TR63nnnHfbs2TNZVOl6XcnpESOL8a+Eht49yv4+5SmnCiFbICAQEAjw8N5mu5rzg/pKN8OfM7GxKta4rZpMadhGwaKjTYfx3PgtmB/Oz4x7ZlGET/mf4vsov7YSu/3itkndxgiVeyvU3jX7uj0yuT43Br84/wXf38yrX5tUnx1SZX9Pb37PHm4ONynb0OCzQ7+wP65kJFQCXdU/ovx0Sj4PW0P2iD6BgEBAIGAJBAShYgmU87AOT09PpvF8oHwTt27dks3affv28YM6HWyxzK1sekiw5rCO5Xll1RMbG6vdUwim2JezUa4Zwo5y3MjZ3N3dORlFIUZyklFYUYg1btyY7wlLcrPERHncqckrCqtVae/T9OnTZckLJNc9cVs7lFnZdGZXokwfXOTSL+QKBAQCbzYCN0JusG+ufsuwug8/pFM4iWuAa4ZNKzFNSq8BajLFvoGC+T7N/D3pzl/qJKcnRvhmkCdXh24i2kEnBmeqxiihslxNqBDBkNfaFq8t/F613N06U9OySqqcGOnLCZWb89Onm81UFU4IZmtnrWX+Ol5LnocW8M/fQl2XsaxTNOboFHMEAgIBgUDuIiDKJuMJ9W1tGNIB/fr1g6ioKMCKKHD69GnJS9lqsEXiBlq3bg0vX76ECRMmwLp16zRDkj/6+PhA3bp1ebln2mPbtm0l16ERePPmTWjTpg2UKlUKMMRE0y3Lo7OzMyCZAl26dIHz58/LokMjlF4Xx44dAySmYNeuXZpuyR+fPn0KWFWIYzdy5EjYvn275Do0An/77TeYPXs2f4qVq3j5aUzCqxnOhUcl+N68Af4JqUZ1FyhQFHzW94XPt0dA04HLYP+W6VCjuCgxaRQwMSAQEAiYhQAmPIV9T/fBEd9jEP4yUrumoI0tdKzWAZw6rYF3Cr+j7aeLKdOVsOUEQEGsinx0szW0b6dfHllv8qsn12cHw92/Q6Fur9LQbZ2joSmS9ylVSmiztx34Rz+HdlVaw+E+h0zqMFY2OeTGS9g/7Alf29vJEWr0LW1SjiUH/eL9oeWONlgIGuDRGI8M9yq9LeaWVKZ1txeFwE2nF+DYugT03VszvajMnyc/hc1/bIInSYngsWgVHGFp0HWiE7gsnwRV05dYzlyamCEQEAgIBPI+ArnL5wjtuYXAoUOHtFV2mjVrxuT0roiJiWF16tThv1Ag+SBLCWZdHDWJVd9//33dblmuN2/ezPeFpI0s8nWFUkgRvqOwihUr6nbLcn39+nWuS+6EvmQ8JYy1trbm+pYvXy7LfjRCyTNKkyMGiSlGHka516LZ7zbqSld0X835Mxabnnt7EJoFAgKB/IJAXEocm3V9FmuwvZHWE4W8USqtc2BDTg5lux7/w+JTDZezX75SXR6ZKvrs2IWuKmY28kyhCjk35gWZuUKaaZeDLmv3SCWGTTVjHiq05sJUP27/hnfdWPRjQ6lWTUmWd8ycPCq6FpjrqeJ3Jobvmar9PNgYxhLDddxNdAVmch0X5s+8vHxYUFhcJjPFsEBAICAQyN8ICA+VvM95SW4hHiq5pwOGQkDXrl3h4MGDgOV4JddDAvGfB/Tv3x+OHj0KSATA3bt3wd7eXhZdJDQoKAhq1KgBqamp3OMGE+DKposEY04YWLx4MYwdOxZcXFxk1YUJfDmGpIS8YcgrRs5GnjAXL14EJKiAXjNytgULFsDPP/8MmBAZXF1dAckw2dTRa5E8VDC/CmCoESCho8VVNqVGBCfjfYxXKg2O2hYuDC9O/Qj1h60BsG4EK4/vhvE960Fhg7NFp0BAICAQMI2A63NXGH78Uz7J1toG2lZuDUNqDYa+jn2hRMESRhcfO6GCETNUoELa97vRVvDrzzZG52oGkiKU8GRvFFxdHAQqFUCvNY5Qs59lPTzGnBsLx5+cAsd3qsL1IdfA1tpWY57eozEPFZqkSFTBns6PIPpFChQrWQAGn6gNxasU0lufW0/GXRgHh72Pw6eNRsDS9n+ZZYa5nirHP/GFZ//GaWXaFbGBgvhnU8AKilYsAGUb2oFDx2Lg2FPe7yFaA8SFQEAgIBDIwwgIQiUP3xw5TJs7dy7MmTOHi6ZwDqzmA3KGPWj0FShQgIepdOjQQY5taWXOnDkT0MuBh5Hcvn1b2y/XBZFFR44cgSVLlsB3330nlxqtXEzgyskU9CDhoUbaARkusJoQECFFrw8KzXFwcJBBi1okEW+DBw/m5F758uU58YZVoGTTpxvu5ujoyMk39KKSTV/2BCfD9gGV4dOj9rD/8U0YVNMue2LEKoGAQEAggAiscl8F8/5dCCUKF4O7w29DqUKZH4bd3FXQ7WMVJCHvOwA/vrdvzkhKRHsnwfPz8RB6NwESQpQQ/yIVYiMwlJH87rBVb1sC+uzORuiIenm2/x+SGAKtd7WFJEUK/NLuR5jWeJpBWaYIFVrwMigV9vd+DPHRCihbtTAMvVCXEwsGhVmwc+ujrfDNxf9xjUcHHIQW5VsYJY10zTKHVElLVcH12UHw+GgMJMbjzTfSGg54BzqvrGZkVHQLBAQCAoG3AwFBqLwd95nnE5kyZYo2d8mMGTNg6dKlgIlHZUOAPAGIcKDD8urVq4H0y9kiIiKADseY7BT2798PgwYNklMdl02HcCw1zD1wsCqO7PratWsHRKaQNwx5xcjdWrVqBURM0etl2bJlsqqLj4/neXa8vLygZcuWcOXKFcBqULLpJD09e/aEgIAAKFu2LBw/fhxov3mpKaNDwD+pFNS0F2RKXrovwhaBQH5EYPKlL2Gf10EY2/hTWNJuSaZboIN3+15pEJYA0Kw6gOtRW3xPfr0sJSYNMKQHgh7iBAOtZNmCUKNXSWgzxyHXCIgVbitg/vVFYFegENwafgMqFqmYwdLMCBVaEOObDLt7eIMCiYYW4ypAm9nyedpmMNBIhyaPima4kG1BaFqxMXS07wjv23cySbCYQ6po5CaFKyH6STIok1SQlqKCGJ8UoPwyT6+hBwuSZl3mVYEGY8pqpotHgYBAQCDw1iEgCJW34JYnJyfD8OHDAfOmcAJl0aJF8P3338u688ePH/PDKeaogNGjR8Pff/8tqz4S/ssvv8D8+fOhXr164OHhIStZRPoorKhIkSKcrCJSpVatWtQta/viiy84mULeMOQVI3ejcDAiprCcNvj5+XHiQU6d3t7e/HUTFxcHtNeNGzfKqY6HiBGp8vDhQ77HPXv2QO/evWXVKYQLBAQCAoHcQOCDg13hQagnLHl/IYytZ5qQT0zEg3IfJXgEAthjNNC1UzZQrpyVntlHB/uA/+143lehVhFwaF8MSlQrCEXtC0AZDAkpUVWHfdFbabknuglq+9buBZu7ZgzNNYdQIYs9XMLhwpxAsMJcvJMeNwEbys6by23p/WVwPvA83H/hDilK/QTnugTLx7U/Bsfi+p4kWSFVDG3z8rfPwX0P/pCV3eS1hoSKPoGAQEAgkA8REIRKPrxpWTGZcm189NFHcPXqVaCwm02bNsGnn6pjqLMiJytzqZIPVfShyj7NmzfnugtjPgg5G3k3VK1aFTABLg9j+uyzz+RUx2UTadOwYUPuRUFeMZjsVHadf/75Jw8toio8FGokdyPvItoj3UvKcUKVcuRuhw8fhoEDB3LPprVr1wKWPJZVJb1myJPq8uXLPIcL5YsZM2aMrDo1wsN9H8IDj0cQEBIJFK1eCP8rXqYi1G1YD+rXrSbypWiAEo8CAYFAjhGo5lIDElOTgMJD2lRsY1Qevu3DkBFKOH0HoGgBgIsHbKBeXX0yJdIjCXb1esRlDNxZCxw6yJOHzaiRWRi4EnwFBh0Zxlcc/GgvdLDH2CWdZi6holIycKpxn6/89FI9KFld3u81OiZmeknE0Z2wO3Ap+DLQftMTLMMbDIOVHVdkkJMTUsXvdCwcG/8UipUqAGPcG2aQLToEAgIBgcBbgwAemER7QxF4/vw5a9CgAX41AoYeBuzUqVMW2emQIUO4znLlyjF/f3+L6ESvG64TQ36YQpG9jPRZNXTv3r1cZ6NGjbK6NNvzMYyK60RvmGzLyOrCrVu3cp2YBJeh50hWl2drPpI3XCfmb2GY7yRbMrKyCBPUMvTE4Trp38vChQuzsjwbc8OZy4QWWn2kM/2fVYF+bJd7ZDZkiyUCAYGAQEAfgeCEYG3Vm5iUGP3BdM/+N0vBqJpPidoKdtY1Ld2o+unT49G8Esy25h4Gx/Nap8OGqnz/A44PzGCaqSo/upOfnlDvmaoWpb40jIvu/Ny8VqQp2PWQ66z7oR583+/tam7UHHOr/6QXEBeQzF8DhIcyVZV+WDwXCAgEBAJvDQL0K7BobyAC6D3BMKknP6QRsXHr1i2L7PL333/nOqk07fnz5y2ikw7DFSpU4HrXrFljEZ2kBL01uM6hQ4daTKePj48WXwzlsoheIqiqV6/O9RJxZYmGFagYht5wnZUqVZK1rLdmP6Rz8uTJXCeRG1OnTmXUJ0dLdFOTVBoSZfKRp2o1ScFs+4zuWhuwug/b75ObpZ3l2L2QKRAQCFgagXPPz/GDdZ0tdU2q3ujyujzyuo3GyyO7rw/jh+mDfR6blJcXBm++uMnKYXloKhF9NuBsBpPMIVSSohTMpcEDvuez459lkJFXOwJfBvJ9097DEsOMmpkdUiUpUqElVFLijL9WjCoVAwIBgYBA4A1BQBAqb8iN1N0GJvNkpUuX5ocyLCHMML+H7rBs16dPn2bW1tZcL4amyKYnvWBMeMt1YllmRuSKpdqIESO43tmzZ1tKJT/gY/gU1/vgwQOL6XVycuI6ibiyFMYYrsbIE4dIh/bt2zPMWWOR/WqIMtI7bNgwJgdxFXtnDd+XllDZqfMrb6o3G29dQDvefYn8HjoWAVYoEQgIBHINgdXuq/nBuveRPkZtOHc+jZWso/ZO+eZ7056e7uvUhMqhj/I2oZKmSmPt9rbne//k9HCDe8+MUCFvlD0fPOLkweZGD1hKbP4iDxrtaML3v9dnn8H9azqzSqoQLuSdQn8JoZb5fNbYKh4FAgIBgUBeQkAQKnnpbkhgCyaeZZoDd7NmzdiLFy8kkJq5CCyry7CkLz8EYjnmzBdINIO8J6pVq8b1Ll68WCKp5okhfOlAvGvXLvMWSDSLQoxILyZQlUhi5mKIVCDCivQSgWWpRqQRhauR3i+//NJSahkmw2XkZUV6u3TpwjC5srS6k3zZov4luXyrwuPYzShdd2kF2z6qLB8j/XYDnZhlAq2k3aKQJhAQCOQ+AsnKZHb46RFWcZ09P1R/c/Vbg0Y98laxivXVZMqAYQok7w1O03Z6bo/gB+l93R5p+/LihfNDZ75vCvkJiH9u0ERThEqaUsUO9n3M9+pc8z4Luf3SoIy83Dnx4iSOwdTL0zI1M6ukyoY6bhybwCviUypTcMUEgYBA4I1FQBAqb9CtdXZ21h4Cu3XrZrF8F5iQlTVp0oQfABs3bszouaUaVg/ieskjx1L5PWhvKpWKYYUfrvu///6z1Ha5HvKaoIP2vHnzLKoXqwpxvURgWSpPDW2QiCPaL/1t3rzZYnumfDV2dnZcL72+g4ODZdFNWEYF+bC7l8+xw3t3sM3OS9jIxgW1ey7UTRAqsgAvhAoE3lAEUtNS2XG/42zsubGsyiZHfpimkA/62+ixMcOuIyJU7N0WajKlRScFe2kGZ+C5TU2o7O2adwmV8KRwVnVTdb7vxfeWZNi3psMUoXJ7SQgnDJyq/8eeX8yfpMEO750cA1N5VDRY0GNWSJWDvdVk080F8nw+6tolrgUCAgGBQF5FQFT5wVPam9DmzJkDc+fO5VuhEslUphgTelpkayNHjoSdO3cCkhpw584dwDAji+jFf1SASXfBy8uLl0xGgsEiekkJJtsFTIALGOIEVNUID94W062513SfCXdLNdonVVKiylH0+qJy2JZqVOb7jz/+AKoWRRWrqHqUJdr169eBKipFRkby+41hbVCnTh1JVMf53oLNq1fDjOXb9ORZN7IB1YM0bR8SKhB+djLk3RoaWlPFhUBAIJBLCFCVl3OB52Cf734488yVV/PRmFK8cFHoWb0HDKk5GN63fx9srF9XpEvFSrsffoQVYnwByhbB8sgnbMDBQb+ij0aO7uPtxSFwc80LqPV+Sei5zTKf+br6zblGzww48OgwOJSsBLeG3YCCNoa/Exmr8hP1KAn+6eUNGDUEnX50gMaTy5ujNs/NCUoIgqbbWnC7PEe7Qzm7cpnaaG71n7t/vYDrK0LA2sYKGg4pA5XaFIWStQpDgcJWYGNnDcUcCvKxTBWKCQIBgYBAIB8jIAiVfHzzyHRMmgkYCgHr16/nO5k5cyb89ddfYGWV+RciKba+fPlyIJ1ELBw/fhx69uwphVizZBw4cAAGDx4MGBLCCY4yZcqYtU6KSVgxCXr16gWYrBUw3EkKkWbL+Oeff4DIlKZNmwJ6x5i9ToqJv/76KxBxVbduXaCy0XTfLdHodU6vLVdXV07qEHGHyZYtoRoePXoEPXr0gICAAChbtiwcO3aMlwXPiXL3Hd9Bk1F/akUU/GAa7Fs4CTo0qQ2lCyth8wAH+PxwFB8XhIoWJnEhEBAIGEBAxVRQZ2tdiE2K144WLVQEelTvzkmULg5dwNbaVjumezF6nBL2XwIojMNndlrDe80yf09PS1HB/g8fQ9izJGg6oix0WFRFV2SeuL4Vegv6HuzPXRt39dkG3ap0M2qXMULFzSkMriwKgrJVC8PHV+pa7HuVUUNzMNB4Z1MIiQuFtd1X89eEOaLMIVWIbDo+zBf8b79+7enKtrW1gncQvzpD34GmU/InIaW7H3EtEBAICAQMISAIFUOo5JM+TA7KD9aHDx/mH/QYkgHffvutxay/ePEidO/eHZRKJSxYsABmzZplMd2kqGXLltwjhgidpUuXWlS3hkgiUuXEiRMW1e3m5sbJFAw54t4xliLPaJNRUVGAIT9c7759+zihZanNk5dIixYtwM/PDzCvCZw9exYwz4lF1GO4Dyd0MKcLEO5YMhuwClG2dCt8DkLB2oO0a5tN3AbnnEdBaW3PSyRUqglCRYuHuBAICARMIeAb6wttdnXgU/rW7gUf1xoGXat0hQLWBUwtgwWL0uD3TQys8feXbX9ZQ/9+GckUOjBHeSZBfGAqJAQpIPROAvhfjofEl0qwwcPy8DN1oRR6JOSlRgRTx/2d4HGEL7RyaA7H+x0zaZ4xQuXuUvS+WB4CVZsXh48O1jIpI68PTro0GfZ7HQL6qe2HNt+jp1InaFq2qZ63kqE9mEOqMBWDh5siIPjaS4jA10pCtAJ/7GP8jzNarwQ3GlwG3l9W1ZAa0ScQEAgIBPI1AoJQyae3j8IuKBTh2rVrUKBAAXBxcYFRo0ZZbDfPnz/nYRfh4eEwcOBA2L9/v0V/vTlz5gz3GqCwpmfPnoG9vb3F9k6KJk6cyL2Cvv76a+4RZEnlRKQVK1YMMI8L3zuFHlmyffPNN5zAorAb8hSxZCOPHKz4A4SBpbHHxLTQv39/uHTpEtja2vL7P3bs2CxvP+7uRijZYrx23Xr3GBjfqKT2OcBLcB5QFSYfjuZ9mJQWQg+IkB8dgMSlQEAgoIPAkWdH4YvTE8C+ZEVwG26e1+LuvWkwbhbj5925X1rBNzP1yenAS/Fwf1UoBN1PAEWqSkeb+tK2gBX0WOUI1XuXyjCW047k+GQoXDz7JA0m4oX3/mkB4S8joYtjJ9jTc7dJk4wRKgHn4uDIWIyFQhZi4M7a4NC+mEk5eXlw5+NdMP3813om2hUsDM0rNoOO9h1NEizmkCp6gl89ScPXTaRXMjw9GAN3XEJ57+C9taFS6/yLo6F9ij6BgEBAICAIlXz4GiAyg8IfPD09+cGayIwPP/zQYjtJSUmBjh07wu3bt6FevXpw8+ZNKF7cshkeOnfuzA+248eP14Y7WQwAVNSpUyfA8tSwYcMGGDdunCVVc12Up4aIJPKOIS8ZSzby1iD99Dqg0CcKh7Fk27ZtG3z22WdcJeWQofAnSzXaM+UMon9z1LLjmRV31wkJlSlakyfvewxOg2trn4fdWAMV2n6lfV6o6zIIcZ2h48GiHRIXAgGBgEAAMOEq/HlrGXR27Ah7e+7JFJEbN1XQe7QKUjFV00j86rBuDcb76DS/UzFwYtIzJO3VneSJUrxMQShazhZK1y4MlbsUh8rvF4fCpfXX6YjIwWUMLG9SFa5MOQ27J7SF7Go4/OwIjDs9Eb1vrMB18GloVLaRUZuMESq04OTIp+B7JRaKv1MAhpyqA0UrGs7DYlR4HhmgHDs3Q2/CpeDLcCXoCriHPsD7r9SzTkOwrOviDOXt9MNzskuqaBQc6PUYgj0SoP239tBsWgVNt3gUCAgEBAJvBgJ5NVuusMswAg8fPmSVK1fmFUDKly/P0EPA8EQZez///HOuv0SJEszb21tGTYZFo1cO109lbX18fAxPkrkXc2lwG5BUkVmTYfEYbsL1Y6iT4Qky906YMIHrR2JJZk2GxU+dOpXrp0pLGAJleJJMvZjPhU2ZMoXrx08B9tVXX2GJ0UxqjOrakvSI/WBTSLueZExcvJ1dvnGOucz7TK+fxujPpnFn9sGAOexRkm55ZV2h4logIBB4WxEY4zqWV3GZfXN2phA881Oxyg3VFX2691VgxTb9JcpUFdtU351XtjnU7zF7fjmOUZ8l26VFPfj7XrdZu3NUMv6jY/05Lh8c7GrSfFNVfpIiFMylgRqPHW08WVJUOsBMSs67gynKFHY1+CpbcGch63m4F7NfX5ljRZWg0JvFoOFZqf6TXsDVn57z19SZL56mHxLPBQICAYFAvkdAlE3OR7fw8uXLrFSpUvyLRs2aNXOFTHBycuL6MW8Hw9wtuYJenz59uA3omZAr+iMiIrh+OujSdW40DHfhNqCHTm6oZ76+vtoS3Vh1x+I2UKlhInPoHqC3DMPcLha3Yf78+drXwZAhQ1hycrL5NiQFs0MrfmJdGttqZWjIk4lLDrIolsSub/6ZNQIr7bhVwRHsXpxlDzbmb0jMFAgIBHILgTZ72vLDsLGDsMau2FgVa9xWTaY0bKNg0dEZ309ifJP4wXdV1XssJU6pWWrRx1DX2dr3PbuBy5h/NjkMnxgfVmmdA8dm+6PtRvdgilChRZGeiWx9HTeOC5UJxnBbo7Ly6wARLB8e7smxmnRxstFtZJdUcV8fpibpPnpsVLYYEAgIBAQC+RUBQajkkzuHFW2p2L2CAAABGUlEQVQYlozlXzLee+899uLFC4tbTp4hmK+F2/DLL79YXD8pvH//PtdPhI67u3uu2EBeKXT4xSozuaKflGKoEbehQ4cOuWbDiBEjuA3kLZMbjf4NODg4cBsw7ChrXiISGbxp0yaG+VS4DRiGxmJiYrIsWZEUxwmhqKg4lmTg4GCgK8s6xAKBgEDgzUQgDbPGarwL3MKNe+uRJ0rP/moyxb6Bgvk+NUwKPL8Yxw++Lg0e5Bpgqc+Osd/+vs2euC7k763WdtPYvSjD9mZm5Oybv3KSoObftVlMiuH358wIFdLx4s5LtsbxP47N/dWhmanNl+N7nuzlWDXe0cSk/dkhVTy3hnPs9vewvFezyc2IQYGAQEAgIAEC/xcAAAD//0m7lrIAAEAASURBVOxdB3hURRed0KRIUXqRXqVJkSKgoKgICEiTagEBQaWK9F+KhSoC0nvvRZDee09IgNACSYAECJBAAgmp88+ZZZZNtib73u57ycz3bXbzysyd8+qcufdcQmXRPAKzZ8+m6dKlo4QQ+vHHH9OIiAiX2xwcHEwLFizIbWjWrBmNj493uQ1o8Msvv+Q2fP75525pH43OmzeP29CgQQO32XDs2DFuQ548edxmw8WLF6mHhwe348KFC26x49SpUzRTpkzchmHDhrnFhv/++49mzZqV21ClShUaFBTkFjtkoxIBiUDaQ+Dm01s0z+wCNN+cgjQqNsoqAH36xtJspWPpG2Vj6bHj1p/ffv+G0hlvedJVdX2t1qX6ioRbdGyvhRS9eXBqKb+3eqRvSLf6RVKaEEj7vdOZekYlOGRGZGwkrbC8Isdo4LFBFvfJxTABNlev2a7z3KR7HJvZJbxofKztbS02pPGFDyIfcJxwPgU9s/0cCw5OoG/XMuD2VuVYeuWqbTyub3jMsVv9nhvPK43jL82TCEgE9IsA0a/pacPyUaNG8ZcJkCmdOnWiMTExLu842nzvvfe4HaVLl6ZhYWEutwENXr9+3UgsYSDtrjJw4ECORc+ePd1lAn38+LHxvHj48KHb7GjRogW3o3379m6zYf78+UYsNm7c6BY7Tp48SXPnzs3tKFasGL169apb7JCNSgQkAmkLgaVXlvJBcOWVVa12/O/pcZwwAGmwcnWc1e2wImDPEz7wXVb9ks3t1F0ZS7cMG24kTSL9d9MWHukpSVeZNmKk9YxT95PV/JZb/xpJJ5+HPmb7OkqoxEbFc2xAOD31f2FWT2pYUG11DY7Vquur7XYnOaTKo4vPOXYzi6dOMsouWHIDiYBEIFUjIAkVjR7euLg4+t133xkHihjEJyTYngFQqyu9e/fmdmTLlo1euuS+l6zu3btzOxo1aqRWVx2q97PPPuN2TJ061aHt1doob9683I4jR46o1YTdekFsgeyDBxUIL3cVkFuwI3v27NTX1z0zYCBRQKbADpArIFlkkQhIBCQCSiMQ9iKMLrmyhDbf9rnRo6DNjrYWm9m2PZ5mL2PwJPh1rG0yBRXcPRrOB76LKpoTDxYbUGnhjfUj6TyfJ69qf+pFO3tk4PfX3zZc5sv3jW1DJx11jFwpPL8ox6r1jjav6nz5y1FCJfhkhJFQiX5qH0uzhnSw4McjP3Gcvj/U2yFrHSVV4NEDMgVk1JWVjxyqW24kEZAISAT0goAHDGUDAFk0hEBUVBTp0KED2bp1K2EhFWTSpElk0KBBbrFw8eLFpFu3brztdevWkXbt2rnFjrt375JSpUoR5i1D9u7dSxo3buwWO9BoiRIlSEBAANm5cydp0qSJ2+z44IMPCCNTCAtBIj169HCbHR9++CE5ePAgP08WLlzoFjtwXgAPRvCQsmXLkrNnz5IcOXK43JZ79+7xc8LHx4ewMCCCa4aFyLncDtmgREAikLoQCI8JJ1v9t5KNNzeRU3fPkLiEeGMHC+XIT0bVHkXalmpjXIYf3j4JpPGXCSQqjpCW9QhZuSRDovWW/rn5bxjZ+VMAebNwZtLpZAVLm7hkWazfWjL0eGUy5eu3eXtXlvxMRlzPS4qeGkemHXzOl3088RDZM/gDu/Zce3KNvL+mEUkglPzz0TTyZZn2ifZ5o1wciU0g5Pz29KRcWY9E68Q/cS8SyNr3r5Kw+9Gk2LvZyecbS4tVqep7vd8G0mffTwTnlHenCw717d49Shq3iieBoYS8mYWQPevTk/LlzHE8+FMgufwv24ityl86K8lbOQvJmi8jSZ/Zg7yWIz3JXSkLyVM5K8mYLZ1D7cqNJAISAYmAVhCQhIpWjsRLO0JDQwnTByEnTpwgGTNmJEuWLCEs1MctVp47d47Ur1+fREdHk19++YVMmDDBLXag0f79+5Np06aRWrVqkdOnT7vNDpBdr7/+OmHeQpxUYR4JbrOlV69enEwZMGAA+euvv9xmx759+wjT9uHn682bN8lbb73lFluYzg+pUaMGuX//PmGhSGTLli2ckHS1MU+fPiWtWrUihw4dIhkyZCBz5841kpKutkW2JxGQCOgbgZ2BO8lC30XkxJ2TbND/ikQpkCMfaVWqBWlbsi2pmreqWScxyK33WTwJYdxDtRKE7NuWgbz2mtlmZgvO/HGPnJlznxSryUiDTfZJA7+VP5Ky3cLI33PfJy+uPyUNfxxAahXKaFZvshfEXifDh5whY//qQkL3/0lKzMxP7m/qRrKTe2RC1bJk/EfLyb2/WpHMDlT82dam5FywF6lR6B2yq8VOsz3sESoJcZTs7HSL+J8KJ69lSU86HS5PshXIZFZPalgQEhVCKi41nE9eXc6SIq8XcahbjpAqIKX29QggfoefWq+TkS3Vv8pH6o4pRDzSmZMy1neUayQCEgGJgPsQkISK+7A3a/n27dt8dvvKlSt80L5p0yY+UDXb0AULmC4HH5zeuXOHe4Ps2rWLpE+f3gUtmzfx6NEjAuIiMjKSbN68mQ9WzbdyzRImvkqqVatGWPgTYeLAbhmwi57+/fffBGQKvGTgLePOUrt2bXLmzBnSt29fTny5yxYm1kvgMRMbG0vGjBlD/ve//7nFFJCQXbt2JevXr+ftjxs3jowcOdIttshGJQISAf0i8M7q6iTo6T3egbyv5yYtS31O2pVqR6rnq261U+xRSRo1jSOXgwjzNCDk+K70JG9e24PTsOtRJGBnODkz/T67fyaQOj8WJDV/KWC1DbEiLuI22b54GmnVj5H66SqTbbfOk+bFbBMqPszbZE/BH8jPnzKmx2p5QVaOmE6Kti5KGn5wgdx9Np4UZNuGM8+V99v7k32eQ0keq/u+WiE8LjKkS0cOtt1Pyr9Z/tXKl7/sESp7uvmT6/ueEFYFaTqnBCneJJdZHclfEEdevCAkc2Zzr6Egz//IP1MXkh0+t4hH7uKk2ZfdyI/dW5KC5psmv1kH9qi+pia584SdPKw0LN6AvF+oAfmg0Aekcu7KNt95HCFVUOcDz+fk0YVI8uhSFIl+Ek/iYyiJehRHHt2MIjHRzFWIlZrd8pM6owvx3/KPREAiIBHQPAJ6iU1K7XYiY0rhwoV5fHC+fPko8w5xW5fZYJQ2bNiQ21K8eHHKCA232YKGR4wYwW2pWLGi23RkBACrVq3itjBSRSxy2zcjuYzHyG1GvGyYEV3cFmS7CQkJcas5M2bM4LYgAxEy8LirIBPWjz/+yG1hDwL6ww8/uC07lrswkO1KBCQCKUcgOi6aZ+9B1pWV11Y5VBGk1lp3MGim5KsQS32vJNZeS4hPoEHHI+ipccF0c7PrdHmNy3ROyQtGbRBoXKz/6CqNi7aeCSipIb4rfjbcczN1op7hidtLui2lEXRWo5x8+4GrzpqvNllyY0V76sHqvGisM5YenjaRng6114ahkoiYCFp2aXmuCTLkxBCTmhP/tKWhcmlhiAGbop702vrHiXd05r/IS7ShRzozDRiBJZ4Zpp8M1UbTwFhnGnR837Fnx9GCcwsb9Xlw/uFTbFFJ2nZnOzrdezr1fuht8X3MUU0Va9aITEozi3km6xy0Vp9cLhGQCEgEXIGAFKV1Bcp22jh8+DDNlSsXf3gii46fn5+dPdRdzbweuC1ZsmShXl5e6jZmp3YWPmHEZvny5Xa2Vn8183jg2CDjkrsL03HhtoA4eP78uVvNgWAyCC+8AIIAc3f56quvuC05c+Z0q1gucPj999+5LcCmTZs29MWL1Jkdwt3HXLYvEUhtCFx8dJEPZAvOK0LjExwjOIYMN5ApOZgQ7Z69ifeJjYynW1vfSESegEDB5x9GGKxreIWeHBNEsZ2jxX+HIRPh9H9X0hYZGtLTRvLDcg0Jd/fQLl3H0PE9DFnRWk/cztMjW9w66iH1C2KpklNYhp0cxvEDqQJyxVqxRqg8DXxB55QykE2nxtpOI2ytbuvLY+mOfgU5YSRIqJi7//FnReZWQ+iqnYfpeR8fev7ULjp7mOF5VmPcXuvVKbwGKbgP3j1IR58ZQxtv/tgiwYKMQJaKM6RKfFwCncXSUuOcfODl3vcaS32TyyQCEgGJgCUEJKFiCRUXLkOa18yZM/OHKNN/oA8ePHBh6+ZNrVy50jj40wKB8eeff3J7mBAsReYjdxcmysvtYSEc7jaFzw4h8xIG6p6enm63B+cLbAE5CCLMnYVp3dDq1atze0D0sPAsd5pDmbgzZXoq3B4mnkufPDHJXuFWy2TjEgGJgFYRWHN9LScEaq+r65CJCxa9So88d7758/LQgEAjeQJixXPafeq/M4yGeD+nKcla8/jcMn5P672BZXhLuEZ7ZOlhTHUMg3EfTlwe0vFVXqerA0DYhNEV/d/l+2fvtZAGJ97Q6f+uhl2lBeYW4vgBR1vFGqHiM9fgnQIvHmSpUbp4L/qW93/SaYMX8NNzU+jrXy23SDD5bxlM02UfTR8qbYSD9ZkSLO9v/IDjCq+VgPBAizU4Q6qs/eAKP099V7jXO9pix+RCiYBEQCJgAQFJqFgAxVWLZs2axdPNYhD6ySefuH3Qx/RBKLxSYA/TwnAVDFbbYZopFOFPsGf27NlWt3PlikqVKnF7mDaGK5u12pYgDRCK5O4CwgvEF44XiDB3l8DAQJonTx5uD4gwd5ft27dThEQBn8qVK9OgIKVnPN3dQ9m+REAioCQCv54ZzQeuX+372m61+w/E05xlDd4pA38xjw2BF6Exbe0q5weqMXd3U6aoQVmmHSu2RdGFjXLR30zTGscG0yP7TdPaI4TnG35PzPDOEJPQHitVJmNxk38/49g13NTI7l7WCJWzE+/xgf22tup4DQtCpfVcQ+gTCJXGv52xbG/MNe4BdMyOB5DlnZVfWnNtLY7vsqvLrFaeUlJFeFF5z3LvBKPVjskVEgGJgEQgCQKSUEkCiKv+FbogGFx16dKFsrSvrmraYjuPHz82Dobff/99Ch0VdxehhVGwYEFNhEmAMHjttdf4y9+lS5fcDQ9vH6FHOIdGjRqlCXtAfMEeEGEgxNxdWAYiysSUuU0sS5W7zaEsrbOR5ClatChlAtRut0kaIBGQCGgTgfa7vuSD1j/Pj7dp4NVrCTQ/00vJVjqWtmofy7SazDd/fj+akwMIpYiOMPdeMd/DxpLwS7RHuow0R6/lNNzGZgkPDtIqWftSyz4Mr3b03WIIi4ReyoEA0+dGLA0NtdXCqzpMfz2PfU5LLC7Nseu8p4vpKou/rREqfltDOWYgoh5dMrXLYjXJXug92+Ch0nruBb5vjO8CmvULyx4qNIZprjgQUpVsI1K4Q/+jAzi+3Q98Z7OGlJAq2zv4cdzPT71vs265UiIgEZAIaAUBmeWHjf5cWZhQJUG624ULF/Jmf/75ZzJx4kSbyulq24cUwE2bNiW7d+8mRYoUIefPnydsQKx2szbrR5YWpidDkPlo0qRJBDi5uzBtG1KmTBme7QgZhzJlcn/axN9++40wMoW0bdvWmFHGnTghuw3zUiH37t0jjBAjTJTVnebwtidPnkwGDx7MjxuyISHFszvL9evXyaeffkqYBg558803CRPOJXXr1nWnSbJtiUCaR+DWrVvE19eXPHv2jLBQFZaB5QW/Z7CQXMI8N0nu3LkJ8wgkLKTRZVhVW1OD3H0STBZ8Ope0LNHCYrtsLoTUaxLPtiOkAkuKcmhHBpaFznzTEJZVZV2LayRjpnSkl595mmXzPawtMaQtHpV+BAlkmXaQecdWOTWuCdlefykZ1yi/rc1IyPnlpHHNr8nFdJXI0rP7yFfV8xGkZO7g24qc+72xzX0trVx8ZTH55fBwkil9BnLsy6OkRI7iljbjy6xl+WEv6mRLsxsk6NJzkrtIZtJmT1mS6XWlsh0+IXNalSS9/w0j2XvNInu/rU5o6FFSt+lg0nvVBTKrY1USFXicLPs3gDT8tj1J2Po9qb7kPRK2t7tDqaKtdlahFZtvbSE99/QmyDzl2+WSzVodzf4jKtnfJ5Bc+S+UVO2YhzSY8JZYnKJvvKshO2NwcDC/pnFt4/0S1zU+zGuUv9dVqFCBZXFiaZxkkQhIBCQCKUBAEiopAC2lu+BG/uWXX5Jt27ZxAgUDvYEDB6a0OsX2GzZsGBk/fjxh3hfkyJEjpFatWorVndKKlixZQr799ls+4GShGzyNdErrUmo/HLcWLVrwhy8GxVooTIOHkyksFImwTFFaMIkIAoN5YBCQUBkz2k6h6QqjO3bsSNasWcPPJxCGLHuVK5q12gYIp88++4x4e3vzF7q1a9eS5s2bW91erpAISASUQ+Du3buEZdIjZ8+e5d+4JzAvTYcaKFWqFHn33XdJzZo1+Ydpn6nyfIqJjyFFF5Qg8TSBnOx4lJTOWdrMvpgYQj5pEUfO3SQkT1aWHnlHelK4sOX0yI8uRpI1zZwlVJ6RlV1LkK4bWhGfkHmkUnaTtsJukfXLV5ET/pHkzYJFSa3GTchH1YuT9CHbSfXvw8jJTV3sEgFRgYdIjxIfk5U0jnTpXI1sST+QBC/tQrKb9dz+ApAhDTc3Ir4h10iDou+RTU03Wt3JGqGCHSLuRJPVH17l6XwLV8pGPt9UmmTIrMDA+8U1MrbH7yQoaxaCQT/T+WKtZSfZsz8jHnk7knl/tSeXJ3xGag7dZbR7o18kaV0qi/F/d/54/OIxqbCkEk9FdK7zaVIse1Gb5iSHVPGeGUKOTggihSpmI613lrVZr+lK5unNn6niusY1DpIUE5n2yuuvv05Y9kZ+TYvrG5N6TPTf3q5yvURAIiARYL75srgEAYTUsFloHnrAPBuoFjQv0PENGzZwm9i1QBcsWOASLOw1gnSz5cuX53b9+uuv9jZ32XrmScRtYqSKy9q01xBCj3DsEIqkBdFe2AsBWOZ5we2CGKsWCrIgQbcEWL3zzjuaCEeCcG+jRo24TQhL0sr1p4XjJW2QCCiNAO5L//zzD3377bf5NYd7gemHzU7TsmXL0tq1a1MIRzdp0oQybzZav359ysgTmj9//kTbi32xHyNDKdLYQ6dEiXLrqT/tebAXD6lAhp+4eMshOl91N4T55C4fS897WojzMTHmyc0oHkaBbD4pLw/pov7DWFhO4hBlIU7bs39/2qJKRiNOmT4aTa+Gh9BFXbpSh7U/YgO5cO1rH011WoDVM8ST5ptdkOO4PWC71W5bC/kRO9w9Gm7MPLOz602xWPXvByfn05aNWtKeA/6mpxOFQqnetEMNOKKjYlqRo+E/QSciDOFp7FxF2mp7gsmMOKFff/21McGDuDbFN4TyoTdXr1492rhxY8omM/izt06dOjw7IZv0MZ6zYh98Fy5cmI4ZM4bevy9Dj0yPo/wtEZAImCMgCRVzTBRfAnFMQRBkz56d7t3rutR3tjpz+fJlylh5/iBhYUi2NnXpOgi+4mEG20BEaaUwjxlu15AhQ7RiEmUhNkaNkBs3bmjGLhBhOIY470GQaaEgHfkbb7zB7YJukRYKjl/79u25TcBr7NixWjBL2iARSDUIXL16lbLQQ5ojRw7jdYZrjXma0A4dOlDmUUcPHTpEw8Pta3XcuXOHbt68mQ4fPpwLyQviGPXhU65cOTpt2rQUZTkLjLhNp3j9RettaMAJAGRQwafW2joWj8W4PwwZfbKz9Mhbttq/x4ZejTTqgShF/MCwhMfHaJXXOpkIysZS//MbaWcPQ1Yzj4yf0x6NsjJx2ldCuLGMZAmPtdgtXl/DzN/Rq1HKkFM/HvmJ41hxRWWKTDWWij1CBfsgG9IMNsCHBs21tdp5L7HUH1ctc1RHxdQeR0mVHZ1uGkgVhjcwn1/Wm0Ic+Nb2MF4dnp0rVqygIEXE9YdvZD5s0KABHTBgAJ+4ZN7EdolOFt5HT58+TWfOnEnxnofkA0J7DXViEhR6dSdOnDDtivwtEZAISASMCEhCxQiFOj98fHxooUKF+A0fM1xaSG+LniJtK2bj8LDAAwkPJ60Ukblm0KBBWjGJ2yEe3FrxuhDgiOO4detWscjt3yDCBFmnlYxIAGXHjh3GzFp///2323GCASCcfvrpJ+NLYe/evTVDQmkCIGmERCAFCLDwVe5hwlz2jdcWhKCRgezBA+Wyh+CZ3r17d2OGPDxTce/r06eP3Zntu8/u0mne0yjS0OZ9SaCARMHvDzY25OuwTdKyZl0cfZ0J0EKEdvJflr1Xku4TsPsJH5guqXox6Sqn/j83vgntvfWOeR3M02R2l9xG7N8c/moiyXdRe9pmyWXzfRIC6dAMVem2oMQeMOYbOr4k9EUoE6gtxUmVcWd/s7ijI4QKdjw69DbHcF4Zb5oQrwzhY9EgSwtjw2lAUKilNW5btunmZiP5d+nRJbvEhTDUEVIl7kU8PfLLbbrwbZ9ExMqy6hfpr8PHJPIYA/nRqlUrChF6pSZw4NE2b948WqVKFeM5jGubhfhRFqIruiK/JQISAYkAR0ASKiqeCJj1ypkzJ78Zs1hMevOm61xFbXULs1Off/45t6tAgQKaSt/KREO5XQhhYSJitrrh8nVwG8UDFZlatFQQggS7tJDFxhQXEGKwCwSZlgoT8uV2ZciQgc9Ma8U2DPSAFz6tW7fWRGYrrWAj7ZAIOIoAsov17duXmhIpH374Id20aZOqYZEgkREWKlLH4zpmQraUaTdZNB2Ze0xJFBAp8E7568JUCm8Va+XkqXj6RjkDmdKzjxU3jyQ7x0XH0//aGTKnbG56PclaZ/4No1MzZKWTzz+xUkkYXTfsE+N9beCqs5Rb/PQY7TXukIV9otj7iH1PIQs72ly0yHcRH/gXYuFTCKdKWhwlVKLD44yD+6eBL5JWo+r/SKlcY4QlzFRt1mblj6IeJTqHkVnpy90d6EyfmdQeweIIqSIafxYUTe8cDqdrOp+mVUrUMJ5PefLkoUOHDqXwAlezHD58mLZr147inUE8o0HgKEnMqmm/rFsiIBFQHwFJqKiEMbRJRIpdxF+HhISo1FLyqx09ejR/KCBu9NixY8mvQMU94KqJB5aWQpDQXSYianyQQvtCSwUhSMAMrqpaKiDExDUAokwrBYQiXoaAGdI7w41fK4WJMRtf2pC+PCzM4N6sFfukHRIBLSMAl3yWic14r0ZIDxOldKnJmCGHt6AI88V9BoOxhw8fJrKj+bbP+SAfpMpEz0kWB/qJdmD/+Ack0CKVDGTKx81jaawFPgWDfnij+MwLoafGBnEiZU6pCwYigIWsYGCqWIn0oi080tMZntYIFbQUS08uNpDrwCJzq350aJeP6IhdtxQzw15FuOeDTAFp1WlPZ7PNHSVUHl02hE0hBCXqkQXwzWpWbsHTk1No43HaCzkBMQhvqgJzCxm9VYAzPqYEy+0I8+eso6QKS+hAMUEDvSLx3GaZMimWu7IwMWvKEkkYw4FA6GjJA9eVWMi2JAISgcQIyCw/7O6sdGFxmITNkBH2EOfpUZGJhcV1Kt1MiupDilZkqmGnAWECfeSHH35IUT1q7MTIHcIIFZ6qkumB8PS7arSTkjoPHjxI2CwnKViwIE+/l5I61Npn6dKl5JtvviEsJImcPHlSrWZSVO/3339P5s6dy48rMkhppSCjArJZMX0F/g3bGPmjCfOQ2pkNwAgT0iXI3sTELlnmjsKasE0aIRHQIgIsZJWnj58yZQp/7ubNm5fMmTOHME8vt5mLtMsjR44kU6dO5TaxkF9uEyNzuU3ll79NHj8PI6ubsXTBb9lPC8wkXkgDlh755kNCiucm5Niu9CyF86sMJPdOPyPHRwSRBywTDEsMZFYyZPQgjf54i5T7ku2sVAm/QBrlqkEaHwkmI+rbSItM/Un/17qTrKPqkDvn75AqXfuTAW1qkAxK2WGnHhY2RWqurM0zJo2r/yv5vtL3ifawleVHbJgQT8nGj69zfAuUzUra7isnVqXs2yTLjyMVXJ+/gLw57TTZ+FNNRzZ3+TbPY5+TE/dPkCPBR8jRoGPk2qPrJI69A4vSrEwTsuSjxeJf47e97D9nzpzh7zdXrlzh++DZOGvWLMLIDGMdrv7BvJS5TdeuXeNNI3sn3vuRWl0WiYBEII0ikJhfkf85iwDE6tipxD9du3alLI2bs1Uqtj/EuUQIEhTRtVagvA7sOnc2n0Fyt63sAc5tg+u41gpCkIAbQpK0Vm7dumWczTl69KimzINYpRCqhAaClgoE8jD7heMK3QdXz7JrCQtpi0TAFgLw/kTmLvHcbdOmjaY8QnHfQ8ivsK8/y4QTHh1unM23pJGStL/wRGnS0uCZUqhiLL15K7F+xwOv58YsNPCeWFjBh25udp3u6X6LnhoXzL1SEPajeIm5Rnuky0jTZR9NbQboPj1Dew3crHjzjlbYYXdHjnfd9e/ReMaMJC2OeKgc+DGAe/nMLuFFw/yU8Ix4SGe3NIiki3PD3nfr6WeTmq7Z/5/FPKN7bu+hn/zbhGNfdll5q7Za81RhkzHG9wdb4XNWK1ZxBUILIXwrvGbYZBtF1kVZJAISgbSJgAz5Uei4x7I3nm7duhlfmgYPHuywQJdCJtisBgJbIl0kRLVc7Spp0zi20svLi2OHuHctPpSEaCjz6LHXFZevRwiSeBFDaJLWCggy2AfCTGtly5YtRq0FNqOtKfPY7JdRjwHZRI4fP64p+6QxEgF3IwAyRaRDRwavVatWudski+0jbTsyDYn7dKdBnXg637cWFre4fdKFffoayJQ3ysbSY8fNCYGNn1zjg/31H12ljy4+T7q7iv9H0EUt3+T9GrHVeghPpO8y+oWbwlX23d7HB/QIrTp1z7L+mT1C5djwO8aQKd/lr7IVOQtszI3lHLtVPv40KCCAIhOdpU9AUADd93db+vFE/RAqApsn0U+Mqav9nviJxWbfSUmVKVMWGp/N0PzTaupiiF+XLFmSH0eEEGvx/dUMbLlAIiARUBwBSagoAClelpo1a8ZvqCAEmIuvArUqW0Xbtm25fcwVWnUBr5RYjhhzvGy2bNkyJburvk/jxo25fTNmzFC9rZQ0IDJJHThwICW7q7oPXjCEQCSIM60V5pbPjy1SI2otLSIIMjH7niVLFvrvv/9qDT5pj0TALQiYkinw5kJGPa0XZBYTpErzYc1p063N7Jr893RDemRk9FmxynJGn7mlDRopd49F2K1P6Q18F33L+4T0yEdDE3vOiLZOjm3LhGuVIyJEvfa+o+OiadVV1Tih0uNgT6ub2yJU/LaGGsgU5vnjNf2+1TpStuIhHfNOS3ragRTRkd4zNamh4ki/4RkETZWFvgttbi5IldbtjhnfGXr27KmpyUlLHYA4rZiwlKSKJYTkMolA6kdAEipOHuNHjx7xtMN4ScKAbPXq1U7WqPzuInsIUstpccCNmXjhNolQBy2WIkWK8JdGpOXTYkEoEs5BFserRfM4UQb7QJxprUBEsmnTphw/EFNa8/KBB5I4vriG58+frzUIpT0SAZcioEcyRQBkSqr0+amPWGzxe9v2eJq9jME75dexlsmU6IhXmWee3Yu2WI+qCyMv0c4ehuwnr330p3noD8vo04iFBD1U1QjLlUPsFwP5ogtL0IdR1i2wRqhEhsTSBeW8OaFysK8amWQi6OxWXenpcMtElGmvnnovo79tUDJDk2nt6v4efHwwPw5f7/vGbkPTpy/QFZkiOiRJFYGE/JYIpE0EJKHixHEPYC6a5cqV4wOx7NmzUy0Otnfv3m0kKyZPnuxEb9XbFdlpMNj+6KOP1GvEiZrDoQbI7MMnKCjIiZrU2xWhSLAPoUlaLCDKYB+IMxBoWivIpiN0DurVq6cp7SNgxUQ3KRO+M56HY8aM0RqE0h6JgEsQwCSGCPPRi2dKUmBMSRWkeLZULnjH0zzlDWRKp6+tZ5R5fj/a6EER89w8HMhS3Uove3B4ivHelKXVn/Rq6EvtuNhgOr7K63SGG7xT7rCsMoXnF+UD+dkXZ9vssjVC5dLCEI7t4koXqbuwtWm4TlZu8/+PHwdbOiroyrx583RJpojDkJRUkdpnAhn5LRFI/QhIQiWFx9jb25tChAqDxAIFCnANkBRWpdpuEASF9gJs7Nixo2rtOFPx7du3KdI3w8b9+/c7U5Vq+zKVeW4fBEy1WljGJm4jQpO0WkCY4ThrLb2zwOvixYuUZePiNmpRKwepP/v168ftA44sgxKFd40sEoG0hIBIea5XMkUcK1NSJan2C0IfSlQ1kCn1P46lL16Ivcy/TT1UIh9aJ17M91R2yY0dk433JtyfGrHwXXyP2OoerwohRFtrbR2LQrSmvbdGqJydcI8TKts7Wtf+MK0n0e/YcBoSqoR4baJadfmPIzoqnp6exndBPYT5WDsQpqRKxYoV2bVr4+K1VolcLhGQCOgOAUmopOCQsRS6xmw5ZcqUoSAutFagQC60F6pUqUKh86LFIsReWcpfLZrHbVq2bBl/MWRpdjVrI7yj8PLK0utq1kYQZrARBBqINC2WtWvXchth5+LFi7VoIh0/frxxFu+LL77QnMC0JkGTRqUKBFasWMGvT4S+aU3vKCUADxo0iPcHEx8i1BCP6lofGMiUMtVjWcYi2+EgcTEJRg+ViDtuHryFB9L965fQaROm0cUr/6VXQyJTAovT+yDDjPBOcSTMxBqhcm3tY47tnJIXaPjtZGAbG0jHN8pBPdI3pKeT6spEBdL1cxbTIz43aLgV/isqNIiRMS+9fJxGQxsV2NJRgQdmpUqV+LXQpEkTzWum2EMUnswQycZ7xJAhQ+xtLtdLBCQCqQABSagk8yCuX7+evvbaa/xG+e6772oqPaNpV0RmFdzUb968abpKM78RBw+hTTx0tCy2OWzYMG6jFlNNi4OJBzhwxAchSlotIM5go1ZDk4AbMnTBxsyZM9Nz585pEsqlS5fSDBkMugX169enoaGhmrRTGiURUAqB1DhIwey1ELNEJhPmhEZbdzCQKfkqxNLLvrbJFGCLgT5SJc8o6knjXkiPNXG+Tfaa8lI/pTh9EPlALLb4bY1QAVm1up4vx3djk2sU/9srvut/p5WJh/F5/PpXC2miu3PsTTqmZU7j+uFzdtDgJI4s58YbnpO/7XKPd4+9PqZkvdBRgabNvEvz6LWwV6G/4h0rV65c9O7duympXnP7mJK/J0+e1Jx90iCJgERAWQQkoZIMPJHhRYingkV/9uxZMvZ23abIMoQBIWzdtWuX6xpOZkviIYp4eIQzaLUIF3OI+2q5ICQJxx0hSlotIM5gI4g0EGpaLHFxcVRkdSpatKhm7dy5c6cxRAmuxXfu3NEinNImiYAiCAjhaMxkY0Y7tZSzZ88aydFOXU9QZPPJwYRo9+x1jBy5sdmQhQbiqbK8QiAmPoZWX12DkyrdD3R/tcLCL2uECjZ9dCmSzizuxUmVnV1u0oR42+8q+8a2oVVfhjvhWYdPtq6zzER5Y8ND6Ml/59IWHukpSVeZTt/pm8gy7xV9aLpsQ6gaUriJGnLRP0JHBYSK+JReWpb2+7c/hccZcII3cGoq8CBFv8qWLUvhNS6LREAikHoRkISKg8dWDP5xc/zqq69obKwVX00H61NrM4QjiZnr33//Xa1mnK73yZMnxrCplStXOl2fmhWUL1+ePxS3bNmiZjNO142QJJyf8F7QagFxJgQlcU1ptUD4slixYhzPRo0aUZAsWiwgz5AKHcf9rbfeopcvX9aimdImiYBTCCxcuJCf43i2nT9/3qm6tLizSN2eI0dB+unn4XTOPNv3mxdP4mjQiQh6alwwnVfGkIVmbw9/LXbNrTYdvHuQD97zskH8ieATVm2xRahgpxubQuk/zAMInkCHBzkWrnpjRTfqkakTHTv0C+qR+Tt60UJq5KjwUBrk50ln98jDz++cAxZSH5bswM/vCj28YiQPGTrmQAYgqx3T0AoQXDsCdtChJ4bSehsa0HxzCtIqK6vS0tVL8763ZCRUaivQU4HWE57P/fv3T23dk/2RCEgETBCQhIoJGJZ+gjj55ptv+A0RN0Utx0NClyJfvnzcVjDjWvb6ANkDPEuVKqXZwSrOh5iYGCNBpcXsNKbnLEKSgKmWiQrYCwINdubMmZOCWNNqgUieCEkbOHCgVs2k169fpyVKlOCYIsTv+PHjmrVVGiYRSC4C8AQVegS//vprcnfXxfZ4zlStWpVfw506dU5kM57jt7aH0UMDAunK2pfp7BIGbwke5oNQH/ZZVdeXRj3W5iRPos644Z/Oe7pwUqX2uro0Lt4yUWWPUIHZl5c85FgjtCpw71O7PfGe/RnNWH0mTRLNw/e7e34j7dEoKz/eeBZa+7zWeFbicCG7repng6fRT+nwCcN533Pnzk3v37+vH+OTYSlkAnB8PTw8qMz6kwzg5KYSAZ0hIAkVGwcMQq7CzRg3Q6jya7UgFhuaLrhxV6hQQdM6GnB9FLPqc+fO1Sqk3C48AIFppkyZNOuVJACEWClsRYiSlgu8PUCkwVYte1EBQyFIDFuTZuLQEsYQtKxWrRrHFCSQ1r2ptISdtEXbCMyZM4ef10WKFHFNOvPYh/TfxSvpxaRioirDdPjwYd5PPGvE4BLhJbu+vmUYyL8kTwSRAqHUrV/coJ5/36fRTy0TBSqbrIvq7z67axSonekz06LNjhAq2HHPd/78WCCNsr0JK0GoJFU0817Uhx9nPFNsfRKln7Zotb4X4j0AIbXAAFkKXVEenN9Gl+xKHFrlinZFhkMtZg90Rf9lGxKBtICAJFSsHOWHDx/S2rVrG19w1qxZY2VLbSzu1q0btxU6Glr3pJg2bRq3tVChQpqPhd+0aRO3FcKBWi8YROPlpFy5clo3lYJIg60g1rQeWywyUWXNmpUiXbpWC8SIxYsbYtK1TlZqFUdpl7YQENk/XEa+xlziuhY1J1oPEVELIeGlMmbMGN6E96wHRq8IECu+Kx7RRxef06hH0hslOcfAnkCto4QK0lILQivirm0dH0uESsKDg1yw1iPj53T6+h3U50oA0+gK5RNgEBYPZffwpwHHaGePDLT13AvJ6aLutt24cSN/B8A7a0REhEvs957djodRHXUxWSq0415//XX69Kl97yaXgCEbkQhIBBRFwAO1sYGNLCYIBAQEkE8//ZQwV3rCbvaEDVQJ01Ew2UJbP9kMHunduzdhXjTc1hYtWmjLQBNrWAgVYd4JhAlokilTphAWSmGyVns///jjDzJixAjSpk0bsmHDBu0ZaGIRzldGphCmM0AYSUFYemKTtdr6yVzcCQtTIcHBwYQRbKRv377aMtDEGjaTRhhRQY4cOUJKlixJWOYfwkIQTLbQzk/gykK/CCOAuVGjR48mLExCOwZKSyQCyUDg0KFD/NnLMuvxZwYjYJOxt/mmcWG3yJHTAYRkMl9nWJKRZKNXSZ3GPfm/k3ZdJz9/WsbaxoovX7BgAenRowdhkw0kMDCQ7GwfQALPRZAa3+QndccWUry9tFJhbEIsKbawJImNjyNflG9B5jWcm6jrb5SLI7EJhJzfnp6UK+uRaJ3pPxF3osnSer58UbezFUnW/FZPJOIzpympOb85eXy+D8n+spKQI3+Sgk3uE9/Qv0m5zNbbCT8/i+Ss+QM5EJJAGuW1vp2pbXr7/eGHHxKm+cef/XgHcK7EkZunT5HA5zFWq8mYMRvxm9ecdFvxiLzzxVSycWk/UjK7a7Bl3kz8vRdji+nTpxM2SWPVTrlCIiAR0CkCitIzqaCyCxcu0IIFC3LmvECBAtTLy0vTvYJeAlyE2elHR40apWlbYZwQF0TMrFazJJmC2KVLF44tI1VMF2vyN1xoxbmgh1hdRqhxbCGmCg0BLRe44BcuXJjby8hWGh/vWAYOd/QJrugQwMM9AZ9evXppWqfIHRjJNvWBACOy+TnctWtXRQx+es5wzxHXhr3v9Dn+dKmGBbz1hF7M2rVr6bJql7hHhP8u7WpNKXJgVK7kUdQjWmBuIa6l8sc582x9jnqoIMQKHiora9kX/7bkoYJ0yG+OOOhAbyPowka5aO5xex3YVn+bQDwd1x5C6aEB5nwJo3+mz2J85tm7rrH+99OPnG82GTVMnDiR2wcPYnvhYsmoVm4qEZAIaAQBGfJjciAOHDhARepZpDnz9/c3Wau9n2x230j+NGvWTPM3aQxCgSseZsKlWXuoJraoZs2a3N4VK1YkXqHR/xCaBHzhTqv1AkINxBrsBdGm9XLq1CkjYTV8+HCtm0vxAocXVuALXZ2oKEvyiJrvhjQwjSKANOAiY93p06eVQSE2ioaydO1I2W7+YaEXoVdpv3SGCYpqvabSqyGuT3U6aNAgfs02aNCAzmepkDGAR0YfWVKOQO9DfTiZgqwyL+JemFXkCKFy+o9gfiz+KeZJ759/ZlZH0gWWCJXHJ6fQdNlHm6VQTrov/n98+A+aPudfNKkGi6Vt9baMeVTzcxyTE0qVKBYyZX5NG65zhFL5rvuBtylSVLv6afj48WOjyP2ePXuU6rasRyIgEdAIApJQeXkg1q1bR5lbMb/hIv0sNFS0XDCjX69ePW5v6dKlaVhYmJbN5bZhxg2Du+zZs1PEC2u9YBYBMa+wWS+pOsWMrsv0Bpw8iCDWgC+INi17fYhuzps3j9sLogL6OlovENVloV/c5vr16+viutM6ptI+1yAwadIkft5CbN1VJdJ3GW+z+vDNFrOzuMKOW7ducSI0n0dRPoAHoRIVKjVTUor92ftnab7ZBTmhsjtwt8Vq7BEqXv+81LJhx+Lc5HsW60i60BKhEnljDT+/vl5yNunm5v8/PUOrZGxBPS2kWzbfWD9L8F6FDH947m/bts1FhkfR5S3Z5E26ynSjn+tJUtHJ7t27835/9dVXYpH8lghIBFIJApJQYQeSxTTSdOnS8RsdsvroIRRFMPwY8F+6dEkXp+M777zDMR48eLAu7EUaajz0MXjWwzkBUEeOHMltRqiSHgqINRBswBmEmx4K0zjg9sJuPYRW7dq1y0gMVqxYkWLmXxaJgNYRaNeuHb/OXJsqOZYG+QW43SsAmfo8SDq6oPlBuvGTa1o/VJq1Lz4hntbb0ICTKe12trdqpy1C5e7RcIpUySC2jg65bbWOpCu8/67LPUwSTx1F0EVd8vDzeuCSQ7ZJu0gv2jBdFXo6PCFp1br+/8qVK7z/IPqRndJVJTY0mPoFuY9MQT+ZDh/ve/ny5V3VbdmOREAi4CIE0jyhMnToUH6Dw4Dum2++0XxqXJwXixYtMtoMzxo9lO3bt3ObM2fOTJHiVQ8Fbpk4L5DaTy8FoUmwuUaNGnoxmYJgg80g3PRQoqOjaZ06dbjN8KzRg2r/2bNnjanKkX4WMeyySAS0jEDx4sX5Nea6WWztoAHNGNwTf/nlF5kS2YnDMv/yfE6mFJr/Fg0ID7RakzVCJToiji6pepGTKTs63bS6v8UVseEsa495YEnC3T080w+OryHbzz4aEJp0u1h6+O+2NF2WvjQwlTknwWsSfa9WrZpF2FLzQiZKy/uOSTpk5ZNFIiARSD0IpFlChWWboSwbBr+54eYOYkUPBQMjEZqEly29FBGeBM8avRSR3lnJOF+1+47QJJzP8FzSi/AZCDYQbbAbxJseyt27d2n+/Pm5zSyrli6wvnHjBmVZirjNEL48evSoHqCWNqZBBBByi/sBPhCEVrKcWzySsqx9tFGVKrz+1xrPcqnwrCN9Ec8elgnFkc3lNhYQgBBt8UUlOaFiSYjWdBdrhIrvsoecTJlf1lvRVNWPzxlIBXGO4ztjoxa0Z/8xdMKEsbRzI4PAao1UKErLMvrx665nz56mh8D534/P0H4tP+TXdpUqGXgbM867VnjWkU6wTGXcNpbhyJHN5TYSAYmAThBIk4QKwjc+++wzflNDqA9CfvRQILiFjCh4+DZu3Fg3mTtYulluMwQGtS70a3oefP/999zufv36mS7W9O/nz58bhUgRsqSXIkLYQLzppeC8FvokehFZxuC0evXq/LwGibV582a9wC3tTEMI7Ny5k5+j8KZStsTSkysn0WHD+tOGHul4Gzm+X2s79EJZAxyq7cSJE9w2aE3ohRh3qGMu3EgI0VZmQrTRcdE2W7ZGqJwZbxCiTbZ3is3WDCsjA47Rfo2y8eNsSqyI3xneGUKvpjL9FPS8bt26vM/QI1OyxIacoROGDaP9unxkxNSdeinW+ibGHtCIkkUiIBFIPQikOUIFM18QncVDC54eetFtgEdNw4YNud1whX70SHvMu7XLokmTJtxuveh6iH4IvOfMmSMW6eIbIUo4v3fvtizAp8VOgGgTGT0OHz6sRRMt2jRjxgyONVx4//vvP4vbaG0hXI1ByOIcSZ8+PdXb+a01PKU9yiMwbtw4fn5+8cUXylfOa3xIx1cxCI4P3HBdpTZSXi3SJ4v74bVrUkMluUg+i3lGC84rwr1Tuu3vZnd3a4SKWh4qrwyKojeObKVj+/eiLV96TTVq2ZlOXHlYc15Tr2xO+S+8x2bJYvC+8fLySnlFNvZ8fNiQGh3hUjc1GC41atQofm9r3966po+N7slVEgGJgEYRSFOECtTzRdpepEdGmmS9lAEDBvCbMB5Gaj2I1MDC09OT240Bp950G0RIh54G+DiGCFHCYBlu43oqQjdATyFWwBeK/cA7V65cFGE1eijIEtapUyduN2z/3//+pwezpY1pBAGk+cZ5qVa2MlMdCy3OYuMwV61alWOwatWqNHLUle3miFMjOKFSZmk5Gh5tW6/CGqES8yyeLn3nEg/72d7RT1kD02BtPj4+/JyGdyTIFeVLLN03zDBhCs8zNVpw1uatW7dyDEqVKuVsVXJ/iYBEQEMIpBlCBSREgQIF+I2sYMGC9MKFCxo6DLZNwQsVXi7xWb58ue2NNba2bdu23G68IOupIPuMwPzBgwd6Mp3279+f246QJT0VZMwB8Qbc9ZKmGvhGRUUZw2iQRSciIkIXsCOUQBC1wBwx7XFxcbqwXRqZuhEQYQFqkQl3dxhmibU6i42jK0ilqVOnpu6DrVLvnsc+p+WWVeCkyuDjtjMLWiNUYNrdYxHGLD9HBusnjFYlWJ2qdu/evfz5Xrp0aafqsbpzQiAdmv413kZvDXqewe6LFy9y+6BzJ4tEQCKQehBIE4TK/v37KTxSMGiAh4qedDxA/GTNmpXbDjEvPZWrV68a01GfOXNGT6ZTEcP+5ptv6spuGIsQDpzrH3zwge5sh4s/bG/Tpo2ubId6f548hnSYSPeqp4JYbkFktWzZkiLcQBaJgDsRQMYv3Ac2bdqkghmxdMfQV7PYSfOrqNBgiqrs0KEDx+CPP/5I0f5yJ0o3+m3ihEr+OYXo5UfWM5vZIlSA44WZD7iXClInn52ojyyFWjz+wjujUqVKqphn6nm22k+bzzF4seLehnBbWSQCEoHUg0CqJ1TWrFlDM2XKxG9gtWvXptBQ0Ut5/PgxLVGiBLcdg2N1XCTVQwNpqPHggF6D3srChQu57XoSSRUYI0QJuCNkSW8FWaxgO8Sir1y5oivz9+3bx1+SYP+ECRN0ZTvSbQuBXZzz8NCSRSLgLgTKlSvH7wMQp1W8mMxiD9p6h1UfRQP8rlAfnyvULyBEMwK13377LccAmguypByBZtuac1Kl8ZZPrFZij1DBjmf+NAjU/lPMk94/98xqXXKFdQTWrVvHz+l3333X+kZOrDF6nmUbQpEkOyokkF5hYUZX/PxoiFlqaicacmJXZAjEOwI+enund6LbcleJQKpHIFUTKtCQEDOvTZs2pciAopcSHx9v1MJApgO9hZ0EBgYaB2h60qoR58fgwYP5A6979+5ikW6+kQ1KPLD1ODD++OOPuf1Ia663Am8PYI/Zpz179ujKfIgYww0Z9r/99ttUT1midAW0NNYuAtAXwHmIEAGli3EWO11lOoARny080vO2xD0zwzt9qWdojNLNJrs+hODBpqFDhyZ7X7nDKwSuh12nBeYW5qTKquurX60w+eUIoYLNt7a+wT1VVrxr3dvFpFr5MwkCInwdIX3Kl1eeZ1Vb9aMThhreI8R1je+Bq866XVcF7/LCJukNqvxZIGuUCLgLgVRJqEAb4JdffjHetOApoTcmeBhL/4abLjIRnT592l3nR4rb/fHHH7n96jw4U2yWwzs2b96c2z958mSH99HShrlz5+b2Hz9+XEtmOWTLwYMHue3IcoFQGr2VL7/8ktuPcDE9hRcC53PnztF8+fJx+0HkXrp0SW/wS3tTAQLQIsLzb9u2bYr3Rsxii0HNuPUnaThXr2QDsmGf8HZrTjyheLvJrVCIdOslJXty++fK7YVAbemlZS0K1DpKqITffmEM/Xl+P9qVXUgVbW3cuJFfX9WqVVO+P/A8q2IIj8e1nbnVaHo64ClvJ8Z/N0+T7pG+IT0amqB828moEe804t4jU6InAzi5qURA4wikOkIFxInIuoGbFogJvZUNGzYYb7gLFizQm/ncm0akxkPMrB6LmCHdvn27Hs2nCNvA+Y/QJT2W9957j9v/ww8/6M58eMJVrlyZ2w8tCL3NQvkx92hx/iNz0ZEjR3R3DKTB+kagZs2a/PpZv369wh15NYuN++NvBxDy86r4LjKE2bz20VS3p62FFhNsnDhx4isD5a8UIQCB2oIvvVR+tiBQ6yihEhkSayRUIu5KQiW5B2PHjh38nK5QoUJyd7W7fcLd/2hl4sHrz1jtTxpsukfkJdrZIwNfN+P0I9M1Lv8NbUFc15gslUUiIBFIPQikKkLl2bNntEmTJvxmBQ2GGTNm6O5IIbWwcLvv1auX7uyHwXBRxgOjSpUqVI8M/IsXL4xaGDdv3tTlMfjuu+/4Mfj55591aT9mpnEOIb3i/fv3ddcHkBJvvPEG70OXLl10Zz/ckmvUqGE8BuqIg+oOFmmwixB4//33+bmnOCFsop9Sffh2M/f/w2MNKeeRctWuWG3UVT5Im3xenQEa0sfjHvjPP/+4CPXU2wwIFRH24wyhsqf7LU6oLK58UZfvNu4+wocOHeLndOHChRU3xeh5xkL5tgUkDtlLeHCQe6gQts5qmvTYh3Tf4om0RZWM3MYPu/SjG84rn+ERCRpwXeP9QBaJgEQg9SCQaggV6EZA6Ao3KjC/EL/SW3ny5AnPQoQ+1KlTh0ZH628GBH0QGZXUSnmp9nH1YSJmOAYYzEPLRo9lypQpvA/NmjXTo/nc5qpVq/I+DBkyRJd9wGwciF2cS3///bfu+oD0z0LPBv2YPXu27vogDdYnAj169ODXjdKZ7WJMZrHNs4A8pH83ysnb/XrJBTvARdEt/Q3vGzNUIlQKFCjAbVFDR8ZO51LdaiVCfi4veWjwTinqSQP3G0JJUh1QKnfo3r17/JzGM1HZBBGvPM9AhvIIPpO+PD5peB/yyNSJXowyD/mJeXCM9kiXkSIkaMkRXxoeHkhHp89MPTJ+Tj3Dzbc3qTrZP+fPn88xwDu+LBIBiUDqQSBVECq3bt2iZcqU4TepnDlzUmgw6K3Ak+Pzzz/nfcCLVFBQkN66wO397bffeB9Kly5N4+LidNkHoUQPDxu9FoQq4aUFoRt6LatXr+Z9AEEXFhamy26I6wF6MJid01uJiYmhnTp14scB59PIkSP11gVprw4RmDdvHj/nlNbgErPY6bL0pTeTjLoSHh8zzGKz83yezxObqPnvGGW8JuapQKjcuXOH1w9Rfb3e+2wC6MKVSojSXt/4mP7DiBSkTT78820XWp/6moI2F54limbwMvE8673huhloJye05W1m/WIhDU+6NvYm7ZcuEydPDgQJ8iSCznpJrtq7FyStzt7/Qmz6p59+srepXC8RkAjoCAG3Eyrwwjh//jy/uf7333980PHokeMutF5eXlTM5BQsWJB6e3trAn54ahw9epRiYIuZagjL2tJSGD16NL/hI3Up9tNqwYsuoal/AABAAElEQVQe0sMiJGPXrl1ctFJ4cUA7Im/evLwfeCHWS4H9SNGL/uAcxKARRIQeQzUE5iAZIYoK8Tf0Cech0inrKesPjosgSseNGye6xgcY0PUQ1xZcaBGmpcUCorRVq1b8moDYK64fawWZsXBt4XjhXPT19dWEhxT6MHDgQN4HvAgjnMxRshTHEGGM4tpC/2xhYA0buTxtIeDp6cnPN2hxOXqu2UeIzWK/9CqxNIv94PAfvE3MYtualUaWIFwHE2YP599qeKhs3ryZ142JCVmcQ8DZtMmPLkXSmcW9OJmys+tNmhAvBt3O2ZVW9xbPQ9NnurNYmHqemYf0PKTjqxiy17Wee9asKaGblJSIubF/FZ22eIfiWkrVq1fn1/bSpUvNbJELJAISAf0i4BZC5fHjx1xoDcJzmTJl4jcXvKCYfkqUKEHB5NoiSPByLsJLypUr5/aMINeuXaP9+vXjYTsiXbNpnzBLjTAGqPab6kKAnBDbazFeGmmPkbkEhJVpf8TvbNmy0Q8++ICOGDGCx4UiPlbr4Uqwb9myZfSjjz6i2bNnt9gvDIDbtGlDkU5WL1owcKP9448/KB7aIOfEMTL9BlkEsVcMdLVehHssQk+QOQoDDHGtmPYJfQV59Pvvv1OE/2mphIeH0/Lly/NjgbBEQf7gnEJq5bZt29L8+fNbPFY4Nz/88EOKly+xn7v6hjAygT286awRxFFRUXTRokW0YcOGFPcG0+MkfoMEb9++PdVjSnV34Z+W2oW4PEIucb7YegdIFiY2Z7Gj6IoueXh7r3+1nOunRF7ZRsdN35tESyWYhwK0WXKdRt5YxrdXg1DBsxR979ixY7K6KDdOjMBGv008XXL+OYXo5UfWn3fWRGnjYhLo6vd8OZmysck1Gh8ryZTECCf/PzyjcW63bNky+Ttb2cN/i8FjzJLnWaTvGt4e2lx65TmrIYLumDCR7gqIpPRlZiCe/SckkvqfOkD//XcnPXL+irkni5W2k7MYz3DxXoYJE1kkAhKB1IOASwkVvIAPGjSIigwwuMHhAxFWDDiQKtHSoL1Ro0bcg8AUdoQDCDKmdu3aNDleLab1KPEbM8sYYIjBhugXvDXefvttCkVzhCKJ5fiG7YgTh3eOWPf1118rYY5idSBEQWQrEbajj8WKFaOVKlXixJE4BmI9vCIGDBigiZl1S0BgEDtr1ixjalhhNx5y8IbAOVi8eHGzYwnCDsSKVgv0LuBCCv0g0Sd8Y0COawvnoaVB+yeffEIhoKrVAs8hXN+mfcJv9AV9Qt+SEmLAAIQRMNFKgbK/IH+7d+/OiRRBsoi+4drCuYdzEOeiePES63E/AeHqTnJv5cqVRruQiQnkuCjwRpk6dSoVKbuF3bhHiGsL946k90ncSw7qMExT9Ft+q4OAuO6VynRnOoudVD8l5sYm4z3mtwMGEewd/QrSHN9vTqTHcHJ8Hfpa41l8sBXpvYDvowahgvsyrh+QmLKkDAEI0ZZbVoETKpaEaE1rtUaoXFv7mJMpc0peoEiZLIvzCOA9Cud2oUKFnK+M15DY8yyxmHQUXdczH28PmX8esu0THhg8zDZCuPapF23hkZ6vb9kiKw/7GTthOM8WBJJltc+r55sSxsJTHX3HOwuel7JIBCQCqQcBlxEqcMsvW7Ysv5nghoLfEGq8dOmS2Y0FwlXIKgFBTSHqiNmqv/76iyOPl3bxUo5tEGrirrJ48WLjQAn9AvkDsuf27cRxthgEwYNlzpw53EsF2+KDhwpeHJFRAzO7Wijw3oCnjcAYA9SuXbvyQWDSeG5se+7cOfrrr78aQ6/Qr/r161N/f38tdMdow927d7lHisAeA9Thw4fzcKyks/9Pnz6l+/fvpxj8mhKA8JqyNjNvbMjFP44dO0bh0SX6hQE5Bt4gI5IOvqHNg1SkyCAhji+8CEAyaa1ABFV4OMBWDDKgb4PjaFrQR/R15syZnIwQOICc0FLK3y1btvD+NG7c2HiscG5169aNn2s450wLzkm8gGG2WoTSoW/wWHFn2Ay8agSJBbIYhHJAQABt0KCBsV/wQPnf//5Hz549a+athnsI6kB6e0EA4viCEEx6HZriIX+nLQRAiuJ8x8SDEsV0FvtqEv2Up+cMQpEZqo02pFt9eoYPqiaZpFh9fG4mF608GmrwUnjqbdhHaUIFAy1BSiJMU5aUIWBPiNa0VmuEypnxwZxQ2d5Ru5MOpv3Qw2+Q8OIZrchzzKbnWQSd3dKQbU+kSAcpmj7Hn4ZQnkgvYzrl9Dn/ehXewzJ49avCRGkZqXIghBEvChVkHkXfkcVMFomARCB1IeASQgWeDmJglCdPHrpmzRqzgZ41WEFCiBSKuBF98803FKEz+P3tt99SuAa7q4wfP974YEC4AeK+HS3QVXnrrbf4/uiPVuIpQZAIcVxg3KFDh0ThSbb6BwFLzKgJAgKhPzdu3LC1i8vWYdBXsmRJjjdmzOF26ujgDd5PONeABz4Y0GqFVIE2hXCNxyAWsfeOFpCZYhYY/dKS4CgIOoF3rVq16MWLFx3tFnPZ/dfo6YYBO641LRScMx+w0DjRL9zLHPWsw7n6559/Gr3yQBaBxHBXgWed8Hhq2rQpFUKDOBcnT55McS9wpCA9s6noLQhyR69LR+qX2+gXgY0bN/JrBelFnZ80eZWVx1JK5KeMLMF1mS7bEDaLHcoHYfBECRXwvZzJNiVYIr0NIT/zPG0L2IoqHP0G8QpbQFo6329HW01d2z2LeUYLzivCvVO+3f+t3c5ZI1QuLQzhhMqiihdpzDPpUWAXSAc3EBn8INrubDH1LkvqeYbwHiEuO4h5ngnidIYgSgWhYiHV8o11BkK39XRz3ZWU2oyJU1zbeL+RRSIgEUhdCKhOqJw4ccJIpmAGEy/QyS2YsYGAlRiI4KUbngXuLPCWEfbAm8PRAYSpzZiRFuQF3PshRunOgpn+Fi1a8H6BdEhp2mOEN0DrAviAVAGZ4c4CjydBpoDESmlMPl50BVkE7RV3knnAE/oTgkyB14Np+IWjeEPwEdeSOJfHjh3r6K6qbScy48CmoUOHpkiUEuK7wm0epAr0ltxZgLNIQYxjBg+8lBQQS0WLFuXHC6RKcHBwSqpRZJ+bN29yjOFlh2OFawyeQikpINlF+GDz5s3NvBZTUqfcR98I4P6K5wfOLedFzl8NrJKKT3KUYgPp+EY5jPdBaDG8EqaNopt75uez2n5MnwlEZkBQCD234me+/W//erOsfAE0iGkwKFGEBxs0o2RJOQK9D/XhhErllVVpdFy0zYqsESqRD2PpgvI+nFQ5+JP7CGybxutwJTy1cV2DiHdWdFp4ilnSTwE0/vsmG69rtNl7lUlK9JdEKReiTpJOWRCmlgjYlEB+8uRJbgcmUJN62aakPrmPREAioC0EVCVUoGEgQhHgZfLs2TOneo+ZT9wQ8XGnngVCXISXzODBg53qE4gYiHOhT/DeSQnh5JQBJjsjlAp2YGCDWX5nClw5BamCMKikoSfO1J3cfTFAQ79ApjirF7J3714jqeJO8gGEgRjIYqDubLgY+gKMEGLnzixTCF8SYX7OzuIAE4Q2oV/QZkoJ4ZTcc83a9oIkApni7L0LGZwEqQLvEHcVXNPw1gK+IFOShjkm1y4QyoJUkdoRyUUvdW4v7kuY0Xa2xIYG0yt+QYk0URLXGUWDAvzYNgFJBCmhw1CTn+c41619PlZgJhuEJMLf8MHEhCwpR+Bx1GNafFFJTqr8ce5PmxVZI1Sw081toZxQQcpkz78N+jo2K5Mr7SKAsUCuXLn4tbRhwwa729veIJYG+V2hAaHWvSKjQoOoH7u2AkKSJE2OuUZ7pMtILRMqBo2kXAM2JxGmtm2NtbWdO3fm/W3Xrp21TeRyiYBEQMcIqEqo9O7dm99AMPBTKl2rCL0As43sGa4uIECgUYGXKnjKKFEw8IPoKeps3bq1ElUmu47r168biQKlBjPIIiM0EtyVvQihVMAVBBj0HJQoc+fO5XXCqyil3i7O2gH9CfQLIp9KXQfI5IQ6kQXIHSFNuA5EmmSlXjpMSV13pcGGV4kgCqALo0RByI0gdaHj5I4C3R2cL+hbckKybNkqSF0QTwj3lCVtI4BseOLa0ZIeEo6KSLc6Q8GQH3il4JqCl4osziMw//J8TqgUmv8WDQi37ilri1CBFcdG3DGSKpeXQtpUFmcR6N+/Pz/XEQbrznJ4rGHSZZ5P4tA970WGMO/Wc008WlJoqOl9TOoipRBEuZtEQOMIqEaowENBvPAjLbBSBWEyIl5fiNQqVbcj9SDLBV54wK5D4FOpcurUKePMvDsG6RDGRL/q1aunqLu90JmBh0BKwqKcwRehYiAH0C8IeypZRDgJUr+6usDLBjOY6BeEc5Uq0PNAqmjUC9LI1UWkSIYAK9I/K1UOsgwy6BMwA3Ho6gIdIrSv9CBp1ChDqkh4Abo6YwDCMYSHFPSIlCrwehHitiDPZZEIiJldd9xrLaEfFRrCUrMH0HXDDJl4qg9Yy2a+2bJQ50TlQYwLsWdnPUQt2Z0Wl8UnxNN6GxpwUqXdTuvPanuECrBDyA+8VGaX8KJhN5w71mnxWCTtM/T1xHuMj49P0tUu+z/h7h4uQA1B6psvw34i/Xfz7D/ccyXc+VTZwtOuSpUqLuuXbEgiIBFwLQKqESoYwGIQ8e677yreI6FfgpASV4eS1K1bl/dryJAhivcLHi/ATKmsBo4aiFAIoQ2C7BtKFng6IJUy+oXsR64sCCFAu0jL/eRJ4tkHZ+2ANhDqBmmoJLHmiF1IS4221ZjZEVpFSJft6iKE6saMGaN40wg7A2bQO3JlgcaJSH+McCYli+kAbOvWrUpWbbeutWvXcjyVEQxN3BzC6nCs4KXiqGhv4hrkf6kJAVPtAS2EwdzdYSAyCROyxACpMjGQ2yN23XIKdohO47yHNpKrCVKnDNf4zmfvn6X5ZhfkpMquwF0WrXWEUImPS6DrPrzKSZX1H8lwLItAJnPhZ599xs/5jh07JnNPZTd/7LORNvRIx23BNY3rMNOHfenRIOd1kfDuiYQBqNN5LShl+y1rkwhIBJRDQDVCBS8FuIEsWbJEOWtf1oQbVNasWXn9GNi6qkCEEX2CxoMaGTZ27tzJ6wcB4KxQV3IwwU0e/ULYkRoEFXRmUL9SIVKO9k14Bnz//feO7pKs7apXr8775WpPKeFFgvTHShdo+AgX+wsXnHd1ddQ+hIzgHAH5ABFhpYvIGAKdIlcWpIZHv9555x1Vmu3Tpw+v39Wz90JMe9CgQar0q3z58rxfEC+URSLQsGFDfj4gK5krn42uQt7X19coMK7FFPauwkGtdoRAbRUrArWOECqw7bFvpDH0J+pRrFrmppl6Ef4ivFTc7pUVG0b9fM7TU6fOMx2lBza0lpJ3eJDND+8A0PCTWbuSh53cWiKgJwRUIVQwKMMNBB+1RFaRZQX1Y8DiqgIPC7RZqVIlVZpEymKhOaKUJoEjhn733Xe8X2rN3iMbDXADEeDKIjL7qPWgFl5YIG5cVfz9/TmWIPWU0k5JanudOnV4G66cTVmwwCAAhxTJahSI4AmxWxCjrioiJfCwYcNUaRLhlLi2QGC7sogZN7WyJ4n4eoQiyiIRwDWbLVs2fq7DkyM1FRBE8OTFdQziSI1JjdSEV0r68ijqES0wt5BVgVpHCZXo8DgjofI08EVKTJH7JEHghx8M6Ynz58+f6jwS4TmK6xqkETwvZZEISARSLwKqECo7duzgNxEwsmoVhNzgRuVKocmffzakSQTjrFapWdOQTWDRokVqNWFWb7Vq1TiWy5cvN1unxALo3ohZCFelUEYYE84PfNQKydm8eTOvH6FnripQxEefMIOvVhHCiD179lSrCbN6hYA1Xq7UKm+//TbHDuEqripCbBoeMmoUePOI89xV4TFI+Yg2cU2HhYWp0S0qtKpkzLkq8Oqy0pkzZ/LzTkkRZC0AIcIs4ZmKDF6yKI9ATHwMLTi3MCdUvjvQw6wBRwmVo0Nuc0JlXllvmhCfYFaPXJB8BDDZIbTuIIyfWgreQcXEA95vZJEISARSNwKqECpithm6BWoVIWAJTxVXFTHbjBSoahURpqKk0KM9WzEzgAESYtXVKiJMBeK7riiXLl3ifYI2jFpFhKlg5tRVZfr06bxfSAWtVpk2bRpvA2EdrioidTiyvKhVWrRowfvlSq82ITKpptC0mLl3lVfbmTNnOI5qhk+dPn2atwGBYlkkAkAAnhvCMxWTAK4WOVfjKCCsUmgsyfA2NRA21DnF6y9Opry1sDh9EPnArCFHCJVbO8LojKKenFC5tvaxWR1yQcoROHr0qNGDdN26dSmvSEN7QhcG79UQjQdpJItEQCKQuhFQhVARaWWRCUWtAm0W3KzUEOa0ZjN0CtAmMteoVbp27crbUEOY05rNGBihX0qlFbbUTuHChXkbSgtzWmoLyzCARZ8woFWrQCARbWDG1FVFpJVt1aqVak2KdLgQjHNVAUEELGfMmKFak23atOFtTJ48WbU2klYsxJ6RQlytgoxjwM7T01OtJhLVK0RCMfumVkFf0CeI3soiERAIwMMxR44c/NxAWJieS2hoKA8fxnmu5ruSnjFSwva7z+7SwvOLckLlH59/LFZpj1C5cySczmLZfZDlZ9dX0ovIIohOLhRi+3gfdUc2PifNT7T7woUL+T0KXpyHDh1KtE7+IxGQCKROBFQhVBA6gpcECMipVcQsuisHfUjjiX6ppYcArMQs+qRJk9SCzqzeokWL8n6ppYeABsVMvasGfUjJh2OVPn161WYyxSy6Kwd9gqxU0/vrjz/+4NiBgHBVEWSlmt5fSFuMc8KVoo+CrFRLPBvpi8UM97Vr11xyuARZCc8YtfQeRKprELGySARMEUA4LK5jfNTItmfallq/QabUqFGD9wHPj9u3b6vVVJqvt8verpxMqbW2Do2Lj7OIhy1CBVopc0tf4GTKps+u0dioeIt1yIXOIRAVFUVFWG6hQoV0S6osXbrU6G0DkkgWiYBEIG0goAqhcu7cOf6igEw8ainyC+VstbJMWDr8EydO5P1Sk8SB7gxeFLdv327JBFWWffrpp7xNtWbuTckNV6mcY6ApvAPUInHgoo1jVa9ePVWOi6VKjxw5wttEKmq1Srt27Xgbo0aNUqsJs3p//fVX3mbbtm3N1im1QJAbrpwxatCgAe+XWiQOQgZwDiLFMM55VxSkQke6cLSrFomDzFmo/+OPP3ZFl2QbOkNAkL44R/RGqpiSKfAuU9MzVGeHVXFzD949yMmUvLML0OPBx63Wb41QAWG8sck1Tqasfs+XRkdYJmSsVixXJAsB6HNBkw7XtR5JFVMyBfqOMv15sg6/3FgioGsEVCFUTLPVeHl5qQKQYLKRecdVRWSrQVy/GjdKU4HJkJAQV3WLimw1GEirUYTApFrZkazZXLduXf5gnj17trVNnFqODCR48KuVHcmScabZatRyiy1WrBjvl1rZkSz1S2SrUUvI2jTluVrZkSz1S7gxf/3115ZWO71MpDxX0xvQkpEQi8W5v2zZMkurnV4GcULUr6Y3oNNGygrcioAeSRVJprjulIEQbfXVNTih0v1Ad5sNWyNU/LaGcjJlZnEv+uhypM065EplENArqSLJFGWOv6xFIqBXBFQhVADGhx9+yF+I1XB5E6KICOdQK4OLpQOKwSyU+PGijwGg0gXaLKi7YsWKSldts779+/fzduHRAWVypQtmmdGvn376SemqbdYniCIQK0qXiIgImjNnTt6vLVu2KF29zfpEWmP0T+kC7w0cK+jCuCprDPqA806kDAdxqXSBtw36hfSkriyCKILuA84ZpQu8o9CvoUOHKl21zfpEWmM1RMEx6IR3I/q1Z88em3bIlWkbAVNSBd6qakx0KIXw/fv3jWE+0jNFKVSt12NPiNZ0T2uEytmJ9zih8l87P9PN5W+VEUhKqiDJgJYLkmSkS5eOP7OkZ4qWj5S0TSKgHgKqESrr16/nNxe8OCg9I4wbFl62v/jiC/WQsVLz999/z9tW2hUdGQuEZ8A//1gWTrNiktOL4dYq0rsqLbjr6+trTJmM364sAQEBXEMF54rSbtU4RqgXHhVqhbVZw0oIMiNzEsIvlCytW7fm/XJlOnJh/1dffcXbVlpwF7HZIpOVK9ORo184N8R1rbTg7vnz5zleeJHz9/cXMLrkG4LMIhW60i+7IrSybNmyqmm0uAQk2YhLEDAlVUCeqxWG5kxnkKo9d+7c/HqVZIozSDq27/PY57TIgmLcO+WrfV/b3ckaoeIzN4QTKsuqX6JxMTJNsl0gFdzAlFRBSCt0BbVGmMKTHGHKeBfER5IpCp4AsiqJgM4QUI1QQTy/EDsFCaFUgViheJHHb1cXZOsQTLSS6d2EhgS8HtSYybaHkyAIIB4LIkKJAqLm/fff5w8aCIK6owiCoGbNmoppTAQHB1NomOAB+ueff7q8Wy9evKAiDfXAgQMVa3/Hjh3GFwN4gbm6CO0l4Prff/8p1vzPP//M+4VQPZArri6CIID4JM4dJQqImlq1avF+IeW0O4rQXqpfv75iL7qmWVyQIlwWiYAjCEDPSng1wdMSqdHVEkx2xB6xzcOHD6nQpMJ9rXz58lStMGjRpvw2INBhd0ejGG18gm0hWWuESvjtF3ROKYMg7ckxQRJaFyMAD3Rk8sS1gw88MqHJp4WyceNG43sYxgS//PKLYs9BLfRP2iARkAgkDwHVCBWYIdzdcSNUIkQGIQjI6Y76kOPdXUW4u0PkEgMAZwsygAiRxwULFjhbXYr2BwFWvXp1ji0eYNDBcbaIECbMLrjaO0XYfuvWLWOYlhIhMhjIQpQY52CFChXcMkBH39asWcNtwINciexMcEcXqa2/++47AZ/Lv3v27Mn7VbBgQQpNIWcLwocEAbpq1Spnq0vR/iDAEMaHcwYkhBLisf/73/94fci0A30Yd5QrV65wMVz0C14CzhZ46SF7FeqrVq2aatm5nLVT7q9NBDDQEiFwOIfwHMP9310FoaDCMw73IIQkuYPQdVf/3d3u7Yg7xnTJcy7NsWmONUIFO11a9JB7qcwo6kmvrVU+JNqmYXIlJ0aR1VMkGQBxCrLdXYQpQlI7derEn1O4z5QpU4YeP25d8FgeQomARCBtIKAqoQIIRaphDKp3796dYlRBplStWpXfxDDYUkPrw1HjEGYhQmRKlizpVMpDpN4VWhxNmzZ11ARVtoPrvtCxQPpmZ0iVmTNnGj2J1Moe5CgIItUwHn4TJkxwdDez7UCmCLFMEGDu8OIwNUqkGsag+vDhw6arkvUbZArIIeCD8BSlQ/SSYwy8swRpitlcZ0gVZEQSmkeuTAFtqb/wvhGkKY6bM6QKXJ9xrPBRK3uQpT5YWiay8cAWZ0IVQabA0wb1QL/Hx8fHUnNymUTAJgIICcDzBu8bOJcw+AJJ66rzCc+ITZs2GTXkYAOylhw9etSm3XKlOghM8JzIvVSKLixBH0Y9tNqILUIFO+3pdssgTlvMk97aEWa1HrlCPQQgwv/ee+8Zn30YD0C7ROmwZ2s9QGpziKSLbIHwlO/bty91VeZKa3bJ5RIBiYA2EFCdUMGMjBAlxWB9ypQpyXaLO3XqFEU8PV5OEGqhBZdZPz8/rp8Bm4oUKZIi8cSFCxdShNigDohlhoW5/0GNzC4Y0MAmuPKjn8kpeLhBiFiEZfXu3dttMwmmdg8ePNj4IEYIWnLDqvAwRdgScIEYsru8HUz7BJFkkZYXAweQWMmdtQERIwgMzKYipM3dBZ4PBQoU4FgXL16cJjfNMTAA0QCiCccLs9bJPd5qYAAdBZw7sAmi3cn1bsPxxvWE/fFRMtzLmf726dPHaBMyXiX3BRceNiI0MGPGjHTz5s3OmCP3lQhwj0gREieuF3isQNvNGTLTGrQI7YGXlghzRpt4Bv74449ywGUNNBcsR6afqquqcVKl58FeVlu0R6jExybQ/9r7cVJlXhlv+izYeQ9eq8bIFVYRAGGKEFpBmOI6w5gAYb1qeaMhaQP0GsWzG23inckdkgNWgZErJAISAbcjoDqhgh6CVGnSpInxpRssM0KA7AlMQVwOL+viRgYNBC2QKeKogWzAjL54YYOo5oULF8Rqq9+4QX/yySfG/ZC1RQtkijAYpIp4YGFQCn0Xe9oPCGtA2jhBfAETvEwmd4AvbFDje8iQIUbM8UBEeJW9wR9Ex37//XeKLC3oE8gmLZApAh8Mshs2bGjsF37v2rXLLu4gTnr06GEkvgoVKqQJMkX0C6SKCEHCwKR79+7UnvgpzjV4wYmwERwvDNS1QKaIfoFUEYQlzqnffvuN2kuRjvsnyFd4w4l7DQhCLRVk8BK2wQUawsm4J9gq8D4aPXq0kfjCPUeSKbYQk+uSgwDuB9CFguenIPhxjmICZPjw4fwdBN55KSl4d0EYK9KG47kvnpeoH9c1Zq61KI6bkr7qfZ+9t/dyQiXv7AL09P3TFrtjj1DBTrFR8XTFu5c5qbK1tTZ0PCx2Jg0sxLNjzJgxFO8t4rmDsLrmzZtT6ClBsB1ejykpT5484WHU0McTobqijdq1a9Ply5c75b2dEpvkPhIBiYD2EfCAiexmoXphLzeExUES9iJD2Is2b48NagmbqSXMO4MwYoIw4oSw+ETi6elJTp48SY4dOwbCh2/LxEXJ7NmzCRPjVN3W5DTw9OlTwjwyyOLFi427oT/Mu4MwIVTCSCCCvjNxLcIyzRA2205Yhgy+LQsB4HiMHDmSsJlZ4/5a+MFeBsnXX39NWEgSNwf2sRSphM36kXfeeYcwzxrCHliEuWHyfu3du5ewWTq+LfrMPAQIUz/XQlcS2cDETglzASfsgcyXs9kNwjyo+DnIQkwI86IijKQgzEXc2C8W+sS3Rb8ZaUSqVKmSqE53/8Ne7gkLAyGM+OLHBPYwN3PCiAXeL5aJiF9bLGyOsBcNwjR7+PUl7O7QoQNh3i0EWGip4F7ABuqEEVhGs1gWD8IIWVKjRg3CXG8J+s6yAfBjxWaMCNNR4Nsy0oKwwTphQnG878YKNPCDEUP82sJ9DgXnHPN+4tcWzi0WpkRwzuEaxD0D1xYLceTbMs8dMm/ePPL555/z/7X0h4U6EOb9leg+gGsL90EWIklwTBi5Rby9vQkLlyNM+4cwbwHeBdxXcG3hGpRFIqA0AswLit/j8JxmA6ZE1TOChZ+jeG4z7R7CxKMJI0gI02zg9xdGaPJ3FnGfYeF7/B0F57JpefvttwmbRCBdu3bl17DpOvnbvQh03NOJ7Lt1kJTNU4ocbXOEpPNIl8igN8rFkdgEQs5vT0/KlfVItM70n3unn5GN7QzPmB4Xq5DXcqY3XS1/uxgBFmJH8NxhGfT4eMG0eTxXWVgQv7bxDMI7Ea5pfPA+i3EIrm3xvofrGs9bNlFqHHegPtSDdyRc26hHFomAREAiYBEBV3M+EI6D27pwx2dGGRlmS7/hGq+EoK3a/YT4JdhxIYBpqS9iGbtB81ktV8V1p7TviAfHzDgjEmweI9EveBBB+NXejHtK7VFqP4iKYWYcWjzCdlvfmKVgZF6KZzyUsttePfDqgKCsEG+z1SfM2EIgFd4sWi/wOoGHm+kss7W+oe/wZnGXCLKjWCLsADNplSpVcugcxLkKTzF3akc50jeEPjCC2Jj9wNpxEssRBw9PMdxrZJEIqI0A9A4YIclTnSKcUJyHKflGeBqE3Hv16kXhdSqLdhGAQG3+OYW4p4olgVpHPFTQO3ipzHjLk3+e+tv2wNMuGqnTMniHIwwWIb4i41dKrmvsg/DnZs2a8fAiPNNkkQhIBCQC9hBwmYcKu0klKvDs2L59O2eEMWsO7wbMNmN2lg0y+Mw6Zm2ZWGai/bT+j7+/P2EDQN4vzMQygU/CSBY++89evjjDzW7U3HNF630xtQ+eKkxvg4DFh4cNmH2w/Cwsgx8rzDCz7DeczTfdT8u/MTuOY8U0eni/mE4KnzHH7CQLXeLHimmUcG8jLfcjqW0sfIzAEwfHCtcWPFPgJQWvInhAYJaFhZwRFpqRdFdN/4+Zoz179vBrCx5EmCHGtQVPFVxbmGHGtaU1Txt7oLIMAYSJVvJ+weMLM2e4tuBZhD4xN2PCCCXNebHZ6he813bu3Mk93HAeYnYf1xtmB+GtgnOQaVoQFu5oqxq5TiKgKgK4N+L8xAez0ywUkjDShT/fcB3Ca1Z4q+TOnZvfZ3Du4rrE7Ddmr2XRPgLsRZgUWVCUxMTHkY9LfUhWfbwykdGOeqicm3SfnJpxj2TI4EF6Xq9K0rFvWbSHAMYSbFKFX9Pi+oZXsvBKwbMI17W4tvG+h2sa1zY+ePbKIhGQCEgEkoOAaoQKBqcIz8ENSxaJQGpFgAmhGcPVXNVHkHZ44CNkTBaJQGpFAGEaCAsFaSaLREAiIBFIKQJLriwhgw8PIxnTZyDHvzxKSuQonqgqRwiV++eek00s3CchnpIGQwuTqn20FX6eqEPyH4mAREAiIBFwKQKKEyqI9WcinlxDg4lGESYE6tIOycYkAq5CAF46lStX5sQGznmWmlfVplkoFRk3bhxhaaAJy5bF9UVUbVBWLhFwEwKIa4d3Yq5cuQjLnqJJzRg3QSOblQhIBJKBQFh0GKmxuhaJePGM9K35AxlVc6TZ3vYIlce+UWTTFzdIdFQ8KVLlddJyW2nCQlDN6pELJAISAYmARCBtIqA4oQLBT5YbnqMJd1iEU0DMUxaJQGpDAAKcIDdQ8HKFEC8QLGqVLl26kJUrDa7KLEaYu6nrLSROLWxkvakLAZY5hbBsCrxT8FCBQC9EBWWRCEgEJALJQaDv0X5k9eV1JH/2vOTcl2dI5gzmXtO2CJWoR3Fk9QdXSGREHMldJDP5YnsZkvkN6R2anGMgt5UISAQkAqkdAcUJFcTKQ6cBOg4opUqVIkeOHCEsvVlqx1L2Lw0hANIQ5KEo3bp1I0zAV/yryjfCixC3j9l7FJApyBqltcxXqnReVppmEEA2uP79+xv7i0xP06dPN/4vf0gEJAISAUcQ8HroRZpsbEYSWO6DpZ8tJE2LNbW4my1CZWfnW+Tm0ackR+5MpO3usiRrPm1lZLTYIblQIiARkAhIBFyKgOKECqzfuHFjopS5EL9kKvhS6Mmlh1Y2phYC8EphmaqMqfUgaIYUuCxzlVpNGutdtmwZT7krFiBVJ9LPsiwwYpH8lgjoFoGpU6cSlqnBaD/IeQhiSy0uIyTyh0RAIuAAAhCibbi5EfENuUYaFH2PbGq60epe1giV2/vCydZuN5kLKiGtV5chhd573WodcoVEQCIgEZAIpF0EVCFUAOcvv/xCJk2aZEQWCvmYwW/ZsqVxmfwhEdATAvAMwWz5kiVLjGa/8cYb3EsEAz9XlR9++IFrFIn24KGydOlSnglGLJPfEgE9IYBsaAihW716tdFsnNfwbkRWIFkkAhIBiUByELAnRGtalzVC5fxf98nJv++RojWykxabZcihKWbyt0RAIiARkAi8QkA1QgVNDB48mEyePPlVa+xX69atyahRo6SuSiJU5D9aRgApYEGiQBwzMDDQaCpIwr1795Jq1aoZl7niB2befvzxx0SkCjRc2rdvT0aOHMnTjrvCDtmGRMBZBKKjo8mCBQvI+PHjeWplUV/+/PnJgQMHCDywZJEISAQkAslBIDIuklRaUZUL0X5aqjFZ8bFBj8laHdYIlQv/PCDHJgaTNwq8RjqdqkA80kkhWmsYyuUSAYmARCAtI6AqoQJgkY1k2LBhBHnfTUvz5s3JoEGDSN26dQnEa2WRCGgNgeDgYLJp0yYyceJEcufOnUTmYaC3fv16tw74kFlo9OjRJC4uzmgbiJVWrVqRAQMGkNq1a5NMmTIZ18kfEgGtIACtLVw/8GK8d+9eIrMgYr5u3TqCUFFZJAISAYlAShD4bGtTci7Yi1TKX4Ec/OKAzSqsESrP78eQFfWusPfXBFKrdwFSa5gMrbUJpFwpEZAISATSKAKqEyrA9fz586RTp07k+vXrZjBjwIcZ/jp16nByBQRL0aJFzbaTCyQCaiIAL5QLFy6QkydPGj+3b982axKERa9evchff/1FsmTJYrbe1Qtgb+fOnYm/v79Z0yAqq1evbryucG0VLlzYbDu5QCKgJgLwQvHy8jJeVzhnQagkLcjm07dvX+6tIkn2pOjI/yUCEoHkIHA19CpptOEjEpeQQGY2nk7al25ndXdrhAp2uDAzhBybEMR1VNptKkvy11BfK82qoXKFREAiIBGQCGgSAZcQKug5ZtEhqImwiZs3mciXjYIXawxW8UkLM+zp06fnoovoL9LhInsLBr/4wBMCeKhRoFtw5swZPtBBeusHDx6QqKgo/gHBgNCS1FzQP9FfDPpsFRyDtm3b8pAaNVMj27LB2jocq8WLF/OBaEBAgLXN+PK0fG1BNLhixYpG8hbXGQgyNcqTJ0+4mCrIA1xjuLZevHiRZq6tBDaIEdcWzk9bBfe/Dh06kBEjRvB7n61t5TqJgERAIuAoAsNODiMLvJeQN7PmIuc7niWvZzSIyuJ+DJIX2ShxX165rgqJ/z97ZwIfRZH+/YdTQEAQ8UBXV/F+BeTw2r+uBsGDVTlcWV2uFQVF3eVQlMNVEVYBdbmUS7nkUEFu5ZBDAV1ACEpQgiYIUYKSkEQSSDCJ1FtPz1R3dU/PmZlkkvyGT5ie7uqqp751P1X11O9V6L6799I551SlevXqEbfzf/zjH42gPu66nw5sy4UtlVDBwx0IgAAIVDICpaZQUVx///13w/Dg+PHjjRUB/Bsf/wTq169vbN3gFTwPPfRQiQYczJpPYOJTYXigt3fvXuKBDz7+CTRo0IDuvfdeY9saD8Dj+cNKy7lz5xpHzCYlJSFtgyQWpy1vi2LFJa+gK8kWE97SyFtY2O4Hl63k5OQKr5AMgjfoYzbozNvTeEtoSdgHDQgOQAAEKiWB40XHqdfaf9CxX3PpkvQ/0tHtR2nHjh2uK+TcAJ111lnUpk0buvEPt9MFP9xA5zU9izpMi+9+gFs8cA8EQAAEQCC2BEpdoaJHh09NUSskeBDCqySysrJ0J7jWCES6SkKtDnr11VcpNTVV8xGXOgFercArgtTqIP6+8sorY7aKQQ872tf66iNVtng2Dh93ApGukghndZB7yJXjLtddvDpIL1t83HisVghVDqqIJQiAgBsBnjxavnw5TZo0yTiFz83NRRddROedd565GprrIrWqjvuh3Fdym3Bq0aIF8Ul7vNWWVxTjAwIgAAIgAAJlqlBxw8+2IHjgpxq2yrD1RC2P56Wn2dnZxgwKD4Ld7GIwM274eWaXV/kEszfDx5AOGzaM/G0F0e1s8AoMtdWqMtgw0Le/cLy5g3XGGWe4Zctyf4+3N/3www/EW1G4bHFeqwxlizvWaqsNd5KVAtfNPg4nMueJBx54wLCR06RJk4Dpzic/8YllbvZA+MVatWpR69atDSUCH/3LnW++VxnL1sUXX2wsow8IFA9BAARAoAQEMjMz6e2336apU6faDMmz4oRXmlx33XXGN183btw4YEh5eXmG/b+dO3cafTL+5jZUfXiF3cMPP2woVy655BJ1G98gAAIgAAKVkEDcKVQqYRr4jfIvv/xirNph5QorRpwnzfCWhenTpxsDQKcnvELhiSeeoPnz5zsf0V133UV33HGHMdBjo6WVwU6NDwTcqNQE+AQnXhH3v//9zyhb/Fv/8FLvGTNm0H333affNq5Z4dunTx9j+5z+kBWdf/nLX6h9+/ZG2eLTamrUqKE7wTUIgAAIgECUCfDkE59498EHH5Cyh8bbpf/xj38Y/SBWaEfjwyeSscJm2rRppNoMVsLffffd9OKLLxoKm2iEAz9AAARAAATKFwEoVMpJevFqgjlz5hBv23GuXGFjjqNGjTJjwg1927Zt6bvvvjPv8WCvS5cuhlFVHujhAwIg4CHAHXBWnowePdpHaclHU/MKL/VJS0szypY+U6lWtTz//PN0zTXXKKf4BgEQAAEQiDEBXo0yePBg4i3k/OGthbwlp0ePHlS3rscIbbRF4G3US5YsMbYUff7554b3vG302WefNRQ7mKSKNnH4BwIgAALxTQAKlfhOHx/puCF/8803aciQIeZMDDt67rnnjAFheno6JSQkUEpKivku7/nlE5aaN29u3sMFCICAnQAbluXjsHkbD1+rz4gRI+iFF14wts3ddtttxEoV9eEl5Lz1h23v4AMCIAACIFA6BHjF7iOPPELr1q0zAuRtPGPHjjX6P6UjgSeU3bt3G+3DihUrjBt8OhBPfrVs2bI0xUBYIAACIAACZUgACpUyhF+SoPkUF7ajoq9WGTdunNGQf/3116bXjz/+uGFrpTLYbTAjjQsQKAEB3ivfuXNnm22UKVOmGKcn8ek96jNgwACjA49tPYoIvkEABEAg9gRmzZpFAwcOpGPHjhlbllnhzZNK1atXj33gfkLgSav+/fsbdsq4TeCVw/xXljL5ERW3QQAEQAAEokwACpUoAy1N73iGhlej7N+/3zXYZ555hl577TXXZ7gJAiDgnwBv6eGy5c94LXfgeeUKPiAAAiAAAqVDgI2Ms12UefPmGQHy9mVeDRIvq295hfCjjz5Ka9asMeT705/+RKtXrya254IPCIAACIBAxSUAhUo5T1se+PHSUjZCq38eeughWrBggX4L1yAAAmEQ2Ldvn3FKT35+vu0t7jCzYUJ8QAAEQAAESocAK1PYLgob6Gd7JWzbirdnxuMKwXfeecdYQcN2XW644Qb65JNPoFQpnWyCUEAABECgTAhAoVIm2KMbKCtOunXrZnrKx73yYLBevXrmPVyAAAiET4A7xnyij/o0bdqUeLsdH4GMDwiAAAiAQOwJOJUpvL3m73//e+wDLkEIfDojn6jIk11QqpQAJF4FARAAgXJAAAqVcpBIoYh466230ubNmw2nixcvNk70CeU9uAEBEAhM4Prrr6cdO3YYjnj5NneS8QEBEAABEIg9gfKoTFFUoFRRJPANAiAAAhWbABQqFSR9t23bRjfddJMxE8LX+IAACESHwMaNG+n2228nPuHn008/jY6n8AUEQAAEQCAgASGEsfpWbfMpDytTnBFyKlX4VCKsHnZSwm8QAAEQKN8EoFAp3+lnk55PJmEr8zzwwwcEQCB6BHhVChuh5aXb+IAACIAACMSewPjx4w1bJGwzpTwqUxQhXanCRz3zVlJ8QAAEQAAEKg4BKFQqTlpSVlYWNWrUqALFCFEBgfgggLIVH+kAKUAABCoHge+//574FJ+CggLjePrBgweX64jzyT933323EYePP/6YOnToUK7jA+FBAARAAAQsAlCoWCxwBQIgAAIgAAIgAAIgUIYE2G7KLbfcQryy4+abb6ZNmzZR1apVy1Ci6ATdt29f44Q4Pjjgm2++oYYNG0bHY/gCAiAAAiBQpgSgUClT/AgcBEAABEAABEAABEBAERg7diw999xzxmlqu3fvpksvvVQ9KtffeXl51KxZM0pLS6Pu3bvT3Llzy3V8IDwIgAAIgICHABQqyAkgAAIgAAIgAAIgAAJlTuDbb7+l1q1b02+//UaTJk2ip556qsxliqYAbNicjZyzwd2lS5dSp06douk9/AIBEAABECgDAlColAF0BAkCIAACIAACIAACIGAncMcddxCfhNO2bVtav349ValSxe6gAvz65z//SW+++SZdcMEFdODAAapevXoFiBWiAAIgAAKVlwAUKpU37RFzEAABEAABEAABEIgLAvv27aOrrrrKUKLs3buXrrzyypjLlbHrI1qd2ZR63XlVzMNSAZw4ccJQpvz666+0cOFCeuCBB9QjfIMACIAACJRDAlColMNEg8ggAAIgAAIgAAIgUJEI8Paet956i9q3b0+ffPJJqUQtaWpXuvapTNqcuZFublh6q2EGDRpE48aNoz//+c+G0d1SiSwCAQEQAAEQiAkBKFRighWeggAIgAAIgAAIgAAIhEKADbaef/75xN/Lly+n++67L5TXArgppv3bt1HaiUK/bmrUOJ1Sp99DvecdpWs7j6PFc/rTJfVKR6myf/9+uuyyywxbKklJSYaxWr+C4gEIgAAIgEBcE4BCJa6TB8KBAAiAAAiAAAiAQMUmwDZF2LbIH//4R2JlQ8mPSf6VRldvQkN/LwgZ3H+2H6Vh1zcK2X1JHXbo0IFWr15NfJzytGnTSuod3gcBEAABECgjAlColBF4BAsCIAACIAACIAAClZ0An3jDtlO+++47GjNmDD377LNRQXIyJ4fyiotd/apeqxb9smYoXd31LaKqzWjixx9Qn7uuolqurmNzc9WqVfSXv/zFOB46PT2dGjRoEJuA4CsIgAAIgEBMCUChElO88BwEQAAEQAAEQAAEQMAfgZ07d9J1111HtaSSgxULZ555pj+nUbx/kuZ1uoB6rGxCi7/fTl2a1o6i36F5xYqkyy+/nFJTU2nmzJn08MMPh/YiXIEACIAACMQVAShU4io5ylaYsrB2X7YxRuggEHsCKFexZ4wQQAAEyi+ByZMn05NPPlnqBlqLc36mtIIG1LRJ6StTVGpxvDn+jz/+OE2ZMkXdxjcIgAAIgEA5IgCFSjlKrFiLWlbW7mMdL/gPAmVJAOWqLOkjbBAAgXgn0Lt3b5o1axY9/fTT9Prrr8e7uFGVb/bs2cbKlDZt2tCOHTui6jc8AwEQAAEQKB0CUKiUDucyDiW+rd2XMRwEDwIREkC5ihAcXgMBEAABk0CzZs3om2++offee48efPBB835JLxJn/5sGv/sFUVYWfSpP0jmt3WT6eV0/alhSj6P4Pseb41+zZk3jhCP+xgcEQAAEQKB8EYBCpXylV4TSxr+1+wgjhtdAoAwJoFyVIXwEDQIgUAEI5OfnU/369en333+nlJQUuvTSS6MUq2LatmA8rfgmnbaOnkifiVNU//EP6MiUrqVqeDZYZDjeZ5xxBp04ccJYocIrVfABARAAARAoXwSgUClf6RWxtPFu7T7iiOFFEChDAihXZQgfQYMACJR7Ap9//jndcsst1LBhQ8rOzo5BfI7SmBYX05Ck4zTow+/pjfsvi0EYJfOS488c2JZKv379SuYZ3gYBEAABECh1AlColDryeAyw7K3dxyMVyAQCJSOAclUyfngbBECgohOYOHEi9e/fn9q1a0fr1q2LenRF+jpqccGdtIcELU7NL5PTfIJFauDAgTR+/Hh65JFH6J133gnmHM9BAARAAATijAAUKnGWIGUlTjxYuy+ruCNcEIgVAZSrWJGFvyAAAhWBwPDhw+mVV16hPn360PTp06MepfTVL9AFHUZS1dr/opTcCXRJ9agHUWIPlVLp3nvvpRUrVpTYP3gAAiAAAiBQugSgUCld3ggNBEAABEAABEAABEBAEhg0aBCNGzeO/vWvf9GECROizKSYVg/9P+ow+su4tJ+iIsuKpMceeyxmq3RUOPgGARAAARCIDQEoVGLD1evrUZo/7N+0JqsWnVWnNtWubQ+sQFqeP5BxJo169xW6pt4JWj32RVqw/5S724IsOnrgCLUfOYd6NjvD41HedzTmmf/QD3UaUSOv5wUFBZR/9Ci1fuxV6nvzBVaA2TtoQO8hlJQrpMH7LZSUVEyTEo/SU60aWW5wBQLlgED2rvep/7hP6ayz6sgy5SxUBZR19CA17vASjXqoBeWmfkIvjphL0rGvW5Jus45Sxul30rv/7U71vHFPXvEGvbLoe/lKI0+ZlWVKlirKqnIDjflvbzpPY1QeTpHQxMUlCIAACMQVAbYZMnXqVHr22WdpzJgx0ZVN/EhDa1xOo3//jZ5e8RO9fu9ZlLb/IOXmE9Wp34jOv6hxXBionTt3LvXs2ZNuvvlm2rJlS3QZwDcQAAEQAIHYExD4xI7AsS/FbVWqCpmKfv+qnv6c2F8kRQjBbZUa94otGYWmvMd2vuXX3/Zj/2e644uijC/FmKFDRf/ut5vvyP3ENjf4AQLlgcDO8Q+Yedhf2Rq+4nsjKjvH3xXUbZeJnwkugp5PjpiccIbrO1Wq3Sa2555SDuV3kdg6/zUxdOgAs5zLUyREgeYClyAAAiAAAv4JyK0+Rn07bNgw/44ifHLq0CeiGVURVLWZGDhmjLivSjVb3V792n+JXdlWnyrCYEr8mjwu2pDrhhtuKLFf8AAEQAAEQKD0CVDpB1m5Qiwq4qFakVg/4k5bQ16l1qNiX4E+OJOuDLdC7J75sN2tHMht8dfoS++LcveJ/lVrGu/MSTxihGcNEO28sza9YbiT+4k9ihz7Y/wCgXJAoMhQgBQe+tRUZCjFSq8F3zrkl265MBz7SnSrUt1Wrto4lI6OF8Xehc8Y7uv2nCEyuJx5y6fTnRCZYnTzuoZbeYqE72PcAQEQAAEQcCXw1FNPeerOQYNcn5fk5qFV/7bV+SMXbRW5RueoSKwaeofxLFg7UJLwQ3135syZhiy33nprqK/AHQiAAAiAQBwRgEKllBKjMOV9W8POA8BJ24+6hn7qyOc+A8WnV/zg6pZvFqYsMfw+rd1kkevXFT+Qip2h1xtueSbdn9IloBd4CAJxQ6BALOx7tq1cnXb7OJHtR75NY/5qc8urw9L8uOWysrBvG8P9pF2/+nXFD8xZUFmmseorICo8BAEQAAEbgcGDBxv17BNPPGG7X/IfUmkyxNPf4f7WqI0/2bzc6524CtRm2F6I4Q95XLLB4K677ophKPAaBEAABEAgVgSgUIkVWR9/M8V4x1YC/0qNHPFqtdq2wV+gRn/TaM/ql+Fr/CtdDHFOpYkh1U4z/O2HmXSfFMKN8kcga6tnxZVaocLf7/nZypa19RVbmQqo1MzyKDUDK108vNQsKFZ9lb/8A4lBAATKlsCLL75o1MvdunWLriBaf6fVsI99JpA2vezpN7lt0zy0/nXRtscQsWj1JpGUnCySkxLFhkWzRZ/mLcT0pMAK9kgiMXr0aINBly5dInkd74AACIAACJQxAShUSjEBDni3EKjBH9tk2JJt3/ZjiJP1pc9eX37Hdfa78DvRp2oNUaXm38UuxxYiZ9T0mXR/g07nO/gNAnFNoGi/ud1Nlav2Yz9zFXnrePsKFXbvT6m5d96Tng7utK9d/bJuWrOgbh1zyx2uQAAEQAAEnASU/ZBrrrnG+ahEvwsPfeSxn+KqZLcmuHrN9q3j/dnpajVsaZBVwJGJ/OCDDxrtTSzsyEQmEd4CARAAARAIhwAUKuHQKqlbaXjWaRStn4/NByFSHIoXa6BoNzTL4hxZ75l1bz1sXVDpzJl071aHgow0OfOSJJJTU0VGNkxpBgUIB3FJwNn5NewTOfezuSheuFy5KzUPe2yiSEOGa9NdFJ46BW0WVJ4iIZ8UiIOpySIpKVmkHsyAgVqdFa5BAARAwEEgJSXFUCZUq1ZNnDhxwvE08p9mf8fFXtwp7wpEbgPcVpzsnnK3IVP37t1Fx4QE0bZjHzF7w97IhQny5qWXXmqEt2TJkiAu8RgEQAAEQCAeCUChUqqpImezB1xnNJxKSVKj5avisE0Gr4FLOZhLSGhhc+s7UMwT87qfZbiZk3zM5ovvD2smvUWn/mLMkPY2v1meQQt2+CyL9fUHd0AgvgjoM5GqXI3a+ItNyCNeY8wtZOfYOPVB5nfl1qnUzN/7rvGsbs+5QRUi5qqvOD9FwgYDP0AABEAgjgg0bNjQqHPlkcFRksrqa7mtQjyyyTMRZazstZ3c5gmeT4e7bqLvypUoCWfzJicnx2yLfvrJbufF5hA/QAAEQAAE4pYAFCqlnDTHdr9tNp5qQKcrQ/L3eozX1u35gcg+stZn8DdqizVQPHXEcyQgK2Uyg8WDZ9Kb1zHDrtXpJbH9oEcJsvoScAAAQABJREFUU3hgrWEE1322PpjHeA4CZU0gT0zp6OmQqzJlV4YUmIrH91KzTMPMyq2z/Kz3nv7gVMq4xVLNgiq/4vUUCTfZcQ8EQAAE4oFAu3btjL7JuHHjoiOOtnLQ116c1R6odiI/eaUYOXGdqUBnhUp7VqgU5RireJOSU0WsFvGuW7fOiPu5554bnbjDFxAAARAAgVInAIVKqSM/LF6qVstUbPBATN+uowyleQZzgQeK6nhl5wy7W5ROafuJfVbF5H9jHinr7+QhNz9xDwTihYBTsUHadp1TRzzHK1dv+ZKheMzf6abU9C41z/ccr+y7GswtptaqLy7H8XyKhJv0uAcCIAAC8UBg6NChRp8oWoZp9VWLTntx6lRET53tmaBa1f88aU9rqblCV235YTctOnYzt2oPl6t4o/159dVXjbjfc8890fYa/oEACIAACJQSAShUSgm0HoxShHBjzX+mQVmvYsMYzHkNzLoOFDOkXQfvDEyoq0pMf+RAc+XBQl0coQacPAh1NXzrdb116hOi+rXPiX1BjN/aPMcPECgNAppSUJWrLl6Dsup4zF7KXpE2e6ncKqWmKif+DNvaoqL5E+4pEjZ/+Ie08TIioZ7oMnad2an3cYMbIAACIFABCSxevNjoCzVt2jQqsTuw7N+Gf3zy2j6HPa1jXoU6K9iN7dbSth1vA31t+1EzbG4z+N1dGaqvlCeWjbjD8DPoaYqmL6FddOrUyfD3pZdeCu0FuAIBEAABEIg7AlColEGSsALDacfheWnzIcu7r9c2mPPOmKuBH3/3WvC9UHYe3PYH+0bJmkl3c6+OnmXFzh6/yhLPUc6swNnlsufYN0zcAYHSJbB+hOcYTFVWqtbjFSkem0ROxaObUnNfUa6Y2fFMo3MbSLGoYhVoFlTIcNUx6W6nSCg/1PexnW8Z4fJWP5iHVlTwDQIgUBkIHDlyRNSoUcOoAz///PMSRrlALPPaqnM7eU3VtVWlcf5MkW1sFz2t3WR5pX+KRIFDEXPqwEeGfM4tovpb4V5zvE877TTD382bN4f7OtyDAAiAAAjECQEoVMokIaw9vGrwV0saih3SvZXRsDqXqCqbDsptjbZ9xJC+txtuQ9qio82k++4nFmLrGM9xsnU6zwh4JGBG8i6xOfFAmRBDoCAQjICyP6TKCa+4GvDyQEN56exYK/tDplupqHzs5aGGLaHTbh/n6Fy7h6xWs/BM5n5n5zvIKRK+PuaJJNmh3peR7/sId0AABECgghNQRwfzd8k+eWJywhlG/8itvyOK0sTohPrGc67/jZUo+iRR7n6xfP4isctrY86URa0grnGv2K67Nx2EfzFq1ChDjmgfGR2+JHgDBEAABECgJASgUCkJvRK8q04d0Qd0fO02mFOrUZxuefvN/hBk0GfSfWfevacKybC7TIv+/uAQxIMTEIgSASsvO8uKvpzbE5hdqVm1WTWzg/30ih9CkKdkp0iEEACcgAAIgEClIcArU7je5pUqhw/bzz4MF0JR9mGRnJoeYPtkgUg/mCrdHPSZRFJbRJXBWjPsY18ZtlSqREmhUlRUJC644AIjzlOmTDGDwQUIgAAIgED5IwCFSlmlWeF3ok9VzxJXffA36EO3wZz7QLHLxNAUIPp+YudMuj6rPyeZDXPmiVVjxoo1B9VMeZHYOv810b17XzFy6jKR4ZiJLyt8CBcE3AikLHzSVIyocuW2goTfVUdnmu6kUoU7yyFtaQu46stS1qhOufMUCSV7yurponvHjqLvgBFiReIhdRvfIAACIFDpCLRs2dKov1988cUyi/uh9R77K/0civXCve8asrlNekUi7KJFiwz/GjRoII4fPx6JF3gHBEAABEAgTghAoVKGCaG22qgBXaCZj5R5joEiG5dNVwbTAkXCPpNut89QIBb2Pdto1NW+YN4KwfIs9hqu5eMDea/xvPH3G/dDm70PJA+egUDsCJzSttqocuVX8eii1GTjsqF89FVfzi16oZwiwWEcWDZY8Lak2Zu3ipl9GhvGqf3bMApFKrgBARAAgfJLYMaMGUY/47zzzhOFhaH0b2IQ16wvja2fw5d/ba1wyd4jRnT0bCMKaZt1CGLdeuutRlwHDBgQgms4AQEQAAEQiGcCUKiUYeoUHlhiNKhq4Ndq0MdWA+6QyzlQDGbvxHw94Ey6dSyzOvJ16+gbRbX6rxo2JDhMlm2lPFXomNdgbigGNs2wcQECpU6gyDRIaJSrIIrHraPvspXB6Um/hiSxvuorklMkuGyxYWrPqjAhVg253lgdE629+SFFAo5AAARAII4IFBQUiDPP9BgGnz59eplJdix5paFU4TakY8e2RhvBE14LtkVnFeEXX3zh8bNKFZGSklJm8UTAIAACIAAC0SEAhUp0OEboS45pPI0b7sCDuSJzNQm7fX7jTyGFqc+WO2fSeXuPMt72tDxlSB0nqGZgju1+W9z++FIZToFhCZ9n051HLockBByBQCkSUKc4cDkJpnjUy4d5jGZQWUt+igSXtc4jP/OEJI9M7l+1pmEc0amcCSoKHIAACIBABSIwcuRIQ9lQv3598eOPP5ZhzArEweQksW3bNpGUfDBqp6/l5+eLyy+/3Ihj165dyzB+CBoEQAAEQCBaBKBQiRbJCP0xTwqRR7wGM8OmFB5Vaj0qQh14sVKEB5b+7EgcWP+68Zzd8F+/BV/7xEQNOmt3nuxjwM3HMW6AQFkT0FZljZKKwsAfS6nYa8G3gZ2aT613IjpFwvTHc6FWqrkdae5wip8gAAIgUKEJ8FYfZUulffv2FS6u/fv3N/pajRs3FhkZGRUufogQCIAACFRGAlU40nIgjU+ZESimzMPpRPXOp8b1qgeVIufwYSqufSY1blgrqFuPg2I6vD+Vis5sShc1rOH6zsmcw5R+JJeqNzqfLmpcz8fN5jF30a1D1tLwNb/QqFt/o+0pteiGZmf7uMMNEIgXAsV5mZSeR3R+k8YUtFSdzKG0I8V0zkWNKeRSlfMzpWYLurRpEz/+n6TDaemUW1ydzm96EfmWKovUwUWD6eKur5NUztDk+y+zHuAKBEAABCohgT179lCbNm1IKldInoBDjz/+eIWgsGnTJkpISOCJTPrwww/p/vvvrxDxQiRAAARAoLITgEKlsueAYPE/+R31Pb0ZvVOzF6UWvE15Y/5EbfNeoaxRtwV7E89BAASCEiim5QP/RJ3G7yB5pDl1aVo76BtwAAIgAAIVncArr7xCw4cPp7p169Lu3bvpkksuKddRlif5UPPmzenAgQP04IMP0nvvvVeu4wPhQQAEQAAELAJQqFgscOVGIHcHdWxwE6W/vIE+f0JQ7UYJNCf5GPW8sr6ba9wDARAIh0DxDzTgtKto0mmPU0ruBLok6HKacDyHWxAAARAonwR+//13+tOf/kRffvkl3XjjjbR+/Xo6/fTTy2VkTp06RT179qT58+fTueeeS99++y1J47vlMi4QGgRAAARAwJcAFCq+THDHRuA4zX+sKXWfnmHcHfTht/TG/VfbXOAHCIBAZASKDi6lmhd3ofqPL6WsKZ38bB+KzG+8BQIgAALlmcC+ffuMrT8nTpygP//5z7Rq1apyp1RhZcqjjz5Ks2bNoipVqtCKFSvonnvuKc/JAtlBAARAAAQcBKBQcQDBT3cCeTmZVFy9ITUMwc6Luw+4CwIg4CSQKu2nXAb7KU4s+A0CIAACBgG2O9KhQweSp+OUO6WKU5ny9ttv0yOPPIKUBQEQAAEQqGAEoFCpYAmK6IAACMQvgYPLX6CLO42k17YcpWduLqShLS6lMd9eT5szN9LNDavEr+CQDARAAATKiEB5VKpAmVJGmQXBggAIgEAZEIBCpQygI0gQAIHKSSBxzN3UZsgaajB0Mg35cTgNmZ9D/RZ8S5Mfwja6ypkjEGsQAIFQCDiVKkuXLo1bOyS//fabcTLR7NmzjW0+WJkSSgrDDQiAAAiUXwJQqJTftIPkIAAC5YxAQdqXNH38m7R8dy5dm3AXPfj3rnR9UxgnLGfJCHFBAATKgICuVDnvvPOIFRV/+ctfykAS/0Hu2rXLMEDLhmfZZgqUKf5Z4QkIgAAIVBQCUKhUlJREPEAABEAABEAABECgAhPYunUrdevWzTh+mKP58MMP0/jx46l+/bI9ebCoqIj+85//GH/FxcXUsGFDmjp1KnXt2rUCpwaiBgIgAAIgwASgUEE+AAEQAAEQAAEQAAEQKBcEjh8/Ts888wxNmzbNkPcPf/gDzZgxg9q3b18m8u/Zs4d69epFX331lRE+G9HllSlNmjQpE3kQKAiAAAiAQOkSgEKldHkjNBAAARAAARAAARAAgRIS+OSTT4xTcw4dOmT4dNddd9FTTz1Fd999N1WtWrWEvgd/nVfLvPnmm7Ro0SLiFSq8SmbcuHHUu3fv4C/DBQiAAAiAQIUhAIVKhUlKRAQEQAAEQAAEQAAEKg+BY8eO0cCBA2nWrFlmpJs2bUr9+vUzlC0NGjQw70fj4uTJk/T+++8bipTExETTy3bt2hmrZC688ELzHi5AAARAAAQqBwEoVCpHOiOWIAACIAACIAACIFAhCbARWF4tMnfuXDpx4oQRxzp16tBDDz1Et912G7Vp04auuOIKw1BsuADS0tJo586d9MUXXxj+Hz161PCievXq1KVLF2NVzC233BKut3APAiAAAiBQQQhAoVJBEhLRAAEQAAEQAAEQAIHKTIBXrPBxxW+99RalpKTYUPCWnFatWtF1111nKFjOPfdcql27tvHHW4QKCgqMv+zsbOLVJzt27DC+MzIybP6cc8451LdvX+NoZNhJsaHBDxAAARColASgUKmUyY5IgwAIgAAIgAAIgEDFJCCEoLVr19KSJUsMxcg333xDfPpOJB8+/vjyyy83FDFsn+Wvf/0r1axZMxKv8A4IgAAIgEAFJACFSgVMVEQJBEAABEAABEAABEDAQ4Btn3z99dfG1h3evsMn8uTk5BDf55Upp06dMler1K1bl5o3b26sYuGtQq1bty7zY5mRjiAAAiAAAvFLAAqV+E0bSAYCIAACIAACIAACIAACIAACIAACIBCnBKBQidOEgVggAAIgAAIgAAIgAAIgAAIgAAIgAALxSwAKlfhNG0gGAiAAAiAAAiAAAiAAAiAAAiAAAiAQpwSgUInThIFYIAACIAACIAACIAACIAACIAACIAAC8UsACpX4TRtIBgIgAAIgAAIgAAIgAAIgAAIgAAIgEKcEoFCJ04SBWCAAAiAAAiAAAiAAAiAAAiAAAiAAAvFLAAqV+E0bSAYCIAACIAACIAACIAACIAACIAACIBCnBKBQidOEgVggAAIgAAIgAAIgAAIgAAIgAAIgAALxSwAKlfhNG0gGAiAAAiAAAiAAAiAAAiAAAiAAAiAQpwSgUInThIFYIAACIAACIAACIAACIAACIAACIAAC8UsACpX4TRtIBgIgAAIgAAIgAAIgAAIgAAIgAAIgEKcEoFCJ04SBWCAAAiAAAiAAAiAAAiAAAiAAAiAAAvFLAAqV+E0bSAYCIAACIAACIAACIAACIAACIAACIBCnBKBQidOEgVggAAIgAAIgAAIgAAIgAAIgAAIgAALxSwAKlfhNG0gGAiAAAiAAAiAAAiAAAiAAAiAAAiAQpwSgUInThIFYIAACIAACIAACIAACIAACIAACIAAC8UsACpX4TRtIBgIgAAIgAAIgAAIgAAIgAAIgAAIgEKcEoFCJ04SBWCAAAiAAAiAAAiAAAiAAAiAAAiAAAvFLAAqV+E0bSAYCIAACIAACIAACIAACIAACIAACIBCnBKBQidOEgVggAAIgAAIgAAIgAAIgAAIgAAIgAALxSwAKlfhNG0gGAiAAAiAAAiAAAiAAAiAAAiAAAiAQpwSgUInThIFYIAACIAACIAACIAACIAACIAACIAAC8UsACpX4TRtIBgIgAAIgAAIgAAIgAAIgAAIgAAIgEKcEoFCJ04SBWCAAAiAAAiAAAiAAAiAAAiAAAiAAAvFLAAqV+E0bSAYCIAACIAACIAACIAACIAACIAACIBCnBKBQidOEgVggAAIgAAIgAAIgAAIgAAIgAAIgAALxSwAKlfhNG0gGAiAAAiAAAiAAAiAAAiAAAiAAAiAQpwSgUInThIFYIAACIAACIAACIAACIAACIAACIAAC8UsACpX4TRtIBgIgAAIgAAIgAAIgAAIgAAIgAAIgEKcEoFCJ04SBWCAAAiAAAiAAAhaBjF0f0erMptTrzqusm5X4CjwqceIj6iAAAiAAAnFDAAqVuEkKCAICIAACIAACIOCPQNLUrnTtU5m0OXMj3dywij9nleY+eFSapEZEQQAEQAAE4pgAFCpxnDgQDQRAAARAAAQqPoFi2r99G6WdKPQb1Ro1TqfU6fdQ73lH6drO42jxnP50Sb2KqlQBD78ZAQ9AAARAAARAIM4IQKESZwkCcUAABEAABECgchH4lUZXb0JDfy8IOdr/2X6Uhl3fKGT35csheJSv9IK0IAACIAAClZkAFCqVOfURdxAAARAAARCIAwInc3Ior7jYVZLqtWrRL2uG0tVd3yKq2owmfvwB9bnrKqrl6rpi3ASPipGOiAUIgAAIgEDFJwCFSsVPY8QQBEAABEAABMoxgZM0r9MF1GNlE1r8/Xbq0rR2OY5LNEQHj2hQhB8gAAIgAAIgEA0CUKhEgyL8AAEQAAEQAIFyQCB911r6hq6hO1udXw6ktUQszvmZ0goaUNMmlV2Z4mFSUh7FOd/Qqi3HKeG+G6mehRlXIAACIAACIAACYRKAQiVMYHAOAiAAAiAAAuWRQOKsJ6lN78n09Irv6fV7LyuPUYDMUSIgMj6jFue0pdTO/6X9SwbQeVHyF96AAAiAAAiAQGUjEHWFCu/7Dd2snIa7ej1qWK86nTy8g6bP+5ROUmP6a79/VGAr/lrcg1ym7/mUduVfTvfeUDozipwG73/yLdWsWdOvZIWFNemmjh3pioY1/LopyYPizG/orVfG0ozx82gPCWqRkEA33tSVHnuyF7UssxnKYsrJyYs4WtXrNSSZxeXnJB3el0RrFy2n+g88R/dfWT9iP/Fi6ARQt4TOKhKXJ/N+pt1ffEIr9jSgIYM7xs2sN9Ldk5oHl79AF3caSYM+/JbeuP9q42b2rvep/7hP6ayz6lDt2o6VHwUFlHX0IDXu8BKNeqgF5aZ+Qi+OmEvSsa9b2epnZR2ljNPvpHf/291M++QVb9Ari76XrzSS78ggpZ8FlE9ZVW6gMf/tbRvEJ87+Nw1+9wuSHtGnSUl0WrvJ9PO6ftQwkswY4TuVjUfRwU/ojkvupp095tDhOVa6RYiv3L52Mi+TUr7eTMuWplLXV56lK2qV79OjimV8knaspw8/+pF6RRCfkzk/0pcbltPaAxfGVV1ebjNYnApe0nxiReskZe5PpU3rl9GBJl1o8L2e9sV6jqvySiBe+0/Ry7tRTBkR1U+emNnxTCHFC/uvzdj/GZLsHH+X+e79s7+OqnTlzbPs1C1iRPdWBo82Y3eUmvj5KStFn4RrzXRwS88WHTuKsSu+j4lMx/YuFs2oihn+Y2OmiCEJdT2/qzYTKw/mW+Hmpomk5EOiyLoTu6v8r8RtVaqacrlxCXTvtS++FTMHtLe9PynxaOzkhc82AqhbbDii9uPQ1rdt5UIOhEV21HwvuUdIdyFOHfrEqFPrP/6BKNCQ7hz/gK0+cqu/hnvreZ2jmzu+12XiZ1pdnCMmJ5zh6n+VareJ7bmnNEmKxNb5r4mhQweYeckpq+Y4ZpeVkceh9a8YadRvwbcx4xqfHheITVOftvU1qtS415Ev41Nyf1Id2DBdJDSvbpa5cONzYNXrNh7xVpf7izfuh0egpPlEhVZ48FPRv2NbM79xG9B+YumNVZQc+I4dAb3dj4cxebTybiyIUSw8zT30uehTtYZZyK7t8arYsG2b2Lx5s+dPXm/btlksnzVRdGte03BXu/NkkSuF2T3F6uD1qnQNvCc1WJEypGN9k5+no1r6lVR+yhJb48pycEd4ja7QiHoGOixeqlbLjHuNlq+KjML9on9VTz6xV9iHxejmdUW1+q+WygCu8NBas7NfrcV9YuTUeWL56tVi+fyxNk49x8wUq+X9RfOnycampRmXSbt+FUeSt4jxAzpb96BQiXoO8uch6hZ/ZEp4vyBTbFo0UdxXpZqRr7kTznV5vHyQ7nKio/tZQp6OI9akFzqSpchQgBQe+tSs27iO5T/f9le6Zc31sa9EtyrWoI3dqgkRh+fmz70LnzH8rNtzhsiQfhQZHpmPtYtMo05nPwd9GBuFvRaYy2Vl5JEjpnRsaLTtWzJ0JZcLngp2KyN5l9iwerZZd7ECYpdN0Ve+IpyRvF2sXj7bLJ/hxqcoO02smjXc7J/EW11evlIjfqUtaT4xYybb/kQ5rps34n4zz3SBQsXEUxEu4q3/FLW8G4PEiYlCheXUZ3q6TAuw0uRUmhhS7TRhasJz98sB6iwxa9EmkV0qyw5iQLVEXsrOb9/OYuSi9WL9/FFlW0nlf2M2zKqTrRRfJYpigJcLD3xkU07U6TxXFBR+Y3Z4WA6PBrxIrB9xp8En1jIpcY/tfNsIr9XAD+wDRimfPsCYvueEesX4VoOJ17b9Yvwu3Puuma7lcYXKqUMfiYTbx7kqsQI9s0GJ2Y8isWroHeK17S4rfyp93RIz6NLjAnN1Ytx1wit5umdtfdNTbw36OEAGKBAL+55t1ktcz57mp4yzJ5vG/NXmturpz4k0v74XSb/bGO5ZqRzoo1bScPiLU7WViIFeismzysXDzCPDPtZWGMUEbFx6uullT18iXAVEXEZGq4sji0+mGNH8dKO8xl1dHp/Ay6lUVpsdWT6xon0q6zNTIQ+FisUlXq5K1C+Py/5T9PJuNNMoZgqV3VMeNjtcwQrYztE3CmPgHM2YVQS/tIF6MIYxia7c4qIrCoxOdoxnn5XSgsNS4RXILt6qMb2M3y3a9hdbMgrF3nmeGU/lpjS2GBzb7VGovOfs6Ds4+ShJCr8zVmypWVzlD8vu4zYmCRlNT+UMckJ9QwHquwoh0LNoyuDfryOb3jDySfnj6j9O5eOJtd0TnfB4SrE8Y/UB1zXvJdsVvU4ps7Z6yg67VX8+dZ33paytnm0iyh1/T3JTYkr3p7I+NzrbgZUuHo8Prfq3EXbV2v8S+8t4QqVy8TjsGUTLVUwbK9kqFc55qr9a0oGlJxeX9f9WXRxZfKz3UZeXdVrGMnwrnSPLJ5psWh+4TMYqmii4dBIo+365U6KS/45i3i25MKYPcaFQEQXZIreMO08mkXi6KOtKSgtfdZxL1sAWiNzsbJEt/3IL3BNcX73BYdbpPMO255+TJ2WZp9OtZOIVKrpdAD0Ji2Q4/BeNDytCqtZ7yXcm1sHJdzBfJJYN6CImeVeolF+Fimf1h0oXO9VAz6JBP7gfhQesLVlzggweg/sGF+ERsBo4riNKQ8EZnnyV0/WpI58aK/5Ou/1VkRkMQZF9ayWX8/ZjP3N9a+t4+woVdss2T+x1gufVvfOeNJQkAVeqGk5lHTLkesNtWdhP8YloJeOxd+YTBvt+ZbLVyod+qd6oWAqVks7e2uty34mTUk0aBBYzAiXNJ5pgWh8YChWNS5lfln2/PDYIoph3oyhg1E/5kR0r45M0tTe16DfLuJYFjBb/s433ifVVlC4tzDd9l/7761xqaVpVL5YnoOyiFe/OpEPN/iVPF3CxFl18lDYsfI8Wrt5IR/Lq0rlXX0a3/vkv1O7/WlBjzzEqRMU/0oczVlNhvXqeAGueQ+073U6N5SkrbLV4zspvqV497yk22jNTupM5lPjZCpo+LY2eW/QCnVr/Nr02fzPl17mAej87lBKaqpNZTlLyxo/pw5XrKPHoCXm6QR264uYO9EivjnReLdO3yC4Kvqbup19H80Ux+WOoPE5dI+Vbupf+0PoOerLv3dE5GUELX4UjB0uUKU9e8FJVt4N8H6fNs0fTUw+/YpzYoxx3GjiZ3hjxuPckp+O0aNiTNGXbbvr0093KCcl9/9Tx7/KEicPn08Rlr9JvC56iNo9Ptp57r1p07EZ/zKtD/WZOoDsvksdJyPSf+mQX6jc90XDReeTHNOf5DmHK7ROM+w0HJ6lQoadaNXJ3K+/mJr1DZ7ToYzyX24Ooz6W/0PyJM2jNnh+Ne42b30eD//mAa/45mfkdrXxvEa3Y8Z3hts5Zl9E9PR6he1tFfgIU+/nRkhX0yeovKDWX6LLLLqZLb7qHHv3H7VY+kmVu/uAO1H38DiNc/m/s/EV0fmEhNb3pJkqd+jfXZ5fecg9db5YVWfZClv8kpe3ZSavfe5sOtX6eRt3/B9q24l1a8fHn9FO+oAuv/ysN6NfRKM8sS4Y8raRd67+b+at2p1fp/W4X0vGal9C9993oTfcQ6paTP9OGJR966xZB9c65mJq1+hO1v+t2annRmRyU7eM5DWENvT3/Fxqx9AU6L+1LmvPucvrie5mWsq7o+thAmTZn294J7UextJq/hz5ZMJ2SLx0k68HLiE/7WrlspfQ7kzjdH3zsKUq4kmUqptTtq+m99z+m72UdRNSIOg0cRvf7CTf0NPBImrHvc1qyaAl9kfgD5dU7h66+vKWsS++lhGZ6njtOszpdRL2XZ5NUglLWkt50aMv7NHPeKiO9DJmeGkz3u5xUFlL+80KLjHeQdM/5gRbNnUErNn5LeTKn/L+2d9Etl9eiooY32k5WY6vyu79YT9MXJNGgma/SFcU/08aPVtLKdZ/T0fzadMXtXelJb5kpln5+vHABrfr8O3mmDVHj5vfT0IGdzPzqjU5EXydzDlP6kSzKL6pBF1x1JTU0Tg5z9yp99Qt0QYeRQdsP9XbihK7UZsAi9ZOq1HqUkvPepiv0MIp/oAGnXUUTThWa7vhC2teizZkb6eaG+gkpP9OYFpfTkG8uprU/7aY7mujPbK9LlcyPNLTG5TT699/ksc4/yWOdz6K0/QcpVwKsU78RnX9RYyppk+oIMejPysSjIPkDqnP1g1S351zKlCf+RM469D5R9MuUKutvUdZNL9Hw9tVo0fRpsr3k+rgOXdj0Rnro4e50TWP76YSqvypn6ikxazm1rOebT7n+/fC9lfTp3h9kvqlHF199Dd3crh21/XNrswxy3/J92besqfqW0mWhPBiwxb2dvacTFlPiivm05/jpVJcKiU9LbO04LTHc+jl911qaN3cpbd39PdH5zalzt7a077mHaHRSPgWKj//Mb6/Lf1nyAH314Xu01KjnBDW+vA3d+8BDsu1R7dpJ2vbhB7SvsAZZ50IWUlHdZvS3+1ob+ag48yuat2Q31W0kY114nE479wa6v+1V/kXw8ySUNCi9vr8fIb23o5+3rfBC4mA5N64iySch50WtDxxsrOIQK8SfkZVr9jyc/kVO2le07N3xtP9q2ef8yyma+vI4+uKnE3ThLf+gIX1v9/YjZf225WNasWQdrZVlrv75l9HFf7iE7uvZx9sf06MUq35cCHVsgD672S8PaZyr2DvH5CdlXbaUvjvOenj7h0+ILZRjA/4UFp5ObR+8jy40x/ghyG73jiLJuw4vSudnFJUzNq+Uxl/GQvibmTqwbLBhCM2w9i/3ac0bM8hmP8NN08nG89Q2lM4vTxEzxzxuzKpwOPwnj9c1/Kjd6XWxRhpK1E9lUXYVijJ2yfeG2Z697jUOmpW0VoyQNkyUf2yEdejQHuZvvt/eeyKRyN5jnj5zbff+on/3lqY7XkJXYuOtoWp9pTtlEJLlm54UeJ+6LaEC/dDCVzzCX6FyWIzv2MDk0mXsOnFw70qTfZWafxfbs9kQXp6Y591nr8JS382bNxeyY28Yi9s5/3nTL/WcjS2yG/493ZuOnLfM5/I+Xwfbvx8IRcBnDk6+K1Tsb+srVAZOmGDmZ13e6i19V8LsXuiNu4zvgKGP2cuK5OpvlY49dPuvvWq1j/Rz2KxlYsPySWba8MofNat9bLe0+yLd6KcvVfUyf+aNMX6fDddmO0OTv0CsetkycMZManV6TvS/r55PerKNB498ckate2uh5FEcm8vTDqpf+5zYl5kaUt1yZNscM+6dBowQEyaMMY1ms5+cdxXjfGnrRy9z/HzoywN9ZOT7amWSnby/XzL+3u1tKh6tBk4WU4bYT4cynsn0WJGUJGb2aewa7hyXeiC0NFCyZYqFQ7sYfnN9NnbWLDGij+fUMQ6/3bClmi0ha1azZtvnxJQRnvdUHNT3qDU/Kc+N71DzX0S8Q2hTzFVNkuXY+evFZmmgUrUZ7b0nq+XLlU+qzeF4cJswYb69bVHxaz3yY7F303TX9GCDrCWa7S1IEzO96aHC4/y9SLZz3dt2E7O3e2w0WYCtFR+q7bOeuV8VSvtIehnncEZttPurttWptlbJwt/Ok2Lyvfai5CDdLDvuIVsnEXE9M3DMGJ/yVf3af4ld2U6juv58i879SsXD24/gtnaf21KjUJCG2CeKepkqOiwWvvy4Pe/KfKTKsp5HufzaTgqU8VL9Va7nfI3SHhbzvKfz8fOXZZs9ZmhPs4zb+noy/qM72k+26vHyeLEx6YhFTxp1Vm0Hb23bJbcwq0949XOeWOZtK406adZ8Md5RP7jHR4Xm79uqy5kbt6M6P3Utj1/3elAk9i5/3eamWotuYqqsT9kAtfrsntnVdPP47B3qdojfYaRBUY5hJF1Pe1X/Ra3vH0DqqOdtW1hhcDDfiyyfhJUXtT6w27jNFCXcixKW69D6F5li1dSR4r7m1kEqbfsO8WnzPePUfWJI8zpGPq7V6SWxfMMGMUU7udPq68WwHxdiHRuozz7ojRlBx7ntRi4M0m/Os07xk3Vtghx781/HhBZmOee6wrbVN0TZrWwSWd613i/dq1LZ8tNu2Fx5tG2SSJKdf/5LTkqUlsRHGY2fWeHLgrN81jSZyO3MxPAtmJ5TXTiRTKWG5KWMfqqKvsfLL4uJKzyV/RHvkYD8zDnQTfEuRdafHUlcKSYoZYvMJMrPoS8PNRtrj1FUa8/xnESrsdS3o/D2kMMlSc9QKylvR0jJGjXFgRa+8jtchYoy9sbv84k9aoC+dbR1PHaDgUvNpeL5u98xmfM7bgZnQ3GjG0VWsjvTvyRJY3vXwSlYOLpChWXjAeiapAMiPXmj6NP8NDP++kBGHW3Z8rEZJkNRYFXu7M/zG+2DVZuMLj+UbQN+t17Pj0wXx3a+ZcqgOiKeh9YyO990CfRMiHDkzziYLFZN6GfKwPJVu/ZR8eHmveJg0hpbQ6dv7dHzhU2pGELdYjQ+MhwOSx0T64nzYTGleyNTli7TvB1Bad0+adsKW3rxu4+NXSiSD6aKVeP/Yb7jtm3NhO1ykX1wn9i07DWzvmF/WfE4e8NukZGdIdZPsbPhOnTBthS5jS5b6ApH5xaMcNKAjcwqI6X19DwnjYjrJ25ZhkPtnXCWeeDUVeJgRrpNXq4DVJ0YVv6LhHfQdC8Q8/j0GymrXtZOHfHY/DDbHxl2cqI8nct7hD27578eL88USQePiIzUT33yQWfZ5qVm5Irc9O2m0p3fsXi5JHygW9lfmSfndRn7sUcxU5Rm2DNS8uhtoserTDGejy2W7djKg9agLVAwrNjmE1+Un/xtV4ZYzN5LzRLrh3q26Cj3eh3P4ayXBqL5mc7XX/jKforya+Sird6twNayZWWHyp8f0b9fmXh4Tvth/sHs7bhzDqNPFPUylSO2Ll9g6z9yPGq2/ZdYsGGr2LZ6uk25Yuvky8j4V6iwst5TR/Akx/4C6xSkI/K4eJVXrYkhJuPlIMPn54tdyt6y/uca5XJtuuVfePWzZZSflTJ7tJOJbHK5KojcU8+666nLqzbznNrG9cewCQvlaUgLfOo5XWmv97W57XF+2DAm82glDR+H94kkDYTQ5XH2yUrW9w8ifdTztgovEg6R5ZPw8qKUT+sDm+2mErtE35GX69D7F5nGibNDut9ulmfOp3W6DxFDvBNIrLBkhYo+bllp2pqyFAs1WlmHNcSmHxdGHWtwd++XhzTOHb8qyJjcE2/eFqzpTUWh43RYqy0JV/bI8m6JslsJXy4VhYpqdNy+TYWKNyK6DQ1nwdQHonalgdWAOU8msL3jOKJWH4DZK1wrE7LMo9b84MmaGfvlcc+JIkNOU6sVEK2HrXMkwWHj1CIjrmF1ZB3e8M8wKqm9ssMwoG9fMXLa+pLNgupiaOGrtAtHoaJXaPy+/q46VYDv63lATy/1jtMeQyhunJ1z9ssq2Hoko3Dt4GTPS77+6/LfPnCuzd5EvqbM8Cju5PtqL7/MT2vNStzj7xGvEUeOn66Y8g3V946uODHDYmfaDJq9DHo6Wu7pEuBZJPJLpmoW7/Qe40SaVmMf855awnL0mq1myaTYXqPBfN8tDfzXLd6Bp3yPlR8+qwj0Y2JlGuhHz+pHyk2yKbRyPINZ6SfP+O7ROuK+KeFyRzNIbayy0d+XRo7VignuyG+0HYVrhWut4JH+h5kGahUC+79LD1t6tWnEDWbHQ63s44H4zI5nGve58zHHVtdaHQ4u68ZMj/Qn/PzHA58HzLBD5e0/3a3B8tMr7Ef0fjbkAnHWyC9sCbN3pmVoXV95xY70Z10cdkf0eL62xb7awxaAvx8y7fgkPM7X9R+zr/TQy4KPUVhvOdbrV39B6Pd96k6ud7wDP7bJwjO/PLhk5Xi+9+Qzlk39mUpOb70Y2ooHazUN+zPKVpYsvs72XZc7VteVh4dVHtzqz2B8I+kT6eUmGmVKL+stZVnR6/LCQ5aNLSOPaWXRn0JFN0xsU9J7YezUDl84U1MU6HnGxx6Qt1zaFJVh1s88aFHlzd4XZsGsNiDcsu+JllaXy/p6ja4QcihxbXHwntip5HIatN7prbvN+sHLMNhXpGkQqD9Qkr5/MHnV82jn7Ug4RJRPwsyLRny1PrC9z6holOw7knKtt7uh9G/1MGrerlaIF4jUxG0iMZUnzd37MRwzlbf1/o0R4yj348KvY62yzOMv+1gq+DiX46BzsadtgZiR0EBMSjphRNX4T9YB6oQwrge6TPyf+Sxc2SPKu2ZoZXNRKgqVdsM+EKly1jY5OVn+pYrU1GRzSZ6zwtcrQXvi2QdM9saNjX5eZzQwzgyt++fsJPh/ZmVCQz7HgEIfPHCm6d69u+go/7p3lH/d7FsThjuWuIeVzDGupILKooWvGkldKRLsfb0B4Pd5ZoJP7CmSg+Mj2qCYn6m00dOE77uFF4obTqP1EzxbyKo1v02M/fBrmxY1mOxhPXdwUnHx54cuv/OIZe70qSX3Kv/rjX+NhPuM/MZ5jv+UW2bFs25q9t9f2Lb7snM0Xmrlm8vluR8mHzMfHUuxOp5KBs9Dq1z4pov/ZxHJrzF1bhnU+eny6ffd0kB/rr+Xz9uZJD/+M1egmDQ8F/pKq16zrWPgzY64VDzYlSYWD2ed5PDa/acWf9/VQJbfvqtfrGd6uOGlgbUKwdUoqdxKM1NuyZg6f5M2YLHC9ZVJzjR4VyoY9amaTQ07/2kzyWHw9pfuegeJ0374gv+Z8clPXisWbDlkSxuV1uzW3v4Eapvsz/R8Z/M8wA+12s5IT2N7pOVYKab1tDafevOQ6zPTkctFvv0YeE+58OR5NUjotcCryHQMotitmmRQg0rXPOQMVvOH2wlNf2q4VOXPZ3Cq+5P1pbGKx9qKoD8swXV55aGiLAdIIxLqGVsWnVyVE/W91Xsctlv9qdy4f1vln/NAqH2iaJcpW1mfZtXTSmY9PL0sqvu2+klXEvtZ6aEfF8vKZ7MNUINSycJYIaYpvQ+t8pyQpa/aCq9+tvq7bluD9f6pPT6KQrBvKy1923k5wEp532wvnf4fWPiM+ayBPKbdym+HxUvVatlWKQeTwvPcksUZlnrfXxroecGZn/0/c4Tn0/dXoQb/VnkqOu2FQy7Vhmpi+HKILJ+Elxe9Amj9Fb1caeKV6FJPL2d/kD3WWZvhh9m/sIfhXYnskPrA+jdFgtzq3nOkfbuz2qbuk0c1LiXvx1l5IPQ61nrHtyxbzwy5/eR1G5eJDi5FPKKzPqqvwvLZD/CwwgpN9sjyriVJ2VyVikLFrQBwdA+t0myoeOMfKPH0I3X1QQ2/qjp6zhlV3b+IK1Vn5SW3WvSp6tlvx/u6p/KeWjnA8PxNkLYXPH9jxkwRu9LzvTGL4EsrjGYlEYE3Eb+ihc+FgP98C6V/35XWVr0b6FttLdHTy194objxL1UMnjg4OfOZM0Rdfh+3Wuddpbk6JYN5sM2VCWZeG2PmNb43bfnOoHYKnLJYv+U+6A2+S3qVDB53VqXomw/8P4tIfo2pXQb/A9SAXGUE9Oe6n/p958y44qPPdrQeuU7dNhtyn4Y0hM646YnbhRb/cFj760yHlQaF1mkv/hRMviL7T392qzo8vpyUT6Hkv0D+WOE7w9DTV093DtlZR/He/w8T7YoUJaGKA5dDZ7nVwwj0zBm+8tvvt1QSqJVaer5T7lUHxrezJl1485D7oEv54P69fsSd5sCI48udo0z5b3TzuoYNmS2aYme3tnKH3XIbvK8o11yxFMo2J91WiXNmW8hwja1L0m9nu69Lf2yr59hn22yk7qAE1+WRh4quqrvq9vwgaPug8vj0XWHaYYuwT6TCi1aZ0suhW1krlLav1CSEvtpLyWGvO6w6Rd+qqLh6vnNMOwK8Mk9fvajXuVbZ9SirjVVb2gBGdxu8jc81t+W5lvuStj3a++7+e+oBo6xrKw4NHnL1pOobMw91BLeypWQqYu0QA/yKPA30vBCoTrY/s8Kz54UAIvp5pPJUdPK2JVfoeTE7onwSXl70Rl7rr7iVOz+IQr6tp6Wb//7KtRVA8P5FsDAsvzxXRRn7pI0Ruw1PnzyjcSlxPy6iOtbKN4HC95Fbi2yoXPK1VXOc520r0cKW3Vot6V4HWfEKJLsWjVK5LB2FilOr5Y0az8Z37KwMS3puBko8LjScUPzH+0Z1w2lqL3edzo4l0QG2AehhhVWpalsiJm0Ps+MRTrJqhdGtEgnHq4jcauEr7r6F0tfnvctnizXJWeYgSr3L37NXbxCrV6+2/S1fvdk0XqanCbt3Cy8UN75SxfCOg5M9L/mGq8vv41bzS6W5aphjtdz9kLQbpGy3dB4pV5PJFSpqEKdk8MTCqsR808X/s4jkd+GgSOr8dPn0+z5c5cv6c/09JR/nN/2+Co+/dRsrejqod30rdYuH7zPdZz/XWvzDYe1PoaLk1GX3E7KMrLXdqjQUKqHnv+grVJjXQu/qRr2eavnYZNs2M2alGLI7Z/7S81agZ/7yl7+0UKs8OEzf7ULW0n7XdPLmoZCOTHYIkL/XmoU2uMhtPwOk0WUejDpXiZw68ok5SFUMH5M2x3hrUEj5TYat4snt+n59yks+07eOOlcG2cSWtgsSN28Tac4JEJujyH6USx5mVPNE0ubNYl9G8MkdlccDcjb91S60OiOcPpEKL1plSi+HrmVNm7DQO+pKDltdrcWJ76utilqs5aVVzxtldPtR67FWh/P7n8t8qfJy65GfWe7klQo/pPKi+evbNrC3lky2+NhCDPTDej8S/3UFq7LrtGn0nYYiVilYAoVue1aCNNDzQqA62f7Mintk7CzpVZpGJW9HwmGTdYBHOOmo5A4pL6roannStdwpdxF+62np6r+fcs3Bhdq/CBqGkl3aZlvmVaRwHvkwMUWsH/1XY1zqk2c0Lr5pYOW1QM9MP7U8EHodG2YYKo7ad2hcLPumnN/ba1t9DK/ClT0gN/bRipfJR5O5rC7LVKHiFunAiVckds58wlSqyKNR5QqQdLFz2X88mZlnCA7aOw26f/aK0z7Asj8LklhaYjsbRrc4RXxPC8e1EonY4xBf1MLnQsJ/vgXf4Zd8hwfjbH/AOfsbSsdeTy9/4YXixiFVbH86ONnzkm/Quvw+bjW/VJqrBk6f8fH1NZI72ikuclZ5Tap324+LDB7frXLhmw/8P4tIfr8y2MutYsTyBeTqeK6/pwywuTYEnojblAyqk8iPzLjJhtV+OoTFI6IKX4t/OKz9NTSmnNqsoYqaz7cMWynUrJlVH1eOG1Z8feX1xync/OfPHxbFCt/JW88XerpbESgSu+XpVmrmWtV1TiOUiiE/d5ZbPYxAz9zDtyRxXqkVKG5lXw3O3OQx/PHmIebhPhh0hqb/tmahFQ/1rVYTWq6tLWLsxjRmKa+fXuGxP2a5dbuS9lO8Si1W1jj0KeLIJs8WCWP1aQyUJW4S+d6rHDxUHnfmYV8ejjtafRVOn0iF55aHIylT+juuZU2TU3+u5LDVHZo9AKMMaauy9Nirfg670VdusRtVfjl+vDrjgNfmmdOemxl+KPWzNjjRlUKWTP7rQstNoCvrfbe6nN9U8XKtW45Zq+oM+2HZqYYNKJu9lUDB689KkAZ6XnDmZ//PrLjb8oIuU4jXKk2jkrcj4fDjLrMdDyefKLnd2hy/UfdTrvy6D/OBnl56uTW9cQ0/vP5F0DBkYFlJi02mPZVxeHnfZObsB2py+ZYlK68FembmQ82v0OvYMMMwgVoXoXBR8Tfaf2l6IM163XMVruwxr+OcAkbndzlTqHgi/XH3s02lCicg//UYNkXsczlSUc8MzlkXfa+gvcK1MqGZmXXeWuYIZHCSV9Q0j8QgpQpLC8e1ElHuYvWtha84+xZ8e+Bbx3s0tbx1IkXbT8vvuza+9tdtg2J+xy08PU2VG7uxJY+nh7YtFi8PfVm8/PIYsVGumInZx8HJnpd8Q9Xl93Gr+aXSXK+s/C959+w59P/cVw7ecqfSVbfWr7YK8DMlg+dtq1z4pov/ZxHJ78JBxUDnp8un3/fhKl/Wn+vv6fWA85QSFabuRt9SoOLmW09YPHyfKV8DfGvxD4e1P8WCkpPT1H8e8eShntPft4zeyg4Cz6y6fbK2vSttEymjwFZ8feV173CEn//c/fHIZoXv5O0v3fkko/XyKOh9aul9gTXzpMqFrjzQGTrzlx5GoGd6vnNj6rynwnRbuaFsVJn1qlxWO2HkTGtljbdT4uThDMPf75SFT5r1g+LhJge/r5Qepjt5QkjI4Wr2U/ppx6x75LKUNWpAlp+8UoycaB1hXpj+pRjdt4foK486X6EfT+svYhHeLy88VPRSpKH67h07erj42cam3Hq+ZRnynmjjzMN2dy6/tPoqnD6Ryt+cb5xhRlKm9HfcypquhNS3ois57HnWqlNYvlGaEVuLgOXGLIfWQ3NFiioX/O3Wxqjw+Xmw+rnXO8vMk9Z40OtU4vhrAzSxglxacXKry3X//dUHvCJFjzNfu/MLIoqmKPfvhyWvngZ6Xoha3z+YuNpzPU1LnretOIbMIWtfRPlElztoXlT25LTy71buNCwRXepp6ea/W7kOt38RLAyhtVN1e9oPL1DM7PWHjKrGxbcsWWka6Jnpp+ZX6HVsmGG4pE4wLvrOEc6btrGE9K9AnvSYnb3L6lMGGBObY+bcyPKui/ileqvcKVT2LnzeqKhf2xDKzJd9EOU0EKuMg3EmsFe4ViY0M7MtWazn/G6DgS57k73HXIZ78ootGK0A6Y2/zY36IY0DZWdny6NTnfN7ykEE31r4HE/+c9d0e/zWt0XwDIyzoPH7j6sKWInDVuM7thTKwr9eeP2F5+ZGHrwkhCyEy5dvNSxZ67IYsjtOZ1HBR+XbwcnZeDrD0OX32auuLV1UDYfung3cOWe32H+1cmuxY4WWM2zrt3Usrt4JMZ7L+KgVCkoGz3tWvvfNB/6fRSS/xtQug71M68/0cHy4ygjoz/X3hMac88riVN8jZg8s+7fZQdRtQvhtSLWOoHsdYqWE65UW/0CNbaB00MPV4x48D2WbxwkzD+488Iku+qfwgMdwca8F6nQc/+nP7/lyiiT/ufmjpLLC1+PNT/W429JdptG46nXE846B0pFNb5pp7aY8YybOMq6HYW9LAoWvZPf/rU418tgwsbtThlrVyVRZm14wtsJas0NyVUVCfWOpvW7bwe6L/196J9WoQ2W87fy0dzXbCcptqMejBrKfolv6V0Y8V/U/T247WupZyeK1MTNo1jyjw+Y8DteUMPew3A60WZ7WELlivVzw8EbYOFFBthWzN28VM/s0NuzamAZTTSjOC2vfujMPO136/rbKH6d/qH0iVS9Eq0zp5dBtG5w6aYLrQL1MKDmcdYeyzcfyua2e0gdZzq1wipHT/k4/ZdBZOZDfutzh1s++8bRO7zDioxTGWniBL6209G1f5JuawV3fsD0+82lg+oo/VrzoW/QDh29/Gmka6Eyj1/e3yxbol8pT0crb4XOwlNEsg29auecTnVvwvOjdEaD1oXzbiCKRIQ8lSU1ND2rDyR9PXSbfeFinrlrlOvz+hS0MFzMVuo0QvV/AMqt22ll/hKpQ8S1nVhm0/LTucXqGVsda74QWhm8KBOZi2TdjmfTV2x6fvH2sbWmmTbXQZI8s7/pKX7p3YqZQUZ09d8j+I6mMV/F7TiWC2qvNWvlpq3eK5NRUcfBgukjPyPAoE3KNYbXNc31gzVuE0ryNy4HExWanmcOynwygVTS65XbNZ7Nhlu/y+60GzpB7lHNFQUG22Lv5Pc+AVDbazmNuNS+CX2oD28CdUytTc+HznbEIHpSri0JrYM1x5D+eXfFdDVIgl8y/ZvL0VwEoPwbN/kxkFxSI9OSNon/zWsZ773lPmdFXArB73sepH33IcurGidkNh7dGnh41r+/ZXoOIVgWnwuRv5yDINc6R3JRHoykFBIfjPLnH6aWex50N/alDlj0CM/9rmnEjPjJfTduwVyrPCkQuG8Yacb/BMPTtGSyRVdGyn4/P9ljvLspNE/OGdjHT0rMXMk9k57KizupwM3PPNoJMsWjqfFmuLEN5vs/SzGNfQ5ZfWzZscvCC1Pnpz/R80WWs57i2I7Kcz954wHjT33v8cK+2ldA5+yDk2UnqKDingtRc+izrCfvxwvY6xP7MECfwf1oHxbchtPz2HUBa6Woz0B1mHsra5DHwaaSXzB812/5LrJF7hTPkbMNW7/YYHuRbp0pZMvFWGeu+J5rmKT8mJ0vO0POfttTc9EdhtMK3xVs+9p/unmMQ2VinXQ192MyvahDPoegdZOeAU6+3hq+xK/v1Z3p+VZIH+k6Z51klUqOVvR7M0o4rVn5+0L2xOHPYOs07y1K+z5HKmiv/l9b7qtyu1E4rcb63dfRdZr3B7p2MnO7Vb6WsdBt0qTJt5ilZL/BATa0c+t+IC+VA9yPpVY5RRjntfRUHluFQlmuOdqKZkiG07/jnwfFgxQ8zUkYBVw25PqTVoUqx7M4wOKFI+kTRLlN657+drSxI+TVFgLM/pZQezrqDmSgjq0beSbLbzNO3iy4+6KuIN6hphqX9bqMIs37Ww2W5XlujFNuyvktZadgv4vsc3oqwV+dadbNb/2vvvGeMch4sn6jVyixHO4fNmOC5SXMRYRrEqu+vSRbwMtp5O5K8GFE+CTMvMgRWoLHNLE5r1R4pOLpNHd72n2ZvbJWzgN/hl2srD7NMofRv/fcTPKLpMvAKkV3GFsAicWCbd7zH5c3oFxfKfnm2p08R5X5c+HVsoD67vc/k22564h2Ii27A2GyjtZRUilXuC4Qre0R5Vwu7LC6jrlApkgOrFJnBVOEyKnWZyRZsSwm+ekKeDLB+/D/MTlltabB2f67VSOkZmv11+6vW4j45K3PAYqllaMO9HIwmNK/u+m71a5+TBvGKRHbqFnOgz+8Ml0fu+i78yDQtaLvJwfdGOTrWllAhXEkWm6b0M+XkzuZ2f0blZCdT5606myGE4u5EKoVSk7aI8QPameHrcXxszDyxeVuiSNy2WSyaNVbc19xz4pFyw/idNxcAAEAASURBVI2wmtE+deRzm7JBudG/X5Pbg/iTm75LjO7W0CfM4fJ41oPp2aZ2m5UO+vv6tTqlRW/M1PNoK1SK5Kqg3Ow0aaCql02elo+NE3vSs6RyzaXlKMqx5fHTe0jjl6a7AnOlCcvM+XFPtmcGwHnMtIqT+q55+0thN1RKq678qCqPg1PXzu/GhoJCDij6n2u6qZHQTXRrXtOYFedy4/+Z7zHZTv/t8kubFtp2MW6ErXqgQGyd9bQpQ8vHZojDXj2qc0VU977dDXf9VsjOZpC6hZVFC6VCTsnFR70flulSlL1fTOneyLhvyKElaVH2Hls9MUp2atXjArkNQSkLedZk9jb3k2PcC6Bnr64q03yS2C5vPmD3x7QOM/u9QNvmUJCxRwxpXscTD8ez8PJQgeCBmOLh/OaO+hptAJGVahnAY7eTZB1ssjjiOc5W+cH1KT8LN/9FxDtguludjZ5yC4lS3KbIoxFZVtuy2iLej32HyWPQAv0Y9hyxbIT1rJVcsZihIi/riN3eVZXsZ6uBc61n/hJfv+9VLDJvz9Hm8rSC1ZNMOdjPLhO/FrzKg6+ddZw6xtRtVk8Pxt+1OiGG/VYrYfy51VeTuHWu3N8rEMs0+ynOKREVPisOM6Uqf0rHhsY2UI9SnzvNt4vF6aeEUlrZj2r1huhYPeM7i+YumdtdJU988vBIzEqozmoA61UiuCmrnPErPLDEyEO+CmWnS3+/w+wTxaBMOfuInUfOFUkHj8gZ8u3G0dGcbs5BHfc7zLpaPh++4luz7uKYHtMMNBvlUG6fki2DSNkw3SyHwfp6SmET6KSl8OrnPGMCieOj/q7t3l+8PKCH+Vtvz3kiIPSPR9Gs/H18wjKRfJAnLdPFem+flAeOK1Lt9gqd/uuDbN+Tu5yuA/+OKA1i1vcPLKvxNAZ5m/0Nn0Nk+SSsvCjb2J1eJRvnGe7LWeYXLMPpKj9FMj6JpFyH07846z9rxaaZVr+S47DHOd7SJrhVXPRVWOqeYUNM9r14wpFtrkS3HxdmHSvrKfd++VMicV8I49wA/ad87cQ0jnv7iR+L5KQkkZiYKJKSEsWGRRONsR/XFR77guHKHlneDaF0xsxJlBUq9opYZTD1bc1c+8aHB0NumZPf7TXNM3vOe955ibbyL9C3XoHrmVq9M2jBDnHEewJQ2x5DxILVW8VBucJEzQgqd+a3LCArtQGEJwayI/2yfTDN7mt16m+ccuMby9DuOG2PmDJIv5nhRp9ZQsvCsjHQ8XkeWrjKld5p1MMO9Zpnf9R4gv0syvhSDEmo65NuHJcFiUe8wcqlYc3r+bhRYXK8LMOKRWKrtqJAuRkuBznmR9oP0GeWuIO/P+ylr6ZvrhdqZlWF7/x2rmbg5cEvVfOsyNHdcty2ZGQJnmHW7/O1URl55eZ83K2KrzJw4NRVLquGXEW23yzg7VZn2MLsPGyGVPBk25QLvLJLsVNbPZScnsG+x8ZGoGcccGjySwOVfgbyc5IP2RoHJYM18JU2MRzHvQ6SK29Cq1tYQqmsmT/KbACV//w9cJo14GaX+uyX7o7tPKSn2Fe/qee9Zit7I+yDv481wFTvqW9e+ZCyzDM7qO6p79YjPxYp2lYVdZ+/9RUuoaWBki1PrJ8wyJY/2L9re0hj4BmWolud0KKHyddsOC0rxXFajLzPz4xZrDDy3+4v5/jIwf4E4t3j9beCtCm8LLiNqJ6Q4ON3zbbPie3eepQHmm5tEw/yU7P22OoZxcCoh+UKSnXcr7qvvt22pCnqzu9jWqdMvW8opRwDhobDlppKZ+WHUjKGdWKDepm/tdlKfbWO7sS6ttr/0I9Htd7xtZ8ifeYtoXLbkoo3Kwbsxp859CKzvprk57jfrROsiZo7XbZcWHEIclUueFhxUEoS1+0qljPjSvV9QqunHC+bP0PrE8WqTDkHXirfqO+eY5eakz0ssr6NQrnhb6cCKv/g52JE99vNfKjccl9vozLmbjLwvVAzub4nddndhlc/u7PuOWa8eWpfj6HjxcakAy4TgvZwnb8KpJJpvKacUfHlb+4j7PdjV8vmj1eR6WYzxuYuxB+RpAHzVANaFYfo9P39Cx2rvK1CDJ9DZPkkpLyobU1WfNX3IK89LJX31X2n0l/FK9B3uOXa8CvE/kWtjoPE31z61SyvcyxzYP3rtjpATeAfcxwZ/Nrqb8yJAhVv9V3yfpx7evobd7r1y5dNsybrlVzGtzbODdZvDjRO1f00Vv2Z9UV4svPKU7cxdjTquED5LdJnVfhFGfly8clNXkId/98DtL3TG/TNjF5UKzubsvKPUVGRFF/+92vOIfpmx3rq/8JUkvtUafJDV1vxKj5JmRlHKF+6rX/m+dSwXnWikzl0OK86NWlcz3IXwVVxXiZlZOcTi1Gj/pnUpGHJ/ItABCMu+w9mU+3zL6ImHLc4/OQcTqMjWbmUn59PVOcsuuyqplQSUU/mHKb0I7mSew1qJOPd2OlZ8a+0L/knKqpRny678iKqFYdMwhepmDIPZ8h8LHNbjRp05tlNSsSQw+d0yS2qIcvF2Z5yYQh1kg6nHZHs6tD5TRqTLUfJcpOWnk1UvTadc1ETO9dAzwx/oy+/4a32H8cnu4Co9pnnyLIYSaoXU05mBuVyZSHz1pnnl5yxJl4cXIaZBsV5su7MNurOOvXPocYRMfUf7bDzn3+vIn8i24ecnGwjzWvUqS/bhIaR+xWLN2UaHE7PoILi6jI/XkRmEnjv5xbXpkubNrGXU0OOozSmxcU0JOk4yS0J1OWiGmFLx+1beh751gNuPnH5P1Is64XG9nrBza33XnHOz5SaLfzIz464LkqnXBn385teRM7WVWR/QW3P+jNtrvsCHcp9kX7bvp1Ob30DNbZVWp7AEifcTY8XvkA7Bt/kDT38r3jnocfo4KLBdHHX10kqq2jy/ZfpjxzX3nzyzcW08qdEuqdJ+PlE97Cs+kS5Se/QGS36GKJIg5o0u9tFsq06ZvyuI/t9Pn0EXegQrovzcmRfj/scsmWoI/t6IfUdj9OsThfRI2u7UHLe23SFS760Bx1e/Vx8Mo9ysvMov0A2evXPpoukTHmHD1PxmU2sesIeQOi/jH4z1/2ettDeRwjsjUqLfgtk3nsoUN4L7I/zadhpEMO+v1O20vwdLofI8kl4edFf/IuLi+nI/ybQBbc+Q9JoKfVsdoY/p673VV7ih+GW66j3L4w2Lld2v+vT2U0amm2uMR7JLTLGlyWtZ1whOG6GVccG7Zc7PI/xz7Bkl7JElndjHAk37yPVxJT6e2rpM++dN7VdblIUiMkt6svlR2pVi5sb3AMBEAABEACBik9ArSAqkR2DOMakZkANA8mnvjJWE7mfTFUg5nZsJO53GkaP47iVTDTL5otuSNvNTzUD7M+wqts78XhPxUP2df0bUC5lwdVWOI89slIOvMyC8xgFDbQqvcxEQ8ClT8C70pBXfu3Xl6+HKEk8lusQRYezSkSg3KxQSZ7/FF3d/S2SFTRtTl9MNzd2n0FJXf0KXdZhOEnjeSWeZXFTQOEeCIAACIAACJQfAp7VB0OTE2jzkeV0c8Mq5Uf0ECRNnNCV2gzaR58e3U5VJ11Bd3/9CmUt6e6zQqYg9QOqc9mDJA3F0x2NKxYDV0zFP9CA066iSac9Tim5E+gSvysj5AqKHhdT7wXnRWV1iqsspXRTn8mWp43Q4n+2KaWQrWBy939Jn331C9X9w2XU8vKqNOn+6+ilza1pc+bGClf2rFj/SolrtlA6nU6XN29JYscUurrTcGo/9jP6ZPCtljNcVT4COV/TgLNuoInV7qQNBxdTQgSr3+KhXFe+hEOMwyVQbhQq6atfoAs6jPTEr2ozGjjuOep8c3NqckYdKso/St/v+ZI+emcIvf1pPnWZ+D/ZkEa+pDdciHAPAiAAAiAAAvFKoCBZKhOufpDkSWC08/l28SpmRHLlJn0gt3k8aLwrZ0Bp95HxdE09h8JEKheG1rqapj+3hI78p4O5TDuiAMvJS0UHl1LNi7uQPGKasqZ08hvn7G1vUaObnpL9prJRQEQTZ1HyXKp5dU/DS2mniRb3bRFN70Pw62caWv1iGv37bza3Fb1Pauufe2POk5/bpAL3+gqmwLUlLH4EJVCU/hk9+8ZueuTf/6JrIswLZV+ug0YTDkBAnq0nP+WCQ/GPNOHhljRgnrTd4OdT7dpH6YMZL9H9rc734wK3QQAEQAAEQKDyEUia1Zta9J5Fr23+iZ655YKKBUDakcjMK6Z60vaNm9WkxAl/ouuH/5lSfh0dYKVGxUKSKu2nXBbMfkru19S9wXX0YduRdGj9EDqr3CI4Tvt37aAPxz1DQ+btMmLBA/pZK4bRDdJW26XSpo/fBTpRjfPPNKL6JfTS7ydNX6VRVkrbNYTOM+9UvIuMza/SObcOs0VMnrhIwxMqWD1jiyF+xJ5AvJTr2McUIZR/AuVHoeJlfXjP5/TJp5/R7m9/ksZN5c06degP/68N3Zbwf3Rjsz+WUqNZ/hMeMQABEAABEKhMBE7S6pc7UYcX15I8aYGeatWo0kS++ORJKq5Vy1XZUlEgHFz+Al3caSS9tuUoPXNzIQ1tcSmN+fZ6/1tNpDKlb8PracZp/dxX9ZQrMEdp/sCnaU1+LTpL9gmNj+wgHs1PpeONH6Z3/9vdx5hxrKKXve9TemvaB/T90RN0+oVt6dl//4MuqeVYMRWrwMvM319pw+y3aOGGfZRPdahd76HUK+GPZSYNAq4oBOKnXFcUoohH7AiUO4VK7FDAZxAAARAAARCoyASKKWnFLPr2nA700A1YyVmRUjpxzN3UZsgaajB0Mg35cTgNmZ/je9qhFuGiw1/QuPmHqcc/H6Dz3Jb1aG5xCQIgAAIgAAIg4J8AFCr+2eAJCIAACIAACIAACMQ9gYK0L2n6+Ddp+e5cujbhLnrw713p+qZnxr3cEBAEQAAEQAAEyjsBKFTKewpCfhAAARAAARAAARAAARAAARAAARAAgVInAIVKqSNHgCAAAiAAAiAAAiAAAiAAAiAAAiAAAuWdABQq5T0FIT8IgEDMCRSkfkR9H1tPj819jW5uUiPm4SEAEAABEAABEAABEAABEACB+CcAhUr8pxEkBAEQKFMCxbR66P9Rh9Ff0qRdv9JTLc8oU2kQOAiAAAiAAAiAAAiAAAiAQHwQgEIlPtIBUoAACMSYwMmcHCoINYzq9ahhveoe1wXfUvfTr6WF146ktF1D6LxQ/YA7EAABEAABEAABEAABEACBCk0ACpUKnbyIHAhUVAIn5fGvc+nf/36SViQVUYuE++ivnbrT33t0oksaum3JOU7jWzShgUl5IQFpM/Z/tGPwTYbbjM2v0jm3DqNRW36h4TefE9L7cAQCIAACIAACIAACIAACIFDxCUChUvHTGDEEgQpG4DgtGnAZ/e3NK2n+pxPoT01+p40zRlHvV5cQVW1Gi7//nLo0re8aZ6UcqXr6c5Ry9FW6pPrvVGy4lKtRinNo72fzqcXd/6RBH35Pb9x/mXxykhb2uJC6fzuIDsvVKWe5+oqbIAACIAACIAACIAACIAAClZEAFCqVMdUR5wpFIGPXR7Q6syn1uvOqChUvf5HJTXqHzmjRh57f+AuNTLBWjCTOepLa9J5Mp90+jn5eP4AauniQNKs3teg9i1oPW0c7/9POxcVJmnLtOZQ/80d6upW0lZK9gxLOupHabT6M1SkutHALBEAABEAABEAABEAABCozAShUKnPqI+4VgkDS1K507VOZtDlzI93csEqFiFOgSCRO6EptBiyiGq3G0ZFES3FSlP4xtb7gXvqmxj20LWs5XV/PyeI4zep0EfVeni2VMT9JZcwFnmBOHqU9Kb9Rs2bny99ya1CNc+j37axQaUSp8/9GVz7Rkn45htUpgdIEz0AABEAABEAABEAABECgMhKIjUKl+CSlJe+k1e+tovN7DqF7r3Rffl8ZgUce55O07cN3afMPv9I5bbpQr7aXRu6V+eZJOrwvidYuWk71H3iO7kc6mWTi46KY9m/fRmknCv2KU6PG6ZQ6/R7qPe8oXdt5HC2e058u8VEk+H29VB4UpX9GD/cYT6dfxqtJ6si/fMrPz6c6dfja81G/69RpRBe3aEktm7eka1tdSvWUA+07N1GuUGnTh9qN/JhWP9+BvKZjqSj9E6lQucu/QqXga2lc9jpaUPVm2vDzRkpo7FG4pK/+J138/FWUm/gE1ZJbfDZMm0MX/L0vXSE55u7/kpKKLqWbrzxTk6CyXJ6kzP2ptGn9MjrQpAsNvvfqEkY8FnVYCUWK8evBDCHXa9jQzL8xFsWv98V5mZT89TZatnQvdX3lWbqillMR6ffVkB8E48AeVa9dj+rVUqU5ZK/9OyzOo5w8z4Y+V0e64Wk3B0He9027YsrJ8WOjKVhYbuGX+r34LZ8nD++g6fM+lbVzY/prv3/EXRsXVlIV/0wr5q2l4zVrBnytZt26VLdmXWp4dmP6wx/+SE0au7WGHi/St71LTw6bTVS/Cp13+1Aa9892si2L7MOsl3ySQmQTryHdfO9ddGGc9S1CiqHkvXFVMl3VoS2dF8XqJaSwNUfB8vBJWQ+nfL1Z1sOpPvVwoGdaEBX+MhjDigPguBzvzaZZ6/ZQnUaN6MwGF9L1d99LdxqTfuUjlpHm2XKdxiKan6L9YnTHlkImt/k3KfHo/2fvSwCrLK6FD/siaFHRVq2421oJoNbW99raAFZrK5vVvj42awvoe68FXCqLr78srYDtE7CVRVlUFmVRCAqoBFm0BCVYQiVUgkmUxCaRRBJNaC5l/nO+787M+db7fd/NzYI3ernf/WY725w5c2bmTEO28MWt69jb4vutWht0bdX+P8X+upPRaRErFYvH3aR4RPxK8yk6OVNXsko82qaThU+8b7k9/2538+tvtYWviomjx4mhmb1M+W13m5g6dbwY0KqN+j1x4jj1W+LVqs33xdxNBwKT99CqB4z6uoxYJKpdSh3b95SR3rb3Q2JveaWorCwXBblZYmirtmLkivddSnwxX9UXvSHGDuxr0Ery4qa57yRPjIbUYclD0wg11IjFA8+00FHSk75Jj++tTkKPJ4lB4ZY/qTHFgAf75e6UwONPB06TNhnfF2OmzhM7C44miZ0Qsr/z+vnzkAX+Mp2o/L0r3rPCWPuuQ4fJ9hK1Za2oiX414/65Z/Ytqh/dvvSvTUSgBmq2Du3kYf0UPlJGEn336jtKrMgpdAJR+zdjDOPln9j7qTNfwDe1hzZY9IKs97EotkV1scjLPyJiAdtORbYjG//XoPX9mz9IRfWB63SX4Tqxff79oie0UvLQSulhv7TAzZ5SGd1peEqhKESsGOfRZxjyMG7iGCUX1A8X5kXv141DpeRltiXzGBqUyLEKkZOdJabEhYEEID1RbyAKM2OtVcdfioNJjlBl+TvF7HGDVWdN86mB+NTA1dRVVory8nLXT2V1tTiw6r9NHrbuaTgf6hq4/Qatrv5vxoTj/izTsDmw+E7RutOvxWEly3Vi1/z/MvDpMuZRMSGzi/F874rEBvTJI6+ZRiDSYUNRrSvY++b9XMm7NBLl98oC9zKuFZ3qL+sqRO6OHWLZlNsVvYY0hEOlgXVYS2FD9ZE3xajW7RQtSX/vLDrW5ODXlRwUO7LXiLGZpxmwkSGfSgdPXfle1aep35FDacWOPSI3d4dYv2SWGJChaUTpI+Zua4CJWI3YPu9eRXuq954F21wdru4MiYkDG/9gKT942kuiXOkse6mYOMTyD572gk9ee9km/t2M++e+eXcoHoy0O7KamGyRm6/+mxjbur3CyxiLcPxamW/qhljlYcfCF+W5zz4eHnM68kYm63RCWaCFBgMmbJO+w9uIpWJGRhfR5vRHRWVkIiVbsELMzjQnp+36PCoqkq0uifJeMlyev1dkb1qqnLFcD/ulJQFKiy3qRcMWi5AD8DqxavQ5Rn+bvvUfRqpcKKQ+GMmp6WgjtS+SldmWzOOGdajE+VS25fdKEYdXwqlldkuuvTBns1iyZLnYmZ/86h3Rof7AsxH5FBMbJ/6gRXTuYPxuqfjUiecGniXwZhuxtiU4BOIGu9ztsG/eD0W7a/5sm9yUigltOogv3fcKsq5KzBuG+OFAsrmk3puVaFBKw3S65yqUXiWfzPIc2f57QRNc7dTxbuaLlnLy6Da1UtkgDhUkYEPrsJbCkz2z9YSwoWjZULgfWGw6Grkh31B12+uRbVGflnpA54mJXYtNhyql0+eJKKviukLziTsK1OqvPZPPb3QE88nlwv2f+2SmpBoxb2A3oVeaE2Rv5OSTR14Wmf0ed53kNm3/9BmHqw+L9cuXiCWrt4tKT2dWIxMy6eb0mCTl3di1xncfnyw2xkOZLr83FLHxsP7vFoct5XkmP5GMJgLeCVs4Wz4mtky52ejDnQY/aRvjE7XdcOm1zMYluixMYudO0lAlkOHtU016uelhv7Sk4UpYgU+/TFg2Sgaf9hLQMEprzanMybI31G4lvRulTuxZv1TMWbJRlDbrFVMrJf1l9tTkcUocKrX7no44UbcyJP0rtRTgW5rDDJZl2/9oGrunyHGuloxPrLJUFJQ01O6KmCjM3Sxm4zbDzPjxHGnAyW86hhPZeRPIoSLE9infQkeLafDLAcZTPtGZQqv/ZIhuLvBZ9Zcrbuh84s6ZY3seFR37P9sAK+Gp7atNUrukGRqizc0J0CT0SKJRvjuqudFSwuZmyCeBsmtR2RbpE3c6VBir2lLfXDPpleT7JpPjSDiy8gSXpy5SGNeIZcPONhwqqdzxo5oL9YD0zTxddOjfdJNcL3Bb8jjshZP/e6fTwk0+uTNW9gv7SvWxojfFjHFjxGg8WrsAj8km73NywpZY7jW2B5aZx28JXpK1ptmhEhPrxn1TzUUIli4jXhDNdU4qdaObDPilaaqn5qmx+2Vjt5caqkWrVc7J3GQgWo1NV8pPZk9VHqfEoSKFIpjx0XQM/6K3HIVP9RgPQ8ZySX4VpOk5cKrhE5Wi9SVviwkDT1fGR6++Q8W4iRPFRNtn3LgZGH+ErY6FaRAnJhQ3Ra5Mu+9QEYK2/KmdK/Hz4a5bmCtNZ0qnQY+Kw3JVD1frxvab4NhxImW9bZ9HRCmHOVYtKquTNz95lafMM5tIuk9+TxlMU46INC5oTGxutJSwNYYRJ9vyowOfQOIV6MlPxpgcR8KRlQ9q05AOi9RWSiXRXBUkHDoPXtQAk+6GA/aLOQ47nRZuMsP7DPGOPjfN+ktE4sdENR4jrsRPdZ2fa8EJm4rLEqvzLX9onRmzRMJKO1T8WoqISMJifIelhIV2827w2+2asNbUZZB89pMBt7TUQYS72BvZ3m/s9lJJuyh1H1pmHuGnBcL9saaLrxYFdnsZL3k+lXmcklt+qvPwFo5eo1CHATyTfwwGddoPS59dC++8X4GXfJwN19/4Y/iPO/tBdyPiNkWWfwEO1rdjQcXrIdalJ/x0wLVGpPITFe/Cshf3QZezukB9/WfQ4cvfgtv7ft2oP8g/xyv+Di+/mAWvbXoLCqoBLr/8Yrjshh/DL+/qB92CVIB5SnZvgNcP12gY8eKVr//oDrg69ldYvOE96NqVhUSvr4EOl94Mt3/3Iiz5KWSvWA9l0A6f66Hrpd+H275F7+Xfccjf+gqs2fA65H7yOd5q0hmu/M6t8IuRA+ErtjDtJ2o+hj1vbIAlawrhVwt/D1e73MZQvv8NWLryBfhLzj+gK96qcuU3vgc/+NFNcM2l5zhuk+B8wm3MMOqyf8DyuYtg8/4PDeC6ZwyAB391h4KjfO/z0P/a/4T9xpgOgBNZeH7ohRit/hK4bcC3XW9kUVhi5PjnkU7tPelkk4P69pAxcCBc3Y3oRn/B6WTmByg/+Ca8uPpFeCv3A6jpei5cdUUfuGnQbZAZj5QdBp8SpOualRvgjQMfYPVd4eKrrobv9O8Pfb93LXRziRxfVfwurHt2Nhy+6mGY/qOTMH/q4/DWR5/Dhd+9CyaM7udLKwk/0HW++/bD3w8Xw9FP/gnQAf/v0BW+fOGV8PU+34Ae3WwCogqGeyjPeRrOvcHsr8OnLYPJY4bAld07haskSG68ZWfgaddB3ZwceO1X10He/Fvhuqd+DEfxdh1+f0HunB/CDc/ejO/HQZfybdD63EzA1TH4H7zGWP1V4Y09Z30TXhw0Fw6uGAXnQR3+1w6q31sGF95YAIWfzYALVWbAtu6GXvcugWunvQ57Hu7PUprDI8r2zlcg68XX4dV978Pp518OF3/1EhgwYhRkOm4XOoE3c+2FrGf/DEdveAQm39QGVi9cAFnvYJ/FW5MuvPTb8LOfD4Oru8t+Q/hFKYPF4rciLRcnAJ0AsBZ5RhHY7f0Y1R30um0w9DmPZOYE5GYth/2fnQaorVFft4drsR9fGe/HfjrseNWH8Hb2Znhq+T9gyku/ha8Uvw3PPLse3nqfcLsA7hwzHm675hxCyPEXRu85Cru+CMMT1wosL6X80UtJS0uGAD9oHNuwcjXy+u9G7s5nXw4/Hv4LpAld923/Cw6/hA2NdcjF68b74E0exOdnbONaDfL529+7CN7d8b5Fj4fhv2yLoHWnw3FYNfxC+OkytBXwDyf+8I8X77boByMhzHjA5JjjaNYT4F9WnnI7dJFLFcZV9r8+rujpksXnVXDeyUoSjXVw4hNY/uCtMGz2O7IIzFq+Gs6vr4fLvvtjuP5S8yZGe/+8rHKPo7+Dxb7xG7eD4RFsHJY6bDEc6flrmP4zlxvHjn8M2S+ugVWbtkJZjYCu514MPa/5N7jpln7Qp4f9lja8iXI/3UT5FBy5Fsfo278KOVnPQtYrb8JHtQIuvP4nMO7egXEbVZGsgR8+gyWDesDd6ytVvW7ymTv/Trju3tUqDz1gfAWYnHkuVOc9B4OGL4HzM6QO+AxqPusBY2c/Cpk92Bhe8wEsn/cYzHxogbLfqJ42vQbAQ3cPgm+cjcYF/tXXnwZ9/2MAXNjxcwdsz+QVwhX7F8ENQ6cbeemfNr2GwkvPP6lu8sxd8N9w3T1PqnT50GvgULiopjPcu3gO3ByHq2Tn0/DD74024CG81+cvg9vicijLJfMtdc3C3EK44Lk74da47Peftg1ef/hGn6pTJRv+MizhdZMBt7SS3S/Cy/nHQZrUX+nZH21bGh9tfRLffOWaW5y2RNUHsPq5RZC19T2oQQ37jb63wHev6Aixbt/GOcr5EKhfHq+C3G1ZsHBBMTy0+rdwcstT8NjyHVCL4/Xdv5kImXF+BpmDBWpP2TINpQeQWknYHT5CZCQFnTeU7H0ZXj9YDWWb/ggTlu0F3AkOM5/+L7i4fQytqPbw9X//AeqwILflnsCbGffDaysWQv5l96GevBwIhg3rNqAdVYHT78vhP8b8T1wWTkDB7k2w8vlX4H2cewKcBYPGT4Lb4zZWsvLlJrMNxuNEhG+qdLtXqSF+y9VgxEm0zshQq970W34oGOVBY1UZg76ttwZ9QyUt5i/fYgnmtg8DWMqy9yz1j87PcTggveXomZ60ZJ3IXv+E2mFBnvOgQarKdv1JtU9wtOn9S5GVh7FMMGK7/cacvsMniKzcMhMMDNS7aurtqqwMyGkkVu5XQfp6Dxsrxg7ro/KhUhWb48E1D+1YibduWNOctzHExPY5dxnlqex8PG88KqODqo8885lxXiyMH9XhfBo/Z47lnLikNa3oFxvA4orFsGsd/MzIaCvo1hSTl5zy1udY5UExe/S1Gh6kYb8xM8TWvDidcL1s36aFYmiGGaSN4lrsljshAtJJt4g0nzhE0WLWkiViyqhrVNv9J72EZ3qrA+JTKpbFb0Qiuk5FOs2cOELVxfkkUJo2zp9mCa7Yd/QEC13pyIyTdxpy+VS2y7yRRvLB7XvwpBeSXr09WfaaeWYT5WOFlFkJREN/e+xQsW4HNrf8UwyVGMZQWTz6OoPW/JhRrPxtx5lxTh9+y081BfQtwmCYGZ2NekZgQEoK8ttsdqVUH1SwdRz0iFifnS3msRu4nsgxA5MJvJlr1dR71PlaA1/kmdwtxvEnGTMC80Ypw3nOVubVrgrsizICvWxz+NTZrB9jBSxIIul52tHkp8NqC19WAflknRPxFij5zL8VPRSc4fWeKur1EJQnXuVd3svVGsJF0dIln9erfaseNumBPKfI//xWiCGzXreuAIeEX8JGukweUYnh7Rx83KIVszlLVokdu/FoAQs6T/gE4b/ES7blRQcVXBrrpTyOm3SoorDjAZNjjqOEKeE3K08wBTn6EHmHSkje0ZiTeKyjG48wXhrKDpcbaZtNXvO+Z/+MPG4HxiOBXVFRIJbNvM8Ct1v/Kct5RunCQeOmiDlzZipbwpA11UfqxEZmj1Fax0EPibEDujr0De2OCmofJpQh1wzOXSAkn1b7oFRMyTCDRhOsxgf5qI6tYkyJxXFbR6XbZLT20IsW+vUb/5woKNqtbE9ejp7fNG76csJmz6d+M3j2LI/rKQkrfWN6hs32FC6xYRr0GBreOEpx1Vqf9pBhvx7b82fFX28dkCLZQB4FkWGpG93gc0urLKCLJforvOQxabwmBm3ppWICu0lKp5mCqHYJIG9m4VxrB+aXtsRNs2h+5d8vd7+zWUwZPVi1TTbHxInD1W+SDbmLKtgczL+9gw2uB4RIzu5w7dDsZZh5A+7KtsUOk31L9pvJWYluoUTZnTnSQv9rxj8p5k2w3uZq1Is8z8rLE4tHdbfkl20+E79JKBn5IkI4ZbZheMyI3OweU37kh5jUe9gEsXpTNiqVeywM5BMfHsj29HtecBCKAqlRXXSmOujfyaNvKiXRdcTLqhhXrvazqCqTy4MUEIJj5NL3WA4zCJ0hkCisr5bbtmrFbzfpMuI5ZvjGB0rM/wybyPLtkq27mscTynI3iPlzpilc3BRuGQbXpPYpbWdlvP26gypYp5GGToqpOPnZH78akztUKL1934fE5rxCUZK/1eKMkdGmCWEeH0cHTWKk8H00z5YbdML2eL2y2K4ZeD2ihYbB6WTWoaNkdx2zSBtEOIDLwKXUvpyg++NDCuBsg67kWFLHSrAh7vCgycZug+YVeFvFXMtARm11RvmfEHfoBHOoYLvsulWalJpOLSGO5KxUckB1f2n8C0kEfNP8aJDgj5KJXt8eDhW5HbiuslhsnGPeyEEONXn7yJC51u3NKuo5yomUJf49ZIG8FahGPBmP8E+TBxqc5IRC5/ECtnHeG/KOfCT4Nyi9oeHWhlCV2LV+BRox2oCiMu37/lqsyN4lctAZKQ0iem8akpURyjC82UTSOomxGvlreYDEePF1Y79s9uMSUxf56jC8VSgvJ8uicwiHMbNWifyiArFx9l2Kz3RUQcoLNRVF7zEMXR+D88S1uOtLPnZYaema3fLySDzIex+uz1C3Sych0erhrR+pMmHhl7DR2KEmc3S1a9xxMnnFXyw0F3hojk/ygvBfAifbIpgtfbCuUuzLfsbiWCO9Kh08srxqO8C4qcowOXYbO1U+rwdWnuBOpUMlHO/CjXW4+qPGFXugUN/+iZMriglDuNMnyLgdDg8fuwKdwuuXLLDoPXv/MZxFcdisE49SFdTclDdzIa68KF+NMxInWiBbs+OAKMrbbFkASe2xZus4T7Dwrf6x6lKxzub8oTz32W85stk2lEfJqM1xYch//Hgst32oDDmQcnLy4kF/nbBRHtIFRfmvWvopveeOT3u9dlkzuhle0U3Hf6ms/DRkrBU5n9B2ulVncXh5t0+JbASQYYJB6kY3HeWdVqF0sYPOJz9QC0/WtDrVn3lfPllmzpd4/+K85PY+6Ys5MyeZNgezwyZOnahsLDraHXYO5tUeLSg1tB4QSdgdXGacz2HnDboGyWfqE+qInU72faosOii2r3tM0Z/qIH2yNHufKK8sF1tst92RnK3IOYRH/yoFd4TS/Fsfgo8iXyaYEhe7PCfDY18CNIPElDtU+k+zBpUr3Pg7pUCJ4StlNHKb4rdfY7onfm1emAGOO05k3AaD5mwFlSuPRPzgyoGuYOOxGI6yHSwj1YTOrFGmcedN4boHDTpcO+l1W7PmLSfGIIOKSkdz18aQXUDlrQJUxqo4ccIRN8Yp7bGdn1ja4g4VWrXgOwVqmUef046XUYO2pVb/H/W4WmLghvA4zsfHDdcvjX9JdeiwdJLBjgxjXMbViINEwU5l239w2aVjx+foLjP4LpXhg4nEcA+7hvdM5ujjtye17yd3+NSJgtwckVsgd+TIWty+q9RVf9Q2ORf4DiB5ztJIC7jjxa0VyYsGCfzo1oD9HfLXGkPFvF2k77BhuHvKekUj4YbbkRsowJ4dkObyWztOqE+rySyCJ/Wd/T2XrT5jnrM40+qP6PhGRL/pO83dLVHKGBRiE0m7njyyUZ+TpwGYOznkDhWrA5lq9NNhZuwcgps+TzAHAd32JK++pL6wX/Vr7cgOo/cM3Dz/Cc8Tz6pYgjQuCDc7LVk252N8pdXqZDazlTEeaJ0ZHn4JmzGu4LltMqzpVhv6neUR6Dka//WkgehA9U9FA3z0sL5KL0v+98PVtYOVzlhNYccDg1JMjg0c4wsKTmJ7vGHlDdkMEIw92g6VcLwLO9YZq85xR7375NW7f8qxgvBPPG6Hw4Oonsiu4DrM2n/0tbjkbK22sxBtPXVDE9pTamdHfCwifE4b/rgo1jMIcYzbcpaFM3vlyf52d1r0xd3Kowb2dvQJcp5nqR29vG1nPdKWoTFBLiIQrnpnOMbHYLYYpZG+1mRw1smdVTzOEZXlPOG8pDRXWUN7/5E2HS04OscLjmOYZ7wdkG7ZQttILS5i8UOrzPgUBh3iO1dca02RbHjLsAmFRQ/bdJR3muaTc4ePV5oeN++37XzYNuECcfa0txRZOC+lTKlENp4TTeUNi3Xlh9ExlyvK0SgIOwfzb896MymXOdqpJ22EUHoAkSFdTfDTJ5jdoSng9hR13kB1ST4bsAQYZxzt4+K91HeOkwMYX1Cm0fxoqyWWkLaxrDvzvGSIWvZL07jYx9zoPHZg2+xepNyh4vSyxdQ92yQ0QxaYqwZEmcJVDyjBNrf8S3qVGso39D3ysWIxG7e9ZeARojX5+gaQY4f0xMPaKWV7Xt8x8dLocxWM3LlzsszcQUM4yW2GZi3m6o79Hd+BMAwnlAPxM2wgfoZat55O3ixXHrXw2gWUC7Z9YlFfqB0YN9lW+rlg26+C5AMxpxEv41SwXnTj7zUeRCvuOJNGunZeWPMmppP2vN80axtv1Hym7bEzZ+JxqO3K8PLGR7ftpLdZHQ96ZqwsxSd6vE4u306AvN8UbtTH4O5ZYN2hcfLQc0oGDcUb8SpAOdg9k/9Pb0AaMiVuqEgHnRzIBsaNx9OGP6qOhfGrjRsShOZWV+GWPxlH8UZMo2No8q9GbUu3y55VtuROHFlOD2KGbsUVIvqLUsYoyCaSXAcYaXKij32YJvs80N+RjeZuOb76ZZRhA7AdL0qXxgTvS27ltONJ99Ewes+s0/vfsDzxrkmnSNw4X3Sq9xNfzWmXOUCQDpQfy0QJJwjSwR8WfgkbOas24U4hcnq27f1rPHJp22nJwYzEf81jokObjO87HKnEx2LPINGa31Q+8XgQB5jJsZvccbRcn1l5ajfIuBfNoYI2UGB9EH6s43aCc/JFmGv6Oumk04gG/uN2GDxMinMd5UZfns51US0dZUJ46OM11srrOymPCm7OeGrZKYXgeLVlQtqQ/1ppauCButRtcYH6ptyl6oTAWY+koRzjJY0sO/zY5IvS7c5qbqNSurbLrP2Y0jhPOP0ozV3WcFdSwatiVKbpOOqLY3/kYPc2gtQeet6Qh/7TbIuViC/dCEgw0UcuONiKI2DaCdeQssHpwukl21d6GB3N9p153mma9046e6VphyfRgXYdSdujFncfrdh5RIJk6QtSplSiXV+ohQ6dQ4Scg3EaOdvz7puR9QCCqmiLTga9WEM4aPqRPtR2B8PP8WgtY+cjZfeaN1CahIX44oY/5fH9Y7Jrt4k4PhY9YFRohVvjqt8Hly8TQomLfSyJymNfvJtJYuodKi5eNrmyQkJjUSzoQZMKj7zLW+MGnbxLfqR9q2MoImKsluwVjm3llvYD1McHKAxwqUociEdnJpzoIwcfOhNu4Ml3reB2bYknGa7zKS4HTvTNzxw8/2t+Zs6cJ/aqK3G1YNsFlDoKeeSpHcdkJH5LCqXZd874CjYrx2nkW0ZRw/+B75q5dpp0fJg4yGNORg1h6cSMfC/jyg6ZNz6a3vbdSLqOKnWkhORVrn7xOjntdLkQT7GYiOGWvIK8XJG9ab1YjvFgeAwX4mskxYsgSIfGMLxqcdy4YJ/RGBNmp4xtEwINIysqe+sOlR8aVxZXx7f/0k6H6rjcedM8bKMtJ3+s/KDjWKS9ryeSrXqMRyIn2qfjDhbaORKljOSXXNFwk2Ou87QuNCd6ZJzzXVUmF3SfsuNF6V4DMDcErOWi6T0TlmD/BuFJkJokbsZYEHd0BSnHaUxxruaocWKmGifo3YL1e6y7hOKVB4Gfw0bwGWPFikRntoXgsAXjv+axQQdjTESZYMdJSI/K45gO+oQdD2QFzMi0yo/MkOCblSe4g+jbfYt/nvQtP768izDW8X7kNI6JBv79M/C4bSOnLx7xvFxHudGXp3NdxN9Pt+xq00C42myMp7w+KsXrtKfpWhviSdNb9jvSmzl45Np+HIbSZUwKZ8vOeiQNT5a9ocYDqoM7TWoPmI4H2bZ1wdK7TmrfrjM4nTj9qG53WXNi0VBvtkz8gaHDrpv1isjDXcE5OeYnN2+nsrsJLueEMw5BimSD04XTS+Itaeqmo7zTNJ+cdPZOkztgJe8pbuWaXO1IkTBxmKVMybRE+kLnk0+J52D+7Xn3TV4ulB5A0ILQ1o0nEivrt6a5tw3rPm+geiQsxBcnva0tuf5ishtGHrx5qfEJV5/GxU47zis3HHm6tZ/U4NHwHao/y36dQ+9yD7Hdda6UaZSXTeJQsXgTbcYlGSKyk8sBZPuMm43te9LBEpYyR/C8nwzQOnjaC6IAd6jIAcvKsAA1s6NJynmBZxV5fA6C/xoMqkl/xtZIXHWwxFVhR46e2P1pgEYpixZsu4BSEKqNY7+i6MbPh6qgowgT31FDNXLBdQg265icRr5lqNIgf8wYNGhI28zjMXIsTrOwdGL5k3aosLqI3tpjyxHUPCGeyyNdnEacdrxk4ucasWv1E2JoZifFV9kv7N8O3iWu3MihjizRqlhmZoBPL2OSYAQ8DdiGJRvKlN2hQtcj06RfbuW/H3dkyS2T0WlnabX5/8Dzwevi8aVI1tbg4LBlxk8Mvtv7ekLZYo5QaTBGKWMQzUMHKIKydIKTghnKY5HaUapy44PuL3a8KJc0JpxpXuWi6T0OkedzCJ541sESJG7Ud8PItSznOGbB6nZ9DAG/bMOuV9RxXNcG8GVo/mseW+iAMisXGOg9jQluK3vyKBnlCT5uOuF0rdsLR3rPxgKjbZdFImtxM7YJybH7uGHN7fgVhHcMpqBjHe9/TuOYoPDqZ3EIg47bEqEgeMTzch3lNp7xdN5/uOzy9xIE+uYxVlQ/YrJrL+fVFq+zYZ41vUmuDNlHmaHrUvlubZlG3/JCAWv7zno0DTGNOyyZTHJHE9VtPbrpV6e1H1NZTkNOP0pzlzUrBg3266gzNgvB4PVx1XEpkg1OF04vibuUZef4p+ntTNN8ctLZP23VuG866NJnDO4Q1Oe+/OcIifSFRAy/g87BOI20DOuKeDqnoaSdXRZ1SQ89gBlkWT/aOtN4zeyZ6WUq467/NV8IXjlvoFokLPTeDX/Wkvsjk92w8iB3pFlx1bCGq0/jYq0vwbwTsfLiMd+ta+/Pbc74P0vICnfipP5tkzhUBAtIxTuFgS5LM7zplQViQpsOxvlOyzn9QLRhEfDRSNssz4MzoXO0H6Be7vSZjnFJjsYDwj6GQc3WxZWUhJ0cLY6zoax994mHGxBasO0CauTGgYQbpdPXYyAivN1EBha0x7KhMlxwHZ2Xwchp5FvGDWyPd1xxTN/xkThAK3q2M6/cYA9EJ4RZOsr0iqkHAPHXnvig40wGXjQUowz0a6tOevopjzyvy+vktLMV9f5Z/TcxNsN6vnj83HUiv6TS8MLWHnjaMhA6eOddsyVFOjHsjjZLpob8EeePPvLzQ0EOFTN2T/zcszEIVaujdXjtekNC0OzqOpq3VsnsCFxRk1tvZf+w9/WEsuXSb6OUMQjlUpedgPwsPTlDC+NxPVwN1QQGmBfOvhO9CHrPjoP9d1ie2Mu7/Za4+Rl81nIxUVlerQwsvmPTms/5Kyz8EjZyZMxfPFnpFr6a7WzFfBOO/9rIstPBvlpuPccdb53JY6DxQALNytn7k8xi/45VV4pKZXDo8+UE98KERyzNsVpN3u2V+/wOzDvEKexYx/uR0zgmoBLYGJhDygrRwXPcxnyB8aBm8Y/rKLfxjKfzMVUGbCZ47EeazZqpck0ruUjHbQtenx0We5qqs0EeNL0JfvoYtoYRP8McD+V7+e3eJ531WGiI9sSEzC6qX9Ntctm4W1vKj9Eu7oyxOhr96+RyQOU5nTivKM1d1hqEgI5K5K65e5b+RZSUlIiioiLLpwRtYmnXEWzW0ALx6pi+4HhRKsfNnuYAxvYiUVlJUzcd5Z2m+eSks18aAYe3AeGtp3JHK9GDPvwCBg6zRaYM3HT9bjCb6Iebg/m3503/yHoAgQxCW2/8TCzVv0nMG6gOCQvxwUlv1Yr3A5PdcPLgxUv9Plx9Ghc77aLymGyEAb0yxcCBA22fvmIQxgCVtrM3cVKf0iQOFe5pug+v7LP/0Y4U2bnlt+d5R3th9vvIRjPwK9Uhr4IykpnQhVWKVJ62UcobNToMHGXsIpAxUo5u14FMJezcA2lv332ANHIJ2r6fgQOdea5PC7ZdQM3cdDbPPF4k26Vv2sq3YNMBmcXy7SvYHjTyLWOp3f8HpyHFYCBYdWDFeFkGQyA6Ve7VQZdwYm5e/+eE42jOs2LWGvOWJm98NL0JNnf503mIJ9IbzesML1/65gaDj0iblXQ9N/vj9VOeSIoX6yP5ovLKyGRtpOQR+em2Q0UqQjoeR4O7sVIW32lhBNFjKyYpgaupKmW73fiNZwSOHFjtfZ3z3k225A4R4qs8/x2ljEES1v/c2qI8vD1DXrFd69Zxo6b4P9b+YjXgvXFONNELq/c4RI7nCDxx1OHyQvLT4IttV6ZLdnOXFvb9ZY/rqxBV/AdHgZjhyDfSI8AvYTN3C8bElonXq/GXdjnxYOX2psPxX/PYjQ7q9i6UIUp3BMtm8hhoPJBn+nk51NN2ubPjREGQH2/bWXSf9XY8SR8tI7i8tpTresyr38kA9aOdzh9/CsM7G05Bxjrej5zGMcHg3z8pR6BxOwweVCn+cR3lNp7xdK6LuC3ppXd4HunMb84OFSmfcjwkmeMfh53E+Cbz2WlIfJNpxjfqlgyKYTRwqHFtbrljjNWyIMvxOqXOkGmcJ5xXlO7ZD+pKxSq8vXLq1Kli1pIt4fqKKTa2f82bfIwdbrLv23LQT7mQRLC5OqpZ3+J4UVmOmz2N0v3+EpWVNLWP+VSnd5rmk9yRqmHQadb+Xie24NFxdSQX+SB3yEp+yjkLh5nz32xD1+8GM+UJOwfzb8+b/ryPh9IDCGMQ2nrhZ9KB/6tpQrQMM2+gWiQsVNZJb96OxzOTXSvPKb+GzS/NiqsuE1y+TNgkLtb6rDx0w5HLQNg+5kGVRnvdJA4VaTjZCS2xJuXPvabRJlV6YkrtyMmu0QYKnfTOR2OYrlsqIOUYYnFgKE06WiRu5rcWUspDV9+qxTCZsfJdY8eJHjx1GVe6xa/R7DToUcuWPVmd2zcXXMeqGzs6wGnkW8atEc931gC/RAcZd0YX0TgHo5MO1Ef5aZJaoSsznuoLzYDEI+MxAvzwoV0zVA99aJLvsDmY4ci3y/I6Oe1soHj8tBrvTiVmVUgEm5tS8qjc9lqf5eRBBm2ZGu5nvN9Jo3bfPHOHinSoUEMHFv+XQW/a+SXpyGnbcMA0ZE0x3A1WIAoKSpz92KeZWnbLgqSJzC7j29j7uqQJ8d1tq78yFtFgdo3pw4KAy7bcyhhpHjpAlpPfW6ZYHeD8yKHMY37r/mzHi9K9BmBuCDjKRdB7Vpisv6LwxFqD+y+Jm8G3RA4VPFpBuzLJ6Cne95TSQeR4dtv5syfeZ9YW1Yoo8EvYFG3xCCu1T7Ca8FqDYtsxDM5/zWNTfu1BlevUDk/ZtlWWtPxQerBxE6FlRqbC0Y4E+31onXmDldar6GRiMu7YccrK0qM8YuK5Y8KWX/4Mx7vwYx3vR27jCk/3plPicTscHib2XK85bBGDprofWMZUpqNIJtYWuN0MpW8kU/F5mExY6vNrywAVd45V4u6laofFZiIS6l+rPBP8drrLHReyP8hva9B2Zz1advGmx12Mdm7B+l1h9q9T6gwJD6ch5yWlk6wZ1Ko+KNav3xV3nDjrdzhQXeHyfikXM503Z9rK2GSGw27kjCwbtnZsPzldHG1iXklTuwxQNd5p2l6knSUyMLnZtL4q2trfawyH8cPxWwDNvCgn2/+kdL60RzjMzn6peegGM93qt2r0OUadlB5kDubfntX2tdDQxtPAeiABbd2PwUiKuX9HnTdQbZLP1G94H3ZvyeUtk10/p4lVHqgeL15GkS8TLomLXTYi89gF3eb2KvUOFfv2WDSAZbwR7xU3IXbNNmMIkGD1V4FLw5BPCwjVcc/Sd4zCsepisWziEKY4yFiswQHSMV32bUzGeaC67atlu2Zq2N0mPVSxmsRgearjmvGLxEHc4l2HAUgP7FhpOnzQgNaxV9iVho5o1GTwmVcC03WTufn5ogC3OpaUlIvychr8sV4X9GSwX2pf3yZkos1XR+RKN6Uc28MHZ9PQLstdK5ZuLaTkUH+8YzkHA7OqsHSSgyrhRB+6anAzxqQoLy8Ru+LbG3ngW198UEnzY1SWXU4IHt9muLZIG3Kcrpx2wYijnRwEv9OZWKECEEscn9htvQ47WDtmLmn80qrOVhUAOUwNIfJilH1yZMo4OQcW34lHfh63bdUrFTMyupjBlfEs+aHlDxh8HDF3m9OhFaLpVGblRwA79Ivm0CQdstc4VhYThTnx/o/8Nw2RelGN/Zi6MO8z/e1XrrMYB2Scyr8oZagsX432lWN2bt11xU8CggaWMlAcOiweb4pwxrS9lhVGazmdFk3vKXBcHjitgvLEpRrHq10zbtFjzixvB0UZ3rIg430ZNGdOW6O/45iwIPuAqK6rQ5nAIMZTbjfqlUcco8AvDUBu9PLgxtSudQJnQy8w/8lg1FdUejqpMzorWlHbPG5E2PHAgPTYm2pHKcfRhgXugK8QW+bca7RtyCC7upSPhwTTvSvsziCztmPosDcWa5hD09GOx4uwvOPB/QmmRGMd2TkqeL2a4FSI1fOXi2Kjv1n7mfXGCw00h9Nt3ObpQfuQ7ziMTfuNqdIJTzSw7/QTOMWURzz04hRWyI6W23Wbd1uob9juaS6XmjphnuoUPwh2+jj1p/W4mXs+jaNMV7c22hb4+oyZIdZnUxDHXJFrBGvF77x8UYS2p/XPp07MKHWGbI/vcuW8NHBCWducXyCW4eSa+tVBYyDTi5qyjihH5BTMTE8GWRziNrpDJ0SSDQWJ54O3XJlFpNPWOf4J5dB1plnnOY9lf2BWhvOcVRN0XEVa2FU7UlAPPJl5BvYV+yJhqXKkyxv6OC+HxMctbe8n0hdW2ILMwfzbS4EeQGrJY6tO2lrx03aHJ4vNhIjzBirM+5XqwwmasyQzx5LTaaLxcS70a15Z6aDfUz94tQT0AABAAElEQVQNJl8mRF7ynAyPLbg2wx8pcqj8WRlEdItNVs4BUY5e/SN5m1VsCIrp4efj58Z8EAXpRltuvJEwtM7IUHBJJS6/u/sYuW51C1zFU44hfoMPZlZXFVscIvZanBNjCYv8lve6U8ljRW+o4yyU/tjm99kEUxtKsqzb9+BJi/TulViV2DL7LkWP04bjaqjyutQJuepJ9dB95vsraw0E5DERWf+w0cOMOu613Wdvx9b9t7k1muqSk2xnvnB0Iq/4xgl6y7qEU36TwbKZOT8S4XOMRcKnshQJHe/dEYeyFyracT7RjTzbF9+v0tr3e0TsLzdp58TN/Y1cIZUwt+n9S7ECjaDs9UvF0Iz2qm6ZTt8UVHZy/BiTe63eb3l70/BK6UoX55t36QApeF31+tWr8crq8QbsXTHwWXZ2lnJWjZm5GFeusvG6VPOaVnntYZ8xj2O+pQrf3ni14v5K7bgK0HIjZHEavHK7bMLGcTVB7pSTvOQ78+S71j3bGFcT0woPn6xQ+uBpz4m8ojLcIbNbTMk0r1y3O3WilBGxarFnmenMonZIjg/60F4OnmSkeel1Px0Wq9yvxgZqbzrTb3Ulb+s01KlLc+RtBBH0XiKmROCJX5WxumpxaMczakJv8BRxGDNxhpg/f75xU8983H69ZP4sMSp+fbiRB2kg4weV7fqT6gMyjX8Tb1QgwZDw7/ggT0wZeIaqf3KWeRSScJI7SWVb9y3YhnFF3JVDIv7HYnWiEB3vXN5Jn5JzqBKdQ/zP7ryg9udu2odOJGo7zHgQQ6fTYbF43E0KP6qrFx7TnTlnPtIfb01CHiwxbk4bY9kV67YLZR/rD0Y9g8aKpeu3iFycnGZvWiGmjB6s2vF1QHFk+XNI3u2urg011lHMhHVjv6xgbJc51BhPyGl/GEnr1z85mMQDcnoTDVzH7dB4nBS+4zDqIm6rdBr8uDhczceBGrUSTjD1n/SCKEVZiVUeFvOGnWXASTqRcDT/MHbEKq3bjDRVX53YtUSP333GLMK6ZDmrrudOBJkj2HedKCnYL1bNNp13BDP/tO/7kGEzyxg+bv2B8ps6uVxsX/awpTylDZ70nDhMFbD4MbwNt+few5Gu5FhD23DX6umOOvuh/Uh1Hit6U4zNPM2STk6JrHzzaDLB61Y/vVPH5djET+alFfVQR+TixKZF0sWjr1NtPoZH3E1d4caNmLFoKWMdyrYN+9dYVI0qG25tsXcJZLi6ZK8e45BOpIeluPqlUQt8Ek749EJbUOJl/55s2Ol63Bwx93W1oHUIr2yn/HyB2Ltfot4u2GmFec1fHQu3Yedg3u29j3LZ0HoAq4xkdzC+ejyGnTdQNXUIi7ThiA9DMKZeucd469GsEbtKhqOguffe+LyN8h87tEHbIWiDrMgrU9XUle8XE+RChi0tvHwJ4SezyfFYgdwsH1LiUKFJ7R7cDeB2Qwkp3qXZhxITI+5Z9zoPl7gCzFFXrIKySsViOBVw0iu3otF7OiZjDCSBKtWZ6MgCGYWWrWxGMp7BzugqOg82ry3VJexPVWLdVH1GXsLYEQ21zfHBiWhpV/4yn+FJlJPQA9qJJdPdvo1VQfTmP9LGGvSU8hIuO8uPiheGdXcoZOKb6aHF85ds+zOVuy+++8eOXZDfh1b9tzFZlAFd3csEoRMvWYMrjfc5cKAJ+V7Hlb+J8alFA2LKsH6O+ohPW2WgY2rethrE6R92OytFRZ/g0ma7vqNEFsZUiZW/LSYM7GOByb7SximS6PkI2xVBcA8fN0UYEz2a7LHP/Pmr0Jg1HR+J6pTp9gk9pwt/5o7TXfO0s4/necK+40020oTf9m3ZYbZqFm75g4WHbXoNEEt3FOLg96LlPTlQ6S8RLUfMeslxzC10GZwQyeuSOe3pWR1ttNFb0uAx2zZiM5u/Dtv5l2csuMo2aVJbcmita9rIpebEvzaM3rPB7PUzLE+86qEdAbQSKPEJ823fmUZBPt14Mn7+RsckJCj843+lHQAcNsOgxt0vcmXfkuays4jw9+e/Px2oPWPVmhHyiK1fEAydBy+KG//BxoNEcs/xsj/f63Ft9FHcQTTWpnd52V44JmS5XD/KUPN9DMo7qQ9IxoKPdbTYYx55lTBLozuIjcEBTzRuh8fDfRwm49vNyUzwj7QcX0RHyPLpesKA6RLH8Qv0pJGcSl4LLs/kH7E4nGR5PcG0lnXXdZxKHs+4A0JOemQbbt/cMS/7lz1f+/7mEVn7e/ptHGuOOy78FhN5WepjZWwRiafR8z244CJ3GdrT9BGDmNgVP4bI80y27erii3aUz5zse9DM87W7btGwWAv66YRW7X8mnnxAO2Y47Illw9oO/5VIhu0TVtkujQEvP+VuB1nHhyqxKn5VtCxLTrm9uCvb4BVOkMfPXIbXcReho4kgo6M414m2Lo4XKre7hDsr3fvloWVot7M+pp6xrQ1swTL8HMy9vUQ01PQOqgfIlnrWFYcgdoduz/sp8LwBq9jOTjUoWsbpO9K2YO/eoreNRc79Q+u0A5nXfy1ubDjEjnrxNL3DJZx8+cmzOc4ny2N3CjSHt60ICCRiyv6OV1VAZXUtxLCFdp1Ph3O6d4O2AVqrznsazug1CtCwgSd/dnmAEt5ZqkqLoTrWDk4/8xzo1lW2fhxKi8sg1q4znH9e90AwOVo4/gnsLzoJPb92jjOp9O9Q0u4SuLR7O0ea/cWJmgoor4zT6PQz4bxuXe1ZEvz+DFaPHwJ3zn4dnsg+BEN7dobKo0fhWC1RHSD2+afw0UfvwWtPT4Cnd/0n5FcthCs7tkpQp38y0bSyDqDTmecivB39M/ulnkAaFvwTaXi+Xy4jLTSdTtRARXklEBk6n34udPeBMwg+J2qqkE/VcVlGPnUPy6eEKDoznDgBNXU1gF/Qtm0n6NrVRmt8H014nU3BiU8hd8t6eG75czBnWbZLBvMVrpzDiK+d7pn+RUw4gQwq+8scuODGBwCPhsGInmcEJ8PxKiguq4Z27VA/nqf14/GqUiipjqHeOh+6x/WW1ItUOR6ZhKVDe0BxyTGjrc4sH288ShlePvHzZ7BkUA/4xatDIL/mKbhSqtjEBZPMkUK9F4InSSIRovgJqCgtR32GCq1dOzjznPNADWf2WhoV/qbhf+jxwE6jJH7XVHwIRR98DLXQjliBts0Z8OXzqZ/a9HOUNqLwLsRYB1R/SSWOG53g3B7nQSSIg4zbEfAIMg77k/QEVFWUQ7Vh+2AfOd+nj/hX5JGKduPhIqjrdB5cel7LGAMrc5+Gs64b5YGP9TUunEHu0fXQp2ty9iHVaoxfOK7FsI+cdX4PNYbxFquKD8MRnB+c/uXLoEf3Tjwp/RySAjTXKkNaAtoR58ftiKqKCmjbrbv3OHHiOFRVVRr9heZn5+H8zO0v2X5J5cPMwZJtDyDVesCNSu7vmmTe4A5KUm8jyZdPi8nz2KfyJkpKuUMlGl7HYfWYHvDTJd+CHFTu1zeAco8GR8solTv/Trju3tWAKzawdPR1nkDH8p6EDteshtyqrQ0yYHo2lE5IU+CLRoETH8LMH/SESTl3waHqOXBJipwK3DmCQdlg7a+8+7tkQZQysmyQ71jBS9D+8iGAQTjhtV/dEKRIg+RJ670GIWPSlTQV/5MGPF1BmgKnOAViJdvgJ1/tD1niX4C7keDVRb+ELxlLQhrx8oNvwcxh42CbOAnkUEnb3Jo26ac0BdIUSFMgKAWaiUMFV8Y374QSOA2uyOgD4p15cNWgyXDTrG3w2oM3BsXli5kv9j6M7ng1PHUyBkOQXmu96FXzd5g68JvweJ/noeKPtzbYpoYvJtHTWKcpwChQ9VcYd/a3YG6bmyG7aC1knpd4VxorHeoxinMkShk/oKoPvw3b3v0HdPnq5dDnitbwxO3fhEd2XAs7KrbCd7olv7Lp17ZKS+s9RYrGfmgW/G9spNPtpSnQAimQh4ttvXCxjf7uz/oI/nDbBa5Y5M3BfONWAwarhMLPZsCFrrnSL9MUSFMgTYE0Bbwo0CwcKiWbfgsX3DrNAqPhKS/D3SmNZaBbWm9BP8SHMLHdFTDjX/80gO49aAI8+PMfQs8rzofO7WLwSfEh2P3WRhj72/nG6sOOkvXwne6NNOlpQWRMg5qmQFQK0Crgb/64D37xv7+Gq1Osr2L5z0H7q0YYoGLMHFg7uldCsKOU8a70Y5jY9mKlb2S+Ibg7ZW0j7k6BtN6TpG/k72bC/0bGOt1cmgItkQKVOf8HZ91wvwE67VB5+dnfwI1fPx86Gjso8ThxVTm8u2UJ3Hjnw0YejLcA02++uCWimoY5TYE0BdIUaFIKNAuHSvmOR+HcGydZCIHRwGFyprs33ZIx/QNKdvwZYzf8jy8lxsx6Cf7f+EHwlRQdRfBtPJ2YpkCaAklS4DM4vPcdWPP4AzBh2V6jLnI6L8maBN/6+qVwWQ+3OFBRyiQC82OY0vYSeORfx1VGDBwOxXsnwFfUm8Z5SOu9xqGztZXmw38rXOlfaQqkKeCkwKewae40uHXs/zmT2BsMpgz/O+FBuP1biWPZsWLpxzQF0hRIUyBNgTgFmoVDBeBTyF76Z1iVfRCDvHWG/ndPhJGZF6WZFIYCNR/Dzjdeg205f4UjRzEwFf51PusS+Oa3b4B//+4N0KNb6o4hhAEznTdNgTQFolDgE1g+/n7YXNsRzu7c2aygthY+qS2Az7r/HJ79v2HgDJEcpUxi2CoPvgF/XvACvP/J53DahX3hN/97F1ySZJDrxK165EjrPQ/CpO51s+J/6tBM15ymwKlDAQxaXFpcAh+VlsLnn9dDvYFZe+iGga2/evFFyV0scOpQKY1JmgJpCqQpEJkCzcShEhn+dME0BdIUSFMgTYE0BdIUSFMgTYE0BdIUSFMgTYE0BdIUSFOg0SmQdqg0OsnTDaYpkKZAmgJpCqQpkKZAmgJpCqQpkKZAmgJpCqQpkKZAS6dA2qHS0jmYhj9NgTQF0hRIUyBNgTQF0hRIUyBNgTQF0hRIUyBNgTQFGp0CaYdKo5M83WCaAmkKpCmQpkCaAmkKpCmQpkCaAmkKpCmQpkCaAmkKtHQKpMihchxKD+bBq6vXw+l3PAS3f+30Zk2nEzUVkPfOFljz8ocw8ve/gSubKsBis6aSBO445Kx5FnZ88Cmce90QGNn3MpnQgr6PQ27WK9D6hgHQp3tDB+uNTp/jGGBz31uvQdb+L8GEBwe6BBltKBIfh03TxsO6yo5w1plnQqcOHaADVf3Pf8KndZVw9KNa+PHkx+A21m9jpW/Bb6Y8C53OugA6dcL8WOCfn34MJZ1vhMceHpRCWBsK5xD1nDgOFSVlUH0CENfO0PXM7tC1Y4jyLlkbj7cujYd+dQIqDu+Hba+sgaKL74IHb7s8VA3VxW/Ba/ldYdAtGdAQl4odr/oQ3s5eD68WXpjifhEKzSbP3BzGrZL9b8De2ivgtlPwdpDjpe/AwmVvwHHoDj+5FwMvd23V5DxPJQCpwDeK3mte/b1l2bJW+UhOj1vrCv7reFUV1Plmb4vjaifoaN7d7JvTTAxuU9UUvw2LFzwPB44KOOuCM6HHpf8GA4b0g6/Ex+9E6QGASWdJU6DRKHAc56aH/roD1r1UAHem56YWujcH+8cCEP0QDfkXKxWLx90kqFr5eSL3k4ZsoUHrKsxeKDIz2ipY8RpSsbv6ZIO2ccpVduxt8f1WrQ2atWr/n2J/XQujV/VBMSPzdAGte4rNRbUNz54I9Dmy6ylFU+o3Hfo/KSobHjJWY53YMmeamDhxnKVdanv4uAn4fqqDNrUlb4oJA5FurG+3yxwgxs99XdSxmlv2Y43YsmSyBUeJ7/Bpy0RxBFlvfN4mwYFYsZg3erAF/5vmvhO6wiPb/2DU0XXMIlEaurQuULjxD6IntFLwpL5f6Lab81NzGLcqC3aKKcOuMXhz3azwMtKc6Sth2zP7FiV7ty/9q3x9yn43JL5R9F6z6u8tzJa1CGUD6XFLnYF/1IjFA89U/UaOn17fmQOHimnz14mCch9bLKBNVbjFHHc6DhorRmV2VjB0HrxIVCP8idIDo5jOmKZASilQJ7bPv99i+6TnpprgzcH+0dBYnxrWoYJ1l+XvFLPHaaO8OTtUyvN3i03rl4qhrUynCgnt3rRDxSoh9l+174oBrdoYg1Wrjr8UB2P2DM3499G3xajW7QTBvbcyRY6gKPSpqxDbV89VdKWJIxkAjfG3Z4aeNDyx91PfJnfN/onB937jF4n9Jcd887a8xBqxavQ5Bn5zN+0T1XG5Lstdq5xOrU97SBwM61RpQt6G5kGsQuRkbxKLpwxRxuiQCA4VavfYgbWGQdCh36OiODQgZoFYZbHYyBxcjdkvIoLcKMWactwiR4rdsRpVRhqFWEk0sm/eHaofjFzxXhI1tYyiDYpvBL3X3Pp7S7JlLRLWgHrcUm+IH7Hqw2L2wC+p/tOm11CxZkeOyMvNFTs2rRFzpt5jmTCSw2XMrJfcF5IC2FS1h1402mrX51FRQXDGDouxrdub7655XJQeWuubntoFrBCES2dNUwApUJ6/V2RvWqrmBOm5qRaLprR/NBTuTw3uUKFm6g88qxRpc3aomCSpUx71xhTak0deFpn9HncfQERMbJz4A/HY7qbb3eMHX2HOZrFkyXKxM/+ou1Q1x7fVfzOcKbQzZUNRfUoh9KePF2+1HDbexLFCzM48w+irvruN6orF7GG46oS0W5pzJKW0a6rKa/c9rXTWY9kfWMAoXPe/Km3Igigr1U3BWwsKoX5w/Z3MZPnYPnMc6DJikYeeCwJWhZiScZpB/8brF0Hgauo8WqYab9zC1WfcwTRt9RaxZfl03SciOt2amoIJ28dJ4frlS8SS1dtFpevCgZcuT1hz88yQEN+wYGsZDd53m1d/57qw+duyVv5w2JPR49Zag/86sPjnSkfQLhHHTtZYldi1+jGLY6Vt71+7Lnb521RCbJlys9GW3I1CUNaXvC2WzJkvsnKPJEwPjlXzy+lnqzc/aE9liBp+PNg+1ZTrxhvjWwp/9NjSnGiTEofKsX1PKUXa/AchvUWx8RhTYRw78TIyyrb/0aBf09HOH76W0uU0nFXKaTayibdue/NWy6GXXGh8Gubp5NE31e4LmvS67Yo5duhVw0vetvdDYm95ah1RDYNVtFqkzqIjJrTKxVesapmDOJph2vi8jUYFs5SkBa0aRsNXt75ntrnKP2RB1GMhLYt2GvNUP2m6NN64xXCq/5va2ZmsjLBaW9Sjty5vUWikEFgto8HHtChlUocC14VNZ49Fw4/D3hR9dN887VDx43/9kTfUSjyNObQTNNyuxhoxb2A3w2Z2H2cSpUejb/ModarZ6s2DqlGgSMV4IPtQk4zxUYjQaGX0ONGcaJN2qKDfXJ75bBzGmF5MGjjIm25f+KovfFVNcp/J/7zRxFM35A+fztdynsq2/N4YbMMP1A2Loz9vtYIg44NP6BsWCl3b0V2m445k0c3RtG/17wy69Z/ksRVXV9Xin2oPPG/gSrS4dtLrln4pB0pKixJTRIjG520yDKk/oHfrJGuIK6cdxSwqieKQs9LOzemXDK4tt2xjj1s2SuE2fHlUNlkZsdXcIn766/IWgUIjAGntu8HGNGuZpu7v3CnR0hwqDanHowiLnAzSuOnnUKG6j+76kxp/TXskxBG7k383dx9jO647SBOlR0GuWZQ59Wz1ZkHWCECkajyQfahx5qYREG+yIk1s/3jgnZJbfqrznoYzeo1CvQiwcP/nMOqyf8DyuYtg8/4PjXfdMwbAg7+6Q0XeNl7G/zle8XfYsHI1ZL3zd+NN57Mvhx8P/wXcds35PJvMDfk7X4GsF1+HV/e9D6effzlc/NVLYMCIUZD5tTNd8gOU7H0Vlj33EuzC/HB+Bgwe2hcOPvQzmJFXCyi0kHt0PfSJFM3/eGJYTnwCyx+8FYbNfkfBNmv5aji/vh4u++6P4aJjG6H/tf8J+42YvnjDyKBH4fmhF8Jn7S+B2wZ8m92kgm1tfQXWbHgdcj/5HN93hiu/cyv8YuRAG02PQ/H+PbBp5VNw5NqHYfrtX4WcrGch65U34aNaARde/xMYd+9A6C6v4kgA3/WXmrc1ncDbaPa8sQGWrCmEXy38PVztcisS3f6wZuUGeOPAB4hrV7j4qqvhO/37Q9/vXQvdZHuSi8YtHpvhqeX/gCkv/Ra+gpHan3l2Pbz1PspL5wvgzjHjkf/nKJqFe/gEZva6GCbkfQboNIClI3vp4ic+hKxlW5G+7ePv6hHUa+DO266CPWuWw8H6diBTKENNTTv44cifwIWIb/XhbfDizlKgovX1p0Hf/xhgvKd8bvQp3/t8At5+BksG9YC711cCOtrg6It3w5Gdz8PiZRsNXgGcBYP+50G4vQFv08iZdQfc8NAaAhkW5n0Ko3qeYTwDoJxORDmd8Q48tvl9eODmcLe8xCtpcV81FR9CSbWAiy7tAfxSn9w5d8J141Yb+Dyx+xP4n+vPColbMrwN2tdNkEh/vvxiFry26S0oqAa4/PKL4bIbfgy/vKsfdHOD+vjHsOn5ZfDSOjN/71vugBu7vwuD7v6jkRsny7D2V9exkiegYOd6lMv1cKCsGrp++Rr44a3XQ5fPBPQecovqA7rACVg//t9gEOq8L933ClT88daQN/9YafePF++Ad9eshJdefxM+QR3W/Yrr4LY7fob6XuoHuhHiBVvfrYdYl57w0wHXGnw9UfEuLHtxH3Q5qwv23c+gw5e/Bbf3/boGOeFTSL1qqy+MbpRFo4xb4cZS2VLA77q/wrDTvgnLxQlwykjAOtyyoTxmv7gGVm3aCmU1ArqeezH0vObf4KZb+kGfHs4x3bwRJlVjxwm8rXAvZD27GI70/DVM/9lVBsSJdTllC9tP3Iih3yWDZ3A5cMdXQ0FofQLZq1bG+dMFvnzV5XDj934E/f+9F3TvahvYwdp3g41p1jKJ+7sFOoCQ8lNV/C6se3Y2HL4K7aMfnYT5Ux+Htz76HC787l0wYXQ/EEnYsgRZpL4ewnZS2IfW46pkyh7y5t8Nve5dYtSPDhWoeP1eZsPamz0Oq8f0gDsXlhsJGOcO8qsWqhs33WwqOPExZK16Az6r/wBm/Py3ht3cb8wMuKf/pajX66H9GWfBv44dhX95pZ95Jdx8y7UMphBj7fEqyN2WBQsXFMNDq38LJ7c8BY8t3wG1aK/e/ZuJkBm3lYP3vZBjSkBb3U5lr9+h7IYguAfJQ8AE7K8luzfA64drtD2OpvrXf3QHXB37Kyze8B507cos9foa6HDpzXD7dy/CBj6F7BXroQzoNs966Hrp9/FGOnof4q/qA1j93CLI2voe1KC0fKPvLfDdKzpCrNu3jdvt/MaDm65rDa9sOADtGXwIHvS6bTD0Oa8TAnECbxxdDvs/Ow3QGkG5bQ/XDhwIV3YjeAFkH/Kem4aQ2QR4GA2G/Ce43ISUbxscUewfWxWN89PD0ZLUa+7VHz9njlrJQoyUF7ptn0cc2/r2rXrYTMfVzHETx1jOVg6ZZbtNBG9rmZBhRvLuOOgRsT47W8xjNww9kfMPGw41Yt3U2436W7X5vpiDMUBmT9TBFwm2yF7AgLAYMQUQN35zReuMDAOmyWveFYuHXSvkb0mrDLyFiI5bqGCYlfvFhMwuRpnew8aKscP6mDSLw2/eXFMnNsZxlfV0HPSQGDugq8or33fAOC5GEC+klj9874tDO1aKsQOt7TlvRSoVy+J8IHpORf7PnDhCtUvv5O06tYUvW7Z6EkwTp45XeSWM9O3kp429Hj/57oJn8u2BVEstgdOoHRkYrXDHM2qnEL0nmZmE0ejLWbBSGZzX2PmC773pg6tuCXmrV+ba931IzGOBQTkdpm/+yAPTsK/d46fU420+YzM6GjzYkIpbkMKC2dT5MZCxXIlXAe9CwxSRt4H6ugbmgIz1gjpm0pJ1Inv9E0qGOw1+UvVzWeLYoQ0qvd/42WL5ch0YWcqcdfcBrojFz6r3Hv6oyM7ZIRZPMG91o/7h1AVmSzIGDeXZWh42GLSmHcFE+lDCxr/vWyNXNGPiwHrztgeZTgER5y/fovouQbVv8Z2qnnuWBj2OFE2vSnoLvPMoqG7UZaKNW6HGUt1Y8KcU7FApy9E6d9C4KWLOnJliaIYZWJJ4yW2AlI4dGEtk2cz7LOO07gdBdHm0fuJG/GTxDCQHvvhqqOhohtSFg6fOE4tn3qP6EPGnV2amQTPSNebOEt13g49pugzVmbi/a/iCy0+F2Dh/mhiQ0U7B33f0BIUbtSv1WVRbNlpfj6If0G4Lrcc1zVL5JFfXiZ6JdqgQHPZdKmSvedtUWCCug1r3NC9JoHaMT9zGbvf9MYZ96ZXevt8j4rDcIh5wrD2a96qYwm7CIzmZOHG4kiNq/6ZZfzHIGqjv4Q75VNjqBgAB/wlqNwTB/cbxjwemT/D+iped2HYwten9S5GVhzEc6w47bpbtO3wCxs0pM7HHAM2r2Fzo/ixrfLxEJFI7T1CmZqENsQMDxcpbTm8ybrfzHw/yP94vZgw04xRK+Rw+dbbYmheHjwA4pi/6aN0JYwixo/WyD7nOTQPKLDWRGA/KFe4vmNxEk28NSTT7R5dv3KeUH/khIaLBdHNeoSjJ3ypGZXRQymf6Vu30OBI/ltEHr9qUE3xRp50mVM/DW/Vkche7nWSDMtJrxJPxIJvtMLK33mIaU0GpSGD3s5t8yvDKWinorkIbgB/hYNFblbThoRvhwTFx14BOMJ5KzQCN2LmfkQoD3x+SEymkUeuujxhXlZYX5YuNc+5VuBGOpITW7DggivI2W4wH69Eib/jKcjeI+XjdrlQoTnqRcjnbaJMcZofZjSgWOuN1y7vplh28CSAvJ8siEwTnmFmrRH5Rgdg4+y4Fv2tQMxt13H7KGA4Eq+uEj00MKDArv7Xo2B4tG3QMxP53IH4LxMr40axE9PHnrdWQJDqMn79RFJWXiC3zNB9pUl9qByTCb3UUA9vpPPg544hL4Ra97daTXhHa8itSXXJQ5Obli/z8JD5YvtwR8c6vVf+0uupKUV5ebvQTuhWKeNEbnbZ8oPOvwZ4ahbfB+zq1xvnZdcTLCoBje/6s+hAPcn0SJ0eyH9+3ggfarRDz0PlHONNHTyTRfo3HkrE7lrbPuNnXGS3LUX2TN4czaORxKWUUk7NoziqMgL/CoTeeYfpSHvOjNk+/5wVFD/lAgfwo7ZpJr8hXgb6j69WQutGAJtq4FXYsDYS4PRPTm1xG7NmC/pYBjA0ZyXqfFStFeTxLy6OMxZPKsQOvzF2/ZAFODPrrdm2Bd/10uZT3sP2EIa0fk8AzsBwEwJccBDMyzIUcOWEkIA+sekDRiHg3fOpUMTdLOjej6D2zTNj+Hk5+KpC/c8WEYf0ssHceNkFMGHWN8c7NoUL4BbFlDZ0Vxg4yuB1FP6Dej6DHtXCl9klOBoluQRwqfGJJZeiIVSKbysCgVsdzcm0nUTrKthH4PIBdTfDMmTnJHDsxP8FJn4lTJyoHLB0LDtz3EIHoY4q3rR6Us2HshiC4f++B/wtEn3D91cSGy9PIpVLHUJqOkUMXJ7yq5oNxKmC8L1r87DLiOWdg5HgW9686sSzej/lc9WSZGXuQj3t+4wHpThlYn2RlrculGOvGftm49OHVEuuCk8TZOdcKLrM40QqMhzsdnG/DyE10+Y5m/zihbbw3KXeo9Bv/HHNsoFHODHwVj0BecebSGco26hs2vjT+pXhsA+04sU/89sQnufx9ffxKNUNJO66GrdI3nUS6NjkcLHKCQLCQ8tdOH5PpfEXEfma3cN2DhvJ2Tu5LxYQ2cUcV0lDdYoNGr9xFcdrwx0Wx9MZjU8eYx9eunGRMGTf4qHPKdHsn5zE5nM4gIfawIGVnsokMv67xCeY0E4LxBq863s8cNMG6iFa0fCeOvSx3iHHFaWkfnS17Le2bOzyoXisPvenjx1suF2TMPYPGhP7zljGdJ9wT59V9S7eh00Y7r0g26eMe4C1cO/65Ea9epyujRLYb5ft3DXYjlqY1h+OJHYX+qPim6olFUN6G7evccaL0KsHEVj+0ARBTV0S7GaB8pVCXwariwcZpR5Za2cMmTh7dZhgDrg5LgoFNvq+d5nRMUhbvP0Y7Y3cbi8MSKzaCe0s+WQymk8VaJ6IsryyotTQhxwmrM9mSxftHBL3K+1tQ3Rhp3Ao9lnqj6ZvCeMplxLeMZ6LeLcdv6VDZUYblzggymHksntSNHdbbCu04yr5Asmcfp2Va6H6iEHY+hMYzghz43QojcTLwtdhQerLgHAtZ3w08prEygft7NPnh+NJuBTMQap0oyM0RuQXmCjLHO5Ati6yL0tejlMG7gSPpcad0peaNnAySzLiNM45Wj+kg+dZ+5W1TGXUwXeRqsyZIDzvWchuY4JweXySoKz8scnJyRXlN/MrmwPMZxCLCmMJtRle8HQR2vghnN1B5zQtX3I2FrUR5ytWcK4y+55N4+8Iit1lG2m5ilGl8QclJCbc3ev5wv8XJL8S2CReIs6e9pQpxPWEfDyjTETaPpQUey/pf3Eaz2C/xmmUfss+1wslscDwUQgkeQstNBPmOZP8kgDvVySl3qGAMFQsO9UdeVZ5caaRw7167zAFi2LBh6mM5HoOGvFydp9X0TDwuM2LaS+x2khq1fU4LYEysG/dNY9LmdsyIKyVdxgJywh/BYaGqtMHgNsh4d0xdjhQZ0Wgg0WkgfoZaj/JMlsdC2EBiD9bF25F8MBHV7bjBx+G30kuXs77X5KOJl1wV59f0KqWBTgur08Rap+eETTdhe9Ll3XYDycz1hS+qSb1dqb0y7ByVxlfX5SqkcwuhbtNOB05zp9LV5Zy7cdBTi9doE9/tdUocwn7vmvkThZdRLxq8WTjpJB7JPke7ufiOnbBtBMlfV16c3O6UAtzZgjtU3K81DQKBS55YTMTwI2J14sCmJxQ9Thv+pNI/LqV8XoXlrc4fuK+jc2E2rrhm4PGWNexoG93SJPuc7Of1eNSO6qWP0hUMei6nsgwl8x1btFK7u0geoUO9u2S1KGUOW1adxaHinHRZcrr80LRw00f1h3QwYXvfKGSr5xi/Je6MpyZKxSNtOhq3OandkC4te74KrVc1DnYYZRtO3Rht3IoylkoYQn1zGth2b4SqBzPXxq/XJnn0cuLK6yMpDw+gnbqxQzsQDbhsOPI+YtflkfuJD+HC4hlFDjhOvN8TWDzN6hDUckqybR2jtdwHH9N0maD9Par8cJy85I7nCWLLettHmrnOvl7tuUglSznLnBRR9bisM9XfUmap/7jx0t4+TZil7UFldL/SMuGqP5kucm3HN13XTW0GsquZDW/AY1loI32mg7oHnc/wRYeGs9XtFHb5HcJuMEtrernhHiRP1P5KDsSXRp+rbBe+GHKyTNs01ssnaozdGdZ3LnRwfWVdXJu84i9qrlmb/6pYsfOIKsX1hJZblYygx51sKGO0KLCBBeg/stG8NMO6mGuWlX3IKveaB8FkNjgeDGL/x7Byw/pgMPnW40qq5u3+CEZLTblDxSFcbPudHLQPLPtv1Uko5sqcmTPFzPhnDv2Ov1uwfo/VsxfHOVZ+EM88W8/zagHU3jn3SbUWTl0mGjGplD8slEO356b8PTsmHn+Sxw/a9v41Hr3B2CSKTnEaGe/mib0l8dVYLsQ+BqHkA0GXCD6ebqWXxsvuPTbrpX+r1JEsWqmXK43uSoPy6zqtbVFagD+mxNxorWuwwqXiPDCak+LS3nQ8Iz/hekFOIeuuFarRG2ZP3hqA6HJusHrTSGMR/Emv6BFexK/D6hhcnVr1ojS3CXfwdk6NnIfYxJyOiHj5DbyxDclbJneB+7qlcYwjku08EiP7OZ/wWSdHZiVcTmUZI4XtdiHZoM+IWS+JUstyiwUQ8wfTQ+462KWMeqVp514Wr42MH0UgHWGZ0NXr2x9I38h+LZ2hI1fwbcOqwcQPDB8LfbCkO+00DsF1Y6W6CtQdb10n143JjqWJkY/n8KFB4DriGTnNplt2KOqa+IoY3+XkrRfd6aNrTPzE4fLjs8PGidpPfEAKi2cUOfDFlx1/5Q4tAvnAYvN6XOd4qHkQfEzTZdzl3tnfOdxh5IeXs/NXsoLncfDZxZbl43+Yvi53/QYvU29xcIfS4xK5FH9LmaVxwo3/juYZPamMpreWCa7rVHmmi1zb8UuPNNb6wxOl71kcKg1mqysKBXzwtxvMSvxxD5KH96kw/ZXq9hoHOM1JdmR/OHnkNcNOsU/iTTgT/yt3slKd9KF4bGtytSNF1sBx0nIrU81vDqMew8zjOBiEWcfJZMVkH7LIfQSZDYoHazrEYwC5YX3Qrms57XRa487bQyDrm7UJHCp6+64knhSa0KuXePZ3XdyRQgK3JveQ2DLDXHlXAsgY6apsfSbAvpSzJwaBxSijFZIbPFy4LB2TGWlP7LbHVrEDE//NcJe0ljl5O9Y0f/i4waBoTJUy+Oi9ZWIjG2W0JuUkt+BJ/lvqM8poWJxpqlLvB4a/G615Qb4lTxqMfIXbUKiGZxnPOB572zhK5Tx6RTV6w8xpbuGtAYgu5warN404FsGe+dZJ6nP2VXo+4Q7dJ4OB0LJyoRzJo3P21YVgiITkLetLgft6HJAjeMZbxqkaPO0FUYA7VCTssp9LWSKZdsqhl1PAbODYgbWWVUTZLxb4HYmy9UPrEblEFPSnnV9/o5r3xSd7BKeM/WDEfGEOlkQQONIZPpKmMg/v4yqN8TOwbtyuA4C66QMvvCVvU95vfWggaRH0W8JMPFI0sxXmZ+45brKsc3zQcuNMs1Xu8dOVl/G8PM21D0XpJx5w0OuweMr8nFY+1RtJHCc7H/huCPvOxS0TrzcmGxSLy+pb1Txwk2EJo5U//mXc5F7WE1Z+/PCVtOJ5HHx26wNR+vrWrUpHB9YPeMSV4+2ADRHgsNv5KfFL5TeHz43/9rb5zgXuAHfjuaUs44NrO37pjF/Bx1oto1bZNaGSeIfpe03tUAliN5jY+eMeJI+kT9j+atTNjvKqXe4nPxBjW+vg5VTvNbgjlf6MGIouR6+MxED/1IhV8RMOVK/89BnzpDWEQvw4NKW79UWjKSaHJDdv4iKmtMWvnbbNFRpJK4ucRZTZIHi4AuHzMrDcMNztushVT7H8rn3aZ57lA27Kk5qVQ8WqRP1xP5q3Vg1CI2a9orZiOQSQCZ/7ikcQBdFAsBjV6PbcBIULl6VjMgHz6nwOKFmZQEIcAD7PwQ0VnQy8ZBgFFHTW5U96SinPzngeB89UOU0ri0JR6YkedHl33rPybHWEVokq0c1gHAvA4MYFaBxLRUqr2vL8ogxGy2rBR92mHWZP3hoV6HJucuFNI2vrQX7JM6WEkzV+jiytVwEpj/T2y9QG/a4zA8BWYhBYCgQb7VMp6sJvG2FooId900IxcdxEMXf5dqVLdAbNG98BUxewPenygXjL+m3gvo7yuip+axkZGpsL4sdxWF1SB1jiMVjiIZhgczmVZThCsfL9YvZoHbhW9o3pm3kwUVaCwaB3ebF030d/2lFR38DTcecnwUirQPsrC4zYKvajfb4g2BMZPnb6uNIuim78cK8a39x1l6YL1zNKTyTjMLLj6/bbhwZu2f3eyQCOxKOb5v7FPSsbx6VjjDIqfHE82at22VGKO30oJeifKy/jhXmaZZxmlYfuJ6ys/TEsnip/CDngONnlmrbb71n8X2oc7DToUdwJWyL2rPud8c7Yceq4FU7zIJDeM5D2L0NZ7P09qvz442tygOdx8NmtD0Tp65VFkWynZPW4iWHq/pUySP3ajf/2lvmxPutOHS0TXNep8owPru34pbO04GOtPzwS7zDzmaZzqAS3G0x6++MeJE/U/ir5zRdJpu/8RBzdbh6ZeQwv3JDhHeRYT46WpMZ6o9GY2Ic3JvLjaCTT/OINXz0hAcdvqbuovDGXiMdWcZ9LeIxvkWSWgEiMBwM1wWNIuWEw28cWTjuVxsb7MPZPAqBTntysHCqGkC3lN05w/M0zVcbuAeal7DJikWUCpJSZNLBw27f0XpKCk5N4XXMQBaFzO57CwGIU1u25KX8uXJYBnAmkoSxs5zYlXLSSlCEDuLIySlDjGXk71jR/+LwNVV2O+Dh9p77BScJmLyt3sTh4pgroOl0HUpXP60FvG6PVAvtODHspNaCjR3v0OPMqvPuz6GapKnWsgHCjj/fqgzfMnOYW3hqA6HJucuFNIzsWiX/z+CnOq6TN8tJpRLhSEK2k/BWeINWJRZlfUka6pG2U76SC0mI/kbs4qO0nHE4GzRsj3RIw2BM5lqDLB+It67dB+/qRjWbAaoKP33bjZqjxI0w3zXKujHA55bqhtugNsXTzIYUXX52gdq03q6lslhgqXrEKWG7boz/tuE6hlXMeLFdWRDtSCD7+cddPskSCb8YfTh8q5U47jQPB4N62zkO6bvfRg5HGLaknqB25086JDRtLnYnB3vjQIFgFOpcl5gA6s930NM/Dgy5LfJ3jg5WeVmeLbtvvyZ2XZgmeZtflkfuJDzBh8ZT5w8gBx8ku1xI0HlNM9qfhk+aJg5UsWLTMzJxagfSeUU7zza2MW3/nskET8aDyEwRfnsfOZzfdyuEL3NerdQyV4GVOiqh6XLEnxQ9cBt15qQHgASidNNAy4eznWAfTRa7t+KWztKBjLeexGzwc78A6mMFh73tcBq1pmi6ueGvyej6FsRvMSnSbbrgHyRO1v0okTpbpGwo7DBwlhmZ2EjJGytHtf7SM8yRLcie8LB/8u05sWbJEH8Wp0yciqF5eN+eRQ0+wBuWOFFmevr10FhWTsmShNZOVYDIbHA8Gqu9jaLlhMFtl2MNmSvW83Re76Ikpd6gstE9O2E4ASVgujLSl3s1bJ1dH1uIqSC27tYcbV0QG6bXXAqivjCLhdRr0OiK1UcbDUeFF4nCwUC1aIbl53jgtrLTT5QiPL423RYqmqivfNeKsqNuQwgox1ZEAPp6uaWwUVGepCT7XSThzPlG63B7sqjRssNjbMltM/O+u2foImHTgeJWqZQEuCQc+QTu0Ssf5oTRnMFpZq+aTHWZv3lJZXc5NLrxpJNsN+h3w5iTWT6lPOq6iC9pcgnxl+TvFpk2bRHZ2duTP+vWbWAyYBA26Jce94a0xyDXx1jEgslgclB5+x05Y3ur81F7ivq7j3pDMWeQcdYB0Fkl9W3uABXKlOECWlX20T+PXI1Pb/OzxsT1/NK5ltx7ZwWttB3Yz6OZoO05rbgA59a8bQ/g7TQu3fsGDvXnVTe3z1SX7kQXeWqDnCHpVxpkgmgbTjdHGLa5jgoylgfB1y8RpYLtVwS277zuua5A+awuck/PCdfq2v7XsxiZvvajlxq6HfWFhiZyWsu/IZJ5mHafRQIzYT2Tdbt9h8eTwBZUDXsaOL8F0YNXD5iQiO+jV55oHbn3XHSf/Mq79PaL8JMKXcOZ57HwWrF1Or/B9XcehCa4fSE9H0+OEV6y6UlRW4s5O+pGiP8lfwokm/NZxgzUat1spn8TfCpeWCde+zHSRq2PBN13XTW0nHmsJbl3GDR4uM0H7HncKcVmi1nh91jQNh1v/orL+f+HsBrMu3aYb7oHysH5DNA+j7836NdxSZu5bE98da7PVpKPFnw5eqTXi8badxcO2xeGy7X8y5JTalvNPziOHnrBVv2WKdYHnXp9YbrIPWWmteRBMZoPjYQPV46emP8GVyN40KmF90CrDXvIdzf7xALjRXqfEocINcntQSwoSJI1bZayzibbRQXACtyD7gKiuqxPVFHB2yu2GAMtAPlx4yUO31zg6EhOFOSvV5MFkdD2WrxRFW8wtYbLzPca2ptce2qBuwaAdLFn5R0MRPywsMVTGzglIhVg9f7koRmcOj18xZJa5/bksd61YurVQHTWReFwzfpE4WF4t6vDYxIEdcdz55Jdtd1e0jmPHeWRN84ePX5umzjBKiqGilIFzCUbLSjnm4Vv9+F3schucM6gdc3a5BoCVDXt/8yBWiSfC1mCt/DgM9ywbcNomoRoCK8z81iI/3nK60lZCeZuVrFfd8hORDrIewa4mdJ3YqYzaO0687O9xxpNlb7mPGLxYXjtOBpXd8OMrKm68SYy4lgm38m685TuEiP7+fd06wN6z9B0DpFh1sVgWPwZEdZjHKWpEZfWHxnE2ekcf2r5/WDmS9U1plNZ/0kvqBiWp61YW/NOCsrza3mulha8aee2IslRo+aFxo11h1ZY0nIgse8DAwaGLbPmkY9XAKVlZjqJXI+hGri8J7kDjVsix1Eam4D/RQJKOOgrUnOzfAXacxL7rlG5lksdJ1WJBvMFUjh3eYyQ5TZ5SRrV9nI7aT/xoGBrPCHLgh+/JMtNuIxtpwaY9Ir+gQBQVlYgSPKZJE/PqausU2MQlvN7jk9Uw/T2K/PjhK3nB8wSyZalghL4eqQz2CzqWTLqBPkH1eP0RvcJPRzDt453EPdlv7lhy3vJETp1ysX31Y8r+JhxOG/64JTaFCYOWI1c9X/83da26WzsiQXq4sZYgSgBPhL4n4/IRDaz2uPcCB/UVv7lEYv7psZXaTWw30D7lBLgbjSbOE6W/cnz4NeP2XRp8B7bXIguvy/vZvB2nywj7Du1SZS/Km3n8xgNH/UfNGIxE80THwqTzxT43CiezwfFwwOr6IoLcRLCZItk/rvA23suGd6jEqsSW2XcpJU9XjRarAAd1lnO4bXs/hGfazRtpynZprx8Jmv3Tvt8jWtEyY07mk04a+Zu+W/dsY1xRtRu3VC4bra+/pbTew8aKqfFjHUbe+Oo0PZPRFvgvNCz1Yt3YLyv82mUOFUMz2qvdEDz4G8EybPQwI++9xj3oFUqBUprbZ/pmuXqE5+XY7SQd+tFNLnLlr07sWnK/Kt9nzCJ2UwduB/eB7xhu+x/aqq0qS0Y+Pw5yjK+aoPFFEbHxElpxKHuhKqNhxEG1cr8Ym6GNAorDIOurK3lbp6GjaGmOM7p2Yj5pY9x7+6WuRSoquwKj84fyfKZ7MFqzDj/6+PH2aIGVrk9gkE9Fh7K3LY6qyWv+qtI05D5PsQqRm5MjcnZsxtgX/RUf+ox5XGTT+xx0XvLiuLUxd0e2mD1O5yVZm7x8i8jLLwrXNq+3GT9L5U002V8evyWL4MXVMy6fdidhEJSi8TZMX9c786ROkLtt5G/+3R0dtcf26dVNSqOBfdzUicb2WZmX69QNuDNQGg1kwGwtiDueqw/jdc1nGjLldWuOPHITbRXNeuXfPXPWifwimsSViC3z7jXaJed5Ftu14MYTvktmZYK8buX1u6h6FSfhIXUjGcxRxq1QY6lGLPhTrFpsj9OeZIV2/OzmfSZ4TSwnBv9jY3T/SS/gmIQjR+VhMW/YWQafjTFMKkUsmdKxA3HkdkynwY+z8VMIP10etZ8wYlgeo+IZSg4S4CudRFI3uH236TVALGXBqaPpvaj9PZz8xHARavtibQORfWnR+8SBiLYsFQ3f1yOWiaTH/6xsANL7FByzIf9iuBBagtfKyuDoJCvUzqQ5i8Xq1cvxhsqZYuywfgoGIx11OC2isu6tQPKzqWiCvy8ex0fWk5VfpsomTqesYcbamKgs2GmxCcgeU1OceMuh+h5inQpbnRHB81Hu6Jf92d9u2BkA92D0obEtrL63IMEC0Y607ZCsL3zRlC2+uGwpHPSHdliNmPu6spEPbTHnqtyR4zceuLUmHSXkrHFzRVOZ6pK9VjnLeo/1jzAyGxwPN1jd3oWVm2jyHc3+cYO3sd41rEMFPbPcYy47KSnTneVHxQvDuluUqFSA8upZCjTLJ+uy/Pj5Gx1e9MItf7DUJQfzY+w4EJXXq3pVYt3UkZYylD5i5myl+IdPnC225hU6lGMiZoSFpb7wVYtXnq5GNXfZUEt43s22Jey++IqzCYc7Hh0HjRWb1e4a81pfST/+/Uz+EYvDRKZZlYMbfLXKoSDLyG/D+cAG5dqiN8UU24BJeQnGrTJYJiLDb26QddE3BZEqOaQDwfI0vmvEpEfif8viO5S8VtAtNaCD7PutWqutfDxN7nZ5Jv9z/jr+XBeAPu685TcMcVwpSNpR2zEkmW5fxXABSL3iOyxoC2oGOg/pIyfMxPuDaocC8mWPNrhkXvqmtj3jZKjWWu5DITr9iPeEZy88mztu9CClL9r0/qUO9BoCxeR4G6Svx4GpKxYzBp6h4CUcBk9ahM7sSovhwlcxj+ZtMJy5Uqbom2RhTvzmNHL2zl29RRRVmkO+PN6YmaEdqrLspKV/YYM9IxDbghv1LHMdGhazmfNbtknfhKO+8pu1a3+MwxFIB9jLqt/J6VWqJqhuVE1i/KYo41aYsVS3lfiJx23gfKBncmxtLZFO+8R1OXOgo3/5dNUHef3jF2iDlsqlcuwg41jqRg4DPY9cYO7+8hunI/UTJzGMN8niGUQOguJL29/t9HD7TQ7LZPRe9P4eUH6YTrLDT7utjEl9krYsMS98X49WJqwerz/ysuJjkNhyHqLp8VofB7DT1v67V+YAMQZt7s05hzwmlf42Ve5hfTuSvW6ySROlW4+6uutZq10txKFl1qPfql20qzYUWXVfkL5HC3UbJ5i3ZKm6UM/Qc3RbPYSDLITdkL1EB6W2wMpwD0Mf0qFB9b2bsO2b90PDUWc5cmJkrBKPZ3QVzlvH3Grxe0eyfJ1om5mp+ovEu33fh8Ruy1jnbtt71S6vUH7MdpxI5ue7u2Sb9G09rhxMZonOwfGQECT4Dig3HQf9Tix64JsO+hEuQeSb4ldGsX8SQJ+y5FZUMyLXjP5OQEVpOdTGYgDt2sGZ55wHXdt6gHe8CorLqjHb6XDOed1AZjteVQol1TE4/czzobut8InjNVBVWQO1dXUAp58DPbp3hZrSUjhx5nnQraNHO0Feh4WF8pdUArTtBOf2OA/sTVeVFkMlgtjpzHPhPBfATtRUQHllLSCVoN3pZ2KerkGgDJ4nAXxBKjpRU4UwVpswdkYYkdZN8/cZLBnUA+5eXwk4qYMHrj/LF4yKgwcBLvoadLczBT6Dg/vL4LKelypZ863IIzERbz2KpV83BgVO1MDBvD3wt4PFcLTmn9Chw1lwacZ18M1rLnL00cYAh9oI09dJtqpj7VD3nQPdlO47DqXFZRBr1xnOP6+7TXZPQE1VFdRU10LdCYBzLu0BXVHOi0tj0AN1quMP81AFx7FvVxp9G9s611t35s6/G667dwmgkxRKnxmGdSfxd+I4VJRXmmMD2HH0r7c672k4o9couHfF+/Dkzy73z9wIqWF1Y7RxK8RY2gg4B2/iBFRVlEN1rTG6wZnn+9gAwStNSU5PXR6yn6QEOFVp8nJQnf8iDPzGHbB70B/hb4tGQsfKSjhaewzITKN/Pq06An97ZwuM/e187GPvYR+7SrUe+SFyf29e8hO2rxO9wpcJp8fJRi4qi8H5l6G+l4ZzZEadOgXDjLXBsE6+7yVspwFs9fB2Q0KoQmSI2F+PfwL7i05Cz6+d42jreOnfoaTdJXBp93aOtEgvUBdVVVUaY1K7zqfjXMbFNsKKPccDS6PmfOQXrw6B/Jqn4Mok+18omQ2IhwVcnx+NJTfR7B8fwFOU1AwdKinCNF3tF5sCle/AsLP/DVZ2/C/YVzkbru7Y6otNjzT2aQqkmAKxgpeg/eVDAHe9QF75Qri6a1P1ueOwekwP+OmSb0HO0fVwfZPBkWKCp6tPUyAVFKh+BwZ+6QbY0O6nkPvJMujj2X+Ow7ze58JLv8iG1351XSogSdeZpkCaAmkKtGgKSLsIY9qhnryhReOSBt5KgbRDxUqP9K9TmAKxotfgB5f8EN7s/Vv4+9v/Dy5J0jN8CpMqjVqa/mnVQgAAQABJREFUAslRoPqvMLrb9fB02ztgx5Fl8J3ujelM+RRyN++EEjgNrsjoA+KdeXDVoMmAV0TDaw/emBxe6dJpCnzBKJC//H/gqmF/BjzSBTtK1mJfdl/1Ldj0e7j81smwoaQefnyee54vGOnS6KYpkKbAF5wC1Yffhm3v/gO6fPVy6HNFa3ji9m/CIzuuhR0VW+E73RrTLvqCM6IR0E87VBqByOkmmg8F6tCp8h+X3GqstuUcWQrXexiHzQfiNCRpCrQsClQffBkGXjUQ3uz1ILy79VG4upGNhpJNv4ULbp1mIRpNBnPKcHdKI8NiASL9I02BFkgBS39q3RPGP/4QDP5OBpx3RmeI1X4C7+9/G15+egI89UYtDMFV17XpVdcWyOU0yGkKpCnQ8BT4GCa2vRhm/OuflqrTetJCjlPmR9qhcsqwMo1IYAoc/wCWPLYcLhrxAGT26BS4WDpjmgJpCiSmQPnuZ2HOvvNhwuh+ycVMSdyUa47yHY/CuTdOsqRN3/oRTM68wPIu/SNNgTQFAlDgxIcw5+d9YNwyjPnm8YdBu+GFRY/A7dec75Ej/TpNgTQF0hT4olHgY5jS9hJ45F/HFeIYGB+K906Ar6g36YdThQJph8qpwsk0HmkKpCmQpkCaAkiBTyF76Z9hVfZBqIXO0P/uiTAy86I0ZdIUSFMgCQqU7n8TXntjG+x77yOorcWKOnf+/+19CXwV1fX/YQlCFFpQoBUrfxdqf1bCZv1pN8titVZl0fprSwBrBaQboLUCdpHlVwHrT8Aqi7KoLCprgiyyL1pACEqoCZogQUlsEpI0iSb55eXH/d8zM3eZefPem5m8FxJy3ueTvHkzdznne849994z954LX/vmjfCD/t+Bm3v+P0ew63pURFkJAUKAELhAECg9sRueX/g6fHT2C7j4ygHwhz89AFdTDMcLRLp2NsihYseDfhEChAAhQAgQAoQAIUAIEAKEACFACBAChAAhEBMBcqjEhIgSEAKEACFACBAChAAhQAgQAoQAIUAIEAKEACFgR4AcKnY86BchQAgQAoQAIUAIEAKEACFACBAChAAhQAgQAjERIIdKTIgoASFACBAChAAhQAgQAoQAIUAIEAKEACFACBACdgSatEOlprIYct7fBxvW58L9f/0DXHfBBfqpg+KTx2HPpjWQd9UD8NjdPezSo18SgZqCw7Bo+W6ogc5w3zge9Kl9Is93b95yqePtLvPwDljz5icw6oJsd1KtLoiLhm0bFwRkxIREoAYOrnkF9n38b+h64zAYNeBa+aS5XtTVlEFldVDu20HHjm2NzDWVn8Gxd7ZB+vEvw6THBp+XE7GCckH5GgcC8e2LP+dtfRks3X4cki+9FDp9+Uq46Ud3w+096eSmREu78vS7sGTha5BVwuDSKzpB92u+DfcMGwhfNU1FoqtvxuXXQMGJTHhrdRp0+MnjcO83OsQZi0SXH19y42tP4ktbkyiNNblPNdu74FHWE1owDrDx1yLpbnao4lyT4yQiwaHTbP6YoZI/5PO2eYcjJqcHjB2Zc4fE695l7ycGkmYul1M7F7H+Ka0lzhdcu0uM1pz3UhukbZx3LomAhCBQ/i77QYuWZj/b5ufsePUF1M8GBOzYnB9JGyjGIF6/k/o+y7IOLJKYYr6LBr3ASgPSQtmaJwJx74v52Gbm4C8Zej1h8libfi/K/HfzBLmBuD61428G3m2HjGej+ydL7JOHLmYVDURDs6smVMCWTLhNYo12+LmMs/GDIdHlx49So6S425M409dUioOmQqhOZ1H2UbZzyzJ2T4tWRoPAid3RC8qhUswO7tzClkwdJhv8MHKo6CoQdn1s/k8kVqNWfhD2PC43Qs1bLkXZh9iWtGVseAvTqXLBtbu4KEnjK6RB2kbjY5soigcCVe+pfrbtQ+xEKB6FNuUyQmzH1NtlXzNkwlS2YnUa27Iljc0c3U/eb9X7IbYsLY2lpa1m86dNlC+A2g19gVVUF7G9q+dJXNGhQhOnpqwTDU97fPviavbGmC6G7s7Y9S+DmZw3fi91+elDcZxoNjxUjbrGqpx1Bs5JfZ5ixUhp6CQb37KNeY87X8nRmjjxFWbvZ3MmqBfXcXWocLITXX48kYmvPYknZU2rrCbpUBEQ751mDmwu1IldbdYrslNrSg6Vc2feZP0HNnBnUHGSpa1Yypau3stKEzzob6pyEe2mft/VbMngToZenq92d170i4MWrd5oz+qHt9fcIbZ58g+Z6+C3AduGV2opXX0RiCLvAEVH099TB7eypUtXsP3ZJQFKvtCyVLL5gzsyaNmTrcoutzGXteQXsr/Gt8vV+tPqE8ZE6SLeLxoTJ/5U2FFyqOhAXTjX0dpUfLhUOlSfvvhc4W7p8FOrUarZEf7yZO7SzazApsjxodxZSuKxctbYOH4L56y+GqU2/122dO4Clp5xpnEQeQFToY/l4+1QQdgSXX58RRMfexJfmppWaU3aoXJsvjmAqU9n0pjFVX7sRTlAazoOlWI2s38HYxnzhfrWrWnKJV6aXiknAuen3Z0v/YpWb7Rn8cI9ejmFe58xbEUiBgXRa6an5wOB+Mr7/Ovv+cAwWJ2V7IX+X2KXjHydOf32YjwitvE4+7+c5b82HDH7S3HblLKj5FAJJonGnash2pTSofr0xWI8U58y6ieLhsCqfhQmJrflnOXbTYYtpC39icE4eqlC9+O+5ceqNtHlR+fO79P42BO/tV5I6cmh0oilWZv1UhNzqJhvTdE4ocfdOeBsxFD7Iq3pycUXezESn08v9vnSr2j1RnsWA8o4Pa499ZaMyfBy9hdxKpWKaawIxFfe519/GyvO7nSZg84ntn4a9jiWQ6X21Do2gG/5MVeoqMErxVAJg7KJ32ioNhWfvthw9PExWwuMkRRq6BhJDYVVI1Spcx+y0S2TjDH+sIUJivvXCNluTCQl2uGR6PLji2V87El8aWpapSX2lJ+6s7BvwzpYv/1tOFVYAV2vuh5u+NZAuC9C9Or847thzaqNsDvrYz4nbw9XXX8DfHfQIBjw/X7QsTW/5fhkLngQeo1bCtyzDhkladDHebJLzWewc90aeGPLLiisZNC+61XQs++34bY7BkKf7p0cpfGfPHp/xp50WLTwNDy++s9wbseL8PSKfVCVfAU8+IfJ0P8ajABdB7n702DJ8jTI4jy1/0pf+NGdN8ElnzPoPewOuDLoSUOc1i2vLYf1G96B3AqA3nf8BG7t/B4MefAZg06+QgXW/vZGB801kL1rE6zZuB0yzn7BEUuG6757J/xy1GBHdPAaOH38CGxZ9SKc6fdHmHHv1+Bg+iuQvult+LSKwZU33QcTxg2Gzi4YY4We5MJlveKxOyF1zmFJ4+wVq6FbbS1c+7274CYDO/NRTfGHsHHVakg//KFxI/myHnDXiF/C3X3rE02+jkfrPgrpryyBMz1/BzN+dr2ko6bsE3h351Z4ccW/YOr6P8NXeUT1l19Jg3c++gSAy/b+sRN53V1kettFALl450/Q/DyU3PIkPHFbK1i9aCHHBelKhiuvuRl+9otUuKFzko0k80cDyf7oW7D81fVw4NhHAN1SYOjwAXDi8Z/BzMyqCO3OK13Y3HzIxYd+uYDlegvl9Oa6dNi2xWxzPXpcBdfechc89MBA6ChyRKn3mltugdwF/xVnnffXVouOvgaD+v0cjhvxuQHaDXkKXht+JXze5mq4+56brZNDhJ6Ftw3BJviylf5olHX4veDYJ67/ME/q2rZyEWRf+wi3Fz0MO7dxw0ZuF4oBbdJPx/4G+n8D+wlu8w9tgVWvbYKPuJ0FuBSGTJwC9zpsRh0/teXI7o3w/FJuZ3j/0fLAWn7y2DZuY6t4eV+Db98xAobf/h9gmNm6T2DN4i1Q2769iUqbrnDbkIGGDcZTmV7e+AG0b98m7Jk3efO2VU/d1m224GvpmlPw20V/hRucfZwv3fHZ7k0E+P8E9buy/PpfiPEIlsSdJFC8fVyUk3s+h6VDusODaaXAXz5AyboH4cz+1/i4YrPRJxs69pvH4N7/dOsTvdtYf1zxcvdvgvR12+Etbu87dOsBV33tarhn5GirHYSXVsTHbMtWvQ7/OPgvaN+jK1z3ze/DD398G/S9poup5+FZuCjPws43VlnjskvgK9f3gFu//2MY9J1e0Ll9+CCk7PR7sOGVOXDyej52+fE5WDDtWXjn0y/gyu89AJPGDJQYe+93TaL80h7PNoUU+KU333df7Aa+upd/9E3YfqICCrc8A5OWH4UWrX4As176FVzVJgS10Ab+4zs/5ONkdeqJP3o96FLUvrU3fLpnv2/7KLnzNJb3KYOyj2H1q4shfdcHUMm17psD7oDvfb0thDreDHe7tlNJjf2i7jNIf2M3fF77Mcz8xZ+Nvnvg2Jnw8KBroJaPl9t0ug5uv6Ofqdce+cAKPI3TLUrwNJdj7+yARSsz4ZElT8F1nKZdb26EjXyudraqHVw38H74tTUOquN8b3pjJWx++0Oo4vk7p9wLkycOiThfsKqI8eXPhnlqe44ai068DetWr4N3Mj6GyvZd4fqv9+F97N3QXzu1qiLzJfhSr9FGzkXHv4DR1/4LVsxbDFuP8zE4/3ROuQce++1PHPMp45Gnf/UpP+7tzUFxvO2JXrwfeSXKvuv0NNh1ovw/JZlr5VvTIRNmsqULpst9mtxwszW2/ccFbLkVcRmXHU6bO5fNmjxSrs7Ae1vzqsJIFW+E3JYqFh58Wat/Kps7dxYbnmIGe+LgsmGzt8s9ziWZb7Gp2qk6SN/kySNk/Zj+ttn/4PVzb7oVkK73iKfYzoP72JJJZqRozBP0pKHynI2S1oET57AVK1TAOqzboNcZlLb0OJvU/xLjWe/U8Wx8ah9Jr8Krmm2edq+8j+W0HfI4G39Pe9s9vK/2duswe5dL+TEe74XvK9dPX2qZkmLU88Saj2Shx974o1k3T4vR5PX0ukxkhlgXPD7E8lmP2MuxsKo69aYM/CdwnMwDBIpr/fu5g2YwNr26IHLxxB+PAP7GtIdtNCN24jQNnS7Uq41O3W8Q2VeyDZbuIA1zeQyFOZNVkGSkMazdeaKLsSBy8apfuvyiXWdt+JPUwylLN7Cdac9J/DFwpPkWmbFo9f7+mVlx1PkgbZW/5U7tx0Q7E3qTwk9iat37cXaiODdi29Cx8W4rg9Co1+T9OnH9B+dh1iibDeg78QU237LjAkPjm7fJ9MxMtmR0Z1t6keZl6/SLwoy1bPTg3rY0vQb3t/0WeQZN2WT2O6EyIzCp3uZF/JtQ0VG2ZNYUqY+Y92/GCQQx5G2dwBMP3UabnbNvFRs/2N6vOPs477oTrN2bGpOYfte7NnpLKcYjKK/Y23jUCpU2Ax5n87UA9EJX8HuGcyWMRxvrjWItVcUJNinFPGGk7ZAnWdrOnWy+dgpGeP8YYnvnPmDoOPYDC3j8stEpFymd522nv9X/L9JOz6g9s1sGNR86bT7X84dVHs5vr/79jX6x3ZBZbC0fM96TYr7BRywGjJkk8+Jvfczlqd+V7PqnPV5tSpDgj94AfbGoKMr3sSW/smEv9C5FjNvSA47bPOpStL71idcPB7CPjHkfyzPmRwZyVSDX69krdrB9/FAMYbtvm+1zuw4P9I2B/Vv2NA/VELiL8XObgU+yjPe2epyToIC9j9Or+GpWcaiAaENz+XxD8CJp4e2r3/RNLGvvIlcduWRkPU4g8mnDvLY9perF7A1rrIq2afbSpWzq6L6Sj0FT1ssg4PoKkol83qljI7Bo3edJdloV7usqaPl+dJN5bG+K8MTYE1G+N3kVs80Js++Ckob/TsiWn6qc16TyLtImqqc2PCbvd3j4dcuhgYPEy4z7qLgntWMZCw+oGCK4HPGQsfdYgSQGMM6JnWGouUHABvGE1img4ZmfeqmkQexbLMzYyOaKASw3mKIhTZ42WU568djiKitIrIzIbZGyd+bt4ZNLRWbUq3N8gCGM2SMr9WV/xZxWdWqAPYZKAZuacrExmXs5o1CWnyMmiZzvlu2f5NwyVpSXzTbPHSd5Qt7wBII1+7JYXuZWmwGxbxcIIhe1ZMw4zUBSZl6c2fFXg44+YxfLCSvjwfrEQA5p++Ou8KXUjmLsP7lzIm3pQt75DJI8Sqyqi1nmwXT7QI/XMXb2Gyw7L5dtnmMOCLFeZxDBIHLxzl8ZO5C20kYz0tBmwO/Yyp0H2MEt9mM1W178uGbQG0L26iSLlu1+x45rJ2jZ2iTvrNTpWt7pYoHlEl2/7IoR+de5krdlm2s/8k2ZsPzI81KHxOTWfBit3mjPGPOuE8HbatUxtTVQBRXklEdrGxbXfm1lcHsiYY55kej+ozTvBNu74Wlp27HtYf+ybOcxVlRaxHbMt9tL7F9WHszhp7OUsiMrLIcwz4N9GG5rLM89xIMITpc6heXh38S5y9nBjH22iSnefzT9Y4lBoWUT8b4z/o1Yiu98FlHevNR46jb2iws0vurbzwZt94nod6UA4nghxiMoLz8OFUyPfxMXbGZ5Rfk2/cOxBvbj5seHjRVZPH4fmHmHtH0bi8S2DzNeDNKGxz3rJ44U7jX7ctQJMyYMr8gKvCv4acFPhZo2bY7WfxSwmSnmSyDzBZVJXJZ2ogzmHTFtGpuX9jbv1+exSakDJV34LDl1EptkTY6EQ8WPjcUa/dIezzaF9fujN0hfjLV4/+h6+9zR8COS/dHLmD9dit5/+rWPXsfy/niqZsutOYo4BQnRPVdojiPkeNM75GbKqn/K8bfTXnjlw4jF5Gf+xMde2Rn8dJtU5WAw29wSlplXyIpyd4eNl4dOeZXlFlWwivxD8iUu5lmbG/6SOzYE/mxYkLYnTqxqr88zzp2WpyfptOsOD7yPzu2tmadYfvYuGw663GPzqFIEKd+fbvptb4m1J97lVZww+67Qb/irBDhUeIApq9N07gvUo4mLDrrkgBlMEZXZNhmwsDhiBZ7F55342z39IzoC+0CvmM3hQeMwvR45W+YrN73D+Bw9wlvza61HyrDjsxlbzUFvddFJdvBgBivikc5F48AJ7kktQMi5kj1GWc63d7LOiBcheVyd06BilpIDf5eDCd1oC8dUvynbHSUXsEmtrLdEnLeNeRZv2tGXF494lp3WaC/X6hi1TB03HEwu6q0b8qMPwORxcJyut+SAzSS/cLO1WoDj/uWJ6wPFXtGjaetYYQ36sbHP2Rw2ZVJXcPB3XDrzAshFHHfngz+d5j5jX5Vec6S59oyKi2Ho435zBU1DyL7WOsoP6w0fYGmYaQ4V33QFkksU/ULQPH50xwk6SuWH2wZxFLtdh6LVG+VZAJ1gAdqqsEuGvLS3wYIvXc/sfAW0lQFoFLTE/m6g/qNWDWaN1Tyy7XMKaz+UA110tOySfQRSr/TfvqovJIM1Y78iVq+Y/KoVFigj3SEfTXa640R3tkTLE1/dRupVvxiffta/PRb8xq/fNaUS7/9iPIIyduvP7fUpu4GOgZdt7VY5MhBzMa4IYmPtdUb65V4fpj4y/yfGGESnAydxxklHnE/nixN9Avz0fvtxu0KO4f2KNclC3BynA+q2C9/cm2+Kq1luxkGWkctfJvm2sf5pj2ub8klvkL44kpQj3df1VrczRnqf9KJuYNBmlLFdZyLrkn7alW3MyAmw6YytjfAVb9qLBDvdymYhHWFj+UrraGLPYzWlM4/aXtAytmfSFeyy6e9Egjb6fWulirAXTt512+vKB5+TBBunM6afSKavIEeC9WfDZu+x8aC3haetMaktQYwffm2YXp+XsZoI1o799lG9T+d07Z36n3I+Za74tOvXwImv2uYsVdoLNlvdMXjUH+v666n8BLe3RNsTv/KKv33X0W/467g7VKqyzNUpOEiQby40vnJ2vsxmzZrP9ufikYPaoEKbnGnJ+Ru3PfLNHzYSNenFgVn4KT9VuPWEG1H8EytQ9PLwWhy3jGlGLROrQhy0OBoj5is/olbMoCfzUJ44NrGSbV66mhVojgpMH+tTy7ekCFrdgtzpjVFNhBSdmDc1NZUN5n+pg/nfcPtWHlmmZridTq5YddgH0Yojd7ko2pwDSr3zS+p/j0E30o5/+rYfHDSrN3KqvlhX7nyYuaSeOPTHqX9i4BpELkH4s9HsEpRM0G3osjHxV/gmTvYhtmHCtwy9dF/qqGhQuqHueaaLi0bw52zXkeSi33fqVyz9sD0PneZvaAaylF7DbVsPy3OUE0u1N8yp+AuvN/KzIDqBDhWx7NRbW7UPCuwDS5Nrm55pDqTAtjIAjTb8o/xosP5D48E5KdTl7Vy5pj+zTxiUHrgN5nRHmWo30WWny02Xa6T7Bqxx1W0sUeNL66MD6w4v0W+7j3e/a+CUgH+CL7SB4XbCWaHCNVzH+FtEfgQ6lqN0RaX3Y2OdtUb6fWrH340tOiOnq+XwKHuxZVjRgSUoWpxtBwPvIn34d9u8f9iq0/XW/vJM9Tn2NmVvH27jOf82NgDtcWxT/uhVuHjvi22Qe/qh661uZzCzP3rN6oLqklub0XXGSVvkZ0rGht46xvL+eVJOItTrJ1b+Q778qsp+i63cH/B4Y60PcuNdb2dufIQ911YSC8G7j9OVDUZ+7G3R3uaiPbOPkUSN0b6VXLBeT3MXX21PrSS6zeEIMqji4QGWzJrFtyfulfLTdYjHULERjy81xdzEP69mUX7L96+bjHlvbw1gT3zJy65r8bHvNhE2+I+4O1RyrOWb9g44El+qgdmXturpy5THmztp1IoSZRT0unQFnmFbjaDK1L1o/aaLVR6KFr08lYtfaW+w0SDg38jZ61kB9xQH+egDRafhwvJ0XmSD5stqRWTw1r1/x5dk83gz3EiYf3N5rBjzD51WR/OtJXma4ZblWAS71qENmPzJRWHo7CCy8MhICzPcqzhX0jxL0oz3FqYdsbaC+UPUnQ+zDDFgCJerold/FkQuQfiLRjNSjo4dYdA78BUs1VUNI/tIbx9NNF0wC6KTvDC/ctEHEE79MmkL8j/EsnautC3vRD21txPFc3i9kZ8F0QmbQ0VzfiBnkfRFv+8cdHrN58tW+rYn3uXSYP2HxoMfmeo6qNuMyPcF72owg/q1yjqNKZrsIj2LdF/UpL7rq9tYktJvnV+dBl+6w0v03e7j3O8qfOJ7JfhC+YbrlLMuhatbWlGWxDygjXXW6uV3qOgEj71kj20i6TAKUG/sw5zh2jaGUY6XBHq/ql5kmRSJt+JOZ6SuZ3abbOXzPa4IRrvCrX5tyl+fUBFxJZBJj9Ihu3wUtV6uhK6h3jr7D3/0htfmRZf0FSrOo8Z1+Ttpi/wsOi5BeBIrtRAj/GuFL2MyAjpSBExR+yBMFJ0P/bm/cbqywW4yj4xr5DGIYCnqd71tWIy2J1Z3cPm4Tc7daIvGK9NsmZvtcSvPec9v+UF0U68zentTts/pCDfLiKVvek1ermPIixeh4+OGcX3x8EJlPNPE3aEitld4MvDaQAnTixUCdgaVkLHx67ENREeg1yXuYVo3AWHZetwAtcRU1aOXZ6eF581aKye5WIfxx5cOLtx3ypk05m+dVmdngZldlU3D7LlD4ftdXSvVDLcTk1h1+JOLwtA5SBS8KrxdKQ1805UPqzRRd7hcFb36M5EeZetVLiKPH/6i0WyQrhl0wwA2hOw1XXHK0ITTBbMgdPHCBGY69hHrMB6out1pM3N7/X+Gx4gQgRSHTn+d5fIVKl62/NgHfZFpEvz50YmGdKgI+nzbSk1HPNkTrwLh6Rqs/9B4CNelyDLVB7F2vVV57PcV88eWmCsqEe9FVqwC3QY4bU2kZ5Huq5p4nIa46DaW6M5XYN3hJYq84Ti514VUxLPfxfIS8RF8oXzDdcpZo+LVLa0oS2IU0MY6a436m8dc2mA5UrDeNRk5bMfM+4wxjqTDKIBvYRv/VfmCZNxKtVX4XOE2OT6yx2QzXxAgNviHsblOaCt6d0y+ybifPJS/ONCI1HXdaWswmcDJu40NRjvWFY825YveqDYKKVI6ZJcPPvP+ETShXJw2SDzzjq9Vr2ddUjy4tQNd/k7aIj9TZbrhEoynSvaGtXJX6DB+9xn7gm0LvXfUecr6ylezCcinn/mTwMBN5pFxjTAn8cq0Rq/nuYtVtqe2p5UfH4eKtlrY8XLLM8vH1K4Gp/7q8he2TcglIe2tvvrmlWmezpO8eDpd1wQGejWB8dALacDrBDhUrG04fDXJLkesjDC+eKAgI7gqN0yGQXAEnRXphXcY0+jbiATYutEUAX3QUDiXnIry9JUmKjhadCMs8/KLUNFxNmeMChgrDOyMrSoqup4+0rWYPBhGzSUYmKuyaY2i3/Q9kYq239fyOJXWtY7AclEYOjtHKSsvemGn3tMvVz6snLJurj8qiCo+VPTqOhRELrIOH/xFo9kg3Sk37XfCZK91Sp692EHo4gxKzDzKRZeXU78MvDz/06LA821gW43thzyzxoe9nSg9Ca838jPJnw+diExD5M5H16OwTpuzpT/X+QpsKyPiFLkur6LxhVlgO2WXtR+Z6jqo24zI9xXnkjdN33XZOGUX6Vmk+2ZN8dRtLFHpt85vYN3hJbrhYNLuXpf5LH79rigv3t+CL+zPw3XKWZvi1S2tKEtirrU5z7bfWWWU33iqlnAmj5y9SS6JD6NDlFHyrlwpi/zOSOMBnfOOspmDzfgZg/gJIZq/xMoVYke0k2X4Ee98FW0+O7Lhv02nDbeTztMcdV3XbZcgQ9Lnx8b6pj1+bcoXvUH6YgGMj29BkzEOdcQpEc9wC3/M8bxVpz9dit4OdPl7tY+RbJaAJAhPZt4QO8ZPAxSrhhEv/HMepiHqifmttWk3GxCLD1aP/k9g4CZzr5i7tceoPGv8erdhPtoeL1/YMLXzICpFtrGRU7+ijcWil6qeRsPSrXwhl4S0twaxJz7kxWHS8XHTpyB4KPQb/iphDhVsqMpZ4WSsmC2ZPIudqK5QgfywU3YNcqQMLg4udC+sBFsboNr2oPEI+eL4U50CPY0KNmSvxz7xNnNX5e1my7bmyKJ0LxzyKwLtygQxLsTydhOrcOeIq7JpRskeSNVeGW4XSRGBVrU8TqV1rUMbRCNt3uWiMHR2EEJWWJ5zua+i3FwWH/m5Sum8cufDTCXqloNTmVnRqz8LIhdRhx/+otGMJOoRs414GpocEyZ7HpBzfEvzeHH3OEgumAWhi/MnMNOxN0XjUofxQN136peZz9v/M5vVaWO24KEaH/Z2Eq3eyM8Ef350wq2TFVxF0hf9ftiggGfWn+t86XZQD5Qq6sNvPY20lRFxilyXXma0ax2zhPYfGg/huhRZppEHuSpPuD6bHB+YZb3tx4B51n53XTbObZ869rpc9Tz6fawlvrqNJbrzpdPmS3d4iULG4ThFqCvO/S5ylYiP4Avbe7hOOWtUvLqlFWVJjDR99Wz7nVVG+s0nZiKYvfM41DA6tDLOlWwzJpTIr/jDrRALt2RpqcIvN6V2kelFvhFT5rMTpeKAAJVH13XddokUgj4sJ/K4IXxc4Yf2eLYpX/S+tMF/XyyA8fGt0+S0J/ozT/j61qXo7UCXv1f7GMlmCUh888TXTO3gR++eELFYqtVKLqG/+sp5UU/Mb61Nu9mAWHzoz5EO7+N0ZYMxn1PmOubRnrm1x6g8a/x6tWG+2p5ePp8Tvu0SUwbpKzn4Cpu9xlxVF43XaGOxqHxqD/2W71s3/bS3IGN7jRcvl77kxQvU8XHTJ994eCEygWni7lARQQWFodGP9TX5MI9twgaFSz7F3llML46htPGrKQw+15eDCrDloAMzatsksMy1ueGd9CnteGF19Jcy7LbyNGLKjzxjHEdsj8bNj2Ie3NEYIGA+3eGjZXW91LEy9g47DIA4LhL5UAEqFZ14/8sT7ZgYFZW+Z7w9kifmaIbGqbSRFDqYXBRtztUNej14CoaIIaADI95erc3zfxybXr6TR1c9MSpW9OoyDyIXvX6v/Ol53JYoiojo6jQqRW/iZK8Ce5l6p52CY2CmIugbmBmDjAB08bL8ykUfQDj1S9ej6NfV8mStsPbK24l4w2HXIcVfeL2Rn+ny9aoT0TpxvTydPv2+2EqiY6A/1/MFtpUB7IlOT7Rrve2h/iWs/9B4CB/MRpaproO6zbDd1xwmklfejwlHpX46my4bGUTcynRms3k0LeKgTyb0PHZ5x1u3kRCFhY3fwP2s/3bvt98NVZSy0tJS21hByiGBF8KeobzCdcpZscI13Ka4YaTSY/me+n1nlRF+V2mnukmnqZVWrNa0yR6f8XgIk1KSGa4y0U8NjFCFvJ31hnns+NM71dHh8qHLha7rNttlpdWfe7axvmiPb5vyR2+pPK4XZR4+RnDri11AjHFL19toE2gv+PrXJaXXbu1Ax8urfYxoswLrTCV7tnUy+6PjhW/hXnUKp7PdxIDcfBy1D8IkCpuw9mdVEGycruwL6lU0mev9Dlapy8OtPVpkRfhS/HizYX7bnn3sis5h5wv12lPmwQOjVpq7CXR+7H0pZ0Hr4/zzakLgt3w9ffzbmx2f+NsTv/KKrU9+8YigeA12O+4OFcZVWBybjI0G/yYu2Mxy84tYfu4huVVGGkeutCLIKqa1vTHmMOhLi9eKY4AteHZMvd10ZOAAVniP+bMsbVmp840L42fIiG1G0uFglKd1Trw8/TQhqzppTFbl/q+4ZXyLY38jvamzJbb9KGBPtmor39bg4OSk5ENF2EdcBk1Zz0qtNbRyom3h23fiYnaCnxNfXV3KsvatMieF+pFw5e+qiaIjUJy704YTGUguKugRdgCmc6mYrV6wgp2uVm/BDL3AuDM7s1hFdTWrwCB4U+81cPC6VM8GI5KbpZ/uJE5uMlMdmWMd/ejQE/1YOnswvABy0Rx/XvnTjcUg5xHYWoCtvtpx4Q0he73NIS9Pa1vZqnI2qlO3+DLg9OwSA2TfdPFc/uUSTb/OmcKO+d/eqT+8zHQYhSpOs+WTh8m2aG4XrGSlFdjootWrAgfGRecDtFU92OOw2ebJGoUZa9myXacMNKK1jUC2MgCNBiGe/jVQ/6ENlsIH8qovwFPHzKNaBfFKf+w2Q7vP28Vb+XZ9lKveuN3TA6vr8byMyall/09x+Rl2xLLxj1hv1JCKiPLe+U/bis/66zbyoLBAfvV+MZDu8BL9tnthJ730u7Vndkv7hKfn2F9+IHqJ++gT0/CTe5z1Klxxy4DzZDt5yo/WZwWxsc5a3X4LfFHf8EXXUWPrdYidOmiNJfC+0Z/X8r66lG/lwZdi5hGkAye+wDKys1luXh7L52O8Iv68tIKPRayxil6fiK+CKx8XbjnCsnNzWV5ePssvKjIcYBUV+usyM2c022Wk8N3v+qVdtWvEp/5tyt84KEhfrGPu5VqflDtPOsFtJWL1kmGPYozb/OtStL71HB9zq3GdV/sYzWYF0xnzlJ9LRr7u2MZWILGZsetfXqC2p6n9pzzRz91eKBvhtL2yoEDjdLtDxek00VcfPrHV7vjUn6mXvJKamBf+bJj/tley9xlbv9lmwO/YVh4Lqqgonx2wtmu1bK/srW5f5JzU4uLcGRUPKgivWIzv8hPc3vJ2qJc02J69jO1jClUm8C8vHR9XjH3iIUk5TxcJcKjYTycxjDAXnP7t3F9bbh21jGmws8Xo2dhp5+xcJPOJs+QFThX5R9n4FOWMeCL9A83Y8QBSY9Sy0kFTXucn8fASS0+y+amXGmVeNJA7L2SnH2Klufvt5a15P2xQIAayOOjYlWtOJBk/imtOaiejzFFacDZBZ6zv8mPmMdMCH+R/wrTJbHj/dpJ3fc/mRmP1RrFcFSPyOb8VXnzfp3XyEqYx+K4Qq3aq2YGlj8p6+oxdbDuxyL9c+NLa8V+R5SX1H86Gp7QxAtAh1oUHlEffSS/+bjPwSV9vuyS2oQq2Y84Dst52Q59lJy0eQ6XHbXLFODdC7NX576pnfKCw7KCK2h5ELn750wcfyP/Q6a+yzLxCvhf9EJva3zwCG+VlfwPYELKvZMu19oO09U4dz6ZNGCExbpmSIq/RMYmOVLFSy022eE/pJI+HEEgu0fVL6kOMC/HWVdCp8yLuie/OhoMiWr3RnvnV+WBtVT/mG+lOHZNqyGZcOn8LE6VtmDD5t5VB7UkMscjH+ulWQg76dzz6D9zn/4MWLQ2c8LS0o6VqVVy55jTEt0QrMwslbdU8fha+mTfosT2zDyZwArpyJ48rUVrEjqw2Y0RgHr0NGIVqjh1RZv+U1rJt6Xy37v240WdFk3d8dZs7b/h2G3GMN9KCAzBhP9HR6K+fDdbu/fS7+gl+2JdGWvYtBVrvixB/kVHB8jI32nBCvZm35Rh3LlSzkAJM1laSa8f1OR7UXiSrLrTHJ3mCj0XMZ/5srKws1oW2Mk/omz7mEPda9mzFkK9D3GESy9ZjnqFTFtv6Lmd/J8rVv1v1uoctswL8h/gLor1L1PgExwfHi1Q7FWz563fVBF6v13mt0x7vNuWXXv99sUAm9nc174fFWAMxGMbj5xQ5vGG+6PWtS7VRx4z6KgFDRlz/ottHb2N5XzxpL1RGztsu4wvl8KPGkaZo21ciS6CaHbNiBxll8P4iPVv1M9xSepqTYPm+x+khjHNhHsuOdT+yUtgXLK2MbZiqnvXlK+CLhGEKcZqtFWaYr+/EV9UzzOrp48+G+W971WzzJDPANdLo/MM+Yat4MR8qs80bLh7BAwxL3a+2xXvCvve4NkbwxGrA8n3ppu/2VhFgbO+JWyORH3ld9t9vJcC+e6c1ESkT4lBBQqv4gGF0f2vgKRSbG8Ppa47IgYPOUFXe22xq6sCwBtB2yHjuvCjXk9q2CekNxh45njsLVsyQg2Y93cSFyihiwTna0Xt6Ohw8bBSNj6cTyxndDPqUZf9w5ctGeIQfJTgY444HvW400nOtiPvomJi3egfLK9Xf4HDDN22ULQ/mR7y2WqsG0ChHMi4vZ5+xdWSibmfn4EcuyJ5YUifKMycr+KbT/OBERh+gi3S4iinI28Rok6+f/unJMHywvktGvsryc+xvgAUdo5apEwuCyMUPf7EGmHgkt3PJooliQ8jevY6Rs+bIk3FGTJ7DdmWe0hyP7nnsOonL/NRbJ4G7V7nE0i+hZ1G/+WopETxR1G8MoPkAXp8g6ivGotUb7RnS4U0n6tNW+R5va7We4OcRvvImWtsYtVDfyuXVVtaHxqgSCXuYuP6jmm1wOa0BccO3cTkbfu9qM/rxIJs52hJvgTN+mytc7PHA9Od4bRyzqTlmdIZ1547I98jKw6zQOiFgwIhJbOWWAyyPr0I0P+7yNp7FTberIuJkrMyR21O96k7wdu+n360986aUH56U4G4/dfTree18g8ZlLWQovp1bWM9s/lNYGkyLgRpLcuwvWEQZ6u2dNxvrl6tTO/5mo0k4Nsq17UBIi3ijWZX1vC29oNP5bd/GXW1snXCmcfu96sT7tpXLehpcsSnmeIJPbzbWTO2b9ri1qaDjIHeZR++LBTKRv/daMZ10bMW188hrP/j61SUv/adwfgv6ItlHr2N5RMU7T7iV4UbWun//MJ1vM+BxdihfvKCMjLX+5FzhbrliXPAjvoVt9cMHlu11nF57al1YUF2sG1di5pYcd21zhhOCryab098MOC1oFd9hW2V0Zl2v3fXZOU40sgZoe+jo3zH3kTBZ9R7Bg2AXWbLidlvfHSB4QV73F5Ww11M7h+XHlyT6TghX1sTNepbvXTcZ89veDKeZy9yxvvbEj7zaDn6E/VcL9xdH9bXvQgTn47sFVsqVKWGfyrJiKK2oAkhKhk5dOkP71tGrqqssg6LSCgjxZEnJneDyzu2jZ4j5tA7KiougosooETp1uzwmDVGLrONPOQ81nM5Sg84k6ND1cujYNmouDw/roLKsDCo5VtW8ji7XdIf28DmcLghB98s7RsxfV1nM8aoy8erA8epYX7zcq/Ill5oyOJ1fynFqB127Xw7h0NRBcUERVIW4TJKSuF7UUybuJMfpbhC5eOOvIvMl+FKv0QadPOAbLBveneNWbvxO7tQNOsdoLA0h+7qaSigrrYSq6mqADl2gO2+PlQUFUNcpss4nnK6Y+uVN9GUFp6EixNtvpy7QUWJdAwWnCyHE7VW3yztjU1efaPVGe2aU4E0nVGX+r5CfUi6mdp26cjsQ3upilxhnWxm7wpgpzn//EZNEK8HnsHRId3gwrRS4Uxoyy+ZD99J8KDU7snBdchZbVwPFRYXcJvJmxtu+oY9cpwoqW0fsA6PJO6667aTV9XeCdcdHv1tTVgB5hSHodi3vQ20N2JXwJnkzITYWbVhhBe+SO0AXPuYQ0CGe+RUhQy/NPulzWD1xGNw/Zzs8tzMHhvdMhtKSEig3xlgAoS/+DZ9++gFse2kSvHTg55Bdtgiua9sCKrLXweBv/gQODXkG/rl4FLQtLYWSqnLAYQD++3fZGfjn4R0w/s8LgB/FDC/87HqfsvFiY4PRjoTEv015oVdBEKQvVrnjceWDXs+6ZNEVq/8MYB+9ceyDJyyQ01FWVmrMJ5KSO3DbHHls7q3++KbyNU6Pb9W+S/Njw3y3PaSmrpL3qaVGn5rcoSt0DjQm8s1WHDP40E2/7Q3hCTC298pcIHnFLNwHHjHLSkyChDtUEkM2lUoINH0EdIcKD3oFa397Y9NnijggBJolAppDJeluOFiSBje1b9EskSCmL2wEMhbcDzeOWw18lRssGxO5zwplvgAX9V0NGWW7oA87AoO/fAtsTPovyDi7HPpEbBs1ML93V1j/y52wLQH9YSDaI9J6YcuZuCMECAFCgBDwjgA5VLxjRSkJgbgiQA6VuMJJhREC5xEBu0MlgztUIk8azyOZVDUhUB8EQh/BmLY3wIvnQjBs9h5Y+9it7qVVfgjTBn8Lnu3zGhQ/cyfkrPgNXJ/6PPBl87Avfy18t3OSa77cLX+FHnc+ARvza+Guy93TuGb0cjMg7WKljpcqKA0hQAgQAoRA80SAHCrNU+7EdSNAIJT9KrS5fqRBCd8jD2vH9GoEVBEJhAAh4B+BGr7lp5u55YdPGjMquEOFb3OgDyFwQSHAPoHJSV+Hmf/3vwZbvYdMgsd+8SPo+fVukJwUgrOnc+DQO5uNbTum8ySNO09aQP6WP8MVd043oWjZEyY++zgM/W4KXP6lZAhVnYWPjr8Lb/ItQi/uroJh8/7BV2veEn/YAtIef0KoREKAECAECIELDQFyqFxoEiV+mgACn8PJo4dhzbO/h0nLjxr04uBzafoU+M//uAau7e6I3dEEOCISCYHmikBN8cfwzvZVMHH4n+C4EZMUgAc5hsd/+m24use10LktveNurrpxIfKdv+95uOLW30Rlbezs9fCXiUPgq0L16z6Bub/oAxOW89hqET6tej8Ery9+Eu7t2y1CivrfDkR7/aulEggBQoAQIAQucATIoXKBC5jYa4wInIUVEx+FrVVt4bLkZJPAqio4W5ULn3f+BbzyP6k8IDF9CAFCoCkgUHr0NRg/bRMkX3UZWK0Zqvhb98KcSvjp3Ffgpz07NAU2iEZCwDsClZ/B/t3bYM/B9+FMCT90gH+SL70avnXzLfCd790C3Tu6b9cpOP42bNu9B4598ClvI5gpGb72zRvhB/2/Azf3/H8yEK5RYKL+BaQ9UeRQuYQAIUAIEAJNHwFyqDR9GRIHhAAhQAgQAoQAIUAIEAKEACFACBAChAAh0MAIkEOlgQGn6ggBQoAQaBYI1J2F9OXb4OrBP4MbOlI8kWYhc2KSECAECAFCgBAgBAiBZoYAOVSamcCJXUKAECAEGgSB0Acw+KJeUDBrPxx+LAFBJhuECaqEECAECAFCgBAgBAgBQoAQiIwAOVQiY0NPCAFCgBAgBFwQqCv7GPYdygNo4/LQuJUEF7MTcPOgMcavp7d+BL+/vUekxHSfECAECAFCgBAgBAgBQoAQaJIIkEOlSYqNiCYECAFC4PwhUJHxP/ClGx/1TECrDk9Bcfkk6Og5ByUkBAgBQoAQIAQIAUKAECAEGj8C5FBp/DIiCgkBQoAQaFwI1NVAWVkl1LlS1Rrati6CP12WAnPP1UKfsc/Cqulj4brO7VxT001CgBAgBAgBQoAQIAQIAUKgqSJADpWmKjmimxAgBAiBRopAdfarkHz9SOg7ZT28899DoG0jpZPIIgQIAUKAECAECAFCgBAgBOqDADlU6oMe5SUECAFCgBBwQaAOCk7mQ/trukN7l6d0ixAgBAgBQoAQIAQIAUKAELgQECCHyoUgReKBECAECIEmhEBu+l+hx+An4Ik1H8CMe69vQpQTqYQAIUAIEAKEACFACBAChIBCgBwqCgu6ShgCdVB88jjs2bQG8q56AB67m077SBjUjbzguspiyDy8A9a8+QmM+usf4Lq2LRo5xR7I4/FETmcfgS2rNkO3kZPg7m908JApvklqCg7DouW7oQY6w33jHoCr2yce14xlf4LHXnkHoKQEdmdmwkWDXoDPto/zEHj2M5jWqwf8JfMLI08xz0OrWOKrD1QaIUAIEAKEACFACBAChEDDIEAOlYbBuXnWUvcJLPj1BBi3aL3k/7Z5h2Hbb2+Uv+mieSCQt+tFeHDir/jE2wxj2iLpbjhYkgY3NcDEP2EI130Ms+67DyalvSereC7jLPym76Xyd0NdZMz9Edw4YatR3b3L3oc1o3oluOo6OLhyDqT/Mx8OzJwHe9g56PDw61A4//6Y8VJCeZugzVV3GfQ9mv4x/O3uqxJMKxVPCBAChAAhQAgQAoQAIUAIJAYBcqgkBlcqFRGoOwuH9h2BrLf5ZPov6wxMhnGHylpyqDQ7/Sg+8S5kfJQNy4c8BCtYHaBDJYM7VPo0aYcK6vcBeGveCPhLWrkh0/PlUMlccD/0GrfaoGHUyg9g2c8aahvNWZjV6yqYlPk5PLLmI3jm3tirz3JX/AZ6pD4PLdv9DrIq5sJ1rZtdcyCGCQFCgBAgBAgBQoAQIAQuEATIoRJnQbL8TTBwVA6s3THBw9L3OFceqLg62DLlx/DBkJXw+5sS82Y9xE/8aMNP/MAPOVQCCekCyVQDS4d0gwfTSn07VBpzuyra+RR0HTTFkJFfh0rc+Kr8GNI37oPSNlfD4CHfh44N5KRg+duh1xW3w3FgsDa3CoZdE+to5M+5DnQ3dGAUX0mzLOEraS6QpkNsEAKEACFACBAChAAhQAg0SgTIoRJXsfC3tQOugb+0mglNJS5A0b7/ga63Pgp+J4J+YKvIfAm+1Gu0kYUcKn6Qu9DSqsm0vxUqjbtdVWcuhuReDxnC8teOGjdfXrQvf8uf4Yo7pxurTXL4apOrYzhyWOk7MOCy78Pe1j9u+lu+vABEaQgBQoAQIAQIAUKAECAELmgEyKESN/GaKz3ufGobJA9dDOXrHoQYc4u41Ry0oFDeNvjh1T8y4h+8nP0FjPxGctCiouYLZS/mK1TMCSc5VKJCdYE/DLJCpfG3K91h6N2h0vj5iq2MnIfJ34E7Z77rOX5KPl/NcwVfzTNo+h7Y/sdbY1dBKQgBQoAQIAQIAUKAECAECIFGjEBiHSo8hsa+Detg/fa34VRhBXS96nq44VsD4b5hA+GrbcNRyT++G9as2gi7sz7mD9vDVdffAN8dNAgGfL+fyxJ2frLGcTxZ40U40++P/OjNr8HB9FcgfdPb8GkVgytvug8mjBsMnd28Gr7oqoHs/Zsgfd12eOvYR9ChWw+46mtXwz0jR0P/b3QymeDlrXjsTkidc1gyNXvFauhWWwvXfu8uuOkadepHTfGHsHHVakg//KGRNvmyHnDXiF/C3X27ybzmRVD+PNDLKyg6+hoM6vdzY6k+1tduyFPw2vAr4XO+ZeDue27WTt3g5e3aBGs2boeMs1/w+8lw3XfvhF+OGuwqQ6j5DLa8thzWb3gHcisAet/xE7i183sw5MFnDLZ8O1R4eTvXrYE3tuyCwkoG7bteBT37fhtuu2Mg9Olu4W+UbP2rKYOMPemwaOFpeHz1n+Hcjhfh6RX7oCr5CnjwD5OhvyYLPZu6joVfDRxc8zqcqE2CNioTVFYmwY9G3QdX8lNr8MSV1zZ+AG3amyku+kofuHfAf8jU3nUAoOz0e7DhlTlw8nqu4z8+BwumPQvvfPoFXPm9B2DSmIGGnLC8N9elw7YtJuY9elwF195yFzz0wMCI286KeFtbtup1+MfBf0H7Hl3hum9+H37449ug7zVdIjgCfeoB5zb/6Fuw/NX1cIC3G+iWAkOHD4ATj/8MZmZWedvy46Ndod750hMpDfcLP7ZId6i8nF0OQ9odh2WvrIXDHxUDJF8GN916F/z0/oHKFnnky59c66DgxFFIf2UJnOn5O5hhi6ES1Ja4YyPvsk9gctLXYeb//S88mv4pDy57GZw+mQcVVZztDpdCt+6dHQFq62DD2Ctg6EtdYOunGXD75UmyKLogBAgBQoAQIAQIAUKAECAEmiQCLEGfksy17ActWjIOChsyYSZbumA66wktjN8tWv2Arcku12ouYMsn3GY+S7qbTZs7l82aPNL4jfn59gC2Na/KSl/NNk+7Vz7D522HPM7G39Pedg/vXzTwWVas1YKXvuiqOMEmpSQb5bYd8iRL27mTzbfoxPKfO/gvo/TyY68waNlT8ofPWqakGPmeWPORpODYG380aeRpJ0wea0s/bPZ2Vm2krAd/HullrJItSe0naUR68S8lpTVr3ftxdqL6nElz6XE2qf8lxrPeqePZ+NQ+Jv08rV0mZvLynI1S5gMnzmErVsxj97RoJfNgHdyhIvGIdVF48GVZ3pAJU9ncubPY8JQ2sjyFGcr1LTZ1zFD5DHVs8uQR8jfWfdvsf0Sv0hN+IZa15Tmb7LCu2St2sKKQWXyo6Dibr+nvw8tUvd50oJht5u3lnpQkSf+AMZPY8Bat5W+s81DFOZa14U/mPa5TU5ZuYDvTnpOYtRv6Qpj+MxZie+c+YORBGS5YsZSNTrlIlot63N/S3UUZZ02GfOoB6tcGq40inXOXrmBzJg9TdVj6c5TTH+3jtV350ZNo9ZnP/NgiM0f5sRclb6LdizYlvnkAVtmuvPDlWa4VJ9nyWY/Y9FG1sXrYkthAsXNntpn1cp2ZOGtWWFtv3ft37GhprSqp6p+GDnd4eD3XQvoQAoQAIUAIEAKEACFACBACTR8BSAQLVTmvyQnGIsvpgPWc2vCYvM+P2LQcCDi5v8y437rPk+ykmMzz9IUH1ESlRZufs0Ol5gSsKC+bbZ47TpaFk5ZWvR9ia/ZlsbzMrbaJJ9/KIln0RxdjB2beIevYWCQmf5Xshf5fMu4n9X2WlcrSq9mSwZ2M+ziRrZD3zYszO/5qPOszdrGa5FYrhw3y8MddnxqJg/Lnj17Gqo69JPlblPlvB8UFbGrKxYaj6OWMQvksR0zgOb0t2z/JCqwn587slhP5R1a+L9Mzzu187rwRE0s12dOSuFwak05eB+Z7Il05pRivcX7qpaq8haaDpjBjI5s7a4pJA5/gifomT5ssJ5v8yGaXmtQtP/hVoRPNog/11um4Y+VvG7T0m7JdVuBdB4pZ2tJ5bFLqQFkH1pWcOolNGt3XuGc4VE7vl5i3H/mmrKf8yPMy39OHLKeI9bRwr6mH6EzZb7UnxvVwfEvlqGrR9iE2bdocdtxwePjTA3TY7Jh6u1E/OhHMMszKbe2Z1x/LoWLmit6u/OqJBMn1wr8twmJ0hwrKqTeX0+otO7mj42EpB7x/ycjFml2IzNe5ElN3ME9MuYYKuK4s5M7EQbIuvY0FtSWu8DhuntlsOfM4nUjr9NUHWIXhKQmxzZN/aNy7UXNiCpx0m+wokn4SAoQAIUAIEAKEACFACBACTQqBBDhUitnMFHNVw/HpJMYAABToSURBVLCF+sSasXOFu+XkVjgjSg48IycC4ZN6xo7M/4V83mnKJgVu1XvyjejFI55lp7VXnuUH/i7zjFr2gZXHH134ll04TnDyiasBxOfI/J8Y5dvv88mY5VC5aNALmqOF5wqdNCesfKL/lnTMmKUVapOSL0/U3tz65s8vvfaJII/9INgzvoXzS3cImAkK2KRW1ooGzs/GPHwDHWJvjOliYIK8O51JJZo89MmerULbj2I2x3Ja8Xg0YeWx8veU04zTsDVfvAVXk1Sc4M3Y+rFRanXRSXbwYAYrMpcA2WpSP/zip3jGup5zOC6OWXpr4sNrCaADtVnKadNm4JPstMkNy804yDJyC5nuOLE5izg+YmWQHe9KNn9wR0NOTqdfoeXwQ16e3q90wZ8eMFabs062veeOOp10ZVKu2Ha8OVSitCvuxgqmJ0rq+lVQWyQcBYjdoOmbbKsvTm3+b4kHPl8lHbyR+fIvV467pit2mXMOfdsSHZVI19xpMukmydsMyxksUmctMe02rhJUTucQK8ovteEj0tM3IUAIEAKEACFACBAChAAh0BQRiLtDpSrLXJ2Cb9DlG3ANmZydL7NZs+az/bm45UdNKiJNsM6V7JFv4XGVynGxgoVPEsQWCKfjRp/giMmFP7pMgk/t+Lux/WHk9PXapL5Sbjmy06x4cToV9JUgSf3vYampqfJPbIPCyVbLix+XKz5wEuSHP6TYH73RHCqKF6QL6R2MNA/mf8PtW6ue2Popqz31ppxY4W/nx00ezjT6b331xzBrBYr+HK/3TjNXQSB9/PhV67Gi25CN0BVn5gi/64OfWnHFCz932nA66c6gIDpgw80Nh9BpNoevYknpNdy2ha485y3ZZoT+mywrfJwOldpTyhFy2zyxRUml96IH6FjbMOFbhi7gqh3TAaSDrcqztx09jfNa5QlvV8rh5E9PnHXgb1VPJNoi2SJdTuFOJLvjTdGp6nPyxXzL1d6W7TLnrAWwJW4I2e5ZOo560Zc7ujV/tpFMtE9bu7AVQD8IAUKAECAECAFCgBAgBAiBpo9A3B0qOW/83phQRZqU2CFTk4qkPk8pZ4ItUZlaKcKdNHI1gj5JcGzl0Cc4YnLhjy4bAcaPUNGJsCX8dh4VL84JUtbyX0uHw0QeH2Yujzcwy/qbi7+tewvTjljboHiVPvlzUhybXvskzLZChW8BGd3SjN+BcRAWYEwbSbNFr3FvPjuaX8VXSqitWW6rjNzk4aRX/62nd775Fun0t/j9pottNUoGdtmIXN6/veCH24+MbVF8UokOxF3W6iNBv057EB0Q5eCkVehxZA54bJedK+3xUMLyqRUqNuckFmrFtzAcVGJlmU89QKdEpBUwJt1B5KPyONuVjo+OtY6Ru57oKcS1qsevLdLpsLUjq+jCvWoVnpKjqs/Jl6DI/PYiV3tbVnVYJdXTltjpMX/VnnlTrjZclSviW4mUauWQcnaKZ/RNCBAChAAhQAgQAoQAIUAIXDgIxN2hckzbDhNzSb+2NQEnwPq2GgWxmnjgZE/GhPA5SfBFl6qcv3QvYBusWAhI45qMHLZj5n0uTiNFp3OCJLZ/2Je/65W4XPvkT5bgmV77JMw2EdTk8twh57YNWZO8EPyhfGzlWCn0CWfYZE+Woi708iKl12NnKFyVDAI7VHzghxQLR53hiLBWymwe/1WGcUhOaK/tBU+KVsVvpCuvuJ3h8WNEYNmh019nuXyFivuWH75Ng9OGtOLfuJViOxxux7MCjPL7MsaFTz3QnYDONmDyGEQ+Ko+zTIEp8uJPT1wQ13j1a4t0Obnpv23FlXT+RuZLUOddrva2HIZFUFsiCHH5FvFTME7OSU3PMakeA8bNwepSHN0iBAgBQoAQIAQIAUKAECAEmiQCCXComHvn9Tf2EZHhy8blG350qIggmY4MeswSuY3I5yRBTL480WXVjycCiYnpyNmb5LYfWZYtDkTkCZJMr61icLAY/tMnf1iAP3rtkzDbRFCru9/0PeG0Oe4IZxVObMO3PNjrCZvsOcrCnyJ4K5antp84EmoTYHV6j5JBEIeKX/wMijQ6WnV4iuWXHze2aimaTLqD6IA+UXfHrZi9YZ2egytOthrb6Hh9mvzC8pW8K1cfIb4z0o6xoryjbOZgM9CyLQaIVo4XPcDYNqK9OLcUmSgEkY/K43SoBNcTkxrb/3rYIl1OtnYkKih/V+Ki5BGZLwzk7FeuOg2qDosATY7OZ1HzCfrDvrljztrahVt6HP4UJgMfc52M5lSvyDvEJvXqzcjpEgYw3SAECAFCgBAgBAgBQoAQaCIIJMyhYkyGtRMe7HgUsyWTZ/FjRCtkIFdjcrffPIbYnlZNPGxvjn1OEsSE1htdPACtFiPAfjoHY6Is+6Rd0emc+In0WHfkJfBm/An53Cd//um1OzpsE0GtblxpIePW2AVjxE5J4c83rXhUrnq4bXa4A8bvpM0Wb4RvBQs7QYfToadRAVmVDOyycRDu9tO3vFUhIl4EyhePnsZvGYzWShZEB2LhdmazOjXrZf2UJk1+zgk0knOuZJuUF9KKf614HJaFW7IUU3illeNFD47zY6fFaUHuMZSCyEflcbYrXQdwm453PbGzaf5S9SAeM3zYIl1OtnZkVaPT+Yg8Rl3V5+QriFx1GsJkrsnR+SxqPjeY8J7WVsZJfkTiarbcOrXtkpGvGlsYq7I3sunzrGPhq0+yORPGssE/aCt10A0zURp9EwKEACFACBAChAAhQAgQAo0Zgbg7VETwVzFR04/cNYEwj1UVWyLEaRCY3u1tpz54x+fyoBafkwS/dFVpp5WoCbvJgViRYZ+0qwmS8+28PmkBfiqNOulDqcaRJb8yJhhr86x4BH75802v3aGyyHYii+IF5fLliRruguTS94yVDngyUYUViBjT4koJ51vpKv0EEhGfQ5Tj9q3F88Ay1+aKU3xU4lPa8c1rZQwHRbddNipfpCv/8lYl6QFdkV49GK1IFUQH9DzOiTDjLUGcrIS82rbLcd0RK0XC8llHdbcb8pTtZCxBp/1b4elFD0KcJjGZxvQqAKsoVZ3CZMjHU9BgRYOzXelxX/zpiaDH/h3UFulycnMOiG1hdp2MxFcwueo0hMncpy2xoxL+K1r8FP2Upxm7TAc5bjPr8LB1ghnfUrdlxQq2k5+6tXx8V8PmuWGm1xqqKGWlpaXK9usP6ZoQIAQIAUKAECAECAFCgBA4jwjE3aGCy9XFsck4ycG/iQs2s9z8Ipafe4jNGdPPuCdPg+GTZxEAFdPa3rRzYPRl/WuNI3ottPRl9I5JuvsE3h9d+gQFnT9Hje1IIXbq4Co5WTUnsrWsogiPAlUBOdUEt5itXrCCna42T30ReKBTZeHOLFZRXc3z8mC3U+81MFHBVTmPPvnzTy+vQgsmO8xaTVSYsZYt23WKieNyBc19Jy5mJ4oqWHV1KcvaZ2HA+TCPgS5gT7ZSb5xxsn5STpbVqUhY1qAp61mpc4+AJVL9K8tyMGEe5wohPRis7ahpPuUSR1eHBV3VC3e5DoKfKkZNjpFeqdsqge2tvoGpBx1w12NRqL3Oh5cdNh6EKk6z5dY2IKzH3DJVyUorEHR0Zv6noWsDJ77AMrKzWW5eHsvnbbOI63BpBZevQzb+9MDeXrH+p7d+JAhmVTkb5elDuIIlPbtEPot8Ea1dnWPB9CRCbQFtka47YVveuANLrNqRq8+M6iPxtZjNvtvcfoX4eZMrX0wUzWnp05ZEQEfeFs5MjJ+ixwnCBMKm4ClPBcaNd43gtTL2lSxFrfSL5lCpPbNb6gw6KtURzFpBdEkIEAKEACFACBAChAAhQAicJwQS4FBhxlYQ/ThgYwLJJwfi2xangTNerq9w4BOtNRln+NQvxHJ2LpJ5Zmz9WIMoxI5ZpwlhmRcN5BP4CrGKoZodWKq2oPQZu5gVWMta8Hhfz3Rpb/kF3W55W/ZsxdBBcojXv2H8VyS9Sf2Hs+EpbZgI2lh44O/ymShP/24zkB8zKyezAfjzTe85Q046DaljUg0ax6XjJLhYntiip9GvdZmUHzOPyxbPccI8YdpkNrx/O8m3jt9GsRJHk6r9slKuwMAyB015ncuRa0XpSTY/9VKjTEPuGmalufvZ+BTl2HlizfthDgJ7HdqvAPhpuXncCPMkF2PllXQm6SkY86MDIe642rtE6THqx/Ei+2kqYqWUwLxlSorEWtwT350Nh5maxIv7bt9DpyzWdNGfHuBJP8vHdLHR0Tt1PJs2YYS8p9OJDrHoH74VLkq7wvrESh3kJbaeRK/Nvy3i9uvY85I3PBUr/WAWK+IrKs5kbpX6iDZPrq4zSIjM15vPm0GvhWx0vMQ98W3INVTBdsx5QNLQbuizmj0MYEuiQlQtj8a2rRi08ohTlfAI+GLu/sBTn3BLk5sjRGyDi+ZQEeUhv2hT3q7g2zHpQwgQAoQAIUAIEAKEACFACDQSBBLiUEHeqnJ3s9H9k+Ug35gAcMfD9DVHuKsk/FOV9zabmjrQnp4PotsOGc92iWCbRjYeEHHSTWHpsPyXs8/YJl9i0qHHf/BD16kdf7PV06rXPWzZvlOsXNteg3WIt/C1p96Sb1PxPk6uzJUtJr8Y9HR4CzPGhqANv3EFj5pwBOfPL724bWTH1NttPD5irXQwKS5jG6aNsj1HelEmW11WF5RkbjScSDpviP1c65QkdDLNW72D5ZXap5bh2iDucOfYihk2TEXZExdul0GCMXWOdjS1SGN8c51zxjMRpTu//eOnlRA6aay0ujFi3CAzrScdqP3QtmpL56fvlE2q/fCVTyKYrEhjOEO4M0Z3Mugrhqqy1ORf5HH7tm+/86cHjLmnHzlrjjyNaMTkOWxX5ilPDq9Y7Qr12KueaBKLeOndFokiqtmRtOdszkOBKa5WW7YzRyS0fUfky4dcT5zYGNFJPGrhwXrZShux8kelPMY+PH4KTxTiOtm/g7QZ6FB2bgEURXlxqOD2IoElnpDlFidHlEffhAAhQAgQAoQAIUAIEAKEQEMj0AIr5APWhH0qy4qhtKIKICkZOnXpDO1bR6+qrrIMikorIMSTJSV3gss7t4+eIeBTz3TVlMHpwgpISuoAXS7vCIL8mrICyK8IQYdO3aCzzhSmzy8FaN0Ouna/HNqG0VcHxQVFUBXiHCYlcUwuj4lJWBHRbvill5dVVnAaSqsB2nXqCpd3dKG4spjLpMqUSQcuk47RZFIHlWVlUMllXl0H0OWa7tAePofTBSHozvEL9qmDsuIiqKgytAI6dYszZjpRAfAT2YtP/hPqut0AXw2HUCSxvuOrAyi/ilAS18Uu0FHqYg0UnC6EEG933S7vbOnt57B64jC4f852eG5nDgzvmQylJSVQbuAKEPri3/Dppx/AtpcmwUsHfg7ZZYvgurYtJO11vvQAoK6mEspKK6GqmitXhy7QnbflyoICqOt0ObiomazH9SJmu8Jc8dWTILaoxrJ3pv3iNqOzshl++fIuV9eSE3azruwzyC1lcO01l0t7aK8MdS8fKupaQzej/dufil+ZCx6EXuOWAl+hAr/pe6m4HfaNtjavMATdruW2RBjgsFR0gxAgBAgBQoAQIAQIAUKAEGh4BBLuUGl4lqhGQoAQcEMgY8H9cOO41TBq4WFYNuZGtyTGvVDmC3BR39WQUbYL+rRXDpWIGegBIRAAAa8OlQBFUxZCgBAgBAgBQoAQIAQIAUKgQRAgh0qDwEyVEALnGYHQRzCm7Q3w4rkQDJu9B9Y+dqs7QZUfwrTB34Jn+7wGxc/cGWEFgntWuksI+EGAHCp+0KK0hAAhQAgQAoQAIUAIEAKNEQFyqDRGqRBNhEC8EWCfwOSkr8PM//tfo+TeQybBY7/4EfT8ejdITgrB2dM5cOidzTD+zwuAx/2Afflp8N3OtDol3mKg8hQC5FBRWNAVIUAIEAKEACFACBAChEDTRIAcKk1TbkQ1IeAbgfx9z8MVt/4mar6xs9fDXyYOga9SrIqoONHD+iOQvfRBuP7BpbDo+Bcw+obk+hdIJRAChAAhQAgQAoQAIUAIEAINjAA5VBoYcKqOEDivCFR+Bvt3b4M9B9+HMyU8WDT/JF96NXzr5lvgO9+7Bbp3TDqv5FHlFzoCNTwodyUPyF0J2/76MKTyAMlDp6+HZ8d+B5LbdrQH+L7QoSD+CAFCgBAgBAgBQoAQIASaPALkUGnyIiQGCAFCgBBoIgjU8a1nba2tZy17QsoNLYBlHofjwIAfsR52slQT4YrIJAQIAUKAECAECAFCgBBopgiQQ6WZCp7YJgQIAUKAECAECAFCgBAgBAgBQoAQIAQIgeAIkEMlOHaUkxAgBAgBQoAQIAQIAUKAECAECAFCgBAgBJopAuRQaaaCJ7YJAUKAECAECAFCgBAgBAgBQoAQIAQIAUIgOALkUAmOHeUkBAgBQoAQIAQIAUKAECAECAFCgBAgBAiBZooAOVSaqeCJbUKAECAECAFCgBAgBAgBQoAQIAQIAUKAEAiOADlUgmNHOQkBQoAQIAQIAUKAECAECAFCgBAgBAgBQqCZIkAOlWYqeGKbECAECAFCgBAgBAgBQoAQIAQIAUKAECAEgiNADpXg2FFOQoAQIAQIAUKAECAECAFCgBAgBAgBQoAQaKYIkEOlmQqe2CYECAFCgBAgBAgBQoAQIAQIAUKAECAECIHgCJBDJTh2lJMQIAQIAUKAECAECAFCgBAgBAgBQoAQIASaKQLkUGmmgie2CQFCgBAgBAgBQoAQIAQIAUKAECAECAFCIDgC5FAJjh3lJAQIAUKAECAECAFCgBAgBAgBQoAQIAQIgWaKADlUmqngiW1CgBAgBAgBQoAQIAQIAUKAECAECAFCgBAIjgA5VIJjRzkJAUKAECAECAFCgBAgBAgBQoAQIAQIAUKgmSJADpVmKnhimxAgBAgBQoAQIAQIAUKAECAECAFCgBAgBIIjQA6V4NhRTkKAECAECAFCgBAgBAgBQoAQIAQIAUKAEGimCJBDpZkKntgmBAgBQoAQIAQIAUKAECAECAFCgBAgBAiB4AiQQyU4dpSTECAECAFCgBAgBAgBQoAQIAQIAUKAECAEmikC5FBppoIntgkBQoAQIAQIAUKAECAECAFCgBAgBAgBQiA4Av8fpId6E/JFdPcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "from IPython.display import Image\n",
    "\n",
    "Image('../figures/gat_attention.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Image source : Velickovic, Petar, et al. \"Graph attention networks.\" arXiv preprint arXiv:1710.10903 (2017).\n",
    "\n",
    "Let's implement the graph attention network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def attn_coeffs(_X, _A, _C):\n",
    "    \n",
    "    # _X : [batch_size, num_nodes, num_features]\n",
    "    # _A : [batch_size, num_nodes, num_nodes]\n",
    "    # C : [num_features, num_features]\n",
    "    # A : [batch_size, num_nodes, num_nodes]\n",
    "    # A = activation(_X * C * _X^T)\n",
    "    \n",
    "    X1 = tf.transpose(_X, [0,2,1])\n",
    "    X2 = tf.einsum('ij,ajk->aik', _C, X1)\n",
    "    attn_matrix = tf.matmul(_X, X2)\n",
    "    attn_matrix = tf.multiply(_A, attn_matrix)\n",
    "    attn_matrix = tf.nn.tanh(attn_matrix)\n",
    "    \n",
    "    return attn_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def graph_attn(_X, _A, output_dim, num_channels):\n",
    "\n",
    "    # K-head attention\n",
    "    states = []\n",
    "    for k in range(num_channels):\n",
    "        C_k = tf.get_variable('attn_weight-'+str(k), initializer=tf.contrib.layers.xavier_initializer(), shape=[output_dim, output_dim], dtype=tf.float64)\n",
    "        X_k = tf.layers.dense(_X, output_dim, use_bias=True)\n",
    "        attn_matrix = attn_coeffs(X_k, _A, C_k)\n",
    "        X_k = tf.matmul(attn_matrix, X_k)\n",
    "        states.append(X_k)\n",
    "    \n",
    "    output = tf.reduce_mean(states, 0)\n",
    "    output = tf.nn.relu(output)\n",
    "    \n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor 'Relu:0' shape=(?, 50, 32) dtype=float64>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = tf.placeholder(tf.float64, shape=[None, 50, 58])\n",
    "A = tf.placeholder(tf.float64, shape=[None, 50, 50])\n",
    "\n",
    "graph_attn(X, A, 32, 4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can implement the attention mechanism easily using 'einstein summation': <br>\n",
    "https://www.tensorflow.org/api_docs/python/tf/einsum\n",
    "\n",
    "I finish the introduction and implementation of the graph attention networks. <br>\n",
    "You can see full implementation of GAT to predict molecular properties at this repository. <br>\n",
    "In my paper, the GAT shows much better performance than GCN. Refer my paper and Velickovic, Petar, et al."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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