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|
{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The autoreload extension is already loaded. To reload it, use:\n",
" %reload_ext autoreload\n"
]
}
],
"source": [
"\n",
"\n",
"%load_ext autoreload\n",
"%autoreload 2\n",
"\n",
"import cv2\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"from importlib.util import find_spec\n",
"if find_spec(\"text_recognizer\") is None:\n",
" import sys\n",
" sys.path.append('..')\n",
"\n",
"from text_recognizer.datasets import IamDataset\n",
"from text_recognizer.datasets import IamParagraphsDataset\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"IAM Dataset\n",
"Number of forms: 1539\n",
"\n"
]
}
],
"source": [
"dataset = IamDataset()\n",
"print(dataset)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2020-09-09 23:24:01.352 | INFO | text_recognizer.datasets.iam_paragraphs_dataset:_load_iam_paragraphs:244 - Loading IAM paragraph crops and ground truth from image files...\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"IAM Paragraph Dataset\n",
"Num classes: 3\n",
"Data: (1229, 256, 256)\n",
"Targets: (1229, 256, 256)\n",
"\n"
]
}
],
"source": [
"paragraphs_dataset = IamParagraphsDataset(True)\n",
"paragraphs_dataset.load_or_generate_data()\n",
"print(paragraphs_dataset)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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YLIq4WK1WsrOzlRsuv0w8IVu69VAnLCLpUJTx12O4dDehLj0ixNrj8ahrEQgEiI6ODknmgBOWT51oe71eoqOjCQaDREdH43A4QsiV9MPr9eJ2u5U11Gq1hljXdMkIIf4yp30+Hz6fD4/HowjzqaIg173uOpdz6C5q021owoSJSw3FJhhedynIQiQ/ekxKeBDw6aiKC8QiZbfb6dmzJxUrVsThcBAfH8/hw4eZN28eP//8s1okdEuI7qbzeDwEg0GcTider1e1y+FwqAUSCFmwz8SiI2NntVrV8SSOqrDjS5wZnCAVujUlnGj4/X51zKioqLPuAtIXa5/PFxLrJHMhr8xJ+VtX95d9DcM4KZKoJ0Tk5OSEuC2DwaAipHIusWTKvuJmDgQCynpqtVqVtU3mjl4JQSxl4vIUK5q0QbYT0iTHys3NVaRNLHeGYRAXF0daWhqGYWC325UL9kwhL+KlxwvKfW2SLBMmTFxqKDZEq6gxMwVloZ0qxFIiLqLFixeTmprKhx9+SOnSpbn33nvZvHkzGRkZ/9DyEkKjW1EkjkfETi0WC7GxsaSnpxMVFaVchxK7dToQi4YcV1xTEgitC3LmBY/HQ0REBA6HQ1nFhFiINUT6IQRDJytnOyBextlutysLkk6a9OzHvAiXx+NR+/p8PmJiYkhPTyc6OrpIrlVA9TUyMhKHw0FWVlaI609IlM1mIxAI4Pf7cblcytUshMkwDEXADMNQY69bD+U7h8NBYmIi8fHxrFu3TrkJAWU9s9vteDweoqOjVbyg3W5X28q1DwaDHDlyRLmHs7OzzwhJLsz9F+4eNy1a5wbjx48/300wYeKs4UKc38XKdahnkRUmUHkmoQcNv//++1StWpXNmzcTFRXFoEGDWLhwodomXPhSrAg6abJYLNSsWVMtvrGxsXTp0gWXywUQkol2upCx0RXsrVYrPp8Pp9NZ6P5CFKVN4vYS0hgXF0dUVJQiGC6Xi5EjR4a45s4mxHIj7k05r54BKe3OS75CiEUgEKBKlSq8+eabxMfH43a7ixQnpGfwyXmFzMgciIyMxGazUa1aNZo3b47NZiMpKYmYmBhFWCUjUCxTHo+HunXrKhey7oa0Wq385z//4YYbbqBx48bExMSEZO/l5OSQlJRE586dQwLr4+PjQ6yNgLJ6uVwuatSoEUL+TgUnG1uluw11rTyTbJkwYeJSQbEgWnqKu5CsvARK8xPbPF3objaXy0Xt2rUpV64cEyZMYM6cOXz11Vch5VDEWiR/S9ySkJWrr76aO+64Q2WgPfDAAwwcOFAtfmKFOhMEUsZAAr7r169Pw4YN1WeFoW7durhcLiVToS+CFouFsWPHUqJECfx+P6VKlWLq1Kk4nc7TUnw/WQj5iIiI4LHHHiM5OZlAIEDDhg1xuVwqI1CH7oqWQPAxY8awePFisrOzi2xJFJecWM5yc3O56aabsNlsWK1WZsyYgc1mIyUlhWeffRaLxULbtm35z3/+o2K09Ng8sWDZbDZat26t3OG6m/zxxx8nGAwyY8YMXn75ZQ4cOKDIM0BcXBxPPvkkcXFxisB06NCBzp07k52drQiNLtnx9NNP869//Sskk/ZUcDJzNq+gd30cTZgwYeJSQLEgWgI9yF0W+3BdIfincOaZQiAQoEuXLrRv357OnTszZswYfv31V/WdniEGJ2J3xDUki+zYsWP55JNPyM3NpWnTpjRv3pxZs2aRlpam3G4Sg6MTlry0rPTv5He4zpVYSlwuF7NmzVJWC4mRkSB9XbcJoE+fPgwePJjs7Gyio6ND4pYsFgsPP/wwmzZtYt++fVitVh577DGOHDnCU089la9Egk4a9D7lpRml903vrx7LJmPr8/m48sorcTqd7Nq1i4YNGzJs2DAV5C2QORFONnr16kVaWhqzZs0KyVjMSyNNP79uMQTo0qULZcqUIRAI4PV6+e9//4vL5eL555/n2WefZc+ePdx9991MmDCBgwcP/kOdXY7Xtm1b5syZo/omxK9Pnz5ER0czYcIEMjMz1bySJACn08m4ceNYvHgx77zzDrm5uTRq1Ihbb72Vjz/+WMXX6WTmnnvuISMjg+eff/4ffSwIhenVnYzVWY+7NLMOTZgwcSmhWDztRPdIV9HWF8y8oMeznAlIQHHDhg0ZP348W7dupXv37jRo0IDBgweTkpLCiBEjVDyQbmGAY9asXr160aNHD7Zs2cL333+P1Wrlzjvv5N133+XTTz8lLi4Om81GYmIiXbt2pUSJEsoaBseC5iVuR9okREAIntPpVFYWkZIQsvXggw8yb948fvvtNxXg7/f7VXyVWNGioqKoU6cOvXv35sUXX8Rms5GRkaHitEqUKMGTTz6pLCRDhw7lzTffZMOGDTz44IP/cNtJ//XrJQQhMjJSZdrJdZYYNSE6Eu+k7ytjIH0tV64cY8aMYcqUKbRr145x48YxadIkMjIy1D4yL2R/kaK49dZb6du3L1OnTlWuv7Zt21K/fv2Q7D0hAno8mFyHQCBA48aNGTlyJO+//74iSHv37uWBBx5g2rRprFy5kjFjxvDYY4/x119/KSujuJclrqxBgwb06tWLpKQkhg8fTlxcHMFgkC5dutC4cWNGjx5NTEwMDocDOJbxGhMTQ9myZZk6dSrLly9n9uzZ5OTk0KhRIyZPnsxLL71E2bJlGTJkCE6nE8MwqFKlCsOHD6dKlSpMmjRJxRHqGm56lmBhxEq2P13oRNyECRMmLnYUq2D4cGuWvjDo0DPNztS5o6KiqF+/PuvXr+fbb7+lWbNm9O7dG7fbzeeff86wYcOoWrUqzz//vCIvkoZvsVgYPnw41apV49dffyUmJoZu3brRrVs31q1bxxtvvEH79u3Jzs7mhx9+YNiwYbjdbtLS0vjmm28UYcnIyFAZY1arlT59+rBkyRI2b96Mw+HA6/WqQG6J+5HxqlmzJvXq1eOmm25S7j8hHLoFLhAIkJiYyMMPP8xLL73EunXryMnJwWazkZ2dzWWXXUavXr3IyMjg119/JSsri6ysLLZt28bcuXPp0KEDX3zxBcnJyTz++OPs2rWLCRMm4HA4lOaVBHcHg0E6duxI8+bN+c9//kONGjVYvXq1Iqoulwufz0fFihXZsGGDytbTJRKsVislSpTg+eef59tvv6VXr17cdttt3HfffezYsUPNFV0OQfpbokQJhg0bRoMGDXj11Vd5/PHHGTt2LHfffTfNmzdn5cqV/PLLL4pIyfWUTMDKlSszcOBAnnnmGWrXrs1tt93G/v37qVu3LrGxsXg8HsaOHcvs2bNZt24dL7zwAgsXLmT9+vX4/X7sdjs5OTk4HA6aNGlCq1atsFqtNGzYkHfffZcnnniCgwcPYrVaueOOO2jZsiX//e9/6dq1K507d2bixIlcccUV3HzzzcybN4+WLVty6NAh9u7dS+PGjbFYLNx555243W5Kly7NI488wnvvvUfFihUZNGgQlStXJjU1lU6dOoVY/vT7rCguvFO913SpDRMmTJi4VFEsnoDh8Vd6ZlK4Fs/ZgFiFbrjhBg4dOsSTTz5JcnIyDz30ENu3b6djx47K9afHxUh2YWRkJAcPHuS7776jb9++xMbGYhgGGRkZfPzxx7Rr147bb7+dVatWkZKSQmpqKklJSfz+++9qf12x2+12c//999OgQQOOHDlCXFwcbdu2xWazhUgCiFWgSpUqvPbaa7z00kvKihUIBJRm0sCBA5k5cyYjR47kjjvu4OOPP2b9+vV8+umnISKr3bt3p2PHjkydOpWkpCSmTJnCZ599RmxsLL/88gvDhg2jZcuW2O12xo0bx4YNG7Db7YoYSWC3w+EgJiaGUaNGMWbMGBYsWMD48ePp3LkzNpuNRo0aMXHiRFq2bMn//d//8eqrr3LLLbdw991389RTT5GUlER0dLRylU2YMIFq1arRuHFjqlevzldffQVAp06dQq6jnonYpEkTHnzwQd5//30AOnTogM/n484772TEiBGsWrWKadOmKfFZyeQDiI2NpUePHvTr14/q1avTv39/WrVqxZo1a3C73dx9992qDzt37uTIkSPMnDmTqlWr8sEHHxAVFYXL5VKE7+abb6Zx48aULFmSlJQUVq5cic/nIy0tjR9++IFHHnmEZcuWsX//fm699Vb8fj9btmzh6aefZtCgQVSqVInKlSvz7rvvEhMTw8CBA7njjjto2LAh27dvZ9OmTdx99928//77VKpUiddee42kpCSefPJJNm3aBIQmYOjaXKcDnUDpFma5d8VFKKRfL8VjwoQJE5cKio1FS9wWYhGRz/KLJTmTxEusIA0aNKBs2bK8++67fP/99+Tk5DBx4kSsVivVq1enXLlyaqEQ95K4zObMmUObNm347rvvePTRR1Ww8w033IDL5eLQoUOULVuWdu3a0bJlS7p168bBgwcVYbPZbNhsNhXTVblyZUaNGkXt2rUZMGAAwWCQNWvWUK9ePXJycvjxxx9p3rw5/fr1o1y5csTHx7Nq1aoQmYnSpUtzzz33sHz5crKzsylbtizx8fE4HA7S0tJCajXWrVuXkiVLMn36dOXi3Lp1KwDp6en06tWLt956i+uuu45u3bpx1VVXYbFYeOihh3C73SEZl82bN6djx4689dZb1KtXj/79+/Pxxx/TvXt3Jk+ezJYtW4iJiaFfv35s2bKFI0eOkJ6eTv369alSpQqzZs3innvuwTAM+vfvTzAY5LnnnmPOnDk88MAD7NmzhxdeeIF33nmHTz/9VFkkg8EgZcqUoUePHpQoUYJJkybhdruZMmUKO3bswO12U7t2bZo2bUrJkiWZMmUK9913HxkZGSqr0GKxcMstt7Br1y7mzJnDpEmT2LVrF1999RX/+c9/eOKJJ3j66acpWbIkL774Irfffjs9evTgzTffpEePHmr+ZmdnKxLXuHFj/H4/n3/+OV9//TU1atSgXbt2/P7770RHR/Pkk0+Snp7O1KlT8Xg87N+/n88++4yrrrqKdu3aYRgGEydOxGKxsG/fPnbv3o3T6eTw4cN07tyZJUuWULt2bWrXrs2+fft45513mDNnDhkZGbz22mvUrFmTXbt2hdQ+LEoJqLxqSerf6a7i8G3yI1M6CTNhwoSJSwFGcYiVcDqdwUqVKpGRkaGEPSWGR4jW2bRoyYLRoUMHFi1a9A+xy4oVK3LvvfdStWpVevTooYKUxeUm2lMtWrTAbrfz/fff4/P5qFGjBpdffjnz5s0jNTWV/v37s2nTJg4dOkSnTp347LPPmDdvnlrwypcvz5133sn69evp2bMnbrebLVu28Oqrr9KxY0cqVKjAtm3buOKKK8jKyqJr1678/vvvjBo1ikmTJjF+/Hj++OMPRZ5uuOEGatSoQUxMDKtXr2bLli388MMPvP/++zz++OPs3LlTjYFeuqZkyZKkpqayatUq1UexOpYuXZrmzZtTsmRJmjVrxqFDh5g7dy6//PILfr+fFi1aUKNGDT788EMyMjIoV64cOTk57N+/nxIlSuDz+fB6vcTFxfHvf/+bLVu28PLLL+P1enG5XMTExNCzZ09KlSrFX3/9xdy5cxk1ahT/+c9/cLvddOjQgeTkZH777TfGjh3Lww8/zK+//qqIQ6NGjUhMTGTRokVKCkFcmXriQK1atThw4AC7d+8OIRwSKN+sWTMeeughXn31VRYuXKjkMkQXTYL3ExISOHLkCAB33XUXM2bMUNmFcIzQVK5cmfT0dDIyMpSLXKyXuhivkFVxS9eoUYNnnnmGadOm8fXXX6t+6LUORQMOTmTP6rGOuuCptFl01wpz6+Ult6JbrvIiWjqBCk960CUqAI4ePbo6GAw2LvwOLf4wDOP8P0iP40LUGTJhoqgoTvM7GAwW6Y2x2BCtihUrkpGRgcfjUYuREAbB2SJbeoC2HhguwcyDBg3ijz/+oEePHgwfPvwf8UCy+Ejgs7hM9AVeXHR6xhugRCzFmiJWJofDgdVq5fDhwypgXi+tk5SUxIABA3j++edxu91UqVJFEQxZsEuUKEHHjh0VySpTpgxLly6lc+fO/PnnnyFB93o/dLX4YDCIw+EgMzMTgJiYGHVdJLYsMzNTiXVKXJgUnpa/dQFP0bbSZSKkpJHogblcLkWSJOtOsjxlbBMTEzl69CjZ2dlqfOGEFpjeRr/fr/6Wc8nc0mtWyvlcLhexsbHs2bPnHyRDrpvsr9dD1NXn5VrLddeTGnQCK8RDREilPY8++ijVqlVj9OjR/P3336qGZVRUlKpCIG2R6gMyBkKkdFImY63XiBTkRbj0Pub3nUm0jsEkWiZMnBsUp/ldVKJVbFyHekacBEWfKxKoLyg6yZLvypcvz86dO1m8eLFawIVk6W/7spjLQq8fV/9MFjlxlco+ubm5SgfJ6/WSmZlJRESEIp9CxnJycti9ezcTJ04kIiICn8/H77//zrp164iMjFRE5ujRo7z//vuK8NntdlasWMGePXtCMjsBZekRZXO9WLEooUdERCjricQ0SS1CIRVi3ZO/RdU9Ozs7ROFdX/j130KC3G63GiNd/kDGITIykr179yqBVpFb0DMIpfSNBN/ryupwgrjroqd2ux2/3096ejpZWVkqc1GOI/3Tial853A41N9yLCE7NptNid7qhE+XYxC1eqvVSmJiIklJSWzZsoVDhw6pdkVFRZGVlaWOLWQnMzNTnV+3BOukP1xzTZCfVaug+0//riAylhfCy2iZMGHCxMWMYhMMry8CXq83JLj6TBeRzgtyDglMl7dvISSNGjVi5cqVITFjslAKwjWT5Ljyf14B/tK/8NgVvVCwHFsWfDmHBL7LMaQtUi5GthEikpqaSlpamlIS19slVi2BXnhY+iXn0rXEhBzJ4inf6/IKci3DhVrDCYH8DpdWkM+EZOl/622RNuuEVtdj09uu91Wvw6ePu95O/Xh623Q3nRA5mc+6CKyQRakioI+9TsqlX06nk8TERD7//POQtuqESdcl0+OvxKqoyzXoZCpc2iE/FBa4XtB34RIOuuVLXlBMmDBh4lJAsSBacEKHKVwN/nw+kHWiERMTw549e0Iyp8SVdTYh4yJ/y3nFglQYRLbBarVSqVIl1q9fr0jYmSgBFF5SRQiHWCcvBeQ1B05WNkGf+9nZ2ezZs4dXX32VLVu2KEINqLHWxWWF8J0vK1FehCucpJ3ve9mECRMmzheKjeswrxI7BcWInCvk5uby7bff4na7lZwD/DPQ+GxBjq0HV+vWq8IgMWNer5fFixeTkZGh4nb0en2ninCLlO5SvZSQH8kpiPyEzx2xTPn9frKysvjmm2+UgK24CHV3YUEELz/33MlqWuWXcZjXZwVdc3ED60kXJkyYMHEpoFgEw9vt9mBSUhJut1u5loRQ5EXAzjWsVitutxun0xlSrw7OTZq6XCOr1aqCoJ1OZ0jwc37Qg/BFq0tfFE93bGXR1wPDxT0EZhp/QdCTByA081Pmve6+hhNz4VStqacqHprXddTL6eRXyUHvm/wvVrn09HQzGN6ECRMXLIoaDF9sXIc6sRIUB5IFKE0ksQQVlq11JqGn08vCLDFXRSmMLCr2UlpGMhfDY7JOFZIpKO2TcjMmwSoc4a5ViYOTe0AIvd/vD4mnKmqtwtNFeKUGHUXJBi7o3igOL3gmTJgwcS5QLIhW+EP3XBKZokCsDuFij/kVVj6TENIicVliEdBrIhbWdiFCEicjLqozASm7I9l/guJw3Yo79AB4sV7phcrFBau7jWUunAuc7DUMd3ObMGHChIliQrQKU5E+3xBZg+jo6BBXj+4iO1uQxVaXgfD5fCHFqAtCuAyF0+kkNzdXSTOcKsTCohdg1ku75BdDZOIEwudOeBagkHmd0Es246neG0W9JuGxYwV9L8gvy1H/rrjc0yZMmDBxrnBaRMswjO2GYawzDGONYRirjn9W0jCMhYZh/HH8d3xhx9HT1PXYoeLiXpDYJinMK1YHn8+Hw+E4q+fWLVKlS5fGarViGAbVqlXD6XQWur9kKkosjWQgwqnHZ+nuzDJlyiixUt0Ko29nIm9IQoUehxVe8FnGVKRHAGVBPNX7o6AMRT1bUP9bt4ZC/tc2LxmT4owz9QwzYcKEifxwJlbCtsFgsKEW1Doa+DoYDKYCXx//v1AURQCxqNA1hIqy2OvB7VOnTuWuu+5S++raTfKZLIwWi4XLL7+cJk2aKPIirh59X3HVyTEaNWpEo0aN1Lnz6q/uMsrNzaVChQpMnDiRyMhIrrnmGp577jlatmz5j36IlU1q/wnBAtTnIqZZunTpkMW+Xr16NG/eXKmb632PioqiTp06JCYmAsdchv369WP06NE4HA6lRK4TB3GNSbvE2iUu2PD+6+5ZfYylHeH7FTRm+v8i9CnXRMoShY97REQEJUuWJDExUV0rvQ36sXXdqvA+yFjL77ysPPq5w4uEh/cxJycHu92uzmez2cjNzSU+Pj4kfkufe/K3tEPXzioKCiJSQEgcXn6q8nllPualIF8McEaeYecbOhk2f8yfi/HnQsXZMDl0B944/vcbwHVn4RwhCCdWuq5QUd6qpaxNIBDgueeeIysrK4RgyEUOLwfTrl07JkyYQCAQoGfPnjz88MMqlkpcjLriu8PhICUlhREjRnD99dcDKDeQLI5irRB3UTAYpEqVKowdOxaPx0NsbCwDBw5kw4YNrFq1KmSR04Pl/X4/Y8eOJSkpKaTsj5CsRx55hGnTpinFdIfDwaRJk0JEUUVpvEKFCjzyyCN06NCBNm3akJubS+3atalWrZqSvQgX1RSLZLjGViAQwOl0qn7CCQuNfBcMBvF4PFitVlWeKCcnR1nwwgmXuC+bNWvGrbfeSjAYDCnJIyVr/H4/ZcqUYfjw4crSJ8cIBoNUq1aNZ599VlkOhUwEg0E1P6R/Pp+PmJgYdb3Fsinb3HvvvbRo0ULFwulB7fLAkGssxEk005o2baqIKxzLNu3duzeTJ0+mQoUKeDweLrvsMoYOHUp0dHRIlq6IocqxddIcTv4Luj+ENIu7Ly/xUnnpkL/lGusPRd36GW4tK8Y4588wEyZMXLw4XaIVBBYYhrHaMIxBxz9LCgaDe47/vRdIKuwg4Q9x/e8z4X4ozLKlW0/+/PNP3nnnHZU9B8cWLQlCFiLTvn172rdvz86dO2natCnXX389W7duVQuUx+NRC73dblfnuOmmm3C73bz22mshVrLc3FxVPgZOkIk6depw++23s2jRIn7//Xf69u2Lw+Hg1VdfJTk5WbntZEGUNvfp04fLL7+co0ePKlenLOi33347lStX5oMPPlAL89ChQ/niiy/4/vvvFTnyer2UK1eOO+64g1deeYWnn36aDz/8EKvVyoABA4iLi+Oll15SrlU4UTdSyFsgEFCkSc6lEzDJnpSxkhI/Uo5GCidbLBaysrLUcf1+P06nk9GjR1O/fn3+9a9/MWDAAH744YeQ2oNiLQJISUnhvffeY/HixYp8CqG+/PLLGTlyJJMmTWLNmjUhLlA5lswl2S87O1uV1xFyLtdv3rx5rFu3LsTFLMeTsRJCm5OTo4pW9+jRg3vuuUdtI2r6c+fOZfXq1cTExNCwYUPuvvtu3nzzTXw+nxpDu92usmNl/vh8vhDXrnwvJZXCiZCOor5B5kWa9PtW/16XrygmOCPPMBMmTJjID6dLtFoFg8HLgc7AUMMw2uhfBo89TfN8ohqGMcgwjFWGYazSy6OIdUceyEVxdYS/mefnOgz/W37EqtS5c2datGiBxWKhTp06yoohFhev14vf76dz587Url2b3377jYiICGw2G+np6XzyySdYrVaqVaumrCgRERFKNLRy5crUq1ePadOmqaLOspDKwm0Yhlp0GzduTK9evXj66acpVaoUERERNGzYkEcffZSWLVsybdo0kpOTVd07sVYNGDCA1q1b88MPP5CVlYVhGJQqVYpgMEj9+vXp3Lkz33zzDXPmzAHglltu4eqrr+aNN95QxMhut+N0OrnllluYNWsWu3btwuVyEQgE6NChA8nJyUydOpU///wTh8Oh3H5CciIjI8nIyFALulirZFwiIyOVYGpkZKQiKmIBcrvdaoHOzs5WJCEmJgafz0eJEiUYN24cHTt2pE+fPgwYMIBJkyaxdetWvF4vkZGRKhPS6/VSoUIFnn/+eRISEvjmm2/w+XxkZ2eTk5ND9+7d6dGjB48//jibNm3C6XRitVopX768modC9nJzc+nWrRszZszA5XIpi6BeqDkQCLBnzx7S0tKAY0RdJEICgYCKk7NYLLRs2RKr1UpUVBS1a9fmzjvvZMyYMbjdbmUZEnL/7rvvUrNmTd544w1efvll9u3bh9/vx2634/F4lKXVbrcr2Q3pv1jn5BrJXAu/57R7V91XOikKtxzr3+VF1oq55QrO0DPsHLTThAkTFyhOSxk+GAzuOv57v2EY84AmwD7DMMoGg8E9hmGUBfbns+8rwCsADocjWJDVqTCypdeeK2zbvL63Wq3ceOONDBo0iPHjx9OmTRsGDRrErbfeGlJXz+VyKffVCy+8wPPPP09kZCR//fUXaWlpOBwOHnroIWw2G/fffz/du3enVKlStGrVipUrV9KzZ09mzpzJmDFjeOWVV1i+fLlaqMRSI25Hr9fL3r17mTRpErGxsXTo0IHIyEjeeecdIiIi6NatGy+99BJbt25VJKdChQoMHDiQlStXkpKSQokSJXjwwQepU6cOVatW5YsvvqBu3br897//ZeHChdSpU4dhw4aRmprKggULOHr0qFpAfT4f3bp1Y+HChezbtw8Ap9PJ3XffTb169Rg6dChut5uqVasycOBAatWqxZo1a1izZg1ffPEFVapUwWKxsHbtWmVRSkhIYN++fcqKJO45iUHSLXMxMTGK8CUkJLBr1y4AMjMzKVeuHMOHDycxMZGxY8dSoUIFAoEADRo0oEWLFnzwwQc0btwYq9XKkiVLaNy4MX369KFKlSq88cYbZGZmYrPZcLlcDB06lPLlyzN9+nRuu+02ZYkaN24crVq1YtiwYWzZskUVrL7qqqvo168fM2bMoFy5cpQvX56vv/5akZ3IyEji4uLYv38/JUuWpGfPngD89NNP1KlTh7lz55Kamsoff/zBhAkTSEtL46effqJz5848+OCD3H333ezdu1dZ4ipXrsydd97JqlWrSElJYciQIYwbN441a9YAqHErWbIk//rXv7j66qsJBoMMHTpUzaVq1apRoUIFFi9eHOISDAb/KTAafq8UFouV1z0nxC2vF6XiliBxpp5hpmCpCRMm8sMpEy3DMKKBiGAwmHH87w7ABGA+0B948vjvj4t4PPUj5KOo7oWTeXjrCtWCwYMHU6JECdavX0/btm2x2WxkZmYyevRoXn75ZQ4fPozH41HFrufPn0+9evWoVq0ao0eP5uqrr2bhwoU899xz1KhRg2effZbhw4dz3XXXsXPnThISEli6dClr166lWrVq7N27l9WrV9O6dWt+/PFHtfjplg63282hQ4coXbo0EydOZPXq1axZs4YWLVrQr18/1q1bx/z584mKisLn8xEXF8fYsWOZOnUqBw4coF+/fvzyyy9cddVV3H///XTu3Jly5cqxYMECvvzyS3r27MmQIUNYtmwZGzduZPny5SGB7FarlRo1avDBBx+QkJBAr169KFeuHCVLlmTGjBnEx8czePBg2rVrx8svv0xKSgo+n4/Y2Fj69+9Pp06dePbZZ4mMjKROnToMGDCAJUuWkJ6eTo0aNZg5cyalSpXi4MGDOJ1OXC4XvXr1wu128/XXXzNmzBgWLlxIly5dePfdd/n7778JBAJUqlSJ2267jY8//pg777yTH3/8ke7du+NwOFi6dCnXXHMNXbt2JSUlhXnz5lG2bFni4+NZsWIF/fv3Z/78+bjdbipVqsQDDzxA/fr1WbhwIb179yYlJYXExEQeeughHnjgAbp168bWrVuVW7NevXrcddddfPTRR9SpU4d27doRGRlJ27ZtcblcvPvuu7Rs2ZIWLVrw2muv0alTJzIyMqhcuTLt2rVj7ty59O/fn9atW/Pwww+zd+9e/v77b2bPnk3r1q0ZNWoUW7ZsUQH71113HZGRkVSrVg2fz0dCQgJ2u51vv/2WqKgoZZWKiIhgyJAhqsZkUlIScXFxxMXF0aFDB/x+P40aNWL16tV4PB7lBpVrrd8X+v2Y372T371XEHHTCV5+xzrXONPPMBMmTJjIC6dj0UoC5h1/sEYCs4PB4JeGYfwEzDEM43ZgB3BTUQ6muy/CFanPVDxHfg/377//nu3bt5OcnMxll13GRx99RHx8PJ07d6ZXr1688MILyg0jC0bjxo1ZtGgRGzZsoHLlyvTp04fIyEieffZZypYty8aNGwFITk5m4sSJLF++nNKlS9OhQweeeuop+vXrR7169diwYYNa/MaOHcv8+fNZt24dUVFRZGZmEhkZyc8//8wrr7wCwNGjR1m0aBFDhgxh+vTpfPTRRyxevBi3282oUaPwer20aNGC3bt3c+DAAV588UVq1apFTk4Omzdv5vfff2fUqFG0b9+epUuX8uSTTzJt2jS2bt0KoGKXMjMzAXj44YcpVaoU33zzDa+//jpPPPEEHTt2pFSpUqxYsYLVq1dTvXp1Xn75ZYYMGUJKSgoLFy5k9+7dZGRk8Pjjj9OkSRMee+wx2rRpQ/v27Zk8eTKPPPIIcXFxfP7553Ts2JHExEQWL15Mx44dKV26NEuXLqVUqVJUqFBBkUCAQ4cO8eSTT/Kvf/2LTz75hEAgwKJFi9i7dy+bNm3i6quvxuFwsG7dOipWrMj69euZM2cOV111FR9//DGbNm1SsWrPPfcclSpVwuVy8cUXX1CrVi2aNWvGqlWrWL16NUlJSURFReF2u7n55pspW7Ys27dvp3r16nzwwQds2rSJWrVqsXnzZrp06UKZMmVYuHAh1113HT179mT69On06tWLhx56iOHDh9O0aVNVJHrIkCHUqlWLuLg4/vvf/5KYmMhnn32G1+slNjaW1q1b8+mnn7J7924efvhhFi1aRL169UhISODgwYNqbkgyQGJiItu2bWPHjh0cPnyY4cOHs2fPHubNm0diYiL16tVT7kCxnJ6OWy+cVIllS79X5XzFzYql4Yw+w0yYMGEiLxSLWocOhyOYnJyM2+1WSuPhwchnAgUpzusyAvri4HQ6SUtLw2q1qhgYwzCoWrUqHo+HXbt2qUBnwzBU/cGGDRsyYsQIHnvsMXbu3KncbJdffjnJycmsWLGCnTt3cuTIERUsbrVaycjIUAuh1A2U2Boho7ooqK5fJZlqXbp0YdeuXaSlpXHttdfy999/s3DhQmrXrk23bt1ITk5mz549PPnkk3g8HipUqMD27dtV3yWg3eFwEB8fz8GDB1XQdWJiIklJSfzxxx/Ex8czatQoPv/8cxYvXswdd9zBsmXL+OuvvxR527t3L3Xq1MFisbB69Wq6devG77//zosvvsiQIUNYt24dX331FYmJiRw8eJDatWuzfPlycnJyaNq0KUOHDmXAgAEh8UASIK/3Xa5XnTp1SEtLY9++fSGxX06nk4SEBHbs2KGOI0RBAvUlHkrGVzIF5Xv5TrIg9bHKycmhZs2ajBw5kgoVKrBlyxaOHj3Kiy++yJ49e4iPjycnJ4e+fftStmxZnn/+ea644gr++OMPdu7cydSpUxk+fDi5ubkhMWYS92W1WomJicEwDNLS0tT9IW0T96zNZiM2NlZZ7Tp16kRKSgrPPvssO3bsUK5aSe4A/mHVkv/D6ynq90xBZXfEKh3uOpR4PDnHkSNHzFqHZxDF4VluwsTZRHGL+QwWsdZhsSFa5cuXJzs7WwUoh4tf5odTzZTSUdBbd1HquAlJkwUmNzeXwYMHc/ToUWbPnl2gAvuZdqHkFS+jWxb0cjynUu8wv+PnBcMwsNlstG7dmmXLlqk4qjVr1pCRkaEC2yUBQKQIcnNzadu2LZMnT+all17i1VdfBQgpQyTkpjjceBERESQkJDBs2DDS0tJYv349+/btY+PGjWoui4tx8ODB3HbbbSojUoLo4+LiVIao2+1WmZUn0wYIvR9KlSpFpUqV+O2338jNzVXyEnkhr3moVxXQ464KslTp5Eqsv7JPOIk1idaZRXF4lpswcTZRHJ73OopKtIqdTV8PopW/5WGdn57PmUBeC01BJEj/TnSkdL2iK6+8km+//fac1aXT26W3TRZFnVjpP6d6/PCMtLy0y0QP6/PPPycjI4P09HSWL19Odna2sjYBeL1eJecQCASoUKECQ4YMAY7JJAhBEGIilr7iAMkabdeuHT/88AMJCQl8//33bNq0SZFIq9WKw+Hgtttu48svvyQQCKi+i8UqMzNTyUiIpfJkEG6NAti9ezebNm0iKytLXW9dcFRHeKauro91qvebZD7q1Q2K24PShAkTJs42Tivr8EwhXENLz4jSiVdRrD95WViKajXS39KLso9sEx0djdfrBY4tLjabje3bt7Nr1y4lHnquUZAQ5bk8jwRAS+C1bhWRa6oXybZarbRt25aVK1fy1VdfceDAAUXC9AxNcUOd7VqThcHj8eByubDZbDRt2pTPP/9cERtdO+yGG24AYP78+UqqAk4UihZhVt19fbIIj5OKiori6NGjSgdOR37WKP37vBJHwvfP77j6vaSLl+oB+CZMmDBxKaDYWLQKsvyINUaHrv9zJlFUNXkdovMkloisrCyeeuop4MzFl50uzpclQQiExJzpn8lvXYHc7/dTqVIlIiMjef/99xX5EPkLHcVhbCWOavHixWzevJkVK1ZgGAYOh4Pc3FyioqKwWq00atSIFStWkJaWpqxWOhnV3WzhQeXh5ytICkW3KupEVCyu8gKT1/2mnzNcIyt8m3BSlpdmXV73rQkTJkxcaig2Fq283Aq6KGJRLVrn421ZtIxycnLIyckhOjqaQ4cO4XA4VHD8pQqx6EkpI4nFEhIiCuZS8sfv9xMfH8/XX3/NkSNHQgLOARWcLm7a8+2KstvtuN1uduzYwZ9//hlS0xJQBDMzM1Mp8UupJThBWIRQnkkIkRXCExkZqe6hvM5VEMELR0FxeXowfV77SZKBCRMmTFwKKBbB8NHR0cGKFSuSmZmptKokiBhCCZcgP9KVV3/O9lu1LGRCuPSg4+Lg3jqfEJIkJEvidkSMVA+sFhda9erVlW4WoNT7ZVtROxel9fPdP93F7fV6FWEUV5m4A4VciBUsPHBcl0wo6otFYbDb7f+of6i3Oz/kJ04a/l24ZUtHuOVM/g8Gg/j9fo4ePWoGw59BFIdnuQkTZxPn+8U6HEUNhi92phZZhE4W5/MhI+VkpJSOXpD6fBOB8w1RmY+IiFCyFXCMAIhEgkg1BINBYmJi2Lx5M4D6XLdqiTVLLCPnG9J+kX+IjIxUfwcCAbxeL3a7Xc0NCfgXd6key6Rn550JCLmVc+tZmrqUhyAvXayCkkTCLWDhREyuj04eTTJw9lDcFiETJkwcQ7GJ0ZLCwrp1QBYjfUHVM+dkwYV/LhLhGXBQcA1E0STS3T5yfFn85G/d5SXtEx0scddIO+Q4+iKjBwXLd4BagHXowcPSbrH46QHmgKoTqI9XXu2XY8n3Ms45OTn/+F4/T/j5pD36ceWYQoj0+Cu9FqAesO31ehUp1TXFpPyLHscl4yrnjoqKCrEe5TWmojEl11YfH/0z/Rx6f/SxkDGW6yTt1s8tZEsvli3uQlH+17P6dMudxKmFz039b33fvK63Ttwk9it8PoiFULYTkhd+/fMbC7Eu6j965q1+H+kCxNLWc52Na8KECRPnC8WGaOXlqpCHeXgmYbjkg/65Lg0RTqjyS2kXnSMRt9TJgbi69JgaqWknxCEi4ljBaSmhI+TE6XQSFxcXoh2kH0POJa41aYtOzDweD4ZhKDFSv9+Pw+FQ1h09qNrtdoe0XwiPiFTabLaQtgg58Xg8AKqYsrhtIyIiiImJCcmI088nblI9Bi0qKkoFusviq+tjRUVFqfESQuJwOPB4PCrY3e/3h5APIS9er/cfREqy/kToVvovbZRSNfI3oIhXMBhU1iYhfEJyZF7pwqROpxO3260+D48hlPknZFEImMSlyZjKdRXrnswh6bPEtck4SnvlOJLhKgTTbrcDhFjU8kL4y4cu0SFzWf9fhy7jIX/rLyL6OQS6jIjMQd1CacKECROXAooF0corzqOwGJGCMq/CrVt5HSMvSMq93+9XC4P8L8eMiopSZEKsGIFAAKfTqRY6wzBwOp1MnjyZFi1aqDbJgun1enE6nUo3KSsrS5EmgSyq0dHRREREhJConJwc6tWrx/Tp01VcmMViITo6WlmlhDBlZ2crQiVEQuJzhGBKm71eb4hFyefzqQLMsqgLWZFj6gRBxDbFimK325XFRwRGhXxJuyVhQI4rC7DNZlOWFyHaUjpHxlMId1ZWlsryE2Iux9LV9H0+n7quQt6kv1Kn8Y477qBcuXKqTxIHFhkZSXZ2Nk6nMyTGSvqtz0vZRwifuE8lGF2EXB0OR4gVU0i2WM58Ph9Op1MF0AtplnPKfkKspB5nTExMnvM7nNzo5Cn8HgnXSZPt89sn/DvdwhWu32aSLBMmTFxKKFYxWkKcwsvgwD/V28NFOYty3Lz2lf8lfkViq2SBlqBrQL2RCxET/SxRNhermN1uZ/To0Rw5coSlS5eGpNjbbDasVitZWVk4nU51fnEHinXIZrMpS5N+rsjISMqXL8+0adMYP348fr+f6tWrc//99zN27FjcbrcqFyTtlmPopCMuLo6hQ4cyffp0cnJylOVEXFe5ubkhWk8lS5Zk4sSJrFixgtmzZysiaLPZuOaaa/jqq68UQRD3lpQs0i1CEr8kffH7/SHxWkKedIIo1iKPx/OPa6Nb4KxWK9deey1ffPGFEjeV4+bk5OByuWjWrBnLly9XWldRUVF4PB5KlizJqFGjOHLkCIcPH1YuYmmfWGJ0BXuxoIlFTH4LeZL2CanOzc1VfdDJhxDwyMhI1T+ZR7I9oKxcuiq+kFqZWxaLhczMzDwlHPLTycrvngknVUWRUgkPspdrr9+/4e5ME6eP8ePHn+8mmDBRLFAc74ViYdGCE0KleuCsQLdi6P/r++YXCKofMz/o+kxlypThsssuUwu0zWbD5/OFuAtlsROrhiwaOTk5OJ1OrrnmGsqXL89TTz1FZmamcnOKBcztdqvjyo/FYgmJ3xGiIGRG3Hc2m41HHnmECRMmsGzZMnJyctiyZQvz58+nbNmyatGWcdIDs3USMHr0aOx2OxkZGVitVtUfsZzosWAREREMHz6cQCDA+vXrKVOmDPfeey+BQIDBgwdzxRVXKKsPoIiSEDdRc/d6vSElafRMPFmQ5cfhcKh2C0G588476dChA3BCDqJ///4kJSUBcMcdd3DNNdeE1P4zDAO73Y5hGPTt25ebbrophLwIiX344Yfxer288MILilxffvnllChRAo/Ho6yWYgWLjo5W7dOtaZUrV1YEWixluoVUrqlY6nQrHUCPHj2YMGGCsk7KdZDrpr8IyLwTAibX2+l0/sNCWJgb/WRQ2L75vfiEx0yaMGHCxKWAYkW0dOhvwnk9uPNaQMKPoQf5yjHzcj+K1lXp0qV56qmn6NixI3FxcdSqVUsFMEdHRyt3E6AWXAkil89SU1MZNGgQY8aMIS0tLYTohbu9hODACXdlyZIlFTkR16JYMKQY8YsvvsgPP/ygCIthGHz11Vds3LhRHV/igcQyJqTG4XDw4IMPEhkZyfjx4wkEAooMikVJzgvHSNOVV15J5cqVWbduHVu2bOHpp5/ml19+oX379nTo0IGXXnoJOOH6AhT50OOYpM+6q0ysRULKZBuv16uyFa1WK3a7nffff599+/YBx0httWrVaNmyJUeOHKFjx4507NiRcePGqWsuQfZut5suXbrQsmVLxowZE6J1FRUVxSOPPMK+fft48sknFfEFSE1N5fXXX1dtltgxOaa4IqWd7du3Z+jQoYoQieaX7lKMiIhQLkg9cFyO+9FHH+HxeNRcE+Ktv4CIK1EfHxlPyXTULUhyH4XfOwUhr2SSkyFKeZ0zPLbLhAkTJi4FFBuiJdDja8I/y2u7gh7+BcWU6P87nU6qVavGPffcQ2ZmJtu3b2fcuHF06dIFm83Gtddey8CBA7FYLPTt25dKlSoRERHBsGHDSEpKokWLFkycOJHmzZszefJk5s2bx+HDh0My6fT4Jlk8Bw4cyF133aX+HzBgALNnz6ZUqVIh2/l8Pho3bsyzzz7LwoUL2bJlC23atFGB7FWrViUhIUEtbmLVkEU3JiZGLfrDhg3DarUyevRocnNz1WJeu3btkKBqcY8ZhsGgQYPYtGkTH3/8MZMnT8Zms2Gz2RgyZAj33nsvaWlpiizJOSWmS2LChFgYhsHgwYN57rnn6NKliyKpElButVpxu904nU5lGRJSA7Bu3Tr8fj/169fn3//+N/v27WP8+PE89thjTJ06lUAgwKBBg7j11lux2+1UqFCBp59+mpEjR/Lggw9y4MABFZcFMHHiRHJycnj22WepWbOmOm8wGOT//u//6NGjh2qjtFPGUpIHoqKi6NmzJ2PGjOGNN94gMzNTjatY5Px+vyJmiYmJ+P1+ReKlLX6/H7fbrQiwSEHoLkkhpBaLRX0mY56cnEzt2rXzJGh53Tt53Scng/zuO/2eDM9OlHOZli0TJkxcKig2REuPx4HQYGf9c9lWoLubwheLcAtWOOS7Jk2aMGDAAF599VXi4uJo0aIFJUqUYOPGjbRv355Bgwbx22+/8eCDD9KtWzf8fj+PPvooVatW5aqrrqJHjx6sWbOGZs2asXXrVg4fPsxHH31EfHy8CgqXRVZicwYMGEB8fDyrV6+mdOnSPProo3i9Xnbu3MnRo0eVhSsiIoK2bdty44034na72bBhA0888QTXX389CQkJ3H333UyYMIGePXsyduxY7rrrLuLi4sjOzlZZk263m3LlyjFlyhQqV67MpEmTiIuLo02bNgSDQQYMGMDkyZMpVaoUERER9OrVi969e2MYBr1792bDhg3MmzePUaNGkZiYiGEYTJ8+nTVr1vDcc88pV53EhTmdThITExk/fjytWrWiS5cuKingtttuo2rVqmo7OKapNWTIEKZMmcKMGTNo0qQJU6ZMoVq1arRu3Rqbzcb111/PrFmzALj22mt55JFHiIiI4Pvvv+ezzz5jw4YNtGvXjvnz59OqVSt++uknbrvtNmbNmkWvXr2YOHEie/fuVUkLJUuWZMqUKdSpU4eZM2cyZMgQHnnkESwWC40aNaJnz56kpKTgcrlULJS4VQVer5eEhAQeeeQR6tWrh9/vp1WrVnz//ffMmzdPWTMl3stqtdKhQwdGjx6tXMI5OTmqJA+cEBXNzc2lYcOG/Pvf/6Z06dLUrFmTK6+8Uo21tMkwDGJiYrj99tu57777uOOOOxgxYoSK98svFircEnyqGkw6icrvpacgi7QJEyZMXOwoFsrwMTExwdTUVDIzM/F4PGrxkZI2sljllemkLxD5pZnrgb/irpLYpd69e1OmTBlef/11fD4f8+fP57XXXqN8+fLAMWuK1+vliiuu4J133iElJYVKlSrx8ccf07hxY6655ho+/fRTXC4Xr776KsOGDcPpdJKenk6VKlUYPXq0ko2QoPjIyEgmT56MxWLhl19+oXLlynz00UeMGDGCF154gWXLlinrUNeuXalTpw7Tpk1j8ODBJCQk8MYbb3Dfffdx5MgR5s+fj8Vi4frrr+fFF19k5MiRPP300xw4cEAFxtepU4frrruOFi1aMHToUBwOB3fddReLFi1i6dKlvPXWWyxatIh58+Zx//3306tXLwYPHkypUqW46qqreOWVV2jSpAnz5s1jxowZjBw5kv/+97/s3LkTi8XCzTffrLIhbTYbrVu3pn379gQCAXbt2kXjxo1JS0vj559/ZuDAgWzcuJE33niDbdu2cf3113PllVfy7bffkpWVRffu3dm7dy/ly5dn9+7dZGRkEAgEiI2NBeDw4cNs3ryZ5ORktm3bxieffEKnTp2IiopizZo1DBgwgC+//JJ+/fpRo0YNXnjhBe677z46d+5MRkaGmgPt2rUjISGB9u3bk5GRQfny5Vm3bh3Z2dm0adOG/fv3U65cOR588EEaN27Mvn37+Oyzz0KyJ1u3bk2fPn145ZVXGDx4MC1atODQoUN88MEHtG7dmocffpjt27erGKpatWrxyCOP8PjjjyvXaosWLShVqhRffvklDRs2JDo6mhkzZnDzzTfTunVrEhIS2Lp1KzVq1GD69OkkJCTQsWNHXn75ZVauXInT6eS+++7j+++/Jzc3lzvvvJMvv/ySiIgIGjZsyLRp06hXrx5xcXEsXryYevXqkZqaSpMmTZg2bRrr168nNzcXl8uF3W7n0KFDZ9XaFBERoTJdTWX4M4fiGABswsT5wLm8F4JFVIYvNkSrWrVqZGRk4PF4lFtF3CJwcnEm+REyITuSFef1eilZsqTSwHK5XCQkJHDw4EGqV69O+fLl+fbbb0Pe1D0eDzExMcqt07x5c+x2Oz/88IOKdZKsMgkKl3p4khXmdrupUqWKyoTbvXs306ZN491332Xx4sUhUgQSHyTuIT1eyOFwKDddw4YNueeee1i2bBn/+9//VB8vu+wyrrrqKj799FNGjBjBt99+S506dVi8eDFdunQBoH79+ixZskQFkmdmZrJhwwa+/PJLateuTUREBG+99RYej4c6deqwZcsWWrRowebNm3n99dfp06cPe/fuJTY2lrvuuoudO3fy+eefM3HiROrWrYvf7+d///sfUVFRjBo1iu7du9O0aVNq1qzJwoULufLKK3n++ee588472b9/Pz/88ANDhgxhwYIFNG7cmLfeeou6devywAMPcM8997B+/XqGDx/O3Llz+fvvv5X7zWazcfvtt5OWlkZ8fDyLFy9mw4YNTJ8+nTfeeINly5YpN1xu7rGSSTfffDO//vor0dHR3Hbbbbz66qts376d5ORk/vWvf1GmTBn27t1LamoqAwYMUC7MiIgI6tWrx+HDh3E4HDzxxBNkZmYycuRIypYty7333svo0aPZv38/DoeDK664giFDhrBu3TplkXK73fzwww8kJCSQnJxMy5YtAfj777+pV68eW7Zs4csvv2TVqlU89dRTeL1eFixYwH333UevXr04dOgQ1apVY8CAAXi9XjIzM1m4cCHdunVj3bp1NGvWDIAVK1bQuHFj9XLhcDho0aIF99xzD2vXrqV58+Y8++yz/P777wwcOFDde2dDadwkWmcHJtEyYeIYTKKVD3SLltvtVkHHuohifgKKOvJ7ExcXiV6KRALRRYJAjinZgEBIUWghekKCAJXNJhIPchwhU06nM0SkUSxpEnAuYplASPC7njEnQduGYSjrngRE624hh8NBlSpV2LBhg8omFB0r6efdd9/N3r17+fTTT8nOzqZUqVJkZGQQFxdHTEwMbdu2ZdWqVezcuRO/368kEESoU4ifyBpAqJp9XFwcLpeLPXv2YLFYmD9/Pl999RXfffcdP/30E+XKlaNPnz4kJCSwYsUKPvvsM7Kzs1VtQD3mSMZR5oLD4SAuLo49e/aoAHNd7kHPrrTb7dhsNo4eParizUROQo4tfRBrqVgQhVzoMg65ubk0bdqU9evXk5mZGaKjFQgEqFKlCrVr16ZkyZJcddVVpKWl8eyzz7J3714A6tatS/Pmzfniiy/o2rUrq1at4pdffiEiIoLMzEyVhXjLLbdw/fXX8/jjj5OcnMzhw4dZv349gUCA8uXLk5GRQeXKlXn55Zfp27cvmzZtAqBt27b8/fff/P777/8QqNXniVh2xSK7cOFCpk2bxs6dO9VclReC8PvtTEBeeGROpqenm0TrDMEkWiZMHINJtPJBXq7DnJwcFaekZyAK8nMT5gUJIhbJBJ20hEsf6BpFutyBLDx6NpcQKLFi6YrcImcQLiwpFikheLoOk0DIm8T2SF+FFAjZkvZIfJRktsmxZVvRgtIV1uVYoiSuq4/r8WyyPRxLGpBji/6U1WpVcgeiwG6xWLjxxhtJTU1l8uTJ6ri6tc/n82G320O0pSR4Xr9GOjmS66SX3IETBFrOLWMnCQHyXXZ2NpGRkf/IUhVXoBxbJ2zSVpGckNg3aaMuyGm324mOjiYtLU0dV7I5o6OjVQapbhWTuXnDDTfQo0cPpk2bxsqVK9Vxc3JyFBGtXbs277zzDm+++SbTpk1TBE0v0C3nEA0uIfMydrm5ubz11lusWrWK6dOnK0V+meuyf2E6W6cCk2idPZhEy4SJYyiORKvYBMPnhaJmJ4WX3MmrBI9k/YkFSSxbolUkrkBZdAG1IIg8gtfrVWRMLBqiEi/bAMoSEq4VJe48XaRSMtiEzACKCLlcrpA4tPDadtJmUZaXNkr/hCyKJpPEvYWTRRkLXW5BLBxCdsRdKsRPdLJ0cicZeDk5OVx++eW88847IdIF0mYZW7fbHXIu3SooWlZCcnRSqqvh69dfxkXkIIRg+P1+/H6/kleQfT0ejyIaMgf07L7s7OyQTD+5VmLV1AmTzK2DBw+q5A3R3RJJB5/Ph9vtVqRIrlOHDh2IiIhg8+bNytIlhFO/jv/6178oUaIEc+bMUWMuVlgZZyFNInYrGmDy0lK3bl1Kly7NJ598EpIFKNuI3MjZsGiZMGHCxKWIYkG0wqUadAuOLKL63/o+RYkjEWuW7haCY+rrUhZFzyaTt3tZpPQFXhZkPTtM0v/FbePxeEIUu8X6IrFaQoZ0EdPo6GgARQiioqLIyspSFjZd9FQsbA6HA7vdrhZuWSh1VW893ksgLk+xyEj7xKIh6uLSpqioKBVILmOlK6fLPmKFdDqdTJ06lR07doSQW91tZxiGIoC6jIX8FneliMPKGIuFSKyCPp9PEQ2x4sg11nWb9Guru3JtNhtZWVkAiqTIb+mnPp5iTRNSqYvCyhjKOIkshc1mU/pgVquVjIwMRYqTkpKoWbMmO3fu5K+//lJjKNYq6YvD4SA1NZUPP/yQvXv3hqju6xmRYmXUSX1UVBQulwuv10u3bt1Yu3Yt27dvV20Va6jcA2KtO9PQRYnPxvFNmDBhojiiWBAtgf4QFlKRlyxDfgKl+UHKpQAhFgmx2Ohq5RJkLoudQI+VEsKgt8NisaiyKXqGofRFRChtNpvaRhbxQCBAdna2Oqeu8xQIBJR6uIh4CjkRi4wQR51Q6uKhgFJaF+uOXt5HSJhOYqQYs3wnJFP20cmXXkJGCNehQ4cUcRMipCvw61axrKwsZR3UXXRiXdHjjISgiI6VTsIkoUH6ICRNLHg6wdZFWfUSN7m5ucoFKsTV7XYr8iXb6rFkcs18Pl+IoruQMbE4yjGltJFkaP7888+0atWKjz76SBE56bOQqBIlSpCYmMjbb7+t3Lu6y1TGSWLodILu8/nIyMigatWqXHbZZXz55ZfKsqkr8Ovuw+IQUmDChAkTFwOKBdEKFycNLxdSGIryhqwvrrIAy+KnF3sOj7XSFejD3Y4CsXjIggsngtv1/YW0SFkWXQtJF6AUkiOLqF4oWqwj4lqS2CbZTvbRyarUMtSJq1jBhNyI60hcbjpZ0ZMT4ATpFPKluzL17+X8QiB1wiHjqP8tpE8nmuKWk7EUl6zf71euMyHJEvSvW5V0i6KcR/YRy6BYLXW9K0mY8Hq9REdHh8Q7ydjI/JC/w+eObjkTtXaxeuou1UaNGnHw4EH27dunxlNcsELsKlasyM8//8wvv/yixkrap7+gyLwUq6HMBZvNRs2aNVm3bh1LlixR4yl9F+umHlNowoQJEyZOH8WCaEFoQWld0gFOkK/8UFRla33RBkLIjlgDxPohC51ewkdIi5AmIS566RpZpPRyO0IO8svWE8gCrC/iQiLCrQ7iktMJpu4K1GOwdIFLh8OhFmMhNjqpCS+MrEM/l7RV+i7jI9vpumVyXLvdroLJpX9y/vBsQ/3a6+0UYiHtFYIRbkHUr7mQN30O6ckCOuGVfolrWL9uetyU7orVA831z2R+6PPI6/WqIHuLxcKSJUuoUaMGH374oRoD3ZUu127NmjU888wzIWMq7dPPq1uEwy1wOTk5zJo1S1kL9bENH2u553QxYP3FoTAR0vzuyVN5kTJhwoSJCxnFJuuwVq1apKWl4ff7VdaYlG+RB7wevwUFZxvm16/89pFFXAiNEK5wQVQ9nkjPAiwIQtAk40w/RlRUlFp8pZ+6y0gWfEnXl37JIituJJ0UybiJLAWEZg8ahqHOJ9vKgq5be/QA/9OFWLTCswtFdkH6LNmMcIIk6QkHYm0SV6NYGQuCfh11d6FYMAuCTrJlTggZ0mU38pov0k9x6cqYh89jXVpCSJQQMZmTEnsn/S1KVqA+lhLbp1vcCoNOFvMTDT4ZyNyW621mHZowYeJCxgWXdSiLlR6sLA92eUMPX8gE+lt3fm/S+ZUHkf3FraW78vRgdUC5rDweT0jmYVH6JucRK4Eub+B0OlVcjBxPFjnd1QkniIJuvZIYLgl6j4qKUuKounVDgv9lwZW4KZvNpkRiZfvw+J9ThYyd6IrpBEdkD/SYNyFgImwplg8hDNLmYDCI2+0u9Py6uxNQmZLiTisMQop1i6K4eeWaCckSUqJbgBwOh3I7ypjDCeuguLRl/GV8dHIuf0t8nrgiC4MugyE1JMOvS2F9l7GTOawnBuSFgqxVhd3HJkyYMHExolgQLcMw1KIqi5hOdApCURaMwt7CLRaLIjvhGk3Nmzena9euarGRuChxYRWFjIiFSEiSLHxCHiQoXCea4s4LD5p3OBzKihVOIvTU/EAg8I/FWIiBvoC73W7VLyFvQhLOhHtHiIlINUg9ROmrLjSqZ3AKuRCXHZyIpZOsPSmCXRB0t6QkPki7imINg2Oxe7o4qn6NZJx0qxycIFKSICFuXn1cIyMjVcajrq9mt9tD5C70xAyJQysKSRQLkpBSId8yvkWBngChv6ycytwIl1sxYcKEiUsBkee7AQJ9gQp31+nBzeHbyz6y7alASInNZiMlJYXU1FQWLlxIxYoVGTVqFCNGjFALk2ShiRtPXF8FQaxfNWrU4K+//gqx1ukunejoaGVJcrvdIbFPstBLFp9Ady+JJIBu1RLSJJYEsaDo++jjIG5EOc7pwul0KpkKkTgQEh0VFUXJkiU5fPiwcmE6nU6lVybkTHerSvycLrJaEISQ6paj8CD+wiCJA7qrWNcik8/FoqgHlMvckOsdHvvlcrlCrKlwIk5Rsg8ltg1QhaiLAj2uTEisEMSiXFs9Zi489vBUoFunizr2JgpHcQj/MGHiQsD5sqQXi9dKIQPh/8vCIJ/pv09W4qEgiMUFoHfv3sqiNnLkSGbPns2OHTuIiIigQoUKDB8+XLmuTiZDy+fzMW3aNOLi4lS/SpQowWWXXUbTpk0BlHtJ9KPEepaTk6PcbmJFEUuQHvwsFishIOJu0uNsJP5NYrJkfMPrKBY1waAwiPVF2iBCnx6Ph5tuuokBAwaEWGxE6sFqtVKjRg0aN26sAuhFs0t3lxZl3HV1ebEWiXBoYdDjAyUuT3epwQkyJwRX76fX6yUxMZFhw4apeDA9EF8IlNfrpV69epQtW1bND13uQ6Qs5DwnS3gcDoeyHIfHiOUHSYrQhV+l/UUhSuHn0N2wZmajCRMmLhUUC6IFJwiTWD50eYD8gnDD3RDhWXHyU5ibQqw3HTt2pEGDBixZsoQWLVrg8/l49913lavo0KFDpKenK7eXEKLCIMQmKyuL7OxspkyZwtdff82XX37J9ddfT3JyMrfccgtjx45VGlsSDyZWgPr16zN69Gj++9//Mn36dOrXrw+ckHTQ6yOKpc1qtdK+fXsqV66sMthefPFFcnNzleVM2m+z2XA4HAwbNgyHw1Gola6oEGuK/IiLrWLFinTv3p05c+Yo+Qk4odfl8/m48cYbqVq1qrJGRURE0K1bNzp16nRSQd1iodMtoxKXVhiEUIgMhoii6u5dgbiShZw5HA4qVKjAU089xZIlS5S1y+/3k5SUpOal1WqlZ8+eTJo0ifr16yuCJeeSWL127dpRokSJEEmPgiDET1y2eoxgUa6vkGMh+AI9q7SwmCx9G/kxiZYJEyYuJRQboqUvgnqGof72ntdbuK4aD3k/3OX//GC1WmnVqhX33nsvX3/9NfXr1+fBBx9k4sSJysojSt+vvPKKshI5nc4iLday/9ixYzly5AhPPPEEvXv3ZufOnYwbN44tW7bQt29fnn/++ZBAeyGZVquVZs2a8eOPP3Lo0CF27NhBfHy82kasf7owp9Pp5Morr6RPnz7ccsstBINBmjRpEuIOEheUxA8NHz6c3bt3K2HUM7EYCkHSLZKXXXYZM2bM4PXXX6dWrVrccccdiiyK3pTNZuPPP//ku+++C8n8W7FiBbVr1y40W1CHxKSJdahs2bJcccUVRSIrVquVOnXq0LhxY+XijYiIULUddVe3TigdDgdly5Zl7NixPP/88/z+++/KSiiuYZfLhdVq5ZprrqFv377Mnj2bJUuWKAuZXEfpf/ny5bn11luL7NaV+0dKDOkSJEVxP8pcLF26NKVLl1YuXDhBwgR5jaUQKl1CQ15SihofZ8KECRMXOooN0RLomXx6LExemUr6gzucjOmLnmyjQydgbdu2pX379hw8eJBGjRpx5513smDBAtxuN/fffz81atRQsgLyRi6uOr02ni5eKdCtcX/++ScRERFkZGQQHx/PunXrSEpK4pFHHuHBBx/kzz//VNaDcHIyY8YMrrvuOlV2Z+PGjUq8VNxQ4lYUEti3b1/S09OZPXs2AHXr1uXDDz8MWfCF4AwePBi3283cuXNV0L1YgfSxEmIXFRXFjTfeSJ06dUIy0i677DJKlCihthWrzoABA+jYsSMjRoygZ8+eHDhwgLi4OB544AFatmypLHj6+L3zzjvs27dPzQs53tSpUxVp0AO+w61PMg/0+CIhaG+++SaVK1cO2VeupfQ3GAySmprKpEmTyMzMDJlHeoxYIBAgMTFR7WOxWGjTpg0vvPACixYt4scff1Sfy/HT0tLIzMykefPm3HrrrUyZMoX33nsPr9cbUvsxEAjQtGlTSpcuzZtvvsnzzz+vXNdybhn7YDBIUlKSiimTvuvb6HFS+n76vaNb2qKiohg7dqwi9rreXfi9GE689OPqWZmmNcuECROXEopFMLwsdHrArr7A6/IIOvSMqLy+D99OMgp11fTbbruNMmXKsGnTJipXrsyMGTO44oor+OWXX7jnnnto2rQpH330ERMmTODbb79l3759NGjQALfbzY033sgHH3zA+++/r1wzspiLvpJYp6RIsRC2q6++mrlz5/LKK68wffp0tm/fjsVioVWrVgwfPpwBAwaQlZWlrBc1a9bk+uuv58UXX2Tbtm3MnDmTxx57jHXr1pGcnExGRgaZmZm4XC5Kly7NzTffjMPh4IUXXmDXrl0YhsErr7wSEojt9/uJi4tj1KhRxMbGct9994VofA0ZMgSfz8frr7+u3KcREcdKy9x+++3cdNNN9O3blwoVKnDzzTczdepU+vbti9Vq5ZNPPiEhIYHWrVuTmpqK1+tl3bp1zJ07lzp16nDbbbdx5ZVXMnnyZN588011fHGXiWVOrEg1atRg4MCBbNmyhZkzZ3LVVVeRmprKa6+9ptynderU4ZZbbmHFihV8/PHHysUWHx/PZZddxtKlS2nYsCFut5vGjRuTnp4eInfh8XioX78+CQkJfPvtt5QrV46HHnqIxx57jA0bNoRok4nF1Wq10rFjR2644QbGjh3Lvn376NGjB3Xr1mX79u0sXryYNm3a8O2332KxWOjbt6+yjiYnJ9OwYUNGjhypShbpsg5VqlShd+/e1K1bl2nTppGWlkaDBg3o3r07P/30EwsWLACOEaLU1FRuueUWPB4PGzduZP78+coqlpiYyLXXXsvu3btZuHAhJUuW5PLLL2fRokUADBw4kMaNGzN69Gj8fj8ZGRnY7XasVisvv/wyBw8eZOvWrRjGsfqUkvWZl0UrPDFFJ3emrIMJEyYuRRQLogUnyFZ+Qdh5ZR6GfycI30YsEeLukQVt7Nix7Nmzh2eeeYZBgwbx1ltvsWbNGmrWrMkdd9zB119/TcmSJenduzdffPEFbdu2Zc+ePfh8PgYMGEBkZCTNmzdn7ty5IWVb6tevT9u2bZkyZYpyNQkZyMnJoWrVqpQpU4ZatWqxZcsWUlNTadGiBW+++SYPPvgg8+fPJysrS7l9srKyuP322xkxYgTp6ekMGTKEadOm8ccff9C5c2fuvfdenn/+eRYtWsRrr73G2rVrufzyy5WbSdyKYokTq0mFChUYOHAgderUYcyYMVx77bW0bNmShx9+mGuvvZZrrrmG3377TWkwORwOoqKiGDJkCHv37mXTpk1ERkYydOhQUlJSuPXWW1m9ejXz5s3joYceolq1anz44Ye4XC7WrVvHU089RUREBLfccgvPPPMM//73v5kzZw4ej0cVo9aFWmWB7t69O61btyYlJYWFCxcybdo0MjIyiIuLU6TxhhtuoF69euTm5tKyZUsWLFhAMBikVatWtG3bls2bNzN16lSOHj1K9erVueeee/B4PDzwwAP89NNPbN68mfLlyzNu3DjefvttOnbsyEcffcTUqVNZu3atsqh5PB5V9NtutzN06FC6dOnCxIkTGTlyJMuXL6d58+bMmzeP7t27M3nyZCIjI3G5XFxzzTUkJyeTmJjI9u3badmyJTfddBNHjhz5h1r/0KFDKVmyJO+99x4VKlQgLi6OsWPHsn//fmJjY1WWo2EYpKSkcOONNzJ16lRGjBhB1apV1byrXbs2vXv3ZuPGjbRr1w6Px8PNN99MQkICcXFxtGnThn379vHiiy8SGxvLtddey/bt2/nxxx95+OGHadGiBX379lUvKVlZWcoqFX7fCZkKzwjOy61oZsqZMGHiUkGxIFq6QKhAFhx5IIuLTHAyD2oJYpb6gUK8xEoQCASoWrUqH3zwATabjfnz5/PTTz+xe/duPvzwQ+BYVth3332n2rZ+/XpiY2N5+umnKVWqFPv27VNK7WvWrGHFihUqUxBQZU/KlSvHwIEDcblcNGjQgNKlS7Np0ybKlCnDjBkzWLJkCbNmzVLtdrvd1KhRgy5duhAMBqlWrRpDhgzB7Xbz4IMP0qFDB1avXk2TJk3Izs7ml19+Yfbs2TRr1ixEHFMX3IyMjCQpKYlevXrx4YcfUqVKFTp16kRsbCyBQICKFSvy73//m1WrVjFlyhSl6C5upI8//pgdO3bQoUMHRo0axcSJE2nZsiWNGzdm4sSJeL1e5syZQ3x8PIcOHaJcuXLMnDlTjd1bb73FL7/8QunSpZk5cyYzZszA6/Wybds2duzYEaJ4P2LECHbv3s348eNp0qQJrVq1YtmyZQwaNIhnnnmGQCBAUlIS7dq1UxaqLVu2cOONN1K/fn2Sk5OZO3cuX3zxBSVKlOCLL75gypQpxMTE8MgjjygLXp8+fYiJiWHWrFlcdtllPPTQQ+zfv5+ZM2cqkuF0OnE6nWRkZODz+ejcuTMZGRns37+fbt26sW/fPu666y7GjRvHL7/8QpkyZdi6dSs9evQgLi6OJ598EpvNxtSpU9m5cyc//PADjz76KOPGjWPTpk3qBaBSpUr8+uuv/PjjjwAsWrSIZs2akZubS7NmzVi1ahULFy5U1zQlJQWXy8XYsWNp1qwZt912m7IetWvXjr1793LdddeRmZlJ48aNWbZsGY0aNSItLQ2v18vcuXO55ppr6Nq1K+np6XzzzTe0bdsWt9vNkSNHcLvdqji2FNcOv391CNkyyZQJEyZMFKMSPKmpqWRmZuLxeJSwpLjN9Id2YQ/w/LITJfZLD6zW3T+1a9dmw4YNKlBXT8EHVLkXOVaZMmV46aWXOHToEHfddZeyeEgbZDuJ65L4qQceeIDevXszffp03n33XSpUqMDWrVupV68ec+fOpVu3bmzcuFG5HwFGjRpFRkYG33//PbfeeqvKKKxWrRpvv/02H330EfXr1ycxMZENGzaQkZHBd999R6dOnfjrr79UkLnD4aBVq1YsX76cQCCAy+XC4XAwbdo0Zs2axZIlS7jpppuoWbMmycnJ1K5dm6uuuiok9ikmJob9+/cTFRVFq1at+PXXXzl69Khy9enioxLjI1IHknEocgV68P68efO4++67OXLkiAqIF1FSPfOufv363HTTTcyfP581a9ao69m7d29WrFjBwYMH6du3L5s3b+a7777D5XJx8OBBde1SUlL4/PPPWb58Obt37yY1NZVVq1bxzTffMGLECA4ePEhOTg6vv/46gwcPZsKECaSlpZGUlMQTTzzBiBEjOHTokNL7qlixImPHjmXmzJmsXbuWChUqsHv37hBNLYn/EldobGwsWVlZBAIBateuTcuWLXnxxRfVvJR5IzpiQm569OjBL7/8wtatW/8xH6+44go2bNhAmzZtGDBgAG+99Rbz58+nbNmytGnThsGDB/Pmm2/y3nvvUb9+ffbu3cuhQ4fo06cPycnJLFq0iJSUFKU6P2/ePG6++WYOHjzIp59+GlL+R1y74S9Hcq/p96FknYa77HNycswSPGcIxeEZbsLEhYAzHboQLGIJnmJHtMTVJYuzHoBcUCxWQVlYUVFRqgSMxIHJIhgVFaUsXVIPMCYmBkBZcoSQ6QKQbdq0oW7dulSpUoX7778/JK1fd6FIgLW0Ly4ujlq1aimyowcG9+vXj927d/PNN98olXDDMOjbty+fffYZaWlp2Gw2SpQoQWZmJoZh4PF4lPhnZmYmDodDuRyFsIhL84orrqBFixZMmzYtJB7K6XQqqQqJkXO5XLRt25bvvvuOtLS0kEB4naTqWlwyVuGCm0JK4ISIpl6z0G6388wzzzB06FDlNpQ2A4poiTir9Feuu55wIH2Kjo7O0yXpcrmoXbs269ato2rVqlx22WW8/fbbAJQsWZL09HQAdR4hCA899BC//fYbH374oZorEnMnZEe3GsoY5eTkqGuiE3c9bk9IfXhtSrkPHA4HcCzGUARXw4PdZXwkkUHmeDAYpGPHjjRp0oSnn35aHdPpdJKdna2yGrOzs3E4HGRnZ6vYNnF5h98z4TpiOnQ3ocx/PaFFYru8Xi8ZGRkm0ToDKA7PcBMmLgRc0kQrOjo6WK1aNdxu9ykRrcJS3YVU5Obm4vF4cLlcaoET4qRnsenHFKIk20oJnJtuugmXy4VhGLz22msAIYKOQrR0EhIIBBSpke3EeqarvosyekxMjKqtGB0drdxp4loTMhNOXgC1jd63t956i3HjxrF9+3bgGJlwuVxkZGQorSrpn5BD6YdYxcQqJW3Jzc1VsW+6tpROOHTCEgwGQ9TKZRxk7IXsijVHrIH62IbLf+ilcAQShybXQCcj0gYpjaOLwIqFM5zEzJgxg3vuuUfNSSGCYqETkiLXWva12WyKxOrzSM5pt9uVMrzEXUnfhdAIQZN5JZYsnVyKS1jOJeMYFxfH9OnTmT59OuvXr//HnNTLQsm8EZKpW3X1kkAyViL4qt9/+nWW48m1iYyMVPpdHo/HJFpnCMXhGW7CxIWA80W0io28g06i9B8JiBbkJd9QGMS64PV6Q8qZAMoyIos6EFIqRlyO8pkEA3s8HipVqsS2bdtCXGW660QWbb3kiViZ9AVIFl9ph0guZGZmKreT1FYMBAKKJEZFRYUcRxZbQBUfloVVrGh//vmnkqYQq4Ze0kfGRvoLKHdSZGRkSNFjaYPU6xMXl9/vJzIyMkQRXlTdZcyFLIjVRK6TWIB0a58uNqq7gOX84YHkQmg9Ho8im/q5hPgJ4RBXtdVq/Ue9SDnv0KFDlfVQxlnGUciSZOrpkiNCfPR5LOeW4HLJeszNzVXSDnqb9fYKQZRxFNIbCATIzMxU10xctT169MDlcrF9+3ays7NVUoaQzfCSV/oxdM0tmSMyHjExMSFFosOhx13qsg7yUxQNMxMmTJi4GFAsguHh2ANc3BN6XJbuFipMvgHyt27J4qjrdOnbhi+G4YHkQoDEEiMp9U8//XTIPvqiFV7TTXTBdAIXfi69XeJK0gUfdauCfly9n/K/Lgq5ceNGNm7cGDIWstDK+cLPL8cS4iTHlL91i5R8l1f79G30ffI6r5wvvG959THcHacnTghBBVSdSBl7IRv6cfRrpWtvyfkkvipcZ0vaK+RRoPdNn2f6HAu3mgEqkzC/WEPZRvbX7w8h7ELQnE4n7du3Z9myZWRnZ4f0S3f/Sh+BEOuh7hKVWEP5XO7V8Pbp4xb+kiQENDwz0YQJEyYuZhQboqXraOk1Dgsz9Z2LN+NwlXSr1cqmTZv45JNPilzg91Rh6g4VjLzEL3X3mB5TJN/Jb53s5Qc9HkwIjsR/nUuyIOcqynwXl29ycjIWi4WlS5cqCyeExp+FQyeu4S7BcIS7CcMJooy9jLV+DHNemzBh4lJBoU9twzBeMwxjv2EYv2mflTQMY6FhGH8c/x1//HPDMIzphmFsMQxjrWEYlxelEbo7UFw2hTY8Iv8aa2ca+iIhlrf169fz0UcfkZmZeU7aYCJ/5DdnxEqlXzv5/GTgdruVtUaSDuS85xrhFt+CyN6RI0d47733WL16tYqh02PV8kN+ySbhrnrd2qi7RcOhu0DzylQ82zgXzzATJkyYyA9FYSr/AzqFfTYa+DoYDKYCXx//H6AzkHr8ZxDwUlEaIeQlL7FSWcyKEvB5tiwMemq7rsOVkZFxxoovmzg1iHtKSJVuyQp3UeXlEiwKpKaluOYkVu1k6i2eD+zfv5958+YpN6rMW90KlR8Kk1DRXfsC3bUYDrGg6aTrHOJ/nOVn2PmEzH/zx/wxfwr+OV8olGgFg8GlwOGwj7sDbxz/+w3gOu3zN4PHsAKIMwyjbBHOobINdSVzCUYu6A37XEC/QIZhqOw6KdZ7NpHfgpffuFxq0Ovo6ddJ5oceexdee6+ox9elKkRqwePxnBeL1slCz+YUgnMyVuOCEH7/5edqzOsBdy6D4c/FM8yECRMm8sOpPu2SgsHgnuN/7wWSjv9dDtipbff38c/+AcMwBhmGscowjFWyGMhvPcZGHtK66yLcSqH/PhsQi0D4ouv1elXcztmC9F9fmEyCdQK6dQVCS75IZqLuMtODuIvyhiNyB0Kw3G63Om5B7rdzgaJm3AIhAqpQtL7nF5Cfl9s+PHFFznE+3yILwRl9hp29ZpowYeJCx2m/VgaPrXAnvfIHg8FXgsFg42Aw2Dg8A02XSChq8O/ZRDjps1qtahHRpRHOBXRle7FSXMqp8hLgLRIQurtQt2IBIWr0OjkrCCKTILIeDocjRLKiOEOyZZ1OZ77b5PcCA/+UWpHtBUVxAcq+kuwiv4tT1uGZeIadhWaZMGHiIsGprtD7xJx+/Pf+45/vAipo25U//lmB0B/k+sNbHtDnG7q4ZnibznbWob7A6VYbwzBCyvRcqmQrLi5O6T7p80asTkKsLBYLLpdLCaDq2XUFQcRAo6KiKFeuHPfee+8/JBmKK4LBoKp8IIRcn7t5kZ28gt3148k2+nZ5zVH5X9cjKw73soYz+gwzYcKEifxwqpHc84H+wJPHf3+sfT7MMIx3gabAUc08XyDkgaxraQlO9+1XX1SFkOhBwfJb1xaSxVS0k+Rv0TmSuBfdLaWLhookhGwn2k3ivhEhzXALi76t3kbR7hIxy8jISCZOnMgbb7zBH3/8wYgRI3jiiSfU99IHUSGXhU7GQRehFDFSab+U6/nuu+/+QSb0fst4yt/yeTiJ0fsFoYQoP7KjfydtlXEQIdi2bdtSuXJlZs6cGaLTZRhGyBgHAgGuu+46pXsmNTTFlSh9l7FKTEykffv2vPHGG0o/Kzc3l7179xIXF0fFihXZsmVLiPVM2ibnE8usXkpJyiLBMWuT3W4nPT1dCbSKoK4+V/T5KXNx2rRpPPbYYxw8eBCXy0VmZqaaazabTZWOCr8+Mvd1wVi9/bpbUdogY5qXqzBcckIvzSP7hGuu6ec5zzjjz7DzhfHjx5/vJpgwUexQnO6Losg7vAMsB2oYhvG3YRi3c+zh1N4wjD+Adsf/B/gc+BPYAswEhhS5Iccf+kV16ZwMZBES4qETN1kIunbtyoMPPqgU4XNzc6lduzZPPfUUZcqUUQuWuKpkkdbLqQCKLEo9OlnwIXSx0clVuHCkYRhK/FPOpZ8jLi6OsWPHUrZsWTZu3Ejjxo2JiYlRi7fED4navcTnSCB0VFSUUk6X8jHSDjn32LFjqVix4j8WaUDpnOnkxDAMpVAePh42mw2Px6PGW9ogZFKIoa6SL6V+RHhTFPVlm86dOzNq1Ci+/PLLEPIl55Rr5ff7adiwIb169WLGjBlqPIWI2Gw2JdJpt9spU6YMEydOZNWqVSHinkISH3nkEbZt26aup1xjq9VKiRIliI+PV0TP7/fjdruJiYlR9Tbl2hiGwdVXX43D4VCB9S6XK0SwVIiKPo8Mw+C7776jYcOG2Gw20tPTQ46ZlZVFdHQ0ERERiuAK0dZfGnRiKGRTIGWABHrFBEG4i1/mtb6Pnpmof6fvey5wrp5hJkyYMJEXipJ12DsYDJYNBoNRwWCwfDAYfDUYDB4KBoPXBIPB1GAw2C4YDB4+vm0wGAwODQaDVYPBYL1gMFikIFFxhYU/fM9UIK2uSK1nnMnfgwYNomHDhlSvXp2JEyfStGlTEhISGDVqFBkZGRw4cIDIyEhq1apFy5YtgRPq6tWqVQNOyD7otQDhhDq7FO8VmYCqVasSERFBtWrVSExMVCRByEVERIQiA3KMQCDA5ZdfzgMPPMCGDRv46quvlLXmq6++IjY2luTkZLWtkAg5priS/H4/2dnZ2O12VXtRFmM4tkj+61//YseOHSElXXQtJLHcWK1WRSCsVisJCQlUrFhRlZARAiLjUqZMGfr27auSCfT4vHBFciFrUiZIyNCYMWOoW7cu+/fvp3LlyrRp04apU6cCoXUGPR4P1atX5/7772fMmDGKlFSrVk0RRK/Xq+KvUlNTmTRpEvv371d1AcUiJSV3wmv+WSwWZREcN24cHTp0UHNNJCA8Ho8qVi7zZuTIkXz++efKYgbHMhllPyHcIi6qW+Dmzp3Ld999RzAYVIReILUV9fJCQrikdJMcW8Z4ypQpJCUlhdTdPFmXeF5kS09syYtsnSuci2eYCRMmTOSHYhPYI4uXFJ4VK1RRA+ILgq5QLW/uFosFm83Gvffey9GjR/nuu++oWLEi3333HY0aNeK5555jzZo1TJ06ldzcXDp27Mi1117LDTfcgNPpJDY2llGjRvHUU09x1VVX8dBDD1GiRIl/pLXb7Xaio6PJyckhNjaWBg0acP/99/PAAw9gt9uZNm0aPXr0UNuL61QWRFlMA4EAt956K126dGHixInYbDY2btxIQkICKSkpbNu2jccff5zHHnsMp9OpjiWLtx7Qr7smpVafXsBbLDl6gWmHw/GPYtDiDnS5XOTk5FC3bl1GjhzJpEmTsNls2Gw2RowYwa233kpkZCSVK1fmqaeeomLFisTGxtK9e3d1HrG8CPGoWrUqDz30EJ06dVJzoWbNmjz66KMsXLiQ9PR0jhw5wttvv82zzz5LzZo1GThwoLKcWa1WmjRpwuTJk5k/f766ZuPHj+eJJ56gSZMmZGdnY7VacTqddOrUiR49emC32/n2229xOp3Uq1eP6OhoNR5SD7Fhw4ZcffXVwDFyGB8fz8SJE8nNzeWTTz4JsT4JaZFC5gkJCUydOpUjR47g9/tJSkri2muvpX79+mre6O5lkRARi1dsbKwiZoCyeklBbDhGtuQ+io+PV5IpYvGU+0uI/M8//0yDBg2UZa+o8g9FUdXXtxX3dTGL1TJhwoSJs4piobYp1qyC3nJPpz6akAmxTIglZvTo0fzwww+sXLmSm2++mbVr1/Ltt9+qbMLPPvsMwzAYMWIEe/bs4YsvvqBTp040b96coUOH8tFHH2G322nbti0JCQn4/X6uv/56Vq1axc6dO1UcTLt27WjVqhUHDx4kISEBi8XC6NGj8Xq9REVFqfPAifqGQIhIZpcuXcjKymLy5MkAVKtWjU8//ZQ+ffowZcoUBg8ejMPhYNKkSQQCAe666y7S09OZN28effr04Y8//mDx4sW0bt2ajIwMVq5cSaNGjWjfvj2TJ0+mV69erFmzhnLlytGlSxdGjx5NxYoVadOmDW+++SYul4uBAwcya9YsLrvsMjp37ozdbmf8+PFERkYyYMAAEhISmDZtGk8++SSxsbHccccdWK1WnnrqKZxOJ2PGjGHTpk3MmTOHRx99lAULFtCvXz969OhBv379KFmyJGlpadxyyy2UKVOGtLQ0Bg4cyFdffcWAAQOoWrUqM2bMYM+ePQwdOpS1a9cyadIk5s6dyxNPPMHatWsVaezcuTPly5fH7XaTlJTEzTffrP7+73//y4YNGxRJGTRoEOnp6SxZsoROnTpx++230717dw4dOsT69et5//33AahRowZdunShRo0avPnmm1itVtq1a8fYsWNJS0ujX79+yrr38MMPs2/fPl5++WVlFWvcuDGDBw8mPT2dP/74g9q1a3P77beTm5tL+fLlWbt2rSJN4gJ2u91UqVKFf/3rXzRs2FBZYF0uFx07dqRNmzZMmzaNv/76SxHnChUq0KdPHypWrIjH42HatGl4vV6aNWtGly5dmDp1KkePHsXn85Gens5HH31Edna2ihWTmLXC3Ph6ckY49BckPQ7xUk3aMGHCxKUL40zHQ50KHA5HsEyZMmRlZeHz+ZS7I/zN91SJlsQSyRu8HFcCia1WK0OHDuXLL79k69at5OTk0KxZM3r06IHP5+O9994jPT2d559/nrS0NI4ePcq2bdtYuXIlbdq0YevWrdjtdipXrozD4eDrr78mOzub5s2bY7fbcTgcTJgwgaysLBo0aEDz5s158cUX6dChAx07duSbb77hiy++UIus1WqlWrVqDB48mAceeEBZmhwOB263G6fTyeOPP87KlSvp1q0bBw8eJDY2ltGjR9OkSRN69uzJ7Nmz6dChA0lJSTgcDvr370+bNm0YMGAAEydOpGzZsnTt2pW1a9fy008/MXToUDIyMnC5XPz5558cOXKEOnXq4Pf7+eabb2jdujWVKlVi06ZNZGRksGTJEoYOHcqwYcO4++67+fXXX1m4cCEOh4PZs2fz999/k5OTw8iRI6lWrRp33nkne/fuZePGjbRr146UlBR27tzJl19+SZ06dYiPj6ds2bKkpKTw8ssvExMTQ58+fZg9ezavv/46devW5Y8//sDj8VCrVi1uvfVWNm7cSKNGjbBarbz99tt8//33BINBrr/+enJzc1m8eDGfffYZn3/+OTNnzmTmzJk89dRTrF27FqfTqWKqXC4XS5cu5cknnyQtLY1nn30Wr9dL9erVGTt2LNu3bweOWUEzMzPZtGkTUVFRtG/fnpYtW1KqVCmaNGnCzp07VSxZ6dKladasGZ988gkOh4NOnTpRoUIFMjIy6NKlCytWrKBy5cqULVuWefPm8cEHHxAMBpWchNfrpVy5ctxxxx1EREQwf/58SpQowTPPPMPGjRvxeDx8+umnJCYmsmvXLhYsWEAgEMDpdPL000+ze/du6tSpQzAY5Msvv6RTp06sWbOGZs2akZubS2ZmJh999BG//fYbHo+HhIQEEhMT2bJlC36/n927dytLoiC/LET5LjxmSxdIFauguEYjIiI4ePDg6otFGsEwjPP2IC1OQb8mTBQXnIv7IhgMFikGolgQLafTGSxXrhyZmZl4vV4VbB0e95GfgGJRCJjEC2VlZREMBtXbux7wnJWVhd1uV2/y8fHxZGVlkZqayuOPP87u3bt5++23SU9P59577+XAgQM888wz1KxZkx49evD222/z119/0bNnT/bv38/SpUuJj48nKSmJpUuXYrFYcDgc3HHHHSQnJ3P06FFiYmLYtm0b77zzjooh8vv9REdH06lTJ2U1k0wycde9+OKL7N+/nwULFrB//37uvPNOqlatyurVq3nttddo06YNHTt25JlnnqF///54PB52795NmTJlyMjIICsri99//51evXqRlpbGlClTyMrK4tZbb2Xw4MG88MILfPbZZ/Tp04cjR47w0UcfUbt2bbKysmjWrBlt27Zl0qRJbNiwQbkjIyMjadKkCZ07d2bOnDn069cPv99PRkYG69ato0OHDmzcuJE5c+bQoEED1q9fz759+5Srq2TJktjtdnbs2MGVV16JxWJh4cKF6vqKW7V8+fJUrFiRn376iRo1arBjxw48Ho9yt5UrV44jR47g8/lo2LAhv/zyC5GRkdSrV48RI0YQGRnJkSNHmDNnDt98843MQa655hp+/PFHjhw5oqwvpUqVIjMzk9KlSxMZGcn+/ftp164dN954IzabjaVLl5Kamso777zD4sWLQ2LExOXndDpp1KgRy5cvx+l0Urt2bX7++WfefPNNDhw4wMyZM4mIiGDDhg1q3lssFpKSkkhISGDdunUEAgESExOZOXMmv/32G/v376dhw4YAjB07loMHDyr34B133MHRo0c5ePAgI0aM4NdffyUpKYmsrCwWLFjAqlWrKFOmDD179sTtdhMdHc1ff/1Fo0aNKFOmDEOHDmX37t3q3snLcpXXcyP8eyFfMpa6Dp3FYjGJ1hmCSbRMmPgnTKIVBiFa2dnZyqIlsUFw+kRL3rS9Xi82my1ELVxfHCRLTVyL4k5JSkoiOTmZDRs2kJWVhdVqJTo6Gq/XqywYUVFRyhoh1jhd/kGC0IVsyee60rxkhYmUg7TX6/Wq+CXJLnM4HOTk5BAREYHb7cblclGyZEl2796NYRi0adOGn376Ca/XS3R0NGXKlOGPP/4gKSmJ2NhYZYXr2rUrn3zyCdnZ2eTk5OB0OhWZO3r0aEgmn8gTlC5dmtzcXA4dOqQ+l1gwaZ+45Vwul4pHstlsqs0SHwXHgsAlGF+CtuU7WbAlXkmyOkVyQQ9GF7Knq8BLnJzEoMXExKjsVnEly/WSY+qxgRaLRbVPl4KoWLEikZGR/PnnnxiGoZIL5Pq1atWKjRs3hpA2IYISMxgVFUWXLl2oXr06Bw8e5J133iEtLS1EH83r9eJ0OpX7MTExUVlhk5OT2blzJ1lZWer+kDY4nU7+/e9/s3btWj788EPq16/Ppk2bOHr0qBrX8MSQnj17kpCQwEsvvRRSnSGcaOn/hz8/8iJbOumCEwkLhw8fNonWGYBJtEyY+CdMohUGnWiJNcvr9YYob+u6PTqKSrTCtymsFltB++saT2K10P/PyxInljP5TNdJkjacjWtRlFT6gsbvZNsUPpbhsT76Yh2uw5RXu8LdUfpxC2p7YdUFpB2FBWYXNna6NU9I39VXX02XLl0YO3bsaQna5jU++vgKQRcCq+vBtW/fnjvuuIOpU6fy888/q2MI0dPJaGRkJHfeeSe9evVizJgxLF++XG2TVzZhUdqptzdcO0ssmAcOHDCJ1hmASbRMmPgnihPRKhbB8OEIXzzDF8NTCYwPD8YNVxEvantkWyFboj2VX9vl3Pq+eW13tghvXrFuZxPh/ShKP/MiQ4UJ1hYWWJ0XSSusXmRRCWn4cfQMUafTyZAhQxg7dqySrzhd6H3RSb6eRQsnCkjbbDZat25NWloamzdvxuPxKEtfRESEImVCpGrWrEm9evXYs2cPa9euVZIU4RasgghVXtdP/6wwUm3ChAkTFyuKBdESaYdw6OQo/EGd12cng5MhNvltW9Rj6OrugNK0yg8FWXLONU53YcyPWOX1WV59Lqj/hY1N+Pcnu31RtgsXaE1MTOS9995j8+bNIRphp4twsgUn5lV2djZRUVHK/erz+UhISGD79u2kp6eHqP6HS3j4fD5SU1P55ptvKFeuHB6PR1mS83sxOJ1xLIqFzIQJEyYuJhQLogUnyJbE8IS74vIqBXOyJCAvhWvdQhCOM7kYhJPC/EiifF5cCNbJtCOv65GfZSMvnI8+n66IpuhkCXnesWMHu3fvJicnB4fDcUb7FD6WEqsmFjW3201kZCQJCQnExsby1Vdfqe0AldUqEG0u0dfatWsXubm5Sl5CyGNR+pCfVTKvF6j8PjdhwoSJixHFwo5vGIZ669brreVXMPlkF0c5lq5ALz8F7R9eckT/yQsSZF1Ut6BYufLb73xAxuVMIpw8FidrRmHXtCiQBADpnyRR6KTmbEAERkUc1WazERUVxaFDh3juuef4+eeflQVLT7zQKw94vV5Wr15NhQoV+PrrrwGUMj0UTLLymyv65/ld6+Iw102YMGHiXKBYBMPHxMQEq1atSmZmpnJd5OTkqHR+ISR5ZTidaryWIL998yNzRQkKDj9PQZ+fjhBrcUBBsVXh213I/cwPklEqmaKSPZqVlYXT6QxJ6DhT0MdcL2CtW4p0iQk4dl3EAibETPaX2ohZWVkhhc+LmiigX9fweysvi7Rk/ppZhyZMmLiQcUEFw+dHXsKtDKdqdQgnTfllEBbUnrziVQojUuGf6ZYdSfEvDkT3dHAqcU3FCafrOtSvtajCSyagaHudaeRFYORFRA/Oh2PSGSLUK1ZTnZhZrVY8Hk9I3JdIixRlPPKLtwvHmSqnZcKECRMXGorNUy/cdaY/5IWUyE/4w1p3h+T1k9eCkVe8Vl7nzqud+bVZP25e0IPgC3LRXUiLUVGyNoszTtd1qJMaqdcobjq9JuGpQMY2v/EVl6VYrqxWq9Ick/3ls9zc3JB4svDji5UpGAwq3bbCUNS5r1uk5feFNMdNmDBh4nRQ7J52eek+6W/r4UQlr4UynADJ8XSSpser6AuZfo5wrSXdfSkCpFJORPYTi4EEFcviFRkZid/vV8cwDEOl0Etb9HOH/60TM73d+n6SdaYHZ0v7ZeGU2ByRAoiLiyMuLi7E8qLvpy/K+v/yfW5uLjabTY2RWE8E4SrpOgHW+xd+rfTP9dg9OY9+PD2LTvbTg7n1mCP977zmgcgf6NbG8Dkjf4ubTbL//H5/SCHpcIIk59DHJPzYErgu/YmMjFSWIH3MZH7BiUQSKSytkz/JQhT3prRb137TyVn4sWROyTjL8aUtUVFRIfNF2hp+P+jITxPPhAkTJi5GFAuipQeo6wHruuyDvijIj1i49ONA3i49WViE/IjlQdTcfT6fcqeEk4eIiAglSKkHIDudTnw+H36/n8jISKUyHhFxrLai0+lU6uNiJRDCIwWlvV6vIgV6f6SPQtJyc3Px+/3qXLqSvPQ7Ozub3NxcYmNjlbVDjpmdnU0wGGT48OHExcVhtVpJSUlh5syZDB8+nJycHKVcD8cCrWU8ZMHVCRqgJAXcbrdaXLOzswFCSIuu8i4lhrxeLw6HQ5EVOZ9oTwm5EqIg5FEnYnr7gsEgDRo0UMfMyMhQJEG/jtnZ2SFu2/DAb7n2OrHQXb3630JOpB1Op5OcnBylxi9FxXXSLARJziv9FVV6abO47nQLlD7HRVlexlXIvRAb3bol5xKrV7hLU66LzEupaiD/S7sli1J0uHSCJtdZ5n5+VkLTknXmob+Emj/mj/lzcj/nAsXuqad3XshWQW4+HeFETfaLjIxUpWyEQIk1SciS1DiUdHmJt9EzyQKBgKpDmJSUpMiRxLQI3G43drudnJwckpKSeO655xQB0JXC9QXWYrGQkJAQUqJFV++WRVL6EQyeIBAWi0WRPLvdztGjRxk4cCBVq1YNIS5Wq5U2bdooAjd8+HCOHDnC22+/rcYIUCWQpA2tW7dW5xVCGW5Bkc/07FEhbrIY22w2/H4/drudqKgoNaZSZ9JisSiVcynBJOWGZFEPD/yWci5t2rThkUceoVSpUgDcd999uFwuZcWR66qTPkB9L6V6ZFyzs7OVgrlOLvUbVKyZupVIguNl3IUY6+47nQQ7nU61n2wrczYYDKqMXPlet0jq1lG32x1S2klqhjocjpCYK2mrnF9eAIR86WWIZKzkmkqZIbkW+n0pLyByzcMtm0W5f02YMGHiYkSxI1oC3f0ni4LudpJtgsF/utVkH90qlJOTo0iWLECiPSQLYjAYVORBV9zW6xMGg0Fq1apF+/bt1cIli7AsfvqCfeedd+J2u9XiJ5YG3Rrg8/no2rUr/fr1U7X+pE9CKKSvQjZiY2PVoimLqli47rvvPqpWrcpff/2liIvVaqVixYrs37+fjIwMRowYQWxsLOPHj+evv/5SNRuDwWPxOrKAp6amMnDgQODEguvz+fB4PKr2YWxsbEgtR6kXGR4ILuRJMvF0C2B0dLSyhsGJwsOAujZC5oQcwTFSW7VqVYYPH87//vc/du/eTSAQ4MiRIzz++OOKOOTk5KiMVt21FhERgcvlYsSIEbRs2VJdd5vNpuaCQHdhytzU45nENaxbzIRo6hZbmY9+v5/ExEScTqcad51MCskWC5NOZqQ9YqkSq2lMTIw6r8yx7OxsnE5nSLulDS6XCzhmnXS73YoMGoZByZIl1RyX8ZJrIXNNakzK/BfLp34tTZgwYeJSRrEhWvriEh70LotGXlpY4VmEeQXoSkFjOLbAiMaRECg5R7j7Ts7h8XiU1atUqVI89thjrFq1ShUbhmOkQVxpcuyGDRvSsGFDXn75ZbUA6wuQtL1z584MHTqUn3/+GYCYmBhFAAVidZHPZFHUXapWq5XBgwfTunVr3nvvPQKBADVr1lT7Dx48mM8//5z+/ftTrlw5RowYwe7du1Xb9MzInJwcSpUqxfvvv8/bb7+tLCISlyaWjbvvvpvx48fzwQcfUL169ZDrJ2TTbrdjtVpp3bo19erVIyYmJsSaIq7EcD0qWeCFOOgxTELsypQpwwMPPMDMmTP54osvFFF57733GD58eEgxaiEBso20c+jQodSuXZs//vgjhPzqVk75TLciAiESDmLJ0YPh9dgyPa4K4KabbuK5554jOjo65DrLnJXi0EKKgsGgcuGJ29tmsylyb7PZSE9PV/Oid+/e9OnTByCE/OqkOCMjQ51TAuINw+Dhhx/miiuuUPeAfl8IAdQLn8s1EUKrv6iE3+cmTJgwcSmhWBEtsZiEZwuGa2jl5VfVLWDh30vAriz6WVlZIRawjh07kpKSQnR0dIgLCFCuLji2qE6bNg2Hw8Fff/2F3W5XMVpCyMR9V7p0aYYNG8aLL77Izp071SKpl2uJioqiX79+VKxYkdKlS7NlyxYAsrKy1OIl5EcInNPpVIRD3JNWq5WEhATuvfdesrOz2bRpE+vWraNFixY8/PDDWK1WKleuTNWqVbnxxhvp2rUrr7/+Op06dcJut+PxeKhatSqdO3dW416zZk0++OAD3G43y5YtU1aZYDCodM6GDh3KoUOHyM3NpUaNGuTk5JCVlaXIhiy2FStWZPz48Vx33XU8+uijVKhQQbkxJ06cSO/evRUpEQuXkD/53OfzkZubq5IKLBYL1atXZ+LEiXz88cd8+umnREZGYrfbQ4iA3W7H7XZjtVopX7680owSa9D1119P9erVGTNmDHv37lVxRrqVU+aDzWZTFh4hK0KcAoEAMTExynUpyQ66xUs0q4QUd+zYkccee4xDhw6puS7HFZInMX4ynna7XZF1cecGAgGysrJU3F90dDQtW7Zk4MCB/PXXXyFjK5YrIXdOp1PF/AUCAcqUKcPEiRPZvHkzixYtCnH9ClET9/m///1vSpUqRTAYVK5z3Z0bjqKGAJgwYcLExYRioaMFoTUMBeGESf8/XMtK3y/cwiUWArEMiDupRIkSDB8+nIoVK7JhwwZeeOEFADp37szevXtZt24dMTEx+Hw+SpQowQMPPEBUVBQLFixQFifdyiRkqF69etxzzz3Y7XZSU1Np1aoVpUqVIi0tjZdffpnDhw9TpUoVduzYwb59+9i2bRsjRoxg3759IbEtYgXRLQeZmZnAiXgnq9VKbGwso0aN4u233yY5ORmPx0OtWrVo164dWVlZlCxZkoceeoi0tDR27tyJ0+nklltuISkpiZ9//pnKlSszfPhwqlSpwt9//63GwDAMtmzZEiJwabVayc7OxuVyUbVqVapXr877779Pw4YNqVKlCn6/n127dilCUr9+fXr27Ml3331Hx44dyc7OpkaNGjzwwANcccUVHDp0iCVLluD3+6lUqRItW7bks88+o3///ni9Xl5++WVlbZHYuhIlStCuXTuuu+469uzZw/fff0/JkiXp3r07DoeDmTNn0rRpU9q0acPUqVMZOXIkmzdv5uabb+a5555j9erVxMXFceedd5KcnMzo0aNJS0tTJFvmjCQcyLUQMu1yuahYsSK7d++mZcuW/PDDD9SvX5/Bgwezbds2HnvsMQBSUlLYvXs3cIzQtGjRgi1btnD06FG6dOnC66+/zp9//hkiaioWVxE8FctVpUqViIuL47fffgNQVlkhP/K/3+8nPj6ep59+mnfffTdEHd5ms+F2u3G5XFSqVIl9+/Zx8OBBFSvWvn17BgwYwMyZM1m4cKEaB4fDoV4mAEqUKMGECRPYvXs36enp6gVGxkmIrkmoTJgwYaKYEK28JB3CPw8XGdWhZ+rpFhGBxJ3I3xJ/1LlzZ3766Se2b9/O1VdfzRVXXMGVV16J0+lk+vTpdOrUCbfbzYYNG7jrrrv47LPPGDduHD/99FOIZQqOLTDx8fHccsstpKSk8Oeff1KnTh3+/vtvrrzySmJiYggEAlx55ZVUq1aNatWqYbFYuOuuu5gwYQIA5cuX588//6Rq1aoqlqp69erk5OTw999/c9NNN7FkyRIOHjyoFmePx0N8fDzTpk3j4MGDNGnShOjoaPr376+sRe+88w6ff/45s2bNokWLFmRkZDB79mxKly7Nww8/jMPh4OjRo/z22280b94ch8PBa6+9RteuXbn33ntDFk9xXWVmZvLggw8SDAZxu91s2bKFW2+9lcTERD788EPlPm3bti0JCQnUrFmTtWvX0qVLF6xWKwcOHOCrr76iXLlyZGZm8sADD9C4cWN+/PFHxowZw+7du5XlUQilWFK6dOlCSkoKs2bNonXr1nTt2pXLLruM3NxcDhw4wOjRoylVqhRbt26lf//+tGnThssvv1yRrGuuuYaOHTvidDp59913yc7OZtCgQdSuXZsRI0bQqlUrUlJSmD17tjo3HHMdulwubr75Zm699VZ27dpFuXLlcDqd9OjRg1WrVjFr1izatm3LddddR7Vq1di+fTsej4caNWoQFRXF+vXrKVu2LJs3b6ZPnz5MnjyZ7777TpE4QMUTyrmHDx9OcnIy8fHxrF+/nmnTpqmYOqfTidfrVZbE5ORkXnjhBRYsWMCsWbOU9VHIutPppGvXrvTq1YvBgwcTExNDuXLl6NOnD506dWLkyJEsW7ZMyUFIv+X+ql27Nk8++SRly5alXbt2yhItls5w6YhwmFmHJkyYuNRQbErw1KpVi4yMDBWvI2/yeqB5Xm0VcpUXdKuXBETrwc7jxo1j2rRpDB8+nO3bt5OZmUndunVZtmwZVatWpUWLFnz88cc0aNCAmTNnsm/fPlauXEnr1q05cOAAcILkeTweqlWrRpUqVVi5ciUzZ85k5syZHDlyhDFjxjB79mx++eUXKlWqxNGjRxk5ciRPPvkkGzZsoHXr1uzZs4dt27ZhGIYiAfPmzaNu3bqUL1+ezz77jLZt2/Lzzz+TkZER4tLRA7QbNWpEp06dmDVrFocPHyY2NpbExER2795NZmamCmCXfVq2bEn37t1ZtGgRFSpUYN26dSxfvpzc3FxKliyp+qnjZBZLu92Oy+XCbrfz8ssvM3bsWDZs2AAcI8w1atTg8ssv58cffyQ+Pp6kpCQ+//xzJkyYwMcff8y3336rrDV6QLy04/rrr2f//v2sXLmS2NhYrrvuOhYvXgzAk08+yZw5c/jmm28YN24cCxYs4KabbmL58uW89dZbdO7cmQoVKuBwOPjyyy+5/vrrsVgsxMfHs3PnTh5//PGQOVS6dGkGDBjAtm3buPfeezl69CgAf//9NytWrGD79u1069YNt9sNwKZNm5gzZw6jR4+mXbt27N27l7lz59K8eXNeeuklWrRowZtvvhliLZLrKVbD+++/n507d1KlShU6dOjAE088wTfffEONGjWoVq0aCxYsoGLFinTu3Jnk5GRatGhBQkICrVq14ujRo3g8HgKBAA6HA4fDweDBg7n22mt57rnnqFOnDsFgkFKlShEdHc3ChQtZsmQJiYmJrFu3TsWf+f1+HA4HN954I82aNaNHjx7MmTOH77//nvfff1/NPXFPhmvY6ZmOcu9FRERw5MgRswTPGUBxeIabMHGh4nQs78EiluApVkQrMzNTBdPqGYB6KrtYo+S3jvC+6LFdYh2TYG7DMLj33nspX748//d//8fvv/+OxWKhQoUK3HDDDaxevZotW7bQqlUrvvrqKw4dOkROTg6NGzdm2bJl6s1d3Gq66yQlJYUpU6bQv39/lYkGKHdUamoqdrtduYHEmhEdHU1mZqaSOdAFTwWiraRrhukp9T6fj+joaHJycsjOzlYxOxkZGUCo0KoeR6VnLeqWibwsinLeokAW+TFjxlChQgXuv/9+srKylHwCnCCKWVlZREdH43K5WLp0KSNHjmTRokUEAgGGDx/Ojz/+yLJly9S1lsVbYqYkhs3tdqvAbrE6tm3blp49e/LKK6+wbt06FUtXo0YNNmzYgMfjITc3l2uuuYZHHnmEJ554QhE2IbRDhw7lq6++on379tSqVYv33nuP33//naioKHr27EliYiJNmzblp59+4oMPPuDXX3+lZs2avPbaa8yaNYv58+eTnZ3Nq6++SlpaGkuWLGHu3LkqKzA7O5uyZctSrlw51q9fT/ny5fnvf//Ltm3bmDdvHqmpqVx++eVERkayYcMGbDYbiYmJBAIB2rVrx++//87EiROVJVMIn1zfHj16sG/fPsaOHcuBAwc4ePAgf/75J++88w4jR47k0KFDVKxYkeTkZH777TeaNm3KZ599RlZWFtWrV2fp0qUEAgHGjx/PG2+8wffff8/GjRv/cb114q8nmQhMonVmURye4SZMXKi4ZIiWy+UK1qxZUxEtCXwWkiLWLN1VpyMvq5b+Zq0TLFmMxb0h1i4JJJYAcxEy1aUEAJXpJSTLbreH6EVFRUXRtWtX6taty+TJk/9BBCRWJjs7WxEbSe2XY+paT7qmkWSOSVaiWHck4FoClcVFpGe4ASHnk20lGF5cS5LBJuOTF3k9GVgsFpo0aULLli2x2WxMmzaNrKyskFI1NptNxSSVLFmSefPm8dtvvzF69GgyMjJo27Yt3bp1Y9iwYYoo6hprekyVLOgSQC5jL0Hxejak3GBC2uvXr8+AAQNo3rw57du359ChQyEZlFarlXLlyvHyyy/Tr18/Dhw4oNovv6tXr86mTZtwu904nU7+97//8cEHHzBnzhwlw5CYmIjH42Ho0KE8/fTTat4nJibyn//8h2nTprFhwwYcDgcVKlQgLS2NrKwsIiMjKVGiBD6fj6ysLJUAUrZsWZo2bcqCBQsUKV24cCG//PKLmpcii2G1WrnsssvYtm0bmZmZSu4kJSWF2rVrs3TpUiIjI6lTpw4NGjSgYsWKLFu2jG+//ZajR4/y3HPP8euvv6pMVHEZ6uKx4krU7009DED0x0yidWZQHJ7hJkxcqDgXRKtYxGgVBnE/6AMSnoVY0MNG1+OSgGBdoV00iiSbS4hTTk5OiKVHSJpkWEnwO6BERSWA/Ndffw3RxJL4GyEAkgkpWWC64KhuiZPFSS8OnJmZqTIP9UwwseTExMSQmZmpLAdCGvMiqxkZGcTGxpKRkaEkKgC1T35JBkVFMBikWbNmpKWl8ddff6m+6lpabreb2NhYcnJyaNWqFVarlYkTJ3L48GEiIiJo06YNkyZNUv0UNXrdSiIkIioqCo/Ho8ZCSLYQHyHHYq3TMzpbtmzJjz/+yF9//aUsjKKoL2Ny1113MX/+fA4fPqzmlBCZjIwMVq9erWQ+unfvTm5uLp988omyonq9Xv7++28CgQD/+c9/1FywWCz07NmTTZs2sWXLFtXGnTt3KgumWN28Xq+aaz6fjz179jBv3jw1b55//nm8Xm+I+K2ekbtixYoQbbbIyEi2bt3K7t27ldty+fLlfP/997hcLvx+P2lpaURHR7N06VI+//xzsrKylLVSD+YXC6leNki3jOYXj2nChAkTFyuKzRMvfEHXrTmFQbYN/wlXT3e73SqgOzs7Wy1gGRkZSm9JLEoS5B0ZGaky/UQHST+mEB2xLuXk5LBp0yZ27979D9FGUQwXLSiv16s0vnTtJDmmLjEhC6Msyrr0gZA3sdSJJAAQYpkSl6y++IlEgPRZLHD6gqlLZ5wsAoEA5cuXp2LFivz6668hWZViKRJC6vP56NSpE++//z779+9X/XzsscfYtWuXup5CfmUMZOyl76KCL3MnKipKSTOIBUZIiu7+LVGiBJUqVWLNmjXKaiTnkXEuWbIkb731lrK6yrx1u93Kcibu1woVKjBx4kRlnc3IyFBtEEuoXO+EhASuuOIK3nzzTXWthUwbhqGO7fF4VKyh1GSU0kvSlrS0tH+InArh1hX/5TwSs5eRkcHRo0fVPDAMg6NHj6pyRhEREXzwwQchZYNkHukCreEJKbrWmy7bYsKECROXAooN0QqHWKkKWuR1S1ZBb8limZKF5f/bu/LwKKrse6o76b0hgSRASBDCHhIEQRYFFGURUAYQFUFExgU0CgOKomFk0SgCgoo4gDqMIirC4A8GFAZUBmU1KIKERTZBQEKAkHR6ydL1+wPu43ZR3emwhvDO9+VL0l3Lq1fLO3XvuefRIEF6Jz4/Hh+4iHiRKSRFoXgVGgmGKbpEg4mWMJETOKWZSIdFA7/X6xWDEDeXJONLinzQXH00mJeUlATMR0fHRSlFLkTmxpPco4ynGIl4UDTiYtMS0dHRsNvt8Hq9OHXqFNxutxiIKVUJnCFdlSpVgs1mw+LFi4VBJ5EEOn8U1SJjU5oHkY6T2zEQSNBNBIGOT+v+bzQaUadOHaxduxYABBniOrvnnntORP/oHBQXF4toGWnsSkpKMGPGDOzevVscM7UNOKNHAyDOd15eHp5//nnk5+cHRNGI+BYUFAhCaDabkZ+fHxDF41M7UZSJ+o/uo8qVKwsCxQkRzR5gNpvFdDykjzSbzYiMjBQvCUTYKYrFzV85gSKDWQ6e7pWQkJC4XlBunnhaMsUd4LXQpgq5MJxPx0PrUzoOOBeFord7AomzuTEnDdZckO/3+wMm5aW3eBqkiFDRxMJEvkicTdEjEiobjUYx9x9tj/6mAZ6OiebC4+lM2obVaoXX6xWETav1onZQdAVAAOHjgnryGeP+WRcKStN+9913Afo4v//c5M10PvPz85GRkYH9+/cLbZzBYBDnhkgDd1unYyRxP5FkiuQAEOau9BlNjsznp/T5fMjKysLatWtFf/GUGF0jbrcbhYWFgrQRwSDnfIfDIc4BkSMiuJz88dQxHSNFWcl1n5N1ItC0DavVisjISLhcLkF0KFrlcrlEcUZkZCRsNhuMRiNOnz4tSBk3HiWiyvfHSS2f9ocKP7Qid63gnZblfUQ/EhISEtcTyoUYXq/qEEDAW7OeO3w46Sx6qydbAyIuwWwh6HNKvXAtD3Au3UXb0YqquRCYEyE6Fq3/Fo9cAOesKLSEgu9DO8jxbfO0EheL8/UABCxTVFQEp9MpSAq3T7jQlCFH1apVkZ2dLYTspIniUyxR5JCOkfqfUrpUQanXr5SuoyIAivQR+aL9EQHjfQOc0xNReiwvLy9Ae0Tto/1ot0meU9THXA+lTdPxdvFCCU6ieMUnXYN0XqlveHqR0saU6uZT7PCpjWhfdL3xdDVP/Wm3r7Vu4NcUvZxQn1B7aDmtMJ6IV0lJiRTDXyKUh2e4hMS1iuum6rBSpUpqw4YNRUqCCBGvQOQPeSDQV0vPzJQTE4KWNGjXpwGABkIAAYaVWs0XJ2PAOWJCKT5KyVzkiQwgYTQIUsTqUhAh6lteCcijE7xST0sY6G+73S5MM0n/xIkRDfZerzdgfkDaP6BPNkvrO151yPVodF7ob4ri8GPg++dkRG/7pL8Dzk2Gza8bOl5KdRJJ5KSSXyvatnNwMsOX5QjlH6dFsD4Mtj7XUulFjmldPcsPum60LzS0LhHBwsJCSbQkJCSuaYRLtMpF6pDSWUSyaA45mlKEBn8a1GkADUUytBov7sPFU49EMGgdACI6UlJSIuYzpEHW7/cHiK+BMwNt1apVRbsoghZqct1wQREAahel/2gy7EsB7qXFU6+U1iPTSxosKQLGq9pIcwRARFEo/cbJhs1mExWU1KfalJJWRB0KRGZItwWc8WmiqCjfJhEmHh3lBQCkS+L6NDrHPIVH5xiAqHIkUkmEjcibz+eDxWIRZI+OmYihtn0ELeEL9pIQDoItG6zQge4bni7X3j90DHokkfevTBVKSEhc7ygXRCsYeHqHD4ylkSy9AURvsKHvSeRLJE5RFDHZLnlMAefMN6kikQTQd955JxYvXoyuXbsGpOu0IuULARFOihbQAM2rHy8GXNvDo3SUljOZTKJij0gE+V5RGs5gMARUQ9JPTEwMGjRoICr2SOPEU3oXC7LloLQVcM6yg/br9XpFwQNPWfLUJS3PI3bAOSJO/c71SqStIg0g/5xSd6QtI20ebYu+51o/fk70CLreNR9uVaj2JaM0ohYq2qX9IcKl1VTyakP6TctJAiYhIXG9oFz4aKmqKkTkPGrFtR7BBodwBhh6sGvX17qec9EyDchElihqQlE2ErrXrl0bo0aNwu7du7Fjx44AjQpFPy4mvUe6JR79IaKiTYFdCLj2iAZsbv5Jwm4iKaTL8fv9iI6Ohs1mE/5LFNGjyE9aWhoMBgOaNGmCiRMnYuvWrQAQUGF5sSBCSLYdVDXHI2ekXyLiAyDgWGldTuq5nosIFq/aBM656XPNFydx9Dknr5RS5uaxRMoBBJixlgbtuddLQ14o+AsDHU+oZWkZXtFIn/F2yarDS49x48Zd7SZISJRrXO17pNw88ShawwWzFCUJB+E8vEMNXtpBhVd5keaICJ/dbhfpxCFDhkBRFPzrX//Cn3/+KcgikZRw2x8MlMakKAelyC4FyQIg9DJUEUhRGiKmSUlJGDlyJB5++GFYrVbhIG8ymdC9e3d06tRJkGJKZ1J14Jw5cxAZGYmDBw+ie/fuoiqSvKmA4JGTcKIuAAKicURAyZaBu/ET0eHLWywWUQ0KBKYXeXSPm9EWFhYKLysqJIiPj0fv3r2FHUh0dDT69esn9kmki08aTfYV2ihPqEKNcFCWa0JbpUvgZEj7MhJORExbYUgElfpDRrMkJCSuJ5QbokXEhf9QpEIPNEDwQVL7XajIgJ7QmGu0uNieC5kpKlFSUoJq1arh9ttvx4wZM7B+/XpRGUdEgpzFLxZms1nsn8rxL2Yw1oI0X6dPn4bVahW2CwMGDMBrr72G3377DXXq1EGzZs0AnEnXJSQkYOrUqcjMzBTpVDJKpT7q2rUr7r33XsTGxmL69OkBgzq3CwACiXJZjotIJ22TCC5FiigFx7VZdG2RgzylMclygZanaj+uy+N2CQDgdDoxevRoREVFoaioCD169MCsWbNw4MCBgKmcSEBPKUxqO0WyuH6LCgouN/T2wT/T2qboQY+saQX03LuLiJaMaklISFwvKDdPOxqM6GHM/+Yoq74j1AOdyJZeFIAGBCI4fL44o9GI6tWrY+LEifjXv/6FxYsXi2UBiCgKaYUuBsXFxYiMjMTYsWORnJwsppbxer2XZDAuLCwUwnaKAPl8Pjz00EOoVasWHnnkEUEWTpw4AeCMkefMmTOxb98+/Pbbb6IylJzLDQYD4uPjMXToULz33nsYPHiwcCunVBt3bgcCIyZ8YC4NJSUlqFy5MsaOHYvu3btDVVXhIcWXoX2Rjxel72w2m6hwpUIDXkVK0xCpqiqqYUlz5XA4MGLECPh8PqxatQpjx47Fyy+/jEWLFmHDhg2CvPFrh9blNiI84qYl+ReCUFquUAjnegrlh6XVblE0T/vic6nSxhISEhLXAsoN0QpWIagnauefBxuUQg0GBCJhlStXxhNPPIGpU6fiL3/5i7BlIH0WDba0bt26dfH666+jdu3aWLlyJaKjo9GsWTNhJUDb5R5CFwqn04lBgwbhtttuw6FDhwIsKC5FVMBkMiEvLy9Ak9OwYUMkJydj6tSpuOmmmzBu3DisXLkS+/fvR0REBF555RWkpKQgPj4eiYmJoj2kjYqKisL06dMxceJEvPvuu6hatSpeffVVtG/fXpjEaq0btOmoYIJwLex2O8aMGYMmTZqIlCcRF4fDgfvvvx/VqlXDiy++iJ49e6KwsBB2ux1OpxMJCQlo06YNatSoIWwHtBN6U0RL256bbroJkydPRoMGDbBlyxa8/PLLyMvLw+bNm7F69WoAQGJiIgYNGgSHw4Hi4mIkJSUhKSlJpMSJ2JnNZsTFxaFatWpC/xYOEQn3JYLfP8EKRLT745YqfBt6qUOtMJ5ekHhKVKvjkhEtCQmJ6wXl4mmnR4q0D3e+nHZZig7whz8nZOSBpE0xlZSUICoqCmPGjMGRI0fw3XffYfDgwXA4HAF6KNqHwWBAu3bt8OKLL2L27NnYu3cvjh49ivvuuw9du3ZF06ZNMWbMGNSqVQsOhwM2mw0AUKVKFbz00kuIjY0VAnubzSYiO8A5KwVu5eBwODB8+HBUq1YNmzZtEm7ycXFxiI+PF9YXlLrjgvQbbrhB9Aftg8gjpc8oysLnOVRVFffccw/mzp2LevXqYcSIEdi+fTvWrFmD6OhojB8/Ht988w3i4uLw0EMP4cCBAwGTNJeUlODJJ5/EyZMnsWrVKjRv3hzvvvsu6tWrh9GjRyM5ORkDBgzA9OnTUbNmTaiqGqDZIiF1QkICFi5ciO7du4v+4XYadLxdunRB69at8Y9//ANr1qxBx44dMXr0aBG1Gjp0KD7++GNUrVoV27dvR0lJCYYMGYJZs2ZhzJgxeOmll+B0OnHXXXdh7969AYaeNEdi9+7d8cYbb2DSpElo3rw5nnvuOQwePBi1atVC7dq1UbduXbz00kto0KABEhISMGHCBHFdtW/fHiaTCZ07d8a0adPQqFEjoRUrLi5GtWrV8Mwzz2DevHm49dZbceedd6JVq1bi+m3evDn+9re/oUuXLqJtNWrUQNeuXdGoUaOAa4en8LT9ye0qiDBy3zC6brhXG7dpACD2T/eUFtwWgn7ocyKsnMBJSEhIXA8oN1WH9PClwYAezJwAcO+rUG/jBHqY08BB2yRiYLPZ8PTTT2PZsmXIz8/HG2+8gTVr1oiJdYFzA1a7du1wxx13oFatWnjhhRdQWFgIt9uNDh06oEqVKvB4PBg/fjyWLVsGh8OB8ePHY/r06ahSpQp69+4NRVFw44034rfffsPw4cMxb948HDlyREzpQvuhvxMSEvDcc8/hf//7H5KSkmCz2XDnnXeiQ4cO6NChAwwGA15//XW0bt0aBw8exPvvv48WLVqgffv2eOuttzBy5Egx1Q+1uUuXLjh9+jQWLlwI4Fz1H/WPz+eD1WpFw4YNsX79ejz22GP4+OOPcfvtt+O2227DwIED8f7772Pfvn3Yvn07Nm7cKLZDXll169ZFu3btcPjwYUyePBmpqakYP3486tatiw4dOmDo0KEwmUw4cuQIGjdujGeffRbHjh3DkiVLkJqaiqSkJPzjH//A3//+d7Ro0QK7du0SJC41NRX79u1DQUEBEhIS8Je//AUPP/wwHnnkEWRnZ2PEiBGoWrUqateujZ49e+Luu+/Ga6+9hr59+2LOnDk4ePAgUlJSEB0djcmTJ6N9+/ZYtWoVunXrhpiYGBHV8vv9cLvdiIqKQnp6Og4fPoz3338fc+bMgaIoWLhwIXJzczFnzhw88sgjOHDgACIiItC8eXPMnDkTFosF7733HpxOJx599FHk5ubihhtuwIoVK7Bs2TIoigKr1QqDwYDBgwdjz5498Pl8aN26NRo2bIilS5eievXquPvuu3Hy5ElxHilC1qRJE9SoUQNjx46F1WpFgwYNMH/+fEHg6Jon6wuKoFGalOZeJKsObhPCCTO34ODifeojHuXVRijpvqT7mogevbxcKn2hhISERHlHuSBaAITGiYgWF6aHWkeLYOaLVC0XEREhlomOjkZMTAwSEhJw1113Yfbs2RgwYADMZnPAPHhE0Hbu3Im33347wKepe/fuePXVV+H1erF161b069cP9erVQ3Z2NoYMGYI9e/YgPT0do0aNwtChQ5GTk4PKlSujuLgYGRkZSEtLE0Jy4MwcdrVq1cLo0aPx0UcfYcuWLXjmmWewYsUKPP/881i+fDleeuklDB8+HDfeeCNuuukmbNiwAaNHj0bLli2xbt063H777cjOzsYnn3yC+Ph4TJ8+HaNHj0aVKlWQk5ODuXPnwmq1immJKEpI085kZmZi8ODBmDBhAk6cOIHu3bvjnnvuwZgxY3Do0CEkJCRg9uzZAM6kR30+H4qLi2G32zF27FhMmDABmZmZiIuLw3vvvYc2bdrA4/Hg0UcfhdvtRtOmTdG/f38kJSXh//7v/9CrVy/06dMHP/30E2655RakpKSgb9++GDt2rIgyNWrUCEOGDMHYsWNRUFCAJk2a4MiRI9iwYQN69uyJpk2b4r///S9mzJiBxo0bo1OnTpg4cSKOHDmC3377DcOGDQMAnD59Gl9++SW2b9+OZs2aoWvXrli0aBG2b9+OLl26wOfzCcI5aNAgrF69GtnZ2Xj88ccxceJELF++HCUlJejYsSOWL1+OgwcPwuPxwGq1ol+/fjhw4ACMRiM+//xzTJgwAW3btkVkZCRuvfVWzJgxQ9iEFBQUwGKxYNKkSahZsyaGDBmCzMxMzJw5E8OHD0dMTAzeeOMNZGdnY+LEiahfvz4ef/xxHDp0CABw8OBB9O3bF06nE2vXrhWebuQB5/P5Ajy+OnXqhAEDBiA9PR1HjhyBoii4/fbb0aRJE2zevBkFBQVwOp34/vvvhQaQIlj8PgBwnsZKa/7K04L8pYiiXRdbiSshISFxLaHUKXgURfkngLsBZKuqmnL2s3EAHgdw/OxiL6mq+tXZ714E8CiAEgDDVFVdUVoj7Ha7WqdOHeEKT35VFNnib8ZakK6IP8wJPOVI+ilu/mmxWPDYY4/B4/Hgiy++gMvlwlNPPYWbbroJs2fPxvr161FcXCze+rlppd1uF9V6ubm5wg6CC3+dTidOnTqFPn36oH///pg0aRI2bNiAp556CjabDWvWrMH69esBQNgSVK5cGePHj8fbb7+NHTt2oFWrVhg8eDBefPFFfPLJJxg7diyGDh2K999/Hz///DN69uyJ++67D/Pnz8cvv/yC1157DXv27MEbb7wBr9cLu92O+++/H19//TXi4uLw6quvomfPnigqKkJcXBzatGmDZcuWBbi1U9UhWVtQNJBSTTTQclsHj8cDh8OB9u3b4+uvv4bdbofX60X37t1x6tQpZGZmAjg3eTd5ddH5sVqtKCkpQWxsLMxmM6Kjo/HCCy/gr3/9KzweDxYsWIBRo0Zhz549AdG/mJgYtGzZElu3bsWxY8cE8TObzYK0k68XHQ/ZU1B68a677sL8+fPxySef4PHHHxdVk7fddhv++te/wu12Y+7cufjxxx+F5xVFaSgVZzAYBHmi6zAqKgqdOnUCAHz33XfIzc0VFY80ZRH5gMXExIgKSIvFEuCu/8ADD4iU544dO/Dxxx/jhhtuwJYtW9ChQwfcddddSExMxNy5czFr1ixRvBAZGYn4+Hg8/fTTIoo4f/58DB06VBjurlq1Cr169cItt9yC77//HmPGjIHBYEBiYiIMBgN27twZkHYn8PQhj1ppU/t0f/L16e/jx49fkSl4rsQzTLmKU/BcbY8gCYnyjst1j6iXaq5DRVE6AHAB+FjzkHKpqjpFs2wygM8AtAIQD2AVgAaqqoa0MHc4HGq9evVQUFAgiBYRGkpZhGNMGmyaEu6PRV5IpJM6ffo07Ha7cEGndAlN0EvVgxQl4B5LFPninlZkAErkz2g0IikpCSdPnsTJkydFO61Wq4iKkGaMIgF2u12Qt4SEBCQlJeF///sfBg8ejHr16mHu3LnYuXOn7oBG7QQQkDaiSZtbtGiBH374AQaDATExMUhNTcXq1asFaeCTBFPFHBUHEFHllXQcdFw0fRGfQJv8qOhzPhm0yWRCQUFBQCSE9mU0GtGxY0fcfffdGDNmjDgmPiUQRUD53JJackCEiIgX/Y6MjMTcuXORmJiIV155BcuXLxeVmEVFRcLRnvqRm62S5xjtl+ae9Hq9gnDReeFzLdK+ufUEd6wnMkdeYBTpjY2NhdvthsfjES8OxcXFqFevHtxuN2bMmIGDBw9i7NixyMnJQVFRESpXroyYmBhUqlQJ6enpyM3NxZ49e5Cfn48FCxbA5XKhXbt2aNq0KRo0aID8/HyUlJTgjz/+QMOGDTFz5kzs378/wOaCR7b07i9+7/EIMi1D/XQFidZlf4ZJoiUhUX5xtYlWqalDVVXXKIpSO8z9/gXA56qq+gDsVxRlD848sNaHWokE4vR2D5zzR6KoRLB0RChQJIsiMsC5aXR8Ph9cLhecTqewSiCCQoM/EQ6yBADOEQZFUeByuQRZIJBZJg06RUVF+P3338WEy8AZUXH79u0xZswYfPvtt0L3Qsvk5+cL4nXgwAH8/vvvMBgM+PDDD8WE1VarVaRiaD5GAMjNzYXFYoHb7YbFYoGqqiJaZTAY8P333wvdTXZ2NtauXSuO1+/3o6CgAHa7XRBIh8MhSBD1ZWFhIRwOBzweT4AnFLdAoNQqnS8iq3QeuJ6IfK+4BxeJ5IuLi3HPPfdgzpw5yM/PD3B554JtIjFETni7iNhoCyaKi4vhcDhw6tQpNGjQAD/88AMACHd56l+6Fig1R8SQxPLUVpp3ka4XPg8jkW/gTCWpx+MR5ItS0TwFR20m64zi4mLk5OQId36j0QiXywWHw4H9+/fD7/dj4MCBsNlsOHXqlCDdLpdLTFE0fPhwUZnp8/lQWFgIq9WKjRs3Cj80MtmNjY1Fq1atRKECkVlOoIJ53PGXHr2qYZqF4ErhSjzDJCQkJILhYjRaTyuK8jCATADPqqp6CkBNABvYMn+c/SwkqCpJO/UO/da+JXMEE9ZSJIGTLUphUDSErA2ItNDgQcv6fD5UrlxZzM/Hp2Tx+/1wOBxwu90BbeCDEi1P5JG2++ijj6JFixbw+/2CrOTn54vpYbgYWRu1KioqQqVKlZCfnw/gHCmglB8JoIlkcSJWUFAg3MspnUYmo9zOglJrFL2hKAStZ7VaBfmiaBydH0VRBPkkkkBpMtJykSgbODdgU7SJ0p1k9mkymfD2228LXREnmfS9NiXIyRWRYiIVwDmtUUREBGrVqoX4+Hi888478Pl8wqbCYrHA4/EE7IeOn1KE9D/tn84ZTSrOiTBFSCMiIkT1qNVqhcvlCkhNU1SQImXUXjp2SntTv1LEFThTTZufny+KE4g0EWFzuVwBc2RS1JD6zuVy4dZbb0WvXr1Qo0YNzJo1Swj16WWIrvNQJEv7v5ZUaa/rq4hL9gyTkJCQCIYLtXf4B4C6AJoBOArgzbJuQFGUJxRFyVQUJZPe0oFzxqVc68SrEsOJZvHpQ3gkjAYKitZQlIUGORoMqfSedEbccqGoqAhmsxlWqxV5eXkiOkTaFIoeUWSGBmIaqGvXro3k5GRMnjwZmzZtEgMOFzMDgQaePOUEQERTiEgQqSNNG7WJUl9kckq6KIocUqqQCBMdmzaVxQdkbdSIp1IpCknO+fQdtZdIGE1FQ8fHj9NsNguCQ1GoQ4cOCfJI6TttlIqmEOI+XXxA58azAESKtHHjxjAajfj+++/hcrlE24j4ErEhssFTj+SDRf1C1xJFHXmqmvqVz1lJ1xa/vun80j7pc7p2+XVB5rL8+Ihkcf8vl8uFkpISeDyegJQvTZVE00aZzWZs374d//znP/Hkk0/i559/Fued+9Zxywid+zrgPqTrlt/LpOe6yrikz7BL3DYJCYkKhAuKaKmqeoz+VhTlfQBLz/57GEAiWzTh7Gd625gNYDZwRgzPB1wAAREtLfSiWHqmjPQw51oeAMI3igYnbhzJ05T8rZ22SVEf+puiVQSu19LqUwCgSZMmWLt2LVq1aoWPPvpIbJsiatwrig/ifACj9vJj4//T3zQgkqaKe4JRX/P98T7i++P71yOC2sGXKki1x0Lb4mk9HrHUtoXvh3zNtN/Td5TaoxQcVZrytC71MZGUyMhI3HjjjdixYwcOHjwYYEgaGRkpKjK1/crbxcFJCT9mvfNF0PYB7Zt/R8SYluHXHH3GdVP8bzpOihoT8SMSxO8V0kS6XK6ANmorf+l/IkzclkV73fD0MbXXaLz68x1e6mfY1dRoSUhIlG9c0Guloig12L+9Afx69u8lAPopimJWFKUOgPoANpVl21wHQoJjihbpzblGy+p9xyNgelEwvc/L4u8Tag447TYpZeb1elGnTh0kJSVh165dYe/rQsEjgESEKJJCka+LAWnJOFHj5piXG1q/JzofRC71QIN9REQEUlJSMG/ePBHhI5JD4vmrAa2uKZzlL2QfwPkvNkS+OHmi+0Tv3gi1b20FIiHc++Zy4nI+wyQkJCQ4Sh1JFEX5DMDtAGIURfkDwFgAtyuK0gyACuAAgCEAoKrqdkVRvgCQBaAYQFpp1Tpn93He/9o0g3ZgCLYuRVYABI0ilJVclYV86YHShnl5edi7dy9Gjx6NESNGBKTQLhd4WpFSRDabTVhoXGxkgQZkIiU8qnElBlOKbtI5okIEPkchXU9aUmAwGLBx40ZkZWWJ/4mcXW0iUFYEsz7RgvpD7zO9e0xbMcjX19sWLafXHr6fKxnRuhLPMAkJCYlgCKfq8EGdjz8MsXwGgIyyNoQ/ePXSgto3aj6Yc80HF8AHe+CHEtdfDni9XlitViiKgpycHGzbtg1ZWVlC63O5QeSBSKhy1v7gUkVsOKHl2p0rMZhSH5IOio6PUma8+g04d86p3zMyMkR6lnRkRPD1LCyuNWiJEqB/3fMosrZKkG+LyBYtS9CSa0pNBouEXUlcqWeYhISEhB7KjTO8FqE0WloES1NpB1c9MsfNFIO9yV8suCj45MmTeOGFFwQZuNwDuXYApGpK7dQrFwperECkh4jxlSBaVCXKiw74taMl21p9Gq9SpPNBbddqvK41aK/hcEToevdKsG2Ee471ImjXcr9KSEhIlAXlhmiFemDzCYU5eQp3IC9t21pcao8fiiCRLoqqyq5EtIQqCIuLi8UUO+SpRf5NFwPaHgnR+bm6EqAIJq8MpCo9bWSGUoi0HgBhj0BVlJRqJWH41RZtX2pw8XuodCP1V2mFJ3q6SC2092o5qTqsMJCGpRIS5Rvl6mlH1UhcBA+UTnxoHe2gyC0itA92bXTrcqY3eDrF7XbDarVesZQKidNvueUWxMTECALCfZouFjabDUBgNORKpdy4txO5ufMCCZ7W1JIs+ttms51n4UHrVFQEu6dC3WuhxPDawhMeMdZaskiSJSEhcT2h3ES0QkHrMwTgPDJGywFlHywuNyg1FRERIab3IZJzJaI/KSkpeO211zBixAgcO3YsQCB/sTCZTKhUqZLwzuLn5UqkD3nf1qpVS8yFSEasHNpoKBEx7mflcDjgcrlEdO5SRzevJQTTcmm9svSgtVjhy5cHe4eKiquth5OQuFooz8+UcvNqSboN/sNtCfQGPDLo1EaHgkWyaDvaH+7szdendJ/eYKKn6yK9Eg0m9DdpgShVx6f3MRqNqFq1akC1JBeUWywWxMbGiv6glCMds/b4qB3UP06nE+PGjcPSpUuxffv281KwdCzFxcUBaSPaF9dg8W2TI3z16tUxYcKEAJ3UK6+8gvbt25/nzUXHy/uJ+5bx7fNj5f5avB2U9qP5HadPn46+ffsG+DfRviIjI0XKlKfD+PmNiooK0Glp+5L3FT+/1Be0X6vViiZNmpwnDOft4eeMn08eCeT9RL/p2qJ7hOZ95IagfF1+fFxHx8+99jN+T+hBL2LF1+VpWb3KX26+KyEhIVHRUW6IFj3waSDRe+vVDlBAYNqwNEbLvbj4Dxle0lx71atXR+PGjRETExPgbM0NTCkKwl3syVRSOev6TaCBliahpqliTCYTqlSpgpUrVyIlJUUI86nyS1VV3H333WjXrl2AaJvcv2lQ5oJwvk+LxYIXXngBu3btwvTp0wP6mfqPppyh6WnIqoH6hE+xwx3jzWYzqlWrhilTpuDgwYOiXSNGjIDT6cTatWuFFqd+/frC54pPzE36LhrYAQSYkhYXFwttGRFqOoc0tQ2fruaee+7Bf/7zn4A203aHDx+OLl26iHNJ++dkeuzYsRg5cmQA6aa2Uf/QdDxUtUlGt3QNVK9eHRkZGYiLixPHTxWQpP3ikTbSltH1SctSNI2idURYaBYFg+HctEi82IIbtRqNRgwdOhT16tULuG+MRqPwC3M4HOL4uReZnjZLC22aUAv+okPL8WIJCQkJiesB5YJoacvESePDIwJa4sW1XAQ90W44qR+a287hcGD48OEYOnQo2rRpg6lTp6Jjx47C5ZsGVFVVxVyCPp9P+FM5nU7RBppyhYwwAYjBmeby8/l8iI6Oxq233opt27YFRCqMRiN69OiB0aNHY82aNULobTAYxFQzNG0OzRdIAzNNpTN69GjYbDakp6eLY6VIRVxcHAAIWwQesfF6vUhJSUHbtm2F5QGRAIfDgcLCQtSvXx8vvPACSkpKsHr1aiQnJ2POnDlo3749Ro8eLaJpY8aMwaBBg/DEE0/AYrEIsgFAVAhykmgymVC1alVMmDBBkEuap5BHQSIiIuDxeOD1epGamgpVPWMK63a7A4iCzWbD6NGj0b17d3z77bcBkyQTISHX+fHjx2PLli2CQGtJH5EUIsKcTHs8HrRs2RJvvfUWAGDDhg3iGqRjc7vdAcSEfnONGE3fQ4SQpiSivqJ+IIJGpM1sNguS5fP5UFJSgm7duiElJQVHjx4V9wxdK4WFhejRowc+/fRTNG7cWEzVRPfTxZrZlqbDKs9hfgkJCYlLiXJBtLTgqUL+VqyXDtQjUsEIlta+gX4sFgssFgvGjBmDDRs24NVXX8Xq1auRmpqKkydPinXpbZy/7ZtMJlgsFtxwww2YOnUqHnjgAcTHx4t90MBOg9ywYcMwceJEREREICoqCi+//HJAdZfBYIDVasWDDz6IadOmYenSpcjJyREDKk0107t3bzidThEpocrGyMhIxMXFYcaMGejQoQPefPNNxMXFwWazQVEUmM1mpKWl4Y033hAER5v6efDBBzFq1CgMGzZMRLaIXHq9XjzyyCN45JFHsGHDBiQmJuKJJ57AAw88gF9//RW7d+/Gc889B5PJhL59+yIvLw/5+fnIzc0NmNCY0r4ARPrv9ttvh8FgwOOPP44OHTrAaDSiSZMm+OCDD/DEE0+ge/fuGDx4MN544w3ceeedsFqt6NmzJ8aPH4+oqCiUlJTAbrejffv2MBgMiIuLw+TJk5Geno7JkydDVVVBzijdSJo5i8WCTp064fjx44J4x8fH48YbbxTnnk/fY7FYxNyGZrMZQ4YMwe233w6j0YgFCxbA4/EAAFq3bo2BAwdCURRYrVbUqFEjIHJbUlKChg0bIioqSkSZTCYT4uLikJiYCFVVYbVaxXXRunVrVK9eHX6/H3Xq1MG9994ryBWdz4YNG6Jr16549NFHMWHCBJSUlCA+Ph4GgwEejwc2mw2dO3fGs88+ix9//BG7d+8GgAAySxNfB4OehxahNB+1YOl4CQkJiYqIciOG58J2rfidUg3BjBQv9u1YVVUMHjwYixcvxvr169GoUSNMnToVmzZtwpYtWwIiAbQ/igxFRkYiJSUFL7zwAmw2G26++WbUr18f06ZNQ2pqKrxeL3JycnDq1Cm0bdsWAwcOxJQpU1BSUoIBAwZg5syZcLvdiIuLw+OPP46cnBxUq1YNycnJKCgowNy5c0XKzmaziT6466678PPPP2Pfvn0i2mU2m9G2bVsMGjQIGzduxJEjRxATE4P09HR88MEHWLFiBXr27Ilu3bph0qRJAM6k6qxWKxITEzFy5Ejs2LEDTz31FNatW4fXX38dPp8PFotFkKTnnnsOp06dwsSJEzFmzBj8+uuvmDRpEg4dOoSOHTuiS5cuyM7OxrPPPotevXrB5/Phtddew1dffSUIp9Y9Pj4+Hunp6WjRogVmzpyJ1NRUHDx4EOPGjYPX60VSUhL27duHqlWrIi8vD9WqVcMPP/yARo0aYciQIUhPT4fL5UKzZs3Qr18/JCYmon79+mjbti3WrVuHW265Bf/9739hNBpFEYLb7RZRogYNGuDpp59Gq1at8Mwzz8BisaBVq1a4//77UVhYiF9//VVEtAAETIxdq1YtPP7449i4cSO+//579O7dG5s3b0bdunWRlpaGw4cP49Zbb8X333+PNm3aoHv37pgyZQr69++PKVOmYMCAAejVqxdmzpyJzp074z//+Q82btyIjIwMHDt2DOPGjUPnzp0xcOBAxMTEYM+ePZg2bRqqVq0aEFE8ceIEmjVrhhEjRqB27dpQFAVjx46Fy+XCCy+8gBo1auDpp5+GoiioXbs2Xn31VSxcuBAzZ84U1zVF8Mxmc8jUYaiUvtbwtLR1JSQkJCo6yhXRojdyroUKBb3KptIe8lqRMyE+Ph5r167FiBEjEBMTg9GjR+O1115D7dq1cezYMaED8vl8QhdUUlKCnj17onXr1jhy5AgaN26MU6dOoUmTJnj33XeRmJiIU6dOYe/evXA6nahevTqWLFmChQsXombNmujZsyfmzJmDdu3a4e6778a+ffvwxBNPYOzYsXA6nXA6nTh8+DCMRiMcDofw36pRowZmzJiBP/74A3a7HR6PB1arVaQTx44dCwB46623MGbMGGRlZeGWW26BzWZDWloaZsyYgbVr1yIqKgp169bF0aNH0bhxY2zbtg27du0SabRTp04JkkeprXfeeQeqqsLr9WL//v3YunUrDhw4AKfTidWrV2Pjxo2w2+248cYb4fP50LVrV3To0AG5ubnYsGFDgIibrBVGjRqFJUuWIDU1Ff369UOlSpWQmZmJBQsW4MiRI0hJScGsWbOQk5MDm82Gnj17YtiwYahatSpyc3Nxww03oH///nC73fjkk0/wyiuvICEhAc8//zxq1qyJL7/8MkCQztOk6enpaNSoEWbMmAGHwwGDwYDXX38d2dnZyMrKwunTp4VujQgi9UeVKlXwyCOPYO7cuTh8+DCmTZuGN998E507d8YTTzyB6dOnw2g0ok+fPsjIyEB2djaqV6+Op556CkuXLsXbb7+N1atXw+VyYdiwYSgsLET37t3Rq1cv1KxZE5MnT0ZkZCQaNWqEn3/+GTk5OZg/fz4aNmyI8ePHY9OmTViwYAGioqLw8MMPo3///jh+/DimTZuGBx54AL/99huGDBmC+Ph4rFy5EmlpaWjVqhXatm2LZ599Fl999VVAf5AuLC8vDxaLpdT7r6ykib9IXc/VnBISEtcXlPIgSnU6nWpycjLcbje8Xq/QHpG+iU/lEWzOQ6B0v61gxosWiwXR0dHo0aMHdu7cic2bN6OwsBCtWrXCo48+ip9//hmzZ88Wgnmv1wu73Y4aNWqga9euWLx4MT766COYTCZkZ2dj1qxZKCoqwoQJE/Dpp5/i888/Fym5QYMG4e2330aHDh0QFRWF3Nxc7N69G7/88gvGjh2LiRMnYtOmTbjllltQpUoVfPrpp0Kzxvf74IMP4s033xSDPom0zWaziD7FxsbC6/VCVVX06tULMTEx2LdvH3r16gWPx4OCggJkZWWhTZs2AIC///3vOHHiBLp3745nnnkGOTk5GD16NA4fPhzQb5SmJL1VZGQkioqKYLFYBBm0WCxQFAVt2rSB1+vFDz/8ID53uVwwm81CiO73+9GiRQt8/vnnyMzMxDvvvINdu3bhxIkTMJvNSExMxOHDh8XcjM2aNUO9evWwYsUKVK1aFbfeeit+/vln7Ny5ExMnTsSOHTswZ86c87y8KB1GBQwRERFo37491q1bB1VV0aVLF7Rr1w5VqlTB+vXr0bNnTzz00ENwu92C/JMAHcB52rYNGzagY8eOiIqKgsfjgcfjwbBhw3D48GEsW7YMNpsNnTp1wvz583HzzTcDAI4dO4aPPvoIBw4cQH5+PjIzM7F69Wrce++9qFSpEkwmE7KysuDz+dCoUSOYTCa4XC7ExsYKzdYff/yBTp06YdGiRfj000/h9XoxcuRIREdHC52a0WgU5/njjz/G+++/j9zc3ABTVtIQkv6rNC+00oyAuTM/1+FRCvbUqVObVVVtGXIn1wgURbn6D1JIeweJ6xdXI1quqmpYOy03RKtRo0bweDzw+Xzw+/1CLE4GlFrLh7JAW0quJWRU2UZEisAtHPi0MvQ/uYnXr18fn3/+OTZv3izISmpqKh566CG89NJLcLvdKCkpQbVq1fDwww+juLgYCxcuxPHjxwXxaN++PfLz87F161ZBKKg6kNrPq+FIl0Pt1H7HqyUBBBwXEQS/3y9Sh1QpSeJ4igDRJM1FRUUB1WzBSCv1CaXWtJFD0mN5vV4R1YqMjMSoUaPQoUMH9O/fHy6XK2CaIIoocUsGIphUpODz+YSOzO12C/LH7SgsFotoG6Wq+fFQn/fq1Qvx8fH417/+hfz8/IBKS/JA43YbtI2YmBhBXkifR6BrhldMmkwmTJ48GVu2bMEnn3wi+jg3NxdOpxOxsbEoKioSGr3U1FQcPnwYx44dg81mQ3R0NHJzc0Wfejwe0T4iNlRI0LhxYwDA448/ju+//x5ZWVn46aefAhzwyeGfEyztvRKuyJ2Ok5MrXr3q9/tx8uRJSbQuMcrD81xC4mpAEq1SQBEtr9cLt9stBN80YAFnyBAnTFphu97nwVDWwYPW4ZYBJFw2Go24//770axZM7z99ts4duwY/H6/iJqQKLo0Y8dgCEZoaJva6Uz0DFzDuQCD9VtZUjyl9aPetkg3tXTpUnzwwQdYuHBh0PN8IQg1XQwQeoLxsqa3yiLwpsjc5MmTMXjwYGRnZwvCw6sbtWk2vg89ryt+HJTupApLVVXRqlUrpKam4ttvv8WePXvCslrQS9FrDWm59QZfh/uZEZElbdzx48cl0brEKA/PcwmJq4HyTLTKjUbL7/efR64Afed07cOEP9xDDTx8+XAGUe1gQYMeDYJE/lq2bIlFixYhOztbpPC8Xq8YWLTHVFr79Nqgd7zhbu9KPXxDzWEXqr9bt24Nm82Gb775RlQjUh8SoQ13/2Vt36UgWKG2r7dNsghxu92YMmUKDh06FGAcStFF7XyN2vZqCZB2WfLkorSnwWDA+vXrsWnTJuGcX5Zrgx+f1qIiFLSed9w3TUJCQqKio1wRLSIk3HVa+0DXPtj13vq1y+lFBEKRFb1taf26SM9StWpVVKlSBRs3bhT+RTSI0HJ8gAo2NUlZUJZtlJWohVovHJR1PVVV0bFjR8ydOxc5OTli7kIumL+UuNwi7HAJvMFgwIEDB7Bjx44A/zQyW6U0baiIJn2nR1p4WpQ8xyIjI0X1LE0wztujbV+otocCn95I+xn9SKIlISFxvaDcEC0tQpWWh+NYfalBAwzpecgUNDo6GuvXrxfaFj3H84shVaEqKoMNeuFEdsLZ/uWCts3Lli1DVlaW8LnikcCKagfg9/vhcrnENUUCe9IKllZ5G+oapz6zWCwickUO9QCEi79etLAsRLG0thGpokhzOHMkSkhISFQ0lKunHU/REfj0OqEeztzIVO+hrjU6DYVQb/MkzKbKrOPHj2Pp0qVCME7HQCL+0iq3yoLLMThx49bLDb1zYDQasXbtWlEwQAJyvSmYKhrIQsHn84k5CwGICBc/N7zaNpwXCYPBINLXdM1arVaxHZpSiJblf2vPUWn/64H2Q6SZ2i5tHSQkJK43lIuIFj2AtRPbAvp6Kh7VuhhRfCjoEQIAIspCVX/Hjx8Xy/OoQbjzxV1su0pbprwMbMHa7fV64XQ6RbUpkVm3213hyRYXqlPkkypJ+VRFegjmIUf6L+pHmq6J2zXwClUCT8HzF5ZgvnP0PRD+vcarLsvLdVnRUJHvFwmJaxXlJqIVTMTN3+SDPZwv5I2/rODzLfLSfj4o8elsyE5Br8KxLJEpbVSjLGnBawE0tx/9TRYbNK1QRQZZQPj9fmFnQRE9bk0BhF+1yu8Dmr+QpgnikSWemtT2M99GOCjtPHGyVlZyJiEhIXGto9wQrWAPa3ozp9+hxMG0HW3q8FKA5vsjnyg+7yENYOS3RFEFbRRBb1Ls0qBHzPRIF/+/PJKtUG0izyvgnCFoWQf7axHcEoGqA7mPVagXC0KotB/fPs0aQNfcxU4aHQpcDM9fkEjDeCnT6RISEhLlHeWGaAE47wFMD2ztYMv/1yvXD5ZOpG1qf/h+aSDiNg5UBUZu9dRWahs31aRtkF6LG2MaDAY88MADSExMRHFxccAbPm8vGVcSeTIajQG+XaTn4WaZ1Bc0YJNNQFxcnPBQ4m2m/dM2eWWlwWAQ3/MfblqqXY/E69QGbUSG1iFySkSVfvMqOzoeIrXcUkBbtUbHQ23gy/HrgK4L2pZ2fQL1H/VttWrV0KVLF7EcN03l6/Jt8GmkaJ90nnh7tek6Ome0b2ofFVhQf/F+J3Nbum6Ac/5ZWuLN26tNs2sF7OGA1uN+WrwvaFvcf46W5Qa6EhISEhUZ5fppp005aAcJPf2IXkm53jb5wEADHB8UTSYTPB4PGjdujKFDh+Lll18WLttFRUXwer3i7Zy3jwZCIkOcSDRs2BA9e/bEihUrYLfb0bJlS6xZswZWqxXFxcXwer2wWCwwGAyi+o5IC+2HSADZIFitVhQUFCAyMlL4L5lMJkRERKBTp04YPnw4nnzySRw5ckSk6CIiItCxY0dkZmYiPz9fHC8N+DzaRu03GAyoVKkS8vPzxbLkGcZtBIAzU91YLBZBmmh+SCKb3JaAJqym9WlbVqsVI0eOxNSpU+HxeISdBvWF3W6Hy+WCoiiwWCyCBEdERIjtEDnmDvt0fRBxpVQlOcaXlJSIuSzr1q2LiRMnwuPxYM2aNWJKqNjYWLz44osYP348XC6XaBsRCdoGJ0F2ux35+fmij+h/Ik9kZ6EoinB35/3Pnd6Li4vFFEb0Gzg32TVNBB7KQuFSRAq1GkS9FwdaTvtdRY5UXk2MGzfuajdBQqLMqOjXbbmKaOkJdMNBqLRUsBSd9kHPp60hUlOlShWMHj0aeXl5ACCqtoqLi2GxWMRgxqfIIZ0WFzIbjUZER0dj9OjRmDRpElwuFxo3boz09HRRgk9T4fBoEc0XSJEB2j7tQ1EUFBQUwGKxCDJEf7ds2RJDhgzB+vXr8eeff4oyf6PRiA4dOqBfv35iG5GRkahVqxZmzpwJv98Pr9cLh8MhiAtF9txudwAh42SSIl5EfMgTisgAj2ARsaVtUQSOFxKkpaXB6XSKybvNZjMiIyMFUfN4PDCZTIiMjBTzOdpsNnEei4uLA6Zv8vl84js6LiLOtLzdbhfHUaNGDTE594wZMwCcIWV169bFrFmzsHv3bvh8PkGm6LjIBJSTYwDIz88X0+5Uq1YNkyZNEpErmhoIgLi26BriqUUi4kajEW63OyA1R33Lr8vLDW3EkPve0Wf0w+1RghEyCQkJiYqIchHR0hO681QNRQoupqpQK8LlD3qTyYT8/HzYbDYA56IIzz//PE6cOIG33noLxcXFgtQQaODz+/0BhpB8kDMajXA6nXj99dexa9cu7Nq1C4mJiUhPT8dnn30Gj8cDu90eMHExwePxwGw2i7QRdw6Pj48XBp80GNP8gnFxcXjmmWeQlZWFadOmoaCgQES5kpOTcf/99+Pll18WGjKPx4O9e/di6NChgrBQ1R9F0AicLPGIHrmQc5JBOiAybaW+o20QwbLb7aLfAaBz585o3bo1/vrXv4pzxgkaXR88EkdtpD6w2WyiktFkMonlKZLl8/lEhIwIgM/ng6IoIpoWFRWF8ePH49dff4WqqkhNTcWkSZPwzjvv4LvvvhPEhqKb/Hip2o+uAYrcUYSUzjdFTikSx9tMx+n3++F2u2G32+HxeGAwGAJIOZEvj8cTEKHj98zl9K0K5qtFLzlaw18tIZOQkJCoyCg3ES29qJRelR2P7nB/La3XVjDvLIoK8c8pskHrqaqKnj17Ii4uDhkZGSgoKIDf70dUVFQAMSBS4fF44HQ6xba4Rqdq1ap44YUXUKtWLcyaNQvR0dF4+eWXsWTJEnzxxReCEJDBqc1mE2aoVqtVpN3oWOx2O9q2bYvZs2ejefPmoh3Vq1eH0WhE1apVkZaWhk2bNmHKlClwu92w2WwwGo24/fbb8cYbb2DatGk4ceKEOH6Hw4Ebb7wRwLkJfzmpo+gKGbFSJIkGcyIU1L8mkwl33nknJkyYgGHDhomKN0pdco0STdRMQvCWLVti6NChGDFiBNxud4DGh/bJjUz55NVPPvkkEhISYLFYUL9+fTRp0kSQP5qg3O/3o02bNkhISEDDhg3RqlUr9OnTR1Q5WiwWDBkyBHa7HcOHD8evv/6K+Ph4PP/885g8eTLmzJmD5s2bw263o6ioCIWFhYJAFhYWwuv1wm63B6RTidA2a9YMDz30EHJzc5GZmSmMROnY3G43nE5ngIEpJ1MUxaNqQjqeoqIikUallOOFaK60KC3qxEmvHng0lE+/Q/eNhISExPWAchHR4uACXq2wPRy9ld5ypX3GfYVKSkrQv39/9OnTByNGjBCDpaqqyM3NFZopm82GRo0aYefOnbBYLCgoKAgQ/ZrNZjRs2BD33Xcf3G43fvrpJ9x2223o168fFi1ahP/85z+IjY3FkSNH0KpVK6SlpWHu3LlYtWqViH6oqioiGxQRGjJkCIxGI7KyspCfn4+GDRvi2WefRWxsLObPn4/mzZsjPj4ejz/+uCB7HTt2RFpaGiIiIrB8+XKcOnUKHTp0wJo1axAZGYnXXnsN8fHxGDVqFA4ePAin04n+/fvj0KFD+Prrr0XKDgCcTieKiooEeSguLobD4RBRHavViiFDhqCgoAAzZszAm2++iaysLHz77bfCyoEL6r1eL2w2G/x+Pzp16oT09HTMmTMHR44cAQBUr14dAwcOxLJly/DLL78AAB5++GF8+umncDqdGD58ONauXYthw4ahZs2auPPOO5GdnS1SoSdOnMA999yDefPmwePxwGazoX///sjJyUHLli0FCVyzZg0qV66MRx99FA0bNsTIkSPRrVs3NG/eHJGRkUhKSsLChQvx/PPPY+nSpUKfxkkDj2g2b94cTZs2xaZNm7B7924kJibimWeegdfrxZIlS7BmzRrh0O50OkX/8fNOZI2/bFB012KxICEhAfv27RP75dd1sCjTpUC4Fg1cS0np5dLImYSEhERFQ7l82pXmlxXs+2AP/mAPdXrLphSU2WzG0KFDMXDgQHz88cc4ceIEBg8ejCFDhqBdu3b4+9//jkqVKqFDhw6YN28eatWqJdJPZrMZERERIoLSpUsX3Hvvvfjwww9x8803w+/3IykpCSdOnMDXX3+NhIQEPPvss4iOjsaUKVMAADt37hRCd9IKkcdScnIyXn31VRw6dAjvvfce4uPjcccdd+Dll1/Gli1bcOLECZhMJixatAiHDx9GZGQkEhMT8eabb2LChAn4/vvv8e233yI3NxcvvvgiKleuDKPRiI4dO6JBgwZYuXIlDh48CKvVijFjxsBut+O7774DAKEVioqKwn//+198++23+OqrrzBv3jy0bNlSkAQASEtLwy+//IKPPvoId9xxB1q3bo2ffvopYO49v98voh2UyrvrrrvQunVr/Pnnn1iyZAmcTidefPFFLF++HH369EFOTg5q1qyJl19+GXfddReqVKmC4cOHo3nz5hg1ahQyMjKwdu1aTJ8+HVOnTsWuXbsQGRmJV155BR07doTRaETz5s3Rt29f7NmzB+vWrYPFYoHb7cb69etx55134rnnnkN8fDxmzZqFnj17omnTpvjXv/6FxYsXw2azISMjAwsWLBCpZLqG6PpRFAV16tTB66+/jsaNGyMzMxM5OTmoUqUKXn31VeTm5uLDDz9ESUkJevbsCYfDgQcffBCDBg1CzZo1xbVdtWpVQaiKiorgcDjQoEEDpKWlITY2FiUlJWjRogWmTZuG5OTkAB2fdr7Qi4HeNsLRVtELEq+U5GlMbaWvhISEREVGuYlo6ZEhSjvQA5svR0Ju7WfBSs1DwWQywWq14vHHH8exY8dw+PBhbNq0CcOHD8exY8fgcDjQt29fFBYW4qWXXsLJkycRExODtWvXinQTcG4A6dOnD5xOJ2bPno2kpCQcO3YMkyZNQsOGDXHDDTegV69euOmmm1CjRg288847MJlMGDt2LLKzswNc0Sk9ZbVacfDgQWRkZKBBgwaYOHEiYmJicMcdd2D8+PHo3bs3Vq1aha+++kpokcaMGYO2bdvC5XLhgw8+wJdffolmzZqhR48eKCoqwk033YTWrVvD6XRi3759WL16NWJiYuDz+WAwGLBx48bzohButxsdOnQI6FfScBkMBiQnJ8Nms+HgwYMYNWoUGjRogKNHjyI6Olromf78808hgKdz3LFjR8TFxeH48ePYtm0b7rnnHjz88MNITU3FN998A6/Xi86dO+Pmm2/GggUL0KFDB0yaNAlffvklAGDDhg3o06cPtm/fjrVr16JKlSpISkrCvn37MGbMGPTp0weTJ0/G7t27kZWVha+//hrx8fFYuXIlli5divvuuw8mkwmTJ0/GLbfcgv79+2Pv3r145ZVX4PP5kJOTgw8//BCPPvoo6tSpg7/97W+YPHkyAAjy6PP50KhRI9x///146623cPz4cVgsFrRr1w6DBw/G6tWrsXv3bgwYMAC1atXC4sWLMWXKFMTFxcHlcqFJkyb4+eefUbt2bcTFxWHu3LmIiYlBUlISmjZtilq1amH79u1wuVyIiYlBWloaVq1ahd9//120g6fqwr32Lwbaaa60n1GkjaJrMoolISFxPUIpD6JUh8Oh1qtXDwUFBfB6vUIkTW/CQGAaQk8Yr2flQOtRKoUvC5wbHGw2G4YNG4aNGzdiy5YtGDt2LHw+H3788UesWLFC6LN69OiB//3vf6hcuTL69u2LF154IUCPVaVKFaSlpeHXX3/FihUrUFRUhKioKNxwww3Ytm0bTCYTevbsCQBYvnw5LBYLbDYbWrRogZtuuglvvfUWfv/994AUJG2f9DwDBgxAbGws5s6di+HDh6N27dr497//jWXLlgltlclkQpMmTfDss89i9uzZ+OGHH4TmitrUsGFDHDlyBEeOHEFycjJSU1NRq1Yt+Hw+uN1u/POf/xSu4rxvtdFESnMVFhYiJiYG06ZNg8FgwLx587Bu3Tr06dMHvXv3Rn5+PhYtWoQvvvhCOMATKUhISMAdd9yBoUOHYt++fVi1ahXq16+PrKwsLF++HE899RQOHDggiNWoUaPw5ZdfYtu2bejVqxf69OmDRYsWYcmSJSKqY7PZ4PV6A/zQeCqaa4bI14k0aA6HAx6PRxy/0WiE2WxGlSpV0LVrV2zcuBHbtm0T/lZ0fbVr1w4dO3bEunXr0KRJE9StWxebN2+G0WhE165dsWXLFnz55ZeIjY3FI488AoPBgE2bNmHlypVo3LgxcnNzsWvXLlSvXh3Jyck4deoUdu3ahfz8fHTu3BkAcOzYMfTs2RNWqxVz5sxBnTp1sGjRogCrDX6eglmfhEN6tPYN9Fmo+077P/eWo/1Sv508eXKzqqotS23INQBFUa7+gxQVv0xeomLiWr1uVVUNq3y6XBAtu92u1qtXDy6XCz6fL4BoBXM81xO5A+cqGDm5CkYSuBC5Vq1a+OOPP1BUVITatWsDAP7880+43W4hAPf5fGjWrBlGjhyJRYsWCa0OAJF6rF69Og4dOiTK/gGIAZyqzCiiY7Va4Xa7xXKU9qHyfafTKYTfPp8PNptNRM2IfJFfE58bMDIyEj6fD9HR0XC73QFu4xEREQGTDVMlHk/rREREoKCgQCwTKl1E65vNZng8HlFUQFosj8cjiAvtjz4n4bbT6cT8+fOxcuVKzJo1S5AFXnUKnDO0VRRFuPD7/X5UrlxZeFKZTCYRZeMRTr2oJzc+5eJ/Io4U0eP2HeR5RnYU1CaqPmzZsiWSk5Oxe/du/PbbbygoKBDXBzneU4UhP7eUKqYCA94mAHjooYdwzz33YO3atfjiiy/QoUMHPPHEE3j//fcxf/58GI1GFBQUCG81vfShXso9FOHSi4yFo4fkpIoiWvQ/N2SVROvS41odsCSub1yr1224RKtcpA71qgf5A52/WfOBn6/HBxZ6+PNBiz7Xki8a6CiSZDQaceDAATEw0oAIAHXr1sWTTz6JEydO4MCBAwEu5l6vFwaDAb///jvcbrcYYLSu59zbiSrmyF6CO4dT+T6RRpvNJgZ4IijFxcXIz88XAzYnJhERETh16lQA+VAURRwLza1HVWvc56igoEAYanK3dX4+COTvRASKKihVVRWEx+fzCQJMRJNE4waDAZUrV4bBYMCyZctE2+j80LEQEaHvo6OjhSVHfn6+aBORHzIXpT7VRnr4MWm/I1JIxJX2bzAYkJ+fLwT03CyUiPDPP/+Mbdu2iWgZga4JInBkJVFYWCgKDEhcX1hYCLPZLCaYbtmyJbp164a5c+fi22+/haIoWLx4sSD6ZFTLTVjp+i8NZRHNhyLcehE0TtT4vcpNayUkJCQqOsqNaILbLmh/84FO6zIdTLDLl+XQakVoQKW0WlFRUYA3Ep8KZdCgQZgwYQKKi4vx22+/wefzCT8o4MwATf5M3DuIonR8gKFB1ev1Cid1bn5Jx8fTiESyKJqiNYckcsG3YzCccZknMqSNsHASQsdAAze1PxjJIvJktVoREREh7BuIuBH5JcIDnCEBRCBo3zabDbm5udizZ4+I/tH6nECRcafZbEZeXh4sFovobyKhfFlesalXRKH9jB8vEQNyYvd6vaJCkjzVtNE+spAgskd9zq0oTCaTIPRUPEHLkRErABH9TE1NRefOnbFjxw4cPHhQmKRSFJNfC3S9klZLe6zBEOq7cCsLOfg9Fmzb0rBUQkLiekG5IVo8RcTdrrUpED4YciPLYANCOG/OFA2i6kFyauckwWw2Q1VVuFwuHD9+XDieU3tosKeBubi4WOxbO/ccRTS0U/pQpIpc2Cm6oS3vLy4uFjon7mFFgzq5ovv9fmEkSqSDDFa1Pk08wsc1VKX1a0lJiSAHNNCTFQWfmoaIG/UlEQGTyYTY2Fj873//E+TE6/UGHBelV7VzTZIjPLnH0/RF9D0ROr3rQJuW1LuOuMEpRSU9Ho8gl1wIT9FSKowguw86R3RNE4n1eDxiGeozKnygKYUiIyNx33334ZNPPoHVasWhQ4d0U+lEKnkalJPdUEQqFEIR7HDuK1qOL8u1khISEhLXA8pF6pA/jPnAwAdDvYc+RY2CDaK0vWAieQIN3jQ3HkUTaPAtLi6G2+3G6dOnceutt2LXrl0iokARN0oFEaGhQZkPyBQhoQHcYDCIqWGImBFZstlsUFVV+HaReSlFQmh+Q9pXRESE0IlRlMNkMglBOB0H92Xi8yhSNIwiLNrUF+93DorEURs8Hk9AJJLSr8AZQsCtIIAzJHTDhg349ddfA0gURbWIRNA5pOghnR++j8LCwoAJuela4NeFFhSV4to+Ar/uaF9EHomY07kiTRpFtOj8Wq1WQQjJR4wiWvw65MSQUsdJSUk4evQooqKi4Ha7xRRIROSpX3nkDzhD8sibS4tgkaZQ9wndYzyFT1pCbhCsp6Wk49SK8mVES0JC4npBuYloEYKVgQfTbmkJAX+LD/dNnpzXVVUVqShKcdGgrSgKVqxYgfvuuw9bt24VEQeK3NDAQ9Og0HHQYE3RLhpkKYrBp0rhgzkXZ5eUlMDlcgVos7g7PaVIfT4fCgoKRNqUVy2qqgqz2SzIIDfEpLaS8zpwvr6NoI1QUCqSG2kSoeKpPE6QaDtEPIAzcwHSZMjksE6pVYoCUX9QdIv6ilcS0nHRxMzaCJD22uAaP37dae0KKCrF9WLUVr/fL/alqirsdrs4ny6XS7i503bpOqN0J50DSp/TunQeevfujc8++wx+vx8ul0uQY7qmLBaLIN0UEaPzogceCdMSIL2CkVCRZe2y/DrR7pNfO9LqQUJC4npBuak6rF+/vhhMKRVEBIYGcW0KggYnrpXhg244x0YDAJErivJQmouTIy6Mp+gUESIakKiijtbXq3zT7pug95ZPInP6m6JO1Ea9dfk2KVrFo0hczxNqfepjilRRSgs4NyUM9TNF0rgYn9KFnNQRkeX7oWgfHRsvQuB6Ox5h4p8TMSXyy6s4+XWhtc2gY+R9xckp7xe9QgrtudR+F6xKlkex6Nqga4iDT9HDU8/8PHGCqHf90DJ6uBCyoxet4tvTXkd0D/B90QtDTk6OrDqUkJC4ZhFu1WG5eK2khzMNJrwKTI8saSvHtG/L9DlfPliUiwYHnmojo0WaRJqiZtxugutPeEQkPz8/YIDhJIu2wasJOfg2+ba5Fov+p+3rDb4cPCVI4n3yjApWlcYrxIBzETTar8lkEhNVU3qsoKAggNiUlJyZEzIyMjJA/0T2D0SuKGJIaVES8vPoEfUbkT6KANF6NPE2GbxSpIiTbSIzfI49HjUiPRwng0Rwtdectq/ovAQjWcFApI76hoTyQKCuT++a1fsbCF8/daGg4yxLpWKwFwIJCQmJ6wHlgmgBgWSLg2ttaNChBz0nPcHIlFbvpfeGT4M3kS2/3y/0VVohOteN0Xc8ElapUqUArRcdl97ASylJ7Y+2X3gkhg/+2lSN3gAbGRkpdEJWq1WkN202W4DgXG9dnsrixMrtdgsRv8/ng8fjgd1uD4gAUnqMigocDocQ/fP2ks7N4XAIckX6J2oDB0+zAueqJ+m4KPqoF9mk44mIiDgv8kJFAAaDQVgr8P7RQ7AXAQ49UsKjVEQgqe9IbM81e3St8UhjsL7R+ztYGy4kzR4u+AsQ30eoCJuEhIRERUS5IVoEPnjQAMQRTL+lRWmDh1YMTwM0pblatGiBZ555Rng8BVufdFaky3K73fB6vbBYLEE9qEJZU/BlKApDgzFFXbTkLdRxUgqW9GJUnUcaJ77PYP1E/UJ9RaadBoNBaMWo0pHIKV9PUc4YfTqdTqEDozQrid5JE0fRQIrc0bHzyBaPEtK54ySUp+a01w/p5bivGJExinhRNWg40ZdgZCWcqA/3vaKKV7PZLKKo2nbT79KiVvzlQo+8l/VYyoJg2qxgbZSQkJCo6Ch3RItQlvQHETJtFVRp2+aEgNYh24Y9e/YgOjoavXr1CrAAAALTRfQ5TxWSE7o2xUnraCvbeKRM+0N6IUVRRIqMBuhwjpUTKl79SPqp0gZiElwbDAbExsbCYrEEiNJJDM71aZQ2pLRl1apV8dZbb6F+/fro2LEjevXqJYgUpRb9fj9sNpvoY4oy6mmT+HmmYgSTyRSwvtlsFkSNIllEPLhuyGw2o0GDBmjTpo2w8KBjvJAUXLgkhVdlUnGC2+0GALhcrvOIVVn2z3+HErCXNQ1IKO2a0V7rRIrp2ruQfUqUjmDPEPkjf8rbz/WGcvO0o86nE8H1TBzB3rj5erRcqJPKTzpFMYgcUYQlIyMDc+bMOS8VSdvkXlD0uc1mE2X4RIgoVaWqwX2/9AZnGsyIQBQXFwsfLK1Ngh4oHcbJi8FgEML20lJjwBnCYrVakZKSgjfffBNVq1YVkSBVVYVvFB2r3+8PcJWPiorCc889h//+97/YsWMHsrKycPPNN4vphMgWgaKBFB0kaEXrPJpH2jVFUdCpUydkZGSIClLS1/Hrikg1ae4URcGtt96KjIwMVKtWTVgmaG0RLoQY6F2j2ogRif4rVaokrg3qc36c/NiDpZhDQe8euJiI0sU8KKVGS0JC4npDqaOHoiiJiqJ8pyhKlqIo2xVFGX728yqKoqxUFOW3s7+jz36uKIryjqIoexRF2aooyk3hNkZPw0EPdb2qPeB8rQknUPRZMFEx/548qKjSMTo6Gh07dhRRICIpeu0jTQ2vSiwsLITdbsdjjz0WIN7WEzZrB3I+kFJFHUWWaH0iX6VF7oxGIxISEtCuXTuoqhoQRSqNqFHUqVWrVnjssceEWStFYEi7RZV+lDItKCiA2WzGLbfcgilTpiAqKgoLFy5ESUkJjh49ivT0dLhcLtHvtB+73X7eQKwn/CZCQpqzu+++G2lpaZgzZ44gyyQm515TtC5N4dOhQwc899xz2LRpE77++usAPRwJ9fl1or1uQp1DLfSIjcFgQM2aNTFp0iTUqVMHTqdTkEyu7+PgLw+hCE+wtujZOVwI6QqHbPF7kuNKkq0r+fySkJCQ0EM4r+nFAJ5VVTUZQBsAaYqiJAMYDeAbVVXrA/jm7P8A0A1A/bM/TwD4RzgN4cQICCwV5yku7cCrTePR/zxFEWpQUFVVRHlo4K9Xrx5effVVtGrVSkwvwyvCOHjlGgDh8N6oUSNMnToViYmJActrS+CDtYl+qArOZDKJSaZtNhuSk5ND6qoIZrMZf/3rX/Hggw/CbDYH+IIFG2B5yufee+9Fly5dsG7dOmzcuBHDhg1DRkYGYmNjhQaLojNOpxNNmzZF9+7dMWHCBCQnJ2Pnzp2YN2+e8NKiKWzI9sHvP+OIHhcXh379+sFsNgtS63Q6xUDN9XqkM4uJicHEiRPRp08fPProo9i0aZOIsGmnLjIYDAEu761bt8ZLL72ETz75BJMmTRJpUC7m10ZTgyEYiSotCtauXTu8+eabmDNnDg4ePIioqCg8//zzwsmfb4Of63BE+BcCThgvRWqPX0dA4MvSFSRbV+T5JSEhIREMpT5NVVU9qqrqT2f/zgewA0BNAH8B8NHZxT4C0Ovs338B8LF6BhsARCmKUiOcxtAAy93LgcCBhT+sKRpF0aKzbQSAgCgWN+XUvsWT4Jy0Pi1btsTQoUPxxx9/4KeffoLZbMbAgQMxbNiwgIgHrUvRJtITOZ1OdO/eHSNGjIDP58OXX34Jm82GF198EQ0aNAAANGvWTJC3GjVqwGKxoFu3bmJqGj7AE4khwuV0OvH666/jvvvuE2SF+o5STnXr1hV92KNHD+Tn52PLli0BJql8MCUiQ1Eu2t+wYcNgt9sxffp0pKamon379ti5cyf27NmDVq1aoX379njuuefgdDpRUlKCJk2aoH///rBarZg1axYWLFiAFi1aiKlkXnnlFTzzzDMB+qsbbrgBTz31FGbMmIFDhw7B5/Ohbt26yMjIQNu2bWEwGJCQkIDnn38eMTExKCkpQaVKlXDvvfdi8uTJSExMRHp6OrKzswGcSWFycquqZywlKE0XHx+PwYMHY8CAARg2bBi++OIL4RNmMplEupGneKlvDAYDqlWrhsGDB+Oll15Ct27dAq5XIup0DWojn/S5wWBAXFwcxo0bh1mzZiEzMxPJycnIyMgQDvlEQPm6FNHkXmF6uFCSVJbIll7kUZva5PcnLcMLTq4EruTzS0JCQkIPZZqCR1GU2gCaA9gIoJqqqkfPfvUngGpn/64J4BBb7Y+znx1ln0FRlCdw5o0xwLJAZ5/naa20xEvvoc3fnEt7qJOrd9++fZGamoqMjAz87W9/g8lkwgsvvIAjR44gJSUFH330Ef7xj39gw4YNUFVVTBJMomZKY8XGxiI9PR2vvvoqWrdujf79+6N+/frIzMxE7969kZiYiPfeew+9e/fGqlWr0KtXL3Tt2hU///wzjhw5EmDwqSiKmOTaYDBg5MiRMJvNeO+99xAdHY2nnnoKn376KQoKCjB8+HBs2rQJ/fr1wxNPPAG3243WrVsjKioKo0aNQuPGjVG9enV89913cLvdcDqdqF27Nnbs2CFIbnFxsbCD+Oijj4StQ7t27bB69WrY7Xb069cPxcXFOHnyJIqKitCqVSusW7cObdu2xeLFi7F582Z4PB706tULTqcTDRo0wJ49e9C2bVsMGTIEAJCSkoLevXujdevWOHjwIEaOHAm/34/HHnsMHTp0wOHDh5GZmYm+ffti0KBBmDx5MrKzs9GpUyf07t0bmZmZ2LdvH7788kv88ccfqFy5Mm699Vbcd999KCoqwsyZM/HLL78gIiICAwYMQIsWLeDz+eD3+1GnTh2kpaUhJycHLVq0wK5du2A0GtG1a1e4XC788MMPyM/Ph91uD6javPvuu5GSkoL169dj69atmDhxIo4cOYItW7bAZrOhd+/eiImJwfvvvw+PxyMsP1T1jAifplXq3bs3mjZtin379iEuLg5jxoxBixYtMGfOHGzcuDFgaqSEhAQkJiZi/fr1sNvtIvIaDKWRrEtV7aeNqFHRAd8/J/TUB+G283LgUj6/zm5PPMMkJCQkgiFsoqUoigPAvwH8TVXVPP7QVFVVVcrojKyq6mwAswHA4XCoem/oFEmg78qaLgk3PWEymfDII4+gUqVKmD17NoqKivDFF1/g3nvvxdKlS/HTTz/hs88+Q/369dGtWzfk5OQgKytLDBZUOVZSUoIvv/wSRuOZiZNnzpyJlJQUTJkyBXXr1kWbNm2wfPlydOzYEffffz+2bNmCbt264dChQ8jNzQ2wTiCNkcFgENqnv/71r+jSpQvS0tLQvn173HnnnXA6nbjrrruQnJyMxMREFBYWIi8vD36/Hw0bNkTTpk3hdDoxZ84cFBQU4J133gFwRuMVFRWFPn364O233xZCdPK6MplMyM7ORkREBO644w4kJycL/dDbb7+NtLQ0nDx5EvPnz0f37t1Ru3ZtREZGYvPmzVDVM9PrJCcnY/bs2fj222/h8/nQo0cPzJ49G6dOncKePXuwbNky1KhRA++++y46d+6MFi1aYMWKFcjMzERRURHGjh2LDRs24MiRI8jPz0dGRgYMBgPefPNN5OfnY8yYMcjLy8Ojjz6Kdu3a4eDBg9i5cydq1KiBbt264ZdffoHRaERKSgrGjx8Pl8uFW2+9FQ0bNoTD4cCjjz6KpKQkrF+/Hk2bNkVycjJGjhyJxo0b4+TJkzhw4IC4Rtq0aYPatWuLczp69GgsWLAAf/zxB3r37o1bbrkFa9aswT333IP58+fD4/GI80aRnWbNmqFv375Yu3Yt5s+fjy5duqCwsBBLlixBYmIiFEXBlClTMGnSJOzZswf16tXDa6+9BpPJhMGDB+PEiRMBUziVdu3r3S88+huM7JT2fbD9aaEtTuEFIVfa3uFSP7/OrieeYReyvoSExPWBsKbgURQlEsBSACtUVZ169rNdAG5XVfXo2dD6alVVGyqKMuvs359plwu2fafTqdarVw8ul0voZCh1o3XP5mkZ7VtysGMp7aHesGFDpKSk4L///S8MBgNcLpfQ9FB1X2RkpBg4yDKB2mez2ZCfny9IEg2stB736SIUFxcjJiYGN998M3744Qd89tlnmDx5Mu6991688sor+PPPPwGciRSQm/qNN96IhIQE3HHHHdi6dSu+/PJLOBwONG3aFKtXrxZGmxkZGVi6dCnatWuHf/7zn2jQoAFOnjyJnTt3wuPxiH5KS0vD6dOnMW/evPMmSyavrcjISEyfPh0LFy7Ejz/+KCZtbtCgAXbv3o2CggLEx8ejadOm+Oabb1BQUCAE6DVq1MDJkyeFP1Z8fDy6deuG//3vfzhw4AAURcGwYcNQo0YNrFu3DqtWrYLb7UZSUhLat2+PlStX4tixY3jnnXdQt25dTJw4EevXrxeksHPnzrjxxhthsVhQuXJlAMC6deuwcuVKDBo0CC6XC7Vr18aaNWuwcuVKAGeil8OGDYPFYsHWrVtRt25d7N69W/Tn0aNHsXPnTsycORN79uwRhKZTp07o2LEjzGYzDh8+jNjYWNhsNhgMBqxZswarV6/GlClTkJ+fj1GjRom0H5HW6tWro3Pnzvj666+Rl5eHAQMGYMGCBSJVO3LkSGRnZ+Omm24SZP3uu+9GvXr1MGLECOzatUtcD0SWgl3vF/piwkH2F6EQLH3I901RWVVVRfUtpXKPHz9+RabgudzPr7PLXXWidT2WzUtcm6go1cdqmFPwlEq0lDM98hGAk6qq/o19PhnACVVVJyqKMhpAFVVVn1cUpQeApwF0B9AawDuqqrYKtQ8iWhQFoKliaNCnyBZ/Q+bt1j7cy/q2zDUvHo8HDocjIJJGqaPCwkLhz0QDB3DOGV7rycXnIywpKRHr8v0WFRWhdu3aWLZsGb755htMmjQJR48ehc/nE1YFXq9XDHw2m004u/N+Ip1Q9erVMXv2bOzcuRNTp05FXl4e8vLy4HQ6RdqJzDjffPNNvPvuu9i5c6euALykpEREg4YMGQK32x0wgTbfL4Hay8XrvF+INHM9E5l10v7NZrOYTNpgMKBSpUooLi4WE3aTjQb1g8ViQbt27ZCZmYmcnBzhhda0aVMcO3YM+/fvD0hr8XNI57hv37547LHHkJaWhgMHDoj5Kqm/CgsL0bhxY5w6dUpEDKOjo3H8+HExpRGfELygoABGo1GkfXnlaWRkJDIyMjB27Fj4fD7RpuLiYtSsWRNt27ZFXl4ejh8/jlGjRiErKwv5+flITk7Gv//9byxdujQgYqWNXl0KohUOQlWI0vc8dUgvG9T/V4JoXYnn19ntXXWWI4mWxLUCSbS0CyhKOwDfA9gGgEbUl3BG5/AFgFoAfgdwv6qqJ88+2N4FcBcAN4DBqqpmhtqHw+FQ69evL4gWGV3yH06y2EFSG8/TcGnL2EOBxPCcZJBAmkgYDco8msCF5bQPmnuPbB5oGToOmkfRaDQiLy8PlSpVwuTJk+H3+/Hyyy/D6/UGzGVYWFgoKuloHzTdDJE7Sluqqoqnn34a8fHxmDx5Mtxud4CImo6RSGTbtm1x9OhRHD58WGiJuO1DREQExowZgz///BMffPABVFUVRJSmKCIySX3j9XoFCeTniM6TyWQKcGXnUT4iWcXFxYKE0nngLvsUBeJGrNQHPALKvcLI6oFbQ5BmKykpCR988AFGjBiBbdu2ifbwFB1F+6g6kSoYjUZjgPkrWYEQOaZpmdxut5h4m+wxyGuMtk22FDTnJnCGgN10000wGo3Ytm0b8vPzA4Ty2nuB93Woe7u070NBL4qs1Wfxz7QRLSKfJ0+evBJE67I/v87u56qzHEm0JK4VXG9Eq1SNlqqqPwAItrE7dZZXAaSFs3MtqFoJCE6OtARKK5QPBb23fgBibkIAgrxwc1ByHufzF/LIFQ36tBwRFk4EKBVJA7/b7UalSpVw++23Izk5GVOmTIHP5xPicyITNB0LJ2pUCUfz/BGpGThwIHr16iUqHknITdEibWRp3bp1QsjPqw6JkBQWFuLOO+/E0KFDxXfk30XrabVkkZGRyM/PF0QEgPDWslqtyM/PF6Jw7llF/U2RIDq/RDppXSJ3nKDRhNl0nHQsBQUFcDgcIgrHj5HOo9VqxcMPP4ycnBz8/vvvAdcCpUmJxHq9XtjtdkHSSNPGp/+huR+JHFssFtFusrgwGo1wuVxBCzWOHz8Ou90uSOaaNWsAQBQpmM3moNc4f8m4GDKlt77ew1H7Gf+fO8Hz//VI2eXClXx+SUhISOih3DjDE/QMFbUPZyod14tyXQgoQkFpLBLrEtmgyAb9puo84Nw8iR6PJyCVSD5INPDTsjQgW61WeDwe3H333diyZQsyMzPFZM3AGW0PkRme0qPSf4p60OA1ePBg2O12bN68WaS+uF0Dbcfj8UBRFNFuOj4CDe7ki7VmzRocPHgQwBnCSIagFKngejrqH4oC0qBLOiVKEfJIJZEaMhIlEss1SLRfihRRX1DfFhUVCbJG5IxPa0Nto2MuLi4W5CkpKQm1atXCL7/8Aq/XC6/XG3DOeAqbyJLL5RLfEcmiPubzN1Ib6XqleR6JAKuqKvqF+oGqQYEzpI2ie6qqCm0a7V8LPaPfYLhchSUc3GJFzyxYQkJC4npAmewdLidUVRUDIOl7aJCj77UPZxqUtdqsYG/Lod7wFUUJiO7Q9qgd9B0RP26/QOSCyBdPOWlNTmmb3EXd5XIhNzdXRGQ48ePkjg/e9FlRURFuvPFGNG/eHMuWLUN+fr4gVbQ/Tlh4+owIExcu08AOnBn0x44dGxA1pO9oEOV9zfuWp5RoWZoLkc4vkWdqD0UH+Tkl0kP/a88tLzQgokbHyFOTPNJFxAcAGjduDKvVik8++USI//1+vyCHfL90fnm0jvpC+zfvf34t07FRulDveuOWEADOm0icyDrfh9YnTs+oN1hlYCjweyacEKTbwAAAGd9JREFU7fFj4f/TZxShvRr2DhISEhJXA+XmaUdEigZlbdUSF9bqQW+KFD4FCCcLfIAwGAywWq0i8kEaKlqGBk6aaobc2Wlwp8E3GLRv85yglJSUoF69evjzzz9F9IynC/ngGiwCYDQa0aNHD/znP//Bbbfdhm+++UYQDj1iqUeGtH3Gvw+ljQsHnFwQieOGpT6fDwbDuQmW7Xa7iJLp9aP2h8gZRZMAiPQsRca0y/OflStXYsyYMThw4IAgsOpZe4oLSbuFG6kp67ZDLc/viUvl6s5B1yHdi3Tt67nI83tODzKSJSEhcb2h3ES0gPPffkMtp/2+LOJ3Dr/fL0TRpKEiMhQZGSm2a7PZ4Pf7hYDZZDLB5/OJyESwbRM4caO0m9/vx9SpU5GVlRWQeiPCGarN/LgPHjyIrl27YteuXcjLyxPb4hEnHmEoyyAfrB3cH4m2q/c9pcfoeHl0h/RjFMGhVKZeNWOoviAiR1WIHo9HtL20lJfH48GuXbuECJ+W1/ZbWVDWdXgEKlxdVTiRqHAQan9Esvn1Ggx6kU0eZePu8LwiVUJCQqKio9xEtHjFFn9LDtfPh/9oH+ra7/XAK/usVqtIIdFgTdodu90OVVVF1EiP9NF29MDbBpzxfcrPzw+YliQYuQkWQVi8eDEOHTqE//znP6K9vHowGMLRz4RzbHrnh39G5JKieERo9CKHAETEK1xQhIVrxIJFGrVtp/kXOSHgKbiLhd4502sPJ6bh4kpV7mijwqUZjlK7ePtkJEtCQuJ6RbmJaHHNDrcLCPftnnsHaQev0kCDKqWcCgsLhWknEQAiQuTvRIJvqj7TQkvA9NKWtC/yFTIYDCKyoo3GBBuoDQYD8vLyMHPmzIDInFZvVhaEu05py+lFhSjCRX9TVJCqCQkU9SqNTFDqkCZipjkLAQSNiumlckmoD5w7J6GiiheCspKNCyFdfJ1worylWUBQtFBv+6FegnhFJY/UaTVyEpcOFaVkXkKioqFcRLT03nwpvUCVfKVBz+YhXOsHioaYTCYxwBKRIp8orjUiwTLZG4QT9eGCb/reYDhjQApApNfcbrcQ3IeaA5JHXqjNZFdA+77UROFSgKKKVDFptVqFKJwE65TCDffcA+f8rHjxQjiDudVqFcai1O+XEsGihuGsd6EIJVK/2O3pRYVDRYu19x+PjklISEhcDygXRAs4px26EMsG7UNemzIMBXrLJqsBXk1YUFCA6tWrIz09HU6nM0BwTekwXvkV7qDKvychN7WZ7AEiIyNFhR5PZeltm7bBxflkaBps36HaqN1XaanE0o5Vmy5VVRUWiwVdu3ZFWlpaAKEkqwyHwxHgoh8KJpMJMTEx6NixoyBYvJoxFAoKCgJMTSmqyCteyyO02qpQbS0L0QvnngmG0qJjEhISEtcjyk3qUAsaHGiw1A4sXFNzIW//nCBxk1JuaBkbG4vnn38eJ06cECacFDni3lrhQKvn4uuRlxKl1dxuN2w2W4C9gLZvuAkkeTlxOwNKdV5o/xBC6ZWCCeG17eR2F3Q8tWvXxtChQ/HNN98IHyyDwYD09HTMnTsXu3btgslkCou0Go1GxMXFIT09Hd26dQOAsM+NzWYTRqLa6XL4MV6LuJAXFv53ONeOlkAFu161qf1ruV/LM8aNG3e1myBxkZDnsOKhXES0uHhWWzau5+GjTTVqUxG8xJyvr7V5AAJ1PDTYqqoKq9WKESNGoG7duvjiiy/Emz5puSi1SAM9pbyAQPE3F4ETqaMIGo/iceNLGuB4dE9rOaCtTiRXeq2ZJyeEWsE9LUNRMB550vNoov0QeNupL2hQpfZz4TR9b7PZMGLECBw7dgwfffRRQOTpp59+Qps2bQTJ4n3EvbB4WwsLC1G5cmXk5eWJVC/34goFInncxJW39UpCG0kMFgXifc4jUFpNW2nHr72n9AotQoHODV3P3PqB/qb9cI2irDqUkJC4nlAuiBaHNk3GSRgfVHh1YbDqJu3yHPw7msLGZrOhoKAAdrsdL774IrZv344tW7bgzz//FFWHAITPVZMmTcS8fhEREahVqxaGDRuGVq1aiapEPrWPwWAIIAJut1u0mUdTyEuKky0iYfQ39RX9joqKwpAhQ9CjR48AewRKIRYXFwsfK0VRYLfboShnnN0dDocgLAaDAdHR0YiIiEBkZCQqV64sigN4atNkMoltaA1GiTiZzWYoiiKqDCll2L9/fzidTvz973/H6dOnxQDv8/mwdOlS/Pvf/xbn0efzCf0a9aeWMFqtVqSkpGDevHlioCcH/GsZ3FkdOF/orvfiwBFMM0U/2u+D7as0BKuq1N6L/O9L7fUlISEhUV5RblKHERERYr5AQP9Bz9/c9bRcfJAo7c2ef0ZzyFmtVlStWhUvv/wyFixYgBtvvBExMTGwWCwwGo3o0KEDatasifj4eDRv3hwejwfZ2dmYN28eWrZsiTvvvBO5ublITU3FzTffjJtuugnr1q1DYmIi1q1bh23btqFz586oUaMGZsyYIUTfPp9PpA2pspEIkcPhwNChQ1GtWjXk5+djwoQJYqoempbGbDbjySefBADcfvvtWLFihdBskd6IBPw0wNGceTRV0MiRI7Fs2TLs3bsXr776KiZPnozhw4cjPj4e48aNw9atW/Hggw+ifv36qFSpEhITEzF58mScOHECAwcOxBtvvCG0YlT1qG2noihISUnBbbfdhhEjRuDUqVOCWJeUnJlQ2u/3w+Vyib6w2+1wu91CGM/F7jSZc2FhId5//30RMeSVnBUlchKqwu9SQHvPhENSg7WJXhCIHHMbDwkJCYnrDeXqtZJHaIK9AYcSzOtFuMIBpZ5iY2Px97//HYsWLcKePXtwxx134Ntvv0VGRgbGjRuHqlWr4sSJE0hISMCoUaOwe/dubN26FQ8//DCqVKmCESNGYNOmTVi7di3WrFmDEydO4Oabb8Z3332HqVOnYsKECfj999+xd+9eDBgwQEwsTJEfnh4rKipClSpVMHbsWKxatQrTpk1DkyZNkJCQAJPJhCpVquCBBx7AP/7xD6Snp+P+++/HyZMn8corr5xnMEnbo8q6iIgI2O12AMAtt9yCiRMnomHDhtizZw+cTieMRiOeffZZ1KlTB3PmzMHevXthsViQkpKCuXPn4oMPPkBubi7uuOMODBo0CElJSaL9RGw8Hg/MZrP4bTAY0LVrV7z11lvYtm0b6tWrh6KiItSoUQMPPPAAoqOjBfGjHwBo1qwZHn/88QDNGXlx2e12kU4lZ32yd+DpxauJi2kDX5df/xcDHhkOti1t2jscH7Bg/1PlMM3zGGw5CQkJiYqKchPRInB9h5ZU6Q0M2uoyPRGzngcQR0REBCpXrowxY8Zg5syZ2LVrF7p06YJNmzZh1apV2L9/P6ZMmYL33nsPFosFrVu3xsMPP4zMzEysWrUKcXFx+Prrr3HbbbfB7XZj4cKFMBqNaNq0Kb766itMmTIFGRkZWLp0KQoKCpCQkICRI0cGeEeR0zw33hw0aBDef/992Gw2TJ06FcuWLUNERARGjRolBspNmzZhzpw52Lx5MwYOHIjo6Gh8/vnnOHr0qHC559skbzCfz4dBgwYhJSUFH374Ie677z7Ex8fj6aefxpQpU3DixAk888wzaNq0KRo2bIjKlSvj+++/x6FDh6CqKt555x3k5ubCZrPhqaeeQnFxMXw+H2w2m4g00fk0Go3o2bMnunbtioiICOTm5qJTp04YOHAgTp48iYSEBDRt2hQ+nw9WqxXvvfcefD4fWrVqhfT0dPz2229Yvnw5srOzUVxcLKZMKiwsxCOPPIKVK1fijz/+gNVqRUlJCdxut0hvcm+uaxFaglOaHqs07zGtkax2u3r7CdYWvYiWVkDPdZd6+5GQkJCo6ChXRIuLu4HQ2itt1EuLslTbqaqK48eP49lnnxVappMnT+Kzzz6Dx+PBjh07kJ6ejmPHjsHv92PJkiU4ffo0srKyEBkZicWLF+Oee+5BVlYWVq1aBbfbjbvvvhsejwetWrXC888/jx9//BFmsxkzZ85EtWrVMHPmzADhOonhSWxvtVphs9kwePBgZGdnY+rUqXjwwQdRpUoVLFmyBHv37hUu+iaTCV9//TW2bt2KWrVq4eTJk3C73SJ9RhWJAERasqSkBN988w2++OILFBYWIiEhAQ8//DA+//xz7NixAw6HA6+99hoqV64MACJaRKnBrKwsqKqKESNG4MiRI2KORpqMmdaxWq247777kJubC1VVkZmZiY8++kh4aJGFRklJCY4cOYLk5GT85S9/AQDY7XZUrVoVGRkZYtJso9Eo5p00GAw4fvx4gD0DOb17PJ4yVYVeLlxs5IZHJcNN7RHZ0iNGei8gwYxltUJ7LYLdg7yYQ2vUS8RbQkJC4nqBUh68gipVqqQ2btwYBQUF8Pl8KCoqEoSHIhJap3D+ENfzS9IOGqFAb+YUJeKEh7+NU1sMhjOTIHMXcl5ZaLFY8M477+Djjz/GTz/9hKKiIrGPqKgoeL1eFBQUBAw4VLXFB0m73Q6n04kTJ07A7XaL5TmJVFVVCMSJTFmt1oCJlrkNhrbtXq83wCOMdFy8As9sNov9k/DfZDLhpZdeQo8ePTBq1Ch88803MJlMggjZbDbRX3Xr1sWJEyewfPlyDB48GDt27BDzGgIQmi6qXiOdldFoRGpqKu69915s2rQJS5cuFctzQkeCeToG0nAFuzauFWhfFoIRG+31HYpAabdPy1/oc0AvwsaJltlsDqhEpJcDj8eD48ePb1ZVteUF7bicQVGUq/8ghbQGqAiQ5/DagaqqYYXoy1VEi6C1BSBoUyW0DK960xtUShucaADjgzyRHdoPDRC0PR4tIbJD9g7VqlWDzWbDli1bziOKp0+fFn5XRBa8Xq+wlaBljUYjcnNzcerUqQCTVG4PQW0knRK1h0ic2WwWnxMJU5Qz7vNOp1P4dVGEyOv1oqioCDabLSBtS1EwKhjw+/1o06YNcnNz8d1332H//v2wWCyCvEVGRgak7Pbv34/U1FTs2rULe/bsEf3KfcL4ZNIEo9GIrKws/PrrrwGEiUggHRMJ/ul4eaXjtQ4t2SoLIQrHg0yb0tO+zJS2LU7mtMROG5HWVqdKSEhIXA+4+mrhs9B66/CJgvXSDdyzh/6n7WgFvFohPSdlPDLE9V7agUDPP4r7TdG6iqKgTZs2+O6774RGiguz+aTPRMw4ySJQtIebfQIQ0bFQJILSavxYqK+I4JAejLfDYDjjik7eUnzwpNQgGavecccdmD9/PiIiInDo0KEA2wnel3RcVapUwdq1awUB03pr8fNPRJP6jranPa+U2uJWD6V5UJUn6AnM+THy61NPqxXKZ0tvHdouv6d4EQYnQTx1yO817Xmg70nsziPA1E5u0su95yQkJCSuB5SriBYfJClaQwNtsDdh/hbNUyDhRLZ4uvBiwM1GjUYj4uPjsXz58gD/KIJ2X8G0L4RwND6hHNq165e1Co5rx9xuNywWi0g/EpE0m81wuVxiENfqcQoLC/Hjjz9i69atAHCeOWi4qGiVasHc9vWqDQnBbEv0rm096JEz7TUaTnoy2HJ8//y6pHtNO0m1hISEREVHuSJawaAV8GoHhdJ0OKQXoeWBS5u6INJBOqNt27Zh//79pXoflZaOKQ3atJJe+qY0lLYcGauazWY4nU4UFBTAYDBg7969eOSRR5CZmSkidjx6QW2hyJzb7cbp06dFmjMiIuK81JSeePt6hNaNnyNcwqO9L8LdVqjPefsABE3Z80gyj3pxXMvaOQkJCYmyoNykDoHA9CG3daCHNR8stGkODr2HPhBIsi7lIE6RN2r7t99+K9IjwfZzuUiEtrJMm+rhrvvhtIEsIYAz3ljki7Ro0SLk5+dj9erVIpJHAy8neySQp78pdRgREXGe9UJZ26Z3fOF4P10r0PaHXtWglsDoRX5DWSuE2n6w5ahvtZFaLeni96023SshISFxvaBcVB1WrlxZTU1NhcvlgtfrhdfrFXobqoKj/4kkaSM5BL2HfbBlgIuruAoGSotp9VVlQThpwFDrliWdGAqU+qNj4ZVvPKJBx0mEiuuzTCaTIGm0LmnDLpZwlkamrsWoWKjIXripRCK3oWxQSosoBkvFa7epvZ/49xEREeJeoGpVg8EAl8uFP//8U1YdSkhIXLMIt+qwXLzyU2WfXpm6Nj3Gv+NaLu1bu5ZgXYnoBhFAq9WqG2nTQ7DIS1miOtrtlbadskR8aH5EWs9sNosJrOn4aFDnUS3S4RBBJvd7MkwFLo1gPVjU50L7rzwi2PmiF49g9g7aZbQ/2n4K1md6n2kF9Hrfa5fj++PFJRISEhIVGeVGo6VNifCqOfo+WCSK/iZSpiVbeutfSiiKIow8/X5/wDQw4SIYoSRcrOYqmAaqtP3y6kNuFlpcXCz6lEcxeHoyMjISDodD2E1QdJKL6WX12fnQezkIpvejz7VpPH5uaHvhRnKpMra09mlB7QgWHQtnGxISEhIVDeWCaOmlA/nnhGBv1vwhHqxiT49Q8KjXxZAwVVUFyaLydq1WqTSEatvFtCuYLke7r2D7IWsIsnzgfmLAuQGbvKsACPLk9/vFdDz8MyoauNY1VJcb2nOiJWCh+o8TYFpXe5+Udt1rC0j0tq+Fntcdt4WgyeMpSiohISFR0VEuiBZwbtCgFCIRLz5gcL1IKMuHUG/cesuVFtUJZuKot309k8dwCIVeBaF23bKSLr1pWIK1J9h+uO8RRTqCEQDqI+332gq4S5k6vBSE9FKiLJWT2nMe6lzrnbPS9IVEdPT6ubRoKxFsvbbQvoOtx6Og5IVGk4sTGS8v50tCQkLicqPcES2CVv/BdSQE0mjpfac3AIVKq2mht2+99pY2YJS2ndLWvdgB6WLXv9h068UWG5RGxkKd83CI3KVOJ+tFZUMtG+z6CPflIRhCkTjaXjiFBKX1j1YPpn3Z4NpJuqe11h4SEhISFRnlhmjR3IbFxcVicmByIaeISDDxrd5grheBKkvEINQgxbfPK+9Kw+VIlYUaMMMZTC/F/glXowLwSh5faQi3LXqR1AshQsGgp1EMZtYb7rYuxByVNHmUciaYTCZp8SAhIXHdoNwQLQJpObhImh7YXGfC9SOUjuCf8UEslP6IoE2xlGYTUV5SVqGiXpfaLyzYPgjh7OtyR5DKur/SBvyytLc0Ebl2mzxipHf9Xcy5C5UOp2u3LMcW6sUkWESYV6HScsGmuJKQkJCoqCgXRIveeEk0Sw9kMrQMNuhQhEsbVeLWD1rRbrCUYrCKLm1VXLC391DRh9L2fyUQ7qBdFo0RoE9UQnl3lTWSUdYokXadiyWaFxt50WsL36ZedEgrXNduR7u9YMuV1nfhHhsv7NBbP9h+uA6MR7QURRHzYkpISEhUdJQLoqWqqkgZAoEO8eF47mjfksMRrgcTdOu1LdiAFK54vbTU3sVGLi4lLkUErLRqz8vdniuRMg0XZW1/WXSEwZYL99gvlvRr7SO04C7wPLrs8/lk6lBCQuK6QblwhlcURSURLSdLWsIUrPqvNGIVjjN2Ke0r8zoSVx+Xw/W/IuByzPcZal9av7uIiAh6eZLO8BISEtcs1DCd4ctFRAs43+eHPtNCb3AobcC4FG/uEhIVBVfyeqaXI/5busJLSEhcTygf+ZWz0LpbS0hcDOQ1VD6gLSyRkJCQuJ5QroiWhISEhISEhERFgiRaEhISEhISEhKXCZJoSUhISEhISEhcJkiiJSEhISEhISFxmSCJloSEhISEhITEZYIkWhISEhISEhISlwmlEi1FURIVRflOUZQsRVG2K4oy/Ozn4xRFOawoypazP93ZOi8qirJHUZRdiqJ0vZwHICEhIREM8vklISFxtVGqM7yiKDUA1FBV9SdFUZwANgPoBeB+AC5VVadolk8G8BmAVgDiAawC0EBV1RIEgXRVlpC4LnHZneGvxPPr7HryGSYhcZ0hXGf4UiNaqqoeVVX1p7N/5wPYAaBmiFX+AuBzVVV9qqruB7AHZx5aEhISElcU8vklISFxtVEmjZaiKLUBNAew8exHTyuKslVRlH8qihJ99rOaAA6x1f5A6AebhISExGWHfH5JSEhcDYRNtBRFcQD4N4C/qaqaB+AfAOoCaAbgKIA3y7JjRVGeUBQlU1GUzLKsJyEhIVFWXOrn19ltymeYhIREqQiLaCmKEokzD6l5qqouAgBVVY+pqlqiqqofwPs4F14/DCCRrZ5w9rMAqKo6W1XVlpdboyEhIXF943I8v85uQz7DJCQkSkU4VYcKgA8B7FBVdSr7vAZbrDeAX8/+vQRAP0VRzIqi1AFQH8CmS9dkCQkJifAgn18SEhJXGxFhLHMrgIEAtimKsuXsZy8BeFBRlGYAVAAHAAwBAFVVtyuK8gWALADFANJKq9iRkJCQuEyQzy8JCYmrilLtHa5II2RptITE9YjLbu9wpSCfYRIS1x/CtXcIJ6J1JZADoODs72sZMbj2jwGoGMdREY4BqBjHEewYbrjSDbmMcAHYdbUbcQlQka+3aw0V4TgqwjEA+scR9vOrXES0AEBRlMxr/e22IhwDUDGOoyIcA1AxjqMiHENpqCjHWBGOoyIcA1AxjqMiHANw8cch5zqUkJCQkJCQkLhMkERLQkJCQkJCQuIyoTwRrdlXuwGXABXhGICKcRwV4RiAinEcFeEYSkNFOcaKcBwV4RiAinEcFeEYgIs8jnKj0ZKQkJCQkJCQqGgoTxEtCQkJCQkJCYkKBUm0JCQkJCQkJCQuEyTRkpCQkJCQkJC4TJBES0JCQkJCQkLiMkESLQkJCQkJCQmJy4T/B22u/6FXFcqkAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for ind in range(10):\n",
" x, y = paragraphs_dataset[ind]\n",
" fig = plt.figure(figsize=(10,5))\n",
" ax1 = fig.add_subplot(121)\n",
" ax1.matshow(x.squeeze(0), cmap='gray')\n",
" ax2 = fig.add_subplot(122)\n",
" ax2.matshow(y, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
|