From 54feb5fe089459aa15d35e30fbf3250901228798 Mon Sep 17 00:00:00 2001 From: Gregory Ashton Date: Wed, 25 Oct 2023 01:37:51 +0100 Subject: [PATCH] Rewrite of the rejection sampling in 3.1 - Makes the normalization explicit - Improves description of the rejection sampling algorithm --- ...Introduction_to_parameter_estimation.ipynb | 199 ++++++++++-------- 1 file changed, 111 insertions(+), 88 deletions(-) diff --git a/Tutorials/Day_3/Tuto_3.1_Introduction_to_parameter_estimation.ipynb b/Tutorials/Day_3/Tuto_3.1_Introduction_to_parameter_estimation.ipynb index 9c3c6a4..c448418 100644 --- a/Tutorials/Day_3/Tuto_3.1_Introduction_to_parameter_estimation.ipynb +++ b/Tutorials/Day_3/Tuto_3.1_Introduction_to_parameter_estimation.ipynb @@ -70,10 +70,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "0714c2d9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading toy_model.csv\n", + "--2023-10-25 13:59:10-- https://raw.githubusercontent.com/gw-odw/odw-2023/main/Tutorials/Day_3/toy_model.csv\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 5104 (5.0K) [text/plain]\n", + "Saving to: ‘toy_model.csv’\n", + "\n", + "toy_model.csv 100%[===================>] 4.98K --.-KB/s in 0s \n", + "\n", + "2023-10-25 13:59:10 (50.2 MB/s) - ‘toy_model.csv’ saved [5104/5104]\n", + "\n" + ] + } + ], "source": [ "import os\n", "if not os.path.isfile(\"toy_model.csv\"):\n", @@ -85,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "bfb97621", "metadata": { "colab": { @@ -100,9 +119,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Loaded numpy: 1.20.3\n", - "Loaded matplotlib: 3.5.3\n", - "Loaded bilby: 2.0.1\n", + "Loaded numpy: 1.24.3\n", + "Loaded matplotlib: 3.7.2\n", + "Loaded bilby: 2.2.0\n", "Loaded corner: 2.2.2\n" ] } @@ -158,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "c38fa162", "metadata": { "colab": { @@ -172,7 +191,7 @@ "outputs": [ { "data": { - "image/png": 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RqMVerwQA6hjffZZYY0oAqKQVcYREHdGZpW3btmHhwoVQKFyfevfdd2Pr1q2SDYwQQiIZWwkXr5RDJut8OyjWmJI21CUk+ojOLF122WVoaGjocH9zczMuu+wySQZFCCGRTuix1Em9EsMaU1JmiZDoIzpY4nne46a69fX1iI+neXhCyPlB7+dKOCaHVsQRErX8noa77rrrANjm3m+77TaoVCrhaxaLBfv27cP48eOlHyEhhEQgttVJZw0pmZxkqlkiJFr5HSwlJycDsGWWEhMTERcXJ3xNqVTiwgsvxLx586QfISGERCBW4B2vFJlZopolQqKO38HS66+/DgDIz8/HAw88QFNuhJDzmt5g65fkd82SPbNE+8MREn1Er4ZbtmxZKMZBCCFRxd994RiWWWKNKWM7aTdACIkcfr3LR40ahc2bNyM1NRUjR470WODN7Nq1S7LBEUJIpHJsdeJf0JOijkFsjAztJmpMSUi08StYmjZtmlDQPX369FCOhxBCooK/+8IxHMchJzkOpXV6VDRRsERINPHrXe489UbTcIQQ4piGS/QzWAJsU3GldXpUaanIm5BoIrpmiTEajaipqYHVanW5v1evXkEPihBCIp3YzBIAaOx1SxXUa4mQqCI6WDp27Bjmzp3bYWsT1qzSYqEdtQkh3V8gwVIurYgjJCqJDpbmzJkDhUKBzz77DDk5OT6LvQkhpLvS2fssJfnZOgBwZJao1xIh0UV0sLRnzx7s3LkTRUVFoRgPIYREBdaUMjE2xu/n5NL+cIREJdF7ww0aNAh1dXWhGAshhESNlnYTAP/7LAGAJom2PCEkGokOlp5++mk89NBD2LJlC+rr66HVal1uhBByPmhhq+FETMOxzFKDvTElISQ6iJ6GKykpAQBMnDjR5X4q8CaEnC+sVl4o8BYzDZccFwOFjIPZyqNBb0RuSlznTyKEhJ3oYOm7774LxTgIISRq6I1m8Lzt/8VkljiOQ4o6BnU6I5paTRQsERIlRAdLl156aSjGQQghUYNllWLkHFQKcdUMKWqlLVhqM4ZiaISQEBAdLP3www8+v37JJZcEPBhCCIkGzivhxLZPSYmzTds1tZokHxchJDREB0sTJkzocJ/zyYJqlggh3V0gK+GYFDUFS4REG9Gr4RobG11uNTU12LhxIy644AJ8/fXXoRgjIYREFEdmKZBgSQkANA1HSBQR/U5PTk7ucN8VV1wBpVKJRYsWYefOnZIMjBBCIhULlgLKLNE0HCFRR3RmyZvs7GwcPXpUqpfzavXq1cjPz0dsbCzGjRuHHTt2eH3s+vXrwXGcyy02NtblMTzPY+nSpcjJyUFcXBxKSkpw/PjxUB8GISSKBdI2gHFMw1FmiZBoIfqyaN++fS7/5nkelZWVeOqppzBixAipxuXRhg0bsGjRIqxZswbjxo3DCy+8gMmTJ+Po0aPIysry+JykpCSXIM69GPOZZ57BqlWr8MYbb6BPnz549NFHMXnyZBw6dKhDYEUIIYCjZknMvnCMMA1HmSVCoobod/qIESPAcRx41mTE7sILL8S6deskG5gnzz33HObNm4c5c+YAANasWYPPP/8c69atw+LFiz0+h+M4aDQaj1/jeR4vvPACHnnkEUybNg0A8OabbyI7OxsfffQRZsyY4fF5BoMBBoNB+Dd1Lifk/CJMwwUULNE0HCHRRvQ0XGlpKU6dOoXS0lKUlpbizJkzaG1txdatW0O6ua7RaMTOnTuFDuIAIJPJUFJSgm3btnl9nk6nQ+/evZGXl4dp06bh4MGDLsdSVVXl8prJyckYN26cz9dcuXIlkpOThVteXl6QR0dI91TbYsC1//gJG345G+6hSCqoAu84KvAmJNqIDpZ69+7tcsvLy+uS6aq6ujpYLBZkZ2e73J+dnY2qqiqPzxkwYADWrVuHjz/+GP/+979htVoxfvx4nDt3DgCE54l5TQBYsmQJmpubhVtZWVkwh0ZIt/XlgUrsPtuEf/5wKtxDkZRznyWxKLNESPQRf1kURYqLi1FcXCz8e/z48Rg4cCD++c9/YsWKFQG/rkqlgkqlkmKIhHRrx6t1AIBTtXo0t5mQHCc+uIhEUvVZYntqEkIim2Sr4UItIyMDcrkc1dXVLvdXV1d7rUlyFxMTg5EjR+LEiRMAIDwvmNckhHh3vKZF+P8D5c1hHIm0HKvhxAdLqfYCb6PFijYTNfElJBpETbCkVCoxevRobN68WbjParVi8+bNLtkjXywWC/bv34+cnBwAQJ8+faDRaFxeU6vVYvv27X6/JiHEuxM1OuH/95Q1hW8gEmPTcEkBTMOplXLEyG3ZJJqKIyQ6RNU03KJFizB79myMGTMGY8eOxQsvvAC9Xi+sjps1axZ69OiBlStXAgCWL1+OCy+8EIWFhWhqasJf//pXnDlzBrfffjsA20q5hQsX4i9/+Qv69esntA7Izc3F9OnTw3WYhHQLDXoj6nSOIuZ955rCNxiJscxSIKvhOI5DcpwSdToDGluNyE2Jk3p4hBCJRVWwdNNNN6G2thZLly5FVVUVRowYgY0bNwoF2mfPnoVM5kiWNTY2Yt68eaiqqkJqaipGjx6NrVu3YtCgQcJjHnroIej1etxxxx1oamrCRRddhI0bN1KPJUKC5JxVAoC9Zd1nGo7VLAUyDQcAqeoY1OkMaKbMEiFRgePdGyYFqKSkBKdOncKpU91r1Ys/tFotkpOT0dzcjKSkpHAPh5CI8Nb2M/jzhwcwtk8afj3dACsP7PjTRGQlRf+FSP9HvoTRbMWPD1+Gnqlq0c+/Yc1W/HK6Ef+YOQpXDs0JwQgJIf7w9/NbsszStddei7q6OqlejhAS5dhKuBF5KWhuNeFodQv2nmvGFYOiO1gymC0wmq0AAmsdAADJ9l5LjbTlCSFRQbJgaf78+VK9FCGkG2DTcIVZCWjUG23BUlkTrhiU3ckzI5vOXtwNBNY6ALBNwwFU4E1ItAhqNVxZWRk1ZCSEeMTaBvTLSsDwvBQAwN5uUOTNVsLFK+WQywLrkcR6LTW3UbBESDQQHSyZzWY8+uijSE5ORn5+PvLz85GcnIxHHnkEJhO98QkhtiCgWmvbP7EwKwHDe6YAAPada+6wr2S0cfRYCrzBJttMt1FP03CERAPROeS7774bH3zwAZ555hmhF9G2bdvw2GOPob6+Hi+//LLkgySERBc2BZeTHIvE2BgM0CRCqZChuc2EM/WtyM+ID/MIA6cNciUc4NTFmzJLhEQF0e/2t99+G++++y6mTp0q3Dds2DDk5eXh5ptvpmCJEIIT9im4wqwEAIBSIcOgnCTsKWvC3nNNUR0ssZqlQHosMWwzXWodQEh0ED0Np1KpkJ+f3+H+Pn36QKlUSjEmQkiUYyvh+mUlCveNYHVLUd5vKZhNdBmWWaLVcIREB9HB0oIFC7BixQoYDAbhPoPBgCeeeAILFiyQdHCEkMh1rrEVt762HVtPdmwZcsw+DdcvO0G4b1jPZADR38lbaEgZ4Eo4gKbhCIk2fr3br7vuOpd/f/PNN+jZsyeGDx8OANi7dy+MRiMmTpwo/QgJIRHpP7+U4X/H69CgN+Lzey52+dqJasdKOIatiDtQ0QyzxQqFPGq2pnQRzCa6DCvwbm41ged5cFxgq+oIIV3Dr3d7cnKyy7+vv/56l3/n5eVJNyJCSFQ4bs8eHazQ4lh1C/pn26bcWtpNqGhuB+CoWQKAPunxSFQp0GIw41i1DoNyo7PbvWMaLpiaJVtmyWixotVoQXwQWSpCSOj59Q59/fXXAQA8z6OsrAyZmZmIi6PNHwk5nx132vvtw93leHhKEQDgZK0eAJCZqBIyKAAgk3EY2jMZW0/WY++5pqgNlrSswFsVeM2SWimHUi6D0WJFU5uJgiVCIpyoPDjP8ygsLMS5c+dCNR5CSBQwWaw4XacX/v3x7nJYrbb+Scc9TMExbCoumuuWpJiG4zgOyUIX7/AWeZ+p12P5p4dQ09Ie1nEQEslEBUsymQz9+vVDfX19qMZDCIkCZ+r1MFt5qJVyJMYqUNHcjh2nGwA4eix5DJbsRd57onhFXIsEfZaAyNjyhOd53PvuHqz7qRT//vls2MZBSKQTXWH51FNP4cEHH8SBAwdCMR5CSBRw3vftqqE5AICPdpcDcEzPFWYndngeyywdq25Bm9HSBSOVnhQ1S4Cj11I4g6XNh2uwp6wJgG11IyHEM9HB0qxZs7Bjxw4MHz4ccXFxSEtLc7kRQro/1kepMCsB00f2AAB8vr8S7SaLy55w7jRJschMVMFi5XGwIjqzSzoJ+iwBEKbhwtVryWrl8ezXR4V/V2tpGo4Qb0RfGr3wwgshGAYhJJqcqHUES2Pz05CbHIuK5nZ8tq8S5xrbAEBYHeeM4zgUaRJR22LAqVo9xuRH3wUWm4ZLCLIoOzXMm+l+vr8SR6pahH9XNlOwRIg3ot/ts2fPDsU4CCFRxLlDt0zGYdrIHnh5y0ms2nwcPA+kxyuRFu+5o3/vdDX+dxw42xCd0z4tEhR4A45eS+Eo8DZbrHh+0zEAwLUje+DD3eWoam6nnk+EeBFUV7j29nZotVqXGyGke7NYeZx0yiwBtg9cwBEAFXqYgmN6pakBAGeiMFiyWnmn1XBBTsPFsWm4rs8sfbC7HKfq9EhVx2DJlbaWD61GixAIEkJciQ6W9Ho9FixYgKysLMTHxyM1NdXlRgjp3sob22AwW6FUyJCXauu31j87EYOd+iY5b3PirleabRPdaMws6Y1m8LYOCRKshgtPgbfBbMGL3xwHANw5oS+yEmORZD+WapqKI8Qj0cHSQw89hG+//RYvv/wyVCoV1q5di8cffxy5ubl48803QzFGQkgEOVFrq3MpyIh32bKEZZcA1w103bHM0tl6vdfHRCqWVYqRc1ApgtuuJUWoWeraabh3d5ShvKkNWYkqzCrOBwDkJNuCXqpbIsQz0e/2Tz/9FP/4xz9w/fXXQ6FQ4OKLL8YjjzyCJ598Em+99VYoxkgIiSDOK+Gc/XZ4LmT2chdPK+GYXum2YKmx1QRte3RtJNvitBIu2NqelDBMwxnNVvz9uxMAgLsvL0RsjBwAkJ0cCwCoohVxhHgkOlhqaGhAQUEBACApKQkNDbZGdBdddBF++OEHaUdHCIk4x2s8B0vZSbG4Z2I/XDEoG6PzvU/JJ6gUSLcXf5dF2VScVCvhAOcC764Lls426FHbYkC8Uo6bLugl3J+TZA+WKLNEiEeig6WCggKUlpYCAIqKivCf//wHgC3jlJKSIungCCGRx9Ghu+NU28KS/nh11hioFHKfr5EnTMVFW7AkzUo4wHUajmeFUCHW3GYbf1qCEkqnaUTKLBHim+hgac6cOdi7dy8AYPHixVi9ejViY2Nx33334cEHH5R8gISQyMHzvCNY8lHE3Zne9qm4aCvyDkWwZLLw0HdRN3M27ZnktpIvJ5kyS4T4Ivodf9999wn/X1JSgiNHjmDnzp0oLCzEsGHDJB0cISSyVGsN0BnMkMs45KfHB/w60do+gBV4J6iCaxsAAHExcigVMhjNVjS1GiWZ2uuMts1zsKShaThCfAr63dm7d2/07t1birEQQiIc28qkd7raZRpHLBYsRWvNUpIEmSWO45ASF4OaFgOaWk3o2QWdV1hmLCnOdfwamoYjxCe/znarVq1Ce7v/b6I1a9agpaWl8wcSQqKKsIFuZuBTcIBTZilKa5YSJAiWAMdUXFcVeXubhmOZpQa9Ee2m6NzgmJBQ8itYuu+++0QFPw899BBqa2sDHhQhJDIdl6BeCQB626fwypvaYLZYgx5XV5GyZglwWhHXRb2WtG2eu4+nqGOEvlE1WkOXjIWQaOLXO57neUycOBEKhX8niLa2tqAGRQiJTCe8tA0QKytRJdTrVDa3C6vjIp1znyUpsF5LXZ5ZcpuG4zgOmuRYnKlvRZW2XeiFRQix8Sv6WbZsmagXnTZtGtLSom83cUKIb77aBoghk3HIS43DyVo9ztS3RlGwJF2fJcB5y5Ouyix5noYDbFNxZ+pbUdlMF7uEuAtJsEQI6X7qdQY06G0f6gWZga+EY3qnx+NkrT6q2gc4NtGNzpolR4G3h2DJXuRdTUXehHQQ3OZGYbB69Wrk5+cjNjYW48aNw44dO7w+9tVXX8XFF18sbPJbUlLS4fG33XYbOI5zuU2ZMiXUh0FI1GFZpZ6pcVArgw8WHO0DomePOCHYkGgaLpkFS21dOw3nKdhjwRLtD0dIR1EVLG3YsAGLFi3CsmXLsGvXLgwfPhyTJ09GTU2Nx8dv2bIFN998M7777jts27YNeXl5mDRpEsrLy10eN2XKFFRWVgq3d955pysOh5CocqJWmnolJhrbBwh9liTKLEXaNBxAmSVCPImqYOm5557DvHnzMGfOHAwaNAhr1qyBWq3GunXrPD7+rbfewl133YURI0agqKgIa9euhdVqxebNm10ep1KpoNFohFtqahc0PCEkyrANdH1tkisGC5aiaRquxUdmJhBdX+Dtuc8S4OjiTZklQjqKmmDJaDRi586dKCkpEe6TyWQoKSnBtm3b/HqN1tZWmEymDsXnW7ZsQVZWFgYMGIA777wT9fX1Pl/HYDBAq9W63Ajp7k7WSlPczbAtT87Ut3bZ3mjBYsGGVAXeXT0N1+KlzxJg2wgZAKopWCKkg6CDJYvFgj179qCxsVGK8XhVV1cHi8WC7Oxsl/uzs7NRVVXl12s8/PDDyM3NdQm4pkyZgjfffBObN2/G008/je+//x5Tp06FxeK9MdvKlSuRnJws3PLy8gI7KEKiCMss9ZUos9Qz1RYstbSb0dxFwUIwDGYLjGZbTyipWgd05TScwWxBu8k2fk8F3jnJcQCA6hYDLNboCF4J6Sqig6WFCxfitddeA2ALlC699FKMGjUKeXl52LJli9Tjk8xTTz2Fd999Fx9++CFiY2OF+2fMmIFrrrkGQ4cOxfTp0/HZZ5/hl19+8XksS5YsQXNzs3ArKyvrgiMgJHxqWwyo0raD44JvSMnEKeXISlQBiI5O3jp7VgmQLrPkvBou1Nm1lk7Gn5GghIwDLFYe9TpqTEmIM9HB0vvvv4/hw4cDAD799FOUlpbiyJEjuO+++/DnP/9Z8gEyGRkZkMvlqK6udrm/uroaGo3G53OfffZZPPXUU/j666873ey3oKAAGRkZOHHihNfHqFQqJCUludwI6c62l9qmpos0SZKtBAMcU3HRULfEgo14pRxyGSfJa6bE2TJLZisPvTG024yw4u5ElcLj+BVyGbISqW6JEE9EB0t1dXVCcPLFF1/ghhtuQP/+/fF///d/2L9/v+QDZJRKJUaPHu1SnM2KtYuLi70+75lnnsGKFSuwceNGjBkzptPvc+7cOdTX1yMnJ0eScRPSHWw/1QAAGNdH2mazeVFU5O3osSRdsBinlAvbjDTqQzsVp/XRY4nJ9rKhbmVzG+5+ZzcOlDeHboCERDDRueTs7GwcOnQIOTk52LhxI15++WUAtuJpuVwu+QCdLVq0CLNnz8aYMWMwduxYvPDCC9Dr9ZgzZw4AYNasWejRowdWrlwJAHj66aexdOlSvP3228jPzxdqmxISEpCQkACdTofHH38c119/PTQaDU6ePImHHnoIhYWFmDx5ckiPhQSP53k8/ukhHKrQIj1BabvFq5CbEourh+UiXqKpEuLILF1YIG2w1DvN1tzybBRMw/nqURSMFHUMqrUGNLeZEMrqR39W8uUkxWIvgCq3zNLq707g070VkHPACzNGhnCUhEQm0e/6OXPm4MYbb0ROTg44jhOKpbdv346ioiLJB+jspptuQm1tLZYuXYqqqiqMGDECGzduFIq+z549C5nMkSx7+eWXYTQa8bvf/c7ldZYtW4bHHnsMcrkc+/btwxtvvIGmpibk5uZi0qRJWLFiBVQqVUiPhQTvXGMb1m897fVr908a0LUD6qbqdQYcsxd3j+2TLulr90q3FRVHQ2aJTcNJ1WOJSYlTolprCHn7ALaJrq/MksZDZonneXx3xLYxenkTbYVCzk+i3/WPPfYYhgwZgrKyMtxwww1CUCGXy7F48WLJB+huwYIFWLBggcevuRdlnz592udrxcXF4auvvpJoZKSrseZ5GQkq3DOxEHU6I/afa8J3R2ux7aTv9g/EfztKbVNwA7ITkRavlPS1o6nXkk7iTXQZVuTdGOIVccImuj6CPSFYcsosHavWCUFSRRPVMkULs8WKO/61E4NykvDAZLpwDFZAl0gsU9Pe7njjzJ49W5oREeKnaq1txU6fDDVmFecDsPUC+u7o99hX3gyj2QqlImpaiUWs7fZgaZzEU3AA0Ms+DVfR3Bbxvy+pG1IyKV3Ua8lX926GdfF2Dpa+PeLYIaFK2w6LlZeswJ2EzpGqFnx7pAY/Hq/DfVf0p99ZkESfmSwWC1asWIEePXogISEBp06dAgA8+uijQksBQrpCTYvthM5W8ABAQUY8UtQxMJqtOFRJzUKl8PMpW5ZunMRTcIBtubpaKQfPA+caIzu7JBR4S1wLx1bENYc4s+RrE13G0zTcd07BksXKC+87EtnYptdGi7VDwT4RT3Sw9MQTT2D9+vV45plnoFQ6UvJDhgzB2rVrJR0cIb6wzFJWkqO+jOM4jOpl265m55nQNko9HzS1GnG0ugUAMFbilXCA7fcVLVNxLcI0nMTBUjybhgtxZsmfaTinzBLP82hqNeLXM7bMYrzStoCnguqWokKD0+rKM3XRs1l1pBIdLL355pt45ZVXMHPmTJfVb8OHD8eRI0ckHRwhvtTYr5bYNg3M6N62YGnXWQqWgrWjtAE8b9s8NzMxNIse8qJkQ13HVicS1yzFsS7eXTMN56vmimWW2kwWaNvM+P5YLaw80D87AYNzkwFQ3VK0cAmWIvy9FQ1EB0vl5eUoLCzscL/VaoXJFPlbFpDuo7qFBUuuH+Ije6UAAHZTZiloP4eov5Kz3mmOPeIimaPPkrSZJfZ6OkOoM0veN9FlYmPkQg1VlbZdmIK7rCgLOSm2QIoyS9HBOVg6XU+ZpWCJDpYGDRqE//3vfx3uf//99zFyJPXfIF2HTcNlJ7pmlob3TIGMAyqa21HZTCd2f+w624hj9uk2Z6y/0rgC6euVmF5R0sU7VAXe7PWctyMJBX8KvAHHVFx5Uyu+P2ZrGTCxKBu5KbY2DxQsRYd6p2ApGvqYRTrR7/qlS5di9uzZKC8vh9VqxQcffICjR4/izTffxGeffRaKMZIQ+N/xWvRIiUNBpjT7fIUDm4bLcpuGi1cpMDAnCQcrtNh1pglXDYsLx/CiRoPeiBn//BkcB3y84Dco0ti272luMwlF8heGMLPEpuFO1OhC9j2kEKqaJUdmKbTBkj8F3oBtKu5IVQs2HqhCY6sJyXExGNUrRahdK6dpuIBp201446fTuGlsnsvClFBw7ggf6VnbaCA6szRt2jR8+umn+OabbxAfH4+lS5fi8OHD+PTTT3HFFVeEYoxEYqdqdbj1tR2489+7wj2UgLUZLcK0QlZSx1oaVuRNdUudK63TwWixwmC2Yv5bu6C3f2j/etpWr9QnI75DQCqlkXkpUMplOFWnj+jtNELVZ4nVQIU8s9TuX2Ypx1639OneSgDAJf0zoZDL0COF7RtHmaVA/WvbGfxt0zEs//RQyL+XS81SvT7kGzV3dwE1Nbn44ouxadMm1NTUoLW1FT/++CMmTZok9dhIiBy3X8FH+lJtX9jy5bgYucel3KN6pwCgFXH+ONfo+PA7WavHox8fAODoryT1FifuUtRKTB5i22/y3V/OhvR7BaO7TMN1Nn62YKLNZNvY9/KiTABATjJNwwXrtH1V2ndHamAwh3bj5Hq9Qfh/vdHiMi1HxIvcDnAkZNjJTm+0wGyxdvn3bzdZsPzTQ0F12RbqlZJU4LiOzdZG97J9wB+saEa7KbQnpWjHgqUB2YmQccAHu8rx3q9lIe2v5O7mC2y7on28uwKtxtAGDYFqMbDVcKEKlkJX4G22WKE32t4HnU3DscwSAHAccGn/LAAQapYaW00R+zuKdJX2Zp96owVbT4R2lwHWioKdHs9QkXdQRAdLMpkMcrnc641EvnKnTII2xFeznnx9qBrrfirFUxsDbzVR7aVeiclLi0NGghImCx/Q1E6j3og//OtXfLG/MuAxRgu2lcXkIRrcV9IfAPDoxweEn1soOne7u7AgHb3S1GgxmPHF/qqQfz+xrFbeaTWctNNwifZpOIPZCqM5NBcvzvVQ/maWANsUKdviJilWIQSK1D4gMM5TmF8fCt3fucXKC9vnFNrrUqluKTiig6UPP/wQH3zwgXDbsGEDFi9ejJycHLzyyiuhGCORWIXTG7Y5xFsseHK0ylY0HExfnWovPZYYjuMwMoi6pTe3ncFXB6vx8paTAY8xWrDMUs+UONx1WSEuKsxAu8kKK2/bu41Nv4SSTMbhJnt2aUMETsXpjWawkg+pp+GcN+YNVZE320RXrZQjRu77tO/8+768KEv4f47jkEt1SwHjeV7ILAHApkPVsFhDU0fU1GoU/l5H5KUAAE5TsBQU0e/6adOmdbjvd7/7HQYPHowNGzZg7ty5kgyMhI5zZikcwRLbwb5Bb4TeYEZ8ANMatS2sbYD3Romje6di06Fq7DrTJOq1eZ7HR3vKAcDl5NZdldtr13qkxkEu4/D8TSNw5ar/obbFENL+Su5+N7onntt0DL+cbsSJGh0KsyJnpSYLYmLkHFQS718nl3FQK+VoNVrQ0m6SfLNiwP/ibsDRmBKw9VdylpMch2PVOqpbCoC2zYxW+1RogkqBOp0Ru882Yky+9O8xllVKilUIK57P0jRcUCR711944YXYvHmzVC9HQsh56a9WRLB0oLwZt7z6M/aWNQX1/Y879fMpD/Ck65iG8x4sCduenG0UtRJk77lmlNoLMet0hpBNjUQCnueF30HPVFtGITNRhVdnjcGkQdmYd0lBl40lOykWlw2wfThHWnapxWklnKcauWCFusjb3+JuAEiOi8GCywpx+0V9MCgnyeVrrG6J2gd0ZLJYcaC82Wu2iGX00+KVKBlo+zv/+lB1SMZSr7MFS+kJKuTb+5hRZik4kgRLbW1tWLVqFXr06CHFy5EQajdZUKdzrJIQk1l6e8dZbD1Zjw2/lgX1/Z1b7we6Is9R4O19SfuwnslQyDjUthhcVnx15sNd59y+V/f9YKjXG9FusoLjXKdfRuSl4JVZY9A/O7FLxzPDPhX3313lERWksmBD6uJuhr1uyIIlllnqpLibeWDyADxy9aAOgaHQPiDMmSWe57Hkg3146P29EbMkfvV3J3D1Sz/i/Z2ez49s6jInORaTBttWf351sCok42dtA9LilSFr+nqgvFloM3I+EB0spaamIi0tTbilpqYiMTER69atw1//+tdQjJFIyD19LiZYOim0HAj8RHmiRgfnc0Ogr8W2OvHV2C02Ro7BubYrY3/rlkwWKz7dZyvqZp8T3XnHbjYlm50YC6XE00uBmDAgE9lJKjTojfjmcGiuugNxqtaWacxLC039FisaD9WKOGGrkyDrrYQu3mGuWappMeCdHWX4z6/nUKeLjCXxRyptGfM9ZZ4XlLCi+JzkOFzaPxNKhQxn6luFsgQpNdin4VLVSvROj7fdpzcKQTPD8zwe++QgVn5xWNTrf32wCle/9COeEPm8aCb6nfP888+7XG3IZDJkZmZi3LhxSE1NlXRwRHruq1jc3zy+nLR/YATTn+l4jeuWGoEGSzVOrQN8GdkrFXvPNWPXmUZMG9F55vOHY7Vo0BuRkaBC73Q1dp5p9Fq3xPM8/vXzGRRpkjC2C2t7pMSm4HqkRkaXc4VchhtG5+Hv353Au7+U4cqhOeEeEgDgsH1RAutuLrVQd/EWtjrxM7PkjaPXUuguIEwWK5768gj6ZMTj9xf29viY404BRrW2PWSbPItRa8/Yn23wXBvknFmKVylwcWEGNh+pwdcHqzBAI20Gt4FNw8UrkaBSICNBiTqdEWfrWzGkR7LwuKPVLVi/9TQA4I+X9kWqn/VyXx6wreT7OYj2L9FGdLB02223hWAYxF9lDa3ITbEV4gaivMk10PE3s9TcahKm78ob28DzfEC1G+wqSimXwWixBhR46Q1m4UOls87So3unYv3W09h1tsmv1/5wt62w+5rhuajXG7DzTCOqvFxF7y9vxtKPDyI/XY0tD17m/wFEEPbz75ESGcESANw4xhYs/e94LcoaWoXtUMKJZQ2KJP5QY0JesyRkloILlno47Q8X6DmgM//deQ6v/VgKpVyGmy7I87h6z/miq6q53SUACBe26OR0nedzGrvoYhsSTxqcbQuWDlXj7on9JB0La0CZlmALfnqnx6NOZ8QZt2Dpx+N1LuPzJ1jieR4/nrA973S9Hu0mC2JjOrYN0hnMWPjuHkwZosHvRvcM6ngigV9593379vl9I6Hzv+O1uPiZ7/CXzwNvle9emOlvgffJOseVnMFsFa6ixGLF3SwTE0hmqcZ+UopXyjutIRnV25btPFSp7XSKo6XdhE32gstrR/YQNhStavZ8rKeETFtbyJYAhxqbhusZIZklwLaxbnFBOnge+Na+63048TyPI/bM0sCcEGWW7L2WQp1ZCrbtQXayChxnOwc0hKAjtMFswUvfngAAGC1WYaGFu+NO+whWipgm1xnMWPnFYew71xTUON3xPC8ES5XNbR7r7Srt595ce3Zu4sBsyDjbRVegC128Yavh0tT2YCmNFXm7/jz/5xQsVWn9G8PxGp1wrFbeNcvnbPPhanxzuBr/+O6EuMFHKL+CpREjRmDkyJEYMWKEz9vIkSNDPd7z2vZTtu0nNvxSFnBhHftwzLKnrf3NLLlvchro9BnLLLElyYG8Tmc9lpzlJseib2Y8LFYeH+wq9/nYLw9UwWC2ojArAUN6JAlLqL2dRFhWxmzlUR9g8BhukTYNxwzLs139evuw7Eo1LQY0tpog4xCydgas15KYaXEx/N1EtzMqhRyZCbZzRyim4v7zS5lL4HCkqsXj4044T8OJaO/x1YEq/POHU3hS4lobvdEibA9j5T2XKjhPwwFARoIKY3rbLho3HZS2QaVzgTcAR5G304q4dpMF20sd02j+tklxDrAACBcS7lhT23NNbbBG6cWkM7+CpdLSUpw6dQqlpaU+b6dOnQr1eM9rZfY3YKvRIswZi8Wm4dgVMmtW15mTtcEHS21Gi3AMrNkd67Ukhj9tAxiO4zCrOB8A8Ma20z5Xnnxkn4K7dmQPcBwnnNS8nUTKGhw/g2gtAme/x0iahgOAfHtRqvuVcDgcrrR9GBRkJnicbpCCULMU6tVwEnQfzxHaB0ibDWk3WfB3exYiVW0b55FKzx/EJ5zOR2Lee2xhyIFyraQf4CzTwpxxW3nm3JAy1+m9NmlwNgDgq4PSLmZocJuG8/R+2nWmEe0mRwasys9g6Sf7FFyc/b3gLaA9UG773RnNVpcV2NHKr2Cpd+/eft9I6DgHKN6Wp3aGXQ0Osq8S8zezdLLG9iZjpVLlAQRLbCVcWrwSfTLihZU5Yk+6NX60DXB2/eieSFApcKpWL8y1u6tsbsM2+15o00bkAgA09nS5t5NImdPVY7Q2r3RMw4W/LsiZcHKPgMwS+zAIVb0S0AWtA4QC7+BbH7D2AVI3pnxr+1lUaw3ITY7FXRMKAQBHPXwQ1+sMLlOA/n7IA7ZtjADbdFyphIG4ezBw1q2nUYPeCIN9as75vDVpkK2FwI7TDWhqlW5ak/180t0zS05B3P/s50JWduZPptBksQp7Rt4wxlaH5Ol3xPM8DlQ4VgWWBbGCOlIEvFb40KFD2LhxIz755BOXGwkd5+1Bfj7VIHq7EKuVF1LBLLPkb7B0yn4lxxo9BlKYfcxer9TPPpXBPqDFvpaYaTjA9kHECgzfsK/8cPfxngrwvK2Wio2LZZZqWgweNxx2DpaisRdTc5tJ2Bw24jJLGexvow2mMGz27IxlN0JVrwQ4Mj6hbh0gxb52rOZGyi1PWo1mvLzFllVacHk/DOtpm4b1lLU47lYSICazVO8UZO0/J37PSG/cM0vuGVF2MZWRoHJp0dErXS2UCfxyWvy2TJ7wPC8cZ6raNbNU2dwubCzOirsvKswA4F/N0u6zTWg1WpAer8T0kbbVxZ5+R2UNbS6BfzArqCOF6GDp1KlTGD58OIYMGYKrrroK06dPx/Tp03Httdfi2muvDcUYCWwpalbYzLrqspVb/qrVGWCy8JDLOCFg8adGwmi2CmnlS/tnAghsGu6YfQULa3TIiorFvla1/eeQJWK58KxiW9Zz85GaDld9Le0mvLX9DADbFByTkaCCXMbBYuU79HIxW6xCwSYgLrPUoDdi/U+lwlVuuLATWHq8EnHKyNoEOzsxFrExMpitfEBZTCl1SWapq1oHSLCvndBrScKapTe3nUGdzoi8tDjcMKan0KKhvKmtwzmKBUusM7WYzJJzRmp/ABtse+MeLLmfY1gWju2t54wtdvnldIMkY2k1WoQC83T7NFyqOgaJ9uxlWUMrGvVGIfPDLiT9OYexzPz4wgwMsJ/H63SGDjWbBytcf7bB9OaLFKKDpXvvvRd9+vRBTU0N1Go1Dh48iB9++AFjxozBli1bQjBEAjimquKVcsy9qA8A4L+7zonq/sr+YDVJsUJ6Vttm6nTu/ky9HhYrjwSVQlhdFsiVAls10T/bPbMkdhqO1Sz5l1kCbPUml/TPBM8D//r5tHA/z/N48L19KGtoQ05yLK4e5ujrI5dxQkDmfvVapW2H2ennJuaE/c/vT+KxTw/hdS9Zrq4SiSvhGJmMi4i6JaPZKixuKAphZinUrQNaRHbw9oV94EtVs6QzmPHP720bVt9zeT/EyGVIVscIq1GPuWUuTtgz1Bf1yxCe72+QGepgqSDT9jfrXrMktA1I7njOusC+N9yOUmmCJXaMsTEyqJW2vyuO44SpuNP1rfjpZB14HhiQnYhhPVMA2M5hnX2e/Hi8FgBwUWE64lUK9LKvsnOfijvQIVg6DzNL27Ztw/Lly5GRkQGZTAaZTIaLLroIK1euxD333BOKMRI4puDy0tSYOlSDeKUcZ+pb8esZ/1O37OqmR0qccNK08oDO6PtEw4q7+2bGI88pwBHbpl+YhuuQWRL3RqrxYxNdT24bb8subfilDK32Y/7nD6ew8WAVlHIZXv796A7TFMKKOLcpB+fibtvX/Q+W9tnT/+Gux4nUlXBMb3ZyD+PP6WStDmYrj8RYBXI9fNBJxdHBW/pgyWrlhelWKQq8c516LUnhja2n0dhqQkFGvEtmlzVqdJ/mYZmlEXmpQrbE3/efc7B0sLxZsiJvFiyNsV9Mnm1odXltR7DU8b3GgqUD5c1os2+0Gwyhx5LatWcSu/g4U693TMH1yxCC0lajRZiu9UTbbsJe+7nron62GYYiL78jVtw9slcKgPM0s2SxWJCYaPsBZWRkoKKiAoCtCPzo0aPSjo4IypwKcdVKBabaOxu//+s5X09zUe6UCo6NkQtz582tvqfiWOfuvpkJ0CTHQmbvsyJmmwG9wSy8YYKZhuN5XnTNEjOhfxZ6p6uhbTfjo90V2HqiDs9sPAIAWHbNIIzIS+nwHG8r4li9ElsR4m/dhHPPHjEBVihE6ko4Jj+DZZbCd1Uq9FfSJIWkASPjKPCWvmZJZzQLWwwF22cJcARLtRJtMv3DMVu2Yu7FfaBwakBZlGM7T7hnLViwVJiVgGzhYkZ8sKQ3WnBKokCc9Z0bnpcChYyD0WwVVt4BjvouT9NwPVPjoEmKhdnKY3dZ8HVLjW4r4RiWWTpT3yos/7+oXwbilHKk2Fcf+vo5bj/VAIuVR5+MeOGcwYIl598Rz/NC24Ap9j3wzstgaciQIdi7dy8AYNy4cXjmmWfw008/Yfny5Sgo6Lodys835+yZJRZgsHnmz/dX+n01wqZdWCYh2Z5d6qxuie0J1zcrAUqFTLgSEZMRYlMZGQlKofdHINNwOoMZrfbj9ad1gDOZjMOt9u0TXv3fKdz9zm5YeeCG0T1xy9heHp+jSfK8Io6NeVTvFOHr/mTaau09e4Dw768VqSvhmEiYhhM6d+eEdkPhJKeaJak3VmX1SkqFTJLWB+nxSigVMvC8NAsb2HtpgNumzZ4+iJtbTUIWpzArwdE41o9xtJsswrmDlQIckGgqjo1JkxQrnF/POAX5rL5R4yGzxHEcxuTbMlK/SlDkLWSW4l3Pj6zG64fjtShvaoNSLsM4e72UsI2Nj3MSm4L7TWG6cN8Ae23ZkWrH76haa0C93gi5jMPEgbbWCOWN0d9rSXSw9Mgjj8BqtV1NLF++HKWlpbj44ovxxRdfYNWqVZIPkNiwEwrb+mFsfhp6psZBZzDj60P+9VxyFBm6BkudrYhzTMMFXmvkWAnnOCGyk0qD3ihMi3Wm2t42IDFWIczHi3HDmDzExchRWqdHvd6IIT2SsGL6EK9ZA2+ZJRa8jrY3lWszWfzqWXW4yvmk0h7WE8i5psjb6sRZJLQPOCwUd4euXglwFHhbeQgf6FJhf5dSTMEBtg93NiUZbN2S2WIVAh33oH1Atv2DuEorBJAnam2/j9zkWCSoFMI0uT9BG8sqxcg5jO9rq3eSqm6JBUuZiSph49ozTkE+C0K8TeVKWeTdoLeNJU3t+vvulcbGxc5dqcI5NMePDB0r7r6oMFO4j02VHq9uEc5lLADtl5WA/HQ15DIORotVKJ/ozKlaHf7y2aGwL4BxJzpYmjx5Mq677joAQGFhIY4cOYK6ujrU1NTg8ssvl3yAxIZN++TZAwyZjMP1o2zZpfd3+jcVV97kOu0iZJZ8BEs8zwvTcIVZtjdbINNnLHXOrujY9xd6Lfn5WjUBTsE5f8/rRtnqIlLUMXh55mifV9saLycR9vsozEoQGuhV+rH01rnJnsnCuyxl7mrumcZIEwntA9jvK9SZpbgYubDfo9R1S47i7uCn4Bip6paqtO2wWHnEyLkOq1v7ZsVDLuOgbTcLFytskUihPQvFMkv+tDFocFpOz/ZHkyJYslp5oc9SZqJK2FqEBSVWq6N0IMfLhQmrW9p1ptFjmxIxGvS237d7ZonVADKsQB5wnOe8rYirbG7DyVo9ZBxQXODILOWnq6FUyNDq1HCYFXcPzk2GQi4TAjF/ZyL+/u0JrP2xFC98c8yvx3cV0cHSv//9b+j1rld6aWlpIZ3PJ64F3gwLln48UefXlZV7sMQCFV8ZkWqtATqDGXIZJ1yZBFKY7V7czYjNUtUE0DbA3cKS/rhxTE+8NvuCTjdpdWx54nkaLi81Tgjc/KmbcC+ElLJXjRh6g1mYDozUYCnc7QPqdQbh7819ikhqHMcJdUs6g7R1S1JtouuMBUvBNmN1rpuTuW0OrlLI0de+uoxNxQn1SvYst6NmqfOsRb3TFiBD7cGSFEXeTW0mYWVserxKCErYirg6e8sWGed9UUr/7EQkxiqgN1pwuNJzR2x/scxSulvNkiYp1qXH08VOwVKOcA7z/D5jBeFDe6Yg2SljpZDLhDY07NzGirsH2xsf54k8x7MWM5/vrww6cJSS6GDpvvvuQ3Z2Nm655RZ88cUXsFikTRmTjnROH2zOy7x7pasxMCcJPN95gzVtu0m4YnWvWfI1Dcem4HqnqYU3WiDTcI62Ae7BkrjAK9DibmeZiSo887vhGG1fueKLxikQYlMBBrNFCJ7y0tR+pbCZjsFSeIq8WeCcFKuQ9ENUSuFuH8A+oHunqxHfyYbNUkgU9oeTNrPk6N4tfbAU7DTcuU6ym0JNjFuw1M+eoWYf8v5NwzmCiL6Z8YiNkUlS5M2m4FLVMVAqZMJyetZrqcL+Hs9KjHUpYHcml3HCSrodQU7FNbg1pGRkMk4YW4o6BoNzk4WvdZZZYlucXFyY0eFrA9xqy1iPJZa9E3OO53kepfaZjDqdEVtP1nfyjK4jOliqrKzEu+++C47jcOONNyInJwfz58/H1q1bQzG+DlavXo38/HzExsZi3Lhx2LFjh8/Hv/feeygqKkJsbCyGDh2KL774wuXrPM9j6dKlyMnJQVxcHEpKSnD8+PFQHoJo7I8sRR3TYWk729jzVJ3nnZ8Zli5PVccI89RigqWCTMf0mdgAR2cwCydV52k422uJC7xYzZLY4u5AsaDMaHHssl7R1A6et02dpMcrvWaf3JksVpywXzWxK9tKibeM8JdjCi4yi7uZcLYPONwFzSidsfe21PvDsQUcUqyEY6Ta8kRYZJDi+e/QUeRty1accNsFoLMPeWfO01MKuUwIFoIt8nauVwKcV3HqwfO8kK3J8bASztkF9rqlXyUKlthCGmesyPs3fTOEaV/Ad6aQ53khaPmNh2DJuRC/XmcQXoNtqcXO8e7tVjyp1hqgd6rZ+3hPRafP6SqigyWFQoGrr74ab731FmpqavD888/j9OnTuOyyy9C3b99QjFGwYcMGLFq0CMuWLcOuXbswfPhwTJ48GTU1NR4fv3XrVtx8882YO3cudu/eLXQbP3DggPCYZ555BqtWrcKaNWuwfft2xMfHY/LkyWhvj5ztK9gfWZ6HD7Y+9jdmZ7uzs5OS8yaOSf4ES8JKuHjhvp4iey0dt5/gMhNVSHG72hFb/8SW42Ynhq7njTOlQoYM+y7r7CRQ5rQykeM4ryvm3J2q1cNksTX3ZKtfKsO0Tcq5pshtSOksnO0DhHqlEBd3M4kh2h+uJQTTcMLqqaAzS66rfN2x6c8jVS3QGcxClqbQLViq1xs6rWtzL3xmFyz7gtz2pFZnGxMLllj2pqXdjKZWk9Dp3FNDSmesbumX0w1BrYgU9oVL6BgsTRqsgVIuw81uq3+91WYCtmCwpsUAGQeP7VUc2T8tDlbYN53OiBemlYVzfFPn72G2rZbSnoH76mCVsD1LuAW8NxwAqNVqTJ48GVOnTkW/fv1w+vRpiYbl2XPPPYd58+Zhzpw5GDRoENasWQO1Wo1169Z5fPyLL76IKVOm4MEHH8TAgQOxYsUKjBo1Cn//+98B2CLmF154AY888gimTZuGYcOG4c0330RFRQU++uijkB6LGGUN3k8oBfYPk1O1nQRLbvVKgH+tA9ju3oVOmSVNciw4Eb2W3Dt3OxObpQq2wDsQ7tNs7isTva2Yc8d69hRpEh37a0m4ZYQY7OcdqSvhmHBOw7Gpn4EhLu5mEmNDVLMk4Sa6jJCJCPLvl72XeqZ5/jtkhfUna3VCdsn5oitNrUSMnAPPo9PVVg1uS+rZNJFkmSX7RVVsjBzZ9sz3mYZWoS7RU0NKZ8N6JkOpkKFOZ+z04tcX933hnN04Jg9H/zLFpbgbcJQb6AzmDr2+DtkvGvpkxHvcFolllkrr9Nhpb5I8uIdjik/MBfFJ+3Ff1C8DPVJsq72/PeI5GdLVAgqWWltb8dZbb+HKK69Ejx498MILL+Daa6/FwYMHpR6fwGg0YufOnSgpKRHuk8lkKCkpwbZt2zw+Z9u2bS6PB2yr+djjS0tLUVVV5fKY5ORkjBs3zutrAoDBYIBWq3W5hZL7h7MzvzNLTYFmluwNKbMcgY7YXkue2gYwkT4NBzil+u2BmvvKxGw/ly+zws0BmkQhJR+uxpSRvNWJs3C1DzBbrMLfbVdllhJCtOUJuxiStsDb9vfbYjD7tb+kN472FZ6n4XqkxCFRpYDJwuOrg9UAXC/cZDIOWYm+i5OZep1rs0ahyLuiY5F3TUu73xkN92k4AOgtLNPXC9mwzjJLKoUcw+0bCAfab8lksQp/P+kepuEAeFyMFa9SCAt+3M9J7LzlbSPprEQVUtQxsPLAx3ts+5UOyXU8ln1uVTS1wdJJMf0pp90irhmRCwD4JEKm4kQHSzNmzEBWVhbuu+8+FBQUYMuWLThx4gRWrFiBoqKiUIwRAFBXVweLxYLs7GyX+7Ozs1FV5bnPUFVVlc/Hs/+KeU0AWLlyJZKTk4VbXl6e6OMRw/3D2RmbpqhpMfjcH8nTh2NnNUs6g1mow+mb4V5r5P/VwrEaz8XdgKOws96PXks8z6Omi6fhAMdVV7XbNFzAmaWcJMdz/Gg3EArlUTINxy4Gurp9wOn6VhjMVsTFyIVplVALXYE3m4aTLrOkViqEmhj3TWP9ZbHyQmbK298hx3Hob89cfL6vEoCjuJvJ8XNFXGOrfXrKPu6+mfGIi5F3KPLeeKAK41d+iz/8a6dfx+EpWGLdss/Wtwp1ibl+ZHGFfeICrFtivYlknOP87i+W+XI/jx22Z5a8BUscxwnTpWy6fIhTZik7KRYKGQeTxXH+9oa1qSnITMA1w23B0rdHazrtBdgVRAdLcrkc//nPf1BZWYm///3vKC4uDsW4ItqSJUvQ3Nws3MrKykL6/YRpOA8n7eS4GGTYr5R8XX1XeJiGY1ea3v4QWZSfkaByWS4K+J8R0hvM2H3WdpU0wEOhrJheS9p2M9pNtg/MsGSWWLDkFniyKcHmNpPPbupstchATaJwYqpqDk9jSseS7cgu8M5KVIWlfQALbAdoEjssaQ+VBFVoC7ylXA0HOOqGjlUHttS92r4ZtULG+ZxWZ+cNFuD3y3INlrL9XGDhPj2lkMuEIuT95U0AgL1lTVi4YTfMVh7fH6sVzr2+1Oo6Bkv5Tu0DfG2i6+6CIJtTOh+j2L9bb9luFiwN8rGRtPsiiMFOmSW5jBMCxc6KvNlnTkFGPIo0ieifnQCj2YqvDvrXeDmURAdLbPpNLg++bb4YGRkZkMvlqK6udrm/uroaGo3G43M0Go3Px7P/inlNAFCpVEhKSnK5hQrP8y49fTxhV9++lsB6moZzNKX0fHJ23kDXnb+1Rv/5tQwt7Wb0yYj3WBxoey3/Ai9Wr5QcFyPJtg3+Eq5c7VmgcqEo1TbupFgF1Erfe8Q1tRqFk2Z/TSIyE1WQceFpTNlusghXw5HaY4kJV/uAI5VdW68EODJLUu8PF4oCb8AW9AMd22H465zTohO5jw/2gW4fxIVu0/maTnoEMZ4Kn9lU3P5zWpxrbMXcN35Fu8kKNlPFppV8cdQsOYKhXumsllTnaEjZSc0SAIzqlQqOszW0rAlg8Uejj5VwnWHnOectT9pNjqybt8wS4CjyBmyfDd4X8nj/vGg3WYTPqYLMBHAch2kjbA2EI2EqLqgC766kVCoxevRobN68WbjParVi8+bNXrNbxcXFLo8HgE2bNgmP79OnDzQajctjtFottm/fHjEZs+Y2kzC95m0PL6FuyUuRt9HsaDXv/OHIskXaNpPH1RcnnDasdOfPNJzZYsVrP5YCAOZe1MfrCdHfwIvVK2V3YVYJcM0stRrNQlE7m4bjOM7pMZ5/HuwDpWdqHJJiYxAjlwlXol3dmJIFbWqlXOg+HsnC0T7AUYzfNfVKgOv+cFLShqCDN2CbTgYcmQex/F1kMMDtd+B1Gk7rfRrObLGiqZW1DnB8kLPpoh2n6zF3/a+o0xlQpEnEsqsHAQA+3F3e6co0dj5wrVmy/c0eKNfCygMKGefydW+S42KEv7lfAqhbqg8iWPK0qvd4tQ4WK49UdYzP867zrMEQp/5NjD+NKW2tFmzvAzZbwqbitp6sCyh4lFLUBEsAsGjRIrz66qt44403cPjwYdx5553Q6/WYM2cOAGDWrFlYsmSJ8Ph7770XGzduxN/+9jccOXIEjz32GH799VcsWLAAgO1DbuHChfjLX/6CTz75BPv378esWbOQm5uL6dOnh+MQO2Bpy8xElddsSp8M372WbA0VAZVC5lL0x07ORotVmN5yJhR3Z3oKltgfv/cA54sDVTjX2Ib0eKWw8a8n/maWpGhIGQjnKTM2xsRYhUtNgKaT5nielqF7qxEINecPqWjovB+O9gHl9loa9y0iQilkBd5t0hd4A46pl0AzS/4uMnDunp6ijulQuJztVlPoSZP9Z8BxQIrT+3aosCJOi6PVLchKVOH1ORfg+tE9oVLIcLJWL3Sk9sTk1H/NJViy/90Y7XV22UmxPrNnzsba24oEMhXH6rKCySw5n4+c65V8nStcgqUeHS8w/LkgPuVUr8S+V16aGqN6pcDKA5/Za9bCJaqCpZtuugnPPvssli5dihEjRmDPnj3YuHGjUKB99uxZVFY6fqDjx4/H22+/jVdeeQXDhw/H+++/j48++ghDhgwRHvPQQw/h7rvvxh133IELLrgAOp0OGzduRGxs134ge+OruJvpbEWc84apzn/wCSqF8Ab2tKJFmIbrJLPk6cqL53m88sNJAMCs4nyf02b+FovXeCik7AosEGo1WnDI3kfEvedVZ83xjnhocCicnLq4MWW0rIRjwjENxxYbSNnIsTOJ9pqlFgkzSzzPCwXj7g1tg9U/OxEcZ5uGYnujiSG0DeikMWqyOkZ4r/TLSujwoa3xY7EEC2iS42JcumizIm/A1mR23W0XICc5DomxMSgZZPtc+cjHVBxbYaeQcS5BWIpa6XIx5U+9EnOhfe+1zUeqRfdbElb8BZJZ8tBr6VAnxd1Mgkoh1GkN7ZnS4eusNYSvc7xQr+RW9sGySx/vDe9UXNedCSSyYMECITPkbsuWLR3uu+GGG3DDDTd4fT2O47B8+XIsX75cqiFKytFjyfsJhdUUldbaOsa6n0xYUzT3+hSO45AUq0BjqwnNbSaXjI3ZYhU+nDzVLOUkx7n0WnIPYLadqseBci1iY2S4tbi3z2P0dNVhsljx7o6z9lVJFhhMVuwpawLQ9ZmlOKUcyXExaG4zCVd7eW59YdxXzLkTukHnOAdL9sxSF6eXhZ5b0RYsdeE0nN4esLBu910hIQQ1S20mi7BcW+ppuHiVAr3T1Dhd34qjVS3IKBR3EcMu4vwJ2os0iahsbu9QrwQ4Z3UNHs9/gPcgQiGXYcKATGw+XINVN490WcV17Yge+HxfJT7ZW4ElU4s8blXC6pUyElQdCqp7p6uFhpfeNtD15NIBmVAr5ShraMPec81eaz09EeqyAgiWWDsI57KAzlbCOXvq+mHYU9aES9x6OAFOXbz9yCy5z2RcNSwXyz87hL1lTThdpxcyzV1NdGbp0ksvxZtvvom2tvAseT7fOHoseX+z9UpXg+NsV6SemkQK3bs9FBh6ax9Q3tQGk4WHSiHz+LzOei298sMpAMANo/M6vcpxn4Y7U6/H79Zsw6MfH8RrP5bi3z+fxXs7zwn7QhWE4c3CrgyFYMktePXVPsBq5XGsqmPPHkdmqeNz2k0WrP3fqZD0YWIBeKSvhGPC0T6A1Q0ldMGecExiCKbh2OINhYwTMihSYtMvgdQtdbYvnLMrBmmgkHG4bEBmh68JWxKZrcIemu58BREv3TwS2/80EVcMcm0hc0n/TKSqY1DbYvC6R5l7925nzi0nckVkltRKBUoG2sbyqchsSoN9Gi41oMyS7fegbTdDbzCD53mnYKnzhQ4XFqTjj5f29RissoC4sqnd6+a4rCGl+/k9M1GFh6cU4c3/GxvWbLjoYGnkyJF44IEHoNFoMG/ePPz888+hGBexc0zDef9gUynkwh+Rp6m4Ch+ZBKExpdtJ5qxTLyFvS1C9TZ8drWrBlqO1kHHA7Rf38TpuxrnX0rs7zuKqVT9ib1kTkuNicMclBVhY0g8PTRmAR68ehBdnjBBWSHQllqI+Zu9G7v6mZScaT6vhzja0os1kgUohE1LVzq/pKSD617Yz+Mvnh/GnD/dLcwBOjlZ7X+UYibq6fYDFygs1fGoPHYtDJTEErQOc2waEoj6NBf9HRdYtWa28cF7y5wPwlnG9cHD5ZEwa3HGVsm1LIltw4G2xRIOPWh6FXOYxuFAqZLh6mG0KyNtUnKceS0xvD+91f/3WPvX02b4KUa1FGoKYhktQKYQtdyqb21HR3A5tuxkKGedxkY8Y2YmxiJFzMFt5VHvotM7zvNM0XMfv9YdL++KS/pleNyLuCqK/8wsvvICKigq8/vrrqKmpwSWXXIJBgwbh2Wef7bAEnwTPn2k4wFHkXeqhyPtMgy2A8tQUzduWJyxY6u2jIZ+3wuxX/2fLKk0ZokHv9M4/kJ17LS3+YD90BjPG5qfhi3svxp+uHIiFJf1x14RCzL2oD6aN6AGlouvfMO41B+7d1B3LlzsGPmxlVf/sRJc3u5D29lBrwTJY3x+rRX0A9SDeGM2OzXwH5XbdSq9gOLcPKO2CuiW9U3PU+DBkltpMFskyaI7i7tAcB8s4iC3yrmkxwGThIZdxwnunMyqF98A1u5MFFoEGEdNH2oKWrw5UeWya677ViTPnc58/bQOcXdI/A4mxClRrDaIKvR0ZtMDqOp0v4A7b6zMLsxJ8/uz9IZNxwqrHcx56V9XqDGhpN4PjunZRhRgBfeooFApcd911+Pjjj3Hu3DnccsstePTRR5GXl4fp06fj22+/lXqc5yWXHks+puEApz3i3DJLbUYLdp1tAgChlb4zb1uenHXrUu0JuyIsd9og8Vxjq9CbZN7FBT7H7Ppatu8j44CFJf3w9rxxEbVvGVtWy3QIluwnmVpdxw092XYB7o3bNF4aU/I8j932+iyLlccXBzw3ZCut0+Pyv23BWntw6o8TNTqYLDySYhUR9fPtDDuBnumCuqVWg62xqELGQdWFgXmCU0Cjl6jIm10ESV3czbDM0rHqFq/TK56wqfuc5FhJsgWOixXPFxbCJroig6VRvVKRlxYHvdGCTYc6JgN8Zpacp+FSxGWWVAo5JtuzaJ/u838qzjENF9jvm9VWVTa3iapX8oejbqnjxSGrV+qZGtelPfTECOqvdMeOHVi2bBn+9re/ISsrC0uWLEFGRgauvvpqPPDAA1KN8bxVqzPAYLZCxnXeKt9br6Vtp+pgNFvRIyXOYyrVWxdvltHytdWD+zTc5sPVmPb3n2Cy8Bibn4aRvVJ9jtnZbePzMaZ3Kt6ZdyEWlvQPa7rVE02y68nQfeogPd6xoWetW5rZuRu0sywvjSkrmttdXuNTLw3ZVn93Aqdq9fhwd+eN8xi2umVQru+lwJGmK9sH6ITibnmX/oxi5DLExtj+7qWqWxIaUkpc3M30SlMjLkYOg9kq6nfj6CAvTcDuyIh4noard9tE118cx+Fa+7T/xx7eh566dzPBZJYAx1TcF/urOgSi7SYLXvzmOLaeqBPu43leaEoZaGYpxylDfrjK/3olf/hqHyC0DcgIbrovlER/ItXU1OBvf/sbhgwZgosvvhi1tbV45513cPr0aTz++ONYu3Ytvv76a6xZsyYU4z2vsB5LOclxiOkkePDWxfu7I7UAgAkDMj2e+L118T7rV7Bk+1ppnR5//nA/5r7xK+r1RhRpEvHM74b5HK+7Gy/Iw/t3jsc4+7LZSKNxOtmlxys7rJJy3tDTvchb2ObE7QrNW2PKPfZMoK3Vg22fqHK39gJ1OoPQ1VZMEThrfSDV1WJX6cr2AWy6pSuLuxmWAQpmc1pnoeqxxMhknHARwC4K/OHYm1CaKRchs+RlGs59Xzgxpo20BUuepsR9ZZayk1T47fBc/HZ4rlBTJcb4vulIi1eiQW/sUGC+/LNDeP6bY/jjv3cKAZK2zQyzPUMdaGZJI3Txbu90A12xfLWIcWyg242CpZ49e2Lt2rWYPXs2zp07h/fffx9Tpkxx+SAeNmwYLrjgAkkHej4Smgf6UQDJgqUz9XphqTDP89hyrAYAMGFAlsfneVsNxzbH7OVj/pj98Z+pb8Vb288CAG6/qA8+mv+bsC3vDBXnmiVPe/Q5P8a5bqK5zYQz9sDTfRoOcARhzgEW20vv8qIsjLVvrOm+Kuatn88KDe/q9UYYzP7tkH6o0raU2dc+T5GoK9sHCJmlcARL9u8pVZG3NkRbnTgT6pYq/a9bOidsGSRNZim7ky7erHVAIKvE+mYmYFjPZNuU+H7Xxoi+giWO4/DSzSPx0s0jA8pQxshlmDrEPhXn9P7/eE853rafb7XtZrz07QkAjim4BJUi4Bojdg47VasTLkykCpZY6YLHzBJbCRfBi05EB0ubN2/G4cOH8eCDDyIzs+MyTgBISkrCd999F/TgzneOPeE6v/rKTYmDUiGDyeJYMXSqTo+yhjYo5TKM7+s5Y+MpWGpuNQknWV/fOyfZsaeTJikWb90+Do9cPShi55yD4byaxVuD0GwP7QPe3XEWPG9rppfuoQg010NjStZPakReise9kQxmC/69/YzL69T42OqBsS0Fjq7iboYF7eVNnpugSonVLHVlcTcjdfsAIbMUomk4wNFhW0xm6ZzEjVFzOpmGC6b/EAD8dphjSsyZrwJvKbCpuI0Hq2AwW3CiRoclH9hWyLI2Cv/6+TRO1+kDrstyxs5zO880gudtQWCGRMfmT2apWwVLF198cSjGQTwoE4qsOz+hyGWcsCydbXvy3RFbVmlsnzSvJ352EtU6BUts9VxmogpxPpZOKxUyLJlahNnFvbFx4cX4TWHHZmTdRaJKgXj7z8Lb1EGO24ae7SYL1tr3xrvjEs/F7o7uw7YAy2SxYn+5LfszolcKpg6x9Zc5VKnFcfvu7p/vq0RtiwHZSSqh5sOfLVMqmtvR3GZCjJxDPw/N/SIZ+5AzWXjJ905zx1bDxXdh2wAmQeL94ULVvdsZ2yNOzIo4MT2W/OFrNSrP80FtAwLYVvYCwPbSeqFbud5ght5oC6xDtavABflpyE5SoaXdjK8OVmP+W7vQarSguCAda2dfgEv7Z8Jk4fH0xiNBde9mWG0sm86TcrqenTcrm117LRnNVqHou1tNw5Gu40+PJWcFQvsAW7Dz/TFHvZI3nloH+NM2gLn94gI8Pm1Ih12muxvnzXK9Ba8at6mAD3eXo7bFgJzkWK+9oXKdVsQBtqkMg9mK5LgY9EmPR2q8Epf2t/3+PtlbAZ7nse4nWwA2qzjf0ezNj814Wb1S38yEsLRfCEZsjFxoqtiol67DtSf6cGaW2JYnUtUstYe2dQDgmF4+19jmV62V1coLNUv+nts6w7K62nZzhyX+LQYzTBbbh3+ggURemhrDeibDygNfH7StimNBk1opD9nfilzG4aqhtuzSg+/txdHqFmQkqPDizSMgl3H405UDIeOALw9UCav1pMgsMVJO12cmqKBUyGCx8i4Xd2cbbKUj8Uo5srp4KysxouuMeZ5hBd7+pqr7sG1P6vRoNZqx/ZStP4e3eiXA8zScP8Xd56MLC9IRI+eEOiJ3zityLFYe//zetjfe7RcXeA1ONG5dvPeU2eqVhuelCM1ArxlhO1l+srcCv5xuxIFyLVQKGW4Z28tjnZQ3LFiKtik4hn0IsNqMUGHL9sORWRKm4STKLLGeNlkh3CIoRa0U/g6P+ZFdqtMZYLSv8hXbrNEb58yve3aJ9VhSK+VBlQhMHZIDAPjygK1uyVe9kpR+O9z2fdnK6FU3jxAWkwzQJOKmC/IAAO/tPAcguGDJ+ecISLcSDrAtBuhpz1w5b3ty0sMGupGIgqUIZXHqcOur15Ez5w11t56oh9FiRV5anM9OzZ5aB5T50WPpfPSX6UOwe+kk9Mv2fAIR6ia07dh4oAqn61uRoo7BDPvJzNdzWGPK3faVcM77QV0xKBtxMXKcqW8VOnpfN6oHUuOVHuukvGF9U6KtuJthK3wa9SEOltg0XBgySwkS1ixZrbywRVD/7NBOb7Ds0mE/giU25eLPKl9/cRznVOTt+l5wtA0ILvvNiq23nqxHo94Y8nolZkReitBn7L6S/hjf17Xc4b6S/i6d5gOtywJcM+iA9OcKtin7MxuPClPNQtuACK5XAihYilhmqxVLfzsId1xS4PfGsUJjylq9YxVc/yyf0TrLLLUaHV2DKbPkGcdxPpeTC12Emw34xxbbCpXZxfk+P3RZEzjWmJIVd4/slSI8Rq1UCPtWnbB/+M35jW0bmRwftRrunHssRaNU+1RvQ6iDJUP4giVWWyTFNFx5UxtajRbEyDm/OukHQ6hb8mOPOGGVr8RNUb1lWYMt7mbyM+IxKCcJFiuPrw9VCT2WpCqA9objOLw6awxenDEC8y8r7PD1rKRY/OGSvsK/A1nx54z1hFIqZMIFuFQenDwAKeoY7Clrwv+t/wVtRgtOsuLuCO6xBAB+nQ1WrVrl9wvec889AQ+GOKgUcswqzhf1HPaHXdHcJsxfX1bkvV4JcHTwBmxF3ukJKkewFKFt5yNVVmIsOA4wWqw4WKFFXIwcs8fnd/IcFTh7Y8pTdTphCe2Inikuj5s2Ihef2JcPX1SYgf727JavPemcadtNwu81WjNLLDPQGOJpOB2rWVJGd+uA4/ZtbQoyEiTL4HhTpPF/25NyEXvCicEuVtyzrI0SZZYA4MqhGhyq1OKL/VXCjgihnoYDbFsl9feS0QaAeZf0wds7zqBaa1v4EQwWdA5w255JCv2zE/Gv/xuHW179GTtKG/AHpz5RfbMiO7Pk19ng+eefd/l3bW0tWltbkZKSAgBoamqCWq1GVlYWBUthlBavRFKsAtp2M6q1BigVMhQX+F6hJpdxSFQp0GIwo7nNhKS4GFTY62cosySObUNPlZCenzE2r9MTdIxchqxEFaq1Bmy0b2vSJyO+w9Xhxf0yhQZ1/3dRvnC/r814nbEeOLnJsVFbjM8yS6EOllqFabgw1ixJECyxTZ/7hXgKDnDdUJfneZ/ZbKnbBjBsRVyFWwNXNg0XbMYFAKYOzcGzXx/DTyfqhL+PrgiWOqNWKvDKrWPwyd4KTBmcE9RrsfKLIT1Cc1E1tGcyXp9zAW59bQd+sC9CAiI/s+RX2FhaWircnnjiCYwYMQKHDx9GQ0MDGhoacPjwYYwaNQorVqwI9XiJDxzHoY/T0ssLC9J9Lv1nnPeHq2xqh8XKQ6WQhXwuvjtiJ2yFjMPtfu6Nx7JDrIeLc70So1TIsHb2GDx343Bc5lSwz64Ca1oMQjNSTw5V2JtRRukUHOBU4B3y1XARULMkQYH3MXurCV8ZCakUZMYjRs5BZzB77KPjzBEsSXsxxpa57zrT5HI/6z8U7DQcYFtJOiA7EWYrL2TvIyFYAmyLQh69epBf53xfZo7rhYUl/TxO+UllTH4a1s4e47LwReopP6mJzrE9+uijeOmllzBgwADhvgEDBuD555/HI488IungiHgFTn9wE/r7noJjkoT2AWaXDXTZaiziP7Zh5rQRPfyuyWB1R6ymyFOwBNg29bxuVE+Xq/aMBBXkMg4WKy8sZfZE6q0LwiFV3UUF3mFtSslqliSYhqtmxd2hD5Zi5DIUZvk3FSdmZwIxLrRvlXSoUuvyNxLovnDeTB1qK/Rm7Qi620VleoIKC0v6Sx7MuvtNYQZenjkKMXIOw3omBx3khZros0FlZSXM5o5vZIvFgurqjrsyk67lHJ376q/kLNnemLK5zSQUlvrTY4l0dOeEQiTFxuDByQM6f7BdjtuO5M7F3Z2RyzhkJapQ2dyOyuZ2r4sBDkX5SjjAMY0S8tYBYWxKmSg0pQwue2a18sJigFCvhGMGahJxuFKLL/ZXorROh+PVOpyo1cFotuLKoTm4flRPZCephB0GpJ6Gy0xUoX92Ao5V6/DzqXpMHWqbjmqUqMCbuXJoDl745rjL9yWBmTgwGz8+fHlYLkzEEj3CiRMn4g9/+APWrl2LUaNGAQB27tyJO++8EyUlJZIPkIhTaF+a2Ttd7Xda07nXErvqo7YBgRmRl+I1M+SN875zSoVMqP/wlyY5FpXN7bbO4R6+t8lixdHq6NzmxFkaq1nqzqvhVNLULJ1rbEObyQKlQhbylXBMUU4isNvWjPXD3a5fO1ihxd++PorivukwmK3gOMeqKymN75uBY9U6bD3pCJYaJKxZAmxbF/XNjBf6A1GwFBx/V3uHm+hpuHXr1kGj0WDMmDFQqVRQqVQYO3YssrOzsXbt2lCMkYhwxaBs3DmhL565fpjfDb5YryVtm0nosUTF3V3H+UNjaI9k0d21czop8j5Vq4fRbEWCSiFZx+RwSO2i1XD6cK6Gc5qGC2YPPBYc981MEPZvDLWpQ3LQNzMeRZpEXD0sBwtL+uHvt4zEM9cPw9j8NFh54KcT9QBstX2h6CLPpuK2naoX7pOqzxLDcRyuHOoook5PiM4FE0Qc0WeDzMxMfPHFFzh27BiOHDkCACgqKkL//v0lHxwRL0Yuw8NTikQ9R9jypM1EPZbCwDmzJDYrBTgtmfbSPoA1oyzSJEZ1HZqjdYCp0xVXwdCHcTUcK/C2WHm0m6wB13E4iru7boVRXpoam++f4PFrN16Qh1O1Ory/8xy+OVyN6SM9b/8TrAsL0sBxtn5kNdp2ZCXFStZnydnVw3Lx9+9OoGdqHFSKyK61IdII+NIpPz8fPM+jb9++UCgif76ReOc8DXe2nnosdTVNkMFSZ5mlaG9GyaTYC7wtVh7adrPwdyslnufDOg0Xr5SD4wCetzWmDDRYOt6FK+H8VZCZgIemFOEhkRdzYqSolRicm4QD5VpsO1WPyYM1aLVvdpsmYQZogCYRb99+oWTZKhL5ROdBW1tbMXfuXKjVagwePBhnz54FANx999146qmnJB8gCT22Gu5sQ6uwS3k0T9dEm2ynKYlRvVNFP5+1HvC25YmwJ1wUF3cDtkatrOg6VHVLBrMVrANDOIIl5y7xwbQPEHosZUV275pQKGZTcSfrhaxSjJwT6sEk+z590zFAEznBKAkt0cHSkiVLsHfvXmzZsgWxsY4r4pKSEmzYsEHSwZGuwa7QD5TbevFkJqoifhlndxIjl2HVjBH42w3DA9oCgvV28rSZLs/z3SazBIR+RZzOKUBRB7HpajCSgmwfYLHywhYSkZRZ6ips77StTsFSqloZ0Zu0ksgnOtT+6KOPsGHDBlx44YUuf3yDBw/GyZMnJR0c6RrJTn2WAKpXCocpQwLvupvjtJmuey1PTYsBDXojZFz3+OBMi1fiXGNbyDJLrfbibrVSHrb6roQgtzw529AKg9kKlUJ2Xq5qvaBPGuQyDmcbWrHvnO0CkKbLSLBEZ5Zqa2uRlZXV4X69Xk+Re5RKcqv9oB5L0SXLvheU0WxFY6trfx72YVGYlYDYMGVKpBTqzXRZZkkdhpVwjGPLk8B6LbHi7sKsrlsJF0kSVAoMs+/b9vl+236KtGKNBEt0sDRmzBh8/vnnwr9ZgLR27VoUFxdLNzLSZVhTSuZ8vBqNZiqFXFjp417kvftsI4DACscjUag302X7wiWEYSUcE+z+cJFY3N3Vxvd11C0BjiCbkECJvnx68sknMXXqVBw6dAhmsxkvvvgiDh06hK1bt+L7778PxRhJiLlnlmgaLvpokmNRrzeiStvmUpu0p6wJADCyl/jC8UjkyCyFZn+4SMgsJbCapQALvLtyA91IVVyQgdXfnRSK9aVsG0DOT6IzSxdddBH27NkDs9mMoUOH4uuvv0ZWVha2bduG0aNHh2KMJMRYQSlDbQOij3PdEmOx8tgrBEspYRiV9NLiQ7s/HGtImRDG7RekmoYbcB5nlkb3ToVS7vh4k2pfOHL+CuiM0LdvX7z66qtSj4WESWyMHCqFDAazFQBllqIR69VU7RQsHa9pgd5oQbxSjn5Z3eODM0Ud2mm4cDakZBKDKPA2W6w4Zd+G43yehotTyjGyVwq2lzYAkLbHEjk/ic4slZSUYP369dBqtaEYDwkTtiJOpZB1u120zwesfYBzZmnP2SYAwLCeKd2m0DfUNUusIaU6IjJL4oOl0/WtMFqsiIuRB9SGojspttctAY59BQkJlOhgafDgwViyZAk0Gg1uuOEGfPzxxzCZQlM/QLoOC5by0tRRvSXG+Yo1pqxy6rW02x4sdZcpOCD0q+FYt+eEcNYsscxSADVLrLi7X3bCef8+Zv2WAGodQIInOlh68cUXUV5ejo8++gjx8fGYNWsWsrOzcccdd4S0wLuhoQEzZ85EUlISUlJSMHfuXOh0Op+Pv/vuuzFgwADExcWhV69euOeee9Dc3OzyOI7jOtzefffdkB1HpGLBErUNiE6eapZ2l3WvlXCA6/5woSAUeId1NRzreyb+GB2du8/fKThmRF4K1PbmutlJlC0nwQlo22eZTIZJkyZh/fr1qK6uxj//+U/s2LEDl19+udTjE8ycORMHDx7Epk2b8Nlnn+GHH37AHXfc4fXxFRUVqKiowLPPPosDBw5g/fr12LhxI+bOndvhsa+//joqKyuF2/Tp00N2HJEqySmzRKIP20yX1Sy1tJtwvMb2wTmiO2WW7AXeTa1GWNhSJwm1GljrgOichjtW0/Ub6EYqpUKGVTNG4pGrBqIgk34eJDhBnRGqqqrw7rvv4t///jf27duHsWPHSjUuF4cPH8bGjRvxyy+/YMyYMQCAl156CVdeeSWeffZZ5ObmdnjOkCFD8N///lf4d9++ffHEE0/g97//Pcxms8vmvykpKdBoNCEZe7TomWqbximivY6iEivwbjGY0dJuwr5zzeB52+81KzG2k2dHDzYNZ+UBbZtJ2P5EKjqhg3c4WwcEPw13Phd3OysZlB3uIZBuQnRmSavV4vXXX8cVV1yBvLw8vPzyy7jmmmtw/Phx/Pzzz6EYI7Zt24aUlBQhUAJsheYymQzbt2/3+3Wam5uRlJTkEigBwPz585GRkYGxY8di3bp14HnfV6wGgwFardblFu0WXdEfL88chetG9Qz3UEgAElQKISNRrW3vds0omRi5TDjOUOwPFwlNKR17w4mbhjNZrCits62EO597LBESCqIvn7Kzs5GamoqbbroJK1eudAlgQqWqqqrDFisKhQJpaWmoqqry6zXq6uqwYsWKDlN3y5cvx+WXXw61Wo2vv/4ad911F3Q6He655x6vr7Vy5Uo8/vjj4g8kgqWolZg6NPD9yUj4aZJi0dKuQ1Wzods1o3SWqlaipd2MphAESxHRlDLA1gGn6/QwWXjEK2klHCFSE3VG4Hkeq1atwsyZM6FWB1/bsnjxYjz99NM+H3P48OGgv49Wq8VVV12FQYMG4bHHHnP52qOPPir8/8iRI6HX6/HXv/7VZ7C0ZMkSLFq0yOX18/Lygh4nIcHQJMfieI0OFc1t3XIlHJMar8TZhtaQdPFmq+HiI6BmSW+0wGLl/W77cMqeVSrITKB9OgmRmOhgaf78+ZgwYQL69esX9De///77cdttt/l8TEFBATQaDWpqalzuN5vNaGho6LTWqKWlBVOmTEFiYiI+/PBDxMTE+Hz8uHHjsGLFChgMBqhUnldQqFQqr18jJFzYirhfTzegXm9EjJzDoJykTp4VfdLUoevizfoshbMpJatZAmzZpWS173MWU9bQCoCayhISCqKCJZlMhn79+qG+vl6SYCkzMxOZmZmdPq64uBhNTU3YuXOnsKXKt99+C6vVinHjxnl9nlarxeTJk6FSqfDJJ58gNrbzQtc9e/YgNTWVgiESdVhjyq8PVQMABuUmIzYmfB/6ocKKukNRs+To4B2+zJJKIYdSIYPRbEWLwSQ6WKIVrYRIT3SB91NPPYUHH3wQBw4cCMV4PBo4cCCmTJmCefPmYceOHfjpp5+wYMECzJgxQ1gJV15ejqKiIuzYsQOALVCaNGkS9Ho9XnvtNWi1WlRVVaGqqgoWiy3V/umnn2Lt2rU4cOAATpw4gZdffhlPPvkk7r777i47NkKkwhpTNtl7EI3sZsXdDOvGHJrMkn0aLow1S4Cj71mjiKnGssY2AEBeGtUrESI10WeEWbNmobW1FcOHD4dSqURcnOsbs6GhQbLBOXvrrbewYMECTJw4ETKZDNdffz1WrVolfN1kMuHo0aNobbVdXe3atUtYKVdYWOjyWqWlpcjPz0dMTAxWr16N++67DzzPo7CwEM899xzmzZsXkmMgJJTYNBzTHeuVAKfMUjedhgNszWFrWwworddjaM9kv55zlqbhCAkZ0cHSCy+8EIJhdC4tLQ1vv/2216/n5+e7LPmfMGFCpy0ApkyZgilTpkg2RkLCiTWmZEbmdb+VcICj15LU+8OZLVZhM+lwZ5b6Zibg1zONOFnjfZcCZzzP41yjfRoulYIlQqQm+owwe/bsUIyDEBIk58xSeryy207HpNm7eEu95QmbggPCW7MEAH2z4gEAJ2v9C5ZqdQa0m6yQcUAutQ0gRHIBbXdy8uRJPPLII7j55puFVWpffvklDh48KOngCCH+S1HHQKWwvaVH5KV02+XjqSGqWWLF3Uq5DEpFQKdGyRRk2JpKnqrV+/V4VtydkxwX9rET0h2Jfld9//33GDp0KLZv344PPvhA2Mx27969WLZsmeQDJIT4h+M4YduT7lqvBDg205V6NZw+AjbRZfpm2YOlOh2sfuyBV9ZAxd2EhJLoYGnx4sX4y1/+gk2bNkGpdOzLdPnll4dsuxNCiH+G90wBAEwYkOX7gVGMFXg3t5lgtlgle129MTJWwgFAXmocYuQc2k1WVGrbO308K+6meiVCQkN0sLR//35ce+21He7PyspCXV2dJIMihATmbzcOx0+LL8eQHv6toIpGKfZl9TxvC5ikEikr4QBAIZehd7q9bsmPIm/qsURIaIkOllJSUlBZWdnh/t27d6NHjx6SDIoQEpgYuazb7wumkMscfYgknIpzBEvhzywBQN9M/4u8qW0AIaElOliaMWMGHn74YVRVVYHjOFitVvz000944IEHMGvWrFCMkRBCXKTau1pLuT+c0L07AqbhANseb4B/Rd7nqCElISElOlh68sknUVRUhLy8POh0OgwaNAiXXHIJxo8fj0ceeSQUYySEEBehaEwpdO+OgGk4wNZrCeg8s2Q0W1HZzIIlyiwREgqiL6GUSiVeffVVLF26FPv374dOp8PIkSMl2SuOEEL8wbY8aQrFNFzEZJZs03CdZZYqmtpg5YHYGBkyE2hPS0JCIeCzQl5eHvLy8mCxWLB//340NjYiNbV7dgwmhESWUGymK6yGi5SaJXuvpSptO3QGMxK8jKvMqXN3d+2tRUi4iZ6GW7hwIV577TUAgMViwaWXXopRo0YhLy8PW7ZskXp8hBDSAeu1JGVjykjqswQAyeoYZCTYjvOUj6m4s7QSjpCQEx0svf/++xg+fDgA4NNPP8WpU6dw5MgR3Hffffjzn/8s+QAJIcQd6+ItZYF3q73AOyFCpuEA/4q8WUNKWglHSOiIDpbq6uqg0WgAAF988QVuvPFG9O/fH//3f/+H/fv3Sz5AQghx59gfTrrMks5e4K2OkGk4wL8ib9ZjqWcqrYQjJFREB0vZ2dk4dOgQLBYLNm7ciCuuuAIA0NraCrk8MtLXhJDuLUUt/Wq4Vvs0XEKETMMBjl5LPjNLjdRjiZBQE30JNWfOHNx4443IyckBx3EoKSkBAGzfvh1FRUWSD5AQQtwJNUuSZpYiqyklIC6zRDVLhISO6LPCY489hiFDhqCsrAw33HADVCrbUlW5XI7FixdLPkBCCHHHapYkLfCOsKaUgFP7gDo9LFYecpnrareWdhMaW211WxQsERI6AZ0Vfve733W4b/bs2UEPhhBC/MEyS9p2M0wWK2LkoisKOmg1RFbrAADomaqGUi6D0WxFRVNbh4CIFXenxSu9thYghAQvoDPM5s2bcfXVV6Nv377o27cvrr76anzzzTdSj40QQjxKjosBaynU1CrNijg2DadWRk7NklzGoU+GLbt0wsNUnNA2gIq7CQkp0cHSP/7xD0yZMgWJiYm49957ce+99yIpKQlXXnklVq9eHYoxEkKIC7mMQ4rEm+m22ptSRlqGxlcn73ONVK9ESFcQfVZ48skn8fzzz2PBggXCfffccw9+85vf4Mknn8T8+fMlHSAhhHiSqlaisdUkyYo4nueFmqVIaUrJ+CrypoaUhHQN0ZmlpqYmTJkypcP9kyZNQnNzsySDIoSQzqRK2MW7zWQBz9v+P1IzSydrOgZLbCUctQ0gJLREB0vXXHMNPvzwww73f/zxx7j66qslGRQhhHRG6OItwTQcq1fiOCAuJjIzS6fqOk7DlTXaCrzzUilYIiSU/LqEWrVqlfD/gwYNwhNPPIEtW7aguLgYAPDzzz/jp59+wv333x+aURJCiBuhi7cEmSVhJZxSEXGb0bLMUm2LAdp2E5JibcfN8zxllgjpIn4FS88//7zLv1NTU3Ho0CEcOnRIuC8lJQXr1q3DI488Iu0ICSHEAzYNJ8X+cJG4Eo5JjI1BVqIKNS0GnKrVY0ReCgBb8GQwWyHjgJyU2PAOkpBuzq9gqbS0NNTjIIQQUdLtwVK93hD0a0XqSjimb2YCaloMOFmjE4IlVtydkxwnSZ8pQoh3Ab/D6urqUFdXJ+VYCCHEb2nxtt0DpFgNpzdE5ko4xtHJ21HkTXvCEdJ1RAVLTU1NmD9/PjIyMpCdnY3s7GxkZGRgwYIFaGpqCtEQCSGko/QEe2ZJJ0GwFIFbnThjRd7v/XoOb2w9jVajGWfr7cXdadSQkpBQ8/vM0NDQgOLiYpSXl2PmzJkYOHAgAODQoUNYv349Nm/ejK1btyI1NTVkgyWEECZdqFmSLrMUqdNwlxVlYfV3J1DTYsCyTw7iuU3HkKq2FXpTZomQ0PP7zLB8+XIolUqcPHkS2dnZHb42adIkLF++vEMxOCGEhEKaU7DE83xQq9h09tVw6ggNlvpkxON/D1+G/+48h7U/luJMfSua22gDXUK6it/TcB999BGeffbZDoESAGg0GjzzzDMe+y8RQkgopNtrlowWK1rsmaFAtQqZpcisWQIAtVKBW4vz8e39E7Dm96Mxpncq+mbG4zeFGeEeGiHdnt+XUZWVlRg8eLDXrw8ZMgRVVVWSDIoQQjoTp5RDrZSj1WhBg84o9B8KhI5tdRKhNUvO5DIOU4ZoMGWIJtxDIeS84XdmKSMjA6dPn/b69dLSUqSlpUkxJkII8Uua0D4guLoloSllhE7DEULCy+9gafLkyfjzn/8Mo7HjSclgMODRRx/1uGecVBoaGjBz5kwkJSUhJSUFc+fOhU7Xca8kZxMmTADHcS63P/7xjy6POXv2LK666iqo1WpkZWXhwQcfhNkcXEqfENI1pCryZgXe8RHYlJIQEn6iCrzHjBmDfv36Yf78+SgqKgLP8zh8+DD+8Y9/wGAw4F//+lfIBjpz5kxUVlZi06ZNMJlMmDNnDu644w68/fbbPp83b948LF++XPi3Wu0ohrRYLLjqqqug0WiwdetWVFZWYtasWYiJicGTTz4ZsmMhhEjDUeQdXGNKoXUAZZYIIR74fWbo2bMntm3bhrvuugtLliwBb9+im+M4XHHFFfj73/+OvLy8kAzy8OHD2LhxI3755ReMGTMGAPDSSy/hyiuvxLPPPovc3Fyvz1Wr1dBoPM/tf/311zh06BC++eYbZGdnY8SIEVixYgUefvhhPPbYY1AqlR6fZzAYYDA4Ts5arTaIoyOEBIo1pqwLsteSXpiGo8wSIaQjUU0p+/Tpgy+//BJ1dXX4+eef8fPPP6O2thYbN25EYWFhqMaIbdu2ISUlRQiUAKCkpAQymQzbt2/3+dy33noLGRkZGDJkCJYsWYLW1laX1x06dKjLCr/JkydDq9Xi4MGDXl9z5cqVSE5OFm6hChIJIb5lJEg0DRfhTSkJIeEV0JkhNTUVY8eOlXosXlVVVSErK8vlPoVCgbS0NJ8r8G655Rb07t0bubm52LdvHx5++GEcPXoUH3zwgfC67q0Q2L99ve6SJUuwaNEi4d9arZYCJkLCIE3qmiWahiOEeBDWM8PixYvx9NNP+3zM4cOHA379O+64Q/j/oUOHIicnBxMnTsTJkyfRt2/fgF9XpVJBpVIF/HxCiDSkWg2np9VwhBAfwnpmuP/++3Hbbbf5fExBQQE0Gg1qampc7jebzWhoaPBaj+TJuHHjAAAnTpxA3759odFosGPHDpfHVFdXA4Co1yWEhEd6gsQF3rQajhDiQViDpczMTGRmZnb6uOLiYjQ1NWHnzp0YPXo0AODbb7+F1WoVAiB/7NmzBwCQk5MjvO4TTzyBmpoaYZpv06ZNSEpKwqBBg0QeDSGkq7EC72A306U+S4QQX0QVeIfLwIEDMWXKFMybNw87duzATz/9hAULFmDGjBnCSrjy8nIUFRUJmaKTJ09ixYoV2LlzJ06fPo1PPvkEs2bNwiWXXIJhw4YBACZNmoRBgwbh1ltvxd69e/HVV1/hkUcewfz582majZAokO40DcdW6IplNFthtFgBULBECPEsKoIlwLaqraioCBMnTsSVV16Jiy66CK+88orwdZPJhKNHjwqr3ZRKJb755htMmjQJRUVFuP/++3H99dfj008/FZ4jl8vx2WefQS6Xo7i4GL///e8xa9Ysl75MhJDIxabhjGYr9EZLQK/RanQ0oaVpOEKIJ1FzGZWWluazAWV+fr7LlWVeXh6+//77Tl+3d+/e+OKLLyQZIyGka6mVCsTGyNBusqJBZ0RCAJkhnX0lnEohg0IeNdePhJAuRGcGQkhUS2d1SwEWedNKOEJIZyhYIoRENaF9QIBF3o6tTmgKjhDiGQVLhJColh5kF2/HJrqUWSKEeEbBEiEkqgXbmJKm4QghnaFgiRAS1dLjg2tMqW0zAQASYylYIoR4RsESISSqCY0pA8ws1epsQVZGAvVWI4R4RsESISSqpQdZ4F3bYguWMhMpWCKEeEbBEiEkqgVb4F1HmSVCSCcoWCKERLW0+OCCJcosEUI6Q8ESISSqBduU0pFZUko2JkJI90LBEiEkqqXZg5x2k9Vlnzd/CZklmoYjhHhBwRIhJKrFK+VQKmynMrFF3gazBdp2W4BF03CEEG8oWCKERDWO45ARYGPKOntwFSPnkBwXI/nYCCHdAwVLhJCol5YQWGPKuhbHSjiO4yQfFyGke6BgiRAS9YTGlCKn4ahtACHEHxQsEUKiXnqA7QOobQAhxB8ULBFCol56wDVL1DaAENI5CpYIIVGP1SyJnYajzBIhxB8ULBFCop5jGk5kgbc9uKKaJUKILxQsEUKiHivwDrRmiYIlQogvFCwRQqJeWpA1SzQNRwjxhYIlQkjUy/BRs8TzvNfnUWaJEOIPCpYIIVGPZZbaTBa0GS3C/VtP1mHIsq+w4ZezHZ7TbrKgxUBbnRBCOkfBEiEk6iWoFFDK7fvDORV5v7zlJPRGC77YX9XhOWwKTimXISlW0TUDJYREJQqWCCFRj+M4IbvEirzLm9rw44k6AEBpnb7Dc5zbBtBWJ4QQXyhYIoR0C+5F3h/sPAdWrnSusRVGs9Xl8Y62AdSQkhDiGwVLhJBuId2pyJvneby/65zwNSsPnG1odXk8FXcTQvxFwRIhpFtwbky5o7QBZ+pbEa+UoyAzHkDHqThqG0AI8RcFS4SQboE1pqzXG/HeTltW6aphORiUkwQAOO0WLFFmiRDiLwqWCCHdApuGO9fQhi/2VwIAbhiTh4IMW2bpFGWWCCEBovWyhJBugRV4f32oCiYLjz4Z8RjTOxVl9lql0jqdy+Mps0QI8Rdllggh3QKrWTJZbEvgfje6JziOQx97Zul0nWuBN2WWCCH+ippgqaGhATNnzkRSUhJSUlIwd+5c6HQ6r48/ffo0OI7zeHvvvfeEx3n6+rvvvtsVh0QIkVC6UwsAjgOuG9UDAIRgqUrbDr29YzfgnFmi1gGEEN+iJliaOXMmDh48iE2bNuGzzz7DDz/8gDvuuMPr4/Py8lBZWelye/zxx5GQkICpU6e6PPb11193edz06dNDfDSEEKmxAm8AuKgwAznJcQCAFLUSqeoYAMDpelvdUpvRAr19W5QMyiwRQjoRFTVLhw8fxsaNG/HLL79gzJgxAICXXnoJV155JZ599lnk5uZ2eI5cLodGo3G578MPP8SNN96IhIQEl/tTUlI6PNYXg8EAg8GxpYJWqxVzOISQEGA1S4CtsNtZn4x4NJ5twum6VgzOTRam4FQKGRJVUXEaJISEUVRklrZt24aUlBQhUAKAkpISyGQybN++3a/X2LlzJ/bs2YO5c+d2+Nr8+fORkZGBsWPHYt26dT53KQeAlStXIjk5Wbjl5eX5fDwhJPSSYhX4TWE6hvRIwqRB2S5f65Nhu0BiRd41TsXdtNUJIaQzUXFJVVVVhaysLJf7FAoF0tLSUFXVcYNMT1577TUMHDgQ48ePd7l/+fLluPzyy6FWq/H111/jrrvugk6nwz333OP1tZYsWYJFixYJ/9ZqtRQwERJmHMfhrdsvBM/zHQKgPhlqAI72AVTcTQgRI6zB0uLFi/H000/7fMzhw4eD/j5tbW14++238eijj3b4mvN9I0eOhF6vx1//+lefwZJKpYJKRSdZQiKRp0wRyyyxxpTUNoAQIkZYg6X7778ft912m8/HFBQUQKPRoKamxuV+s9mMhoYGv2qN3n//fbS2tmLWrFmdPnbcuHFYsWIFDAYDBUSEdBNsRVwpZZYIIQEIa7CUmZmJzMzMTh9XXFyMpqYm7Ny5E6NHjwYAfPvtt7BarRg3blynz3/ttddwzTXX+PW99uzZg9TUVAqUCOlG8u3TcI2tJjS1GoXMUia1DSCE+CEqapYGDhyIKVOmYN68eVizZg1MJhMWLFiAGTNmCCvhysvLMXHiRLz55psYO3as8NwTJ07ghx9+wBdffNHhdT/99FNUV1fjwgsvRGxsLDZt2oQnn3wSDzzwQJcdGyEk9NRKBTRJsajStqO0Ti9klqhtACHEH1ERLAHAW2+9hQULFmDixImQyWS4/vrrsWrVKuHrJpMJR48eRWura5fedevWoWfPnpg0aVKH14yJicHq1atx3333ged5FBYW4rnnnsO8efNCfjyEkK7VJyNeCJYcmSUKlgghneP4ztbJk05ptVokJyejubkZSUlJ4R4OIcSDJR/sxzs7zuLuywvx8Z4KnG1oxXt/LMYF+WnhHhohJEz8/fyOij5LhBASrAKnIm+hwJsyS4QQP1CwRAg5L7AVcYcqtGilrU4IISJQsEQIOS/k24Ml1pgyLkaOeKU8nEMihEQJCpYIIeeFXmlqyJz6VWYkKmmrE0KIXyhYIoScF5QKGfLS1MK/qV6JEOIvCpYIIeeN/PR44f9pqxNCiL8oWCKEnDdYkTdAxd2EEP9RsEQIOW8UZDqCJZqGI4T4i4IlQsh5w2UajjJLhBA/UbBECDlvOE/DUWaJEOIvCpYIIeeN3JQ4KBW2015mojLMoyGERAsKlggh5w25jMPNF+RhSI8kDMpJDvdwCCFRQhHuARBCSFd6fNqQcA+BEBJlKLNECCGEEOIDBUuEEEIIIT5QsEQIIYQQ4gMFS4QQQgghPlCwRAghhBDiAwVLhBBCCCE+ULBECCGEEOIDBUuEEEIIIT5QsEQIIYQQ4gMFS4QQQgghPlCwRAghhBDiAwVLhBBCCCE+ULBECCGEEOIDBUuEEEIIIT4owj2A7oDneQCAVqsN80gIIYQQ4i/2uc0+x72hYEkCLS0tAIC8vLwwj4QQQgghYrW0tCA5Odnr1zm+s3CKdMpqtaKiogKJiYngOE6y19VqtcjLy0NZWRmSkpIke91I0d2PD+j+x9jdjw/o/sdIxxf9uvsxhvL4eJ5HS0sLcnNzIZN5r0yizJIEZDIZevbsGbLXT0pK6pZvAKa7Hx/Q/Y+xux8f0P2PkY4v+nX3YwzV8fnKKDFU4E0IIYQQ4gMFS4QQQgghPlCwFMFUKhWWLVsGlUoV7qGERHc/PqD7H2N3Pz6g+x8jHV/06+7HGAnHRwXehBBCCCE+UGaJEEIIIcQHCpYIIYQQQnygYIkQQgghxAcKlgghhBBCfKBgKYKcPn0ac+fORZ8+fRAXF4e+ffti2bJlMBqNPp/X3t6O+fPnIz09HQkJCbj++utRXV3dRaMW54knnsD48eOhVquRkpLi13Nuu+02cBzncpsyZUpoBxqgQI6P53ksXboUOTk5iIuLQ0lJCY4fPx7agQahoaEBM2fORFJSElJSUjB37lzodDqfz5kwYUKH3+Ef//jHLhqxb6tXr0Z+fj5iY2Mxbtw47Nixw+fj33vvPRQVFSE2NhZDhw7FF1980UUjDZyYY1y/fn2H31VsbGwXjlacH374Ab/97W+Rm5sLjuPw0UcfdfqcLVu2YNSoUVCpVCgsLMT69etDPs5AiT2+LVu2dPj9cRyHqqqqrhmwSCtXrsQFF1yAxMREZGVlYfr06Th69Ginz+vq9yEFSxHkyJEjsFqt+Oc//4mDBw/i+eefx5o1a/CnP/3J5/Puu+8+fPrpp3jvvffw/fffo6KiAtddd10XjVoco9GIG264AXfeeaeo502ZMgWVlZXC7Z133gnRCIMTyPE988wzWLVqFdasWYPt27cjPj4ekydPRnt7ewhHGriZM2fi4MGD2LRpEz777DP88MMPuOOOOzp93rx581x+h88880wXjNa3DRs2YNGiRVi2bBl27dqF4cOHY/LkyaipqfH4+K1bt+Lmm2/G3LlzsXv3bkyfPh3Tp0/HgQMHunjk/hN7jICtU7Lz7+rMmTNdOGJx9Ho9hg8fjtWrV/v1+NLSUlx11VW47LLLsGfPHixcuBC33347vvrqqxCPNDBij485evSoy+8wKysrRCMMzvfff4/58+fj559/xqZNm2AymTBp0iTo9XqvzwnL+5AnEe2ZZ57h+/Tp4/XrTU1NfExMDP/ee+8J9x0+fJgHwG/btq0rhhiQ119/nU9OTvbrsbNnz+anTZsW0vFIzd/js1qtvEaj4f/6178K9zU1NfEqlYp/5513QjjCwBw6dIgHwP/yyy/CfV9++SXPcRxfXl7u9XmXXnopf++993bBCMUZO3YsP3/+fOHfFouFz83N5VeuXOnx8TfeeCN/1VVXudw3btw4/g9/+ENIxxkMscco5r0ZaQDwH374oc/HPPTQQ/zgwYNd7rvpppv4yZMnh3Bk0vDn+L777jseAN/Y2NglY5JaTU0ND4D//vvvvT4mHO9DyixFuObmZqSlpXn9+s6dO2EymVBSUiLcV1RUhF69emHbtm1dMcQusWXLFmRlZWHAgAG48847UV9fH+4hSaK0tBRVVVUuv7/k5GSMGzcuIn9/27ZtQ0pKCsaMGSPcV1JSAplMhu3bt/t87ltvvYWMjAwMGTIES5YsQWtra6iH65PRaMTOnTtdfvYymQwlJSVef/bbtm1zeTwATJ48OSJ/V0BgxwgAOp0OvXv3Rl5eHqZNm4aDBw92xXC7RLT9DgM1YsQI5OTk4IorrsBPP/0U7uH4rbm5GQB8fu6F43dIG+lGsBMnTuCll17Cs88+6/UxVVVVUCqVHepjsrOzI3aOWqwpU6bguuuuQ58+fXDy5En86U9/wtSpU7Ft2zbI5fJwDy8o7HeUnZ3tcn+k/v6qqqo6pPMVCgXS0tJ8jveWW25B7969kZubi3379uHhhx/G0aNH8cEHH4R6yF7V1dXBYrF4/NkfOXLE43Oqqqqi5ncFBHaMAwYMwLp16zBs2DA0Nzfj2Wefxfjx43Hw4MGQbhjeVbz9DrVaLdra2hAXFxemkUkjJycHa9aswZgxY2AwGLB27VpMmDAB27dvx6hRo8I9PJ+sVisWLlyI3/zmNxgyZIjXx4XjfUiZpS6wePFijwV3zjf3E1d5eTmmTJmCG264AfPmzQvTyP0TyPGJMWPGDFxzzTUYOnQopk+fjs8++wy//PILtmzZIt1B+BDq44sEoT7GO+64A5MnT8bQoUMxc+ZMvPnmm/jwww9x8uRJCY+CSKG4uBizZs3CiBEjcOmll+KDDz5AZmYm/vnPf4Z7aMQPAwYMwB/+8AeMHj0a48ePx7p16zB+/Hg8//zz4R5ap+bPn48DBw7g3XffDfdQOqDMUhe4//77cdttt/l8TEFBgfD/FRUVuOyyyzB+/Hi88sorPp+n0WhgNBrR1NTkkl2qrq6GRqMJZth+E3t8wSooKEBGRgZOnDiBiRMnSva63oTy+NjvqLq6Gjk5OcL91dXVGDFiRECvGQh/j1Gj0XQoDDabzWhoaBD19zZu3DgAtuxp3759RY9XChkZGZDL5R1Wjvp672g0GlGPD7dAjtFdTEwMRo4ciRMnToRiiF3O2+8wKSkp6rNK3owdOxY//vhjuIfh04IFC4QFI51lMMPxPqRgqQtkZmYiMzPTr8eWl5fjsssuw+jRo/H6669DJvOd/Bs9ejRiYmKwefNmXH/99QBsqyDOnj2L4uLioMfuDzHHJ4Vz586hvr7eJbgIpVAeX58+faDRaLB582YhONJqtdi+fbvoFYPB8PcYi4uL0dTUhJ07d2L06NEAgG+//RZWq1UIgPyxZ88eAOiy36EnSqUSo0ePxubNmzF9+nQAtmmAzZs3Y8GCBR6fU1xcjM2bN2PhwoXCfZs2beqy95pYgRyjO4vFgv379+PKK68M4Ui7TnFxcYdl5pH8O5TCnj17wvpe84Xnedx999348MMPsWXLFvTp06fT54TlfRiy0nEi2rlz5/jCwkJ+4sSJ/Llz5/jKykrh5vyYAQMG8Nu3bxfu++Mf/8j36tWL//bbb/lff/2VLy4u5ouLi8NxCJ06c+YMv3v3bv7xxx/nExIS+N27d/O7d+/mW1pahMcMGDCA/+CDD3ie5/mWlhb+gQce4Ldt28aXlpby33zzDT9q1Ci+X79+fHt7e7gOwyuxx8fzPP/UU0/xKSkp/Mcff8zv27ePnzZtGt+nTx++ra0tHIfQqSlTpvAjR47kt2/fzv/44498v379+Jtvvln4uvvf6IkTJ/jly5fzv/76K19aWsp//PHHfEFBAX/JJZeE6xAE7777Lq9Sqfj169fzhw4d4u+44w4+JSWFr6qq4nme52+99VZ+8eLFwuN/+uknXqFQ8M8++yx/+PBhftmyZXxMTAy/f//+cB1Cp8Qe4+OPP85/9dVX/MmTJ/mdO3fyM2bM4GNjY/mDBw+G6xB8amlpEd5nAPjnnnuO3717N3/mzBme53l+8eLF/K233io8/tSpU7xareYffPBB/vDhw/zq1at5uVzOb9y4MVyH4JPY43v++ef5jz76iD9+/Di/f/9+/t577+VlMhn/zTffhOsQfLrzzjv55ORkfsuWLS6fea2trcJjIuF9SMFSBHn99dd5AB5vTGlpKQ+A/+6774T72tra+LvuuotPTU3l1Wo1f+2117oEWJFk9uzZHo/P+XgA8K+//jrP8zzf2trKT5o0ic/MzORjYmL43r178/PmzRNO9JFG7PHxvK19wKOPPspnZ2fzKpWKnzhxIn/06NGuH7yf6uvr+ZtvvplPSEjgk5KS+Dlz5rgEg+5/o2fPnuUvueQSPi0tjVepVHxhYSH/4IMP8s3NzWE6AlcvvfQS36tXL16pVPJjx47lf/75Z+Frl156KT979myXx//nP//h+/fvzyuVSn7w4MH8559/3sUjFk/MMS5cuFB4bHZ2Nn/llVfyu3btCsOo/cOWyrvf2DHNnj2bv/TSSzs8Z8SIEbxSqeQLCgpc3o+RRuzxPf3003zfvn352NhYPi0tjZ8wYQL/7bffhmfwfvD2mef8O4mE9yFnHywhhBBCCPGAVsMRQgghhPhAwRIhhBBCiA8ULBFCCCGE+EDBEiGEEEKIDxQsEUIIIYT4QMESIYQQQogPFCwRQgghhPhAwRIhhBBCiA8ULBFCup3bbrtN2AutK61fvx4cx4HjOJd9q3y57bbbhOd89NFHIR0fISQwtJEuISSqcBzn8+vLli3Diy++iHBtTpCUlISjR48iPj7er8e/+OKLeOqppyJ2o1NCCAVLhJAoU1lZKfz/hg0bsHTpUhw9elS4LyEhAQkJCeEYGgBbMKfRaPx+fHJyMpKTk0M4IkJIsGgajhASVTQajXBLTk4WghN2S0hI6DANN2HCBNx9991YuHAhUlNTkZ2djVdffRV6vR5z5sxBYmIiCgsL8eWXX7p8rwMHDmDq1KlISEhAdnY2br31VtTV1Yke8z/+8Q/069cPsbGxyM7Oxu9+97tgfwyEkC5EwRIh5LzwxhtvICMjAzt27MDdd9+NO++8EzfccAPGjx+PXbt2YdKkSbj11lvR2toKAGhqasLll1+OkSNH4tdff8XGjRtRXV2NG2+8UdT3/fXXX3HPPfdg+fLlOHr0KDZu3IhLLrkkFIdICAkRmoYjhJwXhg8fjkceeQQAsGTJEjz11FPIyMjAvHnzAABLly7Fyy+/jH379uHCCy/E3//+d4wcORJPPvmk8Brr1q1DXl4ejh07hv79+/v1fc+ePYv4+HhcffXVSExMRO/evTFy5EjpD5AQEjKUWSKEnBeGDRsm/L9cLkd6ejqGDh0q3JednQ0AqKmpAQDs3bsX3333nVADlZCQgKKiIgDAyZMn/f6+V1xxBXr37o2CggLceuuteOutt4TsFSEkOlCwRAg5L8TExLj8m+M4l/vYKjur1QoA0Ol0+O1vf4s9e/a43I4fPy5qGi0xMRG7du3CO++8g5ycHCxduhTDhw9HU1NT8AdFCOkSNA1HCCEejBo1Cv/973+Rn58PhSK4U6VCoUBJSQlKSkqwbNkypKSk4Ntvv8V1110n0WgJIaFEmSVCCPFg/vz5aGhowM0334xffvkFJ0+exFdffYU5c+bAYrH4/TqfffYZVq1ahT179uDMmTN48803YbVaMWDAgBCOnhAiJQqWCCHEg9zcXPz000+wWCyYNGkShg4dioULFyIlJQUymf+nzpSUFHzwwQe4/PLLMXDgQKxZswbvvPMOBg8eHMLRE0KkxPHhanNLCCHdzPr167Fw4cKA6pE4jsOHH34Ylm1aCCG+UWaJEEIk1NzcjISEBDz88MN+Pf6Pf/xjWDuOE0I6R5klQgiRSEtLC6qrqwHYpt8yMjI6fU5NTQ20Wi0AICcnx+895QghXYeCJUIIIYQQH2gajhBCCCHEBwqWCCGEEEJ8oGCJEEIIIcQHCpYIIYQQQnygYIkQQgghxAcKlgghhBBCfKBgiRBCCCHEBwqWCCGEEEJ8+H9Ri3Q5q9YdvgAAAABJRU5ErkJggg==\n", 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", 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" ] @@ -207,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "a63f0fd6", "metadata": { "colab": { @@ -221,7 +240,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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zn+K4449v8Rw++ugj1q9fz/Dhw7nlllu47777ohp7PFBaK8+XuWlW0qxmrP7oZ0q31DIOaYH3Hw0b/GRpQMcs0m0WRnTL4/sdFXy7tYyehRkJHl3sUCJLHXMCgnXlfkn1oUGWFMuAcYPaIwgCfdtnUr69gs37axnSOSfBo4sd2/ykr1dRJhl2C6cf1pG3V+/h7VW/c2TPfH0PXrxO1hQBjP8XdB6p+SFecx1Lge9HzjUvJeuTq6Hbt3TO9UeWKg+NyFK9P8qZbjdjNgnYrWacHh+Nbh/WtMjX33a7nTlz5jBnzpwWtwmOPPbo0aNJJDI3N7fJY1dddVWTTMI///lPQPbSa6kHqEIYrvjLVcz+2/V4fSKb99fhFUVKa110yHY0GRPAUUcd1STVZ8SovtPjo7pRjioV+c/FZjbh9oq4vCIZxiz0TjhSkaVDCBtKZG3LwI7ZAIztI+uWVmw7NHRLihC4k//iA9A++9AhS16fyJcbZLI0fpDsDty3XRYg2wccClBsAxTyPsWfivvkl2Lq9TTfdNXC25eBzw39T4Mjr9T8EJJf2H27Zxqe3N5Quw8+uJouufJ3dM8hkoZrcMmRJUXrolS+xZKKMxIUgbfNX21rMZvo4F+U1Tk9Lb4uWXDAXwGX7bCqn51djSwdGp+hHkiRpUMIamSpg3yBDZClcsQkz0VLkkSxnxCFRpZk4lRyCKThVu+qpLLBQ266lSN6yD2n+rbPBA6dirgdZf40nJ8sjeqeR8/CDBrcPhb+UqzfgT+5ESq2QXZnOOvJyKrewkR1oweXV6QBB+LkF+VU3+bPOLZCbtx9KESWREmiwU+KMmzyhTbN/78eIu94Q5IkPP7IkiLMB3BY5fseX3LPo26vSFWDXD3cLjsQQrJZ5M8wVRHXMlJk6RBBo9vHTv+qfZA/sjS0Sw6ZdgtVDZ4mlgLJhppGr6qVCI4sBafhjBjyjgSL/Cm4kwa0Uz2k+rSTydLWQ6AizunxscdPGHoVyeclCALnjuwCwNurdaqKW/sG/Pym7KU0+XlI1yfdt99fXZSbbsXedRiM/zcAQ9Y/yBBh+yEh8G50+5AkCYvJpJIJJTrR4H8umeETJXz+c7AF+bhZTPJ9r09K6nN0enxIyLYPwQ7rtpRmqU2kyNIhAqXNSX6GjaIsecVgMZsY7deBLE/yPnGKXik/wxbSHkNZHbm8IlUNyRsilySJRetlJ3klBQeBNNyuigacSZ7m2FXegCRBlsNCYWagrcKkEZ0xCfDDjgp+r9BYBF2zDz75m3z/hH9Cd/3MZvfXOAGRdjn+z+nIK2DAGZhED3OtT1FWXYcvySO8SlVmus2seg6l+X2WvKKIN9kjL/4UnNVswmQKRB8tZvm+hJTUn6FS7WY9yNBXTcP5UvYBLSFFlg4RKG1OBnbMCjFOU1Jxyd5UV9ErBafgAOwWMwUZ8oW3OIl1S5v21/J7RSN2i4nj+hWqjxdm2shLtyJJsO1AcqfiglNwwd/Rjjlp9Gsvk8KtWp/jF3eCpx66HCm3MdER+2uc2Dv8j+Lcm7nh6xv4rWI9/N/jSBlF9DHt40JhkZ9QJS+U6G6GPbBgMZkE7P40VUOSE3olsnIwmTAJghpdSuZUnNdPBi2m0DS0EkXziclNBvVEiiwdIlDanAzskB3yuEKWftxZEXcHYS2xT9UrpTV5ThFfJvOFaLHfiPLYvoUh4XFBENTo0tYkF3kHV8IdDCUaWl6noRv77z/AzwsAAU67H0z6NuwtrXVhTt8BwJe7v+T8j89nxopbWXfUdABusLzL/pI4G3BqCEmSqD9I3K0g3Xpo6JZUcbel6aVRiS55xeRNVSmRJeVcFJhMgkoQU7ql5pEiS4cIArYBoWSpX/tMCjNl48afdlUlYGTaoNgfWeqc27TPnVLKm8yRpY37ZbJ7VK+mzVb7HCIib8UrqlczNhZFfnPDsjpXk+eigijCp3+X7w/7E3Qars1+W0FxVSMmSxUAYzuPxSSYWLZ3GRdvf52/F/UgW2gg97v7dR+HXnD7RLyiiCAITXq/qSLvQySyZGum76QSjUnmyJLihWU1NT0/W1AqLoWmSJGlQwCSJKlkaWDHrJDnBEFQ22YkcypOrYTLbTmylMwVceV+kqBEWILR1y/y3rw/uUXe2/1puJ5FTclSof+8y2o1Iks/L4B9P4EtE06+XZt9toF9NZUIZjky9sgJj/DR2R9xZq8zAfgiQ+5j1n3nO1DyS1zGozUUy4A0qzlEzwOhFXHJrHlxN1MJp0CJvHiTmEy0FFkCsJtTIu/WkCJLhwCKg9qcKNVTwRjdUyZLPydx/7S9LWiWIBBZKqlO3mqjCn8zYKV9RDBUPU+Sp+GUVie9Cpt+RxXBtyaRJVedrFUCOO4myGof+z7DQHGDLNBPt2STZkmjW3Y3/jlaNkF0Cy7eFY/EhAifzZbbriQZFDPKYL2SAoclIPKO1snbCPD4Wo4svfvmqxwzuHtStwRRBPiW5iJLVuOQpXnz5pGbmxvRa3r06MHcuXN1GQ+kyNIhgQ1BbU7slqYTmUIwyrVKcSQAxdVKGq7lyFIyp+EUrU5BUJWYAiWytLO8Pml1ZxX1brVasTk3+YIMJQ2ngWZp+cNQVwJ5PeGoq2PfX5goa5R1Z0WOADnLtGWSaZU/vwc4Fbdgg53LYMOHcRuXVlDE3QfrlUDWvCheRNHolkpKSrj++uvp06cPDoeD9u3bc8wxx/DMM8/Q0BCfNjGSJOH2kwmbpWnkZfJ5U/jfN6uSmgwqeqvmIku2BGmWmiM5U6dOZfPmzXEdR1tIkaVDABv9zt0DDkrBKcj3V4sp0YtkgyhKqkN3c2k4RfSdrAJvnyhR4TeKK2im10BRlp1shwVRCkRnkg1KT7hOOQ41ZRMMNQ0XK6Gv2AEr/P3EJvwbLPHp3eATJWo8cgPkjpkdQp7rkCH/fcBq4g3rOfKDi24FT/JEQn2iqFpXpDfz+UH0uqXt27czfPhwFi1axL333suaNWv44osvmDlzJh999BFffPFFbIMPEx6/h5KA0KQaDiArI52CwqKktUcQgyrdmk3DGchrKS0tjXbt2iV6GCFIkaVDAOtVvVJ2s88rZKm83p2UeoKyehcen4RJgPbNaHo65MiPJWtkqbLBjSTJptJ56dYmz8s94mQivDlJRd7bW6mEg+A0XIyE/qt/gc8FvU6Q25rECeX1LiS/uLtbdqeQ59pnyJEmk6WauY0TkbI6QdVuualvkkARNZtNzRMJCDWnjAQzZszAYrGwatUqpkyZwsCBAznssMOYPHkyn3zyCWeeeaa67cMPP8xhhx1GRkYGXbt2ZcaMGdTVBX4Td955J8OGDQvZ/9y5c+nRo4f695IlSzjyyCPJyMggNzeXsWPHsmvXLtw+kU3rf+HyqWeSnZ1NdnY2I0eOZNWqVQAseO0VjhncHY8/OrNt2zbOOuss2rdvT2ZmJkcccUQTYtejRw/uvfde/vznP5OVlUW3bt147rnWP3dJkrj//vvp1asXaWlpDB06lHfeeUd97pRTTuHUU09V5/Kqqiq6devGLbfcop6fIAh88sknDB06FIfDwejRo1m7bh0gzydmQeDdd99l8ODB2O12evTowROPzQXk6JNPFMMa+969e5k6dSp5eXkUFBRw1llnsXPnTvX5adOmcfbZZ/Pggw/SsWNHCgoKuOaaa/B45CjzCSecwK5du5g5cyaCIKiWIgen4cJ5r/VGiiwdAji4zcnBUFI7bq9IfRKW9u6rkklQuyyH6mwdjA7+yFKt06tvfzGdoKTg8tJtzZ4fBFJxW5NU5K30hOvVjLgbAtVwFfWu6H1eyrbAr3JrEcbdrUtLk5ZQWuNSK+E6ZXYMea5DuhxZEqzVVHps1B3tr9Jb8Ti4dUwxSRK46zW5+Zx1CJ4GrL7GFrdJx4ngacDZUIsUZnl9eXk5ixYt4pprriEjo/nvRrAnl8lk4rHHHuPXX39l/vz5fPXVV9x8881hvyVer5ezzz6b448/np9//pmVK1dy5ZVXIggCbq/I7L9eSadOnfnxxx9ZvXo1//jHP7Barf5j+60D/BGouro6TjvtNL744gvWrFnDhAkTOPPMM9m9e3fIMR966CFGjRrFmjVrmDFjBldffTUbN25scYy33norL730Ek8//TS//fYbM2fO5KKLLuKbb75BEATmz5/PDz/8wGOPPQbIDYPbt2/PnXfeGbKfm266iQcffJAff/yRdu3aMemcc/B4PFhNAj/99BNTpkzh/PPP55dffuHOO+/kjttv56O33wAC0aXWxt7Q0MCJJ55IZmYmS5cuZfny5WRmZnLqqafidgcWPV9//TXbtm3j66+/Zv78+cybN4958+YB8N5779GlSxfuvvtuiouLKS5uvuVRuO+1nmiafE4hqdBcm5ODkW6z4LCacHpEKurcZNqT62MvVhvoNhV3A2TaLWTZLdS6vJTUOOndQvTCqFC0ZIq5ZnNQIkvJ2lBXScM1ZxsAgeinKMmRtuaE7m1i2UOAJEeUOg6NdqhRYX+NE8FaBQTSbgqUyFJ6ei1uYHun0xma+5AcXfppvn66Kk8D3Nup7e3CQAZwWBvbpAVt4/n7HqxpzS/egrF161YkSaJ///4hjxcWFuJ0youka665hvvuuw+AG264Qd2mZ8+e3HPPPVx99dU89dRTYZ1HTU0N1dXVnHHGGfTu3RuAgQMHAnI1bcm+vVxz/UwGDBgAQN++fdXXmv2kTZQkREli6NChDB0a+J7961//4v333+fDDz/k2muvVR8/7bTTmDFjBgB///vfeeSRR1iyZIl6jGDU19fz8MMP89VXXzFmzBgAevXqxfLly3n22Wc5/vjj6dy5M88++ywXX3wx+/fv56OPPmLNmjUqqVNwxx13MG7cOADmz59Ply5d+Oqzjzln8nk8/PDDnHzyydx2220A9OvXj/Xr1zPv2cc487wLVN1Sa2N/8803MZlMPP/88yqhfemll8jNzWXJkiWMHz8egLy8PJ544gnMZjMDBgzg9NNP58svv+SKK64gPz8fs9lMVlYWHTqE/m6CEe57rSdSkaUkR3NtTpqDooUpr08+kfe+VvRKCtoH9YhLNpTVtyzuVqBElpKWLPkJfc8WiKzFbFJTkFHpliq2w89vyfePuymqMcaC/TUuTFa52vRgsqRElmx2OSq4t8YLx/jdxL99FDzJ951tC5HqeoSDooA//PADa9euZfDgwbhcge/D119/zbhx4+jcuTNZWVlccskllJeXU18fnpYvPz+fadOmqZGJRx99VI1meLwiF18xg5uvv4ZTTjmF//znP2zbtk19bbBdgscnUV9fz80338ygQYPIzc0lMzOTjRs3Nol2HH744SHn2aFDB0pLS5sd3/r163E6nYwbN47MzEz19vLLL4eM5bzzzmPSpEnMmTOHhx56iH79+jXZl0K2lPPu07cfO7ZuxmIS2LBhA2PHjg3ZfuzYsezavg2fz6dGllob++rVq9m6dStZWVnqOPPz83E6nSFjHTx4MGZzQOfWsWPHFs+/JYT7XuuJ5AoxpNAELbU5ORgFmTb2VjUmpchbaXXSqRnbAAUdcxxsLa1LSrIUiCy1THb7+o0pd5bV4/aKzfrAGBU+UWJXecuGlAoKM+1UNniic/Fe9jBIPuhzCnQeEe1Qo0ZxdQOCRSZLHTMOSsP5yZPgT9PtrWyEoy+EpQ9AzV5Y84rcR05rWNPhn/s02VVprZP9NS7y0m10yWt50bJlfx1Or4+e5pZ/q8Ho06cPgiA0SUv16tULkIW+Cnbt2sVpp53GVVddxT333EN+fj7Lly9n+vTpqgbGZDI10WUqzyl46aWXuO666/jss89YsGABt956K4sXL6ao1xCunvUPpl96Ecu+Wsynn37KHXfcwZtvvsk55/iF+SipOJGbb7qJzz//nAcffJA+ffqQlpbGueeeG5KCAppEfARBQGwhTak8/sknn9C5c+eQ5+z2wPzQ0NDA6tWrMZvNbNmypdl9HQxJAgQBi1mQhewHXS+C3ze17UsrYxdFkZEjR/Laa681OVZRUZF6P5Lzbwk3hfle64nkmXFTaBa/V/i7uDfjXROMYJF3skGxDWiu1YmC9orXUhJWxLVmG6CgQ7aDTLsFryixszy5KuL2VDbg8UnYLKZmrR8UFEbr4l21G9bJWguO/3u0w4wJv1eXIph8gEBRelHIc0oazi1UAvL7gcUOY2+QN1g+F7w6/C4FAWwZmty85nQkazpmR+vbmewZSNZ0vGEGlgoKChg3bhxPPPFEm9GhVatW4fV6eeihhzjqqKPo168f+/aFksGioiJKSkpCLvxr165tsq/hw4cze/ZsVqxYwZAhQ3j99ddV5+pBAwcwc+ZMFi1axKRJk3jppZeavN4rSixbtoxp06ZxzjnncNhhh9GhQ4cQcXM0GDRoEHa7nd27d9OnT5+QW9euXdXt/va3v2Eymfj000957LHH+Oqrr5rs67vvvlPvV1ZWsm3bFnr27ovFbGLQoEEsX748ZPsVK1bQu09fzGYzrjDsEUaMGMGWLVto165dk7Hm5OSEfc42mw2fr3UtrR7vdaRIkaUkR6W/5DyvFb0LJLd9gCLw7tTKhbaj6rWUPOXYCpTUaGuRJUEIGI4mW9sTpRKuZ0FGE+fnYCj2AQcidfFe/giIXuh5PHQ9MupxxoJ9dXIqJ8uSj9UUupJW0nBeqRFMTtVglRGXQGYHqNkTIHsGhVpy3srnB4GS9EhE+k899RRer5dRo0axYMECNmzYwKZNm3j11VfZuHGjmsLp3bs3Xq+Xxx9/nO3bt/PKK6/wzDPPhOzrhBNO4MCBA9x///1s27aNJ598kk8//VR9fseOHcyePZuVK1eya9cuFi1axObNm+nffwC1dfXce+tNrFy2lF27dvHtt9/y448/qpomUOJKchquT58+vPfee6xdu5Z169Zx4YUXRhwxORhZWVnceOONzJw5k/nz57Nt2zbWrFnDk08+yfz58wE56vTiiy/y2muvMW7cOP7xj39w6aWXUllZGbKvu+++my+//JJff/2VadOmkZdfwEkTTsdqEvjb3/7Gl19+yT333MPmzZuZP38+TzzxBDfMlNPD4dgH/OlPf6KwsJCzzjqLZcuWsWPHDr755huuv/569uwJvwdijx49WLp0KXv37qWsrPkuE3q815EiRZaSHIrRX3Ml58FQxMPJaEypEKCWBN4Q1PKkOvnOryyMyBLIff4g+dqebFPE3S1UwimIyj6gei+seVW+n6CoEkCp35CywNHUGybdmk62TS6+MFmr2FPpJ0tWB4y9Tr6/7CHweZq81ihQXKvNzTg/B8OsVIxFQJZ69+7NmjVrOOWUU5g9ezZDhw5l1KhRPP7449x4443cc889AAwbNoyHH36Y++67jyFDhvDaa68xZ86ckH0NHDiQp556iieffJKhQ4fyww8/cOONN6rPp6ens3HjRiZPnky/fv248sorufbaa7ns8iswm83UVFVy2WXT6NevH1OmTGHixIncddddTd8Pn8gjjzxCXl4eRx99NGeeeSYTJkxgxIjYU8D33HMPt99+O3PmzGHgwIFMmDCBjz76iJ49e3LgwAGmT5/OnXfeqR7rjjvuoFOnTlx11VUh+/nPf/7D9ddfz8iRIykuLuaZlxdgtdmwmAVGjBjBW2+9xZtvvsmQIUO4/fbbufvuu5n+58sAwjLeTE9PZ+nSpXTr1o1JkyYxcOBA/vznP9PY2Eh2dvPFRs3h7rvvZufOnfTu3TskfRcMvd7rSCBIyWi8YzDU1NSQk5NDdXV1RF8SLXDhf79jxbZyHj1/GGcN69zidk8v2cZ9n21k0ojOPDxlWPwGGCPcXpH+t32KJMGPt5zSooj9yw37mT5/FUM6Z/PxX4+N8yhjw6SnvuWn3VU8c9EITh3SscXtHv9yCw8t3szUUV2579zDW9zOaLjl/V947fvdXHNib26a0LQCSMGTX2/lgc83ce7ILjx4XpjVbAtvhh+ehe5j4bKFGo04cgybeyu+vP9xVPuT+O+pjzZ5fvKHk9lcuZmG3ZeR7hvML3dOkJ9wN8Dcw6ChDM5+GoZdGNXxnU4nO3bsoGfPnjgc4emFIsGW0loa3T56FGSQndbywqy4upEDtS4KM+2tRoKNhhqnh51l9TisZrW9UHM4UOukuNpJbrqNbvnpcRxh+FiyZAknnngilZWVIV5FG0tqcHtFehdlktFCRbQkSawvrsEnSvRrn4XD2rwBabKhtd9HuNfvVGQpyVHpjyzlprcelShI0jTc/honkiQ3tmyttD6ZI0vlajVc6+Xyuf7zr2pMrs9QTcO1oauLuD9cXalceg8JqYBT4PaKNIrlAHTLbp7stk/3G1Naq6l1eqlx+qNItnQ42l/6vOwhEI3pg+YLMqVsDUrPsWTrn+ZRGui24HOmwJKkzXQlSQr0hWvGvVuBIAhq8Ui8254YHSmylOSorFcMDVtPwyWrZklx5e6Y42hV76KIv8vqXIaw648EFUoarg3dmfIZKwQ5WbC9LNw0nN/eItw03I8vgNcJnUfKjt0JwoE6F4LfNqBHTvPRXaUiLi3Nbx9QGaStO+JycORA+VbYskjfwUaJ1rrVB0NNwyUZmVDE3W1VmVr95+dJspYnijcUNN9ENxh2v0bMnaR9KPVCiiwlOVSBdxuRpfxMRbOUbGRJqYRrPbWQl25VJ7pk6hHn9Pio9buOtxlZSpM/w+okIks+UaLUL9ju0kZaJqJqOI8TVr0g3x9zTVzdug/G/honJr8hZcfM5iNLCllKT2+GLNmzYMSl8v3vwjNXjCdEMfhC21ZkKXKBtxGgLLDaIktqZCnO4uJIcMIJJyBJUkgKTokqmQWhzeigzUA94oyEFFlKYjS6fWqoNDdMgXeyRZb2qh5LrV9oBUGgg98+IJnIkvJ5WM0C2Y7Wbc9y1chS8nyGtU4Piioyp43vqFINV14XRg/DX9+F+gOQ3QUGnqXFUKNGaY1T9Vg62JBSgfK4xSb7oqkVcQqOvBIEM+xYCiW/6DfYKKBElQRBwNQGKTUnO1lqMw0XOD8xic7RE2ZkEEil4VpAiiwlMZSLpsUktNnCRIlaNHp8NCZRf7jiMGwDFChkKZka6qoeSxn2Vk1FIUCWqho8SdMQWanWTLeZsVtaF4sqhN7tE6lpbKXHnyTBd0/L94+8AsyJ9dbdW1WHYJEjRi2RJUWzJJqq/K85iCzldoVB/yff/y60HD7R8PmjKBaT0OZ31BJFNZwREG4azhzU7NXI0aWDoaRF20rBAdhTkaVmkSJLSQyFLOWm29qcxDJsZnUiSKaWJ2oarhXbAAUdkrDlSZnisdSGbQAEUq1un0ijJzkIb1WjYm3R9vk5rGay/KT/QGupuJ3LYf8vskP1iEs0GWcs2FldjCBImLCQ78hvdhuFRDVK5YAkG1MejKPkHlz88hbUHdBptJEjYBvQdlTCbA7qn5YkhMkrimokzNpGZEkQhKTULYWrOYPAe+DxNwxOQUaKLCUxwvVYAvlHnoypONWQso00HAR0Tcnk4h1w7267cWy6zYzVP9kli8i7yk/oc1opNw9GIBXXCllSdD1DL4D05slJPLGnRjakzLQUYBKan1KVyJJXcoGpMVSzpKDLEbJY3eeGVS/qNt5IEa4hJfgjLyRXKk6phLOYTGERwmSsiFMjS22QQQh8zhISSfIRxgUpspTECFfcrSAZW57siyCypLY8SaLIkkIKCtuohAOZ8CoWEVVJoluqblSsLcIkS20ZU5Zvg01+R+bRVzW/TZxR2iAbUubbmxpSKnBYHOTZ8wDZmLJJGg5kkboSXfrxefAaIwIcSWRJCBIQJ0sqLlxxtwJlweJJkvODgMDbGtZnGGhs7EuiVKPeSJGlJEbAYym8C5FKlpKkIq7R7VOjZ+FolpIysqR6LIVHeHPTArqlZEBVhN/RNivifngOkKDPOChq2mk9EahwyR3U26c3r1dSoPSIE6w1lNW5cTaXSh10FmR1gvpSWcRuAKj+PGHoXeTtkutC6/afny2MFBUkZ2QpEoF3MOFNluhgPJB0ZOmpp55SXThHjhzJsmXLWtx22rRpCH5BXvBt8ODB6jbz5s1rdhun0/gX3Kr6yCJLgTScMVasbUGJKmXaLWQ72r7YJqVmyU8K8lvpCxeMPDWylFxkKSctzO9oa8aUzupAa5MxMzQZnxao88n6oi4tGFIqUHrEORwtVMQBmK2yaB3kdKMBNCMK6TGHSSaU7bSMLAmCwAcffKDZ/oKhEAJzGCkqSLzX0s6dOxEEodkGwS0hEoE3gEVIkaWDkVRkacGCBdxwww3ccsstrFmzhmOPPZaJEyeye/fuZrd/9NFHKS4uVm+///47+fn5nHfeeSHbZWdnh2xXXFysS8sAraFEltpqoqtAuSAnSxpOqYRry2NJgUKW9tc4k0ZcWh5mXzgFyWYfoLiNaxJZWvMquOugaAD0OlGzMcaCBrcXryA3MO2Z26XVbZXIUlaGbNLZrG4JYOQ0sKTJFgK7vtVsrNHCG4FmKXi7cC+0paWl/OUvf6Fbt27Y7XY6dOjAhAkTWLlypbpNcXExEydOjHDk4UElS4KA2+3mgQceYMSIEWRkZJCTk8PQoUO59dZb2bdvHxDstZSYOaZr164UFxczZMiQsF8TicAbktcCQk8kFVl6+OGHmT59OpdffjkDBw5k7ty5dO3alaeffrrZ7XNycujQoYN6W7VqFZWVlVx22WUh2wmCELJdhw6th9ONgipVsxTehUi5IFckSRpun+KxFGaPqaJMOyZBnhjKkiR6plQmFkZIlhQtkNGhGGjmhivwVsnSQd9RUYQf/ivfH31VQk0og1Fa40LwG1L2bMG9W4FSEWdXXLybiyyBLFofer58//tnNRlnLIiULEWqWZo8eTLr1q1j/vz5bN68mQ8//JATTjiBiooKdZsOHTpgt4cXfY0UCiHwetyMGzeOe++9l2nTprF06VJWr17N/fffT3l5OY8//jgQIBzhNJvVA2azmQ4dOmCxhGeZEdLqJMzIkvoZGiCyaRQkDVlyu92sXr2a8ePHhzw+fvx4VqxYEdY+XnjhBU455RS6d+8e8nhdXR3du3enS5cunHHGGaxZs6bV/bhcLmpqakJuiUC0Au9kqYZT0nCdwhB3g7zia5eVXKm4YJ+lcKB81pVJ8hlWRSzwbiGytP1rqNwB9hw4fIqmY4wF+2ucmBRDysw2NEv+ijjM8vatVvwdcbn8/8ZPwF9tlyhEUg0XvF04UYmqqiqWL1/Offfdx4knnkj37t058sgjmT17Nqeffrq6XXAaTklDvffee5x44omkp6czdOjQkEgUwIoVKzjuuONIS0uja9euXHfdddTX1zc9Pz8heO6px1m+fDlfffUV1113HSNHjqRPnz5MmDCBp59+mnvvvReQ03Dffv0F5585ntzcXAoKCjjjjDPYtm2bus8lS5YgCAJVVVXqY2vXrkUQBHbu3AnArl27OPPMM8nLyyMjI4PBgwezcKHcDLqyspI//elPFBUVkZaWRt++fXnppZdCzl9Jw/l8PqZPn07Pnj1JS0ujf//+PPpooJmzT5S4debV3DD9Tzz6yEN07NiRgoICrrnmGjye5hddqchSUyQNWSorK8Pn89G+ffuQx9u3b09JSUmbry8uLubTTz/l8ssvD3l8wIABzJs3jw8//JA33ngDh8PB2LFj2bJlS4v7mjNnDjk5Oeqta9eu0Z1UjKiIVuCdJBfaQBou/O7l7ZNItyRJUsRpOMUFuypJIksB64Dwzq8oqwXNklJKP/R8sLXeYy6e+L26GsEieya1ZEipQHnejRwxaTU62GEIdB0Nkg/WvBLV2CRJosHTEPOtzt2A09eIW3SFtb1bdMnRjDAutJmZmWRmZvLBBx/gckUWDb7lllu48cYbWbt2Lf369eOCCy7A65XNTH/55RcmTJjApEmT+Pnnn1mwYAHLly/n2muvbbIfhRC8984Cxo0bx/Dhw5s9nlIhZjGbaGxs4KIrZvDDDz/w5ZdfYjKZOOeccxAjELVfc801uFwuli5dyi+//MJ9991HZqbcbPq2225j/fr1fPrpp2zYsIGnn36awsLCZvcjiiJdunThrbfeYv369dx+++3885//5K233gICEb4fVy5n+/btfP3118yfP5958+Yxb968ZveZIktNkVjr2yhwsPmiJEltGjKCLOTOzc3l7LPPDnn8qKOO4qijjlL/Hjt2LCNGjODxxx/nsccea3Zfs2fPZtasWerfNTU1CSFMahouTM2SkupJtshSuJolgI7ZDtaRHBVxdS6v6hwcaWQpWawDIo0sKe9DWW3Q+VXvhU3yiptRf9Z0fLFie/keAMw4yLJmtbqtakwpVgBS6y7lAKOmw+/fw+p5cMysiJ3KG72NjH59dESv0QovnLAIr6/tz9xisTBv3jyuuOIKnnnmGUaMGMHxxx/P+eefz+GHH97qa2+88UY1+nTXXXcxePBgtm7dyoABA3jggQe48MILueGGGwDo27cvjz32GMcffzxPP/10iCZVIQTbtmzh5BNDtXDnnHMOixcvBuDwww9nxYoVWEwC4047CwmJnh2ysVpMvPDCC7Rr147169eHrSXavXs3kydP5rDDDgOgV69eIc8NHz6cUaNGAdCjR48W92O1WrnrrrvUv3v27MmKFSt46623mDJlipouzMnJ5YknnsBsNjNgwABOP/10vvzyS6644oom+0yRpaZImshSYWEhZrO5SRSptLS0SbTpYEiSxIsvvsjFF1+MzdY6sTCZTBxxxBGtRpbsdjvZ2dkht0Sgsj4yzZIi8E4WsqT0eIsksqSIvJOh5YkSVcqwmUmztd4KREGyWQdUR2odkBVoy1PvbzDMTy+DJEL3Y6DdAF3GGS1218ii3wxzYZuLNiUN58ONYK5vW3c26CxIy4eavbBlkSbjjSfCvdBOnjyZffv28eGHHzJhwgSWLFnCiBEjWox6KAgmUx07ypWIpaWyjcPq1auZN2+eGrnKzMxkwoQJiKLIjh07WhznwZ/hU089xdq1a/nzn/9MQ0ODus2+33fwj2svp1/fPmRnZ9OzZ0+AFouNmsN1113Hv/71L8aOHcsdd9zBzz//rD539dVX8+abbzJs2DBuvvnmNqUmzzzzDKNGjaKoqIjMzEz++9//qmNRIkt9BwzAbA7MMx07dlTfr4ORIktNkTSRJZvNxsiRI1m8eDHnnHOO+vjixYs566zWG2l+8803bN26lenTp7d5HEmSWLt2rcr2jQqvT6TGKV9MciPULNW5vDg9PhzW8C7QiUKkHj0QVBGXDGRJbXUSvnBV+ayToRpOkqRAZCnMNFyGzYzDasLpESmvc5NhkeCn+fKToy5r/cUJQEmDvHjLsxW1ua3NbCPfkU+FswLBUt02WbI6YPhFsOIxWPUCDDgtorGlWdL4/sLvI3rNwXB7RTaX1mIWBAZ2DG9R2OD2sbfCG9GF1uFwMG7cOMaNG8ftt9/O5Zdfzh133MG0adNafI3VGpgXFJKjpMFEUeQvf/kL1113XZPXdevWTb0vSZI6zj59+rJx48aQbRUSlp8f6hR/zaXn065jZx598mn69uyGKIoMGTIEt1v+XZr8QurgdiEH64Muv/xyJkyYwCeffMKiRYuYM2cODz30EH/961+ZOHEiu3bt4pNPPuGLL77g5JNP5pprruHBBx9scj5vvfUWM2fO5KGHHmLMmDFkZWXxwAMP8P338meviLtt1tDfoCAILaYNI61o/CMgaSJLALNmzeL555/nxRdfZMOGDcycOZPdu3dz1VWyk+/s2bO55JKmvaJeeOEFRo8e3Wx49K677uLzzz9n+/btrF27lunTp7N27Vp1n0ZF8EQbbqVRtsOius8mQ3Spxql49IRPljomUWSpLEK9EiRXNVydK3DBDJfwCoKgirwP1Llkt+7aYkgvhIH/p9tYo0W5U16ZF6W1Ht1WoKTiBGsYZAlkGwGArV9CxY5WNz0YgiCQbk2P6WY1OXCY08iwhf+aLFs6giDEVFo/aNCgZsXY4WLEiBH89ttv9OnTp8ktOLsgSnJbD4DzLzifxYsXt1ngU15ezrYtm7jyur8x9rgTGDhwIJWVlSHbFBXJ5Lm4OCDOb84XqWvXrlx11VW89957/O1vf+O///1vyD6mTZvGq6++yty5c3nuueeaHc+yZcs4+uijmTFjBsOHD6dPnz4hYnOl4W8kBaSmFFlqgqQiS1OnTmXu3LncfffdDBs2jKVLl7Jw4UK1uq24uLhJGLS6upp33323xahSVVUVV155JQMHDmT8+PHs3buXpUuXcuSRR+p+PrFA8VjKcljC6vcD8uSpaF6MTpZcXh9Oj/wjz46ALKktT5JAsxRpJRyEmlIavcmlEhm0W0wRRTFDKuIUYfeIi8ESPqmMF2q8fkPKrE5hba8YU5qs1epioFUU9IbeJwGSrF2KMwKVcOFfKiJpplteXs5JJ53Eq6++ys8//8yOHTt4++23uf/++9vMGLSGv//976xcuZJrrrmGtWvXsmXLFj788EP++te/hmynnJ8gCMyaOZMxY8Zw0kkn8eijj/LTTz+xY8cOPv/8cz799FM1hZWXl0defgHvvD6fLVu28tVXX4VoWAH69OlD165dufPOO9m8eTOffPIJDz30UMg2N9xwA59//jk7duzgp59+4quvvmLgwIEA3H777fzvf/9j69at/Pbbb3z88cfqcwejT58+rFq1is8//5zNmzdz22238eOPP6rPK5GlSMhSypSyKZImDadgxowZzJjRvHtvcznunJwcNdfcHB555BEeeeQRrYYXN1RFaBugID/DRmmty/AVcYr4VRBQO9GHg3ZZikDY+D5Lal+4KCJLXlGi1uUNy9k8UYi0L5wC5f1w7d8sWwYgwEjjpeAkScIplWMCeuSGSZaUyJKliuraMKODo6bDtq9kU84T/wkWffyGmkMkfeEUKM10JeQUl6mV12ZmZjJ69GgeeeQRtm3bhsfjoWvXrlxxxRX885//jHrchx9+ON988w233HILxx57LJIk0bt3b6ZOnRqyXbAhZVpaGl9++SVz587lpZdeYvbs2YiiSM+ePZk4cSIzZ84E5BTbMy++zOybZnHCmJH079+fxx57jBNOOEHdr9Vq5Y033uDqq69m6NChHHHEEfzrX/8KMUT2+Xxcc8017Nmzh+zsbE499VT1WmSz2Zg9ezY7d+4kLS2NY489ljfffLPZc73qqqtYu3YtU6dORRAELrjgAmbMmMGnn8o9FBWBtykCtpTSLDVF0pGlFGSo7t0RXohUY0qDmzYqq+4su6XVyfZgKFGoOrcXsY2JOtGItC8cgMMa0PRUN3gMTZZUzVmYeiUFSmSp87YF8gN9x0Fe91ZekRjUOL1I5ioA+haEVw2ruHibrNXUOuU0ZZtEpN+pcr+42n2w4SM47NxYhh0RlBROuB5LEOgt5hVl+4DWvqF2u505c+YwZ86cVvcZHEXt0aNHk6hqbm5uk8eOOOIIFi1qXRjvO4gM2u12/v73v/P3v/+91dedfPLJvP/Vd2Q7rPQozGgyRpArq4NF2wdvo5hcNodbb72VW2+9tdnnDj5/u93OSy+9pPowKVDeU68occ8jT9GzMNRyY+7cuS0eXyVLkoQoSRERrUMVSZWGSyGAyghtAxSoLU8M7uKtRCUiScEBKnmQJKh1tVGanWAoXkKRpOEgQD6MLvJWWp3kRBxZsmPHzcCSD+UHDGYXoGB/dSMmv3t39zbcuxUoaTjBb2RZG04qzmyBkZfK95W0ZJwQqSGlgmRppqsYUkYSOYPglifGPj+IvBEyhL4fydI6Sm+kyFKSIto0XEGSuHjXNEYu7gawWUyk+fUxNQYXQUdqSKlASWsZ3T6gKsJWJwoKM21MNP1Auq8GsrtA3/FtvygB2FFRhmCSz1F1524DShrObJPJUthC/RGXgGCWe8WVbmx7e42gXGjDbaKrQI9munpAbRIcIVlKdDPdcCFKUiA6GMFnKAgC5pRuKQQpspSkqIyirB6Sp+WJGlmKIs2UnWYJ2YdRoVoHRBhZyksS+4CoNUtZdi6wfCX/MfJSMBnT4mJnzV4AzFImDkuYzZ4zgiNLYtvGlAqyO8npOJB9p+KE2CNLxr7QHpyGCxfBzXSNXGihCtgRIv4MI+3xd6gjRZaSFAFDyggjS5nJ0fJE8ZCKNLIEAYIVVrVRAhFrZMnoZFCJfobrA6agi28vo00b8WGCYX/SY2iaoKRuPwAOIb+NLQMoSi9CQADBF54xZTCUVNy6N8AbH81hQOAd2aUiWS60UZNBf5Qm2KfJiPD6AlGlcDpdBCMl8g5FiiwlKQJNdCMUeCdJZKlG1SxFXoOg6JzCXrUnAD5RoqIhWrKkNNM1OlmKLrLUfdfbACxjGISpBUoEKpyyt47DFL6Dv9VkpTBN7vEVtteSgj6nQHZnaKyQhd7NQOsoRzQC7+DtjX6hVcYXaSGISQhEajwGPkdPlGQQQkXeyQ4tfhcpspSkCKThohV4G7waLpY0nEMmWEaOLFU2uFF+v/kRfoaqZqnR2IQ3UvduALxucja/C8Cr7hNxeX16DE0TVLtqAUiztN4T7mAoqTiTtSoysmQyy47eEHA190Nxs27NJiUa+HzRXWyVSJTxI0vy/+Yoqr3UVJzPuCJvVdwdphdfMA6lyJLyuwh2fY8UKeuAJEUsPkuQDGm46ATeEBxZMi5Zqgjq6xfpRJaXNAJvJQ0XwWe46RNMDWWUSHl8LQ6jvM5Np9zwewPGE3UemSxlWDIjel2HjA78UvYLgiVMY8pgDL8IvrkfdiyFiu2QLzdfNZvN5Obmqr2+0tPTI067HAxRkvB65EWVx+1C8oX/PfV53EheNy6nD6fTuGtyt9uJ5PXi85hwOiMkBT43ktdHY6MJK8Yk9Y2NLiSvG7wSTmdk2j/J60byenA6BZyW5CRMkiTR0NBAaWkpubm5Ib3xIkWKLCUpohV4K2m4WqcXt1fEZjHmRBatdQAEa5aMm4ZTbQMi6AunQInUVBlc4B1VNdxqOWLyqflkfJgpq3MZlizV+8lSpi2yyFKePQ8AwdwQue4stxv0ORm2fiELvU+5U32qQwc5YtVSc9RI4RMlSqudCIC1IS0iB2inx0dZnRubWcBbHZ74PREorXXh9or4amxURtgrs7zORaNHxF1lJTMC49x4oqrBQ53LS6PDgrMysrm0utFDrdNLg91CbYTXGaMhNzdX/X1EC2N+wim0CkmSApGlCH2WctKsmE0CPlGissGttgcxGhS9UXSRJX8azsCRpUCrk8hbeCgEudLokSXF/iHcibZyp9+xG5ZnnwoNAVJpRDR668AEORGSpRx7DhAlWQIYcalMlta8BifeAmb5/RUEgY4dO9KuXbsmTVujwbbSOu78YBW56VbevXpQRK9dv6+aOz9aQ7ssB29c2XybDiPgjhe+Z29VI49MHUbPLrkRvfatzzay6LdSph/bkwuPNJ5pKsDdH//GN5sOMOOEPkwe1CWi1775w27+u2w74wa15x8T++k0Qv1htVpjiigpSJGlJES926f6e0Qq8DaZBPLSrZTVuSmvMy5Zqo5F4J0E1XCBVidRRJb8qVcjV8NJkkR1pLq6n16R/+91Il5vdyg5QFmtcaNnTrEeTJDryInodQGy1BjdZ9h/ImS0g/pS2PwZDDwz5Gmz2azJxaHaXcfeWh/paWk4HJHNE/nZPvbW+qh0OSN+bTyxpdxFZYOPnMyMyMdptrK31seBBsmw57i13M3eWh9ZmekRj9HhcLC31sfv1V7Dnl88YcwcTAqtQrENCDZgjATJ4LV0qGuWoml1oiBPjSwZ9/Nr9Phw+4WvYaXhfF5Y+5p8f+SlKok8YODIklusByA/LTKylG2Tq+cEc0N031GzFYZdKN9fPb/1bWOA8h2NNHod/JoGtw+nx5h6HkmS1FR9pHIGCFqUGXieURYskRaRQGDurTLw+cUTKbKUhKgK+gFEI+IMiLyNeyGKxZQyJwmsA8rUNFzkkaWcIJ8lo1aqKN9Rq1kg3RYGod+yCGqLIb0Q+p9OYZb/O2rgtjxe5AqbwvTIyFKuPReQI0tRX2hHXCL/v/ULqPo9un20AYWMR5MqznZY1GoqoxYi1Lm86u8nmkVZlr/qttbA2kilnY4y1kiQkyR+bvFCiiwlISqjqTIKgnKBNmpkSZKkIJ+lQ9OUslwVeEehWfILvCUpzN5iCYBygcxJC5PQK6Xwwy4Ai40if2TJyJolUZDJUruM3IheF7NmCaCgN/Q4FpBgzavR7aMNVMQQWRIEQY2AGnWeUd57m8WEI4oIvRrBNuhvEAJFLlGRJSWyZFCyG2+kyFISojJK2wAFygXaqJNYvduHEjA5ZAXe/ve+MAqyZLOYyPBHa4wq8lY8oMIi9DX75MgSyOJlAlouo5Ill9cHpkYA2mfkRfRaTcgSwMhp8v9rXgVR+1SXMj9Ek8KBwPxk1KpN5b2PZo6BgJ+bUSNLPlGizt9MPJpFp6I1rGn0GLqlS7yQIktJCIXp52VE9yNX0nBlBk1xqCs+swl7FNYGyWAdUB6DdQAEJjLDXogisQ1Y8xpIInQfC4V9gUA0w6hksLrRDSb5M2yfFR1ZwuSkxumO/kI04AxIy4OaPbDtq+j20QpUshRFZAkCn2GFUb+jMZMlY2uWFKIE0UWWlN+u2yfSaFDdWTwR1jtYU1MT8Y6zs8NvAZBCZFAmsUjduxUEWp4Yc9UenIKLRpOlrKLqXF68PjEq91q9oWhxor8QWdlb1WjYELnq3t1WZEkUYY2/MayiwyFYD2LM89tfW40gyCQn1xHZXJdj80eWBAkfjdS7fdH59FgdcPj58P3Tchqz77jI99EKlAh21N9RpRDBoBHs6obYyFKWnywZNbJUE5RmtFsiTzOm28xYTAJeUaKqwUO67Y9dPB/W2efm5kZ00RIEgc2bN9OrV6+oB5ZCy6iKsi+cgnyDa5ZisQ2A0FVUncsbNanUC06Pj1r/qq8wCoE3BBlTGrTlSbBmqVXs+AaqdoM9BwadpT5s9BTH/roq+Y5kwW6O7DO0mq2kW9Jp8DaoqbioTQ1HXCKTpU2fQl0pZLaLbj/NQCH00WiWIECyjBsdjMI0NQhqut+ghF757URTJAPydTzXbzNT3egxrDlsvBD2L/Sdd94hP7/t7tqSJHHaaafFNKgUWocy+USrWTJ6y5NY+sIBWM0m0m1mGtw+ahqNR5YUkmoxCVETQtWY0qDNdMPWLCnC7sOngDUwGSur9jqXF0mSYm7doTVKG+QmuiYpParX59hz/GSpkeoGD52jvRC1HwRdjoA9P8La1+GYG6LbTzOIpRoOAvOT0RdlsUaWGtw+Q0awlahsdhQpOAXZaTJZMmoEO54I613s3r07xx13HAUFBWHttFevXjE1rEuhdQSq4Q5NgXeskxjIRKvB7TPkqi+4yihaEhBopmu884MwNUv15bDhY/l+UAoOAtFBnyjR4PaRYbB2EmX11QBYiJ4sFdcXxy7yBvm92/Oj3P5k7PVE1JekBUiSpBLx2CNLxp5nohE/Q2gEu9bpjfp90gu1MVTCKVB+vyn7gDAF3jt27AibKAH8+uuvdO3aNepBpdA6VIF31Gk4RRzsMWTHbEWYHe0kJr9WniCM+CMPhMejn8SMXmlUFU7vwp/fBNEDHYdBx8NDnkqzmlWfHiOm4iqcMlmymTKier2qWzI3xE7oB08CWyZUbINdK2Lblx91Lq9qKhptNVzuIR5ZspoDpsBG/I4q36tY5tEclSwZ8zOMJzSJG1ZVVWmxmxTCRKyRpbx0m7r4NKKeoEadxGIIHxu4UiVgFBf7JGbU8LiShstp6TsqSar7tDjiEp5d9yyzlszC5ZOLDgRBMLTIu6pRJkv2KMlStj3g4h0zobdnwpDJ8v2ftHH0VqJKaVYzaeGYijaD/Axjf0c1iWAbWLekSWQpCVorxQsRk6X77ruPBQsWqH9PmTKFgoICOnfuzLp16zQdXArNQ3XwjjLsazYJanjViKu+WNy7FRjZME6LSUyJLBk1xVHVVhru9x+gbBNuazr/qPuVJ9Y+weJdi/m++Ht1E+X9MaIFRLW7FoA0c2ZUr9fExTsYfn8q1v8PGitj3l1FjJVwcOhrliCw4DH0osx+6C7K4omIydKzzz6rptgWL17M4sWL+fTTT5k4cSI33XST5gNMIRRur6j6Z0SbhgNjtzyJpS+cAiO3PImlBYGCXIO3Iqhuyzrgp5epFQSu6t6bT3d/oT68qWKTel+Z5I0YWarzk6VMa1ZUr9fMmFJB5xHQbjB4nfDLOzHvTrEV0YIsGZXQa6ONNC6hj8W9W0GqP1wAEZOl4uJilSx9/PHHTJkyhfHjx3PzzTfz448/aj7AFEKhpDdMQmyRFyOTiVhanSgITGLG+5ErZDeWFV+uwS9EgchSMxdbZw37N3zApZ3a86OvmnRLOid1PQmAjRUb1c2M3HurzusnS7YoyZKqWdIosiQIAZH86vlymjMGVMQo7g5+rVGb6bZJ6MOAsSPYsc+jRl+UxRMRk6W8vDx+/11u3PjZZ59xyimnAHL1hM9nvB/EoYaqICM1kyn6qpfMoNJso0EhcJqk4Qz4I9dGS2Dc8LjT41Mdf3ObcZk/8NM8LmqXzRabjcK0QuadOo+p/acCsLlys7pdloF7/DV66wDIjpYsaR1ZAtl+wWyH/b/Avp9i2pUaWYqFSBi8ma6WaTgjEnotI0vVBvz84o2IydKkSZO48MILGTduHOXl5UycOBGAtWvX0qdPH80HmEIoFDfcaD2WFBhZPKuVdQAYPTwe/fkpn3+t02u4ikaFoJpNAlkHl/xLEh+vf4USi4Wu1mxemfgKAwsG0i+/HwC7anbR4JEb1BrZmNLlqwcid+9WoKnAW0F6fsDYc/W8mHalRJbyozRNBaWZrjF1S6IoBRWSaBDBNuCiTBlTLPNMKrIUQMRk6ZFHHuHaa69l0KBBLF68mMxMWeBYXFzMjBkzNB9gCqEIVMLF5mNl5AtRoOQ1FjM1405iWmiWgm0HjKYnqAq6CDXxkdq3hs2ucgDO7j+FLlldAChMK6TAUYCExNaqrUAgOmhEQu+WZLKUn5YT1etVgbepUdsLkdJc95d3wRl5myoFlWpfuNjmmTw1AmosslTn9qrNumNJUxk5sqSFRUlAs2Sszy8RiJgsrVy5khtuuIFHH32U4cOHq49fe+219OvXT9PBpdAUsbp3K1DaKxgzDadlZMl4F1ot0nAWs0mdBI2W4mi1Em71PLb4DWv7FoV6K/XP7w/ApkpZ5G1kzZIXOfpVmJYb1esVzRLmBm2jn92PhoK+4KmHX6MXerdp/RAmjNpMV0kr2S0mHNborBHA6NYBWliUBDz5/uiImCydeOKJVFRUNHm8urqaE088UZNBpdAyYvVYUhBYERnrR+DxidS7Zb2LFpolI4aPtZjEIHAhMtqqXRlPzsHRT1ctnl/eYbvNT5by+oY8rZKlCuOTJZ+fLLXLzI3q9QHNUiNVjRpWpApCILoUQypOWUTFEpWAgKGl0ZrpapHqB+POo6CNZknJYNQ6vfjE2IoGkh0Rk6WW+jSVl5eTkRGdQVsK4SNW924FRvWwCb4wxpamMm61nxbhcQhEboy26lPScE0iS7+8w25ceASBdEs6nTI7hTzdP08mS4rI26gXIq9PBFMjAO0z8qLah6pZEiRqXLWajQ2AYReC2QbF62Dfmqh2oXxHo27w60eeP41nNPNbrchSQLNkxHlGOwsWMKakIZ4ImyxNmjSJSZMmIQgC06ZNU/+eNGkSZ511FhMmTODoo4/Wc6wAPPXUU/Ts2ROHw8HIkSNZtmxZi9suWbIEQRCa3DZu3Biy3bvvvsugQYOw2+0MGjSI999/X+/TiBqVQX3FYoGahjMYWVImsUy7JabGlMYOj/svRLGSJYPaB6h94Q6Ofq6exxab/Fif3D6YhNDPN5gsiZJoWEJf2eBEMMvRoA5ZuVHtw2624zA7APBI9dqW1msg9K7ToAgBjGtMqYVtAAQWZbUuY80zHp+I0yMXfsSy6LSaTWT4HdyNGKWPJ8K+GuXk5JCTk4MkSWRlZal/5+Tk0KFDB6688kpeffVVPcfKggULuOGGG7jllltYs2YNxx57LBMnTmT37t2tvm7Tpk0UFxert759A+H/lStXMnXqVC6++GLWrVvHxRdfzJQpU/j+++9b2WPiUBlOz60wYNRVu+qxFCORyA7qCO4xWLWY6rMU44XIqJUqqt4leEW7bw0Ur2WLXSYIB6fgAHrk9MBmslHvqWdv3V7Dimf311Wp9/Mc0Qm8IdjFu0H7Vbsq9H4Hoohc1WgVWTIqodcqspRmzMhS8G8m1s8wZUwpI+x38aWXXgKgR48e3HjjjQlJuT388MNMnz6dyy+/HIC5c+fy+eef8/TTTzNnzpwWX9euXTtyc3ObfW7u3LmMGzeO2bNnAzB79my++eYb5s6dyxtvvKH5OcQKRQ8SbXNLBUathou1E7iCgzuCx+JErCV8ohRElg7NC1GzTXT9EY4t+V3AV9UsWbKYLPTO7c2Gig1sqthEvmMkYDxCr5Il0YbVHEOKw55DSUMJglmuiGuX7dBmgADdx0JBHyjfKhOmUZdF9HItKjYhQCaMGsGOfZ4x9qIzw2aOKUIPssh/X7XTcIuyeCPid/GOO+5ICFFyu92sXr2a8ePHhzw+fvx4VqxovdP28OHD6dixIyeffDJff/11yHMrV65sss8JEya0uk+Xy0VNTU3ILV7QXuBtrElMi07ZIFeLKSsqI+Xag6sPY70QGbVvU5NqOFet2oJji1U+5765TckShFbEGZXQH6ivAsBEWkz70cWYUkEMQm+3V8TllaOxsRRZAGTajTnPaKdZCvi5STG6pmuJWo3SqBBoaG60QpJ4I6zZesSIEXz55Zfk5eUxfPjwZgXeCn76KTbn2JZQVlaGz+ejffv2IY+3b9+ekpKSZl/TsWNHnnvuOUaOHInL5eKVV17h5JNPZsmSJRx33HEAlJSURLRPgDlz5nDXXXfFeEbRQRV4x+h/ouhljGYdoISzY53EQI6e1bm8htItKStQm8WE3RJ9yTIEe9gY5/wgkIZTCf2v74K7joaC3uxxlgHNp+EgoFvaVLGJc3sFXOZbKixJBMoaqgCwENuiMbgiTpdV+9AL4cu7oXitnAbtNLzNl0DonJBhj+07qlY0Gmye0a4aTj4/nyjR4PaREWPKSytoFRmEQMuiP3pkKax38qyzzsJul51czz77bD3H0yYOnjBbm0T79+9P//791b/HjBnD77//zoMPPqiSpUj3CXKqbtasWerfNTU1ar88PSFJkpo31srBu84ll4SaY2idoiXU8LgGK6LsNCv7qp2G0hNoVQkHATJiNMM4tSWPkobzRza2Dj4dfv+AwrRC8hzNV5EpkaXNlZsNeyEqb5QjyTYhPab9ZNsUF+96fS5EGQUw8P9kv6XV88InS/7vaLoGKZxMNTporAttdYM2ZCndZsZsEvCJErVOr2G+ozVakiVFG2mwRVm8EdY7eccddzR7P54oLCzEbDY3ifiUlpY2iQy1hqOOOipEiN6hQ4eI92m321XyGE8oxAa0WxEp+9UikqMFtHDvVmBEY0otw+PKJFZZb5zzg4PScHtXy1ENs40t7frA73IlXEvolycb2+6t24tXajDkhajSWQ2A3RxbZCkg8NaomW5zGDlNJks/vw3j7oYwBOnK7yVWYTAEFgVGi2BrVQ0nCALZDguVDR5qnB465GioO4sBikA/VjkDpATeCqJeNrjdbvbs2cPu3btDbnrBZrMxcuRIFi9eHPL44sWLI7IsWLNmDR07dlT/HjNmTJN9Llq0KC42CJFCudDazLG5zgLYLWZs/lWjkSYyrcLjECBcRgof12p4IVIiS0Y6Pwi+ENngxxfkBwefw5aGYqDlFBzIqamOGfLvc0vVliD7AOOcY41bri5LM2fGtB81DWdqoFqv6GePY6BogOzovW5BWC/RqgABApqlOoNperScZ4wo8tZUs2TQqtt4I+Jfw+bNm5k+fXoTAbSSuvL5NPQLOQizZs3i4osvZtSoUYwZM4bnnnuO3bt3c9VVVwFyemzv3r28/PLLgFzp1qNHDwYPHozb7ebVV1/l3Xff5d1331X3ef3113Pcccdx3333cdZZZ/G///2PL774guXLl+t2HtFCmcRi9edRkOWwUF7v9v/IYxOraoUaLdNwqjGlcX7kWrQ6UaBoloxUDefxier3NI9aWa8EcMQVbFn/DNCyuFtB/7z+FNcXs6liE9mOjlQ1eIx1IXLLabgMq0ZkSS/NEshC7yMuh4U3wo/Pw5FXyI+1goAPWOy/QWWu8ooSTo9Imi22RZ5W0GNRZqR0f6CJbuzzjFELSeKNiN/Jyy67DIvFwscff0zHjh3jKrqcOnUq5eXl3H333RQXFzNkyBAWLlxI9+7dAbmZb3B0y+12c+ONN7J3717S0tIYPHgwn3zyCaeddpq6zdFHH82bb77Jrbfeym233Ubv3r1ZsGABo0ePjtt5hQutXHUVBMiScX7k2k5iBkzDabhqV4SXDW4fLq8vZsG4Fgi+6GdvXABeJ3Q4HLqMYusKuUGukmprCf3y+7FkzxK/bknWAhrJmLLeUwdAljU7pv0o/eF0qYYLxuFT4Ys7oWwT7FgKvY5vdfM6lzZeZyCXrgsCSJJs3HgokqUsuwHnGVUbqUG63z/PGGnRmQhE/GtYu3Ytq1evZsCAAXqMp03MmDGDGTNmNPvcvHnzQv6++eabufnmm9vc57nnnsu5556rxfB0hZYpHAiqiDPQhUjLXLsRWxFo1RdO3ocFkwCiJIsv22Un/kKkirsdJkyr/Cm4I6+gzFlOhbMCAYFeub1a3UdwRVyWYwJgrNLzBp9MlhSBdrRQW56YG/S90DqyZcK06gU5utQGWdJyUSYIApl2C7VOL7VOL+2yYt5lzBBFSTOLEnkfxnOa17IaLqBZMk4EOxGIWLM0aNAgysrK9BhLCm1ASy0BGHNFpJWDNxg0sqRhGs5kEgx3jtX+CXWC/Veo2iULioecy5bKLQB0y+5GmqX1lK9SEbelaguZdnmKMlIazuWrByA3LTaypAi80TMNp+AI2ciXjZ9A9d5WN9XyOwqB6IZRFmW1Li+KfOpQ1SypZFDDarg/ehouYrJ03333cfPNN7NkyRLKy8sTZs74R0SdxpOYEbu6K2SpScf6KGBMzZJ2kSUIrP6N8hkqE+p54ufyA8MuAlu6Spba0isBdM3qSpolDZfPhckuL8yMcn4AbkkmS/kxtDqBg00pXTGPq1W0HyS7eks++Gl+q5sGIkvafkeNUkiilMA7rLF7nYExm3bX6lAN90cXeEdMlk455RS+++47Tj75ZNq1a0deXh55eXnk5uaSlxddB+4UwoMq8NY4DWeUC5EkBYXHNfJZAqOFx7XzWQLjXYiqGjx0EUoZ6VklP3DEdECOEgH0yWvZNkCBSTCpFXM+yz7AWKt2r58sFabHRpZUnyVBotpZF/O42oT/s2D1PPC2nFLRMoUDxvNaUqs107RpgZRlsPMDbaODysLV5RW1bficZIj4nTy4XUgK8YPa3FLr8LhBOmY3enx4fNr4SEFwlYoxzg+0T3FkGUx3VtXo4SLzl5iQoPdJUNAbIKLIEsi6pZ8P/EwjvwOdDEPoAUShEYCijNyY9uOwOLCZ7LhFl1phpysGnAmZ7aFuP2z8GIZManYzzdP9BluUaSnuBqMuyjTURtotqt9ZdaMnZtuaZEXEv4bjj29dHJiCfgik4bT5kRttElPC2GaTQLoGVTPGNKVURPoap+EMElmqq6vlYrN/QeXXyfhEH9uqtgGteywFY0C+XEBSI+4CRhvmOyqKEpKpEQFolxF7JD3HnsOBxlIaxVo8PhFrjI7ZrcJigxGXwtL7ZaF3C2RJa0JvtFSx1mTJiJGlGg0/w2DjzaoGD+21bPicRIj4nVy6dGmrzwe3EUlBWygRIC2tA8B4k1i2w6KJJYURc+2aX4gMJp7tVvw5+UId1bYO5PQ7FYA9dXtw+pzYzXa6ZXULbz/Z8nb1PkWzZIzPsLKxEcEkp7A6ZsVOlvIcuRxoLJUr4ho9FGTq3Blg5DRY9hDs+hb2/wbtBzfZRPtFWaDHnxGgzjNaRZYMpo2UJEn9vWghZwDZYFYmS3/ciriIZ+wTTjihyWPBFzY9TSn/6NA6PG60juBKBEiz8Lh/onB6RMP4EOmVhjPEZyhJHLlfdone0PlcjjLJ77eSguuV0wuzKbzPoMBRAECDrwowToqjpLZKvV+QHls1HDQ1ptSdLOV0hgGnw4YP4bun4awnmmyiZbsTCO1DaQRonoZTXeaNcX4ur6jKGTSraDTgwjPeiDjmW1lZGXIrLS3ls88+44gjjmDRokV6jDEFP/S70BrjB6BUqWi14gvWdhmCTKB9NVyWKvA2wGe4czmdnVtolGzs6jlVfVgRd4ebggMoSFPIUg3gM8znV1JbKd8R7VhMGohng4wp43axHXON/P/Pb0HdgSZPa78oM9g8o5NmySjnp0S4BAEybNp8hrmp/nCRR5ZycppWgIwbNw673c7MmTNZvXq1JgNLoSm0Luk1VFQC7SNLZpNAlt1CrctLTaOHQr1X7W1AkiT1QnRIVsOtfBKAd3zHkZVVoD4cqbgbZBJhEkyIkohgqafWGVtrEa1Q2lAFgElK12R/of3h4nQh6joaOo+UmxyvegFO+EfI04d09JOAF5jWmiWjWAeoeiW7BZNJmw4biteSUVKNiYBmasKioiI2bdqk1e5SaAZaWwcYLTyuZV84BUaqVKl3+xD9Znia+SwZ5UJUvg02fwbAS75TQ76jKlmKILJkNpnJs8uaIMFcZ5hJuqy+CgCLoA1ZCnbxjhtZEgQ4yt8F4cfnweNUnwom9IeqF1ig0bO26X65mlfUZJ+xQOvoNaT6w0EUkaWff/455G9JkiguLuY///kPQ4cO1WxgKTSF1v4nRnOeVTqva5WGg+BVX+LPUXmfLSYBh1WbdYphIkvfPQ1IrDQfwXapU1ADVS+/1/4OQO/c3hHtMj8tn3JnOYKljroGr9qsO5GocMol/jYhQ5P9KS7eujbTbQ6DzoLFd0DNHvj1HRh+ESBf8H1+Rq/dosyYAm+tI0sgE8L8DG38m6KFlpVwCoy2sE4EIn43hw0bhiAISIpfvB9HHXUUL774omYDS6Ep9HTwNsKFKNCvSbsfuZHagQSnN7R6rw2R4miogLWvAfCKcDoQuNDub9iPT/JhNVlpl94uot0WOArYwhYEcz0+SY7MaXUBjxZVzmoA7CZtyFKIZimeZMlshdFXwuLbYeVTMOxPIAjqHGMS0MS+A4znBaY1WbKYTaTbzDS4fdQ6PQknS2olnIaLTqMVAyUCEc88O3bsCPnbZDJRVFSEw/HH9F6IF3yiRL1brjTUzMHbrqz+JZweMeEdwat1SMMpE6IR9ASqx5KmKz4DWAf8NB88DdB+CN8UDwBE9QK5t1buQ9YpsxMmIbJoWr4jHwCLtQ4v8vuXaLJU46oFIM2ijYYquBou7tHPEZfCkvug9DfYvgR6nxgwvrVrR+iNKvDWkkxkO6w0uH0GmWe01UVCUNN1IxSSJAgR5wK6d+8ecuvatWuKKMUB9e7Aj1Cri22GzYIyH9Ya4EdQo/GKD4xlTBkQXmq54ktweNznge+fA0A8agb1bjFkXHvrZLLUObNzxLtWKuJs9gbAGKvaGo+chsvQmCwRT82SgrRcNf2miPO11ivJ+zKWcapSdavlPGOkymJlHtX0M0z0PGMA6GgXm4KWUC4UNos2zR9B7lpvJPGlLis+f0rPCP4gWlcZgQH6bv32AdTug4x21PU9q8m49tXLvd06ZXaKeNdKZMlqk3uxGeFCVO+RI0uZtixN9qf2h4u3ZknBUVcBAmxdDAc2aa6LhOCohBdRlNrYWl+IoqSSNk0XZQZM92saWbIbK5WaCKTIUpKgLqgcVEtkO4yTi1YiL7pElgxAlrR2RobQFd/BOkLdIUmw0m9qeOSV1HllEm8zBwj9vjqZLEUVWfIbU5osMlkyQkVjo1dueKuQnFgREHg3UNWYAHfk/F6ySSXAd0/pQuiV36AkQUOCG7HWu71IakWq9gJoI3xH9aiGyzRYdDARSJGlJIHa6kTDHzgYa8UQsA7QQ+Cd+PMLtCDQftUuSnIlU1yx4xsoXgsWB4z6c8DaIuj8lDRcp4zII0tKGg6zHM0xAqF3+mTilufQhiypmiVBpNpZq8k+I4ZiUrn2DbxVxYC2F1q7xYTF7/eT6HlG+Y5azQJ2i3aXPyMtyvSohjPSdSJRSJGlJEFtkPBSSxgx166t8NJI1gHaT2JpVjNm/4Uo7mRi6YPy/yMuhYyCZr+jKlmKIg2nRJZEk0KWEv8ZeiSZLOWnNTXnjQYOiwOrSa6eqnJVa7LPiNFtjGxU6XPRY8tLgLbzjCAIiU8X+1Gng4AdDFKV6ocekaWUdUCKLCUN9LjQBu8v0T9y3x9CS6D9JCYICdKd7f4edi4DkxXGXuc/fmhPMY/PQ2lDKQBdsrpEfAhFs+ShFpAS/h2VxyKLzQvScjXbZ5ZVjlLVums022dEEAQ49kYABux5m1xq9ZtnEnyxbS76qQWMNM8okSUtLViU33SDO+DD9UeDZmTplFNOoVevXlrtLoWDEHDv1u5CC4Gu9YmexIJXnJo6eBsoPK4X4U1IRdwyf1Rp6PmQ0yXk+Mr5lTSUIEoidrNdjRJFgvw0mSxJeMHUmPCoBIBIIwDtM7WJLEEgFdfoq02cALrvOOhwODaxkcssn+mQ7jeGNlKvedRILU9qddBGBn8f/qjRJc3I0jnnnMOll16q1e5SOAhaG1IqMEoaTplk0qxmbFpqCdKMI7xUPWx0+gzjpicoXgdbFoFggmNmqg8f/B1VxN0dMzpGlfKwm+1kWuUSfbk/XGI/Q0mSkExyZKldRp5m+81z5Mp3TA2JE0ALAhwnR5emmT+nwOLSdPdGMaYMpOG09ZTLNlA3hIB1gHbzjN1ixmaW5+U/KlnS7N285pprtNpVCs3g4BSHVjBKGi5gG6BPtZ8xIkvap+EgOLIUp3Nc9pD8/5DJUBBoYXJw78JYKuEUFKQVUOepw2SuTfh3tKKxAcEkj6FjlvZkSTA3Uuf0Js54c8CZFNu609G9i5Gl7wLDNNt1Vry/oy2gVuP+mgoC1XDGmWe0jNCDvMirqHdT/wclSzEt4X///Xf27Nmj1VhSaAW1Lp0iSwZx11UmGS31ShDQEri8Is4Ely3rloaLJ+E9sAnWfyjfP2ZWyFO1B0XO9tTJc0MsZEnRLQmW+oQT3v21lQBIkkBBujbVcBDs4t2QWDJhMvG/zKkADN71KrgbNNu1URo+q5EljYmEMs8k+vxEMdAIWcuqWzBeQ+R4I2Ky5PV6ue2228jJyaFHjx50796dnJwcbr31VjyexLPqQxV1uqVwjNHkskaHVicgk0ElA5ToVd8hMYktexiQYMAZ0H5QyFMH60GUyFI0lXAKFK2TYKlL+CRdUlclj0VyYDZpl8YJ7g+X6HNcZDqW3WIRDneF3MZGIxglgn1w9FMrZBskslTv9iKqPlJ6RbBTZCksXHvttTz33HPcf//9rFmzhjVr1nD//ffzwgsv8Ne//lWPMaZAkHj2EE3D1ejQ/BFkl3LlPUu0+FKvNFzcCG/FDvjlbfn+sX9r8nRLmiVNIkvmuoRfiErrqwAwSWma7jfbHnDxrnclNvpZ45Z42vd/8h/fPgZebbRLRhN4ax3dNYq5r3J8q1nAYdW22D3TILqzRCHib8wbb7zBm2++ycSJE9XHDj/8cLp168b555/PM888o+kAU5ChR4UDBFYLiRZA65WiApmA1Ti9Cb3YSpKk2znGzQNl2UMg+aD3ydB5RJOnD161x+KxpEAxpjRCZKnMT5YspGu632AX74Rrepwe3vUdx925n2Ct3QdrXoEjLo95v4HvaKLPT6fIUlAaTpIkTT2cIkHwdULrMRhFd5YoREw9HQ4HPXr0aPJ4jx49sNlsWowphWagnzBR6VpvjBRVhg7iViOIvJ0eEa8/Pq4X4dWVTBzYDGtfk+8f//dmNwn+jrp9btVjKRayFBxZSrSursJZBYBVyNB0v8HNdBNNCOucXtxYqR15rfzAN/drol0yiqmhXmk45fx8okSDO3HRwRodevspMIruLFGImCxdc8013HPPPbhcgfCsy+Xi3//+N9dee62mg0shAIXM6FV2nugfgF6978AY9gHKhV4QIMOmbdlyXLQEX90Dkgj9T4Nuo5vdJPg7WlJfgoSEw+yIymNJgRJZMlnqEtP/LghV/nYkDrPGZEnVLDUmlEz4RIl65UI/6jLI7QZ1++H7p2Pet3HmGX3m0TSrWW3pksgItl6VcJDSLIX1jZk0aVLI31988QVdunRh6NChAKxbtw63283JJ5+s/QhTAPQUJhoj167X+YExIks1QeF/rcPjAS2BTue3dzVs+BAQ4KTbWtwsWFe3t24HIEeVYjnfQDVcHaIE9W5fwkrrq12yw3aaOUvT/YZUwyXwdxh87Mz0dDjxVnj/Slj+KIy8DNLzo9634TRLGn+HBEEgy2GhssFDrdNLR+08SyOCnnKGlGYpDOTkhH7ykydPDvm7a9eu2o0ohWah/Aj08M4AuQmr1ydiMSemA46awtFJswQBL6dEQM8VX5aeaThJgi/ulO8PvaBJBVwwgis2t2hQCQdB1XDmOkB+HxNFlmrdcmQpw2+UqRWCyVIiU421fi2K3WKSjWEPOw9WPAb7f4Xlj8D4e6Led6ZBLEoOtrfQEtlpViobPIldlOlgSKkgKxVZahsvvSQ3V5Qkid27d1NUVER6urYixxRaRnAeXK80HMg/gtz0xOjO6nQSXgbvM5Fmanqu+HSthtv+NexYCmYbnDi71U2DNUt7S2VxdyyVcBBoeSKYXSAkdtVe75HJUpZV28hSts1fDSeIVLnqNd13JGjyHTWZ4OTb4fUp8MNzMPoqyInu8zzUNUtgjFRjTZDAW2uohPcPSpYiCiNIkkTfvn3Zu3evXuNpE0899RQ9e/bE4XAwcuRIli1b1uK27733HuPGjaOoqIjs7GzGjBnD559/HrLNvHnzEAShyc3pdOp9KmEjeILJ0Nim32o2qSWmifyR1+tU0hu8z0RO1HqVLIOOwktRDESVjrhc1rC0AEkKmOFlOixqJVysZCnLmoXVJE/8iRZ5N/jk6Fa2XVuylGZJw+Rft1Y5qzXddyQIfEeDLrR9x0O3o8HrhG/+E/W+DdPuRMffoZruT6hmSZ8MBASMPBP9GSYKEZElk8lE3759KS8v12s8rWLBggXccMMN3HLLLaxZs4Zjjz2WiRMnsnv37ma3X7p0KePGjWPhwoWsXr2aE088kTPPPJM1a9aEbJednU1xcXHIzeFwxOOUwoJygbBZTNgt2pIlCOgJEvkj17MaThUmGkDgreeKT3MyuP4DuQ+cLatZX6VgNLh9KNrrLLtVE0NKkLUgwbqlRIr0XT456pPr0M69G+RzTDPLqb1ad+LIUrMtlQQBTrlTvr/mVbkqMgoo3/v6BHatlyRJXZRp3UgXgpvpJj7dr8ui7A+ehotYoHL//fdz00038euvv+oxnlbx8MMPM336dC6//HIGDhzI3Llz6dq1K08/3Xy1xty5c7n55ps54ogj6Nu3L/feey99+/blo48+CtlOEAQ6dOgQcjMS9HJ+VpBtgFWfXv4nEBR5OWTTcIFJTLNqMZ8HvvqXfP/ov0JGYaubK+dnNslmeFoYUiowiteSW5LJUr5D+zxgukWOVtX4U32JQIvf0W6j5SpISZSrIqNAcEQ8URdbl1fE45N/H7poltTIkhHScDrOM6nIUni46KKL+OGHHxg6dChpaWnk5+eH3PSC2+1m9erVjB8/PuTx8ePHs2LFirD2IYoitbW1TcZZV1dH9+7d6dKlC2eccUaTyNPBcLlc1NTUhNz0hJ56HjBGrl3XNJUBNEt6TmLK+flEiUat+t99/wxUbIP0Qhgzo83NFaO6TLsFj+ihtDF2jyUFRvFa8kqy31B+Wq7m+87066DqDUCWmp1nTroNBJNcFbljacT7tlvMsmicxIm8g0laulX7CH2WIdJw+nRCgFRkKeKZe+7cuToMo22UlZXh8/lo3759yOPt27enpKQkrH089NBD1NfXM2XKFPWxAQMGMG/ePA477DBqamp49NFHGTt2LOvWraNv377N7mfOnDncdddd0Z9MhNCzUix4v7UJcmYN0bvoEB43wo88kOLQ/vzSbWYEQS5cq3N6SbfF+D2p2QdL/PqUU+6EMDQ6wRfa4vpiQNbi5NnzYhsLgYo4k6UuoS1rfEIjAIUZ2qbhALL8Iu9Gb+LIUrOaJQXtB8GoP8OPz8MnN8LV34I5su9ytsNCWZ07Yb/D4EWnyaS9w7bi55bIRWdAs6SnNvKP6eAd8Tt66aWX6jGOsHGwZ0u41vJvvPEGd955J//73/9o166d+vhRRx3FUUcdpf49duxYRowYweOPP85jjz3W7L5mz57NrFmBjus1NTW62ieo4XEdLrTB+01UeNXpEVUdgx6E0BiaJf0iS4IgkGm3UOv0Uuvy0q7tl7SORbeCuw66HAHD/hTWS4Ijg3trA+JuLTylAhVxiY0sSYITAShM1z4Nl+tP7TnFOs33HS7a1LucdCv89j6UbYLvnoax10W0/0y7nywl6HeoZyUcBEWWDGEdoJ9FiZLuT1RLl0QhJlOdxsbGuKWjCgsLMZvNTaJIpaWlTaJNB2PBggVMnz6dt956i1NOOaXVbU0mE0cccQRbtmxpcRu73U52dnbITU8E+9foAVWYmOBJTBD0CY8bQ7Ok+CzppTvTiPDuWAq/viunXE57UC4fDwPBTXT31sfeEy4YqtdSAjVLjR43gkn+DNvpEFnK83stucXEWQcc3Ai5CdLyYNzd8v0l/5EjkBEgK8EGuHp6LEHgt22MyJIe1XDy+YkS2qX7kwgRk6X6+nquvfZa2rVrR2ZmJnl5eSE3vWCz2Rg5ciSLFy8OeXzx4sUcffTRLb7ujTfeYNq0abz++uucfvrpbR5HkiTWrl1Lx44dYx6zVlD0IHq0AoHE9/xRK+Fs+oTHEx05A/0aISvQJNXo88gpFoBR06HTsLBfGuyxpFbCZWhDlgLVcPUJiyyV1QcWgkUZ2keW8v3RKtFUj8ubmAtRa9FPSZJ4Y+MbvGz10djlCPDUyxHICJBonx69I0uKTsgImiU9IthpVjPK9PxHFHlHTJZuvvlmvvrqK5566insdjvPP/88d911F506deLll1/WY4wqZs2axfPPP8+LL77Ihg0bmDlzJrt37+aqq64C5PTYJZdcom7/xhtvcMkll/DQQw9x1FFHUVJSQklJCdXVgfLcu+66i88//5zt27ezdu1apk+fztq1a9V9GgH6R5YUU8MECS91FrAHu5QnqmxZTwE7aER4v3taTrGkF8JJt0T00sB31KqZx5ICtRrOXJswQl9aL88Zkmgh3WbXfP+FafJCUzA1JuxCVNuKbnDV/lXc+/29PLD6Qc7IdPNBVia+X9+F7d+Evf9Ea17URafeEfoEpeG8PlHt7adnuh/+mMaUEZOljz76iKeeeopzzz0Xi8XCsccey6233sq9997La6+9pscYVUydOpW5c+dy9913M2zYMJYuXcrChQvp3r07AMXFxSGeS88++yxer5drrrmGjh07qrfrr79e3aaqqoorr7ySgQMHMn78ePbu3cvSpUs58sgjdT2XSKBnJRUkPnysCMv1IoNGKFuOV2Qp6gtR9d6AqHvcXXLKJQIEr9pVspSlEVlS03D1CfuOljfIwmtB0sd/TdEsCeZG6l2Jiiy1TCZe/PVFACwmC6WuSm4rzOf8Th347vNZ4HWHtf9El57rvSjL1tNJPwwEH1eveSbrD2xMGfG3pqKigp49ewKymWNFRQUAxxxzDFdffbW2o2sGM2bMYMaM5kuZ582bF/L3kiVL2tzfI488wiOPPKLByPSDnpVikHjrAL0nMbvFjM1swu0TqXN5ydGhrLYt6Bkeh6Aml9FM1JIEn/1dTq10ORKGXhjxLoIjZ1oZUioIRJbqqa51abLPSFHeIKfhTDqRJbXlibkxYVWpLWl6NlVsYvne5ZgEE++c+Q7L9izjuZ+fZSN1XIGbuz6/lkmnP9fm/hPdW6xW5zRcwKIksWlUh9Wk2jRoDSNUFicKEb+jvXr1YufOnQAMGjSIt956C5AjTrm5uVqOLQU/9E7DBTqCJ9b/RC8iAYnvmK13dDArloq/n9+CDR+ByQKnPxS2qDsY6kRt81HWWAZA5wxtIku59lwEBARBoiZBDtcVTpksWYQ0XfYfaKabuDRcS+a383+bD8Ap3U6hd25vpg2ZxsJJn3J2/lAAni1Zhndv6950kHiBt97zaEYQkRATkO6v1rESTkGi9a2JRMSz4mWXXca6desAWSOkaJdmzpzJTTfdpPkAUwikqfSqpEp4ZEnnFV/wvhOhy3J5fbi9IqCj/UO0kaXqPbDQ/7s9/h/Q8fCojq8cVzRVApBuSVcJQKywmCxkWeV91XkqNdlnpKhqlNNwepElNbJkakx4qjg4gl1SX8KnOz4F4LIhl6mP5zpyueXU/5KHmX0WC19/fCV4Wu+nmegLrboo09ncF6DeHf9z1NOeRMEfObIU8bs6c+ZM9f6JJ57Ixo0bWbVqFb1792bo0KGaDi4FGYe6g3c8yVIizjH4mLpHByOZxEQRPrgaXNXQeRQcM7Pt17SAOn9U0mOS+0Z2ztLGY0lBniOPGk8VjWJ1Qjxealyy/5HNlK7L/hWyhLmRGmd4GiCt0Zx1wCvrX8EreTmyw5EMKRwSsr3DmsZ5Ay7kuY2v8CpVjPv6XzD+Xy3uP5ELFtA/smS3mLCYBLyibLKrZ4SnOQTsSfSPLNX9AY0pY05sduvWjUmTJqWIko7QO9eelegqFf8kpkcTXQXKjzwRegKFLGXYzJh1sEaAKNOMPzwn+ypZ0uCcZ8Ec/fuvEN5G8QCgXQpOQVG6vzeduU6t+Iknat0yWXLoRZbs/siSIKn6qHjC6fHh9snRT+W7VO2q5p3N7wChUaVgTD1sGhbBzE8OB7+tehZ2ftviMRK9KGut2k8LCIKQ0HR/PCJLidadJRJhkaXHHnsMp7P1EGswnnnmGWprE2fbf6ghftYBGjZijQBx0SwlcFUbEHfrt+LLirQa7sAm+OIO+f74e6CwT0zHVybqelG7nnDBKFRF3olx8a7zyGaRDos+ZMlutmPCBkBFY/x1WcEXv0x/u5y3N79Ng7eBvnl9GdtpbLOva5fejlN7TgTg1Zws+OAqcDZP9qJOFWsEpTekXvMoJNZLSkn9xWMeTVkHtICZM2dGRH5uvvlmDhw4EPWgUgiFnq6sEPhxiRI0JGDVrneaMXjfiUzDxUXAHs4k5vPA+38BrxN6nwxHXB7z8ZVzrHLvB6BLVpeY9xkMtSIuQS7e9R45spRuydDtGDZB3nelM/5kKbi3n8kk4PK5eHX9qwBcNviyVtOeFw26CIDPMjIord0Ln89udruEC7x11ixBYpt2ByLYh26hTCIR1rsqSRInn3wyFkt4H0JjY2NMg0ohAK9PVK3l9SITaVY5PeQTJWqdXl3TYc1B70bBwftOxKo2nsLLsC5En98C+9aAIxfOekLuMxMjlPe13CU30e2SqS1ZCrh41yXE9K/RK0eWMqz6kSWHOQunt5IqVwIiSwd9Rz/a9hHlznI6ZHTg1J6ntvrawQWDGdFuBD+V/sSCrEz+uuZV6HY0DA/tK5jIBQvoH6GHxPahrItj5OyPmIYL61294447ItrpWWedRX5+flQDSiEUwRobvUiM4sxa3ejxp6n08ZJpCfGILMVUWh8j4pKGC5cMrnkVfnhWvn/2U5Ade7pMkiT1uKWNsseS5pElvzGlyZyYyJLT1wBAli1Tt2OkmTOp8kKtO/6apYN9wL7Y/QUAFwy4AKup7e/tRYMu4qfSn3i7oB1XVNfg+HgmFA2ALiPVbRIt8FYWZfGIvCQiTaUS3nhUFaciS80jUrKUgnZQbAPsFv2MxkCeJKsbPQlpphvPXPuhGlkKiyztWQUf+yveTpgNA9rulRgOnB5RbiNjaqDWI1/otWp1oiAkspQAzZJLbAABsnUkSxnWLHBBnSf+es+Di0g2lm8EYGT7kS2+JhgndT2Jzpmd2Vu3l4W9RzNp63ew4CK4cglkyY3OFRmB0yPi8YlYzfrNZ82hzUbBGuCQjywZoCl5ohDfb2sKEUPvNhkKEhkir4tnrv0QJUsBY9EWRPq1++WLl88N/U+H427W7NgKoTfbZA+kAkcB6VZthdDBmqVEVDS6RVlakG3P0u0YWVa5Iq7em4jIUmCeOdBwgHJnOSbBRL+8fmG93mwyc8GACwB4JcOOVNgXavfBW5eo7VBC2g7FeZ6Jh5wBEitib84nS2v8kSNLKbJkcMSjUgwCq75EVBrFQ7OUkdDIUvycdX2ihNMjhj7pdcNbF0NtMRT2h3OeicqluyUoE2d6ehWgfQoOgiJL5jpqE+BD5JVkspSfph9ZUryWGn11uh2jJSi+OZkOCxsqNgDQI7sHaZbwTTgn9Z1EmiWNrTU7+HnCXWDPgd+/k1vpABaziXSbTJjivSiLh5wBEivwjke1X6IrGhOJFFkyOOKh54HENrkM5Nr1L61PqP+Jjp9hutWs6rRDeotJEnwyE37/Xr54XfAGOLI1PbYycdrSqgCdyZLJS2Vj/NNUPmTrlDwdyZLSTNclxp8sBSpuLWyskFNwA/IHRLSPLFsWJ3c7GYCFFT/D5OcBAVa9CD/8FwguPY/voixecoaozGE1Qnyq/RLbLDiRSJElg6NG5wasChJlGBcSHj9Uq+Fc+n+GJpOg+uOohFCS5Mq3Na8CApz7AhT01vzYyvEsNrmpttaVcADp1nQsgh2AcmeF5vtvC5IgR5YK0rUlmsHI85Mlj5QAshSkWVLI0sD8gRHv57SepwHw2c7P8PY5CU6+TX5i4U2w7s2ElZ7HK0KvpBoTqVmKh7lvKg0XBXw+H2vXrqWyMjE9mw51xKMVCAT3bYrvii80PG5uZcvYYAyfJX11Z01C5F//G757Ur5/1hPQd5wux1VX0VY/WdIhsgSQbs4FoDLOZEkURSSTC4CidG363TWHwvRcALxSg27HaAnB39EN5XIabkBBZJElgKM6HUWePY8KZwXfF38Px8yCI/8CSPDB1UwQvg85XrwQ9wh9QjVL+qcZ3T4Rlzf+2sFEImKydMMNN/DCCy8AMlE6/vjjGTFiBF27dmXJkiVaj+8Pj3h4g0CQYVycf+R1/ko4m8WE3aIfWVImsUQ0uIxHlUrw/uucXlj2MCx9QH5i4gMw/CLdjqt8R73+vnB6RJYAMi25ANR44kuWqp0NCIKsAyvK0I8sFfnJkmhqiHvXemWRZLW42FO3B4gusmQ1WZnQYwIAC3cslD28Tv2P/P2TRP5Wcx8nmtbEnUzEQxcJQWmqhESW9I9gBxOxP1p0KWKy9M4776h94D766CN27NjBxo0bueGGG7jllls0H+AfHfHIQ0Pi0nDx8AaBIIF3S9ViOiJe56hMZHm/vAhf3iU/eMqdMPpKXY8rf0d9eAQ/WdIpspRplYlKnSe+1WL766sAkCSBgnT9rAPaZeYBIJga4k7qlXmmjt0AdMzoSI49OmJ4ei/ZkuKLXV/g9DrlYoIzH4Mhk7Hg4xnrXDL2Ltdm4GEiXpGlRJXWe3yiWtih5zmaTYIq0v+j6ZYiJktlZWV06NABgIULF3LeeefRr18/pk+fzi+//KL5AP/oiFsKJ9LeYhpBWQ3p7RquTCBeUcLlFdvYWlvELbJkt3C5+RMGrvu3/MBxN8MxM3U9JsjnJ1irkfBhNVlpl95Ol+Nk+avFGuJcLVZWLwvKBdGOScMqwoNRmOYnS+bG+EdelHY13h1A5OLuYAwtGkrnzM40eBtYsmeJ/KDJDOc8y69Zx2AXPJzw03Ww+fNYhx02AnKG+FiwxLsaLvh48ZpLE+XEnihE/Mtv374969evx+fz8dlnn3HKKacA0NDQgNmsXxrlj4raOKfhEjVJ673iC/ZwOiT1Ej4v02ue5Fbra/LfR/8VTvynfscLQq3Ti8mvV+qc2RmToA+hyPGTJac3vmSpvEGOZAk6O9tn2+XzE8wuqhvCb1yuBZTvaKlrOxBdCk6BIAiq0Hvh9oWBJ8xWPujzL5b4hmIVnfDG+fDj89EPOgLUx0ngnSjzW+V4elf7QWKLZRKJiN/Vyy67jClTpjBkyBAEQWDcOFk0+v333zNgQPSrkRSahxJ5iZcwMe5EIk5RF5NJSMhEJoqSqsvS7RxddfDmhRxf/T9ESWBZr5kw7h5Ner6FgzqXB5NNX3E3BJXWx7larMJPlsySvmQpyxawJVBSf/GCElHe27gViC2yBIGquGV7l1Ed1OsuPT2Dyz1/Y3X+6SCJ8MnfYNGtIOob7Y3XoizR1X56nx8k1oYlkYiYLN155508//zzXHnllXz77bfY7XI5r9ls5h//+IfmA/yjIx7uz5A4Z9Z46XkgMefY4PGhSKR08ZGqKYaXJsKWz/EINq72XM/yoqlxI0ogv5+CVT/bAAUFabkAeKV63Y7RHCqdchrOIoRv0BgNrCYrgp+QHYg3WXJ5QfCwt34XAAMLoo8sAfTJ60O/vH54RS+Ldy1WH8+yW/Bi4dV2N8FJt8oPrngc3pkGHv0asMczFQ7xrxaLVyFQ8DH+aJGlqN7Zc889FwCnMxAqvvTSS7UZUQohiJc/SKKEifGaxNRj1MT3R65MYmaTgMOqcXh821fwwQzZmTu9kHf7PsDn39v5U5wJb3AaTs/IUoFSWi/I1WImU3wIYbVLJktWQdsWLs3BLKXjFZyUN1bpfiwFoig3QjbZ9yNKPnLtubRPbx/zfk/reRqbKzezcMdCzu0nXzOygueZ426C3O7wv2tg/f+gYjtMfgGK+sd87IMRN4H3QdVi9sz4SFMO7u2nJwLGon8sshTx7O3z+bjnnnvo3LkzmZmZbN8u57hvu+021VIgBe0Q+JHrLfBOTMlrPMPHiWh5EpxGFbSK9nic8Nk/4ZVzZKJUNAAu/4K6wmFA/FOptS5vXNJw7TIC1WINnvit2qvdctrPbtY3sgRgFTIA4kqWlOin2bEPkFNwWnxXlVTcqpJVlNSXAMF+bv7v6OFT4OL3Ib0ASn6BZ4+T3b41rliN1zyTqGqxeJFB+RiJs0dIJCImS//+97+ZN28e999/PzabTX38sMMO4/nn4yPW+yMhXisGZRJr9Pjw+uJXLRbPH7maa49jqwXNtRL718N/TwqYTR5xOVzxNeT3TJghXrzScIX+NJxgboxrtVGtSyZLDnOG7seym2RrgkpndRtbagdFr2RJk8lSLOLuYHTM7MiIdiOQkPhsx2dACwLoHsfA1Sug98ngdcLCG+H1qVBXqsk4IDGRl/guyuKTgQg+RjznUSMgYrL08ssv89xzz/GnP/0ppPrt8MMPZ+PGjZoOLoXgJqzxsekH4trVPZ6RpURoljSbxNwNsOQ/8NwJUPobpBfCBQvg9IfAJqeHErXiq3XXYrLIrtN6RpYU3x/B3BjX6Fm9R9ZIpZn1T8M5zDJZqnXHz0tKbVeTVgzELu4OhuK59P7W95EkKWB+e/Dnl9UB/vQOnHofmO2w5XN4agz89AqIsc9HwY2C9UYi5pn6Q3weNQIiJkt79+6lT58+TR4XRRGP54/FNPVGsNGY3mTJbjGrJafxbHIZL2fd4GPEM9ce8yQmirBuATwxCmnJHOpEN/QdDzNWQv9TQzZNmO7MJ0cAsm25ZFj1i74opfWYnNQ43bod52A0emWylK7juSnIsMgVcTVxJEs1Ti8ggs1PlqJoc9ISTut5GmmWNLZXb2fV/lWtRz9NJjjqKrjya2g3GBrK4MNr5QXCzthMLONl7guJEUDHy2Im+BgpzVIbGDx4MMuWLWvy+Ntvv83w4cM1GVQKMuJpNAbBaapDNdce/xVRLJPY1vXv8sZLY7l76d+5KMPLmB7dGNOjK1cW5bHZU9Vk+0SFxxslmSx1ytAvqgSQ7fdZEgSJA/XxS1MpZCnTpp97t4IMi3yO9Z5a3Y+loM7lxWQrA8FNmiWN7lndNdt3pi2TM3qdAcCCTQuCLEo8LTvptx8MVy6B8f8Gew6U/AzzTocFF0HZ1qjGEddqsQSm4eJxnfijRpYifmfvuOMOLr74Yvbu3Ysoirz33nts2rSJl19+mY8//liPMf5hoVxoHVYTVrO+RmMgTyTl9e7kTFOFgUS460acZhR97P/5dR5b8xgfmpzyLzQ7K2STlcUrOe+j85jUdxLXDLuGwrRCIDH+Jy6vD5+5HCv6puAAbGYbgmRDEtyUNVQCPXU9ngKnKKcYs+JAlhSvpQZfHMmS04vJL+7ul9cPs0nbCq6p/afy9ua3+XLXl1x7+N8A8PhkJ32HtYVjWWxw9LUw9HxYMgdWvQgbPoINH8OA02XT1a6jw7bISEi1WDzn0ThasCSyWXAiEfEV+Mwzz2TBggUsXLgQQRC4/fbb2bBhAx999JFqUJmCNohXqxMFiSgJDaSp9D/HRISP1UmsLTLorKHxu6d4+rnhnLnmPzJRAo625HF5vwu479j7eP//3ufDsz9kXPdxiJLIO5vf4Yz3z+Dl315GkqSQSqN49b+rcwYq4Xpkd9X9eBbkVJhMluIDt58s5diz2tgyduT4U43OeJIllyekEk5r9M/vz9CioXglL5/v/lDlN2FdbDMKZV3eVd9Cv1MBCTZ+DC9OgOdPgd/eB2/rKVlJkuJvUYLBF2UxIFEu5YlGVO/shAkTmDBhgtZjSeEgxDPPDolNUwULzPVCIgXewe1WVHicsGUR0s9vsWjPNzyQl8n+NAtgYpitgJuPvovDuh/f5GUPn/AwP+3/ift/vJ/fyn/jgVUP0D6jPUd3OAkI9L9rcdWuIepcAY+lbnEgSzYhAw+Vca0W80iyWWKuQ3+ylOfIBcAlxs94szYosqRVJdzBmNp/KusOrOPdLe+SaZtJrUuk1umlMNMe3g7aD4ILF0DpRrkSdN2bsHcVvD0NHLkw6Cw47DzoPlbWPgWhwa2zMexBSASZCGg/43h+f7A0nP65nRSihurRE4fVECQmvJqYktdETGL+86srhZ/fgvf+Ag/2peTdafy18jtuLMplv8VCJ2sWD4z9Fy+f/3WzREnBiPYjeP3017ls8GUA3Pv9vXiC2oDEKwUQL0NKBXZ/tViVM34CaJ8kR/ny0vQnS/lpcsWfJ44u5bVOD2a7P7Kkobg7GON7jCfXnktxfTGOnM3qcSNGuwHwf4/DzN/kRtGZHcBZBT/Nh/lnwCODYOFNsOlT8JuJKr93XYxhm0Fi0nDxaYsFf1yBd8TvrMlkatWwzOeLX9n5oY54tTpREO8VQ0h4/FBc8UkS5tpixpt+5KTdn8HTP8H+XwHwAW9mZ/JYx040CAIWwczlh13O5Ydfgd0c3mrbJJi4dvi1LNu7jK1VW3lg1f1k2k+gzuWlzuWlKCvMVXsMqHG6EGxySkxPjyUFaeZM8EGNJ36RJZ8gR5by4hBZUlq6+IT4kaXShv0IlgYEzPTN7avLMexmO2f3OZt5v81DzFoBpX1i+x1mtoOTboET/iFXyv3yNmz4UDZp/eE5+WayQJcjsLQfyzEmK7tsfbUzhm1taAlYlCl2L3FZdP5BTSkjfmfff//9kL89Hg9r1qxh/vz53HXXXZoNrCU89dRTPPDAAxQXFzN48GDmzp3Lscce2+L233zzDbNmzeK3336jU6dO3HzzzVx11VUh27z77rvcdtttbNu2jd69e/Pvf/+bc845R+9TaRPxav6oIN4rBqdHxCdKIcfWE7qSJVcdlG+Vb2WboXgd7FvDPXX7wQbsljeTgO86DeTxTBu/eGSSMaxoGHeMuYM+eU0tOdqCzWzjrqPv4uJPL+bj7R+TltOJutJecZvI9taUIAg+kMy0S2+n+/EyLNnghjp3/DQ9kuBEAIoycnQ/VvvMPP8x9euTdjBKnb8DkGvphM1sa2Pr6HFev/OY99s83NYNCNYKbb6jJjP0Ol6+nf4QbP0Sti6GbV9D5Q7YvZKC3St5VTmtR++GTsOhw2FQ0BcK+0J+L7Bot7BIRKFFXKvhDjIwtsSh+MgIiPidPeuss5o8du655zJ48GAWLFjA9OnTNRlYc1iwYAE33HADTz31FGPHjuXZZ59l4sSJrF+/nm7dujXZfseOHZx22mlcccUVvPrqq3z77bfMmDGDoqIiJk+eDMDKlSuZOnUq99xzD+eccw7vv/8+U6ZMYfny5YwePVq3cwkH8Yy6BB8nXj9yxc9JECA9DvqajGgmMVGExkpoKJd9X+rLoGYf1Oz13/ZB5U55RdsMfJjYLHYhvdeRFPftz9OVa/mp/Bfw1JNhzWDmiJmc1/88TEL0E87hRYdz0cCLeHn9y7hz34KyG6JLcUSBPXV7ALBRqHkVVXPIsMrRnXpvfMiS0+NGMMnvZVF6tu7Ha5+RL98xuXF5Xdg1vIi3hAq33Iokz9ZR1+N0y+7GmI5jWFm8Emvu99Q6T9T2ABY7DDhNvoH8u9z2NQd++YK6HT/S07QfKnciVe6kdsMHlJnNHDCbKbNYqMgsxOTIxZGWjy2tAHtGEekZ7cnP7kJ+djfy83phSy8Mq/ouMT5L8UvDHWxgnJOeIksRYfTo0VxxxRVa7a5ZPPzww0yfPp3LL78cgLlz5/L555/z9NNPM2fOnCbbP/PMM3Tr1o25c+cCMHDgQFatWsWDDz6okqW5c+cybtw4Zs+eDcDs2bP55ptvmDt3Lm+88Yau59MW6qp30tGyjVypnn379L/4Zfj20NGyG1dNDfv2NaiPh0wPYVVZSU3C3ZIoqc8p2FtZT1fbJtKtZvbtWYGECKKEhIgoSUiSiISEJPkQRRFR8iFJyv8+fD4voiQiSV4kUX5MEkWQfAiiiFkSMUk+TJKIWfThrndxvn0HWV6Juq9Wkub1YPY6wVMvdzx3N4CrBpw18v+uGnBWgxRm+5f0QnmlWtBHXrl2Gs7Z7+1jQ/1vDMn+jW1bXwHAZrJxXv/zmD5kOkXpReHtuw1cO/xavtr9FXvq9mBv9xm1rrGa7Lct7GvYC0C6oM15tAXFa6kxTmTpQH3gOPGILLXLzEGSBNlLqqGKLtmxN7RtCzXeEjBBUZq+ZAlkobdMllZR1djQ9gtiQV4PGHUZqx0TuWrLtxzebTvDemzm27KfKfUdfGwJqARnJTi3QTPFllk+kQIJ8jFRIFgpNDnIs6SRbU4j25JGjjWTLGsmmXUmLnBUUlSdTcXKH7Bb0zGZ7ZjNVgSTDbPFhmCyIgkCkskCJjMSJiSTCREBUZCQEBAFEBGQJPz3kedDBEQkeSoWQEQiT/yNHCs4KzLZ61bCaEFzcBOS1zbpE1pZwHV1bMfrldjx+/e0y3K0ua9YUV7vQpIkOhf1oiCvk+7Haw6akKXGxkYef/xxunTRT7PgdrtZvXo1//jHP0IeHz9+PCtWrGj2NStXrmT8+PEhj02YMIEXXngBj8eD1Wpl5cqVzJw5s8k2CsFqDi6XC5fLpf5dU6OP2HTX/nuo61vOW054a7Euh2iKvvChFz6M1/F6QxUw8es49RXsJf/35u8/ApApimT7RLJF+Zbn81HgEymQfBSYfRQ47OSLPgrM6eQ78khLL4LsjpDd2X/rBLndoKA3Hlsm5c5ySupL+L74e5b98hg7c34mLVdiW22AJP15yJ81T1mlWdK46+i7mL5oOra87/i1/CcmcJqmx2gOpQ2yMDjLov9FHSDX3/LEKda1saU2KK2vAkASLWTY9Y/yZNltIDrA3Mj+usq4kKUGsRRM0CG9s+7HOr7r8TiEfJyWCpYdeIvp3KrbsURJ5MvdX/Lkxvlk9vuFHYLIjv2B57NsWRSmFVJkyyEPM5KnAbe7DpenAZe3kTqfi0p8VAgSPkGg1myiFtgJgEe++WplAeLB7gV+C7CXNn+j2/mFoLf83wXfvxSf4/nP7+Lv4nM4BX+yHMU//vTf+B7Uj4jJUl5eXkjUQJIkamtrSU9P59VXX9V0cMEoKyvD5/PRvn3o5NG+fXtKSkqafU1JSUmz23u9XsrKyujYsWOL27S0T4A5c+bERZ8lYMYuhhPJSSykWDSTkrzGOfimrGkEwKw8JgWek2+CvL0AgnJfWTEJAj7k1ZgoCHgBFxKNoojHFHhP60wm6kwm9oU1WB9plmrSJDf2uhLsjb9iK7MhSiJljWVUuaqavkQAn7MD5w0azzUjL9VV13NkxyPpIBxPifQNi4rn8bc4kKUKt5x+zLV20P1YAHn+ajF3nErrKxrkyJIg6b96BjCZBBDTwdxIaV18vKRcHADiI9C3mCwMz7iElXVz+anmHTZXTqFfXj9Nj6GQpKfXPc2Wyi2APEek0YHJA0/h2C7HMrzdcNIsaWHvr6Z+P+WV26mo3Ut5fQnlDQcod5ZT6aqixlNPjbeRGp+TGp+LBtFDvc+L1yTh01hPLkgSJgJxIWW+VAL2wc9FgvDyBYmHzRIfSUpziJgsPfLIIyFkyWQyUVRUxOjRo8nLy9N0cM2hSXpHapryaWv7gx+PdJ+zZ89m1qxZ6t81NTV07aq9x8xjV3wZ1ni0wue/lfCXV1YzvFsu78/QP42z6LcSrnxlNcO65vLBNfFJG/W75VPcPh9f33QMORkiNa4aatzyrdpVTYWzgvLGcsqd5ep95X+36KbR20ijt2XxrUWwUJBWwKCCQRzb+Vj++boHjyuHv0w9iXbp4U3OsWCg41yKG5axz7mBTRWb6J/fX9fjVXvkpXqhXf8UDkC+34fIS3zIUnmjHDU2xYksAZildETKORAH401JkvCYZLLULVt/sgQwIOsYlhYvwpq1ntu/vZ1XT3sViyn2JIckSXz9+9c8sfYJlSRlWjPplzaRpT915/Rhw/n7kYdHvF+TYCI3syO5mR2VAE6r2FFWz4kPLiHTbuHnO8fh9rkRJRGf5FP/VyAo/wQBk2DCJMhLQJNgCjyGSf27OWw/UMdJD31DlsPCL3fGx//w9MeW8du+Gl667AhO7K9/Ycc5T33Lmt1VDL54pO7HagkRf0OnTZumwzDaRmFhIWazuUnEp7S0tElkSEGHDh2a3d5isVBQUNDqNi3tE8But2OPQ0heQTyIEsS/iiOeHksKMh0WKupFPF4z+Y5c8h35Yb1OkiQavA1UNFbQ6GvE7XPj8rlw+VwICBSmFVKYVkiOPUcVazs9Pm5yfaYeNx4oSm+Hd/9grNm/8Namt7htzG26Hq/OJ5Oldmnx0REUZeQC4BN01rv4UeEnS2ZBf6KrwEI6bqCsUX97hBp3Dfjd4nvm6m8qCpCdZsVVcjZpWTv5rfw3Xln/CpcNuSymfZbUl/Dv7/7Nkj1LAMiwZnDRwIu4eNDFPPXVPr7xbI9fVXFw1a0k4LDoS7Tj6d6tIN42M/Fs59ISwjryzz//HPYODz88cuYeDmw2GyNHjmTx4sUhZf2LFy9utkIPYMyYMXz00Uchjy1atIhRo0ZhtVrVbRYvXhyiW1q0aBFHH320DmdhbMS7iiMRP/IMu5mK+sgN4wRBIMOaQUYEnedDGiE35+CtAzLtFjyVo7Fm/8LH2z9m1qhZEY05EtS56/Agp6k6ZuqvdwFon6GU1seHLFU55fOzxpEsWYVM3BAXl/Lfa2TbANGTRUGG/r3vQF4cSd5sukpT2SG8xJNrn+SkbifRPTvyBr4+0cebm97ksZ8eo8HbgMVk4dJBl3LZkMvI8evb6pyyb0e8zX0B6t1e3dtVxbMZuYJ4G/zGs11NSwjryMOGDUMQhDb7TQmCoKsp5axZs7j44osZNWoUY8aM4bnnnmP37t2qb9Ls2bPZu3cvL7/8MgBXXXUVTzzxBLNmzeKKK65g5cqVvPDCCyFVbtdffz3HHXcc9913H2eddRb/+9//+OKLL1i+fLlu52FUxHu1EG8fKflYVqAxLj/yQKsTM2ZTnKKDDgu+ht6kCx1p8Bbz8baPmTpgqi7H2lwpOzGLnmwK0/WvFANonyWTJcHsot7tJMOm76q92ikLyW2mdF2PEwyHOZN6oNpZpfuxtlXJREL05MelFQgELErsrqM4qucGviv+jjtW3MGLE16MyEJjY8VG7ll5Dz+XyYv5lvzK4r0os1tMWEwCXlGi3uXTnSw16RIQByTqWhGvPqnNIax3d8eOHXqPIyxMnTqV8vJy7r77boqLixkyZAgLFy6ke3d5RVJcXMzu3bvV7Xv27MnChQuZOXMmTz75JJ06deKxxx5TbQMAjj76aN58801uvfVWbrvtNnr37s2CBQsS7rGUCKiRJbcXUZRksamOqE/AjzyeqUaVDMZ9EhMoEI+nQXiTBZsXMKX/FF1SuRsqNgAgOjvFLZWqRJYA9tdV0ytfX7JU65bJkiOOZCnNnAmSP0WmM3b4yRKegri0AoGgRrNOH4+MuYNJH05i9f7VPL3uaf5y+F/a1C+VNZbx+JrHeX/L+0hIbfqVhd3MWiMIgkCG3UJ1o8ffskrnNFwiFp1xNDAWRSkhWYiDEdaRFTJiBMyYMYMZM2Y0+9y8efOaPHb88cfz008/tbrPc889l3PPPVeL4SU1lJWlJEGDx6f7FzMhuXY1fKy/b1U8XXUVKOeX5hqNI+MDtlRuYe2BtQxvN1zzY22s2AiAz9kpbsapdosVyedAMDvZX1tJr3x9S+vrPLKQ3GGOH1lKt2SBB2o9+ntJ7a6VTUUtUmHctJHBmp4uWV24fsT1/OeH//DMumdYvHMxNx5xI8d0PqbJ65xeJ6+sf4Xnf3meBq+chj21x6ncOOpG2me0/D2ojbO5r3wsmSzFoz9cQrSfcTQwrncHjhHPczwYUR95/fr17N69G7c71GDi//7v/2IeVAqJgcNqwmwS8IkSdU6v/mQpIWm4+DW5TIQoUQlTNzjtnDrkVD7Y+gELNi3QlSyJrk5x/QxNUhoSTvY3VOh+rHqPHFlKs8aPLGVas8EDDXEw3tznd2B3EB9TUWiqd7lwwIWYBBNPrn2SbdXbuPqLqxnbeSzTBk/jQMMBtlRuYXPlZtaXr6fSJVcIHlZ4GDcfcTPD2g1r83h1CYjwxlPTk4hFZ1YCFp1Ws4Ddkji38Ijf3e3bt3POOefwyy+/hOiYlFVJqpFu8kIQBHVFFI/wcSJy7UqUR2k8qScSIUoMrNo9TO0/lQ+2fsCinYu4+Yibw678Cwcen4etVVsBObIUzxWfmQy8VFLmN4zUE41eObKUaY2P+Bn8LuUN8SFLJX5T0UyT/uXfCtQLrZ/ECILABQMu4LSep/Hcz8/x+sbX+Xbvt3y799smr22f3p4bRt7AaT1PC1vfdKhXi8W7LZZ8rPiRwWBta7yin80hYpp2/fXX07NnT/bv3096ejq//fYbS5cuZdSoUSxZskSHIaYQTyQi8nKorohqEzBJZzsCn9+QwiEMKhiER/TwwdYPND3O1qqteEUvki8NyZMX13O0IFf3VTRW6X4sp78tRjzJkuJS7tLZpdwjeqh0ydYPOXEyFYXA78HtE3F6AouWHHsONx1xE/8763+M6z6OorQiRrYfyfn9z+f2MbfzysRXWDhpIWf0OiMiIXiiLEqCj60nAvOo/r0ZFcTzOpEI7WdziPjoK1eu5KuvvqKoqAiTyYTJZOKYY45hzpw5XHfddaxZs0aPcaYQJyQifBzfXHsiJrE4rviCVu2SJDG1/1TuWHEHb296m2mDp8XUsDcYAb1SR0CI60RmN2XgBCpd+pfWu8QGECDbHj+ypLqUS/oab5bUlyAiIokWcuzaRR3bQrCNRp3Li+OgJtrdsrvx8AkPa3a8xFiUJCANd6iSwQREzppDxDOnz+cjM1OeOAoLC9m3Tw7jdu/enU2bNmk7uhTijniGj+sTGD6Oj/BSjl4lggx6RQmXV2Riz4lkWbPYU7eH74u/1+w4wZVwDqsJqzl+WgK7SZ5/quLgQ+QWZbf2HHuW7sdSkO8nS16pvk27lliwxy/ulm0DbG1srR1MJiFu84zL68PtlRthH/JVt3GcR+N7fvGfR5tDxDPckCFDVJPK0aNHc//99/Ptt99y991306tXL80HmEJ8Ec+S0Fq1WiyO4eOEhMfjuKK1WdQG4zVOD2mWNE7teSoAC3cs1Ow4gchS57iv+NIt2UB8qsW8kkyW8hzxI0vtVONNL06fU7fj7PGLuyV3ftz9a+IV4Q3WJsbLGBbiHMH2L8oO2ciSAdy7IQqydOuttyKKMlP/17/+xa5duzj22GNZuHAhjz32mOYDTCG+iKswUf0RxH9FVB9HMhjPScxkEsi0hX6Gp/WUG+p+sesLXD5XzMfwib5AJZyzk6qTihcyLHJkqT4OZMmHTFby0uNHlgrSspEkeWqucenntRQSWYrzZ5jpiE+EV/kNxNMYFuK76FTlDIe6gD3ZNEsTJgQa9fXq1Yv169dTUVFBXl5eQpXqKWiDeGmWvD6RRr+4MxHVcIeqgB3kz7DW5VXPcUT7EXTI6EBJfQlL9yxlXPdxMe1/d+1uGr2NWAUborsw7pNYli0bnFDv1d+0URLkyFJBWrbux1KQ5bAi+dIQLPVUu6tb9RCKBSpZcucn5DsK+s8ztf6oSzy9ziDecob4z6PxNDBORKeH5hBxZGn+/PnU14cKD/Pz81NE6RBBQsLjh2oaLgECdmh6jibBxMSeEwFYuD32VJwSVWrv6AmY435+2TZZ0+P06VstJooikun/2zvzMCmqc/9/q/eeme6ejVnYkV0ZFYgIuKI4QsQ1iogSEg2JUeLFqzESNYK/KIlXxURvriZxBRJNjGhyVa6gDiayKApBAQGRnRlmmKV7Zrqn1/P7o/pUVzMzPV3dVV2n2vN5nn4e6KmuPtVVdeo97/t931f0xPUrzE07FyB+D0bFXnSaepY6Ep6lXD+IEtpBbbNS9aixBCTu+Zx4sCXvWS41WYkCxvKikVrAQqsTIANj6e6770ZFRQXmzJmD//3f/0UkkpveMJzcQPUnWnte6IrPZjHBbsmdseTSI0tFtwdR4hgvG3YZAODDIx9m3UaDirvLbMMA5DaMCgDFDppar222mC/ohyCIkoOKXBpLDgtITDSW2nIQhiPhUt2MCa3vQz1CVIDMg51DzVIuFy20gLH4/VqfQ4MKvOvr6/Hqq6/CbDZjzpw5qK6uxm233YYNGzZoMT5OjsmV50WvSezk1Hot0ctYoisw+ap9VMkoDPcMRygWwnsH38tq/182i54lj3kogNyv2ksdNLVeW8/S8Q4x244QAWUFuSsdUGg3g8Q9S42d2lQp9wa9ktEcC5Xm/j7MUThcL71LrsJw4WgMXeFY0nfmAkEQuhUX1QoW+sIBGRhLFosFs2bNwqpVq9DY2Ignn3wSBw8exLRp0zB8+HAtxsjJIYmUUG3d43o00QW6p9ZriV4hgJ4MXkEQ8O1TRKH3W/vfynjfhBApDFeAwQByv+IrLygGAEShrWfphF80JoSYHSZTDksjWMwQYgXxMbRp8h1HO44CAEwxF0BsOtyH8d5iWmuWdNQNArmQMyT2n2tdFj1Gn9ZRiBw3Qu6NrGaAgoICXHrppZg5cyZGjhyJAwcOqDQsjl7kyrOkR5z95O/Lnfcst2EqeRVvOTQr7uP6j9Hkb8po38f9x9EabIVZMMMaGQAg997BfoXFAAAihFXJ7uuNE51xY0njtj89YRW0rVJOQ3BCpAyADqHinHslcl0aIbfGoN1igi3HfdMSkg1tF9aGFXgDgN/vx6pVq/Dtb38b/fv3x/Lly3HVVVfhiy++UHt8nByT7+5xk0lAoU3USGk5UUdjBP6QKGLPpYAd6F2kP9A1EGf0OwMEBO/sfyejfVOv0jDPMPiDomYh18LL8gIPCBG/W0sBdEtA3LeZ5N5YspnEUgUtXa2a7F8Sd4fEyt05F+nnKtyvk1ciV8YgFVfr4XXJte5M79IBio2lG264ARUVFbjzzjsxbNgw1NXVYd++ffjlL3+JsWPHajFGTg7JmWZJx0JjuThG+b71CnH0ZPBS71KmBSqpuHts6VjdJjGP05bIFstSrJ6K1oBYx8ksODX7jt5wmkRdVkuXNpol6lkKdYkFMHPveclRNpzOSRahaAzBiHZNu/UqTwL07sFWGz3q8fWEYmNJEAS8+uqrOHbsGP77v/8bU6dO1WJcHJ3IVbaYnquFXHjP6PHZzLnN9gMSK76eHkSXDr0UZsGMHc07cMB7QPG+qbh7TOkYSauQ61VtoV2WLaZhyxNvSDSWbEKBZt/RG4XmYgBAW1Ajz1LcWIqE4sZSnhal9OnUKoN6r4HkMilqk+iCoOc8qnUYzqDZcH/6059w2WWXwWLRd+AcbchVtpiecegih/Z6Ar3E3fLv7On4ypxlmNx/MoDMvEs0DDe2bKxu57DIbtE8WwwAfEEx285myr1nyWUVjRhfWNswHAmVQhCAAisboWK10atGj8VsgtOqfbhfT89SIutWWzlDZyj3RTd7IreKMA7z5CpbTK9sOCA3LU+kfk06usd7m6RpzaU3v3oTkVj6v4E36MWxTrFx9ujS0bL6J7l9ENktJiDuWWrSKFsMANpDorHkMBdq9h294baJxlJnuE31fUdiEdR31AMAYuEyFNksmlZg7omcVfDuyn3fNEqi5Yl2nhe9Ct/Kv1NLY0le8NKQAm9O/iLPFstFmKoox9lwQEJwrWXBOF09Z30UFr1kyCUothfjWOcx1B2uS3u/1Ks0oGgA3Da3tP9c94YTBAEWiAZMs4bGUmdILE3gtOQ+DFfqEIXXIeJXPePvuP84IiQCi2AFibh0CoXHvbt5nHbuykGtpXz3LNHjs5oFcZGkI9xY4iRhMgk5cZHr0WSWkouJWldNVh+rdofFgetGXQcAWLFzRdr7lUJwpWNBCNE11EhT65s11Cz5I6KxVGjNvWep2OEGiYlGfUtA3VAj1SuVOaoAmHR60OamwrVeBj2QuC+0bAei6zyaQhupFvIwqt4t1bixxOlGLqrP6rsiosaEhu5xHbP9EsXiej++60dfD4tgwWeNn2FH84609rvx2EYAori7KxxDJEbi35f7LBW7SayoraXAOxAVjaUiW+6qd1M8ThtIVPze5q5mVfdNjaUSaxUAfbwu9EEbimibLZYQB+f+GqVeek3DVDrVkQJyU/5BTznDySg2li688EK8/PLLCAQCWoyHwwD5HmvPiTHIgCarI9i7SL+ysBK1Q2sBAKt2rupzn7tbduOjYx9BgICZw2ZK14Ye4mAAcJrFOkTtGpYO6Ir6AQAuHYwll8MCEhG/V+3yAVTc7baIxlKRjoYEoN19SAjRNQyXkxIl0qIz9/dgLjRLrBSkBDIwliZOnIh77rkHVVVVWLBgATZt2qTFuDg6klvPUu4n6qIchAD0vMnpKpoQSIUxe2LeqfMAAO8ceKfPit4v7XgJADB9yHQMdg9OOr5ci4MBoMAiGhJaGkuhmGgsufUylqhnKaCNZ6nAVCF+lw7XqFleHFaj+zAY0df7mRPNko5903JRwZuVVidABsbS448/jqNHj+Lll19GU1MTzj//fJx66ql47LHHcPz4cS3GyMkxuchUYaHOkrbZcPodn7wjeKpV37jycRhfMR6RWASv7n611+0aOhukit83j7sZgL5hRgAotLrFcYTbNfuOMBG958VOl2bf0RsuuxUkQnVZ2hhLdpQD0G/VrnWtJRqGNgnJdY9yRS48SwnNkg7GYA6fE4Y0lgDAbDbjyiuvxBtvvIGjR49i7ty5eOCBBzBo0CBcddVVeP/999UeJyeH5ETgTVN6dXAf5+L4qCGmhzEhCHKRfupV301jbwIA/GX3X3rNulqxcwUiJIKzqs7CuPJxAPSrX0NxxY2lQFQ7YylKugAApQ63Zt/RGy6HBbGIaKSp7Vmi5R9M0XhfOJ0eRFrfh3Lvpx7i4JwUv+3ST9OTi0a6empbTyYrgffHH3+MX/ziF3jsscdQUVGBxYsXo6KiApdffjnuvvtutcbIyTFa3+SEENmKQYcwXA7c4+06useB9CeyiwZfhOrCarQGW/H2192LVHqDXry25zUAwPdP+770viS81OlBWxw3YLqiHZp9R1QQPUsleniWHFaQqPqeJX/YL2mghChtdaKXZ0nbrFS9DXopGy5PPS/0d9VSpK9ntt/JKDaWGhsb8fjjj2PcuHE477zz0NTUhFdeeQUHDhzA0qVL8fvf/x5vvvkmnnnmGS3Gy8kBWruPO0NRxKUEugovtdQsJdLqdZqo0zQILSYL5o6ZCwBYsWtFN0H4X/f8Ff6IHyOKR+DcAedK7+vV6oRSYi8GAARJh2aV5okgepbKCzya7D8VosCbNtNVT+B9rEP0KrlsLgSDdum79MCtcSKJ3m0ycuPBjiZ9Vy6Rf6dWC2s9sxlPRrGxNHDgQPzxj3/E/PnzceTIEbz22muYMWNGkptz0qRJOOuss1QdKCd3aC1MpDeAxSRILQFySU6z4XQIMwKAW0FLl6tHXg2nxYm9rXtx/0f3o9HfCAAIRoNYuXMlAFGrJL/H9c5SKXWKBgxBFIGI+pm5wUgYgkm8TvsV5j4M55Z5lk741fMs0RDcgKIBuoqD5d+rvWcpf40lOpfq0RsuSaSv0TlkKQyneATvvfcezjvvvJTbuN1ufPDBBxkPiqMvWnuWfIHEJKaHliAnwkQds/0AZQXjPHYPbj3jViz/dDn+vu/vWHtwLeafNh8uqwvNXc2oKqzCjGEzkj7ToXOIo8RZBEJMEIQYfCEfCqzqVtlu7Exk2elhLBVpVDrgaMdRAED/wv5oOKZviEMK92umWdLXK5FbOYNe4X4rOkNRzY5R7+OTo3gEfRlKHOPTV7uMbGFlEvOHoojGiJQ5piZ6ZsMByifqm8fdjImVE/HYJ49hW9M2PPPvRBj9prE3wWpKPlf0HOpRGVn8XitI1AnB0glv0IuqwipV99/UKRa7JDELiuwOVfedDmaTAKdJ9J55g22IxqIwm7L3UtIw3ADXAHylt2epjx6G2aK7Z0njRVkgnJAz6HoOfdqVD9Dbgy2HV/DmdCNxk2t7A7id+k5igJaZOPpWns2kYNwZ/c7AyzNfxhMXPoFBrkHifmwuXDvq2m7b6h7CcVhAoqI3yadBraXmuGdJILk3lChF1mIAQAwxtAXbVNkn9SzJw3C6eSU0DlPpratzadxWie5XEIACHUojANq3rWnXMRHoZAxjLLW2tmLevHnweDzweDyYN28e2traet0+HA7jZz/7GWpqalBYWIj+/fvju9/9Lo4dO5a03YUXXghBEJJec+bM0fho2Eb7SSzuWdIpRGW3mKWmjL6A+gYhC+7xTFe1giDgkiGX4M0r38Sj5z+K5y99vsfeaHqv2gvtFiDqBKCRsRQQ92nS0VjyOO2IRUSDUK2MOHkYjpVQsdbGhF4PWtqwW6tsOHnGrV5907RupqtnaYSTMYyxNHfuXGzbtg1r1qzBmjVrsG3bNsybN6/X7f1+Pz777DM88MAD+Oyzz/D6669jz549uOKKK7ptu2DBAtTX10uvZ599VstDYR6tJzG9V3zid2t3k7PgHndnmZZtNVsxc9hMjCkd0+Pf9SyGB4gGPYnFjaWg+sZSa0Cs32SGU/V9p4tYPkBd3RINw/Uv6q97Wja9B7Wq06N7NhydR0MRxGLqZ2zqXRgWkHuwtYlC6L3olKP/CNJg165dWLNmDTZt2oSzzz4bAPCHP/wBU6ZMwe7duzF69Ohun/F4PFi7dm3Se0899RQmTZqEQ4cOYfDgwdL7BQUFqKpSV/NgZLQvFhfXuzj1c626nRac6AimbDabKSy4xxPi2TxNy3ZYQOKeJW9Q/Wa6bV2isWQ16WksWUACRYC9UZXClJ3hTimcV+6sQijyFQAGsuE0DvfrZUxQzzkhgD8cVf137mSgBpFLYxG73h5sOWmN4Le//W3aO7zjjjsyHkxvbNy4ER6PRzKUAGDy5MnweDzYsGFDj8ZST3i9XgiCgOLi4qT3V61ahZUrV6KyshIzZ87Egw8+CJer90J0wWAQwWCi2rHPp11/Kj3QOouDhRtAWtVqEIZjwT2u9TnUe1VbZE8YS61d6htL3qBoLNkEdbPslOByWEHa1fMs0RCcx+6BEEsYgboLvDULU+mbSELbDkVjBB1dEdV/ZzrP6FE2gKJlZnE0RqTeliyE4dIawfLly5P+39TUBL/fLxkdbW1tKCgoQEVFhSbGUkNDAyoqKrq9X1FRgYaGhrT20dXVhXvvvRdz586F251IBb7xxhsxbNgwVFVV4YsvvsDixYvx73//u5tXSs6yZcuwdOlS5QdiEOgNEIzEEIrEYLOoG62lBoqeoj13BgLodNHbkAC0L4+gd3XkQlvCWDoRaFN9/764sWQ362ksqdtMVwrByfRKhTazJtmg6aB9PTd9F2W07ZA3EI57z9TVv7FQgyghZ9DAQy+buwxTwXv//v3S6+GHH8aZZ56JXbt2oaWlBS0tLdi1axcmTJiA//f//p+iL1+yZEk3cfXJry1btgBAjyt0QkhaK/dwOIw5c+YgFovhd7/7XdLfFixYgOnTp2PcuHGYM2cOXnvtNaxbtw6fffZZr/tbvHgxvF6v9Dp8+LCi42Yd+UpFC3GilA2n4w3glvQS2t3ket7gWjcp1fsYTSYBNkE0JNo08Cz5QqKxVGApUn3f6eJSudaSPBOOXvcsXKP5atAD8lCj+u1AWNDz0OPTQndGj89mNsFu0UfOIEfxr/zAAw/gtddeSwp9jR49GsuXL8e1116LG2+8Me19LVy4sM/Ms6FDh2L79u04fvx4t781NTWhsrIy5efD4TBmz56N/fv34/3330/yKvXEhAkTYLVasXfvXkyYMKHHbex2O+x2e8r9GBmr2QSH1YSucAwdwQhKCm2q7j9Ro0dfzZI4Fu2MQV1XfBqmLUdj+mf7AYDdXIQQgDYNNEsdYdFYKrLmvi8cxS0TeKuRDScXd+td+kH+3drXc9P/GLW4D1k4hy4Nk4FYOH9yFI+ivr4e4XD31Xg0Gu3RoElFeXk5ysvL+9xuypQp8Hq9+PjjjzFp0iQAwObNm+H1ejF16tReP0cNpb179+KDDz5AWVlZn9+1Y8cOhMNhVFdXp38geUiR3YqucFBTYyJfNUudOmeKAdpmqcg9AXqeQ2fcWNIiG84f6QAAuG36GUsuhwUx6lkKZO9ZSjKWdO5dCCTuQc3C/QzMM1rWrEssyvQ/h5rMM136e+jlKL46L774YixYsABbtmyRGlhu2bIFP/rRjzB9+nTVBwgAY8eOxYwZM7BgwQJs2rQJmzZtwoIFCzBr1qwkD9eYMWOwevVqAEAkEsG1116LLVu2YNWqVYhGo2hoaEBDQwNCoRAAYN++fXjooYewZcsWHDhwAG+//Tauu+46jB8/Huecc44mx2IUtNS8+BhojqipZol6XfRctdOO5/Eq5WrCinu80CJ6iakXSE0CUdFY8jhy3+qEIg/DqeFZomG4gUUD2bhGZd+t9jwTjEQRisQAsBGG02KeYSEbTst5tJ0Bz5kcxcbS888/jwEDBmDSpElwOByw2+04++yzUV1djT/+8Y9ajBGAmLFWU1OD2tpa1NbW4vTTT8eKFSuSttm9eze8XtElf+TIEfz973/HkSNHcOaZZ6K6ulp6bdiwAQBgs9nw3nvv4dJLL8Xo0aNxxx13oLa2FuvWrYPZrH+MVE+0TOvVu4K3+N3aa5YKdWqiCySvpjtD6k5krLjHXVbRkOmMqO9ZCsZEY6lET2PJnlxniS5OM0UqSCmvsaTjg8hsEqTSGmqHceT70zXUmINFmV7NugFtdWcsyBnkKB5Fv3798Pbbb2PPnj348ssvQQjB2LFjMWrUKC3GJ1FaWoqVK1em3EY+mQwdOrTPyWXQoEFYv369KuPLN7RcEbEgvMykHUi6sOAet1vMsJlNCEVjaO+KqKoPY8U97ra5AQJ0RTsRIzGYBPXCOGHiBwCUOYtV26dS5J6lYDSIznAnimyZCc7bQ+1SpXMxDCdmEet9DovsFvhDUdXrgckftHpl+wEJXWa+zjNaFvfVuwL7yWR8p1BjZPjw4bBY2LD8OOqh1YqBFXGwttlw+mca0e9v6QypvmpnQXMGAMUODxAACGJoD7XDY/eotu8oRGOpX2GxavtUisthBYgNiNkAUwgtXS0ZG0tUr1RsL0ahtTBxjeq8ai9yWNDYHtTsGtX7+DxxD7ZXA20kC/OMXK6hdlPyjiAbHmyK4qWY3+/HLbfcgoKCApx22mk4dOgQALEY5a9+9SvVB8jRB61qoMj3x4LAO1/rLAHaibxZCOEAgNvhBImJmZpqi7yJEAAAVOhqLIm/rxoZcfIQHCBftet8jWrULYCVUDGVGmgZ7s9X3RkLdaTkKDaWaNHGuro6OByJIlvTp0/Hq6++qurgOPqhlWeJThp2i77iYGkS02TFx0aYKtHyRKsHkb7ucZe85UlIvfIBwUgIMIlJIFWuEtX2qxSqq4uFs8+Io56lAUUDALBj8Gq1aGEhEw6QebC1mGcYCIc7rGK4H9DiWcHGOaQoHsUbb7yBV199FZMnT04qCHnqqadi3759qg6Oox9aaZZYyISTf397VyTt4qbpwkoIQKsaKKx4zsSWJwWA1atqf7j69jbp35VF6oX2lEKvn1i0EGao41mixhILD1og/w36nCSS2PSfZ5o7Q/HfXL1eiqwsOimKPUtNTU09th7p7OzUrQ8WR32k1HPVJzH9q3fLvz8UjSEYTzFWC1Zucir8VNvgZUWzJDbTFduR0AaxatDQLnpwSNSOQpt+xWfNJrFdBomItZ6yMZbkNZYANgoaAjIPdp5eo3Se8QXUPT5CiKSD8hTovfDUZmHNyqKMothYOuuss/DWW29J/6cG0h/+8AdMmTJFvZFxdEU7LUH8BnDqe4MX2iygtr3aqz4WtASAXHyp0fHpvGqXPEuAqp6lxk5xXwLRry8cRQw1FgLIrj/csc7kMBwLSRaAdiVKWMi4BbTzLHWFYwhHxWxvj85zqWYGLwMCdjmKR7Fs2TLMmDEDO3fuRCQSwW9+8xvs2LEDGzdu5Gn4eYRWmqVEqxN9bwCTSYDLboGvKwJfIIIKFQs1sxLi0GrFx0JfMYAaS+prlk742wAAFhVDCpniclhwIpR9f7ij7b2E4XRMOwc0DBUH2ZhntNIs0XvQJIjNkPWEtlZSfdEpeZbYKB2g2LM0depUfPTRR/D7/Rg+fDjeffddVFZWYuPGjZg4caIWY+TogFYhHDpp6L2iBbRb9bEintVKd8ZKiEPuWVIzG66ZGktCoWr7zBSXw5qo4p2hZ8kX8qE9XuW8ulBs49TOmGdJfc0SG8cn9aAMRhBTsZI+DcG5nVbd5S9aLcraGZEzUDIaRU1NDV566SW1x8JhiCKNw3B6NtGliC76gKo3eVKbBd1X7fFmunma0ivXLKkZhmvpEg0vu4kFY8mSVMU7E6heqdRRigKr+HtRD6/e51CrbDhWkizoPEcI0BFSrzgsXXTqHYIDtKtSzso8Q1HsWZo2bRqee+45qa0IJz/Ryj3OyooWkIsv1fMsdQaj0r/1bHcCyCcxtT1nNMSh70TtcVqlMJyaAu+2LnFuczBhLFmzFnhLNZYKRXF3OBpDV5j2TdPf4AXUn2dYybp1WM2wxxsEqznPSJ4lBhadbmlRppXuTP9nBZCBsVRTU4P7778fVVVV+M53voM33nhDakzLyR+08iwlwnD63+RarGpp9qDTaobFrG4XdaVoJdJnRZPlcVoBmg3Xpd7irT0khqwKrJlVy1YTl8OCWFzg3R5qRyiqfK6leiWaCSfPcC3U27OkdSIJAw9atwZVvKkxyIJnSYswXCQaQyAcje9f/2MEMjCWfvvb3+Lo0aN488034XK5MH/+fFRVVeGHP/whF3jnEXKBt5qxdrYmMfWr67YzYkgAGnoHGTmHhTYLEBM9S60qepY64vqeIot+TXQpLocFiDohQPRSZhKKkzLhXPGClPHz57CaYNXZoNc6kYSFB60W5QPovvRsRk7RwlhiyUNPyehOMZlMqK2txYsvvojjx4/j2Wefxccff4yLLrpI7fFxdEIeJ1aza72viz33sZphKlbq18jHoJnwUudjNJkEFFpFg0ZNgbc/0gEAcNlVTJHMEPEaNcEmZB6KkwpSFiaXDdA7E04cQ34nIQDaJJJ4WdIsaZAMREP9Np07PcjJ6kpqaGjAK6+8gpUrV2L79u0466yz1BoXR2fsFhOsZgHhqNj4Vq0VGlOTmAYrPlaEs4AszKjiqj1JwM6CwWvzoA1Ae9iHGInBJGTvKQlERWOp2M6IZwmAhbgRRFtGLU96K0jJwj2odZ0llhZlamqWfAxplrToQclK8WI5imcWn8+HF154AZdccgkGDRqE//mf/8Hll1+OPXv2YPPmzVqMkaMDgiAkJjIVVwysCC/lY1DzJmdpxafFJCa/FlgwCD12sR0JQQwd4Q5V9hmM+QEAxQ52jCUhlplniRDSrS8cS1lG9GEvFllUp5J+OEnvwsAxSp4l9eZReekAvdEiDMeSh56ieCSVlZUoKSnB7Nmz8cgjj3BvUh5T5LCg1R9W1TMhrRgYiLUnNEvqHV+bn40WBEBioqEPIjX0KfT8FdrMMJv0b29U7CjAgZgVgikMb9ALty17AydMRKOrzKlfXziK5DmIFgEm5ZolX8gnGZHVRck1llh4EMn1KB1dEZQU2rLep1zAzoJ2UIusW0nOwJCxpKbujJUkEjmKRkIIwW9+8xvcdNNNKCjQvxUAR1vEWHRAVc9Se55rlljyLMknms5gBMUF2T+IWGl1QvE4rSCBAggmr6hbUkFmFEUAAFBeUJz9zrKE/s7RcCFgVV6YkuqVyhxlcFpEMTxLDyKL2QSn1YxAOIqOoDrGEksCdkBbzRILYSotPPQ+huQMFEVXEiEECxcuxNGjR7UaD4ch1E7rDUXYqe8ijoFqCdR3j7NgLFnNJjis4i2ulouclVYnFLes1pJahSmJIIbhqoqKVdlfNtD7JBQSF6dKPUuH2w8DSITggIQ+SO/ehRS1ixqyFOoH5Jol9bPhWJhn5GE4QtTJnGZtUQYoNJZMJhNGjhyJ5ubMGzpyjEORyu5j+cqDhRWD1IpAzRURQ8YSoH4tqQ6GBPoALUwZr+KtQn+4rkgXYBKPscpVmvX+soX+zl1d4jEq9Sx91fYVAOCU4lOk91jyLAHqL8pYSiIBEnOBmp4ltsJw4hgiMSIthrMl0ReOjXMIZCDwfvTRR/HTn/4UX3zxhRbj4TCER+VianK9i94FGwGZZ0kD4SUzxpJdXYOQlTYSFLmxpEYV78ZO0eAiREBlkf6aJXqNhkNiYUqlnqW9rXsBACOLR0rvsaRZAuS1ltS9RlnxSkjaSA0qeLMwzxRYzaDt6dpVOocdjPWFAzIQeN90003w+/0444wzYLPZ4HQmd+Zuacm8MzaHLeiN2KbSTc6eezyxoo3GiCqCZZYmMUD9on8sac4A8UGkZn+4el+r+I+YAwU2/SdqatDQ/nBKs+GoZ2lEyQjpPdY8S2rXWkpco2wcn1vlRVksRqT7mYX70GQSM6fbuyJo74qgQgXdIGveQSADY+nJJ5/UYBgcFiku0MazxMoNIDfaOroiqmSw0d+qmBFjSe1MFdZSej0qa5YaO0VjSSBO3bu5A4A5/iDqjIjGUmtXa9r1pAKRAA75DgEARpWMkt5nTQ+iduo5a/OMJPBWcR6l0iAWsooB0WijxpIaJDzYbFyjQAbG0vz587UYB4dBpDCcX13NEgtxdkCsDuuwmtAVjsHXFVbFWGpjqP4JkDBq1FrVsvYgkveH84Wyr+Ld5G8DAJgJO9m+LocFHV4xDBclUbQF21Dq6FtP9XXb1yAgKLGXoMxRJr3fzpgehD4Q1fZ+uhh50KpdOoB66B1Wdqpbq12Tj4ZkWfF+Ahm2O9m3bx/uv/9+3HDDDWhsbAQArFmzBjt27FB1cBx9Uduz5GPsQQvIdUvqHCNrYTh6fGpNYu2MaQmSBN4qeJaa/eI+rAJbxhJgQYmtAoBoBKXDntY9AICRJSOTvGQsVZkH1O9hyJpBTxdO7fFwf7Z4GareTVG7AK7k/WTkGgUyMJbWr1+PmpoabN68Ga+//jo6OsSCZ9u3b8eDDz6o+gA5+pHQLCnvdN4TdGXFivsfULflSVc40QqEhaKUgFwPkqfiWYcVJN5MVw2Bd2uXaCzZTYVZ70st6G9d7RQz2na37k7rc3vb4uLukpFJ71PvZ0khG+ewSO1sOMYMernRpoZByFrGLZD/oVQgA2Pp3nvvxS9/+UusXbsWNluigNi0adOwceNGVQfH0RePUzy/baqF4djr9yOt+lQwJuiKzyQARQyIgwENNEuSSJ+N41Pbs9TWJYbyHOairPelFvS3LrUOBZDwGPVFT5lwgKzKvDP7ApBqoHadJdYMervFLNU7U8ODzVLZAIraHnqWWvJQFBtLn3/+Oa6++upu7/fr14/XX8oztBN4s3iTZz9Ry/s1mRhoBQJoGOJgZBJzJ5UOyN5YorqnAgtLxpJ4jXrMQwAAu1vS8yzRTDi5ZykaI9IDrZgx76d6pQPYMuiBRMhMjbmUtVA/oEHWLWPeQSADY6m4uBj19fXd3t+6dSsGDBjQwyc4RsUjeV3UibX7mJzE1AtTMTmJ2dVNW2Ytk8psElBoFnOVfSFf1hWEaR+1IqsK+c8qQe8XBxkIQDSCIrHU57O1qxUnAicAAMOLh0vvt3eFpUwqVq5TrUI4LHmw1SxMSSUDLB2f+ueQLZE+kIGxNHfuXPzsZz9DQ0MDBEFALBbDRx99hLvvvhvf/e53tRgjRyfkk6kamRysZcMB6rY8oeENVsoGAPIwnMpFKVmaqOPNc2Mkis5wZ1b78kfa4/tkx1iiXgkhXA6nxYlgNCiVBOgNGoIbUDQAhdaE/opeo0V2CxN904DEfKCeB5tBbaRTvXnGy1jGLaBun81wlK22WBTFd8vDDz+MwYMHY8CAAejo6MCpp56K888/H1OnTsX999+vxRg5OmE1m1BoE1NT1ShMyeKKT82WJyxOYloVpWRpEvM4C0Fi8WSELEXegahobHns7myHpRoJgzcqhdT6Enn3Je5mxasEJBYXamsjWbpGpUQSFTVLLJ1DNUX6nbJ9FDIS7gcyMJasVitWrVqFvXv34i9/+QtWrlyJL7/8EitWrIDZzEbNB4560E71aqz62JzE1HOPsxiGc6lYHZkQwmRKr8dpSRSmzLI/XChuLJU42TGW3LIQx+iS0QD61i31Ju5u9YuZrazolQCgpIAmkqiTdcuiNlLNwpQ+pksHZD/P0H3YLSbYLGx4P4EM6ywBwCmnnIJrr70W3/nOd9DZ2YnW1lY1x9WN1tZWzJs3Dx6PBx6PB/PmzUNbW1vKz3zve9+DIAhJr8mTJydtEwwG8ZOf/ATl5eUoLCzEFVdcgSNHjmh4JMbCLa36sp/IWGt3AiQ/iLKFSWNJxTpLnaEoqHSNpXOoZkZcGKKxVOYsznZYqiE1Qw6GE8ZSX56luLEkr9wNJArMsmQs0bF0hhKlNzIlKmsFwuSiLE8F3momyrBo7AIZGEuLFi3Cc889BwCIRqO44IILMGHCBAwaNAh1dXVqj09i7ty52LZtG9asWYM1a9Zg27ZtmDdvXp+fmzFjBurr66XX22+/nfT3RYsWYfXq1XjllVfwr3/9Cx0dHZg1axai0ahWh2IoilXUEyTCcOzcBGqmvLJY/0TNtGxqcJlNgpQKzQLylie+YHZVvCPwAwD6FejfRJciX7WPLhWNpT0tvZcPiJFY72E46llipGwAIM4HNHk025punaHEdc6UsUSb6apRZ4nOo4y0OgHkWbfqaVtZOn9ABu1OXnvtNdx0000AgH/84x/4+uuv8eWXX+Lll1/Gfffdh48++kj1Qe7atQtr1qzBpk2bcPbZZwMA/vCHP2DKlCnYvXs3Ro8e3etn7XY7qqqqevyb1+vFc889hxUrVmD69OkAgJUrV2LQoEFYt24dLr30UtWPxWioVT6AEMLkTZDQLOWrZ0k8vlA0hmAkmlV7BPn5Y6FvGsXtUMezRAgBEQIAgIrCElXGpgaSZ6krIlbjhoDGQCNaulp6bHtyrOMYApEALCYLBrsHJ/1N0iwx5FkymQR4nFa0+sNo84dR4XJkvC96H9vM7LQCAbTxLDGljVQx3M+irg7IwLN04sQJyfh4++23MXv2bIwaNQq33HILPv/8c9UHCAAbN26Ex+ORDCUAmDx5MjweDzZs2JDys3V1daioqMCoUaOwYMECqT0LAHz66acIh8Oora2V3uvfvz/GjRuXcr/BYBA+ny/pla94VBJfdoVjCEfFGA5LxpJLg0mMpRBHoaw4ZrahuHYGwxtAchguG4F3IBIABNGjXFlUrMLI1EHeSqLQWohBrkEAetct0RDcKZ5TYDUlX4ssZmwCCW1ktvMMiwsyQKZZUtGDzZKH3i0z6LOFej9LGJpHgQyMpcrKSuzcuRPRaBRr1qyRPDJ+v18zgXdDQwMqKiq6vV9RUYGGhoZePzdz5kysWrUK77//Ph5//HF88sknuOiiixAMBqX92mw2lJQkryIrKytT7nfZsmWSdsrj8WDQoEEZHhn7eFTyLNFJzCQkP8D1xq1irJ3e5CytiMwmQcpozHYiY7ETOCBeo5JnKQuB94lO8bOEmFDpYi8MR69RKRTXSyXv3kJwAJsGPZAYT2uW2kgWk0gAuWdJjTAce54X+nsHwlGEo9npzlrjBjMV/rOCYmPp+9//PmbPno1x48ZBEARccsklAIDNmzdjzJgxiva1ZMmSbgLsk19btmwBgB7d/oSQlOGA66+/HpdddhnGjRuHyy+/HO+88w727NmDt956K+W4+trv4sWL4fV6pdfhw4fTPGLjoZZnySc9aC3MVLcGkksHZFvQkEX3OCATeWeZ1tvB6IPI47QC8f5w2YThGjriSSpRB1NtFuj5C0XEUCoVbfflWTo5Ew5gU7MEyLSRqnmW2LoH1SpKGYxEpRpELM0z8rprnVnOM4mMTbauUcUzwpIlSzBu3DgcPnwY1113Hex2OwDAbDbj3nvvVbSvhQsXYs6cOSm3GTp0KLZv347jx493+1tTUxMqKyvT/r7q6moMGTIEe/eKk0lVVRVCoRBaW1uTvEuNjY2YOnVqr/ux2+3Scec7dFJVy7PE2iRGxxOOEnSFY3DaMveOeuOrRpZWfIBo3DT4VDyHDBkSQHLLk2wE3o2dbQAAgTiZ0mTJDbek8gG9ZMRJxlIPniUWNUtAwouQt54lKvDO8h6knilBYOs+tJpNcFhN6ArH0N4VycrQaeukniW2rtGMfu1rr72223vz589XvJ/y8nKUl5f3ud2UKVPg9Xrx8ccfY9KkSQBET5bX601p1JxMc3MzDh8+jOrqagDAxIkTYbVasXbtWsyePRsAUF9fjy+++AKPPvqo4uPJRzxSNlx2k5iP0Ums0GaGSQBiRDQGMjWWCCFMZsMBQEmhOg8iFlOygZME3lmE4Y7HjSUzCtQYlmqYTQKK7BZ0BCNJGXFfe79GOBqG1Zy43kLREA74DgDoXjYAkJUOYOwapcZbtsVvWZ1n1Ar30wWPizEPPSAuPLvCway9Zy3Us1TIlmcpo/zf9957D7NmzcLw4cMxYsQIzJo1C+vWrVN7bBJjx47FjBkzsGDBAmzatAmbNm3CggULMGvWrKRMuDFjxmD16tUAgI6ODtx9993YuHEjDhw4gLq6Olx++eUoLy+XGgF7PB7ccsstuOuuu/Dee+9h69atuOmmm1BTUyNpsb7pUC2BWsJLllzHgBjeVaN8QFc4hlA8Vs+asVRKV+2d6hi8LLU6AZJLB2Qj8G4OiJ+1CGwZS4BMtxQIo7qwGi6bC5FYBF97v07abr93P6IkCpfVhcqC7l73NkmzxNaDSK3ClKx6sOm81xGMIJKFpsfH6DwKJDxd2SaS5I3A++mnn8aMGTPgcrnwH//xH7jjjjvgdrvx7W9/G08//bQWYwQArFq1CjU1NaitrUVtbS1OP/10rFixImmb3bt3w+sVV5Zmsxmff/45rrzySowaNQrz58/HqFGjsHHjRrhcib5Py5cvx1VXXYXZs2fjnHPOQUFBAf7xj3/wauRxPCrVWWKx1QlFjRoo9PehXgCWKCmk4tnszmEHo8Xi1CpK2RoQP2sXCvvYMvfIay0JgpDQLZ0UiqPi7hElI7qFEmMxktAsMfYgUm9RxqZnST6ebLSDLJYnoahVxZtVgbfiK2rZsmVYvnw5Fi5cKL13xx134JxzzsHDDz+c9L6alJaWYuXKlSm3kQt0nU4n/u///q/P/TocDjz11FN46qmnsh5jPiIJvLOOtbO54gNoZ+tAVnoCWkzP47QypXcBEpNOS5aeJbpqZ80YdDstMmPJ12eCRm94g2ITXYeZPWPp5Ealo0tG49Pjn4oi7+GJ7VKJuztCEakCO2sP22KVNEuSQc/YNWo1m1BgM8MfisIXyFzTw2LZAIq80nw2JDxLbBlLij1LPp8PM2bM6PZ+bW1tXtcb+qZCV3yhSAxd4cyrmhvBs5TNiohqQVh7CAFAqUqaJVZXfHaLGXZTEQAgSiLwR/wZ7YeKwwssrj62zD0nr9rHlIqZx908SynE3fQadVrNcFjZ8pyr1UyX1TAckDBwsvHSU+83i/NMoop35vMoIUS6BqhHnBUUG0tXXHGFpAuS8+abb+Lyyy9XZVAcdiiyW2COCwmzmchYnsTU0CyxWjYASKzas/UsUWOrlLFJDAA8jgKQmDhZZxqK6wh3AACKrCwaS8nX6KhSMQy3p2WP5FH/x75/YOOxjQASxpScNgb7wlFKVCtKyWYYDpCH+7MwlqR5hr3jox7nbOQM7cEIInH3J2uLsrR+8d/+9rfSv8eOHYuHH34YdXV1mDJlCgBg06ZN+Oijj3DXXXdpM0qObgiC2IqgpTMEbyCMKk9mrQhYzVIB1Kk+y7KWgBo32T6IqLFVWshe2QyP04qOaAEEkw9twTb0L+qveB/+iBiGc9lYNJaSPUsjikfALJjRGmxFU6AJf9/3d/zms98AAC475TKc0e+MbvuQh4pZQ9IsZZl1y2oTVkCdlieGCMNlMY/SsgEOq4k572daT67ly5cn/b+kpAQ7d+7Ezp07pfeKi4vx/PPP4/7771d3hBzdKY4bS9lkqrCaDQeoUwOFZWNJLc1Swlhi7xg9TiuORJ2A1ZexZykQFT1LHrtbzaGpwskPIrvZjqHuodjn3Ye76u7CtqZtAIDvn/Z9LJq4qEfNFsueJTqmrrAY7s/0QeljtN0JoE5hSpbnGXlbnkxpZVSvBKRpLO3fv1/rcXAYxq2CyJtlz5IaKyJqaLFWvwZQR7MUjsakiZrFiczjtIJ0ZldrKRjrBASgxMlOqxNKTw+iUaWjsM+7D9uatkGAgHvOugc3nXpTr/uQygYwVr0bEEM4FpOASIyg1R9CtceZ0X7YDsNl3/KE5dIBbhUyp1mt3g1kWGcJEBvqNjc3qzkWDqMUq9Afjm33ePZaApZXfHTi8YeiGYv0qVdCENicyOSFKTOt4h0mojC8zMGeZ8ndQ1r22NKxAACryYpHL3g0paEEAF5GywYAYrhfjfIBLGsj1ZhnfIx2CQCAssLsPdiSuJvBa1SRsdTW1obbb78d5eXlqKysREVFBcrLy7Fw4UK0tbVpNESO3ki1lrKYxBKlAxhc8akRa2fYWHI7shfpSys+p1XaF0u4nVaQLPvDRSEaS+WFxWoNSzV6Ssu+ZuQ1mHfqPDx/6fOYMbR7hvLJ0HPPWqsTSrblAwghUg0jNrNus9cseRkWeJeqYCwZPgwHAC0tLZgyZQqOHj2KG2+8EWPHjgUhBLt27cKLL76I9957Dxs2bEjqscbJD4pVcK9KmiUWV3x5rlkSBAElBTac6AiipTOUkUi/uSM+iTHWgoDicVqBuGcpkyrehBAQIQAAqCxkbw7rqeCfx+7BPWfdk/Y+WA7DAdk30+0MRaU6UqxVmQfUaXlCvVIszjPUWGrOylhiV1eX9hX10EMPwWazYd++fd2a1z700EOora3FQw891E0MzjE+icKUmd0EsRjbK758Lx0AiG7tEx3BjEX6dMVXxrCxlE0Vb3/EDwhiG4rKIhaNJRW8nww/iAC5Zymz+5AuyCwmAU7GMqkAdRdlLC46y4oSbZUyLQzLakFKQEEY7o033sBjjz3WzVACgKqqKjz66KM91l/iGB9P/ML1ZihM7JRVDmZTS5DfpQOAhEeoJUNjibrWWZzEgHgYLt4fLhOBd1O8iS4hZvQrKlJzaKog7w2XKbQZNotJCED25QOo97O00MZcFX1A7lnK7BzKm3WzuCijnqVIjGQsYpfmGQYXZWkbS/X19TjttNN6/fu4cePQ0NCgyqA4bJGorpvZJEaNEKtZgMOacU6BZqjxIJKy4RhdtWfbTDdRNoC9SQxI9ixlIvA+3tEGACBRB5OrdjX6brGuWSrJUuBNwz9lRezVAQOyzxbrCLLbrgYQK+nTwpTNncGM9pEXAu/y8nIcOHCg17/v378fZWVlaoyJwxjZNtOVZ8IxueKLH19nKJpRR3BCiAE8S+K4WjozO4dGMpYyCcM1drYCAEzECRODAnbqkQ1FM287xLxmSarinalnSXxAlxexeXyJopSZGbxU62Qzm2C3sLfoBLIXebMs8E77F58xYwbuu+8+hELdf4RgMIgHHnigx55xHOOTbemAdoYLxQHZdwQPhKMIR8UlH7PGUpaZRolWJ+xNYgA1lsQwXCYC7ya/aGCZSIGaw1INl90Cus7IxLtECJGE06x6P+m4MtUs0TAcy7o6IPMwnDwEx+KiE0joljIVebOsq0v76bV06VJ861vfwsiRI3H77bdjzBix99DOnTvxu9/9DsFgECtWrNBsoBz9kATeGU5iPoYz4QCxI7jTakYgHEV7l/KO4PR3sZgEFNjYE5YC2RemNJRnKeRVLDBt9rcBAKxCoRbDyxqTSUCx04pWfxgtnSH0cykLNQXCUYTiXlMWH0RAwuOVaTbciXjoh8V2PEBC4O0PRRGOxmA1K/MOsVw2gEINVWq4KoVlz1Lav/rAgQOxceNG3HbbbVi8eLHUvFEQBFxyySV4+umnMWjQIM0GytEPqnHwdYURixHFYQqWq+pS3E4LAuEovIEwlF7F8hAcqyu+bJvpsiy8BMTzR42lSCyCQCSAAmv6XqKWgOhZspnYNJYAUYvT6g/jREcQo6Gsfx016G3xhQGLlEiepewE3mWMhuGongcQ50SlCw8f46F+QB6GU65ZCkai8IfEELOhjSUAGDZsGN555x20trZi7969AIARI0agtLRUk8Fx2IDenISIN7lSgSjLrU4oLocVx33BjEIcrOuVgOyb6UqeJQYnMQBwWs2wmmwgMQsEUwTeoFeRseSNi8KdZnaNpfIiG75qBE50KH8QycXdrBr0nqzDcGxrlixmE4rsFnQEI/AFwoqNJZbLBlCoVy+TMBy9Rk0Cm8+KjEZUUlKCSZMmqT0WDqPYLWYpTOUNhJUbS1L1bnZv8mxaEbBeYwnIrpkuIYT5MJwgCPA4bQhEnRBM7fCGvKhGddqf94XaAQAFFvbKBlDK41leJzIIcbQxXjYASFyj3kBmdXroNVrGaBgOEOeZjmAko3mGLjpZnmeyaXki7wvHYpIFm5J6DnNkUwOlVarRw+5Nnk3RPy/jZQOA7DRLgXAUwUgsaT8s4pbplpSKvDvCorFUaFEW3solCWNJuWeJdXE3kBhbOErQGVKe8XeC8TAckF0z3UQYjj2vCyWbbLjWTravUW4scdIiG5F3U3xyr3Apb7ORK7Lp22QELUE2zXSpFsRmMTErYAfizXQz7A/nD3eI+7CxayxRUfeJduXGEg1teRgtGwCIoVRbPCVeafkAQohU26ec0TpLQHaFKQ0RhivKXODNcvVugBtLnDTJptZSU3xyV5rBk0uyKfon6UEYNpayaaYrb3XCqt4FyK7WUiAqGkseh1v1cakFDXFkpFmiYThGV+0A7WGY2aJMXASI3k+2PUuZF8BluS8cJbswHC1Iyeb548YSJy0S/eHy01iiq7VMjEEjCLxpM11A+UTGeqsTisdpBYmIAu3mrmZFnw3GRGOpxOFRfVxqkY1mSQrDMXyNAonyAUqNJerJcFrNKLCxG6bKxrPEcqsTijwMRzPm0yVRNoDN4+PGEict6Io0kxURXQmzbCyVShWuM9CDGMBYAjJPzWZd3E0RjSXR2DneeVzRZ8PEDwAoczJsLMXvn+YssuFY9iwB8sKUyq5RWmOJZa8SkF3LE6pzYnmeoeL6UDSmuMCvFIZjdJ7hxhInLTJtRRCKxCT3KstaAqqnasxAD2KEbDggMQnls7EUC4vGToNfWZ/KKERjqV9BsdrDUg2aEn+iQ/mqnYbhPIx7BxOJJJl5lljtC0fJRuBtBM2S02aW6ngp92CzbdBzY4mTFplqlqjo0hKvQMwq1OuVjbHE8vEBmTfTZb3VCcXttIBEigEo8yyFoiEQUwAAUFnEbs04utgIRWNSGnm6tBkkDEdDvW0Kr1HqbWO11QklmxIlUicEhrPhgMxbnnCBNycvyDQbjuqVyovsTNbOoFTEjaWmDIwlI2TDAZk30zWUZol6ljrT9ywd94uGFYlZ0N9VrsnY1MBhTXR1VyryNkJ5CyBRmFKxZ6kzkYTAMvmedQvIRN4KtXVcs8TJCzIVeBtB3A0kwnDeQFhxar2kWWL0Jqdk2kxXCsMxrgeRh+E6wh3oCHWk9bn9rUcBACRcjH5udstbALJQnEKjPuFZYvscZnqNUuOR+TCcJPBW5hkMR2NS7SmWw3BAwgPdrFD/mdDVsXmNcmOJkxaZCryNYiy5nRapxosS7xIhRDIgWV/xZVqYkhaLY7XVCcXttALEDiFea4l6jPpib8thAIAQLU7q38UiNBSnOMRhgNIBQCJMqLSZLtUssdrqhJJp6QB5SRMWW4HIybTlCctNdAFuLHHSJNMwnJQJx/iKTxAEKRSnRLfUGYoiGhPFtqwbS5k2022WurmzOYlRpBV3XLeUbijuQNsxAIDDxK5eiZJJFe+ucKIGEfPGUpbeT+az4TIsHUC910V2Cyxmth/b9BwoCcPFYkQ6Rh6G4xga6r5XKvCWNEsuticxQK5b6kr7M/T3sJoFZru5U2h5BMWepbiBzLqxRI3VqELd0tEO0VhyW/ppMzAVofeRkjAcvUbNJoF5z1lxhkUppTAcw33hgORFp5KMRqPolYDMWp74usKIrzl5GI5jbKgeJxBW1i6jySCeJSCz8gFeWRsJlqtbAzI9iAKBdzRGEu7xQrYnanqNRkJiFe50ywc0xsN1pY4KbQamItSz1KRg1S7PhDPKNZqxwJtxzxKVIwQjyjIaqSeK9RAcINcspX+N0gVZkT0hh2ANNkfFYQ6X3QI6zyqJtyc0S2wLZwGgwh0Pw/mUr9pZbm5JyUSz5A2EQRfArGoJKEU2C0wCpIy4dMsHtIWaAADVhdWajU0tyjIIw9GUbNYTEAC5ZymEWCw9z0ssRiQvBsu13AAxo5EeY4NXuQeb9VpuQGYtT+icxHKY2DDGUmtrK+bNmwePxwOPx4N58+ahra0t5WcEQejx9V//9V/SNhdeeGG3v8+ZM0fjozEeJpOQUa0lowi8Acg0S8onMSO4xzNppksnPLfDAivjWgmTSYDbaUVMoWapM3oCADDI3V+roalGP6lRqQJjySB1wIDEfRQjQHuaFaC9gbCkG2TdoAeAqnjGZYMv/XnGCNW7KZmE4VivsQQYyFiaO3cutm3bhjVr1mDNmjXYtm0b5s2bl/Iz9fX1Sa/nn38egiDgO9/5TtJ2CxYsSNru2Wef1fJQDEsm5QNoHytjGEvKw3BG0hJk0kzXKNW7KW6HrNZSGmG4znAnIvHq3cNLBmg6NjXIpD+cl/GUbDkOa6ICdLrdAmgCgsdpZTaEI6faEzeWvIG0PyN5Xgwwz5RJ2XDpz6OtjFfvBgD2YwcAdu3ahTVr1mDTpk04++yzAQB/+MMfMGXKFOzevRujR4/u8XNVVVVJ/3/zzTcxbdo0nHLKKUnvFxQUdNuW051ipxUHkX5arz8UkfoDGcFY6pdBGE5qI2GASYw20z3REURLZwhVnr5Do0YzljxOKw53JATehJCUOh3qfSJRBwaX5Gc2nFQ2wADXKCBmQwW8UbT5wxhS1vf2JzqMoVei0PuuXkEY7libaFhVp3HP6g2tx9YVjsEfiqTV2Jj1sgGAQTxLGzduhMfjkQwlAJg8eTI8Hg82bNiQ1j6OHz+Ot956C7fccku3v61atQrl5eU47bTTcPfdd6O9vT3lvoLBIHw+X9Lrm4BHofjyRLt4AzisJhTa2M4UA5BR6QAjheEA5c10jdLqhCKv4h2IBNAeTn0v13fUAwBiYY8UHmEZ2kzXH4rCH0ovTEW9iEbQLAHKywdIfeEMco1WueN1wBSE4ahhVV3s1GRMalJoM8Me9/A1p+kBpdcoq2UDAIMYSw0NDaio6J6pUlFRgYaG9HQJL730ElwuF6655pqk92+88Ub8+c9/Rl1dHR544AH87W9/67bNySxbtkzSTnk8HgwaNCj9gzEwSjVLTR3iDd7PZWc+CwdIhOGaO4OIRGNpfSZRvdsYE7XSZrpGaXVC8TitALHBYXIB6Fu3tL8tXr07UmwI76f8QUQXI32R0CwZ4xzSUEy68wwN97BeNoBSnYVnqb8BjCVBEBSLvFskgTe716iuxtKSJUt6FWHT15YtWwCgx4dtXy52Oc8//zxuvPFGOBzJq8cFCxZg+vTpGDduHObMmYPXXnsN69atw2effdbrvhYvXgyv1yu9Dh8+rOCojUuium56N4Ak7mY8Q4VSVmiD2SSAkPTTXr0GEl4CypvpGqXVCYUaPM54gcm+jKWv461OrKQUDsbrZAHiPCiF4tLUhCQ0S8a4RksUXqNGC8NVSpqlDIwlA4ThgMR8ka6x1MZ4XzhAZ83SwoUL+8w8Gzp0KLZv347jx7unATc1NaGysrLP7/nnP/+J3bt349VXX+1z2wkTJsBqtWLv3r2YMGFCj9vY7XbY7cYwANREqcDbSJlwgJhNVV5kw3FfEI2+ICrTCMsYLgynsJkufWCx3uqEMiC+8jZFSwAc7NNYOtIuFqQsMrPbQPdkyl12HG0LpF2Y0iitTihKm+k2G6QvHEUSeKcZhusMRqSaTEYIwwGJlifpauuowLuE4VCqrsZSeXk5ysv7nqSmTJkCr9eLjz/+GJMmTQIAbN68GV6vF1OnTu3z88899xwmTpyIM844o89td+zYgXA4jOpq9muu5Bql7vEmA2XCUfq57KKx1N4FwNPn9oYzlpTqQWgYjuFJTM6AEvFhEgm5AWvf/eFoxlyJnf2ClBRaPiDdjDhJs2SYa1RZFe9EjSVjXKNU4N3mDyMQisLZh56zPp4153JYmK/ATlEahuMCb5UYO3YsZsyYgQULFmDTpk3YtGkTFixYgFmzZiVlwo0ZMwarV69O+qzP58Nf//pX/OAHP+i233379uGhhx7Cli1bcODAAbz99tu47rrrMH78eJxzzjmaH5fRcCvsDye1OjHIig9QXj6ArmpZdh/LUVqYkm5nFPEs9Sz5/elpllqDjQCAyoK+PdSsoDQjjvVu7idDtVVplw6QBN7GmGdcdgsK4gZSOt6lo23iNv09xvAqAcprLSUE3uxeo4YwlgAxY62mpga1tbWora3F6aefjhUrViRts3v3bni93qT3XnnlFRBCcMMNN3Tbp81mw3vvvYdLL70Uo0ePxh133IHa2lqsW7cOZjP7+oVcU6xU4G2wMBwgy4hLo3xAJBqTRJqDSgs0HZdaKG2m22JQz1J7ZyGA1FW8CSFoj4gFKQe62C9ISSmTPEtpapYMVJQSSHiwW9NclFHtllE0S4IgSN6ldHRL9ZK42xh6JUB5yxMjVPA2hk8PQGlpKVauXJlym54aE/7whz/ED3/4wx63HzRoENavX6/K+L4J0Adt+mE4Ywm8AWVVvOu9XYjGCGwWk2GOUWkzXambu0GMpbJCGxxWE8JpFKZsC7YhBvFaHlZsHGOJepbSScsOR2NSrTOWH0Ry6Dyj1LNklDAcIOqWvm7qRIOv78KUxwxUNoCiJAwXCEURjIjZxywvygzjWeLoD51s0/VKnDCgZ6lfXNTdlEYY7lCLWPl5YIkTJhP7pREAZc10u8JR+ENiWxSWJzE5giCgf7ETsXAxANGz1Ft39/rOeI2lSBH6F7tyNcSsSTTT7fsapQsbQQBcDmMYSyUKBN6hSEw6RqOE4QBIySMN3r7PYb3BMuEAZZ4lunCzmgWm6/FxY4mTNrTGhzcQlrpg9wYhJOFZMpCxpKQw5eG4sTSoxBghOECZZokaxVazAJdBhKWAqFsiETcAoCvaBW/Q2+N2UvXucLEhClJSlGiWqBbE7bBKrW5YRwrDKXjQmmW9K42AkpYnx7y0ereBPEtS6YC+r9FWWY0lluvxcWOJkzZFdos0UR9q9qfc1tcVQSjuWjWWwDu+ak/HWGoVf4PBBtErAcqa6coLUrI8iZ3MwBInQKxwmESDqbdQXH2H+H4s7EmrTAQr9HPFNUtpXKNeg5UNABLXqK8rIjXI7Y0TUoKFzTDeXSDRTDedwpT1VOBtqDCcOI+2pBEqNkL1boAbSxyFDCkTDYMDzZ0pt6PGhsthMUSxP0qFLAzXW/iGcrhFXPENKjXOJKakma7RWp1QaEacjaQuTPl12xEAYvVuI+ld6IPI1xVBMNKXwWussgFA8lj70kcaUa8EAFWe9FqeEEIkz5KhBN7x89GZxqKs1QDVuwFuLHEUQo2lg314loyYCQckxOihaKxPY+KQAcNwtJku0Lf2zGitTig0I45ERJF3bxlxh31iQcoCUxksZuNMhR6nFZa4wduXyJteowMM5JWwmk1S2LcvkXezwTLhKOm2PGnzh9EVFj306TS+ZgWX3QKrWbxG+5pnWrlniZOPDC0TU7IPnOjDs2TATDgAsFlM0k3bl27pSDwMZ5SyAZR0m+kardUJZWDceA0GU4fhqMep2GacgpSAWGmeGgd9GUtfN3UAAE7pV6j5uNSkuDC98gFGq7FEoWHfpo4gwin6UB6Ni7vLi2ywW4zjoRcEIe1aS20GWZRxY4mjiHQ9S0bMhKMkClP2vurzhyJSBWXDGUtpTmJGa3VCoV6Uzs4iAL2H4Zq7xIKUFQYqSElJV+S9P76oOaW8SPMxqQktTNmXyJtmWxnNs1RWaIPVLPahTKWPpJ4nI+mVKLTlSV8ZcbSJLusZt9xY4ihiSNyzdLAlTc+SEY0ld9+FKaleye2wGEoPAiSMn75DHMaYxE6m0u2AxSQgEorXWurBWIrGomiPNAMA+hcZr7VRuuUDvm4S79NhBvMsDYyHUvvSRtIK+kZKIgFE72BlGiLveikTzjghOEqi1lLqa5QLvDl5ydC4Z+m4Lwh/KNLrdkbVLAGJMacKw0llAwzmVQLSb6ZrtFYnFLNJrJBM4oUpe+oP1xRoAkEMhJgw2G08z1I6Vbw7gxGpncZwg3mWRlaKda++auxIuV0iDGesaxRIZMSlquJ9LJ4JZ6SyARSp1lIfoWIu8ObkJcUFNsmTQsWjPWHEvnCUdMJwtGyAkcTdlHSb6Rqt1YmcAcVOxGQC75MzGxM1ltyo9hjvHFIt4In23s8hDcGVFdrgYXzVfjIjK0Tjbm8fxtIJKQxnvHlGanmSIiPumAFbnVDSLUxplEQSbixxFEO9SwdO9G0s5a9nSZzEBpcZ70GbbmHKFoNqlgAxI46E3QAEhGIhtHS1JP2dGkuxSLGhaixRpJYnKUIcX8eNpWHlxgrBAcDIStFY2nO8PWUJDxqGM5pmCUivMGW9VDbAeJ4lKQyXwrMUixHJezisnO25lBtLHMVQ3dKhFLolo2bDAbLClCk0S4myAcabxNJtpkvDdEarswQAA4udACywCz33iJNX7zakseTqOwxn1Ew4QDTwzCYB7V2RlIsWqc6SwbLhAKSlWTJ0GK6ob8/SoRY//KEo7BaTlGnNKtxY4igmUZiyZ89SNEakB3GFAT1L6TTTpWUDBhpQs0QL+KXSShBCDFuUEkjUWjLHSgB0r7V0rCPeFy7sQaXbeNdoeRphOCruPqWfsfRKAGC3mKV5Zu/xnkNx/lAEgXjBQ2N6llIXpozGiPQ3I4bh0hF4f9ngAwCMqnQxX+uM7dFxmETKiOslU6XVH0I0RiAIxnzQ0ireva1oCSGG7AtHGVst1h/a19TRq0jfF0i0mqCCcCMxoFg8L9GQKBQ+OSPuoPcoAMAULWZeK9ET6ZQO+PpE3LNkwDAckNAt7Tne3uPfqVfJbjGhgOEGrL1R5RHPYW+epab2ICIxArNJkHSURoLqyFJ5sHfWi+d2bDX7jay5scRRTF+aJapXKiu0Mb9a6AnqWfKHougIdjcmWv1hdIbEFe1AA4bhKt0OVLrtiBFg5zFfj9tQLUyR3WKoYngU6lnyB+LG0klhuGNx48ltrTBUTzGK1KjUH0Kkh6KGhBDslzxLRjWWxHPXm8j7hKxsgJF6F1LkLU9iPfTAo21OKl12wzRBlpOOwHtXvTj/jKly52RM2WC8JxlHd6hnqd4b6LE3lZEz4QCg0G5BYXyl2tiDi5zqlSrddkP1vZNTM6AYALD9iLfHv9PVvBGNQSAhng0He661dCIghuX6OY1VvZtSWmCDIACE9FzlurE9iM5QFGaTgMGlBjWW4iLvrxpTe5aMGIIDxEWZIADhKJEKM8oxYgNdOTQM1y5rqn4yNAxHvd0sw40ljmLKi2wosJkRI8CR1u6ZHEbOhKOkCsUZOQRHOX2gaER8frRnY2nLgVYAwMQhJTkbk5o4rGb0c9l77A8XjAbREWkDAFQXGq8gJQBYzCYpS7GnUNy+uLh7UIkTNosxp/kRUhiuo8eMOKkvnAFD/YDYA48uKHvSD0oFKQ1qLLkdVskj1lPmbXtXWMoq5mE4Tl4iCEJK3dIJA2fCUVKVDzhs0J5wcmoGiEbE9iNtPf7900OisfStocY0lgDRK9ZTYUpqOJGYFQPcZbqMTQ1S6Zakyt0G1SsBwPB+RTAJgDcQ7rFSebOBayxRUjXUpX3h+huwejcgVimnySSHe6jJt7tB9BhWexzMF6QEuLHEyZBUuqW88CzR8gE9epbESczIxtK4uLH09YnObrqsrnAUX8Q9ThMHl+Z8bGoxoNiJWLgYAHC04yju/OBO7GrelaixFC5GpUEfREDq8gFSTzgDZsJRHFYzBsfvsa96yIgzehgOkFXx7iHcXy+VDTDuNUo90xv3NXf7W0KvxL5XCeDGEidDUnmWjNwXjpKqivdhA9dYovRz2dHf4wAhwI6TQnGfH/UiHCXo57JjUKlxj3FAiRMk4sEQ24UAgHWH1mH2/87G0o1LAQAk7EGlAbOMKGWFvZcPMHKNJTkjUoi8aejKiDWWKFUpClMauSAlZerwcgDAv7460e1vuxpoJhz7eiWAG0ucDKGepYM9uFfzwrPk7r0wZT6E4QCgphfdkqRXGlxiyCwjiliYUkB1eD5WX7Eal51yGUyCCYfaDwEQq3dXGXjVLoXheqhjY+Tq3XKoyHvvSSLvSDSGj/aJD2CqvzMiCWOp+zk85jW2wBsAzh0hGktbD7V1K1MieZa4scTJZ2ibj4M9FKY0ejYcIC9MmTyJRWMER+Oi9sEGN5ZOH1gMoHtG3KcHxdYgRtYrAYnyAUdbAxhRMgK/Ou9X+PtVf8fVI64GooWItJ9qyIKUFBqGO1kcHIxEJe/ncAOH4QBgVGVC5C3nkwOtaPOHUVpoM2wSAiBreeJL9iwFI1FpHjVyGG5IWQEGFDsRisbwSXwRBohtTqhm6VQDiLsBbixxMoSWpj/c4u9W5yWfw3D13gAiMQKrWTBkmww5VOQt9ywRQvDpQWNnwlFoYUpabR0AhriHYPFZD6J9zwOIdpwqZT0akdPj5R/qdjehK5wo4XG4xY8YAQptZkNW0JdDay19dVIY7t2dou7s4jEVhqzlRumt5cnxuKfJbjEZsrAvRRAEnDNCTKLYIAvFGanNCcW4VxlHV6rcDtgsJkRiROpfBIjpoG3xui+G9iy5e/YsUXH3gGKnIQvFyaHG0v4TnfAGxHP29YlOtPrDsFtMOK2/ccMbQMKz5OuKoL0rUYuItpBwWs1w2S26jE0NpgwvQ3+PA95AGGt3JrL99tFMuH6Fhg6jAqJnTBDEKtC0aS4hRDreS06t1HN4WUNbnjR4u5LKIxyT6ZWMfg7PGdFdt2SkNicUY4ySwxwmk4AhpVS3lBB5r9h0EAAwvF8hSgqM1yaDQlfkbf5wUuHNfNErAUBJoU0qOklF3p/GXeVnDCw2bH0eSpHdAo9TvAZpGjaQMJYq3cas/EwxmwR8Z+JAAMBfPz0ivS/1hCs3dggOAJw2s3SNUpH3rvp2HGkNwGE14byR/fQcXtbQbDh/KIp2WVaqVGPJwCE4ChV576z3Sa1PjNTmhGLs2ZCjKyc31PWHIvjjP/cDAG6fNsLQDyKP0wp73Fj47GCb9P6RlvwxloDuxSlpCG6CwUNwlAHFCd0S5XjcW2j0MCoAXBs3lv65t0l6wO4/kR+ZcJRRNCMuXlWeepXOG9kPTgP2hJPjtJklg16uPTsmlQ0wrrib0s9lx+hKFwhJlBD40kBtTijcWOJkjFQ+IJ5586fNh9DSGcKQsgJccUZ/PYeWNYIg4MozxWNY/Pp2KZPjUB5U75YjtT2JG0tbqLg7X4wlKvKWeZbq4//OB2NpSFkhJg0rBSHA65+JzYElz5LBxd2UEVJGnGgEUr1SrcFDcBRJ5J1kLNEwnPGvUSARiqMZjLsM1OaEwo0lTsYMlXmWusJR/P7DrwEAt1043DBx6FTcd9mpqPY4cKDZj1+98yUA4HArLUhp/BUfIPMsHfGitTMk6V3y1bP0z71NeOr9rwAYP1OMch0NxW05DEKIVDbgFIOXDaBIDXWPd+BIqx87jvlgEoCLx+aHsUSNdrmxVJ8HZQPkUJH3R1+dMFybE4rxn2gc3aCepUMtnfjrlsNobA9iQLETV48fqPPI1MHjtOK/rj0DAPDyxoP4194TedEXTs64uIj7UIsf73/ZCEAM3xg5A0cO1bscaQvgtU+P4PsvfIKOYASTTynF988dqu/gVOLbNdUosJlxoNmPdbsaJV2I0WssUUZWJDxL6+IhuG8NLc2ba5R6lpa9swv/+ZdteGt7vVTsNx80SwAwaVgpzCYBB5sT84xR2pxQuLHEyZihUhVvP55ZL3qVbr3gFMMLg+WcO7Ic8yYPAQD89LV/S9lxRq+xRPEUWCUP4YsbDgDInxAckDCWPviyEXf/9d+IxAiuOKM/Xrp5EtwO4yYgyCm0W3BZjdgQ+LH/2w1AFA4XGjjTTw5tqHuiI4i/bBGF7PkSggOAWaf3h9thQas/jNc/O4rb//SZ5OHNF8+Sy2HFmYOKAUDStRqlzQklf55qnJzTv9gBi0lAMBLD0bYAKlx2XPetQXoPS3UWf3sMhpQVSK7xIrsFxQbO9DuZcSfVWzJ6fSU5tNaSPyRmNN56wXA8ef2ZsFuMLQw+GXrf7Y6LoPPFqwSIxiANp+6MC4NrT63Sc0iqcu7Icnz6wCX404KzseC8YZIwv7zInjeLMgA4Z7gYiqPzjJH0SoCBjKWHH34YU6dORUFBAYqLi9P6DCEES5YsQf/+/eF0OnHhhRdix44dSdsEg0H85Cc/QXl5OQoLC3HFFVfgyJEjveyRI8diNkkrdwD44fmnwGHNr4cQABTYLHj8ujNAk/sGlhi/9omck9tFTBxi3Oa5JzO4rAA2iwkmAXjoytNw78wxMBm8PlZPnDW0RPIQAvmTCUehbU8A0SMxuCx/jAgAsJpNmDq8HPdddirev+tC/Otn0/Dunefn1XxKRd4Uo7Q5oRjGWAqFQrjuuuvw4x//OO3PPProo3jiiSfw9NNP45NPPkFVVRUuueQStLcn+gwtWrQIq1evxiuvvIJ//etf6OjowKxZsxCNRlPsmUOhuqWyQhtuPHuIzqPRjm8NLcUPzzsFgPFWRH1BM+IAoLjAiuF59KD1OK3484Kz8cbt5+C7U4bqPRzNEAQhyaubL5lwFKpbAoxfiDIdBpYU5I0mizJ+cAmcMuPPKG1OKIYxlpYuXYo777wTNTU1aW1PCMGTTz6J++67D9dccw3GjRuHl156CX6/H3/6058AAF6vF8899xwef/xxTJ8+HePHj8fKlSvx+eefY926dVoeTt5wVrx/2O3TRhi+5klf3DNjDJ6dNxH3XTZW76GoyrgBCePP6M1ze2LikFKpD14+c82EAaBOs3zJhKOMrEw8WPMpBPdNwmYxYdKwUunfRmlzQjGMsaSU/fv3o6GhAbW1tdJ7drsdF1xwATZs2AAA+PTTTxEOh5O26d+/P8aNGydt0xPBYBA+ny/p9U3lRxcMx9o7z8fN5w7TeyiaYzYJuPS0KkO3cekJl8MqhW0mGrx57jeZao8TC84/Bd8aUiI9lPIFGioeXFqQZNxzjAUtITDaQG1OKPmRLtEDDQ1i4bLKymSXbWVlJQ4ePChtY7PZUFJS0m0b+vmeWLZsGZYuXaryiI2J1WxKWvVxjMn3zxmGVZsO4sozB+g9FE4WLJ6ZX15PypgqN16+eVLe6QW/aVz/rcH4/KgP14w33jyjq2m3ZMkSCIKQ8rVly5asvuPkG4sQ0ufN1tc2ixcvhtfrlV6HDx/Oaowcjt7MmzwEaxadL2UdcTiscf6ofnmnxfqm4Smw4qkbxmPamAq9h6IYXT1LCxcuxJw5c1JuM3To0Iz2XVUlxrUbGhpQXV0tvd/Y2Ch5m6qqqhAKhdDa2prkXWpsbMTUqVN73bfdbofdnl+hGA6Hw+FwOD2jq7FUXl6O8vLyvjfMgGHDhqGqqgpr167F+PHjAYgZdevXr8evf/1rAMDEiRNhtVqxdu1azJ49GwBQX1+PL774Ao8++qgm4+JwOBwOh2MsDKNZOnToEFpaWnDo0CFEo1Fs27YNADBixAgUFYmu2TFjxmDZsmW4+uqrIQgCFi1ahEceeQQjR47EyJEj8cgjj6CgoABz584FAHg8Htxyyy246667UFZWhtLSUtx9992oqanB9OnT9TpUDofD4XA4DGEYY+kXv/gFXnrpJen/1Fv0wQcf4MILLwQA7N69G16vV9rmnnvuQSAQwG233YbW1lacffbZePfdd+FyJQTJy5cvh8ViwezZsxEIBHDxxRfjxRdfhNmc32nwHA6Hw+Fw0kMghBC9B2F0fD4fPB4PvF4v3G6e1srhcDgcjhFI9/ltrEIHHA6Hw+FwODmGG0scDofD4XA4KeDGEofD4XA4HE4KuLHE4XA4HA6HkwJuLHE4HA6Hw+GkgBtLHA6Hw+FwOCngxhKHw+FwOBxOCrixxOFwOBwOh5MCbixxOBwOh8PhpMAw7U5YhhZB9/l8Oo+Ew+FwOBxOutDndl/NTLixpALt7e0AgEGDBuk8Eg6Hw+FwOEppb2+Hx+Pp9e+8N5wKxGIxHDt2DC6XC4IgqLZfn8+HQYMG4fDhw3nbcy7fjzHfjw/I/2Pkx2d88v0Y+fFlDiEE7e3t6N+/P0ym3pVJ3LOkAiaTCQMHDtRs/263Oy9vADn5foz5fnxA/h8jPz7jk+/HyI8vM1J5lChc4M3hcDgcDoeTAm4scTgcDofD4aSAG0sMY7fb8eCDD8Jut+s9FM3I92PM9+MD8v8Y+fEZn3w/Rn582sMF3hwOh8PhcDgp4J4lDofD4XA4nBRwY4nD4XA4HA4nBdxY4nA4HA6Hw0kBN5Y4HA6Hw+FwUsCNJYY4cOAAbrnlFgwbNgxOpxPDhw/Hgw8+iFAolPJzhBAsWbIE/fv3h9PpxIUXXogdO3bkaNTKePjhhzF16lQUFBSguLg4rc9873vfgyAISa/JkydrO9AsyOQYjXQOW1tbMW/ePHg8Hng8HsybNw9tbW0pP8P6Ofzd736HYcOGweFwYOLEifjnP/+Zcvv169dj4sSJcDgcOOWUU/DMM8/kaKSZoeT46urqup0rQRDw5Zdf5nDE6fPhhx/i8ssvR//+/SEIAt54440+P2Ok86f0+Ix2/pYtW4azzjoLLpcLFRUVuOqqq7B79+4+P5frc8iNJYb48ssvEYvF8Oyzz2LHjh1Yvnw5nnnmGfz85z9P+blHH30UTzzxBJ5++ml88sknqKqqwiWXXCL1rGOJUCiE6667Dj/+8Y8VfW7GjBmor6+XXm+//bZGI8yeTI7RSOdw7ty52LZtG9asWYM1a9Zg27ZtmDdvXp+fY/Ucvvrqq1i0aBHuu+8+bN26Feeddx5mzpyJQ4cO9bj9/v378e1vfxvnnXcetm7dip///Oe444478Le//S3HI08PpcdH2b17d9L5GjlyZI5GrIzOzk6cccYZePrpp9Pa3mjnT+nxUYxy/tavX4/bb78dmzZtwtq1axGJRFBbW4vOzs5eP6PLOSQcpnn00UfJsGHDev17LBYjVVVV5Fe/+pX0XldXF/F4POSZZ57JxRAz4oUXXiAejyetbefPn0+uvPJKTcejBekeo5HO4c6dOwkAsmnTJum9jRs3EgDkyy+/7PVzLJ/DSZMmkVtvvTXpvTFjxpB77723x+3vueceMmbMmKT3fvSjH5HJkydrNsZsUHp8H3zwAQFAWltbczA6dQFAVq9enXIbo50/Oekcn5HPHyGENDY2EgBk/fr1vW6jxznkniXG8Xq9KC0t7fXv+/fvR0NDA2pra6X37HY7LrjgAmzYsCEXQ8wJdXV1qKiowKhRo7BgwQI0NjbqPSTVMNI53LhxIzweD84++2zpvcmTJ8Pj8fQ5VhbPYSgUwqeffpr02wNAbW1tr8ezcePGbttfeuml2LJlC8LhsGZjzYRMjo8yfvx4VFdX4+KLL8YHH3yg5TBzipHOXzYY9fx5vV4ASPnc0+MccmOJYfbt24ennnoKt956a6/bNDQ0AAAqKyuT3q+srJT+ZnRmzpyJVatW4f3338fjjz+OTz75BBdddBGCwaDeQ1MFI53DhoYGVFRUdHu/oqIi5VhZPYcnTpxANBpV9Ns3NDT0uH0kEsGJEyc0G2smZHJ81dXV+P3vf4+//e1veP311zF69GhcfPHF+PDDD3MxZM0x0vnLBCOfP0II/vM//xPnnnsuxo0b1+t2epxDbizlgCVLlvQouJO/tmzZkvSZY8eOYcaMGbjuuuvwgx/8oM/vEAQh6f+EkG7vaUUmx6eE66+/HpdddhnGjRuHyy+/HO+88w727NmDt956S8WjSI3WxwgY5xz2NKa+xsrCOUyF0t++p+17ep8VlBzf6NGjsWDBAkyYMAFTpkzB7373O1x22WV47LHHcjHUnGC086cEI5+/hQsXYvv27fjzn//c57a5PocWTfbKSWLhwoWYM2dOym2GDh0q/fvYsWOYNm0apkyZgt///vcpP1dVVQVAtLSrq6ul9xsbG7tZ3lqh9Piypbq6GkOGDMHevXtV22dfaHmMRjqH27dvx/Hjx7v9rampSdFY9TiHPVFeXg6z2dzNy5Lqt6+qqupxe4vFgrKyMs3GmgmZHF9PTJ48GStXrlR7eLpgpPOnFkY4fz/5yU/w97//HR9++CEGDhyYcls9ziE3lnJAeXk5ysvL09r26NGjmDZtGiZOnIgXXngBJlNq59+wYcNQVVWFtWvXYvz48QBEncL69evx61//Ouuxp4OS41OD5uZmHD58OMmw0Botj9FI53DKlCnwer34+OOPMWnSJADA5s2b4fV6MXXq1LS/T49z2BM2mw0TJ07E2rVrcfXVV0vvr127FldeeWWPn5kyZQr+8Y9/JL337rvv4lvf+hasVqum41VKJsfXE1u3btX9XKmFkc6fWrB8/ggh+MlPfoLVq1ejrq4Ow4YN6/MzupxDzaTjHMUcPXqUjBgxglx00UXkyJEjpL6+XnrJGT16NHn99del///qV78iHo+HvP766+Tzzz8nN9xwA6muriY+ny/Xh9AnBw8eJFu3biVLly4lRUVFZOvWrWTr1q2kvb1d2kZ+fO3t7eSuu+4iGzZsIPv37ycffPABmTJlChkwYACTx0eI8mMkxFjncMaMGeT0008nGzduJBs3biQ1NTVk1qxZSdsY6Ry+8sorxGq1kueee47s3LmTLFq0iBQWFpIDBw4QQgi59957ybx586Ttv/76a1JQUEDuvPNOsnPnTvLcc88Rq9VKXnvtNb0OISVKj2/58uVk9erVZM+ePeSLL74g9957LwFA/va3v+l1CClpb2+X7jEA5IknniBbt24lBw8eJIQY//wpPT6jnb8f//jHxOPxkLq6uqRnnt/vl7Zh4RxyY4khXnjhBQKgx5ccAOSFF16Q/h+LxciDDz5IqqqqiN1uJ+effz75/PPPczz69Jg/f36Px/fBBx9I28iPz+/3k9raWtKvXz9itVrJ4MGDyfz588mhQ4f0OYA0UHqMhBjrHDY3N5Mbb7yRuFwu4nK5Mjx9FwAABSJJREFUyI033tgtTdlo5/C///u/yZAhQ4jNZiMTJkxISlueP38+ueCCC5K2r6urI+PHjyc2m40MHTqU/M///E+OR6wMJcf361//mgwfPpw4HA5SUlJCzj33XPLWW2/pMOr0oKnyJ7/mz59PCDH++VN6fEY7f7098+TzIwvnUIgPlsPhcDgcDofTAzwbjsPhcDgcDicF3FjicDgcDofDSQE3ljgcDofD4XBSwI0lDofD4XA4nBRwY4nD4XA4HA4nBdxY4nA4HA6Hw0kBN5Y4HA6Hw+FwUsCNJQ6Hw+FwOJwUcGOJw+HkJUuWLMGZZ56Z8++tq6uDIAgQBAFXXXVVWp9ZsmSJ9Jknn3xS0/FxOBzlcGOJw+EYDmpY9Pb63ve+h7vvvhvvvfeebmPcvXs3XnzxxbS2vfvuu1FfX99nt3UOh6MPFr0HwOFwOEqpr6+X/v3qq6/iF7/4BXbv3i2953Q6UVRUhKKiIj2GBwCoqKhAcXFxWtvSsZrNZm0HxeFwMoJ7ljgcjuGoqqqSXh6PB4IgdHvv5DDc9773PVx11VV45JFHUFlZieLiYixduhSRSAQ//elPUVpaioEDB+L5559P+q6jR4/i+uuvR0lJCcrKynDllVfiwIEDisf82muvoaamBk6nE2VlZZg+fTo6Ozuz/CU4HE4u4MYSh8P5xvD+++/j2LFj+PDDD/HEE09gyZIlmDVrFkpKSrB582bceuutuPXWW3H48GEAgN/vx7Rp01BUVIQPP/wQ//rXv1BUVIQZM2YgFAql/b319fW44YYbcPPNN2PXrl2oq6vDNddcA97HnMMxBtxY4nA43xhKS0vx29/+FqNHj8bNN9+M0aNHw+/34+c//zlGjhyJxYsXw2az4aOPPgIAvPLKKzCZTPjjH/+ImpoajB07Fi+88AIOHTqEurq6tL+3vr4ekUgE11xzDYYOHYqamhrcdtttuoYJORxO+nDNEofD+cZw2mmnwWRKrBErKysxbtw46f9msxllZWVobGwEAHz66af46quv4HK5kvbT1dWFffv2pf29Z5xxBi6++GLU1NTg0ksvRW1tLa699lqUlJRkeUQcDicXcGOJw+F8Y7BarUn/FwShx/disRgAIBaLYeLEiVi1alW3ffXr1y/t7zWbzVi7di02bNiAd999F0899RTuu+8+bN68GcOGDcvgSDgcTi7hYTgOh8PphQkTJmDv3r2oqKjAiBEjkl4ej0fRvgRBwDnnnIOlS5di69atsNlsWL16tUYj53A4asKNJQ6Hw+mFG2+8EeXl5bjyyivxz3/+E/v378f69evxH//xHzhy5Eja+9m8eTMeeeQRbNmyBYcOHcLrr7+OpqYmjB07VsPRczgcteBhOA6Hw+mFgoICfPjhh/jZz36Ga665Bu3t7RgwYAAuvvhiuN3utPfjdrvx4Ycf4sknn4TP58OQIUPw+OOPY+bMmRqOnsPhqIVAeO4qh8PhqEZdXR2mTZuG1tbWtItSUoYOHYpFixZh0aJFmoyNw+FkBg/DcTgcjgYMHDgQN9xwQ1rbPvLIIygqKsKhQ4c0HhWHw8kE7lnicDgcFQkEAjh69CgAsY1JVVVVn59paWlBS0sLADHLTql4nMPhaAs3ljgcDofD4XBSwMNwHA6Hw+FwOCngxhKHw+FwOBxOCrixxOFwOBwOh5MCbixxOBwOh8PhpIAbSxwOh8PhcDgp4MYSh8PhcDgcTgq4scThcDgcDoeTAm4scTgcDofD4aTg/wMA3d4syCrrngAAAABJRU5ErkJggg==", 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" ] @@ -299,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "27368b99", "metadata": { "id": "27368b99", @@ -310,7 +329,7 @@ "def log_likelihood_Ms(time, yobs, freq, alpha, sigma=0.1):\n", " prediction = model_Ms(time, freq, alpha)\n", " res = yobs - prediction \n", - " logl = -0.5 * ((res/sigma)**2) + np.log(2 * np.pi * sigma**2)\n", + " logl = -0.5 * (((res/sigma)**2) + np.log(2 * np.pi * sigma**2))\n", " # Sum over all log_likelihoods (axis=0)\n", " return np.sum(logl, axis=0)" ] @@ -334,7 +353,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "0ef7322e", "metadata": { "id": "0ef7322e", @@ -344,6 +363,8 @@ "source": [ "def log_prior_Ms(freq, alpha):\n", " \"\"\" Calculate the log prior under the Ms model\n", + "\n", + " Note: programmed to accept either a single point or an array\n", " \n", " Parameters\n", " ----------\n", @@ -389,62 +410,91 @@ "source": [ "#### Parameter Estimation: Rejection Sampling\n", "\n", - "Now that we have our likelihood and prior, we will introduce **stochastic sampling**. We start by using the simplest type of stochastic sampling, rejection sampling. The idea is that to draw samples from a target distribution $p(\\theta | d, M_s)$ which is difficult to sample from, we first generate samples from a generating distribution $g(\\theta$) which is easy to sample from and then weight the samples relative to the target distribution. In practice you can choose any generating distribution you like, but we will use $g(\\theta) = g(f)g(\\alpha)$ where\n", + "\n", + "##### Rejection Sampling Definition\n", + "Now that we have our likelihood and prior, we will introduce **stochastic sampling**. We start by using the simplest type of stochastic sampling, \\emph{rejection sampling}. The idea is that to draw samples from a target distribution $f(\\theta)$ which is difficult to sample from, we first generate samples from a generating distribution $g(\\theta$) which is easy to sample from and then weight the samples relative to the target distribution. \n", + "\n", + "To perform rejection sampling, first we need to define a scalar $M \\in [0, \\infty)$ such that $f(\\theta) \\le M g(\\theta)$ for all $\\theta$. We may not know what $M$ should be in advance (since we do not in general know the target distribution), but it can be validated in practise. Once $M$ is defined, we then perform the following steps to attempt to draw a sample\n", + "\n", + "1. Draw $\\theta'$ from $g(\\theta)$\n", + "2. Draw a sample $u$ from the uniform distribution over the unit interval\n", + "3. If \n", + " $$ u < \\frac{f(\\theta')}{ M g(\\theta') } $$\n", + " accept $\\theta'$ as a sample. Otherwise reject it and start from step 1 again.\n", + "\n", + "Repeating these steps until you have a large number of samples (to be defined), the theory tells us that the set of samples will approximate the target distribution $f(\\theta)$. You may observe that rejected samples are wasted effort. Indeed, the theory also states that in general the algorithm will take $M$ steps to produce a sample. For this reason, we should choose $M$ to be as small as possible while still satisfying $f(\\theta) \\le M g(\\theta)$.\n", + "\n", + "##### Rejection Sampling Application\n", + "\n", + "We are now ready to try and apply rejection sampling to our current problem. We will set the target distribution $f(\\theta) = p(\\theta | d, M_s)$. Meanwhile, we will use a generating distribution $g(\\theta) = g(f)g(\\alpha)$ where\n", "\n", "$$ g(f) = \\textrm{Uniform}(1.8, 2.2) $$\n", "$$ g(\\alpha) = \\textrm{Uniform}(0.2, 0.6) $$\n", "\n", - "Our rejection sampling algorithm then proceeds as follows:\n", + "For M, we will use a guess-and-check approach. Namely, let us guess a value of $M$, then check if $f(\\theta) \\le M g(\\theta)$ for all samples. If it is, then we can trust our posterior. If it is not, we would need to resample changing the value of $M$ appropriately. Note: this is a highly innefficient approach, but it is simple to implement. Below, we implement this by adding a print statement. The user is free to change M and see how often it triggers the print statement and the effect on the posterior.\n", "\n", + "Then for our rejection sampling algorithm then proceeds as follows:\n", "\n", "1. Draw $\\theta'=[f, \\alpha]$ from $g(f)$ and $g(\\alpha)$\n", "2. Calculate the probability under the target and generating distributions (i.e. $p(\\theta' | d, M_s)$ and $g(\\theta')$)\n", - "3. Calculate the weight $w=p(\\theta' | d, M_s) / g(\\theta')$\n", + "3. Calculate the weight $w=p(\\theta' | d, M_s) / M g(\\theta')$\n", "4. Draw a random number $u$ uniformly distributed in $[0, 1]$\n", - "5. If $w > u$, append $\\theta'$ to a set of samples, otherwise reject it and repeat\n", - "\n", - "Continue this loop until an acceptable number of samples have been drawn. The resulting set of samples are then an approximation to $p(\\theta | d, M_s)$ and be used to produce summary statistics or create plots. \n", - "\n", - "We now program the algorithm for our test data. However, there are two important differences between this algorithm and the expression above:\n", + "5. If $u < w$, append $\\theta'$ to a set of samples, otherwise reject it and repeat\n", "\n", - "1. We will work with the unnormalised distribution $p(\\theta | d, M_s)$ (i.e. we don't calculate the evidence $\\mathcal{Z}$. As a result, $w$ is also unnormalised and so it needs to be normalised before we apply step 5. Fortunately, we can normalize $w$ once we have a distribution of values. \n", - "2. For computational efficiency, rather than using a while loop we will instead draw a set of 100000 samples, calculate the weights for each, and then apply rejection sampling. This utilises numpy array optimization and also enables us to normalise the weights to a distribution." + "Continue this loop until an acceptable number of samples have been drawn. The resulting set of samples are then an approximation to $p(\\theta | d, M_s)$ and be used to produce summary statistics or create plots. " ] }, { "cell_type": "code", - "execution_count": 7, - "id": "d4f02fb9", - "metadata": { - "id": "d4f02fb9", - "tags": [] - }, - "outputs": [], + "execution_count": 42, + "id": "30d276a0-cc54-4291-90d7-f2bbbca1ca16", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1000 drawn with a sampling efficiency of 1.61%\n" + ] + } + ], "source": [ - "# Draw 10000 samples from g(theta)\n", - "N = 100000\n", - "freq_gsamples = np.random.uniform(1.8, 2.2, N)\n", - "alpha_gsamples = np.random.uniform(0.2, 0.6, N)\n", - "\n", - "# Make time a 2D array to enable broadcasting across the samples\n", - "time_array = time[:, np.newaxis]\n", - "yobs_array = yobs[:, np.newaxis]\n", - "\n", - "# Calculate the log_likelihood and log_prior for all samples\n", - "log_likelihood_vals = log_likelihood_Ms(time_array, yobs_array, freq_gsamples, alpha_gsamples)\n", - "log_prior_vals = log_prior_Ms(freq_gsamples, alpha_gsamples)\n", - "log_posterior_vals = log_likelihood_vals + log_prior_vals\n", - "\n", - "# Calculate the weights\n", - "weights = np.exp(log_posterior_vals)\n", - "\n", - "# Normalise the weights\n", - "weights = weights / max(weights)\n", - "\n", - "# Rejection sample\n", - "keep = weights > np.random.uniform(0, 1, weights.shape)\n", - "alpha_samples = alpha_gsamples[keep]\n", - "freq_samples = freq_gsamples[keep]" + "# Initialise lists to store samples in\n", + "freq_samples = []\n", + "alpha_samples = []\n", + "M = 1e10\n", + "\n", + "nsamples = 1000 # Target number of samples\n", + "counter = 0 # Counter\n", + "\n", + "while len(freq_samples) < nsamples:\n", + " counter += 1\n", + "\n", + " # Draw uniform samples from g and calculate g(theta)\n", + " freq_gwidth = 0.4\n", + " alpha_gwidth = 0.4\n", + " freq_gsample = np.random.uniform(1.8, 1.8 + freq_gwidth)\n", + " alpha_gsample = np.random.uniform(0.2, 0.2 + alpha_gwidth)\n", + " log_g = np.log(1 / (freq_gwidth * alpha_gwidth))\n", + " \n", + " # Calculate the log_likelihood and log_prior for all samples\n", + " log_likelihood_val = log_likelihood_Ms(time, yobs, freq_gsample, alpha_gsample)\n", + " log_prior_val = log_prior_Ms(freq_gsample, alpha_gsample)\n", + " log_f = log_likelihood_val + log_prior_val\n", + " \n", + " # Calculate the weights\n", + " weight = np.exp(log_f - log_g - np.log(M))\n", + "\n", + " # If weights > 1 then M is not larger enough\n", + " if weight > 1:\n", + " print(\"Error: weight > 1 therefore M should be larger\")\n", + " \n", + " # Rejection sample\n", + " if np.random.uniform(0, 1) < weight: \n", + " freq_samples.append(freq_gsample)\n", + " alpha_samples.append(alpha_gsample)\n", + "\n", + "print(f\"{nsamples} drawn with a sampling efficiency of {100 * nsamples/counter:0.2f}%\")" ] }, { @@ -459,7 +509,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 43, "id": "013d1029", "metadata": { "colab": { @@ -473,7 +523,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -485,7 +535,7 @@ "source": [ "# Create a corner plot\n", "samples = np.array([freq_samples, alpha_samples]).T\n", - "fig = corner.corner(samples, bins=20, labels=[\"f\", \"alpha\"], show_titles=True, quantiles=[0.16, 0.5, 0.84],)" + "fig = corner.corner(samples, bins=20, labels=[\"Frequency\", \"Alpha\"], show_titles=True, quantiles=[0.16, 0.5, 0.84],)" ] }, { @@ -502,7 +552,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 44, "id": "6b129a93", "metadata": { "colab": { @@ -547,33 +597,6 @@ "In this exerise, we have learned that rejection sampling can be used to approximate the posterior distribution. However, we should note that it is highly inefficienct. It works okay here, because we tightly tuned the edges of $g(\\theta)$, but if you go back and increase these to a wider range, you'll see the efficiency quickly drops off. Moreover, the efficiency of rejection sampling also suffers when we start to look at problems in more than 2 parameters." ] }, - { - "cell_type": "code", - "execution_count": 10, - "id": "b50806fe", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "b50806fe", - "outputId": "60aa9a6f-adae-4705-ee8a-406416c31a02", - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.0249\n" - ] - } - ], - "source": [ - "# To calculate the efficiency\n", - "efficiency = len(freq_samples) / len(freq_gsamples)\n", - "print(efficiency)" - ] - }, { "cell_type": "markdown", "id": "983f5090", @@ -1160,9 +1183,9 @@ "provenance": [] }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "GW", "language": "python", - "name": "python3" + "name": "gw" }, "language_info": { "codemirror_mode": { @@ -1174,7 +1197,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.9.18" } }, "nbformat": 4,