diff --git a/assignments/assignment_1/assign_1_template.ipynb b/assignments/assignment_1/assign_1_template.ipynb
index 60b6d2d..797e02a 100644
--- a/assignments/assignment_1/assign_1_template.ipynb
+++ b/assignments/assignment_1/assign_1_template.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "## License \n",
     "\n",
-    "Copyright 2021 Patrick Hall (jphall@gwu.edu)\n",
+    "Copyright 2021-2023 Patrick Hall (jphall@gwu.edu)\n",
     "\n",
     "Licensed under the Apache License, Version 2.0 (the \"License\");\n",
     "you may not use this file except in compliance with the License.\n",
@@ -54,13 +54,14 @@
      "text": [
       "Checking whether there is an H2O instance running at http://localhost:54321 ..... not found.\n",
       "Attempting to start a local H2O server...\n",
-      "  Java Version: openjdk version \"11.0.11\" 2021-04-20; OpenJDK Runtime Environment (build 11.0.11+9-Ubuntu-0ubuntu2.18.04); OpenJDK 64-Bit Server VM (build 11.0.11+9-Ubuntu-0ubuntu2.18.04, mixed mode, sharing)\n",
-      "  Starting server from /home/patrickh/Workspace/GWU_rml/assignments/assign_env/lib/python3.6/site-packages/h2o/backend/bin/h2o.jar\n",
-      "  Ice root: /tmp/tmpepldvttp\n",
-      "  JVM stdout: /tmp/tmpepldvttp/h2o_patrickh_started_from_python.out\n",
-      "  JVM stderr: /tmp/tmpepldvttp/h2o_patrickh_started_from_python.err\n",
+      "  Java Version: openjdk version \"11.0.15\" 2022-04-19; OpenJDK Runtime Environment (build 11.0.15+10-Ubuntu-0ubuntu0.20.04.1); OpenJDK 64-Bit Server VM (build 11.0.15+10-Ubuntu-0ubuntu0.20.04.1, mixed mode, sharing)\n",
+      "  Starting server from /home/patrickh/workspace/GWU_rml/assignments/env_rml/lib/python3.8/site-packages/h2o/backend/bin/h2o.jar\n",
+      "  Ice root: /tmp/tmpq8xcdmo1\n",
+      "  JVM stdout: /tmp/tmpq8xcdmo1/h2o_patrickh_started_from_python.out\n",
+      "  JVM stderr: /tmp/tmpq8xcdmo1/h2o_patrickh_started_from_python.err\n",
       "  Server is running at http://127.0.0.1:54321\n",
-      "Connecting to H2O server at http://127.0.0.1:54321 ... successful.\n"
+      "Connecting to H2O server at http://127.0.0.1:54321 ... successful.\n",
+      "Warning: Your H2O cluster version is too old (2 years)! Please download and install the latest version from http://h2o.ai/download/\n"
      ]
     },
     {
@@ -75,15 +76,15 @@
        "<tr><td>H2O_cluster_version:</td>\n",
        "<td>3.32.1.3</td></tr>\n",
        "<tr><td>H2O_cluster_version_age:</td>\n",
-       "<td>9 days </td></tr>\n",
+       "<td>2 years !!!</td></tr>\n",
        "<tr><td>H2O_cluster_name:</td>\n",
-       "<td>H2O_from_python_patrickh_x4r2vr</td></tr>\n",
+       "<td>H2O_from_python_patrickh_yj2rrg</td></tr>\n",
        "<tr><td>H2O_cluster_total_nodes:</td>\n",
        "<td>1</td></tr>\n",
        "<tr><td>H2O_cluster_free_memory:</td>\n",
        "<td>6 Gb</td></tr>\n",
        "<tr><td>H2O_cluster_total_cores:</td>\n",
-       "<td>24</td></tr>\n",
+       "<td>8</td></tr>\n",
        "<tr><td>H2O_cluster_allowed_cores:</td>\n",
        "<td>4</td></tr>\n",
        "<tr><td>H2O_cluster_status:</td>\n",
@@ -97,7 +98,7 @@
        "<tr><td>H2O_API_Extensions:</td>\n",
        "<td>Amazon S3, XGBoost, Algos, AutoML, Core V3, TargetEncoder, Core V4</td></tr>\n",
        "<tr><td>Python_version:</td>\n",
-       "<td>3.6.9 final</td></tr></table></div>"
+       "<td>3.8.10 final</td></tr></table></div>"
       ],
       "text/plain": [
        "--------------------------  ------------------------------------------------------------------\n",
@@ -105,18 +106,18 @@
        "H2O_cluster_timezone:       America/New_York\n",
        "H2O_data_parsing_timezone:  UTC\n",
        "H2O_cluster_version:        3.32.1.3\n",
-       "H2O_cluster_version_age:    9 days\n",
-       "H2O_cluster_name:           H2O_from_python_patrickh_x4r2vr\n",
+       "H2O_cluster_version_age:    2 years !!!\n",
+       "H2O_cluster_name:           H2O_from_python_patrickh_yj2rrg\n",
        "H2O_cluster_total_nodes:    1\n",
        "H2O_cluster_free_memory:    6 Gb\n",
-       "H2O_cluster_total_cores:    24\n",
+       "H2O_cluster_total_cores:    8\n",
        "H2O_cluster_allowed_cores:  4\n",
        "H2O_cluster_status:         accepting new members, healthy\n",
        "H2O_connection_url:         http://127.0.0.1:54321\n",
        "H2O_connection_proxy:       {\"http\": null, \"https\": null}\n",
        "H2O_internal_security:      False\n",
        "H2O_API_Extensions:         Amazon S3, XGBoost, Algos, AutoML, Core V3, TargetEncoder, Core V4\n",
-       "Python_version:             3.6.9 final\n",
+       "Python_version:             3.8.10 final\n",
        "--------------------------  ------------------------------------------------------------------"
       ]
      },
@@ -232,14 +233,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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x6NEjJCYmllo8mn42F0fVqlXx6aefitsmJiZo166dWr/x3//+FzVq1MCkSZPyHK96ZfLgwYMwNDTE5MmT1fZPnToVgiDg559/Vivv3r272gIRqr5i4MCBqFatWp5yVXuSkpJw8+ZNDBs2DI8fPxZ/d+np6ejevTtOnDiB3Nxcje7BwIEDxVdDVQwNDcV+Jzc3F0+ePEF2djbatGmDCxcuaHR+lYMHDwIAgoOD1cqnTp0KAMX6fY4dO1atzW3atIEgCPDz8xPLrays0KhRo0L/FjAzM4OJiQmOHz+Op0+f5ltHNepz//79UCqVGrd1woQJatsdO3bE48ePkZaWBgCIjY0FALWpjADk+++usmHCjagQN2/ehCAIaNiwIWrWrKn2c+3atTyretauXbvAiTbf7PwBiF9KHB0d8y0v6AOvMI0bN4anpydGjhyJ/fv348WLF+jTp484f4KZmRmA1/PUqTox4HWH26dPH5w9exbZ2dli3fzmFHj16pXauYiISDN///030tLS0KxZswLr3L17F40aNcpTrnrV6O7du2rlb/cxqmTTu/oS1XnevpaJiQkaNGiQ5zpl3c+9Ky5V+95eddXIyKjUVvwjoorn77//xsuXL9GwYcM8+978fNP0b3sHBwdUqVJFrez9998HgHznF9MWTT+bi6NOnTp55hmztrZW+2z+/fff0ahRo0IXALh79y4cHBzUkmVA0furovYVN2/eBAD4+vrm+d1t2LABmZmZePbsWeFBv8XJySnf8i1btqBFixYwNTVF9erVUbNmTRw4cEDj86vcvXsXBgYGefoqe3t7WFlZFev3md99NDU1FadGerO8sP5WKpVi4cKF+Pnnn2FnZ4dOnTohKioKCoVCrNO5c2cMHDgQ4eHhqFGjBvr164dNmzYVef65ovTlBgYGeX4fFW1F9eLgHG5EhcjNzYVEIsHPP/+c74qcVatWVdsuLAlV0IqeBZULb00yWhwff/wxxo8fj99++w2NGjWCg4MDAOSZywIAbG1toVQqkZ6eDktLS9SqVQvHjh2DIAhqnfGDBw8AQDwXERGVv9LsS95U1v1cWcVFRPpB07/tdVl5fb4Wt69QjV5btGgRXF1d862r6e8vvz5t27ZtGDVqFHx8fDBt2jTY2trC0NAQkZGRagtFFMfbCc6SyO9+Ffd3GhQUhD59+mDv3r04dOgQ5syZg8jISBw9ehStWrWCRCLBDz/8gDNnzuCnn37CoUOHMGbMGCxZsgRnzpx5533X576cCTei/y+/D0DVRKBOTk7i06zKRPXap+ppjIODA+zt7fN9jef+/fswNTUVn065urpiw4YNuHbtGpo0aSLWU01UXVBHR0REhatZsyYsLCxw5cqVAuvUq1cPN27cyFN+/fp1cb82qM5z48YNNGjQQCzPyspCSkoKPD09tXKd0qJq/61bt9C1a1exPDs7G3fu3Cl0Amsi0h01a9aEmZmZOArqTW9+lmr6t/39+/eRnp6uNsrtt99+AwBxFG1JkigFHVtRPpudnZ2RkJAApVJZ4CIN9erVw5EjR/D8+XO1UW7a7q+cnZ0BABYWFqUa/w8//IAGDRrgxx9/VPv9qFb6VtHk916vXj3k5ubi5s2bagvSPXz4EKmpqVq7RyXh7OyMqVOnYurUqbh58yZcXV2xZMkSbNu2TazzwQcf4IMPPsBXX32F7du3Y/jw4dixY4fa663Fobo/KSkpaqNU81uVvLLhK6VE/5+qI31zqe0BAwbA0NAQ4eHheTLwgiDg8ePHZdnEAr09/B0AlEoltm7dCjMzM7WE2SeffII//vgDcrlcLPvnn3/wv//9D926dRPniejXrx+MjY2xdu1asZ4gCIiOjkbt2rWLtPoSERHlZWBgAB8fH/z00084f/58nv2CIKBXr144e/Ys4uPjxfL09HSsX78e9evXV/tcLwlPT0+YmJhg5cqVav3cd999h2fPnlX4FcLatGmD6tWr49tvvxWnRABer5hanKkZiKhyMjQ0hEwmw969e3Hv3j2x/Nq1azh06JC4renf9tnZ2fjmm2/E7aysLHzzzTeoWbMm3NzcAOT/HaKoCjq2onw2Dxw4EP/88w9Wr16dZ5+qXb169UJOTk6eOsuWLYNEIhFXPC0pNzc3ODs7Y/HixeK81G/6+++/tXId1WisN+97QkKCWn8MAObm5gCK9nvv1asXgNcrhr9p6dKlAFCufW1GRoY4ZZCKs7MzqlWrJr4y+vTp0zz/f1ENvijqa6WFUc2z+Ob3TgBYtWpVic9d3jjCjej/U3WaX375JYYMGQJjY2P06dMH8+fPR0hICO7cuQMfHx9Uq1YNKSkp2LNnD/z9/fHFF1+Uc8uB8ePHIy0tDZ06dULt2rWhUCgQExOD69evY8mSJWrDfENCQrBr1y4MHDgQwcHBsLS0RHR0NJRKJb7++muxXp06dRAUFIRFixZBqVSibdu22Lt3L06ePImYmJgChwYTEdG7ff311zh8+DA6d+4Mf39/uLi44MGDB9i9ezdOnTqFmTNn4vvvv4e3tzcmT54MGxsbbNmyBSkpKfjvf/+rNol2SdSsWRMhISEIDw9Hz5490bdvX9y4cQNr165F27Zt1SbUrohMTEwQFhaGSZMmoVu3bhg8eDDu3LmDzZs3w9nZWauv7xBRxRYeHo7Y2Fh07NgRn332GbKzs7Fq1So0bdoUly5dAvA6kaDJ3/YODg5YuHAh7ty5g/fffx87d+5EUlIS1q9fL474cnZ2hpWVFaKjo1GtWjVUqVIF7u7uBc4P9iZXV1cYGhpi4cKFePbsGaRSKbp16wZbW9sK8dk8cuRIbN26FcHBwTh79iw6duyI9PR0HDlyBJ999hn69euHPn36oGvXrvjyyy9x584dtGzZEocPH8b//vc/BAUFiSPTSsrAwAAbNmyAt7c3mjZtitGjR6N27dr466+/cOzYMVhYWOCnn34q8XU++ugj/Pjjj+jfvz969+6NlJQUREdHo0mTJmqJPtWghp07d+L999+HjY0NmjVrlu/8rC1btoSvry/Wr1+P1NRUdO7cGWfPnsWWLVvg4+OjNkK7rP3222/o3r07Bg8ejCZNmsDIyAh79uzBw4cPMWTIEACv57Rbu3Yt+vfvD2dnZzx//hzffvstLCwsxGRiSbi5uWHgwIFYvnw5Hj9+jA8++AC//PKLOJq0MvflTLgR/X9t27ZFREQEoqOjERsbKw5rnTlzJt5//30sW7YM4eHhAF5P6unl5YW+ffuWc6tf++STT/Ddd99h3bp1ePz4MapVqwY3NzcsXLgwTxvt7Oxw6tQpfPHFF1i2bBmUSiU8PDywbds2tGzZUq3uggULYG1tjW+++QabN29Gw4YNsW3bNgwbNqwswyMi0jm1a9dGQkIC5syZg5iYGKSlpaF27drw9vaGubk5rKyscPr0acyYMQOrVq3Cq1ev0KJFC/z0009afxIeFhaGmjVrYvXq1ZgyZQpsbGzg7++Pr7/+usBXiCqSwMBACIKAJUuW4IsvvkDLli2xb98+TJ48WVxZm4h0X4sWLXDo0CEEBwcjNDQUderUQXh4OB48eCAm3ABo9Le9tbU1tmzZgkmTJuHbb7+FnZ0dVq9ejXHjxol1jI2NsWXLFoSEhGDChAnIzs7Gpk2bipRws7e3R3R0NCIjI+Hn54ecnBwcO3YMtra2FeKz2dDQEAcPHhRfIfzvf/+L6tWro0OHDmjevDmA14mwffv2ITQ0FDt37sSmTZtQv359LFq0SFyFU1u6dOmC+Ph4REREYPXq1Xjx4gXs7e3h7u6utppsSYwaNQoKhQLffPMNDh06hCZNmmDbtm3YvXs3jh8/rlZ3w4YNmDRpEqZMmYKsrCzMnTu3wAWRNmzYgAYNGmDz5s3Ys2cP7O3tERISkudV1bLm6OiIoUOHIi4uDv/5z39gZGSExo0biwM0AIgJwh07duDhw4ewtLREu3btEBMTU6R/50WxdetW2Nvb4/vvv8eePXvg6emJnTt3olGjRpW6L5cI+jBTHRERERHpjdzcXNSsWRMDBgzAt99+W97NISIiIg0lJSWhVatW2LZtG4YPH17ezSkWzuFGRERERJXWq1ev8swts3XrVjx58gRdunQpn0YRERFRkakW+3vT8uXLYWBggE6dOpVDi7SDr5QSVWAvXrzId1LQN9WsWZPzqRERkd46c+YMpkyZgkGDBqF69eq4cOECvvvuOzRr1gyDBg0q7+YRkR56+fIlnj17VmgdGxsbmJiYVOhrVDY5OTnvXDyhatWqavNbVxT6/r0vKioKiYmJ6Nq1K4yMjPDzzz/j559/hr+/PxwdHcu7ecXGhBtRBbZ48WJxbomCpKSkiMuSExER6Zv69evD0dERK1euxJMnT2BjY4ORI0diwYIFevVFk4gqjp07d2L06NGF1jl27FiJRuGWxTUqmz/++OOdc4rNnTsXYWFhZdMgDej797727dtDLpcjIiICL168QN26dREWFoYvv/yyvJtWIpzDjagCu337Nm7fvl1onQ4dOlTqiSSJiIiIiHTJgwcPkJycXGgdNzc3WFtbV+hrVDavXr3CqVOnCq3ToEEDNGjQoIxaVHT83qebmHAjIiIiIiIiIiLSIi6aQEREREREREREpEWcw60Qubm5uH//PqpVqwaJRFLezSEiKheCIOD58+dwcHCAgQGf05QH9kdEROyPKgL2R0RERe+PmHArxP379yv1ihhERNr0xx9/oE6dOuXdDL3E/oiI6F/sj8oP+yMion+9qz9iwq0Q1apVA/D6JlpYWGh0rFKpxOHDh+Hl5QVjY+PSaF6FoS+x6kucAGPVVcWNNS0tDY6OjuJnIpU99kdFoy+x6kucAGPVRSWJk/1R+WN/9G76EifAWHWRvsQJlE1/xIRbIVTDpC0sLIrVoZibm8PCwkIv/qHqQ6z6EifAWHVVSWPlqyPlh/1R0ehLrPoSJ8BYdZE24mR/VH7YH72bvsQJMFZdpC9xAmXTH3HyAyIiIiIiIiIiIi1iwo2IiIiIiIiIiEiLmHAjIiIiIiIiIiLSIibciIiIiIiIiIiItIgJNyIiIiIiIiIiIi1iwo2IiIiIiIiIiEiLmHAjIiIiIiIiIiLSIibciIiIiIiIiIiItIgJNyIiIiIiIiIiIi0yKu8GEBGR9tWfeSBPmdRQQFS7cmgMERHprbf7I/ZF1CzsEDJzJOL2nQW9y7E1RESlR+MRbidOnECfPn3g4OAAiUSCvXv3qu0fNWoUJBKJ2k/Pnj3V6jx58gTDhw+HhYUFrKys4OfnhxcvXqjVuXTpEjp27AhTU1M4OjoiKioqT1t2796Nxo0bw9TUFM2bN8fBgwfV9guCgNDQUNSqVQtmZmbw9PTEzZs3NQ2ZiIiIiIiIiIioyDROuKWnp6Nly5ZYs2ZNgXV69uyJBw8eiD/ff/+92v7hw4cjOTkZcrkc+/fvx4kTJ+Dv7y/uT0tLg5eXF+rVq4fExEQsWrQIYWFhWL9+vVjn9OnTGDp0KPz8/HDx4kX4+PjAx8cHV65cEetERUVh5cqViI6ORkJCAqpUqQKZTIZXr15pGjYREREREREREVGRaPxKqbe3N7y9vQutI5VKYW9vn+++a9euITY2FufOnUObNm0AAKtWrUKvXr2wePFiODg4ICYmBllZWdi4cSNMTEzQtGlTJCUlYenSpWJibsWKFejZsyemTZsGAIiIiIBcLsfq1asRHR0NQRCwfPlyzJ49G/369QMAbN26FXZ2dti7dy+GDBmiaehERERERERERETvVCpzuB0/fhy2trawtrZGt27dMH/+fFSvXh0AEB8fDysrKzHZBgCenp4wMDBAQkIC+vfvj/j4eHTq1AkmJiZiHZlMhoULF+Lp06ewtrZGfHw8goOD1a4rk8nEV1xTUlKgUCjg6ekp7re0tIS7uzvi4+PzTbhlZmYiMzNT3E5LSwMAKJVKKJVKje6Bqr6mx1VG+hKrvsQJMFZdIDUU8pYZvC4r7ucZERERERERFY3WE249e/bEgAED4OTkhN9//x2zZs2Ct7c34uPjYWhoCIVCAVtbW/VGGBnBxsYGCoUCAKBQKODk5KRWx87OTtxnbW0NhUIhlr1Z581zvHlcfnXeFhkZifDw8Dzlhw8fhrm5eVFvgRq5XF6s4yojfYlVX+IEGGtlVtiE1JrGmpGRUcLWEBERERER6RetJ9zeHDnWvHlztGjRAs7Ozjh+/Di6d++u7ctpVUhIiNqoubS0NDg6OsLLywsWFhYanUupVEIul6NHjx4wNjbWdlMrFH2JVV/iBBirLmgWdihPmdRAQESbXI1jVY32JSIiIiIioqIplVdK39SgQQPUqFEDt27dQvfu3WFvb49Hjx6p1cnOzsaTJ0/Eed/s7e3x8OFDtTqq7XfVeXO/qqxWrVpqdVxdXfNtq1QqhVQqzVNubGxc7C/iJTm2stGXWPUlToCxVmaZOZIC92kaqy7dFyIiIiIiorKg8Sqlmvrzzz/x+PFjMenl4eGB1NRUJCYminWOHj2K3NxcuLu7i3VOnDihNm+QXC5Ho0aNYG1tLdaJi4tTu5ZcLoeHhwcAwMnJCfb29mp10tLSkJCQINYhIqLK6cSJE+jTpw8cHBwgkUjE+TvzM2HCBEgkEixfvlyt/MmTJxg+fDgsLCxgZWUFPz8/vHjxQq3OpUuX0LFjR5iamsLR0RFRUVF5zr979240btwYpqamaN68OQ4ePKi2XxAEhIaGolatWjAzM4Onpydu3rxZ7NiJiIiIiKji0zjh9uLFCyQlJSEpKQnA68UJkpKScO/ePbx48QLTpk3DmTNncOfOHcTFxaFfv3547733IJPJAAAuLi7o2bMnxo0bh7Nnz+LXX39FYGAghgwZAgcHBwDAsGHDYGJiAj8/PyQnJ2Pnzp1YsWKF2uuen3/+OWJjY7FkyRJcv34dYWFhOH/+PAIDAwEAEokEQUFBmD9/Pvbt24fLly9j5MiRcHBwgI+PTwlvGxERlaf09HS0bNkSa9asKbTenj17cObMGbF/edPw4cORnJwMuVyO/fv348SJE+JK2MDrhzReXl6oV68eEhMTsWjRIoSFhWH9+vVindOnT2Po0KHw8/PDxYsX4ePjAx8fH1y5ckWsExUVhZUrVyI6OhoJCQmoUqUKZDIZXr16pYU7QURE5eldD4BGjRoFiUSi9tOzZ0+1OnwARESkmzROuJ0/fx6tWrVCq1atAADBwcFo1aoVQkNDYWhoiEuXLqFv3754//334efnBzc3N5w8eVLtVc2YmBg0btwY3bt3R69evdChQwe1LzCWlpY4fPgwUlJS4ObmhqlTpyI0NFTti1D79u2xfft2rF+/Hi1btsQPP/yAvXv3olmzZmKd6dOnY9KkSfD390fbtm3x4sULxMbGwtTUtFg3i4iIKgZvb2/Mnz8f/fv3L7DOX3/9hUmTJiEmJibPa7HXrl1DbGwsNmzYAHd3d3To0AGrVq3Cjh07cP/+fQCv+6qsrCxs3LgRTZs2xZAhQzB58mQsXbpUPM+KFSvQs2dPTJs2DS4uLoiIiEDr1q2xevVqAK+/3CxfvhyzZ89Gv3790KJFC2zduhX3798vdFQeERFVDkV5ANSzZ088ePBA/Pn+++/V9vMBEBGRbtJ4DrcuXbpAEIQC9x86lHei7rfZ2Nhg+/bthdZp0aIFTp48WWidQYMGYdCgQQXul0gkmDdvHubNm/fONhERke7Izc3FiBEjMG3aNDRt2jTP/vj4eFhZWaFNmzZimaenJwwMDJCQkID+/fsjPj4enTp1gomJiVhHJpNh4cKFePr0KaytrREfH682+lpVR5VMS0lJgUKhgKenp7jf0tIS7u7uiI+PV1toiIiIKh9vb294e3sXWkcqlYrzS79N9QDo3LlzYp+0atUq9OrVC4sXL4aDg4PaAyATExM0bdoUSUlJWLp0qZiYe/MBEABERERALpdj9erViI6OzvMACAC2bt0KOzs77N27l/0REVEpKPVFE4iIiMrawoULYWRkhMmTJ+e7X6FQwNbWVq3MyMgINjY2UCgUYh0nJye1OnZ2duI+a2trKBQKsezNOm+e483j8quTn8zMTGRmZorbqpVilUql2vymRaGqr+lxlZG+xKovcQKMVRdIDdUf1EsNXm8XJ87Kem+OHz8OW1tbWFtbo1u3bpg/fz6qV68OgA+AiIh0GRNuRESkUxITE7FixQpcuHABEknBq7VWZJGRkQgPD89TfvjwYZibmxfrnHK5vKTNqjT0JVZ9iRNgrJVZVLv8y4sTZ0ZGRglbU/Z69uyJAQMGwMnJCb///jtmzZoFb29vxMfHw9DQUC8fAKmSrm+X6wpdTZ7nh7HqHn2JEyhZrEU9hgk3IiLSKSdPnsSjR49Qt25dsSwnJwdTp07F8uXLcefOHdjb2+PRo0dqx2VnZ+PJkyfiaz/29vZ4+PChWh3V9rvqvLlfVaZarVu17erqWmAMISEhaiMV0tLS4OjoCC8vL1hYWBTpPqgolUrI5XL06NEjz1x2ukZfYtWXOAHGqguahalPNyM1EBDRJrdYcaqSPZXJmyPHmjdvjhYtWsDZ2RnHjx9H9+7dy7FlRVMaD4Ai2uSqbb+9uIOu0LXkeWEYq+7RlziB0n0AxIQbERHplBEjRqi9MgO8fq1mxIgRGD16NADAw8MDqampSExMhJubGwDg6NGjyM3Nhbu7u1jnyy+/hFKpFL8UyuVyNGrUCNbW1mKduLg4BAUFideSy+Xw8PAAADg5OcHe3h5xcXFigi0tLQ0JCQmYOHFigTFIpVK1xYZUjI2Ni/1FvCTHVjb6Equ+xAkw1sosMyf/kcbFiVMX7kuDBg1Qo0YN3Lp1C927d9fLB0BzzhsgM/fffxdXwmQanaei09XkeX4Yq+7RlziBksVa1AdATLgREVGl8+LFC9y6dUvcTklJQVJSEmxsbFC3bl1xbhwVY2Nj2Nvbo1GjRgAAFxcX9OzZE+PGjUN0dDSUSiUCAwMxZMgQODg4AACGDRuG8PBw+Pn5YcaMGbhy5QpWrFiBZcuWief9/PPP0blzZyxZsgS9e/fGjh07cP78eXHlOIlEgqCgIMyfPx8NGzaEk5MT5syZAwcHB/j4+JTyXSIioormzz//xOPHj8Wklz4+AMrMlaglYnX1S72uJc8Lw1h1j77ECZTuAyCD4jSIiIioPJ0/fx6tWrVCq1atAADBwcFo1aoVQkNDi3yOmJgYNG7cGN27d0evXr3QoUMHMVEGvJ5M+vDhw0hJSYGbmxumTp2K0NBQcUU4AGjfvj22b9+O9evXo2XLlvjhhx+wd+9eNGvWTKwzffp0TJo0Cf7+/mjbti1evHiB2NhYmJqaauFOEBFReXrx4gWSkpKQlJQE4N8HQPfu3cOLFy8wbdo0nDlzBnfu3EFcXBz69euH9957DzLZ61Fdbz4AOnv2LH799dd8HwCZmJjAz88PycnJ2LlzJ1asWKE28uzzzz9HbGwslixZguvXryMsLAznz59HYGAgAPUHQPv27cPly5cxcuRIPgAiIipFHOFGRESVTpcuXSAIwrsr/n937tzJU2ZjY4Pt27cXelyLFi1w8uTJQusMGjQIgwYNKnC/RCLBvHnzMG/evCK1lYiIKo/z58+ja9eu4rYqCebr64t169bh0qVL2LJlC1JTU+Hg4AAvLy9ERESojRqLiYlBYGAgunfvDgMDAwwcOBArV64U96seAAUEBMDNzQ01atQo8AHQ7NmzMWvWLDRs2DDfB0Dp6enw9/dHamoqOnTowAdARESliAk3IiIiIiKiYnjXA6BDhw4VuE+FD4CIiHQTXyklIiIiIiIiIiLSIibciIiIiIiIiIiItIgJNyIiIiIiIiIiIi1iwo2IiIiIiIiIiEiLmHAjIiIiIiIiIiLSIibciIiIiIiIiIiItIgJNyIiIiIiIiIiIi1iwo2IiIiIiIiIiEiLmHAjIiIiIiIiIiLSIibciIiIiIiIiIiItIgJNyIiIiIiIiIiIi1iwo2IiIiIiIiIiEiLmHAjIiIiIiIiIiLSIibciIiIiIiIiIiItIgJNyIiIiIiIiIiIi1iwo2IiIiIiIiIiEiLmHAjIiIiIiIiIiLSIo0TbidOnECfPn3g4OAAiUSCvXv3ivuUSiVmzJiB5s2bo0qVKnBwcMDIkSNx//59tXPUr18fEolE7WfBggVqdS5duoSOHTvC1NQUjo6OiIqKytOW3bt3o3HjxjA1NUXz5s1x8OBBtf2CICA0NBS1atWCmZkZPD09cfPmTU1DJiIiIiIiIiIiKjKNE27p6elo2bIl1qxZk2dfRkYGLly4gDlz5uDChQv48ccfcePGDfTt2zdP3Xnz5uHBgwfiz6RJk8R9aWlp8PLyQr169ZCYmIhFixYhLCwM69evF+ucPn0aQ4cOhZ+fHy5evAgfHx/4+PjgypUrYp2oqCisXLkS0dHRSEhIQJUqVSCTyfDq1StNwyYiIiIiIiIiIioSjRNu3t7emD9/Pvr3759nn6WlJeRyOQYPHoxGjRrhgw8+wOrVq5GYmIh79+6p1a1WrRrs7e3FnypVqoj7YmJikJWVhY0bN6Jp06YYMmQIJk+ejKVLl4p1VqxYgZ49e2LatGlwcXFBREQEWrdujdWrVwN4Pbpt+fLlmD17Nvr164cWLVpg69atuH//vtqoPCIiqny0Mdr6yZMnGD58OCwsLGBlZQU/Pz+8ePFCrQ5HWxMRERERUXGU+hxuz549g0QigZWVlVr5ggULUL16dbRq1QqLFi1Cdna2uC8+Ph6dOnWCiYmJWCaTyXDjxg08ffpUrOPp6al2TplMhvj4eABASkoKFAqFWh1LS0u4u7uLdYiIqHLSxmjr4cOHIzk5GXK5HPv378eJEyfg7+8v7udoayIiIiIiKi6j0jz5q1evMGPGDAwdOhQWFhZi+eTJk9G6dWvY2Njg9OnTCAkJwYMHD8QRbAqFAk5OTmrnsrOzE/dZW1tDoVCIZW/WUSgUYr03j8uvztsyMzORmZkpbqelpQF4PVpCqVRqFLuqvqbHVUb6Equ+xAkwVl0gNRTylhm8Livu51lF4u3tDW9v73z3qUZbv2n16tVo164d7t27h7p16+LatWuIjY3FuXPn0KZNGwDAqlWr0KtXLyxevBgODg5qo61NTEzQtGlTJCUlYenSpWJi7s3R1gAQEREBuVyO1atXIzo6Os9oawDYunUr7OzssHfvXgwZMqS0bhEREREREZWjUku4KZVKDB48GIIgYN26dWr7goODxf9u0aIFTExMMH78eERGRkIqlZZWk94pMjIS4eHhecoPHz4Mc3PzYp3z7S99ukxfYtWXOAHGWplFtSt4n6axZmRklLA15e/t0dbx8fGwsrISk20A4OnpCQMDAyQkJKB///4FjrZeuHAhnj59Cmtra8THx6v1aao6qldc3zXauqCEGx8AFY++xKovcQKMVRe8/QCouA9/insMERFReSmVhJsq2Xb37l0cPXpUbXRbftzd3ZGdnY07d+6gUaNGsLe3x8OHD9XqqLbt7e3F/82vzpv7VWW1atVSq+Pq6ppvO0JCQtS+OKWlpcHR0RFeXl7vjOFtSqUScrkcPXr0gLGxsUbHVjb6Equ+xAkwVl3QLOxQnjKpgYCINrkax6pK9lRW+Y22VigUsLW1VatnZGQEGxsbtZHS5THaGuADoJLSl1j1JU6AsVZmBT0AKk6cuvAAiIiI9IfWE26qZNvNmzdx7NgxVK9e/Z3HJCUlwcDAQPzy4+HhgS+//BJKpVL8UiiXy9GoUSNYW1uLdeLi4hAUFCSeRy6Xw8PDAwDg5OQEe3t7xMXFiQm2tLQ0JCQkYOLEifm2QyqV5jvCztjYuNhfxEtybGWjL7HqS5wAY63MMnMkBe7TNNbKfF8KG21dkfEBUPHoS6z6EifAWHXB2w+AivvwB6iYD4BOnDiBRYsWITExEQ8ePMCePXvg4+MD4PXvdPbs2Th48CBu374NS0tLeHp6YsGCBXBwcBDPUb9+fdy9e1ftvJGRkZg5c6a4fenSJQQEBODcuXOoWbMmJk2ahOnTp6sds3v3bsyZMwd37txBw4YNsXDhQvTq1UvcLwgC5s6di2+//Rapqan48MMPsW7dOjRs2LAU7gwREWmccHvx4gVu3bolbqekpCApKQk2NjaoVasWPv74Y1y4cAH79+9HTk6O+ATfxsYGJiYmiI+PR0JCArp27Ypq1aohPj4eU6ZMwaeffiom04YNG4bw8HD4+flhxowZuHLlClasWIFly5aJ1/3888/RuXNnLFmyBL1798aOHTtw/vx5cTJriUSCoKAgzJ8/Hw0bNoSTkxPmzJkDBwcHsRMkIiLdVdhoa3t7ezx69EitfnZ2Np48efLOkdSqfYXVKcloa4APgEpKX2LVlzgBxlqZFfQAqDhxVsT7olrEZ8yYMRgwYIDavjcX8WnZsiWePn2Kzz//HH379sX58+fV6s6bNw/jxo0Tt6tVqyb+t2oRH09PT0RHR+Py5csYM2YMrKysxDlFVYv4REZG4qOPPsL27dvh4+ODCxcuoFmzZgD+XcRny5Yt4ncjmUyGq1evwtTUtLRuERGR3tI44Xb+/Hl07dpV3FY9gff19UVYWBj27dsHAHm+SBw7dgxdunSBVCrFjh07EBYWhszMTDg5OWHKlClqT/ItLS1x+PBhBAQEwM3NDTVq1EBoaKja6nHt27fH9u3bMXv2bMyaNQsNGzbE3r17xQ4FAKZPn4709HT4+/sjNTUVHTp0QGxsLDsUIiId967R1h4eHkhNTUViYiLc3NwAAEePHkVubi7c3d3FOuUx2pqIiCqPki7io1KtWjXxIc3buIgPEVHlpHHCrUuXLhCEvKvfqRS2DwBat26NM2fOvPM6LVq0wMmTJwutM2jQIAwaNKjA/RKJBPPmzcO8efPeeT0iIqo8Sjra2sXFBT179sS4ceMQHR0NpVKJwMBADBkyRHzNh6OtiYhI295exEdlwYIFiIiIQN26dTFs2DBMmTIFRkavv6qV5yI+RERUfKW2SikREVFpKeloa+D1iIHAwEB0794dBgYGGDhwIFauXCnW5WhrIiLSpvwW8QGAyZMno3Xr1rCxscHp06cREhKCBw8eYOnSpQDKdxGf0lg1W7VS7dvlukJXVxzOD2PVPfoSJ1CyWIt6DBNuRERU6ZR0tDXwerTb9u3bC63D0dZERKQNhS3i8+bItBYtWsDExATjx49HZGRkvvN5lqXSWDU7ok2u2vbBgweLdZ6KTtdWHC4MY9U9+hInULqrZjPhRkREREREVEoKW8QnP+7u7sjOzsadO3fQqFGjcl3EpzRWzZ5z3gCZuf8upnElTKbReSo6XV1xOD+MVffoS5xAyWIt6qrZTLgRERERERGVgnct4pOfpKQkGBgYwNbWFkD5LuJTGqtmZ+ZK1Fav1dUv9bq24nBhGKvu0Zc4gdJdNZsJNyIiIiIiomIo6SI+8fHxSEhIQNeuXVGtWjXEx8djypQp+PTTT8VkGhfxISKqnJhwIyIiIiIiKoaSLuIjlUqxY8cOhIWFITMzE05OTpgyZYraa5xcxIeIqHJiwo2IiIiIiKgYSrqIT+vWrXHmzJl3XoeL+BARVT4G5d0AIiIiIiIiIiIiXcKEGxERERERERERkRYx4UZERERERERERKRFTLgRERERERERERFpERNuREREREREREREWsSEGxERERERERERkRYx4UZERERERERERKRFTLgRERERERERERFpERNuREREREREREREWsSEGxERERERERERkRYx4UZERERERERERKRFTLgRERERERERERFpERNuREREREREREREWsSEGxERERERERERkRYx4UZERJXOiRMn0KdPHzg4OEAikWDv3r1q+wVBQGhoKGrVqgUzMzN4enri5s2banWePHmC4cOHw8LCAlZWVvDz88OLFy/U6ly6dAkdO3aEqakpHB0dERUVlactu3fvRuPGjWFqaormzZvj4MGDGreFiIiIiIh0CxNuRERU6aSnp6Nly5ZYs2ZNvvujoqKwcuVKREdHIyEhAVWqVIFMJsOrV6/EOsOHD0dycjLkcjn279+PEydOwN/fX9yflpYGLy8v1KtXD4mJiVi0aBHCwsKwfv16sc7p06cxdOhQ+Pn54eLFi/Dx8YGPjw+uXLmiUVuIiIiIiEi3GJV3A4iIiDTl7e0Nb2/vfPcJgoDly5dj9uzZ6NevHwBg69atsLOzw969ezFkyBBcu3YNsbGxOHfuHNq0aQMAWLVqFXr16oXFixfDwcEBMTExyMrKwsaNG2FiYoKmTZsiKSkJS5cuFRNzK1asQM+ePTFt2jQAQEREBORyOVavXo3o6OgitYWIiIiIiHQPE25ERKRTUlJSoFAo4OnpKZZZWlrC3d0d8fHxGDJkCOLj42FlZSUm2wDA09MTBgYGSEhIQP/+/REfH49OnTrBxMRErCOTybBw4UI8ffoU1tbWiI+PR3BwsNr1ZTKZ+IprUdqSn8zMTGRmZorbaWlpAAClUgmlUqnR/VDV1/S4ykhfYtWXOAHGqgukhoL6tsHr7eLEqWv3hoiIdBsTbkREpFMUCgUAwM7OTq3czs5O3KdQKGBra6u238jICDY2Nmp1nJyc8pxDtc/a2hoKheKd13lXW/ITGRmJ8PDwPOWHDx+Gubl5gccVRi6XF+u4ykhfYtWXOAHGWplFtcu/vDhxZmRklLA1REREZUfjhNuJEyewaNEiJCYm4sGDB9izZw98fHzE/YIgYO7cufj222+RmpqKDz/8EOvWrUPDhg3FOk+ePMGkSZPw008/wcDAAAMHDsSKFStQtWpVsc6lS5cQEBCAc+fOoWbNmpg0aRKmT5+u1pbdu3djzpw5uHPnDho2bIiFCxeiV69eGrWFiIioogkJCVEbOZeWlgZHR0d4eXnBwsJCo3MplUrI5XL06NEDxsbG2m5qhaIvsepLnABj1QXNwg6pbUsNBES0yS1WnKrRvkRERJWBxgk31UTVY8aMwYABA/LsV00OvWXLFjg5OWHOnDmQyWS4evUqTE1NAbyeqPrBgweQy+VQKpUYPXo0/P39sX37dgD/TlTt6emJ6OhoXL58GWPGjIGVlZU4b45qourIyEh89NFH2L59O3x8fHDhwgU0a9asyG0hIiLdYm9vDwB4+PAhatWqJZY/fPgQrq6uYp1Hjx6pHZednY0nT56Ix9vb2+Phw4dqdVTb76rz5v53tSU/UqkUUqk0T7mxsXGxv4iX5NjKRl9i1Zc4AcZamWXmSPItL06cunRfiIhI92m8Sqm3tzfmz5+P/v3759n39uTQLVq0wNatW3H//n1xPhvVRNUbNmyAu7s7OnTogFWrVmHHjh24f/8+AKhNVN20aVMMGTIEkydPxtKlS8VrvTlRtYuLCyIiItC6dWusXr26yG0hIiLd4+TkBHt7e8TFxYllaWlpSEhIgIeHBwDAw8MDqampSExMFOscPXoUubm5cHd3F+ucOHFCbc4guVyORo0awdraWqzz5nVUdVTXKUpbiIiIiIhI92h1DrfKPlE1J6kuHn2JVV/iBBirLnh7kmqg+BNVV8R78+LFC9y6dUvcTklJQVJSEmxsbFC3bl0EBQVh/vz5aNiwoTjC2cHBQZwCwcXFBT179sS4ceMQHR0NpVKJwMBADBkyBA4ODgCAYcOGITw8HH5+fpgxYwauXLmCFStWYNmyZeJ1P//8c3Tu3BlLlixB7969sWPHDpw/fx7r168HAEgkkne2hYiIiIiIdI9WE26VfaJqTlJdMvoSq77ECTDWyqygSaoBzWOtiJNUnz9/Hl27dhW3VQ9gfH19sXnzZkyfPh3p6enw9/dHamoqOnTogNjYWLXpBGJiYhAYGIju3buL84muXLlS3G9paYnDhw8jICAAbm5uqFGjBkJDQ8WpDQCgffv22L59O2bPno1Zs2ahYcOG2Lt3rzi1AYAitYWIiIiIiHQLVyl9AyepLh59iVVf4gQYqy54e5JqoPgTVVfESaq7dOkCQcg7ik9FIpFg3rx5mDdvXoF1bGxsxLlDC9KiRQucPHmy0DqDBg3CoEGDStQWIiKqnLigHBERFUSrCbfKPlE1J6kuGX2JVV/iBBhrZVbQJNWA5rHq0n0hIiLSJi4oR0REBdF40YTCcKJqIiIiIiLSF1xQjoiICqJxwu3FixdISkpCUlISgH8nqr53757a5ND79u3D5cuXMXLkyAInqj579ix+/fXXfCeqNjExgZ+fH5KTk7Fz506sWLFC7XXPzz//HLGxsViyZAmuX7+OsLAwnD9/HoGBgQBQpLYQERERERGVhnct4gbgnQvKqerkt6DcjRs38PTpU7HOm9dR1VFdpyhtISIi7dL4lVJOVE1ERERERFS4yr6gHABkZmYiMzNT3FbN66pUKou96rlq1fS3y3WFKh5diys/jFX36EucQMliLeoxGifcOFE1ERERERGR7ouMjER4eHie8sOHD8Pc3LxY54xok6u2ffDgwWKdp6LTdFX4yoyx6h59iRMoXqwZGRlFqsdVSomIiIiIiLSssi8oBwAhISFq0/qkpaXB0dERXl5esLCwKPwGvEW1Mvyc8wbIzP13cacrYTKNzlPRqeLUdFX4yoix6h59iRMoWayq0b7vwoQbERERERGRlr25iJsqqaVaxG3ixIkA1BeUc3NzA5D/gnJffvkllEql+KWwoAXlgoKCxOsXtKBcQW3Jj1QqhVQqzVNektXdM3Mlaqup6+qX+pLco8qGseoefYkTKF6sRa2v1VVKiYiIiIiI9AUXlCMiooJwhBsREREREVExcEE5IiIqCBNuRERERERExcAF5YiIqCB8pZSIiIiIiIiIiEiLmHAjIiIiIiIiIiLSIibciIiIiIiIiIiItIgJNyIiIiIiIiIiIi1iwo2IiIiIiIiIiEiLmHAjIiIiIiIiIiLSIibciIiIiIiIiIiItIgJNyIiIiIiIiIiIi1iwo2IiIiIiIiIiEiLmHAjIiKdlJOTgzlz5sDJyQlmZmZwdnZGREQEBEEQ6wiCgNDQUNSqVQtmZmbw9PTEzZs31c7z5MkTDB8+HBYWFrCysoKfnx9evHihVufSpUvo2LEjTE1N4ejoiKioqDzt2b17Nxo3bgxTU1M0b94cBw8eLJ3AiYiIiIio3DHhRkREOmnhwoVYt24dVq9ejWvXrmHhwoWIiorCqlWrxDpRUVFYuXIloqOjkZCQgCpVqkAmk+HVq1dineHDhyM5ORlyuRz79+/HiRMn4O/vL+5PS0uDl5cX6tWrh8TERCxatAhhYWFYv369WOf06dMYOnQo/Pz8cPHiRfj4+MDHxwdXrlwpm5tBRERERERligk3IiLSSadPn0a/fv3Qu3dv1K9fHx9//DG8vLxw9uxZAK9Hty1fvhyzZ89Gv3790KJFC2zduhX379/H3r17AQDXrl1DbGwsNmzYAHd3d3To0AGrVq3Cjh07cP/+fQBATEwMsrKysHHjRjRt2hRDhgzB5MmTsXTpUrEtK1asQM+ePTFt2jS4uLggIiICrVu3xurVq8v8vhARERERUekzKu8GEBERlYb27dtj/fr1+O233/D+++/j//7v/3Dq1CkxEZaSkgKFQgFPT0/xGEtLS7i7uyM+Ph5DhgxBfHw8rKys0KZNG7GOp6cnDAwMkJCQgP79+yM+Ph6dOnWCiYmJWEcmk2HhwoV4+vQprK2tER8fj+DgYLX2yWQyMbH3tszMTGRmZorbaWlpAAClUgmlUqnRfVDV1/S4ykhfYtWXOAHGqgukhoL6tsHr7eLEqWv3hoiIdBsTbkREpJNmzpyJtLQ0NG7cGIaGhsjJycFXX32F4cOHAwAUCgUAwM7OTu04Ozs7cZ9CoYCtra3afiMjI9jY2KjVcXJyynMO1T5ra2soFIpCr/O2yMhIhIeH5yk/fPgwzM3NixT/2+RyebGOq4z0JVZ9iRNgrJVZVLv8y4sTZ0ZGRglbQ0REVHaYcCMiIp20a9cuxMTEYPv27WjatCmSkpIQFBQEBwcH+Pr6lnfzChUSEqI2Ii4tLQ2Ojo7w8vKChYWFRudSKpWQy+Xo0aMHjI2Ntd3UCkVfYtWXOAHGqguahR1S25YaCIhok1usOFWjfYmIiCoDJtyIiEgnTZs2DTNnzsSQIUMAAM2bN8fdu3cRGRkJX19f2NvbAwAePnyIWrVqicc9fPgQrq6uAAB7e3s8evRI7bzZ2dl48uSJeLy9vT0ePnyoVke1/a46qv1vk0qlkEqlecqNjY2L/UW8JMdWNvoSq77ECTDWyiwzR5JveXHi1KX7QkREuo+LJhARkU7KyMiAgYF6N2doaIjc3FwAgJOTE+zt7REXFyfuT0tLQ0JCAjw8PAAAHh4eSE1NRWJioljn6NGjyM3Nhbu7u1jnxIkTanMLyeVyNGrUCNbW1mKdN6+jqqO6DhERERER6RYm3IiISCf16dMHX331FQ4cOIA7d+5gz549WLp0Kfr37w8AkEgkCAoKwvz587Fv3z5cvnwZI0eOhIODA3x8fAAALi4u6NmzJ8aNG4ezZ8/i119/RWBgIIYMGQIHBwcAwLBhw2BiYgI/Pz8kJydj586dWLFihdoroZ9//jliY2OxZMkSXL9+HWFhYTh//jwCAwPL/L4QEREREVHp4yulRESkk1atWoU5c+bgs88+w6NHj+Dg4IDx48cjNDRUrDN9+nSkp6fD398fqamp6NChA2JjY2FqairWiYmJQWBgILp37w4DAwMMHDgQK1euFPdbWlri8OHDCAgIgJubG2rUqIHQ0FD4+/uLddq3b4/t27dj9uzZmDVrFho2bIi9e/eiWbNmZXMziIiIiIioTDHhRkREOqlatWpYvnw5li9fXmAdiUSCefPmYd68eQXWsbGxwfbt2wu9VosWLXDy5MlC6wwaNAiDBg0qtA4REREREekGrb9SWr9+fUgkkjw/AQEBAIAuXbrk2TdhwgS1c9y7dw+9e/eGubk5bG1tMW3aNGRnZ6vVOX78OFq3bg2pVIr33nsPmzdvztOWNWvWoH79+jA1NYW7uzvOnj2r7XCJiIiIiIiIiIjUaD3hdu7cOTx48ED8kcvlAKD2VH/cuHFqdaKiosR9OTk56N27N7KysnD69Gls2bIFmzdvVnsFKCUlBb1790bXrl2RlJSEoKAgjB07FocO/bvs+M6dOxEcHIy5c+fiwoULaNmyJWQyWZ7V5oiIiIiIiIiIiLRJ6wm3mjVrwt7eXvzZv38/nJ2d0blzZ7GOubm5Wh0LCwtx3+HDh3H16lVs27YNrq6u8Pb2RkREBNasWYOsrCwAQHR0NJycnLBkyRK4uLggMDAQH3/8MZYtWyaeZ+nSpRg3bhxGjx6NJk2aIDo6Gubm5ti4caO2QyYiIiIiIiIiIhKV6iqlWVlZ2LZtG8aMGQOJRCKWx8TEoEaNGmjWrBlCQkKQkZEh7ouPj0fz5s1hZ2cnlslkMqSlpSE5OVms4+npqXYtmUyG+Ph48bqJiYlqdQwMDODp6SnWISIiIiIiIiIiKg2lumjC3r17kZqailGjRollw4YNQ7169eDg4IBLly5hxowZuHHjBn788UcAgEKhUEu2ARC3FQpFoXXS0tLw8uVLPH36FDk5OfnWuX79eoHtzczMRGZmpridlpYGAFAqlVAqlRrFrqqv6XGVkb7Eqi9xAoxVF0gNhbxlBq/Livt5RkRERJqrX78+7t69m6f8s88+w5o1a9ClSxf88ssvavvGjx+P6OhocfvevXuYOHEijh07hqpVq8LX1xeRkZEwMvr369zx48cRHByM5ORkODo6Yvbs2Wrfw4DXc1wvWrQICoUCLVu2xKpVq9CuXTvtBkxERABKOeH23XffwdvbGw4ODmKZv7+/+N/NmzdHrVq10L17d/z+++9wdnYuzea8U2RkJMLDw/OUHz58GObm5sU6p2oOO32gL7HqS5wAY63Mogr521nTWN8chUxERESaOXfuHHJycsTtK1euoEePHnnmuH5zxew3v3uo5ri2t7fH6dOn8eDBA4wcORLGxsb4+uuvAfw7x/WECRMQExODuLg4jB07FrVq1YJMJgPw7xzX0dHRcHd3x/LlyyGTyXDjxg3Y2tqW9m0gItI7pZZwu3v3Lo4cOSKOXCuIu7s7AODWrVtwdnaGvb19ntVEHz58CACwt7cX/1dV9mYdCwsLmJmZwdDQEIaGhvnWUZ0jPyEhIQgODha309LS4OjoCC8vL7V55opCqVRCLpejR48eMDY21ujYykZfYtWXOAHGqguahR3KUyY1EBDRJlfjWFWjfYmIiEhzNWvWVNtesGBBgXNc50c1x/WRI0dgZ2cHV1dXREREYMaMGQgLC4OJiYnaHNcA4OLiglOnTmHZsmViwu3NOa6B1/NiHzhwABs3bsTMmTNLI3QiIr1Wagm3TZs2wdbWFr179y60XlJSEgCgVq1aAAAPDw989dVXePTokfikRS6Xw8LCAk2aNBHrHDx4UO08crkcHh4eAAATExO4ubkhLi4OPj4+AIDc3FzExcUhMDCwwLZIpVJIpdI85cbGxsX+Il6SYysbfYlVX+IEGGtllpkjKXCfprHq0n0hIiIqT6o5roODg/PMcb1t2zbY29ujT58+mDNnjjjKraA5ridOnIjk5GS0atWqwDmug4KCxOsmJiYiJCRE3M85romISlepJNxyc3OxadMm+Pr6qs0r8Pvvv2P79u3o1asXqlevjkuXLmHKlCno1KkTWrRoAQDw8vJCkyZNMGLECERFRUGhUGD27NkICAgQk2ETJkzA6tWrMX36dIwZMwZHjx7Frl27cODAAfFawcHB8PX1RZs2bdCuXTssX74c6enp4hMdIiIiIiKissQ5rv+dU/btcl2hq/MD54ex6h59iRMoWaxFPaZUEm5HjhzBvXv3MGbMGLVyExMTHDlyREx+OTo6YuDAgZg9e7ZYx9DQEPv378fEiRPh4eGBKlWqwNfXV21OAycnJxw4cABTpkzBihUrUKdOHWzYsEEcLg0An3zyCf7++2+EhoZCoVDA1dUVsbGxeToZIiIiIiKissA5roGINrlq22+/uaQrdG1+4MIwVt2jL3ECxYu1qHNcl0rCzcvLC4KQd4U8R0fHPCvw5KdevXrv/ODt0qULLl68WGidwMDAQl8hJSIiIiIiKguc4/r1vLlzzhsgM/ff12mvhMkKOary0dX5gfPDWHWPvsQJlCzWos5xXaqrlBIRERERERHnuFbJzJWozTWrq1/qdW1+4MIwVt2jL3ECxYu1qPUNitMgIiIiIiIiKprC5riOiIhAYmIi7ty5g3379mHkyJEFznH9f//3fzh06FC+c1zfvn0b06dPx/Xr17F27Vrs2rULU6ZMEa8VHByMb7/9Flu2bMG1a9cwceJEznFNRFSKOMKNiIiIiIioFHGOayIi/cOEGxERERERUSniHNdERPqHr5QSERERERERERFpERNuREREREREREREWsSEGxERERERERERkRYx4UZERERERERERKRFTLgREZHO+uuvv/Dpp5+ievXqMDMzQ/PmzXH+/HlxvyAICA0NRa1atWBmZgZPT0/cvHlT7RxPnjzB8OHDYWFhASsrK/j5+eHFixdqdS5duoSOHTvC1NQUjo6OiIqKytOW3bt3o3HjxjA1NUXz5s3fOfk1ERERERFVXky4ERGRTnr69Ck+/PBDGBsb4+eff8bVq1exZMkSWFtbi3WioqKwcuVKREdHIyEhAVWqVIFMJsOrV6/EOsOHD0dycjLkcjn279+PEydOwN/fX9yflpYGLy8v1KtXD4mJiVi0aBHCwsKwfv16sc7p06cxdOhQ+Pn54eLFi/Dx8YGPjw+uXLlSNjeDiIiIiIjKlFF5N4CIiKg0LFy4EI6Ojti0aZNY5uTkJP63IAhYvnw5Zs+ejX79+gEAtm7dCjs7O+zduxdDhgzBtWvXEBsbi3PnzqFNmzYAgFWrVqFXr15YvHgxHBwcEBMTg6ysLGzcuBEmJiZo2rQpkpKSsHTpUjExt2LFCvTs2RPTpk0DAEREREAul2P16tWIjo4uq1tCRERERERlhAk3IiLSSfv27YNMJsOgQYPwyy+/oHbt2vjss88wbtw4AEBKSgoUCgU8PT3FYywtLeHu7o74+HgMGTIE8fHxsLKyEpNtAODp6QkDAwMkJCSgf//+iI+PR6dOnWBiYiLWkclkWLhwIZ4+fQpra2vEx8cjODhYrX0ymQx79+7Nt+2ZmZnIzMwUt9PS0gAASqUSSqVSo/ugqq/pcZWRvsSqL3ECjFUXSA0F9W2D19vFiVPX7g0REek2JtyIiEgn3b59G+vWrUNwcDBmzZqFc+fOYfLkyTAxMYGvry8UCgUAwM7OTu04Ozs7cZ9CoYCtra3afiMjI9jY2KjVeXPk3JvnVCgUsLa2hkKhKPQ6b4uMjER4eHie8sOHD8Pc3Lyot0CNXC4v1nGVkb7Eqi9xAoy1Motql395ceLMyMgoYWuIiIjKDhNuRESkk3Jzc9GmTRt8/fXXAIBWrVrhypUriI6Ohq+vbzm3rnAhISFqI+LS0tLg6OgILy8vWFhYaHQupVIJuVyOHj16wNjYWNtNrVD0JVZ9iRNgrLqgWdghtW2pgYCINrnFilM12peIiKgyYMKNiIh0Uq1atdCkSRO1MhcXF/z3v/8FANjb2wMAHj58iFq1aol1Hj58CFdXV7HOo0eP1M6RnZ2NJ0+eiMfb29vj4cOHanVU2++qo9r/NqlUCqlUmqfc2Ni42F/ES3JsZaMvsepLnABjrcwycyT5lhcnTl26L0REpPu4SikREemkDz/8EDdu3FAr++2331CvXj0ArxdQsLe3R1xcnLg/LS0NCQkJ8PDwAAB4eHggNTUViYmJYp2jR48iNzcX7u7uYp0TJ06ozS0kl8vRqFEjcUVUDw8Pteuo6qiuQ0REREREuoUJNyIi0klTpkzBmTNn8PXXX+PWrVvYvn071q9fj4CAAACARCJBUFAQ5s+fj3379uHy5csYOXIkHBwc4OPjA+D1iLiePXti3LhxOHv2LH799VcEBgZiyJAhcHBwAAAMGzYMJiYm8PPzQ3JyMnbu3IkVK1aovRL6+eefIzY2FkuWLMH169cRFhaG8+fPIzAwsMzvCxERERERlT6+UkpERDqpbdu22LNnD0JCQjBv3jw4OTlh+fLlGD58uFhn+vTpSE9Ph7+/P1JTU9GhQwfExsbC1NRUrBMTE4PAwEB0794dBgYGGDhwIFauXCnut7S0xOHDhxEQEAA3NzfUqFEDoaGh8Pf3F+u0b98e27dvx+zZszFr1iw0bNgQe/fuRbNmzcrmZhARERERUZliwo2IiHTWRx99hI8++qjA/RKJBPPmzcO8efMKrGNjY4Pt27cXep0WLVrg5MmThdYZNGgQBg0aVHiDiYiIiIhIJ/CVUiIiIiIiIiIiIi1iwo2IiIiIiIiIiEiLmHAjIiIiIiIiIiLSIibciIiIiIiIiIiItIgJNyIiIiIiIiIiIi1iwo2IiIiIiIiIiEiLmHAjIiIiIiIiIiLSIq0n3MLCwiCRSNR+GjduLO5/9eoVAgICUL16dVStWhUDBw7Ew4cP1c5x79499O7dG+bm5rC1tcW0adOQnZ2tVuf48eNo3bo1pFIp3nvvPWzevDlPW9asWYP69evD1NQU7u7uOHv2rLbDJSIiIiIiIiIiUlMqI9yaNm2KBw8eiD+nTp0S902ZMgU//fQTdu/ejV9++QX379/HgAEDxP05OTno3bs3srKycPr0aWzZsgWbN29GaGioWCclJQW9e/dG165dkZSUhKCgIIwdOxaHDh0S6+zcuRPBwcGYO3cuLly4gJYtW0Imk+HRo0elETIRERERERERERGAUkq4GRkZwd7eXvypUaMGAODZs2f47rvvsHTpUnTr1g1ubm7YtGkTTp8+jTNnzgAADh8+jKtXr2Lbtm1wdXWFt7c3IiIisGbNGmRlZQEAoqOj4eTkhCVLlsDFxQWBgYH4+OOPsWzZMrENS5cuxbhx4zB69Gg0adIE0dHRMDc3x8aNG0sjZCIiIiIiojz4BhARkX4yKo2T3rx5Ew4ODjA1NYWHhwciIyNRt25dJCYmQqlUwtPTU6zbuHFj1K1bF/Hx8fjggw8QHx+P5s2bw87OTqwjk8kwceJEJCcno1WrVoiPj1c7h6pOUFAQACArKwuJiYkICQkR9xsYGMDT0xPx8fEFtjszMxOZmZnidlpaGgBAqVRCqVRqdA9U9TU9rjLSl1j1JU6AseoCqaGQt8zgdVlxP8+IiIioeJo2bYojR46I20ZG/34NmzJlCg4cOIDdu3fD0tISgYGBGDBgAH799VcA/74BZG9vj9OnT+PBgwcYOXIkjI2N8fXXXwP49w2gCRMmICYmBnFxcRg7dixq1aoFmUwG4N83gKKjo+Hu7o7ly5dDJpPhxo0bsLW1LcO7QUSkH7SecHN3d8fmzZvRqFEjPHjwAOHh4ejYsSOuXLkChUIBExMTWFlZqR1jZ2cHhUIBAFAoFGrJNtV+1b7C6qSlpeHly5d4+vQpcnJy8q1z/fr1AtseGRmJ8PDwPOWHDx+Gubl50W7AW+RyebGOq4z0JVZ9iRNgrJVZVLuC92kaa0ZGRglbQ0REpN9UbwC9TfUG0Pbt29GtWzcAwKZNm+Di4oIzZ87ggw8+EN8AOnLkCOzs7ODq6oqIiAjMmDEDYWFhMDExUXsDCABcXFxw6tQpLFu2TEy4vfkGEPD6raEDBw5g48aNmDlzZhndCSIi/aH1hJu3t7f43y1atIC7uzvq1auHXbt2wczMTNuX06qQkBAEBweL22lpaXB0dISXlxcsLCw0OpdSqYRcLkePHj1gbGys7aZWKPoSq77ECTBWXdAs7FCeMqmBgIg2uRrHqhrtS0RERMVTWd8AIiKi4iuVV0rfZGVlhffffx+3bt1Cjx49kJWVhdTUVLVRbg8fPhSf+Njb2+eZS0A1h8Gbdd6e1+Dhw4ewsLCAmZkZDA0NYWhomG+d/J4sqUilUkil0jzlxsbGxf4iXpJjKxt9iVVf4gQYa2WWmSMpcJ+mserSfSEiIiprlfkNoNKYckc1xcXb5bpCV6cryQ9j1T36EidQsliLekypJ9xevHiB33//HSNGjICbmxuMjY0RFxeHgQMHAgBu3LiBe/fuwcPDAwDg4eGBr776Co8ePRLnEpDL5bCwsECTJk3EOgcPHlS7jlwuF89hYmICNzc3xMXFwcfHBwCQm5uLuLg4BAYGlnbIREREREREACr3G0ClMeVORJtcte23v9fpCl2brqQwjFX36EucQPFiLeqUO1pPuH3xxRfo06cP6tWrh/v372Pu3LkwNDTE0KFDYWlpCT8/PwQHB8PGxgYWFhaYNGkSPDw88MEHHwAAvLy80KRJE4wYMQJRUVFQKBSYPXs2AgICxNFnEyZMwOrVqzF9+nSMGTMGR48exa5du3DgwAGxHcHBwfD19UWbNm3Qrl07LF++HOnp6eKcBURERERERGWtMr0BVBpT7sw5b4DM3H9H4l8Jk2l0nopOV6cryQ9j1T36EidQsliLOuWO1hNuf/75J4YOHYrHjx+jZs2a6NChA86cOYOaNWsCAJYtWwYDAwMMHDgQmZmZkMlkWLt2rXi8oaEh9u/fj4kTJ8LDwwNVqlSBr68v5s2bJ9ZxcnLCgQMHMGXKFKxYsQJ16tTBhg0bxAlBAeCTTz7B33//jdDQUCgUCri6uiI2NjbPMGoiIiIiIqKyUpneACqNKXcycyVqU1/o6pd6XZuupDCMVffoS5xA8WItan2tJ9x27NhR6H5TU1OsWbMGa9asKbBOvXr13jm0uEuXLrh48WKhdQIDA/kKKRERERERlRu+AUREpJ9KfQ43IiIiIiIifcU3gIiI9JNBeTeAiIiotC1YsAASiQRBQUFi2atXrxAQEIDq1aujatWqGDhwYJ65be7du4fevXvD3Nwctra2mDZtGrKzs9XqHD9+HK1bt4ZUKsV7772HzZs357n+mjVrUL9+fZiamsLd3T3PXDxERKS7duzYgfv37yMzMxN//vknduzYAWdnZ3G/6g2gJ0+eID09HT/++GOeedVUbwBlZGTg77//xuLFi2FkpD52QvUGUGZmJn7//XeMGjUqT1sCAwNx9+5dZGZmIiEhAe7u7qUSMxERMeFGREQ67ty5c/jmm2/QokULtfIpU6bgp59+wu7du/HLL7/g/v37GDBggLg/JycHvXv3RlZWFk6fPo0tW7Zg8+bNCA0NFeukpKSgd+/e6Nq1K5KSkhAUFISxY8fi0KFDYp2dO3ciODgYc+fOxYULF9CyZUvIZDI8evSo9IMnIiIiIqJywYQbERHprBcvXmD48OH49ttvYW1tLZY/e/YM3333HZYuXYpu3brBzc0NmzZtwunTp3HmzBkAwOHDh3H16lVs27YNrq6u8Pb2RkREBNasWYOsrCwAQHR0NJycnLBkyRK4uLggMDAQH3/8MZYtWyZea+nSpRg3bhxGjx6NJk2aIDo6Gubm5ti4cWPZ3gwiIiIiIiozTLgREZHOCggIQO/eveHp6alWnpiYCKVSqVbeuHFj1K1bF/Hx8QCA+Ph4NG/eXG1uG5lMhrS0NCQnJ4t13j63TCYTz5GVlYXExES1OgYGBvD09BTrEBERERGR7uGiCUREpJN27NiBCxcu4Ny5c3n2KRQKmJiYwMrKSq3czs4OCoVCrPP2RNKq7XfVSUtLw8uXL/H06VPk5OTkW+f69esFtj0zMxOZmZnidlpaGgBAqVRCqVQWFnYeqvqaHlcZ6Uus+hInwFh1gdRQUN82eL1dnDh17d4QEZFuY8KNiIh0zh9//IHPP/8ccrkcpqam5d0cjUVGRiI8PDxP+eHDh2Fubl6sc8rl8pI2q9LQl1j1JU6AsVZmUe3yLy9OnBkZGSVsDRERUdlhwo2IiHROYmIiHj16hNatW4tlOTk5OHHiBFavXo1Dhw4hKysLqampaqPcHj58KK4MZ29vn2c1UdUqpm/WeXtl04cPH8LCwgJmZmYwNDSEoaFhvnXeXoHuTSEhIQgODha309LS4OjoCC8vL1hYWGhwJ16PCJHL5ejRoweMjY01Oray0ZdY9SVOgLHqgmZhh9S2pQYCItrkFitO1WhfIiKiyoAJNyIi0jndu3fH5cuX1cpGjx6Nxo0bY8aMGXB0dISxsTHi4uIwcOBAAMCNGzdw7949eHh4AAA8PDzw1Vdf4dGjR7C1tQXwekSGhYUFmjRpItY5ePCg2nXkcrl4DhMTE7i5uSEuLg4+Pj4AgNzcXMTFxSEwMLDA9kulUkil0jzlxsbGxf4iXpJjKxt9iVVf4gQYa2WWmSPJt7w4cerSfSEiIt3HhBsREemcatWqoVmzZmplVapUQfXq1cVyPz8/BAcHw8bGBhYWFpg0aRI8PDzwwQcfAAC8vLzQpEkTjBgxAlFRUVAoFJg9ezYCAgLEZNiECROwevVqTJ8+HWPGjMHRo0exa9cuHDhwQLxucHAwfH190aZNG7Rr1w7Lly9Heno6Ro8eXUZ3g4iIiIiIyhoTbkREpJeWLVsGAwMDDBw4EJmZmZDJZFi7dq2439DQEPv378fEiRPh4eGBKlWqwNfXF/PmzRPrODk54cCBA5gyZQpWrFiBOnXqYMOGDZDJZGKdTz75BH///TdCQ0OhUCjg6uqK2NjYPAspEBERERGR7mDCjYiI9MLx48fVtk1NTbFmzRqsWbOmwGPq1auX55XRt3Xp0gUXL14stE5gYGChr5ASEREREZFuMSjvBhAREREREREREekSJtyIiIiIiIiIiIi0iAk3IiIiIiIiIiIiLWLCjYiIiIiIiIiISIuYcCMiIiIiIiIiItIiJtyIiIiIiIiIiIi0iAk3IiIiIiIiIiIiLWLCjYiIiIiIiIiISIuYcCMiIiIiIiIiItIiJtyIiIiIiIiIiIi0iAk3IiIiIiIiIiIiLWLCjYiIiIiIiIiISIuYcCMiIiIiIiIiItIirSfcIiMj0bZtW1SrVg22trbw8fHBjRs31Op06dIFEolE7WfChAlqde7du4fevXvD3Nwctra2mDZtGrKzs9XqHD9+HK1bt4ZUKsV7772HzZs352nPmjVrUL9+fZiamsLd3R1nz57VdshEREREREREREQirSfcfvnlFwQEBODMmTOQy+VQKpXw8vJCenq6Wr1x48bhwYMH4k9UVJS4LycnB71790ZWVhZOnz6NLVu2YPPmzQgNDRXrpKSkoHfv3ujatSuSkpIQFBSEsWPH4tChQ2KdnTt3Ijg4GHPnzsWFCxfQsmVLyGQyPHr0SNthExERERERERERASiFhFtsbCxGjRqFpk2bomXLlti8eTPu3buHxMREtXrm5uawt7cXfywsLMR9hw8fxtWrV7Ft2za4urrC29sbERERWLNmDbKysgAA0dHRcHJywpIlS+Di4oLAwEB8/PHHWLZsmXiepUuXYty4cRg9ejSaNGmC6OhomJubY+PGjdoOm4iIiIiISA3f/iEi0l+lPofbs2fPAAA2NjZq5TExMahRowaaNWuGkJAQZGRkiPvi4+PRvHlz2NnZiWUymQxpaWlITk4W63h6eqqdUyaTIT4+HgCQlZWFxMREtToGBgbw9PQU6xAREREREZUWvv1DRKS/jErz5Lm5uQgKCsKHH36IZs2aieXDhg1DvXr14ODggEuXLmHGjBm4ceMGfvzxRwCAQqFQS7YBELcVCkWhddLS0vDy5Us8ffoUOTk5+da5fv16vu3NzMxEZmamuJ2WlgYAUCqVUCqVGsWuqq/pcZWRvsSqL3ECjFUXSA2FvGUGr8uK+3lGREREmomNjVXb3rx5M2xtbZGYmIhOnTqJ5aq3f/KjevvnyJEjsLOzg6urKyIiIjBjxgyEhYXBxMRE7e0fAHBxccGpU6ewbNkyyGQyAOpv/wCv3xg6cOAANm7ciJkzZ5ZG+EREeq1UE24BAQG4cuUKTp06pVbu7+8v/nfz5s1Rq1YtdO/eHb///jucnZ1Ls0mFioyMRHh4eJ7yw4cPw9zcvFjnlMvlJW1WpaEvsepLnABjrcyi2hW8T9NY3xyBTERERMVX2Ns/27Ztg729Pfr06YM5c+aI3z8Kevtn4sSJSE5ORqtWrQp8+ycoKAjAv2//hISEiPuL8vZPaQxIUD0AfLtcV+jqw9z8MFbdoy9xAiWLtajHlFrCLTAwEPv378eJEydQp06dQuu6u7sDAG7dugVnZ2fY29vnmU/g4cOHACA++bG3txfL3qxjYWEBMzMzGBoawtDQMN86BT09CgkJQXBwsLidlpYGR0dHeHl5qc0xVxRKpRJyuRw9evSAsbGxRsdWNvoSq77ECTBWXdAs7FCeMqmBgIg2uRrHqvrjurKJjIzEjz/+iOvXr8PMzAzt27fHwoUL0ahRI7HOq1evMHXqVOzYsQOZmZmQyWRYu3at2peae/fuYeLEiTh27BiqVq0KX19fREZGwsjo3y70+PHjCA4ORnJyMhwdHTF79myMGjVKrT1r1qzBokWLoFAo0LJlS6xatQrt2hWSGSUiIp1S2d7+AUpnQEJEm1y17YMHDxbrPBWdrj3MLQxj1T36EidQvFiLOiBB6wk3QRAwadIk7NmzB8ePH4eTk9M7j0lKSgIA1KpVCwDg4eGBr776Co8ePYKtrS2A1zfBwsICTZo0Eeu8/eEsl8vh4eEBADAxMYGbmxvi4uLg4+MD4HUnFxcXh8DAwHzbIZVKIZVK85QbGxsX+4t4SY6tbPQlVn2JE2CslVlmjqTAfZrGWlnvi2renLZt2yI7OxuzZs2Cl5cXrl69iipVqgAApkyZggMHDmD37t2wtLREYGAgBgwYgF9//RXAv/Pm2Nvb4/Tp03jw4AFGjhwJY2NjfP311wD+nTdnwoQJiImJQVxcHMaOHYtatWqJr/Go5s2Jjo6Gu7s7li9fDplMhhs3boj9HBER6bbK9vYPUDoDEuacN0Bm7r9/p1wJk2mtvRWBrj7MzQ9j1T36EidQsliLOiBB6wm3gIAAbN++Hf/73/9QrVo18amLpaUlzMzM8Pvvv2P79u3o1asXqlevjkuXLmHKlCno1KkTWrRoAQDw8vJCkyZNMGLECERFRUGhUGD27NkICAgQE2ITJkzA6tWrMX36dIwZMwZHjx7Frl27cODAAbEtwcHB8PX1RZs2bdCuXTssX74c6enp4rwFRESku941b86zZ8/w3XffYfv27ejWrRsAYNOmTXBxccGZM2fwwQcfcN4cIiLSisr49g9QOgMSMnMlag8GdfVLva49zC0MY9U9+hInULxYi1pf66uUrlu3Ds+ePUOXLl1Qq1Yt8Wfnzp0AXo88O3LkCLy8vNC4cWNMnToVAwcOxE8//SSew9DQEPv374ehoSE8PDzw6aefYuTIkZg3b55Yx8nJCQcOHIBcLkfLli2xZMkSbNiwQfxyAwCffPIJFi9ejNDQULi6uiIpKQmxsbF5hlITEZHue3venMTERCiVSrU5bxo3boy6deuK89lw1WwiIioJQRAQGBiIPXv24OjRo8V+++fy5ctqq4nm9/ZPXFyc2nkKevtHRfX2j6oOERFpV6m8UloYR0dH/PLLL+88T7169d75Pn+XLl1w8eLFQusEBgYW+AopERHph/zmzVEoFDAxMYGVlZVaXTs7u3fOiaPaV1gdrppd9vQlVn2JE2CsuuDtVbOLu2J2cY8pb3z7h4hIf5XqKqVEREQVQUHz5lRUXDW7ZPQlVn2JE2CslVlBq2aX5iTVFcm6desAvB4o8KZNmzZh1KhR4ts/quSXo6MjBg4ciNmzZ4t1VW//TJw4ER4eHqhSpQp8fX3zfftnypQpWLFiBerUqZPv2z9///03QkNDoVAo4Orqyrd/iIhKERNuRESk0wqaN8fe3h5ZWVlITU1VG+X25nw2XDW7ctGXWPUlToCx6oK3V80u7orZQOVcNZtv/xAR6S8m3IiISCe9a9VsNzc3GBsbIy4uDgMHDgQA3LhxA/fu3RPns+Gq2ZWTvsSqL3ECjLUyK2jV7NKcpJqIiKgiYMKNiIh00rvmzbG0tISfnx+Cg4NhY2MDCwsLTJo0CR4eHvjggw8AcN4cIiIiIiIqHibciIhIJ71r3hwAWLZsGQwMDDBw4EBkZmZCJpNh7dq1Yl3Om0NERERERMXBhBsREemkd82bAwCmpqZYs2YN1qxZU2AdzptDRERERESaMijvBhAREREREREREekSJtyIiIiIiIiIiIi0iAk3IiIiIiIiIiIiLWLCjYiIiIiIiIiISIuYcCMiIiIiIiIiItIiJtyIiIiIiIiIiIi0iAk3IiIiIiIiIiIiLTIq7wYQERFR6WsWdgiZORK1sjsLepdTa4iIiIiIdBtHuBEREREREREREWkRE25ERERERERERERaxIQbERERERERERGRFjHhRkREREREREREpEVMuBEREREREREREWkRE25ERERERERERERaxIQbERERERERERGRFhmVdwN0XbOwQ8jMkaiV3VnQu5xaQ0REREREREREpY0j3IiIiIiIiIiIiLSICTciIiIiIiIiIiItYsKNiIiIiIiIiIhIi5hwIyIiIiIiIiIi0iK9SLitWbMG9evXh6mpKdzd3XH27NnybhIREekh9kdERFTe2BcREZUNnU+47dy5E8HBwZg7dy4uXLiAli1bQiaT4dGjR+XdNCIi0iPsj4iIqLyxLyIiKjs6n3BbunQpxo0bh9GjR6NJkyaIjo6Gubk5Nm7cWN5NIyIiPcL+iIiIyhv7IiKismNU3g0oTVlZWUhMTERISIhYZmBgAE9PT8THx+epn5mZiczMTHH72bNnAIAnT55AqVRqdG2lUomMjAwYKQ2QkytR2/f48WONzlXRqWJ9/PgxjI2Ny7s5pUZf4gQYqy4wyk7PW5YrICMjV+NYnz9/DgAQBEFr7dM37I/Khq7+//lt+hInwFh1wdv9UXH7IoD9UUlp2hcBZdMfsS+qvBir7tGXOIGSxVrU/kinE27//PMPcnJyYGdnp1ZuZ2eH69ev56kfGRmJ8PDwPOVOTk5abVeNJVo9HRFRkQ0rwbHPnz+HpaWl1tqiT9gfERH9qyR9EcD+qLg07YuAsumP2BcRUWX1rv5IpxNumgoJCUFwcLC4nZubiydPnqB69eqQSCSFHJlXWloaHB0d8ccff8DCwkLbTa1Q9CVWfYkTYKy6qrixCoKA58+fw8HBoRRbR29if1Q8+hKrvsQJMFZdVJI42R+VPfZHmtOXOAHGqov0JU6gbPojnU641ahRA4aGhnj48KFa+cOHD2Fvb5+nvlQqhVQqVSuzsrIqURssLCx0/h+qir7Eqi9xAoxVVxUnVo4kKBn2R2VLX2LVlzgBxqqLihsn+6Pi07QvAtgflYS+xAkwVl2kL3ECpdsf6fSiCSYmJnBzc0NcXJxYlpubi7i4OHh4eJRjy4iISJ+wPyIiovLGvoiIqGzp9Ag3AAgODoavry/atGmDdu3aYfny5UhPT8fo0aPLu2lERKRH2B8REVF5Y19ERFR2dD7h9sknn+Dvv/9GaGgoFAoFXF1dERsbm2eyUG2TSqWYO3duniHYukhfYtWXOAHGqqv0KdaKiP1R6dOXWPUlToCx6iJ9ibOiKq++CNCf372+xAkwVl2kL3ECZROrROC62kRERERERERERFqj03O4ERERERERERERlTUm3IiIiIiIiIiIiLSICTciIiIiIiIiIiItYsKNiIiIiIiIiIhIi5hwK4E1a9agfv36MDU1hbu7O86ePVto/d27d6Nx48YwNTVF8+bNcfDgwTJqaclpEuu3336Ljh07wtraGtbW1vD09HznvakoNP2dquzYsQMSiQQ+Pj6l20At0jTW1NRUBAQEoFatWpBKpXj//fcrzb9hTWNdvnw5GjVqBDMzMzg6OmLKlCl49epVGbW2eE6cOIE+ffrAwcEBEokEe/fufecxx48fR+vWrSGVSvHee+9h8+bNpd5OKh360h/pS18EsD8qDPsj9kdUcbE/yov9kU/pNlCL9KU/0oe+CKgg/ZFAxbJjxw7BxMRE2Lhxo5CcnCyMGzdOsLKyEh4+fJhv/V9//VUwNDQUoqKihKtXrwqzZ88WjI2NhcuXL5dxyzWnaazDhg0T1qxZI1y8eFG4du2aMGrUKMHS0lL4888/y7jlmtE0TpWUlBShdu3aQseOHYV+/fqVTWNLSNNYMzMzhTZt2gi9evUSTp06JaSkpAjHjx8XkpKSyrjlmtM01piYGEEqlQoxMTFCSkqKcOjQIaFWrVrClClTyrjlmjl48KDw5ZdfCj/++KMAQNizZ0+h9W/fvi2Ym5sLwcHBwtWrV4VVq1YJhoaGQmxsbNk0mLRGX/ojfemLBIH9Efuj19gfsT+qbNgfsT9SYX9UcelLXyQIFaM/YsKtmNq1aycEBASI2zk5OYKDg4MQGRmZb/3BgwcLvXv3Vitzd3cXxo8fX6rt1AZNY31bdna2UK1aNWHLli2l1UStKE6c2dnZQvv27YUNGzYIvr6+laZD0TTWdevWCQ0aNBCysrLKqolao2msAQEBQrdu3dTKgoODhQ8//LBU26lNRelQpk+fLjRt2lSt7JNPPhFkMlkptoxKg770R/rSFwkC+yP2R6+xP2J/VNmwP2J/JAjsjyo6feyLBKH8+iO+UloMWVlZSExMhKenp1hmYGAAT09PxMfH53tMfHy8Wn0AkMlkBdavKIoT69syMjKgVCphY2NTWs0sseLGOW/ePNja2sLPz68smqkVxYl137598PDwQEBAAOzs7NCsWTN8/fXXyMnJKatmF0txYm3fvj0SExPFodW3b9/GwYMH0atXrzJpc1mprJ9JpE5f+iN96YsA9kfsj/7F/qjifiZRXuyP2B+psD+quP0R+6LClcZnklFJG6WP/vnnH+Tk5MDOzk6t3M7ODtevX8/3GIVCkW99hUJRau3UhuLE+rYZM2bAwcEhzz/eiqQ4cZ46dQrfffcdkpKSyqCF2lOcWG/fvo2jR49i+PDhOHjwIG7duoXPPvsMSqUSc+fOLYtmF0txYh02bBj++ecfdOjQAYIgIDs7GxMmTMCsWbPKosllpqDPpLS0NLx8+RJmZmbl1DLShL70R/rSFwHsjwD2Ryrsj9gfVSbsj9gfAeyPKnp/xL6ocKXRH3GEG5WqBQsWYMeOHdizZw9MTU3Luzla8/z5c4wYMQLffvstatSoUd7NKXW5ubmwtbXF+vXr4ebmhk8++QRffvkloqOjy7tpWnf8+HF8/fXXWLt2LS5cuIAff/wRBw4cQERERHk3jYiKSVf7IoD9EfsjIqpM2B/pDn3pj9gXlQxHuBVDjRo1YGhoiIcPH6qVP3z4EPb29vkeY29vr1H9iqI4saosXrwYCxYswJEjR9CiRYvSbGaJaRrn77//jjt37qBPnz5iWW5uLgDAyMgIN27cgLOzc+k2upiK8zutVasWjI2NYWhoKJa5uLhAoVAgKysLJiYmpdrm4ipOrHPmzMGIESMwduxYAEDz5s2Rnp4Of39/fPnllzAw0I3nFAV9JllYWHA0QSWiL/2RvvRFAPsjgP2RCvsj9keVCfsj9kfsjyp+f8S+qHCl0R/pzt0pQyYmJnBzc0NcXJxYlpubi7i4OHh4eOR7jIeHh1p9AJDL5QXWryiKEysAREVFISIiArGxsWjTpk1ZNLVENI2zcePGuHz5MpKSksSfvn37omvXrkhKSoKjo2NZNl8jxfmdfvjhh7h165bYaQLAb7/9hlq1alXIzkSlOLFmZGTk6ThUHenr+TZ1Q2X9TCJ1+tIf6UtfBLA/Yn/0L/ZHFfczifJif8T+iP1Rxe+P2BcVrlQ+k4q93IKe27FjhyCVSoXNmzcLV69eFfz9/QUrKytBoVAIgiAII0aMEGbOnCnW//XXXwUjIyNh8eLFwrVr14S5c+dWimWvBUHzWBcsWCCYmJgIP/zwg/DgwQPx5/nz5+UVQpFoGufbKtMqPJrGeu/ePaFatWpCYGCgcOPGDWH//v2Cra2tMH/+/PIKocg0jXXu3LlCtWrVhO+//164ffu2cPjwYcHZ2VkYPHhweYVQJM+fPxcuXrwoXLx4UQAgLF26VLh48aJw9+5dQRAEYebMmcKIESPE+qplr6dNmyZcu3ZNWLNmTYmXvabyoS/9kb70RYLA/oj90Wvsj9gfVTbsj9gfvY39UcWjL32RIFSM/ogJtxJYtWqVULduXcHExERo166dcObMGXFf586dBV9fX7X6u3btEt5//33BxMREaNq0qXDgwIEybnHxaRJrvXr1BAB5fubOnVv2DdeQpr/TN1WmDkUQNI/19OnTgru7uyCVSoUGDRoIX331lZCdnV3GrS4eTWJVKpVCWFiY4OzsLJiamgqOjo7CZ599Jjx9+rTsG66BY8eO5fv/O1Vsvr6+QufOnfMc4+rqKpiYmAgNGjQQNm3aVObtJu3Ql/5IX/oiQWB/pML+iP0RVS7sj9gfvYn9UcWkD32RIFSM/kgiCDo2DpCIiIiIiIiIiKgccQ43IiIiIiIiIiIiLWLCjYiIiIiIiIiISIuYcCMiIiIiIiIiItIiJtyIiIiIiIiIiIi0iAk3IiIiIiIiIiIiLWLCjYiIiIiIiIiISIuYcCMiIiIiIiIiItIiJtyIiIiIiIiIiIi0iAk3IiIiIiIiIiIiLWLCjYiIiIiIiIiISIuYcCMiIiIiIiIiItIiJtyIiIiIiIiIiIi0iAk3IiIiIiIiIiIiLWLCjYiIiIiIiIiISIuYcCMiIiIiIiIiItIiJtyIiIiIiIiIiIi0iAk3IiIiIiIiIiIiLWLCjYiIiIiIiIiISIuYcCMiIiIiIiIiItIiJtyIiIiIiIiIiIi0iAk3IiIiIiIiIiIiLWLCjYiIiIiIiIiISIuYcCMiIiIiIiIiItIiJtyIiIiIiIiIiIi0iAk3IiIiIiIiIiIiLWLCjYiIiIiIiIiISIuYcCMiIiIiIiIiItIiJtyoQtm8eTMkEgnu3LlT3k2hCujOnTuQSCTYvHlzeTeFiMoJ+4nSNWrUKNSvX7+8m1GqKtu/IfZ9RPqnsn1O0btJJBKEhYVp7XwV5d/I8ePHIZFIcPz48XJtR0XFhBsRFej+/fsICwtDUlJSqZz/4MGDWu14iIgqku3bt2P58uXl3Qy99fXXX2Pv3r3l3Yw82PcRUWm6evUqwsLCyj0RUxJr167lQ4Zywr9dtIsJNyIq0P379xEeHl6qCbfw8PBSOTcRUXnjH63lq6CE24gRI/Dy5UvUq1ev7BsF9n1E9G4l+Zy6evUqwsPDmXCrYF6+fInZs2eXdzPeiX+7aBcTbkRERERUoeXm5uLVq1daOZehoSFMTU0hkUi0cj4iIm0rq88pQRDw8uXLSn+NiurNvsvU1BRGRkbl3CIqa0y4UYW3du1aNG3aFFKpFA4ODggICEBqaqpanZMnT2LQoEGoW7cupFIpHB0dMWXKlDwf7qNGjULVqlXx119/wcfHB1WrVkXNmjXxxRdfICcnR6N2aXrNe/fu4aOPPkLVqlVRu3ZtrFmzBgBw+fJldOvWDVWqVEG9evWwffv2PNe6ffs2Bg0aBBsbG5ibm+ODDz7AgQMH1OoU9B5/fu/Vd+nSBc2aNcPVq1fRtWtXmJubo3bt2oiKilI7rm3btgCA0aNHQyKRaDSHjFKpRHh4OBo2bAhTU1NUr14dHTp0gFwuF++L6h6ozv3mHxWpqakYNWoULC0tYWVlBV9f3zy/dyIioGL2E126dMGBAwdw9+5d8fPtzbnRHj16BD8/P9jZ2cHU1BQtW7bEli1bNIo7MDAQVatWRUZGRp59Q4cOhb29vdjm//3vf+jduzccHBwglUrh7OyMiIiId8ZU0NwsBc0rdv36dXz88cewsbGBqakp2rRpg3379mkUF/C6XwgMDERMTIz4u42NjQUALF68GO3bt0f16tVhZmYGNzc3/PDDD3mOT09Px5YtW8T7P2rUKAAF95dF+Xf0Luz7iHRTWFgYJBIJbt26hVGjRsHKygqWlpYYPXq02mdwdnY2IiIi4OzsDKlUivr162PWrFnIzMzU6Hr5fU7Vr18fH330EU6dOoV27drB1NQUDRo0wNatW9WOGzRoEACga9eu4meM6jNcdY5Dhw6hTZs2MDMzwzfffAOgaN83iqKwa2zatAndunWDra0tpFIpmjRpgnXr1uU5Pjk5Gb/88ovY/i5duoj7U1NTERQUBEdHR0ilUrz33ntYuHAhcnNzNWqn6vtQYmIi2rdvDzMzMzg5OSE6OjpP3czMTMydOxfvvfee+DfE9OnT8/xeC+u78pvD7eLFi/D29oaFhQWqVq2K7t2748yZM3mun5ycjG7dusHMzAx16tTB/PnzNY4XAJ4/f46goCDUr18fUqkUtra26NGjBy5cuCDek8L+dvnzzz/h4+ODKlWqwNbWFlOmTNH437a+YYqVKrSwsDCEh4fD09MTEydOxI0bN7Bu3TqcO3cOv/76K4yNjQEAu3fvRkZGBiZOnIjq1avj7NmzWLVqFf7880/s3r1b7Zw5OTmQyWRwd3fH4sWLceTIESxZsgTOzs6YOHFikdum6TW9vb3RqVMnREVFISYmBoGBgahSpQq+/PJLDB8+HAMGDEB0dDRGjhwJDw8PODk5AQAePnyI9u3bIyMjA5MnT0b16tWxZcsW9O3bFz/88AP69+9frHv79OlT9OzZEwMGDMDgwYPxww8/YMaMGWjevDm8vb3h4uKCefPmITQ0FP7+/ujYsSMAoH379kU6f1hYGCIjIzF27Fi0a9cOaWlpOH/+PC5cuIAePXpg/PjxuH//PuRyOf7zn/+oHSsIAvr164dTp05hwoQJcHFxwZ49e+Dr61usWIlId1XUfuLLL7/Es2fP8Oeff2LZsmUAgKpVqwJ4/VpJly5dcOvWLQQGBsLJyQm7d+/GqFGjkJqais8//7xI1/jkk0+wZs0aHDhwQPyCBQAZGRn46aefMGrUKBgaGgJ4/SWsatWqCA4ORtWqVXH06FGEhoYiLS0NixYtKtL13iU5ORkffvghateujZkzZ6JKlSrYtWsXfHx88N///lfj/uro0aPYtWsXAgMDUaNGDfGP/hUrVqBv374YPnw4srKysGPHDgwaNAj79+9H7969AQD/+c9/xP7H398fAODs7FzgtYr67+hd2PcR6bbBgwfDyckJkZGRuHDhAjZs2ABbW1ssXLgQADB27Fhs2bIFH3/8MaZOnYqEhARERkbi2rVr2LNnT4mvf+vWLXz88cfw8/ODr68vNm7ciFGjRsHNzQ1NmzZFp06dMHnyZKxcuRKzZs2Ci4sLAIj/CwA3btzA0KFDMX78eIwbNw6NGjXS+veN/K4BAOvWrUPTpk3Rt29fGBkZ4aeffsJnn32G3NxcBAQEAACWL1+OSZMmoWrVqvjyyy8BAHZ2dgBe92+dO3fGX3/9hfHjx6Nu3bo4ffo0QkJC8ODBA41fhXz69Cl69eqFwYMHY+jQodi1axcmTpwIExMTjBkzBsDrUWp9+/bFqVOn4O/vDxcXF1y+fBnLli3Db7/9lmfqgoL6rrclJyejY8eOsLCwwPTp02FsbIxvvvkGXbp0wS+//AJ3d3cAgEKhQNeuXZGdnS32revXr4eZmZlGsQLAhAkT8MMPPyAwMBBNmjTB48ePcerUKVy7dg2tW7d+598u3bt3x7179zB58mQ4ODjgP//5D44ePapxO/SKQFSBbNq0SQAgpKSkCI8ePRJMTEwELy8vIScnR6yzevVqAYCwceNGsSwjIyPPuSIjIwWJRCLcvXtXLPP19RUACPPmzVOr26pVK8HNzU2jtmp6za+//lose/r0qWBmZiZIJBJhx44dYvn169cFAMLcuXPFsqCgIAGAcPLkSbHs+fPngpOTk1C/fn3x3rx579507NgxAYBw7Ngxsaxz584CAGHr1q1iWWZmpmBvby8MHDhQLDt37pwAQNi0aVOR74tKy5Ythd69exdaJyAgQMjvY2jv3r0CACEqKkosy87OFjp27Fjs9hCRbqhM/UTv3r2FevXq5Slfvny5AEDYtm2bWJaVlSV4eHgIVatWFdLS0op0/tzcXKF27dpqn9uCIAi7du0SAAgnTpwQy/KLf/z48YK5ubnw6tUrsczX11etzfn1IYIgCCkpKXk+j7t37y40b95c7Xy5ublC+/bthYYNGxYpJhUAgoGBgZCcnJxn39uxZGVlCc2aNRO6deumVl6lShXB19c3z/Fv95ea/Dt6F/Z9RLpp7ty5AgBhzJgxauX9+/cXqlevLgiCICQlJQkAhLFjx6rV+eKLLwQAwtGjR4t8vfz+rq9Xr16ez/ZHjx4JUqlUmDp1qli2e/fufD+33zxHbGysWnlRv28URUHXEIT8+yKZTCY0aNBAraxp06ZC586d89SNiIgQqlSpIvz2229q5TNnzhQMDQ2Fe/fuFbmdqu9DS5YsEcsyMzMFV1dXwdbWVsjKyhIEQRD+85//CAYGBmr3RhAEITo6WgAg/Prrr2JZYX3X29/xfHx8BBMTE+H3338Xy+7fvy9Uq1ZN6NSpk1im+t0kJCSIZY8ePRIsLS3z/e5XGEtLSyEgIKDQOu/622XXrl1iWXp6uvDee+8V+O+NBIGvlFKFdeTIEWRlZSEoKAgGBv/+Ux03bhwsLCzUhji/meFPT0/HP//8g/bt20MQBFy8eDHPuSdMmKC23bFjR9y+fVuj9ml6zbFjx4r/bWVlhUaNGqFKlSoYPHiwWN6oUSNYWVmpteXgwYNo164dOnToIJZVrVoV/v7+uHPnDq5evapRu988x6effipum5iYoF27dhrfh4JYWVkhOTkZN2/e1PjYgwcPwsjISG0kiaGhISZNmqSVthGRbqjo/URBDh48CHt7ewwdOlQsMzY2xuTJk/HixQv88ssvRTqPRCLBoEGDcPDgQbx48UIs37lzJ2rXrq3Wb7wZ//Pnz/HPP/+gY8eOyMjIwPXr10sc05MnT3D06FEMHjxYPP8///yDx48fQyaT4ebNm/jrr780Omfnzp3RpEmTPOVvxvL06VM8e/YMHTt2FF+J0ZQm/47ehX0fkW7Lr294/Pgx0tLScPDgQQBAcHCwWp2pU6cCQLFez3xbkyZNxLdOAKBmzZpo1KiRRv2Tk5MTZDKZWpm2v2/kdw1A/fP72bNn+Oeff9C5c2fcvn0bz549e+d5d+/ejY4dO8La2lrsZ/7555//x959x0Vxrf8D/wCyVGlKvSISNWIvGBF7QUCJSqLGwlU0XCuoSL4WEoPYrhFjb2gSSxKJJYnGqBdZMWqMiIoSFZWoQY1lwUQRQYUV5veHvx0dYRFwaOvn/XrxSvbMszPnPMLO7rNn5sDLywv5+fk4cuRIqfpZo0YNjB07VnysUCgwduxYZGRkICkpSTxm48aN4ebmJjlmjx49AAC//PKLZJ/azl0vys/PR1xcHPz9/fHWW2+J7Y6Ojhg2bBiOHj2KrKwsAM/+bdq3b4927dqJcba2tggICCjVWIFn56jExETcvn271M/dt28fHB0dMXDgQLHN1NRUnEVORWPBjaqs69evA4A4BVlDoVDgrbfeErcDwI0bNzBy5EjY2NiI99vp2rUrABR68TY2Noatra2kzdraGvfv3y9V/173mJaWlqhTp06hm6FaWlpK+nL9+vVCOQCeTw1/MQ+lUdSxy5IHbebMmYPMzEy8/fbbaN68OaZOnYqzZ8+W6LnXr1+Ho6OjOIVZo6g8ENGbq6qfJ4rrd8OGDSXFHaBsr+uDBw/G48ePxfukZWdnY9++fRg0aJDkNT4lJQXvvfceLC0tYWFhAVtbW/FLl5J8yHmVK1euQBAEfPrpp7C1tZX8zJo1C8Cz+9aVhubWCi/bs2cP2rdvD2NjY9jY2MDW1hZr164t8zhK83v0Kjz3Eem2unXrSh5bW1sDeFb8v379OvT19dGgQQNJjIODA6ysrMr8nr2442v6UJrzU1GvrXJ/3tD2+v3bb7/By8sLZmZmsLKygq2tLT7++GMAJTsXXb58GbGxsYXOM15eXgBKf55xcnKCmZmZpO3tt98GAPH+eZcvX0ZKSkqhY2riXj6mtrG/6O7du3j06JHWnBcUFOCvv/4C8Pw9w8vKcm6IiorC+fPn4ezsjHbt2iEyMrLExdrr16+jQYMGhT4/8hxVPN7Djaq9/Px89OrVC/fu3cP06dPh5uYGMzMz3Lp1CyNHjix0Q0nN/WyqwjG1tQuCUOo+aVvFSNsNseU8dlG6dOmCq1ev4qeffkJcXBy+/PJLLF26FNHR0ZLZfkRE5a0yzhMVpX379qhXrx62b9+OYcOG4eeff8bjx48xePBgMSYzMxNdu3aFhYUF5syZg/r168PY2BinT5/G9OnTi73xcknPLZp9/N///V+RsxoAFPoQ+ipF3Z/m119/Rb9+/dClSxesWbMGjo6OMDQ0xMaNG4tcdKii8dxHpNtK8v65PFcWleP9e1nu/VVaRR3j6tWr6NmzJ9zc3LBkyRI4OztDoVBg3759WLp0aYkWASgoKECvXr0wbdq0IrdrimByKigoQPPmzbFkyZIitzs7O0seV0R+y+qDDz5A586dsXPnTsTFxWHRokVYuHAhfvzxR/Tu3buyu6eTWHCjKsvFxQXAs5tuvjjVNi8vD2lpaeI3GefOncMff/yBzZs3Y8SIEWKcZkWw8lCRx3RxcUFqamqhds0lQJo8ab5he3k1s9f5Nu113zDY2Nhg1KhRGDVqFLKzs9GlSxdERkaKHzq07d/FxQXx8fHIzs6WfNNfVB6I6M1Vlc8TQPGvcWfPnkVBQYFkltvLr+sl9cEHH2D58uXIysrCtm3bUK9ePbRv317cfujQIfzzzz/48ccf0aVLF7E9LS3tlfsu6blFk39DQ0Mx7+Xhhx9+gLGxMfbv3w8jIyOxfePGjYViS3oOK+nvUUnx3Ef0ZnJxcUFBQQEuX74sWaQgPT0dmZmZpX5tL6uyvH8v6eeN1/Hzzz8jNzcXu3fvlszUe/mSTED7GOrXr4/s7GzZzjO3b99GTk6OZJbbH3/8AQDiYgf169fH77//jp49e8pWTLW1tYWpqanWnOvr64uFPBcXlyJvU1DWc4OjoyMmTJiACRMmICMjA23atMH8+fPFgltx56jz589DEARJDM9RxeMlpVRleXl5QaFQYMWKFZJvbb766is8ePBAXIlM803PizGCIGD58uXl1reKPGafPn1w4sQJJCQkiG05OTlYv3496tWrJ94jQLP62ov3LsjPz8f69evLfGzNyeflD1ol8c8//0gem5ubo0GDBpKlo7Xtv0+fPnj69KlkmfD8/HysXLmy1P0gIt1Vlc8TwLPXuKIukenTpw9UKhW2bdsmtj19+hQrV66Eubm5eKlrSQ0ePBi5ubnYvHkzYmNjJfcGBYoef15eHtasWfPKfbu4uMDAwKDQfXFefq6dnR26deuGdevW4c6dO4X2c/fu3RKPpzgGBgbQ09OTzLC7du1aoVXigGf5L8n5q6S/RyXBcx/Rm6tPnz4AUGilTM3MqNK8lryOsrx/L+nnjddR1LnowYMHRX5hou31+4MPPkBCQgL2799faFtmZiaePn1aqj49ffoU69atEx/n5eVh3bp1sLW1hbu7u3jMW7du4Ysvvij0/MePHyMnJ6dUxwSe5cLb2xs//fSTeOkq8Kw4GxMTg06dOsHCwgLAs3+b48eP48SJE2Lc3bt3sWXLllIdMz8/v9B7Ejs7Ozg5ORU6R2l773L79m18//33YtujR49e67Pmm4Az3KjKsrW1RXh4OGbPng1fX1/069cPqampWLNmDd555x3x3jNubm6oX78+/u///g+3bt2ChYUFfvjhB9nutVOUijzmjBkz8N1336F3796YNGkSbGxssHnzZqSlpeGHH34QZ0c0bdoU7du3R3h4OO7duwcbGxts3bq11CeeF9WvXx9WVlaIjo5GzZo1YWZmBg8PjxLdm6BJkybo1q0b3N3dYWNjg1OnTonLUGtoTmSTJk2Cj48PDAwMMGTIEPTt2xcdO3bEjBkzcO3aNTRp0gQ//vijLPcZIiLdUZXPE8Cz17ht27YhLCwM77zzDszNzdG3b1+MGTMG69atw8iRI5GUlIR69erh+++/x2+//YZly5ahZs2apTpOmzZt0KBBA3zyySfIzc2VXE4KAB06dIC1tTUCAwMxadIk6Onp4ZtvvinRJUiWlpYYNGgQVq5cCT09PdSvXx979uwp8j45q1evRqdOndC8eXOMHj0ab731FtLT05GQkICbN2/i999/L9W4iuLn54clS5bA19cXw4YNQ0ZGBlavXo0GDRoUuleau7s7Dhw4gCVLlsDJyQmurq7w8PAotM+S/h6VBM99RG+uli1bIjAwEOvXrxcv5T9x4gQ2b94Mf39/dO/evUL60apVKxgYGGDhwoV48OABjIyM0KNHD9jZ2Wl9Tkk/b7wOb29vKBQK9O3bF2PHjkV2dja++OIL2NnZFfqixt3dHWvXrsW8efPQoEED2NnZoUePHpg6dSp2796Nd999FyNHjoS7uztycnJw7tw5fP/997h27Rpq165d4j45OTlh4cKFuHbtGt5++21s27YNycnJWL9+PQwNDQEAw4cPx/bt2zFu3Dj88ssv6NixI/Lz83Hp0iVs374d+/fvR9u2bUudj3nz5kGpVKJTp06YMGECatSogXXr1iE3NxdRUVFi3LRp0/DNN9/A19cXkydPhpmZGdavXy/Oli+phw8fok6dOhg4cCBatmwJc3NzHDhwACdPnsTixYvFOG3vXUaPHo1Vq1ZhxIgRSEpKgqOjI7755huYmpqWeuxvlApdE5XoFYpaAnvVqlWCm5ubYGhoKNjb2wvjx48X7t+/L3nehQsXBC8vL8Hc3FyoXbu2MHr0aOH3338XAAgbN24U4wIDAwUzM7NCx9Us9V0ar3vMrl27Ck2bNi3U7uLiIvj5+Unarl69KgwcOFCwsrISjI2NhXbt2gl79uwp9NyrV68KXl5egpGRkWBvby98/PHHglKpLLRUs7ZjBwYGFloG+qeffhKaNGki1KhRo9DYijNv3jyhXbt2gpWVlWBiYiK4ubkJ8+fPF5fYFgRBePr0qTBx4kTB1tZW0NPTk/wb/PPPP8Lw4cMFCwsLwdLSUhg+fLhw5syZUvWBiHRPdTpPZGdnC8OGDROsrKwEAJLX1/T0dGHUqFFC7dq1BYVCITRv3vy1Xts++eQTAYDQoEGDIrf/9ttvQvv27QUTExPByclJmDZtmrB///5C54eizgN3794VBgwYIJiamgrW1tbC2LFjhfPnzxf5enz16lVhxIgRgoODg2BoaCj861//Et59913h+++/L9V4AAjBwcFFbvvqq6+Ehg0bCkZGRoKbm5uwcePGIv99Ll26JHTp0kUwMTERAAiBgYGCIBT9OyQIJfs9ehWe+4h0k+Y15u7du5L2l19P1Gq1MHv2bMHV1VUwNDQUnJ2dhfDwcOHJkyelOl5Rr1NFfUYQhGfv67t27Spp++KLL4S33npLMDAwkLzOa9uHIJT888arFHeM3bt3Cy1atBCMjY2FevXqCQsXLhQ2bNhQaKwqlUrw8/MTatasKQCQjO/hw4dCeHi40KBBA0GhUAi1a9cWOnToIHz++eeS19pX0XweOnXqlODp6SkYGxsLLi4uwqpVqwrF5uXlCQsXLhSaNm0qGBkZCdbW1oK7u7swe/Zs4cGDB2JccecuAMKsWbMkbadPnxZ8fHwEc3NzwdTUVOjevbtw7NixQs89e/as0LVrV8HY2Fj417/+JcydO1f46quvijyXaZObmytMnTpVaNmypVCzZk3BzMxMaNmypbBmzRpJXHHvXa5fvy7069dPMDU1FWrXri1MnjxZiI2NLfRegp7TEwSZ7pBORERERERERFTFdevWDX///TfOnz9f2V0hHcZ7uBEREREREREREcmI93Ajesm9e/eQl5endbuBgQFsbW0rsEdVy+PHj195PxkbGxsoFIoK6hERUcWqiPOErp6LVCpVsdtNTExgaWlZQb0pOZ77iEgO2dnZyM7OLjbG1tZWXGCgKrl7965kwZqXKRQK2NjYVGCPiqar58/iVOffK13HghvRS95//30cPnxY63YXFxfJajJvmm3btmHUqFHFxvzyyy/o1q1bxXSIiKiCVcR5QlfPRY6OjsVuDwwMxKZNmyqmM6XAcx8RyeHzzz/H7Nmzi41JS0tDvXr1KqZDpfDOO+/g+vXrWrd37doVhw4dqrgOaaGr58/iVOffK13He7gRvSQpKanYletMTEzQsWPHCuxR1XLnzh2kpKQUG+Pu7g5ra+sK6hERUcWqiPOErp6LDhw4UOx2JycnNGnSpIJ6U3I89xGRHP7880/8+eefxcZ06tQJxsbGFdSjkvvtt9/w+PFjrdutra3FVZgrk66eP4tTnX+vdB0LbkRERERERERERDLioglEREREREREREQy4j3cilFQUIDbt2+jZs2a0NPTq+zuEBFVCkEQ8PDhQzg5OUFfn9/TVAaej4iIeD6qCng+IiIq+fmIBbdi3L59G87OzpXdDSKiKuGvv/5CnTp1KrsbbySej4iInuP5qPLwfERE9NyrzkcsuBWjZs2aAJ4l0cLCQrb9qtVqxMXFwdvbG4aGhrLtt6rQ5fHp8tgAjq86K8+xZWVlwdnZWXxNpIon9/lIl/8WXhdzox1zox1zo52cueH5qPKVx+cj/v1IMR/PMRdSzIdUZeajpOcjFtyKoZkmbWFhIXvBzdTUFBYWFjr5h6LL49PlsQEcX3VWEWPjpSOVR+7zkS7/Lbwu5kY75kY75ka78sgNz0eVpzw+H/HvR4r5eI65kGI+pKpCPl51PuLND4iIiIiIiIiIiGTEghsREREREREREZGMWHAjIiIiIiIiIiKSEQtuREREREREREREMmLBjYiIiIiIiIiISEYsuBEREREREREREcmIBTciIiIiIiIiIiIZseBGREREREREREQkoxqV3QFdVm/G3iLbL8/1ruCeEBHRm+zl85GRgYCodpXUGSIiIiKiCqStNnPtM79yPS5nuBEREREREREREcmIBTciIiIiIiIiIiIZseBGREREREREREQkIxbciIio2jly5Aj69u0LJycn6OnpYdeuXZLtI0eOhJ6enuTH19dXEnPv3j0EBATAwsICVlZWCAoKQnZ2tiTm7Nmz6Ny5M4yNjeHs7IyoqKhCfdmxYwfc3NxgbGyM5s2bY9++fZLtgiAgIiICjo6OMDExgZeXFy5fvixPIoiIiIiIqEpiwY2IiKqdnJwctGzZEqtXr9Ya4+vrizt37og/3333nWR7QEAAUlJSoFQqsWfPHhw5cgRjxowRt2dlZcHb2xsuLi5ISkrCokWLEBkZifXr14sxx44dw9ChQxEUFIQzZ87A398f/v7+OH/+vBgTFRWFFStWIDo6GomJiTAzM4OPjw+ePHkiY0aIiIiIiKgq4SqlRERU7fTu3Ru9e/cuNsbIyAgODg5Fbrt48SJiY2Nx8uRJtG3bFgCwcuVK9OnTB59//jmcnJywZcsW5OXlYcOGDVAoFGjatCmSk5OxZMkSsTC3fPly+Pr6YurUqQCAuXPnQqlUYtWqVYiOjoYgCFi2bBlmzpyJ/v37AwC+/vpr2NvbY9euXRgyZIhcKSEiIiIioiqEM9yIiEgnHTp0CHZ2dmjUqBHGjx+Pf/75R9yWkJAAKysrsdgGAF5eXtDX10diYqIY06VLFygUCjHGx8cHqampuH//vhjj5eUlOa6Pjw8SEhIAAGlpaVCpVJIYS0tLeHh4iDFERERERKR7OMONiIh0jq+vL95//324urri6tWr+Pjjj9G7d28kJCTAwMAAKpUKdnZ2kufUqFEDNjY2UKlUAACVSgVXV1dJjL29vbjN2toaKpVKbHsx5sV9vPi8omKKkpubi9zcXPFxVlYWAECtVkOtVpc4DxpGBoL0sb4g7o+kNDlhbgpjbrRjbrSTMzfMLxERVScsuBERkc558VLN5s2bo0WLFqhfvz4OHTqEnj17VmLPSmbBggWYPXt2ofa4uDiYmpqWen9R7YpuVyqVpd7Xm4K50Y650Y650U6O3Dx69EiGnhAREVUMFtyIiEjnvfXWW6hduzauXLmCnj17wsHBARkZGZKYp0+f4t69e+J93xwcHJCeni6J0Tx+VcyL2zVtjo6OkphWrVpp7W94eDjCwsLEx1lZWXB2doa3tzcsLCxKM3QAQLPI/ZLHRvoC5rYtQK9evWBoaFjq/ekytVoNpVLJ3BSBudGOudFOztxoZvsSERFVB7IX3PLz8xEZGYlvv/0WKpUKTk5OGDlyJGbOnAk9PT0AgCAImDVrFr744gtkZmaiY8eOWLt2LRo2bCju5969e5g4cSJ+/vln6OvrY8CAAVi+fDnMzc3FmLNnzyI4OBgnT56Era0tJk6ciGnTpkn6s2PHDnz66ae4du0aGjZsiIULF6JPnz5yD5uIiKqwmzdv4p9//hGLXp6ensjMzERSUhLc3d0BAAcPHkRBQQE8PDzEmE8++QRqtVr8kKhUKtGoUSNYW1uLMfHx8QgNDRWPpVQq4enpCQBwdXWFg4MD4uPjxQJbVlYWEhMTMX78eK39NTIygpGRUaF2Q0PDMn1gzc3XK7K9rPt7EzA32jE32jE32smRG+aWiIiqE9kXTVi4cCHWrl2LVatW4eLFi1i4cCGioqKwcuVKMSYqKgorVqxAdHQ0EhMTYWZmBh8fHzx58kSMCQgIQEpKCpRKJfbs2YMjR46Iq8IBzz6weHt7w8XFBUlJSVi0aBEiIyOxfv16MebYsWMYOnQogoKCcObMGfj7+8Pf3x/nz5+Xe9hERFSBsrOzkZycjOTkZADPFidITk7GjRs3kJ2djalTp+L48eO4du0a4uPj0b9/fzRo0AA+Pj4AgMaNG8PX1xejR4/GiRMn8NtvvyEkJARDhgyBk5MTAGDYsGFQKBQICgpCSkoKtm3bhuXLl0tmnk2ePBmxsbFYvHgxLl26hMjISJw6dQohISEAAD09PYSGhmLevHnYvXs3zp07hxEjRsDJyQn+/v4VmjMiIpLfkSNH0LdvXzg5OUFPTw+7du3SGjtu3Djo6elh2bJlkvZ79+4hICAAFhYWsLKyQlBQELKzsyUxZ8+eRefOnWFsbAxnZ2dERUUV2v+OHTvg5uYGY2NjNG/eHPv27ZNsFwQBERERcHR0hImJCby8vHD58uUyj52IiIone8Ht2LFj6N+/P/z8/FCvXj0MHDgQ3t7eOHHiBIBnL/TLli3DzJkz0b9/f7Ro0QJff/01bt++LZ6gLl68iNjYWHz55Zfw8PBAp06dsHLlSmzduhW3b98GAGzZsgV5eXnYsGEDmjZtiiFDhmDSpElYsmSJ2Jfly5fD19cXU6dORePGjTF37ly0adMGq1atknvYRERUgU6dOoXWrVujdevWAICwsDC0bt0aERERMDAwwNmzZ9GvXz+8/fbbCAoKgru7O3799VfJrLEtW7bAzc0NPXv2RJ8+fdCpUyfJlzaWlpaIi4tDWloa3N3d8dFHHyEiIkLy5U+HDh0QExOD9evXo2XLlvj++++xa9cuNGvWTIyZNm0aJk6ciDFjxuCdd95BdnY2YmNjYWxsXAGZIiKi8pSTk4OWLVti9erVxcbt3LkTx48fF7/UeVFFTTQoyaQHIiKSj+yXlHbo0AHr16/HH3/8gbfffhu///47jh49KhbC0tLSoFKp4OXlJT7H0tISHh4eSEhIwJAhQ5CQkAArKyu0bdtWjPHy8oK+vj4SExPx3nvvISEhAV26dIFCoRBjfHx8sHDhQty/fx/W1tZISEiQzETQxGj75qm8V4XT0PWVrHR5fLo8NoDjq87Kc2xVMV/dunWDIBT9GgsA+/fv17pNw8bGBjExMcXGtGjRAr/++muxMYMGDcKgQYO0btfT08OcOXMwZ86cV/aJiIiql969e6N3797Fxty6dQsTJ07E/v374efnJ9mmmWhw8uRJ8bPPypUr0adPH3z++edwcnKSTDRQKBRo2rQpkpOTsWTJErEw9+JEAwCYO3culEolVq1ahejo6EKTHgDg66+/hr29PXbt2iVZbIiIiOQhe8FtxowZyMrKgpubGwwMDJCfn4/58+cjICAAAKBSqQAA9vb2kufZ29uL21QqFezs7KQdrVEDNjY2khhXV9dC+9Bss7a2hkqlKvY4L6voVeF0fSUrXR6fLo8N4Piqs/IYG1eFIyIiKpuCggIMHz4cU6dORdOmTQttr6iJBiWZ9EBERPKSveC2fft2bNmyBTExMeK3L6GhoXByckJgYKDch5NVea8Kp3Hmkx46vZKVLq/UpctjAzi+6qw8x8ZV4YiIiMpm4cKFqFGjBiZNmlTk9oqaaFCSSQ9FkfsKoKLo8hUIZcF8PMdcSDEfUqXJx6uuPizrsV9F9oLb1KlTMWPGDPFbkubNm+P69etYsGABAgMD4eDgAABIT08XV4vTPNas4Obg4ICMjAzJfp8+fYp79+6Jz3dwcEB6erokRvP4VTGa7S+ryFXhXme/1YUuj0+XxwZwfNVZeYxNV3NFRERUnpKSkrB8+XKcPn0aenpFfy6o6uS+Aqg4unwFQlkwH88xF1LMh1RJ8qHt6sOXF5cpqZJeASR7we3Ro0fQ15euxWBgYICCggIAgKurKxwcHBAfHy8W2LKyspCYmIjx48cDADw9PZGZmYmkpCS4u7sDAA4ePIiCggJ4eHiIMZ988gnUarX4YVCpVKJRo0awtrYWY+Lj4xEaGir2RalUwtPTU+5hExERERERiX799VdkZGSgbt26Ylt+fj4++ugjLFu2DNeuXauwiQYlmfRQFLmvACqKLl+BUBbMx3PMhRTzIVWafGi7+vB8pE+Zjl3SK4BkL7j17dsX8+fPR926ddG0aVOcOXMGS5YswYcffgjg2c2jQ0NDMW/ePDRs2BCurq749NNP4eTkBH9/fwBA48aN4evri9GjRyM6OhpqtRohISEYMmSIuLLPsGHDMHv2bAQFBWH69Ok4f/48li9fjqVLl4p9mTx5Mrp27YrFixfDz88PW7duxalTpyQr+hAREREREclt+PDhknumAc/uqzZ8+HCMGjUKQMVNNCjJpIeiyH0FUHF0+QqEsmA+nmMupJgPqZLk41VXH5blmCUhe8Ft5cqV+PTTTzFhwgRkZGTAyckJY8eORUREhBgzbdo05OTkYMyYMcjMzESnTp0QGxsLY2NjMWbLli0ICQlBz549oa+vjwEDBmDFihXidktLS8TFxSE4OBju7u6oXbs2IiIiJEtod+jQATExMZg5cyY+/vhjNGzYELt27UKzZs3kHjYREREREb1hsrOzceXKFfFxWloakpOTYWNjg7p166JWrVqSeENDQzg4OKBRo0YAKm6iQUkmPRARkbxkL7jVrFkTy5Ytw7Jly7TG6OnpYc6cOZgzZ47WGBsbG8TExBR7rBYtWuDXX38tNmbQoEEYNGhQsTFERERERESlderUKXTv3l18rLn8MjAwEJs2bSrRPipqokFJJj0QEZF8ZC+4ERERERERvQm6desGQSh69buiXLt2rVBbRU00KMmkByIiko/+q0OIiIiIiIiIiIiopFhwIyIiIiIiIiIikhELbkRERERERERERDJiwY2IiIiIiIiIiEhGLLgRERERERERERHJiAU3IiIiIiIiIiIiGbHgRkREREREREREJCMW3IiIiIiIiIiIiGTEghsREREREREREZGMWHAjIiIiIiIiIiKSEQtuREREREREREREMmLBjYiIiIiIiIiISEYsuBEREREREREREcmIBTciIiIiIiIiIiIZseBGREREREREREQkIxbciIiIiIiIiIiIZMSCGxERERERERERkYxYcCMiomrnyJEj6Nu3L5ycnKCnp4ddu3aJ29RqNaZPn47mzZvDzMwMTk5OGDFiBG7fvi3ZR7169aCnpyf5+eyzzyQxZ8+eRefOnWFsbAxnZ2dERUUV6suOHTvg5uYGY2NjNG/eHPv27ZNsFwQBERERcHR0hImJCby8vHD58mX5kkFERERERFUOC25ERFTt5OTkoGXLlli9enWhbY8ePcLp06fx6aef4vTp0/jxxx+RmpqKfv36FYqdM2cO7ty5I/5MnDhR3JaVlQVvb2+4uLggKSkJixYtQmRkJNavXy/GHDt2DEOHDkVQUBDOnDkDf39/+Pv74/z582JMVFQUVqxYgejoaCQmJsLMzAw+Pj548uSJzFkhIiIiIqKqggU3IiKqdnr37o158+bhvffeK7TN0tISSqUSH3zwARo1aoT27dtj1apVSEpKwo0bNySxNWvWhIODg/hjZmYmbtuyZQvy8vKwYcMGNG3aFEOGDMGkSZOwZMkSMWb58uXw9fXF1KlT0bhxY8ydOxdt2rTBqlWrADyb3bZs2TLMnDkT/fv3R4sWLfD111/j9u3bkll5RERUPckx4/revXsICAiAhYUFrKysEBQUhOzsbEkMZ1wTEVU/LLgREZHOe/DgAfT09GBlZSVp/+yzz1CrVi20bt0aixYtwtOnT8VtCQkJ6NKlCxQKhdjm4+OD1NRU3L9/X4zx8vKS7NPHxwcJCQkAgLS0NKhUKkmMpaUlPDw8xBgiIqq+5JhxHRAQgJSUFCiVSuzZswdHjhzBmDFjxO2ccU1EVD3VqOwOEBERlacnT55g+vTpGDp0KCwsLMT2SZMmoU2bNrCxscGxY8cQHh6OO3fuiDPYVCoVXF1dJfuyt7cXt1lbW0OlUoltL8aoVCox7sXnFRVTlNzcXOTm5oqPs7KyADybLaFWq0s1fgAwMhCkj/UFcX8kpckJc1MYc6Mdc6OdnLmpivnt3bs3evfuXeQ2zYzrF61atQrt2rXDjRs3ULduXVy8eBGxsbE4efIk2rZtCwBYuXIl+vTpg88//xxOTk6SGdcKhQJNmzZFcnIylixZIhbmXpxxDQBz586FUqnEqlWrEB0dXWjGNQB8/fXXsLe3x65duzBkyJDyShER0RuLBTciItJZarUaH3zwAQRBwNq1ayXbwsLCxP9v0aIFFAoFxo4diwULFsDIyKiiuyqxYMECzJ49u1B7XFwcTE1NS72/qHZFt7/8QZCeY260Y260Y260kyM3jx49kqEnlevlGdcJCQmwsrISi20A4OXlBX19fSQmJuK9997TOuN64cKFuH//PqytrZGQkCA5r2liNJe4vmrGtbaCm9xfABWFBWsp5uM55kKK+ZAqTT5e/vL55X2U9divwoIbERHpJE2x7fr16zh48KBkdltRPDw88PTpU1y7dg2NGjWCg4MD0tPTJTGaxw4ODuJ/i4p5cbumzdHRURLTqlUrrX0JDw+XfHDKysqCs7MzvL29XzmOojSL3C95bKQvYG7bAvTq1QuGhoal3p8uU6vVUCqVzE0RmBvtmBvt5MyNpthTXRU141qlUsHOzk4SV6NGDdjY2EhmS1fWjGu5vwAqDgvWUszHc8yFFPMhVZJ8aPvy+eV7XZZUSb8AYsGNiIh0jqbYdvnyZfzyyy+oVavWK5+TnJwMfX198YOPp6cnPvnkE6jVavFDolKpRKNGjWBtbS3GxMfHIzQ0VNyPUqmEp6cnAMDV1RUODg6Ij48XC2xZWVlITEzE+PHjtfbFyMioyFl2hoaGZfrAmpuvV2R7Wff3JmButGNutGNutJMjN9U5t8XNuK7K5P4CqCgsWEsxH88xF1LMh1Rp8vHyl88a5yN9ynTskn4BxIIbERFVO9nZ2bhy5Yr4OC0tDcnJybCxsYGjoyMGDhyI06dPY8+ePcjPzxe/vbexsYFCoUBCQgISExPRvXt31KxZEwkJCZgyZQr+/e9/i8W0YcOGYfbs2QgKCsL06dNx/vx5LF++HEuXLhWPO3nyZHTt2hWLFy+Gn58ftm7dilOnTok3stbT00NoaCjmzZuHhg0bwtXVFZ9++imcnJzg7+9fcQkjIqJKU9yMawcHB2RkZEjinz59inv37r1yNrVmW3ExrzvjWu4vgIrDgrUU8/EccyHFfEiVJB/Ffflc1mOWBFcpJSKiaufUqVNo3bo1WrduDeDZ/dhat26NiIgI3Lp1C7t378bNmzfRqlUrODo6ij/Hjh0D8OwDxNatW9G1a1c0bdoU8+fPx5QpUyQrvllaWiIuLg5paWlwd3fHRx99hIiICMnKcR06dEBMTAzWr1+Pli1b4vvvv8euXbvQrFkzMWbatGmYOHEixowZg3feeQfZ2dmIjY2FsbFxBWWLiIgqy4szrg8cOFBoxrWnpycyMzORlJQkth08eBAFBQXw8PAQY44cOSK5Z5C2Gdcv0jbjWkMz41oTQ0RE8uIMNyIiqna6desGQSj65qcAit0GAG3atMHx48dfeZwWLVrg119/LTZm0KBBGDRokNbtenp6mDNnDubMmfPK4xERUfXyujOuGzduDF9fX4wePRrR0dFQq9UICQnBkCFD4OTkBIAzromIqisW3IiIiIiIiMrg1KlT6N69u/hYc7+zwMBAREZGYvfu3QBQ6LLNX375Bd26dQMAbNmyBSEhIejZsyf09fUxYMAArFixQozVzLgODg6Gu7s7ateurXXG9cyZM/Hxxx+jYcOGRc64zsnJwZgxY5CZmYlOnTpxxjURUTliwY2IiIiIiKgMXnfGNfBstltMTEyxMZxxTURU/fAebkRERERERERERDJiwY2IiIiIiIiIiEhGLLgRERERERERERHJiAU3IiIiIiIiIiIiGbHgRkREREREREREJCMW3IiIiIiIiIiIiGTEghsREREREREREZGMWHAjIiIiIiIiIiKSEQtuREREREREREREMmLBjYiIiIiIiIiISEblUnC7desW/v3vf6NWrVowMTFB8+bNcerUKXG7IAiIiIiAo6MjTExM4OXlhcuXL0v2ce/ePQQEBMDCwgJWVlYICgpCdna2JObs2bPo3LkzjI2N4ezsjKioqEJ92bFjB9zc3GBsbIzmzZtj37595TFkIiIiIiIiIiIiAOVQcLt//z46duwIQ0ND/O9//8OFCxewePFiWFtbizFRUVFYsWIFoqOjkZiYCDMzM/j4+ODJkydiTEBAAFJSUqBUKrFnzx4cOXIEY8aMEbdnZWXB29sbLi4uSEpKwqJFixAZGYn169eLMceOHcPQoUMRFBSEM2fOwN/fH/7+/jh//rzcwyYiIiIiIiIiIgIA1JB7hwsXLoSzszM2btwotrm6uor/LwgCli1bhpkzZ6J///4AgK+//hr29vbYtWsXhgwZgosXLyI2NhYnT55E27ZtAQArV65Enz598Pnnn8PJyQlbtmxBXl4eNmzYAIVCgaZNmyI5ORlLliwRC3PLly+Hr68vpk6dCgCYO3culEolVq1ahejoaLmHTkREREREREREJH/Bbffu3fDx8cGgQYNw+PBh/Otf/8KECRMwevRoAEBaWhpUKhW8vLzE51haWsLDwwMJCQkYMmQIEhISYGVlJRbbAMDLywv6+vpITEzEe++9h4SEBHTp0gUKhUKM8fHxwcKFC3H//n1YW1sjISEBYWFhkv75+Phg165dRfY9NzcXubm54uOsrCwAgFqthlqtLnUujAyEIts1+yrLPqsDXR6fLo8N4Piqs/Icmy7mi4iIiIiIqDzJXnD7888/sXbtWoSFheHjjz/GyZMnMWnSJCgUCgQGBkKlUgEA7O3tJc+zt7cXt6lUKtjZ2Uk7WqMGbGxsJDEvzpx7cZ8qlQrW1tZQqVTFHudlCxYswOzZswu1x8XFwdTUtKQpEEW1K7pdqVRK/qurdHl8ujw2gOOrzspjbI8ePZJ9n0RERERERLpM9oJbQUEB2rZti//+978AgNatW+P8+fOIjo5GYGCg3IeTVXh4uGRGXFZWFpydneHt7Q0LC4tS769Z5P4i28980gNKpRK9evWCoaFhmftbVanVap0dny6PDeD4qrPyHJtmti8RERERERGVjOwFN0dHRzRp0kTS1rhxY/zwww8AAAcHBwBAeno6HB0dxZj09HS0atVKjMnIyJDs4+nTp7h37574fAcHB6Snp0tiNI9fFaPZ/jIjIyMYGRkVajc0NCzTB9jcfL0i2zX7Kut+qwtdHp8ujw3g+Kqz8hibruaKiIiIiIiovMi+SmnHjh2Rmpoqafvjjz/g4uIC4NkCCg4ODoiPjxe3Z2VlITExEZ6engAAT09PZGZmIikpSYw5ePAgCgoK4OHhIcYcOXJEcm8hpVKJRo0aiSuienp6So6jidEch4iIiIiIiIiISG6yF9ymTJmC48eP47///S+uXLmCmJgYrF+/HsHBwQAAPT09hIaGYt68edi9ezfOnTuHESNGwMnJCf7+/gCezYjz9fXF6NGjceLECfz2228ICQnBkCFD4OTkBAAYNmwYFAoFgoKCkJKSgm3btmH58uWSS0InT56M2NhYLF68GJcuXUJkZCROnTqFkJAQuYdNREREREREREQEoBwKbu+88w527tyJ7777Ds2aNcPcuXOxbNkyBAQEiDHTpk3DxIkTMWbMGLzzzjvIzs5GbGwsjI2NxZgtW7bAzc0NPXv2RJ8+fdCpUyesX79e3G5paYm4uDikpaXB3d0dH330ESIiIjBmzBgxpkOHDmLBr2XLlvj++++xa9cuNGvWTO5hExERERHRG+bIkSPo27cvnJycoKenh127dkm2C4KAiIgIODo6wsTEBF5eXrh8+bIk5t69ewgICICFhQWsrKwQFBSE7OxsSczZs2fRuXNnGBsbw9nZGVFRUYX6smPHDri5ucHY2BjNmzfHvn37St0XIiKSj+z3cAOAd999F++++67W7Xp6epgzZw7mzJmjNcbGxgYxMTHFHqdFixb49ddfi40ZNGgQBg0aVHyHiYiIiIiISiknJwctW7bEhx9+iPfff7/Q9qioKKxYsQKbN2+Gq6srPv30U/j4+ODChQviZIOAgADcuXMHSqUSarUao0aNwpgxY8TPQllZWfD29oaXlxeio6Nx7tw5fPjhh7CyshInGxw7dgxDhw7FggUL8O677yImJgb+/v44ffq0ONmgJH0hIiL5lEvBjYrXLHI/oto9+++LCytc+8yvEntFRERERESl0bt3b/Tu3bvIbYIgYNmyZZg5cyb69+8PAPj6669hb2+PXbt2YciQIbh48SJiY2Nx8uRJtG3bFgCwcuVK9OnTB59//jmcnJywZcsW5OXlYcOGDVAoFGjatCmSk5OxZMkSseC2fPly+Pr6YurUqQCAuXPnQqlUYtWqVYiOji5RX4iISF4suBEREREREcksLS0NKpUKXl5eYpulpSU8PDyQkJCAIUOGICEhAVZWVmKxDQC8vLygr6+PxMREvPfee0hISECXLl2gUCjEGB8fHyxcuBD379+HtbU1EhISJPey1sRoLnEtSV+Kkpubi9zcXPFxVlYWAECtVksWr3sdmv3Itb/qjvl4jrmQYj6kSpMPIwOh2H2U9divwoIbERFVO0eOHMGiRYuQlJSEO3fuYOfOneLCO8CzWQWzZs3CF198gczMTHTs2BFr165Fw4YNxZh79+5h4sSJ+Pnnn6Gvr48BAwZg+fLlMDc3F2POnj2L4OBgnDx5Era2tpg4cSKmTZsm6cuOHTvw6aef4tq1a2jYsCEWLlyIPn36lKovRESke1QqFQDA3t5e0m5vby9uU6lUsLOzk2yvUaMGbGxsJDGurq6F9qHZZm1tDZVK9crjvKovRVmwYAFmz55dqD0uLg6mpqZan1cWSqVS1v1Vd8zHc8yFFPMhVZJ8RLUruv3le12W1KNHj0oUx4IbERFVO7xnDhERUfkLDw+XzJzLysqCs7MzvL29YWFhIcsx1Go1lEolevXqBUNDQ1n2WZ0xH88xF1LMh1Rp8tEscn+R7ecjfcp0bM1s31dhwY2IiKod3jOHiIiqOgcHBwBAeno6HB0dxfb09HS0atVKjMnIyJA87+nTp7h37574fAcHB6Snp0tiNI9fFfPi9lf1pShGRkYwMjIq1G5oaCj7B/7y2Gd1xnw8x1xIMR9SJcnHi/fOf/m5ZT1mSeiXae9ERERV1KvuUwPglffM0cQUdc+c1NRU3L9/X4x58TiaGM1xStIXIiLSTa6urnBwcEB8fLzYlpWVhcTERHh6egIAPD09kZmZiaSkJDHm4MGDKCgogIeHhxhz5MgRyT2DlEolGjVqBGtrazHmxeNoYjTHKUlfiIhIXpzhRkREOkUX7pkj902qX75RrJG+IO6PpHhDYu2YG+2YG+3kzE1VzG92djauXLkiPk5LS0NycjJsbGxQt25dhIaGYt68eWjYsKF4WwEnJyfxvqONGzeGr68vRo8ejejoaKjVaoSEhGDIkCFwcnICAAwbNgyzZ89GUFAQpk+fjvPnz2P58uVYunSpeNzJkyeja9euWLx4Mfz8/LB161acOnUK69evBwDo6em9si9ERCQvFtyIiIiqGLlvUq3tRrG86a52zI12zI12zI12cuSmpDeprkinTp1C9+7dxcea+50FBgZi06ZNmDZtGnJycjBmzBhkZmaiU6dOiI2NldzDc8uWLQgJCUHPnj3FRXxWrFghbre0tERcXByCg4Ph7u6O2rVrIyIiQry9AQB06NABMTExmDlzJj7++GM0bNgQu3btEu8nCqBEfSEiIvmw4EZERDpFF+6ZI/dNql++UayRvoC5bQt4090i8IbE2jE32jE32smZm5LepLoidevWDYIgaN2up6eHOXPmYM6cOVpjbGxsxAV7tGnRogV+/fXXYmMGDRqEQYMGvVZfiIhIPiy4ERGRTnnxPjWaopbmPjXjx48HIL1njru7O4Ci75nzySefQK1Wix8Std0zJzQ0VDy+tnvmaOtLUeS+SXVxN4plcaBozI12zI12zI12cuSGuSUiouqEiyYQEVG1k52djeTkZCQnJwN4fs+cGzduSO5Ts3v3bpw7dw4jRozQes+cEydO4LfffivynjkKhQJBQUFISUnBtm3bsHz5csnMs8mTJyM2NhaLFy/GpUuXEBkZiVOnTiEkJAQAStQXIiIiIiLSPZzhRkRE1Q7vmUNERERERFUZC25ERFTt8J45RERERERUlfGSUiIiIiIiIiIiIhmx4EZERERERERERCQjFtyIiIiIiIiIiIhkxIIbERERERERERGRjFhwIyIiIiIiIiIikhELbkRERERERERERDJiwY2IiIiIiIiIiEhGLLgRERERERERERHJiAU3IiIiIiIiIiIiGbHgRkREREREREREJCMW3IiIiIiIiIiIiGTEghsREREREREREZGMWHAjIiIiIiIiIiKSEQtuREREREREREREMmLBjYiIiIiIqBzk5+fj008/haurK0xMTFC/fn3MnTsXgiCIMYIgICIiAo6OjjAxMYGXlxcuX74s2c+9e/cQEBAACwsLWFlZISgoCNnZ2ZKYs2fPonPnzjA2NoazszOioqIK9WfHjh1wc3ODsbExmjdvjn379pXPwImIiAU3IiIiIiKi8rBw4UKsXbsWq1atwsWLF7Fw4UJERUVh5cqVYkxUVBRWrFiB6OhoJCYmwszMDD4+Pnjy5IkYExAQgJSUFCiVSuzZswdHjhzBmDFjxO1ZWVnw9vaGi4sLkpKSsGjRIkRGRmL9+vVizLFjxzB06FAEBQXhzJkz8Pf3h7+/P86fP18xySAiesOw4EZERERERFQOjh07hv79+8PPzw/16tXDwIED4e3tjRMnTgB4Nrtt2bJlmDlzJvr3748WLVrg66+/xu3bt7Fr1y4AwMWLFxEbG4svv/wSHh4e6NSpE1auXImtW7fi9u3bAIAtW7YgLy8PGzZsQNOmTTFkyBBMmjQJS5YsEfuyfPly+Pr6YurUqWjcuDHmzp2LNm3aYNWqVRWeFyKiNwELbkREREREROWgQ4cOiI+Pxx9//AEA+P3333H06FH07t0bAJCWlgaVSgUvLy/xOZaWlvDw8EBCQgIAICEhAVZWVmjbtq0Y4+XlBX19fSQmJooxXbp0gUKhEGN8fHyQmpqK+/fvizEvHkcTozkOERHJq0Zld4CIiIiIiEgXzZgxA1lZWXBzc4OBgQHy8/Mxf/58BAQEAABUKhUAwN7eXvI8e3t7cZtKpYKdnZ1ke40aNWBjYyOJcXV1LbQPzTZra2uoVKpij1OU3Nxc5Obmio+zsrIAAGq1Gmq1umRJeAXNfuTaX3XHfDzHXEgxH1KlyYeRgVBke1lzWdLnseBGRERERERUDrZv344tW7YgJiYGTZs2RXJyMkJDQ+Hk5ITAwMDK7t4rLViwALNnzy7UHhcXB1NTU1mPpVQqZd1fdcd8PMdcSDEfUiXJR1S7otvLunDMo0ePShTHghsREREREVE5mDp1KmbMmIEhQ4YAAJo3b47r169jwYIFCAwMhIODAwAgPT0djo6O4vPS09PRqlUrAICDgwMyMjIk+3369Cnu3bsnPt/BwQHp6emSGM3jV8VothclPDwcYWFh4uOsrCw4OzvD29sbFhYWJc5DcdRqNZRKJXr16gVDQ0NZ9lmdMR/PMRdSzIdUafLRLHJ/ke3nI33KdGzNbN9XYcGNiIiIiIioHDx69Aj6+tLbZhsYGKCgoAAA4OrqCgcHB8THx4sFtqysLCQmJmL8+PEAAE9PT2RmZiIpKQnu7u4AgIMHD6KgoAAeHh5izCeffAK1Wi1+8FQqlWjUqBGsra3FmPj4eISGhop9USqV8PT01Np/IyMjGBkZFWo3NDSU/QN/eeyzOmM+nmMupJgPqZLkIzdfT+tzy3rMkuCiCUREREREROWgb9++mD9/Pvbu3Ytr165h586dWLJkCd577z0AgJ6eHkJDQzFv3jzs3r0b586dw4gRI+Dk5AR/f38AQOPGjeHr64vRo0fjxIkT+O233xASEoIhQ4bAyckJADBs2DAoFAoEBQUhJSUF27Ztw/LlyyWz0yZPnozY2FgsXrwYly5dQmRkJE6dOoWQkJAKzwsR0ZuAM9yIiIiIiIjKwcqVK/Hpp59iwoQJyMjIgJOTE8aOHYuIiAgxZtq0acjJycGYMWOQmZmJTp06ITY2FsbGxmLMli1bEBISgp49e0JfXx8DBgzAihUrxO2WlpaIi4tDcHAw3N3dUbt2bURERGDMmDFiTIcOHRATE4OZM2fi448/RsOGDbFr1y40a9asYpJBRPSGYcGNiIiIiIioHNSsWRPLli3DsmXLtMbo6elhzpw5mDNnjtYYGxsbxMTEFHusFi1a4Ndffy02ZtCgQRg0aFCxMUREJA9eUkpERDqpXr160NPTK/QTHBwMAOjWrVuhbePGjZPs48aNG/Dz84OpqSns7OwwdepUPH36VBJz6NAhtGnTBkZGRmjQoAE2bdpUqC+rV69GvXr1YGxsDA8PD5w4caLcxk1ERERERJWPBTciItJJJ0+exJ07d8QfzZLhL36zP3r0aElMVFSUuC0/Px9+fn7Iy8vDsWPHsHnzZmzatElyGVBaWhr8/PzQvXt3JCcnIzQ0FP/5z3+wf//zlZC2bduGsLAwzJo1C6dPn0bLli3h4+NTaMU5IiIiIiLSHSy4ERGRTrK1tYWDg4P4s2fPHtSvXx9du3YVY0xNTSUxFhYW4ra4uDhcuHAB3377LVq1aoXevXtj7ty5WL16NfLy8gAA0dHRcHV1xeLFi9G4cWOEhIRg4MCBWLp0qbifJUuWYPTo0Rg1ahSaNGmC6OhomJqaYsOGDRWXDCIiIiIiqlDlXnD77LPPxNV3NJ48eYLg4GDUqlUL5ubmGDBgANLT0yXP42U8REQkl7y8PHz77bf48MMPoaf3fFnwLVu2oHbt2mjWrBnCw8Px6NEjcVtCQgKaN28Oe3t7sc3HxwdZWVlISUkRY7y8vCTH8vHxQUJCgnjcpKQkSYy+vj68vLzEGCIiIiIi0j3lumjCyZMnsW7dOrRo0ULSPmXKFOzduxc7duyApaUlQkJC8P777+O3334D8PwyHgcHBxw7dgx37tzBiBEjYGhoiP/+978Anl/GM27cOGzZsgXx8fH4z3/+A0dHR/j4+AB4fhlPdHQ0PDw8sGzZMvj4+CA1NRV2dnblOXQiIqpCdu3ahczMTIwcOVJsGzZsGFxcXODk5ISzZ89i+vTpSE1NxY8//ggAUKlUkmIbAPGxSqUqNiYrKwuPHz/G/fv3kZ+fX2TMpUuXtPY3NzcXubm54uOsrCwAgFqthlqtLuXoASMDQfpYXxD3R1KanDA3hTE32jE32smZG+aXiIiqk3IruGVnZyMgIABffPEF5s2bJ7Y/ePAAX331FWJiYtCjRw8AwMaNG9G4cWMcP34c7du3Fy/jOXDgAOzt7dGqVSvMnTsX06dPR2RkJBQKheQyHgBo3Lgxjh49iqVLl4oFtxcv4wGeXfqzd+9ebNiwATNmzCivoRMRURXz1VdfoXfv3nBychLbxowZI/5/8+bN4ejoiJ49e+Lq1auoX79+ZXRTtGDBAsyePbtQe1xcHExNTUu9v6h2Rbdr7mtHhTE32jE32jE32smRmxdnIRMREVV15VZwCw4Ohp+fH7y8vCQFt6SkJKjVasnlNW5ubqhbty4SEhLQvn17rZfxjB8/HikpKWjdurXWy3g0l65qLuMJDw8Xt/MyHiKiN8/169dx4MABceaaNh4eHgCAK1euoH79+nBwcCh0GwLN7Q8cHBzE/758S4T09HRYWFjAxMQEBgYGMDAwKDJGs4+ihIeHIywsTHyclZUFZ2dneHt7S+4zV1LNIvdLHhvpC5jbtgC9evWCoaFhqfeny9RqNZRKJXNTBOZGO+ZGOzlzo5ntS0REVB2US8Ft69atOH36NE6ePFlom0qlgkKhgJWVlaTd3t7+lZfoaLYVF/M6l/GU9yU8Yvv/v5RH818NXZkmr8uXVejy2ACOrzorz7FV93xt3LgRdnZ28PPzKzYuOTkZAODo6AgA8PT0xPz585GRkSHehkCpVMLCwgJNmjQRY/bt2yfZj1KphKenJwBAoVDA3d0d8fHx8Pf3BwAUFBQgPj4eISEhWvtiZGQEIyOjQu2GhoZl+sCam69XZHtZ9/cmYG60Y260Y260kyM3zC0REVUnshfc/vrrL0yePBlKpRLGxsZy775cVdQlPBpz2xZIHr/8oa260+XLKnR5bADHV52Vx9iq8yU8BQUF2LhxIwIDA1GjxvNT3tWrVxETE4M+ffqgVq1aOHv2LKZMmYIuXbqI9x319vZGkyZNMHz4cERFRUGlUmHmzJkIDg4Wi2Hjxo3DqlWrMG3aNHz44Yc4ePAgtm/fjr1794rHCgsLQ2BgINq2bYt27dph2bJlyMnJEW93QEREREREukf2gltSUhIyMjLQpk0bsS0/Px9HjhzBqlWrsH//fuTl5SEzM1Myy+3Fy2sq6zKe8r6ER0NzKc+np/SRW/B81sH5SJ9SH6Mq0uXLKnR5bADHV52V59iq8yU8Bw4cwI0bN/Dhhx9K2hUKBQ4cOCAWv5ydnTFgwADMnDlTjDEwMMCePXswfvx4eHp6wszMDIGBgZgzZ44Y4+rqir1792LKlClYvnw56tSpgy+//FK8lygADB48GHfv3kVERARUKhVatWqF2NjYQjOwiYiIiIhId8hecOvZsyfOnTsnaRs1ahTc3Nwwffp0ODs7w9DQEPHx8RgwYAAAIDU1FTdu3BAvwamsy3gq6hIecXuBniRG1woAunxZhS6PDeD4qrPyGFt1zpW3tzcEofDl/c7Ozjh8+PArn+/i4vLK2cfdunXDmTNnio0JCQkp9hJSIiIiIiLSLbIX3GrWrIlmzZpJ2szMzFCrVi2xPSgoCGFhYbCxsYGFhQUmTpwIT09PtG/fHgAv4yEiIiIiIiIiouqr3FYpLc7SpUuhr6+PAQMGIDc3Fz4+PlizZo24nZfxEBERERERERFRdVUhBbdDhw5JHhsbG2P16tVYvXq11ufwMh4iIiIiIiIiIqqO9Cu7A0RERERERERERLqEBTciIiIiIiIiIiIZseBGREREREREREQkIxbciIiIiIiIiIiIZMSCGxERERERERERkYxYcCMiIiIiIiont27dwr///W/UqlULJiYmaN68OU6dOiVuFwQBERERcHR0hImJCby8vHD58mXJPu7du4eAgABYWFjAysoKQUFByM7OlsScPXsWnTt3hrGxMZydnREVFVWoLzt27ICbmxuMjY3RvHlz7Nu3r3wGTURELLgRERERERGVh/v376Njx44wNDTE//73P1y4cAGLFy+GtbW1GBMVFYUVK1YgOjoaiYmJMDMzg4+PD548eSLGBAQEICUlBUqlEnv27MGRI0cwZswYcXtWVha8vb3h4uKCpKQkLFq0CJGRkVi/fr0Yc+zYMQwdOhRBQUE4c+YM/P394e/vj/Pnz1dMMoiI3jA1KrsDREREREREumjhwoVwdnbGxo0bxTZXV1fx/wVBwLJlyzBz5kz0798fAPD111/D3t4eu3btwpAhQ3Dx4kXExsbi5MmTaNu2LQBg5cqV6NOnDz7//HM4OTlhy5YtyMvLw4YNG6BQKNC0aVMkJydjyZIlYmFu+fLl8PX1xdSpUwEAc+fOhVKpxKpVqxAdHV1RKSEiemOw4EZERERERFQOdu/eDR8fHwwaNAiHDx/Gv/71L0yYMAGjR48GAKSlpUGlUsHLy0t8jqWlJTw8PJCQkIAhQ4YgISEBVlZWYrENALy8vKCvr4/ExES89957SEhIQJcuXaBQKMQYHx8fLFy4EPfv34e1tTUSEhIQFhYm6Z+Pjw927dqltf+5ubnIzc0VH2dlZQEA1Go11Gr1a+VGQ7MfufZX3TEfzzEXUsyHVGnyYWQgFLuPsh77VVhwIyIiIiIiKgd//vkn1q5di7CwMHz88cc4efIkJk2aBIVCgcDAQKhUKgCAvb295Hn29vbiNpVKBTs7O8n2GjVqwMbGRhLz4sy5F/epUqlgbW0NlUpV7HGKsmDBAsyePbtQe1xcHExNTUuSghJTKpWy7q+6Yz6eYy6kmA+pkuQjql3R7WW9j+WjR49KFMeCGxERERERUTkoKChA27Zt8d///hcA0Lp1a5w/fx7R0dEIDAys5N69Wnh4uGRWXFZWFpydneHt7Q0LCwtZjqFWq6FUKtGrVy8YGhrKss/qjPl4jrmQYj6kSpOPZpH7i2w/H+lTpmNrZvu+CgtuRERERERE5cDR0RFNmjSRtDVu3Bg//PADAMDBwQEAkJ6eDkdHRzEmPT0drVq1EmMyMjIk+3j69Cnu3bsnPt/BwQHp6emSGM3jV8VothfFyMgIRkZGhdoNDQ1l/8BfHvuszpiP55gLKeZDqiT5yM3X0/rcsh6zJLhKKRERERERUTno2LEjUlNTJW1//PEHXFxcADxbQMHBwQHx8fHi9qysLCQmJsLT0xMA4OnpiczMTCQlJYkxBw8eREFBATw8PMSYI0eOSO4rpFQq0ahRI3FFVE9PT8lxNDGa4xARkbxYcCMiIiIiIioHU6ZMwfHjx/Hf//4XV65cQUxMDNavX4/g4GAAgJ6eHkJDQzFv3jzs3r0b586dw4gRI+Dk5AR/f38Az2bE+fr6YvTo0Thx4gR+++03hISEYMiQIXBycgIADBs2DAqFAkFBQUhJScG2bduwfPlyyeWgkydPRmxsLBYvXoxLly4hMjISp06dQkhISIXnhYjoTcBLSomIiIiIiMrBO++8g507dyI8PBxz5syBq6srli1bhoCAADFm2rRpyMnJwZgxY5CZmYlOnTohNjYWxsbGYsyWLVsQEhKCnj17Ql9fHwMGDMCKFSvE7ZaWloiLi0NwcDDc3d1Ru3ZtREREYMyYMWJMhw4dEBMTg5kzZ+Ljjz9Gw4YNsWvXLjRr1qxikkFE9IZhwY2IiIiIiKicvPvuu3j33Xe1btfT08OcOXMwZ84crTE2NjaIiYkp9jgtWrTAr7/+WmzMoEGDMGjQoOI7TEREsuAlpURERERERERERDJiwY2IiIiIiIiIiEhGLLgRERERERERERHJiAU3IiIiIiIiIiIiGbHgRkREREREREREJCMW3IiIiIiIiIiIiGTEghsREemkyMhI6OnpSX7c3NzE7U+ePEFwcDBq1aoFc3NzDBgwAOnp6ZJ93LhxA35+fjA1NYWdnR2mTp2Kp0+fSmIOHTqENm3awMjICA0aNMCmTZsK9WX16tWoV68ejI2N4eHhgRMnTpTLmImIiIiIqGpgwY2IiHRW06ZNcefOHfHn6NGj4rYpU6bg559/xo4dO3D48GHcvn0b77//vrg9Pz8ffn5+yMvLw7Fjx7B582Zs2rQJERERYkxaWhr8/PzQvXt3JCcnIzQ0FP/5z3+wf/9+MWbbtm0ICwvDrFmzcPr0abRs2RI+Pj7IyMiomCQQEREREVGFY8GNiIh0Vo0aNeDg4CD+1K5dGwDw4MEDfPXVV1iyZAl69OgBd3d3bNy4EceOHcPx48cBAHFxcbhw4QK+/fZbtGrVCr1798bcuXOxevVq5OXlAQCio6Ph6uqKxYsXo3HjxggJCcHAgQOxdOlSsQ9LlizB6NGjMWrUKDRp0gTR0dEwNTXFhg0bKj4hRERERERUIVhwIyIinXX58mU4OTnhrbfeQkBAAG7cuAEASEpKglqthpeXlxjr5uaGunXrIiEhAQCQkJCA5s2bw97eXozx8fFBVlYWUlJSxJgX96GJ0ewjLy8PSUlJkhh9fX14eXmJMUREREREpHtqVHYHiIiIyoOHhwc2bdqERo0a4c6dO5g9ezY6d+6M8+fPQ6VSQaFQwMrKSvIce3t7qFQqAIBKpZIU2zTbNduKi8nKysLjx49x//595OfnFxlz6dIlrX3Pzc1Fbm6u+DgrKwsAoFaroVarS5GFZ4wMBOljfUHcH0lpcsLcFMbcaMfcaCdnbphfIiKqTlhwIyIindS7d2/x/1u0aAEPDw+4uLhg+/btMDExqcSevdqCBQswe/bsQu1xcXEwNTUt9f6i2hXdrlQqS72vNwVzox1zox1zo50cuXn06JEMPSEiIqoYLLgREdEbwcrKCm+//TauXLmCXr16IS8vD5mZmZJZbunp6XBwcAAAODg4FFpNVLOK6YsxL69smp6eDgsLC5iYmMDAwAAGBgZFxmj2UZTw8HCEhYWJj7OysuDs7Axvb29YWFiUeuzNIvdLHhvpC5jbtgC9evWCoaFhqfeny9RqNZRKJXNTBOZGO+ZGOzlzo5ntS0REVB2w4EZERG+E7OxsXL16FcOHD4e7uzsMDQ0RHx+PAQMGAABSU1Nx48YNeHp6AgA8PT0xf/58ZGRkwM7ODsCzGRoWFhZo0qSJGLNv3z7JcZRKpbgPhUIBd3d3xMfHw9/fHwBQUFCA+Ph4hISEaO2rkZERjIyMCrUbGhqW6QNrbr5eke1l3d+bgLnRjrnRjrnRTo7cMLdERFSdcNEEIiLSSf/3f/+Hw4cP49q1azh27Bjee+89GBgYYOjQobC0tERQUBDCwsLwyy+/ICkpCaNGjYKnpyfat28PAPD29kaTJk0wfPhw/P7779i/fz9mzpyJ4OBgsRg2btw4/Pnnn5g2bRouXbqENWvWYPv27ZgyZYrYj7CwMHzxxRfYvHkzLl68iPHjxyMnJwejRo2qlLwQEREREVH54ww3IiLSSTdv3sTQoUPxzz//wNbWFp06dcLx48dha2sLAFi6dCn09fUxYMAA5ObmwsfHB2vWrBGfb2BggD179mD8+PHw9PSEmZkZAgMDMWfOHDHG1dUVe/fuxZQpU7B8+XLUqVMHX375JXx8fMSYwYMH4+7du4iIiIBKpUKrVq0QGxtbaCEFIiIiIiLSHSy4ERGRTtq6dWux242NjbF69WqsXr1aa4yLi0uhS0Zf1q1bN5w5c6bYmJCQkGIvISUiIiIiIt3CS0qJiIiIiIiIiIhkxIIbERERERERERGRjFhwIyIiIiIiqgCfffYZ9PT0EBoaKrY9efIEwcHBqFWrFszNzTFgwACkp6dLnnfjxg34+fnB1NQUdnZ2mDp1Kp4+fSqJOXToENq0aQMjIyM0aNAAmzZtKnT81atXo169ejA2NoaHhwdOnDhRHsMkIiKw4EZERERERFTuTp48iXXr1qFFixaS9ilTpuDnn3/Gjh07cPjwYdy+fRvvv/++uD0/Px9+fn7Iy8vDsWPHsHnzZmzatAkRERFiTFpaGvz8/NC9e3ckJycjNDQU//nPf7B//34xZtu2bQgLC8OsWbNw+vRptGzZEj4+PsjIyCj/wRMRvYFYcCMiIiIiIipH2dnZCAgIwBdffAFra2ux/cGDB/jqq6+wZMkS9OjRA+7u7ti4cSOOHTuG48ePAwDi4uJw4cIFfPvtt2jVqhV69+6NuXPnYvXq1cjLywMAREdHw9XVFYsXL0bjxo0REhKCgQMHYunSpeKxlixZgtGjR2PUqFFo0qQJoqOjYWpqig0bNlRsMoiI3hBcpZSIiIiIiKgcBQcHw8/PD15eXpg3b57YnpSUBLVaDS8vL7HNzc0NdevWRUJCAtq3b4+EhAQ0b94c9vb2YoyPjw/Gjx+PlJQUtG7dGgkJCZJ9aGI0l67m5eUhKSkJ4eHh4nZ9fX14eXkhISFBa79zc3ORm5srPs7KygIAqNVqqNXqsiXjJZr9yLW/6o75eI65kGI+pEqTDyMDodh9lPXYr8KCGxERERERUTnZunUrTp8+jZMnTxbaplKpoFAoYGVlJWm3t7eHSqUSY14stmm2a7YVF5OVlYXHjx/j/v37yM/PLzLm0qVLWvu+YMECzJ49u1B7XFwcTE1NtT6vLJRKpaz7q+6Yj+eYCynmQ6ok+YhqV3T7vn37ynTMR48elSiOBTciIiIiIqJy8Ndff2Hy5MlQKpUwNjau7O6UWnh4OMLCwsTHWVlZcHZ2hre3NywsLGQ5hlqthlKpRK9evWBoaCjLPqsz5uM55kKK+ZAqTT6aRe4vsv18pE+Zjq2Z7fsqLLgRERERERGVg6SkJGRkZKBNmzZiW35+Po4cOYJVq1Zh//79yMvLQ2ZmpmSWW3p6OhwcHAAADg4OhVYT1axi+mLMyyubpqenw8LCAiYmJjAwMICBgUGRMZp9FMXIyAhGRkaF2g0NDWX/wF8e+6zOmI/nmAsp5kOqJPnIzdfT+tyyHrMkZF80YcGCBXjnnXdQs2ZN2NnZwd/fH6mpqZIYLn1NRERERES6rmfPnjh37hySk5PFn7Zt2yIgIED8f0NDQ8THx4vPSU1NxY0bN+Dp6QkA8PT0xLlz5ySriSqVSlhYWKBJkyZizIv70MRo9qFQKODu7i6JKSgoQHx8vBhDRETykr3gdvjwYQQHB+P48eNQKpVQq9Xw9vZGTk6OGMOlr4mIiIiISNfVrFkTzZo1k/yYmZmhVq1aaNasGSwtLREUFISwsDD88ssvSEpKwqhRo+Dp6Yn27dsDALy9vdGkSRMMHz4cv//+O/bv34+ZM2ciODhYnH02btw4/Pnnn5g2bRouXbqENWvWYPv27ZgyZYrYl7CwMHzxxRfYvHkzLl68iPHjxyMnJwejRo2qlNwQEek62S8pjY2NlTzetGkT7OzskJSUhC5duohLX8fExKBHjx4AgI0bN6Jx48Y4fvw42rdvLy59feDAAdjb26NVq1aYO3cupk+fjsjISCgUCsnS1wDQuHFjHD16FEuXLoWPz7PrcF9c+hp4tlz23r17sWHDBsyYMUPuoRMREREREZXK0qVLoa+vjwEDBiA3Nxc+Pj5Ys2aNuN3AwAB79uzB+PHj4enpCTMzMwQGBmLOnDlijKurK/bu3YspU6Zg+fLlqFOnDr788kvxcxEADB48GHfv3kVERARUKhVatWqF2NjYQgspEBGRPMr9Hm4PHjwAANjY2ACo2ktfy73stbalZ430Bcl/NXRleV9dXq5Yl8cGcHzVWXmOTRfzRUREVFkOHTokeWxsbIzVq1dj9erVWp/j4uLyytX0unXrhjNnzhQbExISgpCQkBL3lYiIyq5cC24FBQUIDQ1Fx44d0axZMwBVe+lruZe91rb0rMbctgWSx2Vdkraq0uXlinV5bADHV52Vx9hKuuw1ERERERERPVOuBbfg4GCcP38eR48eLc/DyEbuZa+1LT1rpC9gbtsCfHpKH7kFz1fLKOuStFWNLi9XrMtjAzi+6qw8x1bSZa+JiIiIiIjomXIruIWEhGDPnj04cuQI6tSpI7Y7ODhU2aWv5V72WtvSs+L2Aj1JjK4VAHR5uWJdHhvA8VVn5TE2Xc0VERERERFReZF9lVJBEBASEoKdO3fi4MGDcHV1lWx3d3fn0tdERERERERERKSzZJ/hFhwcjJiYGPz000+oWbOmeM81S0tLmJiYSJa+trGxgYWFBSZOnKh16euoqCioVKoil75etWoVpk2bhg8//BAHDx7E9u3bsXfvXrEvYWFhCAwMRNu2bdGuXTssW7aMS18TEREREREREVG5kr3gtnbtWgDPVsl50caNGzFy5EgAXPqaiIiIiIiIiIh0l+wFN0EQXhnDpa+JiIiIiIiIiEhXyX4PNyIiIiIiIiIiojcZC25EREREREREREQyYsGNiIiIiIiIiIhIRiy4ERERERERERERyYgFNyIiIiIiIiIiIhmx4EZERDppwYIFeOedd1CzZk3Y2dnB398fqampkphu3bpBT09P8jNu3DhJzI0bN+Dn5wdTU1PY2dlh6tSpePr0qSTm0KFDaNOmDYyMjNCgQQNs2rSpUH9Wr16NevXqwdjYGB4eHjhx4oTsYyYiIiIioqqBBTciItJJhw8fRnBwMI4fPw6lUgm1Wg1vb2/k5ORI4kaPHo07d+6IP1FRUeK2/Px8+Pn5IS8vD8eOHcPmzZuxadMmREREiDFpaWnw8/ND9+7dkZycjNDQUPznP//B/v37xZht27YhLCwMs2bNwunTp9GyZUv4+PggIyOj/BNBREREREQVrkZld4CIiKg8xMbGSh5v2rQJdnZ2SEpKQpcuXcR2U1NTODg4FLmPuLg4XLhwAQcOHIC9vT1atWqFuXPnYvr06YiMjIRCoUB0dDRcXV2xePFiAEDjxo1x9OhRLF26FD4+PgCAJUuWYPTo0Rg1ahQAIDo6Gnv37sWGDRswY8aM8hg+ERERERFVIhbciIjojfDgwQMAgI2NjaR9y5Yt+Pbbb+Hg4IC+ffvi008/hampKQAgISEBzZs3h729vRjv4+OD8ePHIyUlBa1bt0ZCQgK8vLwk+/Tx8UFoaCgAIC8vD0lJSQgPDxe36+vrw8vLCwkJCUX2NTc3F7m5ueLjrKwsAIBarYZarS712I0MBOljfUHcH0lpcsLcFMbcaMfcaCdnbphfIiKqTlhwIyIinVdQUIDQ0FB07NgRzZo1E9uHDRsGFxcXODk54ezZs5g+fTpSU1Px448/AgBUKpWk2AZAfKxSqYqNycrKwuPHj3H//n3k5+cXGXPp0qUi+7tgwQLMnj27UHtcXJxYDCyNqHZFtyuVylLv603B3GjH3GjH3GgnR24ePXokQ0+IiIgqBgtuRESk84KDg3H+/HkcPXpU0j5mzBjx/5s3bw5HR0f07NkTV69eRf369Su6m6Lw8HCEhYWJj7OysuDs7Axvb29YWFiUen/NIvdLHhvpC5jbtgC9evWCoaHha/dXl6jVaiiVSuamCMyNdsyNdnLmRjPbl4iIqDpgwY2IiHRaSEgI9uzZgyNHjqBOnTrFxnp4eAAArly5gvr168PBwaHQaqLp6ekAIN73zcHBQWx7McbCwgImJiYwMDCAgYFBkTHa7h1nZGQEIyOjQu2GhoZl+sCam69XZHtZ9/cmYG60Y260Y260kyM31TG3CxYswI8//ohLly7BxMQEHTp0wMKFC9GoUSMx5smTJ/joo4+wdetW5ObmwsfHB2vWrJHMjL5x4wbGjx+PX375Bebm5ggMDMSCBQtQo8bzj3OHDh1CWFgYUlJS4OzsjJkzZ2LkyJGS/qxevRqLFi2CSqVCy5YtsXLlSrRrp2UaNBERvRauUkpERDpJEASEhIRg586dOHjwIFxdXV/5nOTkZACAo6MjAMDT0xPnzp2TrCaqVCphYWGBJk2aiDHx8fGS/SiVSnh6egIAFAoF3N3dJTEFBQWIj48XY4iISDeVZMXsKVOm4Oeff8aOHTtw+PBh3L59G++//764nStmExFVT5zhRkREOik4OBgxMTH46aefULNmTfGea5aWljAxMcHVq1cRExODPn36oFatWjh79iymTJmCLl26oEWLFgAAb29vNGnSBMOHD0dUVBRUKhVmzpyJ4OBgcQbauHHjsGrVKkybNg0ffvghDh48iO3bt2Pv3r1iX8LCwhAYGIi2bduiXbt2WLZsGXJycsRVS4mISDe9asXsBw8e4KuvvkJMTAx69OgBANi4cSMaN26M48ePo3379lwxm4iomuIMNyIi0klr167FgwcP0K1bNzg6Ooo/27ZtA/Bs5tmBAwfg7e0NNzc3fPTRRxgwYAB+/vlncR8GBgbYs2cPDAwM4OnpiX//+98YMWIE5syZI8a4urpi7969UCqVaNmyJRYvXowvv/xS/IADAIMHD8bnn3+OiIgItGrVCsnJyYiNjS20kAIREem2l1fMTkpKglqtlqx27ebmhrp164orWWtbMTsrKwspKSliTFErZmv2oVkx+8WYV62YTUREr4cz3IiISCcJglDsdmdnZxw+fPiV+3FxccG+ffuKjenWrRvOnDlTbExISAhCQkJeeTwiItJNRa2YrVKpoFAoYGVlJYm1t7d/5WrYmm3FxbzOitkAkJubi9zcXPGxZuEKtVoNtVpd0qEXS7MfufZX3TEfzzEXUsyHVGnyYWRQ9OeCsuaypM9jwa0KqTdjb5Ht1z7zq+CeEBERERGRnLStmF2VLViwALNnzy7UHhcXB1NTU1mPpVQqZd1fdcd8PMdcSDEfUiXJR5SWtWFe9aW6No8ePSpRHAtuRERERERE5UjbitkODg7Iy8tDZmamZJbbiytZV9aK2QAQHh6OsLAw8XFWVhacnZ3h7e0NCwuLUmRAO7VaDaVSiV69elXLlWjlxnw8x1xIMR9SpclHs8j9Rbafj/Qpsv1VNLN9X4UFNyIiIiIionIgCAImTpyInTt34tChQ4VWzHZ3d4ehoSHi4+MxYMAAAEBqaipu3LghrmTt6emJ+fPnIyMjA3Z2dgCKXjH75Zka2lbM9vf3B/B8xezibndgZGQkLhL0IkNDQ9k/8JfHPqsz5uM55kKK+ZAqST5y8/W0PresxywJFtyIiIiIiIjKwatWzLa0tERQUBDCwsJgY2MDCwsLTJw4EZ6enmjfvj0ArphNRFRdseBGRERERERUDtauXQvg2eI6L9q4cSNGjhwJAFi6dCn09fUxYMAA5ObmwsfHB2vWrBFjNStmjx8/Hp6enjAzM0NgYGCRK2ZPmTIFy5cvR506dYpcMfvu3buIiIiASqVCq1atuGI2EVE5YsGNiIiIiIioHLxqxWwAMDY2xurVq7F69WqtMVwxm4io+tGv7A4QERERERERERHpEhbciIiIiIiIiIiIZMSCGxERERERERERkYxYcCMiIiIiIiIiIpIRC25EREREREREREQyYsGNiIiIiIiIiIhIRiy4ERERERERERERyYgFNyIiIiIiIiIiIhmx4EZERERERERERCQjFtyIiIiIiIiIiIhkVKOyO0BERERERES6r96MvYXaLs/1roSeEBGVP85wIyIiIiIiIiIikhELbkRERERERERERDJiwY2IiIiIiIiIiEhGLLgRERERERERERHJiAU3IiIiIiIiIiIiGXGV0mqgqNV8AODaZ34V3BMiIiIiIiIiInoVFtyIiIjeUM0i9yM3X69QO7/QISIiIiJ6PbyklIiIiIiIiIiISEZvRMFt9erVqFevHoyNjeHh4YETJ05UdpeIiOgNxPMRERFVNp6LiIgqhs4X3LZt24awsDDMmjULp0+fRsuWLeHj44OMjIzK7tprqzdjb6EfIiKqmnT5fERERNUDz0VERBVH5wtuS5YswejRozFq1Cg0adIE0dHRMDU1xYYNGyq7a0RE9Abh+YiIiCobz0VERBVHpxdNyMvLQ1JSEsLDw8U2fX19eHl5ISEhoVB8bm4ucnNzxccPHjwAANy7dw9qtbrUx6/xNKfo9gIBjx4VoIZaH/kFhW9W/Toa/N/2ItsTw3vKepziqNVqPHr0CP/88w8MDQ0r7LgVQZfHBnB81Vl5ju3hw4cAAEEQZN3vm6SqnY9edR76559/Sn0MXaHLrxOvi7nRjrnRTs7c8Hz0ekp7LgIq5vPRP//8w7+fF/D15DnmQor5kCpNPrTVZsr6nrek5yOdLrj9/fffyM/Ph729vaTd3t4ely5dKhS/YMECzJ49u1C7q6ur7H0bJvsei1d7cQUfkIh0zsOHD2FpaVnZ3aiWquL5qLjzEM8ZRFSV8XxUNqU9FwEVcz5y5DmHiCrJ677nfdX5SKcLbqUVHh6OsLAw8XFBQQHu3buHWrVqQU9PvploWVlZcHZ2xl9//QULCwvZ9ltV6PL4dHlsAMdXnZXn2ARBwMOHD+Hk5CTrfkm78j4f6fLfwutibrRjbrRjbrSTMzc8H1W8ivh8xL8fKebjOeZCivmQqsx8lPR8pNMFt9q1a8PAwADp6emS9vT0dDg4OBSKNzIygpGRkaTNysqq3PpnYWGh038oujw+XR4bwPFVZ+U1Ns4keD1V9Xyky38Lr4u50Y650Y650U6u3PB8VHalPRcBFfv5iH8/UszHc8yFFPMhVVn5KMn5SKcXTVAoFHB3d0d8fLzYVlBQgPj4eHh6elZiz4iI6E3C8xEREVU2nouIiCqWTs9wA4CwsDAEBgaibdu2aNeuHZYtW4acnByMGjWqsrtGRERvEJ6PiIiosvFcRERUcXS+4DZ48GDcvXsXERERUKlUaNWqFWJjYwvdLLQiGRkZYdasWYWmZ+sKXR6fLo8N4PiqM10em66oSucj/r5ox9xox9xox9xox9xULVXpXKTB3xEp5uM55kKK+ZCqDvnQE7iuNhERERERERERkWx0+h5uREREREREREREFY0FNyIiIiIiIiIiIhmx4EZERERERERERCQjFtyIiIiIiIiIiIhkxIJbJVi9ejXq1asHY2NjeHh44MSJE5XdpVI7cuQI+vbtCycnJ+jp6WHXrl2S7YIgICIiAo6OjjAxMYGXlxcuX75cOZ0tgwULFuCdd95BzZo1YWdnB39/f6Smpkpinjx5guDgYNSqVQvm5uYYMGAA0tPTK6nHJbd27Vq0aNECFhYWsLCwgKenJ/73v/+J26vruLT57LPPoKenh9DQULGtOo8xMjISenp6kh83Nzdxe3UeG1UMXTgHvS7+HT0nx/n83r17CAgIgIWFBaysrBAUFITs7OwKHEX5eVV+Ro4cWeh3ydfXVxKji/mR633SjRs34OfnB1NTU9jZ2WHq1Kl4+vRpRQ6Fqqjc3Fy0atUKenp6SE5OruzuVJp+/fqhbt26MDY2hqOjI4YPH47bt29XdrcqxbVr1xAUFARXV1eYmJigfv36mDVrFvLy8iq7a5Vi/vz56NChA0xNTWFlZVXZ3alw1eX9LAtuFWzbtm0ICwvDrFmzcPr0abRs2RI+Pj7IyMio7K6VSk5ODlq2bInVq1cXuT0qKgorVqxAdHQ0EhMTYWZmBh8fHzx58qSCe1o2hw8fRnBwMI4fPw6lUgm1Wg1vb2/k5OSIMVOmTMHPP/+MHTt24PDhw7h9+zbef//9Sux1ydSpUwefffYZkpKScOrUKfTo0QP9+/dHSkoKgOo7rqKcPHkS69atQ4sWLSTt1X2MTZs2xZ07d8Sfo0ePituq+9iofOnKOUgO/Dt6Ro7zeUBAAFJSUqBUKrFnzx4cOXIEY8aMqaghlKtX5QcAfH19Jb9L3333nWS7LuZHjvdJ+fn58PPzQ15eHo4dO4bNmzdj06ZNiIiIqIwhURUzbdo0ODk5VXY3Kl337t2xfft2pKam4ocffsDVq1cxcODAyu5Wpbh06RIKCgqwbt06pKSkYOnSpYiOjsbHH39c2V2rFHl5eRg0aBDGjx9f2V2pcNXq/axAFapdu3ZCcHCw+Dg/P19wcnISFixYUIm9ej0AhJ07d4qPCwoKBAcHB2HRokViW2ZmpmBkZCR89913ldDD15eRkSEAEA4fPiwIwrPxGBoaCjt27BBjLl68KAAQEhISKqubZWZtbS18+eWXOjWuhw8fCg0bNhSUSqXQtWtXYfLkyYIgVP9/u1mzZgktW7Ysclt1HxuVP108B5UF/46KVpbz+YULFwQAwsmTJ8WY//3vf4Kenp5w69atCut7RXg5P4IgCIGBgUL//v21PudNyU9Z3ift27dP0NfXF1QqlRizdu1awcLCQsjNza3YAVCVsm/fPsHNzU1ISUkRAAhnzpyp7C5VGT/99JOgp6cn5OXlVXZXqoSoqCjB1dW1srtRqTZu3ChYWlpWdjcqVHV6P8sZbhUoLy8PSUlJ8PLyEtv09fXh5eWFhISESuyZvNLS0qBSqSTjtLS0hIeHR7Ud54MHDwAANjY2AICkpCSo1WrJGN3c3FC3bt1qNcb8/Hxs3boVOTk58PT01JlxAUBwcDD8/PwkYwF049/u8uXLcHJywltvvYWAgADcuHEDgG6MjcrPm3IOKin+Hb1aSc7nCQkJsLKyQtu2bcUYLy8v6OvrIzExscL7XBkOHToEOzs7NGrUCOPHj8c///wjbntT8lOW90kJCQlo3rw57O3txRgfHx9kZWWJs+7pzZOeno7Ro0fjm2++gampaWV3p0q5d+8etmzZgg4dOsDQ0LCyu1MlPHjwQHzdoTdDdXs/y4JbBfr777+Rn58veWMBAPb29lCpVJXUK/lpxqIr4ywoKEBoaCg6duyIZs2aAXg2RoVCUeh6+eoyxnPnzsHc3BxGRkYYN24cdu7ciSZNmlT7cWls3boVp0+fxoIFCwptq+5j9PDwwKZNmxAbG4u1a9ciLS0NnTt3xsOHD6v92Kh8vSnnoJLg31HJlOR8rlKpYGdnJ9leo0YN2NjYvBH58vX1xddff434+HgsXLgQhw8fRu/evZGfnw/gzchPWd8nqVSqIn+3NNvozSMIAkaOHIlx48ZJitRvuunTp8PMzAy1atXCjRs38NNPP1V2l6qEK1euYOXKlRg7dmxld4UqUHV7P8uCG9ErBAcH4/z589i6dWtld0U2jRo1QnJyMhITEzF+/HgEBgbiwoULld0tWfz111+YPHkytmzZAmNj48rujux69+6NQYMGoUWLFvDx8cG+ffuQmZmJ7du3V3bXiKoN/h2RXIYMGYJ+/fqhefPm8Pf3x549e3Dy5EkcOnSosrtWYXTxfRLJa8aMGYUWF3n559KlS1i5ciUePnyI8PDwyu5yuSppPjSmTp2KM2fOIC4uDgYGBhgxYgQEQajEEcirtPkAgFu3bsHX1xeDBg3C6NGjK6nn8itLLqhqq1HZHXiT1K5dGwYGBoVWaEpPT4eDg0Ml9Up+mrGkp6fD0dFRbE9PT0erVq0qqVdlExISIt7guE6dOmK7g4MD8vLykJmZKfn2trr8WyoUCjRo0AAA4O7ujpMnT2L58uUYPHhwtR4X8OwyloyMDLRp00Zsy8/Px5EjR7Bq1Srs37+/2o/xRVZWVnj77bdx5coV9OrVS6fGRvJ6U85BZcG/o6KV5Hzu4OBQ6CbFT58+xb179964fAHAW2+9hdq1a+PKlSvo2bOnzufndd4nOTg4FFpVTvP6pAu5oec++ugjjBw5stiYt956CwcPHkRCQgKMjIwk29q2bYuAgABs3ry5HHtZcUqaD43atWujdu3aePvtt9G4cWM4Ozvj+PHj8PT0LOeeVozS5uP27dvo3r07OnTogPXr15dz7ypWaXPxJqpu72c5w60CKRQKuLu7Iz4+XmwrKChAfHy8zrxgAoCrqyscHBwk48zKykJiYmK1GacgCAgJCcHOnTtx8OBBuLq6Sra7u7vD0NBQMsbU1FTcuHGj2ozxRQUFBcjNzdWJcfXs2RPnzp1DcnKy+KN5o6b5/+o+xhdlZ2fj6tWrcHR01Il/Pyo/b8o5qCz4d1S0kpzPPT09kZmZiaSkJDHm4MGDKCgogIeHR4X3ubLdvHkT//zzj1ig1NX8yPE+ydPTE+fOnZMUJJVKJSwsLNCkSZOKGQhVCFtbW7i5uRX7o1AosGLFCvz+++/i+7d9+/YBeLYi4fz58yt5FPIpaT6KUlBQAADIzc2tyC6Xq9Lk49atW+jWrRvc3d2xceNG6OvrVjnjdX433hTV7v1s5a7Z8ObZunWrYGRkJGzatEm4cOGCMGbMGMHKykqyQlN18PDhQ+HMmTPCmTNnBADCkiVLhDNnzgjXr18XBEEQPvvsM8HKykr46aefhLNnzwr9+/cXXF1dhcePH1dyz0tm/PjxgqWlpXDo0CHhzp074s+jR4/EmHHjxgl169YVDh48KJw6dUrw9PQUPD09K7HXJTNjxgzh8OHDQlpamnD27FlhxowZgp6enhAXFycIQvUdV3FeXKVUEKr3GD/66CPh0KFDQlpamvDbb78JXl5eQu3atYWMjAxBEKr32Kj86co56HXx7+g5Oc7nvr6+QuvWrYXExETh6NGjQsOGDYWhQ4dW1pBkVVx+Hj58KPzf//2fkJCQIKSlpQkHDhwQ2rRpIzRs2FB48uSJuA9dzI8c75OePn0qNGvWTPD29haSk5OF2NhYwdbWVggPD6+MIVEVlJaW9kavUnr8+HFh5cqVwpkzZ4Rr164J8fHxQocOHYT69etLXmPeFDdv3hQaNGgg9OzZU7h586bktedNdP36deHMmTPC7NmzBXNzc/Fc9fDhw8ruWrmrTu9nWXCrBCtXrhTq1q0rKBQKoV27dsLx48cru0ul9ssvvwgACv0EBgYKgiAIBQUFwqeffirY29sLRkZGQs+ePYXU1NTK7XQpFDU2AMLGjRvFmMePHwsTJkwQrK2tBVNTU+G9996rFi/4H374oeDi4iIoFArB1tZW6Nmzp1hsE4TqO67ivFxwq85jHDx4sODo6CgoFArhX//6lzB48GDhypUr4vbqPDaqGLpwDnpd/Dt6To7z+T///CMMHTpUMDc3FywsLIRRo0bpzBv+4vLz6NEjwdvbW7C1tRUMDQ0FFxcXYfTo0YXe8OtifuR6n3Tt2jWhd+/egomJiVC7dm3ho48+EtRqdQWPhqqqN73gdvbsWaF79+6CjY2NYGRkJNSrV08YN26ccPPmzcruWqXYuHGj1teeN1FgYGCRufjll18qu2sVorq8n9UTBB264yIREREREREREVEl062LnomIiIiIiIiIiCoZC25EREREREREREQyYsGNiIiIiIiIiIhIRiy4ERERERERERERyYgFNyIiIiIiIiIiIhmx4EZERERERERERCQjFtyIiIiIiIiIiIhkxIIbERERERERERGRjFhwIyIiIiIiIiIikhELbkRERERERERERDJiwY2IiIiIiIiIiEhGLLgRERERERERERHJiAU3IiIiIiIiIiIiGbHgRkREREREREREJCMW3IiIiIiIiIiIiGTEghsREREREREREZGMWHAjIiIiIiIiIiKSEQtuREREREREREREMmLBjYiIiIiIiIiISEYsuBEREREREREREcmIBTciIiIiIiIiIiIZseBGREREREREREQkIxbciIiIiIiIiIiIZMSCGxERERERERERkYxYcCMiIiIiIiIiIpIRC25EREREREREREQyYsGNiIiIiIiIiIhIRiy4kaw2bdoEPT09XLt2rbK7QjLQ09NDZGSkbPurKr8fhw4dgp6eHg4dOlSp/SAiIqBevXoYOXJkZXejXMh9HiUikltVeX+u63g+eDOx4EZVwoULFxAZGVmtX+jXrFmDTZs2VXY33kgxMTFYtmxZZXeDiKjS8fWw/Bw7dgyRkZHIzMys7K4QEVEl4vmASooFN5LV8OHD8fjxY7i4uJTqeRcuXMDs2bNZcKtiHj9+jJkzZ1Z2N16JHzCJiJ7h62H5OXbsGGbPns0PWESkU8r6+e1NxvMBlRQLbiQrAwMDGBsbQ09Pr9yOIQgCHj9+XG77r6hjVFUFBQV48uQJAMDY2Bg1atSo5B4REVUdL75GViU5OTmV3QUiIqqGKuLzG9GbigU3ktXL9wCoV68e3n33XRw9ehTt2rWDsbEx3nrrLXz99deS5wwaNAgA0L17d+jp6Unur6XZx/79+9G2bVuYmJhg3bp1AIA///wTgwYNgo2NDUxNTdG+fXvs3bu31P0u7hgbN25Ejx49YGdnByMjIzRp0gRr164t9PyUlBQcPnxY7H+3bt3E7ZmZmQgNDYWzszOMjIzQoEEDLFy4EAUFBaXqZ7du3dCsWTMkJSWhQ4cOMDExgaurK6KjowvF5ubmYtasWWjQoAGMjIzg7OyMadOmITc3VxKnp6eHkJAQbNmyBU2bNoWRkRFiY2PFbS/fa+DMmTPo3bs3LCwsYG5ujp49e+L48eOFjp+SkoIePXrAxMQEderUwbx580o9XgB4+PAhQkNDUa9ePRgZGcHOzg69evXC6dOnxZzs3bsX169fF3Nfr1498fk3b96Ev78/zMzMYGdnhylTphTKARG9eSIjI6Gnp4dLly7hgw8+gIWFBWrVqoXJkydLCmrFvUaW5PVQc148cuQIxo4di1q1asHCwgIjRozA/fv3C/Xrf//7Hzp37gwzMzPUrFkTfn5+SElJkcSMHDkS5ubmuHr1Kvr06YOaNWsiICBA6+thdnY2zMzMMHny5ELHu3nzJgwMDLBgwYIS5a1Zs2bo3r17ofaCggL861//wsCBA8W2zz//HB06dECtWrVgYmICd3d3fP/99688hubf5mXa7jNUkpyVxMqVK9G0aVOYmprC2toabdu2RUxMjNinqVOnAgBcXV3F/Gr6kpubiylTpsDW1hY1a9ZEv379cPPmzVL3gYioopXl85tGZmYmpkyZIr5Pr1OnDkaMGIG///5bjMnIyEBQUBDs7e1hbGyMli1bYvPmzZL9XLt2DXp6evj888+xevVqvPXWWzA1NYW3tzf++usvCIKAuXPnok6dOjAxMUH//v1x7969Qv3h+YCqGk5doXJ35coVDBw4EEFBQQgMDMSGDRswcuRIuLu7o2nTpujSpQsmTZqEFStW4OOPP0bjxo0BQPwvAKSmpmLo0KEYO3YsRo8ejUaNGiE9PR0dOnTAo0ePMGnSJNSqVQubN29Gv3798P333+O9994rVT+LOgYArF27Fk2bNkW/fv1Qo0YN/Pzzz5gwYQIKCgoQHBwMAFi2bBkmTpwIc3NzfPLJJwAAe3t7AMCjR4/QtWtX3Lp1C2PHjkXdunVx7NgxhIeH486dO6W+9Of+/fvo06cPPvjgAwwdOhTbt2/H+PHjoVAo8OGHHwJ49sGnX79+OHr0KMaMGYPGjRvj3LlzWLp0Kf744w/s2rVLss+DBw9i+/btCAkJQe3atSUFqxelpKSgc+fOsLCwwLRp02BoaIh169ahW7duOHz4MDw8PAAAKpUK3bt3x9OnTzFjxgyYmZlh/fr1MDExKdVYAWDcuHH4/vvvERISgiZNmuCff/7B0aNHcfHiRbRp0waffPIJHjx4gJs3b2Lp0qUAAHNzcwDPLont2bMnbty4gUmTJsHJyQnffPMNDh48WOp+EJFu+uCDD1CvXj0sWLAAx48fx4oVK3D//n3JB4uiXiNL+nqoERISAisrK0RGRiI1NRVr167F9evXxUVcAOCbb75BYGAgfHx8sHDhQjx69Ahr165Fp06dcObMGclr89OnT+Hj44NOnTrh888/h6mpKRwcHIp8PTQ3N8d7772Hbdu2YcmSJTAwMBD3891330EQBAQEBJQoX4MHD0ZkZCRUKhUcHBzE9qNHj+L27dsYMmSI2LZ8+XL069cPAQEByMvLw9atWzFo0CDs2bMHfn5+Jf9HKkZpclacL774ApMmTcLAgQPFouvZs2eRmJiIYcOG4f3338cff/yB7777DkuXLkXt2rUBALa2tgCA//znP/j2228xbNgwdOjQAQcPHpRtjEREFe1Vn98AIDs7G507d8bFixfx4Ycfok2bNvj777+xe/du3Lx5E7Vr18bjx4/RrVs3XLlyBSEhIXB1dcWOHTswcuRIZGZmFvoiaMuWLcjLy8PEiRNx7949REVF4YMPPkCPHj1w6NAhTJ8+HVeuXMHKlSvxf//3f9iwYYP4XJ4PqEoSiGS0ceNGAYCQlpYmCIIguLi4CACEI0eOiDEZGRmCkZGR8NFHH4ltO3bsEAAIv/zyS6F9avYRGxsraQ8NDRUACL/++qvY9vDhQ8HV1VWoV6+ekJ+fX+J+azuGIAjCo0ePCrX5+PgIb731lqStadOmQteuXQvFzp07VzAzMxP++OMPSfuMGTMEAwMD4caNGyXuZ9euXQUAwuLFi8W23NxcoVWrVoKdnZ2Ql5cnCIIgfPPNN4K+vr4kN4IgCNHR0QIA4bfffhPbAAj6+vpCSkpKoeMBEGbNmiU+9vf3FxQKhXD16lWx7fbt20LNmjWFLl26iG2af5vExESxLSMjQ7C0tJT8fpSEpaWlEBwcXGyMn5+f4OLiUqh92bJlAgBh+/btYltOTo7QoEEDrb9vRPRmmDVrlgBA6Nevn6R9woQJAgDh999/FwRB+2tkSV8PNedFd3d38TVaEAQhKipKACD89NNPgiA8O39ZWVkJo0ePlhxHpVIJlpaWkvbAwEABgDBjxoxC49L2erh//34BgPC///1P0t6iRYsiz13apKamCgCElStXStonTJggmJubS86ZL58/8/LyhGbNmgk9evSQtLu4uAiBgYHiY82/zctefo9Rmpy9Sv/+/YWmTZsWG7No0aIiz2HJyckCAGHChAmS9mHDhhU6jxIRVTVl/fwWEREhABB+/PHHQvssKCgQBOH5e/Fvv/1W3JaXlyd4enoK5ubmQlZWliAIgpCWliYAEGxtbYXMzEwxNjw8XAAgtGzZUlCr1WL70KFDBYVCITx58kQQBJ4PqOriJaVU7po0aYLOnTuLj21tbdGoUSP8+eefJd6Hq6srfHx8JG379u1Du3bt0KlTJ7HN3NwcY8aMwbVr13DhwoVS9bOoYwCQzMp68OAB/v77b3Tt2hV//vknHjx48Mr97tixA507d4a1tTX+/vtv8cfLywv5+fk4cuRIqfpZo0YNjB07VnysUCgwduxYZGRkICkpSTxm48aN4ebmJjlmjx49AAC//PKLZJ9du3ZFkyZNij1ufn4+4uLi4O/vj7feektsd3R0xLBhw3D06FFkZWUBePZv0759e7Rr106Ms7W1LfEMihdZWVkhMTERt2/fLvVz9+3bB0dHR8klTqamphgzZkyp90VEukkzU1lj4sSJAJ69fmi8/BpZmtdDjTFjxsDQ0FB8PH78eNSoUUM8jlKpRGZmJoYOHSp53TYwMICHh0eh123NPkrKy8sLTk5O2LJli9h2/vx5nD17Fv/+979LvJ+3334brVq1wrZt28S2/Px8fP/9/ZwLDgAA2I5JREFU9+jbt6/knPni/9+/fx8PHjxA586dxVsCvK6y5EwbKysr3Lx5EydPnix1PzT/hpMmTZK0h4aGlnpfRERVQUk+v/3www9o2bJlkVcVaWZu79u3Dw4ODhg6dKi4zdDQEJMmTUJ2djYOHz4sed6gQYNgaWkpPtbMFv/3v/8tua+0h4cH8vLycOvWLQA8H1DVxUtKqdzVrVu3UJu1tXWR967RxtXVtVDb9evXC12yAzy/FPX69eto1qzZax0DAH777TfMmjULCQkJePTokWTbgwcPJCeFoly+fBlnz54Vpxm/LCMjo8R9BAAnJyeYmZlJ2t5++20Az+5/0L59e1y+fBkXL14s8TG1jf1Fd+/exaNHj8RLbV/UuHFjFBQU4K+//kLTpk21/tsU9dxXiYqKQmBgIJydneHu7o4+ffpgxIgRkg+52ly/fh0NGjQodC+gsvSDiHRTw4YNJY/r168PfX19yX3CXn6NLM3robbjmJubw9HRUTzO5cuXAUD8YuRlFhYWksc1atRAnTp1ih/cC/T19REQEIC1a9fi0aNHMDU1xZYtW2BsbCzeR7WkBg8ejI8//hi3bt3Cv/71Lxw6dAgZGRkYPHiwJG7Pnj2YN28ekpOTJffOlOvG3KXNWXGmT5+OAwcOoF27dmjQoAG8vb0xbNgwdOzY8ZXPvX79OvT19VG/fn1JO881RFRdleTz29WrVzFgwIBi93P9+nU0bNgQ+vrSeT4vfl4r7riaz1nOzs5Ftmv6w/MBVVUsuFG5e/FeMS8SBKHE+yjLvb9Kq6hjXL16FT179oSbmxuWLFkCZ2dnKBQK7Nu3D0uXLi3RIgAFBQXo1asXpk2bVuR2TbFMTgUFBWjevDmWLFlS5PaXT1oVkd+y+uCDD9C5c2fs3LkTcXFxWLRoERYuXIgff/wRvXv3ruzuEZGOKaoYVBGvkZrzyTfffCO5N5rGyytGGxkZFfoA8yojRozAokWLsGvXLgwdOhQxMTF49913X/nF0csGDx6M8PBw7NixA6Ghodi+fTssLS3h6+srxvz666/o168funTpgjVr1sDR0RGGhobYuHGjeONpbbQV5PLz8yWPS5uz4jRu3BipqanYs2cPYmNj8cMPP2DNmjWIiIjA7NmzS7wfIiJdIMfnNzmP+6r+8HxAVRULblQllOXbbhcXF6SmphZqv3Tpkrj9df3888/Izc3F7t27Jd+4FDUtWdsY6tevj+zsbHh5eb12fwDg9u3byMnJkcxy++OPPwBAvBlo/fr18fvvv6Nnz56yzSSwtbWFqamp1pzr6+uLhTwXFxfxm6YXFfXcknB0dMSECRMwYcIEZGRkoE2bNpg/f75YcNM2RhcXF5w/fx6CIEhiytoPItI9ly9flsxgu3LlCgoKCoq9uXJpXg9fPM6Lq3tmZ2fjzp076NOnDwCI34bb2dm91vmiuNf8Zs2aoXXr1tiyZQvq1KmDGzduYOXKlaU+hqurK9q1a4dt27YhJCQEP/74I/z9/WFkZCTG/PDDDzA2Nsb+/fsl7Rs3bnzl/q2trQE8W/3OyspKbH95JoRcOdMwMzPD4MGDMXjwYOTl5eH999/H/PnzER4eDmNj42LPNQUFBbh69apkFgPPNUSky+rXr4/z588XG+Pi4oKzZ8+ioKBA8iWRnJ/XNH0BeD6gqof3cKMqQVM8yszMLPFz+vTpgxMnTiAhIUFsy8nJwfr161GvXr1X3pOsJDTfprz4bc6DBw+K/MBgZmZWZP8/+OADJCQkYP/+/YW2ZWZm4unTp6Xq09OnT7Fu3TrxcV5eHtatWwdbW1u4u7uLx7x16xa++OKLQs9//PgxcnJySnVM4FkuvL298dNPP0kutUpPT0dMTAw6deokTtfu06cPjh8/jhMnTohxd+/eldw7qCTy8/ML3SfPzs4OTk5OksuTzMzMiryfXp8+fXD79m18//33YtujR4+wfv36UvWDiHTX6tWrJY81BajiZtCW5vVQY/369VCr1eLjtWvX4unTp+JxfHx8YGFhgf/+97+SOI27d++WaDzaXg81hg8fjri4OCxbtgy1atUq80zhwYMH4/jx49iwYQP+/vvvQpeTGhgYQE9PTzIr7dq1a4VWyS6K5oPTi/c4zcnJwebNmyVxcuUMAP755x/JY4VCgSZNmkAQBHHf2t6raHK4YsUKSXtpVyEnIqpOBgwYgN9//x07d+4stE3z2alPnz5QqVSS+34+ffoUK1euhLm5Obp27SpLX3g+oKqKM9yoSmjVqhUMDAywcOFCPHjwAEZGRujRowfs7Oy0PmfGjBn47rvv0Lt3b0yaNAk2NjbYvHkz0tLS8MMPP5T6UpuieHt7Q6FQoG/fvhg7diyys7PxxRdfwM7ODnfu3JHEuru7Y+3atZg3bx4aNGgAOzs79OjRA1OnTsXu3bvx7rvvistp5+Tk4Ny5c/j+++9x7do1cTnpknBycsLChQtx7do1vP3229i2bRuSk5Oxfv168Ybcw4cPx/bt2zFu3Dj88ssv6NixI/Lz83Hp0iVs374d+/fvR9u2bUudj3nz5kGpVKJTp06YMGECatSogXXr1iE3NxdRUVFi3LRp0/DNN9/A19cXkydPhpmZGdavXy9+y1VSDx8+RJ06dTBw4EC0bNkS5ubmOHDgAE6ePInFixeLce7u7ti2bRvCwsLwzjvvwNzcHH379sXo0aOxatUqjBgxAklJSXB0dMQ333wDU1PTUo+diHRTWloa+vXrB19fXyQkJODbb7/FsGHD0LJly2KfV9LXQ428vDz07NkTH3zwAVJTU7FmzRp06tQJ/fr1A/Ds/jJr167F8OHD0aZNGwwZMgS2tra4ceMG9u7di44dO2LVqlWvHI+210ONYcOGYdq0afh/7N17XFTV+j/wz4DMcFFuKgwkIl7yfklMwryVyKDUEW+lchKVpAxKpLQoQ5CKxFS8k5WXTvrN7KR1tJARb6mEinJUVI4aaicd6Kg4XmGE9fvD32wdGW46MAx+3q8XL9lrP7P3sxfjLOZhz1obN27ElClTDBZyqImXXnoJ77zzDt555x24urqWu6MgODgY8+fPR1BQEMaNG4fCwkIsXboUbdu2rXIcCAwMRMuWLREeHo7p06fD2toaK1eulPpDz1R9pj+nUqnEs88+C3d3d5w4cQJLlixBcHAwmjRpAgDSH7U++OADjBkzBjY2NnjxxRfRo0cPjB07FsuWLcPVq1fRp08fZGRk4PTp0zXpUiIiizJ9+nR8//33GD16NCZNmgRfX19cvnwZP/30E1JTU9G9e3dERETg888/x4QJE5CdnY1WrVrh+++/x969e5GSkiK9vj4qjgdUb5lvgVRqiIwtKx0cHFwubsCAAWLAgAEGbV988YVo3bq1sLa2FgDEjh07Kj2GEEKcOXNGjBo1Sjg7OwtbW1vRu3dvsXnz5hrnXdk5fvrpJ9GtWzdha2srWrVqJebMmSNWrlxZbilojUYjgoODRZMmTQQAg+u7du2aiI2NFW3bthVyuVw0a9ZM9OnTR3z22WeipKSk2nkOGDBAdO7cWRw8eFD4+/sLW1tb4e3tLZYsWVIutqSkRMyZM0d07txZKBQK4eLiInx9fUVCQoK4evWqFAdAREZGGj0fjCxffejQIaFSqUTjxo2Fvb29eO6558S+ffvKPfbIkSNiwIABwtbWVjzxxBMiMTFRfPXVV0aX0K5IcXGxmD59uujevbto0qSJcHBwEN27dxfLli0ziLt+/boYN26ccHZ2FgCEt7e3tO/cuXPib3/7m7C3txfNmjUTU6dOFWlpaQbPMSJ6/MyaNUsAEMePHxejRo0STZo0ES4uLiIqKkrcunVLiqvsNbI6r4f6cXHXrl0iIiJCuLi4iMaNG4vQ0FBx6dKlcsfcsWOHUKlUwsnJSdja2oo2bdqICRMmiIMHD0oxYWFhwsHBwWhOlb0e6g0dOlQAMPraXRPPPvusACBeffVVo/u/+uor0a5dO6FQKESHDh3EqlWrpH6/n7e3twgLCzNoy87OFn5+fkIul4uWLVuK+fPnl/sdQ686fVaVzz//XPTv3180bdpUKBQK0aZNGzF9+nSD8VIIIRITE8UTTzwhrKysDHK5deuWeOutt0TTpk2Fg4ODePHFF8Uff/xhdBwlIqpPHuX926VLl0RUVJR44oknhFwuFy1atBBhYWHif//7nxRTUFAgJk6cKJo1aybkcrno2rWrWLVqlcFx8vPzBQAxd+5cg/YdO3YIAGLDhg1Gcz5w4EC5eI4HVJ/IhKjlmQ+JyGQGDhyI//3vf1XOl0BERJWLj49HQkIC/vrrrxrdZVxTq1evxsSJE3HgwIGHurO4NgwfPhxHjx7lX9yJiIiIahHncCMiIiJ6TFy8eBFbtmzBK6+8Yu5UiIiIiBo0zuFGDdpff/1lMGHzg+RyOVxdXeswI+MuX76MkpKSCvdbW1ujefPmdZhR7bt+/TquX79eaUzz5s0rXAaciIiqLz8/H3v37sWXX34JGxsbvPbaa+ViNBpNpcews7ODk5NTbaVYK0pKSnD58uVKY5ycnGBnZ1dHGRERkTlwPCBzYMGNGrSnn34a586dq3D/gAEDsHPnzrpLqAIjRozArl27Ktzv7e1tsBJeQ/DZZ58hISGh0pj8/Hy0atWqbhIiImrAdu3ahYkTJ6Jly5ZYs2YNlEpluRgPD49KjxEWFobVq1fXUoa1Y9++fXjuuecqjVm1ahUmTJhQNwkREZFZcDwgc+AcbtSg7d27F7du3apwv4uLi7TKjDllZ2fjypUrFe63s7PDs88+W4cZ1b7ff/8dv//+e6Uxffv2ha2tbR1lRET0eNu2bVul+z09PdGpU6c6ysY0rly5guzs7EpjOnfuXGWxkYiILBvHAzIHFtyIiIiIiIiIiIhMiIsmEBERERERERERmRDncKtEWVkZLly4gCZNmkAmk5k7HSIisxBC4Nq1a/D09ISVFf9OYw4cj4iIOB7VBxyPiIiqPx6x4FaJCxcuwMvLy9xpEBHVC3/88QdatGhh7jQeSxyPiIju4XhkPhyPiIjuqWo8YsGtEk2aNAFwtxMdHR0f6Vg6nQ7p6ekIDAyEjY2NKdIjsF9rA/u0dlhyv2q1Wnh5eUmviVT3TDke3c+Sn5e1if1iHPvFOPaLcbXRLxyPzO9RxiNL/7/C/M2L+ZsX8zdU3fGIBbdK6G+TdnR0NEnBzd7eHo6Ojhb5BK2v2K+mxz6tHQ2hX/nREfMx5Xh0v4bwvKwN7Bfj2C/GsV+Mq81+4XhkPo8yHln6/xXmb17M37yYv3FVjUec/ICIiIiIiIiIiMiEWHAjIiIiIiIiIiIyIRbciIiIiIiIiIiITIgFNyIiIiIiIiIiIhNiwY2IiIiIiIiIiMiEWHAjIiIiIiIiIiIyIRbciIiIiIiIiIiITIgFNyIiIiIiIiIiIhNqZO4EGrJW722RvldYCyT3BrrEb0Xexy+YMSsiInrc3D8e3e9UYmAdZ0JERI+7LvFbUVwqk7bPfhpsxmyIiGoP73AjIiIiIiIiIiIyIRbciIioQSotLcWHH34IHx8f2NnZoU2bNkhMTIQQQooRQiAuLg4eHh6ws7NDQEAATp06ZXCcy5cvIzQ0FI6OjnB2dkZ4eDiuX79uEHPkyBH069cPtra28PLyQnJycrl8NmzYgA4dOsDW1hZdu3bFzz//XDsXTkREREREZseCGxERNUhz5szB8uXLsWTJEpw4cQJz5sxBcnIyFi9eLMUkJydj0aJFSE1NRVZWFhwcHKBSqXD79m0pJjQ0FLm5uVCr1di8eTN2796NiIgIab9Wq0VgYCC8vb2RnZ2NuXPnIj4+HitWrJBi9u3bh7FjxyI8PByHDx9GSEgIQkJCcOzYsbrpDCIiIiIiqlMsuBERUYO0b98+DBs2DMHBwWjVqhVGjRqFwMBA7N+/H8Ddu9tSUlIwc+ZMDBs2DN26dcPXX3+NCxcuYNOmTQCAEydOIC0tDV9++SX8/PzQt29fLF68GN9++y0uXLgAAFi7di1KSkqwcuVKdO7cGWPGjMFbb72F+fPnS7ksXLgQQUFBmD59Ojp27IjExET07NkTS5YsqfN+ISIiIiKi2seCGxERNUh9+vRBRkYG/vOf/wAA/v3vf2PPnj0YMmQIACA/Px8ajQYBAQHSY5ycnODn54fMzEwAQGZmJpydndGrVy8pJiAgAFZWVsjKypJi+vfvD7lcLsWoVCrk5eXhypUrUsz959HH6M9DREREREQNC1cpJSKiBum9996DVqtFhw4dYG1tjdLSUnz88ccIDQ0FAGg0GgCAu7u7wePc3d2lfRqNBm5ubgb7GzVqBFdXV4MYHx+fcsfQ73NxcYFGo6n0PA8qLi5GcXGxtK3VagEAOp0OOp2u+p3w/ymshdF2/bEe5pgNGfvFOPaLcewX42qjX9jHRERkSVhwIyKiBum7777D2rVrsW7dOnTu3Bk5OTmIjo6Gp6cnwsLCzJ1epZKSkpCQkFCuPT09Hfb29jU+XnJv4+1qtdrgXzLEfjGO/WIc+8U4U/bLzZs3TXYsIiKi2saCGxERNUjTp0/He++9hzFjxgAAunbtinPnziEpKQlhYWFQKpUAgIKCAnh4eEiPKygoQI8ePQAASqUShYWFBse9c+cOLl++LD1eqVSioKDAIEa/XVWMfv+DYmNjERMTI21rtVp4eXkhMDAQjo6ONeoHAOgSv9Vo++EPnodarcbgwYNhY2NT4+M2VDqdjv1iBPvFOPaLcbXRL/q7fYmIiCwBC25ERNQg3bx5E1ZWhlOVWltbo6ysDADg4+MDpVKJjIwMqcCm1WqRlZWFKVOmAAD8/f1RVFSE7Oxs+Pr6AgC2b9+OsrIy+Pn5STEffPABdDqd9KZSrVajffv2cHFxkWIyMjIQHR0t5aJWq+Hv7280d4VCAYVCUa7dxsbmod64FpfKjLbrj/Wwx23o2C/GsV+MY78YZ8p+Yf8SEZEl4aIJRETUIL344ov4+OOPsWXLFpw9exYbN27E/PnzMXz4cACATCZDdHQ0PvroI/z00084evQoxo8fD09PT4SEhAAAOnbsiKCgIEyePBn79+/H3r17ERUVhTFjxsDT0xMAMG7cOMjlcoSHhyM3Nxfr16/HwoULDe5Qmzp1KtLS0jBv3jycPHkS8fHxOHjwIKKiouq8X4iIyHR2796NF198EZ6enpDJZNIq13oTJkyATCYz+AoKCjKIuXz5MkJDQ+Ho6AhnZ2eEh4fj+vXrBjFHjhxBv379YGtrCy8vLyQnJ5fLZcOGDejQoQNsbW3RtWtX/Pzzzwb7hRCIi4uDh4cH7OzsEBAQgFOnTpmmI4iIqBwW3IiIqEFavHgxRo0ahTfeeAMdO3bEO++8g9deew2JiYlSzIwZM/Dmm28iIiICTz/9NK5fv460tDTY2tpKMWvXrkWHDh0waNAgDB06FH379sWKFSuk/U5OTkhPT0d+fj58fX3x9ttvIy4uDhEREVJMnz59sG7dOqxYsQLdu3fH999/j02bNqFLly510xlERFQrbty4ge7du2Pp0qUVxgQFBeHixYvS1//93/8Z7A8NDUVubi7UajU2b96M3bt3G4whWq0WgYGB8Pb2RnZ2NubOnYv4+HiDsWjfvn0YO3YswsPDcfjwYYSEhCAkJATHjh2TYpKTk7Fo0SKkpqYiKysLDg4OUKlUuH37tgl7hIiI9PiRUiIiapCaNGmClJQUpKSkVBgjk8kwe/ZszJ49u8IYV1dXrFu3rtJzdevWDb/++mulMaNHj8bo0aMrjSEiIssyZMgQDBkypNIYhUJR4ZydJ06cQFpaGg4cOIBevXoBuPsHo6FDh+Kzzz6Dp6cn1q5di5KSEqxcuRJyuVxaCGj+/PlSYW7hwoUICgrC9OnTAQCJiYlQq9VYsmQJUlNTIYRASkoKZs6ciWHDhgEAvv76a7i7u2PTpk3SfKdERGQ6Nb7Drarbpu/3+uuvQyaTlXuzw9umiYiIiIjocbBz5064ubmhffv2mDJlCi5duiTty8zMhLOzs1RsA4CAgABYWVkhKytLiunfvz/kcrkUo1KpkJeXhytXrkgxAQEBBudVqVTIzMwEAOTn50Oj0RjEODk5wc/PT4ohIiLTqvEdbvrbpidNmoQRI0ZUGLdx40b89ttv0hw39wsNDcXFixehVquh0+kwceJERERESHcQ6G+bDggIQGpqKo4ePYpJkybB2dlZ+iuO/rbppKQkvPDCC1i3bh1CQkJw6NAh6SM6+tum16xZAx8fH3z44YdQqVQ4fvy4wceFiIiIiIiITC0oKAgjRoyAj48Pzpw5g/fffx9DhgxBZmYmrK2todFo4ObmZvCYRo0awdXVFRqNBgCg0Wjg4+NjEOPu7i7tc3FxgUajkdruj7n/GPc/zliMMcXFxSguLpa29SvF6nQ66HS6aveD/jEAoLASRtvrO32elpLvg5i/eTF/8zJ1/tU9To0LbtW5bfrPP//Em2++ia1btyI4ONhgH2+bJiIiIiKix8H97zm6du2Kbt26oU2bNti5cycGDRpkxsyqJykpCQkJCeXa09PTYW9v/1DHTOxVZrD94KeU6ju1Wm3uFB4J8zcv5m9epsr/5s2b1Yoz+RxuZWVleOWVVzB9+nR07ty53P6qbpsePnx4hbdNz5kzB1euXIGLiwsyMzMNVoDTx+g/4lrVbdPGCm6m/AsOACis7/31Rv+XHIWVsNiqcH1k6ZX2+oh9WjssuV8tMWciIqL6qHXr1mjWrBlOnz6NQYMGQalUorCw0CDmzp07uHz5sjTvm1KpREFBgUGMfruqmPv369s8PDwMYnr06FFhvrGxsQbvubRaLby8vBAYGAhHR8eaXDp0Oh3UajU+PGiF4jKZ1H4sXlWj45iLPv/BgwfDxsbG3OnUGPM3L+ZvXqbOX18rqorJC25z5sxBo0aN8NZbbxndX59vmzb1X3CSe5dvS+xVZnF/xbEEll5pr4/Yp7XDEvu1un/BISIiosr997//xaVLl6Sil7+/P4qKipCdnQ1fX18AwPbt21FWVgY/Pz8p5oMPPoBOp5PeKKrVarRv3x4uLi5STEZGBqKjo6VzqdVq+Pv7AwB8fHygVCqRkZEhFdi0Wi2ysrIwZcqUCvNVKBRQKBTl2m1sbB76TWtxmQzFpfcKbpb25v1Rrr0+YP7mxfzNy1T5V/cYJi24ZWdnY+HChTh06BBkMlnVD6hnTPkXHADoEr9V+l5hJZDYqwwfHrRCdlyQSfIly6+010fs09phyf1a3b/gEBERPW6uX7+O06dPS9v5+fnIycmBq6srXF1dkZCQgJEjR0KpVOLMmTOYMWMG2rZtC5Xq7l1dHTt2RFBQECZPnozU1FTodDpERUVhzJgx0lzY48aNQ0JCAsLDw/Huu+/i2LFjWLhwIRYsWCCdd+rUqRgwYADmzZuH4OBgfPvttzh48CBWrFgB4O6q3NHR0fjoo4/Qrl07aX5rT09PhISE1F2HERE9RkxacPv1119RWFiIli1bSm2lpaV4++23kZKSgrNnz9br26ZN/Rec+/9yI7WVySzuzbYlsPRKe33EPq0dltivlpYvERFRXTl48CCee+45aVv/x/uwsDAsX74cR44cwZo1a1BUVARPT08EBgYiMTHR4D3H2rVrERUVhUGDBsHKygojR47EokWLpP1OTk5IT09HZGQkfH190axZM8TFxUlzWwNAnz59sG7dOsycORPvv/8+2rVrh02bNkmLyQHAjBkzcOPGDURERKCoqAh9+/ZFWloaF5MjIqolJi24vfLKK0aXo37llVcwceJEAPX/tmkiIiIiIqLqGDhwIIQQFe7funVrhfv0XF1dsW7dukpjunXrhl9//bXSmNGjR2P06NEV7pfJZJg9ezZmz55dZU5ERPToalxwq+y26ZYtW6Jp06YG8TY2NlAqlWjfvj0A3jZNREREREREREQNW40LbpXdNr169epqHYO3TRMRERERERERUUNV44JbVbdNP+js2bPl2njbNBERERERERERNVRW5k6AiIiIiIiIiIioIWHBjYiIiIiIiIiIyIRYcCMiIiIiIiIiIjIhFtyIiIiIiIiIiIhMiAU3IiIiIiIiIiIiE2LBjYiIiIiIiIiIyIRYcCMiIiIiIiIiIjIhFtyIiIiIiIiIiIhMiAU3IiIiIiIiIiIiE2LBjYiIiIiIiIiIyIRYcCMiIiIiIiIiIjIhFtyIiIiIiIiIiIhMiAU3IiIiIiIiIiIiE2LBjYiIiIiIiIiIyIRYcCMiIiIiIiIiIjIhFtyIiIiIiIiIiIhMiAU3IiIiIiIiIiIiE2LBjYiIiIiIiIiIyIRqXHDbvXs3XnzxRXh6ekImk2HTpk3SPp1Oh3fffRddu3aFg4MDPD09MX78eFy4cMHgGJcvX0ZoaCgcHR3h7OyM8PBwXL9+3SDmyJEj6NevH2xtbeHl5YXk5ORyuWzYsAEdOnSAra0tunbtip9//tlgvxACcXFx8PDwgJ2dHQICAnDq1KmaXjIREREREREREVG11bjgduPGDXTv3h1Lly4tt+/mzZs4dOgQPvzwQxw6dAg//PAD8vLy8Le//c0gLjQ0FLm5uVCr1di8eTN2796NiIgIab9Wq0VgYCC8vb2RnZ2NuXPnIj4+HitWrJBi9u3bh7FjxyI8PByHDx9GSEgIQkJCcOzYMSkmOTkZixYtQmpqKrKysuDg4ACVSoXbt2/X9LKJiIiIiIiIiIiqpVFNHzBkyBAMGTLE6D4nJyeo1WqDtiVLlqB37944f/48WrZsiRMnTiAtLQ0HDhxAr169AACLFy/G0KFD8dlnn8HT0xNr165FSUkJVq5cCblcjs6dOyMnJwfz58+XCnMLFy5EUFAQpk+fDgBITEyEWq3GkiVLkJqaCiEEUlJSMHPmTAwbNgwA8PXXX8Pd3R2bNm3CmDFjanrpREREREREREREVar1OdyuXr0KmUwGZ2dnAEBmZiacnZ2lYhsABAQEwMrKCllZWVJM//79IZfLpRiVSoW8vDxcuXJFigkICDA4l0qlQmZmJgAgPz8fGo3GIMbJyQl+fn5SDBERERER0cMyxXQ7rVq1gkwmM/j69NNPDWI43Q4RkeWp8R1uNXH79m28++67GDt2LBwdHQEAGo0Gbm5uhkk0agRXV1doNBopxsfHxyDG3d1d2ufi4gKNRiO13R9z/zHuf5yxmAcVFxejuLhY2tZqtQDuDpY6na76F/7/KazFve+thPTvwxyLjNP3JfvUdNintcOS+9UScyYiIqoL+ul2Jk2ahBEjRhjsu3+6ne7du+PKlSuYOnUq/va3v+HgwYMGsbNnz8bkyZOl7SZNmkjf66fbCQgIQGpqKo4ePYpJkybB2dlZ+vSPfrqdpKQkvPDCC1i3bh1CQkJw6NAhdOnSBcC96XbWrFkDHx8ffPjhh1CpVDh+/DhsbW1rq4uIiB5btVZw0+l0eOmllyCEwPLly2vrNCaVlJSEhISEcu3p6emwt7ev8fGSe5dvS+xVVu6vTfToHvwoMz069mntsMR+vXnzprlTICIiqpcedbodvSZNmkCpVBo9DqfbISKyTLVScNMX286dO4ft27dLd7cBgFKpRGFhoUH8nTt3cPnyZWmQUSqVKCgoMIjRb1cVc/9+fZuHh4dBTI8ePYzmHRsbi5iYGGlbq9XCy8sLgYGBBtdQXV3it0rfK6wEEnuV4cODVsiOC6rxscg4nU4HtVqNwYMHw8bGxtzpNAjs09phyf2qv9uXiIiIHs2D0+3offrpp0hMTETLli0xbtw4TJs2DY0a3X2rVtF0O3PmzMGVK1fg4uKCzMxMg/cx+hj9R1yrmm6HBTciItMzecFNX2w7deoUduzYgaZNmxrs9/f3R1FREbKzs+Hr6wsA2L59O8rKyuDn5yfFfPDBB9DpdNIbU7Vajfbt28PFxUWKycjIQHR0tHRstVoNf39/AICPjw+USiUyMjKkAptWq0VWVhamTJliNHeFQgGFQlGu3cbG5qHeIBeXysq3lcks7s22JXjYnxFVjH1aOyyxXy0tXyIiovrI2HQ7APDWW2+hZ8+ecHV1xb59+xAbG4uLFy9i/vz5AMw33Q5g2il39PH6qXYebK/vLHl6EID5mxvzNy9T51/d49S44Hb9+nWcPn1a2s7Pz0dOTg5cXV3h4eGBUaNG4dChQ9i8eTNKS0ulF3BXV1fI5XJ07NgRQUFBmDx5MlJTU6HT6RAVFYUxY8bA09MTADBu3DgkJCQgPDwc7777Lo4dO4aFCxdiwYIF0nmnTp2KAQMGYN68eQgODsa3336LgwcPYsWKFQAAmUyG6OhofPTRR2jXrp00T4GnpydCQkJqetlEREREREQPpbLpdu6/M61bt26Qy+V47bXXkJSUZPRmgLpk6il3gLtT7NzP0qbbscTpQe7H/M2L+ZuXqfKv7pQ7NS64HTx4EM8995y0rR8gwsLCEB8fj59++gkAyn1sc8eOHRg4cCCAu/MQREVFYdCgQbCyssLIkSOxaNEiKdbJyQnp6emIjIyEr68vmjVrhri4OGmOAgDo06cP1q1bh5kzZ+L9999Hu3btsGnTJmlSUACYMWMGbty4gYiICBQVFaFv375IS0vjpKBERERERFQnKptuxxg/Pz/cuXMHZ8+eRfv27c023Q5g2il39NNrfHjQCsVl9z4JdCxeVaPjmIslTw8CMH9zY/7mZer8qzvlTo0LbgMHDoQQosL9le3Tc3V1xbp16yqN6datG3799ddKY0aPHo3Ro0dXuF8mk2H27NmYPXt2lTkRERERERGZUlXT7RiTk5MDKysruLm5ATDfdDuA6afcAe5OsXP/1DuW9ubdEqcHuR/zNy/mb16myr+6x6i1VUqJiIiIiIgaskedbiczMxNZWVl47rnn0KRJE2RmZmLatGn4+9//LhXTON0OEZFlYsGNiIiIiIjoITzqdDsKhQLffvst4uPjUVxcDB8fH0ybNs3gY5ycboeIyDKx4EZERERERPQQHnW6nZ49e+K3336r8jycboeIyPJYmTsBIiIiIiIiIiKihoQFNyIiarD+/PNP/P3vf0fTpk1hZ2eHrl274uDBg9J+IQTi4uLg4eEBOzs7BAQE4NSpUwbHuHz5MkJDQ+Ho6AhnZ2eEh4fj+vXrBjFHjhxBv379YGtrCy8vLyQnJ5fLZcOGDejQoQNsbW3RtWtX/Pzzz7Vz0UREREREZHYsuBERUYN05coVPPvss7CxscEvv/yC48ePY968edIk1ACQnJyMRYsWITU1FVlZWXBwcIBKpcLt27elmNDQUOTm5kKtVmPz5s3YvXu3wbw5Wq0WgYGB8Pb2RnZ2NubOnYv4+HhpomoA2LdvH8aOHYvw8HAcPnwYISEhCAkJwbFjx+qmM4iIiIiIqE5xDjciImqQ5syZAy8vL6xatUpq8/Hxkb4XQiAlJQUzZ87EsGHDAABff/013N3dsWnTJowZMwYnTpxAWloaDhw4gF69egEAFi9ejKFDh+Kzzz6Dp6cn1q5di5KSEqxcuRJyuRydO3dGTk4O5s+fLxXmFi5ciKCgIEyfPh0AkJiYCLVajSVLliA1NbWuuoSIiIiIiOoIC25ERNQg/fTTT1CpVBg9ejR27dqFJ554Am+88QYmT54MAMjPz4dGo0FAQID0GCcnJ/j5+SEzMxNjxoxBZmYmnJ2dpWIbAAQEBMDKygpZWVkYPnw4MjMz0b9/f8jlcilGpVJhzpw5uHLlClxcXJCZmWmw4pw+ZtOmTUZzLy4uRnFxsbSt1WoBADqdDjqdrsZ9obA2Pmm3/lgPc8yGjP1iHPvFOPaLcbXRL+xjIiKyJCy4ERFRg/T7779j+fLliImJwfvvv48DBw7grbfeglwuR1hYGDQaDQDA3d3d4HHu7u7SPo1GAzc3N4P9jRo1gqurq0HM/XfO3X9MjUYDFxcXaDSaSs/zoKSkJCQkJJRrT09Ph729fXW7QJLc23i7Wq02+JcMsV+MY78Yx34xzpT9cvPmTZMdi4iIqLax4EZERA1SWVkZevXqhU8++QQA8NRTT+HYsWNITU1FWFiYmbOrXGxsrMEdcVqtFl5eXggMDISjo2ONj9clfqvR9sMfPA+1Wo3BgwfDxsbmofNtaHQ6HfvFCPaLcewX42qjX/R3+xIREVkCFtyIiKhB8vDwQKdOnQzaOnbsiH/+858AAKVSCQAoKCiAh4eHFFNQUIAePXpIMYWFhQbHuHPnDi5fviw9XqlUoqCgwCBGv11VjH7/gxQKBRQKRbl2Gxubh3rjWlwqM9quP9bDHrehY78Yx34xjv1inCn7hf1LRESWhKuUEhFRg/Tss88iLy/PoO0///kPvL29AdxdQEGpVCIjI0Par9VqkZWVBX9/fwCAv78/ioqKkJ2dLcVs374dZWVl8PPzk2J2795tMLeQWq1G+/btpRVR/f39Dc6jj9Gfh4iIiIiIGhYW3IiIqEGaNm0afvvtN3zyySc4ffo01q1bhxUrViAyMhIAIJPJEB0djY8++gg//fQTjh49ivHjx8PT0xMhISEA7t4RFxQUhMmTJ2P//v3Yu3cvoqKiMGbMGHh6egIAxo0bB7lcjvDwcOTm5mL9+vVYuHChwUdCp06dirS0NMybNw8nT55EfHw8Dh48iKioqDrvFyIiIiIiqn38SCkRETVITz/9NDZu3IjY2FjMnj0bPj4+SElJQWhoqBQzY8YM3LhxAxERESgqKkLfvn2RlpYGW1tbKWbt2rWIiorCoEGDYGVlhZEjR2LRokXSficnJ6SnpyMyMhK+vr5o1qwZ4uLiEBERIcX06dMH69atw8yZM/H++++jXbt22LRpE7p06VI3nUFERERERHWKBTciImqwXnjhBbzwwgsV7pfJZJg9ezZmz55dYYyrqyvWrVtX6Xm6deuGX3/9tdKY0aNHY/To0ZUnTEREREREDQI/UkpERERERERERGRCLLgRERERERERERGZEAtuREREREREREREJsSCGxERERERERERkQnVuOC2e/duvPjii/D09IRMJsOmTZsM9gshEBcXBw8PD9jZ2SEgIACnTp0yiLl8+TJCQ0Ph6OgIZ2dnhIeH4/r16wYxR44cQb9+/WBrawsvLy8kJyeXy2XDhg3o0KEDbG1t0bVrV/z88881zoWIiIiIiIiIiMiUalxwu3HjBrp3746lS5ca3Z+cnIxFixYhNTUVWVlZcHBwgEqlwu3bt6WY0NBQ5ObmQq1WY/Pmzdi9ezciIiKk/VqtFoGBgfD29kZ2djbmzp2L+Ph4rFixQorZt28fxo4di/DwcBw+fBghISEICQnBsWPHapQLERERERERERGRKTWq6QOGDBmCIUOGGN0nhEBKSgpmzpyJYcOGAQC+/vpruLu7Y9OmTRgzZgxOnDiBtLQ0HDhwAL169QIALF68GEOHDsVnn30GT09PrF27FiUlJVi5ciXkcjk6d+6MnJwczJ8/XyrMLVy4EEFBQZg+fToAIDExEWq1GkuWLEFqamq1ciEiIiIiIiIiIjK1GhfcKpOfnw+NRoOAgACpzcnJCX5+fsjMzMSYMWOQmZkJZ2dnqdgGAAEBAbCyskJWVhaGDx+OzMxM9O/fH3K5XIpRqVSYM2cOrly5AhcXF2RmZiImJsbg/CqVSvqIa3VyeVBxcTGKi4ulba1WCwDQ6XTQ6XQ17g+Ftbj3vZWQ/n2YY5Fx+r5kn5oO+7R2WHK/WmLOVD1d4rciuffdf4tLZVL72U+DzZgVEREREZHlM2nBTaPRAADc3d0N2t3d3aV9Go0Gbm5uhkk0agRXV1eDGB8fn3LH0O9zcXGBRqOp8jxV5fKgpKQkJCQklGtPT0+Hvb19BVddseTe5dsSe5WVm2uOHp1arTZ3Cg0O+7R2WGK/3rx509wpEBERERERWRSTFtwsXWxsrMFdc1qtFl5eXggMDISjo2ONj9clfqv0vcJKILFXGT48aIXsuCCT5Et377xRq9UYPHgwbGxszJ1Og8A+rR2W3K/6u32JiIiIiIioekxacFMqlQCAgoICeHh4SO0FBQXo0aOHFFNYWGjwuDt37uDy5cvS45VKJQoKCgxi9NtVxdy/v6pcHqRQKKBQKMq129jYPNQb5Ps/niO1lcks7s22JXjYnxFVjH1aOyyxXy0tXyIiIiIiInOr8SqllfHx8YFSqURGRobUptVqkZWVBX9/fwCAv78/ioqKkJ2dLcVs374dZWVl8PPzk2J2795tMG+QWq1G+/bt4eLiIsXcfx59jP481cmFiIiIiIiIiIjI1GpccLt+/TpycnKQk5MD4O7iBDk5OTh//jxkMhmio6Px0Ucf4aeffsLRo0cxfvx4eHp6IiQkBADQsWNHBAUFYfLkydi/fz/27t2LqKgojBkzBp6engCAcePGQS6XIzw8HLm5uVi/fj0WLlxo8HHPqVOnIi0tDfPmzcPJkycRHx+PgwcPIioqCgCqlQsREREREdHD2r17N1588UV4enpCJpNJC7jpCSEQFxcHDw8P2NnZISAgAKdOnTKIuXz5MkJDQ+Ho6AhnZ2eEh4fj+vXrBjFHjhxBv379YGtrCy8vLyQnJ5fLZcOGDejQoQNsbW3RtWvXcvNGVycXIiIynRoX3A4ePIinnnoKTz31FAAgJiYGTz31FOLi4gAAM2bMwJtvvomIiAg8/fTTuH79OtLS0mBraysdY+3atejQoQMGDRqEoUOHom/fvlixYoW038nJCenp6cjPz4evry/efvttxMXFISIiQorp06cP1q1bhxUrVqB79+74/vvvsWnTJnTp0kWKqU4uRERERERED+PGjRvo3r07li5danR/cnIyFi1ahNTUVGRlZcHBwQEqlQq3b9+WYkJDQ5Gbmwu1Wo3Nmzdj9+7dBu97tFotAgMD4e3tjezsbMydOxfx8fEG75/27duHsWPHIjw8HIcPH0ZISAhCQkJw7NixGuVCRESmU+M53AYOHAghRIX7ZTIZZs+ejdmzZ1cY4+rqinXr1lV6nm7duuHXX3+tNGb06NEYPXr0I+VCRERERET0MIYMGYIhQ4YY3SeEQEpKCmbOnIlhw4YBAL7++mu4u7tj06ZNGDNmDE6cOIG0tDQcOHAAvXr1AgAsXrwYQ4cOxWeffQZPT0+sXbsWJSUlWLlyJeRyOTp37oycnBzMnz9fKswtXLgQQUFBmD59OgAgMTERarUaS5YsQWpqarVyISIi0zLpHG5ERERERER0d+odjUaDgIAAqc3JyQl+fn7IzMwEAGRmZsLZ2VkqtgFAQEAArKyskJWVJcX0798fcrlcilGpVMjLy8OVK1ekmPvPo4/Rn6c6uRARkWmZdJVSIiIiIiIiAjQaDQDA3d3doN3d3V3ap9Fo4ObmZrC/UaNGcHV1NYjx8fEpdwz9PhcXF2g0mirPU1UuxhQXF6O4uFja1mq1AACdTmewwF116OMVVsJoe32nz9NS8n0Q8zcv5m9eps6/usdhwY2IiIiIiIjKSUpKQkJCQrn29PR02NvbP9QxE3uVGWw/uLhDfadWq82dwiNh/ubF/M3LVPnfvHmzWnEsuBEREREREZmYUqkEABQUFMDDw0NqLygoQI8ePaSYwsJCg8fduXMHly9flh6vVCpRUFBgEKPfrirm/v1V5WJMbGwsYmJipG2tVgsvLy8EBgbC0dGx8g54gE6ng1qtxocHrVBcJpPaj8WranQcc9HnP3jwYNjY2Jg7nRpj/ubF/M3L1Pnr7/atCgtuREREREREJubj4wOlUomMjAypqKXVapGVlYUpU6YAAPz9/VFUVITs7Gz4+voCALZv346ysjL4+flJMR988AF0Op30RlGtVqN9+/ZwcXGRYjIyMhAdHS2dX61Ww9/fv9q5GKNQKKBQKMq129jYPPSb1uIyGYpL7xXcLO3N+6Nce33A/M2L+ZuXqfKv7jG4aAIREREREdFDuH79OnJycpCTkwPg7uIEOTk5OH/+PGQyGaKjo/HRRx/hp59+wtGjRzF+/Hh4enoiJCQEANCxY0cEBQVh8uTJ2L9/P/bu3YuoqCiMGTMGnp6eAIBx48ZBLpcjPDwcubm5WL9+PRYuXGhw59nUqVORlpaGefPm4eTJk4iPj8fBgwcRFRUFANXKhYiITIt3uBERERERET2EgwcP4rnnnpO29UWwsLAwrF69GjNmzMCNGzcQERGBoqIi9O3bF2lpabC1tZUes3btWkRFRWHQoEGwsrLCyJEjsWjRImm/k5MT0tPTERkZCV9fXzRr1gxxcXGIiIiQYvr06YN169Zh5syZeP/999GuXTts2rQJXbp0kWKqkwsREZkOC25EREREREQPYeDAgRBCVLhfJpNh9uzZmD17doUxrq6uWLduXaXn6datG3799ddKY0aPHo3Ro0c/Ui5ERGQ6/EgpERERERERERGRCbHgRkREREREREREZEIsuBEREREREREREZkQC25EREREREREREQmxIIbERERERERERGRCbHgRkREREREREREZEIsuBEREREREREREZkQC25EREREREREREQmxIIbERERERERERGRCbHgRkREREREREREZEIsuBEREREREREREZmQyQtupaWl+PDDD+Hj4wM7Ozu0adMGiYmJEEJIMUIIxMXFwcPDA3Z2dggICMCpU6cMjnP58mWEhobC0dERzs7OCA8Px/Xr1w1ijhw5gn79+sHW1hZeXl5ITk4ul8+GDRvQoUMH2NraomvXrvj5559NfclEREREREREREQSkxfc5syZg+XLl2PJkiU4ceIE5syZg+TkZCxevFiKSU5OxqJFi5CamoqsrCw4ODhApVLh9u3bUkxoaChyc3OhVquxefNm7N69GxEREdJ+rVaLwMBAeHt7Izs7G3PnzkV8fDxWrFghxezbtw9jx45FeHg4Dh8+jJCQEISEhODYsWOmvmwiIiIiIiIiIiIAtVBw27dvH4YNG4bg4GC0atUKo0aNQmBgIPbv3w/g7t1tKSkpmDlzJoYNG4Zu3brh66+/xoULF7Bp0yYAwIkTJ5CWloYvv/wSfn5+6Nu3LxYvXoxvv/0WFy5cAACsXbsWJSUlWLlyJTp37owxY8bgrbfewvz586VcFi5ciKCgIEyfPh0dO3ZEYmIievbsiSVLlpj6somIiIiIiIiIiAAAjUx9wD59+mDFihX4z3/+gyeffBL//ve/sWfPHqkQlp+fD41Gg4CAAOkxTk5O8PPzQ2ZmJsaMGYPMzEw4OzujV69eUkxAQACsrKyQlZWF4cOHIzMzE/3794dcLpdiVCoV5syZgytXrsDFxQWZmZmIiYkxyE+lUkmFvQcVFxejuLhY2tZqtQAAnU4HnU5X475QWN/7GK3CSkj/PsyxyDh9X7JPTYd9WjssuV8tMWciIiIiIiJzMnnB7b333oNWq0WHDh1gbW2N0tJSfPzxxwgNDQUAaDQaAIC7u7vB49zd3aV9Go0Gbm5uhok2agRXV1eDGB8fn3LH0O9zcXGBRqOp9DwPSkpKQkJCQrn29PR02NvbV+v675fcu3xbYq8yziNXC9RqtblTaHDYp7XDEvv15s2b5k6BiIiIiIjIopi84Pbdd99h7dq1WLduHTp37oycnBxER0fD09MTYWFhpj6dScXGxhrcEafVauHl5YXAwEA4OjrW+Hhd4rdK3yusBBJ7leHDg1bIjgsySb50984btVqNwYMHw8bGxtzpNAjs09phyf2qv9uXiIiIiIiIqsfkBbfp06fjvffew5gxYwAAXbt2xblz55CUlISwsDAolUoAQEFBATw8PKTHFRQUoEePHgAApVKJwsJCg+PeuXMHly9flh6vVCpRUFBgEKPfripGv/9BCoUCCoWiXLuNjc1DvUEuLpWVbyuTWdybbUvwsD8jqhj7tHZYYr9aWr5ERERERETmZvJFE27evAkrK8PDWltbo6ysDADg4+MDpVKJjIwMab9Wq0VWVhb8/f0BAP7+/igqKkJ2drYUs337dpSVlcHPz0+K2b17t8HcQmq1Gu3bt4eLi4sUc/959DH68xAREREREREREZmayQtuL774Ij7++GNs2bIFZ8+excaNGzF//nwMHz4cACCTyRAdHY2PPvoIP/30E44ePYrx48fD09MTISEhAICOHTsiKCgIkydPxv79+7F3715ERUVhzJgx8PT0BACMGzcOcrkc4eHhyM3Nxfr167Fw4UKDj4ROnToVaWlpmDdvHk6ePIn4+HgcPHgQUVFRpr5sIiIiIiIiIiIiALVQcFu8eDFGjRqFN954Ax07dsQ777yD1157DYmJiVLMjBkz8OabbyIiIgJPP/00rl+/jrS0NNja2koxa9euRYcOHTBo0CAMHToUffv2xYoVK6T9Tk5OSE9PR35+Pnx9ffH2228jLi4OERERUkyfPn2wbt06rFixAt27d8f333+PTZs2oUuXLqa+bCIiqsc+/fRT6Q8+erdv30ZkZCSaNm2Kxo0bY+TIkeWmITh//jyCg4Nhb28PNzc3TJ8+HXfu3DGI2blzJ3r27AmFQoG2bdti9erV5c6/dOlStGrVCra2tvDz88P+/ftr4zKJiIiIiKieMPkcbk2aNEFKSgpSUlIqjJHJZJg9ezZmz55dYYyrqyvWrVtX6bm6deuGX3/9tdKY0aNHY/To0ZXGEBFRw3XgwAF8/vnn6Natm0H7tGnTsGXLFmzYsAFOTk6IiorCiBEjsHfvXgBAaWkpgoODoVQqsW/fPly8eBHjx4+HjY0NPvnkEwBAfn4+goOD8frrr2Pt2rXIyMjAq6++Cg8PD6hUKgDA+vXrERMTg9TUVPj5+SElJQUqlQp5eXnlVuQmIiIiIqKGweR3uBEREdUX169fR2hoKL744gtpfk8AuHr1Kr766ivMnz8fzz//PHx9fbFq1Srs27cPv/32GwAgPT0dx48fxzfffIMePXpgyJAhSExMxNKlS1FSUgIASE1NhY+PD+bNm4eOHTsiKioKo0aNwoIFC6RzzZ8/H5MnT8bEiRPRqVMnpKamwt7eHitXrqzbziAiIiIiojrDghsRETVYkZGRCA4ORkBAgEF7dnY2dDqdQXuHDh3QsmVLZGZmAgAyMzPRtWtXuLu7SzEqlQparRa5ublSzIPHVqlU0jFKSkqQnZ1tEGNlZYWAgAAphoiIiIiIGh6Tf6SUiIioPvj2229x6NAhHDhwoNw+jUYDuVwOZ2dng3Z3d3doNBop5v5im36/fl9lMVqtFrdu3cKVK1dQWlpqNObkyZMV5l5cXIzi4mJpW6vVAgB0Op3B6tzVpbAWxtuthMG/eg9zjoZEf/2Pez88iP1iHPvFuNroF0vt41atWuHcuXPl2t944w0sXboUAwcOxK5duwz2vfbaa0hNTZW2z58/jylTpmDHjh1o3LgxwsLCkJSUhEaN7r2d27lzJ2JiYpCbmwsvLy/MnDkTEyZMMDju0qVLMXfuXGg0GnTv3h2LFy9G7969TXvBREQEgAU3IiJqgP744w9MnToVarXaYEEeS5GUlISEhIRy7enp6bC3t6/x8ZKreC+V2KvMYPvnn3+u8TkaIrVabe4U6iX2i3HsF+NM2S83b9402bHq0oEDB1BaWiptHzt2DIMHDzaYZ3ry5MkG81vf/1rPOUWJiCwTC25ERNTgZGdno7CwED179pTaSktLsXv3bixZsgRbt25FSUkJioqKDO5yKygogFKpBAAolcpyq4nqVzG9P+bBlU0LCgrg6OgIOzs7WFtbw9ra2miM/hjGxMbGIiYmRtrWarXw8vJCYGAgHB0da9ATd3WJ32q0XWElkNirDB8etEJxmUxqPxavqvE5GhKdTge1Wo3BgwfDxsbG3OnUG+wX49gvxtVGv+jv9rU0zZs3N9j+9NNP0aZNGwwYMEBqs7e3r3Bc0M8pum3bNri7u6NHjx5ITEzEu+++i/j4eMjlcoM5RQGgY8eO2LNnDxYsWCAV3O6fUxS4Ow/pli1bsHLlSrz33nu1celERI81FtyIiKjBGTRoEI4ePWrQNnHiRHTo0AHvvvsuvLy8YGNjg4yMDIwcORIAkJeXh/Pnz8Pf3x8A4O/vj48//hiFhYXSX/7VajUcHR3RqVMnKebBu8HUarV0DLlcDl9fX2RkZCAkJAQAUFZWhoyMDERFRVWYv0KhgEKhKNduY2PzUG9ci0tlle8vkxnEsGhw18P2d0PHfjGO/WKcKfulIfRvSUkJvvnmG8TExEAmu/e6u3btWnzzzTdQKpV48cUX8eGHH0p3uVU0p+iUKVOQm5uLp556qsI5RaOjo6XzZmdnIzY2VtrPOUWJiGoXC25ERNTgNGnSBF26dDFoc3BwQNOmTaX28PBwxMTEwNXVFY6OjnjzzTfh7++PZ555BgAQGBiITp064ZVXXkFycjI0Gg1mzpyJyMhIqRj2+uuvY8mSJZgxYwYmTZqE7du347vvvsOWLVuk88bExCAsLAy9evVC7969kZKSghs3bkh3GBAR0eNj06ZNKCoqMphbbdy4cfD29oanpyeOHDmCd999F3l5efjhhx8ANJw5RfXxljpvqKXP18j8zYv5m5ep86/ucVhwIyKix9KCBQtgZWWFkSNHori4GCqVCsuWLZP2W1tbY/PmzZgyZQr8/f3h4OCAsLAwgzl2fHx8sGXLFkybNg0LFy5EixYt8OWXX0of3wGAl19+GX/99Rfi4uKg0WjQo0cPpKWllXvTQ0REDd9XX32FIUOGwNPTU2qLiIiQvu/atSs8PDwwaNAgnDlzBm3atDFHmhJTzykKWP68oZY+XyPzNy/mb16myr+6c4qy4EZERI+FnTt3Gmzb2tpi6dKlWLp0aYWP8fb2rvKNwMCBA3H48OFKY6Kioir9CCkRETV8586dw7Zt26Q71yri5+cHADh9+jTatGnTYOYU1c/rZ6nzhlr6fI3M37yYv3mZOv/qzinKghsREREREVEtW7VqFdzc3BAcHFxpXE5ODgDAw8MDQMOaUxSw/HlDLX2+RuZvXszfvEyVf3WPYfXIZyIiIiIiIqIKlZWVYdWqVQgLC0OjRvfueThz5gwSExORnZ2Ns2fP4qeffsL48ePRv39/dOvWDYDhnKL//ve/sXXrVqNziv7++++YMWMGTp48iWXLluG7777DtGnTpHPFxMTgiy++wJo1a3DixAlMmTKFc4oSEdUi3uFGRERERERUi7Zt24bz589j0qRJBu1yuRzbtm2TFtTx8vLCyJEjMXPmTCmGc4oSEVkmFtyIiIiIiIhqUWBgIIQQ5dq9vLywa9euKh/POUWJiCwPP1JKRERERERERERkQiy4ERERERERERERmRALbkRERERERERERCbEghsREREREREREZEJseBGRERERERERERkQrVScPvzzz/x97//HU2bNoWdnR26du2KgwcPSvuFEIiLi4OHhwfs7OwQEBCAU6dOGRzj8uXLCA0NhaOjI5ydnREeHo7r168bxBw5cgT9+vWDra0tvLy8kJycXC6XDRs2oEOHDrC1tUXXrl2rXN2HiIiIiIiIiIjoUZi84HblyhU8++yzsLGxwS+//ILjx49j3rx5cHFxkWKSk5OxaNEipKamIisrCw4ODlCpVLh9+7YUExoaitzcXKjVamzevBm7d+9GRESEtF+r1SIwMBDe3t7Izs7G3LlzER8fjxUrVkgx+/btw9ixYxEeHo7Dhw8jJCQEISEhOHbsmKkvm4iIiIiIiIiICADQyNQHnDNnDry8vLBq1SqpzcfHR/peCIGUlBTMnDkTw4YNAwB8/fXXcHd3x6ZNmzBmzBicOHECaWlpOHDgAHr16gUAWLx4MYYOHYrPPvsMnp6eWLt2LUpKSrBy5UrI5XJ07twZOTk5mD9/vlSYW7hwIYKCgjB9+nQAQGJiItRqNZYsWYLU1FRTXzoREREREREREZHp73D76aef0KtXL4wePRpubm546qmn8MUXX0j78/PzodFoEBAQILU5OTnBz88PmZmZAIDMzEw4OztLxTYACAgIgJWVFbKysqSY/v37Qy6XSzEqlQp5eXm4cuWKFHP/efQx+vMQERERERERERGZmsnvcPv999+xfPlyxMTE4P3338eBAwfw1ltvQS6XIywsDBqNBgDg7u5u8Dh3d3dpn0ajgZubm2GijRrB1dXVIOb+O+fuP6ZGo4GLiws0Gk2l53lQcXExiouLpW2tVgsA0Ol00Ol0NeoHAFBYi3vfWwnp34c5Fhmn70v2qemwT2uHJferJeZMRERERERkTiYvuJWVlaFXr1745JNPAABPPfUUjh07htTUVISFhZn6dCaVlJSEhISEcu3p6emwt7ev8fGSe5dvS+xVxoUbaoFarTZ3Cg0O+7R2WGK/3rx509wpEBERERERWRSTF9w8PDzQqVMng7aOHTvin//8JwBAqVQCAAoKCuDh4SHFFBQUoEePHlJMYWGhwTHu3LmDy5cvS49XKpUoKCgwiNFvVxWj3/+g2NhYxMTESNtarRZeXl4IDAyEo6Nj1Rf/gC7xW6XvFVYCib3K8OFBK2THBdX4WGScTqeDWq3G4MGDYWNjY+50GgT2ae2w5H7V3+1LRERERERE1WPygtuzzz6LvLw8g7b//Oc/8Pb2BnB3AQWlUomMjAypwKbVapGVlYUpU6YAAPz9/VFUVITs7Gz4+voCALZv346ysjL4+flJMR988AF0Op305lWtVqN9+/bSiqj+/v7IyMhAdHS0lItarYa/v7/R3BUKBRQKRbl2Gxubh3qDXFwqK99WJrO4N9uW4GF/RlQx9mntsMR+tbR8iYiIiIiIzM3kiyZMmzYNv/32Gz755BOcPn0a69atw4oVKxAZGQkAkMlkiI6OxkcffYSffvoJR48exfjx4+Hp6YmQkBAAd++ICwoKwuTJk7F//37s3bsXUVFRGDNmDDw9PQEA48aNg1wuR3h4OHJzc7F+/XosXLjQ4A61qVOnIi0tDfPmzcPJkycRHx+PgwcPIioqytSXTUREREREREREBKAW7nB7+umnsXHjRsTGxmL27Nnw8fFBSkoKQkNDpZgZM2bgxo0biIiIQFFREfr27Yu0tDTY2tpKMWvXrkVUVBQGDRoEKysrjBw5EosWLZL2Ozk5IT09HZGRkfD19UWzZs0QFxeHiIgIKaZPnz5Yt24dZs6ciffffx/t2rXDpk2b0KVLF1NfNhEREREREREREYBaKLgBwAsvvIAXXnihwv0ymQyzZ8/G7NmzK4xxdXXFunXrKj1Pt27d8Ouvv1YaM3r0aIwePbryhImIiIiIiIiIiEzE5B8pJSIiIiIiIiIiepyx4EZERERERERERGRCLLgRERERERERERGZEAtuREREREREREREJsSCGxERERERERERkQmx4EZERERERERERGRCLLgRERERERERERGZEAtuREREREREREREJsSCGxERERERUS2Jj4+HTCYz+OrQoYO0//bt24iMjETTpk3RuHFjjBw5EgUFBQbHOH/+PIKDg2Fvbw83NzdMnz4dd+7cMYjZuXMnevbsCYVCgbZt22L16tXlclm6dClatWoFW1tb+Pn5Yf/+/bVyzURExIIbERERERFRrercuTMuXrwofe3Zs0faN23aNPzrX//Chg0bsGvXLly4cAEjRoyQ9peWliI4OBglJSXYt28f1qxZg9WrVyMuLk6Kyc/PR3BwMJ577jnk5OQgOjoar776KrZu3SrFrF+/HjExMZg1axYOHTqE7t27Q6VSobCwsG46gYjoMcOCGxERERERUS1q1KgRlEql9NWsWTMAwNWrV/HVV19h/vz5eP755+Hr64tVq1Zh3759+O233wAA6enpOH78OL755hv06NEDQ4YMQWJiIpYuXYqSkhIAQGpqKnx8fDBv3jx07NgRUVFRGDVqFBYsWCDlMH/+fEyePBkTJ05Ep06dkJqaCnt7e6xcubLuO4SI6DHAghsREREREVEtOnXqFDw9PdG6dWuEhobi/PnzAIDs7GzodDoEBARIsR06dEDLli2RmZkJAMjMzETXrl3h7u4uxahUKmi1WuTm5kox9x9DH6M/RklJCbKzsw1irKysEBAQIMUQEZFpNTJ3AkRERERERA2Vn58fVq9ejfbt2+PixYtISEhAv379cOzYMWg0Gsjlcjg7Oxs8xt3dHRqNBgCg0WgMim36/fp9lcVotVrcunULV65cQWlpqdGYkydPVph7cXExiouLpW2tVgsA0Ol00Ol0NegFSPEKK2G0vb7T52kp+T6I+ZsX8zcvU+df3eOw4EZERERERFRLhgwZIn3frVs3+Pn5wdvbG9999x3s7OzMmFnVkpKSkJCQUK49PT0d9vb2D3XMxF5lBts///zzQx3HXNRqtblTeCTM37yYv3mZKv+bN29WK44FNyIiIiIiojri7OyMJ598EqdPn8bgwYNRUlKCoqIig7vcCgoKoFQqAQBKpbLcaqL6VUzvj3lwZdOCggI4OjrCzs4O1tbWsLa2NhqjP4YxsbGxiImJkba1Wi28vLwQGBgIR0fHGl23TqeDWq3GhwetUFwmk9qPxatqdBxz0ec/ePBg2NjYmDudGmP+5sX8zcvU+evv9q0KC25ERERERER15Pr16zhz5gxeeeUV+Pr6wsbGBhkZGRg5ciQAIC8vD+fPn4e/vz8AwN/fHx9//DEKCwvh5uYG4O5dGo6OjujUqZMU8+CdYmq1WjqGXC6Hr68vMjIyEBISAgAoKytDRkYGoqKiKsxVoVBAoVCUa7exsXnoN63FZTIUl94ruFnam/dHufb6gPmbF/M3L1PlX91jcNEEIiIiIiKiWvLOO+9g165dOHv2LPbt24fhw4fD2toaY8eOhZOTE8LDwxETE4MdO3YgOzsbEydOhL+/P5555hkAQGBgIDp16oRXXnkF//73v7F161bMnDkTkZGRUjHs9ddfx++//44ZM2bg5MmTWLZsGb777jtMmzZNyiMmJgZffPEF1qxZgxMnTmDKlCm4ceMGJk6caJZ+ISJq6HiHGxERERERUS3573//i7Fjx+LSpUto3rw5+vbti99++w3NmzcHACxYsABWVlYYOXIkiouLoVKpsGzZMunx1tbW2Lx5M6ZMmQJ/f384ODggLCwMs2fPlmJ8fHywZcsWTJs2DQsXLkSLFi3w5ZdfQqW693HNl19+GX/99Rfi4uKg0WjQo0cPpKWllVtIgYiITIMFNyIiIiIiolry7bffVrrf1tYWS5cuxdKlSyuM8fb2rnJxgYEDB+Lw4cOVxkRFRVX6EVIiIjKdWv9I6aeffgqZTIbo6Gip7fbt24iMjETTpk3RuHFjjBw5stwEnufPn0dwcDDs7e3h5uaG6dOn486dOwYxO3fuRM+ePaFQKNC2bVusXr263PmXLl2KVq1awdbWFn5+fuUmHCUiIiIiIiIiIjKlWi24HThwAJ9//jm6detm0D5t2jT861//woYNG7Br1y5cuHABI0aMkPaXlpYiODgYJSUl2LdvH9asWYPVq1cjLi5OisnPz0dwcDCee+455OTkIDo6Gq+++iq2bt0qxaxfvx4xMTGYNWsWDh06hO7du0OlUqGwsLA2L5uIiIiIiIiIiB5jtVZwu379OkJDQ/HFF1/AxcVFar969Sq++uorzJ8/H88//zx8fX2xatUq7Nu3D7/99hsAID09HcePH8c333yDHj16YMiQIUhMTMTSpUtRUlICAEhNTYWPjw/mzZuHjh07IioqCqNGjcKCBQukc82fPx+TJ0/GxIkT0alTJ6SmpsLe3h4rV66srcsmIiIiIiIiIqLHXK0V3CIjIxEcHIyAgACD9uzsbOh0OoP2Dh06oGXLlsjMzAQAZGZmomvXrgYTeKpUKmi1WuTm5koxDx5bpVJJxygpKUF2drZBjJWVFQICAqQYIiIiIiIiIiIiU6uVRRO+/fZbHDp0CAcOHCi3T6PRQC6Xw9nZ2aDd3d0dGo1GinlwtRz9dlUxWq0Wt27dwpUrV1BaWmo05uTJk0bzLi4uRnFxsbSt1WoBADqdDjqdrqrLLkdhLe59byWkfx/mWGScvi/Zp6bDPq0dltyvlpgzERERERGROZm84PbHH39g6tSpUKvVsLW1NfXha1VSUhISEhLKtaenp8Pe3r7Gx0vuXb4tsVdZlSsMUc2p1Wpzp9DgsE9rhyX2682bN82dwkNJSkrCDz/8gJMnT8LOzg59+vTBnDlz0L59eynm9u3bePvtt/Htt9+iuLgYKpUKy5YtM/hjzfnz5zFlyhTs2LEDjRs3RlhYGJKSktCo0b0hdOfOnYiJiUFubi68vLwwc+ZMTJgwwSCfpUuXYu7cudBoNOjevTsWL16M3r2NDBRERERERGTxTF5wy87ORmFhIXr27Cm1lZaWYvfu3ViyZAm2bt2KkpISFBUVGdzlVlBQAKVSCQBQKpXlVhPVr2J6f8yDK5sWFBTA0dERdnZ2sLa2hrW1tdEY/TEeFBsbi5iYGGlbq9XCy8sLgYGBcHR0rGFPAF3i7y3goLASSOxVhg8PWiE7LqjGxyLjdDod1Go1Bg8eDBsbG3On0yCwT2uHJfer/m5fS7Nr1y5ERkbi6aefxp07d/D+++8jMDAQx48fh4ODA4C7i/hs2bIFGzZsgJOTE6KiojBixAjs3bsXwL1FfJRKJfbt24eLFy9i/PjxsLGxwSeffALg3iI+r7/+OtauXYuMjAy8+uqr8PDwgEqlAnBvEZ/U1FT4+fkhJSUFKpUKeXl5cHNzM08HERERERFRrTF5wW3QoEE4evSoQdvEiRPRoUMHvPvuu/Dy8oKNjQ0yMjIwcuRIAEBeXh7Onz8Pf39/AIC/vz8+/vhjFBYWSm9E1Go1HB0d0alTJynmwTvF1Gq1dAy5XA5fX19kZGQgJCQEAFBWVoaMjAxERUUZzV2hUEChUJRrt7Gxeag3yMWlsvJtZTKLe7NtCR72Z0QVY5/WDkvsV0vLVy8tLc1ge/Xq1XBzc0N2djb69+8vLeKzbt06PP/88wCAVatWoWPHjvjtt9/wzDPPSIv4bNu2De7u7ujRowcSExPx7rvvIj4+HnK53GARHwDo2LEj9uzZgwULFkgFt/sX8QHuLvyzZcsWrFy5Eu+9914d9goREREREdUFkxfcmjRpgi5duhi0OTg4oGnTplJ7eHg4YmJi4OrqCkdHR7z55pvw9/fHM888AwAIDAxEp06d8MorryA5ORkajQYzZ85EZGSkVBB7/fXXsWTJEsyYMQOTJk3C9u3b8d1332HLli3SeWNiYhAWFoZevXqhd+/eSElJwY0bN6Q3PERE9Pi4evUqAMDV1RVA1Yv4PPPMMxUu4jNlyhTk5ubiqaeeqnARn+joaAD3FvGJjY2V9le1iE9tzilq0H7f/KL3e9zn7bPkORdrE/vFOPaLcbXRL+xjIiKyJLWyaEJVFixYACsrK4wcOdJgzhw9a2trbN68GVOmTIG/vz8cHBwQFhaG2bNnSzE+Pj7YsmULpk2bhoULF6JFixb48ssvpbsJAODll1/GX3/9hbi4OGg0GvTo0QNpaWnlFlIgIqKGraysDNHR0Xj22WelP/7U50V86mJO0fsl9ioz2OZco3dZ4pyLdYH9Yhz7xThT9oulzilKRESPpzopuO3cudNg29bWFkuXLsXSpUsrfIy3t3eVv/APHDgQhw8frjQmKiqqwo+QEhHR4yEyMhLHjh3Dnj17zJ1KtdTmnKL3u39+0eKye9MgHItXGY1/XFjynIu1if1iHPvFuNroF0udU5SIiB5PZrnDjYiIqK5ERUVh8+bN2L17N1q0aCG1K5XKeruIT13MKWqwv0xmEMOiwV2WOOdiXWC/GMd+Mc6U/cL+JSIiS2Jl7gSIiIhqgxACUVFR2LhxI7Zv3w4fHx+D/b6+vtIiPnrGFvE5evQoCgsLpRhji/jcfwx9jLFFfPT0i/joY4iIiIiIqGHhHW5ERNQgRUZGYt26dfjxxx/RpEkTac41Jycn2NnZwcnJiYv4EBERERFRrWDBjYiIGqTly5cDuDvf5/1WrVqFCRMmAOAiPkREREREVDtYcCMiogZJCFFlDBfxISIiIiKi2sA53IiIiIiIiIiIiEyIBTciIiIiIiIiIiITYsGNiIiIiIiIiIjIhFhwIyIiIiIiIiIiMiEW3IiIiIiIiIiIiEyIBTciIiIiIiIiIiITYsGNiIiIiIiIiIjIhFhwIyIiIiIiIiIiMiEW3IiIiIiIiGpBUlISnn76aTRp0gRubm4ICQlBXl6eQczAgQMhk8kMvl5//XWDmPPnzyM4OBj29vZwc3PD9OnTcefOHYOYnTt3omfPnlAoFGjbti1Wr15dLp+lS5eiVatWsLW1hZ+fH/bv32/yayYiortYcCMiIiIiIqoFu3btQmRkJH777Teo1WrodDoEBgbixo0bBnGTJ0/GxYsXpa/k5GRpX2lpKYKDg1FSUoJ9+/ZhzZo1WL16NeLi4qSY/Px8BAcH47nnnkNOTg6io6Px6quvYuvWrVLM+vXrERMTg1mzZuHQoUPo3r07VCoVCgsLa78jiIgeQ43MnQARERHVL63e21Ku7eynwWbIhIjIsqWlpRlsr169Gm5ubsjOzkb//v2ldnt7eyiVSqPHSE9Px/Hjx7Ft2za4u7ujR48eSExMxLvvvov4+HjI5XKkpqbCx8cH8+bNAwB07NgRe/bswYIFC6BSqQAA8+fPx+TJkzFx4kQAQGpqKrZs2YKVK1fivffeq43LJyJ6rPEONyIiIiIiojpw9epVAICrq6tB+9q1a9GsWTN06dIFsbGxuHnzprQvMzMTXbt2hbu7u9SmUqmg1WqRm5srxQQEBBgcU6VSITMzEwBQUlKC7OxsgxgrKysEBARIMUREZFq8w42IiIiIiKiWlZWVITo6Gs8++yy6dOkitY8bNw7e3t7w9PTEkSNH8O677yIvLw8//PADAECj0RgU2wBI2xqNptIYrVaLW7du4cqVKygtLTUac/LkyQpzLi4uRnFxsbSt1WoBADqdDjqdrkbXr49XWAmj7fWdPk9LyfdBzN+8mL95mTr/6h6HBTciIiIiIqJaFhkZiWPHjmHPnj0G7REREdL3Xbt2hYeHBwYNGoQzZ86gTZs2dZ2mgaSkJCQkJJRrT09Ph729/UMdM7FXmcH2zz///FDHMRe1Wm3uFB4J8zcv5m9epsr//ruQK2PygltSUhJ++OEHnDx5EnZ2dujTpw/mzJmD9u3bSzG3b9/G22+/jW+//RbFxcVQqVRYtmyZwV9czp8/jylTpmDHjh1o3LgxwsLCkJSUhEaN7qW8c+dOxMTEIDc3F15eXpg5cyYmTJhgkM/SpUsxd+5caDQadO/eHYsXL0bv3r1NfdlERERERERGRUVFYfPmzdi9ezdatGhRaayfnx8A4PTp02jTpg2USmW51UQLCgoAQJr3TalUSm33xzg6OsLOzg7W1tawtrY2GlPR3HEAEBsbi5iYGGlbq9XCy8sLgYGBcHR0rOKqDel0OqjVanx40ArFZTKp/Vi8qkbHMRd9/oMHD4aNjY2506kx5m9ezN+8TJ2//m7fqpi84KZfiefpp5/GnTt38P777yMwMBDHjx+Hg4MDAGDatGnYsmULNmzYACcnJ0RFRWHEiBHYu3cvgHsr8SiVSuzbtw8XL17E+PHjYWNjg08++QTAvZV4Xn/9daxduxYZGRl49dVX4eHhIU0Mql+JJzU1FX5+fkhJSYFKpUJeXh7c3NxMfelEREREREQSIQTefPNNbNy4ETt37oSPj0+Vj8nJyQEAeHh4AAD8/f3x8ccfo7CwUHoPo1ar4ejoiE6dOkkxD94pplar4e/vDwCQy+Xw9fVFRkYGQkJCANz9iGtGRgaioqIqzEWhUEChUJRrt7Gxeeg3rcVlMhSX3iu4Wdqb90e59vqA+ZsX8zcvU+Vf3WOYvOBW1Uo8V69exVdffYV169bh+eefBwCsWrUKHTt2xG+//YZnnnmGK/EQEREREZHFi4yMxLp16/Djjz+iSZMm0pxrTk5OsLOzw5kzZ7Bu3ToMHToUTZs2xZEjRzBt2jT0798f3bp1AwAEBgaiU6dOeOWVV5CcnAyNRoOZM2ciMjJSKoa9/vrrWLJkCWbMmIFJkyZh+/bt+O6777Bly71Vp2NiYhAWFoZevXqhd+/eSElJwY0bN6T3SkREZFq1PofbgyvxZGdnQ6fTGayQ06FDB7Rs2RKZmZl45plnKlyJZ8qUKcjNzcVTTz1V4Uo80dHRAO6txBMbGyvtr2olHlNOCgoACut7E4LqJwdVWAmLnWiwPrL0yRvrI/Zp7bDkfrXEnImIiOqD5cuXAwAGDhxo0L5q1SpMmDABcrkc27Ztk4pfXl5eGDlyJGbOnCnFWltbY/PmzZgyZQr8/f3h4OCAsLAwzJ49W4rx8fHBli1bMG3aNCxcuBAtWrTAl19+Kd2IAAAvv/wy/vrrL8TFxUGj0aBHjx5IS0srt5ACERGZRq0W3IytxKPRaCCXy+Hs7GwQ6+7uXuUqO/p9lcU8yko8pp4UNNnIVHGJvcosbmJQS2DpkzfWR+zT2mGJ/VrdSUGJiIjIkBCi0v1eXl7YtWtXlcfx9vau8j3EwIEDcfjw4UpjoqKiKv0IKRERmU6tFtwqWomnvjLlpKAA0CV+q/S9wkogsVcZPjxohey4IJPkS5Y/eWN9xD6tHZbcr9WdFJSIiIiIiIjuqrWCW0Ur8SiVSpSUlKCoqMjgLrf7V8gx10o8pp4U9P7JQKW2MpnFvdm2BJY+eWN9xD6tHZbYr5aWLxERERERkblZmfqAQghERUVh48aN2L59e7mVeHx9fWFjY4OMjAypLS8vD+fPn5dW0fH398fRo0dRWFgoxRhbief+Y+hjjK3Eo6dfiUcfQ0REREREREREZGomv8OtqpV4nJycEB4ejpiYGLi6usLR0RFvvvkm/P398cwzzwDgSjxERERERERERGS5TF5wq2olHgBYsGABrKysMHLkSBQXF0OlUmHZsmVSLFfiISIiIiIiIiIiS2XygltVK/EAgK2tLZYuXYqlS5dWGMOVeIiIiIiIiIiIyBKZfA43IiIiIiIiIiKixxkLbkRERERERERERCbEghsREREREREREZEJseBGRERERERERERkQiy4ERERERERERERmRALbkRERERERERERCbEghsREREREREREZEJseBGRERERERERERkQiy4ERERERERERERmRALbkRERERERERERCbUyNwJEBERUf3X6r0tRtvPfhpcx5kQEREREdV/vMONiIiIiIiIiIjIhFhwIyIiIiIiIiIiMiEW3IiIiIiIiIiIiEyIBTciIiIiIiIiIiITYsGNiIiIiIiIiIjIhFhwIyIiIiIiIiIiMqFG5k6ALEur97YYbT/7aXAdZ0JERPUBxwUiIiIiovIeizvcli5dilatWsHW1hZ+fn7Yv3+/uVMiIqLHEMcjIiIyN45FRER1o8Hf4bZ+/XrExMQgNTUVfn5+SElJgUqlQl5eHtzc3MydntnxzgQiorrB8YiIiMyNYxERUd1p8AW3+fPnY/LkyZg4cSIAIDU1FVu2bMHKlSvx3nvvmTk7qg4WBYmoIXjcxiO+dhMR1T+P21hERGRODbrgVlJSguzsbMTGxkptVlZWCAgIQGZmphkzIyKixwnHo3tYiCMiMg+ORUREdatBF9z+97//obS0FO7u7gbt7u7uOHnyZLn44uJiFBcXS9tXr14FAFy+fBk6na7G529058a978sEbt4sQyOdFS5dulTjY9WW+3O8X0U51jTeFCo7p06nw82bN3Hp0iXY2NjUWg5V8UvKMNqeFTuojjN5dPWlTxsaS+7Xa9euAQCEEGbOxHLVp/HIoP2+sam0TFbj45pS23e+M8lxTPG6a8n/X2sT+8U49otxtdEvHI8eTU3HIsC045H+OfHgmFOf3htVxtL/rzN/82L+5mXq/Ks7HjXogltNJSUlISEhoVy7j4+PSY4/7v//22yuSQ5Xq5rNq914UzDHOWvKEnIkqq5r167BycnJ3Gk8Fmp7PLrfuKpDLApfd4kaPo5HdacuxiO+bhORpapqPGrQBbdmzZrB2toaBQUFBu0FBQVQKpXl4mNjYxETEyNtl5WV4fLly2jatClkskf7y79Wq4WXlxf++OMPODo6PtKx6B72q+mxT2uHJferEALXrl2Dp6enuVOxWPVpPLqfJT8vaxP7xTj2i3HsF+Nqo184Hj2amo5FgGnHI0v/v8L8zYv5mxfzN1Td8ahBF9zkcjl8fX2RkZGBkJAQAHcHiYyMDERFRZWLVygUUCgUBm3Ozs4mzcnR0dEin6D1HfvV9NintcNS+5V3Ejya+jge3c9Sn5e1jf1iHPvFOPaLcabuF45HD6+mYxFQO+ORpf9fYf7mxfzNi/nfU53xqEEX3AAgJiYGYWFh6NWrF3r37o2UlBTcuHFDWpmHiIioLnA8IiIic+NYRERUdxp8we3ll1/GX3/9hbi4OGg0GvTo0QNpaWnlJgslIiKqTRyPiIjI3DgWERHVnQZfcAOAqKioCm+TrisKhQKzZs0qd0s2PRr2q+mxT2sH+5WA+jEe3Y/PS+PYL8axX4xjvxjHfqm/zDUWWfpzgvmbF/M3L+b/cGSC62oTERERERERERGZjJW5EyAiIiIiIiIiImpIWHAjIiIiIiIiIiIyIRbciIiIiIiIiIiITIgFNyIiIiIiIiIiIhNiwa0OLF26FK1atYKtrS38/Pywf/9+c6dk0eLj4yGTyQy+OnToYO60LM7u3bvx4osvwtPTEzKZDJs2bTLYL4RAXFwcPDw8YGdnh4CAAJw6dco8yVqQqvp1woQJ5Z6/QUFB5kmWHnuP+/jE10HjkpKS8PTTT6NJkyZwc3NDSEgI8vLyDGJu376NyMhING3aFI0bN8bIkSNRUFBgpozrxvLly9GtWzc4OjrC0dER/v7++OWXX6T9j2OfPOjTTz+FTCZDdHS01MZ+IcByxpuq3mfUt+ezKcaxy5cvIzQ0FI6OjnB2dkZ4eDiuX79eL/Kvzu/N5szfVOPl+fPnERwcDHt7e7i5uWH69Om4c+dOvch/4MCB5X4Gr7/+er3I3xTjcm3nzoJbLVu/fj1iYmIwa9YsHDp0CN27d4dKpUJhYaG5U7NonTt3xsWLF6WvPXv2mDsli3Pjxg10794dS5cuNbo/OTkZixYtQmpqKrKysuDg4ACVSoXbt2/XcaaWpap+BYCgoCCD5+///d//1WGGRHdxfOLrYEV27dqFyMhI/Pbbb1Cr1dDpdAgMDMSNGzekmGnTpuFf//oXNmzYgF27duHChQsYMWKEGbOufS1atMCnn36K7OxsHDx4EM8//zyGDRuG3NxcAI9nn9zvwIED+Pzzz9GtWzeD9se9X8jyxpvK3mfUt+ezKcax0NBQ5ObmQq1WY/Pmzdi9ezciIiLqRf5A1b83mzN/U4yXpaWlCA4ORklJCfbt24c1a9Zg9erViIuLqxf5A8DkyZMNfgbJycn1Iv9HHZfrJHdBtap3794iMjJS2i4tLRWenp4iKSnJjFlZtlmzZonu3bubO40GBYDYuHGjtF1WViaUSqWYO3eu1FZUVCQUCoX4v//7PzNkaJke7FchhAgLCxPDhg0zSz5E9+P4ZIivgxUrLCwUAMSuXbuEEHf7wcbGRmzYsEGKOXHihAAgMjMzzZWmWbi4uIgvv/zyse+Ta9euiXbt2gm1Wi0GDBggpk6dKoTgc4XusqTxprL3GfX9+fww49jx48cFAHHgwAEp5pdffhEymUz8+eefdZa7EA/3e3N9yl+Ihxsvf/75Z2FlZSU0Go0Us3z5cuHo6CiKi4vNmr8QwuA13Zj6lL8QNRuX6yJ33uFWi0pKSpCdnY2AgACpzcrKCgEBAcjMzDRjZpbv1KlT8PT0ROvWrREaGorz58+bO6UGJT8/HxqNxuC56+TkBD8/Pz53TWDnzp1wc3ND+/btMWXKFFy6dMncKdFjhuNT1fg6eM/Vq1cBAK6urgCA7Oxs6HQ6g77p0KEDWrZs+dj0TWlpKb799lvcuHED/v7+j32fREZGIjg42OD6AT5XyDLHm4reZ1ja87k641hmZiacnZ3Rq1cvKSYgIABWVlbIysqq85yNqez35vqW/8OMl5mZmejatSvc3d2lGJVKBa1WK92pVVcezF9v7dq1aNasGbp06YLY2FjcvHlT2ldf8n+Ycbkucm9kkqOQUf/73/9QWlpq8AMEAHd3d5w8edJMWVk+Pz8/rF69Gu3bt8fFixeRkJCAfv364dixY2jSpIm502sQNBoNABh97ur30cMJCgrCiBEj4OPjgzNnzuD999/HkCFDkJmZCWtra3OnR48Jjk9V4+vgXWVlZYiOjsazzz6LLl26ALjbN3K5HM7Ozgaxj0PfHD16FP7+/rh9+zYaN26MjRs3olOnTsjJyXls++Tbb7/FoUOHcODAgXL7HufnCt1laeNNZe8zLO35XJ1xTKPRwM3NzWB/o0aN4OrqWi+uqarfm+tT/g87Xmo0GqM/I/2+umIsfwAYN24cvL294enpiSNHjuDdd99FXl4efvjhh3qR/6OMy3WROwtuZHGGDBkifd+tWzf4+fnB29sb3333HcLDw82YGVHVxowZI33ftWtXdOvWDW3atMHOnTsxaNAgM2ZGRFReZGQkjh07xrlS/7/27dsjJycHV69exffff4+wsDDs2rXL3GmZzR9//IGpU6dCrVbD1tbW3OkQPbLK3mfY2dmZMbPHkyX93mzp42VF+d8/H17Xrl3h4eGBQYMG4cyZM2jTpk1dp1lOfR+X+ZHSWtSsWTNYW1uXWwmjoKAASqXSTFk1PM7OznjyySdx+vRpc6fSYOifn3zu1r7WrVujWbNmfP5SneL4VDW+DgJRUVHYvHkzduzYgRYtWkjtSqUSJSUlKCoqMoh/HPpGLpejbdu28PX1RVJSErp3746FCxc+tn2SnZ2NwsJC9OzZE40aNUKjRo2wa9cuLFq0CI0aNYK7u/tj2S90j6WPN/e/z7C0/+fVGceUSmW5xSvu3LmDy5cv18trevD35vqS/6OMl0ql0ujPSL+vLlSUvzF+fn4AYPAzMGf+jzIu10XuLLjVIrlcDl9fX2RkZEhtZWVlyMjIgL+/vxkza1iuX7+OM2fOwMPDw9ypNBg+Pj5QKpUGz12tVousrCw+d03sv//9Ly5dusTnL9Upjk9Ve5xfB4UQiIqKwsaNG7F9+3b4+PgY7Pf19YWNjY1B3+Tl5eH8+fMNvm8eVFZWhuLi4se2TwYNGoSjR48iJydH+urVqxdCQ0Ol7x/HfqF7LH28uf99hqX9P6/OOObv74+ioiJkZ2dLMdu3b0dZWZlUWKlPHvy92dz5m2K89Pf3x9GjRw0Kh2q1Go6OjujUqZNZ8zcmJycHAAx+BubK35iajMt1krtJll6gCn377bdCoVCI1atXi+PHj4uIiAjh7OxssBIG1czbb78tdu7cKfLz88XevXtFQECAaNasmSgsLDR3ahbl2rVr4vDhw+Lw4cMCgJg/f744fPiwOHfunBBCiE8//VQ4OzuLH3/8URw5ckQMGzZM+Pj4iFu3bpk58/qtsn69du2aeOedd0RmZqbIz88X27ZtEz179hTt2rUTt2/fNnfq9Jjh+MTXwYpMmTJFODk5iZ07d4qLFy9KXzdv3pRiXn/9ddGyZUuxfft2cfDgQeHv7y/8/f3NmHXte++998SuXbtEfn6+OHLkiHjvvfeETCYT6enpQojHs0+MeXBFO/YLWdJ4U9X7jPr2fDbFOBYUFCSeeuopkZWVJfbs2SPatWsnxo4da/b8q/t7sznzN8V4eefOHdGlSxcRGBgocnJyRFpammjevLmIjY01e/6nT58Ws2fPFgcPHhT5+fnixx9/FK1btxb9+/evF/k/6rhcF7mz4FYHFi9eLFq2bCnkcrno3bu3+O2338ydkkV7+eWXhYeHh5DL5eKJJ54QL7/8sjh9+rS507I4O3bsEADKfYWFhQkh7i4l/uGHHwp3d3ehUCjEoEGDRF5ennmTtgCV9evNmzdFYGCgaN68ubCxsRHe3t5i8uTJ9fIXTno8PO7jE18HjTPWJwDEqlWrpJhbt26JN954Q7i4uAh7e3sxfPhwcfHiRfMlXQcmTZokvL29hVwuF82bNxeDBg2SfqkX4vHsE2MeLLixX0gIyxlvqnqfUd+ez6YYxy5duiTGjh0rGjduLBwdHcXEiRPFtWvXzJ5/dX9vNmf+phovz549K4YMGSLs7OxEs2bNxNtvvy10Op3Z8z9//rzo37+/cHV1FQqFQrRt21ZMnz5dXL16tV7kb4pxubZzlwkhhGnulSMiIiIiIiIiIiLO4UZERERERERERGRCLLgRERERERERERGZEAtuREREREREREREJsSCGxERERERERERkQmx4EZERERERERERGRCLLgRERERERERERGZEAtuREREREREREREJsSCGxERERERERERkQmx4EZERERERERERGRCLLgRERERERERERGZEAtuREREREREREREJsSCGxERERERERERkQmx4EZERERERERERGRCLLgRERERERERERGZEAtuREREREREREREJsSCGxERERERERERkQmx4EZERERERERERGRCLLgRERERERERERGZEAtuREREREREREREJsSCGxERERERERERkQmx4EZERERERERERGRCLLgRERERERERERGZEAtuREREREREREREJsSCGxERERERERERkQmx4EZERERERERERGRCLLgRERERERERERGZEAtuREREREREREREJsSCG1UoPj4eMpmsxo8bOHAgunTpUgsZ1a2dO3dCJpNh586d5k7lsfGwzzlz4XOEiB6G/rXuf//7X6VxrVq1woQJEx7qHK1atcILL7zwUI+tDeZ6fZ8wYQJatWpV5+clIiIiYsGNzObChQuIj49HTk5OjR97/PhxxMfH4+zZsybPi2rXzZs3ER8fXy+LVOvWrUNKSoq50yAiIiIiIiILx4Ibmc2FCxeQkJDw0AW3hISEWi249e/fH7du3UL//v1r7RyPo5s3byIhIcFowW3mzJm4detW3Sf1/7HgRkT1SV5eHr744gtzp2ES5n59JyIiIqprjcydAFF9ZWVlBVtbW3OnUe/duXMHZWVlkMvlj3ysRo0aoVEjviwREQGAQqEwdwqP7MaNG3BwcODrOxERET12eIcbAQD27NmDp59+Gra2tmjTpg0+//xzo3HffPMNfH19YWdnB1dXV4wZMwZ//PGH0djs7Gz06dMHdnZ28PHxQWpqqrRv586dePrppwEAEydOhEwmg0wmw+rVq6vMdfXq1Rg9ejQA4LnnnpMee/8dU8uWLUPnzp2hUCjg6emJyMhIFBUVVa8z7svxwePq56c7fvw4nnvuOdjb2+OJJ55AcnJyucffvn0b8fHxePLJJ2FrawsPDw+MGDECZ86ckWJu3LiBt99+G15eXlAoFGjfvj0+++wzCCEMjiWTyRAVFYUNGzagU6dOsLOzg7+/P44ePQoA+Pzzz9G2bVvY2tpi4MCBRu/8y8rKQlBQEJycnGBvb48BAwZg7969NeqTs2fPQiaT4bPPPkNKSgratGkDhUKB48ePo6SkBHFxcfD19YWTkxMcHBzQr18/7Nixw+DxzZs3BwAkJCRIP7v4+HgAxuf4uXPnDhITE6VztWrVCu+//z6Ki4trlPu1a9cQHR2NVq1aQaFQwM3NDYMHD8ahQ4cA3P3ZbtmyBefOnZPyun/en//+978ICQmBg4MD3NzcMG3atBrnQER0v6KiIkyYMAHOzs5wcnLCxIkTcfPmTWm/sTncjhw5ggEDBsDOzg4tWrTARx99hFWrVkEmkxl97d+zZw969+4NW1tbtG7dGl9//XWN89SPQWvXrkX79u1ha2sLX19f7N692yBO/xp+/PhxjBs3Di4uLujbt6/Bvgd988036N27N+zt7eHi4oL+/fsjPT3dIOaXX35Bv3794ODggCZNmiA4OBi5ubnljrVp0yZ06dIFtra26NKlCzZu3FjjayUiIiIyFf6pkXD06FEEBgaiefPmiI+Px507dzBr1iy4u7sbxH388cf48MMP8dJLL+HVV1/FX3/9hcWLF6N///44fPgwnJ2dpdgrV65g6NCheOmllzB27Fh89913mDJlCuRyOSZNmoSOHTti9uzZiIuLQ0REBPr16wcA6NOnT5X59u/fH2+99RYWLVqE999/Hx07dgQA6d/4+HgkJCQgICAAU6ZMQV5eHpYvX44DBw5g7969sLGxeaT+unLlCoKCgjBixAi89NJL+P777/Huu++ia9euGDJkCACgtLQUL7zwAjIyMjBmzBhMnToV165dg1qtxrFjx9CmTRsIIfC3v/0NO3bsQHh4OHr06IGtW7di+vTp+PPPP7FgwQKD8/7666/46aefEBkZCQBISkrCCy+8gBkzZmDZsmV44403cOXKFSQnJ2PSpEnYvn279Njt27djyJAh8PX1xaxZs2BlZYVVq1bh+eefx6+//orevXvXqA9WrVqF27dvIyIiAgqFAq6urtBqtfjyyy8xduxYTJ48GdeuXcNXX30FlUqF/fv3o0ePHmjevDmWL1+OKVOmYPjw4RgxYgQAoFu3bhWe69VXX8WaNWswatQovP3228jKykJSUhJOnDhRozdTr7/+Or7//ntERUWhU6dOuHTpEvbs2YMTJ06gZ8+e+OCDD3D16lX897//lfq+cePGAIBbt25h0KBBOH/+PN566y14enriH//4h0EfExHV1EsvvQQfHx8kJSXh0KFD+PLLL+Hm5oY5c+YYjf/zzz+lPzTFxsbCwcEBX375ZYV3wp0+fRqjRo1CeHg4wsLCsHLlSkyYMAG+vr7o3LlzjXLdtWsX1q9fj7feegsKhQLLli1DUFAQ9u/fX26hpNGjR6Ndu3b45JNPyv0B6X4JCQmIj49Hnz59MHv2bMjlcmRlZWH79u0IDAwEAPzjH/9AWFgYVCoV5syZg5s3b2L58uXo27cvDh8+LP1hJD09HSNHjkSnTp2QlJSES5cuYeLEiWjRokWNrpOIiIjIZAQ99kJCQoStra04d+6c1Hb8+HFhbW0t9E+Rs2fPCmtra/Hxxx8bPPbo0aOiUaNGBu0DBgwQAMS8efOktuLiYtGjRw/h5uYmSkpKhBBCHDhwQAAQq1atqnHOGzZsEADEjh07DNoLCwuFXC4XgYGBorS0VGpfsmSJACBWrlxZ7XPs2LGj3Dn01/b1118bXJtSqRQjR46U2lauXCkAiPnz55c7bllZmRBCiE2bNgkA4qOPPjLYP2rUKCGTycTp06elNgBCoVCI/Px8qe3zzz8XAIRSqRRarVZqj42NFQCk2LKyMtGuXTuhUqmkcwshxM2bN4WPj48YPHhwtfskPz9fABCOjo6isLDQYN+dO3dEcXGxQduVK1eEu7u7mDRpktT2119/CQBi1qxZ5Y4/a9Yscf/LUk5OjgAgXn31VYO4d955RwAQ27dvr3buTk5OIjIystKY4OBg4e3tXa49JSVFABDfffed1Hbjxg3Rtm1bo89DIqLK6F/r7n9tFEKI4cOHi6ZNm0rb3t7eIiwsTNp+8803hUwmE4cPH5baLl26JFxdXQ1e9/WPBSB2794ttRUWFgqFQiHefvvtGuULQAAQBw8elNrOnTsnbG1txfDhw8td19ixYyu8Zr1Tp04JKysrMXz4cIPxWoh74+S1a9eEs7OzmDx5ssF+jUYjnJycDNp79OghPDw8RFFRkdSWnp4uABh9XSciIiKqbfxI6WOutLQUW7duRUhICFq2bCm1d+zYESqVStr+4YcfUFZWhpdeegn/+9//pC+lUol27doZfGwQuDsX12uvvSZty+VyvPbaaygsLER2dnatXc+2bdtQUlKC6OhoWFnde3pPnjwZjo6O2LJlyyOfo3Hjxvj73/8ubcvlcvTu3Ru///671PbPf/4TzZo1w5tvvlnu8fqP1Pz888+wtrbGW2+9ZbD/7bffhhACv/zyi0H7oEGDDD7i6OfnBwAYOXIkmjRpUq5dn09OTg5OnTqFcePG4dKlS9LP7saNGxg0aBB2796NsrKyGvXByJEjpY+G6llbW0vzuJWVleHy5cu4c+cOevXqJX1ss6Z+/vlnAEBMTIxB+9tvvw0ANfp5Ojs7IysrCxcuXHioPDw8PDBq1Cipzd7eHhERETU+FhGR3uuvv26w3a9fP1y6dAlardZofFpaGvz9/dGjRw+pzdXVFaGhoUbjO3XqJN1BDgDNmzdH+/btDcar6vL394evr6+03bJlSwwbNgxbt25FaWmpQeyD12XMpk2bUFZWhri4OIPxGrg3TqrVahQVFWHs2LEGv3tYW1vDz89P+t3j4sWLyMnJQVhYGJycnKTjDB48GJ06darxtRIRERGZAj9S+pj766+/cOvWLbRr167cvvbt20sFj1OnTkEIYTQOQLmPaXp6esLBwcGg7cknnwRwdx6vZ555xhTpl3Pu3DkAd3O/n1wuR+vWraX9j6JFixbl5qFxcXHBkSNHpO0zZ86gffv2lU4Qfe7cOXh6ehoUy4B7H419MNf7C6IApDcVXl5eRtuvXLkC4O7PDgDCwsIqzOXq1atwcXGpcP+DfHx8jLavWbMG8+bNw8mTJ6HT6aqMr8q5c+dgZWWFtm3bGrQrlUo4OzvX6OeZnJyMsLAweHl5wdfXF0OHDsX48ePRunXrauXRtm3bcj/3B59nREQ18eDruv51+MqVK3B0dCwXf+7cOfj7+5drf/A1sqLj68+hHx9qwtj4/+STT+LmzZv466+/oFQqpfbqvOafOXMGVlZWlRbE9OPX888/b3S/vo/0Y0FFv8s87B99iIiIiB4FC25ULWVlZZDJZPjll19gbW1dbr9+rqvHgbHrB1DpPDW1ed6q8tHfvTZ37lyDuyLuV9Ofn52dXbm2b775BhMmTEBISAimT58ONzc3WFtbIykpyWChiIdhbKLtmnrppZfQr18/bNy4Eenp6Zg7dy7mzJmDH374QZp7j4ioLtX2eGKu8crYGPEw9OPXP/7xD4OCnh5XPSUiIqL6jL+pPOaaN28OOzs76a/I98vLy5O+10/y7+PjI92pVpkLFy7gxo0bBne5/ec//wEA6WORj1JEqeix3t7eAO7mfv+dSyUlJcjPz0dAQMBDn7Mm2rRpg6ysLOh0ugoXafD29sa2bdtw7do1g7vcTp48Ke03VS7A3TsBavP6v//+e7Ru3Ro//PCDwc9n1qxZBnE1+bl7e3ujrKwMp06dku78A4CCggIUFRXVuI88PDzwxhtv4I033kBhYSF69uyJjz/+WCq4Vfa8OnbsGIQQBjH3/x8hIqpt3t7eOH36dLl2Y22mZuz3hP/85z+wt7cvN8VAdbRp0wZlZWU4fvx4hX8M0o9fbm5ulY5f+rGgqt9liIiIiOoS53B7zFlbW0OlUmHTpk04f/681H7ixAls3bpV2h4xYgSsra2RkJBQ7i/jQghcunTJoO3OnTv4/PPPpe2SkhJ8/vnnaN68uTQHjL4YV1RUVOO8K3psQEAA5HI5Fi1aZJDnV199hatXryI4OLjG53oYI0eOxP/+9z8sWbKk3D59XkOHDkVpaWm5mAULFkAmk5nsritfX1+0adMGn332Ga5fv15u/19//WWS8+jvpLi/37OyspCZmWkQZ29vD6B6P/ehQ4cCAFJSUgza58+fDwDV/nmWlpbi6tWrBm1ubm7w9PREcXGx1Obg4FAuTp/HhQsX8P3330ttN2/exIoVK6p1fiIiU1CpVMjMzEROTo7UdvnyZaxdu7bWz52ZmWnw0cw//vgDP/74IwIDAyu8k64yISEhsLKywuzZs8vNI6ofR1QqFRwdHfHJJ58YTFOgpx+/PDw80KNHD6xZs8bgNVytVuP48eM1zo2IiIjIFHiHGyEhIQFpaWno168f3njjDdy5cweLFy9G586dpXnJ2rRpg48++gixsbE4e/YsQkJC0KRJE+Tn52Pjxo2IiIjAO++8Ix3T09MTc+bMwdmzZ/Hkk09i/fr1yMnJwYoVK6Q7vtq0aQNnZ2ekpqaiSZMmcHBwgJ+fX7XmfunRowesra0xZ84cXL16FQqFAs8//zzc3NwQGxuLhIQEBAUF4W9/+xvy8vKwbNkyPP300waLHdSm8ePH4+uvv0ZMTAz279+Pfv364caNG9i2bRveeOMNDBs2DC+++CKee+45fPDBBzh79iy6d++O9PR0/Pjjj4iOjpb+sv+orKys8OWXX2LIkCHo3LkzJk6ciCeeeAJ//vknduzYAUdHR/zrX/965PO88MIL+OGHHzB8+HAEBwcjPz8fqamp6NSpk0Ghz87ODp06dcL69evx5JNPwtXVFV26dEGXLl3KHbN79+4ICwvDihUrUFRUhAEDBmD//v1Ys2YNQkJC8Nxzz1Urt2vXrqFFixYYNWoUunfvjsaNG2Pbtm04cOAA5s2bJ8X5+vpi/fr1iImJwdNPP43GjRvjxRdfxOTJk7FkyRKMHz8e2dnZ8PDwwD/+8Q+peEhEVBdmzJiBb775BoMHD8abb74JBwcHfPnll2jZsiUuX75sko/fV6RLly5QqVR46623oFAosGzZMgB3f4d4GG3btsUHH3yAxMRE9OvXDyNGjIBCocCBAwfg6emJpKQkODo6Yvny5XjllVfQs2dPjBkzBs2bN8f58+exZcsWPPvss9IfrZKSkhAcHIy+ffti0qRJuHz5svS7jLE/NhERERHVOnMsjUr1z65du4Svr6+Qy+WidevWIjU1VcyaNUs8+BT55z//Kfr27SscHByEg4OD6NChg4iMjBR5eXlSzIABA0Tnzp3FwYMHhb+/v7C1tRXe3t5iyZIl5c77448/ik6dOolGjRoJAGLVqlXVzvmLL74QrVu3FtbW1gKA2LFjh7RvyZIlokOHDsLGxka4u7uLKVOmiCtXrtSoT3bs2FHuuPpre1BYWJjw9vY2aLt586b44IMPhI+Pj7CxsRFKpVKMGjVKnDlzRoq5du2amDZtmvD09BQ2NjaiXbt2Yu7cuaKsrMzgWABEZGSkQVt+fr4AIObOnWs07w0bNhi0Hz58WIwYMUI0bdpUKBQK4e3tLV566SWRkZFR7T6p6JxCCFFWViY++eQT4e3tLRQKhXjqqafE5s2bjfbNvn37pOcbADFr1iwhhDD6nNPpdCIhIUHqRy8vLxEbGytu375d7byLi4vF9OnTRffu3UWTJk2Eg4OD6N69u1i2bJlB3PXr18W4ceOEs7OzAGCQ97lz58Tf/vY3YW9vL5o1ayamTp0q0tLSyj1HiIiqon+t++uvvwzaV61aJQCI/Px8IYQQ3t7eIiwszCDm8OHDol+/fkKhUIgWLVqIpKQksWjRIgFAaDQaKc7b21sEBweXO/eAAQPEgAEDapSvfgz65ptvRLt27aTX+Adf+yq6rvv3PWjlypXiqaeeEgqFQri4uIgBAwYItVptELNjxw6hUqmEk5OTsLW1FW3atBETJkwQBw8eNIj75z//KTp27CgUCoXo1KmT+OGHH4yOQURERER1QSZELc+cS0RERES1Jjo6Gp9//jmuX7/+UB/vrIpMJkNkZKTRaRKIiIiIyDjO4UZERERkIW7dumWwfenSJfzjH/9A3759a6XYRkREREQPh3O4Ub1y69Yto5PW38/V1RVyubxen8PSlJaWVrl4QuPGjdG4ceM6yqj6rl+/XuX8PM2bN+cbUSJqEPz9/TFw4EB07NgRBQUF+Oqrr6DVavHhhx/W+FgajabS/XZ2dnBycnrYVImIiIgeayy4Ub2yfv16TJw4sdKYHTt2YODAgfX6HJbmjz/+qHKxilmzZiE+Pr5uEqqBzz77rMpJu/Pz89GqVau6SYiIqBYNHToU33//PVasWAGZTIaePXviq6++Qv/+/Wt8LA8Pj0r3h4WFYfXq1Q+ZKREREdHjjXO4Ub1y8eJF5ObmVhrj6+sLFxeXen0OS3P79m3s2bOn0pjWrVujdevWdZRR9f3+++/4/fffK43p27cvbG1t6ygjIiLLsG3btkr3e3p6olOnTnWUDREREVHDwoIbERERERERERGRCXHRBCIiIiIiIiIiIhPiHG6VKCsrw4ULF9CkSRPIZDJzp0NEZBZCCFy7dg2enp6wsuLfacyB4xEREccjIiKyLCy4VeLChQvw8vIydxpERPXCH3/8gRYtWpg7jccSxyMions4HhERkSVgwa0STZo0AXB3UHd0dDRzNoZ0Oh3S09MRGBgIGxsbc6fT4LG/6xb7u+5Up6+1Wi28vLyk10Sqe48yHj1O/58el2t9XK4T4LU2RI9ynRyPiIjIkrDgVgn9x3YcHR3rZcHN3t4ejo6ODfqXsvqC/V232N91pyZ9zY8yms+jjEeP0/+nx+VaH5frBHitDZEprpPjERERWQJOfkBERERERERERGRCLLgRERERERERERGZEAtuREREREREREREJsSCGxERERERERERkQmx4EZERERERERERGRCLLgRERERERERERGZEAtuREREREREREREJsSCGxERERERERERkQk1MncCRKbW6r0tRtvPfhpcx5kQEdUfXeK3orhUZtDG10UiIiIiotrBO9yIiIiIiIiIiIhMiAU3IiIiIiIiIiIiE2LBjYiILM7u3bvx4osvwtPTEzKZDJs2baow9vXXX4dMJkNKSopB++XLlxEaGgpHR0c4OzsjPDwc169fN4g5cuQI+vXrB1tbW3h5eSE5Obnc8Tds2IAOHTrA1tYWXbt2xc8//2ywXwiBuLg4eHh4wM7ODgEBATh16tRDXzsREREREdV/LLgREZHFuXHjBrp3746lS5dWGrdx40b89ttv8PT0LLcvNDQUubm5UKvV2Lx5M3bv3o2IiAhpv1arRWBgILy9vZGdnY25c+ciPj4eK1askGL27duHsWPHIjw8HIcPH0ZISAhCQkJw7NgxKSY5ORmLFi1CamoqsrKy4ODgAJVKhdu3b5ugJ4iIiIiIqD7ioglERGRxhgwZgiFDhlQa8+eff+LNN9/E1q1bERxsuDjAiRMnkJaWhgMHDqBXr14AgMWLF2Po0KH47LPP4OnpibVr16KkpAQrV66EXC5H586dkZOTg/nz50uFuYULFyIoKAjTp08HACQmJkL9/9q7+7Ao6/T//y9AGNQEUQPkEymV5b0WFlFmmsiobBvlumn+jIz0kwutyH68axVRK9PyBm+KtVLrWPlq7nfzU+oXmTClcrxDWW9Stxtdd7cG2/VmEhNGmN8fHVzrCJrgwMDwfByHxzrv9zkX5/meaUbOva7rbbFo2bJlys7OltPp1OLFizV9+nQ99thjkqT33ntPYWFh2rBhg0aMGOHupQEAAADQANBwAwB4nYqKCo0ePVqTJk1St27dqsxbrVa1bt3aaLZJUlxcnHx9fbVr1y49/vjjslqt6tevnwICAowYs9msefPm6cyZMwoJCZHValV6err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       "text/plain": [
-       "<Figure size 1080x1080 with 12 Axes>"
+       "<Figure size 1500x1500 with 12 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -263,14 +262,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 640x480 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -411,7 +408,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Elastic net GLM training completed in 12.62 s.\n"
+      "Elastic net GLM training completed in 10.22 s.\n"
      ]
     }
    ],
@@ -758,7 +755,7 @@
       "Grid search run 50/50:\n",
       "Training with parameters: {'booster': 'gbtree', 'eval_metric': 'auc', 'nthread': 4, 'objective': 'binary:logistic', 'seed': 12345, 'colsample_bytree': 0.7, 'colsample_bylevel': 0.9, 'eta': 0.005, 'max_depth': 5, 'reg_alpha': 0.005, 'reg_lambda': 0.05, 'subsample': 0.7, 'min_child_weight': 5, 'gamma': 0.0, 'monotone_constraints': (1, 1, 1, -1, 1, 1, -1, -1, -1, 1)}\n",
       "---------- ----------\n",
-      "Monotonic GBM training completed in 337.40 s.\n"
+      "Monotonic GBM training completed in 497.13 s.\n"
      ]
     }
    ],
@@ -950,7 +947,7 @@
      "text": [
       "Grid search run 1/10:\n",
       "Training with parameters: {'n_jobs': 4, 'early_stopping_rounds': 100, 'random_state': 12345, 'max_bins': 512, 'max_interaction_bins': 16, 'interactions': 5, 'outer_bags': 4, 'inner_bags': 0, 'learning_rate': 0.05, 'validation_size': 0.25, 'min_samples_leaf': 1, 'max_leaves': 3}\n",
-      "Grid search new best score discovered at iteration 1/10: 0.8217.\n",
+      "Grid search new best score discovered at iteration 1/10: 0.8218.\n",
       "---------- ----------\n",
       "Grid search run 2/10:\n",
       "Training with parameters: {'n_jobs': 4, 'early_stopping_rounds': 100, 'random_state': 12345, 'max_bins': 128, 'max_interaction_bins': 32, 'interactions': 5, 'outer_bags': 8, 'inner_bags': 0, 'learning_rate': 0.001, 'validation_size': 0.25, 'min_samples_leaf': 2, 'max_leaves': 5}\n",
@@ -963,7 +960,7 @@
       "---------- ----------\n",
       "Grid search run 5/10:\n",
       "Training with parameters: {'n_jobs': 4, 'early_stopping_rounds': 100, 'random_state': 12345, 'max_bins': 512, 'max_interaction_bins': 64, 'interactions': 15, 'outer_bags': 4, 'inner_bags': 0, 'learning_rate': 0.05, 'validation_size': 0.1, 'min_samples_leaf': 10, 'max_leaves': 3}\n",
-      "Grid search new best score discovered at iteration 5/10: 0.8247.\n",
+      "Grid search new best score discovered at iteration 5/10: 0.8253.\n",
       "---------- ----------\n",
       "Grid search run 6/10:\n",
       "Training with parameters: {'n_jobs': 4, 'early_stopping_rounds': 100, 'random_state': 12345, 'max_bins': 256, 'max_interaction_bins': 16, 'interactions': 15, 'outer_bags': 12, 'inner_bags': 4, 'learning_rate': 0.01, 'validation_size': 0.1, 'min_samples_leaf': 2, 'max_leaves': 5}\n",
@@ -980,7 +977,7 @@
       "Grid search run 10/10:\n",
       "Training with parameters: {'n_jobs': 4, 'early_stopping_rounds': 100, 'random_state': 12345, 'max_bins': 512, 'max_interaction_bins': 64, 'interactions': 5, 'outer_bags': 4, 'inner_bags': 0, 'learning_rate': 0.001, 'validation_size': 0.25, 'min_samples_leaf': 2, 'max_leaves': 3}\n",
       "---------- ----------\n",
-      "EBM training completed in 328.40 s.\n"
+      "EBM training completed in 557.38 s.\n"
      ]
     }
    ],
@@ -1026,7 +1023,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Validation AUC: 0.8247.\n"
+      "Validation AUC: 0.8253.\n"
      ]
     }
    ],
@@ -1073,7 +1070,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "All tasks completed in 681.97 s.\n"
+      "All tasks completed in 1504.95 s.\n"
      ]
     }
    ],
@@ -1100,7 +1097,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "H2O session _sid_a821 closed.\n"
+      "H2O session _sid_b3dd closed.\n"
      ]
     }
    ],
@@ -1111,7 +1108,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -1125,7 +1122,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
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diff --git a/assignments/assignment_1/ph_glm.csv b/assignments/assignment_1/ph_glm.csv
new file mode 100644
index 0000000..98a5fee
--- /dev/null
+++ b/assignments/assignment_1/ph_glm.csv
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diff --git a/assignments/tex/assignment_1.pdf b/assignments/tex/assignment_1.pdf
index 5c6e861..569c146 100644
Binary files a/assignments/tex/assignment_1.pdf and b/assignments/tex/assignment_1.pdf differ
diff --git a/assignments/tex/assignment_1.tex b/assignments/tex/assignment_1.tex
index c031ef0..0a0446f 100644
--- a/assignments/tex/assignment_1.tex
+++ b/assignments/tex/assignment_1.tex
@@ -3,7 +3,7 @@
 \documentclass[fleqn]{article}
 \renewcommand\refname{}
 \title{Responsible Machine Learning\\\Large{Assignment 1}\\\Large{10 points}}
-\author{\copyright Patrick Hall 2022}
+\author{\copyright Patrick Hall 2021--2023}
 
 \usepackage{graphicx}
 \usepackage{fullpage}
@@ -33,7 +33,36 @@
 
 \maketitle
 
-\noindent In Assignment 1, you will work with your group to train interpretable machine learning (ML) models following the instructions below. A \href{https://nbviewer.jupyter.org/github/jphall663/GWU_rml/blob/master/assignments/assignment_1/assign_1_template.ipynb?flush_cache=true}{template} has been provided as an example of how to train and compare a few different interpretable models. For those of you who use Python virtual environments, a basic \href{https://github.com/jphall663/GWU_rml/blob/master/assignments/requirements.txt}{\texttt{requirements.txt}} file is also available for the template.\\
+\noindent In Assignment 1, you will train explainable machine learning (ML) models following the instructions below. A \href{https://nbviewer.jupyter.org/github/jphall663/GWU_rml/blob/master/assignments/assignment_1/assign_1_template.ipynb?flush_cache=true}{template} has been provided as an example of how to train and compare a few different explainable models. For those of you who use Python virtual environments, a basic \href{https://github.com/jphall663/GWU_rml/blob/master/assignments/requirements.txt}{requirements.txt} file is also available for the template.\\
+
+\noindent Assuming you have Python 3 installed, setting up the environment and running the template may look something like this:\\ 
+\noindent \texttt{\$ python3 -m pip install --user --upgrade pip}\\
+\noindent \texttt{\$ python3 -m pip install --user virtualenv}\\
+\noindent \texttt{\$ git clone https://github.com/jphall663/GWU\_rml.git}\\
+\noindent \texttt{\$ cd assignments}\\
+\noindent \texttt{\$ python3 -m venv env\_rml}\\
+\noindent \texttt{\$ source env\_rml/bin/activate}\\
+\noindent \texttt{\$ python3 -m pip install -r requirements.txt}\\
+\noindent \texttt{\$ env\_rml/bin/jupyter notebook}\\
+
+\noindent (Note that using h2o locally will require Java to be installed.)\\
+
+\noindent Some of you may find it easier to use \href{https://selfexplainml.github.io/PiML-Toolbox/_build/html/index.html}{PiML} and/or Colab. If you'd like to try them on your own machine, a simple \href{https://github.com/jphall663/GWU_rml/blob/master/assignments/assignment_1/group6_PiML_example.ipynb}{PiML example} and \href{https://github.com/jphall663/GWU_rml/blob/master/assignments/assignment_1/piml_requirements.txt}{requirements.txt} are available from class resources. Follow examples from the PiML website to use PiML on Colab. To load data into PiML, use Pandas and Google Colab functions:\\
+\noindent \texttt{import io}\\
+\noindent \texttt{from google.colab import files}\\
+\noindent \texttt{uploaded = files.upload() \# upload training and test data}\\
+\noindent \texttt{import pandas as pd}\\
+\noindent \texttt{train = pd.read\_csv(io.StringIO(uploaded['hmda\_train\_preprocessed.csv'].decode('utf-8')))}\\
+\noindent \texttt{!pip install piml}\\
+\noindent \texttt{from piml import Experiment}\\
+\noindent \texttt{exp = Experiment()}\\
+\noindent \texttt{exp.data\_loader(data=train)}\\
+
+\noindent Generating predictions in PiML looks something like this:\\
+\noindent \texttt{preds = exp.experiment.registered\_pipeline['EBM'].predict\_proba(train[x\_names].values)[:, 1]}\\
+
+\noindent Installing packages like \texttt{h2o} or \texttt{interpret} in Colab looks something like this:\\
+\noindent  \texttt{!pip install h2o}\\ 
 
 \noindent Please let me know immediately if you find typos or mistakes in this assignment or related materials. 
 
@@ -72,9 +101,9 @@ \section{Load and Explore Data.}
 
 \noindent Training data should be used to create training and validation partitions. Test data will only be used to evaluate your models by the instructor. See cell 7 in the template.
 
-\section{Train Interpretable Models}
+\section{Train Explainable Models}
 
-Train at least two types of interpretable models, ensuring best practices like reproducibility, validation-based early-stopping, and grid search are used. (Scikit-learn does not necessarily make applying such best practices easy.) You are encouraged to try packages like \href{https://docs.h2o.ai/h2o/latest-stable/h2o-docs/downloading.html}{\texttt{h2o}}, \href{https://github.com/interpretml/interpret}{\texttt{interpret}}, and \href{https://xgboost.readthedocs.io/en/latest/install.html}{\texttt{XGBoost}}, but you may use any interpretable or self-explainable approach on which you will be able to apply explanation, discrimination testing and remediation, and model debugging approaches in coming weeks. Please reach out with questions about appropriate modeling techniques.\\
+Train at least two types of explainable models, ensuring best practices like reproducibility, validation-based early-stopping, and grid search are used. (Scikit-learn does not necessarily make applying such best practices easy.) You are encouraged to try packages like \href{https://docs.h2o.ai/h2o/latest-stable/h2o-docs/downloading.html}{\texttt{h2o}}, \href{https://github.com/interpretml/interpret}{\texttt{interpret}}, and \href{https://xgboost.readthedocs.io/en/latest/install.html}{\texttt{XGBoost}}, but you may use any explainable approach on which you will be able to apply explanation, discrimination testing and remediation, and model debugging approaches in coming weeks. Please reach out with questions about appropriate modeling techniques.\\
 
 \noindent The template contains examples for elastic net logistic regression using \texttt{h2o} (see cells 8--10), monotonic gradient boosting machines (GBM) using \texttt{XGBoost} (see cells 12--14), and explainable boosting machines (EBM) using \texttt{interpret} (see cells 16--18). 
 
@@ -84,10 +113,10 @@ \section{Submit Code Results}
 
 \begin{itemize}
 	\item You must check in your code to a public GitHub repository by the deadline below. Code should be available as a commented script, Jupyter notebook, R markdown or other polished and professional format. 
-	\item You must create submission files with output probabilities for each row of the test data. The submission file should have one column named \texttt{phat}. Each model should have a separate submission file named using a \texttt{<group\_indentifier>\_<model\_type>.csv} convention, similar to the \href{https://github.com/jphall663/GWU_rml/blob/master/assignments/assignment_1/ph_best_glm.csv}{example submission file}. See cells 11, 15, and 19 for examples of writing submission files. Your group's submission will be ranked using the cross-validated ranking method discussed during Lecture 1. The remaining five points for the assignment will be issued based on this ranking. You will have opportunities to increase your rank each week of the class. 
+	\item You must create submission files with output probabilities for each row of the test data. The submission file should have one column named \texttt{phat}. Each model should have a separate submission file named using a \texttt{<personal\_or\_group\_indentifier>\_<model\_type>.csv} convention, similar to the \href{https://github.com/jphall663/GWU_rml/blob/master/assignments/assignment_1/ph_glm.csv}{example submission file}. See cells 11, 15, and 19 for examples of writing submission files. Your group's submission will be ranked using the cross-validated ranking method discussed during Lecture 1. The remaining five points for the assignment will be issued based on this ranking. You will have opportunities to increase your rank each week of the class. 
 \end{itemize}
 
-\noindent \textbf{Your deliverables are due Wednesday, May 25\textsuperscript{th}, at 11:59:59 PM ET.}\\
+\noindent \textbf{Your deliverables are due Wednesday, May 31\textsuperscript{st}, at 11:59:59 PM ET.}\\
 
 \noindent Please send an email to \href{mailto:jphall@gwu.edu}{\texttt{jphall@gwu.edu}} by that deadline with the link to your group's GitHub page and with your zipped submission files.