diff --git a/scripts/evaluation/scripts/es-scores.ipynb b/scripts/evaluation/scripts/es-scores.ipynb new file mode 100644 index 00000000..45c9b197 --- /dev/null +++ b/scripts/evaluation/scripts/es-scores.ipynb @@ -0,0 +1,160 @@ +{ + "cells": [ + { + "cell_type": "code", + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2024-05-24T09:49:45.043918Z", + "start_time": "2024-05-24T09:49:45.035407Z" + } + }, + "source": [ + "import math\n", + "import requests\n", + "\n", + "from yaml import safe_load\n", + "from typing import Callable\n", + "from scipy.stats import sem\n", + "from matplotlib import pyplot" + ], + "outputs": [], + "execution_count": 264 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-05-24T09:49:45.051969Z", + "start_time": "2024-05-24T09:49:45.046137Z" + } + }, + "cell_type": "code", + "source": [ + "# Retrieve configuration file for elastic\n", + "with open(\"../../../config/debug.config.yml\") as config:\n", + " config_file = safe_load(config)[\"backend\"]" + ], + "id": "79edc88b1d8ce146", + "outputs": [], + "execution_count": 265 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-05-24T09:49:45.056151Z", + "start_time": "2024-05-24T09:49:45.053238Z" + } + }, + "cell_type": "code", + "source": "queries = [\"weather forecast service\", \"maps service\", \"digital book library\", \"tournaments and leaderboards\"]", + "id": "575dccd78edb0e52", + "outputs": [], + "execution_count": 266 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-05-24T09:49:45.060398Z", + "start_time": "2024-05-24T09:49:45.057292Z" + } + }, + "cell_type": "code", + "source": [ + "def perform_search_query(query: str) -> int:\n", + " url: str = f\"http://localhost:{config_file['port']}/api/v1/search?k=10\"\n", + " body: dict[str, str|list[str]] = {\n", + " \"fields\": [\"metadata\"]\n", + " }\n", + " \n", + " if query: body[\"fragment\"] = query\n", + " response = requests.post(url, json=body).json()\n", + " scores = [doc[\"metadata\"][\"score\"] for doc in response]\n", + " \n", + " return scores" + ], + "id": "2a74396c061d9f20", + "outputs": [], + "execution_count": 267 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-05-24T09:49:45.066631Z", + "start_time": "2024-05-24T09:49:45.062047Z" + } + }, + "cell_type": "code", + "source": [ + "def display_graph(query_list: list[str]):\n", + " fig, axes = pyplot.subplots(2, 2, figsize=(9, 7))\n", + " fig.suptitle(\"Elasticsearch score @K\")\n", + " \n", + " for idx, query in enumerate(query_list):\n", + " position_bin: str = bin(idx).replace(\"0b\", \"\")\n", + " position: list[int] = [0, int(position_bin)] if len(position_bin) == 1 else [int(position_bin[0]), int(position_bin[1])]\n", + " \n", + " xs = [str(i) for i in range(1, 11)]\n", + " ys = perform_search_query(query)\n", + " \n", + " axes[position[0], position[1]].scatter(xs, ys)\n", + " axes[position[0], position[1]].plot(xs, ys)\n", + " axes[position[0], position[1]].set_ylim(0.60, 0.85)\n", + " axes[position[0], position[1]].set_title(query, wrap=True)\n", + " axes[position[0], position[1]].set_xlabel(\"Position of retrieved document\")\n", + " axes[position[0], position[1]].set_ylabel(\"Elasticsearch score\")\n", + " \n", + " fig.tight_layout(h_pad=3)\n", + " pyplot.savefig(\"out.pdf\")" + ], + "id": "e9133e0058f786e5", + "outputs": [], + "execution_count": 268 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-05-24T09:49:45.571351Z", + "start_time": "2024-05-24T09:49:45.067495Z" + } + }, + "cell_type": "code", + "source": "display_graph(queries)", + "id": "be8a9f121cf278b3", + "outputs": [ + { + "data": { + "text/plain": [ + "
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E69athbW1tbC1tRXvvfeeiIiI0IrzxVhjYmJyLEelUon//e9/olq1akIqlQqlUikCAgLEzp07tbZxx44dc0zbtGlT0bRp0xztL/r5559F8+bNhbOzs5BKpcLNzU306NFDXLp0Savf/fv3xaBBg4SLi4swNzfX9Hv8+LGmz71790Tv3r2Fvb29MDc3F5UrVxYLFy7UGhUze3TNhQsX5hrPxYsXRY8ePYSTk5MwNzcXLi4uokWLFmLZsmX5rocQQgwYMEC0atVKZGZmCiGE+Omnn4RcLhcAhFwuF999950AIMzNzUWPHj1EZGSk1vTZf9enT5/OMe+5c+cKAKJ79+45RgUlIiL9kwghRLFXlkRERFSixMTEoEGDBggICMBPP/0EhUKBtLQ03L59Gx4eHrC2tsaVK1fg7e0NCwsLQ4dLRET54D15REREBEdHRxw8eBCXL1+Gn58flixZgrt378LT0xNqtRqnTp3C2rVrUbVq1Vwfj0FERCUHz+QRERGRRlpaGpYtW4Yff/xRM3gMkPXswFatWmHixIlo0qSJASMkIqKCsMgjIiKiXMXGxiIyMhLm5ubw8vLK9bEXRERU8rDIIyIiIiIiMiK8J4+IiIiIiMiIsMgjIiIiIiIyIizyiIiIiIiIjAiLPCIiIiIiIiPCIo+IiIiIiMiIsMgjIiIiIiIyIizyiIiIiIiIjAiLPCIiIiIiIiPCIo+IiIiIiMiIsMgjIiIiIiIyIizyiIiIiIiIjAiLPCIiIiIiIiPCIo+IiIiIiMiIsMgjIiIiIiIyIizy6I0QFhaGGTNm4O7duzk+a9asGapVq1b8Qb0gPT0dQ4cOhaurK0xNTeHv72/QeIrDl19+ie3btxs6jFdy+PBhSCQSHD582NChEBFRCTVjxgxIJBJDh0FvKBZ59EYICwvDzJkzcy3ySoKgoCAsX74cU6ZMwbFjx7B27VpDh1TkSnORV7t2bZw4cQK1a9c2dChERFRCffjhhzhx4oShw6A3lJmhAyB6EwghkJqaCoVCkevnly9fhkKhwMiRI/W2zJSUlDyXR9pUKhUyMzMhk8l06m9jY4O33nqriKMiIqKSJCUlBXK5XOezc2XLlkXZsmWLOCqi3PFMHhWZK1euQCKRYPPmzZq2s2fPQiKRoGrVqlp9u3Tpgjp16mi1bdq0CQEBAbC0tISVlRXatm2L8+fPa/U5c+YM3n//fXh5eUGhUMDLywu9evXCvXv3NH2Cg4Px3nvvAQCaN28OiUQCiUSC4OBgrXmdPn0ajRs3hoWFBcqXL4+vvvoKarVaq09iYiImTJgAb29vSKVSuLu7Y8yYMUhOTtbqJ5FIMHLkSCxbtgy+vr6QyWT4+eefc91OEokEP/30E1JSUnLElpqaismTJ2stb8SIEYiPj9eah5eXFzp16oStW7eiVq1akMvlmDlzJgAgKioKQ4YMQdmyZSGVSuHt7Y2ZM2ciMzNTax5paWmYNWsWfH19IZfLYW9vj+bNm+P48eOaPj/88AOaNGkCJycnWFpaonr16liwYAEyMjK05nX+/Hl06tQJTk5OkMlkcHNzQ8eOHfHgwQPNOicnJ+Pnn3/WrHOzZs1y3T7ZgoKCULNmTVhZWcHa2hpVqlTB559/rtVHl3W9e/cuJBIJFixYgDlz5sDb2xsymQy//vorpFIppk6dmmPZ165dg0QiwZIlSwDkfbnmyZMn0blzZ9jb20Mul8PHxwdjxozR6nPz5k307t1bs218fX3xww8/5LvuRERFJfuSwkuXLuG9996DUqmEnZ0dxo0bh8zMTFy/fh3t2rWDtbU1vLy8sGDBAq3pU1NTMX78ePj7+2umDQgIwI4dO3IsKzs3Ll++HJUqVYJMJoOfnx82btyo1e/58+eaXCuXy2FnZ4e6detiw4YN+a6LrtOdOXMGXbp0gZ2dHeRyOWrVqoVff/1Vq09wcDAkEgn279+PQYMGwdHRERYWFti0aRMkEgkOHjyYY/lBQUGabfnitn3ZL7/8goCAAFhZWcHKygr+/v5YuXKlVp8DBw6gZcuWsLGxgYWFBRo2bJjrMonyJIiKkKurq/j4448177/66iuhUCgEAPHw4UMhhBAZGRnCxsZGfPrpp5p+c+fOFRKJRAwaNEjs2rVLbN26VQQEBAhLS0tx5coVTb/NmzeLadOmiW3btonQ0FCxceNG0bRpU+Ho6ChiYmKEEEJER0eLL7/8UgAQP/zwgzhx4oQ4ceKEiI6OFkII0bRpU2Fvby8qVqwoli1bJkJCQsTw4cMFAPHzzz9rlpWcnCz8/f2Fg4OD+Pbbb8WBAwfE4sWLhVKpFC1atBBqtVrTF4Bwd3cXNWrUEL/88ov4888/xeXLl3PdRidOnBAdOnQQCoVCKza1Wi3atm0rzMzMxNSpU8X+/fvF119/LSwtLUWtWrVEamqqZh6enp7C1dVVlC9fXqxatUocOnRInDp1SkRGRgoPDw/h6ekpli9fLg4cOCBmz54tZDKZGDBggGb6jIwM0bx5c2FmZiYmTJggdu/eLX7//Xfx+eefiw0bNmj6jR07VgQFBYm9e/eKP//8U/zvf/8TDg4OYuDAgZo+SUlJwt7eXtStW1f8+uuvIjQ0VGzatEkMHTpUhIWFadZZoVCIDh06aNb5xd/ryzZs2CAAiE8++UTs379fHDhwQCxbtkyMGjVK00fXdQ0PD9f8fpo3by5+++03sX//fhEeHi7efvtt4eHhIVQqldbyP/30UyGVSsWTJ0+EEEIcOnRIABCHDh3S9Nm7d68wNzcXNWrUEMHBweLPP/8Uq1atEu+//76mz5UrV4RSqRTVq1cXa9asEfv37xfjx48XJiYmYsaMGXmuPxFRUZk+fboAICpXrixmz54tQkJCxKeffioAiJEjR4oqVaqIJUuWiJCQEDFw4EABQGzZskUzfXx8vBgwYIBYu3at+PPPP8XevXvFhAkThImJiVYOFSIrN3p4eAg/Pz+xYcMG8fvvv4t27doJAGLz5s2afkOGDBEWFhbi22+/FYcOHRK7du0SX331lfjuu+/yXRddpvvzzz+FVCoVjRs3Fps2bRJ79+4VAwYMEADE6tWrNf1Wr16tyRUff/yx2LNnj/jtt99EamqqcHJyEh988EGO5devX1/Url07x7Z90dSpUwUA0b17d7F582axf/9+8e2334qpU6dq+qxdu1ZIJBLRrVs3sXXrVrFz507RqVMnYWpqKg4cOJDvNiDKxiKPilSfPn1E+fLlNe9btWolPvroI2Fra6vZ+f/1118CgNi/f78QQoiIiAhhZmYmPvnkE615PXv2TLi4uIgePXrkubzMzEyRlJQkLC0txeLFizXtmzdvzvGlPFvTpk0FAHHy5Emtdj8/P9G2bVvN+3nz5gkTExNx+vRprX6//fabACB2796taQMglEqliIuLyzPWF/Xv319YWlpqte3du1cAEAsWLNBq37RpkwAgVqxYoWnz9PQUpqam4vr161p9hwwZIqysrMS9e/e02r/++msBQFNYrVmzRgAQP/74o07xCiGESqUSGRkZYs2aNcLU1FSzrmfOnBEAxPbt2/Od3tLSUvTv31+nZY0cOVKUKVMm3z66rmt2kefj4yPS09O1+v7+++9af4tCZP1Nubm5iXfeeUfTlluR5+PjI3x8fERKSkqeMbZt21aULVtWJCQk5Fg/uVyu898LEZG+ZBci33zzjVa7v7+/ACC2bt2qacvIyBCOjo6ie/fuec4vMzNTZGRkiMGDB4tatWppfQZAKBQKERUVpdW/SpUqokKFCpq2atWqiW7duhV6XXSZrkqVKqJWrVoiIyNDq71Tp07C1dVVc5Avu8jr169fjnmMGzdOKBQKER8fr2kLCwsTALQKypeLvDt37ghTU9NcC8RsycnJws7OTnTu3FmrXaVSiZo1a4r69evnu35E2Xi5JhWpli1b4s6dOwgPD0dqaiqOHTuGdu3aoXnz5ggJCQGQdUmCTCZDo0aNAAD79u1DZmYm+vXrh8zMTM1LLpejadOmWpfIJSUl4bPPPkOFChVgZmYGMzMzWFlZITk5GVevXtU5ThcXF9SvX1+rrUaNGlqXfe7atQvVqlWDv7+/Vlxt27bN9dK9Fi1awNbWtpBb7D9//vknAGDAgAFa7e+99x4sLS1zXLZRo0YNVKpUSatt165daN68Odzc3LRibt++PQAgNDQUALBnzx7I5XIMGjQo35jOnz+PLl26wN7eHqampjA3N0e/fv2gUqlw48YNAECFChVga2uLzz77DMuWLUNYWNgrb4Ns9evXR3x8PHr16oUdO3bgyZMnOfrouq7ZunTpAnNzc6229u3bw8XFBatXr9a07du3D48ePcp329y4cQO3b9/G4MGDIZfLc+2TmpqKgwcP4u2334aFhYVWjB06dEBqair+/vtvnbcJEZE+derUSeu9r68vJBKJZh8KAGZmZqhQoYJWbgSAzZs3o2HDhrCysoKZmRnMzc2xcuXKXPNwy5Yt4ezsrHlvamqKnj174tatW5pL+uvXr489e/Zg0qRJOHz4MFJSUnRah4Kmu3XrFq5du4YPPvgAAHLshyMjI3H9+nWtad55550cyxk0aBBSUlKwadMmTdvq1ashk8nQu3fvPOMLCQmBSqXCiBEj8uxz/PhxxMXFoX///lrxqdVqtGvXDqdPn85xiwhRbljkUZFq1aoVgKxC7tixY8jIyECLFi3QqlUrTZFy4MABNGzYUDNIyOPHjwEA9erVg7m5udZr06ZNWl/we/fuje+//x4ffvgh9u3bh1OnTuH06dNwdHTUOSkAgL29fY42mUymNY/Hjx/j0qVLOWKytraGECJH4eHq6qrz8nMTGxsLMzMzODo6arVLJBK4uLggNja2wOU9fvwYO3fuzBFz9j2R2THHxMTAzc0NJiZ57xIiIiLQuHFjPHz4EIsXL8bRo0dx+vRpzf1k2dtKqVQiNDQU/v7++Pzzz1G1alW4ublh+vTpOe7d01Xfvn2xatUq3Lt3D++88w6cnJzQoEEDzYGCwqxrftvLzMwMffv2xbZt2zT3PQYHB8PV1RVt27bNM76YmBgAyPcG+9jYWGRmZuK7777LEWOHDh1yjZGIqLjY2dlpvZdKpbCwsMhx4EoqlSI1NVXzfuvWrejRowfc3d2xbt06nDhxAqdPn8agQYO0+mVzcXHJsy07ry1ZsgSfffYZtm/fjubNm8POzg7dunXDzZs3812HgqbL/n4xYcKEHPvh4cOHA9AtV1StWhX16tXTHBBUqVRYt24dunbtmmM7vkiXXJEd47vvvpsjxvnz50MIgbi4uHy3AxHA0TWpiJUtWxaVKlXCgQMH4OXlhbp166JMmTJo2bIlhg8fjpMnT+Lvv//WDBICAA4ODgCA3377DZ6ennnOOyEhAbt27cL06dMxadIkTXtaWlqR7AAdHBygUCiwatWqPD9/0es+G8fe3h6ZmZmIiYnRKvSEEIiKikK9evUKXJ6DgwNq1KiBuXPn5roMNzc3AICjoyOOHTsGtVqdZ6G3fft2JCcnY+vWrVq/lwsXLuToW716dWzcuBFCCFy6dAnBwcGYNWsWFAqF1u+qMAYOHIiBAwciOTkZR44cwfTp09GpUyfcuHEDnp6eOq9rtrx+PwMHDsTChQuxceNG9OzZE7///jvGjBkDU1PTPGPL/v1kH4XOja2tLUxNTdG3b988j+J6e3vnOT0RUUm0bt06eHt7awYkyZaWlpZr/6ioqDzbsg+4WlpaYubMmZg5cyYeP36sOTvXuXNnXLt2Lc9YCpouO09PnjwZ3bt3z3UelStX1nqfX64YPnw4rl69ijt37iAyMhIDBw7MMzZAO1d4eHjk2ic7xu+++y7PUZxfPBNKlBcWeVTkWrVqhV9//RUeHh7o2LEjAKBSpUooV64cpk2bhoyMDM0ZPwBo27YtzMzMcPv27Vwvk8gmkUgghMgx7P1PP/0ElUql1ZbdpzBn917WqVMnfPnll7C3ty+WL+MtW7bEggULsG7dOowdO1bTvmXLFiQnJ6Nly5YFzqNTp07YvXs3fHx88r10tH379tiwYQOCg4PzvCwxO9G9uL2FEPjxxx/znK9EIkHNmjXxv//9D8HBwTh37pzms5fPlOrK0tIS7du3R3p6Orp164YrV67A09NT53UtiK+vLxo0aIDVq1dDpVIhLS2twMRdqVIl+Pj4YNWqVRg3blyuj2KwsLBA8+bNcf78edSoUQNSqfSVYyQiKikkEgmkUqlWMRQVFZXr6JoAcPDgQTx+/FhTqKhUKmzatAk+Pj65nuFydnbGgAEDcPHiRSxatAjPnz+HhYVFgXHlNl3lypVRsWJFXLx4EV9++eUrrnGWXr16Ydy4cQgODsadO3fg7u6ONm3a5DtNmzZtYGpqiqCgIAQEBOTap2HDhihTpgzCwsL0+lglevOwyKMi17JlSyxduhRPnjzBokWLtNpXr14NW1tbrccneHl5YdasWZgyZQru3LmDdu3awdbWFo8fP8apU6c0R+psbGzQpEkTLFy4EA4ODvDy8kJoaChWrlyJMmXKaMVQrVo1AMCKFStgbW0NuVwOb2/vXC/TzMuYMWOwZcsWNGnSBGPHjkWNGjWgVqsRERGB/fv3Y/z48WjQoMFrbasXtW7dGm3btsVnn32GxMRENGzYEJcuXcL06dNRq1Yt9O3bt8B5zJo1CyEhIQgMDMSoUaNQuXJlpKam4u7du9i9ezeWLVuGsmXLolevXli9ejWGDh2K69evo3nz5lCr1Th58iR8fX3x/vvvo3Xr1pBKpejVqxc+/fRTpKamIigoCE+fPtVa5q5du7B06VJ069YN5cuXhxACW7duRXx8PFq3bq3pV716dRw+fBg7d+6Eq6srrK2tcxxBzfbRRx9BoVCgYcOGcHV1RVRUFObNmwelUqk5o6nruupi0KBBGDJkCB49eoTAwMA843rRDz/8gM6dO+Ott97C2LFjUa5cOURERGDfvn1Yv349AGDx4sVo1KgRGjdujGHDhsHLywvPnj3DrVu3sHPnTs19mEREpUX243uGDx+Od999F/fv38fs2bPh6uqa6+WVDg4OaNGiBaZOnQpLS0ssXboU165d03qMQoMGDdCpUyfUqFEDtra2uHr1KtauXYuAgIB8Czxdplu+fDnat2+Ptm3bYsCAAXB3d0dcXByuXr2Kc+fOaT32KT9lypTB22+/jeDgYMTHx2PChAn53vIAZH2/+fzzzzF79mykpKSgV69eUCqVCAsLw5MnTzBz5kxYWVnhu+++Q//+/REXF4d3330XTk5OiImJwcWLFxETE4OgoCCdYqQ3nAEHfaE3xNOnT4WJiYmwtLTUGs1w/fr1mmGEc7N9+3bRvHlzYWNjI2QymfD09BTvvvuu1vDBDx48EO+8846wtbUV1tbWol27duLy5cvC09Mzx8iNixYtEt7e3sLU1FRrqOSmTZuKqlWr5lh+//79haenp1ZbUlKS+OKLL0TlypWFVCrVDIc/duxYrdHCAIgRI0bovI1yG11TCCFSUlLEZ599Jjw9PYW5ublwdXUVw4YNE0+fPtXq5+npKTp27JjrvGNiYsSoUaOEt7e3MDc3F3Z2dqJOnTpiypQpIikpSWtZ06ZNExUrVhRSqVTY29uLFi1aiOPHj2v67Ny5U9SsWVPI5XLh7u4uJk6cKPbs2aM10uS1a9dEr169hI+Pj1AoFEKpVIr69euL4OBgrbguXLggGjZsKCwsLAQA0bRp0zy3z88//yyaN28unJ2dhVQqFW5ubqJHjx7i0qVLhV7X7NE1Fy5cmOfyEhISNI/6yG3E0dxG1xQi69EQ7du3F0qlUshkMuHj4yPGjh2r1Sc8PFwMGjRIuLu7C3Nzc+Ho6CgCAwPFnDlz8oyHiKioZI8Amf3YoWx55aXccuZXX30lvLy8hEwmE76+vuLHH3/M9fEB2blx6dKlwsfHR5ibm4sqVaqI9evXa/WbNGmSqFu3rrC1tRUymUyUL19ejB07VvMYm7zoOt3FixdFjx49hJOTkzA3NxcuLi6iRYsWYtmyZZo+2aNrvjyi9ov2798vAAgA4saNGzk+z20bCJE1onW9evWEXC4XVlZWolatWlqPbxBCiNDQUNGxY0dhZ2cnzM3Nhbu7u+jYsaPWoyaI8iMRQggD1JZERERE9AaRSCQYMWIEvv/+e0OHQmT0OLomERERERGREWGRR0REREREZEQ48AoRERERFTneIURUfAx+Jm/p0qXw9vaGXC5HnTp1cPTo0Xz7r1+/HjVr1oSFhQVcXV0xcOBArYdCBwcHQyKR5Hjl9kBOIiKi4sBcR0RExcmgRd6mTZswZswYTJkyBefPn0fjxo3Rvn17RERE5Nr/2LFj6NevHwYPHowrV65g8+bNOH36ND788EOtfjY2NoiMjNR6yeXy4lglIiIiLcx1RERU3Axa5H377bcYPHgwPvzwQ/j6+mLRokXw8PDI8/kff//9N7y8vDBq1Ch4e3ujUaNGGDJkCM6cOaPVTyKRwMXFRetFRERkCMx1RERU3Ax2T156ejrOnj2LSZMmabW3adMGx48fz3WawMBATJkyBbt370b79u0RHR2N3377DR07dtTql5SUBE9PT6hUKvj7+2P27NmoVatWnrGkpaUhLS1N816tViMuLg729vaQSCSvsZZERFSchBB49uwZ3NzcCnwwcXFgriMiIn3SOc8Z6gF9Dx8+FADEX3/9pdU+d+5cUalSpTyn27x5s7CyshJmZmYCgOjSpYvWA7ZPnDgh1q5dKy5cuCCOHDki3nnnHaFQKHJ9SGW27IdV8sUXX3zxZRyv+/fvv36i0gPmOr744osvvoriVVCeM9jD0B89egR3d3ccP34cAQEBmva5c+di7dq1uHbtWo5pwsLC0KpVK4wdOxZt27ZFZGQkJk6ciHr16mHlypW5LketVqN27dpo0qQJlixZkmufl49uJiQkoFy5crh//z5sbGxec02JiKi4JCYmwsPDA/Hx8VAqlYYOh7mOiIj0Stc8Z7DLNR0cHGBqaoqoqCit9ujoaDg7O+c6zbx589CwYUNMnDgRAFCjRg1YWlqicePGmDNnDlxdXXNMY2Jignr16uHmzZt5xiKTySCTyXK029jYMPEREZVCJeXyQ+Y6IiIqCgXlOYPdsCCVSlGnTh2EhIRotYeEhCAwMDDXaZ4/f57j2lNTU1MAyPPZK0IIXLhwIdekSEREVJSY64iIyBAM+jD0cePGoW/fvqhbty4CAgKwYsUKREREYOjQoQCAyZMn4+HDh1izZg0AoHPnzvjoo48QFBSkuYRlzJgxqF+/Ptzc3AAAM2fOxFtvvYWKFSsiMTERS5YswYULF/DDDz8YbD2JiOjNxVxHRETFzaBFXs+ePREbG4tZs2YhMjIS1apVw+7du+Hp6QkAiIyM1HqO0IABA/Ds2TN8//33GD9+PMqUKYMWLVpg/vz5mj7x8fH4+OOPERUVBaVSiVq1auHIkSOoX79+sa8fERERcx0RERU3gw28UpIlJiZCqVQiISGB9ykQEZUi3H/rjtuKiKj00XXfbfiHCBEREREREZHesMgjIiIiIiIyIizyiIiIiIiIjAiLPCIiIiIiIiPCIo+IiIiIiMiIsMgjIiIiIiIyIizyiIiIiIiIjAiLPCIiIiIiIiPCIo+IiIiIiMiIsMgjIiIiIiIyIizyiIiIiIiIjAiLPCIiIiIiIiPCIo+IiIiIiMiIsMgjIiIiIiIyIizyiIiIiIiIjAiLPCIiIiIiIiPCIo+IiIiIiMiIsMgjIiIiIiIyIizyiIiIiIiIjAiLPCIiIiIiIiPCIo+IiIiIiMiIsMgjIiIiIiIyIizyiIiIiIiIjAiLPCIiIiIiIiPCIo+IiIiIiMiIsMgjIiIiIiIyIizyiIiIiIiIjAiLPCIiIiIiIiPCIo+IiIiIiMiIsMgjIiIiIiIyIizyiIiIiIiIjAiLPCIiIiIiIiPCIo+IiIiIiMiIsMgjIiIiIiIyIizyiIiIiIiIjAiLPCIiIiIiIiNi8CJv6dKl8Pb2hlwuR506dXD06NF8+69fvx41a9aEhYUFXF1dMXDgQMTGxmr12bJlC/z8/CCTyeDn54dt27YV5SoQERHli7mOiIiKk0GLvE2bNmHMmDGYMmUKzp8/j8aNG6N9+/aIiIjItf+xY8fQr18/DB48GFeuXMHmzZtx+vRpfPjhh5o+J06cQM+ePdG3b19cvHgRffv2RY8ePXDy5MniWi0iIiIN5joiIipuEiGEMNTCGzRogNq1ayMoKEjT5uvri27dumHevHk5+n/99dcICgrC7du3NW3fffcdFixYgPv37wMAevbsicTEROzZs0fTp127drC1tcWGDRt0iisxMRFKpRIJCQmwsbF51dUjIqJiVhL338x1RESkL7ruuw12Ji89PR1nz55FmzZttNrbtGmD48eP5zpNYGAgHjx4gN27d0MIgcePH+O3335Dx44dNX1OnDiRY55t27bNc54AkJaWhsTERK0XERHR62KuIyIiQzBYkffkyROoVCo4OztrtTs7OyMqKirXaQIDA7F+/Xr07NkTUqkULi4uKFOmDL777jtNn6ioqELNEwDmzZsHpVKpeXl4eLzGmgEqtcCJ27HYceEhTtyOhUptsJOlRERkQMac64iIqOQy+MArEolE670QIkdbtrCwMIwaNQrTpk3D2bNnsXfvXoSHh2Po0KGvPE8AmDx5MhISEjSv7MthXsXey5FoNP9P9Prxb4zeeAG9fvwbjeb/ib2XI195nkREVLoZW64jIqKSzcxQC3ZwcICpqWmOo47R0dE5jk5mmzdvHho2bIiJEycCAGrUqAFLS0s0btwYc+bMgaurK1xcXAo1TwCQyWSQyWSvuUZZBd6wdefw8nm7qIRUDFt3DkF9aqNdNdfXXg4REZUOxpjriIio5DPYmTypVIo6deogJCREqz0kJASBgYG5TvP8+XOYmGiHbGpqCiDrCCYABAQE5Jjn/v3785ynvqjUAjN3huUo8ABo2mbuDOOlm0REbxBjy3VERFQ6GOxMHgCMGzcOffv2Rd26dREQEIAVK1YgIiJCc0nK5MmT8fDhQ6xZswYA0LlzZ3z00UcICgpC27ZtERkZiTFjxqB+/fpwc3MDAIwePRpNmjTB/Pnz0bVrV+zYsQMHDhzAsWPHinRdToXHITIhNc/PBYDIhFScCo9DgI99kcZCREQlhzHlOiIiKh0MWuT17NkTsbGxmDVrFiIjI1GtWjXs3r0bnp6eAIDIyEit5wgNGDAAz549w/fff4/x48ejTJkyaNGiBebPn6/pExgYiI0bN+KLL77A1KlT4ePjg02bNqFBgwZFui7Rz/Iu8F50LzaZRR4R0RvEmHIdERGVDq/0nLzMzEwcPnwYt2/fRu/evWFtbY1Hjx7BxsYGVlZWRRFnsXqVZweduB2LXj/+XWA/hbkp+gV4YmBDb7go5a8bKhERvUBfz34z9jwH8Dl5RESlka777kKfybt37x7atWuHiIgIpKWloXXr1rC2tsaCBQuQmpqKZcuWvVbgpVV9bzu4KuWISkjN9b48ADAzkSAlQ4XlR+5g1V/h6ObvjiFNy6OCk3WxxkpERHljniMiotKu0AOvjB49GnXr1sXTp0+hUCg07W+//TYOHjyo1+BKE1MTCaZ39gMAvDyAteTf15Je/lg1oC7qe9shQyWw+ewDtPr2CD78+QzO3I0r7pCJiCgXzHNERFTaFfpM3rFjx/DXX39BKpVqtXt6euLhw4d6C6w0alfNFUF9amPmzjCtQVhclHJM7+yneXxCiyrOOBfxFMtDb2N/2GMcuJr1quNpi6FNfdCyihNMTPJ+1hERERUd5jkiIirtCl3kqdVqqFSqHO0PHjyAtTUvO2xXzRWt/VxwKjwO0c9S4WQtR31vO5i+VLTVLmeL5X3r4nZMEn46egdbzj7E2XtP8dGaM/BxtMSQJj7oWssNMjNTA60JEdGbiXmOiIhKu0Jfrtm6dWssWrRI814ikSApKQnTp09Hhw4d9BlbqWVqIkGAjz26+rsjwMc+R4H3Ih9HK8zrXgPHPmuOYc18YC03w+2YZHy65RKaLDiE5aG3kZiaUYzRExG92ZjniIiotCv06JoPHz5EixYtYGpqips3b6Ju3bq4efMmHBwccOTIETg5ORVVrMXGkCOOPUvNwIZTEVh5LByPE9MAANYyM/R+qxwGN/SGkw1H5CQiyos+9t9vQp4DOLomEVFppOu++5UeoZCSkoKNGzfi7NmzUKvVqF27Nj744AOtG9RLs5KQ+NIz1dhx4SGWH7mDW9FJAACpqQneruWOj5qURwUn4xjCm4hIn/S1/zb2PAeUjFxHRESFUyRFXkZGBipXroxdu3bBz89PL4GWRCUp8anVAn9ei8byI7dx+u5TAIBEArT2dcaQpj6o42lr0PiIiEqS191/vyl5DihZuY6IiHRTJM/JMzc3R1paGiQSjvxYXExMJGjl54xWfs44ey8Oy0LvICTsMfb/+6rvZYchTcujeWWOyElE9LqY54iIyBgUeuCVTz75BPPnz0dmZmZRxEP5qONphx/71cWBcU3Rs64HzE0lOHU3DoN/PoN2i4/gt7MPkJ6pNnSYRESlGvMcERGVdoW+Jy/7YbBWVlaoXr06LC0ttT7funWrXgM0hNJyCcvjxFSs+iscv/wdgWdpWV9GXGzkGNzIG70alIOV7L8TtSq1KPCxDkREpZ0+9t9vQp4DSk+uIyKi/xTJ5ZoAUKZMGbzzzjuvFRzph7ONHJPb+2JE8wrYcDJrRM6oxFTM3X0VS/68ib5veWJAQy+cu/c0xwPaXV96QDsREWVhniMiotLulUbXNHal9ehmWqYKO84/wvIjt3E7JhkAYGYiQaY65684+xxeUJ/aLPSIyGiU1v23IXBbERGVPkV2Ji9bTEwMrl+/DolEgkqVKsHR0fFVZ0V6IjMzRY96Hni3TlkcuPoYQaG3cT4iPte+AlmF3sydYWjt58JLN4mIXsI8R0REpVWhB15JTk7GoEGD4OrqiiZNmqBx48Zwc3PD4MGD8fz586KIkQrJxESCNlVd8GnbKvn2EwAiE1JxKjyueAIjIioFmOeIiKi0K3SRN27cOISGhmLnzp2Ij49HfHw8duzYgdDQUIwfP74oYqRXFP0steBOhehHRPQmYJ4jIqLSrtCXa27ZsgW//fYbmjVrpmnr0KEDFAoFevTogaCgIH3GR6/ByVquU7/zEfHoUN0V5qaFrvmJiIwO8xwREZV2hS7ynj9/Dmdn5xztTk5OvIylhKnvbQdXpRxRCanIb3Sd4ON3ceRmDCa390UrXyc+BJiI3mjMcwUrqY/lKYlxMSYiMoRCj67ZsmVL2NvbY82aNZDLs84UpaSkoH///oiLi8OBAweKJNDiZEwjju29HIlh684BgFahJ/n3fe/6Hth35TFik9MBAAHl7TGloy+quSuLPVYiotelj/33m5DngFffVnsvR5bIx/KUxLgYExHpm6777kIXeZcvX0a7du2QmpqKmjVrQiKR4MKFC5DL5di3bx+qVq362sEbmjEVeUDBO/RnqRkIOnwbPx0LR3qmGhIJ0L1WWUxsWxkuSt0u+SQiKgn0sf9+E/Ic8GrbKvvA4ctfHAz9WJ6SGBdjIqKiUGRFHpB1RHPdunW4du0ahBDw8/PDBx98AIVC8VpBlxTGVuQBul2a8eDpcyzcdx07LjwCAMjNTfBx4/IY0tQHlrJXftoGEVGx0df+29jzHFD4baVSCzSa/6fWAcOX2cjNMKplRZgU42X/aiGw5OBNJKZmlpi4SmNMEgAuSjmOfdaCl24SlWBFWuQZO2Ms8grjwv14zP0jDKfvPgUAOFrLMKFNJbxbx4M7fiIq0d70/XdhFHZbnbgdi14//l0MkZEhbfjoLQT42Bs6DCLKQ5E9DH3evHlwdnbGoEGDtNpXrVqFmJgYfPbZZ4WPlkoUf48y+HVIAPZdicK8PddwL/Y5PtvyD1b/dRdTOvqicUU+EJiIjBfzXO50fdxO7XJlUNbWooij+c+Dp89xLiK+wH7FGVdpjmnBvmsY3MgbzSo7wYpX8RCVWoU+k+fl5YVffvkFgYGBWu0nT57E+++/j/DwcL0GaAg8Evyf9Ew11v59D0sO3kRCSgYAoFllR3zewReVnK0NHB0RkTZ97L/fhDwHFN2ZvOI+E1QS4yrNMWWTmpmgcQUHtK3qglZ+zrCzlBZhdESkK1333YV+MFpUVBRcXXPelOvo6IjIyMjCzo5KOKmZCQY38kboxGYY1NAb5qYSHL4eg3aLjuDzbf8g5lmaoUMkItIr5rncZT+WJ6+L9iXIGtSrvrddcYZVIuMqjTEBgL2lFEOalIe3gyXSM9U4eC0an265hLpzQvD+ihMI/iscj+JTii1mInp1hS7yPDw88Ndff+Vo/+uvv+Dm5qaXoKjkKWMhxbTOfggZ2xTtqrpALYBfTkag+deH8cOhW0jNUBk6RCIivWCey52piQTTO/sBQI5CIfv99M5+xX7vdkmMqzTGJAEw9+1qmNzBF3+Ob4r9Y5tgXOtKqOpmA7UA/r4Thxk7wxD41Z/o+v0xLD18C7djkootfiIqnEJfrjl//nwsXLgQCxcuRIsWLQAABw8exKefforx48dj8uTJRRJoceLlmgU7FR6HuX+E4eKDBACAm1KOie0qo2tNd5hwcBYiMhB97L/fhDwH8Dl5jEn3mO7HPce+K1HYdyUKZ+49xYvfHCs6WaFtVRe0q+aCqm42kBTjyKpEb6IiG11TCIFJkyZhyZIlSE/PeoC2XC7HZ599hmnTpr1e1CUEizzdqNUCv198hAV7r+HRv8miRlklvujoV+yX6xARAfrZf78JeQ54vW2ly2N5DKEkxmVsMcU8S0NI2GPsuxKF47efIEP139dI9zIKtK3qgrZVnVHXy/DrSWSMivwRCklJSbh69SoUCgUqVqwImUz2ysGWNCzyCic1Q4WVx8IRdPg2ktKynr/TtqozJrX3hbeDpYGjI6I3iT7338ac5wDmOnp9iakZOHQtGnsvR+Hw9RikvHDrhr2lFK39nNG2mgsCfewhMzPNd14lsRgmKomK7Tl5iYmJ+PPPP1G5cmX4+vq+zqxKDCa+V/MkKQ3/C7mBDacioBaAuakEfd/ywqiWFVDGgqNyEVHRK4r9tzHmOYC5jvQrNUOFIzdisO/KYxy4+lgzIjcAWMnM0KKKE9pWdUGzyo6wfOnRDCXxslaikqrIirwePXqgSZMmGDlyJFJSUlCzZk3cvXsXQghs3LgR77zzzmsHb2hMfK/nxuNn+HL3VRy+HgMAUCrM8UmLCugX4AWp2X9j/fCoHRHpmz72329CngOY66joZKjUOBUep7mP73HifyNxS81M0KTiv49m8HXGyfBYDFt3Di9/Gc3+NhDUpzYLPaIXFFmR5+Lign379qFmzZr45ZdfMH36dFy8eBE///wzVqxYgfPnz7928IbGxKcfR2/GYO4fV3Et6hkAwNPeApPaVUG7ai7YdyWKR+2ISO/0sf9+E/IcwFxHxUOtFrj4IB57r0Rh3+Uo3I19rvnM1EQCU4kE6Sp1rtNKALgo5Tj2WQuDHATmwWgqiYqsyFMoFLhx4wY8PDzQr18/uLm54auvvkJERAT8/PyQlFT6h9Nl4tMflVrgt7P38fX+G5pn6lVwtMStmOQcfXnUjohelz72329CngOY66j4CSFw43ES9l7OOsMXFpmo03Rzu1VD08qOsLWQwkJqWiwjePISUiqpdN13m+X5SR48PDxw4sQJ2NnZYe/evdi4cSMA4OnTp5DL5a8eMRklUxMJetYrh0413LD8yB2sOHI71wIPAASyCr2ZO8PQ2s+FR8uIyCCY54iKhkQiQWUXa1R2scboVhWx6tgdzNp1tcDppmy/rPlZamYCWwtz2FpIs16WL/4s/e+z7J8tpbCWmRWqMNx7OTLXS0ijElIxbN05HoymUqHQRd6YMWPwwQcfwMrKCp6enmjWrBkA4MiRI6hevbq+4yMjYSkzw7jWlVDZ2RojfjmXZz8BIDIhFafC4xDgY198ARIR/Yt5jqh4+LoqdepnZylFUlom0jPVSM9U43FimtZ9fgUxM5GgjMWLBaB5zqLw33alwhzTd1zJUeABPBhNpUuhi7zhw4ejQYMGiIiIQOvWrWFikjWQRvny5TFnzhy9B0jGJVOd+3X3L5u9KwwNK9ijopM1KjhboYKTFWzk5kUcHRER8xxRcanvbQdXpRxRCam5FlUv3pNnIgFSMlSIS05H/PMMPH2ervk56990xD3PQPzzdDx9no6nyVl9nqerkKkWeJKUhidJuheGeck+GP337Vg0rOjw2vMjKiqv/QiF17V06VIsXLgQkZGRqFq1KhYtWoTGjRvn2nfAgAH4+eefc7T7+fnhypUrAIDg4GAMHDgwR5+UlBSdL7PhfQpF58TtWPT68e9XmtbFRo6K/xZ8FZysUNHJGhWdrGBrycczEFGWkrr/Zq4jyl32pZEAtAo9fd2nn5qh0ioEnz7PQNzzdMQnp2f9q1UkpiPmWRpSMwo+IG1qIkF5B0uUd7SEt4MVyjta/vveCnb8XkJFqMjuydOnTZs2YcyYMVi6dCkaNmyI5cuXo3379ggLC0O5cuVy9F+8eDG++uorzfvMzEzUrFkT7733nlY/GxsbXL9+XauN91GUDAUdtQOyLssY26oSbsck4VZ0Em5GP8PjxDREJaYiKjEVR28+0ervYCX9r+hztkIFRytUcLaCo5Ws0DdncyQtItI35jqivLWr5oqgPrVzDHLioqdBTuTmpnBRmsJFqdv/DV0PRqvUAjejk3AzOgnAY63PyliYw9vBEuVfKP68HS3hZW8JuXn+D4XXZbn8nkK6MOiZvAYNGqB27doICgrStPn6+qJbt26YN29egdNv374d3bt3R3h4ODw9PQFkHd0cM2YM4uPjXzkuHt0sWq9y1C4hJQO3opNwK/rZv4VfEm4+TsLD+JQ8l6NUmKOik9W/Z/+yzvpVcLKCq1Kea/HHkbSISr+SuP9mriMqWEkpXlRqgUbz/8z3ElJnGxk2DQnA3djnCI9Jwp0nybgTk4zwJ8n5fi+RSAD3Mgp4O1jCx9EqqxB0tIS3gyXclAqYFLC+JfV7Skn53b0pSvyZvPT0dJw9exaTJk3Sam/Tpg2OHz+u0zxWrlyJVq1aaZJetqSkJHh6ekKlUsHf3x+zZ89GrVq18pxPWloa0tL+u047MVG3IX3p1bzKUTulwhx1PG1Rx9NWqz05LRO3Y7IKvpsvFIH34p4jISUDZ+49xZl7T7WmsZKZwcfJKqsA/LcIfBSfgi+2X8mxXI6kRUSvg7mOSDemJpISMeCaqYkE0zv7Ydi6c5Ag94PRM7pUhae9JTztLdG0kqPW9CnpKtyNzS76knAnJhm3nyTjTkwSnqVm4sHTFDx4mpLjqiS5uQm87C3/PfP3XwFY3sEKSgvzEjviZ0ktPMmARd6TJ0+gUqng7Oys1e7s7IyoqKgCp4+MjMSePXvwyy+/aLVXqVIFwcHBqF69OhITE7F48WI0bNgQFy9eRMWKFXOd17x58zBz5sxXXxkqtHbVXNHaz+W1j/xYysxQo2wZ1ChbRqs9NUOFOzHJuJl95u9x1mWfd2OfIyktExfvx+Pi/fgC58+RtIjodTDXEZU+r3MJqUJqCl9XG/i6ap9hEUIgNjkd4f8WfHdikv89A5iEiLjnSM1Q41rUM1yLepZjnnaWUjxLzchzxE8AmL7jChpVcISF1LTAM4L6UlILT4BnF4FXvFwzPj4ep06dQnR0NNQvjZbYr18/nebx6NEjuLu74/jx4wgICNC0z507F2vXrsW1a9fynX7evHn45ptv8OjRI0iled/gqlarUbt2bTRp0gRLlizJtU9uRzc9PDx4CYsRSs9U415ssuZyz5vRz3DxQQLuxz0vcNoNH71VIo4yElHe9HUJoj7yHMBcR1SaFVehkKlS48HTFNx58l/xFx6TjDtPkgr1qIhsUlMTyMxNIDMzhdzcBHJzU8jMCvj3hf4v/ys3y/r8xf5mJhK8v+JvRD/LPb4XR0Yt7uLK2M8uFtnlmjt37sQHH3yA5ORkWFtba93bJJFIdE5+Dg4OMDU1zXEkMzo6OscRz5cJIbBq1Sr07ds336QHACYmJqhXrx5u3ryZZx+ZTAaZTKZT3FS6Sc1MUNHZGhWdrYF/H3e148JDjN54ocBpo5+lFtiHiEo/feU5gLmOqDQrrktIzUxN4OVgCS8HS7Soov1ZUlomgv8Kx9f7b+g8v3SVGukqNZ4hU8+R6i77URNvL/0L7mUUsJSZwVJqmvXvvz9byMxgJTODhdT033//fS/Lei8zMyn0AHol+exicSt0kTd+/HgMGjQIX375JSwsLF55wVKpFHXq1EFISAjefvttTXtISAi6du2a77ShoaG4desWBg8eXOByhBC4cOECH2BLeXKy1m3ErZ0XI9GkoiMf2UBk5PSV5wDmOiJ6PVYyM9TxtNOp76r+9VDTQ4nUTDVSM1RIy1AjNVP737SX3qdmqHL0Sc1UIy1DlePftOz5Zqo1D6cvyKUHCbj0IOGV1t3URAILqSkspWawlP1bIL7wc1ZRaKopDuXmpvhm/3U+yP5fhS7yHj58iFGjRr124gOAcePGoW/fvqhbty4CAgKwYsUKREREYOjQoQCAyZMn4+HDh1izZo3WdCtXrkSDBg1QrVq1HPOcOXMm3nrrLVSsWBGJiYlYsmQJLly4gB9++OG14yXjpMtjHQDgwNXHaP7NYYxvUxm965d7I3YQRG8ifeY5gLmOiF6Prg+Nb1rZsdi+m+j6qImhTX3gVkaOpLRMPE9TITk9E8lpmUhOVyH537aktEw8T89EUpoKz9Mz8TxdBSDrctlnqZl4lqqfM5LZZxcHBZ9GjbJKONvI4WIjh4sy62VnIS3S+xmL+z7BQhd5bdu2xZkzZ1C+fPnXXnjPnj0RGxuLWbNmITIyEtWqVcPu3bs1I4hFRkYiIiJCa5qEhARs2bIFixcvznWe8fHx+PjjjxEVFQWlUolatWrhyJEjqF+//mvHS8ZJl5G0xrauiN3/ROFa1DNM3X4Zv5yMwIzOfmhQnvfoERkbfeY5gLmOiF6PLt9Tpnf2K9aDz7oWnhPbVi50XCq1QEpGVhGY9cpZHGa3ZxWHWYXhrehn+OdhwaMGh96IQeiNmBzt5qYSOFn/W/TZyLOKQKVMqxh0tpG/0rMODXGfoE4Dr/z++++an2NiYjBr1iwMHDgQ1atXh7m5uVbfLl266D/KYsZnB72ZCvoPmKlS45dTEfhm/w0kpGQAADrXdMPnHarAVakwVNhE9IJX3X+/aXkOYK4jKm1K2oAir/Lc46Kk69nF9+qUhdTMBI8TUxGVmIqohDTEJqdB16EobS3M/y0AXywG//vZVSlHGQtzzf2Eed0n+KrbSdd9t05FnomJiU4LlUgkUKlUOgdZUjHxvbl0OZUel5yOb/Zfxy+nIiAEoDA3xcgWFTC4kfcrHd0hIv151f33m5bnAOY6otKopD0aoCQVnro8yD6vET8zVGpEP0tDVEIqHiemIvLff6MSsgrB7J/TdLgPEcga6C+r6JPhn4cJSM3IfbpXGYVUr0Xem4aJj3Rx+WECZu68gtN3sx62Xs7OAlM7+aGVr1OhR4MiIv3g/lt33FZEpA8lqfAsyrOLQggkpGT8e/YvZwEYlZiGx4mpiEtOL/S8C/OYLhZ5r4GJj3QlhMDvFx/hy91XNc+yaVLJEdM6+aGCk5WBoyN683D/rTtuKyIyRoY+u5iWqUJ0YhqiElOx6+Ij/HziXoHTLH7fH1393XWaf5E9J2/UqFGoUKECRo0apdX+/fff49atW1i0aFFhZ0lUakkkEnT1d0crX2d8f+gWVh4Nx5EbMWi36AgGNfLGJy0qwFpuXvCMiKjEYJ4jIiq92lVzRWs/F4OdXZSZmcLDzgIedhbIVAmdijxdH+dVGLrdhPCCLVu2oGHDhjnaAwMD8dtvv+klKKLSxlJmhs/aVcG+sU3QsooTMtUCK47cQfOvQ/Hb2QdQq3nCnKi0YJ4jIirdsh9k39XfHQE+9ga7fDR7FNK8li5B1lnG+t66PQuxMApd5MXGxkKpVOZot7GxwZMnT/QSFFFp5e1giZUD6mH1gHrwdrDEk6Q0TNh8Ed2DjuPi/XhDh0dEOmCeIyIifch+/AWAHIVeUT/+otBFXoUKFbB3794c7Xv27NHbM4WISrvmVZywb0wTTGpfBZZSU1y4H49uS//CZ79dwpOkNEOHR0T5YJ4jIiJ9aVfNFUF9asNFqX1JpotSXqSPmSj0PXnjxo3DyJEjERMTgxYtWgAADh48iG+++Yb3KRC9QGpmgqFNffB2LXfM33MNW88/xKYz97H7ciTGtKqEfgGeMDct9HEWIipizHNERKRPhrhP8JVG1wwKCsLcuXPx6NEjAICXlxdmzJiBfv366T1AQ+CIY1QUzt6Lw/Tfr+Dyw0QAQAUnK8zoXBWNKjoYODIi46Gv/bex5zmAuY6IqDQqkkcoZGZmYv369Wjbti1cXFwQExMDhUIBKyvjGiqeiY+Kikot8OuZ+1i477rmOSrtqrpgSkdfeNhZGDg6otLvdfffb0qeA5jriIhKoyJ7Tp6FhQWuXr0KT0/P1w6ypGLio6KW8DwD/ztwA2v/vgeVWkBmZoIhTX0wrKkPFFJTQ4dHVGrpY//9JuQ5gLmOiKg00nXfXegbgho0aIDz58+/VnBEbzqlhTlmdKmKP0Y1QkB5e6RlqrHk4E20+jYUu/+JxIvHXlRqgRO3Y7HjwkOcuB0LFR/HQFSkmOeIiKi0K/TAK8OHD8f48ePx4MED1KlTB5aWllqf16hRQ2/BERm7Ki42+OWjBthzOQpz/7iKh/EpGL7+HALK22NGl6oIf5KEmTvDEJmQqpnGVSnH9M5+RTYaE9GbjnmOiIhKu0JfrmlikvPkn0QigRACEokEKpVKb8EZCi9hIUNISVdhWehtLAu9jbRMNUwkQG4n7bLHYSrKYXeJSit97L/fhDwHMNcREZVGuu67C30mLzw8/LUCI6LcKaSmGNu6Et6tUxZz/gjDviuPc+0nkFXozdwZhtZ+LkU6/C7Rm4h5joiISrtCF3nGfiM6kaF52FlgQKB3nkUekFXoRSak4lR4HAJ87IsvOKI3APMcERGVdoUu8rKFhYUhIiIC6enpWu1dunR57aCI3nTRz1IL7lSIfkRUeMxzRERUWhW6yLtz5w7efvtt/PPPP5p7FICs+xUAGM29CkSG5GQt12s/ItId8xwREZV2hX6EwujRo+Ht7Y3Hjx/DwsICV65cwZEjR1C3bl0cPny4CEIkevPU97aDq1KO/O62M5EAGSp1scVE9KZgniMiotKu0EXeiRMnMGvWLDg6OsLExAQmJiZo1KgR5s2bh1GjRhVFjERvHFMTCaZ39gOAPAs9tQD6rz6F+Xuvsdgj0iPmOSIiKu0KXeSpVCpYWVkBABwcHPDo0SMAWTeqX79+Xb/REb3B2lVzRVCf2nBRal+S6aqUY/H7NdGrvgeEAIIO38a7y07gXmyygSIlMi7Mc0REVNoV+p68atWq4dKlSyhfvjwaNGiABQsWQCqVYsWKFShfvnxRxEj0xmpXzRWt/VxwKjwO0c9S4WQtR31vO5iaSNDVvywaV3TEpC2XcPF+PDouOYbZ3ari7VplDR02UanGPEdERKVdoYu8L774AsnJWWcM5syZg06dOqFx48awt7fHpk2b9B4g0ZvO1ESS52MSOlR3RU2PMhi78QJO3Y3D2E0XEXo9BrO7VYO13LyYIyUyDsxzRERU2klE9rBhryEuLg62traakcdKO12fJE9UUqjUAt//eQuLD96AWgDl7Cyw+H1/1Cpna+jQiIpVUe2/jS3PAcx1RESlka777kLfk5ft1q1b2LdvH1JSUmBnZ/eqsyEiPTA1kWB0q4r4dUgA3MsoEBH3HO8tO4Glh29BrX7t4zhEbyTmOSIiKq0KXeTFxsaiZcuWqFSpEjp06IDIyEgAwIcffojx48frPUAi0l1dLzvsHt0YHWu4IlMtsGDvdfRZeRJRCXxoOpGumOeIiKi0K3SRN3bsWJibmyMiIgIWFhaa9p49e2Lv3r16DY6ICk+pMMf3vWphwTs1oDA3xfHbsWi/+AhCwh4bOjSiUoF5joiISrtCD7yyf/9+7Nu3D2XLao/gV7FiRdy7d09vgRHRq5NIJOhRzwN1vGwxasN5XHmUiI/WnEG/AE983sEXcnNTQ4dIVGIxzxERUWlX6DN5ycnJWkc2sz158gQymUwvQRGRfvg4WmHr8EB82MgbALDmxD10/f4v3Hj8zMCREZVczHNERFTaFbrIa9KkCdasWaN5L5FIoFarsXDhQjRv3lyvwRHR65OZmeKLTn4IHlgPDlZSXH/8DJ2/O4a1f9+DHgbXJTI6zHNERFTaFfpyzYULF6JZs2Y4c+YM0tPT8emnn+LKlSuIi4vDX3/9VRQxEpEeNKvshD2jm2DC5osIvRGDqdsv48iNGCx4pwZsLaWGDo+oxGCeIyKi0q7QZ/L8/Pxw6dIl1K9fH61bt0ZycjK6d++O8+fPw8fHpyhiJCI9cbSWYfWAeviioy/MTSUICXuMdouP4PjtJ4YOjajEYJ4jIqLSTi8PQzc2fEAsvQkuP0zAqI3ncScmGRIJMLyZD8a0qgRz01d+fCaRwXH/rTtuKyKi0qfIHoa+d+9eHDt2TPP+hx9+gL+/P3r37o2nT5++WrREVOyquSux65NG6FnXA0IAPxy6jfeWnUBE7HNDh0ZkUMxzRERU2hW6yJs4cSISExMBAP/88w/GjRuHDh064M6dOxg3bpzeAySiomMhNcP8d2vg+961YC03w4X78eiw5Ci2n39o6NCIDIZ5joiISrtCD7wSHh4OPz8/AMCWLVvQuXNnfPnllzh37hw6dOig9wCJqOh1quEGf48yGLPxAs7ce4oxmy7gyM0YzOpaDVayQu8miEo15jkiIirtCn0mTyqV4vnzrMu5Dhw4gDZt2gAA7OzsNEc+C2Pp0qXw9vaGXC5HnTp1cPTo0Tz7DhgwABKJJMeratWqWv22bNkCPz8/yGQy+Pn5Ydu2bYWOi+hNU9bWAhs/fgujW1aEiQTYeu4hOi05iov34w0dGlGx0neeA5jriIioeBW6yGvUqBHGjRuH2bNn49SpU+jYsSMA4MaNGyhbtmyh5rVp0yaMGTMGU6ZMwfnz59G4cWO0b98eERERufZfvHgxIiMjNa/79+/Dzs4O7733nqbPiRMn0LNnT/Tt2xcXL15E37590aNHD5w8ebKwq0r0xjEzNcHY1pWw8eMAuCnluBv7HO8EHcey0NtQqzlGE70Z9JnnAOY6IiIqfoUeXTMiIgLDhw/H/fv3MWrUKAwePBgAMHbsWKhUKixZskTneTVo0AC1a9dGUFCQps3X1xfdunXDvHnzCpx++/bt6N69O8LDw+Hp6QkA6NmzJxITE7Fnzx5Nv3bt2sHW1hYbNmzQKS6OOEYEJDzPwORtl7D7nygAQMMK9vi2hz+cbeRQqQVOhcch+lkqnKzlqO9tB1MTiYEjJtLP/lufeQ5griMiIv3Rdd9d6JttypUrh127duVo/9///leo+aSnp+Ps2bOYNGmSVnubNm1w/PhxneaxcuVKtGrVSpP0gKyjm2PHjtXq17ZtWyxatCjP+aSlpSEtLU3z/lUvxyEyJkoLc/zQuzY2nb6PGTuv4K9bsWi/+Cjer+eBbecfIjIhVdPXVSnH9M5+aFfN1YARE+mHvvIcwFxHRESGUejLNXfv3o19+/blaN+/f7/WEcWCPHnyBCqVCs7Ozlrtzs7OiIqKKnD6yMhI7NmzBx9++KFWe1RUVKHnOW/ePCiVSs3Lw8ND5/UgMmYSiQTv1y+HXZ80hp+rDeKS07H08G2tAg8AohJSMWzdOey9HGmgSIn0R195DmCuIyIiwyh0kTdp0iSoVKoc7Wq1OseRSl1IJNqXeAkhcrTlJjg4GGXKlEG3bt1ee56TJ09GQkKC5nX//n3dgid6Q1RwssJvwwJgKTXN9fPsa75n7gyDivfuUSmn7zwHMNcREVHxKvTlmjdv3tQMLf2iKlWq4NatWzrPx8HBAaampjmOOkZHR+c4OvkyIQRWrVqFvn37QiqVan3m4uJS6HnKZDLIZDKdYyd6E128n4Dk9JxffLMJAJEJqdh85j66+LvBQspHL1DppK88BzDXERGRYRT6TJ5SqcSdO3dytN+6dQuWlpY6z0cqlaJOnToICQnRag8JCUFgYGC+04aGhuLWrVuam+FfFBAQkGOe+/fvL3CeRJS/6GepBXcCMGnrP/Cbtg8B8w6i949/Y8q2f7DyWDgOXYvG3SfJyFSpizhSotejrzwHMNcREZFhFPpQe5cuXTBmzBhs27YNPj4+ALIS3/jx49GlS5dCzWvcuHHo27cv6tati4CAAKxYsQIREREYOnQogKxLSx4+fIg1a9ZoTbdy5Uo0aNAA1apVyzHP0aNHo0mTJpg/fz66du2KHTt24MCBAzh27FhhV5WIXuBkLdepn5XMDElpmYhMSEVkQiqO347V+tzcVAIPOwuUd7BCeUdLeDtkvco7WMLRWqbTJWx54aifpA/6zHMAcx0RERW/Qhd5CxcuRLt27VClShXN84IePHiAxo0b4+uvvy7UvHr27InY2FjMmjULkZGRqFatGnbv3q0ZQSwyMjLHc4QSEhKwZcsWLF68ONd5BgYGYuPGjfjiiy8wdepU+Pj4YNOmTWjQoEFhV5WIXlDf2w6uSjmiElKR2113EgAuSjmOfdYCiSkZCI9Nxp2YZIQ/SUL4k+yfk5GWqcadmKz3uKo9DyuZmabo83awRHlHS5R3sIKXgwWs5eb5xrf3ciRm7gzjqJ/02vSZ5wDmOiIiKn6Ffk4ekHWfQEhICC5evAiFQoEaNWqgSZMmRRGfQfDZQUS523s5EsPWnQMArUIv+1xZUJ/a+RZUarVAZGIqwv8t/u68UPw9ePoc+Y3Z4mgt05zxyzoDaAVvB0uUs7PAn9ceY9i6czmKT13jKko8u1i89LX/NvY8BzDXERGVRrruu1+pyDN2THxEeSuqM2ZpmSrcj3uedZbvSfK/hWDWz0+S0vKczkSSNcpgfqN6OlvLcOTT5pCZ5z46aFEpqWcXS2Lhqa+YuP/WHbcVEVHpo9cib8mSJfj4448hl8uxZMmSfPuOGjWq8NGWMEx8RPkr7iIhISUDd5/8V/RlXf6ZdRno83xG/HyZlcwMNnIz2CjMYaMwh/Lfl438338VZv+9t/ivXakwh9zcpFD3C2af9SxpZxdLYuGpz5hedf/9puU5gLmOiKg00muR5+3tjTNnzsDe3h7e3t55z0wiyXVEstKGiY+odBBCYO3f9zBtx5UiX5a5qURTAL5YJNrI/y0MXygarWRmGPfrBTxJSs91Xi/ev1icZ9BKYuGp75hedf/9puU5gLmOiKg00nXfrdPAK+Hh4bn+TERkSBKJBBWdrHXqu7xvHVRytkZiSgYSUjKQmPrvvymZSHihLTEl44U+WZ+p1AIZKoEnSel5Fm6Fkf1MwXaLjsDJRgaFuSnk5qb//Sv9773C3CRnm9QUcjNTKKQmOdpM8igaVWqBmTvDch00RyCrqJq5Mwyt/VyKrfAsSTExzxERkTEp9Oias2bNwoQJE2BhYaHVnpKSgoULF2LatGl6C46IqCC6jvrZytf5lQoFIQSep6v+Kwyf/1f85SwYs4rG+0+fa116mJeb0Um4GZ1U6JjyIzUz+bc4zCr8ZGYmUEhNkZ6pzjem7MJz2LqzcFXq9riM15X9mI2CYjoVHocAH/tiiQlgniMiotKv0AOvmJqaIjIyEk5OTlrtsbGxcHJygkql+/0xJRUvYSEqXV531E99O3E7Fr1+/LvAfuNaV4KnvQVSM1RISVchJUONlAwVUv99ZbX9+3OGCqkZaqSk//f+v77G/YD5xe/7o6u/u0599bH/fhPyHMBcR0RUGun1cs0XCSFyHXzg4sWLsLOzK+zsiIheW7tqrgjqUzvH4B0uBhpQRNeziyOaV9DLZYhqtUBaplqr8NMqBtNV+OdhAr7781aB8+peyx1lbRWvHZMuHjxNwdbzDwvs52RdPGcWszHPERFRaadzkWdrawuJRAKJRIJKlSppJUCVSoWkpCQMHTq0SIIkIipIu2quaO3nUiIeDWBqIsH0zn4Ytu4cJMj97OL0zn56i83ERAKFNOvyzLy09HXGb2cfFFh4LnyvZrHek3fiTmyBMdX3Lp7CinmOiIiMhc5F3qJFiyCEwKBBgzBz5kwolUrNZ1KpFF5eXggICCiSIImIdGFqIinWe7fyU9LOLhZ34VkaY2KeIyIiY1Hoe/JCQ0PRsGFDmJkV+krPUoP3KRCRvpS0B4/zOXkFexPyHMBcR0RUGhXZPXnW1ta4evUqqlevDgDYsWMHVq9eDT8/P8yYMQNSqfTVoyYiMjIl6ewiULIuay2pMTHPERFRaWdS2AmGDBmCGzduAADu3LmDnj17wsLCAps3b8ann36q9wCJiEi/sgvPrv7uCPCxN2iBVxJjYp4jIqLSrtBF3o0bN+Dv7w8A2Lx5M5o2bYpffvkFwcHB2LJli77jIyIiKlbMc0REVNoVusgTQkCtznom04EDB9ChQwcAgIeHB548eaLf6IiIiIoZ8xwREZV2hS7y6tatizlz5mDt2rUIDQ1Fx44dAQDh4eFwdnbWe4BERETFiXmOiIhKu0IXeYsWLcK5c+cwcuRITJkyBRUqVAAA/PbbbwgMDNR7gERERMWJeY6IiEq7Qj9CIS+pqakwNTWFubm5PmZnUBxWmoiodCrK/bcx5TmAuY6IqDQqskco5EUul+trVkRERCUO8xwREZUWhS7yVCoV/ve//+HXX39FREQE0tPTtT6Pi4vTW3BERETFjXmOiIhKu0Lfkzdz5kx8++236NGjBxISEjBu3Dh0794dJiYmmDFjRhGESEREVHyY54iIqLQrdJG3fv16/Pjjj5gwYQLMzMzQq1cv/PTTT5g2bRr+/vvvooiRiIio2DDPERFRaVfoIi8qKgrVq1cHAFhZWSEhIQEA0KlTJ/zxxx/6jY6IiKiYMc8REVFpV+gir2zZsoiMjAQAVKhQAfv37wcAnD59GjKZTL/RERERFTPmOSIiKu0KXeS9/fbbOHjwIABg9OjRmDp1KipWrIh+/fph0KBBeg+QiIioODHPERFRaffaz8n7+++/cfz4cVSoUAFdunTRV1wGxWcHERGVTkWx/zbGPAcw1xERlUbF9py8t956C2+99dbrzoaIiKhEYp4jIqLSRqci7/fff9d5hsZ0lJOIiN4MzHNERGRMdCryunXrptPMJBIJVCrV68RDRERU7JjniIjImOhU5KnV6qKOg4iIyGCY54iIyJgUenRNIiIiIiIiKrl0LvI6dOigeSAsAMydOxfx8fGa97GxsfDz89NrcERERMWFeY6IiIyFzkXevn37kJaWpnk/f/58xMXFad5nZmbi+vXr+o2OiIiomDDPERGRsdC5yHv5cXqv+Xg9IiKiEoV5joiIjAXvySMiIiIiIjIiOhd5EokEEokkRxsREZExYJ4jIiJjodMjFICsy1YGDBgAmUwGAEhNTcXQoUNhaWkJAFr3MRAREZU2zHNERGQsdD6T179/fzg5OUGpVEKpVKJPnz5wc3PTvHdyckK/fv0KHcDSpUvh7e0NuVyOOnXq4OjRo/n2T0tLw5QpU+Dp6QmZTAYfHx+sWrVK83lwcLDmaOyLr9TU1ELHRkREb46iynMAcx0RERUvnc/krV69Wu8L37RpE8aMGYOlS5eiYcOGWL58Odq3b4+wsDCUK1cu12l69OiBx48fY+XKlahQoQKio6ORmZmp1cfGxibHCGhyuVzv8RMRkfEoijwHMNcREVHx07nIKwrffvstBg8ejA8//BAAsGjRIuzbtw9BQUGYN29ejv579+5FaGgo7ty5Azs7OwCAl5dXjn4SiQQuLi5FGjsREZEumOuIiKi4GWx0zfT0dJw9exZt2rTRam/Tpg2OHz+e6zS///476tatiwULFsDd3R2VKlXChAkTkJKSotUvKSkJnp6eKFu2LDp16oTz58/nG0taWhoSExO1XkRERK+LuY6IiAzBYGfynjx5ApVKBWdnZ612Z2dnREVF5TrNnTt3cOzYMcjlcmzbtg1PnjzB8OHDERcXp7lXoUqVKggODkb16tWRmJiIxYsXo2HDhrh48SIqVqyY63znzZuHmTNn6ncFiYjojcdcR0REhmDw5+S9PDy1ECLPIavVajUkEgnWr1+P+vXro0OHDvj2228RHBysOcL51ltvoU+fPqhZsyYaN26MX3/9FZUqVcJ3332XZwyTJ09GQkKC5nX//n39rSAREb3xmOuIiKg4GexMnoODA0xNTXMcyYyOjs5xxDObq6sr3N3doVQqNW2+vr4QQuDBgwe5Hr00MTFBvXr1cPPmzTxjkclkmiGziYiI9IW5joiIDMFgZ/KkUinq1KmDkJAQrfaQkBAEBgbmOk3Dhg3x6NEjJCUladpu3LgBExMTlC1bNtdphBC4cOECXF1d9Rc8ERGRDpjriIjIEAx6uea4cePw008/YdWqVbh69SrGjh2LiIgIDB06FEDWpSUvPpOod+/esLe3x8CBAxEWFoYjR45g4sSJGDRoEBQKBQBg5syZ2LdvH+7cuYMLFy5g8ODBuHDhgmaeRERExYm5joiIiptBH6HQs2dPxMbGYtasWYiMjES1atWwe/dueHp6AgAiIyMRERGh6W9lZYWQkBB88sknqFu3Luzt7dGjRw/MmTNH0yc+Ph4ff/wxoqKioFQqUatWLRw5cgT169cv9vUjIiJiriMiouImEUIIQwdR0iQmJkKpVCIhIQE2NjaGDoeIiHTE/bfuuK2IiEofXffdBh9dk4iIiIiIiPSHRR4REREREZERYZFHRERERERkRFjkERERERERGREWeUREREREREaERR4REREREZERYZFHRERERERkRFjkERERERERGREWeUREREREREaERR4REREREZERYZFHRERERERkRFjkERERERERGREWeUREREREREaERR4REREREZERYZFHRERERERkRFjkERERERERGREWeUREREREREaERR4REREREZERYZFHRERERERkRFjkERERERERGREWeUREREREREaERR4REREREZERYZFHRERERERkRFjkERERERERGREWeUREREREREaERR4REREREZERYZFHRERERERkRFjkERERERERGREWeUREREREREaERR4REREREZERYZFHRERERERkRFjkERERERERGREWeUREREREREaERR4REREREZERYZFHRERERERkRFjkERERERERGRGDF3lLly6Ft7c35HI56tSpg6NHj+bbPy0tDVOmTIGnpydkMhl8fHywatUqrT5btmyBn58fZDIZ/Pz8sG3btqJcBSIionwx1xERUXEyaJG3adMmjBkzBlOmTMH58+fRuHFjtG/fHhEREXlO06NHDxw8eBArV67E9evXsWHDBlSpUkXz+YkTJ9CzZ0/07dsXFy9eRN++fdGjRw+cPHmyOFaJiIhIC3MdEREVN4kQQhhq4Q0aNEDt2rURFBSkafP19UW3bt0wb968HP337t2L999/H3fu3IGdnV2u8+zZsycSExOxZ88eTVu7du1ga2uLDRs26BRXYmIilEolEhISYGNjU8i1IiIiQymJ+2/mOiIi0hdd991mxRiTlvT0dJw9exaTJk3Sam/Tpg2OHz+e6zS///476tatiwULFmDt2rWwtLREly5dMHv2bCgUCgBZRzfHjh2rNV3btm2xaNGiPGNJS0tDWlqa5n1CQgKArI1IRESlR/Z+24DHL7Uw1xERkT7pmucMVuQ9efIEKpUKzs7OWu3Ozs6IiorKdZo7d+7g2LFjkMvl2LZtG548eYLhw4cjLi5Oc69CVFRUoeYJAPPmzcPMmTNztHt4eBR2tYiIqAR49uwZlEqlocNgriMioiJRUJ4zWJGXTSKRaL0XQuRoy6ZWqyGRSLB+/XrNSn377bd499138cMPP2iOcBZmngAwefJkjBs3Tms5cXFxsLe3z3e6/CQmJsLDwwP3798vMZfBMCbdMCbdlMSYgJIZF2PSjT5iEkLg2bNncHNz03N0r8cYc11J/BsCSmZcjEk3jEk3jEk3xhqTrnnOYEWeg4MDTE1Ncxx1jI6OznF0Mpurqyvc3d21qlZfX18IIfDgwQNUrFgRLi4uhZonAMhkMshkMq22MmXKFHKNcmdjY1Ni/rCyMSbdMCbdlMSYgJIZF2PSzevGVBLO4GV7E3JdSfwbAkpmXIxJN4xJN4xJN8YYky55zmCja0qlUtSpUwchISFa7SEhIQgMDMx1moYNG+LRo0dISkrStN24cQMmJiYoW7YsACAgICDHPPfv35/nPImIiIoKcx0RERmCQR+hMG7cOPz0009YtWoVrl69irFjxyIiIgJDhw4FkHVpSb9+/TT9e/fuDXt7ewwcOBBhYWE4cuQIJk6ciEGDBmkuXxk9ejT279+P+fPn49q1a5g/fz4OHDiAMWPGGGIViYjoDcdcR0RExU4Y2A8//CA8PT2FVCoVtWvXFqGhoZrP+vfvL5o2barV/+rVq6JVq1ZCoVCIsmXLinHjxonnz59r9dm8ebOoXLmyMDc3F1WqVBFbtmwpjlXRkpqaKqZPny5SU1OLfdl5YUy6YUy6KYkxCVEy42JMuimJMemLMea6kvr7KolxMSbdMCbdMCbdvOkxGfQ5eURERERERKRfBr1ck4iIiIiIiPSLRR4REREREZERYZFHRERERERkRFjkERERERERGREWeUREREREREaERZ6eHTlyBJ07d4abmxskEgm2b99u6JAwb9481KtXD9bW1nByckK3bt1w/fp1g8YUFBSEGjVqwMbGBjY2NggICMCePXsMGtOL5s2bB4lEYvBnTs2YMQMSiUTr5eLiYtCYAODhw4fo06cP7O3tYWFhAX9/f5w9e9Zg8Xh5eeXYThKJBCNGjDBYTJmZmfjiiy/g7e0NhUKB8uXLY9asWVCr1QaLCQCePXuGMWPGwNPTEwqFAoGBgTh9+nSxLb+gfaQQAjNmzICbmxsUCgWaNWuGK1euFFt8pJuSluuY515NSch1zHO6Y67THXMdizy9S05ORs2aNfH9998bOhSN0NBQjBgxAn///TdCQkKQmZmJNm3aIDk52WAxlS1bFl999RXOnDmDM2fOoEWLFujatWuJ+DJ3+vRprFixAjVq1DB0KACAqlWrIjIyUvP6559/DBrP06dP0bBhQ5ibm2PPnj0ICwvDN998gzJlyhgsptOnT2tto5CQEADAe++9Z7CY5s+fj2XLluH777/H1atXsWDBAixcuBDfffedwWICgA8//BAhISFYu3Yt/vnnH7Rp0watWrXCw4cPi2X5Be0jFyxYgG+//Rbff/89Tp8+DRcXF7Ru3RrPnj0rlvhINyUt1zHPFV5JynXMc7phrtMdcx0M/zB0YwZAbNu2zdBh5BAdHS0AaD2MtySwtbUVP/30k0FjePbsmahYsaIICQkRTZs2FaNHjzZoPNOnTxc1a9Y0aAwv++yzz0SjRo0MHUa+Ro8eLXx8fIRarTZYDB07dhSDBg3Sauvevbvo06ePgSIS4vnz58LU1FTs2rVLq71mzZpiypQpxR7Py/tItVotXFxcxFdffaVpS01NFUqlUixbtqzY4yPdlMRcxzyXv5KU65jnXh1zXe6Y67LwTN4bKCEhAQBgZ2dn4EiyqFQqbNy4EcnJyQgICDBoLCNGjEDHjh3RqlUrg8bxops3b8LNzQ3e3t54//33cefOHYPG8/vvv6Nu3bp477334OTkhFq1auHHH380aEwvSk9Px7p16zBo0CBIJBKDxdGoUSMcPHgQN27cAABcvHgRx44dQ4cOHQwWU2ZmJlQqFeRyuVa7QqHAsWPHDBTVf8LDwxEVFYU2bdpo2mQyGZo2bYrjx48bMDIqbZjn8lfSch3zXOEx1+WNuS6Lmd7mRKWCEALjxo1Do0aNUK1aNYPG8s8//yAgIACpqamwsrLCtm3b4OfnZ7B4Nm7ciHPnzhXrNdsFadCgAdasWYNKlSrh8ePHmDNnDgIDA3HlyhXY29sbJKY7d+4gKCgI48aNw+eff45Tp05h1KhRkMlk6Nevn0FietH27dsRHx+PAQMGGDSOzz77DAkJCahSpQpMTU2hUqkwd+5c9OrVy2AxWVtbIyAgALNnz4avry+cnZ2xYcMGnDx5EhUrVjRYXNmioqIAAM7Ozlrtzs7OuHfvniFColKIeS5/JS3XMc+9Gua6vDHXZWGR94YZOXIkLl26VCKOZFSuXBkXLlxAfHw8tmzZgv79+yM0NNQgCfD+/fsYPXo09u/fn+PIjyG1b99e83P16tUREBAAHx8f/Pzzzxg3bpxBYlKr1ahbty6+/PJLAECtWrVw5coVBAUFlYjkt3LlSrRv3x5ubm4GjWPTpk1Yt24dfvnlF1StWhUXLlzAmDFj4Obmhv79+xssrrVr12LQoEFwd3eHqakpateujd69e+PcuXMGi+llLx+VFkIY9Eg1lS7Mc3kribmOee7VMNflj7mORd4b5ZNPPsHvv/+OI0eOoGzZsoYOB1KpFBUqVAAA1K1bF6dPn8bixYuxfPnyYo/l7NmziI6ORp06dTRtKpUKR44cwffff4+0tDSYmpoWe1wvs7S0RPXq1XHz5k2DxeDq6prjC4qvry+2bNlioIj+c+/ePRw4cABbt241dCiYOHEiJk2ahPfffx9A1peXe/fuYd68eQZNfD4+PggNDUVycjISExPh6uqKnj17wtvb22AxZcseUS8qKgqurq6a9ujo6BxHPIlywzyXv9KQ65jnCsZcVzDmOo6u+UYQQmDkyJHYunUr/vzzzxLxB54bIQTS0tIMsuyWLVvin3/+wYULFzSvunXr4oMPPsCFCxcMnvSypaWl4erVq1o7heLWsGHDHEOT37hxA56engaK6D+rV6+Gk5MTOnbsaOhQ8Pz5c5iYaO9iTU1NDT6sdDZLS0u4urri6dOn2LdvH7p27WrokODt7Q0XFxfNiHFA1n0noaGhCAwMNGBkVNIxz+mmNOQ65rmCMdfp7k3OdTyTp2dJSUm4deuW5n14eDguXLgAOzs7lCtXziAxjRgxAr/88gt27NgBa2trzbXASqUSCoXCIDF9/vnnaN++PTw8PPDs2TNs3LgRhw8fxt69ew0Sj7W1dY57NywtLWFvb2/QezomTJiAzp07o1y5coiOjsacOXOQmJho0KNjY8eORWBgIL788kv06NEDp06dwooVK7BixQqDxQRkXV6zevVq9O/fH2Zmht+1de7cGXPnzkW5cuVQtWpVnD9/Ht9++y0GDRpk0Lj27dsHIQQqV66MW7duYeLEiahcuTIGDhxYLMsvaB85ZswYfPnll6hYsSIqVqyIL7/8EhYWFujdu3exxEe6KWm5jnlONyUx1zHPFQ5znW6Y68BHKOjboUOHBIAcr/79+xssptziASBWr15tsJgGDRokPD09hVQqFY6OjqJly5Zi//79BosnN4YeVloIIXr27ClcXV2Fubm5cHNzE927dxdXrlwxaExCCLFz505RrVo1IZPJRJUqVcSKFSsMHZLYt2+fACCuX79u6FCEEEIkJiaK0aNHi3Llygm5XC7Kly8vpkyZItLS0gwa16ZNm0T58uWFVCoVLi4uYsSIESI+Pr7Yll/QPlKtVovp06cLFxcXIZPJRJMmTcQ///xTbPGRbkparmOee3WGznXMc4XDXKcb5johJEIIob+SkYiIiIiIiAyJ9+QREREREREZERZ5RERERERERoRFHhERERERkRFhkUdERERERGREWOQREREREREZERZ5RERERERERoRFHhERERERkRFhkUelxt27dyGRSHDhwoV8+zVr1gxjxowplpjyI4TAxx9/DDs7O53iLiq6brfiIJFIsH379kJNU1J+n0RERY157tUwzxHlxCKP9GrAgAGQSCSQSCQwNzdH+fLlMWHCBCQnJ7/2vD08PBAZGYlq1aoBAA4fPgyJRIL4+Hitflu3bsXs2bNfe3mva+/evQgODsauXbu04taH4OBglClTRqe+L283Krny+psmopKDee4/zHNUWMxzxcfM0AGQ8WnXrh1Wr16NjIwMHD16FB9++CGSk5MRFBT0WvM1NTWFi4tLgf3s7Oxeazn6cvv2bbi6uiIwMFDnaVQqFSQSCUxM9HP8JT09HVKpVKftRkREumGey8I8R1Ry8Uwe6Z1MJoOLiws8PDzQu3dvfPDBB5pLF9LS0jBq1Cg4OTlBLpejUaNGOH36tGbap0+f4oMPPoCjoyMUCgUqVqyI1atXA9C+HOPu3bto3rw5AMDW1hYSiQQDBgwAkPOyh6dPn6Jfv36wtbWFhYUF2rdvj5s3b2o+zz5auG/fPvj6+sLKygrt2rVDZGRkvusZGhqK+vXrQyaTwdXVFZMmTUJmZiaArCO9n3zyCSIiIiCRSODl5ZXrPLKXvWvXLvj5+UEmk+HevXtIT0/Hp59+Cnd3d1haWqJBgwY4fPgwgKyjYAMHDkRCQoLmaPKMGTMAAF5eXpgzZw4GDBgApVKJjz76KNfLWMLCwtChQwdYWVnB2dkZffv2xZMnTwAAy5cvh7u7O9RqtVasXbp0Qf/+/TXvd+7ciTp16kAul6N8+fKYOXOmZv0B4ObNm2jSpAnkcjn8/PwQEhKS7/YEgOTkZPTr1w9WVlZwdXXFN998k6NPQb9PAPjrr7/QtGlTWFhYwNbWFm3btsXTp08122jRokVa/f39/TXbEMi63Gb58uXo1KkTLCws4OvrixMnTuDWrVto1qwZLC0tERAQgNu3b2vNp6BtIpFI8NNPP+Htt9+GhYUFKlasiN9//x0A8v2bJqKShXmOeQ5gnmOeK+EEkR71799fdO3aVavtk08+Efb29kIIIUaNGiXc3NzE7t27xZUrV0T//v2Fra2tiI2NFUIIMWLECOHv7y9Onz4twsPDRUhIiPj999+FEEKEh4cLAOL8+fMiMzNTbNmyRQAQ169fF5GRkSI+Pl4IIUTTpk3F6NGjNcvv0qWL8PX1FUeOHBEXLlwQbdu2FRUqVBDp6elCCCFWr14tzM3NRatWrcTp06fF2bNnha+vr+jdu3ee6/ngwQNhYWEhhg8fLq5evSq2bdsmHBwcxPTp04UQQsTHx4tZs2aJsmXLisjISBEdHZ3rfLKXHRgYKP766y9x7do1kZSUJHr37i0CAwPFkSNHxK1bt8TChQuFTCYTN27cEGlpaWLRokXCxsZGREZGisjISPHs2TMhhBCenp7CxsZGLFy4UNy8eVPcvHlTa7sJIcSjR4+Eg4ODmDx5srh69ao4d+6caN26tWjevLkQQojY2FghlUrFgQMHNHHGxcUJqVQq9u3bJ4QQYu/evcLGxkYEBweL27dvi/379wsvLy8xY8YMIYQQKpVKVKtWTTRr1kycP39ehIaGilq1agkAYtu2bXlu12HDhomyZcuK/fv3i0uXLolOnToJKyurQv0+z58/L2QymRg2bJi4cOGCuHz5svjuu+9ETEyMZhv973//01puzZo1Nb87IYQAINzd3cWmTZvE9evXRbdu3YSXl5do0aKF2Lt3rwgLCxNvvfWWaNeunWaagrZJ9nzLli0rfvnlF3Hz5k0xatQoYWVlJWJjY/P9myaikoN5broQgnmOeY55rqRjkUd69XLyO3nypLC3txc9evQQSUlJwtzcXKxfv17zeXp6unBzcxMLFiwQQgjRuXNnMXDgwFzn/fJO/NChQwKAePr0qVa/F5PfjRs3BADx119/aT5/8uSJUCgU4tdffxVCZCUgAOLWrVuaPj/88INwdnbOcz0///xzUblyZaFWq7WmsbKyEiqVSgghxP/+9z/h6emZ5zxeXPaFCxc0bbdu3RISiUQ8fPhQq2/Lli3F5MmTNdMplcoc8/P09BTdunXTant5u02dOlW0adNGq8/9+/c1O10hshLMoEGDNJ8vX75cuLi4iMzMTCGEEI0bNxZffvml1jzWrl0rXF1dhRBC7Nu3T5iamor79+9rPt+zZ0++ye/Zs2dCKpWKjRs3atpiY2OFQqEo1O+zV69eomHDhrkuI3sb6ZL8vvjiC837EydOCABi5cqVmrYNGzYIuVyueV/QNsltvklJSUIikYg9e/YIIfL+myaikoN5jnlOCOa53LZJbvNlnjMc3pNHerdr1y5YWVkhMzMTGRkZ6Nq1K7777jvcvn0bGRkZaNiwoaavubk56tevj6tXrwIAhg0bhnfeeQfnzp1DmzZt0K1bt0Jd6/+yq1evwszMDA0aNNC02dvbo3LlypplAoCFhQV8fHw0711dXREdHZ3vfAMCAiCRSDRtDRs2RFJSEh48eIBy5crpHKNUKkWNGjU078+dOwchBCpVqqTVLy0tDfb29gXOr27duvl+fvbsWRw6dAhWVlY5Prt9+zYqVaqEDz74AB9//DGWLl0KmUyG9evX4/3334epqalmHqdPn8bcuXM106pUKqSmpuL58+e4evUqypUrh7Jly2o+DwgIyDeu27dvIz09XaufnZ0dKleurHmvy+/zwoULeO+99/Jdli5e/J04OzsDAKpXr67VlpqaisTERNjY2BS4TSwsLHLM19LSEtbW1vn+rRFRycM8xzzHPJeFea7kYpFHete8eXMEBQXB3Nwcbm5uMDc3BwDNtf8vJgwgawjm7Lb27dvj3r17+OOPP3DgwAG0bNkSI0aMwNdff/1KsQgh8mx/MY7sGLNJJJI8p81t+heX9XJ7QRQKhdY0arUapqamOHv2rCbZZMstYb3M0tIy38/VajU6d+6M+fPn5/jM1dUVANC5c2eo1Wr88ccfqFevHo4ePYpvv/1Wax4zZ85E9+7dc8xDLpfnuu0K2i75be+C+rz4+1AoFPnOw8TEJMd8MjIycvR78W8ie965tWXf01HQNsltvtnzefm+ECIq2ZjnmOeY57Qxz5U8HHiF9M7S0hIVKlSAp6en1n/0ChUqQCqV4tixY5q2jIwMnDlzBr6+vpo2R0dHDBgwAOvWrcOiRYuwYsWKXJcjlUoBZB1Fyoufnx8yMzNx8uRJTVtsbCxu3LihtczC8vPzw/Hjx7V2osePH4e1tTXc3d1feb4AUKtWLahUKkRHR6NChQpar+zRw6RSab7rnZ/atWvjypUr8PLyyjH/7MSpUCjQvXt3rF+/Hhs2bEClSpVQp04drXlcv349x/QVKlSAiYkJ/Pz8EBERgUePHmmmOXHiRL5xVahQAebm5vj77781bU+fPsWNGzc073X5fdaoUQMHDx7MczmOjo5agw0kJiYiPDy8oM1WoIK2iS50+ZsmIsNjnmOeY55jnivpWORRsbG0tMSwYcMwceJE7N27F2FhYfjoo4/w/PlzDB48GAAwbdo07NixA7du3cKVK1ewa9euPJOUp6cnJBIJdu3ahZiYGCQlJeXoU7FiRXTt2hUfffQRjh07hosXL6JPnz5wd3dH165dX3ldhg8fjvv37+OTTz7BtWvXsGPHDkyfPh3jxo177WGhsy8j6devH7Zu3Yrw8HCcPn0a8+fPx+7duwFkjZyVlJSEgwcP4smTJ3j+/LnO8x8xYgTi4uLQq1cvnDp1Cnfu3MH+/fsxaNAgrZ3uBx98gD/++AOrVq1Cnz59tOYxbdo0rFmzBjNmzMCVK1dw9epVbNq0CV988QUAoFWrVqhcuTL69euHixcv4ujRo5gyZUq+cVlZWWHw4MGYOHEiDh48iMuXL2PAgAFa21OX3+fkyZNx+vRpDB8+HJcuXcK1a9cQFBSkGVWtRYsWWLt2LY4ePYrLly+jf//+OY4kv4qCtokudPmbJqKSi3lON8xzzHPMc8WguG7+ozdDbqOOvSglJUV88sknwsHBQchkMtGwYUNx6tQpzeezZ88Wvr6+QqFQCDs7O9G1a1dx584dIUTOG6uFEGLWrFnCxcVFSCQS0b9/fyFEzlHH4uLiRN++fYVSqRQKhUK0bdtW3LhxQ/N5bjd3b9u2TRT03+Pw4cOiXr16QiqVChcXF/HZZ5+JjIwMzee63pCe243l6enpYtq0acLLy0uYm5sLFxcX8fbbb4tLly5p+gwdOlTY29sLAJqbqXO72Tq37Xbjxg3x9ttvizJlygiFQiGqVKkixowZo3WDfWZmpnB1dRUAxO3bt3PEuHfvXhEYGCgUCoWwsbER9evXFytWrNB8fv36ddGoUSMhlUpFpUqVxN69ewscdezZs2eiT58+wsLCQjg7O4sFCxYU+vcpRNbvJjAwUMhkMlGmTBnRtm1bzU3eCQkJokePHsLGxkZ4eHiI4ODgXG9IfzHO3LZhbjePF7RNclt/pVIpVq9erXmf2980EZUczHPMc9mY55jnSjKJEDpcIExERERERESlAi/XJCIiIiIiMiIs8oiIiIiIiIwIizwiIiIiIiIjwiKPiIiIiIjIiLDIIyIiIiIiMiIs8oiIiIiIiIwIizwiIiIiIiIjwiKPiIiIiIjIiLDIIyIiIiIiMiIs8oiIiIiIiIwIizwiIiIiIiIjwiKPiIiIiIjIiLDIIyIiIiIiMiIs8oiIiIiIiIwIizwiIiIiIiIjwiKPiIiIiIjIiLDIIyIiIiIiMiIs8oiIiIiIiIwIizwiIiIiIiIjwiKPiIiIiIjIiLDIIyIiIiIiMiIs8oiIiIiIiIwIizwiIiIiIiIjwiKPiIiIiIjIiLDIIyIiIiIiMiIs8oiIiIiIiIwIizwiIiIiIiIjwiKPiIiIiIjIiLDIIyIiIiIiMiIs8oiIiIiIiIwIizwiIiIiIiIjwiKPiIiIiIjIiLDIIyIiIiIiMiIs8oiIiIiIiIwIizwiIiIiIiIjwiKPiIiIiIjIiLDIIyIiIiIiMiIs8oiIiIiIiIwIizwiIiIiIiIjwiKPiIiIiIjIiLDIIyIiIiIiMiIs8oiIiIiIiIwIizwiIiIiIiIjwiKPiIiIiIjIiLDII6M0Y8YMSCQSrTYvLy8MGDDgleY3YMAAeHl5abV9+eWX2L59+6sF+C+JRIIZM2bk2+fu3buQSCT4+uuvX2tZr+Lw4cOQSCT47bffCj1tdtzBwcGatuDgYEgkEty9e1fT1qxZM1SrVk0P0RIR/ef48eOYMWMG4uPjDR3KG2Hp0qVa+/vSJLfvDLnJ7btAcdE1xsLy8vJCp06d9D7fopD9neTw4cOGDqVUYJFHb4xt27Zh6tSprzTt1KlTsW3bNq02fRR5b5qOHTvixIkTcHV1NXQoRGTkjh8/jpkzZ7LIKyalucgjMkZmhg6AqLjUqlXrlaf18fHRYyRvLkdHRzg6OuptfiqVCpmZmZDJZK88DyEEUlNToVAo9BYXEVFGRgYkEgnMzPhVi0qe58+fw8LCwtBh5JCSksJ8rCc8k0el3h9//AF/f3/IZDJ4e3vneVljbpdrXrlyBW3atIGFhQUcHR0xYsQI/PHHHzkuB3j5Eg2JRILk5GT8/PPPkEgkkEgkaNasGQAgJiYGw4cPh5+fH6ysrODk5IQWLVrg6NGjr7WearUac+fORbly5SCXy1G3bl0cPHgwR79jx46hZcuWsLa2hoWFBQIDA/HHH3/k6Hf58mV07doVtra2kMvl8Pf3x88//1xgHImJiWjbti2cnZ1x6tSpQq1DbpdrZjt69CjeeustKBQKuLu7Y+rUqVCpVJrPsy//XLBgAebMmQNvb2/IZDIcOnQIqampGD9+PPz9/aFUKmFnZ4eAgADs2LEjx3IkEglGjhyJZcuWwdfXFzKZDMHBwahYsSLatm2bo39SUhKUSiVGjBhRqHUlIsOZMWMGJk6cCADw9vbW7Kez9+tqtRoLFixAlSpVIJPJ4OTkhH79+uHBgwda88nrMv9mzZpp9vnAf5eRrV27FuPHj4e7uztkMhlu3bqFAQMGwMrKCrdu3UKHDh1gZWUFDw8PjB8/HmlpaVrznTlzJho0aAA7OzvY2Nigdu3aWLlyJYQQOeLq1KkTdu3ahVq1akGhUMDX1xe7du0CkLWv9fX1haWlJerXr48zZ87kWIczZ86gS5cusLOzg1wuR61atfDrr79q9cneZx86dAjDhg2Dg4MD7O3t0b17dzx69EgrnitXriA0NFSzrbNzplqtxpw5c1C5cmUoFAqUKVMGNWrUwOLFi/P+BQKvtF9fu3YtfH19YWFhgZo1a2q2x4t0/c6gKyEEli5dCn9/fygUCtja2uLdd9/FnTt3tPqFhISga9euKFu2LORyOSpUqIAhQ4bgyZMnrxyjrsvOvi3iyJEjCAwMhIWFBQYNGqTVZ9u2bahRowbkcjnKly+PJUuW5FheREQE+vTpAycnJ8hkMvj6+uKbb76BWq3W6lfYv+OtW7eiVq1akMvlmDlzJgDg2rVraNeuHSwsLODg4IChQ4fi2bNnOWI6f/48OnXqpInJzc0NHTt2zPF/+U3Ew0tUqh08eBBdu3ZFQEAANm7cCJVKhQULFuDx48cFThsZGYmmTZvC0tISQUFBcHJywoYNGzBy5MgCpz1x4gRatGiB5s2bay4BtbGxAQDExcUBAKZPnw4XFxckJSVh27ZtaNasGQ4ePKj1xaAwvv/+e3h6emLRokWaLyjt27dHaGgoAgICAAChoaFo3br1/9u777CmzvYP4N8QScKMArJEEVBRxD0BR91aZ22rrXWP1vFW0da3WltXh6+2tVZbaW0dP6tVO9yte29xQB24QAUVREC2rOT5/UFJjQRINBAI38915ZI8OTnnPgHPnfuc8zwPGjdujJUrV0Iul2P58uXo27cvNmzYgMGDBwMArl+/jsDAQDg7O2Pp0qVwdHTEunXrMHLkSDx8+BD//e9/dcZw7949vPzyy8jJycGpU6fg7e39XPvyrLi4OLzxxhuYMWMG5s+fjz///BOffvopHj9+jG+//VZr2aVLl6JevXr48ssvYW9vj7p16yI7OxtJSUl4//33UaNGDeTk5GD//v0YOHAgVq9ejeHDh2utY+vWrTh27Bhmz54NV1dXODs7Izc3F8HBwbh58ybq1q2rWXbt2rVITU1lkUdUgYwdOxZJSUlYtmwZNm/erLlF3M/PDwAwYcIErFixAv/5z3/Qp08f3LlzBx9//DEOHz6MCxcuwMnJ6bm2O3PmTAQEBOD777+HhYUFnJ2dAeRf1evXrx/GjBmD9957D0ePHsUnn3wCpVKJ2bNna95/584dvPPOO6hVqxYA4PTp03j33Xdx//59reUAIDw8HDNnzsSsWbOgVCoxb948DBw4EDNnzsSBAwfw+eefQyKR4IMPPkCfPn1w+/ZtzRWSQ4cOoWfPnmjTpg2+//57KJVKbNy4EYMHD0ZmZmahwnbs2LHo3bs3fvnlF8TExGD69OkYOnQoDh48CCC/QHjttdegVCqxfPlyANDcYbFo0SLMnTsXH330ETp06IDc3Fxcu3atxNtoDT2u//nnnwgNDcX8+fNha2uLRYsW4ZVXXsH169c1uepFvjMU5Z133sGaNWswefJkLFy4EElJSZg/fz4CAwMRHh4OFxcXAEBkZCQCAgIwduxYKJVK3LlzB4sXL0a7du1w6dIlWFpaGhyjvtsG8r/zDB06FP/973/x+eefw8Li3+s8YWFhCA4Oxty5c+Hq6or169djypQpyMnJwfvvvw8g/wR2YGAgcnJy8Mknn6B27drYuXMn3n//fURGRmp+74Bhf8cXLlxAREQEPvroI3h5ecHGxgYPHz5Ex44dYWlpieXLl8PFxQXr168v9P0sIyMD3bp1g5eXF7777ju4uLggLi4Ohw4d0lkQVjqCqAJr06aNcHd3F0+ePNG0paamCgcHB/Hsn7enp6cYMWKE5vn06dOFRCIRV65c0VquR48eAoA4dOiQpm3EiBHC09NTazkbGxut9RUlLy9P5Obmii5duohXXnlF6zUAYs6cOcW+//bt2wJAkfvZtWtXTVvbtm2Fs7OzSEtL09q+v7+/8PDwEGq1WgghxBtvvCHkcrmIjo7W2lavXr2EtbW1SE5OFkIIcejQIQFA/Pbbb+LixYvC3d1dtG/fXiQmJpa43wVxr169WtO2evVqAUDcvn1b09axY0cBQGzbtk3r/ePGjRMWFhbi7t27Wuvz8fEROTk5xW674DMfM2aMaNasmdZrAIRSqRRJSUla7ampqcLOzk5MmTJFq93Pz0906tSpxP0lovLliy++KHS8EUKIiIgIAUBMnDhRq/3MmTMCgPjwww81bc/mjQIdO3YUHTt21DwvOFZ26NCh0LIjRowQAMSvv/6q1f7yyy8LX1/fIuNXqVQiNzdXzJ8/Xzg6OmqO3wVxWVlZiXv37mnawsLCBADh5uYmMjIyNO1bt24VAMT27ds1bfXr1xfNmjUTubm5Wtvs06ePcHNzEyqVSgjx7zH72c9q0aJFAoCIjY3VtDVs2FDrM3l6nU2bNi1yP/VV0nHdxcVFpKamatri4uKEhYWFWLBggabNkO8Mujz7XeDUqVMCgPjqq6+0louJiRFWVlbiv//9r871qNVqkZubK+7evVso/+kboyHbLsizBw4cKBSLp6enkEgkIiwsTKu9W7duwt7eXvO3NGPGDAFAnDlzRmu5CRMmCIlEIq5fv65zX0v6O5ZKpYXe+8EHHxQZ09Pfz86dOycAiK1bt+rcdmXH2zWpwsrIyEBoaCgGDhwIhUKhabezs0Pfvn1LfP+RI0fg7++vObNb4M0333zh2L7//ns0b94cCoUCVapUgaWlJQ4cOICIiIjnXmdR+3n06FGoVCpkZGTgzJkzeO2112Bra6tZTiqVYtiwYbh37x6uX78OADh48CC6dOmCmjVram1j5MiRyMzMxKlTp7Ta9+zZg/bt26NDhw7Yt28fHBwcnns/dLGzs0O/fv202oYMGQK1Wo2jR49qtffr109zxvNpv/32G4KCgmBra6v5zFeuXKnzM+/cuTOqVatWKIZRo0ZhzZo1yMjIAJD/OV29elWvq7tEVDEcOnQIAApdrWrdujUaNGig8zZ4fb366qs62yUSSaG81LhxY9y9e1er7eDBg+jatSuUSiWkUiksLS0xe/ZsJCYmIj4+XmvZpk2bokaNGprnDRo0AJB/a97Tfa0K2gu2devWLVy7dg1vvfUWACAvL0/zePnllxEbG6vJFQWePT43btxYa53Fad26NcLDwzFx4kTs2bMHqampJb6ngCHH9U6dOsHOzk7z3MXFBc7OzpoYX/Q7gy47d+6ERCLB0KFDtT5HV1dXNGnSRKvbR3x8PMaPH4+aNWtq9sXT0xMANPtjSIyGbBsAqlWrhs6dO+vcj4YNG6JJkyZabUOGDEFqaiouXLgAIP9v08/PD61bt9ZabuTIkRBCaK7qFiyr799x48aNUa9ePa22Q4cOFRnT0+rUqYNq1arhgw8+wPfff4+rV6/q3L/KikUeVViPHz+GWq2Gq6trodd0tT0rMTFR61aGArraDLF48WJMmDABbdq0wR9//IHTp08jNDQUPXv2xJMnT557vUXtZ05ODtLT0/H48WMIIXSOXOnu7g4gf58L/tVnuQJbt27FkydPMGHChBca5KQouj7zgv19NhZdcW/evBmDBg1CjRo1sG7dOpw6dQqhoaEYPXo0srKyCi1f1Oie7777LtLS0rB+/XoA+bfIenh4oH///gbvExGVTwXHlKKOgc8ecwxR1LHF2tpa60s7kH8749PHp7Nnz6J79+4AgB9//BEnTpxAaGgoZs2aBQCF8sezJ9tkMlmx7QXbKrjt7/3334elpaXWY+LEiQBQqJ+Yo6Njodh1xaTLzJkz8eWXX+L06dPo1asXHB0d0aVLF539BJ9m6HH92RgL4iyI8UW/M+jy8OFDCCHg4uJS6LM8ffq05nNUq9Xo3r07Nm/ejP/+9784cOAAzp49i9OnTwPAc8Wo77YLFDeqdXHbM/R7g6F/x7rWmZiYqNdnoFQqceTIETRt2hQffvghGjZsCHd3d8yZMwe5ublF7m9lwT55VGFVq1YNEokEcXFxhV7T1fYsR0dHnfe46/Pe4qxbtw4vvfQSQkJCtNpf9P7wovZTJpNpznJaWFggNja20HIFHeQL+pk4OjrqtVyBr7/+Gps2bUKvXr2wZcsWzQHcWIr7PTybuHXNE7Ru3Tp4eXlh06ZNWq8/O6hBcesA8s8K9urVC9999x169eqF7du3Y968eZBKpXrvCxGVbwXHlNjYWHh4eGi99uDBA63jn0Kh0HkcSUhI0Nlv70XmMdu4cSMsLS2xc+dOrYLQ2FP1FMQ9c+ZMDBw4UOcyvr6+RttelSpVMG3aNEybNg3JycnYv38/PvzwQ/To0QMxMTFFjvBo6HG9JC/6nUEXJycnSCQSHDt2TOcJ0IK2y5cvIzw8HGvWrMGIESM0r9+6deu5Y9R32wWK+9ssbnsF/1/0/d5g6N+xrrgcHR31/j01atQIGzduhBACf//9N9asWYP58+fDysoKM2bM0LnNyoJX8qjCKhg1bPPmzVpn9dLS0rBjx44S39+xY0dcvny50OX9jRs36rX9p88QPk0ikRQ6uP7999+FboE0VFH72b59e0ilUtjY2KBNmzbYvHmzVlxqtRrr1q2Dh4eH5paILl264ODBg1qjowH5g4xYW1ujbdu2Wu0KhQKbN29Gnz590K9fP52jm72ItLQ0bN++Xavtl19+gYWFBTp06FDi+yUSCWQymVayiIuLe644p0yZgr///hsjRoyAVCrFuHHjDF4HEZleUVebCm5ZW7dunVZ7aGgoIiIi0KVLF01b7dq18ffff2std+PGjUK3MxpDwXQLT59UevLkCX7++WejbsfX1xd169ZFeHg4WrZsqfPx9G2P+ioqJz6tatWqeO211zBp0iQkJSXpHGm5gDGP68CLf2fQpU+fPhBC4P79+zo/x0aNGmn2BShceP3www/PHaO+29bHlStXEB4ertX2yy+/wM7ODs2bNweQ/73h6tWrmts3C6xduxYSiQSdOnXS7OuL/h136tSpyJiKIpFI0KRJE3z99deoWrVqoTgrI17Jowrtk08+Qc+ePdGtWze89957UKlUWLhwIWxsbDSjXBYlODgYq1atQq9evTB//ny4uLjgl19+wbVr1wBAa+QpXRo1aoTDhw9jx44dcHNzg52dHXx9fdGnTx988sknmDNnDjp27Ijr169j/vz58PLyQl5e3nPvq1QqRbdu3TBt2jSo1WosXLgQqampmuGGAWDBggXo1q0bOnXqhPfffx8ymQzLly/H5cuXsWHDBk2imTNnDnbu3IlOnTph9uzZcHBwwPr16/Hnn39i0aJFUCqVhbZvaWmJDRs2YOzYsXjttdewdu1ao/RfBPLP2k2YMAHR0dGoV68e/vrrL/z444+YMGGCZnSu4hQMwTxx4kS89tpriImJwSeffAI3NzfcvHnToFi6desGPz8/HDp0SDNUNBFVPAVfcr/55huMGDEClpaW8PX1ha+vL95++20sW7YMFhYW6NWrl2Z0zZo1a2Lq1KmadQwbNgxDhw7FxIkT8eqrr+Lu3btYtGiRUef7LNC7d28sXrwYQ4YMwdtvv43ExER8+eWXpXKL/A8//IBevXqhR48eGDlyJGrUqIGkpCRERETgwoUL+O233wxeZ8EVlU2bNsHb2xsKhQKNGjVC37594e/vj5YtW6J69eq4e/culixZAk9PT62RjJ9lzON6gRf5zqBLUFAQ3n77bYwaNQrnzp1Dhw4dYGNjg9jYWBw/fhyNGjXChAkTUL9+ffj4+GDGjBkQQsDBwQE7duzAvn37njtGfbetD3d3d/Tr1w9z586Fm5sb1q1bh3379mHhwoWaK61Tp07F2rVr0bt3b8yfPx+enp74888/sXz5ckyYMEFzEtkYf8cF38969+6NTz/9VDO6ZsH3swI7d+7E8uXLMWDAAHh7e0MIgc2bNyM5ORndunXTe3tmy2RDvhAZyfbt20Xjxo2FTCYTtWrVEv/73//EnDlzShxdUwghLl++LLp27SoUCoVwcHAQY8aMEf/3f/8nAIjw8HDNcrpG1wwLCxNBQUHC2tpaANCMKpadnS3ef/99UaNGDaFQKETz5s3F1q1bda4DBoyuuXDhQjFv3jzh4eEhZDKZaNasmdizZ0+h5Y8dOyY6d+4sbGxshJWVlWjbtq3YsWNHoeUuXbok+vbtK5RKpZDJZKJJkyZaI2EKoT26ZgG1Wi0mT54sLCwsxI8//lhi3PqMrtmwYUNx+PBh0bJlSyGXy4Wbm5v48MMPtUZ+K1jfF198oXN7//vf/0Tt2rWFXC4XDRo0ED/++KPOvwMAYtKkSUXGLYQQc+fOFQDE6dOni12OiMq3mTNnCnd3d2FhYaE1Kp9KpRILFy4U9erVE5aWlsLJyUkMHTpUxMTEaL1frVaLRYsWCW9vb6FQKETLli3FwYMHixxd8+ljZYERI0YIGxubQu26jk+rVq0Svr6+Qi6XC29vb7FgwQKxcuXKQsdNT09P0bt370Lr1HV8K+rYGR4eLgYNGiScnZ2FpaWlcHV1FZ07dxbff/+9ZpmCY3ZoaKjWewv29+lRqO/cuSO6d+8u7OzsBABNvvvqq69EYGCgcHJy0uTpMWPGiDt37hSK/1kvelzXlff1/c6gi648LkT+761NmzaavOvj4yOGDx8uzp07p1nm6tWrolu3bsLOzk5Uq1ZNvP766yI6Olrn9wBDYtRn2wV5VpeCv6Xff/9dNGzYUMhkMlG7dm2xePHiQsvevXtXDBkyRDg6OgpLS0vh6+srvvjiC81orE/H9CJ/x09/Xk9/P9u2bZvW3921a9fEm2++KXx8fISVlZVQKpWidevWYs2aNTrXWdlIhHhmZkKiSu7tt9/Ghg0bkJiYqOmwTpVLy5YtIZFIEBoaaupQiIiIiAzG2zWpUps/fz7c3d3h7e2N9PR07Ny5Ez/99BM++ugjFniVTGpqKi5fvoydO3fi/Pnz2LJli6lDIiIiInouLPKoUrO0tMQXX3yBe/fuIS8vD3Xr1sXixYsxZcoUU4dGZezChQvo1KkTHB0dMWfOHAwYMMDUIRERERE9F96uSUREREREZEZMPoXC8uXL4eXlBYVCgRYtWuDYsWPFLr9+/Xo0adIE1tbWcHNzw6hRo7QmLl2zZg0kEkmhh66JM4mIiMoCcx0REZUlkxZ5mzZtQnBwMGbNmoWLFy+iffv26NWrF6Kjo3Uuf/z4cQwfPhxjxozBlStX8NtvvyE0NBRjx47VWs7e3h6xsbFaj6cnZCQiIiorzHVERFTWTHq7Zps2bdC8eXOEhIRo2ho0aIABAwZgwYIFhZb/8ssvERISgsjISE3bsmXLsGjRIsTExADIP7sZHByM5ORkvePIzs5Gdna25rlarUZSUhIcHR21JuEkIqLyTQiBtLQ0uLu7lzjXZVlhriMiImPRO8+Zau6G7OxsIZVKxebNm7XaJ0+eLDp06KDzPSdOnBAymUz8+eefQq1Wi7i4ONGhQwfxzjvvaJZZvXq1kEqlolatWqJGjRqid+/e4sKFC8XGUjD3CB988MEHH+bxeHa+M1NhruODDz744KM0HiXlOZONrpmQkACVSgUXFxetdhcXF8TFxel8T2BgINavX4/BgwcjKysLeXl56NevH5YtW6ZZpn79+lizZg0aNWqE1NRUfPPNNwgKCkJ4eDjq1q2rc70zZ87EtGnTNM9TUlJQq1YtxMTEwN7e3gh7S0REZSE1NRU1a9aEnZ2dqUMBwFxHRETGpW+eM/kUCs/eIiKEKPK2katXr2Ly5MmYPXs2evTogdjYWEyfPh3jx4/HypUrAQBt27ZF27ZtNe8JCgpC8+bNsWzZMixdulTneuVyOeRyeaF2e3t7Jj4iogqovN1+yFxHRETGVFKeM1mR5+TkBKlUWuhMZnx8fKEzngUWLFiAoKAgTJ8+HQDQuHFj2NjYoH379vj000/h5uZW6D0WFhZo1aoVbt68afydICIiKgZzHRERmYLJeqXLZDK0aNEC+/bt02rft28fAgMDdb4nMzOzUAdDqVQKIP+sqC5CCISFhelMikRERKWJuY6IiEzBpLdrTps2DcOGDUPLli0REBCAFStWIDo6GuPHjweQ33/g/v37WLt2LQCgb9++GDduHEJCQjS3sAQHB6N169Zwd3cHAMybNw9t27ZF3bp1kZqaiqVLlyIsLAzfffedyfaTiIgqL+Y6IiIqayYt8gYPHozExETMnz8fsbGx8Pf3x19//QVPT08AQGxsrNY8QiNHjkRaWhq+/fZbvPfee6hatSo6d+6MhQsXapZJTk7G22+/jbi4OCiVSjRr1gxHjx5F69aty3z/iIiImOuIiKismXSevPIqNTUVSqUSKSkp7IxORFSB8PitP35WREQVj77H7vIxUywREREREREZBYs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjJi/yli9fDi8vLygUCrRo0QLHjh0rdvn169ejSZMmsLa2hpubG0aNGoXExEStZf744w/4+flBLpfDz88PW7ZsKc1dICIiKhZzHRERlSWTFnmbNm1CcHAwZs2ahYsXL6J9+/bo1asXoqOjdS5//PhxDB8+HGPGjMGVK1fw22+/ITQ0FGPHjtUsc+rUKQwePBjDhg1DeHg4hg0bhkGDBuHMmTNltVtEREQazHVERFTWJEIIYaqNt2nTBs2bN0dISIimrUGDBhgwYAAWLFhQaPkvv/wSISEhiIyM1LQtW7YMixYtQkxMDABg8ODBSE1Nxa5duzTL9OzZE9WqVcOGDRt0xpGdnY3s7GzN89TUVNSsWRMpKSmwt7d/4f0kIqKykZqaCqVSWa6O38x1RERkLPrmOZNdycvJycH58+fRvXt3rfbu3bvj5MmTOt8TGBiIe/fu4a+//oIQAg8fPsTvv/+O3r17a5Y5depUoXX26NGjyHUCwIIFC6BUKjWPmjVrvsCeERER5WOuIyIiUzBZkZeQkACVSgUXFxetdhcXF8TFxel8T2BgINavX4/BgwdDJpPB1dUVVatWxbJlyzTLxMXFGbROAJg5cyZSUlI0j4IzpURERC+CuY6IiEzB5AOvSCQSredCiEJtBa5evYrJkydj9uzZOH/+PHbv3o3bt29j/Pjxz71OAJDL5bC3t9d6EBERGQtzHRERlaUqptqwk5MTpFJpobOO8fHxhc5OFliwYAGCgoIwffp0AEDjxo1hY2OD9u3b49NPP4WbmxtcXV0NWicREVFpYa4jIiJTMNmVPJlMhhYtWmDfvn1a7fv27UNgYKDO92RmZsLCQjtkqVQKIP8MJgAEBAQUWufevXuLXCcREVFpYa4jIiJTMNmVPACYNm0ahg0bhpYtWyIgIAArVqxAdHS05paUmTNn4v79+1i7di0AoG/fvhg3bhxCQkLQo0cPxMbGIjg4GK1bt4a7uzsAYMqUKejQoQMWLlyI/v37Y9u2bdi/fz+OHz9usv0kIqLKi7mOiIjKmkmLvMGDByMxMRHz589HbGws/P398ddff8HT0xMAEBsbqzWP0MiRI5GWloZvv/0W7733HqpWrYrOnTtj4cKFmmUCAwOxceNGfPTRR/j444/h4+ODTZs2oU2bNmW+f0REROaY61RqgbO3kxCflgVnOwVaezlAalF0f0AiIipbzzVPXl5eHg4fPozIyEgMGTIEdnZ2ePDgAezt7WFra1sacZap8jjPEhERlcxYx29zz3PA839Wuy/HYt6Oq4hNydK0uSkVmNPXDz393UojVCIi+oe+x26Dr+TdvXsXPXv2RHR0NLKzs9GtWzfY2dlh0aJFyMrKwvfff/9CgRMREZkS81zRdl+OxYR1F/Ds2eG4lCxMWHcBIUObm7TQ4xVGIqJ8Bhd5U6ZMQcuWLREeHg5HR0dN+yuvvIKxY8caNTgiIqKyxjynm0otMG/H1UIFHgAIABIA83ZcRTc/V5MUVrzCSET0L4OLvOPHj+PEiROQyWRa7Z6enrh//77RAiMiIjIF5jndzt5O0iqgniUAxKZkYcSqs6jlaA0rS2n+Q/bvv9YyKRT/tGt+lmk/l1exKHa+P13K+xVGIqKyZnCRp1aroVKpCrXfu3cPdnZ2RgmKiIjIVJjndItPK7rAe9rxWwnAreffjoUEmqJQ8U/xZ2X51M/PFIryKlL838k75fYKIxGRKRhc5HXr1g1LlizBihUrAAASiQTp6emYM2cOXn75ZaMHSEREVJaY53RztlPotdxbbWrB2U6BJ7kqPMnJy/83V/3vzzkqZOaokJWrwpPcf3/OVeWXaWoBZOSokJFTuNB+HgVXGM/eTkKAj2OJyxMRmQODi7zFixejc+fO8PPzQ1ZWFoYMGYKbN2/CyckJGzZsKI0YiYiIygzznG6tvRzgplQgLiVL51UzCQBXpQLz+/s/1xWzXJUaT3JVyMr5t/jT+bzg53+KwysPUvOvHpZA3yuRRETmwOAir0aNGggLC8PGjRtx/vx5qNVqjBkzBm+99RasrKxKI0YiIqIywzynm9RCgjl9/TBh3QVIAK1Cr6Ckm9PX77lvibSUWsBSagF7haVB7zsVmahXkafvlUgiInNg0Dx5ubm58PX1xc6dO+Hn51eacZkU58kjIqqYXvT4XVnyHGA+8+Sp1ALtFh4s8gojkN/H7/zHXWEtM/jcNhFRuVIq8+RZWloiOzvb4FGviIiIKgLmuZL19HdDNz/XcjMfXXFXGAs8yVXhrZ/O4IehLeBszyt6RGT+LAx9w7vvvouFCxciLy+vNOIhIiIyKea5kkktJAjwcUT/pjUQ4ONo8lEre/q7IWRoc7gqtQs4N6UCkzvXgb2iCi5GJ6Pvt8cRHpNsmiCJiMqQQbdrAvmTwR44cAC2trZo1KgRbGxstF7fvHmzUQM0Bd6uSURUMRnj+F0Z8hxgnrlOpRY6rzDeTsjAuLXncCs+HbIqFlj4aiO80szD1OESERmsVG7XBICqVavi1VdffaHgiIiIyivmuYqr4Arjs7ycbLBlYiCmbgrD/oh4TN0UjojYNHzQs77Jr0ISEZUGg6/kVQbmeHaTiKgy4PFbf5Xxs1KrBb7adx3fHYoEAHSoVx3L3mgGpbVhI3oSEZmKvsdug/vkFXj06BGOHz+OEydO4NGjR8+7GiIionKJec78WFhIML1HfSx7sxkUlhY4euMRBiw/gVvx6aYOjYjIqAwu8jIyMjB69Gi4ubmhQ4cOaN++Pdzd3TFmzBhkZmaWRoxERERlhnnO/PVt4o7fxwfCXanA7YQMvPLdCRy89tDUYRERGY3BRd60adNw5MgR7NixA8nJyUhOTsa2bdtw5MgRvPfee6URIxERUZlhnqsc/Gsosf3ddmhVuxrSsvMw5v/OYfnhW2AvFiIyBwb3yXNycsLvv/+Ol156Sav90KFDGDRokFnc0lIZ+ykQEZkDYxy/K0OeA5jrCuTkqTFn+xVsOBsNAOjXxB0LX20MK5nUxJERERVWan3yMjMz4eLiUqjd2dmZt7H8Q6UWOBWZiG1h93EqMhEqNc8KEhFVFMxzlYusigUWDGyETwb4o4qFBNvDH+D1H07iQfITU4dGRPTcDL6S16VLFzg6OmLt2rVQKPInHX3y5AlGjBiBpKQk7N+/v1QCLUsvcnZz9+VYzNtxFbEpWZo2N6UCc/r6oae/m7FDJSKipxjj6lRlyHMAr+TpcjoqERPXX0BSRg6cbGX4fmgLtKztYOqwiIg09D12G1zkXb58GT179kRWVhaaNGkCiUSCsLAwKBQK7NmzBw0bNnzh4E3teRPf7suxmLDuAp79QAtm4AkZ2pyFHhFRKTJG4VIZ8hzAIq8oMUmZGLf2HK7FpcFSKsEn/f3xRutapg6LiAhAKRZ5QP4ZzXXr1uHatWsQQsDPzw9vvfUWrKysXijo8uJ5Ep9KLdBu4UGtK3hPkwBwVSpw/IPOnHiViKiUGKtwMfc8B7DIK05mTh7e/y0cf12KAwAMD/DEx338YCl97pmniIiMolSLPHP3PInvVGQi3vzxdInLbRjXFgE+ji8aIhER6cDCRX/8rIonhMCyg7eweN8NAECAtyO+e6s5HGxkJo6MiCqzUht4ZcGCBVi1alWh9lWrVmHhwoWGrs5sxKfpvoL3vMsREZFpMM8RAEgkEkzuUhcrhrWAjUyKU1GJ6PftcVyLSzV1aEREJTK4yPvhhx9Qv379Qu0NGzbE999/b5SgKiJnO4VRlyMiItNgnqOndW/ois0Tg1DLwRr3Hj/BwOUnsftyrKnDIiIqlsFFXlxcHNzcCg8eUr16dcTGVt6DXmsvB7gpFSiut51MKoFHNfPpz0FEZI6Y5+hZvq522DYpCEF1HJGZo8L4dRfw9b4bUHOKJCIqpwwu8mrWrIkTJ04Uaj9x4gTc3d2NElRFJLWQYE5fPwAostDLUQm8vPQYtoc/KLvAiIjIIMxzpEs1Gxn+b1RrjAqqDQD45sBNTFh/HhnZeaYNjIhIB4OLvLFjxyI4OBirV6/G3bt3cffuXaxatQpTp07FuHHjSiPGCqOnvxtChjaHq1L7lkw3pQKf9G+IpjWrIi0rD5M3XMTUTWFIzco1UaRERFQU5jkqShWpBeb0bYhFrzWGTGqBPVceYuDyk4hOzDR1aEREWgweXVMIgRkzZmDp0qXIyckBACgUCnzwwQeYPXt2qQRZ1l50xDGVWuDs7STEp2XB2U6B1l4OkFpIkKtSY9nBW/j24E2oBVCjqhWWvNEUrTjRKhGRURhjxMjKkOcAjq75os7ffYx3fj6PhPRsVLW2xPIhzRFYx8nUYRGRmSv1KRTS09MREREBKysr1K1bF3K5/LmDLW9KO/Gdv5uE4E1hiEl6AgsJMKlTHUzuUpfz7xARvSBjHr/NOc8BLPKMITblCd75+Tz+vpcCqYUEs/v4YXiAJyQSzodLRKWj1KZQKGBra4tWrVqhVq1a2LVrFyIiIp53VZVOC08H/DW5PQY2rwG1AJYdvIXXvj+F2wkZpg6NiIj+wTxHJXFTWuHXdwIwoKk7VGqBOduvYMYfl5CdpzJ1aERUyRlc5A0aNAjffvstAODJkydo2bIlBg0ahMaNG+OPP/4weoDmyk5hicWDmuLbIc1gr6iC8Jhk9F56DJtCo8H56YmITId5jgyhsJTi68FN8eHL9WEhATadi8GQH8/gUVo2gPwuHKciE7Et7D5ORSZCxRE5iagMGFzkHT16FO3btwcAbNmyBUIIJCcnY+nSpfj000+NHqC569PYHbuDO6CttwMyc1T44I9LGL/uPB5n5Jg6NCKiSol5jgwlkUjwdgcfrBrZCnaKKjh/9zH6fXscPxyJRLuFB/Hmj6cxZWMY3vzxNNotPMh59oio1Blc5KWkpMDBIX+gkN27d+PVV1+FtbU1evfujZs3bxo9wMrAvaoVfhnbFjN71YelVII9Vx6ix5KjOHbzkalDIyKqdJjn6Hm95OuMrZOC4F3dBrEpWViw6xpiU7K0lolLycKEdRdY6BFRqXquefJOnTqFjIwM7N69G927dwcAPH78GAqFooR3U1EsLCR4p6MPtkwMgk91G8SnZWPYyrP4ZOdVZOXy3n4iorLCPEcvwqe6LTZPCIS8iu6vWAU3a87bcZW3bhJRqTG4yAsODsZbb70FDw8PuLu746WXXgKQf3tLo0aNjB1fpeNfQ4md77bHsLaeAICVx29jwHcncD0uzcSRERFVDsxz9KIiYtOQnacu8nUBIDYlC2dvJ5VdUERUqVQx9A0TJ05EmzZtEB0djW7dusHCIr9O9Pb2Zl8FI7GSSfHJAH+85Fsd//39b1yLS0Pfb49jRs/6GBlYGxYWHJqZiKi0MM/Ri4pPyyp5IQOWIyIy1HNNodCiRQu88sorsLW11bT17t0bQUFBBq9r+fLl8PLygkKhQIsWLXDs2LEilx05ciQkEkmhR8OGDTXLrFmzRucyWVkV70DapYELdgd3QCff6sjJU2P+zqsYuSYU8akVb1+IiCoSY+Y5gLmusnG20++2Xn2XIyIylEln3960aROCg4Mxa9YsXLx4Ee3bt0evXr0QHR2tc/lvvvkGsbGxmkdMTAwcHBzw+uuvay1nb2+vtVxsbGyF7UdR3U6OVSNbYX7/hpBXscDRG4/Q85tj2HslztShERGRHpjrKp/WXg5wUypQ3H03Egk00ywQERmbSYu8xYsXY8yYMRg7diwaNGiAJUuWoGbNmggJCdG5vFKphKurq+Zx7tw5PH78GKNGjdJaTiKRaC3n6upabBzZ2dlITU3VepQnEokEwwNqY+e77eDnZo+kjBy8/fN5zNx8CZk5eaYOj4iIisFcV/lILSSY09cPAIos9IQAJm+8iP/8coHTJhGR0ZmsyMvJycH58+c1o5YV6N69O06ePKnXOlauXImuXbvC09NTqz09PR2enp7w8PBAnz59cPHixWLXs2DBAiiVSs2jZs2ahu1MGanrYoctkwLxdgdvSCTAhrPR6LP0OP6+l2zq0IiISAfmusqrp78bQoY2h6tS++qqm1KBb99sismd60BqIcHOv2PRfclRHLz20ESREpE5MlmRl5CQAJVKBRcXF612FxcXxMWVfCtibGwsdu3ahbFjx2q1169fH2vWrMH27duxYcMGKBQKBAUFFTu30cyZM5GSkqJ5xMTEPN9OlQF5FSk+fLkB1o9pA1d7BaISMjBw+Ul8d+gWh2ImIipnmOsqt57+bjj+QWdsGNcW37zRFBvGtcXxDzqjT5MamNbdF5snBMKnug0epWVj9Jpz+O/v4UjLyjV12ERkBgweXRMAkpOTcfbsWcTHx0Ot1h4iePjw4QatSyLRvpFBCFGoTZc1a9agatWqGDBggFZ727Zt0bZtW83zoKAgNG/eHMuWLcPSpUt1rksul0MulxsUt6kF1nHC7uD2mLXlMv68FIsv9lzHkeuPsHhwE3hUszZ1eEREFZox8xzAXFeZSS0kCPBx1Plak5pV8efk9vhyz3WsPHEbv567hxO3EvHF640R6ONUxpESkTkxuMjbsWMH3nrrLWRkZMDOzk4rSUkkEr2Tn5OTE6RSaaEzmfHx8YXOeD5LCIFVq1Zh2LBhkMlkxS5rYWGBVq1aFXt2s6Kqai3Dt0OaodMFZ8zZdhln7ySh1zfH8OkAf/RvWsPU4RERVUjGynMAcx2VTGEpxUd9/NDVzwXTfw9HTNITDPnxDEYG1sYHPevDSiY1dYhEVAEZfLvme++9h9GjRyMtLQ3Jycl4/Pix5pGUpP+knjKZDC1atMC+ffu02vft24fAwMBi33vkyBHcunULY8aMKXE7QgiEhYXBzc1N79gqEolEgtdaeOCvKe3RrFZVpGXlYcrGMEzZeBGpvOWDiMhgxspzAHMd6a+ttyN2TemAN1vXAgCsOXkHvZcew8XoxyaOjIgqIoOLvPv372Py5Mmwtn7xWwKnTZuGn376CatWrUJERASmTp2K6OhojB8/HkB+/wFdZ0xXrlyJNm3awN/fv9Br8+bNw549exAVFYWwsDCMGTMGYWFhmnWaK09HG/z2TgCCu9aFhQTYFvYAvZYcw9nb+V9IVGqBU5GJ2BZ2H6ciE9l/j4ioCMbMcwBzHenPVl4FCwY2wupRreBsJ0dUQgZeDTmJL/ZcQ06euuQVEBH9w+DbNXv06IFz587B29v7hTc+ePBgJCYmYv78+YiNjYW/vz/++usvzQhisbGxheYRSklJwR9//IFvvvlG5zqTk5Px9ttvIy4uDkqlEs2aNcPRo0fRunXrF463vKsitUBw13poX7c6pm4KQ3RSJt5YcQrdG7ogLDoZcan/zsfjplRgTl8/9PTnWV8ioqcZM88BzHVkuE6+ztg7tQPmbr+CrWEP8N2hSByIiMfXg5uigZu9qcMjogpAIoQo8ZLO9u3bNT8/evQI8+fPx6hRo9CoUSNYWlpqLduvXz/jR1nGUlNToVQqkZKSAnv7inkwTc/Ow9ztV/D7+Xs6Xy/oYRIytDkLPSIyG897/K5seQ4wj1xXGfx1KRaztlzC48xcWEolCO5aD+908EYVqUmnOiYiE9H32K1XkWdhod+BRCKRQKVS6R9lOWUuiU+lFmjx6T4kZ+rumycB4KpU4PgHnSG1KHmUNyKi8u55j9+VLc8B5pPrKoNHadmYufkS9kfkz6XXrFZVfPV6E3hXtzVxZERU1vQ9duuV1dRqtV4Pc0l85uLs7aQiCzwAEABiU7JwMjKh7IIiIiqHmOeoPKtuJ8ePw1vgy9ebwE5eBRejk/Hy0mNYfeI21OxjT0Q68Fq/GYtPy9JrubH/dw7v/HwOv5yJxoPkJ6UcFRERERmqYDTtPVM7oF0dJ2TlqjFvx1W89dMZ3HucaerwiKicMbjImzx5ss6JVr/99lsEBwcbIyYyEmc7hV7LZeepsefKQ3y45RIC/3cQ3b8+gs//isCJWwnIzuNZayKqXJjnqDxzr2qFtaNb45P+DWFlKcWpqET0XHIMv4bGQI8eOERUSejVJ+9pNWrUwPbt29GiRQut9gsXLqBfv364d0/3QB8Vibn0U1CpBdotPIi4lCzo+iVLALjYyxEytAWO3UzA4evxCItJxtN3fljLpAj0ccJLvtXRsV511HQwzpDiRESlwRjH78qQ5wDzyXWV2e2EDLz/WzjO382fS69LfWcsGNgIzvb6neQloopH32O3wVMoJCYmQqlUFmq3t7dHQgL7dpUnUgsJ5vT1w4R1FyABtAq9gmFW5vZriGa1qqFZrWqY3KUukjNz/in4HuHIjUdISM/G/oiHms7ePtVt8JKvM17yrY5WtR2gsJSW9W4REZUq5jmqKLycbPDrOwH48VgUFu+9gQPX4tF9yVF8OsAffRq7mzo8IjIhg2/XrFOnDnbv3l2ofdeuXUabU4iMp6e/G0KGNoerUvusnqtSoXP6hKrWMvRt4o6vBjXB2Q+7YOe77fB+93poVbsapBYSRD7KwMrjtzFs5Vk0m78Po9eEYu2pO4hOZH8AIjIPzHNUkUgtJBjf0Qc73m2Hhu72SM7MxX9+uYj//HIBjzNyTB0eEZmIwVfypk2bhv/85z949OgROnfuDAA4cOAAvvrqKyxZssTY8ZER9PR3Qzc/V5y9nYT4tCw42ynQ2suhxGkTLCwk8K+hhH8NJf7TuS5SMnNx/Fb+bZ1HbjxCfFo2Dl6Lx8Fr8QCuwNvJBh3qVcdLvtXR1tuxxKt8KrUwOCYiotLGPEcVka+rHbZMDMK3B2/iu8OR2Pl3LM7cTsLCVxuhc30XU4dHRGXM4D55ABASEoLPPvsMDx48AADUrl0bc+fOxfDhw40eoCmwn0LJhBCIiE3D4RvxOHz9ES7cfYy8pzrzyatYIMDHER3rVcdLvs7wcrLRev/uy7GYt+MqYlP+HQHUTanAnL5+nJydiJ6bsY7f5p7nAOY6cxYek4xpv4Yh8lEGAGBwy5r4qE8D2CksAfAkK1FFZtTJ0Avk5eVh/fr16NGjB1xdXfHo0SNYWVnB1ta8JuNk4jNcalYuTt7K78t3+PojxKVqT9/g6WiNl/4p+NKycjFlY1ihwWAK0ouu20iJiPTxosfvypLnAOY6c5eVq8KXe65j5YnbEAKoUdUKX7zeGKlPcnmSlagCK5UiDwCsra0REREBT0/PFw6yvGLiezFCCNx4mI7D1/Ov8p27m4RclX5/ZhLk9xc8/kFnnlUkIoMZ4/hdGfIcwFxXWZyOSsT038MRk1T0PLg8yUpUcZTa6Jpt2rTBxYsXzT750fOTSCTwdbWDr6sd3unog/TsvPyrfDceYe+VOCSkF90RXACITcnC3O1X0MrLAdVt5ahuJ0N1WwXsrapAIindwo+3sBAR8xyZk7bejtg1pQM+3XkVG0NjdC4jkF/ozdtxFd38XE2S95h/iYzL4CJv4sSJeO+993Dv3j20aNECNjbafa0aN25stODIPNjKq6B7Q1d0b+iK1rWrIXhTeInv+fn0Xfx8+q5Wm0xqASdbGarbyVHdTg4nW3nhn23lcLKTw0YmNbggLK/9BJn4iMoW8xyZG1t5FfRvWqPIIg/49yTr/B1X0bSWEkorSyitZP/8m/+QVTF4UHa9lNf8S1SRGXy7poVF4f/gEokEQghIJBKoVCqjBWcqvIWl9JyKTMSbP54ucbkAb0eohcCj9GwkpGUjNSvPoO1YWUr/Kf50FIX/FILV/3musJRi9+VYTFh3odz1E2TiIzKMMY7flSHPAcx1lc22sPuYsjHshdZhLZNqFX0Fj6rW//5sb2WJqtb/FodV/2kr6uRkec2/ROVVqd2uefv27RcKjCq31l4OcFMqEJeSVeiADvzbJ2/d2DZaCSErV4WE9GwkpOfgUVo2HqVlIyE9W/vnfwrCjBwVnuSqEJ2Uieikkufvs5VXwZNclc54Ctpm/HEJapGf4ORVpFBYWkBhKf3nYQFFFSnk//xrYaSrbEUlvriULExYd4GJj6iUMM+ROXK2U5S8EIA2Xg6wlFog5Ukukp/kICUzF2nZeRACyMxRITNHpXXiUV928ipQWmsXh/ZWltgZ/qDI/GvqW0iJKjKDizz2UaAXIbWQYE5fP0xYdwESQOvAXnD4ntPXr9DBXGEphUc1a3hUsy5xGxnZef8UhP8WgY90FYfp2cjJUyM9u+SrhMlPcjFx/QW99lEmtcgv+P4pADVFYRWpVptmmaeKRnmV/H9lVSywcNc1Jj4iE2CeI3Ok70nWX8a1LZRXVGqB9Ky8/KLvSW5+AZiZq/k55UkuUv55nr9MHlKf5CI5MwcZOflXvtOy85CWnYd7j4seAOZZBbeQnr2dhAAfx+ffeaJKyOAir8DVq1cRHR2NnBztQTT69ev3wkGReevp74aQoc0L3YboaqTbEG3kVWAjrwJPR5tilxNCIC07DxvPRuPzv66VuF4vJxtYy6TIylUhO0+NrFw1snNVyMpTaY0emqNSI0elRpqBt5gaoiDxHbn+CJ0bOJfadogqM+Y5MifPe5K14L1Ka0sorS0N3m6uSp1f8D1VEKb+UySeiUrEX5fjSlzH8sO3oFILtPHOv8pIRCUzuE9eVFQUXnnlFVy6dEnTRwGAZpALc+irwH4KZaO8DCiibz/BDePaFnkmUaUWTxV/qn8eamTlqTTt2QVtBa/nqZH91DJPF413EzNx5UFqiTFJJEBDd3u09HRAq9oOaFW7Gpzt9bslh8gcGeP4XRnyHMBcV1mVp77e+ubfAkorS3Sp74zuDV3QoV51WMue+1oFUYVVan3ypkyZAi8vL+zfvx/e3t44e/YsEhMT8d577+HLL798oaCpcpFaSMrF7Rf63sLS2suhyHVILST/XEE0Tkz6Jj4hgMv3U3H5firWnLwDAKjlYI2Wtatpij6f6ralPvUEkTlhniNz1tPfDd38XMvFSdaS8i8AVLO2RDc/FxyIiEdiRg42X7yPzRfvQ17FAu3rVkePhi7o0sAFDjayMo2dqLwz+Eqek5MTDh48iMaNG0OpVOLs2bPw9fXFwYMH8d577+HixYulFWuZ4dnNyqdgkBNA9y0sZT3IiUot0G7hwRILz9/GB+BidDLO3UlC6J3HiIhLxbP/o6tZW6KFZ37B17K2AxrVUJbaMNhEpmaM43dlyHMAcx2VD/rmX5Va4Pzdx9hzJQ57rsRp9e2zkOQXjN39XNG9oYte/feJKqpSu5KnUqlga2sLID8RPnjwAL6+vvD09MT169efP2IiEyrtfoKG0rfvRMFgNH2buAMAUrNynyr6khAWk4zHmbnYH/EQ+yMeAgDkVSzQpGZVtK7tgJa1q6G5ZzXYKwzvZ0FkrpjniMqOvvlXaiFBay8HtPZywEe9GyAiNg17r8Zhz5WHiIhNxemoJJyOSsL8nVfhX8Me3f1c0aOhK+q58G4WqpwMLvL8/f3x999/w9vbG23atMGiRYsgk8mwYsUKeHt7l0aMRGWiPN3CUhCPoYWnvcISHetVR8d61QEAOXlqXHmQgnN3HiP0ThLO3X2MpIwcnL2dhLO3kwDk9+ur72qvudLXqnY1uCmtio2tvPSnJCoNzHNEZcvQ/CuRSODnbg8/d3sEd62HmKRM7LkSh71XH+LcnSRNN4bF+27A09EaPRq6orufC5rXqma0aY6IyjuDb9fcs2cPMjIyMHDgQERFRaFPnz64du0aHB0dsWnTJnTu3Lm0Yi0zvIWFyhNjFlRCCEQlZGhu7zx3Jwl3EgvPJVijqtVTRZ8D6jrbahJjeeq0T/QsYxy/K0OeA5jryDwlpGfjQMRD7L3yEMduJSAnT615zclWjm5+zuje0BWBPo6QV5EWuy6e0KTySN9jt8FFni5JSUmoVq2a2VwOZ+KjyiQ+LQvn7zzOL/ruJuHKg1So1NqHBXtFFbSs7QB7RRVsDXtQaB2m6rtI9KzSOn6bW54DmOvI/KVn5+HojUfYcyUOB6/Fa01tZCuvgpd8q6NHQ1e85Fsdds90W+AJTSqvSr3Iu3XrFiIjI9GhQwdYWVlBCGE2yY+JjyqzjOw8hMUk4+ztJJy7m4SL0cnIzCl5yPiCwWCOf9CZZzrJZIx5/DbnPAcw11HlkpOnxumoROy9Goe9Vx4iPi1b85pMaoHAOo7o7ueKbn4uOH83CRPWXSg08BlPaFJ5UGpFXmJiIgYNGoRDhw5BIpHg5s2b8Pb2xpgxY1C1alV89dVXLxy8qTHxEf0rV6VGRGwqfjt3Dz+fvlvi8p+/0ghvtKrJfg9kEsY4fleGPAcw11HlpVYLhN9Lxp4rD7H3ShyiEjI0r0kkQBULCXJVur8e84QmmZq+x26Dx1GfOnUqLC0tER0dDWvrf4eoHTx4MHbv3v180RJRuWUptUBjj6poWbuaXst/uOUSWn22H+9uuIhfQ2PwIPlJyW8iKkeY54jMm4WFBM1qVcOMXvVx8P2XsH9aB0zv4YsmHkoIgSILPCB/tOvYlCzN4GVE5ZXBo2vu3bsXe/bsgYeHh1Z73bp1cfduyWf5iahicrZT6LWcwtICiRk52BH+ADvC8/vveTvZoF1dJ7Sr44QAH8dCfR+IyhPmOaLKpY6zHeo422FSpzr4v5O3MWf71RLfE5+WVeIyRKZkcJGXkZGhdWazQEJCAuRyuVGCIqLyp7WXA9yUihInaD/0/kv4+14Kjt98hGO3EhAek4yohAxEJWRg7am7kFpI0LRmVbSr44T2dZ3QpGZVWEo5OTuVH8xzRJVXPRf9bl3W98QnkakY/M2qQ4cOWLt2rea5RCKBWq3GF198gU6dOhk1OCIqPwomaAf+7Xxe4OkJ2hWWUrT2csC07r7YMjEIF2d3x/dDW2Bo21qo7WgNlVrg/N3H+ObATbz2/Sk0m78PY//vHP7v5B1EPkqHEQb8JXohzHNElVfBCc3iettZWUrhX4P9WKl8M3jglatXr+Kll15CixYtcPDgQfTr1w9XrlxBUlISTpw4AR8fn9KKtcywMzpR0V50WOmYpEycuJWAY7cScPJWAh5n5mq97q5U5N/aWbc6gnwc4WjLKyekP2McvytDngOY64iKsvtyLCasuwAAOu9cAQDv6jZY+kYz+NdQll1gRCjlKRTi4uIQEhKC8+fPQ61Wo3nz5pg0aRLc3MxjOFkmPqLiGWuCWLVa4MqDVBy79QjHbybg3J3HyFGptZZp6G6PdnWd0L5OdbSsXQ0Ky6Inr+XEtWSs47e55zmAuY6oOEWd0HyjVU1sOBuDuNQsWEol+G+P+hjTzosjSlOZKdPJ0M0NEx+RaTzJUeHsnaT8/nw3E3AtLk3rdXkVC7T2ckC7Ok5oV9cJDVztNYmVE9cSwOO3IfhZERWvqBOHjzNyMGPz39hz5SEAoH1dJ3z1ehM427OfHpW+Uivydu/eDVtbW7Rr1w4A8N133+HHH3+En58fvvvuO1Srpt8w6+UZEx9R+fAoLTv/1s6bCTh+6xEepmZrve5oI0NQHSdUtbbE2lOFRz3kxLWVjzGO35UhzwHMdUQvQgiBDWdjMH/nFWTlquFgI8OiVxujq5+LqUMjM1dq8+RNnz4dqampAIBLly5h2rRpePnllxEVFYVp06Y9f8RERM+obifHgGY18NWgJjg9swv2Te2A2X380Lm+M6xlUiRm5GB7+AOdBR7wb1+KeTuuQqXmTQukH+Y5IiqJRCLBkDa1sPPd9vBzs0dSRg7Grj2Hj7deRlauytThERl+Jc/W1haXL19G7dq1MXfuXFy+fBm///47Lly4gJdffhlxcXGlFWuZ4dlNovIvJ0+NsJhkbDwbjc0X75e4/PqxbRBUx6kMIiNTMsbxuzLkOYC5jshYsvNU+HLPdfx47DYAoK6zLZa+2QwN3Pj/ioyv1K7kyWQyZGZmAgD279+P7t27AwAcHBw0Zz4NsXz5cnh5eUGhUKBFixY4duxYkcuOHDkSEomk0KNhw4Zay/3xxx/w8/ODXC6Hn58ftmzZYnBcRFS+yf7pn9fRt7pey7/z83lM2XgRf5y/x0lsqVjGznMAcx2ROZNXkWJWbz+sHd0a1e3kuBmfjv7fncDqE7c5LRCZjMFFXrt27TBt2jR88sknOHv2LHr37g0AuHHjBjw8PAxa16ZNmxAcHIxZs2bh4sWLaN++PXr16oXo6Gidy3/zzTeIjY3VPGJiYuDg4IDXX39ds8ypU6cwePBgDBs2DOHh4Rg2bBgGDRqEM2fOGLqrRFQB6DshbXp2HraFPcB7v4Wj9WcH0HPJUSz4KwLHbybw1hrSYsw8BzDXEVUWHepVx+4p7dGlvjNy8tSYt+MqRq0JxaO07JLfTGRkBt+uGR0djYkTJyImJgaTJ0/GmDFjAABTp06FSqXC0qVL9V5XmzZt0Lx5c4SEhGjaGjRogAEDBmDBggUlvn/r1q0YOHAgbt++DU9PTwDA4MGDkZqail27dmmW69mzJ6pVq4YNGzboFRdvYSGqOFRqgXYLDyIuJUvnfEYSAC72cnw9uBmO38oftfPS/RQ8feRTWFqgrbcj2tetjo71nOBT3RYSCYfDroiMcfw2Zp4DmOuIKhshBH4+fRef/RmB7Dw1nGxl+OL1Jujk62zq0MgMlPspFHJycmBtbY3ffvsNr7zyiqZ9ypQpCAsLw5EjR0pcR9++fZGdnY29e/dq2mrVqoWpU6di6tSpmravv/4aS5Yswd27ugdnyM7ORnb2v2dZUlNTUbNmTSY+ogqiqIlrixpdMzE9G8f/GbXz6I1HiH/mLKu7UoH2daujQ73qCKrjiKrWslLeAzKW8la4MNcRVV7X49IwecNFXH+YPx3QqKDa+KBn/WLneyUqib55roqhK/7rr78glUrRo0cPrfa9e/dCpVKhV69eeq0nISEBKpUKLi7aQ826uLjo1ak9NjYWu3btwi+//KLVHhcXZ/A6FyxYgHnz5ukVNxGVPz393RAytHmhefJci5gnz9FWjv5Na6B/0xoQQuD6wzQcu5GAozcf4cztJDxIycKmczHYdC4GFhKgsUdVdKhXHR3qOqFpzaqoIjX4TneqQIyV5wDmOqLKzNfVDtv+E4T/7bqGNSfvYPWJOzgVmYilbzZDPRc7U4dHZs7gbyozZsyASlW4/4parcaMGTMMDuDZW6KEEHrdJrVmzRpUrVoVAwYMeOF1zpw5EykpKZpHTEyMfsETUbnR098Nxz/ojA3j2uKbN5piw7i2OP5B5xLnx5NIJKjvao9xHbzx85g2CJ/dHf83ujXGtPNCXWdbqAUQFpOMpQdu4rXvT6HZJ/sw/ufzWH/mLmKSMkuMS6UWOBWZiG1h93EqMpFTOVQAxs5zAHMdUWWlsJRibr+GWD2yFRxtZLgWl4a+y47j59N3OSgLlSqDr+TdvHkTfn5+hdrr16+PW7du6b0eJycnSKXSQmcd4+PjC52dfJYQAqtWrcKwYcMgk2nfRuXq6mrwOuVyOeRyud6xE1H5JLWQIMDH8YXWYSWTomO96uhYL3/UztiUJ5qrfMdvJSA5Mxe7r8Rh95X844yXkw061HVCh3rV0dbbETbyfw+ruy/HFrq66FbE1UUqP4yV5wDmOiLK16m+M3YFt8f03/7GkRuP8PHWyzhy/REWvdYYDjbsEkDGZ/CVPKVSiaioqELtt27dgo2Njd7rkclkaNGiBfbt26fVvm/fPgQGBhb73iNHjuDWrVuazvBPCwgIKLTOvXv3lrhOIiJd3JRWGNSqJr4d0hznP+qGrZOC8F63emhVuxqkFhLcTsjA/526izH/dw5N5+/FGytO4btDt7DiSCTGr7ugVeABQFxKFiasu4Ddl2NNtEdUEmPlOYC5joj+5WynwOqRrfBxHz/IpBbYH/EQPZccxfGbCaYOjcyQwVfy+vXrh+DgYGzZsgU+Pj4A8hPfe++9h379+hm0rmnTpmHYsGFo2bIlAgICsGLFCkRHR2P8+PEA8m8tuX//PtauXav1vpUrV6JNmzbw9/cvtM4pU6agQ4cOWLhwIfr3749t27Zh//79OH78uKG7SkSkRWohQdOaVdG0ZlW826UuUrNycSoyEUdvPMLRm48Qk/QEp6OScDoqqch1COQPCDNvx1V083OF1IKjeJY3xsxzAHMdEf3LwkKCMe28EODtiMkbL+JWfDqGrjyDtzt44/3uvpBVYZ9vMg6DR9dMSUlBz549ce7cOc18Qffu3UP79u2xefNmVK1a1aAAli9fjkWLFiE2Nhb+/v74+uuv0aFDBwD5E8LeuXMHhw8f1tq+m5sbvvnmG4wbN07nOn///Xd89NFHiIqKgo+PDz777DMMHDhQ75jK2+hsRFT+CSFwNzETR28+wrawBzh/93GJ72nhWQ31Xe3gYq+Aq70CzvZyuCoVcLFToKq1ZalN46BSC5y9nYT4tCw42ynQ2svB5MWmsWIyxvHb2HkOYK4josKe5Kjw2V9Xse50/pyZDd3tsfTNZvCpbmviyKg8K9UpFIQQ2LdvH8LDw2FlZYXGjRtrkpU5YOIjohexLew+pmwMe6F1yKpYwMVe/k/xl1/4uSrlcLFXaB6u9gpYyQwbirs89hM0ZkzGOn6be54DmOuIyou9V+LwwR9/43FmLqwspZjT1w+DW9XkfK2kU7mfJ688Y+IjohdxKjIRb/54usTlRgd5wVYuRVxqFh6mZuNhahYepmbhcWau3tuyU1TRvhL4VBHo8s+VQSdbOSylFpr5BJ896Bc1n2BZMHZMPH7rj58VUfnxMDUL034Nw4lbiQCAng1d8b9XG3GeVirEqPPkLV26FG+//TYUCgWWLl1a7LKTJ082LFIiIjPT2ssBbkoF4lKyChUvQH4B46pUYFbvBjpvSczKVeFRWkHRl4241CzE/1MA5v+c35aZo0JaVh7SstJxKz69yHgkEsDRRobkzFyd8RS0Tf/9b0QlZMCijM4eq4VAyOHIImMqy76LzHNEZEou9gr8PLoNfjwWhS/3XsfuK3EIi0nG14ObvvCo0VQ56XUlz8vLC+fOnYOjoyO8vLyKXplEonNEsoqGZzeJ6EUVXKECoFXEGOuqmRAC6dl5WlcACwrAZ3/Oq+Bz820Y11bvLznPe/yubHkOYK4jKq8u3UvBlI0XEZWQAYkEmNDRB1O71YOl1KJc9qmmssXbNV8AEx8RGUN56P+mVgskZeZgU2g0vthzo8TlW3s5oJaDdRlEBkQnZeLs7aJHIi3wzRtN0b9pDb3WyeO3/vhZEZVfmTl5mL/jKjaGxgAAmngo8WqLGgg5HFWu+lRT2TPq7ZpPmz9/Pt5//31YW2t/CXjy5Am++OILzJ492/BoiYjMUE9/N3TzczXpWVcLCwmcbOVoXstBr+Wndq1XZrcG6dt30dlOUQbR/It5johMzVpWBf97tTE61quOGZsvIfxeCsLvpRRarmDuVVP0qabyzeAreVKpFLGxsXB2dtZqT0xMhLOzM1QqlVEDNAWe3SQic6NSC7RbeLDEfoLHP+hcZkVoacRkjON3ZchzAHMdUUURk5SJLl8dRo5K91d2Uxy/yXT0PXYbPOOiEELnkK7h4eFwcNDvTDEREZUtqYUEc/r6Afi3X2CBgudz+vqV6ReE8hgTwDxHROXLvcdPiizwgPx+37EpWXrd/k6Vh963a1arVg0SiQQSiQT16tXTSoAqlQrp6ekYP358qQRJREQvrqe/G0KGNi/UT9DVhH06ylNMzHNEVB7Fp2WVvBCAhbsj8GpzDwT4OMGnug3n2avk9C7ylixZAiEERo8ejXnz5kGpVGpek8lkqF27NgICAkolSCIiMo7y0E+wvMbEPEdE5ZG+/ZLDYlIQFpPyz3vkCPBxRKCPIwK8nVDTwYpFXyVjcJ+8I0eOICgoCFWqGDxmS4XBfgpERBWTMY7flSHPAcx1RBVFSf2Xgfy5UIcH1MaZ24k4d/cxcvLUWq/XqGr1b9Hn4wg3pVXpB06lotRG17Szs0NERAQaNWoEANi2bRtWr14NPz8/zJ07FzKZ7PmjJiIiMjHmOSIqTwr6L09YdwES6J579bNX/P+5vb0usnJVuBD9GKcjE3EyMhFhMcm4n/wEv5+/h9/P3wMAeDnZIMDHEQHe+UWfk628jPeKSpvBV/JatWqFGTNm4NVXX0VUVBT8/PwwcOBAhIaGonfv3liyZEkphVp2eHaTiKhiMsbxuzLkOYC5jqiied65VzOy83Du7mOcikzEqcgEXLqfAvUz3/59Xezyiz4fR7T1coTS2rK0doNeUKlNhq5UKnHhwgX4+Phg4cKFOHjwIPbs2YMTJ07gjTfeQExMzAsHb2pMfEREFZMxjt+VIc8BzHVEFZFKLV64/3JqVi7ORiXhZGQiTkUlIiI2Vet1iQRo6G6PAG9HBPo4oZWXA2zlRd/8Z4yYSH+ldrumEAJqdf59vvv370efPn0AADVr1kRCQsJzhktERFQ+MM8RUXkltZAgwMfxhdZhr7BEVz8XdPVzAQAkZeTgTFT+rZ0nIxMQ+SgDl++n4vL9VPx47DakFhI09lBqBnFp4VkNVjIpgOe/ukilz+Air2XLlvj000/RtWtXHDlyBCEhIQCA27dvw8XFxegBEhERlSXmOSKqTBxsZOjVyA29GuUXZfGpWTgVlYiTt/Kv9EUnZeJidDIuRifju0ORkEkt0KxWVVS3k2Pn37GF1heXkoUJ6y4gZGhzFnomZHCRt2TJErz11lvYunUrZs2ahTp16gAAfv/9dwQGBho9QCIiorLEPEdElZmzvQL9m9ZA/6Y1AAD3Hmf+058v/2pfXGoWzhQz8XpBP7B5O66im58rb900EYP75BUlKysLUqkUlpYVv6Mm+ykQEVVMpXn8Nqc8BzDXEZHhhBC4k5iJdafvYuXx2yUu38RDieae1eBT3fafhw2q28k5Z98LKLU+eUVRKPSbqJGIiKgiYp4jospOIpHAy8kGjT2Uei0ffi8F4fdStNrs5FXgXd0GPtVtNf/6ONvC09Ea8ipSo8TJwWCeo8hTqVT4+uuv8euvvyI6Oho5OTlaryclFX35loiIqLxjniMiKp6znX4nvca29wIEEJWQgchH6YhJykRadp7O4s9CAtR0sIa307+Fn7eTDXycbeFoI9P76h8Hg8lncJE3b948/PTTT5g2bRo+/vhjzJo1C3fu3MHWrVsxe/bs0oiRiIiozDDPEREVr7WXA9yUCsSlZEFXvy8JAFelAjN7NdC6gpadp8LdxExExqfnF37x6Yh8lI6oRxlIy87D3cRM3E3MxKHrj7TWZ6+oAh9nW+2rf9VtUMvBBrIqFprldl+OxYR1FwrFVBkHgzG4T56Pjw+WLl2K3r17w87ODmFhYZq206dP45dffimtWMsM+ykQEVVMxjh+V4Y8BzDXEdGLKSioAGgVVQUlnSEFlRACj9KyEfko/4pfQeEX+Sgd95OfoKhqRWohQS0Ha/hUt4GXky1+PReNlCd5OpctKDyPf9C5Qt+6WWp98uLi4tCoUSMAgK2tLVJS8i+19unTBx9//PFzhktERFQ+MM8REZWsp78bQoY2L3RrpOtz3BopkUjgbK+As72i0DyAWbkq3P7nds+Cwq/g38yc/NduJ2QAiC92GwJAbEoWfjoWhU71neFip4C9VZUyGwSmrPsJGlzkeXh4IDY2FrVq1UKdOnWwd+9eNG/eHKGhoZDL5aURIxERUZlhniMi0k9Pfzd083Mt1eJFYSlFAzd7NHDTvmolhEBcapam4Nt/9SGO3kwocX0Ldl3Dgl3XAADyKhZwsVfA2U6e/699/r8u9nK42OUXnS72ctjKX6wYNEU/QYOLvFdeeQUHDhxAmzZtMGXKFLz55ptYuXIloqOjMXXq1NKIkYiIqMwwzxER6U9qISl09a0sSCQSuCmt4Ka0QlAdJ9R1ttOryPOoZoW0rDykPMlFdp4a0UmZiE7KLPY91jKpphh0tlfApVBRmF8MWssKl1am6if4wvPknT59GidPnkSdOnXQr18/Y8VlUuynQERUMZXG8dsc8xzAXEdE5kWlFmi38GCJg8EU9MnLylUhPjUb8WlZeJiajYepWXiYloX4gp9T839Oy9bdx08XO3kVTeHnbCdHdTsFNoVGIzXLeP0E9T12G20ydHPCxEdEVDHx+K0/flZEZG6MORhMgcycvH8Lv7RsxP9TABYUhvFp+f9m5qieO+4N49rqfTXUqAOvbN++Xb8IAbM6y0lERJUD8xwRUcVnzMFgCljLqqC2UxXUdrIpchkhBNKz8zQFX0FReDIyEUduPCryfQXi07JKXMZQehV5AwYM0GtlEokEKtXzV7FERESmwDxHRGQeymIwmGdJJBLYKSxhp7CET3VbTXtjj6p6FXn6Ti5vCL2KPLVabfQNExERlRfMc0RE5sNUg8E8S99J41t7ORh92xYlL0JERERERESGkFpIMKevH4B/+wUWKHg+p69fqVxl1LvIe/nllzUTwgLAZ599huTkZM3zxMRE+Pn5GTU4IiKissI8R0RExlbQT9BVqX1LpqtSUWrTJwAGjK4plUoRGxsLZ2dnAIC9vT3CwsLg7e0NAHj48CHc3d3Noq8CRxwjIqqYXuT4XZnyHMBcR0RUllRqYZR+gkYdXRPIHzWmuOdEREQVGfMcERGVlrLuJ8g+eURERERERGZE7yJPIpFAIpEUaiMiIjIHzHNERGQuDLpdc+TIkZDL5QCArKwsjB8/HjY2+RMDZmdnl06EREREZYB5joiIzIXeV/JGjBgBZ2dnKJVKKJVKDB06FO7u7prnzs7OGD58uMEBLF++HF5eXlAoFGjRogWOHTtW7PLZ2dmYNWsWPD09IZfL4ePjg1WrVmleX7NmjeZs7NOPrCzjzyRPRETmo7TyHMBcR0REZUvvK3mrV682+sY3bdqE4OBgLF++HEFBQfjhhx/Qq1cvXL16FbVq1dL5nkGDBuHhw4dYuXIl6tSpg/j4eOTl5WktY29vj+vXr2u1KRTGn0meiIjMR2nkOYC5joiIyp7eRV5pWLx4McaMGYOxY8cCAJYsWYI9e/YgJCQECxYsKLT87t27ceTIEURFRcHBIX9m+Nq1axdaTiKRwNXVtVRjJyIi0gdzHRERlTWTja6Zk5OD8+fPo3v37lrt3bt3x8mTJ3W+Z/v27WjZsiUWLVqEGjVqoF69enj//ffx5MkTreXS09Ph6ekJDw8P9OnTBxcvXiw2luzsbKSmpmo9iIiIXhRzHRERmYLJruQlJCRApVLBxcVFq93FxQVxcXE63xMVFYXjx49DoVBgy5YtSEhIwMSJE5GUlKTpq1C/fn2sWbMGjRo1QmpqKr755hsEBQUhPDwcdevW1bneBQsWYN68ecbdQSIiqvSY64iIyBRMPk/es8NTCyGKHLJarVZDIpFg/fr1aN26NV5++WUsXrwYa9as0ZzhbNu2LYYOHYomTZqgffv2+PXXX1GvXj0sW7asyBhmzpyJlJQUzSMmJsZ4O0hERJUecx0REZUlk13Jc3JyglQqLXQmMz4+vtAZzwJubm6oUaMGlEqlpq1BgwYQQuDevXs6z15aWFigVatWuHnzZpGxyOVyzZDZRERExsJcR0REpmCyK3kymQwtWrTAvn37tNr37duHwMBAne8JCgrCgwcPkJ6ermm7ceMGLCws4OHhofM9QgiEhYXBzc3NeMETERHpgbmOiIhMwaS3a06bNg0//fQTVq1ahYiICEydOhXR0dEYP348gPxbS56ek2jIkCFwdHTEqFGjcPXqVRw9ehTTp0/H6NGjYWVlBQCYN28e9uzZg6ioKISFhWHMmDEICwvTrJOIiKgsMdcREVFZM+kUCoMHD0ZiYiLmz5+P2NhY+Pv746+//oKnpycAIDY2FtHR0ZrlbW1tsW/fPrz77rto2bIlHB0dMWjQIHz66aeaZZKTk/H2228jLi4OSqUSzZo1w9GjR9G6desy3z8iIiLmOiIiKmsSIYQwdRDlTWpqKpRKJVJSUmBvb2/qcIiISE88fuuPnxURUcWj77Hb5KNrEhERERERkfGwyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKIiIiIiIjMCIs8IiIiIiIiM2LyIm/58uXw8vKCQqFAixYtcOzYsWKXz87OxqxZs+Dp6Qm5XA4fHx+sWrVKa5k//vgDfn5+kMvl8PPzw5YtW0pzF4iIiIrFXEdERGXJpEXepk2bEBwcjFmzZuHixYto3749evXqhejo6CLfM2jQIBw4cAArV67E9evXsWHDBtSvX1/z+qlTpzB48GAMGzYM4eHhGDZsGAYNGoQzZ86UxS4RERFpYa4jIqKyJhFCCFNtvE2bNmjevDlCQkI0bQ0aNMCAAQOwYMGCQsvv3r0bb7zxBqKiouDg4KBznYMHD0Zqaip27dqlaevZsyeqVauGDRs26BVXamoqlEolUlJSYG9vb+BeERGRqZTH4zdzHRERGYu+x+4qZRiTlpycHJw/fx4zZszQau/evTtOnjyp8z3bt29Hy5YtsWjRIvz888+wsbFBv3798Mknn8DKygpA/tnNqVOnar2vR48eWLJkSZGxZGdnIzs7W/M8JSUFQP6HSEREFUfBcduE5y+1MNcREZEx6ZvnTFbkJSQkQKVSwcXFRavdxcUFcXFxOt8TFRWF48ePQ6FQYMuWLUhISMDEiRORlJSk6asQFxdn0DoBYMGCBZg3b16h9po1axq6W0REVA6kpaVBqVSaOgzmOiIiKhUl5TmTFXkFJBKJ1nMhRKG2Amq1GhKJBOvXr9fs1OLFi/Haa6/hu+++05zhNGSdADBz5kxMmzZNaztJSUlwdHQs9n3FSU1NRc2aNRETE1NuboNhTPphTPopjzEB5TMuxqQfY8QkhEBaWhrc3d2NHN2LMcdcVx7/hoDyGRdj0g9j0g9j0o+5xqRvnjNZkefk5ASpVFrorGN8fHyhs5MF3NzcUKNGDa2qtUGDBhBC4N69e6hbty5cXV0NWicAyOVyyOVyrbaqVasauEe62dvbl5s/rAKMST+MST/lMSagfMbFmPTzojGVhyt4BSpDriuPf0NA+YyLMemHMemHMenHHGPSJ8+ZbHRNmUyGFi1aYN++fVrt+/btQ2BgoM73BAUF4cGDB0hPT9e03bhxAxYWFvDw8AAABAQEFFrn3r17i1wnERFRaWGuIyIiUzDpFArTpk3DTz/9hFWrViEiIgJTp05FdHQ0xo8fDyD/1pLhw4drlh8yZAgcHR0xatQoXL16FUePHsX06dMxevRoze0rU6ZMwd69e7Fw4UJcu3YNCxcuxP79+xEcHGyKXSQiokqOuY6IiMqcMLHvvvtOeHp6CplMJpo3by6OHDmieW3EiBGiY8eOWstHRESIrl27CisrK+Hh4SGmTZsmMjMztZb57bffhK+vr7C0tBT169cXf/zxR1nsipasrCwxZ84ckZWVVebbLgpj0g9j0k95jEmI8hkXY9JPeYzJWMwx15XX31d5jIsx6Ycx6Ycx6aeyx2TSefKIiIiIiIjIuEx6uyYREREREREZF4s8IiIiIiIiM8Iij4iIiIiIyIywyCMiIiIiIjIjLPKM7OjRo+jbty/c3d0hkUiwdetWU4eEBQsWoFWrVrCzs4OzszMGDBiA69evmzSmkJAQNG7cWDMZZEBAAHbt2mXSmJ62YMECSCQSkw9HPnfuXEgkEq2Hq6urSWMCgPv372Po0KFwdHSEtbU1mjZtivPnz5ssntq1axf6nCQSCSZNmmSymPLy8vDRRx/By8sLVlZW8Pb2xvz586FWq00WEwCkpaUhODgYnp6esLKyQmBgIEJDQ8ts+yUdI4UQmDt3Ltzd3WFlZYWXXnoJV65cKbP4SD/lLdcxzz2f8pDrmOf0x1ynP+Y6FnlGl5GRgSZNmuDbb781dSgaR44cwaRJk3D69Gns27cPeXl56N69OzIyMkwWk4eHB/73v//h3LlzOHfuHDp37oz+/fuXiy9zoaGhWLFiBRo3bmzqUAAADRs2RGxsrOZx6dIlk8bz+PFjBAUFwdLSErt27cLVq1fx1VdfoWrVqiaLKTQ0VOszKpgk+vXXXzdZTAsXLsT333+Pb7/9FhEREVi0aBG++OILLFu2zGQxAcDYsWOxb98+/Pzzz7h06RK6d++Orl274v79+2Wy/ZKOkYsWLcLixYvx7bffIjQ0FK6urujWrRvS0tLKJD7ST3nLdcxzhitPuY55Tj/MdfpjroPp58kzZwDEli1bTB1GIfHx8QKA1jxN5UG1atXETz/9ZNIY0tLSRN26dcW+fftEx44dxZQpU0waz5w5c0STJk1MGsOzPvjgA9GuXTtTh1GsKVOmCB8fH6FWq00WQ+/evcXo0aO12gYOHCiGDh1qooiEyMzMFFKpVOzcuVOrvUmTJmLWrFllHs+zx0i1Wi1cXV3F//73P01bVlaWUCqV4vvvvy/z+Eg/5THXMc8VrzzlOua558dcpxtzXT5eyauEUlJSAAAODg4mjiSfSqXCxo0bkZGRgYCAAJPGMmnSJPTu3Rtdu3Y1aRxPu3nzJtzd3eHl5YU33ngDUVFRJo1n+/btaNmyJV5//XU4OzujWbNm+PHHH00a09NycnKwbt06jB49GhKJxGRxtGvXDgcOHMCNGzcAAOHh4Th+/Dhefvllk8WUl5cHlUoFhUKh1W5lZYXjx4+bKKp/3b59G3FxcejevbumTS6Xo2PHjjh58qQJI6OKhnmueOUt1zHPGY65rmjMdfmqGG1NVCEIITBt2jS0a9cO/v7+Jo3l0qVLCAgIQFZWFmxtbbFlyxb4+fmZLJ6NGzfiwoULZXrPdknatGmDtWvXol69enj48CE+/fRTBAYG4sqVK3B0dDRJTFFRUQgJCcG0adPw4Ycf4uzZs5g8eTLkcjmGDx9ukpietnXrViQnJ2PkyJEmjeODDz5ASkoK6tevD6lUCpVKhc8++wxvvvmmyWKys7NDQEAAPvnkEzRo0AAuLi7YsGEDzpw5g7p165osrgJxcXEAABcXF612FxcX3L171xQhUQXEPFe88pbrmOeeD3Nd0Zjr8rHIq2T+85//4O+//y4XZzJ8fX0RFhaG5ORk/PHHHxgxYgSOHDlikgQYExODKVOmYO/evYXO/JhSr169ND83atQIAQEB8PHxwf/93/9h2rRpJolJrVajZcuW+PzzzwEAzZo1w5UrVxASElIukt/KlSvRq1cvuLu7mzSOTZs2Yd26dfjll1/QsGFDhIWFITg4GO7u7hgxYoTJ4vr5558xevRo1KhRA1KpFM2bN8eQIUNw4cIFk8X0rGfPSgshTHqmmioW5rmilcdcxzz3fJjrisdcxyKvUnn33Xexfft2HD16FB4eHqYOBzKZDHXq1AEAtGzZEqGhofjmm2/www8/lHks58+fR3x8PFq0aKFpU6lUOHr0KL799ltkZ2dDKpWWeVzPsrGxQaNGjXDz5k2TxeDm5lboC0qDBg3wxx9/mCiif929exf79+/H5s2bTR0Kpk+fjhkzZuCNN94AkP/l5e7du1iwYIFJE5+Pjw+OHDmCjIwMpKamws3NDYMHD4aXl5fJYipQMKJeXFwc3NzcNO3x8fGFzngS6cI8V7yKkOuY50rGXFcy5jqOrlkpCCHwn//8B5s3b8bBgwfLxR+4LkIIZGdnm2TbXbp0waVLlxAWFqZ5tGzZEm+99RbCwsJMnvQKZGdnIyIiQuugUNaCgoIKDU1+48YNeHp6miiif61evRrOzs7o3bu3qUNBZmYmLCy0D7FSqdTkw0oXsLGxgZubGx4/fow9e/agf//+pg4JXl5ecHV11YwYB+T3Ozly5AgCAwNNGBmVd8xz+qkIuY55rmTMdfqrzLmOV/KMLD09Hbdu3dI8v337NsLCwuDg4IBatWqZJKZJkybhl19+wbZt22BnZ6e5F1ipVMLKysokMX344Yfo1asXatasibS0NGzcuBGHDx/G7t27TRKPnZ1dob4bNjY2cHR0NGmfjvfffx99+/ZFrVq1EB8fj08//RSpqakmPTs2depUBAYG4vPPP8egQYNw9uxZrFixAitWrDBZTED+7TWrV6/GiBEjUKWK6Q9tffv2xWeffYZatWqhYcOGuHjxIhYvXozRo0ebNK49e/ZACAFfX1/cunUL06dPh6+vL0aNGlUm2y/pGBkcHIzPP/8cdevWRd26dfH555/D2toaQ4YMKZP4SD/lLdcxz+mnPOY65jnDMNfph7kOnELB2A4dOiQAFHqMGDHCZDHpigeAWL16tcliGj16tPD09BQymUxUr15ddOnSRezdu9dk8ehi6mGlhRBi8ODBws3NTVhaWgp3d3cxcOBAceXKFZPGJIQQO3bsEP7+/kIul4v69euLFStWmDoksWfPHgFAXL9+3dShCCGESE1NFVOmTBG1atUSCoVCeHt7i1mzZons7GyTxrVp0ybh7e0tZDKZcHV1FZMmTRLJyclltv2SjpFqtVrMmTNHuLq6CrlcLjp06CAuXbpUZvGRfspbrmOee36mznXMc4ZhrtMPc50QEiGEMF7JSERERERERKbEPnlERERERERmhEUeERERERGRGWGRR0REREREZEZY5BEREREREZkRFnlERERERERmhEUeERERERGRGWGRR0REREREZEZY5BEREREREZkRFnlUYdy5cwcSiQRhYWHFLvfSSy8hODi4TGIqjhACb7/9NhwcHPSKu7To+7mVBYlEgq1btxr0nvLy+yQiKm3Mc8+HeY6oMBZ5ZFQjR46ERCKBRCKBpaUlvL298f777yMjI+OF112zZk3ExsbC398fAHD48GFIJBIkJydrLbd582Z88sknL7y9F7V7926sWbMGO3fu1IrbGNasWYOqVavqteyznxuVX0X9TRNR+cE89y/mOTIU81zZqWLqAMj89OzZE6tXr0Zubi6OHTuGsWPHIiMjAyEhIS+0XqlUCldX1xKXc3BweKHtGEtkZCTc3NwQGBio93tUKhUkEgksLIxz/iUnJwcymUyvz42IiPTDPJePeY6o/OKVPDI6uVwOV1dX1KxZE0OGDMFbb72luXUhOzsbkydPhrOzMxQKBdq1a4fQ0FDNex8/foy33noL1atXh5WVFerWrYvVq1cD0L4d486dO+jUqRMAoFq1apBIJBg5ciSAwrc9PH78GMOHD0e1atVgbW2NXr164ebNm5rXC84W7tmzBw0aNICtrS169uyJ2NjYYvfzyJEjaN26NeRyOdzc3DBjxgzk5eUByD/T++677yI6OhoSiQS1a9fWuY6Cbe/cuRN+fn6Qy+W4e/cucnJy8N///hc1atSAjY0N2rRpg8OHDwPIPws2atQopKSkaM4mz507FwBQu3ZtfPrppxg5ciSUSiXGjRun8zaWq1ev4uWXX4atrS1cXFwwbNgwJCQkAAB++OEH1KhRA2q1WivWfv36YcSIEZrnO3bsQIsWLaBQKODt7Y158+Zp9h8Abt68iQ4dOkChUMDPzw/79u0r9vMEgIyMDAwfPhy2trZwc3PDV199VWiZkn6fAHDixAl07NgR1tbWqFatGnr06IHHjx9rPqMlS5ZoLd+0aVPNZwjk327zww8/oE+fPrC2tkaDBg1w6tQp3Lp1Cy+99BJsbGwQEBCAyMhIrfWU9JlIJBL89NNPeOWVV2BtbY26deti+/btAFDs3zQRlS/Mc8xzAPMc81w5J4iMaMSIEaJ///5abe+++65wdHQUQggxefJk4e7uLv766y9x5coVMWLECFGtWjWRmJgohBBi0qRJomnTpiI0NFTcvn1b7Nu3T2zfvl0IIcTt27cFAHHx4kWRl5cn/vjjDwFAXL9+XcTGxork5GQhhBAdO3YUU6ZM0Wy/X79+okGDBuLo0aMiLCxM9OjRQ9SpU0fk5OQIIYRYvXq1sLS0FF27dhWhoaHi/PnzokGDBmLIkCFF7ue9e/eEtbW1mDhxooiIiBBbtmwRTk5OYs6cOUIIIZKTk8X8+fOFh4eHiI2NFfHx8TrXU7DtwMBAceLECXHt2jWRnp4uhgwZIgIDA8XRo0fFrVu3xBdffCHkcrm4ceOGyM7OFkuWLBH29vYiNjZWxMbGirS0NCGEEJ6ensLe3l588cUX4ubNm+LmzZtan5sQQjx48EA4OTmJmTNnioiICHHhwgXRrVs30alTJyGEEImJiUImk4n9+/dr4kxKShIymUzs2bNHCCHE7t27hb29vVizZo2IjIwUe/fuFbVr1xZz584VQgihUqmEv7+/eOmll8TFixfFkSNHRLNmzQQAsWXLliI/1wkTJggPDw+xd+9e8ffff4s+ffoIW1tbg36fFy9eFHK5XEyYMEGEhYWJy5cvi2XLlolHjx5pPqOvv/5aa7tNmjTR/O6EEAKAqFGjhti0aZO4fv26GDBggKhdu7bo3Lmz2L17t7h69apo27at6Nmzp+Y9JX0mBev18PAQv/zyi7h586aYPHmysLW1FYmJicX+TRNR+cE8N0cIwTzHPMc8V96xyCOjejb5nTlzRjg6OopBgwaJ9PR0YWlpKdavX695PScnR7i7u4tFixYJIYTo27evGDVqlM51P3sQP3TokAAgHj9+rLXc08nvxo0bAoA4ceKE5vWEhARhZWUlfv31VyFEfgICIG7duqVZ5rvvvhMuLi5F7ueHH34ofH19hVqt1nqPra2tUKlUQgghvv76a+Hp6VnkOp7edlhYmKbt1q1bQiKRiPv372st26VLFzFz5kzN+5RKZaH1eXp6igEDBmi1Pfu5ffzxx6J79+5ay8TExGgOukLkJ5jRo0drXv/hhx+Eq6uryMvLE0II0b59e/H5559rrePnn38Wbm5uQggh9uzZI6RSqYiJidG8vmvXrmKTX1pampDJZGLjxo2atsTERGFlZWXQ7/PNN98UQUFBOrdR8Bnpk/w++ugjzfNTp04JAGLlypWatg0bNgiFQqF5XtJnomu96enpQiKRiF27dgkhiv6bJqLyg3mOeU4I5jldn4mu9TLPmQ775JHR7dy5E7a2tsjLy0Nubi769++PZcuWITIyErm5uQgKCtIsa2lpidatWyMiIgIAMGHCBLz66qu4cOECunfvjgEDBhh0r/+zIiIiUKVKFbRp00bT5ujoCF9fX802AcDa2ho+Pj6a525uboiPjy92vQEBAZBIJJq2oKAgpKen4969e6hVq5beMcpkMjRu3Fjz/MKFCxBCoF69elrLZWdnw9HRscT1tWzZstjXz58/j0OHDsHW1rbQa5GRkahXrx7eeustvP3221i+fDnkcjnWr1+PN954A1KpVLOO0NBQfPbZZ5r3qlQqZGVlITMzExEREahVqxY8PDw0rwcEBBQbV2RkJHJycrSWc3BwgK+vr+a5Pr/PsLAwvP7668VuSx9P/05cXFwAAI0aNdJqy8rKQmpqKuzt7Uv8TKytrQut18bGBnZ2dsX+rRFR+cM8xzzHPJePea78YpFHRtepUyeEhITA0tIS7u7usLS0BADNvf9PJwwgfwjmgrZevXrh7t27+PPPP7F//3506dIFkyZNwpdffvlcsQghimx/Oo6CGAtIJJIi36vr/U9v69n2klhZWWm9R61WQyqV4vz585pkU0BXwnqWjY1Nsa+r1Wr07dsXCxcuLPSam5sbAKBv375Qq9X4888/0apVKxw7dgyLFy/WWse8efMwcODAQutQKBQ6P7uSPpfiPu+Slnn692FlZVXsOiwsLAqtJzc3t9ByT/9NFKxbV1tBn46SPhNd6y1Yz7P9QoiofGOeY55jntPGPFf+cOAVMjobGxvUqVMHnp6eWv/R69SpA5lMhuPHj2vacnNzce7cOTRo0EDTVr16dYwcORLr1q3DkiVLsGLFCp3bkclkAPLPIhXFz88PeXl5OHPmjKYtMTERN27c0Nqmofz8/HDy5Emtg+jJkydhZ2eHGjVqPPd6AaBZs2ZQqVSIj49HnTp1tB4Fo4fJZLJi97s4zZs3x5UrV1C7du1C6y9InFZWVhg4cCDWr1+PDRs2oF69emjRooXWOq5fv17o/XXq1IGFhQX8/PwQHR2NBw8eaN5z6tSpYuOqU6cOLC0tcfr0aU3b48ePcePGDc1zfX6fjRs3xoEDB4rcTvXq1bUGG0hNTcXt27dL+thKVNJnog99/qaJyPSY55jnmOeY58o7FnlUZmxsbDBhwgRMnz4du3fvxtWrVzFu3DhkZmZizJgxAIDZs2dj27ZtuHXrFq5cuYKdO3cWmaQ8PT0hkUiwc+dOPHr0COnp6YWWqVu3Lvr3749x48bh+PHjCA8Px9ChQ1GjRg3079//ufdl4sSJiImJwbvvvotr165h27ZtmDNnDqZNm/bCw0IX3EYyfPhwbN68Gbdv30ZoaCgWLlyIv/76C0D+yFnp6ek4cOAAEhISkJmZqff6J02ahKSkJLz55ps4e/YsoqKisHfvXowePVrroPvWW2/hzz//xKpVqzB06FCtdcyePRtr167F3LlzceXKFURERGDTpk346KOPAABdu3aFr68vhg8fjvDwcBw7dgyzZs0qNi5bW1uMGTMG06dPx4EDB3D58mWMHDlS6/PU5/c5c+ZMhIaGYuLEifj7779x7do1hISEaEZV69y5M37++WccO3YMly9fxogRIwqdSX4eJX0m+tDnb5qIyi/mOf0wzzHPMc+VgbLq/EeVg65Rx5725MkT8e677wonJychl8tFUFCQOHv2rOb1Tz75RDRo0EBYWVkJBwcH0b9/fxEVFSWEKNyxWggh5s+fL1xdXYVEIhEjRowQQhQedSwpKUkMGzZMKJVKYWVlJXr06CFu3LiheV1X5+4tW7aIkv57HD58WLRq1UrIZDLh6uoqPvjgA5Gbm6t5Xd8O6bo6lufk5IjZs2eL2rVrC0tLS+Hq6ipeeeUV8ffff2uWGT9+vHB0dBQANJ2pdXW21vW53bhxQ7zyyiuiatWqwsrKStSvX18EBwdrdbDPy8sTbm5uAoCIjIwsFOPu3btFYGCgsLKyEvb29qJ169ZixYoVmtevX78u2rVrJ2QymahXr57YvXt3iaOOpaWliaFDhwpra2vh4uIiFi1aZPDvU4j8301gYKCQy+WiatWqokePHppO3ikpKWLQoEHC3t5e1KxZU6xZs0Znh/Sn49T1GerqPF7SZ6Jr/5VKpVi9erXmua6/aSIqP5jnmOcKMM8xz5VnEiH0uEGYiIiIiIiIKgTerklERERERGRGWOQRERERERGZERZ5REREREREZoRFHhERERERkRlhkUdERERERGRGWOQRERERERGZERZ5REREREREZoRFHhERERERkRlhkUdERERERGRGWOQRERERERGZERZ5REREREREZuT/ASfBpM93vpLbAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 269 + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/scripts/evaluation/scripts/out.pdf b/scripts/evaluation/scripts/out.pdf deleted file mode 100644 index be10f820..00000000 Binary files a/scripts/evaluation/scripts/out.pdf and /dev/null differ diff --git a/scripts/evaluation/scripts/performance.ipynb b/scripts/evaluation/scripts/performance.ipynb index 3091f9da..e07ed53f 100644 --- a/scripts/evaluation/scripts/performance.ipynb +++ b/scripts/evaluation/scripts/performance.ipynb @@ -6,8 +6,8 @@ "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2024-05-17T13:06:05.257234Z", - "start_time": "2024-05-17T13:06:05.254466Z" + "end_time": "2024-05-17T13:42:12.673826Z", + "start_time": "2024-05-17T13:42:12.668144Z" } }, "source": [ @@ -20,7 +20,7 @@ "from matplotlib import pyplot" ], "outputs": [], - "execution_count": 11 + "execution_count": 22 }, { "metadata": {}, @@ -31,8 +31,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2024-05-17T13:06:05.283223Z", - "start_time": "2024-05-17T13:06:05.279988Z" + "end_time": "2024-05-17T13:42:12.678984Z", + "start_time": "2024-05-17T13:42:12.675200Z" } }, "cell_type": "code", @@ -43,7 +43,7 @@ ], "id": "e56f00cf542c077a", "outputs": [], - "execution_count": 12 + "execution_count": 23 }, { "metadata": {}, @@ -60,8 +60,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2024-05-17T13:06:05.294241Z", - "start_time": "2024-05-17T13:06:05.291472Z" + "end_time": "2024-05-17T13:42:12.688846Z", + "start_time": "2024-05-17T13:42:12.685908Z" } }, "cell_type": "code", @@ -83,13 +83,13 @@ ], "id": "b91c213bcdf7ad11", "outputs": [], - "execution_count": 13 + "execution_count": 24 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-05-17T13:06:05.298108Z", - "start_time": "2024-05-17T13:06:05.295572Z" + "end_time": "2024-05-17T13:42:12.699729Z", + "start_time": "2024-05-17T13:42:12.696760Z" } }, "cell_type": "code", @@ -108,13 +108,13 @@ ], "id": "83e13c88cde5b1dc", "outputs": [], - "execution_count": 14 + "execution_count": 25 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-05-17T13:06:05.300626Z", - "start_time": "2024-05-17T13:06:05.298983Z" + "end_time": "2024-05-17T13:42:12.702782Z", + "start_time": "2024-05-17T13:42:12.700928Z" } }, "cell_type": "code", @@ -124,7 +124,7 @@ ], "id": "c89f3937fbdaf88d", "outputs": [], - "execution_count": 15 + "execution_count": 26 }, { "metadata": {}, @@ -135,8 +135,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2024-05-17T13:06:05.304037Z", - "start_time": "2024-05-17T13:06:05.302086Z" + "end_time": "2024-05-17T13:42:12.705445Z", + "start_time": "2024-05-17T13:42:12.703560Z" } }, "cell_type": "code", @@ -146,13 +146,13 @@ ], "id": "31c22cef9767eeff", "outputs": [], - "execution_count": 16 + "execution_count": 27 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-05-17T13:06:05.306741Z", - "start_time": "2024-05-17T13:06:05.304836Z" + "end_time": "2024-05-17T13:42:12.709066Z", + "start_time": "2024-05-17T13:42:12.706760Z" } }, "cell_type": "code", @@ -162,13 +162,13 @@ ], "id": "d46b4b83c59c6cfb", "outputs": [], - "execution_count": 17 + "execution_count": 28 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-05-17T13:06:05.312305Z", - "start_time": "2024-05-17T13:06:05.307925Z" + "end_time": "2024-05-17T13:42:12.714069Z", + "start_time": "2024-05-17T13:42:12.709809Z" } }, "cell_type": "code", @@ -214,7 +214,7 @@ ], "id": "91e21ac28668671", "outputs": [], - "execution_count": 18 + "execution_count": 29 }, { "metadata": {}, @@ -225,8 +225,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2024-05-17T13:06:05.329776Z", - "start_time": "2024-05-17T13:06:05.325374Z" + "end_time": "2024-05-17T13:49:26.803364Z", + "start_time": "2024-05-17T13:49:26.798217Z" } }, "cell_type": "code", @@ -256,17 +256,18 @@ " axes[position[1]].set_ylabel(\"Retrieval time (in ms)\")\n", " axes[position[1]].set_ylim(0, max_val+50)\n", " \n", - " fig.tight_layout(h_pad=1)" + " fig.tight_layout(h_pad=1)\n", + " pyplot.savefig(\"out.pdf\")" ], "id": "dbe89f17c3344b82", "outputs": [], - "execution_count": 19 + "execution_count": 33 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-05-17T13:25:36.535518Z", - "start_time": "2024-05-17T13:06:05.331128Z" + "end_time": "2024-05-17T13:47:46.724179Z", + "start_time": "2024-05-17T13:42:12.725360Z" } }, "cell_type": "code", @@ -283,25 +284,25 @@ "output_type": "stream", "text": [ "no_queries_test:\n", - "\t['metadata']: [216, 375, 579, 744, 587, 671, 693, 544, 351, 489, 780, 848]\n", - "\t['specification']: [305, 521, 857, 671, 525, 658, 781, 296, 426, 616, 625, 652]\n", - "\t['metadata', 'specification']: [253, 536, 871, 247, 471, 473, 667, 434, 413, 514, 610, 753]\n", + "\t['metadata']: [56, 80, 140, 163, 199, 276, 245, 318, 356, 356, 403, 390]\n", + "\t['specification']: [62, 79, 137, 212, 242, 296, 325, 354, 407, 382, 432, 419]\n", + "\t['metadata', 'specification']: [60, 85, 134, 235, 255, 260, 314, 358, 381, 410, 400, 441]\n", "\n", "random_queries_test:\n", - "\t['metadata']: [311, 576, 748, 375, 312, 546, 342, 304, 324, 430, 538, 643]\n", - "\t['specification']: [283, 449, 567, 398, 293, 414, 491, 646, 607, 578, 652, 796]\n", - "\t['metadata', 'specification']: [202, 380, 508, 587, 383, 567, 491, 678, 418, 422, 713, 635]\n", + "\t['metadata']: [49, 70, 99, 127, 146, 177, 212, 254, 224, 289, 289, 343]\n", + "\t['specification']: [54, 89, 124, 135, 162, 192, 245, 255, 290, 283, 341, 394]\n", + "\t['metadata', 'specification']: [51, 87, 111, 151, 158, 220, 228, 228, 283, 326, 356, 346]\n", "\n" ] } ], - "execution_count": 20 + "execution_count": 31 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-05-17T13:25:36.759829Z", - "start_time": "2024-05-17T13:25:36.538441Z" + "end_time": "2024-05-17T13:49:29.441637Z", + "start_time": "2024-05-17T13:49:29.132679Z" } }, "cell_type": "code", @@ -313,13 +314,39 @@ "text/plain": [ "
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" 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iIiLiQVrjLSIiIiIiIuJBSrxFREREREREPEiJt4iIiIiIiIgHKfEWERERERER8SAl3iIiIiIiIiIepMRbRERERERExIOUeIuIiIiIiIh4kBJvEREREREREQ9S4i0iIiIiIiLiQUq8RURERERERDxIibeIiIiIiIiIBynxFhEREREREfEgJd4iIiIiIiIiHqTEW0RERERERMSDlHiLiIiIiIiIeJASbxEREREREREPUuItIiIiIiIi4kFKvEVEREREREQ8SIm3iIiIiIiIiAcp8RYRERERERHxICXeIlIjLVmyBJPJxIEDB6q7KyIiIm7VsmVLxo8fX93dqPHi4uIwmUzV3Q0Rt1DiLSI10tVXX83WrVtp3LhxdXdFREREqsG//vUvtm7dWt3dEHELr+rugIhIUdnZ2fj5+REREUFERER1d0dEROq4rKwsAgICqrsbUkThzyQmJoaYmJjq7o6IW2jEW6SGKpxe9fPPPzNmzBiCg4OJiopiwoQJZGRkOLXNycnh4YcfplWrVvj4+NC0aVNiY2NJT08v17WWLFlC+/bt8fX1pUOHDixdupTx48fTsmVLR5tvvvkGk8nEN99843TugQMHMJlMLFmyxOn4tm3bGDFiBKGhofj5+dG9e3c++OCDEtc1mUx8+eWXTJgwgYiICAICAsjNzS11qvnXX3/NoEGDaNiwIQEBAfTp04d169Y5tUlOTuaOO+6gWbNm+Pr6EhERQZ8+ffj666/L9f0QEZG6qTC27tixg9GjRxMSEsJ5550H2OPWjTfeSMuWLfH396dly5aMGTOGv//+2+k1CuPThg0buOuuuwgPDycsLIxRo0Zx9OhRp7b5+fk8+OCDREdHExAQwD/+8Q9+/PFHl33bu3cvI0eOJCQkBD8/P7p168bbb7/t1KYwFi9fvpwZM2bQuHFjAgMDGT58OMeOHePEiRPccccdhIeHEx4ezm233cbJkyfP+n0xDIN58+bRokUL/Pz8uPDCC/niiy8YMGAAAwYMKPG1F4/Npb1HKE/MLutnUtpU8/fff59evXrRoEEDAgMDGTJkCDt37nRq89dff3HjjTfSpEkTfH19iYqKYtCgQezateus3w8RT9CIt0gNd9111/HPf/6T22+/nZ9++omHH34YgLfeeguwB8trrrmGdevW8fDDD9O3b1/27NnD7Nmz2bp1K1u3bsXX17fU11+yZAm33XYbI0eO5LnnniMjI4O4uDhyc3Mxmyt3b27Dhg1ceeWVXHLJJbz22msEBwfz3nvv8c9//pOsrKwS69omTJjA1VdfzbJlyzh16hTe3t4uX/edd95h7NixjBw5krfffhtvb29ef/11hgwZwtq1axk0aBAAt956Kzt27OCJJ56gXbt2pKens2PHDlJTUyv19YiISN0yatQobrzxRiZNmsSpU6cA+43k9u3bc+ONNxIaGkpCQgKvvvoqPXv25JdffiE8PNzpNf71r39x9dVXs3z5cg4dOsQDDzzALbfcwvr16x1tJk6cyNKlS5k+fTqXX345e/fuZdSoUZw4ccLptX7//Xd69+5NZGQkCxYsICwsjHfeeYfx48dz7NgxHnzwQaf2jzzyCAMHDmTJkiUcOHCA6dOnM2bMGLy8vOjatSsrVqxg586dPPLIIwQFBbFgwYIyvx9z5sxhzpw53H777YwePZpDhw4xceJErFYr7du3r9T3uLwxu5Crn4krTz75JI8++ii33XYbjz76KHl5eTz77LP07duXH3/8kY4dOwIwdOhQrFYr8+bNo3nz5qSkpLBly5ZyD0qIuJ0hIjXS7NmzDcCYN2+e0/G7777b8PPzM2w2m2EYhrFmzRqX7d5//30DMBYtWlTqNaxWq9GkSRPjwgsvdLyeYRjGgQMHDG9vb6NFixaOYxs2bDAAY8OGDU6vsX//fgMwFi9e7Dh2/vnnG927dzfy8/Od2g4bNsxo3LixYbVaDcMwjMWLFxuAMXbs2BJ9K3xu//79hmEYxqlTp4zQ0FBj+PDhJb6Grl27GhdffLHjWGBgoDFt2rRSv24REamfCmPrrFmzztq2oKDAOHnypNGgQQPjxRdfdBwvjE933323U/t58+YZgJGQkGAYhmH8+uuvBmDce++9Tu3effddAzDGjRvnOHbjjTcavr6+xsGDB53aXnXVVUZAQICRnp5uGMaZWFw8Fk6bNs0AjClTpjgdv+aaa4zQ0NAyv860tDTDz8/PuPbaa52Of/fddwZg9O/fv8TXXhibCxV/j1CRmF3Wz6TwuUIHDx40vLy8jHvuucep3YkTJ4zo6GjjhhtuMAzDMFJSUgzAmD9/fplfu0hV0lRzkRpuxIgRTo+7dOlCTk4OSUlJAI4768VHka+//noaNGhQYkpXUb///jtHjx7lpptucprK1aJFC3r37l2p/v7vf//jt99+4+abbwagoKDA8TF06FASEhL4/fffnc657rrrzvq6W7Zs4fjx44wbN87pNW02G1deeSXx8fGOO+QXX3wxS5Ys4fHHH+f7778nPz+/Ul+LiIjUTa7izsmTJ5kxYwZt2rTBy8sLLy8vAgMDOXXqFL/++muJ9q7iM+CYmr5hwwYARzwsdMMNN+Dl5TzpdP369QwaNIhmzZo5HR8/fjxZWVklCowNGzbM6XGHDh0Ae2HS4sePHz9e5nTzrVu3kpOTU6KfvXv3pkWLFqWeV5aKxOxC5XkvsHbtWgoKChg7dqzT6/r5+dG/f3/HVPfQ0FDOO+88nn32WZ5//nl27tyJzWar1Nci4i6aai5Sw4WFhTk9Lpw2np2dDUBqaipeXl4lCpGZTCaio6PLnF5d+Fx0dHSJ56Kjoyu1ldexY8cAmD59OtOnT3fZJiUlxelxeSqXF77u6NGjS21z/PhxGjRowPvvv8/jjz/Om2++ycyZMwkMDOTaa69l3rx5Lr9WERGpX1zFnZtuuol169Yxc+ZMevbsScOGDTGZTAwdOtQRc4sqT3yGkjHWy8urxLmpqaku+9SkSROn1yoUGhrq9NjHx6fM4zk5OQQGBpZ4/bL6Wdqx8qhIzC5UkfcCPXv2dPl84RI5k8nEunXrmDt3LvPmzeP+++8nNDSUm2++mSeeeIKgoKByfy0i7qLEW6SWCwsLo6CggOTkZKfk2zAMEhMTSw1OhecCJCYmlniu+DE/Pz8AcnNznY4XT6IL18A9/PDDjBo1yuV1i68XK88enYWv+9JLL3HppZe6bBMVFeVoO3/+fObPn8/BgwdZvXo1Dz30EElJSaxZs+as1xIRkbqteNzJyMjgs88+Y/bs2Tz00EOO47m5uRw/frxS1ygaY5s2beo4XlBQUCKRDgsLIyEhocRrFBZrK76+3J3O9l6gaKHVir4XKE/MLlSR9wIrV64862h8ixYt+M9//gPAvn37+OCDD4iLiyMvL4/XXnvtrNcScTcl3iK13KBBg5g3bx7vvPMO9957r+P4Rx99xKlTp0oULymqffv2NG7cmBUrVnDfffc5gt7ff//Nli1bHHfaAUfg3bNnD0OGDHEcX716dYnXbNu2Lbt37+bJJ590x5cIQJ8+fWjUqBG//PILkydPLvd5zZs3Z/Lkyaxbt47vvvvObf0REZG6w2QyYRhGiWKkb775JlartVKvWVgN/N1336VHjx6O4x988AEFBQVObQcNGsTHH3/M0aNHnWLv0qVLCQgIKDV5dYdLL70UPz8/3n33Xafp3lu2bOHvv/92SryLvhcoehO9+HuBysbssxkyZAheXl78+eef5ZqaXqhdu3Y8+uijfPTRR+zYscNt/RGpCCXeIrXc5ZdfzpAhQ5gxYwaZmZn06dPHUdW8e/fu3HrrraWeazabeeyxx/jXv/7Ftddey8SJE0lPTycuLq7E9LLo6GgGDx7MU089RUhICC1atGDdunWsWrWqxOu+/vrrXHXVVQwZMoTx48fTtGlTjh8/zq+//sqOHTv48MMPK/x1BgYG8tJLLzFu3DiOHz/O6NGjiYyMJDk5md27d5OcnMyrr75KRkYGAwcO5KabbuL8888nKCiI+Ph41qxZU+oIvIiI1G8NGzakX79+PPvss4SHh9OyZUs2btzIf/7zHxo1alSp1+zQoQO33HIL8+fPx9vbm8GDB7N3717+7//+j4YNGzq1nT17Np999hkDBw5k1qxZhIaG8u677/Lf//6XefPmERwc7Iav0rWQkBCmT5/O448/zr/+9S+uv/56Dh065PK9QM+ePWnfvj3Tp0+noKCAkJAQPv74Y7799lunduWN2RXVsmVL5s6dy7///W/++usvrrzySkJCQjh27Bg//vgjDRo0YM6cOezZs4fJkydz/fXX07ZtW3x8fFi/fj179uxxmtEgUpWUeIvUciaTiU8++YS4uDgWL17ME088QXh4OLfeeitPPvlkmVuJAdx+++0APPPMM4waNYqWLVvyyCOPsHHjxhL7cS5btox77rmHGTNmYLVaGT58OCtWrOCiiy5yajdw4EB+/PFHnnjiCaZNm0ZaWhphYWF07NiRG264odJf6y233ELz5s2ZN28ed955JydOnCAyMpJu3bo5isv5+flxySWXsGzZMg4cOEB+fj7NmzdnxowZJbZjERERKbR8+XKmTp3Kgw8+SEFBAX369OGrr74qUbCsIv7zn/8QFRXFkiVLWLBgAd26deOjjz7ixhtvdGrXvn17tmzZwiOPPEJsbCzZ2dl06NCBxYsXlyie6glz586lQYMGvPLKKyxbtozzzz+f1157jf/7v/9zamexWPj000+ZPHkykyZNwtfXlxtvvJGXX365xPepPDG7Mh5++GE6duzIiy++yIoVK8jNzSU6OpqePXsyadIkwD5YcN555/HKK69w6NAhTCYTrVu35rnnnuOee+6p9LVFzoXJMAyjujshIjXP+PHj+eabbypVYE1ERERqv8Lp8sVvxItIxWk7MREREREREREPUuItIiIiIiIi4kGaai4iIiIiIiLiQRrxFhEREREREfEgJd4iIiIiIiIiHqTEW0RERERERMSDtI83YLPZOHr0KEFBQZhMpurujoiI1HOGYXDixAmaNGmC2ax75IUUr0VEpCapSLxW4g0cPXqUZs2aVXc3REREnBw6dIiYmJjq7kaNoXgtIiI1UXnitRJvICgoCLB/wxo2bFjNvRERkfouMzOTZs2aOeKT2Clei4hITVKReK3EGxzT1Ro2bKhALiIiNYamUztTvBYRkZqoPPFaC8dEREREREREPEiJt4iIiIiIiIgHaap5BVitVvLz86u7G1LDeHt7Y7FYqrsbIiJymuK1uKJ4LSLVSYl3ORiGQWJiIunp6dXdFamhGjVqRHR0tNZjiohUI8VrORvFaxGpLkq8y6EwiEdGRhIQEKA/1uJgGAZZWVkkJSUB0Lhx42rukYhI/aV4LaVRvBaR6qbE+yysVqsjiIeFhVV3d6QG8vf3ByApKYnIyEhNYxMRqQaK13I2itciUp1UXO0sCteIBQQEVHNPpCYr/P3QmkIRkeqheC3loXgtItVFI97lVO7patkJ9o/K8m9s/5BaRdMZRURqhgr9PVbMrncUr0Wkuijxdrc/Xoe9cyp/fqfZ0CXObd0RERGRUihmi4hIFVHi7W5t74SYEa6f23Al5CaDbwQMXOO6je6ci4iIVA3FbBERqSJKvN2ttGlnNisYhv3fhgGNuoK5fhf1GD9+POnp6XzyySfV3RUREamPFLPLRfFaROTcqbhaVTi0Cla3hLwU++O8FPvjQ6uqs1eVMmDAAKZNm1Yt1z5w4AAmk4ldu3ZVy/VFRKQeqCMxW/FaRKRmUeLtaYdWwebRkHXY+XjWEfvxWhbIRURE6izFbBER8RAl3p5ks8L2qYDh4snTx7ZPs7fzgAEDBnDPPfcwbdo0QkJCiIqKYtGiRZw6dYrbbruNoKAgzjvvPL744gvHOb/88gtDhw4lMDCQqKgobr31VlJS7Hf9x48fz8aNG3nxxRcxmUyYTCYOHDiA1Wrl9ttvp1WrVvj7+9O+fXtefPFFp75YrVbuu+8+GjVqRFhYGA8++CCG4fx9WbNmDf/4xz8cbYYNG8aff/7peL5Vq1YAdO/eHZPJxIABAwCIj4/n8ssvJzw8nODgYPr378+OHTs88S0VEZG6qhpjtuK1iEjdp8Tbk5I3l7xr7sSArEP2dh7y9ttvEx4ezo8//sg999zDXXfdxfXXX0/v3r3ZsWMHQ4YM4dZbbyUrK4uEhAT69+9Pt27d2LZtG2vWrOHYsWPccMMNALz44ov06tWLiRMnkpCQQEJCAs2aNcNmsxETE8MHH3zAL7/8wqxZs3jkkUf44IMPHP147rnneOutt/jPf/7Dt99+y/Hjx/n444+d+nrq1Cnuu+8+4uPjWbduHWazmWuvvRabzQbAjz/+CMDXX39NQkICq1bZRx5OnDjBuHHj2Lx5M99//z1t27Zl6NChnDhxwmPfVxERqWOqOWYrXouI1G0mo/htzHooMzOT4OBgMjIyaNiwodNzOTk57N+/n1atWuHn51exFz6wArbcdPZ2vZdDyzEVe+1yGDBgAFarlc2b7W8SrFYrwcHBjBo1iqVLlwKQmJhI48aN2bp1K59//jk//PADa9eudbzG4cOHadasGb///jvt2rVjwIABdOvWjfnz55d57djYWI4dO8bKlSsBaNKkCVOnTmXGjBkAFBQU0KpVK3r06FFqsZbk5GQiIyP56aef6NSpEwcOHKBVq1bs3LmTbt26lXptq9VKSEgIy5cvZ9iwYeX8bp2bc/o9EREppqy4VJ95LF5DtcZsxWvFaxGpnSoSr1XV3JPKu82IB7cj6dKli+PfFouFsLAwOnfu7DgWFRUFQFJSEtu3b2fDhg0EBgaWeJ0///yTdu3alXqd1157jTfffJO///6b7Oxs8vLyHME2IyODhIQEevXq5Wjv5eXFRRdd5DR97c8//2TmzJl8//33pKSkOO6cHzx4kE6dOpV67aSkJGbNmsX69es5duwYVquVrKwsDh48eJbvjojUdKkZVlIzKj+1NyzYQliwe6pRJ51MIulUUqXPj2wQSWRgpFv6Ih5QzTFb8VpEpG5T4u1JEX0hIMZelMXlmjGT/fmIvh7rgre3t/MVTSanYyaTCQCbzYbNZmP48OE888wzJV6ncePS32h88MEH3HvvvTz33HP06tWLoKAgnn32WX744YcK9XX48OE0a9aMN954gyZNmmCz2ejUqRN5eXllnjd+/HiSk5OZP38+LVq0wNfXl169ep31PBGp+T7dfIKln2dW+vyxQxsyflgjt/Rlxe4VLNi6oNLnT+k1hal9prqlL+IB1RyzFa9FROo2Jd6eZLZAjxftlVAx4RzI7QGUHvNrzN6gF154IR999BEtW7bEy8v1r4aPjw9Wq/Po0+bNm+nduzd3332341jRIivBwcE0btyY77//nn79+gH2qWvbt2/nwgsvBCA1NZVff/2V119/nb597W9qvv322xLXBlxe/5VXXmHo0KEAHDp0yFFgRkRqt+F9g+jdJcDlcw+9nET6SRuNAs08Pdn1SLK7RrsBxnQdw6A2g1w+N2HlBFKzUwnzD+Ot0W+5bBPZQKPdNVotitmK1yIitY8Sb09rNgr6rrRXSi1atCUgxh7Am42qtq4VFxsbyxtvvMGYMWN44IEHCA8P53//+x/vvfceb7zxBhaLhZYtW/LDDz9w4MABAgMDCQ0NpU2bNixdupS1a9fSqlUrli1bRnx8vKOqKcDUqVN5+umnadu2LR06dOD5558nPT3d8XxISAhhYWEsWrSIxo0bc/DgQR566CGn/kVGRuLv78+aNWuIiYnBz8+P4OBg2rRpw7Jly7jooovIzMzkgQcewN/fv6q+bSLiQWVNFffyMjk+t2vu4/G+RAaWPlXc2+Lt+NwpqvSptlLD1ZKYrXgtIlL7qKp5VWg2CkYcAJ9w+2OfcBixv8YE8EJNmjThu+++w2q1MmTIEDp16sTUqVMJDg7GbLb/qkyfPh2LxULHjh2JiIjg4MGDTJo0iVGjRvHPf/6TSy65hNTUVKe76QD3338/Y8eOZfz48Y7pbddee63jebPZzHvvvcf27dvp1KkT9957L88++6zTa3h5ebFgwQJef/11mjRpwsiRIwF46623SEtLo3v37tx6661MmTKFyEiNLIlI1bDarOQW5AKQW5CL1UNbREoVqQUxW/FaRKT2UVVz3FwlNTvB/uHKhishNxl8I2DgGtdt/Bt7tNiaeIaqpIpUvRseOUJKupXwRhY+eLJptfRh7b61zF0/l8STiY5j0YHRzLpsFkPaDan066qquWtur2qumF3vKF6LiDupqnl1+uN12Dun7Da5ybCmh+vnOs2GLnFu75aIiLjX2n1riV0di1GsENexk8eIXR3LwhELzyn5liqgmC0iIlVEibe7tb0TYkZU/nzdORcRqfGsNitz188tkXQDGBiYMPHYhscY3GYwlhpQjEtKoZgtIiJVRIm3u2namYhInRd/ON5penlxBgYJJxKIPxzPpc0vrcKeSYUoZouISBVRcTUREal1rDaDvHz7aHNevoHVVrXlSpJOJbm1nYiIiNRtSrxFRKRW2bQzi5sePUrmKRsAmads3PToUTbtzKqyPpR3T27t3S0iIiKgxFtERGqRTTuziHsjheR05y27ktOtxL2RUmXJd8+YnkQHRmPC5PJ5EyYaBzWmZ0zPKumPiIiI1Gxa4+1mqRlWUjMqv4drWLCFsGAV4hERKc5qM1j4YVqZbRauTKNPV38sZtcJ8bko/vf9X10e5vEt0wATOBVZM2EAt3d+iD8PWwH7Ofr7XvMoZouISFVR4u1mn24+wdLPMyt9/tihDRk/rJH7OiQiUkf89L/cEiPdxSWnWfnpf7l0a+f+/XlL/n3vQkRAHMfDX8bqlew4aikIJzRlMsve6cIyzhRg09/3mkcxW0REqooSbzcb3jeI3l0CXD730MtJpJ+00SjQzNOTXa/7051zERHXyjsyeS4jmGVx/ff9Bqy26xj5fh+slgws1mD+340bXG4hpr/vNY9itoiIVBUl3m5W2rQzq82gsOiuzYDzYrw9MhWyphg/fjzp6el88sknABiGwZ133snKlStJS0tj586dTJs2jW7dujF//nyP9ePAgQO0atWKnTt30q1bN49dR0Q8r7xJjqeSIasllTxf11XKTSaT47PV/09cpf5WSySgYms1iWK24rWISFVR4l0FNu3MYuGHaSUq8MZeH0K/7q7vtNd2L774IoZxZs3jmjVrWLJkCd988w2tW7cmPDycVatW4e3t7bZrFn/zANCsWTMSEhIIDw9323VEpHp0buNLRCNLmdPNI0IsdG7j65Hrr9i9ggVbF5R8wjDjm9sZH+uFWC2pjFx6LZhsJZpN6TWFqX2meqRv4j71LWYrXotIXVQTa3go8fawwgq8xRVW4I2bGF4nA3lwcLDT4z///JPGjRvTu3dvx7HQ0FCP98NisRAdHe3x64jUNUknk85pD+rIBpFEBrphdDc7wf4BWIDYq3yIWxF0+smiI5D2xCH2yjQs6cfOHPZvbP9wgzFdxzCozSCnY7t/9eKjNX6kZ57ZJKRRQxvXXZlD1w4FTm21tVjNVx9jtuK1iNRFNbGGhxJvD6ruCrwrV65kzpw5/O9//yMgIIDu3bvz//7f/yM2Npb09HS6d+/OwoULycnJYcyYMbz00kv4+PgA9qlmzz77LK+99hoJCQm0a9eOmTNnMnr0aMfr//zzzzz44INs3rwZwzDo1q0bS5Ys4bzzznO6mz1+/HjefvttwD4Ns0WLFhw4cIABAwY4TV3Lzc1l5syZrFixgqSkJJo3b85DDz3E7bffjtVq5Y477mD9+vUkJibSvHlz7r77bqZOtY8excXFOV0DYMOGDbRs2bLE1LWNGzfywAMPsHv3bkJDQxk3bhyPP/44Xl72/x0GDBhAly5d8PPz480338THx4dJkyYRFxfn9p+RSFE16e5sqaO75eS20d0/Xoe9cxwP+wFx51/Jwr9mk5zXxHE8wieB2NZz6HdoDRwqcn6n2dAl7tz7AUQGOt9M2LQzi/98UDJJS880858PAupkklaXVWfMVrxWvBYR96qJNTyUeHtQdVbgTUhIYMyYMcybN49rr72WEydOOAIuwLp16/Dz82PDhg0cOHCA2267jfDwcJ544gkAHn30UVatWsWrr75K27Zt2bRpE7fccgsRERH079+fI0eO0K9fPwYMGMD69etp2LAh3333HQUFBSX68uKLL3LeeeexaNEi4uPjsVhc/yKPHTuWrVu3smDBArp27cr+/ftJSbG/qbXZbMTExPDBBx8QHh7Oli1buOOOO2jcuDE33HAD06dP59dffyUzM5PFixcD9jv0R48edbrGkSNHGDp0KOPHj2fp0qX89ttvTJw4ET8/P6dA/fbbb3Pffffxww8/sHXrVsaPH0+fPn24/PLLz/lnI1KamnR31tXobqEJKyeQmp1KmH8Yb41+y2Ubt43utr0TYkY4HeoH9LHBdY8dJzM/lIbex1n+qA8W8xPAE87nu2m0u7jqvrEq7lddMVvxWvFaRNyvrMEILy+T43O75j5V1icl3h5UnRV4ExISKCgoYNSoUbRo0QKAzp07O5738fHhrbfeIiAggAsuuIC5c+fywAMP8Nhjj5Gdnc3zzz/P+vXr6dWrFwCtW7fm22+/5fXXX6d///4sXLiQ4OBg3nvvPce6r3bt2rnsS3BwMEFBQWVOI9u3bx8ffPABX331FYMHD3Zcs5C3tzdz5pwZ9WrVqhVbtmzhgw8+4IYbbiAwMBB/f39yc3PLnKr2yiuv0KxZM15++WVMJhPnn38+R48eZcaMGcyaNQuz2T5dtEuXLsyePRuAtm3b8vLLL7Nu3ToFcvGomnR3tvjoblHeFm/H505Rndx2TZdKmSpuAXzM2wDwMRdgCb/Is/0oprq3NhP3q66YrXjtmuK1iNQ1Srw9qDor8Hbt2pVBgwbRuXNnhgwZwhVXXMHo0aMJCQlxPB8QcOYNfq9evTh58iSHDh0iKSmJnJycEkErLy+P7t27A7Br1y769u3rtmIru3btwmKx0L9//1LbvPbaa7z55pv8/fffZGdnk5eXV+HKp7/++iu9evVyTG8D6NOnDydPnuTw4cM0b94csAfyoho3bkxSUuXXu4qUR028O1uc1WYltyAXgNyCXKw2q8uts+q66t7aTNyvumK24rVritciUtco8fag6qzAa7FY+Oqrr9iyZQtffvklL730Ev/+97/54YcfyjzPZDJhs9kruf73v/+ladOmTs/7+tr76u/v79b+nu31PvjgA+69916ee+45evXqRVBQEM8+++xZv57iDMNwCuKFxwCn48XfoBT9vojUV2v3rWXu+rmk5dinWKflpNFvUT9mXTaLIe2GeOSaZRV5y/L+i1wjnSzv4+w95npU2W1F3oqp7q3NxP2qK2YrXrumeC0idY0Sbw+ymE3EXh/iskJqodjRIR5b/2cymejTpw99+vRh1qxZtGjRgo8//hiA3bt3k52d7Qig33//PYGBgcTExBASEoKvry8HDx4s9Y52ly5dePvtt8nPz3fLXfTOnTtjs9nYuHGjY+paUZs3b6Z3797cfffdjmN//vmnUxsfHx+s1rJHlzp27MhHH33kFNC3bNlCUFBQiTctIjWF1WaQl29/w5mXb2C1GVW+bnjtvrXEro7FwHA6fuzkMWJXx7JwxEKPJN9lFnk7nU8nAiOXuW7iqS28qntrM3G/6ozZitclKV6LSF2jxNvD+nW3V7Zd+GGa0xu0iBALsaM9tyfoDz/8wLp167jiiiuIjIzkhx9+IDk5mQ4dOrBnzx7y8vK4/fbbefTRR/n777+ZPXs2kydPxmw2ExQUxPTp07n33nux2Wz84x//IDMzky1bthAYGMi4ceOYPHkyL730EjfeeCMPP/wwwcHBfP/991x88cW0b9++wv1t2bIl48aNY8KECY5iLX///TdJSUnccMMNtGnThqVLl7J27VpatWrFsmXLiI+Pp1WrVk6vsXbtWn7//XfCwsJKbJECcPfddzN//nzuueceJk+ezO+//87s2bO57777HOvFRGqSmrCnsNVmZe76uSWSbgADAxMmHtvwGIPbDHb7tPOyirxdt+RWCiyZeFkb8tF415m3p7bwqu4bq+IZ1RGzFa8Vr0WkflDiXQX6dQ+gT1d/rptxhMxTNho2MLP8sSYefUPWsGFDNm3axPz588nMzKRFixY899xzXHXVVbz//vsMGjSItm3b0q9fP3Jzc7nxxhudqoQ+9thjREZG8tRTT/HXX3/RqFEjLrzwQh555BEAwsLCWL9+PQ888AD9+/fHYrHQrVs3+vTpU+k+v/rqqzzyyCPcfffdpKam0rx5c8f1Jk2axK5du/jnP/+JyWRizJgx3H333XzxxReO8ydOnMg333zDRRddxMmTJx3bkxTVtGlTPv/8cx544AG6du1KaGio4w2NSE1TU/YUjj8cT+LJxFKfNzBIOJFA/OF4Lm1+qVuvXWqRN5uVS3yzCPU+yfF8LzpFdIAqXmteXTdWxbOqOmYrXitei0j9YDIKF8zUY5mZmQQHB5ORkUHDhg2dnsvJyWH//v20atUKP7+zV6Ytax/e8lYl9vSawKJ7dop7VPT3RORsrDaDmx49etapzJ6+iQew+tfV3Pvfe8/a7oWrX2BEhxFnbVcRrv6mBqZ8QsRf9+Gdd8RxLN+nKcmtn+dk+DVObavib6rVZjglaR890/ScfyZlxaX6zJ3xGmp+zFa8dj/FaxG54ZEjpKRbCW9k4YMnz23pSkXitUa83aw8+/Cmn7Qx6WnXo0fu3IdXRGqvmrRdVXmna3tiWnfxv6l9w74g7vy7sBoG3+f7kWS1EGmx0sN2lMa/3kjcb6+yOfUqR3u3/k3NTrB/FGMBfCwhgAUfSz6W9J2uzy9lazSpPorZIiJSVWpM4v3UU0/xyCOPMHXqVObPnw/Yq1fOmTOHRYsWkZaWxiWXXMLChQu54IILHOfl5uYyffp0VqxYQXZ2NoMGDeKVV14hJiamWr6OsvbhLQ9VwBURqFnbVfWM6Ul0YDTHTh5zuc7bhInooGh6xvR0+7Wd/qYaVlrFP8baDH8eywgn0XYmhEWbC5gZnMqjXR9nf8+xYLL/LXXn39TUXUtJ/ekdl88VZC0BIijIOs6+leNdtgnrfAthvWa4rT/VSTHbTjFbRETKq0Yk3vHx8SxatKjEXozz5s3j+eefZ8mSJbRr147HH3+cyy+/nN9//52goCAApk2bxqeffsp7771HWFgY999/P8OGDWP79u1YLFUfEKtiWuO5WrJkSXV3QUTOoiZtV2UxW5h12SxiV8diwuSUfJuwT6meOXCmR/bzdvqbeuwb1makMTktqkT6f8xmYXJaJAs5xhC/HyBqgNv78umxm1m6a0yZbdILIpi0678unxsbaWa823tV9RSzq47itYhI3VHtiffJkye5+eabeeONN3j88ccdxw3DYP78+fz73/9m1KhRALz99ttERUWxfPly7rzzTjIyMvjPf/7DsmXLHFtavPPOOzRr1oyvv/6aIUM8s6+siIin1bTtqoa0G8LCEQuZu36uU6G16KBoZg6c6bF9vIuyZh1hbkb46aS72P6+p28JPJYRzuCsI3gilRo+sDG9Lyzl57HhSshNBt8IGLjGZZOanOCVl2K2iIjUZtW5RWu178cQGxvL1VdfXWIvyP3795OYmMgVV1zhOObr60v//v3ZsmULANu3byc/P9+pTZMmTejUqZOjjSu5ublkZmY6fYiIVLekk0nsPbaXvcf28mvyz4y44gRgnP4oyn5sxOUn+DX5Z8c5SSeT3NaX1Awr+w7mOX208hvIm1d+TUOfEAAa+oTwxpCvaOU3sERbT0yBj888cXp6uesAaWAiweZFfOYJt18b7Ilzu+Y+rj8a7qNd4F7751La1IXEu6pjtuK1iIi4y6adWdz06NESW7Ru2plVJdev1hHv9957jx07dhAfH1/iucRE+4hKVFSU0/GoqCj+/vtvRxsfHx9CQkJKtCk835WnnnqKOXPmnGv3RUTcasXuFSzYusDpmH9UX0JTJuNlPVO4rMCSxPHwhczathm2nWk7pdcUpvaZ6pa+lFV06lRzC3jBqSwLsfOSXbbxRNGpJO/yFSYrbzu3sVnBmmv/tzXX/riKtzarCtURsxWvRUTEHWrCFq3VlngfOnSIqVOn8uWXX5a5nYPJVGw6oWGUOFbc2do8/PDD3HfffY7HmZmZNGvWrJw9L1vSySSSTlV+1CmyQSl71opInTem6xgGtRlU4rjNBjcvehQMXzDl8u4dD2I2TwemO7VzZ1XxXj2yiWyW6vK5e9cUAGAyFTD9Ttdtzov0Bhq5rT8AkYFRZ29UgXZucWgVbJ8KeaeDeV4KrG4JPV6EZqOqrh8eVl0x25PxGhSzRUTqA6vNYOGHaWW2WbgyjT5d/T067bzaEu/t27eTlJREjx49HMesViubNm3i5Zdf5vfffwfsd8gbNz4zepGUlOS4ox4dHU1eXh5paWlOd9CTkpLo3bt3qdf29fXF19cz6yJdjVhVhDtHrESkdokMLP1NfL7/PvLNyXjbIujSuJPH+7Lmrw9K/1t2ejC3wJLOPV+NdtlkSq8ptG/s3r9lZ6qrJ7qorW6fgB4d1Ngj1dVdOrQKNo+mxFKArCP2431X1pnku7pitifjNShmi4jUBzVli9ZqS7wHDRrETz/95HTstttu4/zzz2fGjBm0bt2a6OhovvrqK7p37w5AXl4eGzdu5JlnngGgR48eeHt789VXX3HDDTcAkJCQwN69e5k3b17VfkGnlTZiBTBh5QRSs1MJ8w/jrdFvuWzjiX1wRUQqqqy/ZQ+9nETaCRshQWaenuz6b5Yn/pY5V1enSqurl2Cz2ke6Xd4CMAATbJ8GTUfWiWnnitmK2SIitVVN2aK12hLvoKAgOnVyHrVp0KABYWFhjuPTpk3jySefpG3btrRt25Ynn3ySgIAAbrrpJgCCg4O5/fbbuf/++wkLCyM0NJTp06fTuXPnEoVfqkppI1ZWmxWbYV/IbzNsdIjo4PE3hwMGDKBbt26OPVbdpWXLlkybNo1p06a59XVF6rvUDGvpf/SNM5/3Hcxz2cSdWyOVNfoeYD1CVp6VAKuFTlFN3XK98qoJ1dUBSN4MWYfLaGBA1iF7Ow9sbVbVFLM9G7MVr0VEPKembNFa7duJleXBBx8kOzubu+++m7S0NC655BK+/PJLx36gAC+88AJeXl7ccMMNZGdnM2jQIJYsWVIt+4GWZu2+tcxdP5e0HPvagrScNPot6sesy2ZV3ZvESliyZAnTpk0jPT29ursiUi+UVtDMwIq1hb14l5Vc7nz6CCYXG2Z5oqBZcdW5DUehIe2GMLjNYC6Z35Y0m4kQs8HGiRurZqS7UHaCe9vVAYrZ1UfxWkSkdDVli9YalXh/8803To9NJhNxcXHExcWVeo6fnx8vvfQSL730kmc7V0lr960ldnWs05RIgGMnjxG7OpaFIxbW2EAuIlVreN8gendxrqj53eEveW3nU9iy7Qm5zZJJ1gW3MKn7w/SJucKprafv1G7amcXCD9NKbMMRe32IxyuBFmcxW/A9ne/7mqjapBvAv5yV08vbrhZSzBYRkdrAYjYRe32Iy6rmhWJHh3h8IKHa9/Guy6w2K3PXzy0RwOHM2sTHNjyG1ea59QQFBQVMnjyZRo0aERYWxqOPPoph2K+dlpbG2LFjCQkJISAggKuuuoo//vgDsL+huu2228jIyMBkMjneUBXKyspiwoQJBAUF0bx5cxYtWuSxr0Gkvii+T/T+nA08sWUaKdnOWy2lZh/jiS3T2J+zocr2iS7chqP43eLCbTiqag/MGiOiLwTEUNqe4mCCgGb2dlIrVHfMVrwWEfGcft0DiJsYTkQj5/dKESGWKtlKDJR4e1T84XinNYjFGRgknEgg/nDJPVHd5e2338bLy4sffviBBQsW8MILL/Dmm28CMH78eLZt28bq1avZunUrhmEwdOhQ8vPz6d27N/Pnz6dhw4YkJCSQkJDA9Olnti567rnnuOiii9i5cyd33303d911F7/99pvHvg6R+qa6kwDnvpRvGw6rzVWhsXOTdDKJvcf2uvw4PeOdfINS2ySdrPxWUWUyW+xbhgElk+/Tj3vMrxOF1eqL6o7ZitciIp7Vr3sAyx9vQsMG9hS4YQMzyx9rUmWz9mrUVPO6prx7g57LHqJn06xZM1544QVMJhPt27fnp59+4oUXXmDAgAGsXr2a7777zrGNy7vvvkuzZs345JNPuP766wkODsZkMhEdHV3idYcOHcrdd98NwIwZM3jhhRf45ptvOP/88z32tYjUJxVJAi5tfqlH+1Kd23Cs2L6IBfGLS3nWnuCm2kyMXDbSZYspPW9jav9H3donh2aj7FuGbZ/qXGgtIMaedNeRrcTqi+qO2YrXIlLb/Z6QwJ9Jpb93OZvzIqNp39izS7QsZhM+3vb3Dz7epiqtU6PE24PKu82IJ7cjufTSSzGZzvxC9erVi+eee45ffvkFLy8vLrnkEsdzYWFhtG/fnl9//fWsr9ulSxfHvwuDfVKS524giNQ31Z0EFFWd23CMCchkUHhZ1cPLFhlQslidWzUbZd8ybFU05KWATziM2K+R7lqoumO24rWI1HZPr1nKptTKL2fpF3YHi2+b4cYe1SxKvD2oZ0xPogOjOXbymMvpoiZMRAdF0zOmZzX0zjXDMJwCf2m8vb2dHptMJmw2m6e6JVLvVHcSUFR1bsMR2eleIs+7sfIvUBXFzcwWsJyuhGrxVdJdS9W2mK14LSI1zUNXjuX6pCtcPnfvmn9RYEnHy9qIF65802Wb8yJLztqpS5R4e5DFbGHWZbOIXR2LCZNTIDedniI5c+BMj1bj/f7770s8btu2LR07dqSgoIAffvjBMXUtNTWVffv20aFDBwB8fHywWj2/flRESqpJSUC1bsPh37hOVwaXmqO6Y7bitYjUdu0bNy51qvh9a+03AU0mb4Z27V6V3aoxVFzNw4a0G8LCEQuJCoxyOh4dFF0l25IcOnSI++67j99//50VK1bw0ksvMXXqVNq2bcvIkSOZOHEi3377Lbt37+aWW26hadOmjBxpXyvZsmVLTp48ybp160hJSSErq55VLRapRoVJAJx501+oqm7cnemLfRuOslTFNhwinladMVvxWkSkbqvwiHdubi4//vgjBw4cICsri4iICLp3706rVq080b86YUi7IQxuM5hLXrmEtJw0QvxC2DhxY5W8YR47dizZ2dlcfPHFWCwW7rnnHu644w4AFi9ezNSpUxk2bBh5eXn069ePzz//3DEtrXfv3kyaNIl//vOfpKamMnv27DL3ZxUR9ypMAuaun+tUaC06KJqZA2dW6X7ChdtwLPwwzWnkOyLEQuzoqt/Hu1pkJ9g/XLHlnfl8fIfrNtUweq+YXXHVFbMVr0VE6jaTUbhJ5Fls2bKFl156iU8++YS8vDwaNWqEv78/x48fJzc3l9atW3PHHXcwadIkgoKCPN1vt8rMzCQ4OJiMjAwaNmzo9FxOTg779++nVatW+PmdvVpv0smkUosdTVg5gdTsVML8w3hr9Fsu20Q2iCQy0PNrNsW9Kvp7IjVHWf/PlkdV/D9rtVmdkoAf7v6hSm7cue6LwXUzjpB5ykbDBmY+eqZp/Rnp3hMHe+dU/vxOs6FLXLmalhWXyqOuxmx3xmtQzK6PFK9Fqsf58y4l35yMty2C3x78/uwneNANjxwhJd1KeCMLHzzZ9JxeqyLxulwj3iNHjiQ+Pp6bbrqJtWvXctFFFxEQcGZ046+//mLz5s2sWLGC559/nqVLl3L55Zef0xdRW63YvYIFWxeU2SY1O7X0rW96TWFqn6me6JqIuFCe/2fL4tb/Z0sZUbUAvqeTW1+zCUv6btfnu3NEtYy++FhCAAs+lnws6Ts935eaou2dEDOi8udX0fdDMbv8FLNFRKSqlCvxvuKKK/jwww/x8fFx+Xzr1q1p3bo148aN4+eff+bo0aNu7WRtMqbrGAa1GVTp86uiQrGInFHW/7PlHfFymz9eL31ENac54AU5SbCmh+s2FRhRPbe+fA80Pt2XUvYQd2dfaopacjNBMbv8FLNFROqmsmY0ZVmSyPWxkWUxs/dYmss2npjRVK7EOzY2ttwveMEFF3DBBRdUukO1XWSgpp2J1CYWaxg+uY1KHLfarORb7Vvu5FttWLLPczm92+LnxinfZY2ovn2d/bPJDFdud93GnUlhWX2Jt1ZtX6RCFLPLTzFbRKRuKnNGU7D9IxEYucx1E0/MaKpwcbVDhw5hMpmIiYkB4Mcff2T58uV07NjRUQRERKS2+HTzCZZ+nul0LCtgE8fDX8bqZb8LmpmXxsj3BhKaMpmArH5ObccObcj4YY3c0pckq4WkfBejlIaVzt459PSxkWOY2ZtnAVPJhD/Sx4K7UojUvEhST4a57Ev7Bu/SJSibXJs/+07c7LIvYRYLYf5u6oxUmmK2iIhUN6vNig17EVIbeVhtVo/XqhnT/jIGRbhev33dx0859hT/6NqHXbaJDG3v9j5VOPG+6aabuOOOO7j11ltJTEzk8ssv54ILLuCdd94hMTGRWbNmub2TNYHNZqvuLkgNpt+P2mt43yB6dzmz/vW7w1/y+JY4KLZ3ttUrheToOB7tPZ8+MVc4jocFuy9wuLo7e4XfKWYFp/Ba6JlK4glf9WBuRjhf5jRwauvOu7Oubkj0DfuC2NZzeKzjmbXfSetnsfCv2WxOvcqprTtvSEjl1ceYrb/HUhb9fohUrbX71jJ3/Vys5gwArOYM+i3qx6zLZnl0d5bIox8RWcqSOZNx0enPZjptu971C3SaDeGd3dqnclc1LxQSEsL3339P+/btWbBgAe+//z7fffcdX375JZMmTeKvv/5yawerQlnV6Gw2G3/88QcWi4WIiAh8fHwwmepJBV85K8MwyMvLIzk5GavVStu2bTGbzdXdLakkq81Kv0X9nLbuKsqEieigaI9tLVR8PVLDpK9p9tN9gOG0k3fho0OdnyczcrDjuDvXI6VmWEnNOJPsB6Z8QuPfbiy1Lwnnv8fJ8Gscx8OCLW69KVHfnGtV80J1LWYrXktlKV6LVL21+9YSuzoWo9hghun0e4eFIxZ6LPlOPXaU1ORkl8+N+Oxf5Hsdx7sglNXD3nTZJiwigrCoJme9jturmheVn5+Pr68vAF9//TUjRtjXAJ5//vkkJJSyv2ktZjabadWqFQkJCfW6AI2ULSAggObNmyuI13Lxh+NLTboBDAwSTiQQfzieS5uXUlTsHDitN7VZYetVFB95BzBhACaa//k8XHAPeOAmgFPibLPCjvvL7EuTg9Oh23Ue6YtUXn2K2YrXUh6K11LX1NRtUa02K3PXzy2RdIP9/ZQJE49teIzBbQZ7ZDDj0/gAln4e4vI5W3P7//82zEx6xXWbsUMDGD/MvX2qcOJ9wQUX8Nprr3H11Vfz1Vdf8dhjjwFw9OhRwsJcrAesA3x8fGjevDkFBQVYrdaznyD1isViwcvLSyMrdUB5A9e5BLhyS94MWYfLaGBA1iF7u6gB9acvUiH1LWYrXktZFK+lLqpR26IWUd2DGcWXEhZ1y8o0Um3QyCeN1x6KdtnGE7P2Kpx4P/PMM1x77bU8++yzjBs3jq5duwKwevVqLr74Yrd3sKYwmUx4e3vj7e1d3V0REQ8JD4hwa7tz4mIP7XNqdy5qUl+kQupjzFa8FpH6pEZti1pEdQ9mlLXkzdtUAJjwNhXQrrnrrTc9ocKJ94ABA0hJSSEzM5OQkDND83fccQcBAa7vKoiI1Aa+OV2wFERgtSSDqwERAyzWCHxzuni+M+Xdjqsqtu2qSX2RClHMFhGp28raFtHb4u343CmqU1V2q9wJvacS/9JYbVZyT89+zzWokgrrhSq1wMVisTgFcICWLVsSGam9MEWk9krPhNCUyfYHxZcknX4cmjKZ9Ew8L6IvBMTg+g4A9uMBzezt6lNfpMIUs0VEpKr1jOlJdGC0o5BacSZMNA5qTM+YnlXWp7X71tJvUT/SbPY+pdlM9FvUj7X71lbJ9SuceKemphIbG0vHjh0JDw8nNDTU6UNEpLYKC7YQkNWPiGNzsFidp5NbrBFEHJtDQFa/qqnWbbZAjxdPPygetE4/7jG/aoqZ1aS+SIUoZouISHWwmC3Musy+ZWXx5Lvw8cyBM6tstLmwwnrxdefHTh4jdnVslSTfFZ5qfsstt/Dnn39y++23ExUVpQIVIlJndG7jS0QjC8np/fA/2Idcv5+wWlKxWMPwzemMCQsRIRY6t/Gtmg41GwV9V8L2qc7FzQJi7Ilus1FV04+a1hcpN8VsERGpLkPaDWHhiIXMXT/XKeGNDopm5sCZHt3Hu6izV1jHoxXWC1U48f7222/59ttvHQVaRERqs+LbcIy4wov/fOCPCTN+Od2KtDQAgxGXn+DX5J8dRz21DYdDs1HQdCSsioa8FPAJhxH7q2d0uSb1RcpFMVtERKqT/6m+ND24AiNnl2Mwo4lfN/xPhVdZH85eYR2PVlgvVOHE+/zzzyc7O9sTfRERqXKutuHwj+pLaMpkvKxnEuoCSxLHwxcya9tm2Hamrae24XBitoDl9Ci7xbd6E92a1Bc5K8VsERGpLpt2ZhH3RgoAfnRzHE/Jgbg3UoibGE6/7p4v9Jl08phb21VWhRPvV155hYceeohZs2bRqVOnEtt1NGzY0G2dExHxtCtb30DbwH4ljttssGD5EbJzzPj72bjvJj/M5qmAc5J9XqTr/R8rJTuh9C25bHlnPh/f4bqNf2P3VRavSX2RSlPMFhGR6mC1GSz8MK3MNgtXptGnqz8Ws2eXQUXml2+70/K2q6wKJ96NGjUiIyODyy67zOm4YRiYTCasVqvbOici4mlbt/uz9POwUp/3BgpOwfNvuH5+7FB/2g9zU2f+eB32zim7TW4yrOnh+rlOs6FLXN3ri1SaYraIiFSHn/6XS3J62TEmOc3KT//LpVs7P4/2pWfDIKLNBRyzWU6v6HZmwiDabKVnwyCP9qPCiffNN9+Mj48Py5cvV6EWEamU1AwrqRmVf8MfFmxxW2Xx4X2D6N2l8tOc3FrhvO2dEDOi8ue7c4S5JvVFKk0xW0REqkN53+edy/vB8rIENGVWcAqxaVGYHOXU7EynC67NDE7BEtDUo/2ocOK9d+9edu7cSfv27T3RHxGpBz7dfIKln1d+M+yxQxsyflgjt/TFnUn8OatJ07NrUl+k0hSzRUSkOpT3vVWVvAeL6MuQsFAWksTcjDASbWdS4GizlZnBqQwJC4OIvh7tRoUT74suuohDhw4piItIpZU1yvzQy0mkn7TRKNDM05NdVwuvMYmySA2nmC0iItXhzBatpY9oV9kWrWYL9HiRIZtHM9gvi/g8X5KsFiItVnr65GIxAT2WerxgbIUT73vuuYepU6fywAMP0Llz5xKFWrp06eK2zolI3VTWKLOXl8nxuV1zn6rslkido5gtIlI/WW1WcgtyAcgtyMVqs3p0j+riLGYTsdeHOKqauxI7OsTjhdUcmo2CviuxbJ/KpabDZ44HNIMe8+3Pe5jJMIySO4mXwWw2l3wRk6lWF2rJzMwkODiYjIwMVXgVqUZWm8F1M46QecpGwwZmPnqmqef/IJdVvbs8NCVbPMBdcamuxWzFaxGRs1u7by1z18912rs6OjCaWZfNYki7IVXal007s1j4YZrTyHdEiIXY0SFVspVYCTYrk1+Jwctko8Aw8/Ldh89ppLsicanCI9779++vdMdEREpT+Ic585QNgMxTNm569Cix13v4D3N5qneXRdW7pQZTzBYRqV/W7ltL7OpYDJzHVo+dPEbs6lgWjljoseQ76WQSSaeSnI6FNoF/3wM3L5oHhi+Ycpl/x4OYzWnsLbZtdmSDSCIDXS8zdBuzhZ35/iRaTURbDI9PLy+qwol3ixYtPNEPEanHNu3McjkVKTndStwbKcRNDPdc8l1W9e4NV9q3zPKNgIFrXLfRaLfUYIrZIiL1h9VmZe76uSWSbuB0LW8Tj214jMFtBntk2vmK3StYsHWB6ycbnPnnte+OdNlkSq8pTO0z1e39qikqnHiLiLiT1Waw8MO0MtssXJlGn67+npl2XtZUcbPPmc+hF7r/2iIiIiJuEn843ml6eXEGBgknEog/HM+lzS91+/XHdB3DoDaDXD730MtJpJ2wERJUevHcyAYeHu2uZkq8RaTKFZ2K9McBC8npDcpsn5xmZXX8b7RtaV8fVCVTkWxWsNqLkmDNtT+uwulIIiIiIhVRfJr3ubarqMjA0t+fBViPkJVnJcBqoVOUZ/fLBtfT3gvlG2c+7z2212UbT7zXVOItIlWu6FSkgJOXEcHMs54z64vnyQpcD1TBVKRDq2D7VMg7Pf09LwVWt4QeL1ZJ1UsRERGRiirviHFdH1mGs0x7xz6DMtVmYuSyqpv2rsRbRKpc0alIfxyw8NLb9uMGVnL9fsJqScViDcM3pzMm7KPMc6+6j7Yt7X8APRowDq2CzaOh+PqorCP2431XKvkWERGRGqdnTE+iA6M5dvKYy3XeJkxEB0XTM6ZnNfSuao1pfxmDIkoZWd82GfLSwCcELnrZZZPI0PZu71OlE++8vDySkpKw2WxOx5s3b37OnRKRuq3oVKQOEQbv/b+j/J23gePhL2P1Sna0sxREEJoymRa+AxnR83zPby1ms9pHul0EK/sxE2yfBk1Hatq51CqK2SIidZ/FbGHWZbOIXR2LCZNT8m06Pco7c+DMKt3Pu7pEHv2IyLJ2rfEBOAbbrnf9fKfZEN7ZrX2qcOL9xx9/MGHCBLZs2eJ0vLbuCSoi1ctiNnFJ/+1s2zO7xHNWSzLJUbO5oUtDLGbPrwcieTNkHS6jgQFZh+ztogZ4vj8i50gxW0SkfhnSbggLRywsuY93UDQzB86s8n28q01Zu9aUhwd2ralw4j1+/Hi8vLz47LPPaNy4MSaTh0egRKROs9qsfLT/mcLlNs5M9v+sOjCPqbarPX+HNjvBve1EqplitohI/TOk3RAGtxnMJa9cQlpOGiF+IWycuLFejHQ7lLVrTTWpcOK9a9cutm/fzvnnn++J/ohIPXO2rS/w8NYXTsr7B7qG/SEXKY1itohI/WQxW/D18gXA18u3fiXdNVSFE++OHTuSkpLiib6IiAelZlhJzaj8tNKwYAthwe75o120L3sOlm/0eM/BBELJc3tfnET0hYAYeyE1l+u8TfbnI/q6/9oiHqCYLSJSx2UnlD4Tz5Z35vPxHa7b1MCR4bqqwon3M888w4MPPsiTTz5J586d8fb2dnq+YcOGbuuciLjPp5tPsPTzzEqfP3ZoQ8YPa+T2vuT4WaDJ2c9ZssrCezmJbu+LE7PFvmXY5tHY57kXTb5PT9HtMV+F1aTWUMwWEXG/mjSYwR+vQ2lFxHKaA16QkwRrerhu02k2dIlzT1+kTCbDMFwN65TKbDbbTyy2Tqw2F2rJzMwkODiYjIwMvQmROqusIPHQy0mkn7TRKNDM05Ndb9XlqRFvq83K+P8OJiX7GKWNMkf4R7H46q8d06Q8NuJdqHAf76KF1gKa2ZNubSUmVcBdcamuxWzFaxGpCZZ8ll5jBjPKGvHu8/Z1JFrNRFtsfDfuI9fnu3PEu4y+3DAvhJRMC+ENrXzwYJrn+1JFKhKXKjzivWHDhkp3TESqT1nJqpeXyfG5XXOfKu/L3MvtW19QytYXcy6fRYeW/h7vl0OzUfYtw1ZFQ14K+ITDiP0a6ZZaRzFbRMT9evXIJrJZqsvnFryfxoksG0EBZqb8M8Rlm/MivYFGbulLal4kqSfDXD6Xb3gDVvINb/ad7OSyTZjFQpi73mKVOfr+PdD49Oh7KTV76vjoe4UT7/79+7vt4q+++iqvvvoqBw4cAOCCCy5g1qxZXHXVVYD9jvycOXNYtGgRaWlpXHLJJSxcuJALLrjA8Rq5ublMnz6dFStWkJ2dzaBBg3jllVeIiYlxWz9FxLNq5NYXZgtY7EVJsPgq6ZZayV0xW/FaROSMNX99wIKtC1w/GWr/SATu+cp1kym9ptC+8VS39KWspYTpzUPAK4X0vBAmPe26kK1bR9/L2sIr/vQMK5MZrtzuuk0tG+2uqHIl3nv27KFTp06YzWb27NlTZtsuXbqU++IxMTE8/fTTtGnTBoC3336bkSNHsnPnTi644ALmzZvH888/z5IlS2jXrh2PP/44l19+Ob///jtBQUEATJs2jU8//ZT33nuPsLAw7r//foYNG8b27duxWPRGWeRsrDaDvHz7KHNevoHVZmAxV/2WQ9W29YWKkkgd44mYrXgtInLGmK5jGNRmkMvnrnt7HAXmdLxsjfho3Nsu20Q2cL2srzKG9w2id5cAl8+NWG7DCpix8dpD0S7buHXpXpnvibad/myC0Avdd81apFxrvM1mM4mJiURGRmI2mzGZTLg6zR3rxUJDQ3n22WeZMGECTZo0Ydq0acyYMQOw3y2PiorimWee4c477yQjI4OIiAiWLVvGP//5TwCOHj1Ks2bN+PzzzxkypHyjZFozJvWCiwRz088+LPxvA5Izz/zRjWhoJfbqU/S7IM/5fDcmmEknk0g6leTyuQkrJ5CanUqYfxhvjX7LZZvIBpFEBropaO2JK31aVHnU8WlRUj3OJS5VVcxWvBYRKen8eZeSb07G2xbBbw9+X719eaYn+ZbjeFtD+W1GfLX25YZ7t5GSG0m4bxIfvHBRtfbFndy+xnv//v1EREQ4/u0JVquVDz/8kFOnTtGrVy/2799PYmIiV1xxhaONr68v/fv3Z8uWLdx5551s376d/Px8pzZNmjShU6dObNmypdRAnpubS25uruNxZmbliyOI1BrF1t1sSrmSuN9eLdEsOdNE3IpA4s6/i37ha8484cYEc8XuFaVP0TotNTuVkctGunxuSq8pTO3jnilaZU6LKg+NdksN4+mYrXgtIiKulFXIt8Dm5fi872CeyzYeL55bzcqVeLdo0cLlv93hp59+olevXuTk5BAYGMjHH39Mx44d2bJlCwBRUVFO7aOiovj7778BSExMxMfHh5CQkBJtEhNdr2MAeOqpp5gz5xxGuERqoyIJptUGC/8vBPsWWcWnlZsBg4UJr9DnpjQs5tOH3ZhgljVFqzzcOUVLU8WlrvFUzFa8FhGRspS9dW0oAOn5oVWz3rwGKlfivXXrVnr16lWuFzx16hQHDhxwKqhSlvbt27Nr1y7S09P56KOPGDduHBs3bnQ8X9oWKGU5W5uHH36Y++67z/E4MzOTZs2alau/IrVWkQTzp305JGe6nuptZyI5w8JPxzvSrZ2f27sSGejGqeIi4sRTMVvxWkSkbFabgU92R7wNCyaTtdrq5gBgs3Kxbyah3ic5nu8FNqvHC8WWut7csOK/sTdeBSkUeIWT3X8LmEr2pS6PdkM5E++xY8fSsmVLJk6cyNChQwkMDCzR5pdffuGdd95h8eLFzJs3r9yJt4+Pj6NYy0UXXUR8fDwvvviiY51YYmIijRufGY1KSkpy3FWPjo4mLy+PtLQ0p7voSUlJ9O7du9Rr+vr64uvrW67+idRFpU0Dqmw7Eak5PBWzFa9FREq3aWcWCz9MIzw9znHspkePEnt9CP26uy5+5g6u6uY0TPqa6H1PszTyWGEr8j5uSmK7h8iMHOzU1p11c1xOFT+0CnZMBa/DpzPPw7CzHfR40b59az1iPnsTe4AeOXIks2bNIiQkhAsuuIDLL7+c4cOH849//IPw8HB69OjB33//zVdffcWtt95a6Q4ZhkFubi6tWrUiOjqar746U4c/Ly+PjRs3OoJ0jx498Pb2dmqTkJDA3r17ywzkIvVdee8o1vU7jyJ1UVXFbMVrERG7TTuziHsjheR05wGL5HQrcW+ksGlnlseuvWL3CkYuG+n4WPjhYGL23ItXzjGndl45x4jZcy8LPxzs1H7F7hUe6xuHVsHm0ZB12Pl41hH78UOrPHftGqhcVc2L2rFjB5s3b+bAgQNkZ2cTHh5O9+7dGThwIKGhoRW6+COPPMJVV11Fs2bNOHHiBO+99x5PP/00a9as4fLLL+eZZ57hqaeeYvHixbRt25Ynn3ySb775xml7krvuuovPPvuMJUuWEBoayvTp00lNTa3Q9iSqkir1jdVmcNOjR0sEiKIiQiwsf6xJ9U2REqnH3BWX3BWzFa9FRFyr7vdUTiPehpV23w3BO/dYiQo+AAYm8n2j2NdnjWOqt1t3iinKZoXVLUsm3Q4mCIiBEfs9PgXek9xe1byoCy+8kAsvdM/ea8eOHePWW28lISGB4OBgunTp4gjiAA8++CDZ2dncfffdpKWlcckll/Dll186gjjACy+8gJeXFzfccAPZ2dkMGjSIJUuWaE9QkTJYzCZirw8h7o2UUtvEjg5R0i1Sy7krZitei4i49tP/ch1Jt4GVXL+fsFpSsVjD8M3pjAkLyWlWfvpfrufr5hz7BnLtI91Ww8xPGReTmh9JmHcSnYN/xGKy4ZObSCdTGkQNcHtfnCRvLiPpBjAg65C9naf7UkNUeMS7LtIddKmvCtcjFb1LGxFiIXa0Z9cjiUjZFJdc0/dFRGqadfGneGJxKlkBmzge/jJWr2THc5aCCEJTJhOQ1Y9/3xbGoJ4NPNuZAytgy01sSrmShX/NJjmvieOpCJ+jxLaeY98qtvdyaDmmSvpyVlXRFw+qSFwq1xpvEamb+nUPYPnjTWjonQZAQ+80lj/WREm3iIiISDmEBVvICthEctRsrJZkp+eslmSSo2aTFbCpaurm+DdmU8qVxP32Ksl50U5PJedFE/fbq2xKubJqtlEt7zXq0ZauFZ5qLiJ1iwUb3YK/x4s8CvDBQidAUz9FRESk5kjNsJ7TbisuK267QcfWXqRHvGx/UHyFngkwID1yIR1b3+j2axdnDfsHC/cXjqoXH181AzYW7p9Ln7Dunn+nF9HXvoY76wjgaoL16TXeEX093ZMaQ4m3SH12aBVsn0rc+UXW4Kx+vF5u8SAiIiI116ebT7D088xKnz92aEPGD2vkvg6dtuPoNvKLjXQ7MUG+KYkdR7dxafNL3X79on76q4Dk3KgyWphJzo3ip78K6NbOw2mg2WJ/P7l5NI47EA6n71D0mF+rC6tV1Dl9x3NycvDzc3+RABGpAoVbPBS/C1m4xUPflUq+ReoQxWwRqc2G9w2idxfXS+EeejmJ9JM2GgWaeXqy6wrdnprqXXwP7XNtdy7KOyPgXGYOVEizUfb3k9unOhdaC4ixJ9317H1mhRNvm83GE088wWuvvcaxY8fYt28frVu3ZubMmbRs2ZLbb7/dE/0UkXPkNEXLsNIqfgpeGC62mzAwMFHww1T2265ybDfhqSlaIuI5itkiUleU9T7Ey8vk+NyuuU9VdovIBuXbiqu87c5Fed+nVen7uWajoOlIWBUNeSngE17rtxCrrAoXV3v88cdZsmQJ8+bNw8fnzC92586defPNN93aORFxn083n2DS04lMejqRV19bjXfeEZd7PAKYMPDOO8yrr612nPPp5hNV2l8ROXeK2SJSZ2QnwPEdrj9sefY2trzS22QneKRbPWN6Eh0YjamUd1UmTDQOakzPmJ4euX5Rndv4EtGo7IQ2IsRC5za+Hu+LE7MFLKevafGtl0k3VGLEe+nSpSxatIhBgwYxadIkx/EuXbrw22+/ubVzIuI+RadoBSXnwe9nP+fB0XmciLBXxdRot0jto5gtInXGH6/D3jmun8v5HmgMOUmwppR11J1mQ5c4t3fLYrYw67JZxK6OxYQJo8gSvsJkfObAmViqINm0mE3EXh9C3BsppbaJHR2CxVza0It4UoUT7yNHjtCmTZsSx202G/n5+W7plIi4n9MULd9m5Uq8G8c0o3FU1U7ZEhH3UcwWkTqj7Z0QM8L1c/Gnl9KZzHDldtdtPLht1ZB2Q1g4YiFz188l8WSi43h0UDQzB85kSLshHrt2cf26BxA3MZyFH6aRnH5mLXdEiIXY0SHaMrYaVTjxvuCCC9i8eTMtWrRwOv7hhx/SvXt3t3VMRDxIWzyI1AuK2SJSZ/g3LiN53nb6swlCL6yqHjkZ0m4Ig9sMpsP/9cRqzsBiC2bjxI1VMtJdXL/uAfTp6s919+4hMz+Eht5pLH+si0a6q1mFE+/Zs2dz6623cuTIEWw2G6tWreL3339n6dKlfPbZZ57oo0itlXQy6ZyqWEY2iCQy0APFOLTFg0i9oJgtIuJ+Ze0pbjZ8sJ7+/OdhK1CyXVUUrLWYTfiY7TObfMz5VZN0ZyeUvpa++Dp8V8q8uVL7VTjxHj58OO+//z5PPvkkJpOJWbNmceGFF/Lpp59y+eWXe6KPIrXWit0rWLB1QaXPn9JrClP7THVLX0rcBPBpR8POzxPx+9PsPpFBktVCpMVK16BGJLefQaZPOzi219HcYzcBRMRjFLNFRNyvrD3Fbc3tgxk2w2DS04ku23hqT/FqV9Y6/EK5ybCmh+vnPLQOv6ao1D7eQ4YMYciQqlurIFJbjek6hkFtBrl8bsLKCaRmpxLmH8Zbo99y2cadW0+UfhMgAGhw5mGqAQdeAl5yauXOmwAiUnUUs0XkXJQ1ulsedXE70rL2FL/lUwup2dAoyMJrD0W7bFPXvh8OZa3DL486PNoNlUy8C508eRKbzeZ0rGHDhufUIZG6JDKw9FFib4u343OnqE4e70vxmwBbD27l6Y1PQ4ntL+yPH+r/EL2a93IcrYr9J0XEcxSzRaQyyhrdLY+6OLpb1s0Eb4vJ8blK9hQva3q3YymhUTXTu+v4VPFzVeHEe//+/UyePJlvvvmGnJwcx3HDMDCZTFitlb8jJlJfWG1WcgtyAcgtyMVqs3q8+EbRmwBWm5U7P76z1LYmTLy9420m9JhQLUVBRMQ9FLNF5FyVNbr70MtJpJ+00SjQzNOTXd+g9/TortVmkGezD2bk2byx2oz6VUSsrOndxvenP9tgzcWu29Tx6d01SYUT75tvvhmAt956i6ioKEymevSLLeIGa/etZe76uaTlpAGQlpNGv0X9mHXZrCrbbiL+cLzTdhfFGRgknEgg/nA8lzYvZT9MEanxFLNF5FyVNbrr5WVyfK6S0d1iNu3MYuGHx8nMDwEgMz+Emx49Quz1ofVn26yypnfvCYE8wC+yWrZZE2cVTrz37NnD9u3bad++vSf6I1KnFF8X9d3hL3l8yzSKb+GVePIYd6+O5dHe8+kTc4XjuKfWRZW30vq5VGQXkeqnmC0iddWmnVnEvZGM/T2V2XE8Ob2AuDeSiZsY4bHku6xda/Kt+Y7Pe4sUqS3KnQVrU/MiST0Z5vK5AlsSYKPA5s2+k66XNYZZLIT5u6UrchYVTrx79uzJoUOHFMRFyqHouigDK0eaPw4Wo+Syagww4KlNj9P04AWYsCfbnloXVd712lrXLVK7KWaLSF1ktRksfO8o9lTGXOxZM2Bj4XtH6NO1jUemnZdn15rU7FRGLhvp8jl3Fqwtzxr89JO2+ldhvQaqcOL95ptvMmnSJI4cOUKnTp3w9vZ2er5Lly5u65xIbVd0XdSepB+Z8U1y6Y1NYPVKJnbCEbpE2tfheGpdVM+YnkQHRnPs5DGMYqPv9q6YiA6KpmdMT49cX0SqhmK2iNRFP+3LJvlEWVPbzSSf8OWnfdl0O9/9o95l7VpTHu4c2ChrDX551NkK6zVQhRPv5ORk/vzzT2677TbHMZPJpEItUqOUNQWoPNw1BajoVPHfTh0v1zk+DY57fJ2UxWxh1mWziF0diwmTU/JtOj0cP3PgTBVWE6nlFLNFaqea8j6mpko9/DMQVb5257t/EKGsXWuqWl3crq2uqnDiPWHCBLp3786KFStUqEVqrPJMASqLJ/asru7p3cWDeNPgpszoP4M34t8gNSvVcTwsIIx/9fwXTYObOq1NcmsQL23rC8MKx3dCbgr4hkNodzC5CCbarkKkXBSzRWqnmvg+pjirzSAv337jPi/fqNJq4mE+SZQn8ba3E6kZTIZhlJxnWoYGDRqwe/du2rRp46k+VbnMzEyCg4PJyMjQnqZ1RFl3iiesnEBqdiph/mG8Nfotl208cafYarPSb1G/s07v3jhxo0dGml/c+DgL4hdX+vwpPW9jav9H3dOZPXGlb31RHtr6Quo4d8WluhazFa+lvqiJ72OKslcTTyM5/cysmYhGFmKvD6mSauLWhG+46Rk/kvOiKbnGG8BGhE8iy2fkYGk8wOP9kfqrInGpwiPel112WZ0K4lI3lTUFyNvi7fjcKcp1hUdPqO7p3WMCMhkUfrjS50cGlF24o0KKb32RuB52PVB6+27PQvRlZx5rtFukXBSzRWqnmvg+ppC9mnhKiePJ6Vbi3kghbmK4x5NvS1RfYjuMI27344AN5+TbBkBsh5exRL3t0X6IVESFE+/hw4dz77338tNPP9G5c+cShVpGjChlHzkRYUi7Idzd+XkW7XqSfMuZQmte1gju6PawR/fxjux0L5Hn3Vj5F3Bnslt0qrjNCptcV/20M8G+BXD+vaA15yIVopgtIueq6Oi7zQbz3w/Evj2Lq2nlBvPfT6JR9EnMp3Nhj4y+my30GzqKuNy7WPjXbJLzmjieivBJJLb1HPoNnaj3DVKjVDjxnjRpEgBz584t8ZwKtYiUbdPOLD77f91ozApy/X7CaknFYg3DN6czn/1t4aLILM/dJa6p66KTN0NWWSPxBmQdsreLGlBVvRKpExSzReRcFV1v7pvdlejM+WW0NpGeaeLGN2eR678b8OB682aj6Hct9Nn2T35KaEJqfiRh3kl0bpyA5aLnodko919T5BxUOPG22Wye6IdInWe1GSz8MA0AExb8crqVaLNwZRp9uvpXWXGSGsFVkbVzaSciDorZInKuim6dtf0nL95edfZzZvR6kh6dCwDPFY0FoNkoLE1H8kncm3iRRwE+dJv0L410S41U4cRbpDaz2qzkFuQCkFuQi9Vm9eiWWUWnZ/1xwEJyeoMy2yenWVkd/xttW9pHoer6diBA+Ufha+JovYiISB1XdL15QUYOcPZK4V2bt6RTlJ9b+1FWwbltOSGk5YUS4nOcvcm/umxTJbuzlFdNnYUoHlWuxHvBggXccccd+Pn5sWBB2VsbTJkyxS0dE3G3tfvWMnf9XNJy7KPOaTlp9FvUj1mXzfLY2uqi07MCTl5GBDPPes6sL54nK3A9UDXbgVS7iL4QEANZR8BFtXcw2Z+P6FvVPROplRSzRcRTOrfxJaKRxamaeXERIRY6t/F1+7XL3GLtdD6dCIxc5rqJW99T/fG6dmeRCivXdmKtWrVi27ZthIWF0apVq9JfzGTir7/+cmsHq4K2J6n71u5bS+zq2BLbeBVWE184YqFHku/iI94vvV32iDfAPeNO1f0R7+J3isusam6CbvNKVjXXnWKpw84lLtXlmK14LQJ9XutD4slEogOj+W7Sd56/YLGYvelnH+JWBJ1+VHRpnP09VtyYE/S7IO/MYTfF7LJGvK9bcisFlky8rA35aLzrzLvKRrw3XAm5yeAbAQPXuG6j9zF1htu3E9u/f7/Lf4vUBlablbnr57rcO9vAwISJxzY8xuA2g90+7bzo9KwOEQbv/b+jZ71LPKLn+XV/jXeF7hQbJZNy3SkWKZVitoi4VbGY3Q+IO/9KXv5rJofNKY5CsTG2cCa3fox+h9bAoSLnuylml7bFmtVmdbzHMzDoENHBo8sIgbITZ7PPmc+hF3q2H1KrVHiN99y5c5k+fToBAc6Vl7Ozs3n22WeZNWuW2zon4g7xh+NJPJlY6vMGBgknEog/HM+lzS/1WD8sZhOx14e43PuyUOzokLqfdEPJfbwLGVY4vhNyU8A3HEK7g8lF8NRdYpFyUcwWkXPmImZnH/iBI17TOJaV6jhmCggj+9LboOUTzud7MGYXLiO0Wk4AYLWc8PgyQpHKKtdU86IsFgsJCQlERjrfcUpNTSUyMrJWbk2iqWt12+pfV3Pvf+89a7sXrn6BER08v6ftpp1ZLPwwzWnkOyLEQuzoEM9tJSYitYq74lJdi9mK1yLVMNW8mOpavldT+1HCxzGQfQT8m8K1ZW2XKnWB26eaF2UYBiZTyRG53bt3ExoaWtGXE/G48m5j4dHtLoro1z2APl39uW7GETJP2WjYwMzyx5rUj5FuEalSitki4k7VuXyv6Lpqq83K3K9nltEPeGzdTAaHhp7pR1Wsq7ZZwWrfPQdrrv2xtjaT08qdeIeEhGAymTCZTLRr184pkFutVk6ePMmkSZM80kmRc9EzpifRgdEcO3nM5R9oEyaig6LpGdOzyvpkMZvw8bb/P+TjbVLSLSJupZgtIp5Qrcv3iqw1j8/1IzGrSRn9gIRTqcR/2o9LfXPsBz1dH+bQKtg+FfJOLynMS4HVLaHHi9BslOeuK7VGuRPv+fPnYxgGEyZMYM6cOQQHBzue8/HxoWXLlvTq1csjnRQ5FxazhVmXzSJ2dSwmTE7Jd+F0pJkDZ3q+EIeISBVRzBapm6w2K7kF9hHV3IJcrDZrlb5/Ka2qeGXbVURq1B2kmq8FYM/RzZD6wlnP2dP0WUKb2LcjDYuIIMztvTrt0CrYPJoS26JmHbEf77tSybeUP/EeN24cYN+mpE+fPnh5VXiWuki1GdJuCAtHLGTu+rlOd2qjg6KZOXCmx9YApWZYSc1wvYayoMBwfN53MM9lm7BgC2HBuiEgIhWjmC1S9xQWEkvLSQMgLSetyguJVefyvU/jA1j6eQgAOX7NofQBb4cla5rzXo79nLFDAxg/zO3dsk8n3z6VEkk3nD5mgu3ToOlITTuv5ypcXK0uUrGW+sNqs3LJK5eQlpNGiF8IP9z9g0fvFC/5LJ2ln2dW+vyxQxsyflgj93VIRGoFxSXX9H2R+qo6C4kVHUSw2qyM/+9gUrKP4TrRNBHhH8Xiq792vL9y1yBCTelHCce+gXUDz95u0AaIGuD+60u18mhxNZHazGK24OvlC4Cvl6/Hp2cN7xtE7y6Vr1Su0W4REZH6rVoLmgGfbj7hNIhgCrgLomaffuDUGft/9t9F7Lxkx2F3DSIUT5znXm5fRkgpywjnXD6LDi39z/m6Z3W64Jvb2kmdpcRb6qTSpnjbbAa2zA4EZHXEZjP47UAuZheFzdx1V1RTxUVERORcVGtBM1wNItzAd4cb8drOJ0+PONtFBERzZ/eH6RNzhdP5nnofVF3LCEsob6V0T1dUlxpPibfUScXvzhblzywK73/ePe+Yyzaa4i0iIiI1QXUWNAPXgwjtTHmMPXaI+PQUkqwWIi1WejbKw9IsD5r5eKQfrgxpN4TBbQY7LSPcOHFj1RbMjegLATH2QmqlTHsnIMbeTuo1Jd5SJ/XqkU1ks1TH431/+bD6q8DTj0rMi2LE5Sdp1/pMgbPzIr2BRh7vp4iIiEhZqrOgmUunK3hbMLjUt8jx7Oqp4F3VywhLMFvsW4ZtHo39PWbR5Pv0e84e81VYTcqXeI8aVf7/eVatWlXpzoi4y5q/PmDB1gX2B4aZpgdXYCHQse7nDBMGNlatz+LI/24Ckw2AKb2m0L7x1KrttIiIGyhmi9QtPWN6Eh0YzbGTx1yu8zZhIjoomp4xPT3fmWqs4J10MqnUUf18a77j895je122iWwQSWSgh25ONBtlv+GwfSpkHT5zPCDGnnRrKzGhnIl30f0/RWqDMV3HMKjNIAD+OGDhpbcblNrWhBkvaxT/1281bVva14W77a5xdsK5FdPwb6w1QSJSIYrZInWLxWxh1mX2QmKmUgqJzRw4s2pGepM3OyeWJRiQdcjezs0VvFfsXnFmUKUUqdmpjFw20uVzU3pNYWofDw6qNBtlv+GwKhryUsAnHEbs10i3OJQr8V68eLGn+yHiVpGBZ+5qHjt4Ckgt+wSgobk5naJKT9Ar5Y/XYe+cyp/faTZ0iXNbd0Sk7lPMFql7qrOQWNGR5uDEH2lWjnMOJf5IBuGA+0aaiw6qVEaVTMU3W8Byev69xVdJtzjRGm+p88pbTdMjVTfb3gkxI1w/t+FKyE0G3wgYuMZ1G412i4iICNVXSKzoSPMlPtksDz/7OTM2zueHvNcB9400Fx1UEamNKpV4r1y5kg8++ICDBw+Sl5fn9NyOHTvc0jERd+ncxpeIRhaS00tuL1YoIsRC5za+pT5faWVNFTf7nPkceqH7ry0igmK2SF1SHYXEnEaaDSt53w3BOzcJk8t9xU3k+0bxyA1fgMnetyor+laVylpKaMs78/l4KX9jtZSwXjJX9IQFCxZw2223ERkZyc6dO7n44osJCwvjr7/+4qqrrvJEH0XOicVsIvb6kDLbxI4OweJiP2+PsVnBmmv/tzXX/lhExM0Us0XkXEUGRtIpqpP9I7orPhe/cnplecmCtSbA5+KFdIru6jinTo5S//E6rOnh+iM32d4mN7n0Nn+8Xr39l2pR4cT7lVdeYdGiRbz88sv4+Pjw4IMP8tVXXzFlyhQyMjIq9FpPPfUUPXv2JCgoiMjISK655hp+//13pzaGYRAXF0eTJk3w9/dnwIAB/Pzzz05tcnNzueeeewgPD6dBgwaMGDGCw4fLKvwgdV1qhpV9B/McH9FhXtx5bSMaBTn/yocEmbnz2kZEh3k5tU/N8GAifGgVrG5pL7wB9s+rW9qPi4i4kbtituK1iDgUVvAOaOp8PCCmyrcSqzZt74Qrt1f+o+2d1f0VSDUwGYbhaj+AUgUEBPDrr7/SokULIiMj+eqrr+jatSt//PEHl156KampZy9iVejKK6/kxhtvpGfPnhQUFPDvf/+bn376iV9++YUGDexFrp555hmeeOIJlixZQrt27Xj88cfZtGkTv//+O0FBQQDcddddfPrppyxZsoSwsDDuv/9+jh8/zvbt27FYzj4FJzMzk+DgYDIyMmjYsGFFvh1SQy35LJ2ln2dW+vyxQxsyflgj93Wo0Om9L0tuw3H6rnF9CVgiUiZ3xSV3xWzFa5GqlZphLXUQ4JZPB5CafYww/yjeGf6NyzZhwRbP1K4pymZ1ruA9KlHFxKTeqUhcqvAa7+joaFJTU2nRogUtWrTg+++/p2vXruzfv58K5vCsWeNcUGrx4sVERkayfft2+vXrh2EYzJ8/n3//+9+OfUnffvttoqKiWL58OXfeeScZGRn85z//YdmyZQwePBiAd955h2bNmvH1118zZEjJKo+5ubnk5uY6HmdmVj5Bk5ppeN8gencJqPT5HglW1bj3pYjUT+6K2YrXIlXr080nSh1ASG9uBS9IP2Fl0tOJLtt4bAChKFXwFqmQCifel112GZ9++ikXXnght99+O/feey8rV65k27ZtjmBbWYXT3kJDQwHYv38/iYmJXHHFFY42vr6+9O/fny1btnDnnXeyfft28vPzndo0adKETp06sWXLFpeB/KmnnmLOnHPY4klqvCq501tR1bj3pYjUT56K2YrXIp5V2gCCzWZww9sXYORYMJmsvPJgFGYXNWpq3HsgEal44r1o0SJsNhsAkyZNIjQ0lG+//Zbhw4czadKkSnfEMAzuu+8+/vGPf9CpUycAEhPtd/GioqKc2kZFRfH333872vj4+BASElKiTeH5xT388MPcd999jseZmZk0a1aeXQlFzkFp1S8r205E5Cw8EbMVr0U8z9UAwqadWSz8MI3w9DjHsdmLUoi9PoR+3Ss/y09EqkaFE2+z2YzZfKZA1Q033MANN9xwzh2ZPHkye/bs4dtvvy3xnMnkfCfPMIwSx4orq42vry++vh7YOkqkLOXdNkLbS4iIm3giZitei1S9TTuziHsjpcTx5HQrcW+kEDcxXMm3SA1X4armrVq1YubMmfz2229u68Q999zD6tWr2bBhAzExMY7j0dHRACXuhCclJTnuqkdHR5OXl0daWlqpbURqhIi+9oqfJbbfKGSCgGb2diIibuDumK14LVL1rDaDhR+mldlm4co0rLaK1VoSkapV4cT7nnvuYc2aNXTs2JEePXowf/58EhIqNzXWMAwmT57MqlWrWL9+Pa1atXJ6vlWrVkRHR/PVV185juXl5bFx40Z69+4NQI8ePfD29nZqk5CQwN69ex1tRGoEswV6vHj6Qcm9LwHoMV/FSUTEbdwVsxWvRapYdgIc3wHHd/DTjr0kp5e9zWlympWfdux1nKNlayI1T4UT7/vuu4/4+Hh+++03hg0bxquvvkrz5s254oorWLp0aYVeKzY2lnfeeYfly5cTFBREYmIiiYmJZGdnA/Ypa9OmTePJJ5/k448/Zu/evYwfP56AgABuuukmAIKDg7n99tu5//77WbduHTt37uSWW26hc+fOjqqpIjWG9r4UkSrkrpiteC1Sxf54Hdb0gDU9SP3u0XKdkvrdo45z+ON1D3dQRCqqwvt4u/L9999z1113sWfPHqzWsu/IOV28lDVdixcvZvz48YD9LvucOXN4/fXXSUtL45JLLmHhwoWOgi4AOTk5PPDAAyxfvpzs7GwGDRrEK6+8Uu4CLNoXVKqc9r4UkTJ4Mi5VJmYrXotUsewEx6j1rr+8ue+t4LOe8vyEDLq1zrc/8G9cNTVjPo6B7CPg3xSuLWvnFpG6qSJx6ZwS7x9//JHly5fz/vvvk5GRwfDhw3n//fcr+3LVRoFcPKZI4Cxhw5WQmwy+ETBwjes2VRU4RaRG8URcqgsxW/Fa6oukk0kknUoCwGaDuBcDSc804bpOjEGjhgZxU09SWEsxskEkkYGR7umM3suIlKoicanCVc337dvHu+++y/Llyzlw4AADBw7k6aefZtSoUQQFBVW60yJ10h+vw96z7EGbm2yfFuZKp9nQJc7t3RKR+kExW6R2WrF7BQu2LnA89vfvS0TmHMCGqchKUQMbYGKffxzXvrvZcXxKrylM7TPVPZ3RexkRt6jwiLfZbOaiiy7ipptu4sYbb3RUMq3NdAddPKasu8TlobvEIvWSu+JSXYvZitdSXxQd8S607/tfeO+bVqTkntkFIMI3kX8OOEC7Szs6ta2yEe/y0HsZqcM8OuL922+/0a5du0p3TqReUbARkWqkmC1SO1msYfjkNnI8Dkz5hGtP3ciIi0zszbiY1PxIwryT6BQcj+WUjYQj73Ey/Joz5/u5sW6M3suIuEWFE+927dqRnp7OypUr+fPPP3nggQcIDQ1lx44dREVF0bRp07O/iIiIiHicYrZI7fTp5hMs/TwTADNWlvecBj4GXiaDbo2+d2prM0x47ZrG3dt6YsOecI8d2pDxwxpVca9FpCwVTrz37NnDoEGDaNSoEQcOHGDixImEhoby8ccf8/fff1d4SzERERHxDMVskdppeN8gencJAMA/fSORe0uf6m02GUT6JbB40v/IbtQfgLBg7ZQiUtNUeB/ve++9l9tuu40//vgDPz8/x/GrrrqKTZs2ubVzIiIiUnmK2SK1U1iwhXbNfWjX3IdmDVPKdU6zhimOc5R4i9Q8FR7x3rZtG4sWLSpxvGnTpiQmJrqlUyIiInLuFLNFyi81w0pqRvn2tnclLNjimYS3vOurtQ5bpEarcOLt5+dHZmZmieO///47ERERbumUiIiInDvFbJHyK7quujI8tq46oi8ExEDWEcDVZkQm+/MRfd1/bRFxmwon3iNHjmTu3Ll88MEHAJhMJg4ePMhDDz3Edddd5/YOiriVzQrJm+3bYvg3tgcps6ZjiUjdpJgtUn69emQT2SzV5XML3k/jRJaNoAAzU/4Z4rLNeZHeQCP3d8xsgR4vwubRgAnn5Ntk/9Rjvt7PiNRwFd7HOzMzk6FDh/Lzzz9z4sQJmjRpQmJiIr169eLzzz+nQYMGnuqrx2hf0Hri0CrYPhWyDp85FhBjD2bNRlVfv0REinFXXKprMVvxWjzpxe9eZMHWBSWfMMz45nTGYg3Dakkl1+8nMNlKNJvSawpT+0z1XAddvo9pZk+69T5GpFpUJC5VOPEutH79enbs2IHNZuPCCy9k8ODBlepsTaBAXg8cWnX6TnHxX/fTd4r7rlTQEpEaw91xqa7EbMVr8aSkk0kknUpyOrb7Vy8+WuNHeuaZesSNGtq47socunYocGob2SCSyMBIz3bSZoVV0ZCXAj7hMCpRI90i1ahKEu+6RIG8DspOsH8AGFb4ZhjkJpXe3i8K+n8KptPBy7+xipSISLVRXHJN35e6x1WyWxGeTHY37cwi7o0UDKzk+v2E1ZKKxRqGb05nTFiImxhOv+4BHrl2mT6Ogewj4N8Urj189vYi4jEViUvlWuO9YMEC7rjjDvz8/FiwwMUUnCKmTJlS/p6KeMofr8PeOeVvn3MM1l585nGn2dAlzu3dEhHxNMVsqU1W7F7henp3OXlqerfVZrDwwzSyAjZxPPxlrF7JjucsBRGEpkxm4cqB9Onqj8Vscvv1nQYQirPlnfl8fIfrNhpAEKlxyjXi3apVK7Zt20ZYWBitWrUq/cVMJv766y+3drAq6A56HZS2C9J/tv87ZQv88crZz2l7N4T3tv+70QUQ0s1TvRMRKdO5xKW6HLMVr+ueska8J6ycQGp2KmH+Ybw1+i2XbTw14r1rXw6TFq0kOWq2/UDR3Pr0O+eIY3N47Y7RdGvn5/brsyeuYgMIxWkAQaRKuH3Ee//+/S7/LVJjHfqk4gHrj1fOJOidZivxFpFaSTFbapPIwNITZ2+Lt+Nzp6hOVdktktPzOB7+sv1B8QHt04XFj4e/THL6CMADiXfbOyFmROXP12i3SI1Toe3E8vPzad++PZ999hkdO3b0VJ9Ezl3RgFXZNd4iIrWYYrbUZlabldyCXAByC3Kx2qxYqrCI2LGCXU7Ty0swgdUrmWMFu4B+7u+ApoqL1Dnmszc5w9vbm9zcXEwmD6xlEXEn/8YQeqH9I6wnXPwq9lvUrm5bm6DnK/Z2heco2IlILaeYLbXV2n1r6beoH2k5aQCk5aTRb1E/1u5bW2V9CGqU7tZ2IiIVSrwB7rnnHp555hkKCgrO3likpmg2yr5lWEBT5+MBMdpKTETqLMVsqW3W7ltL7OpYEk8mOh0/dvIYsatjqyz5jirnuvHythMRqdBUc4AffviBdevW8eWXX9K5c2caNGjg9PyqVavc1jkRt2o2CpqOhOTN9kqh/o0hoq/2vxSROksxW2oTq83K3PVzMShZ99fAwISJxzY8xuA2gz0z7bxIJfGeARaiA8JIzEottXnjBmH0DLCcqSyu6eEiUoYKJ96NGjXiuuuu80RfRDzPbIGoAdXdCxGRKqGYLbVJ/OH4EiPdRRkYJJxIIP5wPJc2v9Tt10/dtZTUn95xPP6XUcDjGKdrqZ1ZsmE6fWvgdtsJ/lw1wXE8rPMthPWa4fZ+iUjdUOHEe/HixZ7oh4iIiLiZYrbUJqVtK1bZdhX16bGbWbprjONx37AvWNjifh7LDCPRduYtc7TZyqMNU9n693MsS73KcXxspJnxHumZiNQFFU68L7vsMlatWkWjRo2cjmdmZnLNNdewfv16d/VNapsiU7ScGFY4vhNyU8A3HEK7n6keXpSmaImIuJVittQmkQ3Kt166vO0qavjAxvS+0Gp/YFhpFf8YXnmnuNz/FPF5fiRZLURarPT0ycFsMjGo6+Ps7znW8Z4mLFhL10SkdBVOvL/55hvy8vJKHM/JyWHz5s1u6ZTUUn+8XvG9s4vqNBu6xLmtOyIi9Z1ittR0qRlWUjPsyW6wrSvh/tGkZB8DF+u8wUSEfxTBtq7sO2j/vQ4Ltrgt4bVaUsnztY+mN0iLxzvvCAAWE1zqm1OstYF33mG8s9/jVEjP0+dHAiq2JiKulTvx3rNnj+Pfv/zyC4mJZ9bgWK1W1qxZQ9OmTV2dKvVEatQdpJqvdTwOzFhH47+nYzVM7M24mNT8SMK8k+gUHI/FZCOhxf9xMniQo31YRARh1dFxEZE6RjFbaotPNySw9Eub47Ep4C6Imn36QZGGxun/7L+L2Hln9tcee4WZ8dfEuKUvK3avYMHWBQAM9z/J/JCzn/Piuof4NDsQgCm9pjC1z1S39EVE6h6TYRiubimWYDabHXuBujrF39+fl156iQkTJpR4rqbLzMwkODiYjIwMGjZsWN3dqbWWfJbO0s8zATBjZXnPPvx2oisv/zWTw+YUrJZULNYwYmzhxLZ+jA6Bu7lp23fYsN+pHju0IeOHNarGr0BEpGY417hUV2O24nXdk7r1GaeCZgDf5RfwWk4+KUV+d8NNJib5edPH23nMyJ0FzZJOJjnWjzdIi6fVjrP//7H/wrccI96RDSKJ1PZiIvVKReJSuUe89+/fj2EYtG7dmh9//JGIiAjHcz4+PkRGRmKxaG1LfTa8bxC9uwQA4J++kd++6cqDB2/iePR9WL3O3J1OKYhgxsFY5jWHxZP+R3aj/oDWRomIuItittQWYd3GEtb+cqdjiT/70OK/fljyfjlz096nI+ddnUO7C4otnXBjbZjIwCKJc0QH+G0WZB2htGnvBMTQqt1YbUsqIuVS7sS7RYsWANhstrO0lPqq6NooX+suHj86lOSoOBftkkmOiuPxo9N4w7qLPN/Gp49rbZSIiDsoZkttkWS1kJTv43i8+1cv/vOBPwB+dHMcT8kxiFvhze03ZNO1Q4HjeKSPxX3vHIoXiW03FXY9UHr7dlMgffeZxyoSKyJlqHBxNYBly5bx2muvsX//frZu3UqLFi144YUXaN26NSNHjnR3H6WWKLo2qmv++RxolGp/wlSsoX1DTA40epd714Sx2/s1QGujREQ8QTFbarKi7x0wzDQ9uAIL/phcvHkwsPH6Ryc40vwmMNlvKrn1vUOFisQaJZNyFYkVkTJUOPF+9dVXmTVrFtOmTeOJJ57AarVXogwJCWH+/PkK4vXYmK5jGNTGXiztoy0/s/vPR0pvbAKrVzJdz7uXub0vADy3PYiISH2lmC01XdH3Dn8csPDS2w1KbWvCjJc1iv/rt5q2Le2/y25979D2TogZUfJ4RbZFFREpRYUT75deeok33niDa665hqefftpx/KKLLmL69Olu7ZzULpEWK5He9rVXG3xSynVOqE8KnU6fg8Xqqa6JiNRLitniStEtvCrDnVt4FV1XfezgKSD1rOc0NDenU1TpCXqllTVVPKyn+68nIvVKhRPv/fv307179xLHfX19OXXqlFs6JbVT6q6ljsqkUfnlW1cYdeAV9h2xTzV3Z2VSERFRzBbXPt18wrELSWV4aheS8ibzKsYqIrVRhRPvVq1asWvXLkfhlkJffPEFHTt2dFvHpPZZfuRK3vulBwAGNszR/8ZmOV5yjbe9AWZrKPP/eAITZgBuDI3gnirsr4hIXaeYLa4U3YWk0M7fc3j/60zST5y5cd4oyMw/Bzeke3s/p7aeSnw7t/YiwvcYybkRcPq9gTMbEb7JdG7dxCPXFxHxpAon3g888ACxsbHk5ORgGAY//vgjK1as4KmnnuLNN9/0RB+lljgZup7EmJedDxqnP0zFjgE2r+Mci7mryPmTga4e7qWISP2hmC2uFJ8qvmlnFq9/nF6iXfoJG69/nE7cxHD6dQ8o8by7WVK/JbbVM8T99ipgwzn5tt8QiG01C0vqDIga4PH+iIi4U4UT79tuu42CggIefPBBsrKyuOmmm2jatCkvvvgiN954oyf6KLXE7RffzPALnPfi3HpwK2/Ev0Fq1pk1W+ENwvlXz3/Rq3kvp7YqriYi4l6K2XI2VpvBwg/TymyzcGUafbr6YzG7msJ2boquNw9KPkS/8DXEnX8XC/+aTXLemZHtCJ9EYlvPoV/4GhIO38SJXHt9GHeuNxcR8SSTYRhGZU9OSUnBZrMRGWlPmI4cOULTpk3d1rmqkpmZSXBwMBkZGTRs2LC6u1PnWG1W4g/Hk3QqicgGkfSM6YnFrCApIlIaT8SluhCzFa/db9e+HO6bn3TWds9Pi6RbO7+ztquoJZ+lO9abdw3eygud7TeErIaZnzIuJjU/kjDvJDoH/4jl9BZi9/70Hrsz7DfvPbXeXESkPCoSlyq1j3eh8PBwABITE3niiSd48803yc7OPpeXlDrIYrZwafNLq7sbIiL1mmK2uFLe6ubnUgW9LE7rzY0R5Mc3xSvvKBaTjW6Nvndqa2CiwKcpd00a4djOS6PdIlJbuKpc4VJ6ejo333wzERERNGnShAULFmCz2Zg1axatW7fm+++/56233vJkX0VERKQcFLOlvKq7knhYsIV2zX3sHy388b5kwemyMMWntZswAd6XvEi7Fv6Oc5R4i0htUe4R70ceeYRNmzYxbtw41qxZw7333suaNWvIycnhiy++oH///p7sp4iIiJSTYraUJelkEkmn7NPLzUHQqGEg6ZkmDGzk+v2E1ZKKxRqGb05nTJhp1NDAHPQ/9h6znx/Z4Mze227XbBT0XQnbp0LW4TPHA2Kgx3z78yIitVC5E+///ve/LF68mMGDB3P33XfTpk0b2rVrx/z58z3YPREREakoxWwpy4rdK1iwdYHjsb9/XxoUDCItfCFWr2THcUtBBCEpsST5r+Padzc7jk/pNYWpfaZ6roPNRkHTkbAqGvJSwCccRuwH1YcRkVqs3In30aNHHXt+tm7dGj8/P/71r395rGMiIiJSOYrZUpYrW99A28B+jse7jn3Pf/bEObb7LGS1JJMSHcftXabTLepMon1eZLTnO2m2gMXX/m+Lr5JuEan1yp1422w2vL29HY8tFgsNGjTwSKdERESk8hSzpSxbt/uz9PMwAAysHGn+NlhwtawaDFiy422aHrwSE/bkd+xQf9oPq9Iui4jUeuVOvA3DYPz48fj62u8+5uTkMGnSpBKBfNWqVe7toYiIiFSIYraUpWgl8T1JPzLjm+TSG5vA6pVM7IQjdIm8GHBzobXsBPuHK7a8M5+P73Ddxr+x/UNEpIYrd+I9btw4p8e33HKL2zsjIiIi504xW8oSFmxxJM+/nTpernN8GhynXXMf93fmj9dh75yy2+Qmw5oerp/rNBu6xLm9WyIi7lbuxHvx4sWe7IeIiIi4iWK2lFdkg/JVJy9vuwpreyfEjKj8+RrtFpFaotyJt4iIiIjULT1jehIdGM2xk8cwildXw757dnRQNP+/vTuPi6re/wf+Ogw7CLIOjChu5Aai4oYrJclXRfR6f5lb6rUsv0lCmqllAXpz6X4zLZfMut7UEu+9ai65oQnuG4KCKZKSS4Igsopsw+f3BzIyAgk0G/B6Ph7zeHg+53POvOYA8/Yzc87n9HLrpZ0APFWciJoII30++bFjxzBy5EgoFApIkoQff/xRbb0QAuHh4VAoFLCwsICfnx+uXLmi1qeoqAjvvPMOHB0dYWVlhaCgINy9exdERESkOazZjcjj1PJrph9ehCz7Ej7uPQmAgPTMwLt8WeCjXhMhy76k2qbGa7KJiKhGeh14P3r0CN7e3li9enW16z/99FOsWLECq1evxvnz5+Hi4oKXX34ZeXl5qj6hoaHYuXMnIiMjceLECeTn5yMwMBBKpVJXL4OIiKjRY81uPNITP0fibl/Vo1PCLKxunga5kfrPwcVIidXN09ApYZZa//TEz/WUnIio4ZKEEFXPK9IDSZKwc+dOjB49GkD5J+cKhQKhoaGYN28egPJPyuVyOZYvX4633noLOTk5cHJywubNm/Hqq68CKL93acuWLbFv3z4EBARU+1xFRUUoKipSLefm5qJly5bIycmBjY2Ndl8oERHRc+Tm5sLW1tZg65KuajbrtXasivk7vjhfPg+AEQSOyW9DbqSEAHC+2BzpShmcZUr0Mi2EBCBNKcPg9FYoe3K/sVm9/oaQwQv19wKIiAxEXeq1Xr/x/iMpKSlIS0vD0KFDVW1mZmYYPHgwTp06BQCIjY1FSUmJWh+FQgFPT09Vn+osXboUtra2qkfLli2190KIiIgaOW3VbNZr7Rjv8yZ2vbYLu17bhUOBH8FVpoSRBMgkoK9ZIYIsH6GvWSFkEmAkAQpjJQ4FfqTaZrzPm/p+CUREDY7BTq6WlpYGAJDL5Wrtcrkct27dUvUxNTWFnZ1dlT4V21dnwYIFmD17tmq54hN0IiIiqjtt1ezGVK8zc5TIzKn/KfWVbwH2ZzlbO8PZ+sks5Y8TarVNG3NzQO6pkecnImqKDHbgXUGSJLVlIUSVtmc9r4+ZmRnMzMw0ko+IiIjKabpmN6Z6ved4Hjbty6339pOH22BqYHPNBapQ2xnFOfM4EdGfYrADbxcXFwDln5C7uj59s09PT1d9ou7i4oLi4mJkZWWpfYKenp6Ofv366TYwERFRE8Wa/XwjBzZDv66Wam1xSYWIPJyF+yWXoJRlQqZ0gNzEG+P87dC9g7laX0192w2gfFbyipnJja0AM2egKL3m/uby8n4PL5Yv8xZgRER1ZrDXeLdp0wYuLi6IiopStRUXFyMmJkZVoH18fGBiYqLWJzU1FYmJiU2iiP8RZZkSZ26fwe6ru3Hm9hkoyzhjLBERaQdr9vMpZZkoNruuepy/eROfH9yFK3av4r7iXTyQ/x33Fe/iit2r+PzgLpy/eVOtv1KWqbkwyeuBAz7lj4O9/3jQDQCF98v7VWyTvF5zWYiImgi9fuOdn5+PX3/9VbWckpKC+Ph42Nvbo1WrVggNDcWSJUvg4eEBDw8PLFmyBJaWlpgwYQIAwNbWFq+//jrmzJkDBwcH2Nvb47333oOXlxf8/f319bL07uD1g1j08yKk5T+9Zs7F2gUfv/QxAl6ofqZ3IiKiP8Ka/edsvbQVX5z+onxBGME+IxQP5Suq9FPKMpAhD8fKfbPx8PxKQCoDAMzynYWQ/iGaCePxFuAWpN6W9jNw9R/qg3BzOdDxPcDlJfW+/LabiKjO9Ho7sejoaLz44otV2qdMmYJ//etfEEIgIiIC69evR1ZWFvr06YM1a9bA0/Pp5B6FhYWYO3cufvjhBzx+/BhDhgzB2rVr6zT5iqHftqUuDl4/iJm7Z0JA/ccqPbkFyJqgNRx8ExEZOEOsS4ZQsw3xuNRWen460h+VD2qTUoAF0W9AKcsAqru8XQAypROW+n2DDm3Km5ytKk2Ipi1lSiDjePlp6BaugNNAwEiDp7gTETUydalLBnMfb31qLIVcWabE9J3TkVlQ8+lojpaO+PovX0P2pJDqpJATEVGdNOS6pE2N5bisjYrGZ5def26/Od7f4u2X/bQfiIiI6qUudclgJ1ej2tka+zW+OL+x1v0fFDzAmO/HqJZn9fobQgYv1EY0IiIiqkZtr9fW6HXdRESkVxx4N3Avy+6jdfP7AICLxebYUmD73G0mWeagh2khAMBDdl+r+YiIiEj9DDUH++JabeNgX4zE+4kAeIYaEVFDx4F3A7erQI5vsstv1SIJVH+t2DO+f2SrGqC/USBHZy3mIyIiIuDbc9/jm4urnzaUmQJScY3XeEOY4aPDT89Ie6NHMBa89K7WcxIRkXZw4N3AWRe8Cpe7fQEAHuZ3car5V8+drKVf9gwkF7qVb9/eXYdpiYiImibr3EC43PVSLReaX0S2w/ryQXblmv1k5p3mD6fCvLDH0+1Zr4mIGjQOvBu4CS+2RUCP8mKccOZnXDsXjAx5WI2F3P5BMEb2doRX30EAAAdbzlZKRESkbZXrdblBOHm3M76KW4IHj59e9uVo6YIZ3Regv9tQte1Zr4mIGjYOvBu6wvtAbgYAoJnpI1gWDILT/Qg8dFwNpXGGqptM6QT7B8GwLBiEZqbngdyr5SvMnABbhT6SExERNRkOpulwsE5Va3uh+TVMlt/A+bxcpCtlcJYp0atZPmTNrwHWz9RmU1cAvH82EVFDxYF3A7dn73lsiu0OAJDQA/Ym94GCAbC43R9F5glQyjIhUzrArNALEiQ4mKRh+aEeEIfKPzmf7HMeU18fpc+XQERE1PglrwcSI6o0ywD0NavUUFwIxM+tur1nGNA1XFvpiIhIyzjwbuBGBvZCvz5Pv9m+mnADq447QYIE88JulXqWAQAm9b2JTl5PK7yDUy8dJSUiImrCPN4C3ILK/y2UQHQgUJRec39zOTB4DyA9OcXcgt92ExE1ZBx4N3AOcgUc5E9PR3vB0xt2Tj9jzU/NkFEkV7U7mWVg5og8DPIfp4+YRERETZuF69PB8/3oPx50A+WXkpU+AuR+2k5GREQ6wIG3BinLBBJ+LUJmjhIOtjJ4tTeDzKgW9/fSsEH+L6G/XykSYi8gMzMPDg7N4OXTEzJj/riJiIj07nHq8/vUpR8RERk8jsQ05FhcAVb/5wHuFsarrqt2M++G4FccMai7pc7zyIyN0a1PX50/LxERET1HbU8b5+nlRESNBgfe9ZCZo0RmjlK1HJdUiM8P7i6fSdz+6fXWD0qd8P73wXj3QRC6dzBXtTvYynhbECIioqbKaSBg6QYU/A7V/T7VSOXrnQbqOhkREWkJB9718MPRm4iMvlW+IIBSk9/xQL6oSj+lLAMZ8jCsOKiE8d4Wqvtqj/NzxzujPXSYmIiIiPTqcar6qeMvhFQ/e7lq/Swg+9LT5crXiBMRUYPDgXc95NvsRZrbagCA6eOuUJo8KaTPXs4tARBAluM6yEpcUWxx+cn2wQDe1VleIiIiUqfzeVlquJ1Y9UTVQTlvJ0ZE1KBx4F0Pr/eeiJFdXgYAbD/1CzbdWFBzZwlQGmdgYofZ+Gu/xQAAZytnXcQkIiKiahyLK8Ca/2QhI/vpZWNOzWWY+Yqd9uZlqXw7scqEEngYBxQ9AMwcAfvuT28hVhm/7SYiatA48K4H2aNSmGaUF2tRlPGc3lD1q9hGhlLAWmvxiIiIqAbH4goQvuEBBJQoMk9QTYianu2F8A0PED5dS5Oi/tGp4g69NP98RERkUDjwrocfdh9B5JXy4tmy+Y1aDaKvXbuBv53pAAAY1+Uy3pn+mjYjEhEREdQnRC0rE1gZ+RAFlsfKJ0Q1fvrhuazUCfYPgrEq0g/OdjIYPTntnBOiEhGRJnDgXQ/5LX5BWk44AKCneT7sCpsjS5RWvcYbAARgLxlD7vg9zlvverL9WN2FJSIiasIqT4gqlVmg1DQFGfKwKv0qJkTF/Qi8saINhNFjAJwQlYiINIMD73p43UmJkY53AQBWUhmGW+Tj7SyX8juCVB58P1n+u91dvGBcjOnW2QAAZyfls7skIiIiLci33IY0t40AAIv8F1Fsnli+ooYJUR86roZpoSceWx99sv3fACzUWV4iImqcOPCuB2fPd+Hcblz5glCiTXQg1iINi3IckVb29JC6ykrxke0DBNg1AwbveTpZCidIISIi0okxZiXwtjIHAJwQ97BN+oO5WZ5MiBpkdQ8DnmzTzqxEFzGJiKiR48C7Pp6dIKX3OgQc/3/wN7+D88VmSFfK4CxTopdpEWQSgF6bOXEKERGRHpzOmo5NCa8DABwcvwJskp67TXJeN5xJ+QoAMNnVCB20mpCIiJoCDrw1oeUYYOB/IYsNQV/p7tN2y5aAz8ry9URERKRzvn1kcG5T/i135p08XLz2/G2CeufBoWUmAKCds4s24xERURPBgbemtBwDtBgFZBwHHqeWfyPuNBAw4kyoRERE+nLg+rf44nz5Nd69TR7DxchE7bKwZ7kalWLfje04d20fAGBWr7+hgyuv8SYioj+HA29NMpIBcj99pyAiIqInxlvmYohjxdloAr+VmiA0W/5k6ekMaxIEAGC+zQO0Ni5Bxexrzpa5uoxLRESNFAfeRERE1GipTYgKwDPtZ5icDqsyIaqLkRIf2WYiwDcCcHnp6Q44ISoREWkAB95ERETUeD07Iap9DwQ0awv/CyE4n33v6YSozZ0g67mJ87IQEZFWcOBNRERETUvLMZC1GIW+nJeFiIh0hANvIiIiano4LwsREemQkb4DEBERERERETVmHHgTERERERERaREH3kRERERERERaxIE3ERERERERkRZx4E1ERERERESkRRx4ExEREREREWkRB95EREREREREWsSBNxEREREREZEWceBNREREREREpEUceBMRERERERFpEQfeRERERERERFrEgTcRERERERGRFnHgTURERERERKRFHHgTERERERERaREH3kRERERERERaxIE3ERERERERkRZx4E1ERERERESkRY1m4L127Vq0adMG5ubm8PHxwfHjx/UdiYiIiKrBmk1ERE1Noxh4b9u2DaGhofjwww8RFxeHgQMHYtiwYbh9+7a+oxEREVElrNlERNQUSUIIoe8Qf1afPn3Qo0cPrFu3TtXWqVMnjB49GkuXLn3u9rm5ubC1tUVOTg5sbGy0GZWIiOi5GnNd+jM1uzEfFyIianjqUpeMdZRJa4qLixEbG4v58+ertQ8dOhSnTp2qdpuioiIUFRWplnNycgCUHzgiIiJ9q6hHjeCzcTV1rdms10REZMjqUq8b/MD7wYMHUCqVkMvlau1yuRxpaWnVbrN06VJERERUaW/ZsqVWMhIREdVHXl4ebG1t9R1DY+pas1mviYioIahNvW7wA+8KkiSpLQshqrRVWLBgAWbPnq1aLisrw8OHD+Hg4FDjNrWVm5uLli1b4s6dO3o/DY5ZDDuLoeRgFmZpqFkMJYc2sgghkJeXB4VCoYF0hqe2NVub9RownN8hQ8nBLMzSULMYSg5maXpZ6lKvG/zA29HRETKZrMon5enp6VU+Ua9gZmYGMzMztbbmzZtrNJeNjY3ef6kqMEv1DCWLoeQAmKUmzFI9Q8liKDkAzWZpTN90V6hrzdZFvQYM53fIUHIAzFITZqmeoWQxlBwAs9SkMWapbb1u8LOam5qawsfHB1FRUWrtUVFR6Nevn55SERER0bNYs4mIqKlq8N94A8Ds2bPx2muvoWfPnvD19cXXX3+N27dvY8aMGfqORkRERJWwZhMRUVPUKAber776KjIzM7Fo0SKkpqbC09MT+/btg7u7u86zmJmZISwsrMqpcfrALIadxVByMAuzNNQshpLD0LIYOtZsw83BLMzSULMYSg5mYZY/0iju401ERERERERkqBr8Nd5EREREREREhowDbyIiIiIiIiIt4sCbiIiIiIiISIs48CYiIiIiIiLSIg686+nYsWMYOXIkFAoFJEnCjz/+qLZeCIHw8HAoFApYWFjAz88PV65c0XiOpUuXolevXmjWrBmcnZ0xevRoJCUl6SXLunXr0LVrV9XN6H19fbF//36d53jW0qVLIUkSQkND9ZIlPDwckiSpPVxcXPSS5ffff8ekSZPg4OAAS0tLdOvWDbGxsTrP0rp16yrHRJIkzJw5U6c5AKC0tBQLFy5EmzZtYGFhgbZt22LRokUoKytT9dFlnry8PISGhsLd3R0WFhbo168fzp8/r/UsmnhPKyoqwjvvvANHR0dYWVkhKCgId+/e1XiWHTt2ICAgAI6OjpAkCfHx8VX2oYssJSUlmDdvHry8vGBlZQWFQoHJkyfj3r17WslC9WMo9RownJptqPUa0G/NNqR6DbBmV8eQajbrNet1nQmql3379okPP/xQbN++XQAQO3fuVFu/bNky0axZM7F9+3aRkJAgXn31VeHq6ipyc3M1miMgIEBs3LhRJCYmivj4eDFixAjRqlUrkZ+fr/Msu3fvFj/99JNISkoSSUlJ4oMPPhAmJiYiMTFRpzkqO3funGjdurXo2rWrCAkJUbXrMktYWJjo0qWLSE1NVT3S09N1nuXhw4fC3d1dTJ06VZw9e1akpKSIw4cPi19//VXnWdLT09WOR1RUlAAgjh49qtMcQgjx97//XTg4OIi9e/eKlJQU8Z///EdYW1uLlStXqvroMs/YsWNF586dRUxMjEhOThZhYWHCxsZG3L17V6tZNPGeNmPGDNGiRQsRFRUlLl68KF588UXh7e0tSktLNZpl06ZNIiIiQmzYsEEAEHFxcVX2oYss2dnZwt/fX2zbtk1cu3ZNnD59WvTp00f4+PhoJQvVj6HUayEMp2YbYr0WQv8121DqtRCs2TUxpJrNes16XVcceGvAsz/csrIy4eLiIpYtW6ZqKywsFLa2tuKrr77Sapb09HQBQMTExOg9ixBC2NnZiW+++UYvOfLy8oSHh4eIiooSgwcPVhVxXWcJCwsT3t7e1a7TZZZ58+aJAQMG1Lhen78rISEhol27dqKsrEznOUaMGCGmTZum1jZmzBgxadIkIYRuj0tBQYGQyWRi7969au3e3t7iww8/1FmW+rynZWdnCxMTExEZGanq8/vvvwsjIyNx4MABjWWpLCUlpdpCro8sFc6dOycAiFu3bmk1C9WPIdVrIQyrZuuzXgthGDXbUOq1EKzZNTGUms16/fwslbFel+Op5lqQkpKCtLQ0DB06VNVmZmaGwYMH49SpU1p97pycHACAvb29XrMolUpERkbi0aNH8PX11UuOmTNnYsSIEfD391dr10eW5ORkKBQKtGnTBuPGjcPNmzd1nmX37t3o2bMnXnnlFTg7O6N79+7YsGGDar2+fleKi4uxZcsWTJs2DZIk6TzHgAEDcOTIEVy/fh0AcOnSJZw4cQLDhw8HoNvjUlpaCqVSCXNzc7V2CwsLnDhxQm8/o9o8b2xsLEpKStT6KBQKeHp6av1971n6zJKTkwNJktC8eXO9Z6Hn02e9BgyjZhtCvQYMp2YbQr0GWLNrYig1m/VaM5pavebAWwvS0tIAAHK5XK1dLper1mmDEAKzZ8/GgAED4OnpqZcsCQkJsLa2hpmZGWbMmIGdO3eic+fOOs8RGRmJixcvYunSpVXW6TpLnz59sGnTJhw8eBAbNmxAWloa+vXrh8zMTJ1muXnzJtatWwcPDw8cPHgQM2bMwKxZs7Bp0yYA+vu9/fHHH5GdnY2pU6fqJce8efMwfvx4dOzYESYmJujevTtCQ0Mxfvx4nedp1qwZfH19sXjxYty7dw9KpRJbtmzB2bNnkZqaqrefUW2eNy0tDaamprCzs9NpturoK0thYSHmz5+PCRMmwMbGRq9ZqHb09TcF6L9mG0q9BgynZhtKvQZYs2tiKDWb9Vozmlq9NtbIXqhakiSpLQshqrRpUnBwMC5fvowTJ07oLUuHDh0QHx+P7OxsbN++HVOmTEFMTIxOc9y5cwchISE4dOhQlU8iK9PVMRk2bJjq315eXvD19UW7du3w3XffoW/fvjrLUlZWhp49e2LJkiUAgO7du+PKlStYt24dJk+erOqn69/bb7/9FsOGDYNCoVBr11WObdu2YcuWLfjhhx/QpUsXxMfHIzQ0FAqFAlOmTNF5ns2bN2PatGlo0aIFZDIZevTogQkTJuDixYs6z/Ks+jyvrrLVhjazlJSUYNy4cSgrK8PatWv1moXqTh9/U/qu2YZQrwHDqtmGUq8B1uyaGFLNZr3WnsZar/mNtxZUzID57Kcj6enpVT6B0pR33nkHu3fvxtGjR+Hm5qa3LKampmjfvj169uyJpUuXwtvbG6tWrdJpjtjYWKSnp8PHxwfGxsYwNjZGTEwMvvjiCxgbG6ueT5c/n8qsrKzg5eWF5ORknR4XV1dXdO7cWa2tU6dOuH37NgD9/N7eunULhw8fxhtvvKFq03WOuXPnYv78+Rg3bhy8vLzw2muv4d1331V986LrPO3atUNMTAzy8/Nx584dnDt3DiUlJWjTpo1efkZA7Y6Bi4sLiouLkZWVpdNs1dF1lpKSEowdOxYpKSmIiopSfXqujyxUN/r6mzKEmm0I9Row7Jqtr3oNsGbXxJBqNuv1n9fU6jUH3lpQ8QcXFRWlaisuLkZMTAz69eun0ecSQiA4OBg7duzAzz//jDZt2ugtS035ioqKdJpjyJAhSEhIQHx8vOrRs2dPTJw4EfHx8Wjbtq1ej0lRURGuXr0KV1dXnR6X/v37V7ltzfXr1+Hu7g5AP78rGzduhLOzM0aMGKFq03WOgoICGBmpvxXKZDLVrUn09TdkZWUFV1dXZGVl4eDBgxg1apTestTmeX18fGBiYqLWJzU1FYmJiTr5u6pMl1kqinhycjIOHz4MBwcHvWWhutP135Qh12x91GvAsGu2vuo1wJpdE0Os2azX9dfk6rVGpmhrgvLy8kRcXJyIi4sTAMSKFStEXFycama8ZcuWCVtbW7Fjxw6RkJAgxo8fr5VbGfzv//6vsLW1FdHR0Wq3eigoKFD10VWWBQsWiGPHjomUlBRx+fJl8cEHHwgjIyNx6NAhneaoTuUZUnWdZc6cOSI6OlrcvHlTnDlzRgQGBopmzZqJ3377TadZzp07J4yNjcUnn3wikpOTxffffy8sLS3Fli1bVH10eVyUSqVo1aqVmDdvXpV1uswxZcoU0aJFC9WtSXbs2CEcHR3F+++/r5c8Bw4cEPv37xc3b94Uhw4dEt7e3qJ3796iuLhYq1k08Z42Y8YM4ebmJg4fPiwuXrwoXnrppXrdhuN5WTIzM0VcXJz46aefBAARGRkp4uLiRGpqqk6zlJSUiKCgIOHm5ibi4+PV3oOLioo0noXqx1DqtRCGU7MNuV4Lob+abSj1WgjW7JoYUs1mvWa9risOvOvp6NGjAkCVx5QpU4QQ5dP5h4WFCRcXF2FmZiYGDRokEhISNJ6jugwAxMaNG1V9dJVl2rRpwt3dXZiamgonJycxZMgQVRHXZY7qPFvEdZml4v6JJiYmQqFQiDFjxogrV67oJcuePXuEp6enMDMzEx07dhRff/212npdZjl48KAAIJKSkqqs02WO3NxcERISIlq1aiXMzc1F27ZtxYcffqj2RqzLPNu2bRNt27YVpqamwsXFRcycOVNkZ2drPYsm3tMeP34sgoODhb29vbCwsBCBgYHi9u3bGs+ycePGateHhYXpNEvF7VGqe1Tc31aTWah+DKVeC2E4NduQ67UQ+qvZhlSvhWDNro4h1WzWa9brupKEEKIu35ATERERERERUe3xGm8iIiIiIiIiLeLAm4iIiIiIiEiLOPAmIiIiIiIi0iIOvImIiIiIiIi0iANvIiIiIiIiIi3iwJuIiIiIiIhIizjwJiIiIiIiItIiDryJiIiIiIiItIgDbyId+u233yBJEuLj4/UdReXatWvo27cvzM3N0a1bt1pv5+fnh9DQUK3laqw++ugjvPnmm3Xa5r333sOsWbO0lIiIiJ7Fek2s16RpHHhTkzJ16lRIkoRly5aptf/444+QJElPqfQrLCwMVlZWSEpKwpEjR/QdxyBFR0dDkiRkZ2f/qf3cv38fq1atwgcffKBqmzp1KkaPHq3W77///S/Mzc3x6aefAgDef/99bNy4ESkpKX/q+YmIGgrW66pYr5+P9ZoMGQfe1OSYm5tj+fLlyMrK0ncUjSkuLq73tjdu3MCAAQPg7u4OBwcHDaaiZ3377bfw9fVF69ata+zzzTffYOLEiVi9ejXef/99AICzszOGDh2Kr776SkdJiYj0j/VaHeu17rBekzZw4E1Njr+/P1xcXLB06dIa+4SHh1c5jWvlypVqb8AVn3wuWbIEcrkczZs3R0REBEpLSzF37lzY29vDzc0N//znP6vs/9q1a+jXrx/Mzc3RpUsXREdHq63/5ZdfMHz4cFhbW0Mul+O1117DgwcPVOv9/PwQHByM2bNnw9HRES+//HK1r6OsrAyLFi2Cm5sbzMzM0K1bNxw4cEC1XpIkxMbGYtGiRZAkCeHh4dXu59GjR5g8eTKsra3h6uqKzz77rEqfrKwsTJ48GXZ2drC0tMSwYcOQnJys1ufkyZMYPHgwLC0tYWdnh4CAANV/qFq3bo2VK1eq9e/WrZtaJkmSsH79egQGBsLS0hKdOnXC6dOn8euvv8LPzw9WVlbw9fXFjRs31PazZ88e+Pj4wNzcHG3btlX9nCrv95tvvsFf/vIXWFpawsPDA7t37wZQfrrhiy++CACws7ODJEmYOnUqgPJPur28vGBhYQEHBwf4+/vj0aNH1R5DAIiMjERQUFCN6z/99FMEBwfjhx9+wBtvvKG2LigoCFu3bq1xWyKixob1mvWa9ZoaEw68qcmRyWRYsmQJvvzyS9y9e/dP7evnn3/GvXv3cOzYMaxYsQLh4eEIDAyEnZ0dzp49ixkzZmDGjBm4c+eO2nZz587FnDlzEBcXh379+iEoKAiZmZkAgNTUVAwePBjdunXDhQsXcODAAdy/fx9jx45V28d3330HY2NjnDx5EuvXr68236pVq/DZZ5/h//7v/3D58mUEBAQgKChIVWBTU1PRpUsXzJkzB6mpqXjvvfeq3c/cuXNx9OhR7Ny5E4cOHUJ0dDRiY2PV+kydOhUXLlzA7t27cfr0aQghMHz4cJSUlAAA4uPjMWTIEHTp0gWnT5/GiRMnMHLkSCiVyjod88WLF2Py5MmIj49Hx44dMWHCBLz11ltYsGABLly4AAAIDg5W9T948CAmTZqEWbNm4ZdffsH69evxr3/9C5988onafiMiIjB27FhcvnwZw4cPx8SJE/Hw4UO0bNkS27dvBwAkJSUhNTUVq1atQmpqKsaPH49p06bh6tWriI6OxpgxYyCEqDZ3VlYWEhMT0bNnz2rXz58/H4sXL8bevXvx17/+tcr63r17486dO7h161adjhcRUUPFes16zXpNjYogakKmTJkiRo0aJYQQom/fvmLatGlCCCF27twpKv85hIWFCW9vb7VtP//8c+Hu7q62L3d3d6FUKlVtHTp0EAMHDlQtl5aWCisrK7F161YhhBApKSkCgFi2bJmqT0lJiXBzcxPLly8XQgjx0UcfiaFDh6o99507dwQAkZSUJIQQYvDgwaJbt27Pfb0KhUJ88sknam29evUSb7/9tmrZ29tbhIWF1biPvLw8YWpqKiIjI1VtmZmZwsLCQoSEhAghhLh+/boAIE6ePKnq8+DBA2FhYSH+/e9/CyGEGD9+vOjfv3+Nz+Pu7i4+//xztbZnswEQCxcuVC2fPn1aABDffvutqm3r1q3C3NxctTxw4ECxZMkStf1u3rxZuLq61rjf/Px8IUmS2L9/vxBCiKNHjwoAIisrS9UnNjZWABC//fZbja+psri4OAFA3L59W619ypQpwtTUVAAQR44cqXH7nJwcAUBER0fX6vmIiBoy1mvWayFYr6lx4Tfe1GQtX74c3333HX755Zd676NLly4wMnr6ZySXy+Hl5aValslkcHBwQHp6utp2vr6+qn8bGxujZ8+euHr1KgAgNjYWR48ehbW1terRsWNHAFA7JaumT2Ir5Obm4t69e+jfv79ae//+/VXPVRs3btxAcXGxWmZ7e3t06NBBtXz16lUYGxujT58+qjYHBwd06NBB9VwVn6D/WV27dlX9Wy6XA4DaMZfL5SgsLERubi4AqE7Nq3w8p0+fjtTUVBQUFFS7XysrKzRr1qzKz60yb29vDBkyBF5eXnjllVewYcOGP7wO8fHjxwDKr1ms7jW1bt0aH3/8MfLy8qrd3sLCAgDUMhMRNQWs17XDel091msyFBx4U5M1aNAgBAQEqM1YWcHIyKjKKUgVp2BVZmJiorYsSVK1bWVlZc/NUzFLa1lZGUaOHIn4+Hi1R3JyMgYNGqTqb2Vl9dx9Vt5vBSFEnWaEffY41KVP5eeqKEQ1qc8xr9h3dW0Vx7ysrAwRERFqxzIhIQHJyclqRbWuPzeZTIaoqCjs378fnTt3xpdffokOHTrUOJOpo6MjAFRb7Fu0aIGYmBikpqbif/7nf6ot5g8fPgQAODk51ZiJiKgxYr2uHdbr6rFek6HgwJuatGXLlmHPnj04deqUWruTkxPS0tLUCosm7+V55swZ1b9LS0sRGxur+pS8R48euHLlClq3bo327durPWpbvAHAxsYGCoUCJ06cUGs/deoUOnXqVOv9tG/fHiYmJmqZs7KycP36ddVy586dUVpairNnz6raMjMzcf36ddVzde3a9Q9vf+Lk5ITU1FTVcm5urkZux9GjRw8kJSVVOZbt27dX+/bjj5iamgJAlevbJElC//79ERERgbi4OJiammLnzp3V7qNdu3awsbGp8RubVq1aISYmBunp6Rg6dKjqG4AKiYmJMDExQZcuXWqVmYioMWG9fj7Wa9ZrMmwceFOT5uXlhYkTJ+LLL79Ua/fz80NGRgY+/fRT3LhxA2vWrMH+/fs19rxr1qzBzp07ce3aNcycORNZWVmYNm0aAGDmzJl4+PAhxo8fj3PnzuHmzZs4dOgQpk2bVueJTebOnYvly5dj27ZtSEpKwvz58xEfH4+QkJBa78Pa2hqvv/465s6diyNHjiAxMRFTp05VK4IeHh4YNWoUpk+fjhMnTuDSpUuYNGkSWrRogVGjRgEAFixYgPPnz+Ptt9/G5cuXce3aNaxbt041++tLL72EzZs34/jx40hMTMSUKVMgk8nq9Hqr8/HHH2PTpk0IDw/HlStXcPXqVWzbtg0LFy6s9T7c3d0hSRL27t2LjIwM5Ofn4+zZs1iyZAkuXLiA27dvY8eOHcjIyKjxP0lGRkbw9/ev8h+rytzc3BAdHY3MzEwMHToUOTk5qnXHjx/HwIEDn/tNBBFRY8R6/Xys16zXZNg48KYmb/HixVVOmerUqRPWrl2LNWvWwNvbG+fOnatxBtH6WLZsGZYvXw5vb28cP34cu3btUp3apFAocPLkSSiVSgQEBMDT0xMhISGwtbWt9Se+FWbNmoU5c+Zgzpw58PLywoEDB7B79254eHjUaT//+Mc/MGjQIAQFBcHf3x8DBgyAj4+PWp+NGzfCx8cHgYGB8PX1hRAC+/btU50S9sILL+DQoUO4dOkSevfuDV9fX+zatQvGxsYAygv9oEGDEBgYiOHDh2P06NFo165dnXJWJyAgAHv37kVUVBR69eqFvn37YsWKFXB3d6/1Plq0aIGIiAjMnz8fcrkcwcHBsLGxwbFjxzB8+HC88MILWLhwIT777DMMGzasxv28+eabiIyM/MNT4ipOY8vOzsbLL7+M7OxsAMDWrVsxffr0WmcmImpsWK+fj/Wa9ZoMlyRqc0EIERH9aUII9O3bF6GhoRg/fnytt/vpp58wd+5cXL58WfUfHyIiItIO1mvSBn7jTUSkI5Ik4euvv0ZpaWmdtnv06BE2btzIIk5ERKQDrNekDfzGm4iIiIiIiEiL+I03ERERERERkRZx4E1ERERERESkRRx4ExEREREREWkRB95EREREREREWsSBNxEREREREZEWceBNREREREREpEUceBMRERERERFpEQfeRERERERERFrEgTcRERERERGRFv1/rRMo4ntzMycAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 21 + "execution_count": 34 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-05-18T15:20:23.288515Z", + "start_time": "2024-05-18T15:20:23.284653Z" + } + }, + "cell_type": "code", + "source": [ + "no_meta = [56, 80, 140, 163, 199, 276, 245, 318, 356, 356, 403, 390]\n", + "no_spec = [62, 79, 137, 212, 242, 296, 325, 354, 407, 382, 432, 419]\n", + "no_meta_spec = [60, 85, 134, 235, 255, 260, 314, 358, 381, 410, 400, 441]\n", + "# [59.3, 81.3, 137, 203.3, 232, 277.3, 294.6, 343.3, 381.3, 382.6, 411.6, 416.6]\n", + "\n", + "rand_meta = [49, 70, 99, 127, 146, 177, 212, 254, 224, 289, 289, 343]\n", + "rand_spec = [54, 89, 124, 135, 162, 192, 245, 255, 290, 283, 341, 394]\n", + "rand_meta_spec = [51, 87, 111, 151, 158, 220, 228, 228, 283, 326, 356, 346]\n", + "# [51.3, 82.0, 111.3, 137.6, 155.3, 196.3, 228.3, 245.6, 265.6, 299.3, 328.6, 361]\n", + "\n", + "no_means = [(x+y+z)/3 for (x, y, z) in zip(no_meta, no_spec, no_meta_spec)]\n", + "rand_means = [(x+y+z)/3 for (x, y, z) in zip(rand_meta, rand_spec, rand_meta_spec)]" + ], + "id": "c4606a9965de63ee", + "outputs": [], + "execution_count": 39 } ], "metadata": { diff --git a/scripts/evaluation/scripts/tsne.ipynb b/scripts/evaluation/scripts/tsne.ipynb new file mode 100644 index 00000000..ec181155 --- /dev/null +++ b/scripts/evaluation/scripts/tsne.ipynb @@ -0,0 +1,242 @@ +{ + "cells": [ + { + "cell_type": "code", + "id": "efb84e9fd5eddd81", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2024-05-24T09:46:08.574954Z", + "start_time": "2024-05-24T09:46:08.569938Z" + } + }, + "source": [ + "import requests\n", + "import numpy\n", + "\n", + "from yaml import safe_load\n", + "from matplotlib import pyplot\n", + "from sklearn.manifold import TSNE\n", + "from elasticsearch import Elasticsearch" + ], + "outputs": [], + "execution_count": 25 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "## Configuration", + "id": "8529ac5ef8d8536a" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-05-24T09:46:08.593465Z", + "start_time": "2024-05-24T09:46:08.589737Z" + } + }, + "cell_type": "code", + "source": [ + "# colors = ['b', 'g', 'r', 'c', 'm', 'y', 'k', 'gray', 'orange', 'brown', 'darkorange', 'aqua', 'pink', 'violet', 'magenta', 'indigo']\n", + "colors = ['lightgray', 'lightgray', 'lightgray', 'lightgray', 'lightgray', 'lightgray', 'lightgray', 'lightgray', 'b', 'g', 'r', 'c', 'lightgray', 'lightgray', 'lightgray', 'lightgray']\n", + "queries_weather = ['weather', 'weather forecast', 'weather forecast service', 'the api returns the next 4 days of weather forecasts']\n", + "queries_sports = ['american sports', 'american sports news', 'american sports news articles', 'An API for accessing news articles across various sports leagues including NFL']\n", + "queries_books = ['digital', 'digital book', 'digital book library', 'API for managing digital library resources retrieving books authors and publishers']\n", + "queries_restaurant = ['restaurant', 'restaurant booking', 'restaurant booking platform', 'Allows users to create a booking for a specific restaurant ID of the restaurant']" + ], + "id": "6b7db41c4d0e577c", + "outputs": [], + "execution_count": 26 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-05-24T09:46:08.603865Z", + "start_time": "2024-05-24T09:46:08.598795Z" + } + }, + "cell_type": "code", + "source": [ + "# Retrieve configuration file for elastic\n", + "with open(\"../../../config/debug.config.yml\") as config:\n", + " config_file = safe_load(config)" + ], + "id": "initial_id", + "outputs": [], + "execution_count": 27 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-05-24T09:46:08.612294Z", + "start_time": "2024-05-24T09:46:08.605612Z" + } + }, + "cell_type": "code", + "source": [ + "es = Elasticsearch(\n", + " f\"{config_file['elastic']['protocol']}://{config_file['elastic']['host']}:{config_file['elastic']['port']}\",\n", + " basic_auth= (config_file['elastic']['user'], config_file['elastic']['password']),\n", + ")" + ], + "id": "ee7210026a60bec8", + "outputs": [], + "execution_count": 28 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-05-24T09:46:08.631420Z", + "start_time": "2024-05-24T09:46:08.613999Z" + } + }, + "cell_type": "code", + "source": "es.info()", + "id": "9b08037c187dff8e", + "outputs": [ + { + "data": { + "text/plain": [ + "ObjectApiResponse({'name': 'es', 'cluster_name': 'docker-cluster', 'cluster_uuid': 'Lx5-0idaRLeK62lK4UJUog', 'version': {'number': '8.12.2', 'build_flavor': 'default', 'build_type': 'docker', 'build_hash': '48a287ab9497e852de30327444b0809e55d46466', 'build_date': '2024-02-19T10:04:32.774273190Z', 'build_snapshot': False, 'lucene_version': '9.9.2', 'minimum_wire_compatibility_version': '7.17.0', 'minimum_index_compatibility_version': '7.0.0'}, 'tagline': 'You Know, for Search'})" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 29 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-05-24T09:46:08.636660Z", + "start_time": "2024-05-24T09:46:08.633054Z" + } + }, + "cell_type": "code", + "source": [ + "def perform_search_query(query: str) -> list[list[int]]:\n", + " embeddings = []\n", + " \n", + " url: str = f\"http://localhost:{config_file['backend']['port']}/api/v1/search?k=10\"\n", + " body: dict[str, str|list[str]] = {\n", + " \"fields\": [\"metadata\"]\n", + " }\n", + " \n", + " if query: body[\"fragment\"] = query\n", + " response = requests.post(url, json=body).json()\n", + " ids = [doc['metadata']['mongo-id'] for doc in response]\n", + " \n", + " for idx in ids:\n", + " response = es.search(index=\"apis\", body={\n", + " \"query\": {\n", + " \"nested\": {\n", + " \"path\": \"metadata\",\n", + " \"query\": {\n", + " \"term\": {\n", + " \"metadata.mongo-id\": idx\n", + " }\n", + " }\n", + " }\n", + " }\n", + " })[\"hits\"][\"hits\"][0][\"_source\"]\n", + " \n", + " embeddings.append(response[\"embedding\"])\n", + " \n", + " response = requests.post(\"http://127.0.0.1:8501/v1/models/universal-encoder:predict\", json={\"instances\": [query]}).json()\n", + " embeddings.append(response[\"predictions\"][0])\n", + " \n", + " return embeddings" + ], + "id": "cdd8ad606dc2f559", + "outputs": [], + "execution_count": 30 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-05-24T09:46:08.641349Z", + "start_time": "2024-05-24T09:46:08.637713Z" + } + }, + "cell_type": "code", + "source": [ + "def compute_tsne(vectors_array: list[list[int]], queries_list: list[str]):\n", + " pyplot.figure(figsize=(13, 8))\n", + " \n", + " data = TSNE(perplexity=40, n_iter=3000, random_state=2).fit_transform(numpy.array(vectors_array))\n", + " \n", + " for i in range(0, len(data), 11):\n", + " alpha = 1 if colors[int(i / 11)] == \"lightgray\" else 0.5\n", + " \n", + " pyplot.scatter(data[i + 10, 0], data[i + 10, 1], marker='1', color=colors[int(i / 11)], label=queries_list[int(i / 11)][:10]+\"...\", alpha=alpha)\n", + " pyplot.scatter(data[i:i + 10, 0], data[i:i + 10, 1], marker='o', color=colors[int(i / 11)], alpha=alpha)\n", + " \n", + " pyplot.ylim((-1500, 1500))\n", + " pyplot.xlim((-1500, 1500))\n", + " pyplot.legend()\n", + " pyplot.savefig(\"out.pdf\")" + ], + "id": "319f690828420438", + "outputs": [], + "execution_count": 31 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-05-24T09:46:15.316400Z", + "start_time": "2024-05-24T09:46:08.642023Z" + } + }, + "cell_type": "code", + "source": [ + "queries = []\n", + "vectors = []\n", + "\n", + "queries.extend(queries_weather + queries_sports + queries_books + queries_restaurant)\n", + "vectors.extend([vec for query in queries_weather for vec in perform_search_query(query)])\n", + "vectors.extend([vec for query in queries_sports for vec in perform_search_query(query)])\n", + "vectors.extend([vec for query in queries_books for vec in perform_search_query(query)])\n", + "vectors.extend([vec for query in queries_restaurant for vec in perform_search_query(query)])\n", + "\n", + "compute_tsne(vectors, queries)" + ], + "id": "ca98ceb378684c68", + "outputs": [ + { + "data": { + "text/plain": [ + "
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