{ "cells": [ { "cell_type": "markdown", "id": "27a090ed-2cb0-4e27-a5de-8be22cee69df", "metadata": { "tags": [] }, "source": [ "# Consolidation of intersections" ] }, { "cell_type": "markdown", "id": "c00d13a4-7ca3-46bb-b1fb-90c7e5b730d2", "metadata": {}, "source": [ "Whereas routing and transportation analysis of street networks must take into account precise street segment directionality and multiple street lanes, morphological analysis in these graphs considers only a coarsened version of their geometry. Details such as four-way intersections, transit exchanges, and roundabouts are often considered geometric \"noise\" and must be cleaned prior to analysis.\n", "\n", "A particular issue arises when considering the intersection of multi-lane streets. Two perpendicular two-lane streets will intersect in four points, often creating a dummy city block---a polygon enclosed by street segments---in the network. This artifact can influence metrics on urban form such as block area or block eccentricity. We would prefer that these intersections were consolidated in a single vertex.\n", "\n", "The following code exemplifies a simple process for intersection consolidation in street networks using `momepy.consolidate_intersections()`." ] }, { "cell_type": "code", "execution_count": 1, "id": "7c27950a-d474-4d1b-85dc-1e3aaced5d8d", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:44.687223Z", "iopub.status.busy": "2024-06-14T22:02:44.687113Z", "iopub.status.idle": "2024-06-14T22:02:45.635349Z", "shell.execute_reply": "2024-06-14T22:02:45.635065Z" } }, "outputs": [], "source": [ "import momepy as mm" ] }, { "cell_type": "markdown", "id": "aa802b6f-8dcc-4a4e-ac87-a3c5874f4b29", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "markdown", "id": "b1bf3529-c7cb-4ca6-8f1d-a29175704796", "metadata": {}, "source": [ "For this example we will fetch some data from [OpenStreetMap](https://www.openstreetmap.org/#map=6/40.007/-2.488) (using `osmnx`). The function default arguments for attribute naming are configured for such source. However, any user-defined street network can be passed as input to `consolidate_intersections` as long as it satisfies two conditions:\n", "\n", "1. All nodes have attributes determining their x (`x_att`) and y (`y_att`) coordinates;\n", "2. All edges have attributes determining their origin (`edge_from_att`), destination (`edge_to_att`), and geometry.\n", "\n", "These attribute names can be passed as input to the function.\n", "\n", "We download a 1-square km street network from New York, USA, and reproject to its local CRS." ] }, { "cell_type": "code", "execution_count": null, "id": "77447ca3-58f2-4bfb-819d-035817bfbca7", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:45.637284Z", "iopub.status.busy": "2024-06-14T22:02:45.637055Z", "iopub.status.idle": "2024-06-14T22:02:46.299198Z", "shell.execute_reply": "2024-06-14T22:02:46.298803Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/2f/fhks6w_d0k556plcv3rfmshw0000gn/T/ipykernel_93532/1626776931.py:10: FutureWarning: The `get_undirected` function is deprecated and will be removed in the v2.0.0 release. Replace it with `convert.to_undirected` instead. See the OSMnx v2 migration guide: https://github.com/gboeing/osmnx/issues/1123\n", " graph_undirected = ox.get_undirected(graph_projected)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import osmnx as ox\n", "\n", "center = (40.783169, -73.978315)\n", "radius = 500\n", "\n", "graph = ox.graph_from_point(\n", " (40.783169, -73.978315), dist=500, network_type=\"drive\"\n", ")\n", "graph_projected = ox.project_graph(graph)\n", "graph_undirected = ox.convert.to_undirected(graph_projected)\n", "\n", "fig, ax = ox.plot_graph(graph_undirected)" ] }, { "cell_type": "markdown", "id": "2685b409-c75d-486b-84c7-57297f53b872", "metadata": {}, "source": [ "One of the streets has two parallel lanes creating the problem described above." ] }, { "cell_type": "markdown", "id": "8032deea-1b1f-4b41-b89b-5d151b863351", "metadata": {}, "source": [ "## Default behavior" ] }, { "cell_type": "markdown", "id": "32156d83-ca5e-43cb-a578-d780e6ff4004", "metadata": {}, "source": [ "In addition to the graph, the function also receives as argument a `tolerance` value. This is the critical length of street segments in the processed network: any segment below such value will be collapsed. Values between 20 and 30 (default) meters work well." ] }, { "cell_type": "code", "execution_count": 3, "id": "010fb5bb-8dfb-49a7-8d9f-fd78443f5c21", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:46.301252Z", "iopub.status.busy": "2024-06-14T22:02:46.301051Z", "iopub.status.idle": "2024-06-14T22:02:46.337201Z", "shell.execute_reply": "2024-06-14T22:02:46.336940Z" } }, "outputs": [], "source": [ "consolidated_graph = mm.consolidate_intersections(\n", " graph_undirected, tolerance=30\n", ")" ] }, { "cell_type": "markdown", "id": "19b96ac2-caee-4488-af3f-9a171eca8e79", "metadata": {}, "source": [ "The graph maintains all its attributes, and can be drawn using the same functions:" ] }, { "cell_type": "code", "execution_count": 4, "id": "5e423039-f9e9-4e74-bd42-8422e60ee0bf", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:46.338860Z", "iopub.status.busy": "2024-06-14T22:02:46.338773Z", "iopub.status.idle": "2024-06-14T22:02:46.383745Z", "shell.execute_reply": "2024-06-14T22:02:46.383484Z" } }, "outputs": [ { "data": { "image/png": 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dOhU//PADjh8/TnU4ao/NZiM+Ph5//vOf0bdv35e+Nnz4cJ0/P0kVHx8fCAQC2NnZ4ejRo5BIJGhsbATwx/lBBoOBR48eURwloe06mgDSlR2IrggKCoK5uTmys7OpDoUgNAqNRoNQKMTFixdJ8tdBzc3NkEgkYLFYr30tIiKCgogIAKitrcWqVauwZ88e9OzZEwsXLsSgQYPw3//+F2fPnsX58+exfv16sNlsqkMlCJIAKgKdTkd8fDyOHz9Ozt0QRCf5+/vDyckJIpGI6lA0ztGjR197zNHREe7u7hREQwBAa2srysvLkZaWBolEgpEjR+LTTz+FgYEBmEwmRo4ciZkzZ1IdJkGQBFAR/P39YW1tTVb/CKKTGAwG+Hw+Tp48iQsXLlAdjsb55ptvcOfOHfm/JRIJjh8/jmnTpuGTTz6Bvb09hdHptmfPniEvL++N58FjY2MpiIggXkYaQXcTjUZDQkICTp06RQ79EkQnhYWFwcLCAlu3bqU6FI2UkJCAn376CVKpFJcuXcLZs2cBAH5+fuDz+ZgzZw6qq6shlUpx9+5daoPVUW861qCvr4++fft2usE3QSgSSQC7ydPTE/b29ti3bx/VoRCERmGz2UhMTERFRQU5OtEFba89p06dem334fjx4zh58uRLM4aLi4uRnZ2NpqYmiiLWTdu3b8fUqVPRq1cvAMCZM2dw8OBBjB49GleuXIFIJJIn7gShSiQB7KawsDBcu3aNbF8RRCfFxMSAzWZDJpNRHYpGGj58OFpbW7F79+43fr21tRWlpaWoqqpCdHQ04uLiEBISgpycHBQWFqKlpUXFEesmZ2dnZGZm4p///Cdu3ryJI0eO4MWLF3Bzc4NAIMDUqVNx6tQpiMViXLt2jepwCR1CEsBuMDU1Re/evcnIN4LoIAMDA4wbNw7+/v6wsrLC9u3b5c2MiY6LjIyEqakpioqK8OTJk3d+79OnT+UjyxITE8HhcBAREYGMjAxUVFSQnotK1Fbhfu7cudfeJ9oqgn19fcHn8zF37lxUVVVBKpW+dK6TIJSFJIDdEBISgufPn6OqqorqUAhCI+zevRsxMTHyf1+4cIFU/3YSnU6HQCBAc3Mzfvvttw7/3KNHj3Dw4EEUFhaCx+Nh6NChiI6OhkQiwcmTJ5UYse4KDAxEjx49sG7durd+z4kTJ1BbW4v+/fuDw+Fg4cKFKCkpQXZ2NukZSCgVaQTdRTQaDZ9//jnOnDmDX375hepwCELtBQYGIisr66XHmpqa0KtXLzKzthMGDx6MiIgI7Nu3DyUlJV2+jqOjIwQCATw9PeWJ+MWLFxUYqW5jMplYuHAhrl69ih9++KFDP8NisRAVFYX4+HgAQF5eHvLz88l2PdEppBG0knl5ecHc3JzMLCWIDnpT81s9PT2YmppSEI1m0tfXR2hoKO7du9et5A8Arl69ik2bNmHTpk3Q09PDZ599hnHjxsHW1lZB0eq28PBwmJqaQiwWd/hnWlpakJOTg6VLl6KsrAyJiYlISUlBaGgo6HTydk0oFlkB7KLx48fD3Nwcq1evpjoUooOsra0xcuRIGBgYYM+ePaRwR8VoNBqKi4vh5eUlf+zkyZPIzMxEfn4+8vLy8PTpUwojVH8TJ06El5cXNm/ejDNnzijsujQaDX379gWfz4e5uTkqKiogk8nI+cwu0tfXR0pKCo4dO9atDhEWFhbgcrkIDAzE7du35X0eCeJdyCxgJTI1NcWf/vQn7N+/n6wAagh7e3tkZWXJG+M2NTVh4MCB5Pymik2dOhUjRozAo0ePkJeXh02bNiEiIgJRUVFobm5GZmYmjhw5gufPn1MdqtqxsbHBggULcO3aNaV98GQwGAgPD0diYiL09PRQUFCA3Nzc9xaaEC/j8/mIiopCWloaHjx40O3r9ejRA3w+H71798alS5cgEolw/vx5BURKaCOSACpRYmIi4uPj8Z///IecXdIQn3/+OT7//POXHhOLxZg0aRJ5c1MRW1tbzJs3740fnMzMzMDlchEcHIzGxkZIpVLSJPcVc+fOhb29PZYtW/bG6RKKxGazERsbi5iYGLS0tCA7OxslJSV49uyZUu+rDUxNTbFo0SIUFBRAKpUq9Nru7u4QCoVwdnZGXV0dxGIxrl+/rtB7EJqvowkgqQLuJBqNhv79+6OmpoYkfxrE3Nz8tcd8fX3xj3/8A1evXsWZM2dQWVmJ33//XfXB6Qg+n487d+6gvLz8ta/du3cPe/bsQX5+PgQCAWmS+wpvb2/Y29ujrq5O6ckfADQ3N0Mmk6GkpARJSUkQCoWIioqCTCZDVVUVSczfISkpCS0tLcjNzVX4tc+dO4d169bB399fPumlqqoKMpmMTHohOo2sAHaSh4cHpkyZgq+//hqXLl2iOhyig4KDgyGRSMBgMOSPff7556iqqoKHhwe8vLxgaGiIs2fPIisriyQdCubs7IyZM2di9+7dqK6ufu/3u7m5QSgUwsXFhTTJBfDXv/4VhoaG+Ne//kXJirWNjQ34fD78/Pxw7do1iEQinD59WuVxqDsbGxvMnz8fhw4dQmFhoVLvRafT5ZNeDAwMyKQXQo5sASvJqFGjYG9vj5UrV1IdCtFJXC4XX331FVpaWrB27Vps375d/jUmkwk/Pz9ERUXB2dkZp0+fhlgsRkNDA4URa4+pU6fC0NAQq1ev7tTqUdtMWysrK1RXV0Mmk+lck9yoqCgMHDgQhYWFlDedd3Z2RnJyMtzc3HD27FmIRCJcuXKF0pjUydixY+Hg4IDly5er7Byrnp6efNLLixcvyKQXgiSAymBoaIi//OUvkEgkyM/PpzocoguWLFkCmUyGgoKCt35PW2d+W1tbHD16FFKpVCXbbtrK09MTkydPxpYtW1BXV9fpn6fT6fImuYaGhjq10kGn07F48WK8ePECX3zxBdXhyPXu3RsCgQD29vaoqamBRCLR+b8RFxcXzJgxo8Or3IpmZGSExMREhIWF4dGjR2TSiw4jCaASREVFQSgU4ssvvyQd2jWQnp4e/vnPf2LXrl04evToO7+XTqejX79+4HA4MDY2xpEjR5CZmYmHDx+qKFrtQKPRMHPmTDx79gzffPNNt67FYrEQExOD2NhYANCJlY62ps979+5Vu44DNBoNwcHB4HK5MDEx0fm/kenTp4PNZmPNmjWUnpG0tLQEl8tFUFAQbt68CbFYTCa96BhSBKIEISEhOHnyJEn+NFRbw+GOtGVobW1FWVkZqqqqEBkZiYSEBPTr10/er44UAHWMn58fnJycup38AX80ydWlmbb6+voICwvDvXv31C75A4AXL16goqICR48elf+NBAcH62RPRx8fH7i5uWHTpk2UF8g0Njbixx9/lBdUjR8/HhcvXsThw4fJpBfiJWQFsIPaDrFv3ryZHH7WUG5ubpg+fTqWL1+OW7dudepnDQwMEBcXh6ioKDx9+pS0xegAOp2O+fPn4/bt29iyZYvCr29paQkej4fAwEDcuHFD62baTpo0CZ6envjuu+80oijJwMAA8fHxiIyM1KmejjQaDfPmzcODBw/w3XffUR3Oazw8PCAQCODk5ISTJ09CLBbj5s2bVIdFKBEZBadgkZGRuH37tkK77xOqZWJiAgBdmm7w+PFjiMVipKWl4fjx4xAKhVi4cCGCg4NBo3Xob03n9OvXDzY2NpBIJEq5fmNjI3bv3o3Vq1fj/v37GD9+PD799FO4uroq5X6qZGNjA09PTzQ0NGhE8gf88TciEomwbNky1NXVYeDAgZg/fz769u2r1X8jwcHBsLOz69TIN1Wqr6/HunXrsHPnTtjZ2WHevHkYOnQozMzMqA6NoBhZAewAY2Nj/OlPf4JYLH5n8QCh3qKiosDn8/GPf/yj29eytrYGn8+Hv78/rl+/DolEgtraWgVEqR2YTCZSUlJw/vx57N69WyX39PT0hFAohIODA06cOAGJRKKxKx3z5s2DnZ2dSpo+K4udnR0EAgF8fHy0tqcjk8nEokWLcPHiRezatYvqcN6LwWAgNDQUSUlJYLPZKCwsRG5uLh4/fkx1aIQCkTOAChQaGorW1lZUVFRQHQrRDSYmJgoZywQAv//+O3bs2AEnJycIhUJMmDABFy5cgEgkIudsAERERMDY2BgymUxl9zxz5gzq6+vlM23nzZunkTNtvb29YWdnh9raWo1N/gDgxo0b2Lp1q7yn49SpU7Wup2NkZCRMTEwUPvFDWZ4/f47i4mJUVFTIJ72EhYUhOzsbRUVF5EiLjiErgO9Bp9Px+eefo66uDnv37qU6HKIbRowYAUtLS4UUJLyq/erTyZMnIZFIcOPGDYXfRxOw2Wykpqbi2LFj2LdvHyUxtJ9py2Kx5CsdmjD2r63p85IlS7SqkMLX1xcCgQA2NjaoqqqCVCrV6J6OBgYGSE1NRVVVFQ4cOEB1OF1ibGwsbx3z4MEDyGQyVFZWUl7IQnQPWQFUEF9fX5iZmaG4uJjqUIhuUuQK4Kvarz7xeDzMnTtXZ0c0xcbGgsViITMzk7IYnj9/jsLCQpSXlyMuLg7R0dEIDQ1FdnY2iouL1bYwISoqCiYmJsjPz9eq5A8ATpw4gdraWnlPx4ULF6KkpARZWVka2dMxPj4edDodWVlZVIfSZQ8fPsSBAwdQWFgIHo+H4cOHIyYmhhxp0RFkBfA9Zs6ciZaWFnz77bdUh0J007x583D27FmlT1NgMBgICQlBUlKSzo1oMjY2RkpKCoqLi9XqULyJiQk4HA769++P+/fvQyqVorq6Wq1WOtS16bMysFgs+fQKQPN6OpqZmWHRokXIzc1FRkYG1eEoTNuRll69euH8+fMQiURk5KkGIo2gFaBtgsF3332H+vp6qsMhuumLL75ATk6OUoa0v0nbiKa2xsV5eXnIz8/XmDe5rhg4cCCCg4OxdOlStTxY3n6mbUNDA8Risdq0dRoyZAjCw8Px66+/4siRI1SHoxJGRkZISEhAeHg4mpqakJGRgfLycrXv6Ths2DD07t0bS5cu1bqVWuD1giqxWNzp1lkEdUgCqACffvop6HQ6vv76a6pDIbqJxWLhX//6F3788UdUVVWp9N7t3+QeP34s74+m7m9ynWVhYYGFCxciIyMDOTk5VIfzTi4uLhAKhXBzc0N9fT1EIhGuXr1KWTyGhob429/+hvv37+N///sfZXFQxcLCAjweTz69QiKR4MSJE1SH9UZ2dnaYO3cuDh48qNVHg2g0GgICAsDj8WBubo7y8nJkZGRoVEGVriIJYDe5u7tj2rRpXZ5fSqgXKysrpKSkYOPGjZS1orCwsACXy0VgYCAaGxshlUpx7NgxtdqG7I7hw4fD09MTaWlpGrPK6ePjA4FAADs7O0rnPrc1fd64cSPOnTun8vurCwcHBwgEAnh5eant9Irx48fD1tYWK1euVNuzpIqkyQVVuooUgXRTYmIiGhoaSPKnJczNzQGA0oKMO3fu4KeffkJeXh74fD5Gjx6NK1euQCwWa/wRAzs7OwQFBWH//v0ak/wBQG1tLU6dOiWfabtgwQKUlpYiMzNTZSMf7ezs4OnpiatXr+p08gcADQ0N2Lx5s3x6xWeffaZW0yt69uyJPn36YOfOnTqR/AEvF1S1tY5pK6gi05A0G1kBfAMXFxfMmDEDP/zwA44fP051OIQChIWFYdCgQfj73/+uNluvPXv2hFAohKurK86cOQOxWEzpNmR3TJgwATY2Nhq9KsJisRAZGSmv7mw7s6nsM17z58+Hra0tli5dqtFtURSNRqPB398ffD4fFhYWatHT8bPPPgODwcC6deu0ZuW+s0xMTJCUlISQkBDcv38fMpkMVVVVOvv/Qx2RLeBumDRpEszMzJCenk5+qbXEgAED0Lt3byxfvpzqUF7Tp08f8Pl82NnZoaamBlKpFL///jvVYXVY23GJHTt24NixY1SH020GBgZISEhAZGSk0s9s9u7dGxMmTMDJkyexfft2hV9fGzAYDISFhSExMZHS6RW+vr4YN24cpcdI1En7aUjXrl2DWCzGqVOnqA6LAEkAu8zNzQ3Tp08nq39aZsKECQCArVu3UhzJm9FoNPk2pImJCcrKypCZmam0voWKQqPRMGPGDLx48ULriqXMzc3B5XIRFBSExsZGSCQShSe42tr0WRnYbLZ8C/LZs2fyno6q2IKk0+mYN28e7t69i82bNyv9fprE2dkZQqEQ7u7uOHv2LEQiEa5cuUJ1WDqNJIBdNH36dLBYLKxdu5bqUAgFWrhwIerq6nDo0CGqQ3knJpOJiIgIxMfHa8SB6759+2L06NHYsGEDzp8/T3U4SmFvbw+BQIDevXvj8uXLEIlECjmrFxMTgwEDBiA/P1/tfy/VibGxMZKSkhAaGooHDx5AKpUqfQsyJCQEQ4cOxerVq9HQ0KC0+2gyb29vCAQC9OjRQyN3MrQJSQC7wMvLC5MmTcLmzZvVpjcY0X0sFgtLlizB3r17UVZWRnU4HaKvr4/Y2FhER0erfLWjoxgMBhYsWIAbN25g27ZtVIejdO7u7hAKhXB2dkZdXR3EYjGuX7/epWvR6XQsWbIEz58/x+LFixUbqI6wtrYGj8dD3759cf36dYhEIqVsQbJYLKSkpODs2bP48ccfFX59bUKj0RAUFAQulwtTU1ON2cnQNiQB7IJZs2bh2bNnSpkVS1DH2dkZM2fOxJo1azSuyKL9gesHDx4gIyMDlZWValHIEhUVhQEDBmDlypU61SS2rTDB0tJSPtP23r17nbrGhx9+iLCwMPzyyy8a86FEXbXfgjx37hxEIhEuX76ssOvHx8eDw+Fg+fLlpEing5hMJsLDw5GQkAAWi4X8/Hzk5eWhubmZ6tB0AkkAO6ntgO+3336r860YtE1bBfA//vEPja1Qtba2BpfLRUBAAG7cuAGJRIKTJ09SFo++vj5SUlJw/Phx7N27l7I4qEKn0xEaGoqkpCTo6+vLx/11pDBB15s+K4u3tzeEQiHs7e1x7NgxSCSSbm9BGhoaIjU1FeXl5fjtt98UFKnu0NfXl8/ibm5ulreO0dTXYU1BEsBOYLFYmDdvHm7fvk0O+GqhDz/8EC4uLli1ahXVoXSbo6MjBAIBPD09cfHiRYjFYkrO3gkEAkRGRiItLU2nt3f09PQQExOD2NhYtLa2ymfavmurfvLkyfDw8MC3336rtecmqdK2Bcnj8RRSTDVgwACEhIQgLS1NZX0htZGpqal8FvedO3cgk8lw9OhR0mVDSUgC2Al8Ph/R0dFIT0+nZAoAoVwzZ87EzZs38fPPP1MdisK0Ncp1cnLq9nm0zjIzM8OiRYuQm5uLjIwMldxT3RkbGyMxMRFhYWF4+PAhZDIZKioqXnuDs7Ozw7x583D16lVSaKZEbcVUCQkJYDKZXdqCbBttmJWVhaysLCVGqztsbGwgEAjg6+uLhoYGiEQinDlzhuqwtA5JADvI1tYWc+fORVZWFjIzM6kOh1AwJpOJxYsX49ChQ1o3t7OtUS6Px4OlpSWqq6shk8mUfk5p2LBh8Pb2RlpaGmld8gorKyvweDz5Vr1YLEZtbS28vb3B4XDg7++Pu3fv4quvviLnyVRAX18f8fHxiIqKQnNzM7KyslBaWtqhLcgRI0bA09MTS5cu1ajpNprAxcUFycnJ6Nmzp8Y3wVdHJAHsABqNhmnTpsHIyAirVq0i5xK0UFtfx1WrVuHatWtUh6MUdDodISEh4HA4MDAwQGlpKbKyspSyZWVvb485c+bgwIEDKCkpUfj1tYWTkxOEQiF69eoFU1NTDB8+HAwGA8Af4+eioqIojlC3mJqagsvlol+/frhz5w6kUilqamreugXZ9nu+f/9+lJaWqjha3aEus7i1DUkAO6B///4YNmwYKfzQYvHx8YiPj8eSJUu0/rwJi8VCdHQ04uLiQKPRlDLKbOLEibC0tMTKlSvVohJZ3Xl5eUEkEsHCwuKlxwcOHIjCwkKKotJdtra2EAgE6NOnD65evQqRSPTGOdyffPIJrKysyO+5CrzaBL/tA+zDhw+pDk1jkQTwPYyMjLBgwQLU1dVp1dkw4mWffPIJ6HS6ThX3GBoaIiEhAREREXjy5Emntr3excPDA1OmTMH27dtx4sQJBUWr/a5evQoDA4OXHps1axZ27txJUURE+zncp0+fhlgsBo1Gw+TJk+Hi4gIWi4W0tDQyDUqFmEwmIiMjkZCQADqdLj+3SY6ZdB5JAN9j3LhxcHV1xcqVK0l1l5ai0+n4xz/+gdzcXGRnZ1MdjsqZmZmBy+UiODi4Q9te70Kj0eR9MtevX6+EaLXX+vXrMXLkSPm/m5ubsW3bNmRmZiI3N5f0RqNQnz59IBAI4OLigiFDhsDU1BQA0NraismTJ2P//v0UR6h7DAwMEBcXJz+32TaLmxzR6riOJoB0ZQeijoKDg+Hr64u9e/eS5E+LOTo6Ql9f/41bPLrg3r172LNnD9LT03Hjxg2MGjUKs2fPhpeXV6evFRAQAEdHRxw+fFgJkWq37OxsnDhxAjdu3EB+fj6GDh2KrKwsREdHIzU1FVFRUfLzgYRqnTx5Eunp6WhqapInf8AfHx4//fRTCiPTXY8fP4ZYLMayZctQV1eHgQMHYv78+ejbty9otA7lNUQHMakOQNXMzMwwaNAgVFZWkm0sLefh4YEnT57ofHXZzZs3sW3bNri6ukIgEGDSpEk4e/YsxGJxhyYmMJlM8Pl8HD9+HBcvXlRBxNpDX18fAQEBOHz4ML788suXvlZcXAwOh4MBAwYgKioKUqmU9EajQGtr6xsLxKysrKCnp0e2ICnS9gE2Pz8ffD4fo0ePxpUrVyASiXD27Fmqw9MKOrUFTKPRMGnSJNjY2CA9PR1PnjyhOiRCiaZMmYKWlhZs3bqV6lDUio+PD/h8Puzt7XH8+HFIJJJ3jnKLiYmBQCDAypUryXD3TpowYQJ69+6NzZs3v7XfGemNRj1HR0eUlJTAyMhI/lhWVhaqq6sVdoaW6J43ndtsaGigOiy1RM4AvkFkZCQGDRqE7777Tme3BXWFgYEB/vrXv+Lw4cMoKiqiOhy1035ou5mZGcrKypCRkfHaxAR9fX2kpqaipqYG+/btoyZYDWVlZYVFixbhxo0bSE9Pf+/3k95o1NHT08P//vc/eHp6yleesrOzweFw0K9fP9y9excymQzV1dVkhZZibec2bW1tUVVVBZlMhsbGRqrDUiskAXyFnZ0dZs2ahbKyMhw4cIDqcAgla5v/++WXX5J2Au/w6tD2vLw85OXlwd3dHR999BHs7e3x5MkT/Otf/9LpkW9dMXv2bDg4OGDFihXvXGF91au90SQSCXmDU7LExEQkJiZi2bJluHv37ktfs7GxAZ/Ph5+fH65duwaxWIxTp05REygB4I8zmv369QOXy4WhoaFSe59qIpIAtsNkMjFr1iwAwNq1a985p5PQDp999hkeP36MLVu2UB2KRmg/McHGxgYffvghWCwWAOD27dsICwsjSUgnuLm5Ydq0aaivr8emTZs6/fN0Ol3eG83Y2BilpaXIzMwkb3BKYGRkhNTUVJSWlr6zyMnZ2RlCoRDu7u44f/48RCIRLl26pMJIiVexWCxERUUhPj4eAOS9T3V9cgtJANv54IMPEBYWhrVr1+LGjRtUh0MomZWVFVJSUrBz507U1NRQHY5GMTMzw2+//QZfX9+XHv/73/+OdevWURSV5vn8889hZmaGf//732hqaurydVgsFiIjIxEfHw86na6U5t66buDAgQgODkZaWlqHnisvLy8IBAI4ODjgxIkTkEgkuHnzpgoiJd6mfe/Tx48fIyMjA2VlZTrbxLujCaDWVwF7eXkhOjoaBw4cIMmfjggODsaTJ09w8uRJqkPROPfu3Xvjm6CLiwsF0Wim4OBgWFhYoLy8vFvJHwC0tLQgNzcXR44cQUJCAhISEhAeHi7vjaarb3CKYmlpibCwMMhksg4/V6dPn8aZM2cQEBAALpeLefPmobKyEjKZDPfu3VNyxMSbNDU14dChQygsLASXy8XgwYMRHR0NiURCmnm/g1b3ATQzM8Pw4cNRV1dHCgF0BI1GQ79+/XD06FGy1d9Fu3bteunfz549g5mZGSZOnIgePXpQFJXmGDhwIFpaWvDrr78q7JqPHz/G4cOHsWzZMpw+fRqDBg3CggUL4O/vr7B76CIej4dHjx51+v3hxYsXqK6uxooVK3Dw4EF4e3tj0aJFSE5OhqGhoZKiJd7n7t27+Pnnn7F69Wrcvn0bY8eOxYwZM+Du7k51aGpJa7eA2Ww2PvvsM+jp6WHdunXk7IyO8Pb2xsSJE7FmzRpSQdlF9vb2WL9+PWxsbHD16lWsXr0a9+/fB4/Hg42NDaqqqiCVSnHnzh2qQ1U7PB4PiYmJkEqlyMrKUtp97O3tIRAI0Lt3b1y+fBkikYjMM+8kBwcHzJkzB7/88gvKysq6dS09PT3ExMQgNjYWL168QG5uLgoKCnT+LBrV3N3d5ZNe6urqIBaLcf36darDUjqdPgNIp9MxYcIEuLi4YP369eR8hg4ZP348TE1NsXbtWqpD0VgTJkyAjY0NVqxY8dIWI51OR//+/cHhcEjl3RswmUwsXrwYT58+xT//+U+V3LP9G9ypU6cgFovf2NSYeN2kSZNgbm6O9PR0hW2lGxkZybfpm5qakJmZqdNn0dSFn58f+Hw+rKysUF1dDZlMptUfYHU6ARwyZAhCQkKwefNm0jFch1hYWCAlJQX79+9HaWkp1eFopJ49e+LTTz99ZwFN+8o7Go1Ghrb/fyNHjkRQUBB27dqFo0ePqvTeuvYG110eHh6YMmUKtm3bppSzwhYWFuByuQgMDERjYyOkUimOHTtGeghSiE6nIyQkBBwOBwYGBiguLkZ2dna3z+mqI51NAKOjo/HBBx9gz549KC8vpzocQgXaWmYEBASgR48e+Oqrr8jWSxfNmDEDdDod69ate++blaGhIeLj4xEREYHm5madnphgbGyMv/zlL7hz5w7S0tIoiUGX3uC6g0ajYebMmXj+/DnWr1+v1HvZ29uDz+fDx8cHV65cgVgsJkMIKMZiseTb9QCQk5ODwsJCrXrP0MkEMDg4GCNGjEB2djYkEgnV4RAq4Obmhp9//ll+yDcrKwvDhw8nn7S7wM/PD2PHjsW3337bqfNkZmZm4HK5CA4Oxp07dyCTyXRupu20adPg5uaG9evXU94bTk9PD9HR0YiLi8OLFy+08g2uO/r27YvRo0fjm2++wYULF1Ryz/ZjzMiUF/Xw6na9TCZDRUWFVmzX61wC6OvrizFjxqC8vFyh1XeEetuyZQsGDRr00mMff/wxpFIpRRFpJjqdjgULFuD333/vcvNsW1tbCAQC9OnTBw0NDRCLxTh9+rRiA1VDPXr0wJw5c3D58mV8/fXXVIcjZ2RkhMTERISFheHRo0fIyMjQmje4rmIwGFiwYAFu3LiBbdu2qfz+7ae81NTUQCqVkvnaFLOwsACPx0NQUBBu3rwJiUSCEydOUB1Wt+hUAujh4YFPPvkEJ06cwO7du3Vq5UHXlZeXv1bi/9///hfLli2jKCLNFB4ejkGDBmHVqlXd7pfp6uoKgUAANzc3nD17FmKxGJcvX1ZQpOpnwYIFsLGxwVdfffXaGDF1YGlpCR6Ph8DAQNy8eRNisVhne2RGRERg4MCBSE9Pp6w4kEajyae8mJiYoLy8/I1zuAnVcnBwAJ/Ph7e3Ny5evAiRSKSyFWJF05kE0MXFBVOmTMG5c+ewfft2nTx/pMvWrFmDMWPGvPTYjh07sGnTJp3bhuwqNpuNlJQU1NXVYc+ePQq7ro+PD/h8Puzt7XH8+HGIxWKtW+3w8fHB+PHjceLECfzwww9Uh/NODg4OEAqF8PT0xIULFyASiXDx4kWqw1KZtt/z2tpa/PLLL1SH89oc7sLCQuTm5uLJkydUh6bTevXqBaFQCCcnJ9TW1kIsFmvcEAmdSAADAwPx0Ucf4erVq9i8eTM546KDrK2tIZVK0bNnTzx69AgbN27E+fPn4evri6tXr0IkEpFD1+/B5XIRGxuLtLQ03L9/X6HXptFoCAoKApfLhampKcrLy5GZmanw+1Dlr3/9KwwNDbFkyRKNqYL28PCAUCiEo6MjTp48CbFYrBOtsjgcDuLi4rBs2TK1mtjBZrMRFxeH6OhoPHv2DDk5OSgqKiKN7ClEo9Hg7+8PHo8HS0tLjZv0otUJIIPBwIABAxAZGYnKykrs3buXJH86qu1A97Zt23D+/Hk8fvwYwB/bkMnJyXB1dcXp06chEolIf7Q3MDExQUpKCgoLC5VaONV+tUNPT0++2tH2fGmiqKgoDBw4EAUFBfjtt9+oDqdTaDQa+vbtCx6PBwsLC1RUVEAmk2lNYv4qY2NjpKSkoLi4GGKxmOpw3sjExASJiYkIDQ3FgwcPkJGRgcrKSp0+s0k1BoOBkJAQJCUlQV9fH0VFRcjJyVH71y2tTQBNTU0xZswYODo64uDBg6Tfmw6j0WiYPXs2Hj16hE2bNr3xe3x9fcHn82FtbY3q6mpIpVK1PKdFlQ8//BB+fn5YunQpmpublX4/bVntoNPpWLx4MV68eIEvvviC6nC6jMFgICwsDImJiWCz2SgsLEROTo7WbUMOHjwYgYGBWLp0qdq/eVtZWYHH4yEgIAA3btyAVCrV+KIETdd+0ktrayuys7PV+nVLKxPAvn37YsiQIXj69Cl27Nih1QfLifdrW/1bv379O88yvTrBori4GFlZWWr/RqBsNjY2mD9/vnyIuipp+mrHoEGDEBkZiQMHDmjFnHE2m43Y2FjExMTg2bNnyM7ORnFxsdq+wXWGlZUVFixYAIlEgry8PKrD6TBHR0fw+Xx4eXnh4sWLEIvFOH/+PNVh6TRjY2N5Zf3Dhw/lrWPU7ay5ViWAhoaGGDx4MAICAnD06FHs37+fNDfVcW1tS27duoWtW7d26Gfa90fThE9xyjZ+/HjY2dlhxYoVlBVPvbraIZFI1L5CVU9PD1988QWamprwn//8h+pwFMrExARJSUkICQnBgwcPIJVKUVVVpXZvcJ0xatQouLq6YtmyZRr5t96rVy8IBAI4OzuTcX9q4tXXLbFYjNraWqrDktOaBNDb2xtDhw4Fk8nEvn373jqeitAtoaGh+Oijj7Bq1apOvxgaGRkhKSkJYWFhePDgAWQyGSorKzX6Ta6z2ka+UTG27E0cHR0hEAjg6emp9qsd48ePh4+PD7Zs2YJTp05RHY5SWFtbg8fjoW/fvrh27RrEYrFG/rc6OTlh1qxZ+Pnnn1FRUUF1ON3Sftzf0aNHIZPJ0NjYSHVYOs3R0RFCoRAeHh5qVVmv8QmgsbExBgwYgKCgINTV1eGXX34hfZIIAH/8bixYsAC1tbX4+eefu3wdKysr8Pl8jX+T64rOjHxTJQ8PDwgEAjg5OaGurg5isRjXr1+nOiw5CwsLpKam4ubNm1i5ciXV4Sids7MzhEIh3N3dce7cOYhEIo06ejN16lQYGRlh1apVavV73lWvHmc5cuQIMjMz8ejRI6pD02menp4QCoVwcHDAiRMnIBaLcevWLcri0dgEkE6nIzw8HDweD8+ePYNIJNL4T26EYo0aNQq9evXCihUrFHIUwMnJCcnJyXB3d8fZs2chEolw5coVBUSqntpGvm3cuBFnz56lOpzXvNqCobq6GjKZDHfu3KE6NMycORNOTk5IT0/XuN5g3eHt7Q2hUAh7e3uNmWDh6emJyZMnY+vWrWq1PacILBYLkZGRiI+PB51OR35+PvLz81VSyEW8WVtlPZ/Ph7m5ubzBNxWV9RqZADo7O+PDDz+Evb09jhw5AolEovMH9YmX+fj4YMKECdi9ezeqq6sVeu32b3JHjx6FRCLRui0WRYx8UxU6nY6QkBBwOBwYGBigpKQE2dnZlK129OzZE9OnT8e5c+ewceNGSmKgUltPRx6PBxMTE5SVlSEzM1Mtd2baOgQ0Nzdjw4YNVIejNAYGBoiPj0dkZCSam5uRnZ2NkpISMhCBQq9W1hcUFKi8wbdGJYDGxsYQCATo378/rly5gn379mn1CgzRNWw2G/Pnz8f169eVlry0jWni8XgwNjZGaWmpVm2xKHLkm6qwWCx58Q4A5OXloaCgQOWNl1NTU2Fubo5///vfOl2ExmQyERERgYSEBDCZTOTn5yMvL0+tVp8CAwPx8ccf4+uvv8alS5eoDkfpTE1NweFw0L9/f9y9excymQzV1dVase2tqaisrNeIBJDBYCAyMhJJSUl4/vw5pFIpjhw5Qn5piTcaNmwY/P39sXLlSqX38mMymYiKikJ8fDxoNBry8vKQn5+v0Q3HlTXyTVUMDQ2RkJCAiIgIPH78GJmZmSgrK1PJakdQUBBGjhyJioqKbp071SYGBgaIi4tDVFQUmpubkZWVhdLSUspXnxgMBhYtWoSrV6+q/Xg+RbOxsQGfz4efn5/OnWtWV6+2vFJFZb3aJ4Cenp4YOHAgrK2tUVJSAplMRrZ7ibfy9/fHmDFjVF7N1z7paGpqQkZGBsrLyzWmX117bSPf1G0UVmeZm5uDy+UiKCgIjY2NkEqlOHbsmFJfUL/44guwWCwsXrxYI1uJKJOZmRk4HA769euHO3fuQCqVoqamhrIP8lFRURgwYABWrlxJ6UF8Kjk7O0MgEKBXr144f/48RCKRTqyEqjNVVtarbQJob28PPp8PHx8fnDt3DgcOHFCrKj9C/ZiZmWHevHk4ffo0du3aRUkMFhYW4PF4CAoKws2bNyEWi9W+X117bSPfioqK1HYUVmfZ2dlBIBDAx8dHqXOfk5KSwOVyIZPJkJmZqfDrawtbW1sIBAL06dOHsjncbDYbqampOH78OPbu3avSe6sjLy8vCAQCODg46NTcZ3XWvuhQWZX1apcAWllZgcPhICAgAI2NjZBIJDh27Fh3LknoABqNhqlTp8LS0hKrVq2ifJXYwcEBAoEAXl5euHDhAg4fPqwRn6zbRr6lpaVp3ZgvV1dXCIVC9OzZE2fOnIFYLMbVq1cVcm0mk4nFixejpaUFS5YsUcg1tV3Pnj0hFArlc7jFYjEaGhpUcm8ej4fo6GgsW7ZMa+cad9arc58rKyshk8k0ehdAG3h5eUEoFKJHjx44duwYJBKJwirr1SYBNDU1RWJiIkJCQvDw4UNkZmZq7BYaoXocDgeJiYnYuHGjWjUG9vDwQHJystr0fXoXKke+qZKPjw8EAgHs7OwU1qpk+PDh6Nevn1KqzrVdnz59IBAIYGtrK5/Drcyq+rZV7sLCQkgkEqXdR1MxGAyEhoYiMTER+vr68qp6XS5oohqNRkNgYCB4PB5MTU0VVllPeQJoaGgIHo+H8PBwAMCVK1eQk5ODu3fv4ubNmyqv4CM0j6enJyZOnAiZTIbs7Gyqw3kNjUZDQEAA+Hw+TE1N5X2f1K0txvjx42Fvb4/ly5dTfkBf2dqquLlcbrdblRgaGuJvf/sb7t69i6VLlyohWu1Hp9PRr18/cLlcGBoaorS0FFlZWUqpqh8yZAj8/f21cpVbkfT09BATE4OYmBgAQG5uLgoKCjS6wE3TMZlMhIeHIyEhASwWS946Rk9PDx999BH09fWxb9++DnduoDQBjI6OxgcffPDWr7e2tqKhoQFnzpzBkSNH1KLBK6FezMzMMGfOHFy+fBlbt25V68pwBoMhb4vBYrGQn5+P3NxctfiQo24j31Tl1VYlbS+onWlVMnXqVLi7u+Obb75Ri/FOmozFYsmr6gHFt/KxtrbG/PnzIRKJUFBQoJBrajsjIyMkJCQgPDwcTU1N8qp6sjtHHTabjfj4eERFRYHJZOLDDz+EnZ0dAOD+/fsQCoUdampOaQIYERGBwYMHQyqV4vTp03jw4AEeP34MfX19GBsbw9HREW5ubvDx8QGbzZaPfCKHUwngj1WD6dOnw8zMDKtXr9aYLQp9fX35H29zczMyMzNx5MgRSlfd1HXkm6ro6+vLW5W0tLQgJyenQ7247OzsMG/ePFy5cgXr1q1TUbTa79VWPhkZGQpJOsaOHQtHR0csX76cVGl3koWFBTgcjkqr6ol3MzU1xcqVK/Hhhx++9PiPP/6Izz777L0/T/kWcEewWCwEBgYiNjYW5ubmEIvFWn1GieiYAQMGICIiAhs2bNCouaNtzMzMwOVyERwcTGnBk7qPfFMlExMTJCUlISQkBA8ePIBMJkNlZeVb3+Tmz58PW1tbLF26lOxQKIGFhQW4XC4CAwNx+/ZtSCQSHD9+vEvXcnZ2xsyZM/HTTz+hsrJSwZHqjvZV9VeuXIFEIsGZM2eoDktnffXVV5g6depLj2VnZ2Po0KHv/VmNSADbMJlMCAQCREdHo7S0FPv27SOfPnRUW9Jy4MABFBUVUR1Ot7R/Qb18+TJEIhHOnTunknu3jXy7ffs2vv/+e5XcUxO078V1/fp1SCSS17ZUvL298cknn6C2thbbtm2jKFLd0KNHDwgEAnh7e+PSpUsQiUSdLvaaPn069PX1sXr1avK+oQDtq+rr6+shFovJZC4KRERE4ODBg6DT6fLH5s6di+3bt7/3ZzUqAWzTr18/DB06FJWVlRo5qYDoHisrK8yePRunT5/Gzp07qQ5HYdzc3JCcnAxnZ2fU1dVBJBIpfQxb28i31atXkz6bb+Dk5ASBQAAPDw9cuHABEokEH330EYYNGwZjY2NUVVVhypQpanGOUxf06tULAoEAzs7OqK2thVgs7tDfiLe3NyZOnIjNmzfj9OnTKohUd/j4+IDP58Pe3l5hVfVExzEYDHz33XcICgpCU1MTtm/fjvXr13foZzUyAQSA4OBgjBgxAj/88EOXtwQIzcNkMjFjxgywWCysXbtWreaKKoq/vz/4fD4sLS2V2otLT08PqampGjvyTZU8PT0hFAqRnJyM0NBQ+ePPnj1DdHQ0SSpUrP3fSFVVFaRS6Vv/Rmg0GubOnYtHjx5h48aNKo5UN9BoNAQFBYHL5ap1pwNtFBoaiiFDhiA9Pb3T9REdTQCZXYpMiSorK+Hv748BAwbg1KlTpDRdRwwaNAg2NjZYt26dViZ/AHDs2DGcPHkSoaGhSEpKQkBAAAoLC5GTk6PQthVxcXFgs9mQyWQKu6a2OnPmDOrr6zFu3LiXHmcymRg4cCCWL19OUWS66dixYzhx4oT8b6Rv374oKipCTk7Oa03gg4KCYG9vT4p0lOjFixeorKxETU2NvE1JUFAQioqKkJubS3ljfm3FZDKRlJSEmpoapRbHql0CCAC//fYbFi5ciICAAJSXl1MdDqFkwcHBCA0Nxc8//6z125XPnz9HcXExKisrERsbi5iYGISEhCA7OxvFxcXdrhg2MTFBTEwMCgsLSaf/Dnrx4gUuX76MXr16vfS4nZ0dDAwMyJucirW2tqKkpASVlZWIiYlBbGwsQkNDkZOTg/LyckyZMgXh4eEwNjbG3r17NbJQTNM8e/YMBQUFKCsrk79utT0nRUVFpPJawcLCwmBsbIyMjAyl3kfttoDbTJ48GQwGA99++60qb0uomJ2dHWbOnImamhqd3K5sX516//59SCQSHD16tMuH2bV55JsyJSYmYvfu3WAy//hMfOXKFfz2229obm5GdnY2eZOjkLGxMRITExEWFobExER4e3vLv3bkyBEIBAIKo9NN7Z+Thw8fIiMjAxUVFaSHoAKwWCz5EZ5ffvmlS9fQ2DOAbYKCgjBy5Eh8+eWXZCVDS+np6WHWrFl4/vw5vv76a53e7rexsQGfz4efnx8aGhogEok63YKhbeTb4cOHSTPcTpo2bRr69u2Lmzdv4uzZs9i7dy/odDqSkpIQGhraodYxhHJ5enqiuLj4papIAIiMjERdXR1FUek2KysreTufmzdvQiKR4MSJE1SHpdHi4uLA5XKxfPnyLreg0tgzgG3q6urQ2toKT09Psg2spYYOHQpTU1OsXbtWp5M/ALh16xZ++OEHuLi4IDk5GZMnT8aZM2cgEonQ0NDQoWsIhULcvXsXxcXFSo5Wuzg5OcHNzQ0nTpx4rcpu//79KCgoAJ/Px/DhwxETEwOxWEwSDgrcvn37jcm3ra0teT4ocvv2bezevRt5eXng8/kYN24cLl26BLFYrLKWV9qEzWYjLi4OZWVlKuk/Sn//t1Dj8ePHuHr1Kjw8PKgOhVCCiIgIBAQEYM+ePaS1QDuXLl3CN998g23btsnH4Y0cORIWFhbv/LmePXuiT58+kEgkWj/vV9FGjx6NFy9eYMeOHW/8+u3bt7Fz506sXbsWjx49wieffIJp06bB2dlZxZHqtsbGRuzbt++lx86cOYPk5GSMGzcOtra21ARGoKGhAd9//738yNa0adMwceJEODg4UByZZomOjgaLxUJ2drZK7qe2W8DAH8O9XVxcsHr1alXfmlAiJycnfPrppygtLcXBgwepDkdt0el09O/fHxwOB4aGhigtLUV2djYePnz42vd+9tlnYDAYOjvyrav69++PYcOGoby8vMNnUL28vCAUCtGjRw8cO3YMEomEfIhRkZEjR2Lo0KG4e/cuqqur8f3338PLywt8Ph/m5uaoqKiATCbD/fv3qQ5Vp/n5+YHP58PGxgbV1dWQSqVobGykOiy1ZmBggM8//xxlZWU4dOhQt66l8WcAgT/2wuPi4vDPf/5T1bcmlMTAwABz5szBgwcPsGHDBrJa1QEsFgtRUVGIi4sDg8FAUVER8vLyYGxsjNGjR6Nnz54wMDDAsmXLyOimTlqyZAnodDq++OKLTh1gf7U/WllZGTIzM0l/NCXq0aMHZs+ejf3796O0tPSlrzEYDHmbEjabjcLCQtKmhGJ0Oh39+vUDh8OBsbExSktLkZWV9cYPsATA5/MRFRWFr776Co8ePerWtTT+DCAA3L17F4aGhmCz2VrbG06X0Gg0jBgxAnp6etixYwdJ/jqopaUFOTk5KCkpQUxMDKKjo5GYmIiPPvoIlpaWAP5o07B161aSAHbCoEGDwGazcfDgwU5XL7bvjxYREYGEhAQEBwcjPz8feXl55PVKCYRCIW7fvo2ysrLXvvb8+XMUFhaivLwcsbGxiI6ORlhYGKngplBrayvKyspQXV2NyMhIxMfHo1+/figoKCB/I68wMjJCVFQUCgsLu538dYbangEEIG+AaG9vT3EkhCLExsbCx8cHP/74I6ns7oInT55AJpNh6dKlMDExkSd/wB+NQ2fPnk1hdJrF0NAQ4eHhuHfvHgoLC7t8nWfPniE/Px9Lly5FYWEhYmNjkZKSgsjISDAYDAVGrNs8PDzg5eUFsVj8zmS9ubkZMpkMaWlpqK6uBp/Px6JFi9C/f3/QaB1aFCEUrKWlBbm5uVi6dCmKi4sRGxuL1NRUREdHk7+R/y8+Ph6tra3Iy8tT6X3VegXwxo0bePbsGRwdHXHx4kWqwyG6wd3dHXw+H1lZWWS8Vjc9evQIV69efe3xHj16gEajkTOAHTBmzBjQaDT8+OOPCrnekydPIJFIUFxcDC6Xiw8++ABRUVGQSqWoqakhz0k30Gg0CIVCXLx4scMtRh4+fCiv4ObxeBg2bJi8gru2tlbJERNv8vjxY4jFYhQVFSEpKQlCoRBRUVGQyWSoqqrS2b8RU1NThIeHv3HajbKp9Qpga2srGhoa4OrqSnUoRDcYGxtj1KhROH/+PBlPpiC//PLLa61zGhsbMW/ePPj4+FAUlWZwdHSEu7s7Ll++rPBWFffv38cvv/yC9PR03LhxA6NGjcKsWbNIN4NuCAgIgKOjIw4fPtzpn719+zZ27dqFNWvW4MGDB5gwYQI+/fRT8p5Cofv372Pv3r1IT0/HlStXMGLECMydO1dnX7cSEhLw9OlTSnq3qnURCABwOBxERkbi3//+N+kyroHodDomT54MGxsbrF69mhwAVhA6nY709HQEBQXh7t272LVrF/Ly8iAUCtGrVy+cP38ehw8fJmOy3iAlJQUWFhb43//+p/RqUVdXVyQnJ8PV1RWnT5+GWCzucF9H4o+jDQsXLkRDQwO2b9/e7et5enpCKBTCwcEBJ0+ehFgsVuqsVeL9nJyc5K9bFy5cgEgk0pkdPwsLCyxcuBAymQy5ubkKu65WVAEDf/xyzJo1C9u3bycdxjWInZ0dmEwmfH19ERcXh++++w7nz5+nOiyt0a9fPwwfPhyrVq3CtWvXXvoaaVPydsHBwRgxYgQqKyvx008/qey+ffr0gUAggK2tLaqqqiCTyUhbjA6Ijo6GUChEeno6bt26pZBr0mg09O3bFzweDxYWFqisrIRMJiPnkinm6ekJgUAAR0dHnDx5EhKJBDdu3KA6LKUaOnQoevfujaVLlyp0GILWJIAAMHHiRLi7u+PFixewtLTEvn37lD4kmegaJpOJtWvXYtiwYaDT6bh06RI+//xzSCQSqkPTGm2rIleuXHlr8+K2NiU8Hg8mJiYoKytDRkaGzq/ALl68GAwGo9NtXxShrS0Gl8uV93XMyspSadWfJjEwMEBKSgpqampeawCtCAwGQz5fmM1mo6ioiJJzWMT/odFo8Pf3B4/Hg6WlpfzD0t27d6kOTeGsra3lozu7U4j2JlqVAHp4eCAnJweGhobyxz777DOFHeAmFGf8+PFIT09/6bG0tDR8+eWX1ASkhdpWRVauXPnelT0mkylvU8JgMORtSp4+faqiaNXHwIEDERUVhUOHDiE/P5+yONr6OsbHxwMA8vLykJ+fr/PjEF8lEAgQGRmJtLQ0pfZX1NPTQ2xsLGJiYtDa2kpax6gBBoOBkJAQJCUlwcDAACUlJcjKykJTUxPVoSnMyJEj4e7ujrS0NIX/rmlFH8A2cXFxLyV/ADB9+nSSAKqhkJCQ1x4LDQ2lIBLtxGazkZCQgPLy8g5t67a1KSkvL0d8fDzi4uIQFhaGzMxMHDlyRGfO1err6yMiIgL379+nNPkD/q+v45EjR5CYmIjExESEh4cjIyMD5eXlOvOcvIupqSmioqKQl5en9ObaT58+RUZGBkpKSpCYmChvyCuTyVBZWUmeDwo8f/4cJSUlqKysRHR0NGJjY9G/f3/k5eWhoKBA4z/A2tnZISAgAPv27aP0g4ZaVwG3eVOvIAsLC7DZbAqiId7l2LFjrz2mr6+PqKgo0vNJAWJjY6Gnp4fMzMxO/dzjx48hEomwbNkynDp1CoMGDcKCBQvg7++vpEjVi6LbvihCU1MTfvvtNyxfvhz19fUYMmQI5s+fDz8/P6pDoxyHw8HTp09V2hft4cOHOHDgAFasWIHz589j2LBhmDt3Lvr06aOyGIiXPX36FFlZWVi6dCnKysqQmJiIlJQUREREaPT7CZfLxZ07d1BRUUFpHBqxBWxjY4Pi4uKXGt9mZ2ejuroaWVlZKCkpIVMl1ICenh6mT5+OMWPGwMvLCwBQVFSEXbt2wdfXF3fv3oVMJkN1dbXO9nzqDhMTE6SkpKCoqAhisbhb17Kzs4NQKETv3r1x+fJliEQihbdEURc9evTAnDlzcOXKFaxbt47qcN6qR48eEAgE8Pb2xqVLlyASiXSycMrGxkZ+NoqK1hhtHB0dIRAI4OnpiYsXL0IkEuHChQuUxUMA5ubm4HK5CAoKwp07dzSyz6ajoyNmz56Nn376CZWVlUq5h1adAQSAXr164bPPPoONjQ1+/fVXZGdnIykpCSEhIbh37x4kEgmOHj2qUb8I2oTFYmHSpEno0aMHNm7cCBqNBhaLJX8Ds7GxAZ/Ph5+fH65duwaxWIxTp05RHLVmGTx4MAICApCWlqawg+ru7u4QCoVwdnZGXV0dRCKR1lXeLVq0CFZWVvjqq6804jB5r169IBQK4eTkhNraWojFYq17Tt5l7NixcHR0xLJly9Tig72HhwcEAgGcnJx0pjpV3dnZ2YHP56NPnz5oaGiAWCzWmAEDn3zyCaysrLBy5UqlHS/QugTwbWxsbCAQCODr64uGhgaIRCIyD1XFmEwmJkyYABcXF2zatAmXLl166/c6OztDKBTC3d0d58+fh0gkeuf3E3+wsrLCggULIJFIlLIt5u/vDz6fL6+8k0qlWtEWIzAwEB9//DGqqqrUavv3fdqqIfl8vk61KnF2dsbMmTOVujrSFbr6fKg7V1dXCAQCuLm54ezZsxCLxWrd+9TFxQUzZszAzp07UVNTo7T76EwC2MbFxQXJycno2bMn6uvrIRKJ3jgui1AsBoOBsWPHwsPDA99//32HtxHb96o7ceIEJBIJacj6DqNGjYKrqyuWLVumtEPDdDodoaGh4HA4WtMWo63ty5IlSzSyqpPBYCA0NBRJSUla85y8y7Rp02BoaIhVq1ap5W5OW3WqNv2NaIPevXtDIBDA3t4ex48fh0QiUVjfSEWaPHkyTExMlP77rXMJYBsfHx8IBALY2dnh6NGjkEqluH37NtVhaSU6nY7Ro0ejd+/e2Lp1a6dXXmk0GgICAsDj8WBubk4+Vb9F25mRPXv2oLy8XOn3a98W4/nz58jOzkZxcbHGJVADBgxATEwMRCKRQrvsU4HNZiMmJkarW5V4eXlh0qRJ2LJlC+rq6qgO55309PQQExOD2NhYtLa2IicnB0VFRaSVD4Xaep9yuVyYmZmhoqICMplM6dN+Osrd3R3Tpk3Dtm3bcPLkSaXeS2cTQOCPxCQ4OBhcLhfGxsYoLS1FZmYmabiqQDQaDSNHjoS/vz9++OGHbg1Yf7Uha3FxMXJycrSq51N3TJ48Gaampli1apVKW1IYGxsjKSkJoaGhePDgAaRSqcYMbdfX18ff//53NDU14T//+Q/V4SjMq89JW6sSTXhO3oVGo2H27Nlobm7Ghg0bqA6nw4yMjJCYmIiwsDA8evQIGRkZqKioIK1jKMRgMBAeHo6EhAS1WqX99NNP5YMSlE2nE8A2LBYLkZGRiI+PB51Olzdc1fQeQlSj0WgYOnQogoODsWvXrje2fumKVz9V5+bmorCwUKc/VXt4eGDKlCkq+dT4NtbW1uDz+fD398e1a9cgEonU/sD1pEmT4Onpic2bN2vlmWBra2vweDz07dsX169fh0gk0uiiqrazml9//bVGngm2tLQEj8dDYGAgbt68CYlEQkaXUuzVVXMqV2nbVrc3b96sktdOkgC2Y2BggISEBERGRuLx48c61wRX0QYPHoywsDD89NNPqK6uVvj123+qbmpqQmZmJsrKynTu+aLRaJg5cyaeP3+O9evXUx0OnJ2dkZycLD9wffjwYbU8Z9vW9uXq1asq+bRNJScnJyQnJ8Pd3R3nzp2DSCRS60Pwb8JgMLBw4UJcu3YN27dvpzqcbnFwcIBAIICXlxcuXrwIsVisk6181ImxsTESExMRGhqKR48eITMzU+UN12fNmoVnz57hm2++Ucn9SAL4Bu17CDU2NkIikShs9UpXtJ2r+uWXX1BWVqbUe1laWoLL5SIgIAC3b9+GVCrVqefL398fY8aMwYYNG9TqTaT9geujR49CIpGgsbGR6rDkFi5cCGtrayxduhR37tyhOhyV8Pb2hkAgQI8ePXDs2DFIJJIOTYpRB5GRkfjggw+Qnp6uNYVg7VvH6GIrH3XU9n4SFBSEW7duqez9pE+fPhg/fjy+/fZblfVaJQngO9jb20MgEOhEE1xF4vF4SExMxP79+1FcXKyy+/bo0QN8Pl/+fInFYpw9e1Zl96cCnU7HggUL8Pvvv2PLli1Uh/MaGo2Gfv36qd0524CAAHz88ceoqanBrl27KI1F1doOwfN4PJiYmKCsrAyZmZlKH6XWHXp6ekhNTUVdXR327NlDdTgK1dY6hsfjydsryWQyjehFqc3aN1xX9vsJjUbD3Llz8ejRI2zcuFEp93gTkgB2gLu7OwQCAVxcXFBXVwexWIzr169THZZaSkhIAJ/Px+HDh1U6nqk9Nzc3CIVCuLi44PTp0xCLxWhoaKAkFmULCwvD4MGDsXr1arX+nWQymYiKipKfs83NzaV0VucXX3wBFouFxYsXa1WFbGcwmUxEREQgISEBTCYT+fn5yMvLQ3NzM9WhvYbD4SAuLg7Lli3T2ur/ttYxSUlJMDAwQHFxMbKzs0mRG8Xav/8r6/2kf//+GDZsGNauXYsrV64o9NrvQhLATvDz8wOfz4eVlRWqq6shlUrJp7R2oqOj8cEHH0Amk3V6Bq0y+Pr6gs/nw9bWVitb/bBYLKSkpKC+vh4//fQT1eF0iKGhIRISEhAREYHHjx8jIyND5ec2hUIh4uLiIBaLkZOTo7L7qisDAwPExcUhKioKzc3NyMrKQmlpqVpM1wD+OJuVkpKCkpISiEQiqsNRuvZFbi9evEBOTo7OF7mpA2W9n7S9jp87dw67d+9WQKQdRxLATqLT6fIGn+RT2v8JDw/HkCFDkJ2dDYlEQnU4cq+2+jly5AgyMzPx8OFDqkPrtoSEBCQlJWH58uUad4bNwsICXC4XgYGBuH37NsRisUqqIdvavjx+/Bj//ve/lX4/TWJmZgYOh4N+/fqp1fzUQYMGISgoCEuXLqW8RYcqvVrklpGRofKiBOJlr76fKOL4RFJSEhISEih5HScJYBfp6ekhOjoacXFxlJeOU61t+bqgoAC//fYb1eG8EZPJlLf6YTKZKCgoQG5urlpud3WEkZERUlJSUF5errb/zzui/TmbixcvQiQS4cKFC0q738SJE+Hl5YUtW7ZodDsUZbK1tYVAIECfPn1w5coViMVi1NfXUxKLpaUlFixYgIyMDJ1drW1flEBax6gHRb2fUL26TRLAbnq1wWdbw1Vd+ZQWEBCAkSNH4siRI9i3bx/V4byXgYEBYmNjER0djadPnyI7OxslJSUadw6sbVUkLS1NK1afe/XqBaFQCCcnJ5w8eRJisVjhlZ52dnaYN28erl27htWrVyv02tqoZ8+eEAqFcHV1pews7ciRI9GrVy+kpaXp5Ifr9hwcHMDn8+Ht7Y1Lly5BJBKpVdW/LtLX15cfn2hpaUFOTk6npiF9+OGH8Pf3R1paGiWr2yQBVJD2DT5v3LgBiURCWUNeVfHz88OoUaNQXV2NPXv2UL5V1BmmpqZISkpC//79cf/+fWRkZGjMpAQrKyssWLAAEomEskIbZaDRaOjbty94PB4sLCwUPqJpwYIFsLGx0am2L4rQ/uxTVVUVpFKpSv7/OTg4YM6cOfj1119x5MgRpd9PU/Tq1QsCgQDOzs6kKFFNmJiYgMPhoH///h2evGNra4t58+bh8OHDKCgoUGG0/4ckgArm6OgIgUAAT09PXLhwASKRCBcvXqQ6LIXz9vbGuHHjcOLECezevVsjEqc3eXVSgkQi6da4OlUYPXo0XFxcsGzZMo1bueyI9iP/9PT0UFhYiJycnG5t1/v7+2P06NE4fvw4duzYocBodQOdTkf//v3B4XBgaGiIkpISZGdnK7Wdz8SJE2FpaYmVK1fqzI5KZ/j7+4PP55PWMWqk/fvJ+xaCJkyYAFtbW6xYsYKygiuSACqJp6cnhEIhHBwccOLECYjFYty6dYvqsBTCw8MDEyZMwOnTp7Fjxw6teHF2cnKCUChEr1691Dpxd3FxwYwZM/DTTz+hsrKS6nCUis1mIy4uDtHR0WhpaUF2djaKi4u79GJJ2r4oBovFkp99BiAfm6no7Vl3d3dMmzYNP/zwA44fP67Qa2sTUpSonpycnMDn8+Hp6fnSpBcajYbQ0FDY2toiKioKO3bsoHRoAUkAlahtS4vP58Pc3Bzl5eXIyMhQ2JYWFdzc3DBx4kScP38e27ZtU5tWEYrSPnFXx878n376KfT09LBmzRqNXXXtrPbbK/fu3YNUKsXRo0c7/N/P5/ORkJAAqVSKrKwsJUerGwwNDZGYmIjw8HClVKjOmDEDNBoN69atU8j1tF1bUWJsbCwAyPts6vq5Saq1n/Ry5coVjBkzBt7e3gCAixcvIjo6mtKm+CQBVAEGg4Hw8HD5llZbxdCTJ0+oDq1TnJ2dMWXKFFy+fBlbtmzR2pWUV8+iqcv2StuooE2bNuHMmTOUxkIFGxsbCAQC+Pr64urVqxCJRO+tTtXT08MXX3xB2r4oiYWFBXg8nnxsliLa+fj5+WHs2LEqHYmlLYyMjJCQkKC0xJzoPBqNBj8/P3z11VcIDw9/6Wv/+Mc/KJ1DThJAFXrTlpamVKA6ODhg6tSpuHHjBjZt2qQTnyxf7cxfUlKCrKwsSrZX6HQ65s+fjzt37mDz5s0qv786cXV1hVAoRM+ePd9bnTphwgT07t0bW7duRV1dnYoj1R0ODg4QCATw8vLqVjuftt/zxsZGfP/994oPVEe82mdTIpGQrXSK/fTTT+BwOC89tnPnTsyaNYuiiEgCSAkTExMkJSUhJCQE9+/fh1QqRXV1tdpu6dnZ2WHatGlobGzEd999p7G987rq1e2VvLw8lY8xaxv5tnbtWq0da9dZffr0gUAgeGN1qqGhIaytrfHZZ5/h+vXrWLVqFcXR6ob2W161tbUQiUSdaucTGhqKjz76CKtXrya/5wrQvs/mpUuXIBaLyaoqRWbPno0lS5a89Nhnn32GH3/8kaKISAJIKRsbG/D5fPj5+eHatWsQiUQ4ffo01WG9xNraGtOnT8eDBw+wceNGnerE/6r22yuPHz9GZmYmjhw5ovTtFT09PaSkpODMmTMaM/JNVeh0Ovr16wculwtDQ0OUlpaCw+Fg5MiRYDAYOH36ND788EOF9xQk3o5Go8krVC0sLFBZWQmZTPbeGb5UjsTSdu7u7hAKhfLWMRKJBNeuXaM6LJ1ibGyMw4cPo3fv3mhpacHmzZvx97//ndKYSAKoBpydnZGcnAw3NzecPXsWIpFIpQOh38bS0hLTp0/HkydP8O2331J6WFWdWFhYgMPhICgoCI2NjZBKpTh27JjSVnA5HA7i4uKwbNmy976J6qq26tSZM2ciMTHxpa/96U9/wrfffktRZLqrfTsfNpuNwsJC5ObmvvVDZFxcHHg8HpYvX47GxkYVR6sbXp1nL5PJSE9MFeFyuYiNjcWaNWtw7949tdhJIwmgGunduzcEAgHs7e1RU1MDiUSikGHTXWFmZoZPP/0Uz58/x4YNG7o161Bb2dnZQSAQwMfHB1evXoVYLFZ4cYaJiQkWLVqE4uJiiMVihV5bG23ZsgWDBg166bFDhw5h3LhxFEVEsNlsxMbGIiYmBs+ePZO382l/9tnAwACpqamoqqrCgQMHKIxW+1HR01HXtY18U7fXcZIAqhkajSYfNm1iYoIjR44gMzMTDx8+VFkMJiYmmD59Ouh0OjZs2EBWnd6j/cis+vp6iMViha3gDhkyRD4qSNOqxqmwYMEC/O1vf3vpsfz8fPz1r38lh+ApZmxsjKSkJISGhsqnJfj6+mL69OkwNTVFfX09xo0bp9LXOl2mqp6OBDB48GAEBARQNvLtbUgCqKbahk0nJCSATqcjPz8feXl5Si88MDIywrRp06Cvr49vvvmGbA90go+PDwQCAezs7FBTUwOpVIrff/+9y9ezsbHBvHnzIBKJKBsVpGlMTU1RUlICe3t7AMCxY8fw448/wsXFhRyCVxNt0xI++OADCASCl742ZcoU/PrrrxRFppsMDQ2RkJCAiIgINDU1ITMzE2VlZaR1jIKo8+hOkgCqOQMDA8THxyMyMhLNzc3ywgNlNGA2MDDA1KlTYWJigg0bNnQredFVr67gtjX/7soW+vjx42Fvb4/ly5drXcNtZRkyZAjCw8Nx7Ngx1NbWyqelvDo/lRyCp97WrVsxcODAlx47ePAgJkyYQFFEuu3V1jFtZ5uJ7hk1ahRcXV3VcnQnSQA1hJmZGbhcLoKDg5VSeMBmszFlyhRYWlri22+/VavpF5qIyWQiIiIC8fHxYLFY8gPwHd3GdXNzw/Tp07Fr1y4cPXpUydFqB319ffz973/Hw4cP8eWXX77xe/z9/cHj8cgheDXwxRdfYO7cuS89lpeXhylTppAPnxSyt7eHQCBA7969cfnyZYjFYpw9e5bqsDSSo6MjZs+ejZ9//hkVFRVUh/MakgBqmPaFB1euXIFIJOr2H6eenh4mTZoEOzs7bNy4kfTfUqD2zb+fPXuGnJwcFBUVvfeT4IwZM0Cn07Fu3Tq17Q+pbtqaPm/evPmdxTht81OTkpLIIXgKOTg4oKCgAObm5gCAO3fu4KeffkJrayvKysqQmZlJis8o5O7uDoFAABcXF5w6dQpisZismnfSlClTYGJigvT0dLV8HScJoIZyc3ODUCjs9h8nk8nExIkT4ejoiE2bNuHy5ctKiJZo3/z7wYMHyMjIQGVl5RvP2fj7+2PMmDFkFFYnWFhYIDU1FTdu3EB6enqHfuZNh+BV3eBbl7m4uGDevHn4/fffcfXqVRw4cAAPHjxAeHg4EhISwGKx5GMz1aFlhq7y9fWFQCCAjY3Naw3Xibfz9PTE5MmTsXXrVtTW1lIdzhuRBFDDtf1xdmVLi8FgYPz48XBzc8PmzZu7NLqJ6BwrKyvweDwEBATg5s2bkEql8upUc3NzODk5QSgU4tatW9iyZQu1wWqQmTNnwsnJCenp6Z0+vtD+EHxbg++ysjJy7lLJpk+fDn19faxevfq11RF9fX3ExcUhKioKLS0tyMrKQklJCXlOKPJq65jS0lJkZWWRVfO3oNFomDVrFlpaWvDNN99QHc5bkQRQC7ypr9P7ZtbS6XSMGTMGXl5e2LJlCznjoWIODg7g8/nw9vbG5cuXYWdnh6lTp4LNZuPBgwcYN26c2lWMqStnZ2fMmDED58+f71bDZ3Nzc3C5XJU1+NZl3t7emDhxIjZv3vzO6UempqbylfN79+6p/dhMbcdisRAVFYX4+HgAZNX8bQICAjBq1CisX78eFy9epDqctyIJoBZhsViIiYmRz6zNyclBYWHha32daDQaPv74Y/j6+mL79u04deoUFeES+OOczbhx4147DF9aWgqhUEhRVJolJSUFFhYW+O9//6uQHnKvnrMVi8Wor69XQKQE8Mfrz5w5c/D48eMOJ+yaMDZTl7xp1VwVYzE1AYPBwIIFC3Djxg1s27aN6nDeiSSAWqj9zNqmpibIZDLY2dlh7ty5MDIywvHjx3Hr1i3s3LkTJ06coDpcnTdy5EisX7/+pceePn0q72VHvJ2/vz9Gjx6No0ePKnx+rJubGwQCAVxdXXHmzBmIxWJcvXpVoffQRcHBwRgxYgTWrVvX6TPHLi4uEAqFajc2U1eRVfPXRUREYODAgUhPT1f7GeQkAdRilpaW4HK54PF4GDx4MOh0uvxrq1atwpIlSyiMjmjTq1cvlJaWvvT8NDQ04E9/+tN7t/J13d///new2WwsXrxYaT22+vTpA4FAAFtbWxw9ehRSqZSyEY2ajsFgYNGiRbh69Sp++OGHLl/n1bGZ3W26TnSPMrpTaCI9PT2kpqairq4Oe/bsoTqc9yIJoA5YtmwZJk2a9NJjxcXFGDBgAEUREa9au3Ythg8fDhaLhfr6eqxevRoeHh4AgOzsbBQWFqpdE1GqxcTEYMCAAcjJyVH6fE06nS5v8G1sbEzJiEZtEBUVhQEDBmDlypW4detWt65Fo9EQFBQEHo8HExMT0jpGDbRfNT99+jTEYrFOtRVLSkpCfHw8li1bphEjVDuaADKVHQihPG86hGpgYABbW1u1X6LWBVZWVrh37x4mTJiAM2fOyD85GxkZITExETweDxEREZDJZKisrNTp7ZU2dDodXC4XT548Uclw9dbWVpSXl6O6ulo+ojE4OBgFBQXIy8sjbUo6gM1mIyEhAeXl5d1O/gDgxYsXqKysRE1NDSIiIuTPSdvYTPKcqN758+exfv16+Pr6gs/nY86cOaiuroZUKkVjYyPV4SmVsbExYmNjUVRUpBHJX2eQFUANZmFhgSNHjsDKygoA8PjxY+zevRvNzc2orKyETCbTul9YTTJq1Cj07NkTy5Yte+Mg9vatY65fv47Dhw/r/AH4QYMGITIyEnv37kVpaanK729gYCBvU9Lc3Izs7GzSpuQ9uFwuYmNjkZaWhvv37yv8+m2tY6Kjo8lzogbodDr69esHDocDIyMjrW8dM2jQIAQFBWHp0qV4/Pgx1eF0CNkC1gFBQUEYO3YsGhoa8PjxY+zfvx/Xr19HaGgokpKSwGazUVRUhJycHI35xdUWbaOC9uzZg/Ly8nd+r7OzM4RCIdzd3VFfXw+RSKSTRQl6enr44osv8OjRI/z3v/+lNBZTU1NwuVz069cPd+/ehVQqxdGjR8kq7SuMjY2RmpqKoqIipa/YmpqagsPhoH///uQ5UQMsFguRkZGIj48HnU5HXl4e8vPztap1jKWlJRYsWACZTIbc3Fyqw+kwkgBqOQMDAyxcuBD19fVvrJLU09NDbGwsYmJi0Nraiuzs7A6NKiMUo21U0KpVqzrcQsHHxwcCgQB2dnY62Zl/7Nix8PX1xZYtW9SmhZGtrS34fD58fX3R0NAAsVis86u07Q0ePBiBgYEqXR2xsbGBQCCQPycikeidIwIJ5TI0NERcXBwiIyPx5MkTrWq4/vHHH8PNze2tuzjqiiSAWm7IkCEIDAzEsmXL3nlg3djYGImJiQgLC8PDhw/l581IXyfl6c6ooLbtFS6XC0NDQxQXFyMrK0vrV3DNzc3x+eef49atW1ixYgXV4bzm1TYlYrFY58crWllZYcGCBZBIJJQ0N2//nNTX10MsFpPWMRQyMzMDl8tFcHCwVrSOcXBwwJw5c/DLL7+grKyM6nA6hSSAWszZ2RkzZ87Evn37UFJS0qGfsbKyApfLRWBgIG7cuAGJRIKTJ08qOVLdQ6PRMHv2bDQ3N2PDhg1dvk5b8++4uDidWMH97LPP4OLigtWrV6v1YPr2bUqOHTsGiUSis21K2lZH0tLSKP29bL9yTtr5UM/Ozg58Ph99+vTR6IbrkyZNgrm5OdLT0zVuwYQkgFqKTqdj1qxZeP78Ob7++utOf7pydHSEQCCAp6cnLly4AJFIpNYjbTRNYGAgPv74Y3z99de4dOlSt69nZGSEpKQkhIWF4cGDB5BKpaiqqtLYT9Vv4ujoiFmzZuHChQvdSppVpa1NCZfLhampKcrLy5GRkaFTbUrUbXWERqPJ2/mYmJiQdj5qoGfPnhAKhRrZcN3DwwNTpkzB9u3bNXKoAkkAtVR0dDSSk5Oxbt26bv0xeXh4QCgUwtHRESdPnoRYLCatY7pJUc1w38Ta2hp8Ph/+/v5oaGjA4cOHNfJT9ZssWrQIVlZW+PLLL5VSRaosTCYT4eHhSEhIAIvFQmFhIXJzc/HkyROqQ1M6dV0dYTKZ8tYxTCaTtI5RA+0brmtC6xgajYaZM2fi+fPnr01y0hQkAdRCpqamWLhwISoqKnDgwIFuX49Go6Fv377g8XiwsLBARUUFZDKZRr0Jq5Po6GgIhUKkp6crpB/am7i4uCA5ORk9e/bE6dOnIRKJ1HrL9H369OmDcePG4dixY9i5cyfV4XQJm82WtylpaWlBTk4OiouLtXa7vlevXpg6dapar4682s4nKysLpaWlWlGYoIlebbje1jpGHVdo/f39MWbMGGzYsAHnz5+nOpwuIQmgFhozZgxcXV2xfPlyhX6iZTAYCAsLQ2JiIthstnwlQ9sLDxSJzWYjNTUVx48fx969e5V+v7ZP1dbW1vJP1Xfv3lX6fRXtr3/9KwwNDbFkyRKNbx9hYmKCpKQkhISE4MGDB1rb4HvmzJlobW3ViNWR9u187ty5A6lUipqaGq17TjTFq61j2lZo1eVvn06nY8GCBbh16xa2bt1KdThdRhJALePt7Y2JEydi586dqKmpUco92Gw2YmJiSOuYLuDz+YiKikJaWprKzoLR6XT0798fXC4X+vr6GtfzMSoqCgMHDkR+fj4OHTpEdTgKY21tDR6Ph759++L69euQSCSdrgZXV5q6OvJqOx/SOoZaBgYGiI+PR2RkpFqt0IaFhWHw4MFYtWoVbty4QWks3UESQC3CYrEwb9483L59G5s3b1b6/YyNjZGUlITQ0FCtXslQFFNTUyxatAgFBQWQSqUqv7+enh5iYmIQGxuL58+fIysrC8XFxZS/mL7PkiVLAABffPEFxZEoh5OTE4RCIXr16qUVBVd0Oh3z58/H7du3sWXLFqrD6RJXV1cIhUL07NlT4woTtJGZmRk4HI5arNDq6ekhJSUFp0+fxs8//6zy+ysSSQC1CI/HQ0xMDNLT01Xa3uDVUWXatJKhSB9++CH8/PywdOlSSg+bGxsbg8PhICQkBPfu3YNEIlHb7a4BAwYgJiYGBw4cQFFREdXhKJWnpyeEQiEcHBw0uuAqNDQUQ4YMwZo1azT63ClAWseoG1tbWwgEAvTp0wdXr16FSCRSeZFbYmIiEhMTsWzZMo08TtMeSQC1hI2NDebOnYvs7GxkZmZSEoO2rWQoko2NDebPn49Dhw6hsLCQ6nAAvDwp4cqVKxCJRDh79izVYcm1jXxramrCf/7zH6rDUQkajYaAgABwuVxYWFho3KxuFouFlJQU1NfX46effqI6HIXQpMIEXUHVCq2RkRFSUlJQVlamFcdRSAKoJaZOnQozMzOkp6dTfhav/UrGiRMnIJFINHIlQ5HGjRuHHj16YPny5Wq35erq6ork5GS4urri1KlTEIlEuH79OtVhYcyYMfDz88P27dt1rhn5qwVXmnJuMz4+HhwOB8uXL9e68YRMJhORkZFISEhQy8IEXaTqFdoPPvgA/fv3x9KlS9HU1KS0+6gKSQC1QFBQEEaOHInvvvtObXq+tbWO4fP5MDc31+nWMa6urvjss8+we/duVFdXUx3OW/n5+UEgEMDS0pLylSdTU1P8+c9/xu+//47ly5dTEoM6eHVWd05ODoqKitRy3qihoSFSU1NRUVGBgwcPUh2O0rzaOiYzMxNHjhxRuw92uqJthZbD4Si1ubeFhQUWLlyIjIwM5OTkKPTaVCEJoIYzMDDAwoULUV9fj927d1MdzmtI6xjg008/hZ6eHtasWaOW5+zao9PpCA0NBYfDAZvNRkFBAXJyclR+ZvHTTz+Fq6sr1q5dSw7f4/VZ3RkZGaioqFCr5srJyckICwvD0qVL8ejRI6rDUbpXCxMkEolGz7TVdK+u0BYUFCi0ufeIESPg4eGBtLQ0tfwA1hUkAdRwQ4YMQWBgIJYvX67WI6bYbLZ8JePZs2fIzs7W6ia4bXx8fDBhwgRs2rRJo9pJtH++WlpakJWVhZKSEpWscvTo0QNz5szBpUuXNKKHnCpZWlqCx+MhMDAQN2/ehEQiUYsmy2ZmZli0aBFycnIoO4NMFXUoTCD+jzKae/fo0QOzZ8/Gvn37cOTIEQVGSy2SAGowZ2dnzJw5E/v370dxcTHV4XSILrWOodPpmDt3Lu7fv49NmzZRHU6XmJiYyCuGVbXKsWDBAtjY2GjcyDdVcnBwgEAggJeXFy5evAixWExpv71hw4bB29sbaWlpOnsmjrSOUS+KbO49ceJEWFpaYuXKlWq16t5dJAHUUHQ6HbNmzUJrayvWrVuncQnUq01wxWIx6urqqA5Lofr3749hw4ZhzZo1Gv9G0H6V4/LlyxCJRDh37pzC79O7d29MmDABJ06cUPicZG3Uq1cvCIVCODk5oa6uDmKxWOUFPLa2tpg3bx4OHjyoMR9ElUnTZtpqu+4293Z3d8e0adPwww8/4Pjx40qMVPVIAqihoqOjkZycjHXr1ml0ctG+dcz58+chEolw6dIlqsPqNhaLhUWLFuH8+fNqeTazq9zc3JCcnAxnZ2fU1tZCJBIptMJbm0a+qQqNRoOfnx/4fD4sLS1RXV0NmUymsirc8ePHw87ODitWrCCFEP/fm1rHZGZm6sTZSHXl4uICoVAINzc31NfXQywW48qVK+/9uRkzZgAAvv76a2WHqHIkAdRApqamWLhwISoqKnDgwAGqw1EILy8vCIVC9OjRAydOnIBYLMatW7eoDqvL4uLiwOVysWLFCq389O/v7y9POBRV4R0eHo4hQ4agqKhIa36vVYlOpyMkJAQcDgcGBgYoKSlBVlaWUttVtFW479q1C0ePHlXafTTVqzNt8/LykJ+fTz7cUMjHxwd8Ph/29vaoqamBRCJ5a+sYPz8/jB07Ft9++61SdjyoRhJADTRmzBi4urpi+fLllE6UULS2Jrh8Ph9mZmYoLy9HRkaGxp0DMzAwQGpqKiorK7W6HUZbhXdSUhJYLBYKCgqQm5vb5d/JJUuWgEajYfHixVp1zkbV9PT0EB0djdjYWACQJx3KqFycPn062Gy2RlS4U6n9TNsnT54gMzMTZWVlZMWUIjQaTb5Ca2JigrKyMmRmZr5USNk20rCxsRHff/89hdEqD0kANYy3tzcmTpyInTt3oqamhupwlILBYCA8PByJiYnQ09OTJxZPnjyhOrQOEQqFCA8P15l2GGw2G3FxcYiJielyXzShUIi4uDgcOnQI+fn5SoxWdxgaGiIxMRHh4eFoamqSJx2KSq579+6NTz75ROMq3KlkZmYGLpeL4OBgNDY2QiqVktYxFGIymYiIiEBCQgKYTCby8/PlFe329va4fPkyxo4dq7UTrUgCqEFYLBbmzZuH27dvY/PmzVSHo3Sa2DrG1NQUKSkpyM3NRUZGBtXhqFT7qrvGxkaIxeIOHZpmMplYvHgxnjx5gn//+98qiFS3WFhYgMvlIjAwEI2NjZBIJDh+/Hi3kg4ajYa5c+fi0aNH2LhxowKj1Q12dnbg8/no06ePWo5h1DX6+vqIi4vDwIED8fHHH4NOp8u/tnbtWvzjH/+gMDrlIQmgBuHxeIiJiUF6erpODSQ3MTFBUlISQkJC8ODBA0ilUlRVVanlp+YPP/wQvr6+SEtL06rt+c6ws7ODUChE7969cenSJRw+fBgXLlx46/ePGjUKffv2xY4dO7Suyk6d2NvbQyAQoHfv3rh8+TLEYnGXk47g4GCMGDECa9eu7dBBeuLNevbsCaFQCFdXV5w+fRpisRgNDQ1Uh6WzPv/8c3z++ecvPXb27FmEhIRQFJFydTQBpL//WwhlsrGxQWxsLHJycnQq+QOABw8eYN++fVi5ciUuXbqEESNGYO7cufD29qY6tJdYW1ujf//+yM7O1tnkDwBu3LiBLVu2YOPGjaDT6fj0008xfvx42NjYvPa9xsbG8Pf3x+3bt0nyp2TXr1/Hli1bsGHDBrx48QJTp07FpEmT4ODg0KnrMJlMcLlcHDt2jCR/3XThwgWsX78e27Ztg7m5OebMmYORI0fC0tKS6tB00puOMly+fJmCSNQLWQGk2NSpU2FmZob09HS13gJVBWdnZwiFQri7u+PcuXMQiURq8Uc6evRoODs7Y/ny5Tr/HLVpmwnN4/FgYWGBsrIyZGRkwNPTEyNHjoSnpycaGhrw1VdfqcVzqEt8fX3B5/M73a8uOjoaQqEQK1euxO+//66CSHUDnU5Hv379wOFwYGRkhNLSUmRlZenEOWJ1wWKxkJubi969ewP4Y/Fh2LBhKCsrozgy5SBbwBogKCgII0eOxHfffUdGDLXTvnXM8ePHIZFIKGsd4+joiNmzZ+Pnn39GRUUFJTGos/aFPW5ubhg4cCAYDAYA4PHjxwgLCyOrSRRon3S09avLysrCw4cP3/j9bDYbqampOH78OPbu3aviaHUDaR1DHTMzM6SkpODevXu4cuUKpFKpVu+4kQRQzRkYGGDhwoWor6/XqobCikKj0RAYGAgejwdTU1N56xhVz0WePHkyTE1NkZ6erpZnE9WFvr4+fvvtNwQHB7/0+NKlS/G///2PoqiIV5OO/Px85OXlvZZ08Hg8REdHY9myZRrXnknTGBoaylvHPH78WF5dT1okKc/QoUPh4+ODpUuX6kTC3dEEkKnsQIg34/P5YDKZOHToENWhqKUXL16gqqoKx44dQ3h4OBISEhAUFITCwkKVtY7x8PCAp6cntm3bRpK/93jy5Anu3bv32uOdPYdGKFZLSwtyc3Nx5MgRxMfHIy4uDuHh4cjKykJ9fT3mzp2Lvn37gslkYt26dST5U4GmpiYcPnwYRUVF4HK5GDRoEKKjoxVSxU28ztbWFv369cOhQ4d0IvnrDLICSAFnZ2fMnDkT+/fvJzM2O6itJ110dDRaWlqQnZ2NkpISpZ7JmzlzJl68eKGVo4KUYdCgQdiyZYv83y0tLdi7dy+OHTumtBnDROe071c3ZMgQ2Nvby7+2d+9eTJ48mcLodJOdnR0EAgF8fHy6XcVNvG7cuHHo0aMHli9frjMNuskWsJqi0+mYNWsWWltbsW7dOvJpr5Pat465f/8+ZDKZUlrHaPuoIGUICwvDvHnzYGtri7Nnz+Kbb77B3bt3IRQK4ezsjLq6OkgkEly7do3qUHVeUlISfv7555cee/78Odzd3VV+zIL4g5ubGwQCAVxdXXHq1CmIxWLyt9JNLi4umDFjBn788UdUVVVRHY7KkARQTUVHRyM5ORnr1q3D1atXqQ5HY1lbW4PP58Pf3x/Xrl2DWCzGqVOnFHJtOp2OefPm4c6dO1o7KkgZFi9eDAaDgS+++OK180x+fn7g8/mwsrJCdXU1ZDIZ7ty5Q1GkRJ8+fVBQUPDSY8+ePUNERARZfaJY+yruqqoqSKVS8rfSRdOmTYOBgQFWr16tU4stJAFUQ6ampli4cCEqKipw4MABqsPRCspoHdO/f38MGzYMq1evJs1bO0ggECA+Ph4ikQi5ublv/B46nY6QkBBwOBwYGBiguLgY2dnZaGpqUnG0BAAcPnwY4eHh8n8fOXIElZWV8qTjTWc6CdVoq+LmcrkwNDRESUkJsrOzSeuYTmgbr/r9998rbHFAU5AEUA2NGTMGrq6uWL58uU43FFYGb29vCAQC9OjRA8eOHYNEIulSLzMmk4lFixbhwoULpDq7g9pGvjU3N+Nf//rXe79fT08P0dHRiIuLw4sXL5CTk4PCwkK0tLSoIFoC+KPKfs6cOejXrx9u376NoqIi/PLLL/IEXV9fX15w9fjxY6rD1VksFgtRUVGIj48HAHnrGPK38m5tv99PnjzBhg0bqA5H5UgCqGbaPo3s3LkTNTU1VIejlWg0GoKCgsDlcmFqaoqysjJkZmZ26kxTbGws+Hw+VqxYodV9ohRp5MiRCAwMxM6dO3Hs2LEO/5yRkRESExMRFhaGpqYmyGQyVFRUkHYYKtC3b1+MHj0aGzZswPnz51/6mp6eHuLi4jRqVre2MzQ0REJCAiIiIvD48WNkZGSgrKyM/K28RWBgID7++GN8/fXXuHTpEtXhqBxJANUIi8XCvHnz0NjYiE2bNlEdjtZjMpny1jEsFgsFBQXIzc1976qrgYEBUlNTUV1djf3796soWs1mbGyMv/zlL7hz5w7S0tK6dA1LS0twuVwEBQXh5s2bkEgkOHHihIIjJdowmUwsXLgQDQ0N2L59+1u/z8TEBImJiQgNDcWDBw8gk8lQWVmpU2ep1I25ubn8b+X27duQSqWd+tClCxgMBhYuXIhr16698/dbm5EEUI3weDzExMQgPT2drCqpkL6+PuLi4hAVFSVvHVNcXPzWVgDJyckICwtDWlraWycmEC+bOnUq3N3dsX79+m5/0nZwcIBAIICXlxcuXrwIkUiECxcuKCZQQi4+Ph5cLrfDq9zW1tbg8Xjo27cvrl+/DolEgtraWhVESryNvb09BAIBevfujcuXL5M2S+1ERkbigw8+QHp6Om7evEl1OJQgCaCasLGxwdy5c5GTk4OMjAyqw9FJpqam8tYx9+7dg1QqRXV19UsrGRYWFli4cCGys7ORmZlJYbSaw87ODvPmzcOVK1ewbt06hV3Xw8MDAoEATk5OOHnyJMRisc6+kCuasbExUlJSUFZWht9++61TP+vk5AShUIhevXrh/PnzEIlEOrm9pk7c3d0hEAjg4uJCWsfgj+MLqampqKurw549e6gOhzIkAVQTU6dOhZmZGdLT08kZGorZ2NiAz+fDz88P165dg0gkAp/Px+jRo8Fms1FTU4Np06aRbvEdNH/+fNja2mLp0qUKb1NBo9Hg7+8PPp8PCwsLVFZWQiaTkcrUbvrwww/h7++PtLS0Lhd3qNOsbuIPpM3SHzgcDuLi4rBs2TKdfq0gCSCFOBwOxo8fD2NjY9y/fx///ve/UV9fT3VYxP/n4uICoVCIAQMGIDo6Wv54a2srBAIBysvLKYxOM3h6emLSpEmora3Ftm3blHYfBoOB0NBQJCUlgc1mo6ioCDk5OaQytQvs7Owwd+5c/PbbbygqKurWtWg0GgICAsDn82FmZiYvuCKj5KhDp9PRv39/cDgceeuYrKwsnWmzZGRkhNTUVJSWluLw4cNUh0MpkgBShMPhYPfu3aDT6QD+6K7P4XBw9OhRiiMjXpWZmYmgoKCXHlu3bh3+/ve/UxSR5vjzn/8MY2Nj/Otf/1LJXGY9PT3ExsYiJiYGra2tyM7ORlFREVlV74TJkyfD3NwcK1euVFj1KIPBQHh4OBITE8FisVQ6q5t4s1dbx+Tm5qKgoEDrW8cMHDgQ/fr1w9KlS3Um6X2bjiaATGUHomvGjRsnT/6AP14gR48eTRJANXTx4sXXEkAbGxsYGxuTIpB3CAsLg5mZGYqLi1X2Rv/06VNkZGSgpKQESUlJ4PP5iIyMJJWpHeTl5QVPT09s27ZNoa1Dnj9/jsLCQpSXl8tndYeGhqpkVjfxZi0tLcjJycGRI0eQkJCApKQkREREICMjA+Xl5VrZOsbS0hJhYWHIyMjQ+eSvM+jv/xaiM950fszMzIyCSIj3SU9Pf6k1zPXr13Hnzh2kpKSAw+FAT0+PwujUl1AoREtLCw4ePKjyez98+BD79+/HihUrcPHiRQwfPhxz586Fj4+PymPRFDQaDUKhEOfPn8fJkyeVco/m5mZIpVKkpaXh+PHjEAqFWLhwIYKDg0GjdWgxglCwpqYmHDp0CMuXL0d9fT2GDBmC+fPnw8/Pj+rQFI7L5aKpqQmFhYVUh6JRyBawgiUnJ2Pr1q1gMBgAgCdPnmD//v2orq7GgQMHdLpCS90EBARg8uTJaGhowNWrV7Fv3z48e/YM8fHxiIyMxJMnT5CZmYkjR45o5afmrujIyDdVIpWp70dFU9xXC64UOaub6JoePXqAz+ejd+/euHTpEsRisVa0junRowdmz56N/fv3o7S0lOpw1AI5A0gBQ0NDzJ49G0ZGRtDT08PTp0+xdetWAMCgQYNgY2ODsrIyZGRkdGo6BaF472sWamZmBh6PJ2+4KpFIcPz4cQoiVR+dHfmmSqQy9c2oboqrjFndRPe4u7tDKBTC2dkZdXV1EIvFuH79OtVhddknn3wCKysrhZ5t1XQkAVQxGo2GSZMmoUePHlizZs1rJeh0Oh0RERHyw9IdnU5BKEdUVBQGDBjw3mah7RuuXrp0CSKR6LXRWbqiqyPfVOVNlam6/mGr7fd85cqVlCbE3t7eEAqFsLe379asbkJxtKF1jJubG6ZPn44dO3ao5WsSVUgCqGI8Hg/x8fHYtGkTzp49+9bvY7PZiI+Pl0+nyMrKQklJyVunUxCKx2azkZqaihMnTuDXX3/t0M+0/9RcW1sLsViMGzduKDlS9aGIkW+qwmAwEBER0elRgNqGzWYjJSUFJ0+e7PDvuTIpYlY3oVh0Oh0hISHgcDgwMDBAcXExsrOzNaaQYsaMGaDT6Vi3bh0pBGuHJIAq1KdPH4wfPx6HDx9GXl5eh36m/XSKu3fvQiqV4ujRo+SXWAW4XC5iY2ORlpbWqb5lb2pOLJVKdaL32bRp0+Dm5qaQkW+qwmaz5ZWpHRkFqG26+nuubF2d1U0oj56eHqKjoxEbGwtAM1rH+Pr6Yty4cfjuu+9In91XkARQRaysrDB79mzU19fjhx9+6PTP29jYQCAQwNfXFw0NDRCJRDhz5owSIiWAP1ayUlNTUVRUBLFY3KVrMBgMhIWFITExEWw2G4WFhcjJydHa3mfKGvmmKiYmJuBwOOjfvz/u37//xlGA2kYRv+fK1jarOzo6Gk+fPiW7IWrAyMgICQkJCA8PR1NTEzIzM1FWVqZ2Z+vodDrmzZuHe/fuYdOmTVSHo3ZIAqgCLBYLM2bMAJPJxNq1a7v1CdbFxQXJycno2bMn6uvrIRKJcPXqVQVGSwDA4MGDERgYiKVLl3Z7mgSbzZY3J9bmFSZljnxTpTeNAjx9+jTVYSnF4MGDERAQ0K2Rb6piamoqT9DJboh6sLCwAJfLRWBgIG7fvg2pVKpWZ+z69++PYcOGYc2aNeR98g1IAqgCI0eOhK+vL9auXauwYfU+Pj4QCASws7PD0aNHIZVKcfv2bYVcW9dZWVlhwYIFkEgkHd6q7wgTExP5dr62rTCpauSbKjk7OyM5ORlubm44e/YsRCIRrly5QnVYCqOs33Nle3U3RCwWa22CrinaF8FdvnwZYrH4nWfcVYHJZCIlJQUXLlzArl27KI1FXZEEUMkiIiIwePBg7Ny5EzU1NQq9Np1OR3BwMLhcLoyNjVFaWorMzEw8evRIoffRNaNGjYKrqyuWLVumlAkF7VeYtGU7X9Uj31Spd+/eEAgEsLe3R01NDSQSiVZ82FL277mytc3q1tYEXRO5ublBIBDA1dUVp0+fhlgsRkNDAyWxxMbGgs/nY8WKFVrx96oMJAFUIhcXF0yfPh3FxcX47bfflHYfJpOJyMhIJCQkgE6nIy8vD/n5+W+cNkK8m6OjI2bPno09e/agvLxcqfdqv51/5swZiMVijdymCAsLw4cffoji4mLs37+f6nCUgkajyT9smZiY4MiRI8jMzNTYUYBOTk6YNWsWfv75Z1RUVFAdTre03w3RpgRdk/n6+oLP58PW1hbV1dWQSqVobGxU2f319fWRmpqKmpoa7Nu3T2X31TQkAVQSY2NjzJ49G42Njdi4caNKDscaGBiQ6RTdNHnyZJiammLVqlUq+//Wp08fCAQCyl4su2vx4sVgMBj44osvtP53jclkylvHMJlM5OfnIy8vT+MqU6dOnQojIyOsWrVKK44gaFuCrg3odDr69esHDocj36HKyspSyXPC5/MRFRWFtLQ00j7oHUgCqAR0Oh1TpkyBtbU11qxZo/JfQDMzM3C5XAQHB6OxsRESiUStDuaqKw8PD0yZMgXbtm1T2izUt2n/YmlkZCR/sVT37fy2kW+daW2kDQwMDBAXF4eoqCg0NzcjKysLpaWlGlHY4+npicmTJ2Pr1q2ora2lOhyFap+gMxgM5OfnIz8/X+MSdG3y6g5VQUGBUj80mZiYICUlBQUFBZBKpUq5h7YgCaASCIVCREdHY+PGjbhw4QJlcdjZ2UEgEMDHx0dtDuaqKxqNhpkzZ+L58+dYv349ZXGwWCxERUUhPj4egHr32VLnkW+qYmZmBg6Hg379+uHOnTuQSqWoqalR21U1Go2G2bNno7m5GRs2bKA6HKXR5ARdW736nGRnZyulnc/QoUPRp08fLF26lCT+70ESQAXz8/PD2LFjcfDgQRQWFlIdDoA/DuYKhUK4uLjg1KlTEIvFuHbtGtVhqRV/f3+MGTMGGzZsUIsRboaGhkhMTJT32ZLJZKioqFCrLdaPP/4YAQEBajvyTZVsbW0hEAjQp08fXL16FSKRSC2bzgYGBuLjjz/G119/rTGNurtD0xJ0XfBqOx+ZTKawbggODg6YNWsWDhw4gJKSEgVEq91IAqhANjY2mDVrFurq6tSy7NzX1xcCgUCjZzoqA51Ox4IFC3Dr1i1s3bqV6nBeYmlpCR6Ph8DAQNy8eRNisVjl29Nvokkj31SpZ8+eEAqFalEF+SoGg4GFCxeioaGhS83oNZmmJOi65NV+m2KxGKdOnerWNadNmyY/26pOH5bVFUkAFURPTw+zZs3CixcvsG7dOrWtwKXT6ejfvz84HA4MDQ1RUlKCrKwsjZnpqAxhYWEYPHgwVq1apbZzex0dHSEQCODp6YkLFy7g8OHDlK7gtI18+/rrr3H58mXK4lBX6ljYExUVhQEDBmDlypW4desWpbFQxdXVFUKhUOMr77WJs7MzhEIh3N3dce7cOYhEoi69prTtvm3atEnj22qpCkkAFWT06NHw8vLC2rVr8fvvv1MdznuxWCxER0cjLi4OAJCTk4PCwkK1PGumTCwWCykpKaivr8dPP/1EdTjv5enpCaFQCAcHBxw/fhwSiUTlb+aaPvJNVdSpsIfNZiM1NRXHjx/H3r17VX5/ddOnTx/w+Xx5I32JREJ5gq7rvL29IRAI0KNHj06/tjGZTMyfPx+3bt3Cli1blBuoFiEJoAJER0fjgw8+wPbt23HixAmqw+mUV2c6ZmRkoLy8XGeWzxMSEpCUlITly5drzHY4jUZDQEAA+Hw+TE1NUV5ejoyMDJVVm2vLyDdVaV/YQ6PR5IU9qtwl4PF4iI6OxrJly3D//n2V3VedkUb66qf9a5uZmRkqKiogk8ne+zvb1vQ5PT1dZ1e3u4IkgN3k5uaGKVOmID8/X22HqXeEhYUFeDwegoKCcPPmTUgkEo1LZjvL0NAQqampKC8vV2qjbmVhMpkIDw9HQkICWCyWSnrSeXt745NPPtGqkW+qYmhoiISEBERERODx48fIyMhAWVmZ0j9stbXFKCwshEQiUeq9NBGLxUJkZCTi4+NJI301wWAw5K9tbDYbhYWFyM3NfeO8aiMjI6SkpKCiogIHDx6kIFrNRRLAbjA1NcXs2bNx8+ZNbNq0SStWzRwcHCAQCODl5YWLFy9CJBJR2spGmQYMGICQkBAsXbpUo89A6uvrIz4+XiUtL/7yl7/AyMhIK0e+qYq5uTm4XC6CgoJU0qdzyJAh8Pf3R1paGnnO3uFNjfTLyspI6xgKsdlsxMbGIjo6Gq2trcjOzkZRURGePXsGBoMBd3d39O3bF35+fkhLS9Po13EqkASwixgMBqZOnQoLCwusXr1a67YNPDw8IBAI4OTkhJMnT0IsFuPmzZtUh6Uw5ubmWLRoEbKyspCVlUV1OAphamoKLpcrb3nRllgoquWFLox8UyV7e3sIBAL07t0bly9fhkgkwrlz5xR6D2tra8yfPx8ikQgFBQUKvba2erWRvlQqVejfEdF5xsbGSExMRFhYGB4+fIjr169j0aJF6NGjB5qbm7FmzRr897//pTpMjUMSwC4aOHAgwsLCsGHDBq2tgqTRaPD39wefz4eFhQUqKyshk8lw7949qkPrtuHDh8PLywtLly7VusKX9g3Ar1y5ApFIpJAG4IsXLwadTsfixYu1YrVbXbi7u0MgECilT+eYMWPg5OSE5cuX49mzZwq5pq5Q1t8R0XVWVlbg8Xj48ssvYWpqKn/80aNH8PX1JedbO4kkgF3Q1kx17969KC0tpTocpWMwGAgNDUVSUtJ7z2NoAnt7e8yZMwf79+/X6ufv1QbgIpEI169f79K1dHXkmyr5+fmBz+crrE+ns7MzZs6ciZ9++gmVlZUKjFS3uLm5QSAQqGVvR11kb2//xl6oAwYMQHFxMQURaS6SAHaSnZ0dZs6ciePHj2tE2xBF0tPTQ2xsLGJiYl47j6FJPvnkE1hbW2PFihU6sZLVPrGoqqqCTCbD3bt3O/zzZOSb6tDpdISEhIDD4cDAwADFxcXIzs7u0tmmadOmwcDAAKtXrybblwrg6+sLPp8PW1tb+d8RaR2jejQaDdXV1XB2dpY/1tTUBD8/v069rhEkAewUNpuN2bNno6WlBV9//bXWbR12lLGxMZKSkhAaGooHDx5AJpOhsrJSI95k3NzcMH36dOzYsUOnxpe1Tyz09fXliUVHVnHJyDfV09PTQ3R0NGJjYwF0vk+nt7c3Jk6ciO+//77b0xWI/9PW25HL5cLQ0JDS3o66bOjQoVi9ejUMDAzw4MEDpKam4scff6Q6LI1DEsAOotFoGDt2LNzd3bFmzRryyQ9/nMfg/z/27jMgqjN9G/g1hd6k9yqCdOm9T0VjmmY1RRMTY9QoikB21yTGJO5/A9hLionpxiSaRBOdMzP03gXEhh2xiw0bFnw/ZJkXFZUyM2fK8/u2I5xzbWj3POd57pvPR2BgIE6fPg2KorBv3z66Yz3WrFmzwGAwtLaBsa6uLuLj45GQkDCgVVwy8o1eRkZGss3vA50JzWAwMHfuXNy4cQNffPGFEtNqj769HQGgtLRU6b0dtdkbb7wBExMTSKVSHD16FFevXqU7kloiBeAAJSUlQSAQ4JtvvlH5IkfZnJycIBQKMXLkSBw5cgQikUglB837+fnhlVdewfr167V+M/dAV3HJyDfVYGFhIWsd86Q+nSEhIXjhhRewdu1a8jVTMLp6O2ozDw8PvPnmm2o5eEHVkAJwADw9PTFt2jQUFRVBKpXSHUdleXl5QSgUykb5UBSlMmPxmEwm5s2bh4sXL+Lrr7+mO47K6LuK2zuQ/eTJk3j11VcRGBgIMzMzlJSUaO2Kqap5XJ9OAwMDjBgxAlOnTsXx48fx448/0htWi/Tt7djZ2SlrHUPI34wZM6Cjo4M1a9bQHUXtkQLwCczMzDB37lycOHECX3/9tVrsc6MTg8HAmDFjwOPxaBlT9ijh4eGyfSPkBN/D+g5kFwqF922wXrNmDd5//30a0xEPerBPp4ODA2bNmgVjY2OcOnUKEyZMwN69e+mOqXWU0dtRm3l6euKNN94ge1vlhBSAj8FisfDWW2/B2NgYq1evJl3GB+HBMWXl5eUoKSlR6JiyR9HR0UFWVhYOHTpENgo/waRJk7Bu3br7Xuvq6oK7uzt5rKVievt0vvrqq3j11Vfv+7ctW7Zg+vTp9AQjFNrbUZvNmjULAB76HUUMzUALQKaig6iip556CnZ2dvjhhx9I8TdId+7cQXl5OXJzc1FRUYG4uDhkZ2cjNjYWLBZLqVliYmJgaGhIHt8PQH99AvX09GBiYkJDGuJx7t27h5aWln73s8bExNCQiOh1+PBhrFu3Dj/88AMsLCwwZ84cvPDCCzA3N6c7mtry9vaGi4sL+T1OA60rAENDQxEVFYWtW7fixIkTdMdRWzdv3oRYLEZeXh52796NsWPHYsGCBRgzZgwYjAG9+RgWQ0NDJCUloaamhpzcHoCysjJ0dHTc99revXuRkZEBDocDXV1dmpIRj9LfXrObN28iPj4ebDabhkREr9bWVixfvhx//PEHPD09sWDBAowbNw6GhoZ0R1M7XC4XR44cwYEDB+iOonW06hGwg4MDZs6ciZ07d+K3336jO45Gsba2hkAggJ+fH06ePAmRSKTQH+i0tDRERkYiJyeH9OoaoE8++QQRERE4f/48ioqK8N133yEuLg6xsbHo7u5GQUEBamtrcffuXbqjEv/z+++/IyEhAQwGA8ePH8enn34KZ2dndHV1QSKRYOfOnWT/Ms10dHQQFxeHxMREAEBJSQnKy8u1tp/sYPj6+mLKlCn44osvyJ5KOSJ7AP+HxWJh5MiROH/+PN544w1cv34dn332mdpNuVAXLi4uSEtLg5ubGw4ePAiRSCT3lVYzMzNkZmaiuLgYBQUFcr22poqPj8fYsWNRVFQEsVh837+ZmZmBy+UiJCQEFy9ehFgsxq5du0hhQTMHBwfMnTsXFRUVOHXqFHbu3Im7d+/CysoKPB7vvhPeZOM8/QwNDZGSkoKoqChcv34d+fn5qK+vJ3tsH6G3r+X169exfv16uuNoFFIAAoiIiMCGDRvg4OCAGzduoKSkBLNmzSJjZZTAx8cHAoEAtra2aG5uhkQiQWdnp1yuPWHCBHh7eyM3N5c0aB2gxYsXAwAWLVr0yI+xtbUFn8+Hr68vOjo6QFEUDh48qKyIxAOmT58OY2NjrFy5st8iou8J70OHDkEkEj30mJ9QPnNzc3C5XIwZMwadnZ2gKIr0tetHQEAAXnrpJXz66ac4duwY3XE0CikAAdTW1sLT01P2v7u7u+Hv7y+3QoR4PCaTiZCQEHC5XBgbG8vGKw2nu7utrS3S09Oxbds2VFdXyzGt5hIIBEhKSsKff/6JioqKJ368m5sbhEIhXF1d0dbWJushSChP78i3gTSo9/b2hkAggL29PVpaWiAWi8nvOBVgb28PgUAAb29vtLe3QyQS4ciRI3THUgkMBgPz5s3DpUuXSP9WBdD6AtDc3LzfU3TPPfcciouLlR9Ii+no6CAmJgZJSUlgMpkoKytDaWnpkFbvpk6dCmtrayxfvpzsVRsANpuNDz74AN3d3fjoo48G9bm+vr4QCASwsbHBzp07IZVKyYEbJWAymUhPT8fVq1cH/GiMwWAgODgYXC4XpqamqK2tRUFBARmlpQJGjhwJgUAAZ2dn7Nu3DxRF9XsqX5uMGTMGkyZNwpo1a8iqtQJofQEIAPX19fDw8JD977t37+LDDz/E5s2bSe8mGhgYGCA5ORkxMTG4ceMGCgoKUFdXN+BCzs3NDW+99RY2btyIlpYWBafVDM8//zzCw8OxadMmNDU1DfrzmUwmQkNDweVyYWhoKFvFJQdvFKe3ufnq1asHvX+WzWYjOjoaycnJYLPZsjdbdPTpJO4XEBAAPp8PCwsL7Ny5ExKJBJcvX6Y7ltIxmUzMnz8f58+fx7fffkt3HI1ECkAAUVFR2LBhA+zs7NDV1YW1a9fi7t27sLS0RFNTE6RSKS5evEh3TK3Td7zShQsXZIcOnmTmzJlgsVhYu3YtOaAwAPr6+nj//fdx5coV/Pe//x3WtXR0dBAbG4ukpCQAQGlpKcrLy8keTDnT1dVFZmbmsJub6+vrIzExEXFxceju7kZhYSFqamrIqjnNmEwmwsPDweFwoK+vj6qqKhQXF2tVP9rQ0FBMnDiRTG9SIFIA/g+bzYaXlxfa29tx9epVMJlMhIWFgcPhwNDQEFVVVSgqKtKqH0BVYWtrC6FQiNGjR6O9vR0URT2yFYCfnx9eeeUVfPnll+RgwgC98sor8PX1xYYNG+TWksfQ0BDJycmIjo7GjRs3kJ+fj7q6OnLSUU5SU1ORnJyMpUuXyuXNqampKbhcLkJDQ3Hx4kVIJBK0tLSQN1A009XVlbWO6enpQXFxMSorKzW+dQyTycSCBQtw6tQp/PDDD3TH0VikAHwCHR0dxMfHIyEhAQBQXFyMiooKjf8BVEV959QeOHAAUqkU7e3tAP5eLbS3t0daWhouXryIDRs20JxWPZiamuJf//oXzp07h2XLlsn9+iNGjACPx5OddBSLxWhtbZX7fbSJsbExsrKyUF1dDZFIJNdr29jYQCAQkBPeKsbIyAgpKSmIjIzEtWvXkJ+fj4aGBo19QxUZGYmnn34aK1euxJkzZ+iOo7FIAThAfX8Ar1+/DqlUqtE/gKrM19cXXC4X9vb22LdvH9zd3fHmm29CT08Ply5dwssvv4zKykq6Y6qFN998E+7u7lizZo1CJ97Y29uDz+cPaBWXeLxnn30WAQEByM3NxY0bNxRyD1dXVwiFQri5uZET3irEwsJCti3m7NmzoCgKe/bsoTuWXOnp6SErKwttbW345Zdf6I6j0UgBOEgP/gCKxWLSu4kGDAYD/v7+eOmll/Dmm2/e928lJSV49tlnaUqmPqytrZGRkYGOjg6sXbtWKffsu4pLTjoOno2NDebNm4cdO3agvLxc4fcjJ7xVk4ODAwQCAby8vHDs2DHs2LFDY3rk8fl8xMXFIS8vTysPvygTKQCHSJN/ANXJlClTsGLFivteu3r1KlxcXOgJpEbmzJkDBwcH5OXlKb0fnL+/P/h8PjloNUhTp06FjY0Nli1bprSDGr0nvDkcDoyMjMgJbxXi6ekJgUAAJycn7NmzBxRF4ezZs3THGrIRI0ZgwYIFKC0thVQqpTuOxiMF4DBp2g+guvHx8XmoafHx48excOFCFBYWkkM7j+Di4oKZM2fi4MGD+Oqrr2jJ0Peko4GBATlo9QQeHh5488038eOPPw7oNLy89XfCu6ysjOyHphmDwZC1jhkxYgSqq6shlUpx8+ZNuqMN2j/+8Q94enqS6U1KQgpAOej7A2hubo6Ghgbk5+eT5Wsl+eqrrzBu3Djo6OjgwIEDWLVqFUaNGgWADFx/lMzMTFhYWOA///kP7U2A+550vHfvHjlo1Q8Gg4HZs2ejp6cH69atozVL3xPe169fl/XpJPuh6cVisRATEwMOh4Nbt25BJBJh586danOS28nJCW+//Ta2bNmCuro6uuNoBVIAyhGLxUJkZCRSUlKgp6eHiooKlJSUKGyjNvH3o/i5c+dCIpHg+PHjsjYmZOD6o40ePRpTp07Frl27sHHjRrrjyGjbScfB6J2IoErzUMkJb9VkamqKtLQ0jBkzBkePHsXWrVvVYqDBjBkzYGBggJUrV6pN0aruSAGoAHp6eoiPj0d8fDx6enpQVFSEyspK3Llzh+5oGmfatGkYMWIEVqxY0W+h8ODAdfJHCvjXv/4FY2NjLF68WCUfs5CDVvdjs9lYsGABTp48ie+//57uOA958IQ3mWWrGjw8PPD000/D2toa1dXVkEgkKvtYuLd/61dffSW3XqTEk5ECUIGMjY2RmpqKiIgIdHV1QSqVorGxkby7kRNPT0+88cYb+P77759YIJCB638LCwvDhAkTUF1djT/++IPuOI/14EErkUiEo0eP0h1L6RISEsDn87F8+XKcP3+e7jiPRE54qx4mk4nY2FhwOBzcvn0bIpFI5f4GsVgszJ8/H52dnfj666/pjqNVSAGoBFZWVuDxeAgMDMTp06dBURT27dtHdyy1NtQ9Udo+cH3RokVgs9lYtGiR2jxa1eaDVoaGhsjKykJTUxO2bt1Kd5wBIbNsVY+JiQnS0tIQHByscm+A4+LikJaWhhUrVmjNz7WqIAWgEjk5OUEoFGLkyJE4fPgwRCIRjh8/TncstRQQEICXXnoJn3/++ZB+kT34R0oqleLSpUvyD6pCEhMTIRQKUVBQoHYtFh48aNXY2AipVKrxhcW4ceMQFhaG3NxctWq7QmbZqiYPDw+kpaXByckJ+/btg1gspnV/oIGBAbKysrBr1y78/vvvtOXQVqQApIGXlxeEQiHs7e3R2toKiqJU+tGOqmEymcjIyMD58+fxzTffDOs62tKGhMlk4oMPPkBPTw8++OADuuMMGYvFQkREBFJTU6Gnp4fKykoUFxdr5EErCwsLZGRkoKCgAEVFRXTHGRJdXV3ZKM3eWbYVFRVkPzSNepvo974Bbm5upq3B97hx4xAeHo7c3FzauxFoI1IA0oTBYGDMmDHg8XgwNTVFXV0dCgoK0NXVRXc0ldc7J3L16tVyefeqDW1Ixo4di/j4eGzbtk0jxuTp6uoiISFBow9aTZ48GW5ubsjLy1P770UjIyOkpqYiMjISV69ele2HVpdtCJqIyWQiLCwMHA4HhoaGqK2tRWFhodIKMUtLS2RkZEAqlaK4uFgp9yTuRwpAmrHZbERFRSE5ORk6OjooLy9HSUkJuru76Y6mknR1dZGVlYUDBw7IfU6kprYhYbPZ+OCDD3Dz5k18/PHHdMeRK009aOXs7IzZs2fj119/RUNDA91x5MbCwkLWOubMmTOgKAp79+6lO5ZW09HRQUxMDJKSksBkMlFeXo7S0lKF/w16+eWX4eTkhLy8PI1646ZOSAGoIvT19ZGYmIjY2Fjcvn0bhYWFqK6uVtq4J3WRkpKClJQULF26VGGjwzStDcnEiRMRGhqKn376Cc3NzXTHUQhLS0vweDwEBQXh9OnTEIvFal1YzJgxA/r6+li1apXaF7P9cXR0hEAgwKhRo3D06FGIRCKV6W+orQwMDGR/g27duoWioiJUV1crpDhzd3fHjBkzsGnTJjQ1Ncn9+sTAkAJQxZiamoLD4SAsLAyXLl2CRCJBc3OzRv4RGCxDQ0NkZ2ejvr4ef/31l8LvpwltSPT19fH+++/j8uXL+OSTT+iOo3B9D1odOXIEIpEI7e3tdMcaFF9fX0yZMkUreqKNGjUKQqEQDg4O2L17NyiKwrlz5+iOpdX6/g26fPky8vPz5bqqzmAwMGvWLADAunXryN82GpECUEVZW1tDIBDAz88PJ0+ehEgk0vg/Bk8yduxY2YZhZZ6IfLANiVgsxpkzZ5R2/+GYMmUKfHx88OWXX+LQoUN0x1EadS0smEwm5s+fj4sXL2LDhg10x1EKBoOBwMBA2Szb+vp65Ofn48qVK3RH02rW1tbg8XgICAiQ66p671Sbzz77TO3eUGsaUgCqOBcXF6SlpcHNzQ0HDx6ESCTCiRMn6I6ldCNGjEBmZiaKiopQUFCg9PurYxsSU1NT/Otf/8LZs2exfPlyuuMoHYPBQFBQEHg8HkaMGCE7aKXKhUVUVBTGjx+PVatWaVV/SuDvE95RUVFISUmBrq6ubD+0qk6v0BZ9V9WPHj0KiqKGXLix2WxkZmaio6MDP/zwg3yDEoNGCkA14ePjA4FAAFtbWzQ3N0MikaCzs5PuWEozceJEeHl5ITc3l9bxZSwWS9Y6RtXbkMyYMQNubm5YtWqVWswCVZS+hYWOjo5sRreqFRZ6enrIysrCvn37sHnzZrrj0EZPT092wvv27dsK3YtGDNyoUaMgEAjg6OiIvXv3QiwWD/pNSlJSEjgcDpYvX65Vf79UFSkA1QiTyURISAi4XC6MjY1RU1Oj1GP7dLG1tUV6ejq2bduG6upquuMAeLi/maq1IbG1tcW8efNw/PjxQU1K0WR6enpITExEXFycShYWPB4PcXFxyMvLU+lVSmUxMTFBamoqwsPDceXKFUilUuzcuZPsGaNR75MQHo8HCwsLNDU1QSqVDuhAnrGxMbKyslBXV6eUPdzEk5ECUA2x2WzExMQgOTkZTCYTZWVlKC0tpXVlTJGmTp0KGxsbLFu2TOVORRsbG8tax6hSf7O5c+fC3t4eOTk5Cjstra5UsbAwNTVFVlYWysrKIJFIaMuhiqysrMDn8xEQEIBTp05BJBKhra2N7lharbeJfmpqKgwNDVFTU4OioqLHLkY888wzCAwMRG5urko+MdFGpABUYwYGBkhKSkJMTAxu3ryJgoIC1NXVqVyRNBxubm546623sHHjRrS0tNAd55EsLS3B5XJVor+Zm5sbZsyYgQMHDmjNQYKhUKXCYsKECRg9ejRyc3NJD9BHcHZ2RlpaGtzd3XHo0CGIRCJ0dHTQHUur6ejoIDY2FomJiWAymSgpKUFJSclDf4OsrKwwf/58UBSFsrIymtISDyIFoAYwMzMDl8tFSEgILly4AIlEgl27dmnEo5KZM2eCzWZjzZo1avH/RxX6m2VlZcHc3Bwff/yxRo61kze6Cwt7e3vMmTNHpbY4qDJvb28IhULY2dmhpaUFYrGY7CejmaGhIZKSkhAbG4szZ87g119/vW/f8YsvvggXFxfS9FnFkAJQg9ja2kIgEMDHxwfHjx8HRVFq3fpDnfuhPdiGRCwW4+zZswq/r6+vL1555RU0Nzdj06ZNCr+fJqGrsJg2bRrMzc2xfPly2rcOqAsGgyHbD21iYoLa2loUFBRo/H5oVefg4ICJEyfCysoKP//8MxwcHODk5ARfX1/89NNPGjXVRhOQAlADubu7QygUwsXFBfv37wdFUWp3CpTJZCI9PR1XrlzBV199RXecIentb8bj8WBubo6GhgZIpVKFbvBfuHAhDA0NsXjxYo3dE6pIDAYDwcHB4PF4SiksRo0ahddffx3ff/+9Wk+boQubzUZ0dDSSk5PBYrE0fj+0OmCxWHj11VfxzjvvwMrKCgDQ1dWFpKQkHDlyhOZ0RF+kANRgfn5+EAgEsLS0HNRpLVUQFhaGCRMmYPXq1Wrf95DFYiEyMhIpKSnQ09OTtSGR90bo8PBwPP/886isrMS2bdvkem1t07ewYLPZssJCnvvzGAwG5s6di+7ubnz22Wdyu6426jvGrLu7G4WFhaipqdGo/dDq5O2338aHH35432vff/890tPTaUpE9GegBSBb0UEI+du9ezf27t2LsLAwcDgcBAYGorq6GoWFhSq9N4zNZoPD4aClpUXtiz8AuHv3LiorK9HQ0ID4+HjEx8cjIiICRUVFqKqqktuemLS0NNy+fZu0WJCDO3fuoKysDHV1dUhKSkJCQgIiIyPlWliEhITA3t4ea9eulUNi7Xbjxg1QFIWqqipwOByMGzcOsbGxEIvFGrMfWp24uLg89JqrqysNSQh5ICuAak5HRwdxcXFITEwEAJSUlKC8vBy3b9+mOdnDEhISwOfzsWzZMo3c3G1sbIzU1FRERESgq6tL1jpmOH+kkpOTwefzIZVKaZmUoulMTU3B5XIRGhqKixcvQiKRoKWlZchfMx0dHWRmZuLYsWPYuHGjnNMStra24PP58PX1RUdHByiKwsGDB+mOpTU4HA5++eWX+1579913SU9SFUMeAWsZIyMjJCcnIyoqCtevX0d+fj7q6+tVZvO5vr4+srOz0dLSgj/++IPuOAplaWkJPp+PwMBAnD59GhRFYd++fYO+DpPJxAcffICenh588MEH8g9KyNjY2IDP58PPzw8nTpyASCQaUmGRnJyM1NRULFu2DBcuXFBAUgL4uyWSUCiEq6sr2traQFEUTp48SXcsjWdkZIQffvgBgYGBAIAffvgBixcvVpm/M8TfSAGopczNzcHj8RAcHIyzZ89CLBarxCZ0Pp+P2NhY5Obmoquri+44StF31ubhw4chEolw/PjxAX/+uHHjEBcXh99//x01NTUKTEr0cnV1hVAohJubGw4cOACKoga8XcHIyAhZWVmor68nj+uVxM/PD3w+HzY2Nti5cyckEona7IdWR88//zz8/PyQl5en0tuNtB0pALWcg4MD+Hw+vL29cezYMYhEoiEP+h4ubZ+G4OXlBaFQCHt7e7S2tkIsFuPcuXOP/Rw2m43Fixfj+vXrWLJkiZKSEr36zuhuamqCRCJ54oreU089hdDQUOTk5JA/jkrEZDIRGhoKLpcLQ0NDVFdXo6ioCNeuXaM7mkZxdHTEnDlz8Mcff5C+liqOFIAEAGDkyJEQCoVwcnLC3r17QVEUzpw5o9QMzz77LPz9/ZGTk6O10xAYDAaCgoLA5/NhamqK+vp65OfnP3I19IUXXkBwcDB+/PFHtLa2KjktAfQ/o7ugoKDfwsLCwgIZGRnIz89HcXGx8sMSsukVSUlJAIDS0lKUlZWp5H5odTR9+nQYGRlh5cqV5PCNiiMFICHTO+ibz+fD3NwcjY2NkEqluHz5ssLvbW1tjXnz5kEkEqG8vFzh91N1LBYLUVFRSElJgY6Ojqx1zM2bN2UfY2hoiHfffReXLl1CTk4OjWkJ4O/CIiYmBklJSWAymbLC4tatWzA0NIS3tzeCgoJgb2+PvLw8UnDQzNDQEMnJyYiOjlbJ/dDqqLev5bfffkvbKExi4EgBSDyExWIhIiICqamp0NPTQ2VlJYqLixU6wPvll1+Go6Mjli5dSkYF9aGnp4fExETExcXh9u3bKCoqgp2dHebNmwc7OzscOXIEM2fOJCccVciDM7qvXbuG9PR0mJmZ4datW8jLy0NeXh7dMYn/MTc3l83x7uzshFgsJqvpQ8BgMDBnzhx0d3fj888/pzsOMQCkACQeSVdXFwkJCYiPj0dPTw+KiopQWVkp9wLN2dkZs2fPxi+//ILGxka5XltTmJiYIDU1FWPHjsVzzz0HBuP//9wuWrQIq1evpjEd0R8zMzMIhUIsXboUBgYGste7urrg6+tL9p6pGHt7ewgEAnh7e6O9vR0ikYhMrhiEMWPGYNKkSVi3bh3a29vpjkMMwEALQKaigxCq59atW8jPz0dubi6amprA5/ORmZmJ0NDQ+wqQ4RIKhTh9+jR27twpt2tqmq6uLvzxxx/o7Ox86L/9+PHjaUpFPM7ly5dRV1d3X/EH/F3Mjxw5kqZUxKOcOnUKX3/9NdavXw8mk4kZM2Zg6tSpsLW1pTuaymOxWODxeNi9ezcp/jQQKQC12NWrV7F161YsW7YMx44dw8SJE5Geng4fH59hX9vLywseHh6gKIpsGB6AQ4cOPfSarq4unJycaEhDPMmxY8dw+vTp+167efMm4uPjyWQEFXXo0CGsXbsWP/74I6ytrZGeno4JEybAzMyM7mgqKzIyEiNGjIBYLKY7CqEA5BEwIdO3b92RI0cgEomG9K6P7BkZPBMTE5SUlMDNzQ3A38V57ySJlpYWiMVijZyeos5ee+01fPjhhzAyMsLZs2fxySefwMTEBA4ODti3bx/EYjFOnTpFd0yiHywWC+Hh4UhNTYW+vr5S9kOrGz09PWRlZWHv3r3YsmUL3XGIQSB7AIkhGzVqFIRCIRwcHAbct64vsmdkaLKyshAWFgaKovDXX3/h/PnzCA4OBo/Hg4mJCWpra1FQUICrV6/SHVXrsVgsZGRk4OzZsygpKcGJEydw+/Zt2Yl7LpcLa2vrAfcQJOihq6uL+Ph4JCQkKHQ/tDricDhITExEbm4urly5QnccYhBIAUgMS9++dWZmZqirq3ts37peLBYLCxYswKlTp/D9998rKa3609fXx6JFi3Ds2DF89tln9/0bm81GdHQ0kpOTwWKxUFZWhtLSUty6dYumtERMTAzGjRuHFStW4OzZsw/9e29zYg6HAyMjI9TU1KCwsJAcEFFRxsbGSElJQWRkJK5evQqpVIqGhgat3b5ibGyMrKwsVFVVgaIouuMQg0QKQEIuWCyWrPjo7VtXXFz8yIbOT/rDSPRPKBQiMTERX331FQ4cONDvxxgYGCAxMRGxsbHo7u5GQUEBamtrcffuXSWn1W66urrIzs7Gvn37sHnz5sd+bG8PweTkZACkObGqs7S0BI/HQ1BQEM6cOQOKorSy793TTz+NMWPGICcnhzwWV0OkACTkqr++ddXV1fc9KundMzKQP4zE/f79739DT08PixYteuLHmpmZgcPhIDQ0FBcuXIBEIsGuXbu0drVC2VJTU5GUlIS8vLwBN1N/sDlxQUEB6urqSHNiFeXo6AihUAhPT89h7YdWR5aWlsjIyIBYLEZpaSndcYghIAUgoRAmJibgcDgICwvDlStXIJVKER4ejmnTpsHIyAgHDx7E1KlTlTJlRFNYWloiMzMTra2t+PHHHwf8eba2tuDz+fD19UVHRwdEIlG/p4kJ+TE0NER2djbq6uqwffv2QX8+aU6sXvruh969ezcoihrUfmh1NHnyZLi5uSE3N5fshVRTpAAkFMrKygp8Ph9PP/00OBzOff/26quvYtu2bTQlUz+TJk1CUFAQli1bNqQ/Lu7u7hAIBHB1dcX+/ftBURQ5faogY8eORXh4OHJycnD9+vUhX4c0J1YfvfuheTweRowYMeD90OrI0dERc+bMwebNm1FfX093HGKISAFIKMVPP/0EPp9/32u//fYb3njjDZoSqZ8PPvgAd+7cwccffzys6/j5+YHP58PGxgY7d+6ERCLBxYsX5ZSSMDMzQ2ZmJoqLi1FQUCCXa44cORJCoRBOTk7Yu3cvKIrCmTNn5HJtQr4enONdXl6OkpKSR+6HVkevv/46TE1NsXLlSrI9QY2RSSCEUvT3yNHMzAyWlpY0pFE/Hh4e0NfXR3Nz87CvtXv3bqxYsQK//fYbRo4ciQULFmDcuHEwNDSUQ1KCw+Ggu7sbZWVlcrtmb3PijRs3wsbGhjQnVmF3795FRUUFcnJyUF5ejri4OGRnZyMuLg4sFovueMPm6emJUaNGQSwWk+JPS5AVQGJYHB0dUVFRAVNTUwDA+fPn8euvvwIAampqUFBQQFpfPMb06dPh4eGBjz76aFiPFB+ko6ODuLg4JCYmAgCKi4tRUVFBTp8OkZWVFTIyMrB9+3ZUVFQo5B4sFgsRERFITU2Fnp4eKioqUFJSQk5hqqgH90OLxWI0Nzer5WEsBoOBt99+G7dv336oDRWhfsgjYEIpAgIC8Oqrr+L48eM4d+4ctm3bhhs3bshaXzCZTFnrC9K37mFLlizBxYsXkZeXp5DrGxoaIiUlBVFRUbh+/Try8/NRX19P3uEP0osvvghnZ2csXbpU4Rvj9fT0EB8fj/j4eNy9exdFRUWoqqoiG/JVlLW1Nfh8Pvz9/XHy5ElQFIW2tja6Yw1KYGAgXnzxRXz66ac4duwY3XGIYSIFIKFwfachfPvttw/9u4GBAZKTkxETE0OKj36EhYVhwoQJ2L59u1wfK/bH3NwcPB4PwcHBOHv2LMRiMXbv3q3Qe2qK3o3xv/76KxoaGpR2X2NjY6SmpiIiIgJdXV2QSCTYuXOnWq4waQMXFxcIhUK4u7vj0KFDEIlE6OjooDvWE/X+Hj9z5gy+++47uuMQckAKQELh4uLiIBQKsWLFiseeXh0xYgR4PB7GjBmD8+fPk+Ljf9LT02Fra4t3331XaUWxg4MDBAIBvLy8cOzYMezYsYO843+CadOmYcSIEVixYgUtb16srKzA4/EQGBiIU6dOgaIo7N+/X+k5iIEZPXo0BAIB7Ozs0NzcDIlEotJzvKOjo/HUU09h5cqV5ACShiAFIKFQenp6yM7ORmtrK37//fcBfY69vT2EQiG8vLxw9OhRiEQirS0+dHV1sXjxYnR0dGDt2rVKv7+npycEAgGcnJywZ88eUBRFJrf0w8PDA2+++SZ++OEH2vv1OTs7QygUwsPDA4cPH8aOHTvUYoVJGzEYDISEhIDL5ar0HG9dXV1kZWVh//79pHm/BiEFIKFQwxkU7unpCaFQCEdHR61prvogLpeL1NRUfPfdd9izZw8tGRgMBgICAsDn82Fubo6GhgZIpVIy+L2PmTNngslk0lKkP4q3tzeEQiHs7OzQ0tICsVis0itM2ozNZt+3H1rV5ngPZaoNofpIAUgojJGREbKzs1FdXQ2RSDSkazAYDAQGBoLP58PMzAz19fUa21y1P//85z9hZGSE9957j+4oYLFYiIyMREpKCjl92oevry+mTJmCL7/8EgcPHqQ7zn3UZYWJ+JuBgQGSkpIQExOjMnO8jY2NkZWVNazf44RqIgUgoTDjxo1DWFjYsKchAA83V+19h6xJzVUfZGpqin/961/Yt29fv4dn6EJOn/5/DAYD6enpuHr1Kr788ku64zySqq8wEfczMzMDl8tFSEgI7XO8x48fj+DgYOTk5Gj9mz1NQwpAQiHMzMyQlZWFwsJCFBYWyu26+vr6SExMRFxcHLq7u1FYWIiamhpa3yEryoQJExAaGopVq1ap5Mg2cvoUCA4Oxj/+8Q+sXbsWx48fpzvOE/VdYbp58yYKCgpQV1enkT8/msDW1hYCgQA+Pj60zPG2sLBARkYGpFIpSkpKlHZfQjlIAUgoxPPPP4/Ro0cjNzdXIasMpqam4PF4snfIYrEYu3btkvt96LRo0SLcu3cPH374Id1RHktbT5+yWCwsWLAAJ0+exA8//EB3nEFRpRUm4snomuM9adIkuLu7Iy8vjzSH10CkACTkztraGvPnz8dff/2FyspKhd6r7zvk48ePQyQS4fDhwwq9pzI4Oztj9uzZqKmpGfDpabo9ePpUJBKpxarYUPW2xVixYoXanox+8OeHoiilrjARg+Pn5weBQABra2uFz/F2cHDA3LlzsWXLFtTV1SnkHgS9SAFIyN1LL70EJycn5OXlKe3Rkru7O9LS0uDs7Iy9e/eCoii17lX12muvwcvLC0uWLFG7Dfve3t4QCASwt7dHS0sLJBIJzp8/T3csudLR0UF2djba2tpkIw3Vmbu7O4RCIVxcXJS6wkQMHpPJRFhYGDgcDgwNDVFdXY3CwkK5jogE6O9rSSgeKQAJuaJrGkKv3nYlFhYWaGxshEQiUct2JR9//DGuXLmCnJwcuqMMCYPBQHBwMHg8HkxMTFBXV4eCggKNOb2dlJQEDoeDpUuXKmwFhg7+/v7g8/mwtLREU1MTJBIJLl26RHcsoh8PzvEuKSlBeXm5XB7Venp64o033sD3339PmvFrMFIAEnI1bdo0mJmZYcWKFbTtJ2KxWIiIiEBqaqqsXUlxcTFu3rxJS57BCgoKwuTJkyGRSOR6gIYObDYb0dHRSE5OBpvN1ojT2wYGBsjOzkZjYyP+/PNPuuPIHZPJRHh4ODgcDgwMDFBVVYWioiK5rzAR8iHvOd4MBgOzZ8/G3bt38emnn8o5LaFKSAFIyE3vNARVedeop6eHhIQExMfH4/bt27J2Jap+4vHtt9+Gg4MD3n//fY1praKvr4+kpCTExsaq/eltgUCA6Oho5OTk4Nq1a3THURhdXV3ZClNPTw+Ki4tRUVGhMd+TmkZec7wDAgLw0ksv4fPPP8eRI0cUkJRQFaQAJORm1qxZAIB169bRnOR+JiYm4HA4CAsLw+XLlyGRSNDc3KySJx7ZbDY+/PBDnDp1CqtXr6Y7jtyZmpqCy+UiNDQUFy9ehEQiQUtLi0p+LfpjYmKC7OxslJaWQiqV0h1HKYyMjGQrTFevXoVUKkVjYyPZF6aiHBwcwOfz4e3tjWPHjkEkEuHo0aMD+lwmk4mMjAycO3dOpXqPEopBCkBCLnqnIaxfv15lTxFaW1tDIBDAz88PJ06cgEgkUrnJDUlJSRAIBNi0aROamprojqMwNjY2EAgE8PX1RUdHByiKUrmvRX+eeeYZBAQEICcnR60fYw+FhYUF+Hw+goKCcObMGVAUhb1799Idi3iEkSNHQigUwsnJacAH46KiojB+/HisXLlSrQ/REQNDCkBi2BgMBubNm4crV67gq6++ojvOE7m6ukIoFMLNzQ1tbW0QiUQqc+IxOzsbpqamePfdd+mOohRubm4QCoVwdXVFW1sbKIrCyZMn6Y7VL0tLS2RkZICiKJSVldEdhzaOjo4QCoXw9PTEkSNHIBKJ0N7eTncsoh8PzvFubGyEVCrtd56vrq4usrKyNOZkO/FkpAAkhi0kJAQvvPAC1qxZg46ODrrjDJivry8EAgGsrKxU4sSjsbExFi5ciAMHDmDDhg205aBD79fCxsZG4f3Nhqq3KW5ubi7ZBwdg1KhREAqFcHBwwO7du0FRFM6dO0d3LKIfDx6Mq6ysRHFxMW7cuAEGgwEvLy94eXkhIiICeXl5/RaIhOYhBSAxLCwWC5mZmThx4oTaTUMAHu6pVVVVhcLCQlpmXj7zzDOIiorCunXrtHJFhclkIjQ0FFwuV9bfrKioSCUOWtjb2yM9PR2//fYbamtr6Y6jMhgMBoKCgsDn82Fqaor6+nrk5+drTLsfTaOrqys7GNfT04MjR45g/vz5cHV1xe3bt7Fp0yakp6fTHZNQElIAEsMSFxcHoVCIFStWqPW7fx0dHcTHx8tOPBYVFaGyslKpKz3vvfcemEwmFi9erLR7qiIdHR3ExsYiKSkJAFBaWoqysjJaR1FNnToVVlZWWL58OTn80A82m42oqCgkJydDR0cH5eXlKCkp0bp9kurC2NgYKSkp+OSTT2Brayt7vaenB2FhYQM+NEKoN1IAEkNmYGCArKwstLS04I8//qA7jlwYGRkhNTUVkZGR6Orqkp14VPQpVXt7e8ydOxeNjY1k/83/yLu/2VC5urpi5syZ2LhxI1paWpR6b3Wjr6+PxMRExMbG4vbt2ygsLER1dbVatvvRBhcuXHjotTfeeAO//fYbDWkIZSMFIDFkQqEQUVFRyM3NVbtxZU9iaWkJPp+PwMBAnDp1ChRFYf/+/Qq73yuvvAJfX1988sknZPLCA8zNzcHlcjFmzBh0dnaCoiil9pmcMWMG9PT0sHr1arVpV0M3U1NTWesldWz3oy2kUilCQ0Nl/5usAGqXgRaATEUHIdSLmZkZYmJiUFZWpnHFHwB0dnZi48aNWLNmDW7cuIHXXnsN06dPh5OTk0Lu5+XlhcuXL5Pirx8XL17EL7/8gtWrV+PChQt45ZVXMGvWLLi7uyv83t7e3nB3dwdFUaR4GYQrV67gt99+w4oVK3D69GlMnjwZc+bMwahRo+iORvTxn//8RzYq8/r163j33XdJ8Uc8hKwAEveZOHEivLy8kJubi1u3btEdR+G8vb0hFAphZ2eH5uZmiMXifh+fDEVvD8WioiKIxWK5XFOTDaW/2VAwGAzMmTMHN2/exBdffCH362uTvq2XDhw4AJFIpLLtfrTJtGnTMGLECIhEInR0dJDDO1qGPAImBs3e3h5z5szB1q1bUVNTQ3ccpWEwGLJTqkZGRqipqUFhYeGwT6nOmjULzs7OWLRokVYU0/IwmP5mQ9U7k1lbT2UrQt92P72tl+T1RooYnJEjR2L69OkqM7qTUL6BFoBsRQch1IdQKMT58+dRV1dHdxSlunfvHurr69Hc3IyYmBgkJycjNDQUJSUlKC8vH9IpVSaTCScnJ5w5c4YUf4Nw7949tLS0YPfu3bL+ZkFBQff1NxsOJpMJLpeLPXv2kOJPjvbs2YN9+/bJ3khlZGTI7Y0UMTgCgQDt7e2k+COeiBSABADA09MTXl5e+O6777S2Hcbt27dRUlKCuro6JCcnIzU1FdHR0ZBKpWhoaBjUf5fo6GgwmUxUVFQoMLHmunv3LqqqqtDQ0CDrbxYRETHsNj5hYWGwsLDA999/L+fERE9PD+rq6tDU1CRr9xMaGqoS7X60hb+/P5ydncnWBmJAyCNgQrYn6tatW/jss8/ojqMyzM3NwePxEBwcjDNnzkAsFmPPnj0D+tzMzEyYm5tj4cKFCk6pHYyNjZGamoqIiIght/HR0dFBVlYWDh06hJ9//lmBaQlAddr9aAsmk4n58+fjwoUL+Prrr+mOQ9CInAImBiwoKAgODg7YsWMH3VFUysWLF/Hzzz9j1apVuHLlCqZMmYIZM2bAxcXlsZ+nr68PS0tLHDt2TElJNd/Vq1exdetWLFu2DO3t7Zg4cSLS09MxevToAV8jOjoaRkZGkEqlCkxK9Lp+/Tr++usvLF26FIcOHcJzzz2HefPmwc/Pj+5oGik0NBTW1tbkwBkxYGQFUMux2WwsWLBAbUe+KVPfGamtra2gKArnz59/6OPGjRuHuLg4rF+/HocOHaIhqeZzcnKCUCjEyJEjcfjwYYhEIhw/fvyRH6+vr4/s7Gw0Nzdj69atSkxK9HJwcIBAIICXlxeOHTsGkUhEWpPICZvNRlZWFo4cOYJNmzbRHYegGVkBJAYkOjoapqamoCiK7igq78CBA1i9ejV+/vlnODo6Yv78+XjmmWdgbGws+xhDQ0OEhISgu7ubFH8K1NHRgfXr12PDhg0wMDDA7Nmz8fLLL8PKyqrfj09ISACbzUZhYaGSkxK9Tp48iQ0bNuDLL78Ei8XCW2+9hSlTpsDGxobuaGovJiYGxsbGkEgkdEch1AhZAdRiBgYGyM7ORlNTE1kVGSQ2m43o6GgkJyeDxWKhuroazz33HJ5++mncu3cPRUVFmDRpEt0xtQKDwUBwcDC4XC5MTU1RV1eHgoICXL16FRwOB6NGjYKXlxdEIhF5PKYiGAwGAgMDwePxYG5ujoaGBkilUlnzYmLgyO9x4kGkDyDxRJo88k1ZDAwMkJSUhPT0dERERNz3b6+++iq2bdtGUzLtw2azERUVheTkZOjo6CA2NhbBwcEA/j5VPH36dI2Zba0pWCwWIiMjkZKSAj09PVRUVKC4uBg3b96kO5ra4PP5iI2NRU5ODvk9TgAgj4CJJzA3N0dsbCxKS0vJL41huHHjBkQiUb+nURMSEmhIpL3u3LmD8vJy5Obm4vLly7LiD/i70HjnnXdoTEf05+7du6isrERubi5KS0sRExOD7OxsxMfHg80mXcqexMTEBLGxsSgvLye/x4lBIwWgluJyubh+/TrKysrojqIRdu3a9dBr1tbWGDlyJA1ptNvNmzdx4sSJh153cnICgzGgN8aEknV3d0MqlSI3NxctLS0QCARYsGABQkJCyNfsMVJTU2X9SwlisEgBqIUcHBwQEhKC/Px8MqVCTpYtW4aOjg7Z/66trUV9fT2mT5+OadOmwcHBgcZ02qegoOChqSEdHR2YM2cOvLy8aEpFPElXVxf++OMPLF++HB0dHXjhhRcwd+5c8jXrh5WVFcLDw1FcXIzu7m664xBqiOwB1EKvv/46zMzMsGLFCtKUVY7efvtthISEYOXKlWhubgYA+Pn5gc/nkxmpNFiyZAmeeuop6OjogKIofP7550hMTIS7uzsOHToEkUh0X9FOqB5nZ2ekpaWRr1k/Jk+eDFdXV+Tl5Q15Mg6hmcghEOIh+vr6cHd3x9SpU/Htt99i7969dEfSKB9++CG6urqQm5t73+tMJhOhoaHgcDgwNjaWzUgle3YUx9PTE2+88Qa+//77h2aient7QygUws7ODrt27YJYLO63nyOhOkaPHg2BQAA7Ozu0tLRALBajs7OT7li0cXR0xJw5c7B582bU19fTHYdQMaQAJGQsLCywbt06cDgc2aGFN998k+5YGsXS0hKZmZmora3F77//3u/H6OjoICYmBklJSWAymSgrK0NpaSl5DC9nDAYDs2fPxt27d/Hpp58+8mP6to6pr69Hfn4+urq6lJyWGCgGg4GQkBBwuVyYmJigtrZW1u5H20ybNg1mZmZYuXIleYpDPIQUgITMp59+in/84x+y/93T04O4uDjs27ePxlSaRSAQICkpCWvXrn3sRArg/7eOiYmJQXd3NwoLC1FTU4O7d+8qKa1mCwwMxIsvvojPPvvsiZMmHmwdU1FRgZKSEtKGRIWx2WzExMQgOTkZTCYTpaWlKCsr05o3UiNHjsT06dPx3XffDXg2OaFdSAFIyOzduxe2trb3vfbPf/4TX3zxBU2JNE96ejpsbGywcOHCAX+OmZkZOBwOQkNDcfHiRUgkErS0tPTbUoYYGBaLhYyMDJw5cwbffffdgD9PT08PiYmJiIuLw507d1BUVISqqiqyt0qF9X0jdfPmTRQUFKC2tlbjV8Rmz56Nnp6eR65uEwTpA0jI7N+//6HXXFxcYG1tTUMazWRtbT3ofWSXL1/Gli1bsGLFCpw+fRqTJ0/GnDlzMGrUKAWl1HyRkZEwNzcf9MSP7u5uSCSS+9qQZGZmIjQ0lLQhUVG921mWLl2KtrY2jB8/HhkZGQgICKA7msL4+/vD2dmZjO4k5IKsAGqB2NhY/PLLLzAwMAAASKVSNDQ0YMSIEbK9T2QE09DZ29sjPT0dZWVl2L59+5Cv4+rqCqFQCDc3Nxw8eBAURZETj4Ogp6eHrKws7Nu3D5s3bx7WtSwtLcHj8RAUFIQzZ85ALBaTx20qzs7ODgKBAKNHj8bx48chEolw+PBhumPJDZPJxPz583HhwgV8/fXXdMchVBh5BEzITJw4Eb6+vqipqUF7ezv27NkDFouFqKgopKSkQFdXF+Xl5WTv0xCNHz8eMTExWLp0Kc6dOzfs6/n4+IDP55MTj4PE4XCQmJiIvLw8XL58WS7XdHR0hEAgwKhRo3D06FGIRCIcO3ZMLtcmFMPDwwNCoRDOzs7Yt28fKIrC6dOn6Y41bOHh4Xj++eexcuVKnDp1iu44hAojBSAB4O93xXPnzsXWrVtRU1Pz0L/r6ekhISEB8fHxuH37NoqKilBdXU32Pg3CggULMGLECLz33ntyu+aDJx7r6upQUFBATqk+grGxMbKyslBVVaWQx2Oenp4QCARwcnLCnj17IBaLcebMGbnfh5CfgIAA8Pl8WFhYYOfOnZBIJHJ7Y6BsbDYbWVlZOHLkCDZt2kR3HELFkQKQAABMnToVVlZWWL58+WM3R5uYmCA1NRXh4eG4cuUKpFIpdu7cSQ4kDMCSJUtw+vRprF69Wu7XZrPZiI6ORnJyMthstmyllnT+v9/TTz+NMWPGICcn56EJIPLCYDAQEBAAHo+nEUWFNmAymYiIiEBqair09fVRVVWFoqIihX2PKEpCQgL4fD6WLl1KGskTT0QKQAJubm5466238OOPP/Y7q7Y/VlZW4PP5CAgIwKlTpyASidDW1qbgpOqr979xYWEhJBKJwu6jr6+PxMRExMbGylZqq6qqSOsY/L1fLyMjA2KxGKWlpQq/H4vFQnh4uKyoqK6uRlFREa5fv67wexNDo6uri/j4eCQkJKCnpwfFxcWoqKhQiycdBgYGyM7ORlNTE7Zu3Up3HEINkAKQwMyZM8FisbB27dpBr+SREUwDM2HCBISGhuKTTz7BpUuXFH4/ExMTcDgchIWFkZXa/3nxxRfh4uKi9JFYurq6iIuLQ2JiIu7du4eSkhKUl5fj9u3bSstADI6xsTFSUlIQGRmJq1evIj8/Hw0NDSrdOobP5yM2NhY5OTla2fSaGDxSAGo5Hx8fTJ06FV9++SUOHjw45Ov0HZtFDiQ8LDs7G0ZGRli0aJFS7/vgSi1FUf22+9F0Tk5OePvtt/Hrr7+ioaGBlgxGRkZITk5GVFQUrl+/joKCAtTV1al0UaHtLC0tweVyMWbMGJw9exYSiQStra10x3qIiYkJsrKyUF5ertAnDIRmIQWgFmMwGEhPT0dXVxe++uoruVyPjGDq33/+8x90dHRg3bp1tNzf2dkZQqEQHh4eOHz4MEQi0RMnkWiS6dOnw8jICCtXrqR9FdTc3FxWVHR2dkIikQx46wVBDwcHB/D5fHh7e+P48eOgKAqHDh2iO5bMM888g4CAAOTk5JB9v8SAkQJQi4WGhmLixIlYs2aNXB/b9j2QwGKxtH6Wrbe3N1577TVQFIXi4mJas3h5eUEoFMLe3h6tra0Qi8VyaUmjyry8vDBt2jR8++232Lt3L91xZB7sR6dqRQXxMA8PDwgEAri4uKCtrQ0UReHkyZO0ZrKyssL8+fMhEolQXl5OaxZCvZACUEux2WwsWLAAx48fx8aNGxVyDwMDA9mBBG2eZTt58mQEBgbio48+UokDAAwGA0FBQeDz+TAzM9PoJt8MBgNz587FzZs38fnnn9Mdp1/u7u4QCoUqVVQQj+fn5wc+nw8bGxs0NzdDIpHQtuVl8uTJcHV1VfreVkL9kQJQS8XFxUEoFGL58uWDHk02WA/OshWLxdi1axftj+KU5V//+hf09PTwwQcf0B3lPg82+a6oqEBJSYnatb54nDFjxmDSpElYt24d2tvb6Y7zWH2LiqamJkgkEtLKQ4UxmUyEhoaCw+HA2NiYlh6cjo6OmDNnDq17Wwn1RQpALaSnp4fs7Gy0trbi999/V9p9bW1twefz4evri46ODlAUNayDJ+qAyWRiyZIlOHLkCL744gu64/Srb5PvO3fuoLi4GJWVlWq/msBisZCZmYkTJ07ghx9+oDvOgDxYVNTU1KCwsJDso1VhbDYbMTExSEpKUnoPzmnTpsHMzAwrV64kh4mIQSMFoBbicrlISEhAbm4uLY/93NzcIBQK4erqqvGPvIKCgjB58mRs27YNlZWVdMd5LGNjY6SmpiIiIgJdXV2QSqVobGxU25Xa2NhYjB07FsuXL1e7fY46OjqyooLJZKKsrAxlZWVkg78Ke7AHZ3FxMaqqqhT2RmrkyJGYPn06vvvuOzJ/mhgSUgBqGUWPwhqMvo+8eqclXLx4kdZM8jZlyhT4+Phg0aJFanMIxtLSEjweD0FBQThz5gzEYrHa/YGha5Vb3gwMDJCUlISYmBit3kerTvpOS+rq6kJ+fj4aGxvlvkI3e/Zs9PT04NNPP5XrdQntQQpALTN+/HgEBwcrdBTWYPQ+8uJyuTA0NER1dTUKCwtV4rCEPLz77rtgMBj46KOP6I4yaI6OjhAIBBg1ahSOHj0KkUiEY8eO0R1rQHg8HuLi4pCXl6cRh1tMTU3B5XIRGhqKS5cuQSKRoLm5WW1XZ7XBg2+kJBIJdu/eLZdr+/v74+WXX8bnn3+OI0eOyOWahPYhBaAWsbCwwIIFCyCRSFBSUkJ3nPvo6OggNjYWSUlJAKAR0xLYbDY++ugjtLW14euvv6Y7zpB5enpCKBTC0dERe/bsgVgsxpkzZ+iO9Ui9TXErKiogFovpjiNX1tbWEAgE8PPzw8mTJ0FRFBnBqOIcHR3B5/Ph5eWF9vZ2UBSFw4cPD/l6TCYT8+fPx4ULF9T69wpBP1IAapF//OMf8PDwQF5ensoWVoaGhkhOTkZ0dDSuX7+O/Px81NfXq+UG5/DwcDz//PP45Zdf0NjYSHecYWEwGAgICACfz4e5uTkaGxshlUpx+fJluqM95Nlnn4W/vz9yc3Nx8+ZNuuMohIuLC4RCoWwEI0VRWtXYWx2NHDkSAoEAzs7O2L9/PyiKwqlTpwZ9nd7fKytXrhzS5xNEL1IAagl7e3ukp6fjt99+Q21tLd1xnujBaQkURcnt8YmyvP766/D09MR7772n9idqe7FYLISHhyM1NRX6+vqoqqpCcXGxyjyyt7a2xrx587SmKa63tzcEAoGssTdFUQpv60QMj7+/P/h8PqytrQfd7kdXVxeZmZk4fPgwNm3apOCkhKYjBaCWePXVV2FpaYnly5er1Wqavb09BAIBvL290d7eDpFIpDZ7Xt5//33cvXsXS5YsoTuK3Onq6iI+Ph4JCQno6elBSUkJKioqaF9Zfvnll+Ho6Ii8vDytOSjBYDAQHBwMLpcLU1NT1NfXo6CgQCP2Pmqqobb74XA4SExMxNKlS3Hp0iXlhCU0FikAtYC7uztmzJiBH3/8UW1njo4cORJCoRBOTk7Yu3cvKIpS6X1o+vr6WLRoEXbv3q02PeiGwsjICCkpKYiMjMS1a9dQUFBA2yN7Z2dnzJ49Gz///DN27typ9PvTjc1mIyoqCsnJyRrb2FvTPNjup7y8HKWlpf22+zE1NUVmZiYqKytp7+BAaAZSAGqBmTNngsViYc2aNXRHGRYGgyF7fGJhYaHS+9BiY2Px1FNP4YcffkBrayvdcRTOwsICXC4XwcHBOHv2LMRisdIf2c+YMQP6+vpYtWqVVp+O1dTG3prswbGZ+fn5qK2tRU9PD1gsFuzs7BATEwNvb2/k5uaSfpCEXJACUMP5+vpiypQp+PLLLzVm6saD+9AqKytRXFysUisdM2bMgJubGxYuXKhWj9yHy8HBAXw+X/bIfrgnHgdq9OjRePXVV7FhwwZyKvZ/TExMkJKSImvsrah+dIT8mJqagsfjISQkBJ2dnbhw4QIWLFgABwcHdHV14cMPP8RXX31Fd0xCQ5ACUIMxmUykp6fjypUrGvlL48F9aEVFRSqz0vHBBx/g5s2b+O9//0t3FFr0PfG4b98+iMVihZ1YZDAYSE9Px7Vr17B+/XqF3EOdaUJjb21jZ2eHp556CosXL4a+vr7s9RMnTiAoKIgU8YRckAJQg4WGhmLixIlYvXo1Tpw4QXcchTE2NpbtQ1OFEWbGxsZYuHAhmpqa8PPPP9OSQVX0PrK3tLREU1MTpFKp3Ke99H6fr1mzBh0dHXK9tiZ5sLE3RVE4evQo3bGIRwgKCkJRUdFDr4eGhqrNQThCtZECUEOx2WxkZmaivb0dGzdupDuOUvRd6Th9+jTEYjH27t2r9BwpKSng8Xj46quvcODAAaXfX9UwmUyEhYWBw+HIpr0UFRXh2rVrw762Nn6fD5enpycEAoHaHKjSViYmJti9ezeMjY1lr3V2dsLPz09txkoSqm2gBSBT0UEI+YqOjoaJiQkkEgndUZSms7MTP/30E1avXo2rV69i6tSpmDFjBlxcXJSaw8fHBz09PaT4+5+enh7U1tYiNzcX+fn5CAsLQ1ZWFlJSUqCrqzusa/d+n2vaxA9FOnjwINauXYuNGzfC2toa6enpmDhxIkaMGEF3NKKPrq4urF27VralpaurC/PnzyfFH6F0ZAVQjejp6SE7Oxu7du3CH3/8QXcc2owaNQpCoRAODg5obW2FWCzGuXPnFH7fDz/8EF1dXcjNzVX4vdRR32kvN27cQEFBgezE42AYGBggKysLzc3N2Lp1q4LSara+B6oMDAxQVVWFoqIilWnsrc16V7fPnTuH1tZW7NmzB11dXXTHIjTIQFcA2YoOQshPYmIidHR0UFBQQHcUWh04cAAHDx5EUFAQeDwe5s2bh/r6euTn5yvsF6m5uTl0dHQ05sS1Ily/fh3bt29HRUUFuFwuxo8fj7i4OIjFYrS2tg5472ZiYiLYbLbWf58Px927d1FdXY3GxkbExcUhISEB4eHhGjGLW931rm6vX78enZ2ddMchtBgpANWEiYkJ4uLiUFFRQd4tArh37x6ampqwa9cuREVFISUlBcHBwSgvL0dJSYnc+2lFRkaCwWCgvr5ertfVRJcuXcKvv/6K0tJSCAQCvPTSS+jo6IBIJMKhQ4ce+7lmZmaIjY1FaWnpE6cnEE9269YtFBYWoqamBsnJyUhNTUV0dDQKCgpQV1dHTp0qmYGBAZKTk1FbW0uKP4J2pABUEykpKbhz5w5KSkrojqJS7t69i4qKCtTX1yMxMRFxcXGIjIxEYWEhqqur5TY2zNvbG3fv3sXx48flcj1tcObMGXz77bdwd3eHQCDA9OnT0dbWBoqicPLkyX4/h8PhoLu7G6WlpUpOq9muXbuGv/76S7Y6+/TTTyMuLg4SiURtpwipo6SkJLBYLLK6TagEsgdQDVhaWiIjIwNisZj8YXwCExMTcDgchIWF4cqVKxCLxWhubh5265iPP/4YnZ2dWL58uZySah9fX18IBALY2NigqakJEokEFy5cAPB3o1wbGxtMmzZN9hiZUBw7OzsIBAKMHj0ax48fB0VRT1ydJYbHzMwMmZmZKCkpQX5+Pt1xCA1G2sBokEmTJsHd3R25ubkq0QxZHVhbW4PP58Pf3x8nT56ESCQa8ulde3t7pKeno7y8HH/99Zeck2oXJpOJ0NBQcDgcGBsbo76+HjweD88//zyYTCb27NkDHo+Hmzdv0h1VK/Suzrq6uj5xdZYYngkTJshGvpETv4QikQJQQzg4OGDu3LnYsmUL6urq6I6jdlxcXCAUCuHu7o6DBw9CJBINunn2+PHjERMTg+XLl5O+anKio6ODmJgYzJ07F8nJyff927vvvot169bRlEw7+fn5gc/n97s6Swyfra0t0tPTsW3bNlRXV9Mdh9BwpA+ghuDz+Th79iwaGhrojqKW2tvb8fnnn+Obb76BsbEx5syZg8mTJ8PS0nLA1xg1ahRu375Nij85un37NkpKSnDlypWH/i06OpqGRNpt9+7dWLFiBbZs2QJ3d3csWLAA48ePv69ZMTF0QqEQFy5cQG1tLd1RCEKGFIAqzMPDA97e3pBIJOS03jDt27cPK1euxK+//gpXV1dkZGQM+A+chYWFUvoMaqOmpqaHXjM1NcWYMWPAYAzoTSwhJz09Pairq0Nubi7EYjGCg4ORlZUFLpcLPT09uuOpLQ8PD4wePRpisZj8HidUCnkErMJmzZoFBoOBtWvX0h1Fo7DZbMTExCA5ORlMJhNlZWUoLS3td1+Om5sb3nrrLRQVFZGpFApgbGyM0tJSuLm5AQAaGhrwyy+/YOTIkTh58iQoikJbWxu9IbWUgYEBEhMTERsbi+7ubhQVFcn1ZL22mD17Nu7du0e2NRBKQxpBqzk/Pz+4uLhg/fr1dEfROHfu3EFpaSnq6uqQlJSExMREREZGynqj9f0DFxYWhnv37qGmpobGxJpr9OjRkEgkoCgK586dw+7duwH8/72b06ZNw5EjR1BUVEQKQSW7ceMGKIpCZWUlOBwOxo4di9jYWEgkErmcrNcGAQEBcHZ2xueff053FIJ4CFkBVEEMBgPz5s3D5cuXsWHDBrrjaDwzMzNwuVyEhITgwoULkEgkOHToEKZNm4aJEyfi7NmzeOGFF8jjGznT0dFBZmYmjhw5gk2bNvX7Md7e3khNTYWLiwuOHj0KkUiEY8eOKTkpAdx/sv7UqVMQiUSkKH8MFouF+fPn49y5c/j222/pjkNoEXIKWA1FRkYiIyMDzs7OuHDhAmbMmDHoE6vE0Nna2kIgEMDHxwccDgceHh6yf/v666+xYMECGtNpnsTERHC5XCxbtuyJJ069vLwgEAjg4OCAPXv2gKIonD17VklJib5cXFwgEAjg4eGBw4cPQyQSkQbp/YiOjsZTTz2FlStXkgNkhFKRAlDNuLq6orKyEgYGBrLX3n//faxZs4bGVNqJz+fjp59+uu+1W7duwdPTk4wnkxMDAwNkZ2ejsbERf/7554A+h8FgIDAwEDweD+bm5mhoaEB+fj4uX76s4LREf7y9vSEQCGBvb4/W1laIxWJyWOp/9PT0kJWVhX379mHz5s10xyG0DGkDo2aefvrp+4o/APjHP/5BUxrtdvr06YdeY7FYMDU1pSGNZkpKSgKTyURhYeGAP+fevXtobm7GsmXL8Ndff8HHxweZmZkQCoUP/ewQird//36sWrUKP//8MxwdHTF//nw899xz5OcEQEJCAvT09CCRSOiOQhCPRA6BqIj++qHp6urC3NwcFy9epCGR9mpubkZDQwNCQ0Nlr7W1tWHGjBkoLS1FaWkpbt++TWNC9WZmZoaYmBgUFxfj2rVrg/78u3fvorKyEg0NDYiPj0d8fDwiIiJQVFSEyspKMi1Hie7du4edO3eipaUFUVFRSElJQXBwMCoqKlBSUoIbN27QHVHpTExMEB8fj4qKin5/rxOEqiCPgFWEiYkJampqYGdnB+Dvk6pbt27FmTNnUFFRgaKiIjIeS4nMzMywefNmGBsbY+PGjfj2228RGxuL2NhYXL9+HRKJBA0NDeQk5BBMmDABo0ePRk5OjlxGYhkbGyMlJQWRkZG4evUqpFIpGhsbyaEdGujp6SEhIQHx8fG4c+cOiouLta4of+aZZxAQEIDc3FzyO5ugBdkDqGZMTEywcOFC6Orq4vz58/j9999x8OBBJCQkICEhAXfu3EFhYSHpw6Ukzs7OmD179kP9/8zNzcHn8zFmzBicOnUK27dvx8GDB2lMql5sbGwwb948/Pnnn6iqqpLrtS0tLcHj8RAUFIQzZ85ALBZjz549cr0HMTDGxsZITU1FREQEurq6kJ+frxVFuZWVFebPnw+RSITy8nK64xBaihSAaua5556Dn58fcnJy0N3dfd+/mZiYgMPhIDw8HBcuXABFUWhtbaUpqXZ4+umnER0djdzcXHR2dj70787Ozhg7dizc3Nywb98+7Nixg5xKHYApU6bA1tYWy5YtU9gbGUdHRwgEAowaNQrHjh3Djh07SOsYmmhbUf7yyy/D0dEReXl55I06QRtSAKqR3lWR7du3o6Ki4pEfZ2trC6FQiNGjR+Po0aPYsWMH2tvblZhUe8yfPx+WlpZ49913H/tx/v7+EAgEsLCwQF1dHaRSKTkp/Ai9U1U2btyIlpYWhd/P09MTQqEQjo6O2LNnD8RiMWnHQZMHi3KKonDkyBG6Y8mVi4sLZs2ahU2bNvU74pAglIUUgGpksKsinp6eSEtLg4ODA1paWkBR1BP7qBGD8/HHH6OzsxPLly9/4seyWCxERUUhNTUVLBYLJSUlKCsrIwdFHjBz5kywWCysXbtWaXsnGQwGAgICwOfzYW5ujsbGRkilUtI6hiaenp4QCARwcnLC3r17QVGUxhTlM2bMgJ6eHlavXk32BhO0IgWgmnB1dcXMmTPx008/obm5ecCfx2AwEBwcDD6fDyMjI1RXV6OwsBDXr19XYFrtYGlpiaysLFRVVWHr1q0D/jwDAwOkpKQgOjoa165dg1gsxs6dO8kfAwC+vr6YMmUKvvzyS1r2TLJYLERERCA1NRV6enqorKxEcXGxVp5SpVtvUc7j8WBhYYGdO3dCKpXi0qVLdEcbMh8fH0ydOhVfffUVDhw4QHccQsuRAlBNDHdVREdHB7GxsUhOTkZPTw8KCwtRWVlJ9p8MA5/PR3JyMtatWzekR+wWFhYQCAQIDAzEyZMnsX37dhw6dEgBSdUDk8nEvHnzcOnSJdpHG+rq6iI+Ph4JCQno6emRnVIlq7XKx2QyER4eDg6HAwMDA1RVVaGoqEjt3sQymUykp6fjypUr+Oqrr+iOQxCkAFQHfn5+eOWVV+SyKtL31N3ly5dBUZRS9llporfffhsODg7497//PazruLi4YOzYsXB1dcXevXuxY8cOrZyUEB4ejueffx6rVq3CyZMn6Y4DADAyMpK1jrl27Rry8/PR0NCg8adUVZGuri7i4uKQkJAAACgtLVWrLRS939+rV68mozsJlUAKQBXHZDIxf/58XLx4Ua6rItbW1hAKhfD19UV7ezt27NiBo0ePyu362mDx4sW4du0acnJy5HK9gIAACAQCjBgxArW1tcjPzx9SA2R1pKOjg6ysLBw6dAg///wz3XEeYmFhAR6PhzFjxuDs2bMQi8XYvXs33bG0kqGhIVJSUhAVFYXr16+joKAAdXV1Kl2U6+joIDMzE0eOHMGmTZvojkMQAEgBqPIiIyPx9NNPY/Xq1Th16pTcr+/h4YG0tDQ4OTlh9+7dEIlEOH/+vNzvo2mMjY2xcOFCNDU1ybVgYbFYiImJQUpKChgMBoqLi1FeXq7xDXKTkpLA4XCwbNkylT6o5ODgAIFAAC8vL409paouzM3NweFwEBwcjAsXLkAikWDXrl0quZe29/t76dKlZGIToTJIAajCdHV1kZWVhQMHDuCXX35R2H0YDAYCAwMhEAhgamqKmpoaFBQUaM3q01AkJCQgLS0N3377Lfbu3Sv36/euckRHR6OrqwsURaG5uVkl/7gNl6GhIbKzs9HQ0IA///yT7jgDosmnVNWNnZ0d+Hw+fHx80NHRAYqiVKrpeu/3d319Pf766y+64xCEDCkAVVhqaiqSk5OV9q6RzWYjJiYGycnJYDAYKCoqQkVFhcavPg3Fm2++CXd3dyxcuFChj54sLS0hFArh7++Pjo4ObN++XeNWnMaOHYvw8HDk5uaq1ZsOTTylqs7c3d0hEAjg6uqKtrY2UBSlEntJx40bh7CwMOTk5KjdwRVCs5ECUEUZGRkhOzsbtbW12L59u1LvbWhoiNTUVERFRaGrqwtisRhNTU0aufo0VIsWLcKdO3ewZMkSpdzP1dUVY8eOhYuLi0Y9qjc3N8eCBQtQWFiIwsJCuuMMCYvFQnh4OFJTU9X6lKqm8PX1BZ/Ph62tLZqbmyGRSPqd0qMMFhYWyMjIQH5+PoqLi2nJQBCPQgpAFTV+/HgEBwcjNzeXtj8kD64+7dixA4cPH6YliyrR1dXF4sWLsW/fPnz77bdKu68mPqp/4YUXMGrUKOTk5KjNac5H6ds65t69eyguLkZFRYXa//9SR0wmEyEhIeByuTA2NkZtbS0KCgqUPn1n0qRJcHd3R15eHvk+IFQOKQBVkKWlJTIyMiCRSFBSUkJ3nPtWn7S5TUmvsLAwTJgwAZs3b0Z9fb3S79/7qD4lJQUAZD0d1e1Rvb29PebMmYOtW7eipqaG7jhy07d1zPXr15Gfn4/6+nqVPqWqqfpua2EymSgvL0dpaelDc9QVwdHREXPmzMGWLVtQV1en8PsRxGCRAlAFTZ48Ga6ursjLy1OpP+p925TU1dUhPz9fK+fZTp06FaNHj8Z7771H69fH0NAQHA4HkZGRuHLliuygiLp47bXXYGFhgeXLl2tkcWRhYQEul4vg4GCcO3cOFEWR1jE0MTAwQGJiImJjY9Hd3Y2ioiJUV1crtBH+66+/DlNTU6xcuVIjv78J9UcKQBXj5OSEt99+G7/++isaGhrojvMQFouF6OhopKSkaO0824ULF4LFYuHDDz+kOwoAwMrKCkKhEH5+fmhvb8f27dtx7NgxumM91siRIzF9+nT88MMPaG1tpTuOQjk4OIDP58Pb2xvt7e0QiUQad5BHXZiamoLD4SAsLAyXLl2CVCpVyP7mUaNG4fXXX1dYlwCCkAdSAKqY6dOnw8jICCtXrlTpQxcPzrOVSCRobGxU6czywGQysWTJEhw5cgRffPEF3XHu07enY2trK0QiEW2b359k9uzZuHfvHtatW0d3FKUZOXIkBAIBnJ2dsW/fPlAUhdOnT9MdSytZW1uDz+fD398fp06dAkVR2L9/v1yuzWAwMGfOHHR3d+Pzzz+XyzUJQhFIAahCvL298dprr+Hrr7+W2y8jRbOwsACfz0dQUBBOnTqF7du3q1QPLnnz9fXFlClTsH37dpSVldEd5yEMBgNBQUEQCAQwMTFBVVUVCgsLVepEakBAAF566SV8/vnnWrkSFhAQAD6fDwsLCzQ1NUEqlZLmwDRxdnaGUCiEh4cHDh8+DJFIhOPHjw/rmmPGjMGkSZOGPCOcIJSFFIAqgsFgID09HdevX1e5laWBcHZ2xtixY+Hm5ob9+/djx44dGtkYd9KkSQgKCsJHH32kUkXVg9hsNuLi4pCUlIR79+7JDooocs/TQDCZTGRkZOD8+fP45ptvaM1CJyaTifDwcHA4HBgYGKC6ulrlCnVt4u3tDYFAAHt7e7S2tkIsFg/poBubzcaCBQtw4sQJ/PDDDwpIShDyQwpAFRESEoIXXngBa9asQUdHB91xhszPzw9CoRAWFhZoaGiARCJBV1cX3bHk5p133oGhoSEWLVpEd5QBMTIyAofDQUREBC5dugSKorBr1y7a8kRFRWH8+PFYtWoVefyJv1vHxMXFISEhAQBQUlKC8vJyrdpTqyp6V8/5fD7MzMxQX1+P/Px8XLlyZcDXiIuLg1AoxPLlyzWiTyeh2UgBqALYbDYyMzPR3t6OjRs30h1n2FgsFiIjI5GamgodHR2UlpaitLQUt27dojvasP3nP//BiRMnsHbtWrqjDIq1tTXS0tLg4+ODY8eOYfv27Up/PNU72rCtrQ2//vqrUu+t6oyMjJCcnIyoqCjSOoZmLBYLUVFRSE5Ohp6eHioqKlBSUoIbN2489vP09fWRlZWFXbt24Y8//lBOWIIYBlIAqoD4+HgIBAKNe9eor6+PpKQkxMbG4ubNm5BIJGhoaFDbP2qurq6YOXMmioqKIBaL6Y4zJCNHjkRaWhocHR3R0tICiqJw4cIFpdw7NTUVSUlJyMvLw+XLl5VyT3Vjbm4OLpeLMWPGoLOzE2KxWONPSasqPT09JCQkIC4uDj09PSgqKnpsv02BQICYmBjk5uZq1FMPQnORApBmBgYGyMrKQnNzM7Zu3Up3HIUYMWIE+Hw+goODcebMGezYsUNtDrn09cwzzyAqKgq5ubkqe7p2IBgMBoKDg8Hn82FkZCQ7KPKkFY7h6B1tWFNTgx07dijsPprC3t4eAoFA1jqGoigyhYcmxsbGssbeV69ehVQqRUNDw30dD0xNTZGVlYXS0lJIpVIa0xLEwJECkGYCgQDR0dHIzc3V+KbKjo6OGDt2LDw8PHDgwAGIRCKVGNY+UBkZGTA3N8d7771HdxS50NHRQXx8PBITE3H37l0UFBQorDmuKow2VEceHh4QCoVwdnbG/v37QVEUTp06RXcsrWRpaQkej4egoCCcPn0aIpEIcXFxeOWVV2BkZIQ9e/bgzTffVMqUEYKQB1IA0sjMzAyZmZkoKSlBfn4+3XGUxsfHB0KhEFZWVti5cyckEolaPBL8+OOP0dnZieXLl9MdRa6MjY3B5XIRHh6OCxcugKIouT52tLCwwIIFC1RmtKE68vf3B5/Ph6WlJZqbmyGRSEjrGJo4OTlBKBRCKBQiKSlJ9npPTw/S0tJQW1tLXziCGARSANJowoQJGD16NHJzc7XuXWNvGwwulws9PT2UlZWhpKREZf87WFtbY8GCBaisrMS2bdvojqMQNjY2SEtLw+jRo3H06FFs37592D3RgL9b57i7uyM3N1elRhuqGyaTibCwMHA4HBgaGqK6uhpFRUW4du0a3dG0kkgkQmRk5H2vffHFF/jnP/9JUyKCGJyBFoBsRQfRNra2tggJCcFff/2lskWPIvX09KCmpgZNTU1ITExEfHw8IiIikJ+fj9raWpU7KBIaGgoAaGxspDmJ4pw9exbffPMNPD09MXbsWMyePRvNzc2gKGrIq02Ojo4YM2YMNm/eTIq/Yerp6UFtbS127tyJ2NhYJCUlISwsDKWlpVo3jlEVHD9+/KECUJ33BhPEo5AVQDmbMmUKbG1tsWzZMtqb86oCU1NT2UGR8+fPg6Io7Nmzh+5YMm+//Tbs7e2xcOFCuqMoBYPBQGhoKHg8HgwNDVFRUYGioiLcvHlzUNd5/fXXYWpqipUrV6pcUa/uDA0NkZycjOjoaNy4cQP5+fmoq6sj/52VxN/fH1KpFHp6egCAkydPIiUlBWfPnqU5GUEMDHkETAM3Nze89dZb2LhxI1paWuiOo1Ls7e2RlpaGUaNG4fDhw9ixY4dKNMb+8MMP0dXVhdzcXLqjKJWOjg4SEhKQmJiI27dvyw6KDKTIGDVqFF5//XV89913KlXMa5q+rWMuXLgAsVhMa7NvbeHj44NZs2ahs7MTx48fx5YtW3Dp0iW6YxHEgJECkAYzZ84Ei8XC2rVrMdD/rtrGy8sLaWlpsLOzkx0UoWvTu7GxMRYuXIidO3fil19+oSUD3UxMTMDj8RAaGorOzk6IRKLHFnUMBgNz5szBrVu38Nlnnykxqfays7ODQCDA6NGjcfz4cVAUhUOHDtEdSyP1ju68du0a1q9fT3ccghiSgRaATEUH0RZ+fn5wdXWFSCQixd9jtLW1YdWqVdiyZQtGjhyJjIwMCIVC6OvrKz1LaGgoGAwGmpublX5vVdHV1YUtW7Zg1apVuHjxIqZMmYI333wTTk5O/X58UFAQHBwcIBKJlJxUe50+fRrffPMNPv/8c9y7dw/Tp0/HtGnT4ODgQHc0jRMSEgI7Ozvy/U1oBbICKAdMJhPz58/HxYsXsWHDBrrjqA1dXV0kJCQgISFB9hiypqZGaXsnZ8yYATc3N/zrX/9Syv3UwYMrtGKxGJcuXUJgYCB8fHzg7++PtrY2fP/993RH1Vp+fn4QCASwtrbGzp07IZVKlTb1RZNp2uhOQnuRU8BKFBYWBmtra/JLY5Bu3bqF/Px81NTUgMvlYty4cYiJiZF7v7pHsbOzI6OdHtDW1oaDBw8iNDQUXC4XCxYsgKenJ/h8PgDg7t27WLBgAc0ptdvu3buxd+9e2dcoICAANTU1KCwsJK1jhiE6OhomJiZqOw6SIAaLrAAOk46ODrKysnDo0CH8/PPPdMdRa7a2thAKhXLvV9cfXV1dLF68GHv27CGrWY+gq6uLyZMnP9Qg++TJkwgICCBbHVSAjo6OrHUMg8GQtY65desW3dHUir6+PrKzs9HS0oI//viD7jgEMSxkBVBJ4uLiYGhoCIlEQncUtXfmzJmH+tW1tLSAoii5P+IKCgoCg8HA7t275XpdTXLr1q1+R/o5ODjAwMCAjH5TAbdv30ZxcTFqa2uRnJyM5ORkREVFoaCgAHV1daQV1QAlJiaCzWajoKCA7igEoTTkEMgwGBoaIjExEdXV1WR8kxwdPHgQq1atwq+//gpXV1dkZGRg7NixMDAwkNs9/Pz8cO/ePdKu5wmqq6tx5cqV+147efIkpk2bBk9PT5pSEQ+6fv06tm/fjry8PLS1tWH8+PGYP38+AgMDwWAMaDFAa5mamiI2Nhbl5eVkSwihVUgBOAypqakAgMLCQpqTaJ579+6hoaEBeXl5KCgoQEREBLKzsxEfHw8WizXs6zs6OuLGjRtkisUTdHV14dNPP8W5c+dw69YtSKVSTJs2DXfu3MEbb7yB119//ZEnhgnlu3TpEn799VesXLkS586dw4svvojZs2eTYv0xUlNTcfv2bTLPmtA6ZA/gIOnr62P8+PFwc3ODs7MzNm/eTH5xKIGxsTE4HA7Cw8Nx6dIliMXiIa/eMZlMLFmyBIcPHya9vp7A2toa8+bNw44dO1BRUXHfv/n4+EAgEMDW1hYtLS2QSCQ4f/48TUmJ/ri7u0MgEMDV1RVtbW2gKKrfx/raytraGvPnz8f27dsf+v4mCHVFGkErgL6+PiiKQmBgIADgzp07mDx5Mtk3okTW1tYQCoXw9fVFe3s7duzYgaNHjw7qGr6+vpgyZQr+/PNP8kv/CV5++WU4ODhg6dKl/e4nYzAYCAkJAZfLhYmJCerr65Gfn08epakYX19fCAQC2NjYoKmpCRKJhLSOwd/f346OjsjLyyP7JQmNQQpABXjhhRcemn5QVVWFsWPH0pRIe3l4eCAtLQ1OTk5obW0FRVEDXn2aPHkyAgMD8dFHH5GDDI/h7OyM2bNnY9OmTWhqanrsx7LZbERHRyMpKQk6OjqoqKhASUnJoGcME4rDZDIRGhoKDocDY2Nj1NTUoKCgQGtbx7i4uGDWrFkD+v4mCHVCTgErgI2NzUOvOTk5gcFgkJYYSnb48GGsXbsWQUFB4PP5mD9//oD/oLm4uODWrVuk+HuCtLQ0nDx5ckCTUu7cuYOysjLU1tYiMTERcXFxiIyMRFFREaqqqsheSxXQ09ODuro6NDU1ISYmBklJSQgNDUVZWRlKS0u1rnWMUCjEqVOntHoSEKHdyArgILi7u6Oqqgq6urqy1xobG7Ft2zZQFIW2tjYa02kvNpuN2NhYJCcnAwCKiopQUVHxyKLjP//5D06cOIG1a9cqM6ZaGT16NF599VV89dVXOHDgwKA/38TEBCkpKYiIiEBXVxfy8/PR2NiInp4eBaQlhsLAwABJSUmIiYlBd3c3CgoKUFtbqxWPQr29vfHaa69hw4YN5Pc2oXHII2AFycvLQ0pKCu7cuYM//vgDP/30E3g8Htzd3XHo0CGIRCJ0dHTQHVMrGRkZISUlBVFRUejq6gJFUWhubr5vddbd3R0zZsxAQUEBpFIpjWlVF4PBQHp6Oq5evYovv/xyWNeytLQEj8dDUFAQzpw5A7FYjD179sgpKSEPZmZm4HK5CAkJwcWLFyGRSNDS0qKxTzV6v7+vXbtGDoERGokUgArQ+66xv1WR0aNHQyAQwM7OjpyIpJmVlRUEAgH8/f3R0dGBHTt24PDhw7C1tUVGRgasra2xYMEC0rvxEUJDQzFx4kSsWbNGbm9mHB0dIRAIMGrUKBw7dgwUReHIkSNyuTYhH7a2tuDz+fD19cWJEycgEolw8OBBumPJXUhICF544QWsXbtWYZOGCIJOpACUMwaDgblz5+LGjRv44osvHvkxwcHB4PF4MDExQV1dHQoKCsiJSJq4urpi7NixcHFxAYPBwNSpU2WP7zdt2oRZs2bRnFD1sNlsZGZm4tixY/jpp5/kfn1PT08IBAI4OTlh3759oCgKp0+flvt9iKFzdXWFUCiEm5sbDhw4AIqicOLECbpjyQWbzcaCBQvQ0dGBH3/8ke44BKEQpACUs8G8a2Sz2YiKikJycjJ0dHRQXl6OkpISdHd3Kykt0VdgYCC2bNkCS0vL+17ncDhobGykKZVqio+Ph0AgwLJly9DZ2amQezAYDPj7+4PP58PCwgJNTU2QSqVkRVbF+Pr6gs/nw9bWFs3NzZBIJAr7nlCWuLg4CIVCLF++nDyhITQWKQDlaKjvGvX09GQnIntndpITkfQ4c+YMdHR07ntt5syZ+Pnnn2lKpHoMDAyQlZWFpqYmbNu2TeH3YzKZCA8PR2pqKgwNDVFTU4PCwkKtbUuiiphMpqzPo7GxMWpra1FQUICrV6/SHW3Q9PT0kJ2djdbWVvz+++90xyEIhSFtYOQoOjoapqamEIvFg/q87u5uSCQSVFVVITU1FQKBALGxsZBKpWhsbNTYTdaqSCKR3Nev8fbt2wgJCcG5c+dQXl6udS0w+pOYmAgWi6W00YY9PT2oqalBY2MjYmNjkZSUhLCwMJSWlqKsrIx8TVRAT08P6uvrZa1jkpOTERISgrKyMpSVlanVU43ExETo6OggPz+f7igEoRLICuAT9K6KtLS04I8//hjWtaysrMDj8RAYGIjTp09DLBZj79698glKPJaVlRU2b94MX19fHDhwAEuWLAGLxUJkZCRu3ryJoqIi1NTUaO3qrJmZGTIzM1FSUkLbH0hDQ0MkJSUhOjoa3d3dKCwsRE1NjVa0JVEXBgYGSExMRGxsrFp9jUxMTJCVlYWKiopBv5EnCHVDHgHLiUAgQExMDHJycuT22MPJyQlCoRAjR47E0aNHIRKJcOzYMblcm3i0f/7zn9DT08PixYtlr5mZmYHD4SA0NBRXrlxBQUEBGhoatK5f3fPPPw8fHx/k5OTQvvL2YFsSqVT6UDsfgl59f27UoXXMM888g4CAAOTm5pLpNITGIwWgHPSuipSWliqkZ9yoUaMgFArh4OCAPXv2gKIonD17Vu73If62ZMkSnDp1CmvWrHno36ysrMDlchEUFIRz585BKpVi165dKvsHTZ5sbGwwb948/Pnnn6iqqqI7joyNjQ34fD78/Pxw8uRJ0mxdBT34NRKJRENqHK5IVlZWmD9/PkQiEcrLy+mOQxAKRwpAOehdFcnNzVXYXhcGg4HAwEDweDyYm5ujsbERUqkUly9fVsj9tJW5uTneeecdVFZWPvaAg729PXg8Hnx8fHDq1CmIxWLs27dPiUmVb8qUKbC1tcWyZctU8lGei4sLhEIh3N3dcfjwYYhEItK/TcX0bR1z8OBBUBSlMg3xX3zxRbi4uCAvL09rt3gQ2oUUgMPUuyry119/obKyUuH3692PlpKSAj09PVRWVqK4uBg3btxQ+L21QWJiIoRC4YBHm7m6uoLP58PDwwPHjh2DWCzG4cOHlZBUuVxdXTFz5kxs3LgRLS0tdMd5LG9vbwgEAtjb26O1tRVisRjnzp2jOxbRh4+PDwQCAWxtbdHS0gKxWExr6xgnJye8/fbb+OWXX0jLJ0JrkAJwmOhaFdHV1UVCQgLi4+PR09OD4uJiVFZW4vbt20rLoIlee+01eHl5YeHChYPa3zdq1Cjw+Xw4OTnhwIEDEIvFKrOyIQ9vvfUW2Gw21q5dqxaPuxkMBsaMGQMejwczMzPU19cjPz8fV65coTsa8T8MBkPWOsbExITW1jHTp0+HkZERVq5cqRbf3wQhD6QAHAY3Nze89dZbtK6K9M61jYyMxLVr15Cfn6+VhxPkpb8DIIPh5+cHHo8HW1tb7N69GxKJBGfOnJFzSuXy9fXFlClT8OWXX6rdyC8WiyVrtk5WzFUTm81GdHQ0kpOTwWazUVZWhtLSUqW1jvHy8sK0adPwzTffaPw2DoLoixSAwzBz5kywWCyVWBWxsLAAl8tFcHAwzp49C7FYjN27d9OaSR097gDIQPWO+ktNTYW5uTmampqQn5+PCxcuyDGpcjCZTKSnp+Py5cvYsGED3XGGTE9PDwkJCYiLiyMr5irqwdYxRUVFqK6uVuiTFQaDgTlz5qC7uxuff/65wu5DEKqIFIBD5Ofnh1deeQXr16/HoUOH6I4j4+DgAD6fD29vb7S3t4OiKI3ck6YIvQdAqqqqsHXr1mFfj8ViISwsDKmpqTAyMkJdXR0KCwvV6jFkeHg4nn/+eaxatQonT56kO86wGRsbIyUlBREREWTFXEWZmpqCw+EgLCwMly5dgkQiUVh7nzFjxmDSpElYt24d2tvb5X59glBlpAAcAiaTifnz5+PChQv4+uuv6Y7Tr5EjR0IgEMDZ2Rn79u2DWCzGqVOn6I6l0hISEpCWloavv/4a+/fvl9t1dXR0EB0djcTEROjq6qKyshIlJSW4fv263O6hCDo6OsjMzMThw4c1bhTegyvmEokEra2tdMci+rC2tgafz4e/v79C2vuwWCwsWLAAp06dwvfffy+36xKEuiAF4BBERETgmWeewerVq1W+qPL39wefz4elpSWampoglUpx8eJFumOppKEeABkoPT09xMfHIz4+Hvfu3UNZWRnKy8tVdkxWYmIiuFwuli1bppaPrweCrJirvr7tfQ4dOgSRSCSXA1YxMTEYN24cli9fTk6JE1qJFICDpKOjg6ysLBw8eBC//PIL3XEGhMlkIiwsDBwOB4aGhqiurkZRURGuXbtGdzSV8s9//hP6+vr44IMPFHofIyMjJCUlISoqCrdu3UJxcTGqqqpUqveYoaEhsrKy0NjYiD///JPuOArn4eEBgUAAFxcX7N+/H2KxWCMeeWuS0aNHQyAQwM7ODi0tLZBIJDh//vyQrqWnp4esrCzs3bsXW7ZskXNSglAPpAAcpJSUFKSkpGDp0qVqt5Kmo6OD2NhYJCUlAQBKS0tRXl5O+0gvVSGPAyCDYWpqitTUVISFheHq1asoKChAfX29SuxHS0tLQ0REBHJzc7XqjYK/vz94PB5sbGzQ1NQEiUSisauf6qj3gBWPx4OJiQnq6upQUFCArq6uQV2Hw+EgMTERubm5arUnlyDkiRSAg2BkZISsrCzU1dVh+/btdMcZMkNDQyQnJyM6Oho3btxAQUEB6urqVHK6g7LI+wDIYFhaWoLD4SAoKEglZtqOGDECmZmZKCwsRGFhIS0Z6MRkMhEaGgoOhwNjY2PU1NSgsLCQlv50RP96W8ckJSVBR0cH5eXlKCkpGdB2CmNjY2RlZaGqqgoURSkhLUGoJlIADsJTTz2F0NBQ5OTkqPwG/oEYMWKEbCP8hQsXIJFItGau7YMUdQBkMGxtbcHj8eDn54fTp09DIpFgz549Ss8xceJEeHl5ITc3V6tXh3V0dBATE4OkpCQwmUyUl5crtT8d8WT6+vqy1jG3b99GUVERqqqqHvtm9tlnn0VgYCBycnJIP0hCq5ECcIAsLCyQkZGB/Px8FBcX0x1HrmxtbSEQCODj44OOjg5QFKV2DX+HS9EHQAbD2dkZfD4fnp6eaG9vh0QiUdrXw9bWFunp6di6dStqamqUck9VR0d/OmJwTExMZK1jrly5gsLCQuzatQs3b94E8Peq37hx42BpKmlHYQAAPktJREFUaQl3d3f89ttvShndSRCqjBSAAzRp0iS4u7sjLy9PY5vH9h3UfuDAAVAUhRMnTtAdSymUdQBkMEaOHAk+nw8XFxccPHgQYrEYx48fV+g9p06dCisrKyxfvpz2QljV9O1Pd/nyZUilUuzcuVMrV8xVVW/rGF9fX/T09KCtrQ0dHR1YsWIFnJycAABXr15FQkICjh49Sm9YgqAZKQAHwMHBAXPnzsWWLVtQV1dHdxyF8/X1BZ/Ph62tLZqbmyGRSGgd1K4MS5YswenTp7F69Wq6ozzEx8cHfD4fdnZ22LNnDyQSCU6fPi33+7i7u2PGjBn44YcfSE+8x+jbn+7UqVMQi8VkhJiKMTU1RUBAAAIDAzFhwgQEBwff9+/r16/HO++8Q1M6glANpAAcgNdffx1mZmZYsWKF1qyKMJlMhISEgMPh0D6oXdHoPAAyUAwGA4GBgeByubCwsEBLSwukUqlcC/NZs2YBANatWye3a2oyZ2dnCAQCjBw5EkeOHIFIJCLTJFTQ+vXr8fzzz9/3WlNTE2bPno22tjbyKJ/QWqQAfAJPT0+88cYb+O6772jZkE83Npst2whPx6B2ZYiPj8fYsWNpPQAyUL09HVNTU2FsbIz6+noUFhbi8uXLw7quv78/Xn75ZXzxxRekEfIgeXl5QSAQwMHBAXv27AFFUTh79izdsYj/EQgE2Lhx432v/f777zh37hxu3LiB3bt3o7m5GYcOHdKaN/gEAZAC8LEYDAbefvtt3L59G5999hndcWilyRvhX331VXh7e6vEAZCBYrPZiIqKQnJyMnR1dVFdXY3i4uIh9ezrHW3Y2dmJb775Rv5htUDvCi2Px4O5uTkaGxshlUqHXZgTw8dms/Hjjz8iMDAQ169fx9dff401a9bAxsYGQUFBCAoKgpWVFa5evYqKigpUVFRo9el3QnuQAvAxgoKCMHnyZHz66ac4duwY3XFUQm/z4vDwcFy+fBkSiQRNTU1qvRFeFQ+ADJSenh7i4uIQHx8PBoMxpFYl6jTaUNWxWCxEREQgJSUF+vr6qKqqQnFxsUa0jVJXcXFxEAqFWLZs2SO3TDg4OCA8PBzh4eG4efOmRr3BJYhHIQXgI5BB4Y/34EZ4iqJU/vHpo6jyAZCBMjQ0RGJiImJiYnD79m3ZeLknnVhXx9GG6kBXVxfx8fFISEjAvXv3UFJSgvLyco3tIKCqdHV1kZ2djd27d+P3339/4sebmZmBw+EgNDQUly5dgkQiobUpO0EoEikAHyE2NhZjx44lg8KfwNnZGUKhEB4eHjh8+DBEIpHCW5XIkzocABkMExMTpKSkICIiAteuXUNhYeFjp7wkJycjNTUVeXl5uHTpknLDagEjIyOkpKQgMjIS169fl03dUZetBuouKSkJHA4Hubm5g3ocb21tDYFAAD8/P5w8eRIikQgHDhxQYFKCUD5SAPZDT09P9q7xt99+ozuOWvDy8oJQKIS9vT1aW1shFovVonBWpwMgg2FhYYHU1FQEBwfj0qVLyM/Pf6hnnaaMNlQH5ubm4HK5GDNmDDo7OyGRSNDa2kpWlhRIV1cX77zzDpqbm7Ft27YhXaNvb9SDBw9CJBJpTW9UQvORArAfPB4PcXFxyMvLI4PCB4HBYCAoKAh8Ph9mZmaor69Hfn6+Sv83VMcDIINhY2MDHo8Hf39/nDlzBlKpFFFRUXjjjTdgbGyMtrY2vPzyy2SPmpLY2dmBz+dr9dQdZeld/cvJyRn27yAfHx8IBAKt6o1KaD5SAD7AxMQEWVlZqKiogFgspjuOWmKxWIiKikJKSgp0dXVRUVGBkpISlZy7qc4HQAbDyckJPB4PfD4fXC73vn979dVXh7xCQgyNu7s7BAIBXF1dtW7qjjL0rv61tLTIbWtHb29ULpcLY2Nj1NTUoLCwUCN7oxLaYaAFIFPRQVQFh8ORbaInhubu3buoqKhATk4OSktLERMTg6ysLCQkJIDNZtMd7z4mJiZa8U6+o6MDGzZs6PeR4/jx42lIpN2OHDmCTz/9FN999x1MTU0xZ84cTJ48GZaWlnRH0wjR0dHQ09OT6+/xnp4e1NfXIzc3F2KxGMHBwcjKygKHw4Gurq7c7kMQqka1/moriLW1NcLCwiASiTSq0TFduru7IZVKUVVVhdTUVPD5fMTExCA/Px+NjY20P3IdMWIEWCyWWh1aGa6DBw+Cx+Pd95q5uTmsra3VYs+mptmzZw/27dsnm7qTkZGBuro6FBQUoKuri+54aqn3BHZ9fb1C+jDeuXMHpaWlqKurQ1JSEhITExEVFYWCggLU1taS1jGExtGKR8Avv/wyHBwcsHTpUvJDrACWlpbg8XgICgrCmTNnIBaLaZ2u0nsA5JtvvtGaWa6Ojo4oLy+HmZkZAOD8+fP45ZdfwGQy0dDQgPz8fNK8mCZsNhvR0dFITk4Gm81GeXk5SkpKyJvRQUpISACPxxv0yd+hMjMzA5fLRUhICC5evAixWIxdu3aRAz6EyiN7AP/H2dkZs2fPxqZNm9DU1ER3HI3m6OgIgUCAUaNG4dixYxCJRDh69KjSc0ydOhWjR4/W2AMg/XFyckJGRgbOnz+P9vZ2bNu2DdeuXUNkZCRSUlKgp6eHyspKFBcXq+SeTW2gr68vm7rTt6fjnTt36I6m8nR0dPDOO+8MuO+fPNna2kIgEMgO+IhEIhw6dEipGQhiMLS+AHR0dERoaCh8fX1x48YNrFq1irxzUxJPT08IBAI4OTlh7969oCgKZ86cUdr933nnHRgYGGj8AZC+Xn/9dZiammLFihUPfZ/r6uoiISEB8fHx6OnpQXFxMSoqKkjhQRMTExPZ1J2uri5IpVI0NjaS30+PER8fD4FAgLy8PFy8eJGWDH0P+LS1tYGiKJw8eZKWLATxOFpdAL7yyitYunQp2Gw27t27h7Vr1+L999+nO5ZWYTAYCAgIAI/Hg4WFBXbu3AmpVKqUpsSaMAFkMDw8PPDmm2/i+++/x+7dux/5ccbGxrLmxVevXkV+fj4aGhq0ZpVU1VhZWYHH4yEwMFAltk6oKh0dHWRnZ2Pv3r0q0b/Vz88PfD4fNjY2st9rFy5coDsWQchobQFoYGCAvXv3wtTUVPZad3c3/Pz8yA8pDVgsFsLDw5GamgoDAwNUVVWhqKhIYf3pRowYgX/+85+orq7GH3/8oZB7qJqZM2eCxWJhzZo1A/p4CwsL8Hg8jBkzBmfPngVFUaTwoFHfrRNHjx4FRVG0bJ1QVb0zf+lc/XsQk8lEWFgYOBwODA0NZa1jrl27Rnc0gtDeAtDFxaXfvX4cDgeNjY3KD0QA+PsxZFxcHBISEgBAYTNUte0AiLe3N1577TV89dVXgx5p5eDgAIFAAC8vL1r3bBJ/o3vrhCrqXf3bt28ftmzZQnech+jo6CA2NhZJSUkAgNLSUpSVlZHZ0ASttLYABIDq6mp4eXnJ/ve1a9ewYsUK7NixA3v37qUxGWFkZITk5GRERUUpZIaqNh0AYTAYmDNnDm7evIkvvvhiyNchhYfqeHDrRFNTE6RSqcqsfClbbGws0tLSsHTpUpV+gmNoaIjk5GRER0fjxo0byM/PJ7OhCdpodQHo4+ODVatWITQ0FLt27cL//d//wcnJCZ6enjhy5AhEIhHa29vpjqnV+puhumvXrmFfV5sOgAQEBOCll17Cp59+imPHjg3rWg8WHo2NjZBKpaR1DE2YTCbCw8PB4XBgYGCA6upqFBYWatVoPzabjezsbLS1tWHz5s10xxmQB3+vicVitLa20h2L0DJaXQD2YjKZ970DGzVqFIRCIRwcHLB7925QFEWa5NLMzs4OAoEAo0ePxvHjx0FR1LBaLCxZsgRnzpzBqlWr5JhS9TCZTMybNw8XLlzAN998I7fr9t2zqa+vT1rH0ExHRwdxcXFITEwE8PcjxvLycty6dYvmZIqnLqt//bG3t4dAIIC3tzfa29tBURQOHz5MdyxCS5AC8BEYDAaCgoLA5/NhamqK+vp65Ofnk+78NHN3d4dQKISLi8uQWyyYmpri3//+N2pqapTeK0zZQkNDMXHiRKxatUohrSh6py4kJCTIWsdUVlaSvU00efARY2FhoUZPp+hd/Ttw4AB+/fVXuuMM2ciRIyEQCODs7Ix9+/aBoiicPn2a7liEhiMF4BOwWCxZd34dHR3SnV9F9G2x0NTUBIlEMuB3/7GxsXjqqafw7bffavReTxaLhczMTBw/fhwbN25U6L2MjIxkrWOuXbtGWsfQbMSIEeByuQgODsbFixchkUjQ0tKicT0EY2JiMG7cOCxdulQjZnoHBASAz+fL9nVKJBKltMQitBMpAAdIT08PSUlJsu78hYWFqK6u1th31uqAyWQiNDQUHA4HxsbGqKmpQUFBwRNbLGjLAZDeP47Lly9X2haGB1vHiMXix/YcJBTL1tYWfD4fvr6+OHHiBCiKGvQpcFXFZrORlZWFQ4cO4ZdffqE7jtw8uK9T0S2xCO1FCsBBMjU1BYfDQVhYmEa/s1YnOjo6iImJQVJSEphMJsrKylBaWvrI/U/acACkty3G/v37adkYT1rHqBZXV1cIBAK4u7vj0KFDEIlE6OjooDvWsERFRWH8+PFYtmwZzp8/T3ccuettiZWYmIh79+7JJvOQ7RWEvJACcIhsbGzA5/Ph5+eHEydOQCQS4eDBg3TH0moGBgZISkpCTEwMuru7UVhYiJqamodWabXhAEhiYiK4XC6WLl1Ka2sQ0jpGtfj4+IDP58POzg67du2CWCxWy+KJxWIhKysLhw8f1qjVv/6Q7RWEopACcJhcXV0hFArh5uZG5j6qCDMzM3A4HISGhj60SpuSkoLXXnsNW7duVZuWEYOlr6+Pd955Bzt37sS2bdvojtPvuD+JREJax9CEwWAgODgYXC5XdsCtoKAAV65coTvagEVGRuLpp5/W2NW//pDtFYS8kQJQTnx9fSEQCGRzHyUSidY2ZVUVfVdpz507h3HjxiEoKAgAcOLECQgEApw4cYLmlPLH4/EQFxeHnJwcXL16le44Mg+2jqmqqkJxcTHZ20QTNpuNqKgoJCcnQ1dXFxUVFSgpKVH5Vj69q39HjhzBzz//THccpSPbKwh5IQWgHPUeSuByuTA0NER1dTWKiorI3Eeaubi44MMPP8T48ePve/2bb75BRkYGTakUw8jICNnZ2aiqqgJFUXTH6deDrWNKSkrI3iYa6enpISEhAfHx8bhz546slc+dO3fojtav3tU/ZR5uUkWenp4QCoVwdHTEnj17QFEUzp49S3csQo2QAlABHpz7qKh5tsTAffLJJ5g+ffp9r9XW1kIgENCUSDHGjRuHsLAwfPLJJyq/kkP2NqkWY2NjpKamIiIiAlevXlXJr0dva6Njx45h06ZNdMehXe/2Cj6fD3NzczKZhxgUUgAqkKGhIVJSUmTzbPPz81FfX69Sv1C1hVAoxI8//njfazU1NVi3bh0KCws1YpXWzMwMWVlZKCwsRGFhId1xBszCwkLWs47sbaKfpaWlbEyZqn09IiIi8Mwzz2DFihVktasPFouFyMhIpKSkQE9Pj0zmIQaEFIBKYG5uDh6PR/7A0WzhwoV4++23wWQy8csvv+CPP/5AfHw8AGhEi4XnnnsOvr6+yMnJUcsRYA/ubaIoCkeOHKE7ltbq+/VQhTFlvat/7e3t+Omnn2jLocr09PQQHx+P+Ph49PT0oKioSKUf5xP0IgWgEj34B27Hjh04duwY3bG0RmRkJJ577jn89NNPaGpqAnD/Ku21a9cgkUjQ2Niodn0dLS0tkZGRAZFIhPLycrrjDMvIkSMhFApJ6xgV0XdM2f79+0FRFE6dOqX0HOHh4Xj22WfJ6t8AqMPjfIJ+pACkAdm8S4+XXnoJ/v7+eO+99x56R2xhYQE+n4+goCCcPn0aO3bsQFtbG01JB2/SpElwc3NDXl6eRrzbZzAY8Pf3l43F2rlzJ6RSKRmLRaPer4e1tbXs6zHQ8YvDxWQykZmZiY6ODoWPNdQklpaW4PF4CAoKIk+fiIeQApAmDAYDgYGB4PF4MDc3R0NDA6RSqVr14lI3mZmZMDU1xfvvv//Ij3FyckJaWho8PDxw8OBBiEQilW8VY29vj/T0dGzZsgV1dXV0x5ErJpOJiIgIpKamkrFYKoDJZCIsLAwcDgeGhoaora0d0PjF4QoLC8OECROwfPlysho8BI6OjuDz+SrzOJ9QDaQApNmDm3fLy8tRUlKCmzdv0h1N43z00Ue4ePEili1b9sSPHT16NIRCIWxtbdHU1ASxWKyyfR2nTJkCGxsbLFu2TGMf8ZCxWKplsOMXh4PNZsv2/pHVv+F58HG+WCwmgwu0GCkAVUTfXly3b99GUVERqqqqHhpjRgyNvr4+Fi1ahObm5gG3j3iwr6Mqrj45Oztj9uzZ+Omnn9Dc3Ex3HIXr2zrm+vXrkEqlZG8TjQY6fnE4EhISwOfzsXz5cq2Z+qFofR/nNzU1QSKRKO1xPqE6SAGoYkxMTJCamorw8HBcuXIFEokETU1NancoQdUEBwfjH//4BzZv3oz6+vpBfa6Ojg7i4+ORmJiocifr3njjDRgZGWHVqlVa9T1CWseoFlNTU3C5XISGhuLSpUuQSqVy+b1laGiIrKwslRlrqEl63+ByOBwYGxujpqYGhYWFKjU9iFAsUgCqKGtra/D5fPj7++PkyZOgKEqtDiWomokTJyIkJASLFy8e8uN1IyMjpKamIjIyEl1dXZBIJNi5cydthdfIkSMxffp0fPvtt9i7dy8tGejm4OAAPp8Pb29vtLe3QyQSkdYxNLK2toZAIICfnx9OnToFiqKwf//+IV+vt7F5bm6uRvTqVEUPPs4vLy9HaWkpuru76Y5GKBgpAFWci4sLhEIh3N3d1eZQgiqaP38+LCws8N577w37WlZWVuDz+QgICMDJkyexY8cOHDx4UA4pB2fWrFkAgHXr1in93qqm796mffv2gaIonD59mu5YWsvZ2RlCoRAeHh44fPgwRCIRjh8/PqhrWFhYICMjA/n5+SguLlZMUELGwMAAiYmJiI2Nxa1bt1BUVITq6mqVeNJBKAYpANWEj48PBAIBbG1t0dzcDLFYTPZsDMLixYtx9epV5Obmyu2aLi4uSEtLg5ubG9ra2iASiZTWH83X1xdTpkzB+vXrcejQIaXcUx30jsUirWNUg5eXF4RCIezt7bF7925QFDXg+b0vvvgiXF1dkZeXRw77KJGpqSlSU1MRFhaGK1euID8/Xy17oxJPRgpANcJkMhESEgIulyvbs6GMFgzqjs1m46OPPsLu3bvxww8/yP36vr6+EAgEsLKykm2oVmTRwWAwkJ6ejqtXr+LLL79U2H3UFZPJRHh4ODgcDmkdowIYDAaCgoLA4/EwYsQINDQ0ID8//7HzansPN/36669oaGhQYlqil5WVFXg8HgIDA3H69GmIxWKt3WqiqUgBqIYe3LNRWlqKsrIytRz/pQy9q2Xbtm1DZWWlQu7R2x+Ny+VCX19fobM4g4KCMHnyZKxdu3bQj9W0SW/rmISEBACaMe5PnQ1mXu3rr78OExMTrFy5kqw80czJyQkCgQCenp44evQoKIrC0aNH6Y5FyAEpANWYoaGhrAXDjRs3kJ+fj7q6OtIS4wHPPvssIiMj8Z///EfhjbZ1dXVl7Xzu3r2LwsJCubbzYTKZyMjIwNmzZ/Hdd9/J5ZqazsjICMnJyYiKisL169eRn5+P+vp68nNCk74/Iz09PSgpKUFFRQWYTCbGjh0LV1dXuLi44MsvvyQnu1WIp6cnBAIBGdGoQUgBqAFGjBgBHo+HMWPGoLOzE2KxGK2trXTHUhlz5syBnZ0dFi5cqLR79m3nc/nyZYjFYrS0tAx7NSMiIgLPPfccVqxYQQ45DJK5ublsLFZnZycoiiIFBo369nS8c+cOnn76abi6ugIAbty4AQ6HQx45qhgGg4GAgADweDxYWFigqakJUqlUZZvkE49HCkANYm9vD4FAQFpiPGDRokXo7u7Gf//7X6Xfu29bjI6ODohEoiEf2mCz2cjKysKRI0cG3MyaeBj5OVEtFhYW+L//+z9MnDjxvtd/++03vPHGGzSlIh6nd59tamoqDA0NZT0EyX509UIKQA3UtyWGti/VM5lMLFmyBG1tbfj6669py+Hq6oq0tDS4urpi3759EIlEg/6axMXFQSgUYtmyZejs7FRQUu1BWseojg8//BBvv/32fa81NzcjOTmZpkTEQOjo6CA2NhZJSUkAINuPTvbZqgdSAGooBoMhG/djYWGBxsZGSKXSx56800S9zZIpilKJXmL+/v4QCASyr4lEIhnQvkRdXV1kZ2djz549+O2335SQVHv0PtKytLQkj7RoEhkZCZFIdN9rVVVV+P3330FRFDo6OmhKRgyEoaEhkpOTER0dTfajqxFSAGo4Fosla4nxpJN3mmjs2LGIj4/H0qVLB9x/TNGYTCYiIiJkX5Py8nIUFxc/tvN+SkoKUlJSkJubq3VFvDKQ1jH00tXVxYYNGxAcHIyenh5s3LgR27ZtA5fLhZ2dHVpbWyEWi1XmZ5jo34gRI2QjGjs7OyGRSLBr1y66YxGPQApALfHgyTtVmmerSLNmzYKTkxP+/e9/0x3lIXp6erKvye3bt1FQUICampqHTgzr6enhn//8JxoaGvDXX3/RlFY7kNYx9ODxeIiPj0deXt59b3AYDAbGjBkDHo8HMzOzAfUQJOhnZ2cHgUCA0aNH4/jx4xCJRDh8+DDdsYgHkAJQyxgbGyM1NRUREREqMc9W0d577z309PRgyZIldEd5JFNTU3A4HISFheHixYugKAq7du2Crq4ukpKS4OPjAxsbG/z3v/9FV1cX3XG1AmkdozwjRozAggULUFZWBolE0u/HsFgsREVFITk5WSufZKgrDw8PCAQCuLi4YP/+/aAoSmnTkognIwWglurb5V0eQ9tV1f/93//h8OHDWL9+Pd1RnsjGxgZCoRA+Pj64fPkyXnzxRTg6OgIAjh49isTERFIAKpm5uTm4XC5psaRAkyZNgoeHB/Ly8p7YzP5RPQTJCq1q692PTvbZqhZSAGq5B4e279ixQ2M2XDs5OeHtt99GYWHhI1cWVJGHhwfWrl2LyMjI+15///33sWbNGppSabcHW8dQFEUeaclB78i3zZs3o76+fsCf17eH4PXr11FQUEAOHai43mlJHA4HhoaGqK6uRmFhIdlnSyNSABIAAG9vbwiFwv/X3p2HRVmv/wN/D8MuIKCAAoLIIgzKKoHIJjBbpnkut0Sr45qKRip4zsmjXdVlXZfilpZmJzMtLfXCsoUZhgGGRZBVEBWFUAQTTcEFEgjk90df5odoyTIzzyz3678zyPO8k+Nwz/P5fO4bo0aNQkVFBcRisca3GuHz+Zg6dSr27NmDGzduMB1nQFJSUuStFXocO3YM8fHxzAQiAP4szoVCobx1jFgspiWtIVi5ciUMDAywZ8+eQW1D6f2EtqmpSX7oQFu3tGiDvq1jZDIZcnNz6SkuA6gAJHIsFgv+/v7g8XgwNzdHYWEhpFIpWlpamI42KMuXL8fYsWPV8gDI88THx+P9999/4rWff/4ZR48eRVZWFn1qZhgtaQ2dj48P4uLi8Nlnnw26OXqPUaNGgc/nw8vLCw0NDRCJRKipqVFQUqIMvVvH0D5bZlABSJ6ir6+PyZMnY+rUqWCz2cjJyUF2dvZz9+eom40bN0JPT++pQkoTmJub4/vvv4eXlxcePXqE/fv3o6SkBBEREeju7qbTqWqgb+sYWtLqP319faxfvx43b95U6EzrsWPHQigUwtnZGdXV1RCLxVqzpUVb0T5b5lABSP6SiYkJIiMjMWXKFLS1tcn32fRtU6KuPvjgA9TX12Pfvn1MRxmwadOmISgoCFu3bn2ioKC9T+rHwMAAYWFhiIyMBEBLWv0RGRkJHo+HnTt34s6dOwq/vpeXF/h8vnxLS1pamlLuQxRn9OjR4PP58PT0pH22KkIFIHmu4cOHg8vlIiAgAE1NTRCLxWrf3NPGxkbeWuKnn35iOs6AWFhYICkpCVlZWZBKpc/8M9bW1uByufD19aWGq2rC1NQU0dHR1DrmOczMzJCYmIiSkhL88MMPSrsPi8VCQEAAuFwuzM3NUVxcDKlU2q/JO4Q5fffZ0ohG5aECkPSbnZ0dBAIBvLy81L65Z1RUFAQCgUL2F6nazJkzMXHiRGzduvVvp4MAT55Ora+vh0gk0rj/Xm1DS1p/b+bMmfDx8UFycrJKlsv19fXlPQQNDQ2Rl5cHmUxGPQTVHO2zVT4qAMmAubi4QCgUypt7pqamqt0ntMWLF8Pd3R0bN27UqCcw1tbWWL9+PUQiEXJycvr9fb0brl65cgUikQi//vqrEpOS56ElrafZ2dkhISEBP/30E/Ly8lR6757JO2FhYXj8+DGysrJw5swZWqpXYzSiUbmoACSD1vcTWlpaGu7du8d0LADAv//9bxgZGeHdd99lOsqAzJ07F25ubti6deugxvR5e3uDz+fD1tYW5eXlSEtL0/h2PpqOpiH8f4sXL4a1tTV27tzJ2F5iMzMz+T7alpYWSKVSWqpXcz0jGiMjI+kQnAJRAUiGpO8ntJ4RTUx/QtuyZQtu3rypUY2TbW1t8dZbb+H06dMoKCgY9HX09PQQGBiI2NhYmJmZaXw7H22h60taHh4eWLx4MQ4fPoyLFy8yHUe+j9bf3x+//fYbLdVrABrRqFhUABKF6P0JrWd5JS8vb1BPsYbKwsICb7/9NgoKCvDdd9+p/P6DtXDhQtjb22P79u0KeTqir6+P0NDQp9r5PG9fIVEeXZ2GoKenh4SEBLS0tKjdWEbaR6t5ehfvt2/fhlgsxoULF5iOpXGoACQK1dOmJCQkBC0tLZBIJCgpKVFpZ/7Q0FDMmDEDX375JS5duqSy+w6Fg4MD1qxZgxMnTqCkpESh1+7dzqejowOZmZnIz8/XmHY+2qjvNITs7Gzk5ORo7ZJWSEgIZsyYgb1796rt3tS++2jFYrHGTRDSNfb29uDz+fIRjampqbh69SrTsTQGFYBEKaytrcHn8+Hr64tbt25BJBKprBh79dVXweFwsGnTJkaeQA7GokWLYGVlhV27diltOcPCwgKxsbGYNGkS7t+/D4lEgrKyMhqbxaC+0xC0sa+jsbExEhMTUVVVhZMnTzId57loH63mcXV1hVAohKOjIy5dugSRSIRbt24xHUvtUQFIlMrBwQFCoRBubm64evUqUlNTcf36daXeMykpCWZmZnjnnXeUeh9FcXZ2xsqVK/H111+rpJefjY0N+Hw+JkyYgMbGRohEIlRVVSn9vuSv9W0do019HYVCISZPnoxt27bh4cOHTMfpFz09PQQEBCA2Nhbm5uYoKiqCVCrVmPy6iMViyffZWltbo6ysDGlpabh//z7T0dQWFYBEJdzd3SEUCmFvb4/KykqIRCKldeZ///33cffuXezatUsp11e05cuXw9jYGHv27FHp07gxY8ZAIBDA1dVVZcU5+XujRo2CQCCAp6en2vfa7A9ra2usW7cOmZmZf9nUXJ31Houpr68v7yHY1tbGdDTyF9hsNoKCghATEwNjY2Pk5+erxcFEdUQFIFEZFosFX19f8Pl8WFhYKOVTtampKTZt2oTS0lKcOHFCYddVFnd3dyxZsgRffPEFLl++zEgGDw8PCAQC2Nvb4+LFixCJRLh9+zYjWciftKV1zIIFC+Dk5ITk5GSN3t9obGws7yHY2dkp30erKVtMdJGhoSHCw8MRERFBfR//AhWAROV6d+Y3MDBQ6OnUSZMmYfbs2fjmm29w7ty5oYdVsvj4eDx+/JjxecUsFgs+Pj7g8XiwsrJCaWkpJBIJLZ8wrHfrmJ79aJrSOmbs2LFYsWIFvv32W5SVlTEdRyHMzc0RExODoKAgPHz4EOnp6SgtLdWqPZvapvf89NbWVqSnp6OkpIR+ZqACkDDI2NgYkZGRCAsLQ3t7OzIyMnD27NkhnU595ZVX4Ovri3feeQcdHR0KTKt4HA4Hr732Gg4cOKA2y3xsNhvBwcGIjo6GkZERCgoKqPM+w57VOiYzMxOtra1MR/tLLBYLq1atAgB88sknWnfQaMSIEeDxePD19aU2JBrC2toaPB4Pfn5+uH37NkQikVr0o2QSFYCEcRYWFuByuQgMDERzczPS0tJQUVExqF8a69atg5WVFTZt2qSEpIrDYrGQkJCAhw8f4vPPP2c6zlN6L590d3dDJpMhNzeXlk8YpEmtY/z9/TFv3jzs378f165dYzqO0jg4OIDP58PDw4PG/WkIe3t7CAQCeHh4oK6uDqmpqVr9/9G/QwUgURu2trYQCATgcDhoaGiASCRCTU3NgK7x3nvv4cGDB0hOTlZSSsXw9fXF/Pnz8fHHH6O+vp7pOH+p9/KJtrYp0TS9W8c8evQI6enpavUzMTAwQGJiIq5fv46vv/6a6Tgq4erqCoFAgDFjxuDy5csQi8Vq2++Q/MnNzQ0CgQCOjo64ePEixGKxzrWOoQKQqB1nZ2e8+OKLcHZ2xpUrVyASifr1ZmpoaIh3330X58+fx9GjR1WQdHD09PSwbt063L59G4cPH2Y6Tr/0dN739fWVtymprKzUuqU9TWJpaSmfhtDU1ASxWKwWrWOio6MRHR2NHTt2oKmpiek4KtWzZ9PGxkY+H13X/g40CYvFwsSJE8Hn83Vy7zMVgERtcTgcCAQC2Nrayns6/d0G+IkTJ2LBggVISUlBYWGhCpMOTFBQEGbNmoXdu3dr3MnO0aNHg8/nw9PTEw0NDUhNTaWxWQzr2zqGyVFm5ubmSEpKQn5+PlJTUxnJwLS+s7jPnj2LjIwMmsWtxthsNl544QV565iCggJIJBKtH5tJBSBRawOZnTp79mwEBgZiy5Ytavtmy2azkZSUhLq6Ohw7dozpOIPm4uICoVAoH5vV36e0RHl6/0yYah0ze/ZseHp6Ijk5Wed75RkYGMh7CNIsbs3Qe6b9o0ePkJKSgitXrjAdS2moACQawcDAQP4PEwCysrKQl5f3xAb4hIQE2NjY4L///S9TMZ8rNDQUL730Enbs2KG0RtiqRGOz1I+3tzcEAgFsbGz69eRcUezt7bF69WqcPn0aBQUFSr+fpnjWLO6CggLqIajGrKys8I9//AMeHh4oLS1FS0sLlixZAiMjIxw5cgTffvst0xEVggpAolFMTU0RHR2NkJAQ/P7775BIJKiqqsKyZcvwyiuvoK6uDgsWLFDLFjAGBgbYsGEDLl++rBEzUfur75JXYWEhpFKp2j6F1QU9PxMulwtTU1P5MqQyW8csW7YMZmZm2L17t9ocSFEnFhYWiImJwaRJk/Dw4UNIJBKUlpbSPlo1FhgYiCVLlmDu3LnQ09OTv7506VKkpKQwmEwxqAAkGsnKygo8Hg/+/v7gcrlwcXGRf+3kyZNYvnw5g+meLSoqCrGxsdi+fbvGNPMdCH19fYSGhsqXvHJzcyGTyWjJi0HPah2Tm5ur8A9IPT0tmZxooylGjhwJHo8HHx8f3Lp1C2KxWOf70amz7du3Y9GiRU+8JpFIMG/ePIYSKQ4VgESjhYWF4fTp00+81tXVBU9PT7VaijQ2Nsa//vUvlJWVPZVX29CSl/rp2zpGKpWisLBQIU/q2Gw21q5di6amJhw8eFABaXWDo6Mj+Hw+3N3dUVdXB5FIhKtXrzIdi/Tx9ttvIzEx8YnXUlJSsHTpUoYSKQ4VgESjeXh4PLXf6PHjx5gyZYpaPYngcrkIDw/Htm3bFDr7WJ31XvJ68OABJBIJysrKaMmLQc9qHTPUdj5TpkzBtGnTsHv3bp3ro6YIvfvRVVVVQSQSobGxkelY5P84ODggLy8PFhYWAIBHjx5h+vTpKC0tZTjZ0FEBSDReSkqKfIkLAC5cuICcnBz5BnimezoNGzYMGzZsQEFBgU62xrCxsQGPx8PEiRPR2NgIsViMS5cuMR1Lp9nZ2UEgEMDLy2tIrWNMTEyQlJSE8+fP49SpU0pIqhtYLJa8h6C1tTXOnTsHiUSilVtFNM3IkSOxceNGsFgsNDY24sSJE1rT+ooKQKLxRo4cicOHD+OPP/7Azz//jC+//BL+/v6Ijo6GsbEx8vPzkZWVxdg822nTpiEoKAhbt27V6Zm6Y8aMgUAggKurK65du4bU1FTU1dUxHUunubi4QCAQDLjpeo/p06cjMDAQycnJdOhHAfq2vVLF4R3y9+Li4uDk5ITk5GSt28ZCBSDReAEBAZg7dy62bNnyxPJq33m2z2odo2wWFhZISkqCTCZDenq6yu6rzjw8PCAQCGBvb6+zI5jUTe92PmVlZZBIJM+dYDFy5EisXbsWaWlpkMlkKkqqG3oO70RGRkJPTw85OTnIycmhA1Uq5uDggDVr1uDEiRMoKSlhOo7CUQFINN7ChQthbm6Offv2PfPrfefZpqeno7i4WCWtKmbOnImJEydi69at9ObdC4vFgo+PD3g8nk6OYFJHvdv5DBs27LlPn1577TWMHj0a27dv17onI+rCxMQEUVFRCA0NRXt7u/xAVVdXF9PRdEJPa6Ndu3Zp5d5lKgCJRtPX18fmzZshlUqf+xSiZ56tv78/fvvtN/kGeGWxtrbG+vXrIRaLkZ2drbT7aLLeI5iMjIxQUFCAzMxMnV4qZ5qBgQFCQ0MRFRUFPT09yGQy5OTkPPHkfNy4cVi+fDmOHj2KiooKBtPqBgsLC3C5XAQGBuL+/ft0oEoFxo8fj0WLFuHQoUOoqqpiOo5SUAFINJqXlxdef/11JCcn93uyxujRoyEQCDB+/Hhcv34dIpEItbW1Cs82Z84cuLu7Y9u2bSpddtZEfZfrZTIZcnNz6e+NQb1bx7S2tiI7OxtxcXF4+eWX0dbWhvT0dKxYsYLpmDrFxsYGfD4fEyZMQGNjI0QikdYWJ0xisVh488038ejRIxw4cIDpOEpDBSDRaLNmzYKzszN27Ngx4O8dN24chEIhxowZo/DZqTY2Nli7di2NxRqgvsv1UqkURUVFNFmCQdbW1uDz+Vi1ahW8vb3lr3d1dSE8PJwKEAbQgSrl8vPzwyuvvIKPP/4Y9fX1TMdRGioAicZisVjYuHEjiouLIRKJBn2dnvYLI0aMkM+zHWr7hbi4OIwZMwbJycm0X2cQrKyswOVy4efnp7B+dWRozp8/DwcHhyde27x5M/bu3ctQIuLu7g6hUEgHqhSIzWZj/fr1uHnzJo4cOcJ0HKXqbwGo9/w/QohqOTk5wczMDBcuXBjSdSorK7Fz50589913cHV1xfr16zF9+nQMGzZsUNezt7eHj48P0tPTqfgbpObmZhw/fhx79uzBnTt3sGDBAsTHx8PNzY3paDqrpqbmqdeuXbum+iBErrq6Gnv27MGxY8dgZ2eHhIQEzJkzB5aWlkxH01jBwcGwtLSEWCxmOoraoCeARO28+OKL8PPzw4cffqiwJ0OKmJ36z3/+E9bW1ti1axctXSqIi4sLhEIhnJycUF1dDZFIhBs3bjAdS6fExMTgq6++gpGREQAgIyMD8+bNow85aoLNZiMoKAgxMTEwMTGRH6iiHoL9Z2hoiA0bNqCqqgonT55kOo7S0RIw0ViJiYmoqanBd999p/BrP2t2alFR0XN/2Tk5OWHVqlV0OlJJever61muV6eZz9ps0aJF8nFlv/76K/Ly8piORJ7B0NBQ3kOQxWIhOzsbOTk5A/oQq6tiYmIQFRWF5ORknWhJRQUg0Uh2dnZYu3YtDh48iCtXrijtPn1np6alpeH8+fPPfOLIYrHwxhtvwNDQEHv27KH9akqip6eHgIAAcLlcmJmZobCwEFKplCZRKJGbmxuWLl2KI0eODHnLBVGNng+xISEhaG9vR0ZGBs6ePUtPbP9Cz8jOwsJC/PTTT0zHUQkqAIlGmjp1KqKiovDee++p5A2t9+zUhoYGiESiJ/ZEsdls+Pv7Y/bs2Thw4IBS2sqQJ+nr68v71enr6yM3NxcymYwabisYi8XCmjVr0NHRgf379zMdhwzQ8OHDweVyERAQgObmZkgkEpSXl9MH1D5eeuklTJo0SadGdlIBSDRSfHw8mpqacOzYMZXed+zYsRAKhXB2dkZ1dTVu3LiBt99+W96X69NPP8Xu3btVmknXmZiYICIiAmFhYejo6JBPS6DpFIrh7++PefPm4ZNPPsH169eZjkMGydbWFnw+H97e3rh58yZEIhEuX77MdCy1YGVlhfXr1yMjIwMZGRlMx1EZKgCJxhk+fDj+85//4NixYygvL2ckA4fDgVAoxFtvvfXEaeFffvkFQUFBjGTSdRYWFoiJicGkSZPw4MEDpKeno7S0lJ50DIG+vj4SExPR0NCAr776iuk4RAGcnJwgEAgwbtw41NbWQiQS6XxhP2fOHHh4eGDbtm06tVeS2sAQjePl5YWuri5GP71evHgRGRkZT7WKcXV1hbOzM0OpdNuDBw9w6tQp7Ny5Ew0NDZgzZw4SEhLg5eXFdDSNFRoaCnNz8yH12STq5fr16zhw4AC++OILmJiYYNWqVXj11Vdha2vLdDRG2NnZwd/fH1KpVKeKv4HQZzoAIT04HA5++eUXtLW1MZqjrq4O7e3t8rYYwJ9FyO3btxlMRe7cuYOvv/4ajo6OEAqFeP3112lawiD0HCI4e/Zsv8csEs1x+fJlXLlyBb6+vuByuXjrrbdQWloKiUSiEydge/D5fDQ3N6OoqIjpKGqLngAStWBsbAxXV1dcvHiR6ShoamrCli1b5IdQOjs7sWnTJjx69IjhZAQAGhoa8Nlnn+Hzzz+HoaEhVq5ciddeew12dnZMR9MIU6dOBYvFglQqZToKUZLu7m6cO3cOO3bswA8//IDx48cjMTER06ZNg6mpKdPxlM7Z2RkcDgdpaWl0Ovpv0B5AohZ8fX0xf/58fPDBB3jw4AHTcQD8+Sbi4+OD0tJSak6splgsFnx8fMDj8WBlZYWysjJIJBLcu3eP6WhqydraGuvWrYNUKkVmZibTcYiKGBoaIjw8HBEREeju7pb3EPzjjz+YjqYUb7zxBoyMjHS2bVd/9wDSEjBRC97e3qivr1eb4g/4cymYlhbVW3d3N8rLy1FZWYkXXngB0dHR8PX1RX5+PjIzM3Wm7UN/8Xg8tLa2Ijc3l+koRIU6OjoglUpRUFCAqVOnIjo6GpMnT+53I3xNMn78eLi4uODgwYM6WfwNBBWAhHFsNhvjx49HVlYW01GIhurq6kJ+fj5KSkrkTzqCgoK0/knHQDg6OsLPzw8nT56kvw8d1draih9//BF5eXmIjY3FjBkzEB4ejrS0NFRUVGh8wcRisSAQCFBbW6vUQQLagvYAEsa5urrCyMiIJhGQIet50rF161aUlJQgOjoaSUlJCA4Ohp6ebr/dvfjii2hsbERJSQnTUQjDmpubceLECezevRu3bt3C/PnzsXr1ari7uzMdbUj8/PwwevRopKamMh1FI+j2OyJRC97e3rhz5w6dsiUK09raih9++AHbt29HTU0NXn75Zaxbtw4+Pj5gsfq1PUareHp6Yty4cUhNTdX4pzxEcW7duoXDhw9j3759+OOPP7BkyRIsW7YMY8aMYTragLHZbHC5XFy4cAH19fVMx9EIVAASRrFYLHA4HHr6R5SiubkZx48fx0cffYQ7d+4gLi4O8fHxcHNzYzqayujp6UEoFKKmpoYmRJBnqqurw/79+3Ho0CEMGzYM8fHxWLhwIWxsbJiO1m/BwcGwtLSEWCxmOorGoD2AhFFjxoyBubm5WrR/IdqrsbERhw4dgouLCwQCAZYuXYrq6mqIRCKtP+EdGBgIOzs7HD9+nOkoRM1VVVXh8uXL8Pf3B5fLxdq1a1FSUgKJRKJWB/T6MjQ0RHR0NEpLS2klaQCoACSM4nA4aGlp0fmRRUQ1rl69in379oHD4YDP52PNmjUoLy9HWloa7t69y3Q8hTM0NASXy0VZWZnWF7pEMbq7u1FaWory8nKEhIRg6tSp8PPzw5kzZ5CVlaWW/VDDw8NhZGQEiUTCdBSNQgUgYRSHw8GlS5doXxJRqYsXL6KqqgoBAQHgcrlYt24dioqKIJVK8fDhQ6bjKUx4eDhMTU2RlpbGdBSiYbq6upCXl4fi4mKEh4cjPDwcL7zwAmQyGfLy8tTmJPmwYcMQERGBgoICnZp0oghUABLG2NjYwNbWFj///DPTUYgOevz4MYqLi3Hu3DmEhoYiKioKAQEByM3NhUwmQ3t7O9MRh8TMzAwRERHIy8tDc3Mz03GIhmpvb0d6ejry8/MRHR2N2NhYhIaGynsIPn78mNF8U6dORXd3NzU2HwQqAAljOBwOOjo6UFNTw3QUosM6OzuRnZ2NwsJCREZGIiwsDMHBwcjMzERBQQE6OzuZjjgosbGx6Orqov6aRCF6Ttb39BB8+eWXERYWhrS0NFRWVjKyimNlZYWQkBBkZGRQ0/dBoAKQMMbb2xtXrlzR2F+wRLu0tbVBLBbjzJkziI2NhVAoRFhYGCQSCUpLSzVqm4KNjQ2CgoIgEonUcs8W0VxNTU04fvw4cnJywOfzsWDBAjQ0NEAkEqn8w3xsbCwePXpEk20GidrAEEaYm5vDycmJ2r8QtfPw4UOcOnUKO3fuxPXr1zFnzhwkJCTAy8uL6Wj9JhAIcP/+fZw5c4bpKERL3bx5E4cOHcKnn36Krq4uLF26FEuWLIGjo6NK7m9nZwd/f39IpVJ0dHSo5J7ahgpAwggvLy90dXWhqqqK6SiEPNOdO3dw9OhR7N27F62trXj99dexYsUKODs7Mx3tb40dOxbe3t4Qi8VaNeOVqKeek/WHDx+GhYUFVq9ejbi4OIwcOVKp9+Xz+WhubkZRUZFS76PNWP1d1rC2ttac9Q+i9hYtWgQ2m43//e9/TEchpF/c3d0hFAphb2+PS5cuQSQS4datW0zHesqqVaugp6eHjz/+WKOWrYnmY7FY8pP15ubmKC4uhlQqVXgPQWdnZ6xcuRLHjh1DeXm5Qq+tDZqamvo17oj2ABKVMzIygqurK53+JRqluroaNTU18PHxAY/HQ0JCAsrKyiCRSHDv3j2m4wEAJk6cCCcnJxw4cICKP6Jy3d3dKCkpeaKHYEBAAPLy8iCTyRS2H1UoFOLXX39FRUWFQq6nq6gAJCrn4eEBfX19mv5BNE53dzfKy8tRWVmJoKAgxMTEwNfXF/n5+cjMzGT0JCKbzQafz8elS5dQW1vLWA5COjs7kZubi6KiIkRERCA8PBzBwcHIysrCmTNnhtRD0NPTE2PHjsXBgwfpQ84QUQFIVM7b2xs3btxQm6cmhAxUV1cXCgoKUFpaivDwcERERCAoKAjZ2dnIyclhpElucHAwrK2tcfjwYZXfm5BnaW9vh0QikfcQ5PF4CA0NRXp6OkpKSgbcQ5DFYkEgEKC2thZXrlxRUmrdQYdAiEqx2Wx4enrS0z+iFTo6OiCVSrF161YUFxcjOjoaGzZsQEhICPT0VPf2amRkhJiYGBQXF9MsVKJ2WlpacPr0aWzfvh1Xr17FrFmzsHbtWkyYMGFA1/Hz88OoUaOQmpqqpKS6hZ4AEpUaN24cjI2NqQAkWqW1tRU//vgj8vLywOVyMWPGDHmT3PPnzyt9qSoqKgoGBgY0C5WotaamJnzzzTeQyWQQCARYuHAh6uvrIRKJ8Msvv/zt97LZbHC5XFy4cAH19fUqSqzd6AkgUSkOh4OmpibcvHmT6SiEKFxzczOOHz+Ojz76CL/99hvi4uIQHx8PNzc3pd1z+PDhCAsLQ05OjlbNMSba6+bNm/jiiy/kh5WWLVuGxYsXw97e/i+/Jzg4GJaWlhCLxSpMqt2oACQqw2KxwOFw6Okf0XqNjY348ssvn2qS6+DgoPB78fl8tLW1QSaTKfzahChTbW0tPvnkExw5cgSWlpZ48803MX/+fIwYMUL+Z9hsNoYPH47o6GiUlpbSFgcFoj6ARGUcHR2xevVqfPrpp7h69SrTcQhRGQ6HAz6fDzs7O1RUVEAsFuPu3btDvq6DgwPWrFmDlJQUFBYWKiApIczQ09OT9xA0MzNDYWEhPDw8sGrVKpiZmaG2thYzZ86k1aN+6G8fQCoAicrweDwEBwdjy5YtAz79RYim6/kFFxsbC3NzcxQVFUEqlQ5p2faNN96AiYkJPvroI/o3RbSCvr4+QkND8eqrr2LWrFlPfG3v3r3YvHkzQ8k0BzWCJmrH29sbVVVV9IuK6KTHjx+juLgY586dw+TJk+VNcnNzcyGTydDe3j6g602YMAEuLi74/PPP6d8U0RqdnZ3Izs5GTEzMU1+LiIhgIJH2ogKQqMSIESNgZ2dHG3iJzuvs7EROTg6KiooQGRmJsLAweZPc/Px8dHZ2PvcabDYbQqEQVVVVqK6uVkFqQlTrwoULT71Gvf8Uiw6BEJXgcDjo6OigX1aE/J+2tjaIxWJs27YNlZWVEAgESExMRGBgIFisv1/BCQ0NhaWlJY1TJFrr1KlTT7Q1qq+vx4cffshgIu1DewCJSqxYsQKtra04cuQI01EIUUsjR44Ej8eDj48Pbt26BbFY/MwT86ampkhKSsK5c+fw/fffM5CUENXx9fWFpaXlkEfI6RI6BELUQkhICOLi4uDt7Y3k5GTq4E7Iczg6OkIgEMDNzQ3Xrl1Damoq6urq4OLigqioKNjZ2cHY2Bjbtm1Da2sr03EJIWqGCkDCOIFAgK+++ko+Euvu3buYMmUK9XEipB/c3d0hEAjg4OAAIyMjLFiwAPr6f27bzsvLw/Tp0xlOSAhRR/0tAGkPIFGalStXPjEPdcSIEZg3bx6DiQjRHNXV1di7dy+OHj2KmTNnyos/AJgyZQoCAwMZTEcI0XRUABKlMTQ07NdrhJBn6+7uRkVFBYYNG/bU15QxVYQQojuoACRKc+jQoSf+d0tLC06cOMFMGEI0WN+9sw8fPkRWVhYzYQghWoH6ABKl+fbbb9HW1oa5c+fi3r172LdvH65fv850LEI0TkJCAn7//XfExsaitrYWmzdvxoMHD5iORQjRYHQIhBBCCCFES9AhEEIIIYQQ8kxUABJCCCGE6BgqAAkhhBBCdAwVgIQQQgghOoYKQEIIIYQQHUMFICGEEEKIjqECkBBCCCFEx1ABSAghhBCiY/rdCJoQQgghhGgHegJICCGEEKJjqAAkhBBCCNExVAASQgghhOgYKgAJIYQQQnQMFYCEEEIIITqGCkBCCCGEEB1DBSAhhBBCiI6hApAQQgghRMdQAUgIIYQQomP+Hx30FA/OQsEfAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = ox.plot_graph(consolidated_graph)" ] }, { "cell_type": "markdown", "id": "b61caa08-601c-457c-bee9-f3d760a91913", "metadata": {}, "source": [ "## Simplification methods" ] }, { "cell_type": "markdown", "id": "c1604082-6f00-4884-aeb0-0ee6da03bbd6", "metadata": {}, "source": [ "By default, the function rebuilds the graph. Setting the parameter `rebuild_graph` to `False` returns a graph where edges to and from consolidated clusters do not exist. This method is faster and useful for aggregation and summary statistics---e.g. the number and location of intersections." ] }, { "cell_type": "code", "execution_count": 5, "id": "d7b7eab1-307d-48d3-95a1-0bc1136876a7", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:46.385279Z", "iopub.status.busy": "2024-06-14T22:02:46.385181Z", "iopub.status.idle": "2024-06-14T22:02:46.484746Z", "shell.execute_reply": "2024-06-14T22:02:46.484489Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rebuildfalse_graph = mm.consolidate_intersections(\n", " graph_undirected, tolerance=30, rebuild_graph=False\n", ")\n", "fig, ax = ox.plot_graph(rebuildfalse_graph)" ] }, { "cell_type": "markdown", "id": "2b0f2f1c-7124-4133-80e1-98ebdf8f0525", "metadata": {}, "source": [ "When `rebuild_graph` is set to `True`, the user can choose a method to determine the geometry of new edges with the parameter `rebuild_edges_method`. There are three currently implemented methods:" ] }, { "cell_type": "markdown", "id": "9dcf4c24-201c-4383-aa83-3f78b7ca3a4f", "metadata": {}, "source": [ "1. `extend` reconstruction: Edges are linearly extended from original endpoints until the new nodes. This method preserves most faithfully the network geometry, but often yields non-planar graphs with overlapping edges." ] }, { "cell_type": "code", "execution_count": 6, "id": "7e7a9c3b-e26c-4741-8c9e-babcc76163c5", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:46.486409Z", "iopub.status.busy": "2024-06-14T22:02:46.486300Z", "iopub.status.idle": "2024-06-14T22:02:46.546682Z", "shell.execute_reply": "2024-06-14T22:02:46.546448Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "extend_graph = mm.consolidate_intersections(\n", " graph_undirected, tolerance=30, rebuild_edges_method=\"extend\"\n", ")\n", "fig, ax = ox.plot_graph(extend_graph)" ] }, { "cell_type": "markdown", "id": "ab41b9f5-997e-44f6-9adc-b9691ac77b5e", "metadata": {}, "source": [ "2. `spider` reconstruction [default]: Edges are cropped within a buffer of the new endpoints and linearly extended from there. This method improves upon linear reconstruction by mantaining, when possible, network planarity. This is the same network that we obtained beforehand." ] }, { "cell_type": "code", "execution_count": 7, "id": "ee6964dd-5522-4f55-b191-726befb0494a", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:46.548175Z", "iopub.status.busy": "2024-06-14T22:02:46.548069Z", "iopub.status.idle": "2024-06-14T22:02:46.620387Z", "shell.execute_reply": "2024-06-14T22:02:46.620126Z" } }, "outputs": [ { "data": { "image/png": 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dOhU//PADjh8/TnU4ao/NZiM+Ph5//vOf0bdv35e+Nnz4cJ0/P0kVHx8fCAQC2NnZ4ejRo5BIJGhsbATwx/lBBoOBR48eURwloe06mgDSlR2IrggKCoK5uTmys7OpDoUgNAqNRoNQKMTFixdJ8tdBzc3NkEgkYLFYr30tIiKCgogIAKitrcWqVauwZ88e9OzZEwsXLsSgQYPw3//+F2fPnsX58+exfv16sNlsqkMlCJIAKgKdTkd8fDyOHz9Ozt0QRCf5+/vDyckJIpGI6lA0ztGjR197zNHREe7u7hREQwBAa2srysvLkZaWBolEgpEjR+LTTz+FgYEBmEwmRo4ciZkzZ1IdJkGQBFAR/P39YW1tTVb/CKKTGAwG+Hw+Tp48iQsXLlAdjsb55ptvcOfOHfm/JRIJjh8/jmnTpuGTTz6Bvb09hdHptmfPniEvL++N58FjY2MpiIggXkYaQXcTjUZDQkICTp06RQ79EkQnhYWFwcLCAlu3bqU6FI2UkJCAn376CVKpFJcuXcLZs2cBAH5+fuDz+ZgzZw6qq6shlUpx9+5daoPVUW861qCvr4++fft2usE3QSgSSQC7ydPTE/b29ti3bx/VoRCERmGz2UhMTERFRQU5OtEFba89p06dem334fjx4zh58uRLM4aLi4uRnZ2NpqYmiiLWTdu3b8fUqVPRq1cvAMCZM2dw8OBBjB49GleuXIFIJJIn7gShSiQB7KawsDBcu3aNbF8RRCfFxMSAzWZDJpNRHYpGGj58OFpbW7F79+43fr21tRWlpaWoqqpCdHQ04uLiEBISgpycHBQWFqKlpUXFEesmZ2dnZGZm4p///Cdu3ryJI0eO4MWLF3Bzc4NAIMDUqVNx6tQpiMViXLt2jepwCR1CEsBuMDU1Re/evcnIN4LoIAMDA4wbNw7+/v6wsrLC9u3b5c2MiY6LjIyEqakpioqK8OTJk3d+79OnT+UjyxITE8HhcBAREYGMjAxUVFSQnotK1Fbhfu7cudfeJ9oqgn19fcHn8zF37lxUVVVBKpW+dK6TIJSFJIDdEBISgufPn6OqqorqUAhCI+zevRsxMTHyf1+4cIFU/3YSnU6HQCBAc3Mzfvvttw7/3KNHj3Dw4EEUFhaCx+Nh6NChiI6OhkQiwcmTJ5UYse4KDAxEjx49sG7durd+z4kTJ1BbW4v+/fuDw+Fg4cKFKCkpQXZ2NukZSCgVaQTdRTQaDZ9//jnOnDmDX375hepwCELtBQYGIisr66XHmpqa0KtXLzKzthMGDx6MiIgI7Nu3DyUlJV2+jqOjIwQCATw9PeWJ+MWLFxUYqW5jMplYuHAhrl69ih9++KFDP8NisRAVFYX4+HgAQF5eHvLz88l2PdEppBG0knl5ecHc3JzMLCWIDnpT81s9PT2YmppSEI1m0tfXR2hoKO7du9et5A8Arl69ik2bNmHTpk3Q09PDZ599hnHjxsHW1lZB0eq28PBwmJqaQiwWd/hnWlpakJOTg6VLl6KsrAyJiYlISUlBaGgo6HTydk0oFlkB7KLx48fD3Nwcq1evpjoUooOsra0xcuRIGBgYYM+ePaRwR8VoNBqKi4vh5eUlf+zkyZPIzMxEfn4+8vLy8PTpUwojVH8TJ06El5cXNm/ejDNnzijsujQaDX379gWfz4e5uTkqKiogk8nI+cwu0tfXR0pKCo4dO9atDhEWFhbgcrkIDAzE7du35X0eCeJdyCxgJTI1NcWf/vQn7N+/n6wAagh7e3tkZWXJG+M2NTVh4MCB5Pymik2dOhUjRozAo0ePkJeXh02bNiEiIgJRUVFobm5GZmYmjhw5gufPn1MdqtqxsbHBggULcO3aNaV98GQwGAgPD0diYiL09PRQUFCA3Nzc9xaaEC/j8/mIiopCWloaHjx40O3r9ejRA3w+H71798alS5cgEolw/vx5BURKaCOSACpRYmIi4uPj8Z///IecXdIQn3/+OT7//POXHhOLxZg0aRJ5c1MRW1tbzJs3740fnMzMzMDlchEcHIzGxkZIpVLSJPcVc+fOhb29PZYtW/bG6RKKxGazERsbi5iYGLS0tCA7OxslJSV49uyZUu+rDUxNTbFo0SIUFBRAKpUq9Nru7u4QCoVwdnZGXV0dxGIxrl+/rtB7EJqvowkgqQLuJBqNhv79+6OmpoYkfxrE3Nz8tcd8fX3xj3/8A1evXsWZM2dQWVmJ33//XfXB6Qg+n487d+6gvLz8ta/du3cPe/bsQX5+PgQCAWmS+wpvb2/Y29ujrq5O6ckfADQ3N0Mmk6GkpARJSUkQCoWIioqCTCZDVVUVSczfISkpCS0tLcjNzVX4tc+dO4d169bB399fPumlqqoKMpmMTHohOo2sAHaSh4cHpkyZgq+//hqXLl2iOhyig4KDgyGRSMBgMOSPff7556iqqoKHhwe8vLxgaGiIs2fPIisriyQdCubs7IyZM2di9+7dqK6ufu/3u7m5QSgUwsXFhTTJBfDXv/4VhoaG+Ne//kXJirWNjQ34fD78/Pxw7do1iEQinD59WuVxqDsbGxvMnz8fhw4dQmFhoVLvRafT5ZNeDAwMyKQXQo5sASvJqFGjYG9vj5UrV1IdCtFJXC4XX331FVpaWrB27Vps375d/jUmkwk/Pz9ERUXB2dkZp0+fhlgsRkNDA4URa4+pU6fC0NAQq1ev7tTqUdtMWysrK1RXV0Mmk+lck9yoqCgMHDgQhYWFlDedd3Z2RnJyMtzc3HD27FmIRCJcuXKF0pjUydixY+Hg4IDly5er7Byrnp6efNLLixcvyKQXgiSAymBoaIi//OUvkEgkyM/PpzocoguWLFkCmUyGgoKCt35PW2d+W1tbHD16FFKpVCXbbtrK09MTkydPxpYtW1BXV9fpn6fT6fImuYaGhjq10kGn07F48WK8ePECX3zxBdXhyPXu3RsCgQD29vaoqamBRCLR+b8RFxcXzJgxo8Or3IpmZGSExMREhIWF4dGjR2TSiw4jCaASREVFQSgU4ssvvyQd2jWQnp4e/vnPf2LXrl04evToO7+XTqejX79+4HA4MDY2xpEjR5CZmYmHDx+qKFrtQKPRMHPmTDx79gzffPNNt67FYrEQExOD2NhYANCJlY62ps979+5Vu44DNBoNwcHB4HK5MDEx0fm/kenTp4PNZmPNmjWUnpG0tLQEl8tFUFAQbt68CbFYTCa96BhSBKIEISEhOHnyJEn+NFRbw+GOtGVobW1FWVkZqqqqEBkZiYSEBPTr10/er44UAHWMn58fnJycup38AX80ydWlmbb6+voICwvDvXv31C75A4AXL16goqICR48elf+NBAcH62RPRx8fH7i5uWHTpk2UF8g0Njbixx9/lBdUjR8/HhcvXsThw4fJpBfiJWQFsIPaDrFv3ryZHH7WUG5ubpg+fTqWL1+OW7dudepnDQwMEBcXh6ioKDx9+pS0xegAOp2O+fPn4/bt29iyZYvCr29paQkej4fAwEDcuHFD62baTpo0CZ6envjuu+80oijJwMAA8fHxiIyM1KmejjQaDfPmzcODBw/w3XffUR3Oazw8PCAQCODk5ISTJ09CLBbj5s2bVIdFKBEZBadgkZGRuH37tkK77xOqZWJiAgBdmm7w+PFjiMVipKWl4fjx4xAKhVi4cCGCg4NBo3Xob03n9OvXDzY2NpBIJEq5fmNjI3bv3o3Vq1fj/v37GD9+PD799FO4uroq5X6qZGNjA09PTzQ0NGhE8gf88TciEomwbNky1NXVYeDAgZg/fz769u2r1X8jwcHBsLOz69TIN1Wqr6/HunXrsHPnTtjZ2WHevHkYOnQozMzMqA6NoBhZAewAY2Nj/OlPf4JYLH5n8QCh3qKiosDn8/GPf/yj29eytrYGn8+Hv78/rl+/DolEgtraWgVEqR2YTCZSUlJw/vx57N69WyX39PT0hFAohIODA06cOAGJRKKxKx3z5s2DnZ2dSpo+K4udnR0EAgF8fHy0tqcjk8nEokWLcPHiRezatYvqcN6LwWAgNDQUSUlJYLPZKCwsRG5uLh4/fkx1aIQCkTOAChQaGorW1lZUVFRQHQrRDSYmJgoZywQAv//+O3bs2AEnJycIhUJMmDABFy5cgEgkIudsAERERMDY2BgymUxl9zxz5gzq6+vlM23nzZunkTNtvb29YWdnh9raWo1N/gDgxo0b2Lp1q7yn49SpU7Wup2NkZCRMTEwUPvFDWZ4/f47i4mJUVFTIJ72EhYUhOzsbRUVF5EiLjiErgO9Bp9Px+eefo66uDnv37qU6HKIbRowYAUtLS4UUJLyq/erTyZMnIZFIcOPGDYXfRxOw2Wykpqbi2LFj2LdvHyUxtJ9py2Kx5CsdmjD2r63p85IlS7SqkMLX1xcCgQA2NjaoqqqCVCrV6J6OBgYGSE1NRVVVFQ4cOEB1OF1ibGwsbx3z4MEDyGQyVFZWUl7IQnQPWQFUEF9fX5iZmaG4uJjqUIhuUuQK4Kvarz7xeDzMnTtXZ0c0xcbGgsViITMzk7IYnj9/jsLCQpSXlyMuLg7R0dEIDQ1FdnY2iouL1bYwISoqCiYmJsjPz9eq5A8ATpw4gdraWnlPx4ULF6KkpARZWVka2dMxPj4edDodWVlZVIfSZQ8fPsSBAwdQWFgIHo+H4cOHIyYmhhxp0RFkBfA9Zs6ciZaWFnz77bdUh0J007x583D27FmlT1NgMBgICQlBUlKSzo1oMjY2RkpKCoqLi9XqULyJiQk4HA769++P+/fvQyqVorq6Wq1WOtS16bMysFgs+fQKQPN6OpqZmWHRokXIzc1FRkYG1eEoTNuRll69euH8+fMQiURk5KkGIo2gFaBtgsF3332H+vp6qsMhuumLL75ATk6OUoa0v0nbiKa2xsV5eXnIz8/XmDe5rhg4cCCCg4OxdOlStTxY3n6mbUNDA8Risdq0dRoyZAjCw8Px66+/4siRI1SHoxJGRkZISEhAeHg4mpqakJGRgfLycrXv6Ths2DD07t0bS5cu1bqVWuD1giqxWNzp1lkEdUgCqACffvop6HQ6vv76a6pDIbqJxWLhX//6F3788UdUVVWp9N7t3+QeP34s74+m7m9ynWVhYYGFCxciIyMDOTk5VIfzTi4uLhAKhXBzc0N9fT1EIhGuXr1KWTyGhob429/+hvv37+N///sfZXFQxcLCAjweTz69QiKR4MSJE1SH9UZ2dnaYO3cuDh48qNVHg2g0GgICAsDj8WBubo7y8nJkZGRoVEGVriIJYDe5u7tj2rRpXZ5fSqgXKysrpKSkYOPGjZS1orCwsACXy0VgYCAaGxshlUpx7NgxtdqG7I7hw4fD09MTaWlpGrPK6ePjA4FAADs7O0rnPrc1fd64cSPOnTun8vurCwcHBwgEAnh5eant9Irx48fD1tYWK1euVNuzpIqkyQVVuooUgXRTYmIiGhoaSPKnJczNzQGA0oKMO3fu4KeffkJeXh74fD5Gjx6NK1euQCwWa/wRAzs7OwQFBWH//v0ak/wBQG1tLU6dOiWfabtgwQKUlpYiMzNTZSMf7ezs4OnpiatXr+p08gcADQ0N2Lx5s3x6xWeffaZW0yt69uyJPn36YOfOnTqR/AEvF1S1tY5pK6gi05A0G1kBfAMXFxfMmDEDP/zwA44fP051OIQChIWFYdCgQfj73/+uNluvPXv2hFAohKurK86cOQOxWEzpNmR3TJgwATY2Nhq9KsJisRAZGSmv7mw7s6nsM17z58+Hra0tli5dqtFtURSNRqPB398ffD4fFhYWatHT8bPPPgODwcC6deu0ZuW+s0xMTJCUlISQkBDcv38fMpkMVVVVOvv/Qx2RLeBumDRpEszMzJCenk5+qbXEgAED0Lt3byxfvpzqUF7Tp08f8Pl82NnZoaamBlKpFL///jvVYXVY23GJHTt24NixY1SH020GBgZISEhAZGSk0s9s9u7dGxMmTMDJkyexfft2hV9fGzAYDISFhSExMZHS6RW+vr4YN24cpcdI1En7aUjXrl2DWCzGqVOnqA6LAEkAu8zNzQ3Tp08nq39aZsKECQCArVu3UhzJm9FoNPk2pImJCcrKypCZmam0voWKQqPRMGPGDLx48ULriqXMzc3B5XIRFBSExsZGSCQShSe42tr0WRnYbLZ8C/LZs2fyno6q2IKk0+mYN28e7t69i82bNyv9fprE2dkZQqEQ7u7uOHv2LEQiEa5cuUJ1WDqNJIBdNH36dLBYLKxdu5bqUAgFWrhwIerq6nDo0CGqQ3knJpOJiIgIxMfHa8SB6759+2L06NHYsGEDzp8/T3U4SmFvbw+BQIDevXvj8uXLEIlECjmrFxMTgwEDBiA/P1/tfy/VibGxMZKSkhAaGooHDx5AKpUqfQsyJCQEQ4cOxerVq9HQ0KC0+2gyb29vCAQC9OjRQyN3MrQJSQC7wMvLC5MmTcLmzZvVpjcY0X0sFgtLlizB3r17UVZWRnU4HaKvr4/Y2FhER0erfLWjoxgMBhYsWIAbN25g27ZtVIejdO7u7hAKhXB2dkZdXR3EYjGuX7/epWvR6XQsWbIEz58/x+LFixUbqI6wtrYGj8dD3759cf36dYhEIqVsQbJYLKSkpODs2bP48ccfFX59bUKj0RAUFAQulwtTU1ON2cnQNiQB7IJZs2bh2bNnSpkVS1DH2dkZM2fOxJo1azSuyKL9gesHDx4gIyMDlZWValHIEhUVhQEDBmDlypU61SS2rTDB0tJSPtP23r17nbrGhx9+iLCwMPzyyy8a86FEXbXfgjx37hxEIhEuX76ssOvHx8eDw+Fg+fLlpEing5hMJsLDw5GQkAAWi4X8/Hzk5eWhubmZ6tB0AkkAO6ntgO+3336r860YtE1bBfA//vEPja1Qtba2BpfLRUBAAG7cuAGJRIKTJ09SFo++vj5SUlJw/Phx7N27l7I4qEKn0xEaGoqkpCTo6+vLx/11pDBB15s+K4u3tzeEQiHs7e1x7NgxSCSSbm9BGhoaIjU1FeXl5fjtt98UFKnu0NfXl8/ibm5ulreO0dTXYU1BEsBOYLFYmDdvHm7fvk0O+GqhDz/8EC4uLli1ahXVoXSbo6MjBAIBPD09cfHiRYjFYkrO3gkEAkRGRiItLU2nt3f09PQQExOD2NhYtLa2ymfavmurfvLkyfDw8MC3336rtecmqdK2Bcnj8RRSTDVgwACEhIQgLS1NZX0htZGpqal8FvedO3cgk8lw9OhR0mVDSUgC2Al8Ph/R0dFIT0+nZAoAoVwzZ87EzZs38fPPP1MdisK0Ncp1cnLq9nm0zjIzM8OiRYuQm5uLjIwMldxT3RkbGyMxMRFhYWF4+PAhZDIZKioqXnuDs7Ozw7x583D16lVSaKZEbcVUCQkJYDKZXdqCbBttmJWVhaysLCVGqztsbGwgEAjg6+uLhoYGiEQinDlzhuqwtA5JADvI1tYWc+fORVZWFjIzM6kOh1AwJpOJxYsX49ChQ1o3t7OtUS6Px4OlpSWqq6shk8mUfk5p2LBh8Pb2RlpaGmld8gorKyvweDz5Vr1YLEZtbS28vb3B4XDg7++Pu3fv4quvviLnyVRAX18f8fHxiIqKQnNzM7KyslBaWtqhLcgRI0bA09MTS5cu1ajpNprAxcUFycnJ6Nmzp8Y3wVdHJAHsABqNhmnTpsHIyAirVq0i5xK0UFtfx1WrVuHatWtUh6MUdDodISEh4HA4MDAwQGlpKbKyspSyZWVvb485c+bgwIEDKCkpUfj1tYWTkxOEQiF69eoFU1NTDB8+HAwGA8Af4+eioqIojlC3mJqagsvlol+/frhz5w6kUilqamreugXZ9nu+f/9+lJaWqjha3aEus7i1DUkAO6B///4YNmwYKfzQYvHx8YiPj8eSJUu0/rwJi8VCdHQ04uLiQKPRlDLKbOLEibC0tMTKlSvVohJZ3Xl5eUEkEsHCwuKlxwcOHIjCwkKKotJdtra2EAgE6NOnD65evQqRSPTGOdyffPIJrKysyO+5CrzaBL/tA+zDhw+pDk1jkQTwPYyMjLBgwQLU1dVp1dkw4mWffPIJ6HS6ThX3GBoaIiEhAREREXjy5Emntr3excPDA1OmTMH27dtx4sQJBUWr/a5evQoDA4OXHps1axZ27txJUURE+zncp0+fhlgsBo1Gw+TJk+Hi4gIWi4W0tDQyDUqFmEwmIiMjkZCQADqdLj+3SY6ZdB5JAN9j3LhxcHV1xcqVK0l1l5ai0+n4xz/+gdzcXGRnZ1MdjsqZmZmBy+UiODi4Q9te70Kj0eR9MtevX6+EaLXX+vXrMXLkSPm/m5ubsW3bNmRmZiI3N5f0RqNQnz59IBAI4OLigiFDhsDU1BQA0NraismTJ2P//v0UR6h7DAwMEBcXJz+32TaLmxzR6riOJoB0ZQeijoKDg+Hr64u9e/eS5E+LOTo6Ql9f/41bPLrg3r172LNnD9LT03Hjxg2MGjUKs2fPhpeXV6evFRAQAEdHRxw+fFgJkWq37OxsnDhxAjdu3EB+fj6GDh2KrKwsREdHIzU1FVFRUfLzgYRqnTx5Eunp6WhqapInf8AfHx4//fRTCiPTXY8fP4ZYLMayZctQV1eHgQMHYv78+ejbty9otA7lNUQHMakOQNXMzMwwaNAgVFZWkm0sLefh4YEnT57ofHXZzZs3sW3bNri6ukIgEGDSpEk4e/YsxGJxhyYmMJlM8Pl8HD9+HBcvXlRBxNpDX18fAQEBOHz4ML788suXvlZcXAwOh4MBAwYgKioKUqmU9EajQGtr6xsLxKysrKCnp0e2ICnS9gE2Pz8ffD4fo0ePxpUrVyASiXD27Fmqw9MKOrUFTKPRMGnSJNjY2CA9PR1PnjyhOiRCiaZMmYKWlhZs3bqV6lDUio+PD/h8Puzt7XH8+HFIJJJ3jnKLiYmBQCDAypUryXD3TpowYQJ69+6NzZs3v7XfGemNRj1HR0eUlJTAyMhI/lhWVhaqq6sVdoaW6J43ndtsaGigOiy1RM4AvkFkZCQGDRqE7777Tme3BXWFgYEB/vrXv+Lw4cMoKiqiOhy1035ou5mZGcrKypCRkfHaxAR9fX2kpqaipqYG+/btoyZYDWVlZYVFixbhxo0bSE9Pf+/3k95o1NHT08P//vc/eHp6yleesrOzweFw0K9fP9y9excymQzV1dVkhZZibec2bW1tUVVVBZlMhsbGRqrDUiskAXyFnZ0dZs2ahbKyMhw4cIDqcAgla5v/++WXX5J2Au/w6tD2vLw85OXlwd3dHR999BHs7e3x5MkT/Otf/9LpkW9dMXv2bDg4OGDFihXvXGF91au90SQSCXmDU7LExEQkJiZi2bJluHv37ktfs7GxAZ/Ph5+fH65duwaxWIxTp05REygB4I8zmv369QOXy4WhoaFSe59qIpIAtsNkMjFr1iwAwNq1a985p5PQDp999hkeP36MLVu2UB2KRmg/McHGxgYffvghWCwWAOD27dsICwsjSUgnuLm5Ydq0aaivr8emTZs6/fN0Ol3eG83Y2BilpaXIzMwkb3BKYGRkhNTUVJSWlr6zyMnZ2RlCoRDu7u44f/48RCIRLl26pMJIiVexWCxERUUhPj4eAOS9T3V9cgtJANv54IMPEBYWhrVr1+LGjRtUh0MomZWVFVJSUrBz507U1NRQHY5GMTMzw2+//QZfX9+XHv/73/+OdevWURSV5vn8889hZmaGf//732hqaurydVgsFiIjIxEfHw86na6U5t66buDAgQgODkZaWlqHnisvLy8IBAI4ODjgxIkTkEgkuHnzpgoiJd6mfe/Tx48fIyMjA2VlZTrbxLujCaDWVwF7eXkhOjoaBw4cIMmfjggODsaTJ09w8uRJqkPROPfu3Xvjm6CLiwsF0Wim4OBgWFhYoLy8vFvJHwC0tLQgNzcXR44cQUJCAhISEhAeHi7vjaarb3CKYmlpibCwMMhksg4/V6dPn8aZM2cQEBAALpeLefPmobKyEjKZDPfu3VNyxMSbNDU14dChQygsLASXy8XgwYMRHR0NiURCmnm/g1b3ATQzM8Pw4cNRV1dHCgF0BI1GQ79+/XD06FGy1d9Fu3bteunfz549g5mZGSZOnIgePXpQFJXmGDhwIFpaWvDrr78q7JqPHz/G4cOHsWzZMpw+fRqDBg3CggUL4O/vr7B76CIej4dHjx51+v3hxYsXqK6uxooVK3Dw4EF4e3tj0aJFSE5OhqGhoZKiJd7n7t27+Pnnn7F69Wrcvn0bY8eOxYwZM+Du7k51aGpJa7eA2Ww2PvvsM+jp6WHdunXk7IyO8Pb2xsSJE7FmzRpSQdlF9vb2WL9+PWxsbHD16lWsXr0a9+/fB4/Hg42NDaqqqiCVSnHnzh2qQ1U7PB4PiYmJkEqlyMrKUtp97O3tIRAI0Lt3b1y+fBkikYjMM+8kBwcHzJkzB7/88gvKysq6dS09PT3ExMQgNjYWL168QG5uLgoKCnT+LBrV3N3d5ZNe6urqIBaLcf36darDUjqdPgNIp9MxYcIEuLi4YP369eR8hg4ZP348TE1NsXbtWqpD0VgTJkyAjY0NVqxY8dIWI51OR//+/cHhcEjl3RswmUwsXrwYT58+xT//+U+V3LP9G9ypU6cgFovf2NSYeN2kSZNgbm6O9PR0hW2lGxkZybfpm5qakJmZqdNn0dSFn58f+Hw+rKysUF1dDZlMptUfYHU6ARwyZAhCQkKwefNm0jFch1hYWCAlJQX79+9HaWkp1eFopJ49e+LTTz99ZwFN+8o7Go1Ghrb/fyNHjkRQUBB27dqFo0ePqvTeuvYG110eHh6YMmUKtm3bppSzwhYWFuByuQgMDERjYyOkUimOHTtGeghSiE6nIyQkBBwOBwYGBiguLkZ2dna3z+mqI51NAKOjo/HBBx9gz549KC8vpzocQgXaWmYEBASgR48e+Oqrr8jWSxfNmDEDdDod69ate++blaGhIeLj4xEREYHm5madnphgbGyMv/zlL7hz5w7S0tIoiUGX3uC6g0ajYebMmXj+/DnWr1+v1HvZ29uDz+fDx8cHV65cgVgsJkMIKMZiseTb9QCQk5ODwsJCrXrP0MkEMDg4GCNGjEB2djYkEgnV4RAq4Obmhp9//ll+yDcrKwvDhw8nn7S7wM/PD2PHjsW3337bqfNkZmZm4HK5CA4Oxp07dyCTyXRupu20adPg5uaG9evXU94bTk9PD9HR0YiLi8OLFy+08g2uO/r27YvRo0fjm2++wYULF1Ryz/ZjzMiUF/Xw6na9TCZDRUWFVmzX61wC6OvrizFjxqC8vFyh1XeEetuyZQsGDRr00mMff/wxpFIpRRFpJjqdjgULFuD333/vcvNsW1tbCAQC9OnTBw0NDRCLxTh9+rRiA1VDPXr0wJw5c3D58mV8/fXXVIcjZ2RkhMTERISFheHRo0fIyMjQmje4rmIwGFiwYAFu3LiBbdu2qfz+7ae81NTUQCqVkvnaFLOwsACPx0NQUBBu3rwJiUSCEydOUB1Wt+hUAujh4YFPPvkEJ06cwO7du3Vq5UHXlZeXv1bi/9///hfLli2jKCLNFB4ejkGDBmHVqlXd7pfp6uoKgUAANzc3nD17FmKxGJcvX1ZQpOpnwYIFsLGxwVdfffXaGDF1YGlpCR6Ph8DAQNy8eRNisVhne2RGRERg4MCBSE9Pp6w4kEajyae8mJiYoLy8/I1zuAnVcnBwAJ/Ph7e3Ny5evAiRSKSyFWJF05kE0MXFBVOmTMG5c+ewfft2nTx/pMvWrFmDMWPGvPTYjh07sGnTJp3bhuwqNpuNlJQU1NXVYc+ePQq7ro+PD/h8Puzt7XH8+HGIxWKtW+3w8fHB+PHjceLECfzwww9Uh/NODg4OEAqF8PT0xIULFyASiXDx4kWqw1KZtt/z2tpa/PLLL1SH89oc7sLCQuTm5uLJkydUh6bTevXqBaFQCCcnJ9TW1kIsFmvcEAmdSAADAwPx0Ucf4erVq9i8eTM546KDrK2tIZVK0bNnTzx69AgbN27E+fPn4evri6tXr0IkEpFD1+/B5XIRGxuLtLQ03L9/X6HXptFoCAoKApfLhampKcrLy5GZmanw+1Dlr3/9KwwNDbFkyRKNqYL28PCAUCiEo6MjTp48CbFYrBOtsjgcDuLi4rBs2TK1mtjBZrMRFxeH6OhoPHv2DDk5OSgqKiKN7ClEo9Hg7+8PHo8HS0tLjZv0otUJIIPBwIABAxAZGYnKykrs3buXJH86qu1A97Zt23D+/Hk8fvwYwB/bkMnJyXB1dcXp06chEolIf7Q3MDExQUpKCgoLC5VaONV+tUNPT0++2tH2fGmiqKgoDBw4EAUFBfjtt9+oDqdTaDQa+vbtCx6PBwsLC1RUVEAmk2lNYv4qY2NjpKSkoLi4GGKxmOpw3sjExASJiYkIDQ3FgwcPkJGRgcrKSp0+s0k1BoOBkJAQJCUlQV9fH0VFRcjJyVH71y2tTQBNTU0xZswYODo64uDBg6Tfmw6j0WiYPXs2Hj16hE2bNr3xe3x9fcHn82FtbY3q6mpIpVK1PKdFlQ8//BB+fn5YunQpmpublX4/bVntoNPpWLx4MV68eIEvvviC6nC6jMFgICwsDImJiWCz2SgsLEROTo7WbUMOHjwYgYGBWLp0qdq/eVtZWYHH4yEgIAA3btyAVCrV+KIETdd+0ktrayuys7PV+nVLKxPAvn37YsiQIXj69Cl27Nih1QfLifdrW/1bv379O88yvTrBori4GFlZWWr/RqBsNjY2mD9/vnyIuipp+mrHoEGDEBkZiQMHDmjFnHE2m43Y2FjExMTg2bNnyM7ORnFxsdq+wXWGlZUVFixYAIlEgry8PKrD6TBHR0fw+Xx4eXnh4sWLEIvFOH/+PNVh6TRjY2N5Zf3Dhw/lrWPU7ay5ViWAhoaGGDx4MAICAnD06FHs37+fNDfVcW1tS27duoWtW7d26Gfa90fThE9xyjZ+/HjY2dlhxYoVlBVPvbraIZFI1L5CVU9PD1988QWamprwn//8h+pwFMrExARJSUkICQnBgwcPIJVKUVVVpXZvcJ0xatQouLq6YtmyZRr5t96rVy8IBAI4OzuTcX9q4tXXLbFYjNraWqrDktOaBNDb2xtDhw4Fk8nEvn373jqeitAtoaGh+Oijj7Bq1apOvxgaGRkhKSkJYWFhePDgAWQyGSorKzX6Ta6z2ka+UTG27E0cHR0hEAjg6emp9qsd48ePh4+PD7Zs2YJTp05RHY5SWFtbg8fjoW/fvrh27RrEYrFG/rc6OTlh1qxZ+Pnnn1FRUUF1ON3Sftzf0aNHIZPJ0NjYSHVYOs3R0RFCoRAeHh5qVVmv8QmgsbExBgwYgKCgINTV1eGXX34hfZIIAH/8bixYsAC1tbX4+eefu3wdKysr8Pl8jX+T64rOjHxTJQ8PDwgEAjg5OaGurg5isRjXr1+nOiw5CwsLpKam4ubNm1i5ciXV4Sids7MzhEIh3N3dce7cOYhEIo06ejN16lQYGRlh1apVavV73lWvHmc5cuQIMjMz8ejRI6pD02menp4QCoVwcHDAiRMnIBaLcevWLcri0dgEkE6nIzw8HDweD8+ePYNIJNL4T26EYo0aNQq9evXCihUrFHIUwMnJCcnJyXB3d8fZs2chEolw5coVBUSqntpGvm3cuBFnz56lOpzXvNqCobq6GjKZDHfu3KE6NMycORNOTk5IT0/XuN5g3eHt7Q2hUAh7e3uNmWDh6emJyZMnY+vWrWq1PacILBYLkZGRiI+PB51OR35+PvLz81VSyEW8WVtlPZ/Ph7m5ubzBNxWV9RqZADo7O+PDDz+Evb09jhw5AolEovMH9YmX+fj4YMKECdi9ezeqq6sVeu32b3JHjx6FRCLRui0WRYx8UxU6nY6QkBBwOBwYGBigpKQE2dnZlK129OzZE9OnT8e5c+ewceNGSmKgUltPRx6PBxMTE5SVlSEzM1Mtd2baOgQ0Nzdjw4YNVIejNAYGBoiPj0dkZCSam5uRnZ2NkpISMhCBQq9W1hcUFKi8wbdGJYDGxsYQCATo378/rly5gn379mn1CgzRNWw2G/Pnz8f169eVlry0jWni8XgwNjZGaWmpVm2xKHLkm6qwWCx58Q4A5OXloaCgQOWNl1NTU2Fubo5///vfOl2ExmQyERERgYSEBDCZTOTn5yMvL0+tVp8CAwPx8ccf4+uvv8alS5eoDkfpTE1NweFw0L9/f9y9excymQzV1dVase2tqaisrNeIBJDBYCAyMhJJSUl4/vw5pFIpjhw5Qn5piTcaNmwY/P39sXLlSqX38mMymYiKikJ8fDxoNBry8vKQn5+v0Q3HlTXyTVUMDQ2RkJCAiIgIPH78GJmZmSgrK1PJakdQUBBGjhyJioqKbp071SYGBgaIi4tDVFQUmpubkZWVhdLSUspXnxgMBhYtWoSrV6+q/Xg+RbOxsQGfz4efn5/OnWtWV6+2vFJFZb3aJ4Cenp4YOHAgrK2tUVJSAplMRrZ7ibfy9/fHmDFjVF7N1z7paGpqQkZGBsrLyzWmX117bSPf1G0UVmeZm5uDy+UiKCgIjY2NkEqlOHbsmFJfUL/44guwWCwsXrxYI1uJKJOZmRk4HA769euHO3fuQCqVoqamhrIP8lFRURgwYABWrlxJ6UF8Kjk7O0MgEKBXr144f/48RCKRTqyEqjNVVtarbQJob28PPp8PHx8fnDt3DgcOHFCrKj9C/ZiZmWHevHk4ffo0du3aRUkMFhYW4PF4CAoKws2bNyEWi9W+X117bSPfioqK1HYUVmfZ2dlBIBDAx8dHqXOfk5KSwOVyIZPJkJmZqfDrawtbW1sIBAL06dOHsjncbDYbqampOH78OPbu3avSe6sjLy8vCAQCODg46NTcZ3XWvuhQWZX1apcAWllZgcPhICAgAI2NjZBIJDh27Fh3LknoABqNhqlTp8LS0hKrVq2ifJXYwcEBAoEAXl5euHDhAg4fPqwRn6zbRr6lpaVp3ZgvV1dXCIVC9OzZE2fOnIFYLMbVq1cVcm0mk4nFixejpaUFS5YsUcg1tV3Pnj0hFArlc7jFYjEaGhpUcm8ej4fo6GgsW7ZMa+cad9arc58rKyshk8k0ehdAG3h5eUEoFKJHjx44duwYJBKJwirr1SYBNDU1RWJiIkJCQvDw4UNkZmZq7BYaoXocDgeJiYnYuHGjWjUG9vDwQHJystr0fXoXKke+qZKPjw8EAgHs7OwU1qpk+PDh6Nevn1KqzrVdnz59IBAIYGtrK5/Drcyq+rZV7sLCQkgkEqXdR1MxGAyEhoYiMTER+vr68qp6XS5oohqNRkNgYCB4PB5MTU0VVllPeQJoaGgIHo+H8PBwAMCVK1eQk5ODu3fv4ubNmyqv4CM0j6enJyZOnAiZTIbs7Gyqw3kNjUZDQEAA+Hw+TE1N5X2f1K0txvjx42Fvb4/ly5dTfkBf2dqquLlcbrdblRgaGuJvf/sb7t69i6VLlyohWu1Hp9PRr18/cLlcGBoaorS0FFlZWUqpqh8yZAj8/f21cpVbkfT09BATE4OYmBgAQG5uLgoKCjS6wE3TMZlMhIeHIyEhASwWS946Rk9PDx999BH09fWxb9++DnduoDQBjI6OxgcffPDWr7e2tqKhoQFnzpzBkSNH1KLBK6FezMzMMGfOHFy+fBlbt25V68pwBoMhb4vBYrGQn5+P3NxctfiQo24j31Tl1VYlbS+onWlVMnXqVLi7u+Obb75Ri/FOmozFYsmr6gHFt/KxtrbG/PnzIRKJUFBQoJBrajsjIyMkJCQgPDwcTU1N8qp6sjtHHTabjfj4eERFRYHJZOLDDz+EnZ0dAOD+/fsQCoUdampOaQIYERGBwYMHQyqV4vTp03jw4AEeP34MfX19GBsbw9HREW5ubvDx8QGbzZaPfCKHUwngj1WD6dOnw8zMDKtXr9aYLQp9fX35H29zczMyMzNx5MgRSlfd1HXkm6ro6+vLW5W0tLQgJyenQ7247OzsMG/ePFy5cgXr1q1TUbTa79VWPhkZGQpJOsaOHQtHR0csX76cVGl3koWFBTgcjkqr6ol3MzU1xcqVK/Hhhx++9PiPP/6Izz777L0/T/kWcEewWCwEBgYiNjYW5ubmEIvFWn1GieiYAQMGICIiAhs2bNCouaNtzMzMwOVyERwcTGnBk7qPfFMlExMTJCUlISQkBA8ePIBMJkNlZeVb3+Tmz58PW1tbLF26lOxQKIGFhQW4XC4CAwNx+/ZtSCQSHD9+vEvXcnZ2xsyZM/HTTz+hsrJSwZHqjvZV9VeuXIFEIsGZM2eoDktnffXVV5g6depLj2VnZ2Po0KHv/VmNSADbMJlMCAQCREdHo7S0FPv27SOfPnRUW9Jy4MABFBUVUR1Ot7R/Qb18+TJEIhHOnTunknu3jXy7ffs2vv/+e5XcUxO078V1/fp1SCSS17ZUvL298cknn6C2thbbtm2jKFLd0KNHDwgEAnh7e+PSpUsQiUSdLvaaPn069PX1sXr1avK+oQDtq+rr6+shFovJZC4KRERE4ODBg6DT6fLH5s6di+3bt7/3ZzUqAWzTr18/DB06FJWVlRo5qYDoHisrK8yePRunT5/Gzp07qQ5HYdzc3JCcnAxnZ2fU1dVBJBIpfQxb28i31atXkz6bb+Dk5ASBQAAPDw9cuHABEokEH330EYYNGwZjY2NUVVVhypQpanGOUxf06tULAoEAzs7OqK2thVgs7tDfiLe3NyZOnIjNmzfj9OnTKohUd/j4+IDP58Pe3l5hVfVExzEYDHz33XcICgpCU1MTtm/fjvXr13foZzUyAQSA4OBgjBgxAj/88EOXtwQIzcNkMjFjxgywWCysXbtWreaKKoq/vz/4fD4sLS2V2otLT08PqampGjvyTZU8PT0hFAqRnJyM0NBQ+ePPnj1DdHQ0SSpUrP3fSFVVFaRS6Vv/Rmg0GubOnYtHjx5h48aNKo5UN9BoNAQFBYHL5ap1pwNtFBoaiiFDhiA9Pb3T9REdTQCZXYpMiSorK+Hv748BAwbg1KlTpDRdRwwaNAg2NjZYt26dViZ/AHDs2DGcPHkSoaGhSEpKQkBAAAoLC5GTk6PQthVxcXFgs9mQyWQKu6a2OnPmDOrr6zFu3LiXHmcymRg4cCCWL19OUWS66dixYzhx4oT8b6Rv374oKipCTk7Oa03gg4KCYG9vT4p0lOjFixeorKxETU2NvE1JUFAQioqKkJubS3ljfm3FZDKRlJSEmpoapRbHql0CCAC//fYbFi5ciICAAJSXl1MdDqFkwcHBCA0Nxc8//6z125XPnz9HcXExKisrERsbi5iYGISEhCA7OxvFxcXdrhg2MTFBTEwMCgsLSaf/Dnrx4gUuX76MXr16vfS4nZ0dDAwMyJucirW2tqKkpASVlZWIiYlBbGwsQkNDkZOTg/LyckyZMgXh4eEwNjbG3r17NbJQTNM8e/YMBQUFKCsrk79utT0nRUVFpPJawcLCwmBsbIyMjAyl3kfttoDbTJ48GQwGA99++60qb0uomJ2dHWbOnImamhqd3K5sX516//59SCQSHD16tMuH2bV55JsyJSYmYvfu3WAy//hMfOXKFfz2229obm5GdnY2eZOjkLGxMRITExEWFobExER4e3vLv3bkyBEIBAIKo9NN7Z+Thw8fIiMjAxUVFaSHoAKwWCz5EZ5ffvmlS9fQ2DOAbYKCgjBy5Eh8+eWXZCVDS+np6WHWrFl4/vw5vv76a53e7rexsQGfz4efnx8aGhogEok63YKhbeTb4cOHSTPcTpo2bRr69u2Lmzdv4uzZs9i7dy/odDqSkpIQGhraodYxhHJ5enqiuLj4papIAIiMjERdXR1FUek2KysreTufmzdvQiKR4MSJE1SHpdHi4uLA5XKxfPnyLreg0tgzgG3q6urQ2toKT09Psg2spYYOHQpTU1OsXbtWp5M/ALh16xZ++OEHuLi4IDk5GZMnT8aZM2cgEonQ0NDQoWsIhULcvXsXxcXFSo5Wuzg5OcHNzQ0nTpx4rcpu//79KCgoAJ/Px/DhwxETEwOxWEwSDgrcvn37jcm3ra0teT4ocvv2bezevRt5eXng8/kYN24cLl26BLFYrLKWV9qEzWYjLi4OZWVlKuk/Sn//t1Dj8ePHuHr1Kjw8PKgOhVCCiIgIBAQEYM+ePaS1QDuXLl3CN998g23btsnH4Y0cORIWFhbv/LmePXuiT58+kEgkWj/vV9FGjx6NFy9eYMeOHW/8+u3bt7Fz506sXbsWjx49wieffIJp06bB2dlZxZHqtsbGRuzbt++lx86cOYPk5GSMGzcOtra21ARGoKGhAd9//738yNa0adMwceJEODg4UByZZomOjgaLxUJ2drZK7qe2W8DAH8O9XVxcsHr1alXfmlAiJycnfPrppygtLcXBgwepDkdt0el09O/fHxwOB4aGhigtLUV2djYePnz42vd+9tlnYDAYOjvyrav69++PYcOGoby8vMNnUL28vCAUCtGjRw8cO3YMEomEfIhRkZEjR2Lo0KG4e/cuqqur8f3338PLywt8Ph/m5uaoqKiATCbD/fv3qQ5Vp/n5+YHP58PGxgbV1dWQSqVobGykOiy1ZmBggM8//xxlZWU4dOhQt66l8WcAgT/2wuPi4vDPf/5T1bcmlMTAwABz5szBgwcPsGHDBrJa1QEsFgtRUVGIi4sDg8FAUVER8vLyYGxsjNGjR6Nnz54wMDDAsmXLyOimTlqyZAnodDq++OKLTh1gf7U/WllZGTIzM0l/NCXq0aMHZs+ejf3796O0tPSlrzEYDHmbEjabjcLCQtKmhGJ0Oh39+vUDh8OBsbExSktLkZWV9cYPsATA5/MRFRWFr776Co8ePerWtTT+DCAA3L17F4aGhmCz2VrbG06X0Gg0jBgxAnp6etixYwdJ/jqopaUFOTk5KCkpQUxMDKKjo5GYmIiPPvoIlpaWAP5o07B161aSAHbCoEGDwGazcfDgwU5XL7bvjxYREYGEhAQEBwcjPz8feXl55PVKCYRCIW7fvo2ysrLXvvb8+XMUFhaivLwcsbGxiI6ORlhYGKngplBrayvKyspQXV2NyMhIxMfHo1+/figoKCB/I68wMjJCVFQUCgsLu538dYbangEEIG+AaG9vT3EkhCLExsbCx8cHP/74I6ns7oInT55AJpNh6dKlMDExkSd/wB+NQ2fPnk1hdJrF0NAQ4eHhuHfvHgoLC7t8nWfPniE/Px9Lly5FYWEhYmNjkZKSgsjISDAYDAVGrNs8PDzg5eUFsVj8zmS9ubkZMpkMaWlpqK6uBp/Px6JFi9C/f3/QaB1aFCEUrKWlBbm5uVi6dCmKi4sRGxuL1NRUREdHk7+R/y8+Ph6tra3Iy8tT6X3VegXwxo0bePbsGRwdHXHx4kWqwyG6wd3dHXw+H1lZWWS8Vjc9evQIV69efe3xHj16gEajkTOAHTBmzBjQaDT8+OOPCrnekydPIJFIUFxcDC6Xiw8++ABRUVGQSqWoqakhz0k30Gg0CIVCXLx4scMtRh4+fCiv4ObxeBg2bJi8gru2tlbJERNv8vjxY4jFYhQVFSEpKQlCoRBRUVGQyWSoqqrS2b8RU1NThIeHv3HajbKp9Qpga2srGhoa4OrqSnUoRDcYGxtj1KhROH/+PBlPpiC//PLLa61zGhsbMW/ePPj4+FAUlWZwdHSEu7s7Ll++rPBWFffv38cvv/yC9PR03LhxA6NGjcKsWbNIN4NuCAgIgKOjIw4fPtzpn719+zZ27dqFNWvW4MGDB5gwYQI+/fRT8p5Cofv372Pv3r1IT0/HlStXMGLECMydO1dnX7cSEhLw9OlTSnq3qnURCABwOBxERkbi3//+N+kyroHodDomT54MGxsbrF69mhwAVhA6nY709HQEBQXh7t272LVrF/Ly8iAUCtGrVy+cP38ehw8fJmOy3iAlJQUWFhb43//+p/RqUVdXVyQnJ8PV1RWnT5+GWCzucF9H4o+jDQsXLkRDQwO2b9/e7et5enpCKBTCwcEBJ0+ehFgsVuqsVeL9nJyc5K9bFy5cgEgk0pkdPwsLCyxcuBAymQy5ubkKu65WVAEDf/xyzJo1C9u3bycdxjWInZ0dmEwmfH19ERcXh++++w7nz5+nOiyt0a9fPwwfPhyrVq3CtWvXXvoaaVPydsHBwRgxYgQqKyvx008/qey+ffr0gUAggK2tLaqqqiCTyUhbjA6Ijo6GUChEeno6bt26pZBr0mg09O3bFzweDxYWFqisrIRMJiPnkinm6ekJgUAAR0dHnDx5EhKJBDdu3KA6LKUaOnQoevfujaVLlyp0GILWJIAAMHHiRLi7u+PFixewtLTEvn37lD4kmegaJpOJtWvXYtiwYaDT6bh06RI+//xzSCQSqkPTGm2rIleuXHlr8+K2NiU8Hg8mJiYoKytDRkaGzq/ALl68GAwGo9NtXxShrS0Gl8uV93XMyspSadWfJjEwMEBKSgpqampeawCtCAwGQz5fmM1mo6ioiJJzWMT/odFo8Pf3B4/Hg6WlpfzD0t27d6kOTeGsra3lozu7U4j2JlqVAHp4eCAnJweGhobyxz777DOFHeAmFGf8+PFIT09/6bG0tDR8+eWX1ASkhdpWRVauXPnelT0mkylvU8JgMORtSp4+faqiaNXHwIEDERUVhUOHDiE/P5+yONr6OsbHxwMA8vLykJ+fr/PjEF8lEAgQGRmJtLQ0pfZX1NPTQ2xsLGJiYtDa2kpax6gBBoOBkJAQJCUlwcDAACUlJcjKykJTUxPVoSnMyJEj4e7ujrS0NIX/rmlFH8A2cXFxLyV/ADB9+nSSAKqhkJCQ1x4LDQ2lIBLtxGazkZCQgPLy8g5t67a1KSkvL0d8fDzi4uIQFhaGzMxMHDlyRGfO1err6yMiIgL379+nNPkD/q+v45EjR5CYmIjExESEh4cjIyMD5eXlOvOcvIupqSmioqKQl5en9ObaT58+RUZGBkpKSpCYmChvyCuTyVBZWUmeDwo8f/4cJSUlqKysRHR0NGJjY9G/f3/k5eWhoKBA4z/A2tnZISAgAPv27aP0g4ZaVwG3eVOvIAsLC7DZbAqiId7l2LFjrz2mr6+PqKgo0vNJAWJjY6Gnp4fMzMxO/dzjx48hEomwbNkynDp1CoMGDcKCBQvg7++vpEjVi6LbvihCU1MTfvvtNyxfvhz19fUYMmQI5s+fDz8/P6pDoxyHw8HTp09V2hft4cOHOHDgAFasWIHz589j2LBhmDt3Lvr06aOyGIiXPX36FFlZWVi6dCnKysqQmJiIlJQUREREaPT7CZfLxZ07d1BRUUFpHBqxBWxjY4Pi4uKXGt9mZ2ejuroaWVlZKCkpIVMl1ICenh6mT5+OMWPGwMvLCwBQVFSEXbt2wdfXF3fv3oVMJkN1dbXO9nzqDhMTE6SkpKCoqAhisbhb17Kzs4NQKETv3r1x+fJliEQihbdEURc9evTAnDlzcOXKFaxbt47qcN6qR48eEAgE8Pb2xqVLlyASiXSycMrGxkZ+NoqK1hhtHB0dIRAI4OnpiYsXL0IkEuHChQuUxUMA5ubm4HK5CAoKwp07dzSyz6ajoyNmz56Nn376CZWVlUq5h1adAQSAXr164bPPPoONjQ1+/fVXZGdnIykpCSEhIbh37x4kEgmOHj2qUb8I2oTFYmHSpEno0aMHNm7cCBqNBhaLJX8Ds7GxAZ/Ph5+fH65duwaxWIxTp05RHLVmGTx4MAICApCWlqawg+ru7u4QCoVwdnZGXV0dRCKR1lXeLVq0CFZWVvjqq6804jB5r169IBQK4eTkhNraWojFYq17Tt5l7NixcHR0xLJly9Tig72HhwcEAgGcnJx0pjpV3dnZ2YHP56NPnz5oaGiAWCzWmAEDn3zyCaysrLBy5UqlHS/QugTwbWxsbCAQCODr64uGhgaIRCIyD1XFmEwmJkyYABcXF2zatAmXLl166/c6OztDKBTC3d0d58+fh0gkeuf3E3+wsrLCggULIJFIlLIt5u/vDz6fL6+8k0qlWtEWIzAwEB9//DGqqqrUavv3fdqqIfl8vk61KnF2dsbMmTOVujrSFbr6fKg7V1dXCAQCuLm54ezZsxCLxWrd+9TFxQUzZszAzp07UVNTo7T76EwC2MbFxQXJycno2bMn6uvrIRKJ3jgui1AsBoOBsWPHwsPDA99//32HtxHb96o7ceIEJBIJacj6DqNGjYKrqyuWLVumtEPDdDodoaGh4HA4WtMWo63ty5IlSzSyqpPBYCA0NBRJSUla85y8y7Rp02BoaIhVq1ap5W5OW3WqNv2NaIPevXtDIBDA3t4ex48fh0QiUVjfSEWaPHkyTExMlP77rXMJYBsfHx8IBALY2dnh6NGjkEqluH37NtVhaSU6nY7Ro0ejd+/e2Lp1a6dXXmk0GgICAsDj8WBubk4+Vb9F25mRPXv2oLy8XOn3a98W4/nz58jOzkZxcbHGJVADBgxATEwMRCKRQrvsU4HNZiMmJkarW5V4eXlh0qRJ2LJlC+rq6qgO55309PQQExOD2NhYtLa2IicnB0VFRaSVD4Xaep9yuVyYmZmhoqICMplM6dN+Osrd3R3Tpk3Dtm3bcPLkSaXeS2cTQOCPxCQ4OBhcLhfGxsYoLS1FZmYmabiqQDQaDSNHjoS/vz9++OGHbg1Yf7Uha3FxMXJycrSq51N3TJ48Gaampli1apVKW1IYGxsjKSkJoaGhePDgAaRSqcYMbdfX18ff//53NDU14T//+Q/V4SjMq89JW6sSTXhO3oVGo2H27Nlobm7Ghg0bqA6nw4yMjJCYmIiwsDA8evQIGRkZqKioIK1jKMRgMBAeHo6EhAS1WqX99NNP5YMSlE2nE8A2LBYLkZGRiI+PB51Olzdc1fQeQlSj0WgYOnQogoODsWvXrje2fumKVz9V5+bmorCwUKc/VXt4eGDKlCkq+dT4NtbW1uDz+fD398e1a9cgEonU/sD1pEmT4Onpic2bN2vlmWBra2vweDz07dsX169fh0gk0uiiqrazml9//bVGngm2tLQEj8dDYGAgbt68CYlEQkaXUuzVVXMqV2nbVrc3b96sktdOkgC2Y2BggISEBERGRuLx48c61wRX0QYPHoywsDD89NNPqK6uVvj123+qbmpqQmZmJsrKynTu+aLRaJg5cyaeP3+O9evXUx0OnJ2dkZycLD9wffjwYbU8Z9vW9uXq1asq+bRNJScnJyQnJ8Pd3R3nzp2DSCRS60Pwb8JgMLBw4UJcu3YN27dvpzqcbnFwcIBAIICXlxcuXrwIsVisk6181ImxsTESExMRGhqKR48eITMzU+UN12fNmoVnz57hm2++Ucn9SAL4Bu17CDU2NkIikShs9UpXtJ2r+uWXX1BWVqbUe1laWoLL5SIgIAC3b9+GVCrVqefL398fY8aMwYYNG9TqTaT9geujR49CIpGgsbGR6rDkFi5cCGtrayxduhR37tyhOhyV8Pb2hkAgQI8ePXDs2DFIJJIOTYpRB5GRkfjggw+Qnp6uNYVg7VvH6GIrH3XU9n4SFBSEW7duqez9pE+fPhg/fjy+/fZblfVaJQngO9jb20MgEOhEE1xF4vF4SExMxP79+1FcXKyy+/bo0QN8Pl/+fInFYpw9e1Zl96cCnU7HggUL8Pvvv2PLli1Uh/MaGo2Gfv36qd0524CAAHz88ceoqanBrl27KI1F1doOwfN4PJiYmKCsrAyZmZlKH6XWHXp6ekhNTUVdXR327NlDdTgK1dY6hsfjydsryWQyjehFqc3aN1xX9vsJjUbD3Llz8ejRI2zcuFEp93gTkgB2gLu7OwQCAVxcXFBXVwexWIzr169THZZaSkhIAJ/Px+HDh1U6nqk9Nzc3CIVCuLi44PTp0xCLxWhoaKAkFmULCwvD4MGDsXr1arX+nWQymYiKipKfs83NzaV0VucXX3wBFouFxYsXa1WFbGcwmUxEREQgISEBTCYT+fn5yMvLQ3NzM9WhvYbD4SAuLg7Lli3T2ur/ttYxSUlJMDAwQHFxMbKzs0mRG8Xav/8r6/2kf//+GDZsGNauXYsrV64o9NrvQhLATvDz8wOfz4eVlRWqq6shlUrJp7R2oqOj8cEHH0Amk3V6Bq0y+Pr6gs/nw9bWVitb/bBYLKSkpKC+vh4//fQT1eF0iKGhIRISEhAREYHHjx8jIyND5ec2hUIh4uLiIBaLkZOTo7L7qisDAwPExcUhKioKzc3NyMrKQmlpqVpM1wD+OJuVkpKCkpISiEQiqsNRuvZFbi9evEBOTo7OF7mpA2W9n7S9jp87dw67d+9WQKQdRxLATqLT6fIGn+RT2v8JDw/HkCFDkJ2dDYlEQnU4cq+2+jly5AgyMzPx8OFDqkPrtoSEBCQlJWH58uUad4bNwsICXC4XgYGBuH37NsRisUqqIdvavjx+/Bj//ve/lX4/TWJmZgYOh4N+/fqp1fzUQYMGISgoCEuXLqW8RYcqvVrklpGRofKiBOJlr76fKOL4RFJSEhISEih5HScJYBfp6ekhOjoacXFxlJeOU61t+bqgoAC//fYb1eG8EZPJlLf6YTKZKCgoQG5urlpud3WEkZERUlJSUF5errb/zzui/TmbixcvQiQS4cKFC0q738SJE+Hl5YUtW7ZodDsUZbK1tYVAIECfPn1w5coViMVi1NfXUxKLpaUlFixYgIyMDJ1drW1flEBax6gHRb2fUL26TRLAbnq1wWdbw1Vd+ZQWEBCAkSNH4siRI9i3bx/V4byXgYEBYmNjER0djadPnyI7OxslJSUadw6sbVUkLS1NK1afe/XqBaFQCCcnJ5w8eRJisVjhlZ52dnaYN28erl27htWrVyv02tqoZ8+eEAqFcHV1pews7ciRI9GrVy+kpaXp5Ifr9hwcHMDn8+Ht7Y1Lly5BJBKpVdW/LtLX15cfn2hpaUFOTk6npiF9+OGH8Pf3R1paGiWr2yQBVJD2DT5v3LgBiURCWUNeVfHz88OoUaNQXV2NPXv2UL5V1BmmpqZISkpC//79cf/+fWRkZGjMpAQrKyssWLAAEomEskIbZaDRaOjbty94PB4sLCwUPqJpwYIFsLGx0am2L4rQ/uxTVVUVpFKpSv7/OTg4YM6cOfj1119x5MgRpd9PU/Tq1QsCgQDOzs6kKFFNmJiYgMPhoH///h2evGNra4t58+bh8OHDKCgoUGG0/4ckgArm6OgIgUAAT09PXLhwASKRCBcvXqQ6LIXz9vbGuHHjcOLECezevVsjEqc3eXVSgkQi6da4OlUYPXo0XFxcsGzZMo1bueyI9iP/9PT0UFhYiJycnG5t1/v7+2P06NE4fvw4duzYocBodQOdTkf//v3B4XBgaGiIkpISZGdnK7Wdz8SJE2FpaYmVK1fqzI5KZ/j7+4PP55PWMWqk/fvJ+xaCJkyYAFtbW6xYsYKygiuSACqJp6cnhEIhHBwccOLECYjFYty6dYvqsBTCw8MDEyZMwOnTp7Fjxw6teHF2cnKCUChEr1691Dpxd3FxwYwZM/DTTz+hsrKS6nCUis1mIy4uDtHR0WhpaUF2djaKi4u79GJJ2r4oBovFkp99BiAfm6no7Vl3d3dMmzYNP/zwA44fP67Qa2sTUpSonpycnMDn8+Hp6fnSpBcajYbQ0FDY2toiKioKO3bsoHRoAUkAlahtS4vP58Pc3Bzl5eXIyMhQ2JYWFdzc3DBx4kScP38e27ZtU5tWEYrSPnFXx878n376KfT09LBmzRqNXXXtrPbbK/fu3YNUKsXRo0c7/N/P5/ORkJAAqVSKrKwsJUerGwwNDZGYmIjw8HClVKjOmDEDNBoN69atU8j1tF1bUWJsbCwAyPts6vq5Saq1n/Ry5coVjBkzBt7e3gCAixcvIjo6mtKm+CQBVAEGg4Hw8HD5llZbxdCTJ0+oDq1TnJ2dMWXKFFy+fBlbtmzR2pWUV8+iqcv2StuooE2bNuHMmTOUxkIFGxsbCAQC+Pr64urVqxCJRO+tTtXT08MXX3xB2r4oiYWFBXg8nnxsliLa+fj5+WHs2LEqHYmlLYyMjJCQkKC0xJzoPBqNBj8/P3z11VcIDw9/6Wv/+Mc/KJ1DThJAFXrTlpamVKA6ODhg6tSpuHHjBjZt2qQTnyxf7cxfUlKCrKwsSrZX6HQ65s+fjzt37mDz5s0qv786cXV1hVAoRM+ePd9bnTphwgT07t0bW7duRV1dnYoj1R0ODg4QCATw8vLqVjuftt/zxsZGfP/994oPVEe82mdTIpGQrXSK/fTTT+BwOC89tnPnTsyaNYuiiEgCSAkTExMkJSUhJCQE9+/fh1QqRXV1tdpu6dnZ2WHatGlobGzEd999p7G987rq1e2VvLw8lY8xaxv5tnbtWq0da9dZffr0gUAgeGN1qqGhIaytrfHZZ5/h+vXrWLVqFcXR6ob2W161tbUQiUSdaucTGhqKjz76CKtXrya/5wrQvs/mpUuXIBaLyaoqRWbPno0lS5a89Nhnn32GH3/8kaKISAJIKRsbG/D5fPj5+eHatWsQiUQ4ffo01WG9xNraGtOnT8eDBw+wceNGnerE/6r22yuPHz9GZmYmjhw5ovTtFT09PaSkpODMmTMaM/JNVeh0Ovr16wculwtDQ0OUlpaCw+Fg5MiRYDAYOH36ND788EOF9xQk3o5Go8krVC0sLFBZWQmZTPbeGb5UjsTSdu7u7hAKhfLWMRKJBNeuXaM6LJ1ibGyMw4cPo3fv3mhpacHmzZvx97//ndKYSAKoBpydnZGcnAw3NzecPXsWIpFIpQOh38bS0hLTp0/HkydP8O2331J6WFWdWFhYgMPhICgoCI2NjZBKpTh27JjSVnA5HA7i4uKwbNmy976J6qq26tSZM2ciMTHxpa/96U9/wrfffktRZLqrfTsfNpuNwsJC5ObmvvVDZFxcHHg8HpYvX47GxkYVR6sbXp1nL5PJSE9MFeFyuYiNjcWaNWtw7949tdhJIwmgGunduzcEAgHs7e1RU1MDiUSikGHTXWFmZoZPP/0Uz58/x4YNG7o161Bb2dnZQSAQwMfHB1evXoVYLFZ4cYaJiQkWLVqE4uJiiMVihV5bG23ZsgWDBg166bFDhw5h3LhxFEVEsNlsxMbGIiYmBs+ePZO382l/9tnAwACpqamoqqrCgQMHKIxW+1HR01HXtY18U7fXcZIAqhkajSYfNm1iYoIjR44gMzMTDx8+VFkMJiYmmD59Ouh0OjZs2EBWnd6j/cis+vp6iMViha3gDhkyRD4qSNOqxqmwYMEC/O1vf3vpsfz8fPz1r38lh+ApZmxsjKSkJISGhsqnJfj6+mL69OkwNTVFfX09xo0bp9LXOl2mqp6OBDB48GAEBARQNvLtbUgCqKbahk0nJCSATqcjPz8feXl5Si88MDIywrRp06Cvr49vvvmGbA90go+PDwQCAezs7FBTUwOpVIrff/+9y9ezsbHBvHnzIBKJKBsVpGlMTU1RUlICe3t7AMCxY8fw448/wsXFhRyCVxNt0xI++OADCASCl742ZcoU/PrrrxRFppsMDQ2RkJCAiIgINDU1ITMzE2VlZaR1jIKo8+hOkgCqOQMDA8THxyMyMhLNzc3ywgNlNGA2MDDA1KlTYWJigg0bNnQredFVr67gtjX/7soW+vjx42Fvb4/ly5drXcNtZRkyZAjCw8Nx7Ngx1NbWyqelvDo/lRyCp97WrVsxcODAlx47ePAgJkyYQFFEuu3V1jFtZ5uJ7hk1ahRcXV3VcnQnSQA1hJmZGbhcLoKDg5VSeMBmszFlyhRYWlri22+/VavpF5qIyWQiIiIC8fHxYLFY8gPwHd3GdXNzw/Tp07Fr1y4cPXpUydFqB319ffz973/Hw4cP8eWXX77xe/z9/cHj8cgheDXwxRdfYO7cuS89lpeXhylTppAPnxSyt7eHQCBA7969cfnyZYjFYpw9e5bqsDSSo6MjZs+ejZ9//hkVFRVUh/MakgBqmPaFB1euXIFIJOr2H6eenh4mTZoEOzs7bNy4kfTfUqD2zb+fPXuGnJwcFBUVvfeT4IwZM0Cn07Fu3Tq17Q+pbtqaPm/evPmdxTht81OTkpLIIXgKOTg4oKCgAObm5gCAO3fu4KeffkJrayvKysqQmZlJis8o5O7uDoFAABcXF5w6dQpisZismnfSlClTYGJigvT0dLV8HScJoIZyc3ODUCjs9h8nk8nExIkT4ejoiE2bNuHy5ctKiJZo3/z7wYMHyMjIQGVl5RvP2fj7+2PMmDFkFFYnWFhYIDU1FTdu3EB6enqHfuZNh+BV3eBbl7m4uGDevHn4/fffcfXqVRw4cAAPHjxAeHg4EhISwGKx5GMz1aFlhq7y9fWFQCCAjY3Naw3Xibfz9PTE5MmTsXXrVtTW1lIdzhuRBFDDtf1xdmVLi8FgYPz48XBzc8PmzZu7NLqJ6BwrKyvweDwEBATg5s2bkEql8upUc3NzODk5QSgU4tatW9iyZQu1wWqQmTNnwsnJCenp6Z0+vtD+EHxbg++ysjJy7lLJpk+fDn19faxevfq11RF9fX3ExcUhKioKLS0tyMrKQklJCXlOKPJq65jS0lJkZWWRVfO3oNFomDVrFlpaWvDNN99QHc5bkQRQC7ypr9P7ZtbS6XSMGTMGXl5e2LJlCznjoWIODg7g8/nw9vbG5cuXYWdnh6lTp4LNZuPBgwcYN26c2lWMqStnZ2fMmDED58+f71bDZ3Nzc3C5XJU1+NZl3t7emDhxIjZv3vzO6UempqbylfN79+6p/dhMbcdisRAVFYX4+HgAZNX8bQICAjBq1CisX78eFy9epDqctyIJoBZhsViIiYmRz6zNyclBYWHha32daDQaPv74Y/j6+mL79u04deoUFeES+OOczbhx4147DF9aWgqhUEhRVJolJSUFFhYW+O9//6uQHnKvnrMVi8Wor69XQKQE8Mfrz5w5c/D48eMOJ+yaMDZTl7xp1VwVYzE1AYPBwIIFC3Djxg1s27aN6nDeiSSAWqj9zNqmpibIZDLY2dlh7ty5MDIywvHjx3Hr1i3s3LkTJ06coDpcnTdy5EisX7/+pceePn0q72VHvJ2/vz9Gjx6No0ePKnx+rJubGwQCAVxdXXHmzBmIxWJcvXpVoffQRcHBwRgxYgTWrVvX6TPHLi4uEAqFajc2U1eRVfPXRUREYODAgUhPT1f7GeQkAdRilpaW4HK54PF4GDx4MOh0uvxrq1atwpIlSyiMjmjTq1cvlJaWvvT8NDQ04E9/+tN7t/J13d///new2WwsXrxYaT22+vTpA4FAAFtbWxw9ehRSqZSyEY2ajsFgYNGiRbh69Sp++OGHLl/n1bGZ3W26TnSPMrpTaCI9PT2kpqairq4Oe/bsoTqc9yIJoA5YtmwZJk2a9NJjxcXFGDBgAEUREa9au3Ythg8fDhaLhfr6eqxevRoeHh4AgOzsbBQWFqpdE1GqxcTEYMCAAcjJyVH6fE06nS5v8G1sbEzJiEZtEBUVhQEDBmDlypW4detWt65Fo9EQFBQEHo8HExMT0jpGDbRfNT99+jTEYrFOtRVLSkpCfHw8li1bphEjVDuaADKVHQihPG86hGpgYABbW1u1X6LWBVZWVrh37x4mTJiAM2fOyD85GxkZITExETweDxEREZDJZKisrNTp7ZU2dDodXC4XT548Uclw9dbWVpSXl6O6ulo+ojE4OBgFBQXIy8sjbUo6gM1mIyEhAeXl5d1O/gDgxYsXqKysRE1NDSIiIuTPSdvYTPKcqN758+exfv16+Pr6gs/nY86cOaiuroZUKkVjYyPV4SmVsbExYmNjUVRUpBHJX2eQFUANZmFhgSNHjsDKygoA8PjxY+zevRvNzc2orKyETCbTul9YTTJq1Cj07NkTy5Yte+Mg9vatY65fv47Dhw/r/AH4QYMGITIyEnv37kVpaanK729gYCBvU9Lc3Izs7GzSpuQ9uFwuYmNjkZaWhvv37yv8+m2tY6Kjo8lzogbodDr69esHDocDIyMjrW8dM2jQIAQFBWHp0qV4/Pgx1eF0CNkC1gFBQUEYO3YsGhoa8PjxY+zfvx/Xr19HaGgokpKSwGazUVRUhJycHI35xdUWbaOC9uzZg/Ly8nd+r7OzM4RCIdzd3VFfXw+RSKSTRQl6enr44osv8OjRI/z3v/+lNBZTU1NwuVz069cPd+/ehVQqxdGjR8kq7SuMjY2RmpqKoqIipa/YmpqagsPhoH///uQ5UQMsFguRkZGIj48HnU5HXl4e8vPztap1jKWlJRYsWACZTIbc3Fyqw+kwkgBqOQMDAyxcuBD19fVvrJLU09NDbGwsYmJi0Nraiuzs7A6NKiMUo21U0KpVqzrcQsHHxwcCgQB2dnY62Zl/7Nix8PX1xZYtW9SmhZGtrS34fD58fX3R0NAAsVis86u07Q0ePBiBgYEqXR2xsbGBQCCQPycikeidIwIJ5TI0NERcXBwiIyPx5MkTrWq4/vHHH8PNze2tuzjqiiSAWm7IkCEIDAzEsmXL3nlg3djYGImJiQgLC8PDhw/l581IXyfl6c6ooLbtFS6XC0NDQxQXFyMrK0vrV3DNzc3x+eef49atW1ixYgXV4bzm1TYlYrFY58crWllZYcGCBZBIJJQ0N2//nNTX10MsFpPWMRQyMzMDl8tFcHCwVrSOcXBwwJw5c/DLL7+grKyM6nA6hSSAWszZ2RkzZ87Evn37UFJS0qGfsbKyApfLRWBgIG7cuAGJRIKTJ08qOVLdQ6PRMHv2bDQ3N2PDhg1dvk5b8++4uDidWMH97LPP4OLigtWrV6v1YPr2bUqOHTsGiUSis21K2lZH0tLSKP29bL9yTtr5UM/Ozg58Ph99+vTR6IbrkyZNgrm5OdLT0zVuwYQkgFqKTqdj1qxZeP78Ob7++utOf7pydHSEQCCAp6cnLly4AJFIpNYjbTRNYGAgPv74Y3z99de4dOlSt69nZGSEpKQkhIWF4cGDB5BKpaiqqtLYT9Vv4ujoiFmzZuHChQvdSppVpa1NCZfLhampKcrLy5GRkaFTbUrUbXWERqPJ2/mYmJiQdj5qoGfPnhAKhRrZcN3DwwNTpkzB9u3bNXKoAkkAtVR0dDSSk5Oxbt26bv0xeXh4QCgUwtHRESdPnoRYLCatY7pJUc1w38Ta2hp8Ph/+/v5oaGjA4cOHNfJT9ZssWrQIVlZW+PLLL5VSRaosTCYT4eHhSEhIAIvFQmFhIXJzc/HkyROqQ1M6dV0dYTKZ8tYxTCaTtI5RA+0brmtC6xgajYaZM2fi+fPnr01y0hQkAdRCpqamWLhwISoqKnDgwIFuX49Go6Fv377g8XiwsLBARUUFZDKZRr0Jq5Po6GgIhUKkp6crpB/am7i4uCA5ORk9e/bE6dOnIRKJ1HrL9H369OmDcePG4dixY9i5cyfV4XQJm82WtylpaWlBTk4OiouLtXa7vlevXpg6dapar4682s4nKysLpaWlWlGYoIlebbje1jpGHVdo/f39MWbMGGzYsAHnz5+nOpwuIQmgFhozZgxcXV2xfPlyhX6iZTAYCAsLQ2JiIthstnwlQ9sLDxSJzWYjNTUVx48fx969e5V+v7ZP1dbW1vJP1Xfv3lX6fRXtr3/9KwwNDbFkyRKNbx9hYmKCpKQkhISE4MGDB1rb4HvmzJlobW3ViNWR9u187ty5A6lUipqaGq17TjTFq61j2lZo1eVvn06nY8GCBbh16xa2bt1KdThdRhJALePt7Y2JEydi586dqKmpUco92Gw2YmJiSOuYLuDz+YiKikJaWprKzoLR6XT0798fXC4X+vr6GtfzMSoqCgMHDkR+fj4OHTpEdTgKY21tDR6Ph759++L69euQSCSdrgZXV5q6OvJqOx/SOoZaBgYGiI+PR2RkpFqt0IaFhWHw4MFYtWoVbty4QWks3UESQC3CYrEwb9483L59G5s3b1b6/YyNjZGUlITQ0FCtXslQFFNTUyxatAgFBQWQSqUqv7+enh5iYmIQGxuL58+fIysrC8XFxZS/mL7PkiVLAABffPEFxZEoh5OTE4RCIXr16qUVBVd0Oh3z58/H7du3sWXLFqrD6RJXV1cIhUL07NlT4woTtJGZmRk4HI5arNDq6ekhJSUFp0+fxs8//6zy+ysSSQC1CI/HQ0xMDNLT01Xa3uDVUWXatJKhSB9++CH8/PywdOlSSg+bGxsbg8PhICQkBPfu3YNEIlHb7a4BAwYgJiYGBw4cQFFREdXhKJWnpyeEQiEcHBw0uuAqNDQUQ4YMwZo1azT63ClAWseoG1tbWwgEAvTp0wdXr16FSCRSeZFbYmIiEhMTsWzZMo08TtMeSQC1hI2NDebOnYvs7GxkZmZSEoO2rWQoko2NDebPn49Dhw6hsLCQ6nAAvDwp4cqVKxCJRDh79izVYcm1jXxramrCf/7zH6rDUQkajYaAgABwuVxYWFho3KxuFouFlJQU1NfX46effqI6HIXQpMIEXUHVCq2RkRFSUlJQVlamFcdRSAKoJaZOnQozMzOkp6dTfhav/UrGiRMnIJFINHIlQ5HGjRuHHj16YPny5Wq35erq6ork5GS4urri1KlTEIlEuH79OtVhYcyYMfDz88P27dt1rhn5qwVXmnJuMz4+HhwOB8uXL9e68YRMJhORkZFISEhQy8IEXaTqFdoPPvgA/fv3x9KlS9HU1KS0+6gKSQC1QFBQEEaOHInvvvtObXq+tbWO4fP5MDc31+nWMa6urvjss8+we/duVFdXUx3OW/n5+UEgEMDS0pLylSdTU1P8+c9/xu+//47ly5dTEoM6eHVWd05ODoqKitRy3qihoSFSU1NRUVGBgwcPUh2O0rzaOiYzMxNHjhxRuw92uqJthZbD4Si1ubeFhQUWLlyIjIwM5OTkKPTaVCEJoIYzMDDAwoULUV9fj927d1MdzmtI6xjg008/hZ6eHtasWaOW5+zao9PpCA0NBYfDAZvNRkFBAXJyclR+ZvHTTz+Fq6sr1q5dSw7f4/VZ3RkZGaioqFCr5srJyckICwvD0qVL8ejRI6rDUbpXCxMkEolGz7TVdK+u0BYUFCi0ufeIESPg4eGBtLQ0tfwA1hUkAdRwQ4YMQWBgIJYvX67WI6bYbLZ8JePZs2fIzs7W6ia4bXx8fDBhwgRs2rRJo9pJtH++WlpakJWVhZKSEpWscvTo0QNz5szBpUuXNKKHnCpZWlqCx+MhMDAQN2/ehEQiUYsmy2ZmZli0aBFycnIoO4NMFXUoTCD+jzKae/fo0QOzZ8/Gvn37cOTIEQVGSy2SAGowZ2dnzJw5E/v370dxcTHV4XSILrWOodPpmDt3Lu7fv49NmzZRHU6XmJiYyCuGVbXKsWDBAtjY2GjcyDdVcnBwgEAggJeXFy5evAixWExpv71hw4bB29sbaWlpOnsmjrSOUS+KbO49ceJEWFpaYuXKlWq16t5dJAHUUHQ6HbNmzUJrayvWrVuncQnUq01wxWIx6urqqA5Lofr3749hw4ZhzZo1Gv9G0H6V4/LlyxCJRDh37pzC79O7d29MmDABJ06cUPicZG3Uq1cvCIVCODk5oa6uDmKxWOUFPLa2tpg3bx4OHjyoMR9ElUnTZtpqu+4293Z3d8e0adPwww8/4Pjx40qMVPVIAqihoqOjkZycjHXr1ml0ctG+dcz58+chEolw6dIlqsPqNhaLhUWLFuH8+fNqeTazq9zc3JCcnAxnZ2fU1tZCJBIptMJbm0a+qQqNRoOfnx/4fD4sLS1RXV0NmUymsirc8ePHw87ODitWrCCFEP/fm1rHZGZm6sTZSHXl4uICoVAINzc31NfXQywW48qVK+/9uRkzZgAAvv76a2WHqHIkAdRApqamWLhwISoqKnDgwAGqw1EILy8vCIVC9OjRAydOnIBYLMatW7eoDqvL4uLiwOVysWLFCq389O/v7y9POBRV4R0eHo4hQ4agqKhIa36vVYlOpyMkJAQcDgcGBgYoKSlBVlaWUttVtFW479q1C0ePHlXafTTVqzNt8/LykJ+fTz7cUMjHxwd8Ph/29vaoqamBRCJ5a+sYPz8/jB07Ft9++61SdjyoRhJADTRmzBi4urpi+fLllE6UULS2Jrh8Ph9mZmYoLy9HRkaGxp0DMzAwQGpqKiorK7W6HUZbhXdSUhJYLBYKCgqQm5vb5d/JJUuWgEajYfHixVp1zkbV9PT0EB0djdjYWACQJx3KqFycPn062Gy2RlS4U6n9TNsnT54gMzMTZWVlZMWUIjQaTb5Ca2JigrKyMmRmZr5USNk20rCxsRHff/89hdEqD0kANYy3tzcmTpyInTt3oqamhupwlILBYCA8PByJiYnQ09OTJxZPnjyhOrQOEQqFCA8P15l2GGw2G3FxcYiJielyXzShUIi4uDgcOnQI+fn5SoxWdxgaGiIxMRHh4eFoamqSJx2KSq579+6NTz75ROMq3KlkZmYGLpeL4OBgNDY2QiqVktYxFGIymYiIiEBCQgKYTCby8/PlFe329va4fPkyxo4dq7UTrUgCqEFYLBbmzZuH27dvY/PmzVSHo3Sa2DrG1NQUKSkpyM3NRUZGBtXhqFT7qrvGxkaIxeIOHZpmMplYvHgxnjx5gn//+98qiFS3WFhYgMvlIjAwEI2NjZBIJDh+/Hi3kg4ajYa5c+fi0aNH2LhxowKj1Q12dnbg8/no06ePWo5h1DX6+vqIi4vDwIED8fHHH4NOp8u/tnbtWvzjH/+gMDrlIQmgBuHxeIiJiUF6erpODSQ3MTFBUlISQkJC8ODBA0ilUlRVVanlp+YPP/wQvr6+SEtL06rt+c6ws7ODUChE7969cenSJRw+fBgXLlx46/ePGjUKffv2xY4dO7Suyk6d2NvbQyAQoHfv3rh8+TLEYnGXk47g4GCMGDECa9eu7dBBeuLNevbsCaFQCFdXV5w+fRpisRgNDQ1Uh6WzPv/8c3z++ecvPXb27FmEhIRQFJFydTQBpL//WwhlsrGxQWxsLHJycnQq+QOABw8eYN++fVi5ciUuXbqEESNGYO7cufD29qY6tJdYW1ujf//+yM7O1tnkDwBu3LiBLVu2YOPGjaDT6fj0008xfvx42NjYvPa9xsbG8Pf3x+3bt0nyp2TXr1/Hli1bsGHDBrx48QJTp07FpEmT4ODg0KnrMJlMcLlcHDt2jCR/3XThwgWsX78e27Ztg7m5OebMmYORI0fC0tKS6tB00puOMly+fJmCSNQLWQGk2NSpU2FmZob09HS13gJVBWdnZwiFQri7u+PcuXMQiURq8Uc6evRoODs7Y/ny5Tr/HLVpmwnN4/FgYWGBsrIyZGRkwNPTEyNHjoSnpycaGhrw1VdfqcVzqEt8fX3B5/M73a8uOjoaQqEQK1euxO+//66CSHUDnU5Hv379wOFwYGRkhNLSUmRlZenEOWJ1wWKxkJubi969ewP4Y/Fh2LBhKCsrozgy5SBbwBogKCgII0eOxHfffUdGDLXTvnXM8ePHIZFIKGsd4+joiNmzZ+Pnn39GRUUFJTGos/aFPW5ubhg4cCAYDAYA4PHjxwgLCyOrSRRon3S09avLysrCw4cP3/j9bDYbqampOH78OPbu3aviaHUDaR1DHTMzM6SkpODevXu4cuUKpFKpVu+4kQRQzRkYGGDhwoWor6/XqobCikKj0RAYGAgejwdTU1N56xhVz0WePHkyTE1NkZ6erpZnE9WFvr4+fvvtNwQHB7/0+NKlS/G///2PoqiIV5OO/Px85OXlvZZ08Hg8REdHY9myZRrXnknTGBoaylvHPH78WF5dT1okKc/QoUPh4+ODpUuX6kTC3dEEkKnsQIg34/P5YDKZOHToENWhqKUXL16gqqoKx44dQ3h4OBISEhAUFITCwkKVtY7x8PCAp6cntm3bRpK/93jy5Anu3bv32uOdPYdGKFZLSwtyc3Nx5MgRxMfHIy4uDuHh4cjKykJ9fT3mzp2Lvn37gslkYt26dST5U4GmpiYcPnwYRUVF4HK5GDRoEKKjoxVSxU28ztbWFv369cOhQ4d0IvnrDLICSAFnZ2fMnDkT+/fvJzM2O6itJ110dDRaWlqQnZ2NkpISpZ7JmzlzJl68eKGVo4KUYdCgQdiyZYv83y0tLdi7dy+OHTumtBnDROe071c3ZMgQ2Nvby7+2d+9eTJ48mcLodJOdnR0EAgF8fHy6XcVNvG7cuHHo0aMHli9frjMNuskWsJqi0+mYNWsWWltbsW7dOvJpr5Pat465f/8+ZDKZUlrHaPuoIGUICwvDvHnzYGtri7Nnz+Kbb77B3bt3IRQK4ezsjLq6OkgkEly7do3qUHVeUlISfv7555cee/78Odzd3VV+zIL4g5ubGwQCAVxdXXHq1CmIxWLyt9JNLi4umDFjBn788UdUVVVRHY7KkARQTUVHRyM5ORnr1q3D1atXqQ5HY1lbW4PP58Pf3x/Xrl2DWCzGqVOnFHJtOp2OefPm4c6dO1o7KkgZFi9eDAaDgS+++OK180x+fn7g8/mwsrJCdXU1ZDIZ7ty5Q1GkRJ8+fVBQUPDSY8+ePUNERARZfaJY+yruqqoqSKVS8rfSRdOmTYOBgQFWr16tU4stJAFUQ6ampli4cCEqKipw4MABqsPRCspoHdO/f38MGzYMq1evJs1bO0ggECA+Ph4ikQi5ublv/B46nY6QkBBwOBwYGBiguLgY2dnZaGpqUnG0BAAcPnwY4eHh8n8fOXIElZWV8qTjTWc6CdVoq+LmcrkwNDRESUkJsrOzSeuYTmgbr/r9998rbHFAU5AEUA2NGTMGrq6uWL58uU43FFYGb29vCAQC9OjRA8eOHYNEIulSLzMmk4lFixbhwoULpDq7g9pGvjU3N+Nf//rXe79fT08P0dHRiIuLw4sXL5CTk4PCwkK0tLSoIFoC+KPKfs6cOejXrx9u376NoqIi/PLLL/IEXV9fX15w9fjxY6rD1VksFgtRUVGIj48HAHnrGPK38m5tv99PnjzBhg0bqA5H5UgCqGbaPo3s3LkTNTU1VIejlWg0GoKCgsDlcmFqaoqysjJkZmZ26kxTbGws+Hw+VqxYodV9ohRp5MiRCAwMxM6dO3Hs2LEO/5yRkRESExMRFhaGpqYmyGQyVFRUkHYYKtC3b1+MHj0aGzZswPnz51/6mp6eHuLi4jRqVre2MzQ0REJCAiIiIvD48WNkZGSgrKyM/K28RWBgID7++GN8/fXXuHTpEtXhqBxJANUIi8XCvHnz0NjYiE2bNlEdjtZjMpny1jEsFgsFBQXIzc1976qrgYEBUlNTUV1djf3796soWs1mbGyMv/zlL7hz5w7S0tK6dA1LS0twuVwEBQXh5s2bkEgkOHHihIIjJdowmUwsXLgQDQ0N2L59+1u/z8TEBImJiQgNDcWDBw8gk8lQWVmpU2ep1I25ubn8b+X27duQSqWd+tClCxgMBhYuXIhr16698/dbm5EEUI3weDzExMQgPT2drCqpkL6+PuLi4hAVFSVvHVNcXPzWVgDJyckICwtDWlraWycmEC+bOnUq3N3dsX79+m5/0nZwcIBAIICXlxcuXrwIkUiECxcuKCZQQi4+Ph5cLrfDq9zW1tbg8Xjo27cvrl+/DolEgtraWhVESryNvb09BAIBevfujcuXL5M2S+1ERkbigw8+QHp6Om7evEl1OJQgCaCasLGxwdy5c5GTk4OMjAyqw9FJpqam8tYx9+7dg1QqRXV19UsrGRYWFli4cCGys7ORmZlJYbSaw87ODvPmzcOVK1ewbt06hV3Xw8MDAoEATk5OOHnyJMRisc6+kCuasbExUlJSUFZWht9++61TP+vk5AShUIhevXrh/PnzEIlEOrm9pk7c3d0hEAjg4uJCWsfgj+MLqampqKurw549e6gOhzIkAVQTU6dOhZmZGdLT08kZGorZ2NiAz+fDz88P165dg0gkAp/Px+jRo8Fms1FTU4Np06aRbvEdNH/+fNja2mLp0qUKb1NBo9Hg7+8PPp8PCwsLVFZWQiaTkcrUbvrwww/h7++PtLS0Lhd3qNOsbuIPpM3SHzgcDuLi4rBs2TKdfq0gCSCFOBwOxo8fD2NjY9y/fx///ve/UV9fT3VYxP/n4uICoVCIAQMGIDo6Wv54a2srBAIBysvLKYxOM3h6emLSpEmora3Ftm3blHYfBoOB0NBQJCUlgc1mo6ioCDk5OaQytQvs7Owwd+5c/PbbbygqKurWtWg0GgICAsDn82FmZiYvuCKj5KhDp9PRv39/cDgceeuYrKwsnWmzZGRkhNTUVJSWluLw4cNUh0MpkgBShMPhYPfu3aDT6QD+6K7P4XBw9OhRiiMjXpWZmYmgoKCXHlu3bh3+/ve/UxSR5vjzn/8MY2Nj/Otf/1LJXGY9PT3ExsYiJiYGra2tyM7ORlFREVlV74TJkyfD3NwcK1euVFj1KIPBQHh4OBITE8FisVQ6q5t4s1dbx+Tm5qKgoEDrW8cMHDgQ/fr1w9KlS3Um6X2bjiaATGUHomvGjRsnT/6AP14gR48eTRJANXTx4sXXEkAbGxsYGxuTIpB3CAsLg5mZGYqLi1X2Rv/06VNkZGSgpKQESUlJ4PP5iIyMJJWpHeTl5QVPT09s27ZNoa1Dnj9/jsLCQpSXl8tndYeGhqpkVjfxZi0tLcjJycGRI0eQkJCApKQkREREICMjA+Xl5VrZOsbS0hJhYWHIyMjQ+eSvM+jv/xaiM950fszMzIyCSIj3SU9Pf6k1zPXr13Hnzh2kpKSAw+FAT0+PwujUl1AoREtLCw4ePKjyez98+BD79+/HihUrcPHiRQwfPhxz586Fj4+PymPRFDQaDUKhEOfPn8fJkyeVco/m5mZIpVKkpaXh+PHjEAqFWLhwIYKDg0GjdWgxglCwpqYmHDp0CMuXL0d9fT2GDBmC+fPnw8/Pj+rQFI7L5aKpqQmFhYVUh6JRyBawgiUnJ2Pr1q1gMBgAgCdPnmD//v2orq7GgQMHdLpCS90EBARg8uTJaGhowNWrV7Fv3z48e/YM8fHxiIyMxJMnT5CZmYkjR45o5afmrujIyDdVIpWp70dFU9xXC64UOaub6JoePXqAz+ejd+/euHTpEsRisVa0junRowdmz56N/fv3o7S0lOpw1AI5A0gBQ0NDzJ49G0ZGRtDT08PTp0+xdetWAMCgQYNgY2ODsrIyZGRkdGo6BaF472sWamZmBh6PJ2+4KpFIcPz4cQoiVR+dHfmmSqQy9c2oboqrjFndRPe4u7tDKBTC2dkZdXV1EIvFuH79OtVhddknn3wCKysrhZ5t1XQkAVQxGo2GSZMmoUePHlizZs1rJeh0Oh0RERHyw9IdnU5BKEdUVBQGDBjw3mah7RuuXrp0CSKR6LXRWbqiqyPfVOVNlam6/mGr7fd85cqVlCbE3t7eEAqFsLe379asbkJxtKF1jJubG6ZPn44dO3ao5WsSVUgCqGI8Hg/x8fHYtGkTzp49+9bvY7PZiI+Pl0+nyMrKQklJyVunUxCKx2azkZqaihMnTuDXX3/t0M+0/9RcW1sLsViMGzduKDlS9aGIkW+qwmAwEBER0elRgNqGzWYjJSUFJ0+e7PDvuTIpYlY3oVh0Oh0hISHgcDgwMDBAcXExsrOzNaaQYsaMGaDT6Vi3bh0pBGuHJIAq1KdPH4wfPx6HDx9GXl5eh36m/XSKu3fvQiqV4ujRo+SXWAW4XC5iY2ORlpbWqb5lb2pOLJVKdaL32bRp0+Dm5qaQkW+qwmaz5ZWpHRkFqG26+nuubF2d1U0oj56eHqKjoxEbGwtAM1rH+Pr6Yty4cfjuu+9In91XkARQRaysrDB79mzU19fjhx9+6PTP29jYQCAQwNfXFw0NDRCJRDhz5owSIiWAP1ayUlNTUVRUBLFY3KVrMBgMhIWFITExEWw2G4WFhcjJydHa3mfKGvmmKiYmJuBwOOjfvz/u37//xlGA2kYRv+fK1jarOzo6Gk+fPiW7IWrAyMgICQkJCA8PR1NTEzIzM1FWVqZ2Z+vodDrmzZuHe/fuYdOmTVSHo3ZIAqgCLBYLM2bMAJPJxNq1a7v1CdbFxQXJycno2bMn6uvrIRKJcPXqVQVGSwDA4MGDERgYiKVLl3Z7mgSbzZY3J9bmFSZljnxTpTeNAjx9+jTVYSnF4MGDERAQ0K2Rb6piamoqT9DJboh6sLCwAJfLRWBgIG7fvg2pVKpWZ+z69++PYcOGYc2aNeR98g1IAqgCI0eOhK+vL9auXauwYfU+Pj4QCASws7PD0aNHIZVKcfv2bYVcW9dZWVlhwYIFkEgkHd6q7wgTExP5dr62rTCpauSbKjk7OyM5ORlubm44e/YsRCIRrly5QnVYCqOs33Nle3U3RCwWa22CrinaF8FdvnwZYrH4nWfcVYHJZCIlJQUXLlzArl27KI1FXZEEUMkiIiIwePBg7Ny5EzU1NQq9Np1OR3BwMLhcLoyNjVFaWorMzEw8evRIoffRNaNGjYKrqyuWLVumlAkF7VeYtGU7X9Uj31Spd+/eEAgEsLe3R01NDSQSiVZ82FL277mytc3q1tYEXRO5ublBIBDA1dUVp0+fhlgsRkNDAyWxxMbGgs/nY8WKFVrx96oMJAFUIhcXF0yfPh3FxcX47bfflHYfJpOJyMhIJCQkgE6nIy8vD/n5+W+cNkK8m6OjI2bPno09e/agvLxcqfdqv51/5swZiMVijdymCAsLw4cffoji4mLs37+f6nCUgkajyT9smZiY4MiRI8jMzNTYUYBOTk6YNWsWfv75Z1RUVFAdTre03w3RpgRdk/n6+oLP58PW1hbV1dWQSqVobGxU2f319fWRmpqKmpoa7Nu3T2X31TQkAVQSY2NjzJ49G42Njdi4caNKDscaGBiQ6RTdNHnyZJiammLVqlUq+//Wp08fCAQCyl4su2vx4sVgMBj44osvtP53jclkylvHMJlM5OfnIy8vT+MqU6dOnQojIyOsWrVKK44gaFuCrg3odDr69esHDocj36HKyspSyXPC5/MRFRWFtLQ00j7oHUgCqAR0Oh1TpkyBtbU11qxZo/JfQDMzM3C5XAQHB6OxsRESiUStDuaqKw8PD0yZMgXbtm1T2izUt2n/YmlkZCR/sVT37fy2kW+daW2kDQwMDBAXF4eoqCg0NzcjKysLpaWlGlHY4+npicmTJ2Pr1q2ora2lOhyFap+gMxgM5OfnIz8/X+MSdG3y6g5VQUGBUj80mZiYICUlBQUFBZBKpUq5h7YgCaASCIVCREdHY+PGjbhw4QJlcdjZ2UEgEMDHx0dtDuaqKxqNhpkzZ+L58+dYv349ZXGwWCxERUUhPj4egHr32VLnkW+qYmZmBg6Hg379+uHOnTuQSqWoqalR21U1Go2G2bNno7m5GRs2bKA6HKXR5ARdW736nGRnZyulnc/QoUPRp08fLF26lCT+70ESQAXz8/PD2LFjcfDgQRQWFlIdDoA/DuYKhUK4uLjg1KlTEIvFuHbtGtVhqRV/f3+MGTMGGzZsUIsRboaGhkhMTJT32ZLJZKioqFCrLdaPP/4YAQEBajvyTZVsbW0hEAjQp08fXL16FSKRSC2bzgYGBuLjjz/G119/rTGNurtD0xJ0XfBqOx+ZTKawbggODg6YNWsWDhw4gJKSEgVEq91IAqhANjY2mDVrFurq6tSy7NzX1xcCgUCjZzoqA51Ox4IFC3Dr1i1s3bqV6nBeYmlpCR6Ph8DAQNy8eRNisVjl29Nvokkj31SpZ8+eEAqFalEF+SoGg4GFCxeioaGhS83oNZmmJOi65NV+m2KxGKdOnerWNadNmyY/26pOH5bVFUkAFURPTw+zZs3CixcvsG7dOrWtwKXT6ejfvz84HA4MDQ1RUlKCrKwsjZnpqAxhYWEYPHgwVq1apbZzex0dHSEQCODp6YkLFy7g8OHDlK7gtI18+/rrr3H58mXK4lBX6ljYExUVhQEDBmDlypW4desWpbFQxdXVFUKhUOMr77WJs7MzhEIh3N3dce7cOYhEoi69prTtvm3atEnj22qpCkkAFWT06NHw8vLC2rVr8fvvv1MdznuxWCxER0cjLi4OAJCTk4PCwkK1PGumTCwWCykpKaivr8dPP/1EdTjv5enpCaFQCAcHBxw/fhwSiUTlb+aaPvJNVdSpsIfNZiM1NRXHjx/H3r17VX5/ddOnTx/w+Xx5I32JREJ5gq7rvL29IRAI0KNHj06/tjGZTMyfPx+3bt3Cli1blBuoFiEJoAJER0fjgw8+wPbt23HixAmqw+mUV2c6ZmRkoLy8XGeWzxMSEpCUlITly5drzHY4jUZDQEAA+Hw+TE1NUV5ejoyMDJVVm2vLyDdVaV/YQ6PR5IU9qtwl4PF4iI6OxrJly3D//n2V3VedkUb66qf9a5uZmRkqKiogk8ne+zvb1vQ5PT1dZ1e3u4IkgN3k5uaGKVOmID8/X22HqXeEhYUFeDwegoKCcPPmTUgkEo1LZjvL0NAQqampKC8vV2qjbmVhMpkIDw9HQkICWCyWSnrSeXt745NPPtGqkW+qYmhoiISEBERERODx48fIyMhAWVmZ0j9stbXFKCwshEQiUeq9NBGLxUJkZCTi4+NJI301wWAw5K9tbDYbhYWFyM3NfeO8aiMjI6SkpKCiogIHDx6kIFrNRRLAbjA1NcXs2bNx8+ZNbNq0SStWzRwcHCAQCODl5YWLFy9CJBJR2spGmQYMGICQkBAsXbpUo89A6uvrIz4+XiUtL/7yl7/AyMhIK0e+qYq5uTm4XC6CgoJU0qdzyJAh8Pf3R1paGnnO3uFNjfTLyspI6xgKsdlsxMbGIjo6Gq2trcjOzkZRURGePXsGBoMBd3d39O3bF35+fkhLS9Po13EqkASwixgMBqZOnQoLCwusXr1a67YNPDw8IBAI4OTkhJMnT0IsFuPmzZtUh6Uw5ubmWLRoEbKyspCVlUV1OAphamoKLpcrb3nRllgoquWFLox8UyV7e3sIBAL07t0bly9fhkgkwrlz5xR6D2tra8yfPx8ikQgFBQUKvba2erWRvlQqVejfEdF5xsbGSExMRFhYGB4+fIjr169j0aJF6NGjB5qbm7FmzRr897//pTpMjUMSwC4aOHAgwsLCsGHDBq2tgqTRaPD39wefz4eFhQUqKyshk8lw7949qkPrtuHDh8PLywtLly7VusKX9g3Ar1y5ApFIpJAG4IsXLwadTsfixYu1YrVbXbi7u0MgECilT+eYMWPg5OSE5cuX49mzZwq5pq5Q1t8R0XVWVlbg8Xj48ssvYWpqKn/80aNH8PX1JedbO4kkgF3Q1kx17969KC0tpTocpWMwGAgNDUVSUtJ7z2NoAnt7e8yZMwf79+/X6ufv1QbgIpEI169f79K1dHXkmyr5+fmBz+crrE+ns7MzZs6ciZ9++gmVlZUKjFS3uLm5QSAQqGVvR11kb2//xl6oAwYMQHFxMQURaS6SAHaSnZ0dZs6ciePHj2tE2xBF0tPTQ2xsLGJiYl47j6FJPvnkE1hbW2PFihU6sZLVPrGoqqqCTCbD3bt3O/zzZOSb6tDpdISEhIDD4cDAwADFxcXIzs7u0tmmadOmwcDAAKtXrybblwrg6+sLPp8PW1tb+d8RaR2jejQaDdXV1XB2dpY/1tTUBD8/v069rhEkAewUNpuN2bNno6WlBV9//bXWbR12lLGxMZKSkhAaGooHDx5AJpOhsrJSI95k3NzcMH36dOzYsUOnxpe1Tyz09fXliUVHVnHJyDfV09PTQ3R0NGJjYwF0vk+nt7c3Jk6ciO+//77b0xWI/9PW25HL5cLQ0JDS3o66bOjQoVi9ejUMDAzw4MEDpKam4scff6Q6LI1DEsAOotFoGDt2LNzd3bFmzRryyQ9/nMfg/z/27jMgqjN9G/g1hd6k9yqCdOm9T0VjmmY1RRMTY9QoikB21yTGJO5/A9hLionpxiSaRBOdMzP03gXEhh2xiw0bFnw/ZJkXFZUyM2fK8/u2I5xzbWj3POd57pvPR2BgIE6fPg2KorBv3z66Yz3WrFmzwGAwtLaBsa6uLuLj45GQkDCgVVwy8o1eRkZGss3vA50JzWAwMHfuXNy4cQNffPGFEtNqj769HQGgtLRU6b0dtdkbb7wBExMTSKVSHD16FFevXqU7kloiBeAAJSUlQSAQ4JtvvlH5IkfZnJycIBQKMXLkSBw5cgQikUglB837+fnhlVdewfr167V+M/dAV3HJyDfVYGFhIWsd86Q+nSEhIXjhhRewdu1a8jVTMLp6O2ozDw8PvPnmm2o5eEHVkAJwADw9PTFt2jQUFRVBKpXSHUdleXl5QSgUykb5UBSlMmPxmEwm5s2bh4sXL+Lrr7+mO47K6LuK2zuQ/eTJk3j11VcRGBgIMzMzlJSUaO2Kqap5XJ9OAwMDjBgxAlOnTsXx48fx448/0htWi/Tt7djZ2SlrHUPI34wZM6Cjo4M1a9bQHUXtkQLwCczMzDB37lycOHECX3/9tVrsc6MTg8HAmDFjwOPxaBlT9ijh4eGyfSPkBN/D+g5kFwqF922wXrNmDd5//30a0xEPerBPp4ODA2bNmgVjY2OcOnUKEyZMwN69e+mOqXWU0dtRm3l6euKNN94ge1vlhBSAj8FisfDWW2/B2NgYq1evJl3GB+HBMWXl5eUoKSlR6JiyR9HR0UFWVhYOHTpENgo/waRJk7Bu3br7Xuvq6oK7uzt5rKVievt0vvrqq3j11Vfv+7ctW7Zg+vTp9AQjFNrbUZvNmjULAB76HUUMzUALQKaig6iip556CnZ2dvjhhx9I8TdId+7cQXl5OXJzc1FRUYG4uDhkZ2cjNjYWLBZLqVliYmJgaGhIHt8PQH99AvX09GBiYkJDGuJx7t27h5aWln73s8bExNCQiOh1+PBhrFu3Dj/88AMsLCwwZ84cvPDCCzA3N6c7mtry9vaGi4sL+T1OA60rAENDQxEVFYWtW7fixIkTdMdRWzdv3oRYLEZeXh52796NsWPHYsGCBRgzZgwYjAG9+RgWQ0NDJCUloaamhpzcHoCysjJ0dHTc99revXuRkZEBDocDXV1dmpIRj9LfXrObN28iPj4ebDabhkREr9bWVixfvhx//PEHPD09sWDBAowbNw6GhoZ0R1M7XC4XR44cwYEDB+iOonW06hGwg4MDZs6ciZ07d+K3336jO45Gsba2hkAggJ+fH06ePAmRSKTQH+i0tDRERkYiJyeH9OoaoE8++QQRERE4f/48ioqK8N133yEuLg6xsbHo7u5GQUEBamtrcffuXbqjEv/z+++/IyEhAQwGA8ePH8enn34KZ2dndHV1QSKRYOfOnWT/Ms10dHQQFxeHxMREAEBJSQnKy8u1tp/sYPj6+mLKlCn44osvyJ5KOSJ7AP+HxWJh5MiROH/+PN544w1cv34dn332mdpNuVAXLi4uSEtLg5ubGw4ePAiRSCT3lVYzMzNkZmaiuLgYBQUFcr22poqPj8fYsWNRVFQEsVh837+ZmZmBy+UiJCQEFy9ehFgsxq5du0hhQTMHBwfMnTsXFRUVOHXqFHbu3Im7d+/CysoKPB7vvhPeZOM8/QwNDZGSkoKoqChcv34d+fn5qK+vJ3tsH6G3r+X169exfv16uuNoFFIAAoiIiMCGDRvg4OCAGzduoKSkBLNmzSJjZZTAx8cHAoEAtra2aG5uhkQiQWdnp1yuPWHCBHh7eyM3N5c0aB2gxYsXAwAWLVr0yI+xtbUFn8+Hr68vOjo6QFEUDh48qKyIxAOmT58OY2NjrFy5st8iou8J70OHDkEkEj30mJ9QPnNzc3C5XIwZMwadnZ2gKIr0tetHQEAAXnrpJXz66ac4duwY3XE0CikAAdTW1sLT01P2v7u7u+Hv7y+3QoR4PCaTiZCQEHC5XBgbG8vGKw2nu7utrS3S09Oxbds2VFdXyzGt5hIIBEhKSsKff/6JioqKJ368m5sbhEIhXF1d0dbWJushSChP78i3gTSo9/b2hkAggL29PVpaWiAWi8nvOBVgb28PgUAAb29vtLe3QyQS4ciRI3THUgkMBgPz5s3DpUuXSP9WBdD6AtDc3LzfU3TPPfcciouLlR9Ii+no6CAmJgZJSUlgMpkoKytDaWnpkFbvpk6dCmtrayxfvpzsVRsANpuNDz74AN3d3fjoo48G9bm+vr4QCASwsbHBzp07IZVKyYEbJWAymUhPT8fVq1cH/GiMwWAgODgYXC4XpqamqK2tRUFBARmlpQJGjhwJgUAAZ2dn7Nu3DxRF9XsqX5uMGTMGkyZNwpo1a8iqtQJofQEIAPX19fDw8JD977t37+LDDz/E5s2bSe8mGhgYGCA5ORkxMTG4ceMGCgoKUFdXN+BCzs3NDW+99RY2btyIlpYWBafVDM8//zzCw8OxadMmNDU1DfrzmUwmQkNDweVyYWhoKFvFJQdvFKe3ufnq1asHvX+WzWYjOjoaycnJYLPZsjdbdPTpJO4XEBAAPp8PCwsL7Ny5ExKJBJcvX6Y7ltIxmUzMnz8f58+fx7fffkt3HI1ECkAAUVFR2LBhA+zs7NDV1YW1a9fi7t27sLS0RFNTE6RSKS5evEh3TK3Td7zShQsXZIcOnmTmzJlgsVhYu3YtOaAwAPr6+nj//fdx5coV/Pe//x3WtXR0dBAbG4ukpCQAQGlpKcrLy8keTDnT1dVFZmbmsJub6+vrIzExEXFxceju7kZhYSFqamrIqjnNmEwmwsPDweFwoK+vj6qqKhQXF2tVP9rQ0FBMnDiRTG9SIFIA/g+bzYaXlxfa29tx9epVMJlMhIWFgcPhwNDQEFVVVSgqKtKqH0BVYWtrC6FQiNGjR6O9vR0URT2yFYCfnx9eeeUVfPnll+RgwgC98sor8PX1xYYNG+TWksfQ0BDJycmIjo7GjRs3kJ+fj7q6OnLSUU5SU1ORnJyMpUuXyuXNqampKbhcLkJDQ3Hx4kVIJBK0tLSQN1A009XVlbWO6enpQXFxMSorKzW+dQyTycSCBQtw6tQp/PDDD3TH0VikAHwCHR0dxMfHIyEhAQBQXFyMiooKjf8BVEV959QeOHAAUqkU7e3tAP5eLbS3t0daWhouXryIDRs20JxWPZiamuJf//oXzp07h2XLlsn9+iNGjACPx5OddBSLxWhtbZX7fbSJsbExsrKyUF1dDZFIJNdr29jYQCAQkBPeKsbIyAgpKSmIjIzEtWvXkJ+fj4aGBo19QxUZGYmnn34aK1euxJkzZ+iOo7FIAThAfX8Ar1+/DqlUqtE/gKrM19cXXC4X9vb22LdvH9zd3fHmm29CT08Ply5dwssvv4zKykq6Y6qFN998E+7u7lizZo1CJ97Y29uDz+cPaBWXeLxnn30WAQEByM3NxY0bNxRyD1dXVwiFQri5uZET3irEwsJCti3m7NmzoCgKe/bsoTuWXOnp6SErKwttbW345Zdf6I6j0UgBOEgP/gCKxWLSu4kGDAYD/v7+eOmll/Dmm2/e928lJSV49tlnaUqmPqytrZGRkYGOjg6sXbtWKffsu4pLTjoOno2NDebNm4cdO3agvLxc4fcjJ7xVk4ODAwQCAby8vHDs2DHs2LFDY3rk8fl8xMXFIS8vTysPvygTKQCHSJN/ANXJlClTsGLFivteu3r1KlxcXOgJpEbmzJkDBwcH5OXlKb0fnL+/P/h8PjloNUhTp06FjY0Nli1bprSDGr0nvDkcDoyMjMgJbxXi6ekJgUAAJycn7NmzBxRF4ezZs3THGrIRI0ZgwYIFKC0thVQqpTuOxiMF4DBp2g+guvHx8XmoafHx48excOFCFBYWkkM7j+Di4oKZM2fi4MGD+Oqrr2jJ0Peko4GBATlo9QQeHh5488038eOPPw7oNLy89XfCu6ysjOyHphmDwZC1jhkxYgSqq6shlUpx8+ZNuqMN2j/+8Q94enqS6U1KQgpAOej7A2hubo6Ghgbk5+eT5Wsl+eqrrzBu3Djo6OjgwIEDWLVqFUaNGgWADFx/lMzMTFhYWOA///kP7U2A+550vHfvHjlo1Q8Gg4HZs2ejp6cH69atozVL3xPe169fl/XpJPuh6cVisRATEwMOh4Nbt25BJBJh586danOS28nJCW+//Ta2bNmCuro6uuNoBVIAyhGLxUJkZCRSUlKgp6eHiooKlJSUKGyjNvH3o/i5c+dCIpHg+PHjsjYmZOD6o40ePRpTp07Frl27sHHjRrrjyGjbScfB6J2IoErzUMkJb9VkamqKtLQ0jBkzBkePHsXWrVvVYqDBjBkzYGBggJUrV6pN0aruSAGoAHp6eoiPj0d8fDx6enpQVFSEyspK3Llzh+5oGmfatGkYMWIEVqxY0W+h8ODAdfJHCvjXv/4FY2NjLF68WCUfs5CDVvdjs9lYsGABTp48ie+//57uOA958IQ3mWWrGjw8PPD000/D2toa1dXVkEgkKvtYuLd/61dffSW3XqTEk5ECUIGMjY2RmpqKiIgIdHV1QSqVorGxkby7kRNPT0+88cYb+P77759YIJCB638LCwvDhAkTUF1djT/++IPuOI/14EErkUiEo0eP0h1L6RISEsDn87F8+XKcP3+e7jiPRE54qx4mk4nY2FhwOBzcvn0bIpFI5f4GsVgszJ8/H52dnfj666/pjqNVSAGoBFZWVuDxeAgMDMTp06dBURT27dtHdyy1NtQ9Udo+cH3RokVgs9lYtGiR2jxa1eaDVoaGhsjKykJTUxO2bt1Kd5wBIbNsVY+JiQnS0tIQHByscm+A4+LikJaWhhUrVmjNz7WqIAWgEjk5OUEoFGLkyJE4fPgwRCIRjh8/TncstRQQEICXXnoJn3/++ZB+kT34R0oqleLSpUvyD6pCEhMTIRQKUVBQoHYtFh48aNXY2AipVKrxhcW4ceMQFhaG3NxctWq7QmbZqiYPDw+kpaXByckJ+/btg1gspnV/oIGBAbKysrBr1y78/vvvtOXQVqQApIGXlxeEQiHs7e3R2toKiqJU+tGOqmEymcjIyMD58+fxzTffDOs62tKGhMlk4oMPPkBPTw8++OADuuMMGYvFQkREBFJTU6Gnp4fKykoUFxdr5EErCwsLZGRkoKCgAEVFRXTHGRJdXV3ZKM3eWbYVFRVkPzSNepvo974Bbm5upq3B97hx4xAeHo7c3FzauxFoI1IA0oTBYGDMmDHg8XgwNTVFXV0dCgoK0NXVRXc0ldc7J3L16tVyefeqDW1Ixo4di/j4eGzbtk0jxuTp6uoiISFBow9aTZ48GW5ubsjLy1P770UjIyOkpqYiMjISV69ele2HVpdtCJqIyWQiLCwMHA4HhoaGqK2tRWFhodIKMUtLS2RkZEAqlaK4uFgp9yTuRwpAmrHZbERFRSE5ORk6OjooLy9HSUkJuru76Y6mknR1dZGVlYUDBw7IfU6kprYhYbPZ+OCDD3Dz5k18/PHHdMeRK009aOXs7IzZs2fj119/RUNDA91x5MbCwkLWOubMmTOgKAp79+6lO5ZW09HRQUxMDJKSksBkMlFeXo7S0lKF/w16+eWX4eTkhLy8PI1646ZOSAGoIvT19ZGYmIjY2Fjcvn0bhYWFqK6uVtq4J3WRkpKClJQULF26VGGjwzStDcnEiRMRGhqKn376Cc3NzXTHUQhLS0vweDwEBQXh9OnTEIvFal1YzJgxA/r6+li1apXaF7P9cXR0hEAgwKhRo3D06FGIRCKV6W+orQwMDGR/g27duoWioiJUV1crpDhzd3fHjBkzsGnTJjQ1Ncn9+sTAkAJQxZiamoLD4SAsLAyXLl2CRCJBc3OzRv4RGCxDQ0NkZ2ejvr4ef/31l8LvpwltSPT19fH+++/j8uXL+OSTT+iOo3B9D1odOXIEIpEI7e3tdMcaFF9fX0yZMkUreqKNGjUKQqEQDg4O2L17NyiKwrlz5+iOpdX6/g26fPky8vPz5bqqzmAwMGvWLADAunXryN82GpECUEVZW1tDIBDAz88PJ0+ehEgk0vg/Bk8yduxY2YZhZZ6IfLANiVgsxpkzZ5R2/+GYMmUKfHx88OWXX+LQoUN0x1EadS0smEwm5s+fj4sXL2LDhg10x1EKBoOBwMBA2Szb+vp65Ofn48qVK3RH02rW1tbg8XgICAiQ66p671Sbzz77TO3eUGsaUgCqOBcXF6SlpcHNzQ0HDx6ESCTCiRMn6I6ldCNGjEBmZiaKiopQUFCg9PurYxsSU1NT/Otf/8LZs2exfPlyuuMoHYPBQFBQEHg8HkaMGCE7aKXKhUVUVBTGjx+PVatWaVV/SuDvE95RUVFISUmBrq6ubD+0qk6v0BZ9V9WPHj0KiqKGXLix2WxkZmaio6MDP/zwg3yDEoNGCkA14ePjA4FAAFtbWzQ3N0MikaCzs5PuWEozceJEeHl5ITc3l9bxZSwWS9Y6RtXbkMyYMQNubm5YtWqVWswCVZS+hYWOjo5sRreqFRZ6enrIysrCvn37sHnzZrrj0EZPT092wvv27dsK3YtGDNyoUaMgEAjg6OiIvXv3QiwWD/pNSlJSEjgcDpYvX65Vf79UFSkA1QiTyURISAi4XC6MjY1RU1Oj1GP7dLG1tUV6ejq2bduG6upquuMAeLi/maq1IbG1tcW8efNw/PjxQU1K0WR6enpITExEXFycShYWPB4PcXFxyMvLU+lVSmUxMTFBamoqwsPDceXKFUilUuzcuZPsGaNR75MQHo8HCwsLNDU1QSqVDuhAnrGxMbKyslBXV6eUPdzEk5ECUA2x2WzExMQgOTkZTCYTZWVlKC0tpXVlTJGmTp0KGxsbLFu2TOVORRsbG8tax6hSf7O5c+fC3t4eOTk5Cjstra5UsbAwNTVFVlYWysrKIJFIaMuhiqysrMDn8xEQEIBTp05BJBKhra2N7lharbeJfmpqKgwNDVFTU4OioqLHLkY888wzCAwMRG5urko+MdFGpABUYwYGBkhKSkJMTAxu3ryJgoIC1NXVqVyRNBxubm546623sHHjRrS0tNAd55EsLS3B5XJVor+Zm5sbZsyYgQMHDmjNQYKhUKXCYsKECRg9ejRyc3NJD9BHcHZ2RlpaGtzd3XHo0CGIRCJ0dHTQHUur6ejoIDY2FomJiWAymSgpKUFJSclDf4OsrKwwf/58UBSFsrIymtISDyIFoAYwMzMDl8tFSEgILly4AIlEgl27dmnEo5KZM2eCzWZjzZo1avH/RxX6m2VlZcHc3Bwff/yxRo61kze6Cwt7e3vMmTNHpbY4qDJvb28IhULY2dmhpaUFYrGY7CejmaGhIZKSkhAbG4szZ87g119/vW/f8YsvvggXFxfS9FnFkAJQg9ja2kIgEMDHxwfHjx8HRVFq3fpDnfuhPdiGRCwW4+zZswq/r6+vL1555RU0Nzdj06ZNCr+fJqGrsJg2bRrMzc2xfPly2rcOqAsGgyHbD21iYoLa2loUFBRo/H5oVefg4ICJEyfCysoKP//8MxwcHODk5ARfX1/89NNPGjXVRhOQAlADubu7QygUwsXFBfv37wdFUWp3CpTJZCI9PR1XrlzBV199RXecIentb8bj8WBubo6GhgZIpVKFbvBfuHAhDA0NsXjxYo3dE6pIDAYDwcHB4PF4SiksRo0ahddffx3ff/+9Wk+boQubzUZ0dDSSk5PBYrE0fj+0OmCxWHj11VfxzjvvwMrKCgDQ1dWFpKQkHDlyhOZ0RF+kANRgfn5+EAgEsLS0HNRpLVUQFhaGCRMmYPXq1Wrf95DFYiEyMhIpKSnQ09OTtSGR90bo8PBwPP/886isrMS2bdvkem1t07ewYLPZssJCnvvzGAwG5s6di+7ubnz22Wdyu6426jvGrLu7G4WFhaipqdGo/dDq5O2338aHH35432vff/890tPTaUpE9GegBSBb0UEI+du9ezf27t2LsLAwcDgcBAYGorq6GoWFhSq9N4zNZoPD4aClpUXtiz8AuHv3LiorK9HQ0ID4+HjEx8cjIiICRUVFqKqqktuemLS0NNy+fZu0WJCDO3fuoKysDHV1dUhKSkJCQgIiIyPlWliEhITA3t4ea9eulUNi7Xbjxg1QFIWqqipwOByMGzcOsbGxEIvFGrMfWp24uLg89JqrqysNSQh5ICuAak5HRwdxcXFITEwEAJSUlKC8vBy3b9+mOdnDEhISwOfzsWzZMo3c3G1sbIzU1FRERESgq6tL1jpmOH+kkpOTwefzIZVKaZmUoulMTU3B5XIRGhqKixcvQiKRoKWlZchfMx0dHWRmZuLYsWPYuHGjnNMStra24PP58PX1RUdHByiKwsGDB+mOpTU4HA5++eWX+1579913SU9SFUMeAWsZIyMjJCcnIyoqCtevX0d+fj7q6+tVZvO5vr4+srOz0dLSgj/++IPuOAplaWkJPp+PwMBAnD59GhRFYd++fYO+DpPJxAcffICenh588MEH8g9KyNjY2IDP58PPzw8nTpyASCQaUmGRnJyM1NRULFu2DBcuXFBAUgL4uyWSUCiEq6sr2traQFEUTp48SXcsjWdkZIQffvgBgYGBAIAffvgBixcvVpm/M8TfSAGopczNzcHj8RAcHIyzZ89CLBarxCZ0Pp+P2NhY5Obmoquri+44StF31ubhw4chEolw/PjxAX/+uHHjEBcXh99//x01NTUKTEr0cnV1hVAohJubGw4cOACKoga8XcHIyAhZWVmor68nj+uVxM/PD3w+HzY2Nti5cyckEona7IdWR88//zz8/PyQl5en0tuNtB0pALWcg4MD+Hw+vL29cezYMYhEoiEP+h4ubZ+G4OXlBaFQCHt7e7S2tkIsFuPcuXOP/Rw2m43Fixfj+vXrWLJkiZKSEr36zuhuamqCRCJ54oreU089hdDQUOTk5JA/jkrEZDIRGhoKLpcLQ0NDVFdXo6ioCNeuXaM7mkZxdHTEnDlz8Mcff5C+liqOFIAEAGDkyJEQCoVwcnLC3r17QVEUzpw5o9QMzz77LPz9/ZGTk6O10xAYDAaCgoLA5/NhamqK+vp65OfnP3I19IUXXkBwcDB+/PFHtLa2KjktAfQ/o7ugoKDfwsLCwgIZGRnIz89HcXGx8sMSsukVSUlJAIDS0lKUlZWp5H5odTR9+nQYGRlh5cqV5PCNiiMFICHTO+ibz+fD3NwcjY2NkEqluHz5ssLvbW1tjXnz5kEkEqG8vFzh91N1LBYLUVFRSElJgY6Ojqx1zM2bN2UfY2hoiHfffReXLl1CTk4OjWkJ4O/CIiYmBklJSWAymbLC4tatWzA0NIS3tzeCgoJgb2+PvLw8UnDQzNDQEMnJyYiOjlbJ/dDqqLev5bfffkvbKExi4EgBSDyExWIhIiICqamp0NPTQ2VlJYqLixU6wPvll1+Go6Mjli5dSkYF9aGnp4fExETExcXh9u3bKCoqgp2dHebNmwc7OzscOXIEM2fOJCccVciDM7qvXbuG9PR0mJmZ4datW8jLy0NeXh7dMYn/MTc3l83x7uzshFgsJqvpQ8BgMDBnzhx0d3fj888/pzsOMQCkACQeSVdXFwkJCYiPj0dPTw+KiopQWVkp9wLN2dkZs2fPxi+//ILGxka5XltTmJiYIDU1FWPHjsVzzz0HBuP//9wuWrQIq1evpjEd0R8zMzMIhUIsXboUBgYGste7urrg6+tL9p6pGHt7ewgEAnh7e6O9vR0ikYhMrhiEMWPGYNKkSVi3bh3a29vpjkMMwEALQKaigxCq59atW8jPz0dubi6amprA5/ORmZmJ0NDQ+wqQ4RIKhTh9+jR27twpt2tqmq6uLvzxxx/o7Ox86L/9+PHjaUpFPM7ly5dRV1d3X/EH/F3Mjxw5kqZUxKOcOnUKX3/9NdavXw8mk4kZM2Zg6tSpsLW1pTuaymOxWODxeNi9ezcp/jQQKQC12NWrV7F161YsW7YMx44dw8SJE5Geng4fH59hX9vLywseHh6gKIpsGB6AQ4cOPfSarq4unJycaEhDPMmxY8dw+vTp+167efMm4uPjyWQEFXXo0CGsXbsWP/74I6ytrZGeno4JEybAzMyM7mgqKzIyEiNGjIBYLKY7CqEA5BEwIdO3b92RI0cgEomG9K6P7BkZPBMTE5SUlMDNzQ3A38V57ySJlpYWiMVijZyeos5ee+01fPjhhzAyMsLZs2fxySefwMTEBA4ODti3bx/EYjFOnTpFd0yiHywWC+Hh4UhNTYW+vr5S9kOrGz09PWRlZWHv3r3YsmUL3XGIQSB7AIkhGzVqFIRCIRwcHAbct64vsmdkaLKyshAWFgaKovDXX3/h/PnzCA4OBo/Hg4mJCWpra1FQUICrV6/SHVXrsVgsZGRk4OzZsygpKcGJEydw+/Zt2Yl7LpcLa2vrAfcQJOihq6uL+Ph4JCQkKHQ/tDricDhITExEbm4urly5QnccYhBIAUgMS9++dWZmZqirq3ts37peLBYLCxYswKlTp/D9998rKa3609fXx6JFi3Ds2DF89tln9/0bm81GdHQ0kpOTwWKxUFZWhtLSUty6dYumtERMTAzGjRuHFStW4OzZsw/9e29zYg6HAyMjI9TU1KCwsJAcEFFRxsbGSElJQWRkJK5evQqpVIqGhgat3b5ibGyMrKwsVFVVgaIouuMQg0QKQEIuWCyWrPjo7VtXXFz8yIbOT/rDSPRPKBQiMTERX331FQ4cONDvxxgYGCAxMRGxsbHo7u5GQUEBamtrcffuXSWn1W66urrIzs7Gvn37sHnz5sd+bG8PweTkZACkObGqs7S0BI/HQ1BQEM6cOQOKorSy793TTz+NMWPGICcnhzwWV0OkACTkqr++ddXV1fc9KundMzKQP4zE/f79739DT08PixYteuLHmpmZgcPhIDQ0FBcuXIBEIsGuXbu0drVC2VJTU5GUlIS8vLwBN1N/sDlxQUEB6urqSHNiFeXo6AihUAhPT89h7YdWR5aWlsjIyIBYLEZpaSndcYghIAUgoRAmJibgcDgICwvDlStXIJVKER4ejmnTpsHIyAgHDx7E1KlTlTJlRFNYWloiMzMTra2t+PHHHwf8eba2tuDz+fD19UVHRwdEIlG/p4kJ+TE0NER2djbq6uqwffv2QX8+aU6sXvruh969ezcoihrUfmh1NHnyZLi5uSE3N5fshVRTpAAkFMrKygp8Ph9PP/00OBzOff/26quvYtu2bTQlUz+TJk1CUFAQli1bNqQ/Lu7u7hAIBHB1dcX+/ftBURQ5faogY8eORXh4OHJycnD9+vUhX4c0J1YfvfuheTweRowYMeD90OrI0dERc+bMwebNm1FfX093HGKISAFIKMVPP/0EPp9/32u//fYb3njjDZoSqZ8PPvgAd+7cwccffzys6/j5+YHP58PGxgY7d+6ERCLBxYsX5ZSSMDMzQ2ZmJoqLi1FQUCCXa44cORJCoRBOTk7Yu3cvKIrCmTNn5HJtQr4enONdXl6OkpKSR+6HVkevv/46TE1NsXLlSrI9QY2RSSCEUvT3yNHMzAyWlpY0pFE/Hh4e0NfXR3Nz87CvtXv3bqxYsQK//fYbRo4ciQULFmDcuHEwNDSUQ1KCw+Ggu7sbZWVlcrtmb3PijRs3wsbGhjQnVmF3795FRUUFcnJyUF5ejri4OGRnZyMuLg4sFovueMPm6emJUaNGQSwWk+JPS5AVQGJYHB0dUVFRAVNTUwDA+fPn8euvvwIAampqUFBQQFpfPMb06dPh4eGBjz76aFiPFB+ko6ODuLg4JCYmAgCKi4tRUVFBTp8OkZWVFTIyMrB9+3ZUVFQo5B4sFgsRERFITU2Fnp4eKioqUFJSQk5hqqgH90OLxWI0Nzer5WEsBoOBt99+G7dv336oDRWhfsgjYEIpAgIC8Oqrr+L48eM4d+4ctm3bhhs3bshaXzCZTFnrC9K37mFLlizBxYsXkZeXp5DrGxoaIiUlBVFRUbh+/Try8/NRX19P3uEP0osvvghnZ2csXbpU4Rvj9fT0EB8fj/j4eNy9exdFRUWoqqoiG/JVlLW1Nfh8Pvz9/XHy5ElQFIW2tja6Yw1KYGAgXnzxRXz66ac4duwY3XGIYSIFIKFwfachfPvttw/9u4GBAZKTkxETE0OKj36EhYVhwoQJ2L59u1wfK/bH3NwcPB4PwcHBOHv2LMRiMXbv3q3Qe2qK3o3xv/76KxoaGpR2X2NjY6SmpiIiIgJdXV2QSCTYuXOnWq4waQMXFxcIhUK4u7vj0KFDEIlE6OjooDvWE/X+Hj9z5gy+++47uuMQckAKQELh4uLiIBQKsWLFiseeXh0xYgR4PB7GjBmD8+fPk+Ljf9LT02Fra4t3331XaUWxg4MDBAIBvLy8cOzYMezYsYO843+CadOmYcSIEVixYgUtb16srKzA4/EQGBiIU6dOgaIo7N+/X+k5iIEZPXo0BAIB7Ozs0NzcDIlEotJzvKOjo/HUU09h5cqV5ACShiAFIKFQenp6yM7ORmtrK37//fcBfY69vT2EQiG8vLxw9OhRiEQirS0+dHV1sXjxYnR0dGDt2rVKv7+npycEAgGcnJywZ88eUBRFJrf0w8PDA2+++SZ++OEH2vv1OTs7QygUwsPDA4cPH8aOHTvUYoVJGzEYDISEhIDL5ar0HG9dXV1kZWVh//79pHm/BiEFIKFQwxkU7unpCaFQCEdHR61prvogLpeL1NRUfPfdd9izZw8tGRgMBgICAsDn82Fubo6GhgZIpVIy+L2PmTNngslk0lKkP4q3tzeEQiHs7OzQ0tICsVis0itM2ozNZt+3H1rV5ngPZaoNofpIAUgojJGREbKzs1FdXQ2RSDSkazAYDAQGBoLP58PMzAz19fUa21y1P//85z9hZGSE9957j+4oYLFYiIyMREpKCjl92oevry+mTJmCL7/8EgcPHqQ7zn3UZYWJ+JuBgQGSkpIQExOjMnO8jY2NkZWVNazf44RqIgUgoTDjxo1DWFjYsKchAA83V+19h6xJzVUfZGpqin/961/Yt29fv4dn6EJOn/5/DAYD6enpuHr1Kr788ku64zySqq8wEfczMzMDl8tFSEgI7XO8x48fj+DgYOTk5Gj9mz1NQwpAQiHMzMyQlZWFwsJCFBYWyu26+vr6SExMRFxcHLq7u1FYWIiamhpa3yEryoQJExAaGopVq1ap5Mg2cvoUCA4Oxj/+8Q+sXbsWx48fpzvOE/VdYbp58yYKCgpQV1enkT8/msDW1hYCgQA+Pj60zPG2sLBARkYGpFIpSkpKlHZfQjlIAUgoxPPPP4/Ro0cjNzdXIasMpqam4PF4snfIYrEYu3btkvt96LRo0SLcu3cPH374Id1RHktbT5+yWCwsWLAAJ0+exA8//EB3nEFRpRUm4snomuM9adIkuLu7Iy8vjzSH10CkACTkztraGvPnz8dff/2FyspKhd6r7zvk48ePQyQS4fDhwwq9pzI4Oztj9uzZqKmpGfDpabo9ePpUJBKpxarYUPW2xVixYoXanox+8OeHoiilrjARg+Pn5weBQABra2uFz/F2cHDA3LlzsWXLFtTV1SnkHgS9SAFIyN1LL70EJycn5OXlKe3Rkru7O9LS0uDs7Iy9e/eCoii17lX12muvwcvLC0uWLFG7Dfve3t4QCASwt7dHS0sLJBIJzp8/T3csudLR0UF2djba2tpkIw3Vmbu7O4RCIVxcXJS6wkQMHpPJRFhYGDgcDgwNDVFdXY3CwkK5jogE6O9rSSgeKQAJuaJrGkKv3nYlFhYWaGxshEQiUct2JR9//DGuXLmCnJwcuqMMCYPBQHBwMHg8HkxMTFBXV4eCggKNOb2dlJQEDoeDpUuXKmwFhg7+/v7g8/mwtLREU1MTJBIJLl26RHcsoh8PzvEuKSlBeXm5XB7Venp64o033sD3339PmvFrMFIAEnI1bdo0mJmZYcWKFbTtJ2KxWIiIiEBqaqqsXUlxcTFu3rxJS57BCgoKwuTJkyGRSOR6gIYObDYb0dHRSE5OBpvN1ojT2wYGBsjOzkZjYyP+/PNPuuPIHZPJRHh4ODgcDgwMDFBVVYWioiK5rzAR8iHvOd4MBgOzZ8/G3bt38emnn8o5LaFKSAFIyE3vNARVedeop6eHhIQExMfH4/bt27J2Jap+4vHtt9+Gg4MD3n//fY1praKvr4+kpCTExsaq/eltgUCA6Oho5OTk4Nq1a3THURhdXV3ZClNPTw+Ki4tRUVGhMd+TmkZec7wDAgLw0ksv4fPPP8eRI0cUkJRQFaQAJORm1qxZAIB169bRnOR+JiYm4HA4CAsLw+XLlyGRSNDc3KySJx7ZbDY+/PBDnDp1CqtXr6Y7jtyZmpqCy+UiNDQUFy9ehEQiQUtLi0p+LfpjYmKC7OxslJaWQiqV0h1HKYyMjGQrTFevXoVUKkVjYyPZF6aiHBwcwOfz4e3tjWPHjkEkEuHo0aMD+lwmk4mMjAycO3dOpXqPEopBCkBCLnqnIaxfv15lTxFaW1tDIBDAz88PJ06cgEgkUrnJDUlJSRAIBNi0aROamprojqMwNjY2EAgE8PX1RUdHByiKUrmvRX+eeeYZBAQEICcnR60fYw+FhYUF+Hw+goKCcObMGVAUhb1799Idi3iEkSNHQigUwsnJacAH46KiojB+/HisXLlSrQ/REQNDCkBi2BgMBubNm4crV67gq6++ojvOE7m6ukIoFMLNzQ1tbW0QiUQqc+IxOzsbpqamePfdd+mOohRubm4QCoVwdXVFW1sbKIrCyZMn6Y7VL0tLS2RkZICiKJSVldEdhzaOjo4QCoXw9PTEkSNHIBKJ0N7eTncsoh8PzvFubGyEVCrtd56vrq4usrKyNOZkO/FkpAAkhi0kJAQvvPAC1qxZg46ODrrjDJivry8EAgGsrKxU4sSjsbExFi5ciAMHDmDDhg205aBD79fCxsZG4f3Nhqq3KW5ubi7ZBwdg1KhREAqFcHBwwO7du0FRFM6dO0d3LKIfDx6Mq6ysRHFxMW7cuAEGgwEvLy94eXkhIiICeXl5/RaIhOYhBSAxLCwWC5mZmThx4oTaTUMAHu6pVVVVhcLCQlpmXj7zzDOIiorCunXrtHJFhclkIjQ0FFwuV9bfrKioSCUOWtjb2yM9PR2//fYbamtr6Y6jMhgMBoKCgsDn82Fqaor6+nrk5+drTLsfTaOrqys7GNfT04MjR45g/vz5cHV1xe3bt7Fp0yakp6fTHZNQElIAEsMSFxcHoVCIFStWqPW7fx0dHcTHx8tOPBYVFaGyslKpKz3vvfcemEwmFi9erLR7qiIdHR3ExsYiKSkJAFBaWoqysjJaR1FNnToVVlZWWL58OTn80A82m42oqCgkJydDR0cH5eXlKCkp0bp9kurC2NgYKSkp+OSTT2Brayt7vaenB2FhYQM+NEKoN1IAEkNmYGCArKwstLS04I8//qA7jlwYGRkhNTUVkZGR6Orqkp14VPQpVXt7e8ydOxeNjY1k/83/yLu/2VC5urpi5syZ2LhxI1paWpR6b3Wjr6+PxMRExMbG4vbt2ygsLER1dbVatvvRBhcuXHjotTfeeAO//fYbDWkIZSMFIDFkQqEQUVFRyM3NVbtxZU9iaWkJPp+PwMBAnDp1ChRFYf/+/Qq73yuvvAJfX1988sknZPLCA8zNzcHlcjFmzBh0dnaCoiil9pmcMWMG9PT0sHr1arVpV0M3U1NTWesldWz3oy2kUilCQ0Nl/5usAGqXgRaATEUHIdSLmZkZYmJiUFZWpnHFHwB0dnZi48aNWLNmDW7cuIHXXnsN06dPh5OTk0Lu5+XlhcuXL5Pirx8XL17EL7/8gtWrV+PChQt45ZVXMGvWLLi7uyv83t7e3nB3dwdFUaR4GYQrV67gt99+w4oVK3D69GlMnjwZc+bMwahRo+iORvTxn//8RzYq8/r163j33XdJ8Uc8hKwAEveZOHEivLy8kJubi1u3btEdR+G8vb0hFAphZ2eH5uZmiMXifh+fDEVvD8WioiKIxWK5XFOTDaW/2VAwGAzMmTMHN2/exBdffCH362uTvq2XDhw4AJFIpLLtfrTJtGnTMGLECIhEInR0dJDDO1qGPAImBs3e3h5z5szB1q1bUVNTQ3ccpWEwGLJTqkZGRqipqUFhYeGwT6nOmjULzs7OWLRokVYU0/IwmP5mQ9U7k1lbT2UrQt92P72tl+T1RooYnJEjR2L69OkqM7qTUL6BFoBsRQch1IdQKMT58+dRV1dHdxSlunfvHurr69Hc3IyYmBgkJycjNDQUJSUlKC8vH9IpVSaTCScnJ5w5c4YUf4Nw7949tLS0YPfu3bL+ZkFBQff1NxsOJpMJLpeLPXv2kOJPjvbs2YN9+/bJ3khlZGTI7Y0UMTgCgQDt7e2k+COeiBSABADA09MTXl5e+O6777S2Hcbt27dRUlKCuro6JCcnIzU1FdHR0ZBKpWhoaBjUf5fo6GgwmUxUVFQoMLHmunv3LqqqqtDQ0CDrbxYRETHsNj5hYWGwsLDA999/L+fERE9PD+rq6tDU1CRr9xMaGqoS7X60hb+/P5ydncnWBmJAyCNgQrYn6tatW/jss8/ojqMyzM3NwePxEBwcjDNnzkAsFmPPnj0D+tzMzEyYm5tj4cKFCk6pHYyNjZGamoqIiIght/HR0dFBVlYWDh06hJ9//lmBaQlAddr9aAsmk4n58+fjwoUL+Prrr+mOQ9CInAImBiwoKAgODg7YsWMH3VFUysWLF/Hzzz9j1apVuHLlCqZMmYIZM2bAxcXlsZ+nr68PS0tLHDt2TElJNd/Vq1exdetWLFu2DO3t7Zg4cSLS09MxevToAV8jOjoaRkZGkEqlCkxK9Lp+/Tr++usvLF26FIcOHcJzzz2HefPmwc/Pj+5oGik0NBTW1tbkwBkxYGQFUMux2WwsWLBAbUe+KVPfGamtra2gKArnz59/6OPGjRuHuLg4rF+/HocOHaIhqeZzcnKCUCjEyJEjcfjwYYhEIhw/fvyRH6+vr4/s7Gw0Nzdj69atSkxK9HJwcIBAIICXlxeOHTsGkUhEWpPICZvNRlZWFo4cOYJNmzbRHYegGVkBJAYkOjoapqamoCiK7igq78CBA1i9ejV+/vlnODo6Yv78+XjmmWdgbGws+xhDQ0OEhISgu7ubFH8K1NHRgfXr12PDhg0wMDDA7Nmz8fLLL8PKyqrfj09ISACbzUZhYaGSkxK9Tp48iQ0bNuDLL78Ei8XCW2+9hSlTpsDGxobuaGovJiYGxsbGkEgkdEch1AhZAdRiBgYGyM7ORlNTE1kVGSQ2m43o6GgkJyeDxWKhuroazz33HJ5++mncu3cPRUVFmDRpEt0xtQKDwUBwcDC4XC5MTU1RV1eHgoICXL16FRwOB6NGjYKXlxdEIhF5PKYiGAwGAgMDwePxYG5ujoaGBkilUlnzYmLgyO9x4kGkDyDxRJo88k1ZDAwMkJSUhPT0dERERNz3b6+++iq2bdtGUzLtw2azERUVheTkZOjo6CA2NhbBwcEA/j5VPH36dI2Zba0pWCwWIiMjkZKSAj09PVRUVKC4uBg3b96kO5ra4PP5iI2NRU5ODvk9TgAgj4CJJzA3N0dsbCxKS0vJL41huHHjBkQiUb+nURMSEmhIpL3u3LmD8vJy5Obm4vLly7LiD/i70HjnnXdoTEf05+7du6isrERubi5KS0sRExOD7OxsxMfHg80mXcqexMTEBLGxsSgvLye/x4lBIwWgluJyubh+/TrKysrojqIRdu3a9dBr1tbWGDlyJA1ptNvNmzdx4sSJh153cnICgzGgN8aEknV3d0MqlSI3NxctLS0QCARYsGABQkJCyNfsMVJTU2X9SwlisEgBqIUcHBwQEhKC/Px8MqVCTpYtW4aOjg7Z/66trUV9fT2mT5+OadOmwcHBgcZ02qegoOChqSEdHR2YM2cOvLy8aEpFPElXVxf++OMPLF++HB0dHXjhhRcwd+5c8jXrh5WVFcLDw1FcXIzu7m664xBqiOwB1EKvv/46zMzMsGLFCtKUVY7efvtthISEYOXKlWhubgYA+Pn5gc/nkxmpNFiyZAmeeuop6OjogKIofP7550hMTIS7uzsOHToEkUh0X9FOqB5nZ2ekpaWRr1k/Jk+eDFdXV+Tl5Q15Mg6hmcghEOIh+vr6cHd3x9SpU/Htt99i7969dEfSKB9++CG6urqQm5t73+tMJhOhoaHgcDgwNjaWzUgle3YUx9PTE2+88Qa+//77h2aient7QygUws7ODrt27YJYLO63nyOhOkaPHg2BQAA7Ozu0tLRALBajs7OT7li0cXR0xJw5c7B582bU19fTHYdQMaQAJGQsLCywbt06cDgc2aGFN998k+5YGsXS0hKZmZmora3F77//3u/H6OjoICYmBklJSWAymSgrK0NpaSl5DC9nDAYDs2fPxt27d/Hpp58+8mP6to6pr69Hfn4+urq6lJyWGCgGg4GQkBBwuVyYmJigtrZW1u5H20ybNg1mZmZYuXIleYpDPIQUgITMp59+in/84x+y/93T04O4uDjs27ePxlSaRSAQICkpCWvXrn3sRArg/7eOiYmJQXd3NwoLC1FTU4O7d+8qKa1mCwwMxIsvvojPPvvsiZMmHmwdU1FRgZKSEtKGRIWx2WzExMQgOTkZTCYTpaWlKCsr05o3UiNHjsT06dPx3XffDXg2OaFdSAFIyOzduxe2trb3vfbPf/4TX3zxBU2JNE96ejpsbGywcOHCAX+OmZkZOBwOQkNDcfHiRUgkErS0tPTbUoYYGBaLhYyMDJw5cwbffffdgD9PT08PiYmJiIuLw507d1BUVISqqiqyt0qF9X0jdfPmTRQUFKC2tlbjV8Rmz56Nnp6eR65uEwTpA0jI7N+//6HXXFxcYG1tTUMazWRtbT3ofWSXL1/Gli1bsGLFCpw+fRqTJ0/GnDlzMGrUKAWl1HyRkZEwNzcf9MSP7u5uSCSS+9qQZGZmIjQ0lLQhUVG921mWLl2KtrY2jB8/HhkZGQgICKA7msL4+/vD2dmZjO4k5IKsAGqB2NhY/PLLLzAwMAAASKVSNDQ0YMSIEbK9T2QE09DZ29sjPT0dZWVl2L59+5Cv4+rqCqFQCDc3Nxw8eBAURZETj4Ogp6eHrKws7Nu3D5s3bx7WtSwtLcHj8RAUFIQzZ85ALBaTx20qzs7ODgKBAKNHj8bx48chEolw+PBhumPJDZPJxPz583HhwgV8/fXXdMchVBh5BEzITJw4Eb6+vqipqUF7ezv27NkDFouFqKgopKSkQFdXF+Xl5WTv0xCNHz8eMTExWLp0Kc6dOzfs6/n4+IDP55MTj4PE4XCQmJiIvLw8XL58WS7XdHR0hEAgwKhRo3D06FGIRCIcO3ZMLtcmFMPDwwNCoRDOzs7Yt28fKIrC6dOn6Y41bOHh4Xj++eexcuVKnDp1iu44hAojBSAB4O93xXPnzsXWrVtRU1Pz0L/r6ekhISEB8fHxuH37NoqKilBdXU32Pg3CggULMGLECLz33ntyu+aDJx7r6upQUFBATqk+grGxMbKyslBVVaWQx2Oenp4QCARwcnLCnj17IBaLcebMGbnfh5CfgIAA8Pl8WFhYYOfOnZBIJHJ7Y6BsbDYbWVlZOHLkCDZt2kR3HELFkQKQAABMnToVVlZWWL58+WM3R5uYmCA1NRXh4eG4cuUKpFIpdu7cSQ4kDMCSJUtw+vRprF69Wu7XZrPZiI6ORnJyMthstmyllnT+v9/TTz+NMWPGICcn56EJIPLCYDAQEBAAHo+nEUWFNmAymYiIiEBqair09fVRVVWFoqIihX2PKEpCQgL4fD6WLl1KGskTT0QKQAJubm5466238OOPP/Y7q7Y/VlZW4PP5CAgIwKlTpyASidDW1qbgpOqr979xYWEhJBKJwu6jr6+PxMRExMbGylZqq6qqSOsY/L1fLyMjA2KxGKWlpQq/H4vFQnh4uKyoqK6uRlFREa5fv67wexNDo6uri/j4eCQkJKCnpwfFxcWoqKhQiycdBgYGyM7ORlNTE7Zu3Up3HEINkAKQwMyZM8FisbB27dpBr+SREUwDM2HCBISGhuKTTz7BpUuXFH4/ExMTcDgchIWFkZXa/3nxxRfh4uKi9JFYurq6iIuLQ2JiIu7du4eSkhKUl5fj9u3bSstADI6xsTFSUlIQGRmJq1evIj8/Hw0NDSrdOobP5yM2NhY5OTla2fSaGDxSAGo5Hx8fTJ06FV9++SUOHjw45Ov0HZtFDiQ8LDs7G0ZGRli0aJFS7/vgSi1FUf22+9F0Tk5OePvtt/Hrr7+ioaGBlgxGRkZITk5GVFQUrl+/joKCAtTV1al0UaHtLC0tweVyMWbMGJw9exYSiQStra10x3qIiYkJsrKyUF5ertAnDIRmIQWgFmMwGEhPT0dXVxe++uoruVyPjGDq33/+8x90dHRg3bp1tNzf2dkZQqEQHh4eOHz4MEQi0RMnkWiS6dOnw8jICCtXrqR9FdTc3FxWVHR2dkIikQx46wVBDwcHB/D5fHh7e+P48eOgKAqHDh2iO5bMM888g4CAAOTk5JB9v8SAkQJQi4WGhmLixIlYs2aNXB/b9j2QwGKxtH6Wrbe3N1577TVQFIXi4mJas3h5eUEoFMLe3h6tra0Qi8VyaUmjyry8vDBt2jR8++232Lt3L91xZB7sR6dqRQXxMA8PDwgEAri4uKCtrQ0UReHkyZO0ZrKyssL8+fMhEolQXl5OaxZCvZACUEux2WwsWLAAx48fx8aNGxVyDwMDA9mBBG2eZTt58mQEBgbio48+UokDAAwGA0FBQeDz+TAzM9PoJt8MBgNz587FzZs38fnnn9Mdp1/u7u4QCoUqVVQQj+fn5wc+nw8bGxs0NzdDIpHQtuVl8uTJcHV1VfreVkL9kQJQS8XFxUEoFGL58uWDHk02WA/OshWLxdi1axftj+KU5V//+hf09PTwwQcf0B3lPg82+a6oqEBJSYnatb54nDFjxmDSpElYt24d2tvb6Y7zWH2LiqamJkgkEtLKQ4UxmUyEhoaCw+HA2NiYlh6cjo6OmDNnDq17Wwn1RQpALaSnp4fs7Gy0trbi999/V9p9bW1twefz4evri46ODlAUNayDJ+qAyWRiyZIlOHLkCL744gu64/Srb5PvO3fuoLi4GJWVlWq/msBisZCZmYkTJ07ghx9+oDvOgDxYVNTU1KCwsJDso1VhbDYbMTExSEpKUnoPzmnTpsHMzAwrV64kh4mIQSMFoBbicrlISEhAbm4uLY/93NzcIBQK4erqqvGPvIKCgjB58mRs27YNlZWVdMd5LGNjY6SmpiIiIgJdXV2QSqVobGxU25Xa2NhYjB07FsuXL1e7fY46OjqyooLJZKKsrAxlZWVkg78Ke7AHZ3FxMaqqqhT2RmrkyJGYPn06vvvuOzJ/mhgSUgBqGUWPwhqMvo+8eqclXLx4kdZM8jZlyhT4+Phg0aJFanMIxtLSEjweD0FBQThz5gzEYrHa/YGha5Vb3gwMDJCUlISYmBit3kerTvpOS+rq6kJ+fj4aGxvlvkI3e/Zs9PT04NNPP5XrdQntQQpALTN+/HgEBwcrdBTWYPQ+8uJyuTA0NER1dTUKCwtV4rCEPLz77rtgMBj46KOP6I4yaI6OjhAIBBg1ahSOHj0KkUiEY8eO0R1rQHg8HuLi4pCXl6cRh1tMTU3B5XIRGhqKS5cuQSKRoLm5WW1XZ7XBg2+kJBIJdu/eLZdr+/v74+WXX8bnn3+OI0eOyOWahPYhBaAWsbCwwIIFCyCRSFBSUkJ3nPvo6OggNjYWSUlJAKAR0xLYbDY++ugjtLW14euvv6Y7zpB5enpCKBTC0dERe/bsgVgsxpkzZ+iO9Ui9TXErKiogFovpjiNX1tbWEAgE8PPzw8mTJ0FRFBnBqOIcHR3B5/Ph5eWF9vZ2UBSFw4cPD/l6TCYT8+fPx4ULF9T69wpBP1IAapF//OMf8PDwQF5ensoWVoaGhkhOTkZ0dDSuX7+O/Px81NfXq+UG5/DwcDz//PP45Zdf0NjYSHecYWEwGAgICACfz4e5uTkaGxshlUpx+fJluqM95Nlnn4W/vz9yc3Nx8+ZNuuMohIuLC4RCoWwEI0VRWtXYWx2NHDkSAoEAzs7O2L9/PyiKwqlTpwZ9nd7fKytXrhzS5xNEL1IAagl7e3ukp6fjt99+Q21tLd1xnujBaQkURcnt8YmyvP766/D09MR7772n9idqe7FYLISHhyM1NRX6+vqoqqpCcXGxyjyyt7a2xrx587SmKa63tzcEAoGssTdFUQpv60QMj7+/P/h8PqytrQfd7kdXVxeZmZk4fPgwNm3apOCkhKYjBaCWePXVV2FpaYnly5er1Wqavb09BAIBvL290d7eDpFIpDZ7Xt5//33cvXsXS5YsoTuK3Onq6iI+Ph4JCQno6elBSUkJKioqaF9Zfvnll+Ho6Ii8vDytOSjBYDAQHBwMLpcLU1NT1NfXo6CgQCP2Pmqqobb74XA4SExMxNKlS3Hp0iXlhCU0FikAtYC7uztmzJiBH3/8UW1njo4cORJCoRBOTk7Yu3cvKIpS6X1o+vr6WLRoEXbv3q02PeiGwsjICCkpKYiMjMS1a9dQUFBA2yN7Z2dnzJ49Gz///DN27typ9PvTjc1mIyoqCsnJyRrb2FvTPNjup7y8HKWlpf22+zE1NUVmZiYqKytp7+BAaAZSAGqBmTNngsViYc2aNXRHGRYGgyF7fGJhYaHS+9BiY2Px1FNP4YcffkBrayvdcRTOwsICXC4XwcHBOHv2LMRisdIf2c+YMQP6+vpYtWqVVp+O1dTG3prswbGZ+fn5qK2tRU9PD1gsFuzs7BATEwNvb2/k5uaSfpCEXJACUMP5+vpiypQp+PLLLzVm6saD+9AqKytRXFysUisdM2bMgJubGxYuXKhWj9yHy8HBAXw+X/bIfrgnHgdq9OjRePXVV7FhwwZyKvZ/TExMkJKSImvsrah+dIT8mJqagsfjISQkBJ2dnbhw4QIWLFgABwcHdHV14cMPP8RXX31Fd0xCQ5ACUIMxmUykp6fjypUrGvlL48F9aEVFRSqz0vHBBx/g5s2b+O9//0t3FFr0PfG4b98+iMVihZ1YZDAYSE9Px7Vr17B+/XqF3EOdaUJjb21jZ2eHp556CosXL4a+vr7s9RMnTiAoKIgU8YRckAJQg4WGhmLixIlYvXo1Tpw4QXcchTE2NpbtQ1OFEWbGxsZYuHAhmpqa8PPPP9OSQVX0PrK3tLREU1MTpFKp3Ke99H6fr1mzBh0dHXK9tiZ5sLE3RVE4evQo3bGIRwgKCkJRUdFDr4eGhqrNQThCtZECUEOx2WxkZmaivb0dGzdupDuOUvRd6Th9+jTEYjH27t2r9BwpKSng8Xj46quvcODAAaXfX9UwmUyEhYWBw+HIpr0UFRXh2rVrw762Nn6fD5enpycEAoHaHKjSViYmJti9ezeMjY1lr3V2dsLPz09txkoSqm2gBSBT0UEI+YqOjoaJiQkkEgndUZSms7MTP/30E1avXo2rV69i6tSpmDFjBlxcXJSaw8fHBz09PaT4+5+enh7U1tYiNzcX+fn5CAsLQ1ZWFlJSUqCrqzusa/d+n2vaxA9FOnjwINauXYuNGzfC2toa6enpmDhxIkaMGEF3NKKPrq4urF27VralpaurC/PnzyfFH6F0ZAVQjejp6SE7Oxu7du3CH3/8QXcc2owaNQpCoRAODg5obW2FWCzGuXPnFH7fDz/8EF1dXcjNzVX4vdRR32kvN27cQEFBgezE42AYGBggKysLzc3N2Lp1q4LSara+B6oMDAxQVVWFoqIilWnsrc16V7fPnTuH1tZW7NmzB11dXXTHIjTIQFcA2YoOQshPYmIidHR0UFBQQHcUWh04cAAHDx5EUFAQeDwe5s2bh/r6euTn5yvsF6m5uTl0dHQ05sS1Ily/fh3bt29HRUUFuFwuxo8fj7i4OIjFYrS2tg5472ZiYiLYbLbWf58Px927d1FdXY3GxkbExcUhISEB4eHhGjGLW931rm6vX78enZ2ddMchtBgpANWEiYkJ4uLiUFFRQd4tArh37x6ampqwa9cuREVFISUlBcHBwSgvL0dJSYnc+2lFRkaCwWCgvr5ertfVRJcuXcKvv/6K0tJSCAQCvPTSS+jo6IBIJMKhQ4ce+7lmZmaIjY1FaWnpE6cnEE9269YtFBYWoqamBsnJyUhNTUV0dDQKCgpQV1dHTp0qmYGBAZKTk1FbW0uKP4J2pABUEykpKbhz5w5KSkrojqJS7t69i4qKCtTX1yMxMRFxcXGIjIxEYWEhqqur5TY2zNvbG3fv3sXx48flcj1tcObMGXz77bdwd3eHQCDA9OnT0dbWBoqicPLkyX4/h8PhoLu7G6WlpUpOq9muXbuGv/76S7Y6+/TTTyMuLg4SiURtpwipo6SkJLBYLLK6TagEsgdQDVhaWiIjIwNisZj8YXwCExMTcDgchIWF4cqVKxCLxWhubh5265iPP/4YnZ2dWL58uZySah9fX18IBALY2NigqakJEokEFy5cAPB3o1wbGxtMmzZN9hiZUBw7OzsIBAKMHj0ax48fB0VRT1ydJYbHzMwMmZmZKCkpQX5+Pt1xCA1G2sBokEmTJsHd3R25ubkq0QxZHVhbW4PP58Pf3x8nT56ESCQa8ulde3t7pKeno7y8HH/99Zeck2oXJpOJ0NBQcDgcGBsbo76+HjweD88//zyYTCb27NkDHo+Hmzdv0h1VK/Suzrq6uj5xdZYYngkTJshGvpETv4QikQJQQzg4OGDu3LnYsmUL6urq6I6jdlxcXCAUCuHu7o6DBw9CJBINunn2+PHjERMTg+XLl5O+anKio6ODmJgYzJ07F8nJyff927vvvot169bRlEw7+fn5gc/n97s6Swyfra0t0tPTsW3bNlRXV9Mdh9BwpA+ghuDz+Th79iwaGhrojqKW2tvb8fnnn+Obb76BsbEx5syZg8mTJ8PS0nLA1xg1ahRu375Nij85un37NkpKSnDlypWH/i06OpqGRNpt9+7dWLFiBbZs2QJ3d3csWLAA48ePv69ZMTF0QqEQFy5cQG1tLd1RCEKGFIAqzMPDA97e3pBIJOS03jDt27cPK1euxK+//gpXV1dkZGQM+A+chYWFUvoMaqOmpqaHXjM1NcWYMWPAYAzoTSwhJz09Pairq0Nubi7EYjGCg4ORlZUFLpcLPT09uuOpLQ8PD4wePRpisZj8HidUCnkErMJmzZoFBoOBtWvX0h1Fo7DZbMTExCA5ORlMJhNlZWUoLS3td1+Om5sb3nrrLRQVFZGpFApgbGyM0tJSuLm5AQAaGhrwyy+/YOTIkTh58iQoikJbWxu9IbWUgYEBEhMTERsbi+7ubhQVFcn1ZL22mD17Nu7du0e2NRBKQxpBqzk/Pz+4uLhg/fr1dEfROHfu3EFpaSnq6uqQlJSExMREREZGynqj9f0DFxYWhnv37qGmpobGxJpr9OjRkEgkoCgK586dw+7duwH8/72b06ZNw5EjR1BUVEQKQSW7ceMGKIpCZWUlOBwOxo4di9jYWEgkErmcrNcGAQEBcHZ2xueff053FIJ4CFkBVEEMBgPz5s3D5cuXsWHDBrrjaDwzMzNwuVyEhITgwoULkEgkOHToEKZNm4aJEyfi7NmzeOGFF8jjGznT0dFBZmYmjhw5gk2bNvX7Md7e3khNTYWLiwuOHj0KkUiEY8eOKTkpAdx/sv7UqVMQiUSkKH8MFouF+fPn49y5c/j222/pjkNoEXIKWA1FRkYiIyMDzs7OuHDhAmbMmDHoE6vE0Nna2kIgEMDHxwccDgceHh6yf/v666+xYMECGtNpnsTERHC5XCxbtuyJJ069vLwgEAjg4OCAPXv2gKIonD17VklJib5cXFwgEAjg4eGBw4cPQyQSkQbp/YiOjsZTTz2FlStXkgNkhFKRAlDNuLq6orKyEgYGBrLX3n//faxZs4bGVNqJz+fjp59+uu+1W7duwdPTk4wnkxMDAwNkZ2ejsbERf/7554A+h8FgIDAwEDweD+bm5mhoaEB+fj4uX76s4LREf7y9vSEQCGBvb4/W1laIxWJyWOp/9PT0kJWVhX379mHz5s10xyG0DGkDo2aefvrp+4o/APjHP/5BUxrtdvr06YdeY7FYMDU1pSGNZkpKSgKTyURhYeGAP+fevXtobm7GsmXL8Ndff8HHxweZmZkQCoUP/ewQird//36sWrUKP//8MxwdHTF//nw899xz5OcEQEJCAvT09CCRSOiOQhCPRA6BqIj++qHp6urC3NwcFy9epCGR9mpubkZDQwNCQ0Nlr7W1tWHGjBkoLS1FaWkpbt++TWNC9WZmZoaYmBgUFxfj2rVrg/78u3fvorKyEg0NDYiPj0d8fDwiIiJQVFSEyspKMi1Hie7du4edO3eipaUFUVFRSElJQXBwMCoqKlBSUoIbN27QHVHpTExMEB8fj4qKin5/rxOEqiCPgFWEiYkJampqYGdnB+Dvk6pbt27FmTNnUFFRgaKiIjIeS4nMzMywefNmGBsbY+PGjfj2228RGxuL2NhYXL9+HRKJBA0NDeQk5BBMmDABo0ePRk5OjlxGYhkbGyMlJQWRkZG4evUqpFIpGhsbyaEdGujp6SEhIQHx8fG4c+cOiouLta4of+aZZxAQEIDc3FzyO5ugBdkDqGZMTEywcOFC6Orq4vz58/j9999x8OBBJCQkICEhAXfu3EFhYSHpw6Ukzs7OmD179kP9/8zNzcHn8zFmzBicOnUK27dvx8GDB2lMql5sbGwwb948/Pnnn6iqqpLrtS0tLcHj8RAUFIQzZ85ALBZjz549cr0HMTDGxsZITU1FREQEurq6kJ+frxVFuZWVFebPnw+RSITy8nK64xBaihSAaua5556Dn58fcnJy0N3dfd+/mZiYgMPhIDw8HBcuXABFUWhtbaUpqXZ4+umnER0djdzcXHR2dj70787Ozhg7dizc3Nywb98+7Nixg5xKHYApU6bA1tYWy5YtU9gbGUdHRwgEAowaNQrHjh3Djh07SOsYmmhbUf7yyy/D0dEReXl55I06QRtSAKqR3lWR7du3o6Ki4pEfZ2trC6FQiNGjR+Po0aPYsWMH2tvblZhUe8yfPx+WlpZ49913H/tx/v7+EAgEsLCwQF1dHaRSKTkp/Ai9U1U2btyIlpYWhd/P09MTQqEQjo6O2LNnD8RiMWnHQZMHi3KKonDkyBG6Y8mVi4sLZs2ahU2bNvU74pAglIUUgGpksKsinp6eSEtLg4ODA1paWkBR1BP7qBGD8/HHH6OzsxPLly9/4seyWCxERUUhNTUVLBYLJSUlKCsrIwdFHjBz5kywWCysXbtWaXsnGQwGAgICwOfzYW5ujsbGRkilUtI6hiaenp4QCARwcnLC3r17QVGUxhTlM2bMgJ6eHlavXk32BhO0IgWgmnB1dcXMmTPx008/obm5ecCfx2AwEBwcDD6fDyMjI1RXV6OwsBDXr19XYFrtYGlpiaysLFRVVWHr1q0D/jwDAwOkpKQgOjoa165dg1gsxs6dO8kfAwC+vr6YMmUKvvzyS1r2TLJYLERERCA1NRV6enqorKxEcXGxVp5SpVtvUc7j8WBhYYGdO3dCKpXi0qVLdEcbMh8fH0ydOhVfffUVDhw4QHccQsuRAlBNDHdVREdHB7GxsUhOTkZPTw8KCwtRWVlJ9p8MA5/PR3JyMtatWzekR+wWFhYQCAQIDAzEyZMnsX37dhw6dEgBSdUDk8nEvHnzcOnSJdpHG+rq6iI+Ph4JCQno6emRnVIlq7XKx2QyER4eDg6HAwMDA1RVVaGoqEjt3sQymUykp6fjypUr+Oqrr+iOQxCkAFQHfn5+eOWVV+SyKtL31N3ly5dBUZRS9llporfffhsODg7497//PazruLi4YOzYsXB1dcXevXuxY8cOrZyUEB4ejueffx6rVq3CyZMn6Y4DADAyMpK1jrl27Rry8/PR0NCg8adUVZGuri7i4uKQkJAAACgtLVWrLRS939+rV68mozsJlUAKQBXHZDIxf/58XLx4Ua6rItbW1hAKhfD19UV7ezt27NiBo0ePyu362mDx4sW4du0acnJy5HK9gIAACAQCjBgxArW1tcjPzx9SA2R1pKOjg6ysLBw6dAg///wz3XEeYmFhAR6PhzFjxuDs2bMQi8XYvXs33bG0kqGhIVJSUhAVFYXr16+joKAAdXV1Kl2U6+joIDMzE0eOHMGmTZvojkMQAEgBqPIiIyPx9NNPY/Xq1Th16pTcr+/h4YG0tDQ4OTlh9+7dEIlEOH/+vNzvo2mMjY2xcOFCNDU1ybVgYbFYiImJQUpKChgMBoqLi1FeXq7xDXKTkpLA4XCwbNkylT6o5ODgAIFAAC8vL409paouzM3NweFwEBwcjAsXLkAikWDXrl0quZe29/t76dKlZGIToTJIAajCdHV1kZWVhQMHDuCXX35R2H0YDAYCAwMhEAhgamqKmpoaFBQUaM3q01AkJCQgLS0N3377Lfbu3Sv36/euckRHR6OrqwsURaG5uVkl/7gNl6GhIbKzs9HQ0IA///yT7jgDosmnVNWNnZ0d+Hw+fHx80NHRAYqiVKrpeu/3d319Pf766y+64xCEDCkAVVhqaiqSk5OV9q6RzWYjJiYGycnJYDAYKCoqQkVFhcavPg3Fm2++CXd3dyxcuFChj54sLS0hFArh7++Pjo4ObN++XeNWnMaOHYvw8HDk5uaq1ZsOTTylqs7c3d0hEAjg6uqKtrY2UBSlEntJx40bh7CwMOTk5KjdwRVCs5ECUEUZGRkhOzsbtbW12L59u1LvbWhoiNTUVERFRaGrqwtisRhNTU0aufo0VIsWLcKdO3ewZMkSpdzP1dUVY8eOhYuLi0Y9qjc3N8eCBQtQWFiIwsJCuuMMCYvFQnh4OFJTU9X6lKqm8PX1BZ/Ph62tLZqbmyGRSPqd0qMMFhYWyMjIQH5+PoqLi2nJQBCPQgpAFTV+/HgEBwcjNzeXtj8kD64+7dixA4cPH6YliyrR1dXF4sWLsW/fPnz77bdKu68mPqp/4YUXMGrUKOTk5KjNac5H6ds65t69eyguLkZFRYXa//9SR0wmEyEhIeByuTA2NkZtbS0KCgqUPn1n0qRJcHd3R15eHvk+IFQOKQBVkKWlJTIyMiCRSFBSUkJ3nPtWn7S5TUmvsLAwTJgwAZs3b0Z9fb3S79/7qD4lJQUAZD0d1e1Rvb29PebMmYOtW7eipqaG7jhy07d1zPXr15Gfn4/6+nqVPqWqqfpua2EymSgvL0dpaelDc9QVwdHREXPmzMGWLVtQV1en8PsRxGCRAlAFTZ48Ga6ursjLy1OpP+p925TU1dUhPz9fK+fZTp06FaNHj8Z7771H69fH0NAQHA4HkZGRuHLliuygiLp47bXXYGFhgeXLl2tkcWRhYQEul4vg4GCcO3cOFEWR1jE0MTAwQGJiImJjY9Hd3Y2ioiJUV1crtBH+66+/DlNTU6xcuVIjv78J9UcKQBXj5OSEt99+G7/++isaGhrojvMQFouF6OhopKSkaO0824ULF4LFYuHDDz+kOwoAwMrKCkKhEH5+fmhvb8f27dtx7NgxumM91siRIzF9+nT88MMPaG1tpTuOQjk4OIDP58Pb2xvt7e0QiUQad5BHXZiamoLD4SAsLAyXLl2CVCpVyP7mUaNG4fXXX1dYlwCCkAdSAKqY6dOnw8jICCtXrlTpQxcPzrOVSCRobGxU6czywGQysWTJEhw5cgRffPEF3XHu07enY2trK0QiEW2b359k9uzZuHfvHtatW0d3FKUZOXIkBAIBnJ2dsW/fPlAUhdOnT9MdSytZW1uDz+fD398fp06dAkVR2L9/v1yuzWAwMGfOHHR3d+Pzzz+XyzUJQhFIAahCvL298dprr+Hrr7+W2y8jRbOwsACfz0dQUBBOnTqF7du3q1QPLnnz9fXFlClTsH37dpSVldEd5yEMBgNBQUEQCAQwMTFBVVUVCgsLVepEakBAAF566SV8/vnnWrkSFhAQAD6fDwsLCzQ1NUEqlZLmwDRxdnaGUCiEh4cHDh8+DJFIhOPHjw/rmmPGjMGkSZOGPCOcIJSFFIAqgsFgID09HdevX1e5laWBcHZ2xtixY+Hm5ob9+/djx44dGtkYd9KkSQgKCsJHH32kUkXVg9hsNuLi4pCUlIR79+7JDooocs/TQDCZTGRkZOD8+fP45ptvaM1CJyaTifDwcHA4HBgYGKC6ulrlCnVt4u3tDYFAAHt7e7S2tkIsFg/poBubzcaCBQtw4sQJ/PDDDwpIShDyQwpAFRESEoIXXngBa9asQUdHB91xhszPzw9CoRAWFhZoaGiARCJBV1cX3bHk5p133oGhoSEWLVpEd5QBMTIyAofDQUREBC5dugSKorBr1y7a8kRFRWH8+PFYtWoVefyJv1vHxMXFISEhAQBQUlKC8vJyrdpTqyp6V8/5fD7MzMxQX1+P/Px8XLlyZcDXiIuLg1AoxPLlyzWiTyeh2UgBqALYbDYyMzPR3t6OjRs30h1n2FgsFiIjI5GamgodHR2UlpaitLQUt27dojvasP3nP//BiRMnsHbtWrqjDIq1tTXS0tLg4+ODY8eOYfv27Up/PNU72rCtrQ2//vqrUu+t6oyMjJCcnIyoqCjSOoZmLBYLUVFRSE5Ohp6eHioqKlBSUoIbN2489vP09fWRlZWFXbt24Y8//lBOWIIYBlIAqoD4+HgIBAKNe9eor6+PpKQkxMbG4ubNm5BIJGhoaFDbP2qurq6YOXMmioqKIBaL6Y4zJCNHjkRaWhocHR3R0tICiqJw4cIFpdw7NTUVSUlJyMvLw+XLl5VyT3Vjbm4OLpeLMWPGoLOzE2KxWONPSasqPT09JCQkIC4uDj09PSgqKnpsv02BQICYmBjk5uZq1FMPQnORApBmBgYGyMrKQnNzM7Zu3Up3HIUYMWIE+Hw+goODcebMGezYsUNtDrn09cwzzyAqKgq5ubkqe7p2IBgMBoKDg8Hn82FkZCQ7KPKkFY7h6B1tWFNTgx07dijsPprC3t4eAoFA1jqGoigyhYcmxsbGssbeV69ehVQqRUNDw30dD0xNTZGVlYXS0lJIpVIa0xLEwJECkGYCgQDR0dHIzc3V+KbKjo6OGDt2LDw8PHDgwAGIRCKVGNY+UBkZGTA3N8d7771HdxS50NHRQXx8PBITE3H37l0UFBQorDmuKow2VEceHh4QCoVwdnbG/v37QVEUTp06RXcsrWRpaQkej4egoCCcPn0aIpEIcXFxeOWVV2BkZIQ9e/bgzTffVMqUEYKQB1IA0sjMzAyZmZkoKSlBfn4+3XGUxsfHB0KhEFZWVti5cyckEolaPBL8+OOP0dnZieXLl9MdRa6MjY3B5XIRHh6OCxcugKIouT52tLCwwIIFC1RmtKE68vf3B5/Ph6WlJZqbmyGRSEjrGJo4OTlBKBRCKBQiKSlJ9npPTw/S0tJQW1tLXziCGARSANJowoQJGD16NHJzc7XuXWNvGwwulws9PT2UlZWhpKREZf87WFtbY8GCBaisrMS2bdvojqMQNjY2SEtLw+jRo3H06FFs37592D3RgL9b57i7uyM3N1elRhuqGyaTibCwMHA4HBgaGqK6uhpFRUW4du0a3dG0kkgkQmRk5H2vffHFF/jnP/9JUyKCGJyBFoBsRQfRNra2tggJCcFff/2lskWPIvX09KCmpgZNTU1ITExEfHw8IiIikJ+fj9raWpU7KBIaGgoAaGxspDmJ4pw9exbffPMNPD09MXbsWMyePRvNzc2gKGrIq02Ojo4YM2YMNm/eTIq/Yerp6UFtbS127tyJ2NhYJCUlISwsDKWlpVo3jlEVHD9+/KECUJ33BhPEo5AVQDmbMmUKbG1tsWzZMtqb86oCU1NT2UGR8+fPg6Io7Nmzh+5YMm+//Tbs7e2xcOFCuqMoBYPBQGhoKHg8HgwNDVFRUYGioiLcvHlzUNd5/fXXYWpqipUrV6pcUa/uDA0NkZycjOjoaNy4cQP5+fmoq6sj/52VxN/fH1KpFHp6egCAkydPIiUlBWfPnqU5GUEMDHkETAM3Nze89dZb2LhxI1paWuiOo1Ls7e2RlpaGUaNG4fDhw9ixY4dKNMb+8MMP0dXVhdzcXLqjKJWOjg4SEhKQmJiI27dvyw6KDKTIGDVqFF5//XV89913KlXMa5q+rWMuXLgAsVhMa7NvbeHj44NZs2ahs7MTx48fx5YtW3Dp0iW6YxHEgJECkAYzZ84Ei8XC2rVrMdD/rtrGy8sLaWlpsLOzkx0UoWvTu7GxMRYuXIidO3fil19+oSUD3UxMTMDj8RAaGorOzk6IRKLHFnUMBgNz5szBrVu38Nlnnykxqfays7ODQCDA6NGjcfz4cVAUhUOHDtEdSyP1ju68du0a1q9fT3ccghiSgRaATEUH0RZ+fn5wdXWFSCQixd9jtLW1YdWqVdiyZQtGjhyJjIwMCIVC6OvrKz1LaGgoGAwGmpublX5vVdHV1YUtW7Zg1apVuHjxIqZMmYI333wTTk5O/X58UFAQHBwcIBKJlJxUe50+fRrffPMNPv/8c9y7dw/Tp0/HtGnT4ODgQHc0jRMSEgI7Ozvy/U1oBbICKAdMJhPz58/HxYsXsWHDBrrjqA1dXV0kJCQgISFB9hiypqZGaXsnZ8yYATc3N/zrX/9Syv3UwYMrtGKxGJcuXUJgYCB8fHzg7++PtrY2fP/993RH1Vp+fn4QCASwtrbGzp07IZVKlTb1RZNp2uhOQnuRU8BKFBYWBmtra/JLY5Bu3bqF/Px81NTUgMvlYty4cYiJiZF7v7pHsbOzI6OdHtDW1oaDBw8iNDQUXC4XCxYsgKenJ/h8PgDg7t27WLBgAc0ptdvu3buxd+9e2dcoICAANTU1KCwsJK1jhiE6OhomJiZqOw6SIAaLrAAOk46ODrKysnDo0CH8/PPPdMdRa7a2thAKhXLvV9cfXV1dLF68GHv27CGrWY+gq6uLyZMnP9Qg++TJkwgICCBbHVSAjo6OrHUMg8GQtY65desW3dHUir6+PrKzs9HS0oI//viD7jgEMSxkBVBJ4uLiYGhoCIlEQncUtXfmzJmH+tW1tLSAoii5P+IKCgoCg8HA7t275XpdTXLr1q1+R/o5ODjAwMCAjH5TAbdv30ZxcTFqa2uRnJyM5ORkREVFoaCgAHV1daQV1QAlJiaCzWajoKCA7igEoTTkEMgwGBoaIjExEdXV1WR8kxwdPHgQq1atwq+//gpXV1dkZGRg7NixMDAwkNs9/Pz8cO/ePdKu5wmqq6tx5cqV+147efIkpk2bBk9PT5pSEQ+6fv06tm/fjry8PLS1tWH8+PGYP38+AgMDwWAMaDFAa5mamiI2Nhbl5eVkSwihVUgBOAypqakAgMLCQpqTaJ579+6hoaEBeXl5KCgoQEREBLKzsxEfHw8WizXs6zs6OuLGjRtkisUTdHV14dNPP8W5c+dw69YtSKVSTJs2DXfu3MEbb7yB119//ZEnhgnlu3TpEn799VesXLkS586dw4svvojZs2eTYv0xUlNTcfv2bTLPmtA6ZA/gIOnr62P8+PFwc3ODs7MzNm/eTH5xKIGxsTE4HA7Cw8Nx6dIliMXiIa/eMZlMLFmyBIcPHya9vp7A2toa8+bNw44dO1BRUXHfv/n4+EAgEMDW1hYtLS2QSCQ4f/48TUmJ/ri7u0MgEMDV1RVtbW2gKKrfx/raytraGvPnz8f27dsf+v4mCHVFGkErgL6+PiiKQmBgIADgzp07mDx5Mtk3okTW1tYQCoXw9fVFe3s7duzYgaNHjw7qGr6+vpgyZQr+/PNP8kv/CV5++WU4ODhg6dKl/e4nYzAYCAkJAZfLhYmJCerr65Gfn08epakYX19fCAQC2NjYoKmpCRKJhLSOwd/f346OjsjLyyP7JQmNQQpABXjhhRcemn5QVVWFsWPH0pRIe3l4eCAtLQ1OTk5obW0FRVEDXn2aPHkyAgMD8dFHH5GDDI/h7OyM2bNnY9OmTWhqanrsx7LZbERHRyMpKQk6OjqoqKhASUnJoGcME4rDZDIRGhoKDocDY2Nj1NTUoKCgQGtbx7i4uGDWrFkD+v4mCHVCTgErgI2NzUOvOTk5gcFgkJYYSnb48GGsXbsWQUFB4PP5mD9//oD/oLm4uODWrVuk+HuCtLQ0nDx5ckCTUu7cuYOysjLU1tYiMTERcXFxiIyMRFFREaqqqsheSxXQ09ODuro6NDU1ISYmBklJSQgNDUVZWRlKS0u1rnWMUCjEqVOntHoSEKHdyArgILi7u6Oqqgq6urqy1xobG7Ft2zZQFIW2tjYa02kvNpuN2NhYJCcnAwCKiopQUVHxyKLjP//5D06cOIG1a9cqM6ZaGT16NF599VV89dVXOHDgwKA/38TEBCkpKYiIiEBXVxfy8/PR2NiInp4eBaQlhsLAwABJSUmIiYlBd3c3CgoKUFtbqxWPQr29vfHaa69hw4YN5Pc2oXHII2AFycvLQ0pKCu7cuYM//vgDP/30E3g8Htzd3XHo0CGIRCJ0dHTQHVMrGRkZISUlBVFRUejq6gJFUWhubr5vddbd3R0zZsxAQUEBpFIpjWlVF4PBQHp6Oq5evYovv/xyWNeytLQEj8dDUFAQzpw5A7FYjD179sgpKSEPZmZm4HK5CAkJwcWLFyGRSNDS0qKxTzV6v7+vXbtGDoERGokUgArQ+66xv1WR0aNHQyAQwM7OjpyIpJmVlRUEAgH8/f3R0dGBHTt24PDhw7C1tUVGRgasra2xYMEC0rvxEUJDQzFx4kSsWbNGbm9mHB0dIRAIMGrUKBw7dgwUReHIkSNyuTYhH7a2tuDz+fD19cWJEycgEolw8OBBumPJXUhICF544QWsXbtWYZOGCIJOpACUMwaDgblz5+LGjRv44osvHvkxwcHB4PF4MDExQV1dHQoKCsiJSJq4urpi7NixcHFxAYPBwNSpU2WP7zdt2oRZs2bRnFD1sNlsZGZm4tixY/jpp5/kfn1PT08IBAI4OTlh3759oCgKp0+flvt9iKFzdXWFUCiEm5sbDhw4AIqicOLECbpjyQWbzcaCBQvQ0dGBH3/8ke44BKEQpACUs8G8a2Sz2YiKikJycjJ0dHRQXl6OkpISdHd3Kykt0VdgYCC2bNkCS0vL+17ncDhobGykKZVqio+Ph0AgwLJly9DZ2amQezAYDPj7+4PP58PCwgJNTU2QSqVkRVbF+Pr6gs/nw9bWFs3NzZBIJAr7nlCWuLg4CIVCLF++nDyhITQWKQDlaKjvGvX09GQnIntndpITkfQ4c+YMdHR07ntt5syZ+Pnnn2lKpHoMDAyQlZWFpqYmbNu2TeH3YzKZCA8PR2pqKgwNDVFTU4PCwkKtbUuiiphMpqzPo7GxMWpra1FQUICrV6/SHW3Q9PT0kJ2djdbWVvz+++90xyEIhSFtYOQoOjoapqamEIvFg/q87u5uSCQSVFVVITU1FQKBALGxsZBKpWhsbNTYTdaqSCKR3Nev8fbt2wgJCcG5c+dQXl6udS0w+pOYmAgWi6W00YY9PT2oqalBY2MjYmNjkZSUhLCwMJSWlqKsrIx8TVRAT08P6uvrZa1jkpOTERISgrKyMpSVlanVU43ExETo6OggPz+f7igEoRLICuAT9K6KtLS04I8//hjWtaysrMDj8RAYGIjTp09DLBZj79698glKPJaVlRU2b94MX19fHDhwAEuWLAGLxUJkZCRu3ryJoqIi1NTUaO3qrJmZGTIzM1FSUkLbH0hDQ0MkJSUhOjoa3d3dKCwsRE1NjVa0JVEXBgYGSExMRGxsrFp9jUxMTJCVlYWKiopBv5EnCHVDHgHLiUAgQExMDHJycuT22MPJyQlCoRAjR47E0aNHIRKJcOzYMblcm3i0f/7zn9DT08PixYtlr5mZmYHD4SA0NBRXrlxBQUEBGhoatK5f3fPPPw8fHx/k5OTQvvL2YFsSqVT6UDsfgl59f27UoXXMM888g4CAAOTm5pLpNITGIwWgHPSuipSWliqkZ9yoUaMgFArh4OCAPXv2gKIonD17Vu73If62ZMkSnDp1CmvWrHno36ysrMDlchEUFIRz585BKpVi165dKvsHTZ5sbGwwb948/Pnnn6iqqqI7joyNjQ34fD78/Pxw8uRJ0mxdBT34NRKJRENqHK5IVlZWmD9/PkQiEcrLy+mOQxAKRwpAOehdFcnNzVXYXhcGg4HAwEDweDyYm5ujsbERUqkUly9fVsj9tJW5uTneeecdVFZWPvaAg729PXg8Hnx8fHDq1CmIxWLs27dPiUmVb8qUKbC1tcWyZctU8lGei4sLhEIh3N3dcfjwYYhEItK/TcX0bR1z8OBBUBSlMg3xX3zxRbi4uCAvL09rt3gQ2oUUgMPUuyry119/obKyUuH3692PlpKSAj09PVRWVqK4uBg3btxQ+L21QWJiIoRC4YBHm7m6uoLP58PDwwPHjh2DWCzG4cOHlZBUuVxdXTFz5kxs3LgRLS0tdMd5LG9vbwgEAtjb26O1tRVisRjnzp2jOxbRh4+PDwQCAWxtbdHS0gKxWExr6xgnJye8/fbb+OWXX0jLJ0JrkAJwmOhaFdHV1UVCQgLi4+PR09OD4uJiVFZW4vbt20rLoIlee+01eHl5YeHChYPa3zdq1Cjw+Xw4OTnhwIEDEIvFKrOyIQ9vvfUW2Gw21q5dqxaPuxkMBsaMGQMejwczMzPU19cjPz8fV65coTsa8T8MBkPWOsbExITW1jHTp0+HkZERVq5cqRbf3wQhD6QAHAY3Nze89dZbtK6K9M61jYyMxLVr15Cfn6+VhxPkpb8DIIPh5+cHHo8HW1tb7N69GxKJBGfOnJFzSuXy9fXFlClT8OWXX6rdyC8WiyVrtk5WzFUTm81GdHQ0kpOTwWazUVZWhtLSUqW1jvHy8sK0adPwzTffaPw2DoLoixSAwzBz5kywWCyVWBWxsLAAl8tFcHAwzp49C7FYjN27d9OaSR097gDIQPWO+ktNTYW5uTmampqQn5+PCxcuyDGpcjCZTKSnp+Py5cvYsGED3XGGTE9PDwkJCYiLiyMr5irqwdYxRUVFqK6uVuiTFQaDgTlz5qC7uxuff/65wu5DEKqIFIBD5Ofnh1deeQXr16/HoUOH6I4j4+DgAD6fD29vb7S3t4OiKI3ck6YIvQdAqqqqsHXr1mFfj8ViISwsDKmpqTAyMkJdXR0KCwvV6jFkeHg4nn/+eaxatQonT56kO86wGRsbIyUlBREREWTFXEWZmpqCw+EgLCwMly5dgkQiUVh7nzFjxmDSpElYt24d2tvb5X59glBlpAAcAiaTifnz5+PChQv4+uuv6Y7Tr5EjR0IgEMDZ2Rn79u2DWCzGqVOn6I6l0hISEpCWloavv/4a+/fvl9t1dXR0EB0djcTEROjq6qKyshIlJSW4fv263O6hCDo6OsjMzMThw4c1bhTegyvmEokEra2tdMci+rC2tgafz4e/v79C2vuwWCwsWLAAp06dwvfffy+36xKEuiAF4BBERETgmWeewerVq1W+qPL39wefz4elpSWampoglUpx8eJFumOppKEeABkoPT09xMfHIz4+Hvfu3UNZWRnKy8tVdkxWYmIiuFwuli1bppaPrweCrJirvr7tfQ4dOgSRSCSXA1YxMTEYN24cli9fTk6JE1qJFICDpKOjg6ysLBw8eBC//PIL3XEGhMlkIiwsDBwOB4aGhqiurkZRURGuXbtGdzSV8s9//hP6+vr44IMPFHofIyMjJCUlISoqCrdu3UJxcTGqqqpUqveYoaEhsrKy0NjYiD///JPuOArn4eEBgUAAFxcX7N+/H2KxWCMeeWuS0aNHQyAQwM7ODi0tLZBIJDh//vyQrqWnp4esrCzs3bsXW7ZskXNSglAPpAAcpJSUFKSkpGDp0qVqt5Kmo6OD2NhYJCUlAQBKS0tRXl5O+0gvVSGPAyCDYWpqitTUVISFheHq1asoKChAfX29SuxHS0tLQ0REBHJzc7XqjYK/vz94PB5sbGzQ1NQEiUSisauf6qj3gBWPx4OJiQnq6upQUFCArq6uQV2Hw+EgMTERubm5arUnlyDkiRSAg2BkZISsrCzU1dVh+/btdMcZMkNDQyQnJyM6Oho3btxAQUEB6urqVHK6g7LI+wDIYFhaWoLD4SAoKEglZtqOGDECmZmZKCwsRGFhIS0Z6MRkMhEaGgoOhwNjY2PU1NSgsLCQlv50RP96W8ckJSVBR0cH5eXlKCkpGdB2CmNjY2RlZaGqqgoURSkhLUGoJlIADsJTTz2F0NBQ5OTkqPwG/oEYMWKEbCP8hQsXIJFItGau7YMUdQBkMGxtbcHj8eDn54fTp09DIpFgz549Ss8xceJEeHl5ITc3V6tXh3V0dBATE4OkpCQwmUyUl5crtT8d8WT6+vqy1jG3b99GUVERqqqqHvtm9tlnn0VgYCBycnJIP0hCq5ECcIAsLCyQkZGB/Px8FBcX0x1HrmxtbSEQCODj44OOjg5QFKV2DX+HS9EHQAbD2dkZfD4fnp6eaG9vh0QiUdrXw9bWFunp6di6dStqamqUck9VR0d/OmJwTExMZK1jrly5gsLCQuzatQs3b94E8Peq37hx42BpKmlHYQAAPktJREFUaQl3d3f89ttvShndSRCqjBSAAzRp0iS4u7sjLy9PY5vH9h3UfuDAAVAUhRMnTtAdSymUdQBkMEaOHAk+nw8XFxccPHgQYrEYx48fV+g9p06dCisrKyxfvpz2QljV9O1Pd/nyZUilUuzcuVMrV8xVVW/rGF9fX/T09KCtrQ0dHR1YsWIFnJycAABXr15FQkICjh49Sm9YgqAZKQAHwMHBAXPnzsWWLVtQV1dHdxyF8/X1BZ/Ph62tLZqbmyGRSGgd1K4MS5YswenTp7F69Wq6ozzEx8cHfD4fdnZ22LNnDyQSCU6fPi33+7i7u2PGjBn44YcfSE+8x+jbn+7UqVMQi8VkhJiKMTU1RUBAAAIDAzFhwgQEBwff9+/r16/HO++8Q1M6glANpAAcgNdffx1mZmZYsWKF1qyKMJlMhISEgMPh0D6oXdHoPAAyUAwGA4GBgeByubCwsEBLSwukUqlcC/NZs2YBANatWye3a2oyZ2dnCAQCjBw5EkeOHIFIJCLTJFTQ+vXr8fzzz9/3WlNTE2bPno22tjbyKJ/QWqQAfAJPT0+88cYb+O6772jZkE83Npst2whPx6B2ZYiPj8fYsWNpPQAyUL09HVNTU2FsbIz6+noUFhbi8uXLw7quv78/Xn75ZXzxxRekEfIgeXl5QSAQwMHBAXv27AFFUTh79izdsYj/EQgE2Lhx432v/f777zh37hxu3LiB3bt3o7m5GYcOHdKaN/gEAZAC8LEYDAbefvtt3L59G5999hndcWilyRvhX331VXh7e6vEAZCBYrPZiIqKQnJyMnR1dVFdXY3i4uIh9ezrHW3Y2dmJb775Rv5htUDvCi2Px4O5uTkaGxshlUqHXZgTw8dms/Hjjz8iMDAQ169fx9dff401a9bAxsYGQUFBCAoKgpWVFa5evYqKigpUVFRo9el3QnuQAvAxgoKCMHnyZHz66ac4duwY3XFUQm/z4vDwcFy+fBkSiQRNTU1qvRFeFQ+ADJSenh7i4uIQHx8PBoMxpFYl6jTaUNWxWCxEREQgJSUF+vr6qKqqQnFxsUa0jVJXcXFxEAqFWLZs2SO3TDg4OCA8PBzh4eG4efOmRr3BJYhHIQXgI5BB4Y/34EZ4iqJU/vHpo6jyAZCBMjQ0RGJiImJiYnD79m3ZeLknnVhXx9GG6kBXVxfx8fFISEjAvXv3UFJSgvLyco3tIKCqdHV1kZ2djd27d+P3339/4sebmZmBw+EgNDQUly5dgkQiobUpO0EoEikAHyE2NhZjx44lg8KfwNnZGUKhEB4eHjh8+DBEIpHCW5XIkzocABkMExMTpKSkICIiAteuXUNhYeFjp7wkJycjNTUVeXl5uHTpknLDagEjIyOkpKQgMjIS169fl03dUZetBuouKSkJHA4Hubm5g3ocb21tDYFAAD8/P5w8eRIikQgHDhxQYFKCUD5SAPZDT09P9q7xt99+ozuOWvDy8oJQKIS9vT1aW1shFovVonBWpwMgg2FhYYHU1FQEBwfj0qVLyM/Pf6hnnaaMNlQH5ubm4HK5GDNmDDo7OyGRSNDa2kpWlhRIV1cX77zzDpqbm7Ft27YhXaNvb9SDBw9CJBJpTW9UQvORArAfPB4PcXFxyMvLI4PCB4HBYCAoKAh8Ph9mZmaor69Hfn6+Sv83VMcDIINhY2MDHo8Hf39/nDlzBlKpFFFRUXjjjTdgbGyMtrY2vPzyy2SPmpLY2dmBz+dr9dQdZeld/cvJyRn27yAfHx8IBAKt6o1KaD5SAD7AxMQEWVlZqKiogFgspjuOWmKxWIiKikJKSgp0dXVRUVGBkpISlZy7qc4HQAbDyckJPB4PfD4fXC73vn979dVXh7xCQgyNu7s7BAIBXF1dtW7qjjL0rv61tLTIbWtHb29ULpcLY2Nj1NTUoLCwUCN7oxLaYaAFIFPRQVQFh8ORbaInhubu3buoqKhATk4OSktLERMTg6ysLCQkJIDNZtMd7z4mJiZa8U6+o6MDGzZs6PeR4/jx42lIpN2OHDmCTz/9FN999x1MTU0xZ84cTJ48GZaWlnRH0wjR0dHQ09OT6+/xnp4e1NfXIzc3F2KxGMHBwcjKygKHw4Gurq7c7kMQqka1/moriLW1NcLCwiASiTSq0TFduru7IZVKUVVVhdTUVPD5fMTExCA/Px+NjY20P3IdMWIEWCyWWh1aGa6DBw+Cx+Pd95q5uTmsra3VYs+mptmzZw/27dsnm7qTkZGBuro6FBQUoKuri+54aqn3BHZ9fb1C+jDeuXMHpaWlqKurQ1JSEhITExEVFYWCggLU1taS1jGExtGKR8Avv/wyHBwcsHTpUvJDrACWlpbg8XgICgrCmTNnIBaLaZ2u0nsA5JtvvtGaWa6Ojo4oLy+HmZkZAOD8+fP45ZdfwGQy0dDQgPz8fNK8mCZsNhvR0dFITk4Gm81GeXk5SkpKyJvRQUpISACPxxv0yd+hMjMzA5fLRUhICC5evAixWIxdu3aRAz6EyiN7AP/H2dkZs2fPxqZNm9DU1ER3HI3m6OgIgUCAUaNG4dixYxCJRDh69KjSc0ydOhWjR4/W2AMg/XFyckJGRgbOnz+P9vZ2bNu2DdeuXUNkZCRSUlKgp6eHyspKFBcXq+SeTW2gr68vm7rTt6fjnTt36I6m8nR0dPDOO+8MuO+fPNna2kIgEMgO+IhEIhw6dEipGQhiMLS+AHR0dERoaCh8fX1x48YNrFq1irxzUxJPT08IBAI4OTlh7969oCgKZ86cUdr933nnHRgYGGj8AZC+Xn/9dZiammLFihUPfZ/r6uoiISEB8fHx6OnpQXFxMSoqKkjhQRMTExPZ1J2uri5IpVI0NjaS30+PER8fD4FAgLy8PFy8eJGWDH0P+LS1tYGiKJw8eZKWLATxOFpdAL7yyitYunQp2Gw27t27h7Vr1+L999+nO5ZWYTAYCAgIAI/Hg4WFBXbu3AmpVKqUpsSaMAFkMDw8PPDmm2/i+++/x+7dux/5ccbGxrLmxVevXkV+fj4aGhq0ZpVU1VhZWYHH4yEwMFAltk6oKh0dHWRnZ2Pv3r0q0b/Vz88PfD4fNjY2st9rFy5coDsWQchobQFoYGCAvXv3wtTUVPZad3c3/Pz8yA8pDVgsFsLDw5GamgoDAwNUVVWhqKhIYf3pRowYgX/+85+orq7GH3/8oZB7qJqZM2eCxWJhzZo1A/p4CwsL8Hg8jBkzBmfPngVFUaTwoFHfrRNHjx4FRVG0bJ1QVb0zf+lc/XsQk8lEWFgYOBwODA0NZa1jrl27Rnc0gtDeAtDFxaXfvX4cDgeNjY3KD0QA+PsxZFxcHBISEgBAYTNUte0AiLe3N1577TV89dVXgx5p5eDgAIFAAC8vL1r3bBJ/o3vrhCrqXf3bt28ftmzZQnech+jo6CA2NhZJSUkAgNLSUpSVlZHZ0ASttLYABIDq6mp4eXnJ/ve1a9ewYsUK7NixA3v37qUxGWFkZITk5GRERUUpZIaqNh0AYTAYmDNnDm7evIkvvvhiyNchhYfqeHDrRFNTE6RSqcqsfClbbGws0tLSsHTpUpV+gmNoaIjk5GRER0fjxo0byM/PJ7OhCdpodQHo4+ODVatWITQ0FLt27cL//d//wcnJCZ6enjhy5AhEIhHa29vpjqnV+puhumvXrmFfV5sOgAQEBOCll17Cp59+imPHjg3rWg8WHo2NjZBKpaR1DE2YTCbCw8PB4XBgYGCA6upqFBYWatVoPzabjezsbLS1tWHz5s10xxmQB3+vicVitLa20h2L0DJaXQD2YjKZ970DGzVqFIRCIRwcHLB7925QFEWa5NLMzs4OAoEAo0ePxvHjx0FR1LBaLCxZsgRnzpzBqlWr5JhS9TCZTMybNw8XLlzAN998I7fr9t2zqa+vT1rH0ExHRwdxcXFITEwE8PcjxvLycty6dYvmZIqnLqt//bG3t4dAIIC3tzfa29tBURQOHz5MdyxCS5AC8BEYDAaCgoLA5/NhamqK+vp65Ofnk+78NHN3d4dQKISLi8uQWyyYmpri3//+N2pqapTeK0zZQkNDMXHiRKxatUohrSh6py4kJCTIWsdUVlaSvU00efARY2FhoUZPp+hd/Ttw4AB+/fVXuuMM2ciRIyEQCODs7Ix9+/aBoiicPn2a7liEhiMF4BOwWCxZd34dHR3SnV9F9G2x0NTUBIlEMuB3/7GxsXjqqafw7bffavReTxaLhczMTBw/fhwbN25U6L2MjIxkrWOuXbtGWsfQbMSIEeByuQgODsbFixchkUjQ0tKicT0EY2JiMG7cOCxdulQjZnoHBASAz+fL9nVKJBKltMQitBMpAAdIT08PSUlJsu78hYWFqK6u1th31uqAyWQiNDQUHA4HxsbGqKmpQUFBwRNbLGjLAZDeP47Lly9X2haGB1vHiMXix/YcJBTL1tYWfD4fvr6+OHHiBCiKGvQpcFXFZrORlZWFQ4cO4ZdffqE7jtw8uK9T0S2xCO1FCsBBMjU1BYfDQVhYmEa/s1YnOjo6iImJQVJSEphMJsrKylBaWvrI/U/acACkty3G/v37adkYT1rHqBZXV1cIBAK4u7vj0KFDEIlE6OjooDvWsERFRWH8+PFYtmwZzp8/T3ccuettiZWYmIh79+7JJvOQ7RWEvJACcIhsbGzA5/Ph5+eHEydOQCQS4eDBg3TH0moGBgZISkpCTEwMuru7UVhYiJqamodWabXhAEhiYiK4XC6WLl1Ka2sQ0jpGtfj4+IDP58POzg67du2CWCxWy+KJxWIhKysLhw8f1qjVv/6Q7RWEopACcJhcXV0hFArh5uZG5j6qCDMzM3A4HISGhj60SpuSkoLXXnsNW7duVZuWEYOlr6+Pd955Bzt37sS2bdvojtPvuD+JREJax9CEwWAgODgYXC5XdsCtoKAAV65coTvagEVGRuLpp5/W2NW//pDtFYS8kQJQTnx9fSEQCGRzHyUSidY2ZVUVfVdpz507h3HjxiEoKAgAcOLECQgEApw4cYLmlPLH4/EQFxeHnJwcXL16le44Mg+2jqmqqkJxcTHZ20QTNpuNqKgoJCcnQ1dXFxUVFSgpKVH5Vj69q39HjhzBzz//THccpSPbKwh5IQWgHPUeSuByuTA0NER1dTWKiorI3Eeaubi44MMPP8T48ePve/2bb75BRkYGTakUw8jICNnZ2aiqqgJFUXTH6deDrWNKSkrI3iYa6enpISEhAfHx8bhz546slc+dO3fojtav3tU/ZR5uUkWenp4QCoVwdHTEnj17QFEUzp49S3csQo2QAlABHpz7qKh5tsTAffLJJ5g+ffp9r9XW1kIgENCUSDHGjRuHsLAwfPLJJyq/kkP2NqkWY2NjpKamIiIiAlevXlXJr0dva6Njx45h06ZNdMehXe/2Cj6fD3NzczKZhxgUUgAqkKGhIVJSUmTzbPPz81FfX69Sv1C1hVAoxI8//njfazU1NVi3bh0KCws1YpXWzMwMWVlZKCwsRGFhId1xBszCwkLWs47sbaKfpaWlbEyZqn09IiIi8Mwzz2DFihVktasPFouFyMhIpKSkQE9Pj0zmIQaEFIBKYG5uDh6PR/7A0WzhwoV4++23wWQy8csvv+CPP/5AfHw8AGhEi4XnnnsOvr6+yMnJUcsRYA/ubaIoCkeOHKE7ltbq+/VQhTFlvat/7e3t+Omnn2jLocr09PQQHx+P+Ph49PT0oKioSKUf5xP0IgWgEj34B27Hjh04duwY3bG0RmRkJJ577jn89NNPaGpqAnD/Ku21a9cgkUjQ2Niodn0dLS0tkZGRAZFIhPLycrrjDMvIkSMhFApJ6xgV0XdM2f79+0FRFE6dOqX0HOHh4Xj22WfJ6t8AqMPjfIJ+pACkAdm8S4+XXnoJ/v7+eO+99x56R2xhYQE+n4+goCCcPn0aO3bsQFtbG01JB2/SpElwc3NDXl6eRrzbZzAY8Pf3l43F2rlzJ6RSKRmLRaPer4e1tbXs6zHQ8YvDxWQykZmZiY6ODoWPNdQklpaW4PF4CAoKIk+fiIeQApAmDAYDgYGB4PF4MDc3R0NDA6RSqVr14lI3mZmZMDU1xfvvv//Ij3FyckJaWho8PDxw8OBBiEQilW8VY29vj/T0dGzZsgV1dXV0x5ErJpOJiIgIpKamkrFYKoDJZCIsLAwcDgeGhoaora0d0PjF4QoLC8OECROwfPlysho8BI6OjuDz+SrzOJ9QDaQApNmDm3fLy8tRUlKCmzdv0h1N43z00Ue4ePEili1b9sSPHT16NIRCIWxtbdHU1ASxWKyyfR2nTJkCGxsbLFu2TGMf8ZCxWKplsOMXh4PNZsv2/pHVv+F58HG+WCwmgwu0GCkAVUTfXly3b99GUVERqqqqHhpjRgyNvr4+Fi1ahObm5gG3j3iwr6Mqrj45Oztj9uzZ+Omnn9Dc3Ex3HIXr2zrm+vXrkEqlZG8TjQY6fnE4EhISwOfzsXz5cq2Z+qFofR/nNzU1QSKRKO1xPqE6SAGoYkxMTJCamorw8HBcuXIFEokETU1NancoQdUEBwfjH//4BzZv3oz6+vpBfa6Ojg7i4+ORmJiocifr3njjDRgZGWHVqlVa9T1CWseoFlNTU3C5XISGhuLSpUuQSqVy+b1laGiIrKwslRlrqEl63+ByOBwYGxujpqYGhYWFKjU9iFAsUgCqKGtra/D5fPj7++PkyZOgKEqtDiWomokTJyIkJASLFy8e8uN1IyMjpKamIjIyEl1dXZBIJNi5cydthdfIkSMxffp0fPvtt9i7dy8tGejm4OAAPp8Pb29vtLe3QyQSkdYxNLK2toZAIICfnx9OnToFiqKwf//+IV+vt7F5bm6uRvTqVEUPPs4vLy9HaWkpuru76Y5GKBgpAFWci4sLhEIh3N3d1eZQgiqaP38+LCws8N577w37WlZWVuDz+QgICMDJkyexY8cOHDx4UA4pB2fWrFkAgHXr1in93qqm796mffv2gaIonD59mu5YWsvZ2RlCoRAeHh44fPgwRCIRjh8/PqhrWFhYICMjA/n5+SguLlZMUELGwMAAiYmJiI2Nxa1bt1BUVITq6mqVeNJBKAYpANWEj48PBAIBbG1t0dzcDLFYTPZsDMLixYtx9epV5Obmyu2aLi4uSEtLg5ubG9ra2iASiZTWH83X1xdTpkzB+vXrcejQIaXcUx30jsUirWNUg5eXF4RCIezt7bF7925QFDXg+b0vvvgiXF1dkZeXRw77KJGpqSlSU1MRFhaGK1euID8/Xy17oxJPRgpANcJkMhESEgIulyvbs6GMFgzqjs1m46OPPsLu3bvxww8/yP36vr6+EAgEsLKykm2oVmTRwWAwkJ6ejqtXr+LLL79U2H3UFZPJRHh4ODgcDmkdowIYDAaCgoLA4/EwYsQINDQ0ID8//7HzansPN/36669oaGhQYlqil5WVFXg8HgIDA3H69GmIxWKt3WqiqUgBqIYe3LNRWlqKsrIytRz/pQy9q2Xbtm1DZWWlQu7R2x+Ny+VCX19fobM4g4KCMHnyZKxdu3bQj9W0SW/rmISEBACaMe5PnQ1mXu3rr78OExMTrFy5kqw80czJyQkCgQCenp44evQoKIrC0aNH6Y5FyAEpANWYoaGhrAXDjRs3kJ+fj7q6OtIS4wHPPvssIiMj8Z///EfhjbZ1dXVl7Xzu3r2LwsJCubbzYTKZyMjIwNmzZ/Hdd9/J5ZqazsjICMnJyYiKisL169eRn5+P+vp68nNCk74/Iz09PSgpKUFFRQWYTCbGjh0LV1dXuLi44MsvvyQnu1WIp6cnBAIBGdGoQUgBqAFGjBgBHo+HMWPGoLOzE2KxGK2trXTHUhlz5syBnZ0dFi5cqLR79m3nc/nyZYjFYrS0tAx7NSMiIgLPPfccVqxYQQ45DJK5ublsLFZnZycoiiIFBo369nS8c+cOnn76abi6ugIAbty4AQ6HQx45qhgGg4GAgADweDxYWFigqakJUqlUZZvkE49HCkANYm9vD4FAQFpiPGDRokXo7u7Gf//7X6Xfu29bjI6ODohEoiEf2mCz2cjKysKRI0cG3MyaeBj5OVEtFhYW+L//+z9MnDjxvtd/++03vPHGGzSlIh6nd59tamoqDA0NZT0EyX509UIKQA3UtyWGti/VM5lMLFmyBG1tbfj6669py+Hq6oq0tDS4urpi3759EIlEg/6axMXFQSgUYtmyZejs7FRQUu1BWseojg8//BBvv/32fa81NzcjOTmZpkTEQOjo6CA2NhZJSUkAINuPTvbZqgdSAGooBoMhG/djYWGBxsZGSKXSx56800S9zZIpilKJXmL+/v4QCASyr4lEIhnQvkRdXV1kZ2djz549+O2335SQVHv0PtKytLQkj7RoEhkZCZFIdN9rVVVV+P3330FRFDo6OmhKRgyEoaEhkpOTER0dTfajqxFSAGo4Fosla4nxpJN3mmjs2LGIj4/H0qVLB9x/TNGYTCYiIiJkX5Py8nIUFxc/tvN+SkoKUlJSkJubq3VFvDKQ1jH00tXVxYYNGxAcHIyenh5s3LgR27ZtA5fLhZ2dHVpbWyEWi1XmZ5jo34gRI2QjGjs7OyGRSLBr1y66YxGPQApALfHgyTtVmmerSLNmzYKTkxP+/e9/0x3lIXp6erKvye3bt1FQUICampqHTgzr6enhn//8JxoaGvDXX3/RlFY7kNYx9ODxeIiPj0deXt59b3AYDAbGjBkDHo8HMzOzAfUQJOhnZ2cHgUCA0aNH4/jx4xCJRDh8+DDdsYgHkAJQyxgbGyM1NRUREREqMc9W0d577z309PRgyZIldEd5JFNTU3A4HISFheHixYugKAq7du2Crq4ukpKS4OPjAxsbG/z3v/9FV1cX3XG1AmkdozwjRozAggULUFZWBolE0u/HsFgsREVFITk5WSufZKgrDw8PCAQCuLi4YP/+/aAoSmnTkognIwWglurb5V0eQ9tV1f/93//h8OHDWL9+Pd1RnsjGxgZCoRA+Pj64fPkyXnzxRTg6OgIAjh49isTERFIAKpm5uTm4XC5psaRAkyZNgoeHB/Ly8p7YzP5RPQTJCq1q692PTvbZqhZSAGq5B4e279ixQ2M2XDs5OeHtt99GYWHhI1cWVJGHhwfWrl2LyMjI+15///33sWbNGppSabcHW8dQFEUeaclB78i3zZs3o76+fsCf17eH4PXr11FQUEAOHai43mlJHA4HhoaGqK6uRmFhIdlnSyNSABIAAG9vbwiFwv/X3p2HRVmv/wN/D8MuIKCAAoLIIgzKKoHIJjBbpnkut0Sr45qKRip4zsmjXdVlXZfilpZmJzMtLfXCsoUZhgGGRZBVEBWFUAQTTcEFEgjk90df5odoyTIzzyz3678zyPO8k+Nwz/P5fO4bo0aNQkVFBcRisca3GuHz+Zg6dSr27NmDGzduMB1nQFJSUuStFXocO3YM8fHxzAQiAP4szoVCobx1jFgspiWtIVi5ciUMDAywZ8+eQW1D6f2EtqmpSX7oQFu3tGiDvq1jZDIZcnNz6SkuA6gAJHIsFgv+/v7g8XgwNzdHYWEhpFIpWlpamI42KMuXL8fYsWPV8gDI88THx+P9999/4rWff/4ZR48eRVZWFn1qZhgtaQ2dj48P4uLi8Nlnnw26OXqPUaNGgc/nw8vLCw0NDRCJRKipqVFQUqIMvVvH0D5bZlABSJ6ir6+PyZMnY+rUqWCz2cjJyUF2dvZz9+eom40bN0JPT++pQkoTmJub4/vvv4eXlxcePXqE/fv3o6SkBBEREeju7qbTqWqgb+sYWtLqP319faxfvx43b95U6EzrsWPHQigUwtnZGdXV1RCLxVqzpUVb0T5b5lABSP6SiYkJIiMjMWXKFLS1tcn32fRtU6KuPvjgA9TX12Pfvn1MRxmwadOmISgoCFu3bn2ioKC9T+rHwMAAYWFhiIyMBEBLWv0RGRkJHo+HnTt34s6dOwq/vpeXF/h8vnxLS1pamlLuQxRn9OjR4PP58PT0pH22KkIFIHmu4cOHg8vlIiAgAE1NTRCLxWrf3NPGxkbeWuKnn35iOs6AWFhYICkpCVlZWZBKpc/8M9bW1uByufD19aWGq2rC1NQU0dHR1DrmOczMzJCYmIiSkhL88MMPSrsPi8VCQEAAuFwuzM3NUVxcDKlU2q/JO4Q5fffZ0ohG5aECkPSbnZ0dBAIBvLy81L65Z1RUFAQCgUL2F6nazJkzMXHiRGzduvVvp4MAT55Ora+vh0gk0rj/Xm1DS1p/b+bMmfDx8UFycrJKlsv19fXlPQQNDQ2Rl5cHmUxGPQTVHO2zVT4qAMmAubi4QCgUypt7pqamqt0ntMWLF8Pd3R0bN27UqCcw1tbWWL9+PUQiEXJycvr9fb0brl65cgUikQi//vqrEpOS56ElrafZ2dkhISEBP/30E/Ly8lR6757JO2FhYXj8+DGysrJw5swZWqpXYzSiUbmoACSD1vcTWlpaGu7du8d0LADAv//9bxgZGeHdd99lOsqAzJ07F25ubti6deugxvR5e3uDz+fD1tYW5eXlSEtL0/h2PpqOpiH8f4sXL4a1tTV27tzJ2F5iMzMz+T7alpYWSKVSWqpXcz0jGiMjI+kQnAJRAUiGpO8ntJ4RTUx/QtuyZQtu3rypUY2TbW1t8dZbb+H06dMoKCgY9HX09PQQGBiI2NhYmJmZaXw7H22h60taHh4eWLx4MQ4fPoyLFy8yHUe+j9bf3x+//fYbLdVrABrRqFhUABKF6P0JrWd5JS8vb1BPsYbKwsICb7/9NgoKCvDdd9+p/P6DtXDhQtjb22P79u0KeTqir6+P0NDQp9r5PG9fIVEeXZ2GoKenh4SEBLS0tKjdWEbaR6t5ehfvt2/fhlgsxoULF5iOpXGoACQK1dOmJCQkBC0tLZBIJCgpKVFpZ/7Q0FDMmDEDX375JS5duqSy+w6Fg4MD1qxZgxMnTqCkpESh1+7dzqejowOZmZnIz8/XmHY+2qjvNITs7Gzk5ORo7ZJWSEgIZsyYgb1796rt3tS++2jFYrHGTRDSNfb29uDz+fIRjampqbh69SrTsTQGFYBEKaytrcHn8+Hr64tbt25BJBKprBh79dVXweFwsGnTJkaeQA7GokWLYGVlhV27diltOcPCwgKxsbGYNGkS7t+/D4lEgrKyMhqbxaC+0xC0sa+jsbExEhMTUVVVhZMnTzId57loH63mcXV1hVAohKOjIy5dugSRSIRbt24xHUvtUQFIlMrBwQFCoRBubm64evUqUlNTcf36daXeMykpCWZmZnjnnXeUeh9FcXZ2xsqVK/H111+rpJefjY0N+Hw+JkyYgMbGRohEIlRVVSn9vuSv9W0do019HYVCISZPnoxt27bh4cOHTMfpFz09PQQEBCA2Nhbm5uYoKiqCVCrVmPy6iMViyffZWltbo6ysDGlpabh//z7T0dQWFYBEJdzd3SEUCmFvb4/KykqIRCKldeZ///33cffuXezatUsp11e05cuXw9jYGHv27FHp07gxY8ZAIBDA1dVVZcU5+XujRo2CQCCAp6en2vfa7A9ra2usW7cOmZmZf9nUXJ31Houpr68v7yHY1tbGdDTyF9hsNoKCghATEwNjY2Pk5+erxcFEdUQFIFEZFosFX19f8Pl8WFhYKOVTtampKTZt2oTS0lKcOHFCYddVFnd3dyxZsgRffPEFLl++zEgGDw8PCAQC2Nvb4+LFixCJRLh9+zYjWciftKV1zIIFC+Dk5ITk5GSN3t9obGws7yHY2dkp30erKVtMdJGhoSHCw8MRERFBfR//AhWAROV6d+Y3MDBQ6OnUSZMmYfbs2fjmm29w7ty5oYdVsvj4eDx+/JjxecUsFgs+Pj7g8XiwsrJCaWkpJBIJLZ8wrHfrmJ79aJrSOmbs2LFYsWIFvv32W5SVlTEdRyHMzc0RExODoKAgPHz4EOnp6SgtLdWqPZvapvf89NbWVqSnp6OkpIR+ZqACkDDI2NgYkZGRCAsLQ3t7OzIyMnD27NkhnU595ZVX4Ovri3feeQcdHR0KTKt4HA4Hr732Gg4cOKA2y3xsNhvBwcGIjo6GkZERCgoKqPM+w57VOiYzMxOtra1MR/tLLBYLq1atAgB88sknWnfQaMSIEeDxePD19aU2JBrC2toaPB4Pfn5+uH37NkQikVr0o2QSFYCEcRYWFuByuQgMDERzczPS0tJQUVExqF8a69atg5WVFTZt2qSEpIrDYrGQkJCAhw8f4vPPP2c6zlN6L590d3dDJpMhNzeXlk8YpEmtY/z9/TFv3jzs378f165dYzqO0jg4OIDP58PDw4PG/WkIe3t7CAQCeHh4oK6uDqmpqVr9/9G/QwUgURu2trYQCATgcDhoaGiASCRCTU3NgK7x3nvv4cGDB0hOTlZSSsXw9fXF/Pnz8fHHH6O+vp7pOH+p9/KJtrYp0TS9W8c8evQI6enpavUzMTAwQGJiIq5fv46vv/6a6Tgq4erqCoFAgDFjxuDy5csQi8Vq2++Q/MnNzQ0CgQCOjo64ePEixGKxzrWOoQKQqB1nZ2e8+OKLcHZ2xpUrVyASifr1ZmpoaIh3330X58+fx9GjR1WQdHD09PSwbt063L59G4cPH2Y6Tr/0dN739fWVtymprKzUuqU9TWJpaSmfhtDU1ASxWKwWrWOio6MRHR2NHTt2oKmpiek4KtWzZ9PGxkY+H13X/g40CYvFwsSJE8Hn83Vy7zMVgERtcTgcCAQC2Nrayns6/d0G+IkTJ2LBggVISUlBYWGhCpMOTFBQEGbNmoXdu3dr3MnO0aNHg8/nw9PTEw0NDUhNTaWxWQzr2zqGyVFm5ubmSEpKQn5+PlJTUxnJwLS+s7jPnj2LjIwMmsWtxthsNl544QV565iCggJIJBKtH5tJBSBRawOZnTp79mwEBgZiy5Ytavtmy2azkZSUhLq6Ohw7dozpOIPm4uICoVAoH5vV36e0RHl6/0yYah0ze/ZseHp6Ijk5Wed75RkYGMh7CNIsbs3Qe6b9o0ePkJKSgitXrjAdS2moACQawcDAQP4PEwCysrKQl5f3xAb4hIQE2NjY4L///S9TMZ8rNDQUL730Enbs2KG0RtiqRGOz1I+3tzcEAgFsbGz69eRcUezt7bF69WqcPn0aBQUFSr+fpnjWLO6CggLqIajGrKys8I9//AMeHh4oLS1FS0sLlixZAiMjIxw5cgTffvst0xEVggpAolFMTU0RHR2NkJAQ/P7775BIJKiqqsKyZcvwyiuvoK6uDgsWLFDLFjAGBgbYsGEDLl++rBEzUfur75JXYWEhpFKp2j6F1QU9PxMulwtTU1P5MqQyW8csW7YMZmZm2L17t9ocSFEnFhYWiImJwaRJk/Dw4UNIJBKUlpbSPlo1FhgYiCVLlmDu3LnQ09OTv7506VKkpKQwmEwxqAAkGsnKygo8Hg/+/v7gcrlwcXGRf+3kyZNYvnw5g+meLSoqCrGxsdi+fbvGNPMdCH19fYSGhsqXvHJzcyGTyWjJi0HPah2Tm5ur8A9IPT0tmZxooylGjhwJHo8HHx8f3Lp1C2KxWOf70amz7du3Y9GiRU+8JpFIMG/ePIYSKQ4VgESjhYWF4fTp00+81tXVBU9PT7VaijQ2Nsa//vUvlJWVPZVX29CSl/rp2zpGKpWisLBQIU/q2Gw21q5di6amJhw8eFABaXWDo6Mj+Hw+3N3dUVdXB5FIhKtXrzIdi/Tx9ttvIzEx8YnXUlJSsHTpUoYSKQ4VgESjeXh4PLXf6PHjx5gyZYpaPYngcrkIDw/Htm3bFDr7WJ31XvJ68OABJBIJysrKaMmLQc9qHTPUdj5TpkzBtGnTsHv3bp3ro6YIvfvRVVVVQSQSobGxkelY5P84ODggLy8PFhYWAIBHjx5h+vTpKC0tZTjZ0FEBSDReSkqKfIkLAC5cuICcnBz5BnimezoNGzYMGzZsQEFBgU62xrCxsQGPx8PEiRPR2NgIsViMS5cuMR1Lp9nZ2UEgEMDLy2tIrWNMTEyQlJSE8+fP49SpU0pIqhtYLJa8h6C1tTXOnTsHiUSilVtFNM3IkSOxceNGsFgsNDY24sSJE1rT+ooKQKLxRo4cicOHD+OPP/7Azz//jC+//BL+/v6Ijo6GsbEx8vPzkZWVxdg822nTpiEoKAhbt27V6Zm6Y8aMgUAggKurK65du4bU1FTU1dUxHUunubi4QCAQDLjpeo/p06cjMDAQycnJdOhHAfq2vVLF4R3y9+Li4uDk5ITk5GSt28ZCBSDReAEBAZg7dy62bNnyxPJq33m2z2odo2wWFhZISkqCTCZDenq6yu6rzjw8PCAQCGBvb6+zI5jUTe92PmVlZZBIJM+dYDFy5EisXbsWaWlpkMlkKkqqG3oO70RGRkJPTw85OTnIycmhA1Uq5uDggDVr1uDEiRMoKSlhOo7CUQFINN7ChQthbm6Offv2PfPrfefZpqeno7i4WCWtKmbOnImJEydi69at9ObdC4vFgo+PD3g8nk6OYFJHvdv5DBs27LlPn1577TWMHj0a27dv17onI+rCxMQEUVFRCA0NRXt7u/xAVVdXF9PRdEJPa6Ndu3Zp5d5lKgCJRtPX18fmzZshlUqf+xSiZ56tv78/fvvtN/kGeGWxtrbG+vXrIRaLkZ2drbT7aLLeI5iMjIxQUFCAzMxMnV4qZ5qBgQFCQ0MRFRUFPT09yGQy5OTkPPHkfNy4cVi+fDmOHj2KiooKBtPqBgsLC3C5XAQGBuL+/ft0oEoFxo8fj0WLFuHQoUOoqqpiOo5SUAFINJqXlxdef/11JCcn93uyxujRoyEQCDB+/Hhcv34dIpEItbW1Cs82Z84cuLu7Y9u2bSpddtZEfZfrZTIZcnNz6e+NQb1bx7S2tiI7OxtxcXF4+eWX0dbWhvT0dKxYsYLpmDrFxsYGfD4fEyZMQGNjI0QikdYWJ0xisVh488038ejRIxw4cIDpOEpDBSDRaLNmzYKzszN27Ngx4O8dN24chEIhxowZo/DZqTY2Nli7di2NxRqgvsv1UqkURUVFNFmCQdbW1uDz+Vi1ahW8vb3lr3d1dSE8PJwKEAbQgSrl8vPzwyuvvIKPP/4Y9fX1TMdRGioAicZisVjYuHEjiouLIRKJBn2dnvYLI0aMkM+zHWr7hbi4OIwZMwbJycm0X2cQrKyswOVy4efnp7B+dWRozp8/DwcHhyde27x5M/bu3ctQIuLu7g6hUEgHqhSIzWZj/fr1uHnzJo4cOcJ0HKXqbwGo9/w/QohqOTk5wczMDBcuXBjSdSorK7Fz50589913cHV1xfr16zF9+nQMGzZsUNezt7eHj48P0tPTqfgbpObmZhw/fhx79uzBnTt3sGDBAsTHx8PNzY3paDqrpqbmqdeuXbum+iBErrq6Gnv27MGxY8dgZ2eHhIQEzJkzB5aWlkxH01jBwcGwtLSEWCxmOoraoCeARO28+OKL8PPzw4cffqiwJ0OKmJ36z3/+E9bW1ti1axctXSqIi4sLhEIhnJycUF1dDZFIhBs3bjAdS6fExMTgq6++gpGREQAgIyMD8+bNow85aoLNZiMoKAgxMTEwMTGRH6iiHoL9Z2hoiA0bNqCqqgonT55kOo7S0RIw0ViJiYmoqanBd999p/BrP2t2alFR0XN/2Tk5OWHVqlV0OlJJever61muV6eZz9ps0aJF8nFlv/76K/Ly8piORJ7B0NBQ3kOQxWIhOzsbOTk5A/oQq6tiYmIQFRWF5ORknWhJRQUg0Uh2dnZYu3YtDh48iCtXrijtPn1np6alpeH8+fPPfOLIYrHwxhtvwNDQEHv27KH9akqip6eHgIAAcLlcmJmZobCwEFKplCZRKJGbmxuWLl2KI0eODHnLBVGNng+xISEhaG9vR0ZGBs6ePUtPbP9Cz8jOwsJC/PTTT0zHUQkqAIlGmjp1KqKiovDee++p5A2t9+zUhoYGiESiJ/ZEsdls+Pv7Y/bs2Thw4IBS2sqQJ+nr68v71enr6yM3NxcymYwabisYi8XCmjVr0NHRgf379zMdhwzQ8OHDweVyERAQgObmZkgkEpSXl9MH1D5eeuklTJo0SadGdlIBSDRSfHw8mpqacOzYMZXed+zYsRAKhXB2dkZ1dTVu3LiBt99+W96X69NPP8Xu3btVmknXmZiYICIiAmFhYejo6JBPS6DpFIrh7++PefPm4ZNPPsH169eZjkMGydbWFnw+H97e3rh58yZEIhEuX77MdCy1YGVlhfXr1yMjIwMZGRlMx1EZKgCJxhk+fDj+85//4NixYygvL2ckA4fDgVAoxFtvvfXEaeFffvkFQUFBjGTSdRYWFoiJicGkSZPw4MEDpKeno7S0lJ50DIG+vj4SExPR0NCAr776iuk4RAGcnJwgEAgwbtw41NbWQiQS6XxhP2fOHHh4eGDbtm06tVeS2sAQjePl5YWuri5GP71evHgRGRkZT7WKcXV1hbOzM0OpdNuDBw9w6tQp7Ny5Ew0NDZgzZw4SEhLg5eXFdDSNFRoaCnNz8yH12STq5fr16zhw4AC++OILmJiYYNWqVXj11Vdha2vLdDRG2NnZwd/fH1KpVKeKv4HQZzoAIT04HA5++eUXtLW1MZqjrq4O7e3t8rYYwJ9FyO3btxlMRe7cuYOvv/4ajo6OEAqFeP3112lawiD0HCI4e/Zsv8csEs1x+fJlXLlyBb6+vuByuXjrrbdQWloKiUSiEydge/D5fDQ3N6OoqIjpKGqLngAStWBsbAxXV1dcvHiR6ShoamrCli1b5IdQOjs7sWnTJjx69IjhZAQAGhoa8Nlnn+Hzzz+HoaEhVq5ciddeew12dnZMR9MIU6dOBYvFglQqZToKUZLu7m6cO3cOO3bswA8//IDx48cjMTER06ZNg6mpKdPxlM7Z2RkcDgdpaWl0Ovpv0B5AohZ8fX0xf/58fPDBB3jw4AHTcQD8+Sbi4+OD0tJSak6splgsFnx8fMDj8WBlZYWysjJIJBLcu3eP6WhqydraGuvWrYNUKkVmZibTcYiKGBoaIjw8HBEREeju7pb3EPzjjz+YjqYUb7zxBoyMjHS2bVd/9wDSEjBRC97e3qivr1eb4g/4cymYlhbVW3d3N8rLy1FZWYkXXngB0dHR8PX1RX5+PjIzM3Wm7UN/8Xg8tLa2Ijc3l+koRIU6OjoglUpRUFCAqVOnIjo6GpMnT+53I3xNMn78eLi4uODgwYM6WfwNBBWAhHFsNhvjx49HVlYW01GIhurq6kJ+fj5KSkrkTzqCgoK0/knHQDg6OsLPzw8nT56kvw8d1draih9//BF5eXmIjY3FjBkzEB4ejrS0NFRUVGh8wcRisSAQCFBbW6vUQQLagvYAEsa5urrCyMiIJhGQIet50rF161aUlJQgOjoaSUlJCA4Ohp6ebr/dvfjii2hsbERJSQnTUQjDmpubceLECezevRu3bt3C/PnzsXr1ari7uzMdbUj8/PwwevRopKamMh1FI+j2OyJRC97e3rhz5w6dsiUK09raih9++AHbt29HTU0NXn75Zaxbtw4+Pj5gsfq1PUareHp6Yty4cUhNTdX4pzxEcW7duoXDhw9j3759+OOPP7BkyRIsW7YMY8aMYTragLHZbHC5XFy4cAH19fVMx9EIVAASRrFYLHA4HHr6R5SiubkZx48fx0cffYQ7d+4gLi4O8fHxcHNzYzqayujp6UEoFKKmpoYmRJBnqqurw/79+3Ho0CEMGzYM8fHxWLhwIWxsbJiO1m/BwcGwtLSEWCxmOorGoD2AhFFjxoyBubm5WrR/IdqrsbERhw4dgouLCwQCAZYuXYrq6mqIRCKtP+EdGBgIOzs7HD9+nOkoRM1VVVXh8uXL8Pf3B5fLxdq1a1FSUgKJRKJWB/T6MjQ0RHR0NEpLS2klaQCoACSM4nA4aGlp0fmRRUQ1rl69in379oHD4YDP52PNmjUoLy9HWloa7t69y3Q8hTM0NASXy0VZWZnWF7pEMbq7u1FaWory8nKEhIRg6tSp8PPzw5kzZ5CVlaWW/VDDw8NhZGQEiUTCdBSNQgUgYRSHw8GlS5doXxJRqYsXL6KqqgoBAQHgcrlYt24dioqKIJVK8fDhQ6bjKUx4eDhMTU2RlpbGdBSiYbq6upCXl4fi4mKEh4cjPDwcL7zwAmQyGfLy8tTmJPmwYcMQERGBgoICnZp0oghUABLG2NjYwNbWFj///DPTUYgOevz4MYqLi3Hu3DmEhoYiKioKAQEByM3NhUwmQ3t7O9MRh8TMzAwRERHIy8tDc3Mz03GIhmpvb0d6ejry8/MRHR2N2NhYhIaGynsIPn78mNF8U6dORXd3NzU2HwQqAAljOBwOOjo6UFNTw3QUosM6OzuRnZ2NwsJCREZGIiwsDMHBwcjMzERBQQE6OzuZjjgosbGx6Orqov6aRCF6Ttb39BB8+eWXERYWhrS0NFRWVjKyimNlZYWQkBBkZGRQ0/dBoAKQMMbb2xtXrlzR2F+wRLu0tbVBLBbjzJkziI2NhVAoRFhYGCQSCUpLSzVqm4KNjQ2CgoIgEonUcs8W0VxNTU04fvw4cnJywOfzsWDBAjQ0NEAkEqn8w3xsbCwePXpEk20GidrAEEaYm5vDycmJ2r8QtfPw4UOcOnUKO3fuxPXr1zFnzhwkJCTAy8uL6Wj9JhAIcP/+fZw5c4bpKERL3bx5E4cOHcKnn36Krq4uLF26FEuWLIGjo6NK7m9nZwd/f39IpVJ0dHSo5J7ahgpAwggvLy90dXWhqqqK6SiEPNOdO3dw9OhR7N27F62trXj99dexYsUKODs7Mx3tb40dOxbe3t4Qi8VaNeOVqKeek/WHDx+GhYUFVq9ejbi4OIwcOVKp9+Xz+WhubkZRUZFS76PNWP1d1rC2ttac9Q+i9hYtWgQ2m43//e9/TEchpF/c3d0hFAphb2+PS5cuQSQS4datW0zHesqqVaugp6eHjz/+WKOWrYnmY7FY8pP15ubmKC4uhlQqVXgPQWdnZ6xcuRLHjh1DeXm5Qq+tDZqamvo17oj2ABKVMzIygqurK53+JRqluroaNTU18PHxAY/HQ0JCAsrKyiCRSHDv3j2m4wEAJk6cCCcnJxw4cICKP6Jy3d3dKCkpeaKHYEBAAPLy8iCTyRS2H1UoFOLXX39FRUWFQq6nq6gAJCrn4eEBfX19mv5BNE53dzfKy8tRWVmJoKAgxMTEwNfXF/n5+cjMzGT0JCKbzQafz8elS5dQW1vLWA5COjs7kZubi6KiIkRERCA8PBzBwcHIysrCmTNnhtRD0NPTE2PHjsXBgwfpQ84QUQFIVM7b2xs3btxQm6cmhAxUV1cXCgoKUFpaivDwcERERCAoKAjZ2dnIyclhpElucHAwrK2tcfjwYZXfm5BnaW9vh0QikfcQ5PF4CA0NRXp6OkpKSgbcQ5DFYkEgEKC2thZXrlxRUmrdQYdAiEqx2Wx4enrS0z+iFTo6OiCVSrF161YUFxcjOjoaGzZsQEhICPT0VPf2amRkhJiYGBQXF9MsVKJ2WlpacPr0aWzfvh1Xr17FrFmzsHbtWkyYMGFA1/Hz88OoUaOQmpqqpKS6hZ4AEpUaN24cjI2NqQAkWqW1tRU//vgj8vLywOVyMWPGDHmT3PPnzyt9qSoqKgoGBgY0C5WotaamJnzzzTeQyWQQCARYuHAh6uvrIRKJ8Msvv/zt97LZbHC5XFy4cAH19fUqSqzd6AkgUSkOh4OmpibcvHmT6SiEKFxzczOOHz+Ojz76CL/99hvi4uIQHx8PNzc3pd1z+PDhCAsLQ05OjlbNMSba6+bNm/jiiy/kh5WWLVuGxYsXw97e/i+/Jzg4GJaWlhCLxSpMqt2oACQqw2KxwOFw6Okf0XqNjY348ssvn2qS6+DgoPB78fl8tLW1QSaTKfzahChTbW0tPvnkExw5cgSWlpZ48803MX/+fIwYMUL+Z9hsNoYPH47o6GiUlpbSFgcFoj6ARGUcHR2xevVqfPrpp7h69SrTcQhRGQ6HAz6fDzs7O1RUVEAsFuPu3btDvq6DgwPWrFmDlJQUFBYWKiApIczQ09OT9xA0MzNDYWEhPDw8sGrVKpiZmaG2thYzZ86k1aN+6G8fQCoAicrweDwEBwdjy5YtAz79RYim6/kFFxsbC3NzcxQVFUEqlQ5p2faNN96AiYkJPvroI/o3RbSCvr4+QkND8eqrr2LWrFlPfG3v3r3YvHkzQ8k0BzWCJmrH29sbVVVV9IuK6KTHjx+juLgY586dw+TJk+VNcnNzcyGTydDe3j6g602YMAEuLi74/PPP6d8U0RqdnZ3Izs5GTEzMU1+LiIhgIJH2ogKQqMSIESNgZ2dHG3iJzuvs7EROTg6KiooQGRmJsLAweZPc/Px8dHZ2PvcabDYbQqEQVVVVqK6uVkFqQlTrwoULT71Gvf8Uiw6BEJXgcDjo6OigX1aE/J+2tjaIxWJs27YNlZWVEAgESExMRGBgIFisv1/BCQ0NhaWlJY1TJFrr1KlTT7Q1qq+vx4cffshgIu1DewCJSqxYsQKtra04cuQI01EIUUsjR44Ej8eDj48Pbt26BbFY/MwT86ampkhKSsK5c+fw/fffM5CUENXx9fWFpaXlkEfI6RI6BELUQkhICOLi4uDt7Y3k5GTq4E7Iczg6OkIgEMDNzQ3Xrl1Damoq6urq4OLigqioKNjZ2cHY2Bjbtm1Da2sr03EJIWqGCkDCOIFAgK+++ko+Euvu3buYMmUK9XEipB/c3d0hEAjg4OAAIyMjLFiwAPr6f27bzsvLw/Tp0xlOSAhRR/0tAGkPIFGalStXPjEPdcSIEZg3bx6DiQjRHNXV1di7dy+OHj2KmTNnyos/AJgyZQoCAwMZTEcI0XRUABKlMTQ07NdrhJBn6+7uRkVFBYYNG/bU15QxVYQQojuoACRKc+jQoSf+d0tLC06cOMFMGEI0WN+9sw8fPkRWVhYzYQghWoH6ABKl+fbbb9HW1oa5c+fi3r172LdvH65fv850LEI0TkJCAn7//XfExsaitrYWmzdvxoMHD5iORQjRYHQIhBBCCCFES9AhEEIIIYQQ8kxUABJCCCGE6BgqAAkhhBBCdAwVgIQQQgghOoYKQEIIIYQQHUMFICGEEEKIjqECkBBCCCFEx1ABSAghhBCiY/rdCJoQQgghhGgHegJICCGEEKJjqAAkhBBCCNExVAASQgghhOgYKgAJIYQQQnQMFYCEEEIIITqGCkBCCCGEEB1DBSAhhBBCiI6hApAQQgghRMdQAUgIIYQQomP+Hx30FA/OQsEfAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spider_graph = mm.consolidate_intersections(\n", " graph_undirected, tolerance=30, rebuild_edges_method=\"spider\"\n", ")\n", "fig, ax = ox.plot_graph(spider_graph)" ] }, { "cell_type": "markdown", "id": "fe401fe4-8cf3-4fc3-b467-0a4fe5a3bf92", "metadata": {}, "source": [ "3. `euclidean` reconstruction: Edges are ignored and new edges are built as straightlines between new origin and new destination. This method ignores geometry, but efficiently preserves adjacency." ] }, { "cell_type": "code", "execution_count": 8, "id": "6c8be0e1-55b5-4122-a4fd-0b1d190518be", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:46.621883Z", "iopub.status.busy": "2024-06-14T22:02:46.621778Z", "iopub.status.idle": "2024-06-14T22:02:46.678636Z", "shell.execute_reply": "2024-06-14T22:02:46.678386Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "euclidean_graph = mm.consolidate_intersections(\n", " graph_undirected, tolerance=30, rebuild_edges_method=\"euclidean\"\n", ")\n", "fig, ax = ox.plot_graph(euclidean_graph)" ] } ], "metadata": { "kernelspec": { "display_name": "pysal", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }