{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Step-by-step Tutorial\n", "\n", "This tutorial demonstrates how to use the UXsim package to simulate traffic scenarios and analyze the results using Python in a Jupyter Notebook environment." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple Scenario Example\n", "\n", "First, import the required module." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": false }, "outputs": [], "source": [ "from uxsim import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario Definition\n", "\n", "First, we will define the main simulation world `W`.\n", "The simulation scenario is defined by creating an object of the [World](https://toruseo.jp/UXsim/docs/_autosummary/uxsim.World.html) class, which represents the main simulation environment. \n", "The constructor takes several parameters. \n", "The unit of time is s (seconds) and the unit of length is m (meters).\n", "\n", "- `name`: A string specifying the name of the scenario. This is used as the folder name for saving results. It can be left blank.\n", "- `deltan`: An integer specifying the simulation aggregation unit Δn, which defines how many vehicles are grouped together (i.e., platoon size) for computation.\n", "- `tmax`: An integer specifying the total simulation time in seconds.\n", "- `print_mode`: An integer (0 or 1) determining whether to print information during the simulation. Usually set to 1, but recommended 0 when running multiple simulations automatically.\n", "- `save_mode`: An integer (0 or 1) determining if visualization results are saved.\n", "- `show_mode`: An integer (0 or 1) determining if visualization results are displayed. It's good to set show_mode=1 in Jupyter Notebook, otherwise recommended 0.\n", "- `random_seed`: A random seed for reproducible experiments. Set to None for non-deterministic behavior." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [], "source": [ "W = World(\n", " name=\"simple_demo\", # Scenario name. Can be blank. Used as the folder name for saving results.\n", " deltan=5, # Simulation aggregation unit Δn. Defines how many vehicles are grouped together (i.e., platoon size) for computation. Computation cost is generally inversely proportional to deltan^2.\n", " tmax=1200, # Total simulation time (s)\n", " print_mode=1, save_mode=1, show_mode=1, # Various options. print_mode determines whether to print information. Usually set to 1, but recommended 0 when running multiple simulations automatically. save_mode determines if visualization results are saved. show_mode determines if visualization results are displayed. It's good to set show_mode=1 on Jupyter Notebook, otherwise recommended 0.\n", " random_seed=0 # Set the random seed. Specify if you want repeatable experiments. If not, set to None. \n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, the nodes and links of the network are defined using the [addNode](https://toruseo.jp/UXsim/docs/_autosummary/uxsim.World.html#uxsim.World.addNode) (to add [Node](https://toruseo.jp/UXsim/docs/_autosummary/uxsim.Node.html#uxsim.Node) object) and [addLink](https://toruseo.jp/UXsim/docs/_autosummary/uxsim.World.html#uxsim.World.addLink) (to add [Link](https://toruseo.jp/UXsim/docs/_autosummary/uxsim.Link.html#uxsim.Link) object) methods of the World object.\n", "The addNode method requires the following parameters:\n", "\n", "- `name`: A string specifying the name of the node.\n", "- `x`: A float specifying the x-coordinate of the node for visualization purposes.\n", "- `y`: A float specifying the y-coordinate of the node for visualization purposes.\n", "\n", "The addLink method requires the following parameters (some of them are optional though):\n", "\n", "- `name`: A string specifying the name of the link.\n", "- `start_node`: A string specifying the name of the start node. You can also specify Node object instead.\n", "- `end_node`: A string specifying the name of the end node. You can also specify Node object instead.\n", "- `length`: A float specifying the length of the link.\n", "- `free_flow_speed`: A float specifying the free flow speed of the link.\n", "- `number_of_lanes`: An integer specifying the number of lanes of the link.\n", "- `merge_priority`: A float specifying the merge priority of the link during merging." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "W.addNode(\"orig1\", 0, 0) #Create a node. Parameters: node name, visualization x-coordinate, visualization y-coordinate\n", "W.addNode(\"orig2\", 0, 2)\n", "W.addNode(\"merge\", 1, 1)\n", "W.addNode(\"dest\", 2, 1)\n", "\n", "W.addLink(\"link1\", \"orig1\", \"merge\", length=1000, free_flow_speed=20, number_of_lanes=1, merge_priority=0.5) # Create a link. Parameters: link name, start node, end node, length, free_flow_speed, number of lanes, merge_priority during merging\n", "W.addLink(\"link2\", \"orig2\", \"merge\", length=1000, free_flow_speed=20, number_of_lanes=1, merge_priority=2)\n", "W.addLink(\"link3\", \"merge\", \"dest\", length=1000, free_flow_speed=20, number_of_lanes=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the traffic demand between origin-destination (OD) pairs is specified using the [adddemand](https://toruseo.jp/UXsim/docs/_autosummary/uxsim.World.html#uxsim.World.adddemand) method, which add appropriate number of [Vehicle](https://toruseo.jp/UXsim/docs/_autosummary/uxsim.Vehicle.html) objects.\n", "It requires the following parameters:\n", "\n", "- `orig`: A string specifying the name of the origin node. You can also specify Node object instead.\n", "- `dest`: A string specifying the name of the destination node. You can also specify Node object instead.\n", "- `t_start`: A float specifying the start time of the demand in seconds.\n", "- `t_end`: A float specifying the end time of the demand in seconds.\n", "- `flow`: A float specifying the demand flow rate in vehicles per second." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "W.adddemand(\"orig1\", \"dest\", 0, 1000, 0.4) # Create OD traffic demand. Parameters: origin node, destination node, start time, end time, demand flow rate\n", "W.adddemand(\"orig2\", \"dest\", 500, 1000, 0.6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can check the network shape by using `W.show_network()` (Note that the plot uses left-handed traffic rule). This scenario is a simple Y-shaped network. It may cause traffic congestion due to merging." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "W.show_network()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulation Execution\n", "\n", "Once the scenario is defined, the simulation can be executed by calling the `exec_simulation` method of the `World` object.\n", "It first show the summary of the simulation setting, the following information is printed during the simulation to see the progress:\n", "\n", "- Current simulation time\n", "- Number of vehicles in the network\n", "- Average speed of vehicles\n", "- Computation time taken for the simulation steps so far" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "simulation setting:\n", " scenario name: simple_demo\n", " simulation duration:\t 1200 s\n", " number of vehicles:\t 700 veh\n", " total road length:\t 3000 m\n", " time discret. width:\t 5 s\n", " platoon size:\t\t 5 veh\n", " number of timesteps:\t 240\n", " number of platoons:\t 140\n", " number of links:\t 3\n", " number of nodes:\t 4\n", " setup time:\t\t 2.55 s\n", "simulating...\n", " time| # of vehicles| ave speed| computation time\n", " 0 s| 0 vehs| 0.0 m/s| 0.00 s\n", " 600 s| 100 vehs| 17.5 m/s| 0.08 s\n", " 1200 s| 25 vehs| 20.0 m/s| 0.16 s\n", " simulation finished\n" ] }, { "data": { "text/plain": [ "1" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "W.exec_simulation()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simulation can also be run in steps by specifying the `duration_t` parameter of `exec_simulation`. This allows intervening in the simulation at intermediate points. This is for advantage usage.\n", "For example:\n", "\n", "```python\n", "while W.check_simulation_ongoing():\n", " W.exec_simulation(duration_t=100)\n", " your_intervention_method()\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Results Analysis\n", "\n", "The [Analyzer](https://toruseo.jp/UXsim/docs/_autosummary/uxsim.analyzer.Analyzer.html) class accessible as `W.analyzer` is responsible for analyzing the results.\n", "\n", "A summary of the results can be printed below. Delay ratio is the ratio of delay time to total trip time, with a value close to zero indicating smooth traffic (when the shortest route can be traveled without congestion) and a larger value indicating congestion (when the shortest route is bypassed or congested)." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "results:\n", " average speed:\t 13.8 m/s\n", " number of completed trips:\t 675 / 700\n", " average travel time of trips:\t 142.7 s\n", " average delay of trips:\t 42.7 s\n", " delay ratio:\t\t\t 0.299\n", " total distance traveled:\t 1416875.0 m\n" ] } ], "source": [ "W.analyzer.print_simple_stats()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulation results can be output as `pandas.DataFrame` objects by using the following functions. Note that the value `-1` basically means undefined (e.g., headway when there is no vehicle in front)." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " name dn orig dest t link x s v\n", "0 0 5 orig1 dest 15 link1 0.0 -1.0 20.0\n", "1 0 5 orig1 dest 20 link1 100.0 -1.0 20.0\n", "2 0 5 orig1 dest 25 link1 200.0 -1.0 20.0\n", "3 0 5 orig1 dest 30 link1 300.0 -1.0 20.0\n", "4 0 5 orig1 dest 35 link1 400.0 -1.0 20.0\n", "... ... .. ... ... ... ... ... ... ...\n", "4207 139 5 orig2 dest 1090 link3 600.0 225.0 20.0\n", "4208 139 5 orig2 dest 1095 link3 700.0 225.0 20.0\n", "4209 139 5 orig2 dest 1100 link3 800.0 -1.0 20.0\n", "4210 139 5 orig2 dest 1105 link3 900.0 -1.0 20.0\n", "4211 139 5 orig2 dest 1105 trip_end -1.0 -1.0 -1.0\n", "\n", "[4212 rows x 9 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#overall\n", "df = W.analyzer.basic_to_pandas()\n", "display(df)\n", "\n", "#OD-specific traffic situation\n", "df = W.analyzer.od_to_pandas()\n", "display(df)\n", "\n", "#MFD\n", "df = W.analyzer.mfd_to_pandas()\n", "display(df)\n", "\n", "#link-level\n", "df = W.analyzer.link_to_pandas()\n", "display(df)\n", "\n", "#within link\n", "df = W.analyzer.link_traffic_state_to_pandas()\n", "display(df)\n", "\n", "#vehicle-level\n", "df = W.analyzer.vehicles_to_pandas()\n", "display(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also save these results to CSV using" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "W.analyzer.output_data()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualization of Results\n", "\n", "Several visualization methods are provided to confirm the simulation results.\n", "\n", "#### Link-level\n", "\n", "Time-space diagrams (density and trajectories) of a link can be plotted as follows.\n", "Ones for consecutive links can also be plotted." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " drawing traffic states...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f709551e7a7c410ebc5d72a5a45cf7e0", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " drawing trajectories...\n" ] }, { "data": { "image/png": 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A+OZ7347v3fsgZmIJDHa24+NvuBCf/tXit3XFzu1o8/vwq0efhuJrxsc+8bdH5nKv14svffHz+OqX/xWyomHnydtx+ikn4gf/vTj3vedd12J2LohHHluUsb72lX/Fd77/0yNz+RVXXIEzzjgDLidw5Zsvg8ftxi2/XZzLP/fZv8Pd9zyAAy8dRqClGd/4t3/BJ/7+85AVip07S3M5ALznrVdh/oG78Oh8DADwf997Pf7jjnsQy+awsa8H15xxCm64/e7F33PxhdC6VpXm8n/8R9x1110YHn0abW2t+Nu/fzO++qXfQIAHZ555IYaGhnDjjTci45Txd+/86JG5XI3J+OZPvo0bbrgBmUwGmzdvxgnq+/C78c8ujs23vAXhPyl4Vl585p/+9Kdx3y/+EwciypG5/G+/+Ldot7Xj3HPOxapVq3Djr++ATdTw0Y9+ELt378bju16EzeHAd2/4Kr72ta8hlUmhY3Uz3n31BxbncsZwdffJyGxtxUMPPQQA+I/rv4XvP/mdI3P5B/+5E1/7h30AgAsuuAD7969BPL74DXzsYx/DQ3f/DCOzEjxeL774xS/iC//wRah2BSfuPBGnnnoqfvBfP4EA4N3vfjtCoRAeeOTPyJMi/vNr31qUy4NhrGvdgrf/9RWmcvniXN6Ez33uczq5/Gc/+xnqxqKmvnJ/AMZe+fcBAOte+f8HAHzW6r5q7Xs+5mGMMXbez89jk8lJ1nJDC/vJnp8wxhhLFBIsI2WOHC/HWHyMnfaT09jp/3s6+/P4nxljjH3nme9wr10OHLjlm0wp5LjHvrSQNb2eUMJ2jz3JPSbFfso0edK0jfi/jzNS1LjHfhB/wvR6RZXZzfd9nXvs12MjLFTIm7bx4l2UEZVyj2mH9pler8lFNnzPf3GPTe26mz38wL2mbTyUKjBC9X2glLLfPXOz6fVyoche/MN93GOZ3xxgJCubtvHv4VlGOX0glLD/Tf6b6fXZVJ7d8/PHuMcWfvUtphmMtXLc9d//we+DRtlzN71ken2MpNgt0gPcY9/dl2eSxn/P5fij9BB3v6pRdt+L5teTpMTkZxa4xx55YpY99NAjpm3cPTbM3U+LGit8f8L0eo2Ms6L6c+6xuCZzn/FS/Kea4rct5Vnk8ZtMry9q0ywmPcg99sR9eUt9+NrYHu7+uBxn3538jun1ubDKIgf5Y//rka9b6sNv71X4bcfjbO/v7zC9Xj58gOUfu9/w+COPPMKyUpH94hnz+a4awnvuYMXEXMW+u4Mv6s4joQRTH91f172M8ELsxywtz6xI20bQqMpuSX+KEUqqn1fU2MLtwWW776G5Yfb9+3+8bO29ikceeYTlIwV24KYR03O1QxKTb0wvex8YY2w6GmffuqdyLh0mCTZD9DLIr34aW5E+LAeSD93MSEEvz9BknNHf8Nft5UZifh8jGn8eMcMjjzzCiJpjSmG2rj5Ef/TvjOTN5TojJNOH2diUsSySIQX2YP6FI9uUUPbsjyrlgVyUsl0/qZT3nvnidMW2+lzlPf7rpR9WbD+3W2GElObtXzw/z+ZSxSPbTx54kO0Zebp0z5EFtnDbs0e2iUxZ8pFKWWQq++2K7W98I1Gxvffh71dsH7x5mNGyPjz5XIhlsqX3e//EY+yF0IEj24UQZYkD5muNFQDYzerQf44li+ACgP5X/t8PIHgU+yxjZ99OPD37NADgsw9+Fi8EX+Cel5SSCOaCsIt2fPuZb2MyOWn52lpA5CIcHp9uf4EyeERzV2aumEGTR+9GBgCqzkB0rDFtg8kUolsfmpCnCryCeXhgKDaJno513GNhqYgut3loHSUG4YGKDJiEtAFAPjINf/da7jGlmAHs5n1gADcMKlNMo9kbML0+HQwj0NfDPUbzKkS/+e8A+GFQUbKALls/5+xKLExG0be2k98HuQAbZ6wtBWOM24dsJI/mbvPrp2kQg7Ze7jGFAi6TkLRqiGWBjmbz82i0ALGL/84pBcQ6ZjgyWYBtrZXQvBHYxE2Gx83CA6tBic3A1WH+bUtkDm7bau4xxurrw0h+GJt8m03PK8QpvB3GD7yePiTnZtG6xvw5qNPjcAysr3rO7/ftwVXbT6q5L3I6BEYJ3K2rTM8leydh28GfM+tBSpmCKNjQ7OS/85XCk8Wf4WzP+7ghveWIP5JAx4Xty3JPxhh+/Mgv8NEL37cs7S3F8O8nsfmt/DXlSB8og3prFo7rzcNka8H/PPgYPnbJeRX7YqyIjiXh17kcgc/3+iR/lmeH4ehYBdGjD9/H3TcCV757xfsgZSNwegIQbebh7UZQ5QXY3brAKcso7H4S7uO2Q/RynoMFMEYxNXc71q15m+E5IS2BHlsp1DUXycLXVTk2Q/sYeneUhQfmCBz+6qkL+r4wiGXy6UJGQl9zKQxxKjSGtT0bj2znx8LwbSjJRlpcg6OjdE+NpmEvS39Y1GHMIZT1IZdX4feVgu/GU1NYHxg4si3FADdfNDrmOJZf6oMArhUWg1WvBPDIUeyzjP7mfrhsLpz6k1MhEQnnDZ7HPe+2g7fhp1f+FE+8/wl86KQP4faXb8fZa862dO1yYlTWMOQyH/TpfAItXn3s+CIYNwbYKqaUBAadRm2XMBceRn/XRsPj9QhQLJuB0GQuUWdD4/D3GAss9fRhITmP3lbziTU1H0RLHz/noF7MqKNY7RgyPW9hIoK+dfz8iHqRnMsisMpckJiiQQyIfAWrXoTTQLclBasIsdNcCTJCtQmejuVhW29FwToMm2CsYNXTBylqVcGahduCYm6EV3PFeBjOD2ODz/i7fxXFBIGbk1tiFRphhgpxcmYaravNlQltYQb2PuPzgsU8upta0OKpbcwwxhDdexc6d1xZsZ8wys/hS+chtJgbK462Dy8lf40TWldeYC1HigSRpwmscpxQ9TxpQYLNK8IRqF3ILcdvnv4drj31LXDYl6e9ckjjGjpPaIOdk8NZDvX2HBxX+SFwjIP14r69L+G84zfC46w0zEmMwLMkZ3HPrgJOOrX2+W6lwIiG/MFn4N16tv7Ywd3A4EYIPgsTej19oBSF9Dy8gdqNDu0BwO7sqlmeorKM/LOPwXfuZTX3YXr+TqzpezMEwXguDZMkeuytR7ZT03G0DlYaNEIvMXQfXxqvqZEiAhtKuVFMykIoy52yrOyUzXOpXBytTaX75sdD8K4vyUZqlMDRWRrDBTIBj61kAAuHCbq7ynLCKAUMVyJ+H7JKHs2ukrwixxlc5uLsMcGxVLBuBtAB4CUAN7FFZkCr+wyx+qHFj+nR9z2KwcAgfnHVL/CjK36EXR/ehV9eVeLGePR9j1Zc9+ZNb8ZnH/wszvzpmfj+ru/jmuOuAQDutfXiVXchDyMSwUaXeSpcqpBAi6/V9LxqfTDClJrAoMN8RC5ER9HXtYF7zMqywygzPjGXheA3n4DzkWn4ugZMzzMCYQxGDsNgch69FqzSmUgMzd21m0hkSuE0mMBn1FGscfCfcTmiC0l09unHA2Ns0WVh1odiHi43f6FOzWcR6DdXsKI0iS7BoA8WUGRFuAV9MjQARDNAF99hW3mvnALBrxe8KGWwomvnVAV+A88pmS5CHDQXZhhLQRT4ifNWEAFFl8FiqiQW4GwzV/opK3IJLjSVwW6BKGRWyqGfQxwDADPFGQx4zL85qjHYOPfK0Rx8ormSEY0zdLXz+5qLxeDvsPDNqSoEo/dJKQ6lE7h48xbzdgyQHn8GzYM7IS5JjI/JWXQ4K78ZlitC8Jt71I8W49k/Ym3TxbBZiDpYTjxU+AEu9H6i6jmMMiSeTKLt7OWRcBK5JA4tDOOsjactS3vl0GQCZZKg/0x+NMKroAkCOqPCtoM/V9WDvCzjycOjuHSbtTE5M6VgYPDYvncryO15EE0nX6wneFFV4JmHgLMvX/E+ZGNjaOoYqtnIyqgKtwuwOSwsPAZI//5XCLz1r2rugywnkCvMoS2wtep5CZJFa5knKDmdQOtApYKlSYDDW6YMDRfRuqk0H7HUPIRASd6JSlF0lrl+aDV5zQAkL1cQXKhxAkd7aW0rahPw2EoG8rExFUNDpfU7nw7C11Iy2lKVQrBAAFcOpgGihTXvWGDFSS4YY0Ov/EsAvHPJMUv7VgJnrzkbuz+ye6VvAwCQ0zG4W/RMVgAwrhBc0eLiHiuHokpwO/SLNWMqYMLMBQBkQYa9l3+fOTWFS/3mFviinOMyCMqEwCmaW65zCcBvsO6yQh6CBYYwqsqwcRiKNKW4yOglcy4qQ1KjaDX4YJO5BNp85oIBJYTLvEezsqXwwElFwlon/12kaBStorkgySg7wqpTDi0Vg73V/Prw9AS6DEKp5JwKt4XfwcC4oUKhAkWPx3xSjNA4ukR+GJGsAS6LkyRvMUtnZLQ0O5FJVr82XMij22cg/MsEAiek1ipUMDgsWEInmIq1Rt8wJVyWLKtIxghaq4TtvYqRQhobfQYhyKCwVbGmmmFcGcd6Z/WwPQBYiDD0dq1MiCEAPDE2jC0t7VxPUzkShx+FnJzn98FmR8+p1+n2TxSiGPBWjuXF8MDK0LOp3MOISgdw1JJLGeyCG0PNb9Lt3yfdgxltL4Q62jYCgYaNznPgFvVKeOT+KJi2aEygMkXglBYIS8KDKaX44u03wHGUoVvJfBJfuOqfdfvltIKDN4/C4av921ByKrw79f1hRQr5W0ngVfa1FIXrH/SGpGgmi+/88UE0uWtXvFKFAv728gt1+2UOA56qMtjtQsV3QBUJqUduheheXi/p0cLma4Gjk+NB/9MtwBuu0ytelCAVfAmCuHwiqM3hgYMjn6hSEIyas/kxpiEUA5aaN0kqgcRN/20p5M/e2QNHnz7iYHL2dhSkkOn1qprG8Rv+Rrc/Q/K4r7AbnleMKks95sV4Hp626vJTalzC+mtKcxRLLUDsKyn2U9kpDDaVDGnZHENzGbufrFE4jlrZYRVeX5nOwW276sj22JiKyy4t9TsTn0Rzx+CR7Vy4AF93Se5VFAKn4/UZIsvDsWQR/P8tMnOjaF7ND7GRLOZgGYEqkxCd5jH+ymgBjk38SVgDhaMOAWoql8WA33zySYeAFsOIsvrCHAuJBfja+4CF6hNpTCPocBj/1nqEOHUmA/sac+vXmCJhyGVs2a6nD9LMKNwD5uFc4elxrNpwXM33qYaJDMX6FvPxFKExDBrkDdWLWEJCR7vHVMGK5PPY3M43ftQLlVE4LAi7k0zDxSYlFmpFIkLR1mn+LkbzaVzXY64EGaGat25MGcMJruphZQAQjFAct772JYlRimpuy9lUAv0W8kSlxCz6zvwry/ctEgUhOY0z2ipDe+lCHLazKr+xiLQfp3Z80nLbVpGnSUyqu3FV05eXve1qyLyUhbvPjeat1T3ev3jiN7jq5Ddh57ody3Lfl28fxwnv2sClUj8aPProo7p9ys/ScH6gBWJf9bH4X/c/gs9ceTlavMv/7T5Dg9i5hPr+4P4iTthWeS9pfD98W8+Gq6/2b3elwCLzix7lVYO6Y9nYGPwd6+Fw1ZanZBWUFAGmwumtnmP3KgjRG1ZSt/0cbe/5Gy6VuhVkc5PQtAK2cBQnq/hz4QW82Xc6vKKxMb4ibC7I0LTEMUsVBltZiR6WjQL+0to3lZ3CBX0XHNlOphhaW0ptTiaKWNdWGn95KQuP6+gUe8ZIRehjMEjQ01vaTsemsG7bFUe2cwt5NK0qjZFoXEJHe8mgkZTSaHGVIp+sRo0cK/zlqIJ/wUjPjqDFQMGqF0Q6DJvL3PukDufh3LAyVq7xbAbrLeRPpYNAS/VojKqo9vHk4nPwtZmH98U0ig577cokq1JYSZtOw7HG/DlMyBLWGXiwrIBopCLxtBzS9Ajcqy2EGM5OorN/sOY+KEyF3cA+M5YmlhSsOEuhTQjU3AemEMDAmhWLFysmYiMkpSICLoOaLRZAWYZb/wpYrLdmFApajigj6ORMxYsKg3kfNJqGTeCPu2SUoNWCgpVQZbTzPMNUs+S9UnIMTj//t04oE1jrNBdwihLg9eh/sKYosFmoj0ciQdi6quQEWiD7qGWBfjh2CBd1HF/ZjqIBDlvdXjfLfSj8ABf7qofvLTeoQpEbzpsqV5FMFNOxuWVTrqIHE2hZ01S3csUDGVUg+ERT5eqJw6PYNtC/IspViObhhR3NS0JAD70k4bgTKr9RJTgJZ+/yk6gsC+75DfAmfTCSKufAgBVXrhhjUKU52N2156YWD+yBc2CoZuWKMYbxmVuwfuD6mvtwWJnFGkdXVeVqKYL7GHq3l+Ye7rzGGISyyKOYFEeHu6RwpdIUgUBpTh+NFTDUUfI2TYfGMdhTMiop8SwcrfXldCnFFFxlRGPZ+Rya+kpyazQuobNsXR9PTWOojOBCywH2lR1WR4WGgnUMUIjOw9uhF/6tDkBFk+HgFMMDACqPwOYyV960sAxbj76NxeR2cyEgnYuh2ccP55rKZbG2yTxnR84Dbr/+XmaW5yPXp6NwNfPD34rJELyt5tqbTBncHOVEJSrsFkKxcvEk/O38MEISysHWa/51FxmFlxNSWaR5uDh5NEsRnU+is5/fByU6D2eXBXYzosLBUfLkvAqn1/w5zNEI+kU+yUZUouh0WygQzPihZzmJwWdhLaGxIsQOvoBTLBJ4PeZCuRGjJAvLELvMO0HZMGwC//ujYKbhaK+CJ4ir6QgcLeZkKosEF3xPoKYxOJy1C/lTxUkMegZNzyvGCTxtfEVMZSqcdeQLpRcW0NJrnoemTY/DsYYvbCqaBodJEXQAUHMxOJusezRni3G02L1oXhK+TV+ehe24ylAhlRZgN8g5rAdT6m602wbgF1fGE2uE2MNxdFxgHlL9n3/6b/zD5R9blntSjWLmsQUMXmQ+xx0tGGNQb8rA8a7qRjJF03DPC/tx9SknLnsfKGPYQyM4Waz87hljIIRVFPZllACCcMyU+KMB2/UIsOMMCEuMV4wxZGNjaO4wJ3KqF0SJwu7sqDkyhmkqco/+Ef5LrjQ/2QCzwfuwqucSiGJtBC0aI9grjWNnFRlPLaqwLcnjjxxi6DyujHlvVoF/9dL1TC9/lo8lWWZwlxXrHY8XsL69JJ9MhkextqdkzM2Ph+EbKo1bkqGwN5cRWCzxXlkBkQnsntJviyckdLSVKVjJKaxvXcIg2PH6+R4aCtYxATtSlbocQY2it0q42qtI5xNoMVBuGM1CsFlj5+FNxCEtg167+fXzkRH0d/M9ZRIhcNeRJ4JCHoKF+OZcaAJ+A2sdpaQuatZIOoRu4/jFI0gthBBYxVfkGGVHnZBZjjltHKsdFnJVJiNYZcQgyPhjTX8aX7lPzWfRaoHgohpFO1BfmGMkDXRbMBjWyyBYDWSiAHG9uceXsJG6GASrQY7NwNVZP0V7PRjJj2CTz/z3FeIE3o7aPcPVkJybsUbRPjMBu0Fe4WQ8irUWSDIK4VF4u809wABAGcXTiTGc2aYXFsnoAsQNlUphTHoZHe7jdefWA8I0PFe8Gae7jy2joBSSITpFONuqK86PHX4K21ZvQcAgv+9oMXrPNIbeNLAiSoX6hxzsV/ghmOR+/vihJ/DhC89ZkT7spVFsFztgW9L25LiCtesrBWR5dgSuFYqMqQdMKgKHXoRwkp5RsJCeh6e5t8JzsiJ9YBqoloXNUTsxWPrO36DlynfU/J4VNYN0dhidbTtr7sMjhX24wLu9ah9SMwkEBioNHUQF7GXKUXh3Dt07S+sZI5ruHZgZ/Isqgc9ZumYuMoX+zsEj24WxEHxDJdlIjRE4yqInJDIHl1jyJkoShesojX8aYbDbS/LNbDaI1U2leVaOMbiPrZ2pKho5WK8hhiWCTRYo2lP5BLosCP+1YFJNYNDCJDQfHsG2jeevSB9YNgNYomifQM+Oi1akDwsJixTtCyEMnXVqzfepNonNqKNY5zAXwOYnIth8srWYch5olTDH1FwW3ZvNrdLTJIjT7dWZjqr2gVFDz2k4DWyyUIaExoqwb6m91o5GKWwG1k06nofjEnOBnLBJOMW319wHiTG4DJ6DHJ1GYPslpm0oNAInx5to1UOe1VT4DIwTw/lhnNWqF5R0fchRODne6WrvuRy5PIOPEx4IAMnZOQycfIppGzSdhBjgj93RaBhnrB3CganZqm0UY1NoXmt8rwOZWUhEBQDMS0mc0TqkI3phdJHJc6mxJSodwIZma9bwoPYyZtUDpufNavtwluf9+j4QhvTeDEBXJichP1ZA39v1a9JMbA5PjTx3ZPu58d34zru/oTsvM5tDYjR9VPekhEIramgZ0BuAtD0S2Jx2VO0BQOshL9R0DmAMdEyF82p923unZjEaCgMAZFWDRgiGevTf2zTNIM1MWJaqgAFIMgkn2fRt73m+gDddWamkylMH0XzWWyrbePlFIHpUpUOXH8P7gbe+X7ebEhVKIYHWvm26Y0TLgZH8snWBqGk4vHrmU1rIIf/0w4bXeQ69jKyWAVNV0GIBzgG98SSWfBGF4oJpH2LJF7BlSJ93VaAyDsiTptdrICCg6Lbr5bOFF2eRDWUAAJGXgzj+yu1HjvHm/cTBAta+uaydbARoKo0ziUhw247Ou64RtSKyqjiXgLssskaNaPCeUDIKFMkEPPaSgXxyUsPadSUVRJXzsDuPzmBKGYWtTFFUs4B9ZUrV1YSGgrXCIKoCwUh4kTVcaYFBMFtMY32PeaFPI9CiMRvalJLAG5vMyQ6iyVl0tuqtyFaFOLXI4DD4flkuA9GCdVlOR+Bu4QmS1oS4AqWGhCKhdBBbB3aYtiFlc3A36b1tjNCKYnhGiBINHQbjYU6dwDneK7jHylHMyfA26UPjqKpAsFArJhUJorWbH2KTCeex4Txz4gkJCjyCfuwWNQa3hQLDCZZCmxjgHkvmgYCVdEFCIdj1CpIka3C5zL14sWIBHQY5FDQiQ+i2EKfINAiC/pkTxiBaGJNTTMWAAYMgKWRg9wXM+wDKDYPJZxn8zebPYayQxgYv38CR0TJosUhbzLOyLmgL6HOYa8sLEYreLv7z0mQJDo+FXBeDwtkAkMzn0e4z95KzKp7wlJrHbDGBkwODAID1vi60OfVt0qkwxLX60E6JpuCxW6Mvf6Z4E87yvNf0vCHnmWjj1D+LP5GAu9e1bLWolqJpSxOXKfBbf/wBPn7Jh47Mx1eceJnunRCFYPTuKWy4cvCo7+vv0QtgdE6F9kQBjiuPPvmiUFQgbl0UEu1v0E868WwOd+x6Ae8594wj+wY79UadOCtikmVwggErqlVsgf76VFKDpjJ4ywoMM8YWvRBl8z2jFHj2IeAy4wK1xwQnnAKhTb+eZ6KjaOrUe4cZ1aDJITjqKO67FKIjAJGTs5S89afwn30xBIMSJWqqANemRcOho1f/XeULcwjHnsaaPj2L51J0tZ8GF6cg0/2F3djp2gAnZ91Yig6bfu5NzSYw9/w0Nly2KLd1n9CLlv6S8pSeAQKrl3ybKoOtLF+ZxacglLH1zWRnsaaptO7LSmVoOU/OY0tDDJdEz5Acha0sL7dIxtHtKI3NsdFKivZMfArN7aU+yRmlIs+ylpyu1xoNBWuFkQtOoql3kHsspFL0cgTEpWCMQuS41KmWgGAz9z6pYwU4hwxqHtEiWm0W6NEZhcgJPYvJEjot0NSmw0CzUTqJZly7Zil4H4+UicPVbL6wxVRjggtFleE20gAt9IEEc7D1mC/w43IRQxxSBQDQoMDJUVqsQp6fhKvP3LMVnh5Hj0EoFSV8+nermMwQDDaZXx+hMXQZ5IwY5UVZRTwhob3V/F2G83l0VwlNrYtRklE4LFw/yTRjivY6kYgQSwyCI4U0djTVJxgaYVQZxQanechdMMKwef1rG7HOWPXaafszczitdT3aOUpVOehL07BfWnt+TpFm4BFb0G23Fqq4FGpSBS1S+Dcd22zvXz/1W1x/xjXY1Fs9v2bkzilsfMtaNK1aHtIl5RcZuP6pFYL76MePPKPBts547fnB/Y/gH990CQI+4zWSMYbnSAiX2gZgr4MJ1wh33p7Gte8IVOzTYgtwLM3rHjsIbDkZQl/tdSJXCkoxBZvdBTun1IwqzcLpWQNBXNn6XtLwS7B39sK1wbjmmDY+Dedq/hrKGMPo9E3YuvGTsNlqW6cnlCC6bQGsdhiE+JuAMYb9t+zBWX9/AWxO/roR3MfQu2OJcrRkXmOJOYhrS7XlpnNTGPAPHtlOpWgFg2A0r6LDV3o/lPKNektRvoZqNAu7WFIYJyZUXHhRaTxkYpNo6y1F8GTnc/CXEVyksypamkt9sErA9FqikYO1wqhG0Q7UJ8RReRg2l7lnSx0twLFxZXJVxrMZrLNQIDgdAgIrE+WIfGIe/nYrDIIEHStUQ0GdycA+YIGiXZawoQpFez2wTtE+hm5O6INVVLMkTWQIhixRtMfRWYe1t1of4q9QtJv2oZBHl7d2IW+xZB9/PCkwLiZdjmmmYdCCJdO4DxoA/vNORAnauszfxVQhi3Uea3mcPFCNQTTwWo4pY5YUrGiCobONQzZilc2xWIDg4c9xkqrCZcGzq6RDcDYbE+UklJypcgUATFIguCuFRZlk4eTUkOLhkPIgtjjNQ0ONEHs4jo4LV0ZhNkI8m8BIaBxnbKgeypkL5sEYWzblSn0gD/s5npqUKzM8OzqBTX09VZUrADjEEtgstq2IcnVgbxHrh1zw+Sq/4+LYi3BvWKLE73sW2H76svehXjDGkItPwt+uz58mWhaC6Fpx5YoRguyf7kDzG6+tuY2FyMPo6Ti7ZuWKMIrnpMM4vY48zPEHD2PdeRsMlSsAiI0wdJSJAZkJGS3rlpKNkIocrOnsTIUHK5lmaC1jEBxbwiAYTs6jp7Ukc1FVg2DKzlw5lxeKDL4yr2w2OYemtlIfdBTtsWIFg+BsJojVzSWvJ1UZXm/6VkPBWmFk5kbQ3F+bJRJY9BwZmVWJfBiiBYp2ZawAx/raFSyNqLAbhM1MZDNYZyV/KgocBTmXDkSVIRowKebjc/BaoGhPaRQBjneGMaZ3d3OgShIcLn4ftBlrFO0LmoJejrBnVZDMZ4rwNvG9M9LMKNyrzRWnTCKKpjb9y6CE6cJ+eEiyLAIG1OSTGYLBZvNZrsiK8HEYEwllsNAFsIwCoZn/LhJJCa0B80VQJhrcnILRTCKA03xqpGwGomDA3scY7BZCBGUwuHkeUbkAkUObrruehuAyIBvJpij8LeZ9UBmFg+OdTqpJBOzmRoNigsDTxn9eUS2KDpv5h88YuKUHiqkUPIGA6fXa7CTsBpbn8VgE6zvNLcbVCC4kosJlgQmMRtMQOvXPLCYfRKfL2HJejll1P1bbt5ufyEH2YBa+DV6IFkJklxPf+dOP8I9v+HjVcxhjGP7DFDZdVXv+aEV7eQryvAT7ectvPFQ1gjt2vYjrzqhOUCAxDXM0h3WitTDao+qDyvDc03mcdZ5eGaXFHGyeJQq7XISwQsa7epBPTMHXpicmYYxBk0Owu1bI8lqGzL2/RfMbr7FEAMWDphUQS76Ans6zau7D48UDOMezteboDCUnI3woiP5TB6ueRwkglrFNhp/PoWtnOX26PgdboUpFDlYmy9DcVGpjLF7AhnIGwdBoBUV7cToGz0BpnqcqMyWLWQpGtYrw7EK0CG9HqU/RuISujnKK9qkKinY5AbiOrV3JFA0Fa4WhSQU4lk6EAIqUwWXhQ8tLGfjdfMGdKjMQnebsWkwiED16obdAFXgsWM/D8Sl0l8XGliNULKLHQn7E0o/+SN8UBbAQHpiPTMHXxQ99UAoZOL3mC5xR6FmmmEGzx/z61EIYLb38OEeaUyA2WbNs8byWUbKADpuFXJXJCPrW8vPVqJSHzQIbo1EfctECmiyw8k3TIAZF/qIoU1jKwTJCLAu0W0hSpdGCIYMgpYCtjjBHOlWAbdD8ORA2Apu4Mt5pJTYLZ4eFXLgqFO319mEkP4yNlhgEKTztK1O8Ozk7g9Z+8+egVqFoH42EMdRpge4+MQt3G/9eh7Lz2NJkofzBi+Ow7dD3IyodRIfbXMEiTIUoiDU9M6pQZA/n0bytdm9kLXh6dBc2921Am796uPrckyGsOq0LNufymJmVn6Xh/ODyKzYA8NNHnsQHLzjL9D08Q4M4swqbaj34451pvOHKZn0OWy4FcQkrIwvNAj0rU7S9HhBNhqbk4fLqc5E0OQi7q2fFc2a0eBRaPFo1NNAMo1M3YuPge2q+PklyKFAJ/Y7arcx7f7MLJ777tKrnMA6pTXK4gNbNZTJaKgghUF3WYJRVGLwWMjL6mkvyzVRoDGt7S2tffiwE3/qS91+LETjK1gSNZmATSwu75Xyqsj5kcyr8vpK8OpacwvrWwSPbcgxwvY4o2oFGDtZrhjGZYMgSg2ASLT6jxGh61HUFyjGlJjHoNE+6ng+PYFXXygiSLJeB4DeXqHOhSfh7jAsq1tOHYHIeva3mwlM6GEL7wMosYrPqGNY4zL1PC5NRbDpxcEX6kJzPIrDKXEGbpkGcZj9hRfpwNBTt9TAIVgMZt0rRPgyXqC+kaRXVFhk5NgN3r7nnWyJzaLLrWbmsYrEOHh8j+RGcGTjTtI1igqBtqPYwR0KMc5+Ss7NYs9OcQVCbn4b3vMu4x7JSES0WjECMUUP66NliAie2mOe2sFQeYqv+G1JoFi4L5TTG1Wcw5DC2kssRGdH7Y3C0cZ43Azc0MC/n8Xe/+izWtK/M3OV3+7jeq8iBOGYeW4CrZdGA5mlzY/U5emVEvTcHsk8GvEc3h9u2uiD26EWYb93zAGRNs0R8NDU1hWdSRd3+TX3d2NSnDxd9lgSRZ+qRtvtFP5o4Nd5u/XUCVchaLWFg0IlV/fq28/ufgHfLku9y9+PA2ZdX7MpEhkHJ0TMrLjeaO/WyA6UyGJVhs+sF/fTdt0ALLwD1lH5Zgta361kNi1IEL418F15PqQ95dQoHRw/qr2/ZAo9bb6S5N7cLBMT0/gIEXOI9Sbc/G8rguf9+HE295otezwl98Lbr16Unv01AX+0CAza9YSmrKSpCuGl0HGJnKQebMGL6rTBWqXAlc3G0+ktzTWEigrazSsY4NabB0Vl6f0UyAa+tJL9FoxSdZWU9GKXQJYpxUC7nZZQcWlwl2VGKMzRvaChYDQAYkTVscps//nQhgaGe2mN2qwlxU0oCx7nMQ2fmIiM4Yeic2vtA9UmWR5DLQGg3ZxDMhafQdcJ5NfeBVElgD6YWsG3NDtM2MqEo1p6qnyStQqbGeTkz2ijO9b7ZtI3oXAJnX6FPoGeMWSp6pEgFOA0YlFJzWWy6wNwjGqYJdAt6xdyqVarIJLgNyDzCaWCDBYMwyyoQmvTCBzUhKngVOUWBz8BzSiYLcFxoJawtAVHQn2f1OURB0WlgIFES82jecr5pG5TlYRP1i66mVRYlNcK8nEe/m69UTxen8Y5ecwWSagw2TjhInubhFS0Uzk4wdLXz+5qNRdHUaT4/QFUhcApnWwVj1HDcEEYhWijoyvISBF99hYRHlCdwme+fDPrIEH8sgb7reyEeRS7pd+//H3z5rZ/Fagt5qssFqlHMPhnEyX9zQtXnxjIU5IAM9+eWx1hyYGYerT4vPnCBeWkBAHj00Udx/vnnWzo3ySSooLjIXn2OHBuR0NZuxyVvWH5PopoIAYIAe8uS55WKQwhU7iOagta+2ktprCS04hwcHr3BQouFQZIxtH/oH1e8D6NTv8KJx38edntpjorOP4otG863dP2sGoFfdOM8b+0Grn2/eR7nfeYyODy1GaiCeyn8PQJ2vNOg3AhhWCpysNQCsKH0fUxlpzHYVHoXtJq8dqSRSsZWLVuEvYzZWI0ReDaXUbRrE2hylOSWsTEFGzaUhQNmQvC2lAwaVLPGylzRJQ0Qj7Ku1kqjESK4gpDSMTibDOqyyAQbLHiwZKUIt1Nvfa2W3F4OEpRh7+ELHnNaCv2OgGkbRSkLLycJXiaEm7uxFPkE4DdwlLF8HrBANEBVCXZOfLmmSLA5zAWrlEbRahA2lsjF0WrUwTIQQmBz6CdCmlMg+swnyClFxqCBEJggYbRxahnp7kUZbJxkUi0Vhz1grhSEpyfQZZCrIuUUuJvNnyUD09XdAYBwkaHbY41BsNOAQVDWALfF2G2e4JZOKxVMQ0YIF3Lo9hmMO5lA4ITUWoUKZolBcIKphgyCjBCIFogZjFbCVIwg0GH+LobzaWzw8QVBwgjsYu02uHFlHOudFgpnhxn6ugz6arFwthHysgyvBcVLTs7D1aqnZQaA8XwE633m3ybZPwnbdv23JZEk3AYlCcrBGIPGFDgMjA+ZFzNo3tZ0VMrVwbnDaHY3HVPlCsAiDfubBk2VUvmnqWUL86OU4sYnnsV7zzP3utaCZ0kIp4vGJCjAojf24T9ncdFly1+MhzGG3PP3o+mUSk8ty6YAf+Uz1JQC7By54fUAoiYh2psgcOaW1G0/R+BavbdpuRGKPoX2wI4K5epoQBnDk8WDOMdTeyTH1BNj6D9loGblihKGA7cxbL++ShHikSJaNy4dB6yCAfBQ8hCOby2FT+ZyDE1l9OqKRuE4ypB7pjGIZeu4ROcqQtlHR1UMlSlY6dgkWsrSUPLhAnzdpXejqASOFSIoW0n85fX4LwiZuVG0rDZImqbMsCaTFVBlEqLTPFlYGS3AsZEvSKqMwFFHiOF0LotBv3lIWToEGJNzMUt0n0YoJBbgazPPXYppxJCiHYyvMFiFNpOGfY0FBkGliKEqxAX1hDlKM6NwrzEPKVtkEDQXemvBeJpgnQWCiwiNo6vOejFGiCeKaG8zFywWKdqXh8lsKVRG4bAwtU4yDevqYBCshkSEWqJoH82nscFC/qIRqnnrRpVRDDkthL1WqYFlqQ9VYrHGYmEMdVkluOCHQY/kQtjgqy5YAwCdi0NYpR/XUekldLrNBbEFcgh9dn60AikSFKaLR0W9zhjDTx75Jf76opUXWMuRDxegyRTNa6r3lbwkQ+yxQ+xcnkCaXz/5HN5x5imw1aGQG+FlmsCQGDBdLx+8L4OLL2/mErbUi+LLz8Gz8WR9rcM9TwI7KyNMipkFeJrN18VjDcYoNCUGm1PvlS7sfhLuLSdCXKF5+VUQIiMUexJ93RfV3MbT0kGc4Tm+ZrlBLaqYe34ag+fUzua799cU298hVvX0RHYvIbigBEtdWjPZGaz2l4xLiwyCpTYnk0WsLVtTC3IeHtfRKaaMEQhlxsRgkKC3t/QtZeJTaO4oybPZ+XwF02gsLqOjrSQ7peUsmp3lxB0rU1C9XjQUrBVEZnYEzavNk8RrAZGHYXNboGgfycO5QhTtE7ks1jeZC2fpMBAwl08MUe3jySfm4WvnW57LEdNoXRTt1YQ4dSYDhwWK9nFZwjqDGlhWQKsUM5ZmrVG0R2anDD1YVqAyDXYDz6lVivYES6JdMK/fZgSmEsCgflwsIaGj3fwZJ6UiWt08z7C1iZqxLASBL0CqjMFhYeGNMIIuzhTMKLUSjr6YOGzA5piIErRaULDiqoQOTv03qzVG1DyD08f/rZPKJNY5jPMmX0VRAnyc/BuiqhA5LI+686Ih2Lr5caVjkQiGOswJLuTUPFycOhKMMRBG4TDIzTpynkYAG5+cIiYdQofbvJj7QfkBbHFdyj1WC/X6TU/fhreffjXsy5jLYgXDf5jEpqurzzGMMKi/y8Jx3fJ4eqKZLGZiCZy41jzE+WghM4JpmsEGEy9kMqEhmSRYt772UFUjULkAeWEc7rUcRX1uAlhV+bw1pQi7c2XW/XqgSfNwuFfpvhMqy8g/+xh85/DH/3JibPombBh4V80GzQwtIE6yGHSYzytG2Hfz89j+TvPcUiPkwgz5KNB9QvXfkBqX0LK+NL+z5DwEjqe+XFFMpigCLaXt0VgBQ2UMgtPhcQx0lxRDNZmHI1BShqysoUtZY+VCEi5vSSbILuThL6dojxcrGQSTU1jfWgpr1PKA/diW/bOERg7WCiIfmYOvUz+YrQpxiqbAbkBNTqVhONrN86K0oAxbr37CX0xuN59gsvkE/F6+MDyZzeBcA8GmHFIWcDfp77UoSFqgss7E4Grmh5QVkkF0bzSv/VGkDB6OZVMjKmwWBJBcIgl/O/85kIUsbBebKy0FRuHjCGoSLcApmCsFkfkEulbx+6CEZ+HsMlc0NUWGg6PkKQUVDo/5c5ijYfQbhDKGixRdHvP3SRjlCu95icFnoRwKjRUhdvC9VIWCCp/X3CtkxCjJIgqETnMBibBh2AS+QkvBYLMwrhn4Xks1E4Gj2dzrIpE5uG38d64qDE5X7X2YLk5hgJMjsRSFODFkEJSZDJdoIeTUYDpML8yjpc/cCq9Nj8NuwCBYUGT4XNb6wPOkh+UMut3mxhM6PA/bJoN3wYpwcPLklqLI0vCJ+u9bjsiw+21wtFQf1/tmXsLvdt11JKzTbrPh3We9XXfewq4w4sMp0/7UAq1I0HNSJ+xLwt8ZY1D+Nw2WXzRUsQSF8+1NOoMRoRTfvOeBxTyQo0AwlcZX336lbn+OKXiGhGAzWOumVttAtdmqbWeh4ALOd1YsUNx+axK2VwgEEnENH/iofp3Ssgnknn+gLtIGkk0gcL7+XbJ8BnC6K75hSlSIS+7FqAK1OGdpvV1JCIIDok2v+KXv+CUCb/0rPWMikfDy+E/qinKpBIPL2Q6fV/8+nysexv6OIDK5Z6q2kKJ5XOvX5/gV4nnsu/l5iA4TwxRl8HU1oalHH5p94LcUyWnzsZ8LMVz0Ff19cgsK9v9XELZXcpGIVGmUZdExiH0lL7lKVV0YuCwzeNyla8bjBZy/rjQvTQZHsGl1SdHPj4XgHSopmyRLYSuLZFn0Xh1lUeKiViGPxBIyjt9U6sNYahqn9JRKWcgxwG2Qx/taoqFgrSj4+QMhjaLbgjclnU8gwKE3BQBGMxBs1kJ7eAJUWMui225uPZyPGDMIFgmB14KF2RCFPAQL4QC50AT8PXwFhhLNUq6K0acXTofR1WJuiUovhNHSy3fDMcogGHhUrPRhThvHart5qEBwMoretQaCt9VcFYNOpOazaF1lPh6maQgDVWiJrVgFjd8F0GWRQdCIot2S66cKyEQetnXWKNrtQu2EJ4BxT+XYLFyd5pZ4icyiyVF7gnW1PozkR7DRZ+4RLcYJ2ob4WrEVAw5gLPMlZmfR1m/+HNSZCXgvfKNB2xaUzCrEKPNSEqvd5vmZdDYK+9n88D4rz4ExBtHAM1yYKsK/2dw8+8CBR/CZK/4OfgPSEgCQ0wpiL6ew7b0rE1lhBO3+AmybnbCfU/3b+uVjT+NNJ27FCauXJ2fsaRLEubZVcBvkOj46O47z19fGrnjXHSm86S0taG2rvgZmn7sPLedeY6mu3dF34tfAG6+v2FXMhOBpqpyjNSUGu7sXou31l5elzE0Bog2OPv23Pjp1I9auvgY+z8qGOwa1BHKsiG2xXpx/whk1tbH3pl3Y+YEz4fTX5sGMvMwg5xjO/efa0zb2/ucCTv3iajj9/DZYJgxsuuDI9kRmAuuaK41TS9W7gkLgd5XG+Fx0ChefVCLkyo+F0HpGaa1QowSOMoZAmc7DJZa+Z1lmcJqIbEvnY02jcJTJWLOZBbx1Y4k1U4q9/hgEgUaI4GuCEYlgk8tcMUkXEmjx1R5KVQ1TagKDDnPBYS48gn6D4pv1guUygN+caSkXmoC/2zzUqBYEk/PoDVgoUrwQQoBD22sVi8WM+ZhRx7DaIkW7UQ0sq30wQnI+h4BFBWuNSaJ3NVBGDQXOSMaighUrQuyoXVghlBp6mOh4ATZLFO2TEIXax6TMGJwGz0GOzsDVYa5YKDQCJ8ebaLloNVHhMbCqW62BJWcpnDzvtNU+FBg8Bq8yNTeLwGpzryxNxiG26j0HhFJLRT21YgZ2gzp4USWDLpf5HMUKEgS/XnglTIVggYwoTYMIiHwhUokrcHZYqBUoF6oqVwBw+I4JbL5mZeZSI7A8BXlBMlWuQqk0Ytn8silXEzSNPtFvqFzVg8lxGS0Bm6lyVRzfD1f/xhVRrtjYQaCzF0JL5TquFFNwLBnPjEqvS+WKMYb0729E4Op3645lchOw2dwrrlwxxvBYYT/O89RurJrbNYWu43trVq4YZdj7a4qT3lO7SD59fxK9ZzYZKlevotzodDB5CFvKCC4IYab5gypR4SwjFivOxeFZXQpfVmMEjrLw9II2AY+9NOdMTaoYXFvSsFQ5DxsnTL0alhIwqRnAcWzL/1lCQ8FaIVBN5bLkAMCwTLDJAoNgtphGsydQex8kAsHFf8VTagJrLdTAiiZm0NmmDxWyKkCpEoPdYM5huSwECwqWlArD3aoX6nkVyXkoUgq3waQRSgXRy8m90LWRycLToldAWJW8qHLEiYZOG99sM6eNo99hTjyRzxThb9ELKVRT9YnPHKSiIQQ6+b81E8qhucdKGJMEn6BfqCXCYDDUKpBkabQa5DIkckCblfxmjULghGHIMoHTad6JWLGAdo9BkeKwBMGAdbMCTIXAqX9DGINowWMxzTQMGAh+JJ+CzRcw74NBHbxCjsHnN38Oo/kMNhoQXKS0NFod1ow7PC/RgraAPoe5YBSMMPR18/uqShKcBu/JSh+iuSw6LdTYk5OzhgyCKiWm+VfVkFVn0eww95CEyAi67QaGLAIIFop3m83J0ZcSaBnww+lfGWIVIyg/tVYQ+IcPPIqPX3r+stxTYxSHaQJbOOUk6gWlDH/+U8aUhp2qCqTxffBs2rnsfWCEAI/eA1z4lsr9jEJYUlKAMYLXq6iXe/Q++M66WFdigTGGiZlbsX7N9QZXLh92ScM42b0B9hoJv4iiYfKJMay/qHav8IHbGLa8VYBoobQGD1qRYOb+FNa9xXi8M6Lq6vwF80H0ekuyVTzJ0N5aPnY4huGl8wxlEMpYBkmGwNZU2i6SCXjKamCNjakVFO2Z+DSa20sRSnJWgaNsjrJclPg1Dn/l4fX51f0/gGxwEv7eQe6xBZWgz0KIIKUEImdxp1oSgi1ger06VoBjiC+gJEgBraK5RYsyChunDzFZQruF3IZ0GDCMwFMVCE4LSTfgfzxSNg53k3nid0ylhgyCsipxafCt9oGE8rB1m2sFY7KE9QYEFyqT4bKQg2UEeX4Srr5B0/PCU8YMgpQw2CyEORphMkOw1hKDYMyQQZABdbFvxZMS2tvMn2O4kDemaEd9E7XKqGWK9nVVLOv19CERIWjrMn8XI4UUNviWhyJ7KUaVUWxwmnu+5yMUfXUwCFbDXDKB/lZzAVtKzsNtoGDVi5QyiYDL3GMU1kbQbTMPyawVVKOYeWIBAxccW7p28rIMoVWE2F3d0/PIwcPYuX4QfvfyEEQ8R0M4zdazIkLXQ/dnceElTUdyr4yQ2/UnNJ16+coIfg/+HrjoLbqwcCkXg8tfGeVA1ARsFqJVjjVoPgt5+AC8J+lD8maDf8SqnkshiitrDMhTCQtaHBuctX8X+2/dg61vP6nm91xIMCQmGFadXPv6u/d7QWz/u97qNecSsxA4xvLyayJRgu7OUj/iBRUdZYnR1GL17Ip8KpqCo8yoOjamYv36cgVrEi0dg0e2c/N5NPWVPPGZrIrmspqXhJK6WJ+PJRo5WCuERYp24wWznkmXysOwucytJepoAc4NKyNITmSzWNdk7n1Kh4D22kLcTVGIL8Bnob5LTCNYYyEksxaoM2nYLTAIjilFnL9CwqxVivbQ9BhOvICfq1IvrFO0x7DTsd30PCNUs2bF4kX0WlB2I4U8NlgQvI37YFx1XgGFx4IldJppOE+sXamuZpVORAjWbjYXTCYLWVzVNVhzH6jGIBoImWPKGN7cZKFwdpzh7JPrmAuLBQgcNkgAmEslcdEmc/Y+NRuDo6n2gtGsKEMwUAxSyhT6PKeZtpGhYTSLektU1SLtZYhl4+gwqLkIAKP3TFuqS0VGFLCsNSHKCtS7cnB/gUNdn8liIhIDsPicH9h/CN+4/mrdeWkmI82Uo7qnDA0MDO0cT/vsjIJ82e9bmHPi8EHJctuqyhAJa1zvlZoIgeYzAAAq5QCbHfaAPqSbzY4D+azle+qgyEAqBmGtnkVYzkXR0l055qmWhcNTOb6VqVGQXB19WAbkH38Ages/pNuvqBmksyNY0/cm3bEYSSNN8svWhxfkMVzu07P5qUUFsZGI6fVKTgZjDIHV+m8vNsIgpc3nkJfvZjj7H/RzuZIliB8w/61SQoPNKaJ5UL+esMQsmLLYBp3eA9uWUg01mchw2ioN3Lk8g89XmiPGYgVsKGMQjKQW0N1WkrmoRiq8V3xUzjmFIoOvjHk2m5jFmuMuKW3P59B5QmnOiMYldJYxA89mF7C6LMeQagx1VBtaUTQUrBVCZm4U3dvMWf6MwBZprbjHiDwMu8+8Ur0yVoD3MvPis0YgRON60ABgIpvBeT3moXXZCDB4cs1dAFFlCAahdfnEPLo3mSekJgnFNs4ksOj+Np8AVUmG3cDTps2k4XuDef7UvKqgz6Fvw6oQV8hJ8Pj4Qpw8O4bmk8zHWiYeQXM7J2eHGif5lyNFs2gxoCafylJc1G/ujSywInyC3qtKKIMV5xXLKhCa+PdJpmQcv9mCx0LT4OGEVDKZAlY8y5iFKPCtBhpjsFt4mBIYPBwrHFWKEK0UxqUhuGz8XLhsmqKpxfx3qIzCyfm+02oazXZz40kxSeFu5d8nokXQZTNnQmQMXE9AMZ2Cu9m8D9rsFOz9g9xjOVlCk4HyVQnKZblKa0W0OMxDFGkwCaGXH06p0hycNiv8wQJX+VGTKhyt5srycHAMG3uM5yE5JZvWpWKUQflZGo43Ll8dItdfByAsCXsilOL/3HU/3rCjxET2qTddqvv9KiN4gsxjs3h0xhABAk4X9WvTwryCR/6cxdbtpTGhKgKKxaNTKN96XUC3j+RSyO3+M9zrXzEe2exoOkVPOc7mJoDH/whsqWNRBICr3qvbpSlFQBAqvFqvri8VIYOKjNQdN8J/ziW6No4lmt5wDextevlkdPJX2Dio/315KuHB/IvY6qq9zMhSnO05AU2cSJ49P38GPdtWQTRRHgSbiO3X60NAExMMB26jGDjLfC048a9EeFr15+2+YQ595zQbGrFehc0lYtvfcFIoknMgo49D7FvMsRL7twO+kuIylh7Dhha9YbYiRyucxxs3l97RVGgMg2XzTHEmBs9A6ThVme5719NmVIISFbYytuxCTIK3jCU4Gi9WMAiOJ6exvnXwyLacAFyvPwctgIaCtWLQijk4fXoBQaIMLgsCWE7KwO/mCxhUmYLYqk8KXQpWJBC9nBwNqsBjocBpOD6F7rLq2uUIFQvosZAfQQlg48QVM0UBLOQN5aMz8Hfx6aLlfApOC7kqjIFLapCVMmg2SG4vRzoURksvP86RZhWIzRZooMGnBY+TEDqqsPK9ioWJCPrW8QVWUsjCxhlrPPCEuGy0AL8hK18JUzSIQY7gAgBFjcFTY/w4AMSzQIeFkjg0YswgSAiD/Sgrzle0PVWAbdACgyAdgU1cGe+0HJuD04LLVyKzcIv88xiDpbxAI4zkh7HJAsFFMU7gNaBoB+oMc5yZQdsac5p4bWYCjnX8d2HFeFINYTmNbisEF8EExPXm37BJK9y9cliBq9t8fhkJjuGC4/lGFrWgwe41X+rplArbqW7Yz13Z+km/fuJZvOuc07BjoPo4f4aGcLZtFQJC/WGDjDH88c4M3vvhdjgcpXGZzsk4cWf9vzfz7B/Rct41EKsUYGWMAfffBrz3Hy3lzB4tstERtPRsqdhHtTREe+UaV3jxWTRd/GZ4ttVeh2mlkEgdgNfTBxdHYv5z4QW82X86fHV4/q0guG8OgYE2DJ5dWxFgxhh2/4zioi+KR+jSjxbzj6XRsc2HwTfURnLGGAM5eD9sZ7wXggGR0cHkQZzfV2IU1DQG+xJlLpyT0Vsm30yFRnHJyaW8v8JYGL71JeVOi1cyCGo0C5t4lAWBGavIOc1kVTSX5WSNpabx9s1XHNmWY4Cr4/WXfwU0crCOOcZkgvUWCC7S+QRaDOpPGSW3W8W0msSAhQT2ucgI+g0o2o0UBqtguQwECyGGueAE/D3GOQz1CHHB5AJ6W80T8VPzIQT6ai8qCBhH+UyrI9YYBCfqYxCsBqsU7VM0aEjRXm+aQTgNdFnQEWm0ALFzZdiwyHgeoiUGwcOwCbUnNFdbZOTYtCWKdpnMwm2rPfaWVunDcH7YGkV7gsDTVvs8RKt4TpOzs2hdbf771LlJ2PvNFTHDPhBjMqJFBcvcAMOiaQgdtVNYKawIu0EOphyW4eo29wxPx+ewxqDgenIsjbYhC7W8DiiwbVv+IrnliKQzmE+mTJWrKCvCDnFZlCsAeOrxPE4701ehXC0XpMmX4OpbV1W5ArDouTrz0hVRroqZEFy+Dl39K6KmYHMEKvZJL70A9/EnLnsf6gVjBDMLd2Ow/yrdsXFlAd22wIorV4wwjN5/CJveyCnobBEv38mw8XKhZuWKKBRjd8Sx4bqjKyxeDjr6OMT1ZxkqVwAQLcbQ5SnJFLE4RUd7dZUgnomirbl0zdIaWGpUg6OjdM+lBBexWOU9GKXWSruUnZOWM2gtq00oxxlctT+qFUVDwTrGGJE1bLSgYKUKSQR8Rn5PK5Wyjc+ZUhIYtMAgOB8ewaru2hOvWbVikRYZBPORKfi6B2vuA61S42aRot1cwcqEImjpMQ93MoJCKewGKtasNoY1dvNnHJmLo6u/dj+4IhXhdPEVk+Rc1hJFe5jG0SPoZzLGmGGx2HJITILLQGCKWKyBxTIKhGa9wFntPZcjryrwOvgCDp0swLbW3JrNWBwCas/ZiYGiw8BAosTn4WwzzyskLA8bp3gt0RjXY7wUC3Ieq9x8ZXKqOIVBj3kYDlEZV4go0AI8Fgh0ogmGToPikNloBE2dFr45VdUxkAGLBYa9DnPhXEmH4GzhGw3SahEtdvPfwSiFwCHRkUgSLtF8UEe0cXTb+EYWkiew+829T4wxiAZ18BKjabRtMO8HmVAgrl1ZUoEfPvAo/ubSC6qewxjDLhLCqZyctFpQyFOMj8rYumP5DTNMU1Ec2QPPcdXz7FguA8yOQzhu+RUbSgmK2RA8Lby1rNIYyyhd9BDUU79yhTAx+zsM9r9VF65LGMXz0ghOd5vnU9aLxDMhbLnmxJoNt1KGIXSAYfDs2kXr/T8MYdvHqxNWVAOTc2CJOYi9+hy9aghHKbo6Sv3OKwSepWy9SxgqtWwRjubSmqnGCexlHqwimYB3CYPgUBmDYCEbhre59J1Ti6zM5aAqalZmVxoNBWsFIGcScPoD3GNjMsEGC4QLslqE26kX9hjTAAt1VUhYga2LL2DMaimsXmLV4iEvpeHjhNAplMBhoahtPgkYlfFihTxgocgwUYqwcyyDRJUr4naNkCIUrQZhY/FsDG2c5HbdvQiBjSOU07wC0WsukEypMgYN8moSJIx2m7kgQSmDjSPEaek47M3m3sjI7CQ6V/OFZimjwNNiJcyRcdl7IkWGLo/5eIjQODoNGAQlDfBYnCR5C08mo6CZo3gtRTifR7fBuGMSgcAJqeX0gNsHDdbyryaZhrUGDIKMaBAtjGsjpOIUARMrJACM5NPYYEDRvrTGyNFiQpnAOoc5c95CmKGvy6CvlFornG2A+VQSqwLm34WUmIO7la/QCgbvmXcmDyllEgGnuaIaJiPotq1MrUEAUHIqnAZ5ixWg1ujga8UTh0exbaAfLd7qis4BGsMWsR32ZWIKu/P2FN5yzcoQDGWfvx/+Uy4zHyd33Qhc+Vcr04foKJo7Nuj6QEkBgli5dsojB+HaWBlG+HpAUYpClhMINOuVgseK+3Gud+uK03DnwhkQiaB9fe2RIrv+m+LUv6593GamJBCZonVT7cYAsu9u2LZXJxgqakW47ZXewKLE4PWWnvFLoSy29y7J21xqRFzyTpjKIJZ5iSUyC1dZpMXYmIqhoZLMlI5NVlC058NFeLvKFDa1ssDwXxpef2aM/weQmRtFswGDYIEy+KwsYgbWcKpMQbSwaKujeTg38a3xKiNw1lF8cSaXw4DPPHE7HQIMjMMAq0+AyicW4G0z9z5Vo2g3UhisQpvJwL7GAoOgLGGDgfeIgdW1cEgzY3CvMfeAhafH0DO4MkLceIZgqMVcMYnSOFbbVqZoZDwhocMiRXs9DIKL4H+bCqNwWrBZTTK1LgbBarBK0T5aSOPq7tqTxat560aVUWyywHIajDCce1rt31+1PsylktjYZV4QW07No2nNDn77ViIFKDWM/00pk+jznGraRoSMY6vrDabnGUHVVNirhAJZASOsqrn1icOj+NPel+B31z5unXYb/vFNemKFCZrGKE3C8Yrh0CvYsU3UC7lPPprD9KRsmvS/FGvXORFo1T+fzNN3o3V6GKnHYkfVXjkcrd1wtHEIBu67BUgnSzuGjofAMYSlw4fBKKn5/gDgcDfB7tIbjTQ5Aoe7cr4tPP8EAtdUEkiMTt0IRc3U1Yd6QamCzes/otufJDkUqYw+u94wd/COvchFMvXHp78CImvoOEcvsKTnGJ75PoXXAl9Y9wkC/J36/rzwzXmoefP3TGSGU7+gD/VlmRDI3rsACznjYucQBI8+Ouinh38GlagAAJWquHR1dZKTF+ezeNu2kvE3L2XhWTrOTKI2GCMQy/L95+c1rFpV+hYzsUkMbLn8yHZuIYemVaV7xBISOsoYBDNyFk3O0nGrUSOvFRoK1gogPTuM7m3nrkjbVinaleECfJfXziAILFpweRjPZixTtK+tI492MfSM/wHl4/Pwd5rnaEQ1gpN8fOut0e9b2gcjqDNpOI8zf8bjioRzLZJQ8FDNbS5Nj6DJAoNgZGYSW882mFAtrE8a02Az8JxOpAku6jf35MVYAjuE2q2nTDVm+YvFi9hynHkgdkIqoo3DLGeZkpvlIAh8D5jKGNwWitKGGEE351la7YNGc7AZsDkmIgQDG83fRVSR0OnQC8uEEYgWlES1wODw8s+bUCbwBr+5wpAvMvi9+sFHNA2ihRAmEg3B1slXokKZNM5Zb254oGoRNk4dPIVqlgoMs3gWYjv/286q8/A3mxsUNCbByaEUJxKBaKF690R0Gus6+XloSlaxVFiYjqmwDRl7uR47NIKvvO1K2G3Ly4esMophmsTltoGqhqZshmB6Usa73r88yRbywjhEbxOSAzux/bzzl6XNV8EWphdDV6//WNXzpHwMNocHfk5tonpBtTwEwQ5BrHynTCpC9FYKqJIcx9ZNn1z2PiwHHiy8gCv9eqbgbDANKV3EaX+9vHLWo48+qtv3/E8oLvqyCIenNkUutCsLd7sdJ/1TbbW2GGMgB+6D7az3GzIqm2FvbC96PD140wC/TIuiMDiWhJYniiray2Snl6f34/iBUokVNZWHo6VkxLeyfjFWWetSyifgLkuFyc7l0XF8aXspRft4ahrrA4NHtrU8YF8+0tNlx1+u7+11jHxkDr4uvfBvVYBSNQV2gzAhIg9DdJsrWNqCBNsqfdiX1T7kCklueCAATGazWNtknrMjZQE35zTGqCWrk5KNw9XMX1ALySC8rebMXRJl8HA8ZVoVCvpy5BNJ+FoD3GNkIQd7n/lzyFMCP0cwkWkRTgsFhmMLSXT08vsgh2fh7LZABqBIcHIUC6WgwuE2F2bnaBSrOFZlAAgVKXoMhO1yUEZh4+QeFWQGj5UIpngRYjvfE5gvaPBZYEpjjHHJWVhMgdBu3gnCRmAT+II7BeOyVfLADTHMROFoNlfYqxFcKAqD01V7H6aL01jjMSfZqMYgKDMZ7jo8dOngAlp6LSgmMxOwr+GHIhJK61IGonIWXU5rDIJCr3GurGiJjMigplpEgbPLfEyOBMewsZefw5UYTaNto4X8qwOyIcEFpRSU1fc8jfAcDVoqCHzX7Sm8+ZrAstyTUYr8/ifg2778RlDGGHDfLcAbrjc5j6KQnIWv1fxbq6UPqrwA+xLvlRqchb27cl86O4JA08oVuK4HL8lT2OBYBReH8XjfLbux/R16evTlxsj9FGvPFWpWrihhGL4piuPeW3sON5t4FuLASTUrVypVcf/cA3jjGmOjVzRO0dlRfQ0/OPUijh/YcWQ7PxaGd6hk4CI5Cpu/vESAcb3IclTkdEkaHGVpF7F4ZWTKWGoa61tLBgk5BrgM8nhfD2goWCsBRiFyFqOIxtBpIZ40XUgaMggykoJoC1jqBm/RCpMcuu3mSsFceASrDBgEi0SDzyITEnfhLBQgeMzNDrnQJPzdfAFqae2Eo0UkHUJXi3nuU2ohjEAf30rOCIVQR3zwnDaBfvt60/MWJqPoW2swQTMKwYLgYyTApBZyCPSZh3tO0yAGDCjaF0u21T7JhdNAtxUGwYgxg6Ag1NcHMlGAbZ0VBsERiAYKVr2QYzNwWmAQXIxr5zPG1RstM5ofscQgWIgTeCzketWC5MyMNQbBmQk4DBSsehGW0+iyQNFOQ0mIBjWwrKAqo2RYtkbRHhrHpioKVut6CwyC0yqENXwDxd7pWewYXH5FIM6KECCgzcTINPyyhN5VDjRbKGRuBbkXHoL/xAu4tc/qxtMPAKdeCMGASOdVZGMT8LevW5G8IqKEYXd26n5f/plH4Dvzwop9oeiT6O40r6l5rKEwDYeUaexw69fHycdH0X/KAOzulSVkUfIMM08zrL+o9nFy8MdhbPlgd81lM5hSBI2MLtawqhG/m7gd1667tupYi0QpujpLvzMjaWhawhWQLabRXFYWJz8egq+MQVCLEjg6S9fIdAGuspQARWEw+Sx0UDUKR1nUymxmHmuaSm1KcQZ3fYFaK4qGgnUMMSJr2GzBW7BI0b4yldOmlAQGHRYYBCMj6DdgEKw36pXlMoAVivbQBJp6V0aACqYW0GeQ3F6O9EIIgVXmuRy1YFYdwxorFO2T9VG0Vwu1TM1l0dpvrnBPV6FotwJaxZoVSQPdAQttxIoQOwxy2SwMSkKpYWkBOp6HbciKgjUBm2CuFBtBYQwOg+cgR2fgMgj1qjiPhuESOXkfFtkcC0SD20ApH8kPY6OFGlhyhsLVzC/ebQWFIoPHQK5Ozs2idbW5QE/jUYjt+u+CMmYl6hVaMQ2bm698RJSsJQWL5YoQ/PoxSZkGwQIZUYaG0WzAlqfEVDg7zCWSTDGLZg//G9YkAocFzy6qGEkeeukwLtxydIxkprdjDM+REE7jjONyEMLw+MM5nH+xhSJ5FkCySdBCBs7u5Q/LY4UcMP4yhK3V4+I1pQBGVDgt5NMcdR+oCqoVdNTsAEDiUdg7KseaqmXhdNQevr5SeLjwIi707tDtV4sK5nfP1Fyj6mjw/E8oTv1IHXniQQXFmIqObbXHsNH9d8O2rTphRTWECiEU1ALWN1eXo2SFwV0W+bAvmMX23urfXHEmBs/qknajRgkcnWUMgto4vGUG5OkpFYODpflMVQqwc8LUq0GjBI4yT56aBl6Hw/cIGjlYywxKNAgGoWeHJYLLLTCdZYopDNZDjy5TCE7+xDClxnGJBQEqEp/G+ae8U9+21TBHmcHIwcSyGYhrzBPsi8kQ3AG+IGkFEmVwG1iOgskFHN+/1bSNQjoDT4v+C2aUWcpdimsq2g0S0Ge1MZzhudS0jVy6gKZW/SRNNbVqnYtXkY6FEejgCzLpUA7rz+J7Q8pRYBL8nDwRiTBYqDqAFEuj1YCyOp4DTrGyBqkUglN/M0UhcBqM94r7SEW0GxTHpkEZQo+FmjtMgSDoBzZhDKKFATHNNAwYEMxouSTsRrSblXfj1sEr5hm8fvPnMFowZhBMqEm0O63lufAE8qAWRK/dQuHsiDGDoFoowOm1VvyV14doNoNOCwYcKTlvyCCoUg3OOpgUM+ocmh3m31WIDKPHoEwDIwziMWDQYgqDUKU+VEFW4Hdbq0cVpnkcZknT8/JMxSaxTccUyBjDfXdnkM9TAEAkpOKKq1oq8jaARbbN7K4/gRHNUr9ehRYPovXy9+n2s0QUePjOo2pLh+A08Fef1O2mmoJsfPzItipl0dZ/kv48IkOTQ3V1gdECnF69AYik4hD9lQJzUQrD466MjEiRPJ6WDtbVh3pBGYVHdKHDpp+j9t28G9vfqVdglfxicV9G67v33EQ/ntpHQBTA2wY0r9J/F2O/iyE5Kpm2lRop4rzv6RUblk+CHn7Y9HpGVAi+NgicNeH+2Qcwl5szbWMmN4PPnvgZ3f5cnuLwSIl0gyzh39i3kMV7Ti55ijL5FJqWGgQog1DG0KxlCGxlRrcCmUCX46oj26OjlQyC2fg0mtsHj2wrORUOX+m4taLEqNk7eCzQULCWGbnQFPw9fOvYgkqwyiBJvxyUUdg4SholKQgW6qoo4wU41vMFlDgpoM1mLrwQRrh9SCgy2lzmi20mBDQbReAZ1K7Rg3GZBuVcAm6/uRcuphF0GAgoklqEh5PczgNPiCPhHOzd5qF1o7KE9S6+lUZlMlwW6gUZQVmYgqvX3BIbnh5D9yDf60I1BpuFMWmEqQzBYJO5hhWhcXQZULQzQCdAHQ3iCQntrRYYBPM5Q4r2xbFWOyW3yigcdVK0A/WFOVpmEMyncby/9rC2ahhTxjDkNLcuByMUQwMrozzMpZLot0DRLidm4V+9g3vMCgHOq2fykFIm0GKFol0bxTbXmyze6+ggpWS4A+YGPTqqQNzEP28qGsdAhzWFmzCK3TSCy2zmc5IAwMYJ0Xvy0RxWr3Fi85bF71kQADunrltuz4Nwr98OR/tRetUFkc9ee9eNwNs+BFhcE7gQBa7BKxMdgb9jPWy2V9Y8gU//r0qzcHoGgTpDF3mhj6nf/RKBt3+gYl8w8hh6u86v2LdLOowz3cfDX8e6tBywcYKrEhMxOLxONPXojSe7fkyx9W0i/LWnOgEA5Mfncfq5i2ulyHEex/bnUYiqOOlT5jmigk3gMl6SfXfBdvK1MLRAV7Sh78TLyZeRVbN4zyZz2n9RELl5zy/u13DayQ68GsiwdDhmZA3NZdFWh6b3YsvgkhpuHP2nIp+KpuAQS/Pw2LiKc84tjat0bBKtZY6E7HwO/r7S+pzNqWhuKv1+Qome9fn1q1sBaIQILjsys6No7jcOrTMKUbICKlkjuFBH8nBuMFai6hHiJrIZrLNQIDgdAlpWJrIO+fg8vO3m4X0xlRhStNeLRYp28+cwrkgYqmfRrgJpZgyuNebU6+GpcXQPrExIxXiGYL0FivYIjaFLrD1Yupo1K5aQ0N5uQcEq5NHtqz1cg1Uxj6qgcFgQjKaYisE6SiQwRmA0bSciFG2d5n2YKGaw3lsPq6WxMmpVwYrEGbrqSE6msmRopJlPJbAqYG6AUbJROJv1IYaWGSWLCgSDPJDFGljm4c1pGkILL9yzWpH2MiRySbSW5UVUHBtJoW0D/1g5yD4Ztq38Z/mnvS/hsu3WmD+fp2GcauuGXRBN/3jKVS5HMDWhYOsODxwOAQ6HwFWutHQMVJHg7FoNwWY/uj+OcsVeeBI4/iQIvmYIDkftfxzlSs4nYHf6YHd4IIiLyh2X4EaJweZohSDaIQhiXX9LUXzpBTjWrIOtOVCxP19cgM9TqSjkaBEBmx92wfaa/i19RowxvPS7F3DCNfpCzZGXGTytQEu/AJuzvj/Rzo78X9cHynDoZxGc8JEe2Jyi6R9PuaLTL0DsPR6CywfB5jD9WwrCCO6avhtvXXs1HKLD9I+nXE1MaVjTb4PTKcBmW/wzM3Aemt6L4wa2HdlW4lk4OFE1laicw/J5hqam0vjMJmbQ1FYKBc8t5Cso2hcZBEuy03wuhFX+0lxJNVavLWLFccy6JwiCXxCE+wVBeF4QhO8LgmATBOEmQRBeFAThk6+co9v3l4bM3AiaV9deb6ja4k7kYdhc5rHw6lgBjg21C5KEaNwPEwAmslmsbzYXzjIRoLkOaxLVFMPwt3xiHn4LClaSUATqCLFRZRl2g6xMdSYN+4C5N3FOldHv0FuqrApxxZwEt5dv6ZJmRuG2oGCl42G0dOjdiVbDHFM0i2YDavLJDMU6C8nneVaAD5yC0ZTBiuOI5VQIBsVSkykJbQFzBUvSNHg45CxMNqZ/LwfFPESBH/alVsmtKkcRDF7OqkAVCQJnnCyFYpB/BQCZFEFzwPx3KJTCxfFOZ7QMmiwQ4EhJCk8r/z4hLYQeu7llhVLAxhFAiukU3M3m35U2Owm7QZhxRpLQ4rFi1GBcgTSjSWi2kBvAQkkIPXxFTqU5uGzW8oa43oyUCkeref7VcHDMkOAiOZ5BYL0Foo4FDUIf/xsOpzPobTV/H2kmQwZBp2AttJOHu25P40oLTIHZXfeh6bTa64aVQ9QUYN+zEE49f1naKwdjDPnkNHxtgybnERA1BbvF0Nyj6oOmIvfQPWi65C0V+1UtD7u98l1laAFNYu3vbyUxct9BbLj0eNgcleOUUYa9N1Gc+O6VF2UP/yqKTe/qOOo6bK+CaTLo3D6IddSu+cPknXjLwJU11+9UVYaFEMXAauM1O55X0OapnHsKch6+MkrozL5pNJ84eGSbaeyoi5QvJSrLR4rwdZbG31KK9rHkNIZaS/dUkoBzZagKlg3HUv97J4AnGGOnANgA4PMAUgB2AvgrQRDWAHgHZ99fFNRCFk6ffkGSKYPTgucoL2Xhc/EXZqpMQnQOmrZBCwSij5OjQVW4OZSnSxFOTKOrnR/mESzk0WuQx1LRBwLYOHH9TFUBCzVu8pEZ+AwY1eRcEk4LuSqUgUubnS1m4Ofxxy9BJhhBSy8/zpGmZdhaLAhh4Hst4ySMNps5i2E1BkFSyMDut5YozRPisrECmjrM3+U0DRkyCBY1Bg/Hymy1D4kc0GYeaVmVQZAQBnsdijSdLsA2YC6QEzoMm2jsQa7HMyzHZ+FqN2fOq8YgCNQXj75IcGGVQdB4ga7nOSRnZy0xCGrT44YU7fUiLKfR7bLAvBdM1MUgWA1yWIGr21zhHg6OGipYRKGwW0mQBP+dpfIFBHzWBO5nSBBnGMwRVjA2IqGzy46WQPX+FkdegHtwC0SHtZwwM6za+zjwJn2u8XIgF5+Av32t6fegFufgcJvn69WC9F03o/nKd+j6EI4+hZ6Osyr2HZAnsc1Ve/HxlYKULiIxEUPvDv0zOvBbhhPeKkC0uAbVimJMRXpCQvcptZOt0P33wrat9nDguBRHtBjF5tbaCWf2HtCwY2t1+WtfMIsdJuVnMgdm0bSlNE+rcQJHR+nbXazVeJRGflappGWySkWI4FhqqoKiXYoB7o7Xd4zgsczBSgNYKyyaDO0ALgDwJcYYEQThD69sXwDgZ0v2/fIY9nHFMK4QrLOw2KUKCQR8Rmo5gVBHeNGMmsQaDrvQUsxXoWivN8yR5TIQLIQY5sIT8PcYC1D1CHHB5AJ6LTAIpoIhBFbVLjRUw6w2itV2awyC609YmcU3NZdFoN8aRftJ9uVlEXsV4TTQbUFHpNEC7JuX38ILLFK0i5Yo2ofhEt9W830YY4YMnHJsBu4uc+FGIrNod11WVx+MMJIfwc5m89oyxThB69raKZIpZYZ08snZGfTv0BMALIU2Nw332RfX3AdGNMDASx+W09jabP7NsWgawqm1kxGpTIJd4CsKclhG4GTzD2M6NoeBjtprLjKJQjCom/bA/kO4ZOtxpm0M0yTWii1wcp5nKqmBmhAPMAY88uccPvgx/fdNFQlULixuEAJp+iBaL9HnnrBCDpAKpn2tQCwMarND6NLn0xBNrhoSbAaqKSCaDKcnoDvGqAqGxbYZkSAINog2TtHvVAJMU2vuA0knQfM5uNbqoxySmUNY1VNZeD6ipXCWpzIctJgsgGhLGBCOMfbfsgcn/tWpuv2FOENymmHb9ZwakykNauHo358aA3ILim7/vu8t4OTP6OcERtTFgp8mYLkYYHNCaNIbS1NyCgo1f883jd6EDx/3Id1+QhiKkvn3ns0yOJ2A36c3RsbzChSy2MazM2n8/dklRSaeiaKtqTKUmhYV2H2luUuNarCXKVgSmYTHXlrP4nGC9rbyGlnW5qdyOS8lpdHmDhzZlmMMTete3wqWYPWH1n2jxSf1FIA1AG4FsBXARxljk4IgvB9ADxYVqop9jLEbOG19BMBHAKCzs/Pk3/72t8fkN1hB+rEb0XKefgF40tGEbqpiA6nOPpMiEfjFVtg5nqYe988Qkj7AuaoMjKH5RorMe/STzgueBHo0N/rU6lbJ3SO344TBS+F26q0Yv89ncLWvuoLEGJDcN4i2HVO6Y51KAVmbE5IJ+5188D44N14AgROqo808DfuaM7nX5XI5+P1+MACTrd1YlwzrzhlOHEKffxWanNUFmPiel9C6fTNEjset7cEkEhdXt15rAP7gtePagp7p6vmm+7GpsBPNpLrSsPveEZx4+RBsNv2k6Hzw11AufnfV64mq4PDj92LLRVfrjsVfKKJlswt2kyLB9/e8gEtCOyAucXgzBtye7sK1gUjV6zVRw2TXAjaE9B7JkXQ/Bv1BOG3VF/HeEQHBDfqQRsaAqTk71q7ms4m9Oh4UxjDFNGzkZC533kMQv1gEdVefrLv6f4nI3HvAi6tsXt2HzOxC1eszdht2d/hxYSitO+aZfBTFNWcBJsUknd2PQgmfr9tPKRAc7cKqTdXfRYxpeJ4V8AZR/w3fpN2I62zvgN3EiCNMd4MN6L8rBQru8t2Fa/PXVr0+k3dhIdaEzQMx3bHgY4+g55zz+EQEZWj98x1IXvJWfR8owYuJKE4zYM18dTyIUgK2QhBqmz6/6CVPCluKLaZEF6teWMD8SRzhXMgj7X0abflLOFeVkHJNIeOcxZrsObpjnpe8KG4pmIbw/nzPLXj/yfqitiRPIb2swbezuhfMM+WAK2ZHamdRd+ymFw/hnTuOMzVmja+xYf2M/vvNZW14+rFm9K7SC6xLsXpQQqB1SRuMomPsScj+Uu5moX0QxFm5fomKjKEnfo9s99EFvDBBxHj/ZvhaAhX7HaKGJpcEldSXv5tT3FhaMMBhB/q6gMIrj5sBiHFIFx2hOXhffBJapzmZgiEEoLD1NLAluYqExiGTF+B1lManJlC83B7B1lhZ4diChuCdU/AOLg9Ffq1w93nhHdD3YfrmNVj15nnY/ZXjRksCoZ/b4N149LKtJMtwc0i83EMM3s369tZEnoLsMDeEMEFAtGUz2BIjRFAL4RnpGUth1f22fqxx6I0podhqOB3mrIYCGALNMZ1xayrH8HAQ6H/FxuizA2d1lU46OL8HXqcPaztLRlbt1n2wX1eqzdUy0YHMQBzMtviMhOZnwKRBQFk0UB8+7IJUFLDjxMV+alISUuIg/H2LNdgYZSg+r8F7Wmn9G5lyYONgSfG8LfInvK3r8iPbrokByOumTX93Pbjgggv2MMZqr2j9ao2clf4DcD2AG7DovXoEwMMA1r1y7AMAPgvggaX7zNrduHEje71AyiTYwd99j3vs/4RyLKsR0zZ2jz3JKKW6/ZRqrBD8kun1alhmyR9Oc4/9T+JpJhHVtI0b7/kyd79CCPveoQOm1+filL38qP43MMaY9vIBRon5czj0+2/zr1ckNv7Ubw2ve+SRRxhjjCVUje3JSdxzfvfsLYwQzbQPu279A3c/ySks8+v9ptePSgV2WzLKPfbT5Ne573kpbv3P+7j71XScBW/5vun1c6OH2O4/38k99uyNL1nqw4+Kv+PujxQI+/nLRdPrZ7R5tl89xD12zx7z+zPGmPSnSe7+VFpiu18MG1736niYSCXYgSj/vMI3Ry31Ia8YfBeUsDRRTK9/nkjsScJ/XqE//8RSH+bzP+fuj4U1dnA3f7yX4+H4PHs8scA99uWRL1nqw+Qjee7+g8WD7Pfp35te/+IhjQ1P8L+/p3/2v5b6kPrxt7j7R8Ih9vSE8ft8dTykxp5h+dAI95y7gy9a6oN8+5Pc/aHCi2wq+4jp9XuKv2ezCn8+Dd1tPKbL8cXf3cDdH94fY8E9EdPrlT9kmTYqc4/92x33WurDgyp/vdn7Qp4d2Few1AYPmV33Mzk8Y3oevfV/GI1be15L8ep4ONIWpSw++wKj1HyNqgVSbpRRWn3toYSwyHe/wqhmvkbVgr2H/oNpWuU8tFcaZ2PyfMW+w/ceYLFR8zH0WmDmOcIO3MZ/R09+dopJKXM5h4el46EayNwBpo3y5wAroJSyf3/xP5hqQSYzwvSsxsYmar+eEMo+c+8w04jxOvzje77JClJpzi8Gk2z6Z49UnJO4P1vZr9x3GaGlNfHGGzNserq0vTD2NAtN7jqynQ3m2NTDs0e2FZWwBx+vHI//8ewPK7YXHlyZb7QcAHazOvSeY5mDdQ6AhxhjGoDnAJwM4FWfaz+AIIAFzr6/GGTmRtFiQHCRpwx+jheCB57FkCpTlvKv1JE8nBv54U4qI3DVUdtlJpfFGp95SFmqGoMg41OvL4WR1bSQDMLbam7Vi6rUkEGQMQrRoFaZFWizadjXmFutRmUJQwYU7YDFMEeDc6wSXISmxqoyCNYTajmWJljPKTa7FFUZBOv08McSEtrbrFC056tQtNcHhVE4LUylE0ytQtFe34M4Gop2oxpYlmHQ1RFlBBuc5mNyIWxcA8sKWJWoi/lUAv0WGASl5DxcAfMwYcM+UGb4bSaVCUsMghEyhq6yQpxHC41o3FIaAJCZzaHJQvgvnVYhrqk93FNjlMsICADzsyr6V9fWtpZJgEo5OLuq5+Ox6VGgqQVCW5383K8gn5yBt3U1l/ykXmhKHDZHgFvDrhzZ++9A06VXQTAoBl4PFsIPo7vjTNiWhCROqEGsdVQu2vHxGNrW1878ulIgKsPLdzFsuUb//c09mkbndh9cLSub/cKICjq5C+J6fiSNFdw780dcvvpy2GuUyTSNYXqWYN1g7ePk5r0hXLe9B7YqubuyKsHjKnmNM/um0bK9FELIm48ZIxDLorDm5jT095d+ZyY+WVEDKzuXR9Oq0nwVT0joaCt5ErNKDn7HkvX79R0dCODYklyMY1GpAoCTAHwTwLWv5GRdiUWv1oOcfX8xyMyOGFK01wsqD8PmMqdoV0bycGxcGSag8VwW6ywU8FxpinafFYp2jaCjjvpO1YS4o6FoX18HRTul1DBXRZoZs6RgRWcn0bW69sRljRFdaOCrsErRHmdJtAu1kwEwjQIGSczxeBEd7ebP2KjIMGOMW89Df14eggFDmsqYJYr2ECPogf55VRtr5SA0D9EgcTgRIWjttECXrxTRzRmTlFFLtZ/UAoXDw/+tE8oE1llQLPIFBr+PUx9G0ywJlTQWga2DL1CHMmn0WGAhpGoBNpf+faqUGCoM5WCJLMQ2fuhUVp1Dk8N8jlKZBCeneDeVKQSnhZpq0WmsNSACKsYkeDsskPBojHuvdKGIZo/59QkmoR3889IpYkpaYYRFpsA3Vj2HUQo8eAdw6TU13WMpiKZAlTNw+5ZfqVhkCkzC7qzeNkkloAbn4N68rep5tUDTCogm96Cn8+yK/fSV+aecmY4oGmxOPV366wEv/JLipPfo6e6JQjHxhwQ2XLcyubrloC/dB9sJl9f8fNJKGtPZaWxvr/097z+oYdsWe819iOUVzKSKOHGVsSzDW5tyB+fQtKWUj0YyFHYTOYCxylqXxVwc7rLQ3+xCDv4qFO3jqRmsC5TmOi3PYKGc62uOY6lg/QTAxYIgvADgIIBvAOgA8BKAmxhjMwBu5uz7i0EuPANft559z6oApRLF0JpB5GGIFhQsbV6GfZV+wbPah3wxDa+b/8FNZjNY67dA45wBPJwmrPZBzibgMKjtUkguwNtqTjxRpAxejqesmtW38j5p+AzoibX5LOwmLDsAkKMETRyBUWEy7II5Q1g8mEJ7T4B7TAnNwGVQ0LocqiLB6dYLcaqkWWIYW6BRrBINhNkCRY9J/hawWLuDl9dTkBkMyghVgMaKEA2UqHxBg89rbgFkjHHJWVhChdBu/i4IG4Uo8D2BFIzLVqm7F/gEMVo2DnuTuVAgkVm4DRgEVYXBZZJD9mofeAvyTHEGazzmOSyLDIIGxbuZBE8dBUozwSBaes2/bXVmAvY1fM+PSgkcdVj+o0oGnQYsruVgwQSEXiNPGYNo4qWoBjkiw9VlzpI3HBzHpl6+kYUxi4ySBlPyWCiCDT3mXqEYiujgKImvohbhrzi2F67+jRCdJgreo3cD577RsJzH0SITHUFz58oYSFXJGlNg6rafI/A2kzzrGjE6dSM2Dr5Ht39SDWLtkhyg+T0zWHXy64/EOT3HoOSBjo36cbX/hyFs/XjPiiuFLBMGKIUQqD0/7tcjN+HdG99V8/Wp9KLxtcVCBIkRfvjMLD5+RnUPcSQVRFegck6migbRVVq45TkNzjLvlFVymPL3pOY1OH2lNmNxCR3tpTlwPMlhEKyjjuKxwjFjEWSMZQEszfp955JzyNJ9f0lglEDkLO4xwtBhgUY6U0ihxYBBkJEkRLsF0n/GLwIaITl02cxDRubDI+jv5ityBU2D36Au1FJwJ7lCHoKFMK1caAJNvXwBimgqbHVQ9EYzEXQ2m9OjpxZCaOnlu+GYRiE4aheg5tUJ9FsIDZqfiKJvHV/IYZTUFUKSms+itd9ckJymQQwY1F1irD5GyUjGKoNgEWLXyhTOpuN52NZbYRAcgU04oeb7VIMcnYbLwBNRDonOwmc3Z3WrBaP5EWsU7TGK1rUrs2wkZ2fQutr8OWgzE/DUwSBYDWE5gx6LFO32M2p/F9WMTXJYgXuV+Rw3EhrDOZtOr70PVergjQTDOHVo0LSNGJMwJAb47VvkGNBSUWR33QfhFY+iAKD5XL1Xiu17Fji4G3jVQObzQ9iwVXdePjULtZixdO+AO49U8CAAwOlpgc2uf+5qcRaLmQ21QxDdXKbA9N23QIu9QkzDKFybt8LGiRIZmfwFVC1fRw8Y/N7V8Lj1a99+ZRJv9FWy9C28OItTP1JJvrL7pwSFRB1dWAbIGeD8f+HUrpuSQBWK1o16ZZ8cfhgsG7XU/uroFLTn9QQ+FVAKsJ2mV45mc7P47fht8NmrrycUFBsDG9HCIdnae0CFrJh/OIoCnHmqXhYbjRVw454F+JzVZQPKGE5a1YwWj76NX9z/fRSkxbGWKaRw3fklhZ83b6khDd5NpfVZpgtw2UrKp6oyK5V5KqCoFM4yGWs6M48rh0rqgxxjaFrfULD+fwUjQW9Y0rDJCkV7PoE2/8rEPE8pCQxaqMo2Fx7G5rW1L9rVwHIZwIIHLBeaQOfxZ5meVwsWkvPWKNoXQhjcuYN/sM7velodwRqHOUV7cDKCs64wp6w2QjUhLjmXRcfagGkbUzSIE53mnlMjUEZh9MDCacBAf6xsI1aAfVPtIYaUMcNvk4znYT/H3HtE2Dic4ltMzzOCwhjsBs9Bjs2g+Tg9k5zuPBJCm/PCmvtQJBrcBt7b4fxhXN9nbtuSMwSultoLZxckBqPIs8TsDFZt32HaBomFIXJCBCljEC18nFoxA5uBlyoiZ7ClyXx+YDkJQhMv1FKDYCEwJEMjaDbwDCtRBc3bzefJdCGDFq9eGCcqhWghPJoFCcRevggwE0/gbaefzD1WDpURLj27LFE4LYQ5AoA8cxj+ky+Bo93Ye8nkIvDCUxDe/6mqbRFVglrMINCrZ4fkITUcrXouUVMQRAccLvPabEcLeXIUTFXR/v6/q3peJL4LHncPNvZeXvW8WjCrRtEq+uEqy5dhjIFRBrHMKEw1hnwMOO8zy58XVi8YY9j3vSDO+AYneigdAqQs7KdcZ6mt2fyjWH/K+TX14ZaxW/H3W/8OTpt5RAQPCyECj0fAjq215S0yxvCz5+fx1UvXw2Ex338pnnv5cfS29eOyU/SswwAgzSXg7q+UIxlhEMpC+HPqAfjtJcPH1JSKwcHSb9KUImxL2KGXLs9LtzWqwVHGsKukAYd5lsZrjmMZIvj/NCjRAIPY/WGZYJPbXJfNFFJo9gZq7gNTKAQnvw9TagKDDnMFKxyfQndZ8uHRQpOZIdM0y2UhWMjhKiaC8HDCAK0KcRJlcBmExwRT8+i1QJJRSKXh5YQIMmqtDwlNRatB6MqcZs2DlU3m0dymt4YxTYNgIcwxE4+iqa2TfyyUR0uvuecmz4rwc3KPZMJgMNQqkGYZtHIowQEgnrVWZBgKhcCxyCkqsVRgOF4soJ0TJgkANChD7DPPNQFTIHBqFlG2lIiZj1mmYcCA4MJqiOBiHTxOAfE8hdtCqOZYIYMhjkAOAHE1gQ6T/BAAAOMbksIkbIlqOBhh6Onk91UtFODyWSMi4fUhlsuiw0oIc3IOrlaDUEtK4LSUdM6fB7LqPJoc5qFgYTKCbptBeB9hlhQkI+SCefh7LRSDn1AgruNP1hqhsNfhIV+YV9HXb01QVBMh2NtMogruvgl4s3lIVSY6gmaDGo5HC8YoNCUKm9M84uHo22bI3H0zWq58R9XzKFWxEH4I/T21174zbJsxPFU8iHM9lV7A6OEwOjdV/ubZXQyrT319egwm7kxgzWUB2N1Ly4gwkJfug7i1ei7fcuDB+YdwXt+5NStXhDKMTRBsXF/7N3f7gQiuPL6zZuVKUWU8uu8+XLrzKsNzMvum0Lxj8Mg2TyYrkBF47aW5bWxMxdBQaS7IJKbR3F5ShtW8CrunPMTQSlK0xRDo1xgNBWuZkAtNw29Qh2NOIei3sGBSqsHGWdwZSUMQzQUHdaIAxzq+IBkjeXTYLIRCUQ02jmKQkCUEnOaTRzoCGEbgKTIEp3noC2OUyzSo5JNw+c09GXGNoN1A8C4qRXid1rIjeUIcieRh7zJ/jmOKhCGDHAKZFeAWa8/QlEPTcPaa51+Fp8fQY8AgSFQCWx1hjtNZgoEmC6QKNI5OAwZBxlCVvcgMiYSE9lYLDIKFPLqNBHeDkFrOidy9CqNwWiBFmGRaFQZBa2GORstOIkLQZqC0lGOkkMIGX50MggYYk8cw5LTglY1Q9HXxf2u9FRnnkgmsCpjPD3JyHu42vpfKuBS0NaQsMgiGtVF02w2KuddZmzIzm0OzFQbBCdVQwbKCqmyOcypWWVSwwFhV1j42NwF4vBAMapu9CikXhdMTgGhSS84qNGkBDnffiuT0ZP98J/wXXgHBJHZqbPo3WD/wzhXpw9PSIZzuOa6C3AIAZp6ZwJozK8fwzNMMa858/Qm0So4g+FQWA5fpv3s28SzEgZ0Qlmk8GCGn5nAocQindumLIVvFS4c0bD2+dsKKdFHFoUgOZwwEau7DzQ//BO+44MNV+5AbDsK/qWT81pIU9rZKOYAxrYJBcGxMxdD6MgUrNoXm9hLxVnYhj6YygotcXoO/LB/LKgHT6xENBWuZkJkbRfNqfiiVUXK7VSwSXGw2PU8ZLsCxwVj4r2eSnshaZBAMAoEVYhDMxefhMxCMyhFVCToNKNrrhTadhn3AXEgdkyUMuWpP+K8GaXrEOkX7oLnQWwvG0gRDFhgEwzSGLqF2VqdqQlwsIaGj3QpFew7dXiuusmp94H87KqglBsEJpmLQpIBv9T4Qw9CzeISivdv8XUwUshjisc9YBCUMgo3/HEaVUUsKViTO0NVRR86cLEEwMPTMpZJY3WrupVcyYTib9OF5VhUbJikQXPw+LCpY5qydKbqAgKj3pDNqHM5ajmQ+hYAB3X52Lo+mfnMjEI0RCB36cUMotbRe5aHCL/CF1+C8it5V5oIto6Rq2Q7GGHD/bcBlbzNph6KQmoM3sDyhfJRIYCAQLRgljxYkk4I6MwHPCdXDv3OFWTBG0OQzN6YdLbK0gDjJYNCht4YqeQVOX8kQyhgDUQC76/Un5O777gJ2fJIT7aIUQCOjEPv1OXrLjZtGf1MXYUU2R6FqQGugdnH8vywQVlTDXHQKlFGs6a5uHGIqgegorWPKnApXf2V46dK1MpdjaCoj48gmptHcVnJGZOdyFRTtkVgRnWXr+nw2hFVNJaGSEYY6OISOKRo5WMuEzOwIhi7XM/RYBWPGdVWINAy77zTTNtSxPLwXWSDCMAChxLA+1EQ2gzO7zEMlMhFgzYlGR80naKqpEA1C6wrxeXRuOMW0jSSh2GrgwbKyRGiKApuBZVGbycBzsbkANafK6Hfwc1WsWGOKOQkuL9/bJ82MoWPbGaZtpGMhBDr12u5imKN5HzIszw0PBICJDMX5feYezTzLw8+hFqeUGVLQl4PlVAh+vqCWSErYvMHcY1HUNHg55CxMoYCFEEOKeYgCP6xUZQx+Cz+kCAYfRxGjqgzBbv4cFRqB0yBnJ5MkaA6YtyFRAjfn28pqWfgtEOBIKQq3gRAQ1ILotZszABIC2DlKmpTJwN1k7qXX5qZg7x/kHktLBTQbhIJWgnFDbLOahGa7+fUslITQwx93Cs3BZbOmxPIUKTWtwREwX5aHg2PYaEAEpEkEDo+FpV3g92E2lsCaDvN1JMYktBswCGoag9NCDLEamYOjs4pg+MR9wJmXQrBXV9ay8XE0dQzpfg9jFEQxJjhoawE0WU9qQNQUnD69wUCLR1F88ZmqfTFD8cAetH/gk7r9ippGKPrkke1YYje2H/dZ3XkpksOwMldXH8bUeVzt1+c5ZxZSaOqpHL+xYT1rXz6oYO6RdF19qBdqlsDVaoefQwhD990D2/Y36/bn1TweDz5u2OYh6WUUZ4qW+5BVc+hwd6DdrTcizs4TFIrmRpuFIMXZZ+jHdzgr44nJlOn1yaKKgYAHHT79GvD0wYeRzMVN23hh5Bl8+vpv6PZLoRSSTw0bXqdENHi3lJ6/RKbgtlU3CBBNqSAqK0SLWH1uaX2NxiVs3hA4sj2WmsL6QKlNOQk4a0/JPqZoKFjLBCWfhtMf0O+nDA4LAlhBzsHn4gs5VJmE2Hq9aRs0TyD69a9UoiqcFqzn0cQ0utr4YY4LhTz6LDAAUg2wOzh02KoKK1Qy+egMvAaManIuCZfffOGnDFza7JyUNXzG5UiHImjp5SuTJCVBDJiHOVLw+5CkUQRs/LyocgSnYuhbyz+P5NOwNwVM2wD4AlQuXoS/w1yQnCZBDHKs7ABQ1Bi8nPdstQ/xnLX8KxotQOzkK3mEMEs5WIZtzxRhGzB/DpSOwCYaE33U4xmW47NwtZvn7CxStBsLovXEo1tnECTwthubDut5DomjYBC0DxjnL9bTh7CcRrfLXDmiwQTEgeUpbLsUSliGs9sCg2BwDGdtNDe61YKRUNgaRTsrGjIIWoUSnIB7bRV2zpkxCOea1MNiDESV4HDrFXSipgAAop2vvOeL/GM2R5su35ExhuTNP0bLm68rMRnWAM9JZ8LWopcQhyd+htW9b4TNtvj+uzvOOvL/8j7cX9iNcz3bLBG6GOE41xp4Rb33/8BtL+CUD1YqXuMPUWx/Z+U8e/CnYay/uh2ixTVgpRAY0v8GGpsEvAEIXv0z/tXIjbig73x4DAwpWUcOx7cefxQ9ELDar5+/w1GCeIJiYLX5OFnTb4PDvtQwwPC9p2bwnpP7TEuACAKwrk3/e/aN78JUaAxnbjEnRjp7y8VwLSGeYIxh6vt/wur3nQe84mXuvGx75YUUFVENOe0Amhyl2l48Q6rOCEIZxLK8sUxWQUtTSeEcT07jqo0lghcpCrjriII4lmgoWCuMCYVgnUUGwRavgfLAVAgGoRhWMKMmMeAwV/nnwqNYZZAgTGEtzNEwyiafhWCRQdDfw/cQMVgLnzFCMLlgieAivRBGoM84ztFSHwyew4w6ijV28/C+hckIBo83D4es2gWDl5GazyKwyhpF+w7bytSFiaStU7TbN/LHbp2pKiATeYjrrFC0D8Mp8lmVrKBa6JkSnYHTCkU7mUO7i09NbiknuMpJI/kRnNhs6HY+gmKCIDBY+zxUzWuZnJ3Fqm3mRTe12Sm4z6ydSRGMwCi+JCxncLwVBsFIGsIptX8XKpNhB9/jKIdlNO8wV/KmYrN411n6sDnLYY4FCsGgYPRoKIJ3nmmeT5JmMpo5v+Nocsi0VBS2FoMczXQCaDZft1QpA6eHP5lQLQ2HZ8Awx0tWANFixdL8kw/Ce+q5cBrktdaDWOIFtPg3INBcnbF1jzyK7a716LVSsuUoMbdrCl3H9cLpr1TqpDTgaa38cLUiRfuW11+lV8Yo6OGHYTvzfbpjh5Ivo9vbjc2txukWk7ZJDDTVF5JJKcPhEYJzz3TULK/ceziGi4fasamzthBVjWi477nb8enrb4BYJQS3GsJ37UHXG3bAt4EfmcAr81DQxtHhetOR7fExFevXLw0hXNIO02+XP7eElEK7O3BkW44zNK39y1CwGjlYK4xhiWCjBQUrXUgY1sCyAsaYoVA/pSYtMQjOhYexqrt2wYExYwGKZTMQ/OaCQy48CX+PeZK4YR9gHPy2kJxHnxWK9mAILb21W6hVRg2tTjPqKNY4zBWs8GwCPatrz11SFRl2g3phyTlrNbDmaRS9ot6LZrlgNFPgMDAMhDNAlwUFi6VkCC3631FtrJVDZQxuA88pHS/Ats4C2xoLQ4Deo2n1OSRB0Wow1crxObjazWPnNZaBncPGSAiDaMF7FVKK6HUZhHsWJrDWa/7NEZlx8zAkKsHFYVhciniSob2V39dMOITmbvPkTSZLEF16q7WkqnCbhJEBgCin4Wrh3yelFhBwmI8HRggETo6nTDJwiuZu2SgZR6ed/7zVjAZ7s7ndk1DCLZgupxW4LYSL0kkV4lr+80rli2j1WxPseEa3RJygrc26h8dQCN3zBHCyefmCYiYIdxMnFJoxANUJNKyCFvKQXtoD36nm/TnqtqmKudD9WN33pqrnFamMKTWMzc7lp4wnioaJx0YxdEml8pGLMHiXLAGpsSIC6y0wr74GoIcfhrjxPF0IMGEEd03djasGay+1YRWHDms4fnPthBU5WcOumTQuGKpdHrztsZ/h2vPeV7NypWWLyOyfRtvZxsqoFidwdCydq2iF5/fFvQp27CjNR8VsBB5/aUAxYo1kqvxZUhmwuRsK1v9voORScPr4ysOobK0GVlEpwMNht2NVLK7loDEVti7+wjqtJrHGETBtI1dMotmnF+pVSmG3EuaYAoxY5lk+B/jMhQ9NysPh1p9HNMUSO5Rkd6DFIGwslo2io8k8PI+oGuycRHpaUCFYyG2YUWQMGLAlxsgCOm3mXrTFPujvpWVTsHFCUZciOjuJrtWD3GPFlAyPhTBHBgYbRziJSwztFia4KI2jy4BBsCgDPotJ07wJOJtT0WSQm1VxHii6DUJbWUGDwAmp5fSAu1hqYJa+iwmmYZ3I7yvTFIgWCmcb3SUdpwi0W2AQzKexwYAUQWUqnGJt9MIAMKFOYJ0F5ryFCDNkEASl3CLtVjGfSlpiEBTlBFxVjCz1kBGllEnrDIIGnmFB4I81q1gkuFh5BsFqmJ9V0LfafDwxTYVgkG8LAFiYhrBq0LQdSlTYOHmMlOQgWsgttILU736OwNvevyxtLcX4zK1Yt+Y60/f+58ILuNRbe13Eath/6x5su+5kXR9GH2DYcGnl/DJ1bxKDb3r9JcGwQhosG4XYpfcw/mHyTlw1eKWOMXG5kS8wFIpAp4U52Qg/emYWH6uDsCKUmEe2kMHQqtoLoU/9958x8NFLqp4jz2lw9ZfTqxMsVSkmJio9WOnYJJo7ShFK+WgR3s5SeKOm0brC/l9v+H/nl7yGSM+Oormfv2DmKYPfYl0C3gRLlRmIDvMQImU0D6cBg6DCNLgNBDwrmM3nsNqCcpQOAQbG4VfosGsfboVkEL428yT6gtONDgMGQcaoIYmHFWizGThWm3vhqlG0A/XliUgzo3CvMQ9RCU+Po7tKKIuVPhiRcYxnCNY3W6Foj6FLrN0LVw2xeBHtnLjzpcgwhm7DsVufFUxlFA4LU6gZRXs9SEQJ2rrM38VIIYWNBhTt9VLgjslj2OA098oGIwy9XbXPAdWIgGZTCfQHzC2+opyA26AGlqU+VCGIsUrRHiHj6LJQB88IRt4r4FWKdgu5slMqxIHa1wSNUa7xBbBO0a5EZuAwKG3CZAmwUNJDU/VFS18FUROwWYjcMIM8MQxbcyvsHctfD6tQDIKQIpr91cfNtBpBi+hD8wqwGqbnkmCUIbBG/6zSMwytA5XjvRBR4e2u3SCzUiD774Zt+5W6/TEphmgxWjU0cLmw94CKHVtrn+sPhnJo8zrR22w+9o3w6wf/G+++5GM1X5/ZPw13dwCuruqyjhrTYC/LyS2QcXjtlTIHo6iIsMjEpyoUrNxCroKiPZ6U0d5a+u15pQCvY2XYmI8FGjlYy4DM3Ag6j+cnHFuORjcIN6LyMGzu6nHZAKCOFOC5sM7FxKAPE9mMNYr2EDCww7DxmrsFAPn4PLwWKNoLDhc6DCwgVnpQLexLm0nDYcFtPyZLOKOVH4Jnpc4OpdRQkJRmRuHfap7cHp6ZwP/H3n9HWZaV58H4c87Nt9KtHLu6Ok9OTGQGZoYgsgjCoISEQEJYWv5sS7Ylf/5kySjYln8WlmyjQBACASIIECAEQ5iewDDDwOTQXTncnNPJZ+/9+6Om6ao6e9+9+94upgf1s9Zd3XXSfe85++z9xue97JY7BHvlMviMiA2sBsFLZ+QKVJlVcZXWvReN+RQQ0IJXqjYuEdRm7YQBJmwyrHIfGDOhaXwFzmUMAwoGe575mAYvOq32ThBqQBewOVaLBAeOyJ9F3rEwFQ3eB8qokgyeSREW1OyseCt4RT+/PmwnWgbDYD/HiUR8aArRK1otQx/hR0TzjTpuPSx3PGjERSgWVFI9SqTF5ADAai3oAnaWlpfGscEgc9leuMxAjMes6VJoCqQB66VNLIzxPdzmHo+wCMxl0DgR5KZlYyAuV+5qsDECQQpylWBYIUXQza4iceJF/J1Pfg+4Ul4HZjVySA4KMgIYgabUNBpofevLcJafhcZxjGnRKIbf/suB7fXmKaxs/h3iMXlWhAgadBw//M7A9jJp4CvthzAS2l5HIloYr0oG71Xh6Sye+eLjSI51H6nTdQ3X/sLNge3VNYa+PZnyVtlDfHT3PWWtEshDnwCG5A7Q/YR+4BponHf7E4ufxLsvfVdge9ugePBhDwMDZ9+DQmUWD/3A7VqGhfkQotHge/V731hBQiEyEw3r+FcvDr7bz24+gU/f/WFMpOT3+OXXvg5Jzn04/XufRahP/m6H4lEs/NpPBLY7Wx5a37cQGtj+HeFUaFd2Sdt7EoORs2PU91mAC8ZqlZDoPzuHtzIGDt5xVq8rVXZTtK80NnYxCPomQ+gFZG9dNLDOA9r5DRx62du7Pt8nHkKC9DfinEJ0+B3Sa3hpGwNzwcVBVYkzrSaScb4Rtdpq4aZxuffOrAOJVHB7pz5CO+G0qlwmRgAwq1mMHxEsxjvghkLo40QMCSUIKaRamvUGkim+p9/PtJC4XV4A2yIEg5zUF7dDcftOVPMNjE6nuPvc3AZir3yb9BqubSKW4CiSto9wTP7a52gZM5z6KwDImhQzffLFgjCCMCdyY7kMcQXnOa1Y0EcFbE9tb1czQhEYYwhxIqe06kIblj8Lwpaga/zoDAVTUspFBDF+q4LwgDzCZ9M04iF+1MWxGWKK+ehcSm57CwcS8nQUs0KQHBM076YWkj00zm7k8hicktdfeRsriAgYBD1KEOmUbiZB2W1hXIFBkOVq0Kb5ThYGCr2HSKVTcBCbkCtAp3JLODHDH5OM9cYouZwv4JiAQXUnSszCmICiHVCLkJNWDeEBgcNq8Qng7XIvvO8aCHOUSUpsaLpaFIC0GnBXFzH2q/9B6XhgOxtiLf15XHf57wTYBnsFYwzfMh/Dzw2+DJEO44kSilP/+BTu+I+v7umZi2T4wUco7vz/9qQHfrWGhdfudmzRje8jdPM7oPXvT7ZCL3io8D1cNnIp+iNBA/Txp3y89NYoojucGlYrg5teJI/Gnwu+vVzBDXODeN2l3RnilFJ88f6/xe+840+EkWsZil9/HCO3XYLxV3TXF4xRhvajNkbfOCAcazbZwET8LT/8e3HRw4kTe9fo3URlbttDdODsOlyq2Dh++Kz+tVxbxxVjZyOPdgmIj78w6q+AiymC5wWMEm7vprJPMargtWiYNQxxKEUBgJEq9LDCxCVYWEvEwJhCWkG6uCgkuDB8DwOcPkJ7oQn6qsAyoSXkCtg2gyA/VYL63q7eCUIZBNtLzQLGB+XEFdsMgnwFg3kUWlRhghMIkfXWMBeRpxBlVotCinbGKDQFunuRglPPtpGakXs7N2gOC7qAPYip1qrwjyk01AguaMmCLvDGC8eaIuiKidAR+ZgkbBEhrTcmRZGUTnkTsTEVBkExRXsPtwDANoOgCkW7VaFICKISvaYY1s6Fon2+ewKcTjgninaBgaWCTg4vp+gippB6tZhbwYmp7pnstlMtRdcuKlG0Vzr0wOp1TDJKt1PKJVFNSnzogggV8SoIRdQU/vpnPoLU24IRjk5YT38eB2d/8rwbVwDwmLOCK6ILHY0rAHjmC4/h8jddfd6NKwB49ksMx16lBUhtaqctDJ/Y/dxZu3JBGlcucXFv7l68YjYYXd9ME0xN6LuMq/2A5RF8e7mK117Cj7yr4Av3/y3e+OKf7dq48g0HtQcWuzauAKD1PQsDN8QlY2238fToow6uvfaszkaJF3hf984VnkcR3aFjrTfSWBg661x0Kgyx7m/ljxwXDax9xGlbjeCiYVQx1Lc/RaPrXlWJQTBTXBRStPcK1m4CCimG7cIa+iWdxLuFKkV7PZvvSNHeCzb9JRyIyBWj7FpJaGCpgDHWmaJdgUFwneZwMNT9feikSJ4LRbuoB5YKKGNC1V+don0FIa17ZdZjDCGBFE5JzcBySA4xgbGrAov4iAnqH5eM0zjeJ09BthsE8aHgNVQj5LbDEBP4R2pbWxg+II+ikXIBIU4dDFWUwbdbYCG+EEWniQmVCFbLBAZ4qZYEmsJy2mIlDAgiw27JRXRcbmA1rCZSnHo64lHoYbnCyPIE+hRfed8oV3BwTK4su4wgxjEuHIdy+yDuBfUcaJxG7ACA5aeBo5dLr2G38ogPCpxh1IEekjPdRdOriMzMc/tSCb/XqcC08hgZ6tC/q0vY1MWKl8Plsc6ZEkapDbNqYuz4+a8Lc1oM+ccZFm7bPZ59myIU03cp0cwxoHHIuS4E/N3Kp/H2o0HyEN9n2NgiOLxw/o3jvfirh9J4z01zXTsDK80S8rUMLlu4pmsZNj/4LRx8z8u7Pt9vEtA2Q3Ra7GSnzIO2xyGwueFjfv7stnpxGamJc4sO+tRHdEd2l1sHogq6w4WCiwZWj6CECGlgFx2C4wrpWE2rjsFE9wYW8yg0wcK67lZxKCpfMPPlNUztKD48V/gug4jkj7VaShTtViWL5GjQCGKMKdUuOZQhRPk1JdsGlryGy6jVkRxOBWXg9Hzgoeb7SAm8qlveCg6E5cp6q9rGIKfOg3UYa7vOr5UxOMJX4hrZNoam5RGsNjMxwKkTcQlDRGHWaLAmhnS+IVdpA6NyGw9wCTSOg8LzKMIKimTVstAnuF80Y0OfVaAaZg63BquT8bYTW8zHAYEn2m+VER5UcceRwOIFAJZBERfURe3EitXEUQGDYMktYyyiIIMwQl7CeFihcXaRYUZAcOEabcQVeuSB8fvgVdptjCuc79QyoHH+XOhSgpgiERC3ebeXQX9EPr9sMwjyDVrmM+gKL5fIqDVyJvqnFQguOjAIej5BREASpIJc1sPsrPw+evkNRKcW+DsffxC4+hbpNRyrhihn3WTUV2LeZb6PxBMPYeBV59bjbmn9Yzh26BfO6RxVfNN8FK9IynvSPfbJ7+Gan7thX2R46C8obvyXwXGY/nYDc3funkfo5qPQ5veH2bAXpNtpMMYw3x903Dz+lI+rL++eRl0Vy2UT0ZCO+eHui4Y+ftf/xS+88te6Pr99Ootwfxzx2e6j7s37LQy+pPNvMP1FJDnMqDvvcSX7FEZnzjpOPNNDOL6ThZDJezr2mAL9o8bFGqweYRQ20D/F90JvuQTzUYVaFeIjzEkxZKQFTaGvirdqIXKI/wKUSBvjCimChHgIcyykuutgiENZvhfNAiDMwHNtaCL39Q4wRgL9KwDANeqI9aWk55d9gqTncPcZroE+Tq4+D7yJlxQNhCbk5y+7Fo5y+vQAgM0MJHT5NfY22jsDJ7+BqGCs7URhfVnIIEg8grBKmqMAGy2CgwPy8wu0LKRoJxQI9TBJVmo2RoblxlHebGNA2JhNrf+GiAjDZRRRBWN3tQODIBMYDGoSnGEQ7I2iHegt1XLJXcLRqEJUtkCxcKB78plOSCsyCNrVLdCYIBVbVQrBYTV3Famo3EFV8BdxWYxPf3wuDXp5aKbbGDygYGCtuAi/pns2uk5yZrY8zB5QYBDMrSJ5ucCIcm1oQmKanTLwKe1V2QNbd30BxotewmW3PbXyQRAaJDug1MXw4GWIRoIOw2+bj6FNLen3isAAjOgDSHGo5Z/50hNo5RoAAOL4mL5qDlEOYcH3Pkhg17sWAYwCqXkN/Zw6l8y9Ddzyh7sja6yyAf3orbu2fWblM6jate6FOA8oOxX8h6v/XWB7vUGh68DgYPCZf+bxPO5eY3iIrZ0XGUqGiz96dTBis5Zfwpcf+DuuvrUTnu/gsoVrMcCZuzc//G241bZUBq/SxonfD9Zsu0UfxmO2NMTCPCB2MAI9FjwwY/41fLo9Jh2awcG+3zh7fZdhb4DaaOSR3EGE0soY6N/BIGiY/q66aspoz+nnzzcuGlg9opleFFK0MyjWqgiOIc5p6DF5+o67aCByXLxgKilQgmNWW00cVog+daRoV35J+McZ1Qz6RuXe4bJPkXT5Blavr6m/2URkXn4fVhwbN/Xxvemqk4XocW1TtMtD7PmNFVx+y52iq6vJIKRopzgyJDewSrSCq8OXdS1BJyWuUrUwpkDRXjQMDAhXEAXDpgM5iweGmIKBtc583CwotlcyrjosMtUixYEj8il8xWziNQLWOZUxSTs0g1xyl/DKvs79UgCgUGG46Rr+NZTGg+tAEzh60vUqbjsiT292m0XQaDDVUtWwYY4HLSZozuuu4ZKht3D37TqOZpHS+VF6lfHQMJsYSvLnoWa6jclr5NFIWibQxoLvMKGUSwizFyZ89AkaiOcyHq6/SaG20WwhxElzZL6HgGbGO9+3ERbQN1NiIhKV3wevkIV/6OrgtYkDxiguP/br0mucwTPOJgb1JF6WvEb5HFWUTuVBPYKbfrVzk+OVb1GkDmg4/ivnPzGp8HALw8cT0HewujLiA/rulEHTN9Fwm3jv5b963mXoFYwxPPG0j1tvCo7d0yUDNcvD2w9puOOO7jN5VGT49Lc/hN982x8gotAYnYfKPc8gOjGE+Xe/rDsZKEPrQQsjr+uHJmDplaHqnEQ8NIvRJL833DPPuLjs0r3v8e45rr7awPT1Z1NcS2V7F4Ngtl3AdP9Zrz0j7AWXc/cCE/fCw3YPrO5ZZzot7sQ5jZCCgeUtm4ge66FWhYqVuNVWS4mivVkEBOnwajL4HpcoBNimaO9ToGiv+QQJr3uKVeJ5CAkIJPzNBsLz8uTfTc/BPIeMQzXN0TYdRBN8BUPVwKoXc0hNdK9ItpmJPkEB+2qT4LBCD6wWM9DPo6KmTKkInhkeNAFLYFUxgmX6HqKcL2MeBVRqVZCDrvG9Bts9sOTXMEHRzzHEqOdAU2ic7dIiojo/NNysUQwOy6dwmxIkOO+W4RtIhuTzhl2niKf435PzcpgJKzTOJuCmddrtFqIqDcjTGwgLms7WLRMpBRIdgAKcZ9EmDvrD8vHE8jVoU/wImEubiIXk8wMD4zY79Rs+wkNyY/l0bhnHBQQXvkUQSar5TLmMkpUa5kblqeplZgkJLjyPIcbxdiujmAUm5X3KfLuFSEyUFsqUUqlFaJub6O+TZwqcgcd8POGs4kWx88s+B2wrw8986Qlc9qagIbhLBoth7V6G468+/yodJQyn/raES9+5ex5iuWegz+x2oj1YeBC3TAYp3y8ELK9u112F9hgVjDH89cMZvOsGuY7RK/7xwc/gVTe8uWvjijoeSt94EpOv7z4ts/2Ijf5r4l0bV4TZqLv3YTQWpHI/g8cec3DNNWf1IOI50EO79Rqr4iA+cvaYYsXC+NgOivb6Bo4OnzV2nRoQ672t3Y8UFw2sHuG264gNBp+6xxjCCpqk6RhIxvgKBnVXocfkDSlpm0AfCC6sDvURUchFL9U2MTHCX1AypoHZPgWPpAeEOf0fmO8BCjn9ZjmNpMDL7rSqiCnQWW87OIJGhGG3uX0h9qKRL2Jomq/MkpoNXUGppwCXurtBK0gJitt3IrdeFhJckHYD4UGVWj0GneOJNqo2+gS05zuxTsQMgobH0K/IvMRT4qoGIGgjtAu0ZEGf4Mvq+wwRlUIw0bW3LOjz8vtA6CJCmrg5ZS+pdW41g+iYXJHsxCDIGNvVxPFcsWSqMggSJDkRjzPo5T7UtrYwMi9XZr3NVYQPiglwepGh4DQwFZMbR70yCHaCU3AQm5SnUS/ml3HJTPekK52wnC/iuAJFe5lZGO9A0d4TMuvAjLwVhue0EI6rFHKeO1rGOgb61KMYd5uP42XJa/alpueZf3gcl77hSuic1iM78f0PUVz/7v1R557+YAGXv3syEMWm2WegTe8mI3m6+gwuG+ZnLjyfcFyGUoVibiY4j332iQLedPkEIpJ73CuaRh0rudO49lj3Bujmh+/G/C/f2fVYIwaFXyWIzXffZDxr/jVmBJGrM8hlCaZ33Ota4TSGp4LBgp2/o9F0MTR41ghbqW3g6I4eWE4ZiI29sFIGLxpY+4RVh+CQQq1Lw6wKKdrBPGiCVAwVbHg1HIzIFfJ0QUzRThlDqAdvINotaH3yCFgrvyKkaAd6U6By9SymU3LvVD2bR2pazJzXiwwb3iLmI3IPZ7YDRXuvqKWbGJ6TWzfrNIeDPbDWdUKhAUgaxAMAaNHsiUGwE8iygdBhFYr2Uwjp+8Os6ZQ2eqZoV0GnqOXp9mklA8usECRGu6/b6xS1rG1uKjEI+ltrCB/oPnWHUSIkPijYahTtrFCHptJfQACfuQiBP587BTWK9rXSJhYUxo0IzKLQBH3TFnMFJYr2BnMxyOnnpxohp44JndPQFwCQWQMEkcqdIJ6NECfqqNy8u1FDaID/LNvGOvr75EYeABT9OhgYJsIppePPBWbVQLvQxMSlnefiygpDKLpdO3W+YeRcWGUPY1ftdlAyxgBKoO2IjBNGoGs6N0L7fOOxJz1ccyWnxtzycKpk4OaDqX2X4WPf+L/4hVeqp53uhbleBAAkF+TvqAjN+00MvqT7ddX0V6BrMWFfxp0IElycZd30HYLQHn6Cve1fylYVoztIbOwyg4Cj6ILFxRqsfcKiQ3A8LldK6kYVCxP745E8F4r226//6a6/p9OixtpNaAoUuO38KsZO3NS1DJ1Y3bK1DI5PiyMRZ9DIFXHgmu6pd/0OlNxb3jJuSIjqos4iv1nBjT/Rfb8K33OFTavr6TYO3yJP58rRMl4dkbN4ieAyV9jDpdgAbpQHZcEaDrQhfqqlCizfQ0yQckrXTERukb8XlBWgIWhwq8pQYwRDAh+WU0lj4Lj8HhPWRFgPKoKUqNXs5F0Lk1FBuqe1ijdPyeuGiMMC/XAAwKEOoppC4+w6w0iKL2uzkMclrwj2qdkL5tjQOcQHtuchppBu4zYLiA5OAHZwX80zkYookM8QAi3CaSBO2ogokBGVyCrGQ3wj0W/6CA/Kl2NCCZcQyWm4iA3K7wNd86Av8I+rGSZG+hXuAxi3trhWJUgNy9c8r5JDeFRgNFgmtKRCiBt8hxejDjRdnmngbq0hcuAwYAVZZwlxEA6pRejuth7DW/pvC2y3mxZqaxWla4iw/M1TuPE9wWs7LYbSqbNz0DNfZHj57wbnGavsob7YPekGACx9toKb3xc06FllA9robiP08fITuGr0qt0y2Az1Bp/Z90cFw2Do79ORTATHywe+u4VfvyXo4DEdA4tbT503GfLVDA6MH8IwJxOn9fQWiCkvbch/4WEc/92fCmwnBoVXJtLz/SpBZCKMEId5tu09DcqbHPegZH8Jh/r/U2B7pUKwsuJtf4/PEN/jxLHaZSQHzjqOG+tNDB3a7dTiLWc733HqACGBc+hCxUUDqwe4RhORBH8xWHIIbu+XL3iW00YiGlzUGKNQCTCSiovQCP97Nr0aXpKU95VqGhUM9QeLgn1Kuelue2E1gITAAcyMNrQZBQ+1bSCSCKZ8UN/b5SUToUkYBsM6eLw65WYJt554qVwG10WEw3ZILQ+agrG86TqYjwr67JA0xkPyKBrxfESiwd9LjCZCnPuzF6X0OsbnFrj7zJqNpFKaI0WY4+2v2hTDHEU7IAOtYlznu5pMB+hTmSQFdKxtw9vFNCRC0TAw2deHKu/SbQKNk1LLE4KnxPlQS/9dYz4OCai/meeIvfgKaFQphkbk88OS0cAxDpkAAHjUQ1SXG0girHlrWIguSI/LFhlmJvj3ixF+k3ZVZBo1zA6lpMfZtTTiw3NAMR+UQWAwqKKuzCC4hMmwOGLYS4S8mW5jQCE6TVc96Me6f+adkEl7mJ2Tv5t+JYfotGBd6lF/osSErmAceVurSFxzE3B6pevvahAD46EU15n01GcfwfglUz1RSl/x1msRGwjOEd95P8XB27QflhPe9F4doT3p+YwxfO/3t3Dodb2ltF71a1OIclhj6eI9CN3w9l3bHi49jHee+MVd2x5/ysPM1P73m+qEWEzD4YXgXPmDdBMHhxMY7Qu+Dx/6xz/BtUdvQqiHuWknUgOjuPFEkKSk9r1l1B5YxOA18ojpwfe+Avoekh3GGOrfNpA8IX+nQ4M64pz2DHX3QbS9x9AnIKXaidnkr0Df41RjjOF//HEdr3r12ffuHb/QWVepLTcwd+tZJ4vjEoTDu5/RC51BELhoYPWEZnoJgwf4JBQtQjGomNPLW1iptwU9IjdM3CUTkeP8kK/DfCQUe7vwsGW0MadQgN7IA0OiLAZKudTrqjDreSSH5elqZZ9gPBziGliUka67oAOAv9VE5IA8NWjFtXFUoDSLittVYW8uIX5QgUFwfRmTC+KIaC9K3EqT4KgCg2CRljElIGboFeWKhbFRuWFSMA0cHBziGli9YpvgQv4s15iPmwQMgr2iUiQYnZA/iyWzIWQQ7BXL7jKOR+Uphtkiw4uv6/7960gLXqvh4Kg8b8SpZdB32WUAggaWkgxULEPdXcNEojMJAQAUyBIuicqj2CIQSoRzSDPdxuTVCgyC6x7Cr+w+RYgwKkwZz2y5uPEWeQTMrxWRvExQh6IQHKaUcKnVAYARE6GYfO7xCzmEJ2YCBpYqGREAbPgFLET4NWu+4+PgrQqh+nPE2r0U09dqOPKyzvPP6U+UcextY5i5VSEf+xxBNx+FPn0ptMjZeZgxBoc4iO1o5H2mr9H83PNrYPFAKMNnn8hzadQfW34Ih6aP4SVXiUkczgeo56Pwxe/jxB8GmyGrwnjCQd/lMcQPd+c0ocxFxfk6Dvf/565l+Oxn2njzW/pw0038ddlzzQDjp9NwEU+dHSvZvInZqbPzkulZSES6d0BeKLjwkmVfQGhuncbQgR6ZgwSDmtqn1BgETxuIdqBo7wXbDILyqMn5oWjnw6ik0cdpPrwXZZ9gLNz9cO6kxG0zCMoXqiVH3ANLiQ5b0CQZAOyNRSUGweLGCiY7kAHIQDrQgi83iBJFe5lVMa537zllPgUEDEflqo1RBYr2smViTIlZTiADswBOg2EAcBlT6oGVZT5mELxfynUizIQuIBNQ7YGVdUxMx4L3gTK1tB3PoggLmhmvuCs4HJWPtVabYYAzRVFCAAVacForQx/mG1HZRg0zChEs4rQRjgedRT4lCCs8S1ZrQx/mz4VNbwuDEXlNgstMxDmphNQVN4rfiY3yFg4KiFHMgoU+ASnMTjCXQeOw/DUtGwNxuTOgCgfD4B9XqxIMjyg0+N1Tu/PD7a0GoNAw2nfaCAuIoRjzAIW6ZcYotFBQVsetIB5Taf4NbHllHOA02e61n5kIvsOw/A2GS17feazYVQ/VZ819Ma6Y74BuPQb90I27tq+31nFocHcUt1immBi7MFXMj/0gi3dcNxMgCSKU4Gvf+zxef/PbBWeeP6T/5l7M/eJLuzZsqE3h5vyujSsAyFkfx0ziHV3LUKsRLC56QuMKAGq5ZzEyfWnH66SzBuZmzi4SK/UNHE6dTU31TQbFrN0LChfm6H+BoJ3fQL+oG70CfOIJIyvEOQ09Lq8b8rZshA90X+xr2i0kBIvVarupRNFu1oFkKrhdVQa3XUdU0AjVqOaQHJYbWAZhSHLSMSgl0BWYFK1GC4kh/m/10y2E5xSo6inBEEdx8JiLkEKwuFpoYmQqxd3n5DYQm16QXsOxTcQSQW3WdwjCMfl9yLEypgUNgjMGxWyffMrwGUGYkzZjuQyCNkK7QKs2dAHbYavlYUAh9ZYyxu3pQ+seNAU6bMKWEdL4kUAKpjRxivrg+e0qwv3yukSbpIUEF47FEBMYPnvBWzwzdgazcXnKqlUhSI7yv8ekJvoUGmeLZGgW8hiakkenvc1VROb5hpxHCSI9pPGU3TbGonKlnuWr0Kb5z4yBQBfUHO49kgen5CI2IVeSOlG0M0FKrSpW8kUcUSC4KDMLYwKjX9QgXRnZdWBWnmrpOZ0o2nuTodVew0DfgtKxPgg3PdAottA/ef6Nm+9/eJspUPb7Hn1/Dtf+hnzN7Ab0ya8idOXrAtvvy9+P26Z2NxzeStMLMnqVbzmomB4unwrqPfcvfg1vvf2d+8IIuRN2pgq/baP/RPfPqXGfiaHbunci2mQLjHlIhLt3yP75Bxr4tV/vnN1TyT6NkR1sk57lI5zYPS5My0df8uy6vlLfwJHUwg//fiEyCAIXDayeQIkPnVNgXfUpUgrpgQ2zjkEBgyAjFehhBU+aYGGtEAOjCj1ussUlzE7w03xanodBhaaPgGBRs0xoCbnboV1YRf8Uf2GlnoOwYq0KT4ZSq4SxQTkr3zaDID/dg3kUmgIjpOj1z/hrmInIFYfsmphBkFECTdCjSwX1bAtDM/J0zw2Sw0GdH47cy/Jzrig1FRkESyb0cfG46WXxoysGQkfkRgFhpxHS9qdexilvKjEIOiStxNbUDRaNRRzvk0fIzQpFQiEq0Q1qW1tqDIKbqwgLDCx18J9X3mlgUomivQZ9qoeobIfUM1eVoj23jBPT3RMiMcaEk9RSvqjEIFhhFkYFkV01GTpETjPrwMyC9Bq+00K4g4EllcH3hSmG2xTtchm2nYf851l4OoeJy84vC2ttffu7hhc6zzv5h1pIHYkjMdp9aYAIrJ4F9Ai0weA4aTgNDMd26zKezxBRbOnxo8RffHcL7705OK/mq2nYnomjs52jLecDGx/8Fg6+5+Vdn+9kPIRTIYT6u1PhGWPImh+V0q13wg++b+Pw4QhGJOuDY9UR7zs7NuqrDaQOd55z1xpbWBg6+4zsCkNcLbB8QeFiDdY+4LRDcIkCKULDrCKVFC3avaUZrHs1LETktQnp4iKOzF3b03eJwNpNoF+uUbfzqxg9fqP0uG6Qq2UwMyz31Ddy+Z4YBAHxE9vyljAflqf35dZKuOlVV0mPE35/h4hhPdPG8JxcKdmgObwuEmSuOh8yFBrAvMIkSUsWwkdSXcvQiVGSrJoI3ySPHhG2jKge9NSqwuvAKOmWNjFwQs4g6JAsUtFgYbQqbOIjJlAkl4zTeMvUW+XXqBNMXtk9JbftMMQEPpra1iYue9VrpNcgpQJC492zOfp2G3qU72wqOk1c0i9XhlnTAIZ4qZYEmoKfss3KGBD0wXOKLgaukL+bNbOBEU7kk/oUukLTUFYk0Cf4S/56qYI33yBfBxxGEOdEbVyXKinTpFFBOCWYBEo5YFzhWVAKnZP5wZgvpOLfCS+fRmSa7+CwnAIScXkvsBptY1jnP7PKcgkLL1EzhB/+EIFVkx9HPeC23wyOs9qihcf/LIfE+PYz0XQNN/ynoPFA86dAV74LCN4DJVCC0PX/IrB5pbmK6b7dz63ZpBgc2C3vqaKBDz+cwVjy/Bt/qmAAbj8ygv5YcAz/7Tf/Endc+obAdmurgrX/8zVEx85T3zXKMP6KKxFKBp0qtbvaymGP1MuCjsKW9xhK9pcR0mSyUozGfgK6tlsGxhj+4PdriCqQWYVCwG/8Riqwvbj5CDaf+QYiz2VGJQd3z9215QYWXn7WsWbZPuJ7smtc4iK2ozGxWwOi8jLXCw4XDawuQQkRdos/bfu4vV8e+WmadcyPde+ZZZ44d3/NreAlffIi23x5Fbdew6dqVvE9+R6DLhhFrN2CPiv31JvlDA7cEjSCVAuOXcoQEUQUsrUMbr/0ZdJrtCs19I0ElRdVJa5BfAwK0j23vBW8KH6H/BrlFoZGg1Em1mGs7US7XsFAim9U17MtLNwgV15azMQQp07EowwqJW4N1sKQQPEot4DrVFoZOQRanJNq6VOEFWpVqraFYQ6lNwDQtAX9LQreZeZA46RCdTLediLNfMwJlD2vWUJYIarK4EPn1JPYFkWcQzm8FytWC4cF9J5Ft4TxqEK/NUGEvEzKGFOIsOdKDNPjAqr6VgtxhRpPMMaNOFSMNsb65Oc7ZxgEOXCpj7igrcFe8KKWbS+L/og8zafgL2EyxI+IMp9Bj3afTNLOmeiblivOdMWDzmERAwCPEEQUGsKLkMt4mJ6V30evkkVEVFNL+XVRqqDEUmMQ3FxBZF4wETEozbXrnpjggvoEoYhCLRpjaBeAO/9Td7+ZMYYn/m8OL/mThUBPoV3HER90+TsI3fqu8576xhjD51Y/h9+46t/u2r62SXD08O45/OuLZfzOyw9jkDO3P9+474m7cP3xFwP1YHR284Pfwonf+xcIJfaHffMMzGccxA5GkDzRHTESYz6K9hefI6zobj750pdM3H57Ai+9vbuCJ0o8rD/1Ndzwmv8oHGue4SO6I80/kzMxOy3JKukxBfr5wsUUwS5hFLfQN8FftLc8inmFBZMQD2HO4s5IG5pCXxVv3UJkgf8iFEkbkyH5NXziIRIOThwN18VARL5gtgoAJ2NgG44NCGjLd4IxPtOgazaEtVk7UfYJxiKCOhHHQB+nuJ0H3oRASiZCCg1vlx0bx2L8Z2GxNpIKz1Mkg1vYQnRSnkpV2FgRMggSlyrVYImw2aKY75efX6JlTGh8I49SINTDJFmt2RhRoJkvPEfRzhcC0BS8/aJ4pAeqRHCxxnwc6lBs34uiUy1SjKgwCHagaO9VhmV3GUejci99rkgxPbk/C2O6XsNsSqGWrZZBfIQ/V6syxolQ99bUKNrJEiYVotjdoJluY1CVov3I/kQPVCnavXJW3ANLpXtDh9Q8RkzounyudjfXEO2haTUAZP0yZsLBeY4xtf50AFBZAsaOdf9uLH26giNvHu1oXAEAffrrCF3+qn2pK/rq5j/hVXM/gcgetmLTYuhL7v6+pu1fkMaV5Zh48Nl7cMc1wWh68WuPYeT2S/fduKIug73udm1cAUDe+hSmEj/dtXHValI88ojTtXEFAKcf/jucuOHcWBHTud0EFzW7gaG9jd9feLYVgIsGVtdophcxeIDvkaSMKfWPEoE4i9Bjcvpjb9FE5Jh4QVEZ5CLGuNWWGsFFZwbB3pQ4s5pB36g8va/sU4wJvK+99lJQZRBcdm0c6aGvUSfYm0tKDIL59WVMHhRELXucoFYUGQSLrIJxAUmGMgSylisWxkbk97hotjGp2KyUh05RS5cxRBQNrMNKxAciGcR98KpFgpFx+bNYtho4muy+2J5RJvQaLrlLOBZVGJMlhklRcbLC3MA8FxDUHqbrVcwpGFjbTYblaV9CGRwPmsDZVHfVDKwq2cKwHjTyVCPkTauFAYGjqJU2MDgnryukJR8aZ9xQSlUeBUzmISFwGmTTHmYUIljUaiPEGZOM+IBCKw3i2whFBNFpYkFTiGBRy4DOiXwS4kJXbGtCBL0Cm5k6BmZTStdY/ibFkZd3NzE7DR+lx9qYu6OzA5K1y4BnQxNEcHtBw21gtbmKa8au2bV9Oy149+/KNGxMD+5Py4pe8clv/SV+/hXvDWz3DQe1B5cw/vIr912G5v0mBm/tPn3TIQV4rIa+sJwYTYQ//4sGfu3Xul8vjEYOvmthaFycOeW2XET6d8/njkN2pQg+UXoWV0+c7cnFiLh29ELHRQOrSzTTSxgSGFgq6LSwUue0EkW7u9QbRXsnWvDVVhNHVAysAjDUve4CSnxhnyyjklUysKo+wYggf03FQ008DyGBEudvNhE5KI+idWoyrALHchGJ8xf3bQNLHi2oFbIYnuSnWqo46tvMQlJQwL7SJDgyKJ8umrSNQY1DRd2hwH7XcYYHTZCjX63ZGFEwsAzPQ3+UUzfkU3BY04PHIQ9d43sNfEYRUfghBij6OYYY9V2lxtkeLSMqMFRVmwxbhKCPEyE3iYmEgiJq1yniKf73ZL0sZsLy1DhCgAgnrdNptxFNyhUKP7OJiKBxds00MJxUmP8Y4c4xbd9Gf1g+nlihDk3E7knqiIfkRh4EffD8po/woHw8LOZWcFxAcOGZPiIKzbchYPlLV+uY46RH70WZ2RgXtS5wGWLxHtSJYhaYkM/1vt2J4IJ17b0HAMPcQn9SnimwvXbz54DiM3lMXNrB47gDVg1IjnanOT72v7JKTIHkia9Av+r1XX2HDH+7+Am84/jPB7ZvbBEcPLD7fbtrsYJXH7/wWArW8kuIRROYHg0+982/+iYOvucV+y6Dm/ehxzWEFRyYImStD2M28e6uz3/qKQcTEyFMTnbvFDz14N/i0pvf0fGY2koDw5L66idLp3DV2FlD0akDUZUp9gLEhRevfYHAaVYRGwymCPiK0SvLNYT06MRdQWTop6TXoC0CnbM4u8xHRKHYt1zfwvgIf0FJmwbepMCmRDwgzCmIZL4PKCiSZnkLSUFvF7tVRnxATtRBGBDm3HPTMZCMyhWwZqGEwUl+PQqpWNAV+i4RMK4MdVLBkC7/Dbn1EmYW+DL4rRrCQ/JrMEahc2pVzKqNPoXmvNsMgvz0nbbHMKBYJ8JT4mptYERBF+7EIOh5DFGF2gbhtbcs6AcUniVdREjjOzgYeovKupU0oqNyb7JNNhEP8esXKWVKpAYiLBmLOJaUR5/MCkFilH+/e22cXUtvYfiAvD7T21jpyCDYy7MoOE1M7k1F4YDmqtBn5e9fN3AKLmJTcsfM6dwSbjh83b7IsJQvKDEIlpmFQ/r5px8HsM0gOHtQepjntJAY3B8K8paxiv4+eTSyRBoYD/HvQ3WtjCMvkztH2yWGvg72BqMMj/+fHDwj6AQlNsXAfAxJDrU/WbwPaBW3r+G0oM9cAS0SJDL4+7XPo+E0pHKKYBMbB/oPIBVLBfaVKxTHj+yeN9ING3Op3WvQ39/7MVRbpa5lOB9Ilzbw//38/wxsb5/OIjyQQHwmqNkbT9rwyuS8yeDXCEbfGHQaWP4qys4/yc9nDQxGrkeI0zLj4x9voVySy7qV9vE//kdwjmuUVrD57Lek5ztWHVOHbkI4unt9ZYxh7a4tuC0XAFBbbeD6f3WWraJteOhL7tYTDc9E3w4yFqcMxLt0RDzfuGhgnWesuQQLCopo3agi1SdgEGQeNL37nN9Nr44D4ZT0uHRhUUjRThhDqAcFCu0mNIWmke38GvqnBAqUYsGxCLlaFtMKPbTq2TxSM2Kvo1qqJR+b3iLmI3JlNrtWwtzRHkKBHVDLtJCaVWMQvDzUKx02H8UmMCEPBIKVLIR6YBDsBLJiKlK0n0IktD9eX6e8pUTRbpM0hmN3dP09nSLki8YiLu+/XLj/DKwKwdCB7pcISsUy1LY2MXWpXAZ/aw3xG7tnUmSUCJnl8k5DjUGwUId2rZwwSASfuQiBH2FyCg4Gr5S/m2ulTbztpjd1LQOzKTQBM9hSroi33vQi6TXqzMEQp8mwapojdSzooih/Zh24VM5iSDwLoUj3fR9Jq4GQgNm2ZWxgcuxW7r6dWPcLWIgIWlkQCl2BDWj5GwxHXyk+7tmPFjF14wDGr+PPV7y6K1pYBIgD/Zqf/OE2jRPBPpk9icnEBN648JOBfeeCvXVXAJDLE4yN7O7V1XL8AGtfpVFE22rina/6Vz3J0Ct0PRToRcoYQ/pv7sXx9wUZE92cD9KmGHpJD2yMASGCBA6MUWStj2Gh/7eVWEp1Lagv3nWXidFRHW9/uzxdPhQCQnucdpQSnH747/CiV/47pXTuEKeWP/u9AhJjcSy87DmnooZd70cmZ2BOQnBh5RkmbnlhGlgXUwTPMxZtghMKhZwNo4ohIUV7b1h3qzgUlV87U1zCnMDAUkGnRY21W9AUKdoHRAaWAmgHGXL1jJKB1cgVMSTogaUCwhh0gYm16S0pGVj5jTKmDnafQuF7LkKcnmwAUM+0MKxgYGVpCbMCKmkVuMzjNt4EtinaJxUMLFqzoaW6V+Js30dMwERGVw2EDiuwrbE8dATHjTKjJKMYFEytbmULsTGF3k+sgbAWvGGUMugKRCFF18aEoCZw1VzFkT55yqlvM4Q5aV8ucxHpQOBxBrUGw0iKL2sjl8PQtDyVitkW9ETwmTm+h5gC+5/bKiI6wB/TNdfAcERucDPfhxblZArQNiIKjZbLZA1jAseF3/ARVmh87VMfEc777TRdRAcUap/WfegL/OMqbQOjAwr3AYzbB69eI0gNyyPLfjWH8IjAoLXa0BQYIQG+w4tRB5oujwR2alpNiI1wWD4/5P0qpjhpoYyqE1zU1hhGDvOPtUoemhsOpm4eQCiqcz/B7yagi/dCv+Rl0EKRH372wvRNPFJ+FC+ZfgkieqSnz14QyrC0SnD86O6xcPdyFS87slsfuffJu3DnNa9FJBx9Xj97jSsAyH3uQUy9+Qboe+q6GWVoPWxh4KYEtLB2/j6c+bxgfw4T8bcgpMWha1HpJ/CcTYp777Xw2tf2IRrVpJ+9xhUALD/y9zh67VsQisQQCkeln73wLR+VZ2uYftEE9Ii+/dnjfMjkTczsYEAtmRWMJ3ZH0qgP6NGLBpYSNE17m6ZpT2qado+maX2apn1C07RHNU37N8/tD+3ddqHBM1uIJPhegUWH4IQCW5vptJGMBRe17eJ2hX4iVQ+hYf7CvOHVMB+RJ60222UM9geVep9SpTRHuwnEBTYUM1pAnwITotVChFP0TImnRNnbIgxDgqbOpWYR4wrF7Z7jIBIPLs7U9qEpPMstz8EBTs0PABRJBhMKzWJ910c0xlm0zBZCCbniUc5sYFxQq2JUbSQVape2C7eDY6pmUwwr9MUo0yrGdL5hb9hAf1xtkuQtOG3DQ3+/XJEsmgYmBAQXrEWgDaoUsfMVJVEa6F6sMQ+HBIYmdW3oUTWWJp4MqvVXS2YDxwQMnA51EFNQRkVYd9dxSIHYIVtkmJng3y9GKXSFFGLhtet1zKRS0uPsagZxQRq0yGBQRcNdV2MQ9DszCPaS5thKGxg8oMIg6EI/Is6K6EWGTNrD7AEVBsEcImP7k97HiAk9pMAguNU7g6AoPba+UUXqoNyx6ZkMAp4OAMCj78/i2n97bveJPvMN6Je9QprxIaqbOh946hkfV1waDoylJ/JtXDW9e4xuFlcxP7k/2RK9gLUdGEt5pG4IRqzbj9jovza+73ThHq3AIWkMRLrvifmXf9HEe9+r4NEUwGqVYLVKGJnuvuny0lfWcewNnd81z6O70v4fLz6zi+DihY4fqYGladoggH8H4HoA/x3ATwGoP/f3OzRNmwfwM5xtFxSa6SUMzvEXzCahGBQo/HvB9cR5aegRuULuLhmIHON7HW3mIamYYsgtejYNzCkUj9c7MQj22NPErOWRTMk93KUOFO2UUq6HShX+VhPhAwoMgo6NowKlmYH2VKuiSnDRkUEQvSlQK02Cw4MqDIJlTGj7U8hcrthKDIJ5oy2maO8RLmOIKEyZq8zHYUU2snOFKoPgolHH8Q4U7b1gyV1SomjPFhimJ7of+9vkLPyooSqDoFPbQkyh0XhHGQSouavqFO0htcazPFBKhWyoza22GoPgugd9oXuDljAqNEYzmy5m5+TrjV8rIDzcA5sjJdAE6Z5U0cDy8xmEBURAKoRIlImfRfHZHCYuk6ecrt3HsPBSwb28t4HRK5KIpdSfFTOqgN2CPrrQ8bjlxjKGokOYSMjr7c4VrTaF5wEjw7vfd49Q6Nru9cdyTMQ7WZjPI8hXTuHge18Z3G5Q+FWCmIIjoVdkzA9jNvnLXZ+/eNpFsk/D3Fz37/sz3/0bXHrLL3Z9fmOjhWh/GAmF2u+deLq8hMvGzurWXpMhcp76Oz8f+FHXYP0EgDyAbz33OQjgI4wxomnaFwHc+dxn77a/+RHL2RGNrUWMHpPni3cD4pyGrsAg6C2aSNyW2hcZzoWifW6fGEwNZYp2git66FHRSYHyNxuILKSk11h2bPz0cPeGRScZ7M0l9F0iL24vbKzgkhu6r1WhTMwoudIguHlKvrCUaRWXRXpIOSUUEHgHK1ULxxRqsyqWiesmFRoJi2RgNqDxozseo+gTddXegSwjmOHQFTLGlNIMCbOgC2SoFgmuvFFBBsfEDDdCrpbm6NsUYUHEccVdwe19t0uv0WwzDHEWR0oIt3Fw4Lh6FXqKHxHINuq4cUHuASeOgXCcQ8nNqFKNKau1oaUE9OjuFo4MBHvn7IXD2ohzmm/TDo3id2Kzksa8YC40iiaSgn6MO8EcBo2T7tm2HfTF5PNnDQ6GwVeWKhWC0TGFxrqUcBk0mdEEknItynPaCAuIoRjzAIW0Vcb4jj/HrSKukFZfIHVMClgj6xtVHH+1vK4w+wjD7b8VfBbEpVj5fBUvef9Cx/MZJYB1lqCCPP5lhG54W+A4l7iou2eOY/j82hcCDYEBwPMZHKe3fnCPPenj5huC9/+hzQZumU/t2vbgsydx82V37NpGTAde0+pJhl7RPpWBNj2A6EhwjDXvNzH40qABT5kLj9bOmwyG/wyS4RMIc8hkSiUC35c/p49+tIX/8r7gWPY9G67VlJ5fyT6FsdkrEeW0hbDrDliH2loAAAPWvrGJq34pGP1yPQLL3ibdMAwfg3vSm21iI7GD2dXMAsnZF2Z6IABoqgvuefkyTfstbEeobgTwT9jOhXs3Y2xN07RfAjCFbYPqV3duY4z91z3XeQ+A9wDA+Pj4iz7zmc/8yH4DADTu/xQGb3krN8f5b+Lj+EW7MzMOZRR1msdIKJgGMBr7AhruHfBZZ+/swCcIWj+tA3tyZxkYvjqYxeuanY0Tz7fx6MqXceOJYCHn1602bosl0SdRgqqPH8TwVRvB+kfGcMBuY0uS2sZcE+7yfYhd9qrAPj/zfYSmroIW6rz4r4xM4nC18EOfYrvdRn9/PyijeKz4MK6bvKnj+b5lo7W8geErg0bt8Mk66rcOggkiZGfwmWQEbzO9wHYCH/el/h531N/e8fx2zcLGE0VcfnuQRSty99/Be+lbpYyMT37tM7jy1cFFlvoMlR9YGL+ps3e3Gm1huT+HG6tBA+nz9Qm8aagosn1+iFMza7gkG/To+1THSnMWJ1JbHc+PtYG+BlDlDN21rTAW5nxpre1TxMUVO8bMmfEQMhiG76Mov7qzIhhLrCGe3ECjckdg3+CBGTS3sp0FAPCluRH8ZLoa2K65bcTyT8Kev6Xj+Xo8Dz1ah98M9jRJn5rE3CUFqQwfJ1W8IxRcZMusjIfIg3hdWELi0UoAXhgYaQV2/V3/3+Gn2z8tleHhZ2Zxw2WZwHanVkN7Yx2j13R2UsXXF6F5LqxjVwT23V/M4rYJeRpVLHc/nOnbfvj3mfHQ1D3Uwg4Oup3T6wayLUADWtPBuazU/yWMt+VEAU+O/S2uLAfTskKNEELNMNwDTsfzH04/hkQkjismg+Ohda+DgZfK0z2nvzCE3JuDrHErlTpKhomb5zvfy/KwjqjHMNgO6gvfvWcQt9wuV9yG1x9GbeGGwPaB/DoiloHqoc7GSTLiwKchuCQ4F85MANmiVAQM3v0PaN75xh/+fWY8eGQZDB6ioc4pUeuDNaTsOFJuMAJT+NomJl8tT7jZ/Mw85t+2GdjeflQDGNB/XWedbKxxCjHPgB/afu7txCSMeLDO8B/aX8J4+Oz2o+EjmAjvjl4xBuRKBxGPmVK5OyERbyMR220gMcbw0RXg5w8DkR2Lx1ce+wRee/XP7Mrs8P/2UWhTz3OoIqLDum4c/QO75YjVEghbERgzwTGuT3wGzB3HeWvUxKJgjVsC13vyyTieeDyOiQlfeolLL7MxN7f7OMYo6kufRaRf7rTWQjEkJ64PZL24GwR+lkAfkDumIrM6QnuimYwBTy9HMNh/1pk7OUpwxr/DGMNni1/D2ybPOq1iawfgHEwD+o/OTtmJO++88weMseu7vsAZr+qP4gPgPwH44+f+/0cAPACHn/v7XQB+G8Bde7d1uubx48fZjxqPfvR93O1Vj7D3Fwzp+ZVWka3knuXuM3P/mVFKpdcov2+Zv91rs0/WfyA9f3nzUfbAY//A3fc/n3pcej5jjP3gC3w5qWkwsrYkPb+y8ijLPf5t7r6lez6pJMM36+auv++++27GGGOFep7d88y3pOdnnznNth5/mruv/lePKMnw3wpb3O0b7iL7euvT0vOffGCRPfUg/36lP/QHSjL8w5//N+728nqdLd3Hl28nvuM+zh7zFrn7/vgR+ZhmjLGv2vxnuVmi7LF1+Zj2ni4zf7PJ3fete+S/gTHGvrx8etffZ8aD94Mac79VlJ5v+3/PPPIYd1/Fd5Rk+FOvzt3eXnuMNZe+Jz2/Yn+bmd46d9+9X1V7Fu9b5s8B3yp/i91TuUd6fv5xm5kVn7vvj4p/pCTDZ/7R5W5fe+hBlnnqSen5rX/4FPNyae6+jz10v5IM2Qc+vuvvM+Ph8foGWzdK0vPdbz7GaK3F3fe90v9SkuFLLf56UX+kwcy0JT3/T7/2F6zcrHD3Pf7RU9LzKaXM+hP++Z/97vfZqUxOeo37/AyzqMfd94mP8q+9WwbCand/hr/v2//AaG5Teo16/hlGCF8Gx1iVy+B5rPLRP9u17cx4WN38LDPMrPQaX2k9yFzBfXjwA/L3yrMpu+9P+O/V4x/IsnZOPsf43/s0o4R/jTO4N3sfO5mRy/P0sx7LFztfq1t85Zki+9ZSedc2n/jszz7/+7u2EdtlS/+dr4v8qHFmPJwB9Skrf6nJ1clqzgOsaH1532Wybcr+42+XlfRCEZYf/QIrbj7a9fm+47PHPvx0TzI89EiRbWb4cyljjGVaefY3T35u97Zvkq6/73wAwPdZDzbPj5rkogzgjOvHB2AAOJPfMAcgByDL2faCwGmH4ERcnirRMKoYElG0o7d6mTWvioWIPNUhXTiNucnu07k6gbWagAqDYG4F/ZO9FRyLkKtlMJ2Se2vq2QKGZvaHHn1DkaI9s1rEzKHznxcPALV0C6lZeRH8Bs3hoK7WIJMH1iESrswg2KEHlgo6MUqSFRP6YYVaFbaEkCZ/ZiL4HRglndKGEoOgQ7KIcaLbqnAoQVSQ/rZknMbxPvl736nJsApshyEqyNiqbm1iRKEHFinlEZoIpnt2Gmu7zndMIaFIwWliQqEHFmu0gaHuyYjatIw+AfGLU3QQG5en51WNOkYHgteghEJT6IfGSgT6OD8Cvlos49CEPL3ZYT7iHOIWz2UIK6Q5kkZF3MuvmAXG5eOdUQKdk6LLmJiKf5es+QzCU/x0StPOIxGXrwMElMuU6rYdRPrkkcTaOjC8wL9fZsFDclIlzZHfOPsMLN/CQ8Xv4faZl3a8jmkxNNsUkwo1neeKtuPjoc0GXnZ09zN/cvX7uPLQ7pYA1QcWMXKrvCzi+UDrwedYA/foZJS5qDh3YSz2un2X4UMfauLdvzzYtV7omHU0KxsYP3BN1zIs/+M6jr5uoWsZ2oaHWt3BgRmxLvJY8WlcM3mW4EJ1nr+QIV1BNU17paZpf6Jp2kee+/yppmmv7fL7HgDwCm2b6uYyAP8TwFuf+/snAdwN4JucbRcMGKXCQbbo+DiuwDrXMOsYSnbfmpr5VLierCsaWPnyKqbGumfxIR6DaI5nij2wzEpG2GRYBS5liAieRa6u1gPLqNbQP8Kh3FV8uVuEoF9wI9LeCg5E5P1zGuUWUuPB+8WoohJXr6BviP/MG9k2UjPyZ9FkBlKcOhGfsr1ZqILz2xjU+ZNnuQWMKWR/MIdA47Q48H3KpZHdi5ptYzjOV6hpWq3JMGMWNI2Xa8+UkkAyIJgTvJxeo4TIoNyQZvChc+pJHIsipsDEuGo2cUhQ01JwipiMyhVJRhmXLaviVzDCST3ci3yJYWqcv7w4rRbigwoNaxnj1mpVTQMjAqbInbBracSHBU3MqYeEJP34DHjzfdvPoT8sr/Ur+EuYDPENWuYx6IrNu3kw8ib6JxXaDqx60A/zFXePEETD3Zdi57Iepmfk53uVHMKjgvlYUBelCkpM6Lr83fa2VsUMgj32XKxtVDC8IH8vqisMo0fF77CaAtv5mE8ufQo/d+xnpFd57EkP1165P6QNf/FgGu+9JehMevDZewL1V/WHlpG6qXsSmP2CXyegHkN0Iji+c9bHMJP4hZ6c4SpYX/dAKcORI90/p2e++ze4rAfCilbWgBbS0Kcw14hw34N5vPSWzg7cU5VlXDJydhy4dYDTx/oFBeGMomnaMU3TPgNgHsAfMMbexRh7F4D/DGBU07TPapp2TjySjLEnAXwJwKMANrCdJjgG4CkAn2CMbQL4FGfbBQOjlEZynO+F3nApFqLyhYIQD2FO/RYjBjRdPoi9DRvhBYFn1m9hMizXZn3iIcLpXdD0XAxE5C9zswQIdUXHBmJy9hhGCZeq2TWbiCgUPVd8glFBfZRht9HPKW4PyCBQ4mjZQmhMvmgvuxaOCX6ryVro4xSr8sCbqN1iGrFJecQjv76CqQX+AuW7BGEFo1+EzTbF/ID8/BIVMwgSCoRVrDQBqjUbowoMgkWzA4MghZK3XwQPFBEFBWyNejgsLLbnjzVVVIsUIxPyZ7FkNnA8mRLu70UpWHKXcCwmj/DlihQzk/ujfKTrVcwNqzAIphETGFi9ou6uIRWVO6gKZAlT4f3JFGhuGRg8oBCVXfWg96CgdUIm7WJ2XoFBsJJFRGRgKaCTw4sRS5miPXJgf3ou1tYrShTt1RWGkR7YybeZFMVzyGpzDYlwHNPJzsZ/JrfdEDim0H7jXPFsoY1UIoyZwWBEz/FsxHdElRljzzVnPv9RtF7RvN/E4IuD48omW2DMRyK8P9k3Z8AYwwc/2MSv/IqaDsFDcfNRDI0dQqzDeiCTYeWfNnD0NQtdy7Cy3sTUZBIJSX9Yj/qI7tCLzSyQeAETXACdWQTvAPDLjLFdlX2MsQaAj2ua9jkA7wTwxLl8IWPstwD81o5NP7tnP9m77UJCc2sRQwf4CgZlTKl/lAjEXYIeky/G3mkDUQFFO4Ceerustpo4rJDe1+hE0Y7elDijkkbfiAqDIMVEZH8mZm+zgfC8PK9t2bHxIkFPtF5hbywiNi9XZgsbyzhxw23S47rBaoPgyKDcKCiwMq4I7U+aR7mqZmAVDAMvmuqFQVCsQHmMCdPudmKV+XhRDz2mOqWeVUsE0wfl0YIls4mXKzBwCmUQRK+AbQPrjr47pNfIlxmuv6r7OYB5LiCIrGRqNdx0SB4ZdpsFDJ+Qsx0KZXA9aBG+DHV3FUcHJEQhAKpkC8N60EmiHCG32ujnsEECQDPdxviV8lRLWvChcQxzSqmUNAYATOYhIejrlk17uPZFcuOGmC3oHKcZIwRQeK+o7yAU5s8BlFgIReVpjtRoIcRhx6XUg6bADlqnbQwLovTNTAPHfkLev8c1gWhf8Kb7FuE29Q6gXQIGxL/1yxtfxq9d/i+ll1nbILj1pqDRfapo4JOP5tCn4CgWwfQIfuflQSvymfXHcGR69xrRemITA1ftHsNOxoPxhKNCCnnekVofR81vAwRIHI8GGtwyxpA1P4qF/v8QOHdtzcNHPtJEf//5qbxxHYZXvzqJ+J5xwRjDE/f8ubCFxU5Q4uGal//rwPbK6RpyDxcCjX/3gngUszdPQY8EZfjGPUECI64MFHjVncH16LvZR3D3xgM/NKqm+nYTtdhFhtQlP6YGFmPsg2f+r2navwWwk5Bb2z6EvWsfZbsg0dhaxKE7g8x7qui0sFL7FEIJeVDQXTIweGuqaxko7UDJ3WriuhH5YtXIA7NyRlohOnnijGoGowtXS69R8QkuTXQ/CxPfR0iQmuJvNpC4Ta68bLgO3iyqLVCAa3uIcBoMA9sU7SOvDDID7kU1n8YIp7ZAVYkzmIWEgBZ8uUFw46TcYGjSNgY5kVPKmBLBEjM9aAn+dFSp2jh6SG7stj0X/ZGgN50RptTxj6EAXeOHZT1G0adQ59EGxQBnXFPfAxSUOI+WEdH571+9QnHptfIfYhIffZwIuUUsxHW5oWrXKWJD/O/JeBnMhuXGm+8DEU5tjmMYiCYV+hVltxCe4b9/FbONEYU+fYzya1Xavo2+kHxMs3wd2iQ/UmaTGhJhecRC1AfPb/oID8rHw2J+Bcen+MakZ/iI9qnNfzyHV6ZWx+xwSnpumdkY0/jRfMdhiCe67/uIUhZQYIP0nBaXbn8btKf0vra5if6kQqaAX8NkmD8eGKEI9eDsqy/ZSB1VyPqoZaAJaosZY4joEUQkPfg8jyEe17jP457VGv6f2+Yx1td96xMeKKX40gOfwr//6T/atb387acw/ysv37XNfMbB8Cv7lFoYnG88frKEa+4QKzYV9y4MR28PtNFgjOGDf9XE7/7eyL5EBXdi4+mvY2L+Okwfvrmr86lPsXV/Dle/69KuHeGPPlXBscNDODTfHfOjQ1x8deXbeN9tvymUgfWYdXIhQHVWegeA/wrgvwD4PQC/+9y//+zgNCuIDQUVIJ8xpciR5ZpICDySxF2BHpV7ZmnDR2goOIl6jCCioARWGhmMCSbptGHgQJ88IkNcIMKZSJjvAwr59GY5Lay/sptlxAflRh5hQJhzz03X3JWGIEKzUMLAZJDeFgBI2YKukCJIwLgyNEgVA7o8jSm3XsL0Av+3+o0KIim58cYYg85JPTPrDpIp+aK9SfOYFxBctDyGQaU6EcadKOsGMKzQ95eWLOjjfMXb8yiiih5Vngx0y4I+p/As2SJ0jR+FY4Jr847jwa1mEFOIKtkkjXiI/15QyqD3sOAsm0s42ievdbCqBMlRQfPuHhtn19NbSM3JlVl/cwWReXEuVS8R8oLTxKQCwQXN16BPd18r2wlO0UVsQq7ELuaWcXx6f+pTlvNFHJ2S1wRWmCU0sHpGZh2YWZAe5tktRGI90ngLHE4tYx0DfSoNo2uYEvTAUvv6DimGpy2kTijUiNaz0FJ8gzRn5qSpgQBQrlCMC97vqumed+MKAL74nU/gDS/+aYT2ODyI4SDcf3aNYowBBM+LcSUDoQZa3g8wHAuSh3zpSyZe/ZrkvhtXrt1GNfd018YVAKx8bQOHXzXf9RxqWj4KRatr4woA/vqJT+NdV769g3GlVvN8oUN1pVwG8AUAf43tpr9/A+Cj+yTTBQ/eoFh3CRYUFNGGUcVQUuD5ZC60HtKLtrw65sIp6XGZwiLmJvmKJGEM4R7qRGC0oPUpMAjmV9E/xVegGGM9eSTzNTWCi3o2j9SMOM+xFyVu01vCQYWmu9m10r4xCNbTLQzPySfBdZLDgt59fUQnFBvAhEIKOS2Z0Cf2R4mjKwZCR+VWHqGnEdL3J83RKW8iNiaPiNp0C/GQ3AARoZMSd7p9Gif65L/PrFAkRrv3xndUJLe2lBgEvc1VhDsYWFIZqDj1rOg0MBmXR0RZoQZtMtW1DIR50AVJIm7BQWxKPtevFNdxZGKhaxmYQ6FF+fPYUr6I49NywpM6HKQQlFU1Qk5dG3pE8Fsz68DsgvQaxLMQigTnB2VGyVYTuiD1vW1sYKBPLkOTmhjg1EjTDg3Sd8KsAEmBv6y+bCN1TMHActrQBJG8p2vP4LJheZpisUwxMfajI5CuNEvIVbZw+cLuvnfWZhnx+d03xCsQRCa7J13ZT2SsD2Mm8e7A9laT4rFHHbz0pfvkhNiBZ7/7N7i0B8IKo2iBOASDc92XNagQVnTCRiMNyhgOpcTrnFMDot0nBl0wUH3LUgBuYIy9jDF253Ofl+2jXC84LNoEx2MKedxmFakOFO1KECj+a24FCwrd6NOFRcz2QNG+zfEv2NdqQhuQK/WtDgaWpuC76LSwZhUp2hvZAlI9ULSTDpTcm/4iDoTlnuf8RhlTBwXROgUDj/geQoImxLV0CykFAytDi5jT+ZE8FXjMQ1hQo6FM0V5zoHGibaoKlO37iAoip2TVhH5YgW2NZaAjOG5UZWgyikHBlOqWNxFVoGj3aR1hLRWUjTKlepmSZ2Mswo9arpgrOJKUj0nfoohw0r485iGiUBhRbQDDQ3xhG7ksBqflXnZmWdA5aYCO7yGikGrptkqIDvDHdMU1MBJRSDH0fGgcrnmPGghzmCb3okTWMBbiR0a8uo/wkPx3+NRHJByUwW25iPbLnwVd96Ef5B9XarYxNiBXtKggO6NRJxhKyQ1xv5JDeFTwzM0WNIWaX1GEnFFHySnZiUHQ902Ew2oMaVxGyXwTA9PySa6yLGYQJA5Vq8HqgNXmKg4PyiNxls2QSATlaDl+T7VXIvztNz6Ad/zErwe2l77xBMZfubskwjrtIHHJ+Y+g9QrDP4WINoxYKKgv/PlfNPAvf01hkesRlewzSAyMI9Evz+4RYfkf13Ds9d2Tc2xm2hhJxdCX7K40gzGGDz/5abz76s6N6s0MQ98LnOAC6ExysRMpAA9omlZ77u8zNVj/rIwsz2ojkuAvzKcdgl9SyIc37RaSseCipuyJq3nQBQvzhlfDLckF6TUa7RKG+oPKB2FUyeK2W0BCsCYyow1tWs7c5ZlNRPuCkxIlvhLTWpMwDIb4x5WaRdx87Fa5DI6DSJyj1Ds+NIWFJu25mOPU/ABAwU9jsk+uUHuOh2g8OG6I2YIelyuBpfQGxmYPcvcZVQt9CuQQPgjXQKo7FCmB93snyrSKMY1v2LdtoF8uwnOU3MHvMkwffX3yaapoGpgU1OWwpgedk1LLA0+BEqWB7sUa83BIYGhS10Yo1r0S16xRDI0oMAgaDRznvFcAYFMb8ZDKw+Bj3V3HQmRBelyuQDEzwb9flBCEVGjBBfNhrlHHbEqVQVBQqwLWW5qju45UdEF6XMFfwmRYTFKjlHIquA/NtCqDoCukaFeVQYTMlofZOfl75VWyiE4u8Hf22OqGUXUGwfjl1/X0XaI7VduoYFiJQRA4dLvgKueh5Y9PfWn9VSc8kWvhaoWWHgBQqufxvdP3SY+rNko4Nnc5BpPBOcnO1hHfk4JLLYbQHudOxbkLhFlKcvUKbfAZFO1GYHvT+z6O9P9uYPsTTziYnAxhgkMik1v5Lmyjct5kK249ihte8/8GtrfzJqqLNc4Zu2EWLUxcNYbQHlZhxhiePl2H5xHpNda32njja4L6xlp9C48Wn5Kf30jjFQdvQ2xPiwzGGBrPAtTffhGaS8DwFdLLXfAQrnSapr0bwKcZY23G2I2c/QlN097LGPuLfZXwAkIzvYSBWf6C2SAUKQkjyxlwPXFeBnpEHnXxlgxEj/EXFIt5SOrd93bJGCZmRTTXO9CRQZASpZ4mooXdrOeRSMnDz2WfYExwvyklCAuiOirw0y2ED8i9qiuOhSMCinYGipBCPZwoLGFvLiN+QB5tKGysYPKguG6vFwVqpUlweEj+GwqsjAkBMQO03mQoVyyMjchTL4qmgTkOQ9j5gMsYIgquh1Xm4zqhN703b1y1SDAi6Cu1E0tmoycGwY7XdpdwNCofk9kiww1X7Q+7Z7pew5yCgWXXMhi55M6uv2fbsOE/s7q7irHYpdJrFMgSjkdf0rUMtEPPxWa6jfHL5Uo9XfcRvqP7/jWkQ21xJu3h2uvl76ZfKyB56U1dy9Ap3ZMSU4lB0M+lEXn5G/g7FV5Nh3ncBsPANkX7idfKtcFmlmFwhrP2KzpXmWtCi/KfJWXisbITrssQjfCPezzbws9eq8bC+vn7Po6XX/d6bruZndA1HQcmghGTyr3PYnAPe6DfJAgN7H7Olr8Gi6xjNPoKJbl6BbMtDISvDGwfid4Jbc/zp5Thk59o4w//KPgeVjJPoV5cwuyxzs2ezwWzx2+HvqeGjRGG5S+v4cjr+E7WnRg5Poz+qeD4eepUDYQyzM3Idb9Ljw8H5gOf+vjQE5/Cu656u/T866euwvxgcH2qP7XtYE0+9370H4SQyfaFhE5a6D0APqRp2l0AvsAYqwGApmkDAN4I4E0A3rfvEl5AaKaXMHLknFp/KYM4p6HHLpEe5y6aSLw4tS8yrLaaOKKgpPbKIAiIFxWzkkGfgoJY9gkuS+xPKsE2Rbv8Piy7Nt7aA4MgY0zoqbc3l5A8cY30GoWNZRx/0Yu7loEyKkzJXG0Q3DAh94iWaRWXRQSeegXdgREmNDQrVRtHD8vTL0qmiWsmus8LZ8wBNP548hhFn0JaWoYRvAFBw2J7rCtQ6jI7wE51BtUixeXXy8d72jYwyyHRUVXifJsiJCjUXnaX8ZKk3GBotBhSnNeHUaqW9lqvQhcYUdl6HTcclKe4ELuFMCfMTsEQUoleNQxoQwJ6dG8LhwdeJb2Ew1pIcPrgUY8qFfFvVTOYF8yFRsHCwsvkhhOzKTROuqfhOEhy0h/3og4bw+A7kSplH6Nj8veCEQKN4/BiRgtQaBjtuQYinKwPAGDUhSZ4b3cfR6BxIqeUtRGNpKTnF/06JkL845yGjURK4VlQvtJo5Dz0TSv8hg4EF1vtNA70yzMmimWKcUH9VcP2kVJk5bU9C0dn5U4GHqjjoXTXEzjx+7sZcq1TLhKX7p7/qu63MRF/C6IiB975hruJRFit9vMTn2jjp3+mH6E9xEOUEqw8/iXc8Orf7qnvoQrWvrmJhVccwMBMdzVVtkOwkW7j9a+U18WK8LGn/h6/cPlP4UhKbuTxQGwGMwfM/sQL36DaC+HTZ4wtM8Z+GsAmgN/RNO0jmqb9NYA/AFAF8C8YY+fUA+uFjlZ2Df3TorohOQj1Ax6IH+5zTiEUkxeg+xsWwge7L/a1HQMxgRdspdXEYQUDy6gCfRz9R1UGz2whkuCnIhjVrFIPrDZh6OcsVoyJlfWdsJotxAX1B/5mExGFCFaN+Bjh1Ef4zENIIfu2VmxiWMAA4WTXEVNg17LNNhL9wXtJPIKQQkS1wKqY1PlG4lab4oBCTw+P+YhylBzHY4iqZINVbeiCVMZmy8XAgFz5IIxyyVl0k0EbkAtB2DJCGj8SSMA4ZlMQVJBKSMw6Qn0p6fk2SSOm88e+ZVIk+uTPgoHfBy/n5DATk3unzQpFUkBwYVADAyG1FCJummOxgMEJOaGL34HgwiEeYpx3ThWG7mM0qlB3lKtCn+EbeZR5CCko9SK4JRfRcfn5p3PLOD7Fjxgy0iOjZL6EIwoMgtsU7YIoPQP0XrzM2XUlggvfbnZkEFSKkAuOIbSgxCCYJ1VMK9Dyd4P6aQvDKgyCtbSQov2Z2tO4fFju9TwfBBebhVXMT3RPQLP5kbsx/+47A8/NrxFE9qRBe7T6ozOuzgGlEkEm4+Oaa4IOseVH/h5Hr33zvhtXVtWGXXeROtR95sZ9D+bxkpu7d0xm2wU03TZOjMrZr0UoPsAw8eIfP+MKUCC5YIx9kzH2G4yxdzHGfokx9q8ZY19lqtr0jxEY8RDi1NzUfSqsB9qJplnHYFLQR8MvQgvLFzxGGLc3QI1aGFbIRc+WljEzzl+0G56LVFSNxZAbvrUtIC5fKDoxCPquhXBMjY2HW3DstTDWoRHjGTSyBaQEDFrMI9AUCEtEyPkbmA7LvTnZtRKmBQyCzHehC+q7VFDPtjGk4NXaIDksCCjaKYCQkgLFnwqKTWBCheCiZEIf5z9zxnprnB3LMeiHFRgE2SJCmpj4pReKdqekyCBI0j0xCAJiR8+isYhjCgyCVoUIGQRZj4Uita0tDCsyCEbm+Qu2CgFOJ7RCnhpFe64GbWp/FOpzoWg/IaBoV3klOi3Ry/kijikZWL1RtG83zhYgswHMyOdJz2kj3ANFOyPinouEFTDQLzewin4D46HuiQyIyxASPHJVina0isAA/5mttzZwcED+brkO41KJ10wPQ3G1Ne+eJ76Ol175E0rH7oW5XgKjDMk96x7lsF16tIqwnurqe/Ybf/6BBn6NQ2xhtUqw2mWMTHcX3TsXLH15Dcd+snvCilzBRF8yjCEFB6YIH3z8k3jP1T/b9flmliEyCET6/5kaWBchx2mH4HhM7uOuG1UMCQwsoLdalXW3ioWIvDYh0yODYCewdlOJEapdWEX/VPcTQyc0nJoSg2A9m+tI0d4LNr0lHBClzO1Abq2ImUPds/d1Qj3TRmpWgaKd5nBQV8u756GTEldsqBpY4h5YKqAdZIjngNARFQbBpY4GlgzbjJJ8OOUtJQPLIRnEQt3T5buUICJQJBeNUzjeJ/99dp0inup+WXBdhohAT6ttbWL4gNyAJPkMQpPB+6BMBOSa0DmU3gDQDHmYjClQtNcNaCleqmUHg2EHDFpFUuPPx27RQWxC7sgqtSoYGwhGlylhSrTgrEygC4zl1WIJhyfkc4/DCOKc2iPPYyrtDkGaNYQHBYZqIQ1MyudqRn3ovBRDJq7N2gk/n0aYM54AgLAaknH5OkBAuDVYbttBRKFvVG0DGD7If2ZGzkXftDwqyyg/1RLYTvVWqvkV4LFcC9fMqEVCaq0yRofOvbUIYwybH/42Dv5ykBvNWvaQOLr7PladuzESvfB41L7zHQtXXBnF4GBw7D374MdwWQ806qooPFbCyLEUIonuHMGUMTz0SBE3vaj7FjHf2vgObp65DknBXCsDowzVRxlGr/vxNK4AdRbBf/ZgVLywLjo+blFgEGyaNcyNLXQvgyB6BQDrXhU3JxSiJuUV3HzVT3YtA/EZBFmOYO0WdAUGQbOcxuyNgoJjBbiUQVTCUHfqmBawh+1Eu1JD/1hw4d+ui5LL0CYEfYIbsekt4+q4vC5KlCKoWqvSrlfRN8hX4uqZFuavU+hxw1pIaUFDzKdig2EnWqyNAZ0fKSs1gasU0rKZ40PjLBS+TwP57Tw0HBvDHDZIAIiWGfQDCuk3zISmBRVqytQaHmZAMCcogvcaBUQUFBIGHzov1dJmiCo0sFyzWlhI8o3qnJPHtEKKIBM0M66SKkZC8ohOrsQwPcEfOXazicRQSnqNbUbJ4DVqlolUUm4sO7UM4oI5wNcYEqJQwm4h+BFyP4/+sPw+bjMI8g1a6jLose4JkYyCib5J+Zimqx70I/zf6voEMZElvAOiqGU+52F6Vr7m+ZUswqMCpwGlQoNBBYxY0Dl9qfbC3VpDVNhTrbeei7XNKoYPyutwqysMI0fE73AvzlXCiJJxZdkM8Tj/e57ItfDuGxQck+0qhnj1Ac/BNxyc+n8/hfgcZ65gwPRbboIe2z1uGGOwV12MvG73OmKRVUwmfkr4XX/6v+qwbLX2FapYXx/CQw91ZuQbHNTx3vcG1+3c6oMYnbkCEU4N7JMfO4WQQp9UVUT6Izj6uoXA9tPLdZxabiARl4+Hm66bCGSoEErwH+/975gQNWzbgZF4ikts0TjF0FpjCCkkQ43eoP1YkFmIcNHAUoRZziA5zjce1l2KnxlW6AdCPEQ4izujJjSFNAxR/RUA5P0WpsJyD5Tvu4hwmj62PA99CvTJHbIUtlMEBax6O0EJ3yPpmk1EBbVZO1HxCUbD/PvtEAsDCtdgAiWOViyExuTPYtm1cDTK/60ma6JfV0sn4S2sbjGD6ITcUO3EIOi7BBHFlA+eDFttivkB+ZgusgomNH5KJqFApIc6kWrdxsiwfJbOG21MiorlCaApsnvy4IEKo0I7sUbFFO0ig0EV1SLBCIcGeC8WjQaOc+iQz6AXJW7JUWUQpJid3J/EiHStigMpuZFn19JITsgjyN2g7q4hFVWp2VnEscht+yJDc6uNwQMKdWQrHsJ3dh8Z7oTMpovZObmh6lWySF52c9ff0ylqSYmpRNHuba0h/uq37IsM9fUKJi6TG9yVZYaFl3T//nViUlxvrmNhcEF6jWJJXH9luAT9Cmnx9z5xF156lTg9cPOvvomjv/VGxAX1izyYTzpIXhbbpWhT5nCdTWfw7LMu+vt1/Ot/c36ZY0+efBx33KEu+xkQ30X69N24/tW/HdiXf7SEkRMpzN60PxkzZ+B5FKdXGnjjq7sjmwCATz37D/i5y96Mqye6S3EkLkNrnWHuNReT44AfoxTBO+7Y/fev/Vrn4z/60e3PXjgO8LrXBbc3thYxOMdftAlT65MjAnGWoMfkCoF72kD0OH9B2e7t0r0Mq4oEFx0p2qGmxImOMaoZJBUILso+xVhkf2igtxkE5cbRsmPjqIIx2RFCivZFxOfl46GwsYzJg3KltxusNgkOc1Ig9qJIy5gQkGT0WC6DSsXGqAJFe8E0MKnQXkCETix/HmNKBtYq83FI2IS3+35HgLqBtWQ2cKyDgSWVgTKhqEvuEo5FFcZkiWFqrAdF0vcAQVQjU68p9cByG3nEOk1SMhlcH5ogulN3V5CKygv8q2QTo6FgWqhqmmPbbqNP0DetlTYwOKdgYBV8aFMiVks5LOZz0wMBIJvxMKPQA4sYTehJTpSeEKUoPfUd6GG+k4USC1pIPj+QVgOhAU7PRepBU6CvqVMDQzp/fmmk6xicTUmv4ZlAtC/4e32LIKQSzWyXoQkazD5dewaXDV8mvUS5QjHWI8HFen4Jh6b5kdn2qSzCg4lzMq6oTeFkfCT2RFrr7ncwFOFngTDG8PGPtfCL7+y+Lu9849RDn8AlN/1cQLchDkHhsRJmbpRnk/SK+x/K47YejLiSWUGuXezauAKA0ncZJm758Y1InSt+bAysvfjAB879HMsCrr4a+Na3gvua6SWhgaUCxsQl4tQ5rcQg6C6ZiBzrVZHkQ9nAKgBDPcwVnTxxhiJFe9UnGO0hKkF8H7ogouBvNhFRoGjfcB0cVCQE4cF1PEQEFHv25pKSgVXJpTHKSclUTXM0mY24gBZ8pUFwRKEHVoM2MaRxFCjV3i6WD00QaavUbIwqNEpuuy76OYQg2/TvCjKgBE3j16N4jCKicJEmKIY445oRH8Kc2p3fQyuICAzVeoUiNSof7ybx0c9h2LOIhZiwP9dZ2A2KuOCZp7005iIKDcR9IMppTu1aJrep9174mU2EZ/l1WhWjjdE+uWEhqlUxfQcRpsDEWKxDm0hx99mkhrhCqiQDhc5J2yJtglC/QjQyv4LjU/zotGd4iPZ33zg7W2tgZlhuiHciuLBthgSH/l1VBpRywLg88uM5rQ4MghRaD3VHhpmGLoi+70SB1DAVFpBTEYpQD86++rKN1FH5e7FN0c5fG9NGGgf6FN5Nj98Dq9h2Ma5QR+Z4NqKc7Bdge75Pf+xezP3i7dLr7ETjPhNDtwUdCS3vUQxG+I2hP/PpNt7ylj6EFVod/CjQqm4CAAZGgg6V5X9cx9HXLfSUPaCCYtlCKKxjJNW9TvJXj38Cv3rNz3V9vlVkCMWB6NCF8VwuBPzYGlg7I1of/Sjw7/898PKXA1deCSwunt2XyQDXXQfUakAiAZw6Bcxx5iqnUUY8FVTCOhW374TtmUgI6NGJsww9Jo9E0LqH0HBwYfUYQURhoak2shgV9dEw2phXUF58B4hw8rhVFUmzkkVSkJNvN0tIDCo0jWRAhDNhWa6FiEKj5VaxjMFJvkJNyib0MXnaiQ9+ZKNJahhQYD7Kb5QxdZD/W/16GeGU/D4wRqFzKs2thoOkQmrdJs1jQUBw0fQYhhRzxnmLR90EFFrDPMcgyD/QdSliUTXlhScDTVtwxxX6LrFFhDR+DzoR7bkq3GoWMVENyg7YdEvIIEgpU6pFE2HFXMaxPrnBblUJEgJDjqo2zhagvpVWYhD0OzAIAr2lORacJgaJ3DChuSr0abER1YsMTsFBfEr+bi7mVnBien/SHJfzBRwTMKjuRIXZGO+BQbAjsuvAnDzV0nNaiMT3p4F4y1hHWJffh7xfxZSCUd0N6qctDF+iUCNaz0AT1BUyxq8XVMVj2SaumZFHg7536j7ceAm/D17usw9i6s03QBek7vPgZDyEh0KB5sKMUTCB8VytEqyseLj+hh6zR84TGGM/jF7tRSvbhhbW0DexP2m6O2X47veLePEN3RNWPJD5Pq4YuwSDXbJ1MsZQeZhh7PqLxtVOKNdgaZp2FYApAN8BcB1j7L59k2ofcPIkcN99wFe/Cnz+88DUFEAp8Eu/BPzZnwHDClFt3iS27hIcVFAC60YVQ32CSZo50PTuJ4y0V8dsWO6RTBdOY3aCH973GUOkl74N7RY0Tj+mwGH5FSFF+3ZdVPdKXL6exVAsJT2unsl3ZBDsZbHa9NUYBLOrnRkEe5Ghnm6pMQiSLE6Eus/X7oRCA5hUYRAsmggd6j6treO1Vww4ChkThJ5CJNQd7bAMTmlDkaJ9C8PR/anZOW2cVmIQNMsUk1d2T9nbMc1xawMTx+QyeJuriF3XS80OhShsmXcaGCAKxA75OrSru2c5JcwXpp45BQf9l8nfzeXCGt5yw+u7loG5TNjMeDFXxE9ef7X0GjXYuApBR49qdJp6DjRRq4nMGnCHnGyJuBZCHJYyZUbJdgu6oD6zZaxB1+TOjyY1Mcgh0+iUUrsTZoUhIVj6a0s2Fl4nVz6Y3YIW55ER+QgrNEE3TYZEgi/sU/k2/uUtcnbPJ1Yexnt/8rcC26njoX0qg5m33dLxfGJQNO8zf6h1UpNh5PXBZ9P0voeByDXca3zkI038Sw49uu/ZeOKeP0dIicBGjMb6Oh5nTysf7zltzJ24E6Hw7u9ljGHlnzZx1S8EHXfFsoVHnij31kNuB2yH4MpLhxEO7TVUGf73I38Nl3jSa5iehd958b8ObG9vMrSW5OOc2MDwlZqQhO2fK5QMLE3T/gTAEIBjAN4A4Oc0TXsXY+yX9lO484l3vAOIx4GREcC2t7f92Z8B+fx2BKtbLDoExxXIBBpGDXOjC91/UQese1Uciso9bOnCEl58zRv3RQambGCt4cAtb+7+ezosrLlaFkPRlPQa9VwBM5fLUzJF6MQst+Ut4aqYnEEwt1HGdXfI8+ZF2E5z5CtxtUwL89fJLYs0LeLlkRu7lsFnvjCqUWwA1yzIr0FrDsLXBZ0LneqidsIhPqICvmiyasKZVqjzYBnoEKRaKqDFKPoFcWynsoW+Iy+SXsOnNYQ5tN6MqrFklV0bI4L0nWVjGa8d5xSW7pXBoogkg7/DYx7CIgKPHag1gdQgX9hGLodjL71Deg1mGtD7gvOIR3yEVVItW2VEBX3wKm4bSapgYHk+tCgnU4CaCAua7u76HrKOsdACX766j8iQXAaPeIiGg8qia3gIJ+Xn0w0P+gI/WldstjAxqEIExI/eNhuUS1G9F34lh8iIIA2w3YLGqYviSMF1NjHmQlPIVvC2VhGd5xvLPjGhKzxPgO/wauUbGJiS/4bKCsOogEGQ2BThRPdOxYyRxWyfQlp9nWJ0mP/MXMKQUExzDHHeQXOthIErFXpwZTwkLokiviB+bowRlJ2v4XD/f+bu931gmEMo1iyvYWzmCsxf9kqpHJ1QO3kSV+8t6O8C6e/kMHvTJPRI0Oh54OEC3vAT8wgp9E7tBZ9b/CpunrkON05f09X51GOoP8Uw+xpt31Mcf1yh+oQHGWPvBlBhjDUYY+8F0L12+DxgkJNlcOgQ8Ju/CXzkI53P9SwDIUHz29M2wQmFHliG00IfxwOl7IlreNAH+QvrulvDwYjcwKq3CkgNBFMiqGqaY4shJsgiZO0WoGBgeWYD0f5UUAbiK0WvWpRhQDAxFZsFDETlC55n24gmOV5Rl0CLyO9ExnMxK1Bm8/4WpsIKzVQdH9F4UAEilgFdUNy+E+XsJsZm+dEno2Khf1SBlVLQ26XpUgxwcvX3okSrGNP4465lAwMqugtjXJpW0/LRl5SncxVNExNJfl0ia3ggSg0M+VTNBAwhBRf1GvOFDILUsRBSeJ4AX4lr1ikGFRhKl8wGjvXxx75NbSQUyABE2PA2cDAij3TmihQzk/z7RX0foYha3RAP2UYdMwoU73Ytjdgwvx6FgUHvgXml4a5jKLogPa5AljAloGgHEzRpV0Rrq61GcLHqQT8svt+9KEyZtIvZAyoMgjmER7vvsdcJTJFB0N1aQ+SAnJSkG9TWqxheUKBoX0ZHivZesNFax8KA/N2s1ylSKb4MqjqICMZKHn3HFOrpygSRsc7Ogbz9d5hKvJ07H3eSs1Few+DY/vTWPFd4hof6WhPjVwTHxiNPVnDN5aP7blzV7AaWqmtdG1cAUHqIYfzmi8ZVL1B9yqamaX8IYE7TtHdpmvYhAD/YR7l+JHjjG4Ff/VXgwx8GCBEf18ouY3CWn/ZVJxQjKoQLgjxp5uegR+RpCt6iiehxviJpMhd9Ct48QFD0bBqYESipO9HIAylRYKRDE0QVWPUCkil5PnzZIxgT3G9CfK6HTRV+uonwnDzff9kVMwhSqPUkEcHZWj4HBkF+rQrrUYlbaRAcVSC4KLEyJnVxrVgvE3O5YmN0VG6hFY02JhXGbjfwGENUiUHQw2GFCE832GYQlMuwaDRwIpnaFxmWnWUlBsFsQdwDq1ekazXMDcudSE4tjfiIvOBfhI6U3O4qUlFxfdgZFPwlTIa6r5+ilArfnWbaUKNoX/OgH+reoKVMHDnNbHmYPaDQA6uaR2SkBzZHSoWESJSY0BQMLD+3hYhCb0YRXOYL65vrGxWkDsrHZCPDMMQRQZkIyLWgCZq5rrfWcVDBwGqbDH1JTp0qVavfqrerGBT0vzJXCkgektf/EINC5zApnoFDCvBoBX1hPotdqUQxMc5/Fq3qJpdk4vnA0pfXcOwNQWPPtHwUSxYW5vef/fAvH/sE3nvtz3d9vlPZTguMjVw0rnqB0mrIGPt/ANwF4BMABgD8NWNMQoT+wsDgIPDKVwKf/az4mMbmIgYP7E/BMbFPQVdhEFw0EBFQtPeKlfNE0d4LjGoGfc83RfuGKkW7uAeWCjotrNaGGkV7fn0ZUwvdU7RTRqEJvPkrTYrDgwo9sGgFYyKKdgVs1zDwZShXLYwpULSXLBNjCs1nhTIwFxDQq7uMcslU9iLNxE2GVUCZA03Q86VSpBgRKBW7ZLDbmIsHDU1VJc53GEKCZsaL7qJSD6x6k2GYM42oNs4mjRr0wRR3X6ZRU4pg+VYT4UTwHSaMqpGVNExoQ/zx1PA2MRSRK3EWayDB6YNHfapUo5CuZjE3zHe6GXkTfVMKpAgWhcZJ9zQdFwlO+uNe1OEgBX6UvlzyMTaukGpJfGgcVktmtoGEgnHkthERpEww6grfmd0yEK4MjltHNCKf64t+DRMhvmFh1y0khhXmHoHDy8x7SE7JnwWrZ6AJyKnavoGBiJrCznWuNh3MDspJV9bzS1iY4s8BxHIR7lNjr+tkzGWtD2M28W7h/qUlF0eP8u8XJW6gDur5QG2lgcRoAnEOm9+9383jpbfsby8sAHgk/yQODc1hJJ7q6nzG2Hb06qaLxlWvOBetYAvAvdhODewtprwPOHlS/Pc733n2/3fcEeyZ9cd/vPvv5eXdf7dza5i/VV6QKwKhRFgvQ53TiAy9SXoNf91C5O3dv5yOayEa4RsFq60m3ji/IL1GuwrweDpUlTjPaiHMUQKBbYr2kfkrpNdoEYoBzmJFmZoSZ7faiAl6JvnpJuK3yL2dVeJjlLNo+8yHrtBXpVFuYWiUrzg4mTUM3y4fa7bRQqI/qM0SjyKkEFEtsiomdL7isNUmeNMhhRQg5iHGUXJcn0HFBmY1G7qA7bDZdDE4KJfBpxQRzrvFWj60Pvn0RtgKQho/hUg1RZCA3wfPNxsIJeXKj00yiOt854JlUCT7FajFwa+XyTt5TMXkkWGrQpAY4T+0Nm1jMKTG5MatVSmVMDAmJnQ5A39zFeF5/rNwfR/xHlIMK24bo5F+2Kh3PI7mq9Cn+FEJyjyEFDMFeHDLHqLj8vNP55dxfFoQnaYMeg/pRSuFEo4IGFR3ohNFO2PorUA/sw7MLEgP8+wWwh1YzXqJkLeMNQz0HQLgdzwuT2r7xiBYO21h+LgKg2AW+nhvaY6iO7VUMXFUgTV3Pb+M60/c2pMMnVBz78NA+DqEBP3GAGB52cMrXyGSVW0sUEJRW2oI93s5gsqpmtK1eNi6P4ur3xWsntlMtzE2EuOmvT9dXoTpWV1/5178w/JdeN9tvxnY7rUYHIWfZmUZhi7RoF8gNPgvZCjN1Jqm/W8AH8C2QTYP4H9qmvbf9lOwCwnUdxHi9DxqEooBBY9k06xjMJESXDsHLSw3nBhh0DiKc51YGNLlk3S2tIyZcb4Hqua6GFFpmitKPXNsQFCjthPtwhr6JgUFx66FcA+1KtV2BSP98mhKPZtHaoavcDKHQFcgLBGZk3l/E9Nhh4U+CwAAvE1JREFUebpGdq2EmcP8lArmu9B76K/VyLcxOCVPmVsneRwUULQTBoR7UKCKTWBCQR+nRUtI0S4qsFcFWTWgH5aPJ8oWEdLEEeSeKLlLm0oMgg4RU7T3ikVjEcf65BFys0KQHNufyHBtaxPDB+S/z9tcRURgYKmD/3YWnCYm4/KIBcvVoE2rN0o9FzgFB7EJuYG1mFvGienuo9Od+uAt54s4NiVP5+pkYCnLIEJ2A5hdkF6jcw8sBRmIuOdi21jHQJ9chiKpYyKc6loG4jGISP7qpy0Mn1C4x80CMNi9c9X3xW0elsomjo7K58lsZQvTo8F3WJlR0qHQOf3xzqDpPoTR2Ks6XiOXI5ie6b5xNgCUn66iulSHb/vcD3Mh3KfyOfGWIwEdiVCGR54s47qrg+n038s9hm+u3w/DM8/b519d907oe8Y9Iwz5exioC+knMa1h4PBF4+p8QDWCdSNj7Kbn/v9PAP5J07Tv7ZNMLxicdghOxBQYBM0OFO3oTYlTZxA8jfmp7jt0dwJrNaENqDEIDi9ctS8y5GoZzAzPIlcqdDyuni1g5nI5XXQ32PKWMK9C0b5WwnV37M+zqKdbGJ6TP4sNmsMrIzdJjxOh06JWbADTKfk1aMlE5Pruu1Z3koGsmAhfMwhsdr4GYUuI6C/vWoZOffCc8ib6D8spSm2SwVC0M8VxJ3iUIixQJBeN03jthJxB0K5TjF/WfWTE9RgigqmwtrWJ43fK7zHJZxCaCkbylImAXAu6oFal6DRwpO8YNiTXoLU2QsPB6PI2/bscBq0hoaW4+9yCg/4TcudHsVnGxGAwykQJAxQcH6xCoY/yjeWVQgmvuVaeKWAxHwlO2uu2si49HaRVQ3hQsC4V0sCt8rYIjPrQOXW9jBGo+Ib9YhaRKX5qnWnlkExMA1jm7j8DjxFEOffBNRxEknJjub4JpA7yn1k766JvViHNkfrc+uam28RgRO7JqjcZhgTsnhXDxVifQpoio9z6ZrfcQnRMgdyqTBDuSHChRqbAO8ZsFpAcVFtHaisNHH7VPCICAqVoPYTJa+QR3nPBQz8o4qbrJgIOQ494+NLSXfj9l/z7fSeSKD28nfIXV+gLeRHnD6or6vc1TfsTTdNeo2nayzVN+y8AFqVn/Rig0+J+2vZxXIFBsGFUMZQUeUUVFswOC+uaW8WCAoNgrrSC6XF5gbYI1GfCPsKs3YTGSVfbC7O0ieRY9wXHHmMQBQxztSymBXULO9EuV9A/Fox0qSpxbULQJ7gRG/4iDkTknudqoYFhToiHUUUlrllHsp/vja9n1Hpg1VgTw1rwOELVGCXbzEC/xlcWS01gTCGCxWwfGmeh8wlVaqxbd2ykRGQjmyb0AwrpN6wNTQsq1J2o+HciC4IZQf2VV88jMiRf+Bk86JxUS8dmiArqonZizWphIcF/5lkni5mY/L1ghEHn3PMaqSEVSknPz5cYJgWLt9VoIDGk0hSNQuNo73XLREqhZsepZxBL8VMtTeIiqdgjh6fsGH4BfWH5syz4S5gM850s1GUIxbtvnG0WTfRNyMc0XXWFDIKOYqqlqD4zn/UwNa1AcFHJihkEBXVRqmDEgq7AiulurgoZBEWNbPdC9PbVN6tIzcvX3coyw2iHZbcn52prQ4ngol6nGE7xZ3VN640lzljOo++oPLrmlQgiglpSnzYR0ruPVDbLaxhSZBD0LSI0rvYDjZYLy/IxPRmcvz729N/jHVe8dd+NK7fBQB1cNK6eB6iSXPw6gG8DuAPAGwGsAPiF/RPrwoFZziIxyldQ1l2KQwoGlk88RDgFmIxagCZPB/M3LUTm+Ypkzm9iOizXZl3f5tZgtT0PybA8CtcqAwMix45tAXEFZZYS6JyF1bVaiMTlzFgVn2JM0Cm+aTUwEJffB8YYdE5DZVqzERqWp0muujaOCAguDNrEgJ6SXgPgL6xeKYvouJzoo7CxgkkBwYVnE0QU0hxFMqQNijmFmp8iK2NCwCDoUyCi0nBQYNPW6g6GOUXCe1EwDUwK6ulAmBLlvggeGCIqDILUE1K0b6fUqsjAvxG1EsHIhBpF+3EBRTvQmxK35C4pMQjmigwzIgZBAYOqKjL1GmZT8rQ9u5pGXIEopxtsMwjK0xcLZAlTof2JkDfTxjlQtPdW8M8EYzKTVmMQ9CpZRATrZq+gihTt3uYqoge6p+5mTHQXzoGifYX1RNHOmJhJcV2Vor3JMDTUPUW7T8Q9F83lgpKB5VcJIqIaT/8p9Ic7Z7Y4DkNU0DqkWVnD4D71GO0V9z+Yx203B+9PppVH2zVxYmR/WgjsRPG7DBO3XDSung+o1mBFAJQA/COAvwewDuBn9k+sCwfN9CKGBAyCPmNKLGMi8gXiLCEUkysv7qKJiICinYH1VKuy1m6dFwbBXhQos5JB34h8Me5E0d6rDP6mGoPgkmMJKdpFXl9V2JtLyhTtvTAIdsJKg+CIIoPgRA8Mgp1QqVgYU+jjVTQMTCTlCmdn8J+Zx6iSgdWpB5YKOik41SJRYhBcMhs4mlQjoRDKIBi6y86yEoNgrkQx3YOHlPk+RLln6XoVcyl5tMBt5BAd4kdNVN5N5vnQBA6curuGVFSurFfIBkZDQaWXMaakzBqOgWSUP/abW20MzMlTDGnOhzbNr1VRmSJt5iMmGNPZtIsZhbQ20m5A5xj924ySchmI70AP850slFjQFCJYpNVAaChomFPqQ1MhI6IGhnS+IdfM1DE4l5Jew20DsYHgDyYORahDTdIP0S5DE9QWZ40sZvrk66bvM0Q4hAWGS5QaDGfKG5gb5xtydr6GmEI++HYNuSBV0nsS/eHLO56/vuZh4RB/TFrtCuL94nYhZ+A0HMSGfnRMg4srDRw80I9YNHiPP/j4J/ErV++/Ct04zTBwSOtY/3YR+wdVzeALAFYBvAnAhwBcByCBbdr2H2s0t5Yw/5I3dn3+dsExf2GlzmmEYpdIr+EtGRj4me4bNnZa2FdbTVyh4B1u5IFpea28WAZKIVpZjWoGwwc6T7AAUPEJTiS6D+8T3+dGrwDA22wifrPc+73hOXiDoLZA7O/c8T2uj7BgUbM3lzB855uk16hkt3DTa94a/H7FNEeLOYiDv9CsNgl+6og8elSnTQxxIqfKvV0sH5og0lau2jh0UG7sNl0Hg1FOZJiI6d93grIyNEGjZI9RJBVSiBqgGOYcx4gPYU7tru+pICIwVOsVihNXy428tu9hkBMht4mNmC5/lk6DIiYwqje9Tbw98nbpNTwPiHIWcc+yEFaIbvu5LYRn+EQYlXYbo/1yQ3q7Zic4P5jERZyzPXB+sQFtMsXdZ5EKEiG5EsdAoHPGA2kThAfky+1SfhXHp/g5ZV7bQ0yBWVNERpSvNzE1JDfEy8zCuIDgwrIYkn1qkWGuw6ucA8YV+j7anQgu1NL7RDCsDPqS8lT1PKlhKixglPQIQj20C6kv2xg6qsYgqAnSXiloTz0XV5QZBJewMClw/FGmGKUXg7A2wpIUweVlD8eO9dY4u7bSwPAR8bpy8oEcFtcjcE+mpddSQTQSwu0vDnqlv7l+H26dux5JTr1o9ptUFLDsCnoUmLxtf5saX4QYqgbWBGPs9ZqmxQB8nTH2Pk3THthPwS4U2PUi4qkg61Kn4vZd53sW4lH+JEacZUQGXy+9Bql6CI0GF1aPEYQVpKg2cxgd4i9qG+0WXjsnZzrzbCCS4DRKJkRJkbSq4lRLq1HEzBV3SK/hM3AjhrZnIyagoN+JVrGMgQm+kkSKBkICRrud8BhDlLOgtGgd/ZzeN3uR3yhj6iBfBq9WRHhYXmBLKYHO8fbbTReJIblCvUFzmA/xw5F1l2E4ppbWtpepCAAaJjCkQIxFSyb0cf6BrksRU0i9BfgLK83Y0Gfl44GwUwhpfAeHiPZcFW4ti+iI3CnikLSQQZAQhlAPVLkr5jKOJOV1l9sMgoKGrj0qcbX0FoYPyJVZf2NFSNGu/iz4xxScBiZj8neT5qrQp8TOpp4YJQsOYpPyd/N0bhlXzPVIgCMQczFfwLFphWbuzMYBvdfIsADpdWBGntbmOS0kBuRsh92g1V5TYhAs+DVcHdufFK7aKTUGQVbLQD/2kq6/h3WoJV0um7hsUv6c1/JLuO5Y9yQ8jPbe1WdlxcMdd3bPagkA9dUmjnIaAAPbNbe2TXB8wcMdd3RfJy6D6Vm4P/0wfu+23wjK9yxD/0ENg8cuRpt+XKBq2j6uadrXAfxvAH+tadqfAUjtm1QXGHgL66ZLcYAT+t2LhtGBQZBZ0BQo1kXIeA3MKjRLzBQWMTvB90ARxhDpxQNltKD1ySfpdn4V/QKKdsYYNAUjTYR8PYspQSPGnajnCkjNiPMcVRQo0VKx5S1jXlDcvhPZtRJmDomNqG6ZlACglm4hNSt/FhsdKNp7RaEBTKrwGZTEFO291vzSVQOhw/JUKkIXEdL3p15GlaLdJluIhfgLeq/3YdFYxPE++e+zKhRJAeucCjpFLWtbWxhWceD0SNHeieWv4DQxGVOozyzUoHUwsGSgjAhTz5yiq0TRvlxYxVHBPKkC5jJhM2NVivYabKTQfSN16rliEovsuhJFO3FNhCLB+UGZFtxoQU/y54CzPbA6o04NDHH6MjGqxuZo1RhEvV7ryxZSx+T3mNktaIng2PWpr+T4MC0gwXGMAsBq1cIhhWbuhtXCQJLTONv1oYuoQ3eANCnCQ3xZPVpBWJen/5oWQx8ncuq7FkIKzlUAIC5FWOC420q3MT8rXzN6xYee+BR+mZMaSFwGY4NdNK5+zKBKcvErAP4DY+wpAO/ANvnxG/ZTsAsdi46PEwpkAg2z1oFBsDese1UcisjrYNKFRcxN9pDf1wGs1YKmUMPVyq9iQNA8U+l7Oiys2eco2mVoZPMYEvTAUkEnZrlNbwkHFCja8+slTC90TwNLCYEmyCHYpmiXP4s0LeKA3v198Jl4cS82FQ2sqg1tpHslziUEUUHNDlkxoR9V6YGVho7ue7u0GUWfYAp1KltKBpZHK4hoHFZLRa9v1XMwHOFHRpbNZRxTMLA8iyKS5CgvHZ7zTjRawBCnzgQA6tkMhmYUWAyNNnQOE6lHCMIqqZatMiICFp6q28ZoVCHF0PGhxYKGgUcthBTIiET1VwDg1TxEhuVpiq7vIcZ5np7hIZyQrzd004O+wP+eQqOJSYUUQcoYQhzrvtkkGBhUoEev5hARMQi2GtAG1dZDniOJMReaQrNnd2sdUQGDoE8MRCJqETqeDO1CE/0Tcta7ygrD6FH+e+GbFJG+7p0aWTOH6aTcSVZviBkEPUIRU2hKL4K5XkJCYS3rxCDY9p7CQKT71i3N6gYGR+TzrAxLa00cPdx9HasKFqtrSITjmBsIPrfSAwzjL75oXP244VzerpSmaf8KwK0AvssYW9knmS4Y+LaJkIAxbrsHlnyCbNtN9HPY7baVOIU6kaYPfZC/sK57VRyMyherWjOPYU6jQqqoSNpthpjAucOMJtCn0AfDqCPazys4JkrRqzZl6Bd4ZouNAiYV6LBdy0YsyfGKukSJcS7ruZiN8Bf3nL+BqbBCU1nbQywRvAaxTegKjZYruS2MCmpV2hUT/WNyj6QHD1EtqIS1XIoBAVPTLhlYDWOC2qWmBQyoBGUZ39NumB4SCo6LkmlgXEDdzeou9GGVYmbKNVYJGEIK72YnggtqmwjFVTyifJrkVoNiQKAY7cSS0cAxjncZAExiIqnAtiYKy256mzgYUWicXaSYmeDfL+r7CHPq5FSRa9QxrUDxbtcyiAucLIRRhHoobGi460oEFwWyhMmQwMkiatKuiGbGwOABVQZBvoHFmGKEXDD2s1seZufkz9Kv5BDumUGQPyiZKoPg1ioiPTAIAuLVubahyCC4DIz2wCC4Df592Git49DAgvTsWp1iWMAg2CvM5Tz6jsrXXa/kIzLOnyfb/tPoC1/W8fxODq9meR2DY/LIt1WxkRgVO0k8jyLaQ02dDIwxfOzpz+GdV/yLoGwFhlACiAp6lV3ECxdKNViapv0tAArgO89teo+maT/7HH37jy2amWUMzPIZtKo+xaiK90dAUcz8PPSwnN7UXTQQFXjjDeqiX6GInYEvQ9Y0MSNIo9iJjgyChEBToHkXwaoXkBiSp62UPYJxAcOXTzyEFYrYRfAzLYQVekctuzaOChi+KAjCPbDJOVvLiB+QR/jy60uYWuArcduMvj3U7DQpDiswCBZoGeMdGASValUEa2alamNsVB7ZypsGphVSU7uBxxQp2pmHKzn9q84N/BtRKVKMKlC0nzbreOnw/qR7LrlLSgyC2QLDdZeLmuT1Vn+hyiDo1NJIHe+tVkX0LOruKkYU2F7z/iJuSfx8jzLw0dxqY/RESnoNuuohfGv3aeednG7pLRdXXq3gwKnmkTgub7AtQidqckoshBSyNrzsJvrvfG3XMnjMR1gQva2tV3D8VZ2NAgBopBkG53hROEUiIM+CJmicvd7awJsWrpFewzAY+vo4dapUrXVC06hz0wMBwFgpYOR2eb0gMSh0jgwAQJmFkIBQ5QzKZYoxQQpzq7qBAyfulMrQieCiVLExdg7ZFF9e/gZW6pIO9ntQMEp407FXIbJHT2GMofJ9htlXXzSufhyhqhEeZoy9eMfff/nPgeSimV7C0Lyc5a8jhBTtp6DH5Gl73pKJ2Iv2J3S92mri8IDcsOiVQbATjEoGfQq9a8o+7YlBsBNUKdqXHQtvHOIv7ko00B0YJe3NJSQOyRerwvoKjrzxRulxHWUQYKVBcO2YQvSIVnAi0kO9DBXTgpcrlhKDYMk0cNVY90XwjHkAJ4oHAC6jwmbSO7HFCF6rd29UU+ZAA1+GapHg0mvlxlvaNnCAEylTVeKIy4R00UvOEm5O3Sy9Rq3BMMx5ZKqNs2mzAV2QZpyp13DdgQXpNXyrjnCCUyfCqBpBRsuCNsB3ZDW8TSz0v0J6CYs10KdzovQ+hQIrODK1HGYFxrKRN3HwdoVUS5NC49SqWK6LuEK9TB0OUoJ0yFLRx9iE/BrM96Dx+j5ahlK/RN8xEI4K2pJQRylFkAmaGbteAxGFvpEFv44JQYNtu24inlLp+whu826r6CExocBqWc9BS/HHQ8trYSCq1pyXZ0jlWg6mB+TO2bX8Eham+E4WYrkI96kZJr0QxCwvezh6lH+/iO8iJEiR3onGehOT1/LXrGeX6rjuSrWWI8+Ul1Cxavj1a8+tDaymaQhz1orq4wzDV2rCusmLeGFDNW/iB5qmfUTTtDdomvZ6TdP+AsCqpmkv3U/hnm+0sqsYnO2+bohSwmVaAwBqn0YorkDRvm4hcqh7j6TjWoiG+ZPgarup1APLqAB9nPlHVYnzbQMhQfqbWc2gTyGdpEkoBjjRGcqoknHjtA3E+vgy+OkmwgcU6IuJj7FQcJIkjEBTeJWa1TaGxviLop1eRWxWIdXBaCI5EFQkiUehKzDOFVkNE4Ki4q02wYEB+e9wmYsYRwlzfQaVLAtWs6ELPIaNposhhV4lPqWIcGqwWNuHllSoVWGrCGn8FCLVFEECfh88YjURSsiVH4dkERcQXFgGRULg9d2J7XqZ4DMrukVMRuUGqFkhSAi8w03axFBIoaAOglqVchn9E3IZvM1VhOf586zj+4hH1BwrPBmqroERhXobmqtCnxFQcjMXYYVMARHcsofYmHxMn84t48QMX5llhEHvoV5mtVjGkUl5vUyZWRgTRBQYA0K9KILZDSWCC89pIRIXvz+9KOut9joG+lXSPWuYCu0Po2TttCKDYD0jpGjvFUtlE0cV0snX88s4NLVPRECkgKhCLfDysodjx3tzrlKfCWn1DcNDf5/8+pRRfPKZL+Adl/8UIqHIOX14xpVvMjhloG/+onH14wrVGbsMYAPb/a9eBCAHYAnAHef6hZqmvUvTtG9qmhbSNO0TmqY9qmnav3luX2Db8wnqOdwarBahGFBYaJpWAwOJFP/afhZaWJ7awzzKrQ9qEAuDutx7lCuvYGaCv2jXHAcjUYUUQwbovNQzxwYETXd3ol1YEzIIeo6JSLz7guNau4oRQSPGnahn80IGQWr50BWjYzwZCv6WUv1Vdq2EaQGDIPMc6Ar3UoRmvo2hKQUGQZoTMgj6DIj0kGJYbgLjCsHWTgyCQG/06GTVhH5EXqNB2CJCmjgs2xMld2kTsTF+ndxObDMIio/rRYZFYxHH+uRhZ6tCemIQ7ITa1iaGD8jfC79HBsFOKDgNTClQtLNcDdqUPBWxG7iKFO2LuWWcEEQLVNDJ4bWcLypTtI9p3c9DHZ1umXVgZkF6Dc/p1ANLQQYqTjFsGetKFO1FUsNEuAdGSZ9BFNyunbaVDCw0C8Bg92REhDD+ug1guWLi2Ji8PCBb2cQMh6ynUzbGTlCXQRPU9bb9J9AfuVIuQ9bHtKBxtgo6HWeYHpIKDjkA+Mypr+CtJ16HUA+MxztRfIBh4iKxxY81VFkE/wuADz337wcB3AvgDxhj7zuXL9M0LQrgPzz3588AqAO4HsA7NE2bF2y74HDaITgWU2AQNKpI9e2PF2zdq2IhIlcI0oXTmJ0Qe6B6kYG1W9A4zF970c6von9qfxSobC2D6WEFivZsHkMKCkY32PAXMa/AIJhdLWLm0P70dqmlW0jNyZWSdZLDQV1e+ycCY+J2yoUGMKliYBXFPbBUZRCBrChStLNFhLTuPbOdGCWd8iZi4yoU7WnEQ917qH1KuWxvAHDaOKVG0V6jiA93HxnxfAZRCWZ1axPDc3JD089tITQdjORtjzW5EkU8G1qYb8DknYYSRTuttaANBx0Uys27aQMJjf89TtFFVIGiPd8oYpJTj9oppXbXcVUKbZiv/K0USjgs6AG4ExbzkOSkzvo+g4C0cxdIu4bQQIq/M58GJuU9hhjhN4xmjEBFZfELWUQm+E4k08qgLyFfL1xGEOXU1HqWi3Bc7oyrbwJDBwSGRcZB/6xKmqMPjXMfWm4L/QpR2XqDYUhAcFFquxhXidpQwjUovEob0VEFcquyj8iYIHLkn0JfWJ7FI3LwWq0ikgq90syihb5J/nrz7FIdlx5LSa9RsWrYaKZxzeTl0mNV0N5kiI0B4eRFA+vHGUorq6ZpHwbw7zRNmwLwRQAvB/CxLr7v3QC+/tz/XwHg02x71vwigDsF254XdFpYF22C4woMgg2zisFk917R7YWV/wKuuzUcisqvnS0uY2a8e68oJUzcWbzdhNYvn2SN0ib6xuWKlgg+YxAFDHO1DKYVKNpbpQq3yfC2J04ug0EJkoIbseUtKfXAqhYaGOFYIMpKXLuJuICxsZ5tIzUjX3SrrIFRjVerIjYYdsKAiX6NHyEqtYAxBQOLWT60ZHBxJ4QKPa470XAdDMX4CjXdtKDPK6TfsDY0LXgvVe9DFgTTAlITt5ZHJCU3Yhlc6LxUS4chosDmuG63cFCQipi1s5iNy98LRhm3TqRBGhjU5Q8zX2KYGuPLatVqSA4rRAEohcbR3pu2haG4PBrpdGAQtIiHpMD42gUBy5/hF5AMy5W4AlnCpGAOoA5FKN5942yjaCE5IR/TdNVDSMAgaHseEj2wORbyHiam5Aq5X8khIkr5Jj40xXRPHhixoIfk98HdWhMyCDJQaD00zq5vVJGal6+7lWWGUVF1QY+MkuutdSz0y9k96w2K4SGxiteLc9VYySOpxCBIhAyCjPHnP1U0ymsYHFuQHteR4KJsY0IhVfIvH/sE3nvNOwLbGWFwm+f4aTDUn2QYufqicfXjDtUK7UsZYy/WNO2PAfwWY+zucyW50DQtDuCXAPwCgP8DYAbA1nO708/9zdvGu9Z7ALwHAMbHx3Hy5MlzEUUJpFWBVW6ixrn2t2NjGHfKyEuuUSEZVNfNwHYNLsbjWRRPBa+9E6ECQ8xkePLkVmDfA4MZDDRLWJaog0vLp/Hd2EOB7Q6jyFkGTpaqHc/3mgnY5QE0ThYD+w5YLWytbUk7otory8jdHxwuzLdBinlkJM+vHY3BiCZwsl0P7Huy8AQi1cQPF4t2u80dD+W1NbTvvTewXTcIBsoGGicbHWVYC2uwdB0nn14M7Hsq9QQm6nLP1traOu7lyKA1KwhVW1iS3IfK5jLstsn9fcVTBpqjOakM61MbuCd/T2B7yY+gbffjZL3WWYb+OohOcbIZlGG5dhDR6oZUhukNDbmT64HtpqWh2dZx8uRSx/OLlAAATi6vBfZNLhMUHjjL8CQaDxNz6yimg9sjyQTCyQSscuf34umhJGKU4mTLDuxLrK/h2Xvv63g+AEQnNrBYDMpgNOJwzChOnmx2PP971MCQFsLJ0+nAvnVvDfdmgmNtL7SNSayzQmD7YmQRtm7jpBOUbydWM8MY7HNwshmc53IbG3DuCY61vRje2ODOs2mzDY9SnKx2fjcjtWdB4uOgnOe5nqjj5Kn6D/8WjYfZjSwyJ93AdiN6CgBQcoPn7PqewW9j1DqBihc8LrGexLMnn+l4PgBsbKxzZXNWfWhRDVsnVzueP3pvH1qX2XBPkuC11zeU1smNAyGc3Ap+z+pSHMk+ipOce7QTA7lnYI4cBFkvBfYtbKxjXUGGVNxA/XTw/OFBwHYBy+58L/sf/BbMK28ErQa/y/A2UMqc3c4bDwwMG2N5nCw7gfPrj5YRn05i62TnuTZz1wwmX1bAIudZFNZDsCXPEozhQHkDW2bwNzxsfx8LkYM4uRjctxOl6jRGUwXoepBsZn2D4eTJzkx4lBJsbm5xxw359gr0K6egnQw+p50YWhlD41AFeDboRNTHN7FW6vwbPA9Ip4dw8uTjgX3tzL1IjF2FUxudr2E+5CFxfRjaelBP2dqK4OTJsx2HeOPBpR7ylRwedX4QOD+6ta2iMs497gR/pIble4Lj6yJ+zMAYk34AfArAlwB8GcAJAB8A8HmVc3dc498A+HUACwC+CeAubLMTAsC7APw2b5vsusePH2f7gewjd7PcY/dw9/1utqV0je8v38/d7ptPMqf2aen57btKzHygxt33fyr3Kcnw8a/8Hnf7U9UK+3p6U3r+xqOUFVcpd5//zONKMjz7xfdzt9fSp1lx6WHp+U+ZDss6HnffZ7/7yV1/33333dzjvvfpL3K324/mmfVQRirD5+tldsoyufs+XPtD6fmMMfbpP/0ad3vj+ydZ4wf3Ss//7lc+wwqbq9x9D378KSUZ/tz6HHf7t9MOe7jgymVwf8AqpMbd95VH+ONkL+yvrXG3n1qssrTCu3XP1jqr2xZ3n/n/W9r1t2g8GC7/vWgRj9nUl8rwN16TVQTH5b/xIen5lFKWMf6au++ZR2xWzstleP/6E6zhOdx9v7f4u0oyrJ00uPs+Vf8UW3FWpNf44l0usx3+c3/gIwr3wfNY/cP/i7vva08/wQrNhvQauQc/xYjHH7tfzj2662/eeKCez9wvfpd7/lPVT7C2V5DK8JXWHzGf8ueo/Jfl5xu2wf7rl97P3Xfq8yvMbvCf805Y768wSoLPglLK/vAL/yg/n3rsPp8/F37hMzVmtIn0GrW7P8Mo5chACKOf+r/S833PZo3iInefY64zqvBulj/8fu52Qjz29OIHdm3jjYe632Z3G49xr/Hwh+5nviuX4Z7/zj/Gtwn73h/I113aKjH/6W9w9/3F03/JPMIfazvx4MP8MWM4Pnv/vevS8zcLq+yL93+Su2/pj/+BUSIfD9W7+PO5R5psy/hL6fmnTznsc5/jX+PRb/0Zd6ztxVOfPM3d3jZcdt+DuV3beOPh6dIi+/IS/1lkvym/BxfxwgWA77NzsHP2flST738WwL8H8CYAJoC/B/DWc7TlXgzgnQC+AOAGADcCOJOQPYdt4owsZ9vzgmZ6CYNz8rSvbqBM0b5oInpMoVGoAKwTJXdLjUGwYw8sFRkohaiAwKikkVSgaK94FKOCHlgqoIQI0yG2Kdrl92HNtbGgQAgigu/6CAl+g72xiPi8fKz9/9n79zDZuqq+F/+uuldfq/p+23v3vr6oiZojcsxREwhG/alBPfpo1JgIKokeT4zm/EgUQYEAmgQ9ejRGvAQviCQSkSMoCnk3GJQgBESQd/e1urru99u6rznn+aNfsN9dc645qEUDstf3eXjYb3VV9ey15ppzjDnG+IxurYzV7dlTLR3hIgt5mtDxkOE2oQdWnw9RkNSahM21p7zPCWAo0ms7PQerhH4kI9fFkuReCE5s3i26MAx56povONKEZbEPjhVJqpFgAZAg1ImIHlIKmmO/w1FY1X/HJPCxJMFhu9xFhoCydkcc2SX57znzz3A9ra8j83wgK8G8+7aNVE5/L4NGBakteV1OZzLGGiEFWXAfCQmS22YeshLq59TnWwMYGwXpzyzWxlxST9/jYEhKUkaDSYDkvP65Omye4O6mvE7VG/vILhHS+xR98JrDETaX9WtcNwRwYVkccxL8u0zStbbTAFb1G0ko4EJES++z7Brm5/T1Vw3Ww6aCIMh8pqTRUTQ8drB8S/9ciH4VRkE+ViaYlEpH1XHXwq1VfVrcaeNAiWi/SHOcvXbTZifIJ/V12WGIdoDYOFvxlnbHwTqh5+JR/xS3i4qUzDjLL1aIqJALIYR4IIRgQohzIcTbhRAfV0xUCPFNQogvBPD1AP4MwPcB+EbDMBIAngPgcVxEth5+7VMip99EfmV6Q6DWaDiejWxa/vAy9xBJQuNK1vWQlOB9A8GRpBiBowaKi/JN7cyc4PqCvmbHd4BMXtIskTGSIWn3G8gX5WOwhy3kCwSMsxDISAwHx3eQIdRXqOqvACBom0hu6KEInhDISv5ek4+Ql9TyPKzGeRdb1+W0Q7/XRHpVn8/OOUNSQhSwhy5yBAOszJu4lpT/noEnUMxRlgMhbT0wsoElArcijCDoeQw5AjwGkG+svOYgsaOfD0w8UBIEBaJRDL1BAxnFfL+sC8CF3LHgTCBJQO6rdGId41aegPzvciVBkIlojbP71QoKu3qgQVA+QUpBEIx6L5ruCJsEgiCv95HYvhoYkdv0kCUALg7qR7i3PXutbJgOGy3c2SI0cw9BtEdWrURCtAfOGKkIBMEwjc1TLMzrEe2NoI+tCATBMPUf2Ch8EhDtIgRGdNS1cHdVf3B7gWif/ZA57NDNZieYozhYxz5u345St6euY293HawT6q9OhxXsL89+sBnr0dXsRxDR9ToAawA+BOC1Qoiy4rVPmWQb67nPcS1DA1wUVIALYcNIzB6ZqgVD7Kb1hkO1dYC9TTlJLOAcmSi4UXMCQwFcuKxJ4wQL2/JqXyE4EhHG0BzUsa045busMER71ILjsn+EGwSCYP20jZ1baiMnihE3qI5RJBAEz1gd+wn99ZpFrSGwSWiZxNsWEoSC/VnETywkbxMIgjwc0R5FF4h2fQG6w86RS1wNJPXAPMBjC/q/L6wHFkVhBlT//Bwr168e0X4xBvmzQ0a0N/owtiIguUP64LlNF9ktvdN/1DxVRrAoEr6AoXDKjxot3NvSH+D04aKI2aP0IvCkzX0BAFVaD6zAt5DKTO+N1Ag5t0wk8vK9lYpoH3IThYSCKElYp+2BQE4x7QaHNgr3CA6WPQLy01FHJhiShCie7QBzkoNRADjp2bi5oh/D2Bpiab4w9Tr3AyQIGSVsxJFaVmRtaFpUfFSWJbCwMP1sBb6DJOFw1erYmFuTH3T3hy4KhJ6LLnORl/QSZa5AIlp7rlif4fqkO1hCiJIQ4suejIZ9qxDis4UQP/Xkz6Ze+3TTgRPQCIJmD8vzV9NX5dSjItrVDlZUCSJBcNI4xsKW/tRQ+XtCNtZ6v0ZCtA/DHCyCwqKW5/4hrhER7dv7ekyycgyMwVBQDPvVMQq7+ntR5k1cS8yOiQ/b3JtUB6vrwCCkAarkMYaUInLKjk0kCA4WxzkSkg4QVCNuIjjmVAZ154yEaPd5F+nEdETzIs1Rr77vYlmSHggAh+Yh7s7pn3vf4khLMMFUI240AZYX5U/GsFbF8o7+BJ6PR0gsTU8cP+Q+P+V9ky7Sij54XW+C1Yw+Si9cH0ZOkinAHSQNvQHW4+dYTcrvud/3kS7qrTDHd5GT9Fz0rQCpPKFxdtlH4rr8ffXBEFsFfYogE1zatHo8YlIjd2qs3QbSkqwPAMCoDywRnFihOGwSPgxC2qtXKSG9p+i5GIyRSeuvg4CK5jjGwrp+ne0dC6zclj8XvsmRWZidKFk369ie0+9lgwFHQUEQ9AKOXIQ0R7vURv6Gfi/z20yJaBciQELSDoCqca+MpVX9Qda4OsHinnwNECJahNztAlkFQTVWLOBTG8H6tFXg2kik5acjT7gMj+X0G97YGWEhN3utCh8HSCzIfw+1B1Z3WMPK8rQDwoljcE0ByWEigIseWCD0wPImfWQWpscquLou6rJMLrCgYLQ3hnVsFvTNml3LRnZecirqMxgp/SNQDzxsK4zZWlDCdkq/0LuOj9zc9Jziro2ExLB6WN16BSuSXkEAMG5ZWAxp3PtR+fCRlRiME19gnpCS1hE9rCpql4bEFEFwASM5fc0tO0COgLJu2yY25uROlOh5MFYIm7bgUmeVQSBJSAAuiQA3Felz3LGQJDXOFtL5Px5yLIaglT+qQ2uIu/Nyj9ZkJuZTekcTkBtxZb+Mayn96XKtybG9Ib9ezPOQioAFb4yG2JI4Xg/L6Z8jW1SkWgohdRioGnolLGf2te9rBAfYTCoOWSJGyMfVCRZ3CYcGxz4St9TXO0qEvFrxsXONhmhPrarX4yhj4MxCIqFfYPzyMTLXZz/QC1O/1EVhn4JoB1bvXI3hfTou4cbivvZ9/aFAsXA1YzCPmpi/Q6inawdIravW9GhjG3VOsbS6r33fuGpicYe2FsoUZq85HYHc7GemsR4BxQ6WROPaMZZ25Wlt3YBjTdWU6SHJNhQRNGGk9Oka3qGFtAJwMeEuFpO0VA7ZGBq2hS1FGsVlhQIuWABD1WH0koSQG5L2sIX8sv46dAKGNUU6QsB8pCWNGKkKamOkdvQnkkeugztZuRPEQaxVUSzUzvkxstf0tRfNsyNs3QgrOI5QszNiuEUAXLR4F+uSqMvHxhDBgOr2bKwR0laapolNhYMFRBuDLwTSBIP8NMTBIjVVC1GvzbGyob8XB+YQ9+YIIcMZdOQd4U5WPydrLYEdhYMVVZVBD7sFvTEb1gOLogsDSn7PBv4pChl92l4zUPfAoo9BrtG5iSXFCfxl8VMfiZuzr4UXUXr5vaxWPOxd0zvLfq+O1Ir+wEslIbgyBY8zC0aScIhUO0d6RxFBJjyavgiQUphF/bMeijcU698lDc8FZCU7ZBCQ78BQHPCejc+wv6g/0JuYHAvzEvuDOIaxNcS8oseeedzA3G393s0mHElJ5POifF+/bnS7DCuKJuij7hkWCREs3/SRWZyeu9Sei02rg815OeTG6wGZqynVi/UZotjBkmh0foCla+oUmyhGHHMfIJnVdy/3D01k7s1+8hKmk/EYtykEwTqwPPt+GSqzW8X8qt4w6vhc6WBFVXA2ROqG3ki9cLBmrxsKPQUrH5IIgs2zY2zeUHWupI1BZUAdDRnuKHLlL6vFO9hIzH5kd9E4W/6zTtfBGoHo1LJMrIc4WNoxCB9QOEc+ODKEZ7ssAlyLAIDgwoMBuTHcazGSg1V2JriRV9SJEMQ8gaSimfGhd4i7Gf2c7A8FisuzG3F8rE4zrg762CM0KQ6sPlJz0+/jglPKZYCxDWNRbrgPvRKW03ojzhJ9zEuIkIIJ0g5bHzSxowCjTOomFnb0joUwOYzF6V/m+D6yhIOwIVwUFE1f280A6xuEw7TARyI9bcwK2wII62fgmUhlFNFp7sJI6A8VReDDkIzB80dIp/WHaW02xEaqIP2Z3TORX9HfC84gbd7tdALk1/VOsBjWYUgyTwBg5I+wnCEcrCgOvOpjD9tL+usYBrhgpovUAi3NWzYGl9eQTepT+w8Pfdy9J79eLHCRUkDELku1FPUGLlaL+utw3C/hTkG+BggGJCLAiGJ95it2sCQaVY+xuDO7Mcs5k5LWAIC7TyBJQbSf2EjfnN2o93wHaUUR6PF4SEK0T7qArLxBCEE6DQxcC6msfEMye1XMExDtQ8axJNmsqEaca1rI5OXXMTgfIXVNfx3azMe6BPfMQorbL2vcN7G4Ij+FdivHyO3pT8mt8QDzy9OGJAu4dDN/WG3Rx6pRkP6sPGa4LjHOHpYnPOQkRpgfCFB8YDFwkCjKN8XhyMUyYeMPOEcmKcGjmwGMvH4QXJwiaezLv1vQUgQDCKkjxuwxEoT0QJdVkU3K57414ZhboKDm5elvba+N9YzeCbZ7DPkV+fUasAGKCkz1ZQkB6SnwpNPG/Joebe6Xj5WAC8f3kZcYyjLJjLieb2IlTUita/SRUAAumPCQSkSoF+x4yEgosA/rifoh7ilw2IIJJAhpzCqdNNu4taG/Fx1hY1WBaOccSBKzNqSqnQE7hGiDM0Y6p3aCohxsUgEX9aCHrZC5HwUL3nvCRpECuAhBtEfVYcfEHQJB8LRxiH0VQTDCfQAAOzjGXEpvX+kQ7VHUoiLaByXcLu5fyRhifeYrdrAkYp6DlOTEbcI4Fghh5bE9xEJefsrE/SqMtN6xED6HkZHgsJmDRcJJXr19jJ01+SLWc12sZgmngQoDCp4LEHrcTJqnmN/cl/7Md0ykJSfwMkkNKLOHoqK4/bIGtQYKu/LTYW4FSMzRFnDZGJrBOTZTehR17aSNnZtyI4d7DhIRomOjhomlLb0hecYb2E/Kw5E+B9IRUgzbY2Bd76eCt20Y6/K/VTnXiGInFglwwcQBksbVRKfdThnZNT3gIgzRTh2D6njhwDzAvXl9hDwqQTBM/fNzFK/pa7iC8glSiqisGjJNU9MdYYNCEKz3YGxfDYzIbbrIburX2YP6EZ62o3Cwol2GjwPR7kRCtIceeNVKwN6+9jtCe2BRxsDVKYYT8xSLBER7iw2wEQHRzgMBVZbx4IGN4tMI13gUrfkkY0K5lh51bNxZ0ztY1c4ZdlU0VMKk5J6AoYiQW8QeWNVqgN3d6YNN6uGqb/lIKwAxVER70+xgc276wCosGyNWrI8qdrA+Dh24DHcJfXoGVh8FSdrKR0Uy4hTvOSUCLiqtA+yGEASjGJIiJLXnsib1YyxsyRdSVboaVfV+lYRoj0oQDNN5cIRrhNqL6mlL6WBFPQ0cEAmCF4j2q8n3bA6BDRKiXd0Di6KwjZWfmEje0n83EwdIREC085Du7G67TCIIulwdwaIo4BxJxbw5MB/g3ryeIOj0OfKK+gbSGAIBSSARANA/L2PlGgHRXq8qmwxTxH0HhqIWtekOsZnVe/28O4axMv38UI04m4+QU/TBo/bAagxb2JLUowouSMsD7zMYBfnNOGm2cXtTH8GyhI95CdWNMfV9fsoYJgMkFxSLQKMCbOodbsECJCQ1tdSanaDdQGpdvsaZVhVzef1+4YkAWcl18G0fqaz+MG5wDixfUzh5VRcLe/r5IFgAQ3IdJv6EBK8ZjgSWl+RjaE1cbC7ox8A5Q0qSteF1x0gX9QejQTdAWnGAE/AB0gm9E8u5/NDNnnSQX9TP6UnNxIICcOG6DDkCDdqAIbWV/BFA6JQT6xFX7GA9pLCN9cBluEcgnUVFtIehmkteDzcz+u+utQ6xszF74TVnIZv7ZAyDQBA022XMKwxOygl1IARUmSn1fg07hOL2UauDxXV9pEslizPkFUeSZf8Q1wmI9l5jgNXtwtTrF6mW+utgT8bIzsk3tT6xB1ZHDLBqTO8IXAhQAkcTYWLOkDsw7RGwQYhgCdNHYl5ixBENyZHnYkkReWVnNhI3CLUqYoyEIad7UlzdBhi2FPVXXr+OTEHvzHPhICmJFvieQEpx6ntZZ84ENxSpiBWngr2c3mnhTEjrB0ZshMWEfj41OwJb64oT6l4PcyuE9U8ByhnaNpZz+tNlZ1BTAi6swMOCpHfNtIQUEGOxNuaSeiOuxY6UgAvuciQJaasqEJDVtjFH6BnHT3wkFc1Ybd/HXHZ2mmOrEWBjU+9Y+N060qsKBybwYaSjNIu1kUgSCILnJ0qC4EXPxdnrJofnPRRu6Od070hgVQWU5NFgRBeAi33t+wZDjkJBbdpFOVw1j5uYv0shCDKk168GBPRxEQQJBM4wqewUpwPkYkR7LI1iB+sh2b0G8opeHicuw21Ck2GfechI6p8EdwFCX5Wg4iB9TW4c1IIhdlL6oxPXt5GTMNatIEBecjL1sCYdYEFhXwjbAggUQsECJCU0JN8xkVbUZl1WL+BYURT3DK0+lucK+jEIgYTkCJYNHCQKhCJX18EtBUFwzPtYTuo33Yv0t+lHze82kF7TR5XCCIK+FSATIc2xZnLszOuXgRbvYkNBEPQZkIlQ7DsYuCgS7kUoQVCRUkuVD4EUgSB4EkYQFAIG4dlSqddmWFFijf9Kh9YQ9xSIdgGhrP+kiAq4qDUFtjeuxoirUgmCvQqyEQiCF5KPc+CdoJDVpzGFItojalQhEgSPPSRuXU2tSuXcwy4B0e53a0ipHKyIohIEvfIJMqqm1YTpGNo4u9QlOVjdY4FVRQ8sisLGcDoukQiC/YFAQQKfoYpxdc9F66iBeQJB0O8ypCKkIPu+gMonH3VOsbymfzbNpoX5zdkzJuzAQVYRIXc7AtkY0R5Lo9jBekijyiGW9uQbpi8EMhFOoLh3hGRGjz/2Dyyk78kXBo5ovV1KkzH2F/Un1KGIdhDrRBSbhdmrYo4AuLhAtF+NEReUh0hf1zuqx56DO4Q+VaFSIdo/SQRBQJ2SeTxkuE1AtLfDCIIR60Q6PRurFES7ZWJTEcmLmhDvCRpB8FQEuBUB0R5mQF0QBPXP9oE5xF0Fop2Sehs2Biqivd7m2FZEsCgSjEGVe1YZ9LFX0KcQucMashFgACJg0p5sADDwTlHI6Gt2uqyEteT+zGOwPRs5BZJ7XJlgcY8A6qgFMHZmr1VxBUNG0Vi6WvFJDhYb95FcnL5nF3VR+jGwwJOmBwIA5xYSBAeLDftILEtojlQYEbewqOi1NTzvo3BNPyedIZCTODfM40hmCBfC7MGQ9I0EgKpZxc68fr4HTCAjiYTbPkOW0vexe46dVXlKp13tIbdHOFQMBBKSMQR8gqShn9Olko8bNxRR2UmblCIouBwQY9kB8oTm3aXhOW4V5NchMIHU7L5brEdEsYP1kEbnB1gOQbRHEXMeIEEgCHqHJjJ3r6Y53sl4hFuE+qlBtDrbi41VIeuThGjnnCudsOBsiNR1fV7bqefiZgQHK/ACJBV/A9XB6tTKWNvV17So5AgPacg3lKMRw20Cor3PhyhKUgzJvV2cAFDkvHe7DtZW9Nd46DpYlqQIhqXUXhYXfRiSvwEAfMGRJiyHfcFQlLxPcEaqpwvEACkFzXHQ4SisEVKQAw8FiVHucQ/phN4Y9sYCWQU18sw/ww0Cmtz1gFxWYkC5LpKEBsOsUUVqU74GtMYjrBMop4L5SEgagDvMR5aQDiZaQxjr8vlgBS3MJfVwCIYASUnNTmAGSM7p59NR8xR3FXWqzsBDdpmQ3scBQ5JL3R6NsU44TOsKWwm4sC2O+XnaGixda3stYFUf8QjcEIKg4DAUDiBlDNT6qwbrKwmCzGdIZiKkGJ44WLpJwIoPqjAK8ueCCUZ6vlU66dq4TSYIKg5ZuIAhycagymGnyKf0BxeHh+EEwSiHq+2OTSIIHvfPcLuwfyVjiPVoKHawHpLdayAv6UbPiYak49vIKnL/uXuAZFbvvLG2h8SapFZFcCQIx4GDcQvFRfmmVpqMcYPgYPk2kJ2T4NGJhqQzaCCvaDppDVvIFwhpBoqIoeu70hTMhzVpd5X1V0HLRHKTgNQWHDnJhmLxMfKG/vPN8x42rytS6zp1pFcJNTssQDI1PR+ckYucpIniw6rwJq4n5b+n5wisSAzlh6VKPRvbwCIBjMU7NhIKgqDrMeRyNONF2ry74SKxrZ8PTDxA0pAT9gSABJHeJxuD128gU9QbcQ47Ry4pd5YZE0hFSLU8tU5wM683XsIIgoEIkJY4DFT1KxUU9/RAA798gtQNuWNxMddmvw4td0QDXDR6SIQQBCMRJZsemSCoQrRHHcNho4V72xSCoNrBikoxRLUE7Oxr3+a7Y6QiEAQBKAd7gWjXPxfNoI+t1NUQJQcPHBQfIyDaBzWlg0VRWAuVo66FuwSCYKlxpEa0U8eg0AVBUJ+NcXysdrAoh3phh27troONNb2DdTIs46YighUrFkWxg/WQVAXHFZ9jj1B/NTT7WJ6Xn4IJYcFI0iJT0noZYv1VpfkAuwrAhc85shQslErmBMaC3rEYN06VBEHBGRKJ2cfQGNSxVdDXLg3CCIIRC47L/hGupfWpVLXTFnZuqo2cKAZUvzpGYVd/L0o8nCAYZQzNEbBJIQi2rEgEwTCxI5OGaOcPQhHtUXSBaNdvxhcO1uzkvDA9MB/gsXl9hNzuMsxFqI8IrVU5P6Mh2s+OkVLVy0QcQ8MdYpOEaO/DUPTAoogLrkzJJCPaG8fKCBZFwhcwFE75Yb2FO1v6g6weXBShH6tyDIGnrj2sloBdvXOjajJMblptW0gowChjs4TFhX3td/T5BIXE7M27naFATuHX9w9sFCgOljUAJC1emGBIEMw1xwFyOUU6eNfCTUIq9sjsoyBJU+R+AIOQUcJGHElF2rnDzpQHTJc1mQgsSqLszHeRlEStH5bVsTGnONDrDVwUl/Xz3Qlc5CWH5cwVSMzOjYn1CCl2sIg6cBkeI2A9h1YPy3MRT8FUiHavh30CQbCqQbRHkRjTCIKTxjEWNmdHtIdtavUBDdEe6mARFDYGKkGwdtrG9r6idong2HCuRhQPqhMUCATBc9bEXkJvaKnEhLpxdnNARLT3HCQIaYAq+YwhpUhNYScmkgQHi6OMhDGd/kY1oCzBkVcZ1O0zEqLd5x2kJbVs1DEMfBdLkmgmAByah7hLQLR7Jkd6XlInQjTixiawqGiGPKhWUdglUAwnIySXClOvB4yRakx9s4v0vDwy3PHGWCNEQ4TrwchPW0oBd5EkwIj6/BwrSbkz6fd8pFf0kUA38JDPSIiSdoAUgVjLz30Ye3LnpjYYYKeofziZ4FLAy2TCME8A4Pi9JlIKMBRGPUDSIH1KQnHQI3wYhIiqXzlF+prckfP9ETIEprYqim22J5hfJ6RaHgusKAAXvsmQWZg9zbFhNbA1p9/L+kOOooIg6AYc+fTsByv2WQf5G3qyg99hSCtSnYVgSESIkI96ZSyu6FOYx1U1op3ac1F5eNIFsqtxemAsvWIH65KY50ipdwDwwAlwj9ADa2KPsJCXY6BJDfpMhoQid7/k93CT0AOrO6hhdXk6zYBc9GwJpBUHXcIcAYQUQ3fURXZp2gCiphhaXGBewWhvDhrYJOCwXdNCdkFyKhpwac3Cw2oEPrYUp2X1oISd1L5+DJaL/MK0Y8FdBwnFXLusXqOClS15ysi4ZWJxXe9YePCRkxiMpi8wR0hJ64o+Vgy5kTS0gAIlMMUEDEnBse0EyBIOLtq2hXUFuVJ0fRirhE1bUcvBACQJTn9JBLipMA64M0FS8txLBiEldE2GAgtL+uX40BringJwYTITC6nZm3dX/Ar20oTG2U2OnQ359WKehxShiblKjdEQW0sESmq/qiQIchENBDTyz7BEqENrBodqgqCIFiEfV0wa4OLERzKEIBglOl07pwEugm4NaUla/SdiDHSC4CkyCgcrqgZEgmDvCFi9czWGd2l8RiIIDiISBMNkHjUwf5uCaA+QJtBQZ9Goe4qltX3t+yY1E4uE7A6VwmwlJyYIxiIqdrAuaVQ9xuKuPD+4E3CsE4xRVa2KCNow0oS6o0MTaQXgYsxdLCUJhbIQUix407GxScCrDxuA0n8JGAzFCfrDkm2s9qiD/LKeANQJ1IALFQafqqA6RorQnPfIdXBXgWhnCJCKcBLnVk+Q3dPnojfPjrG1LzfiBAcSBEdRpRMi4KLFu9hUEQQRzYDq9hysrRIIguYEm/PqDTPKGHzBkSYY5OEEwWjqtRlWNvT34sAc4t584UrGQEW011tC6WBFVWXQx7Wi3ph1ehXkVq6mPmLgnaKYISDa2QE2U7NnCoQZcaPKBEvXCIj2Ex+JW7PnK3EhlCf1FwRB/Xf73TpSIQ6WTkJw5aEbZzSCoF8rI70zOwjIFwFSCnOof9ZDcV/fS3FQFijMPgQI34WhONA7G5dIPbDGJpdGl6mHqxN7hDlFjz3zuIn5O3obho05kpL0PmrD6G6XYWVFfi/G3TMsESJY3thDdmn6WjIuSNGrttXFhiJC7vWA7NWU6sX6DFPsYF3S6PxAiWgHohlxzH0CSQpB8MBERoFoj6rj0Qi3KIj2ejSCYJjMbgXzBER7O2CRCIJhCspDpAiI9kPPjo5oV8g+OyARBBulo0iI9lAk95DhNiFq0uYdrCt6YJHGwIVyX+10bRJBsGWZ2FD1wKKMQQSAgkTmgyNNeLbPRIBrERwsLnwYCprjBaJdP9/DmgxTxHx5g2HgSQcrq5+T3YHASmF2I46bYxiKe3nRA0ufUhZYPaTmpt9HhRGJsQ1jQe7YD7xTLGf2td9h8h4WJM+FYOr5flmNYRNby/L6zEnNxMK2fr6LCYcheYa9IECaUGs7godlRTpkq+ljY5NAYwx8aTReuDZAWD8Dz0JK0rMRuOgdaST0h2ki8GFkJD0X/TFSKf11bLMh1pMKomR3grlVQjSRQfps2R0feUKEXQzrMJbljurAG6KQLWi/A1CkGI49bC7qr+MF4EJeW8wmDlIUopFiDC6vIZvUO+JHR2rABQtcpCQptVT1+i5WCD0XjwYl3C7IHTmhuM+xYj2s2MG6pFH1CEu7enCBSpyri565+4DkYPknNtK3ZnewfN9FOinfME8mI9wm4I8nHWAhQgg8cC0kFYug2a1ijoBoHwUcS5LoDNWI8ywbmbx8cw/KIxKivRX42JBE6zjxJG7UM7FQkG/MbuUYuWt6x8ka9bEgabrKGS3NsSuGWFWgyc/GDDcW9UaYI1zkjelr6TMBRRuhp0gMXRiKouLB0EWBUHDsc46MxGAUFoOR1w+CixKSkvorAAiEQIpwPwMIaa8s5kyQIDTOdlkN2aS8dtAcc8wv6sfAhJDWonW8DlYJ6cN2jyG/Ir/nfdbHCrlxtqRWpdvF3KreEffLJ0grABeW72FOYijLJDPi+r6JogSW8LB4vYeEAnDBhItUYvaDFa/rIbOmj/w8qB/j3rZ8v+GBQDI9+/Z80uzg1gYhU0DYWFUQBDkHkhEi5KidATv6aIPvjJEOqZmLcrD58RAEN0MIgpFgRA9sFO7REO2IQBAM01HXwh0Cor3UOIxEEAyTHZwgn9RHhsMcrKhqd2mI9iMNoj1WLIpiB+uSmOcglZtehEwmMEcIK4+dIRYlBCAA4H4FBqG+QfgCRkaCw2Yu5gnomnrnBNvrijRHx8GaIuXtKWMQ8tQz4boAoceN2SxhYXNf+rPAMZHJEwrQIS84Hph9FOf1RuCg1sCyAnDBLR+JeVpajWxjbbEKNpL6jfCCICg3crjnIJGd/SRu1DSxvElo2MjruKE4NfQ5kIlgQHVGwDqh7Ii3LSQ2FCfUxIJjldiphcRNQhNScYBECEEwEpK7XUZ2TZ8bFIZojzqGA/MB7pEJglez7PfPy1i5pr8OQfkkEkEwTE13SEK0i0YfRgiiPYouEO369eWgfoTHQhDtUXTYaOLOVjREO0WhB15VmoMVuOEOVpQxjM1TEkGwyfrYTBZmHgNnAqos48EDm4Rox7ABI0LqCOPq9gZHHQt3CIj2aqeMPUKNk0o8hGppsxPMpfTPfaUSYE8CbqEergZ2gKSirrfddbBOQLQ3zTa25qf3bmrPxVixgNjBIunQDXCXALgYmj0sK41/eXE7VReAC/3pcLV1gN2NqzEkxWQEgxIBa5woEe1RVR9UsU3oNzSoN1GMQBAMU9k/wo20vvaiftrGzi29kTOLBpUxiSB4xsIR7VHUHBIR7W11DyyKwjZWfkwjCF70wNI7IMrfEzIGt1NGdp3QnJdXkCU45ipd9MGT68A8wL0FgoPV48oIFkUBE1BlnvUr5yhSHKzaOVI7s9dP8cCFoYjSN90RtgiIdt4dwVidfn7ISG4+RlbRB4+KaK8NGtgpTq9RggsKBwhiwGAsy2fEcbONO1v6CJYpfMxL0lYZo42Bm0Mk5xXXu1EGtvXzgSsaRlNrdli7gdS6fK03rSrm8/pnzhUBcpIDzMDxSQ2GhxWgcE0+1vG5i8XrhDRH5ktrsEzfxDwhzXE0Elhako+hMXaxTeiZGDAfaUnWhtebIK3IxnjK57tqgqDP+0gZ+kMNVeTUMbvIKeqiLmscArhwHIZ8hJ6L/hggACljxQIQO1gfU9jG+sBluEdA5g7MHgoREO1hpyOnfhf7hBSgSvNA2QOLIh5SL4PxiIZob5Uwv6E3OFUKhIAqsFLrV7FNSKMYN9tY3Jg9z9HmHDmFQ1z2D3CNgGhv1/pY2ylMvU424swJsnn5ptavjFEggDo6YoA1Y3oMXNAMKFNYyCtOuFvECJaY+DDmJamWRENy5HlYVERO2ZmFxA39yawQIyQk14F6L5pg2FLUcHm9GjJFvRPLhYOk5Fr6Hq3B8Jk9wXVF9PfcPse1nN5p4UxegzViIyxIegA9rGZHYFOBKDY7HcwTUgTB5KCckWNjkRDVdfs1ZBVtGszAxYKi0ftTJAQMSaqlzTrIJ/XrRpMdYTOpSO9zOJL52ZHcVsdBnnDKzkIAF5bnYZ5Ic5RG6ZsBqf7KDyMIBj6M9OwADsFsJJL6+eCVT5QEQSEYEonZ080G530UrhPIvYcCK4pgpIhIlCyNz3B9Ue+o9gccRYXDDUQ7XLWOm5gjAC78doD0mnreRBnDqHOKpTV9uue4OlEi2qPKaQO5tbj+KhZNsYP1pJx+E/miPNpw4jLcJjQZ9pmHjKzYl3sAgTgX1FykduWbYtUfYpdwdOL6FnLZ6cXFYQGpwfCkAywqbCRhWwCBQsgDX4q7D1wLSYIB1Q84igrAxcDso6Bo5PyUMXCOhOTvZUMHCQld6GGdeA5uKQq0R7yHQpJgSAo5zTHotZBWzLXLapaPsXFdnu7pWQGyEqdFJtmmVjc5thXtAC6rzbvYUAAu/ADIpmmbjWwM1PqrljXB5pzC+PcEjOzsy5gPQSYIqhDtEFzdaJWgfoehSMAaH4Qg2lX0UqqOvWPcyejT1eotge3NqzHiKv0+9giAC6dfQa54Nc2aB94pChlKzc4hNlNXU6syOqcTBMMQ7VFUrXgkgmDQrSO1qs8omEWcExHt56dIX4vatFp+0EJGtB8LrCp6YNHHINfZpIT9BQKifRgN0c65muZIRrR3GFKKCBZFvi+QUiylw84pllb3td9hNm0sbM5ex+4yD+mk/LlyuzGiPRZdsYP1pEaVQyVB0BMCWcoJlGKR5N4xkgTjxT8wkbknP3nhENJmkFSdjsfYJ/SvGjbCCYJRDCizV8P8in4z7gQMa5KeSZ+IMVwALvSO6rHr4I6iXk0oNmOqnPIhiSB4gWifnSAYpuMRw+0lCqK9g40QRHsUdXoOVgkEwaZpYnM+6omk/J75gkvBFQ/rwsGa3YkKM6B6LY6VdUIPLHOIu6p0rIhjOPKOSIj2Wotjez2CIRlixFEJgu6ghqwiTZjybIqASaNXADDwTlAgINo77ARrydn7Lrm+i4yi3cW4MsHint7BEtVA2mRYCEFpuQhPMKQVUdnauY/dPcKh4KiH5NL0PSMTJQMPCcXhBCdGsNigi2RRQnMUtJ6LE2FjMSE3yAfnfRSu6eekPQDyRQkAx+c04pzVh6E4OKxMqthb0B8o+IFAJiNJrfMZMiH76UdV71WwsyqPgtuVLvLX9IeKIhBISA7dGDel0fuHdXYW4MZ1+Xywxy3MLemjaDzgSEgAMbYTIE/IRCoNznFzWX4dgglAyNaMFQtA7GB9TMPzQyxdm71GI0zMfYAECdFuIa1wsCgK29SOxzSCoM7BijIGs1slIdrDemBRxDlXOmFBeYj0Db2ReuI5uBkB0R74DAkFYs8pHyJ3Q1/D1a6UsL63P/MYXOEhrcCCHw8Z7hB6YPXEECsRUuuEywBF9LfTtUk9sAaug2WJs0s24sQAhoKk6AmONGEZ7AqGVcn7qI2zAzFESnIdAXoEaxB4WJFEhn3uI0Vw/ryxQGZB1cS8hH0Cmtx1gXxu+u8NPBdJAgCHNWtIKhpnt8YjbBDWKME8JCR98BzmI0tIBxOdEYx1RbPmoIn5FKHXD3ykJHhzZjEkCFTLo+Yp7m7KHTln4CFX0F9LwYSUJNoZT7C+pHfQusLBmoQOCgCTCccCgTAKQF5b3GsBK/oove+OkVJBSQSDQTzUkKZa2nXM5/UHeo2gj82kgijpBkjlZo8Sjk5dLN8kgKX6VRiK1PdABEhHSHM87dm4vUIkCG4qDoK5gEFBxipks1PkCYCLoyMfd+6q536Uw9V2x8E6Yb85GpzhTnH/SsYQ69FS7GA9KatTxdza9GJMNeJc30EmLV9ILxDteoOatT0k16cXUibU+PfLGk7aWF6QFzafTSakCJZnAVlZo8KQk+fLcvoN5ItyA8UeNJAv6I0Xj8sjhl7gKkP3lzXpdLGwJj9tCxoTJAn0PUdw5CWn3BafIK8obr+s1nkXm4oTP69TQ3qNULPDAiQlp9zOxEN2QX8dznkL1xLy691xBFYlhvLDEoJLU8/GDrBA8D9521ICLlyXXnAso2OJhovElj7FMAxwoaJVyiQteh40kFZ25f4rXRAE5afQLBBIEVMtZTq1TnBzTh9NsboMc6uKAnThIx2hcfagUkFhV3944p8dKxHtHAJJRWSJopY7wgaBIMhrvVCCIM2Akr+HCrh4UD9UItrpY5DrsNHCXQJBsB1CEIxsQ1ZLwO6+9m2+O0Y6NztBMEwj8xQL8/oxNII+tlKKKFXE69B/wkaBQBAUA7WDFVWHRILgaUREe5itZDMaov3w0MPdCIj2MEBMq2uTCIIngzNlBCtWrI9HsYN1SbJNrepz7KT1J3lDq49lSeNLABDchJGkNQeV1ssEI+yk9IZDtXmAvU25I+dyRqrBUsqcwJjX/w2T5gkWFCezgnNlOghFzUEDW4ri9ssa1Joo7CgcOY5IJ3Hn/hGupfVpe7XTNrYViHaAZkCpNiwyQTAE0U4dg0qtj4sgqEa0RxE7NpG4TagJFAdIhiDao4iKaHdDEO1Rr8OBdYB78/q/z+4x5BUOVlT1z89RvEZAckdEtIcZcXREew+JbX3al0oXffDkukC06x2sw8aJMoJFkQjk0SsAOGq0SIj2HhysQJEGTZiTIvBhqPaUagnY2dd+R+CZyibDFHHHRkKRaTCZ0Hpg9fkYxYSCKEm4Du5YIKvYGgeHNoqUHlhWH5grTL3OBUeCYKbZjkAuK58Pxz0bt1b0Tt5w0kNRUoDNA0baM9mYI7kof5/NzkJbVHxUk4nAoqRxNgs8JAiHq3bXQV4RpeoPPBQJTYadwMVcevo7mCcopfSxYn1MsYOl0YHL8BiJINgNQbRHOwY79XrYzxAIghpEexSJyQggRMAmjdMrRLTXSIj2Ya2BQgREuxBCecfKwSGJIFg7bUVCtIelOQ6qYxQJBMFz1sB1RQSLIiaYEpzQHAIbFAerZyNBaOyoks8ZkooxsBMLyVsURHsJCWN/5jHYgiOnilh0zpFd1xsOHu8gLallo0bIR4GHBYWBcWge4i7BwfLGHBlJdJpqxI0mAgtz8uvQr1ZQ3NPXifDRAMnlaeeGca68z5cVWH2kFKTWtjfGeobQY8/xYOSnDS3GPSQkaX8Pq88rKCbkf6vX9ZBZJRiCvoM5SXPqwAmQIuw3oiKvvwKASq+P3WJB+x1McGldr2kyzBEAOEG/iZQiWwHDLlCggYBkKYaCezAI1qxfKSG9J3fsPX+IbKagHwPkUWyzM8HcGiHV8khg5Y78ufDGDJml2dMcG1YTm3P6NXww5CgoCIKOzzBHgHSpQj92uYP8dX0drt9hSK/L/1YhfNKzpdK4V8ZCUR9VGlcnWNyV7wlCCCQj0BzdLpBTEFRjxZIpdrAAMM+V9uEAgAdugMcIPbAm9giLuWmLM4xQdFk8JHe/5PdIiPZOv4K1wvTGTzXiPEtAkeUIMRmTEO3OsI3ssqRBn+AkP9NkXNnUuTGoY6ugT61zJiZyi9Mbowi48tT3slqBjw1FAXrNL2E3pT8VdUwXc5IcOu650l4nD6vfrGJlU27EjVoWFjf0joULHzlj2pC0fIE8ofC6JwbS+isAGFgAoS0KEAgYkgJrxwmQUzSDvKyOZWF9ThEBa3sw1gmbtqKWgwmBBGFSnokA+wpjj9kjpBRkv6eKSw3JyUhgIQSt/FEdmkM8pgBcjIMxlggRbkARpQ+q2E3r05PqLY6dTfn1Yq6LFBELLlNjNMTWkv46Or0KciuKVEvBkUrMHqEb+mUsp/XOcjM4xFZK4dBGRHKPq6bSQLysC0S7fE5eNO+efWuvnvvYvUZwbrp1pEMIglEi5JzZdIKggrRKlWp3HJR6KO7rncTeMbCqcLCi6mxcwv6iPjLcHwgUCxHHoLATrKMm5u/oDyyDtroHVlSNuiUskxDt6ueHFJUN7XcokNW3losV62OKHSwA49oxFnfkUZeWz7FBMEaF4NJNTbAOjKT+qfQPLaTvyDeUEXdQINCUBORY8JZjYzNHSBEIA1wEAYz07FhwZ9hGbkl/HToBx5oiJdMLXGQkxe1UBbUxkjv6E+5Dz8FdBU4+gId0hJM4t3KC3J4+wtc8O8amgiAomECC4CiqdDJiuCVJw3hYoQRBQa9dkqnTc7BKiGw1LRObc2qDM4oR5xEJgicRCYJh6rUYVgiAiwfWEHdJjtzHrwP3gEgQFNjZuBpDskIlCF4pov2YhmhnB5EQ7WFG3Oh8giUCQZAfe0jenj1fKaxxdrVCdbBqSKl6YBEkhFBGTTizkCA4WH6lhMyu3ilWiYEjqTCDBmddFPb1B5v9M4HC7EOACGmcfTouYX9xX/sd4wnHoqx2mni4ajpj5CXtXYALRDulB1YwYkhK9hVqw+h+n6FQkN+LUbeExVVCM/eRh4ykDQvnAgnCwceQTbCmiJC7XSA7e5vTWI+gYgcLF4j25WvqDTPSSZzzAMkcgSB4aEYiCAJQgjCOxyPc+iQQBMNk9mqYX6UQBNWIdgroI0xBeYT0df11OHId3IlAEAyTc05DtDdKR9i8oTiZJXUMCCFKkhHt3UiIdhHStLrTtbFGqAtoWSY2IiHaGVTLnA9O6oF1JgLciOBgceHDgNxg7bUYVjb09+LMHmNf0WSYIubLGwwDdER7pyewKkFRhxnKl8XNCQxFH72LHlh668U3e0hJUrG5EKT1IekGMObkz/bQO8MygaQ44R0sGJJ0z7Am7ZfUGrWxsSR/rsY1Cws7hMbZEw5D8gx7QYA0odZ2DA/Lkug2ADTrPja3CDRG35PWPwnXASS0y4cVeCZSaUW0gTswEvrvEIEPIyMha/oTpFL66zjJeFhPKoiS7QnmCSmCPACSEkiN0/ORK+rXDTGsw1BkZgy9IYpZWr2gtGH0xMP6gv5A8KxxjJsKwEUwtpFeotXJycbg8jqySb1hcXTk444CcMF8B2lirZ5sDP2BiyKBzFl3W7hdkDtygoGG3I8V60nFDhYuHKzF3dlPJLmQp/8AdES7f2whQyjYV34+8JBUACROxmMSon3cARYjtDwKXBtJhWNCRbQPA45lSUGtEILU44Z7PtI5+RiC8pDUA6sReNiUpAhyIs1x3Dcxvyy/l075CNlr+p5ok0EXC5IaBs44KQWpJ0ZYMeT3vDRi2Cc4WI5wkJdgnH0mQOGEiJELQ9FIeDB0USAUHHuMISuZ18JmMHL6QWSyTSQS+9KfBUIgRbifPoQ00sUcEwlJHc3D8ngdWQVsZDLiWFiiYN4F0pLodNfrYiVN6NMTArjosi5WU4R6GUB6Cmz1e5gr6scQnJ8qCYKW72KelGIo5E2rfRPFtP5e5IcOEgqCYCBspBX9kB6WbAxe10dmVW/EPagf4bFt+X7DfY4kpV5GsRSetjq4taFfxDshBEHOgWSECDnqZWCHADzREASjHGyOLRrgYpxx1QTBiGPoP3BQJBAEMagBCoJg1J6LR10LdykEweYh9rf0+9IsuiAI6tM4jw593L17NRSJVpeGaK+57VBEe6xYH49iBwsXjkE6P32SZnGBPMGYndgjLOTlxiz3y0ik9cWZwhMwspIaDe5ijpCS1uicYGtNbry0HRvrCqfjKWPg8hMa4bkAoceN2SphYWNf+jPfHiMzRyB8QZ56NrAGSkrjZXmDkZIgyE0fCcJpHiDfWNusig0Favuyaqdt7CgIgtyzkczpNzzDMKRjGDUtLG0QepqEEAQ9DmQjGFCdMbBGKPnhLVuJaBcCkQqO2amFxE39dcjmz0MJglEMKLdDIwg67BxZxbwxjGhjODAf4N68/gDH7nLMrV7Nct8rl1G8pr8O/tlxJIJgmJruCJuSGtiHlRu6MCIQBC8UhminOlhXY8weNlq4s62H61w4WPI9gTIdLwh7CuO/ekoiCPrOGKns7FHZsCj9eHKKRQKifZRxlD2wKNFIzgRUQfD+ExYN0T5swIiQOsK4UKZrH3Ys3FnVr5OVVgl76/szj4H7AoYiumMHJ6QeWOXzANeuqRpn6x3NwAmQUtT1tjs21gkp6b1ggO356eeHmmoZK9ZlxQ5WiA7dAHcIhfhDs4eCIm/34sR19stcohIEmwfY21T3+olixInxCAaJIHhydQTBfhU7RX0E7MLBupo8x7J/hGtpvWEUlSAIhCDaqx8Hoj0xe31EmFpDYJPiYLUtJBTOILXgWPU2fmwieVufOpjJVZQ9sCgKL3qmOlgV5JLyQxbKdWCCKxfqA/OARBC0ewy54uwF6AETUHET+ufnWCE4WEGtjFSEehkeeDAUJEUqoj07cWFITgeoBpTDJ8gY8jlN7YFV7dexW5x+NsnNu0cMhqKG8rjZxp1N/dozET7mJWmrjBGbd1sjJOcV17t+DmzrDxU585CUAH+oNTus00RqVf63mlYF83P6w7AgwZFLTI8hcAMkM/r0vlEFWN6Vj3V87mHxOiXN0YUhqS22AgtzhDTH0UhgaVE+hvrIxc4SIV2T+UhL7oU/MJFSZGM85fNdhrSqxx7vIm3oI+SqyKlj9pBTEpr/SpOaiYUd+Z5gOwxz+dlpjv4ISNM4QrFifUyPvIMVdhJ34DDcIxAEB1YvEqI9bGOlEgRr7UPsbkRIcwyrHyASBM3WGeY39KkhKjEhoApqUBHt3miCRUKKjEoO58gpHOKyf4DrBER7p9bH+s70qWjoqe/lMVgmsoooFxXR3uZ9bBiKMRBkC1uaHghcOFgURLswfRjzklTLkGaQlzXxPSym5REBdmYjcUN/OpxMjZGIcB1a4NgwFNCVXg2ZFf2c5MJBUpKO5XsCKUJO/7ljYi8nrwU5d85xPa93WnggpHUiEz7BQoLQOLsjsKFAFJvdDubXCM8cYzAkqbdjx8ECoebRHdSQVaRSjQMHC0lC3aQADImn6LAe8kn9OttiR9hMyg9ZuM2RnKM5sTIjzu44mCM0QmXHPhK35M/FxHGxkKOBgKRR+laAjU39nud360ipCIKBJ62LokpwBwkC1Mk7P0X6mqLnomBIJCI0zi73sLynj3R2jwVWFGdugkeDEZ2Nz3BjQf9sD4YchRCCIOlwVfEe86iJ+dt6wIXfCZAOgfVEOeAddUtYikgQjNo42+0A2bW4/irWx6dH3sFyBm3kivJTsGOPkSJYnu8gK+GbC+EDhOJ4VnOR2pFvSBV/iL203pq13Qnykm6HDguQJaCLzS6woDhkErYJKFDZl8V8V1qDFVabdVm9gGNFAbgYTHooEk6xwAWSqelrzkcuEov69J1Tz8FNhXEw4B0UCNCHi411+u8IBh2kFXPtslrlY2zuy3dtd+IjGyHNsW5xbM9TCIJdrCv+Vi8AshJjfUpCPobByEVBUZt1WU3TxKYKcOFyGIR+QSr5ECTAxYnwcUvVj4czGKTG2YpoZIehSCAIHoQg2rngSCocQIqOvWPczhAaZ7cEdjYV10vI66Koqg562CPUcLn9KrIhUewoYxh4JyhkCHTP4ACbKkR7RI0qJpauEaAKJz6SCkR7VFXPPexe068vQbeG9Jr+cGEWcWbBIDhY/vkJMleUcjo466F4Ux916R6LSIj20MPV8RluEAiC/aFAkdDqQSXO1Y2zzeMG5u/qM0L8DkNqdXYQUBAIqNgso84pCdE+aViY35o9Y8JlHlIKe83pCuQi1KfHejT1SXewDMP4JcMw3mcYxm8ahpE0DOO1hmG83zCMf/Hkz6deu0qNzg+wtCePSrhcIBehToS7x0gSjBfvwETmnnxhYOBIRzCgSpMJ9hf1EY9BGEFQIFKao9mrYp5w0n9BEJT/rUJR3E6VTwRcHLkO7igQ7UA0I845OyARBJulYzVBMKKOhzSCYJN3sBmBIBimbtfBGgnRPsHmvN7gnEX+pwOivc2xsqF/rg4iItrDjLhD95BEEKy3OLYjINoF58pj5PMBjSDo9KvIFWY36gXjEIox9IkOVpudYj05u1Hv+i4yih57o/MJFvf0aa+qJsPkfoeCKfeUasXH7p7eeQuGXSSXpu8ZdQyc+cp0TyqiPeh1kFyRNe+m9VwccxtZJn+2B+UeCtco8BhgbmX6l/GAGL2yBjAUtcUVs4JrC/o0R98XyGQk9L6AI02gETX6FWwresvZ5Q7y1wiHir5AQjIGJiwkFSm1l3V2FuDGdfm9sEZNzC3qo2g84EhKWrzYToAc4TCuNKxgMyN3qoMxkLqarSjWZ7A+qQ6WYRhPB7AihPgCXPCTvwXAAMDTAXy7YRjXFa9dmS4Q7VdzIkkmCB5YSN+9QkQ7oX5qFBHRHraxmr0q5giI9m7AsapwsCj0vgsjTv6z4GxIQrSfeA5uRUC0s4DBUGxqTpmGaG9VTrG+ty//IWHP9oSPFOSb1fGI4/ayfrNRNRkOq4t6yvs8BihoaJ2ujVUCor3vOChkZZFhohEnhuBM/lx5giNNWP66gmFN8j7BaXUiAR8iZcido16boUhozNn3XazKIsM8IEWvvIlAZlHVxLyEfQKa3HGBudz03xt4HpIEAA5r1ZDckNcEtkZDbBAop4J5SEgyBVzuI5Mg4LDbQ7iKKLYZNDGf0htxDB5SEugQsxkSBKrlcauE2xvy03in7yJXJNTscDlQoDs2sbqg30e6wsGqIv13MuZYJBzAAIpDt34bKBL6PjpjpFWAC0VjcPkYJFRLu465nL7+tBn0sejJrzdzA6Rys0cJR6cOlvYJ93JQgaFIew14gHSENMfTno1bhHW21DhSEwS5UO5nFNnBKXLJfe37whDtgJCm9VLV7jokwMXxoITtjHruRjlcjfVo6pMdwTIA/MaT/x4B+BkArxdCMABvBPAsAF8mee3KZHWqmFubXuDIp4G+i7Si+S13D5DM6p23oOUhKaFPhTWDvKzhpIPFefnJS2k8xk1CBMs1gZysUWHIyfNlOcMWcsvy9Dd70MRcQW+8qCKGPvORIqRiTbp9pBbkp2VBY4Lktv4IyhEceclibnMTWcJJXKvSw8ae/DTea9eQXtefwLPAR0pSe+SaPjJz+g23wlvYS8jvRdvmWJcYyg9LCIGExICauMACwf/kHRuJNfnm/vEUHMvoWKLpIrFBMOrFA7i2/GRWRauUSVr0PGwiTZjTYQTBwBdIS059qSrZp9jP72vfZ3cZ8iuKAnThIxOhcfawVsXyjv7wJDg7USLaOQSSEQyoljvCBgFwIRp9OMuqyRsNRkQFXBzUj3BvSx2djmLEHTaauEslCIKAD59F1TMaQdANcbAiamzSEO0N1seSwsGKqv4Dm0YQHNRgRIjKhumwY+EOAdF+4WBdTeNsm9EIgkdHPu5EQLQLrh5Dm4hoPxmUsZ3VHw7EikXV1eS+KCSE+DMAf2YYxhIuHKcPADh/8scVADtP/u/h154iwzCeD+D5ALC+vo779+/PPKbh6Sn673zn1OsdI4VRehH3H/RDP+/wCRgC9Erm1M82cx9C8y/fpx3DUonhL95xPvV6N+lilBvh/gfvh36+2vkw/MCWXocH5gjvbra1Y+iV9jG6X5p6PccCLDIP7UYn9PNB4wkAAmeSMQTlY5z779KOobSyhfu9xtTrfaeLntPDfXP6uy/LPK+DZdPS67By0kfvj4f6Mcylcf8vj6Zer2dOMEo5uG+Fj6H0wSbyixncvz+Z+lnm9BSHkrk29R2lkvRvsOo+mCUwvF8L/fxfLJew4i3ivj39HaXBJt4xbOrHsFPC/dr05zvOEgKexP1W+HNRrAH2IuB0p392dp7C/fvT13hqDMzD/fPpv3X+Ly9qBsz7x6GfL6z9Efq969JruXR9Bx8sh19HAChdW8H9897U6+nOIUQyjWAy/d2XlSp+AGyyD+FPrw+Vs02w+4R7wXq4fz6aev1/sHejYBRw/zB8DKivACsj4CyY/u6FEu5/WPN5AKXSHu7fr0y9PvjIXyJTLKKuWYOX/vRtmHzuM8D70+87a9Vw3/LDByAEso0SHrjTny9nTCyzNIbsNPQrtj7URHcnJ50P7YUSzA9Nv/6UIYDjbK2M+53p92XOsghWAvAuC/2OP/jgH+FrP+srcb80PafGJRe9+/XQz4MDW2dLaNz/4NSP/uiwhM/dXsf9TvicKu0mca3G8BGJTVoqLeG+5LufOgaGQqWMgeQ6bv/Fu9C9+Tfgdad/dlmFrImBOwdZFHhnA6i1zsLH4HtYrFTxF5Ix2MF9ZJNfgIQx/cxc1gfX6rjZX5iaD0IItM7OYd9X1yYBALOTaDS3cP9+depn7bcksPJVHE9MD+8putZ+P85bmalDTC44zqwz3G+Hf0HAkhiM1mCPp+/5H50JfNUe0HsQ7rS//0PvxXbi7pRzLxgHL5dR0TzbCTeJ+eYSxven9wRj7XGIbg4Q4WvtBz+4jPe/f3p/FjzAqHyOvmYMbMzhdznakr3x8CyFYTdQArQ+qo+0nsD+3Nr0+sASyJ7v4sH9aRstVqxQfbTHwCfzfwB+HcA/AvCHAG49+drzAPxr2Wth33Xv3j0RRe9/zUulr/+3kSvuj1zt5w+qHxKDSU/6M6v+YtIYOi89kr7+x+aJ+J/Wufbzb/2TXxHNbkn6s1d96M9JY3jf73Dp66xWEazX0X7+5L/9hrD6DenPDt/xm6QxvG1gSV//H4d/IkqtU+3nP/iWt4k/esvvS382ePX/1H6ecy5+vCm/3n80+S/i1P2I9jve9EuPC3Mk/zsqv/RvtJ9njIk3/cefkP7sI28viX51rP2O/+T8v8LijvRn//Z/mvoxcCZ+331c+rN3PeCiO5bPlcty3nYmuM+kP3v7O/Rz2mdMvOX4QP7dv1YWrCH/+y7L9F8qHn/8bdKfdQP9s21zLv6jP5T+rP2u1wt/0td+R9X8VcH59HXgnIt3vkV/L4a+K37y9IPSn/3kyavEUDG+yzp93BScT98zxpl4ZeuV2s+PJly8+XFf+rP3/OZvCM+2td8x+MWflL4eMCZe+54/0X7em3RF6wP/r/Rnb2l8QHgs0H6H+4b/Lh5//PHpMXBXvLfzc9rPd4Oy+GPzV6Q/a7y5KXigfy5+9A0/Ln3dtwPxodcdaj/PSp5wf3sk/dnLf+fNgjH5M3dZb/PPpK+bEyb+6+vle9llea2KmHzwv0t/xl/3c9K59rD6tb+Qf555wiPsec7RR8T48bdIf/ahB/+P9vNCCPG74z+RzodJayw++Pr3aj9fez8TD35ffr3/9Efl1/hh+f9DvjfWzJp4w8l/1Y+hEYhSWT73X/H2Y9IYfvaNr5C+bp40ReW33qX9vH3sCutQvp6Wxq8ijeEVr5DPu0HrSJx88Pe0n2+8vyVaH+pKf/bWx/XzSQgh/u27f146H8w6F70P6ed0rM88AXiviODrfCogF98BYCyE+A0ANQAfzZ/ZA1BXvHYlYr6HhKLQ9oEb4B6hMHJsD7GYn70AndsMhiJ3n9oDq9OvYK0w3XdEUNMcbQFJacPFd0xGJES7KkWQWnBsMa5s6twY1LFV0OfUO+MJUnlJzU7AYRAKjluBj3VFAXrVP8VOWp92Yk8czC1OpyNwX93D57IGrRoKG/KUkXHTxNKmPuXDFR7yxnTqix0I5AlYcFX9FQD0TaBAKRdkHIaECOm4AbKShtoPq2NbWFOQK3nLg0FIEYRgAKafYSYEEoRJWRI+bihqQZg1Qmq+oB+DIvXMHAssKHoZXdaRNcJdRYPucTDGUorWnEWWelYLathJ69OT6i2OHQXgInBdpAlNzFVqjmn1V06/ilxRkWopONIEUqpKI6+MpbS+1LcZHGIzpUil4iCtMSpdIKYJpNYTHwkFQVAIIBEh1bJaoREE/W4N6TX1ehwlzZFOEDxVppxGVf+si8I+hSAIrNy+mrqcs/EZ9hf2te8bDAUKy1czBvOogfnbNIJgGKI9ioadEpZWCYj2mhrRTpEQAqrqYrcTEwRjzaZPNuRiFcB3A/jBJ196G4BvNC4skOcAeFzx2pVoUj/B4o784W34HFsKZPhlCcGlmxoPujAIfVX8IwuZO/KNdchtFAk0JSGEdAxtx8E6wfgZNYElVTlJ4MNI03KjZRurM+oit6hfnToBVxIE/cBDNj17rjxrTJDc0tdfHXsO7igAFwE8ZCROC1Vu9RTZXUJdQOkYWwqCIFfg3x+WaqM4HTHsK2AHl9XiHWwkVMx+eu2STN2eQwJcNM0JNudU9ywiUZJIEDwVAW6qEO0R1WsxrBAR7XcViHYabkStQ49GEKw1RSSCIAAlJ7nS72OvQEG0V5BVOFhRNfBOUcjon80mO8BmMlqtiurQa1yZYGmPgmj3IiHaww7dqudEgmCvjtSKwsEiNhBXnbpRCYJepYT07uw9FwPBkFCYP4OzHoo39Hv34EygqBoC5TqENM4ujc+wv6j/+8ZjgUVZ7TQRRmQ5E+Qz8vXYPG5i/o6+zjQYMiQlh0XUA97hkGFJcdg07pawtKq/Du7QQ3ZZUsfOaXtF1xlgNS9fh9wukCV0iIkV62F9siNY3wXgGoD7hmG8G0AWwBqADwF4rRCiDOB1kteuRMPzQyyFEAQjncS5D5DMPk37Pu/ARPpeNIKgSifjEW4TToeHDYAQIJpJZreCeQJBsBMwrKevZjr65SFSN2iI9rshiPYocs4OkL+hB540z46UPbAoCtvUjkcMdwgEwRbvYiMCoj1sDB0ior1lmdiYi3IiyaBa3jxwUg+sMxFgPwKiXYgAhiSCBjzpYG0Q0MH2GLfytCiVTDwQSCiilkfeEcnB6vQF1iUoaqoBxS0ThiIaWR30sUtAtPuTLtKSRn1UEJAwHRhz8nl34WDta79jzNtYlMBjRFiT9ktqjzvYWJI/V2FNUp/yu0YchuQZ9gOGtKqR0OXfAw9LioOiZsPH5rbeweKei4RknRSuAygag19W4FlIZRT9irgLI6FfH4TnIiEhjPqBiVRK76B12QjrSfmeYLbGmN/QAziYDyQlkBqnHyBbJFAthw1gWb7x9t0+iln9wcPF4er0GDqmj/V5/b0oNY+VgItgaCFNSleQ20oebyCb1EfAjg593FUALnzPQjo7+xgGQw9FieM1NYZ+CXeK+9KfiQBIUPo+xor1kD6pDpYQ4ieEENeFEF/05P9+WQjxrUKIzxZC/NST72EPv3ZVGlXUPbAojxMXasIec55AIkdAtB/bSN+e3agPmI+kgrB3PB7hFsHBGrUAdZBJfyWY5yCRUuCPe1WSgzUIOJYl0RmqEec7DtJZueFARbTXAw9bkhRBLsKLnT+qydDC3JL8XjrnR8he0ztO434Hi8Xpm8GZgEHoydYXYxQN+d96OmLYJyCYbeFgzpj+OwImQCH2iqEHY0l+L/oDB0VCk2GXMeQkDaOFwwBC828uzpBQdHgIhECKMK89CGQlzzdzLSQUp76X5fI6Mkm5ATUeciwQUnt8wZGWRKf7fh/FdEH7ebvHkF+R37RO0MFqUp8KdZF6JsFh9/uYI0SfgvNTpK7J07kmnoNFYoqh1IDyLRTTegOM13tIbMnHGggb6cTsRpzf85FZ0TsmD+pHuLctXwOYz5FUtDWg6LTdwf66/l62hYM1BaKdMSBFSCFWqnEO7OhTLQN3hFRO5cAQo9OK90zMEhbm9RGPetDDZko9dyM1rX5go3iPsKcPqkpEO3kMirfQCYKH2N+c/UAvTDY7Rp7QM+7wUI1oj4pGb3VsMqL9dmH2iGisWDJ90muwPp0UOBbS+em0DJsLZAnG7MQeYTEnN2a5X0aCkNcvXI6EpNbL5B7yhPSkRucUW4oc5aZjYzNHQMVySE+5hecBhPRAs3WGhc196c98a4w04QRehc0e2UMsEZqsDmpNLO/I0xn4xEdikZbeJ1vQ26yG9aTeSaydtrFzU4555a6FZH52I27cNrG4TmjYyOu4kZAb9S4DchHqRDpjYJVAVuZtC4l1+bzjHEhG6KvCSxaS+4RaFXGAZOJqotNep4zM2nTN48Ny2DlyCkR71DEcmA9wb15/gGN1OfKrasM9yhj6lXMUr+mvg19WI9qjquUOyYh2Y1vvDM4it+kiQ0S0P6bqNxRRh40W7m7pEe1dYWNNcnjyCVG1REO0h/XAIijs0O0C0a4fQ4sNsJkszD4GLpTdS/oPbBQpiPZhHYYigkVRWPrbUdfC3VX9Ollpl3BN0ZeNIhHIe7IBgBWcIJ9UtyT4qMrnAa4rmgxTFDgBUopDt3bXwbqiXchl1Sct7CxM2w/UA95YsWR6pB0slY5chjuEU/Kh1cPyvCq9hdhXRfEAn/k93CQALqqtA+xuXo0hSQVcTBonWNiSG1AiYr1MvV/FNqFPyLDeQGE7QqfkEJ37R7ie1htG9dMWdm4pjJyIC/WgMkZxT2+UnPE69glpGbOoNQQ2CTwX3raR2NBv7rOIHVtI3KY4WA+QNPQOiEphNQxup4zsuv6002FV5BKz1w3xEArRgXmAu/P6lNOLCNbskRHGQgzJ8zKK1wgRi+oZUruz94vngQ9DEaVvuiNsZvWTUrRHMNam30c1oFxhIqPog+c2PWQlfQwf1nmvhr2V6bWMOgYx5jDm5TPiuNHCbYKDNRYeFiCJ0oc4DJfFrBESkkNJAEC9DGzr7zNnHpKS3pFC0Jp3s14bqRV5yoVpVbAwpx+DIzzkE9NjYF6ARFr/vIyqwNKefKyjMxeLlCbDgQtDUltsBzZySULt9FhgSVJ/BQC1kYsdRRbBZfmBh7Qk+8QfWUhJYE1T7+sypFQ99ngHaUKquSpy6ph9ZPIF7ecndQsL2/Jn03YCUs9FLri072MwBtKzZ2jHesT1yDpYYZvaAzfAY1n9Qzk0+1iem736MWwMp14P+2mCg9U8wO6G3tBSjiGsfmA8gkFIMZy0Spjf2J95DEwIZY+Ker+G7RW9kTpqtLG0NXuTQJdzZBQOcTk4xPW0/hq3qn1s7E7fM7IRZ5vI5OQbxaA6QWFX72A1eQ8bhnwMFAPKFg5yihqN1gjYIDhYYuLBWJjdiJt4HuYVtRzs1ELyJgX80kfCmE6Zot6LFjg2DLnh4HZryBT1Tj8XFpKS1LPAF6RUrIpjYi8nN2bP7DNSk2HuCyQl9QMmNzGXIDTO7gpsrinSsTodLKwRavV8H4bkfk5cB/MZQrrosI7ssvx6jwIbSylCzY7gMCSRU4f1kUvqI1ut4BgbSUV6n8WQmifU3ChgRHbPRZ6QxsRPPCRuyzMKxo6LJQlBVSZplL4VYH1D/zcE3TrSa4q577kwJHVRVAnuIEFwLLzyCdLXVSAgH4nE7BCQwXkfhev6+dA9FlhVBGcEE0hEyBQoT8q4sah3EvsDgWJB/ntUtVlUWUdNzN+JThCMcrg66pxgeY1AEKxOsLirB8TMIqcDZFfj+qtYs+mRdbDcYQfZJXnO+jExguX6NnKSWgwhfIBQHM/qLlLbcgOj4g+wR6mxcCeYk+Szu4whQ0D2TnrAgsKPE7YJKIrTL4t5DlKSoufAc5BU8d8vqR9wFBVpY71JFyvKKOGlMTCGpKRmh49dJCTG/sM69RzcVBh7fdZCMaF33gTjUspfMOgiVdAbos2zE2wqUqmciYfcIgFNDkhP4hoWx2Y+GkHQ9YEcsdhXtrEORy6Wl/R/Q8OaYHNekU7pchiE9gkq+RAkwMWp8HFT9QzzAAkFzp+ifoehsKYfwwNrgLvzihRkwZFUOIAUHXvHuJ3Rp+/UWgLbG4qxCgGDggVXGFmVQR97BMCF2z9HthixVkWhgXeCQkafvthgD9SIdqJU4xydT7C0p08fZsc+Erdoa8DHq+q5j91r+jntd2pIryocrIh26AWiXb/f+OUTZK7NntYWpn6pi8INAqL9SKgR7YTrEHq4Oi7hxuK+9jsGQ45CIUK6NVfXkJtHDcxRCIKdAOm12dP7GBNQLSHDbglLBAdrUrcwr4hgUeQxH2kFzdGJEe2xIuiRdbBGlUMsKwiCNhfKnkwUce8UCQL21zu0lATBABzpCAZUaTLG/oI+4jFsAMuqgypBTHNUyOrVMC9JiXlYnYBhLSQtIxKSuzyiEQQ9B7cViPaoY3DKh8hd1xtnzbNjbCoQ7VSpEttORhy3PwkEwTB1eg7WVvVpJy3TDEW0R5EvONIEC+hqEe2cRBA8NIe4N1eQ/owCYQ4z4g69Q9zJENJeQ3pgUSS4GhBT7fexV6Qg2muhDhZlDKp1jIpobwcnWCfUk6jkBR5SCbkhOj6fYOma/gReVAIkrs1uzPqCKfeUasXD7h6BADjsILmsiAwTHk3OfCWaXDALCUJUNei2kFydveeiyR3MKaL0wzItgmV1gTmJH8YDGowI9gCG4tmuTCq4Nq/P2vA8gayEYugFHGlCnWtrUMOmIhJvlzvIX9fvA9wTSEjGwISNhAKmclnlcoAbivora9jA/JI+isYDjqTEfnBchiwBHHM2quDGknx9CcZAavZywViPuB5ZB0uHaI8i5jxAMksgCD4wkbl7NbUqJ0SCYKiDRVCYEUdHtKt7YJHGEGLEBeUh0tf1DtaJ6+BWhPQWzuQpSADglA9IDlb7/BTrEU5mfREgpcCCHw8ZbhMIgj3RVzYZpkj4DFD0j+t2HayuECKajo2ihCxHxoKLEQxDviv6QihTQS+rJRg2JMujCDn1vayAj5BUjKHfYSiuEe6F72JN4vQHPCBFr3xTILOgamJewk1K42wHmMtLDCjfR0ISMZ56X6uO5IZ8gWmOh9hc1D+bPHClkXCPB0grnJbLEu0RjHX5WjgJalhI6UEDDB7SEqOc2QwJRaP4yzpulnBbkUbt9F3kVgg1O0wOFOhNTBTnCWhy4WBVYfSORxxLhAMYAHJntd8BCvrIj++Okc7KnUkhGAzC/bwYw/R1sJ0m5nL6zawRQhAMHB/pvN7RNAz5GEYlB0s3CPdyUIOhqC32uY9McvZI5Wnfxk1Cr8HT+iH2FdAVwTgSEfZkOzhFPrmvfd/RkZogKASnRcgVandtUkuQo34Jtwv78h8q7nOsWBQ9sg6W1a5gfn36lIhqxHmBKy0OBT7aA0vvYAUNF0lJiiC1t8vI7GJRkT53OhnjJiGC5U6A3KKEIEg0JN1RB7llefqcNWhgrqDf8FwukJOc+vnMR0pR3H5Zk14fC6vy68DqtCbDtuCYT0hOwbiFLIG61ar2sLEr37S9VhWZDf2JZBB4SEvSFD3LR4ZQqFvhTewl5GkdTZtjQ2IoPywuhNR4nzgC8wQQI+/YSoKgZQeYn9NHhVRESdHykNjQD4KLAyQN+eEJhyA3SpYiuUctpJf0MAGHVZBLygl7vieQyerHoFoFzuwSqf7K6jIlQdATHrKSIn+qhrUqCjv6w5MgpF6GCY5kBAOq5Y6wSSII9mAoEO2AwmEgym15yFIIgo0jPLajMGZFNCPusNHCvW19OlcHDtYw+yFSqGolYE/vsF8QBK+GGjA2T7EwT2kY3cd2KlrnWNUW3X9go/g0AkFwUIVRuJrG2UcdC3cIBMFS8xA3tyLUb4fYKTY7QT6lj/geHfm4o+iBFXUM7a6DjTX9fD8ZlHFHhWiPIYKxIuiRdbBUpyONgGOL0PB2aPaUgAvBxzCStE1EtrE2ghG2U/rPhwEuHMaQJ5wwK2WZMJRpWn+lSf0YC1vyTY2zaLUqrWEDG4Tw2rDWREGBaL849Z19mp8HR9gjbBS1kzCCYLSTuH5ljAKJINjAvqLvEhDNiGsNaYAL3rKRIODkZxE7MZG4RahVEQ+UDlZUue0ysusEShkrhyLao+jAPMA9AkHQ6jDMhSDao6h3XiYj2lM3Zke0XxhQciun4Q5JDhav95HYvhoYkdt0kd3QRxsOGse4tzV7iqEI6YN3UG/iDhHRvhIB0S5YoF7HqmfAjp6sGXgmUsTGsTJx14WhqJUdT06xRHCwumyMlcT0eko+XDUFMoo/YXDg0BDtky4gORyljsFxBTKS1DzgAtF+m5CK3Rt1sCJpgCkYh5I6dUncFEgqqJYOK5EiWIMBR6EwvUZx5iNBOFy1uw7yiqyIXt/FSkF/+GH6FuYlja+5Lyil9LFiKfXIOlgqY/OBw0gEwYHVD0G0R1PJJxIEWwfY3YhWeK2SmIwAQgRs0jzBwubV9Lip9WvYJtDaBtU6CjsKR4xYcKza1sr+Ea6n9df4ogeW3sgJG4NKg+oYRQJBsMTruJ6QXweKb8UFVz4XTaqD1bWRIGzuKjHOkVSMgR+ZSJIQ7adIGLPPSUcIZBQT5wLRrnewPN5GJiGrE6EZUJPAx7zCwHhA7IHljTkysug0dQyWwJziVvbPKyju6R0s3u8iIUkdu7jP+u0nsIdIKVDNbXeM9QwhgmW5MOanjTAmPCRAWOt5DYWEfB3yuh4ya3oHa+KYWJAQIQOXIZnRXwdRC2DsyMda6fZxbVVfN8SEHPBiWxw5QnQ76LeQKijWuF4LWCGsf0JeDye4D4NgzfrVEtK7ckfO9fvIZPTXQUBIQUB2z0J+Rb++9I6hBFy4gwDZwuxpji27hY28/joOBhxFBeDC9jkWCDaMagz2eRf5PUK6ZztAel3+e7jwkFDUuT3198tfH/fOsVDUry+TmonFXbm3y7mI1HPR7cUEwVjR9Eg6WDzwlbneD1yGewSC4NgaYClPsDhVY7AZjKyiPsLvY5/QA6vdO8f6yrSxRzWgfEdA0o7k4jvGtB5Ydr+JXHHaqL/oaaKXzbk0PRAAGoMatgg9sOzxBLklyYkk46SC4w4LsK4ovK4GJ9hN6411a+xgfmnaGuW+B4MQxRu06iisy6NPo6aJxU39qa8jXMxJaizsQEAx1Z6ivhiiaMjndN8EVigHzwGHIYkAuy5DhmBIdmwLq3m5kcNbLgxCOhZEAEMCqGBCIEHwuM9EgBsKY4+ZQyQVxelPFYchSbW0JgLzirqoyzq0hriraLA9DIYoEAijgNyAqgU1bKf1dUf1EIJg4DpI52mOtNSQHI+wTqgRdfsVZIvySGAgGNKStF6qRt45FjN6I64ZHKgJggwwIiC5wwzEy+InPhK35OsIFyJSqmW14mNnV+8k+t0aUipEO6JFyD9RBMFIjbPPiATBY4FVFUEwokrjM9xY1EcC+0OBwvLVjME8bnxCEO1RNOqWsLy6r33fuGpiYWf2iGiYnA5igmCsSHokHaxx/RQL2/vSnzV8hh1CiqAQHAnJ5s6DHgxCXxX/2ELmrnxh6DMLxYTeeOGCIykZQ8d1sEYANgybwLIqdT/wYWRohbayTc0Zd5Fb0q9OHZ9jXVFM6/kucgTMu2oMrGEiSXBMjl0HdxTXyxcusgQakiop362VkN0h1AWcHWNrX16jwZlAMkKaY2nMcJMAuGjxDjYVBEEhEKmvSrfvYI0AuGhaphrRjohEScGRJnz+VPi4pTxNj9Y4u9diWNkkEAStIe7Oz36AE6Yj7wj3MvoUw1qLY3fzaoy46qCPvYJ+nXT6VeQIffDCJX82B94pigREe5MdYjM5e9PqMI0qEyzu6VOxWYiDRdFFlF5+HaoVD3sERHvQrSO9qnfMw8agSingzEaC4GB51TOk9/YVv0A/Bia48pBlUOqhuK93sPolgaJiCBSJEJLi2aSEmwRE+3gssKSITlMOWC3XlLaYAS56YM3dJiDahwzJJUk0klpDPuJYUBw2jYiIdmfgIlecvY69a/exkitIf+Z2BbL66RArllKPpIM1Oj/A8jX5hikQ8SSOCLjwDy2kQwiCUcZwTCUI1oHl2ffLUFndGuZX9EXw7YBhjeDQziL/bEhCtB+6ttLBiioqor1ROsTmDT02W6WwTe14yIiI9g7WFT2woo6h07WxSkgdbIYi2ilj4FAZcR7UzaQv60wE2I+AaBeCQbW0dlsMK+uEPlzWGLfys/OBeSCUkRUqor3dFVhfUaQYEgwYblswFNHI80GP5GD54w7SC7M3jBaWCyMvj3oOvFMsZ/a13zHiTSzJ0j3DmrRfUmfcxdqiPCNhXKFFsMSAIVGcfob9gCFFSIMaw8eSIT8wa9R8bG7r5zv3HCSy0/dTeC6Q1n+eeRaSkloX4KLJsJEgNIx2HSRykp6LgYVkUr++dNgQq0n5njBpjbCwoX/mmAckJfVP7iBAhrDOimEdUODHu04PK1l99oqqkXDX8rE6rz8YLTdPcGNTvgb4AxOZFcIaLCDNEPF4E5mk3kE7OvRxVwG48F0TaWKtnsxWGgw9FJf12Q7HgzPcLsojhsIHEsS+j7FiyfRoOliVQyztRTRmFQ4Qcx8gQXCwvEML6TuzwwAYC6QRNAA4GY9xa1G/UYzbwKK+f656DL6rhFhMiIj2QcBRkBgIYSeul+U7LlKKSBsV0V4PPGxLiJBUI84a28gvyo2DCwdLP9dGvTaWVqdvhuCCVD81EGMUFFjw0phjf1G/8VvCwbwxPScZVzeDvCwx8mAomiH3By6KhIJjlwXISeAswmEAIcWQizIShjztKxACKYJF7EAgJ7no3LORCOmV9lG5vI5sUm5ATYYci8v6v8MXHBnJ8z3wB1hO6ee03WfIr8h/TztoYz1JaJytiFrawyHyhYL288H5KVKKaIPpuliUGMqSUUhrdoaBheW0fv3k9Z4ScBEIC5kEzZmXEiX7PtJFvWPxRO0Q9xQ4bO5zpAgp6Sqddbq4saY/FOkIG6sKwAVjQDqKIVk/B7b0dYkXiHbVvhQtMjw2z7A4r0+ta7I+thSIdpXD8LBUw+w/sFG8R5jTIYj2i++f/TocdSzcJRAETxsHSkR7VNnsBPmkPjJ8dOQpEe1R1e7YWCci2u+EINpjxYqiR9LBChwT6bnphd7hAlnC4jZxRljIySNE3DtDIqNf6IXDkMhLajS4hzzh9LzZLWFTkaPctC1sKU6OnzJWBiQlfVWE5wGEuiGzdYb5Dfnf6llDZBQ1JE/5XZAjucfOiFTjNqw3saxAFPOJh8QSoSeJYgwdVsdaCJXvowoDXHB7gqRkrskk21jHbQsLBCrfGa/jhgJw4TCBvOQ+U9UdA6sEO5S31QRBxgTppF353Wc2kjcogIsDJBPq9LcoxovbOUdmVV+z47AKcgn5+wTRiFPpwHxAIgjaXR5KEIxUq3JeRvGa3qC+QLRfDQCnSUa090MR7VHkNj8ORPv21Rizh40W7hIJgmsRCIKhqpUABXjisnx3jHRu9qhs2IHXxDzFIoEg2Aj62CSk8CvHwNVj6D+waQRBjYOlEw+JnB51LdxZ06+T561TXN+IQPcMiZDbAc3BOisHuHFjdkwfcxmSiuyXdtfBOgHRXh03sLsoqyGP+eyxouuRdLBUOnIZ7hBOE4dmL4QgKC9up+qMCLiotA6wt6lOc6T2+pF+fjKCQUgxnDROsRiCHo5ixNX7NWwXCRGwWgPF3QidkkNU9g9pBMGTNnZViPaIGlTHKBIQ7SXewH5y9k07TM0hsEkhCLYtJDauxohjxyYSd6iI9qfN/HtCkdydMrLrekPSZefKHlgUcSGUh6cH5gEeIxAErS5DfmX2dYgxdeS0f35OcrD8SgmpPf31UokzNYyo6Q6xlSUc4LSHMNZnr2XzhIW0wjFxmy6ym4R0rG4V11dn77koJhzGnHyrPmq0SIj2sfCxiOlDM06MkDNrjERe8fzVaIh2HrhISBrohqX1PmUMvQ5SK/LI68Q6x/wc4fBDeJiT9H9jXoBEmgC3qgNLu/Kxjkoulm4S0hwDF4akttgObGSTeod9PBFYWpTPh+rQxS7hUNEPPGTS0+8LxjaSC/q/we8xpBTri8dbUoLqw2IMSEkO/hyzjywBJDSpqwEX9J6LcqJkMAFSs2eqx4oF4BF1sFQb2wM3wL2cfpEdWD0U5lSnYPpNM2xjPfWIiPamGtFO2bhD6wcmNILgpHmK+c19xS/Qj4EJ9eZe61dJiPZRo4WlTUW6E8F+8bgafFAODnFNRQ+7pFali3VFk2HKdfAcC5ms3IjrV2iI9ibvYtOI0FdFuMgqajSoPbDEWJ4iyEPu82VNPA/ziloOdmIheVN/MitEBwlD0tuFeB3a4FhTHJB43QoyhLpCJkwkE9MbfxAIJAnEuaprYjcnNxxKdgk3CE2GuS+kdSIWt5AnAHTaPYF1BaJ43G5hcZ2QW+x50p5Flucin9Y7Jt6wjoyiD97Qt7GUIkQLOIchiZzaQQ/ZZEH7+VZwjI2kolGyyZBa0J/Ac86RkOTYOj15gf7U50MAF0PLxrKKpX9JQpGC12kHWFOgti/rAnChWI9dB4Zi/XpYsjEI7sBI6o16r3yCtIIgyLmPpMR5m/pditeHlQGW9wraz3ePBFYUZ4oiEEhEyBQoT85xfUF/cNEfCBQVBEGuqM16WKr0e/OoiXkC4MJvhxEEaemeqiV51D3FEpEgqKpfpAagVNfhgiAY5wjGiqZHzsFyR11kl+QOzJHLcJfQP8L1bOQkxbpCBAChrwpreEgpUksqwQDXCAhmyxlhXpJC5zKGTFLvJJp9YF7lE1gmMEeIFng2UpKi58BzkCTUqgwYR1GRNtabdLEiKW6fGgNjSEqMcm56SMzrT7BKvot9xVh7rIlVQrEu5wJJCQnRH3SRWtb/Da3yKdYVhoMz9pAjpTnKT+JatsBGTv+Yt3gHGwrAheMDeUVTy4cl21hHIw9LS3rjp2WZ2FABLlwGQ5JSKxmB9NUAIjJBUDBGbJytoJR1OApr+ntxYKoR7UwwpBRRHYpOvBPcIrQdqLUEdhSIdghBa5ytuN6Vfh97RQJBsBdOEKRFyBX3wjtFIUOge7IDbCaj9RpUjXNUmWDxmv6YnJ94SgeLmiVgKK5D9dzHzp5+TvvdmpogGCFTAXiSIJggINrPQxDtxCGo3tYvERHtRyGIdmLPRZXOxiXsUxDtA46CogcWzbERyvlARbQHnQDpNdV6TIhGMgGVmTLq0AiCk7qJhS25nUKZkj7zkVaspW5HIBsj2mNF1CPnYA3PD7G0J98wLS4wRzr9kYt7JSQIVCrv0ET6nnxD8QVDmpBiqDp5KZsT3JjXb9rDBqA4HAY40YBSjMHq1zBX1NcudXyONQWiXQgudRgkb5S+HJRHSBEAF0eugzsKB0t16ksdA5kgeHakRLRTonAXb5O/8XhEIwi2eRcbKkQ7bQjKN3Z6NhHRPlEj2iMOwhMcacJydyoC3AxBtEcZQ6/FsLIRDdFOAb+EGXGH3iHuZPX1QPUWx/aGYu5TIuQh76kMetgr6KP07qCKbEEfMVSOgXOlrTf0T1FI6424VnCM9ZQ6DVonP/CRUjSMHldMLO0RemCVAySuy50gSmTWF+rm3dWKj12CgxUMO0guSyA8xFBBWLqnYBYSBAJg0GkiuT57z0WTO8grmt8Oyj0UbujnpNkB5iTLJGcClO0K9giGora4PDnHtQV9mqPrCeSyEugK40gR7Jdmv4YNxf5sn3WQv6H3LLgnkJA0V2TCQUKRCXFZlUqAvV35fDCHNcwT8MbM40hKSjoclyFDSPc8G1VxfUl+gOOPgfTs5YKxYgF4BB2s0fkDJaI9qpj7BJI5ff2H/8BE5t7VNMc7Ho9wm4Job0RDtIdtrGa3hgVJzcHD6kREtF8YUPINhYpoP3Jt3CJE21TiTJ6CBABO+QC5G3ogQat8io2Q5pk6+SJAShE5pSLau6KPVSNC8bfPAMW97HQdrBEQ7T3bxoqELEeuVRFjGIb8cMEXAmmCBdQUDJuYvl6C0+pEAj5GUkFz7LUZVgiNOdueg3VJjQYTDEnJ2B6Wbwqk5+V/KzWCZVrAwpykt5zvIyGhPE69r91AckN+gtMYDbFJWKO4byMp6dXj8YDUYFh0RkisydeAsV/FQlqfguzDQUZSg8UcJjUwH9Zxq4TbG/vSn9ldB3kC6UwEAoaE8tefmCgu6CM/vRCC4HDAsFwgRIY5lx+6DXsAwVn23YmSIChEACNBiAwL+YGX7TSRz+mjLs1ATRD0LQ+Zudn7Po5LLpZuEO7loAJDcWjgcY9Ug6XSac/GflG/zpaaR7i5Jd+XhM+QSM8eIXfYKfJJ/V52eOjj7j3VoYG8xyhVHSLg4qhfwh1VQzMRrYY8VizgEXSwzFYF8xvTp0QipLD8srzAQ1qC9AYA7tB6YAV1F8md2ZvjTaw+FvLyjeJ0PMJNgvHijIGcxBYVQu20XNZFqqX8pIsawXK4QF6yaQfMR0rRiPGyzN4A8yvy68BqY6S29ZE8W3AsSHIVXG4jS6ButWt9rO/Ix+A1z5HZ1J9IBr6LtKQPl2f5SM/pN7sqb2FPUVTctDk284SUDcGRlEROTVdgjrDn846DxJqicaUVYC6v/ztUcBbR9mCs6wfBxAGShtxw4BDKU/yHJUVyj9pIS07wH5bDzpFLKk5FPYGM5OR56vcrxnBRf6VPIbK6TEkQ9ISHHKHfkOpSDes1LO/oHZPg7BgpBUGQC4EUIY1Z5dC23BE2MgSCYL0PY1t9aJAgZAqoUqm8lofsht4gP6gfKRHtANGIU7yFShDswMEa5PfcMKhjULynegrs7Gs/HkQkCIaNYWyWsDivH0ODqQmC5FTLEER7ISJBUDXXpt8nF5UgWKqHINoj+hR2cIJ8ioJo90MQ7bQ0R9Xb2l0aov1kUMbtgqLmLfatYn0C9Mg5WIA8/a0ZcGyk9JdjZPWwrABcCD6CoWhi+LBkC3qLjbGZ0m9CleYB9jblhqTNGOYIJ8yqMcAyYRDqrybNEyxsKgwoFhBrVeRqDZvYWNLXPg1qDRR25O8TXMAg3E+VKsEx9gipQbWTFnZuqiAb1FRLuQa1CQo7FIKgGtEORDuJaw2BTb0te0EQXFcbGFHGwE5MJG/REO0JhYMVVV6njOyavgDdZZVIBMEwHZoHREQ7Q371apZ2MkGwfIL09dlT68LUckfYICDaeaOPRAREeyhRsukiQ0K0H+Pe9uzXIQxGdOFg6dfJrnCwaswepRecqZ/fagnY3dd+h+9OkMpEaCDuuTAUewrVweqyEdaS0/NGCEGKknumQFqxxPUPbBQfI0SwJl0gQuNs1xNIK+phj7s2bhMyBbqjNlaXZI2zaYerzORIKqiWNishR4hgDQYcRUnjbM58UvTK6asBMb2+ixUCPGbim1iUzMmLJu3aj8eKpdUj6GDJdeAyPC2nd0wGZh8FJaI9mkpeDzfT+kLbakvtYEWVGI8BEqL9BIvbV9Pjpj4gItrrTRR2Zs9zvGhmLFfZP6Ih2kN6YFHHoNKgQkO0n/EGbhD6danEBVce2DWHwGaB8B0dWxnBoohxrmwtwI8tJEmI9hMkjdmNWVcIZBRXgoxo501kEtNGL9WAMpmPvKJm56IHlj5C7o45skvy5t2kMVgCeYWt2K+co3hN70DyXgeJlekIN+PquXZZgT1EKi9fh1oezcESpgNjQZLeJ3wYhFTLIW9gOSF/rryOj+y6PoI1diZYyk8/w8xjSBDSo0UtQGJHPh/KnR6ur+n3okBwaV2vbXPkcoS0134LqaLCkeu1gBXC+ifkKYaC+zCUNY9/Ja9aRlrRtNr1ushm9PumCgTkDGzkV/TrS/8UWFEALtx+gNwK5VBR3ji77XSwntdHyAcDjqKiUbnpMSwSIF2A/MDLqfSQ3yOke7YDJUGQCxdJgjOvWoom/SoWivr15YIgKHfYGY/Wc9HtAVn9dIoVS6tHysHigbrQ9gmH4R6hB9bYHmAxX5h9DA6DocjdP/V72E/rT1xb3TOsr0wbe9STON8VUGQ5XvTAIiDanX4DuYK8QR8l1cHmHDlFQW69X8N2Qe8w2MMR8svTxotgnNTMtcsCrCmM2YsIFqFWZWRjoTAdXeGBD0Px3Zc1aDdQWFOgqBsTLCkoSZdlCwfzknRGhwkQykQwEEMUE/LIa28CEGwPIOAwJIXFrseQyegH0bEtrCqaY/OGA2OLkKcofBiSAmsmBBKEOXkmAtxQGHvBZIDkfEE/BkUfPGsiMLegvw6H5gh35+TPX98fYIXQI09VP1AP6thO6Z+reghB0LdtZAhNzAH5GNqTMdYpKcy9CrJFRaolZ8hEICmO/XMspfVGXIM9wKaiTYNg6karpDHUTCwqevhcFj/2kbilSEkXAskIEfJaxcfOLo0gmFIRBAUiRek5s2EkCQTB8rGaIIiIjbNLXRQJgIvOkVA6WFFVGp9if4FCEBQoFq5mDOZRA3MEguAFon325y9Mw84Jltb2te8bVydKRHtUuW0gGyPaY30C9Eg5WJNGCQtb8kWs5jPsEk4UOWdISkLYnA1I6YH+sY30bfmG0mMWVgibDRdcOoau62I1pz89GjWAJdU66nswMoR+Ior0N3fcRXaRsFn5HGuKFD7Xd5CTFLfLJNtYWdNEclO/+B65Dm4r+rd4wkGW0C9IJa9WQpZQm9A8O8bmvjzqwplAMkKaY2nEsL+kPzRo8S7WVQRBAVJfFZW6PQerRf2cbFkmtkJSU6MYUL5Q9zq7rFPhhxAEo42h1/44CIIKRHtUHXlHuJPREwRrYQTBiCITBPsV5BQOVlSREe3BITaTV5MpMD43sbinT5ljIT2wKAo7cKtWPOxe06/1oT2wyGNQRKc5jSDoV86UESyKLqL08jH0S10U9vUhi0FJQMVEoEiEkBRL4zPcICDaR2OBpcXZn03btZBVQJ2oPbCCIUNSEkWjRsjHI46FBUXrgm4JS6v6Z1OVIkitY+85AxRy8nXW6QrkriZJKdYjpkfKwRqeH2LpmnrDjGJAUQEX/qGJzN2rMSRPxiPcIkSfQhHtEWX2qphf0W/GnYApEe1RFZSHJET7sadGtEcVFdHePDvC5g290TuLjkcMt0kOlroHFkVhG2u3Z2OVUHDctExsqBDtpDGoKX8+ODIEgmBYBIs2BgbVktprMaysEzDx9gi3FBEsinhIZOXIOyIh2ltdgQ1Fk2HSGBwbhgTaAgBVYg8sb9xBenH2htHCdmHk5M7DhYOlj06PeAPLktrG0Cbtl9Qd97CiiHqOa+omqU/5XQOGxMr0MxwwhiTh4GMCHwuG3EFr1AJsbeudN+7aSOQkfR99DyDU2jIFDRIABHNgEKAr3LWRkEROA2YjSfh8h42wKqm/AoBJc4RFQqEp84CUBFLjjQJkFgl72aipPNnsOl2s5fR4dKFoJNyzfBQJIKFy6xjXN+QHen5/gswqAUQiIM0Q8XkbmYQ+zfHoWA248F0TGRl9SyKZrTQceVgm9Fw87p/hdkHu0IoASBD7PsaKFaZHysEaVQ6UPbAouiDXyB885j5AIqtHtHuHFtJ3aSk20t/DAmUR6MlkhNtL+o1i1AaW9Ougegy+q4RYmN0q5gmI9j7jKESIzviui5SkwTAA+OURUtf116Hqu9hNTy/GVCPOmjjIz8tT16gO1rDTxPKapGaHC1KzxAEfY1mBJj8dcdwkOFimsLFgTBt7jDgGMfFhLMo3tV7fxUpBbwA5QYC8ZE4Jlyvx75fFUUHCUKSUCYEUJW0VAnMSR4x7DgzJPHlYHm8im5QbUOMBx5KiOehTv4MjK3m+h/4QSylK6i5Hvij/Pc2giU1C42whgKTESbOHA+QI60twfoqUIp1r5NpYkqD4JaOQ1qqMAhvLKtLAJfGGmiDocxOZ5OxGnD/wkS7qHYsHjSM8tiNfA5jLkMrNfsBU7vRwY01/KNIRNtYUNNQgUAMTSGqcA9v6VEvfHSsR7ar7TNXEPMPivD7y02RqRLvKYaCq/8BGkUQQrMIIqS2Ocrh61LFwl0IQbBzh5na0xtkqWewEeQIYKpwgGE3tjoMNQi3w8eAMd6OEI2PFIuiRcrACe4LM/LSB4HKBDGFxmzgjzCs2Cu6dkpoMC5shMSep0eAe8oqTxstq9s6wKam/AoC6ZWGbUB/BAyAp6atCPZE022XMr8tJYp45RIZQqyIEpNjssT3CgqQo/GEN600sKwiCfOQiuUwotIUcC95lDawqDOXLCiMIMmuMpGSuySTtq9KxsEDZMHkdNxSF+A4TyKcipPeNAcqBJm+pCYKMCaQiONK8ZCG5TyAI8gdIJtQR5CjGi9s5JxEEHXaOXELu5ImIRtwF4EKfrmZ1GPIKRDsQsVaFSBAMyidI3bgaAE7DHWIzq49Oi1oPie2ryfNxmzRE+4PaIR7bvpro9EG9SUO0CwdrEQiCoaqekRDtvjMKcbD0CjvwGpunWJjXp5Q1gj62FIj2qGPoP/HxINojwIjCiJIdC3dW9etkuXWC6xuzP5uCCeU6ZrNj5JP67y6VfOzvz+5gMZchqTh0oyLaK+M6dhckezy5oX2sWHo9Ug6WSkcuw20C4GJohREE5cXtVJX9Pq4TABfV5gF2FQRBlcNAlZiMSYCLSeMEC1vyhVRA3gySqgvAhT7FcFBrorB9NXmO5eAQ11J6w6h+2sZ2BIJgmAaVMQq7FIJgPRJBMEytEbBJKAe6QLTPHpUNEzsxkSAh2h8oe2BRFIrk7pSRXdOf1DvsHNkIiPawMRxQEe09dQ8sinhI1LJ/XiYRBINKCWkCulslwQIYiih90x1hk0IQ7IxgrM2eaukJGynIo9Nu00WWgGgvd6u4Lonmk9McTQ4jL9+iDxst3NnWrz1j4WER084g57QxcHsiTQ8EANTOgB199IgHLhKp6esVVpt1WazfRbIgj9ZNzDIW5vROvy1czElSCXnAkSAcAI3rwOK2om6o5GLppn4+CN+BIYm+OsxBJkEgUk4EFhWgnMrQwR7hUNHzXWQlTcyDiYOkIhvjKe/rMaQkKasA4DE5QXXqOwIgLTngda0BMgpy6GVNGiYWtuXptaYVYJ7QO1JVx274aaSuhp0R6xHUI+VgqTa2AzcgEQSHZg/L8yonSL9hCSGUbyv5fewTCGHV1gF2NxQOFmHjFmEb63gEY1Fv1JvNEhY29aeGKvGQps71QZWEaB/Vm1hSneASbAdfcGXa2DkR0d4872JDhbWl9FVxbKTS8k1tUJ2QEO0N3sWWIe+rQrHjHOEio4icNofABsFGFSMPhiTvnVpwbPoe5hSRU35iIXmLUKsi2jAwe95rFxyrigMSr1tBhpD2ysQEqcR06hkL5HUTD6vmWtjJyo3ZU/sU+3n9M8c8gaQk7cvmNrKG3oBq9wTWigpDstXC0gYhxdDzYGSnf5fleZgjpFq6wwYyiiLRoW9hOaV3uAVjMCQ1nsyYIJPQT+p2cIwNRboTmzAkF/T7BVMAkZyBh2xBfy/4qRpwMbRsFOYI10Fx4NXtMKyu6Q1Rv1tHWkUQdG0YpHRPeeRUcAdGQn8d/PMTZK7L5z7nPpJJApRJ9d1dF0u7Be3nu8cCK4rsN+4LZUSFovPJOa4v6g8uBkM1QZArarOoso6bmL+lf7YvCIKquR/tcHXULWGZALgYV00sKAicQkFQnXqfYkYkzHxMEIz1CdMj42C5ox6yi3Ln6NBluEfoH2F7FnJpSbGvYAChrwprekgqTj4vIlgF7XdM7AEW5qbf53GGNAGXaw4AlY8orAkwp69NCFwTqZykZsd3kVTx3y9pEFJ/1Rl3sCopbp/6XUGAVGba+DAcjsScPv2g5LnYz8jvRYfVsUaICnHGkZKgyYNhF6llvbPcOj/FpiKVyh66yBGKdTk4ktK+KgIbitPvp7yPd7GhIAjaHjAnKeqekmJTGxELjpumGnAhbAZDklIrk2wMyVwWKcKGeyIC3FIALgTzkSDMa5UGXY7imv5ePDAHuKdIrw1EgHRi9rSaE+8EtzOExtlNgZ1NxfXi8l5GVFUHPewU9FF6p38eShCMlO6ZaqJIAFw02AE2k1eTcjo+n2Dpmn6d5cc+Erevplaleu5h7xoV0a4/8JpFnFlIEKi53hU2rXZbNoo39bVs3UOB1bsRskNCDptK4xL2F/e139EfcBQUPbCijsE8bGD+LgHR3lH3wKIoLEI+7JxiaU3vYE1qageLIp/5SCnW+oQ1BwJrJFYskh4ZB2tUOVQCLiwuME/oaWJAvrFyr0Sqv/IPTWTuyTcUXzBkCAQzFWq2PJngxgKhdimMIKhAr8tGIZPVr2OOQhD0uZogKOTNIKeHIB9DpuOTABdHroM7CkT7xdcTNlPFe5zyEXLXIhIEDdoYVPPheMhwezkaQZBsTije2O05WF2hEQQ3VYj2iINI53PIEJa5cEQ7dRDy9/Va0RHtlN5yYQbUoXeIuxn9nAzrgUUhnoSBgCqDPhHRXkOWEMVWjoGrx+ClGiREe4upI1gU+YGPtCIqO6pMsLRH6IFV9pFQOEGUtSEQHCnFWlqt+NglOFjBoI1UYToyTE1z5CxQoskF0cEKOk2kZCAgQaM5WtxFXtIfDwDcto3Cdf2ctDrAvMTwvqB26scAZwQjJ9+XypNzXFvQR7BcVyAvaQztM440obFue9jAuqR3JQBY5TbyN/QZANwVSEiaK3LhIkGIkFcqAfb25PPBHNQwTygPYD5HSpJx5BF7LpbHNVxflq8vCTeD9OyZxbFiPUWPkIN1EIpojyLu0hDt3oGF9L2rSfA9GY9wi9DAMyqi/WJjlW+uZvfjQLRHSKkI29zTHZ+MaL8dAdHOOVfam1SCYKt8io2Q5pk6BSJAUhE5PR4x3FrSX+Ou6GPViFD8HXBAsbl3ejbWVvUpRD3HljYZDkupfer7TBiG3FBL5XNIExz2pmDYlFxLqiHJuImkYgy9NkORcOrb9hxsSOYkEwwJwlLtWwLpOVUT81PcJDgWpi2wMC/pLRcESCT1fwPvtJBclafuNkZDbC/pn03u20hmpq+lzxlSBGtWdEdIrMrXQj/ZxUJa77wFwkFGQt/jLichnE/bZdxUgIDsjoP8GgHCEwgYkt81sCws5fWf7wkHK5C/bzhgWC4QPAPVoduoDyzp143AHSOdlUfrhAhgUKKyijE4bgv5rL4OLYwgyD2GDKH2CFDAiMouFq8R6q8GNRgK58FjHnLJ2feis76D6wRSa6lxhP0tReNsnyGRmb1Fhc1KyCX3te87OvJx9678ngvBlYRkitpdhwS4OO6f4Y4C0Q5Ei07HinVZj4yDNWmeY35jesOjGlB+4CGVlC8MF4h2vYMV1FykdlTFvnpNrAHm83ID5WQyxi1C/ZQzAmQHaWF9hC7Lm/SQXZRHPKx+jRTBsrnAnGTDDEIQ9E/9PQPMFwvSn6V7AVIEOITJGRYkBqMrHKQJJ3Gd2gBrO/JN222UkdnSF177noOMpIbBswOkc/rNrsrb2FX0HWlYHNsKY/uymODSdAnLFcgTsuJ4x0ZCgcU1TVrBsRBCCmcRXR/Gmn4QTBwgoQBcJJJJKa1y6ndBDogJRh2kl/Q5Iw47Ry6pIGu6AlnJybNMss29bJdxPU8o5O+qCYIOd5CP0Dh7VK9jeVv/bPvlY6RuyCM/AWdIEZw0ldreCBsUwEWjD0NJEBRIRIARuS0XGQLg4kHjCI+F4LAjIbnrLdzb1tfLdGBjXYFojzoGVEsAAWTiu2OkFJGbqBqbJSySCYJXQ5QcPLBRfFp0RHsUHXVpiPbT+gFuKhysqLKDExJB8OgwGqI9zFa6cLAoiPaSsgdWrFifSD0yDhYEx/f9wf859XIrEFi/VA/kBi6++je/eup9Q6uPZQVBULABEqoeG095oxxx2mQTbKb0TkEY4MIKAswTEOuAYmO1LBiqNK1LmtTVBEEeBKQaLJVaoyY2lvWGQ7/aQGFHHoYzuIARAQte8Y+xR0gNukC0qyAbHEYEQ3JYHaOwo6/RCEO0A9EMqOYQ2CATBK/GiGPHJglwEZUgGCa3c4aMIhJxWQ4/RzapB2HMIjKivcswt3o1S3qPShAsnyB9/YoQ7c6QRBDk9R4Sih5YFIUSJZseiSAYFdEe1sz4oNEiI9pXIiDaBWfq55fsYE2QzkRoIO65MBT72nhyisUFvYPVZUNlk2GKfEsgpVji+g+IiPZxB1iYvXG25wkpeQ+46IF1m4Bo74xaWJPsr4JzUvovMzmSikM7m50inyLcix7HquQQiIeQQy/L6bvIKQAxFynp+mdz7JlYkrQN4IEAEjGnPdYnTp92DpZhGEnDMF5rGMb7DcP4F5/I7/4PX/0fpl47cAM89mS0wPZtfN5//Dy8/eTtU+8bmj0sz82+aYep5PWwnyYQBEMQ7VElJiOAUMMVhmiPKiqifVhrKHtgRdUFQVBvGNVO28oeWBSF9lWpjlEgEASjItq54MqYZWtIRLSHRLAoYpwrjTh+bCJ5m4JoP0HSmL1exhMCacWVcNtlUg8slzWQTcyee2uxADmFU37hYOkj5O6IIyspgic3znYEcgr7ZFA5R2FP72CxbhuJ1enn4oIcSqgbskdI5uRzv+WNaRGsiQNjQZLeJwIYhC1vxJtYUuCmvbaHzJr+IGvsTLAk6efHPEbCgos6Q2JLHv0td7q4vqbfLwLBkZFE6xybI0uA1wSDNpKS+isAQLcJrBLWYMGlhrPgAamtiV8rI70rf/4cr4NsRg+o4BBSEJDdt5AkAJF6p8DKTUW9bS9AfpVysClvqNxxOljN6f+G/pArCYITj2GJkPEAyA+8nGofOUU2xmX5HYbUmvyeceEgGRIt1WkyqGKhoI/wTWomFnflDjvjAilCLZpKbg/geWfmz8eK9bA+7RwsAN8CYADg6QC+3TCMUOtGGALf8oZvwTN+8Rn4P978fwAAnvmaZ+J73/y9eNrPPg3AX52OPPM1z3zKZ//hb/9DfOuvPh0//fv/CC98+wuRT+fxxPc9gb2l6ZPokT3AkoTeR5VwOQxFAWbJ72Gf0AMrrMkwRYEroCLaivEIBqGGy+7XkS9OG/VUI87hAlkFTrYxqGGrqHewrOEIc4Vp6z/s1PeyeoGPYlK+IVUCWgRrMrSwWJxe6EVAO4kbdVtYUtSqjBomlrf0ESxLOFiQbGouEyDU+mIoRigokNXdCbCiHwLgcxgZecFxmlBn13VsrCpQz7zuwtgmnMALD4YkrZMLAcG49uNlEeC6AnARTPpILVDSi+R98KwJR35efx2OrCHuKNJ/e34fqwRDUkVzbLImNlN6Y7jeFNhWAC48y0JWQXp8WLIxdCZjrBMOcJx+BTlFKpXPA2QUwASKRn4FaaZP92yyA2wmFbUqTJAcJJUmdQsLO4Rm8CeeEtF+YUjOHiGv1Xxs7xIAF90a0quq9ZgKRJKLcwsGhSB4for0NfWBXpQI+eCsh+yGfn3pHgms3L6aupyz8Rn2F/V7+mAgIhEEw2QeNzB/h0AQbAdIr8/+/IVpRCQIhiHao8rtAGzOupLvjvVo6tPRwfoyAK8XF+zzNwJ4VtibR/sj3CzcxHu++z3oO308fvo4/rTyp1ibW8P7nv8+AMCkcYaFracuYn/R/Aus5Ffw3K97ByZWGy9/9stDB8U5Q1KyuQs2hEHoq+KfWEgrTuO7zMRqkkCV4gxJiWPQcx0UFcjxyxq2AGUGnu/BIHyHUBQce2Yf2QW9k9gJGNYUBorj2ZiTFLfLJNtYWcuEv6zfAI48B3ey8o3VFTZyidmb5rr1ErI7+9r3NUpH2NqXG3Es4JH6qpyNGfYXKQRBNaJdCCAZoa9Kt08jCLYsE5vzKk9OnlJLlSc4fNvWvu80BNEORDPiem2GVRWV75IOrSHuzRNChjPoyD0iEQRrLY5dFaI9oir9HvaKFIJgFdni7M2awzT0TpEJ9IZkMzjEVkofMZxFowoR0X7iI3F79nTrsAOv2rmPvWv67w7tgRVxDFSCoH9+isze/sxjuIjSy+d0/6yL7IY+6tIvCazMziJ6snG2fH0pTc6wv6j/8uFYYGkpQnsC30FGkb5vHTVJDhYbcKQKs0fIx2OOeQlAB/hoD6x97XfYPQd5CciC2nOx7wyxrIiCu10BPqffL2LFosqgPhyfLBmG8YcA/qkQ4tQwjOcC2BJCvPKh9zwfwPMBIP2c9Bfc5rdR6BTw+d/9+fiT9/wJHiw/wFcdfRWe99zn4eUvfzlE4OPvfunfxm8X34KNt1xEDZ7znc/Baw5fg9SfFFH7ggf4na/7HfzYj/0YXNfFX37ZX+L/vvV/49WvfjUA4Ju/+ZtxXj/Dn7zz3QCAF7/4xXj1q1+NRqOB/Rvb+PZv/XK87JW/CgD4+3//72NhYQG/8zu/AwD4vu/7Prz97W/HE3/+ESwuLuKHfuyH8cIXvhCcczz96U/H537u5+LnXvOLyPMkvu3bvg2lUgnvete7AAAvfelL8dM//dPodru4ffs2vvhZn4df+6X/CgD4qq/6KiQSCfze7/0eAiHw3O//53j37/8BDg8PUSwW8S//5b/Ej/zIjwAAvuiLvgh3797Fr73mtQCA73jet+MjH/kI3vOe9wAAXvnKV+JVr3wlOqMRHnvsMXzlV34lfvqnf/riOj3nOfA8D3/wB38AAPjB7/yHeOPj78HJyQnW19fxfd/3ffjRH/1RQDB88Rc9AzduP4bf/M3fBAB853d+Jz7wgQ/gfe97H1KpFF72spfhpa94JczJGH/zsz8bz3rWs/CzP/uzAICv//qvR71XxbvfcTGmf/2v/zVe+9rX4vz8HNvb2/iu7/ouvOxlLwMAfPEXPB27t2/hP//n/wwA+Kf/9J/i3e9+Nz74vg8glUzipT/+8o/dy8/7vM/DF33RF+EXfuEXAADf9E3fhKN2G+95/HGkALzoRS/CL/3SL6Fer+PatWt49nP/N7zmpa9X3svHH38cH/7wh5EyMnjZK16CF73oRQiCAF/wBV+Az//8z8cv/8J/BCDwrf/4O1Aul/Hf//t/BwC85CUvwc/+7M+i3W7j1q1b+Ipnfil+7hd/GYlkCl/5lV+JTCaDN73pTRd/z7d9H+6/94/w4MEDFAoF/Kt/9a/wQz/0QwCAZzzjGfisz/os/Oqv/iqcpIfv/tbvxOHhId797ou5+W/+zb/BK//9T2HQ7+Gz793B13zN1+CnfuqnAABf8zVfA8453vKWtwAA/tkPfS/e+l9+H6dHp1hdXcX3f//348UvfjEA4G/9r38Pn31nG6997cWced7znocPfvCDeO9734tEIoGXv/zleMUrXgGrP8a9v/lZePazn/2Ue9kfmPhvb/9DJBIX9/J1r3sdzs7OsLW1hec///l46UtfevH3/J0vxfWtbfz2k/fy+c9/Pt7znvfgAx/4AOaCDF70716Cl770pbBtG5/7uZ+LL/7iL8bP//zPAwC+8Ru/Ed1uF+945++Bs3m88IUvxH/6T/8JtVoNe3t7eO53fSd+7MU/imQigWc/+9koFAp4wxveAAD43u/9Xrzzne/Ehz70IRhLC/ixF/4I/s2PvAi+7+Nv/a2/hac//en4xV/8RRiBg2/+R9+BarWKP/7jPwYA/OiP/ih+/ud/Hq1WCzdu3MA3f/M349/9+5dB8Cy+4iu+ArlcDr/7u797cY2/6wfx397xBzg4/EssLS3hh37ohz72/H/hF34hPudzPgevec1rYIPjef/oH6N0fIw//dM//di9/Kmf+imUO2V83t3Pw3Oe8xz85E/+JADgq7/6ok70zW9+88Vz+YM/iDf99ltwVH4Cq6ur+IEf+IGPPf+f88Wfg8+69Vn47V//7Yvn/zu+Ax/+8IfxZ3/2Zx+7l6985SvR6Zn4m59zD1/xFX8fP/MzPwMA+Nqv/Vo4joO3vOl3kczm8IIXvACvf/3rcXZ2ho2NDXzP93wPXvKSlwAAvvRLvxT72SR+/W33AQDf/d3fjfe+9714//vfD5FM4iUveQn+7SteAcuy8Df+xt/A3/k7fwf/4T9cpG1/wzd8AwaDAf7bH74FIpnFD//wD+PXfu3XUKlUsLOzg+c+97n4sVe8DGmRwLOe9Sysrq7it3/74u/5nu/5HrzrXe/CBz/4QeTzefz49/5feMHP/lu4rovP//zPxzOe8Qy8+tWvBjdcPOcffC3GQxvveMc7ADx1Lb9x4wa+5Vu+BS/7ty9Cms/Ln//fexwfLn0Yi4uL+OEfnl7Lf+VXfgUCAs/8mmcj6LtTa3mn3sGdx+7g6/73r8OrXvUqAE9dywHgB37gB/DW1/4+/rL1hHQtz29s4fE3vREA8E/+yT+ZWst/4id+Av3BADf/xmP42mdPr+VvetMfIp3meMEL/v94wxveML2WA/iSL/kS3Fpbwq+98WKteHgt/6n/8/n4oV/8NUwmE3zO53zO1Fo+mUzwR3/0R0gYAi/4Vz80tZa/4uUvA+PAM5/5TGxsbEyt5X/+53+ObDaLlz//uXjhq/+TdC3/hm98Jrod4P79i/n28Fr+bd/2bXjlj78SQYLjq579lVP38g/f+Fb8ZekjKBQKeOELXzi9lv/yLwMAvu6Zz0MnOJCu5dcKt/APv/sb8O/+3b8DgKm1/Pu///vx1t9/Mw6f+AgWV9an1vKVe6v4g9/4fQDAt3/7t0+t5a961avQ7/dx8+Zn4+u+7ium1vI3v+UtsAPgRf/qX+KNb3wjjo+Pp9byL/7iL8bu3jZ+/bW/gWwqN7WWv+w7/yV+/Lf+I8bjMT7rs6bX8o/dyyCBF/zICyRr+UuAhIO/+6Vfia2tLbz+9Rf75+W1PJvN4gUveAle9rKXArCm1vKv++q/g6GVxOOPPw4AU2v5P/7H/xiveMUrIDyBL/v/fdnUWv6Od7wTf/7BD2FpcQ4vetGL8OIXv3hqLQeAr/umr8dppYQ//5P3A3jqWr6/fRdf/b9/OX7u534OAKbW8n/+z/85/vAP/xBPPPFE6Fr+0Xt5dHQ0tZZ3u13cuXNHv5a/6U04OjqaWsv/9t/+27hz5w5+/dd/HYB6LR+NRnja056GL//yL59ay9/61rcCgHYt393dxW/91m8BeOpank6n8dKXvhQve9nLQtfyt7/9otRGtpa//OUXAQ3dWv7iF7/4Y7bc5bUcuLDLG41G6Fr+4z/+4wDUdvlHPvKR0LX83e9+9/uEEE/HjPp0dbD+mRDixDCM5wHYEEL8uOr9xW8tit966W/hK+58BX7hvb8Ay7fwuw9+F/e/4/7Ue5/5mmd+7PXj3jG+7b9+GwzDwMue9TJ82a0v+9j77vzMHRz986NP8F8W65Oh+/fv45nPfOanehixPk0Uz4dYlxXPh1iXFc+HWJcVz4dYl2UYRiQH69MxRbAG4KNFUHsA6mFvzvazeOfZOwEA7yy/E5+39XmkX9J3+qhP6kglUvjJP/1JnPZPIww5VqxYsWLFihUrVqxYsT49Hay3AfhG4wK58xwAj4e9eel0CSeDEzzjF5+BQraAv3fz75F+yX/58H/BLz/nl/HHz/1jfNf/8l14w0feEH3ksWLFihUrVqxYsWLFeqR1NUiYaHodgK8C8CEAvyiEKIe92RAGXvcNr3vKa7L0wIdf/weP/QP8iz/4F8gkM8imsviV5/zKx34WpwfGihUrVqxYsWLFihVrFn3aOVhP0gO/9ap/z5dc/xK89/nvvepfEytWrFixYsWKFStWrEdIn44pgrFixYoVK1asWLFixYr111KxgxUrVqxYsWLFihUrVqxYnyDFDlasWLFixYoVK1asWLFifYIUO1ixYsWKFStWrFixYsWK9QlS7GDFihUrVqxYsWLFihUr1idIhhDiUz2GSDIMYwzgwad6HLE+bbQGoPOpHkSsTxvF8yHWZcXzIdZlxfMh1mXF8yHWZT0mhFic9cOfdpj2GfRACPH0T/UgYn16yDCM98bzIdZHFc+HWJcVz4dYlxXPh1iXFc+HWJdlGEakXk5ximCsWLFixYoVK1asWLFifYIUO1ixYsWKFStWrFixYsWK9QnSZ4KD9epP9QBifVopng+xLiueD7EuK54PsS4rng+xLiueD7EuK9J8+GsPuYgVK1asWLFixYoVK1asTxd9JkSwYsWKFStWrFixYsWKFevTQrGDFStWrFixYsWKFStWrFifIP21dbAMw0gahvFawzDebxjGv/hUjyfWJ1eGYfySYRjvMwzjN2VzIZ4fj54Mw3ieYRhvi+dDLMMwvskwjL8wDOMdhmHMx/Ph0ZVhGAuGYbzVMIw/Mwzj/4nXh0dXhmFkDcN485P/Js2DeG585uryfHjyvy/blUbU+fDX1sEC8C0ABgCeDuDbDcO4/qkdTqxPlgzDeDqAFSHEFwBgkM+FeH48QjIMIwPgBU/+ZzwfHmEZhrEE4P/Cxb3+CQDfgHg+PMr6VgB/LIT4QgB3AbwQ8Xx45GQYRh7AnwN49pMvUfeJeG58Burh+SCxK/8uIs6Hv84O1pcBeL0QggF4I4BnfWqHE+uTKAPAbzz57xGAn8H0XIjnx6Ol7wTw1if/Lbv38Xx4dPTlABoA3g7gfwXw9xDPh0dZQwDzhmEkAKRwca/j+fCISQhhCyGeBqDy5EvUfSKeG5+BksyHh+3KJUScD3+dHawdAOdP/rvy5H/HegQkhPgzIcR/ffKk+lkAPoDpuRDPj0dEhmHkADwXwM8/+ZLs3sfz4dHRbQDXceFYfcmT/47nw6Or/4yL0+gyLk6sfcTzIRZ9n4jnxiMgiV15HxHnw19nBwu48Dg/+v8xb/7R088BeAWAAPK5EM+PR0P/DMCvAnAuvRbPh0dXKQB/KITwAPwPAF+KeD48yvpmAO8AsA/gf8HF/IjnQyyAPg/iufHo6OcAvEIIMXryv2eeD3+dHawagL0n/70HoP4pHEusT7IMw/gOAGMhxG9APhfi+fHo6H8D8B0AfgfAFwJ4BuL58CirAyD/5L8DACbi+fAo60sBvF0IEeDC4f4CxPMhFt1uiOfGI6KH7Eog4nz46+xgvQ3ANz6ZV/0cAI9/iscT65MkwzBWAXw3gB988iXZXIjnxyMiIcQ3PVnA/vUA/gzA9yGeD4+y/gTAlz15rz8bwKsQz4dHWce4cKqAiwjWv0c8H2LR7YZ4bjwCktiVQMT58NfZwXodgDUAHwLwWvH/tXfvIFJdcRzHv78gUYIkCikkxEZwUbEwVmKVwgix8NFZSogpLNIkjcVWa0AhRSCQFBFtlUBCUgi+8IFoSEJcCHY2hphGRHwVgvC32FOsMcNs2Lu78/h+mjmce+495zIHZn5zz9xb9dcSj0eL52NgLXA5yS/Acl6dC86P8fVf773zYUxU1Z/Az8BN4A4zy4idD+PrO2YC9x/ALZwPmjHXzwnnxnh46Xtlu5o1r/mQKpeTSpIkSVIXhvkKliRJkiQNFAOWJEmSJHXEgCVJkiRJHTFgSZIkSVJHDFiSJAFJ1ic52GPbJ0kmFntMkqThY8CSJA2sJAfaLXP/Xf/NAnR3BDjdY9tp4IsF6FOSNGIMWJKkoVNVh7o8XpIPgPNV9ahHfw+Bc0l2dtmvJGn0GLAkSQMpySQwCUy2hz++O2vb5Vnl35JcSPJ9kptJPmv1Xyc5keSrOXS3C/ix7fdaklOtz5Oz2vwAfDj/M5MkjTIDliRpIFXVFDAFTFXVtqr6u0fT14E9wCZgP7A5yfvAk6r6CHgzyZY+3a2qqvutPAGsrKptwKMka9t47gOr53FKkqQxsGypByBJ0jw9qKqnSe4Bz4AA7wE7k2wE3gbW9DlGZpVvA0nyJXCsqv5ZiEFLkkaTAUuSNIoK+LaqjidZDTzv0/5xkrfaf63eAT5vrz8l2VtVd5OsAh4v6KglSUPPJYKSpEFWtB8Dk6z4H/v9Dmxv5aPA1j7tzwK7W3kC+LSqLgLngA2tfndrJ0lSTwYsSdIgmwYOJ5kGdsx1p6q6BjxL8iuwoqqu9NnlDLAvyRvAJWBNkhvAOuBqq9/T2kmS1FOqaqnHIEnSkms3wtheVa88YyvJIeB6VU0v9rgkScPFgCVJkiRJHXGJoCRJkiR1xIAlSZIkSR0xYEmSJElSRwxYkiRJktQRA5YkSZIkdeQF4ky10TMIoEAAAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "W.analyzer.time_space_diagram_density(\"link1\")\n", "W.analyzer.time_space_diagram_traj(\"link1\")\n", "\n", "W.analyzer.time_space_diagram_traj_links([[\"link1\", \"link3\"]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cumulative curves (with actual/instantaneous travel times) can be plotted by using" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "W.analyzer.cumulative_curves([\"link1\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Network/Area-level\n", "\n", "Network traffic states can be visualized by number of ways:\n", "\n", "- `W.analyzer.network(t, detailed=0)`: Snapshots of link-average traffic states on time `t`\n", "- `W.analyzer.network(t, detailed=1)`: Snapshots of segment-level traffic states on time `t`\n", "- `W.analyzer.network_average()`: Time-averaged link state over the entire simulation period\n", "- `W.analyzer.network_anim()`: Dynamic animation of network traffic states\n", "- `W.analyzer.network_fancy()`: Dynamic animation of vehicle trajectories in network\n", "\n", "By default, you can visualize the traffic situation per link, the traffic situation per segment within a link (not very clear depending on the network geometry), and the movement trajectory of some vehicles.\n", "The thicker the width of the link, the greater the number and density of vehicles, and the darker the color, the lower the speed.\n", "Note that the animation generation speed for large scenarios could take some time.\n", "\n", "Since dynamic network traffic flow is a complicated spatial-temporal phenomenon, its visualization is not very easy. Please choose appropriate styles depending on your purposes.\n", "\n", "Note also that this example uses left-handed traffic rule (e.g., Japan, UK). If you want to use right-handed one, you need to specify option `left_handed=0`." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "snapshots\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "average of entire simulation period\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(\"snapshots\")\n", "W.analyzer.network(800, detailed=0, network_font_size=0, figsize=(6,6))\n", "W.analyzer.network(800, detailed=1, network_font_size=0, figsize=(6,6))\n", "\n", "print(\"average of entire simulation period\")\n", "W.analyzer.network_average()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " generating animation...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c1debee9a8214c6b83481488558cd906", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/8 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " generating animation...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d7f76868605a49889018cd60c6081ac7", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/10 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " generating animation...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6123ae0a0c81443281f74687ec741aa0", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/120 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "W.analyzer.network_anim(animation_speed_inverse=15, timestep_skip=30, detailed=0, figsize=(6,6), network_font_size=0)\n", "from IPython.display import display, Image\n", "with open(\"outsimple_demo/anim_network0.gif\", \"rb\") as f:\n", " display(Image(data=f.read(), format='png'))\n", " \n", "W.analyzer.network_anim(detailed=1, figsize=(6,6), network_font_size=0)\n", "\n", "with open(\"outsimple_demo/anim_network1.gif\", \"rb\") as f:\n", " display(Image(data=f.read(), format='png'))\n", "\n", "W.analyzer.network_fancy(animation_speed_inverse=15, sample_ratio=0.3, interval=3, trace_length=3, network_font_size=0)\n", "\n", "with open(\"outsimple_demo/anim_network_fancy.gif\", \"rb\") as f:\n", " display(Image(data=f.read(), format='png'))\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MFD (Macroscopic fundamental diagram), which summarizes the whole network states, can also be plotted by using" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "W.analyzer.macroscopic_fundamental_diagram()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sioux Falls Network\n", "\n", "The tutorial concludes with a larger example applying the package to simulate the well-known Sioux Falls network, often used as a benchmark in transportation research.\n", "\n", "The most frequently used functions would be those of [World](https://toruseo.jp/UXsim/docs/_autosummary/uxsim.World.html) (to define simulation scenarios) and [Analyzer](https://toruseo.jp/UXsim/docs/_autosummary/uxsim.analyzer.Analyzer.html) (to analyze simulation results). For the details, please refer to the technical reference: https://toruseo.jp/UXsim/docs/tech_ref.html." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading scenario from 'dat/sfnetwork.uxsim_scenario'\n", " DATA SOURCE AND LICENCE : Sioux Falls network. This is based on https://github.com/bstabler/TransportationNetworks/tree/master/SiouxFalls by Transportation Networks for Research Core Team. Users need to follow their licence. Especially, this data is for academic research purposes only, and users must indicate the source of any dataset they are using in any publication that relies on any of the datasets provided in this web site.\n", " Number of loaded nodes: 24\n", " Number of loaded links: 76\n", " Number of loaded `adddemand`s: 1056\n", "simulation setting:\n", " scenario name: simple_demo\n", " simulation duration:\t 7200 s\n", " number of vehicles:\t 34690 veh\n", " total road length:\t 314000.0 m\n", " time discret. width:\t 5 s\n", " platoon size:\t\t 5 veh\n", " number of timesteps:\t 1440\n", " number of platoons:\t 6938\n", " number of links:\t 76\n", " number of nodes:\t 24\n", " setup time:\t\t 0.40 s\n", "simulating...\n", " time| # of vehicles| ave speed| computation time\n", " 0 s| 0 vehs| 0.0 m/s| 0.00 s\n", " 600 s| 2550 vehs| 7.2 m/s| 1.47 s\n", " 1200 s| 5810 vehs| 6.9 m/s| 3.11 s\n", " 1800 s| 8670 vehs| 6.6 m/s| 5.80 s\n", " 2400 s| 10310 vehs| 5.9 m/s| 7.76 s\n", " 3000 s| 10895 vehs| 5.2 m/s| 9.94 s\n", " 3600 s| 13325 vehs| 5.0 m/s| 12.08 s\n", " 4200 s| 14215 vehs| 4.5 m/s| 14.56 s\n", " 4800 s| 15010 vehs| 4.4 m/s| 16.46 s\n", " 5400 s| 11115 vehs| 5.2 m/s| 17.77 s\n", " 6000 s| 6920 vehs| 5.9 m/s| 18.62 s\n", " 6600 s| 3405 vehs| 6.4 m/s| 19.11 s\n", " 7200 s| 1340 vehs| 6.8 m/s| 19.33 s\n", " simulation finished\n", "results:\n", " average speed:\t 5.4 m/s\n", " number of completed trips:\t 33350 / 34690\n", " average travel time of trips:\t 1760.1 s\n", " average delay of trips:\t 391.4 s\n", " delay ratio:\t\t\t 0.222\n", " total distance traveled:\t 341015889.6 m\n" ] } ], "source": [ "# Simulation main\n", "W = World(\n", " name=\"simple_demo\",\n", " deltan=5,\n", " tmax=7200,\n", " print_mode=1, save_mode=1, show_mode=0,\n", " random_seed=0\n", ")\n", "\n", "# Scenario definition\n", "W.load_scenario(\"dat/sfnetwork.uxsim_scenario\")\n", "\n", "# Simulation execution\n", "W.exec_simulation()\n", "\n", "# Results analysis\n", "W.analyzer.print_simple_stats()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " generating animation...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "75bc36e3fc3045d681ef2e9a97e48020", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/180 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "W.analyzer.network_anim(animation_speed_inverse=15, timestep_skip=8, detailed=0, network_font_size=0)\n", "with open(\"outsimple_demo/anim_network0.gif\", \"rb\") as f:\n", " display(Image(data=f.read(), format='png'))" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 2 }