{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": "true" }, "source": [ "# Table of Contents\n", "

1  An example of a small Multi-Player simulation, with Centralized Algorithms
1.1  Creating the problem
1.1.1  Parameters for the simulation
1.1.2  Three MAB problems with Bernoulli arms
1.1.3  Some RL algorithms
1.2  Creating the EvaluatorMultiPlayers objects
1.3  Solving the problem
1.4  Plotting the results
1.4.1  First problem
1.4.2  Second problem
1.4.3  Third problem
1.4.4  Comparing their performances
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "# An example of a small Multi-Player simulation, with Centralized Algorithms\n", "\n", "First, be sure to be in the main folder, or to have [SMPyBandits](https://github.com/SMPyBandits/SMPyBandits) installed, and import `EvaluatorMultiPlayers` from `Environment` package:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: SMPyBandits in ./venv3/lib/python3.6/site-packages (0.9.4)\n", "Requirement already satisfied: watermark in ./venv3/lib/python3.6/site-packages (1.7.0)\n", "Requirement already satisfied: numpy in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (1.15.4)\n", "Requirement already satisfied: scikit-learn in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (0.20.0)\n", "Requirement already satisfied: scikit-optimize in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (0.5.2)\n", "Requirement already satisfied: matplotlib>=2 in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (3.0.2)\n", "Requirement already satisfied: joblib in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (0.13.0)\n", "Requirement already satisfied: scipy>0.9 in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (1.1.0)\n", "Requirement already satisfied: seaborn in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (0.9.0)\n", "Requirement already satisfied: ipython in ./venv3/lib/python3.6/site-packages (from watermark) (7.1.1)\n", "Requirement already satisfied: python-dateutil>=2.1 in ./venv3/lib/python3.6/site-packages (from matplotlib>=2->SMPyBandits) (2.7.5)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in ./venv3/lib/python3.6/site-packages (from matplotlib>=2->SMPyBandits) (1.0.1)\n", "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in ./venv3/lib/python3.6/site-packages (from matplotlib>=2->SMPyBandits) (2.3.0)\n", "Requirement already satisfied: cycler>=0.10 in ./venv3/lib/python3.6/site-packages (from matplotlib>=2->SMPyBandits) (0.10.0)\n", "Requirement already satisfied: pandas>=0.15.2 in ./venv3/lib/python3.6/site-packages (from seaborn->SMPyBandits) (0.23.4)\n", "Requirement already satisfied: prompt-toolkit<2.1.0,>=2.0.0 in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (2.0.7)\n", "Requirement already satisfied: decorator in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (4.3.0)\n", "Requirement already satisfied: pickleshare in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (0.7.5)\n", "Requirement already satisfied: jedi>=0.10 in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (0.13.1)\n", "Requirement already satisfied: setuptools>=18.5 in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (40.6.2)\n", "Requirement already satisfied: traitlets>=4.2 in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (4.3.2)\n", "Requirement already satisfied: pexpect; 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sys_platform != \"win32\"->ipython->watermark) (0.6.0)\n", "Info: Using the Jupyter notebook version of the tqdm() decorator, tqdm_notebook() ...\n", "Lilian Besson \n", "\n", "CPython 3.6.6\n", "IPython 7.1.1\n", "\n", "SMPyBandits 0.9.4\n", "\n", "compiler : GCC 8.0.1 20180414 (experimental) [trunk revision 259383\n", "system : Linux\n", "release : 4.15.0-38-generic\n", "machine : x86_64\n", "processor : x86_64\n", "CPU cores : 4\n", "interpreter: 64bit\n" ] } ], "source": [ "!pip install SMPyBandits watermark\n", "%load_ext watermark\n", "%watermark -v -m -p SMPyBandits -a \"Lilian Besson\"" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Local imports\n", "from SMPyBandits.Environment import EvaluatorMultiPlayers, tqdm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also need arms, for instance `Bernoulli`-distributed arm:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [], "source": [ "# Import arms\n", "from SMPyBandits.Arms import Bernoulli" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally we need some single-player and multi-player Reinforcement Learning algorithms:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Import algorithms\n", "from SMPyBandits.Policies import *\n", "from SMPyBandits.PoliciesMultiPlayers import *" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "code_folding": [ 0 ] }, "outputs": [], "source": [ "# Just improving the ?? in Jupyter. Thanks to https://nbviewer.jupyter.org/gist/minrk/7715212\n", "from __future__ import print_function\n", "from IPython.core import page\n", "def myprint(s):\n", " try:\n", " print(s['text/plain'])\n", " except (KeyError, TypeError):\n", " print(s)\n", "page.page = myprint" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For instance, this imported the `UCB` algorithm:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;31mInit signature:\u001b[0m \u001b[0mUCBalpha\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnbArms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlower\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mamplitude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1.0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m \n", "The UCB1 (UCB-alpha) index policy, modified to take a random permutation order for the initial exploration of each arm (reduce collisions in the multi-players setting).\n", "Reference: [Auer et al. 02].\n", "\u001b[0;31mInit docstring:\u001b[0m\n", "New generic index policy.\n", "\n", "- nbArms: the number of arms,\n", "- lower, amplitude: lower value and known amplitude of the rewards.\n", "\u001b[0;31mFile:\u001b[0m /tmp/SMPyBandits/notebooks/venv3/lib/python3.6/site-packages/SMPyBandits/Policies/UCBalpha.py\n", "\u001b[0;31mType:\u001b[0m type\n", "\n" ] } ], "source": [ "UCBalpha?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As well as the `CentralizedMultiplePlay` multi-player policy:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;31mInit signature:\u001b[0m \u001b[0mCentralizedMultiplePlay\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnbPlayers\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnbArms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mplayerAlgo\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0muniformAllocation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m \n", "CentralizedMultiplePlay: a multi-player policy where ONE policy is used by a centralized agent; asking the policy to select nbPlayers arms at each step.\n", " \n", "\u001b[0;31mInit docstring:\u001b[0m\n", "- nbPlayers: number of players to create (in self._players).\n", "- playerAlgo: class to use for every players.\n", "- nbArms: number of arms, given as first argument to playerAlgo.\n", "- uniformAllocation: Should the affectations of users always be uniform, or fixed when UCB indexes have converged? First choice is more fair, but linear nb of switches, second choice is not fair, but cst nb of switches.\n", "- `*args`, `**kwargs`: arguments, named arguments, given to playerAlgo.\n", "\n", "Examples:\n", "\n", ">>> import sys; sys.path.insert(0, '..'); from Policies import *\n", ">>> s = CentralizedMultiplePlay(2, 3, UCB)\n", ">>> [ child.choice() for child in s.children ]\n", "[2, 0]\n", "\n", "- To get a list of usable players, use ``s.children``.\n", "- Warning: ``s._players`` is for internal use ONLY!\n", "\u001b[0;31mFile:\u001b[0m /tmp/SMPyBandits/notebooks/venv3/lib/python3.6/site-packages/SMPyBandits/PoliciesMultiPlayers/CentralizedMultiplePlay.py\n", "\u001b[0;31mType:\u001b[0m type\n", "\n" ] } ], "source": [ "CentralizedMultiplePlay?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also need a collision model. The usual ones are defined in the `CollisionModels` package, and the only one we need is the classical one, where two or more colliding users don't receive any rewards." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;31mSignature:\u001b[0m \u001b[0monlyUniqUserGetsReward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mplayers\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchoices\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrewards\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpulls\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcollisions\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m\n", "Simple collision model where only the players alone on one arm samples it and receives the reward.\n", "\n", "- This is the default collision model, cf. [[Multi-Player Bandits Revisited, Lilian Besson and Emilie Kaufmann, 2017]](https://hal.inria.fr/hal-01629733).\n", "- The numpy array 'choices' is increased according to the number of users who collided (it is NOT binary).\n", "\u001b[0;31mFile:\u001b[0m /tmp/SMPyBandits/notebooks/venv3/lib/python3.6/site-packages/SMPyBandits/Environment/CollisionModels.py\n", "\u001b[0;31mType:\u001b[0m function\n", "\n" ] } ], "source": [ "# Collision Models\n", "from SMPyBandits.Environment.CollisionModels import onlyUniqUserGetsReward\n", "\n", "onlyUniqUserGetsReward?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Creating the problem" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameters for the simulation\n", "- $T = 10000$ is the time horizon,\n", "- $N = 100$ is the number of repetitions (should be larger to have consistent results),\n", "- $M = 2$ is the number of players,\n", "- `N_JOBS = 4` is the number of cores used to parallelize the code." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "HORIZON = 10000\n", "REPETITIONS = 100\n", "NB_PLAYERS = 2\n", "N_JOBS = 4\n", "collisionModel = onlyUniqUserGetsReward" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Three MAB problems with Bernoulli arms\n", "We consider in this example $3$ problems, with `Bernoulli` arms, of different means.\n", "\n", "1. The first problem is very easy, with two good arms and three arms, with a fixed gap $\\Delta = \\max_{\\mu_i \\neq \\mu_j}(\\mu_{i} - \\mu_{j}) = 0.1$.\n", "2. The second problem is as easier, with a larger gap.\n", "3. Third problem is harder, with a smaller gap, and a very large difference between the two optimal arms and the suboptimal arms.\n", "\n", "> Note: right now, the multi-environments evaluator does not work well for MP policies, if there is a number different of arms in the scenarios. So I use the same number of arms in all the problems." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "ENVIRONMENTS = [ # 1) Bernoulli arms\n", " { # Scenario 1 from [Komiyama, Honda, Nakagawa, 2016, arXiv 1506.00779]\n", " \"arm_type\": Bernoulli,\n", " \"params\": [0.3, 0.4, 0.5, 0.6, 0.7]\n", " },\n", " { # Classical scenario\n", " \"arm_type\": Bernoulli,\n", " \"params\": [0.1, 0.3, 0.5, 0.7, 0.9]\n", " },\n", " { # Harder scenario\n", " \"arm_type\": Bernoulli,\n", " \"params\": [0.005, 0.01, 0.015, 0.84, 0.85]\n", " }\n", " ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Some RL algorithms\n", "We will compare Thompson Sampling against $\\mathrm{UCB}_1$, using two different centralized policy:\n", "\n", "1. `CentralizedMultiplePlay` is the naive use of a Bandit algorithm for Multi-Player decision making: at every step, the internal decision making process is used to determine not $1$ arm but $M$ to sample. For UCB-like algorithm, the decision making is based on a $\\arg\\max$ on UCB-like indexes, usually of the form $I_j(t) = X_j(t) + B_j(t)$, where $X_j(t) = \\hat{\\mu_j}(t) = \\sum_{\\tau \\leq t} r_j(\\tau) / N_j(t)$ is the empirical mean of arm $j$, and $B_j(t)$ is a bias term, of the form $B_j(t) = \\sqrt{\\frac{\\alpha \\log(t)}{2 N_j(t)}}$.\n", "\n", "2. `CentralizedIMP` is very similar, but instead of following the internal decision making for all the decisions, the system uses just the empirical means $X_j(t)$ to determine $M-1$ arms to sample, and the bias-corrected term (i.e., the internal decision making, can be sampling from a Bayesian posterior for instance) is used just for one decision. It is an heuristic, proposed in [[Komiyama, Honda, Nakagawa, 2016]](https://arxiv.org/abs/1506.00779)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "name": "stdout", "output_type": "stream", "text": [ " - One new child, of index 0, and class #1 ...\n", " - One new child, of index 1, and class #2 ...\n", " - One new child, of index 0, and class #1 ...\n", " - One new child, of index 1, and class #2 ...\n", " - One new child, of index 0, and class #1 ...\n", " - One new child, of index 1, and class #2 ...\n", " - One new child, of index 0, and class #1 ...\n", " - One new child, of index 1, and class #2 ...\n" ] }, { "data": { "text/plain": [ "[[CentralizedMultiplePlay(UCB($\\alpha=1$)),\n", " CentralizedMultiplePlay(UCB($\\alpha=1$))],\n", " [CentralizedIMP(UCB($\\alpha=1$)), CentralizedIMP(UCB($\\alpha=1$))],\n", " [CentralizedMultiplePlay(Thompson), CentralizedMultiplePlay(Thompson)],\n", " [CentralizedIMP(Thompson), CentralizedIMP(Thompson)]]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nbArms = len(ENVIRONMENTS[0]['params'])\n", "assert all(len(env['params']) == nbArms for env in ENVIRONMENTS), \"Error: not yet support if different environments have different nb of arms\"\n", "nbArms\n", "\n", "SUCCESSIVE_PLAYERS = [\n", " CentralizedMultiplePlay(NB_PLAYERS, nbArms, UCBalpha, alpha=1).children,\n", " CentralizedIMP(NB_PLAYERS, nbArms, UCBalpha, alpha=1).children,\n", " CentralizedMultiplePlay(NB_PLAYERS, nbArms, Thompson).children,\n", " CentralizedIMP(NB_PLAYERS, nbArms, Thompson).children\n", "]\n", "SUCCESSIVE_PLAYERS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mother class in this case does all the job here, as we use centralized learning." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "5" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "5" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "OnePlayer = SUCCESSIVE_PLAYERS[0][0]\n", "OnePlayer.nbArms\n", "\n", "OneMother = OnePlayer.mother\n", "OneMother\n", "OneMother.nbArms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Complete configuration for the problem:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [], "source": [ "configuration = {\n", " # --- Duration of the experiment\n", " \"horizon\": HORIZON,\n", " # --- Number of repetition of the experiment (to have an average)\n", " \"repetitions\": REPETITIONS,\n", " # --- Parameters for the use of joblib.Parallel\n", " \"n_jobs\": N_JOBS, # = nb of CPU cores\n", " \"verbosity\": 6, # Max joblib verbosity\n", " # --- Collision model\n", " \"collisionModel\": onlyUniqUserGetsReward,\n", " # --- Arms\n", " \"environment\": ENVIRONMENTS,\n", " # --- Algorithms\n", " \"successive_players\": SUCCESSIVE_PLAYERS,\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Creating the `EvaluatorMultiPlayers` objects\n", "We will need to create several objects, as the simulation first runs one policy against each environment, and then aggregate them to compare them." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a1bd46704efa40cca940d10da9c03159", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=1, bar_style='info', description='Creating', max=1, style=ProgressStyle(descr…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Considering the list of players :\n", " [CentralizedMultiplePlay(UCB($\\alpha=1$)), CentralizedMultiplePlay(UCB($\\alpha=1$))]\n", "Number of players in the multi-players game: 2\n", "Time horizon: 10000\n", "Number of repetitions: 100\n", "Sampling rate for plotting, delta_t_plot: 1\n", "Number of jobs for parallelization: 4\n", "Using collision model onlyUniqUserGetsReward (function ).\n", "More details:\n", " Simple collision model where only the players alone on one arm samples it and receives the reward.\n", "\n", " - This is the default collision model, cf. [[Multi-Player Bandits Revisited, Lilian Besson and Emilie Kaufmann, 2017]](https://hal.inria.fr/hal-01629733).\n", " - The numpy array 'choices' is increased according to the number of users who collided (it is NOT binary).\n", " \n", "Using accurate regrets and last regrets ? True\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.3, 0.4, 0.5, 0.6, 0.7]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.3, 0.4, 0.5, 0.6, 0.7]\n", " - with 'arms' = [B(0.3), B(0.4), B(0.5), B(0.6), B(0.7)]\n", " - with 'means' = [0.3 0.4 0.5 0.6 0.7]\n", " - with 'nbArms' = 5\n", " - with 'maxArm' = 0.7\n", " - with 'minArm' = 0.3\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 9.46 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 60.00% ...\n", " - with 'arms' represented as: $[B(0.3), B(0.4), B(0.5), B(0.6), B(0.7)^*]$\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.1, 0.3, 0.5, 0.7, 0.9]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.1, 0.3, 0.5, 0.7, 0.9]\n", " - with 'arms' = [B(0.1), B(0.3), B(0.5), B(0.7), B(0.9)]\n", " - with 'means' = [0.1 0.3 0.5 0.7 0.9]\n", " - with 'nbArms' = 5\n", " - with 'maxArm' = 0.9\n", " - with 'minArm' = 0.1\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 3.12 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 40.00% ...\n", " - with 'arms' represented as: $[B(0.1), B(0.3), B(0.5), B(0.7), B(0.9)^*]$\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.005, 0.01, 0.015, 0.84, 0.85]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.005, 0.01, 0.015, 0.84, 0.85]\n", " - with 'arms' = [B(0.005), B(0.01), B(0.015), B(0.84), B(0.85)]\n", " - with 'means' = [0.005 0.01 0.015 0.84 0.85 ]\n", " - with 'nbArms' = 5\n", " - with 'maxArm' = 0.85\n", " - with 'minArm' = 0.005\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 27.3 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 29.40% ...\n", " - with 'arms' represented as: $[B(0.005), B(0.01), B(0.015), B(0.84), B(0.85)^*]$\n", "Number of environments to try: 3\n", "\n", "\n", "Considering the list of players :\n", " [CentralizedIMP(UCB($\\alpha=1$)), CentralizedIMP(UCB($\\alpha=1$))]\n", "Number of players in the multi-players game: 2\n", "Time horizon: 10000\n", "Number of repetitions: 100\n", "Sampling rate for plotting, delta_t_plot: 1\n", "Number of jobs for parallelization: 4\n", "Using collision model onlyUniqUserGetsReward (function ).\n", "More details:\n", " Simple collision model where only the players alone on one arm samples it and receives the reward.\n", "\n", " - This is the default collision model, cf. [[Multi-Player Bandits Revisited, Lilian Besson and Emilie Kaufmann, 2017]](https://hal.inria.fr/hal-01629733).\n", " - The numpy array 'choices' is increased according to the number of users who collided (it is NOT binary).\n", " \n", "Using accurate regrets and last regrets ? True\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.3, 0.4, 0.5, 0.6, 0.7]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.3, 0.4, 0.5, 0.6, 0.7]\n", " - with 'arms' = [B(0.3), B(0.4), B(0.5), B(0.6), B(0.7)]\n", " - with 'means' = [0.3 0.4 0.5 0.6 0.7]\n", " - with 'nbArms' = 5\n", " - with 'maxArm' = 0.7\n", " - with 'minArm' = 0.3\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 9.46 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 60.00% ...\n", " - with 'arms' represented as: $[B(0.3), B(0.4), B(0.5), B(0.6), B(0.7)^*]$\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.1, 0.3, 0.5, 0.7, 0.9]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.1, 0.3, 0.5, 0.7, 0.9]\n", " - with 'arms' = [B(0.1), B(0.3), B(0.5), B(0.7), B(0.9)]\n", " - with 'means' = [0.1 0.3 0.5 0.7 0.9]\n", " - with 'nbArms' = 5\n", " - with 'maxArm' = 0.9\n", " - with 'minArm' = 0.1\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 3.12 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 40.00% ...\n", " - with 'arms' represented as: $[B(0.1), B(0.3), B(0.5), B(0.7), B(0.9)^*]$\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.005, 0.01, 0.015, 0.84, 0.85]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.005, 0.01, 0.015, 0.84, 0.85]\n", " - with 'arms' = [B(0.005), B(0.01), B(0.015), B(0.84), B(0.85)]\n", " - with 'means' = [0.005 0.01 0.015 0.84 0.85 ]\n", " - with 'nbArms' = 5\n", " - with 'maxArm' = 0.85\n", " - with 'minArm' = 0.005\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 27.3 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 29.40% ...\n", " - with 'arms' represented as: $[B(0.005), B(0.01), B(0.015), B(0.84), B(0.85)^*]$\n", "Number of environments to try: 3\n", "\n", "\n", "Considering the list of players :\n", " [CentralizedMultiplePlay(Thompson), CentralizedMultiplePlay(Thompson)]\n", "Number of players in the multi-players game: 2\n", "Time horizon: 10000\n", "Number of repetitions: 100\n", "Sampling rate for plotting, delta_t_plot: 1\n", "Number of jobs for parallelization: 4\n", "Using collision model onlyUniqUserGetsReward (function ).\n", "More details:\n", " Simple collision model where only the players alone on one arm samples it and receives the reward.\n", "\n", " - This is the default collision model, cf. [[Multi-Player Bandits Revisited, Lilian Besson and Emilie Kaufmann, 2017]](https://hal.inria.fr/hal-01629733).\n", " - The numpy array 'choices' is increased according to the number of users who collided (it is NOT binary).\n", " \n", "Using accurate regrets and last regrets ? True\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.3, 0.4, 0.5, 0.6, 0.7]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.3, 0.4, 0.5, 0.6, 0.7]\n", " - with 'arms' = [B(0.3), B(0.4), B(0.5), B(0.6), B(0.7)]\n", " - with 'means' = [0.3 0.4 0.5 0.6 0.7]\n", " - with 'nbArms' = 5\n", " - with 'maxArm' = 0.7\n", " - with 'minArm' = 0.3\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 9.46 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 60.00% ...\n", " - with 'arms' represented as: $[B(0.3), B(0.4), B(0.5), B(0.6), B(0.7)^*]$\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.1, 0.3, 0.5, 0.7, 0.9]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.1, 0.3, 0.5, 0.7, 0.9]\n", " - with 'arms' = [B(0.1), B(0.3), B(0.5), B(0.7), B(0.9)]\n", " - with 'means' = [0.1 0.3 0.5 0.7 0.9]\n", " - with 'nbArms' = 5\n", " - with 'maxArm' = 0.9\n", " - with 'minArm' = 0.1\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 3.12 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 40.00% ...\n", " - with 'arms' represented as: $[B(0.1), B(0.3), B(0.5), B(0.7), B(0.9)^*]$\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.005, 0.01, 0.015, 0.84, 0.85]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.005, 0.01, 0.015, 0.84, 0.85]\n", " - with 'arms' = [B(0.005), B(0.01), B(0.015), B(0.84), B(0.85)]\n", " - with 'means' = [0.005 0.01 0.015 0.84 0.85 ]\n", " - with 'nbArms' = 5\n", " - with 'maxArm' = 0.85\n", " - with 'minArm' = 0.005\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 27.3 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 29.40% ...\n", " - with 'arms' represented as: $[B(0.005), B(0.01), B(0.015), B(0.84), B(0.85)^*]$\n", "Number of environments to try: 3\n", "\n", "\n", "Considering the list of players :\n", " [CentralizedIMP(Thompson), CentralizedIMP(Thompson)]\n", "Number of players in the multi-players game: 2\n", "Time horizon: 10000\n", "Number of repetitions: 100\n", "Sampling rate for plotting, delta_t_plot: 1\n", "Number of jobs for parallelization: 4\n", "Using collision model onlyUniqUserGetsReward (function ).\n", "More details:\n", " Simple collision model where only the players alone on one arm samples it and receives the reward.\n", "\n", " - This is the default collision model, cf. [[Multi-Player Bandits Revisited, Lilian Besson and Emilie Kaufmann, 2017]](https://hal.inria.fr/hal-01629733).\n", " - The numpy array 'choices' is increased according to the number of users who collided (it is NOT binary).\n", " \n", "Using accurate regrets and last regrets ? True\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.3, 0.4, 0.5, 0.6, 0.7]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.3, 0.4, 0.5, 0.6, 0.7]\n", " - with 'arms' = [B(0.3), B(0.4), B(0.5), B(0.6), B(0.7)]\n", " - with 'means' = [0.3 0.4 0.5 0.6 0.7]\n", " - with 'nbArms' = 5\n", " - with 'maxArm' = 0.7\n", " - with 'minArm' = 0.3\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 9.46 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 60.00% ...\n", " - with 'arms' represented as: $[B(0.3), B(0.4), B(0.5), B(0.6), B(0.7)^*]$\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.1, 0.3, 0.5, 0.7, 0.9]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.1, 0.3, 0.5, 0.7, 0.9]\n", " - with 'arms' = [B(0.1), B(0.3), B(0.5), B(0.7), B(0.9)]\n", " - with 'means' = [0.1 0.3 0.5 0.7 0.9]\n", " - with 'nbArms' = 5\n", " - with 'maxArm' = 0.9\n", " - with 'minArm' = 0.1\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 3.12 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 40.00% ...\n", " - with 'arms' represented as: $[B(0.1), B(0.3), B(0.5), B(0.7), B(0.9)^*]$\n", "\n", "\n", "Creating a new MAB problem ...\n", " Reading arms of this MAB problem from a dictionnary 'configuration' = {'arm_type': , 'params': [0.005, 0.01, 0.015, 0.84, 0.85]} ...\n", " - with 'arm_type' = \n", " - with 'params' = [0.005, 0.01, 0.015, 0.84, 0.85]\n", " - with 'arms' = [B(0.005), B(0.01), B(0.015), B(0.84), B(0.85)]\n", " - with 'means' = [0.005 0.01 0.015 0.84 0.85 ]\n", " - with 'nbArms' = 5\n", " - with 'maxArm' = 0.85\n", " - with 'minArm' = 0.005\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 27.3 ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 29.40% ...\n", " - with 'arms' represented as: $[B(0.005), B(0.01), B(0.015), B(0.84), B(0.85)^*]$\n", "Number of environments to try: 3\n", "\n", "CPU times: user 170 ms, sys: 20.5 ms, total: 191 ms\n", "Wall time: 194 ms\n" ] } ], "source": [ "%%time\n", "N_players = len(configuration[\"successive_players\"])\n", "\n", "# List to keep all the EvaluatorMultiPlayers objects\n", "evs = [None] * N_players\n", "evaluators = [[None] * N_players] * len(configuration[\"environment\"])\n", "\n", "for playersId, players in tqdm(enumerate(configuration[\"successive_players\"]), desc=\"Creating\"):\n", " print(\"\\n\\nConsidering the list of players :\\n\", players)\n", " conf = configuration.copy()\n", " conf['players'] = players\n", " evs[playersId] = EvaluatorMultiPlayers(conf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Solving the problem\n", "Now we can simulate the $2$ environments, for the successive policies. That part can take some time." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ae3e94453dc244f78168a65657a2d2c5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=1, bar_style='info', description='Policies', max=1, style=ProgressStyle(descr…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9a4b9e3bda0d4a8894b8cfe8df81c8bf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=1, bar_style='info', description='Problems', max=1, style=ProgressStyle(descr…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Evaluating environment: MAB(nbArms: 5, arms: [B(0.3), B(0.4), B(0.5), B(0.6), B(0.7)], minArm: 0.3, maxArm: 0.7)\n", "- Adding player # 1 = #1 ...\n", " Using this already created player 'player' = #1 ...\n", "- Adding player # 2 = #2 ...\n", " Using this already created player 'player' = #2 ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "84d019212a8a4374a00f8311901acbd2", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat||', style=ProgressStyle(description_width='initial')),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=4)]: Done 5 tasks | elapsed: 7.2s\n", "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 27.5s\n", "[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 1.4min finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Evaluating environment: MAB(nbArms: 5, arms: [B(0.1), B(0.3), B(0.5), B(0.7), B(0.9)], minArm: 0.1, maxArm: 0.9)\n", "- Adding player # 1 = #1 ...\n", " Using this already created player 'player' = #1 ...\n", "- Adding player # 2 = #2 ...\n", " Using this already created player 'player' = #2 ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e5afc46e20e44a478f49b23ef0a6a20a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat||', style=ProgressStyle(description_width='initial')),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=4)]: Done 5 tasks | elapsed: 10.9s\n", "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 47.0s\n", "[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 1.7min finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Evaluating environment: MAB(nbArms: 5, arms: [B(0.005), B(0.01), B(0.015), B(0.84), B(0.85)], minArm: 0.005, maxArm: 0.85)\n", "- Adding player # 1 = #1 ...\n", " Using this already created player 'player' = #1 ...\n", "- Adding player # 2 = #2 ...\n", " Using this already created player 'player' = #2 ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7332a885a8674c7c891bba725156f0a1", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat||', style=ProgressStyle(description_width='initial')),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=4)]: Done 5 tasks | elapsed: 7.7s\n", "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 55.0s\n", "[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 1.8min finished\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "94b8396d67a74a70b9df4647dd4d7d1e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=1, bar_style='info', description='Problems', max=1, style=ProgressStyle(descr…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Evaluating environment: MAB(nbArms: 5, arms: [B(0.3), B(0.4), B(0.5), B(0.6), B(0.7)], minArm: 0.3, maxArm: 0.7)\n", "- Adding player # 1 = #1 ...\n", " Using this already created player 'player' = #1 ...\n", "- Adding player # 2 = #2 ...\n", " Using this already created player 'player' = #2 ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bcf77f8246684c789e4bf08e8433f39b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat||', style=ProgressStyle(description_width='initial')),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=4)]: Done 5 tasks | elapsed: 19.6s\n", "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 1.5min\n", "[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 3.6min finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Evaluating environment: MAB(nbArms: 5, arms: [B(0.1), B(0.3), B(0.5), B(0.7), B(0.9)], minArm: 0.1, maxArm: 0.9)\n", "- Adding player # 1 = #1 ...\n", " Using this already created player 'player' = #1 ...\n", "- Adding player # 2 = #2 ...\n", " Using this already created player 'player' = #2 ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e31a3c45c5234963aa691f43c604f465", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat||', style=ProgressStyle(description_width='initial')),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=4)]: Done 5 tasks | elapsed: 23.3s\n", "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 1.6min\n", "[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 3.7min finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Evaluating environment: MAB(nbArms: 5, arms: [B(0.005), B(0.01), B(0.015), B(0.84), B(0.85)], minArm: 0.005, maxArm: 0.85)\n", "- Adding player # 1 = #1 ...\n", " Using this already created player 'player' = #1 ...\n", "- Adding player # 2 = #2 ...\n", " Using this already created player 'player' = #2 ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "36fb7e3944ae43159eb86e9d0ceebe3e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat||', style=ProgressStyle(description_width='initial')),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=4)]: Done 5 tasks | elapsed: 16.0s\n", "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 1.6min\n", "[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 3.8min finished\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "144b14d445a342ad9b4b97857f5d306f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=1, bar_style='info', description='Problems', max=1, style=ProgressStyle(descr…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Evaluating environment: MAB(nbArms: 5, arms: [B(0.3), B(0.4), B(0.5), B(0.6), B(0.7)], minArm: 0.3, maxArm: 0.7)\n", "- Adding player # 1 = #1 ...\n", " Using this already created player 'player' = #1 ...\n", "- Adding player # 2 = #2 ...\n", " Using this already created player 'player' = #2 ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6b802544b6584f5f8015058e0aadb6ab", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat||', style=ProgressStyle(description_width='initial')),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=4)]: Done 5 tasks | elapsed: 7.2s\n", "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 47.9s\n", "[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 1.7min finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Evaluating environment: MAB(nbArms: 5, arms: [B(0.1), B(0.3), B(0.5), B(0.7), B(0.9)], minArm: 0.1, maxArm: 0.9)\n", "- Adding player # 1 = #1 ...\n", " Using this already created player 'player' = #1 ...\n", "- Adding player # 2 = #2 ...\n", " Using this already created player 'player' = #2 ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "db4882b554294cd383005bd64b6bb1a8", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat||', style=ProgressStyle(description_width='initial')),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=4)]: Done 5 tasks | elapsed: 7.9s\n", "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 45.6s\n", "[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 1.7min finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Evaluating environment: MAB(nbArms: 5, arms: [B(0.005), B(0.01), B(0.015), B(0.84), B(0.85)], minArm: 0.005, maxArm: 0.85)\n", "- Adding player # 1 = #1 ...\n", " Using this already created player 'player' = #1 ...\n", "- Adding player # 2 = #2 ...\n", " Using this already created player 'player' = #2 ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8b2f6612ef434d4aa48efa1b66e1d188", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat||', style=ProgressStyle(description_width='initial')),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=4)]: Done 5 tasks | elapsed: 8.1s\n", "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 46.2s\n", "[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 1.7min finished\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fe8237f3d55449b4864dc36daddd9281", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=1, bar_style='info', description='Problems', max=1, style=ProgressStyle(descr…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Evaluating environment: MAB(nbArms: 5, arms: [B(0.3), B(0.4), B(0.5), B(0.6), B(0.7)], minArm: 0.3, maxArm: 0.7)\n", "- Adding player # 1 = #1 ...\n", " Using this already created player 'player' = #1 ...\n", "- Adding player # 2 = #2 ...\n", " Using this already created player 'player' = #2 ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0f473c7b303e41428406ce939a2309a3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat||', style=ProgressStyle(description_width='initial')),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=4)]: Done 5 tasks | elapsed: 7.7s\n", "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 46.7s\n", "[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 1.8min finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Evaluating environment: MAB(nbArms: 5, arms: [B(0.1), B(0.3), B(0.5), B(0.7), B(0.9)], minArm: 0.1, maxArm: 0.9)\n", "- Adding player # 1 = #1 ...\n", " Using this already created player 'player' = #1 ...\n", "- Adding player # 2 = #2 ...\n", " Using this already created player 'player' = #2 ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "eefa6b8428bf47188bb0eb5d79f29538", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat||', style=ProgressStyle(description_width='initial')),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=4)]: Done 5 tasks | elapsed: 6.4s\n", "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 32.1s\n", "[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 1.0min finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Evaluating environment: MAB(nbArms: 5, arms: [B(0.005), B(0.01), B(0.015), B(0.84), B(0.85)], minArm: 0.005, maxArm: 0.85)\n", "- Adding player # 1 = #1 ...\n", " Using this already created player 'player' = #1 ...\n", "- Adding player # 2 = #2 ...\n", " Using this already created player 'player' = #2 ...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7209d29a92f1403a99feec34aa877a05", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat||', style=ProgressStyle(description_width='initial')),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=4)]: Done 5 tasks | elapsed: 3.8s\n", "[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 26.9s\n", "[Parallel(n_jobs=4)]: Done 100 out of 100 | elapsed: 57.2s finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "CPU times: user 2min 45s, sys: 913 ms, total: 2min 46s\n", "Wall time: 27min 44s\n" ] } ], "source": [ "%%time\n", "for playersId, evaluation in tqdm(enumerate(evs), desc=\"Policies\"):\n", " for envId, env in tqdm(enumerate(evaluation.envs), desc=\"Problems\"):\n", " # Evaluate just that env\n", " evaluation.startOneEnv(envId, env)\n", " # Storing it after simulation is done\n", " evaluators[envId][playersId] = evaluation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the results\n", "And finally, visualize them, with the plotting method of a `EvaluatorMultiPlayers` object:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": true }, "outputs": [], "source": [ "def plotAll(evaluation, envId):\n", " evaluation.printFinalRanking(envId)\n", " # Rewards\n", " evaluation.plotRewards(envId)\n", " # Fairness\n", " #evaluation.plotFairness(envId, fairness=\"STD\")\n", " # Centralized regret\n", " evaluation.plotRegretCentralized(envId, subTerms=True)\n", " #evaluation.plotRegretCentralized(envId, semilogx=True, subTerms=True)\n", " # Number of switches\n", " #evaluation.plotNbSwitchs(envId, cumulated=False)\n", " evaluation.plotNbSwitchs(envId, cumulated=True)\n", " # Frequency of selection of the best arms\n", " evaluation.plotBestArmPulls(envId)\n", " # Number of collisions - not for Centralized* policies\n", " #evaluation.plotNbCollisions(envId, cumulated=False)\n", " #evaluation.plotNbCollisions(envId, cumulated=True)\n", " # Frequency of collision in each arm\n", " #evaluation.plotFrequencyCollisions(envId, piechart=True)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl\n", "mpl.rcParams['figure.figsize'] = (12.4, 7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### First problem\n", "$\\mu = [0.3, 0.4, 0.5, 0.6, 0.7]$ was an easy Bernoulli problem." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "63d1e3071b7a4f2a92a4a8a73fdbadaf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Policies', max=4, style=ProgressStyle(description_width='init…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 0 : CentralizedMultiplePlay(UCB($\\alpha=1$)) ...\n", "- Player # 2 / 2, CentralizedMultiplePlay(UCB($\\alpha=1$))\twas ranked\t1 / 2 for this simulation (last rewards = 6516.6).\n", "- Player # 1 / 2, CentralizedMultiplePlay(UCB($\\alpha=1$))\twas ranked\t2 / 2 for this simulation (last rewards = 6346.1).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 9 ...\n", " - For 2 players, our lower bound gave = 18 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 12.1 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 9.46 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 60.00% ...\n", " - [Anandtharam et al] centralized lower-bound = 9,\n", " - [Anandkumar et al] decentralized lower-bound = 12.1\n", " - Our better (larger) decentralized lower-bound = 18,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 0 : CentralizedIMP(UCB($\\alpha=1$)) ...\n", "- Player # 2 / 2, CentralizedIMP(UCB($\\alpha=1$))\twas ranked\t1 / 2 for this simulation (last rewards = 6464.3).\n", "- Player # 1 / 2, CentralizedIMP(UCB($\\alpha=1$))\twas ranked\t2 / 2 for this simulation (last rewards = 6400.6).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 9 ...\n", " - For 2 players, our lower bound gave = 18 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 12.1 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 9.46 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 60.00% ...\n", " - [Anandtharam et al] centralized lower-bound = 9,\n", " - [Anandkumar et al] decentralized lower-bound = 12.1\n", " - Our better (larger) decentralized lower-bound = 18,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 0 : CentralizedMultiplePlay(Thompson) ...\n", "- Player # 1 / 2, CentralizedMultiplePlay(Thompson)\twas ranked\t1 / 2 for this simulation (last rewards = 6495.3).\n", "- Player # 2 / 2, CentralizedMultiplePlay(Thompson)\twas ranked\t2 / 2 for this simulation (last rewards = 6394).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 9 ...\n", " - For 2 players, our lower bound gave = 18 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 12.1 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 9.46 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 60.00% ...\n", " - [Anandtharam et al] centralized lower-bound = 9,\n", " - [Anandkumar et al] decentralized lower-bound = 12.1\n", " - Our better (larger) decentralized lower-bound = 18,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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diRaXYuwsvedja2dWmvrD5b2IvRmMi1xfRDzOm5GYnDBZEfutwFZzphBHcyTnhhDez2cNNp1XYTtmhR40xgJrTZShc0XEJSKvici7cf7bq4H4XAX8O1QQcVwcRzpGi8iujYXDdphcD/xRRH4WZTteEbkzrK1mc6/dRDR3X/Feow39nhK5Jt8C9hKR48LCpGCHYk621jwPIfHkE836DTdiITBa7Fj6oW262NmpcWGiG0wwz/gUW9gbx85mW6Hlv8Y+nIQvj6Wh622es4/LosS1KW/dGz0fycg3Y0j6+QoT73WWyH0q2ce+MZ3ivtsEiabhK2yzqnHOv1IiJpgmOWlIJF7vOPsLz3892JGcIsUbtxa9fxg7rK4h7AWB87yzN3bS5rjCNCCu59IkapW8raPWjOB01nujkWDvYx9yHxc7hn0RtllP9zh38y22FDpZbF+CCuBLY0xT3zRlAe+LyHzskGrXYNv1Ro56E+4N4DciUgoswb7tuhxb8xLrBD+F7XORg+3/EOkBbMew550bWKgz0wjs8ZlKw2/vewC5IrIA+C+2WcX+TrzeM8bkN7BuyInsbNMM9m1FABhojPlv2PKYo+Ykq5mWiJyG7VT5vohMchZnYOceaUxcQ/saY4qd/SwCvhKRedjj7sM+XP0a2+ExNHxxc6/dRDR3X/Feow39nhK5Ju/FdhZ9XUQexA7NeA7x9x1KRGueh5B48onm/oYbMht7Pc4TkYexv81fAidg561Y1sC6sSSSZ4QKGsLOuX/A5gNXhf2/MQ1db/djm9L8TexcAZ8D6diXHx8ADyeYvnjOx+s0P9+MpiXOV0i811ki96lkH/vGdJb7LgAiEgQ+NY0PnNKUNLyIHbHtQGBBlH6vyUhDIvGajc3r33Ty+tDQvqGXduG1BPHGLZn3D3fE35C/Ywu9Tzqfz8X+3l9OMEw0UfO1xKMet1bJ2zpkzUi8nBESTscenKnYDOK/RJ+kJtr6P2Ezrj7YGpgXqTvsZKJ+g216MBP7Vuh14FjT8GybN2BHQjgTWw38f9gxsRvqFPSRs58gtkNRHc7+jsEej32x83zMxD5Qv+Cs35By7A1jD2zG9RC2jeAfaKRwICKjRORt7NuxWSJyhxMnH/ZGNMsJN0VEFmFvUIeKyHNim3AlldiRPF7Evvm+O+zfVKJ3kmsyp5C1NzaD3RebKT6CvTG/BextjClxwjbr2k0wXs3dV1zXaEO/p0SuSacqeCz2ofV6YAb2DUxoUrikac3zEKbRfCIJv+GYjDHbsXN6zMOm8wHs8Nc3Azc1cbOJ5BlLsIU+qF8zAvaN7X8a22Ej11sF9ljdh03rn7A1CR6aMJdUnOejyflmI/tuifMV2na811nc96lkH/s4dJb7LmInAQX7UN6YpqThBexzYQZR5sRKUr6TyLWyBadZJrYJ2e3YvD40GXHCeWIy7h8icoSIvMLOgtciEXlJRPZ0Pt8PfCYifxOR27G/7xNM3ckE4wlTTws8lzaotfI2VzDY2s3Puh7ZOQtmo7O1J3GfK4CNxpijGw2slFJKdSKd8b4rIqdgm939zBjTWgM4tDsicia2Wdz/RWkOpzqgTl0z0lWJyDHYpj9PNhZWKaWUUs3TSvfdY7DDpXaZgojYjtDhn1OwtSSFxFFDqjqGDttnRNUnIgdjmwFNxnaWbqztoVJKKaWaqDXvu8aYm1tq2+3YpyLyNXYo7yxs/44xwO8aaWqnOhAtjHQuE7ATCS0FrjQdY1Z6pZRSqqPS+27Legc7QMNvsP2KlgOXG2OeaNNYqaTSPiNKKaWUUkqpNqF9RpRSSimllFJtQgsjSimllFJKqTahhRGllFJKKaVUm9DCiFJKKaWUUqpNaGFEKaWUUkop1Sa0MKKUUkoppZRqE1oYUUop7ORlInJyW8ejpXTm9HXmtEHnT1+i9Hgo1bnopIdKtWMiMgz4KcbX04wxd7VidNoVEfkS2ATcYYz5rpnbGgGMN8ZMSErkou/DA/wRmNLaMwd35vQlK20ikgoEjDH+sGVpxpgq5/8dOn1x7Cfu9InIWUC+MebTloxTjH0n7XiISDaQjn0WcgMu56stgI8kHA8RuQU4HFhmjJnc3Dgr1RlpYUSpjmEBMD9i2ZK2iEg7sswYMz5yoYgcD1wJnI4trPzT+coFDMMW7m42xmwNW+0R4OIo27oe2B3YCuyJLQCujBUhEekOXAYMAFKdde42xnxujPGLyKPAA8BvE0ppC6Qv0bTFiMsdwApjzPPJSF9bnjvgUOBlEfkYyAcGA71E5ARjTHUnSB8ikg5MAfoA24Bi4EFjTE086RORQcCfgEWAR0TmAxcbY0obT33U7bXlb/WPwO+ifOUH9jPG/JCM42GMuR+4X0SeihUXpbo6baalVMfwvTHmuYh/P7TkDkUkoyW331KMMe8BFwIBYKYx5kLn3wXAUcCBwOuh8CJyApAX8cCDiFwGnAdcb4yZCTwN/MN5oIvlbuAkY8xUY8xE4CPgfREZ6cRtBbBVRE5qy/Q1MW11iMi+wGRsoSsUt2alr43PnQsIAr8EzgLWAWcYY6o7Q/pExA287GzvGmedGcCJ8abPGJOHLTxc4Oz/gqYWRJztteX57gGcD5wNnAn8CpgO3B/KW1v7eCjVVWnNiFIdhIh0A4KJNBERkaHArcAxwK7Yt35fAdONMZ+HhZsB3A78DPsW8EygH+AK+25f4Frsg1oK8Irz2QPcB5wDdMPW4lxtjCkL234G9kZ/NvaNczmwEnvjnxcWbjRQboxZH28aY/gF4MUWBmoZY3wi8gMQ/nBxMfBolG1MBWYbYwLO53ex6TsPeCrGfj1ATtjn5UB3YAywyln2MPbYLYozLdE0N31NSVstp0nPJcDmKF83N31tde4AJhtjGvoeOm76Lgb6GWNC29uG/a1+HxEuZvqcmoAHgGeAMuA5EflNMx/A2+p45BljXgx9EJEUbP50WUS41j4eSnU5WjOiVMdwC/YBvkJElorIBXGudxD2DeN84CbgHmA48JGI7B0l/PPASGAmtgAS7hls86PpwNvA5dg21a8CA53lr2PfdEau+xdn/wuxBZi7sA/qh0SEW+bsp7nGAuuMMWvCFzptxI8CngtbfBjwdUS43bHNRGprn4wxQWApcFysnRpjrjXGHBC2aBT2re+3YWHygUoR2SuxJNXR5PQ1NW0RJmAfCgORXyQhfW1y7uLVgdN3I/BW2DqlxpjfRBb8G0qfMSbPGHMe9sE73xhzVhIevNvqeMyJ+HwL8FCoj1DYtlr7eCjV5WjNiFLtWwB4H/uQvwHYBfsw/5yI9DHGPNjI+m8bY14NX+C0g14O3ABcERE+F9vMKBhlW8a58QL8xWl6dC3wkjHmfGf5XBEZBVwK/D5s3dOAx4wxNzYS32QZS8SbVhEZjn2weRUbb5y45kepbRrh/C2OWF6CffBplNNE5Brs2/ZVEV8vBk7BPjA1RXPS16y0OefdY4wxIhIrWHPS15bn7gBnX1XYWsI/GGP+GyVch0qfiPTDpucxEfk9ttZgNHBPU9JnjHkt2vImapPzbYwpCdvfrsAIY8zsGMFb83go1eVoYUSpdsx5a3l8+DIReQL4DpglIk8ZYyJvwuHrV4St1w3bZMiFbao1JsoqD8coiAD8NeLzF8DPgceiLReRnmFxKwQOFpFdjDEbGoivK9Z38XJGRToE2C4ik5zFvbEPEzONMS+HBR+MHTknUrbztyxieSkQ8wnc2X86MBFbK7UA24wj0hJsO/OEJSF9zUmbC1srMrGRaDYpfW187vxApTHmdicuBwEfiMhoY8z2iLAdLX1Dnb9nAqcYYypFZBfgfyKyT5TfZJOvz0S09W81zExsc6xYWuV4KNVVaWFEqQ7GGFMlIg8Cc7E38n/ECisiXmyTqYuwtSrhog0ZvLqBXUf24yhsZHk2O99W3gI8C6wTke+xtT0vGWO+JfkOxBa6bg1vguLUCP1HRLqF9QvoBxRF2YY/4m9IKo3km86b2zucfT4IfCkix0c80G5n5xvdRDU3fU1OG7afyNPGmJpGwjU1fW127owx/wL+Ffb5a6fm52pgVkTwjpY+j/P3m1DNgjFmg4hsBCZha/DCNef6TESb/ladffUDTsbW5sbSWsdDqS5J+4wo1TGFbtx9Ggn3Z+zDxuvYzpwnYNtRf0T0339FlGUhkTf7xpbX1nIYY+Zj+6pcge0XcinwtYhMaSjyTTQW2BClLfwa7NChM8IWx8oDt8X4PoOdha14PAQcANwbsXwHkJXAdsI1N31NSpuIDAF6G2MiOzxH09T0tadzB/Zt+y+iLO9o6dvh/I182VAAHBEjfFOvz0S0h/N9HrbPSr3+T2Fa63go1SVpzYhSHVPoLd22BkPZG+0zxpjrwxeKyMwWiVUDnOE4nwCecJqMvQPcISL3R3YabaaxwGcxvuuGfUgJyWdnM49woc60A8L+D7YJSWT/DwBEZCC2o/pfjTF3OIvXOX8jO+p7sJOqNUVz05dw2hwnAftHzJcwCLhcRI4Ergo7j01NX1udux7YDtAPGWPuC/uqB1AdZZUOlT5gLbbZUrR7frRaruZcn4loq+MR7mjs3CQNaa3joVSXpDUjSrVjItI/yrKe2JGpCoHP661UV4CI37mIHE70t70tQkQ8IlLnraLTl8VgH456hIUd7XQmbeq+3NgRd+o94IjIbsCRwLywxZuIUrtkjFnrxG902PqpwN7ABzF23x87qlj4A1M/5++aiLC9abwgWU8y0tfEtGGMecwYc4ExZnzoH7YpzOPO5/ACZcLpa+NzFwDS2Fl4RER6Y8/lx1HCd6j0GTtXyofAkIivcrCdsyM16fpMRBuf73D7YQtqDWnx46FUV6aFEaXat9kislhEZojIFc6cH0uxo8TcZMLm8ojhDeBCEXnEWf8B7LC8TR3FqSl6AHki8pyI3Coil4nIw9ihgd9zhs4Mae7QvvsDPYl4wHE6684HvsQ2WwvfX3/n4SXS34HxYZ/PxTbXeNnZ5lUiss6pEQH4H/AetmlW+Do+6vc56AdsjIjjb0Uk1xlJqKXT12DaYqSvDrFzjcDO/gjhmpK+Vjt3znZr0+f8jp4nbAhm7IR4P1B/gIZ2n74Y524OcEZoeyIyBlub8Md40peIVr6WoWnHI6Qfjdd6NOt4KKUaps20lGrf3sP2tZiAfTtXgh0Ja7wx5sM41r8BqMSOonMJ9oH5bOyD1pEtEN9oyrEj1RyLHSUnDdvn5Q/U70vRJCIyDDuHyn7OortEpNz5fwa21uJJ4JHwztfGmKCIfI4dWezfEZu9H8gSkb9hhzz+GXBCWAHQDaTj9I0xxgRE5HxgsoikOd8NAY40xnwRse2DgE8ilrmxk7/9iogRuFogfY2lrV76IuJzHXY+GYA7xc5QPc7snK087vS10bmLlr5p2GaDPbEPpynAEVGGku0I6at37owxn4rIXcALIpKLHZ3qSKdmIZ70JaI1r2VowvEIs4r6Ez9Gau7xUEo1wBUMxhrFUyml2i+xwxqPT8J2jgZONsb8rvmxinufnwAXR3bcdZqzXWKM+VMS99Vp09cWaXP2+wldMH0JbqNTXMvOfj+h+ccjKfmVUp2RNtNSSnVpxpiPgFGR/VpaitN0ZXuMB5uxhA0vmwydOX2tnTbo8ulLRIe/liGpx0MpFYMWRpRSCqYCd7bSvm4C7opcKHZOmF+00NwrnTl9rZk26KLpS0QnupYhCcdDKdUwLYwopbo8Y8z/gPdF5MyW3I+I/B9QYYz5LsrXQ7HzwiRdZ05fa6UNunz6EtHhr2VI6vFQSjVA+4wopTokEfkPdn6A21roDWxSOaNPTQPuNMbEmiiyw9L0dWydPX2JStbxEJFJ2MFC/muMmZik6CnVqWhhRCmllFJKKdUmdGjfBnz77bc12KZsxW0dF6WUUkoppZqgJxAYM2ZMu3zub5eRakfcgMvj8bTayB0hfr+tFfZ4os0npjorPe9dk573rknPe9ej57xrauvz7uy/3fYT18JIw4o9Hk/Wfvvt13jIJDPGACAirb5v1Xb0vHdNet67Jj3vXY+e866prc/7kiVL8Pv97baVjxZGElBSUkJhYSGBQKDF91VZaSf9XbduXYvvS7Uf7e28p6amkpNKGHA+AAAgAElEQVSTg9vdbl+oKKWUUqoD08JInEpKSti4cSMpKSl4vd4W31+PHj1afB+q/WlP5z0QCFBUVERaWhp9+vRp6+gopZRSqhPSwkicCgsLSUlJYcSIETHfEvvLSin9+kv8RYV4snqRedDBeDIym7S/0Bvy9PT0JsdZdTzt7byvWbOGsrIyLYwopZRSqkVoYSROgUAAr9cbtSASDAbZsWAehYveArebYFUVrrQ08p9/il4nnUrvX52Ly+Vq/Ugr1Uwejwcd/lsppZRSLUULI0mwY8E8Ct99m2B1de2yYFUVAIXvvg1AnzN/3SZxU0oppZRSqr3SXqnN5C8rpXDRWwR9vqjfB30+Che9hb+sLOY25s+fz1VXXcXEiRN57LHH+PLLL3nxxRebFa9onexnz57N999/z9tvv11n+YYNG5gyZQrXX399g9ucM2cOM2bMYPr06bz77rtxxSPaNqO9aQ+Fmz17dlzbDXnooYdYsWIFkyZN4q677gLsqBX77LMPZVGO+caNG5k9e3btX4APP/yQb775Ju74A1x++eXMnDmTCRMmsHz5ciZNmhR1f9E88sgj5OXlMX36dC666CKuuOIKpk+fzgcffNDs895cU6dObdP9K6WUUqpr0ZqRJsh7YDbl338Xd/hgdTU/XXMZAN333Z9BN0+sF+a8887jqKOO4rrrrmPfffcFYOvWrbz22msUFBQwduxYcnJy+OKLL7jiiiu4++67GT9+PB9//DFr166lpKSEG264gT/96U8MHjyY3XffnRNOOKF2O48//jhLly7lhx9+QEQ48MADGTBgAAC77LILf/jDH+o8eM+YMYOJEyfSrVs3AD755BMGDBjATTfdBIDP5+PHH39k/vz5+P1+9ttvP3JycnjyyScZM2YM27Zt49JLL2XVqlU89NBDnHPOOVx22WWcfvrpjB07lkWLFlFSUsLo0aM599xza/ebm5vLjh07ePrppykvL2flypU89NBDPPjggwSDQTIyMrjpppuYOnUqvXv35rvvvqtNp8/no7KykoULF3L44YcDMGnSJKZNm0ZKSgq333471157LQDffvst3333Hc899xzdu3fH7XYzf/58vvzyS0aMGIHH4+Gyyy6rjdfcuXMpKCigrKyMyZMn0717d6ZPn85//vMfPv/889pwn3zyCV999RU7duxg0qRJzJ07l0svvZTs7Gxuu+027rnnHtavX8+gQYOYOXMm8+fPJzs7m6OOOoovv/ySL774gtzcXAKBANOnT+ell17CGENpaSlTpkzhueeeo6ioiOLiYkSEwsJCNm/ezB//+EeuuuoqDj74YNatW8e4ceNYuXIlX331FRkZGdx8883Mnz+/3rbKysrweDzstttunHXWWey+++58//33tdegUkoppVRL0pqRdmLevHlMnTqVM844o3aZx+PB5/PRt29f3nzzTfbee29WrFhBcXExJSUl9OzZkzfeeIMePXrQo0cPli5dCsC5555b+4AO0L9/f44//nguueQS9t57b6ZOnVpbEIllxowZtQURgJUrV7LPPvvUfvZ6vTz55JNkZWXRu3dvli1bBsABBxzAFVdcQX5+Pjk5OYwcOZLrrruOnJwc+vfvz5VXXsmwYcPw+/1kZWWxaNGievvu3bs3N954I6Wlpdxxxx0sXLiQqqoqsrKy2LhxI8uXL6d///7cfPPN7LbbbrXrHXfccSxcuJCKigp69uzZYPrGjBnD/vvvz4UXXlhn+aGHHsqVV17JDz/8UFu7tHr1ar755ht69OhBSkoKa9asoby8nFmzZjF//nxOPfXU2vXdbjfBYJDq6mo+//xzzj//fF5++WXefvttTjnlFFavXt3gsd9nn3343e9+x44dOwD47LPPuP322znnnHNqa7ROPvlkpk2bxnfffcctt9xCeno6RUVF+P1+Lr74Ym6++WZeeOEF1q9fj4jwm9/8Bq/XG3VbJ510ErfeeiuLFy8GYM899+Tf//53g8dOKaWUUipZtGakCcJrNoo++ZD8F5+p7SMSjSstjb7jLibryGNihjn33HM56qijAPjyyy8BeOuttzj66KP52c9+xoQJEwA4/vjjuemmm7j66qsJBoMMGDCA6667rnY777//PpmZdUfw+vDDD3nmmWcYMWIE//vf/3jmmWe4+OKLE0rzqFGjWLp0aW2BxOfzUV1dzcUXX0xWVlZtvLt37w5Eb4oVGrb2008/ZeTIkZxxxhlcdNFFUff3yCOPcOqppzJ06FA+++wzjjjiCI45xh4/YwypqakAdYZZPuCAAxg/fjw33XQTb775Zu33fr8fX0QzupgjojmzpNbU1NQuCwQCtYWqkO7du3PbbbfVW//FF19k7ty5LFiwgMrKSoYOHcrWrVtZvXo1c+bMYcmSJQ0O3xs6d5EDHrhcrtpjmpmZidfrrQ2bmpqKz+cjGAwSCARq437NNdewfPly7r33Xm644Yao2woVOEOfs7Ky4m5uppRSSinVXFoYaabMgw4m//mnGg4UCJB50C8S3vZ+++3Hq6++yn/+85/ah++jjjqKJ554goMOOgiwb9LvvPNOgsEgZ511VtTtHHPMMXzzzTeceeaZ7LXXXvXCFRQUMGfOHH788Uf++te/ctVVVzF9+nQmT55c+7B65JFH8sADDzBjxgwADjnkEK644gruvPNO+vbtW9s0LNKoUaOYPXt2ncLPnnvuyX333cfWrVuj9m1Zvnw5//jHP6iurmbt2rWcdtppzJw5k2+++Ybq6mqmTp3KK6+8wlNPPcXy5cvrrPvCCy+QmppaWxg59thj+fOf/1yvNqJv376sW7eutnYnZPHixbV9TkIFllGjRuF2u7n77ruprKzk6quvjnqcAUaOHMncuXNZvXo1hx56aO2x2rZtG263m6FDh7Jw4cKY60c65JBDuOuuuygqKmLy5Mk8//zzMcOmpqbyl7/8hXXr1nHVVVfx8ssvs3btWtxuN7169YprW+vXr2fYsGFxx08ppZRSqjlcOmxnbN9++22hx+PJ2m+//WpnxB46dGi9cNvnv2xH04rSid3lTaPXiScnPJpWtPkmqqqquOuuuzjiiCM49thjE9qealx4/41k+fbbb3nmmWeYNWtWbU3GjBkzmDZtGh6Pp1745swzcv311/Pggw82K7533nkn119/fW0BraHrXiWPMQYAEWnjmKjWpOe969Fz3jW19XlfsmQJfr+/aMyYMb3aJAKN0JqRJOj9K9sBu3DRW6wZ6ua1E+Gsd2G3dQF6nXhy7ffNlZaWxp133pmUban6zjzzzKRvc8yYMYwZM6bOsnHjxpGfn99ov51ENbcgAjB27Ng6NUVKKaWUUi1JCyNJ4HK56HPmr8k9chTP5j+Cz+3n2XM9/K7vtYzovX9bR0+1M+35jdgRRxzR1lFQSiml2oWl5cuYu/VxJvS/nL2679HW0em04hpNS0S6i4hfRHQSghiWli/jvoJH8bltB2if2899BXNZWr6sjWOmlFJKKaUSsbR8GbM3zSG/ZjuzN83R57kWFFdhxBhTDuQDO1o2Oh1T6IL1Bev2GfEFfXoBK6WUUkp1IJHPdc15ngsGg1RRRQ3+ZEez00hknpEFwBmNhupiYhVEQuK5gNt6BvYPPviAqVOncuONN/LZZ59FT4fPx5133snMmTOZNm1a7fDDjWnpGdhDM59feumlPPbYY4Adynjs2LFRw3/55Zc899xztX/BDse7fv36emHDZ2mPdPbZZ3PHHXdw9dVXs2XLlkZnrw83a9Ysli9fzvTp0znzzDO58cYbueOOO5g/fz6ffvpp3NtJNp/Px8yZM9ts/0oppVRba8oL5h01BayoWMV3Zf/l36Vf8UbBWzy8+a9M23gXl/90LX/wPMAD7ocpD1S0VjI6lET6jDwCPC8ibwMPA2uAekfVGFP/qa6TmZ33AN+Vfx93eF/Qx5159qF2/+77MnHQzfXCtOUM7MceeyzHHnssRUVFzJ49m8MOO4yJEyfWeRB/5ZVXGDt2bG2fAp/Px+LFi/nkk0+oqqri+OOPZ+vWrXz99dcMGTIEt9vNMcccUzsD+wknnMD06dM5+uijOeWUU5g3b15tusJHBsvNzWXt2rUsWLCArVu3AnDttdfy5JNPEgwG2WWXXRg3bhxTpkxhyJAhrFixArBzb+Tm5gLwr3/9q3Y+lNAIU6tXr+add97h5z//ObBzBvYePXqQn59PZWUlDz30EKWlpWRkZLDrrrty4IEHAnbOkTlz5uDz+QgEAkyZMoVBgwZx++23s3DhQpYsWVIb/zfeeINly5ZRVlbG9OnTmTZtGjNmzKCkpIRHH320dgb40aNHM3PmzNpjs/vuuzN//nzee+89Fi9ezIABA7jmmmt4+OGHKSoqqp0Acvr06QwcOJDVq1dz0EEHkZeXh9/vZ8qUKZx33nmceOKJrFq1iuuuu463336bvLw8MjMzufHGG6Nua+jQoWzZsoVjjz2Www47jLS0NLZu3Ur//v3jvr6VUkqpziCeF8x/yLuP0emjwOWi1F9Kob+IIn9xg9tNDabQj754XaktEe0OL5HCyH+dv3sDJzYQrv54papR8+bN48MPP2xwBvYHH3yQp59+ut4M7IcddhhAnRnYw0dqCs3A/vOf/5xvv/2WiRMnEs3cuXO54IILgPo1FCtXruSkk06q/ez1enn22WfZa6+9APj+++/Jycnh8MMP5+STT+bmm29mwoQJtZMFbty4kZEjR3LllVeyffv2OumKHKZ42LBh/Pa3v2XSpElMnz6dxx9/nLS0NNLT01mxYgWLFy/m0EMP5ayzzqpNM9hJD99991169+5dO4N5LGPGjKFnz56cfvrpPPTQQ7XLjzvuOA488EBuuOGG2sLI4sWLyc3NZcSIEeTl5bFlyxY2bdrEXXfdhd/v59Zbb61T25SSksKWLVtYtmwZp59+OgsXLmTLli38+te/ZsmSJYwcOTJmvA499FBOOeUUJk2aRGlpKbm5udx9990sWLCgdpb08847j4KCAhYsWMDkyZNra2XS09MZP348P/74I6+//jpbt25ln332YezYsTG3dc4555Cens69997LYYcdxujRo/nmm284+eSTGzx+SimlVEcVDAapCFRQGiijIlBBWaCc/5b/wFsFi/A30pzKj5+llXXnOOvu7kZOag49PBmkudLonZLNEO8QBqYOYLB3IJtXb8aFixSXjhsVTSJHZSagk5JAbc1GYyXocF6Xl4kDb4o5GkNbzsAeDAa57777GDt2bG3hIlJoBvbDDz8coLaWYMKECaSk2Mto/vz59Wb0DheaefyNN96ol65Id999N1dffTXZ2dkEAgFOP/10Ro8eDcBHH30UdQb2448/npNPPpm///3vPPDAA8DOmcwrKupW4iUyA3swGOSAAw6oc8wGDhzI1Kn1x3NYtGgRjz76KA8//DAVFRUccsgh3HrrrQSDQXbffXeMMUmZgb20tLTeeY6M+2233cb//vc/Jk+ezP333x91W926dSMlJaV2hvqsrKzaGimllFKqowoGgxT7S9hSvZVVVWtYVbmGbdXbKA9UkF+TT1Ucz24N6enpyaSBN5OV0pNsTy/crtg9H7awpVn76uziLowYY2a0YDw6pL2678HEgTc1WiBprCASS2vNwP7ss8/yxRdfUFJSwrp16xg3bhy33norf/zjH2vDnHPOOdxzzz18/PHH+P1+TjnlFC666CKmTp1KVlYWe++9d9R99+3bl/vuu4/TTjutdtn+++/PSy+9VCdd4T788EOWL1/OO++8w4oVK7jwwgt54IEH6N+/PxkZGVxxxRXMmjWLHTt21DbNAlsz8I9//KPONg877DAeeOABqqur6d69e+3yYcOG8eSTT9YWnkIWLVrEO++8w3HHHVdnG7fffjuzZ8+mpKSEadOmRU0r2Fqoxx57jO+//772HI0aNYrhw4cDdvLAePvbZGZmMmjQIO655x6Kioq44447eO+992KGDwQCzJkzh7Vr1zJlyhQef/xxCgoKyMrKIj09Pa5trV+/vrbQp5RSSrVHwWCQskAZhf4itlRvo6CmkM3Vm9les4MifzEFNYUU1hRSEayMuY10VzqZngy6u7vRzd0NDx6WV64gQP0+t5G8Li83DJjAbunDkpiqrqtJM7CLSDrQB9hmjGle0bIdi3cG9oZqSJpaENEZ2FtfeP+NZPnoo49YtGgRs2fPxu12EwwGuf3222N2FG/rGdgnTZrErFmzameH1xnYW0dbz86r2oae965Hz3nifAEfW6q3sbpqDSsrV7O66ifyfJviapWS4e5O35Q+DE8bxsj0EQzxDqK7uxu9U3qT6cmoFz6eFi9Nea5r6/PeqWZgF5FDgNnAIdiRuI4DPhKRfsBLwD3GmPeTHst2ItoIVRC7hqSpBZFYdAb2lhXe3C1Zjj76aI4++ujazy6Xi9NOO42Kiop6tTLN1dyCiM/n4/TTT68tiCillFKtpTJQxZqqn/ipci35NdvZ4Msl15dHob+IYJReAt3c3cjy9KR/Sj96p2TTP7Uf/VP7kuXJIjulF1meLDLdGfWaPTeksRYvyX6uU1bchRGnIPIxsAl4Crg09J0xZpuIeIBLgE5ZGElNTaWoqIg1a9ZEfVjLpDvj3efzpP95qqkmlVTGu88nc1t31rEu4f2F2v/rg2Hn069fv5j9Mtr6vA8aNKi2NgSgvLy8wT4uSimlOob2Mpu4L+Bjc/UW1vs2sr1mOxt9eayr2sBGX27UJlJu3PRL6cuwtKGMSh/BqPQRDPEOjlqzkQyt9YJZ7ZRIzcidwCrg50B34LKI7z8FLkxSvNqdnJwc0tLSKCsri9o5G2CEeziXcAHz/As41/MrRriHN3l/JSUlAPTq1S5r1FQLaW/nvUePHuTk5LR1NJRSSjVDePOj2ZvmtOhDtT/op9BfxNbqbeT5NrGjpoC86k1sqd5Kfs12iv0lUddz42Z42lBGpO1G/9R+DPIOZFfvELJTepHaykPiRhZItCDSshIpjBwMTDfGlItItPYlG4CByYlW++N2u+nTpw99+vRpMNxQhnI0RzZ7f6G+A9pWv2vR866UUiqZYs0m3pyH6/JABaX+UnJ9eWz05bGtZht5vs0U+ovY7NtCDTUx1/XgoW9qH3b17kL/1L4MTB3ILt7BDEvblTR3WpPi0xJCBZL2UJvU2SVSGHEBDfUW6g/EHrZAKaWUUkq1msZmE48skJT5y1hV9ROFNYVUBX1sr95OcaCEwpoitlRvoSJQiS/oozxQEbUfR0iWpyd9U/oyyJtDv5S+9E/tx2DvQPqk9KGXJ6vBYXDbk72678HDw+5vPKBqlkQKI0uA47Ezsdfh9Bc5F/gqSfFSSimllFJNFM9s4nfn3ccvMn+Ox+VhddUacn2bGixkhKSQQq+ULLI8Pdk9fSR9Unoz2DuIXim9yEntTzd3cgdoUZ1bIoWR+4HXRORu4AVnWTcR2R87IeI+wK1Jjp9SSimllIqTL+Djn8WLeSr/+QabSwHU4Oez0i9qP6eQwvC0oQzw9ifdlUavlF708mTR09ODnNQBZHoy8bpSSXen62ziKmkSmfRwgYjcjB3a9/fO4jedvzXAjZ15WF+llFJKqbZUE6xhR00BlYFKSvylrPdtJL9mOyX+Ejb5NlPkL2ZbTX5ctRvhMt0Z/H7gTQxPH9rqncWVSqhYa4z5k4i8ApwN7I7tR7IKeNUYs74F4qeUUkop1WXUBGsodgoXudV55PryWF+1kU3Vmyn2lzQ6Q7gbN31SerO9ZkdchRKvy8tNOdeye7eRyUqCUglJuI7NGJML/LkF4qKUUkop1ekFg0FKA2Wsr9rAmqqf2OjLo8hfTH5NPpt8W/Djj7qeCxe9U3rT3d2N7u5uDPEOYkDqAHq4M8nxDqC3J5veKdl43d4Wm01cqWRLZNLDN7GTHS40xlS3WIyUUkoppTq4mmAN26rzya/ZTn7NdrZWb8O4V1JAAflrtlMdjN6fw4WLLE9P+qT0YRfvYIZ4BzHEO5iB3oH0ScmOuxmVziauOopEakYOAk4BCkTkJeAZY4yOnqWUUkqpLskf9LPRl0eebxMF/kI2V29hS/VWCmoKyfXl1a/hcDl/g7YwMMQ7mOFpQxmatiu9U7Lpk9Kbgak5pCdpvg2dTVx1BIkURgYDJwAXA5cAE0RkBba25Dmn+ZZSSimlVItaWr6s1SajqwnWUOIvpdRfypaabayuXMO6qvUU+AvZ6MujOhi7sUjflD70S+lL39Q+9E3pg3s7ZAez+cXIg8n0ZLRovEN0NnHV3iUymlYAWAQsEpEe2HlFLgb+ANwlIh9jCyYLjDEVLRBXpZRSSnVx4X0hmjuTOEB1sJpifwml/jIKagoo9Bex0ZdLrm8Tm6o3s7l6S4Pr90/px65pQ+idkk2/lH4M8ubQy9OLQd6cevNtmHwD0GoFkRCdTVy1Z00aJNoYUwI8ATwhIkOBu4HzgGOAUhF5GZhjjFmWtJgqpZRSqkuL7JQdb4Gk3F/ORl8exf5idvgLKKgpZF3VetZWrWeHv6DBfbpx08OTSYY7gz4pvRmeNpTd0oc5TaoGtnrBoql0NnHVXjV5xhoR6QOMA34DjAHKgdeAKmzBZLyIXGmMeSoJ8VRKKaVUFxZrdKjIAok/6KegppC1vvV8X/4/1lVtZGXlqphD4rpx09PTg0xPptNxvDd9U/owLG1XBqbmkOMdoHNvKNWCEiqMiEgK8EtsAeREwAssBi4H5hljSp1wtwKvAHdim24ppZRSSjVJY8PU+oI+7sybjQc3/iiFDg8ehqcNpZenF9kpvcj29GKwdyDD04YxILU/bpe7pZOglIohkaF9HwF+DfQGNgL3AU8ZY1ZFhjXGFInI08CzyYqoUkoppboOf9DP+qoNfFL8L94v/rjRyf6A2oJIlqcnOakD2Lf73gxPG4qkjyKjgzSnUqqrSaRm5BLgdWxNx/vGmMam9VzsrKOUUkopVY8v4MNUrmJL9RaK/SXkVW+i3F9Osb+EDb5cqoJVCW+zb0of7RuhVAeSSGFkoDGmKN7Axpi1wNpEI6SUUkqpziUYDLK1ZhvrqtazvaaAjb5c1latZ71vQ4ND4w5I7c+AlH78WLGcmhizkofzurxM6H95MqOulGphiQztG3dBRCmllFJdU2FNISsqV7OycjWrq9awvWYHxf4SKgLRR/0f6t2F3dKHk+nOZGDqAHp6epDhyWBQ6kCyUnoCjfcZAZ3IT6mOKtEO7P2By7CjZ/UCInt8BY0xxyQpbkoppZRqh4LBIAV+O8v42qr17KjZQa5vExur89hRsyPqOlmengxLG0q/lL4M8g5kF2f28UxPZqP7izWTeIgWRJTquBLpwL4H8E8gE1gB7A38CGQDg4DVwIYWiKNSSiml2kiZv4yNvjxyq/PYUr2N9VUbWF21hmJ/SdTw6a50Rqbvxqj0EYxIG84g7yAyPRn0cGficrmaHI9YBRItiCjVsSVSM3I3UA3sBRQDW4EbjDEficiFwJ+ws7IrpZRSqoMJFTo2VW9ma/U21vs2sK5qA9tq8qOGz3BnMNg7kGFpu9IvpS8DU3MY5B1ITuqAFhsqN7JAogURpTq+RAojhwMPGmPWiEhvZ5kbwBjznIgcDtwLHJfkOCqllFIqicoDFaytWsfS8mWsrvqJNVU/xazp8Lq8DPIOZIh3kDMZ4FCGenchJ3VAs2o6mipUIJm79XEm9L9cCyJKdXCJFEa6sbMZVqXzt0fY999gZ2RXSimlVAKWli9rkYfrQDDA1uptbKnZxtbqrayu/InllSvYXL2lXlivy8vA1AEM8Q6mb2pfdvUOYWjaLgxMzcHj8iQtTsmwV/c9dPhepTqJRAojucAQAGNMuYhsA/YHFjjfj2BnIUUppZRScQgfKWr2pjlNbnYUCAbI9W1iddUa1ldtZL1vA2uqfqI8yihWKaQw2DuQPbuNZvf0UYxIH07flD46E7lSqtUlUhj5J3AiMNP5/Cpwi4j4AA9wHTsLJkoppZRqxE+s44VNr9Z2yI63QFLsL2ZF5WpMxUpWVK4i15dLWaCcIPXnI8729GKQd2DtKFb7dNuTXdKGkOJKaEBNpZRqEYnkRHOA40Uk3RhTCUwGdmNn4eRj4OYkx08ppZTqlH5iHc+751EdrKmzPLxAMiC1P8srV7C6cg0bfLmU+EvYUVNASaA06jb7pvRhRNpwhqcNY7B3ICPSd6N3SnZrJEcppZokkUkPfwB+CPtcDJwkIllAwBgTveebUkoppepYWr7MFkRcNVG/9wV93JV3b9SaDoA0l5cR6buxe/pIJH1U7XwdWtuhlOpomp1rNWdmdhE5G7gAO4liX2At8DQwxxjjCws3HPgzcDTgA94EbjbG7IjY3v7YGpyfAyXAC8AUY0z0aV+VUkqpVhbqIxKrIBISKojsnjaC/TJ+xrC0Xenl6UV2Si+yPD21f4dSrcBfVkrp11/iLyrEk9WLzIMOxpPR+ESdKn4xCyMiMrYpGzTG/DOB4L/DFkB+D2wGDgFuBw4Afu3Eowe2CVi+sywDmA28KSKHG2OCTrhdgY+Ar4HTgcHA/UB/bIFHKaWUajOVgUpWVq5hzuaHo84iHssOfyFn9j6tBWOmlIoUDAbZsWAehYveArebYFUVrrQ08p9/il4nnUrvX53bJkNbd0YN1Yx8AjHqh6NzOeETGf/vl8aYbeH7FJEgcLeI3GqMWQ9cCQwE/s8YkwsgIhuBxcApwFvOurdia01+ZYwpc8L5gOdF5G6nmZlSSinVKgprCjGVK1lesQJTuZK1VesJEEhoG16Xlwn9L2+hGCqlYtmxYB6F775NsLq6dlmwqgqAwnffBqDPmb9udDvBQACKCiFFm1DG0tCROaqldx5REAn51vk7GFgPnAr8M1QQcdb7XETWAr9kZ2HkVODNUEHE8RrwdyecFkaUUkolXTAYpMhfzHrfBk2Ex2cAACAASURBVFZXrmFV5RrW+TaQX7O9TjgPHkakDWdk+m6ku7vx9o53qWmgqZbOLq5U2/CXlVK46K06BZFwQZ+PwkVvkXX8ybjcHvzFhfhyc/EXFVCdv42abduo3p5PoKyUmu3b8dRUE0z14v/TXDwZGa2cmvYvZmHEGPNpa0YkzFjAD6x0Pu8JvBgl3I/Od4hId2AosDQ8gDGmSkRWh8I1hd/vxxjT1NWbrLy8HKBN9q3ajp73rknPe8dRQw1b2EquaxOb2MIm12a2sT1qocIbTGUIgxka3IVdg0MYwiC85V6wp5tuVV5e7fZm1HVTgymc7z+blA1uDHpddBb6W+8YXEu+wYVt8hNLoLqan26YgMvfcN8vgEBGJv7Bu7Bq/Tpwt/4Eon6/v9X3mYgm1RmJiAvo53zcFuq30VwiIsBNwJPGmHxncTZQGCV4ATDM+X8v7DUTK1zvZMRPKaVU1xEgSBFFrHStYaVrNflsp5AiAq76Ta1SgynkMIBBwRyGMIhBwYFkk42H2J3Mh/p34eyK03it25t1OrOnBlO4IHAuwxnaIulSqssKBsHng7JSyN+Gq7AASoqhohxXeTmUlkBlhf2+puFChgvAX0PQmwbdukHvvgSzsqBHT8juTbBnFnTPgMwelDuFge5tUBDpCBIqjIjIKOAu4CRsR3KAMhFZBEw3zSjqi0gf4A1gA3BLU7eTbB6PB1tGal2hQ9kW+1ZtR89716Tnvf3I823m89J/YypWsqbqJ8oC5XW+d+FiUOpARqQPZ7e04QxPG8qu3iF0c3dLuDOrMYY9ECYNvqV2Bnavy8vEQdo0q7PS33rLCFRV4S8uwl9URPX2bdRsz6emqBD/jh0EqioJVFRQnb+NQEkJwZroTa8S5Ur10vusc8k+8dRGw7b1eV+yZEm7rh2JuzAiIgcBHwDdgX9Abb3xaOBM7Jwjxxhjvk40Es6IWYuATOBQZw6TkAJszUekbCA0tG+oRiRWuJ8SjZNSSqnOr9hfjKlYialcyTdl37G5ekud73t6ejAybTcOzjyIEenD6ZfSlzR3WlLjsFf3PZg48Cbmbn2cCf0v14KIUmGCNTX4S4rxFxfj27KJ6k15+DZvssuKCqneuqW2Y3k8XN40PJmZpA4chDdnICnZffD07Ik7I5OU7Gw8mT0IEmTDbbfG7DPixIyeh7d49+ouIdEZ2MuAg40xy8O/EJE9sMPqzgEOSyQCIpKGrREZARzujKAVbhnR+3zsCbwPYIwpF5F1keGcbY8Ank8kTkoppTqnbdX5/Lv0azb4NrKiclW9wkeGuztjMvbnwIz9GZk+otVmL9+r+x48POz+VtmXUm0tGAgQKC8nUFFOoLKCmh078OVtpGbHDgKVFfgLC6jeuoWaggKCvsYLGq6UVNw9epCS1YuUPn1I6duPlKxsUrKzcXfrjistjdS+/WyhIy09rjj2OulUO5qWr/4w3C5vGr1OPFk7oydJIoWRA4BZkQURAGPMMhF5BJiSyM5FxAO8hJ2k8BhjzI9Rgr0FzBKRQcaYPGe9X2D7iyyMCHe2iNxojAnVq/8KSIsIp5RSqgvJr97Of8r/y79Lv2JZhakzq7nX5WVU+gh2Tx/JXt32YM9uo3UyQdVpteQEfkG/n0BlBcGqKgJVVbapVMEO23Qqfxs1BdttU6riYmoKCyDeZkMuF54ePfFk9vh/9u48Ps7qvvf455lVGu2StXlfsI93G4PBQBIIhLAGMGtKE8hCKCRNbmh6L03T5ubepjchLSG0oWShWQppA0mBsAQIWcBsBoPxbh/vqzZrX0azP/ePkWXJlmSNLVmW/H3z8sue5zzzPL95jWzmN+ec3w9/eTn+8goCEybhLSjsPuYJ5Qx5z4/i5TcDHO4zEovhBAKQSlF4+ZXd43LiMklGDgKRAcYjXedk4iHgOuDrgNOVZByyo6v074+ALwK/McZ8g/QysfuAtzhc1hfgn4BPAE8aY+4HxpNuevi4tXZ9hnGJiMgoVhOr5Y32lbzXsYad0cMrdf2Oj6U5ZzE72zAjOJUpwcn4HNX/l7HtRBv4uakUqfZ2kuF2km1tJBoaSDQ1Etu7m86tW0i2tGS8F8OTHcITCuHJysJbUEigcgK+caV4srPSMxyl5fhLxuFkZY1Ic0HHcSi5/hYKL7vqiARumWZEhlgm/wL/ELjTGPNTa21jzwFjzDjSzQkfzvD+l3f9/n+7fvX0aeBn1tpWY8zFwIPA40Cc9EzHPT2reFlr9xhjLgG+CzwDtJFenvXVDGMSEZFRaEdkF6s63mN1xxr2xvZ3Hw86ARaGFrAotIDzcpeS49UHCTm9HKuBX7Kjg9yzlpJsT/fFSLa2kKhP98pIHKwj2dba36UPcxw8Wdk4wSCeYBBvQWF6aVRePr7SUnxFJfgKCvHm5+EtLMYTCAzXyx1S3pxcCi66ZKTDGNMySUaqSFdH32aM+QWwteu4AW4F9gDVxpjbej7JWvsf/V3QWjt1MDe21u4g3dTwWOe9B1w4mGuKiMjo1pJoZU14He+H17Izspu6xOHJ+WxPNmeFFrMsdykLQvOGfNO5yGiRaGul+bfP9Ttz4cZitP7hd7T+4Xf9X8Rx8IRCeHNy0xu9S9KJRWDCJILTzyAwfgKO3z8iMxgy+mWSjPykx5//so/xIuCnRxxzgX6TERERkcFqSbSyNrye6ngN68Mb2RHd1Wv/R5aTxYfyL+CsnDOZm23wO/4RjFbk5HFTKZItzUT37iHV0UH8YC2RnTuI7t1Nsrkp3V/jGHzlFQQnTsZXVIy3sBB/cQm+knH4y8rxFhTieLSXSoZHJsmI6peJiMigbQxvPqFyta7rUh2vZW14Pe93rGV958ZeyYff8TE3ew5nhhYxL3s2lYEK7f+QMSnV2UmyvY1EY3qvRry2hlh1Vbq8bVsb8eoDxyhDewyOQ/75H6T42huGLmiRQRr0v9rW2leHMxARERk7NoY3dzfyu6/6Ae6tHFwjv0gqyvrwBtaFN7I2vL7X0isvXhaE5jEtOIUZWdOZnz2XLC2/kjHCdV2SLS3Eqg+QaKgnumsn8boa4gfriNdUH/P5ntw8AhMm4isqwldQRHDaDILTphPesJaGJ/5zwF4cTiCAt6CvVm0iw09fIYmIyJDqmYgAx0xIWpOtvN3+Lqs71rKhcyNxN9E9luvJYWFoAYtDC1ics5B8b95Jex0iQy4WhaZGOqJh4jXVxKqqiB3Yly6B296GG+mnaKnPhy+/AG9hEb7iEvxlZQQqxuMrLsYTysFfXtlvhSdvbi4Nv3xs4LhSKXKXLhv4HJFhomRERESGzJGJyCE9E5IzsqazNbKDTZ2bWRNex+7o3l7Lr2YEp3NWzmIWhOYxIzhNfT9kVHETCWK11SSbm9MzHVX7iVVXEdu3B29duslmf/McnuxQenZj3DgC4ycRnDQJ37gy/OUVx119ypuTqwZ+ckpTMiIiIkOiv0TkkJgb45tV38HBIUWq+7gXL/NDc1mWu5QzQwsp9Gm5iJzaUtEIsQMHiNdWk+xoT3cMr60lsmMriab+N4y7Hi8UFxMqK8dfVkGgcjyBiZPwl5biyckdluZ9oAZ+cmpTMiIiIifsWInIIW7XfxX+cpaEFrMgNJe52bNVelcyNqzdxFMpUpEIydZmYgf2E6+tJdHSRKKujlhNVXoPR38VqhwHX2kZ/nHpBCMwfkJX0jGZ3W1t4PUxwZghiXOw1MBPTmVKRkRE5Lh1pjppSDTyYM2/HTMR6SnhJrit9M+GMTIZq060mzikE5n4wToSBw+mG/y1tpCKdJKoqyO6ZxeJpsaBy+F6vQQqKvFXTsBXUIAnNw9/WTnBKdMIVFTi+Pr5eGXt8b/wIaAGfnIqGnQyYowps9bWDWcwIiJy6nJdl62R7azqeI9tkR0cjNfTmGzK+DoBJ8DdZXcMQ4RyOjhWN3GAoquXk6g/SLKtlURzE/GaahItzSTq6w/33jgGJysLb04ugcoJ+CvH4ysoxFdWhr+sguCEiTh+9bERGQqZzIwcMMa8APwceNZaO/ivwEREZNTqTHXyettbvNTyB/bHDvQa8+Gj1D+OIl8hRd5C3m5/lwSJfq6UTkQGW+ZX5EjJjnaaX3iu354abixG0zNP0fTcbyCV6vMcACcYxF9Sir+8Am9+Pt6CQjzZ2fgKiwhOmYa/vALH6x2ulyEiPWSSjHwP+DPgaqDJGPNL4OfW2neGJTIRERkRbcl21obXsy68gd3RPVTFaroTjDxPHhfmX8C87LlMCFRS4ivG6xz+0HbxAHtHlIhIplKxGLGq/enlU3t307H63cE190ul0olGXh7e/EL85RXp/hvjygiUV+AfP2FYNoqLSOYyaXr4P40x9wKXArcBtwN3GWO2kp4tecxau394whQRkeHUmGjizbaVvN3xHtsjO3qV2nVwMFmzuKzgEs7OOZOAp/8So/NCc7i38p6jEhIlIjIYyfY22t95i8iO7UT37CJWdWDAGY7+FF1zPSXXq0KUyGiQ0QZ2a20KeAl4yRiTC9wEfBL4R+Cbxpg/kk5MnrTWdg51sCIiMjRc12VLZCt/bH2V3dG97Isd/i7Ji5e52bNZHFqAyZ7F+EAlIU/2oK99ZEKiREQOcV2XVGcnyeYmEo0NRHbvJLZnN/HGBuJ1NaTa2no/wXEIjJ+Iv7wcf8V4Up2dtL25os9+Gd1PCQbxFZcM8ysRkaFy3NW0rLXtwE+NMe8Afw/cDHyk69f3jTEPAd+01vbTTlRERE621mQbf2p9lRWtb3IgXtV9POgEmB+axwW5y1iSs4gsT9YJ3edQQvJw3SPcXXaHEpHTjOu6JFtbiNfW0LFmNfHqqvRyq6Ym3Fi0/yd6vYTmzCfnzLMITJxEcNqMXs3+kh3ttL3x6sA3VzdxkVHluJIRY8w44FbSy7XOBDqBx4CfAlHgbuCrwDTgz4ckUhERyZjrulTFq1nTsY53OlazNbKtewlWnieXi/Mv5OzcM5kSmDzg8qvjMS80h+9PvX9IrymnHtd1iddWE9m+jeiunXRu2Ui8rrbfvR1OMIivoBBvYRHByVMJTp2Gv7QMf1k53oJCHI+n33upm7jI2JNJaV8/cA3pBORywA+8CdwJPGGt7Tm3+qYxZgfwlSGMVUREBiGSirAuvIE1XZvQ6xMN3WNevCwIzeOjBRezMDQfn6N2UzJ4qWiUeF0NsQMHiO7eSWz/PiK7d5JqbzvqXE9ODr6iErJnzyVr+gwCU6biKyrBGwqdUAzqJi4ytmTyf6FaoACoAv4Z+Jm1dtsA528B9NWEiMgwc12XfbH9rA1vYG14PVs6t/Yqr5vvzWNhaD5LQotZnLMwo/0fcnpy43ESTQ10brXE9u8j0dJMbO/u9IbyPpoBevMLyDpjFlnTzyDrjJkEp0zDkz08P2fqJi4ytmSSjLxEehnWy9baAdqSpllrfwn88ngDExGR/sVSMd5oX8nb7e+yJ7qXpmRz95iDw8zgDJbkLGJRaCFTg5PxOP0vfZHTl5tKkaivI7p3L5HtW9MVrKqrSLY0992B3OPBX1GZbvw3dVp6mdWkyfhKy056qVx1ExcZGzIp7ftnwxmIiIj0rznRzJbINjaEN7Ento+90b1Ee5TOLfQWsDA0n8WhBcwPzSPfmzeC0Uqmkh3tR3zLfy7enNwhu34qEiG6eyeRnduJ19WSbGkmVnWAeF1t30mH4+ArGYe/opLsOfPwFRTirxxPcPLUXhvKRUROVMaLhY0xc0g3PpzWdWgX8Ly1dtNQBiYicjpLuSl2RHfybscaNoQ3siO666hzJgUmcmXhR5mZNYMJ/vFq4jYauS4NTz5+eP9DNIoTDFL/i59ReMXVFC+/eVDvq5tKkWxrJdFQT6K5mURjA4nGBmJVB4gd2Eei/mDfSQfgLSomMGFieonV9BkEJk7GV1iE49N+IhEZfplsYPcBDwF3AEf+y/htY8y/A3dba5NDGJ+IyGmjM9XJpk7LyvZ3WBfeQEuytXss4ASYFpzKmaGFnJE1nUmBiRT48kcwWhkKzoo/0vzuyl6Vp9xouvRt84vPA1By/S2Hx5JJEs1NxPbuJrJzB9F9e0k01BOvqRq4M7nXS3DiZIIzziAwfiLe/HwCleMJVIzH8fuH58WJiAxCJl97/APwOeA/ge8Btuv4bODLwGeBBtIlfUVEZBBq4nWsdFax1dnOnp37e208H+cr4aycxSwKLWBe9hyCnuAIRipDrrMT5503cROJPofdWIym558hlUiQrK8nun8v8ZrqfjuSe3Jy8ZWMw1dUhK+wCF9JKf6ycgKTJhEoq1DSISKnpEySkU+R7qz+iSOOrwL+3BiT3XWOkhERkX6EU51sDG9ibXgDq8NraUw0QtfecgeHGcHpLMlZxDk5ZzMxoKVXY5GbTBI/WIvz5op+l051SyZp+e2zvQ558wsITJhIcNp0glOn4x9Xir9i/AmXzBURGQmZJCN5wO8HGH8Z+OiJhSMicurbGN6cUWfxPdF9rO5Yw7rwBrZGtpPk8GrWHE8O0xKTmcUZXD7jo9p4PobEG+qJ7tlNvKaaRFMjiaaGdCfy2hpIJBhsfbOsmYb8Cy8mMHESgfETtYFcRMaUTJKRt4GzBxg/G1h5YuGIiJzaNoY3c1/1A8TcGPdVP8C9lff0mZC4rsumzi083fQc6zs3dh/34MFkzeyqfLWQacEpbNuabtmkRGR0SnV2Et2/N71pvKGeRFNjukzurp39PsdXMo54MgktLThu38uuIN2tPO+CD5H/gQuHI3QRkRGXSTLyBeBlY8z/BR601jYAGGNKSO8ZubTrl4jImNQzEQGOSkhc12V3dA9bItt4o+0ttkfTH0aznCzOzzuHRaEFzM+eS45XjdlGIzeRIF5XS+fmjcQbDhKvqyNedYBYdd+NAJ1gkKyZhkDlBHzFJfiKivCXVxCoGI8nOxu7Zg2e7/8zJPpPRkilyF26bBhflYjIyOo3GTHG9PWVThD4GvA1Y0xT17Girt8bgN8CM4Y0QhGRU8CRicghMTfGt6vuZ1HOAvbHqqiJ13aP5XpyuKLwo1xWcAm53qHrGSHDI9XZSSrSSaqzk1j1gfTyqtYWEnW1xA8eJF5b3XfFKq+X4MRJ+MaVdm0gLyZQOYHsufMHXlKVnY17zvl43l2JG4sdNewEghRefqW6iovImDbQzMhe4Jid1kVExrr+EpFD4iR4t+N9IN18cG72HJbkLOLsnDPJ8mSdzFDlGFLRSHpGo7qKRGsLqY72dDPAXTtJNjcd8/m+0jKCU6YRnDIVf8k4/OMnEqioxJN1fO+z+6GLKRxXcrjPSCyGEwhAKkXh5VdSvPzm47quiMho0W8yYq296CTGISJySjpWItKT3/Hx+fI7WRiadxIik4G4qRSx6gNEtlkiWy2xA/vTTQGbGvutYOX4/XhycvEEg/hLy/FPmJDuPF5ahq+0DH9p+dDPUjgOJdffQuFlVx3RgX2ZZkRE5LSg9qoiIv1wXZd/rf3BoBIRgLib4Ed1P+H7U+8f5sikJ9d1SRyspXOrJbpnF/HaWiI7tpLq6Dj6ZK83nWiUl+MrKsGbm4u/rJwsMwd/aRmOZ7A1roaWNyeXgosuGZF7i4iMJCUjIiJHSLpJ3mp/m2ebXqA52TLo5wWcAHeX3TGMkQlAKhYjXlNN59bNRLZuoXOr7XOJlbeomOyZhqxZhqypM/AWFOArLFLzPxGRU4iSERERIOEmWBfewMr2VWwIb6Ixmf5wm+fJY3b2LNaE1xF3+9i83CXgBPot8ysnJt5QT3jtaiLbtxHds4vYgf1HnePJzUsnHjNm4isrI2v6GfhKxqlppIjIKU7JiIictsLJMDuju3ml9TVWdbxHtMdyrEp/BdcUXckH8s7D7/gH3DuiRORoyY72I/ZAnIs3Z3AVxdxEglhNNR3vv0v7qreJ7d3d+wSvF19xCVlnzCJ71myyZ83GXzl+xJZYiYjI8VMyIiKnjc5UJ6s71rI+vJFtkR1UxatxexQNnByYyHm557IotICpwcl4nMMfbueF5nBv5T1HJSRKRHpzXZfGp544XB0qGsUJBqn/xc8ovOJqipff3Gu2IhWLEd27m3h1FeFNG4ju2kG8tqbXJnMnGCQ0fyGheQsITplGYNIUdSEXERkjlIyIyJgWS8XY3Gl5q/0d3mhf2WuplQ8fk4OTmJtt+GjBJZT5Swe81pEJiRKRozU+9QTNLz7fqx+HG40C0Pzi8yQaG8k2c4ju25PuUr5nNySTvS/iOHgLiwjNX0jO4rMILVys5ENEZIw64WTEGHMR6caHf7DWtp5wRCIiJ8B1XfbHDrAuvIF1nRvY1Gl7JSAmayZLc5ZgsmcxNTgZv5PZZuZDCcnDdY9wd9kdSkR6SHa00/zCc303BgTcWIy211+l7fVXDx90HAITJ+OvqCB71myyps8kOGWqNpmLiJwmBp2MGGP+D/BBa+3FPY49B1wBOEC1MeZ8a+2eoQ9TRKR/KTfF+vBGXmt/k43hzTQlm3uNTw1OYVH2fC7K/yCVgYoTvt+80ByV7+1D+6qVcKwN445DcNoMchadSdaMmWTNOANPdujkBCgiIqecTGZGbgJePPTAGHM1cCVwH7AW+Bfg7wHVtRSRYZdwE2yP7GRNeB3vtL9LVbyme6zQW8DC0HwWhuaxIHs+Bb78EYx0bEo0NRLZuYNE/UFiB/YTPbCP6O6dRy+56kPOojMpvvaGkxCliIic6jJJRiYCtsfj5cAOa+1XAYwxs4FPDV1oIiK91cbrWBvewPrwBjZ0bqYz1dk9Vuwr5tL8D7MkZzGTAxNV0nWIJZqbCK9fS3j9WiI7tpFoqD+u6ziBAN6CwiGOTkRERqtMkhEHepSdgUuA53o83guUD0VQIiKHJNwEr7e9xfPNL7Ev1ru/xHh/JQtD8zkztJD5obl4He8IRTm2uIkEyfY2YtVVRLZvpWP1KqK7dvY+yecje6bBX1ZOYPwEApOn4i0qYv/f39vvnhEAUilyly4b3hcgIiKjRibJyA7gUuBHxphlwCTgdz3GJwCDb1UsItKPSCrCvth+VrWv5vW2t7obEOZ4QszPntu1BGs+pf5xIxzp6Oe6LsmWFiLbtxLZZuncsononl1Hnef4/WTPnU9o3gJC8xbiL6/A8R39v5DCK65OV9OKHd2PxQkEKbz8Srw5OcPyWkREZPTJJBl5GHjYGLOOdCKyF3ipx/gFwIYhjE1ETiMdyQ7WhTeysv0d3u14nySH9x5MDEzgmsIrOT/vXHyOKpIfL9d1iddWE9m+raub+U7iBw+Sam/rfaLj4M3Nw1daSnDSFEILFhNasAhPMHjMexQvvxngcJ+RWAwnEIBUisLLr+weFxERgQySEWvtD40xMeBjwLvAt621UQBjTDFQCvzbsEQpImNSW7Kd9eGNvNuxmvc63u/ugO7gMDEwnnnZczg3dylzsoz2gByHREsz0V07ie7dQ3TvLqK7dva518MTyiEwaXK6o7mZQ/bsucfd18NxHEquv4XCy646ogP7Ms2IiIjIUTL6itFa+1Pgp30cbwTOGqqgRGTsaku283b7Kv7Y+io7o7t7jc3KOoOlOUs4P28ZJb7ikQlwlEkvs2omUV9Psq2VWPUBont2pzeZ1x886nxPXl66n8eMWWTNOAPfuFJ8xSVDnux5c3IpuOiSIb2miIiMPRmvdzDG5AHLgDLg99ba2iGPSkTGlHCqk6can2FrZAc7IjtJkAAg6ASYGpzK0pwzOTtnCRUB1cAYiJtKEdu/j+ieXcRra4ju30d0xzaSbX33m3WysghOmUZwytT075OnEhg/Acerjf4iInJqyCgZMcZ8BfgGkEO6stalQK0xppT0HpIvW2t/ONRBisjoE051siG8iTXhdaxqX01bKr0vwcFhYfZ8Lshbxnm55xDwHN9yoNOBm0gQ2b2TyNYtdG5Nby53I51HnefJDuGvqMCbm4e/rJzglGkEJk8hOHkqjsczApGLiIgMTiYd2D8F/BPw38BvgX8/NGatPWiMeRa4HlAyInKa2hc9wNsdq9jUuQXbua3XJvTpwancUHwdM7Omk+9VE8KjdLTT/s5K4vV1JFtbiOzaSXTn9qPK5PpKxpE1Yyb+ikr8pWVkz56Lb1yp9tSIiMiolMnMyD3AC9bam4wxJX2Mvw98fmjCEpHRojHRxB9aXmFVx3vs7dEHxIMHkzWLxaH5nJmziCmByaP6A3Oyo/2IDdnn4s3Jzfg6ruuSaKgnXltDvKaayPateDZvwmlupKaP8wPjJ5I1y5A105Bt5uAfV3riL0ZEROQUkUkyMot0ed/+HCRdUUtERrmN4c08XPcId5fdwbzQnKPGXddlbXg9f2h9hdUda7tnQEKebJblnsOi0HzmZc8l1zv6qye5rkvjU08cLlUbjeIEg9T/4mcUXnE1xctv7jfJSsViJOoPEquuIl5TRWTndiLbt5Fsae51ngO4Pj+hM2YSmDIVb24ewYmTyDpjFt48zSKJiMjYlUky0gHkDTA+HWg4sXBEZKRtDG/mvuoHiLkx7qt+gHsr72FeaA6RVIS14fWsD2/kvY41NCXTH6g9eDgn5ywuzr+QeaE5+B3/CL+CodX41BPpJn49lku50SgAzS8+D0DJ9bcAkGhsoHObJbJtK5Ed24ju2wOJxFHX9OTkEpw0GV9xCVkzZlLjC0BZGRPmzD0Jr0hEROTUkUky8hrw58aYfz5yoGvZ1mfp3QRRREaZnokI0J2QXFn4Uf7UuoKW5OGqTUXeQj5S8GEuzr+QIl/hSIU8rJId7TS/8NxR+zYOcWMxmp77DbH9+4nu2XV0Dw/HwVdaRqC8En9FJcEpU8maOQt/eWWv2ZQaa4fzZYiIiJyyMklGvgG8AawAftF1bJkxZhHwV0A28M0hjU5ETpojE5FDYm6Mp5ueA9Kd0M/NOZslOYuYHpw2qveADEb7qrfhWNWoUik6Vq8C0lWtP+0skAAAIABJREFUss6YSdbM9B6P4OQpx7WvRERE5HSRSQf2tcaYjwI/5nCn9UPJhwVustZuHeL4ROQk6C8R6cmHl9vH3cqC0LyTGNnIcFMpYvv20rH63e4lWQPJWXI2xctvJjBhokrpioiIZCDTDuxvAvOMMQsBQ3rf5XbgfWutOwzxicgwG0wiApAgyT9VP9i9h2QscV2XeNUBIju20Wk30/H+e6TCHYN6rhMMElp4JsFJk4c5ShERkbEn4w7sANbadcC6IY5FREbAw3WPHDMROSTmxni47hG+P/X+YY5qeLmpFNG9e4jYzXRu3Uzn1i2k2tp6neMrLSNr2nTa31sFyWQ/VwJSKXKXLhvmiEVERMam40pGjDE5QDHpmZFerLV7TzQoERl+KTfFq22v4xz917hfASfA3WV3DGNUwyMZDhPZbonu3k1ku6Vzqz2qk7m3sIjsWYbglGnkLFlKoHI8AA1PPp6uphU7OmFzAkEKL78Sb87oL2EsIiIyEjLpwB4Avgb8BQP3E/GeaFAiMnxSborVHWt4qulZdkR3AZDryaEzFenVMf1IAScwapZoJVqaiWzdQufWLUS2biG6dw+4vVeS+krLyDZzun7Nxlda3ueG/OLlNwMc7jMSi+EEApBKUXj5ld3jIiIikrlMZka+RzoReQZ4FWgalohEZFi4rstrbW/yZNMz1MRrASjw5nNryc1ckLcM27mt370jp3oikopEiOzcRnjtGjrWriZeU937BK+XrGnTCU47g6wZZ5A9aza+4pJBXdtxHEquv4XCy646ogP7Ms2IiIiInKBMkpFbgJ9baz8zXMGIyPA4GK/n0fpf8k7HuwCM85VwZeFHuTj/IrI8QQDmheZwb+U9RyUkp2IikmxrpXPLZjq3bSGyzRLdsxtSqe5xJxAk64yZZJs5ZM2aTdb0M/AEgyd0T29OLgUXXXKCkYuIiEhPmSQjAWDlcAUiIkNvd3QPTzc9x6r21SRJEnQC3DbuVi7K/yBe5+gVlUcmJCOZiLiuS7K5iVhNNbG9u4nu3kWsaj+J5maSrS29l105DsGp08maMZPcc5aRNWMmju+4tsSJiIjISZTJ/61XAGcDPxqmWERkiFTFavhFw+O81/E+AB48fCDvPD5efCPj/AMvTzqUkDxc9wh3l91x0hIRN5UiunsnkR3bCW9YR2TrFlKd4b5P9njInj03PfMx06RnPrKzT0qcIiIiMnQySUa+APzBGPOXwA+ttfFhiklEjoPruuyK7uG55hd4u/3drpmQIBfnX8jHiq6g2Fc06GvNC805KeV7k+3thDesI7zufcIb1qVnPHrw5OQQqBxPYMIkglOnE5g0GX9xCd68fBy/f9jjExERkeHVbzJijNnZx+Fc4EHgu8aYajiq9I5rrZ0xhPGJyDG4rsvmiOXR+v9iV3QPAA4OF+d/iJuLr6fQVzjCEaZ1z3xs30qs6gDR3buI7tnVa7mVr2Rc92xHzuIleAuL+qxwJSIiImPDQDMjewF1VRc5RUVSUV5ve4sXW15mf+wAAHmeXC7IO4/LCz5CRaB8hCOE6L49dLy/mnhtNeH1a4+a+cDrJXvWbEILFxNauJjA+IlKPkRERE4j/SYj1tqLTmIcIjJIKTfFm+0r+c+GX9OYaAQg35vHJfkXsbzoYwQ8gRGNL36wjrY3VtC+aiWxA/t7jflKxhGat5DAhIkEp04jOHmq9nqIiIicxlRuRmQUWR/eyC8anmB313KsqcEpXFV4GeflnoPPGZm/zm4qRWTrFjrWvk947fvEqg4nIJ5QDrnnnEdg4kSyZ88jMEEzHyIiInJYJh3YPw5cYa29vZ/xnwHPW2t/NUSxiUiXrZ3b+Vn9Y+yM7gag2FvETSXLuTDvA3gczwldO9nRfkQzv3Px5uQO+BzXdencson2t16nY83qXsuvPNnZhBaeSd4HLiQ0Z55K7IqIiEi/MvmU8CVg4wDjUeB/AINORowxE4G/Ac4BFgEBa61zxDlTgV19PL3BWjvuiHNLge8CV5N+bX8AvmSt3TvYmEROJeFkmGebX+DZphdIkCDHE+JjhVdyReGlBD0n1sTPdV0an3qC5heeA48HNxrFCQap/8XPKLziaoqX39xrFsNNJIju3kXbqrfoeG8VifqD3WO+caXknn0uoYWLyZ41WwmIiIiIDEomnxjmAI8NML4GuDHD+5/R9ZxVwDvABwY49xvASz0e9yotbIzxAM8DJcDnSCdH/5d0OeKF1trODGMTGVGvtr7OLxoepzXZBsBHCy7mEyUfH7I9IY1PPUHzi8/jxg//VXKjUQCaX3yeVCxOaPYcOrdaItst0Z07cROHz/UWFJJ/4cXkLl1GYOIkLb8SERGRjGWSjPiBgXaahoCsDO+/wlpbAWCM+TsGTkZ2WGsH6gC/HFgKnGOtXdV1zbXADuCzwPczjE1kRHTSyb/V/pgVbW8AYLJmcmvJzZjsmUN2j2RHO80vPNcrEenJjcVoefE5Wl58rtdxX2kZOWeeRe7Sri7nnhNbIiYiIiKnt0ySkU3Ax4D+OqFdA9hMbm6tTWVy/jFcDWw/lIh0XX+vMeZ10nErGZFT3l7282vPb2hpayXgBLh93K1cnH/hkM86tK96GwaRSPjKKsg751yyZs4m64yZx9xLIiIiIpKJTJKRHwCPGGN+CvydtfYAdO/7+CbpWY3PD32I3R7o2iTfCvwOuNdau6fH+Fz63tOyiXSiJHLKqo838ETjk7zmeQPXgSmBSXyh/E4mBycN+b1c1yWyfWv3kqz+OeRf8EGKr71hyGMQERERgQySEWvtT4wxS0gnHLcZY1pJN0UsABzgB9baHw5DjFHgYdIJSCPpje5fA940xiyy1tZ3nVcEbO7j+U1A8fHePJlMYm1GEz5DIhwOA4zIveXkiRJjhfMmK51VJJwEHjycG13CpcmL6dwdxmY22Tiw1hactatxNqzFaW465umu30d9JMJB/QwOO/19Pz3pfT/96D0/PY30+55MJkfkvoOVUckba+1fGmN+CdxMevM5wDbgCWvtG0MdXNc9q+k947LCGPMa8C5wN/APw3FfkeHk4rLW2cAfnRW0OK0AzEvN4YLwORS5hfh83iG4SQqqq3F2bsPZsQ2nR/8PNycXwmEcd4CVkq6LO3veicchIiIi0o+M629aa18HXh+GWDKJYY0xZitwdo/DTUBhH6cXkZ5ROS5erxdjzPE+/bgdyp5H4t4yvGridfyg9hG2RLYCMD04lU+XfpKZWTNO+H2PN9TT9sZrxPbvIbx5I6m2tu4xJxAgZ9ES8i+8mOy582l8+lfpalqx2FHXcQJBii6/kpJFi48rDsmM/r6fnvS+n370np+eRvp9X7NmzSk9O5JJ08OdwJettc/0M3418C/W2ulDFdwguD3+vBk4v49z5tL38i2Rkyrlpvh96ys83vBrOlJh8r153FpyMx/Ku+CEGhemOsN0rFlN64o/0bllE7iH/1r4xpUSWrCI0PxFhObOx5N9uCBe8fKbAQ73GYnFcAIBSKUovPzK7nERERGR4ZLJzMhUYKBSOrnAlBOKZpC69q7MAn7R4/BzwO3GmLOste91nTeJ9Mb6vzoZcYn0Z214A4/W/xf7YwcAWBJaxBfK7yTHm3Pc14zVVNH82+doe/O1w/0/fD5yzzqH0LwFZM00+Csq+63E5TgOJdffQuFlVx3RgX0Z3pzjj0tERERksDJdpuUOMDYLaBtgvE/GmEONEucd8Xi3tfZdY8yhUsJvkV5utRD4W+AA6Y3thzwFrAYeN8bcy+Gmh3uBf880LpGhUB9v4NeNT/NK22sAFHkLub30Vs7NWXpc5XrjDfWEN6wjvOY9OtasTs+COA5Zswy555xH3vkfwhsKZXRNb04uBRddknEsIiIiIidqwGTEGHM7cHuPQ39njPlcH6cWAQuAF44jhl/18/jnwKdIl+v9PPAZ0rMvtcAzwNettd17Qay1SWPMFcADpJMPL/BH4Hprbfg44hI5bik3xTNNv+VXjU+RJIkXLzcUX8s1RVficwb/HYCbShHZvpWO91YR3rCW2IHDm9Dxesm/4EIKr/wYgYrKYXgVIiIiIsPrWJ+KCoFpXX92gVLSndZ7coEO4FHSJXczYq0d8Otha+1PgJ8M8lp1wJ9nGoPIUKqJ1fKDun/v3qC+LHcpNxffwPhAxeAu4LpE9+2l9ZU/0LbydVIdHd1DTlYWoTnzCS1YSM6SpfgKi4bjJYiIiIicFAMmI9baB4EHAYwxKdIb2P/zZAQmMtq4rstLLb/nFw1PEHfjFHjz+Yuyz7AkZ3AVqVLRKM67K3HWrmZfXW33cW9hEXnLzidn8VlknTELx5dxETwRERGRU1ImTQ+Pv9yPyBjXmmzjB7WPsDq8FoALcpfx6dJPkOsdqOZDWqozTMsfX6b5pd/iaW0BwJOXR+6SpRRcchnBySelLoSIiIjISaevWEVO0OZOy7/UPExTspkcT4i/KPsM5+SePeBz3Hic8MZ1tK96m47V75LqTG9rcivG4557ATOuvgbH7z8Z4YuIiIiMmH6TEWPMLiAFzLbWxrseD1RNC8C11s4YygBFTlWxVIxH63/J71v/hIuLyZrFF8v/gnH+kn6fk2xtpeHJJ2h/+w1SnZ3dx7Nnz6XwqmvZ7w+C4ygRERERkdPCQDMjr5JOPlJHPBY57e2K7uFfa35AVbwaDx6uK7qaG4uvw+t4e53nJpN02k3E9u2jY937dG7eCKn0X6nApCnkLj2X0MIzyZraVSeiq0uriIiIyOmg32TEWvupgR6LnI4SboJnm37LU03PEXNjVPjL+XLF55ka7L2vI7pvD62vvZJuJtjUeHjA4yG0aAkl199McMrUkxu8iIiIyClGe0ZEetgY3szDdY9wd9kdzAvN6T7uui6rOt7jvxp+TXW8BoAL8z7AZ0o/SdATBCAVi9G5eSPNL79A54Z13c/1lZYRmjOPrFmzyVl8Ft7cY29qFxERETkdDDoZMcZUkV6qtQJYYa3dOGxRiYyAjeHN3Ff9ADE3xn3VD3Bv5T3MC82hOdHMQ7U/Zn1n+ke+wl/OZ0o/ycLQfAASLc20/PFlWn7/YndPECcYJP8DF5F73gVkzZh5XN3WRURERMa6TGZGfgd8CLgFcI0xjcBrpJOTV4E11lrtKZFRqWciAnQnJB/J/zCvtK0gnOok15PDTcXLuaTgInyODzeRoPml52n8zZO4sSgAgYmTyD33fAouvhRvjmZARERERAaSSZ+RTwEYYyYBFwEXkk5OriO9sb3VGPOGtfbqoQ9TZPgcmYgcEnNj/LblJQAWZM/jc2WfosxfCkB4wzrqH/8FsX17AAgtWETR1deRbeYgIiIiIoOT8Z4Ra+0+4FHgUWNMFnAD8DVgNnDF0IYnMrz6S0R68uHj2qKrKPOXkmhtoenZp2h5+cX0WGkZZbd/ltD8RScrZBEREZExI6NkxBiTDZxPelbkQuAcIABsBX5MermWyKgwmEQEIEGC7xz4Ln+xaS6Vv9tEqqMdHIfia2+g8Iqr8QSzTlLEIiIiImNLJhvY3wDOBrzARtJ7Rf6V9Gb2uuEJT2T4PFz3yDETkUNiToJHJ6zlrzuiZM+ZR8mNHydrxsxhjlBERERkbMtkZuQ80g0QfwU8CbyqJERGs7vL7uDb1fcTdxPHPNcfh9vqzmbi168kOG26qmOJiIiIDIFMkpHLObw861HAb4yxpJdmvQq8Yq2tGfoQRYZe0k2yqXPLoBKRQMrL/xz/JRbM0b4QERERkaGUSTWt35Eu70vXxvXzgQ+STk5uA7KMMdustbOHI1CRoVIfb+Bfa3+AjWzDwWFZzjm8F36/zyVbASfAvRPv6dUAUURERESGxnF1YLfWRowx24DxwCRgGjAF0CJ6OWW1Jtv4U+sKnm36Le2pDoq8hXy+/E5m7E6xcMV2fvKheuKBw8uvAk6gu/GhiIiIiAy9TDawT+PwMq0LSScfDtBEuvnhv6BqWnIKcl2XN9pX8rO6x2h30x3S50XGc3fh7SQffZmqt15nEnB7Wz7/cW2SmCepRERERETkJMhkZmRH1+8HSVfS+m7X7+vVeV1OVZFUlJ8c/A9WtL0BwLS9Lh94I86s3XtoTv7v9EkeD0UfW870Kz9GZXIXD9c9wt1ldygRERERERlmmSQjnyddQWvzcAUjMpSqYzX8c/W/cCBehT/mctXvEpy1JkmvOliOh/wPf4SS5TcBMI85fH/q/SMSr4iIiMjpJpMN7D8YzkBEhtKBWBXfqrqf+kQDpfUutzwZo6Kujwk8N0Xbij9Rcv0teHNyTn6gIiIiIqcxz2BPNMYsMMbcfMSxi40xrxhj1hpj/tfQhyeSue2Rnfz9/n+gPtHAtOg47n6MvhORQzwe2letPHkBioiIiAiQQTIC3AfcfuiBMWYC8BtgHuAHvmWMuW1owxPJzMr2VfyfA98inOrk7Jwz+cudZxNojw74HDcWI9nSfJIiFBEREZFDMklGlpDesH7InwNeYLG1di7wAvCFIYxNZNASboJnm17gwZp/I+7GuSjvg3y54gtkJY69EtEJBPAWFJ6EKEVERESkp0w2sBcCtT0eX0F6Q/uBrsfPAt8eqsBEBiucDPNP1Q+yOWIBuKX4Bq4rupqOVW/T9MIzx75AKkXu0mXDHKWIiIiIHCmTZKQemAhgjMkBzgO+1mPcn+H1RE5Ya7KV/1d1P7ujeyjyFvLZ0ts4O3cJLX/8HQcf/Sm4Lv4Jk0gcrMWNHd1h3QkEKbz8Sm1eFxERERkBmSQPK4C7jTGbSM+K+IGeXzvPAg709USR4XAgVsV3qr9HbbyOCn85fzv+rynzl9Lyx5c5+B8/AaDoY8spWn4TTU//iuYXngOPBzcWwwkEIJWi8PIrKV5+8zHuJCIiIiLDIZNk5GvAy8Cvux7fZ63dBmCM8QI3kl6qJTLstkd28q2q++lIdTAtOIV7K++h0FdI28o3OPhoOhEpueUTFF1xdfrP199C4WVX0b7qbZItzXgLCsldukwzIiIiIiIjKJM+I7uMMbOBuUCLtXZPj+EQcDewdojjEzlKVayG71b/Kx2pDs4KLeaLFXeT5QnS9tbr1P7oIXBdSm76s+5E5BBvTi4FF10yQlGLiIiIyJEy2uNhrU0A6/o43ka6zK/IsNoT3cc/HPg27akOTNZM/qryi3gdL21vvk7tj9OJSNG1N1B45TUjHaqIiIiIHIM2nMuo0ZRo5jvVD9Ce6mBxaCFfrvgCXsdL6xsrqHvkYXBdiq+7keLrbhzpUEVERERkEJSMyKgQSUX5p+oHaUg0MjPrDP6q4i8JeAK9E5HlN1F87Q0jHaqIiIiIDJKSETnlRVIRvlP9PXZGd1HmK+V/Vn6JgCdA+6q3Dyci199C8TXLRzpUEREREcmAkhE5pYVTndxX9V1sZBtF3kL+ZvxXyPfmE9m+jZof/Ev3HhElIiIiIiKjj6e/AWPMd40xZ/Z4PNkYk31ywhKBjmQH3zrwz9jINop9xfzvCV9lfKCC+ME6qh78DiSTFFz8Ue0RERERERml+k1GgC8Dc3o83gXo62c5KerjDXx9/z+yLbqDcb4SvjHhq1QEynFTKWp//BCptjay5y1g3K234TjOSIcrIiIiIsdhoGVaB4FJPR7rE5+cFG3Jdr5VdT8H4lVMDEzg3sp7KPWPA6DxySeIbLV4C4uouOuLOD6tNBQREREZrQb6JPcn4OvGmHOAlq5jdxpjPjLAc1xr7WeHLDo57cRSMb5T/b3uROQbE/6WXG+6S3rra6/Q9NzT4DiU33EX3rz8EY5WRERERE7EQMnIF4EEcAlQBrjAh7p+9ccFlIzIcUm6Sf619odsi2ynxFfM347/6+5EJFZTzcHHfgpA6ac+R2j+opEMVURERESGQL/JiLX2IPCJQ4+NMSngE9ba/zwZgcnpxXVdflT3U1Z1vEeOJ8T/qvwyxb6i9FgqRe2PHsKNRsk993zyP/ThEY5WRERERIbCQBvYj/Rp4M3hCkROX67r8u8Hf86rba/jd/z8deX/YEpwcvdY/eOPEd25HW9hEaW3fUYb1kVERETGiEHv/rXW/hzAGOMBlgDTuoZ2AauttamhD09OBy+0/I7ft76C3/HzpfK7mJNtusfaXn+Vlpd+C14v5XfcjTcndwQjFREREZGhlMnMCMaY64DdwNvAL4HHu/68yxhz7ZBHJ2Pemo51PFr/SwA+X/Y5luae1T0W3buHg4/+BIDST36a0PyFIxKjiIiIiAyPQScjxpjLgF93Pfw74HrSfUf+jnTZ318bYy4d8ghlzLKd23iw9mFcXK4vuobz8s7pHku2t1Hz0AO4sRh5H7yI/AsvGcFIRURERGQ4ZNKk4e8BC5xvrW3pcfw3xpiHgLe6znl5COOTMWp7ZCffrPoOcTfOstyl3Fh8XfdYormZqn/+R+K1NQQmTqL0k9onIiIiIjIWZbJMazHwkyMSEQCsta3AT0nvJREZUHOihQdqvk/cjfOhvAv4YvldeJz0j2KsppoD3/oGsf378I+fwPivfBVPIDDCEYuIiIjIcMhkZiQJDPSp0N91jki/4m6cB2q+T0OikRnBadxRejtexwtAZPcuqr/7bZKtLQSnTGX8V/4Wb74aG4qIiIiMVZnMjLwN3GWMqTxywBhTAdxFeqmWSL8eb/hvbGQbxd4ivlL5JQKedH4br6ul6jvfJNnaQvb8hUz4m/+tRERERERkjMtkZuTrwJ+ALcaYx4AtXcfnALcCQeCmoQ1PxpKtndt5vvklHBz+R8XnDzc1TCap/dFDpMIdhBYtofKLf4Xjy+RHU0RERERGo0z6jKw0xnwEeAC4+4jhVcA91tp3hjI4GTs6kh18r/bfcHG5uvByTPbM7rGGJ58gsn0r3sIiyj97lxIRERERkdNERp/6rLVvAOcYY8qBqV2Hd1lr64Y6MBk7XNflxwd/RmOikRnB6Xy85MbusfCm9TT/9hlwHCru/pKWZomIiIicRo7rK2hrbS1QO8SxyBj1cuufWNm+imwniy+U34nPSf/YpSIR6h55GFyXomuuJ9vMGeFIRURERORkyqgDu0imDsSqeKyrw/qdZZ9hfKCie6zx6V+RaGwkOG06xdfd2N8lRERERGSMUjIiw8Z1XX5Y9xNibowP5J3Xq8N6dN9emn/3AjgOpbd9FsejH0URERGR040+AcqwWdm+iq2R7RR48/lM6W3dx91kkoM//zGkUhR8+FKyps0YwShFREREZKQoGZFh0Zps5ScHHwXgpuLrCXmyu8caf/PfRLZvw1tUTPENN49UiCIiIiIywga1gd0Y4wUmAO3W2sbhDUlGO9d1+enBx2hLtTEvew4X53+oeyy8aT1Nzz4FjkP5nV/Am5M7gpGKiIiIyEga7MyIF9gJfHoYY5Ex4r2O93mr/R2ynCzuKL0dj5P+MYvu20PNQ99LV8+6+jpCc+aNcKQiIiIiMpIGlYxYa2NANZAY3nBktEu4Cf6z4QkAbim5gcqu6lluIkHNQw+S6uggZ8lSipffNJJhioiIiMgpIJM9I48Btxpj/MMVjIx+v258mqp4DeX+Mi4t+HD38YanfkW8pgp/eQXld31R1bNEREREJKOmh38ErgJWGWN+SHrZVueRJ1lrVwxRbDLKbAxv5jdNz+PgcFfZZ7ubG0b376P5xefAcSj77F14AoERjlRERERETgWZJCMv9fjzQ4B7xLjTdcx7okHJ6JNwEzxy8Oe4uFxfdA1zsg2QXp5V98jDkEyS/+GPkD1r9ghHKiIiIiKnikySEW1el142hjfzcN0j3F12B+s6N1Idr6HCX871xdd0n9P03NNEd+/EN66Ukhv/bASjFREREZFTzaCTEWvtz4czEBldNoY3c1/1A8TcGN+qup8ECRwc7iz7dPfyrMjuXTQ++xQAZZ+9C29OzkiGLCIiIiKnmExmRroZY2YCZcAGa23L0IYkp7qeiQhAoqvI2gfzzmdudnoZVqqzk9qHH4RkkoJLLlMZXxERERE5SkYljYwxNxljdgNbgBXAWV3HS40x24wxqtc6xh2ZiPS0sn0VG8ObAaj72Y+J19YQmDSZklv+/GSHKSIiIiKjwKCTEWPMVcAvgRrg/5DesA6AtfYgYAF96hzDBkpEAGJujPuqH+DdtU/T/vabOIEgFV+4R9WzRERERKRPmcyM/B2wEjiPdDWtI70NLB6KoOTUc6xE5JCYG+PBwNPsnOKh5MZbCFRUnqQIRURERGS0yWTPyCLgf1lrXWNMX+NVQHkmNzfGTAT+Bjin6/oBa63Tx3mlwHeBq7ti/gPwJWvt3iPOmwY8CFwMxIBngL+y1jZmEpcc7eG6R46ZiBwS98NTy7O5dOHlwxyViIiIiIxmmcyMxBg4eZkEtGV4/zOAG4Fa4J2+TjDGeIDngfOBzwG3AlOAPxhjsnuclwf8CRgP3ALcBVwIPGOMOSrBkczcXXYHAWdwy638MZc7829Vl3URERERGVAmnxbfBpb3NWCMyQI+CbyW4f1XWGsrrLUfo3dTxZ6WA0uBj1trf22tfRa4FpgKfLbHeXcClcC11trnrbVPkN7DcgHpzvFyAuaF5nBv5T3HTEj8MZe/2LqAM6dfcpIiExEREZHRKpNk5P8B5xtj/gtY1nVsqjFmOfAGMBH4ViY3t9amBnHa1cB2a+2qHs/bC7wOfOyI81ZYaw/0OO9NYPcR58lxmheaw+fKPtXvuD/mctuTsOyiO05eUCIiIiIyamXS9PBVY8zHgR8AN3cd/jHpqlqNpGcu3h36EJkLbOzj+CbgmiPO+69+zpt7vDdPJpNYa4/36cctHA4DjMi9B7LCeR084LgOruN2H/fH4ZOPx5ky/RJ21NZCbe0IRjl6narvuwwvve+nJ73vpx+956enkX7fk8nkiNx3sDJa1G+t/W9gMnA9cC/wVdJ7PqZaa58a+vAAKAKa+zjeBBQfx3lynGrvIAN5AAAgAElEQVQ5yAZnE17Xww2pa/C76VzWn/TwyV/GmBYeh7v0vBGOUkRERERGi4w7sFtrO4HfDEMspySv10s/1cOG1aHseSTu3Z9fH3gGtxMuKfgwN5YuZ054Nv9W8yOue7yJaXtSTPibu8iefdyTUMKp+b7L8NP7fnrS+3760Xt+ehrp933NmjWn9OxIxsmIMaYI+AgwrevQLuD31tqmoQyshyagsI/jRaSXh2V6nhwH27mN9Z0byfZkc3Nxuo7BvNAcvv4nQ9u2VwgtPkuJiIiIiIhkJKNkxBjzVeDvgSA9OrADEWPMN621/28og+uymXRZ3yPN7RrreV5fn4bnAi8PQ1ynlV83Pg3A5QUfIdebC0B0/z7aXn8VvF7G/dknRzI8ERERERmFBr1nxBjzFeAfgVWk+3gs6vp1C/Au8A9d5wy154CZxpizesQyCfgA8OwR511ojBnf47xlpEsA9zxPMtQ9K+JkcVXhZd3HG//7l+C6FFz0EQLlFSMYoYiIiIiMRpnMjHwR+CNwqbXW7XF8vTHmv4Hfd51zfyYBGPP/27vzODnqOuHjn84kMzkmmYQEkBsM8CXcyI0ol3KD4uMBrquuuh6rqyCreK0iXsuzq+g+uniLByKoKDcutweXIjf4E4EE5M59TTLJTD9/VHUYhjm6J91TM53P+/XKq6erfl317a6uTn3rd8Xr8z936fN8bj4616+APwMXRsQZwGrgLOAx4Hu9NvXtfP+XRMSZwGTgbOAWskRFw/TLhVkXoaOnv5pJq2DJH69j9dxHWHHnHdDayowT+51+RpIkSRpULaNpbQJc3CcRAdbNF/JLYONhxPDz/N/JfZ5/IN92N3AM2aSL3yMbvvdx4IiU0speMSwFDiebzf1CsuTk98AJ/cWs6jy06m/c03kfE0sTOeD3K5l76vuYf8GPWHrjdVmBtWtZct1vKJf9iCVJklSbWmpG7gZ2GGT99sC9tQaQUipVUeZZstnUhyr3MNnkh6qTX+S1Ioc8vQVrr7iG8po1LyzQ08Piq68AYObr3jTS4UmSJGkMq6Vm5HTgrRHxjohoqSyMiJaIeBfwVuC0egeo4jy06mHuXnkvE0tt7POzv1Lu6uq3XLmri8VXXU73ihUjHKEkSZLGsgFrRiLi+n4WLyKbdf0/I+LRfNl2ZEPqPgJ8Hjii3kGqGJW+Iocu2YHJXfcyaEOsceNY/sdb6TjUwy9JkqTqDNZM66XQ7/XnY/njzPxxaf5vPM/PPaIx7m+rHuGulffQVmrj8Cc3p2v1nwYtX+7qonvJ4hGKTpIkSc1gwGQkpbTtCMahUeaXveYV6WjfiPltbZRXrx6wfKm1lZaO/uaclCRJkvpXS58RbSAeXvUId+a1IsfNOJr2ffeHnp7BX9TTQ/u+B4xMgJIkSWoKNc3AXhER7cAMXjgLOwAppcde/AqNJRctvBiAIzuOYFrLVJgCk3ffixV33N5v+VJrG9OPPpaWKVNGMkxJkiSNcVUnIxExCfgM8A6e7y/Sn5ZB1mmUm7t6HnevvI+2UisnzjgWgHJPD6uf/HtWoKWF0vjxlLu6KLW2Qk8P048+lo1OemOBUUuSJGksqqVm5FvAW4DbgfMBeys3oUsXXQXA4dMOZWpLOwCLf3Mla596kvGzNmbLf/88K+78E91LFtPSMZ32fQ+wRkSSJEnDUksychLwk5TSWxsVjIr17JrnuGX5bbTQwnHTjwKgp6uLxb/JJjWcdcpbGd/R4fC9kiRJqotaOrB3An9oVCAq3jVLrqdMmYOm7s+sCVlLvKU3XEv34kW0br0tU162T8ERSpIkqZnUkoz8AjiyUYGoWGvKa7hx6e8AOKrjVQD0rF7FoiuyiQ9nvu4NlEovGq9AkiRJGrZammmdDvwiIn4MfJds8sPuvoUcTWtsum35n1jWs5xt27Zhdls2d+WSa39D99IltL10eybv8bKCI5QkSVKzqSUZWQv8DfgA8OZByjma1hh07ZIbAHjVtMMolUr0dK5k0ZWXATDzdW+0VkSSJEl1V0sy8g3gncAfgVtwNK2m8fjqJ/jLqr8yqTSRl0/dH4AlN15Pz4rlTNwxmLTLbgVHKEmSpGZUSzLyBuCnKaV/bFQwKsa1S68H4OCpBzFp3CTKPT0svfFaAKYffYK1IpIkSWqIWjqwr8XRtJrOqp7V/HbZzQC8quNQAFbceQdrnnma8RtvwpQ99iowOkmSJDWzWpKRi3E0raZz3dIb6ezpZMeJ27NN29aUy2UWXXkpANOPPIZSi12AJEmS1Bi1NNP6f8CPIuJ84Ns4mtaYt7R7Gb9emHVSf82M4wHovP9eVj/8EOOmTmXaKw4rMjxJkiQ1uVqSkXvyxz2Bkwcp5630MeIPy25lWc9ydpq4Iy+bvAcAi66+HIDpRx7LuIkTiwxPkiRJTa6WZOQsoNyoQDSyyuUyN+WTHB7ZcQSlUonVj8+j8757KLW10XHYqwuOUJIkSc2u6mQkpXRmA+PQCHtwVWJu12NMa5nKPlOyTuqLr74CgGmvPIyW9vYiw5MkSdIGoJYO7Goi/7vkOgBePe1wWse1snbhApbd+gcolZh+5LEFRydJkqQNQdU1IxHx6SqKlVNKn1uPeDQClncv50/L76REicM7DgFg8bVXQ3c37fsdwISNNyk4QkmSJG0IaukzcuYg68pAKX80GRnlbl5+G2tZyx6Td2Xm+I3o6VzJ0huympLpR59QcHSSJEnaUNTSZ+RFTboiYhwwGzgV2Bs4pn6hqVFuWvp7AF459WAAltx4PT2dK5kYc5j40tlFhiZJkqQNyHr1GUkp9aSUHkopvR94CvhKfcJSozzR9SQPr36USeMmse+Ul1Feu5Yl11wJwIxjji84OkmSJG1I6tmB/X+BE+u4PTXAb5f+AYAD2/eldVwry2+/hbULFzJh8y2YvPteBUcnSZKkDUk9k5EtgdY6bk911lPu4XfLbgayJlrlcplFV2WTHM446jhK4xxcTZIkSSOnltG0th5g1QzgcOA04Jp6BKXGuK/zARZ2L2KT8RsTE3eg8/576Xp8Hi3TOph60CuKDk+SJEkbmFpG05rLwDOwl4CbgH9Z34DUOJUmWq+c9nJKpRKLrs5qRTpefTSlCROKDE2SJEkboFqSkXfw4mSkDCwCHkop/aVuUanuVvWs4vYVdwDwyqkvZ/Vj8+i87x5KbW10HPbqgqOTJEnShqiWoX3Pa2AcarB7Vt5PV7mLHdpms8mEjXnuxu8DMO0Vh9HS3l5wdJIkSdoQ2WN5A/HnFXcBsPeUvehZvYplt/wOgGmHHFZkWJIkSdqA1dJMi4joAE4hm+hwI7K+Ir2VU0rvrFNsqpOecg93rrwbgL2n7Mny22+lp7OTidvvQNtW2xQcnSRJkjZUtYymdSjwa2AasJSsr0hfA3VwV4EeXv0IS7qXMmv8TLZs3YInb/0hANNeeXjBkUmSJGlDVkvNyDlkCcghKaW7GxSPGuCOdU209qS8qpPOvzwApRJTXrZPwZFJkiRpQ1ZLn5E5wFdNRMaeu1bcA8DLJu/Jynvvge5uJu6wIy3tUwuOTJIkSRuyWpKRJ3CG9TFn4dpFzO16jLZSK3MmBSvuyob3nbLn3gVHJkmSpA1dLcnI14B/iohJjQpG9XfXyqxWZJdJc5jQM44Vd98JmIxIkiSpeLX0GVkMrAD+EhE/AOYB3X0LpZR+VKfYVAeVJlp7TtmDzr88QM+K5UzYbHNaN9+i4MgkSZK0oaslGTmv19+fHqBMGTAZGSW6erq4Z+X9AOw5eTeW3/4rANr3PaDIsCRJkiSgtmTE2fHGmAdX/ZVV5VVs07oVs9a28+jttwDQvv+BBUcmSZIk1ZCMpJRuamQgqr8HVj4IwO6Td2XFnXdQXtXJxO13pG2LrQqOTJIkSaqtA7vGmAc6/wLAzpN2YlmlVuSAg4oMSZIkSVrHZKRJrepZxcOrH2Uc49i+ZwtW3nsXlEq072N/EUmSJI0OJiNNKnU+RA89bNe2LeW77oPubibttDPjp08vOjRJkiQJMBlpWr2baC2vNNHaz47rkiRJGj1MRprU/Z1Z5/WdSluz8oH7YNw42vfer+CoJEmSpOeZjDShzp5OHlk9l3GMY8sHlmRNtObsQsu0aUWHJkmSJK0z4NC+EfHK4WwwpfTb4Yejeqj0F5nd9lJ67rwPwFoRSZIkjTqDzTNyI9mM6hWlPs8H0rI+AWn9VfqL7NK2IysfuBqAyXvsVWRIkiRJ0osMloz0nXG9FTgbmAZ8C0j58p2AdwNLgDPqHaBqV0lGZi+YQnnVKlq33IoJM2cVHJUkSZL0QgMmI31nXI+I/yCrHdk9pbSy16pLI+J/gN8DhwPXNiJQVad3f5Et7p3PKmDy7nsWHZYkSZL0IrV0YP9H4Id9EhEAUkrLgfOAt9UpLg3TX/L+Ii9t25buu7L+IpN3MxmRJEnS6FNLMjIDaB9k/bS8jApy/8oH+e+n/weAndiaNU8+QWniJCbtEAVHJkmSJL1YLcnIn4B/jYgd+66IiADeD/yxXoGpNvevfJCznzqHzvIqACY8vQiAybvsRmn8YF2DJEmSpGLUcpX6YeAG4L6I+A3Pd2AP4ChgNXB6fcNTNSqJSFe5a92yy6few4xtxnGA/UUkSZI0SlVdM5JS+hOwD3AJcChZcvJhslG3LgH2zctoBPWXiACsGV/mx2+awNw5UwqKTJIkSRpcTe13UkoJeENEjAM2zhc/l1LqqXtkGtJAiUjFmtYS/7Xse5zRPo1dJs8Z4egkSZKkwQ2rM0GefDxT51hUg6ESkYquchdnP3UOZ2x2mgmJJEmSRpVaOrATES+NiB9FxBMR0RURh+fLZ0XE9yNiv8aEqb7Offa7QyYiFV3lLs599rsNjkiSJEmqTdXJSETMIRtR60TgXqClsi6lNB/YA3hPvQNU/963ybtoLbVWVba11Mr7NnlXgyOSJEmSalNLzciXgOXAHOAtZLOx93Y1cHCd4tIQdpk8hzM2O23IhKS11GoTLUmSJI1KtSQjhwDfSCk9BZT7WT8P2LwuUakqQyUkJiKSJEkazWpJRtqAJYOs7wAcVWuE7TJ5Dh9+yQdetLyVCSYikiRJGtVqSUYeBA4aZP0JwN3rF46Go3VcVjNSaTc3YQ18dHMTEUmSJI1utQzt+03g3Ij4A9kkhwDliNgI+DzwcuDNdY5PVXiwMwGw+/LNmbf2Cd4ydw67ztm54KgkSZKkwVWdjKSUvhMRuwDnAufki38FTCW7Kf+VlNKF9Q8RIuJQ4IZ+Vt2RUtqnV7ntgK8BhwNdwKXAh1NKCxsR12jxl86/ArDH/T284ZrVbPoexxGQJEnS6FfrDOynRsQFwMnAjmRJyN+AC1JKtzQgvr7eA9zT6/nyyh8RMZUsYZkPvAmYApwNXBoRr0gp9dfpfsxbW17LX1c9BMAWtz0BpRKTd9294KgkSZKkodU8A3tK6TbgtgbEUo0HUkq3DrDu3cBmwMtTSk8ARMTfgT8AxwGXj0yII+ux1X9ndbmLTcszmLL0Kdq22ZaWqdOKDkuSJEkaUi2THj4SEScOsv74iHikPmENy/HAbyuJCEBK6WZgLlnn+qb0yLKsidbmj2ezsbdtv2OR4UiSJElVq6VmZFugfZD17cA26xXN0H4ZEbPImmJdAnysV3+QnYEL+nnNA/m6plIul1n4q4u4d+0V8LJxbPLXxQAsvfF6WqZMYaOT3kip1HdeSkmSJGn0qLWZ1mD9LnYElq1HLINZAvwn8FuyfiIHAh8HDoiIfVNKq4EZwOJ+XruILJEalu7ublJKw335sK1cuRJgwH2XbrqO0u238OQ/ZAnHZs/kh6Z7LQuvvJwF8xdQPuSIEYlV9TPUcVdz8rhvmDzuGx6P+Yap6OPe3d1dyH6rNWgyEhFvA97Wa9GnIuKf+yk6A9gNuKqOsa2TUroTuLPXohsj4j6y0bLeCPy4EfsdtTo7Kd1+M+XutTy9aRsAmz39/HyTpbVr4PabKe9/EEycVFSUkiRJ0qCGqhmZDmyX/10GNgYm9ylTBlaQJQSfrGt0g7s83+8++b4XkcXb1wxg2EP7trS0EBHDffmwVbLn/va95MbrmN/SwrPTulnTWmLa0jJTOl9YZlxLC5ssWkDHodaOjCWDHXc1L4/7hsnjvuHxmG+Yij7ud91116iuHRk0GUkpfY1s3g4iogc4NaX005EIrAaVpmMP0n/fkJ2Ba0YunMbrXrKY8urVPDU7G39g8161IhXlri66l/TXak2SJEkaHWqZ9LDqkbdGyIlkc4n8MX9+OfCFiNg8pfQkQEQcQNZf5LJCImyQlo7plNraeOolWZa72dMv7spTam2lpaO/iiJJkiRpdKh5npEiRMRPgEeAP/N8B/aPkvUj+Xle7NvAvwKXRMSZZM3JzgZuocnmGGnfd3/mn38eT74k77zeT80IPT2073vAyAYmSZIk1aCmZCQiXgV8BNibrH/Gi8aOTSm11Ce0F7gfeDNwKjAJ+DvwHeCzKaWufL9LI+JwsmZlFwJryGpETmu22ddbprTTccxxPL1pNl7AupG0cqXWNqYffSwtU6YUEZ4kSZJUlaqTkYg4jmxujwRcBLwX+CnZxImvJeuzcWkDYiSl9CXgS1WUe5hs8sOmVzrhSFbMu5pJnWWmL8mSkVJbG/T0MP3oY9nopDcWHKEkSZI0uFpqRj4B3A0cAHSQJSPfTyldHxE7ALeSJSoaAXO7HgPgJc+UKQHTj38NE2ZtQvu+B1gjIkmSpDGhlk7pewDnp5TWAJVOCi0AKaWHgHOBj9U3PA1k7up5QDaSVuvW2zLr9afQcegRJiKSJEkaM2pJRrrJOo/T63FWr/VzyWZh1wiYuzqrGdns6R4m7bhTwdFIkiRJtaslGXkUmA2Qdxp/CDiy1/pDgWfrFpkGNa+SjDxTZuL25oCSJEkae2pJRq4B3hARlRG0vg28LSKui4gbgFPIZkJXg63oXsGza59j/FqYNb/MxNnbFx2SJEmSVLNakpEvAm8g7/SeUvoy8HFgBjAVOBP4bJ3jUz8qTbQ2faaH1qkdjJ+1ccERSZIkSbWrZQb2RcAdfZadTTaxoEZQZSStzZ7pYeLsHSiVXjTdiyRJkjTq1VIzolHi+ZG0yrTZREuSJElj1IA1IxHx6WFsr5xS+tx6xKMqPN95vYdJR0XB0UiSJEnDM1gzrTOHsb0yYDLSQF09Xfy960lKPWU2XdBC23aziw5JkiRJGpYBk5GUkk24RqHHu56ghx42XlBm6ubbMq61teiQJEmSpGEx4RhjKv1FNnumTNtWWxccjSRJkjR8JiNjzGNdjwPZzOutW5qMSJIkaeyqemjfiHiUrE/IYMopJTsxNNDfu54EYJPnyrQdajIiSZKksavqZAS4iRcnIy3AS4EDgXuAu+oUlwbwRCUZmV+2ZkSSJEljWi2THr59oHURsT9wBXBqHWLSAJZ3r2Bx9xImdJXZqNRBS3t70SFJkiRJw1aXPiMppduA7+Js7A1VqRXZeEGZSVtuU3A0kiRJ0vqpZwf2R4Hd67g99fHUmqcBmLWgTOuWWxUcjSRJkrR+6pmMHA8srOP21Mcza54FYObCMq0O6ytJkqQxrpbRtD49wKoZwGFktSKfqUdQ6t/Ta54BYKNFPbTZeV2SJEljXC2jaZ05wPJFwEPAP6WUfrjeEWlAT3dlycjMxSVaN9+i4GgkSZKk9VPLaFpOkFigcrnM011Zn5FNJ2xCacKEgiOSJEmS1o8JxhixrGc5naymbVWZjWbZREuSJEljn8nIGPFM3l9k5qIybQ7rK0mSpCZQSwf2EvAe4B1ks67P6KdYOaVUSz8UVakyktZGi8q0OZKWJEmSmkAticNXgA8CTwK/AxY3JCL1a/6abNTk6YvLtB5oMiJJkqSxr5Zk5G3AVcBrUkrdDYpHA5jfmXVe7+gcz/iZswqORpIkSVp/tfYZucxEpBgLOvM+Iy3TKY2zq48kSZLGvlquaq8G9mtUIBrcgrWLANhowsyCI5EkSZLqo5Zk5IPAyyLicxGxTd6hXSNkIcsAmDVpk4IjkSRJkuqjlkkP50fEz4AvAp8AiIi+xRxNqwG6erpYPn4147rLzJjmzOuSJElqDrUM7fsF4GNko2n9CUfTGjGLurOPeupyaLPzuiRJkppELbUY/4yjaRViYd5fpGNpmfHbbFxwNJIkSVJ91NJnpBVH0yrEgrXZHCPTlpYZP9MO7JIkSWoOtSQjvwH2b1QgGtj8zmz29Y4VJVqmdRQcjSRJklQftY6mtUdEfMHRtEbW/BVPATCjezKlkh+7JEmSmkMtfUaeAsrAnmQd2R1Na4QsWP0cjIeNxk0vOhRJkiSpbmpJHH5EloxohC3syTqwz3TCQ0mSJDWRWuYZeXsD49AgFpVWADBzyksKjkSSJEmqn1r6jKgAa8trWTZ+NaVymZlOeChJkqQmUsukh2+tplxK6UfDD0d9LeleSrkE7cugbeYmRYcjSZIk1U0tfUbOG2Rd774kJiN1tGhtNvv6tGVlJmzh7OuSJElqHrUkI9v1s6wFmA18CJgFvL0OMamXhV0LAJi2vMz4GXZglyRJUvOopQP7vAFWPQJcExE3AO8GPlyPwJSZv+xJADpWt1KaMKHgaCRJkqT6qWcH9l8Cb67j9gQsWvkMANOYXHAkkiRJUn3VMxnpAKbVcXsClqxaCEBHS0fBkUiSJEn1td6zpUdEB3A4cDpw63pHpBdYsnYJAB2tMwqORJIkSaqvWob27WHgGdhLZH1HPlCPoPS8peXlAEyfsnHBkUiSJEn1VUvNyFm8OBkpA4uAh4BrUkrd9QpMmWXjVgGw0dTNCo5EkiRJqq9aRtM6s4FxaADLW9cCMGP6lgVHIkmSJNXXkB3YI2JKRLQPUaY9IqbULywBrCmvYVVrmZbuMtNmmYxIkiSpuQyajETEzmTNsD46xHY+CiyMiB3qFZhg5epFAExZWaJlyqD5oCRJkjTmDFUz8n7gSbL+IoP5XF7ODux19Ne1fwFgQs84SqVSwdFIkiRJ9TVUMvIq4KKU0trBCqWU1gAXAkfVK7AN3aPM46qptwCwcGoP9698sOCIJEmSpPoaKhnZGkhVbushYJv1C0cA9698kPPHXUT3uB4AyuPg7KfOMSGRJElSUxkqGVkDtFW5rda8vNbD/Ssf5OynzmFN6YWVUV3lLhMSSZIkNZWhkpGHgQOq3NaBeXkNUyUR6Sp39bvehESSJEnNZKhk5FLgjRGx+2CF8vVvBC6pV2AbmqESkQoTEkmSJDWLoZKRc4D5wHUR8daImNB7ZURMiIi3Atfk5b7amDCb37nPfnfIRKSiq9zFuc9+t8ERSZIkSY01aDKSUloMHAMsB34ALImIOyPipoj4M7AkX94JHJuX1zC8b5N30Vpqrapsa6mV923yrgZHJEmSJDXWkDOwp5TuBXYjm9jwT8BWZP1DtgbuyJfvllK6p4FxNr1dJs/hjM1OGzIhaS21csZmp7HL5DkjFJkkSZLUGOOrKZRSWg58Of+nBqkkJAP1HTERkSRJUjMZsmZEI6uSkIwvvzBPNBGRJElSszEZGYV2mTyHE5a/Yt1zExFJkiQ1I5ORUWrGyqzvSEs3JiKSJElqSiYjo9SKNdnAZDs9224iIkmSpKZkMjJKdfYsB6C9PLHgSCRJkqTGMBkZpTrLKwFoL00uOBJJkiSpMaoa2nesiIjtgK8BhwNdwKXAh1NKCwsNrEbdK5bTuXw+AG1LVtG9YjktU9oLjkqSJEmqr6apGYmIqcANwObAm4D3AocAl0ZEqcjYqlUul1lw8YXMPfV9rOrK+oy0zHuKuae+jwUXX0i5XC44QkmSJKl+mqlm5N3AZsDLU0pPAETE34E/AMcBlxcYW1UW/uoiFl99BeU1a+hsmwDA5BXdlNf0sPjqKwCY+bo3FRmiJEmSVDdNUzMCHA/8tpKIAKSUbgbmAicUFVS1ulcsZ/FVl1PuymZe75yULZ+4Knssd3Wx+KrL6V6xoqAIJUmSpPoqNUvTn4h4BrggpXRqn+VXANNSSq/o/5UDu+OOO3qAkWni1d0Na9cC2fHoai3RU4K2rjKldYeoBOPHQ0vLiIQkSZKkplDee++9R2UlRDM105oBLO5n+SJg22Fus4es9mjpMF9fvXK5DZ4fx7e1q78ksQzl8ipgdcPjkSRJUjOYRnZNOyo1UzJSd3vvvbefjyRJktQgo7K6ZpgWAdP7WT4DGFND+0qSJEkbgmZKRh4Edu5n+c75OkmSJEmjSDMlI5cDh0TE5pUFEXEAWX+Ry4oKSpIkSVL/mmk0rWnAvcCzwJnAZOBs4GmyuUea441KkiRJTaJpkhGAiJgNfA04FFhDViNyWkppQZFxSZIkSXqxpkpGJEmSJI0dzdRnRJIkSdIYYjIiSZIkqRAmI5IkSZIKYTIiSZIkqRAmI5IkSZIKMb7oAPRCEbEd2fDEhwNdwKXAh1NKCwsNTIOKiNcD/wDsDcwC5gI/BM5JKXX1KlfV8Y2IvYBzgP2AZcBPgU+klDr7lDsC+A9gV+A54DvAF1NK3fV/lxpKRIwH/gzsBvxjSuknvdbV9ZhGxMnAp4DtgceBr6SUzm3QW1M/IuJ1wEeA3cmGk78PeE9K6f58ved7k4mI1wIfA+aQHdM/Ap9KKf25T7m6nscR8a/AqcAWwF+Bz6aUflnfd6eI2JLs+O4H7AG0ppRK/ZTbGPgKcDzZtfR1wAdTSo/1KedvQBWsGRlFImIqcAOwOfAm4L3AIcClEfGik0Gjyr8Bq4GPAscCPwY+kz8C1R/fiNgauJ7sh+s1wBnAW4Hv9t5hROwDXAk8BBwH/BfwCeCsRrxBVeVDwMZ9F9b7mEbEicAFwLXAMcBPgK9HxD/X9+1oIBHxIeBC4LfACcCbyS5IJuXrPd+bTEQcBVwMPAy8AXg3MBO4LiK26lWurudxnsDZU+UAAA/LSURBVIicA/wAOBq4Cfh5Ho/qa3vg9cAzwO39FYiIccAVwEHAP5Od+9uQfQ8m9Srnb0CVrBkZXd4NbEY2Y/wTABHxd+APZF+8ywuMTYM7IaX0XK/nN0ZEGfhSRHwkv1tS7fH9CNmP0kkppRV5uS7g/Ij4UkrpvrzcZ4AEvCWl1ANcHxHtwKcj4itO9jmy8jtqnwE+QFYr1lu9j+kXgCtTSqfmz2+IiC2Az0XE98f6XbLRLp9g9/+STar79V6rruz1t+d783kLMI+s1rMHICLuyJcdB3wzL1e38zgiWoEzgW+llD6fl7sxIiJ//W8a+YY3QL9NKb0EICI+BRzcT5mTgH2B/VJKf8zL3k2WpL4TqPwm+BtQJWtGRpfjyU6EJyoLUko3kzX5OaGooDS0PolIxR354xb5Y7XH93jg0sqPUu6XZDUvJwDk/0G9Griw8p9i7nygDThy2G9Gw/VVsir43/azrm7HNCK2Iaui/2mffZwPbEpWza/GegdZs6zvDFLG8735TACW9zkGS/PHcdCQ8/hAYKMByu0dEZuvzxvSC/U5ZgM5HvhbJRHJX/cY8HtefG77G1AFk5HRZWfg/n6WP5Cv09jySqCbrEoVqji+ETGZrLr3BeVSSqvJ7rpUvgezyX6A+pabB6zE78uIioijyf4z+Eg/6+p9TCuPfb9LD/RZr8Y5iPwOZUTMjYi1EXF/RLyxVxnP9+bzPWBORJweETPy2tCvA08BF+Vl6n0eD1VuzjDeh9ZPtddq/gZUyWRkdJkBLO5n+SKyOyMaI/Iq9NOAH6SU5ueLqzm+04FSFeVm5I9+XwoWERPJLkg+m1J6qp8i9T6mA5VblD967BtvM2BH4EvAZ8na8d8DXBgRh+VlPN+bTErpGrImOp8GFpJ1OD8YOKLP7zzU7zyulFsyRDmNnGqv1fwNqJLJiFRnETETuITsP6rTCw5HjfcJsva+/110IBox44B24N0ppR+klK4l68R6H9nISGpCEXEA8COyTuevAl4LPAFcGRGbFRmbNJaZjIwui8iy5L5mkN2F0SiXj55xFdmFylEppaW9VldzfCt3PYYqt6jKcmqgvN33R4F/B6ZExHRgWr56ckR0UP9jOlC5yp0zj33jVT7jaysLUkplshFxds0Xeb43n/8H3JZSem9K6bqU0iVko2BN5/kbT/U+jyvlOoYop5FT7bWavwFVMhkZXR6k/3Z/O+frNIpFRBtZjchs4Mi+441TxfFNKa0kG5nlBeXybc/m+e/Bw2R34/uW2waYjN+XkbIdWTveX5D9Z7EIuDtf9y1gQQOOaeWx73dp5z7r1Tj9tQOvmJg/er43n13I5hFaJ7/h9Ddgh3xRvc9jz/fRp9prNX8DqmQyMrpcDhzSe3SMvFp4W+CyooLS0CKiBfgZ2Qgox6aUHuinWLXH93LgxLxjW8VJZBe9lwHkEyleA7wpH/O84hSyH6z/Xd/3pKrcBRzW598p+bovAkfkf9ftmKaU5pJdDJ/CC50CPMsAY+Orri7JH9eNYJMfsyPIJsEDz/dmNJdsYtt1ImIa2dwUj0JDzuObyW5y9FfuzymlJ9fnDWlYLgd2iIh134V8npmDefG57W9AFUrlcrnoGJTLf9TuJfshOpMs2z0beJpsnGoP1igVEd8E3kPWsfGaPqsfTik9V+3xze903A3cCnyZbMKkLwPXppRO7rXP/ciGEryIbJSXXfPt/XdK6WONeacaSkRsS3Zhsm4G9nof04g4iWzytXPIhhN+JdkY9O9PKVXmOlCD5BOW3UR2l/LjZP3D3kl2AXFESukmz/fmExH/AnyDbEjnX5A1xz2dLEHZK6X0YF6urudxRJxKNsHdZ8jmqHgd2XxGx6WUrmrgW94gRcTr8z//D3Ay2QSXAHNTSn/Kbz7eTtZ07gyyIXjPyp/vltd2VH1N52+ANSOjSl7dezjZzJ8XAt8mH7faRGTUOzp/PAu4pc+/46D645sP1XcE2UzOlwL/STaW+Dt67zCldHu+7Z3I+qmcQfbD9MlGvEENX72PaUrpV8A/AEeRTXr2VuCDJiIjIz9fTyS7kPwSWU3JVsAxKaWb8jKe783nXLKkcx+yeSC+CawADq0kIlD/8zil9FWypOedebnDgTeZiDTMz/N/J/d5/gGAfFLZY4DbyJKCC8huSBxRSUTycv4GVMmaEUmSJEmFsGZEkiRJUiFMRiRJkiQVwmREkiRJUiFMRiRJkiQVwmREkiRJUiFMRiRJkiQVwmREkiRJUiFMRiRJkiQVwmREUs0i4u0RUY6IbYuOReotIs4cye+m54IkrZ/xRQcgaXSIiHKVRX8I3NjAUBomIvYEXgucl1KaW3A4kiRt8ExGJFX8Y5/nrwNOAk4D5vda/jBwO/AzYPXIhFY3ewKfIUum5hYaSZUi4kTg9pTS0w3cx17AN4HXp5Qeb9R++tnvWcC/Ab8j+461AycCfwX+CLQCLwO2ASamlLpHKrYa/JhRfi4U+TkP9d2KiA8COwLPAjsD/55Seqja9fXahqTimIxIAiCl9JPezyNie7Jk5NcD1CKMxgvDphIRrWQXuq8C6p6MRMQJwP8BysB+QEu99zGEA4EdU0p/z+N5BdlF8gdTSr/Jl7UCN4y2RCQipqSUVuRxjarY+jHin3M1362IeCdwMnBwSqknIo4BfhMRO6eUVg21vl7bkFQskxFJNYuItwM/ALarJCoRcSZZrcPuwAfILkTGAz/Pn7cA/wW8AZgE/Ap4b0ppRa/tTgE+CbwJ2BJYAPwa+GRKadEQMU0BPg28HtgCWAk8BHw5pXRRr/gAboiIykv/KaV0Xi3777WtPYFTgdcAE4CryC7wnq4mpsHeT26f/PGPVZStWUrpMuCyiDgUeHsj9jGQ/I75zyoXyLlDgLXAH3rF2BURtw5jF1Mi4hvAG4EpwE1k37d5feLYAvgCcAwwnazm79vA11JK5bzMmWTHew/gX8hqDTcGSgOcC4M1eTwspXTjMPa9a77vQd9PXyPwOferyu/Wp4CzU0o9+fOryX4bTgbOq2J9vbYhqUAmI5Lq7UfAPLKL8JcD7wI6ge3JmrJUlr8FeAr4KEBEtAHXAbuQXZAlsqYV7wcOiIgDU0qDNYX5H+CU/PE+YBrZxeOBwEXAxcBmwLuBLwIP5q+7eT32/0NgIdnF4uy87JyI2CcvO1RMQzkYuDWltKaKsmPNEWTNd3o7BLgjpbS8z/Ilw9h+5dh8FngJ8GHgJ8ArKgUiYibZ8d8U+AbwKFmNwTnAtmSJZm/nA88AZwEbDbLvvk0eAc4gayI0f5j7HvL9DKDRn/OwRMSOZO/zvsqylFI5Iu4HXh0RNw+2HjivHtto0NuTVAOTEUn1llJKJ+d//0/e3OsDZHdn35wvPzcidgDeQZ6MAB8C9gIOSCndWdlYRNwIXEZ2gffdQfZ7IvCdlFLfi7hKUPdExC1kycg1lbvTvQxn/0uAV1eatuQXOd8mS8C+MVRMA8mblhwGHAXMi4ifAL9IKf26lu2MZiml/+r9PCLGkyVp3+in7FnD2MVjKaXX9dr+fOCcvHnOA/niM4CtgdemlC7Jy32DrDbsQxHxrZTSg722+QRwTKXWYiD9NHl8N1nNxidTSpUL41r3Xc376S+WRn/OwzU7f1zaZ/kysgRiqPX12oakgjm0r6R6+1af57cAJeA7/SyfGRHT8uenkHWMfzwiZlX+AbcCK8ju8A5mMbB/RGw1zLiHs/+v92ljfx5ZgnL8+sSUUvoeWfLTQnYB+5ZmSkQGsDfPNz+qh74X25Xtzu617ESy5PmSyoI80Tg7f3pCn218fahEpK+IOBj4OvDzlNIX12Pf1byfatT7cx6uGfnjij7Ll+frhlpfr21IKpg1I5Lq7bE+zxcPsXwG2Z3LIGvL/dwA291kiP2eTjay0byIuAe4hqw25o5qgh7m/tMLnqS0JiIeAbarQ0y7kDXruqXfYCNKwC/ILiyrcXpK6f4qyxbhEKAH+H2dtje3z/NKn5/ezau2Jevn01elpmG7PssfriWAPAn9JVmTwH/qs7rWfc/t87y/91ONIT/nEfpudfd5rJhAdm0y1Pp6bUNSwTwZJdXbQKPxDLS81Ovx92Rt4vszaAf2lNLFEfF7sjvKryJrAnZ6RHyqzx3pgazX/hsQ08HAPSmlvk1MKtsukw0S0CxeCdw10PsdhqG+b8PRWW3BiJgMXEJWu/Xa3gM1DFO93s+Qn/MIfbcqSX/fFhpTyG5UDLW+XtuQVDCTEUmjxd+A6Smla4e7gZTSs8D3gO9FxCTgSuCzEfHlvEP5YE1shrP/AO5Z9yRiAtkd7XWjElUR00BeQf1qCUa1iBhHlnx9f4R3/SiwUz/L5/RaP1zfA3YDjkop9bedRu67XwV+zv15JH/ctNffkNX0/K2K9fXahqSCmYxIGi0uAL4QEaeklC7ovSIiWoCOlNLC/l6Yr29PKa0bDSil1BkRCTgUmEo2klfl7nR/7cWHs/8PRMTFvfqNvJ1siNYraohpIC8HPpLv/0RgXkrp7l4xNVMzrT2ADka+H8NlwEci4oR8KNrK5/rRXutrFhEfJxs69tSU0vUjue8hVPU5j8R3K6U0Nz8XdiJvipgn87sC3xtqfb22Ial4JiOSRouvAMcB5+cTplU6vs8mazLyKQYeinMq8ERE/Aq4m2wI1L3IRrX635RSZQb5O8hqRz4eEdPJmt3clt+5Hs7+O4BrIuJisqGL30/W5v+7NcQ0kI2BB/LmPgellC7tvbLOTWnG9XlcJyLeA3yCbJSxp2pZP9RrezmM7Lj8bqAC+dwdN6WUDh38rdTkbLI5ZS6KiK+T9cs4gWwUs6/1Gc2qKhGxK/B5svlkFkTEW/oUuSal9Ewj9l2FIT9nGLnvFlkNzdvJ5mmBbA6VhcCFVa6v1zYkFchkRNKokLLZko8g6/R9CtnEcqvI5iz5KTDQHWbIJhP8Olm/jOOANrIO818E/m+vfTwaEe8H/o1sdK8Wso7Fjw5z/28jmw/iLLJOsb8mm/RwVUT0VBPTIL5INtzws1WWr1lEHEI27PL++aKrIuJO4Kxew8WOAyYycN+EwdYPuC4itiR7X5OAw/MyP4yIpcCnejdtioj2/M/BEpqapZQWRMRBZJ/128kGDHiEbA6Prw5zs7PI3vcOZIMX9HUY8EyD9v0itXzO9VTld+vLQEdEfJts2OQ9yJq1rahyfb22IalApXK5plEKJWmD12tW7HWzbqtxIuI4smZLe6SU7i06HklS/TjPiCRptDuCbEhkExFJajI205IkjWoppQ8XHYMkqTGsGZEkSZJUCPuMSJIkSSqENSOSJEmSCmEyIkmSJKkQJiOSJEmSCmEyIkmSJKkQJiOSJEmSCmEyIkmSJKkQJiOSJEmSCmEyIkmSJKkQ/x+nnYkz65Z6sQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 0 : CentralizedIMP(Thompson) ...\n", "- Player # 2 / 2, CentralizedIMP(Thompson)\twas ranked\t1 / 2 for this simulation (last rewards = 6550.7).\n", "- Player # 1 / 2, CentralizedIMP(Thompson)\twas ranked\t2 / 2 for this simulation (last rewards = 6346.3).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 9 ...\n", " - For 2 players, our lower bound gave = 18 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 12.1 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 9.46 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 60.00% ...\n", " - [Anandtharam et al] centralized lower-bound = 9,\n", " - [Anandkumar et al] decentralized lower-bound = 12.1\n", " - Our better (larger) decentralized lower-bound = 18,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "for playersId in tqdm(range(len(evs)), desc=\"Policies\"):\n", " evaluation = evaluators[0][playersId]\n", " plotAll(evaluation, 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Second problem\n", "$\\mu = [0.1, 0.3, 0.5, 0.7, 0.9]$ was an easier Bernoulli problem, with larger gap $\\Delta = 0.2$." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "721b22ee70474096888cda076b27b883", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Policies', max=4, style=ProgressStyle(description_width='init…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 1 : CentralizedMultiplePlay(UCB($\\alpha=1$)) ...\n", "- Player # 1 / 2, CentralizedMultiplePlay(UCB($\\alpha=1$))\twas ranked\t1 / 2 for this simulation (last rewards = 8059.3).\n", "- Player # 2 / 2, CentralizedMultiplePlay(UCB($\\alpha=1$))\twas ranked\t2 / 2 for this simulation (last rewards = 7817.7).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 4.23 ...\n", " - For 2 players, our lower bound gave = 8.46 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 5.35 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 3.12 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 40.00% ...\n", " - [Anandtharam et al] centralized lower-bound = 4.23,\n", " - [Anandkumar et al] decentralized lower-bound = 5.35\n", " - Our better (larger) decentralized lower-bound = 8.46,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 1 : CentralizedIMP(UCB($\\alpha=1$)) ...\n", "- Player # 1 / 2, CentralizedIMP(UCB($\\alpha=1$))\twas ranked\t1 / 2 for this simulation (last rewards = 8184.8).\n", "- Player # 2 / 2, CentralizedIMP(UCB($\\alpha=1$))\twas ranked\t2 / 2 for this simulation (last rewards = 7700).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 4.23 ...\n", " - For 2 players, our lower bound gave = 8.46 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 5.35 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 3.12 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 40.00% ...\n", " - [Anandtharam et al] centralized lower-bound = 4.23,\n", " - [Anandkumar et al] decentralized lower-bound = 5.35\n", " - Our better (larger) decentralized lower-bound = 8.46,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 1 : CentralizedMultiplePlay(Thompson) ...\n", "- Player # 1 / 2, CentralizedMultiplePlay(Thompson)\twas ranked\t1 / 2 for this simulation (last rewards = 8084.4).\n", "- Player # 2 / 2, CentralizedMultiplePlay(Thompson)\twas ranked\t2 / 2 for this simulation (last rewards = 7815.1).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 4.23 ...\n", " - For 2 players, our lower bound gave = 8.46 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 5.35 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 3.12 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 40.00% ...\n", " - [Anandtharam et al] centralized lower-bound = 4.23,\n", " - [Anandkumar et al] decentralized lower-bound = 5.35\n", " - Our better (larger) decentralized lower-bound = 8.46,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 1 : CentralizedIMP(Thompson) ...\n", "- Player # 1 / 2, CentralizedIMP(Thompson)\twas ranked\t1 / 2 for this simulation (last rewards = 8008.4).\n", "- Player # 2 / 2, CentralizedIMP(Thompson)\twas ranked\t2 / 2 for this simulation (last rewards = 7885.5).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 4.23 ...\n", " - For 2 players, our lower bound gave = 8.46 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 5.35 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 3.12 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 40.00% ...\n", " - [Anandtharam et al] centralized lower-bound = 4.23,\n", " - [Anandkumar et al] decentralized lower-bound = 5.35\n", " - Our better (larger) decentralized lower-bound = 8.46,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "for playersId in tqdm(range(len(evs)), desc=\"Policies\"):\n", " evaluation = evaluators[1][playersId]\n", " plotAll(evaluation, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Third problem\n", "$\\mu = [0.005, 0.01, 0.015, 0.84, 0.85]$ is an harder Bernoulli problem, as there is a huge gap between suboptimal and optimal arms." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "258ddff2e24d4414905991d460c97726", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Policies', max=4, style=ProgressStyle(description_width='init…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 2 : CentralizedMultiplePlay(UCB($\\alpha=1$)) ...\n", "- Player # 2 / 2, CentralizedMultiplePlay(UCB($\\alpha=1$))\twas ranked\t1 / 2 for this simulation (last rewards = 8399.9).\n", "- Player # 1 / 2, CentralizedMultiplePlay(UCB($\\alpha=1$))\twas ranked\t2 / 2 for this simulation (last rewards = 8392.3).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 1.41 ...\n", " - For 2 players, our lower bound gave = 2.83 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 2.78 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 27.3 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 29.40% ...\n", " - [Anandtharam et al] centralized lower-bound = 1.41,\n", " - [Anandkumar et al] decentralized lower-bound = 2.78\n", " - Our better (larger) decentralized lower-bound = 2.83,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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XromqWh5n3qBTcdsetBz359hRVWeHjB9NjKcq6SoGJiJn4ipdvy8iN3ujm+P6XqlLQk0Xq+p2bz3vAl+KyMu4fK/C3ZH8Aa4hhGDzzKkeu8lIdV2JHqPxfk/JHJP34RqReF1E/oJr0vQ8Eq+79ACueORj4vpg+AxogguMP8BVNk/1NxJL1DxIYL76nAeiEpGBwD24IHWTiPwwYpL31bUmmGgepLo/4klmP/zBS8ebXjqCzecGbwAkeqc70XXG/X8Q15fNxwk0wJHsvn0BuBVXPPa1KHUjk9mGdKUrmbzP9HGVH/Ea6kncTcP/8z6fj/s/eynJaaKp72+9vhLJ19dJ/b/7oJDxJyuqWmeLPgks4w/pSIvJLK/lkLNwP8pf4y7cZxO7g6jI+ZfhAopS3BOcF3AXz/X1I1wb6nfh7uq+Dpyi8XvBvQHXQsg5uOJdx+Lamo9XGe4jbz0BXEW6MN76Tsblx2BcPyd34S64n/fmj2c37oKuP+5P839wZV9/Tx3Bg4j0EZG3cXe3fycid3ppqsJdKP7Om+5WEXkXdwF5jIg8K66IWFqJa+HmBdxThf8OGX5N/Iq5SfOCsIG4P/bBuD/jR3AXzm8BA1V1hzdtSsdukulKdV0JHaPxfk/JHJNeEYbjcUHi9cAduDuDP0pweyu85f4R18/PQ7gmQAvw+slIw28k1rrre06pz3kglja4/+I+uPND5NDfS2tCeZDq/ognyeNiAy4vP8EVlfqtl45gx64J9TaexHbH3JciEuy3KdoT9kjJ7tvncfuvOTH6bUrT8ZtwupLJ+0wdVyIyWkReYV9Q9q6IvCgih4VM9gDwiYg8JiK/xf1/jYuov5XINLU0wPVDXAnma73/uw82eYFApovxGZNdsq932jp7u0/jOhcBq1X1pDonNsaYA5SInIMrGntslCKxDbXO03B9WwxR1bmZWGcuykbeG5MOWW8NzCvmcBru0VcvXNGcKlyrD6txRb4+UNfhoDH7HRE5GXfX9O5sp8UYYzJFRJpqeP8gjXB3+rcCX2cwKSfjmoM9aAKVHMp7Y1KWtWBFRE7FPeqvwD3qfx7YhCuzV4Br3aEtcBSunGY5cE9E+XljcpaIHI0rZnQLrjJ3XWVqjTHmQPKxiEwH5uJuRJ6H68DwxjqK26aVqv5XptaVQ3Ii741Jh2w0XVwE/AnYAJynqpvqmOV1b74ewC9EZDdwa5wmLo3JFdfgOvCaD1zl1QMxxpiDxTu4xip+hLsJuRD4sao+kdVUHRws780BI+N1VkTkAeBvqlqvyrIicgyuEnQq7dkbY4wxxhhjclw2gpX8kD4bsrYMY4wxxhhjTG7LRtPFtYIMr7+DyHGDklmGMcYYY4wx5sCSjR7sEZF2IjJC9vUefm6UyXqIyO+9znuMMcYYY4wxB5msBCvA0cCHwDYR+QDoJyKnhHTchKr+C9fU68HYiocxxhhjjDEHvax1CikihcAw4DjgJlxrFS2AObheV6cAC4AbVPXqrCTSGGOMMcYYkzXZerKCqu5R1c9V9X7g36paChwBPA60AR4AvgRWZCuNxhhjjDHGmOzJeg/2nkkAqjoPmAf8b3aTY4w5UHmddZaq6jvZTksusvyxPEiE5VFyLL+Mqb+sPVkJpapPZjsNxuQCESkMaXgiOK5xttKTC0TkCxF5XUQOT8OyegGX5cIFQ7x9LSIFIvKgiDTJcJpyIn+ytf3eunMiD7y05Nwx4q07J/IomTwQke+LyOhMpCvKujOSX3X9f6Qzv0Tkl955+b9TS7UxdcvokxUROVVV30txGWer6uvpSpMxOeYY4CURmQSUA52BViIyTlX3ZDdpWbNAVS+LHCkiY4GrgLOAdbh6bgB5QA9gGfBfqroxZLZHgEsjlnM90BfYCBwG/KauTmsTmSeBaeLuaxH5G/Ag8NN4aYmTxrTkT6LbW995vCD0b8C5qroKQFWrU91+b9lZO0YSnS/a9odo0GPEW38u5FE3oMrbvodVdXqMae8EFqnqc5DYcSIinYCHgHeBAhH5J3Cpqu6sK20xlpcLv6tY+RX3eElnfqnqA8ADIvJUvPQakw6ZfrKyWUQeEZE2yc4oIi1E5M/AwXrBZg4OeUAAOAP4Pq7O1tkNGaiISPOGWnZDUtWJwA+BGuAuVf2hN1wMnIhrwMO/sSEi44C1oRcRInIlcAFwvareBTwN/DvencdE5klwuXH3taouAjaKyPhs5U8S20Ky84jIGd6FzvXAcFwjK6HpT2n705UH9dn+ROara/s9DXqMeMvIZh5dDyxW1RtV9VbgRuB/RaRDlGkHA7cAhRHpj5sHqroWF1xc7KXx4voGKt7ysvm7qiu/6vz/yHR+GZMOGX2yoqpfikg58A8RWQP8HzBdVauiTe89zjwSOA/ojbvrMC9jCTYmO25R1acSnVhEuuNa1DsZd8etGtc4xe2q+lnEtHcAvwWG4O6snQO0BfJCvhsMXIf7s2sEvOJ9LgD+iPs9NgVeA65W1V0hy28O3I7rO6kzsBtYDDygqi+HTNcP2K2qKxPdzhhGAEXAR6EjVbVKROYBoX/Il+LuYIf6NfCHkI5m3/O27QLgqRjrTGSeRJdb175+GJf/78aZJp5U8wcaKI+85un/JSInAJfFWE6q2w/ZOUbqnC/B7YeGP0Yge3l0OXBKyPrKxHVnMAq3TYB/LXA5sD7GcmLmgfek4EHgGWAX8KyI/CjFC/Bs/a4Sya9E/j8ynV/GpCQbPdgvVdXxwMvANcAiEZkuIm+JyHPe8I6IfAEsAW4A3lHV/7BAxZiojsLd0fsn8AvgXqAn8JGIDIwxz3O4GwB34QKUUM8A7XFBx9vAj4H7gQlAR2/867i7i5HzPuql4V+4AOceYCEwMmK6Bd56UnU8sEJVl4aOFJHWuDx5NmT0ccD0kGn64opt+OcVVQ0A84Ex0VaWyDz1WW4sqloOVIrIgGTmC1Hv/PGma5A8SlQath8yfIykMl997K955KkCHhGRpiHj+gPfREx3De6Cv4Yo4uWBqq5V1QtwF97lqvr9NFx4Z/x35Uk0v+LKQn4Zk5KstQbmPUqdCCAivXF3YdviAqhyYJ2qLshW+ozJoiNEpCfwHe4JyO9VdXac6d9W1QmhI7xyyQtxwf5PosyzBhjv/UFGUu/PCuBR7/d5HfCiql7kjf+riPQBrgB+FTLvmcDjqvrz+JuYNscTcXfTy7tnccHVdd64Prg/3sqQSXt5r9sjlrkDdyERTSLzJLPcRPb1p8BpuAuZZKWSP9BweZSMVLYfMn+MpDJfNA19jEB28gjgD97yj/CKRR0FvKWq/nZ4558CVVURibesuHmgqq/WkZZkZON3BQnkF4n/f2Qyv4xJSU40XayqS3BPUYw52FUDlar6WwAROQr4QET6qeqmaDOoakXwvXfHrRmu7PKXuGKU0TwcI1CB2k2Hf44rU/94tPEi0lJVg3+6W4GjRaSr1q4sHJrmvFjfJUpcx7IjgU0icrM3ugT3B3yXqr4UMnlnYEPEIlp7r7sixu8EYl0VJTJPostNdF/PwpUfT0oa8ieZbUl1nnjqtf2QtWMklfkiNegx4i0zW3mEqv5TRC7DFQmfgiuWFLxRgojk4Z6q/L8ENqXeeZCMLP6u6swvkvv/yEh+GZMOORGsGGMcVZ0KTA35PN27m3g18Lto84hIEa441iVA14ivl8VY1bdxkhFZj2RrHeNbs+8O4S+BfwArRGQO8D7uicyMOOurr2G4wOym0Lov3lOlr0WkaUjZ7bbAtoj5qyNegwqJfW5MZJ6ElpvEvt7EvjuxyUg1fxLeljTME099tx+yc4ykMl+YDBwjkL08CtaPGI8r+nQV8ANguogc6xVVuhx4WlX3JrAdqeRBMrL1u6ozv5L8/8hUfhmTspzoZyUWEVkYLJspIj8QkVh3iY05kO3CVeiM5c/Azbh6JBcA43B/Zh8R+zdeEWM81P4DrWu8/5REVf+Jqy/zE1y9lCtwf6a3xllffR0PrIqspO+VI58C3BEyOlo+lMX4rjn7ArH6zFOf5QZF29ebgeI65osm1fyBhsujZNR3+yE7x0gq8yUinccIZCmPvKcmz+MazvnIK3o6Hrcd94hIF6BEVeckuB2p5EEysvK7qiu/4qQ31v9HpvLLmJTldLAC3KGqFSJSgit/n3KncMbkKnHNc68QkRsjvmpB/Ca7LwCeUdXrVfUlVZ2oqh/gWpbJOFXdqKpPqOqFQBfgY+BOSX/nlscDn8T4rinujz+onH1FL4KClWPbR4wvIXax1ETmqXOaJPd1Aa5ibbJSzR9ouDxKRn23H7JzjKQyny9DxwhkL48GAFu8YuAAqOuH7Xxc61bjgcNF5KngAHQCfux9jjyfpJIHycjW7ypuftXj/yNT+WVMynIuWBHX9vwh3sfZInIortLaTURvh96YA0UN0BjXNj4AXqDeGphUx3xhv2URGUX8pzFpJ6535LA7dV59GsUVbWgRMm0/EemWwrryca3s1Lpo8M4ZJ+BaHAxaB5RGpG25l7Z+IfMWAgOBD6KtN5F5ElxuMvu6hH13YhOSjvxJYltSnqcOSW+/t86sHCOpzBehQY8Rb3lZyyPc9jWLMn4esFpVH1fVi1X1suCAKyb1d+/zdxHz1SsPkpHN3xV15BfJ/380eH4Zky5ZCVa8x5mx3A68LyIfAWfjylr+SV2nS5EVf405YKjrr+Q5ILR+x0W4P6PIyu2h3gB+KK7D1Z+IyIO4Jofr2zJQfbUA1orIsyJyk4hcKSIP45o+nuiVQQ9Kteniw4GWRFw0iEhXXBPOX+CKxoWur513QRDqScL7uDgfVzzCryQrIv/p3bHsmOg8dU2T5L5ui7sYCd3On4rIGq/Vn2jSlT91bou33PrkUVB+xGuk+mw/ZPcYSWg+T9Ttz8AxAlnMI1X9BgiIyIUh0+QB/4Vrfj2MuL5WIPZNy1p5kIwM5xfUkWfJ5lc9/j9Syi9jMilbFewrReRLYBqwTVVDy1v+WFVne3cETsJ1dPd7EbkO19+KBSzmQPYbXJGplrhH9I2A0VGavgx1A1CJ6+DxcmAurlPGi3B3+jJlN66zsVNwLeM0xlXK/z1wXzpWICI9cBcyQ71R94jIbu99c6AdrqWcR0Ir5apqQEQ+w7WONi1kkQ8AxSLyGK455yHAOA3p6BJ3EdmEfXVzEpknkWkS3ddHAZMjxuXjOqX7D1wHbg2VPw2WRyIyGtfE69HeqHdFZCauRaXQfiMS3v4GyoP6bH+d8yW4/Wk/RnIsj84F7hCRU3B1K5oCL6lq2JMAEfkZrl8ngLvF9b5+oYb0zB4jD5KRyfyCuvOsPvmVzP9HqvllTMbkBQKxWi9tOCKyGOifYAsfwXm6AcM1oj8JY8yBTUSe8oqApLqck4DvqWpkme6cJiKTgUsjK/R6Re4uV9WH0rSenMyfTG2/t8yczIO6WB7FzoMkl2H5lfxy0nJ+NiaebNVZ+TqZQAVAVVdaoGKMqS9V/QjoIxH1anKZVyRlU4wLiuMJaaY0VbmYP5ncfsjNPKiL5VGdeZAMyy9jclC2gpXIinHGGJMJvwbuznYikvALojRLKq5vnRGa/v5rci1/Mr39kHt5UBfLoxh5kAzLL2NyV7aClaNE5BQRidayRRgR6Z6JBBljDnyqOhfXgMc52U5LXUTkWKBCVWdG+bo7rn+dtMql/MnG9kNu5UFdLI/qzINkWH4Zk6OyVWelBggAe3EtV3zsDZ+o6s6Iaf+hqpdkPJHGmJwgIl8DG4HbGuiuZ87xWj76DXC3qsbqjPOAdbBvfyIsjywPkpXO/BKRm3ENuMxW1f+XhuQZE1O2gpXXgT/iDvTjgZG4FjWqgVm4wGUyrnnAp1X1rIwn0hhjjDHGGJNV2Wq6eIeqfoLXVrkX7R+JC15GAVfi2g6vIbzZvgPKjBkz9uKK4m3PdlqMMcYYY4yph5ZAzZFHHtkgcUW2gpU2oR+8x5FfesN9XkdHQ3D9rPwm88nLmHwgr6CgICuthFRXu6fABQWx+tgyByLb7wcn2+8HH9vnByfb7wenbO53b90NVg8+W8HK8SLSUVXXRftSVQO44mCzROS4zCYto7YXFBQUDx06tO4pG4CqAiAiWVm/yQ7b7wcn2+8HH9vnByd2aofUAAAgAElEQVTb7wenbO73WbNmUV1d3WClhLLVGtgDwFMicnkCLYJVZCJBxhhjjDHGmNySlWBFVW9X1XHATODqOib/VQaSZIwxxhhjjMkxGQ9WRGRI8L2qzlLVB+NNr6proizj8IZImzHGGGOMMSZ3ZOPJym/TsIzfpWEZxhhjjDHGmByWjQr2nUTkSVyTxPXp5CUPaJ/eJBljjDHGGGNyTcaDFVUdkel1GmOMMcYYY/Y/2WoNzBhjjDHGGGPismDFGGOMMcYYk5Oy1SlkXCLSDRgHdAaqgXXAZFVdktWEGWOMMcYYYzIm556siMhlwN+BAUAB0Aw4HHhWROrqk8UYY4wxxhhzgMjFJyuNVXVstC9E5PpMJ8YYY4wxxhiTHTn3ZAX3NCWWvRlLhTHGGGOMMSarcvHJynYR+QyYD+zABSgtgCHAP7KZMGOMMcYYY0zm5FywoqrPisiHwPG4Cvb5wNfAb1S1PKuJM8YYY4wxJgsCgQCVlZVs3bqVrVu3sm3bNv/9okWLGDJkCCKS7WSmXc4FK55CoKU3VAOHAK0AC1aMMcYYY8x+JxAIsGvXLj/AiAw4EhlXVVUVdx1z585l4MCBGdqizMi5YMVrDewi4BtcMbDGuNbAfiwiT6nq37KYPGOMMcYYcxCqqalh+/btSQcYoZ+rq6sbNI3bt29v0OVnQ84FK1hrYMYYY4wxpgFUV1ezdetWtmzZwpYtW8Le1zVs27aNQCCQ1fQXFhbSunVriouLadWqlT8AHHvssYwcOTKr6WsIuRisWGtgxhhjjDEmqj179sQNMuJ9l+0nD82aNasVaER+jjYu+LlJkybk5eXVWq6qAkT9bn+Xi8GKtQZmjDHGGHMA27t3L1u2bGHz5s1s3rw57hONyOBj586dWUt3ixYt6h1oFBcXU1RUlLW0769yLlix1sCMMcYYY/YPe/bsCQs6Nm3a5L+PNW7Tpk1ZfcJRXFxM69atEx5atWrlvzZqlHOXzge8nMxxVV0HvJTtdBhjjDHGHAyCQUe0wCLe52wEHfn5+X4AERpMJDK0bNmSgoJ4NQ6ya8+ePWzbts2vnB98v23bNgoKCrjkkkv8aS+66CI2bNjgf/fMM89kMeUNJyeDlVhE5GprDcwYY4wxJrpgi1WLFi2ivLycTZs2+QFGvMBjx44dGU1nXl4erVu3pqSkhJKSkqhPMmINLVq0ID8/P6PpTUQgEKCiooItW7YA0LlzZwB27NjB008/HRZ4hAYiDzzwAMcccwwAt99+O/fee2/U5Xfp0iUsWPnwww/ZuHEj4J4WHahyLlgRkRuBZlG+ygPGAhasGGOMMeaAV1NTw9atWykvL/cDj+D7yM/B95s3b6ampiZjaczPzw8LOkpKSigtLa3zc3FxcU4GHHv37mXTpk1hTQ4H681s3bqVn/70p7Rs2RKA3/zmN0ycODHs+z179gDwve99j7fffhuAiooKfvazn8Vc59q1a/33wcAtWMcltL5Lhw4dwuZ76qmnaNSoEa1atWLz5s3pzoqckXPBCjAZuBn4V5TvDtw9YYwxxpgDVq4HHsGgI5FAI/RzrgUd1dXVbNu2je3bt9OjRw9//Isvvsjq1aujBiDnnXceP//5zwGYPHkyY8aMibn8c845xw9Wli5dypdffhn2fZMmTfzgIqhVq1Zcc801YYFH6Pt+/fr50950003cdNNNCW3r+PHj/ffB1sAORDkXrKjqVyLylqo+HfmdiOxpiHWKyLnAxcCRQBtgOfA08CdVrfKmOQGYFGX2Gao6rCHSZYwxxpjctGvXLsrKyvxh48aNlJWV5UTg0aJFC9q2bUubNm1o06ZNWJARK/ho2bJlzgQdVVVVfstfoa2Fbd68mZNOOolBgwYB8MYbb/Dggw+GBR/B4mxFRUVUVlb6Tfn+7ne/Y968eVHXF1weuCcbbdq08Z9uBIfg50MOOcSf9rbbbuNnP/uZ/31xcTFNmjSptfyioiIeffTRtOXPwSbnghUAVX0qxvjnG2iVN+IClF8B64GRwG+BI4AfREz7n8CckM/Zaz/PGGOMMWmxa9cuP+CIDECifd69e3dG0lVcXExpaakfeMR6H/xcVlZGUVERIpKR9MUSCAQIBAJ+ADR//ny++eabsMAj+L5du3b89a9/BdyTkSZNmsTsfPGRRx7xg4vNmzczZcqUsO/z8vL8AKOqqorGjRsDrjJ6eXl51ACkW7du/vxHHHEEZWVlCW3jYYcdllymmHrJWrAiIkep6vRsrT/CGaoaemROFpEA8N8icpOqrgz57htVnZbh9BljjDEmQYFAwH/ykWgAUlFR0eDpSjTwCL4vKSlJul+Obdu2pTXNlZWVYQFGixYtGDp0KADr16/n7rvv9r8Lfd2yZQtTpkzh2GOPBeDvf/87Dz30UNR19OrVy39fUFBASUkJeXl5fv2N0NcBAwb4044bN45JkyaFBR6xKt/fcsst6cwWk0HZfLLyO1yF+ayLCFSCZnivnYGVUb43xhhjTIbs3buXsrIyNmzYwIYNG9i4cWPY+2DQEXytrKxs0PQUFRXRtm1b2rZtS7t27fz3bdu2TVvgkU7B/Au2DhY53HnnnTRr5to3uvLKK3nvvffYvHlzrXw855xzePXVVwH47rvv4hZv2rp1q//+iCOO4Pvf/37UAKR9+/Zh85WVlSXUE3unTp3o1KlTwnlg9k/ZDFZqHYUiMiLyqYWIdPT6Xcm044FqYHHE+FdFpA1QDrwB3Kyq9a74X11dnbVKUcFH2AdypSxTm+33g5Pt94PP/rDPq6qq/DodkRfPoePKy8vZunVrzKJB6VBUVBRWlyP0YjpYryP0c/PmzRO6oAb8JmrTIRAIhK132rRplJWV+XU2ysvL2bZtGzt27GD8+PGcd955AHz00Uf89Kc/jbnc8ePH+03trlq1ym+hqrCw0K8Q3rJlS9q0aeMfU5WVldx22220atWKli1b+tMEn3AUFhb60w4fPpzhw4fHXH8uH6f7g2z+3qurqxt0+dkMVqKdce6i9tOWp6OMa1DiCnr+Avg/VS33Rm8D7gem4OqpjARuAUZ4Rdq+y2QajTHGmFxUUVERNQAJrWweHNeQHQo2btzYDzCiBRuRze0mE3ykS1VVld8iVdu2bWndujUAX3/9NR988EFY87nBfjlqamr4/PPP/WXcfvvtrFwZvQBIaPGq4PaG1tkIHYJPVcBVHL/11lspLi6madOmMfOlSZMmYf1+GNMQcq2CfbRfQ0bPHCJSintisgr4ZXC8qs4EZoZMOllE5gFvAucD/6jP+goKCrJWCS4YfWe7Ep7JLNvvByfb7wefdO7z6upqysrKWLduHevXr2fdunX+EPwcLJK1c2fDtDuTl5dHaWkp7du394d27dqFvQ8tlpXp4KOmpobNmzdTXl7utwpWWFjI6aefDrjA5KyzzgprMSw0r5544gmuuOIKwHX29+STT8ZcV69evWjUyF3CBZdZWlpKaWkpe/fupXXr1gwcOJA+ffr4AYuIcMEFFyS0LXae2P9k8xw/a9asBn26kmvBSrSnLQ33zDeCiLQA3gUOAY5R1bpu+bwF7AKGUc9gxRhjjMmWysrKmMFH6OcNGzY0SLO7BQUFtG3bNmrwETm0bdvWv0DPhN27d4cFHqGvV111Fd27dwfgt7/9LY8++mjUpokHDBjgByuFhYVMnjw5rA5Io0aN/Cc9oU3eHnvssdx7771+ABI6lJSUhOXDX/7yl7B12o0Jc6DJZrAyQER+D7wPfKKqDdKHSqJEpDHuiUovYFREC2B1yVhAZYwxxsQTCATYtm0b3377LWVlZcyYMSNmMBJaATpdCgsL4wYdoUNpaWlG+/ZYtmwZq1ev9gOP0CBk8ODBfmd8qhrWUV+k0aNH+8HK3r17KS93JcZbt27tV6xv27YtvXv39ufJy8vjX//6l1/vo7S0lJYtW0Z9+jNkyBCGDBmSzk03Zr+VzWBlPvAnYBzwsIgUAR1FZLCqzok/a3qJSAHwIjAcOFlVv0lw1jOB5kCuNMFsjDHmAFZRUcHatWtZs2YNa9asifp+3bp1DdISVklJCR07dvSHDh06hL3v0KED7du3p1WrVhktflVeXs5nn33mtwgWOXz00Ue0adMGgOuuu4533nkn6nLGjRvnBytt2rTxW/sKBh6hQUhoz+i//OUvuf766ykpKaGwsDBuWk855ZT0bLQxB5FsBistcRXU/w1cr6rficjhwPdE5GZchfZJuGCgoT0CnA3cDuSJyIiQ775V1TIReRZYCnzNvgr2v8LVY3klA2k0xhhzgKqpqWHjxo21ApDIz1u2bEnrehs1akT79u2jBiChn9u3b+93rtdQqqurKSgo8D+/9tprLF++PCzwCDZTfNlll3HHHXcAMHv2bM4666yYy92wYYMfrAwaNIitW7eGBSDB19CnICUlJWG9n8dTUlJSzy02xiQia8GKqo4Qke64lr4e955ufAm8rqr3isghwIlA2wwk51Tv9S5vCHU58BTuSdBFwM+BpsBq4HHgTlWtykAajTHG7Id27NgR8ylIcFi/fj179+5N2zqbN2/uPwk49NBDYwYjDV0Ma+fOneTl5dG8ubvvOHv2bN58882wvlGCw86dO6moqPADhDvvvJPZs2dHXe6qVav89927d+e0006jXbt2UYfQFrHuvffehNKd6VbBjDGxZbWCvaquwF3wPy4iebiK6t8Xkb7se7KyIQPp6JHANP8N/HdDp8UYY8z+Y/fu3axatcofVq9eXetzOnsUb9Sokd8RXufOnencuXOt9506daJFixYNVtH6u+++Y+vWrX5HfoFAgHvuuYf169eHDRs2bGDXrl08/PDDXHvttYBrNej222+Puty8vDy2b99OcXExAOeffz6jR4+OGoCEdiLYu3dv3nrrrbRuozEmd+RMa2CqGsDV/ZgOICLNgRPY15O8McYYkzGVlZV+8BEZhATHbd5c7z6BayktLY0bhHTu3Jm2bds2yJOQYNPELVu29Pvb+OCDD3j77bdrBSBbtmyhZ8+eLF26FHBBxp///Gc2bdpUa7lNmzaloqLC/3zkkUdy2223RQ1ASktLw4qB3XrrrWnfTmPM/idngpVIqroLeNsbjDHGmLTZu3cvq1evZuXKlVGfhqxatYqysrK0rKtx48Z+0BErCOnUqVNY07Xpsnv3bjZs2OA/idi5c2fUpyBlZWXU1NTw2muvcfbZZwMwffp0HnrooVrLbNSoUVhQAfDrX/+agoICv6J9cDjkkEPCilQNHDiQe+65J+3baYw5cOVssAIgIguBw1W1QkR+ACxRVXvSYowxJq6KigpWrlzJihUr/GH58uX++zVr1qSl35DCwkK6dOlCly5d6Nq1a62hS5cutGnTJu11IHbv3k1RUZHf38Zbb73FlClTWLt2LevWrWPt2rWsXr2anTt3MmrUKKZMmQK4QOMPf/hD1GW2adMmrBWxk08+mfvvv79WAFJSUlLr6c7Pf/7ztG6fMcYE5XSwAtzhBSolwELgKKxYmDHGHPS2bdsWMxBZsWIFGzduTHkdBQUFdOrUKWoAEnzfrl27tBbLqqmp8ZdXXl7Oc889FxaABIdt27Yxffp0hg0bBsC7777Lo48+Wmt5RUVFYelr0qQJ9913n98TfDAAadeuXa1md4cPH87w4cPTtm3GGFMfOResiMgZwCRV3QnMFpFDgYeBzcDUrCbOGGNMgwsEAmzZsoVly5axbNmyWoHIihUr0lJpvUOHDnTr1i3qE5GuXbvSoUOHWsWd0uHjjz9m3rx5rF69ulYgcuqpp/L8888DsH379phPLIqKisLqy5x11ll06dLFr2DfsWNHdu3aRXFxca3ODYN9iRhjzP4g54IVXF8nt4pIBa53+9bAn1T1/ewmyxhjTLpUVlayYsUKli1bxtKlS1m6dKn/ftmyZSkHIwUFBXTp0oXu3bvTo0cPunfvHjZ07do1rXVEdu7cydy5c1m9ejVr1qxh9erV/rBmzRo+//xzOnToAMCf/vQn3njjjajLWbdunf++U6dOXHvttX7wEQxEOnXqRElJSVjRsrFjxzJ27NiwZQVbAzPGmP1ZLgYrP1bV2V7Rr5OAk4Hfi8h1wDuq+r/ZTZ4xxpi61NTUsG7durAAJPR17dq1BAKBei+/SZMmtQKQ0KFTp05+fY5UVFZW+vU/IgOQE088keuuuw6Ar7/+mtGjR8dczurVq/1g5dRTT6V9+/a1mhvu1KkTpaWlYdv48MMPp7wNxhizP8u5YEVVZ3uvm4EJ3oCIdAOs8KwxxuSIyspKli5dyuLFi1myZElYQLJs2TK+++67ei+7WbNm9OzZk549e0Z9MtKuXbuUK63v3buXdevWsXLlSn9YtWoVf/nLX/x6HqNGjeKrr76KOn/jxo39YKV79+4cddRRdO7c2a9w36VLF/9z9+7d/fmuvvrqlNJtjDEHk5wLVgBE5FhcHyufqupkAFVdCazMYrKMMeags3v3br799luWLFnCkiVL/MBkyZIlrF69ut5PR/Lz8+natSs9e/bk0EMP9V+D79MRjGzbts0PQrp168agQYMAmDhxIj/5yU9Ys2YN1dXVtea77bbb6NixIwA9evRg48aNUQOQ/v37+/N0796dL7/8MqX0GmOMqS0nghURmQysAKYAU1T1U+BTETlWRP7Tin4ZY0zD2blzpx+AhA6LFy9m7dq19V5uSUlJWAAS+tq1a1eKiorqvey9e/eyYcMGOnfu7I+75ZZbmDNnjh+gbN++3f/uxhtv5P777wdcR4UrV7p7X8FK9qFDaF2Wl19+Oe3NDhtjjElcTgQrwN3AOcDPgcdEZAOu5a/lQO3bXsYYY5JSVVXFihUrmD9/PqrKokWL/KBk/fr19Vpmfn4+PXr0oHfv3vTq1YtevXr5AUnPnj0pLi5OOd3Lly9n0qRJLF++3G8ZbPny5axZs4b8/HwqKyv9Frs++OCDsCJbzZo18wOQ3r17++OHDRvGkiVL6NKlC40bN467fgtUjDEmu3IiWFHVD4EPAbyK9aOAU3B1VP4ji0kzxpj9RiAQYP369aiqPyxcuBBVZfny5fXqBLGgoICePXvSu3dvevfuTZ8+ffz3PXr0qPfTkerqatauXRsWhARfL7/8ci699FIAPvvsM6644opa8+fl5dGuXTs2b95M27ZtAbjjjjvYu3evH6BEtpgV1LRpU3r16lWvdBtjjMmsnAhWQnkV698A3hCRE4HBuOJhxhhjcPVIFi9eHBaUBIcdO3YkvbzCwkJ69uwZFogEA5Nu3brV6iwwETU1Naxfv95/ErJp0yZ+9rOf+d/36NGD1atXR533iCOO8N8PHjyYH/7wh/To0YMePXrQs2dPv+nhyEDptNNOSzqdxhhjcltOBCsi0lFV10WOV9VJInIDFqwYYw5CW7Zs4ZtvvgkbVJUVK1Ykvay8vDw6derEwIEDERFExA9OunbtWq9mfquqqqiurqZp06aAK4b1P//zPyxZsoSlS5dSWVnpT1tQUMA111zjr6dLly7s2bPHb+0r9PWwww7z5xs4cCD/+Mc/kk6bMcaYA0NOBCvANBFphKunMgX4BFgMdAHaZTNhxhjT0DZt2sQ333zD/PnzwwKT0A4CE9WyZUs/GAkO/fr1o6amhiZNmiAiSS9z1qxZLFmyhG+//TZsWLVqFQ8++CA33HCDvx1vvvmmP19paWlY88PfffedH6xMnTo1Lf2gGGOMObDlyj/FAGA0cCJwBfAXIFjQ+HEROUxVv8lW4owxJh02btwYFowEg5ONGzcmtZz8/Hx69uzpByKhgUn79u2j1tOI1Zt5IBCgrKyMxYsX+0HItm3beOihh/xpxo8fH7USfn5+Pps2bfI/jxo1ildeecWvbN+yZcuY22CBijHGmETkxL+Fqu4E3vYGRKQY189KcJgrIhuBF1X1F9lJpTHGJGbnzp3Mnz+fOXPmMHfuXObMmcP8+fMpLy9PajmNGzemX79+HHbYYf7Qr18/evXqVWcrVtHSFOrNN9/knnvuYdGiRWzbti3su/z8fO677z6/TsiYMWPYsmVLWKtfvXr1qlXBvlOnTpx77rlJpcsYY4yJJyeClUiqug2vkj34LYSdAPTNYrKMMSZMdXU13377bVhQMnfuXL799tukltO0aVP69+8fFpQcdthhHHrooX6zvIlasGABixYtqjWsX7+em2++mSOPPBKAPXv2MH36dACKi4vp06dPWCAS2nLYM888k1QajDHGmHTJyWAlktdC2D+znQ5jzMGrrKysVlAyf/58KioqEl5G8+bN/aBkwIABflDSvXv3hIOSQCDA6tWrWbBgAarKxo0bufvuu/3vx4wZw5o1a2rNV1RUFPZ05YQTTuCTTz6hb9++tGnTxvoTMcYYk5MaNFgRkT7A8ar6RD3mPQUoBt5U1T31XP/Vqvq3+sxrjDk4BQIBli1bxsyZM/n666+ZOXMmM2fOTKrjxIKCAkSEQYMGMXjwYAYNGsSgQYPo1q0b+fn5Safp888/569//SsLFixg4cKFYUFHXl4et956q98i10knnUR5eTl9+/YNG3bt2hW27tLSUo499tik02KMMcZkUoMEKyIyDrgBWAtcX59lqOoHIvIDYLGIvAE8rapfR1nXjUCzKIvIA8YCFqwYY6Lau3cvCxYs8AOSmTNnMmvWrFp1OOLp2LFjWFAyePBg+vXrR5MmTRKaf+fOnagqCxYs8IORBQsWcPXVV3P99e70uWHDhrDme9u2bUv//v39SvXV1dX+d7GKbMWqYG+MMcbksrQHKyKyEOgDvKGqP05lWar6kojsASYA14nIXFUdGjHZZOBm4F9RFrE5lfUbYw4cFRUVzJkzJywwmTt3blhfIPE0bdqUgQMHhgUlgwYNok2bNgnNv2PHDhYvXhzW4eHIkSOZNm1a1OnnzJnjvx8xYgSPP/44/fr1o3///pSWlia0TmOMMWZ/1xBPVvoCe6nnE5VIqvpPEZmEa9Z4UJTvvxKRt1T16cjvvEDHGHOQ2bNnD/Pnz2f69Ol8+eWXTJ8+nXnz5oU9gYinpKSEI444gsMPP9wf+vTpk1C9ku+++46FCxcyb9485s2bx9y5c5k3bx4rVqwgLy+PHTt20Lx5cwBatGhBYWEhffv2pX///n4wEnxqEtShQwd+/OOU7v0YY4wx+6WGqrPyvqquTuPynsAFK1Gp6lMxxj+fxjQYY3JQTU0NixcvZvr06f4wc+bMhJ+YdOnSpVZg0rVr1zornAdbAps3bx4dO3Zk5MiRAPz73//mrLPOqjV9UVER/fv3Z+PGjfTs2ROA559/nlatWlmfI8YYY0wMDfUP+Uqal/cGUMO+jiKNMQepNWvW8MUXX/iByVdffZVwHZO+ffty+OGHhwUniRbj+vTTT/niiy+YPXs2c+fOZcGCBX5AdNlll/nByqBBgxARBg4cGDb07t27VlCS6LqNMcaYg1VDBSu1KsKnQlV3icgSXF0YY8xBoqqqilmzZvHZZ5/x+eef8/nnn7Nq1aqE5u3WrRtHHXWUPxx55JEUFxfHnaempoalS5cya9YsZs+ezS233EKzZq79jrvuuouJEyeGTd+1a1cGDhzo910C0LNnTxYuXJjklhpjjDEmmoYKVhY0wDIVC1aMOaCtX7/eD0o+++wzZsyYkVBxrjZt2oQFJkcddRTt27evc77Nmzfz6quvMmvWLGbNmsWcOXPCmgU+44wzGD58OABnn302hx56KEOGDGHw4MEMGDCgzuDHGGOMMalpiGBlV337RalDQi17ichxqvqJiIxW1Y8bIB3GmDSorq5m7ty5fPrpp/6Tk2XLltU5X7NmzTjqqKMYPny4H5h07949bh2TnTt3MnPmTGbMmEGLFi248sorAdi6dStXXXVV2LSdOnVi6NChDB06NKzVrWuuuaaeW2qMMcaY+qpXsCIixbhWv75R1V0RX29JOVXRbU1wuiOAT4AjAQtWjMkRVVVVfP3110yZMoUpU6bwySefJFTXpGfPnhxzzDGMHDmSkSNHMnjw4DorpM+dO5ePPvqIGTNm8NVXX7Fw4UICgQAAhx9+uB+s9OjRgyuuuIL+/fszdOhQhgwZQtu2bVPfWGOMMcakRULBiogMAvao6kIRGQ88ChQARSLyfVX9NGTyxJrgSV5VktNbZXxjsmj37t188cUXfnAybdo0du/eHXeeJk2aMGzYMD84GTFiBB06dIi7jlmzZjFjxgxOO+00Dj30UMB1jPjHP/7Rn65Ro0YMGjSIYcOGMWLECH98fn4+TzzxRIpbaowxxpiGkuiTlUXAe7jmg/sBh6pqQERa4jpkDA1WEi4CJiKFQJ6qJhKIWJ8pxuSwXbt28cknnzB58mSmTJnC9OnT2bMn/s+2Y8eOjBo1imOOOYZjjjmGIUOGUFRUFHXaQCDAggUL+OKLL5g2bRpffPFFWN8pTZo08YOVMWPGsGXLFo488kiGDRvGoEGDEu5R3hhjjDG5I9FgpRoY7L1fqKoBAFXdLiKLo0xbJ3E9nr0E7BKRM1V1Ux2zBBJMqzEmA/bs2cMXX3zBhx9+yIcffsi0adPqDE569uzJ8ccf7w+9evWKWdekvLwcVeXYY48FXEtdw4cPZ9eufSVPCwoKGDx4MMOGDaNPn33tb4wdO5axY8emYSuNMcYYk02JBiuDgJUicilwmIi8BzwMPEXyxbMQkSuAPwPNcMW1vhSR76mqJrssY0xm1NTUMGfOHD84mTJlSljgEE3//v39wGTUqFF07do16nR79uxh9uzZ/hOTadOmsWTJEpo0acL27dspLCykoKCAM888k6qqKkaMGMGIESM44ogj/KaFjTHGGHPgSShYUdWZwOGh40TkA6CZqj6X6MpEpAXwGHA+LkipAm4FvgEmishlqjop0eXVwZ7EGJOilStX8t577/HBBx8wadIkysvL404/cOBATjrpJNH4BHUAACAASURBVEaPHs1xxx1Hu3btok4XCAT8JypvvfUW559/PhUVFWHTNG3alGHDhlFWVkanTp0A1+O7McYYYw4e9W66WFVfS2Z6ERkOvAD0wAUqi4ELVfVr7/vTgX+KyO9V9f/qmy72Vay3CvbGJKmyspKpU6fy3nvv8d577/HNN9/Enb5Hjx6cfPLJnHzyyZx00kkx+zZZu3Ytn3zyiT+ceOKJPPDAAwD06dOHiooK+vbty8iRIzn66KMZMWIEAwcOpLCwMO3baIwxxpj9R0N1ChlGRH4F3O2tLw94Brg2tNljVZ0rIqOAN0Skt6reVs/Vveq9vpxKmo05WCxZssQPTiZNmhS3xa62bdty0kkn+QFKsEJ7NK+//jqvvfYaU6dOrdV/SmgQ0rdvXzZu3GhNBhtjjDGmlgYNVkSkHfAP4BRckLID+GmsomOqul5ETgCeFZGXgUtU9btk1qmqq73XVamk3ZgDVVVVFdOnT+fhhx/mvffeY8mSJTGnbdy4MSeccALjxo3jlFNOYcCAAeTn54dNEwgEWLJkCZMmTeL000/3i2x99NFHPPPMMwC0aNGCY445huOOO47jjjvO7xUeIC8vzwIVY4wxxkTVYMGKiJyKq4DfFheoTMcV+1oabz5VrRCRc4H7gEkickYCLYUZY+LYvHkz7777Lm+++SZvv/123Irxffr0Yfz48Zx66qmMHj06agX25cuXM2nSJD766CMmTZrEmjVrAHjiiSe44oorALjwwgvp06cPxx13HIMGDaqzI0djjDHGmEgNcfVQJCL3A78A8nEV3e8Dfq2qexNZgNc08k0ichXwmYicnch8IrIQONwLeH4ALFHVGfXaCmP2c99++y1vvvkmb775JlOnTvX7I4nUrFkzTjrpJMaPH8+4cePo1atXzGXW1NQwYMAAFi5cGDa+tLSUE044gW7duvnjgj3OG2OMMcbUV0MEK32B/8I9TdkAXKqq79dnQar6mIgsx3VIGdmfSzR3eIFKCbAQOAqwYMUcFAKBALNmzWLChAm8/vrrcSvHd+nShXPPPZfTTjuNUaNG0bhx47DvgxXtJ06cyLRp05g8eTIFBQXk5+fToUMH1q9fz+jRoznxxBM58cQTGThwYK3iYcYYY4wxqWqochl5wL9xgUpZKgtS1Yki8j3g7Wjfi8gZwCRV3QnMFpFDcX3AbAamprJuY3JdIBBgxowZTJgwgQkTJvDtt9/GnHbEiBGceeaZDBo0iN69e9OvX7+w5cyfP5+JEycyceJEPv74YyorK/3vv/rqK44++mgAXnrpJUpLSykoKGi4DTPGGGOMoWGClSrgVlV9MF0LVNX5InI0EK255NuBW0WkAngfaA38qb5Pc4zJdYFAgOnTp/PKK68wYcIEli9fHnW6Jk2aMGbMGM4880xOP/10OnToAECw79Xq6mo/4Jg7dy5DhgwJm3/o0KGMGzeOsWPHMnToUH98rL5TjDHGGGPSrSGClZaqmnSv9nVR1Q3AMVG++rGqzvaKfp0EnAz8XkSuA95R1f9Nd1qMybRAIMDs2bN57rnnePnll1m5cmXU6Vq0aMGZZ57Jueeey9ixY8MqxwcCARYtWsSTTz7J5MmTadq0KZMnTwZcZ45Dhgxh8ODBjB07ljFjxsTsM8UYY4wxJlPSHqw0RKBSx/pme6+bgQnegIh0A4bHmdWYnLdixQqef/55nnvuOebPnx91muLiYs466yw/QAmtf1JVVcXUqVN56623eOutt8KaKS4qKmL79u20bNmS/Px8Zs2a1eDbY4wxxhiTjAO2LVFVXQlEv/1sTA7bvHkzr7zyCs899xxTp0avdtWqVSvOPvtszjvvPE4++eSwACUQCJCXlwfAyy+/zCWXXOJ/V1JSwnHHHccJJ5zA5ZdfTsuWLRt2Y4wxxhhjUnDABivG7E/27t3Lu+++y5NPPsnbb7/Nnj17ak3TtGlTzj77bC6++GLGjBlDUVGR/11ZWRlvvPEGr776Kn379uXPf/4zAKeeeiqDBg3ie9/7HqeffjojRozwK+G3atUqMxtnjDHGGFNPFqwYk0WLFy/mySef5Omnn2bdunW1vs/Pz2fs2LFcfPHFnH322RxyyCH+d6tXr+a1117j1VdfZerUqdTU1ACusvxDDz1EXl4ebdq0Yc6cORnbHmOMMcaYdLJgxZgM27VrFxMmTOCJJ56IWcxr+PDhXHzxxfzgBz+IWtH9oYce4he/+IX/ubCwkFNPPZVzzjmHM8880y8GZowxxhizP8u5YEVE7lPVX2U7Hcak2/z583nkkUd49tln2bFjR63vO3TowI9+9CMuv/xyRMQfX1ZWxoQJE+jatSunn346AEcffTTNmjVj/PjxnHPOOZx22mkUFxdnbFuMMcYYYzIh54IVYGC2E2BMuuzZs4fXX3+dRx55hI8//rjW9wUFBZx22mlceeWVjB8/nsLCQgC2b9/O66+/zgsvvMD7779PdXU1J5xwQliwUlZWFtY0sTHGGGPMgSYXgxVj9ntr167lscce47HHHotaF6Vv375cccUVXHrp/2fvvsOjqraHj3/PTJJJIwkBQg1EUTYIeimioFRFpAmoICoIWC6iIAhWfLErikgTvOi1cm3g1aCCilf4gQ0FjIKAsOkJhF7S+8x5/5hkyCSTEEIyk7I+z5MnM6eu2YcJZ53dRtO4cWPX8l9++YV58+axYsUK1wzyfn5+9O/fn5EjR7q2s1gskqgIIYQQosaTZEWICvT7778ze/ZsPvvsM/Ly8tzWWa1WbrzxRu6//3569erl6leSl5eHn5/zq7h161Y+++wzAHr06MFtt93GsGHDqF+/vnc/iBBCCCFEFSDJihDnyeFw8PXXXzN79myPTb0aNWrEuHHjGDduHE2bNgXg9OnTLFmyhPfff5+rrrqKuXPnAnDrrbdy+vRpRo4cSXR0tFc/hxBCCCFEVSPJCqCUGgaMBDoB9YH9wGJgrtY6p9B2FwDzgWuAHOArYKrW+pS3Yxa+l5WVxQcffMDs2bPRWhdb36NHDyZMmMCNN96Iv78/pmnyww8/8MYbbxAbG0tOjvOf1qlTp5gzZw6GYRAeHs7jjz/u7Y8ihBBCCFElSbLi9DDOBOVR4AjQFXga6AiMAFBK1QHWACfyl4UAM4GvlFLdtdam98MWvpCSksLrr7/O3LlzOX78uNs6Pz8/br31Vh566CHat2/vWv79998zefJktm/fDoBhGFx33XWMHTuWG2+8UYYaFkIIIYTwQJIVpxu01oXvOtcqpUzgJaXUI1rrBGAc0Bi4WmudCKCUOgj8AgwEVng7aOFdSUlJvPbaa8ybN4/Tp0+7ratTpw733nsvkyZNcjXfSk1NpU6dOq7127dvp1GjRvzzn//knnvuoXnz5l7/DEIIIYQQ1YkkK0CRRKVAXP7vpkACMAj4sSBRyd9vnVJqP3ADkqzUWCdPnmTevHm89tprpKSkuK2Ljo5m8uTJ3HPPPYSHh5OTk8OHH37I/PnzCQ8PZ9WqVYBzqOFvvvmGPn36uIYnFkIIIYQQpauKyUpVaQ/TA7ADu/LfXwJ84mG7v/PXlYvdbvfY38EbMjIyAHx2/qouNTWVd955h//85z+usioQHR3N+PHjGTx4MP7+/mzfvp2lS5fy8ccfc+zYMQAiIiLYsGGDa7LGCy+8kL1793r9cxQl1712kute+8g1r53kutdOvrzudru9Uo9fFZOV93wdgHJOHz4FeE9rfSJ/cV0gycPmp4EYL4UmvCArK4uPPvqIf//73yQnJ7utu+CCCxg/fjwDBw7Ez8+P48eP8/rrr/PFF1+45kW5+OKLGTNmDIMGDSIwMNAXH0EIIYQQokaocsmK1vpTX55fKVUP+BI4ADxU2eezWq04cyPvK8i+fXX+qiYvL4/33nuPZ599lsTERLd17dq1Y/r06QwbNgyr1epaXq9ePVei0q9fP6ZOnUqfPn2qdId5ue61k1z32keuee0k17128uV137RpU6XWrlS5ZMWX8kf8+hYIBa7SWhfuoHAaiPCwW11Ahi6uxkzT5KuvvuLRRx9l586dbusuvPBCXnjhBUaMGIFhGKxevZr33nuP999/H39/f+rXr8/bb79Nx44dadOmjY8+gRBCCCFEzSTJSj6llA1njUpLoHv+CGCFbcdz35RLgO8rOTxRSbZu3cqUKVNcHeELNGrUiKeeeoq7774bPz8/li9fzowZM9iwYQMA119/PaNHjwZg5MiRXo9bCCGEEKI2sPg6gKpAKWUFlgBXAAO01n972GwF0FMp1aTQfl1w9ldZ7o04RcU5efIkEydOpH379m6JSnh4ODNmzGD37t2MHz+eb775hg4dOjB06FA2bNhA/fr1efHFFxkyZIgPoxdCCCGEqB2qRM2KUmqw1vqrIssu1Vpv8VIIrwNDgacAIz8JKbAnf2jjfwMPAF8qpZ4BgnFOCvkrMmxxtWG323nzzTeZPn2621wpFouF8ePH8+yzz1K/fn0AbrrpJpYtWwZA06ZNefjhh/nnP/9JSEiIT2IXQgghhKhtfFKzopSKUkp1ya/RABjmYbMYpdQMpZSnfiIVrV/+7+dwJh+FfwYC5PdfuQY4CizFmbz8jHNCSZm9vhrYvHkzV199NRMmTHBLVK655ho2bdrE66+/Tt26dV3L+/XrR8OGDXnttdfYs2cPDz74oCQqQgghhBBe5KualStxNrsylVK/AWFKqT7Ab1rrNACt9XKl1CpgGs4aj0qjtY4p43Z7cE4OKaqR9PR0nn32WebMmeM2WsWFF17I7NmzGTJkCNu3b2fgwIF06NCBF154AYA777yTUaNGERwc7KvQhRBCCCFqNZ/UrGitl+McWes64Duc/T6WAqeUUr8rpeYppW7KXx7lixhFzbBy5Uratm3LrFmzXIlKQEAATz/9NNu2bePqq69m4sSJXHbZZXzzzTe8++675OTkAODv7y+JihBCCCGED/msg73WOldr/avWehbwnda6HtAReAuoD8wGNgDxvopRVF+pqamMGzeO/v37Ex9/5p9Qz5492bx5M9OmTWPBggVcdNFF/Otf/8I0Te677z42bdpEQECADyMXQgghhBAFqkQHe2ANgNZ6K7AVeNO34YjqbO3atdx5553s37/ftSwyMpLZs2czZswYjhw5wiWXXMLevXsBZ9+UV199lbZt2/ooYiGEEEII4UmVSFa01u/6OgZR/WVmZjJt2jTmz5/vtvymm25i0aJFREU5WxQ2atSICy64gMDAQGbPnk2/fv08HU4IIYQQQvhYlUhWhDhfO3bs4JZbbmHLljOjXUdERPD6668zbNgwXnvtNQYNGkTr1q0xDIMlS5YQERGBn598BYQQQgghqiqZFFJUe4sXL6ZTp05uiUr//v3Ztm0bLVu2pFOnTjzyyCPcf//9mKZzlOn69etLoiKEEEIIUcX5ap6V4MK/hSiPtLQ0Ro8ezdixY8nIyADAZrPxr3/9i88//5z58+dz1VVXsXXrVlq2bMmjjz6KYRg+jloIIYQQQpSVrx4t/0cpNRJYDAz3UQyiGtu1a5drfpQCrVu3ZunSpWRmZtKpUye2b9+OxWLhkUce4dlnnyUoKMiHEQshhBBCiHPl9ZoVpVR3nHOqfAR8kv9eiDL79ttv6dy5s1uiMmbMGDZu3EjTpk255ppr2L59O0opfvnlF1555RVJVIQQQgghqiFf1Kw0AIKB8PzfDXwQg6iGTNNk5syZPPHEE66+JzabjTfffJMxY8YAEBoayrPPPsuxY8ekNkUIIYQQoprzes2K1joWGAAMAwbmvy+RUmqHUioo//UIpVQnL4Qpqpjs7GxGjhzJtGnTXIlKs2bN+Pnnn7FYLMTGnvln9PDDD0ttihBCCCFEDeCr0cAe1FonA1PLsO0zWutMpVQksAPoULmhiarm9OnT9O3bl08++cS1rFu3bqxdu5b58+czevRo7rrrLo4dO+bDKIUQQgghREXzSQd7rfXhwr+LUkrdAKzRWqcBm5VSFwILgVPAT14LVPhcfHw8/fv3d+ufcu+99zJx4kQGDx7M33//TXBwMHPmzKFBA2lRKIQQQghRk1TViSaeAp5QSmUC3wN1gbla6+99G5bwpk2bNtG/f3+OHDniWjZz5kyUUlx99dWkpKRwySWX8Pnnn9O6dWsfRiqEEEIIISpDVZ0U8h6tdVec/Vp2AXWAGUqpL5VS9/o2NOEN69evp1evXq5EJSAggI8//hibzcbQoUNJSUlh2LBh/Pbbb5KoCCGEEELUUFWyZkVrvTn/9yngs/wflFLNgSt8GJrwgh9//JGBAweSlpYGQHh4OF988QW9evViw4YNBAcH88wzz/Dwww/LJI9CCCGEEDVYlUxWlFJXA72AX7TWawuWa60TgAQfhSW8YNWqVQwePJjMzEwA6tevz4oVK7jyyisBuOKKK9i7dy8NGzb0ZZhCCOEz9vQ00jaux56chDU8gtDOV2INCT3n46RlbCPx2CKaRt1HaHDbSoi06qmIsquN5QZSduUl39fzVyWSFaXUWiAe+BH4UWv9C/CLUupqpdS9Wus3fRqg8IrVq1czaNAgsrOzAWjUqBFvvvkmt99+OzNnzmTYsGEAkqgIIWol0zQ5texTkr5dARYLZnY2hs3GiY/eJ6L/ICJvvKXMtc1pGduIPzwT08wh/vBMWjR+rEbfAFVU2dW2cgMpu/KS72vFqSp9Vp4H0oAHgR1KqUNKqaXAYKCFTyMTXrFu3ToGDx7sSlSio6OZN28eY8aMYe/evSxcuNA1v4oQQtRGp5Z9StLKrzFzczHz/1aa2dmYubkkrfyaU8s+LdNxCt/4AK4boLSMbZUWu69VRNnVxnIDKbvyku9rxakSNSta69XAaoD8+VS6A31w9k+50YehCS/4448/GDBgABkZGYBzsscXXniBu+66i4yMDIYOHcpHH30k/VOEED5n5uVh2u1eP689PZ2kb1dg5uZ6XG/m5JD07QrCel+HNTjEuTDXeXPjyL9RAkjP2k7CiTmuGx/X/vk3QM3rTyUksE3lfAgfKVfZFVGtys3DdS+vWld2FaQiyg3Osexyc8A/oMI+Q1ViVOWn1Uqp3oBda/2jr2OpDHFxcUlWqzW8ffv2Pjm/1hoApZRPzg+wY8cOunfvzokTJwCIioriqaeeYurUqeTk5DB27Fjeeust/PyqRF5dI1SF6y68r6Zf9/Ntz23m5ZG1ZxdmXp5rmSM7myy9nYy/t2JmZ+HIzsaekgxV+P/N0thbQO4IoLT7mRzwXwrWeG9FVfVJuZWflF35lafsHG3a0eqx6d4Iz82mTZuw2+3JnTp1iqiM41eJO0ClVGNPE0RqrdcopSbj7MsiapijR4/Sv39/V6ISERHB1KlTmTx5Mna7nUmTJjF37lwslqrSWlEIURWdS3tu0+HAkZmBmZuHmedsnpG5awfH338b0wb4g2nF2UjaH8wocPwDzID892E4/+f0dkXvueRHBbGZZ96bfjgnAThb3AGQOwpyU8HIO8u21UV5yq5g1+pYboWue4UdqyxqQtlVlPMoNyhn2eWC5cTpczhx9VElkhXgN6WUH87Z6X8EfsY5v0ozIMqXgYnKkZGRweDBg9m/fz8AwcHBrFy5EtM0CQ0NZdKkSTz77LPS9EsIUaqS2nO3aPwolniD3MOJmLl5OHJznLUkWza77W8CZmPImQhUyjPBasgAws7tfksg5XY+pOzKr1DZOSJtvo6mUlSVZKUt0BPoDdwFvMaZfPItpdQlWuu/fRWcqFgOh4M77riDDRs2AGCxWFiyZIlreOLt27fTuHFjX4YohKgGUpP+JOH4bMwij2NNM4f98S/gtwIsyfk1JVZwNAfHP8EMBMPPcC73N8F6Zl+LEYTVGoJh+GEYflgtoQQGNCPQdiF+fuFYLUH4WcPxdtWKPTODxBnPYOaW/OjZ8Pej6RPPYg0KAmDfvn0AXHDBBWRk7eLQ8bcxTc9t6N2OY/jTpME9BAdeXDHB+1h5yq5AdSy3wtf9fNW2sqso51NuUL6yO3rYD6h7PmFXWVUiWdFapwFf5/+glArHOc9Kwc8WpdQxYInWeopvohQVZfr06cTGxrre33vvva55VQBJVISopcoyH4FpmmTH7+Po2ndIvWJPye25/SGvlOFZzELPcK2WEEKCLiEstCsRda6qgE9SCQIg8sobnKML5eQUW20E2IjoN4Dg8JZnlpEKgC2gCbaAJvj71XerhfLEMAJq3rCo5Si7AtWx3Apf9/NWy8quwpxHuUH5yu7YYV1h4Vc1VSJZKUprnQx8mf9TMEJYL6CVD8MSFWDZsmW89NJLrvcjRozgvffe48033yQmJoYrrrjCh9EJIXyhLPMRmFmZHH5tNpnbt2G/AHJvxa1GpDQ2/+b4+0VgGP5YrSGEh15FoK0FhuGPYfhhMQIwjKrfNy7yxlsAzpRTTg5GQAA4HET0G+BaX5LQ4La0aPxYiTdANfKmMd/5lF1tLjeQsisv+b5WnCo9GlhNV9tGA9uxYwdXXHEFqanOpz7du3fn77//5uTJk9xzzz38+9//lj4qXlDTR4USnlXl634ydmmJTyDx8yOgUROyDyaQdw04YsA8xwfG/n71UTELKyTWqqB4DVQXrCHFhz8t6ZoX7ecDtefGp6xl50l1KbfK+q7XhrKrDOdTblD2svPl3/hqPRqYUupioIfW+p1y7NsHCAe+0lqfvdGe52OM11q/UZ59RcVKTU3lpptuciUqzZs35+DBg5w8eZIBAwawaNEiSVSEqIXs6WmlzkfgqJNHRnQCeXdQ5pqUwgwjgKZR951fkFWMNSSU8F7Xlnv/ok9sa8tNI5xf2dXmcgMpu/KS7+v5q5RkRSl1PTAZOARMKs8xtNarlFIjgF1KqS+BxVrrPzyc62Eg2MMhDKAvIMlKFfDAAw+wfft2AGw2G2FhYWzdupVOnTqxdOlSmUdFiFoqbeN6KDI8uYmz9iTvCnC0c98+PPQqIsOvxzTzamdb+ApScAN0PnPT1EZSbuUnZVd+tb3sKvwOUSm1A7gY+FJrfc/5HEtrvVQplQt8BkxUSm3RWhdtM7UWeBxY7uEQp87n/KJiLF26lMWLF7veX3nllfz444/ExMSwYsUKQkNDS9lbCFGT2ZOTMPNn2jYBR2vI7QcU/FlwgGUfBIW3IuoftxMS1Nq1r7TnPj+hwW1rVPM4b5FyKz8pu/KrzWVXGY+zWwF5lLNGpSitdaxSag3OYY0v9bD+d6XUCq314qLr8hMd4UMJCQmMHz/e9X7UqFFMnDiR0aNH89lnn9GoUSMfRieE8DVrWDhmINjbQV5PoNAonpb94PcjWI/aiLytp1uiAiV3QJVERQghao7Kanvzvdb6YAUe7x2cyYpHWuv3S1j+cQXGIM6R3W5n9OjRJCUlARATE8PChQsJDw/n77//xmotRwN0IUSNYZomyT/+H9n34DYho/VH8PsJjILxX/wdhHbu4vEY0p5bCCFqtspKVv5bwcf7EnDg7Vm4xHlZtGgRP/zwAwCGYXD//fcTHh4OIImKELWQPS2VrN07yT1xgsy/t5Lx9xZyrstyJSrWOLBuAMvJM/sUzEdQ2ug5tb09txBC1GSVlawU6wh/PrTW6Uqp3Tj7wohqICEhgWnTprnex8TE8OijjxIWFsa9997rw8iEEN5kmiZ5J45zYskHpG2Kwwx3YIaD4wJw3H5mGOLQo62xr9rjnI/AOLf5CKB2t+cWQoiarLKSle2VcExNGZIVpVQ3rfXPSqmeWusfKiEOcRamaXLfffeRlpYGQFRUFPv27aN+/foMHjzYx9EJIbzBnprCiSUfkvrbL5jYybsa7BOBOsW3rVvnGppeNA57+/Obj0AIIUTNUxnJSnp550U5i7KO7NUR+BnoBEiy4gNLly7lm2++cb0/edLZpuP999+ncePGvgpLCOEl9vR09k4Zh70L2O8Bs8GZdRZLEDb/Zvj71SU4SOFvrUud0CuA85+PQIjS5OXlceTIEex2u69DqVRZWVkAxMfH+zgS4U3evO6GYRASEkLdunWxFBl6vjKUOVlRSl0KXAj8rLU+mb+sH7Bda124ZE5XbIguSee4vfRv8YG0tDSmTp3qeh8REUFSUhIPPPAAAwcO9GFkQojKZpomGZv/4Mg7/yJ7PG6d5gHq1x1Cw8gRGEbl/+cmRFFHjhwhNTWV4GBPU7M5mZkZmNu2YKalYoTWwWh7KUZQydtXRXXqeKi+FDWeN697Xl4ex44dIzs7myZNmlT6+cqUrCil7gFmAPFAU6XUPVrrb4CNwG6gbqHNsyo8SqeSZ/4SVcZLL73E4cOHAQgJCSEpKYnWrVvzyiuv+DgyIURlyjlymMNzZ5Kde4Tc23AlKo3rjyEs9Ar8rOEYhkz+KnzHbrcTHBxMixYtiq0zTZNTyz4l6dsVzn5T2dkYNhusXE5E/0FE3ngLhlE9noEWPGEPDAz0cSTCm7x93fft20durndmCCnr463OQLTWujNwGTBEKXVNfg1LXpFtyxy5UspfKRVQxs1lzpQqbt++fcyePdv1PjAwEMMwePfdd+WPphA1lOlwkLF9G/HPTSH9miPk3A9mlHNd06jx1Ivoj79fPUlURJV2atmnJK38GjM398wkpdnZmLm5JK38mlPLPvVxhEJULd5o/uU6Vxm3+1VrnQ2gtT6htb4XaKWU6oJz0uHCytQYVCmlcNbMrFFK1SvDLkXPI6qYRx55hOz8P/KdO3dm586dfPLJJ3Tt2tXHkQkhKoM9NYX4xx4kce7zZE8FR0vncj9rXS6KfoW6Yb18Gp8QZWFPTyPp2xWYOZ4bcJg5OSR9uwJ7enqJx8jJyeH555/nueee48knn2T9+vXnHdekSZ7n1n788cdJLyUWgMTERGbOnHle54+NjWXNmjVuyxwOR7HtFixY4Pr/PiEhoczHP3jwYIkxmmbZb/k8xeQpdlF94eXVkAAAIABJREFUlfVRV6ZS6lbgQeAGrfVxrfUbSqkBQFlrRlyUUncB84FgnH1LNiilBmit9bkeqxSS3HjRb7/9xueff+56P3/+fCIjIxkxYoQPoxJCVAbT4eD08mWc/Oq/5N5yJknBtHBhs2cICry42jSZEbXToTkzyfjrzzJvb+bmsm/C3QRf1oEmUx8rtv6///0vPXr0oGfPnoAzeXn88cd58skn8fPz4+mnn2bixIlMmzaNSy+9lOzsbBo0aMDmzZt5+OGH2bx5M3Xr1qV3795MmTKFuXPnuo794YcfkpCQgNVqZeLEiWzfvp0333yTQYMG8fvvv7N//35SU1OZPHkyf/zxBz/99BPBwcEEBLjfns2cORO73U6TJk0YNWoUc+fOJScnB4fDwRNPPMGoUaPo27cvW7du5dFHHyUuLs7VtOi7776jadOmtGrViqysLLZv3056ejpPPfWU6/gnTpwgKyuLJUuWcPjwYVauXMnbb7/NTz/9VCzGdevWERwcXGzOtYEDBzJkyBCuu+46PvvsM7f45s2bh2ma7Nu3j2HDhrF161aSk5Np06YNjRo1Yu3atWRnZ9O3b1+32Hv3LnFOcVFNlKlmRWu9FOfcKS9orY8XWv4NcE1ZT6aUqqOU+gR4CwjB2bTrYWAC8D+lVEX8izKK/BZe8OSTT7pet2vXjn/84x8+jEYIUVlSflzDnrtu5/ju/5I9pVCiAkQ3fpDgoFaSqIhaZ9euXVx66aWu90UThQIFc44dOXKEUaNG8c9//pOffvqp1GPb7XaCgoL4888/ycrKok2bNtx77700bdqUL7/8kjp16lCnTh22bdvG119/zdNPP83111/vdozdu3cTEBDAE088wdixY/nll19ITEwkLCyMjIwMjh49SkhICHfeeScDBw5k48aNdOrUiUGDBrlu9m+55RbXcf38/Dh69CjbtxefqeLWW2/lkksu4bbbbiMyMtJjjC+88ILHQXeioqIYN24cCQkJbvEdOXKEEydO8PDDD9OhQwfX9v379+fmm2/mgw8+ICwsjAYNGvDXX38Vi11Ub2VuRKy13gns9LC8TBNAKqWuAD4BYnAmEruA2wr2V0oNAmKVUjO01u+VNS4PCh7vSwNTL1m7di2rVq0CnMPZbd26lQceeIB33nnHx5EJIcrDnpJC+p+/k3vqJGZuLrnHjpC1U2NPT8Pe3E7ug0Dome2bNLibyPDrfBavEOeqcO1I8trVnPjkP66+Kp4YNhv1bxtd4tDaF198Mdu2baN79+6As2YlICAAu91OTqHmZaGhzi9OQEAAoaGh+Pv7u20LkJmZ6dr+9OnT7Nixg5deeolp06aRmZnpehhgmiYNGzbkgQcecG2/fPly1/ELM03T7SGCaZp07NiR0aNHu5YVjJLm5+dHTk5OsT4JBbF/++23vPHGGyxcuNAt1gI7duzg119/5ZlnniEtLa3MMcKZEa2KxpeamuqKv/DnKNje4XBw33334efnvK394osvih1bVF9e6fGolHoUeD7/fAbwH2CC1trV6FJrvUUp1R34Uil1kdb6/5XnXFrrg/m/D5x/5OJsTNN0q1UxTZOAgAAef/xxH0YlhCiP3OPHOL74HdL1FhzRDswwwApmXXAMA4KcrwsE2i6kWcP7CQxo5quQhThvoZ2v5MRH75e+kcNBaOcuJa4ePnw4L7/8MmvWrMFutzNw4ED69OnD/Pnzadiw4Vlj6Ny5M7NmzeLgwYOkpKS4loeFhZGVlcU777zDvn37AOjQoQOzZs3i1ltv5dJLL+X555/HNE1uvvlm+vbty+uvv14s2bj44ovJzs5m5syZNG3alFtvvZWnn36amTNnkpqa6vb/eIHWrVuzaNGiYvPSREVF8dZbb/HXX3/RuXPnYvtNnz6dzp07M3fuXEaNGuUxxvnz57slcUV169atWHz16tXj1VdfZffu3bRr185t+zvuuIPp06cTHh5Ou3bt3GLv06fPWctfVG3GuXRiKgul1F9a68vyX0cBHwB9cCYpqcD9WuuPStk/CPgQZ0f9Owo69iulngee0FpbS9q3uomLi0uyWq3h7du398n5C7oIOcc6KJ9Vq1Zx3XXOJ6qGYWCaJo8//jgvvfRShcQoKl5FXHdR/ZztumfH7+fAq9PJ7ZaH/RIgqORjBfg3onnjh7H5N5UmX1WYfNfdFUyW52no4pOxS52jgXm4gTYCbET0G0C9m6pHH8yaOnTx//73P7Zs2cKpU6d4+umnS2xqV1t5+7oX/j5t2rQJu92e3KlTp4iz7FYulVazkj9h5PtAA5yJykaczb72lraf1jpTKTUMeAXnSGE3FExCKaqewvOnmKZJvXr1mDZtmg8jEkKci9yTJ0hbv44T335M9l1A/rxifta6hAS1xmqtg4EfhuFPnZAOWK2hkqSIGifyxlsAzsyzkpODERAADgcR/Qa41gvf6du3L3379vV1GMIHKiNZCVBKzQKm4OzAb+JMPKZrrYvOyeKR1toEHlFKjQPWKaWGlmU/pdQOoEN+wjMC2K21jivXpxBn9eeff/L999+7LZs2bRphYWE+ikgIAZCWsY3EY4toGnUfocFt3dY5srLAdHDys6Wk/vYz9rx0HC0hd/KZbRrVH0298P6SkIhawzAM6t00gojrB5K2cT325CSs4RGEdu6CNSTE1+EJUatVRrLSCpiKszblKDBaa/196bt4prX+t1JqP7ASZ4f8s3kmP1GJBHbgnMxSkpVK8uqrr7q9b9KkCffff7+PohFCgDNRiT88E9PMIf7wTFo0fsyZsGSkY/nmS/bucjYNyusM9pFnJnAscHHzOdgCmvggciF8zxoSivWKRhw5toymUfdhDZZERQhfq6xmYAbwHc5E5fjZNi6N1vp/+fO5fO1pvVLqBmCN1joN2KyUuhBYCJwCSh8PUJRbfHw8S5cudb1/9dVXiYmJISiolIbuQogysaenFXm6eyXWkNCz7lc4UQFcCUv9Y30x3vuWvB527ENx/oUu1NzbwEpwUGuiIm+RREXUaiUm+0IIn6mMZCUHZ0f4ORV1QK31NqXUlcAyD6ufAp5QSmUC3wN1gbnlrc0RZVN4hJBevXrx0EMP+TgiIao/0zQ5tezTM+3ms7MxbDZOfPQ+Ef0HEXnjLSU2zUrL2Eb8oZcxyS1yzByOR6xwzmZV5CGxzb8p0Y2nEuDfEIvhlcEhhaiySkr2JWERwrcq43+nMK11yePRlZPW+ihwlYdV92itN+c3/boGuBaYoZSaCHyjtX6zomOp7XJycnj33Xdd7x988EEfRiOqsvLWEBRWWv+LmubUsk+dIxLlnkk4CuZ+SFrprFwuOiKR6XBwZO1bnGy8BvxLOLB//o8ZSGR4NxrWH4UBWCw1a7QgIcqraKJSQBIWIXyvwpOVykhUznK+zfm/TwGf5f+glGoOXOHNWGqLZcuWcfz4mdZ9q1atYsiQIT6MSFQ151NDUFhtapJhT08j6dsVbolKYWZODqdXfIk9K5u8o4fJOZSImZ1NTt1kcm+jjH/N8wgL7YpVkhQhXEpKVAqcy9+f+Ph4GjZs6DZ87IEDBwgMDKRBgwauZbGxsdStW7fUGdYdDkexiRlLExsby3fffUedOnVo2bIl9913n8dt6taty+nTp896/sISEhKYMWMGQ4YMoX///uzZs4fFixeTlJREly5duP32288pznM5d9F9Vq9eTXh4OJdffnmlnPNcy73Aiy++yNSpU/n222/P+fOVJY7ylFtpJk2axGuvvXbWbcaNG8eWLVu47bbbKuS85VFj6/211glAgq/jqInefNO9sqpevXo+ikRUVeWpISiqNjTJcGRlkbruR3KPHSU7fj+m3VFsGzMAzFAgFBwNHJxK+gYzGhztgYD8DvJlHbTLyCPx2CJUzMIK/BRCVD/7D80kLePPMm9vmjnsP/Q8gbaLuCj6BY/b5Obmsnfv3mLzuERHR/PDDz/Qs2dP17K4uDjXvBitWrXivffewzRNoqOjCQsLY926dbRr146wsDDWr1+PzWYjKiqK3Nxcdu3axbx580hMTOS7775j/PjxruPeeuutdO3alalTp7rd3E6ZMoW5c+cWi3n58uVs2LCBkJAQpk6d6pq7JD4+ngULFmCz2ejduzdxcXHY7XbXBJctW7bkueeew+Fw8Oijj7olK0WPuWLFCrc4unfvzooVK1i/fj2RkZGMGzeu2PlSUlJYv349LVu2xGq1snfvXld5JScnY7FYiI2NLbFs4uPjWb58OSdOnGD48OHFPveuXbvc1nfo0IHY2Nizlnvfvn2Ji4srVl6nT58GcOu3W/QzrV+/nkmTJjFz5kw6d+6MzWbDz8+PNm3alHj9x44d6xZ34XK7/vrr3Y5/8uRJIiIiuP76613XOzY2lo0bN9KsWTMsFgt9+/ZlwYIFxMTEkJ7unJc9MTHR7fzdu3d326Zdu3a8//77kqxUBUqpZsDjOGtj/gEEaK2NItvEAPs87H5Sa12/0oOsAnbu3MmaNWtc7wMDA5k4caIPI6o9Mrb+Rc6hg2cWuM3n6j65q9tcr0UmfjWOHwPg9N6dRXdzP07RCWMLryq6Y6FtHdk5JH3zJTiK33jDmRoC0+7AUnhSr0LHyA45xskWv4DFfeZk08xh/8EZRO67Clt6A89xlhBX0Q9RfJXpcbuib+1pqZjZ2ZgOh3Mf0wTTgelw/sZhYpr56xwOTNPEzMrEnpqKabdj2u1gz8O0O3DkZeNoCWY9IBLMbjgHfLeCGQZmHTCbOt9XCNOfplHFn7YKIcomOye+xHWbN29GKcWBAwfYsmULmzZtYurUqQQGBrpuDAt06tTJdQM/a9YsbDYbgYGB7Ny5k8svv5wePXowePBgYmNj6datGzfccANjxoxh8eLFvPHGG+zevZtLLrnELVEB+PTTT/nf//7H4MGDycjIOOvnSUhIQCnFtdde6zbJ4pIlS5g8eTLR0dFMmjSJkSNH0rRpUzp27OjaZvXq1XzyySfFWlaUdMzCunXrxo033sikSZNwOBzFzterVy+uuuoqhgwZwpQpU7j66qupV68evXv3JjY21u04nsomODiY7Oxs6tevz5dffslll13mdn5/f3+39R06dAA4a7knJiZ6/GybNm3ioosucjtH0c80YMAAfv/9d0JDQ9mxYwe5ublMnDiRt956q8TrX1q5nTx50u34V199tcey7t69OwMGDGDq1KkkJyfz0EMP0bhxY+666y4APv74Y7fzHzlypNg2NpuNEydOUL++b251JVk54yJgGM7JKzcA3UrZ9hmco50V8NxuowZavHix2/vbb7/dZ/94a4Pktas5vXwZeclJOOrlYZZU1KU9WS9h3bHjxde53aKX45iudf84234OThz+0uMmjkhwtMZ50+6Jxc6pmJ+wxIHlVDliO891ZhDO2d0t+csL/ZhG8WUYgC1/PyuuZAQLmGWd6zcNjDQw0i0ER7XB1qw5hiWA8JAuWCw2snMOc+Do/BKbsTgD98fqGFljaqWEOB8xTR4Dzt4ErDDDCKBF48dKXH/48GHat2/Pq6++yqOPPsqePXvw93d2JMvJcT9+4eY9DoeDIUOG0Lp1a8DZ3KdOnTqu9aGhzn5+kZGRgPNGu+jxCtxyyy107doVcDbRLhgIJzMz0+P2EyZMYMeOHbzyyitMnjyZmJgYwNmUt6CpbklNdq+99lquvfZaxo0bxw033FDiMQMCAs4ah6fzFeyTl5eHn5/n29WSyubzzz/n7rvvxjRNFixYUGy/Dz74wOP6s5V7ly5dCAwMLFZeaWlpbvt6+kxXXHEFTz31FFdffTXx8fEkJSURERFR6vX/4osv2LZtG/fcc89Zy6ykci6o7THzH8gFBARgtVpdZVr0/C+//HKxbcLCwkhLS5NkpQr4UWvdCEApNZ3Sk5U9WuvfvBNW1WGaJh9//LHbMk9tYsX5MU2T3MOHOPn5UlLSN5A3JL8ZkMy1eYYVHFeA57qb6sYgNLg9NqMRyf/7DnIdYAdywDgNRgpYTuRv6W8let7UYpPU2QKa0MLyWIk3XYYRgMV+OxYu8MLnEaL6CA1uS4vGJX93ChQkKqUl+wU3dM2bN2fLli2Ypsm+ffu46KKLit1st27d2jWq5qhRo5gzZw5RUVGEhITQpEnZhg/fu3cvK1euLHF+s86dOzNr1iwOHjxISkqKx22WLl3K/v37sVgsRESceXoyYsQI5s+fT1BQEIMGDSq23/r16/n+++/Jyclxa97m6Zie4vj555/ZsWMH7dq1w2KxFDtfamoqv/zyC1prLr30UrfyKosrr7ySt956q8Rm6mdbX5Kff/6Z9PT0YuXVokUL1q9f77Zt0c8UGRlJfHw8U6ZMITs7G0d+64PSrv/QoUMZOvTMvOiFy+26665zO75Sirlz53Ls2LESr/fw4cNZtGgR0dHRrmVFz+9pm2PHjpX532VlMMzSmlDUUvnJyvOlNAO7Q2v94fmeJy4uLslqtYa3b9/+fA9VLlo7J4dTSpVp+3Xr1rlVM15++eVs3LixUmKrjcy8PE5+vpTk1d/hsOaQ1xvsHQtvYRAc2Ap/v5L+uBZ9+mV4fJmSnAIYhIeHFV95Lscsuib/CU/O4UNk7d7l3gys6J8Zq4XAlq0IaNLU7ZjJqT/jMLNKicedxQgkIqxHqXEWj7iMn7eEp4kGfvj5hWFgBcOCUVDFYhj5ry35ZWE4X2OAYcHPGoHFYsPAimE4f8CKv1/d/NdwMnaps6+Ph6emRoCNiH4DSu3r4+kpccFNVuIB581SWb/vovo717/xNV18vLMJV9E+JVB6DUtZEhVwPl3fsmWLq2ajsDVr1lRYx+izKejbUbiTf3VT0Z3JK5tpmjz99NM899xzPouhsq57eno6M2fOLPbZCn+fNm3ahN1uT+7UqVNZ2wucE5/WrCilRuOs0dhfwvoYoIfW+j/ejKsM5iql3gdSgP8Bj2mtS27IWkN89NFHrteGYchs9eep8JC8focDOPD8k9i7QN543GpRAvwa0qLJY/hZw7Baz23YX090kvMGplnDyrmBsYeksX/hfZi5Jdd7GP5Wms97pFgNQXho13NqktG88SM1qllT5I23AJwZRS0nByMgABwOIvoNcK0vSdGnxO43WdoLn0CI6qmkGpayJirgbDYUGBhIZmamW0frhISEEvsTCM9uuukmX4dwTgzDYPDgwcWufU1w7Ngxj83QvMmnNStKKTvOWoqPS1g/AvhYa11R3UvLGldJNSuNgSdxJiincLbM/384G238Q2t94lzOExcXlwSEF7SL9LaCznfBwcFn3TY3N5cePXq4RryYM2cO11xzTbV+cuNLDvZht3wERq6zL8E3duwDi9zcm/WwmJdjMTtjlDiBxrk7l+teXsYPqzE2/IqRV7w7l+nvj9m5K2bPaz3u61Y2Jcnvf1FjmzVlZmLobZCWBqGhmK3bQmDZ/wN0luEyrI4bXWXkjesuqha55u6ysrKoU6dOqc1ZMrK2c/jkXFey37jeFIID23gxyvNX0LyoPMPviurL29f90KFDpKamEhgYSFpaGkDNrFnh7ANuBuFMBKoErfVhoHB1wo9KqZ+A34H7gOd9EpgXbNy40ZWoNGzYkH79+skfwnIqdjNu5GIfcGa9xTEIi9kBw+dfz/Ize1zjfLFhnbM5VW4u+PuDaToTlYL1Hli4ABwjS05YanqiAhAUhNm+7HMIFGXhAiyOqRUYkBC1Q3BgGxrXm8Kx028TVfeeapeoCFETef1uKH+yxphCi1orpXp42LQuMB6o0s2rtNablFI7gXLdWVitVp+1Jz6X9swLF56Zl2H48OG0aSN/wMvD2S76YzCL3ITnp+1NGtxLZHjlttH1Wjv21q2xjxxdZAb7LsWafnmmSMuI9twko0nNmWfFm6T/Qu0j19xdQRv7s7UICAzsQGTE694IqVLUhD4r4tx5+7pbrVYiIiIK91mptHP54tHtncDTOLvcmjibUf0/D9sZ+eurS8eIGjtSgWmafPnlmWFmf/jhBx9GU32VZYjMwyfeI8A/qsbcjFtDQgnv5bm519mU3v9CCCGEELWBL5KVL4D9OJORd4F/A78W2cYE0oG4kjrfVxVKqY5AK+Cjs21bXf35558cOHDA9b5v374+jKZ6KutY/jVxlvbzUZCwFAxEIGUihKgM0w48zdHc40RYw6nnF0kj/4Y09G9ApF8k9fJ/6vpFYDW82oVWCIEPkhWt9WZgM4BSqgUQq7Xe4u04PFFKDct/2bbI+/1a69+VUrPz3/+Ks4P9ZcATQCKwyJuxelPhWhWAkSNH+iiS6ivx2KIyjXAFzoQl8dgiVMzCs29cC4QGt5WyEEJUqvp+9diXHU+GI4NDuYfZkrkNK1b8DX8sGOSSSyP/Rsxq/oKvQxWi1vFpD16t9bNKKX+l1F3AtUAU8KjW+k+lVF3gBuD/tNYHvRTSf0t4vxgYC2zD2SztLiAUOAp8BTyltfY0l3aNsGLFCtfrBg0a4Kt5YaqzxmF3knBsVpm+cYYRQNMomWxTCCG8ZUDE9WzJ2EaWme1aZseO3XS2ww8w/GkffKmvwhOiVvP1PCsRwCqgI85mX8E4O9YDJAMvAh8C07wRT9Ghij2sfxdn07Va48SJE/zxxx+u98OHD3dN/ifKJmv/Xo7PWwR3AOGlbyv9MoQQwvtaB7Yi2BJMlj3b43qr4cdNkYPPepz4+Hj8/Pz48MMPeeyxxzhw4ACBgYE0aNDAtU1ZJjx0OBznNOJmbGwsH374IZ999hn79u1j5cqVTJkypcz7n8t56taty+nTp89p0saEhARmzJjBkCFD6N+/PwCrVq1i7dq1pKWlMWzYMLp163bOcfTu3ZvVq1cTHh7O5ZeXfZyjsk46ea7XQVQOX4+N+iJwCTAI2AAcK1ihtXYopWKBfngpWRHF/d///Z/b+xEjSp49WxRnT0nh4OIXyRqdDmHgRzh2I/O8ZkkWQghxfmYemsOfGX+VeftMRyZ37r2PDsGX8VgTz8OC5+bmsnfvXlq2bOkagS06OpoffviBnj17uraLi4tzjdzUqlUr3nvvPUzTJDo6mrCwMNatW0e7du0ICwtj/fr12Gw2oqKiyM3NZdeuXcybN4/ExES+++47xo8f7zpuq1at+Oqrr9xGf4uPj2fBggXYbDZ69+5NSkoKGzdupFmzZlgsFu6770wtfmxsLOvXr6dly5ZYrVbq1q3ruqGfMmUKc+fOLfaZly9fzoYNGwgJCWHq1KkEBAR4PG9cXBx2u52GDRu69u3Tpw99+vQhOTmZmTNnupIVTzEXjuvuu+92K8Pk5GQsFosr/qLlNWnSJL755htOnDjB8OHD6dChQ7HPsWvXLpYvX+7aZt++fWW6Dt99953Hzy8qlq/TxaHAQq31N3geTWs30MK7IYnCvv/+e9fr4OBgmYW3DOzpaSSvXc2pLz/n4OszyBqS7pqRPrrpg7Ro/BiG4f4HTRIVIYSo3jZv3oxSio0bNxIaGsrixYsBSE9Pd9uuU6dODBo0iN69e/Pxxx9js9mIiIhg586dAPTo0YOxY8cC0K1bN5577jk2btzIlClTuOyyy9i9ezcXXHCBW6ICcP3117NmzRqys8/UDi1ZsoTJkyfz4osv8tVXXwHQvXt3JkyYwK5du4p9hquuuopx48axdetW1ySDpUlISEApxZgxY9xu1Iuet1evXvTs2ZOOHTsWO8aiRYvc+sJ6irloXIXLsDBP5ZWTk0N2djb169cv1ge3gL+/f7FtynIdSvr8omL5umalHrCzlPUmIAOF+4hpmm7JyrvvvovVKiOhlMQ0TU4t+5Skb1eAxYKZnU3OYCAUjJwAoptPJiTIOT+NDMkrhBC+U1LtyOzDr/F7+p+Y+c9PbYaNyY3uo2PI2ftqHj58mPbt23P06FFuvvlmXnjB2Rk/J8e9Jr1wsyKHw8GQIUNo3bo14KzdqFOnjmt9aGgoAJGRkYDzprro8Qq74447+Pjjj2ncuDHg/H+poOl2we+goCDXui+++IJt27Zxzz33ALjmysjLyyMgIMD1PjMz0+P5JkyYwI4dO3jllVeYPHkyMTExJZ63KNM0efXVV+nRowdt27Z1W15038JxQcmztHsqr7lz5/Liiy9imiYLFizwuN8HH3zA3Xff7bZNWa5DSZ9fVCxfJysHcQ77W5KuOGtXhA/s2bPHNYlWaGgoN910k48jqtpOLfuUpJVfY+Y6J3y0XwyOywA7BLxvkttlN9zUCZAheYUQoioaEHE9f2VsI9vMxsAgOqApHYL/UaZ9w8LCSEtLo1WrVvz444+uYf79/NxvtVq3bs2iRYuw2+2MGjWKOXPmEBUVRUhICE2aNCnTufbu3cvKlSu5/373qeguv/xy3n77bVeyMmLECObPn09QUBCDBg0iNTXVbfuhQ4cydOhQ1/tffvkFrTWXXnopV155JbNmzeLgwYOkpKR4jGPp0qXs378fi8VCRESEa3nR83rywQcf8Ouvv5Kamkp8fDy33XZbiTEXjstisbiV4dlceeWVvPXWW9SrV++8tjmXzy8qlmGavpvLUCk1A5gAdMc5/O9x4Fqt9Rql1K04O9c/qbV+yWdBVqK4uLgkq9Ua7qvRtc42u/E777zjetoyYMAAvv76a6/FVt3Y09PY/+B9rkTFtED2Q4ANjMNgewcMf39i5r1RxhncK4/Mal07yXWvfeSauyt4+NaiRcmty03TZML+qZyynybACODZZv+PC2xla42elpbGli1b6Nq1q9vyNWvWlLkjekUo70zmZe107m1VNa6qxtsz2Bf+PuXPYJ/cqVOnSsnYfF2z8gJwDbAeZwd7E3hGKTUPaIdzPpPZJe8uKtO6detcr48fP+7DSKq+tI3roVC1tL0jYHO+DliSv9BiIW3jb+We0V0IIUTlMgyDARHX89HJpXQM/keZExVwtkAIDAwkMzPT1dQqISGh2vRJV3vWAAAgAElEQVT1rKqtJ6pqXMJ7fNrBXmudAfQAngbqAFlAZ5yz20/HWctStpn0RIUrnKxcfPHFPoyk6rMnJ2Hmd2p0REFeP+dy63ow8vtWmjk52JOTfBShEEKIsugZ1o02gYo7Gtx2zvt26NDBlagANG/eXDpeC3GefF2zQn4y8kr+j6giTp48yY4dO1zvZdb60lnDIzBsNhzZ2eT1cS4zjoDfL2e2MQICsIZLm1YhhKjK6lhDearZ474OQwiRz2c1K0qpYKWUXSk13VcxiJL9+uuvrteGYdCrVy/fBVMNhHa+EjM3F/s/wHEhYAf/z8HIKLSRw0Fo5y6+ClEIIYQQotrxWbKS3wTsBHDKVzGIkhVuAtawYUOCg4N9GE3Vl7V3D7m9HOTd4HzvtxIsp8+sNwJsRPQf5PPO9UIIIYQQ1YmvJ4VchnNiSFHF/Pbbb67XnTt39mEkVZ+Zl0fiilewX+V8b9lt4Pd3ABgGhs2G4e9PRL8BRN54i28DFUIIIYSoZnzdZ+V14COl1NfAQmAvUGzmIa11grcDq81M0+TPP/90vS9pjHThdOzDt8m5yTnWu58lgou6vUJ64EbsyUlYwyMI7dxFalSEEEIIIcrB18nK5vzf7YB+pWwn06Z70f79+0lKco5aFRISws033+zjiKqm3GNHOPLOG6R22OH8F2oatGz+En5+YTI8sRBCVFNrTiXzydFT3NYwkt6R4b4OR4haz9fJynM451YRVUjhWpUuXbqc84yutYFpt3PgvRlk9jyGGeVcFt14Mv5+dX0bmBBCiHLJcjh44+BR/kzNINs0ef/wCTanZTC+WUMCLb5uNS9E7eXTZEVr/Ywvzy88K5ysdOjQwYeRVF1pmzaQ2esYZn4e16TBOMJDZaQvIYSojg5kZTMz/jDJeXZyTecz1GzTJC41g4d3JfBYi8ZEB9rOepz4+HgaNmzomkX8wIEDBAYG0qBBA9c2ZZmR3eFwYDmHBOmxxx5j2rRpWK1W+vbty/fff8+BAwf44IMPeOKJJ4ptv3r1asLDw7n88svdlheN7Vxmj580aRKvvfZamWM+m7KcOyEhgRkzZjBkyBD69+9/Tsc9ffo0devWxeFweCyLkspIeJ+va1ZEFVQ4WYmMjPRhJFWPmZdH4tyXSWcr5o1gyQ2kZcuXsQU08nVoQgghymjm/kP8mZZx1u1yTZMTuXk8svsAAB1Cg3ksponnbXNz2bt3Ly1anJn1Pjo6mh9++IGePXu6lsXFxZGVlQVAq1ateO+99zBNk+joaMLCwli3bh3t2rUjLCyM9evXY7PZiIqKIjc3l127djFv3jwSExP57rvvGD9+POAcCOf333/HMAyuu+46tm3bxoEDB+jSpQuJiYlu5xg7dizJyclYLBb27NnDwoULiYmJ4a+//mLgwIF8++23/PTTT9SrV49Dhw6VGOvYsWPZs2cPCxYsICYmhvT0dNdnTExMZN68edSrV48+ffrQoEEDFixYgM1mo3fv3qSkpLgSkSlTpjB37lxiY2PZuHEjzZo1w2KxcPDgQde5CxKW+Ph4t+PExcVht9tp2LBhmc9dVEFZLF++nA0bNhASEsLUqVNdy4ueMyUlxS3OZs2aue0nk4BWPJ8mK0qp0WfZxMQ5q/0B4A+Zzd47CicrjRs39mEkVYvpcJDw6nTSeu7HzH9IVr/eIElUhBBCsHnzZpRSHDx4kL/++ov09HSGDx/udhMP0KlTJ9eN+qxZs7DZbAQGBrJz504uv/xyevToweDBg4mNjaVbt27ccMMNjBkzhsWLF/PGG2+we/duLrnkEleiAs4m24sXL8Zms3HXXXfx9ddfc+DAAaZPn86iRYvczlHYf//7Xx5++GEaNmzI3XffDUC3bt0YPHgwDz74ID169Cgx1oL9H3roIRo3bsxdd93lOu5HH33EhAkTiImJAWDmzJlMnjyZ6OhoJk2aVOLcbd27d2fAgAFMnTqVbt26FatZWbJkidtxRo4cSdOmTenYseN5nzshIQGlFNdee61bwlH0nL169XKL0+FweNxPVBxf16y8z5k+K0aRdYWXm0CSUup5rfU8L8VWK504cYJDhw653t9www0+jKZqSVr9LWndzyQqgbYLqV9fykcIIaqborUj8w8c4dfktBK3vyo8lEnRpT+YOnz4MO3bt+fll1/miSeecDXjyslxf85auHmXw+FgyJAhtG7dGnA2UapTp45rfWhoKHCmlYO/v3+x4wE0a9aMxMREmjRpQqNGjTh58iSpqamEhoYWO4cnhmFgGM7bsILzG4ZRaqwFAgICsFqt+PmduaU0TdNtX9M0Xcc3DIOAgADsducompmZZwaBDQoK8rh/Scfx5GznLsmECRPYsWMHr7zyCpMnTy51/8JxFt2vIEkSFcfXycplwGIgBVgA7MpfroAJQCjwANAEeBCYrZRK0lq/7/1Qa4ft27e7XttsNq93rk/L2EbisUU0jbqP0OC2Xj13SUzTJHnVdxzd9wHmNc5lFzZ7nuDAi30bmBBCiArRJjiIuJR0csziY/4EGAatg4POeoywsDDS0tJo06aN6//Stm3but3EA7Ru3ZpFixZht9sZNWoUc+bMISoqipCQEJo08dzErKi9e/eycuVK7r//fteyyMhIIiIiXO8vuOACgGLnmDhxomub4cOHM3v2bGJiYlw34GWNdeLEiQwfPpxFixYRHR3ttt/tt9/OwoULadCgAddccw0jRoxg/vz5BAUFMWjQIC677DJmzZrFwYMHSUlJ8fgZC5+7T58+AMWO48nZzp2amupxv6VLl7J//34sFotbOZ5t/6L7maaJw+EAwGp1DmZrt9vJysrCMAy3SbZPnTqF3W4nMjLSte3p06dJS0sjIiLClTimp6dz6NAhgoODadq0KeC8N9m6dSsOh4PLLrvM42eqKQzTwxfTW5RSbwIXAX201maRdRZgFbBdaz1BKWUF1gOG1rqT96OteHFxcUlWqzW8ffv2Pjm/1hoApZRr2VtvvcW4ceMAaN68OfHx8V6LJy1jG/GHZ2KaORhGAC0aP+azhMWRk0PGX5tIW7+O1N9/w3415PVyrqsT1JkWTR/ySVwVwdN1FzWfXPfaR665u4L/zwr3KSmwKyOLGfsTyXQUvycKshj8v5imXBQcWOrx09LS2LJlC127dnVbvmbNmjJ1UK8oBf08Cjr5lyYpKYnFixeTlJRE165d6du3b2WH5xWmaRarYcnIyMDhcBASEuKqIUlNTSUrK4uwsDBsNucACunp6Zw6dYrg4GDXA1u73c7evXsxDIOLLrrIdczdu3eTnp7ORRddREj+fGqHDx8mMTGRRo0a0axZM9e5//77b4KCgmjb9sx9zV9//UVOTg6XXnqp6/wJCQkcO3aM6OhoV1+clJQUdu7cSVhYGK1atXLtHxcXh2madOzY0VXjVpbrXhEKf582bdqE3W5P7tSpU8RZdisXX9es3AQ8UzRRAdBaO5RSscBTwASttV0p9SnwtLeDrE0K16wU/kJUtsKJCoBp5hB/eKbXE5acxIPkJZ3myH9eJ6dxEo5LwHH9mfU2v2ZEN5nktXiEEEJUvhaBAViNglbn7qyGQfPAs/dFCA0NJTAwkMzMTFctRUJCAv+fvTsPj6LKGjj86y17SEIgIUDYodgUENkFRHREBRSUAUdQB1eEwXEZlwEdPkZkBFEHHWRURkFlABUBZRGRKCAMILIISAFCEgmQACGQvdfvj04XXekkiiRdITnv8/RD9a3qqpN0Eur0vffcPn36VHa4lSY2NlY35KkqORwO3G43VqtV60UoLi6msLCQkJAQrcfB6XRy6tQpLBYLCQkJ2ut//vln7HY7ycnJ2tyQkydPcvr0aRo0aEC9evWACzf20dHRukT9wIEDuN1uunTpol0/KyuLs2fP0rx5cy1ZKCoqIjMzk7p16+pGl/gm3PtzuVza1+VjNpsxm826IWcWi4WIiAjtGj5xcXG4XC7deWNjYwkJCdGGAIJ32FmrVq2w2Wy613fo0CHgWjWR0clKOFDRINAkIMLv+TnAVaUR1XIHDhzQtrt2DU4HVulExcfjsZN2/B80jnyICEtrPB4PeDyAB3yffpV8eqJv95Q8dXv/3yn515F9muKjR/C4Xbjz8ij8cS8epwu304HH7cTjtuNpAJ4IcNwNlKpSWT/udurHDcVs0v+xEEIIcXkLMZt5p12LSz5P6XL/TZo0ueRzVibfaBrfza3L5aK4uBiTyaQbBnbmzBlcLhf16tXTbqTPnDlDXl4e8fHx2o30+fPnOX78ONHR0drwJJfLxZ49ezCZTPiPHDly5Ai5ubm0adOGOnXqAN6enZ9//pnExERdspKRkaFVQfM5d+4cRUVFuqFyTqeToqIiHA6H1lZeyeeIiAitx8UnOjoai8WiSyIiIiJo3Lix7vthNptp3bp1QFLgG2rnP9QvMTFRV50MvMPq27dvHxBT6eFz4B1O6Pv++NhsNt3QNJ9g9aIYzehkZSPwqKIo61RV/cZ/h6Io1wITgQ1+zVfgrQwmqoh/z0p5FTMqU3mJio8HBz/nvIF1LZhPcqEMg6nsbU857ZjAEwOeJMAKnkbg7o135fkKfgvqxgwiNqoXYWEtMZuM/nURQghRE/lP4gZvj4PT6SQ0NFS7ES4sLCQvL4+wsDBtLoPT6eT48eNaCV2fY8eOYbfbadGihXZDm5GRwYkTJ2jUqJFW6bOwsJADBw4QGRlJu3bttNf//PPPOJ1O4uLitJv/8+fPc+bMGSIjI7VkxeVykZeXp7tZN5vN2uR5/6/LZrMREhKi+zpDQ0OJiYnR3XRbrVYaNGgQMNencePGuN1uXe9CQkIC8fHxurbIyEi6du0akFiUVWDAPxnyCQ8PD5i/YzKZiImJCThWqn8Fh9F3XxPxJizrFUXZy4UJ9q2BjsApvBPrURQlDOgGLDYgzlqhoKBAG4NoNpurfIztLyUqGhs4b6nSUAALJpMVqyWKsNDmWMwR1Im8mjpR3av6wkIIIS4Dbre7zHkBZ8+exel06iZJZ2dnk5ubS926dbXEIjc3l2PHjhEVFaV9ou7xePj+++/xeDy6G+z09HTOnTtHq1attE/Uc3NzSU9Pp379+to53W43WVlZ2Gw2XbLiG17lSxrgQm+K/5Ali8VCeHh4wPCkunXrBiRQ8fHxREZGanMzwDv0TVEUXWJhMpno1KlTQA9HixaBPVexsbEBPQZWq1X3tfgfW1pZyUJNHxJVGxm9gv0hRVGuAJ4BbgZ8t6SpwGvAS6qqZpUcWwT0MCLO2uLQoUNa92iLFi0C/nhVtoysN385UdGxEh7ahAtdJr5Si74/TN4/jBfaSo7BBCV/vEJtDQkrOYfJZCU68irMpjBMpl+/UrAQQojqw+12U1hYqH1yD5CZmcn+/fupV68eV1xxBeCdM+FwODh58iQNGlwYgX7s2DEKCgpITk7WPlHPzMzkxIkTJCQkaMOOioqKypwk7ZtLUadOHS1Zyc3N5dSpU4SHh+sSi/z8fO0Y0N9Y+ycHoaGhRERE6G74w8PDtYTBx2q1kpycrDsnQKNGjbDZbLqkqkGDBiQlJemuWfpr8Slr+Fp5w5NKz6PwtQtRWYzuWUFV1VPAEyUPYaDDhw9r2y1btqzy6zVKGEfqsWlgdv/isUZXBxNCCHHpzp49S25uLklJSdoN7e7du9m3bx+dO3fWxvWrqsrs2bNp0aIFTzxx4fagT58+5OTksHPnTi0x+f3vf88nn3zCkiVLGDFiBABffPEF99xzD6NHj+b9998HLiQLRUVFumQlLy+PvLw8nE6n1ubxeHA6nbqeCd/chtKf5pc1Sbpu3bq6RAW8w5Patm0bMLypS5cuunVOoOxkITo6Wnc+8I6CKD0/Arw9P6XnM5Q3l0OI6k5+coXm6NGj2nZ2dnaVXy+sOAnzr6iMLImKEEIEl8fjITMzU/f/AsDXX3/N/PnzdYsHf/XVVzzwwAMsXLhQa0tNTaVdu3YBcx979OhB06ZNded9//33ueuuu1i5cqXWlpmZyZw5c1i2bJnu9fv27WP//v26VeEjIyMJDw/XJRuNGzemf//+umpQNpuNiIiIgJv7Ro0a0bp1a908hfr169OpUydt0jh4ezuuuOIKWrfWr7GVnJxMs2bNdL0J0dHRJCQk6M5ptVq1imH+akM1JyEuheE9K4qi2IAxwEAgAXhKVdWdiqLEAUOA9aqqHjMyxtrC/z+PYNTlP7FsDu4+bnCDyWLD43EEHCOJihBCVMztdnP+/HkcDgf169fX2tevX09OTg6PPfaYdoO8YMECUlJS+OMf/0i/fv0AWLt2LePHj2fAgAG89dZbgHfV9QYNGhASEkJxcbF2zunTp7N27VrWrFmjDY86cOAA77zzDjabjT/84Q+A98b8wIEDAQvoNWrUKKB601VXXcWoUaN05fLbtGnD66+/HlAtaf369YSEhOh6GN577z3mz5+vO+66667juuuu07WZzeYyF14s3VsB3l6U0kOrhBDGMDRZURQlFu/Cj1cB+XjLFMeV7D4HTAM+AJ41JMBaJjU1Vdvu1KlTlV7LfvIEuY32ghnqWLtRN2FQwGR7SVSEEDWV2+3WhuXY7Xa2b9+Ow+HQ9US89dZbHDp0iIkTJ2o37fPmzWPOnDncd9992urlO3bsoHv37nTt2pXvvvtOe/3f/vY3Tp06xd133631EGzevJn33nuPHj16aMmK0+nk8OHDusXuQkJCSEpKIiwsDKfTqQ1dGjhwIImJiboqStdeey3//ve/6dixo9bWoEED9u3bF5AIpKSkBHwv/vCHP2hJjv/r/Vda97nqqqsC2qpLr8TSpUv54osvSEpKwmq1Mnny5Cq93tSpUwHvMgO33KKvQrN8+XISEhJo27Yt06dPZ9KkSWUOF/OXnp7Oiy++yK233spNN91UJTEvXbqUuLi4gAI+l/K927NnD4WFhezevVtb1Pqnn37CbreTkZHB9ddfz+HDhzl16hQbN27kqaeeAmDZsmW0bt26zDk7/tLS0khMTCQsLIw9e/YQFxdHWFiY7oMBUbWM7lmZBrQHBgPbgCzfDr9FIQchyUpQHDlyRNvu3r1qq2Cd3bUKd8n/i0mN78Vmjadp0tPVZgV7IYQoi8Ph4MyZM7jdbt0n9O+99x5nz57l0Ucf1ZKQl19+mfXr1/Pss8/St29fAD788EPuu+8+7rzzTt59913AWxL2mmuuIS4uTjcEd/78+WzevJlbb71VS1ZOnz7N999/r+s18E189q1T4XPDDTeQn5+vmyNx11130b17d3r37q219evXj4MHD+qqLZlMJt1QLx/fjZ6/Dh06BNzwWa3WMteVqC5mzZrFlClTyMvLu6jXRUVFMWXKFN08Gn+jRo1iwIABPPnkk2RkZPDuu+/i8XhITk7m3nvv5bPPPmPbtm1ERkaiKArff/89kZGRPP7445w4cYLXX3+d0NBQBgwYwPnz59m+fTuNGzfGbDYzbtw43bWys7OZPn16QJldnyNHjrBixQr+/ve/k5WVxYcffsjp06cZMWIER48e1ZKGxx57jFdffZX//ve/uFwu0tLSePrpp7V1ThwOB4cOHeK1114jLS2Nzz77THee0jEuXbq0wrjL4/+9uxj79+9n6NChfP311+Tn5xMZGcnWrVtp06aNNlwwLS2NDh06sGLFCq2QQVJS0i++/w6HgyNHjtC0aVMANm3axCOPPMI333xD//79LypO8dsZPWflNuANVVVXUdaysXAYaBrckGonj8ej61m58sorq+xarrw8sjO/BCDa2QWb1btCbFREB5omPY3NWk8SFSFElbDb7ezbt49du3bp2t9++20mT57MqVOntLY33niDq666SksqADZu3EhSUlJAT8DEiRN5/PHHdcOedu3axerVq3VDbG02G8XFxbqbpOjoaHr27EmvXr1053zwwQd56aWXdJOtR48ezfbt23U3y4qicO7cOTZs2KB7/fPPP89LL72k+0S9b9++jB07VrfmRFRUFK1bt65VnxTPmjXrohMV8E7GnzVrVrn7lyxZwqRJk4iJiWHhwoWEhoYSGxvLwYMHAW/vhaIo3HPPPRw/flzbDgkJYdGiRTz66KNMmzaNFStWAN73a/z48Rw6dEh3HVVVSUxMZNq0aeTl5fHWW2/pShID/Oc//2HMmDHExMRoP3f16tVj+fLlZcZ+7bXX0r9/fxISErjmmmuYOnUq27dv57HHHuPKK6/k8OHDZZ6nrBjLi7si/t87f2lpaUybNk33yMnJ0faPGjWK0NBQTCaTVimtb9++LFiwQFvoeuDAgeTk5NChQ4eAnrhvv/2W3bt3s2rVKubPn8/u3buZNWsW6enp7N69WxsWv27dOhwOB+fPn9fNmRJVz+hkJR44WMF+D1A7luc0WFZWFkVFRYB3rG5Z9cwvlSs/j3NfryN1+hO4+njb6jUZqjsmKqIDSrM3JFERQpTJ7Xazbds21q1bp2t/5513GDduHHv37tXaPvzwQ5o2bcozzzyjtWVkZNCxY0eGDtX/7XnjjTeYNm0ax45dmCKZlZXFzp07SU9P19rq1q1LQkJCwA3Vfffdx6OPPqq7EXr00Uf57LPPGDhwoNZ22223UVBQwJIlS7S20NBQtmzZoptgDnDPPffw1FNP6ZKVRo0acfXVV+uqWYmL98QTT2gLG16MqKiocntVwFuZbNq0aSQkJJCamsqQIUP405/+xIsvvgjA+PHjufrqq5kxYwa33HKLtp2amqorXez719dr4r/qOsCWLVu44YYbeOSRR5g8eTJnz54NqPY1adIk3nvvPfbt28f777/PPffcw8iRIykqKiIkJESrdFZYWFjm1wnen3fwJtl2uz3gPOXFWF7c/pYtW8a0adPIzMwM+N75kgzfOVwul+5R2vr167n//vu1uVDbtm1j9uzZNGjQgLy8PObNm0fjxo3JyMjgp59+0r02JSWFTp06ERkZSXJyMjabjUGDBtGkSROtfDV4y1HffvvthIeHa+vtiOAwehjYMaBNBft74e1dEVXM/5O/3/IHvCIej4fsT5eQs/pzPCYofqBkYmUeFK7ZTcSwttVmzLEQour9+OOPnDp1iu7du2sTv5cvX8769esZPny4NrwiJSWFu+++m969e7N48YX1gHv27InH48HhcGhDnD7//HOWL1/ODTfcoM2dcDgcpKen64YzxcXF0bZt24BF5x588EHOnDmj6124//77GTp0qC5Z6Ny5s3Zz5e/VV18NaOvWrVtAm6x4XT088cQTFSYdv9WiRYvYtGkTOTk5/PWvf+WVV14hISGByMhIJkyYwOLFi0lNTcVsNvPll1+SnZ2N2WwmNjaWkSNH8s9//pPw8HAGDx4cUJzA30033cQ///lPmjVrRkJCAseOHdOGQPmEh4czY8YMnnrqKTp27Mjbb79NfLx3JEO3bt2YOXMmx44d4/z587/66+vRo4fuPL/FwoULSUlJITk5mUmTJmnt/t+70aNHa+3NmjXj+eefL/d8q1evZsOGDWzYsIEpU6awY8cO8vLy2LVrFy1atCAqKoouXbqwf/9+3YKTR48exWQy0bdvX7Zu3UpWVhZWq5WMjAwaNmxI+/btqVOnDnl5ecTGxuJ0Ojl58iSJiYkB5adF1TJVlPVWNUVRXgTGA32BDLwr1g9UVTVFUZRReCfXP6eq6nTDgqxCO3bsyLFYLDGdO3c25PqqqgLeIQSLFy9m1KhRAFx//fV8+eWXlXadM0sXk7NmJR67HXcc2Md720PeAUt2CLGDbiF++MhKu56omP/7LmqPynzfMzMzyczMpHnz5toE6m+//ZYVK1bQq1cvbrvtNsA7yXXQoEE0aNCAjRs3aq9v2bIlR44c4eDBg1oZ2CeeeIJXXnmFmTNnamPWN2zYQP/+/enTpw+bNm3SXj9gwAAsFgvLli3TPlz57LPPSE9PZ9CgQdo6UefOnSM7O5v4+PiAxexqA/ld10tL89bK980/qKl8PR6lSySLX/bpp5/Srl07VFWle/fuREdH88MPPwQM0UxJSQkoEmC0YL/v/r9Pu3btwuVynevatWvlD8vB+J6VF4DrgK14J9h7gCmKorwGdAS2AOUPDhWVxv+TR/+xzJfKlZ/n7VEp6Zr1JHnbzYfAfBI82MlZ/TmxNw7G4veJkBCiapX+jy09PZ21a9eSmJjIkCFDACguLubGG2+koKCAbdu2aa+96667+Oqrr1i7di033HADADt37mTGjBmMGzdOS1ZCQ0M5fPhwwPjubt26BZSPHTp0KMnJyVqFKt9xaWlpxMXF6Y4tq6KUL2Z/MTExAcO1hBCiPMOGDQP090FhYWEUFhZqQ9vS09Pp06ePIfHVVobOWVFVtQDoB/wNiAaKgG6ACZiMt5dFBgYGgX+yUvom4lLkbd8KfuNo3SXzPE0n/A4ym8nb/r9Ku6YQtVFhYSFbt25l8+bNuvYnn3ySO+64g7Nnz2ptjzzyCOHh4bq1Kfbu3csDDzzAnDlztLaQkBA2b97M9u3bteQGoFWrVnTo0EE3Rv6aa65h+vTpDB8+XGtr0KABqqqye/duXUyLFi1i48aNusX1+vfvz5///Gddadrw8HCaNGlS5joYQggRDF26dNFVXGvSpIkM5wwyo3tWKElGZpQ8hEH8k5XKHC7hOpeDp2RBMQ/gutrbbr5QcAeP3Y7rXE7gi4WohRwOh24l7HXr1qGqKrfeeqs21vrDDz9kxowZ3Hnnndrk8dTUVHr27EmbNm204T/gHR518OBBxo4dq/VQ1KlTB5vNpktAWrZsyR//+Ee6dOmitZlMJr766ivteJ+5c+cGxN25c2dKD2m1Wq26hf6EEEKIi2VYsqIoSgSQC/xNVdUXjIpDeGVkZGjbpVcMvhSWmFhMoaF4iotxXQWEettNJy8cYwoJwRJTJcMchTCcw+Hg1KlTREZGakOSfvzxR5IEjSQAACAASURBVN59911atGjBww8/DHiHXCUmJlJUVERhYaFWdGLWrFmsWbOGZs2aaclKfn4+e/bs0a2HlJCQQLdu3WjRooXu+v/4xz9wOp26ieMvvPAC06dP1xW2UBSF//znPwHx+9YHEUIIIYxg2DCwkiFgp4HsXzpWVD3/cp2+yamVIapbDyip/e4qqUZs+R+Yz/od5HYT1a1npV1TiKrmdDpJTU1l3759uvbnnnuOkSNHcvr0aa1t4sSJNGrUiA8++EBrO3bsGDNnzuSjjz7S2kJDQ3E6nTidTt36DzfffDMPP/ywbnjmbbfdxvfff6+VQwWIj49n27ZtLFq0SBfTsGHDGDFihK7H1Gq1SgU+IYQQlwWjh4F9indhyDm/dKCoWlU1Z8USGUXsTYPJ/uIzPI2cAFi/vbDfFBJK7KCbZXK9qBZOnDhBeno6rVu31tYX+OKLL5g7dy7XX38948d7S9kdPXqUNm3a0KJFC13N/mXLlrF3716effZZ6tWrB3h/nxITE3XrDbRr147p06cHVGk6duwYderU0c0F+dOf/hQQZ0JCglb7XwghhKjJjE5W/gV8qCjKSuAN4AgQsDqRqqrppdtE5cnNzdUWhTKZTJW+IGTdYb/n/PntFFuPYToFpiITptAQcLuJHXQzdYf9vlKvJ4Q/h8NBRkYGDodDm9Dtdru5//77OXnyJJ9//rmWHDzwwAOsXLmSTz/9VKtodfz4cZYtW0Z0dLSWrCQmJpKcnBywVseUKVMoLi7WDaV87rnneO6553THNW7cWLdQoU9VLMYqhBBCXM6MTlZ8JWI6AoMqOM4ShFhqrRMnLpTmioiIqPThISaTCVeCt6hbWFET4m7rgSUmlqhuPaVHRfxmbrebzMxM4uPjtcosK1as4JNPPmHYsGFasrFp0yauu+46+vbty4YNGwAwm80sX76c7OxsTp8+rfVSdOjQgRMnTugqvVx33XV89NFHul6QOnXq6FY197n99tur7OsVQgghaiOjk5WpeItECQP5DwGrik92PQ4HxaFZANRtfzNxiddW+jVEzeLxeLSkOT8/n7fffpu8vDwmT56sHdOtWze+//57vvvuO7p27QrADz/8wIIFC0hKStKSlUaNGtG4ceOAYVNz584lIiJCVxb3pZdeCoiladOmNX4ROSFE5di3bx8TJkxg9erVl7w438SJE5k9ezZLly4lLi6uUhchdLvduuGm5V1j6dKlfPHFFyQlJWG1WnV/g3/Jnj17KCwsZPfu3Tz44INa+yeffMKBAwdwOByMGTMGu91ORkYG119/PeAdTtu6dWs6dOhQ4fnT0tJITEwkLCyMPXv2EBcXR1hYmK6YiKgZDE1WVFWdYuT1hdepUxfqCFfmfBXt/MsW4OkCeCC63tWVfn5xeTp48CB79uyhc+fOtGrVCoBVq1bx0EMPMWDAABYsWAB4e+Yee+wxQkJC+Otf/6r9B9uwYUOOHTvG+fPntXMOHjyYpKQkLXkBaNOmDT///HPA9UeMGFGVX54QohZatmwZEydOZM2aNbjdbrZv307jxo0xm82MGzeOQ4cO8dlnn3H69GlGjBjB0aNHdcf87ne/4/XXX6dZs2YBi6l+8sknFBUVER4eriUWjz32GH379mXr1q2EhoaSkJBAUVERhw8fZvbs2aSlpQVcb/PmzXTs2JF77733V31No0aNYsCAATz55JMX9b3Yv38/Q4cO5euvvyY/P5/IkpEU/fr14/bbbyclJYWtW7fSpk0b3dealJSkKzJSFofDwZEjR7QPkjZt2sQjjzzCN998Q//+/S8qTlH9GboopKge/CsX+a+xUBk8TienI74EwFYYh9USVannF9WP2+0mO1tf5O+pp57ipptu0v2svfLKK4wYMYLVq1drbeHh4Rw7dozU1FStLSIigieffJKpU6fidDq19uXLl5OZman7JLBTp06MHTuWTp06VcFXJoSoSUwmU7mPt956Szvurbfe0torUlxczNmzZxkyZAjr168HvKW/x48fz6FDhwCw2WwUFxdTr149li9fHnDMRx99xBNPPMGECRNwOBzauT/88EOsVit33XVXmde+5pprmDp1Ktu3b2fChAl07NiRw4cPl3m9fv36/epEBWDJkiVMmjRJK73uk5aWxrRp03SPnJwLa6aNGjWK0NBQTCaTlqgA1K9fny1bttC+fXv69u3LggULOHDgQMB1v/32W3bv3s2qVavIy8tj8eLF7N69m1mzZrFz505taO66detwOBycP38+IMETNYMkK0J3AxkfH1+p5y44sg93ySLV9ZJvq9RzC2OlpaXxwQcfaP8pg7dKVnh4OFdfre9BW7t2LWvWrOHo0aNaW8+ePRk6dKhuMnqPHj04evQo69at071+5syZPP3007q5JP5DGIQQwmhffPEFp0+fZurUqaSmpuJwOLSVz33VAN9//33uueceRo4cqS3KWvqYkJAQLBYLVuuFwS9NmjTh8OHD2n6XywWgFceJivJ+EOirYmiz2bDb7WVez3/oa1mWLVvGtGnTyMzMBOD3v/8906ZNIyEhQZdUeDweXC6X7lHa+vXruf/++3WJF8CGDRtITExk27ZtzJ49mwYNGgT0pqSkpNCpUyciIyPZsWMHjRs3xmazMWjQIDIzM7Whvbm5udx+++2Eh4djt9sr/NrE5cnoOSuiGvBPVnx/6CpLTtoGaF5y7tjfVeq5RdVxOp1YLBbtk8R58+axcuVKHn30Ua2L/euvv+bee+9l1KhRXHfddYC3+97hcFBUVKQbE/3CCy/gdru14V4A9957b8CnexERETRr1qzqv0AhRK3nX068Ig8++KBuzkV51q5dy9y5cwkLC+PAgQOMHTuWadOm6Y7p0aMHb7/9drkfDI4YMYI333wzYHHmvn37YjabefnllxkzZgwzZ84MGAZbll+6nr+FCxeSkpJCcnIykyZN0toXLVrEpk2byMnJYfTo0Vp7s2bNeP7558s93+rVq9mwYQMbNmxgypQp7Nixg6ioKBRF0XpAGjZsyK5du2jRooWWcB09ehSTyaQNb8vKymLQoEFs3bqVI0eO0LBhQ+rUqUNeXh6xsbE4nU5OnjxJYmKiLsETNYfp1/6yisq3Y8eOHIvFEtO5c2dDrq+qKgBTp05l4cKFAMyZM4dx48ZV2jUOrRxHsXKWmOIeJHd4rNLOK3473/vesmVLfvrpJ7Kzs+nVq5e2v1u3buzatYtjx46RmJgIwPjx45kzZw6vvvoqf/7znwHYtWsX06dPZ8CAAdoq7AAFBQVEREQE8SsSv4bvfS+9tououeQ910tLSwOo8QUzfD0olzrBv7r59NNPadeuHaqq0r17d1JTU3X/d4G3N6YyCxFcToL9vvv/Pu3atQuXy3Wua9euVVJ/X1JQoZtg36RJk0o7rz3zJPYE71L1MQ1lwpuRfEOrkpOTad7c29X1008/0bZtW5o2baqbI+LxeHA6naSnp2vJyt13303fvn3p2bOndlznzp1ZvHhxwLUkURFCCFHZhg0bBkDbtm0BOHnyJIWFhdowuvT0dPr06WNYfKLqyKBvoY1LBbRVtyvD6e8+whMHOE1ExV5RaecVFVu0aBF33303Gzdu1Nq+/fZbHnzwQebNm6e1tWjRglatWtG+fXvcbrfWvmLFCgoLC+nWrZvW1qNHD0aNGiVDtIQQQlQLXbp00RIV8H7Y6j+vUdQcQe1ZURTl7t/yOlVVF1R2LOIC/56VykpWPE4n553bAAglCbPJVinnre381x8BePjhh9myZQtffvmlNtlw8+bNvP/++1xxxRX07dsXgKuuuooxY8boSjrabDatQo2/qihfLYQQQgjxWwR7GNh7ZbT5Js2UrgnoP5lGkpUqdPbsWW27MpIVj8fDyQ/m4uzhrf7RuNnESz5nbePxeLR6+uDt/br55pspKCjgxx9/1I7bvXs3e/bsYd++fVqyMnLkSK644gr69eunHde+fXtt3RLfOHYhhBBCiOou2MlK81LP6wDzgXxgNuC7i2oLTATCgXuCFl0tVFRUpE3KMplM1KlT55LO57bbyXjtBc73OQg2CLU3JDysWSVEWnO5XC7sdruWmKxdu5YxY8bQr18/PvroI8BbUnrfvn0UFxeTl5enVU2ZOXMmNpuNK6+8Ujtfnz59ZNyuEEIIIWqEoCYrqqqm+T9XFOXfwHngOlVV3X679iiK8gmwHpgAPIyoEufOndO2fYs3/VbuwkJS//kUBcNOgcXb1qhF5VUWqwnsdjtms1krr/jyyy/z/PPPM2XKFJ566ikAEhMTycrK4siRI9rrrFYrW7ZsoXnz5lqiAt6FwIQQQgghaiqjJ9gPBz4ulagAoKqqC/gIuD0YgSiK0lhRlDcURdmmKEqxoihl1nRWFKW+oijvK4pyVlGUXEVRlimKUnkltIIsNzdX2/ZVfvotXLnnSX/tWQqG+CUqCROICGt9qSFetkqXBR87dizR0dFs2rRJa4uLi6OwsFArAQjQoUMHjh49ynfffad7fZcuXYiNrZKqgEIIIYQQ1ZLRpYvDgaQK9jcEglUovBVwB7Ad2AYEfGStKIoZWAnEAw8AxcBU4CtFUa5UVbUwSLFWGv8VY31zHspjzzxJ7savcRcV4XE58Tid4HJRdOIoRdHHcAwHLGAljuRGjxIZ3raKo6+ePB4PgwcPZsuWLaSmpmpD68LCwrDb7aiqyrXXXgt4FwAbNmyYbjFOq9UqVbeEEEIIITA+WfkamKgoyleqqq7336EoykC881a+DlIsG1RVbVBy7cmUkawAw4BuQHdVVbeXHLsb+Am4D3gjSLFWGv+elYrmqzjP5ZC68BkcnYogBG/vidn7r8fvw36zJ5yWzadhs9Yt50w1y6lTp3jmmWc4ffo0y5cvB7xzf7Kysjh79iy7du3SJro/99xzvPjii7rekUudIySEEEIIUZMZnaw8CmwEvlQUZT8XJti3AToAmSXHVLmyhqKVYTBw2JeolLwuXVGUTcAQLsNkJT8/X9s2m8sfFZix4EXsQ4rK3W8z1yOmTi/iY2/BZq2ZQ5UyMjJYsmQJoaGhPPLII4A32fjwww8pLi7m7NmzxMXFAfDOO+9Qr149GjVqpL0+KamiTkQhhBCXM7vdzksvvYTH48HhcDB48GB69OhR4WuWLl1KXFycbtV1t9sd8P+x7zi3201MTAxXX331r45r4sSJzJ49u8Jr+tq/+OILkpKSsFqtTJ48+VdfA2DdunVcccUVAUPKCwsLmT9/Pg8//HDAMcuWLaN169Z06NChwnOnpaWRmJhIWFgYe/bsIS4ujrCwMOrXr39RMYrLk6HJiqqqPymKcgXwDN5E4JaSXanAK8AMVVVPlfNyI7QH9pXRvh8Y+ltO6HK5DCslW1BQwJkzZ7TnRUVFZceSfQbHTekAmAoaYAm9Da1bpeThcUVz7oyJc2cy8eaYlzePx6NNcG/ZsiXgLRP8+OOP06xZMwYOHKgdO23aNJo2bcrx48fJysoCvEO+8vLyqmWZ4IKCAkBKGNc28r7XPvKe6xUVFREdHa1VwPRVYCwsvDCC+/bbb2fVqlV8/PHH3HKL95Zk3rx5TJgwgbFjx/Kvf/2r3PMvWrSIXr16aYVPjh8/zpQpU/B4PCQnJzN69GiWL1/Od999R+PGjTGbzWRkZFBUVITdbicnJ4f//e9/dOjQgZ49e7Jq1SrOnDnD8OHDcTgc2jFOp5Ply5dz6NAhNm3axF/+8heSkpJYsGABHo+Hxo0b07t3b+bOnUvTpk3Jzc3VvmZAO5d/m699+PDh9O/fn2effTZgf0XOnDnDxx9/TOvWrQNet3PnTgoLC8nIyAg4Jj4+nuzs7Aqv5XA4OHDgAImJiRQVFfH111/z4IMPsnHjRm0tMYG2uPPFvG+XwuVyaT9bLperSq9ldM8KqqqeAf5S8qju4oAfy2g/C1yW457856yUNyTJc/o7KPnwwhI6HBO/fSJ+dea/4OLixYuZMmUKQ4YMYebMmYB34vvIkSPp1KmT7tjBgwcbFrMQQojq4aeffuLGG2/Uni9evJjQ0FDCwsJ0C/D26dOHQYMG8fTTT9O7d29iY2Pp378/y5cv55prruGWW24hLS2N4uJi4uPj+fzzz+nYsaPuWjfeeCMNGjTAbrfTtWtXXn31Vd21Tp48yaOPPkqDBg14+OFfX1B16dKlpKSkBNwPpKens2jRIl3bQw89RExMDOBNOhRFCThfeno6TZs2ZevWreUeA7BlyxYiIyM5fvw4ffv2ZfXq1bRp04aUlBT69OlDmzZtAEhJScHhcHD+/HndyBBRsxmerNR2Foul3F/eqqaqKsXFxdrz5s2blxlL6rGF5AFhucm06tIvYP/lbuHChUyfPp1HHnmEceO8pZbvuOMO3nzzTVq0aKH7npT+Y3058n3KatTPnTCGvO+1j7zner6qi2Fh3ro9pSs2AqxcuTKgbfz48YwfP/4Xz9+2bVsOHz6sfdrv8XgYPnw4bdteKDZjs9mIiYkhLCwMs9lMaGgoISEhhIWFYbPZtOFNS5Ys4b777sPj8fD6669js9kICQnR/j137hxLlizhpZdewmq1YjabufXWW2nbti1FRUW8/PLLREdHExkZqZ3fPwZf27Jly9i3bx/3338/NpuNUaNGMWDAAP7973+TmpqqxR4SEhLw9fqSIx+r1RrQlp2dTUFBAZmZmRQXFwcc4zvvN998w+TJk/nmm2/Yu3evVqZ/8ODBHDlyhJ49e2K1WikqKmLkyJHakGv/a9V2vh6VYH1PLBYLsbGxNG3alF27dlVp74rhyYqiKDZgDDAQSACeUlV1p6IocXjngaxXVfWYkTH6OQuUNSEjDsgOciyVwr9npbyxn3aPd2hTpK1NUGKqSqdOnWLNmjX06dOHFi1aAN5f8L1797Ju3TotWWnfvj0nTpy4pHVnhBBC1B4jRozgH//4BykpKbhcLm655RbefvttEhISiIyMZMKECQGvadu2LW+++WbAjV6PHj14++23iY+PL/Naf//734mPj+f1119n6NChjB49mldeeYWEhARCQ0MZPnw4b775JsnJyWW+fuHChaSkpJCcnMykSZO09kWLFrFp0yZycnIYPXq01t6sWTOef/75cr/2M2fOcPToUf73v/9x2223sWPHDqKioujZsyeHDx/mzJkzOJ1O3TEAR48exWQy0bdvX7Zu3UpWVhaDBg1i69atHDlyhIYNG1KnTh3y8vKIjY3F6XRy8uRJEhMTtfXKRM1nKuuThWBRFCUWWAdchXcV+wjgBlVV15eUCU4DPlBV9dkgxzUZ+LuqqqZS7e8BvVVVbVOqPQVwqKr6u4u5zo4dO3IsFktM586dLzXk30RVVZ555hmWLVsGwNy5c3nooYcCjtu/cTTuJCeNwx8httHl3bNyzz33sGDBAqZPn84zzzwDeP/I7ty5k759+xIaGmpwhFVPPm2tneR9r33kPdfz9aw0bdrU4EiqVrA/Ya8Kn376Ke3atUNVVbp3705qaiq9evXSHZOSkhJQJKA2C/b77v/7VNKzcq5r165VUmHJ6EUhp+GdtD4YaA5oyUFJda6lwCBjQivT50BrRVG6+hoURUnGW+b4M8OiugT+K9j7r/Xh4yoowB3rBCCifsXVOqqb+fPn07t3bzZv3qy1jRw5kt/97nfa+FfwjrW9/vrra0WiIoQQQlR3w4YNo23bttx6660kJSURFhamK4SQnp5Onz59DIxQBJPRfWi3AW+oqrpKUZSy+joP4x0iFhSKotxRstmh1PNUVVW/Az4FvgcWK4ryNBcWhUwH5gUrzsrkv86Kb6Kcv8ITqnfpTrsJm6161xDIzs4mOjoam80GwJ49e9iyZQuffPIJvXv3BuDmm2/m5ptvNjJMIYQQQlyELl266J43adLEoEiEEYzuWYkHDlaw30PwVrAH+KjkMarU8wkAqqq6gJuArXiTk/8CPwMDVVUtCGKclcZ/gn1Z1cAKzniLn1kLIqv1/A1f6cY1a9Zobffffz9Llizh//7v/wyMTAghhBBC/FZG96wcw7sAZHl64e1dCYrSc1TKOSYLuCsI4QSFfz3uqKiogP2FeUehLoS46wUzrF908OBBGjVqRGRkJAD16tXD6XSyZ88ehgwZAkC7du1o166dkWEKIYQQQtQ4ZS1eWlWMTlaWAOMVRfkAyChp8wAoijIKGAk8Z1BstYJv0TCAiIiIgP1290kAQsPKrihihMcee4zXXnuNd955h/vuuw+ABx54gDFjxtCwYUODoxNCCFEdWSwWcnNztYnBNZWvspjFYjE4EhFMwXzfXS4XxcXFZU4fqApGJysvANfhHVa1DW+iMkVRlNeAjsAWYJZx4dV858+f17bLSlZcod45LWFRzYMWU2lnzpzBZrNpw9Q6d+5MREQEp06d0o4pqziAEEII4dOgQQOAKl9t22i+uaixsVVSmElUU8F8361WKzExMdp6N1V+vaBcpRyqqhYoitIP+DPeeSJFQDe8Q78mA6+oqmo3MMQaz26/8O0tO1nx7g+Nahy0mPzNnTuXxx9/nOeee45nn/VWsB45ciS33nqr/CEWQgjxq1mtVho3Nub/smDyDe+u6SWahV5Nft+N7lmhJBmZUfIQQeTxeHTJSnh4uH6/240n3A1AaEzw/sB7PB5tMn/Lli0pLCzk4MELdRjCwsIu6/rxQgghhBDi1zG0GpiiKP0URWlfwf76JT0vogo4HA58i4KazWat5K+2//wZb9liF1hDqr4X48iRI9x5553aYo0A119/PT/++CPvvvtulV9fCCGEEEJUL0aXLv4a2F2yZklZfgekBC+c2sV/gaXSiQpA8dmfATAVWTCZqv5H5ezZsyxatIi33npLm/hvMplo27ZtlV9bCCGEEEJUP0YnKwA/AtMVRfmvoijhv3i0qDT+ZYtDQkIC95/5CQCLvWqGXOXl5bFq1SrtedeuXZkzZw67d+8uc/6MEEIIIYSoXapDsvIP4GFgOPCtoiiyLGmQ+PeshIaGBuwvyj8KgNVd+dUe8vPzad++PUOHDuXAgQNa+7hx42RlWiGEEEIIAVSPZAVVVd8CBgKNgO8URelvcEi1gn/PSlnl5+zOkjVWrA0q/dqRkZHcdNNNdOnSheLi4ko/vxBCCCGEuPxVi2QFQFXVTcDVeFe1X6soygSDQ6rx/HtW4uPjA/Y73NkAhIQ3uuRruVwuXnnlFfbv36+1vfrqq2zdupVOnTpd8vmFEEIIIUTNU22SFQBVVX8G+gBLgX8iq9dXKf+elbLmiDgbefeHRl36qvAvvvgiTzzxBA888IBWgSwiIgKzuVr9CAohhBBCiGqk2t0pqqpaqKrqnXgXhWxldDw1mX/PSumkwZmXq/10RCRdecnX+tOf/kSvXr2YNGmStoaKEEIIIYQQFTF6BftykyVVVacrirICqBfEkGoV/2TF7Xbr9hWd/sn70+GGENvFT7B3OBx88MEH3HvvvZhMJmJjY/n2228lURFCCCGEEL+a4SvYV0RV1X1Gx1CT+Q8Di4yM1O07n7cVwsCcF1gl7Ne44447WLFiBZmZmdoij5KoCCGEEEKIixHUZMVXllhV1XT/57/Ed7yoXP7JSlRUlLadV7CP7NBvAHBHF5NXsI+oiA4Xde7777+fHTt2MGDAgMoJVgghhBBC1DrB7llJBTyKooSrqmr3Pf8Vr7NUZVC1ld1u17Z9E+zzCvaRduIlMJUMCzNB2omXaJr09C8mLHa7XVtccsiQIQwcOFAWdxRCCCGEEL9ZsJOVsXiTE0ep58IADodD246IiNASFY/HrjvO47H/YsKydu1aHnjgAdasWUO7du20cwohhBBCCPFbBTVZUVX1vYqei+DyT1Ys1vwyExWfihIWj8fD7NmzSU9P591332XGjBlVGrcQQgghhKgdDJmzcrFkzkrV8B8GZnd9h8fTrsLjy0tYTCYTH3/8MfPnz+eBBx6osniFEEIIIUTtYsicld/wOpmzUgX8e1ZCf2XRL4/HTkbWmyjN3uDUqVPUq1cPk8lEWFgYDz30UBVFKoQQQgghaiOj5qyIasA/WQkJDflVrzGZQmiUMI6TJ0/SvXt3br75Zl5//XVsNltVhSmEEEIIIWopQ+esCGP5JysN6g3CZEord84KeBMV3xCwTRvWkJWVxQ8//IDL5ZJkRQghhBBCVLpqvSikqFp5eXnadp3o5iSZ+nHcPQ/KWLvRP1EBGDRoEBs2bKBZs2aEhYUFK2QhhBBCCFGLSLJSixUXF2vbVo+bU1s/gG6Bx/knKm63G7PZDED37t2DFaoQQgghhKiFDE9WFEVpDzwKdAViAXOpQzyqqrYMemC1gH81sMLUbTju8SYvkWFXUlB8AI/HrktUfv75Z22OyrXXXmtQ1EIIIYQQorYonRgElaIovYDvgNuAE0AL4EjJdlMgF9hgWIA1nH/Pisd2EoCw041p3vivNE16Gpu1nm7o18yZM9m7dy+vvfaaIfEKIYQQQojaxeielalABt7BR1YgC3hRVdX1iqL0BT4HnjAwvhrNv2fFEmYHIoiMaQ9AVEQHlGZv6I6fNWsWTZo04a677gpmmEIIIYQQopYytGcF6A7MU1U1B3CXtJkBVFXdCMwD/m5QbDWebgX7MG9F6VBrw3KPt9lsPPnkkyQlJVV5bEIIIYQQQhidrFiA0yXbBSX/xvnt3w9cEdSIahH/nhVbyTIrFmtkwHGbN2+mqKgoWGEJIYQQQggBGJ+spOOdm4KqqkXAz0Bvv/2dgXMGxFUreDwX1ue02rzbRQcP4cq/UNL45MmT3HDDDSiKwtmzZ4MeoxBCCCGEqL2MnrOyHu/k+udKnn8APKUoSjTeXpfRwL8Niq3G85UgBrCFeRdXOb8uhbyPU4i9aTB1h/2erKwsWrVqRfPmzYmLiyvvVEIIIYQQQlQ6o5OVGUCKoiihqqoWA1OAusBIvHNYW2hoDQAAIABJREFUFgBPGxdezeY4l6Nt28JKEpcCBx4H5KxZCcCVw0eyc+dOzp2TDi4hhBBCCBFchiYrqqqm4x0K5nvuAMaVPEQVcuXnUZSbqz23RZQkKyVz7j12OzmrPyf2xsFYIiOlV0UIIYQQQgSdYXNWFEWJUBTFpSjKJKNiqM3ytm8lz68amC285EfB6f2nwOHkrT37Obb+SwOiE0IIIYQQwsBkRVXVAryVwGTWtgFc53Jwut3ac1uoGVxgKmlamZrOjG3fM2bSc+WcQQghhBBCiKpldDWwT/FOsBdBZomJxe1fDcxq1oaAATSJjmJAk0bcNfgWA6ITQgghhBDC+An2/wI+VBRlJfAGcAQoLH1QydwWUYmiuvXA5b6QrJgtJriw7Ao9GiTQM7kRzaRnRQghhBBCGMToZGV3yb8dgUEVHGcJQiy1iiUyCo/JdOG52YQp/8J+U0gosYNuxhIZuEikEEIIIYQQwWB0sjIV8PziUaJKuP22LVYTFAMhISz44Ud+N3IkzW8bYVRoQgghhBBCGF66eIqR16/t/Fewt5hNmM0hZPe5lr+//T5zDh3l5IQ/6xaOFEIIIYQQIpgMTVYURbkb2KCqamo5+5sB/VRVXRDMuGoLt181MLPFhNkWSWyvaxg7diyxsbFYrUZ3vAkhhBBCiNrM6LvRd4ExQGo5+3uUHCPJSiXzT1QAzGYTZqy0btOGefPmGRSVEEIIIYQQFxg9xsf0C/vDAVcwAqltXK4L31aLxYzJZMLksRkYkRBCCCGEEHpB71lRFKUJ0Myvqa2iKP3KODQOeBhIC0ZctY1/suLLGFN/zuXExo306NGDkJAQYwITQgghhBCihBE9K38EvgZS8FYCm1SyXfrxKdANeNmAGGs8/2TFZ/Fne+nXrx9Tp041ICIhhBBCCCH0jJizsgzvHBUT8B/gLWBLqWM8QD6wo7zJ9+LSOJ1Obdts9vatNKhflw4dOjBgwACjwhJCCCGEEEIT9GRFVdXdlCwGqShKU2Cpqqo/BDuO2k43DKxkHNhDo2/k7/+caFBEQgghhBBC6Bm9zsr/ASiK0hZoCdSljEn3Urq48umSlZKeFYstyqhwhBBCCCGECGD0OivJwAfANZRfGcyDlC6udP7JitkEZ84UEWmWamBCCCGEEKL6MLp08b+Bq4HHgauA5mU8WhgWXQ1Wes7K7Fl7aNXzXubPn29gVEIIIYQQQlxg9KKQ/YFZqqr+0+A4ah3/nhWr1UTueQdms4mWLVsaGJUQQgghhBAXGJ2s5AMnDY6hVvJPViIjbbzyRh+SI58jsr5iYFRCCCGEEEJcYPQwsI+AoQbHUCvpVrC3mcAFUfWbY7Uanb8KIYQQQgjhZfSd6b+A+YqifATMwbv+SsBqhaqqpgc5rjIpinIt3gUrS9uhqurVQQ7nkujmrFhMWM5HYLFGGBiREEIIIYQQekYnK3vxVvvqCgyv4DhLcML51R4C9vg9zzMqkN/Kv2flzKkiht25kj8/OZeHH37YwKiEEEIIIYS4wOhkZSreZOVys19V1f8ZHcSl8E9WXG4P6k9Z5OVddjmXEEIIIYSowYxeFHKKkdevzfyHgcXE2Fj/1ZckJ7cxMCIhhBBCCCH0jO5ZuVx9oihKPeA0sBx4RlXVbINjuii60sUWMz16XGtcMEIIIYQQQpTB8GRFURQbMAYYCCQAT6mqulNRlDhgCLBeVdVjRsbo5xwwE9iAd55KL+BZoKeiKN1UVS2+2BO6XC5UVa3cKH+FI0eOaNsWs9mQGIQxCgoKAOQ9r2Xkfa995D2vneR9r52MfN/9PwCvCoYmK4qixALr8K5enw9EAHElu88B04AP8CYEhlNVdSew06/pa0VR9gIrgN8D7xsS2G/gdru17ezsIubNm8d9991nYERCCCGEEELoGd2zMg1oDwwGtgFZvh2qqroVRVkKDKKaJCvl+BxvonU1vyFZsVgsKErwF2I8ceKEtn0+18Enn3zCjBkzgh6HCD7fpy5G/NwJ48j7XvvIe147yfteOxn5vu/atatKe1eMXhTyNuANVVVXUXZVsMNA0+CG9JtdVlXN/H+oGiVF8pe//MXAaIQQQgghhAhkdLISDxysYL8HCAtSLL/VUCAS2G50IBfDP1lp0riOrK8ihBBCCCGqHaOHgR0DKqqX2wtv70q1oCjKB8AR4HsuTLB/Cu88lo8MDO2i+ScrFovROasQQgghhBCBjL5LXQI8pCjKlX5tHgBFUUYBI4H/GhFYOfYBw4AFwGpgLPA2MEBVVbuRgV0s3Qr22YW6OSxCCCGEEEJUB0b3rLwAXAdsxTvB3gNMURTlNaAjsAWYZVx4eqqqTgemGx1HZfCvBvbjwWyWLl3K+PHjDYxICCGEEEIIPUN7VlRVLQD6AX8DooEioBtgAiYDAy+3HovLhcdzoR5AdFQIrVq1MjAaIYQQQgghAhnds0JJMjKj5CGCxD9ZadsqnhtvvNHAaIQQQgghhAhkaM+KoihXKYrySAX7H1EUpXMwY6ot/JMVk+FTl4QQQgghhAhk9F3qVKCij/RvAP4vSLHUKv7JitlkMjASIYQQQgghymZ0snI1sLGC/RvwzmERlcw/Wdm2K4P8/HwDoxFCCCGEECKQ0clKLFDRXXIRUDdIsdQq/smK2+MhIiLCwGiEEEIIIYQIZHSykoZ3YcXy9Ma7cKSoZP7JysBrWmOSoWBCCCGEEKKaMTpZ+Qj4g6Iofyy9Q1GUscCdwMdBj6oW8E9WQm0hBkYihBBCCCFE2YwuXfwi3gn27yiK8izeFeLBuyBkC2An8HeDYqvR/BeFNJuNzlmFEEIIIYQIVB0WheyLd1HIQryJy41AAfA8cI2qqjLzuwr496z8oB43MBIhhBBCCCHKZnTPCqqqFgEvlDxEkPgnK+fOFRoYiRBCCCGEEGWT8T+1lH+y0qJpgoGRCCGEEEIIUTZJVmop/2SlblwdAyMRQgghhBCibJKs1FK6FezNFgMjEUIIIYQQomySrNRS/slKbp7MWRFCCCGEENWPJCu1lH+yknnqnIGRCCGEEEIIUTZJVmop/2Qlvm6MgZEIIYQQQghRNsNLFyuKYgPGAAOBBOApVVV3KooSBwwB1quqeszIGGsi/2SlVfMmBkYihBBCCCFE2QxNVhRFiQXWAVcB+UAEEFey+xwwDfgAeNaQAGsw/2TFZDE8ZxVCCCGEECKA0cPApgHtgcFAc8Dk26GqqhtYCgwyJrSazT9ZcTrdBkYihBBCCCFE2YxOVm4D3lBVdRXgKWP/YaBpcEOqHfyTlYM/pRkYiRBCCCGEEGUzOlmJBw5WsN8DhAUpllrFP1mx2MrKE4UQQgghhDCW0cnKMaBNBft74e1dEZWssDhD205sWERewT4DoxFCCCGEECKQ0cnKEuAhRVGu9GvzACiKMgoYCfzXiMBqsryCfZzJWXOhwewm7cRLkrAIIYQQQohqxehk5QXgR2Ar3sn0HmCKoii7gQ+B/wGzjAuv5skr2EfaiZfwuJ1amwnweOySsAghhBBCiGrF0GRFVdUCoB/wNyAaKAK64b1/ngwMVFXVblyENYuWqHjsuP3mrJzL8X6LJWERQgghhBDVieELbJQkIzNKHqKK+CcqAH65Cm73hdLFvoSladLTREV0CHaYQgghhBBCaAztWVEU5TFFUZKMjKG2yMh6U0tUQJ+sJCRG6I71eOxkZL0ZrNCEEEIIIYQok9FzVmYB6YqifKUoylhFUWIMjqfGapQwDpMpRHvuX7o4LFzfwWYyhdAoYVzQYhNCCCGEEKIsRicrVwIv4129/h3gpKIoSxVFuUNRlFBjQ6tZoiI60DTp6QsJi1/Pisnkvx0iQ8CEEEIIIUS1YPQE+72qqj6rqmoL4BpgHtAbb0njLEVR5iuKcqORMdYk/gmL/zCwvPMOQBIVIYQQQghRvRjds6JRVXWzqqoTgIbAILyljIcDKw0NrIbxJSxg0doKi5ySqAghhBBCiGqn2iQrfuoATUse4XjLGItKFBXRgZioa7Xn4eGSqAghhBBCiOrH8NLFAIqiRAC3AncCvwNCgJ+AF4GFBoZWY4VY6mvbifW6S6IihBBCCCGqHUOTFUVRhuJNUIYAEcAJYA7wX1VVtxsZW03ndru07ZCQeAMjEUIIIYQQomxG96wsA3KA/5Y8UlRV9VT8ElEZPLqFIOVbLoQQQgghqh+jk5XbgNWqqjoMjqPW8XguJCv5+fkGRiKEEEIIIUTZDE1WVFVdYeT1azO326ltW61G56xCCCGEEEIECupdqqIoTQBUVU33f/5LfMeLyuM/DCw+XuasCCGEEEKI6ifYH6mnAh5FUcJVVbX7nv+K11l++RBxMfyTFZNJqkMLIYQQQojqJ9jJyli8yYmj1HMRZC57kbZt/zkNV34elsgoAyMSQgghhBBCL6jJiqqq71X0XFQ9j8dD9qdLOJfyldZ2avdOUv88jtibBlN32O+lp0UIIYQQQlQLhq5gryjK3YqiNKtgfzNFUe4OYkg1XvanS8hZs1K3zorZ7cbjcJCzZiXZny4xMDohhBBCCCEuMDRZAd4Felewv0fJMaISuPLzyFn9OR67HY9f50mYxdvB5rHbyVn9OS4pZSyEEEIIIaoBo5OVXxpvFA64fuEY8Svlbd8KZu9b7r8OpMXs9zaYzeRt/1+QIxNCCCGEECJQ0BfYKClX3Myvqa2iKP3KODQOeBhIC0ZctYHrXA6e4mIAPMUXshX/jNVjt+M6lxPkyIQQQgghhAhkxGqAfwT+hrcKmAeYVPIozVSy/5HghVazWWJiMYWGagmLj8uvm8UUEoIlJjbYoQkhhBBCCBHAiGRlGd71VUzAf4C3gC2ljvEA+cAOVVVTgxlcTRbVrQenP3yP/2/vzuPtGO8Hjn/OvbnZZRFqLUmDr31pSq211U4spfa1rWr50aKUahGq1Ral1F6hKIpaq23sbVEaRZF+KRJbqCCCyL1x7/n98X3OzWTuWebMPefMyb3ft1ece2aeM/PMM/M8M888zzwD0BWtoER743V1MXz9DRsbMeecc84554poeGVFVZ8GngYQkRWBW1T12UbHoz9qHTacUTvszOw/3U0+UlkpPLOSGziIUdvvSOuwYVlF0TnnnHPOuW5ZtKx0U9XTs1x/f7T47l8FIPfEv7qnDWhrI9fWxqjtd+ye75xzzjnnXNYyrawAiMjqwDHABGAUPUcoy6vq+IZHrI/K5XKM2WNvRjw2FZ6yBq1ha6/H2F9e6C0qzjnnnHOuqWT9UsiNgH8CuwEzgc8BL4e/VwQ+BB7OLIJ92YAF9dTB4z7nFRXnnHPOOdd0sn7PyiTgDUCwUcIAzlLVTYAtsCGOr8skZn1cZ+eC19fkcpVed+Occ84551zjZd0NbAPgJ6o6W0QWD9NaAFT1ryJyJXAGcG9WEYwTkXHA+cBWQAdwB3Csqr6XacSqFK2stLQ0ps560mun8vb8dxjVOpIxAxZn6balWKptSRYfsDhjwr/RA0bRmmttSHwWJZ526Xnapedpl56nXXqedumd9NqpzGx5i+EMY5k3lvG0q4Ifd80r68pKKzAr/D03fI6OzH8eOLyhMSpDRBYDHsDivDcwDDgbuENENlPVfLnfN6tGtawsMWAMr7TPYG7XXN6cP5N/f/IcrbTSlmujhRzzmc/SbUvz8xXObEh8FiWedul52qXnaZeep116nnbpLTFgDK8wg3m5dmZ98p6nXRX8uGteWXcDexV7NgVVnQe8Bmwcmb8u8EEG8SrlcGAZYFdVvVtVbwL2BzYBdso0ZlXq6urq/rtRlZUdR23H4NyghaZ10sm8/Dzm5j8hR451h66VaFkPvPcBh097hQfea6bDo35qmXZPdub42fwWTzs/7irytEvP0y49T7v0dhy1HQNpW2iap10yftw1r6xbVu7HHq7/Yfh+LXBCaMFoBQ4ALs0obsXsDDysqm8UJqjqIyIyHdgFuCujeFUti8rKqoNXYWjLUOZ1thed35obwB6LTyy7jHldXVzy+tv868O5tOfzTJ45i6c/mssRyy/F4Dp3Zyu8mybPwg1ohe8lp+dLhbf/d5GHfJ58bE7U8m3LMqRlSOm0o5VtR27NnM4PS8a/vauLyW/O4ZmuHPPJcdXMd/jnh3M4ZNkRDKxwDMS3LT63+jmVllleud/G03uJ1jEMbhlcMu1aaGXzxTZl1vx3Sy63vSvPdW99zHMffUpHHq6a+Q6Pf/g++y09lEEtlfNP2fiW/WG535VPv/jcWbwLwGIdb5Vda3S5i7UMZ1DLoDJp18KGwzfgjY43S8apvSvPTW91MO3jLjry8JuZ7/DonHfZe6mBDOxOu0rbkjL9SsztzbGX1ODcoIpp94Vh6zG9fUbJZXR05bn57U6mfZxnfnfazWLPpVojaVfaTN4GYFD74HQbkZFmSLtaaXR3i0G5QbTRRgfzi87P0cKEYevxSoK0+08k7R7JIO0abVCF467Z024mb7EES9R1HVnJxU/sjSQiKwDrA3eparuItAEXYF2suoDbgaNV9ePMIhkhIm8Dv1PV78Sm3w2MUNXNqlne1KlTZ7e2to5cd911axnNRL797W9z8cUXA/CN07/JbkfvQUdXB+35dtq7OujIt9ORn097Vzvz8/P5NN/Jp3xKZ76L6AV2F3kIl9nxaV3kyXdfhNt/H3V+xEddxXfn4Nwg2nIDC0tiweW8fXZ2jaG9fQ/ID4GF7hzNB+bSNuhmWlre7T455CN/wYLrvmorG31C1xLQsQ/WczGedh/DwBugZVbx3/Z3nnbpedql52mXnqddep526TVB2q2Y/yxnr3xGXddRzFNPPUVnZ+cHEyZMGFWP5Wf9UshXsa5ghe/zgW+Ff81oNDC7yPT3sZHLqtbZ2Ymq9iZOqbzz3oIM8/gHI5nz+ucaHoe4eeFf9dqAkcxv/1pN49M/tAGjoOOIrCOyCPK0S8/TLj1Pu/Q87dLztEuvcWnXwcxMrimjgzbVQ9bPrLiMbLD+F7v/XnzNtTOMiXPOOeec660xXX2zG1hDW1ZCt6+qhRaYZvA+UKyJazSQauji1tZWRKRXkUrj2JVWYvDAQQwZMpjDDt63oe9amfbJC/z0zXPpyLcDOcYPGscZy59SMQ4XvPYWj84p3SNwoxHDOPqzS9c4ts3F0y69/p52qi8AILJK1b/t72nXG1mmXW/2eTPw4y4d1ReYzqtcP+BmT7sUFtXjTvUFcrmWTK4pQzewui2/0d3AppPuebNmGdR6GrB6kemrA1MaHJdeaW1tZdtttwEa956VgtWGrMLw1qG819nOwFwbX1/q4ERxWG3YUKZ+OJeOIs9ZDczlWG3Y0D7/gktPu/T6e9oVopgmrv097Xojy7TrzT5vBn7cpZPLwVg+62mX0qJ63PXl3dLobmCHpfzXLO4CNheRZQsTRGRD7HmVO7OK1KIml8ux46jtyJHj80PXYdygFRP9btyQQbSWyIytOfjckEHFZ/Yhnnbpedql52mXnqddep526eXwtEvLj7vm09CWFVWd3Mj11cFlwP8Bt4vIacBQ7KWQj7IIDVvcDDYfsSlPfvwUBy65b+LfrDh4IK25HMUa51pzOVYYPLCGMWxennbpedql52mXnqddep526Xnapedp11wyHbp4USQi44HzgS2w8ejuBL6rqu9Wu6wshy4GukeMyKJ/o8uO7/f+yfd7/+P7vH/y/d4/Zbnf+/TQxSJyUJJwqnpNveOSlKq+hL0c0jnnnHPOOVdHWb/BfnKZedEmn6aprDjnnHPOOecaI+vKyrgi01qB8cAxwBLAIY2MkHPOOeecc645ZP0G+xklZr0MTBGRB4DDgWMbFyvnnHPOOedcM2j2N9jfAuyXdSScc84555xzjdfslZWRwIisI+Gcc84555xrvKyfWSlKREYCWwHHAY9lHB3nnHPOOedcBrIeuriLYm/PMTns2ZWjGhcj55xzzjnnXLPIumVlEj0rK3ngfeBFYIqqdjY8Vs4555xzzrnMZT0a2GlZrt8555xzzjnXvHL5fKleWK7epk6d2gXkWltbM1l/Z6c1WmW1fpcN3+/9k+/3/sf3ef/k+71/ynK/h3XnJ0yYUJeBu7LuBtZNRIYDo7FnVRaiqq82PkYN0QW0dHZ2zskyEoUD3PUvvt/7J9/v/Y/v8/7J93v/lNF+H4Fd09ZFpi0rIjIEOBU4DBhTKpyq+u0B55xzzjnn+pmsW1YuBQ4AHgeuA2ZnGx3nnHPOOedcs8i6srI7cK2qHpRxPJxzzjnnnHNNJus32H8C/D3jODjnnHPOOeeaUNaVlZuBbTOOg3POOeecc64JNcMD9jcD7wFXAK8CPYYx6MOjgTnnnHPOOedKyPqZlU+B/wJHAfuVCeejgTnnnHPOOdfPZF1ZuQj4GvAE8Cg+GphzzjnnnHMuyLqyshdwvaoemHE8nHPOOeecc00m6wfsP8VHA3POOeecc84VkXVl5VZ8NDDnnHPOOedcEVmPBrYmcA0wDbgMHw3MOeecc845F2T9zMoz4XNdYJ8y4Xw0sBoSkXHA+cBWQAdwB3Csqr6XacRcWSKyJ7A/MAFYApgOXA2cp6odkXCJ9q+IrAecB2wAfAhcD5ysqp/Ewm0N/BRYE3gHuBw4S1V73Fhw9SciA4AngbWAA1X12si8mu5TEdkHOAVYCXgNOFdVL67TprkiRGQP4HvA2sB84Fngm6r6XJjv+b0PEZHdgO8Dq2H78wngFFV9MhaupnlYRP4P+A6wHPACcLqq3lLbrXMAIrI8to83ANYBBqpqrki4JYFzgZ2x6/X7gKPjN/D7QxmQdTewScDp4d+kMv9cjYjIYsADwLLA3sARwObAHSLSI7O4pnI80A6cAOwI/BY4NXwCyfeviKwA3I8VbLsCJwIHYe87IhLuC8AfgReBnYBfACfj+TJLxwBLxifWep+KyETgd8C9wA7AtcCFIvKN2m6OK0VEjgFuBB4GdsGG+L8PGBLme37vQ0RkO6x7/EvYAESHA2OA+0Tks5FwNc3DoaJyHnAVsD3wEPD7EB9XeysBewJvA48XCyAiLcDdwMbAN7C8vyJ2LAyJhOsXZUCmLSuqelqW6++nDgeWATZR1TcAROR1bKCDnYC7MoybK28XVX0n8v1BEckDPxGR74W7LUn37/ewQmt3Vf04hOsArhORn6jqsyHcqYACB6hqF3C/iAwHfiQi56rqu3XdYreQcEfuVOzdVFfHZtd6n/4Y+KOqfid8f0BElgPOEJHf+J32+hKR8cDPgO+q6oWRWX+M/O35vW85AJiBtZh2AYjI1DBtJ+CSEK5meVhEBgKnAZeq6pkh3IMiIuH3f67nBvdTD6vq0gAicgqwaZEwuwPrAxuo6hMh7NNYRfZrQKFM6BdlQNYtK67xdsYyyhuFCar6CNalaJesIuUqi1VUCqaGz+XCZ9L9uzNwR6HQCm7BWm52AQgnsW2AGwsnzuA6YBA+OEYWfok18T9cZF7N9qmIrIh1Abg+to7rgKWwbgSuvg7Dun1dXiaM5/e+pQ34KJb+c8JnC9QlD28ELF4i3AQRWbY3G+R6iu23UnYG/luoqITfvQr8jZ55u8+XAZm2rIjIQUnCqeo19Y5LP7I61iwc93yY5xYtX8IGpXgxfK+4f0VkKNac/Fw0gKq2i8hLLDgOxmMFVDzcDBGZix8vDSUi22MnC8H2S3Rerfdp4XOhcNhxVJj/aOqNcUlsTLjDKSI/BJYP309X1ZtCGM/vfcuVwD0ichzwG2AY9uzATKCwz2udhyuFWw14M83GuF5ZnZ77BGy/TIyF6/NlQNYP2E8uMy86TJlXVmpnNDC7yPT3gbGNjYrrjdBM/13gKlWdFSYn2b+jgFyZcItHlkWCcK7ORGQw1ux/uqrOFJGxsSC13qelwr0fPn3f198yWIvpT7D+5a9h3T9uFJF3VPUBPL/3Kao6RUR2x54t+UWYPAPYOlbGQ+3ycCHcBxXCucYajY2UGxfPi/2iDMi6G9i4Iv9WArYD7sFGwVgjs9g516REZAxwO3YBc1zG0XH1dzLW3/iCrCPiGqYFGA4crqpXqeq92EO2z2KjO7k+RkQ2xG7O/g74MrAb8AbwRxFZJsu4OZelrB+wn1Fi1svAFBF5AHt46NjGxarPex+rZceNBnzo4kVAGP3jHuxCZmNVnROZnWT/Fu6alAr3SmRZ5cL58dIAoe/5Cdiw1cOsQY0RYfZQERlJ7fdpqXCFO2++7+uvkMb3Fiaoal5E7mfBUP+e3/uWXwH/UNUjChPCddAM7KbU8dQ+DxfCRcuRYuFcYyW9VusXZUDWLSuV3ILdSXK1M43i/Q5Xp3iTo2siIjIIa1EZD2xb5IWpFfevqs7FTn4LhQvLHs+C4+Al7G5+PNyKwFD8eGmUcVg/4puxk8n7wNNh3qXAu3XYp4XP+LG0emy+q59i/dULBodPz+99yxrYO5S6hZtR/wVWDpNqnYc9rzenpNdq/aIMaPbKykgW3EF0tXEXsHl0hI/Q9DwWuDOrSLnKRKQVuAEbxWVHVX2+SLCk+/cuYGJ48K5gd+yi+E6A8KLJKcDeYcz3gn2xAu0vvd0ml8hTwJaxf/uGeWcBW4e/a7ZPVXU6drG8LwvbF/gfJd4N4Grq9vDZPQJP2GdbY12kwfN7XzMde+lvNxEZgXWPfwXqkocfwW6AFAv3pKr6w/XZuAtYWUS6j4fwrp1N6Zm3+3wZkMvn85VDNVjo1rAVNjLGU6q6VcZR6jNCwfdvrLA6Dastnw28hY3T3XwHhANARC4Bvgn8CCtQol5S1XeS7t9wp+Rp4DHgHOyFUucA96pqoYsJIrIBNlTiTVh+XDMs7wJV/X59ttRVEh6wf4XIG+xrvU/Dg763Yi+LuwMbee5U4EhVLbzvwdVJeKHbQ9hdzpNY8ID97tgD1w95fu9bROTbwEXYcNU3Y119j8MqMOup6rQQrqZ5WES+gz3QfyoN/o/eAAAVfElEQVT2fo49sHc57aSq99Rxk/stEdkz/PkVrFvnXuH7dFX9Z7g5+Th20/5EbIjhSeH7WqG1JPE13aJeBmRaWRGRLhYe9Ssqhz27MrHEHWSXUnjZ2PnAFtg4/ndiLx7zF341MRGZjg0/WMyhqjo5hEu0f8Mdm3OxlpoPsYc6TyoUgpFw22AjEq0JzMJOpGf6SwGzU6yyEqbXdJ+KyH7AD7A7u68B56nqRXXaLBcjIqOwF0PuASwG/Av4oapOiYTx/N5HhArqoVhFYWXgE6xl9Ueq+lgsbE3zsIgcAxyDjUD3Ijby4O9ruoGum9gLnYu5WlUPCWE+g1U0dwJasTfQHxNazaLL6vNlQNaVldPoWVnJY02SLwJTvIB0zjnnnHOuf8qksiIiw4Ccqn5UJsxwIB9726ZzzjnnnHOun2j4A/YisjrWcnJChaAnAO+JyMoVwjnnnHPOOef6oCxGAzsSeBN7UKicM0O4o+oeI+ecc84551zTyaKy8mXgJlX9tFygMITajdjb7J1zzjnnnHP9TBaVlRUATRj2RUqPfuScc84555zrw7KorMzHXkKTxMAQ3jnnnHPOOdfPZFFZeQnYMGHYjUJ455xzzjnnXD+TRWXlDuCrIrJ2uUBh/leB2xsSK+ecc84551xTyaKych72Rsz7ROQgEWmLzhSRNhE5CJgSwv0ygzjWlYgcIiL58BZq55qGiJzWyGPT84KrFz+2+r74Ps5yn4vI2LDuQxq83qq2uTdp1Kj0beR+FJFtRKRdRJav97p6a1GKK4CIfFVEZovI4kmmlzOg9tErT1Vni8gOWAvLVcAlIqLAHGAxYFXsmZbXgImqOrvRcUxDRJK+XfNq4ME6RqVuRGRdYDdgsqpOzzg6zrlFjIhMAA4EtgLGAR8DzwJnqer9WcatLxKR0cB3gF2B8UAb8CpwL3CRqj5Xx3X36/NFqLRcFb7uqqp3FAlzE7AXgKrmarjupkv7WHoAdAH/w66HfqSqL2YQpxzwU+BqVX09Mv004FRgXLH0E5HJwMHxfZY0vxVJC4D3sEGlLlbVq5PGtcndDJwBnAwcn2B6SQ2vrACo6r9FZC3gm9hOXR0YgVVYpgK3AZep6odZxC+lA2Pf9wB2B76LtRAVvAQ8DtwAtDcmajWzLpaBHwSmZxqThERkIvC4qr5Vx3WsB1wC7Kmqr9VrPUXWOwnL6H/FjrHhwETgBeAJbICKz2Mj6g1W1c5Gxa0Kv6XJ80KW6Vzp2BKRo4FVsJP+6sAPoyf9SvNrtYwqfA/YGrgFuBBLy0OwlvbDVfXylMt1MeEcew/wGeAm4AosnwnWxfpwERldx/NsFueLZixP5gEHYDdou4nISGCXMH9wjddZLu2zTqOzgGnYTenPA18Hviwia9XzPF3CtiEOX+vtglLmt0JaAIwB9gYmi8hnVPXn9YprLZU7R6lql4hcApwpIpNUdU656eVkUlkBUNWPgHPCv0Weql4b/S4iK2GVldtK3NloxgvHPkVEBmKF8peBmheCIrIL8BUgD2wAtNZ6HRVsBKxSuMsiIpthF9FHq+qfw7SBwAPNVlERkWGq+nGIV1PFrYiGp3OSY0tEvgbsA2waCv8dgD+LyOqqOq/S/Foto0oXAIdEfysivwaeAs4SkStVtSvFchdJhXxQh+Uuhl0cDwG+qKr/is0/GfgRULO7+b1Vi7Ro0vLkLmAXERkRuyjbC+uK/yesPGmIJkijKar6YPj7ShF5AevufwjWctBI3wD+o6pP9WYhvchv0bRARC4GXsYqt/HKSk3iWitVXP/cCPwC2Be4NMH0ojKrrPRnkSbA7ibGSLPj2sBR2EEwAPh9+N6K7di9sAzxB+CIaOEuIsOAH2C18+WBd7FWqh+o6vsV4jQMy0x7AssBc7EmyXNU9aZI/AAeEJHCTw9V1cnVrD+yrHVZ0GTaht2VOLpwd6VSnMptT/CF8PlEgrBVU9U7gTtFZAusoG2YcDfjhlhz8ObAp8DfI3HsEJHHUqximIhchN0RGgY8hB1vM2LxWA74MbADMAprObwMOF9V8yHMadj+Xgf4NtbquCSQK5EXynWp3LJQuFe57jXDustuT1wD0rmohMfWKcDZkYv7P2Flwz7A5ATza7WMarbrkSLT5onI3cCx2F3JkjcWkpYdZX6/Igtad1bALtoex7qhPBLCbB+Wt4+q3hj7/RpYt7XvqeovwrRqy71i+SBRWSciqwJzVfXVctsJHA6MBQ6LXzhB90uXT4ltW8XtSJqfKp0vKqRFxX1USi/Lk8Tnz3Az8pfAlsAn2Pn4VyXWcSN2nO4J/CYy/UDgbqxHSXw7TgNOLdLNaCzwCpHzbqnfhq/F0v4QImnU2zwV1pn62gPrIgXwuQrrqGneDTeYdsLOGb1VdX4rJpxH3sfOL9G41zKuNZH0+kdV3xSRZ7Fr2ksrTS/FKyvN5xpgBnbi2gRrIv0EWAlrUixMPwCYCZwAICKDgPuANbADWrGuG0cCG4rIRqpartn311gN99dYhh6BnUg2wpo0bwWWwTJltOmyUEikWf/VWD/NU7H+nUcCq4nIF0LYSnGqZFPgMVXti+/q2Rpreo3aHJgaWi2jPkix/MK+OR1YGruQvBbYrBBARMZg+38p4CLsJDoRG0RjLHbii7oOeBuYBJR7sC7epRLgRKwL0qyU6664PSXUO51TEZFVsO18tjBNVfMi8hywjYg8Um4+1tWg18uo4SYti71TK2kaVio7Slkfu8C8FStnl8C6VdwffvssNrjLG8BB2IVm1EHYRdJ1kLrcK5YPkpZ107CKwRZlthHseYV24PoK4Ui5HZXyU9nzRUSxtEiyj6qRpDxJvP0isgTwMDASq6C8iVVEejxnEMzCKvkHEior4cJ7M+xCbdcqt6eSpGkflypP1eDaY6XwOatMGKhx3gUmYN3vHq+w3iSqym8RI8PxBHb874/dCDg6Fq5iXEVkQ+zG3SDgeVW9psq41NMTwN4i0hrrfVBqeg9eWWk+qqr7hL9/He7gHIXd3d0vTL9YRFYGDiNUVoBjgPWADaM1exF5ELgTKyivKLPeicDlqhq/yCtE6hkReRQrABdquuzF+j8AtikcpOEi6DKsgnZRpTiVErqubAlsB8wQkWuBm1X1tmqW08wKd3ULRGQAdmFzUZGwk1Ks4lVV3SOy/FnAeaH7z/Nh8onYHa7dVPX2EO4i7I7aMSJyqapOiyzzDWCHQqtHKdqzS+XhWAH+g8iFSrXrTrI9xeJS73ROa3z4jN+V/RCrYFSaX6tl9JqIrIbdWf+Dqn6S8GeVyo5S7lbVm2PrvwT4D1aGfUNVO0Xkt8DxIrKUqr4dwrVgFxN/UdWZ4edpyr1i+SBVWVfG6ti5JOlzCdVuR9n8lOB8UVAsLSruo4TbBCQuT6rZ/hOxysC2qjolhPs15QfOuRa4QUSWD620+wOzsZaVmlZWqkj7uLR5qtpjp3CBPhC7CD8fe9h+oX1eRK3z7mrh8+UK602i2vxWEL8m6QJOU9V4K13ZuIrIqdiAJV/HKmR3i8hIVf2VWNfd5xK0xtbTy9jziStgNxYrTe8hi6GLXXnx5rBHsX6O8QdPHwXGiMiI8H1frNb9mogsUfgHPIaNuLN1hfXOBr4oIp9NGe80678wVpuejBWYO/cmTqp6JVZAtmInpAP6UkWlhAks6I5RC/GTU2G54yPTJmIFdPe7kMJFx9nh6y6xZVxYqaISJyKbYg9i/15Vz+rFupNsTxK1Tue0RofPeB//j8K8SvNrtYxeEXvI+JawjkSjwgSVyo6iopUhERkSWuhasLJrQmx5A7ALnIKtsS5a0Tvoacu9eD5IVNapak5VtygXJigMWJNUtdtRq/zUIy2q2EdVK1OeVLP9u2B3rqdE4vwp9jxWKXdglfzC8XRgiENHb7anxlLlKao/dm4D3sEqqndgLQYHquqT5VZSh7xbaNGo1E0tiWrzW8HxWCv1NliXyiuAH4kN6hJVMq4isj9wKPAtVf005KffAieJjSC2ScYVFbAWO1iwHZWm9+AtK80nflDNrjB9NJZJBOtL/k6J5X6mwnqPww7wGSLyDNaceoOqTk0S6ZTr14W+qM4XkZexOwS9jdMaWAHyaNHIWia+GbvwTOI4reMwnzWwOXZX5m81Wt702PdCIRntvjUW6x8cV2ipGBeb/lI1EQgXbrdg3RgOjc2udt3TY9+LbU8SFdO5QcdWZ+yzoA0r1yvNr9UyUhORIdid17HA9lrdSHqVyo5S6xyIdXM5EIhXDLrv7Kmqhm5wBwHnhskHYRdv0RcVpyn3iuWD3pa/cYVXASRV7XZMj31Pm596pEXSfVStCuVJNds/FvhjkTBaZJrNsOeybgYOEJH7sFc0VNVC1ACp8hTVHzvHA09j5co7wLRKXYCgLnm3lqrNbwVTYy1fvxeRT4FTROSGcq3+ACLSit2guyjWKv0a1vonFOlam8H1T6mBPBIP8OGVleZTKtOWmp6LfP4N60NcTNm7B6p6q4j8Dbtr9GWsi9lxInJK7A5UKb1afx3itCnwjJYYEi/cffhKtXFqYl8Cniq1vSlUOt7SSNrFBxEZip1YWrGuXr0dMalW21MxnRt0bBUuDOKt48OwGxmV5tdqGamEC48/ABsCu6vqw71ZXhXOx7rHXIQNkPA+Vvk8iZ6tApOBy0Rkbay7wu7AdbrwKGhpyr0e+aAG5W/cNOALIjIoYdeUarejVvmpWJlQzT5KJEF5UvPzVxHXYvv1Z9jF9d/LhC3VAt3oESeTqDbt4hfoSdU67xbKt2KtxIVwQ0rEZSgLH7vV5rdypmCDTmzBgptvpeL6RazF6O7Y9MLzlCeGfwvJ4PqnEO/4c0mlpvfglZW+47/AKFW9t2LIElT1f8CV2HCCQ7C7R6eLyDkhA5brwpNm/QI80/1FpA27i9M9qlKCOJWyGbVrZWhqoT/upiw80kwjvILdIYxbLTI/rSuBtYDtVLXYcuq57qIyTOdiCn2Xl2LhfsyLY3mx0vxaLaNq4bmfm7CuD/uravxEm2gxVCg7StgHuEZVF3qAtUi3C7AHdM8HDg7rGkbPh6h7Xe4W9KKsK+Y2bCCWfUk2EELNtiOiqi6fEdXso6QqlSfVbP907AHyOCkyLepB4HXsecofV+gSWxh9bbQuPJpW2RGzItKkfdo8VY9jp5ha593CM43j6dkDY3r4XDUSLmpV7CH/gmrzWzlt4TPaUlMqritgFbZSrR6Ph3Ila+OxClS8h1Cp6T34Myt9x++ANUVk3/gMEWkVkZLN82H+yOi00KSoWIW2kGkKd6OK3YlIs/6jQjNmwSHYELR3VxGnUjbBXuKHiEwUkXViccqJyC0i8qeE/9aosL4srYONTNPo5yjuBFYVG28d6G5ePiEyv2oichJ2YjpeS7/VvC7rriBROjfi2FIbllWJVNjCxcWawL2V5tdqGdUKFb5rsIeKj1DVG9IshzJlR4XfdRE774m9N2fDeMDQenYLsB/WbehF7Tl0bupyNxYuUVknIquKyAqVlok9GP0q8PN42ReWM1BEzpAFzzz2ejuKKHe+KCfxPkoiYXlSzfbfBawhIttEwgyg5whOCwmVk6OwFohKLz8tvHR1q8g6ctiD5EmkSfu0eaoex04xtc67U7HWkfWLrOtebHSvb4V9G13nFljFN5ou1ea3cgrv3IkOgVwqrm8CHUW60RX2+xSKyOD6Z31sZNZ4PEtN78FbVvqOc7FxuK8LF3CFB/PHY819p1C6xr8Y8IaI/AHrS/oeNrrH17HRMwpNdFOxOzYnicgoLPP8I9ypSrP+kcAUEbkVG77wSKzZ84oq4lTKksDzofl/Y1Vd6O3BNW4GbYl9dhORbwInYyOlzKxmfqXfRmyJ7Ze/lgog9q6BhxI+nJvU2di4+jeJyIXY3ahdsFHYzteFR+NKRETWBM7ETtbvisgBsSBTwggvNV93AhXTGRp3bGEtPIdg70wAe0DzPRYM2Vlpfq2WUc3xVXgJ2EPAJ0X27x8SdvkrV3aUcztwsIh8hL2IcjWsTHmO4jdAJmPDxC8N/LDI/N6UuwXVlHWJhi5W1TkiMhF7rutxEbkpxK0DWBnLO8thXZJqtR1x5c4X5VS7j0qqojypZvt/hj28fZuIXIBdMO5Fgv7/YUCQJM9NTMFaM68QGy3vgxCPoQl+C+nSPm2eqsexU0xN8254Jucu7M3w8XmzROQU7MWM/xCRW7B8uVZY5wwiL7BMkd8KthGR5cPfo7DW5olYHo8O4FAqrn/HrnO2UtX7Q2VzH2wo+FnAMiKyOfCbaEteA89RiMiy2DPEFyeZXopXVvqI8ADf1tiDmvtiQ4HOwzLV9UCpO0pgLyC7EOsrvRM2Tver2Bjt3ZlLVV8RkSOxB+Qux/rPHgq8knL9B2Pvw5iENX3ehr2Eap6IdCWJUxlnYXeh/pcwfNVCIXAU1m8U4B4R+RcwKfJgXAs22kmpvtzl5pecFwq4n2F9arcKYa4WkTnAKdGTkogMD3+Wq/BUTVXfFZGNsbQ+BBvQ4GXsnQu/TLnYJbDtXhl74DhuS+DtOq27h2rSuZYSHlvnYMOAXoaNrLMO1s3l44Tza7KMKo+vz4fPzcO/uHH0HH2smJJlR4XfHYOVS3tgZde/sXdk7EfxCsD9WBm2AkWOx16WuwWJyt9qqerT4WK98KK/3bG0moG1DvxKVT+s4XbE11/yfFHhp9Xuo3KSlieJt19V/yciX8K6GR0dwt2KvXPl6SrjV5Sqfioiu2LHxSnYA9y/w0YLrfigc8q0T5Wn6nHslFDTvBtcDvxFRNbV2Jvh1V4c+Qq2j7+PnYvfCL+ZFL9hWk1+izg58ncHdtPtx8BZRboJ9oir2lDN2wHfFZFNsGfJ7lDV60TkSezm0p8qdDlMJeE5ihCHYu+gKTW9qFw+X/NtcK4sWfDG3O63DLv6EZGdsG5R66jqv7OOj+tbGnl8ZVF2iMgLwOuqulXFwM4tYvry+bhS3g1d6/6JPfR/eEMjV6VFKa4FYt1+n8fekXNcpenl+DMrzvV9W2PDoHpFxdVDnz2+wh3jlVnQDc45twhIkndDi8P3se5ly5cK1wwWpbhG7IkNoRwf0bDU9JK8G5hzfZyqHpt1HFzf1RePLxH5IjaQwElYl6wby//COdcMqs27ai/3HNSAqPXaohRXAFW9CRv5MdH0crxlxTnnnFvYt7ARfuYCe2tzvWncOVea590+yJ9Zcc4555xzzjUlb1lxzjnnnHPONSWvrDjnnHPOOeeakldWnHPOOeecc03JKyvOOeecc865puSVFeecc84551xT8sqKc84555xzril5ZcU555xzzjnXlLyy4pxzzjnnnGtK/w9r4j7jGShuRAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 2 : CentralizedIMP(UCB($\\alpha=1$)) ...\n", "- Player # 2 / 2, CentralizedIMP(UCB($\\alpha=1$))\twas ranked\t1 / 2 for this simulation (last rewards = 8403.6).\n", "- Player # 1 / 2, CentralizedIMP(UCB($\\alpha=1$))\twas ranked\t2 / 2 for this simulation (last rewards = 8387.9).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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B3AxesVLJW6beiwCom6JZibrx4H3f9QQWVfZ6JckndU2SRknVazquCWo7a8ExNcYbVDunktVew104/03cszB24Lo0NUlyNytwd0zu8sZm7AWWqWpV74rmAa+JyCzc9Iw34vrKx848E20O8GMRKQJW4u7MXotrIUr0oTEZN4blCNx4kliP4gZwPuddGEUGHB6Nq597qLh7XXNgo4i8hBtPsg0308q1uP71BRVsG3EeB8cJgLurFgLaq+qHUctjZ7Uqla4uaiIyHDf4+TUR+YW3uCnu2TiVqe400bGqe2wg+eMzAXdhP1NEHscdg2HAINwzVGJn30pGVc7X6kilviLBi3DwmUfgzq/rov6Olq7yPIwbiD5bRP6Em5p2BMmPH0skE8cwIpW6TbaeHsF14fqruOeILMFNtNEfd3H3eDXyG09d+cwtJSJh4M0kJjdJtRzP42bq6w28FGcMabrKkGy+JuDeM//y3jORaaIjA+CjWzNSyVu63ov+mN/R/oELpp/2/r8E9zk8I8nXE0n3NUllkq3XdFwT1GoW4JhaRVUPiHuQ2eO4N+JO3If4k8TvQha7/ZciciNuYPhTuLE7Y6h6t48f47oB3I/rdjUb99C5ii6kb8ZdaF/k7ftj3Jz9l5P4ovrfuG4438EN+ivDm6jhLNygwJFe2vu8baZ521dkD65Oz8Z9+OXiBis+SCXPqhE3DeUfcK1qBSJytKrep2660kW4BxYiInfjnnXRH1gnIlOBa9LdzC1uBp/ncUHvD2JevjSd+0pGGo4NJHl8VHWruNmSHsR92bbA3RC4FXeMqqIq52uVpVhfK3E3OfIo34ID7q71+5SVlvKoar6I9Md1ZYo8WHYWbkaoDyvatpJ0M3EMI2mnUrdJ1ZOq7vUCm195r0cu7JZTvWeMJVJXPnMBEPeAWnAX+5VJtRzTcN+TTSnfPS1tZUg2X94YzDNx5/EtuM+1F3Hd/5YQdQMqlbxV973o5ekmoK+3aL6IfADcrwenLn8E90iAv+JmzDwJGKQHH6BZ2etxZeCapEIp1GuVrwkOFb5wuKa7BxpT+8nBpwmXPmG4Bva5BvhaVWMv2o0xpk6rq5+5IjIU1+3wJFX9uLL16yIRuQjXJfD0OF0BjckIG4NjTC3g3XHpxsHmb2OMMRlSg5+5Z+Gm3q0XwY24gerR/zfAteYUUr611ZiMsS5qxmSRiPTFDVS8C9c8XFl/XmOMMVVU05+5qnprJtOvhd4UkeW4bmx5uLEyvYDbK+lmaExaWYBjTHb9BPfwtNXA/6lqcSXrG2OMqTr7zM2sebixkD/GjTf5DLhWVf+e1VyZesfG4BhjjDHGGGPqDBuDY4wxxhhjjKkzLMAxxhhjjDHG1BkW4BhjjDHGGGPqDAtwjDHGGGOMMXWGBTjGGGOMMcaYOsMCHGOMMcYYY0ydYQGOMcZUkYj0FZEh2c5HbWX1Y3WQDKuj1Fh9GVM5C3CMqaNEpKGIBGKW5WYrP7WBiCwTkdkickoa0joauEpV56Uha9XNS8JjLSIBEXlURBrVcJ5qRf1kq/zevmtFHXh5qXXniLfvWlFHqdSBiPxIRM6siXzF2XeN1Fdl3x/prC8Ruc37XP5/1cu1MQc1yHYGjDEZ831ghoi8ARQARwItRWSQqpZkN2tZ86mqXhW7UETOBf4PuADYDPzHe8kHdAa+BG5V1fyozZ4ARsekMw44FsgHjgd+paprK8pQMtsksU6Fx1pE/gI8CtxQUV4qyGNa6ifZ8lZ1Gy9w/Qtwsap+BaCqweqW30s7a+dIstvFK3+UjJ4j3v5rQx19Byj2yve4qi5PsO5vgDWq+hwkd56ISAfgD8B8ICAis4DRqlpUWd4SpFcb3leJ6qvC8yWd9aWqjwCPiMjkivJrTCqsBceYussHhIFhwI+ADcCFmQxuRKRpptLOJFV9FRgFhID7VXWU93MFMBDoDcyOrC8ig4BN0RceInINcBkwTlXvB54BFlZ0hzOZbZJMt8JjraprgHwRGZyt+kmhLKS6jYgM8y6OxgHfA8rcea5u+dNVB1UpfzLbVVZ+T0bPES+NbNbROGCtqt6uqncDtwNPisgRcdY9EbgLaBiT/wrrQFU34QKSK7w8XlHV4MZLL5vvq8rqq9Lvj5quL2NSYS04xtRtd6nq5GRXFpFOwB3AWbg7e0HgXeBeVV0Ss+6vgfuAk3B38C4CDgN8Ua+dCNyE+4JsALzg/R8Afg+MABoDLwHXq+ruqPSbAvcCF+PuHu4B1gKPqOrMqPW6A3tU9X/JljOBU4Ec4N/RC1W1WERWAdFf4qNxd8qj3QNMUNWQ9/8Cr2yXAZMT7DOZbZJNt7Jj/Tiu/udXsE5Fqls/kKE6UtW5wFwRGQBclSCd6pYfsnOOVLpdkuWHzJ8jkL06GgOcHbW/b0VkEdAPVybAda3y1t2SIJ2EdeC1SDwKPAvsBqaKyI+redGerfdVMvWVzPdHTdeXMUmxFhxjTLQ+uDuHs4CfAQ8BXYB/i0jPBNs8BxwD3I8LaqI9CxyOC1ReAa4Ffge8CLT3ls/G3cWM3fbPXh7m4oKi3wKfAafFrPept5/q6g9sUNUvoheKSCtcnUyNWnwGsDxqnWNxXUpWRZapahhYDZwTb2fJbFOVdBNR1QJgn4j0SGW7KFWuH2+9jNRRstJQfqjhc6Q621XFoVpHnmLgCRFpHLXsOOCTmPV+ggsSQsRRUR2o6iZVvQx3sV6gqj9Kw8V6jb+vPMnWV4WyUF/GJMVacIyp274rIl2A/biWlgdV9cMK1n9FVV+MXuD1s/4MuBkYG2ebjcBg70s1lnpfcAB/FpFjcMHKdFW93Fs+SUS6AVcDP4/adjjwlKreUnER06Y/MXdRvbqbigvIbvKWdcN9We+LWvVo7/fOmDR34S4+4klmm1TSTeZY/xcYirv4SVV16gcyV0epqE75oebPkepsF0+mzxHITh0BTPDS/67XZasP8LKqlpbD+/wJqKqKSEVpVVgHqvrPSvKSimy8ryCJ+iL574+arC9jkmIBjjF1VxDYp6r3AYhIH2CRiHRX1a3xNlDVvZG/vTt7TXB9sd8FeiXYz+MJghuAJ2P+fwc3RuCpeMtFpIWqRr6oC4G+ItJRyw+Yjs6zL9FryRKRhriWoa0i8gtvcWvcl/b9qjojavUjgW9ikmjl/d4ds7wISHQllcw2yaab7LFeiesPn5I01E8qZanuNhWpUvkha+dIdbaLldFzxEszW3WEqs4SkauAp3GD9efjumhF8ubDtd7cmURRqlwHqcji+6rS+iK1748aqS9jUmEBjjF1lKq+BbwV9f9y767l9cD4eNuISA6uq9iVQMeYl79MsKt1FWQjdlxMYSXLW3HwTuRtwBRgg4h8BLyGa/lZUcH+qqo3Lpi7I3osj9d69b6INI7qi34YsCNm+2DM74iGJP6cTWabpNJN4Vhv5eAd31RUt36SLksatqlIVcsP2TlHqrNdGTVwjkD26igy3mMwrlvW/wGXAstF5HSvG9UY4BlVPZBEOapTB6nI1vuq0vpK8fujpurLmKTZGBxj6pfduEGtifwR+AVuXMxlwCDcF+C/Sfx5sTfBcij/pVvZ8tLWGFWdhRv/MxY3zuZq3Bfw3RXsr6r6A1/FTlTg9Yv/D/DrqMXx6uHbBK815WDwVpVtqpJuRLxjvQ3Iq2S7eKpbP5C5OkpFVcsP2TlHqrNdMtJ5jkCW6shrnZmGmxr531632MG4cvxWRI4CWqvqR0mWozp1kIqsvK8qq68K8pvo+6Om6suYpFmAY0wdJCLNRWSDiNwe81JzoKJpoi8DnlXVcao6Q1VfVdVFuBl5apyq5qvq31V1JHAU8CbwG0n/A0v7A28neK0x7mIhooCD3UIiIgOED49Z3hr4PEG6yWxT6TopHusAbnBxqqpbP5C5OkpFVcsP2TlHqrNdqRo6RyB7ddQD2K6qpeuo6gLgEtysYIOBU0RkcuQH6ABc6/0f+3lSnTpIRbbeVxXWVxW+P2qqvoxJmgU4xtRNISAX9+wCAESkNe4L8o1KtivzuSAi/ai41SftxD0lu8wdQW98kOK6XTSPWre7iHynGvvy42YnKnehISJdgQHAzKjFm4E2MXlb7+Wte9S2DYGewKJ4+01mmyTTTeVYt+bgHd+kpKN+UihLtbepRMrl9/aZlXOkOtvFyOg54qWXtTrCla9JnOWrgK9V9SlVvUJVr4r84Lpw/c37f3/MdlWqg1Rk831FJfVF6t8fGa8vY1JlAY4xdZC658k8B0SPV7kc9wUWO8A/2hxglIg8ISJjReRR3PTOVZ1RqaqaA5tEZKqI3CEi14jI47hppl/1+tRHVHea6FOAFsRcaIhIR9x02ctw3fai99fOu4iI9g/KPoPkElzXjdKBwiJynXdntH2y21S2TorH+jDcBUx0OW8QkY3ebEnxpKt+Ki2Ll25V6ijCH/M7VlXKD9k9R5LazhO3/DVwjkAW60hVPwHCIjIyah0fcCtuqvsyxD0LB+I/EBXi1EEqari+oJI6S7W+qvD9Ua36MiYTbJIBY+quX+G6c7XAdR9oAJwZZ5rRaDcD+3AP7RwDfIx70ObluDuKNWUP7gFyZ+NmFMrFTUzwIPBwOnYgIp1xFz8ne4t+KyJ7vL+bAu1wMww9ET0wWVXDIrIEN6vc0qgkHwHyROSvuKmzTwIGadTDS3EXno04ONYomW2SWSfZY90HWByzzI970OAPcQ/ly1T9ZKyORORM3HS6fb1F80XkA9xMVNHP9Ui6/Bmqg6qUv9Ltkix/2s+RWlZHFwO/FpGzcWNFGgMzVLVMi4OI/BT33C2AB0RkMDBSVaO7XsWrg1TUZH1B5XVWlfpK5fujuvVlTNr5wuFEs7saY0zdIiKTve4p1U3nB8AQVY3to16richiYHTsoGavO+AYVf1DmvZTK+unpsrvpVkr66AyVkeJ6yDFNKy+Uk8nLZ/PxoB1UTPGmJSp6r+BbhIzTqg287rLbE1wEdKfqClhq6s21k9Nlh9qZx1Uxuqo0jpIhdWXMVlkAY4xxlTNPcAD2c5ECn5GnClgxT376NQMPF+ottVPTZcfal8dVMbqKEEdpMLqy5jsswDHGGOqQFU/Bl4TkYuynZfKiMjpwF5V/SDOy51wzz9Kq9pUP9koP9SuOqiM1VGldZAKqy9jsszG4Bhj6g0ReR/IB36ZoburtY43Y9SvgAdUNdEDVuus+l7+ZFgdWR2kKp31JSK/wE1i86Gq3pmG7BljAY4xxhhjjDGm7rBpouuQFStWHMB1O9yZ7bwYY4wxxhhTBS2AUK9evaocp1iAU7f4AV8gEKjxGVaCQddCHQgkem6aqYvsuNdPdtzrJzvu9ZMd9/on28fc23+15gmwAKdu2RkIBPJOPvnkytdMM1UFQERqfN8me+y410923OsnO+71kx33+ifbx3zlypUEg8Fq9UayAKcO27VrF4WFhYRCoYzva98+93DjDRs2ZHxfpvao6Lj7/X5atmxJ8+bNazpbxhhjjKnHbJroOmrXrl18/fXXpRegmda8eXO7kK2HKjru+/bt4+uvv2bXrl01nCtjjDHG1GfWglNHFRYW0qBBA44++mj8/szHsZFAqlGjRhnfl6k9KjruoVCIdevWUVhYaMGvMcYYY2qMBTh1VCgUIicnp8LgJri7iKLlywjuKCSQ15JmffoSaNqsBnNp6jK/309OTk6NdJE0xhhjjImwAKceCofDbHtpJoXzXwa/n/D+/fhycyl4bjItB59P6x9egs/ny3Y2jTHGGGOMSZkFOPXQtpdmUrjgFcIlJaXLwvv3A1C44BUA2lx0aVbyZowxxhhjTHXYJAP1THB3EYXzXyZcXBz39XBxMYXzXya4e3cN58wYY4wxxpjqq/EWHBEZD7SvRhI+YIuq3pWmLNV5mx6dwJ6PPkh6/XBJCV/eeA0ATU48hQ633hl3vVmzZrFw4UJatmxJ586dad26Ne3atWPgwIFVymcoFIo7Zujhhx9mzJgxzJ49m7Fjx5Yu/+qrr5g0aRJFRUX86U9/iptmcXExEyZMIBwOU1JSwvnnn0/fvn0rzMesWbNo1apVmXLEy1tkvVAoRF5eHr179066rOPGjWPAgAGl+5k1axbPPPMMc+bMoaR+WCYjAAAgAElEQVSkhHPPPZd7772X7du3l9bxMcccw9ixYxk/fjy33nor8+fPL91+3bp1zJs3j+uuu65ceTdu3MjChQtp3749DRo04J577ilNo3HjxknnOWLRokWccMIJHH744XzyySesWrWK0aNHs2rVKj7++GNGjhyZcprGGGOMMemSjS5qx6vqD6uTgIjMT1dmTPVcdtllDBw4kBtuuIEzzzwTgLVr1zJ37lwKCgoYMWIECxYs4Oqrr6ZVq1b88pe/5JZbbuHpp58mHA7TsWNHWrRowZIlS+jZsydXXXVVadr79+9n4sSJLF++nC+++IJWrVqxZs0ajj32WAA6duzIgw8+yLhx4wD48ssvWbhwIddff31pGi+88AL9+/cvzVtxcTEbN24st//ly5dz1FFH4ff7y0yvvX379tK8nX766WXKFbFjxw78fj/z5s1DVXnrrbe466676NChQ5n99OvXj4kTJ9K5c2d2x2kh69KlC++//z5bt24l+mGtkTr+6U9/yvbt2wESBiaJyhtJ4/bbby+XxgcffEAoFOKEE04AICcnJ+HxLigo4KWXXqJnz54AHH/88UyZMoXRo0fTs2dPJk+ebAGOMcYYY7IqGwHOW2lIY3Ea0qg3oltgdix+nYLnny0dcxOPLzeXtiNHkzfgrErTnjlzJq+//jrDhw9nx44dADRs2JD9+/fTtm1b5syZw5gxY5gxYwYdO3Zk6NChTJs2jdzcXBo1asSaNWvo3bs3/fv3Z/jw4WXSzs3NZdSoURx22GEUFBRw880306BB4lO2S5cuZYIbcMHW4MGDS//PycmJu/9+/foxZMgQbr31Vs4444wyLSuRvK1fv75MuU488cQy+xoyZAjt27enuLiYPn368Lvf/a7MfrZs2cJtt91G+/btufrqq8vlf9CgQbz66qvs3buX008/vVwdX3jhhaxcuZJjjjkmYR3EK28kjUWLFpGXl1cmjeeee46BAweydu1aXnjhhdLgZMOGDWzZsqU0nUAgQO/evWnbti3du3cvs8/c3FwKCgpo27Ztmb+NMcYYY7KhxgMcVX00DWlMSEde6qNmffpS8NzkilcKhWjW59Sk0rvkkksYOHAg+/btY86cOQBMmTKFa665hnA4zMSJE+nUqRP5+fmsW7eOxx57jGXLlnHBBReUXijPmjUr7nNS3nvvPSZPnkzjxo1Zv349ubm53HTTTakUl27durF69Wr69esHuBaNUChUbv+R1oxwOFyuK1okb7HlivXNN98wdepUJkxwp2fsfh566CFycnIIBAJxA7XIs2Tatm1bJg+ROgaYO3duaX5atGjBtm3bANi2bRt5eXm0bt26XHmj03jyySdZvXo1Xbt2BWDz5s106NCBdevW0bhx49L9BoNBgsFgaR7C4XDCOm7RogVFRUW0bdu2zN/GGGOMMdlgs6jVM4GmzWg5+Hw3i1qciQZ8Obm0PG8IgaZNq7yPvn378tRTT9GmTZvSZaeddhrffvstfr+fUaNG8eijj9KuXTuaNm1Khw4d4qbTu3dv3nzzTcaMGcP06dO54YYbyry+fft2HnvsMT755BOefPJJzjnnHBYsWFBmvREjRvDQQw/xxhtvEAwGGTp0aKX77969O5MmTSpzgZ+oXNEeeOAB2rRpw8SJExk+fHi5/YwYMYJJkybRsWPHhHV3xx134PP5mD17dtzXO3XqxLJlywDo168f9957L5999hnbt2/n7rvvplmzZuXKCzB9+nTefvttCgsLGTlyJB984MZkXXDBBaxatYojjjiC4uJiwuEwPp+Prl27lgZB0bZu3cqXX37J0qVLufDCCwHIz88vrcPov40xxhhjssFX0Z3ZmiAixwFDgVOAo4E8oBj4Fvga1x1tkap+na08HipWrFhRGAgE8k4++WQ2bNgAuAviWOWeg1NcjC8nB0KhKj8Hp6In2q9YsYJnn32W8ePH06yZPUi0OsLhMPfddx/3339/VtOI2LZtG4888gjjx49n9+7dTJgwoUy6FZ2H5tClqgCISJZzYmqSHff6yY57/ZPtY75y5UqCweCOXr16taxqGllrwRGR84CfA3uBJcA0YCuwDQgArYHDgD7Aj0WkAPitqn6YnRzXHT6fjzYXXUrLQUMpWr6M4I5CAnktadbn1Gq13CTSq1cvevXqlfZ06yOfz8fw4cPZu3dvlWZAS1caEfn5+aUTQ+Tn53PttddWKz1jjDHGmOrKxjTROcBjwDfACFXdWskms73tOgM/E5E9wN2qmt2mpzog0LRZUhMJmNollemoM5kGQOfOnUv/7tKlS1rSNMYYY0xmBXcXxdzk7kugaTN2BncyL7yA9aH13LH/Do7KPTS7nWejBef/AX9Q1bWpbKSq64GbReT7wK+A6vevMcYYY4wxpp4oN0xh/358ublsmjGZ90d257Uj1rOvQQm+UJjtaz7kqBMOzQCn/FMVM++OVIObaKq6BPhtGvNTr63e8yk3rb+N1Xs+zXZWjDHGGGNMBm17aaabaKqkhPD+/YR88F73Azw61s/cDmvZ5y/h2M+D3DCnFcd3Pr3yBGupGg9wVDUUu0xEhsdZdkIqaZjUrd7zKRM2P0bBga1M2PyYBTnGGGOMMXVUcHcRhfNfJlxcTBjQo/08MTaHl4Y1ZFcLHx02hxgztZhRO4fQbtj1BJq3yHaWqywrkwyISDugK7BcVYPAxcC/YlbrLCIjgYdVtbCm81jXRYKb4rCbKro4XMyEzY9xZ/uf0aPJcVnOnTHGGGOMSaei5cvA72fTET7mn92ALzsHAGhZGOKcNw5wwuoQgZxcgseFIMXZdGubbHRRA+gLvA7sEJFFQHcROVtESucQVtW5wAPArVnKY50VG9xERIIca8kxxhhjjKlb8vdsYuZ5If58bS5fdg7QeG+Ywa+VcMukYk5aHcIPhEuKoago21mttqy04KjqXBFpCfQGzgDuAGYAzUXkI+Bt4D/Ap0C7bOSxrkoU3ESk0pIza9YsFi5cSMuWLencuTOtW7emXbt2DBw4sEp5C4VC+P3lY+6HH36YMWPGMHv2bMaOHVu6fNGiRSxevJiioiIuvvhizjjjjPLlKS5mwoQJhMNhSkpKOP/88+nbt2+l5WrVqlWZcsTLW2S9UChEXl5eSjOTjRs3jgEDBpTuZ9asWTzzzDPMmTOHkpISzj33XO699162b99eWsfHHHMMY8eOZfz48dx6663Mnz+/dPt169Yxb948rrvuunLl3bhxIwsXLqR9+/Y0aNCAe+65pzSNqkwTvWjRIk444QQOP/xwPvnkE1atWsXo0aNZtWoVH3/8MSNHjkw5TWOMMcZkxu7gbmYX/Iv5R/+bA4EAgQNhTlse5Mz/HqDxvrLr+nJyoA48szBrz8FR1RLgHeAdETlRVa8UkZ7A6UA/4BGgLfBgtvJYV0zY9Cgf7Pko6fWLw8U8sGkCAKc0OZE7OyRuRLvssssYOHAgN9xwA2eeeSYAa9euZe7cuRQUFDBixAgWLFjA1VdfTatWrfjlL3/JLbfcwtNPP004HKZjx460aNGCJUuW0LNnz9JnqgDs37+fiRMnsnz5cr744gtatWrFmjVrOPbYYwE4++yzOfvss9mxYwcTJkzgyCOPZOHChVx//fWlabzwwgv079+/NG/FxcVs3Lix3P6XL1/OUUcdhd/v5+uvvy59cOn27dtL83b66aeXKVfEjh078Pv9zJs3D1Xlrbfe4q677qJDhw5l9tOvXz8mTpxI586d2b17d7m67NKlC++//z5bt27l5JNPLlfHP/3pT9m+fTtAwsAkUXkjadx+++3l0vjggw8IhUKccIIb9paTk5PweBcUFPDSSy/Rs2dPAI4//nimTJnC6NGj6dmzJ5MnT7YAxxhjjKkFDoQP8Grh68z6dhZF/v0QgBNXBTl78QFaFyZ42kooRLh7j5rNaAZkLcCJ8QaAqq4CVgFPZjc7JlkzZ87k9ddfZ/jw4ezYsQOAhg0bsn//ftq2bcucOXMYM2YMM2bMoGPHjgwdOpRp06aRm5tLo0aNWLNmDb1796Z///4MH152ronc3FxGjRrFYYcdRkFBATfffDMNGpQ/ZSdNmsQVV1xBly5dygQ34IKtwYMHl/6fk5MTd//9+vVjyJAh3HrrrZxxxhllWlYieVu/fn2Zcp144oll9jVkyBDat29PcXExffr04Xe/+12Z/WzZsoXbbruN9u3bc/XVV5crx6BBg3j11VfZu3cvp59+cOaSSB1feOGFrFy5kmOOOSbh8YhX3kgaixYtIi8vr0wazz33HAMHDmTt2rW88MILpcHJhg0b2LJlS2k6gUCA3r1707ZtW7p3717uOBUUFNC2bdsyfxtjjDGm5oXDYZbtXs60zdPI9xWCHzpvCDHso9Z0bdSVPXveI0z5njy+nFxanjeEgkbVewh4bVCjAY6InKeqC2KXq+o/UkjjQlWdnd6c1W2RFpjKuqdFy/HlJNVN7ZJLLmHgwIHs27ePOXPmADBlyhSuueYawuEwEydOpFOnTuTn57Nu3Toee+wxli1bxgUXXFB6oTxr1iyaN29eLu333nuPyZMn07hxY9avX09ubi433XRT6evhcJjf//739O/fnx494t9t6NatG6tXr6Zfv36Aa9EIhULl9h9pzQiHw+W6okXyFluuWN988w1Tp05lwgTX+hW7n4ceeoicnBwCgUDcQK1Ro0YAtG3btkweInUMMHfu3NL8tGjRgm3btgGwbds28vLyaN26dbnyRqfx5JNPsnr1arp27QrA5s2b6dChA+vWraNx48al+w0GgwSDwTJ1nUiLFi0oKiqibdu2Zf42xhhjTM3SvWuZsvlZPg99BT44rCDEeUsbccZ3L6PFzQPA5yv7HJziYtctLRSi5XlDaP3DSyhYsybbxai2mm7B2SYiTwD3qWpBKhuKSHPc829ezUjO6oEeTY7jzvY/qzTISTa4SaRv37489dRTtGnTpnTZaaedxrfffovf72fUqFE8+uijtGvXjqZNm9KhQ/yHSPXu3Zs333yTMWPGMH36dG644YYyr0+ZMoV33nmHXbt2sWHDBvr27cuCBQvKrDdixAgeeugh3njjDYLBIEOHDq10/927d2fSpEllLvATlSvaAw88QJs2bZg4cSLDhw8vt58RI0YwadIkOnbsmLDu7rjjDnw+H7Nnx4/hO3XqxLJlywDo168f9957L5999hnbt2/n7rvvplmzZuXKCzB9+nTefvttCgsLGTlyJB988AEAF1xwAatWreKII46guLiYcDiMz+eja9eupUFQtK1bt/Lll1+ydOlSLrzwQgDy8/NL6zD6b2OMMcbUjM3FW5i2ZRrLi92QhKZFYc56x8c5R15Am5+cjz83t3TdNhddSstBQylavozgjkICeS1p1udUAk2bZiv7aeer6M5sJohIV+AJYCPwNG6q6LhX2yISAHoBI4BjgF953dhMHCtWrCgMBAJ5J598Mhs2bADcBXGsilpyqhrcRMasRFohYvLFs88+y/jx42lWBwauZVM4HOa+++7j/vvvz2oaEdu2beORRx5h/Pjx7N69mwkTJpRJt6Lz0By6VBUAEclyTkxNsuNeP9lxr912BnfyYv4sFhW9ScgXpmFJmNOXhRjaoB/th19KgxZ5KaeZ7WO+cuVKgsHgjl69erWsaho1PgZHVb8ABovIucBPgOdE5FvgG2CHt1oroA1uBrUlwN9U9Y2azmtdlaglp7otN4n06tWLXr16pTXN+srn8zF8+HD27t1bpRnQ0pVGRH5+funEEPn5+Vx77bXVSs8YY4wxlSsOFTNv+0Jmb/0X+/wl+Ajz3ZVBhm3rydHDRpPTvn73psjmLGqv4nU3E5FjgCOBw3DP5ikANquqPZAlQ2KDnEwFNyb9UpmOOpNpAHTu3Ln07y5duqQlTWOMMcbEFwqHeGvXEmZsmc42fxH4odu6IOev6cCJg8bQ+NjulSdSD9SKWdRU9XPg82zmQUQuBH4BHAcUA8uBe1T1/Zj1zgIeAnoC3wJPAQ+qajBmvcuAe3Bd674CHlXVSXH2+1PgFlyAtwb4jar+Mx1lCoVCFb4eCXIm5f+Nn7S71oIbk3aJnm1kjDHGmNR8vGc1UzY9y//4BvxwxJYQQ1c047Tvj6bpTX3x+XzZzmKtUSsCnGwTkUHALOB54F6gKS7Yed17Rs9X3nq9gXnAP4E7cUHOBKAR8Muo9IZ7af0R+CnQH3hcRA6o6lNR6/0UeAz4Ne7hpj8CXhCRwaq6sDplatiwITt27OCLL74gEAgkXK8ZTbjDNw6+hQ1sqPL+IgPyK9qXqXsqOu7BYJD9+/eTl5d6/19jjDHGOBv2f8XUTVP4OOhmN2uxM8y57zTgB8eOoNWNg/DFmZm1vrMacUYBG4ArVTUEICIrvGVDgb94690HKDDKW+/fItIMuFdEHlXVrd5644F5qnqL9/8bInIk8ICI/ENVgyKSgwtsnlTV33rrLRY3oms8UK0A54gjjiA3N5fdu3dXOMVvuuzatQuAli2rPB7MHIIqOu4NGjQgLy+PVq1a1XS2jDHGmEPe1gPbmPnNTP6zZylhH+TuC3Pm0jDntTyXw8dcRKBJk2xnsdaq1QGOiHwGnKKqe0XkUuBzVV2RgV01BIoiwY1np/fb7+UlBzgHeCBmvedwAcm5wPMi0gnXsvNQzD6eA8YC3wPeAU4DWgPT4qw3WUQ6qOqmqhbI7/fTpk2bhFMap1tkFjWbLat+seNujDHGpNee0F7mFPyLeYWvUuIP4g+FOXVFkPOL+/CdH15Bwzb2rLnK1OoAB/i1F9y0Bj4D+gCZCHD+DswXkduAf+C6qD0EbAZmeuscDeQCq6M3VNUNIrIHON5bFPldZj3gk6jX30liveOAlAOcYDBYOr1fTdqzZw9AVvZtsseOe/1kx71+suNeP9lxrzlBgrzHBywOv8meBsXghx6fBDlnTQdafW8wBw5vzxcFW6Fga+WJVUO2j3nscwirotYFOCIyDHhDVYuAD73n5jwObAPeysQ+VfU1EfkhMBX4vbd4A3BW1ANJI/1sCuMksR3XGlPRetu937Hr7ahkPWOMMcYYU0eFCfMZa3gt+Bpbc1zX7+98FWLQiuYc1WMIDDsmyzk89GQlwBERn6omGhhyL3C3iOwFXsMFAo+p6msZzM+pwLO4iQFeAJoBPwfmicj3VXVzpvadboFAICsPZsr2Q6FMdthxr5/suNdPdtzrJzvumbV23+dM2TiFNeENEIA2W0Oc924j+p88kha3nokvCzORZvuYew/6rFYa2WrB2Sci7wJLgR1Rg+wBrlXVD71uaT8AzgIeFJGbcAP3n8xAfiYCy1T1+sgCEXkD14pzG3A7B1tW4o2ib4VrYaKC9SItNrHr5VG2tSd2PWOMMcYYU4dsKf6GaVum8W7xhwA02R3mB0t9DDryQtr831D8ublZzuGhLVsBzv+Agap6IPYFVf3Q+70NeNH7QUS+gxugnwk9gD/E5GOniHwOdPMWrcM9H+d4YHZkPW9SgSZA5KGkkd/HAyujkjw+5vXo9ZZUsJ4xxhhjjKkDdgZ38c/8WSzatZigP0yDkjCnvxtiaM6ZHDnyEgItWmQ7i3VCtgKc9+MFNxVR1f/hAqNMWA/0il4gIi1wD+n8r7f/YhF5DbhURB6KmkltJC7wedVbb72IrPaWR8+QNhLIB971/l+Ca8UZSdkAZySufqo8g5oxxhhjjKk9ikPFzNu2gNnb5rLPX4LPF+a7K4MM296To4f9mJwj2mc7i3VKtgKc/VnabyKPA0+IyF9xLUbNcF3TGgPRXeLuxz2Q81kR+TtuOuh7cWOECqLW+xUwS0QeBf6Fe9DnWODGSGDnBUz3A78XkS24QOoi3HTTQzNWUmOMMcYYUyNC4RD/2flfZnwzg+3+IvBDt8+DDFvbgRPOu5rG3WxsUyZkK8DpIyJnA0tUdU9FK4pIJ1XdkOH8TAL2ATfhWlD24rqXDVDV0q5iqvquiAwF/h8wHygAJgDRY4hQ1ZdE5Argl8CNwFfAOFX9S8x6fxCRMHAzLlBaC1yqqvMzUkpjjDHGGFMjPtqziimbnuUr8sEP7beEGLqiOaee/mOaDuqDz+fLdhbrrGwFOAIsBA6IyArgTe/nbW966Gi/Ba7MZGa8Gd3+4f1Utu5ruNndKltvGuUf4hlvvT8Cf0wim8YYY4wxppbbsP8rpm6awsfBNQDk7Qhz7tIGDJTLaHXj2fga1LqntNQ52arhf+GeNzMA133rJuBOICgiK3HBzmJcdzAbbWWMMcYYY2q1rQe2MWPLDN7au4ywD3L3hRmwNMx5rQZx+NU/xN+4SbazWG9kK8DZpapv4wIYRCSAG+Q/AOgHXAPcCoQAa78zxhhjjDG10p7gHmYX/Iv5O16lxB8iEArzvRVBzi/5Hp0uuoIGrdtkO4v1TrYCnLbR/6hqEDe72LvAwyLiA07CPQfnVzWfPWOMMcYYU9+t3vMpk/L/xk/aXUuPJseVee1A+ACvFb7Oi/mz2B3YD37o+UmQ4V8fgwy7ityOnbKUa5OtAKe/iLRX1c3xXvTGxKwEVorIGTWbNWOMMcYYU9+t3vMpEzY/RnG4mAmbH+PO9j+jR5PjCIfDLC1azvObnyPfvwMC0Ol/IYavPoxTzrqKJsNPyHbW671sBTiPAJNFZDowo5KZ1PbWUJ6MMcYYY4wpE9wApUHOyDYX81bBm3zBRvBD24IQg99rQr9eV9D8xtPx+f1ZzrmBLAQ4InKSqt7r/X0ycD3waAWb/DxOGqeo6gcZyqIxxhhjjKmnYoObiOJwMc8UuAlymxaFOXtZgHM7/4jW152Hr2HDbGTVJJCNFpz7cA+0RFVX4rqiJaSqG+MsHg8MSX/WjDHGGGNMfZUouInmD4a5cssp9Bs1lkDTpjWYO5OsbAQ4HUTkH7jZ0cJV2N4HHJ7eLBljjDHGmPosmeAGIBTw8Y9un3CY73/04LgK1zXZUeMBjqqeWtP7NMYYY4wxpiKT8v9WaXATURwuZlL+33i88yMZzpWpChsJZYwxxhhj6rVwOMxZLQbgS7JvUY4vh5+0uzazmTJVlq1Z1IwxxhhjjMm6L/atZ8qmZ/g09KU3gCIMvsTPmc/x5ZROGW1qJwtwjDHGGGNMnRXcXUTR8mUEdxQSyGtJsz59CTRtRn7Jt0zf/DxLit8HoPHeMAOX+uh69Gn8tdP7cburWXBzaKiVAY6IfAcYBBwJBIHNwGJV/TyrGTPGGGOMMYeEcDjMtpdmUjj/ZfD7Ce/fjy83l//9czLvXNqV/7T7Hwf8YRocCHPqeyGG+ftx1KWXEWjRglZxJhyw4ObQUesCHBG5Crgc+ATYBeQCpwDXishkVf1LFrNnjDHGGGMOAdtemknhglcIl5QAUBKAZScf4M0zGrC38QYATvo4yPCtPeh2/mhyjuhQum2PJsdxZ/uflQY5FtwcWmpdgAPkquq58V4QkXE1nRljjDHGGHNoCe4uonD+y4RLSggBH/fw89rAhhS2dGNrun4Z5Lx/B+l1+c9p+sOT46YRCXIm5f+Nn7S71oKbQ0htDHACFbx2oMZyYYwxxhhjDklFy5eB388XnfwsOKsBmzq4iYMPzw8x6PUDdFsXwp+by4GtWytMp0eT42wq6ENQbQxwdorIEmA1rovaAaA5cBIwJZsZM8YYY4wxtd9X+75i5oUh1nTLAaD5zjBnv3mAUz4K4vemgg4XFxPcUZjFXJpMqXUBjqpOFZF1wDnAbcDvcYHOP1R1eVYzZ4wxxhhjaq1tB7Yzc8sM3jx6KWFfgNz9YfotOcD3lwXJiekH5MvJIZDXMjsZNRlV6wKcmEkG/gQ0AVoAfxKRZ2ySAWOMMcYYE21vaC9zCl7mlcIFlPiD+ENhvvd+kIFvHaDZngQbhUI063NqjebT1IxaF+BgkwwYY4wxxpgkHAgf4PXCxbyY/yK7AvvAD8d/GmT4pm60z2lP0YG3CFP+eTa+nFxanjeEQNOmWci1ybTaGODYJAPGGGOMMSahcDjM8t3v89ymqXzj3w4B6PhViGGr29L7B2NoMuwEwuEwDfJaHHwOTnExvpwcCIVoed4QWv/wkmwXw2RIbQxwbJIBY4wxxhgT15q9nzNl0zOsDX8FfmizNcTg5U3o/93LaX7DGfj8bsY0n89Hm4supeWgoRQtX0ZwRyGBvJY063OqtdzUcbUuwPEmGXgd6A8cCfiB94FfqWpBVjNnjDHGGGOyYnPxFqZtnsbyko8AaLI7zFlL/Qzq+CNa/99g/Dk5cbcLNG1G3oCzajKrJstqXYADoKqbgRnZzocxxhhjjMmuncGdvJg/i0VFbxLyhWlQEub0d0MMbTSQI68YQaBZ82xn0dQytTLASURErrdZ1Iwxxhhj6r7iUDGvbFvAnG1z2ecvwUeY764MMnznyRx9/pU0bHd4trNoaqlaF+CIyO24qaFj+YBzAQtwjDHGGGPqqFA4xH92/pcZW6azPbAb/NDt8yDD132HEwaPoVHXY7KdRVPL1boAB1gM/AKYG+e1bTWbFWOMMcYYU1M+3P0xUzc9y1e+byEA7TeHGLoyj9POuIomg76Lz+fLdhbNIaDWBTiq+p6IvKyqz8S+JiIl2ciTMcYYY4zJnPX7NzB14xRWhT4HH+TtCDNoaUMG9riUljf8AF+goqeIGFNWrQtwAFR1coLl02o4K8YYY4wxJkMKSrYyfcvz/Hffe4R90GhfmAFLYfBhQzjsmgvwN2qU7SyaQ1DWAhwR6aOqy7O1f2OMMcYYkx27g7uZXTCH+TsWccAfIhAK0/e9IMPC36fjxSNp0LJVtrNoDmHZbMEZj5s0wBhjjDHG1AMHwgdYuH0Rs76dxe5AMfjhhNVBhn/THTn/KnI6HJntLJo6IJsBTrlRYiJyqqoujVnW3nsujjHGGGOMOQSFw2HeKVrG85un8a1/JwSg84YQwz49nO+ePSyZvPwAACAASURBVIbGFxyf7SyaOiSbAU44zrL7Kd+q80ycZcYYY4wx5hDw6V5lysZn+IJN4IfDvg0xeEVTzugziuY3nIbP7892Fk0dU9smGYg395/NB2iMMcYYc4jZWLyJ5zZN5f0DnwDQrCjM2UsDnNPlYlpfNwhfw4ZZzqGpq2pbgBOvVSfeMmOMMcYYUwsVHihk5jcvsHjPEkK+MDnFYc5YFmZos7M44sofEWjaLNtZNHVcNgOcHiLyIPAa8Laq2jNujDHGGGMOUftC+5i79RVe3j6P/f4g/nCYPu8HGb63N52HXUHDtodlO4umnshmgLMaeAwYBDwuIjlAexE5UVU/ymK+jDHGGGNMkoLhIG/seJMXvnmBHYG94IfuGmT4/7rQY8gYcjt1yXYWTT2TzQCnBXAXsBAYp6r7ReQUYIiI/ALYAbwBNM1iHo0xxhhjTBzhcJj393zI1E3Pstm3DQJw1MYQ53/Uij5njqHJkJPw+Wwotal5WQtwVPVUEemEmyHtKREJAO8Cs1X1IRFpBgwErD3TGGOMMaYW+WLfep7d9Ayfhb4EH7TaHuK8ZbkMOHEkLW4cYDOjmazK6iQDqroBeAoX4PiA3sCPRORYDrbgfJPFLBpjjDHGGE9+ybdM3/w8S4rfB6DxnjADl/oY1GE4h40dhj83N8s5NKYWzaKmqmFgufeDiDQFBgArspgtY4wxxpg6b/WeT5mU/zd+0u5aejQ5rtzrRcEiZn37Eq/ufIMD/hANDoQ59b0Qw/xncORll9GgRV4Wcm1MfLUmwImlqruBV7wfY4wxxhiTAav3fMqEzY9RHC5mwubHuLP9z0qDnBIOsCz8Lv9dt4Q9/hLww0kfBxm+9Xi6nf9jco7okOXcG1NerQ1wAETkM+AUVd0rIpcCn6uqtegYY4wxxqRBdHADlAY5d7S/me0HCnkuNJUdDfcC0PXLIMO0AycPuprG3SSb2TamQrU6wAF+7QU3rYHPgD5YlzVjjDHGmGqLDW4iisPFPLjpd+5J6w3h8G9CDF3RjNNOu5JmN55qM6OZWq/WBTgiMgx4Q1WLgA9FpCvwOLANeCurmTPGGGOMqQMSBTcR/5+9O4+Psjr0P/55ZpKZbJAAAgIWUKqHRa2gbCqL4IJsClJw7a3WpdT+rrW91Xvb3tba1l7aq972Wmkr9iqICy4URHEF3EVcANkOyL5J2BJIApnJzPP745lgDGEncxLyfb9eeYXMc56Z73QK8uU8zzk+gO/T5yOPgf4AzA+ux8uoc39tFKlRXfx/6i+Bnxlj9gCvA02AB621r7uNJSIiIlL/Harc7ON5fNgjgw7J1nRUuZF6pC4uUn6ztbY3MApYATQC7jPGTDPG3OY2moiIiEj9Nr5wwqHLTUrcq2BqaEYtJxI5vupcHbfWLkh93wE8l/rCGNMW6OEwmoiIiEi9d1uLmxi36QEqSBxybKafwYjk0DSkEjl+6lzBORBr7TpgnescIiIiIvXVgtLPmbjxcSpChy43ES/CtYlRnEq7NCQTOX7qZMExxlxAsMnne9baOW7TiIiIiNQPidISSubNJVFcRDi/gLzuPQnn5rG2fB0TNz7O4uRKCEFBkU/XFRm8dy7Eaig7ES/C3a3uJGN9XbybQeTg6kTBMcbMAdYCbwNvW2vfA94zxlxgjLnNWvs3pwFFRERE6jDf99kxdQpFM2dAKIRfXo4XjbJy2mO8/e02zG3+Jb4HWXt9+n/ocXnLYTQfOYwLE6v2W3Cgstx0yemExTp8VyJHp04UHOA3wEjgR8DfjTFbCJaEXgOHcYGoiIiISAO2Y+oUil55CT8eB6A8Au/0SvBerzDxzC8JJ3x6fJLkCi7klNFXk9E4H4AudOLuVnfuKzlVy41IfVUnCo619k3gTYDUpp59gIsJFhUY4TCaiIiISJ2WKC2haOYM/HichAefdA3zZt8MSvOCDTm7LElw6ZwKvvXD35J1Wof9zu+SE5Sc8YUTGNviZpUbqffqRMGpKrV62jRgmjHmIuBsgkvXRERERKSaknlz8UMhlp0e4tUBGWxtHtw3840NSQa9EafdBh8vGqV83ZoaCw4EJeeh9venM7ZIrakTBccY08pau7n649ba2caYO1DBEREREanRyvI1TBnts6ZdBIAmO5Nc9mYFXZYl8VJj/FiMRHGRu5AiaVQnCg7woTEmg+C+m7eBdwk2+TwFaOEymIiIiEhdtCVeyFMbJ/NhhwVAiOwyn4veqaDHJwkykl8f60UihPMLnOQUSbe6UnC6AP2Ai4CbgD/Dvn90eMQY09lau8RVOBEREZG6oiRRwvNbnue1kjkkQj4ZFT695ybo+34F2eUHOCmZJK97r7TmFHGlThQca20J8FLqC2NMPsE+OJVfnxtjCoGnrbV3ukkpIiIi4k4sGWPmjlf55/bp7AnH8TyfcxYmuWJ3V5qFm7Lbn4VPbL/zvEiUgkGDCefmOkgtkn51ouBUZ60tJrXQAIAxphnBDM8ZLnOJiIiIpFvST/Lerg94+sun2B4ugTB0WJVg+Or2nDPoJqLtTsX3fcI52V/tgxOL4UUikExSMGgwTUeMdv02RNKmVguOMeZ0oK+19tGjOPdiIB+Ybq3dDrxwvPOJiIiI1GWLypYwaePjrPW2QBhabkkydGETel/wXXIvOQfPC67o9zyPZiPHUHDZEErmzSVRXEQ4v4C87r00cyMNTq0UHGPMZcAdwCbgX4/mOay1bxhjxgArjDHTgMettZ8eYY7vW2v/ejSvLyIiIuLKhthGJm14nAXJ5eBBo10+l86LcEmnq8m/7SK8UKjG88K5eeT3H5jmtCJ1y3EvOMaYZcDpwDRr7c3H8lzW2meMMXHgOeCHxpjPrbXnVHu9fwNyajjdAy4FVHBERESkXiiqKGLKl88we88H+B5Eyn36fuQx9KShtPjuMELRLNcRReq82pjBOQOo4Chnbqqz1r5gjJlNsMLaWTUMmQP8O/BiDcd2HI8MIiIiIrVpb7KcGdtmMH3ny8TCCUK+T/dPk1yRvIB2V11DRuN81xFF6o3augfndWvthuP4fI8SFJz9WGs/NsbMsNY+Xv1YavZHREREpE5K+AlmF73FlMIp7ArvhTB0tAmu/LIjnQffSKRVa9cRReqd2io4zx7n55sGJPlqb5yvsdY+doDHnzzOOURERESOme/7fFq6gMkbJ7IpvAPC0GZjkuFLWtJj4PfIHtLRdUSRequ2Cs4RLQZwKNbaUmPMFwT39oiIiIjUW6v2rmHShsdYyhoIQ5OdSS7/JJf+3b5Do+/32rcymogcndoqOEtr4TktKjgiIiJSTxXGt/L0pid5P/4ZANl7fC76KMzl37iKk26+HC+jTm5PKFLv1MbvpFJrbW3c+3JYCwYYYy601r5rjOlnrX2rFnKIiIiIHLaSRClTC1/g1d2zqQglCVf49P7EZ3jWQNpcPUr71IgcZ0dVcIwx+QSrpS2x1pZWO7zzmFPVrOgwx3UD3gXOBVRwRERExIm4H+eV7a8xdfs/KQvHIQRnL0pw5e5unD74BjKbneQ6osgJ6bAKjjHmLCBurV1mjLkceBgIAxFjzFXW2veqDN9bCzkBYkc4/ogvYDXGjAR+CpwNxIFFwG3W2sWp46cCfwIGpPJMB35srd1R7Xm6Ag8CPYDdwJPAz6y1e6qNGwj8F3AmsBV4BLjPWps40uwiIiJSNyT9JO/v/pCnNj/J9nAJhOHUNQmuWN2erpd+j2i79q4jipzQDncGZznwCsFSzR2B06y1vjGmMcEeNFULzmFfnmaMyQQ8a+3hlJdaXfLZGHMH8N/AA8DPgSygJ5CdOt4ImA1sA8YAucA4YLoxpo+11k+NawvMAuYBVwBtgPuBFsB1VV7vPOBl4HngboKSMy71uj+vzfcqIiIitWNR2RImbXiMtaFCCEPLwiRDFjbhggtvJPficw79BCJyzA634CQIZjUAllX+Zd5au8sYs6KGsYdkjDHAM0CpMWa4tXb7IU7xDzPrETPGdAD+ANxprX2oyqGXq/z6VqAVcIG1dmPqvA0E5W4IMCM17qcEszsjKi/fM8bEgMnGmN9baxelxv2KYOGE6621SWCWMSYP+KUx5oHD+N9DRERE6oj15RuYtPFxFiZXQAga7/K59OMoF3e+hvxb++GFQq4jijQYh/u77SxgnTHmO0A/Y4xnjPmLMaY7R37pGMaYm4CPU8/bG/goVXhcuYlghuiRg4wZCrxdWW4ArLXvA2uAYdXGTa92b9LzQHnlOGNMBLgEeCZVbipNBqLApUf9TkRERCRtdlTsZPz68dy17hcsTK4gWu5zyTtw7+ZhjPzuQxRceJHKjUiaHdYMjrX2M6Br1ceMMW8AOdbayYf7YqnLvP4OjCa4RyYG/AxYArxmjPmutXb24T7fIRzJjM/5pGZTjDH/CZyS+vnX1topqTGdgadqOHdJ6hjGmBygHbC46gBrbbkxZmXlOKADQZGpPm6tMaasyrgjlkgksNYe7elHraysDMDJa4s7+twbJn3uDZM+968rp5z3ku/xfmge8XCSUNKnx2dJ+hWfRW6PiynOyaV49WrXMY+ZPveGx/Vnnkgc+63oR71MtLV26pGMN8b0ICgI7QnKzQrgGmvtp6njQ4EXjDH3WWv/72hz8dXiAkeyyEArgntlfk9wP8x64HvAM8aYranS1YSaV3LbSfCeAApSr3ugcU1Tv26S+n6ocSIiIlKHJEjyKZ8xJzmHkszgIpbOyxJcsqodTc+7HLQymohzadlRyhhzF/Cb1Ot5wETg9qqXcVlrPzfG9AGmGWO+aa092hvtn099n3LQUV8XAvKAG6y1/0xlfpPgxv9fECwuUC+Ew2FcXO1X2fLdXmko6abPvWHS594wNfTP3fd9Pimdz+SNE9kc3glhOGVDkuFLT6b7wJvIHtrRdcRa0dA/94bI9Wc+f/78Y57FqdWCY4xpAUwCLiYoNruBHxzosjZr7ZfGmP7AE8aYKQSFo/xIXtNauyH1ff0RnFa5zPMbVZ7HN8bMAq5OPbSTYIamuiZVzq+ckTnQuMq56p2HGHdYm5qKiIhI7Vu5dxUTNzyGZR2EocnOJIM/zqP/eTeQ9/1eeN4R70whIrWo1u56M8YMAhbyVbmZB3Q91D07qb1iRgFrgdnGmGa1lbGKxQc5lpX6vpSa743pnDqGtbaMIPfXxhljogT33SxNPbSS4P6j6uPaATlVxomIiIgjhfGt/M+aB/n5hnuxrCO7zGfIWyHuLRrN0Fv+TKPuvVVuROqg2ig4EWPMHwmWTW6ReuwPBMsrrzqcJ7DW+tbanwKPAe8bYzodznnGmGXGmMp9a8YYY849zMzTUt/3rV5mjAkBAwmKGQTvp58xpnWVMb0I7r95scpzzQCGpxYcqDSCYFGBF1PvLwa8DoxJvU6lawiKz2uHmVtERESO0OKypfxwzU9YXFbzvyeWJEp4fNPj/Hj1XXxYsYCMCp8+Hyb59YoBXHv1/9L8kqF4GWm5yl9EjkJt/O48A/gxwazNFuA71trXj+aJrLV/N8asIdhktPp+OzW5x1q7xxjTFFgGdAc+OYzzXgTeAf6emjGqXGSgI3B7aszfgf9HcI/QPQQzLeOAD/hqDxyAPwLXEyyYcD/QmmCjz2estZ9XGXcv8C4w0RjzKMH9Pr8EHrTWbjuMzCIiInKEFpctZdzmB4n5McZtfpC7W91Jl5zg31FjyRiv7HiNqdunsSccx/N8zlmY5IqSbnxzyA1kagEBkXqhti5R84BXgbOPttxUsta+BgwGvlnTcWPMsNQGmQALjDGnAU8QbLgZPszX8IHhwAsEK6lNA74BXG6tfSs1ZhcwgKC0PUNQeN4FhlVufJoat5Zg5icbmE5QeCYT7LVT9TU/ItggtCMwk2D1tnHA0S6uICIiIgdRtdwA+0rOorIlvLfrA+5c8WOeLHqOPeE4p61O8KPZbbnz3N/Q6Tt3qtyI1CO1MYMTA35mrX3geD2htXaxMaYnUNPS1L8EfmaM2UNw2VcTglmQIypW1toi4NbU14HGrCTYyPNQz/UJ0O8wxr1OkFlERERqUfVyUynmx/jdxj/ge0AYWhYmGbqgCef3uZHcS85xE1ZEjkltFJzGqXtMjitr7RaCDTmru9lauyB1WdoAgtmT+4wxPwRettb+7XhnERERkfrjQOWmku8Bvk+f+Zlc1+o68m/rhxeqtXWYRKSWHfeCUxvl5hCvtyD1fQfwXOoLY0xboEc6s4iIiEjdcqhys4/nMbdbiP6tTqZA5UakXjthfwdba9dZa59znUNERETcGV844dDlJiXmxxhfOKGWE4lIbTthC46IiIjIbS1uIuPw1hwi4kUY2+LmWk4kIrVNBUdEREROSJ+XLmbSuv+jgsQhx0a8yNeWjBaR+ku7VImIiEi9lCgtoWTeXBLFRYTzC8jr3pNwbh7ryzcwcd0/+NxbBRnQeJdPt9XZvH92BTGvYr/nUbkRObGo4IiIiEi94vs+O6ZOoWjmDAiF8MvL8aJRVk17jLdGtWZuiy34HkTLffp/ksHQtt/mpCsvoU/58v0WHFC5ETnxqOCIiIhIvbJj6hSKXnkJPx4HoDwT3u2Z4N1eYeKRLYQSPj0XwIjsS/nG6KsIZWUB0CWnE3e3unNfyVG5ETkxqeCIiIhIvZEoLaFo5gz8eJyEB590DTOrbwYleR4AnZcmuPStBF1//Eeirdvsd35lyRlfOIGxLW5WuRE5AaW14BhjvnM051lrJx7vLCIiIlL/lMybix8Ksez0EK8OyGBr82C9pFM2JBn0Zpz26328aJS9y5fVWHAgKDkPtb8/nbFFJI3SPYPzWA2P+anv3gEeB1DBEREREVaWr2HKaJ817SIANNmZ5LJZFXRZmtz3Fwk/FiNRXOQupIg4le6Cc2q1nxsDjwOlwJ8Bm3q8I/CvQDbwL2lLJyIiInVSYXwrT659jA87LAZCZJf5XPROBT0+SZCR/PpYLxIhnF/gJKeIuJfWgmOtXVv1Z2PM34BdwABrbdU/nhYaY54HZgE/BL6fvpQiIiJSV5QkSnlh4zO8uvcdEiGfjAqfXh8l6PdeBdnlBzgpmSSve6+05hSRusP1IgMjgV9XKzcAWGsTxphngV+hgiMiItKgxP04rxa+zAs7X6QsowJC8K1FSa6iH00iUXb5r+ET2+88LxKlYNBgwrm5DlKLSF3guuBkA60Ocrw1kJWmLCIiIuKY7/u8X/Q+T26ezPZIGWTAqWuSXLX1LL516Y1kNjsJ3/cJRTK/2gcnFsOLRCCZpGDQYJqOGO36bYiIQ64LzhzgX40xb1prZ1U9YIwZSHAfzhwHuURERCTNlpYu4/F1E1iTuQ0i0GJrkmFfnEKfPreQdfFXt/F6nkezkWMouGwIJfPmkiguIpxfQF73Xpq5ERHnBecO4B3gdWPMEr5aZOAMoAuwJTVGRERETlCbYpuZtHoCn4VXQibklfhctrAxg7rdRKMbuh7wvHBuHvn9B6YxqYjUB04LjrV2pTHmLODfgaHAkNShNcADwB+stVsdxRMREZFaVFyxiynrJjG7Yh7JMGTGfPouiHBFu6tpfv1FeKGQ64giUg+5nsHBWrsd+GnqS0RERE5w5clyXtw0lRdLXqM8I4mHT/eFHlflDKbtVSMIRSKuI4pIPeas4BhjcoDdwK+stb91lUNERETSI+knmbNtFlO2PktRpBwywHyR5Ko9vehyyfWEGzV2HVFETgDOCo61tswYsw3Y4SqDiIiIpMeC3QuYuO4fbIwWQwRab05y5cYz6D3gZjJbnOw6noicQFxfojYVuBJ42HEOERERqQVr9q5l4qpHWBLZAFHIL/YZsqwFF/e6lZw+p7uOJyInINcF5y/AZGPMS8BDwCpgT/VB1tp16Q4mIiIiR297xQ6eWvUP3vMW4Ucga6/PRQtzuKLTd8m/tgee57mOKCInKNcFZ0Hq+5nAoIOMC6chi4iIiByjsuQepq57mlfK3yYe9gknfHouzOCqliNpPWYQXlj/SReR2uW64NwL+I4ziIiIyDGq8Ct4/cuZPL9zOiWROIThzGU+3w4N4PRhYwhlZbmOKCINhOt9cO5x+foiIiJybHzfZ+7OD3hy82QKo6UQgbbrk1y14xzOHXgTGQUFriOKSAPjegZHRERE6qllpcuYuGYCq6LbIAonbU8yfHV7+vW5lWibU1zHE5EGynnBMcZ0Bu4AzgUKgP22LbbWnpbuXCIiIlKzjeWbeGLVBD7LXAVRyC3xuXRJAYPPvYVGV5/pOp6INHBOC44xpjfwJsGGnx8B3YBZQDbQC1gEfOosoIiIiOxTQil//+J/mZP8hGQmZMZ8+n6exYhTr6PZNX20MpqI1AmuZ3DuBTYC3VNZCoH7rLWzjDF9gBnATxzmExERafD2Jst5a+8bvBv5mFjYx8On++chRuUPp+1Vw/EyXP91QkTkK67/ROoB/N5aW2SMaZp6LARgrX3HGPMo8BvgDVcBRUREGqqkn2T21teZsu15inNjAHRc4XNVxYV0vuw6wjk5jhOKiOzPdcEJA9tSvy5LfW9S5fgS4Na0JhIREWngfN/n012f8sSGx9gc3Q0RaLMpyaWr2jFg2B1kNjvJdUQRkQNyXXDWAe0ArLV7jTHrgfOBZ1PHzwGKHWUTERFpcL7Ys5JJqx7BRr+EKDTZmWTIF23o0OYyQr1bqdyISJ3nuuDMAq4E/jP18xPAXcaYRgSzO9cDf3OUTUREpMEojG9l8qoJzA1biEL2Hp+Bixox7KybyL+mG9Za1xFFRA6L64LzB2C2MSZqrS0H7gGaAmOAJDARuNtdPBERkfptcdlSxhdOYGyLm+mS02m/4yWJEp5bO5nX4x+SCPtkVPic/3mEEW1Gc/KYgXih/XZvEBGp05wWHGvtOoLL1Cp/jgNjU18iIiJyDBaXLWXc5geJ+THGbX6Qu1vdua/kxJIxXt48jWm7XmFPZgLC0HUxXJV9OaddMZJQJOI4vYjI0XG9D84Z1trlLjOIiIiciKqWG2BfyflpqzvYUVrI04XPsDO6FzLhtNVJRpX24FsX/wvhvEaOk4uIHBvXl6gtM8ZsAd6u/LLWfu44k4iISL1WvdxUivkx7tv4R3wPiELLLUmu3Hg6F/S7hUjLk92EFRE5zlwXnJuAvkA/4NuAb4zZCbwLvEVQej611vruIoqIiNQfByo3lXwP8H3623y+0+mH5FxwRnoDiojUMtf34DwGPAZgjPkGQdGpLDzDUsN2AwUO4omIiNQrhyo3+3ge73faS59WCbqkJ5qISNrUmaVRrLXrCfa/eRJ4ClgOeEBjl7lERETqi/GFEw5dblJifozxhRNqOZGISPq5XmQgh2Bjz36pr+5ABLDAHOBegkvVRERE5BBubXEj4zY9SILEIcdGvAhjW9ychlQiIunl+h6cnQQbei4E3gH+RLDQwFanqUREROoR3/f5qGgukzdNIhE9vHJTdcloEZETieuCE0p9RVNZwm7jiIiI1D2J0hJK5s0lUVxEOL+AvO49CefmAbCidAWPr/47X2RthSg0256k+7aWzDJFxIjv91wqNyJyonNdcAr46hK1vsD3gExjzHKCS9PmAG9Zazc7SygiIuKI7/vsmDqFopkzIBTCLy/Hi0bZNvkx4sMHMKPDRj6OfAFZkFPqc+nSJgzpejONep5J9xoWHFC5EZGGwPUqaqXA66kvjDFRoBdB4bkGuAXwcV/ERERE0m7H1CkUvfISfvyrmZjSUDlz+mYw94w5JMIeGXGfCxdlMbL9tTQf0xfP8wDoktOJu1vdua/kqNyISENRZ4qDMaYtXy020A/okDq0y1koERERRxKlJRTNnLGv3MTDMLd7mDkXZLA328Pzfc5ZmGBU7mA6jPg2Xsb+/0mvLDnjCycwtsXNKjci0iC4XkXtRr4qNG0JloXeQbDgwF8ILlOb7yygiIiIIyXz5kIoRBL4vEuI1y/KpKggmJ3psCrBoDcraL0zk5OubVFjuanUJacTD7W/P02pRUTccz2D8yhQCLwN/DfB/TaL3EYSERFxL1FcxMqT47wyMMKm1sG2dS0Lk1z2RgWnr0riAb4XJ1Fc5DaoiEgd47rgdLbWLnOcQUREpE5Zv3c9j538LotviADQaJfPxW9V0HVhgpD/1TgvEiGcX+AopYhI3eR6kQGVGxERkZSiiiKeWvkP3vYW4jeDSLlPnw8quGBugsj+Kz5DMkle915pzykiUpe5nsHBGJMJ3AAMBFoAd1lrPzPGNAGGAbOstRtcZhQREalNe5PlTFv7NC+VzyGW4RNK+vT4PIPBmzuQMX8Zfnz/zTu9SJSCQYMJ5+Y6SCwiUne5XmSgAHgD6AaUAjlAk9ThYuB3wBPAfzgJKCIiUouSfpI3N8/k2Z3/ZFc0DhnQ8QsY7Q2k4+AxeJHI1/fBicXwIhFIJikYNJimI0a7fgsiInWO6xmc3wGdgaHARwQLDgBgrU0aY14ABqGCIyIiJxDf9/l0x0c8sWkim7NLIQptNiW5qqgbPfvfRLhx431jm40cQ8FlQyiZN5dEcRHh/ALyuvfSzI2IyAG4LjhXAg9Za182xjSr4fgXBJeviYiInBBWln7BxJV/x+YUQjYUFCUZvu40Bl5wK9GWrWs8J5ybR37/gWlOKiJSP7kuOM2A5Qc57gNZacoiIiJSa7bECpm84m98FF0JOZC1x+fi5c244pzbaHSecR1PROSE4brgbADOOMjx3gSzOCIiIvXS7kQJz658jDf9j0lEIaPC54Il2Vx12g00H3k+nue5jigickJxXXCmALcbY54ANqYe8wGMMVcDY4D/dJRNRETkqMWSMV5e/wLTyl5jT2YSz/fpuizMt/Ov4NQrhuKFw64jioickFwXnN8CA4C5BIsM+MA9xpj/Ac4EPgDudxdPRETkyCT9JO8VzuGprc+wI6scMqHDWp/R8b6cdfF1hLJ05bWISG1ypzaZ9QAAIABJREFUvdFnmTGmL/Aj4GpgL9Cd4LK0XwAPWGtjDiOKiIgctsXFnzNx7aOszSmCLGixNcnIwjO5oO8tZDZpcugnEBGRY+Z6BodUgflD6ktERKTe2bBnA5O++CsLsjdADuTt9hm8qg2X9/o+2b3buo4nItKgOCs4xpgcYDfwK2vtb13lEBEROVpF8WKe/mICb4c/J5kNkZhP/6WNGdnlexRcdY7reCIiDZKzgpO6PG0bsMNVBhERkaNRnixn2uqneCn2FuWZPl7Sp+eSCN9uOYY2IwbghUKuI4qINFiuL1GbSrDZ58OOc4iIiBxS0k8ye9MrTNk5leKsOGRCx1UwOmMQnS4fhZeZ6TqiiEiD57rg/AWYbIx5CXgIWAXsqT7IWrsu3cFERESqmr99HpM2Ps7GnBLIgtZf+owqPo+e/W8knJvnOp6IiKS4LjgLUt/PBAYdZJw2CxARESfWlKxi4sq/sSR3C+RAfrHP8PWncfEF3yfavKXreCIiUo3rgnMvqY09RURE6pLtse08af/G+1nL8XMhutfn4hXNuOKcsTQ+93TX8URE5ABc74Nzj8vXFxERqa4suYcXVjzOq/5c4tk+oYTP+TaHb7e/gZZX9sbzPNcRRUTkIFzP4IiIiNQJFX4Fr637Jy+UzKQkmgDgzC9CXN3oCjoMHaaV0URE6gkVnBoYYzKAT4GzgBustU9UOdYVeBDoQbCPz5PAz6y1e6o9x0DgvwjuL9oKPALcZ61NVBt3NfAL4JvAeuABa+34WnprIiJSje/7fLjlLZ4qfJrCnL0QhbYb4duxPpx70XWEolmuI4qIyBFQwanZHUDz6g8aY9oCs4B5wBVAG+B+oAVwXZVx5wEvA88DdxOUnHFAFvDzKuOGA08BfwL+H9AXeMgYU2GtfaQ23piIiHxlWdFiJq6dwKrcnZADzbb7XLm1C/373EpmfoHreCIichRUcKoxxpwC/Ar4IfB4tcM/BWLACGttaWp8jGCp699baxelxv0KsMD11tokMMsYkwf80hjzgLV2e2rc74CXrbU/Sv082xjTBviNMeYf1Wd7RETk+Ni0ZwOTVvyNz3LWQy7klvoMWtOGId3HktPzG67jiYjIMdAFxfv7H2A68HYNx4YC0yvLTcrzQDkwDMAYEwEuAZ5JlZtKk4EocGlqXDuCmZ0nq73GZKAlwSVwIiJyBBaXLeWHa37C4rKlNR7fGS/ir4v/m39b/ws+y1lPZtxn4KLG/DH7x3z7ivvIaa1yIyJS32kGpwpjzCCCAmIIykjVYzlAO2Bx1cetteXGmJVA59RDHVLnVh+31hhTVmVc5fevjQOWVDn+wZG+h0QigbX2SE87ZmVlZQBOXlvc0efeMNXVz301a5kcmkLcq+C/Nt7PdcnRnEo7AGLEeH/367yX+zmxqI+X9Dl3cQb9MwbSuGM3tvoeW+vY+6lr6urnLrVLn3vD4/ozTySO/QKmtBac1D0sR8xau+54Z6nOGJMFPAT82lq72RjTvtqQAsADimo4fSfQNPXrJqnvRztuZ+p7U0RE5LBULTcAca+CyaEpXJMcRVHZJmZnvMfuguA/mmYlXFLak+Yd+0FY/84nInKiSfef7Gs4uo09w8c5R01+RnB/zZ/T8Fq1JhwOY4xJ++tWtnwXry3u6HNvmOra5764bClPbn6OuF/xtcfjXgUTQ09Do+DnNpt9RpX2oEffGwnn5DhIWr/Vtc9d0kOfe8Pj+jOfP3/+Mc/ipLvg3MTRFZxalbof5i6CldByUx9o49ThHGNMPl/NtNS0rE4TYHXq1zsPMW7HIcZVzuzsQEREDmpx2VLGbX6QmB+reYAH+D6Xrm3D9V3vJNJsvwUyRUTkBJPWgmOtfSydr3cETiW4b+a5Go79DXjYWpthjFnLV/fOAGCMiRLcdzM59dBKgpmgzsA/q4xrB+QAlXe+Vn7vDMyv8pSdqx0XEZEaHLLcVPI85py6jZ7Z2+iy/w4AIiJygtEqaoH5wEXVvq5JHbsPGJj69QxgeGrBgUojCMrRiwDW2hjwOjDGGFP1f99rCIrPa6lxawgWGLiGr7sGKAQ+Og7vS0TkhDW+cMKhy01KzI8xvnBCLScSEZG6QHdXAtbaImBO1ceqLDKw1Fr7VurXfwSuB14wxtwPtCbY6PMZa+3nVU6/F3gXmGiMeZRgOehfAg9aa7dVGfefqed6gGBp6r7ALcDt1tqvX0wuIiJfc2uLGxm36QESJA85NuJFGNvi5jSkEhER15wXHGNMZ+AO4FyC+1Gqzyr51toOaQ9Wg9RSzwOBykKym+DStP+oNu4jY8wQ4PfATGAbMA74bbVxU40x1wE/B24H1gP/aq39a22/FxGR+sr3fd77chZPbZtCIvvwys3dre6kS06nNKQTERHXnBYcY0xv4E2CovAR0A2YBWQDvYBFwKcusqUuIfNqePwToN9hnP86waVqhxr3JPtv9iki0mAlSksomTeXRHER4fwC8rr3JJybB8CSnQuZuO5R1uQWQzY03+bTs+w0Xmu7gRjx/Z5L5UZEpOFxPYNzL7AR6J7KUgjcZ62dZYzpQ3DPy08c5hMRkTTxfZ8dU6dQNHMGhEL45eV40SjbJj/G3uH9mN52NQtyN0Iu5JX4XL72GwzpNZaslm3oWsOCAyo3IiINk+tFBnoAj6bugam8ziAEYK19B3gU+I2jbCIikkY7pk6h6JWX8ONx/PJyAHaHy5k20Od35h0W5G4kM+ZzyeJ8/pj3U6664rdktWwDQJecTtzd6k4iXgRQuRERachcz+CECe5PAShLfW9S5fgS4Na0JhIRkbRLlJZQNHMGfjy4zCyWAe/1CvNO7wxiUQ8v6XPuZxWMaXsD3xh+KZ633xXE+0rO+MIJjG1xs8qNiEgD5brgrAPaAVhr9xpj1gPnA8+mjp8DFDvKJiIiaVIyby6EQiQ9+OzsMG/0y2B346DEnLEiwWVvVnDyrgj512bUWG4qdcnpxEPt709XbBERqYNcF5xZwJUEyyUDPAHcZYxpRDC7cz3BRpsiInICqyjeiW0T59WBEba0DK6ebr05yWVvVtBhTXAFs+/FSBQXuYwpIiL1gOuC8wdgtjEmaq0tB+4BmgJjCO7JmQj8u7t4IiJS21bt/oLHWsxm+bXB/TP5xT6XzI5z9qLk124U9SIRwvkFbkKKiEi94bTgWGvXEVymVvlzHBib+hIRkRPYttg2Ji97mA+zV+E3h6y9Pv3eraDXvASZiRpOSCbJ694r7TlFRKR+cT2DA4AxpiPQgWD2pqa9ZyamPZSIiNSK0opSnl/xf7zmfUxFDoQTPucvz2NQ4enw6af4if3bjReJUjBoMOHcXAeJRUSkPnG90WdbYBJwITUUmxSf4FI1ERGpxyr8Cmaufo5/7nmN0mhwX83ZKzK4uulITh0yCDyPHU2q7IMTi+FFIpBMUjBoME1HjHb8DkREpD5wPYPzV+A84MfAW8BOt3FEROR4832f9zfP4qltU9iWUw5RaL8BRicv4pyB1xCKRPaNbTZyDAWXDaFk3lwSxUWE8wvI695LMzciInLYXBecfsD91to/Oc4hIiK1YOnOhUxc+yir84ohB07a7jNy57foe8EtZDRqVOM54dw88vsPTHNSERE5UbguOKXAl44ziIjIcbapbAOTlo/ns7yNkAe5JT6Xr2/LkJ4/ILtnK9fxRETkBOa64DwLDAcedpxDRESOg+J4EU8ve4S3IotJ5kFm3KffF024qsutNBnW2XU8ERFpAFwXnL8AjxtjniUoOWuA/ZbPSS0nLSIidVR5spxpK57gpeS7lGf7eEmf7jaLMadcR5uhffC8A60jIyIicny5LjiLCFZJOxcYeZBx4fTEERGRI5H0k8xa9yJTdr3IruwKCMMZa0NcnTWEToOuxAvrj28REUkv1wXnXoKCIyIi9cxnhR8wafMkNuWWQTa0/hJGlfem14X/Qiia5TqeiIg0UE4LjrX2HpevLyIiR+7L+AZeK5vOynAx5EJ+sc/wLR255PzbiBQ0dR1PREQaONczOCIiUk9sL9/G5GXj+SBnJX4WZO31uXj1yVzZbSx557Z3HU9ERASoIwXHGGOAYcCpqYdWAy9aa627VCIiAlCaKOMF+w9eC31MPBdCCZ+ey7K5tuMttBh2rut4IiIiX+O84BhjHgDuAKovsTPOGPM/1tqfOIglItLgVfgVvLL6ef5Z9iolWUkAzlqZwYCKPjQ1PWhhOjlOKCIisj+nBccYcwfwI2A6MA5YkjrUGbgL+JExZq219s+OIoqINDi+7/PB5tk8te0ZtuaUQxa03QRjkgPoNuAalq9a5TqiiIjIAbmewbkVeM1ae2W1xz8ARhhjXgFuA1RwRETSYNnOhUxc+w9W5RVBDjTb4TNy+9n0u/BWMho1ch1PRETkkFwXnA4Em30eyHTg/jRlERFpsDaVbuCJ5eP5tNFGyIPcUp9B69oytOcPyO7RynU8ERGRw+a64BQB7Q9yvD2wKy1JREQaoOJ4Mc8s/RtzoktINoKMuE+/L5owqvMtNBnWxXU8ERGRI+a64LwC/NAY87a1dkbVA8aYIcDtwBQnyURETmCxZIxpK57gpcQ77M3x8Xyf81ZkM6bNtZwytA+eV33dFxERkfrBdcH5GXARMM0YY4Glqcc7pr7Wp8aIiMhxkPSTzF43g2d3TacouwLCcPraENdkDaHTZSPwQiHXEUVERI6J04Jjrd1kjOkK/DvBPjiDU4dWA/8NjLPW7nCVT0TkRPLZlg94YvMkNuaVQTa02gKj9vai94XfJRTNch1PRETkuHA9g0OqwNyV+hIRkeNsdfFyJq78O0sbb4M8yC/2GVbYkUvP/z6R/Cau44mIiBxXzgtOTYwxmUAjzd6IiBzY4rKljC+cwNgWN9MlZ/9NN7fv3crkpQ/zQd5q/MYQ3etzydrWXNltLHnntnWQWEREpPa53uhzFNDbWvuTKo/9B3APkGGMeRUYZa0tcxRRRKROWly2lHGbHyTmxxi3+UHubnXnvpJTlijjuSWP8HrGZ8QbQTjhc/7Kxow+42aaD/mW4+QiIiK1y/UMzr/x1cICGGO6Ab8F3gKWA98Dfgr82kk6EZE6qGq5AfaVnH9rdQfr189nauxNSrKTAJy1OpNrm19N+8sHaGU0ERFpEFwXnNOBp6v8fDWwA7jcWltujKkAxqCCIyIC7F9uKsX8GPdt/COEgWxot8ljTMaldB0wGi8cdhNWRETEAdcFJ4evb+R5CfCatbY89fOnwHfTHUpEpC46ULnZxwN8GFJ4Btf2uJNwVnZa84mIiNQFrjc82Ah0ATDGnAKcDbxR5XhToLyG80REGpRDlptKHrx+8hqWJdekJZeIiEhd47rgPA/cboz5X+AFoAx4scrxbwGrXAQTEalLxhdOOHS5SYn5McYXTqjlRCIiInWT64Lza+AZ4DrgJOA71tptAMaYxsAIvj6jIyLSIN3S/LuE/cP7IzviRRjb4uZaTiQiIlI3Ob0HJ7X8878c4HAJ0IZgVkdEpEHyfZ93Vk7nmd0vkmiUPOT4iBf52pLRIiIiDY2zgmOMyQF2A7+01v6u+nFrbRIoTnswEZE0SpSWUDJvLoniIsL5BeR170k4Nw+ARRs/ZNLmiawtKING0HwHnM/ZzGy2rMbL1VRuREREHBYca22ZMWYbsNNVBhERV3zfZ8fUKRTNnAGhEH55OV40yrbJj7H38guZ3mYFC5ptgwLIK/EZuvNMhvT8Ppk5jTi7hgUHVG5EREQCrpeJngpcCTzsOIeISFrtmDqFoldewo/H9z1WEipnTr8M5nZ5n2TYIzPuM2DjKYzq+gMandNm37guOZ24u9Wd+0qOyo2IiMhXXBecvwCTjTEvAQ8RrJi2p/oga+26dAcTEaktidISimbO2Fdu4mH4sHuYty7MYG+Wh+f7dJuf4Pqz76D1xefV+ByVJWd84QTGtrhZ5UZERCTFdcFZkPp+JjDoIOO0DbeInDBK5s0NLksDFnYJ8fpFmRQVeAB8c2WCQW9W0Ko4Qu5JxXDGgZ+nS04nHmp/f3pCi4iI1BOuC869gO84g4hIWiWKi1jdIsYrF0fY0CZY+rllYZLL3qjgjFXBSmm+FyNRXOQypoiISL3kepnoe1y+vohIuq3bupTH899g8b9EAcjb7XPxWxV0W5AgVOWfe7xIhHB+gaOUIiIi9ZfrGRyMMZnADcBAoAVwl7X2M2NME2AYMMtau8FlRhGRY7Vj9xaeXvQQ7zZbR/IUj8yYT58PKrjgwwTReA0nJJPkde+V9pwiIiL1ndOCY4wpAN4AugGlQA7QJHW4GPgd8ATwH04Ciogco72xUqbO/yuv5H5OeXPwktB7QzMGf/lNQnM/wI8n9jvHi0QpGDSYcG6ug8QiIiL1m+sZnN8BnYGhwEdAYeUBa23SGPMCweIDKjgiUq8kkgne+HwSz/tvsatpcO1Zx03Z3ND6Bjr0Pz/YByfS9Kt9cGIxvEgEkkkKBg2m6YjRjt+BiIhI/eS64FwJPGStfdkY06yG418QXL4mIlJvfLziFZ4sep5NTYJrz1pvC3NN9jDO63MFnhesluZ5Hs1GjqHgsiGUzJtLoriIcH4Bed17aeZGRETkGLguOM2A5Qc57gNZacoiInJMVm78lEnr/sGy5iXQBPJ3w8jy3lx87o2EMyM1nhPOzSO//8A0JxURETlxuS44GzjoLg/0JpjFERGpswp3ruXJJQ8zt/mX+M09ouU+g3Z0YsS5Y8nKyXcdT0REpEFxXXCmALcbY54ANqYe8wGMMVcDY4D/dJRNROSgSvcU89z8v/BGwXLiLSGUgD4bT+bqM39A0y5tXccTERFpkFwXnN8CA4C5BIsM+MA9xpj/Ac4EPgC0TbeI1CkViTgzP3uUaZkfUtI8eOysTY24vv33aNfvHLfhREREGjjXG32WGWP6Aj8Crgb2At0JLkv7BfCAtTbmMKKIyD7JZJK5S6bx9J4ZbGkSLO/cdmsm1xWM4lt9L3OcTkRERMD9DA6pAvOH1JeISJ20fM37TNo0iRUt9kAWNN3lMYqL6N/jOkLhsOt4IiIikuK84IiI1GWbt67gyWV/5eOTt+G38MjeC0N2n82wbrcRjWo5ZxERkbrGecExxmQCNxNs9nlq6uHVwAzgUV2iJiIu7N69jSkLHmL2SaupaOURroB+29oy5uzbyW/c0nU8EREROQCnBccY0xJ4DTgLKAZWpQ71Bi4HxhpjLrHWbnEUUUQamHh8Ly9+8ldm5M6n7GQAj65fNuH602+jTceOruOJiIjIIbiewfkz0Am4FXjMWlsBYIzJAG4E/gL8iWABAhGRWpNMJnl7wZM8m5zF9pOSAJy6NcoNLa6j84V9HacTERGRw+W64FwOPGStnVD1wVTRecQY04Wg6IiI1JqF9nUm73iWtc2DK2KbF4UYE72c83teRSgUcpxOREREjoTrghMHVh7k+IrUGBGR427dhgU8sXoCC1vthuaQVwbDy3twedfvkZkRdR1PREREjoLrgjMdGGGMedha61c9YIwJASOBaU6SicgJa8fODTz9+V94t+Umkq08MuM+F+88g1Hn3E5uToHreCIiInIMXBecB4HHgTeNMQ8By1OPG+CHQD7wI2NM26onWWvXpTWliJwQ9u7ZxdRPH+aVgmWUtwbPh15ftuDaTmNp0enUQz+BiIiI1HmuC858wAc8oF+1Y16VMdVpVz0ROWyJRAWvf/p/TM14n+KWwWRxx8I8bvjGd+lw4XmO04mIiMjx5Lrg3EtQcEREjjvf9/l40XSeKpvOpmYJAFrvyOTa/BGcd/5gx+lERESkNjgtONbae1y+voicuFas/pDJGx9n2cl7IBvySzxG+v24+NzrCYdd/9uOiIiI1Bb9V15ETihbtq7kyaXj+ejkrfgne0TLYVDJmYw8ZyzRaK7reCIiIlLLVHBEpF5YXLaU8YUTGNviZrrkdNrveEnJDp777CHePGkl8dYeoQT02XIK15x1O00at3KQWERERFxQwRGROm9x2VLGbX6QmB9j3OYHubvVnftKTjy+l5c/eYTp2Z9Q2grA4+zCAq4/7Rbami5Oc4uIiEj6qeCISJ1WtdwA+0rOT0++g6IVi5hS8SpbT0oC0G5blOubX8NZ5/d3mFhERERcUsEBjDGjgOuAc4GTgDUE+/M8aK2NVRl3KvAnYAAQI9io9MfW2h3Vnq8rwR4/PYDdwJPAz6y1e6qNGwj8F3AmsBV4BLjPWps4/u9SpP6pXm4qxfwY9236I35e8HOz4hCjI5fSp8doQqGQg6QiIiJSV6jgBP6NoNTcBXwJ9AZ+BXQDxgAYYxoBs4FtqcdygXHAdGNMH2utnxrXFpgFzAOuANoA9wMtCEoUqXHnAS8DzwN3E5SccUAW8PPafLMi9cGByk0l3wN86L/7DL539o/JzMxKb0ARERGpk5wXHGNMJnADMJCgBNxlrf3MGNMEGAbMstZuqOUYw6y1W6v8PMcY4wO/N8b81Fq7DrgVaAVcYK3dmMq+AXgPGALMSJ37U4LZnRHW2tLUuBgw2Rjze2vtotS4XwEWuN5amwRmGWPygF8aYx6w1m6v1XcsUocdqtzs48H7+WvoE19Nl8z9Fx4QERGRhsfptRzGmALgA2ACMJzg0q8mqcPFwO+A22s7R7VyU+mT1Pc2qe9Dgbcry03qvPcJZn6GVTlvKDC9stykPA+UV44zxkSAS4BnUuWm0mQgClx61G9G5AQwvnDCoctNSsyPMb5wQi0nEhERkfrC9QzO74DOBKXgI6Cw8oC1NmmMeQEYBPyHg2x9gQSwIvVzZ+CpGsYtSR3DGJMDtAMWVx1grS03xqysHAd0ICgy1cetNcaUVRl3xBKJBNbaoz39qJWVlQE4eW1xp7Y+9yFcwhPeMyRC/iHHZvoZDC2/TP/fSyP9fm+Y9Lk3TPrcGx7Xn3kicey3oru+G/dK4CFr7ctATX+T+YKgMKSVMcYAdwL/Z63dlnq4CVBUw/CdQNPUrwsA7zDGVc5SHWqcSIOztnAeb25/7rDLzXXJ0Zya/j8mREREpI5yPYPTDFh+kOM+wU33aWOMaQZMA9YDP0nnax8P4XCYoJ+lV2XLd/Ha4s6Rfu6J0hJK5s0lUVxEOL+AvO49CecGS6Gt2TifJ1Y/yqJWuwHIK4VeyU683XhljZerRbwId7e+s8ZNP6V26fd7w6TPvWHS597wuP7M58+ff8yzOK4LzgbgjIMc700wi5MWqZXSZgJ5wPnW2l1VDu8kmKGprglQuUx05YzMgcatrvJcBxu3o4bHReot3/fZMXUKRTNnQCiEX16OF42ybfJjcEk/Xm71BR+03EzyZI9IzOeSnYaruv6AnJwCetew4EDEi3xts08RERGRSq4vUZsC3GaMObvKY5XLLV9NsBxzTfe9HHfGmCjBzE0H4NLUymlVLaXme2M6p45hrS0D1lYfl3ruDpXjgJUEK61VH9cOyKkyTuSEsGPqFIpeeQk/HscvLwegPFnOrJ5Jft3lHd5r9SU+cP7mltx/8q+54YKfkZMT9P8uOZ24u9WdRLwIoHIjIiIiB+e64PyW4C/zc4EXCMrNPcaYBQQrin1IsIdMrTLGhIGnCTbmHGytXVLDsBlAP2NM6yrn9QLaAy9WGzc8teBApREEiwq8CJDaPPR1YIwxpupncA1B8XntWN+TSF2RKC2haOYM/FgwA5P04ONzwjz4gyhv9s8kFvXouDzBb0O38a99xtG8afv9nqOy5JyU0UzlRkRERA7K6SVq1toyY0xf4EfA1cBeoDvBZWm/AB5IlYHa9heCBQ9+CXip4lJpZWoZ6b8D/w+YZoy5h2CmZRzBMtczqoz/I3A98IIx5n6gNUFJe8Za+3mVcfcC7wITjTH/v707j5OivPM4/ukZGI4ZmOEQDzwwqD8B8QiieIJivBAi3ihxTeKaRN0kxk3cJG5i3KxZs2tMdr2j0ah4xVsSjGg84gkaRVHyCx6AB4cIA86AzNG9fzzV2Axz9AzdXTM93/frNa+mq56u+lVXVVO/ep56npsIA33+BLgyo2MDkS6vZu5LoVkasHB4CX+e2IPlQ0JeP/SjJEc/Xs8XlpcxeNp62KXl5YzqO4KrhuX9foeIiIh0cXE/g5Ouzfhl9BeXo6PXS6O/TF8FbnH3tWZ2OPAb4G6gnlAjc4G7b+zuKerqeSLwK+Bh4FNCbdQmXV27+xwzmwT8gvDcz0pCwvTzHG+bSKwa11TzYVUdjx7Rk3d3LgWgqjrFl56sZ/SbSUqAVKKOxjXNdSooIiIi0j6xJjhmdgFwl7svjTMOdx+WZbl3CGP2tFXuFWB8FuVmE5qqiRSlpR8v5La+T/Dq2WWkEgl6r08x4bkG9p/bSM+MDlISZWWUVjbX54aIiIhI+8Rdg3MF8Esze4ZQy3Gfu6+JOSYR2UJra1Zyz7yreGrQezTsnKC0Aca93MD4Zxvo+1kzH0gmqRg7rpkZIiIiIu0Td4KzJ3AGobe0G4GrzWwWcAfwiLtviDM4EWmf+vrPePhv1/PHvq+ybmuABPssrWLK0l0pe+YlmhnOhkRZL6qOPpbS8vJChysiIiJFKO5OBuYTnk35oZkdCJwOnER44P9TM3sQuMPd/xxjmCLShmQyyTOv38UfGh/nk0FJAL6wohfTh0xj5CETwjg4PQZ/Pg5OXR2JsjJIJqk6+lgGTj0l5i0QERGRYhF3Dc5G7v488LyZfRs4gtBl8kmEGp5OE6eIbGrxxy9z0+orWDI4VM9sVV3CqT2P5sBxJ1FSEnpLSyQSDDrhVKqOmkTN3JdoXFNNaWUVFWPHqeZGREREcqozJg79gZ2ivz5AIt5wRKQ5iz+ax13LrmfB0HUAVNTClzeM5Zh9zqZHz17Nfqa0vILKCRMLGaaIiIh0M50iwYkGxfwyodbmSKAMeAe4jPA8joh0EquqP+CO+Vfz/JCPSA5N0LMQh5K8AAAgAElEQVQuxZdW78qJe59HefmAuMMTERGRbi7ubqKnEJKayYSBM5cC1wB3uvvcOGMTkU2tW7+W+1+7hscq/07dNpBIwpjFVRxWdTz7HjQh7vBEREREgPhrcB4EqoE7o78nMwfNFJH4NTY28Nhrt/BA6XOs3SqcnqOWVXDGjl+lfvuKmKMTERER2VTcCc7xwCx3r485DhFpxty3HuGOmodYOrABgKGf9OD0/lMZc/AkANw9zvBERERENhN3N9EPx7l+EWneO4vncNv7v+fv29TCQKj8NMGJyUOYuO+ZlJbGfV9EREREpGUFvVIxsx0B3H1J5vu2pMuLSH59/Ml7zHjrGl7aegWpbRL02gDHrBnJ8V88l9691RxNREREOr9C34pdBKTMrI+716XfZ/G50nwGJdLd1a6r5t5Xr+LxAQup3zZBSSMcvGw7Tt/jPAaMGhp3eCIiIiJZK3SC8zVCQlPf5L2IxKC+sY5Zr97Ew2UvUbM1QII9l/XnjC+czU62Z9zhiYiIiLRbQRMcd7+ltfciUhjJZJLn3rqPuzc8ysqqRgB2XNmT6QNPZc+Dj4g5OhEREZGOi3scnDOBZ9x9UQvzhwGHuvuthYxLpJjNf+8Zbl9xB4sGfQa9YXB1gpNLjuCQ/aZRUlISd3giIiIiWyTu7pBuBr5CeBanOftHZZTgiGyh91cs4La3b+D1IathEJSvg+Nq9+G4MefQs6xP3OGJiIiI5ETcCU6ijfl9gMZCBCJSrFZ/upw737iKZwctITkkQc/6FBM/3pkT9z6Pfv23ijs8ERERkZwqeIITdQ09LGPS7mZ2aDNFBwDfBBYXIi6RYvNZXS0PvHYtj5bPZ8MQSCRh3AeDmLb7N9h6xG5xhyciIiKSF3HU4HwV+Cmh97QU8OPor6lENP/cwoUm0vU1JhuZ/fpt3J94mrUDQyeFu3/Uh+lDv8IuEw6MOToRERGR/IojwXmQ8MxNAvgdcAPwQpMyKaAWeKWlDghEZFOpVIq5C2dxx5oHWDYg9MQ+dGUp0/pOZswhXyaRaKtFqIiIiEjXV/AEx93nAfMAzGwn4D53n1/oOESKyT8+eJnbPriZhYNrYQBUrYUT6g9i4r5nUdqjZ9zhiYiIiBRMrJ0MuPvP4ly/SFe3bNW7zPj7dby81XJSgxP0/izFMatH8OV9z6N3n35xhyciIiJScHH3ooaZjQS+A4wBqoCmA3Gk3H14wQMT6cQ+Xb+Ku+ddzVNV79AwBEob4NDl23Hq6HOp2mP7uMMTERERiU3cA30eADwBfArMAb4I/IXQPfQ4YD7wt9gCFInBm+sWcO2KG/nWkLMZ1XfEJvPqGjfwyKu/ZWbvl1k/OEzb58NKpn/h6wwdv2cM0YqIiIh0LnHX4FwKfAiMjWJZAVzm7n8xs0OAmcCFMcYnUlBvrlvA5UuvpC5Vx+VLr+SibS9gVN8RNCYbefqtP3Bv/WOsqkoCMHxZGacPPpVR4yfGHLWIiIhI5xF3grMf8At3rzazgdG0EgB3/6uZ3QT8B/B4XAGKFEpmcgNsTHJOTEzg2ZVP8/7ADdAbhqwq4dTSL3HAAadQUloac9QiIiIinUvcCU4psDL697rodUDG/LeAcwoakUgMmiY3aXWpOu5MPQYDoV8NTFk3hmP2/Wd6lPWOKVIRERGRzq3pA/2FtgTYCcDdPwPeBzJHItwbWBNDXCIF01Jyk6k0meCbO3yLyQf+i5IbERERkVbEXYPzF+B44N+j97cDPzCzfoTanenA9THFJpJ32SQ3AI0lKX5TfRMX9em/WccDIiIiIvK5uGtwfglcYma9oveXADcCJwCTgVuBi+IJTST/rl1xY5vJTVpdqo5rV9yY54hEREREura4B/pcQmimln5fD3wr+hMpaqlUikM2jOSBkr9Cou3yZYkyvjXk7PwHJiIiItKFxd1ETaRoNdbWUDP3JRrXVFNaWUXF2P0pLa8AYMH7L3LbR7fy7qCob40UrSY5ZYmyjV1Gi4iIiEjLCprgmNmOHflcVNMj0iWkUilWPXAP1bNmQkkJqQ0bSPTqxcoZt7DhqIN4ZOhCXt3qExgEfdelmLRmNMNHH86vPrmu2eZqSm5EREREslfoGpxFhHvV7aXBPqTLWPXAPVQ/+kdS9fUbp9WUbOCpQ3swZ/QLNJYm6FGf4rBlO3Dy3ufRf89tAbio7ILNOhxQciMiIiLSPoVOcL5GxxIckS6hsbaG6lkzNyY39T3ghbGlPHNQDz7rnSCRSrHPvEam7/Vdhh42ZpPPjuo7gou2/TzJUXIjIiIi0n4FTXDc/ZZCrk+k0GrmvgQlJSSBeaNLeHxCT9ZUhodrdn2nkSOfaGC7NWVUDKqGXTb/fDrJuXbFjXxryNlKbkRERETaSZ0MiORQ45pqFm5Xz6MTy1i2TeiFfZtlSY5+ooFd3ksCkErU0bimusVljOo7gquGXVGQeEVERESKTawJjpmdmU05d78137GIbKm3l73GrQMe4x9nlAFQuSbFEU/Vs9cbyU0GnEqUlVFaWRVPkCIiIiJFLu4anFtamZf5rI4SHOm0Vqx5nxkLrmHOoI9IbZeg12cpxj/XwAFzG+nZ0MwHkkkqxo4reJwiIiIi3UHcCc7OzUwrBYYD3wEGA2cVMiCRbNVuWMM9867hif5Ow2AobYSDP9qao5YNJ/XKs6QaGjf7TKKsF1VHH0tpeXkMEYuIiIgUv1gTHHdf3MKsd4HZZvYkcA7wvcJFJdK6+sY6/vjG73i49CXWDQwVjXt9UMEZw77KjoeNCePg9Kr8fBycujoSZWWQTFJ19LEMnHpKzFsgIiIiUrzirsFpy33AxSjBkU4glUrxjD/APev/yCf9Qu3Mzst6cnrVCewx/mgSidBbWiKRYNAJp1J11CRq5r5E45pqSiurqBg7TjU3IiIiInnW2ROcSqB/3EGIvLHkWW5bfjtLBnwG/WCrVQlOTk3g4AOmU1La/Di0peUVVE6YWOBIRURERLq3TpngmFklcDhwIfBizOFIN7ZkpXPb29fzxuBVMAAqamHymr04dr9z6NlbtTEiIiIinU3c3UQn2bS3tEwJwrM45xcuIpFgde0K7ph/Fc8NWExycIKedSmOWL4TJ+5zPhVVQ+IOT0RERERaEHcNzqVsnuCkgNXAQmC2u2/eFZVInqyvX8f9867jz31fp24QJJJwwJKBTLNzGDJy97jDExEREZE2xN2L2iVxrl8krSHZwOy3ZnB/41N8WhVy7pEf9OaM7aYz/PCDY45ORERERLIVdw2OSKxSqRQvvfsod1bfz/LKegC2X1HKtD6T+OL4qRt7RhMRERGRrqHTJDhmVgEMIDx7swl3X1L4iKTY+dJXuO39m3l7YA1UwoA1cOKGAzhs7Fcp7VkWd3giIiIi0gFxdzLQB/gp8DVgUCtFm++HV6QDlla/x+1+Ha8MWg4Doc/6FMd+sjuTx55L7/LKuMMTERERkS0Qdw3O9cB0YA4wA6iONxwpZmvXr+bu+dfwVL+FNA6CHg0pxn+4HSfveS5Vo3eIOzwRERERyYG4E5ypwO3ufmbMcUgR29CwgUfeuImZZXP4bAAkUinGLOnP6V/4OkMn7h13eCIiIiKSQ3EnOOuB52KOQYpUMpXkyb/fy70bHmV1vyQAu3zUk9MHnMSIw45UBwIiIiIiRSjuBOde4EhCUzWRnHl10ZPMWHkXH1RtgJ6wzcoEpyaOYP+DTqOkVI90iYiIiBSruBOcC4F7zew24EZgCbDZwJ7qRU2y9e6KN7jtvRtZMGgNVEH/T+H4mi9y5H7n0KNX77jDExEREZE8izvBaQDeBs4HTm+lnG65S6s+Xvshd7x1DS8O/IDUoAS9NqQ4csVwpo45l779B8cdnoiIiIgUSNwJztXA14G5wAuoFzVpp9oNa7n39Wt5vGIB9YOhpBEOXrIVp438JoNGDY87PBEREREpsLgTnJOBO9z9KzHHIV1MfWMds964hYdKX6B2QAqAPd/vy+k7nsWww/eLOToRERERiUvcCU4D6kVN2iGVSvGsP8jd62aysn94XGvY8h5M6zeVPSccq57RRERERLq5uBOc+wm9qF0XcxzSBcxb8ldmLJvBkoGfQX8YvDrBycnxHLL/dEp6xH0oi4iIiEhnEPdV4f8Bt5rZDOAG1IuaNGPxx29x2zu/Zf7g1TAQKmph0to9mTT2G5T1Lo87PBERERHpROJOcF6PXvcGTmulnHpRK1JvrlvAtStu5FtDzmZU3xGbzPuk5iPumH8Nzw98n9TgBGV1KSYuH8aJ+5xHRdWQmCIWERERkc4s7gTnUiAVcwwSkzfXLeDypVdSl6rj8qVXctG2FzCq7wjW1dVw7+vXMrv8zdAzWhIOXDKI03b/BluN3C3usEVERESkE4s1wXH3S+Jcv8QnM7kBNiY5h6zfnZeSb1BTFfLePT7owxnb/xM7Hz4uznBFREREpIuIuwZHuqGmyU1aXaqOJ3qHVos7Li9lWvkU9h4/RT2jiYiIiEjWYk1wzOzMbMq5+635jkUKo6XkJlOPVAlf2fO7jO43uoCRiYiIiEgxiLsG55ZW5mU+m6MEpwhkk9wANCSS/PeK/+Oi0gs263hARERERKQ1JTGvf+dm/nYBjgJmAXOBUbFFJzl17Yob20xu0upSdVy74sY8RyQiIiIixSbuTgYWtzDrXWC2mT0JnAN8r3BRFZaZ7Qz8BjgcqAMeBr7n7qtiDSzH1tfVslt1f1aWfwJZPFJTlijjW0POzn9gIiIiIlJU4q7Bact9wOlxB5EvZtYPeBLYDjgV+CYwHnjYzLrMk/WNtTUkXnuZxLNPseapJ2isrdk4ryHZwJ/m/Y5vLzif5yvegwQkkq0vryxRtrHLaBERERGR9oj7GZy2VAL94w4ij84BtgUOcvcPAczsA+A5YBIwM8bY2pRKpVj1wD1Uz5oZKmXq61k553lWzriFymMm8Y8Rfbi79hGWVzUAsP3HpZzW5zh672b8cumvm22upuRGRERERLZEp0xwzKyS0GTrQuDFmMPJp+OAZ9LJDYC7P29mi4DJdPIEZ9UD91D96B9J1ddvbHWW2rCBJUMTPFb5Jxb1LIEqGLAmwYkNB3HY2H+itEdPAC7a9oLNOhxQciMiIiIiWyrubqKTbNpbWqYE4Vmc8wsXUcGNBO5sZvpb0bxOq7G2hupZM0nV12+ctmyrBI8f1oO/71YKQJ91KY5dPYIp+59Hr979Nvn8qL4jNklylNyIiIiISC7EXYNzKZsnOClgNbAQmO3ujQWPqnAGANXNTF8NDOvIAhsbG3H3LYkpK4nXXibB5/0FzBtVwh+mlgFQVpfigDmNHDQ3Qe9Dd2DR4o+aXUYPSjidk3igZCZTG4+jx/slOPmPXXJn3bp1AAU55qTz0H7vnrTfuyft9+4n7n3e2Ljll/6xJDhmVg4k3P2SVspUAL2B2kLFJe1QUwMZtTcA5bUpRr/ZyITnGqioDZlqqqam+c9HdmYnvpc8L4+BioiIiEh3UvAEx8xGAq8B/wX8pJWiPwAuMrM93H1hQYIrvNVAVTPTBwAd6ia6tLQUM9uioLKxZukHrJzzPKkNGwDY680ke725YZMyJb16MXj4LlQWIB6JR/ruTiGOOek8tN+7J+337kn7vfuJe5+/9tprW1yLE0c30ecBHxGap7Xm51G5Yn4GZwHNP2szMprXaVWM3R+SbfT3nExSMXZcYQISERERESGeBOcI4B53b2itkLvXAXcDRxUkqnjMBMab2XbpCWY2jvD8zSNxBZWN0vIKqo45jkRZWbPzE2W9qDrmOErLywscmYiIiIh0Z3E8g7MjZP0k+UJgpzzGErcbgH8BHjKzS4C+wOXAC3TyLqIBBk49BYDqWTNJAtTXU9KrFySTVB197Mb5IiIiIiKFEkeCUw/0yrJsWVS+KLn7WjM7HPgNobaqnlBzc4G7t9R9dqeRSCQYdMKpVB01iXdmPgQ1NQwevgsVY8ep5kZEREREYhFHgvMOMA64JouyB0Tli5a7v0MY8LPLKi2vILX3vgDqUEBEREREYhXHMzgPA6eY2Z6tFYrmnwI8VJCoRERERESky4sjwbkSWAk8YWZnmlnPzJlm1tPMzgRmR+V+HUOMIiIiIiLSBRW8iZq7V5vZMYSanJuB68zMgbVAP2B3wjM67wNT3L260DGKiIiIiEjXFEcNDu7+BjCaMJjny8AOhOdtdgReiaaPdvfX44hPRERERES6pjg6GQDA3WuAK6I/ERERERGRLRZLDY6IiIiIiEg+KMEREREREZGioQRHRERERESKhhIcEREREREpGolUKhV3DJIjr7zyShJIlJaWFnzdjY2NAMSxbomP9nv3pP3ePWm/d0/a791P3Ps8Wn9qzJgxHa6Iia0XNcmLJFDS2Ni4Nq4A0ieFdC/a792T9nv3pP3ePWm/dz8x7vP+hGvaDlMNjoiIiIiIFA09gyMiIiIiIkVDCY6IiIiIiBQNJTgiIiIiIlI0lOCIiIiIiEjRUIIjIiIiIiJFQwmOiIiIiIgUDSU4IiIiIiJSNJTgiIiIiIhI0VCCIyIiIiIiRUMJjoiIiIiIFA0lOCIiIiIiUjR6xB2AdG1mtjPwG+BwoA54GPieu6+KNTBpk5mdBJwBjAEGA4uA3wNXuntdRrms9rGZ7QNcCewHfArcAfzI3dc3KTcR+C9gD+Bj4LfAZe7emPutlNaYWQ/gb8Bo4CvufnvGvJzuTzM7DbgY2AV4H/iVu1+bp02TZpjZCcD3gT2BemA+8A13fzOar3O9yJjZ8cC/ASMI+3QucLG7/61JuZyex2b2L8B3gaHAP4Cfuft9ud06MbPtCft3P2AvoMzdE82U2wr4FXAc4dr/CeDb7r6kSbmi+Q1QDY50mJn1A54EtgNOBb4JjAceNrPNTjDpdP4V2AD8ADgWuA34afQKZL+PzWxH4C+EH8QvAxcBZwI3Zq7QzPYF/gQsBCYB/wP8CLg0HxsobfoOsFXTibnen2Y2BbgTeBw4BrgduMrM/jm3myMtMbPvAHcDzwCTgdMJFzl9ovk614uMmR0F3A+8A5wMnAMMAp4wsx0yyuX0PI6SmyuBm4GjgaeBP0TxSG7tApwELAfmNFfAzEqAPwIHAv9MOPd3IhwHfTLKFdVvgGpwZEucA2wLHOTuHwKY2QfAc4SDeWaMsUnbJrv7xxnvnzKzFPALM/t+dGcn2338fcKP3VR3r43K1QEzzOwX7j4/KvdTwIHp7p4E/mJmFcBPzOxX7v5JXrdYNoru/P0UOJ9Qc5cp1/vzP4E/uft3o/dPmtlQ4D/M7He6o59fZjYc+CVwgbtflTHrTxn/1rlefKYDiwm1s0kAM3slmjYJuC4ql7Pz2MzKgEuA693951G5p8zMos//OZ8b3A094+7bAJjZxcDBzZSZCowF9nP3uVHZeYTE9+tA+jehqH4DVIMjW+I4wsn1YXqCuz9PaOo0Oa6gJDtNkpu0V6LXodFrtvv4OODh9I9d5D5CDdFkgOg/vi8Bd6f/s43MAHoBR3Z4Y6Qjfk1ofvBMM/Nytj/NbCdC84Q7mqxjBrA1oYmD5NfXCE3SfttKGZ3rxacnUNNkH6yNXksgL+fxAcDAFsqNMbPttmSDZFNN9llLjgPeTic30eeWAM+y+bldNL8BSnBkS4wE3mxm+lvRPOl6DgUaCVXKkMU+NrO+hOruTcq5+wbCHaL0sTCc8MPWtNxiYB06ZgrGzI4m/Afz/Wbm5Xp/pl+bHkdvNZkv+XMg0Z1UM1tkZg1m9qaZnZJRRud68bkJGGFmF5rZgKjW9ipgKXBPVCbX53Fb5UZ0YDtky2R7rVZUvwFKcGRLDACqm5m+mnAHR7qQqAnBBcDN7r4ympzNPq4CElmUGxC96piJkZn1Jlzk/MzdlzZTJNf7s6Vyq6NX7ff82xbYDfgF8DPCcxGvA3eb2WFRGZ3rRcbdZxOaJ/0EWEXoFOBgYGKT33jI3XmcLremjXJSONleqxXVb4ASHBHBzAYBDxH+A7ww5nAkv35EaD/9v3EHIgVTAlQA57j7ze7+OOFB4/mEHrGkCJnZOOBWQscARwDHAx8CfzKzbeOMTSTflODIllhNyOabGkC4WyRdQNRzyizCBdBR7r42Y3Y2+zh9h6atcquzLCd5ErWj/wHw70C5mVUB/aPZfc2sktzvz5bKpe/wab/nX/o7fjw9wd1ThJ6Q9ogm6VwvPv8HvOTu33T3J9z9IULvZ1V8fiMr1+dxulxlG+WkcLK9Viuq3wAlOLIlFtB8O8qR0Tzp5MysF6HmZjhwZNM+8cliH7v7OkKvPJuUi5Y9nM+PhXcINQdNy+0E9EXHTCHsTGgXfS/hP6DVwLxo3vXAJ3nYn+nXpsfRyCbzJX+aa1ef1jt61blefEYRxrnaKLqB9TawazQp1+exzvfOJ9trtaL6DVCCI1tiJjA+s1eUqEp8GPBIXEFJdsysFLiL0PvNse7+VjPFst3HM4Ep0QOIaVMJF9OPAESDh84GTo365U+bRvghfGxLt0na9BpwWJO/adG8y4CJ0b9ztj/dfRHhAnsam5oGrKCFsRskpx6KXjf2XBTts4mEgR9B53oxWkQYyHkjM+tPGDvlPcjLefw84cZJc+X+5u4fbckGSYfMBHY1s43HQjQO0sFsfm4XzW9AIpVK5XsdUqSiH8o3CD9ulxCy8suBZYR+1HVwdWJmdh3wDcIDqLObzH7H3T/Odh9Hd2XmAS8CVxAGCrsCeNzdT8tY536ErinvIfTws0e0vP9193/Lz5ZKa8xsGOFi5yvufns0Laf708ymEgYcvJLQNfWhhDESznP39FgckifRIH1PE+6m/pDwrN3XCRclE939aZ3rxcfMzgWuJnQPfi+hGfKFhKRnH3dfEJXL6XlsZt8lDOr4U8IYKicQxtua5O6z8rjJ3ZKZnRT980TgNMKgrgCL3P3l6GbmHEKzwYsI3TlfGr0fHdXKZH1N11V+A1SDIx0WVXUfThhB927gBqJ+1ZXcdAlHR6+XAi80+ZsE2e/jqOvHiYRR0R8G/pvQ3/3XMlfo7nOiZe9OeO7nIsIP3o/zsYHSMbnen+7+AHAGcBRhoL8zgW8ruSmM6FydQrg4/QWhRmcH4Bh3fzoqo3O9+FxLSGT3JYxTch1QC0xIJzeQ+/PY3X9NSKS+HpU7HDhVyU3e/CH6O63J+/MBooGUjwFeIiQadxJuckxMJzdRuaL6DVANjoiIiIiIFA3V4IiIiIiISNFQgiMiIiIiIkVDCY6IiIiIiBQNJTgiIiIiIlI0lOCIiIiIiEjRUIIjIiIiIiJFQwmOiIiIiIgUDSU4IiIiIiJSNJTgiEjRM7OzzCxlZsPijkUkk5ldUshjU+eCiHQHPeIOQESkI8wslWXR3wNP5TGUvDGzvYHjgVvcfVHM4YiIiHQJSnBEpKv6SpP3JwBTgQuAlRnT3wHmAHcBGwoTWs7sDfyUkKAtijWSLJnZFGCOuy/L4zr2Aa4DTnL39/O1nmbWeynwr8BfCcdYBTAF+AcwFygDvgjsBPR298ZCxdYOt9HJz4U4v+e2ji0z+zawG7ACGAn8u7svzHZ+rpYhIq1TgiMiXZK735753sx2ISQ4D7ZQ29EZLzaLipmVES6ejwBynuCY2WTgRCAF7AeU5nodbTgA2M3dP4jiOYRw4f1td/9zNK0MeLKzJTdmVu7utVFcnSq2ZhT8e87m2DKzrwOnAQe7e9LMjgH+bGYj3f2ztubnahki0jYlOCJS9MzsLOBmYOd08mNmlxBqR/YEzidc3PQA/hC9LwX+BzgZ6AM8AHzT3WszllsO/Bg4Fdge+AR4EPixu69uI6Zy4CfAScBQYB2wELjC3e/JiA/gSTNLf/Sr7n5Le9afsay9ge8CXwZ6ArMIF43Lsompte2J7Bu9zs2ibLu5+yPAI2Y2ATgrH+toSXRn/670RXdkPNAAPJcRY52ZvdiBVZSb2dXAKUA58DTheFvcJI6hwH8CxwBVhBrKG4DfuHsqKnMJYX/vBZxLqN3cCki0cC601tzzMHd/qgPr3iNad6vb01QBvudmZXlsXQxc7u7J6P2jhN+G04Bbspifq2WISBuU4IhId3crsJhwYX8QcDawHtiF0IwnPX06sBT4AYCZ9QKeAEYRLvKc0KzkPGCcmR3g7q01A7oGmBa9zgf6Ey5IDwDuAe4HtgXOAS4DFkSfe34L1v97YBXhAnR4VHaEme0blW0rprYcDLzo7vVZlO1qJhKaLmUaD7zi7jVNpq/pwPLT++ZnwDbA94DbgUPSBcxsEGH/bw1cDbxHqNm4EhhGSF4zzQCWA5cCA1tZd9PmngAXEZpHrezgutvcnhbk+3vuEDPbjbCd89PT3D1lZm8CXzKz51ubD9ySi2XkafNEio4SHBHp7tzdT4v+fU3U1O18wl3k06Pp15rZrsDXiBIc4DvAPsA4d381vTAzewp4hHDReGMr650C/Nbdm14YpoN63cxeICQ4s9N30TN0ZP1rgC+lm/VEF043EJK6q9uKqSVRs5rDgKOAxWZ2O3Cvuz/YnuV0Zu7+P5nvzawHIfG7upmyl3ZgFUvc/YSM5a8EroyaJr0VTb4I2BE43t0fispdTai1+46ZXe/uCzKW+SFwTLp2pSXNNPc8h1AD82N3T19st3fd2WxPc7Hk+3vuqOHR69om0z8lJCVtzc/VMkQkC+omWkS6u+ubvH8BSAC/bWb6IDPrH72fRui84H0zG5z+A14Eagl3oltTDexvZjt0MO6OrP+qJs8s3EJIeo7bkpjc/SZCQlVKuCieXkzJTQvG8HnTq1xoegGfXu7wjGlTCAn5Q+kJUfJyefR2cpNlXNVWctOUmR0MXAX8wd0v24J1Z7M92cj199xRA6LX2ibTa6J5bc3P1TJEJAuqwRGR7m5Jk/fVbUwfQLjDaoS28R+3sNwhbaz3QkKPVovN7HVgNqHW6JVsgu7g+n2TN80HHFkAAARQSURBVO71ZvYusHMOYhpFaNL2QrPBmiWAewkXq9m40N3fzLJsHMYDSeDZHC1vUZP36WeoMpuWDSM8N9VUukZk5ybT32lPAFFiex+hOeRXm8xu77oXNXnf3PZko83vuUDHVmOT17SehGuptubnahkikgWdMCLS3bXUC1NL0xMZr88SnjFoTqudDLj7/Wb2LOHO9xGE5m8XmtnFTe6ct2SL1p+HmA4GXnf3ps1r0stOETpyKBaHAq+1tL0d0Nbx1hHrsy1oZn2Bhwi1cMdndqbRQbnanja/5wIdW+kbCU1bvpQTbn60NT9XyxCRLCjBERHpmLeBKnd/vKMLcPcVwE3ATWbWB/gT8DMzuyJ66L+15kUdWb8Br298Y9aTcOd9Y29UWcTUkkPIXW1Gp2ZmJYSE7ncFXvV7wO7NTB+RMb+jbgJGA0e5e3PLyee6mxXj99ycd6PXrTP+DaFG6u0s5udqGSKSBSU4IiIdcyfwn2Y2zd3vzJxhZqVApbuvau6D0fwKd9/YC5S7rzczByYA/Qg9uKXvojfX/r4j6z/fzO7PeA7nLEJ3v39sR0wtOQj4frT+KcBid5+XEVMxNVHbC6ik8M+FPAJ838wmR90ap7/XH2TMbzcz+yGhG+LvuvtfCrnuNmT1PRfi2HL3RdG5sDtRM8zoBsEewE1tzc/VMkQkO0pwREQ65lfAJGBGNEhgunOC4YTmMhfTcreu/YAPzewBYB6hO919CL2ZPebuK6NyrxBqcX5oZlWEJkcvRXfYO7L+SmC2md1P6Ab7PMIzFDe2I6aWbAW8FTV1OtDdH86cmeNmRCVNXjcys28APyL0Lre0PfPb+myGwwj75a8tFYjGlnna3Se0vintcjlhzKN7zOwqwnMukwm91/2mSS9mWTGzPYCfE8Y7+sTMpjcpMtvdl+dj3Vlo83uGwh1bhJqkswjjCEEY42cVcHeW83O1DBFpgxIcEZEO8DDq+ETCg/nTCIMpfkYYU+cOoKU74RAG0LyK8JzLJKAXoVODy4BfZqzjPTM7D/hXQq9upYSHv9/r4Pr/iTBeyaWEB5cfJAz0+ZmZJbOJqRWXEbquXpFl+XYzs/GELrz3jybNMrNXgUszuh4uAXrT8rMerc1vcZ6ZbU/Yrj7A4VGZ35vZWuDizGZdZlYR/bO1JKnd3P0TMzuQ8F2fRejU4V3CGDO/7uBiBxO2e1dCBxNNHQYsz9O6N9Oe7zmXsjy2rgAqzewGQhfcexGa9NVmOT9XyxCRNiRSqXb1ICkiIl1MxujyG0evl/wxs0mEJlt7ufsbcccjItLdaBwcERGR3JpI6F5byY2ISAzURE1ERCSH3P17cccgItKdqQZHRERERESKhp7BERERERGRoqEaHBERERERKRpKcEREREREpGgowRERERERkaKhBEdERERERIqGEhwRERERESkaSnBERERERKRoKMEREREREZGioQRHRERERESKxv8DBPlN43KRD6oAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 1.41 ...\n", " - For 2 players, our lower bound gave = 2.83 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 2.78 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 27.3 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 29.40% ...\n", " - [Anandtharam et al] centralized lower-bound = 1.41,\n", " - [Anandkumar et al] decentralized lower-bound = 2.78\n", " - Our better (larger) decentralized lower-bound = 2.83,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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7kpGQN09pzHa34l43FpJGtSAvo49uR/MZbj8vwjVoitxAjARWaJwuYkUkICJ/F5F5af4bnCQ9FwFvRwoYnvFp7Md+IrJHqvlwDQ0/B24TkW/EWU+xiNwUVReyqeeuH03dVrrnaLLfk59z8hlgsIh8J2qeQlyXw9nWkschIp18okm/4RTmAPuJ6ws+ss4AOxsDzvG7Qp95xqu4Qtw4dlafikw/E3fTET09kWTn25PeNs6Pk9ZMnpKnPB7ZyDcTyPrxipLueebnOpXt2KfSJq67GfC7D//CVW8a5/2rJmbgY7KzD37S9Zy3vej8N4jr2ShWumlr1uuHuu5jlaiCv3e/MwQ3mHBa8ySR1n1pFrVI3pZvbzLwGrnNTjHbC7ib1/vF9cG+EVe9plOam3kPV2q8Wlxd/a3AO6qa6ZOhUuAFEZmJ6zrsp7h6s7G9wESbDfxQRKqBRbinUxfg3pQkOnDTcG0adsW1L4h1J65B1aPehSnSCGgvXHyuJfnT9q7AKhGZBfwbV73hEC9dz6tqRZJlI05gZ51hcE8XQkBfVf131PSEvchkq7qUiIzBNUZ8QUR+6U3ujBs7I5W0urBV1a+97cwF/iUiT+LiXou7aToT11Aw0k1vU89dP5q6rXTP0WS/Jz/n5K24RpZPi8jduC4Ix5J+2xw/WvI4RKSTTzT1N5zMZNz5+KSI/BH32/wucDxu3IWPkyybiJ88I1KAEHaOXQMuH7go6v+pJDvf7sBVafmLuL7u3wQ64B5qLAD+6HP/0jkeT9P0fDOe5jheEemeZ36uU9mOfSpt5boLgIiEgVc1dYcjmezD47gezIYBs+K0K83GPvhJ12RcXv8PL6+PdGEbeRgX/VQ/3bRl8/pREPM34m+4wuwD3uczcL/3J3zOE0/cfM1/0tPWInlbXr3JSJfXY8ApuJ2+FvfD/zfxB0+Jt/xyXIbUC/fG5HEadq/o1w9xVQBuxD3FeRo4VpOP7ngZrmeA03CvY4/A9emcrDHNS952wriGOA142zsGF4+DcONU3Ii7UX7MWz6ZLbgLwf64DGkKrg7eb0lx0y8i+4jIs7inWZNE5DdemmpxF5hJ3nzXiMhc3IXnWyLyiLiqVFklrmeLx3FPqn8X9e9a4jcuy5hXeBqCyzgPwmV29+AuuM8AQ1R1kzdvk85dn+lq6rbSOkeT/Z78nJPeK9mRuJvRS4EbcE9MIoOVZU1LHocoKfOJLPyGE1LV9bgxKZ7E7eeduG6eJwK/yHC1fvKMRbjCHDR+kwHuCev7qTaY4nzbiovV7bh9/T3uyX+QDMZCSvN4ZJxvpth2cxyvyLrTPc/Svk5lO/ZpaCvXXcQNTgnuZjuVTPbhMdz9XmfijOmUpXzHz7nyFV71SFxVrutxeX1kkFzfeWI2rh8icpSIzGBngWquiEwXkQO8z3cAb4jIX0Tketzv+3htOMhdOvM00gz3pUm1VN4WCIdbuhpY2yE7R11MOTp4Frf5KfClqn475czGGGNMG9IWr7sichKu+ts3VLWlOj7IOyJyGq562hFxqqWZVqhVvslor0TkGFwVnAdSzWuMMcaYpmmh6+4xuG5B200BQ1wD4ujPhbi3GlWk8UbTtA551ybDNCYiw3HVca7GNTJOVbfPGGOMMRlqyeuuqk5srnXnsVdFZCGuy+pSXPuJocAVKaq8mVbEChmtw09wA9wsAX6krWMUdGOMMaa1sutu83oO17HBD3Htdj4BLlDVRiPGm9bL2mQYY4wxxhhjssraZBhjjDHGGGOyygoZxhhjjDHGmKyyQoYxxhhjjDEmq6yQYYwxxhhjjMkqK2QYY4wxxhhjssoKGcYYY4wxxpisskKGMaZFiMhwETkx1+nIZ+09Ru19/9NhMfLH4mVM7thgfKZdE5EBwPIEX/9aVW9uweTkFRF5B1gD/EZVP2jiuvYCzlXVn2QlcU1LSxEQUtW6qGklqlojIkHgNuCalh51Nl9ilKsY5Mv+e2lJeI54/2/XMfKz/yLyv0CFqr7aIolruO0Wi1c285VkMRORy4ERwMeqenX29sCY7LNChjHOLGBmzLRFuUhIHvlYVc+NnSgixwE/Ak7BFUJe874KAANwhbaJqloetdg9wPg467oU2BcoBw7AFeyWJktUqmXSWOe3gCdE5GWgAtgN6C4ix6vqdhH5M3AncHGydKRIY1ZilEl80l1ORA4B/gycrqpfRKaral1TY5Dv50jUfHFjQIpzpA3FaA+g1tu/P6rqwgTz/gb4VFUfhfTOERHpB/wemAsERWQmMF5Vq5OlK0l68z1eTc5X0omZqt4B3CEi05Kl15h8YCN+m3Yt6k3Gb1T1hhbedmdV3dyS2/RDRKbFK2R433UANgI/VdX7o6YXAx8CG1T1W96044EzVfW8mHWcD5wPHKmqIREZjbspOCDR075Uy6SzThE5Gngc6Ap8DTwBXK+qX0dt5wbgHVWdm37EshujTOKTZoy+C/wvEAbOBQaq6oo462lSDPL1HPHmSRqDdM4Rb74baJ0xuhRYGkm3iPQG5gMnquramHkPAt4FfqSq0/zsv4h0B57CxfBsVd2aOiqJ5XO8spWvpBuzZPmzMfnC3mQY4xGRjkDYT/UHEdkTuBI4BveUqw74F3Cdqr4ZNd8NwPXAN3BPsk4DegOBqO8OAi7B3fwUAjO8z0HgdmAs0BH31uXH0QUUEekMXAecjnuCtgVYCtyhqk9GzbcfsEVVP093HxM4DCgGXoqeqKq1IrIYGB01eTzuaXGsa4HJqhryPs/D7d9ZwLQE2021TLrrvDr2hinGH3Hxz7iQQdNjlEl8Ui6nqnOAOd5N0blJ1tPUGOTrOUKaMUh1jkDrjdEE4Nio7a0TkQW4ajgzItO9aj4TgLWN1uAk3H/vqfydwEPAZuAREflhpm8yPHkdL5qYrzRTzIzJGWv4bYxzOe7GfKuILBGRs9Nc7lBgFK6q1S+AW4CBwEsiMiTO/I8CewM34goW0R4CdsEVFp4FLsDV430K6OtNfxo4J86yf/K2PwdXMLkZ+AQ4PGa+j73tNNVIYKWqfhY9UUR64OLxSNTkI4GFMfPti6visDgyTVXDwBLgO/E2mGqZTNaZiKpWANtEZLCf5WJkHKNM9yXPYpB350iG+5FQa4yRpxa4x3uwErE/8FHMfD/B3aiHiCPZ/qvqalU9C3ezXKGq/5uFm+V8j1dSqc6XZoqZMTljbzJMexcCXsDdvH8B9MfdpD8iIr1U9e4Uyz+rqk9FT/Dq3n4CXAZcGDP/KmC0d2GLpd4FBuBPIrK3l5bpqvp9b/pUEdkHOA/4v6hlxwD3qerPU6Q3W0YS8zRRRAbiLvJP4dKNl9aKOG+H9vL+fh0zfRPuJiCeVMv4Wef/eOmtwb1d+q2q/jtmnn8CJ+FuQDLRlBhlEp+mLJdIU2KQj+eIH+mcI9D6YgQw2Vv//3jVhw4FnlHV+n3w8p+gqqqIJNuHpPuvqn9PtrBPeRsvT1bylSzHzJicsUKGade8akPHRU8Tkb8CHwCTvHqvsRek6OW3Ri3XEeiEa4j4L2BonEX+mKCAAXBvzOe3gG8C98WbLiLdotJWBQwXkf7asAFrbHoDib5Ll7heVA4H1ovIL73JPXEXzhtV9Ymo2XcDvoqzmh7e39g2KdVAojuaVMuku846YJuqXu/tz6HAAhHZT1XXR823CEj3jVYDWYhRJvFpynKJZBSDPD5H0pXuOQKtL0ao6kwRORd4ANeAei6uulAkbQHcW4yr0tiVjH8nfuRzvDzNnq8Y09pYIcOYGOq6HLwbmIq7qM1PNK/X4PB64Ae4tyDR4nWNuyzJpmPbSVSlmN6DnU/kLgceBlaKyIe4tzPTVfW9JNvL1DBcYerK6LYd3huc90WkY1S95N64hpqx6mL+RhSROF9KtUxa61TV14HXoz4v9J7U/hiYFLXcenY++fSrqTHKJD5NWS6RTGOQr+dIWnycI9D6YhSp+z8aV0XoR8CZwEIROcKr0jMBeFBVd6SxH035nfiRz/FqqXzFmFbF2mQYE1/kItYrxXx/AH6Jq251FnA87kL0EvF/X8l6V4m98KWaXv9WQlVn4tqCXIhrd3Ee7iJ4TbLEZ2gk8EVs43GvnvRrwA1RkxPlMesSfN+ZnYUov8tkss6IzbhGpdE2AKUplkukqTHKdF+aEoN4Mo1Bvp4jTRHvHIFWFiPvLcVjuG5bX/KqaI7G7cPNIrI70FNVP0xzP5ryO/EjL+OVIs3ZzleMaVWskGFMfJEnTeuSzuUKFg+p6qWq+oSqPq+qC3C9lbQoVS1X1b+q6jhgd+BV4DciUpLlTY0E3kjwXUfcBTuigp1VFKJFGm7uEjO9J/DfBOtOtUzKdYpIVxFZKSJXxMzTFdgeMy2Ia/CZiabGKJP4NGW5RDKNQb6eIyn5PEeg9cVoMFCpqvXfq+o84Axcb0mjgUNEZFrkH9APuMD7HJufNOV34ke+xqsl8xVjWhUrZJh2TUT6xJnWDddTUxXwZqOFGgoR8zsSkRHEf+LZLEQkKCINnox5bUUUVwWga9S8+4nIHk3YVgGu15ZGF3sRGQQcDTwZNXkNcd4GqRuTQIH9opYvAoYAC+JtO9Uyaa4zBJQAK6Pm6Ym7IXk5ZpM9SV3IbCQbMcokPk1ZLgnfMcjncyTNXfBzjkArixFu/zrFmb4Y+FJV71PVs1X13Mg/XHWi+73PNTHLZfQ78SOf4xU1T7PmK8a0RlbIMO3dZBH5p4jcICIXihuzYgmup5FfaOrB8mYD54jIPd7yd+K6n820R6JMdAVWi8gjInKliJwvIn/EdYH7fKTOsKepXdgeAnQj5mIvIv1x3fi+g6s+Fr29Pt6FPNbfaDhGwRm4qgRPeOu8yHs62DfdZVJ97x3PR4Hotirfx90wxDaw783Om4jIfl4sIqu8HmQSyVaMUu1rpjGKKIj5G0+DGLTw/kPznCPRGsXA5zkCrSxGqvoREBaRcVHbDQATcV1wNyBurAxwT+DjafQ78SuNmLVYvLz11scsnXg1NV8xpq2yht+mvXse15bhJ7gnTJtwPUOdq6ovprH8ZcA23OB6E4D/4AbE+z7u6VpL2IIb5OlYXE8rJbg2Jb8Fbs3GBsSNjH4LcLA36WYR2eL9vzPQB9fzyj3RjUVVNSwib+J62no7ZrV3AKUi8hdc177fAI6PKtgVAB2IanuSxjKpvgf4Na4aWTdctYVC4Kg43V0eCrwSM60ANxjY93CDZjVnjNLZF98xEpGjcF19DvfmnysiH+B66Int9z82Bi25/+nEIJNzJJ0YpHuOtNYYnQ7cICLH4toNdASeUNUGT91F5Ge4cXkAbhI3OvY4VY2uAhTvd+JX3JjlKF6R9ETHLJ14NSVfMaZNCoTDiXrTNMa0Z+K67z03C+v5NnCiqsbWV85rIvIKMD62oalXNW2Cqv4+i9vKyxjFi0F72v90tPcYJfqdZLCerMasHcQrK/mzMc3JqksZY5qVqr4E7CMx7UbymVdtY32CG4GRRHVVmQ35GKMkMWgX+5+O9h6jFL8Tv7Ias3YQL2PynhUyjDEt4VrgplwnwodfEKd7SnHjohzWTOOP5FuMGsWgne1/Otp7jOL+Tvxqxpi1yXgZ01pYIcMY0+xU9T/ACyJyWq7TkoqIHAFsVdUP4ny9J25slKzLpxgliUG72P90tPcYpfid+NUsMWvD8TKmVbA2GcaYuETkfaAc+FUzPZXNO15POr8GblLVRIMgtmkWg9Tae4za+/77lc14icgvcZ2K/FtVr8pC8oxpNlbIMMYYY4wxxmRVu+zC9r333tuBqyr2da7TYowxxhhjTAa6AaGhQ4fm5f18XiaqBRQAgWAw2OK9TtTVuTelwWCicY1MW2THvX2y494+2XFvn+y4tz+5Pube9vO2fXV7LWR8HQwGSw8++ODUc2aZqgIgIi2+bZM7dtzbJzvu7ZMd9/bJjnv7k+tjvmjRIurq6vK2Vk57LWQ0sGnTJqqqqgiFQs2+rW3b3OCfK1eubPZtmfyR7LgXFBTQvXt3unbt2tLJMsYYY4xpFnn7iqWlbNq0iS+//LL+JrC5de3a1W4m26Fkx33btm18+eWXbNq0qYVTZYwxxhjTPNr9m4yqqioKCwvZa6+9KCho/jJXpDAOqGiUAAAgAElEQVTToUOHZt+WyR/JjnsoFGLZsmVUVVVZAdQYY4wxbUK7L2SEQiGKi4uTFjDqNldTvfAd6jZWESztTpdDhxPs3KUFU2nasoKCAoqLi1ukup4xxhhjTEto94WMZMLhMBtmPUnV3GegoIBwTQ2BkhIqHp1G99En0/N7ZxAIBHKdTGOMMcYYY/KKFTKS2DDrSarmPUt4+/b6aeGaGgCq5j0LQK/TzsxJ2owxxhhjjMlX7b7hdyJ1m6upmvsM4drauN+Ha2upmvsMdZs3t3DKjDHGGGOMyW/2JiPK6jsns+XDD9KeP7x9O8t/ej4AnQ46hH4Tr4o738yZM5k/fz7du3dnwIAB9OzZkz59+jBq1KiM0hkKheK2Ibn11luZMGECTz/9NBdeeGH99C+++IKpU6dSXV3N3XffHXedtbW1TJ48mXA4zPbt2zn55JMZPnx40nTMnDmTHj16NNiPeGmLzBcKhSgtLWXYsGFp7+ull17K0UcfXb+dmTNn8uCDDzJ79my2b9/Occcdx3XXXUdlZWV9jPfee28uvPBCJk2axMSJE5k7d2798suWLeO5557joosuarS/q1atYv78+fTt25fCwkKuvfba+nV07Ngx7TRHLFiwgAMPPJBddtmFjz76iMWLFzN+/HgWL17Mf/7zH8aNG+d7ncYYY4wxrYEVMlrIWWedxahRo7j44os56qijAFi6dClz5syhoqKCsWPHMm/ePM477zx69OjBr371K37+85/zwAMPEA6H6d+/P926dePNN99kyJAhnHvuufXrrqmpYcqUKSxcuJDPPvuMHj168Omnn7LvvvsC0L9/f377299y6aWXArB8+XLmz5/Pj3/84/p1zJgxg5EjR9anrba2llWrVjXa/sKFC9l9990pKCho0PVvZWVlfdqOOOKIBvsVsXHjRgoKCnjuuedQVV5//XWuvvpq+vXr12A7I0aMYMqUKQwYMIDNcd4UDRw4kPfff5/169cTPaBiJMY/+9nPqKysBEhYOEi0v5F1XHHFFY3W8cEHHxAKhTjwwAMBKC4uTni8KyoqmDVrFkOGDAHggAMO4OGHH2b8+PEMGTKEadOmWSHDGGOMMW2WFTKiRL+J2PjKi1Q8/lB9G4x4AiUllI0bT+nRx6Rc95NPPsmLL77ImDFj2LhxIwBFRUXU1NRQVlbG7NmzmTBhAk888QT9+/fnpJNO4rHHHqOkpIQOHTrw6aefMmzYMEaOHMmYMWMarLukpIRzzjmH3r17U1FRwWWXXUZhYeJDO3DgwAYFDHAFntGjR9d/Li4ujrv9ESNGcOKJJzJx4kSOPPLIBm8YImlbsWJFg/066KCDGmzrxBNPpG/fvtTW1nLooYdy2223NdjO2rVrufzyy+nbty/nnXdeo/Qff/zxPP/882zdupUjjjiiUYxPPfVUFi1axN57750wBvH2N7KOBQsWUFpa2mAdjz76KKNGjWLp0qXMmDGjvoCwcuVK1q5dW7+eYDDIsGHDKCsrY7/99muwzZKSEioqKigrK2vwf2OMMcaYtsYKGQl0OXQ4FY9OSz5TKESXQw9La31nnHEGo0aNYtu2bcyePRuAhx9+mPPPP59wOMyUKVPYc889KS8vZ9myZdx111288847nHLKKfU3qzNnzow7jsK7777LtGnT6NixIytWrKCkpIRLLrnEz+6yzz77sGTJEkaMGAG4J/uhUKjR9iNP9cPhcKNqUZG0xe5XrK+++opHHnmEyZMnAzTazi233EJxcTHBYDBuYSky1kRZWVmDNERiDDBnzpz69HTr1o0NGzYAsGHDBkpLS+nZs2ej/Y1ex7333suSJUsYNGgQAGvWrKFfv34sW7aMjh071m+3rq6Ourq6+jSEw+GEMe7WrRvV1dWUlZU1+L8xxhhjTFtjhYwEgp270H30ya53qTiNvwPFJXQ/4USCnTtnvI3hw4dz33330atXr/pphx9+OOvWraOgoIBzzjmHO++8kz59+tC5c2f69esXdz3Dhg3j1VdfZcKECUyfPp2LL764wfeVlZXcddddfPTRR9x777185zvfYd68eQ3mGzt2LLfccgsvv/wydXV1nHTSSSm3v99++zF16tQGN9mJ9ivaTTfdRK9evZgyZQpjxoxptJ2xY8cydepU+vfvnzB2V155JYFAgKeffjru93vuuSfvvPMOACNGjOC6667jk08+obKykmuuuYYuXbo02l+A6dOn88Ybb1BVVcW4ceP44APXRueUU05h8eLF7LrrrtTW1hIOhwkEAgwaNKi+IBJt/fr1LF++nLfffptTTz0VgPLy8voYRv/fGGOMMaatCSR78tpWvffee1XBYLD04IMPZuXKlYC7KY3VaJyM2loCxcUQCmU8TkaykZ/fe+89HnroISZNmkSXLjbYX1OEw2Guv/56brzxxpyuI2LDhg3ccccdTJo0ic2bNzN58uQG6012HprWS1UBEJEcp8S0pGwddxsINnO5iF1b+b3beZe+XB/zRYsWUVdXt3Ho0KHdc5KAFNJ6kyEinYBNwPWqenPzJil/BAIBep12Jt2PPynmB3dYk95gJDJ06FCGDh2a9fW2R4FAgDFjxrB169aMeobK1joiysvL6xvrl5eXc8EFFzRpfcaYtssGgs2cxS5zFjuTbWkVMlR1i4hUABuaOT15Kdi5S1qNu01+8dNVbnOuA2DAgAH1/x84cGBW1mmMaZtsINjMWewyZ7FLT6imhtAWr+fLTV9DSeOaKcbx0yZjFnAq8KdmSosxxpg2Kt0qGNvXlVP93kIIh3KQyuwIrFsHQOVnn/peNlRbQ+Uz/4BQXdzvw7W17vtgIQVJutFuj3Idu6Yc91zLdezyXl2IzR9+QLhmGzUrV9RPDgLhoiK2T7qdoj675Cx5+cpPIeMe4FEReRb4I/AZsDV2JlX9PEtpyytLtnzM1PL7+UmfCxjcaf9cJ8cYY1oFP1Uwti1fxpe/+VVuE5wFkT7v1jfXBkJ1VM6a0Vxrb9uaMXbNftxzzc67BoLde7Bjxw7o0pWCJlapbqv8FDL+7f0dApyQZL5g5snJT0u2fMzkNXdRG65l8pq7uKrvL6ygYYwxaUhWBaPy2X+w5cN/QzBIeOtWald/WT9P6THHEyhqnR0gbtjgBvLs2bOH72W3/Xcp2/6b+kl4h733pcPe+/hef1uW69g15bjnWq5j1yoECijutxvFu/WnZI89CRQW1jf8DnbtluPE5Sc/OfiNQLvriiq6gAFYQcMYY9JUt7maqrnPNChgNJyhjpoVnzWcFgiwx6TbKe63W/MnsJms9248yjLocWbjKy9S88XKlAPBdj3yKGsrGCPXsWvKcc+1XMfOtE1pFzJU9YZmTEdeii1gRFhBwxhj4gvv2EFo6xYA1j36IOEd8et41wsG6TLsm3QfPYZAUSFFZb0paMcNKbM9EGx7YrHLnMXONIeM3kWLSAegF7BOVRuPVNcGJCpgRPgpaMycOZP58+fTvXt3BgwYQM+ePenTp0/96NR+hUKhRqNtA9x6661MmDCBp59+mgsvvLB++oIFC3jllVeorq7m9NNP58gjj2y8P7W1TJ48mXA4zPbt2zn55JMZPnx4yv3q0aNHg/2Il7bIfKFQiNLSUl89Nl166aUcffTR9duZOXMmDz74ILNnz2b79u0cd9xxXHfddVRWVtbHeO+99+bCCy9k0qRJTJw4kblz59Yvv2zZMp577jkuuuiiRvu7atUq5s+fT9++fSksLOTaa6+tX0cmXdguWLCAAw88kF122YWPPvqIxYsXM378eBYvXsx//vMfxo0b53udxuSrUM02tixZzFdT/5D4zUXcBUMU99udDgOs1zVomYFg2yqLXeYsdqY5+CpkiMjhwGTgcFwbp+8AL4lIb2A6cIuqvpD1VLaQyavv5IMtH6Y9f224lptWTwbgkE4HcVW/iQnnPeussxg1ahQXX3wxRx11FABLly5lzpw5VFRUMHbsWObNm8d5551Hjx49+NWvfsXPf/5zHnjgAcLhMP3796dbt268+eabDBkypH7MBYCamhqmTJnCwoUL+eyzz+jRoweffvop++67LwDHHnssxx57LBs3bmTy5MnstttuzJ8/nx//+Mf165gxYwYjR46sT1ttbS2rVq1qtP2FCxey++67U1BQwJdfflk/uGBlZWV92o444ogG+xWxceNGCgoKeO6551BVXn/9da6++mr69evXYDsjRoxgypQpDBgwgM2bNzeK5cCBA3n//fdZv349Bx98cKMY/+xnP6Oy0tWNTVQ4SLS/kXVcccUVjdbxwQcfEAqFOPDAAwEoTtLDRkVFBbNmzWLIkCEAHHDAATz88MOMHz+eIUOGMG3aNCtkmFZp+7pyald90Wj6ukcfZMe68vrPBV26Et5e625Ykgz6GiguJlial+NI5UzP750BEH8g2BNOrP/eNGaxy5zFzmRb2oUMr4DxMrAGmAacF/lOVdeJSBCYALTaQkZzevLJJ3nxxRcZM2YMGzduBKCoqIiamhrKysqYPXs2EyZM4IknnqB///6cdNJJPPbYY5SUlNChQwc+/fRThg0bxsiRIxkzZkyDdZeUlHDOOefQu3dvKioquOyyyygsbHxop06dytlnn83AgQMbFDDAFXhGjx5d/7m4uDju9keMGMGJJ57IxIkTOfLIIxu8YYikbcWKFQ3266CDDmqwrRNPPJG+fftSW1vLoYceym233dZgO2vXruXyyy+nb9++nHfeecQ6/vjjef7559m6dStHHHFEoxifeuqpLFq0iL333jvh8Yi3v5F1LFiwgNLS0gbrePTRRxk1ahRLly5lxowZ9QWElStXsnbt2vr1BINBhg0bRllZGfvtt1+j41RRUUFZWVmD/xvTWoRqa/niN78iVL0p4TwdDxhCrzPOpsOAgdRtrmbFz3+S/M2GVcFopKUHgm1LLHaZs9iZbPPzJuMm4L/AN4FOwPkx378KnJOldOVE5E1EqqpS0YoDxWlVmTrjjDMYNWoU27ZtY/bs2QA8/PDDnH/++YTDYaZMmcKee+5JeXk5y5Yt46677uKdd97hlFNOqb9ZnTlzJl27dm207nfffZdp06bRsWNHVqxYQUlJCZdcckn99+FwmNtvv52RI0cyePDguOnbZ599WLJkCSNGjADck/1QKNRo+5Gn+uFwuFG1qEjaYvcr1ldffcUjjzzC5MnuLVDsdm655RaKi4sJBoNxC0sdOrj62mVlZQ3SEIkxwJw5c+rT061bNzZscONIbtiwgdLSUnr27Nlof6PXce+997JkyRIGDRoEwJo1a+jXrx/Lli2jY8eO9dutq6ujrm5nnfNwkie23bp1o7q6mrKysgb/NyafbXzxeTa++Dxhwmxfvap+eqdvHNJo3i7fPJxuR4ys/2xVMJrGBoLNnMUucxY7ky1+ChnDgeu80b/j1UH5AuibnWTl1uBO+3NV31+kLGikW8BIZPjw4dx333306tWrftrhhx/OunXrKCgo4JxzzuHOO++kT58+dO7cmX79+sVdz7Bhw3j11VeZMGEC06dP5+KLL27w/cMPP8xbb73Fpk2bWLlyJcOHD2fevHkN5hs7diy33HILL7/8MnV1dZx00kkpt7/ffvsxderUBjfZifYr2k033USvXr2YMmUKY8aMabSdsWPHMnXqVPr3758wdldeeSWBQICnn3467vd77rkn77zzDgAjRozguuuu45NPPqGyspJrrrmGLl26NNpfgOnTp/PGG29QVVXFuHHj+OCDDwA45ZRTWLx4Mbvuuiu1tbWEw2ECgQCDBg2qL4hEW79+PcuXL+ftt9/m1FNPBaC8vLw+htH/NyZf7aiqYt3Df2s0vWzcD+h+/ElprcOqYBhjTPsUSPbkNZqIVANXqeo9ItILWAccq6oved9fA1yhqj2bLbVZ8t5771UFg8HSgw8+mJUrVwLupjRWsjcamRYwIm0YIk/jY9LFQw89xKRJk+jSpfFIuCZ94XCY66+/nhtvvDGn64jYsGEDd9xxB5MmTWLz5s1Mnjy5wXqTnYem9Yr0oS6tsEvLbf9dypq7b6fu642U7LUPu5x3EQCBoiIKe/epH0AvXY1H/G67VTBa83E3mbPj3v7k+pgvWrSIurq6jUOHDs3Lhm1+3mQsAo7DjfzdgNce4wzgX1lKV15I9EajqW8wEhk6dChDhw7N6jrbq0AgwJgxY9i6dWtGPUNlax0R5eXl9Y31y8vLueCCC5q0PmOa044N6/nydzeA95aydOQoinfbvUnrtCoYxhjTvjTuBzWxO4DvisjvgEg9j44icgjwNHCgN0+bEiloFAdcw+DmKmCY7Bs2bFiTCwfZWAfAgAED6qt/DRw4kD322KPJ6zSmOVS//y4rJv60voDR87Qz6Doys+62jTHGtF9+BuObJSITcV3Y/p83+R/e3x3Az1tr97WhUCjp95GCxtTy+/lJnwusgGGyLtHYJ8a0lNq1q1l1y03UVVXWT9v92pvosPc+OUyVMcaY1srXOBmq+nsRmQGcDuwLBHA9Tj2lqp83Q/qaXVFRERs3buSzzz4jGAwmnK8LnbgycCmsg5WszHh7kUbSybZl2p5kx72uro6amhpKS0tbOlnGAFC7dg1f/uba+pG6i3btS7+JV1HUZ9ccp8wYY0xr5XvEb1VdBfyhGdKSE7vuuislJSVs3rw5afej2bJpk+tfvnv3vGyjY5pJsuNeWFhIaWkpPXr0aOlkGcOmt9/kqz/fXf+5/6TbKO63u++G3cYYY0w0P4Px/QM3CN8cVU0yslLrUlBQQK9evRJ2t5ptkd6lrBeh9sWOu8lHoa1bKH/g3vrPu1x0CSW7Je462hhjjEmXnzcZhwInAZUiMh14SFXbVG9SxhjTnmx6503CNTUADPzjfQS7NB7s0xhjjMmEn5amuwEnAy8AE4C3RORjEblKRHZrltQZY4xpFuFwmPVPPAZA7/HnWwHDGGNMVvnpXSoEzAXmikhX3LgY44HfAjeLyMu46lSzVHVrM6TVGGNMlmz4+/T6ht4dBx+Y49QYY4xpazLqM1NVN6nqX1X1KGAQMAM4FngYWCsifxER6+fVGGPyTDgUonLuHCqfmQ1Ax/0HU7yL9SJljDEmu3z3LhUhIr2AccAPgaHAFuDvQA1wFnCuiPxIVadlIZ3GGGOaaP2sGVTO/vvOCcEg/S6/OncJMsYY02b5KmSISCHwXVzB4gSgGPgncAHwpKpWe/NdiXu7cROuCpUxxpgc2lG5oUEBo+P+g+k38ZcECjN+1mSMMcYk5KcL23uAM4GewJfA7cA0Vf1v7LyqulFEHsRVnzLGGJNDtatX8fk1lwNQ1GcXdr/+twQ7d85xqowxxrRlfh5hTQCexr2ZeEFVU41c909vGWOMMTkS2rqVz3/9f/Wfe48/3woYxhhjmp2fQkZfVd2Y7syqugJY4TdBxhhjsmfjKy9CXR0AfS+7kk5DDspxiowxxrQHfrqwTbuAYYwxJnfCoRDl909l27Kl7Njosu4eY06j8yFDc5wyY4wx7YXfht99gPNxvUl1p3EXuGFVPSZLaTPGGJOBrZ98xKY3X6//XNi7Dz2/+70cpsgYY0x746fh9/7Aa0AX4FNgCPAR0APoBywDvmiGNBpjjPFh44L5AHQe9k16nT6Owp69CBQV5ThVxhhj2hM/g/H9DtgODAaOAQLAZaq6O27k7x7A5VlPoTHGmLSFQyE2v78QgG5HHUPxrn0pKC7OcaqMMca0N34KGSOAe1X1MyAUvbyqPoIbiO/W7CbPGGOMHxsXzAOgoFNnOg0+MMepMcYY0175aZPRkZ3VobZ5f7tGff8ubgRwY4wxLWzbf5dSNf9Zqhe+DUDXI0YSKPDzHMkYY4zJHj+FjFXA7gCqukVE1gGHALO87/diZ+HDGGOMT3Wbq6le+A51G6sIlnany6HDCXbu0mi+7RXrqNtY1WDa6j/cSmjTJvchGKTn98a2RJKNMcaYuPwUMl4DTgBu9D4/BVwuIrVAEPgZOwscxhhj0hQOh9kw60mq5j4DBQWEa2oIlJRQ8eg0uhwxkh0V6yDsxj8NVVdTs3J5wnX1Of/HdPrGIQQ7dWqh1BtjjDGN+Slk3AUcJyIdVHUbcDUwiJ2FjpeBiX42LiKnA2fjusQtww3e9yBwl6rWRs03EPgD8G2gFvgHMFFVN/jZnjHG5KMNs56kat6zhLdvr58WrqkBYNMrLyZcrmTQXg0+dzn0MLqNOLpZ0miMMcb44WcwvsXA4qjPXwOjRaQUCKnqpgy2fwWuYPF/wFrgcOB64H+AMwFEpCuuAFPhTesMTAb+ISIjVDWcwXaNMSYv1G2upmruMw0KGPH0Gjeekt12AyBQWESHvfclUOhrqCNjjDGmxTT5CtXEkcC/q6rroj6/IiJh4HcicqWqfg78COgLHKGqqwBE5Evgn8BJwDNN2L4xxuRU9cJ3IEUD7UBxCQUlJXQa8o0WSpUxxhjTNAkLGSIyMpMVquprPuZdF2fye97f3YDPgZOB1yIFDG+5N0VkBfBdrJBhjGnFdlRV1leNSiS8vbZRQ29jjDEmnyV7k/EK4KcqUsCbP9iUBAEjgTpgqff5AODxOPN95H2Xkbq6OlQ108UztmXLFoCcbNvkjh339inpcd+ymcCbrxNY+BaBFOsJFxZSsW0b6+z8aRXs994+2XFvf3J9zOvq6nKy3XQlK2SMarFUeEREgF8AD6hqhTe5BxDvEV4lMKCFkmaMMdlTuYHgn/+Q/vzhMOH9BjdfeowxxpgsS1jIUNVXWzIhItILmI0b8O/y5t5eMBjElWlaVqS0m4ttm9yx494+xTvu4VCIz6+5nEgz79JjTyBQXMzGBfMI19Y2WkeguIQeJ5xIr28c3BJJNllgv/f2yY57+5PrY75o0aK8fpuRUcNvEQkAvb2P65raw5PXg9RcoAvwLa/nqohKoHucxXoA1oWtMaZVCNfVserWm6lZ/hnhWtcGY7err6ej7E84HCZQGNw5TkZtLYHiYgiF6H7CifT83hk5Tr0xxhjjj69ChojsA9wMjMZ1JQuwWUTmAtdpBpXSRKQE9wZjL2CE16NUtI+J3/biAOAFv9szxpiWVjX/WSoef3jnhECA3j88n46yv/cxQK/TzqT78SfFjPh9GMHOnROs1RhjjMlfaRcyRORQYAHQCZgPRAoU+wGn4cbMOEZVF/pYZxCYDnwTOEZVP4oz2zPAJBHpp6qrveUOw7XHmJPutowxpqVsXarsWFdOYM0aACrmzKz/ruz74+l29LEUFBc3Wi7YuQulRx/TYuk0xhhjmovfEb83A8NV9ZPoL0Rkf+Alb54jfazzHuBU4Dog4BUeIpZ5Xdz+BfgZMFtEbsAVciYDb2Hd1xrT6tRtro55Wj+cYOcuuU5WRuo2fU3lc3MgFKqfVrt2NVv+/QEA0aNfBIpLGPjH++IWLowxxpi2xk8h43+ASbEFDABV/VhE7gGu8bn9E7y/N3r/ok0Apqnq1yLybeAPwBPAdtwbjF/YaN8ml9rSzXJLCIfDbJj15M52BzU1BEpKqHh0Gt1Hn0zP751BIJCqM9fcCG3dQqimlq0fLSa01XVZWLd5MxtmPpFwmUBxCXX7uMaA3bp1o8uw4VbAMMYY0274KWSsA7Yl+X6bN0/aVHVAmvMtww3KZ0zOteab5VzaMOtJquY9S3j79vppkUHoquY9C0Cv085s8XTVVVcT2rY16vMmtuknbP7wA8K1teyo3MCOiuRZW+l3RlPYs1f954KSEroeeRRLly8HYFfrbcYYY0w746eQcS/wIxF5QFUb9OokImXAj4Cp2UycMfkoX2+W81nd5mqq5j7TIGbRwrW1VM19hu7Hn5z1hs47qirZ9tkyAGq/WMn28q8g7F6Cbi9fy7b/Lk22eAPB0u4U99uNor79AAgUBCk99jiKd+2X1TQbY4wxrZ2fQsZqYAuwVEQeBT71pgvwfWAlsEZExkcvpKoPZSOhxuSDdG6WK+c8Te2XXxAo3PnzCmzaBMDarl1bJJ35Znv5V4RT9OUdrqtj9W03U9Rnl/ppNSuWs319RX2hICNR7SWSKexVtvNDIECnIQdRvPselOyxJwUdO1LSf8/M02CMMca0M34KGX+L+v8lcb7vATwQMy0MWCHDtFrhUIjw9loIw5Yl/2HzovcIh1Lc8IbDbH7/3QaTIg2Aq5snmW1DKETNiuXUrFie9VUHioroOPggAgEgGKTzN/4HCtxRKejQkc6HDCVQUJB8JcYYY4xJm59CxqhmS4UxeSQcDrP1k4+oWbmCDU9NJ7wj/luLZDofehhdhn2z/vOa1a4r0779+mYtna3Jlo8WU/3P1wjv2JFwnkBhIV2OGEmnA4Y0mF7UZxdK9hjQtAQUFFg7GZNzS7Z8zNTy+/lJnwsY3Gn/XCenVbHYZc5ilzmLXdOkXchQ1VebMyHG5IvNH7zH2rtvbzAtUFwCAVcnf0fFuqRVcAIlJXQafCBdh3+rftpqb5zKru20AXCnIQdR/ebryWcKBCg742wbfM60SUu2fMzkNXdRG65l8pq7uKrvL+ymJU0Wu8xZ7DJnsWs6qx9g2rVwOMz29RVsX1de/6/8ftd/QdEuu1L67ePY43d3stdfHmSvex+k//WTCASDyVcaCtHl0MOSz9POBDt3ofvokwkk6MI1UFxC99HZb/RtTD6IvlkB6m9almz5OMcpy38Wu8xZ7DJnscsOP9WljGlTwuEwq2+9ma0fL4n7/W5XX09h9x4NpkVulqvmPUu4trbRMoHiErqfcKLdLMfR83tnAOzs+re21hU6QiG6n3Bi/ffGtCWxNysR9nQ0NYtd5ix2mbPYZY+9yTDtVsVjD9UXMILdSinsVeb+9e5D2bjxjQoYET2/dwbdTziJQFERgZISCAQIlJQQKCqym+UkAoEAvU47kwG/n0rZuPH0PPV0ysaNZ8Dv/0yv0860NhOmzU3AYgMAACAASURBVEl0sxJhT0cTs9hlzmKXOYtddgXCTekaspV67733qoLBYOnBBx/c4ttWr26+tNO6+fni6zdera8W1W3UsfT54QW+19F4xO/DEr7BsOPePtlxb17hcJh3Nr/LUxtmsSOcvIvkllRbW8t2trMpkH5/cj2CPSgpsBHhAWpCtVTWVaY9f77ErtZ7u12coFpoS2itscsHmcQusAO60oVfD/olXYItX4Nh0aJF1NXVbRw6dGj3Ft94Gqy6lGlXar78grV/+j3bV68CoLBnT3r/4LyM1hXs3IXSo4/JZvKMaXWa2vtKKBzinep32Rza4m85Qjyx/infy7WIDF7KVdZVQv6Uk1qVvIld5Lj775AwZ/Imdq1QZV0lBGBjeCOb6jblpJCR79IuZIhIH1Utb87EGNPcKh5/qL6AAbDHpDtsfARjMuS395VwOMzGuq+p2LGeGRtmURuqZXnNSraFtzUpHXsU9+fSXX9MkBSdMrSQ5cuX8wWreKZwPtvDqe84iwJFXNj7XPbpsFcLpC7/Ld22jPvWTWt1sVu+3I3xM3DgwJylobXGLh9kErvCNQV0pCN9i3dtgRS2Pn7eZKwSkbnAg8AcVY1fYc2YPLX5w0VsXfIfAPpdcQ0dZX8CRUU5TpUxrVOi3leiCxqhcIiKHesJE6YuHOL2NX9g9fY1cde3V8lA9izZw1caCghwVLcj2afD3k3bmSz7mo30oidD+g5OWr8boDhQbA1JY/Qt3pVehT1bXey+ZiNATm84W2vs8kEmsdM12oIpbH38FDJ+D4wDTgYqRWQ68KCq/qtZUmZMllU+OxuAkgGD6DTkoBynxpjWK53eV/bqMIgrP/8V63ZUNFq+S0FnOhV04vSep9KrsCddgl3Ys6R/SyW/xQzutD9X9f1FwpsWu9FLzGKXOYtd5ix22ZV2PRFVvRLYAxgNzAN+CLwlIh+LyC9FZPdmSqMxTVY1/1m26ccEiovZ7aprc50cY1qtdHpfmbT6Nn702SX1BYxehT3pU9ibPoW9ObfsHO4fdA93D7iNkd2OYHCn/dtkASMictNSHGjYuNZuVlKz2GXOYpc5i132+KqMrqohVZ2vqmcDuwIXAGuAScAKEXleRM4WkY7NkFZjMhLesYP1M58EoNuRR1PQsVOOU2RM65SqgBERIkSt1/p1Qtk53DPgTu4ecBt3D7iNE7of2xJJzSuxNy12s5I+i13mLHaZs9hlR8YtXlW1WlUfAH4GzPDWdSzwMLBaRG4WkQ7ZSaYxmSt/8H7CNTUA9DrrnBynxpjWa2r5/SkLGNFKg6Uc3w4LFfFEblrKCnvZzYpPFrvMWewyZ7Fruoy6sBWRMuD7wHjgEGAr8AjwAFAD/AS4GhgInJ2VlBqTgdrVq9j0+isA9DrzHApy2H+5Ma1Zxfb1fKvLcP5R9Vxa8xcHirl0lx83c6pal8Gd9uePA+7IdTJaJYtd5ix2mbPYNY2fLmyLgDG4gsUJQBHwJvAj4ElV3RQ1+5sisgy4PItpNca3jS+9AECwR0+6n3BSjlNjTOtTXVfNm9X/4m/rHkp7GataYIwxxs+bjK+AUmA1cDswTVWXJpn/E8BGJjE5Ew6FqH73HQD6TLiQQCCDEbKMaafC4TBzNz7PQxWPN5j+jU4HcljnQ3mg4hHrfcUYY0xCfgoZ83HVoV5Q1XCqmVV1OjA904QZ01S1X6ykrqqSwp496XTgwblOjjGtyvtbFjUoYAzuuD8X9TmPPkW9AehT1LtRI3ArYBhjjIlIu5ChquOaMyHGZNuGObMAKBm0j73FMMantza5IZAKKeTPA/9Al2DDF9Ox/clbAcMYY0w03w2/RWR/3IB8A71Jy4FnVfWjbCbMmKaqXb0KgE5DDsxxSoxpPULhEL/+8maW1XwGwA27X9OogBERKWhMLb+fn/S5wAoYxhhj6vlp+F0I3IMbGyP2sfAtIvJX4CeqWpfF9BmTkdC2bWxfsxoCAbp+a2Suk2NM3vu85gserpjOf7YuqZ82pOMBDCoZkHQ5633FGGNMPH7eZNwEXAg8BvweUG/6fsDPgfOB9biua43JqcpnZ0M4TIe997Vua41J4rmq+czY8DRbQ1sbTD+n15mc3GN0jlJljDGmtfNTyDgXmKmqsaOZLQQio3yfixUyTB7Y8tFiADoPPTTHKTEmP4XDYW5b83ve3/Lv+mklgRJ+tstFDCjZk7KiXjlMnTHGmNbOTyGjK7AgyfcvAMc1LTnGNN2WjxZTs8z1rtxt5Kgcp8aY/BEOh3l502t8UfMlL2x8mR3sAKB7sJQ79vgtHQs6UhAoyHEqjTHGtAV+ChnvAMOSfD8MeLtpyTGmaWpWrvh/9u49Ps6yzvv4ZzLJJD2fS8uxHC9KFxERBEVhUVdA0AUFXDzgKrqLhxX0cfFRF1mPi7uIrrqoy3pCdMEDjxwEQUDwiIiCWOsFAuXQFnpM2zRtJpm5nz9mkqZpkuZOZzLJzOf9evWVzH3fM/PNTAvzy3X9rouVn/44AG2HBLJTptY4kVR7D3b+ka+u+SZru9dRYMe2uROmHc8/zn+rK7BJkioqTZHxTuD2EMJHgc/FGNcBhBDmUOrJeHn5j1QTPe3tPPWRD5RuZDLMPfe82gaSxoE/b32YT638jx2OHdx6IM+feiSHT/orDmhbVJtgkqS6NmSREUJ4bJDDrcCHgA+FEDaUj80qf10H/Ag4sKIJpRFa/4Nr+77f79Ofo2Xe/BqmkWpnU2EzX3z2Kzy67TE6ilv6jv/LnhezV24hM5tn1jCdJKkRDDeS8SSwy529pfFg2/LH2XTPXQAseOeFFhhqWGu61/LuJ/7PDsdaMzku3/dTNnNLksbMkEVGjPHEMcwh7ZZ13/02AJm2NqYcdUyN00i1UUyKfLLf1KhXz3wlp886hbamNpozqfdelSRp1Py/jia8TXffydalDwGw1//5EJkmV8dRY+hJerhm7bWs7lkLwPKuJ1jXsx6Ay/b5KPu17lvLeJKkBmaRoQmv/bYfAdCyxwLaDjq4xmmk6vjOuu/xy82/Juk3i3Vtz7pBrz15xsstMCRJNWWRoQlta1xGfsXTAOxz6SdrnEaqjke2/YUfbrhpyPMnTX8Jz5v8XADamtpYMmnxWEWTJGlQFhmasJIkYe13rgagLSymadLkGieSKq+9ZyP/8nRp75e9c3ty8cL37nC+tamV6dlptYgmSdKQLDI0Ya3/wXV0LS+ttLzH295R4zRS5f1uywN8etVn+26/b8E/Ma9lbg0TSZI0MnbIakLqXreWDTdeD8Cs0/6WlrnzapxIqqytxa1c8cwX+25fuOAdLMwtqGEiSZJGbrdHMkIIJ1LakO+OGOOm3U4kjcCGH34fgJb5ezD71a+pcRqp8u7Y+FO6k24APr73JRzUdkCNE0mSNHIjLjJCCP8KvDjGeFK/YzcBpwAZYFUI4YUxxicqH1PaLikW6fzjgwDMPfdNZFpaapxI2n1JkvDtddfxRNdTJCQ8tHUpAG+e+wYLDEnShJNmJOMs4NbeGyGE04BTgcuAB4H/BP4FOL+SAaWBupY/Ts/69TTPnsPk5xxZ6zjSoJZ2LuM/m67kjOJpBMKQ19228U6uX38DGwrtO53LkuXE6S+uZkxJkqoiTZGxNxD73T4DeDTG+H8BQgiHAm+uXDRpcF1PLgdgUljsxnsal5Z2LuOyVVeQz+S5puk69unchyWTd15W9rdbfs9X13xzh2PHTz2OF097IQD7t+1HW1PrmGSWJKmS0hQZGei3CxS8FOi/cPuTwB6VCCUNJ79qBQAte+5V4yTSzvoKjCQPQHemh8tWXcHFCy9iyeTF3LjhR/yy4146CltYU96pu5lmPr/oP8hlWpiSnVLL+JIkVUSaIuNR4OXAV0IIxwL7ALf1O78XsLGC2aSdFDo72fjj0g7fuT33rnEaaUcDC4xe+STPv636DEdPOYpfdvx6h3OTMm1csd9lzGyeMZZRJUmqqjRFxpXAlSGEP1AqMJ4Eftzv/IuAP1Ywm7STjt/8qu/7SYceVsMkjWdp5zKuXH0VF8w/f9CpP41uqAKjV3fS3Vdg7JPbm3fs8TZaMs3s1bInmUxmLKNKklR1I57QHmP8MvBW4C/A9cArYoxdACGE2cA84DvVCCn12vL73wIw69WvITvFaSVjpfcD9NqedVy26gqWdi6rdaRxZWnnMj6x8t+HLDD6a6KJN859Hfu37sfeub0sMCRJdSnVPhkxxq8BXxvk+HrgqEqFkgbq2bCebY88TOeDvwdgynOfV+NEjWPgb+jzSX6HHoNGt7Z7HR9bedmIry9S5Curv8YXFl1exVSSJNVW6s34QgjTgGOB+cBPYozPVjyVGlZhSwcd991LYWM72RkzmXr0C8g0N/Pkh95PsXMLANkZM2ndb/8aJ20Mw/UYNGqh0VncyqbCZgB6km4ufvKSVPfPZXJcMN+VviVJ9S1VkRFCeB9wKTCF0kpTLweeDSHMo9SjcWF5WpWUSpIkrL/+OtpvuQmamki6usi0trL2mq9Dtplk21ayM2fRuugA5px59rhcurajsIU/bf0zRYo7nVvJSgA2dGwa61ij9lTX0/xww8300DPo+XyS51MrL+fVs17JPq2N0YS/rnsdV6/730HPnTP7TK7fcNOwU6ZymVxDFmaSpMaTZsfvNwP/Dnwf+BHwP73nYoxrQgg3AmcCFhlKbf3119F+680k3d19x5KurtI35WPzz3srU458/pjmSpKE7qT0/A9t/RNbi51sLW7joc6lO6znDHDflvuHfqBs+eszVYlZMz308P0NP6x1jJqY3zyv7/vTZ53Cy2ecxCFtBw/Z/G2BIUlqJGlGMi4CbokxnhVCmDPI+d8D76hMLDWSwpYO2m+5aYcCYydNTbQdUp0PZwNXTeosbuVra65mY88mHu16nC3FLake78jJR9CSadnhWEdHaXrN1KnTKpa7mh7o/MOImph75TI5njv5OVVMNH60NuU4Z/ZrmNuy838Gl0xezMULL9qp0LDAkCQ1mjRFxiGUlrEdyhpKK0xJqXTcdy/sYvpTpqWFjvt+zYwTX1rR5+7fc9DbY3Dbxju4d8tvd7iuJdMMZNi/dT/mNc8lQ4YD2vZnbvPsHa7bt3VfFrTM3+l5YowAhIWhovmrZVfLsfbnB+gdDSw0WpJmLt7T10eS1FjSFBlbgOF+DXsAsG734qgRFTa2b58aNYQkn6ewsb2izzvYqkmfWnl5Xw/CWbPP4JC2g1ky6VCaMuOvB6SahvqN/EAWGIPrff3+c8WVnFE8zddHktRw0hQZPwNeH0L4j4EnytOn3sqOm/NpgkiShG2PRNZd922SwuBNvtWUX/H0Lq/J5HJkZ8ys2HMO9Zv63gJjYcsevGb2qyv2fBPRrgoNC4zhLZm8mPcW31nrGJIk1USaIuNS4BfAPcA15WPHhhCOAN4LTAI+XtF0GhPrv/+/bLhpnDfvFotMPfrYijzUSKYCrelex9LOZQ3/AdoeA0mSNBojLjJijA+GEP4G+G/gv8qHe4uKCJwVY3y4wvlUZcWurr4Co2nSZOae+yZye+0z5jk2/fwuNv/8HpL8zh/8M7lWZp58akV2+B5pr0EPPQ27D8RAAwsNCwxJkrQraXf8/iWwJITwHCAAGeAvwO9jjANX9NQEsOab5ZWIMxn2/6//IZPJ1CRH6/4HkJ06bfs+Gfk8mVwOikVmnnwqs884uyLPc+Xqq0a8alI+yXPl6qvcmZnthUb/VbgkSZKGknrHb4AY4x+AP1Q4i8bQtuWPs+0vD9Nx/28AmHfe+TUrMAAymQxzzjyHma945YAdv4+tyAhGrwvmn59q1SR3Zt5uyeTFFlySJGlERlVkhBCmALMpjWTsIMb45O6GUnVtuucuVn91+56JbWFxxZeGHa3slKlVzeKqSZIkSdWXZsfvHPAh4B8Yfj+M7DDnVGPFbdt2KDBmvPwUZpz08homGnsHtx1IkhSHPG+BIUmStHvSjGR8llKBcQNwN7ChKolUVeuuv670TXMzB37p62SaRzWYNaF9auXldJeXqm2muW/ZWrDAkCRJqoQ0nzDPAb4RY3xLtcKo+rb+aSkAc848pyELjMe7nmDZttLu2+9d8G6mNE121SRJkqQKS7ONcQ74dbWCqPqKXdvIP/0kZLPMeNkrah1nzBWTIp9cUdpL8ugpR3HM1KP6ejTmNs+xwJAkSaqQNL/Kvgd4PvCVKmVRlXU/swqShJY9FtCUy9U6zpjpLHTyy47fcOvG29hc3AzAa/vt5u2qSZIkSZWVpsh4J3BHCOFdwJdjjN1VyqQqya9aBUBuwZ41TjK2PrHyP3i067G+26+fczb7te5bw0SSJEn1bcgiI4Tw2CCHpwKfAz4TQlgFFAacT2KMB1Ywnyqo+5mVALQsWFjjJGPnl5vv7SswXjDl+Rwx+XBOmnFCjVNJkiTVt+FGMp4E3MW7juTLRUZuYeOMZPyo/ccAHDPlKC5a+K4ap5EkSWoMQxYZMcYTxzCHxkB+xdMA5BbuVeMkY+PW9tv5S9djTGqaxDv3eHut40iSJDWMNKtLaQJLenrIryqPZOy1d43TVN+ftz7M19deA8BLp59Aa1NrjRNJkiQ1jjQ7fr8OOCXGeN4Q578O3Bxj/G6Kx9wb+ABwDHAEkIsxZgZcswh4fJC7r4sxzh3pczW67mefgZ4emufOo2nSpFrHqborV18FwNSmKZwz5zU1TiNJktRY0oxk/BOQH+Z8F/CelM9/EPBa4FngN7u49lLguH5/Gm+jh93QteIpAHJ71/+qSpsKm3i2ezUAH937w7RkWmqcSJIkqbGkWcJ2MfCtYc4/QKlgSOOeGOMCgBDCh4Hjh7n20RijmwGO0tY//gGA1r3rf6rU7RvvAuCwSYeyZ65xVtKSJEkaL9KMZLQAw82zmQy0pXnyGGMxzfUanSRJ6LjvXgAmHbqkxmmqq5gUuXvTzwE4fupxNU4jSZLUmNKMZPwJOB0YamvkVwFxtxMN7Ypy38cm4Dbg4hjjE6N9sEKhQIzVjDu4zs5OgLF97mefIbu19LxPZVugBj/3WHmER1mdXcPMZAYLn5lPfGZ8/Kw1ed9Vc77vjcn3vTH5vjeeWr/nhcLA7erGlzQjGV8CXhJC+FoIoW8N1BDC3uUP/8cDX65wPij1elwJvA04CfgIcCLwyxCCjd8jkFm7BoAkHAZN9bugWELCD5puBOB5yRE0uXiaJElSTYx4JCPG+NUQwvOAdwBvCiFsorRZ3wwgA3wpxljxIiPGuKr8nL3uCSH8DPgtcAHwsdE8bjabJYRQgYTp9Fa7Y/ncGx57mHXAzH33Y14Nfuax8tU136Rz41YATl30CvbOjZ/9QGrxvqv2fN8bk+97Y/J9bzy1fs8feOCBcT2akepXvTHGdwEvAb4I/Ar4NfAF4MUxxncMd99KijE+ADwMPH+snnMi6ymPZDTPnl3jJNVz3bofcNvGOwE4ftpx46rAkCRJajRpejIAiDH+HPh5FbKMRlLrABNB19Pl5Wv32qfGSaojSRL+34abADigdX/eOd/dvSVJkmppxCMZIYTHQgivGub8aSGExyoTa5dZngccAtw3Fs83kSVJQv6pJwFo3ac+98j4/LNfokiRaU3T+Pje/0Imk9n1nSRJklQ1aUYyFgFThzk/FdgvbYAQQu/eGksG3F4eY/xtCKF3NatfAeuB5wAfBFZQagjXMHrWr6PYuYWmqdPIzpxV6zgVtyK/kl92lJbnPX3WKTRlbPaWJEmqtbTTpYabnnQIsHkUGb47xO1vAG8GllJq/H4LpULmWeAG4JIY4/pRPF9D6T+KUW+/4X+qawXvf+pDADxn0l/xqlmn1jiRJEmSYBdFRgjhPOC8foc+HEJ42yCXzgIOB25JGyDGOOwn3xjjV4Gvpn1cleRXrgDqrx8jSRI+vvKyvtuvnf23NUwjSZKk/nY1kjET2L/8fQLMo7Szd38JsAW4GvhQRdNpt+VXlYuMPfescZLKWp5/ko2FTQBcse+/sTC3oMaJJEmS1GvYIiPG+DngcwAhhCJwYYzx22MRTJXRXS4yWhbWx5KuSZLw9bXf4scb7wDguKnHWGBIkiSNM2k247OjdoJJkoT8ypUA5BbWx0jG0/kVfQUGwCtmvKyGaSRJkjSY1PtkaOIobN5UWllq0mSyM2bWOk5FPJUvjczMbZ7Df+73764mJUmSNA4NWWSEEB4HisChMcbu8u1dbX6XxBgPrGRAjV7vylItC/esm5Wllm5dBsCLph5rgSFJkjRODTeScTeloqI44LYmgMKWDtZdX1oNuKklR2FLB9kpw21zMn5tK3bx8LZHuH3jXdy35X4ADmzbfxf3kiRJUq0MWWTEGN883G2NT0mSsP7662i/5SaSnh4Atj76MMsvvICZp5zG7DPO3u1RjaWdy7hy9VVcMP98lkxeXInYQyomRT741EdY2f1M37HDJy3heVOeW9XnlSRJ0ug536TOrL/+OtpvvZmkuxuS8sBTTw9Jdzftt97M+uuv263HX9q5jMtWXcHannVctuoKlnYuq0DqwW0rbuNDT/9rX4FxaNshnDP7NXxor/fTnLGdSJIkabwa8Se1EMJKSlOm7gHuiTEurVoqjUphS0dpBKO7e9DzST5P+y03MfMVp5GdMiX14/cWGPkkD0A+yXPZqiu4eOFFFRvRuHPj3dy/5fcA3N/5QN/x02eeyuvnnl2R55AkSVJ1pfl18G3AS4BzgCSEsB74GaWi427ggRijPRs11HHfvdC0i8GppiY67vs1M058aarHHlhg9BpNobG2ex3fXPttthW7djjeXmjnyfzTO11/+sxT+Ls5r02VV5IkSbWTZp+MNwOEEPYBTgROoFR0/C2lhvBNIYRfxBhPq3xMjURhYztJV9ew1yT5PIWN7aked6gCo9dICo3bNt7B9etvpEixb6fuoezVsid/N/csABa27MFeufrY40OSJKlRpJ7YHmN8CrgauDqE0Aa8BvgQcChwSmXjKY3sjJlkWluHLTQyudxOe2ZsLnTw000/44YNN9NDYYdzhaQwZHHRXz7J87GVl5HL5MhmsjueTBK2Jtt2zEGGt847j3nNc3Y43trUSmg7uG6W3JUkSWpEqYqMEMIk4IWURjFOAI4BcsDDwH9TmjalGpl69AtYe83Xh7+oWGTq0cfucOiTK/+dx7ueqEiGfJIfcqHjxW2B9yx4BwCTmyaRa8pV5DklSZI0vqRp/P4F8HwgCyyl1IvxeUpN4KurE09pZKdMZeYpp5VWl8rvPPqQybUy8+RTd2j6fqjzT30FxlFTjuTcOWcxK7t9pGPZ1sjnnr1yRKMZuUyO9+xxAYsnhUHPT2qa5AiFJElSA0gzknEcpY35vgv8ALjb4mL8mX3G2STdPbTfcmPpQCZDJpeDYpGZJ5/K7DO2r9C0tHMZn1j5aQD+atJhvH/he3Z6vKOmHsnFTRcN25MBpQKjkqtMSZIkaeJKU2SczPZpUlcDLSGESGmK1N3AT2OMzwxzf42BTCbDpEMPo/2WG2meN5/px59AdsZMph59bN8IxqbCZu7ceDf/u/57ffd7y7w3DvmYSyYv5uKFQxcaFhiSJEnqL83qUrdRWsaWcsP3C4EXUyo63gS0hRAeiTEeWo2gGpnutWtYdcVlAEw79kXMfvVrdjhfTIp8+KmPsrpnTd+xy/f9JHvmFg77uEMVGhYYkiRJGmhUO37HGLcBjwCPAo8Bq4EMcHDloimtJElY8W8f7bs99fkv2Oma3215oK/AeN7kI/ivRVeMeInY3kIjlyk1bFtgSJIkaTBpGr/3Z/t0qROA/SgVFhsobcr3n7i6VE31rHmWnrWlAmL++RfQut+iHc4XkyJfX3sNAK+ceTJvnPu61M/RW2hcufoqLph/vgWGJEmSdpKmJ+PR8tc1lFaW+kz560Pu9D0+bHus9BZNOfIoph9/wk7nH+taztqedeQyOV4969RRP8+SyYv5wqLLR31/SZIk1bc0RcY7KK0otaxaYbR7etatBaB5/h6Dnl+ZXwXA86ccyfTs9DHLJUmSpMaSpvH7S9UMot3Xs34dAC2z5w56vrcXY17LvDHLJEmSpMaTpifjcGBxjPG6fsdOAi4BZgHXxBg/XfmIGqneIqN59pxBz6/uLhUZezRbZEiSJKl60qwudRlwXu+NEMJewA+BJUAL8KkQwpsqG09p9BUZcwYvMlZ1PwvAHi3zxyyTJEmSGk+aIuN5lBq9e70eyALPjTEeBtwCvLOC2TRCxXyeVZ+/nK4nlgODj2QkScLTXU8DsE/rXmMZT5IkSQ0mTZExE3i23+1TKDWCryjfvhE4pFLBNHLtt97MlvvvA6DtoEPIzpi50zVre9axNdnGjOx0m74lSZJUVWlWl1oL7A0QQpgCHAd8qN/5lpSPpwrY8tCDrP/BtQDMOv0MZp95NplMZqfrnsyXRzFye49pPkmSJDWeNEXBPcAFIYQ/URrFaAFu6Hf+EGDFYHdUZSVJwqY7b6fr6SfZdNdPAMi0tDDrtFcPWmAAPNn1JAD75JwqJUmSpOpKU2R8CLgd+F759mUxxkcAQghZ4LWUpkypCrY+Etl42y10/umPFLd07HR+v8u/QFNr26D37Ul6uHb9DwAIkw6uak5JkiQpzT4Zj4cQDgUOAzbGGJ/od3oycAHwYIXzCUh6eljxiY/sdLz1wIOZdtzxTDniSJqnzxjy/vd1/K7v+yMnH1GVjJIkSVKvVD0UMcYe4A+DHN9MaTlbVcGz/7N9H8R5b34bU444kqbJU2hqbR3R/Zdu/RMAx089jtamkd1HkiRJGi0btce57tXP0PGrnwMw5+xzmXHiS1M/xkPlIuOUmX9T0WySJEnSYNIsYasa2PCjmwBoC4uZdeqrUt9/W7GLZ7tXkyXLfq37VDqeJEmStBOLjHEsKRbZ8sD9AMx86StG9RgPdpZmt+2ZW0hzJVsG7wAAIABJREFUxoErSZIkVZ9FxjjWvfpZCu0byM6cxZSjXzCqx3iocykAM7NDN4ZLkiRJlTRkkRFC+EwI4ch+t/cNIUwam1gCyD9V2tuidd9FQ+5/sSsr8qsAOHnmyyqWS5IkSRrOcCMZFwKL+91+HDijunHU37bHHwWgdb9Fo36Mld2lImPfnP0YkiRJGhvDFRlrgP6fTEf3q3SNWn7F0wC07rvfqO6/pbCFjYVN5DI55jTPrmQ0SZIkaUjDdQLfBVwSQjgG2Fg+9vYQwnDzbpIY41srlq6BJUlC/qnlAOT2Gt0oxKruZwFY0LIHTRnbbyRJkjQ2hisy3g30AC8F5gMJ8JLyn6EkgEVGBfSsX0fP+vU0TZlCy4KFo3qMZ7tXA7CgZX4lo0mSJEnDGrLIiDGuAd7QezuEUATeEGP89lgEa3Q9G9YD0LLHAjJNoxuF6C0y9rDIkCRJ0hhK8+n174FfViuIdlTYtAmA7LTRLz27Ir8SgIUtCyqSSZIkSRqJEe/OFmP8BkAIoQl4HrB/+dTjwO9ijMXKx2tchU2lNpjs9Omjfoyn8qXG8X1a965IJkmSJGkkUs3DCSH8LbAcuBf4X+Da8vePhxBeXfF0DWz7SMboioyepKdvj4x9cntVLJckSZK0KyMuMkIIrwC+V775YeBMSvtmfJjS8rbfCyG8vOIJG1Rhc7nImD666VKr8s9QoMD85nm0NbVVMpokSZI0rBFPlwL+BYjAC2OMG/sd/2EI4YvAr8rX3F7BfA2rsLn0EjePcrrUn7b+GXCqlCRJksZemulSzwW+OqDAACDGuAn4GqVeDVVA73SpplFOl+otMhbl9q1YJkmSJGkk0hQZBSA3zPmW8jWqgN4iYzQjGUmS8PC2vwBw+OQlFc0lSZIk7UqaIuNe4B9DCDvtDBdCWAD8I6UpU6qA3enJWNOzlg2FdqY1TSW0HVzpaJIkSdKw0vRkXALcBfw5hPAt4M/l44uBc4FW4KzKxmtMSbG4vcgYxXSpuO0RAA6ZdDCZTKai2SRJkqRdSbNPxq9DCC8DrgAuGHD6PuCiGONvKhmuURU7t0CxSNOkyWSa09SBJXduvBuAQ9oOqnQ0SZIkaZdSfYKNMf4COCaEsAewqHz48Rjj6koHa2R9e2SMoh9jU2Ezy7ZFAA6fZD+GJEmSxl76X5MDMcZngWcrnEVlo+3HKCZFLlt5Rem+ZDmgbVGlo0mSJEm7lGrHb42NwqbSKsFp+zH+tPXPPNr1GABnzzmz4rkkSZKkkbDIGId6NrYDkJ2RbiRj6dZlACxo2YNTZrj5uiRJkmrDImMcKrSXiozmmbNS3e/JrqcAeN2c15BrGm5LE0mSJKl6LDLGoZ72DQBkZ8xMdb/VPWsB2KN5fsUzSZIkSSM1osbvEEIW2AvoiDGur24kda8pLdbVMnfeiO/zRNdTPJV/GoD5LSO/nyRJklRpIx3JyAKPAX9fxSwCkiQh/+RyAHJ778PSzmW8a/n7WNq5bMj7/GzzL7n4qX8BYFZ2JlOyU8YiqiRJkjSoEY1kxBjzIYRVQE+V8zS84ubNFLdupWnSZP6cW8WnV32WfJLnslVXcOK049lU3MyGnnYe2fYoCQlA31eAi/e8qFbRJUmSJCDdPhnfAs4NIfxXjLG7WoEaXfea0vYjTxw+g6+VCwyAfJLntk13Dnm/Q9sO4ZK9PkBTxjYbSZIk1VaaIuNO4JXAfSGEL1OaPrV14EUxxnsqlK0hFTo6eGy/Jq4+qZ3uJNnpfIYMZ8x6FQe3HcDhk5fQVJ7xZnEhSZKk8SJNkfHjft9/ERj4CThTPpbd3VCN7E/5R7j6nBa6m3cuMKA0Neqm9lu4eOFFNGdGtWG7JEmSVFVpPqXa9F1lSzuX8fkZP6a7KTPsdb09GhcvvIglkxePUTpJkiRpZEZcZMQYv1HNIIIrV19FvqkwomvzSZ4rV1/FFxZdXuVUkiRJUjqjmsgfQjg4hPCiEMKMSgdqZBfMP5+WwsjeklwmxwXzz69yIkmSJCm9VEVGCOGsEMJy4M/APcBR5ePzQgiPhBDOqnjCBrJk8mLe/sBBtOQH78folcvknColSZKkcWvERUYI4ZXA/wLPAP9KqdEbgBjjGiACr690wEZzwBNF3nhtN7lk8JlsFhiSJEka79I0fn8Y+DVwPDAbuHTA+XuBt6Z58hDC3sAHgGOAI4BcjHGnrucQwjzgM8Bp5cx3AP8UY3wyzfNNBIWN7Rywosh7W97Ap3u+SZFi3zkLDEmSJE0EaaZLHQF8J8Y41FyelcAeKZ//IOC1wLPAbwa7IITQBNwMvBB4G3AusB9wRwhhUsrnG/d6Nm0E4K9mPZfZzbP6jltgSJIkaaJIM5KR38X1+wCbUz7/PTHGBQAhhA9TGiUZ6AzgaOCYGON95WsfBB6lNHLyhZTPOW4lPT0UN2+GTIbstOl0rN0CwJzsbN6xx9ssMCRJkjQhpBnJuJfSB/6dhBDagDcCP0vz5DHG4q6v4jTgL70FRvl+TwI/B05P83zjXWHzJgCy06bTTQ/bkm0008wXFl1ugSFJkqQJI81IxieBn4QQvgN8q3xsUQjhDEr9GnsD51Q4H8BhwNJBjv8JeNVoH7RQKBBjHHWo0ers7AQY/LmfWUkW6Glr44FHHoQsTE4m8fDDD49tSFXcsO+76pbve2PyfW9Mvu+Np9bveaEwsr3VamXEIxkxxruB1wEvA24oH/5v4PuUeiReF2P8bcUTwiygfZDjGyg1oNePjo7S1ylT2ULpL+5k6q7tRJIkSXUuzUgGMcbvhxB+BPwNcAilZWz/AtwWY+yoQr6qyWazhBDG/Hl7q92Bz13Y0sHae+5gM9DWlGHmvMmwHuZOnkvYa+xzqrKGet9V33zfG5Pve2PyfW88tX7PH3jggXE9mpGqyACIMW4FfliFLEPZAMwc5PgsYP0Y5qiKJElYf/11tN9yE0mh1KLStfxxHv/65+FVTUzLTqtxQkmSJCmd1EVGCGEWpSlT+5cPPQ78JMa4oZLB+llGafnagQ4rn5vQ1l9/He233kzS3b39YKFARytAE7nlz8CCWqWTJEmS0kuzuhQhhP8LrKC08/e/lf9cC6wIIXyw8vEAuAk4OIRwVL8c+1Ba7vbGKj3nmChs6SiNYOTzO53bMqW0J2H2z49T2LJlrKNJkiRJozbikYwQwvuAT1BapvbzQG8r/aHAu4GPhRC6YoyXpwkQQnht+dslA24vLzeSXw/8Drg2hHAx0AV8FHgS+J80zzXedNx3LzQNXue1zygVGTM3Z+i479fMOPGlYxlNkiRJGrU006XeDdwJvHzArt8PhRC+D/ykfE2qIgP47hC3vwG8OcZYCCGcAlxBqajIlnOcGWPsTPlc40phYztJV9eg59bPKhUZs9Z0U9g42OJakiRJ0viUpsiYD3x6QIEBlDbVKxcan04bIMaYGcE1q4HXp33s8S47YyaZ1tZBC41N08ojGdtayM4YrO9dkiRJGp/S9GQ8CBw8zPmDgId2L05jmXr0C6C486bnRaBjaun7aZuKTD362LENJkmSJO2GNEXG+4A3hRDeEkLI9h4MIWRDCOcDbwIuqnTAepadMpVpL/nrnY5vnQyFbIZJWxPm/c1pZKdMqUE6SZIkaXSGnC4VQrhzkMMbKO3y/e8hhMfLx/antI/FY8DHATuUU2g7KLDpjtsAyORaSbrzbJ6dA2BmZhqzzzi7lvEkSZKk1IbryTgA2Kn/gtKqTgBzyl83lf80s33vDI1Qb1P39BNfSuuiAyhsbGf5gnbgZyycfSCZzC5bViRJkqRxZcgiI8a4aAxzNKxCe2nT8pZ58/uWqV2z7nuwAfZr3beW0SRJkqRRSbUZnyqvp700kpGdOavv2BNdpcGifXP71CSTJEmStDvSLGHbJ4QwFZgF7DSXJ8b45M730FB61q0FoLlfkfFk11MA7N+2qBaRJEmSpN2SZsfvScBHgLewvR9jMNlhzmmA7jWrAWiZvwcAxaRIe2EjAHObZ9cslyRJkjRaaUYyvgy8AfgNcA3gNtS7KSkWKWwqFRS9IxkbC5soUmR6dhrNmVENNEmSJEk1leZT7BnAt2KMb6pWmEZT6NgMxSJNU6aQaWkBYENPqXablXWXb0mSJE1MaRq/twK/qFaQRlTYWBrFyM7YXlCsL2wAYHbzrEHvI0mSJI13aYqM7wF/U60gjaiweRMA2WnT+45t6CkVGbOaHcmQJEnSxJRmutT7gO+FEK4GrqK0KV9h4EWuLjVySXc3AE2trX3H1vcWGVlHMiRJkjQxpSkyeoC/AO8Czh3mOleXGqGkpweATHb729DXk+F0KUmSJE1QaYqMLwJvBe4DfoWrS+22pFAuMpr7FRkFp0tJkiRpYktTZJwFfDvG+MZqhWk0vdOlaN55JMPGb0mSJE1UaRq/e3B1qcrq2XkkY3tPhiMZkiRJmpjSFBk/wNWlKmrgdKl8MU9HcQtZskzPTqtlNEmSJGnU0kyX+jzwzRDCNcBXcHWp3ZYMGMlY32/52qZMmvpPkiRJGj/SFBl/KH99LvC6Ya5zdakRGri61O2b7gJgQcseNcskSZIk7a40RcZHgaRaQRrRwJGM+7f8HoDDJx9Ws0ySJEnS7hpxkRFjvLSKORpS/yJjW7GLZ7tXA3DKDFtfJEmSNHE58b+GknwXAJlcjt90/JaEhANa9yfXlKtxMkmSJGn0RjySEUK4ZASXJTHGj+1GnoZS7CoVGU2tbdy56W4Ajpt6TC0jSZIkSbstTU/GpcOcS4BM+atFxggl5SKjq62Jx7qWA3DUlCNrmEiSJEnafWl6MnaaWhVCaAIOBC4EjgJOqVy0+lfs2kZ3Ft43/zt0JwVC28HsmVtQ61iSJEnSbtmtnowYYzHG+EiM8Z3AKuAzlYnVGIpdXTy5TxPdmdJ2I6fMfHmNE0mSJEm7r5KN37cBr6rg49W9ZNs21s3OAPCSaS/iWPsxJEmSVAcqWWTsDbgsUgrFrq6+ImPPloU1TiNJkiRVRprVpfYd4tQs4CTgIuD2SoRqFEnX9pGMBTl3+ZYkSVJ9SLO61HKG3vE7A9wNvGN3AzWS/iMZC1ssMiRJklQf0hQZb2HnIiMBNgCPxBj/XLFUDaI7v431s0pFxh4WGZIkSaoTaZaw/XoVczScJEnYmOuikG1lZnYGbU2ttY4kSZIkVUQlG7+VQtLdTVe5TX5qdmptw0iSJEkVlGa6FCGEGcDfUdqAbzalXoz+khjjWyuUra4l27bR01L6vjXjolySJEmqH2lWlzoR+H/AdGATpV6MgYZqDNcAxa5t5FtKNVrOIkOSJEl1JM1IxhWUCosTYowPVilPwyh2ddFdfvVb7ceQJElSHUnTk7EY+KwFRmUkXdvoLk+XciRDkiRJ9SRNkbECd/SumGJXV1+R0drkyypJkqT6kabI+Bzw9yGESdUK00hKIxmlngwbvyVJklRP0vRktANbgD+HEL4GPAEUBl4UY/xmhbLVtf4jGbmMPRmSJEmqH2mKjK/3+/6SIa5JAIuMEShu20be6VKSJEmqQ2mKjL+uWooGlHR19U2XymVaapxGkiRJqpwRFxkxxrurGaTRFLu6+o1ktNU2jCRJklRBaRq/VUHFrm3ky7Ok2uzJkCRJUh2xyKiRpKurb8dvN+OTJElSPbHIqJFi1za6e0cyLDIkSZJURywyaiTp6re6lNOlJEmSVEcsMmqktISt06UkSZJUfywyaqSwsb1f47erS0mSJKl+DLmEbQjhJaN5wBjjPaOP0zh6NmxgW2tpJGOSS9hKkiSpjgy3T8ZPKe3g3Ssz4PZQsrsTqCG0b6CwaSNdbaXiYnJ2co0DSZIkSZUzXJExcIfvHHAZMB34MhDLxw8F3g5sBC6udMC6tGE9hQzkc5Ah4z4ZkiRJqitDFhkDd/gOIfwbpdGM58QYO/uduiGE8F/Az4GTgJ9UI2g9yWzZwrZyXTGpqY2mjK0xkiRJqh9pPt2+EfjGgAIDgBhjB/B14LwK5apvnVvY1lbqx9hW7GJp57IaB5IkSZIqJ02RMQuYOsz56eVrtCtbO3l0UanIKFLkslVXWGhIkiSpbqQpMn4LvDuEcMjAEyGEALwTuK9SwerZY9M3cPPJLX2380neQkOSJEl1Y7jG74HeC9wF/DGE8GO2N34H4BVAF/C+ysarP4/zBNcc+Rd6spkdjvcWGhcvvIglkxfXKJ0kSZK0+0Y8khFj/C3wfOCHwImUio73UlqF6ofA0eVrNISlncu4puk6urODrwTsiIYkSZLqQZqRDGKMETgrhNAEzCsfXhNjLFY8WZ1Z2rmMy1ZdQXemZ9jrHNGQJEnSRJeqyOhVLiqerXCWunbl6qvIJ/kRXZtP8ly5+iq+sOjyKqeSJEmSKi/VBg0hhANCCN8MIawIIeRDCCeVj88NIXw1hHBMdWJOfBfMP59cJjeia3OZHBfMP7/KiSRJkqTqGHGREUJYTGmFqVcBDwHZ3nMxxrXAEcA/VDpgvVgyeTEXL7yIlmT4waNcJudUKUmSJE1oaUYyPgV0AIuBN1Da/bu/W4HjK5SrLi2ZvJjXF8+mpWfgS1digSFJkqR6kKbIOAH4YoxxFTDY8khPAHtWJFUd25/9eP0vFpIp7vgSWmBIkiSpXqQpMlqBjcOcnwG4ytQIHPhsK3PWbS8yLDAkSZJUT9IUGcuAFw5z/nTgwd2L0xiKxQKbppemTM3OzrLAkCRJUl1Js4Ttl4ArQwi/oLT5HkASQpgNfBx4EXBuhfPVpfVT8uRbM8wqTuW/Drqi1nEkSZKkihpxkRFj/O8QwhLgSqD3k/H1wDRKTeCfiTFeW/mIEEI4EbhrkFP3xxifX43nrJqtW1nV2g7AXhtbKWzpIDtlao1DSZIkSZWTdsfvC0MI3wFeBxxCqbj4C/CdGOOvqpBvoH8A/tDvdscYPGdFJEnC+uuvo+lHN7L5eQDNTHt0Dcu/cgEzTzmN2WecTSYz+KpTkiRJ0kSSesfvGOO9wL1VyDISf4ox/rpGz71b1l9/He233kymp4eu1tIWI61biyTdPbTfejMAc848p5YRJUmSpIpIsxnfYyGEVw1z/rQQwmOViVVfCls6aL/lJpJ8HoB8rjRi0dpVWmEqyedpv+UmClu21CyjJEmSVClpRjIWAcM1D0wF9tutNLv2/RDCXGAtpebzD8QY14/mgQqFAjHGioYbSuaB35Jh++6F21pLX1vz268pAo/e9P9InjuxWkw0Mp2dnQBj9ndO44Pve2PyfW9Mvu+Np9bveaFQqMnzjlSaJWxh8E34eh0CbN6NLMPZCPw78FbgpcBnKfWF/DSE0Fql56ycjg7o7u672TuSkcv3ezm7u0vXSZIkSRPcsCMZIYTzgPP6HfpwCOFtg1w6CzgcuKWC2frEGH8P/L7foZ+GEP4I3ACcDVyd9jGz2SwhhAolHN7GVU+z9je/JOnqAqBQasmguWf7NU2trcw98CBmjFEmja3e33KM1d85jQ++743J970x+b43nlq/5w888MC4Hs3Y1UjGTGD/8p8EmNfvdu+fRZSKlasprf40Vm4CtgDjfn7R1KNfAMXtm6EXy696U//90YtFph597NgGkyRJkqpg2JGMGOPngM8BhBCKwIUxxm+PRbAUhpvCNS5kp0xl5imn0X7rzST5fF+RkS0XGZlcKzNPPpXslCm1CylJkiRVSJrN+NL2b1Tbq4ApwH21DjISs884G4D1P7qRQm+R0dRMpiVh5smn9p2XJEmSJrrU+2TUQgjhW8BjwO8obcB3HPDPlPo0vlvDaCOWyWSYc+Y5rD0gUFz3WQCmH/tiFr3nXEcwJEmSVFdSFRkhhJcB7weOotSvsdMW1THGbGWi7WApcC5wITAJeBr4b+BfY4z54e447kyaRDGbARKm/dURFhiSJEmqOyMuMkIIr6S0N0UErgP+Efg2pebxvwWWUVrtqeJijJ8CPlWNx66FQlOpjSTb1FLjJJIkSVLlpemz+CDwIPBc4JLysa/GGM8FjqC0ypQ70IxAsTz+09w0IWarSZIkSamkKTKOAK6JMXZT2qAaIAsQY3wEuBL4QGXj1ae+JWwtMiRJklSH0hQZBUpN1/T7Orff+eWUdv3WLvROl2rO5mqcRJIkSaq8NEXG48CBAOVm60eAv+l3/kRgdcWS1bHe6VJZRzIkSZJUh9IUGbcDZ4UQeleU+gpwXgjhjhDCXcDfUdr1W7vQtxlf1sZvSZIk1Z80RcYngbMor0gVY7wc+L/ALGAacCnwrxXOV3+SpK/IaHZ1KUmSJNWhNDt+bwDuH3DsMuCySoeqa0lx+0hGUzW2FJEkSZJqK81Ihiqh2K/I8OWXJElSHRpyJCOEcMlQ54aRxBg/tht56l+hSKF3CduMIxmSJEmqP8NNl7p0FI+XABYZwykWKZZf9WYsMiRJklR/hiwyYozO5amGYmH7ZnyOZEiSJKkOWUiMtWKRYrm2yGZ8+SVJklR//JQ71nZo/HYkQ5IkSfVnxEvYhhAep9RzMZwkxnjg7kWqb8VCD0kmQyaBJkcyJEmSVIdGXGQAd7NzkZEFDgCOA/4APFChXHWrWOwBoKlY4yCSJElSlaTZjO/NQ50LIbwAuBm4sAKZ6loxsciQJElSfavIfJ0Y473AVbj79y71jmRkk0yNk0iSJEnVUcmmgMeB51Tw8epSoXe61K66WyRJkqQJqpJFxmnA+go+Xl3qmy7lSIYkSZLqVJrVpS4Z4tQs4K8pjWJ8pBKh6lmxWAAgW7TIkCRJUn1Ks7rUpUMc3wA8Avx9jPEbu52ozjmSIUmSpHqXZnUpN3WoABu/JUmSVO8sHMZYgdJ0KUcyJEmSVK8sMsZYX09G4ksvSZKk+pSm8TsD/APwFkq7fM8a5LIkxpimz6PhJOWejCyOZEiSJKk+pSkIPgP8E7AS+BnQXpVEdc7pUpIkSap3aYqM84BbgFfHGAtVylP3ikkRgKwz1SRJklSn0n7SvdECY/cUeqdL2ZMhSZKkOpXmk+6twDHVCtIoikl5upQjGZIkSapTaT7p/hPwvBDCx0II+5UbwZVSsdyT4XQpSZIk1as0m/GtDSH8L/BJ4IMAIYSBl7m61C7YkyFJkqR6l2YJ208AH6C0utRvcXWpUSk4kiFJkqQ6l2bU4W24utRuK1IayXAJW0mSJNWrNL9Oz+HqUrutp6lUZLQk2RonkSRJkqojTZHxY+AF1QrSKPJNpSVs24q2rkiSJKk+pV1d6ogQwidcXWr0urKlgaDWxCJDkiRJ9SnNJ91VQAI8l1IDuKtLjUJCAkCTm/FJkiSpTqUpCL4J5U/IGrW+IiPjQJAkSZLqU5p9Mt5cxRwNY3uVZpEhSZKk+uScnTHWO5KRsciQJElSnUqzGd+bRnJdjPGbo49T/5JMebqURYYkSZLqVJqejK8Pc65/r4ZFxjAcyZAkSVK9S1Nk7D/IsSxwIPAeYC7w5gpkqmu91VjGxm9JkiTVqTSN308Mceox4PYQwl3A24H3ViJY3UrKIxmJRYYkSZLqUyUbv78PnFvBx6tLvT0ZjmRIkiSpXlWyyJgBTK/g49Wlvp4MiwxJkiTVqd3enTuEMAM4CXgf8OvdTlTn+noynC4lSZKkOpVmCdsiQ+/4naHUm/GuSoSqZ9t3/HaLEkmSJNWnNCMZH2XnIiMBNgCPALfHGAuVClav3PFbkiRJ9S7N6lKXVjFHw+hr/LbIkCRJUp3a5ZydEMKUEMLUXVwzNYQwpXKx6lnvdCmLDEmSJNWnYYuMEMJhlKZD/fMuHuefgfUhhIMrFaxebWzrBmB18+YaJ5EkSZKqY1cjGe8EVlLqxxjOx8rX2fg9jKWdy3h4fqm4uGfaX1jauazGiSRJkqTK21WR8TLguhhjz3AXxRi7gWuBV1QqWL1Z2rmMy1ZdQbH8ihcyRS5bdYWFhiRJkurOroqMfYE4wsd6BNhv9+LUp94CI5/kdzieT/IWGpIkSao7uyoyuoHWET5Wrny9+hmqwOhloSFJkqR6s6si41Hg2BE+1nHl61W2qwKjl4WGJEmS6smuiowbgLNDCM8Z7qLy+bOBH1YqWD24cvVVuywweuWTPFeuvqrKiSRJkqTq21WRcQWwFrgjhPCmEEJL/5MhhJYQwpuA28vXfbY6MSemC+afTy6TG9G1uUyOC+afX+VEkiRJUvUNW2TEGNuBU4AO4GvAxhDC70MId4cQfgdsLB/fCpxavl5lSyYv5uKFF+2y0Mhlcly88CKWTF48RskkSZKk6tnljt8xxoeAwyltuPdbYB9K/Rf7AveXjx8eY/xDFXNOWLsqNCwwJEmSVG+aR3JRjLEDuLz8Ryn1FhoDm8AtMCRJklSPdjmSocroLTQyxdLt5qTJAkOSJEl1ySJjDC2ZvJj91rYBcPK251pgSJIkqS5ZZIyxKV2ll3zvwpwaJ5EkSZKqwyJjjCWZ0tdMxpdekiRJ9clPumMsqXUASZIkqcosMsZYUi4zmjLZGieRJEmSqmNES9jWWghhf+BzwElAHrgBeG+McX1Ng6VU2NJB0tMNQPeTT1A4sIPslKk1TiVJkiRV1rgfyQghTAPuAvYEzgH+ETgBuCGEkKlltpFKkoR1P7iW5RdeQNLdBUDnH//A8gsvYN0PriVJnEQlSZKk+jERRjLeDiwEXhRjXAEQQnga+AXwSuCmGmYbkfXXX0f7rTeTdHcDLQBkegok3UXab70ZgDlnnlPDhJIkSVLljPuRDOA04J7eAgMgxvhLYDlweq1CjVRhSwftt9xEki/t9N23ulR58CLJ52m/5SYKW7bUKKEkSZJUWZnxPlUnhPAs8J0Y44UDjt8MTI8xvjjtY95///1FYGymWhUK0NND77pS+ZYMxSbIdSc0FXsvykBzM2RtBpckSdKIJUcdddS4HDSYCNOlZgHtgxzfACwa5WMWKY3ibBrl/UcuSVohaeu9meserKhLIEm2AV3xMGwZAAASNElEQVRVzyNJkqR6MJ3SZ9pxaSIUGRV31FFHNeTPLUmSJI2FcTm8MsAGYOYgx2cBE2oJW0mSJKkRTIQiYxlw2CDHDyufkyRJkjSOTIQi4ybghBDCnr0HQgjHUurHuLFWoSRJkiQNbiKsLjUdeAhYDVwKTAYuA56htHfG+P4BJEmSpAYz7osMgBDCgcDngBOBbkojGBfFGNfVMpckSZKknU2IIkOSJEnSxDERejIkSZIkTSAWGZIkSZIqyiJDkiRJUkVZZEiSJEmqKIsMSZIkSRXVXOsAjSKEsD+lZXhPAvLADcB7Y4zraxpMwwohvBZ4PXAUMBdYDnwDuCLGmO933Yje3xDCkcAVwDHAZuDbwAdjjFsHXPdS4N+AvwLWAP8NfDLGWKj8T6ldCSE0A78DDgfeGGP8Vr9zFX1PQwivAz4MHAQ8BXwmxnhllX40DSKEcCbwfuA5lJZN/yPwDzHGpeXz/nuvMyGEvwU+ACym9J7eB3w4xvi7AddV9N9xCOHdwIXAXsDDwL/GGL9f2Z9OIYS9Kb2/xwBHALkYY2aQ6+YBnwFOo/QZ+Q7gn2KMTw64zv8GjIAjGWMghDANuAvYEzgH+EfgBOCGEMJOf8k1rvwfoAv4Z+BU4GrgI+WvwMjf3xDCvsCdlP6D9GrgYuBNwFX9nzCE8HzgR8AjwCuB/wA+CHy0Gj+gRuQ9wLyBByv9noYQXgV8B/gJcArwLeALIYS3VfbH0VBCCO8BrgXuAU4HzqX0QWNS+bz/3utMCOEVwA+AR4GzgLcDc4A7Qgj79Luuov+OywXGFcDXgJOBu4HvlvOosg4CXgs8C/xmsAtCCE3AzcALgbdR+re/H6W/B5P6Xed/A0bIkYyx8XZgIaUdylcAhBCeBn5B6S/UTTXMpuGdHmNc0+/2T0MICfCpEML7y7/dGOn7+35K/7E5I8a4pXxdHrgmhPCpGOMfy9d9BIjAG2KMReDOEMJU4JIQwmfchHJslX8D9hHgXZRGsfqr9Hv6CeBHMcYLy7fvCiHsBXwshPDVif5brfGuvPHrpylt9vqFfqd+1O97/73XnzcAT1AapSwChBDuLx97JfCl8nUV+3ccQsgBlwJfjjF+vHzdT0MIoXz/H1fzB25A98QYFwCEED4MHD/INWcARwPHxBjvK1/7IKXi861A738T/G/ACDmSMTZOo/QXfEXvgRjjLylNvTm9VqG0awMKjF73l7/u9f/bu/toO6ryjuPfJLwHSSIqpWoJK8IDIQpUlgIGQrggxpAUkErSokboQpewEI1AEVTIqnHRmoI2UV6MBAsCAYEQKtVgJYq8KVUihPVUIDdYyotAgBLAKtz+8ey5nAzn3DPn3JlzLsffZ6275p7Z+87ec+blzjOzZ+80Lbp9DwduyE42yfeIJyWzANI/nkOBq7J/dsnlwJbA+9teGWnX+cSj8J/USSttm5rZTsSj8u/myrgc2IF43C7VOo5oHnXxEHl0vPeezYHnc9vguTQdDZUcx/sBb2yQ791m9ufDWSHZVG6bNXI48EAWYKS/exi4ldce2zoHFKAgozMmA/fVmb82pcnry4HAy8SjTSiwfc1sG+Kx6yb53P33xF2SbD+YRJxY8vnWAy+g/aWjzOwDxEn+1DppZW/TbJrfl9bm0qU6+5PuKJpZv5n90czuM7MP1+TR8d57lgK7m9l8M5uQnl4uBh4Flqc8ZR/HzfLt3sZ6yPAUvVbTOaAgBRmdMQF4ps78DcSdDHmdSI+yPwNc4u5PptlFtu94YFSBfBPSVPtLl5nZVsSFxjnu/midLGVv00b5NqSptn31dgR2Bb4CnEO0k18DXGVm01MeHe89xt1XEU1lvgg8TbyoPRXoy53nobzjOMv3bJN80jlFr9V0DihIQYZIQWa2PbCC+Ac0v8vVkep9nmhP+/VuV0Q6ZjSwLXCCu1/i7jcTL3/eS/QUJD3IzPYFvkO8rH0IcATwCPB9M9uxm3UTeT1TkNEZG4ioNm8CcddERrjUm8RNxAXIYe7+XE1yke2b3aVolm9DwXxSodSu+jTgC8BYMxsPbJeStzGzcZS/TRvly+50adtXL/uOb85muPsA0UPMlDRLx3vv+RfgTnf/pLv/yN1XEL1CjefVG0plH8dZvnFN8knnFL1W0zmgIAUZnXE/9dvVTU5pMoKZ2ZbEE4xJwPvz/WVTYPu6+wtETyWb5EvLnsSr+8GDxN3zfL6dgG3Q/tIpOxPtZK8h/glsAO5JaRcCT1WwTbNpfl+anEuX6tRrZ53ZKk11vPeePYhxcAalG0kPALukWWUfxzreR56i12o6BxSkIKMzbgSm1fYWkR7PTgRWdqtS0pyZjQGuJHoE+aC7r62Trej2vRGYnV4IyxxJXMyuBEgD/K0Cjkl9dmfmEieiHw53naSQXwHTcz9zU9pCoC/9Xto2dfd+4iJ3LpuaCzxBg77dpVQr0nSwR5e0zfqIwdlAx3sv6icGXB1kZtsRYyusg0qO49uImxf18v2nu//PcFZI2nIjsIuZDe4LaZyUqbz22NY5oIBRAwMD3a5Dz0snq18TJ5iziej0XOAxop9lbYQRyswuAD5BvBC4Kpf8oLv/ruj2TXcm7gHuABYRA/ksAm529zk1Zb6H6DJvOdHryZS0vK+7+99Xs6bSjJlNJC44Bkf8LnubmtmRxKBg5xHd5h5I9KF+ortnffVLRdJAWquJu4pnEO9fHU9cGPS5+2od773HzD4FLCG6Lr6GaBY7nwg89nb3+1O+Uo9jMzuFGHjtS8QYC0cR4/HMdPebKlzlP0lmdnT69UPAHGLgRYB+d/9Fuql4F9GE7XSiq9kF6fM709OJwtd0OgfoSUZHpMeuBxMjTV4FXETqd1kBxoj3gTRdANye+5kJxbdv6pKujxg5+Abgn4i+sI+rLdDd70rL3o14D+R04oRzZhUrKO0re5u6+3XA3wKHEYNxfRQ4WQFGZ6TjdTZxgfgV4snG24EZ7r465dHx3nu+SQST+xDjGFwAbAQOygIMKP84dvfziWDm+JTvYOAYBRiVuTr9zMl9PgkgDXY6A7iTuNi/grjR0JcFGCmfzgEF6UmGiIiIiIiUSk8yRERERESkVAoyRERERESkVAoyRERERESkVAoyRERERESkVAoyRERERESkVAoyRERERESkVAoyRERERESkVAoyRERERESkVAoyRGSQmc0zswEzm9jtuojUMrOzO7lv6lgQERmezbpdARGplpkNFMx6KXBLhVWpjJntBRwBLHP3/i5XR0RE5E+eggyR3veR3OejgCOBzwBP1sx/ELgLuBL4fWeqVpq9gC8RQVJ/V2tSkJnNBu5y98cqLGNv4ALgaHf/bVXl1Cl3AfA54KfEPrYtMBv4L+DnwBbAXwI7AVu5+8udqlsL/pURfix083tutm+Z2cnArsATwGTgC+7+m6LpZS1DRLpHQYZIj3P3y2o/m9k7iCDj+gZ3/UfiBV9PMbMtiAvYQ4DSgwwzmwV8CBgA3gOMKbuMJvYDdnX3/071OYC4+D3Z3X+Q5m0B/HikBRhmNtbdN6Z6jai61dHx77nIvmVmxwNzgKnu/oqZzQB+YGaT3f2lZullLUNEuktBhogMMrN5wCXAzlkAYmZnE08J3gWcRFxgbAZcnT6PAb4K/DWwNXAd8El331iz3LHAmcAxwNuAp4DrgTPdfUOTOo0FvggcDbwVeAH4DbDI3ZfX1A/gx2aW/enH3X1ZK+XXLGsv4BTgr4DNgZuIC7fHitRpqPVJ9knTnxfI2zJ3XwmsNLODgHlVlNFIusN9ZXbhm0wD/gj8rKaO/2dmd7RRxFgzWwJ8GBgLrCb2t/W5erwV+DIwAxhPPKm7CPiauw+kPGcT23tP4FPEU743A6MaHAtDNT2c7u63tFH2lFT2kOuT14Hvua6C+9ZZwLnu/kr6/O/EuWEOsKxAelnLEJEuUpAhIkV9B1hPXFy/D/g74EXgHUSTkmz+scCjwGkAZrYl8CNgD+JCy4kmDicC+5rZfu4+VJOUbwBz0/ReYDvionA/YDlwLbAjcAKwELg//d1twyj/UuBp4iJwUsq7u5ntk/I2q1MzU4E73P0PBfK+3vQRzWhqTQPudvfnc/OfbWP52bY5B/gz4LPAZcABWQYz257Y/jsAS4B1xB3+84CJRABZ63LgcWAB8MYhys43PQQ4nWiq82SbZTddnwaq/p7bYma7Eut5bzbP3QfM7D7gUDO7bah0YFkZy6ho9USkBQoyRKQod/c56fdvpGZXJxF3U/8mzf+mme0CHEcKMoBPA3sD+7r7L7OFmdktwEriwu1bQ5Q7G7jY3fMXZ1ml1pjZ7USQsSq7m1yjnfKfBQ7Nmpiki5eLiMBqSbM6NZKaeEwHDgPWm9llwDXufn0ryxnJ3P2rtZ/NbDMi+FpSJ++CNop42N2Pqln+k8B5qZnM2jT7dOAvgCPcfUXKt4R4evVpM7vQ3e+vWeYjwIzsKUMjdZoenkA8iTjT3bML3lbLLrI+9epS9ffcrklp+lxu/v8SgUGz9LKWISJdpi5sRaSoC3OfbwdGARfXmb+9mW2XPs8lXij/rZm9KfsB7gA2Endkh/IM8F4ze3ub9W6n/MW5NuzLiMDj8OHUyd2XEkHNGOLC9NheCjAaeDevNgMqQ/4iOlvupJp5s4mgeEU2IwUQ56aPs3LLWNwswMgzs6nAYuBqd184jLKLrE8RZX/P7ZqQphtz859Pac3Sy1qGiHSZnmSISFEP5z4/02T+BOJOoxFtpX/XYLlvaVLufKKnn/VmtgZYRTw9ubtIpdss3zf54P4HM3sI2LmEOu1BNK+6vW5lzUYB1xAXjEXMd/f7CubthmnAK8CtJS2vP/c5e6emtpnTROI9mrzsycDOufkPtlKBFFx+j2ia9/Fccqtl9+c+11ufIpp+zx3at17OTTObE9cczdLLWoaIdJkORhEpqlHvNI3mj6qZ3kq0Oa9nyBe/3f1aM7uVuAN8CNEUa76ZnZW7g9zIsMqvoE5TgTXunm/qkS17gHi5vlccCPyq0fq2odn+1o4Xi2Y0s22AFcTTqCNqOzhoU1nr0/R77tC+lQXz+ZYSY4kbEM3Sy1qGiHSZggwRqdoDwHh3v7ndBbj7E8BSYKmZbQ18HzjHzBalF7GHaurSTvkGrBn8YLY5cQd6sJeeAnVq5ADKu6s/opnZaCKo+naHi14H7FZn/u416e1aCrwTOMzd6y2nyrLr6uL3XM9DabpDze8QT2YeKJBe1jJEpMsUZIhI1a4Avmxmc939itoEMxsDjHP3p+v9YUrf1t0He8dx9xfNzIGDgDcQPVtld5Prtcdup/yTzOzamvcy5hFdkf5bC3Vq5H3Aqan82cB6d7+npk691FxqT2AcnX9PYCVwqpnNSl2uZt/raTXpLTOzM4guUk9x9//oZNlNFPqeO7FvuXt/OhZ2IzUJTEH6FGBps/SyliEi3acgQ0Sq9s/ATODyNJBX9sL4JKLpxlk07nLyDcAjZnYdcA/R1efeRC9PP3T3bMTyu4mnGWeY2Xii+cud6U5zO+WPA1aZ2bVEF70nEm3qv9VCnRp5M7A2NbvZ391vqE0suUnL6Nx0kJl9Avg80evWo62kN/vbGtOJ7fLTRhnS2BOr3f2goVelJecSY6IsN7PFxHsPs4hevb6W692pEDObAvwDMR7KU2Z2bC7LKnd/vIqyC2j6PUPn9i3iico8YpwRiDFAngauKphe1jJEpIsUZIhIpTxG5+0jXpaeSwx49hIx5sZ3gUZ3hCEGuVtMvPcwE9iSeNF8IfCPNWWsM7MTgc8RvV2NIV7IXddm+R8jxjNYQLxMej0xGN9LZvZKkToNYSHRre4TBfO3zMymEd0LvzfNusnMfgksqOkWdTSwFY3b/g+V3jDNzN5GrNfWwMEpz6Vm9hxwVm0TIzPbNv06VKDSMnd/ysz2J77recSL9g8RY1Cc3+Zi30Ss9y7ES/9504HHKyr7NVr5nstUcN9aBIwzs4uI7oH3JJqXbSyYXtYyRKSLRg0MtNRrn4hIz6oZhXlwlGepjpnNJJoP7enuv+52fUREpDwaJ0NERLqlj+j6VwGGiEiPUXMpERHpCnf/bLfrICIi1dCTDBERERERKZXeyRARERERkVLpSYaIiIiIiJRKQYaIiIiIiJRKQYaIiIiIiJRKQYaIiIiIiJRKQYaIiIiIiJRKQYaIiIiIiJRKQYaIiIiIiJRKQYaIiIiIiJTq/wFor4EP06FGqAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 2 : CentralizedMultiplePlay(Thompson) ...\n", "- Player # 2 / 2, CentralizedMultiplePlay(Thompson)\twas ranked\t1 / 2 for this simulation (last rewards = 8414.9).\n", "- Player # 1 / 2, CentralizedMultiplePlay(Thompson)\twas ranked\t2 / 2 for this simulation (last rewards = 8391).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 1.41 ...\n", " - For 2 players, our lower bound gave = 2.83 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 2.78 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 27.3 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 29.40% ...\n", " - [Anandtharam et al] centralized lower-bound = 1.41,\n", " - [Anandkumar et al] decentralized lower-bound = 2.78\n", " - Our better (larger) decentralized lower-bound = 2.83,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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KtZIRFstPXlC6pZjtxlRsHAuyBvrAezQbMOW8GXOhyTeBGABs1CFUxCqlHEqp/yilPrT574gI+bkZ+MYnYFgMt1GOnkqpg6L5w1w03Az8VSl1dIh40pVSUwLOQta078ZCTdOy20cjvU+x9Mn3gCOUUmcG+EnFqBxONHXZDj7sjBM1eoejMA/oqYwueF+cDvZfBpwXa4QxjhmLMELcMPYfn/K5X4aZdAS6hyNSf5ttpXF9iLzGs0oetT0SMW6GIeHtFYDdfhbLdyrRdR+NRvHdjYNYy/Ad5njTMOtfEUGGj0lMGWLJ1wdWeoHjbwpGs1EwdvNWq98PbdTHagIEf2u+0wtjTNiWnwjYmpcmkDoZ25JtJwPrkts7Ubx9jJm8Pq+MDvYCzPGaLJvJLMVIjWOUOatfCnyrtY53ZSgP+FgpNQejOuw2zLnZYC0wgbwDXKOUKgKWY1anbsDslIRruJmYOw0dMPcLgnkcc6HqNevD5LsE1A1TP+OIvNqeC2xVSs0F/oc53nCsla+PtNa7I4T1cQ77zwyDWV3wAB211v8LcA+rRSZRx6WUUudjLiN+rJQabTlnY2xnRMOWClut9T4rnfnAd0qp2Zh6d2EmTZdhLgr61PTWtO/GQk3TsttHI71PsfTJRzCXLN9WSj2JUUF4Kfbv5sRCXbaDDzvjRE3f4UhMw/TH2UqppzHv5h+AszF2F1ZHCBuOWMYMnwCh2G+7Bsw4cHPA/6MRqb89hjnS8k9ldN1/BWRiFjU+AZ6OsXx22uNtaj5uhqI22suH3X4Wy3cq0XUfjcby3QVAKeUFFunoCkfiKcMbGA1mfYC5Ie6VJqIMseRrGmasf9ca630qbH2LcYGr+nbzlsjvhzPor49/YYTZF63fQzHv+6wY/YQi5LgWe9ZtUydjW1LtZNjF0hhwAabQ4zAv/v8IbTwlVPhfMANSa8yOyRtUVa8YK9dgjgBMxqzivA0M0pGtO96F0QxwEWY79mSMTudIl2kWWOl4MRdxqmCldwamPo7C2KmYjJkov26Fj0QJ5kNwGGZAegpzBu8vRJn0K6V6KKXex6xmTVVKPWDlyYX5wEy1/I1VSs3HfHhOUkq9qsxRqoSijGaLNzAr1Q8F/BtH6MtlcWMJT70wA+dRmMHuGcwH9z2gl9a60PJbo74bY75qmpatPhrpfYqlT1pbsgMwk9E7gUmYFROfsbKEUZftEEDUcSIB73BYtNa/Y2xSzMaU83GMmueRwD1xRhvLmLEcI8xB9Z0MMCusP0RLMEp/K8XU1aOYsj6BWflPIQ5bSDbbI+5xM0ratdFevrjt9jPb36lE170NGst3F2WMU4KZbEcjnjK8jpnvZRPCplOCxp1Y+soOrOORmKNcEzFjvc9IbsxjYiK+H0qpgUqpt9gvUM1XSr2plDrc+v0Y8KVS6p9KqYmY9/tsXdXInR0/1aiFeWlE6mpsc3i9dX0MrPGg9ltdjGodPIFprgW2aK1Pj+pZEARBEBoRjfG7q5Q6F3P87WitdV0pPkg6lFIXYY6nnRziWJrQAGmQOxlNFaXUGZgjOC9G8ysIgiAIQs2oo+/uGRi1oE1GwFDmAnHg71TMrkY+NnY0hYZB0t3JEKqjlDoBcxxnDOaScbSzfYIgCIIgxEldfne11iNrK+4kZpFS6nuMyuo8zP2J3sCfoxx5ExoQImQ0DG7FGLhZBdykG4YVdEEQBEFoqMh3t3b5AKPY4BrMvZ01wA1a62oW44WGi9zJEARBEARBEAQhocidDEEQBEEQBEEQEooIGYIgCIIgCIIgJBQRMgRBEARBEARBSCgiZAiCIAiCIAiCkFBEyBAEQRAEQRAEIaGIkCEIgiAIgiAIQkIRIUMQhDpBKXWCUmpIfecjmWnqddTUy28HqaPYkPoShPpDjPEJTRqlVFfglzCPx2utH6zD7CQVSqlvge3AA1rrZTWMqxswQmt9a0IyV7O8pAEerbU7wC1Da12ulEoB/gqMrWurs8lSR/VVB8lSfisvYfuI9f8mXUexlF8pdTGwW2u9qE4yVzXtOquvRI4rkepMKXUvcAqwWms9JnElEITEI0KGIBjmAnOC3JbXR0aSiNVa6xHBjkqps4CbgAswQsjn1iMH0BUjtI3UWu8MCPYMMDxEXHcChwI7gcMxgt26SJmKFsZGnCcBs5RSnwG7gQOAFkqps7XWFUqpZ4HHgT9FykeUPCakjuKpH7vhlFLHAs8Cl2itf/W5a63dNa2DZO8jAf5C1gFR+kgjqqODAJdVvqe11t+H8fsAsFZr/RrY6yNKqU7AE8B8IEUpNQcYrrUuipSvCPlN9vqq8bhip8601o8BjymlZkbKryAkA2LxW2jSBOxkPKC1nlTHaWdrrYvrMs1YUErNDCVkWM8ygQLgNq318wHu6cAKYI/W+iTL7WzgMq31dUFxXA9cD/TXWnuUUoMxk4LDw632RQtjJ06l1KnAG0AusA+YBUzUWu8LSGcS8K3Wer79GktsHcVTPzbr6A/AxYAXGAEcrLXeGCKeGtVBsvYRy0/EOrDTRyx/k2iYdXQnsM6Xb6VUW+C/wBCt9W9Bfo8ClgA3aa1nxlJ+pVQL4N+YOrxSa10avVbCk8z1lahxxW6dRRqfBSFZkJ0MQbBQSjUDvLEcf1BKdQHuA87ArHK5ge+ACVrrrwL8TQImAkdjVrIuAtoCjoBnRwG3YyY/qcBb1u8U4FHgUqAZZtfllkABRSmVDUwALsGsoJUA64DHtNazA/z1BEq01pvtljEMJwLpwIJAR621Sym1Ehgc4Dwcs1oczDhgmtbaY/3+EFO+y4GZYdKNFsZunGOCJ0xBPI2p/7iFDGpeR/HUT9RwWut5wDxrUjQiQjw1rYNk7SPYrINofQQabh1dCwwKSG+XUuoTzDGct3zu1jGfa4HfqsVgCFt+a1X+ceBloBh4VSl1Tbw7GRZJXV/UcFyppToThHpDLn4LguFezMS8VCm1Sil1pc1wfYHTMEet7gEeBg4GFiileoXw/xrQHZiMESwCeRlojxEW3gduwJzj/TfQ0XJ/G7gqRNi/W+nPwwgmDwJrgH5B/lZb6dSUAcAmrfWGQEelVEtMfbwa4Nwf+D7I36GYIw4rfW5aay+wCjgzVILRwsQTZzi01ruBMqXUEbGECyLuOoq3LElWB0nXR+IsR1gaYh1ZuIBnrIUVH4cBPwX5uxUzUfcQgkjl11pv01pfjpks79ZaX5yAyXKy11dEovWXWqozQag3ZCdDaOp4gI8xk/dfgQMxk/RXlVKttdZPRgn/vtb634EO1tnbNcBdwI1B/rcCg60PWzDa+sAA/F0p1d3Ky5ta6yss9xlKqR7AdcD/BYQ9H3hOa313lPwmigEErSYqpQ7GfOT/jck3Vl53h9gd6mb93RfkXoiZBIQiWphY4jzOym85ZnfpL1rr/wX5WQyci5mAxENN6iie+qlJuHDUpA6SsY/Egp0+Ag2vjgCmWfEfZx0f6gu8p7X2l8Eaf1K01lopFakMEcuvtf5PpMAxkrT1ZZGQcSXBdSYI9YYIGUKTxjo2dFagm1LqBWAZMNU69xr8QQoMXxoQrhmQhbmI+B3QO0SQp8MIGAD/CPr9NXA88Fwod6VU84C85QMnKKUO1FUvsAbn1xHumV2U0aLSD/hdKTXacm6F+XBO1lrPCvB+ALAjRDQtrb/Bd1KKgHAzmmhh7MbpBsq01hOt8vQFPlFK9dRa/x7gbzlgd0erCgmoo3jqpybhwhFXHSRxH7GL3T4CDa+O0FrPUUqNAF7EXKCejzku5MubA7OLMcpGUeJ+T2IhmevLotbHFUFoaIiQIQhBaKNy8ElgBuaj9t9wfq0LhxOBqzG7IIGEUo27PkLSwfck8qO4t2T/ity9wCvAJqXUCszuzJta66UR0ouXPhhh6r7Aux3WDs4PSqlmAeeS22IuagbjDvrrI43w41K0MLbi1Fp/AXwR8Pt7a6X2FmBqQLjf2b/yGSs1raN46qcm4cIRbx0kax+xRQx9BBpeHfnO/g/GHBG6CbgM+F4pdbJ1pOda4CWtdaWNctTkPYmFZK6vuhpXBKFBIXcyBCE0vo9Y6yj+/gaMxhy3uhw4G/MhWkDo9yuSdpXgD180d/+uhNZ6DuYuyI2YexfXYT6CYyNlPk4GAL8GXx63zkl/DkwKcA43xuwK8zyb/UJUrGHiidNHMeZSaSB7gLwo4cJR0zqKtyw1qYNQxFsHydpHakKoPgINrI6sXYrXMWpbF1hHNAdjyvCgUqoz0EprvcJmOWrynsRCUtZXlDwnelwRhAaFCBmCEBrfStOuiL6MYPGy1vpOrfUsrfVHWutPMNpK6hSt9U6t9Qta62FAZ2AR8IBSKiPBSQ0AvgzzrBnmg+1jN/uPKATiu7jZPsi9FfBzmLijhYkap1IqVym1SSn15yA/uUBFkFsK5sJnPNS0juKpn5qEC0e8dZCsfSQqMfYRaHh1dASwV2vtf661/hAYitGWNBg4Vik10/cP6ATcYP0OHk9q8p7EQrLWV12OK4LQoBAhQ2jSKKXahXBrjtHUlA98VS1QVTwEvUdKqVMIveJZKyilUpRSVVbGrLsiGnMEIDfAb0+l1EE1SMuJ0dpS7WOvlDoEOBWYHeC8nRC7QdrYJNBAz4DwaUAv4JNQaUcLYzNOD5ABbArw0wozIfksKMlWRBcyq5GIOoqnfmoSLgIx10Ey9xGbRYilj0ADqyNM+bJCuK8Etmitn9NaX6m1HuH7hzlO9Lz1uzwoXFzvSSwkc30F+KnVcUUQGiIiZAhNnWlKqcVKqUlKqRuVsVmxCqNp5B4d3VjeO8BVSqlnrPCPY9TPxquRKB5ygW1KqVeVUvcppa5XSj2NUYH7ke/MsEVNVdgeCzQn6GOvlDoQo8b3W8zxscD02lkf8mD+RVUbBUMxRwlmWXHebK0OdrQbJtpzqz1fAwLvqlyBmTAEX7Bvy/5JhK+cf1JKbbU0yIQjUXUUrazx1pEPZ9DfUFSpgzouP9ROHwmkWh3E2EeggdWR1vonwKuUGhaQrgMYiVHBXQVlbGWAWYEPRbX3JFZs1Fmd1ZcVr7/O7NRXTccVQWisyMVvoanzEeYuw62YFaZCjGaoEVrrT22EvwsowxjXuxb4EWMQ7wrM6lpdUIIx8jQIo2klA3On5C/AI4lIQBnL6A8Dx1hODyqlSqz/ZwPtMJpXngm8LKq19iqlvsJo2vomKNrHgDyl1D8xqn2PBs4OEOycQCYBd09shIn2HGA85hhZc8yxhVRgYAh1l32BhUFuTowxsD9ijGbVZh3ZKUvMdaSUGohR9XmC5X++UmoZRkNPsN7/4Dqoy/LbqYN4+oidOrDbRxpqHV0CTFJKDcLcG2gGzNJaV1l1V0rdgbHLAzBFGevYw7TWgUeAQr0nsRKyzuqpvnz5CawzO/VVk3FFEBolDq83nDZNQRCaMsqo7x2RgHhOB4ZorYPPKyc1SqmFwPDgi6bW0bRrtdZPJDCtpKyjUHXQlMpvh6ZeR+HekzjiSWidNYH6Ssj4LAi1iRyXEgShVtFaLwB6qKB7I8mMdWzj9zATgQEEqKpMBMlYRxHqoEmU3w5NvY6ivCexktA6awL1JQhJjwgZgiDUBeOAKfWdiRi4hxDqKZWxi3JiLdkfSbY6qlYHTaz8dmjqdRTyPYmVWqyzRllfgtBQECFDEIRaR2v9I/CxUuqi+s5LNJRSJwOlWutlIR53wdhGSTjJVEcR6qBJlN8OTb2OorwnsVIrddaI60sQGgRyJ0MQhJAopX4AdgL319KqbNJhadIZD0zRWoczgtiokTqITlOvo6Ze/lhJZH0ppUZjlIr8T2s9KgHZE4RaQ4QMQRAEQRAEQRASSpNUYbt06dJKzFGxffWdF0EQBEEQBEGIg+aAp3fv3kk5n0/KTNUBTsCRkpJS51on3G6zU5qSEs6ukdAYkXZvmki7N02k3Zsm0u5Nj/pucyv9pL1f3VSFjH0pKSl5xxxzTHSfCUZrDYBSqs7TFuoPafemibR700TavWki7d70qO82X758OW63O2lP5TRVIaMKhYWF5Ofn4/F4aj2tsjJj/HPTpk21npaQPCRbu6elpdGhQweczqRdABEEQRAEoQHT5IWMwsJCtmzZQmpqKunp6bVqi1O3AAAgAElEQVSeXm5ubq2nISQfydTuHo+HgoICMjIyaN26dX1nRxAEQRCERkiTFzLy8/NJTU2lW7duYVd13cVFFH3/Le6CfFLyWpDT9wRSsnPiSs+3op2ZmRl3noWGR7K1+4YNGyguLhYhQxAEQRCEWqHJCxkej4f09PSQAobX62XP3Nnkz38PnE685eU4MjLY/dpMWgw+j1Z/HIrD4aj7TAtCDUlJSUHUVwuCIAiCUFs0eSEjEnvmzib/w/fxVlT43bzl5QDkf/g+AK0vuqxe8iYIgiAIgiAIyYrc+gyDu7iI/Pnv4XW5Qj73ulzkz38Pd3FxxHjmzJnDzTffzKhRo3juuef4/vvveeONN2qUt1AX1KdNm8aKFSt4//33q7j/+uuvjB07ljvvvDNinNOnT2fSpElMmDCBDz/80FY+QsUZanXc52/atGm24vXx1FNPsXbtWkaPHs2DDz4IGE0ORx55JMUh6n3Lli1MmzbN/xfg008/ZcmSJbbzD3DDDTcwefJkbr31VtasWcPo0aNDpheKZ555hm3btjFhwgSuvvpqbrzxRiZMmMCCBQtq3O41Zdy4cfWaviAIgiAITQfZyQhg2+PTKFmxzLZ/b0UFv9x2PQBZRx1Lp5GjQvq7/PLLOe2007jjjjvo2bMnADt27OD1119n7969DBgwgA4dOvD1119z44038tBDDzFixAg+++wzNm7cSGFhIXfddRdPPPEEBxxwAIceeihnn302ADt37uT5559n1apVrFy5EqUUffr0oX379gAceOCB/OUvf6kyoZ40aRKjRo2iWbNmACxcuJD27dtzzz33AOByufjpp5+YM2cObrebY445hg4dOvDiiy/Su3dvdu3axXXXXcfPP//MU089xaWXXsr111/PBRdcwIABA5g/fz6FhYX07NmToUOH+tPdunUre/bs4aWXXqKkpIR169bx1FNP8eSTT+L1esnOzuaee+5h3LhxtGrVimXLlvnL6XK5KCsrY968eZxyyikAjB49mvHjx5OamsrEiRO5/fbbAVi6dCnLli3j1VdfJSsrC6fTyZw5c/j222/p1q0bKSkpXH/99f58zZgxg71791JcXMyYMWPIyspiwoQJ/PDDD3z11Vd+fwsXLuS7775jz549jB49mhkzZnDdddfRsmVL7r//fh5++GE2b95Mp06dmDx5MnPmzKFly5acdtppfPHFF7z99tvs2LEDl8vFhAkTePPNN9FaU1RUxNixY3n11VcpKChg3759KKXIz8/nt99+469//Ss333wzJ5xwAps2bWLYsGGsW7eO7777juzsbEaOHMmcOXOqxVVcXExKSgqHHHIIF198MYceeigrVqzgqKOOst3HBUEQBEEQ4kF2MuqA2bNnM27cOC688EK/W2pqKi6XizZt2vDuu+/Sq1cv1q5dy759+ygsLKR58+a888475Obmkpuby6pVqwAYOnSof+IN0K5dO8466yyuvfZaevXqxbhx4/wCRjgmTZrkFzAA1q1bx5FHHun/nZ6ezosvvkheXh6tWrVi9erVABx33HHceOON7N69mw4dOtC9e3fuuOMOOnToQLt27bjpppvo2rUrbrebvLw85s+fXy3tVq1acffdd1NUVMQDDzzAvHnzKC8vJy8vjy1btrBmzRratWvHyJEjOeSQQ/zhzjzzTObNm0dpaSnNmzePWL7evXtz7LHHctVVV1VxP+mkk7jppptYuXKlfzdo/fr1LFmyhNzcXFJTU9mwYQMlJSVMnTqVOXPmcN555/nDO51OvF4vFRUVfPXVV1xxxRXMmjWL999/n3PPPZf169dHrPsjjzyS0aNHs2fPHgC+/PJLJk6cyKWXXurfgRoyZAjjx49n2bJl3HvvvWRmZlJQUIDb7Wb48OGMHDmS119/nc2bN6OU4pprriE9PT1kXIMHD+a+++5j8eLFABx++OF88803EetOEARBEAQhEchORgCBOxEFCz9l9xsv++9ghMKRkUGbYcPJO/WMiPEOHTqU0047DYAvvvgCgHfeeYfTTz+do48+mltvvRWAs846i3vuuYdbbrkFr9dL+/btueOOO/zxfPzxx+TkVNVq9emnn/Lyyy/TrVs3fvzxR15++WWGDx8eU7l79OjBqlWr/IKGy+WioqKC4cOHk5dnjKJ/++23ZGVlAaGPRPlUtC5atIju3btz4YUXcvXVV4dM75lnnuG8886jS5cufPnllwwcOJAzzjB1qLUmLS0NoIpK4eOOO44RI0Zwzz338O677/qfu91uXEFH2sJqCbMsc1ZWVvrdPB6PX1jykZWVxf33318t/BtvvMGMGTOYO3cuZWVldOnShZ07d7J+/XqmT5/O8uXLI6qq9bVdsLIAh8Phr9OcnBzS09P9ftPS0nC5XHi9Xjwejz/vt912G2vWrOGRRx7hrrvuChmXT5D0/c7Ly7N97EsQBEEQBKEmiJARhpy+J7D7tZmRPXk85PQ9Ma74jz32WN58801++OEH/6T6tNNO44UXXqBv376AWfmeMmUKXq+Xiy++OGQ8Z5xxBkuWLOGiiy7iiCOOqOZv7969TJ8+nZ9++ol//OMf3HzzzUyYMIExY8b4J6Gnnnoqjz/+OJMmTQKgX79+3HjjjUyZMoU2bdr4j2gF06NHD6ZNm1ZFqDn88MN59NFH2blzZ8i7I2vWrOG///0vFRUVbNy4kfPPP5/JkyezZMkSKioqGDduHG+99RYzZ85kzZo1VcK+/vrrpKWl+YWMQYMG8be//a3a7kGbNm3YtGmTfzfGx+LFi/13OnyCSI8ePXA6nTz00EOUlZVxyy23hKxngO7duzNjxgzWr1/PSSed5K+rXbt24XQ66dKlC/PmzQsbPph+/frx4IMPUlBQwJgxY3jttdfC+k1LS+Pvf/87mzZt4uabb2bWrFls3LgRp9NJixYtbMW1efNmunbtajt/giAIgiAI8eJoimosly5dmp+SkpJ3zDHH+C0wd+nSpZq/3+fMMtqlQlz+dqRn0OKcITFrlwpnL6G8vJwHH3yQgQMHMmjQoJjiFKITeD8iUSxdupSXX36ZqVOn+nceJk2axPjx40lJSanit6Z2Mu68806efPLJGuV3ypQp3HnnneTl5UXs90Li0FoDoJSq55wIdYm0e9NE2r3pUd9tvnz5ctxud0Hv3r1b1EsGoiA7GRFo9UdzaTl//nts6OLkP+fAxR/CIZs8tDhniP95IsjIyGDKlCkJi0+oykUXXZTwOHv37k3v3r2ruA0bNozdu3dHvRcTKzUVMAAGDBhQZWdHEARBEAT7BBtnpkVrCLjjKlRFhIwIOBwOWl90GVtP7cEru5/B5XTzytAU/tzmdrq1Ora+syckIcm8gjVw4MD6zoIgCIIgNDjCGWd2ut14jz8J76GHinHmENjSLqWUylJKuZVSTU7R/qqS1Ty691lcTnNp2OV08+jeGawqWV3PORMEQRAEQRBqm0DjzD6FQN7ychyVlTi++5o9c2fXcw6TE1tChta6BNgN7Knd7CQXq0pWM237dFzeqncyXF4X07ZPF0FDEARBEAShEVNZUED+B+GNMzsqK2wZZ26KxGInYy5wYVRfjYRwAoYPu4JGfVv8/uSTTxg3bhx33303X375Zcj4XC4XU6ZMYfLkyYwfP55vv/3WVj5q2+K3z9L2ddddx3PPPQcYlb0DBgwI6f/bb7/l1Vdf9f8Fo3Z28+bN1fwGWgUP5pJLLuGBBx7glltuYceOHVGtpQcydepU1qxZw4QJE7jooou4++67eeCBB3jnnXdYtGiR7XgSjcvlYvLkyfWWviAIgiA0FLxeLyUr/8f2px5j4103462siBzA4aDoe7FDFUwsdzKeAV5TSr0PPA1sAEqDPWmtq8/oGgjTtj3OspIVtv27vC6mbDMT1WOzjmJUp5Eh/dWnxe9BgwYxaNAgCgoKmDZtGv3792fUqFFVJthvvfUWAwYM8J/Zd7lcLF68mIULF1JeXs5ZZ53Fzp07+f777+ncuTNOp5MzzjjDb/H77LPPZsKECZx++umce+65zJ4921+uQE1ZW7duZePGjcydO5edO3cCcPvtt/Piiy/i9Xo58MADGTZsGGPHjqVz586sXbsWMLYjtm7dChg7Iz57Hj6NS+vXr+eDDz7g+OOPB/Zb/M7NzWX37t2UlZXx1FNPUVRURHZ2NgcddBB9+vQBjM2M6dOn43K58Hg8jB07lk6dOjFx4kTmzZvH8uXL/fl/5513WL16NcXFxUyYMIHx48czadIkCgsLefbZZ/0Wx3v27MnkyZP9dXPooYcya9YsPvroI7799ltat27NbbfdxtNPP01BQYHfMOGECRPo2LEj69evp2/fvmzbtg23283YsWO5/PLLOeecc/j555+54447eP/999m2bRs5OTncfffdIePq0qULO3bsYNCgQfTv35+MjAx27txJu3btbPdxQRAEoXETfJk5p+8JpGTnRA+YRJSs+pHKPb9Xc/e6XOz7fAGxKlJ1/bqJWAJ5XS7cBfmxJdIEiEXI+J/1txdwTgR/KRGeNUlmz57Np59+GtHi95NPPslLL71UzeJ3//79AapY/A7UXOSz+H388cezdOlSRo0aRShmzJjBlVdeCVTfUVi3bh2DBw/2/05PT+eVV17hiCOOAGDFihV06NCBU045hSFDhjBy5EhuvfVWvxG7LVu20L17d2666SZ+//33KuUKVsfbtWtX/vSnPzF69GgmTJjA888/T0ZGBpmZmaxdu5bFixdz0kkncfHFF/vLDMYY34cffkirVq38FrPD0bt3b5o3b84FF1zAU0895Xc/88wz6dOnD3fddZdfyFi8eDFbt26lW7dubNu2jR07drB9+3YefPBB3G439913X5XdodTUVHbs2MHq1au54IILmDdvHjt27OCyyy5j+fLldO/ePWy+fOXyWTzfunUrDz30EHPnzvVb5b788svZu3cvc+fOZcyYMf5dlMzMTEaMGMFPP/3E22+/zc6dOznyyCMZMGBA2LguvfRSMjMzeeSRR+jfvz89e/ZkyZIlDBkyJGL9CYIgCI2fcJeZd782kxaDz6PVH4fW2mVmj8uFpyxondrjpfCrL/CUlkTItIeChQuq7Cx4LRXxtUFKi5Zkdj+UkhXLwh6XAmOcOSUvKbXI1iuxCBmTgUZtVMO3ExHtqFQg6Y50RnW8hyOyDgvrpz4tfnu9Xh599FEGDBjgFxqC8Vn8PuWUUwD8q/q33norqammi8yZM6eaBelAfJauQ5UrmIceeohbbrmFli1b4vF4uOCCC/w7PAsWLAhp8fuss85iyJAh/Otf/+Lxxx8H9lvOLi2tOlDFYvHb6/Vy3HHHVamzjh07Mm5cdR0H8+fP59lnn+Xpp5+mtLSUfv36cd999+H1ejn00EPRWifE4ndRUVG1dg7O+/3338+PP/7ImDFjeOyxx0LG1axZM78wC8bit28HSRAEQWjaBF5m9uG71Jz/oVlci2QLzLV9G+6iQvB42Pf5Z1XiiYS7qJDSn1bWIOehSW3bjmYqxFzM4aBZz8PJ6HxgTPE5s7JJa9sOd3ERG+8OPZ/xUwPjzI0Z20KG1npSLeYjqTgi6zBGdbwnqqBhR8AIR11Z/H7llVf4+uuvKSwsZNOmTQwbNoz77ruPv/71r34/l156KQ8//DCfffYZbrebc889l6uvvppx48aRl5dHr169Qqbdpk0bHn30Uc4///yI5Qrk008/Zc2aNXzwwQesXbuWq666iscff5x27dqRnZ3NjTfeyNSpU9mzZ4//iBSYlfz//ve/VeLs378/jz/+OBUVFWRlZfndu3btyosvvugXinzMnz+fDz74gDPPPLNKHBMnTmTatGkUFhYyfvz4kGUFs2v03HPPsWLFCn8b9ejRg4MPPhgwhu3s3mfJycmhU6dOPPzwwxQUFPDAAw/w0UcfhfXv8XiYPn06GzduZOzYsTz//PPs3buXvLw8MjMzbcW1efNmvzAnCIIgNF3cxUXkz38vrGDgdbnIn/8eLc4+j5TsbL97xe5dlOrVlOnV7Pv8sxrnIyW3eVUHh4OMrgeT2f3QCKEcNDvscDI6HxQQUQrOgIXJRJKSnUOLweeFNc7sTUuj5eCq9SQY4rL4rZTKBFoDu7TW0Zf7kwy7Fr8j7WjEK2CIxe/6IfB+RKJYsGAB8+fPZ9q0aTidTrxeLxMnTgx5wToZLH6PHj2aqVOnkpKSIha/64j6tgYr1A/S7k2TZG53j8uF11Xu/71v8efs+c+siEeAABzp6ThS9y/ueUqqa1DK7N4DHE4yDupKZg97ZXekppJ15FE4M+L7JtY11Y6WuVw40tPxWHYyetx4a73YyWhUFr+VUv2AaUA/jGaqM4EFSqm2wJvAw1rrjxOey1omlLYmCL+jUZMdjHCIxe/aJfDYWaI4/fTTOf300/2/HQ4H559/PqWlpdV2UWpKTQUMl8vFBRdcQEqKXJkSBEFoCpRv+oX8j+ZTsXMHZet0XHF4Xa6QgkhOv/6kZOfQ+uKhOJtlhQjZuPAZZ25x9rlVLsn/1rI1ZDYTQ3xhsC1kWALGZ8B2YCZwne+Z1nqXUioFuBZoUEJGWloaBQUFbNiwIeQELIcsRjiv4EX3a1RQQRppjHBeQc6uLDaxKeb0fGfrZbLXOGnbtm3Iew/J0O6dOnXy72CUlJREvD8iCIIgJCeesjLyP5pP8fKlEf2Vb/i5mpvT0hrlraiosrMRCkd6Oq0uuZzmJ1dVG+9sloUjzN3Hxk5Kdg55p57h//2bjk94ayrEspMxBfgZOB7IAq4Per4IuCpB+aozOnToQEZGBsXFxSEvNAN0cx7MtVzJbPdchqb8kW7Og+NOr7CwEIAWLZJyZ0uoJZKt3XNzc+nQoUN9Z0MQBKHWqC/VrN7KSjzlESbwHjf7Fn+Bt3y/VqSK3bso/mEJ2FgR9xQVxpSf1pdfTVrbtmQffRwOS5mL7zJzxMvaXi/NTx4odw2EuIlFyDgBmKC1LlFKhToL8ivQMTHZqjucTietW7emdevWEf11oQunc2qN0/OdzZez8E0LaXdBEIS6oS5Us3pKS3Dt+K2q45qfcC5fyvpfqu8g1AZZvY6mxTlDcGaGP66U2ro1qS1bVXOPdpnZkZ5Bi3OGiIAh1IhYhAwHEOmGUDug9pQVC4IgCIIgRKGmqlkDqdy7h9K1a6q4FX2zmOJl1Y8qBR+GjXhXweEgs4cio0vX/U4pKeT264/Txp0+Z2YzHCE0OMZCqz8OBah2mRmPhxbnDPE/F4R4iUXIWA6chbH8XQXrPsZQ4LsE5UsQBEEQBCEmKosKbalmbX7qILxlZRT/sISipd9R+fvukP7d+woippfRZf/x6bLyMvBCu7MGk9t/QNJrTgp3mTmn74mygyEkhFiEjMeA/yilHgJet9yaKaWOxRjqOxK4L8H5EwRBEAShieIpL6fit+1hn7u2bqF0zSpzp9LjoXDx51Hj9FZUsGnkbTHlI7vPCTic+49YpbXvSIvBfyAlwEaTT4VtXhKqsI1E8GVmQUgUsRjjm6uUGolRYft/lvO71t9K4O5Y1dcqpToDozGXyY8G0rXWIQ9KKqUGAhMsvwAauFdrvSiWNAVBEARBqFsqdu6gfNMvUf0VL/+Bit27wFLEUhZ0VClhpKSYS9AOB81PHkjGQV3IOua40F5zmzdZbUqCUBNispOhtX5CKfUWcAlwKOaexs/Av7XWm+NIv7sV1/eYo1b9Q3lSSl0EzAb+BTwCeIFjMVquBEEQBKHJUF9ak4Lxut14LfXcPvYt/IS9H8wL8ujFXZBfo7TSDzwIM+UITfMBp+HMyKBUr6bo+28iGplzZGTQZthwWb0XhFomJiEDQGu9FfhbgtL/XGvdAUApNY4QQoZSKg94DnhCa/3ngEcfJSgPgiAIgpD01IXWpGhU7t2Du6iIfQs/peDT/8YcPrvP8VH9pDZvQc4J/fy/0zseQErz5vbi792Xou++juzJ4yGn74m24hMEIX5iMcb3LsYI3zytdQTFyvbRWoc2tV2VoUAr4IlEpCkIgiAIDZFEak2yQ8nqVex95z/+35V791ARrLYVqmk5SmnRkgP+b5zfJoPfPa9FrR87EtWsgpA8xLKT0Rc4F9irlHoTeFlrXRfapE4C9gDHKaU+BnoAm4HHtdZP10H6giAIgpAQvJWVcYVzFxfb0pqUN+gcUrL2T6C9FRXs/fA9Cr/4jEjHjaqnV+QXYEKR3vlAUlu3oePtI2usSjXRiGpWQUgOHOGsXAejlHICZwPDgfOBTGAtZnfjVesYVdxYx6WmBF/8Vkp9CAzE2OCYCPwIXATcDlyrtZ4Za1pLly7NB/Jycur+DGtJSQkAWVlynaQpIe3eNJF2b5qUFBbiLNhLs3UaAqw6Ozb8jKOGdxPqGm9mJt4Bp+Nt0844pKRCpwOgIVyELi3FoVdBURHk5ODteQRkRrdBES/yvjc96rvNi4qKAAp69+7dol4yEIVYtEt5gPnAfKVULuYY03DgL8CDSqnPMALHXK11aQLz6MQINGO01k9abp8ppQ4GxltpCoIgCEL94CqHXzeDx4Pjt23kfrkwahCvM9h0W7QAHvB6I+5FeAEcDnAECwBe6H4onn6nQCwXxFNSICc3tnwmE82a4T2mT33nQhCaLDFf/AbQWhcCLwAvKKW6AA8BlwNnAEVKqVnAdK316gTkcY/195Mg90+BIUqpLK11SayRpqSkoOpBl7VPj3Z9pC3UH9LuTRNp9+TF6/X61aTWBNf2rfx6/8SQz9I6dCK984FkHd4rwK0DWYcfGXM6BQs/ZfcbL0c8wuQUrUn1irzvTY/6bvPly5fjDtLwlkzEJWQAKKVaA8OAa4DeQAnwH6AcI3CMUErdFM9xpiBWRXjmADKstAVBEAQhIpV791CycgU7X3g24XE363k4joxMikuK8Zx2Ft1POjlhcef0PYHdr82M7Em0JgmCkETEJGQopVKBP2AEi3OAdGAxcAMwW2tdZPm7D3gLmELNjzO9i7EofhawMsD9TGC91npvDeMXBEEQGiFer5eytWvI/+gDvOUuyrf+invvnqqeEqHy1enkgNETaNbDrGb6VjcTiWhNEho7q0pWM2Pn89za7gaOyDqsvrMjJIBYVNg+A1yGUSe7BXgUmKm1/jnYr9a6QCn1EvCKjXgvsf57RNDvjVrrJVrr/ymlXgOmWNtRPwJ/BAYDV9nNvyAIgpD81MTQnLu4mKLvvsZbWUHRd99Qti7MZN/hIP2AznQaOZrUVq0TmPvaRbQmCY2VVSWrmbZ9Oi6vi2nbpzOq4z0iaDQCYtnJuBZ4G7Mz8bHWOtph1sVWmGi8Feb3S8AI6/83AFuBPwOtMVqtrtBav2EjfkEQBCHJicfQnGv7Nn6dMCqsWlcfae3ak93nBJr1PBxnVhaZ3XrUutG62sDhcND6ostocfa5QYLYibKDITRYAgUMQASNRkQsQkZHrXWBXc9a643ARhv+oo70WusyYJT1TxAEQWhk2DE0l3vSACp27QSgdNWP5H/4Xsi4co4/kZTmLUjr0IGcPieS2iIptTvGTUp2jlzuFhoFwQKGj2QSNEo8pXi9oW1Hl1JGGsllJyaZiEWFrW0BQxAEQRCi4S7cR9HS7/GUlLD3/XchjJYUr8vF3nfnsvfduSGfd57wIBkHd/P/boi7FILQ1AgnYPhweV08tO0xDm/WkxapeXWcO8N3RUsp85aF95ACmd4M/loxlbZpbeouYw2EWC9+twOux2iTaoGxYRGIV2styyuCIAiNEK/HQ+We3xOi+jX/ow8o+PjDuMI263UUAM7MZrS98hpSW7aqcX4EoTZo7JeZt7q2san8V//vr4u+o8AdfU26xF3C1orteIk8llRSyYrSlRH91AXpjnRSHdVt23jcHnLJIc0huxmhiOXi92HA50AO5k5EL+AnoCXQCVgP/Bo2AkEQBCHp8Ho8lK1fh7fCrCZW7NxJyf9+COm3eNnSWslDeucDcW2J/vnIO3MwbYZdjaMhWJsWmjwN4TJzhbcCt9e+nYVN5b/yU+kadlTsZGnxMgo9RbWYu/1kO7MZ3mZYnaQVzIHpnTkks2vIZz5NcvW105LsxLKT8RBQgdECtQ/YCdyltV6glLoKeAJjBVwQBEGoAyoL8ile/gN4Qp8XDonXy75Fn+KtqATAtW1LzOmmtmoVwqp07DRTh9Huxj+xb9GCqIbmHBkZpB/QWQQMoUGQbJeZd1bsYn7+R5R69h/92Vi+iY2uzQmJ/8Sc4/3/b5/aluOyj4no/5fyjbz2+ywqvJVR4053pDOyw+1JJ6AJ0YlFyDgFeFJrvUEp5dubdgJorV9VSp0CPIKxXyEIgiDUEl6vl9I1P7Ft2pSExZnWoWOVY0e5/frjzMmt5i+j84GktWufsHRBDM0JjYt4LjN7vV5+KFnOe3s/jHqEKFZ2Ve7m98o9Ef1kODJsx5fuSOP05gNJdaQyoPnJtEttG/M9KNWsBwemd454J8OklZ6UO0CCPWIRMpqx/ziUTxQO/AItwVgAFwRBEMJQEzsQAO6iQn6dOIbK33f73XL6nogzJhWmDjIOPoTM7j0Ao60otUXLGMInFjE0JzREPF4PlQEr8RVU8B0/8Om2RbgJfQTJ5XXxl22PMrB5f9qntQNg0b4v2Vaxvdbz68DByTknVpmw5ziz6ZN9XL0oSzgi6zBGdbwnrKAhAkbDJxYhYyvQGUBrXaKU2gUcC/jUfXRjv/AhCIIgBBCPHYhgKn7fzfbpj/gFDEdmMzrefjdZvY6ugxLULmJoruHQWC8z763Mp9BdWMXtp9I1bHZVvy+0z13IkuJlVR2r3wsOiRs3C/YtCvmsY1oHzskbxEEZB9qLzCbpjnQOzuiCMwHHHBNJOEFDBIzGQSxCxufAOcBk6/e/gXuVUi7Mq3UH+wUOQRAEIQA7diBanvdHPCXF5pnbTeGXi3bjBWsAACAASURBVPC4XBR9sxh3YSFe1/47C81PG0S7a26owxLULmJormFQ15eZ91bm83PZ+lqJe23Zz/xSvgkvXgrcBWxxbYsrHp9moQpPBcSwIdDMkcmgvNMBOCSjK0dmHU5Oiv1dzcZCsKAhAkbjIRYhYzpwllIq0zKONwY4hP1Cx2fAyATnTxAEoeFSVAh791BcWszeD+ZBZehLjl6Xi73z3g5rByKYvLOH0PqixrmyL4bmkpfauszs9Xpx46bcU84/d77I+vJf/PcSot0lqA0OTO9c5XemM5NTc/tX85fqSKVvTm+ynM0A+FB/xGvO2VQ47F1m/nPHu2QibeETNBrjDllTJhZjfCuBlQG/9wGDlVJ5gEdrXRg2sCAIQiPHtX0bO1/8J54y69Sox02KpZbV1mnrANsTKXmWhWqHg8zuPcjoegiZXQ8ms4fCkZYuGpaEOicRlpkLKvexofwXlpX8D4/V311eF58XLo6afu/sY2PZJLBNqiOV05oPJAUnaY40umceQkoIewh2OJguXOkZyuup/5bLzHFwRNZhPN31sfrOhpBAYjLGFwqxBC4IQmPG6/FQvnkjxT8sAa+Xsg0/U77h52r26LxlpWHjSG3dmsrff4+aVtaRx9D+1jtJycqqabYFIWHYtcx8cavzq9wlKPWUsmifESDy3QX86oqsLjnFutQwoPnJXNTyfByWWNEiNY9UR42nK3XCwXSRy8yCYBH2rVVKDYgnQq315/FnRxAEoe7xut2Ub96I111VI0zFtq3s/Nc/7EfkcNDhT3eT1s5ojdm4aRO0bkvbXb/ZsgOR3buvCBhCUrGy5Cce2f5ExJV5MJaZZ+2ZYyvOTmkdOCX3JLKt+wdOnByXfTStUutPw1kikcvMgmCItDSwEGJS1uyw/Me3zygIglDHeMrL+f0/b1Lw0fyofp25uTQ/eQDOrGycWVnk9jsFh7PqAQ5HWjqO1IBhtcxMMMQORPLTWDUmxUORu4h97iJ+LlvP33c+F1PYdEcavZod7v/twEGvrCM4IL0jaY40emR2azC7EjVBLjMLQmQh47Q6y4UgCEId4fV42P36yxR+/SWe4qIqz9LadwhpgK7d8OvJ6NI17jTFDkRyU9cak6Kxz72P9WW/xB3ei5eF+76k3Bu7VvlCdzEbyuNLWybSVZHLzEJTJ6yQobUOrcRZEAShgeH6bRuekhI8ZaVse2RqtedZRx9H26tGkNa2Xa3lQexAJCe1oTFpD3tZ51jPL/mb+aH4f+ys3BVT+N8qdsSVbqLpkNaeVEcq57cYwvO7XpLLzHEgl5mFpkxce5ZKKQfQ1vq5S2sdy7EqQRCEWsNTXk7JiuV4KysoWvodZWs17n3V9VNkqsPoeMe9ODMycKSl1Xq+xA5E8hFJY9LD2x/npnbX0iOze5VnP5WsZrNrC7+6trCqdHXoiH2HhneHfmyXo7OO9F9+jhUHDjqnd+KIZrFP+lMdqahmPfz2HwBap7aSy8yCIMRETEKGUqoH8CAwGPB9FYuVUvOBCVprneD8CYIg2KYyP5+Nd98S8pkjNY30Aw8CB7S68FKyjzqmjnNnEDsQycGifV/w3M6XqCS0TYMKbwXP7Phn3PE7vA7OyBtIiiOFVqktOT67T0zhW6e2It2ZHnf6iUYuMwuCECu2hQylVF/gEyAL+C/gEyh6AhdhbGacobX+PuG5FARBCKKyIJ+ib76ifPNGAFy/bad8/Tr/82aHHUFKXh6prdqQ268/6Z0PxOGoDU37QjKyzbWdT/ctYlnx8mrPCtyFFHuKbcfVwplXZcKfk5JN/9yTyHI2o39uP7/qVR96rfk89mzXM87cJydymVkQhFiI1eJ3MXCC1npN4AOl1GHAAstPdbOYgiAICaR42RK2/+3RsM/bjriBvFMH1WGOkpfGqjXJ4/Wwp3Kv3zJ0iaeUF3a9xPoyYy3agydhaaU6U3my619t+4/3iFNDQC4zC4Jgl1iEjOOAqcECBoDWerVS6hlgbMJyJgiCgLFh8duMJyn7eS14PHjdlXiK969CZx6qaH7KaeBw4MzIJPu4PjhSRJM2JIfWpC2ureytTJzN1pUlq9hasY0lxcui+k0hhTPyBnJK7slkOZv53X8uW8/zu16mwlsRNY50Rzq3truhRnlubMhlZkEQ7BCLkLELiKQPr8zyIwiC4MddXBR00fkEUrJzbIX1lJbyy1234HVVN2LnSEvjoKmPktaufaKz3ChIpNakEncJ3xUv5euib/m9ci92TSjtcxeyz10Ya9ZjomVKC1IcRqj04uWM5qdyfsshOHD43YM5IL0TbVLbRLRiDXLfQBAEoSbEImT8A7hJKfWi1npP4AOlVBvgJmBGIjMnCELDxev1smfu7P0qW8vLcWRksPu1mbQYfB6t/ji02h0J12/bKVm5gqLvvgaHgzK9X3tP9rF9aHvN9YADnA5ScpvLHYswRNKaNG37dO7teAed0w8IG35t6c9sKP+F1aWaTa5fba34RyIVo60oUWQ5mzEwtz8HpHeiY3qHuOIId5HZhwgYgiAINSMWIWMbUAKsU0q9Bqy13BVwBbAJ2K6UGh4YSGv9ciIyKghCw2LP3NnG+FzF/gmqt9zsSOR/+D4Vu3biTMugeIV17MXrxV2QHzKuVhdeQqsLL6n1PDcGwgkYPlxeFw9ti++oS9/s3hyS0ZU+2cfZDpPqSKFDWvukFAhFY5IgCELtEYuQ8a+A/98e4nlL4MUgNy/w/+zdeXxcdb3/8deZSSZpkibpQhdaoGX7UKsslkLZ9x1RkFVQUVFAUUF+13rFBXe5KogXRBQErqBQWUTBskPZSwHLUsqXpRuUli5p2mZpJpk5vz/OJM06yUlmMsnM+/l45JGcZc75NKfoefe7KWSIFJhEfR21c+/rEDDa8+Nx6p57psfPl8/Yh4oZMykaPYZodTWxCdtmq9RhbVNiEy/Xv9I2yPmD+CoeqH2YFhJ9+vzISEWHtRDaK42UcGjlwVRHq5hVMZMir4iIF8lY7UOFZkwSEcmOMCHjsKxVISJ5Y/MLz1Fzz9/xW7pff6C9SFk5VYcfxcj9DyIyIhiYG62qxovk38tspsSTcX696ne8teUdtvjphsn1riRSogG8aMYkEZFs6HPIcM7Ny2YhIjK8+IkE+FsHAK+55QYaF71KS01Nmk91VH3M8Yz+5KezUV5eaUg0sDz+HgALG17j1cbXOxyfVbEPpV4JG1pqea1xUZ+mb9WsSR1pxiQRkcwKteK3iBSW5vXraKlZz+bnnu4QKLa89Sbxle/3+DkvVgJ+ssfuUgBeSQnRquqM1jvc1bRs4PWGNzqEhKSf5I9rO/dEhZ1LduR7k2YT84o7dGPqbUwGaMyBiIhkn0KGiNC8fh3xFcs77Ku59y6ali3p/cPt1qSo+PhMxpx5Dl5xjOWXfi3955JJKmbO6k+5w0ojjWxs2dS2XZvYyAt1L3YIEnWJep7e/CyNvXR/stJdAI+KaDnnj/sCpZGSLudo1iQRERkKFDJE8lAyHmfzc0/jb+n+pTVRX8fmZ58CzwPfp2VdmiVuIhGKx02gfM+PUzxuXNvuolGjKd9r7x4/Vn3cicHsUvGuL7perITqY48nWl7e9z/UMDTHu4dFkTdhWbjPHVAxq8MaDxEiHDByFh8rm96nz2vWJBERyTWFDJFhzPd9WtauIb7yfRoWvQbJJJuentft4nV9UbZHx6lJS7bfgdGndF3Poi9Gn3w6wNZ1MuJxvFgMkkmqjz2+7fhw4vs+Lze8Qn2ivsuxVxpeY3XzGvzUQnV1iTrWRILw5uExMlrR7jpwwMh9qYxWtu2LEGGfihlMKB6fkVmcNGuSiIjkUk5DhplNBr4D7APsAcScc2nfZszs38BxwPedcz/NfpUiQ09yyxY+/NO11C98GRI9T1da9tE9KJ7Yw/SvEY/yPWdQPGYsAEVjxuJFu18huT88z2PMKWdQfcwJnVb8njUsWjC2JLfwn/pXeT++EoB5m59mXcv60NcZ44/m2l2uzHR5faJZk0REJFf6HDLMbJxzbk2G778zcCqwAHgBOLCXGj4N7JXhGkSGlU1PPs6aP1/fYV90ZCWRsjIqDzoMr7SEEbtNp2TydjmqsKNoeQVVhx4xKPda1LA49Av1iqb3uL/2QRL+1rD2TtMSVjd/2ONnto9NZvuSrr/fkZEKDhy539ZrL1/BOMZ1OW8wadYkERHJhTAtGSvNbC5wC/Av51zPU5f03ZPOuQkAZvY90oQMM6sAfgt8Gy3wJwWmpWY9tY88QOObb9C05N22/VWHH03lEUdRMmloBIpcaj+r0hWrrkrbNSjpJ1nY8CqLGt/k/toH0l53cmwS+5YHY092Kd2JaSOMkm4GXHenhZ5n1xIREclnYULGb4GzgBOBDWZ2O3CLc+6F/t7cOdf7ZO5bXQ4sc879xcwUMqRgbFnyLu//+LIO+6KVVWz/s18RHVnZw6cKS+dpW9MFjXgyzvlLv9FlJqdzx55NeXRrN67KaCW7j5jer/EoIiIihS7MYnz/ZWazgaOAzwGfBy4ws7cIWjdudc71PHH+AJjZx4CLgH2zcX2RoSrR0NAhYFQdfRylO+5Cxb776eU3pad1IVqDxpljTmVZUzA979rmdSze4trO2T62HduXTObM0acytnjMoNYtIiKSzzy/3QJbYaS6L50GfBY4BPCBxwgCx93OucaQ1/se8JPOA7/NzAOeAv7jnPt6ap/PAAZ+v/TSS7VAVUVFRa/nZlpDQwMAZWVlg35vyZ0+PfemLbBlC97Sd/CeegIa6vGSWxv7Emd9HqbsmOVKh5elLOe2yByavZbQnz0ieQgH+/tnoaqt9N97YdJzL0x67oUn18+8rq4OYOOMGTOG5Mq2/Z5dyjlXB9xkZi8A3wdOB45MfV1jZtcCP3XOpV9dqndfAHYl6KYlMjw0NuK5RVBXBxUVsP2OUFra9bz6Oli7Bm/hS0QWv97j5ZInnqyA0U4Sn7d5lzmRe2jpS8Dw4aP+R9iFqRT7xRi7UKQZvEVERLKmX/8va2Zjgc8QdJvaC2gEbgVuApqAC4H/BqYCZ/e3uFRryRXAz1Pb7ZNaaWp7o3MudHNMNBrFzPpbWr85F3TVyMW9Jft836fmnjlb14ZoasIrKaGipQV/hx0Zd9DBeJ6H39LCpiceJf7+e12uUTRmLNHKKsaeeQ6lO+8KnocXGfi6CcNR0k+yqnk1S5uWsajxzWBdEL+Fp+ueC3chD1YXf8j3pnw7O4X2QP+9FyY998Kk5154cv3MFy5cSCLNNPa5FmYK22LgJIJgcSxQDDwLfAWY45zb3O70Z83sXeDSAdY3NvV1ZeqrvctSX9sBWRkLIhJWzT1zglWum7fOKuQ3NeEB3pK3Wbfk7W4/N2LadIq3Gc/Yc84lEosNUrW505Rs4vXGN2jxu2+FeGrzs9QnGnhzy1tti9sNRMyLceG48wZ8HREREembMC0ZHwJVwAfAr4GbnXPdvzEF3gQGuuLWauCwbvY/DvwZ+AuwdoD3EMmIRH0dtXPv6xAwuohEGLnfAXhFxeBFGGG7UT5jn7wIFr7v0+x3/2dfHl/BG43Bv/i0+C38veaeUNceFa2mMjqSwysPIRaJ4eGxe9lHWRVf3e2g7/a00rWIiMjgCxMyHiToDvVwX7onOeduB27v7TwzOzX14/RO28uccy8CT3TzGYClzrkux0RypW7BfPDSd2vyiosp3WW3QVucbrDUtGzgh+//jLUt60J9blqpMTLa3QQMHhNjE9ij7KNUR6vZNjah28+PLhrF7ImX9Bg0FDBERERyI8wUtmdlqYa/97B9C3Bulu4pkjGJ+no23H8vGx/6N35L+kHIfjxOYmPtIFU2OJ7Y9BR/WHNj23ax1/3/rJR6pRxaeRDgEcFjZsUMdi4d+GD26WXTug0aChgiIiK5E3rgt5lNI5jpaWpq11LgfufcG/0poPOUtdn6jEh/+L5PfMUykk1NbfsaXl1I84er27brFjzf5+t5sRjRqoHNNLeoYTHXrbmBC8edN2gv0Ek/SZIkDclGnt08nzca32RJ01Kakk1sTta1nfe5sZ/h+OqjB6Wm9joHDQUMERGR3Aoz8LsIuBY4D+j8kv9LM7sRuNA5N3SHuYuEtObGP7D56Xl9Onfk/gex+YXnIF1rRjJJxcxZ/a6n/cJzPa1o3R9NySbWtazvsv+VhtdZUPdShwXsujMyMpLf7PAzKqO5W4G8NWgMdgATERGRrsK0ZPwE+DLwV+C3QOtbx27AxcCXgPUEU9eKDGvxD1ay8n9+SqJ2AwBeUTElU7d27YlWjKRivwPatksmbUds0mSKxo4NZpeKdx0f4BcXM+q4E4mW928+hM4rW/claLT4LSxudMR7GJCd8BM8uulxXmnoeY2O9qJE8fHZt2Jvti2eyCGVB1LkFTEqWj0kViCfXjaNa6b8JtdliIiIFLwwIeNcgpW8z+m0fwFwtpmNSJ2jkCFDnp9I0LRiGS3r1lH34vwOx5KNDTS8urBtu3TnXZj035fjRaO9Xnf0yacDbF0nIx7Hi8VIJhL4M/drOx5W54DRqjVo/NfEbzJ9xDQ2JGq5ctX/sjkRdGFa0xJu8rVtiyd22VcZHcmRVYeyX8W+RL3efwciIiIiYULGSOCRNMcfBga/M7ZICM3r1tLoFlNz1x201HTtHtTZ+Au+zshZB/R6XivP8xhzyhlUH3MCdQvmk9hYS7SqmtWjxkDpiH79a39PAaNV3I/zsw9+lfYaU2LbM6poVLfHInjsXLojR1Yd3sNMTyIiIiLhhAkZ84G90xzfG+j7CFiRQdL03go2PzOPTU89QbK+vsMxr7SU2LaTqZg5i6JRW1/CvUiUER/dnWhZWb/uGS2v6DBN7WqXfkxDT3oLGN2JEOFzY89ir/I9ACiPlFGh8CAiIiKDKEzI+BrwsJn9GLjaObcewMzGEIzJOCr1JZJzzevWUnPXHTS9/x7x95Z3OV6x34HEJkxk1EmnDImxBAAv1L1ETUsNT2x+mi3JLQCsaV5LkmSfrzG2aIzGJIiIiEjO9RgyzGxJN7tLgMuAy8xsQ2pf6z//rgf+DeyU0QpFQmiprWXtLX+i/j8vdTlWfcInGbnPfsS22x4vkn7RvGxJ+knWt9SQIMmzm59nbu1DHaaAHYiYF+PCcedl5FoiIiIiA5GuJWMF0OvK3iJDgZ9Msu7Wm9n42EMd9o868ZOU7rQrZXvslbNgsbp5DbdF5gDw1rvvpj13+9hkpo0wppTswG6luwLw9pZ3+dPam2nuYYYo0MJzIiIiMrT0GDKcc4cOYh0iA7Lmz9d3WM+i+oRPMvqkU4iUlOSkntXNa3i14XXea3qfhzc91mVlmapoJaWRUiYWT+C00Z9ix5Jgbcvuum5NjE1gTNHoHsdmKGCIiIjIUBN6xW+RoabupQVtAaNkhylMuuzHRGKxnNSS9JP8eOUveXPLW12OHZU8jD0n7cGE4nFMim0b6rqdV7RupYAhIiIiQ5FChgxLvu/T8OpCNj7+CA0Lt46/mPzDn+ekW9S65vX8bf3feaPxTTYkagHw8Di88hCKvSL2rPkYIyjFyq3f9+gcNBQwREREZKhSyJBhxU8mqfnHnWy47x+Q7Djr0pSrfj8oAeOD+CreaHQsbVrGW1veIeG38EHz6g7nnFB9LOeMOaOt+5Or6d8Utp21Bo3r1tzAhePOU8AQERGRIUkhQ4aNZDzOsm9eQLKxoW1f8bjxjDz4MKqPPj4rXaT+U/8Kv/vwD7S0G3Td7Lf0eP6xVUcyo/zjTB+xW9amxp1eNk3T1IqIiMiQppAhQ1YyHmfV1b8i/sFK8H0StRvajpXaNMZ97kvEJk3O7D39JEualhH34zxft4CHNj7a7XkeHodVHkSRV8RhIw+myCtmYmw8RZ7+kxIRERHRG5EMOXUvvsCG+/9B09LulmqB0SefxuhPfjoj95qz/m5erl9IMjVb84r4e92ed92U31Ie2br6d7FXPGQW8RMREREZagYcMszsUIIF+R51zm0acEVS0BoWL2L1NVd22Fd15LGMOuEkACJlZURKSgd8n6Sf5NIV32VVp7EUrcYWjWGborFURMu5aPz5lERyMxWuiIiIyHDU55BhZj8CDnLOHd5u333AcQSrAKwys/2dc8szX6YUinW33tT284SvXUz53vtmrMWgxW9hadNyEn6Cv6z7W1vAmBzblovGn4+XWsyiPFLO2OIxGbmniIiISCEK05JxGvBA64aZnQgcD1wBvAL8Dvg+cF4mC5T8kKivo27BfBIba4lWVVMxc1+i5RUA+C0tNK/5kPV330F85fsATPj6t6iYsU+X6yxqWBxqZqWlW5Zx87rbaPLjLGvqmn8PqJjF1ydcMMA/nYiIiIi0FyZkTAbaz8N5MvCuc+6/AcxsN+DczJUm+cD3fWrumUPt3PsgEsFvasIrKWHdbTczYtp0ki0tbHnj9Q6fiU2aTPmeM7pca1HD4rY1Iq5YdVXaNSJuWXsb8zY/TUOyscuxScXbUhEtZ2LxBL487txM/DFFREREpJ0wIcOD1OjYwBHAfe22VwDjM1GU5I+ae+ZQ+8D9+M1bp4D1m5oAaHh1YYdziydMpHibcUz81ne6dJFqHzCALkFjU2Izq+MfAnBHzV0salzc9tkoUf7fxG9SHa2kqqiK0UWjsvJnFREREZFAmJDxLnAU8EczmwVsBzzU7vgkYGMGa5NhLlFfR+3c+zoEjC48j7Gf/SIVe82gaNTobk/pHDBaxf04P/vgV4wvHtftAO5Jxdvy48mXURIp0dSyIiIiIoMozJvXdcB1ZvYqQcBYATzY7vgBwOvdfVAKU92C+eClX4Hbi8XwIpHQAaNVkmSHgLFLyU4AbFcyma+M+0I/KxcRERGRgehzyHDOXW9mceATwIvAL51zTQBmNhrYBvh9VqqUYal57Rr8eFPac/x4nMTG2m6P9RYw2iv2ivjWhG+wV/nu/apVRERERDInVB8S59xNwE3d7K8Buo7UlYLUsqGGTU8+Tu399/Z6rheLEa2q7rBvY8smFjUu5sa1t/QpYAA0+y3cuPYWrin/Tb9qFhEREZHMCd1R3cxGArOAccAjzrkPM16VDDuJzZtoWr6UdbffRvz9FX3/YDJJxcxZbZur4x9y8YrZoe8f82JcOE6zJ4uIiIgMBaFChpldClwOlBPMNHUU8KGZbUMwRuNi59z1mS5ShjY/kWDpxRdCItG2z4vFKJkyldKddmXjow/ix7u2SHixEqqPPZ5oeTkAL9S9xJWr/7ft+D7lM6hP1PNW07s0+z0PHo95sbTT2YqIiIjI4Aqz4ve5wK+Au4B/Aze2HnPOrTWzfwGnAAoZBST+wUpWfPfStu0R0z9G6dSdGHPqmUCwToZXXLR1nYx4HC8Wg2SS6mOPZ/TJp+P7PvfVzuW29XParjN74iXsVb4HkH5shgKGiIiIyNATpiXjEmCuc+40MxvTzfH/AF/NTFkyXKy747a2n7f57BepOuLoDsc9z2PMKWdQfcwJnVb8nkVjKVy64rt80Lyqw2dmT7yEPcu2DuCeXjaN2RMv6RI0FDBEREREhqYwIWNXgmlse7KWYIYpKSCNb7wGwPivXMTI/Q/s8bxoeQVVhx7Rtv3s5uf53dI/dDhn2+IJ/HDSd6kqquzy+c5BQwFDREREZOgKEzLqgZFpju8IrB9YOTIc+MkkzWtWs+rqXwcL7UUilM/Yu8fzk36SVxtep8lvIuEneXTTEx1W5D537DkcNHI/yqPlae/bGjSuW3MDF447TwFDREREZIgKEzKeAs42s193PpDqPvUlOi7OJ3moYfEiPrjiJx32le2+F5GSUgAWNzre3vIuAK83vMHK5g9Y31LT4/VunHptr+Givell07hmiqapFRERERnKwoSMy4FngCeB1o74s8xsD+BbwAjgp2FubmaTge8A+wB7ADHnnNfpnCOBLwD7AROB94G7gZ865zaHuZ8MTHz1Bx0CRrR6FJVHH8uC/cu5b81NNCQbeb7uhR4/v0NsO8YXj8PDY8fSqRxVeRhl0bLBKF1EREREBlGYFb9fMbOjgT+xdWXv1lDhgNOcc2+FvP/OwKnAAuAFoLtO/ecDZcCPgGXAx1I/H2RmBzrnkiHvKX2UbGxky7tv0/jmGyQ2bWLTk4+1Hdv+l1cSm7AtN6+9lQfW3dPls5+oPg6AyuhI9qvYlxGR0lAtFiIiIiIyfIVd8ftZYLqZ7Q4Y4AHvAP9xzvn9uP+TzrkJAGb2PboPGV91zq1ttz3PzNYBf0ud/2Q/7iu92PzCc3z4+6u7PTbpsh8Rm7Atr9S/xgMbHwGgKlrJaaNPIeJ5fLxsT6qLqgazXBEREREZQkKv+A3gnHsVeHWgN+9LK0SngNHqpdT3SQOtQTryW1pYfd3V1L+0oG1ftHoUVYcdiVdczMgDD6Gosoqalg38YlUwNiJChGunXEmR16+/TiIiIiKSZ/r1Vmhm5cBogpaMDpxzKwZaVB8cnPq+OO1ZaSQSCZxzGSqn7xoaGgBycu8eLXkH773leGs+xHtna10+HsmvXkyiqprWpLdm1WpeW/0Yd0bubTvvksRXefetdwe56OFlSD53yTo998Kk516Y9NwLT66feSKRyMl9+yrMit8x4DKCMRLp1sOIDrSoXuoYB/wEeMQ5tzCb9yoIjQ1E/v5XvGTHv6jJfffHP+QIiHb8K/K8t4C5kUfats9MfJrKtDMbi4iIiEihCdOS8VuCgPFPYB6wISsVpWFmpcBdQAT44kCuFY1GMbOM1BVGa9rNxb07S9RtZulFXwYgNnl7Kmbui1dSStUhhxEZ0XXWp7tr/sncmq0B489Tf6/ZofpoKD13GTx67oVJz70w6bkXnlw/84ULFw7p1owwIeMM4Bbn3IBe7vvLzIqAOcDuwKHOufdyUUe+8JNJln7zgrbtMZ8+g/K9ZnR77urmNbyz5R3mwHs9VwAAIABJREFU1NwNQIlXwo07XqsxGCIiIiLSrTBviTHg+WwVko6ZecDNwFHAcc65/+SijnzQ9N4KGt0bbH72KUil3wlfv7RDwHix/j+saw4Wb19Q/1KH1bnLI+XcMPUaPK/LcBwRERERESBcyHgS2Bv4Y5ZqSed3wJnAp51zT+Tg/sOe39LC2r/ewqbHHu6wv+qIoyn9+F582LyGzYk6blt3B4u3dD+Aae/yvfj0qE8qYIiIiIhIWmFCxteAR83sIuB651xzJgows1NTP07vtL3MOfeimX0HuAi4DvjQzGa1+/j7zrn3M1FHvko2NvDhjX+g/sWOK3FXHX403sgK/nnAFh5697wunyvxSjikMli2ZEzRaD5RfRwRLzIoNYuIiIjI8NZjyDCzJd3srgCuBq40s1VA59EmvnNup5A1/L2H7VuAc4FjU9sXpr7a+xFwecj7FZTVv7+ahtdeadsu22MvJn79Ul5ueo3frf4DTZua2o6NK9oGH5+DRu7PJ0edQEmkJBcli4iIiMgwl64lYwXQn1W8Q3HOpe1745w7NNs15Ku6BfPbAkblwYcz+uRT+d2Wv/LSsvNJtMuHu5buzCUTLmJUUXWuShURERGRPNJjyNDL/fCWbGxk9bVXARCtrGLcF7/CXTX38kL9i23njIpW8/1J32Fi8XiNsxARERGRjNEcpHlqzS1/avt5/ncP45rl32Vl8wcAzKqYyUXjzydKVOFCRERERDKuzyN5zexMM7slzfGbzey0zJQlA+E3N1P/8ksAvHLRAfyj7oG2gBEhwtfGf4Uir0gBQ0RERESyIkxLxjeARWmONwHfpOtAbhlEixoWc+171/Cpic3sEB/LP0a9Aj6MjFTw/Umz2TY2UYvoiYiIiEhWhXnbnAbcmub4QuDUNMclyxY1LOaKVVcRj8a55axiEkV14EOpV8rvp15FsVec6xJFREREpACEWfigGBiR5ngZUDqwcqS/2gKGHwcgUbS1K9Tnxp6lgCEiIiIigyZMyHgD+ESa4ycB3S8VLVnVOWC0V+wVM754XA6qEhEREZFCFSZk/AE42MxuMrNJrTvNbLKZ3QwcCFyf4fqkF+kCBkCz38wVq65iUcPiQa5MRERERApVn0OGc+7PwO+BzwMrzGyDmdUAy4HPAdc75xQyBlFvAaNV3I8raIiIiIjIoAnTkoFz7iLgYOBa4DngeeAa4CDn3FczX56kc92aG3oNGK3ifpzr1tyQ5YpERERERPqxGJ9z7mng6SzUIiFdOO68PrVkAMS8GBeOO28QqhIRERGRQhdmMb4lZnZSmuMnmtmSzJQlfTG9bBqzJ15CzIulPS/mxZg98RKml00bpMpEREREpJCF6S41BahIc7wC2GFA1UhoHxmxG4eu3LbH4woYIiIiIjLYQo3JAPw0x3YFNg+gFumHJY/eyUPbLgPAS3Y8poAhIiIiIrmQdkyGmX2eYDapVt8zsy93c+oo4GPA3AzWJr1oTjZzxdh/t21fMOpz3LjpduJ+XAFDRERERHKmt4Hf1cDU1M8+sA3Byt7t+UA98BfgsoxWJ10k6uuoWzCfx5Mvcfv2b7R1YJs9/mL2GrknY8snct2aG7hw3HkKGCIiIiKSE2lDhnPuauBqADNLAhc75/46GIVJR77vU3PPHGrn3kdLNMK9XwPwADjx+TL2PHsPIBgMfs2U3+SuUBEREREpeH2ewtY5F3b8hmRQzT1zqH3gfvzmZpZsF6FxRDCj1A9/uYVYJElN2RzGnHJGjqsUEREREQk/8FtyIFFfR+3c+/DjwXoYL+4VBeCQp1sobgE/Hqd27n0k6utzWaaIiIiICJCmJcPMlgJJYDfnXHNqO93sUgC+c26nTBYoULdgPkSCPLh41wiLpgUhY4f32k0nFYlQt+B5qg49IhclioiIiIi0Sdddah5BqEh22pZBlthYi9/URFMMbjt968J7U5dtDRl+PE5iY20uyhMRERER6aDHkOGcOzfdtgyeaFU1XqyEl/Zsadt30fVNFCe2nuPFYkSrqnNQnYiIiIhIRxqTMQxUzNyXZEsz/z66GIDD5zUzYW2nRqVkkoqZs3JQnYiIiIhIR32eXcrMPiDoMvUk8KRzblHWqpIOImXlLJix9VHt81Kiw3EvVkL1sccTLS8f7NJERERERLroc8gAHgIOBs4AfDOrAZ4iCB3zgIXOOY3ZyILEpo28vmvwq5242mdkogTfi+PFYpBMUn3s8Yw++fQcVykiIiIiEgizTsa5AGa2HXAocAhB6PgUwYDwTWb2jHPuxMyXWdhqFy5gydRgRqkLp3+bsWetJrGxlmhVNRUzZ6kFQ0RERESGlDAtGQA4594D/gL8xcxKgU8DlwG7Acdltjzxk0n+8d4dMAliiQi7VH8E79DpuS5LRERERKRHoUKGmY0A9idoxTgE2AeIAW8BfyLoNiUZVDf/WdzkOBDh0yOOwfO8XJckIiIiIpJWmIHfzwB7A1FgEcFYjP8lGAS+JjvlyWv/+iPvfTGYBGzWxMNyXI2IiIiISO/CtGTsR7Aw39+Bu4F5ChfZtWXJO9x0WtByUeWNZFzRNjmuSERERESkd2FCxrFs7Sb1F6DYzBxBF6l5wBPOudVhbm5mk4HvEHS72gOIOee69Acys22AK4ETUzU/CnzDObcizP2GmzeWP8vm7YJfx3cmXaquUiIiIiIyLPR5MT7n3EPOucuccwcC1cBRwB2AATcCK83szZD33xk4FfgQeKG7E8wsAtxPMBbky8BngB2AR1NjRPJSMh7n9cUPAjA+PpKppVNyW5CIiIiISB/1a8Vv59wW4G3gXWAJsAbwgF1CXupJ59wE59wngAd7OOdkYCZwpnPuTufcv4BPAlOAL/Wj/GFh3W03s3pc0HJxdNURuS1GRERERCSEMAO/p7K1u9QhBK0JHrCBYFG+3xFydinnXLIPp50IvOOcW9DucyvM7GngE8A1Ye45HGxZtpRN8x7j7W+UALDbmN1zXJGIiIiISN+FGZPxbur7WoKZpa5MfX8tyyt9f4RgNqvO3gBO6u9FE4kEzrl+F9VfDQ0NAGnv7c1/hpf3jLK50qPUjxFf3oRj8GuVzOnLc5f8o+demPTcC5Oee+HJ9TNPJBI5uW9fhQkZXyWYUWpxtorpwSigu3tuAEYPci2D4l1vGf84sRiAUYwi0r9ebSIiIiIiOdHnkOGc+0M2Cxls0WgUMxv0+7am3XT3/tfydW0/z55yKROKx2W9Lsmuvjx3yT967oVJz70w6bkXnlw/84ULFw7p1owwYzI+Bkxzzs1pt+9w4AcErQ23Oef+J/MlsoFgNqvORgE1WbhfTvnJJIsmBs1v3646XwFDRERERIadMP1wrgA+37phZpOAe4HpQDHwCzP7XGbLA4KuUh/pZv9H6L4b1bBWv+4DtpQEQ1x2Gf2xHFcjIiIiIhJemJDxcYKB3q3OBqLAns65jwBzga9lsLZW9wG7mNmM1h1mth1wIPCvLNwvp15d+Qx+xGNEk8fIaEWuyxERERERCS3MwO9qgkXzWh1HMBB8ZWr7X8AvwxZgZqemfpzeaXuZc+5F4B7gZeAOM5sNNAE/BlYQLAKYVx5tfAZGwi5ry3JdioiIiIhIv4RpyVgHTAYws3JgP+CRdseLCRdaWv099XVmp+2LAJxzCYJAM58gVPwNeA84wjnX0I/7DWkry+sBOKZo/xxXIiIiIiLSP2FCwZPAhWb2BsFLfzHwz3bHdwVWdvfBdJxzXh/OWUPQPSuvNSXi1JYHswR8dPqxOa5GRERERKR/woSMy4CHgTtT21c4594GMLMocCp5OEZiMC1f9wYAYzdAbKe8XAJERERERApAmHUylprZbgSzOm10zi1vd7gMuBB4JcP1FZSF6+dDDHbYVIHn9drAIyIiIiIyJIUaQ+GcawFe7Wb/ZoLpbGUAXq5bCKNhSnJ8rksREREREem3MAO/JYsak428V9UIwF7le+S4GhERERGR/lPIGCIWblpIIgqTVybZcW8N+hYRERGR4UshY4h4cv0TAEypGUEkFsttMSIiIiIiA6CQMUSs3fQeABafkONKREREREQGpseQYWZXmtle7ba3N7MRg1NW4VkXC9YV3G3izBxXIiIiIiIyMOlaMi4GprXbXgqcnN1yCtPadUvYUgLFzTDpgONyXY6IiIiIyICkCxlrge3abWvhhix5YcWjAFTGi4lEozmuRkRERERkYNKtk/E48AMz2wfYmNr3FTM7Ms1nfOfclzJWXYF4p/FdqITD66b1frKIiIiIyBCXLmR8HWgBjgDGAT5wcOqrJz6gkBFSbSLIcOOrd8hxJSIiIiIiA9djyHDOrQXOad02syRwjnPur4NRWKHwfZ+N0WARvrHb7JjjakREREREBi7MFLZfAJ7NViGFKlm3mU1lPgBjR23Xy9kiIiIiIkNfuu5SHTjnbgEwswjwcWBq6tBS4GXnXDLz5eW/ps211FeAl4RRRaNyXY6IiIiIyICFWozPzD4FLAPmA7cDd6R+Xmpmn8x4dQVgXcNqfM+jsjFK1NPMUiIiIiIy/PU5ZJjZMcCdqc3vAacQrJvxPYLpbe80s6MyXmGeW9fwIQDVTcU5rkREREREJDP63F0K+D7ggP2dcxvb7b/XzK4Fnkud83AG68t765vXATCqWYupi4iIiEh+CNNdak/gz50CBgDOuU3ATQRjNSSE9S01AIxKlOe4EhERERGRzAgTMhJALM3x4tQ5EkKNH2S20VTmuBIRERERkcwIEzLmAxeY2cTOB8xsAnABQZcpCWFVyxoAxkfH5rgSEREREZHMCDMm4wfA48CbZnYr8GZq/zTgM0AJcFpmy8t/G0rjAGy7za45rkREREREJDPCrJPxvJkdCVwFXNjp8ALgEufcC5ksLt/5vs+msgTgMWHStFyXIyIiIiKSEWFaMnDOPQPsY2bjgSmp3Uudc2syXVghqG+sJR7zKI77lI3QQnwiIiIikh9ChYxWzrkPgQ8zXEvBqdn4PgCVDREikVDrIoqIiIiIDFl6s82hDZtXA1DRrIX4RERERCR/KGTkUG39WgBGJktzXImIiIiISOYoZOTQm83vApCM9avXmoiIiIjIkKSQkSOLGhYzr3oJAG9Wb2BRw+IcVyQiIiIikhl9ChlmFjWz7c1sdLYLKgRLWc4Vq64iGfEBSHo+V6y6SkFDRERERPJCX1syosAS4AtZrCUtM/uUmT1vZhvNbK2Z/dvMPp6revprKcu5LTKHuB/vsD/uxxU0RERERCQv9ClkOOfiwCqgJbvldM/MjgHuBt4lWFX8K8AY4FEz2y4XNfXHoobF3BaZQ7PX/a9RQUNERERE8kGYMRm3Ap8xs1zMt3oOsBz4rHPuIefcPQRhoxo4IQf1hLaoYTFXrLqqx4DRSkFDRERERIa7MNMaPUbwQr/AzK4n6D7V2Pkk59yTGaqtvWKgzjmXbLdvU+r7sBi8ft2aG7p0kepJ3I9z3ZobuGbKb7JclYiIiIhI5nm+7/fpRDNLdtrV+YMe4DvnopkorNO9jwLmArOBPwPlwC+Bw4HdnXPrwlzvpZdeqgWqKioqMl1qj1rHYvTWkgFQ7BdxdvJ0prLDIFQmg6GhoQGAsrKyHFcig0nPvTDpuRcmPffCk+tnXldXB7BxxowZ1TkpoBdhWjJyNujbOfewmZ1M0GXr16ndy4EjwgaMXJnKDpydPJ1bI3NoSRM0FDBEREREZLjrc8hwzt2SzULSMbNZwP8BfwP+DlQA3wb+bWb7O+dWhb1mNBrFzDJbaC8MA0ePLRoxL8bsbS9hetm0Qa1Lss85BzDof+ckt/TcC5Oee2HScy88uX7mCxcuJJFI5OTefdGvpabNbBdgHPC6c25jZkvq1v8C851zF7Sr4XGC1oxLgf83CDVkxNYWjdtp8bb2QIt5MWZPVMAQERERkeEv1KBpMzvNzJYBbwJPAjNS+7cxs7fN7LSMVxiYDrzcfodzbhPwDrBLlu6ZNVPZgYPrd23bVsAQERERkXzS55BhZicAtwOrgR8RDPQGwDm3FnDA2ZkuMGUZqUDTrp5KYGdgaZbumVUjmoJfX2lLVAFDRERERPJKmO5S3wOeBw4ERgOXdzo+H/hSZsrq4hrgWjP7I3AnwZiMS4ERwPVZumdWbU7WA/CJddOYvpsChoiIiIjkjzDdpfYA/uac62nO2w+A8QMvqVvXEQSYvYG7gD8A9cChzrlhuWpdHUHIqCyqzHElIiIiIiKZFaYlI97L+dsBmwdWTvdSwebPqa+8sNlrAmBkbEhObSwiIiIi0m9hWjLmAyd3d8DMSoHPAk9loqhCUF8UrP5dGRuV40pERERERDIrTMj4ObC/mf0NmJXaNyW1SN4zwGTgFxmuL2/Vx4J5jSuL1V1KRERERPJLn0OGc24ecCZwJPDP1O4/EYyR2AE40zn3YsYrzEeNjTQUByHDW/Q2ifq6HBckIiIiIpI5oRbjc87dZWb/Bo4GdiWYxvYd4CHnnN6Ue+H7Pt68R+GFZ2mZHQU8Gh54iGVzH6T6uBMZffLpeJ7X63VERERERIay0Ct+O+cagXuzUEveq7lnDt4Lz5FMtuB7RUSSPl48jg/UPnA/AGNOOSO3RYqIiIiIDFDokGFmowi6TE1N7VoKPOKc25DJwvJNor6O2rn34bU0kygO9kVbth7343Fq595H9TEnEi0vz02RIiIiIiIZEGbgN2b238BKgpW/f5n6ugNYaWbfzXx5+aNuwXyIBL/ulmiwL5rodFIkQt2C5we3MBERERGRDOtzyDCzS4GfAQuAMwgW59sj9fOLwE9S50g3Ehtr8ZuCtTESqZBR1Clk+PE4iY21g1yZiIiIiEhmheku9XXgMeCoTqt+v2ZmdwGPpM75TQbryxvRqmq8khL8piZaUr/1zi0ZXixGtEqL84mIiIjI8Bamu9Q44O5OAQMA51ySYCrbbTJVWL6pmLkvJJMAJKLBDFJFiU6/ymSSipmzOn9URERERGRYCRMyXgF2SXN8Z+C1gZWTv6LlFVQfdyJ+UXFbd6n2A7+9WAnVx2nQt4iIiIgMf2G6S10K/MvMXgNucc4lAMwsCnwB+BxwYuZLzB+jTz6d9evW07z8GSDoLuWVlEAySfWxxzP65NNzXKGIiIiIyMD1GDLM7LFudm8gWOX7V2a2NLVvKlANLAF+ChyR6SLzhed5+IccQcv6McBcivwIY8/6LBUzZ6kFQ0RERETyRrqWjB2BLuMvgBWp72NS3zelvorYunaGpNESDX6tRZEiqg5WJhMRERGR/NJjyHDOTRnEOgpKItEMQJEfzXElIiIiIiKZF2oxPsmMRLI1ZOjXLyIiIiL5J8zA7zZmVgGMArzOx5xzK7p+QtprScYBKEItGSIiIiKSf/ocMsxsBPBD4ItsHY/RHb0596K1JaNY3aVEREREJA+Facm4HjgHeAG4DajNSkUFIOEHISPqKWSIiIiISP4JEzJOBm51zn0uW8UUitaQUdy/3moiIiIiIkNamJHHjcAz2SqkkCT8BKAxGSIiIiKSn8KEjDuBo7NVSCFpoQVQyBARERGR/BSmv86lwJ1m9hfgBoJF+RKdT9LsUr1LkAQUMkREREQkP4UJGS3AO8BFwGfSnKc35160eKmWDE9jMkREREQk/4R5y70W+BKwAHgOzS7Vb2rJEBEREZF8FiZknAb81Tn32WwVUyiSqZARVUuGiIiIiOShMAO/W9DsUhmxNWSoJUNERERE8k+YkHE3ml0qIxQyRERERCSfhemv87/A/5nZbcAf0exS/dY6JiMaUXcpEREREck/Yd5yX0193xM4M815+uf5XrS2ZGh2KRERERHJR2Hecn8M+NkqpDdmdgrwX8DuQDPwOnC+c25Rrmrqr6Sn7lIiIiIikr/6HDKcc5dnsY60zOybwK+BK4HLgFJgX2BErmoaiGQqq0WiaskQERERkfwz5N9yzWwn4H+AS5xz17Q79O8clTRgrS0Z6i4lIiIiIvmoz2+5ZvaDPpzmO+d+MoB6uvNFgu5Rf8rwdXMm4QUtGRr4LSIiIiL5KMxb7uVpjvmAl/qe6ZCxP+CAc8zs+8Dk1PaPnHNz+nvRRCKBcy5DJfZdQ0MDidSkXLUbNuakBhl8DQ0NAHreBUbPvTDpuRcmPffCk+tnnkh0meR1SAkzJqPLmhpmFgF2Ai4GZgDHZa60NhOBScAvgNnAe8CXgDvMbK1z7vEs3DOrkqmWjIi6S4mIiIhIHhrQW65zLgm8DXzNzO4hGJj9hUwU1k4EqAA+65z7B4CZPQp8FPge0K+QEY1GMbOMFdlXzjn8uuDnCeMm5KQGGXyt/8qh511Y9NwLk557YdJzLzy5fuYLFy4c0q0ZYVb87s1DwEkZvF6rmtT3R1p3OOd84DGCoDHsJCIakyEiIiIi+SuTIWMyEMvg9VqlWwejNAv3y7rWKWyjRcU5rkREREREJPPCzC61fQ+HRgGHA5cAD2eiqE7uJZhh6mjg7lQtEeAIYEEW7pd1rWMyiiIKGSIiIiKSf8L011lGzyt+e8A84KsDLagb/wKeAv5oZmPYOvB7N+BrWbhf1m3tLqWQISIiIiL5J0zI+CJdQ4YPbADeds69mbGq2nHO+WZ2EsGCfL8ARgL/AY5zzs3Lxj2zLekF34uiChkiIiIikn/CTGF7cxbr6O3etcBXUl/DXjLVkhGJauC3iIiIiOSfTA78lj5qbcko1uxSIiIiIpKHQr3lmlkVcBbBAnyjCcZitOc7576UodryVuuYDC3GJyIiIiL5KMzsUocC/wAqgU0EYzE662lguLSTTLUfaZ0MEREREclHYd5yryIIFoc4517JUj0FobW7lEKGiIiIiOSjMGMypgG/VcAYOD/1W48oZIiIiIhIHgoTMlaSnRW9C87WloxobgsREREREcmCMCHjauALZjYiW8UUCj8VMtSSISIiIiL5KMxbbi1QD7xpZjcBy4FE55Occ/+Xodrylu/5gEdELRkiIiIikofChIyb2/38gx7O8QGFjF4k1ZIhIiIiInkszFvuYVmrosBsHfitlgwRERERyT99DhnOuXnZLKSQbB2ToZAhIiIiIvknzMBvyZBkJEgZ6i4lIiIiIvlIIWOQJf2tY+WjUYUMEREREck/ChmDzE8mAYgk/RxXIiIiIiKSHQoZg8z3WwDwlDFEREREJE8pZAyyZKolw0vmuBARERERkSxRyBhkfmpMRqR1iikRERERkTzT48hjMzu4Pxd0zj3Z/3LyX+uYDHWXEhEREZF8lW56oycIVvBu5XXa7okWf0ijdXapphgsaljM9LJpOa5IRERERCSz0oWMzit8x4ArgErgesCl9u8GfAXYCMzOdIH5Zln0/eAHD65YdRWzJ16ioCEiIiIieaXHkNF5hW8z+yVBa8buzrmGdof+aWa/B54GDgceyUah+WBRw2LuGvFg23bcjytoiIiIiEjeCTPw+7PALZ0CBgDOuTrgZuDzGaor7yxqWMwVq66ixUt02N8aNBY1LM5RZSIiIiIimRUmZIwCKtIcr0ydI520Boy4H+/2uIKGiIiIiOSTMCHjReDrZrZr5wNmZsDXgAWZKixf9BYwWiloiIiIiEi+SDfwu7NvAY8Dr5vZg2wd+G3AMUATcGlmyxv+rltzQ68Bo1Xcj3Pdmhu4ZspvslyViIiIiEj29Lklwzn3IrA3cC9wKEHo+BbBLFT3AjNT50g7F447j5gX69O5MS/GhePOy3JFIiIiIiLZFaYlA+ecA04zswiwTWr3WudcMuOV5YnpZdOYPfGSXrtMxbyYZpkSERERkbwQKmS0SoWKDzNcS97qLWgoYIiIiIhIPgkz8Bsz29HM/s/MVppZ3MwOT+0fa2Z/NrN9slPm8NcaNIr8jguiK2CIiIiISL7pc8gws2kEM0ydBLwGtL0tO+fWAXsA52e6wHwyvWwax22Y2batgCEiIiIi+ShMd6lfAHXAvkAzsKbT8QeAUzNUV4/MrAh4GfgY8Fnn3K3Zvmcmbds0GoBoAmZvp4AhIiIiIvknTHepQ4BrnXOrAL+b48uBbTNSVXrfZOug82HHJxgjP7G2WAFDRERERPJSmJBRAmxMc7wKyOosU2Y2GfghMDub98mmZOpX5OHluBIRERERkewIEzIWA/unOf4J4JWBldOr3wL/BJ7M8n2yxk8mAIj4ChkiIiIikp/CjMn4A3CdmT1DsPgegG9mo4GfAgcAn8lwfW3M7FjgaIIVxksGer1EIkGw7Mfgaoo3pQpI5uT+khsNDQ0AeuYFRs+9MOm5FyY998KT62eeSCRyct++CrPi95+Aa4DrgCWp3fcAa4ELgKucc3dkvELAzEpT9/5RakzIsOWru5SIiIiI5LmwK35fbGZ/A84EdgU84B3gb86557JQX6vvAnHgd5m6YDQaxcwydbk+W/LB0wAURYpycn/JjdZ/5dAzLyx67oVJz70w6bkXnlw/84ULFw7p1ozQK3475+YD87NQS7fMbAfg28DZQHnqQVamDpeZWZVzLt2A9CElmZqYK9QqiCIiIiIiw0iYxfiWmNlJaY6faGZLejo+AFMJxmDcCWxIfbUOML8eWJ+Fe2aN3xwPftgSZ+MTj5Kor8ttQSIiIiIiGRamJWMKUJHmeAWww4Cq6d5C4LBO+yYAfwN+DjyUhXtmnO/71NwzB2/xM7BjMX5TE+vu+T/W3XYz1cedyOiTT8fzNE5DRERERIa/sN2luluEr9WuwOYB1NIt51wt8ET7fWY2JfXjYufcvEzfMxtq7plD7QP3428f/Ao9H/ymYKap2gfuB2DMKWfkrD4RERERkUxJGzLM7PPA59vt+p6ZfbmbU0cBHwPmZrC2vJGor6N27n34zc3gBT3U2rdZ+PE4tXPvo/qYE4mWl+emSBERERGRDOmtJaOaYEwEBK0Y2wBlnc7xgXrgL8BlGa2uB865ZTB85oCtWzAfIkG4aG12R869AAAcwElEQVQK8jq3CUUi1C14nqpDjxjU2kREREREMi1tyHDOXQ1cDWBmSeBi59xfB6OwfJLYWNvWNaptoe9OIcOPx0lsrB3cwkREREREsqDPYzKcc5p1tZ+iVdV4JSVB0EiFjM4tGV4sRrSqevCLExERERHJMAWHQVAxc19IBit9t7ZkdOnrlUxSMXPWoNYlIiIiIpINoWaXMrMjgf8CZhCM1+jyruyci2amtPwRLa+g+rgTg9mlaAl2tmvJ8GIlVB97vAZ9i4iIiEhe6HPIMLMTgHsBB8wBLgD+StAa8ilgMfDPLNSYF0affDoA/jvBr8jzwSspgWSS6mOPbzsuIiIiIjLchWnJ+C7BStuzgCqCkPFn59xjZrYL8DxBAJFueJ7HmFPOIPngSuBVoiPKGHvW6VTMnKUWDBERERHJK2HGZOwB3OacawaSqX1RAOfc28B1wHcyW14eKgp6k0VGjKDq0CMUMEREREQk74QJGQmgLvVz6/ex7Y4vI1j1W9LwU4MxvOGzzIeIiIiISChhQsZSYCcA51wceBs4ut3xQ4E1GassTylkiIiIiEi+CxMyHgZOM7PWt+M/Ap83s0fN7HHgLIJVvyUdvzVkiIiIiIjkpzAh4+fAaaQGizvnfgP8NzAKGAlcDvwow/XlHd9TS4aIiIiI5LcwK35vAF7qtO8K4IpMF5XPWpfHUMgQERERkXylFb8Hmx9MzKWIISIiIiL5qseWDDP7QT+u5zvnfjKAevLe1oW+FTNEREREJD+l6y51eT+u5wMKGWlodikRERERyXc9hgznnLpSZYVmlxIRERGR/KYgMcjUkiEiIiIi+U4hY5D5askQERERkTzX5ylszWwp7cctd893zu00sJLyXOo3qJYMEREREclXfQ4ZwDy6howosCOwH/AqsDBDdeUtdZcSERERkXwXZjG+c3s6Zmb7AvcDF2egprymFb9FREREJN9lZEyGc24+cANa/btXvt9bjzMRERERkeEtkwO/lwK7Z/B6eU0tGSIiIiKSrzIZMk4EajJ4vbykMRkiIiIiku/CzC71gx4OjQIOI2jF+GEmispnmsJWRERERPJdmNmlLu9h/wbgbeALzrlbBlxRnmsdkaGWDBERERHJV2Fml9LCfRmh7lIiIiIikt8UHAaZ364tQ0REREQkHylkDLK2iKGMISIiIiJ5KszAbw84H/giwSrfo7o5zXfOhRnnUXA0u5SIiIiI5LswgeBK4BvAB8BTQG1WKurEzE4FzgZmAGOBZcAtwFXOufhg1JBZChkiIiIikt/ChIzPA3OBTzrnElmqpzv/jyBYfBtYDexHMFXux4EzBrGOjNDsUiIiIiKS78J2bfrXIAcMgE8459a2237CzHzgF2b2X865FYNcz4Cou5SIiIiI5LswA78fAPbJViE96RQwWr2U+j5pMGvJDC3GJyIiIiL5LUxLxjeAh83sJ8ANwArnnN/LZ7LlYCBBsAhgvyQSCZxzmauor/dNBg1BjY1bcnJ/yY2GhgYAPfMCo+demPTcC5Oee+HJ9TNPJAa7c1E4YRbjW2dmtwM/B74LYGadT8v67FIW3PQS4Cbn3Lps3isbfLVkiIiIiEieCzOF7c+A7xDMLvUigzS7VKcaxgD3Au8Blw7kWtFotLuQlHWPrwh6qJWVlefk/pIbrf/KoWdeWPTcC5Oee2HScy88uX7mCxcuHNKtGWFaHb5MbmaXAsDMRqbuXwHs75zbNNg1ZEJr/7KI2jJEREREJE+FCRkxcjO7FGZWQtCCsRNw0HCbUao939s6ia2IiIiISD4KM7vUg8C+2SqkJ2YWBW4nmNnqeOfcG4NdQ0b5GpMhIiL/v707j7drvPc4/jmZkEQiNbRmeQW/JigaV1EaRGuIpKgirbpptUq5BEWLa0hbbnpL6I2aayjVmEXQNtRQRWm0hsjrV0KiVWMGmhhOkrPvH8+zYtv2PnvtnbX3Pmfl+369zmudvdZz1nrWXsNZv/VMIiL5VmvvUnfHthmX0bzepS4C9gPOANrMbIeiZbMrdHHbZS0vx2hTmCEiIiIi+VRLkPEq4Rl5G0ID8Gb1LrVXnE6IP8W+CVyd8fYaKqkupcH4RERERCSvagkIruXDF/FN4+6bNHubDRW/QQUZIiIiIpJXtYyTMa6B+VhpqCRDRERERPKulobfkoEPi4IUZIiIiIhIPtUyGN9hadK5+7X1Z2dlEMKMHmr4LSIiIiI5VUubjKs7WVbcVkNBRic+HCVDQYaIiIiI5FMtQcbgMvN6EgbIOw5YCxiXQZ5yrfBhy28RERERkVyqpeH33AqLXgSmm9n9wBHACVlkLL+Sht9qDiMiIiIi+ZTlk+4twNcyXF8uqbqUiIiIiORdlkHGQGBAhuvLpQLqwlZERERE8m2FR+c2s4HA7sCJwGMrnKOcK8TYQkGGiIiIiORVLV3YdlB5xO82QtuMY7LI1MpAPdiKiIiISF7VUpIxgY8HGQVgAfA8MN3dl2WVsbwqqOG3iIiIiORcLb1LndXAfKw0lgcZKskQERERkZyq+jrdzPqZWf8qafqbWb/ssrUyUJQhIiIiIvnUaZBhZsMI1aFOrrKek4H5ZrZZVhnLq6Qko4eqS4mIiIhITlV70j0a+BehPUZnfhTTqeF3Fe+sshSA13u/0+KciIiIiIg0RrUgYw/gRndf2lkid18CTAH2zCpjeTTz3VnMXmcxAPf1m8XMd2e1OEciIiIiItmrFmRsBHjKdT0PbLxi2cmvme/OYuKrkyjEb3xZWwcTX52kQENEREREcqdakLEEWCXluvrE9FIiCTDaC+0fmd9eaFegISIiIiK5Uy3ImA3skHJdO8b0UqRSgJFQoCEiIiIieVMtyJgKHGRmn+ksUVx+EHBHVhnLg2oBRkKBhoiIiIjkSbUgYxLwFnCfmR1mZr2LF5pZbzM7DJge013QmGx2Txe/cUXVACPRXmjn4jeuaHCOREREREQar9Mgw90XAnsDi4CrgLfN7K9m9qCZPQm8Hee/B+wT00t01Drfpk9bn1Rp+7T14ah1vt3gHImIiIiINF7VEeHc/RlgK8KAe38BNiS0v9gImBHnb+XuTzcwn93SFn2Hcsq6x1cNNPq09eGUdY9ni75Dm5QzEREREZHG6ZUmkbsvAs6LP1KDJNCo1DZDAYaIiIiI5E3VkgxZcZVKNBRgiIiIiEgeKchokiTQaOsIn3sVeijAEBEREZFcUpDRRFv0HcqG88LYhvu8/1kFGCIiIiKSSwoymqzvB+Er36BjrRbnRERERESkMRRkNFtbnLTpqxcRERGRfNKTbpMV4rRHEm2IiIiIiORMqi5sW83MBgMXArsD7cBU4AR3n9/SjNVo2eJFFJYuAeCDl+ewbMgievbr3+JciYiIiIhkq8uXZJjZ6sD9wHrAwcCRwAhgqpl1i+KAQqHAvFunMGf8UbDkAwDee+Zp5ow/inm3TqFQKFRZg4iIiIhI99EdSjKOANYFPu/urwCY2T+BPwGjgGktzFsq82+7kYW/vYvCkiVA7zBz6TIKSzpY+Nu7AFjzgINbl0ERERERkQx1+ZIMYF/goSTAAHD3R4A5wOhWZSqtZYsXsfCeaRTaw2jfhaThd1xeaG9n4T3TWLZ4cWsyKCIiIiKSsbauXlXHzF4HbnD38SXz7wIGuPsuta5zxowZHdCkltfLlsHSpSRNvtt7t9HRA/osKdCjI0nUBr16Qc+eTcmSiIiIiORCYfjw4V2y0KA7VJcaBCwsM38BsEmd6+wglOK8U+ffp1corAKFVZOPfZaUC+oKUCi8D3zQ8PyIiIiISB4MIDzTdkndIcjI3PDhw1fK/RYRERERaYYuWbxSYgGwRpn5g4Bu1YWtiIiIiMjKoDsEGbOAYWXmD4vLRERERESkC+kOQcY0YISZrZfMMLMdCO0x7mxVpkREREREpLzu0LvUAOAZ4A3gLKAvMBF4jTB2RtfeARERERGRlUyXDzIAzGwIcCGwK7CEUIJxvLvPa2W+RERERETk47pFkCEiIiIiIt1Hd2iTISIiIiIi3YiCDBERERERyZSCDBERERERyZSCDBERERERyZSCDBERERERyVSvVmdgZWFmgwnd8O4OtANTgRPcfX5LMyadMrMDga8Dw4G1gDnANcAkd28vSpfq+JrZtsAkYHvg38CvgVPd/b2SdCOB/wG2BN4ELgfOcfdl2e+lVGNmvYAnga2Ab7j7dUXLMj2mZnYIcDqwKfAP4Hx3v7hBuyZlmNkBwEnAZwjdpj8LfNfdZ8blut5zxsz2A34ADCUc0yeA0939yZJ0mV7HZvZfwHhgfeDvwNnufku2eydmtgHh+G4PbA30cfe2MunWBs4H9iU8I98HHOvuL5ek0z0gBZVkNIGZrQ7cD6wHHAwcCYwApprZx05y6VK+D3wAnAzsA/wKODNOgfTH18w2Av5AuCF9GTgFOAy4oniDZrYdcDfwPDAK+BlwKjChETsoqRwHrF06M+tjamZjgBuAe4G9geuAyWb2nWx3Ryoxs+OAKcBDwGjga4QHjdXicl3vOWNmewK3ArOBrwJHAGsC95nZhkXpMr2OY4AxCbgK2At4ELgp5keytSlwIPA68Hi5BGbWA7gL2An4DuHa35hwHqxWlE73gJRUktEcRwDrEkYofwXAzP4J/IlwQk1rYd6kc6Pd/c2izw+YWQE418xOim830h7fkwg3m/3dfXFM1w5cb2bnuvuzMd2ZgAOHunsH8Acz6w+cYWbnaxDK5opvwM4EjiGUYhXL+pj+BLjb3cfHz/eb2frAj8zsl939rVZXFwd+/SlhsNfJRYvuLvpd13v+HArMJZRSdgCY2Yw4bxRwSUyX2XVsZn2As4BL3f3HMd0DZmbx73/XyB1eCT3k7p8CMLPTgZ3LpNkf+A9ge3d/IqZ9ihB8Hg4k9wTdA1JSSUZz7Es4wV9JZrj7I4SqN6NblSmpriTASMyI0/XjNO3x3ReYmtxsolsIJSWjAeI/ni8CU5J/dtH1wCrAl+reGanXBYSi8IfKLMvsmJrZxoSi8l+XbON64JOE4nZprG8Rqkdd3kkaXe/50xtYVHIM3onTHtCQ63hH4BMV0g03s/VWZIfko0qOWSX7Ai8kAUb8u5eBh/n4ta17QAoKMppjGDCzzPzn4jLpXr4ALCMUbUKK42tmfQnFrh9J5+4fEN6SJOfBEMKNpTTdXOBddL40lZntRbjJn1RmWdbHNJmWnkvPlSyXxtmJ+EbRzOaY2VIzm2lmBxWl0fWeP1cCQ83sRDMbFEsvJwOvAjfGNFlfx9XSDa1jP2TFpH1W0z0gJQUZzTEIWFhm/gLCmwzpJmJR9vHAVe7+Vpyd5viuAbSlSDcoTnW+tJiZrUp40Djb3V8tkyTrY1op3YI41bFvvHWBzYFzgbMJ9eSfBqaY2W4xja73nHH36YSqMmcA8wkNtXcGRpbc5yG76zhJ93aVdNI8aZ/VdA9ISUGGSEpmtiZwB+Ef0Iktzo403qmE+rQ/b3VGpGl6AP2BI9z9Kne/l9D481lCT0GSQ2a2A3AtobH2HsB+wCvA3Wa2bivzJtKdKchojgWEqLbUIMJbE+niYm8S9xAeQPZ093eKFqc5vslbimrpFqRMJw0U61WfDPw30M/M1gAGxMV9zWwg2R/TSumSN1069o2XfMf3JjPcvUDoIWbLOEvXe/78H/Bndz/S3e9z9zsIvUKtwYcvlLK+jpN0A6ukk+ZJ+6yme0BKCjKaYxbl69UNi8ukCzOzVQglGEOAL5X2l02K4+vu7xJ6KvlIurjuIXx4HswmvD0vTbcx0BedL80ymFBP9mbCP4EFwFNx2aXAvAYc02Raei4NK1kujVOunnVi1TjV9Z4/WxDGwVkuvkh6Adgszsr6Otb13vWkfVbTPSAlBRnNMQ0YUdxbRCye3QS4s1WZkurMrCfwG0KPIPu4+3NlkqU9vtOAMbFBWGJ/wsPsnQBxgL/pwMGxz+7EWMKN6Pcruk+Syt+A3Up+xsZl5wAj4++ZHVN3n0N4yB3LR40F3qBC3+6SqTvidHmPLvGYjSQMzga63vNoDmHA1eXMbABhbIWXoCHX8SOElxfl0j3p7v9akR2SukwDNjOz5edCHCdlZz5+besekEJboVBodR5yL96sniHcYM4iRKcTgdcI/SzrIHRRZnYJ8F1Cg8DpJYtnu/ubaY9vfDPxFPAYcB5hIJ/zgHvd/ZCibW5P6DLvRkKvJ1vG9f3c3X/QmD2VasxsE8IDx/IRv7M+pma2P2FQsEmEbnO/QOhD/Wh3T/rqlwaJA2k9SHir+ENC+6vDCQ8GI939QV3v+WNm3wMuInRdfDOhWuyJhMBjW3efFdNleh2b2XjCwGtnEsZYOIAwHs8od7+ngbu8UjKzA+OvXwEOIQy8CDDH3f8SXyo+TqjCdgqhq9kJ8fNWsXQi9TOd7gEqyWiKWOy6O2GkySnAZcR+lxVgdHl7xekE4NGSn1GQ/vjGLulGEkYOngr8L6Ev7G8Vb9DdH4/r/jShHcgphBvOaY3YQalf1sfU3W8Dvg7sSRiM6zDgWAUYzRGv1zGEB8RzCSUbGwJ7u/uDMY2u9/y5mBBMbkcYx+ASYDGwaxJgQPbXsbtfQAhmDo/pdgcOVoDRMDfFn0NKPh8DEAc73Rv4M+Fh/wbCi4aRSYAR0+kekJJKMkREREREJFMqyRARERERkUwpyBARERERkUwpyBARERERkUwpyBARERERkUwpyBARERERkUwpyBARERERkUwpyBARERERkUwpyBARERERkUwpyBCR5cxsnJkVzGyTVudFpJiZndXMc1PXgojIiunV6gyISGOZWSFl0muABxqYlYYxs22A/YCr3X1Oi7MjIiKy0lOQIZJ/3yj5fACwP3A88FbR/NnA48BvgA+ak7XMbAOcSQiS5rQ0JymZ2RjgcXd/rYHb2Ba4BDjQ3f/RqO2U2e4E4PvAHwnnWH9gDPB34AmgD/BZYGNgVXdf1qy81eBXdPFroZXfc7Vzy8yOBTYH3gCGAf/t7s+nXZ7VOkSkdRRkiOScu19X/NnMNiUEGbdXeOvfFR/4csXM+hAeYPcAMg8yzGw08BWgAGwP9Mx6G1XsCGzu7v+M+dmF8PB7rLv/Ls7rA9zf1QIMM+vn7otjvrpU3spo+vec5twys8OBQ4Cd3b3DzPYGfmdmw9z9/WrLs1qHiLSWggwRWc7MxgFXAYOTAMTMziKUEnwGOIbwgNELuCl+7gn8DPgqsBpwG3Ckuy8uWm8/4DTgYGADYB5wO3Cauy+okqd+wBnAgcD6wLvA88B57n5jUf4A7jez5E+/6e5X17L9onVtA4wHvgz0Bu4hPLi9liZPne1PtF2cPpEibc3c/U7gTjPbFRjXiG1UEt9w/yZ58I1GAEuBPxXlsd3MHqtjE/3M7CLgIKAf8CDhfJtbko/1gZ8AewNrEErqLgMudPdCTHMW4XhvDXyPUMq3NtBW4VrorOrhbu7+QB3b3jJuu9P9KdWE77mslOfW6cBEd++In39LuDccAlydYnlW6xCRFlKQISJpXQvMJTxcfx74NvAesCmhSkky/1DgVeBkADNbBbgP2ILwoOWEKg5HAzuY2Y7u3lmVlF8AY+P0WWAA4aFwR+BG4FZgXeAI4BxgVvy7R1Zg+9cA8wkPgUNi2qFmtl1MWy1P1ewMPObuS1Kk7W5GEqrRFBsBzHD3RSXz365j/cmxORv4FHACcB2wS5LAzNYkHP9PAhcBLxHe8E8CNiEEkMWuB14HJgCf6GTbpVUPAU4hVNV5q85tV92fChr9PdfFzDYn7OezyTx3L5jZTOCLZvZIZ8uBq7NYR4N2T0RqoCBDRNJydz8k/v6LWO3qGMLb1K/F+Reb2WbAt4hBBnAcsC2wg7v/NVmZmT0A3El4cLuik+2OAS5399KHsyRTT5vZo4QgY3ryNrlIPdt/G/hiUsUkPrxcRgisLqqWp0piFY/dgD2BuWZ2HXCzu99ey3q6Mnf/WfFnM+tFCL4uKpN2Qh2beNndDyha/1vApFhN5rk4+xRgI2A/d78jpruIUHp1nJld6u6zitb5CrB3UspQSZmqh0cQSiJOc/fkgbfWbafZn3J5afT3XK8hcfpOyfx/EwKDasuzWoeItJi6sBWRtC4t+fwo0AZcXmb+mmY2IH4eS2hQ/g8zWyv5AR4DFhPeyHZmIfA5M9uwznzXs/3JJXXYryYEHvuuSJ7c/UpCUNOT8GB6aJ4CjAqG82E1oCyUPkQn6x1SNG8MISi+I5kRA4iJ8ePoknVMrhZglDKznYHJwE3ufs4KbDvN/qSR9fdcr0Fxurhk/qK4rNryrNYhIi2mkgwRSevlks8Lq8wfRHjTaIS60m9WWO86VbZ7IqGnn7lm9jQwnVB6MiNNpuvcvn/kg/sSM3sRGJxBnrYgVK96tGxmzdqAmwkPjGmc6O4zU6ZthRFAB/BwRuubU/I5aVNTXM1pE0I7mlJJycDgkvmza8lADC5vIVTN+2bJ4lq3Pafkc7n9SaPq99ykc2tZyTTRm/DMUW15VusQkRbTxSgiaVXqnabS/Lai6cOEOufldNrw291vNbOHCW+A9yBUxTrRzE4veYNcyQptvwF52hl42t1Lq3ok6y4QGtfnxReAv1Xa3zpUO9/q8V7ahGbWF7iDUBq1X3EHB3XKan+qfs9NOreSYL60pkQ/wguIasuzWoeItJiCDBFptBeANdz93npX4O5vAFcCV5rZasDdwNlmdl5siN1ZVZd6tm/A08s/mPUmvIFe3ktPijxVsgvZvdXv0sysByGo+mWTN/0S8Oky84cWLa/XlcBWwJ7uXm49jdx2WS38nst5MU4/WfQ7hJKZF1Isz2odItJiCjJEpNFuAH5iZmPd/YbiBWbWExjo7vPL/WFc3t/dl/eO4+7vmZkDuwKrE3q2St4ml6uPXc/2jzGzW4vaZYwjdEV6Vw15quTzwElx+2OAue7+VFGe8lRdamtgIM1vJ3AncJKZjY5dribf68lFy2tmZj8kdJE63t3/0MxtV5Hqe27GueXuc+K18GlilcAYpG8JXFlteVbrEJHWU5AhIo12PjAKuD4O5JU0GB9CqLpxOpW7nFwdeMXMbgOeInT1uS2hl6ffu3syYvkMQmnGD81sDUL1lz/HN831bH8gMN3MbiV00Xs0oU79FTXkqZK1geditZud3H1q8cKMq7T0KJkuZ2bfBU4l9Lr1ai3Lq/1tkd0Ix+WPlRLEsScedPddO9+VmkwkjIlyo5lNJrR7GE3o1evCkt6dUjGzLYEfE8ZDmWdmh5Ykme7urzdi2ylU/Z6heecWoURlHGGcEQhjgMwHpqRcntU6RKSFFGSISEN5GJ13JKGx9FjCgGfvE8bc+DVQ6Y0whEHuJhPaPYwCViE0ND8H+GnRNl4ys6OB7xN6u+pJaJD7Up3b/0/CeAYTCI1JbycMxve+mXWkyVMnziF0q/tGyvQ1M7MRhO6FPxdn3WNmfwUmFHWL2gNYlcp1/ztbXnGZmW1A2K/VgN1jmmvM7B3g9OIqRmbWP/7aWaBSM3efZ2Y7Eb7rcYSG9i8SxqC4oM7VrkXY780Ijf5L7Qa83qBtf0wt33OWUp5b5wEDzewyQvfAWxOqly1OuTyrdYhIC7UVCjX12icikltFozAvH+VZGsfMRhGqD23t7s+0Oj8iIpIdjZMhIiKtMpLQ9a8CDBGRnFF1KRERaQl3P6HVeRARkcZQSYaIiIiIiGRKbTJERERERCRTKskQEREREZFMKcgQEREREZFMKcgQEREREZFMKcgQEREREZFMKcgQEREREZFMKcgQEREREZFMKcgQEREREZFMKcgQEREREZFM/T+dBuzBtyHu9gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 2 : CentralizedIMP(Thompson) ...\n", "- Player # 2 / 2, CentralizedIMP(Thompson)\twas ranked\t1 / 2 for this simulation (last rewards = 8404.6).\n", "- Player # 1 / 2, CentralizedIMP(Thompson)\twas ranked\t2 / 2 for this simulation (last rewards = 8400.8).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 1.41 ...\n", " - For 2 players, our lower bound gave = 2.83 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 2.78 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 27.3 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 29.40% ...\n", " - [Anandtharam et al] centralized lower-bound = 1.41,\n", " - [Anandkumar et al] decentralized lower-bound = 2.78\n", " - Our better (larger) decentralized lower-bound = 2.83,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "for playersId in tqdm(range(len(evs)), desc=\"Policies\"):\n", " evaluation = evaluators[2][playersId]\n", " plotAll(evaluation, 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "### Comparing their performances" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def plotCombined(e0, eothers, envId):\n", " # Centralized regret\n", " e0.plotRegretCentralized(envId, evaluators=eothers)\n", " # Fairness\n", " e0.plotFairness(envId, fairness=\"STD\", evaluators=eothers)\n", " # Number of switches\n", " e0.plotNbSwitchsCentralized(envId, cumulated=True, evaluators=eothers)\n", " # Number of collisions - not for Centralized* policies\n", " #e0.plotNbCollisions(envId, cumulated=True, evaluators=eothers)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 9 ...\n", " - For 2 players, our lower bound gave = 18 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 12.1 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 9.46 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 60.00% ...\n", " - [Anandtharam et al] centralized lower-bound = 9,\n", " - [Anandkumar et al] decentralized lower-bound = 12.1\n", " - Our better (larger) decentralized lower-bound = 18,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 4 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 4 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 4.23 ...\n", " - For 2 players, our lower bound gave = 8.46 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 5.35 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 3.12 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 40.00% ...\n", " - [Anandtharam et al] centralized lower-bound = 4.23,\n", " - [Anandkumar et al] decentralized lower-bound = 5.35\n", " - Our better (larger) decentralized lower-bound = 8.46,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 4 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 4 items in the legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For 2 players, Anandtharam et al. centralized lower-bound gave = 1.41 ...\n", " - For 2 players, our lower bound gave = 2.83 ...\n", " - For 2 players, the initial lower bound in Theorem 6 from [Anandkumar et al., 2010] gave = 2.78 ...\n", "\n", "This MAB problem has: \n", " - a [Lai & Robbins] complexity constant C(mu) = 27.3 for 1-player problem ... \n", " - a Optimal Arm Identification factor H_OI(mu) = 29.40% ...\n", " - [Anandtharam et al] centralized lower-bound = 1.41,\n", " - [Anandkumar et al] decentralized lower-bound = 2.78\n", " - Our better (larger) decentralized lower-bound = 2.83,\n", "Warning: forcing to use putatright = False because there is 7 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 4 items in the legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: forcing to use putatright = False because there is 4 items in the legend.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ " N = len(configuration[\"environment\"])\n", "for envId, env in enumerate(configuration[\"environment\"]):\n", " e0, eothers = evaluators[envId][0], evaluators[envId][1:]\n", " plotCombined(e0, eothers, envId)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "> That's it for this demo!" ] } ], "metadata": { "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": "3.6.6" }, "nbTranslate": { "displayLangs": [ "*" ], "hotkey": "alt-t", "langInMainMenu": true, "sourceLang": "en", "targetLang": "fr", "useGoogleTranslate": true }, "notify_time": "5", "toc": { "colors": { "hover_highlight": "#DAA520", "running_highlight": "#FF0000", "selected_highlight": "#FFD700" }, "moveMenuLeft": true, "nav_menu": { "height": "150px", "width": "251px" }, "navigate_menu": true, "number_sections": true, "sideBar": true, "threshold": 4, "toc_cell": true, "toc_position": { "height": "538px", "left": "0px", "right": "1388px", "top": "208px", "width": "212px" }, "toc_section_display": "block", "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false }, "widgets": { "state": { "0b963f8afd7d4f42bf0e582d6b5e89f4": { "views": [ { "cell_index": 29 } ] }, "1a4b0bece4d64d74927a933db20e9938": { "views": [ { "cell_index": 29 } ] }, "1cbcadb0904a45e2b392c59c1393acd5": { "views": [ { "cell_index": 29 } ] }, "1d35741114044a5492eb0baa872afee2": { "views": [ { "cell_index": 29 } ] }, "1f7ef6227d624bd18a35d48d7bc977e0": { "views": [ { "cell_index": 29 } ] }, "27a73e37c97844319df43ba61f169796": { "views": [ { "cell_index": 29 } ] }, "3599eb2687c54d6c89b16029b3d707ff": { "views": [ { "cell_index": 29 } ] }, "371b9ef0df1b48d2a25ea7130356fc8a": { "views": [ { "cell_index": 29 } ] }, "3ea18491967c4a4fb1c6dc39729935f3": { "views": [ { "cell_index": 29 } ] }, "54af7c32d75242418882c1990543f5fe": { "views": [ { "cell_index": 29 } ] }, "6331359b71f04d89a527dd63233949b6": { "views": [ { "cell_index": 29 } ] }, "635fd90668b44b3bbce7c542d159b90c": { "views": [ { "cell_index": 29 } ] }, "6fe3ebc587f24115bbeac3cf26a1ffa8": { "views": [ { "cell_index": 29 } ] }, "80bfeda813394e6abdb93efcbbde4d25": { "views": [ { "cell_index": 29 } ] }, "897383c833434192baa4718be9f537fd": { "views": [ { "cell_index": 35 } ] }, "8ee5a29fdaba4c009d8e813ebe68571f": { "views": [ { "cell_index": 29 } ] }, "90281ff8221f40e99277cddef760fb0e": { "views": [ { "cell_index": 29 } ] }, "a8b8912617f044d9a6136f9a47dc7f38": { "views": [ { "cell_index": 29 } ] }, "b19363a776014b4d8bd007616036f772": { "views": [ { "cell_index": 33 } ] }, "c2c965aedc69411e93ef2e37965e0621": { "views": [ { "cell_index": 27 } ] }, "cdaca6e72c9a43429cf60eefebf01add": { "views": [ { "cell_index": 37 } ] } }, "version": "1.2.0" } }, "nbformat": 4, "nbformat_minor": 2 }