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

1  An example of a small Multi-Player simulation, with rhoRand and Selfish, for different 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 rhoRand and Selfish, for different 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: joblib in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (0.13.0)\n", "Requirement already satisfied: scikit-optimize in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (0.5.2)\n", "Requirement already satisfied: seaborn in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (0.9.0)\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: matplotlib>=2 in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (3.0.2)\n", "Requirement already satisfied: scipy>0.9 in ./venv3/lib/python3.6/site-packages (from SMPyBandits) (1.1.0)\n", "Requirement already satisfied: ipython in ./venv3/lib/python3.6/site-packages (from watermark) (7.1.1)\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: kiwisolver>=1.0.1 in ./venv3/lib/python3.6/site-packages (from matplotlib>=2->SMPyBandits) (1.0.1)\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: cycler>=0.10 in ./venv3/lib/python3.6/site-packages (from matplotlib>=2->SMPyBandits) (0.10.0)\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: pexpect; sys_platform != \"win32\" in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (4.6.0)\n", "Requirement already satisfied: pygments in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (2.2.0)\n", "Requirement already satisfied: backcall in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (0.1.0)\n", "Requirement already satisfied: jedi>=0.10 in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (0.13.1)\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: traitlets>=4.2 in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (4.3.2)\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: setuptools>=18.5 in ./venv3/lib/python3.6/site-packages (from ipython->watermark) (40.6.2)\n", "Requirement already satisfied: pytz>=2011k in ./venv3/lib/python3.6/site-packages (from pandas>=0.15.2->seaborn->SMPyBandits) (2018.7)\n", "Requirement already satisfied: six>=1.5 in ./venv3/lib/python3.6/site-packages (from python-dateutil>=2.1->matplotlib>=2->SMPyBandits) (1.11.0)\n", "Requirement already satisfied: ptyprocess>=0.5 in ./venv3/lib/python3.6/site-packages (from pexpect; sys_platform != \"win32\"->ipython->watermark) (0.6.0)\n", "Requirement already satisfied: parso>=0.3.0 in ./venv3/lib/python3.6/site-packages (from jedi>=0.10->ipython->watermark) (0.3.1)\n", "Requirement already satisfied: ipython-genutils in ./venv3/lib/python3.6/site-packages (from traitlets>=4.2->ipython->watermark) (0.2.0)\n", "Requirement already satisfied: wcwidth in ./venv3/lib/python3.6/site-packages (from prompt-toolkit<2.1.0,>=2.0.0->ipython->watermark) (0.1.7)\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": {}, "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 `Thompson` algorithm:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;31mInit signature:\u001b[0m \u001b[0mThompson\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnbArms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mposterior\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m<\u001b[0m\u001b[0;32mclass\u001b[0m \u001b[0;34m'SMPyBandits.Policies.Posterior.Beta.Beta'\u001b[0m\u001b[0;34m>\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[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", "The Thompson (Bayesian) index policy.\n", "\n", "- By default, it uses a Beta posterior (:class:`Policies.Posterior.Beta`), one by arm.\n", "- Prior is initially flat, i.e., :math:`a=\\alpha_0=1` and :math:`b=\\beta_0=1`.\n", "\n", "- A non-flat prior for each arm can be given with parameters ``a`` and ``b``, for instance::\n", "\n", " nbArms = 2\n", " prior_failures = a = 100\n", " prior_successes = b = 50\n", " policy = Thompson(nbArms, a=a, b=b)\n", " np.mean([policy.choice() for _ in range(1000)]) # 0.515 ~= 0.5: each arm has same prior!\n", "\n", "- A different prior for each arm can be given with parameters ``params_for_each_posterior``, for instance::\n", "\n", " nbArms = 2\n", " params0 = { 'a': 10, 'b': 5} # mean 1/3\n", " params1 = { 'a': 5, 'b': 10} # mean 2/3\n", " params = [params0, params1]\n", " policy = Thompson(nbArms, params_for_each_posterior=params)\n", " np.mean([policy.choice() for _ in range(1000)]) # 0.9719 ~= 1: arm 1 is better than arm 0 !\n", "\n", "- Reference: [Thompson - Biometrika, 1933].\n", "\u001b[0;31mInit docstring:\u001b[0m Create a new Bayesian policy, by creating a default posterior on each arm.\n", "\u001b[0;31mFile:\u001b[0m /tmp/SMPyBandits/notebooks/venv3/lib/python3.6/site-packages/SMPyBandits/Policies/Thompson.py\n", "\u001b[0;31mType:\u001b[0m type\n", "\n" ] } ], "source": [ "Thompson?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As well as the `rhoRand` and `Selfish` 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[0mrhoRand\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[0mmaxRank\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morthogonalRanks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\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[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", "rhoRand: implementation of the multi-player policy from [Distributed Algorithms for Learning..., Anandkumar et al., 2010](http://ieeexplore.ieee.org/document/5462144/).\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", "- maxRank: maximum rank allowed by the rhoRand child (default to nbPlayers, but for instance if there is 2 × rhoRand[UCB] + 2 × rhoRand[klUCB], maxRank should be 4 not 2).\n", "- `*args`, `**kwargs`: arguments, named arguments, given to playerAlgo.\n", "\n", "Example:\n", "\n", ">>> import sys; sys.path.insert(0, '..'); from Policies import *\n", ">>> import random; random.seed(0); import numpy as np; np.random.seed(0)\n", ">>> nbArms = 17\n", ">>> nbPlayers = 6\n", ">>> s = rhoRand(nbPlayers, nbArms, UCB)\n", ">>> [ child.choice() for child in s.children ]\n", "[12, 15, 0, 3, 3, 7]\n", ">>> [ child.choice() for child in s.children ]\n", "[9, 4, 6, 12, 1, 6]\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/rhoRand.py\n", "\u001b[0;31mType:\u001b[0m type\n", "\n" ] } ], "source": [ "rhoRand?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;31mInit signature:\u001b[0m \u001b[0mSelfish\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[0mpenalty\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\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[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", "Selfish: a multi-player policy where every player is selfish, playing on their side.\n", "\n", "- without nowing how many players there is, and\n", "- not even knowing that they should try to avoid collisions. When a collision happens, the algorithm simply receives a 0 reward for the chosen arm (can be changed with penalty= argument).\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", "- `*args`, `**kwargs`: arguments, named arguments, given to playerAlgo.\n", "\n", "Examples:\n", "\n", ">>> import sys; sys.path.insert(0, '..'); from Policies import *\n", ">>> import random; random.seed(0); import numpy as np; np.random.seed(0)\n", ">>> nbArms = 17\n", ">>> nbPlayers = 6\n", ">>> s = Selfish(nbPlayers, nbArms, Uniform)\n", ">>> [ child.choice() for child in s.children ]\n", "[12, 13, 1, 8, 16, 15]\n", ">>> [ child.choice() for child in s.children ]\n", "[12, 9, 15, 11, 6, 16]\n", "\n", "- To get a list of usable players, use ``s.children``.\n", "- Warning: ``s._players`` is for internal use ONLY!\n", "\n", ".. warning:: I want my code to stay compatible with Python 2, so I cannot use the `new syntax of keyword-only argument `_. It would make more sense to have ``*args, penalty=PENALTY, lower=0., amplitude=1., **kwargs`` instead of ``penalty=PENALTY, lower=0., amplitude=1., *args, **kwargs`` but I can't.\n", "\u001b[0;31mFile:\u001b[0m /tmp/SMPyBandits/notebooks/venv3/lib/python3.6/site-packages/SMPyBandits/PoliciesMultiPlayers/Selfish.py\n", "\u001b[0;31mType:\u001b[0m type\n", "\n" ] } ], "source": [ "Selfish?" ] }, { "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": 9, "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": 21, "metadata": {}, "outputs": [], "source": [ "HORIZON = 10000\n", "REPETITIONS = 100\n", "NB_PLAYERS = 2\n", "N_JOBS = 1\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": 22, "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 use Thompson Sampling, $\\mathrm{UCB}_1$ and $\\mathrm{kl}$-$\\mathrm{UCB}$, using two different decentralized policy:\n", "\n", "1. `rhoRand`: each player starts with a rank $1$, and on collision it selects a new rank $r \\sim U([1,M])$. Instead of aiming at the best arm, each player aims at the $r$-th best arm (as given by its UCB index, or posterior sampling if Thompson sampling).\n", "\n", "2. `Selfish`: each player runs a classical RL algorithm, on the joint reward $\\tilde{r}$:\n", " $$ \\tilde{r}_j(t) = r_j(t) \\times (1 - \\eta_j(t)) $$\n", " where $r_j(t)$ is the reward from the sensing of the $j$-th arm at time $t \\geq 1$ and $\\eta_j(t)$ is a boolean indicator saying that there were a collision on that arm at time $t$.\n", " In other words, if a player chose arm $j$ and was alone on it, it receives $r_j(t)$, and if it was not alone, all players who chose arm $j$ receive $0$." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "[[rhoRand(UCB($\\alpha=1$)), rhoRand(UCB($\\alpha=1$))],\n", " [Selfish(UCB($\\alpha=1$)), Selfish(UCB($\\alpha=1$))],\n", " [rhoRand(Thompson), rhoRand(Thompson)],\n", " [Selfish(Thompson), Selfish(Thompson)],\n", " [rhoRand(kl-UCB), rhoRand(kl-UCB)],\n", " [Selfish(kl-UCB), Selfish(kl-UCB)]]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nbArms = len(ENVIRONMENTS[0]['params'])\n", "nbArms\n", "\n", "SUCCESSIVE_PLAYERS = [\n", " # UCB alpha=1\n", " rhoRand(NB_PLAYERS, nbArms, UCBalpha, alpha=1).children,\n", " Selfish(NB_PLAYERS, nbArms, UCBalpha, alpha=1).children,\n", " # Thompson Sampling\n", " rhoRand(NB_PLAYERS, nbArms, Thompson).children,\n", " Selfish(NB_PLAYERS, nbArms, Thompson).children,\n", " # Thompson Sampling\n", " rhoRand(NB_PLAYERS, nbArms, klUCB).children,\n", " Selfish(NB_PLAYERS, nbArms, klUCB).children,\n", "]\n", "SUCCESSIVE_PLAYERS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mother class in this case does not do any centralized learning, as `Selfish` and `rhoRand` are fully decentralized scenario." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "5" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "5" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "OneMother = SUCCESSIVE_PLAYERS[0][0].mother\n", "OneMother\n", "OneMother.nbArms\n", "\n", "OnePlayer = SUCCESSIVE_PLAYERS[0][0]\n", "OnePlayer.nbArms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Complete configuration for the problem:" ] }, { "cell_type": "code", "execution_count": 25, "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": 26, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b86a696bdeba43fe8f05b997b0394bab", "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", " [rhoRand(UCB($\\alpha=1$)), rhoRand(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: 1\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", " [Selfish(UCB($\\alpha=1$)), Selfish(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: 1\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", " [rhoRand(Thompson), rhoRand(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: 1\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", " [Selfish(Thompson), Selfish(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: 1\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", " [rhoRand(kl-UCB), rhoRand(kl-UCB)]\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: 1\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", " [Selfish(kl-UCB), Selfish(kl-UCB)]\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: 1\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", "CPU times: user 44.1 ms, sys: 8.09 ms, total: 52.2 ms\n", "Wall time: 51.1 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": 27, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "97833d62e1ce4cee9df9ec0dd7223f11", "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": "2e7b341905a14ac5b42487becad64df3", "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": "7db9472ed4d447daae033adda56c3940", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0045e3dadd4541d5b05d899b6d58f54f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [0 1 2 4 3] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 82.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [0 1 2 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 100.00% (relative success)...\n", "\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": "0ba2c9ce610e461a8c6dfe22467c8fb6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a0b7370cd6ad4f30a8a443945ffcf26d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [1 2 0 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 74.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [0 2 1 4 3] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 64.00% (relative success)...\n", "\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": "490940a01a9248f99fb075a6e961afb3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9c5ddb1dcd79403197e8a121290e7442", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [0 1 2 4 3] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 82.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [0 1 2 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 100.00% (relative success)...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c4f31f87dda840c593695c817381f6f9", "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": "e1cef3e8f23b4a9784b77e73318f7df7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ff5bece9ca6f4fb6a09332b8eb0d9dd2", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [1 0 2 4 3] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 64.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [0 3 1 2 4] ...\n", " ==> Optimal arm identification: 92.31% (relative success)...\n", " ==> Mean distance from optimal ordering: 74.00% (relative success)...\n", "\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": "1bcb6d53eee04bda8296e6170a0f7709", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b80bcf637c2e413b8ab1a7a68730a566", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [0 1 2 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 100.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [0 1 4 2 3] ...\n", " ==> Optimal arm identification: 75.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 74.00% (relative success)...\n", "\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": "b8ee9212331547d18780b0d7335277a9", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "369a20364a5345108550afb8d3d38f35", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [0 1 2 4 3] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 82.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [0 1 2 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 100.00% (relative success)...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7d63f53b19b3440eb6f72d7d0e96492a", "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": "d593b13ad46d4b91b94701cfe1c93836", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8fab6292024e43fd872cb902942d92aa", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [0 1 2 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 100.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [0 1 2 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 100.00% (relative success)...\n", "\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": "4a4e39e8d6c74f7a961472d873d0458d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b9a3d6f07fce4fa588b5a8c2a82398fd", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [0 1 2 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 100.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [0 1 2 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 100.00% (relative success)...\n", "\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": "99644729493a4342b5ce9fd34ec34897", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f0b68afd544c45b3ad234cc0e77afd02", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [2 1 0 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 64.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [2 1 0 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 64.00% (relative success)...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "14c616469abf4384a9ade6f6e402e271", "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": "4b0380fb83314675a998ea5f7a227403", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d6d8e72c35b64262a8f6c44b619518ef", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [0 4 1 2 3] ...\n", " ==> Optimal arm identification: 84.62% (relative success)...\n", " ==> Mean distance from optimal ordering: 66.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [2 3 1 0 4] ...\n", " ==> Optimal arm identification: 76.92% (relative success)...\n", " ==> Mean distance from optimal ordering: 48.00% (relative success)...\n", "\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": "9aa4ed396b2643399e6ff32b9004c952", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d7acdf3282a44147a2866efe1601b0e9", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [0 2 1 4 3] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 64.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [1 0 3 2 4] ...\n", " ==> Optimal arm identification: 87.50% (relative success)...\n", " ==> Mean distance from optimal ordering: 64.00% (relative success)...\n", "\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": "e2137be8f16d493bb6c1d7d27a1edfba", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0504e4d2f5874f9681381a2101c6d654", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [0 1 2 4 3] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 82.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [2 0 1 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 74.00% (relative success)...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "278538ca35c34a0391a869e1affb3419", "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": "eae27115f7f247c3acc621a70ddcab44", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d12eac46401240fcb30355a6652554c2", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [1 0 2 4 3] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 64.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [0 2 1 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 82.00% (relative success)...\n", "\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": "c571cb040b5e4b55bc8b0bd8a1e09c8c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d4129cc910a445a180e9e490f01d27e0", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [1 0 2 4 3] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 64.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [1 0 2 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 82.00% (relative success)...\n", "\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": "f958c9ee72c7466fa8edb10904fcbd86", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2762476e89ec468eb63fdd68ec6c2f8c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [0 1 2 4 3] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 82.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [0 1 2 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 100.00% (relative success)...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c2c475bbfd5b46249bbbd742057412de", "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": "e3d274bdb3224b3fbbf01bf958cc6daf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bec2eb1840524afeb39c759396e1dbf6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [4 1 2 0 3] ...\n", " ==> Optimal arm identification: 69.23% (relative success)...\n", " ==> Mean distance from optimal ordering: 48.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [3 0 2 1 4] ...\n", " ==> Optimal arm identification: 84.62% (relative success)...\n", " ==> Mean distance from optimal ordering: 46.00% (relative success)...\n", "\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": "21b37537ea2d45a295d3b7e99f0e570f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5695248af20f430c9486c0b46a1aa61f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [0 4 1 2 3] ...\n", " ==> Optimal arm identification: 75.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 66.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [1 2 0 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 74.00% (relative success)...\n", "\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": "4b8facfb09f04846b4d6ae4c07aa4bef", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Repeat', style=ProgressStyle(description_width='initial')), H…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "82245b6c0ac7479092591bf4bb4e4cb3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Time t', max=10000, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Estimated order by the policy #1 after 10000 steps: [0 1 2 4 3] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 82.00% (relative success)...\n", "\n", "Estimated order by the policy #2 after 10000 steps: [0 1 2 3 4] ...\n", " ==> Optimal arm identification: 100.00% (relative success)...\n", " ==> Mean distance from optimal ordering: 100.00% (relative success)...\n", "CPU times: user 44min 45s, sys: 2.64 s, total: 44min 48s\n", "Wall time: 44min 48s\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": null, "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\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": 29, "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": 30, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1dc721d747194bbea735dad0dbb9ea3b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Policies', max=6, style=ProgressStyle(description_width='init…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 0 : RhoRand-UCB($\\alpha=1$) ...\n", "- Player # 2 / 2, RhoRand-UCB($\\alpha=1$)\twas ranked\t1 / 2 for this simulation (last rewards = 6377.8).\n", "- Player # 1 / 2, RhoRand-UCB($\\alpha=1$)\twas ranked\t2 / 2 for this simulation (last rewards = 6363.5).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/lilian/ownCloud/owncloud.crans.org/Crans/These_2016-17/src/SMPyBandits/notebooks/venv3/lib/python3.6/site-packages/matplotlib/figure.py:98: MatplotlibDeprecationWarning: \n", "Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " \"Adding an axes using the same arguments as a previous axes \"\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": [ " - 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.3)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000132 ...\n", " - For #$1$: $B(0.4)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000192 ...\n", " - For #$2$: $B(0.5)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000473 ...\n", " - For #$3$: $B(0.6)$ ($0.3%$$\\%$),\tfrequency of collisions is 0.002693 ...\n", " - For #$4$: $B(0.7)$ ($0.4%$$\\%$),\tfrequency of collisions is 0.003555 ...\n", "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 0 : Selfish-UCB($\\alpha=1$) ...\n", "- Player # 1 / 2, Selfish-UCB($\\alpha=1$)\twas ranked\t1 / 2 for this simulation (last rewards = 6448.1).\n", "- Player # 2 / 2, Selfish-UCB($\\alpha=1$)\twas ranked\t2 / 2 for this simulation (last rewards = 6348.2).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzgAAAHvCAYAAACYKHo8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xl4VNX5wPHvJCEBAiQhLAoiq74uuIJFrLLUlSKLCoKIrahVW6x7a2uttrba4q9qW9taa1upimyKKMqiqCgKIlpRQXlFBFTEQjYgAbJM5vfHuROGYSaZSSaZLO/neXjC3HvuvefcZea+9yzXFwgEMMYYY4wxxpjmICXZGTDGGGOMMcaYRLEAxxhjjDHGGNNsWIBjjDHGGGOMaTYswDHGGGOMMcY0GxbgGGOMMcYYY5oNC3CMMcYYY4wxzYYFOMYYY4wxxphmIy3ZGTCmtkTkcuAxoLeqbk50+vrIgzFNlZ3rjoj0AjYBU1R1eg1pTwb+CJwEtAMuUNX59Z3HZBCRXwF30QDnh52LBuK7FhsjO4/rlwU4pl6EXLgAY1T1+Qhp5gDjAVTVl6DtngiMBabbF4api7BzGKAS2A4sA+5U1Q1JyJZpIkQkDXgGCAA/BXYD7yY1U8aYBmX3JMljAY6pb/uAycABAY6IZAGjvPmtE7i9E3FPEZcBm8PmPQHMAkoTuL0WRURGAlcAo4ESVc2uJu1MYCKwFFitqrcnMB9tgFuATsBRuODjZ6r6YaK2EeJe4BMgAzgZuAo4S0SOU9Vv6mF7pnnoB/QCblLVh5OcF2NaPBE5Cfg7ME5Vv4ww/3rgSNyDrGOAX4Y+yKppfhR2T5Ik1gfH1LcXgFEi0iFs+njc+fdSQ2VEVf2quk9VAw21zcZARDITtS5VfRG4HBe0ZIlI1yjbHAm0B9ap6tmJDG48vwQeV9UbVfU84H3gTRE5MsHbAXhZVZ9U1X+p6lTc0/hOuP1QZ4k8Po1ZUylnAvPZxftblKD1AU1nP7Z0zeE4NYcyAIjIKBGZDlwPfAtIjZDmStwDuetV9W7gP8ASEWkdy/zaaKn3JA3FanBMfZsNjAHGAf8OmX4Z8CKwKzRxsB13eJO1WNrahrQBB3hNRIKzpqjq9Hjau4as60TgRq8MrYBFuC+4qE/uRaQn8BPgTOBwwA+8g2vWtCIk3Xne+iaq6uywdRwLrAV+oqp/8KZlAr8AJgCHAfnAfOAXqloYlu8TgB8BFwKdAZ+3/J24Y9Ed2ANsAO5X1TnV7Y8w38Y9eToP6AP8Lyzv7YFuwCG4p1YJ5f2gXI+r/bvbm/x7XOBxPXBdDcsfBexR1S9qmYWl3t8+Ieus8dh46X5FHY+PiHQH7gFGANnARuAfwJ+CP5Qh2+nvbediIBN4HbhWVbeErC+m8zUe1ZUzlv0lIkcDHwNXqeq/vGXaAcF9maOqxd70y3HX9dGquj6e8sSQz364PjTDgb3As8BDMZR/OvB97+NjIvIYsEVVe3nzazyGseQvyrZjPRfj2U+ZwM9x51FPXND2Lu67OrzZXaaI/JVqzrko+Q6WtUl954blPebjVNtyiMgYLw8H9ecSkeOAD4FbVfX+RJUhznPlSOBPwBD2XzN/9vJ1wO93rHnz0tbqWgRQ1QXAAhEZRvQHU3cA01S10vu8GGiDC2qmxzD/ILW5JwlZ5njcb9lFuHv1ud7nVOAPuIfEbXD74VpVLQnZbqzHPFH3BI2SBTimvuXhvgguwwtwvC/LM3AX7pgEbmsecChwNfubFQHU6ibN8x+gAPeF0xeYChwtIgNVNVq18im4L+F5wBbc0/4rgVe95dZ66V4GtgLfwwWCob6H+xGZASAiGcArwLG4GyHFVZVPBU4VkcFh+ZmBCzzuBjp60/4GXOL9XQt0wP2YDQbi+TI7Dfg/XHDaB1gZIe9zgYeB++JYb6xScV/Y7YITVHW3iOTjmgXV5BPcTdewWm4/uI08qNWxgVoeHxHJxZ3PXYG/4oL+0cCDuOZQN4ZtJ3j+/hoXcN4MPIm7/oJiPV9r46Byxri/PhGR7cBQ4F/euk7D/WYFvP8Ha3+HAttVdX0dyhMpn52AN4As3I3U17gbgf/EUO5HcNf27V4ZlwPBgCzeYxgxf5HEeS7GtJ+85qDLgAHATNzNaybuHDqVg/sVxXLOVaepfudCjMepGrGUYxEuwLwEd9MaahKuue6sBJch1nOlC+6aaYc7T7bhAqWDrpl48lbHa7FGXlDWC/e9C4CqBkRkHXC2iKyobj5RAhzqdk/yOG5f34l7qHgVLrDrh2vSFpw+Gbeff+qVJZ5jnqh7gkbJAhzTEJ4EZonIYar6FXAp7gv6RRIY4KjqhyKyEvdl8rKqLkvAancCZ6uqH8D7QvsH7svmr1GWeVFVnw6dICJ/B9YDNwA/8PLrF5EngFtFpKuq/s9Lm4LbRy+p6jZvFTfgRmI6VVXfD1nvMmABLoD8Z8gmtwIjwqq+RwOPqmqkG6h4dPACis8JqcXw8jMA9+R9AC4QeaOO2zqI96SqZ9h2M3FNgjYmenu4pnidgHRcuf6Eu4kIHuN4jw3U/vjchnuCOlZVn/O281fcjc4NIvKIqn4Skv4LVb0wJE95wIMicoyqfuxNjul8raVI5Yx1f72BC16Chnp5KvX+HxrghJ5ntSlPpHzehrs5OUdVX/bW8zdiqJVU1ZXejcbtwEpVfTJsvfEcw2j5iySeczHW/XQLMBD4gaqGnsf3iUikGopYzrnqNNXvXIj9OEVTYzlUtUxEngEmiUi7YE2mZyLwhqpuTXAZYj1XbsMF7meq6qteur/hbrjDxZO3Wl+LMerr/d0VNn03LrCpaX5EdbwnUVWd6P3/b14N1nXALFWd5E1/WESOwPWL/ak3LZ79mqh7gkbJ+uCYhvA87ovgUu/zZcBcVS1LXpZi9pfgD61nOu4H+PxoC6jq3uD/RaSN98Q2BVelPyAs+XTcg4ZLQ6adiasuDn06dYm3/Jci0in4D3gbKPGWCc93+I9sETBIRHpEy3tNvKe5e7yPBwQ43k3CEFV9DXfT+Wl1zUoSbBLu6dYDNSVUVZ+qDotj3fOBHbgf/udxg2Jcpqr/9ebHe2yg9sdntCuCuzH2yhMApnkfR4WlD78hfN37G/zBjvd8jVekcsa6v14HDhfXPBVck5dlhAQ+3r7qTUiAU8vyRMrnKODj4A2Vt+4KXHObuoj3GEbLXyQxn4tx7KeLcQ8O/kWYKHmq8ZyrQVP9zg3mvdb9KeIox0xc86QxIelPw91sP5XoMsSRr5HA2mBw4y3rJ3JTsnjyVl/XYlCO97ckbHqxN6+m+fXhkbDPK3FNHh+NMD1X9vdzjme/1vmeoDGzGhxT71R1n4g8DUwWkVdwo17V5alwnYlIKq59caidoV/kHj3gg2q5V3PRu5p1p+OaV1wGhH9xbApbn3rV399j/83593A/6M+FJBXcD9qOKJvtEvY5Uk3GLbi+M1tE5ENcc41ZqvpetLJEcCruixJcgPOtkHmT2f/jOoQItTfeE9+ncU1cYnGLqq6rLoGIZOMGHZiqqvVRg3Mr8AGu+coO4JOwG7B4jw3U/vj0wjVRCRd8Mh5+Xm4O+xxsf13VfCae87UWIpUz1v0VvDEeKiLf4M61vwIVwDVesB2s4ak612pZnkj57AUsjDBdI0yLRy/iO4YQe81kzOdiHPvpCFzNRqw37pvDPh90ztWgqX7nQh1rkOMox2u4ZkmX4DWpwz3kKWN/zTIkqAxx5KsXka+ZSCONxZO3aOut67UY5A/7G9QKd59c0/z6EN5HtKiG6Tm4GqZ49msi7gkaLQtwTEN5EleNeh/uC/GtKOmi/YgeNOpJHfXg4JudKURvSxuPP+GqpP+KK2chrknTz4n8FHM68A8ROR4XNFwAzFDVfSFpfMCbuHbtkRSGfQ4P1FDVeSLyJu5p2Fm443GLiNyhqvfGVjS+zf4ntJ/jmkQEO01XqOr/RKQtrknL3yLkIYDre5UQXq3Rv4Ffa/296O29GpoWxHtsoP6OT7jwH+Sg0KZF8Z6v8TionMS+v9bi+mIMxbVFT8fV4FR6/x/szSsEPgpZvjbliZTPxiTW/MVzLtbXcY/lnEu0xvCdC3U/j2Iqh6pWishsYKqIdMQFZ+OBxXpg5/xElaE+zpXa5K2+BIOB8FZNmbgAoqb59SHadVTT9RXzfq2n35xGwwIc01CWAV/hOireU83TwOBoYDlhX9R9oqQPF+tTxm9wnQNDRaopENzoL3j5aoV7kvh2hLRBE3FDGF9/wIpE7o6SfjbuB+T73rYyObjz5GdAtqoupQ5UdTuuqcm/vCfgC4Ffi8j9Gr0Db6iOIcdlE9DN62twCfufhg7GPdlKeP+bCH6HuzF5BtxIO6r6WQNsN1RCjg3EdHw24WpAwx3t/a1NjUu852tdxbS/1HXiXc7+AKeqyaOIrPemDwXe1P0jG0HiyrMZ1zk3nESYFo/6OIZB8ZyLse6nDUB/EfHVpflVHJrVd26c4inHTNyAFONx52oXDmyeBokrQ6z52oyr8QsX6TqKJ2+bo6yjrtdi0Ofe364h/wdX6/hZDPOr09BDQMd1zBNwT9BoWR8c0yC8H8brcE8VwtuQhgpWZX8nOMFr1nRDjJsKtpGttl2surHnl4b92xYh6XVec7agy3HDur5YzeorCbu2RCQ44lCkvOzCvfF8Eq4WaYMePDzvTNxNxiXhy4tIqvcULyovTVbYdvfiqvjTcO+sqZZ3oxHab+pzXDmvwXWgDN5kDgE2a4RhmEXEJyLPiMjiGP8dW01+rgHeDgY3nu/FUI6jROTwmtLFoU7HJiRdLMdnAXCUiIwKWdbH/g6mC2qR/7jO1wSIZ3+9jnu4cQn7m6wFp0/A3UyFTofElecF4FgRqXoQIiJpuKHI66I+jmFQPPs21v00B3cMroywzvqolWkW37m1FHM5VPUdXHOyS7x/xYS9UJvElSHWfC30thf6+52KG8ErXDx5q69rEQB1QzQrIQ8evN+7/sDSmubXsPqY7kkSKKb9moh7gsbOanBMg/E61T5XQ7KXcTfO/xT3LoyduCZNbWPczHu4JyY/9/pm7AVWqWptn4pmAS+LyDzc8IxTcW3lw0eeCfUc8H0RKQbW4J7MXoWrIYr2pTEd14flEFx/knAP4DpwzvBujIIdDvvi9s8dVN+8rj2wVUSexfUnKcCNtHIVrn19XjXLBp3H/n4C4J6qVQKHquoHIdPDR7WqkqgmaiIyGtf5+WUR+Zk3ORP3bpya1HWY6HB1PTYQ+/GZhruxnyMif8Edg1HAubh3qISPvhWL2pyvdRHP/goGL8L+dx6BO7+uCfl/qESV5z5cR/T5IvJn3NC044m9/1g09XEMg+LZt7Hup/txTbj+Ie49IitwA20Mwd3c/aUO+Y2kuXznVhGRAPB6DIObxFuOmbiR+gYCz0boQ5qoMsSar2m4a+Z575oJDhMd7AAfWpsRT94SdS2mhP0N9W9cMP2Y9/li3Pfw7BjnR5Poe5KaxLpfE3FP0KhZgGMaFVWtEPcis7/gLsRduC/xR4jchCx8+U0iMhXXMfxRXN+dKdS+2cf3cc0A7sY1u5qPe+lcdTfSN+ButC/0tv0Rbsz+SUS/qX4V1wzncFynvwN4AzWciesUeIm37n3eMk95y1dnD26fnoX78svAdVa8lxreVSNuGMo/4mrV8kSkr6repW640qW4FxYiIrfj3nUxBNgoIk8CVya6mlvcCD4zcUHvd8JmT0jktmKRgGMDMR4fVc0XN1rSvbgf2w64BwI3445RbdTmfK21OPfXGtxDjiwOrsEB99T6vxwoIeVR1e0iMgTXlCn4Ytl5uBGhPqhu2RrWWx/HMLjuePZtTPtJVfd6gc0vvfnBG7vV1O0dY9E0l+9cAMS9oBbczX5N4i3HU7jfyUwObp6WsDLEmi+vD+ZQ3Hl8I+577Wlc878VhDyAiidvdb0WvTxdBwzyJi0SkfeBu3X/0OX3414J8A/ciJknAOfq/hdo1jQ/onq4J6lWHPu11vcETYUvEGjo5oHGNH6y/23CVW8YboBtfgp8parhN+3GGNOsNdfvXBEZiWt2eIKqflRT+uZIRC7ENQn8doSmgMbUC+uDY0wj4D1xOYL91d/GGGPqSQN+556JG3q3RQQ34jqqh35Ow9XmFHFwbasx9caaqBmTRCIyCNdR8ee46uGa2vMaY4yppYb+zlXVm+tz/Y3Q6yKyGteMLQvXV2YAcGsNzQyNSSgLcIxJrh/iXp62DrhaVctqSG+MMab27Du3fi3E9YX8Pq6/yXrgKlX9V1JzZVoc64NjjDHGGGOMaTasD44xxhhjjDGm2bAAxxhjjDHGGNNsWIBjjDHGGGOMaTYswDHGGGOMMcY0GxbgGGOMMcYYY5oNC3CMMcYYY4wxzYYFOMYY0wSJyCAR+W6y81EfmnPZwMrX0tj+MKbh2Ys+jTEJJyKtgEpV9YdMy1DV0iRmK6lEZBWwDfi1qr5fx3X1BS5X1R8mJHORt5EK/B9we0O+gbwhyuZtp0mXr6ZrrKmXr4ZtxFU2EbkIyFPV1+srT9VsO2H7Q0RygNa4e7cUwOfN2gH8hgTsDxG5BTgD+ERVf17XPBuTLBbgGGPqw2nAbBF5DcgDugPZInKuqpYnN2tJ84mqXh4+UUTOAa4GxuACoDe8WT6gF7AJuFlVt4cs9lfge2HruR44EtgOHAP8UlU3RMuMiLQFrgS6Aq28ZX6nqisAVNUvIn8HHgB+FGdZE1q22pQvwvK/Bj5V1RnQLMpX7TXWDMqHiLQGbgdycTfxu4A/q2pFLGUTkW7AH4FFQKqIzAO+p6rF1Zc86vqScq16y/wfcGuEWX7gRCAh+0NV7wfuF5Hp1eXHmMbOmqgZY+qDDwgAo4CLgC3A2PoMbkQks77WXZ9U9SVgMlAJ3K2qk71/lwLDgYHA/GB6ETkX+Dr0JkpErgQmAter6t3Af4Al3g1iNL8DRqjqHap6G/Aq8LKI9AvJ26fAdhEZkayy1aF8ocsfD/wcF8iF5q8pl6/Ga6wpl09EUoDZ3vqmesv8Cjgv1rKp6te4gORSb/uX1ja48daXrGsVoD0wCRgHXAhcANwJ3K+qa5OxP4xpzKwGxxhTX36uqtNjTSwiPYGfAGcCh+OeTL4D3BmsVQhJ+yvgLuAE3BPLC4HOgC9k3vHAdbibvzRgrvc5FfgDMB5oAzwLXKuqJSHrz8TdPIzDPRnfA2zA3UzMCUl3FLBHVb+ItZxRnAqk44KMKqpaJiJrgdCblu/hntaGugOYpqqV3ufFXtkmAtOjbDMVOCTk83qgLTAA+Cxk+l9w+25RjGUJV9eyQe3KB1Q1Z5oCfBMlSVMuXyzXWFMt3/eAzqoaXN8O3LX6YUiaasvm1Vg8ADwOlABPisj363hTn4xrFVygNDP4QUTScN9PV4akScb+MKZRshocY0xjcQruKeg84Cbg90Bv4FUR6R9lmRlAP+BuXFAT6nFc86s7gReBq3Dt9p8GDvWmz8c9kQ1f9m9eHhbggqLf4gKAwWHpPvG2U1dDgC2q+nnoRK/N/XDgyZDJpwOrQ9IciWseszY4TVUDwDrg7GgbVNXrVPXkkElH4J5MvxeWLg/YJyLHxlekKrUum5euVuUL8UPcTWZlpJnNoHzVasLluxF4IWSZYlX9fujDhJrKpqpfq+pE3M18nqpelICb+Qa/Vj0Phn2+BXhIQ/o1Jml/GNMoWQ2OMaa+nCwivYFSXE3Lvar6QTXpX1TVp0MneO3s1wM3AD+IsMxWXDOrQIR56v2YA/zNa3p1HTBLVSd50x8WkSOAK4Cfhiw7GnhUVW+svogJM4SwJ8LevnsSF5Bd5007AndjEtqRuK/3d1fYOnfjbqZq5DWPmYqrEfgsQpK3gJG4G7F41aVsUIfyecc8VVVVRKpL2iTLR+zXWJMqn4h0xpXnURH5Ka6G4yjg9xHKV2PZVPWZaPNqISnXqqruDtne4UBfVZ0WIWlD7w9jGiULcIwx9cEP7FPVuwBE5BRgqYgcpar5kRZQ1b3B/4tIG1xzKR+umdqAKNv5S5TgBuCRsM8rgW8Bj0aaLiIdVDV441EEDBKRHqr6ZZT1o6q+aPNi5Y2GNRjIF5GfeZM74m5S7lbV2SHJuwP/C1tFjve3JGx6MVDtXb0X2NyGqz17Ftd8JZI1uHb7cUlA2aCW5RMRH6725rYYstrkykd811hTK19P7++FwEhV3SciPYCPROS4sGuyVmWrjWReq2HuxjVHi6TB9ocxjZkFOMaYhFPV5cDykM+rvSfo1wL3RFpGRNJxTcUuA3qEzd4UZVMbq8lGeL+Yohqm57D/yeotwBPAFhH5EHgZV/PzHok3EBfM/SS0+Y1Xe/VfEWkT0s+iM7AzbHl/2N+gVtTwHe89Xf61t70/A6tE5JwIN8j57H/6HI+6lg1qX74pwH9UtSKGfDa58sV5jTW18qV6f98N1oCo6pci8hXwM1xtY1Bty1YbSbtWQ7bVGfgurtY5kobcH8Y0WtYHxxjTUEpwHXSj+RPu5mU+rsPtubh26a8S/btqb5TpcPBNRE3Tq2pjVHUerv/PD3D9bK4AVovI7dVsr7aGAF+GD1TgtfF/AzdyVFCk/bAjyrxM9gdvsXgIOBm4L8K8AiArjnUF1bVsUIvyichhQEdV/TDS/AiaVPmqEe0aa2rlK/D+hj/AKASGRkhbm7LVRmO4Vifi+gBF7FNGw+4PYxotq8ExxiSUiLTHdaJ9SFX/EDKrPVDdMNETgcdV9fqw9d2d+FzWTN3Qrv8C/uU1mVsI/FpE7tfEvrB0CPBmlHltcDc/QXnsb+YSFOzs3DXk/+CazkTqT4OIHIobTOARVf21N3mL9zd8IAVwT9TLouSxOnUtG9SifLiRrE4Ke5dHN+AqERkGXBN2DJtU+WpxjTWp8gGbcc22It2jhNfI1bZstdHg12oE38G9PyeahtwfxjRaVoNjjEm0SiCD/TfMiEhH3I/9azUsd8B3koicQfW1PgknIqkicsATUK9/kOJuuNqHpD3K6/Bb222l4EZaOuimSUT6AMOAOSGTt+Feehiat81e3o4KWbYV0B9YGmXTXXAjyYXegHX2/n5+cHI6sv/pc0wSUTaoXflU9VFVvVRVLw/+wzUD+qf3OTxAbVLlI/5rrEmVT927fF4BDgubdQiuE32ouMtWG0m8VsOdiAv+ommQ/WFMY2cBjjEmodS9T2YGBw43PAn3xDm8g3+o54DJIvJXEfmBiDyAG965NiM/1UV74GsReVJEfiIiV4rIX3DDTL/kDcUaVNdhok8COhB20+R1qJ4HrMI12wvdXhfvpijUv4HLQz5fjGuqUtXpWUSuEZEtXu3NR8BLuGZpocuUEbmPVGfgq7A8/khEtnojSNVn2WosX1jZDiLuXTiwv29HuAPKF0PZIInlq8U11qTK53kQGBtcn4gMwNV8/F91ZauNBt4f8V6r4TpTfQ1NnfeHMc2BNVEzxtSHX+Kac3XA/RinAUMjDCEb6gZgH27kpCm4m/BxuBu3YfWa2wPtwY1QdBZudKQM3MAE9xK5f0rcRKQX7j0/J3qTfisie7z/Z+JqWB4D/hraSV5VAyKyAjeq3Nshq7wfyBKRf+CGzj4BOFdDXl6Ke6DVGvCpaqWITAJ+LiIZ3vTDgGGqujJClk8BloVNS8G98PACQkZfq4eyxVK+qrKFZ1xEfox71xHAb8S96f0Sr5YgWvkilq2RlS+ea6zJlU9VXxeR3wJPichW3Khkw7xakOrKVhsNuT/iulYj5PUzDnzZabhE7A9jmjxfIBBthFVjjDGJIiLTvaZSdV3Pd4Dvquqtdc9VzNtcBnwvvHO115Rviqr+MUHbafCyedtdRlj5El02b51WvgSLdm7WYj22Pw5cT0K+r4xJFmuiZowxTYiqvgocEd5PqL54zXbyo9wwDSFkqOK6auiyQbXlS2jZwMqXaDWcm/Gy/WFMM2IBjjHGND13AL9poG3dBPw2fKK49xadWg/vBmrIskGE8tVj2cDKl0gRz8142f4wpvmxAMcYY5oYVf0IeFlELqzP7YjIt4G9qvp+hNk9ce8uSqiGKhtUW756KRtY+RKlhnMzXrY/jGlmrA+OMcY0ABH5L+79Fb+opyfFCeWNPPZL4DeqGu3lqE2Wla/pas5lq41E7g8R+RluUJcPVPW2BGTPmKSwAMcYY4wxxhjTbNgw0c3Ie++9V4Frdrgr2XkxxhhjjDGmFjoAlQMGDKh1nGIBTvOSAvhSU1MbbISeUH6/qxlPTY32Lj3T3Ngxb5nsuLdMdtxbJjvuLVMyj7u37TqNE2ABTvOyKzU1NevEE0+sOWU9UFUARCQp2zcNz455y2THvWWy494y2XFvmZJ53NesWYPf769TayQLcJqxyspKvvnmG8rLy2tOnAD79rkXaG/ZsqVBtmeql5KSQnZ2Nu3bt092VowxxhhjGowNE92MFRYWsnPnTiorKxtke+3bt7eb6UZk3759fPXVV+zevTvZWTHGGGOMaTBWg9OMlZSUkJGRQe/evRtke8EanNatWzfI9kz1Kisr2bhxI0VFRRZ4GmOMMabFsACnGQsEAtV2DvOXFFO8ehX+nUWkZmXT7pRBpGa2a8AcmvqUkpJCenp6g9XgGWOMMcY0BhbgtECBQICCZ+dQtOgFSEkhUFqKLyODvBnTyR5xPh0vuBifz5fsbBpjjDHGGBM3C3BaoIJn51C0+EUCIYMPBEpLASha/CIAuRdOSErejDHGGGOMqQsbZKCF8ZcUU7ToBQJlZRHnB8rKKFr0Av6SkgbOmTHGGGOMMXXX4DU4InIPcGgdVuEDvlHVnycoS83e1w9MY8+H78ecPlBezqapVwLQ9viT6HbzbRHTzZs3jyVLlpCdnU2/fv3o0KED2dnZnHvuubXKZ2VlJSkpB8fc9913H1OmTGH+/Pn84Ac/qJr+5Zdf8vDDD1NcXMyf//zniOvcsGEDf//738nJyaFr164HLB8sQ05ODn379uXee+9lzJgxpKenk5WVxcCBAw9KN3z48Ij7IThv48aNLFy4kGuuuYZp06YRCAQoLy/n/PPPZ+vWrSxZsoRDDz2UtLQ07rjjDgDuuecebr75Ztqq5nYeAAAgAElEQVS0aRP3Plu6dCnHHXccXbt2Ze3atXz00Udccsklca/HGGOMMaa5SEYTtWNU9YK6rEBEFiUqM6ZuJk6cyPDhw/nxj3/M6aefDrigYsGCBeTl5TF+/HgWL17MFVdcQU5ODr/4xS+48cYbeeyxxwgEAvTo0YMOHTqwYsUK+vfvz+WXX1617tLSUh566CFWr17N559/Tk5ODp9++ilHHnkkAD169ODee+/l+uuvB2DTpk0sWbKEa6+9tmodb731FqNHj2bo0KEAbN269aBtA8ycORO/30/Xrl3ZvHkzKSkpLFiwgHfeeYfMzEx69erFokWLWL58Obm5uUydOrXa/TJ37lyGDBlStd2ysjK2bt1atb9uvfVWwA3lDVQFN++//z6VlZUcd9xxAKSnp0fdRl5eHs8++yz9+/cHoH///kyfPt0CHGOMMca0aMkIcJYnYB3LErCOFiO0BmbnslfIm/l4VZ+bSHwZGXS65HtkDTuzxnXPmTOHV155hbFjx5KXlwdAq1atKC0tpVOnTjz33HNMmTKF2bNn06NHD0aOHMlTTz1FRkYGrVu35tNPP2XgwIEMGTKE0aNHH7DujIwMJk+eTOfOncnLy+OGG24gLS36Kdu7d+8DghuAcePG8eijj7JkyRKOP/54vvzyy4O2DTBs2DC6d+/OySefzObNmwH44osvEBHOPPNMVq5cyemnn87o0aO58cYba9wvGzZsYMSIEVWfg4HKnDlzWLp0KVlZWYB7W2+/fv0AmDFjBsOHD2fDhg3MnTu3KlDZsmUL33zzTdW6UlNTGThwIJ06deKoo446aJ/l5eXRqVOnGvNojDHGGNMcNXiAo6oPJGAd0xKRl5ao3SmDyJsxvfpElZW0O+XUmNZ38cUXVzXbmj17NgBPPPEEV155JYFAgIceeoiePXuyfft2Nm7cyIMPPsiqVasYM2ZM1c35vHnzIr6n5d1332X69Om0adOGzZs3k5GRwXXXXRdzWQHatWvHTTfdBMDVV19N3759D9p2NFOnTmX9+vXcd999DB48mJycHICqEebmz5/PunXrOOaYYygoKACgoKCArKwsOnbsyLp16zjjjDMAV4MTur8eeeQR1q9fT3FxcVXZt23bRrdu3di4cSNt2rSpaq7n9/vx+/1V+QoEAlHz3KFDB4qLiy3AMcYYY0yLZaOotTCpme3IHnG+G0UtwkADvvQMss/7LqmZmbXexqBBg3j00UfJzc2tmjZ48GB27NhBSkoKkydP5oEHHqBLly5kZmbSrVu3iOsZOHAgr7/+OlOmTGHWrFn86Ec/OmB+YWEhDz74IB9//DGPPPIIZ599NosXLz4g3dKlS1m+fDlpaWn07ds35m2DC9iCzdVKSkro3LnzAfPHjh3L2LFjKS0t5c4772T9+vUUFhZy++23065dO37/+9/z2muv4ff7GTlyJACzZs3izTffpKioiMmTJ1NWVsaqVasAGDNmDGvXruWQQw6hrKyMQCCAz+ejT58+9OnT56D85efns2nTJt5++23Gjh0LwPbt26stkzHGGGNMc+er7mlwQxCRo4GRwElAXyALKAN2AF/hmqMtVdWvkpXHpuK9994rSk1NzTrxxBMB17QJoGfPngekO+g9OGVl+NLTobKyTu/B2bdvHwCtW7cOzxePP/4499xzD+3a2YtEQwUCAe666y7uvvvuOq+rpKSEadOmHbCuaOdAoqgqACJSL+s3jZMd95bJjnvLZMe9ZUrmcV+zZg1+v3/ngAEDsmu7jqTV4IjIecBPgb3ACuApIB8oAFKBjkBn4BTg+yKSB/xWVT9ITo6bD5/PR+6FE8g+dyTFq1fh31lEalY27U45tU41N9EMGDCAAQMGJHy9zYHP52P06NHs3bu3VqOohdq+fTtXXXVVgnJmjDHGGNM0JWOY6HTgQeB/wHhVza9hkfnecr2Am0RkD3C7qia36qkZSM1sF9NAAqZ+hQ5HXRe9e/dOyHqMMcYY07z5S4rDHnIPIjWzHZX79lG4aAEpb75B5XnnQxOtuUtGDc7vgD+q6oZ4FlLVzcANInIa8Eug7m16jDHGGGOMaSEO6qZQWoovI4O8GdNpc9Sx7Nv8OZW7d+ED2LsnybmtvYPfqlj/fhJvcBNKVVcAv01gflq0dXs+4brNt7BuzyfJzooxxhhjjKlHBc/OcQNNlZdXvTIkUFpKoLycPR+toXL3LjL69MU/+QqQY5Kc29pr8ABHVSvDp4nI6AjTjotnHSZ+6/Z8wrRtD5JXkc+0bQ9akGOMMcYY00z5S4opWvRCxFF0q6SmcugtP4ce9TM4UUNJRg0OItJFRE4VkVRv0rgIyXqJyL0iUusRFEx0weCmLOBO8rJAmQU5xhhjjDHNVPHqVZBS/a2/Ly2NktWrGihH9ScpAQ4wCHgF2CkiS4GjROQsEakaQ1hVFwC/AW5OUh6brfDgJsiCHGOMMcaY5qkif0dVs7RoAmVlfLNnK2/5VlFC0+2Dk5RholV1gVczMxA4HfgJMBtoLyIfAm8CbwCfAF2SkcfmKlpwExQMcm479CaObXt0teuaN28eS5YsITs7m379+tGhQweys7M599xza5W3yspKUiI8WbjvvvuYMmUK8+fP5wc/+EHV9KVLl7Js2TKKi4sZN24cp59++kHLbtiwgb///e/k5OTQtWvXA5YPliEnJ4e+ffty7733MmbMGNLT08nKyjpgdLNguuHDh0fcD8F5GzduZOHChVxzzTVMmzaNQCBAeXk5559/Plu3bmXJkiUceuihpKWlcccddwBwzz33cPPNN9dqmOilS5dy3HHH0bVrV9auXctHH33EJZdcEvd6jDHGGNM8Bfx+dr3+KkUvL6k2XUlbWDY0nVVHvEalL0BKpY+TOamBcplYSXsPjqqWAyuBlSJyvKpeJiL9gW8DZwD3A52Ae5OVx+Zi2tcP8P6eD2NOXxYo4zdfTwPgpLbHc1u36JVoEydOZPjw4fz4xz+uCjA2bNjAggULyMvLY/z48SxevJgrrriCnJwcfvGLX3DjjTfy2GOPEQgE6NGjBx06dGDFihX079+fyy+/vGrdpaWlPPTQQ6xevZrPP/+cnJwcPv30U4488kgAzjrrLM466yx27tzJtGnT6N69O0uWLOHaa6+tWsdbb73F6NGjGTp0KABbt249aNsAM2fOxO/307VrVzZv3kxKSgoLFizgnXfeITMzk169erFo0SKWL19Obm4uU6dOrXYfzp07lyFDhlRtt6ysjK1bt1btr1tvvRWAwsJCgKrg5v3336eyspLjjnNd0NLT06NuIy8vj2effZb+/fsD0L9/f6ZPn24BjjHGGGMIBALs+eB98ubMoPzrrW6izweBA9+0UtYKVnwrleWnpVGa4cMHnFh5HCcFTmj4TCdI0gKcMK8BqOpaYC3wSHKzY2I1Z84cXnnlFcaOHUteXh4ArVq1orS0lE6dOvHcc88xZcoUZs+eTY8ePRg5ciRPPfUUGRkZtG7dmk8//ZSBAwcyZMgQRo8+cKyJjIwMJk+eTOfOncnLy+OGG24gLe3gU/bhhx/m0ksvpXfv3gcENwDjxo3j0UcfZcmSJRx//PF8+eWXB20bYNiwYXTv3p2TTz6ZzZs3A/DFF18gIpx55pmsXLmS008/ndGjR3PjjTfWuF82bNjAiBEjqj4HA5U5c+awdOlSsrKyAPe23n79+gEwY8YMhg8fzoYNG5g7d25VoLJlyxa++eabqnWlpqYycOBAOnXqxFFHHXXQPsvLy6NTp0415tEYY4wxzdO+zZvInzODvR+vBSCtcxc6jZ/Evi+3sHPJiwTKyvD74P0TUnllaBq72/sAOGZXZ75/7PXs29x0m6dBAwc4InKeqi4On66q/45jHWNVdX5ic9a8BWtgamqeFirdlx5TM7WLL764qtnW7NmzAXjiiSe48sorCQQCPPTQQ/Ts2ZPt27ezceNGHnzwQVatWsWYMWOqbs7nzZtH+/btD1r3u+++y/Tp02nTpg2bN28mIyOD6667rmp+IBDgD3/4A0OGDOHYY4+NmL927dpx0003AXD11VfTt2/fg7YdzdSpU1m/fj333XcfgwcPJicnBwCfz30JzJ8/n3Xr1nHMMcdQUFAAQEFBAVlZWXTs2JF169ZxxhlnAK4GJ3R/PfLII6xfv57i4uKqsm/bto1u3bqxceNG2rRpU9Vcz+/34/f7Dyh3NB06dKC4uNgCHGOMMaYFKt+xnfx5cyhe+SYAKW0zyRl1AdlnnYuvVSsyTxkEvgBvf/oiS4alsKOTu6fpvi3AuD2DOPWcH+Lz+VA0mcWos4auwSkQkb8Cd6lqXjwLikh73PtvXqqXnLUAx7Y9mtsOvanGICfW4CaaQYMG8eijj5Kbm1s1bfDgwezYsYOUlBQmT57MAw88QJcuXcjMzKRbt24R1zNw4EBef/11pkyZwqxZs/jRj350wPwnnniClStXsnv3brZs2cKgQYNYvHjxAemWLl3K8uXLSUtLo2/fvjFvG1zAFmyuVlJSQufOnQ+YP3bsWMaOHUtpaSl33nkn69evp7CwkNtvv5127drx+9//ntdeew2/38/IkSMBmDVrFm+++SZFRUVMnjyZsrIyVq1yo5WMGTOGtWvXcsghh1BWVkYgEMDn89GnTx/69OlzUP7y8/PZtGkTb7/9NmPHjgVg+/bt1ZbJGGOMMc2Pv6SYwgXzKVq6GCoqIC2N7DPPJWfUWFLb7X+I/HnpJp781iY+Od4NZJxb1pYLdg9g6EkX06rdwQ+bmypfdU+D64OI9AH+CmwFHgNWq2rEu21vGOkBwHigH/BLrxmbieC9994rSk1NzTrxxBMB17QJoGfPA8cyr64mpy7Bzb59+wBo3bp1eL54/PHHueeee2jXrl2kRVusQCDAXXfdxd13313ndZWUlDBt2rQD1hXtHEgUVfeER0TqZf2mcbLj3jLZcW+Z7Lg3boGKCna+8hIFz8+jsqQYgHanfpvciybQqvP+cbr+V76d2fnPsKLYPVRtl5LJhR3HcHbWcFr5Wh203mQe9zVr1uD3+3cOGDCg1q+KafA+OKr6OTBCRM4BfgjMEJEdwP+AnV6yHCAXN4LaCuCfqvpaQ+e1uYpWk1PXmptoBgwYwIABAxK6zubC5/MxevRo9u7dW6tR1EJt376dq666KkE5M8YYY0xjFQgEKF79NvlzZ1KxYzsAbY46htwJl9K6d9+qdLv9xcwreJ6Xdr6CHz+tfGmcl3UOY3NGkpmamazs17tkjqL2El5zMxHpB3QHOuPezZMHbFNVeyFLPQkPcuoruDE1Cx2Oui569+6dkPUYY4wxpvHa++l68mY9SennnwHQqlt3Ol08ibYnnFzVT7issoxFO1/mucIX2FO5Fx8+hrT/Nhd3vJBOrXKrW32z0ChGUVPVz4DPkp2PliYY5Dy8/Z/8sMtVFtw0Q9HeLWSMMcaYpqVs29fkz51JyX9XA5DaIYuOF46nwxnD8aW6PjWVgUre3L2S2QXPkF/hBkA6vk1/JnUaT6+M+mmu3hg1igDH1I/U1NSqDvjRtKMtP/FdDztgC9HTxSI40leqd5GZ5PL7/ZSWllYNSW2MMcaYpqdi104K5z/DzmVLobISX3oG2SPOJ2fEKFJC+j1/uGctM/Jms6XsSwB6pvdgUqcJnNC2f7KynjQW4DRjhxxyCMABQwzXp927dwOQnV3rPmEmgdLS0sjKyqoa3toYY4wxTUdlaSlFSxZSuPB5Avv2gs9HhyHfoeMF40jL6ViVbkvpF8zIm8OHe904XLlpHZnQ8SJObz+YFF/LbMXRqAMcEVkPnKSqe0VkAvCZqr6X7Hw1FWlpaRx22GENtr3gKGr1NWKXMcYYY0xzF6isZPdbb5A/bw7+QtfMrO3xJ5E7YRIZ3XtUpcsrz2dOwTyW715BgABtU9owNmcU52WdRXpKerKy3yg06gAH+JUX3HQE1gOnABbgGGOMMcaYZmfP2g/Imz2Dsi+/ACCjZy9yJ0ym7TH7m5mV+Et4rvBFFu18ifJABamkck7WmVzYcTTtU+11HNAIAxwRGQW8pqrFwAfee3P+AhQAy5OaOWOMMcYYYxKs9Ist5M1+kr3rPgIgrWMuHS+aQPvBp+PzBgsqD5Tz8s5XmVfwPMWVJQCc1m4QE3IvomurLlHX3RIlJcAREZ+qRnvD6J3A7SKyF3gZ906cB1X15QbLoDHGGGOMMfWsoiCf/Gdms3vFcggESGnTlpxRY8k66zxS0l0zs0AgwMrid5iV/zTbK3YAcHRr4dJOE+jXuk8ys99oJasGZ5+IvAO8DexU1d+GzLtKVT/wmqV9BzgTuFdErgMWquoj9ZUpEbkQ+AlwPFAOrAWuUdV13vzewJ+8fJUBzwM3q2pB2HpOAh4EvgXsBp4CblfVvWHpzgR+D/QHdgCPAveqasOMCmCMMcYYYxpc5d69FC58nqLFLxAoL4fUVLK+cw4dR19AavsOVek+3rueGXmz2Vi6CYDurboxqdPFnNz2hKp33piDJSvA+QIYrqoV4TNU9QPvbwHwtPcPETkcFzDUCxG5AfgD8ADwC6A1MAho481vD7yGewnpBCATmAY8LyJnBGukvHy+CqwGxuBeYHo/0AW4NGR7A4GFwDPAbbggZ5q33V/UVzmNMcYYY0xyBPx+di1/jYJ5c/Hv2glAu1NOJXf8RFp1OaQq3VdlW3kqbw7/3fMBANmpWYzveAHDOpxBqs9ex1GTZAU4/40U3FRHVb/ABUYJJyJ9gfuAm1T1LyGzFob8/2rgUODbqrrVW+4r4C1gJPCCl+4nuNqdC1S1xEtXBswQkd+p6lov3V2AApNVtRJ4VUTaAXeKyAOqml8fZTXGGGOMMQ0rEAiw58M15M+eQdnXXwGQ0acfnS65jDZHSFW6gopCni6Yz2u73iBAgNa+1ozKGcHI7PNonZKRrOw3OckKcEqTtN1orsA1SXu0mjTnA28EgxsAVV0hIpuBUewPcM4Hng8GN55ngH976daKSDpwNvAbL7gJmgHcA5wDzKxLgYwxxhhjTPIdNIBA5y7kjr+EdqecWtXMbG/lXhYULuLFosWUBspIIYWzs4ZzYc4YstPshd3xSlaAc4qInAWsUNU91SUUkZ6quqWe83MaXm2KiPwSOMz7/GtVneOlOYbIQcfH3jxEpC3QE1gXmkBVS0VkYzAd0BfIiJBui4jsCUlnjDHGGGOaoIrCAvLnzWH3m6+7AQTaZpIz6gKyzzoXX6tWLk2ggld3vcEzBfPZ6d8FwCmZA7gkdxzd0g9NZvabtGQFOAIsASpE5D3gde/fm97w0KF+C1xWz/k5FNdX5ne4/jBfAlcCs0Vkh6q+hhvNrSjCsoVAL+//2YCvmnTB184GXy1fU7q4+f1+VLW2i9fJnj0uVk3W9k3Ds2PeMtlxb5nsuLdMdtxroawU39tv4XtnBb7ycgIpqQQGnoL/tKFsb9uW7Z9/ToAA6/mUl1OWke9zY1X1CHTnnMrvcPiuw9i9axfKrqQVIZnH3e+v+1hbyQpwnsd16B8GDAGuwwUWfhFZgwt2lgFvAh0iryKhUoB2wGWqOh9ARF7Bdfy/Aze4gDHGGGOMMZEFKvGt/RDfsqX4ine7SXI0lcPOho65Vcm+4CteSnmVL32u10PHQA5nVw7jaAQfNjJaIiQrwNmtqm/iAhhEJBUYgAt4zsDVntwMVEKDHOngMM9LgxNUNSAirwITvUmFuBqacDkhywdrZKKl2xSyrurSFUSYHpPU1FREpOaE9SAY5Sdr+6bh2TFvmey4t0x23FsmO+6x2fvpevJmPUnppo0AZPTuQ6eJl9FGjq5Ks63sG2bmP807Je8C0CG1PRfljOHMrGGk+ZJ1Sx5ZMo/7mjVr6lyLk6y92Sn0g/fel3e8f/eJiA84Afe+mV82QH7W4YaEjqS19/cTIveNOQb3QlJUdY+IbAlPJyIZuH43M7xJG3EjrR0DzA9J1xNo623LGGOMMcY0YmXfbCN/7kxK3nsHgNTsHHLHX0L7wafjS0kBoKhiJ/MKn+OVna/jx0+6L52R2ecyKue7tE1pk8zsN1vJCnCGiMihqrot0kzvnTJrgDUicnoD5Oc53Ehq5wDzAEQkBfeS0dVemheAe0Skm6p+7aU5Fdf/ZkHIul4AxonIjSEDKFyAG1RgAYCqlonIy8AEEfl9yEhql+ACn5fqpZTGGGOMMabOKnYWUfj8s+xcthT8fnzpGWSPOJ+cEaNIae2eje+t3MsLhYt5oWgxpYFSfPgY1v4MLs69kI5pOTVswdRFsgKc+4HpIjILmF3DSGp7GyA/C4DlwD9EJJf9gwwcBUz10vwD+DHwnIj8ClfTMg1Yyf4hogH+D5gMzBOR+4FuuPLOVtWPQtLdjWui97iI/AvX3+dO4EFVzauPQhpjjDHGmNqr3LePwkULKFr8AoHSUvD5aH/GMHIvvJi0HDdGVEWggpd3vsa8gufZXen64gzIPImJHcfRI6N7MrPfYjR4gCMiJ6jqnd7/TwSuBR6oZpGfRljHSar6fqLy5PW3GY172efvgPbA+8AIVX3dS7NLRL4D/AmYjXtvzgLcy0EDIevaIiJnemV6HtiNa5r287BtviMiI73tLQLycAHTbxNVLmOMMcYYU3cBv59dy5dRMG8O/l07Acg8aQAdL5pIxmE9XJpAgFUlq5mZ/zT/K98OwBGt+zEpdzxHt7E+TA0pGTU4dwEXAqjqGlxTtKhCX6wZ4h7gu4nMlKoWAVd7/6Kl2Yh7kWdN63oPGBpDupfx+u8YY4wxxpjGJRAIsOejNax6/THmDN7JhTnlHN2pH50mTqbNkUdVpftkrzIjbzaflX4OQLdWhzIpdzwDMk+qepmnaTjJCHC6ici/caOjBWpKHIEP6JrYLBljjDHGGLNf6ZdfkDfrCdYVr+OJCa0oT/fx5OS2/LT7JHq0dcHN1rKvmZk/l3dLXMOirNQOjO94AcM7DCHVl5rM7LdoDR7gqOqpDb1NY4wxxhhjYlFRVETBs3PY9cZrfH64jycmplPeys0r81Vw37Y/MrXL1Xy0dx2v7nqdSirJ8KVzfvYIRuWMoHVK6+o3YOpd4xp02xhjjDHGmCSoLC2laMlCChc+R2DfPj7vneaCm9TKA9KVBcp48H9/AcCHjzM7DGNcx7HkpEV6vaFJBgtwjDHGGGNMixWorKT47bfIf3omFQXuXetfn3UUT566lXLKoy6Xgo9rulzB0A5nNFRWTYwswDHGGGOMMc2Wv6SY4tWr8O8sIjUrm3anDCI1sx0Aez5ZR/6sJyndsgmA9MN7sWPSUP7Z6lnKAtGDG4BKAvxrxxN0SuvEsW2PrvdymNg1ygBHRA4HzgW6A35gG7BMVT9LasaMMcYYY0yTEAgEKHh2DkWLXoCUFAKlpfgyMsibMZ32ZwyjoqCAPWveAyA1O4fciybQ/ttDuO+Ln1BWURbTNsoCZTy8/Z/8pdf99VgSE6+UZGcgnIhcDvwTOBZIxb1Q8yTgSRG5NolZM8YYY4wxTUTBs3MoWvwigfJy91JOIFBaSqC8nF2vvsyeNe/ha92ajhdOoOe0P9LhjGH4UlKYmDuOlBhvkdN96fywy1X1WQxTC42xBidDVc+JNENErm/ozBhjjDHGmKbFX1JM0aIXCJRX08wsJYXD7ryHjG7dASj2F/Ns4QKWFL1CJZXRl/Ok+9K57dCbrHlaI9QYA5zqBg2vaLBcGGOMMcaYJql49SpIqb4WxteqFfs+XY/vkM4s2fkK8wsXUFK5Bx8+zmh/Gie2PZ5Htv+bssDBzdUsuGncGmOAs0tEVgDrgN24oKY9cALwRDIzZowxxhhjGj//zqKqZmlR05SVsYKPePGLheRV5ANwXJtjmdTpYnpn9AQgOzWLadsePCDIseCm8Wt0AY6qPikiG4GzgVuAP+ACnX+r6uqkZs4YY4wxxjRqZf/7huL/vht1fgD4rE8KS85qxTdd1kAFHJ5+GJfmTuD4tv3x+XxVaY9tezS3HXpTVZBjwU3T0OgCHG+QgUnAx8CfcYMMdAD+LCL/UdW/JzF7xhhjjDGmEfIX76bguWfY+erL4PdHTLP1UB9LvpPG571dj4jclBwu7nQRZ7Q/jRRf5CZtwSDn4e3/5IddrrLgpglodAEONsiAMcYYY4yJUaC8nKKliyl8/lkq9+4Bn4/2pw8lpXUbdr3xKoGyMvJzfCwdlsZHx7rApvW+AOcVHsWF376F9JT0GrdxbNujbSjoJqQxBjg2yIAxxhhjjKlWIBCg+J2V5M+dSUXeDgDaHHscnSZMJuPwnm5+hxTm713K6hN9VKb6SKsIMPjdAKPbn8Nhoy89oDmaaT4aY4BjgwwYY4wxxpio9m5Q8mY9SenGDQCkdz+M3AmTyTz+RAD2Ve7jxaIlLDh2BfsCKfgCPk4tPIwx+07h8AvOJDUzM5nZN/Ws0QU43iADrwBDgO64l5H+F/ilquYlNXPGGGOMMSZpyrd/Q/7cWRSvfhuA1A5ZdLzwYveSztRUKgIVvLbrDZ4umM9O/y4ABrQ9kYm54+lxRPdkZt00oEYX4ACo6jZgdrLzYYwxxhhjks9fvJvCBfMpWroY/H586elkn3c+OSNGkdKmDYFAgHeK32Nm/ly2lX8DQN+MPkzuNIGj20iSc28aWqMMcKIRkWttFDVjjDHGmJahsrSUopcXUfTic1Tu3esGEPj2EHIvmkBax1wAdO8GZuTP5tN9nwFwSKuuTMwdx6DMgdbHpoVqdAGOiNyKGxo6nA84B7AAxxhjjDGmGQtUVrJ75ZsUPDOLioICANr0P55O4y8ho2dvAL4q28rM/Kd5r+R9ADqktueinDGcmTWMNF+ju8U1DagxHv1lwM+ABRHmFTRsVowxxhhjTEPa8/Fa8mc/SemWzQCkH96LThMupe2xxwFQUFHI0wXP8tqu5QQIkOHLYGT2uYzKGUGblDZJzIh3j6oAACAASURBVLlpLBpdgKOq74rIC6r6n/B5IlKejDwZY4wxxpj6Vbb1K/LmzGDPB65GJq1jRzpeNJH2g0/Hl5LCnsq9LChcyItFSygLlJFCCmd1GM5FHUeTnZad5NybxqTRBTgAqjo9yvSnGjgrxhhjjDGmHlUUFVEw/2l2vf4KBAL4Wrch5/wxZJ/zXVLS06kIVLC06BWeKXie3ZW7AfhW5kAm5o6jW/ohSc69aYySFuCIyCmqujpZ2zfGGGOMMclTWVpK0ZIXKVz4PIF9+yAlhazhZ5Mz9iLSOmQRCARYufsdZhU8zf/KtwMgrY/g0twJHNmmX5JzbxqzZNbg3IMbNMAYY4wxxrQQkQYQyDxpALnjJ5Hezb2r5uO965mRN4eNpZ8D0K3VIUzKvZgBmSfZyGimRskMcA46O0XkVFV9O2zaod57cYwxxhhjTBO2Vz8hb+YTlG52gUtGz17kTryMtkcfC8CXpVuZmT+H/+75AIDs1CzGdbyA4R3OINWXmrR8m6YlmQFOIMK0uzm4Vuc/EaYZY4wxxpgmomzb1+TPeYqS998FIDU7h9xxE2l/2hn4UlIoqChkbsGzLPNGRmvta82onBGMzD6X1imtk5x709Q0tkEGItU5Wj2kMcYYY0wTVLFrJ4Xzn2HnsqVQWYkvI4OcEaPIHnE+KRmt2ePfw/P5C1lY9BJlgTJSSeXMrP9n777jrKrv/I+/7r3TmMI0QEEFEeErYEUpVqSIKNJhaCa7m3WzPzfZJO5uYspuYpoJyaopJqZo1iggvXeQJiKKKAgIXwsdpEzvc9v5/XHuwDCiIDBzpryfj8d93Jlzvvfcz/WG4Nvv93y+fRmVOZyMuHSvy5dGqqEFnLPN6pztmIiIiIg0UJ9qIODz0bJvf7JGjiUuI5OwE2Zl4Sp1RpM64WXA6W6MeRJYBWy01mqPGxEREZFGrLqBQN7s6UQK3AYCyTfdQvbYiSReedVndEbrwqTsHHVGk0vGy4CzC3gGuB941hiTALQ1xtxorX3Pw7pERERE5As6VwMBtzPaDD6u2gdAu/i2TMweq85ocsl5GXBaAt8DVgDfsNZWGWNuAR40xnwXKALWAike1igiIiIinyN4/JjbQGDrW8CnGwioM5rUN88CjrW2jzGmA26HtL8aYwLAW8B8a+0vjTGpQD+gtVc1ioiIiMjZRUqKyV84l6I1qyASwZeQSOaDpxsI5IcLmJV7ts5og0nyJ3pdvjRhnjYZsNYeAP6KG3B8wG3AaGNMF07P4Bz3sEQRERERqSEaDFK0ahkFi+cTragAn4+0u+8le1QOcZlZsc5os2t1RruX0ZnDSY9r6XX50gw0mC5q1loH2BJ7YIxJAe4FtnpYloiIiIjgNhAo3byJvDnTCeflApB8/U1kj5tI4lUdCDthlhWuYm7+AkqipQD0jnVGa6vOaFKPGkzAqc1aWwYsiT1ERERExCMVH31A7rS/U7X3YwASrmpPq3GTSL7+JhzHYVPJm0zPm82J8EnA7Yz2cKscOiepM5rUvwYbcACMMXuAW6y1FcaYccBH1lrN6IiIiIjUh+IifGtXceT9HQAE0jPIHj2OtLv64vP72VW+m2l5M8/sjNYqh1uTb1ZnNPFMgw44wBOxcJMF7AF6oiVrIiIiInUqWllJwbJF+JcsxBcO4YuLJ+OBh8gcMhx/UhKHqg4zLW8W79bojDY2ayT3qjOaNAANLuAYY4YCa621pcB2Y8w1wLNAPvCap8WJiIiINGE7y3bxx0N/ZNSiEFfvKsYHRLt2p+NX/pX41m3IDxcw8/hU1pdsPNUZbVjmgzyYcb86o0mD0eACDvBD4PvGmApgFZAJPGOtXeVtWSIiIiJN19Zdi/lNYDahOPj7EIevpF1Ju2sHwVUdCGWlMjtvNstqdEYbmH4vo9QZTRqghhhwHrHWbo8tS+sPDACeNMZ8HVhqrf2zt+WJiIiINB1Vhw6w+dW/8nyvQ4Ti3PtmQgk+/u++YsaFI+T6tvC/B35/qjNan9SejMsarc5o0mA1uIBjrd0ee84HZsceGGPaA708LE1ERESkyQgX5JM3dybbD23g5Zx4QglnNgUIOkFe9s/AXacG1yV1YZI6o0kj0OACzmex1h4EDtbFtY0x9+JuKlrbVmvtbTXGdQR+izuzFAQWAv8RC2M1r3cL8AxuICsBpgHft9ZW1Bo3APglcD1wEnfT0yettZFL88lEREREzhStqKBg6UIKVyzh47ZhXh4fTyj+Mzqe+QAHxmWPYkTmUHVGk0ahQQYcY8yduJt8vm6tXVePb/2vwHs1fi+tUVMabgjKBcYBKcBkYKEx5u7YRqXVM01rcDcsHQ5cATwFtAEm1bjebcBSYA7wOG7ImQwkAT+om48nIiIiTVmkrJTSLW8SKSokkJ5Bas/eBFJSAXAiEYo3rCV/3iwixUXs7eDn5YmJhALO51/UB/MKFtMlqTPdk7vWw6cQuTgNIuAYY9YBB4ANwAZr7evA68aYO40x/1qP9928b63d/Bnnvgq0Be601h4BMMYcBl4HhgCLY+O+jTu7MzK2WSnGmCAw1RjzC2vtzti4HwEWeNhaGwXWGGNSgR8aY5621ubVwecTERGRJshxHPLnzaRw2WLw+3GqqvAlJpI79UUyHniIxE5dyJ8xleDRwwAkXduZBeOKCPmKz+v6QSfIcyee59mrn6rDTyFyafi9LiDmp7izJd8C9hhjjhpjZgDDgA6eVnbaQ7jh60j1AWvtJmA/MLTWuIXV4SZmDlBVPc4YkwDcB8yIhZtqU4FEYFBdfAARERFpmvLnzaRw+RKcUAinqgoAp6oKJxSiYNF8jj0zmeDRw8S1bsPl//YtrvjBT/hK238iwPntWZPgS+DRNo/U5UcQuWQaxAyOtfZV4FWAWPe0u4GBuPewjKzHUuYYY1rhLkNbAHy3xv013YBXzvKa92PnMMYk4wayXTUHWGurjDEfV48DOuEGmdrjDhhjymuM+8IikQjW2gt9+UUpLy8H8Oz9pf7pO2+e9L03T/reG7CKCvxLF+ELh89+3nFwAOfuflT1uYsDcbDlw6ls8L1OxHfu237jnDgmRsYQd8iPRd9/c+Dln/dI5OJvRW8QAaemWKBYACwwxvQDbsRdulaXioBfx96nFLgd+B7QxxjT01pbhbsfT+FZXlsAXB37OQP3drzPGpcV+zkz9nyucSIiIiKfy2d3wblu/o+LJ5qaws74D3jVt54Cn/uvIB2cq7g+2pWV/jWEfJ8OSHFOHGMqhtExsaEsqBE5twYRcIwxba21n9Q+bq1da4z5JnUccKy17wLv1ji0zhizE7dLWg7wcl2+/6UUCAQwxnjy3tUp36v3l/qn77x50vfePOl7b7jy9+wkPxT63DH7roywutsWDvqLALgivh0TW42lR/LN+Hw+epTfwuRPniHoBE+9JsGXwMTIGDomdtD33sx4+ed927ZtFz2L0yACDrDZGBMHvIYbZjYCHwJX4nYf88JioAy4DTfgFODO0NSWCVQvY6uekfmscftiPxecY1z+WY6LiIiInMFxHCIlxe4MjvPpbmjHWvtY2T+ODzoHgCIyAxmMzRpJ35Z3EfCdvv+me3JXHm/72KmQk+BL4PG2jxF3qKHcri1y/hrK/2q743YpOwx8BXgHd6nYHiDbGHPB96RcAtX/b7Gbs98b0y12DmttOW43uDPGGWMSce+72R079DFup7Xa4zoAyTXGiYiIiJxV1YF9HP3VzyhaveJT4aYoDeY+FMcfvprAB50DJFY5jE0dyjMdJtM/ve8Z4aZadchpFZfN420fU0toabQaxAyOtbYUWBJ7YIxJx90Hp/qxwxhzAphurX2snsoahrvXzZbY74uBnxtj2llrj8bq7IN7/82iGq9bDIwxxnwrFnjAbZSQWD3OWhs0xqwCxhljflmjk9oE3OCzsu4+loiIiDRmobxc8ufMoOSNjeA4+FNSSOzQkcqPPqDCF2TDHXFs6hUgHO/DH3Hos81heNIAru4++pzX7p7cVa2gpdFrEAGnNmttEbFGAwDGmGygL9ClLt7PGDMF2MvpmaPbge/g3pczKzbsL8C/4zY/eAJ3pmUy8Aan98ABt1nBw8BcY8xTQDvcjT5nWGt31Bj3E9yleC8ZY17A3ejzh8Az1trcOviYIiIi0ohFysspWLKAohVLccIhiIsjY8D9ZA4dSbhFAgtef5rlGbspT3YbDtywx+G+9VE63f4QWcNyPK5epP7UacAxxnQG7rHWvnABrx0IpOPuKZMHzL3U9dWwC5iIuw9PC9ylcn8FfmytDQJYa4uNMf2B3wIzgBDujMxj1tpT88KxVs8DgKdxmxSU4O5v872ab2itfcsYMwT4BbAMtzX1ZOBndfg5RUREpJFxwmGK1q0mf8EcoiUlAKT2up3sMeMJtG7NxpI3mHloLrnt8gAfnavaMOJIF65N7UjqE30IpKR4+wFE6lmdBBxjzP3AN4GjwDcu5BrW2tXGmHHAh8aYBcDfrbXvfME6/p+19k/n8V6/wA0a5xr3Me5GnucatxV3xulc41YBq841TkRERJofx3Eoe3creTOnEjrmNptN6nIdrcY/TNI117K9fCfTDj3LgeAhANonXMmE7LHcnHwjvu7naBst0oRd8oBjjNkDdAYWWGsvastba+0MY0wImA183Rizw1p7c633+y/c5WK1+YBBwDkDjoiIiEhDUrnvY3KnT6HSun2H4i+7nOyciaT06MmB4EGmHvk1Oyrc/cKz47IYlzWau9Jux+9rKP2jRLxTFzM4XYAwFzhzU5u1dq4xZi3QD7jhLEPWAd/lzBv9q6ndsoiIiDQaodyT5M2ZQekbGwHwp6aRNXw06f0GkucU8dKJ53mtZBMODsn+FozMHMr96QNJ8Cd4XLlIw1FX9+CsstYevoTXewE34HyKtfZtY8xia+3fa5+Lzf6IiIiINGhnbSAw6AEyh4ygIgmmFsxmRdFqQk6YAAHuTx/IyKyhpAVSvS5dpMGpq4Az69xDvpAFQBR32dmnWGtf/Izj0y5xHSIiIiKXjBMOU7x+DXnzZ51uINDnDrJHj8fJzmBp0WrmH19MWdTdeeKO1N6Myx7NZfFe7YMu0vDVVcD5Qs0AzsVaW2aM+Qj33h4RERGRRs1xHMq3bSV3xjRCx44CkNTF0GrcwyRc04nXSjYx8+Bc8sLuavvuLboyMTuHTkkdvSxbpFGoq4Czuw6uaVHAERERkUaucv9e8qZPoWLP+0CsgcDYiST3uI3tFTt45dAPORh0V/q3T7iKidljuSn5Bnw+dUYTOR91EXDKrLV1ce/LeTUMMMbcZa3daIzpa61dXwd1iIiIiHxhobxc8mdPp6S6gUBKKlkjRpPe7z72hg8y9ZNf8X7FHgBaxWWTkzVKndFELsAFBRxjTDput7T3rbVltU4XXHRVZ1d4nuN6ABuBWwEFHBEREfFUtMJtIFC4YilOKNZAYOBgMoeO5GR8KS/m/oXNpW8BkOJPYWTmQwxKH6DOaCIX6LwCjjHmBiBkrd1jjHkA+CMQABKMMaOtta/XGF5ZB3UCBL/geM3jioiIiGecSITi9a+SP282kZJiAFJ73U722AmUZybxUsFcVhetI0KEeF8cg9MHMTxzCKmBFI8rF2nczncG5wNgOW6r5uuAa6y1jjGmJe4eNDUDznkvTzPGxAM+a+35hBe1fBYREZEGz3Ecyre/Q+6MqYQ+iTUQ6Ow2EOCa9iwsXM6iA8uodCrx4aNv2l2MzRpJq/hsjysXaRrON+BEgBtjP++x1joA1tpiY8yHZxl7TsYYA8wAyowxw6y1eed4iXOetYqIiIh4onL/PvJmTKFi9y4A4ttcRvbYiSTe2oP1JRuZfeBZCiNFANySfCMTssfSPvEqL0sWaXLON+DcABw0xnwZ6GaMWQ48C7zIF186hjHmK8BvgWTcpWRvGWMetNbaL3otEREREa+F8nLJnzODkk2vAeBPSSFr2Gha9r+Pt6ve45VD/8MnoWMAdErsyMTsHLond/WyZJEm67wCjrX2XeCWmseMMauBZGvt1PN9M2NMGvAXIAc32ASB7wPvAyuNMf9orV17vtc7B834iIiISJ2KVlTEGggsqdFA4H4yh45kb+AYzxz/NbbyAwAuj7+M8dmj6Z3SUy2fRerQBbeJttbO+yLjjTG9gFeAq3HDzYfABGvtO7HzDwFzjTFPWmv/70Lr4nRzAf0/h4iIiNQJt4HAGvLnzyZS7C45S+3Vh+wxE8jL9PH7vL+zuXQLAGn+NMZkDWdA+r3E+epqC0IRqVYvf8qMMd8Bfhp7Px/wEvC1mi2mrbU7jDF3AwuMMddaa39wgW83J/Y882JqFhEREanNbSDwLrkzpxI6egSApGs7kz3+S4Q7tmNa/gJWHlgT64wWz5CM+xmWOYRkfwuPKxdpPuo04Bhj2gAvAwNxg00J8G+ftazNWnvMGHMvMMUYMxP4krW26ou8p7X2cOz50MXULiIiIlJT1YH95E5/+VQDgbjWbWiVM5H4Hj1YUbya+QeeoTxacaozWk72KLLjsjyuWqT5qbOAY4wZjNuEoDVuuNmCuyRt7+e9zlpbYYwZA/wKWGuMGXoeHdZERERE6kS4IJ+82dPdBgKOE2sgMIq0fgPZVLWVGYe+R27Y/VeVG1tcz6RWOXRIbO9x1SLNV10EnARjzK+BxwA/7s3+vwL+21obPp8LxNpQf9sY81VgkzFmxPm8zhizB7glFpLGAR9Za7de0KcQERGRZi1aWUnBskUULluEEwxCIED6wPvJGjqK3f6DTD3+JPuqDgDQPuEqJrUax03J13tctYjURcDpAvwH7qzNceDL1tpVF3Iha+1fjDH7cTcZrb3fztk8EQs3WcAeoCeggCMiIiLnzYlGKdm4nry5M4kUFgCQclsvWuVM5Fh6mP/N+wvvlr8HQFYgk5zsUdyTdid+n9/LskUkpq6WqPmAFbjh5uTFXMhau9IY8yCw5GznjTFDgbXW2lJguzHmGtw9evKB1y7mvUVERKR5Kd/5HrkzphA8dBCAxI6daDXhS5Rf04YX8uax/tBGHBxa+JIYljmEBzMGkehP9LhqEampLgJOEPi+tfbpS3VBa+0uY0xv4GytqX8IfN8YUwGsAjKBZy501khERESan6pDB8mbOZXyHdsBiMvKJnvsBPw9b2Z+0XKWHlhByAkRIMDA9HsZlTmc9LiWHlctImdTFwGnpbU2eKkvaq09DtxxllOPWGu3x5al9QcGAE8aY74OLLXW/vlS1yIiIiKN367y3fzx2F+Y8G5bLl/8rttAoEULMh8aQfLAgbxa8TrzDn6XkmgpAL1TbmN89hjaJlzuceUi8nkuecCpi3BzjvfbHnvOB2bHHhhj2gO96rMWERERaRx2FG7n1yd+R9Af4c9d8/nSzgC3dBpIxtARbPHvYfonT3Ai7K6yvy6pC5Na5dA56VqPqxaR89Fkt9O11h4EDnpdh4iIiDQcTjTKljen8/uMlYTi3WOhBB9TJrWgKvsy3ij+DXur9gNwZUI7JmSPpUfyzfh8Pu+KFpEvpMkGHBEREZFqjuNQvmMbb254kf/rX0go/szAEiTE1LwZAGQGMhibNZK+Le8i4At4Ua6IXAQFHBEREWnSqg7sJ3fmVHaV7uLlcfGEEj57NiZAgH9t8xVuTrmxHisUkUtJDdtFRESkSQrn53H8+ec49MT33HAzPuFzww1AhAhPH3uWXeW766lKEbnUNIMjIiIijVKkrJTSLW8SKSokkJ5Bas/eBFJSiVZUULB0IYUrluAEgxAIMC8nlVB81XldN+gEee7E8zx79VN1/AlEpC4o4IiIiEij4jgO+fNmUrhsMfj9OFVV+BITyZ36Ii2u607l/r1ES4oBSLmtN5ljxnFP3OssKDzrnuGfkuBL4NE2j9ThJxCRuqSAIyIiIo1K/ryZFC5fghMKnTrmVLmzM+U7tgGQ2Kkz2eMn8WG7EL/Je44DpYcA8OHDwfnMayf4Eni87WN0T+5ah59AROpSvQYcY8yXL+R11tqXLnUtIiIi0vhEykopXLb4jHDzKYEAVf8+kWfKFrHjk10AZMdlMS5rNJlxGfz6k98SdD69bZ/CjUjTUN8zOC+e5Vj1f0apfddfzf+8ooAjIiIilG55E/yf3SOpIN3H6gFxbM+dDECKP5kRmQ9xf/pAEvwJADze9jEmf/LMGSFH4Uak6ajvgNOx1u8tgb8DZcDvABs7fh3wDaAF8A/1Vp2IiIg0aOG83FPL0WoqbwHr74xj820BInE+4qJ+7s8axMjMh0gNpJ4xtnty1zNCjsKNSNNSrwHHWnug5u/GmD8DxUB/a220xqn3jDFzgDXA14H/V39VioiISEPjRCIUv7aWwtXLzzgeioPNPQOsvzOOyiR3McjNuxzGZg2nU5fhn3m96pDz3InnebTNIwo3Ik2I100GRgE/rhVuALDWRowxs4AfoYAjIiLSLDmOQ/n2d8idOY3Q0SPuQZ+PKA7bbvDzat94itLdYNNpb4T7Xw1zRX4cV/9m4Dmv3T25q1pBizRBXgecFkDbzznfDkiqp1pERESkAancv5e86VOo2PM+AHGt25A1djzbCt9hTuoWjrdxg83lx6LcvyZM571RfAmJZDzwIIGUFC9LFxEPeR1w1gHfMMa8aq1dU/OEMWYA7n046zyoS0RERDwSOnmCvDkzKN38OgD+lFSyho0i/84u/K5oLjuz3gd8ZBQ5DNwIN24LEUhIgPgoGYMfJGtkjrcfQEQ85XXA+SbwGrDKGPM+p5sMdAG6A8djY0RERKSJi5SVUrBovnufTTiMLy6e9PsGExp8Jy9XLOf1YzOB6s5oQxl4eR+CJe8QubqQQHoGqT37aOZGRLwNONbaj40xNwDfBR4ChsRO7QeeBn5lrT3pUXkiIiJSD5xQiKI1K8lfOJdoWRkAqbffRcLIh1jse4OVJ39GmDBxxDE4YyAjanRGa3HvAC9LF5EGyOsZHKy1ecC3Yw8RERFpJhzHofStN8ibPZ3wyRMAtOjanbScHNZmfMSCgsmURyvw4ePutDvIyRpF6/hWHlctIg2dZwHHGJMMlAA/stb+zKs6zsYYEwe8A9wAfMlaO6XGuVuAZ4BeuPVPA75vra2odY0BwC+B64GTwF+BJ621kVrjxgP/DVwLHAKettY+V0cfTUREpEGosLvJnTGFqr0fA5DQ7koyc8aztWMFMwv+TH5ePgA3tOjOxFY5dEzs4GW5ItKIeBZwrLXlxphcIN+rGj7HN4HWtQ8aY9rj7s2zBRgOXAE8BbQBJtUYdxuwFJgDPI4bcibjdoT7QY1xw4BXgN8C/w7cAzxrjAlba/9aFx9MRETES8GjR8ibNY2yd7cCEEjPIHPkGPbd2opnC2Zz8ORhAK5OaM/EVjncmHy9l+WKSCPk9RK1ecAI4I8e13GKMeZK3L13vg78vdbpbwNBYKS1tiw2PghMNcb8wlq7MzbuR7gNEx6O7fGzxhiTCvzQGPN0bFkewM+Bpdbab8V+X2uMuQL4qTHmb7Vne0RERBqrcGEB+fNnU7x+DTgOvsREMh8YSn7/G/h9yXx2Hd8NQKu4bMZlj+bO1D74fX6PqxaRxsjrgPMH3HCwBHgW2AtU1B5krT1YjzX9BlgIbDjLuYeAhdXhJmYO8DdgKLDTGJMA3Af8tNYGplNxA80g4BVjTAfcmZ1f1nqPqcC/4C6Be+PiP46IiIh3ohUVFCxfTOGyxTjBKvD7adlvIOEh9zIltIpNJ34BQIo/hZGZDzEofQAJ/gSPqxaRxszrgLM99nw9MPhzxgXqoRaMMYNxA4gBEmudSwY6ALtqHrfWVhljPga6xQ51ir229rgDxpjyGuOqn88YB7xf4/wXDjiRSARr7bkH1oHy8nIAz95f6p++8+ZJ33vz9IW/90gE3/Z38G1ch6+sFACny3WU9ruLxdmWLfk/J+KLEucE6O3cxt2R22lxogX7Tuyrq48gF0B/3psnL7/3SOTiFzB5HXB+Ajge1wCAMSYJdxbpx9baT4wxV9cakgH4gMKzvLwAyIr9nBl7vtBxBbHnLERERBobx4EP9+Bfuxpffq57qN2VVA3oz+arTvCabxZVvip8DtwUvZ7+zj1kkO5x0SLSlHi9D84TXr5/Ld/Hvb/md14XcjECgQDGGE/euzrle/X+Uv/0nTdP+t6bp/P53is/+pDcGVOo/NAdG3/Z5WSOGcfWLiFmFcwnP+z2Fbop+XomZufQIbF93RcuF0V/3psnL7/3bdu2XfQsjtczOA1C7H6Y7+B2QkuJfZktY6eTjTHpnJ5pyTjLJTKB6jn1gnOMyz/HuOqZnYbYXU5ERORTQidPkDd7OqVvbgLAn5ZG5vBR7Ot1Gc8WzuWQOqOJSD3yPOAYY7rhtmW+Ffdf9j/VMsVae00dl9ER976Z2Wc592fgj9baOGPMAU7fOwOAMSYR976bqbFDH+POBHUD5tcY1wFIBnbHDlU/dwO21bhkt1rnRUREGqRoRTn5ixdQtGIpTjiELz6ejPsfpOC+m3m2dCG7TpzujDY+ezR3qDOaiNQDTwOOMeZ24FXcDTPfAnrg7jPTAugD7MTdcLOubQP61Tp2Oe4eNU8CK2PHFgNjjDHfstaWx46NxA1HiwCstUFjzCpgnDHmlzU6qU3ADT4rY+P2G2N2xY5Pq/G+E4ATuP88REREGhwnEqF4w1ry584kUlIMQOrtdxEZeR9To2vYdHIy4HZGG5U5lPvS+6szmojUG69ncH4CHAF6xmo5ATxprV1jjLkbN1D8Z10XYa0tBNbVPFajycBua+362M+/Bh4G5hpjngLa4W70OcNau6PGy38CbAReMsa8gNsl7ofAM9ba3Brj/id2radxW1Pfg9si+mvW2vCl+4QiIiKXgONQtu0dcmdOJXT0CABJnQ2J40eztOUOVhb9iggR4n1xDE4fxPDMIaQGUjwuBxjfeQAAIABJREFUWkSaG68DTi/gF9baQmNMddcwP4C19rVYOPgpsNqrAmuKtXoeAFQHkhLcpWnfqzXuLWPMEOAXwDIgF5gM/KzWuHnGmEnAD4CvAYeAb1hr/1TXn0VEROQLOXYU/5qVfHLAveU0rnUb0saOZcO1hSwsfI6Kogp8+Lgn7U5yskbRKj7b44JFpLnyOuAEcP/lH6B6yVdmjfPvA1+t14pirLX7cdtC1z6+Feh7Hq9fBaw6j3HTOHOJmoiISIMRysslf84MApteA8CfkkLGsJFs65XC7MK55Oe7PXNuSr6Bidlj1RlNRDzndcA5iLt5JtbaSmPMIeAOYFbs/M1AkUe1iYiINFuR8nIKlpxuIOAEAkRv7UXhuN48V7aYQ3mxzmiJHZiUncMNyd09rlhExOV1wFkDjMC9FwVgCvAdY0wa7uzOw7hdzERERKQeOOEwRetWk79gDtGSEgBSe9/B+z2vZmX62+wvcFdRt45rxbjs0dyR2lud0USkQfE64PwKWGuMSbTWVgFPAFnAOCAKvAQ87l15IiIizYPjOJS98zZ5M6cSOn4MgKQu1xEd9yAzUt7mjdK5QKwzWtYwBqX3J94X72XJIiJn5WnAsdYexF2mVv17CHg09hAREZF6UPnxh+TOmELlB+7u5fGXtyUhZyQrrjrIqqI/EymNEOcE6OP05J86fokUdUYTkQbM631wulhrP/CyBhERkeYqdPIEebNeofStNwDwp6WROmIEr98UZmHxK6c6o/VNu4tbC28inZYKNyLS4Hm9RG2PMeY4sKH6UWs/GREREbkEdpXv5rkTz/Nom0e4LnoVBYvmUfjqCgiH8cXH0/L+B3ivb2tmly6hoLAQgJuTb2RC9lg6JF6FLbQefwIRkfPjdcD5Cu7mln2BsYBjjCnA3SRzPW7oecda63hXooiISOO2q3w3kz95hqATZPLh/+VLcxw6Wnd3htQ77+bgQzfwXGgFh4vczTs7JnZgYvY4bkju5mXZIiIXxOt7cF4EXgQwxlyFG3SqA8/Q2LASIMOD8kRERBq9muEGIOiP8NJwh0c2X0N2vweYEv8ae8r+Brid0cZnj+H21F7qjCYijZbXMzinWGsPGWNmAYeBo7id1AzQ0tPCREREGqld5buZfOQpgr7wGcdDCT7+fM8xopEXIAJp/lRGZg3lPnVGE5EmwOsmA8m4G3v2jT16AgmABdYBP8FdqiYiIiJfwLbDG3mq9AVCcWdf5R0lCsCdqX3459ZfJjmQXJ/liYjUGa9ncApwN/R8D3gN+C1uo4GTnlYlIiLSSEVKitm89gX+1HkboXjfOcdvKXuH/i370j25az1UJyJS97xeYOuPPRJxw1bA23JEREQap2gwSMGSBRz4zjd5ud35hRuAoBPkuRPP13F1IiL1x+sZnAxOL1G7B/hnIN4Y8wHu0rR1wHpr7SeeVSgiItIARMpKKd3yJpGiQgLpGaT27E0gJRUnGqV08yby5kwnnJcLwIRd1/LXOz8hTOSc103wJfBom0fqunwRkXrjdRe1MmBV7IExJhHogxt4JgD/Ajh4H8REREQ84TgO+fNmUrhsMfj9OFVV+BITyZ36Iim39SZ45DDBg/sBSLiqPQXj+/Fq+lbClecXbh5v+5iWp4lIk9JggoMxpj2nmw30BTrFThV7VpSIiIjH8ufNpHD5EpxQ6NQxp6oKgNI3NgIQyMwimDOImR0O8Hb5DKiEloE0bk/pzdqSDadaRNekcCMiTZXXXdT+idOBpj3gA/JxGw78AXeZ2jbPChQREfFQpKyUwmWLzwg3tRW39PPWf9zI+qoFOOUOib4EhmQM5qHMB0j2t6BX6q1n7IMDCjci0rR5PYPzAnAC2AD8L+79Nju9LUlERKRhKN3yJvjP3g+oMgE23h7H670DhKo248fPgJZ9GZ01gsy40/tjd0/uyuNtHzsVchRuRKSp8zrgdLPW7vG4BhERkQYpXFhwajnaqWN+2NIjwNq74yhPcTul3VR8OV++/htckdDurNepDjnPnXieR9s8onAjIk2a100GFG5ERETOonzndorXrzn1uwPs7OZn1b1x5Ge5szrtD0UZvMHHrX3vI/0zwk217sldefbqp+qyZBGRBsHrGRyMMfHAl4ABQBvgO9bad40xmcBQYI219rCXNYqIiNSXqkMHyJsxjfKd208d29vBz4oBcRxp5wab1rlRBq0Jc90HUfzx8aT27ONVuSIiDY7XTQYygNVAD6AMSAYyY6eLgJ8DU4DveVKgiIhIPQkX5JM3dyYlG9eD4+BvkUz56P7My9zGrnR3f5u0Eof+G8L02BYh4IAvIZGMwQ8SSEnxuHoRkYbD6xmcnwPdgIeAt3AbDgBgrY0aY+YCg1HAERGRJipaUUHBskUULl+MEwxCIEB08N2suh02VL6Kg0NSJMBdr4e48x0f8WVRfAmJEI2SMfhBskbmeP0RREQaFK8DzgjgWWvtUmNM9lnOf4S7fE1ERKRJcSIRijesJX/eLCLFRQD4+9zKpgdasSK8iVBliAAB7kvvx6isYaRc6af0mjeJFBUSSM8gtWcfzdyIiJyF1wEnG/jgc847QFI91SIiIlLnHMehfPu75M6cSujoEQACna9lR851LApspiS0C4A+qT0ZlzWatgmXuy9MgfR7B3hVtohIo+F1wDkMdPmc87fjzuKIiIg0epX795E3YwoVu90Q42/dmv2TejM/YzsnwqshCtcldWFSq3F0TurkcbUiIo2T1wFnJvA1Y8wU4EjsmANgjBkPjAP+x6PaRERELolQXi75s6dT8sZGAHwpyRwbdxeLrt7P/uBqCMMV8e2Y2GosPZJvxufzeVyxiEjj5XXA+RnQH3gTt8mAAzxhjPkNcD3wBqCm/SIi0ihFysspWDyfopXLcMIhiIujeNgdLL65kPeDGyAIWYFMxmSNoG/Luwj4Al6XLCLS6Hm90We5MeYe4FvAeKAS6Im7LO2/gaettUEPSxQREfnCnHCYonWryV8wh2hJCQChvrexun8Cr4fegiCk+JMZnvkQg9MHkuBP8LhiEZGmw+sZHGIB5lexh4iISKPlOA5l72whb+Y0QsePuce6d+HNkVeywreFUChEHHEMzhjIiMyhpAbUBU1E5FLzLOAYY5KBEuBH1tqfeVWHiIjIpVD58YfkzphC5QcWAF+7y3lv4vUsSd5GafQgOHBHam/GZ4+hTXxrj6sVEWm6PAs4seVpuUC+VzWIiIhcrNCJ4+TNnk7pW2+4B9JS2TupJwsv+4DcyMYandFy6Jx0rbfFiog0A14vUZuHu9nnHz2uQ0RE5AuJlJZSsGgehauXQySCLz6eY6N7s6jrcfaH3oAIXJVwJeOzx9Aj+SZ1RhMRqSdeB5w/AFONMUuAZ4G9QEXtQdbag/VdmIiIyNk4oRCFr66kYNFcomVl4PNRPOg2lt0RYkf4bQi5ndFyskdxT9qd+H1+r0sWEWlWvA4422PP1wODP2ec+maKiIinHMehdMtm8ma9QvjkCQAqexjWDcngdec9nLBDC38LRmQO4YH0QeqMJiLiEa8Dzk+IbewpIiLSUFV8sIfc6VOo2vsRAJGr27E5pyOrE98j5BwgQIBB6f0ZmTWMloE0j6sVEWnevN4H5wkv319EROTzBI8dJW/WK5Rt3QKAk5nOe5NuYFnWbkqjW8GBPqm9GJ89hsvj23hcrYiIgPczOCIiIg1OpLiY/AVzKFq3GiIRnIRE9o6/hcUdD3My8jZEoWuS4eFW4+iUdI3X5YqISA0KOCIiIjHRYJCilcsoWDKfaEUF+Hx8MqwHS24pZn9kG0TgyoR2TMjOUWc0EZEGSgFHRESaPScapXTz6+TNnk44Pw+AgjsNK/rHsdN5HyKQGchgbPZI+qbdRcCn3jciIg2VAo6IiDRr5bt3kTd9ClUH9gFQdt2VrBvZms2BPTiO2xlteMYQHsi4j0R/osfViojIuSjgAMaY+4HvAd2AdOAYsAp4wlp7uMa4W4BngF5ACTAN+L61tqLW9QYAv8Rtf30S+CvwpLU2UmvceOC/gWuBQ8DT1trn6uIziojImYJHDpM7cxrl298BoPLyTN6ccA1rUyxhcmOd0QYwMmuoOqOJiDQiCjiuLOAt4HdAHtAZ+CEw0BjTzVpbboxpD6wBtgDDgSuAp4A2wKTqCxljbgOWAnOAx3FDzmQgCfhBjXHDgFeA3wL/DtwDPGuMCVtr/1qnn1ZEpBkLFxaSP382xetfBcchnJrEtondWHnZPsqdXQDcmdqHcdmjaRPf2uNqRUTki6rXgBMLCV+Ytfbgpa6l1vVfwQ0b1dYbYw4CK4B+wBLg20AQGGmtLQMwxgSBqcaYX1hrd8Ze+yPAAg9ba6PAGmNMKvBDY8zT1tq82LifA0uttd+K/b7WGHMF8FNjzN9qz/aIiMjFiVZVUbhiCQVLF+JUVhIN+Nkz9nqWdzlJfvR9cOCGFt2ZmD2WjklXe12uiIhcoPqewdnPhW3s6cXdnNVBJBx7fghYWB1uYuYAfwOGAjuNMQnAfcBPY+Gm2lTcQDMIeMUY0wF3ZueXtd5zKvAvuEvg3riEn0VEpFnZVb6b5048z6NtHqFbkqFk02vkzZlBpCAfBzgwqAvLe1dx2PkQonB1QnsmtMrhpuTrvS5dREQuUn0HnK9wYQGnXhhjArj/TDrjLj/bgTuzkgx0AHbVHG+trTLGfIx77w5AJyDxLOMOGGPKa4yrfj5jHPB+jfMKOCIiF2BX+W4mf/IMQSfI5CNP8Y8r02i/5RMATvS4gpWDk9njPwgOtIrLZlz2aO5M7YPf5/e4chERuRTqNeBYa1+sz/e7ALsAE/t5CzDIWhs0xrQCfEDhWV5TgHsPD0Bm7PlCxxXEnrO4QJFIBGvthb78opSXlwN49v5S//SdN08N+XvfxwGm+mcS8rmT70FfmP/rl8/waAq2Txt2ZH4C5NHCSeIe5056VfUg7mgcH/Kht4U3Ag35e5e6o++9efLye49ELv4uDTUZONNoIA035HwPWGmMucvbkkRE5HzUDjfVQgk+Zg+OgO8T4pwAvZ2e3O30oQUtPKpURETqkgJODdba6iVjm40xa3DvGfoq8MfY8YyzvCwT2Bf7ueAc4/LPMa56ZiefCxQIBDDGnHtgHahO+V69v9Q/fefNU0P83ncUvce04zMI+T7jv/z5wI+ff7v8q9yR1rt+i2siGuL3LnVP33vz5OX3vm3btouexfE84BhjugHfBG7F/Rf+2ougHWttp/quy1p7yBhzErg21ib6AKfvnQHAGJOIe9/N1Nihj3E7rXUD5tcY1wFIBnbHDlU/dwO21bhkt1rnRUTkczjRKFvensXv05YRiv/8sVGi/OnEC6QHWtI9uWv9FCgiIvXO0zsqjTG3A28DI4BPgGuAvbGfO+BuprnBo9q6AJfhhhaAxcCwWMOBaiNxmwosArDWBnE3CB1njKn5z3YCbvBZGRu3H/d+nwm13nYCcAJ3Tx4REfkc5bt3cfjH3+dv/qXnDDfVgk6Q5048X7eFiYiIp7yewfkJcAToGavlBPCktXaNMeZu3FDxn3VdhDFmHrAVeA8oBboD/wUcAl6IDfs18DAw1xjzFNAOt9PaDGvtjlqfaSPwkjHmBdx20D8EnrHW5tYY9z+xaz0NLMTd6PNfgK9Za89cQC4i0sxEykop3fImkaJCAukZpPbsTSAlFYDg0SPkzphK+fZ3AOj3bhrz7w3h+M593QRfAo+2eaQuSxcREY95HXB6Ab+w1hYaY6o7h/kBrLWvxQLCT4HVdVzHZmAc7maeccBBYDYw2VqbH6vngDFmAFAdSEpwl6Z9r+aFrLVvGWOGAL8AlgG5wGTgZ7XGzTPGTAJ+AHwNN0x9w1r7p7r6kCIiDZ3jOOTPm0nhssXg9+NUVeFLTCR36ou07Hcf0VCQkvVrIBqlqHUSG8ZdxVsZh89r/4EEXwKPt31My9NERJo4rwNOADcAAJTHnjNrnH8f9yb/OmWtnYwbQs41bivQ9zzGrcJdqnaucdOAaedTo4hIc5A/byaFy5fghEKnjjlVVQAUrVwKQEWSj83jO7HhyuOEOESAAPenD6RrC8Pvj/+JoBP81HUVbkREmg+vA85B3HttsNZWGmMOAXcAs2LnbwaKPKpNRETqUaSslMJli88INzWFA/DmbXFsuC+NMo4AcEdqH8Znj6ZNfGsAHvc/dmqTz2oKNyIizYvXAWcNboOB/4n9PgX4jjEmDXd252Hgzx7VJiIi9ah0y5vg/3Tvmyiwo7ufVf3iKMzwAxV0a3Edk7LH0Smp4xljuyd35fG2p0OOwo2ISPPjdcD5FbDWGJNora0CngCycO+HiQIvAd/1rjwREakvkaLCU8vRqu3t4Gf5gDiOtnODT5sTUcZU9OHu/o/i8529q0B1yHnuxPM82uYRhRsRkWbG04BjrT2Iu0yt+vcQ8GjsISIizUS4uIiK93ed+v14Kx8rB8RhOwcASCtxGLA+TI89cVw23nxmuKnWPbkrz179VJ3WLCIiDZPXMzgAGGOuw90wMwv41N9a1tqX6r0oERGpc9FgkKKVy8hfPB+nsoLiNHj1njjeuSmA4/eRWOVw96Ywd7wVISEEvng/qT37eF22iIg0YJ4GHGNMe+Bl4C7OEmxiHNylaiIi0kQ40SilmzeRN2c64bxcKhNgc84VrO9UQCgQxR9x6L0lzL2vhUmN9dj0JSSSMfhBAikp3hYvIiINmtczOH8CbgP+A1gPFHhbjoiI1LXy93eSN2MqVQf2EfHDO/e15tVeYUp9eQDcXHgZ/WYepVVRACcYwZeYANEoGYMfJGtkjsfVi4hIQ+d1wOkLPGWt/a3HdYiISB0LHjlM7syplG9/FwfYc2tLVt2XxIm4YgBMUmcmZY+jy7XXEulaSumWN4kUFRJIzyC1Zx/N3IiIyHnxOuCUAcc8rkFEROpQuKiQ/HmzKV7/KjgOhzomsXJkJvuSC4AgbeMvZ2L2WG5L6XGqeUAgJZX0ewd4W7iIiDRKXgecWcAw4I8e1yEiIpdYNBikcOVSChYvwKmsID/Tz7pxV/JOq5NAAemBlozOGkH/lvcQ5/P6ryMREWkqvP4b5Q/A340xs3BDzn4gUntQrJ20iIg0Ak40SsnrG8ifN5Nwfj7lSbBp/BVsvLaQMCeJ98UzJON+hmcOoYW/hdfliohIE+N1wNmJ2yXtVmDU54wL1E85IiJyMcp3vkfujCkEDx0kGAdbHmzFultCVMQaCNyVdjvjs8bQKj7b40pFRKSp8jrg/AQ34IiISCNWdfgQeTOmUL5jOxEfbL+zJWvuiaMwUArADS26MzF7LB2Trva2UBERafI8DTjW2ie8fH8REbk44cIC8ufOovi1tTiOg70+idUPpHEssQQI0jGxAxOyx3Jj8vVelyoiIs2E1zM4IiLSGAWD5M+fTcGyRThVVRxoH8fqEVnsa1kMlNAmrjXjs8fQJ7Unfp/f62pFRKQZaRABxxhjgKFAx9ihfcAia631rioREanNiUbxbd+Kb8Na8ktLONHKx5ovt2bnZSVAMS0DaYzKHM7A9HvVGU1ERDzh+d8+xpingW8CvlqnJhtjfmOt/U8PyhIRkVrKdmwnb8ZU/IcPUpwGa8dn8XanChxfCYm+RB7KGMxDmYPVGU1ERDzlacAxxnwT+BawEJgMvB871Q34DvAtY8wBa+3vPCpRRKTZqzp4gNwZU6jYtYPKRNgwOIVNPRzC/nICBOjfsi+js4aREZfhdakiIiKez+B8FVhprR1R6/gbwEhjzHLgXwEFHBGRehbOzyNv7kxKXt9A2Ofw9h0tWNs3nrJAEIBeKbcxIXsMbRMu97hSERGR07wOOJ1wN/v8LAuBp+qpFhERAaIV5RQsXUThiiVEg0F2Xh/Hq4NTyU2qBIK0d65kULQ/A9v297pUERGRT/E64BQCV3/O+auB4nqpRESkmXPCYYo3rCF/3mwiJcXs7eBn9dBMDmZUAJW0i2/LxFY5pB5uge9Tt02KiIg0DF4HnOXA140xG6y1i2ueMMYMAb4GzPSkMhGRZsJxHMq3bSV3xjRCx45yvJWP1WMy2H1FJVBBRiCdsVkjubfl3QR8ASxqcCkiIg2X1wHn+0A/YIExxgK7Y8eviz0OxcaIiEgdqNz7MbkzplBpd1OcBmvGtmRrlxCOr5IkXxJDMx9gSMZgkvyJXpcqIiJyXjwNONbao8aYW4Dv4u6D82Ds1D7gf4HJ1tp8r+oTEWmqQidPkDdnOqWbN1GZCBsHJfP6bT5C/iABAgxIv5fRmcNJj2vpdakiIiJfiNczOMQCzHdiDxERqUORslIKFs2ncPVywtEwW3onsK5fImVxIcDtjDY+ewzt1BlNREQaKc8DztkYY+KBNM3eiIhcGk44TNGrK8lfOJdIWSk7u/pZ/UA6eclVQAiT1IVJ2Tl0aXGt16WKiIhcFK83+hwD3G6t/c8ax74HPAHEGWNWAGOsteUelSgi0qg5jkPZljfJm/0KoRPH2dfex8p/SOdQVhVQRbv4y5mYncOtKbfg86kzmoiINH5ez+D8F6cbC2CM6QH8DFgPfAD8M/Bt4MeeVCci0ohVfGjJmzGFyo8+dDujfTmN3e1DQBUZgXTGZI2kX6wzmoiISFPhdcDpDEyv8ft4IB94wFpbZYwJA+NQwBEROatd5bt57sTzPNrmEbondwUgePwYebOmUfb2W25ntJHJbO3m4PhC6owmIiJNntcBJ5kzN/K8D1hpra2K/f4O8I/1XZSISGOwq3w3kz95hqATZPInz/BfGV+l7fKdFK1ZRWVchNcGJLKpd4CQPxrrjNaXUZnDyYhL97p0ERGROuN1wDkCdAcwxlwJ3Aj8rsb5LKDqLK8TEWnWaoYbgKAT5NcnnmXiR0Fye/hY1y+VsoQwEFVnNBERaVa8DjhzgG8aYxKA3kA5sKjG+ZuAvV4UJiLSUNUON9VC8fD3iQngAwhjkjozKXucOqOJiEiz4nXA+TFwOTAJKAS+bK3NBTDGtARGAr/3rjwRkYbls8LNKbFGaDmZIxmZNUyd0UREpNnxNODE2j//w2ecLgWuwJ3VERFp9naV72by0acJEjrn2PmFSzAtupxqPCAiItJc+L16Y2NMsjEmYoz5wdnOW2uj1toia+25/yYXEWniwoWFPLv3N+cVbsC9J+e5E8/XcVUiIiINj2czONbacmNMLlDgVQ0iIg1BpKyU0i1vEikqJJCeQWrP3gRSUgGIVlVSuHwJBUsXMuSqENPGxhMNnHvZWYIvgUfbPFLXpYuIiDQ4Xt+DMw8YAfzR4zpEROqd4zjkz5tJ4bLF4PfjVFXhS0wkd+qLpA8eQnyrNuTPm0VVcQFbegRY168F0UDknNdN8CXweNvHtDxNRESaJa8Dzh+AqcaYJcCzuB3TKmoPstYerO/CRETqWv68mRQuX4ITOr3szKlyO+MXLlqAg8Ourn5W/UMKeWkRIIJJ6szt/7+9O4+TqjrzP/6prl6gu4FmjYiyCPrI4oogqKiIC8iiIALi8jPGmDg6SYyTOElMYpwsYyZKktExcRk1AyooLoiiguCKAi5oRDwqCoqiyNJsDXRTVb8/zi0sit5ouut2V3/fr1e/irr39L3P7VtV3KfOuc8pHsj96x+qtNCAkhsREWnuwk5w3g4e+wHDq2kXzUAsIiIZE9u2ldI5s/dIblJ90hWeGZbP6i45QIwD8w7ggvbnc1zRsUQiEQ7OP2ivampKbkRERMJPcG4EEiHHICKScVuXLIKcveu8rO0Q4dnTcnn/MP+9TutYCyYcMJGhrU8mGvnmu56+hb25rvM1u5McJTciIiJe2GWibwhz/yIiYYltKt09HA1gczE8d0oubx4VJZETIb88wUmvxRjVcSgH2tBKt5FMcm5fexdXdrpcyY2IiAjh9+BgZnnAxcAwoBPwU+fcW2bWFhgNzHfOrW7gGMbjJxvtD3QAVgL3AVOcc+Up7XoAfwFOA8qBWcCPnXMb0rZ3DDAFGAhsAe4Hfu6c257Wbhjwn/ghel8DdwK/d87VfBexiDRZiViM8jVfALAjH14enMsrg6JU5EXIiScY8Pouhr60i9a7Cii6oEO12+pb2Jtbu9+cibBFRESahFATHDMrAeYBxwLbgEKgbbB6E/A7YCrwswYO5d/wSc1PgS+BwcCvg7gmBrG2AhYA64JlRcBNwCwzG+KcSwTtugLzgSXAOfjJSm/GJ28XJndoZscBTwEzgevwSc5NQAug0rmBRKRpSyQSlC19g3Uz7mf7V1/w+nFRFgzJZVuRL/vc5/0YZ8zfRccNwcjdvDjFAwaFGLGIiEjTE3YPzu+APsAoYDGwNrnCORc3s0fwxQcaOsEZ7Zz7OuX582aWAP5gZj8JqrhdAXQGTnTOfQ5gZquBV4CRwOzgd3+C790Z65zbFrQrx1eL+4Nz7t2g3a8BB1zknIsD882sGPiVmd3inFvfoEcsIhm145MVrHtwKtvdcpYdnsPc8YWsbxMHoOtncYY/V0HX1d/ckhjJL6Bk+NlEi4rCCllERKRJ2vsO18w6F7jVOfcUlRcb+Ajo1tBBpCU3SW8Ej12Cx1HAi8nkJvi9hfien9EpvzcKmJVMbgIzgZ3JdmaWD5wBTA+Sm6RpQAFwZp0PRkQalYqv1/Ll3/6b1b/5BR9se587L2vBg+PzWd8mTue8A7hi5bFccX+Cbl/nQyRCpKCASF4eJcPPpt3YCWGHLyIi0uSE3YPTHvigmvUJ/JCtMJwMxIAPg+d9gAcqafdesA4zK8QnZMtSGzjndprZimQ7oCc+kUlvt8rMylLa7bNYLIZzrq6/vl/KysoAQtu/ZJ7OeTV2bCey8CUiry9ifesYz47P573D/XdKRYlCTk0Mof+Oo4geHCV21clE3DLYuhWKi0kc3pd1LVqy7oPqPh7Do/PePOm8N086781TmOc9Ftv/W9HDTnBWA4dUfqggAAAgAElEQVRVs34wvhcno8zMgGuAe5xz64LFbYHSSppvBLoH/y4BItW0a5eyLWrRTkSamtguIm8uIfLyC5TlbGfB6bks7l9APAfyErkMTgzkpMQgCij45ndatiRx9HHhxSwiIpJFwk5wZgBXmdlUIDn0K3mz/iT8zfy/zGRAZtYeeBz4DLg2k/uuD9FoFJ+fZV4yyw9r/5J5OuffSCQSbHt9EesfeoCyDV+xcGCUl4a0ZEdegggRTm11EhPaj6NdbtuaN9bI6bw3TzrvzZPOe/MU5nlfunTpfvfihJ3g/BZfcnkRvshAArjBzP6Mryr2Kr4CWUYEldLmAMXACc65zSmrN+J7aNK1BZJlopM9MlW1+yRlW9W121DJchFppLZ/6Fg/fSplKz7krSOjzJ9cyKbiOJDg6MIjmdz+fLoWHBx2mCIiIs1C2BN9lpnZycCPgEnADmAAflja9cAtqfPQNCQzK8D33PQEhgSV01Itp/J7Y/oAc2H38axKbxdsuye+iADACnyltT7AYyntuuFLZS/f3+MRkYZX/tWXrH/ofra+vpgPeubw7Pda8lWHBBCne0E3Lmw/kSMK63xLnYiIiNRB2D04BAnMH4OfUJhZFHgQPzHnMOfce5U0mw38zswOdM59EfzeIPz9N0+ktRtvZj9yzpUFy8biiwo8Af6YzWwuMNHM/jOlktoF+MTn2Xo9QBGpV7Etm9kw6xE2zZ/L553iPHNxAR93iwAJOuS2Z1L78ziheBA5kbALVYqIiDQ/oSc4jcRt+JLVvwIiQeKStCIoI30H8K/A42Z2A76n5Sb8MLrZKe3/C7gIeMTMbgYOxA+zm+6c+2dKuxuBl4F/mNnd+CF5vwKmpBQ2EJFGJF5ezqZ5T7PxicdYV7CduWNy+WffPACKcooY13Y0Z5YMIy+SF3KkIiIizVfoCY6Z5QGX4+eP6REs/gSfNNydoSFqw4PHG4OfVN8G7nXObTaz04C/ANOBCnyPzDXOud1z+ASlnocBtwCzgC34oWl7TFbqnFtsZiOBP+Dv+1mHT5h+W8/HJiL7KRGPs/W1hayf+SCbytbx/Em5LB5QQCwH8iK5DG9zJue0HUlxVJNyioiIhC3UBMfMvoUfjnUEsAn4OFg1GBgBXGlmZzjnvmrIOJxz3WvZbgU+Eaup3RvAKbVoN5fg/h0RaZzKli9j/fRpbFn9MQuPj/LyiS3Zke8row1pNZiJ7c6jQ177sMMUERGRQNg9OH8FegNX4HtJdgGYWS6+5+Q2fI/JpNAiFJFmqfyLz1k34362vP0Gbx0VZf65LdhcDJDgqMIjmNz+fLoVdA07TBEREUkTdoIzArjVOXdX6sIg0bnTzPriEx0RkYzYtamUDY89zKYX5vN+T3j2ewV83SECwCEF3ZncfgL9VBlNRESk0Qo7wanAl0yuyodBGxGRBhXfuYPSp59k45wnWNlhJ89cnMenB/sqaJ1yOzKp/XkMKh6oymgiIiKNXNgJzixgrJn9T+qN+gBmlgOMw89NIyLSIBLxOFteeZH1M6ezJreUuaNzWW4FALTKacW4dmM4o81QciNhf1yKiIhIbYT9P/YU4D7gOTO7FfggWG7A1UAb4EdmtsdA90om4RQR2Wdl777NugensW7Tpzx3ci5vHlVAIgcKIvmMLBnOqLYjKMxpGXaYIiIisg/CTnCWAgkgwt5VxyIpbdJFGzIoEcluOz9bxbrp09j44Tu8eEIurw5sQUUe5JDDsNancF67c2ibWxJ2mCIiIlIHYSc4N+ITHBGRBrdr4wbWPzKDja++wKJjc3j+6hZsDzpoBhYdx6T24zkw/4BwgxQREZH9EmqC45y7Icz9i0jzEN++nY1PzWLDM0/y9mG7mPf9fEpLfCfx4S0O48IOEzi0Ra+QoxQREZH6EHYPjohIg0nEYmx+YT4bHnuY9zts4dlLcllzQD4AB+V34YL253Ns4VFEIpEatiQiIiJNhRIcEck6iUSCsqVvsm7GNFYl1vDMqFxWHOITm3a57ZjQbiwntzpRJZ9FRESykBIcEckqO1Z+zPoHp/L5l8uZd2ou7/TzJZ8Lc1pyTttRjGhzBvk5+SFHKSIiIg1FCY6IZIWKdV+zfuZ01i59medPymXR2AJiUcgll7NKTmds21EUR4vDDlNEREQamBIcEWkylpUt5/a1d3Flp8vpW9gbgNi2bWyc/RjrFjzNwmPivHhVATtaRIgQYUirwUxoN46OeR1CjlxEREQyRQmOiDQJy8qWc9OaKZQnyrlpzRR+2ukHHPTqp6ybNZM3D9nOvCvy2NzaT5F1VGE/JrefQLeCrjVsVURERLJN6AmOmeUBFwPDgE7AT51zb5lZW2A0MN85tzrMGEUkXKnJDeCTnNV/YujHFbwzKcqXQWW07vldmdxhAkcW9gszXBEREQlRqAmOmZUA84BjgW1AIdA2WL0J+B0wFfhZKAGKSOjSk5ukijx49vQ8ANrntmNiu/M4qdVgVUYTERFp5sK+Evgd0AcYBfQAdk9G4ZyLA48Aw8MJTUTCVlVykypKlO92vJSTW6vss4iIiISf4JwL3OqcewpIVLL+I6BbZkMSkcZgWdlybvrilmqTG4AYMW758laWlS3PUGQiIiLSmIWd4LQHPqhmfQJokaFYRKSRiJeXc9uq/6acilq1L0+Uc/vauxo4KhEREWkKwk5wVgOHVbN+ML4XR0SagUQ8zpZXX2blz66h36JNkKisY3dv+ZF8rux0eQNHJyIiIk1B2FXUZgBXmdlU4PNgWQLAzCYBE4FfhhSbiDSA2LatbF2yiNimUqJtSigecDzRomLKli9j/fRpLIus5Jmxuaw5wBcQiBAhUekIVi8/ks91na/ZPS+OiIiING9hJzi/BU4DFgGL8cnNDWb2Z6Af8Cpwc3jhiUh9SSQSbHh0BqVzZkNODomdO4kUFPD11HvIbdeBz/iKZ4bl8lFPX/K5XbQtE9qPo31uO/5rzV8qvRdHyY2IiIikCzXBcc6VmdnJwI+AScAOYAB+WNr1wC3OuervMBaRJmHDozMoffpJEhXf3FeT2LmT0tbw3PHrWXpkPolIhMJIS85tN5rhbU4nP8cnO9d1vmavampKbkRERKQyYffgECQwfwx+RCQLxbZtpXTO7D2Smx0F8OIJuSwcGGVXXoRoLMEZrYZy3rfOo1W0eI/f71vYe48kR8mNiIiIVCXsiT6vAR50zq0JMw4RaVhblyyCYI6aXTmwpH+UBUNyKSv0U18dsSzGGQtzsBEH0erA4kq3kUxybl97F1d2ulzJjYiIiFQq7B6cm4E/mtmLwDRgpnNuU8gxiUg9SiQSbP/gfeLlO1nWO4dnh+ayoZ1PdrqvijP8uQoO+iIBkQixTaXVbqtvYW9u7a7b8kRERKRqYSc4RwIX4qul3QXcZmZzgPuBJ5xzO8MMTkT2z46Vn7B+xjSWb1nG05fms/ogn9h0/DrOWfN3YR/GiQRtI/n5RNuUhBesiIiIZIWwiwy8C/wM+JmZnQBMBsYD5wJbzOwx4H7n3DMhhiki+6ji67WsnzmdTz5cyLOn5bLcCgAo3pJg2Iu7OHZpjGh65ed4nOIBgzIfrIiIiGSVsHtwdnPOLQQWmtkPgNOBC/DJzoU0ojhFpGqxbVvZ+MSjfPraM8w/Ad78Xj7xnAgFkXyGrenKcQ98QP622F6/F8kvoGT42USLikKIWkRERLJJY0wcWgPdgp+WsHsEi4g0UomKCkqfe5Yvnp3JC0eV8+r3olTkRcghh2GtT2Z8u3MpOaQNG9amzINTXk4kPx/icUqGn027sRPCPgwRERHJAo0iwTGzQuAcfK/NmUA+sAL4Pf5+HBFpjBIJIsvf5aN7bmVhtw08f2ku2wv9x8rAov5MbH8eXfIP3N28/biJlJw1kq1LFhHbVEq0TQnFAwap50ZERETqTdhlosfgk5rRQCGwBvgf4AHn3JIwYxOR6m13y+G+O3mn/ZfMPT+PTW3yADi8hXFhh/M5tEWvSn8vWlRMm1OHZTJUERERaUbC7sF5DCgFHgh+Fjjn0m89FpFGpPyLz1n30DSWbl7KsyNz+fKAfAAOzuvC5A4TOLrwSCIRjSwVERGRcISd4JwLzHHOVdTYUkRCtau0lA2PPcx7Hy7gmaE5fNLdJzat48VMPmAiJ7c6kZxgMk8RERGRsIRdJnpWmPsXkZrFd+6g9Okn+WjhLJ49Mc673/ZD0YoihZwYG8TARH/6te4bcpQiIiIiXkYTHDPrCuCc+zT1eU2S7UUkcxLxOJtfep7P5szguSO3sviyKLFolDxyObvkLMa0PZvVH60OO0wRERGRPWS6B2clkDCzls658uTzWvxetCGDEpFvJBIJyt5Zypczp/L8QV/y4kW57GyRSyQBp7Yawvntx9I+t13YYYqIiIhUKtMJzmX4hKYi7bmINAI7Vn7M2hlTeaXAMf/cXLa09sPRjm55BBd0mEC3goNDjlBERESkehlNcJxz91b3XETCUbH2K9bNfJDFpYuYOzSXdR18YtMjvyuTO0ziiMI+IUcoIiIiUjthz4NzCfCic25lFeu7Ayc75/6RybhEmovYls1smPUoSz+cyzOn5rD6IF8Z7VvRDkzscD6DigeoMpqIiIg0KWGXib4HuBh/L05ljg/aNHiCY2YHAf8ODASOAvKdc3tN5mFmHYFbgFH4v99zwA/SCyGYWQ/gL8BpQDkwC/ixc25DWrtjgCnBfrcA9wM/d85tr9cDFEkRLy9n07NzeG/xozxzQowPjvcfBW0irTivw7mc1voUciNhfzyIiIiI7Luwr2Bqmg2wJRDLRCBAL2A8sARYDJyU3sDMcoAngfbAd4GdwI3Ac2Z2ZDIpMbNWwAJgHTARKAJuAmaZ2ZDkZKZBFbn5wT7PAboANwOdgAsb7Eil2UrE42x55UU+mvcgzxy9jXcuziERidKCAsa0G8nZJWfSIqdF2GGKiIiI1FnGE5zgor57yqLDzezkSpq2Bb4PrMpEXPihcgcAmNn1VJLgAGOBAcBA59ySoO3bwArgO8CtQbsrgM7Aic65z4N2q4FXgJHA7KDdT/C9O2Odc9uCduXANDP7g3Pu3Xo/SmmWkpXRVs2aytyeX7F4si/5nJuIckabYYxtN4rW0dZhhykiIiKy38Lowfk28Gt89bQE8IvgJ10kWP8vmQjKORevRbNRwEfJ5Cb4vU/N7GVgNN8kOKPwCdPnKe0WmtnKoN3slHazkslNYCbwv0E7JTiy33Z8soIvZk5lXtsPeGVcLjsLfMnnIcWDOb/9ODrldQw7RBEREZF6E0aC8xj+npsI/kL+DuDVtDYJYBvwRlUFCELSB1hWyfL3gDFp7R6ool0fADMrBLqlb885t9PMViTbidRVxdqv+OqRB3h+1xIWnJ7LtmJfGe2YlkcwSSWfRUREJEtlPMFxzr0NvA1gZt2AmU1oKFZbYHklyzcC7dLalVbRrnvw7xJ8kldVuzrNpBiLxXDO1eVX91tZWRlAaPuXQFkZiYXPs2z7G8w7JYeNbX1ic1DsAM5gGN23dmXH1jIc+3+edM6bJ5335knnvXnSeW+ewjzvsdj+334fapEB59xvwty/SFapqIDXX2XFmpeZe1KCNZ3927tjrC3DOI3DOZRIjXU9RERERJq2sKuoYWZ9gB8C/fG9GumTbiSccz0zHljlNuJjTNcW2LCP7ZI9N1W1+6QuAUajUcysLr+635JZflj7b66SldHefuUB5vQv4+OTokCEtrTm/E7ncUqrk4hGog2yb53z5knnvXnSeW+edN6bpzDP+9KlS/e7FyfsiT4H4+eR2YIvzXwsvmxyS2AQ/ib7N0MLcG/LgRMqWd6HPYeuLafye2j6AHMBnHNlZrYqvZ2ZFQA9gWn1EbBkr0QiQdk/l/L+0/9gzuHreHd8FIhSmChgbIdzOKvN6eTn5IcdpoiIiEhGhT1F+Y3A54Dhq6sB/N45dyJwKv5+lcZ0oT8bONTM+icXmNnB+JLST6S1O8XMDkxpNwh/POntxgQFB5LGAgVp7aQZWla2nKtXXsuysr1v+9qx8mPe/+sN/G35zdx87gbe7RMlLxFlTJsR/PWQWxjd9mwlNyIiItIshT1EbSDwB+dcqZklb6rPAXDOvWRmdwP/AczLRDBmNj74Z9+05yudc68Dj+J7lKab2XV8M9Hnp8DdKZu6A/hX4HEzuwEoxE/0+SrflIgG+C/gIuARM7sZOBA/0ed059w/6/0ApclYVracm9ZMoTxRzk1rpnBd52voW9ibiq/XsvqxaTyd9wYLz4xSkedLPg8tGsL5HcfRLrdt2KGLiIiIhCrsBCcKrAv+XRY8pl6hvYefNDNTHqri+X3Apc65mJmNAKbgE5oofkjdOOdcMn6cc5vN7DTgL8B0oALfI3ONcy6R0m6VmQ0DbgFm4YfqTQN+1hAHJ01DanID+CTni1v4zvu9+eTzt3hhcA7bC/1bd0CLo5jUaSJd8g+sbpMiIiIizUbYCc6n+LlgcM7tMLPP8Pe4JBOLo4FNmQrGOVdjiSnn3Frgwlq0W4GfyLOmdm8Ap9QqQMl66clNUjkV3G5vw+G+WMDhuYdw4QGTObRFrzDCFBEREWm0wk5w5gPnAr8Mnk8FfmpmrfC9IxcBfw8pNpGMqiq52S3iizxPbDeec9qOJBJRyWcRERGRdGEnOH8EFphZgXNuJ3ADfoLLiUAc+AdwXXjhiWRGjclNIAE8snEWh7boSd/C3pkJTkRERKQJCXuiz0/xw9SSzyuAK4MfkWbj9rV31ZjcJJUnyrl97V3c2v3mBo5KREREpOkJu0y0SLNX8fVazn6zFZF4oubGQH4knys7Xd7AUYmIiIg0TRntwTGzrnX5vaCnR6RJiW3bytYli4htKiXapoTiAccTLSr+Zv3WLXz21HSeqHiBRf1zSORE/Bi0am6tyY/k7y4ZLSIiIiJ7y/QQtZX4S7h9Fa3nOEQaTCKRYMOjMyidMxtyckjs3EmkoIB10+6lZMQoSkaey9fzZvPU2tm8MCDOzhb+5T0472iObTeQO9feW+lwNSU3IiIiIjXLdIJzGXVLcESajA2PzqD06SdJVFTsXpbYuROAdU8/wbNfzuG5wQm2WgSI0C/Skwu7XEyPFt0BaBdtu1fBASU3IiIiIrWT0QTHOXdvJvcnkmmxbVspnTN7j+QGfFa/rHcOc0/NYX17gAjd49/iooP+H/0K++zRtm9hb67rfM3uJEfJjYiIiEjthV0mWiSrbF2yCHL2rN2xonsOzw7N5fMufnn7DQnOi5/M0OMvq3Ium2SSc/vau7iy0+VKbkRERERqKdQEx8wuqU0759w/GjoWkfoQ21S6ezjaF9+K8OxpuXzU099j02pLgqEv7aL/23E6jimpcaLOvoW9VQpaREREZB+F3YNzbzXrUu/VUYIjTUKkRQvWt4/y3JAc3unnE5uCHQmGvLqLExbHyK+ASEEB0TYlIUcqIiIikp3CTnB6VLIsCvQEfgh0AC7NZEAidREvL+ez+Y/yyJY5LLkil3g0QnRXgkFLYpyycBeF21MbxykeMCi0WEVERESyWagJjnNuVRWrPgbmmtkC4Argx5mLSqT2EvE4axfOY9ZnM3jpqArK8yNE4hGO/Wec0xaUU7J5z/aR/AJKhp9NtKgonIBFREREslzYPTg1mQlcjxIcaYRK//kGT71zD/P6baFsgC/5fHTsECZ3v4yid1+hdPtsKMghUV5OJD8f4nFKhp9Nu7ETwg5dREREJGs19gSnDdA67CBEUpV98jHzFv2dp3qtofT4HCBCz/JOXNT9MnoXHu4bjZtIyVkj2bpkEbFNpUTblFA8YJB6bkREREQaWKNMcMysDXAacC3wWsjhiABQ/tWXvPzincw68EO+PC4HyKHzztZM7nIRx7UZsFdVtGhRMW1OHRZOsCIiIiLNVNhlouPsWS0tVQR/L87VmYtIZG+7Nm/irfn3MbPV66w8xic2bXcWcH7H8ZzacRg5kZwatyEiIiIimRF2D86N7J3gJICNwIfAXOdcLONRiQDxHTt4f8GDzEw8z7J+ADkUVkQ5p9UIRhwyhvyc/LBDFBEREZE0YVdRuyHM/YtUJrFrF6tens3M0lm83idGIidC3q4IwwuGcG6PiRRFdR+NiIiISGMVdg+OSKORSCRY+/qLPLrqfl7uu4NdB0XIiUc4JXYUE3pdSrvctmGHKCIiIiI1aDQJjpkVA23x997swTn3aeYjkuakdPlSZr37vyw4fBPbj/Yln48r78nknpdzYEHnsMMTERERkVoKu8hAS+DXwGVA+2qaRjMTkTQ3Zas+5unFf+fpnl+y+Rif2NiOb3Fxj8vpVXRo2OGJiIiIyD4Kuwfn78BFwGJgGlAabjjSXJSv/YoXXrqDWQd+yNfH+LlsDtrehgsPvoSj2xy7V8lnEREREWkawk5wxgJTnXOXhByHNBOxLZtZ/Pw9PNLqTT47KgLk0GFHCyZ2msiJPU9RyWcRERGRJi7sBGc78ErIMUgzEN+5g3defICZvMCHvQEiFJfnMq71SM7sOZrcSNhvBRERERGpD2Ff1T0MnIkfqiZS7xKxGO7Vx3h465O82ysOQEFFDmcXnMyYwyfSMqdlyBGKiIiISH0KO8G5FnjYzP4PuAv4FNhrYk9VUZN9lUgkWPnWczz85Qze7LWTxAERcnfB6ZHjOO+wS2kVLQ47RBERERFpAGEnOLuAj4CrgcnVtFMVNam1NW4JD624j0U9txA7LJjLZkcfzj/sO7TPr65Yn4iIiIg0dWEnOLcB3wGWAK+iKmqyH9Z/5nh42R283G0dFYdFiCQiDNranUn2PQ5oqblsRERERJqDsBOc84H7nXMXhxyHNGGb163m0bduZ37n1ezs5eeyOXrTAUw+7Aq6tjok7PBEREREJIPCTnB2oSpqUkfbt2xg1uu380z7Dyjr4RObw0vbckH3b2O9jgw7PBEREREJQdgJziP4Kmp/CzkOaULKd5bx9JI7mF28lM0HA0TosbGIC7pcyJG9Tgg7PBEREREJUdgJzn8D/zCzacAdqIqaVCO2q4Ln3ryPx6KvsOGABAAHluYzsd15DDzuTCKRSMgRioiIiEjYwk5w3gkejwYmVdNOVdSy2LKy5dy+9i6u7HQ5fQt777U+HovxyjszeLhiHl+18/lvx01RxrccwZD+48iJ5GQ6ZBERERFppMJOcG4EEiHHICFaVracm9ZMoTxRzk1rpnBd52t2JznxeJzX33uCh7bO5rMOFQCUbIlwbmIIpx99MbnRvDBDFxEREZFGKNQExzl3Q5j7l3ClJjfAHklO7Is1TF87gxWddkALKN4Go8oHcPbRl5Gf1zLkyEVERESksQq7B0eaqfTkJqk8Uc5vP7+JRAToBC13wFlb+jHmmO9R2KJVOMGKiIiISJMRaoJjZpfUpp1z7h8NHYtkTlXJTVIiAiQSDNjYhe/2vobWrTpmNkARERERabLC7sG5t5p1qffmKMHJEjUlN7tFIrzdfh2fRdfRFyU4IiIiIlI7YZef6lHJTy/gLGAOsAToG1p0Uu9uX3tXzclNoDxRzu1r72rgiEREREQkm4RdZGBVFas+Buaa2QLgCuDHmYtKGtIFLUZz25b7iEdqLp6XH8nnyk6XZyAqEREREckWYQ9Rq8lM4HqyOMExsx7AX4DTgHJgFvBj59yGUAPbR7FtW4ksfR22bmXTmtUUDzieaFHx7vWff/Eej674P17r+AXx3Jon5MyP5O9RMlpEREREpDYae4LTBmgddhANxcxaAQuAdcBEoAi4CZhlZkOcc41+jqBEIsGGR2dQOmc2EYCKCtYtXsi6afdSMmIUG47owuNfPMybnTcS7xwBIhy5pjX9u5zCtMQzlQ5XU3IjIiIiInXVKBMcM2uD79G4Fngt5HAa0hVAZ+BE59znAGa2GngFGAnMDjG2Wtnw6AxKn36SREUFyX6Z2M6drDgkh0UtZvN+JApdICcOA77qwNiuF3DIkP4AHFTWZ6+CA0puRERERGR/hF0mOs6e1dJSRfD34lyduYgybhTwYjK5AXDOLTSzlcBoGnmCE9u2ldI5s0lUVACwpQjePCrK68dE2djW16/IrUgweMNBjDv8Mjof1nOP3+9b2JvrOl+zO8lRciMiIiIi+yvsHpwb2TvBSQAbgQ+Buc65WMajypw+wAOVLH8vWLfPYrEYzrn9Cqq2Iktfxw86g0+6Rrj3wnxiUd+PU1Ka4Li3dtH/3RyKTujD5g672Lxu77hyyWEy43k0ZzZjY6PI/SwHR2bil/1XVlYGkLHXnDQOOu/Nk85786Tz3jyFed5jsf2/9A8lwTGzIiDinLuhmjbFQAtgW6biCkFboLSS5RuB7pkNpQ62boWg9wagYAd0Wx1jwJsxen0cJycBCWIktm6tdjM96MaP41c1dLQiIiIi0gxkPMExsz7AUuA/gV9V0/SnwHVm1s8592FGgssC0WgUM8vIvjatWc26xQtJ7NxJj08T/HzKzr3a5BQU0KFnL9pkKCbJrOQ3O5l6zUnjoPPePOm8N086781TmOd96dKl+92LE8ZEn1cBX+CHp1Xnt0G7bL4HZyNQUsnytkCjLxNdPOB4iMerbxSPUzxgUGYCEhEREZFmL4wE53RghnNuV3WNnHPlwHTgrIxEFY7lVH6vTZ9gXaMWLSqmZMQoIvn5la6P5BdQMmIU0aKiDEcmIiIiIs1VGAlOV6j1XeQfAt0aMJawzQZOMbMDkwvMbBD+/psnwgpqX7QbO4GS4SOJ5OWRyMsjAUQKCojk5VEy/GzajZ0QdogiIiIi0oyEUWSgAiioZdv8oH22ugP4V+BxM7sBKMRP9PkqjbxEdFIkEqH9uImUnDWSFbMfh61b6dCzF8UDBqnnRkREREQyLowenBVAbW/KGBy0z0rOuc34CU2/wg/HuwN4GRjtnKtqfqBGKVpUTOLo40icdCptTh2m5IoO6nMAABLoSURBVEZEREREQhFGD84sfHW0Pznn3qmqkZkdCUzAV1vLWs65FfgJP0VEREREZD+F0YMzBVgHPGdml5hZXupKM8szs0uAuUG7P4cQo4iIiIiINEEZ78FxzpWa2Qh8T849wN/MzAGbgVbA4fh7dD4DxjjnKpsIU0REREREZC9h9ODgnPsncAR+Ms/XgYPx99t0Bd4Ilh9R3RA2ERERERGRdGHcgwOAc24rcHPwIyIiIiIist9C6cERERERERFpCEpwREREREQkayjBERERERGRrKEER0REREREskYkkUiEHYPUkzfeeCMORKLRaCj7j8ViAIS1f8k8nfPmSee9edJ5b5503punMM97sO9E//7969wRE1oVNWkQcSAnFottDjOI5JtCmg+d8+ZJ57150nlvnnTem6eQzntr/DVtnakHR0REREREsobuwRERERERkayhBEdERERERLKGEhwREREREckaSnBERERERCRrKMEREREREZGsoQRHRERERESyhhIcERERERHJGkpwREREREQkayjBERERERGRrKEER0REREREsoYSHBERERERyRq5YQcgTZ+Z9QD+ApwGlAOzgB875zaEGphUy8zGAxcC/YEOwErgPmCKc648pV2tzq+ZHQNMAQYCW4D7gZ8757antRsG/CfQD/gauBP4vXMuVv9HKdUxs1zgTeAI4GLn3NSUdfV6Ps1sEnA90Av4DLjFOXd7Ax2aVMLMxgE/AY4EKoB3ge8555YF6/VezzJmdi7w70Bv/DldAlzvnHszrV29vo/N7F+BHwFdgA+A3zjnZtbv0QmAmR2EP8cDgaOAfOdcpJJ2HYFbgFH46//ngB845z5Na5cVnwPqwZH9YmatgAXAgcBE4PvAKcAsM9vrDSaNyr8BO4GfAmcD/wf8OngEan9+zawrMB//YXgOcB1wCXBX6g7N7DjgKeBDYCTwJ+DnwI0NcYBSox8CHdMX1vf5NLMxwAPAPGAEMBW41cy+W7+HI1Uxsx8C04EXgdHAZPwFTstgvd7rWcbMzgIeAVYA5wNXAO2B58zs4JR29fo+DpKbKcA9wHDgBeChIB6pf72A8cBXwOLKGphZDvAkcALwXfz7vxv+tdAypV3WfA6oB0f21xVAZ+BE59znAGa2GngF/2KeHWJsUr3RzrmvU54/b2YJ4A9m9pPgW53ant+f4D/oxjrntgXtyoFpZvYH59y7QbtfAw64yDkXB+abWTHwKzO7xTm3vkGPWHYLvvX7NXA1vucuVX2fz98BTznnfhQ8X2BmXYD/MLP/1Tf6DcvMegJ/BK5xzt2asuqplH/rvZ59LgJW4Xtn4wBm9kawbCTwt6Bdvb2PzSwfuAH4u3Put0G7583Mgt9/piEPuJl60Tl3AICZXQ+cVEmbscAAYKBzbknQ9m188vsdIPm5kDWfA+rBkf01Cv/m+jy5wDm3ED/caXRYQUnN0pKbpDeCxy7BY23P7yhgVvKDLjAT30M0GiD4j+8MYHryP9vANKAAOLPOByN18Wf80IMXK1lXb+fTzLrhhybcn7aPacC38MMbpGFdhh+Sdmc1bfRezz55wNa0c7A5eMyBBnkfDwbaVdGuv5kduD8HJHtLO29VGQV8lExugt/7FHiZvd/fWfE5oARH9lcfYFkly98L1knTcjIQw3cnQy3Or5kV4ru692jnnNuJ/3Yo+Troif9QS2+3CihDr5eMMbPh+P9cflLJuvo+n8nH9NfRe2nrpeGcQPAtqpmtNLNdZrbMzCaktNF7PfvcDfQ2s2vNrG3Qa3srsAaYEbSp7/dxTe161+E4ZP/V9lotaz4HlODI/moLlFayfCP+WxxpIoIhBNcA9zjn1gWLa3N+S4BILdq1DR71egmRmbXAX+T8xjm3ppIm9X0+q2q3MXjUeW94nYHDgD8Av8HfF/EOMN3MhgZt9F7PMs65ufihSb8CNuCLApwEDEv7jIf6ex8n222qoZ1kVm2v1bLmc0AJjohgZu2Bx/H/AV4bcjjSsH6OHzv917ADkYzJAYqBK5xz9zjn5uFvMn4XXxFLspCZDQL+gS8McDpwLvA58JSZdQ4zNpGGpgRH9tdGfDafri3+GyNp5IKqKXPwF0BnOec2p6yuzflNfjtTU7uNtWwnDSQYR/9T4JdAkZmVAK2D1YVm1ob6P59VtUt+u6fz3vCSf+N5yQXOuQS+ClK/YJHe69nnv4FFzrnvO+eec849jq9+VsI3X2TV9/s42a5NDe0ks2p7rZY1nwNKcGR/LafycZR9gnXSiJlZAb7npidwZno9fGpxfp1zZfiqPHu0C7bdk29eByvwPQfp7boBhej1kgk98GOiH8b/57MReDtY93dgfQOcz+Rj+uuoT9p6aTiVjalPahE86r2effri57naLfgC6yPg0GBRfb+P9X5vnGp7rZY1nwNKcGR/zQZOSa2MEnSLdweeCCsoqZmZRYEH8dVvznbOvVdJs9qe39nAmODmw6Sx+IvpJwCCyUPnAhODmvxJF+A/BJ/d32OSGi0Fhqb9XBCs+z0wLPh3vZ1P59xK/AX2BezpAmAtVczbIPXq8eBxd9Wi4JwNw0/8CHqvZ6OV+ImcdzOz1vh5Uz6BBnkfL8R/cVJZuzedc1/szwFJnc0GDjWz3a+HYC6kk9j7/Z0VnwORRCLRkNuXLBd8WP4T/wF3Az4rvwn4El9HXS+wRsrM/gZ8D38D6ty01Succ1/X9vwG38i8DbwG3IyfJOxmYJ5zblLKPgfiy1LOwFf46Rds76/OuX9vmCOV6phZd/zFzsXOuanBsno9n2Y2Fj/h4BR8aeqT8fMjXOWcS87FIQ0kmKDvBfw3qT/D32v3HfwFyTDn3At6r2cfM/sX4DZ8efCH8cOQr8UnPcc455YH7er1fWxmP8JP6Phr/Pwp4/DzbY10zs1pwENutsxsfPDP84BJ+IldAVY6514PvtBcjB86eB2+nPONwfMjgl6ZWl/TNYXPAfXgyH4JurtPw8+gOx24g6CuupKbRm948Hgj8Graz0io/fkNyj4Ow8+KPgv4L3yt+8tSd+icWxxs+3D8fT/X4T/sftEQByh1U9/n0zn3KHAhcBZ+or9LgB8oucmM4L06Bn9x+gd8j87BwAjn3AtBG73Xs8/t+ET2OPwcJX8DtgGnJpMbqP/3sXPuz/hE6jtBu9OAiUpuGtRDwc+ktOdXAwSTKY8AFuETjQfwX3QMSyY3Qbus+RxQD46IiIiIiGQN9eCIiIiIiEjWUIIjIiIiIiJZQwmOiIiIiIhkDSU4IiIiIiKSNZTgiIiIiIhI1lCCIyIiIiIiWUMJjoiIiIiIZA0lOCIiIiIikjWU4IhI1jOzS80sYWbdw45FJJWZ3ZDJ16beCyLSHOSGHYCISF2YWaKWTe8Dnm/AUBqMmR0NnAvc65xbGXI4IiIiTYISHBFpqi5Oez4OGAtcA6xLWb4CWAw8COzMTGj15mjg1/gEbWWokdSSmY0BFjvnvmzAfRwD/A0Y75z7rKH2U8l+bwT+DXgJ/xorBsYAHwBLgHzgWKAb0MI5F8tUbPvg/2jk74Uw/841vbbM7AfAYcBaoA/wS+fch7VdX1/bEJHqKcERkSbJOTc19bmZ9cInOI9V0dvRGC82s4qZ5eMvnk8H6j3BMbPRwHlAAhgIROt7HzUYDBzmnFsdxDMEf+H9A+fcM8GyfGBBY0tuzKzIObctiKtRxVaJjP+da/PaMrPvAJOAk5xzcTMbATxjZn2ccztqWl9f2xCRminBEZGsZ2aXAvcAPZLJj5ndgO8dORK4Gn9xkws8FDyPAn8CzgdaAo8C33fObUvZbhHwC2AicBCwHngM+IVzbmMNMRUBvwLGA12AMuBD4Gbn3IyU+AAWmFnyV7/tnLt3X/afsq2jgR8B5wB5wBz8ReOXtYmpuuMJHBc8LqlF233mnHsCeMLMTgUubYh9VCX4Zv/B5EV34BRgF/BKSozlZvZaHXZRZGa3AROAIuAF/OttVVocXYDfASOAEnwP5R3AX5xziaDNDfjzfRTwL/jezY5ApIr3QnXDPYc6556vw777Bfuu9njSZeDvXKlavrauB25yzsWD50/jPxsmAffWYn19bUNEaqAER0Sau38Aq/AX9icClwPbgV74YTzJ5RcBa4CfAphZAfAc0Bd/kefww0quAgaZ2WDnXHXDgP4HuCB4fBdojb8gHQzMAB4BOgNXAL8Hlge/t3A/9n8fsAF/AdozaNvbzI4L2tYUU01OAl5zzlXUom1TMww/dCnVKcAbzrmtacs31WH7yXPzG+AA4MfAVGBIsoGZtcef/28BtwGf4Hs2pgDd8clrqmnAV8CNQLtq9p0+3BPgOvzwqHV13HeNx1OFhv4714mZHYY/zneTy5xzCTNbBpxhZgurWw/cWx/baKDDE8k6SnBEpLlzzrlJwb//JxjqdjX+W+TJwfLbzexQ4DKCBAf4IXAMMMg591ZyY2b2PPAE/qLxrmr2Owa40zmXfmGYDOodM3sVn+DMTX6LnqIu+98EnJEc1hNcON2BT+puqymmqgTDaoYCZwGrzGwq8LBz7rF92U5j5pz7U+pzM8vFJ363VdL2xjrs4lPn3LiU7a8DpgRDk94LFl8HdAXOdc49HrS7Dd9r90Mz+7tzbnnKNj8HRiR7V6pSyXDPK/A9ML9wziUvtvd137U5nspiaei/c131DB43py3fgk9KalpfX9sQkVpQmWgRae7+nvb8VSAC3FnJ8vZm1jp4fgG+eMFnZtYh+QO8BmzDfxNdnVLgeDM7uI5x12X/t6bds3AvPukZtT8xOefuxidUUfxF8UXZlNxUoT/fDL2qD+kX8Mnt9kxZNgafkD+eXBAkLzcFT0enbePWmpKbdGZ2EnAr8JBz7vf7se/aHE9t1Pffua7aBo/b0pZvDdbVtL6+tiEitaAeHBFp7j5Ne15aw/K2+G9YDT82/usqttuphv1ei69otcrM3gHm4nuN3qhN0HXcv9vjiXMVZvYx0KMeYuqLH9L2aqXBmkWAh/EXq7VxrXNuWS3bhuEUIA68XE/bW5n2PHkPVerQsu74+6bSJXtEeqQtX7EvAQSJ7Uz8cMhvp63e132vTHte2fHURo1/5wy9tmJpj0l5+GupmtbX1zZEpBb0hhGR5q6qKkxVLY+kPL6Mv8egMtUWGXDOPWJmL+O/+T4dP/ztWjO7Pu2b86rs1/4bIKaTgHecc+nDa5LbTuALOWSLk4GlVR1vHdT0equL7bVtaGaFwOP4XrhzU4tp1FF9HU+Nf+cMvbaSXySkj3wpwn/5UdP6+tqGiNSCEhwRkbr5CChxzs2r6wacc2uBu4G7zawl8BTwGzO7Objpv7rhRXXZvwHv7H5ilof/5n13NapaxFSVIdRfb0ajZmY5+ITufzO860+AwytZ3jtlfV3dDRwBnOWcq2w7DbnvSoX4d67Mx8Hjt1L+Db5H6qNarK+vbYhILSjBERGpmweA35nZBc65B1JXmFkUaOOc21DZLwbri51zu6tAOee2m5kDTgVa4Su4Jb9Fr2z8fV32f7WZPZJyH86l+HK/T+5DTFU5EfhJsP8xwCrn3NspMWXTELWjgDZk/r6QJ4CfmNnooKxx8u/605T1+8zMfoYvQ/wj59z8TO67BrX6O2fiteWcWxm8Fw4nGIYZfEHQD7i7pvX1tQ0RqR0lOCIidXMLMBKYFkwSmCxO0BM/XOZ6qi7r2gr43MweBd7Gl9M9Bl/N7Fnn3Lqg3Rv4XpyfmVkJfsjRouAb9rrsvw0w18wewZfBvgp/D8Vd+xBTVToC7wVDnU5wzs1KXVnPw4hy0h53M7PvAT/HV5dbsy/ra/rdFEPx5+WlqhoEc8u84Jw7tfpD2Sc34ec8mmFmt+LvcxmNr173l7QqZrViZv2A3+LnO1pvZhelNZnrnPuqIfZdCzX+nSFzry18T9Kl+HmEwM/xswGYXsv19bUNEamBEhwRkTpwftbxYfgb8y/AT6a4Az+nzv1AVd+Eg59A81b8fS4jgQJ8UYPfA39M2ccnZnYV8G/4qm5R/M3fn9Rx//8PP1/Jjfgblx/DT/S5w8zitYmpGr/Hl65eW8v2+8zMTsGX8D4+WDTHzN4CbkwpPZwDtKDqez2qW1/lOjM7CH9cLYHTgjb3mdlm4PrUYV1mVhz8s7okaZ8559ab2Qn4v/Wl+KIOH+PnmPlzHTfbAX/ch+ILTKQbCnzVQPvey778netTLV9bNwNtzOwOfAnuo/BD+rbVcn19bUNEahBJJPapgqSIiDQxKbPL7569XhqOmY3ED9k6yjn3z7DjERFpbjQPjoiISP0ahi+vreRGRCQEGqImIiJSj5xzPw47BhGR5kw9OCIiIiIikjV0D46IiIiIiGQN9eCIiIiIiEjWUIIjIiIiIiJZQwmOiIiIiIhkDSU4IiIiIiKSNZTgiIiIiIhI1lCCIyIiIiIiWUMJjoiIiIiIZA0lOCIiIiIikjX+P76q6jEBtdH+AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": "iVBORw0KGgoAAAANSUhEUgAAAyEAAAHvCAYAAABDk9AeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsnXl8VNX1wL+TyUogIeyiVhb1uKBVwSqtolatWhVwrQu1WrW2larVWqu1br9qRau2auvWVuqOC2LdlbrvS91APSIIKi4YSIAEkklm3u+P+2YymcwkM5NJJsv5fj7zmZn77rv7u++ee889N+B5HoZhGIZhGIZhGN1FQb4TYBiGYRiGYRhG/8KEEMMwDMMwDMMwuhUTQgzDMAzDMAzD6FZMCDEMwzAMwzAMo1sxIcQwDMMwDMMwjG7FhBDDMAzDMAzDMLoVE0IMwzAMwzAMw+hWCvOdACMzRORY4GZgrKouzbX/rkiDYRi5I/H5y/XzKCI7AH8BtgcGAgep6rzOhmskpz+Vt4hcAJxPN7w77D1lpIuIjAE+AY5T1dn5TU3m9Oa2bkJIDolrCADTVPU/SfzcDRwGoKqBHMW7HTAdmN3bGqDRs0how1FWAYuA61T1310Yt7XjPCMihcB9gAf8FlgLvJHXRPVhrLwNw0iHvvp+NCGka2gAZgCthBARqQQO9K+X5jC+7XCzS88ASxOu3QrcBTTmML5+hYjsD/wUmArUq+rgdvzeCRwBzAdeV9VzcpiOMuAMYBiwBRABfqeq7+YqjjguAT7wfw8FfgTMFpERqnp5F8QH7bdjo3vYFBgD/FpVr8tzWvoDVt6G0csQke2B64FDVfWzhGunAJsDK4CtgD+o6qJM/SShT47zbE9I1/AQcKCIVCS4H4Yr8ye6KyGqGlbVBlX1uivOnoCIlOcqLFV9GDgWJ1hUisjIFHHuDwwCFqrq3rkUQHz+ANyiqqep6r7AW8ALIrJ5juMBeFJVb/M/fwV2B5bjhOs+QS7bSB9ihP9d25FHK7+ckHZ5Z4LVTe+gv9RTX8mniBwoIrOBU4DvAMGE68fjJiFPUdWLgH8Dj4tIaSZ+MqU3j/NsJaRrmANMAw4F/hXn/mPgYWBNvOeonmyielY6eopxOrYAT4tI9NJxqjo7E13BuLC2A07z81AEPIp7YL5q595NgDOBPYFvAWHgNeA8VX0pzt++fnhHqOqchDC2BhYAZ6rqn323cuD3uJn4jYCVwDzg96pak5DubwO/BA4GhgMB//7zcHWxIbAOp1p0hare3V55JPA93GzDvsA44OuEtA8CRgOjcDMVOcXvoE7BraJd5DtfilPhOAWY2cH9WwDrVPXTbOJX1ZCI1ADNScJOp47arYeO2nGKPKXV5ny/0fCTtZHotW1x5XgIrm+8x/8fBP6Mm0QoA+4Hfq6q9e2VWSbPU2f6gBRxZ9zu/ZfrT/y/N4vIzcAyVR3TXvklxNluO/D9bYrbA7EHsB5XntcA78TnM9MyybCvmODn43CgHHgWV6fLkpTj2b6/TXDCwht+ut7ItD9Lt7z96xsCFwP7AYOBxcCNwF/jBxvp1E2SuNOtq0yesXbLKiEJ5SLyNzoo/yTpjuY143dUuvnpindUQtq78j2VST6n+elsswdJRLYB3gV+o6pX5DCfmbSnzYG/AlNo6Seu9tOV8bMf5zdV/9Mhqvog8KCI7I6bmEzkXGCWqkb8/4/h3hlHALMz8NOKbMZ5uXivZVDnWbdfE0K6hmpcw/oxvhDiP3y74hrCtBzGNRfYAPgZrVVoXkp5R8f8G7cP4HxgPHAysKWITFLVVMt9O+Ie6rnAMpzK0PHAU/59C3x/T+Jm1I/BCWvxHIPrlG4HEJES4L/A1riXr+KWME8GdhaRyQnpuR0nHFwEDPHd/g4c6X8vACpwneNkIJPO/bvA5TgBchzwcpK03wNcB1yWQbjpEsR1AAOjDqq6VkRW4lQ6OuID3It+9zTjqxSRYf7vIcDRuIHbKfGeMqijjuohm3acbpuLJ1kbiXKLH855OKHzBNxLalPcMnfUfQbwJU4ATIdsnqfOkk27vwH3bJ6Dq8vngboEP0nLL9124Lep54BK3Iv/C9yLq1N7jbLoK6J1ciFu4uB04DZcHx0Nsww3oTARuBM3ICr3/eyMG2Cn3Z8lIWV5i8hQXNsfCfwNJ3RNBa7CqW+dliS89tp2jAzLKq1nLM2yiqfD8u+AbJ+pdPLTle8o6Nr3VCb5fBQnKB6JG1jGcxRO3feuHOcz3fY0AtdPDMS1pS9xwkybfiKTtHVV/+OHvTnu2Yy9d1TVE5GFwN44deYO/aQIvjPjvKzeaxnWedbt14SQruM24C4R2UhVP8cN4mpxKyE5E0JU9V0ReRnXOJ9U1WdyEOxqYG9VDQP4D8iNuMb7txT3PKyq98Y7iMj1wIfAqcCJfnrDInIr8BsRGamqX/t+C3Bl9ISqfukHcSrOYszOqvpWXLjPAA/ihLx/xEW5HNgvYUlyKnCTqiZ7aWdChT/oX4ITQuLzORF4H/cCDuI6uZziz05skhBvOU6dY3Gu46PtSykCXKCqiTNG6dZRu/WQZTtOq80lkKyNxCVDj/B//92fMZsJ3KWqR/nu14nIZrg9QukKIdk8T50l43avqi/7L55zgJdV9bYk3lKVX7rt4Czcy/QHqvqk7+fvdH71MNO+4lNVPTjOXzVwlYhsparv+85nAJOAE1U1/t7LRCQAGfdnreigvM/CzRRPV9UH/DD/hnsuTxWRG1T1g4Qg22vb8WRSVuk+Yx2WVQLplH97ZPtMdZifLn5HQde+pzLJZ0hE7gOOEpGBqho/4XAE8JyqLvf/5yqf6bans3AC+J6q+pTv7++4QXEimaStq/ofcMIwJGi64IxNjMnATxs6Oc7L9r2WSblm3X5tT0jX8R9cwzra//9j4B5VDeUvSWlzbbRz95mN6/QPSHWDqq6P/haRMn8mrwC31DoxwftsnAB8dJzbnrhlvPgZiSP9+z8TkWHRD/AKUO/fk5juxBdwLbCTiGycKu0d4c/yrfP/thJC/BfTFFV9GtgN+Eg7UAnIIUfhZjSu7MijqgZUdfcMwv4NbmZmb5zKxD+A80TkogR/6dZRp+shkQzbXJRkbSTKDQn/X8aptNyUxH2otN3zlYqMn6cckPPy9klVfum2gwOB96MDAABVbcapWXSGTPuKxIHqs/73+Di3w3EC/j8TI0sog9mk159lwlQXjRNA4uKc5f89MMk97bXteNIuqwyesXTLKko65d8eWT1TGeRnNl3zjoqmPefvqXgyyOedOFWcaXH+v4sbEN8R5y8n+cwgXfsDC6ICiH9vmORqU5mkrav6H4Aq/ztRTbcu7lo6fnJNtu+1TMo16/ZrKyFdhKo2iMi9wAwR+S/OmlGymdluQ0SCON3MeFbHdww+2uqPapO/AjC2nbCLcUvjPwYSG+InCeGpiLyEW9qODqCPwb1EHojzKrgO8psU0Y5I+J9sReAM3F6OZSLyLm6p/S5VfTNVXpKwM+7BAyeEfCfu2gxaOuspJFkF8WcC78WpJ6TDGaq6sD0PIjIYt1H9ZFXtipWQNxNmW+4RkWbgXBG5K262Mt06ykU9tCKTNhdHe2WVuF+mtgP3KtrOaCUj4+cpB+S8vH1SlV+67WAM8EiS65rELRMy7SuWJvyP6jfHqzFthpv1bndgn0F/lgljcOoyiUSfu2RtJ91+IO2yyuAZS6us4lia8D9Z+bdHVs9UuvnpwncUdN17qiVR6dfb0zgVnCNpURs8Cgjh3lmxIMlBPjNI1xiS9xPJLEhlkrZU4Xa2/wGnphf/HaWIlrF2On5yTbbvtUzKNev2a0JI13IbbnnrMtwD9mIKf6k67mAK92zZmLaDs+NIrYeYCX/FLRX+DZfPGpwKz9kkn92aDdwoItviBvYHAberakOcnwDwAk5vOBk1Cf8ThSlUda6IvICbAdkLVx9niMi5qnpJelnje7TM3C3BLVVHN442q+rXIjIAp47w9yRp8HB7gXKCv/ryL+BC7d6DlZ7EbTTcnZbBUFp1lKN6SCTTNgdJ2kgciS+Gjtxzcs6PT077gC4qb0hdfpk+q+mQSZlkGn+u63Q2HfdnXU17bTueTMoqm2csHbrjmUpGJvmZTe7fUdB176l40sqnqkZEZA5wsogMwQlZhwGPaesN3TnJZ7rpypCu6HuyITpYT9QwKqdlgJ+On1yT7Xst7XLtTPs1IaRreQb4HLcR6+J2ZomilluqEh78cSn8J5Lu7NNXOPWaeJLNuAvOAgV+uopwM0yvJPEb5Qic+djEjcuJ6jtR5uA6pJ/4cZXTVnXhY2Cwqs5vJ94OUdUVODWBf/qqVY8AF4rIFZrexuAhcfXyCTDa1+U+kpZZssm42Yyc7wdJwp9wL8P7wFn7UNWPuyHeIv97UJxb2nWURj1kal4w0zaXL9J5njrbB7QhB+0+E9JtB0txmxsTkSRumZRJTvqKBBYBE0QkkMYMfzr9WSZ8gls9T2TLuOvZkklZpfuMZVJWuSCbdxRk1md02zsKcv68ZpLPO3GGDg7DPZ8jaK2KBbnLZ7rpWopbXUskWd+RSdqWpggjWf+TKUv875Fxv8Gt7n2cgZ9UdLf53YzqPNv2a3tCuhC/M56JkyQT9e/iiS4xfj/q4KvwnJpmVFH9wnZ1CtXZkZ6f8Em2aXKmr7oV5ViciciH2wk+QkJ7EpGoZZRkaVmDOyn4KNxqzCJNMNGH6xwniMiRifeLSNCfuUmJ76cyId71uKXXQloPplOFUYRbmo6yBJfPk3AbxKJm9qYASzWJCVwRCYjIfSLyWJqfrdtJz0nAK1EBxOeYNPKxhYh8qyN/HTDV/34rzq3DOsqgHtJqx3Fk1ObySDrPU2f7gBi5aPdZkO6z+hCwtYjsHXe9kASraz6ZlEmn+ooU3I0TeI5PEmarGfs0+7NMeBDYQkRiez/8OH8bdz1bMimrdJ+xtMsqR2TzjoIM+ozueEfF+cv185pJPl/DqU4d6X/qSDhomdw9X+mm6xE/vvhnP4izzJRIJmnLpP/JCHWmcZW4yQN//DABd8ZYWn7aIdP3Y2dJq1w7235tJaSL8TcWdqQX/CRucPsPEdkStyR6CDAgzWjexEnJZ4vbK7AeeFVVs50tqwSeFJG5ODNuJ+PUbxKtX8TzAPATEakD3sbN2J2AW2lJ1Qhn4/ZUjMLtb0jkStwGtdv9l3F0Q9V4XPmcS/uqZIOA5SJyP+4MglU4aw8n4PSXq9u5N8q+tKgegZtJiQAbqOo7ce67kWIVJFfqWCIyFbcB9EkR+Z3vXI47O6QjMjXRu7eIbOT/HoxbQZvqh/FknL906mge6dVDpu04mzaXD9J5njrbB8STi3afKek+q5fhNvvOE5GrcSYyDyP5fqlMyqSzfUUyrsCp4Nwo7lyAl4BS3ITDfODaBP+zab8/y4RZONv8d4vItbh+50BgH9w5IYmWsTIhk7JK9xnLtKw6SzbvKMi8z5hN176jIIPnVUQ84Fnt2MhIpvm8E2elbRJwf5J9orl6vtJN1yxcP/Efv5+ImuiNbpqOXxXIJG2Z9D/tUZDwHeVfOIH4Zv//4bj6nJOhn2TkepzXEemWa6feNyaE9ABUtVncwUHX4ip2Da5TuIHk6lKJ938iIifjLBrdhNOZPo7sl+x/gluevQingjMPdxBUe4PdU3GD4YP9uN/D2d8+itQD36dw9qu/hdvU1Ap/c/+euE1PR/phN/j33OHf3x7rcGW6F+5hKsFtxrqEDs7yEGeu7i+4WdhqERmvquerM2s4H3eIGCJyDs62/RRgsYjcBhyfa3UXcVZE7sQNwL6fcPlHuYzLJ/609xBuEHQxcEm8ukWadZRWPWTRjrNpc/mgw+eps31AAlm3+2xJ91lV1RUiMgWn5hI9fHMuLYcVxoeZdpnkoK9Ilqf1/oD6D7h2FR0svE5y+/zt9mcZxr1SnJWiS3ADlgqcQHY6rl/qTNiZlFVaz1gWZdVZsnlHQeZ9Rle/oyDN51VEomdEJTX5nECm+bwD94yV01YVK5fPV7rt6WsR2Q3X1k/DldG9OHW4l4ibeMskbZn0P8nw0zQT2Ml3elRE3gIuUmes5QrcGVs34kwUfxvYR1sfbJuOnzZ0wTivXTIo1069bwKe1+tOeTe6CGk5YbPD09VzGOdHwOeqmjiwNoxeTT6ep96KZHkyfE/D+rOupT+/o0Rkf5wa3rdV9b18piVfiMjBOBW573VS3dHoIdieECNv+FL2ZrQsSxqGYfRKrD/re/SwOt0TZ/a0Xwgg4jY3x/8vxK2K1AL/y0uijJxj6lhGtyMiO+E2Yp2NW7brSBfSMAyjR2L9Wd+jJ9apqp6e7zR0M8+KyOs4la1K3N6NicBvutn0tdGF2EqIkQ9+AdyI0yX8kfaOU+QNwzCSYf1Z38PqNP88gtv/+GfgAtweiBNU9Yp8JsrILbYnxDAMwzAMwzCMbsVWQgzDMAzDMAzD6FZMCDEMwzAMwzAMo1sxIcQwDMMwDMMwjG7FhBDDMAzDMAzDMLoVE0IMwzAMwzAMw+hWTAgxDMMwDMMwDKNbMSHEMAyjCxCRnUTkh/lOR1fRl/PXl/MGfT9/mWLlYRj5wU5MN4x+hIiMAT5JcfkPqvrHbkxOj0JEXgW+BC5U1bc6GdZ44FhV/UVOEpc8jiBwOXBOd58g3Jfzl6u8iUgREFHVcJxbiao2+r97df7SiCft/InIIUC1qj7blWlKEXfOykNEqoBS3NiqAAj4l74GQuSgPETkDGBX4ANVPbuzaTaMfGJCiGH0T+4H5ia4vZ2PhPQgPlDVYxMdReQHwM+AaTgh5Tn/UgAYgxPqTlfVFXG3/Q04JklYpwCbAyuArXCC36JUCRKRAcDxwEigyL/nT6r6kqqGReR64ErglxnltAvyl2neUqTlQuAjVb09F/nLZ90B3wXmiMjTQDWwITBYRPZR1aY+kD9EpBQ4BxgKfAOsAa5W1eZ08icio4G/AI8CQRGZCxyjqnUd5z5pePl8Vi8HfpPkUhjYTlUX5KI8/BPDrxCR2anSYhi9BVPHMoz+ybuqelvCZ0FXRigi5V0Zflehqk8AM4AIcJGqzvA/RwN7AJOAeVH/IrIP8EXCQAcROR44AjhFVS8C/g087g/kUvEnYD9VPVdVzwKeAp4UkU39tH0ErBCR/fKZvyzz1goR2RY4GydsRdPWqfzlue4CgAccCBwCLAOmq2pTX8ifiBQAc/zwTvbvuQDYN938qeoXOKHhaD/+o7MVQPzw8lnfg4CjgEOBg4GDgPOAK6J9a3eXh2H0dGwlxDD6KSJSBniZqIKIyCbAmcCewLdws3yvAeep6ktx/i4Azge+jZv1OxgYDgTirm0LzMQN0AqBe/z/QeDPwGFAGW7V5ueqWh8XfjnuBX8oboZ5HbAI98K/O87fFsA6Vf003TymYGegGCcExFDVkIgsAOIHFccA1ycJ41xglqpG/P+P4fJ3BDA7RbxBYFTc/w+BAcBE4GPf7Vpc2T2aZl6S0dn8ZZO3GL7qznHAV0kudzZ/+ao7gLNVtb3r0HvzdwwwXFWj4X2De1bfTfCXMn/+zP+VwC1APXCbiPykkwPvfJXHF6p6Z/SPiBTi+qfjE/x1d3kYRo/FVkIMo39yBm7gvl5EForI0WnetyNuRnEu8GvgUmAs8JSITEji/3ZgU+AinOARzy04NaPzgIeBE3A60/cCG/ju83Azm4n3/t2P/0Gc4PJH3AB9coK/D/x4OssUYJmqLol39HXA9wBui3PeBXg9wd/mOHWQ2GqTqnrAQmDvVJGq6kxV3SHOaTPcLO+bcX6qgQYR2TqzLLUi6/xlm7cEfoEbDEYSL+Qgf3mpu3Tpxfk7DXgo7p46Vf1JosDfXv5U9QtVPQI34K5W1UNyMODOV3lclfD/DOCa6B6guLC6uzwMo8diKyGG0b+IAE/iBvefARvjBvG3ichQVb26g/sfVtV74x18PecPgVOBExP8L8epE3lJwlL/hQvwd1/FaCZwl6oe5btfJyKbAT8Ffht371TgJlU9rYP05oopJMysishY3IDmXly68dNanWR1abz/vSbBfS1uwNMhvirIybjZ9Y8TLr8I7I8bKGVDZ/LXqbz59R5UVRWRVN46k7981t0OflyNuFXBS1T1nST+elX+RGQ4Lj83ichvcasEWwCXZpM/Vb0vmXuW5KW+VXVtXHzfAsar6qwU3ruzPAyjx2JCiGH0I/xZyh/Eu4nIP4G3gItFZLaqJr584+9fH3dfGU41KIBTyZqY5JZrUwggADck/H8Z+A5wUzJ3EamIS1stsJOIbKyqn7WT3kCqa+niWzmaDKwUkd/5zkNwg4iLVHVOnPcNcZZwEqnyv+sT3OuAlCNvP/5S4CzcKtT9OHWNRN7G6ZFnTA7y15m8BXCrIGd1kMys8pfnugsDDap6vp+WHYH5IrKFqq5M8Nvb8reJ/30wsL+qNojIxsB7IrJNkmcy6/aZCfl+VuO4CKd2lYpuKQ/D6OmYEGIY/RxVbRSRq4HrcC/wx1P5FZFinGrUj3GrKPEkM/27uJ2oE/dp1HbgXkXL7OQZwK3AMhF5F7e6c5eqvknumYQTts6MVzXxV4D+JyJlcXr/w4HVScIIJ3xHKaKDftifqb3Qj/Nq4FUR+UHCQHYlLTO4mdLZ/GWdN9w+kH+ranMH/rLNX97qTlWfB56P+/+6v9Lzc+DiBO+9LX9B//uN6EqCqn4mIp8Dv8Ot2MXTmfaZCXl9Vv24hgM/xK3epqK7ysMwejS2J8QwDGgZ+A/twN9fcYOMebhNmvvg9KSfInl/sj6JW5TEl3xH7rFVDVWdi9uLciJu38dPgddF5Jz2Ep8lU4DPkui6L8GZAL0gzjlVn/pNiuvltAhZ6XANsANwWYL7KqAyg3Di6Wz+ssqbiGwEDFHVxI3Mycg2fz2p7sDNru+cxL235W+V/504yVAD7JbCf7btMxN6Qn0fgduT0mZ/UxzdVR6G0aOxlRDDMKBlVu6bdn25F+wtqnpKvKOIXNQlqWoH36zmP4F/+qphjwAXisgViZtBO8kU4IUU18pwg5Mo1bSoc8QT3SQ7Mu43OFWRxP0dAIjIBrgN6Deo6oW+8zL/O3EDfhB3GFo2dDZ/GefNZz9g+4TzDkYDJ4jI7sBJcfWYbf7yVXeDcBubr1HVP8ddGgQ0JbmlV+UPWIpTT0o2hki2qtWZ9pkJ+SqPeL6PO1ukPbqrPAyjR2MrIYbRjxCREUncKnCWpmqBl9rc1JoICf2GiOxK8tndLkFEgiLSahbR36uiuEHRoDi/W/ibRLONqwBnQafNwEZExgG7A3fHOX9JktUkVV3qp2+LuPuLgAnA/BTRj8BZCYsfKA33v5ck+B1CxwJkG3KRvyzzhqrepKpHq+qx0Q9O5eUf/v94QTLj/OW57iJACS1CIyIyBFeXTyfx36vyp+6sk/8CGyVcGoXbdJ1IVu0zE/Jc3/FshxPQ2qPLy8MwegMmhBhG/2KWiLwoIheIyIn+mR0LcVZffq1xZ3Gk4AFghoj8zb//Spx53WytMmXDIOALEblNRM4UkeNF5Fqcid8nfBOYUTprond7oIKEgY2/CXcu8CpOPS0+vhH+oCWRfwHHxv0/HKeWMccP8yQRWeavgAC8BzyBU8GKvydE2z0Fw4HPE9L4SxFZ7lsG6ur8tZu3FPlrhbizQqBlv0E82eSv2+rODzeWP/85up04U8q4g+wW0NbwQo/PX4q6uwqYHg1PRCbiVg8uTyd/mdDNbRmyK48ow+l4laNT5WEYfQVTxzKM/sUTuL0Uv8DNxq3FWbY6VlX/m8b9pwINOKs4x+EGyofiBli7d0F6k7EOZ3lmL5zVmxLcnpZLaLtXIitEZAzuDJTtfKc/isg6/3c5bpXiZuBv8ZuqVdUTkZdwlsJeSQj2CqBSRG7EmS7+NrBPnOBXAJTi731R1YiIHAWcLSIl/rWNgN1V9eWEsHcEnklwK8Ad2nYQCRa1uiB/HeWtTf4S0vMr3HkwAP8n7kTpI7XldPG085enukuWvz/g1AMrcIPSQmC3JCZhe0P+2tSdqj4rIn8E7hCR5ThrU7v7Kwnp5C8TurMtQxblEcfHtD2wMZHOlodh9AkCnpfKeqZhGEb/QZx54mNzEM73gR+q6m86n6q043wGOCZxQ66vtnacqv4lh3H12fzlI29+vM/QD/OXYRh9oi378T5D58sjJ/2VYeQTU8cyDMPIIar6FLBZ4r6VrsJXUVmZYkAzhTgzsbmgL+evu/MG/T5/mdDr2zLktDwMo9djQohhGEbuORf4v26K69fAHxMdxZ3psnMXnZ3Sl/PXnXmDfpq/TOhDbRlyUB6G0VcwIcQwDCPHqOp7wJMicnBXxiMi3wPWq+pbSS5vgjvXJef05fx1V96g3+cvE3p9W4aclodh9AlsT4hhGAYgIv/D2ff/fRfNuOYU35rUH4D/U9VUBzz2Wix/vZu+nr9MyVV5iMjvcEZA3lHVs3KUPMPICyaEGIZhGIZhGIbRrZiJ3m7izTffbMapv63Jd1oMwzAMwzAMIwsqgMjEiRM7LUOYENJ9FACBYDDYbVY44gmH3epvMJjsHDCjr2L13j+xeu9/WJ33T6ze+yf5rHc/7pzsKTchpPtYEwwGK7fbbruOfXYBqgqAiOQlfiM/WL33T6ze+x9W5/0Tq/f+ST7r/e233yYcDudEq8eEkDwRiUT46quvaGpq6thzDmhocIf0Llu2rFviMzqmqKiIUaNGUVBgRuoMwzAMw+hf2OgnT9TU1LB69WoikUi3xDdo0CAGDRrULXEZHROJRFi9ejU1NTX5TophGIZhGEa3YysheaK+vp6SkhLGjh3bLfFFV0JKS0u7JT6jY5YsWUJ9fT1Dhw7Nd1IMwzAMwzC6lbwKISKyO/B0kktvquqkdP10EMf2wFXAd4C1wB3AOaq6Ps7PPriDkEYB9wMnq+q6uOubAy8D26rq8rQy1wGe53W4oShcX0fd668SXl1LsHIwA3fciWD5wFxEb/QAgsEgZiLbMAzDMIz+SE9ZCTkJeDfuf12WflohIt8CngJeB6YBGwJXACOAo30/Q4C7gX/ghJ2/A78DzosL6hpgVq78O4ghAAAgAElEQVQEkI7wPI9V999N7aMPQUEBXmMjgZISqm+fzeD9DmDIQYcTCAS6IymGYRiGYRiGkXN6ihDyvqq+kgM/iZwJhICDVLUeQERCwO0i8idVXQBMBgLAb1U1LCJbAYfiCyEicjCwCW41pVtYdf/d1D72MF7cpnWvsRGA2sceBmDowT/qruQYhmEYhmEYRk7p6xvTDwD+ExVAfO4DGoED/f8lQEhVw/7/9b4bIlIGXAn8SlW7xYxVuL6O2kcfwguFkl73QiFqH32IcH190uuGYRiGYRiG0dPpKSsh94nIMKAaeAD4naquysJPDBEZgFvBWBjvrqqNIrIY2Mp3+h8wWESOBv4LHAO86l87B3hDVZ/sVO464IsrZ7Hu3bfS9u81NfHJyccDMGDb7Rl9+llt/MydO5fHH3+cwYMHs+mmm1JRUcHgwYPZZ599skpjJBJJakr2sssu47jjjmPevHmceOKJMffPPvuM6667jrq6Oq6++uqkYS5atIjrr7+eqqoqRo4c2er+aB6qqqoYP348l1xyCdOmTaO4uJjKykomTZrUxt8ee+yRtByi1xYvXswjjzzCSSedxKxZs/A8j6amJg444ACWL1/O448/zgYbbEBhYSHnnnsuABdffDGnn346ZWVlGZfZ/Pnz2WabbRg5ciQLFizgvffe48gjj8w4HMMwDMMwjL5GvoWQ1cDlwHO4PR6TgbOBnUVkR1VtTNNPMgbj1Kxqk1yrAYYAqOpSETkbuAW3MrQAuFBExgMnAzk7XTAcDscOmGloaGDQoEE0NDQQiYQ7uDM1kUg4ZvkqnqamJg4++GB22203Tj/9dKZMmYLneSxYsIBHHnmElStXcvDBB/PEE09wzDHHUFVVxQUXXMDMmTO55ZZb8DyPjTfemEGDBvHKK6+w9dZbM2PGjFj4jY2NXHfddbz++ut8/PHHVFZW8t5777HZZpsBMHz4cM477zzOOOMMGhoaWLp0KfPnz+eEE06IhfHMM8+w3377scsuuwDOWlRi3KFQiFtvvZWmpiaqqqpYtmwZzc3NzJ07lzfeeIMBAwawySab8OKLL/L0008zdOhQTjrppFblEAqFaGhoIBQK0dzczB133MHkyZNj8TY1NbF06dJYeZ199tk0NDRQW1tLOBwmEAjQ0NDAO++8QyQSYcKECXieR3Fxccp6WblyJffeey+bbbYZDQ0NbLrppvzzn//koIMOivkJh8OsXbs2af3linXrnH2FaLsz+gdW7/0Pq/P+idV7/ySf9R49rT0X5FUIUdW3gPglgGdEZAHwH+Bw4NZ0/OQgHZeLyE3AcGCxqkZE5CHgClX9VESOBf4AlOOsa/1WVZs7G2+UYTNPj/2ue/4ZVt9zJ14olWwFgeISKg87koG77t5uuHPnzuWZZ55h6tSp1NY6WayoqIjGxkaGDh3KQw89xI9//GPuu+8+NtpoI/bdd1/mzJlDSUkJpaWlLFq0iB122IFddtmF/fffv1XYJSUlHHnkkQwfPpzq6mpOPvlkCgtTN6cxY8a0EkAADjroIG6++WaefPJJJkyYwOeff94mboApU6YwevRotttuu9hhi5999hmbbbYZe+yxB6+++irf/e532X///TnzzDPbLROAxYsXt1oRKioqipXX008/TUVFBQDvvPMO48aNA+Cuu+5it912Y/Hixdx3330cfvjhAHz66ad8/fXXsbCCwSA77LADQ4cObXOSaUlJCStXrjSTvIZhGIZh9HvyvRKSjIeAemASqQWMdPxEV0AGJ7lWBXwS76CqtdF7RORAQIBDRGRr4Abg+8BS4AXgI+D6tHITRzAYjA1Mo4PpxHM7ir67C6vvvr39gLwIVd/dlWA7Z34UFRVxxBFHxFSU5syZQyAQ4O677+b444/H8zyuueYaNt98c1atWsWyZcu46qqreOutt5g2bRpbbLEF0KLOlJjON954g9mzZ1NWVsbSpUuZPXs2M2fOTJrnVGeTlJaWxoSGn/3sZ4wfP75N3MXFxRQXF1NUVERpaSlFRUUUFxdz6qmn8uGHH/LXv/6VyZMnM2TIEEpLSyksLKS0tJR58+axcOFCttpqK+rq6igtLaWuro6hQ4cyYsQIPv74Y3bddVcAQqFQq/K64YYbWLp0KaFQKBZudXU1Y8eO5fPPP6eiooIBAwYAUFhY2MrUckFBQSy/hYWFMaEKoKqqiqamptj/YDDI4MGD2WSTTdqr7U4RnSVJFIiMvo3Ve//D6rx/YvXetfTUoxLyWe9vv/12zlZDeqIQEiWdAxRS+lHVdSKyjJa9HwCISAkwHkg60heRUuAvuM3ojSKyJ/Ceqr7oX78P2JsshJB0CJYPZPB+BzjrWEk2pweKSxi87w8JlpdnFf5OO+3ETTfd1Go2fvLkyXzzzTcUFBQwY8YMrrzySkaMGEF5eTmjR49OGs6kSZN49tlnOe6447jrrrv45S9/2ep6TU0NV111Fe+//z433HADe++9N4899lgrf/Pnz+f555+nsLCQ8ePHpx03OKFq6dKlFBQUUF9fz/Dhw1tdnz59OtOnT6exsZHzzjuPDz/8kJqaGs455xwGDhzIpZdeytNPP004HI6t8tx111288MIL1NbWMmPGDEKhEK++6rYHTZs2jQULFjBq1ChCoRCe5xEIBBg3blxstSSelStX8sknn/DKK68wffp0AFasWNFungzDMAwj1/TUgXRPxo5K6B4CPe2wNBGZBswDZqhqKkGhQz++v2tx5nbHRQ8fFJEjgDtxBw++l+Se84CJqjrN/38K8HNV3cr/fx0wQlUPySRfb775Zm0wGKzcbju3xSS6EpJsFrxN4w+FCBQXQySSdeNPdWL6m2++yS233MLFF1/MwIHWKcXjeR7nn38+F110UafDqq+vZ9asWa3Caq8N5AqbJeufWL33P/p6ndtAOjnt1XuqgXRnxhL9hZVz57QzGVzM4H33z+tRCT1gJWT1xIkTk2kaZUS+T0y/DViCs1AV3XT+W9wekHvS9eP7Owb4F7Cnqj7rO18OzADmisgVwGjcYYVzUgggY4BTcWpeUZ4B/iIiZ+LUsY7EWc3qMgKBAEMP/hGD99k/odPdOesVkFRMnDiRiRMn5jTMvkIgEGDq1KmsX78+K+tY8axYsaLNnhjDMAyjfWxGOnvszLHsiB2V0JT8ZIboUQmD9zkg52Oy/ka+1bEWAkcBpwFlwOfATcCFqhrKwA84y1ZBnEUsAFR1ma9OdSVuI/tanBrW2SnS8xfgGlWN7RdR1XdF5OfAubiN6bcCN3Yiz2kTLB9I5e57dkdURgriTQF3hrFjx+YkHMMwei82m585NpDOjs4OpD3PA8+DSAQvEgEv0vI7yTde9LeH5/slEnHhxMJI+O15rcJ2/72W3/Hu/r3xYbbxE/H8sFLc60Vah48HEQ/wnHK/FwEPGpd/hheOtFu+XjjMF5f/kcJhI9rmxfNa0hDNsxefNi/On58m383z742Vpxd3LdJSJwXNzXgTtoVevvLZ49Sx+iqZqGN1BanUsYz8YepYRldh9d6z6A61mL5Y5+H6Opae9ouUA2mAQFERY/5yfZuBdKtBcjjs/w+7waUXwQuH/ethNzAMh931SATCETeATLwv5j/S8j9hcN7KT4cD9paBeyt/ScOM+467f11dHXgeZSUlrQb0zWvWEK6tcYPWdggUFxMIBpOk0caGPR1vU2Gzcy/s9nj7jDqW0TEL133AdSv+wS9GnMDWA7bMd3IMw+jn2Gx+5vSE2XzP81oG1eFmvHAYr9kfeIfDeOFmN/hu9dv3Fw67e8Px/n23SHw4LQN2L9zsD9bbXmsVRuJ9kZa4mmtW4TW3bw3fa2pi6Wm/gIJAK6GjvxAVXbM9bcoLhVJb+AkEoKCAQKAACtwnUFAAgYD7jneLXSuAgkDsd6DAhdH2twsnFlYgPtwE94ICJ6S3Sk8gzt2P0w/DpSXQ/r2BABBw/gg4N5x7w8cfUffGq9BO2wsUFjLwe1Mo33pbP+xASx5jeWn53arMAoG26Y7eH0trIEU5ud+LlyyBsgFZ1nrPwYSQHszCdR8w68urCHkhZn15FWdt8GsTRAzDyAv9STff8zy8pia85ma85qZWv2kOJ8ySx81Sh8NtZrDD6+upefg/KQfGXihEzUMPEGlqIlAQhObmmCDgNTfHBuSe747vHhvE+78L1q2DSJilBQWtr4eb+/zA3Gtqu3kYgGAwboAcTPhf0Pp/MOgGfcGgP4gOtrjHBtq+/2DcwDtxgJ7oN8VAvfW1QGs/iWEGgzG3xDA/W74cAgG+NWZMq/vq//e6r46VomxwqyBDDjmCil13d89uYvh95HnOlPDk71H/5mvtm2gNBBh2+NH52xMyoG/sRTEhpIcSL4AAJogYhpFXuno234tE/IF+M15TyP9OEASamvzfvlvUT7x7q3vj70u4Fn/dvzfi/25vBrRLiERY/ehDnQoiOlxsN+XRQXUwSCAYJBAsjLkFCqO/CxP8JPld0Nq9tVvrAX8gWBjnlnit5d6YQBAMEvD91b/7FquffKx9daziYoYcegSVu+7RVsjoDxQWA1C2WWs1vKLhw6l99MH27/U8KnbZjeCA3j+jnku6+qgEowUTQnogiQJIFBNEDCM3mEpRW2LqOk0hIqGQU9NoasJrCtG8ejU1Dz8I4eRD3Ohsfnj1GsDDC4XcgN6/PzboD4WI+IIAUYHDFyZ6nA56YSGBwiICRf53YWHLJzZLHlWvSDFjXlBA05dfEFr+WYfRlW2xFWUTto0N9gOFheALBIHCqGBQSKAw2CIo+O6BYCFLP/sMCgoYt9lmrf1HBYVeODAv3vhbrH7ysfY9eR4V39uNgk5aMOxr2EC6cww56HCA5Ecl7PvD2HWjc5gQ0sNIJYBESVcQmTt3Lo8//jiDBw9m0003paKigsGDB7PPPvtkla5IJEJBkhfYZZddxnHHHce8efM48cQTY+7z58/nmWeeoa6ujkMPPZRddtmlzb2LFi3i+uuvp6qqipEjR7a6P5qHqqoqxo8fzyWXXMK0adMoLi6msrKyldWqqL/o6fDJwthjjz1YvHgxjzzyCCeddBKzZs3C8zyampo44IADWL58OY8//jgbbLABhYWFnHvuuQBcfPHFnH766VmZ6J0/fz7bbLMNI0eOZMGCBbz33nsceeSRGYdj5I7epFIUUwlqbCDS0ECksREv1OgG8qFGvEb/OxTCCzU6wcEf6Ae+WQHNzXz1zIAWISC6EtAUtzrQFCIS8gWFUKhzgkAkwppn/5v9/YFAy8C7qJCCoiJ/8O8EAXxBoKCouLVgEPVX5AsMRcVJ3BP8FCa6RcMqjhM0cjNgX/3Mf6m+85bYqlHSrJeUMHDn73XOGuJ6tyugaNjwDjz2Hmwg3TlsIJ093XlUQn/GhJAewKwvruStde+m7T/khfi/L2YBsP2AbTlr9OlJ/R1xxBHsscce/OpXv4oJAYsWLeLBBx+kurqaww47jMcee4yf/vSnVFVV8fvf/57TTjuNm2++Gc/z2HjjjamoqOCll15iwoQJHHvssbGwGxsbueaaa3j99ddZsmQJVVVVfPTRR2y++eYA7LXXXuy1116sXr2aWbNmseGGG/L444/z85//PBbGiy++yNSpU9ltt90AWL58eZu4Ae68807C4TAjR46MnZL+4IMP8tprr1FeXs6YMWN49NFHef755xk6dCgnn3xyu+V3zz33MGXKlFi8oVCI5cuXx8rrN7/5DeBOfQdiAshbb71FJBJhm222AaC4uDhlHNXV1dx///1MmDABgAkTJjB79mwTQvJMt6gUNTbGBIZIKITX0ECkYR2R9etbPg3riaxfl/A/+lnn/jc0ZK3HHx0+12V8Y4EbkBcXu8F+cTGBomLCdWsJ16zq8PYB225H+Q47Eigq8u8vcgP76EC/uLiVcEGr1YXeNUufLgN33Inq22e37ykSYeCOO3dHcnodNpDOHhtIdx47KqFrMSGkD3P33Xfz3//+l+nTp1NdXQ1AUVERjY2NDBs2jAceeIDjjjuOOXPmsPHGG7P//vtzxx13UFJSQmlpKR999BGTJk1iypQpTJ06tVXYJSUlzJgxg+HDh1NdXc2pp55KYWHb5nTddddx9NFHM3bs2FYCCMChhx7KTTfdxOOPP862227LZ5991iZugN13350NN9yQHXbYgaVLlwLw6aefIiLsueeevPzyy+yyyy5MnTqV0047rcNyWbRoEfvtt1/sf1SYuPvuu5k/fz6VlZWAM0O36aabAnD77bezxx57sGjRIu65556YMLFs2TK++uqrWFjBYJBJkyYxbNgwtthiizZlVl1dzbBhwzpMo5F70rWbP3DSTniRCJH6eiLr6gmvW0dkXT2Rdev8j++2Ps6tsQGvMeT2E+SSwkIKSkopKC2loKSUQEkxgeISCorjv6OfEjfALy7mm1U1UFjIqI03bhEIiopafwrjhA3/vkAwmDQZ6c7ml++wo72wE7DZ/M5hA+nOYwNpo6diQkgPILqS0ZEqVjzFgeIOVbIOP/zwmIrSnDlzALj11ls5/vjj8TyPa665hk022YQVK1awePFirrrqKl599VWmTZsWG0DPnTuXQYMGtQn7jTfeYPbs2ZSVlbF06VJKSkqYOXNm7Lrnefz5z39mypQpbL311knTN3DgQH79618D8LOf/Yzx48e3iTsVJ598Mh9++CGXXXYZkydPpqqqCiCmSjNv3jwWLlzIVlttxapVbgZ31apVVFZWMmTIEBYuXMiuu+4KuJWQ+PK64YYb+PDDD6mrq4vl/csvv2T06NEsXryYsrKymGpaOBwmHDdb3d65OxUVFdTV1ZkQkkM8z+0/8BobiTSsI7zOrSR4jY1EQo1OYKirI1K3lobFHztrQe2F19TEZ+f9LvsEBQJuYF9S6r6LSwiUlFAwYAAFpWVOmCgbQEFZmfuUlrX8LhvQ+n9pGYGioqySscI/M6IiR2dG2Gx+57DZ/M5jA2nD6HuYENKD2HrAlpy1wa87FETSEUBSsdNOO3HTTTcxdOjQmNvkyZP55ptvKCgoYMaMGVx55ZWMGDGC8vJyRo8enTScSZMm8eyzz3Lcccdx11138ctf/rLV9VtvvZWXX36ZtWvXsmzZMnbaaScee+yxVv7mz5/P888/T2FhIePHj087bnBCVVQ1q76+nuHDW+tBT58+nenTp9PY2Mh5553Hhx9+SE1NDeeccw4DBw7k0ksv5emnnyYcDrP//vsDcNddd/HCCy9QW1vLjBkzCIVCvPrqqwBMmzaNBQsWMGrUKEKhEJ7nEQgEGDduHOPGjWuTvpUrV/LJJ5/wyiuvMH36dABWrFjRbp76O14kQqSujua1qwmvWUN4zWr/s4bw2jXuu24NkXXrY6sRXmNDzjc0F5SVUTh8JMHycgoGlFMwYABB/9t9ygn63wUDBvjCQymB4hK3otBD9pTkEpvN7xw2m28YhtEWOzG9m8jkxPT2VkSyFUBSnZj+5ptvcsstt3DxxRczcGD/tg6UiOd5nH/++Vx00UWdDqu+vp5Zs2a1CqsvnJjuNTXRvGY1kbq6ln0NDQ2xPQ1ew/rY7/jrhMNu1ai5OeYeXrsmK4EiUFREoKQ0bjXBqS8FioqdADFwEMGBA2lc/hn1r73S7uFngZIShh15TK+fce2Kem+zqT9+Nr+Hbervj/TFE9ONjrF675/ks97txPQ+TqoVkc6sgKRi4sSJTJw4MWfh9SUCgQBTp05l/fr1WVnHimfFihWccMIJOUpZC11latbzPCJr19JcW0Nz7SrCNTXud00NzTUrY9+RtWtzkIsWCsrLCVZUus+gCgorKglWVLjPoAoKBg4iWD6wZQWirCztDc3h+jrqX3+1fU+mUpQSm803DMMwcokJIT2UREGkKwQQo2PiTQF3hrFjx+YknCidNTXrRSKEV9fStLKa5upqmld+4//+hqbqb2iursYLpd6EHCMYJDioguCgQS17HEpL3X4G/zveraCslEBpmTPFCgSChf4+iTKCgypi7l2BqRTlBtPNNwzDMHJBVm98ESkFqmg5pDWGqn7R2UQZjqggct2Kf/CLESeYAGLE6MjUbLiujgETvk1gwbuwejVfPv4Q4fo6vKYmwqtraa6t6dD8a0HZAAqHDCE4uIrCwVUUVlURHDyEwqohFA5x38GKyl5lWtU2CBuGYRhGzyBtIURESoA/AD8FRrbjNbmNR6MVwWAwtmm7PQYygDMDp8A3sIz2/bZH1IJTMIUJTqP7WbduXVLLYx2RjqnZNU89yZqnnoydF1GfxF9wUAWFw4ZRONR9ioYNp2jYcAqHDadw6HCCAwZknLaejqkUGYZhGEbPIJOVkBuAY4A3gfuA2i5JUT9h1KhRAK3Mu3Yla33d/cGDO72PyMgRgwYNirWDVHiRCM3VKwh9sZzQl1/Q9NWXrP9IUwog8RSP3oiGDUbD4CpGy5YUDBpEoLCQwspKgoOHUNDOYYt9HVMpMgzDMIz8kokQcghwp6oe3VWJ6U8UFhay0UYbdVt8UetYXWmJycgez/MI16yicdknNCz9hNDnn9L09Vc0ffVVdgfgBQIM3Gky67dwJ7YPNMsphmEYhmH0IDIRQtYDz3VVQgyjPxFeu4aGTxbT+MkSGj5ZQuOSjwmvWZ3Ub+GQIRRtsCHFG2xI0chRNH31JWueexqvKfVZMoHiYoKVtuplGIZhGEbPJBMh5H5gL5xalmEYaeJFIoSWf856fZ/GJYtpWLyIpq+/auOvoLyckk3GUjJmLCUbb0LRqA0oHjWaggTzwOH6OtY891T7kUZNzX7+eS6zYhiGYRiGkRMyEUJOB+aKyM3AP4BPgTYbGsw6ltGf8cJhmlZ87fZvfLGchk8+Zr1+SKSu9XkageISSsaMoWTseErHjKN0/KYUDh+Z1mFvZmrWMAzDMIzeTiZCSCOwADgNt0E9FWZ+yegXhNeuoeHjj1i/SGn4+COaV64kvHp10j0cwaohDNhiK0o33ZyS8ZtRsvG3CHTCUpmZmjUMwzAMozeTiRByLXAi8D/gFcw6ltHPaFpZzfr3F9CwSFm/SGn6MvmiX+GQoRSP3oii0aMp2ehblG2xZdqrHOlipmYNwzAMw+jNZCKE/Ai4y6xjGf2J0BfLqXvjNerfep3GT5a0uhYoLqZk7HjKNhNKNxOKNxhNcFBFmz0cXYmZmjUMwzAMozeSiRASxqxjGX0cLxKhYcnHrHvvHerffI3Q55/FrgWKSxiw9TaUypaUbbY5JZuMJVCYySNkGIZhGIZhQObWsfbGrGMZfQgvEqFxyWLq3/mfO6Nj8cdE6uti1wsGlFO+wyQGTtyRsq237dcH/BmGYRiGYeSKTISQK4HbReTfwI2YdSyjl+J5Hg36AWtffoH6t95scz5H4dBhlH97BwZstz0DttrGVjsMwzAMwzByTCajq4WAB2wHzGjHn1nHMnokoeWfs/a1l6l79SWavvoy5l44dBjl20+iTLagZMw4CocNz+kmcsMwDMMwDKM1mQghl+CEEMPoNTQs/YTVTzzCuvcXEK6tibkHKyqpmLIHA78zmeKNv2VCh2EYhmEYRjeSthCiqud2ZUIMI1d4nse6996m9tGHWP/Bwph7QflAt7/jO5MZsNWETp3TYRiGYRiGYWRPWkKIiAwA3gKuVdVrujZJhpEdkVCIuldepPaxhwl98TkAgdJSKnfbk4rdvk/RqA0IFBTkOZWGYRiGYRhGWkKIqq4TkeG4U9MNo0fRXLOK2icfZc1zzxCpWwu4E8oH770fFbt93w7vMwzDMAzD6GFksidkPvB9nGWsnCAiuwNPJ7n0pqpOivM3FvirH38I+A9wuqquSiOOPYFLgQnAN8BNwCWqGo7zcwxwEVAO/Bv4rapGEtJ5K7CFqtZnlkujqwh9/RU1D82j7pUX8ZqaACgZM47Kvfdl0E7fNatWhmEYhmEYPZRMRmmnAU+IyNXAtcASVW3OUTpOAt6N+x87qEFEBuEElWrcqe3lwCzgPyKyq6qm3CwvIpOAR4D7gLNwgsgsoBT4ve9HgH8BZwNLcULK+74bIlKIy+8ZJoDkHy8SYc1zT7N6/mOtDhIsn/gdqn54ICXjNrVN5oZhGIZhGD2cTISQZf73lsDJACKSeE6Ip6olWaTjfVV9JcW1nwEbAN9T1eV+vJ8DLwL7Aw+1E+75gAIz/JWNp0RkIHCeiFypqiuBvQBV1cv9sPcA9sUXQoBTgK9V9e4s8mVkQbi+jrrXXyW8upZg5WAG7rgTwfKB1L/9JtVzbqfpS3cUTUFZGeXbT6Jq6sEUj9ogz6k2DMMwDMMw0iUTIWQO+THRewDwXFQAAVDVl0RkKXAgKYQQESnGnfD+f/GqVcDtwMXAD4A7gRJgfdz19b4bIjIKOAeYkqO8GO3geR6r7r+b2kcfgoICvMZGAiUlVN82m8Jhw2JnexQOHcbQw45k4KSdTOXKMAzDMAyjF5KJid72DijsLPeJyDCcytUDwO/i9ntshRMWEnnfv5aK8ThhYmG8o6ouE5F1cfe+Blzm7/tYBhxCy76Xy4HZqvp+xjkyMmbV/XdT+9jDsf0dAF6js4XQ9NWXECxk2OFHUbnnD0z4MAzDMAzD6MXkeyS3GjfQfw63D2Qybm/GziKyo6o2AlVAbZJ7a4Ax7YRd5X+nuncIgKq+ICLX0bJB/nngahHZBbcRfotMMtQe4XAYVc1VcBmxbt06gLzF3yHr11PwyIMEmlNvM/Lw+HrUaL5evLgbE9a76fH1bnQJVu/9D6vz/onVe/8kn/UeDifuxMiejIUQERkJbA8MBtocuqCqd6Qblqq+hTt/JMozIrIAZ/3qcJxFqi5HVX8lIhcB5aq6VESCuM3ov1XVtSJyNvBL3/vfVfVP3ZGu/kRAF0JHG8oLCgh8uBBvu0nt+zMMwzAMwzB6NGkLISJShFNTmkGL8BEdNcbvFUlbCJPFwssAACAASURBVEnBQ0A9MAknhNTgBJ5EqoD2TPTW+N9p3auq3+BM+IITONao6u0ish/wW9wqTQB4RUTeUtXH0stOC8FgEGeMq/uJSsv5ir8jVn24gFVxaljJCDQ3M7S0lCE9NA89kZ5e70bXYPXe/7A6759YvfdP8lnvb7/9ds5WQzI5Pvp84MfAH3EbvgPAT3Ebx5/GrWhsl5NUOaKCzQck3/uxlX8tFYtxZ4q0uldENgEGpLpXREbg8nqy77Q38F9V/VBVPwCe9N2MXOJ1bPMgUFxMsDKZTGkYhmEYhmH0JjIRQo4EblfVC4F3fLdPVfURnKWpZuC4HKRpKu4skNf9/w8Bu4nI6KgHEdkZtx/kwVSBqGoIJzD8SETi83kkTjh5IsWtl+Ly+V6c24C433b8do5pWLKYmice6dhjJMLAHXfu+gQZhmEYhmEYXUome0I2xJ3NAU7gAHfoH6oaEZE5wG+A09MNUERuA5YA/6NlY/pvcasq9/jebgR+BTwgIhfgBIJZwMvEmecVkfOA84Dxqho90+Qi4AXgFhH5J+6wwvOAq1S1Okl6dgb2o/Vm9KeAmSLyU9zqz17ANenm0Wif5tpavrz6z3jr1lE0cgOaa1bihUJt/AWKSxi87w8JlpsMaBiGYRiG0dvJZCWkhpZVgDVAI7Bx3PVmoDLD+BcCBwG3AI/i1LtuAvbwVzJQ1TU4K1Vf484quREnWByYcFp6ARCkZZ8Kqvoa7kDDLfzwz8IJML9PTIi/WvI34GxVXR0XxkO4c0Uu8b8v8ld/jE7iRSJ8/Y+/E66toVS2ZOM/XsbgffcnUFREoKQEAgECJSUEiooYvO8PGXLQ4flOsmEYhmEYhpEDMlkJWYC/50NVPRF5BfiFiDyAG/z/jPb3aLTBtzLVoaUpVV2M23vSnp8LgAuSuD+JU8vqKI4IMDHFtQuBCzsKw8iMlffcyfoF71JQPpBRP/8VBUVFDD34RwzeZ/+EE9N3thUQwzAMwzCMPkQmQsidOLWkUlVtwK0mzAeiJ5k3AdNynD6jj7L2lZeoffRBKChg1MxfU1g1JHYtWD6Qyt33zGPqDMMwDMMwjK4kkxPT/wX8K+7/SyIyAZgORIBH1U7LMdKgcdlSVvzregCGHXUMA7bcOs8pMgzDMAzDMLqTTp2YrqpLgCtzlBajHxBeu8ZtRA+FGLTr7lTuuU++k2QYhmEYhmF0M5lsTDeMTuGFw3x13dU0r6ymZNx4hv/4pwQ6OiXdMAzDMAzD6HOYEGJ0G6vm3cv69xcQrKhkg5mnU1BcnO8kGYZhGIZhGHnAhBCjW1i38D1qHpoHgQAjf3EKhUOG5jtJhmEYhmEYRp4wIcTocppX1/L1DdeC51E19WDbiG4YhmEYhtHPMSHE6FK8SISvb/wb4TWrKdtiK4ZMOyTfSTIMwzAMwzDyjAkhRpdS8/ADrF/4HgWDBjHypJkECqzJGYZhGIZh9HdSmugVkaOyCVBV78g+OUZfovGzT1l1/z0AjDzxl60OJDQMwzAMwzD6L+2dE3JbFuF5gAkhBk0rq/niykshEqHy+z+gfNvt850kwzAMwzAMo4fQnhCyWbelwuhTeOEwK276O+GaVRRv/C2GHnZEvpNkGIZhGIZh9CBSCiGqurg7E2L0HWoefoD1H75PsKKS0Wf+noKyAflOkmEYhmEYhtGDsF3CRk5prllFzYP3AzDypJkUVlTmOUWGYRiGYRhGT6M9daw2iMgw4DhgIjCYtkKMp6r75ChtRi8jXFfH8ksvwmtqonzidxiw9Tb5TpJhGIZhGIbRA0lbCBERAZ7DCR+LgC0BBYYAI4AlwBddkEajl7Dqwbk0ff0VhcNHMOyIGflOjmEYhmEYhtFDyUQd609ABNga2B0IADNVdRTwU6AC+FWuE2j0DkJff8Xq+Y9DIMAGM0+naPiIfCfJMAzDMAzD6KFkIoTsBtygqh/jhJHY/ao6G5gHXJ7T1Bm9hpX33AnhMIO+N4WSTcbkOzmGYRiGYRhGDyYTIWQA8Kn/u8H/HhR3/XVg51wkyuhdrF+k1L/xKoHiYoYe8qN8J8cwDMMwDMPo4WQihCwHNgRQ1XVANbBd3PVxtAgnRj9i1bx7ARi87wF2KrphGIZh/D97dx4fV13vf/w1S5I2Sds0hbbQQosIHxZxQxDvDzd2UPSCCiKo3HvdWFS4yuoVBS+byKJyARURl4JwQa7IIotsgrKIVqCUD2tLaUu3JF2SNLOd3x/nTDJNs8w0k0ySeT995M6c7/mecz4zBy7nM99NRAZVyuxYjwAHA9+Ltm8FvmFmnUCCcDzI7eUNT0a79OpVdD7/HLFkDU0HH1bpcERERERkDCglCbkCOMTMJrj7RuBM4K3ABdH+PwOnljk+GeXWP/YIBAENe+5FoqGx0uGIiIiIyBhQdBLi7s8AzxRsrwUONLNpQNbd24YhPhnFglyOdY8+DMDk93+ossGIiIiIyJhR0mKFfXH3NeUIRMaeTl9IZtVKks3TmLjb2yodjoiIiIiMESUnIWa2M+Eg9KmEa4Vswt1vKENcMgas//NDAEza94PE4qXMcSAiIiIi1ayUFdPfAvwKeF9UtFkCAgSAkpAqkGlZw4a/PQHA5H0/WOFoRERERGQsKaUl5DpgL+By4K+AxoBUsda77yBIpWh4z97UTJ9R6XBEREREZAwpJQl5L3CJu//XcAUjY0Ous5P1jz4EQPPhR1Y2GBEREREZc0rpyL8cWDFcgcjY0fHsP8l1dlK3407UzZlb6XBEREREZIwpJQm5EvismQ15Ri0Z29qfnQ9A47veU+FIRERERGQsKmWdkMvMbALwrJn9GlgCZPuot0UD06Pk5u/AHsBn3f03UfnxwC/6OORWd/9kEefdH7gIeBuwCvgZcIG7ZwvqfA44D2gAfgmc7u65gv0fAn4N7OLu7Vvy+caLIAjoePafANS//Z0VjkZERERExqJSZseaDRwJGPDf/VQbyuxYXwe2HmD/xwiTiLxB1ycxs/cAdwG3AmcQJiIXAxOAb0V1jHDQ/VnAIsIk5fmoLJ8cXQl8o9oTEIDUG6+TbWsl0TSV2u22r3Q4IiIiIjIGldK16ueErRSXUebZsaIE5zvAyYQtEX35h7u/UeKpvwM4cFzUsvGAmTUC55jZZdFCiwcA7u6XRLF8GDiEKAkBvgascPebS7z2uNTdCrLHO4jF+pqlWURERERkYKUkIfsCP3D3bw1DHFcAtwOPlOuEZlYLHAh8r7BrFTAPOB84CLgRqAM6C/Z3RmWY2UzgbOAD5YprrOt4JhwPUr/HOyociYiIiIiMVaUkIauAN8sdgJkdQpgQGNHDfz/+ZmZbA8sIk4fvuHvnAPV3jM63oLDQ3RebWQewW1T0JPD9aNzHYuATwE+jfZcA17v78yV9qHEqt3EjnS85xGLU77ZHpcMRERERkTGqlCTkKuBzZnaNu6fLcfFooPuVwLnuvtzM5vZRbTnwXeAJIAPsD/wn8A7g4AFOPzV67avbWCvQDODuj5rZ1cCD0b4/Az8ys32B/YBdSvhIA8pms7h7uU5Xko6ODoChXX/JYhLZLMGMbXh56dIyRSbDqSz3XcYc3ffqo3tencbyfX+NxdwWv4Mjch9lB+ZUOpwxZWGXc9eE+zjSDx/x7y6b3WxOqi1WShKyDEgAC8zsesozO9bZQAr4UX8V3P0e4J6CovvNbBlhovB+d/9zCdfr7xpfNbPzgAZ3X2RmCcLk6HR3X29mZwEnRtWvcvcLh3rNsSi2ImwIC2bMrHAkIiIilacH6S3zGouZF7+ZdCzDvPjNHJs7St9fkV5jMbdMvJ1MLMO8YGx/d6UkIb8qeD/k2bHMbA5wOnAs0BBOUsXkaHe9mU1x97X9HH4TYeLyHsKWi760Rq9NfeybCrQUFrj7Knpm3zoRWOfu88zs0CjO9wEx4HEz+4e7/3GQj7iZRCJB9DlHXP5XkqFcf+VjD7EOmL7HO2iq0OeQ0pTjvsvYo/tefYZyzxd0LOTqlddywvQvsHv9ruUObdxa0LGQG5bfQipIcUPyFs7Y5tQR//7G4r/r+e8tHWQASMcyFfv+xpr8d5ep4Hc3f/78srWGlLJY4YFF/B1Uwvl2IByzcQthwtAK/DPa9xOKmIKXMOnpzyuErSy7FRZGyU89sLCvg8xsOuGsWidFRQcCf3L3F9x9IXBfVFZ1ul5fDEDd9mMz4xaR8WtBx0JOXvQNFnT0+f/apR8LOhZy8fLLWZ1Zw8XLL9f3V6T895YKUgCkgpS+vyL0/t7y9P0Nbjx+d6UsVvinMl97PvDhXmUzCQedXwDcO8Cxx0SvT/VXwd1TZnYfcLSZXVQwQ9YxhMlJf+e/CJjn7s8WlNUXvG8YIK5xK8hkSL2xBFASIiKjS+F/nC9efrl+US1Sfw/S+v4GNtjDoL6/vvX3veUV+/0FQUBAQI7wsS4X5AgK/xcE5AiA8DVff/M6+eMg6OMc+f/lCKDoc0ZHFL7vN6aeCDaJZ7O6OZallnP/uofIbj4KoqTvbrQppTtWWbl7G/BQYVnBwPSF7v5wVHYv8ADwHJAmXNfj68Cd7v5YwbHnAOcAO7r74qj4POBR4Fdm9nPCxQrPAS5399W9YzKzfYBD2XQw+gPAyWb274TdsQ4AfrzFH3yMSi1fRpBJUzN9BvGJ9YMfICIlU7eY0ulBestU04N04UNrLsh1PxzmH17D8p793Y+HBQ+G+eNe2vgKv1w9j3TQ9/w8qSDFhcsu5ZPN/8p2dbO6z5GLztH73Plr946n93GbPqD2vF8dW01AwBOr/s4mj729HnJ7n7unXs/Dd+F2YbxB7/cDHpf/PJse15VLsS63btB7lQpSfG/ZxdSQhFisz4d96dtY/He33yTEzH5K2N3pBHfPRduDCdz9y2WLLvQ88G/ALKAGeI1wnY+LetWLEw6c715Bz92fNLOPABcCdwOrCVdM32xMi5nFgf8Bzioci+Lud5jZ+YStMwDnuftd5floY0fX64sAqFUriMiw0K/5pRuPD9K5IEeWLNkg+iNLNsiRDbIFD6Xh+2yQf4jNsoSlYVlnUFCeI0c2OmfPQ+6y1HJ+33onGTJ9xpB/kD6s6SC2rd2m4CE8f81Nz5m/VnaT8t4x5o/vKQ+i7f7O07Nd8Pl7na8wQdjk4b3woXuEH1wzZPhtyy0jc7F8p/r+RtCOUWkyA3a4jxX8Lx6LATHi4RaxWIx8STz/Lhbb5JhYr+14LPwie87BpmeIdZ8pOmLTsnjBOeP5OrGe2r2P74ln82OBaH9Y99H1f2VjsLGo7y0VpLh65bVcOffSLfzmR9ZALSGHATnCB/tctD3Yv8lD+jfd3RdRkEREZacApxRx7HcJp/LtXX4f4TiOwY7PAXv2s+9c4NzBzjGepbrHg8ytbCAi45B+zS9O/gEzE2R4ruN5frjiKlID/CJ90fJL+cy0o5hbN4dckCNDllz0cJ8peNDPkOl56N9sX5ZskOlOCDKbJAfZ7ofy/Pvu8uhBPP++8Jhcr3r5aw3pgTkRvZZp9vQMGW5vGz+/txU+HMZj8fB9LCyLR2X5Ovn3hXXjsRjLUyv67Q7Tl5pYDW+vf1v3g208tmkMPdfLl8e7Hz77ja/7uPD/rl69mjhxpm+9dbSv/4fc+Cb7Bn4Y7vu4wu+lMIr8cZsfkz/uxY0v85OV1/XbglSoNlbLqTNPZveJu2yWLOQf7qvJ+xr3HrAbW6HaWC0nTP/CCERVHv0mIe4+e6BtqS75lhCNB5HBqEtRaUbq1/wgCKKH7Z5fz/v6pbrntbC7SM9rJsiQIUsmSJMOMuF2kCEdbWeDDOloOxP0XS88PrPZQ3++LENP/bA8G12371/u+5MOMvxydSmzxldejBgJEiRicRKxBAkSxGPx7tf8Q3JPebid2pgiRozGiY2b1IsTJ9G9neDv7fOLepjJq4vVsU/jXptcKx7Flz9nnBiJWGKzaxXWj8dim8Uc32R70+M3PX9+O/8dxAo+X0FS0f2gvHl5OR5cBxvTUKg2VjsiPyL4qmh2rKmje3as6TVbMzXRNOj3N1Lf21iye/2unLHNqePyuyt6TIiZbQu0uHufbUJmVgdMc/dl5QpORocgCApmxppb2WBkVFOXov7lk4B0Lk0qSJMKUizsfIFrV/1qwP7lFyz7AftN/iDTks2ko+PC1+h9dL509JcKUmyIt4cP7K/RU6+IXyDHgjhx8gNSi5UkyU4Tdgwf6mMJkiS634fbyZ5tEiQ3e5/sc1/PMeHDcpJE+PAdJQn5ffl68YL3YXmy59hof75bSKm6p2qdPfDDaKkP0qdvc4r+HY6M54fBkTDY96fvrX/j9bsrZWD6EuCz9L8OyL9G+xL97JcxKtOyhlz7BuKNk0hMba50ODJKjdUuRUEQkA7SdAUpunJddAVddOVS0WvPdipIR7/O99RNBSk2Rq9h3YLXoItUdNxQkoAsWe5b90BpB+V/9O3VcyT/YLzpL8uFvyoXvPb6pTn/63JNrIZkLEkylqQmeg3f11ATS5KIysN6CZJReTKWJElheeGDffg+X55PCpLd5++pF4/FR+Uv0mOFHqSHZrw+DI6U/r4/fW+DG4/fXSlJyGBtmUmGOCZERqfu8SBz5lZdX0wpznB3KcoEGTpyneFftoOOXEe03UFXrgsIBwnmeyGngwwbcxvpDDbSmesM3+c2Rq+ddEb7unIb2ZjrKqmf91AkSVITDx/KN2TbS/pFf2JsAoc1HUxtvJaaWA21sRpqY9H7eE2UBIRlSxcvpYYkO++4M7WxWmqjfVv6K/toowfpodGD9NCMx4fBkdT7+9P3Vrz8d3fR0ktJxzJj/rsrdYrePpMMM2sgXKhws2lvZezrHg+yncaDyOaKm/v9Mr40/d+YVbMt7bkwiejMbaQr6KIj2xklFR3d+9qzPUlGR66zpD7sWyJJkrp4XfgXq41eC97Ha6mN1Xb/Sl8Xr2VCvI7awjqxWmrjteFx0WttdFxfSUCpv+Z/c5uvF/0fmgzhOaclx2/LpR6kh0YP0kOjB+mhyX9/Gj9Yut3rd+XY3FHcFr+Dr217wpj+7gZMQszs28C3o82AcL2NX/ZRNd8F65oyxiajRM+g9LkVjUNGXibI0J7toD3XTnuugw3ZdtZn17M+t4H12fUs7lrCPzueHfQX/VSQ5soVxczy3bc4cerjE6mP11Mfn8jE+ETqE+H7CbEJAAWzyOdIkGRifAIT4xOYEJ+46fvYBCZGZRPiE5gQryMZG/klk/Rr/tDpQXpo9CA9NHqQHprd63cdM1PJjjY7MIf/zJ2E1Y/uCQkGM9h/eZ8DbiLsivUZ4AnCdToKBUA78DegrwRFxrj8oPTaOWoJGQ+yQZb12Q2sy66jLbuWtsxaWrNttGbaaMu20ZpZS1u2jbbMWrqCrrJeO0ECm7hTdyJRF6vrSS4S9TTE67sTjYZE/n09dbHacdkVUL/mD50epIdGD9JDowdpkS03YBLi7rcBtwGY2RzgXHe/fyQCk9Eh295OZtVKYjU11M7cttLhyAAyQYY1mRZWp9ewNruW1uxaXo29xgY2kFt6O63ZNtZm1rIh1170WgRx4jTEG7oTgoZ4PZMTk5iUmMSkRCMbsu3ct/aBoqZO1cNh3/Rr/tDpQXpo9CAtIpVQdB8Ed3//cAYio1PqjdcBqJ29PbGEJj6rpK5cF6sza1idaWFNeg2rMqtZnVnDqvRqVmVW05Jp3Ty5yA9B6OwpihFjUnwSkxOTaEpOoSkxhaZkE1O7X5toSk5haqKJifGJg7ZAvKfhXepSNET6NX/o9CAtIjK2lNwR2swOBD4K7BAVvQbc6e73ljMwGR2qeZHCkVx0LxNkWJVezcr0KtZkW2jJtLIm00JLpoWWTBstmVbac+0DniNGjGnJZrZKTmNqsommxBTSrWkm0cgus4ypySamJKYwKdFIIla+hFJdispDv+aLiEg1KWWxwgbC8SGHEo4RWR/t+ihwspndA3zK3Qd+UpIxpWvxIqD6BqUPx6J7G3MbWZFeyepMCyvTq1iRXsGK9EreTK9kZXrVoNPEJknSnJzK1jVbdScbW9dsxdbJrbrLeg+w9pZoAbOG4R28pi5F5aFf80VEpFqU0hJyCXAY8H3gCnd/E8DMZgKnAqdFdU4sd5BSOd2D0quoJWQoi+4FQUBrto03UktZklrKG6mlLEu9yYr0Ctqyawc8dqvkNGbUTGdasplpyWaak1O7X5uTU2mMN47qdR7UpUhERESKVUoSchRwvbufWVgYJSNnmNn0qI6SkHEiyGRILV0CsRh1s7evdDgjothF93JBjhXplbyeWsLrXW/weuoN1mTWsCK9qt9uU0mSzKiZzlY1zWyd3JoZNdOZUTOdmdFrXbxuJD7isFKXIhERESlGKUlILfDkAPufBI4cWjgymqSWLYVslpoZM4lPnFjpcIZdMYvunb/sEmbWzGBNZg1d/dRriDewXe0sZkd/s2q3ZZuaGTQnp47qloxyUZciERERGUwpSciDwH70vyDhflEdGSe6B6XPmVvROEZCsatX58ixLL0cgOZkM3NqZ7N97XZsVzebGTVbMy05jamJpnG5poWIiIhIuZSShJwI3G1m1wE/BDwqN+AUYGfCQesyTnQticaDbDd+x4OkgzQvbXyFHyz/0aAJSKHmxFSumnvZMEYmIiIiMn6VkoQsil7fBny+174YkAMWmW0yC0/g7mO/o3sVyrZvoHPh8wBk1qwm276BRENjhaMqj9XpNfx1w5M80/EcvvGlkpIPCGd8OmnGl4YpOhEREZHxr5Qk5CYocpllGbOCIKDltptpu/sOgky4Cvb6xx5h/WOP0HToR2k+4qgx1dUolUuxIr2K9bn1LOpazJMbnuaFjS9uUmf72tnsPnE3Jicaua31Di26JyIiIjLMSlkx/bjhDERGh5bbbqbtj3cSpNPdZfn3bX+8E4BpRx5dkdiKFQQBL218hXvW3s8TG/5Ghswm+2tiNezZ8C72bng3u0/cjSnJyd37dp6wkxbdExERERlmJa+YLuNXtn1D2AJSkIAUClIp2u6+g6aDP0qioWGEoxvcxtxG/rLhCe5f+yCvdi0CwlXEZ9bMoDHewOzaWew2cRf2anw3E+N9z/alRfdEREREhl9JSYiZTSJclPBjwA5R8WvA74EfuPv6/o6V0W/DU09AfJApZONxNjz1OFM+tP/IBDWIddn1/HndY/yz4zkWbnTSQZhANcYb2G/yBzlwyn5sXbNVSefUonsiIiIiw6voJMTMZgCPAjsCrwKPRLt2Ab4NHGNm73f3FWWPUkZEdm0bQVfXgHWCVIrs2rYRiqhvmSDD0+3/4LH1j/OPjme6Ew8Am7AT+0/+EPs07kVtvHaLr6FF90RERESGTyktIRcA2wOfdvebC3eY2SeB3wDnA18oX3gykhJTmojV1Q2YiMRqa0lMaRrBqELZIMviriU80f43Hln3KK3ZnkTonfVvZ99J7+NtE3ejKTmlbNfUonsiIiIiw6OUJOQjwJW9ExAAd7/FzP4F+EzZIpMR17jXe1k97/qBK+VyNO61z0iEA4StHg+ve5Tft97Jysyq7vJta7Zh/ylhi8e0ZPOIxSMiIiIiQ1dKEtIEvDLA/pejOjJGJRoaaTr0o+HsWKnNZ4eK1dbRdMhhIzIoPR2kuW/tg9zR9kdaMi0AbJWcxh71u/PBSftiE3YaU1MFi4iIiEiPUpKQV4HDgKv62X9YVEfGsOYjjgKg9Q//B0G4LEysrg5yOZoOOax7/3AJgoCH1z/KzWt+R0u2FYDZtbM4curh7NO4N/HYIAPnRURERGTUKyUJuQ74vpndCHwfeCEq3xX4JnAo4cxZMobFYjGmHXk06x//C5mVK5iy/8HUbrc9jXvtM+wtIMtSy/nZyutZuNGBcBHBTzUfwZ4N71LyISIiIjKOlJKEXAq8FfgS0Pvn8BjwE3e/rFyBSeUEQUC2NewCNe2TnyY+se81NcqlI9fJH1rv4g+td5Mhw6T4JD671afZd9L7lHyIiIiIjEOlrJgeAF8xs6uAw4G50a7XgD+4+7PlD08qIbd+PUE6TbyhYVgTkNXpNfx2zS080f637ml2PzTp/Ry71dFMSjQO23VFREREpLJKXjHd3Z8BnhmGWGSUSLesBiDZPG3YrvFsxwIue/NKOnOdAOw+cVeOaj4Sm7jTsF1TREREREaHkpOQ4WJmSeDvwB7AZ939NwX73gVcDuwNrAduAM52984izvtp4L8Iu5ItAS5z96t71TkT+DoQAJe7+yW99h8PnAzs7e65Lf2MY0VmTT4JKW2l8WI9tv5xrl5xLRky7Fn/Tj6/9bFMr9l6WK4lIiIiIqPPaOpw/3VgsydRM9seeABIAR8HzgA+B1w72AnN7GPAjcD9hAPnfwNcaWZfLKhzAHAe8C3Cld8vMLP9CvZPAS4ETq6GBAR6kpCaaeVPQu5f+xBXrvgJGTIcOuUgvrHN15SAiIiIiFSZUdESYmazge8Qtjb8stfu0wgTkCPcvT2qnwLmmdmF7v7cAKc+H7jL3U+Jth80s1nA98zsOnfPAgcD97n7ddG5PwEcQpj4AHwPuNvdHx/yBx0jMmvWAJCcVt7uWHe23cOvV98IwDHTPsXHp36krOcXERERkbFhtLSEXAHcDjzSx76PArfnE5DIrUAX4QD5PpnZHOBthF23Cs0DZhB27QKoAwq7dXVGZZjZ24FjgDOL/SDjQTrfHatMLSEr06v4wfIfdicgx291nBIQERERkSpW8ZYQMzsEOAgwoof/gn31wBxgQWG5u3eZ2SvAbgOcOr9vQa/y5wv2/xV4krCL1h6ESdkBwAlRnSuBc919ZSmfaazLtJQnCckFOe5uu5dbWv6PzmAjCRJ8cfrxfGjy+8sRpoiIiIiMURVNQsxsAj0P+svNbG6vKk2Ea5C09XF4K9A8wOmnRq+9j22NXvPH3gh8gp4Z8YsHnAAAIABJREFUv24FfmtmxwGTgaspk2w2i7uX63Ql6ejoACjq+vEVK4gBr7ethS2Mt4NObov/gRdjrwCwa7Azh+UOYvLySfjyynwH1aiU+y7jh+579dE9r06679Wpkvc9m82W7VwlJSFRknAOsD/hIPLD3P0hM9sKuAD4qbv/rYRTnk043uNHpcRRTtG4kCOicSmBuy81s0nAxcDRQMzMLgM+A3QA57n79ZWKd9hlMsTaNxDE4tC4ZWt1bKSLefGbeSO2jInBBD6eO4xd2JkYsTIHKyIiIiJjUdFJiJkZ8BeghrAL02yiMSXuvtrM9iJstSgqCYnGbJwOHAs0hKdncrS7PpqVKt+K0dTHKaYSLpTYn3yLR+9j8y0kLYWF7v5GweZ3gT+5+6NmdgLhrFzvBnYE/mRmT7l7725eg0okEkSfc8Tls+XBrp9e+SaLgZrmZubuOlBvt74tS73JFUsvojXbRnNiKt+dfbZmv6qgYu+7jC+679VH97w66b5Xp0re9/nz55etNaSUgekXEbYE7Ap8Gjb7WfsuoJTO/jsQjgG5hTBhaAX+Ge37CbDG3TuAxfQa+2FmdYQJwcIBzp/f1/tJerde+zdhZrsBnydMkAAOBG5z92Xu/mfCblv79XXseJDOz4y1BQsVvtj5Mt+LEpAd63bgrG2/oQRERERERDZTShLyQeB/3H0p4aJ+vS0GZpVwvvnAh3v9HRPtu4CwyxfAHcDHokHqeUcQJjB/6O/k7r6IcFD6Mb12HQOsJGzN6cuPgfPd/c2CssJrN/R3zfEgs4UzY63NrOPSN39Ea7aNXScY/zXrdLarmz0cIYqIiIjIGFfKmJAJ9HRx6ssUoOjF/Ny9DXiosKxgYPpCd384en8JcBzwOzO7FNgWuBS4yd2fLTj258Dn3b3wM307Ou4ywimAPwB8ETjJ3TO9YzKzowmn7/1xQfEDhOuKPAi8BdgZeLDYzznWbEkSkgtyXLPy56zNrmPXCcbZs75JTaxmuEIUERERkTGulJaQF4D3DbD/I/TMMFU27r6YsFVkImEicQnhWh//3qtqIvorPPY2wjEnBwP3EK60/jV3v6b3dcysAfgB4crohQnKT6LrXQOcBHx5kAUSx7T8QoU1RS5UmAty3Ljmf/lHxz9piDdw0owvKQERERERkQGV0hLyE+B/zOzP9HSDCsxsMvDfhONBjhtKMFEXqs2mUHL3pwm7gw107PHA8X2U38DmCxb2dXw7sF0f5WnCldxPHuwc40E6v0ZI8+AtIRtzG7nizauY3/EMMWKcOOOLbFVT3lXWRURERGT8KToJcfefRAv6/YxwgDqEg8rza3n8yN1vLH+IMpJK6Y51/ap5zO94hgmxCZw68yTe0bDHcIcnIiIiIuNASeuEuPvJZnYj4exYOxMmHy8DN0YzR8kYFuRyRSchr2x8lYfW/5kECc6ZdSZvmTB3BCIUERERkfGg5BXT3f0x4LFhiEUqLPXGEoJUiuTW00nU1/dbLxfk+MWq3wBwWNPBSkBEREREpCSlDEyXca7rtVcAmPCWtw5Y79nO53m561WaElM4ovnwkQhNRERERMaRklpCzGwH4D8IFwpsZvNB5IG7H1ym2GSEpZYvBaB21mbj87ulgzQ3rL4JgIOnHEB9fOKIxCYiIiIi40fRSYiZHQn8lnChwpcYeM0QGYNSy5cBULtt32tOBkHAr1bdyOLUEqYmmjik6YCRDE9ERERExolSWkIuABYCh7j78mGKRyootSxqCdlm2+6yBR0LuXrltXxl+n+woHMh9617gJpYklNmnsREtYKIiIiIyBYoJQmZC3xDCcj4FKTTZFavgnicmhkzgTABuXj55aSCFOcvu4SAAIATpn8Rm7hTJcMVERERkTGslIHprwJThisQqaxMWysEAcmmJmLJ5CYJCNCdgBzedCj/Mum9lQxVRERERMa4UpKQ84GvmNn04QpGKieztg2AxJSmzRKQQves/RMLOhaOdHgiIiIiMo702x3LzM7uo3gF8KKZ3QIsBrK99gfufmEZ45MRkm0Lk5BX31LLz/tJQABSQYqLl1/OGducyu71u45kiCIiIiIyTgw0JuS/B9j37/2UB4CSkDEo09bKq3Pi/Hrv10kHuQHrKhERERERkaEYKAnRyOMqkl3bxu8OryGdGDgByUsFKa5eeS1Xzr10mCMTERERkfGm3yTE3V8ZyUCksjJtrRz5TJrfHDuRVLx3L7vN1cZqOWH6F0YgMhEREREZb4oemG5mKTP79AD7P2VmfQ8kkFEvs2olb1mc4+uZI6iN1Q5YtzZWq65YIiIiIrLFSpkdKzlI/SSQGFo4UinplSsAePtW7+GMbU4l0c+tVAIiIiIiIkNVShICRItF9G0voHUIsUiFBOk0mdYWiMdJNm/F7vW7sk3NjM3qKQERERERkXIYcMV0M/sq8NWCokvN7Nw+qk4FmoGbyhibjJD06lXhQoVbbU0smeS2ltt5I72MOHGSsSSpIKUERERERETKZsAkBNhAuDYIwFuBdcCqXnUC4BXgb8APyhqdjIiNLzkAtdvOxjtf4qaW3wFwaNOBvLv+nVy98lpOmP4FJSAiIiIiUhYDJiHu/gvgFwBmtgQ4w91/PxKBycjpfPEFAOrf9nbmtd0FQEO8gWOmfYpkLKlpeEVERESkrAZrCenm7tsNZyBSOamlSwComT2b5zv+D4BzZp1BMlb0Px4iIiIiIkUrdWC6jDNBLkdq6RsAtM9qojPYyKT4JObUbV/hyERERERkvFISUuUyrS0EqRSJSZNZnmwDYFbtNhWOSkRERETGMyUhVS694k0AambMZGlqGQCza7etZEgiIiIiMs4pCaly6TeXA5smIdsqCRERERGRYdRvEmJmJ5rZW0cyGBl5Xa8vAqBmu+15tmMBADvW7VDBiERERERkvBuoJeTHwN75DTNLmdmnhz8kGUkbX3kJgPYdtmJlZhWT4o3sNGHHCkclIiIiIuPZQEnIWmBawXZykPoyxmx8+SVSS14HYNXMGgC2r9uOeEy3WURERESGz0ALQTwBfMvMZhMmJAAfN7O5AxwTuPuF5QpOhtebV13R8z5YDcA2NTMrFY6IiIiIVImBkpCvAr8BTou2A+BT0V9/AkBJyBgRb2iEljVM/4+vcFvnPwGYpUHpIiIiIjLM+k1C3P1lYB8zawBmAC8D3wBuL9fFzexg4CxgN2AK8CZwH/Bdd38jqnM88Is+Dr/V3T9ZxDX2By4C3gasAn4GXODu2YI6nwPOAxqAXwKnu3uuYP+HgF8Du7h7e8kfdJQKshkA6nbYkaWpuwHYrnZWJUMSERERkSowUEsIANFD96tmdj5wv7u/UsbrNwNPAj8C1gA7AecAB5jZbu7eUVD3Y4RJRN6awU5uZu8B7gJuBc4gTEQuBiYA34rqGHAdYTK0iDBJeT4qw8ySwJXAN8ZTAgKQXbcOgI7GBG+uXgHALhN3rmRIIiIiIlIFBk1C8tz92/n3ZjYVmBttLnL31i25uLvfCNxYUPSwmb0O3AN8GLizYN8/8q0jJfgO4MBxUcvGA2bWCJxjZpe5+xrggDAUvwTAzD4MHEKUhABfA1a4+80lXntUC7JZcu0bIBZjUTLM7WzCziRjRf8jISIiIiKyRUqaBsnM9jSzR4DVwN+iv9Vm9rCZvbtMMeVbODJDOYmZ1QIHAjcVdq0C5gF1wEHRdh3QWbC/MyrDzGYCZxOOjxlXshvWQxAQb2xkTbYFgG1qZlQ4KhERERGpBkX/7G1mewKPRJvXE3ZZgnA8x9HAI2b2AXf/e6lBmFkiimUn4FLgWeDBXtX+ZmZbA8sIW0++4+6d9G9HwmRiQWGhuy82s44obgi7g30/GvexGPgE8NNo3yXA9e7+PONMvitWctIUWjJhQ9a0ZHMlQxIRERGRKlFK35v/BlqB/+fuiwt3mNm5wF+iOodtQRwLAIvePwUc5O6paHs58F3CKYMzwP7AfwLvAA4e4JxTo9e2Pva1Eo5Hwd0fNbOr6Ul6/gz8yMz2BfYDdtmCz9OnbDaLu5frdCXp6AiH13Rff9GrJICuZJLX1iyCOKTWdOGrKxOfDI/N7rtUBd336qN7Xp1036tTJe97NpsdvFKRSumO9S/A1b0TEAB3fx24Bvh/WxjHJ4D3AccDk4F7zWxydO573P1cd/+ju9/v7mcB3wQOMrP3b+H1NuHuXwWmAzu4+wcIu2RdSThL1nozO8vMlkR/Z5XjmpUW6wjH2Af1DayLrQdgcjCpkiGJiIiISJUopSUkwaZjJ3rriOqUzN3zXaYeN7MHCGep+hLwg34OuYlwRq33ELZc9CU/WL6pj31TgZZeMayiZ/atE4F17j7PzA4FTidMkmJRjP9w9z8O9rl6SyQShJNxjbx8tpy/ftvrr7EamDprFl11r0AK3j53D+bUbV+R+GR49L7vUh1036uP7nl10n2vTpW87/Pnzy9ba0gpLSHPAMebWX3vHVHZ8cA/hxqQuy8hTAbeWkT1YIB9rwApesZ+AGBmc4B6YGFfB5nZdMJZtU6Kig4E/uTuL7j7QsJ1TA4sIrZRLbtuLQCJSZNpjcaETE1OHegQEREREZGyKKUl5ALg98D8aAzFC1H5rsBXgLcAHx9qQGa2M+HiiAOtR3JM9PpUfxXcPWVm9wFHm9lFBTNkHUOYnNzbz6EXAfPc/dmCssLEq2Gg+MeK7PpwYHpmSj3tuQ6SJJkUb6xwVCIiIiJSDUpZJ+QOM/ss4exVl9LTChEDVgCfdfc7+zu+L2Z2G/A0YSvLBmB3wvEeS4CfR3XuBR4AngPShOt6fB24090fKzjXOYQLHe5YMG7lPOBR4Fdm9nPCxQrPAS5399V9xLMPcCibDkZ/ADjZzP49+qwHAD8u5XOORvkkZN3ksDGsOTmVWCxWyZBEREREpEqUtDKdu99gZv8L7E3PYoWvAU+6+5as6/E44fS+p0WxvA7cAlzs7vkxG88D/wbMAmqi651P2GJRKE44JqX7SdrdnzSzjwAXAncTrm9yMeEsXpswszjwP8BZ7r624Bx3RKvFXxAVnefud23BZx1V8lP0rosaP9QVS0RERERGSsnLY7t7Gngs+hsSd7+YMCkYqM4pwClFnOu7hFP59i6/j3Acx2DH54A9+9l3LnDuYOcYS/JjQtZOzEIKmpN9jd8XERERESm/klZMl/Ejuz6clndtbRcQdscSERERERkJSkKqUJDJkOtoh3ic1ni4XkhzQkmIiIiIiIwMJSFVKD8oPdE4iZZsuKC8xoSIiIiIyEhRElKFshvCrliJSZNYlQ7XZ9wqOa2SIYmIiIhIFVESUoXy40HijZNYlQlnKp5ZO72SIYmIiIhIFRlyEmJms81sj3IEIyMj174BgOzkcKHCBAkmxSdVOCoRERERqRZFJyFm9hUz+3Wvsh8DiwlXUf+HmalPzxiQbQ8Ho29oqgFgarJJCxWKiIiIyIgppSXkS4SrmgNgZu8HTgJuBr4D7AycVdbopOyy7RvoePYZAFo2hl2xpia0RoiIiIiIjJxSFivcAbiuYPtTwDLgOHfPmtlk4Ajgm2WMT8olCIg98gCLnvorQS4HwOqWRUCShpUbCGYHag0RERERkRFRSktILdBZsH0gcI+7Z6PtF4BZ5QpMyiv2yAPEnvwrQToN2fCWrW8IAJjw8pu03HZzJcMTERERkSpSShLyOrAXgJkZYMD9BfunA+3lC03KJdu+gdiTfyGWSW9Svr4xbPmYtDZD2913dI8VEREREREZTqUkIb8BvmhmtwF3AmuAOwr27wm8WMbYpEw2PPUE9NHVau3kKAnZEEA8zoanHh/p0ERERESkCpUyJuQioB44nHAsyL+5+3oAM2sG9gMuLXuEMmTZtW2QTm9W3jI1TEKaWwOCVCqsJyIiIiIyzIpOQqKxH9+K/nrvawE0Pe8olZjSBDU1myUia5rDJGRaS0Csti6sJyIiIiIyzLRiehVo3Ou9EASblHVMgM6JMWq7AhrbgVyOxr32qUyAIiIiIlJV+m0JMbOzt+B8gbtfOIR4ZBgkGhoJ9v4XePKv3YPTW/KtIK0B8do6mg45jERDQyXDFBEREZEqMVB3rP/egvMFgJKQUSj4wH4AxJ54DLJZVueTkLYYTYccRvMRR1UyPBERERGpIgMlITUjFoUMv1iM4IP7s/Uuu7Dqup+ydk4T0MFb9jyYadscXenoRERERKSK9JuEFCxCKONILBoa0rptPdDBNg2zKxqPiIiIiFQfDUyvMrlUFwAvN60HYGbNjEqGIyIiIiJVaKCB6fduwfkCdz94CPHIMMt1dfHGNjHa6sJkZEbN9ApHJCIiIiLVZqAxIfWEA81lHAk2buSa/6jr3p6a0NogIiIiIjKyBhoTsu9IBiIjI9fVtcl2LBarUCQiIiIiUq00JqTKpFKd3e8v2/6iCkYiIiIiItVqoO5YmzCzbYup5+7LtjwcGW4rE2u738/UeBARERERqYCikxDgDYobI5LYwlhkBHTmNgLQnGskHlNDmIiIiIiMvFKSkC+xeRKSAHYEPgcsBn5WprhkmHQSJiEzaa5wJCIiIiJSrYpOQtz92v72mdlFwNNojMmotzEIB6ZPjE+scCQiIiIiUq3KkjS4eythK8g3y3E+GT4bSQFKQkRERESkcsrZcrEemFPG88kw2BiLkpBEfYUjEREREZFqVcqYkH6Z2daEY0ZeLfG4g4GzgN2AKcCbwH3Ad939jYJ67wIuB/YmTHZuAM52987NTrr5NT4N/BfwVmAJcJm7X92rzpnA1wnHvFzu7pf02n88cDKwt7vnSvmMo01n0AXEmFjbWOlQRERERKRKlTJF77397JoK7A7UAkeXeP1m4EngR8AaYCfgHOAAM9vN3TvMbHvgAeAp4OPALOBSYDpw7CAxfwy4Efgh8FXgA8CVZpZx959FdQ4AzgO+AsSAa8zsaXd/INo/BbgQOGKsJyAEOe5/f7g4YS6p4TsiIiIiUhmltITUs/nsWAGwDHgY+Km7v1jKxd39RsIkIe9hM3sduAf4MHAncBqQIkwC2gHMLAXMM7ML3f25AS5xPnCXu58SbT9oZrOA75nZde6eBQ4G7nP366JzfwI4hDDxAfgecLe7P17KZxuV0pnuO/5S1yuVjUVEREREqlYps2PtO5yBFFgTvWai148Ct+cTkMitwHXA4UCfSYiZzQHeBvReFnwe8EXCrl1/BeqAwm5dnVEZZvZ24BjClp6xL5PufvuZaUdVMBARERERqWZlGRMyVGaWIIxlJ8KuVs8StlrUEw52X1BY3927zOwVwrEk/cnvW9Cr/PmC/X8l7A52pZntQThQ/wDghKjOlcC57r5ySz7XqJNOU5MKSNfG2L5udqWjEREREZEqVXISYmYHErZO7BAVvQbc6e79jRkpxgLAovdPAQe5e8rMtiIcp9HWxzGtMOCKe1Oj197Htkav+WNvBD4BPBNt3wr81syOAyYDV1Mm2WwWdy/X6UrS0dFBsGoZ6eYYBAEPvfQIb2FuRWKRkdPR0QFQsX/upDJ036uP7nl10n2vTpW879lstmznKmVgegNwE3AoYWKwPtr1UeBkM7sH+FSvblPF+gQwiTAROQu418xGpPtXNC7kCDObDQTuvtTMJgEXEw60j5nZZcBngA7gPHe/fiRiK7eXJi4N38Ri3BD/X47NHcUOmlVZREREREZYKS0hlwCHAd8HrnD3NwHMbCZwKuEA8kuAE0sNwt3zXaYeN7MHgEWEU/5eFZU39XHYVMJWmP7kWzx6H5tvIWnpFcMbBZvfBf7k7o+a2QmEs3K9G9gR+JOZPVUQc9ESiQRmNnjFYfBHv5c/NPy9ezsdy3BD8hbO2OZUdq/ftSIxyfDL/0pSqX/upDJ036uP7nl10n2vTpW87/Pnzy9ba0gp87QeBVzv7mfmExAAd3/T3c8AfhnVGRJ3XwKsAt7q7h3AYnqN/TCzOsKEYOEAp8rv6z1uZLde+zdhZrsBnwdOj4oOBG5z92Xu/mfCblv7FfdpRocFHQuZF7+ZTHzTGYZTQYqLl1/Ogo6BvkYRERERkfIqJQmpJRzE3Z8ngZqhhQNmtjMwA8jPIXsH8LFokHreEYQzWP2hv/O4+yLCsSbH9Np1DLCS/j/Lj4HzCxMtwumJ8xoG+QijyoKOhVy8/HLSsUyf+5WIiIiIiMhIK6U71oOELQDX9LN/v6hO0czsNuBpwtaFDYRT4X6TcGXzn0fVLgGOA35nZpcC2xLOoHWTuz9bcK6fA59398LP9O3ouMuA2wkXK/wicJK7b/ZUbmZHEyZAPy4ofoBwXZEHgbcAO5f6OSsln4CkgtSA9fKJiLpmiYiIiMhIKCUJORG428yuI1yBPD8k34BTCB/ODy3x+o8TDv4+LYrldeAW4GJ3bwFw98Vmtj+QTyTWE671cVavcyWiv27ufpuZHQt8CziJMLn5mrtvlkhFA+9/AHy2V4LyE2AXwuSrHfjyIAskjhpXr7x20AQkLxWkuHrltVw599JhjkpEREREql0sCHovgt43M8uvdJdg85XTY0Au+isUuHvdkCIcJ55++um2RCIx5Z3vfOeIXbPYlhCA2litWkLGIQ1arE6679VH97w66b5Xp1EwMH3tnnvu2dekUSUppSXkJjZPPmQU271+V87Y5tRBExElICIiIiIykopOQtz9uOEMRIZHPhG5aOmlfQ5OVwIiIiIiIiOtlNmxZIzavX5Xjs0dRaLXtM5KQERERESkEpSEVIkdmMNer0zu3lYCIiIiIiKVUsqYEBnjpm4Ic84JQQ2nbasEREREREQqQy0hVSRD2B/rw9l3KAERERERkYpRElJFstEMysn4kBe2FxERERHZYv0mIWZ2s5n9v4LtfzGzaSMTlgyHXNQSoiRERERERCppoJaQTwJzCrb/DBw8vOHIcMrGwmVeauK1FY5ERERERKrZQEnIcqBwKcbYMMciwywbC7tjJRJqCRERERGRyhlodqw7gG+Z2aFAW1R2ppkdP8AxgburtWSUysY1JkREREREKm+gJOQ/gVZgf8IWkQCYBUwd4JigfKFJWS17g2ymC0gqCRERERGRiuo3CXH3duDM/LaZ5YCvuvsNIxGYlFfilz8je3iYfNQoCRERERGRCiplscIDgWeHKxAZftlE+JrUmBARERERqaCikxB3/xOAmU0G9gN2iHa9BvzJ3deXPzwpp2w0DYG6Y4mIiIhIJZXSEoKZnQhcBDSw6WxZG8zsDHe/upzBSXl1t4Roil4RERERqaCiV0w3s08DVwIvA8cDe0V/nwdeAq40s6OHIUYZomz7hvA1SkLi6VwFoxERERGRaldKS8g3gaeA97t7qqD8aTO7iXAxw9OAm8oYnwxBEAS03HYzbXffQRCLdSchLT+7mjW7LaH5iKOIxbT8i4iIiIiMrKJbQoDdgHm9EhAAorJ5UR0ZJVpuu5m2P95JkE5DEPDqDmEWEu/K0PbHO2m57eYKRygiIiIi1aiUJGQjA68R0hzVkVEg274hbAFJhTnjCzv13OpEDoJUira77yDb3l6pEEVERESkSpWShDwMfNXMdu+9w8x2A04GHipTXDJEG556AuI9t/e1OQVJSDZ6E4+z4anHRzgyEREREal2pYwJORt4HPiHmd0NvBCV7wocArRHdWQUyK5tI+jq6t5OFIxFzychQSpFdm3bCEcmIiIiItWu6JYQd19IOBvWHYQLF54W/e0P/AF4r7u/0P8ZZCQlpjQRq6vr3o4XJCH597HaWhJTmkY4MhERERGpdiWtE+LuLwJHmlkCmBkVv+nu2QEOkwpo3Ou9rJ53ffd2Iht0v8/PkkUuR+Ne+4xoXCIiIiIiJSUheVHSsbTMsUgZJRoaaTr0o+HsWKkU01p6kpB4DmK1dTQdchiJhoYKRikiIiIi1WiLkhAZG5qPOAognCUr3pOETF+bpOnQw7r3i4iIiIiMpFJmx5IxJhaLMe3Io5l7xdXkmpsBeM/yZna44hqmHXm0FioUERERkYpQElIFEg2N5CZPAqBm0hR1wRIRERGRilISUiUCwu5Ycd1yEREREakwPZFWiVwsTEJiqAuWiIiIiFRW0QPTzex3wPXAXe6eGeqFzeyTwLHAnsBWwCLgl8Dl7p6K6nwIeLCPw5929/cUcY13AZcDewPrgRuAs929s6DOwcAPCaccvg04yd07CvbvDPwVeLu7j9kZwdQSIiIiIiKjRSmzY+0LfBxYY2Y3AL90938M4drfJEw8TgfeBN4HfAd4N3B0r7pfBp4p2N4w2MnNbHvgAeCpKO5ZwKXAdMLkBzNrBm4GriVMdq4CzgTOKTjVj4GLx3ICAj0tIXG1hIiIiIhIhZWShGwDHAZ8jjAp+KqZPU/YOjLP3d8s8dqHu/uqgu2HzCwALjSz09z99YJ9z7v74yWe/zQgBRzh7u0AZpYC5pnZhe7+HGHiEwNOd/esme0GfJIoCTGzI4E5hK0pY1o+CUmoJUREREREKqzoJ1J3z7r7H9z9U4Rdl04E1gGXAEvM7C4zO8rM6oo836o+ip+OXmcVG9cAPgrcnk9AIrcCXcDh0XYdkCpY8b0zKsPMJgKXAV9193QZ4qmonLpjiYiIiMgosaUrpq8FfgL8xMzeApwPHAUcDKwzsxuBK9z9xRJP/QEgC7zUq/xWM9sKWA38HjjT3Vv6O4mZ1RO2YCzoFXeXmb0C7BYV/R1oMrNjgT8RtvI8Ee07G/ibu99X4mcYlQINTBcRERGRUWKLV0w3sybg08DngfcCGwkHdncRPsz/h5l9wd1/XeT5DDgV+IW7r46K1xK2tDxCOA7kfcBZwD5mtpe7d/VzuibCblZtfexrBZoB3H2RmZ0F/IqwVeg54Fwz2xE4CXhnMbEXK5vN4u7lPGXx1w5yAHS2d1QsBhl5HR3hHAu659VF97366J5XJ9336lTJ+57NZgevVKSSkhAzSxCOC/k88BFth+49AAAgAElEQVTCrktPAF8Bfuvu66J63wD+l7CFZNAkxMymEbZwLAG+kS+PBr4XDn5/yMyeA24nbHkpKsEZiLtfYmY/A7YGXnH3nJndAVzq7q+b2fHAt4EGwtm1Ti/H7GAjLd8dKxaoJUREREREKquUKXp/SNjysRXhbFY/BK539xd613X3VjO7nrCFYbDzTgLuBhqBf8knMgO4A2gH3kP/SUi+BaSpj31Tgdd6xduWP8bMDgcM+ISZ7U7Y7Ww/wpm8HgVeBK4ZJMY+JRIJwgafkffgi2HyMXnS5IrFICMv/yuJ7nl10X2vPrrn1Un3vTpV8r7Pnz+/bK0hpYxS/jLwMOGg7u3c/cy+EpACjwFfHOiE0SD23wM7Agf1mhFrMEF/O6J1PhbTM/aj8Ho7Agv7iWcCcAXw9air1/7As+7+WDRF763AgSXEOGrkG0DiagkRERERkQoraYped28ttrK7vwb8vL/9Udeu3xIuJLi/uz9f5Kk/Rtg16qlB6t0BfNLMTilYfPAIwi5kf+jnmNOB59z9roKy+oL3DUXGOOp0z44V0+xYIiIiIlJZpSQhgZnt1l+yEK2xsTSaOasY/wP8K+GaHDEz26dg3yvuvsrMfgO8SjiLVX5g+umE40T+t+DanwOuI0xmHo6KLwGOA35nZpcC2xIuVniTuz/bR/xzga8TdvPKewi4wsxOI+yOdQzhrFljThDTFL0iIiIiMjqU8kR6KQOP8fgl8P0SzndI9Hoe8Ndefx+J9i0gbL34FeG4kX8HfgZ82N1TBeeKAwnomX/W3RcTdqeaSDiQ/RJgXnSOvlwB/Dhqwcmf4xnCQfdfJRwH8mvgpyV8xlFDK6aLiIiIyGhRSkvI/gzQvYpwbEd/D/ibcfe5RdS5ELiwiHrXE67c3rv8aeCDRcbzr/2U/5QxmngU6m4JUXcsEREREamwUp5IZwLLB9j/JrDN0MKR4ZIfxa+WEBERERGptFKSkBZg5wH27wIMNr2uVEhOY0JEREREZJQo5Yn0PuDLZrZT7x3RaudfBO4vV2BSXvnuWDElISIiIiJSYaWMCfku4Roh883sV8BzUfkewGeBLsKZrmQUykW9sBJKQkRERESkwopOQtz9NTPbF7iKcOHCQg8DJ7n7K+UMTspH64SIiIiIyGhRSksI0RohHzKz6cBbo+KX3X1l2SOTstIUvSIiIiIyWpSUhORFSYcSjzEkiHIPtYSIiIiISKWVnISY2URge6AZNv9Z3d3/Uoa4pMw0O5aIiIiIjBZFJyFmNhm4HDiun+NihMtRJMoTmpRTd0uIkhARERERqbBSWkKuAY4CriYciN46LBHJsMgPTI+pO5aIiIiIVFgpSchHgCvd/ZThCkaGj1pCRERERGS0KOWJNAAWDlcgMrzyY0ISMc2OJSIiIiKVVUoScjfwoWGKQ4ZZe10OgKWxNRWORERERESqXSlJyNcAM7OLzGy74QpIyu+Zlr+zbFoagN8n/sIzLX+vcEQiIiIiUs1KGROyLHp9B3CameUgGu3cI3D3urJEJkMWBAGP33s1V23/BEFN2A0rEw+4ZMUPOfGp97LPQScQU/csERERERlhpSQhN7F50iGjWD4BSddsmmika2Jctf0TcC+87+ATKxSdiIiIiFSropMQdz9uOAOR8nqm5e99JiB5+USkoeV9/P/27jxMrqpM/Pi3E0g0QTYRRXSAH8jLJoowCAiyichAGFBmAHX8uaIsKrIOwrCpYEYWdcggm6KCyOLCIo7ggoCgKA4yAr4iY4IyyBpkJEig0/PHuRWKopeqTm3p/n6eJ0913XPq3nPr1K3ct8628cqbdLl0kiRJmsycr3UCumPBXZzy8JwRA5Cap5cd4JSHz+COBU56JkmSpO5pKQiJiDUj4osRMS8iFkTEdtX2VSLi7IjYrCOlVEvOfPBcFk4ZbCrvwimDnPnguR0ukSRJkvSspoOQiAjgVmAv4G5geu31mfkw8LfABztQRrVo/1Xfz7RFU5vKO23RVPZf9f0dLpEkSZL0rFZaQj4NLADWB/YBGvv6XA1s06ZyaQlsOGN9DlvlQJZ9evR5BJZ9eojDVjmIDWes36WSSZIkSa0FIdsCczLzPoafJWsesHpbSqUltvHKr+OAe18/YiCy7NNDHHDv6x2ULkmSpK5rJQh5ATB/lPQVgEVLVhy10xZv3n/YQKQWgGzx5v17VDJJkiRNZq0EIb8BthwlfVfg9iUrjtppYGCALXc+gMNW3J+BRSUQWWbRFA5/6cFsufMBLlQoSZKknmhlscKzgDkRcQNwZbVtKCKWBz5JGQ/iWiJ96NUrb8LK84Z4ZJUB9p2ys12wJEmS1FOtLFZ4VkS8GjiHMkAd4DJgRcog9c9n5kXtL6KW2MAA058uf649xWE7kiRJ6q1WWkLIzIMi4iLK7FjrUoKP3wEXZeYNHSif2mBgyhSGqp5XAwOuTylJkqTeaikIAcjMnwA/6UBZ1CnPCUIcByJJkqTe8mfxyWBgYPGcygPPW95FkiRJ6q6mW0Ii4pomsg1l5s5LUB51wMDAwOKWkCkGIZIkSeqxVrpjzeD5ixROBdYCXgrcA/yplYNHxF7AO4BNgVWAucCXgdMzc2FdvrWAzwE7AAuBK4BDMvPRJo6xI2W1942AhygD60/KzMG6PO8CTgRmVsc/IjMX1aVvB3wVWC8zn2jlHPtFLQgZdplJSZIkqYtamR1r65HSIuLtwKnAh1o8/mGUwOMISgCzJXAc8Dpg72rfLwJ+BDxcbZsJzAauiIhtMnPE2+qI2Ay4GvgGcCQlEJlNWXjx6CpPAF8EjqrKcg5wZ7WNiFgGOAM4dGkNQABqDSC2g0iSJKnXWh6YPpzM/FpEbAWcDry5hZfOysyH6p5fFxFDwMkRcXhm3gvsB6wGvCEz7wOIiD9SBsfvClw1yv6PAxJ4Z9Wy8cOIWA44NiJOy8xHgDeVU8jPVPveHngLVRACfAR4IDMvaeG8+s7ilhDXtJckSVKPtXNg+u3AVq28oCEAqbm1eqwtaLEbcH0tAKledxOl1WLWSPuOiGnATsDF9V2rgAuB6TwbLE0HnqxLf7LaRkS8DPg48OHmzqh/1ZqLHBMiSZKkXmtLS0hlK557Mz9ebwQGgbur5xsAwy2CeGeVNpK1KcHEHfUbM3NeRCyoe+0twL9W4z7mAW8Dzq7SPgOcn5l3tn4azzc4OEhmtmNXLau1hPzP/9zHU8/0pgzqvgULyrqivfrcqTes98nHOp+crPfJqZf1Pjg4OHamJrUyO9bbR0haiTJgfE9gzpIUphqf8THgS5n5cN3+Hxsm+3xgzVF2t1L1ONJrVwbIzBsj4kzKuBOAG4DPR8TWlPNar5Vz6FeL1wlxYLokSZJ6rJWWkAtGSXsU+BTwifEWJCJeDFwO/AE4dLz7GY/M/HBEnAjMzMy5ETGVMhj9iMz834g4Cjigyv7vmXnyeI4zdepUSpzVfUO/KI+veOXf8Mq1elMGdV/tV5Jefe7UG9b75GOdT07W++TUy3q/7bbb2tYa0koQ8qphtg0B8zNz/pIUopoB67vAcsBWmfl4XfJ8YMVhXrYSJfgZSa1MTb22Gp9SG6NyAPB4Zl4YEbtQZu/akjK51E8j4j8z8z9GP6v+MlStlL7MjOV6XBJJkiRNdq1M0XtPJwoQEdMpLSBrA9tUM2LVu4vhx35sAFw7yq7voawpsgHw7brjrUFZ8+SuEcqzKmVWre2rTTsBP8jM31Tp11bblqog5MnllgEGWXblVXpdFEmSJE1y7Zwdq2VVt6evA5sDfzfCAPCrgG0j4uV1r9uCMh7kypH2XS12eC2wd0TUn+e+lOBkpBXgPw1cmJn/VbdtRt3fM0c8oT71zNAzLJxams4GBpwdS5IkSb3VysD0u2l9ve2hzBytw9ocYA/gWGCgCi5q7qm6SJ1NmSL38og4nhIQzAZupm6NkIg4ttrP2pk5r9p8InAj8JWIOI+yWOGxlBXZawPf689xC2AXnjsY/YfAQRHxXkp3rDcB/9bc6feHJxf9dfHfA07RK0mSpB5rpSXkZ8BTwDqUYOQ31b+hattfqzz1/24ZY59vqR5PpAQV9f92BajGh+wAPABcTAlKbqQsdFgfFE0BplK3KHhm3lLtZz3KmJMjKQHM0Y0FqVpL5gBHZeaf6/ZxFWXQ/UnV44mZefUY59VXBp7zt0GIJEmSeqvV2bFmUW7+v1OfEBGzqvTDM/N7ze4wM9dsMt89lEULR8tzPHD8MNuvZfSxI7V8i4BNR0g7ATihiaL2qYG6vwxCJEmS1FuttIR8EjizMQAByMwrgbMoLQXqM7aESJIkqZ+0EoRsSFnDYyT3MvoK5uqR+sDDgemSJEnqtVaCkPuBPSPieXex1XiKt1LGbajf1AUeU2wJkSRJUo+1MiZkDvAZ4JqI+Dfgt9X2oMxetS1l4Lf6mkGIJEmSequVxQpPjYjlgKMos1XVDABPA5/MzFPaXD61wcAIf0uSJEm90EpLCJl5QkTMoUytu0a1eS5wTbWmh/qcA9MlSZLUay0FIQDVIn8XdKAs6gYHpkuSJKnHWg5CIuKNwI7AqsBnMzOrblobA3fUL/QnSZIkSY2aDkIiYhplxfLdKUMLhoBLgaSMCbkSOA3XCuk7Q2NnkSRJkrqmlSl6j6WsmH4IsBF1Y5wz8yngsipdfWxqS1UuSZIktV8rd6RvB87NzM8x/HogvwH+X1tKpY6ZPmV6r4sgSZKkSa6VIGR14BejpC8All+y4qgjhkqHrOlD03pcEEmSJKm1IORB4JWjpL8WuHfJiqPOcmYsSZIk9V4rQciVwH4R8bLGhIh4PfAe4FvtKpgkSZKkiamVIOQ44K/Ar4BTKJMufSAivgHcAMwDTm57CbXEhpwfS5IkSX2k6SCkWhH9b4HLgT0ofXv2BnYCvgq8ITMf60Qh1R52xpIkSVI/aGmxwmq19P0i4oPAyyj3tQ9k5mAnCidJkiRp4mkqCImIGcC3ga9l5vmZOQTc39GSqW3sjCVJkqR+0lR3rMxcAGxBiy0n6jd2yJIkSVLvtTIw/SbKmBBJkiRJGrdWgpCDgd0i4pCIeGGnCqROsEOWJEmS+kcr3auuqPJ/BpgdEX8CnmzIM5SZ0a7Cqb3sjCVJkqR+0EoQ8iDwAPDbDpVFkiRJ0iTQdBCSmVt3siDqHDtjSZIkqZ+0MiZEkiRJkpbYqEFIRFwTEdvXPZ8aEa+LiJmdL5okSZKkiWislpA3AavVPV8R+Dnw+o6VSG03ZIcsSZIk9ZHxdMdykqWl1IBVJ0mSpD7gmBBJkiRJXWUQMinYHUuSJEn9o5kpeteLiDdWf69QPW4cEc8Mlzkzr2/24BHxCuCfgc2B1wDTMnOgIc+awO+HefkjmblKE8dYC/gcsAOwkLLo4iGZ+Whdns2As4F1gB8C78/Mh+vSXwzcBbwlM3/Z7PlJkiRJer5mgpCjq3/1TuP5P68PVNumtnD8dYC9KIPdbwFGW4vkeOB7dc+fHmvnEfEi4EfAw8DewExgNnBFRGyTmUMRsQxwKXAjcFSVfhrwrrpdnQRcZgAiSZIkLbmxgpD3dPj412fmywAi4hhGD0Luycyftrj//Size70hM++rjvNH4CfArsBVQABrAptn5kMRsQJwRm0HVSvJHsD6LR67bwzZG0uSJEl9ZNQgJDO/3MmDZ+aiTu4f2I0S6NxXd8ybImIuMIsShEyvkp6se5wOEBEDlIDkmPruW0srZ8eSJElSP2imO1a/OD0izgceB64BjszMeWO8ZgPgomG231mlASTwZ+DDEXEWpfXkZ1XaeymD989bsqIXg4ODZGY7dtWSv/AETIWhoaGeHF+9s2DBAgDrfZKx3icf63xyst4np17W++DgYNv2tTTMjvUUcCbwAcrg8uOA7YCbImKsgekrAY8Ns30+sDJAZj4BHFDt9xHKAPlDImIlyliQg7rQYiNJkiRNGn3fEpKZ91OChJrrI+IG4BfA/sAn2nCMr0XE5cArKGNPnomIM4ArMvOWiNgFOAV4KfAd4MDM/Eurx5k6dSoRsaTFbdljz/wZ5sLAwACxbvePr96p/UrSi8+desd6n3ys88nJep+celnvt912W9taQ/o+CBlOZt4WEb8FNhsj63xgxWG2rwQ8Z4xH1SKSABHxWspsWutHxEuAS4D3AdcC/wEcQ5laWJIkSVKLlobuWKMZa96nu3h27Ee9Daq056kbjH5ctVbIlsBTmXlJZs4HvgrsNP4i90J5mxbwJHcsGPa0JUmSpK5ZKoOQiHgdsC5lfZHRXAVsGxEvr3vtFpQpea8c4TX/BMwAvlC3bVpE1NY/mTmeMvdSPnk3AEMDQ8y+/3QDEUmSJPVUz7tjRcRe1Z8bNjyfm5m/iIhTq+c3U7pQbQx8HLiPMmC9tp9tgR8A783Mr1SbzwY+DFweEcdTgovZ1b6uGqYsKwCfBt5WNxj9Z5QFGGdHxHXAgcDXl+ysu+eOBXcx58GzFz9fOLSQ2fefzpGrfYwNZyy1S59IkiRpKdYPLSGXVv/2aXh+UPX8DmBb4BzKiumHAVcAWzas3TFACRYWn1NmPk6ZUesB4GJKUHIjMCszh+vKdQJwTWbeXLePB4C3A38PXAjcQBsGw3fDHQvuYvb9p7Nw6LmLy9cCEVtEJEmS1As9bwnJzFFX0MvMLwJfbGI/18HzV+PLzHsoixY2U5aDR9h+OXB5M/voF88GIAuHTbdFRJIkSb3SDy0harOxApAaW0QkSZLUCwYhE9CZD547ZgBSs3BoIWc+eG6HSyRJkiQ9yyBkAtp/1fczbWBaU3mnDUxj/1Xf3+ESSZIkSc8yCJmANpyxPkeu9rExA5FpA9McEyJJkqSuMwiZoMYKRAxAJEmS1CsGIRPYSIGIAYgkSZJ6ySBkgqsFIssOldmYDUAkSZLUawYhk8CGM9bnHYv+kRWGljcAkSRJUs/1fLFCdcdarMEhiw4kZkSviyJJkqRJzpYQSZIkSV1lECJJkiSpqwxCJEmSJHWVQYgkSZKkrjIIkSRJktRVBiGSJEmSusogRJIkSVJXGYRIkiRJ6qqBoaGhXpdhUrj11lsXAQNTp07tyfEHBwcB6NXx1RvW++RkvU8+1vnkZL1PTr2s9+rYQ5tuuukSN2S4Ynr3LAKmDA4OPt7LQtQ+uJpcrPfJyXqffKzzycl6n5x6VO/LU+5pl5gtIZIkSZK6yjEhkiRJkrrKIESSJElSVxmESJIkSeoqgxBJkiRJXWUQIkmSJKmrDEIkSZIkdZVBiCRJkqSuMgiRJEmS1FUGIZIkSZK6yiBEkiRJUlcZhEiSJEnqqmV6XQB1VkSsBXwO2AFYCFwBHJKZj/a0YBpVROwFvAPYFFgFmAt8GTg9MxfW5WuqfiNiE+B0YHPgf4GvAR/PzCcb8u0IfBrYCHgIOAc4KTMH23+WGktELAP8Eng18E+ZeUFdWlvrNCL2AY4B1gH+AJyWmWd26NQ0jIh4K3A4sDHwNPBr4IOZeUeV7vU+gUTEHsA/A+tT6vPnwDGZ+cuGfG29hiPiw8DBwOrAb4ETMvMb7T07AUTEKyh1vDnwGmBaZg4Mk+8lwGnAbpR78x8AH8nMexvyTajvAFtCJrCIeBHwI+DlwN7Ah4BtgSsi4nkXgfrKYcBTwBHA3wFfBY6rHoHm6zci/gb4IeUL6++BI4F3AefWHzAiNgOuBu4GdgVOAT4OnNiJE1RTPgq8pHFju+s0InYHLgK+D+wCXACcEREfaO/paCQR8VHgYuB6YBbwdsqNyAurdK/3CSQidga+CdwD/AOwH/Bi4AcR8cq6fG29hqsA5HTgS8BbgB8Dl1blUfutA+wFPADcMlyGiJgCfAfYCvgA5dpfg/JZeGFdvgn3HWBLyMS2H7Aa8IbMvA8gIv4I/ITygbuqh2XT6GZl5kN1z6+LiCHg5Ig4vPp1pNn6PZzyZbRnZj5R5VsIXBgRJ2fmr6t8xwEJvDMzFwE/jIjlgGMj4rTMfKSjZ6znqH5BOw44iNIKVq/ddfop4OrMPLh6/qOIWB34RER80V/GOysi1gb+FfhYZp5Rl3R13d9e7xPLO4F5lBbORQARcWu1bVfgC1W+tl3DETENOB44KzM/WeW7LiKiev33OnnCk9T1mfkygIg4Bth6mDx7An8LbJ6ZP6/y/ooSoL4PqH0nTLjvAFtCJrbdKBfAfbUNmXkTpWvPrF4VSmNrCEBqbq0eV68em63f3YAral9GlW9QWlpmAVT/Oe0EXFz7D7FyITAdePO4T0bj9VlKU/v1w6S1rU4jYg1KU/zXGo5xIfBSSnO+Ouu9lO5X54ySx+t9YlkW+EvD+/949TgFOnINbwmsPEK+TSPi5UtyQnq+hnobyW7A72oBSPW6e4Ebef61PaG+AwxCJrYNgDuG2X5nlaalyxuBQUrTKTRRvxExg9Ks+5x8mfkU5VeW2udgbcoXT2O+ecAC/Lx0VUS8hfKfwOHDpLW7TmuPjZ+lOxvS1TlbUf0iGRFzI+KZiLgjIv6xLo/X+8RyHrB+RBwaEStVLZ9nAPcDl1R52n0Nj5Vv/XGch5Zcs/dqE+47wCBkYlsJeGyY7fMpv4ZoKVE1l38M+FJmPlxtbqZ+VwQGmsi3UvXo56XHIuIFlJuREzLz/mGytLtOR8o3v3q07jtvNWBd4GTgBEpf/duBiyNi+yqP1/sEkpnXUrrhHAs8ShlIvjWwY8N3PLTvGq7l+/MY+dRdzd6rTbjvAIMQqc9FxIuByyn/SR3a4+Ko8z5O6c/7+V4XRF0zBVgO2C8zv5SZ36cMTv01ZbYjTTARsQXwFcpg8jcBewD3AVdHxGq9LJvULQYhE9t8SlTcaCXKLy/qc9VsGN+l3KDsnJmP1yU3U7+1XznGyje/yXzqoKpv9xHAvwAzI2JFYPkqeUZErED763SkfLVfyqz7zqu9x9+vbcjMIcoMNxtVm7zeJ5Z/A36WmR/KzB9k5uWUWa1W5Nkfm9p9DdfyrTBGPnVXs/dqE+47wCBkYruL4fv1bVClqY9FxHRKC8jawJsb5wunifrNzAWU2Vaek6/a99o8+zm4h/Lre2O+NYAZ+HnplrUo/XQvo/wnMR/4VZV2FvBIB+q09tj4WdqgIV2dM1w/75oXVI9e7xPLhpQ1gBarfmT6HfCqalO7r2Gv9f7U7L3ahPsOMAiZ2K4Ctq2f8aJqAl4TuLJXhdLYImIq8HXKrCZ/l5l3DpOt2fq9Cti9GrBWsyflZvdKgGoBxGuBvas5y2v2pXxRXbOk56Sm3AZs3/Bv3yrtJGDH6u+21WlmzqXcBO/Lc+0LPMgIc9urrS6vHhfPSFPV2Y6UBezA632imUtZjHaxiFiesq7E76Ej1/BNlB82hsv3y8z8nyU5IY3bVcCrImLx56FaK2Zrnn9tT6jvgIGhoaFuHEc9UH2h/RflS+h4SnQ7G/gTZZ5pK79PRcQXgA9SBi1e25B8T2Y+1Gz9Vr9s/Ar4KXAqZaGjU4HvZ+Y+dcfcnDIl4CWUmVs2qvb3+cz8586cqcYSEWtSbkoWr5je7jqNiD0pC6edTpkW+I2UOeQPzMzaegXqkGqhsR9TfpU8ijL+632UG4cdM/PHXu8TS0QcAMyhTMt8GaXL7aGUwGSTzLyrytfWazgiDqYsSnccZX2Jt1LWIto1M7/bwVOetCJir+rPtwH7UBanBJibmb+ofnS8hdJN7kjKVLonVs9fXbVuNH1PtzR9B9gSMoFVTbs7UFbqvBg4m2reaQOQvveW6vFE4OaGf7tC8/VbTbm3I2Xl5SuAz1DmAn9v/QEz85Zq3+tRxqEcSflCOroTJ6jxa3edZua3gHcAO1MWLHsX8BEDkO6ortfdKTeRJ1NaRl4J7JKZP67yeL1PLGdSAs3NKGs4fAF4AtiuFoBA+6/hzPwsJdh5X5VvB2BvA5COurT6t0/D84MAqsVgdwF+RgkGLqL8ELFjLQCp8k247wBbQiRJkiR1lS0hkiRJkrrKIESSJElSVxmESJIkSeoqgxBJkiRJXWUQIkmSJKmrDEIkSZIkdZVBiCRJkqSuMgiRJEmS1FUGIZJ6LiLeHRFDEbFmr8si1YuI47v52fRakDRZLNPrAkiamCJiqMmsXwau62BROiYiXgvsAZyfmXN7XBxJkpYaBiGSOuWfGp6/FdgT+BjwcN32e4BbgK8DT3WnaG3zWuA4ShA1t6claVJE7A7ckpl/6uAxNgG+AOyVmX/o1HGGOe6JwGHADZTP2HLA7sBvgZ8D04DXAWsAL8jMwW6VrQVfpc+vhV6+z2N9tiLiI8C6wIPABsC/ZObdzaa3ax+SxmYQIqkjMvOC+ucRsQ4lCPn2CK0G/XhDOKFExDTKDe6bgLYHIRExC3gbMARsDkxt9zHGsCWwbmb+sSrPNpSb449k5veqbdOAH/VbABIRMzPziapcfVW2YXT9fW7msxUR7wP2AbbOzEURsQvwvYjYIDP/OlZ6u/YhqTkGIZJ6LiLeDXwJWKsWoETE8ZRWho2Bgyg3IMsAl1bPpwKnAP8AvBD4FvChzHyibr8zgaOBvYFXAI8A3waOzsz5Y5RpJnAssBewOrAAuBs4NTMvqSsfwI8iovbS92Tm+a0cv25frwUOBv4eWBb4LuXG7k/NlGm086lsVj3+vIm8LcvMK4ErI2I74N2dOMZIql/Iv167Ma5sCzwD/KSujAsj4qfjOMTMiJgD/CMwE/gx5fM2r6EcqwOfAnYBVqS09J0NfC4zh6o8x1Pq+zXAAZRWwpcAAyNcC6N1bdw+M68bx7E3qo496vk06sL7PKwmP1vHALMzc1H1/D8o3w37AOc3kd6ufUhqgkGIpH73FWAe5eb7DcD7gSeBdShdVmrb3wncDxwBEBHTgR8AG1JuxJLSheJAYIuI2DIzR+vy8u/AvtXjr4HlKTeNWwKXAN8EVgP2A04C7qped9MSHP/LwKOUm8S1q7zrR8RmVd6xylJxNK0AAAZsSURBVDSWrYGfZubTTeRd2uxI6aZTb1vg1sz8S8P2P49j/7W6OQF4GXAIcAGwTS1DRLyYUv8vBeYAv6e0EJwOrEkJMOtdCDwAnAisPMqxG7s2AhxJ6Qr08DiPPeb5jKDT7/O4RMS6lPP8dW1bZg5FxB3AThFx02jpwPnt2EeHTk+akAxCJPW7zMx9qr//verWdRDl19i3V9vPjIhXAe+lCkKAjwKbAFtk5n/WdhYR1wFXUm7szh3luLsD52Rm481brVC3R8TNlCDk2tqv0XXGc/w/AzvVurBUNzdnUwKvOWOVaSRVF5LtgZ2BeRFxAXBZZn67lf30s8w8pf55RCxDCc7mDJP3xHEc4t7MfGvd/h8GTq+64dxZbT4S+Btgj8y8vMo3h9L69dGIOCsz76rb533ALrVWipEM07VxP0pLxtGZWbshbvXYzZzPcGXp9Ps8XmtXj483bP9fSuAwVnq79iGpSU7RK6nfndXw/GZgADhnmO0vjojlq+f7Uga8/yEiVqn9A34KPEH5RXc0jwGvj4hXjrPc4zn+GQ196M+nBCa7LUmZMvM8StAzlXLj+s6JFICMYFOe7WbUDo032bX9rl23bXdK0Hx5bUMVYMyuns5q2McZYwUgjSJia+AM4NLMPGkJjt3M+TSj3e/zeK1UPT7RsP0vVdpY6e3ah6Qm2RIiqd/d2/D8sTG2r0T5pTIofbUfGmG/q45x3EMpMxXNi4jbgWsprS+3NlPocR4/n/Mk8+mI+G9grTaUaUNK962bhy1sxABwGeWGshmHZuYdTebthW2BRcCNbdrf3IbntTE99d2o1qSM42lUa1lYq2H7Pa0UoAo+v0Hp+veehuRWjz234flw59OMMd/nLn22Bhsea5al3OuMld6ufUhqkheNpH430uw6I20fqHu8kdLnfTijDkzPzG9GxI2UX5DfROnqdWhEHNPwC/RIluj4HSjT1sDtmdnYlaS27yHK4P+J4o3AbSOd7ziM9XkbjyebzRgRM4DLKa1Ze9RPwDBO7TqfMd/nLn22asF+Yw+PmZQfKMZKb9c+JDXJIETSRPU7YMXM/P54d5CZDwLnAedFxAuBq4ETIuLUaqD4aF1pxnP8AG5f/CRiWcov2ItnGWqiTCPZhva1CvS1iJhCCbq+2OVD/x5Yb5jt69elj9d5wKuBnTNzuP108tjD6uH7PJz/rh5fWvc3lJad3zWR3q59SGqSQYikieoi4FMRsW9mXlSfEBFTgRUy89HhXlilL5eZi2f3ycwnIyKB7YAXUWbmqv0aPVx/8PEc/6CI+GbduJB3U6Za/U4LZRrJG4DDq+PvDszLzF/VlWkidcd6DbAC3R+ncCVweETMqqaUrb2vR9SltywijqJMAXtwZv6wm8ceQ1Pvczc+W5k5t7oW1qPqclgF8RsB542V3q59SGqeQYikieo0YFfgwmqhs9qA9rUpXUOOYeQpNV8E3BcR3wJ+RZnKdBPKLFXXZGZtxfdbKa0hR0XEipTuNT+rfqkez/FXAK6NiG9SpiA+kNKn/9wWyjSSlwB3Vt16tsrMK+oT29xlZkrD42IR8UHg45RZw+5vJX2s19bZnlIvN4yUoVp748eZud3op9KS2ZQ1YS6JiDMo4y5mUWYl+1zD7FRNiYiNgE9S1oN5JCLe2ZDl2sx8oBPHbsKY7zN077NFaZF5N2WdFShroDwKXNxkerv2IakJBiGSJqQsqxvvSBnMvS9lQbi/UtYc+Row0i/KUBYBPIMy7mJXYDplIPxJwL/WHeP3EXEgcBhltq6plAHDvx/n8f8/ZT2HEymDXb9NWazwrxGxqJkyjeIkyrTBDzaZv2URsS1l+uTXV5u+GxH/CZxYN+3rFOAFjDz2YLT0EdMi4hWU83ohsEOV58sR8ThwTH0XpohYrvpztECmZZn5SERsRXmv302ZCOC/KWtwfHacu12Fct6vokxK0Gh74IEOHft5Wnmf26nJz9apwAoRcTZl+uPXULqvPdFkerv2IakJA0NDLc0OKElqs7pVrBevkq3OiYhdKd2TXpOZ/9Xr8kjSZOQ6IZKkyWZHytTGBiCS1CN2x5IkTSqZeUivyyBJk50tIZIkSZK6yjEhkiRJkrrKlhBJkiRJXWUQIkmSJKmrDEIkSZIkdZVBiCRJkqSuMgiRJEmS1FUGIZIkSZK6yiBEkiRJUlcZhEiSJEnqqv8Dgf9LIiHiz5UAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.3)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000109 ...\n", " - For #$1$: $B(0.4)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000181 ...\n", " - For #$2$: $B(0.5)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000331 ...\n", " - For #$3$: $B(0.6)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.001118 ...\n", " - For #$4$: $B(0.7)$ ($0.2%$$\\%$),\tfrequency of collisions is 0.002199 ...\n", "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 0 : RhoRand-Thompson ...\n", "- Player # 1 / 2, RhoRand-Thompson\twas ranked\t1 / 2 for this simulation (last rewards = 6369.6).\n", "- Player # 2 / 2, RhoRand-Thompson\twas ranked\t2 / 2 for this simulation (last rewards = 6267.1).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.3)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000108 ...\n", " - For #$1$: $B(0.4)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000226 ...\n", " - For #$2$: $B(0.5)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000793 ...\n", " - For #$3$: $B(0.6)$ ($0.8%$$\\%$),\tfrequency of collisions is 0.007542 ...\n", " - For #$4$: $B(0.7)$ ($0.9%$$\\%$),\tfrequency of collisions is 0.009321 ...\n", "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 0 : Selfish-Thompson ...\n", "- Player # 1 / 2, Selfish-Thompson\twas ranked\t1 / 2 for this simulation (last rewards = 6498.6).\n", "- Player # 2 / 2, Selfish-Thompson\twas ranked\t2 / 2 for this simulation (last rewards = 6347.1).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": "iVBORw0KGgoAAAANSUhEUgAAAyMAAAHvCAYAAABHZgAjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xd8W9Xd+PGPJMs7iR0nTpxNAnyBsCGMliZQNpRZoAR4ILQUyo8WCpQnBGjKatMwW8poCzxljxQSymjYm1JaKAUSwiFkOs6w43gv2ZJ+f5wrR5YlWbJly+P7fr3ycnR17r3n3HN17z33LFcwGEQppZRSSiml+po73RFQSimllFJKDU1aGFFKKaWUUkqlhRZGlFJKKaWUUmmhhRGllFJKKaVUWmhhRCmllFJKKZUWWhhRSimllFJKpYUWRpRSSimllFJpkZHuCPQXIjIH+AuwgzFmbarD90YclOpr/fkcFZEpwBrgfGPMQ+mNTfJE5HrgV/TDYxuPiOwL/A7YB8gHTjHGPNfHcZhD6q/H19PP8qM/HOu+0JfHvj9f01TfGQT3jzkM4PN4QBRGwg4ywEnGmOejhFkEnA5gjHGlaL97AycDDw3EzFX9j4gUAj8HTgKmAV5gPfA6cI8xZnkao9er9Pc0+IhIBvAsEAT+F6gDPk5rpByD7Xzrz8daKdU3Btt1LWRAFEbCNAPnAB0KIyIyAjjB+T47hfvbG/t25m1gbcR3jwJPAS0p3N+QIiLHAz8ETgQajDEFccI+CZyJfWj/tzHmmhTGIwe4EhgF7AIEgKuNMZ+nah/OfvYAlgLFwCLgAez5I8AZwIUiUmiMqUvlfvuReL8nNTDtCEwBLjfG3JfGeES7Hg+2862/HGulFCAi+wB/BE4zxpRGfHcpsDNQDuwG/NIYszLZMFHEuq4N6GfSgVYYeRE4QUSGG2Nqw5afju3/8jL2wbbXGWP8gL8v9tWfiEieMaYhFdsyxrwkIu9iH8yPEZExxpgtUfZ5PDAMWG6MOTIV+47wS+CPxpj1zv5+DbwvIvsbY75OxQ5EZBi2EJ0DHGiM+TTi+2uA+UBKavWUiieFv+Ni5291CrbVbUPkepzyY53K67nqPYMhnwZDGkJE5ATg+9haygMAT8T3P8K+PD3EGBMQkWOBV0RkN2NMc6JhkjHQr4EDrTDyNLZ5y2nA/4Ut/x/gJSC8gNLe7jSy2VYibQPD2qwCvCUioa/ON8Y8lEz7vLBt7c32Jjpe7FvyS40xm+OsOxm4CjgcmIQ92f4FzDfG/CMs3DHO9s40xjwdsY3pwDLgKmPMbc6yPOBa4AfABKASeA641hhTFRHvvYD/B5wKjAZczvrzsXkxHmgEVgK3G2MWxTseEb6NLdEfA0wFOhRGnIf4ccBY7JuAlBKRbOBSbK3ajc7i32KbQVwK/LSL9XcBGkMFmTguxL7V/GFkQQTAGOMDrgvb7vUkeO6G5dOeTny/j/1t/9X57AFuwxbac4AlwE9CN4ae/E6ccF2eo139npwwXZ6TYfvcEdt2/jCgyUnTH2LFMWLdUFx2x57XZwB5wDvOcVkXGbYv8iHMCBH5C11cJxI9XvF+x3GO0Xjg18CxQAGwCvgz8HtjTNAJ8xBwnrPKX5w4rzPGTImxzbjXDBHZFfgSuMAY86CzTj4QSkuhMabeWT4He/3d1RjzVeT1OInzbR42/ydjH/I/xuZ3ePOnPBG5hzjnSdj2urqmduu62dWxTjC/Qsck4fMgiXQldJ+K2GbKjn2MeIfSO2juu12luZtpOMmJQ6f+R05t/ufAL4wxt6ciDd04V3YGfg/MZPu1/i4nXh3uTUlcE7t9/wAwxrwAvCAihwJzogS5DlhojAk4n1/GXvPPBB5KIkwH8a5rzt8Oz6Spuif15rUtZKAVRrZiM+x/cAojzon9HexBPimF+1oMlGAfIn8DrHCWd/qxJOFhYBv25JgGXALs6ryBj1W1NgP7g1kMrMM2JfoR8Kaz3jIn3GtAGXAuttAW7lzsD/5xABHJAt4ApmNvWAZbVXgJcJCIHBwRn8exhYQbgZHOsnuB2c7fZcBw7IXnYGxNR6K+BdyKLUhOBT6MEve/AvcBtySx3UR5sD+s/NACY0ydiFRim0V0ZQX2BnloF+FOxlafPtG9aCbkEew5Mh9byLsAe6Hd0dl3aPk5wCZsgSsVEjlH4/6ekjknRWQU8C4wAnsD2Yi9AD6cZLxDv8cbsIXdK4DHsNeTnuhpPnR5nejGbxii/447EZEibL6MAe7BFrpOBO7EFqh/7gT9E/aac40Th/eA+jjHJe41wxizQkTKgVnAg84638Lep4LO/191ls8Cyo0xX8XYV1fnWw725cZ+wJPYh508bN4fRMe+GF2eJ0nkR3evmzGPdRL5FZLQeZBkuhK9T6X82CdgMN13k5FoGpZiC4OzsQ+Y4c7CNlt+KoVpSOZcKcZe6/Ox58kmbMGm07U+0bil8P4RlVN4moL9fQNgjAmKyHLgSOChRMLE2Hy869rMONHq9j2pD65twMArjIC9ED0lIhOMMRuAs7E/pJdIYWHEGPO5iHyIzfTXjDFvp2CzNcCRTnUazon3Z+yJcU+MdV4yxjwTvkBE/gh8BVwG/NiJr19EHgV+IWHNnUTEjT1GrxpjNjmbuAw7GstB4W/pReRt4AVsYe+BsF2WAceG3rA5TgTuN8ZE3uiSNdx5+F+NLYyEp3M/7JvS/bCFhnd7uK9OnDcAkyP2m4dtErEqhbvaze4u5s0vFYwx5kzn//c6b39+CjxljDnLWX6fiOyE7auTqsJIl+doAr+nZM7JudgL8lHGmNeccPeSfM3ZemPMqWH72grcKbaa/MsktxWup/mQyHUi2d8wRP8dRzMX+8byZGPM35zt3oN9ULlMRP5kjFlhjPnQuVFdA3xojHmsi+0mcs14F1vQCJmFPY9anP+HF0ZiXg8SON+uBPbHnpvhx+kWEYl8A53IeZJofnTrutnFsU4ov8LCJ3oeJJOuhO5TjlQf+64MpvtuMhJNg09EngXOEpF849Q+Os4E3jXGlKUwDcmcK3OxhezDjTFvOmHvxT4cR0o0bqm6f8QyzflbG7G8DlsASTRMJ/GuayISrzDSk3tSr17bQgbiPCPPYzPsbOfz/wB/NbaZS393d+iC6HgIe6H8XqwVjDFNof+LSI7zFsyNrdbcLyL4Q9gC5tlhyw7HVpmFl/pnO+uXisio0D/gn0CDs05kvCMviNXAgSIyMVbcu+K8IWt0PnYojDgX85nGmLewDx5fmzjV6il2FvatwR1dBTTGuIwxhyawzeF0vvCk2p8iPn+Irdq/P8ryIhEZnoqdJnmOxpLMOXkC8GXoRuLEoQ1bdZ+MyAeRd5y/0yIDJqmn+ZDIdSLZ33Bou4k82JyIvXn9LbTAWW+h8/GEBLYRTSLXjHeASWKbwYF92/c2YYUUZ/0d6NnLiTOwLxsejPwiyjFK5DxJND96fN2MItn8SvQ8gATTleQ1INXHviuD6b6bsCTT8CS2mc5JYet8C/tgHF6b3+M0JBmv44FloYKIs76f6E2qEo1bqu4fsRQ6fyOb39aHfZdImFTqyT2pT65tA65mxBjTLCLPAOeIyBvY0Y9+3MVqvUpEPNj2kOFqwn90DtPhgzGtTo3ADnG2nYmtXv4fIDKT10Rsz4jIP7DVw6EH6XOxF96/hQUV7IWnIsZuiyM+R6shuBLb12OdiHyOra5+yhjzSay0RHEQ9oQGWxg5IOy7c9h+EZxJlAcP5y3aM9gq/kRcaboYOldECrAd2i8xxqSyZqQW2wm/N0X2W6nuYnkhKSggJXOOxtsMiZ+TU4C/RwljoiyLZ23E51Cb4u40iQjX03xI5DqR7G8YEq/pm4JtuhEp9CY65vWqC4lcM0IPm7NEZDP2mnAP0AZc5LzACNWc9KQwshP2rXUiD3trIz5HO08SzY9UXDcjTSG5/ErmupZQupK8BqT62HdlMN13E5ZknryFbZ4zG6dZGfalnA97j23fLD1MQ5LxmkL0a320EacSjVusbSZ7/4jFH/E3xMv2Z+5EwqRST+5JfXJtG3CFEcdj2KqkW7An7wcxwsW62HliLO+uiXT+EZ1P7HZ/yfg9tkruHmw6q7BtOOcR/e3QQ8CfRWRP7AP+KcDjpuPoDC7gfWw73GiqIj5HFqowxiwWkfexbxmOwObHlSJynTHmN4kljW+z/c3XamyVcKgzZpsxZouI5GKr9O+NEocgtq9QSji1Mf8H3GBSP+nRCmB/EclKsKlWd87dWCNpxFoeahLR099JsudorLgkc06mQlfHBfo2H5LRnePV6XfclxK8ZizDtu+fhW3jnImtGQk4/z/Y+a4K+KKPop5IviWUHym6bvZUMudBoudZKq4B0aTyN5OMfnnfTVLCaTB2NKengUtEZCS2IHU68LLpOHhIKtLQW+dKOu4h0YQe2iNbHuWx/WE/kTCp1JN7Up9c2wZqYeRtYAO2E9Sv47xhCfXyL4z4QU2NET5SolWkm7GdjsJFewMv2BEgcOLlxb6d+WeUsCFnAo8YYy7tsCGRG2OEfxr7Yz/P2VcenTtmfQMUGGNej7PfLhljyrFV7Q86byz/DtwgIrcn+MA9Mixf1gDjnHbRs9n+hulg7NuClPcXiWIB9gbyLNgRN4wx36Ro289hC1+zSayQ2tNzNxk93Vei52i831My5+RabAe6SBJlWU/1ZT6EJHKdSMlvOIY12BrnSLuGfd8tXV0zjO3E+R7bCyPtzTNF5Ctn+SzgfbN9FJpY4p1vK4HdRcTVk6YwYRLOjxRcNyP1Wn6ReLqSuU+l+th3ZVDdd5OQbBqexA52cDr2GltM5wFXUpGGZOK1FluTFina9T/RuK2NsX6q7h+rnb9jwv4PtjbvmyTCxNIXv5lwfXJtG4h9RkJvxH+KLalFtnkLF6rK+25ogdO057IEdxVqzxe3DZ8xptkY83rEv01Rgv7UadIVMgc7DONLcTYfICKfRCQ06ki0uNRiZ+k9C1s7s9J0Hi7vSezNYHbk+iLicd6MxOSEGRGx3yZsNWcGCTRHcm4I4f18VmPTeRG2Y1boQWMmsNZEGTpXRFwi8qyIvJzgv+lx4nMR8M9QQcRxbgLp2EVEJnUVDtthcj1wq4jsFWU7mSJyU1hbzZ6eu8no6b4SPUfj/Z6SOSdfBKaLyJFhYTKwQzGnWl/mQ0gi14ke/Ya78AKwi9ix9EPbdLG9U+MLyW4wyWvGO9jC3my2N9sKLf8B9uEkfHks8c63Rc4+fhQlrt15695lfqTiuhlDyvMrTKLnWTL3qVQf+64MivtuNySbhn9hm1XNdv7VEzHBNKlJQzLx+ruzv/Drrwc7klOkROPWq/cPY4fVNYS9IHCed3bHTtqcUJg4EnouTaE+ubYN1JoRnM56f+si2GvYh9wHxI5hX4Nt1pOb4G4+wZZC54ntS9AEfGSM6e6bphHAayKyGDuk2iXYdr2Ro96E+xtwnojUA//Fvu26AFvzEiuDH8L2uRiL7f8Q6Q5sx7DHnRtYqDPTNOzxuY74b++HAWUisgT4DNusYh8nXq8aY7bGWTfkGLa3aQb7tiIAlBhjPgtbHnPUnFQ10xKRE7GdKl8TkaudxXnYuUe6ktDQvsaYWmc/S4F/icgi7HH3YR+ufoDt8Bgavrin524yerqvRM/ReL+nZM7JW7CdRZ8TkbuwQzOeTuJ9h5LRl/kQksh1oqe/4XgWYs/HRSJyN/a3eQJwNHbeihVx1o0lmWtGqKAhbJ/7B+x14KKw/3cl3vl2O7YpzZ/FzhXwDyAb+/LjdeDuJNOXSH48R8+vm9H0Rn6FJHqeJXOfSvWx78pgue8CICJB4B3T9cAp3UnDk9gR2/YHlkTp95qKNCQTr4XYa/3zzrU+NLRv6KVdeC1BonFL5f3DHfE35P+whd6/OJ/PwP7en04yTDRRr2vJRz1hfXJtG5A1I4lyRkg4CXtwrsNeID4j+iQ10dZfg71wFWFrYJ6k47CTyToP2/TgRuxboeeAI0z82TYvw46EcCq2Gvjb2DGx43UKetPZTxDboagDZ3+HY4/Hnth5Pm7EPlA/4awfTyP2hrEr9sL1B2wbwd/QReFARHYSkZewb8d+LSI3OHHyYW9Ev3bCXSMiS7E3qG+JyGNim3CllNiRPJ7EvvleEPbvOqJ3kus2p5C1O/YCuyf2ongP9sb8IrC7MabOCdujczfJePV0Xwmdo/F+T8mck05V8EzsQ+ulwPXYNzChSeFSpi/zIUyX14kU/IZjMsZUYuf0WIRN5x3Y4a+vAC7v5maTuWb8F1vog841I2Df2P6nqx12cb41YY/Vbdi0/g5bk+ChG3NJJZgf3b5udrHv3siv0LYTPc8Svk+l+tgnYLDcdxE7CSjYh/KudCcNT2CfC/OIMidWiq47yZwrW3CaZWKbkP0Ke60PTUac9DUxFfcPEZklIn9le8FrqYg8JSK7OZ9vB94XkT+LyK+wv++jTcfJBBMJ00kvPJfG1VfXNlcw2NfNz4Ye2T4LZpeztadwn18DG4wx3+0ysFJKKTWIDMb7rogcj212t5cxpq8GcOh3RORUbLO4b0dpDqcGoEFdMzJUicjh2KY/f+kqrFJKKaV6po/uu4djh0sdMgURsR2hwz9nYGtJqkmghlQNDAO2z4jqTEQOxDYDmoftLN1V20OllFJKdVNf3neNMVf01rb7sXdE5N/YobxHYPt37Af8ooumdmoA0cLI4HIxdiKh5cCFZmDMSq+UUkoNVHrf7V1/xw7QcB62X9FXwAXGmAfTGiuVUtpnRCmllFJKKZUW2mdEKaWUUkoplRZaGFFKKaWUUkqlhRZGlFJKKaWUUmmhhRGllFJKKaVUWmhhRCmllFJKKZUWWhhRSimllFJKpYUWRpRSCjt5mYgcl+549JbBnL7BnDYY/OlLlh4PpQYXnfRQqX5MRKYAa2J8/UtjzM19GJ1+RUQ+AjYBNxhjPu3htqYBc4wxF6ckctH34QFuBa7p65mDB3P6UpU2EfECAWOMP2xZljGmxfn/gE5fAvtJOH0i8n1gqzHmnd6MU4x9p+x4iEghkI19FnIDLuerLYCPFBwPEbkS+A6wwhgzr6dxVmow0sKIUgPDEmBxxLL/piMi/cgKY8ycyIUichRwIXAStrDyrvOVC5iCLdxdYYwpD1vtHuDcKNu6FNgZKAd2wxYAV8aKkIjkAj8CxgBeZ50Fxph/GGP8IvJH4A7g/yWV0l5IX7JpixGXG4CvjTGPpyJ96cw74FvA0yLyFrAVGA8UiMjRxpjWQZA+RCQbuAYoAiqAWuAuY0xbIukTkXHA74ClgEdEFgPnGmPqu0591O2l87d6K/CLKF/5gb2NMctScTyMMbcDt4vIQ7HiotRQp820lBoYPjfGPBbxb1lv7lBE8npz+73FGPMqcA4QAG40xpzj/DsbOAzYH3guFF5EjgY2RjzwICI/As4ELjXG3Ag8DLziPNDFsgA41hhznTFmLvAm8JqI7OjE7WugXESOTWf6upm2DkRkT2AettAViluP0pfmvHMBQeAE4PvAOuBkY0zrYEifiLiBp53tXeKscz1wTKLpM8ZsxBYeznb2f3Z3CyLO9tKZ38OAs4DTgFOBU4D5wO2ha2tfHw+lhiqtGVFqgBCRHCCYTBMREZkMXAUcDkzCvvX7FzDfGPOPsHDXA78C9sK+BTwVGA24wr7bE/gp9kEtA/ir89kD3AacDuRga3F+YoxpCNt+HvZGfxr2jXMjsBJ7418UFm4XoNEYsz7RNMZwEJCJLQy0M8b4RGQZEP5wcS7wxyjbuA5YaIwJOJ9fxqbvTOChGPv1AGPDPn8F5AL7Ad84y+7GHrulCaYlmp6mrztpa+c06Tkf2Bzl656mL115BzDPGBPvexi46TsXGG2MCW2vAvtb/TwiXMz0OTUBdwCPAA3AYyJyXg8fwNN1PDYaY54MfRCRDOz16UcR4fr6eCg15GjNiFIDw5XYB/gmEVkuImcnuN4M7BvGxcDlwG+BHYA3RWT3KOEfB3YEbsQWQMI9gm1+NB94CbgA26b6GaDEWf4c9k1n5Lr3Ovt/AVuAuRn7oH5wRLgVzn56aiawzhizOnyh00b8MOCxsMWHAP+OCLcztplIe+2TMSYILAeOjLVTY8xPjTH7hi3aCfvW95OwMFuBZhGZnlySOuh2+rqbtggXYx8KA5FfpCB9acm7RA3g9P0ceDFsnXpjzHmRBf946TPGbDTGnIl98N5qjPl+Ch6803U87oz4fCXwh1AfobBt9fXxUGrI0ZoRpfq3APAa9iG/FJiIfZh/TESKjDF3dbH+S8aYZ8IXOO2gvwIuA34cEb4M28woGGVbxrnxAtzrND36KfCUMeYsZ/l9IrIT8EPgf8PWPRG43xjz8y7imyoziXjTKiI7YB9snsHGGyeuW6PUNk1z/tZGLK/DPvh0yWkicgn2bfs3EV9/AByPfWDqjp6kr0dpc/LdY4wxIhIrWE/Sl86829fZVwu2lvA3xpjPooQbUOkTkdHY9NwvIv+LrTXYBfhtd9JnjHk22vJuSkt+G2PqwvY3CZhmjFkYI3hfHg+lhhwtjCjVjzlvLY8KXyYiDwKfAr8WkYeMMZE34fD1m8LWy8E2GXJhm2rtF2WVu2MURAD+FPH5Q+AA4P5oy0VkeFjcqoEDRWSiMaY0Tnxdsb5LlDMq0sFApYhc7SweiX2YuNEY83RY8PHYkXMiFTp/GyKW1wMxn8Cd/WcDc7G1UkuwzTgi/RfbzjxpKUhfT9LmwtaKzO0imt1KX5rzzg80G2N+5cRlBvC6iOxijKmMCDvQ0jfZ+XsqcLwxpllEJgJfiMgeUX6T3T4/k5Hu32qYG7HNsWLpk+Oh1FClhRGlBhhjTIuI3AXch72RvxIrrIhkYptM/Q+2ViVctCGDV8XZdWQ/juoulhey/W3llcCjwDoR+Rxb2/OUMeYTUm9/bKHrqvAmKE6N0H9EJCesX8BooCbKNvwRf0O8dHHddN7c3uDs8y7gIxE5KuKBtpLtb3ST1dP0dTtt2H4iDxtj2roI1930pS3vjDHvAe+Fff63U/PzE+DXEcEHWvo8zt+PQzULxphSEdkAXI2twQvXk/MzGWn9rTr7Gg0ch63NjaWvjodSQ5L2GVFqYArduIu6CPd77MPGc9jOnEdj21G/SfTff1OUZSGRN/uulrfXchhjFmP7qvwY2y/kh8C/ReSaeJHvpplAaZS28KuxQ4deH7Y41jWwIsb3eWwvbCXiD8C+wC0Ry7cBI5LYTriepq9baRORCcBIY0xkh+doupu+/pR3YN+2HxRl+UBL3zbnb+TLhipgVozw3T0/k9Ef8vtMbJ+VTv2fwvTV8VBqSNKaEaUGptBbuoq4oeyN9hFjzKXhC0Xkxl6JVRzOcJwPAg86Tcb+DtwgIrdHdhrtoZnA+zG+y8E+pIRsZXszj3ChzrRjwv4PtglJZP8PAESkBNtR/U/GmBucxeucv5Ed9T3YSdW6o6fpSzptjmOBfSLmSxgHXCAihwIXheVjd9OXrrwbhu0A/QdjzG1hXw0DWqOsMqDSB6zFNluKds+PVsvVk/MzGek6HuG+i52bJJ6+Oh5KDUlaM6JUPyYixVGWDceOTFUN/KPTSh0FiPidi8h3iP62t1eIiEdEOrxVdPqyGOzD0bCwsLs4nUm7uy83dsSdTg84IjIVOBRYFLZ4E1Fql4wxa5347RK2vhfYHXg9xu6LsaOKhT8wjXb+ro4IO5KuC5KdpCJ93Uwbxpj7jTFnG2PmhP5hm8I84HwOL1Amnb40510AyGJ74RERGYnNy7eihB9Q6TN2rpQ3gAkRX43Fds6O1K3zMxlpzu9we2MLavH0+vFQaijTwohS/dtCEflARK4XkR87c34sx44Sc7kJm8sjhr8B54jIPc76d2CH5e3uKE7dMQzYKCKPichVIvIjEbkbOzTwq87QmSE9Hdp3H2A4EQ84TmfdxcBH2GZr4fsrdh5eIv0fMCfs8xnY5hpPO9u8SETWOTUiAF8Ar2KbZoWv46Nzn4PRwIaIOP4/ESlzRhLq7fTFTVuM9HUgdq4R2N4fIVx30tdneedstz19zu/occKGYMZOiLeMzgM09Pv0xci7O4GTQ9sTkf2wtQm3JpK+ZPTxuQzdOx4ho+m61qNHx0MpFZ8201Kqf3sV29fiYuzbuTrsSFhzjDFvJLD+ZUAzdhSd87EPzKdhH7QO7YX4RtOIHanmCOwoOVnYPi+/oXNfim4RkSnYOVT2dhbdLCKNzv/zsLUWfwHuCe98bYwJisg/sCOL/TNis7cDI0Tkz9ghj/cCjg4rALqBbJy+McaYgIicBcwTkSznuwnAocaYDyO2PQN4O2KZGzv52ylEjMDVC+nrKm2d0hcRn59h55MBuEnsDNWzzfbZyhNOX5ryLlr6foltNjgc+3CaAcyKMpTsQEhfp7wzxrwjIjcDT4hIGXZ0qkOdmoVE0peMvjyXoRvHI8w3dJ74MVJPj4dSKg5XMBhrFE+llOq/xA5rPCcF2/kucJwx5hc9j1XC+3wbODey467TnO18Y8zvUrivQZu+dKTN2e/bDMH0JbmNQXEuO/t9m54fj5Rcr5QajLSZllJqSDPGvAnsFNmvpbc4TVcqYzzYzCRseNlUGMzp6+u0wZBPXzIG/LkMKT0eSqkYtDCilFJwHXBTH+3rcuDmyIVi54Q5qJfmXhnM6evLtMEQTV8yBtG5DCk4Hkqp+LQwopQa8owxXwCvicipvbkfEfk20GSM+TTK15Ox88Kk3GBOX1+lDYZ8+pIx4M9lSOnxUErFoX1GlFIDkoj8Bzs/wLW99AY2pZzRp34J3GSMiTVR5ICl6RvYBnv6kpWq4yEiV2MHC/nMGDM3RdFTalDRwohSSimllFIqLXRo3zg++eSTNmxTttp0x0UppZRSSqluGA4E9ttvv3753J/WSInI0cA8YDdgBLAZeA243hizISzcPtgJmw7AzrPwBHCNM4tz+PYOx45fvjt2ttT7gd/0oIrVDbg8Hk+fjdwR4vfbKHs80eYTU4OV5vvQpPk+NGm+Dz2a50NTuvPd2X+/7See7hLSSOwEbncBlcBOwHzgCBHZzRjTKCKTgDeBfwMnYSeqOi5xAAAgAElEQVRquh07MdLZoQ2JyP7A34FngbnYAslC7ERH13YzfrUej2fE3nvv3XXIFDPGACAifb5vlT6a70OT5vvQpPk+9GieD03pzvf//ve/+P3+ftvKJ62FEWPMk8CTYYveEZH1wCvAYcBLwFXY2XBPCc2mKiI+4HERWWCMWeas+yvAAOcYYwLAmyKSD8wXkTuMMZU9jW9dXR3V1dUEAoGebqpLzc120t9169b1+r5U19xuNwUFBQwbNizdUVFKKaWUGjT6Y5VNqNDQ5vz9HvB8qCDieBZoAU6A9jHNjwSedgoiIY8DWcBRPY1UXV0dGzZsaC8k9LZhw4bpg28/0tzczIYNG6irq0t3VJRSSimlBo10N9MC2ofQy8A207od+AJ4S0RyseOVLw8Pb4xpEZFV2L4mANOwhY7IcOtEpDEsXLdVV1eTkZHBtGnTcLujl+H8DfXU//sj/DXVeEYUkD/jQDx5+d3aX6jQk52d3e04q9QJBAKsWrWK6upqLSQqpZRSSqVIvyiMYAsRoYZ0/waOMsb4RGQU4AKqo6xThe1zAlDo/O0qXNL8fj/GGJqbmxk2bBg+n69TmGAwSO0LS6h7bSkul5ugrwVXZhYVjz/EsCOPZfgJp+ByuZLab6gpWF/VxKiueTwetm3bRmNjY6/tI7TtUPtSNTRovg9Nmu9Dj+b50JTufA91oO+v+kszre8DBwNzsMOPvSoiw9MaoyTUvrCEutdfhtZWgr4WAPu3tZW611+m9oUlaY6hUkoppZRS/U+/qBkxxoSaV/1TRN4E1gIXAvc6ywuirFYIrHH+X9VFuG3djZvH40FE2juSRzab8jfUU//aUmhtjb4Bn4/615Yy6viT8OTlRQ2yePFiXnnlFQoKCthxxx3Zc889+fLLL5k9e3a3m2kFAoFOzckWLlzIscceS2lpKccff3z78tLSUu677z7q6+u56667om6voqKCBQsWMHLkSLKzs/nFL37RKczVV1/NL3/5S95++23ef/99TjvtNL744gvmzJnTIdwf/vAHjj76aHbeeecOyzdv3sy9997LmjVryM7OpqSkhJkzZ7J582bOOeecbh2HVPJ4PBQUFDB58uRe20e6R9xQ6aH5PjRpvg89mudDU7rz3RlNKy37TkS/KIyEM8aUikgFsKMztO86Ivp8iEgWtp/I486iVdgRt3YDngsLNxnIBVakMo4b71hI4+efJhw+2NrKmkt+BEDunvsw7oq5ncKceeaZHHbYYfzsZz9jzz33BKC8vJxnn32WqqoqZs6cydixY/nwww/58Y9/zIIFC5gzZw5vvfUWa9eupa6ujssuu4zf/e53jB8/np133pmjjz66fTsPPPAAy5cvZ9myZYgI+++/P2PGjAFg4sSJ/OY3v+HSSy9tj8/111/P3LlzycnJAeyJvP/++3PWWWe1h3niiSc67DvkqaeeYtq0abhcLrZs2cKqVau4++67KSkp4eSTTwZg0aJFNDQ0sP/++/P9738fgLFjx3LjjTeyePFiCgsLOeyww/joo4945pln2LBhAz6fj/nz5/PUU09hjKG+vp5rrrmGxx57jJqaGmpraxERqqur2bx5M7feeisXXXQRBx54IOvWrWP27NmsXLmSf/3rX+Tl5XHFFVewePHiTttqaGjA4/EwderU9rgppZRSSqnU6y/NtNqJyM7AGGwBA+BF4ESnM3vIKdgO6y8AGGN82MkSfyAi4WmajS2kvNrb8e6pRYsWcd1117U/rIN9E+/z+Rg1ahTPP/88u+++O19//TW1tbXU1dUxfPhw/va3v7WPvLV8ua1gOuOMM9oLIgDFxcUcddRRnH/++ey+++5cd9117QWRWK6//vr2ggjArFmzqK2t5dprr+Xee++loaEh6r4BDjjgAM466yyKi4sBqKysZPjw4ZxwwgnttSHHHnssCxYs4L333uvy2Oy1115cffXVbNtmK7jef/99fvWrX3H66afz0ksvAXDcccfxy1/+kk8//ZQrr7yS7Oxsampq8Pv9nHvuuVxxxRU88cQTrF+/HhHhvPPOIzMzM+q2jj32WK666io++OCDLuOmlFJKKaW6L90zsC8BPgE+B+qB6cAvgFLgQSfYrcA5wGIRuR0Yhx1x62ljzBdhm7sReB94REQexE56OB+40xizNZXxDq/ZqHn7DbY++QjBlpaY4V1ZWYyafS4jDj08ZpgzzjiDww47DICPPvoIgBdffJHvfve77LXXXlx88cUAHHXUUVx++eX85Cc/IRgMMmbMGH72s5+1b+e1114jP7/jCF5vvPEGjzzyCNOmTeOLL77gkUce4dxzz00qzZmZmfzkJz8BYP78+VRXV0fddzQHHHAAEydO5JlnnuGrr74CaB+RyuVysWrVKp566ikOOOAAjjzyyE7rh4cN53K5CAaDAOTn55OZmdmedq/Xi8/nIxgMEggEaGuzI0VfcsklfPXVV9xyyy0danPCtxUqhIU+K6WUUkqp3pHuZlr/BH6AndgwA1gPPAMsNMZsg/bheQ8H7gCeB+qwzbPmhW/IGPMvETkeWAAsBbZiZ2C/uTcTkD/jQLY+/lD8QIEA+TMOSnrbe++9N8888wz/+c9/8Hq9ABx22GE8+OCDzJgxA4A99tiDm266iWAwGLNJ0eGHH87HH3/MqaeeyvTp0zuFq6qq4s477+TLL7/kT3/6ExdddBHz589n3rx57Q/mH3/8Mc8//zyZmZn4/X7Gjh2b0L4B/vnPf/LWW29RU1PDt771LTZs2NDh+2nTpnHttdcmfFwOPvhgbr75Zmpqapg3bx6PP/54zLBer5d7772XdevWcdFFF/H000+zdu3a9kkMk9mWUkoppZRKLZe+/Y3tk08+qfZ4PCP23nvv9g7s0TovVy5+muqXXyLo87F6spvFJ3g59YVWpq4L4MrMouCY4yg69QdJ7TvaPCMtLS3cfPPNzJo1iyOOOKIHKRs6Lr300pid8pMV7xxIlXR3clPpofk+NGm+Dz2a50NTuvPd6cBes99++0Ub6Cnt0l0zMiiMPOUMAP6z/EUePc1Nq9fFo2d6OfeZAPtOP679+57KysripptuSsm2hopUFUSUUkoppVTq9bsO7AORy+Vi8zF78ujsbFq9tl9Dq9fFo7Nz2HzMnklPeKiUUkoppfre8sYV/HTtlSxvTOlArCqOhAojIpIrIn4Rua63IzQQLW9cwcJNd+Kj41wjPnws3HSnntBKKaWUUv1c6Hlua1ulPr/1oYSaaTnzfWylB5MHDlbtBZGgL+r3vqAtkMwtuZzpubtGDRNv0sPuSmbSw9dff523336b+vp6TjvtNA455JBO21u5ciV//OMfKSwsZMyYMfz4xz/uFCbUP+OBBx5g06ZNnHTSSWzYsIHjjjuuQ7jQ5Ih5EZNAfvXVVzzxxBMsW7aMSZMmUVhYyB577NE+54hSSimlVG+IfJ5L5PktUX4CqYjioJVMn5ElwMlsnxV9yFq48Q4+bfw84fC+oI+bNi4EYJ/cPZk77opOYdI56eERRxzBEUccQU1NDQsXLuSQQw5h7ty5LFy4sD1+H3zwASeeeCKzZs1qX3bfffdRVVVFQ0MD8+bZwc02b97MCy+8wKxZs6iqqmLbtm189NFHPPvssxQVFXH++ecDcP/997NmzRpOP/309sLPLrvswo033thhhvbFixezdOlS3nvvPYqKirjkkku4++67qampob6+nhtuuIH58+dTUlLCqlWrmDFjBhs3bsTv93PNNddw5plncswxx/DNN9/ws5/9jJdeeomNGzeSn5/Pz3/+86jbmjx5Mlu2bOGII46IWjBTSiml1OAR68VyvAJJMBikxl/LltZyKtu2UeevoyHQSFOgmfpAPTVtNVT7a6hqq6bOXUcWWfwhcDu57hxUR8kURu4BHheRl4C7gdVAU2QgY8z6FMVtSFm0aBFvvPFG3EkP77rrLh5++OFOkx6GHpjDJz0Mn9QwNOnhAQccwCeffMLcuZ1ngAdbuDj77LMBOhREAE477TTuv/9+XnnlFfbcc09mzJjBxx9/zN57701LSwurV68G7Czqu+66KxdddBHLli0DYNOmTYwbN46TTjqpfSLE2bNnk5OTw2233dblA/8hhxzCiSeeyM9//nPq6+spKytjwYIFLFmypH1iwjPPPJOqqiqWLFnCvHnz2meTz87OZs6cOXz55Zc899xzlJeXs8ceezBz5syY2zr99NPJzs7mlltu0cKIUkopNYgl0sJlwcbbOTj/ALLd2WxpLae8rYLqthqag82J7cQFJcFCMl3eFMZ88EimMPKZ83d34Jg44Tzdj87AEKrZ6OoEDpfpyoxb1ZfOSQ+DwSC33XYbM2fOZPr06VHjl5+fz+WXXw7AhRdeyH777ceOO+7YYd+xnHzyyaxdu5aHH364vbYmPz+fjIwMfD4f//nPf1i6dClHHnkkBxxwQKf1E530sL6+vlPa/X4/QPukh9deey1ffPEF8+bN4/bbb4+6rZycnPa4KaWUUmrw8Qf9vF/3IfeXP0QbbXHDttHGe/X/6LQ8z53HGG8xozKKGO7JJ8+TT647mzx3PiM8wyjIGEGhp5BNqzeSSSYZLh3ENppkjsqNgE5KEmZ67q7MLbm8ywJJVwWRWPpq0sNHH32UDz/8kLq6OtatW8fs2bO56qqruPXWW9vDvP7667z33ntkZGQwbdo0dtppJ9xuNwsWLKC5ubl9dvZoXn75ZT777DNqa2sZO3Zsp+/33Xdf9t1334SOSX5+PuPGjeO3v/0tNTU13HDDDbz66qsxwwcCAe68807Wrl3LNddcwwMPPEBVVRUjRowgOzs7qW0ppZRSamDxBXyU+TZS6itjS2s5m1q3UOrbwCbf5i4LIZHy3HlcVPxDxmeWMMIzgnxPXtcrAZVs7U7Uhwyd9DCORCc9jFdD0t2CiE56mBo66aEaCDTfhybN96FH8zx16vz1VLRupSnQRFOgia1tlWxtq2STbzP1gUbq/LXU+GtpCDTG3MZw93DqAnUEE3jX3t3nOUh/vg/KSQ9FJBsoAiqMMUOmLUsgEH00hFg1JD05caPRSQ+Tl8pJD6ONUKaUUkqpnvEH/TQEGmgKNNMcaKY50IIv2Epr0Ee9v4FNrZup89dR2bbN+VdFQ6AhoW178FDsHc3krEmM9RYzxlvMpMwJjM8cR7Y7O6Em96l+nlMdJVUYEZGDgYXAwdg5So4E3hSR0cBTwG+NMa+lPJb9gNfrpaamhtWrV+PxdO4Wk08uc9xn8Rf/47TSihcvc9xnkV+RyzrWJb2/UF+HaPtSfc/v99PS0sKIESPSHRWllFJqQGrwN7C1bRtVbVWUt21lk28TZb5NrGz+hqZEO4M7sl3ZjPGOJs+TR7Yri5EZhRRlFDHGO5qCjAKGe4Yx3DOMfHc+blfsF4ldNbnXgkjvS7gw4hRE3gI2AQ8BPwx9Z4ypEBEPcD4wKAsjY8eOJSsri4aGBmI1bZvm3oHzOZtF/iWc4TmFae4dur2/uro6AAoK+mWN2pCTkZHBiBEjKCwsTHdUlFJKqYQsb1zBfeUPcHHxBX32MN3ob6SsdSMVrVvZ0lrOltYKp59GKY2BToOwtst355HjziHbnU22O5tMl5dMl5ccdy7F3lEUeAooyihkVEYRhRmFjPAM7zSwTXf1VQsXFV0yNSM3Ad8ABwC5wI8ivn8HOCdF8ep33G43RUVFFBUVxQ03mcl8l0N7vL9Qn5He7J+glFJKqcEpvPlRqibvC9cYaGKzz3YGX9dSSllrGaW+jWxriz0/dpYrk1EZo5xajJGUZI5lnHcsO2RNYZQ3/vNVb4sskGhBpO8kUxg5EJjvzMYebcaWUqAkNdFSSimllFLd0ZPZxH0BH9v81dS01bCtrYqmQBPNwRZq/LVUtlVS0bqVjb5N1AXqo67vdWUwzlvCGKd/xhhvMaO9o5mSOYnhnmEpq83oDaECSV/XJg11yRRGXEC8zurFQHIN/pRSSimlVMp0NZv4VSWXMcZbTEXrVsrbKtr7cZT5NrKxdROVcWo2wnldGYz1jqXEO4apWTswPrOECZnjGeMtjttHo7+bnrsrd0+5veuAKmWSKYz8FzgKOxN7B05/kTOAf6UoXkoppZRSKgmJzCb+6423Rv0uxIOHwowCRnhGMDKjgDx3HtnuLIZ5hlGUMZLCjEImZ05guGf4gC50qP4jmcLI7cCzIrIAeMJZliMi+2AnRNwDuCrF8VNKKaWUUlEEg0HqAnVs8m3hi8YvWVL1PH78Ca07wTuOKdmTGe4eTkHGCMZnljDOW0KxdzQel47kqfpOwoURY8wSEbkCO7Tv/zqLn3f+tgE/H6zD+iqllFJKpUMgGKCibSsbfZvZ1LqJLa3l1Psb2Ni6ic2+LUkPiRvSHGzhp2MuSnFslUpeUvOMGGN+JyJ/BU4Ddsb2I/kGeMYYs74X4qeUUkopNSQEggEq27ZhmldS3lrBqubVfNX8ddxZxHPdOYz1jiUDN9+0rCFA9Amaw2W6Mrm4+IJURl2pbkt6BnZjTBnw+16Ii1JKKaXUoBYkSHlrBaW+DZS2lFHZto36QD1rWtZR3loRtTBR6ClgXGYJJU6H8VD/jYlZExjmzm8foUpnE1cDUTKTHj6PnezwBWNMa6/FSCmllFJqgPMFfGxq3cwG30Y2+Moob61gvbuUcipoWRe7sFDgGcHkrIlMypzEhMxx7JojFHtHJ7RPnU1cDUTJ1IzMAI4HqkTkKeARY4yOnqWUUkqpISUQDNAcaKYuUM9G32ZWtaym1l9Hnb+ObW3VVLVVUdm2rXNncmeKjRGe4UzKnNg+FG6eJ5dx3rFMypqI1+XtUdx0NnE10CRTGBkPHA2cC5wPXCwiX2NrSx5zmm8ppZRSSqXc8sYVfT4ZnS/gY2vbNja3bqbMt5FSXxkbfGWsb9lAG21x13XhosQ7lgmZ45mQOY6x3jE0bWqkmNHsu+M+vRpvnU1cDSTJjKYVAJYCS0VkGHZekXOB3wA3i8hb2ILJEmNMUy/EVSmllFJDUHhfiERnEk+GP+hnc+sWNvo2sbF1M6ub17CqZQ2VbdsIEoy6TrYrm1xPLsUZo5iWPZXRGUXke/Io8BQwMqOQkRkjyXZndVjHbDIpi3NXdDZxNVAk3YEdwBhTBzwIPCgik4EFwJnA4UC9iDwN3GmMWZGymCqllFJqyInslN3dAkloiNwy30bKfHam8fLWcra0VlDeVk5rsHNNhxs3ozNGUewd3V7DMT5zHJOzJpHrzklZGnuLziauBoJuFUYARKQImA2cB+wHNALPAi3YgskcEbnQGPNQCuKplFJKqSEm1uhQ8Qoktf5aynybWNeynrUt69ngK2Obv5p6f33cUaZGZRQxIXM8Jd6xTMwcj+TsxBhvMRmubj8qKaUSkNQvTEQygBOwBZBjgEzgA+ACYJExpt4JdxXwV+AmbNMtpZRSSqmEdTVMrS/o47eb7uD4gqPxBwOs961nXUsp1f6amNss9BQwPnMc4zNLKPYWU5RRSIl3LKO9owdETYdSg1EyQ/veA/wAGAlsAG4DHjLGfBMZ1hhTIyIPA4+mKqJKKaWUGhoSmS8DoDXYynNVL3ZYlu3Kbm9ONTVrCsXe0YzPHEe+O49cT25vRlsp1Q3J1IycDzyHrel4zRgTvUfXdh846yillFJKRdUabKWidStVbdWs9a1ndfMa/ln/787D4saR687hJ8UXMDlrIqMzRuF2uXsxxkqpVEqmMFJijIld9xnBGLMWWJtshJRSSik1+LQEWtjWVsXG1s2sbyml1LeB9b4NbPJtTqrgESnTlcmVYy/V0aKUGqCSGdo34YKIUkoppYau5kALa1rW8k3zKj5rXEaZbyNV/uqoYV24KM4YTUHGCMZnjmOHrClMzZpCVVs1f9jyx7hNtXT+DKUGvmQ7sBcDP8KOnlUARNaDBo0xh6cobkoppZTq52r9taxrKbWjV/nWs76llA2+jQQIdAjnwcPIjEKKvaOZlDmRSVkTnFnIx5EVMR9HyFx355nEQ7QgotTgkEwH9l2Bd4F84Gtgd+BLoBAYB6wCSnshjkoppZRKs9ZgK980r6ayrZLSljLW+WwBJFqNhxs3UzInsUP2FPbImc6O2VMZlVGUdF+OyJnEQ7QgotTgkUzNyAKgFZgO1ALlwGXGmDdF5Bzgd9hZ2ZVSSik1gPmDfra0llPm28h63wbWtKxleeMKmoLNncJmubKYnDWRyZmTmJw1iclZE5mYOaHT7OPdFVkg0YKIUoNLMoWR7wB3GWNWi8hIZ5kbwBjzmIh8B7gFODLFcVRKKaVULypvrWB50wq+bPqKtS3r2ejbFLVT+aTMCZR4xzIus4TJWZOYkjmJYu/oXh+9KlQgua/8AS4uvkALIkoNIskURnLY3gwr9GpkWNj3H2NnZFdKKaVUP1XdVsOqljWsal7NqpbVrG5eS12gvlO40RmjGJ85jhLvGKZl78DO2TtR7B2dhhhb03N35e4pt6dt/0qp3pFMYaQMmABgjGkUkQpgH2CJ8/00thdSlFJKKZVmzYFmVresZVXzar5pXs2qljVsbavsFC7PnceuOTszPWc3dsqexoTMcWS7s9MQY6XUUJNMYeRd4BjgRufzM8CVIuIDPMDP2F4wUUoppVQMyxtXcJf7Pk4JfA9BUrLNQDBAZds2vmlezRdNy1nZvIoNvjKCdJyjONuVzdTsKUzL2oFp2VPZMWsqRRkjcblcKYmHUkolI5nCyJ3AUSKSbYxpBuYBU9leOHkLuCLF8VNKKaUGleWNK2xnbJePx92LmNg4Mek+EIFggM2tW1jvK2VdSymfNy5nva+U1mBrh3AePEzKmsC0rKnsmD2VaVlTGZ9ZojOUK6X6jWQmPVwGLAv7XAscKyIjgIAxpq4X4qeUUkoNGu0FEWeY2lZXGws33RlzdKhgMEiNv4ZSX5mdsbzFzlq+wVcWde6NAs8IJmZOYPfc3dgle2d2yJpMpjuz19OllFLdldSkh9HozOxKKaVU1yILIiG+oI/fbrqDkwqOI8eTS1VbFfX+Bra0lrPBVxa1cznAqIwiJmZOYFLWRKZlTWH3nN3I9eT2RVKUUiplYhZGRGRmdzZojHm3+9FRSimlBp9YBZGQ1mArz1T9Lep3ue4cJmZOYELmeCZmTmifxyPfk9ebUVZKqT4Rr2bkbYjo9Rafywnv6UmElFJKqYEoEAzQGGhkW1sV5a0V1Prr2NpWycrmVSxr+rJTR/Jo3Lg5dPghTM2ayqiMkUzMmsBIT6F2LldKDVrxCiOH9VkslFJKqQGguq2aVS1r2dy6heq2amr9dZT6NlDZto06fz0BAj3afoAAnzcu58LiH6Yoxkop1b/FLIwYY97py4gopZRS/UUwGGRrWyXrfKWsbymlvLWC9b5SVresjbtejjuHQs8Iir3FjPAMZ2RGIa2BVl6peZ1W2rrcb6Yrk4uLL0hRKpRS3eVvqKf+3x/hr6nGM6KA/BkH4snLT3e0BqVudWAXERcQmoa1whiTTHMupZRSqt+o89ez0beJUl9Z+1C5632lNAWaOoX1urzsnL0j47wljPIWkefOZXzmOMZ4ixnuGUaGK/ptdZ+8veL2GQFbEIk1qpZSqm8Eg0G2LVlE9dIXwe0m2NKCKyuLrY8/RMGx32PkKWck32wyqI/J8SRVGBGRnYCbgWOBUM+5BhFZCsw3xpgUx08ppZRKmUZ/I182G5Y3fsk6Xyllvo3U+Gujhh3uGcbkzElMyppAiXcso72j2TV7524NlTs9d1fmllwes0CiBRGl+odtSxZR/fJLBFu3z9kTbGkBoPrllwAoOvUHdnlrK4GmJgLNTbRVV9FaUY6/qgp/Qz3+2hpaK7bQVlmJu7oKhhcQ+O0duLOy+j5R/VzChRERmQG8DuQCrwChgscuwKnYOUcON8b8O+WxVEoppbqh0d/IypbVfN20kq+bv+HLpq/w4+8QJtuVTUnmGMZnjnMKHxOZnDmBgoyClMYlVoFECyJK9Q/+hnqql77YoSASLujzUfXCczQuX0bb1gr8NdUJbdcFBD1u0IEookp2BvYG4EBjzFfhX4jIrsCbTphDUhc9pZRSKnEtgRbWtqzn44ZP+bTxM8p8GzuMYuXGzS7ZO7NrjrBL9s6MzxxHUcbIPhutKrJA4g1mMHecFkSU6kv+xkbaKrfSVllBW3U1bZVbad1aga90PcG2Lvp2BYO0rFpp/+/x4M7JxZ2VhWfECLyjRpMxchSe/GF4hg0jo3gM3qIiVpdXgDcTd6ZOQBpNMoWRfYFfRxZEAIwxK0TkHuCalMVMKaWU6kJzoBnT/A2rmlfzWeMyVjZ/02FEKw8epmZNYeecHdk5e0d2yRZGZAxPY4y3F0juKruPUwLf04KIUikQ9PsJtLQQbG6irboaf0M9bdsq8VdX4a+rI9BQT+u2Slo3b0q4RiOWYd+eychTzyCjcCQut7vrFap0fvB4kimMVADNcb5vdsIkREROA84G9gNGAWuBh4E7jTE+J8yhwFtRVv/EGLN/xPZ2AH4PfBfwAc8DVxhjtiUaJ6WUUv1Xa7CV9S0bWN2yhtUta1ndvIZSX1mHwocbNxMzJ7BrjnBQ/gx2zJrarT4evW167q5cEbgk3dFQql8LBoME6utoraigrboKf201/tpaW7hobrL9Msq30Latsr1fRyJcXi8Zo0aTUTSKjIJCMopG4R01mpa1q6l9962YzbQAXFlZZO8keItGpSKJiuQKI38CLhSRv0Q+4IvIKOBC4L4ktvcLbAHkf4HNwMHAr7A1MD+ICHsR8HnY5/qI/Q/DFlq2OuvmAQuB50XkOzral1JK9a7ljSu4r/wBLi6+ICVv+tuCbZT5NrKqeU174WNdS2mn/h4uXEzL2oGpWTuwR+50ds/djVx3To/3r9Rg0V+GqA36/bRVVuCvrSPgayFQX0/r1nL8tTX46+rwN+tVGc4AACAASURBVDQQ9LUQaGok0NTk/L+JQFPnUe2icrlwZWU7TaYKbDOpgkIyCkfiGTYMd24eGYUj8Y4ZS0bRqKg1Gv5996f23WjvwMMEAuTPOKgbR0DFkkxhZCPQCKwUkceBr53lApwFrAM2ici54SsZYx6Jsb0TjDHhNSlvi0gQWCAiVxlj1od996Ux5p9x4nYhUAJ82xhTBiAiG4APgOOBFxNKoVJKqaQtb1zR3gdi4aY7k+6MHQgGKPNtcgoda1jdvJa1vvW0Bju+nXThYrx3HFOzpzA1awemZk1hStYkstw6Oo1SkXpliNrIfQQCBH0+Ak2NtNVU01ZZSdvWctpqamjbttXWYtTW2gJHbfeaKrmyc/COLiajcCQZBYW4hw3Dkz8Md04OnvxheMeMIWPkKNy5uT1Ojycvn4Jjv2dH0/J1HvXOlZlFwTHH4cnLi7K26q5kCiP/F/b/n0b5vhD4S8SyIBC1MBJREAn5xPk7Hlgf5ftYvge8GyqIONv/h4isBU5ACyNKKdUrwgsiQNwCSWgiwTLfRqr81U6Tq7WsbVlLS5Thbsd6xzA1a4r9l70DU7Ima62HUglKZojacMFgEH9tDb6NZbRVlNt+F/X1dvhap6N3oLGRoK8lbnOmTlwuPAWFtkCRlWULGWPGkDGiAHdePp5hw3FnZeHOyrYFi6ws+zkvv88GmAAYecoZANsLcT4frsxMCAQoOOa49u9V6iRTGDms12Kx3UzAD6yMWP6s0xRsK/A34OqIpmK7AU9G2d6Xznfd5vf7Scf0KY2NjQBp2bdKH833oWmg5vsa1vG4exGtro6jz/iCPn5bdjunBE6gzdXKOjZQ7qqgnApaXNEn/SsIjmAcJYwLjmV8sIQSxpDjz+nQU7E0qXdU/d9AzXfVfX2W501NuP/+Aq4YI0MFfT62vfAclStX4vL5oKUZWn3g80FtDS6/P+p6UbeV4YWsLMjNg2HDCRYWQl6+/X/+MLs8Lw/y8vG73cSe9tPhD0Bdvf2XLtP3hqmCyyyH+nrIzye4y3S2Zuew9euvu14/Qrp/6/4k8jMdEi6MGGPe6c2IiIgAlwN/McZsdRbXALcC72L7iRwMzAMOEpEZxphQb6VCINrQCFXAlN6Mt1JKDUWxCiIhra42FnmWdFqeF8ylmNEMDw5jJIWMD5YwjhLyyO3tKCs1uDU1QtU2XOVbYOVXEAjEDe4KBnGtWBb1u2B2NhSNJlg4EoaPgJxcyM4mmJMDRaMhOxu8XsjIAFcCo0kNRDk5BPfev+twqseSmoG9t4hIEbbGoxS4MrTcGPMp8GlY0LdFZBl2pKwzgEd7O24ejwdbTupbodJzOvat0kfzfWgaaPm+rPFLHt/0V1qDXYzHj+3ncfjwWRyUfwATMyekfVjd/mSg5bvquWTyPNjWRlvVNvwNDQTqa2mrrMTvNI8KDVXbVltjw1RVEWhqTDo+efvOYPh3ZuHOzbOdvzMzyRhZhDs7O+ltqdjS/Vv/73//269rR9JeGHFGwloK5APfMv+fvfuOj6s68z/+uTOjGY16sSRL7jb2sTHGNBtTAoRqDAklENIr2cRpG8ImJJuy+9tlfwnJD0gnhbSlhEASAhhMT6gGTDcux71bVu9l2v39cSVZkiVZY4+Kpe/79dJrNPeemfuMx7bm0TnPeaxtOMRDVuA1XzyFA8lILdBXq9x8QFv7iogcobZEO2ta3mFN6zqerP9Hj+10B+Li8mbLGq4t/sTQBihyNHBdaGujfcc2ovv3E62pJt5QR6Kp2du6tqmBREsL8eYmEk1N3vhBctLTSSsqIThpMomWZlrWvQMDNPBzQiEyjj+BzBP1238ZWSOajBhjQngzIrOAd/XaQetQuv8LXU/ftSHHAk8cfoQiIuNTS6KVzW1b2NS2hXWtG7Ctm4hx6JmQ3oJOkOXF1w5BhCKjkxuLEaupIrJ/P9H95cSqKons3UO0Yj++6kqcaJRdg3mijoJvf3YO/qwsb8YiKwtf0Cvq9mdl4c/JIZBf6BWBZ2d3FXrHm5vY/pXlDJjKaItaGSVGLBkxxviBe4DFwHnW2nWDfOh78fqIrO52bAXwP8aYMmvt3o7nX4JXL/JQyoIWERmjom6ULW3b2NS2hTUta1nTuha310eZ2aFZLMxcwMKMBbQl2vjhvh937aLVl6ATTHqbX5GBDHfPDNd1idfXEaup6eiH0UCipdlbLtXWRqKt1dvWtraWeH2dt6SqpbnfGQ0HcINBQhOKvZ2kCovw5+biz8gkUFCALysbf2YWvoxM/NnZOH7/YcWtLWrlaDKSMyM/By4Hvgs4HclDpy3W2kpjzJ3AVuB1DhSwfx2vjuS+buN/DXwJeMAY859ABl7Tw1VoW18RkR5c12VPdC8bWjeyuW0ruyK72RXZ0yOx8ONnemgac9JnMTv9GI7PmE+Wv+eHvhtKr+uxrW93SkQklVLZM8ONx4k3NxGvrSFaVUm8vp5YXS2x6iriTV4tRmeyEW9qwo0MvrM3AI5DoKCQtOISr8FeUTFpxSUEyyazvboGQiGmzp2b/B9CkrRFrRwtBp2MGGOKrbUVKbz20o7b/+r46u6TwB+AtXgNFb8ChIHdwG+A/2Ot7frpZ61tMMacC/wY+DMQxZsRuU7d10VkvGuIN7KpbTNb27aztX07W9q30hBvPGjc5OAkTPpsTPpsTshcQI5/4GLz+Rnz+kxIlIhIqg2mZ0bBFe+HWIxEJOLNZtTVEK+rJ7Jvj7dcqqba+6qtSaoWw5eZRaBwAoGcXPw5OfgyM/GFM/CFw15PjHC4q3+GP8ub1eh3RqM5+SLzw+U4DoVXXkPeRZf0mk1aohkRGVWSmRnZY4xZCfwReKh7MnA4rLXTBzHme8D3Bvl8W/CaH4qIjGv7oxVsbNvM2pb12LZN7IuWHzQm35/HvLDhmPSZzAzNoCw48ZDJR196JyRKRCTVIlWV1D7yUL/F2G4kQu2D91P74MFbSffJcfBlZRPIySVQVEwgLw9/Ti5pE4o6ko0sL+FID+MLZ+DPOLq3nfZnZpF7znkjHYZIv5JJRn4EfBDvA3+tMeYe4I/W2leGJDIRERmUxngTa1rWsiuym1eaXmNPdG+P80EnyKzQDGamz+CY0Eymh6YyMa0kZV2NOxOS2ypuZ3nxtUpEJCnxxgbiDQ20795JZPcuYtVVxBrqidfVEqurI9F08Cxev/x+nLQggZwc/PkF+LNzCJaWkTaxlLQJRQTy8wkUTMAJjPhmoiLSIZmmh18zxtwAXAB8DPg48DljzEa82ZI7rbW7hyZMERHpFHfjbGjdyOrm13m75R3Ko/t7bLWb6ctgbthg0mczPzyXaaGpBJyh/fA1P2MeP5t+85BeQ45O8cYG2nfvIlZV6RV6Nzd69RoVFUSrKg+dbPj9cMgeCQ75l7+PwsuvSlncIjI8kvrpZK1NAI8BjxljsoCrgY8C/wPcaIx5Gi8x+Zu1tjXVwYqIjEcJN8GO9p2sa93A2tb12LbNNCeae4yZl26YmT6dBeH5HJdx7JAnHyKdXNcl0dhItKrSa8BXX0d0f3nXTEe8vm7Axzvp6QTyCkgrKiI0faa3XCo/n0BuPv7cPJrfeJWqe+7oqhHp8zlCQQJ5+al+aSIyDA77p5W1tgn4vTHmFeA7eB3Rz+/4+pkx5ufAjdbatpREKiIyTriuy87Ibra0bWV7ZAevN79FVay6x5iJaSWcknkiizJPpjRYclj1HiKHEm9qItHSTCIa8XaXaqj3+meU7yNWU020opxYVRVuLNrvczihEMFJU7ydpfLz8WflEMjL83aZKirGn5OL4/P1+/isxUuouvuPAweqnhkiR63DSkaMMRPwdrn6GHAi0ArcCfweaAeWA98EZgAfTkmkIiJjWB31vND4EhtaN7KmdS3l0f09zhcEClgQPpb54XnMCxsmBApTVvMh45sbjRLtbMy3b6/3/T6vSV+8tmZQz+ELZ3jF4PkFBHJzCUwoJjRlCsHJUwkUThgw2TgU9cwQGduS2do3Da/h4MfwtuVNA14E/gW411rbfdHni8aYLcD1KYxVRGTMcF2XfdFyVje/xvO+VexmD263/CPXn8O8sGFWaAaz049hTvox+JzD/0Ano0u8uQnnzVehqYn6fbuHtHlfZ1O+WF0N0X37vKSjY0lVrKrSa9LXDycUwp+dgxMM4guG8OfkEigoIDh5CoH8QtJKJpI2oQhfevqQxN5JPTNExq5kZkb2A7nAXuD/AX+w1m4aYPwGvE7pIiKCl4Bsbt/K840v8mrzG1THOn7r7IDf9XN8xnxM+hxMeDaz02ep7mMM6t68zwGIRql65cXDat7X9ZyJBNGK/R0zG15PjWh1FbGaauL19QMmGwD4/QTyCwiWTfJ2nSoqJlhaRmCC16zvSGY1UkU9M0TGrmR+0j2GtwzricE0ErTW3gPcc7iBiYiMtLUt649ou9qYG2Nn+242tW1mbet61rdupDFxYBI5x5/NgvB8ptSXMYNpLCxbmMrwZRTq3ryvM+Xo3byv8Mprejwm0d5GrNpr1hdvaiRWU0OsroZYZSXRinKi5eUD12wEgwTyC/Dn5hGcWEpaaRlpxV79RmBCkTfzcZQs+VPPDJGxJ5mtfT84lIGIiIwma1vWdzXyu2nfrYNq5OcVnu9iVdMrrG/dyNb2bUTdnh8S8/15nJ59KqdnncqM0HR8jg9bb4fypcgoEW9uom7lih5dxLtzIxFqVzxA+86dEIsRa6gn0dRArK4OEok+H9MpUFBIsGwyaWVlpBWVkFZcQqCgkEBuHr7s7KMm2RCR8SfpNQDGmHl4jQ9ndBzaBjxsrV2XysBEREZK90QEGDAhibpR3m55h5eaVmNbN1ERq+xxvjRtIrPTZzEn/RiOy5hPSaBIHwzHkc5ZjWhVJU2rX8J1D7GwIJGg5c3Xeh7z+UgrmYg/Lx9/dg6B3DwCEyYQyM0nrWyStyOVliqJyFEqmQL2APBz4Fqg90/S7xtjfgsst9YeqjORiMio1TsR6dSZkHyk8BrSfGnsat/D7sgeNrVtptU9sIN5ti+bJVmLOClzIcekzyLbPzRFyTJ6JFpbiJR7heGx6ioie/d49RsV5bhtye9un7loCTlnno0/Oxt/Ti7+nFx8weAQRC4iMvKSmRn5b+AzwN3Aj4DOdQVzga8Anwaq8bb0FRE56vSXiHSKuBF+V3XHQcenBidzRvYSjg8fx5TQZBWejxGdzfwi+/cRq6ok3thArKba25mqtoZ4YwPxxsaBO4gHAgTyC0ibUESirY32Hdsh0f/v7JxQiIz5C8hceGLqX5CIyCiUzE/MT+B1Vv9Ir+OrgQ8bY8IdY5SMiMhR51CJSHc+fJydfSYnZ53I1OBkitOKhiFCGQqu6xKvryeyZxeR3bu82/3lHclHI26k/67fnZy0NNKKSghOnkygsIhgaZlXvzGxFF9mZteyvHhzE9u/shx3gGREzftEZLxJJhnJBp4c4PwTwIVHFo6IyPCKuTG2te/glvKfDioRAUiQYE3rWj5b8qkhjk5SJdHaQsvad4iW7/NmOOpqidVUE9m3d8CZDSc9TLDU2+7Wn5VDoKAQf36+d5uTgz8zG39OzqC2v1XzPhGRgyWTjLwMnDLA+VOAl44sHBGRoVce2c9rzW+wvs2yvnUjzYlD9GHoJegEWV587RBFJ4crEYkQr68jsm8PkT17iOzd3VW7kWhqgn6Kx33hDIKTp3hfkyYTLJ1EYEIRgZxcnPT0lG440L15XwIgGsUXCql5n4iMW8kkI18AnjDG/BfwY2ttNYAxphCvZuSCji8RkVEnkojwbOOLvNL0Kmta1+Jy4IPpxLQS5qbPIcufxWP1Tx60HW93QSc4qG1+ZWjFamtotRtoteto37qZaHX1wLUbjkP6bEP6rGO8ovDcPAIFhV1b4A7XDmfdm/dtWfEANDUxYdYxat4nIuNWv8mIMWZrH4dDwLeAbxljajuO5XfcVgOPALNSGqGIyBFojDexqullVtQ+2rXtboAAS7IWsSBjPnPDcyjutt3uiRnH91s7okSkb/Hmpl5dsU/Fn3nku4h1FpBHa6qI19XSvnMnkd07aNu8iVhN9cEP8PvxZ+cQnFjqzXCUTSatbBLBiaX4c3Jx/P4jjilV/JlZuCd4iw1yjRnhaERERs5AMyM7gUN2WhcRGU0SboIt7Vt5rflNNrRuZGPbZhLeghgmppXw3vxlLMo8ud8td+dnzOOG0usOSkiUiBzMdV2vo/jKFeDz4ba344RCVN31B/IuvpSCK94/qBmHRGsL7bt3Edm1k/bdO4ns2U2iuYlYTQ2Jlr6X0PnCYUIzjyE8bz7h2Ya0ktJB126IiMjo0W8yYq09ZxjjEBE5bO2Jdja0beLVptd5pflV6uMNXef8+Dk+fBxn5ZzOaVmn4ncO/dvx3gmJEpG+1dx/r1eM3a2juNvu7T5V9+jDABReeU2Px8Sbm2nbZGnburkr+YhVVvR7DV84TGBCMf7sbIJTphIsm0z6rNkEyyYp8RARGQO0Gb6IHJUSboK1rRt4pvE5Vje9Rnu3WYziQBEnZB7P8eH5zAsbMv3Jr8XvTEhuq7id5cXXKhHpJd7cRN3KFT0Ske7cSITahx8k3tpGvLqKaOV+YlVVJFpbDh4cCBCaNJng5KkEJ08lNGUK/py8jtqOXHWsFxEZw5SMiMhRw3VddkZ281LTKzzb+ALVsZquc9ND0zgx43hOzTqFacGpKfkAOz9jHj+bfvMRP89Y1PDcM4ceFI/T8MTKHoecYIjg5CmE584jNHU6oSnTSCuZiBPQjyMRkfFI//uLyKhWHq3g9eY3WNOyji3tW2mIH9gxqSgwgbOyz+CsnDMoSSsewSjHJjceJ1pVSbRiP20bNxCtrCDe2EBk9y7i9XWDeo50M4/c8y4krbiEtIIJ+LKzNdMhIiJdlIyIyKjTuQPWsw0vsLm958Z+ef5cTsg4nndln868sMHnqG7gSLnRKLHa6q7EI1ZdTfvOHbTa9bhtrX0/KBCAeLzf3h0ATihE9mlnkr34tCGKXEREjnZKRkRkxLmuy/b2Hbze8hZvtaxha9t2YsQASHfSmZ8xj5MyFrIgYz5FgQn6zfphcF2XeF0tkb17aN+5nfYd24ju20e0qoJEc/9NHwMFhQQmFBGaMZPQ1On4s7IJlpbhhMPs+OoX+q0ZASCRIGvRkiF4NSIiMlYoGRGREVETq2VDq2VXZA+rml6hPLq/65yDw8KM43hX9hksyjyJkC80gpEefdxEgmhFOe1bt9K2bQvt2zYT2bOn7+JxAMfxko7CQtKKSkgrKiateCLps+eQVtT/8re8iy/1dtOKHNyTxQmGyFu6TI38RERkQEecjBhjzsFrfPiUtbbhEMNFZBxLuAnebnmHh+seY03r2h7ncv05LMo8iRMzFzInfXa/fUCkJ9d1iVVV0r69M/HYSvv2bX0mHr7MzI5mgFNInzmLtOISgmWT8WVlHdY2uQVXvB/gQJ+RSAQnGIREgryly7rOi4iI9GfQyYgx5v8A77LWntvt2ArgYsAB9hljTrfW7kh9mCJyNGuMN/HPhud4ov7pri7oaU4ax4XnMSlYxvEZx3Fc+FjVfwxCrK6W9m1baNu21bvdvpVEY+NB4/x5+aTPmEloxizSZ84iOGWa14U8hUvcHMeh8MpryLvokl4d2JdoRkRERAYlmZmRq4FHO+8YYy4FlgE3AW8BPwG+A1ybygBF5Ojkui6b27fwZP0/ebHpZaKuV1swIVDIBbnv5rycd5N1GP0/xgvXdYnVVBPdt4e2rR2Jx7YtxOtqDxrry8r2Eo/pM0mfOYvQ9JkE8guGLVZ/Zha555w3bNcTEZGxI5lkZDJgu92/Athirf0mgDFmLvCJ1IUmIkejhJvghaaX+GvNAz3qQBZmLODC3HM5MWOhZkB6S8ShuorG6oqO4vLttO/cQaK56aChvnCY0PSZhGbMJH36LEIzZhKYUKSifhEROSolk4w4QPc9HM8DVnS7vxMoSUVQInL0SbgJXm1+nb/U/J2dkd0A5PvzOCN7CefnvJuJQf33AJBoa6N91w4iO3d4Sceu7fh27sSJx9jfa6wvK5vgpMmEJk8hfdZsQjNmeQ0CD6O+Q0REZDRKJhnZAlwA/NoYswSYAjze7fwkoD6FsYnIKOe6Llvbt/Na8xs80/h8V0f0wkABVxdcwVnZZ4zrWRA3FiOyZzeRPbto372TlnfWENm146DeHA7g5uWTNWs2oanTCE2b7m2jm1+gGQ8RERnTkklGbgNuM8a8jZeI7AQe63b+DOCdFMYmIqNURbSSZxqe54Wml3osxSoOFLEs7yLOzTmLoC84ghEemXhzU6+C7FPxZx56dy83Hqd953Za16+jZd0a2jZZ3Pb2noP8foKTpnhJx9RphKbNYGdbO6SHKTVmiF6RiIjI6DToZMRa+ytjTAR4D/Aq8H1rbTuAMaYAKAJ+MSRRisiosDeyj/trH+L5xlW4Has2c/05LM48hcVZJzM/PO+onglxXZea++89sFVteztOKETVXX8g7+JLKbji/T1mKtxYjPbdO2ndsJ42u56W9WsP6lieVjKR4JSpBEsnETZzSZ8zD1+wV6JmLSIiIuNRUn1GrLW/B37fx/Ea4ORUBSUiw2Nty3puq7id5cXXMj9jXr/jamK13F/zEE83PEOcOH78nJa1mLNyzmB+eB5+xz+MUQ+dmvvv9Zr4desq3jmzUffow8QbGwnPPZa2rZtp37KZ9h3bDupAnlZcQrqZR8b8BYTnHksgL39YX4OIiMjRJOmmh8aYbGAJUAw8aa3tXXMpIkeBtS3ruWnfrUTcCDftu5UbSq87KCGpi9XxUN2jPFX/T9rcNhwczs4+k/cVXEZxWtEIRT404s1N1K1ccVBy0cmNRGj4x5M0/OPJHsfTSiaSPms2YTOPjAULCRQUDke4IiIiY0JSyYgx5nrgP4FMvJ21LgD2G2OK8GpIvmKt/VWqgxSR1OqeiAAHJSQV0UpW1K3knw3Pd405OeMEPjjhaiYHJ41k6EOm/h9P4vYqLD+YQ3DSZLIWnUpo5jGkzzwGf5Y6xYuIiByuZDqwfwL4IfBX4BHgt53nrLWVxpiHgCsBJSMio1jvRKRTxI3w/X23cGz6XNa0riVBAoBFmSdxRf57mZk+fQSiHTqJSITWde/Qun4tzW+9TrR836Ef5EDW4iUUXPa+oQ9QRERkHEhmZuQ6YKW19mpjTF/rEN4APp+asERkKPSXiHSKulHeal0DwFnZZ/CevGVMCY2NmRA3FqN91w7aNm+kbaOl+a03cCMHdrpy0tJw43FIJPp9DicYxJ+bNxzhioiIjAvJJCNz8Lb37U8l3o5aIjIKHSoR6S7NSePs7DOP2kTEdV1iVZW0blhH68YNtG2yRPeXH9TfIzRjJhnzF5Cx4ATSSiex4/ov4A6QjJBIkLVoyRBHLyIiMn4kk4w0A9kDnJ8JVB9ZOCIyVG6ruH1QiQh4MyS3VdzOz6bfPMRRpY7rusRqqml8/hkann+GWGVFzwGO4xWbzzakHzOH8Nx5BCeW9RiSd/Gl3m5akYP/nJxgiLyly/BnZg7lyxARERlXkklGngM+bIz5f71PdCzb+jQ9myCKyChybdHH+cG+H3XVggwk6ARZXnztMER1ZNxolJYN62h95+2D6j58mZmEzbEdvT3mEpoyDScw8H95BVe8H+BAn5FIBCcYhESCvKXLus6LiIhIaiSTjPwn8ALwLHBXx7ElxpiFwFeBMHBjSqMTkSPWEG/k+cZVPFr3xKATkb62+R0t3FiM1k2WppdeoOmVVSRaDzQZdNLTCZt55F24jPC8+Ti+5BowOo5D4ZXXkHfRJb06sC/RjIiIiMgQSKYD+1vGmAuB33Cg03pn8mGBq621G1Mcn4gcpuZ4Mw/WreTRusdp71ieNSU4mYtzz+cPVXf3uWRrtCYiiUiElrffpGn1S7S88xaJ5uauc8Ep08hceCLh+QsIzzaHnP0YDH9mFrnnnHfEzyMiIiIDS7YD+4vAfGPM8YABHGAz8Ia19lAb9IvIMKiJ1fJQ7SM82/gizQnvQ/vCjAWcnX0mi7NOJuAEKEkrOaiYfbQlIm4iQduWTTS98hKNz/+zxwxIWtkkMuYfT+67zydYdnQW2YuIiMhhdGAHsNa+Dbyd4lhE5DC5rstbLWt4uuEZXm9+ixgxAI4Nz+WDhVczO31Wj/HzM+ZxQ+l1XQnJaElE4k2NNL2yitaNG2hdt5Z4Q33XudCMmWQtPo3MkxYRLJk4glGKiIhIqhxWMmKMyQQK8GZGerDW7jzSoERkcNoSbTxZ/w+eb1zF9oj3T8/BYUnWYt6bt4wZoWk4zkH/TIEDCcltFbezvPjaEUtEYg31tLz1Bs1vvk7Lmrd69P4IFBSStWgJWUtOJ33GrAGeRURERI5GyXRgDwLfAj7LwP1E/EcalIgMLObGeKL+H9xf+yAN8UYAsn3ZXJJ3EWflnEFBIH9QzzM/Y96IbN8bq63xll+9sor2LZt6nAsfdzxZJ55CeN580krL+k2mRERE5OiXzMzIj/ASkQeBZ4DaIYlIRPrlui6vNr/OXdX3Uh7dD8Ds9GN4T95Sjs84jnRf+ghH2Ld4SwvNr6+mdf1a2rZs6rEFrxMMkj7bkHXyYsLzF2gJloiIyDiSTDJyDfBHa+2nhioYEenflrat3FF1DxvavE3rStMm8uHC93Ny5omjcvYg0dpC3ROP0fL2G7Rt3wqxWNc5JxgkPO84sk8/k8wTTsIXGp1JlIiIiAytZJKRIPBSKi9ujLkK+DBwMjAB2A78EbjVWhvpNm4G8GPgXCCCNzvzVWttTa/nOxG4FVgMNAJ3A/9urW1F5Ci1pW0bf6n5O2+0vAV4y7GuKriM83LPIeAc+Ta2qeTG4zS9vIqm116hdd07JFpbvBOOQ3jefDJPOoX0WXMITT10A0IRH/wLAAAAIABJREFUEREZ+5L5NPAscArw6xRe/9/wEpCvA+XAacB/ACfhzcRgjMkG/gFUdRzLBG4CHjTGvKtzS2FjzFTgaWA1cBkwCbgZKMZLeESOKuWR/fyl5u+80PQSLi5BJ8hFuedzRf6lZPgzRjq8HtxYjMZVz1O74u9E95d3HU+fbchf9l7SZ8/Bn5U9ghGKiIjIaJRMMvIF4CljzBeBX1lroym4/nustZXd7v/TGOMC3zPGfK1jZ65/AUqBM6y1ewCMMbvxusFfAqzoeOzX8GZNrrDWNneMiwB3GWO+Z619JwXxigw5F5cn6p/mD5V3ESeOHz9L8y7gsvxl5PhzRjq8Lm4sRss7b9H48ipa3ny9axYkrWQieRcuI2PBQtKKS0Y4ShERERnN+k1GjDFb+zichbdc6hZjzD4g3uu8a60d9P6bvRKRTq913E4CdgKXAs92JiIdj3vRGLMdeA8HkpFLgQc7E5EOfwV+1zFOyYiMetXU8JDvUbZV7gDgrOwzuKrgcorTBtrAbnjFmxqpe+wR6v/xJImmxq7jwanTybvwYrKXnKElWCIiIjIoA31i2AmMRFf1s/CSnM79Po8F/tTHuHUd5zDGZADTgLXdB1hr240xWzrHiYxWCTfBI3WPcY/vr8ScGFm+TD4y4QOck/OukQ6tS2TvHur/+SQNzzyN2+71AglOnkLW4tPJWryE4MTSEY5QREREjjb9JiPW2nOGMQ4AjDEGuA74vbW2quNwPlDXx/BaYHrH93l4DRj7G1dwuDHF43GstYf78MPW0uIteRmJa8vwiRNnOzt52vcsu5294MD86Fwu9V1Exr4M7L4Rfv9bmnHsepzXV+NUHKgFcWccQ+LMs2mdPJVWoLK+AeobRi7Oo5z+vY9Pet/HH73n49NIv+/xeO+FTKPLqFlLYYwpBB4AdgHXj3A4IkOqnQhvOG/zkrOaWsfLobPdLC5qPZdZ8RlkZAxRgXprK45dC01NkJWFa+ZDOHzgvOtCxX6cbZtxtm+D7Vtx3IR3Ki2Ie+xxuCctBs2CiIiISAok04H9A8DF1tqP93P+D8DD1tr7kg2iY8eslXg1Kadba7v/irUWb+ajt3ygc2vfzhmR/sZtSzamTn6/H2/CZnh1Zs8jcW0ZOgk3wWP1T/GXmvtpTni/KSkOFHFG9hIuzVvK7s27gdS/767rUnP/vdStXAE+H257O04oBE8+Su7SS8lecgZNL71Aw/PPEK/ttmO2z0fGcQvJWnwaWaeeji8YTGlc4tG/9/FJ7/v4o/d8fBrp9/3NN98c1bMjycyMfJleNRm9tAP/CiSVjBhjQngzIrOAd3XsoNXdevqu+TgWeALAWttijNnRe1zHc88C7komJpGhUB2r4ef7f8261g0AmPTZXJK3lFMyT8Tn+Ib02jX330vdow/jRg9sgtdZ91G34u/UPXR/13F/fgEZ8xcQnnssmQtPxJ89enbwEhERkbElmWRkHnDnAOffBK5K5uLGGD9wD16TwvOstev6GLYC+B9jTJm1dm/H45bg1Ys81GvcVcaYr1hrOzqtcQUQ6jVOZFi5rsvK+ie4r+Z+WhOt5Ppz+EzRJzgl66RhuX68uYm6lSt6JCK9AgQga9EScs+/iPQ5c0dlR3cREREZe5JJRtKA8ADnM4D0JK//c+By4LuA05FkdNrSsfXvr4EvAQ8YY/6z4zo3Aas4sK0vwA+BjwB/M8bcDJThNT38s7V2TZJxiaTE/mgFf6i8kzda3gbg5MwT+UzRJ8gL5A5bDE2rX8bb36F/TjBEeP4Cwmbe8AQlIiIiAiSzNmQdXr+O/rwXSHabgKUdt/+Fl1x0/7oEoKN+5FxgP/BnvOTkebyGiV1bD1trdwDn4SVMD+IlJ3cBn0oyJpGUWNe6ge/uvpE3Wt4m6AT5ysQv8G8TvzxsiYgbj9P85mvUPf4IbjQy8NhohHh9X5vRiYiIiAydZGZGfgncboz5PfDtbt3QJwM3AmcCn0/m4tba6YMctwWvqeGhxr0GnJ1MDCKp1hRv4neVd/Bi08sAHBc+ls+XfIaCQP6wXD+ydw8Nz/+TxheeG3SC4QSD+HP72v9BREREZOgMOhmx1v7OGHMSXsLxMWNMA15TxFy8NSC/tNb+amjCFDk67GzfxY/Kf87eaDkhJ8h78pfx3rxlBH1DuwtVrK6W5tdfpfHFZ2nbvKnreNrEMrJOPY3ahx+EWD81IwCJBFmLlvR/XkRERGQIJNVnxFr7RWPMPcD7gWM6Dm8C7rXWvpDq4ESOFlE3yt9qHuSh2pXEiDE1OJmvln6ZiWnFQ3bNWH0dzW++TuPzz9C2eWNXIbqTHiZ78Wlkv+ts0o+Z4xWjuwlvN63Iwcu1nGCIvKXL8GdmDlmsIiIiIn1JuumhtfZ5vJoNkXHPdV3WtW7g91V3sDuyF4Dzcs7hoxM+SLovNCTXbNu6map77qRt44auY04gjfBxx5O16FSyTlmML9RzL4mCK94PcKDPSCSCEwxCIkHe0mVd50VERESGUzJND7cCX7HWPtjP+UuBn1hrZ6YqOJHRbE3LWv5c/Vc2t28FoDRtIp8t/hRzw3OG5Hrte3ZR+9D9NL30IuDVeaTPmUv2kjPIOnkxvnD/m905jkPhldeQd9ElNK1+mXh9Hf7cPLIWLdGMiIiIiIyYZGZGpuN1SO9PFjDtiKIROQqUR/bz28r/ZU2r1wM025fF0rwLeE/exSmvDXETCVrefpO6J1bSutbbodoJpJF70TLyL7kMf0ZGUs/nz8wi95zzUhqjiIiIyOFKdpmWO8C5OUDjEcQiMqol3ASP1z/Fn6rvo92NkOELc1n+JVyUe0HKl2Ql2tupf/px6p94lFhNNeDVdmSf8S7yL7mMtAlFKb2eiIiIyEgYMBkxxnwc+Hi3Q982xnymj6H5wAJgZQpjExk1Xmt+kz9V39tVF3J61ql8suijZPsHmiw8DIk4zpo32XHbj4jX1QKQVlxCzjnnk3P2u/Fnpvh6IiIiIiPoUDMjecCMju9doAivA3p3LtAM3AF8K6XRiYyw3ZE9/KnqPl5reROAosAEPjbhgyzKOjml13HjcZpeWYXv3rtxamuIA6FpMyi44moyjj8Bx5dMf1IRERGRo8OAyYi19sfAjwGMMQm8Ava7hyMwkZHUlmjnzqp7eKrhn7i4hJ10riq4nAtyz015XUjT669SdfcfiVVV4gBufiETr/kQWYtPUxIiIiIiY1oyTQ/1qUjGhYpoJbeW/4xt7Tvw4+fcnLO5suC95AdS26G8besWau6/l5Y1bwGQNrGU9pMW4S44gex5x6b0WiIiIiKjUdJ9RkTGgrUt67mt4naWF1/L/Ix5Xce3tG3jB/tupT7eQHGgiK+V/itTQpNTeu3WTZbqv9xDm10PgJOWRuHVHyT3/KVs3LTpEI8WERERGTv6TUaMMduABDDXWhvtuD/QbloArrV2VioDFEm1tS3ruWnfrUTcCDftu5UbSq/j2PBcHqt/iruq7yHqxlgQns+/Tvw8Wf7U9eBo37OLmr/8meY3XgXAFw6Tc8755F10CYG81M66iIiIiBwNBpoZeQYv+Uj0ui9y1OqeiABE3Ajf33cL04JTupoXnp/zbj5R9GECTmomDt1YjJoH/krtIw9CPI4TDJG39BLyL74UXzi5PiEiIiIiY0m/n7astZ8Y6L7I0aZ3ItIp6kbZ3L6VdCfE50quZUnWopRdM7K/nPKf3kJk905wHHLOOY+Cy6/WTIiIiIgIqhmRcaK/RKS7BAmyfanp4+HGYtQ9+jA1D/wFNxolrbiE4k9/jrCZd+gHi4iIiIwTg05GjDF78ZZqPQs8a61dO2RRiaTQYBIRgIgb7aoh6V7Ungw3kaDxxeeoffgBovu8BonZp53JhI98En9m6upPRERERMaCZGZGHgfOAq4BXGNMDfAcXnLyDPCmtVY1JTLq3FZx+yETkU4RN8JtFbfzs+k3J3UN13Vpfn01Nff/xVuSBQSKiin++KfJOG5h0jGLiIiIjAfJ9Bn5BIAxZgpwDnA2XnJyOV5he4Mx5gVr7aWpD1Pk8C0vvnZQMyMAQSfI8uJrk3r+1k2W+qefoGnV8wAECidQcOX7yT71dJyAVkKKiIiI9CfpT0rW2l3AHcAdxph04H3At4C5wMWpDU/kyM1Kn8mUYBlb2rcPOC7oBAe9RMubCXmV+icfpXV9x4pFv5/Cqz5I7nkX4gumtku7iIiIyFiUVDJijAkDp+PNipwNLAaCwEbgN3jLtURGjdpYHT/c9yO2tm8nwxcm6saIutGDxg02EXETCVo3rKPm/vto22QBr19I9lnvJudd7yY0ecqQvA4RERGRsSiZAvYXgFMAP7AWr1bkp3jF7BVDE57I4dvSto1by39GVaya4kAR3yj7KrWxuoOWbA02EWndsI7KO//QVRPiy86m4NIryD7zLPyZqdmFS0RERGQ8SWZm5DS8Boj3AX8DnlESIqPVI3WPc1fVn4kTZ3ZoFl8r+1dy/DmUBUu5ofS6roRkMImI67rUPfYI1ffdDfE4/tw8cs+7kLwLlqppoYiIiMgRSCYZWcqB5Vl3AGnGGIu3NOsZ4J/W2vLUhygyeAk3wZ+q7+OhupUALM29gA8VXk3Qd6CGY37GPG4ovY7bKm5nefG1AyYiLe+8TdW9dxPZuR2AvKWXUHDlNaoJEREREUmBZHbTehxve186CtdPB96Fl5x8DEg3xmyy1s4dikBFDqUp3sSPyn/BO63r8OPns8Wf4qycM/ocOz9j3oDb98Zqa6i88/c0v7YaAH9OLkUf+zRZpywekthFRERExqPD2nfUWttmjNkElAFTgBnANGB2CmMTGbSaWC3f23szuyK7yfFn84WSz7Iw47ikn8d1XRqe/QfV99xJorUFJz1MwaWXk3vBUnyh0BBELiIiIjJ+JVPAPoMDy7TOxks+HKAWr/nhT9BuWjICKqKV/Peem6iMVTE5WMY3y/6NwkBB0s8Tq6mm4n9/R8ubrwGQsfBEij72adIKJ6Q6ZBEREREhuZmRLR23lXg7ad3ScbtGnddlpFRFq/mvPd+nKlbNrNBMvlH2VbL9ye1sFauvo/ahv9PwzFO40Si+cAZFH/80WaeejuM4QxS5iIiIiCSTjHwebwet9UMVjEgyamK13Lj3B1TFqjkmNJN/n/Q1MnzhHmPizU00rX6ZeH0d/tw8shad2rUNb6K9nbrHHqb2kQdx29oAyDzlVCZ88KOaDREREREZBskUsP9yKAMRSUZdrI4b99xEeXQ/M0LT+EbZ9T0SEdd1qbn/XupWrgCfD7e9HScUouquP5B74TLSJpZS87d7idfWAJB54skUXHkNoSlTR+gViYiIiIw/ydSMLADmWWvv7XbsXOC7QD5wl7X2B6kPUaSnhngjN+79AXuj5UwNTuHfy75Glj+zx5ia+++l7tGHcaMHuq277e0A1D38QNex0LQZFH7gI2TMmz88wYuIiIhIl2SWad0EuMC9AMaYScADQBteHcn3jDHl1tr/TXmUIh1aEq18f+/N7I7sZXKwjG9P+tpBNSLx5ibqVq7okYgczGHCRz5B7rkX4Ph8Qxu0iIiIiPQpmU9hJ+EVrHf6MOAHTrDWHgusBL6QwthEemhLtHHT3lvZ2r6d4kAR3yr7Ojn+nIPGNa1+GQ6RYDihIE4goEREREREZAQl80ksD9jf7f7FeAXtezruPwTMSVVgIt11JiK2bSMF/ny+Nelr5Afy+hwbr6/rWpLVHzcSIV5fNxShioiIiMggJZOMVAGTAYwxmcBpwJPdzqdxmE0URQbSlmjnh/t+zPo2S74/j+9O+gYlacX9jnfjcTjElrxOMIg/t+9kRkRERESGRzLJw7PAcmPMOrxZkTTgwW7n5wB7+nqgyOFqijfxg30/YmPbZvL8uXxn0jeYGCzpc6ybSNC46nlqH3sE3EO0vkkkyFq0ZAgiFhEREZHBSiYZ+RbwBPCXjvs3WWs3ARhj/MBVeEu1RFKiOlbD9/fewq7IbgoDBXyr7GuUBSf2OTbWUE/5T26mbfNGANLKJhOrqsCNRA4a6wRD5C1dhj8z86BzIiIiIjJ8kukzss0YMxc4Fqi31u7odjoDWA68leL4ZJyqjtXwH7v/h6pYNZPSyvj3Sf9GYaCgz7Et695h/20/Id7YgD8nl8KrP0jWGWdR+/f7DvQZiURwgkFIJMhbuoyCK94/zK9IRERERHpLqsbDWhsD3u7jeCPeNr8iRyySiHDT3lu6OqvfUPbVg7bvBUi0tlL9t3upf2IlAOG5x1Ly2S8SyPeSlsIrryHvokt6dWBfohkRERERkVFCBecyqiTcBL+u/D07I7spTZvIN8q+SlYfiUi0qpI93/8vYlWV4PeTf+nlFFz2voO26vVnZpF7znnDFb6IiIiIJEHJiIwarutyZ9Wfeb5xFSEnxJcnLu8zEWndvJHyn/+IeG0NwanTKf7kZ0ifMWsEIhYRERGRI6FkREaFuBvnZ/t/xaqmV/Dj5/rSLzEjNK3HGDcWo+bv91H78IPguqTPMZR+5Qb8GRkjFLWIiIiIHAklIzLi4m6cn+//DauaXiHsC/PFks9yfMZxPcbEamvY9+P/R/v2reA45C29hML3fQAnLW2EohYRERGRI9VvMmKMuQW4w1r7Rsf9qUCltbZ1uIKTsa8t0c4t+37K263vkO6k883S65kTPqbHmJZ33qLi978hVl1FYEIRJZ/5PGEzb4QiFhEREZFUGWhm5CvAq8AbHfe3AR8F7h7qoGR8iLkxfrjvR6xtXU+uP4d/K/1XZqcfqP1w43Gq7v5f6p96DIDQjFmUXf8N/FnZIxWyiIiIiKTQQMlIJTCl231niGORceZP1fextnU9ef5cvjvpmz0aGiba2yj/xU9oeet1CAQovOJq8i66BCeglYUiIiIiY8VAn+z+AXzXGLMYqO849i/GmPMHeIxrrf10yqKTMeuVptd4uO4x/Pj56sQv9UxEWlvY+6Mf0mbX48vIpPRf/03LskRERETGoIGSkS8BMeA8oBhwgbM6vvrjAkpGZEDl0Qp+WXE7AB+a8P4eNSLxpib23vJ92rduxp+Xz6Svf5tg2aSRClVEREREhlC/yYi1thL4SOd9Y0wC+Ii1VjUjctjaEm3cuu+ntCRaWZR5MstyL+w6F62uYu/N3yO6dw+BwglMuuE7pBWXjGC0IiIiIjKUklmA/0ngxaEKRMY+13X5ZcXv2BHZxcS0EpYXfxrH8UqRInt2s/fm7xGrqSY4aTJl13+TQEHhCEcsIiIiIkNp0MmItfaPAMYYH3ASMKPj1DbgdWttItmLG2MmA98AFgMLgaC11uk1ZnrHNXqrttZO6DW2CLgFuBTvtT0FfNlauzPZ2CT1Hqt/kpeaXiHspPP10q+Q4feaFUbK97Lnpv8m3lBP+jGzvUaGWQd3XhcRERGRscWXzGBjzOXAduBl4B7gzx3fbzPGXHYY1z8GuArYD7xyiLH/CZzW7euiXrH5gIeB04HPAB8CpgFPGWPChxGbpNDalvXcUXUPAJ8t+RRlwVIAopUV7P3BjcQb6gnPX0DZ17+jRERERERknBj0zIgx5iLgL8Be4NvAuo5TxwLLgb8YY5ZZa59I4vrPWmsndjz/t4EzBxi7xVr70gDnrwAWAYuttas7nvMtYAteUf3PkohLUqgh3sjP9/+aOHEuybuIJVmLAa+r+p4f3Eispob0OYbSL1+PLxgc4WhFREREZLgkUzPyHcACp1tr67sdf8AY83NgVceYQScjh7O0awCXAps7E5GO599pjHkeeA9KRkZEwk3wk/LbqInXMjs0iw8XXgN4MyJ7fnAjscoKr5nhdTfgC6WPcLQiIiIiMpySWaZ1AvC7XokIANbaBuD3eLUkQ+VWY0zMGFNjjLnHGDOt1/ljgbV9PG5dxzkZAY/WP8E7revI8WdzXekX8Tk+3HicfT+9pSMRmUnZ9d/EF84Y6VBFREREZJglMzMSBwZaQ5PWMSbV2oHbgMeBGrxC928BLxpjFlprqzrG5QPr+3h8LVBwuBePx+NYaw/34YetpaUFYESunSr7qeRu373gwLLIhVRuqaCSCpxnnsK3cztubh4tl1/D5j17RjrUUWMsvO+SPL3v45Pe9/FH7/n4NNLvezw+FB/PUyeZZORl4HPGmD9Ya/d1P2GMmQh8Dm+pVkp1XOvz3Q49a4x5DngVr1blv1N9TTlyMWL8zfcgMSfOSYmFzGMOAM7LL+B78VlcxyFx0aWQrqVZIiIiIuNVMsnId4F/ABuMMXcCGzqOz8PbuSoEXJ3a8PpmrX3TGLMROKXb4Vogr4/h+XgzKofF7/djjDnchx+2zux5JK6dCndV3Ut5XQXFgSK+NPVzhH1h6p96nMqnHweg5Nrl5Jxx1ghHOfoc7e+7HB697+OT3vfxR+/5+DTS7/ubb745qmdHkukz8pIx5nzgVrwZie5WA9dZaw+1PW+qud2+X4+3rW9vx9L38i0ZIutaN7CibiUODl8s+SxhX5iGF56l8o7fAVD0sU8pERERERGR5PqMWGtfsNYuBko50O9jorX2VGvtsHVnN8acBMzBS4I6rQBmG2NO7jZuCt52wQ8NV2zjXUO8kV/s/w0uLpfnX8qc8DE0v/0GFb/9JQCFH/gouedeOMJRioiIiMhokMwyrS7W2v14jQqPmDHmqo5v5/e6v91a+6ox5uaO+6vwllsdD/w7sAevsL3T/cDrwJ+NMTfgFb7/F7AT+G0qYpWBJdwEPy3/JVWxamaFZvK+gsuI1daw/ze/gESCvEsuI3/pJSMdpoiIiIiMEoeVjKTYff3c/yPwCbztej8PfArIwkuCHgS+a63tqgWx1saNMRfjLSP7LeAHngautNa2DOULEM/fah9kTetacvzZXF/6JXzRBHt+ejOJxkbC8xdQeNUHRjpEERERERlFRjwZsdY6hzj/O+B3g3yuCuDDqYhLkrOmZR1/rXmgq04k359HxR9/RfvWLQQKJzDxc1/CcQZ8q0VERERknEmqZkSkL7WxOn62/5e4uFyZ/16OzziO+qcep/G5f+IEg5R++Xr82TkjHaaIiIiIjDJKRuSIuK7LL/b/hvp4A/PD83hfwWW0bdtC1Z/+F4DiT/4LoWkzRjhKERERERmNBrVMyxjjByYBTd3rNETur32INa1ryfZl8cWSzxLZvo29t3wf4nFyz72Q7NPOHOkQRURERGSUGuzMiB/YCnxyCGORo8yalrXcV3M/Dg6fLfk0mZUt7LvlJhKNjWQcfyITPvjRkQ5RREREREaxQSUj1toIsA+IDW04crSoi9Xx4/JfdNWJnOSby95bvk+8sYGMBQsp/fL1OGlpIx2miIiIiIxiydSM3Al8yBijT5jjnOu63F75R5oSzSwIz+d9BZdRff+9xCorCE2bzsQvXocTGPGN2kRERERklEvmE+PTwCXAamPMr/CWbbX2HmStfTZFsckosrZlPbdV3M7y4mupjdfxavMbhJ10Plfyado3baT+iUfBcSj+1GfxhdJHOlwREREROQokk4w81u37nwNur/NOxzH/kQYlo8valvXctO9WIm6Em/bdgvdWw4cnfIDcZh+7f/lTcF3yL71MO2eJiIiIyKAlk4yoeH0c6p6IAETcKABzQrM4L+ds9t/2Y2I11YRmzabg8qtHMlQREREROcoMOhmx1v5xKAOR0ad3ItLdtshOXn39r+S/8hJOKMTE5V9WnYiIiIiIJOWwPj0aY2YDxcA71tr61IYko8FAiQhA1I3yk4wVfHSaj1PP+ShpE4qGOUIREREROdollYwYY64GfghM6Th0AfC0MaYIeBH4d2vtfakNUYbboRKRTtE0uOND6ZRNKSN3mGITERERkbFj0Fv7GmMuAe4ByoH/Q2cVM2CtrQQs8OFUByjD77aK2w+ZiHSK+hP8suK3QxyRiIiIiIxFyfQZ+TbwEnAa3m5avb0MnJCKoGRkLS++lqATHNTYoBNkefG1QxyRiIiIiIxFySQjC4E/WWt7b+nbaS9QcuQhyUibnzGPG0qvO2RCEnSC3FB6HfMz5g1TZCIiIiIyliSTjEQYuMZkCtB4ZOHIaDE/Yx5fL/0Kvn7+iigREREREZEjlUwy8jJwRV8njDHpwEeB51IRlIwOETdCgsRBx4NuQImIiIiIiByxZJKR/wucboz5E7Ck49h0Y8wVwAvAZOB7KY5PRkjcjXNX1b0AXJDzbtLi3l+VtJjDDZOuVyIiIiIiIkds0MmItfYZ4APA+cCDHYd/A/wVmAZ8wFr7asojlBHxj4bn2BPdS0laMe/bdywfvbuNvHqX60MfUyIiIiIiIimRVJ8Ra+1fjTGPABcCc/C2990MPG6tbRqC+GQEtMRbuK/mbwBck3cF9b+4i5n7E3yv4iryT373CEcnIiIiImNF0h3YrbWtwANDEIuMEo/VP0V9vIE56cdgXqykdn85aRPLyLvg4pEOTURERETGkKSTEWNMPt5SrRkdh7YBT1pra1MZmIyMxngTD9U9AsCVoQupe+A2ACZ86GM4gaT/uoiIiIiI9CupT5fGmG8C3wFCdOvADrQZY2601v7fVAYnw+9vFX+jJdHKvKYiJty3kra2VjIWnkTm8epnKSIiIiKpNegCdmPM9cD/AKuBa/CaIC7s+P5V4L87xshRyHVdtj/wvzxZ9xQA7/7TbtrsegAC+fm4bn+9LkVEREREDk8yMyNfAp4GLujVhX2NMeavwJMdY25OYXwyTGruv5eVzU8RTXMwG+OU7T/wFje++Bz+nBwKr7xmBCMUERERkbEmmT4jxcDfeiUiAFhrE3hb/BalKjAZPvHmJsqfWsHLJ3r3z34h1uO8G4lQt3IF8ebmEYhORERERMaqZJKRt4DZA5w/BlhzZOHISGha/TKrT/TRlu4wfUeCqXv6WJLl89G0+qXhD05ERERExqxklmldDzxkjFkD/NFaGwdIwPPOAAAgAElEQVQwxviBTwIfAy5NfYgy1KL1tazqmBV514uxPse4kQjx+rphjEpERERExrp+kxFjzNN9HK7F67r+Q2PMto5jM4A8YCtwI3BeqoOUoWVLWqjPdcivTTB7S6LPMU4wiD83b5gjExEREZGxbKCZkZlAX1so7ey4Ley4bej4CnCg94gcRVZNqoJ2OOWNeP/r9hIJshYtGc6wRERERGSM6zcZsdZOH8Y4ZITUxGp5vf0dfK7DSe/0PcYJhshbugx/ZubwBiciIiIiY1oyBewyBj3T8BwJEpwcWkB2k3fMSUsDx8EJhXDS0shbuoyCK94/soGKiIiIyJiTVAf2TsaYLCCfnl3YAbDW7jz4ETIaJdwETzc8C8CiNT5IxMlYsJDMkxcTr6/Dn5tH1qIlmhERERERkSEx6GTEGBMG/gP4FAfqRfriP9KgZHisaV1HZayKCb58Sh94HYDCqz5AaJpKf0RERERk6CUzM/Ir4CPAK8BdgPZ5Pco9Vf9PAJbszMeJ7CPzpEVKRERERERk2CSTjFwB/7+9+w6TrCwTNn5X90wPTE6AJAERHjIqiKC4JFdFgmEN4LqKCXVlFWUVV11FXPXj21V0P1yMaw6ggiTRRUQQRQUkCIzvkgZJApOZ2DPd9f3xnsKeokNVd1WfDvfvuuaqrnPeOuc5derUnKfexLdTSq9vVzAaPSs2reTGNTfRQQd7X3w3APNf+nclRyVJkqTJpJkO7OuAX7crEI2uqx+/lh562GflQmYt28D0/Z7BtJ12LjssSZIkTSLNJCM/BF7YrkA0enLH9asBeOYvlgAw77iXlxmSJEmSJqFmmmmdBvwwIr4FfIU8+WFPfSFH0xr7bl/3Jx7Z+CjzNk1n1zuWMe1pu7LlblF2WJIkSZpkmklGNgF3AacArx2knKNpjXHXPH4tAM+6aSMdVZj3kpeWHJEkSZImo2aSkc8DbwauB67D0bTGpQ29G7h+dR7Gd7/fr2bqU7ZjxrMOLDkqSZIkTUbNJCOvAr6bUvqHdgWj9vvj2ttZX13PDo92sGB5lQWnnEClo5muQ5IkSVJrNHMXuglH0xr3rlv9ewD2vG0DXdvtYK2IJEmSStNMMnIBjqY1rq3v3cANa3ITrX3v6GXOC4+2VkSSJEmlaaaZ1v8DvhkR3wG+hKNpjTs3rrmJDdVudry/l4Xd05l1yKFlhyRJkqRJrJlk5Nbi8RnACYOUczStMeo3j/8WgP1u72HW819Ax7RpJUckSZKkyayZZORMoNquQNReq3tWc/PaP1LprbLvoh7m/Ovflh2SJEmSJrmGk5GU0hltjENt9rvVN9BDD7su7mXrXZ9J11O2LTskSZIkTXL2Xp4kfr06N9Ha/7ZeZj//sJKjkSRJkpqoGYmIjzRQrJpS+vgI4lEbLNu0nEXrElM2Vdl78VSmn/KsskOSJEmSmuozcsYg66pApXhsOBmJiB2ADwAHAfsDXSmlSj/ltgI+AxxLjvlK4F31I3dFxC7A54AjgW7gYuC9KaVljcY0Ef1+9Q1UqbLbXb0s3PcQOrq6yg5JkiRJaryZVkqpo/4fOTEI4AvA74GFTe7/6cArgUeK1z9JRHQAlwHPBd4KvBbYCbgyIrbsU24WcBWwHfAa4O3AYcDFEfGkBGcy+XUxitY+i3qYefDzSo5GkiRJypqpGXmSlFIvcCfwzoi4kFx78cYmNnFNSukpABHxYaC/iS9eDjwbOCildH1R9hbgbuDNwDlFuZOBbYHnpZQeLMo9QJ41/hjg0uaObmJ4dONj3Lnhbrq6q+zz0Aym77VP2SFJkiRJQGs7sP8PcHwzLyiSmaEcC9xVS0SK1/0ZuBY4rq7cNbVEpCj3G2BxXblJ5ea1eXqY3e/qZf6zDqHS6TQwkiRJGhtGVDNSZwegHZ0R9gJu72f5HWye/OwFfG+AcnsNd+c9PT2klIb78mFbu3YtwIj3/evKddABT7+nl2X77siyEo5FjWvVedf44nmfnDzvk4/nfHIq+7z39PSUst9GNTOa1lMHWDWP3GH8PcAVrQiqn+0v6mf5cmB+XbkVA5TbufVhjX0b2cQ93AvAbo/Ngu13LDkiSZIk6a+aqRlZzMAzsFeAq4F/HGlAY01nZycRMer7rWXPI9n3zWtuZePDPWz7cC+7POeFzN9jj1aFpzZpxXnX+ON5n5w875OP53xyKvu833zzzWO6dqSZZORNPDkZqZJrHu5MKf2pZVFtbjkwt5/l84Blwyg3ady48gYA4q5eZr/UiQ4lSZI0tjScjKSUvt7GOAaziDysb7292Lz51iL67xuyF+1pPjamVatV/rDqRpgC+2/amSnzF5QdkiRJkrSZVo6m1S6XArtFxAG1BRGxI3kY4Evqyh0WEdv1KXcwub9I33KTwgPdD7J0yhpmrK6yx27WikiSJGnsaWo0rYiYA5wI7EruPF4/mWA1pfTmJrf5yuLPveueL04p3QBcCPwBOC8iTgc2AGcCfwa+2mdTXwL+CbgoIs4ApgNnAdcxCecYeaKJ1t29zDrq2SVHI0mSJD1ZM6NpHQ78GJgNrCL30ag3UAf3wfxggOffAE5KKfVExNHA2eTkoxP4BfCKlNLa2otSSqsi4kjgc8B5wEZyjch7UkrDiWtcu2nJ76AL9l6zDVPm9teVRpIkSSpXMzUjZ5MTkMNSSre0KoCUUn3tSn9lHgX+voFyd5MnP5zUNvRu4K7Ov1CpVnnG9s8vOxxJkiSpX830GdkT+GwrExG1xx0rb6Ons8q2f6myzbNMRiRJkjQ2NZOMPEh7ZlhXi910/y8B2GPFPKbMmz94YUmSJKkkzSQjnwPeGBFbtisYtcbtG+8EYN95zyw5EkmSJGlgzfQZWQGsAf4UEV8D7gOeNJ1jSumbLYpNw7Bq7VIemr2Ozh7Yb++jyw5HkiRJGlAzycjX+/z9kQHKVAGTkRLddueVVGdU2HFZFzNim7LDkSRJkgbUTDJyRNuiUMvcsfRmmAG7d+xUdiiSJEnSoBpORlJKV7czELXGnV1/AWCvrQ4YoqQkSZJUrmY6sGuMW/XIn7l/6x46emHfpzqkryRJksY2k5EJ5E/3/IrejgrbPb4lM6bMKDscSZIkaVAmIxPInctvB+BpHduXHIkkSZI0NJORCaJarXJvR+4vsvuC/UqORpIkSRqaycgEsWnZUu7fKk/7svvWzyg5GkmSJGloJiMTxKN33cLKORW6NlXYYdoOZYcjSZIkDWnAoX0j4m+Gs8GU0jXDD0fD9b+P3QwL4Kkb5tNRMceUJEnS2DfYPCO/JM+oXlOpez6QzpEEpOG5e8O9ADx9i6eVHIkkSZLUmMGSkfoZ17uAs4DZwBeBVCzfAzgZWAmc3uoANbTe9ev584xVQAe7b71/2eFIkiRJDRkwGamfcT0i/g+5dmS/lNLaPqsujoj/Aq4FjgR+3o5ANbB1997FA9tWAHj6zCg5GkmSJKkxzXQu+AfgG3WJCAAppdXA14E3tCguNeFXj/yCtTMqbLGpk62mLCw7HEmSJKkhzSQj84CZg6yfXZTRKLp97SK+te0fANjQ2csd6/5UckSSJElSY5pJRm4A/ikidq9fEREBvBO4vlWBaWi3r13EWQ+fTU8xZEC1UuWsh8/m9rWLyg1MkiRJasBgHdjrvRe4CrgtIn7GXzuwB/AiYANwWmvD00BqiUh3tXuz5d3Vbs56+GxO3/Y97D19z5KikyRJkobWcM1ISukG4EDgIuBwcnLyXvKoWxcBzy7KqM0GSkRqagmJNSSSJEkay5qpGSGllIBXRUQHsFWx+LGUUm/LI1O/hkpEaqwhkSRJ0ljXVDJSUyQfj7Q4FjXg3Ee/MmQiUtNd7ebcR7/COTt/us1RSZIkSc1rpgM7EfG0iPhmRDwYEd0RcWSxfGFE/HdEHNSeMFXzjq3fQlelq6GyXZUu3rH1W9ockSRJkjQ8DScjEbEneUSt44E/Ap21dSmlJcD+wNtaHaA2t/f0PTl92/cMmZB0VbpsoiVJkqQxrZmakU8Bq4E9gdeRZ2Pv66fAoS2KS4N4IiEZoJWdiYgkSZLGg2aSkcOAz6eUHgaq/ay/D9iuJVFpSHtP35PXLX1yqzgTEUmSJI0XzSQj04CVg6yfAziq1iiqLMmno1KkhiYikiRJGk+aSUYWAc8dZP1xwC0jC0fNuH/TQwAcuGl3Fk5ZYCIiSZKkcaWZoX2/AJwbEb8mT3IIUI2I+cC/Ac8DXtvi+DSAarXKg10rADhgzgGctt2LSo5IkiRJak4zM7B/GTgHOBe4p1h8IfAY8Hbg7JTSeS2PUP3qWbWSR+b3ALDz/D1KjkaSJElqXrMzsJ8aEd8DTgB2J4+odRfwvZTSdW2ITwNY/dBils6r0NEL209z3ABJkiSNP03PwJ5S+h3wuzbEoibcvzRRfUqFrddswdTK1LLDkSRJkprWzKSH90TE8YOsPzYi7hlovVqnZ81q7n7gRgCesmoaPWtWlxyRJEmS1LxmRtPaGZg5yPqZwE4jikaDqlarLL3gPBaf+g4e2PgwAAvvWs7iU9/B0gvOo1rtb/oXSZIkaWxqJhmB/ic7rNkdeHwEsWgIyy48nxU/vYzqxo08tjAv2/qRTVQ3bmTFTy9j2YXnlxugJEmS1IRB+4xExBuAN/RZ9OGIeGs/RecB+wKXtzA29dGzZjUrLr+U6saNADy6sALAVo/l/LDa3c2Kyy9l7ouOpXPGjNLilCRJkho1VAf2ucAuxd9VYCtgel2ZKrAG+BbwoZZGpyesvv530JErsrqnwoq5FTp7qixY3qeyqqOD1df/ljmHH1VSlJIkSVLjBk1GUkqfAz4HEBG9wKkppe+ORmDaXM/KFVQ3bABgyYIK1UqFBct66ez9a5lqdzc9K1eUFKEkSZLUnIaH9k0pNdu/RC3UOWculWnTqG7YwJL5uYnWwiWbd+GpdHXROWduGeFJkiRJTTPBGCdmPvs50JurQZYWychmTbQAenuZ+eyDRzs0SZIkaViamvQwIl4AvA84gNyfpFJfJqXU2ZrQ1FfnjJnMPfpYVvz0MpbOz0nI/D7JSKVrGnNf/BI7r0uSJGncaDgZiYhjgIuABJwPvB34Lrl25WXAIuDiNsSowvyXvxqAZfMuA2DBsiqVadOgt5e5L37JE+slSZKk8aCZmpEPArcABwNzyMnIf6eUfhERuwG/JScqapNKpcK8Y17K0kU/AeBpBx3NwhnbMfPZB1sjIkmSpHGnmT4j+wPfSSltBGpjOHUCpJTuBM4FPtDa8FRv9SMPsGZmhc4eeNpL/p45hx9lIiJJkqRxqZlkpAdYXfxde1zYZ/1i8izsaqOHl94FwPx1U+moOP6AJEmSxq9m7mbvBXYFSCl1A3cCL+yz/nDg0ZZFpn498vgDACzYNLPkSCRJkqSRaSYZuQJ4VUTURtD6EvCGiLgyIq4CTiTPwq42emz9XwBY2OF8IpIkSRrfmunA/kng+8VrNqaUPh0RU4DXkPuQnAF8quURAhFxOHBVP6tuTCkd2KfcLuQZ448Eusmje703pbSsHXGV4bHefChbd21TciSSJEnSyDQzA/ty4Ma6ZWcBZ7U6qEG8Dbi1z/Na3xUiYhY5YVlCTpBmFLFdHBHPTynVzRA4Pi3pfByArWfuUHIkkiRJ0sg0NenhGHBHSum3A6w7GdgWeF5K6UGAiHgA+DVwDHDp6ITYPtXeXpZt2Q1U2HbeLmWHI0mSJI3IgMlIRHxkGNurppQ+PoJ4RuJY4JpaIgKQUvpNRCwGjmMCJCM9K1ewfHb+e5sZ25cbjCRJkjRCg9WMnDGM7VWBdiYjP4qIheSmWBcBH+jTH2Qv4Hv9vOaOYt24t3rJQ6ybnucYmd05u+xwJEmSpBEZMBlJKY2lSSxWAv8OXEPuJ3II8C/AwRHx7JTSBmAesKKf1y4Hdh7ujnt6ekhp9CeWX7t2LcBm+152140QMGv9FO783ztHPSa1X3/nXROf531y8rxPPp7zyans897T01PKfhs1LvqMpJRuAm7qs+iXEXEbebSsVzNJhhReuXEJALO7p8EWJQcjSZIkjdC4SEYGcCmwBjiQnIwsB/qbfGMeMOyhfTs7O4mI4b582GrZc99933XvhQBsPWV+KTGp/fo775r4PO+Tk+d98vGcT05ln/ebb755TNeONJyMRMS95D4hg6mmlHYdWUhNq8W0iP77huxFnrBx3FvWsxyABVPnlxyJJEmSNHLN1IxczZOTkU7gaeQ+HLcCN7corkYcT55L5Pri+aXAJyJiu5TSQwARcTC5v8gloxhX2ywjzzGyYIutS45EkiRJGrlmJj08aaB1EfEc4DLg1BbE1N/2vw3cA/yBv3Zgfz+5H8kPimJfAv4JuCgizgCmkyc9vI4JMKwvwMop6wBYOMthfSVJkjT+tWTErJTS74Cv0L7Z2G8HXg58E7gceBPwZeCIlFJ3EcMq4EjgEeA8cnJyLXDcRJh9vbe7mxVb5vZ+W5mMSJIkaQJoZQf2e4F3tXB7T0gpfQr4VAPl7iZPfjjhbFq2lFWzKwAs6FpYcjSSJEnSyLVyLpFjGcGoVRrc+mWPsHpmhY5emNs5p+xwJEmSpBFrZjStjwywah5wBLAf8NFWBKUnW7LiftgaZndPpaMyluajlCRJkoanmWZaZwywfDlwJ/DGlNI3RhyR+rVkzcMAzOuZXnIkkiRJUms0M5qWP8eXaOn6PPv6vMrskiORJEmSWsMEY5xY1rsCgAVTnPBQkiRJE4PJyDixomMNAPOnOZKWJEmSJoZmOrBXgLeR5/h4Grnjer1qSqmVwwWrsHxqnvBwwfSnlByJJEmS1BrNJA6fIc8j8hDwK2BFWyLSk1R7e1m5xSagg61mOuGhJEmSJoZmkpE3kGc/f2lKqadN8agfPasfZ2VtwsMttio5GkmSJKk1mu0zcomJyOjrXrGU1TPz3/On9Nc6TpIkSRp/mklGfgoc1K5ANLBlKx+mt6PCrPWdTKnYJUeSJEkTQzPJyLuAZ0XExyNip6JDu0bBkrV5wsO53dNKjkSSJElqnWYmPVwSEd8HPgl8ECAi6os5mlYbLF3/KODs65IkSZpYmhna9xPAB8ijad2Ao2mNmmUblwMwrzKn5EgkSZKk1mmmFuOtOJpWKZZXVwLOvi5JkqSJpZk+I104mlYplnfm2dcXbOHs65IkSZo4mklGfgY8p12BaGArpm4AYOH0bUuORJIkSWqdZkfT2j8iPuFoWqNrxZabAFg4e8eSI5EkSZJap5k+Iw8DVeAZ5I7sjqY1CnrWr+fxmVWgwoJZ1oxIkiRp4mgmcfgmORnRKFqz8hE2TanQ1Q1bdG5RdjiSJElSyzQzz8hJbYxDA1i26iGowMzuzrJDkSRJklqqmT4jKsGKx/OEh7M2dpUciSRJktRazUx6+PpGyqWUvjn8cFRvxbolMBtm9W5ZdiiSJElSSzXTZ+Trg6zr25fEZKSFVnXn2ddnVaaXHIkkSZLUWs0kI7v0s6wT2BV4N7AQOKkFMamPlT2PAzC7Y1bJkUiSJEmt1UwH9vsGWHUPcEVEXAWcDLy3FYEpW0WefX3O1DklRyJJkiS1Vis7sP8IeG0Ltydgdcc6AOZMm1dyJJIkSVJrtTIZmQPMbuH2BDw+pRuAOdMWlByJJEmS1Fojni09IuYARwKnAb8dcUTazOquTQDMm7F1yZFIkiRJrdXM0L69DDwDe4Xcd+SUVgSlQrXK6i16gQpzZm5TdjSSJElSSzVTM3ImT05GqsBy4E7gipRST6sCE/R2r2dtMaLv3C1tpiVJkqSJpZnRtM5oYxzqx/p1y+mdXmGLDTClMuIWdZIkSdKYMmQH9oiYEREzhygzMyJmtC4sAawpJjycuaGz5EgkSZKk1hs0GYmIvcjNsN4/xHbeDyyLiN1aFZhgzaaVAMzcOLXkSCRJkqTWG6pm5J3AQ+T+IoP5eFHODuwtdO+UBwHo6LBmRJIkSRPPUMnIC4DzU0qbBiuUUtoInAe8qFWBTXb3ch+/2uZuABbPXcPtaxeVHJEkSZLUWkMlI08FUoPbuhPYaWThCOD2tYv4Tsf59HTkwct6K3DWw2ebkEiSJGlCGSoZ2QhMa3BbXUV5jcDtaxdx1sNns7GyeWVUd7XbhESSJEkTylDJyN3AwQ1u65CivIaploh0V7v7XW9CIkmSpIlkqGTkYuDVEbHfYIWK9a8GLmpVYJPNUIlIjQmJJEmSJoqhkpGzgSXAlRHx+ojYbIzZiJgaEa8HrijKfbY9YU585z76lSETkZruajfnPvqVNkckSZIktdegyUhKaQVwNLAa+BqwMiJuioirI+IPwMpi+TrgJUV5DcM7tn4LXZWuhsp2Vbp4x9ZvaXNEkiRJUnsNOQN7SumPwL7kiQ1vAHYk9w95KnBjsXzflNKtbYxzwtt7+p6cvu17hkxIuipdnL7te9h7+p6jFJkkSZLUHlMaKZRSWg18uvinNqklJAP1HTERkSRJ0kQyZM2IRlctIZlS3XzWdRMRSZIkTTQmI2PQ3tP35JgVz3niuYmIJEmSJiKTkTFq/to812RnDyYikiRJmpBMRsaodT1rANhjySwTEUmSJE1IJiNj1Pre1QDMqE4rORJJkiSpPUxGxqi11XUAzGB6yZFIkiRJ7dHQ0L7jRUTsAnwOOBLoBi4G3ptSWlZqYE3qWbOadWuXADBt1Xp61qymc8bMkqOSJEmSWmvC1IxExCzgKmA74DXA24HDgIsjolJmbI2qVqssveA8Fp/6DtZvyJPZT1n8MItPfQdLLziParVacoSSJElS60ykmpGTgW2B56WUHgSIiAeAXwPHAJeWGFtDll14Pit+ehnVjRtZN20qAFuu6aG6sZcVP70MgAWveE2ZIUqSJEktM2FqRoBjgWtqiQhASuk3wGLguLKCalTPmtWsuPxSqt155vV1W+bl03PXEard3ay4/FJ61qwpKUJJkiSptSoTpelPRDwCfC+ldGrd8suA2Sml5ze7zRtvvLEXGJ0mXj09sGkTkM9Hd1eF3gpM665SeeIUVWDKFOjsHGgrkiRJUr3qAQccMCYrISZSM615wIp+li8Hdh7mNnvJtUerhvn6xlWr06C6Re1pV3d/SWIVqtX1wIa2xyNJkqSJYDb5nnZMmkjJSMsdcMABvj+SJElSm4zJ6pphWg7M7Wf5PGBcDe0rSZIkTQYTKRlZBOzVz/K9inWSJEmSxpCJlIxcChwWEdvVFkTEweT+IpeUFZQkSZKk/k2k0bRmA38EHgXOAKYDZwF/Ic89MjEOVJIkSZogJkwyAhARuwKfAw4HNpJrRN6TUlpaZlySJEmSnmxCJSOSJEmSxo+J1GdEkiRJ0jhiMiJJkiSpFCYjkiRJkkphMiJJkiSpFCYjkiRJkkoxpewAtLmI2IU8PPGRQDdwMfDelNKyUgPToCLilcDfAwcAC4HFwDeAs1NK3X3KNXR+I+KZwNnAQcDjwHeBD6aU1tWVOwr4P8A+wGPAl4FPppR6Wn+UGkpETAH+AOwL/ENK6dt91rX0nEbECcCHgacD9wOfSSmd26ZDUz8i4hXA+4D9yMPJ3wa8LaV0e7He632CiYiXAR8A9iSf0+uBD6eU/lBXrqXXcUT8E3AqsD3wv8DHUko/au3RKSJ2IJ/fg4D9ga6UUqWfclsBnwGOJd9LXwm8K6X057pyfgc0wJqRMSQiZgFXAdsBrwHeDhwGXBwRT7oYNKb8M7ABeD/wEuBbwEeLR6Dx8xsRTwV+Qf7ieilwOvB64Ct9dxgRBwI/Ae4EjgH+A/ggcGY7DlANeTewVf3CVp/TiDge+B7wc+Bo4NvAORHx1tYejgYSEe8GzgOuAY4DXku+IdmyWO/1PsFExIuAC4C7gVcBJwMLgCsjYsc+5Vp6HReJyNnA14AXA1cDPyjiUWs9HXgl8Ajw+/4KREQHcBnwXOCt5Gt/J/LnYMs+5fwOaJA1I2PLycC25BnjHwSIiAeAX5M/eJeWGJsGd1xK6bE+z38ZEVXgUxHxvuLXkkbP7/vIX0ovTymtKcp1A9+JiE+llG4ryn0USMDrUkq9wC8iYibwkYj4jJN9jq7iF7WPAqeQa8X6avU5/QTwk5TSqcXzqyJie+DjEfHf4/1XsrGumGD3/5In1T2nz6qf9Pnb633ieR1wH7nWsxcgIm4slh0DfKEo17LrOCK6gDOAL6aU/q0o98uIiOL1P2vnAU9C16SUngIQER8GDu2nzMuBZwMHpZSuL8reQk5S3wzUvhP8DmiQNSNjy7HkC+HB2oKU0m/ITX6OKysoDa0uEam5sXjcvnhs9PweC1xc+1Iq/Ihc83IcQPEf1N8C59X+Uyx8B5gGvHDYB6Ph+iy5Cv6afta17JxGxE7kKvrv1u3jO8A25Gp+tdebyM2yvjxIGa/3iWcqsLruHKwqHjugLdfxIcD8AcodEBHbjeSAtLm6czaQY4G7aolI8bo/A9fy5Gvb74AGmIyMLXsBt/ez/I5incaXvwF6yFWq0MD5jYjp5OrezcqllDaQf3WpfQ52JX8B1Ze7D1iLn5dRFREvJv9n8L5+1rX6nNYe6z9Ld9StV/s8l+IXyohYHBGbIuL2iHh1nzJe7xPPV4E9I+K0iJhX1IaeAzwMnF+UafV1PFS5PYdxHBqZRu/V/A5okMnI2DIPWNHP8uXkX0Y0ThRV6O8BvpZSWlIsbuT8zgUqDZSbVzz6eSlZRGxBviH5WErp4X6KtPqcDlRuefHouW+/bYHdgU8BHyO3478VOC8ijijKeL1PMCmlK8hNdD4CLCN3OD8UOKruex5adx3Xyq0copxGT6P3an4HNMhkRGqxiFgAXET+j+q0ksNR+32Q3N73P8sORKOmA5gJnJxS+lpK6efkTqy3kUdG0gQUEQcD3yR3On8B8DLgQeAnEbFtmbFJ45nJyNiynJwl15tH/hVGY1wxesbl5BuVF6WUVvVZ3cj5rf3qMTwYNogAAAycSURBVFS55Q2WUxsV7b7fD/wrMCMi5gKzi9XTI2IOrT+nA5Wr/XLmuW+/2nv889qClFKVPCLOPsUir/eJ5/8Bv0spvT2ldGVK6SLyKFhz+esPT62+jmvl5gxRTqOn0Xs1vwMaZDIytiyi/3Z/exXrNIZFxDRyjciuwAvrxxungfObUlpLHplls3LFtnflr5+Du8m/xteX2wmYjp+X0bILuR3vD8n/WSwHbinWfRFY2oZzWnus/yztVbde7dNfO/CaLYpHr/eJZ2/yPEJPKH5wugvYrVjU6uvY633safReze+ABpmMjC2XAof1HR2jqBbeGbikrKA0tIjoBL5PHgHlJSmlO/op1uj5vRQ4vujYVvNy8k3vJQDFRIpXAK8pxjyvOZH8hfU/Iz0mNeRm4Ii6fycW6z4JHFX83bJzmlJaTL4ZPpHNnQg8ygBj46ulLioenxjBpjhnR5EnwQOv94loMXli2ydExGzy3BT3Qluu49+Qf+Tor9wfUkoPjeSANCyXArtFxBOfhWKemUN58rXtd0ADKtVqtewYVCi+1P5I/iI6g5ztngX8hTxOtSdrjIqILwBvI3dsvKJu9d0ppccaPb/FLx23AL8FPk2eMOnTwM9TSif02edB5KEEzyeP8rJPsb3/TCl9oD1HqqFExM7kG5MnZmBv9TmNiJeTJ187mzyc8N+Qx6B/Z0qpNteB2qSYsOxq8q+U/0LuH/Zm8g3EUSmlq73eJ56I+Efg8+QhnX9Ibo57GjlBeWZKaVFRrqXXcUScSp7g7qPkOSpeQZ7P6JiU0uVtPORJKSJeWfz5d8AJ5AkuARanlG4ofnz8Pbnp3OnkIXjPLJ7vW9R2NHxP53eANSNjSlHdeyR55s/zgC9RjFttIjLmvbh4PBO4ru7fMdD4+S2G6juKPJPzxcC/k8cSf1PfHaaUfl9sew9yP5XTyV9MH2rHAWr4Wn1OU0oXAn8PvIg86dnrgXeZiIyO4no9nnwj+SlyTcmOwNEppauLMl7vE8+55KTzQPI8EF8A1gCH1xIRaP11nFL6LDnpeXNR7kjgNSYibfOD4t8Jdc9PASgmlT0a+B05Kfge+QeJo2qJSFHO74AGWTMiSZIkqRTWjEiSJEkqhcmIJEmSpFKYjEiSJEkqhcmIJEmSpFKYjEiSJEkqhcmIJEmSpFKYjEiSJEkqhcmIJEmSpFKYjEhqWkScFBHViNi57FikviLijNH8bHotSNLITCk7AEljQ0RUGyz6DeCXbQylbSLiGcDLgK+nlBaXHI4kSZOeyYikmn+oe/4K4OXAe4AlfZbfDfwe+D6wYXRCa5lnAB8lJ1OLS42kQRFxPPD7lNJf2riPZwJfAF6ZUrq/XfvpZ79nAv8M/Ir8GZsJHA/8L3A90AU8C9gJ2CKl1DNasTXhW4zxa6HM93moz1ZEvAvYHXgU2Av415TSnY2ub9U2JJXHZEQSACmlb/d9HhFPJycjPx6gFmEs3hhOKBHRRb7RfQHQ8mQkIo4D/g6oAgcBna3exxAOAXZPKT1QxPN88k3yu1JKPyuWdQFXjbVEJCJmpJTWFHGNqdj6MervcyOfrYh4M3ACcGhKqTcijgZ+FhF7pZTWD7W+VduQVC6TEUlNi4iTgK8Bu9QSlYg4g1zrsB9wCvlGZArwg+J5J/AfwKuALYELgbenlNb02e4M4EPAa4AdgKXAj4EPpZSWDxHTDOAjwCuB7YG1wJ3Ap1NK5/eJD+CqiKi99I0ppa83s/8+23oGcCrwUmAqcDn5Bu8vjcQ02PEUDiwer2+gbNNSSpcAl0TE4cBJ7djHQIpfzL9fu0EuHAZsAn7dJ8buiPjtMHYxIyI+D7wamAFcTf683VcXx/bAJ4Cjgbnkmr8vAZ9LKVWLMmeQz/f+wD+Saw23AioDXAuDNXk8IqX0y2Hse59i34MeT71ReJ/71eBn68PAWSml3uL5T8nfDScAX29gfau2IalEJiOSWu2bwH3km/DnAW8B1gFPJzdlqS1/HfAw8H6AiJgGXAnsTb4hS+SmFe8EDo6IQ1JKgzWF+S/gxOLxNmA2+ebxEOB84AJgW+Bk4JPAouJ1vxnB/r8BLCPfLO5alN0zIg4syg4V01AOBX6bUtrYQNnx5ihy852+DgNuTCmtrlu+chjbr52bjwFPAd4LfBt4fq1ARCwgn/9tgM8D95JrDM4GdiYnmn19B3gEOBOYP8i+65s8ApxObiK0ZJj7HvJ4BtDu93lYImJ38nHeVluWUqpGxO3A30bEbwZbD3y9Fdto0+FJaoLJiKRWSymlE4q//6to7nUK+dfZ1xbLz42I3YA3USQjwLuBZwIHp5Ruqm0sIn4JXEK+wfvKIPs9HvhySqn+Jq4W1K0RcR05Gbmi9ut0H8PZ/0rgb2tNW4qbnC+RE7DPDxXTQIqmJUcALwLui4hvAz9MKf24me2MZSml/+j7PCKmkJO0z/dT9sxh7OLPKaVX9Nn+EuDsonnOHcXi04GnAi9LKV1UlPs8uTbs3RHxxZTSoj7bfBA4ulZrMZB+mjyeTK7Z+FBKqXZj3Oy+Gzme/mJp9/s8XLsWj6vqlj9OTiCGWt+qbUgqmUP7Smq1L9Y9vw6oAF/uZ/mCiJhdPD+R3DH+/ohYWPsH/BZYQ/6FdzArgOdExI7DjHs4+z+nro3918kJyrEjiSml9FVy8tNJvoF93URKRAZwAH9tftQK9Tfbte3u2mfZ8eTk+aLagiLROKt4elzdNs4ZKhGpFxGHAucAP0gpfXIE+27keBrR6vd5uOYVj2vqlq8u1g21vlXbkFQya0Yktdqf656vGGL5PPIvl0Fuy/3YANvdeoj9nkYe2ei+iLgVuIJcG3NjI0EPc/9psycpbYyIe4BdWhDT3uRmXdf1G2xEBfgh+cayEaellG5vsGwZDgN6gWtbtL3Fdc9rfX76Nq/amdzPp16tpmGXuuV3NxNAkYT+iNwk8I11q5vd9+K65/0dTyOGfJ9H6bPVU/dYM5V8bzLU+lZtQ1LJvBgltdpAo/EMtLzS5/Facpv4/gzagT2ldEFEXEv+RfkF5CZgp0XEh+t+kR7IiPbfhpgOBW5NKdU3Maltu0oeJGCi+Bvg5oGOdxiG+rwNx7pGC0bEdOAicu3Wy/oO1DBMrTqeId/nUfps1ZL++hYaM8g/VAy1vlXbkFQykxFJY8VdwNyU0s+Hu4GU0qPAV4GvRsSWwE+Aj0XEp4sO5YM1sRnO/gO49YknEVPJv2g/MSpRAzEN5Pm0rpZgTIuIDnLy9d+jvOt7gT36Wb5nn/XD9VVgX+BFKaX+ttPOfferxPe5P/cUj9v0+RtyTc9dDaxv1TYklcxkRNJY8T3gExFxYkrpe31XREQnMCeltKy/FxbrZ6aUnhgNKKW0LiIScDgwizySV+3X6f7aiw9n/6dExAV9+o2cRB6i9bImYhrI84D3Ffs/HrgvpXRLn5gmUjOt/YE5jH4/hkuA90XEccVQtLX39f191jctIv6FPHTsqSmlX4zmvofQ0Ps8Gp+tlNLi4lrYg6IpYpHM7wN8daj1rdqGpPKZjEgaKz4DHAN8p5gwrdbxfVdyk5EPM/BQnLOAByPiQuAW8hCozySPavU/KaXaDPI3kmtH/iUi5pKb3fyu+OV6OPufA1wREReQhy5+J7nN/1eaiGkgWwF3FM19nptSurjvyhY3pemoe3xCRLwN+CB5lLGHm1k/1Gv7OIJ8Xn41UIFi7o6rU0qHD34oTTmLPKfM+RFxDrlfxnHkUcw+VzeaVUMiYh/g38jzySyNiNfVFbkipfRIO/bdgCHfZxi9zxa5huYk8jwtkOdQWQac1+D6Vm1DUolMRiSNCSnPlnwUudP3ieSJ5daT5yz5LjDQL8yQJxM8h9wv4xhgGrnD/CeB/9tnH/dGxDuBfyaP7tVJ7lh87zD3/wbyfBBnkjvF/pg86eH6iOhtJKZBfJI83PCjDZZvWkQcRh52+TnFossj4ibgzD7DxXYAWzBw34TB1g+4LiJ2IB/XlsCRRZlvRMQq4MN9mzZFxMziz8ESmqallJZGxHPJ7/VJ5AED7iHP4fHZYW52Ifm4dyMPXlDvCOCRNu37SZp5n1upwc/Wp4E5EfEl8rDJ+5Obta1pcH2rtiGpRJVqtalRCiVp0uszK/YTs26rfSLiGHKzpf1TSn8sOx5JUus4z4gkaaw7ijwksomIJE0wNtOSJI1pKaX3lh2DJKk9rBmRJEmSVAr7jEiSJEkqhTUjkiRJkkphMiJJkiSpFCYjkiRJkkphMiJJkiSpFCYjkiRJkkphMiJJkiSpFCYjkiRJkkphMiJJkiSpFP8fEb18oEfwlb4AAAAASUVORK5CYII=\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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.3)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000107 ...\n", " - For #$1$: $B(0.4)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000153 ...\n", " - For #$2$: $B(0.5)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000326 ...\n", " - For #$3$: $B(0.6)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000851 ...\n", " - For #$4$: $B(0.7)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.001377 ...\n", "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 0 : RhoRand-kl-UCB ...\n", "- Player # 1 / 2, RhoRand-kl-UCB\twas ranked\t1 / 2 for this simulation (last rewards = 6410.4).\n", "- Player # 2 / 2, RhoRand-kl-UCB\twas ranked\t2 / 2 for this simulation (last rewards = 6356.7).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": "iVBORw0KGgoAAAANSUhEUgAAAyMAAAHvCAYAAABHZgAjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XecXFXd+PHPzOzO9p7eIYETSESQIvBIV7rSIwFEIijyE4HAAxEILbQnEgQpggqKdKLSpCNBQEEERCQhfEkvpG/vszNzf3+cO5vJ7MzszO5s/7558drMnXPvPefeO+fec0/zOI6DUkoppZRSSvU2b19HQCmllFJKKTU0aWFEKaWUUkop1Se0MKKUUkoppZTqE1oYUUoppZRSSvUJLYwopZRSSiml+oQWRpRSSimllFJ9QgsjSimllFJKqT6R1dcR6C+MMecAvwd2EpHVmQ7fE3FQqrf152vUGDMJWAXMEpGH+jY26TPGXA9cRz88tskYY74G3AnsBRQCJ4nIs70ch3PIfH58Pf3sfPSHY90bevPY9+c8TfWeQXD/OIcBfB0PiMJI1EEGOEFEno8TZiFwGoCIeDK03z2BE4GHBuLJVf2PMaYMuAQ4AZgMZANrgb8C94rIkj6MXo/S39PgY4zJAv4MOMAVQD3wYZ9GyjXYrrf+fKyVUr1jsOVrEQOiMBKlBTgL2KEwYowpAb7tfp+bwf3tiX078zdgdcx3jwBPAq0Z3N+QYow5DvgB8B2gUURKk4R9Ajgd+9D+gYhclcF45AGXAcOAqUAY+JmI/DdT+3D38xXgZWAEsBB4AHv9GGAG8CNjTJmI1Gdyv/1Ist+TGpimAJOA2SJyXx/GI15+PNiut/5yrJVSgDFmL+B+4FQRWRfz3UXArsAWYHfgGhFZlm6YOBLlawP6mXSgFUZeAL5tjCkWkbqo5adh+7+8gn2w7XEiEgJCvbGv/sQYUyAijZnYloi8aIx5G/tgfrQxZqSIbI6zz+OAImCJiHwrE/uOcQ1wv4isdfd3M/B3Y8w+IvJFJnZgjCnCFqLzgK+LyMcx318FXAtkpFZPqWQy+Dse4f6tycC2umyI5McZP9aZzM9VzxkM52kwpCHCGPNt4BRsLeV+gC/m+3OxL0+/ISJhY8wxwKvGmN1FpCXVMOkY6HngQCuMPIVt3nIq8Luo5d8DXgSiCyjt7U5jm22l0jYwqs0qwJvGmMhXs0TkoXTa50Vta0+2N9HJxr4lv0hENiVZdyJwOXAEMAF7sf0LuFZE3o0Kd7S7vdNF5KmYbUwDFgOXi8gCd1kBcDXwXWAcUAk8C1wtItUx8f4q8P+Ak4HhgMdd/1rsuRgLNAHLgNtFZGGy4xHjf7Al+qOBnYEdCiPuQ/wYYBT2TUBGGWNygYuwtWrz3MX/h20GcRFwYSfrTwWaIgWZJH6Efav5g9iCCICIBIC5Udu9nhSv3ajztIcb31Owv+0/up99wAJsoT0PeAb4ceTG0J3fiRuu02u0s9+TG6bTazJqn1OwbecPA5rdNN2dKI4x60biMh17Xc8ACoC33OOyJjZsb5yHKCXGmN/TST6R6vFK9jtOcozGAjcDxwClwArgN8AvRcRxwzwEfN9d5fdunNeIyKQE20yaZxhjdgM+A84TkQfddQqBSFrKRKTBXX4ONv/dTUQ+j82P07jersSe/4nYh/wPsec7uvlTgTHmXpJcJ1Hb6yxP7VK+2dmxTvF8RY5JytdBGulK6T4Vs82MHfsE8Y6kd9DcdztLcxfTcIIbhw79j9za/P8C/ysit2ciDV24VnYFfgkczPa8/i43Xjvcm9LIE7t8/wAQkb8AfzHGHAqcEyfIXGC+iITdz69g8/zTgYfSCLODZPma+3eHZ9JM3ZN6Mm+LGGiFkW3YE/Y93MKIe2EfhD3IJ2RwX08Do7EPkbcAS93lHX4safgDUIW9OCYDPwF2c9/AJ6pa2xf7g3kaWINtSnQusMhdb7Eb7nXgS+BsbKEt2tnYH/xjAMaYHOANYBr2hiXYqsKfAPsbYw6Iic9j2ELCPKDcXfYrYKb7dzFQjM14DsDWdKTqQOA2bEFyZ+C9OHH/I3Af8PM0tpsqH/aHVRhZICL1xphKbLOIzizF3iAP7STcidjq08e7Fs2UPIy9Rq7FFvLOw2a0U9x9R5afBWzEFrgyIZVrNOnvKZ1r0hgzDHgbKMHeQDZgM8A/pBnvyO/xBmxh91LgUWx+0h3dPQ+d5hNd+A1D/N9xB8aYCux5GQnciy10fQe4A1ugvsQN+mtsnnOVG4d3gIYkxyVpniEiS40xW4BDgAfddQ7E3qcc99+vucsPAbaIyOcJ9tXZ9ZaHfbmxN/AE9mGnAHvu92fHvhidXidpnI+u5psJj3Ua5ysipesgzXSlep/K+LFPwWC676Yj1TS8jC0MzsQ+YEY7A9ts+ckMpiGda2UENq8vxF4nG7EFmw55fapxy+D9Iy638DQJ+/sGQEQcY8wS4FvAQ6mESbD5ZPnawUmi1eV7Ui/kbcDAK4yAzYieNMaME5H1wJnYH9KLZLAwIiL/Nca8hz3pr4vI3zKw2VrgW251Gu6F9xvshXFvgnVeFJE/RS8wxtwPfA5cDPzQjW/IGPMI8L8mqrmTMcaLPUavichGdxMXY0dj2T/6Lb0x5m/AX7CFvQeidvklcEzkDZvrO8BvRST2RpeuYvfhfyW2MBKdzr2xb0r3xhYa3u7mvjpw3wBMjNlvAbZJxIoM7mp3u7uEN79MEBE53f33r9y3PxcCT4rIGe7y+4wxu2D76mSqMNLpNZrC7ymda3IONkM+UkRed8P9ivRrztaKyMlR+9oG3GFsNflnaW4rWnfPQyr5RLq/YYj/O45nDvaN5Yki8py73XuxDyoXG2N+LSJLReQ990Z1FfCeiDzayXZTyTPexhY0Ig7BXket7r+jCyMJ84MUrrfLgH2w12b0cfq5MSb2DXQq10mq56NL+WYnxzql8xUVPtXrIJ10pXSfcmX62HdmMN1305FqGgLGmD8DZxhjCsWtfXSdDrwtIl9mMA3pXCtzsIXsI0RkkRv2V9iH41ipxi1T949EJrt/62KW12MLIKmG6SBZvmaMSVYY6c49qUfztoiBOM/I89gTdqb7+XvAH8U2c+nv7olkiK6HsBnl8YlWEJHmyL+NMXnuWzAvtlpz75jgD2ELmGdGLTsCW2UWXeqf6a6/zhgzLPI/8E+g0V0nNt6xGWIN8HVjzPhEce+M+4asyf24Q2HEzcwPFpE3sQ8eX0iSavUMOwP71uAXnQUUEY+IHJrCNovpmPFk2q9jPr+Hrdr/bZzlFcaY4kzsNM1rNJF0rslvA59FbiRuHILYqvt0xD6IvOX+nRwbME3dPQ+p5BPp/oYj203lweY72JvXc5EF7nrz3Y/fTmEb8aSSZ7wFTDC2GRzYt31/I6qQ4q6/E917OTED+7Lhwdgv4hyjVK6TVM9Ht/PNONI9X6leB5BiutLMAzJ97DszmO67KUszDU9gm+mcELXOgdgH4+ja/G6nIc14HQcsjhRE3PVDxG9SlWrcMnX/SKTM/Rvb/LYh6rtUwmRSd+5JvZK3DbiaERFpMcb8CTjLGPMGdvSjH3ayWo8yxviw7SGj1Ub/6FyywweRNrdGYKck2/Zjq5e/B8Se5FUx2xNjzLvY6uHIg/TZ2Iz3uaigBpvxbE2w2xExn+PVEFyG7euxxhjzX2x19ZMi8lGitMSxP/aCBlsY2S/qu7PYngkeTJwHD/ct2p+wVfypuEw6GTrXGFOK7dD+ExHJZM1IHbYTfk+K7bdS08nyMjJQQErnGk22GVK/JicBL8UJI3GWJbM65nOkTXFXmkRE6+55SCWfSPc3DKnX9E3CNt2IFXkTnTC/6kQqeUbkYfMQY8wmbJ5wLxAEzndfYERqTrpTGNkF+9Y6lYe91TGf410nqZ6PTOSbsSaR3vlKJ19LKV1p5gGZPvadGUz33ZSleU7exDbPmYnbrAz7Ui6Avce2b5ZupiHNeE0ifl4fb8SpVOOWaJvp3j8SCcX8jchm+zN3KmEyqTv3pF7J2wZcYcT1KLYq6efYi/cfCcIlyux8CZZ31Xg6/ohmkbjdXzp+ia2SuxebzmpsG84rif926CHgN8aYPbAP+CcBj8mOozN4gL9j2+HGUx3zObZQhYg8bYz5O/Ytwzex5+MyY8xcEbkltaTxP2x/87USWyUc6YwZFJHNxph8bJX+r+LEwcH2FcoItzbmd8ANkvlJj5YC+xhjclJsqtWVazfRSBqJlkeaRHT3d5LuNZooLulck5nQ2XGB3j0P6ejK8erwO+5NKeYZi7Ht+w/BtnH2Y2tGwu6/D3C/qwY+7aWop3LeUjofGco3uyud6yDV6ywTeUA8mfzNpKNf3nfTlHIaxI7m9BTwE2NMObYgdRrwiuw4eEgm0tBT10pf3EPiiTy0x7Y8KmD7w34qYTKpO/ekXsnbBmph5G/AemwnqJuTvGGJ9PIvi/lB7ZwgfKxUq0g3YTsdRYv3Bt5gR4DAjVc29u3MP+OEjTgdeFhELtphQ8bMSxD+KeyP/fvuvgro2DFrOVAqIn9Nst9OicgWbFX7g+4by5eAG4wxt6f4wF0edV5WAWPcdtEz2f6G6QDs24KM9xeJ41bsDeTPYEfcEJHlGdr2s9jC10xSK6R299pNR3f3leo1muz3lM41uRrbgS6WibOsu3rzPESkkk9k5DecwCpsjXOs3aK+75LO8gyxnTjfYXthpL15pjHmc3f5IcDfZfsoNIkku96WAdONMZ7uNIWJkvL5yEC+GavHzheppyud+1Smj31nBtV9Nw3ppuEJ7GAHp2Hz2BF0HHAlE2lIJ16rsTVpseLl/6nGbXWC9TN1/1jp/h0Z9W+wtXnL0wiTSG/8ZqL1St42EPuMRN6IX4gtqcW2eYsWqco7PLLAbdpzcYq7irTnS9qGT0RaROSvMf9vjBP0QrdJV8Q52GEYX0yy+TAx58kYExl1JF5c6rCz9J6BrZ1ZJh2Hy3sCezOYGbu+McbnvhlJyA1TErPfZmw1ZxYpNEdybwjR/XxWYtN5PrZjVuRB42BgtcQZOtcY4zHG/NkY80qK/09LEp/zgX9GCiKus1NIx1RjzITOwmE7TK4FbjPGfDXOdvzGmBuj2mp299pNR3f3leo1muz3lM41+QIwzRjzragwWdihmDOtN89DRCr5RLd+w534CzDV2LH0I9v0sL1T41/S3WCaecZb2MLeTLY324os/y724SR6eSLJrreF7j7OjRPXrrx17/R8ZCLfTCDj5ytKqtdZOvepTB/7zgyK+24XpJuGf2GbVc10/28gZoJpMpOGdOL1kru/6PzXhx3JKVaqcevR+4fYYXWFqBcE7vPOdOykzSmFSSKl59IM6pW8baDWjOB21nuuk2CvYx9yHzB2DPtabLOe/BR38xG2FHqlsX0JmoH3RaSrb5pKgNeNMU9jh1T7CbZdb+yoN9GeA75vjGkA/oN923UetuYl0Ql+CNvnYhS2/0OsX2A7hj3m3sAinZkmY4/PXJK/vS8CvjTGPAN8gm1WsZcbr9dEZFuSdSOOZnubZrBvK8LAaBH5JGp5wlFzMtVMyxjzHWynyteNMT9zFxdg5x7pTEpD+4pInbufl4F/GWMWYo97APtw9V1sh8fI8MXdvXbT0d19pXqNJvs9pXNN/hzbWfRZY8xd2KEZTyP1vkPp6M3zEJFKPtHd33Ay87HX40JjzD3Y3+a3gaOw81YsTbJuIunkGZGChmH73D9g84Hzo/7dmWTX2+3YpjS/MXaugHeBXOzLj78C96SZvlTOx7N0P9+MpyfOV0Sq11k696lMH/vODJb7LgDGGAd4SzofOKUraXgCO2LbPsAzcfq9ZiIN6cRrPjavf97N6yND+0Ze2kXXEqQat0zeP7wxfyN+hy30/t79PAP7e38qzTDxxM3X0o96ynolbxuQNSOpckdIOAF7cOZiM4hPiD9JTbz1V2EzrgpsDcwT7DjsZLq+j216MA/7VuhZ4JuSfLbNi7EjIZyMrQb+H+yY2Mk6BS1y9+NgOxTtwN3fEdjjsQd2no952Afqx931k2nC3jB2w2Zcd2PbCN5CJ4UDY8wuxpgXsW/HbjbG3ODGKYC9Ed3shrvKGPMy9gZ1oDHmUWObcGWUsSN5PIF9831r1P9zid9JrsvcQtZ0bAa7BzZTvBd7Y34BmC4i9W7Ybl27acaru/tK6RpN9ntK55p0q4IPxj60XgRcj30DE5kULmN68zxE6TSfyMBvOCERqcTO6bEQm85fYIe/vhSY3cXNppNn/Adb6IOONSNg39j+u7MddnK9NWOP1QJsWu/E1iT46MJcUimejy7nm53suyfOV2TbqV5nKd+nMn3sUzBY7rsYOwko2IfyznQlDY9jnwsLiDMnVobynXSulc24zTKxTciuw+b1kcmI084TM3H/MMYcYoz5I9sLXi8bY540xuzufr4d+Lsx5jfGmOuwv++jZMfJBFMJ00EPPJcm1Vt5m8dxerv52dBjts+C2els7Rnc5xfAehE5vNPASiml1CAyGO+7xpjjsM3uvioivTWAQ79jjDkZ2yzuf+I0h1MD0KCuGRmqjDFHYJv+/L6zsEoppZTqnl667x6BHS51yBREjO0IHf05C1tLUkMKNaRqYBiwfUZUR8aYr2ObAV2J7SzdWdtDpZRSSnVRb953ReTSntp2P/aWMeYD7FDeJdj+HXsD/9tJUzs1gGhhZHC5ADuR0BLgRzIwZqVXSimlBiq97/asl7ADNHwf26/oc+A8EXmwT2OlMkr7jCillFJKKaX6hPYZUUoppZRSSvUJLYwopZRSSiml+oQWRpRSSimllFJ9QgsjSimllFJKqT6hhRGllFJKKaVUn9DCiFJKKaWUUqpPaGFEKaWwk5cZY47t63j0lMGcvsGcNhj86UuXHg+lBhed9FCpfswYMwlYleDra0Tkpl6MTr9ijHkf2AjcICIfd3Nbk4FzROSCjEQu/j58wG3AVb09c/BgTl+m0maMyQbCIhKKWpYjIq3uvwd0+lLYT8rpM8acAmwTkbd6Mk4J9p2x42GMKQNysc9CXsDjfrUZCJCB42GMuQw4CFgqIld2N85KDUZaGFFqYHgGeDpm2X/6IiL9yFIROSd2oTHmSOBHwAnYwsrb7lceYBK2cHepiGyJWu1e4Ow427oI2BXYAuyOLQAuSxQhY0w+cC4wEsh217lVRN4VkZAx5n7gF8D/SyulPZC+dNOWIC43AF+IyGOZSF9fnjvgQOApY8ybwDZgLFBqjDlKRNoGQfowxuQCVwEVwFagDrhLRIKppM8YMwa4E3gZ8BljngbOFpGGzlMfd3t9+Vu9DfjfOF+FgD1FZHEmjoeI3A7cbox5KFFclBrqtJmWUgPDf0Xk0Zj/F/fkDo0xBT25/Z4iIq8BZwFhYJ6InOX+fyZwGLAP8GwkvDHmKGBDzAMPxphzgdOBi0RkHvAH4FX3gS6RW4FjRGSuiMwBFgGvG2OmuHH7AthijDmmL9PXxbTtwBizB3AlttAViVu30tfH584DOMC3gVOANcCJItI2GNJnjPECT7nb+4m7zvXA0ammT0Q2YAsPZ7r7P7OrBRF3e315vouAM4BTgZOBk4BrgdsjeWtvHw+lhiqtGVFqgDDG5AFOOk1EjDETgcuBI4AJ2Ld+/wKuFZF3o8JdD1wHfBX7FvBkYDjgifpuD+BC7INaFvBH97MPWACcBuRha3F+LCKNUdsvwN7oT8W+cW4ClmFv/Aujwk0FmkRkbappTGB/wI8tDLQTkYAxZjEQ/XBxNnB/nG3MBeaLSNj9/Ao2facDDyXYrw8YFfX5cyAf2BtY7i67B3vsXk4xLfF0N31dSVs7t0nPLGBTnK+7m76+OncAV4pIsu9h4KbvbGC4iES2txX7W/1vTLiE6XNrAn4BPAw0Ao8aY77fzQfwvjoeG0TkicgHY0wWNn86NyZcbx8PpYYcrRlRamC4DPsA32yMWWKMOTPF9fbFvmF8GpgN/B+wE7DIGDM9TvjHgCnAPGwBJNrD2OZH1wIvAudh21T/CRjtLn8W+6Yzdt1fufv/C7YAcxP2Qf2AmHBL3f1018HAGhFZGb3QbSN+GPBo1OJvAB/EhNsV20ykvfZJRBxgCfCtRDsVkQtF5GtRi3bBvvX9KCrMNqDFGDMtvSTtoMvp62raYlyAfSgMx36RgfT1yblL1QBO3yXAC1HrNIjI92ML/snSJyIbROR07IP3NhE5JQMP3n11PO6I+XwZcHekj1DUtnr7eCg15GjNiFL9Wxh4HfuQvw4Yj32Yf9QYUyEid3Wy/osi8qfoBW476M+Bi4EfxoT/EtvMyImzLXFvvAC/cpseXQg8KSJnuMvvM8bsAvwAuCJq3e8AvxWRSzqJb6YcTMybVmPMTtgHmz9h440b121xapsmu3/rYpbXYx98OuU2EfkJ9m378piv/wEch31g6orupK9baXPPu09ExBiTKFh30teX5+5r7r5asbWEt4jIJ3HCDaj0GWOGY9PzW2PMFdhag6nA/3UlfSLy53jLu6hPzreI1EftbwIwWUTmJwjem8dDqSFHCyNK9WPuW8sjo5cZYx4EPgZuNsY8JCKxN+Ho9Zuj1svDNhnyYJtq7R1nlXsSFEQAfh3z+T1gP+C38ZYbY4qj4lYDfN0YM15E1iWJryfRd6lyR0U6AKg0xvzMXVyOfZiYJyJPRQUfix05J1aZ+7cxZnkDkPAJ3N1/LjAHWyv1DLYZR6z/YNuZpy0D6etO2jzYWpE5nUSzS+nr43MXAlpE5Do3LvsCfzXGTBWRypiwAy19E92/JwPHiUiLMWY88Kkx5itxfpNdvj7T0de/1SjzsM2xEumV46HUUKWFEaUGGBFpNcbcBdyHvZG/miisMcaPbTL1PWytSrR4QwavSLLr2H4cNZ0sL2P728rLgEeANcaY/2Jre54UkY/IvH2wha7Lo5uguDVC/zbG5EX1CxgO1MbZRijmb0Q2neSb7pvbG9x93gW8b4w5MuaBtpLtb3TT1d30dTlt2H4ifxCRYCfhupq+Pjt3IvIO8E7U5w/cmp8fAzfHBB9o6fO5fz+M1CyIyDpjzHrgZ9gavGjduT7T0ae/VXdfw4FjsbW5ifTW8VBqSNI+I0oNTJEbd0Un4X6Jfdh4FtuZ8yhsO+pFxP/9N8dZFhF7s+9seXsth4g8je2r8kNsv5AfAB8YY65KFvkuOhhYF6ct/Ers0KHXRy1OlAduTfB9AdsLW6m4G/ga8POY5VVASRrbidbd9HUpbcaYcUC5iMR2eI6nq+nrT+cO7Nv2/eMsH2jpq3L/xr5sqAYOSRC+q9dnOvrD+T4d22elQ/+nKL11PJQakrRmRKmBKfKWbmvSUPZG+7CIXBS90Bgzr0dilYQ7HOeDwINuk7GXgBuMMbfHdhrtpoOBvyf4Lg/7kBKxje3NPKJFOtOOjPo32CYksf0/ADDGjMZ2VP+1iNzgLl7j/o3tqO/DTqrWFd1NX9ppcx0D7BUzX8IY4DxjzKHA+VHnsavp66tzV4TtAH23iCyI+qoIaIuzyoBKH7Aa22wp3j0/Xi1Xd67PdPTV8Yh2OHZukmR663goNSRpzYhS/ZgxZkScZcXYkalqgHc7rLSjMDG/c2PMQcR/29sjjDE+Y8wObxXdviyCfTgqigo71e1M2tV9ebEj7nR4wDHG7AwcCiyMWryROLVLIrLajd/UqPWzgenAXxPsfgR2VLHoB6bh7t+VMWHL6bwg2UEm0tfFtCEivxWRM0XknMj/2KYwD7ifowuUaaevj89dGMhhe+ERY0w59ly+GSf8gEqf2LlS3gDGxXw1Cts5O1aXrs909PH5jrYntqCWTI8fD6WGMi2MKNW/zTfG/MMYc70x5ofunB9LsKPEzJaouTwSeA44yxhzr7v+L7DD8nZ1FKeuKAI2GGMeNcZcbow51xhzD3Zo4NfcoTMjuju0715AMTEPOG5n3aeB97HN1qL3N8J9eIn1O+CcqM8zsM01nnK3eb4xZo1bIwLwKfAatmlW9DoBOvY5GA6sj4nj/zPGfOmOJNTT6UuatgTp24Gxc43A9v4I0bqSvl47d+5229Pn/o4eI2oIZuyEeIvpOEBDv09fgnN3B3BiZHvGmL2xtQm3pZK+dPTytQxdOx4Rw+m81qNbx0MplZw201Kqf3sN29fiAuzbuXrsSFjniMgbKax/MdCCHUVnFvaB+VTsg9ahPRDfeJqwI9V8EztKTg62z8stdOxL0SXGmEnYOVT2dBfdZIxpcv9dgK21+D1wb3TnaxFxjDHvYkcW+2fMZm8HSowxv8EOefxV4KioAqAXyMXtGyMiYWPMGcCVxpgc97txwKEi8l7MtvcF/hazzIud/O0kYkbg6oH0dZa2DumLic9PsfPJANxo7AzVM2X7bOUpp6+Pzl289F2DbTZYjH04zQIOiTOU7EBIX4dzJyJvGWNuAh43xnyJHZ3qULdmIZX0paM3r2XowvGIspyOEz/G6u7xUEol4XGcRKN4KqVU/2XssMbnZGA7hwPHisj/dj9WKe/zb8DZsR133eZss0Tkzgzua9Cmry/S5u73bwzB9KW5jUFxLbv7/RvdPx4Zya+UGoy0mZZSakgTkUXALrH9WnqK23SlMsGDzcFEDS+bCYM5fb2dNhjy6UvHgL+WIaPHQymVgBZGlFIK5gI39tK+ZgM3xS40dk6Y/Xto7pXBnL7eTBsM0fSlYxBdy5CB46GUSk4LI0qpIU9EPgVeN8ac3JP7Mcb8D9AsIh/H+Xoidl6YjBvM6euttMGQT186Bvy1DBk9HkqpJLTPiFJqQDLG/Bs7P8DVPfQGNqPc0aeuAW4UkUQTRQ5Ymr6BbbCnL12ZOh7GmJ9hBwv5RETmZCh6Sg0qWhhRSimllFJK9Qkd2jeJjz76KIhtylbX13FRSimllFKqC4qB8N57790vn/v7ZaT6ES/g8fl8vTZyR0QoZGuFfb5484mpwUrP+9Ck531o0vM+NOl5H3r6+py7+++3/cS1MJJcnc/nK9lzzz07D5lhIgKAMabX9636jp73oUnP+9Ck531o0vM+9PT1Of/Pf/5DKBTqt618tDCShvr6empqagiHwz2+r5YWO+nRV82dAAAgAElEQVTvmjVrenxfakder5fS0lKKior6OipKKaWUUoNav62y6W/q6+tZv359eyGhpxUVFenDcB9paWlh/fr11NfX93VUlFJKKaUGNa0ZSVFNTQ1ZWVlMnjwZrzd+GS7U2EDDB+8Tqq3BV1JK4b5fx1dQ2KX9RQo9ubm5XY6z6ppwOMyKFSuoqanRAqFSSimlVA/SwkiKwuEwfr8/bkHEcRyqnllIzcsvgNeL09qKJyeHbY89ROkxx1N+0gw8Hk/vR1p1idfrxe/390pzPKWUUkqpoUwLIxlQ9cxCal55EaetrX2Z09oKQM0rLwJQcfJ3+yRuSimllFJK9VdaGOmmUGMDNS+/sENBJJoTCFDz8guUHnU8voKChNt5+umnefXVVyktLWXKlClMnTqV5cuXM2vWrC7HLRwOd6jJmT9/Pscccwzr1q3juOOOa1++bt067rvvPhoaGrjrrrvibu/999/n7rvvZsKECRQVFXHllVdy9913c9RRR7HrrrsmjMd5553HhAkT2LhxIxdffDFTp05NKx0XXXTRDnF6+umnKSsr47DDDmuP17JlyzjrrLPirrNgwQJOP/10PB4P99xzD3l5ebS2tjJ79mx+/OMfs8cee7Bt2zZ+9KMfMX369LTippRSSimluk4LI12w4RfzafrvxymHd9raWPWTcwHI32Mvxlw6J264008/ncMOO4yf/vSn7Q/smzdv5vHHH6e6upqDDz6YUaNG8d577/HDH/6QW2+9lXPOOYc333yT1atXU19fz8UXX8ydd97J2LFj2XXXXTnqqKMA2LJlCw888ABLlixh8eLFGGPYZ599GDlyJADjx4/nlltu4aKLLmqPz/XXX8+cOXPIy8trX3b00Udz1llnMXv27PZlCxcupLGxkX322YdTTjmFm266CZ/PRygUYu7cueTn53Pttdfy8ccf8/777zN16lTuvfdeqqurGT58OOeffz7nn38+++23H8uWLeOcc85h+PDh3HjjjUycOJFNmzbFPV5//vOfaWlpYcqUKSmdh7vvvpsrrriC8vJyHMchGAwyZswYrr32Wj755BM+/vhjLYwopZRSSvUiHU2rH1m4cCFz587lxBNPbF+WlZVFIBBg2LBhPP/880yfPp0vvviCuro66uvrKS4u5rnnnmsffWvJkiUAzJgxo70gAjBixAiOPPJIZs2axfTp05k7d257QSSR66+/foeCCMCrr77Kueeeyy677NK+7JhjjuHWW2/lnXfe4YsvvqC4uJgrr7yS0tJSvvjiC5qamrjhhhu4/vrrOe644wiHwziOQ2FhIa+99lr7dmbNmsWsWbN46623eOmllzj99NOZPXs2WVkdy8yPPfYYWVlZnHnmmSkf3+bmZsrLywHweDxkZ2ezceNGbr75Zu644w4OOOCAlLellFJKKaW6r09rRowxpwJnAnsDw4DVwB+AO0QkEBVuJ+CXwOFAAHgeuFREqmK2txdwB7AfUA88DlwlIs2ZjHd0zUbt395g2xMPt/cRiceTk8OwmWdTcugRSbc7Y8aM9qZH77zzDgDPPfcchx9+OF/96le54IILADjyyCPbmxg5jsPIkSP56U9/2r6d119/ncLCHUfxeuONN3j44YeZPHkyn376KQ8//DBnn312egkHjjrqKGbOnMmcOXMIBOwpiow45fF4cBxnh876juOQn5/Pddddx6JFi3jrrbfaJ/255JJL+OijjwDIycnB6/W2F77y8/PJzs4GwO/3U1lZyf3338+uu+6Kz+djwoQJLF++fIe4vfnmm7z77ruceuqpeL1eAoFA+7olJSXk5eVRXV1NWVkZAG1tbYwePZqrr76aYDDIz372MxYsWJD2MVFKKaWUUl3T1820/hdbALkC2AQcAFwHfA34LoAxpgh4E9jmLisA5gPPG2MOEhHHDTcBWAR8AJwAjAVuB0ZgCzw9onDfr7PtsYeSBwqHKdx3/y5tf6+99uLJJ5/k3//+d/vD+WGHHcaDDz7IvvvuC8BXvvIVbrzxRhzH4ZRTTom7nSOOOIIPP/yQk08+mWnTpnUIV11dzR133MFnn33Gr3/9a84//3yuvfZarrzyyg61Iz6fj2OPPZannnqqw36MMTz11FPMnz+f1tbWHWYbPfzww7ngggs48sgjEREefPBBqqur48b32GOP5c477+TTTz+lrq6OiooKrr76asD2GTnooIPwer0sWLCAgw46qP24RApzZ511FldffTXFxcWMHTuWoqIiLrzwQubPn09+fj5tbW1cfPHFbNiwgXnz5tHc3Mw3vvGNTs+HUkoppZTKHI/jOH22c2PMcBHZGrPsZ8CtwEQRWWuMuQy4BdhZRL50wxwI/AP4toi84C67G5jhhmt0l50BPAZ8RUQWpxu/jz76qMbn85Xsueee7TOhT5w4sUO4yqefsqNpBQKsnOjl6W9nc/Jf2th5TRiPP4fSo49NezStRPOMtLa2ctNNN3HIIYfwzW9+M90kqRQlO989SUQAdijEqcFPz/vQpOd9aNLzPvT09Tn/z3/+QygUqt17771L+yQCnejTPiOxBRHXR+7fse7f44G3IwURd713sTUq345a73jg+UhBxPVnoDUmXMaVnzSD0qOPY9XkbB45PZuaUg+PnJ7NqsnZlB59LOUnzcjYvnJycrjxxhu1IKKUUkoppQa8/tiB/WAgBCxzP+8OLIkT7jP3O4wx+cDE2HAi0gqsiITrKR6Ph01H78EjM3Npy7b9JdqyPTwyM49NR++hEx4qpZRSSikVR0p9RtyH/XrgOhG5qaciY2z91Wzg9yKyzV1cBtTECV4NTHL/XQp4koQr72qcQqEQIkJLSwtFRUXtzaeiLW0R7qi8lwA7zjUSIMD8jXcwu+In7JabXtVcZPbvePtTPS8UClFfX9/rx7+pqQnYXqWrhgY970OTnvehSc9731vFGp7xvsBJ4ePZiZ5vjt3X5zwUCvXJflOVUs2IiDRhO5BXdRa2q4wxFcBzwDrgsp7aT6a1F0ScQNzvA06AOyrvZWlL8gvwueee48ILL2Tu3Ln8/ve/58MPP+TJJ5/sVtwiBZpot99+O4sXL+bll1/eYfmiRYu44YYbuPzyy3n33Xc7jePvfvc7AK655pr2H1kiZ5xxRvscJps3b047HZddtuPlcN9997Fs2bL2z8899xxvvfVWwnWuuOIKwGYCc+fO5ZZbbuGGG26gra2N448/nltuuYVLL72UjRs3ph03pZRSSg0cq1jDY96F1HrqeMy7kFWs6fF9Bt3/VHzpjKb1DHAi8KtMR8IdMetloBA4UETqor6uxtZ8xCpje+EoUiOSKNyqrsbN5/NhjGnv0Jybm8v8Db/g46b/pryNgBNg/rY7ANgrfw/mjLm0Q5js7GzOPPPM9kkPp0+fjsfjoba2NqOTHn722Wd8/vnnGGM48MAD2+caOfbYYzn22GOpra1l/vz5HH744cyZM4f58+fHjePs2bPJzc3F5/Px8MMPs2rVKk477TT2228/rrvuOgoLCykpKeHCCy9k3LhxzJs3jxdeeIFly5YxYsQI7r//furr65k6dSozZsxg5syZHHnkkSxevJgrrriChoYG7r77biZNmkRLS8sOHfmzsrLIycnh4YcfZuLEiWRnZ+P3+3cI4/P52j9H/v3AAw9w++234/f7CQaD+Hw+dt99d+bNm8dLL73EqlWr2GmnndrXKS0t1Q7sqlfoeR+a9LwPTXre+86SpqU8vvFPtDm2YNDmCfJ41p+YM3o20/J3S2tbreFW1gbW0xxups1po81po7Ktio1tm2gIN9EYaqQl3MK2YCXVvhqynSwWTLqFkdkjeiJpSbkd2Ht9v6lKpzByL/CYMeZF4B5gJdBh/g4RWZtOBIwxOdgakcnAQXHWX0r8Ph+7A6+7+2wyxqyJDeduezJ2RK1+b+HChbzxxhtJJz286667+MMf/tBh0sPIsLTRkx5GT2oYmfRwv/3246OPPmLOnPizwN93333tEwlGF0Si4/jrX/+amTNnti+bOXMmeXl5LFiwgLa2tvaZ2K+66ioaGhrYuHEj11xzDcuWLeN3v/sdHo+HUChESUkJL7/8MjNmzKCgoIBZs2axaNEiPvjgAxYvXsxll13G6NGj+cEPftAhHnfeeSdnnXUWBx54IE8//XRKx9fr9eL3+9uPK8Dnn3/OTTfdxIoVK/j5z3+e0naUUkop1TdCjQ00fPA+odoafCWlFO77dXwFhZ2ut6RpKfM33tGhJUvAsU3qYwskLeFW1gXW8WVgI7WhWqqDNdSFGmh1WqkOVrO6dS1hOrZAiccbdhi2tY2s4gYY2fuFkf4uncLIJ+7f6cDRScL5Ut2gMcYHPImdpPAIEfksTrAXgJuNMWNEZIO73v7Y/iJ/iQl3qjHmErdZGcBJQE5MuG6L1GwkurDj8Xv8nZa8+3LSQ8dxWLBgAQcffDDTpk1LGsf999+fa6+9lhNOOAGAwsLC9kJT7KSHAKNHj+bGG2/k0Ucf5ZNPPqGuro4pU6Zw4okn8r3vfQ+A/Px8YHvhC+xkhz6fj6ysLFasWMGTTz7JfvvtB8D48eNZvnw5Bx54YPt+nn32WZYsWcJ5551HMLi9OjTy73A43D4RYqRmZOrUqcydO5ctW7bw29/+lquuuiph2pVSSinVNxzHoeqZhdS8/AJ4vTitrXhyctj22EOUHnM85SfNSDhgUGfPawEnwM0bbmOKZxxNTgtbnWpaPW1xw0Z4wzBya5jCRoesIGQFoaDZYfhWh/xmh7xmyA04FDRCaTV4yysoua7LXZgHtXQKI/OATE9Kci+26de1gMctZESscIf+/Q3wU+A5Y8z1QD520sP3sAWQiNuAs4CnjTG3A2Owkx4+JSKfZjjeAEzL3405o2d3WiBJpSCSSG9NevjII4/w3nvvUV9fz5o1a5g5cyaXX345t912W4dt5eXlsccee7Bo0aIO333jG9/guuuu44svvmD06NE7FIpmzJjBRRddxNVXX82CBQvYsmVL3H4tAKeddhr33Xcf48ePB2Dy5Mntkx5+/vnnnHLKKXzyySc8/PDD7fs48cQT22uVTjjhBK688kqys7PbCywXXHAB11xzDQUFBQSDQebOncvSpUuZN28etbW1nHzyyQnOglJKKaX6StgJs/G5J9j29qu0FgRp9UNznpeakjYC2R5aal7E+efneCZPojHcSGOoicZwE/WhehqC9TTR+WA0YcJ84biNczzgCzpUVDuM3uRQ1OBQ2OBQ2OjgD0BOAMZtCJMT9OLNy8dXUkJWaRlZZeVkjxuBr6SU7FGj8RUW4SsqYsXGTYS9XrJK+uU0H32uryc9XA0JhzGYJSIPueEmA78EDgXasDUds0WkMmZ7ewO/wNa01ANPAFdG1ZSkJdVJD5OVuLtaENFJD/uWTnqoepOe96FJz/vQpOc9McdxqA/Xs6Z1PWsD69jStoVVrWtY1bKGNpLXVGRKUZOXy18aTT5+sopK8OTm4vX78ebl483Nw5uXh6+0DP+YsWSPHIXH2/lYUH19zvv7pIfp1Iy0M8bkAhXAVhHpvI1SAiIyKcVwK7CTGnYW7iPgkK7GpzOJ3uInqiHpTo1IIpFJD1XPCofDeFPIYJRSSqm+sqRpKfdteYALRpyX0WeNTAo5ISqDVTSFm6gO1tIYbiTgBGgNB9jStpXKYCVVwWrqQvXUhmppTdDSJDvgkN0G2UHIbXXIDkBpnUN+k0NuK+Q121qL3NYdm0htHpvDH4+DtuzO4+r3+Llkymx2/Vn/PJaDVVqFEWPMAdgmUgdghwX+FrDIGDMc2/fj/0Tk9YzHsh/Izs6mtraWlStX4vN17BZTSD7neM/g96HHaKONbLI5x3sGhVvzWdOFYeMiox7E25fqWaFQiNbWVkpKSvo6KkoppVRc0a0y4nXA7g1BJ8iGwEbqQw182baRta3rqAvVUR2soSncTHO4mbpQfVrD2uYGPAzbGmLMxjAV1bYPxrgNYfJTmPYrb/fpFB98OFllZXgLCvEVFuIrKmZy6xc92qRedU/KhRG3IPImsBF4CGgf4khEtrqd0WfhjnA12IwaNYqcnBwaGxtJ1LRtsncnZnEmC0PPMMN3EpO9O3V5f/X19QCUlvbLGrVBLSsri5KSEsrKyvo6KkoppVQHsc3DM10gCTthmsPNVAarWBNYR1WwioZQI43hRhpCjWxp28qW4Faawh0GVY2rtC2PgmAWBW3ZFAayyGoN4WtsoaQmROm2Ngq3NlHYCIWNtpYDwFtURHbFcLJHjCRcHKB58X9xgombanlycijc7wCK9j+ww3ed9fHVgkjfSqdm5EZgObY/Rj5wbsz3b2E7kA9KXq+XiooKKioqkoabyEQO59Bu7y/SZ6S3+ywopZRSqv9Kd4ja9u/DATa2bWJV6xoqg1VUBquoC9XREm6lNdxKY7iJpnATzeHmhE2lYnkcKG3LpbzZT2mjj9FrminYWE9RfZi8ZsgJOOQ3g78tebWGJyeHgj32ImfnKeRMnETuTpPx5uW1fx9qbGD1JRckj0w4TOG++yf8ujeb1Kv0pFMY+TpwrTunR16c79cBozMTLaWUUkqpwS3dOTNSGaL21g23s3/hvgQJUh9qoDpYQ02oJuVaDLCFDH/QS1GLl1HVWZRXBsmpbSWvKUxes0NpnUN5tUNeE3jjjFTlyc3Fm5uHr6SYrAmlZI8egzcvD4/fjzc7G29BIdnDR+ArKcGbX4CvsChpR3BfQSGlxxxPzSsv4gQ6pt3jz6H06GPxFRQkTVdsgUQLIv1DOoURD5CsqDwCUhg7TSmllFJqKHMcKp9+Kq05Mz5tWsJtG+8k4CQfVSpIkL83vNdhuS/koazJx9htPsprPRTVhijY2og/AP6AQ24L5LU45AQgO2A7BnfYRnEJ2SNG4B1WhG+CHdLWW1BoR5jKLyR7zBhyxk3Ak9Wl8ZGSKj9pBsD2YxYI4PH7IRym9Ohj27/vTKRA0t87/g8l6Vwt/wGOxM4NsgO3v8gM4F8ZipdSSiml1KDkeXsRNR/+E6dte8HCabWdJapefZFNOQ3UH7IH6wNfsrxlJatb11ATqk1rH/lNDqc920ZRvUNxgx1hKnZKQE9ODtkjRpFVVmoLGiNH4c3Px+vPwZtfgDc/D68/F19JCb7iYrw5uXH31Rs8Hg8VJ3+X0qOOi6lN2r/TGpFY0/J3455Jt/dQTFW60imM3A782RhzK/C4uyzPGLMXdkLErwCXZzh+SimllFKDQiAcYG3rCmob3qNtWpi2LB/1hR6a8yDg91BZ5mHTSA+hrHdg0zsdN+A4kGCW8WjZQQ+zlu7KblMn4SsqwpdfYAsThUV4/X482X482dlkVQxLaZ6M/sRXUEjJoUf0dTRUBqVcGBGRZ4wxl2KH9r3CXfy8+zcIXDJYh/VVSimllOpMqLWVyrr1rG1czfralWxsXk+lt55GTwvV/lZq80I4+cB3fEDiofuL6xxGbwozrMoOazt2g0NpMI8vp5fzu0MractKPGG13+NnzoTZTJuqzY/UwJBWoz4RudMY80fgVGBXbI3fcuBPIrK2B+KnlFJKKdUv1LZWI1WfsqVxPQ2N1dSEa2kMNVEbqqXRaWZbYRutuW7NRYH7fxRP2GHUZodh2xxyAg7ZQShodChosv02ihpg7MYwua1QfNg3KT3qONsRvLAQT1YWuwIjknRi1w7ZaiBKu4eRiHwJ/LIH4qKUUkqpIaqvZxN3HIfmcDNbg5U0hBpoDDexIbCBzVuWs6lhHRuya6gtCG9fIW43BQ+5LTC6JovhrQWMzxpNRXYFxbnlVBSOZmTReNa/9zqev7+Jpy3xRICenBxyJu6Ef1THQUp1iFo12KQz6eHz2MkO/yIiyYdyUEoppZRKUW/OJh4pdGwObmVVy2pWtq5ideta1gXWx59fIwtw5x/ObnMYt8XHyMZc8rMKKKGAQk8BZUWjKKkYx6ix0yjPG95hJKwd9v/Vr+F5Z1HySKY5Z4YWRNRAlk7NyL7AcUC1MeZJ4GER0dGzlFJKKdVlPTGbeEu4hepgDXWhehrCDdQEa1nZvJJltUvZ7Kmi1RuKu152wKG01jabym11KKtxGNaaz6hx09h57NcYv/M+ZO0Wb6q1NOTl4ex3IN4P/5mROTN0iFo10KVTGBkLHAWcDcwCLjDGfIGtLXnUbb6llFJKKZWSrs4mHtEQaqQyWMm6htWsqV/B8rbVbHC2Uuttir+C22c8UugYucVh/IYwI7Y6jN+aRVHJSLIrhpMzYSK+4mJy9t2Z3Cm7Jq3p6Arn4MMpHVaRkTkzdIhaNdClM5pWGHgZeNkYU4SdV+Rs4BbgJmPMm9iCyTMikvo0n0oppZQa8HpiNvH/2/gLTis/ibATpi5UT01bFdtattAQqKXeaaI+O2Zdj/3fF3QorncoaIT8Zoe8Fhi9KczEljJ2Hv1VigqH483JIXvnMeQduQsefw4eX+LRrTIug3NmKDXQdWmKTBGpBx4EHjTGTARuBU4HjgAajDFPAXeIyNKMxVQppZRS/Y7jOFQ9szCt2cQ7K4hEtDltPF65sOMX7tNLpIZjWDWMbMpjYl0RE4LllHtL8ZdV4M3NxVdcQtb4crIPHkNWeUXGazm6Q+fMUKqLhREAY0wFMBP4PrA30AT8GWjFFkzOMcb8SEQeykA8lVJKKdUPVT2zkJpXXow7m3jNKy/S5gnR+s2vs3XdUjZULmNVeAMfjNpKMI2KCH+rw+HvBMlr9TDcKaGkeDQlw8YxfNjO+IePJGfvnfD6/ZlOmlKqF6RVGDHGZAHfxhZAjgb8wD+A84CFItLghrsc+CNwI7bpllJKKaUGmWBDPTUvv9BeEGnOgc0jPNSUeKgq87BqosO6sa8S3PyafWLoOFJtp/xOFpdkncq0Y3cje+RIvDm5mU2EUqpPpTO0773Ad4FyYD2wAHhIRJbHhhWRWmPMH4BHMhVRpZRSSvUOJxgk1NhAqL6ecGMDoYZ6Qg0NOC0tVDVtYXmDsMVTQ124gW0nQEOBn7oiDzWl8ZtAVVSGKQ7lMtxTxoTssUwq2ZXqvDYeaXmeAIlnC/B7/MwZo0PWKjWYpVMzMgt4FlvT8bqIOJ2E/4e7jlJKKaX6IaetjdZ1a2n+fAmta1YTrNxGsLqKYOU2Ql5oKICaEg9fjvGydqyXdeO81JZEFzh2bGuV3eYwfKtDRbVDcZ3DxPVhJq4NM+7IU6g46bQO+x/TNEVnE1dqiEunMDJaRGpTDSwiq4HV6UZIKaWUUpkTbm6mbctmgjXVBCu3EqyqpGXjBhrWL6exqZpt5V4aC6AtC1pLPWze1cOG0X42jfASjtOvIyfkY1J4JBNyJ5C7rYH8v39KYXWAwkaoqHLwxryq9OTkkFVWHjduOpu4UiqdoX1TLogopZRSqveEW1oI1dXQtm0bbZs30bL8CwLr19FWtY1q6tk8wsvmER62VnhYO95L1R4ewl4PkLz/RamvhNKsUib5JzAldzJT83ZhTPZovB4vAKERDaz+zQU4bUkaS+hs4kqpJNLtwD4COBc7elYp4I0J4oiIjlGnlFJqyFvStDRjs2M74TBtmzYSqqsl3NxEqKmJUG0t9etXsLJO2EYtrTkeaovt/1VTPDTsCY0FHgL++AWOHPzk+fKoyKpgWFY5fq+fHI+fMf7RjPePZ5fcyeR6c5LGy1dQSOkxx9vRtHQ2caVUF6TTgX034G2gEPgCmA58BpQBY4AVwLoeiKNSSik1oETPo5HKTOKxQo2NtHyxlKalS2j5ch2bK5ezeliAynIvVWUeKss8tJZD9c4eglke7FBV8RV4C5iUM4HR2SMZ5x/LLrmTGe8fh9+bmaFwI7OF62ziSqmuSKdm5FagDZgG1AFbgItFZJEx5izgTuys7EoppdSQFTuhX8ICieNAcxMtK1cQrK6kccMaVtR+zrrwJjZl1bJxpJeaXaFubw9hX+ICx3jPSMblT3RrOcopzypjVPZISn0llPiKyfPm9ehEfx6dTVwp1Q3pFEYOAu4SkZXGmEhPNC+AiDxqjDkI+DnwrQzHUSmllBoQEs0sHimQXNz6HcpX1bK+ZiUbGtayqajZFjpKoGGXSC0HxN6eSzyFTMmbwoSc8QzLqmCsfwwF3gJKsoop9hX1UuqS09nElVJdkU5hJI/tzbBa3L/ROeCH2BnZlVJKqQEt1NgQ85b/6/gKCpOuk6ggEhFwAtyW/Ucw0bUUO96Gx7SVsrN/EmOLJzEpf2dGZo9o78+hlFKDUTqFkS+BcQAi0mSM2QrsBTzjfj+Z7YUUpZRSasBxHIeqZxZu7//Q2oonJ4dtjz1E6THHU3biaTQ7zWwLVlEdrKY6VEN1WzWrG1bwYeBTwp5OpuDyeMCBMaFSygOljMyZwL7j9mFk9ghKskrI9+b1SjqVUqq/SKcw8jZwNDDP/fwn4DJjTAA769FP2V4wUUoppQacqmcWUvPKi4Tb2tgy3MPGkV42jQhRW+Jh84iX2Lb8FcKxE2lEpNotwwOBXB+neWxjAlNgMhN5pZQagNIpjNwBHGmMyRWRFuBKYGe2F07eBC7NcPyUUkqpHtUQamRZy3JWNSxnSc5LbD4XGgpyaMmNV7pwyGl1KK63M4wXNkJJnUNLsZ+Pdg8TijNJYCy/x88FI87T8SeVUor0Jj1cDCyO+lwHHGOMKQHCIlLfA/FTSimluiXshKkKVlMbqqMuVE9VsIqqYDXLW1fwZWAjlcEqHNzaDuMhUsVRWO8w/sswozeHKatxGFblMGqzQ/6w0eTtNo3cybuQYyaSPWIE3rz8TvuMwI4ziwvSC6lXSqn+La1JD+PRmdmVUkr1FcdxqAxWsTawjppQLRsDm1nZuorKYBWNoUZanFbanLak2/CFYOyGMOM2hBm12WHMxjCFjQ75TR1n9sXjoeiAb1B+wikdthM7k3gsnVlcKaU6SlgYMcYc3JUNisjbXQa9tTEAACAASURBVI+OUkopFV9LuIW1retZ3rqST5sWUxmsojJYTWO4sdN1Cxscihoc8pvcJlb1UF7tMGltmJI6h2yfH29OHqHGRggn7oTu8fvxlZQm/D5RgUQLIkopFV+ympG/AZ0MC7IDjxs+hRazSimlVGJtThurWtawJrCWta3rWdaynDWBddubU0UpII/xzcWU1IQp+LKWMSsaqKhyyG92yA5AVhC8Hg++0jJyxo0nZ9LOZE0oxze9hKzyCnyFhWQNH0G4qZHVl1yAEw4njlg4TOG++yeNe2yBRAsiSimVWLLCyGE9vXNjzDjgZ8B+wFcBv4h4YsI8BHw/wSZeFZGj3XCTgFVxwlSKyLBMxVkppVTmBZ0gjaEmVreu4a36v/Nh48cdmjr58DGqrZjxtXnstNHHqA1BclZspKCqGg/V7eE8uXnkTJyEf/RYcneeTM7OU8geMRKvP/lcHb6CQkqPOZ6aV17ECXRsZuXx51B69LEpzSoeKZDct+UBLhhxnhZElFIqgYSFERF5qxf2PwU4FfgA+BfwjThhbgTuj1n2NeBe4IU44a8HXo36nLyxsFJKqZQsaVra7Yfr5nAz1cFa6kJ1bGnbyvLWFUjzMtYFviTMjjUSIylnUlMpozYEGbl4M6M/ryU72LFJlq+snDyzG7mTdyF3p8nk7DwZj7dDb4+UlJ80A2D7PCOBAB6/H8JhSo8+tv37VEzL3417Jt3epXgopdRQ0aUO7MYYDzDc/bhVRNJpzhXtbREZ5W5zLnEKIyKyAlgRs/8zsYWMJ+Nsc4WI/LOL8VFKKRVH9EhR8zfekVKzo6ZQE1uD2/ig8d8saVpKZbCKLcGtccN68FBEPsWt2UxfmcW0NzZQXrMB2NAexltYRJ7ZjZyJO5FVUUFWWTn+MWPJKi3LWDo9Hg8VJ3+X0qOOi5mBff+UakSUUkqlJ63CiDFmF+Am4Bggkis3GmNeBq4VkbTGKRSRJA1zE8YhGzgdeFlEtqW7vlJKqfTEDlkbr0ASdIIsa1nBf5sWsy6wnvWBDWxq29xhW9meLMp95RQ6uZS05TCuKpvxnzcw7MO1ZDdUtYfzZGWTPWEs2cOGk2emkrfbdPzjxne5xiNdvoJCSg49olf2pZRSQ5nHcVKr1DDG7Av8FcjHNoOKFDymAkcCzcARIvJBVyLi1ozcGNtnJE647wDPAaeJyJ+ilk/C9hnZBpQBdcBrwBwRWdOVOH300Uc1QElhYWFXVu+WpqYmAPLz83t936rv6HkfmvrzeV/FGh7zLqTNE+zwXZaTxd7OntR4alnFGgKeQMz3PkooYYwziumByQxbWUnF4vX4Nm3GU9dxVHintAxnwiQYMw7H7Ab5g7sm4v+zd+fxUdX3/sdfZyaZrJCw78iifIlRQBEXFLWoFddW69Zat2oXbG9b29/v0t7a3m538XevWltbq7VW3KqIWhW3uoKKIiAoQviyb7KTfZ3MzPn9cYYQQhJywkwmy/v5ePAg55zvOfPO44iPfPLdOvN7l+TRe+95Uv3OKysrAcomT57c8lKAKeR3B/Yq4BRr7erGF4wxBcBb8TbNzftIpOuAUuDFJufrgPvwCpBivAnxPwMWGmMmqhdFRMSf1goRgIgTYZGzpOF4gNuPse4YRsaG0rcswMA9Lmmff47z+VbY9glOLNrQ1s3MhH4DcAcMhBGjcEceBb3zkv49iYhI5+KnGDkR+I+mhQiAtbbIGPNH4N8SlqwZxph84BJgtrW2rkmGHcCtjU4tMMa8CywBZuJNhPctGAxijGln4vbbP+ItFZ8tqaP33jN1xve+srqIJ3bMpd5tvhBpLOgGuGnvqUxcHyL8+VZqNy7Gra09uJHjkFVQSO6pp5N1jCF90GCcYM9eCb4zvndJPr33nifV73z58uVEo9HDN0wRP8XIHqC2leu18TbJdCWQATzalsbW2uXGmDXASUlNJSLSBUSrKptMyj6FYM6hw1DDsTC/2/mnZncRb/a5Toy56e8z6o0DvyNK69ef9MFDyBg1hqyjx5Ex9mjS1PMhIiJN+ClG7ge+ZYz5m7W2uPEFY0x/4Ft4w6SS6Tpgg7X2PZ/3tXe1LxGRLs91XYqfm3Ngudq6OpyMDPY+/jChi8+n8rwpbK3fRnm0gu3hnSyrWk6N29rvng6WHnH4+qbx9Lu6kNDgoWSMHktafqccmiwiIp2Mn2JkO1ANrDXGPA6siZ83wNeAzcAOY8z1jW+y1j6SiKDxCepn4GO4lTHmRGAc8HgiMoiIdEV7n3uKHfNfZsewKJU5UWozg+zpF2XH4ABbRryOu/2NQ+4ZsiPGiG0xPp4UJJLe8roiISfErJG3UThem/qJiIh/foqRhxp9/b1mrvcB/tbknAu0WowYY66If1nY5HiTtXZJo6ZfBxxaGKJljNm/s9QHeBPYJ+DNYfmc5PfYiIh0OtvDO3lmzzMsKviIyIQAcOgO5MGoy6BdMQbtiZFXDjlVLuPWxxhQm0nW+Amcvqc/fxzyHuFmJrGHnFCb9hsRERFpiZ9i5AtJyvB0C8ezgRsbnb8O+MBau66F56zEm8D+DSAX2AW8gLf/SXEL94iIdBvV0WrW1q6nqNbyafVKNtRt9C6kO2TWugzY45Jf7hIKu/Qrdhm412XE5zFyqiGQnU328ZMIHTWC7BnHkTF6DE4wyBAgt/qUg/YZARUiIiKSGG0uRqy185MR4HD7ijRq1+oSBNbahzi490ZEpNtyXZc9kb2sq13PqprVrKpZzfb6nQe1yYylc9y6AGf+s5y+pa1Pncs7/yL6fekrzV4rzC5g1pDbGgoSFSIiIpIovnZgFxGR1Ii4EdbXbmRVTREra1azsW4TVbHqg9qkuUFG1PRi5DaXkZ+VMXpNBaHDr8yLk5FBWl7rE873FyT37X6QmQNvUSEiIiIJoWJERKQT21i7ibklz/Np9YpD9vzoHezNUdH+jNoYYei7Gxi6rZZgrKrhemjkKHJPPo3ifzwNkVaqkliM3CmnHjZLYXYB946687DtRERE2krFiIhIJ+K6LlvC21hatYwlVcsOzPsAhqYPocAZxdidIYbZCjJWbiCyc5V30XHIHDuOjNFjyRo3nsxjxpGW38d7ZriW0ldfwg0fum+IE8ogf8aFBHNyOuLbExEROYiKERGRFHNx2cxWPtizhKVVy9gT2dtwLcPJ4OzYRE5/u4L0VZuIlr7dcC0CBHr1ovfpZ9L7zOmEhg5r9vl9L7sK4MA+I+EwTigEsRj5My5suC4iItLRVIyIiKSA67psDm9hSdUy3g7MZ59TAmXetbxgbyZxDOPXxBj+xmqcPQsAiAKBnByyxhWQNf5YMsceQ2jkUQRChy7Z25jjOPS7/Gryz7+oyQ7sp6pHREREUqrNxYgxZqC1dncyw4iIdGcRN8K7FQv5rHoVRbVrKI7EVx13INfN4azAJMZ9UsnARZuI7nq/4b5Abi/yvnAuvaZOI33QYJxAoF2fH8zJJe/scxLxrYiIiCSEn56Rz40xr+Dt//GitfbQwcciItIgHAuztnY9K2uKKKqxfF6/nfJoRcP1/GAeJ+RMZPiaAGPftKRtfBPY3wOSS+6UU+g1dRqZR49rdwEiIiLSmfkpRn4HfBW4GCgxxjwJzLbWfpSUZCIiXUxFtDK+9G4Rq2pWsyO8iyjRg9oMSh/I+RnTGFuSS/81FdRv3EDF4kU4uDgZGeSdfS65U04lY9RonDSNpBURke7Nz6aH/9cYMws4D7geuAH4jjFmDV5vyWPW2m3JiSki0vlURatYXbuGpVXL2Fy3lQ11m3A5eHPBkaERFGYVcGz60fTfUE7oveXULHsCXJeS/Y0ch9hpZzL22hs0h0NERHoUX792s9bGgNeA14wxucCVwHXAfwC/Nca8hVeYPGutrUl0WBGRZFhZXdSmzfyibpR1tRv4tPozPq1Zybra9QcVH0GCjM8aR2FWAYVZBYyMDSDyyWdUfvwR1Z++RjRcRw1AMEjm6DGERo4iY+RR7MzMgT59VYiIiEiP0+4xANbaSuBvxpiPgJ8DVwHnxv/ca4z5I/Bba21tQpKKiCTByuoi7thxN2E3zB077mbWkNsOKkj21O/lk+oVfFr9GZ/VrKI6duD3LEGCjMkYxaScCYzPHMfojKPIqIpQvuBtqj/7O9vXrcWN1De0zxgzltyTvHkg+/cAAdhpbcd8syIiIp1Mu4oRY0x/4Gt4w7VOAGqAx4C/AXXATOCnwGjg2oQkFRFJsMaFCNBQkHxn4M3srN/Fgor32Vm/66B7hqQPZkJ2IROyj6MgdAxp+yqoXVFE3ZYPKd42h9p1ayAanyfiOGSaAnKnnELOpMmk9x/Q0d+iiIhIp+Znad904FK8AmQGkA4sBL4FzLHWVjRqvtAYsx74cQKziogkTNNCZL+wG+b3u+5rOM50MuPFx/FMyC6kTxlUfPAeNavmsWP9Otxw3cEPdhyyJ55Ir9OnkTVu/EE9ICIiInIwPz0ju4A8YDvwv8DD1tq1rbRfDWgAtIh0Oi0VIo0FCHBV38u5MDSN8Jq1VC9fSvVncygvLj6oXVrfvoRGjibLFBAaPISMsUeT1jsv2d+CiIhIt+CnGHkNbxjW69Za93CNrbVPAk+2N5iISDK0pRABiBHjmd1zyX7yCcZsijWcd9LTyZk8hdzJp5BpxqvwEBEROQJ+lvb9ajKDiIgkk+u6bAlv486dfzhsIbJffRo8e0k6t782muzC48mZNJnQ8BE4wWCS04qIiPQMviewG2MK8DY+HB0/tRF4yVq7KpHBREQSZUvdVh7e+ziralb7ui/kpvHdY77P8MkTkpRMRESkZ/MzgT0N+CNwC+A0ufzfxpi/AjOttdFDbhYRSbJoVSWVixcRLSslmJdP7pRT2JZWwgslL7GwchEuLtmBLCZmHcfg0nTmBT6kPhhr8XkhJ8Ssobe1uu+IiIiIHBk/PSO/Ab4JPAH8Dti/MP544IfAzcA+vCV9RUQ6hOu6FD83h9JX5kEgwL6sMJ8dH2J55iPs7u/93iSNNM7mBKa/D85HnxCtKKfPUQEevTqd+lDT363EC5EhKkRERESSzU8xciPezupfb3J+MXCtMSYr3kbFiIh0mD3PPcnKT17BTnVZN9pl2/CMhmtZNS6TS4ZwdlEvMj94l/39IOmDh3DC+BMYmDuKu+ofO2gOiQoRERGRjuOnGOkFvNHK9deBLx5ZHBGRw9tdv4ePKpewsnIlq8wK6iYEgAAAGXUuYzbGOGl5lLEbYqTFNgHgZGSQN/2L9Jo6zZuE7jgMAGZVD2hYXUuFiIiISMfyU4wsAk5q5fpJwIdHFkdE5FARN8K62g1sqNvEx1XL+aym0XoZGQ799sU4emOMMZtijN0QI7PJYlmZpoDBM39AWn7+Ic8uzC5g1pDbuG/3g8wceIsKERERkQ7kpxj5LvC6MebXwD3W2n0Axph+eHNGzov/ERE5YuFYmAUV77Oocgm2du1BQ6nSnXQmBQxHf7ibYR9sIb+8tSc5ZB97XLOFyH6F2QXcO+rOxIUXERGRNmmxGDHGbGjmdAbwM+BnxpiS+Lk+8b/3AS8DYxOaUER6lPJoBfPL3+OVstcpjhzY7Xx4+jCOjgxi0JZaCt7ZTtrmJW16npMRIpjXciEiIiIiqdNaz8gW4LA7rYuIHKl6t57FlUv5oPIjllV9SoQIACNDw7ko51xGLd0Db31A/c6FDfcEcnLJPn4ClYsXQbSVFcVjMXKnnJrsb0FERETaocVixFp7dgfmEJEeJhwLU1Rj+aDyI5ZWLaciVgGAg8PE7OM4N/MMRr+7jfLXHqW+ugqAYO88ck46mdyTTiHLFOAEg+wb+BSlr76EGz50V3UnlEH+jAsJ5uR06PcmIiIibeN7B3YRkSNRHq3g7fL5zCt5lYpYZcP5o0IjOKvXGUza24/0Nz6lfOGfKa2tBSDz6HH0uehSsiecgBMMHvS8vpddBdCwz4gbDuOEQhCLkT/jwobrIiIi0vmoGBGRpKuN1fJuxUIWV37MZzWriMV3/BgeGsrJmSdw7MoweQst4a1PUl1b03Bfpimg75evILugsMVnO45Dv8uvJv/8i5rswH6qekREREQ6ORUjIpI0ETfCvJJXebH0Fapi8aFWBJmYdRzT945m5D+3Ur18Hm64jrr4PWn9+pM75VR6nT6NjBFHtfmzgjm55J19ThK+CxEREUkWFSMiknCu67K46mOe2DeHnfW7ABiXeTRnZ09l/Mo6ws+/TGTvEqri7TNGjyF/xsVkFRSS1jsvdcFFRESkQ6kYEZGEWle7gUf3PomtXQPAkPTBfJ3zGf7qaiqXPNowDCt98BB6nzmd3CmnkD5gYCoji4iISIqoGBGRhNhct4XnSl7kw8rFAPQK9OKy0HQmvriZmo8eoML1VgrPGD2GvHNn0Ou0M3ACgVRGFhERkRQ74mLEGHM23saHb1prW90HuZl7hwM/AU4GJgIha63TpM0oYGMzt++z1vZv0nYAcBdwMd739ibwfWvtFj+5RKRtXNdlU3gLz5fMayhC0p00vuiezOmvlhJbOpeaaBTS0sg76xzyzjuf0OChKU4tIiIinUWbixFjzK+Aadba6Y3OzQMuABxghzFmqrV2s4/PPxq4AlgMfASc0UrbXwKvNTqub5IvALwE9AO+CdQBvwbeNMZMsNbWICIJ4bouy6s/ZU7xs2ys8/7Jp5POGSVHMfX9OrI+eZuY64LjkHvaGfS74hrS+/U/zFNFRESkp/HTM3Il8Or+A2PMxcCFwB3AJ8DvgZ8Dt/h45gJr7eD4826n9WJkvbX2w1auXwZMAU621i6OP/MTYD1wM3Cvj1wi0oyaWA2fVK/gldI3GuaE5JLFpE1ZTH15H72LP/MapqWRd+Z0+lzyZdL69E1hYhEREenM/BQjwwHb6PgyvALhpwDGmPHAjX4+3Fob89P+MC4G1u0vROLP32KMeQ+4BBUjIu0Sc2OsqFnF0qplvFuxkJqY18mYG8vg7BU5TH5lO+mREgAyxxnyz72ArGOPI5ibm8rYIiIi0gX4KUYcwG10fA4wr9HxFmBQIkK14G5jzMNAOfBPYFaTIWHHAiubuW8VcGkSc4l0SyWRUhZXLeWtsvlsCh+YdnVU/QAmflzLhPl7yAyX4aSn0/v888g/53zSBybzfwEiIiLS3fgpRtYD5wEPGGNOBUbgFQX7DQPKEphtvzrgvvhnFeNNdP8ZsNAYM9Fauzferg9Q1Mz9JUC7x4lEo1GstYdvmGDV1dUAKflsSZ1kvveNbOa5wDwui13MaJrfTNDFZRNbWBBYyEY24caXk+jl5jKp9hjGvW4Z/elWr23vPGJfmIZbeDzFGZkUl5RCSWnCc/cE+vfeM+m990x67z1Pqt95NBpNyee2lZ9i5D7gPmPMp3iFyBYOnlB+OvBZArMBYK3dAdza6NQCY8y7wBJgJvCbRH+mSHezkc08HphDvRPh8cAcro1ddVBBUkkVK53VLHE+Zrfj1fdBN8jR7hgKq0dSuHAvoaVLcCL1uPl9cU8+FXfCCZAeStW3JCIiIt1Am4sRa+39xpgw3vyLJcB/W2vrAIwxfYEBwJ+SkvLQLMuNMWuAkxqdLgHym2neB69HpV2CwSDGmPbe3m77q+dUfLakTjLe+8rqIp7YMZd6NwJAvRPhibS53DrwmxRHS1hcuZTVtWtw46MwcwM5XJh/PucGTqbu5dcoe+s1iHj35px0MgNv+hbBHM0HSST9e++Z9N57Jr33nifV73z58uWdunfE1z4j1tq/AX9r5nwxMDlRoXxoPIelCJjaTJtjaX74lki3t7K6iDt23E3YDR90PuyG+d2uPzYcp5HG8dmFTOs1lckYyp6dy56Fs3Dr6gDIPfk0+lx0KRlHje7Q/CIiItK9+d700BjTCzgVGAi8Ya3dlfBUh89wIjAOeLzR6XnADcaYydbapfF2I/CWC/5RR2cUSbWWCpHGAjh8qc/FXJh2Bu4nqyh//1W2rb8XN+Jt45M9YRL9vnINGUeN6qDUIiIi0pP4KkaMMT/G23wwB69X4jxgV3zn8y3AD6219/t85hXxLwubHG+y1i4xxtwZP/4Ab7jVBODfgM/x5rHs9xzwMfCUMWYWBzY93AL81U8mka6uLYUIQAyXeXtepM9TzzJm44Eu3ExTwMDrbyY0bHiyo4qIiEgP5mcH9huB/wGeAV6m0Q/41to9xpgXgcsBX8UI8HQLx7Px9i1ZiTeB/RtALrALeAH4RXx42P4MUWPMBcDd8WxB4C3gcmtttc9MIl3afbsfPGwhsl99Gjx7cRq/ePs4ck6aQs6kyaTl90lyQhERERF/PSO3Aa9Ya680xvRr5voyDl71qk2stc5hrj8EPNTGZ+0GrvWbQaQ7qYhWMjn7BF4rf6NN7UNuGt8d+z2GTp6U5GQiIiIiB/NTjIzj4GFRTe3BW1FLRFLAdV3eq/yAh3Y/Qo1b26Z7Qk6IWUNvozC7IMnpRERERA7lpxipAnq1cn0MsO/I4ohIe+ys383sPY+xrPpTAI7NHM+ZJaOIzF/I7Oll1IcO7YAMOSFmDVEhIiIiIqnjpxh5F7jWGPO/TS/Eh23dzMGbIIpIEkSrKqlcvIhoWSkVfUK8fvRu3q5eSJQo2U4WlxVP5PhnVhPZuRyAm+r78fDFdYSdSMMzVIiIiIhIZ+CnGPkl8D6wgANL6p5qjJmIt3RuFvDbhKYTkQau61L83BxKX5lHaV6Ad0+MsmRckEi1g+PC6e5xTH9mFxn2HSJAWv8B5H3hXMacdwGDIusbVtdSISIiIiKdhZ8d2D8xxnwR+AsHdlrfX3xY4Epr7ZoE5xORuOLn5lD66ksUjYoy90sBajO9f74FNsp570QZuGcJAGn9+tP30svpNXUaTno6AIWhAmYNuY37dj/IzIG3qBARERGRTsHvDuwLgUJjzATAAA6wDlhmrXVbvVlE2i1aVcmWd+fx6gXwyfEhAMyaKOfMjzB014F/enkXXEy/Sy8nkJV9yDMKswu4d9Sdh5wXERERSRXfO7ADWGs/BT5NcBYRaUZltIqH1t3NhzMDxAIOwYjLOfMjTPsgSuNp6U4oRGjQkGYLEREREZHOqF3FiDEmB+gLHLJEj7V2y5GGEhGojtXwZtnbvFT6GqU5ZQRiYNZGmfF6hAHFh3ZEuvX1RMtKU5BUREREpH387MAeAn4GfJvW9xMJHmkokZ4sSoxni1/gpdJXqYpVAzCqpi9fnr2T/ntjLd7nhEIE8/I7KqaIiIjIEfPTM/I7vELkBWA+UJKURCI9WCllPB94mQ3FmwAYn3EM5+4YyeDHFkB5y4UIALEYuVNOTX5IERERkQTxU4xcDcy21n4jWWFEerLFlUu5L/BXap06egVyuaXqHAbd/zaRPSsACPbtR6yiArc+fMi9TiiD/BkXEszJ6ejYIiIiIu3mpxgJAR8mK4hIT+S6LkurlvFi6SvY2rXgwLi9eVz1qkvmpqeIAOlDhtLnwkvJnTqNkufnUvrKPAgEcMNhnFAIYjHyZ1xI38uuSvW3IyIiIuKLn2JkAXAS8ECSsoj0GPVuPW+WvcOb5fPZGt4GQFY4wOnv13Hm+7sIAMHeeeTPuJj88y/ECXpTsfpdfjX551/UsAN7MC+f3CmnqkdEREREuiQ/xch3gTeNMd8D7rfW1icpk0i3FXNjvF2+gOdKXmRvZB8AueF0ps2v4aRlEUKBTNwTTmDoeeeTNb4QJxA45BnBnFzyzj6no6OLiIiIJFyLxYgxZkMzp3OBe4C7jDE7gGiT6661dmwC84l0G7WxWu7Z+SeWVXtb9Ayt7cVZr5VjVlWQRpC8cy+kuOB4yMom25gUpxURERFJvtZ6RrYA2lVdJAFqY7X8z457WFlTRHYsxCVvQOHiPQRcyJk8hX5Xfo3Q4CEUW5vqqCIiIiIdpsVixFp7dgfmEOmWXNflo6olzN79OMWxUnpVwTdmVzCg2CXjqFH0u+Y6sgsKUx1TREREJCXatQO7iBzezvrdPLz7UZbXeEvzDtse44rn6xlCX/rechW9pk5rdk6IiIiISE/hZwf2a4ALrLU3tHD9YeAla+3TCcom0iW5rsvLG5/mycir1AdiZNa6nPdWhDNKRtL/+qvInjAJx3FSHVNEREQk5fz0jHwfWNnK9TrgB4CKEemxdmz9jIc238+KwRUQgIkrolyyPJ/hU2eQd+6MhiV6RURERMRfMVIAPNbK9eXAFUcWR6RrqijfzZMf38OCQduoH+wQCrtcu+lYzppwORlfPlo9ISIiIiLN8FOMpANZrVzPBjKPLI5I1xKrq2XN20/zQK832T4cwKGgtA/fHvMvDD52TKrjiYiIiHRqfoqRVcAlwJ0tXL8U0Lqk0iO4sRjlH77HvKJHeWVqmEi6Q151Gt/P/waFJ01NdTwRERGRLsFPMfJn4EFjzN+A2621nwMYY4YDvwXOAG5NfESRziW8/XNWP3M/D0/cxPazAoDDCbGxfLfwNnKDuamOJyIiItJltLkYsdY+ZIw5Ea/guN4YU463KWIe4AB/ttben5yYIqlXv28v+/7xNPMr3uOVc9KozQqQF83imkHXcFbeNAKOlukVERER8cPXPiPW2u8ZY54ErgKOjp9eC8yx1r6f6HAinUGkeB8lr73Ezvdf54XzYMVZ6QCcGDqOW4fNJDeYk+KEIiIiIl2T700PrbXvAe8lIYtIpxKtKKf4xecof+sNVhwd5cVvplOV4xAinZsH3sCZvU7XKlkiIiIiR8DPpocbgB9aa19o4frFwO+ttVpCSLq0WG0tpa+9ROmr89jct5ZFF6bxyfEhXAcKMg23DLyBYaGhqY4pIiIi0uX56RkZBbQ2OzcXOOqI0oikWPn7C9j75KPU1lTw2rlpLDopAwAHh6/2u4JL8y9Ub4iIiIhIgvgdpuW2cm0cUHEEWURSxo3FKH52DiXz/kFxvsPfv92LHX3qCRLki3nncF7e6/58hgAAIABJREFUdIaGBqc6poiIiEi30moxYoy5Abih0anbjTHfbKZpH+B44JUEZhPpEG40yp7Zf6V8wVvsGBzk4ZtyqAqGGZw+iO8PmsmYzFGpjigiIiLSLR2uZyQfGB3/2gUG4O203pgLVAGPAj9LaDqRJKvfvZNdD/yJ2nVr2DsonSe+0ZuqQBUTs4/n+4O+Q45WyhIRERFJmlaLEWvtPcA9AMaYGN4E9ic6IphIstV9vpUdd/4XkeJido7L5+ErHSqdKsZnjuP/DPk+6U56qiOKiIiIdGt+Nj1M+I5u8d3bfwKcDEwEQtZap0mbc4GbgNOAIcA24Fngt9baikbtRgEbm/mYfdba/onOLl3Pyuoi7tv9IN8ZeDODX1xG2euv4kbq2TZ1JA+fU0atW8vE7OO5bfD3VIiIiIiIdADf+4wk2NHAFcBi4CPgjGbafBtvaNivgE14c1N+BUwzxpxhrY01af9L4LVGx/WJjSxd0crqIu7YcTdhN8wdW/+X61bVMjoS45MrxvH8+O3UuxGm5p7CrYO+SZqT6n8WIiIiIj1Diz91GWM2AjFgvLW2Pn7c2mpaAK61dqyPz19grR0c/7zbab4YudVau6fR8XxjzF7g7/H2C5q0X2+t/dBHBunmGhciAPXBGI9ck87owFDWBrcAcGav0/nOwJsJOAnvABQRERGRFrT2K+D5eMVHrMlxwjTTq9Fcmz3NnF4a/3tYIvNI99O0ENkvku6wlh2kk87MQTdzWu4p2j9EREREpIO1WIxYa29s7TjFzoz/XdTMtbuNMQ8D5cA/gVnW2s3t/aBoNIq1tr23t1t1dTVASj67u9jIZh4PzKHeibTYxnVdyreXs4Y1HZisZXrvPZPee8+k994z6b33PKl+59FoNCWf21ZdbkyKMWYg8BvgDWvt8kaX6oD7gG8C04F/B84GFhpjNIG9h2lLIQIQcSI8HpjDRtpdr4qIiIhIO7V5pq4xZjveUK0FeHM9ViYtVcsZMoFn8IqobzS+Zq3dAdza6NQCY8y7wBJgJl4B41swGMQY077AR2B/9ZyKz+4O/rDpAeojrRci+9U7EeZlvMa9o+5McqrD03vvmfTeeya9955J773nSfU7X758eafuHfGzbNA/8YZHXQ24xphi4F284mQ+sNxam9A5JY0ZY9KAOcAE4Gxr7dbD3WOtXW6MWQOclKxc0jndwiXcWf8w9W1YoTfkhJg58JbkhxIRERGRg7R5mJa19kZr7RjgKOBG4HngOOAuvN6HYmPMvGSENMY4wMPAecCXrLXLfD4iaUWSdC5uNMq+Z54i9zd/4dy36w/75kNOiFlDbqMwu6BjAoqIiIhIA98bKsR7JB4FHo0Pm/oK8DNgPHBBYuM1+D1wDfAVa+07bb3JGHMiMA54PEm5pBNxIxF2/OFOiouW8db0NBae4v3nHcAh1kxVokJEREREJLV8FSPGmCxgKnBW/M/JQAhYA/wFb7iWL8aYK+JfFjY53mStXWKM+QnwPbzJ6buMMac2un2btXZb/L79A/4/AIrxhnP9G/B5/F7pxtxYjN1//TPFRcuYfV0WW4e4ODhc1ucSxmcZ/nfHPQct76tCRERERCT1/Exgfx9v7kUQWIk3V+QPeJPZdx9BhqdbOJ6NNxxsRvx4ZvxPY7/C23GdeKZb8Sa25wK7gBeAX1hri48gn3RC0apKKhcvIlpWSrBXb2rXr2PXsvd45OsZbBvi0i+tL98fNBOTdQwAs4bc1rDfiAoRERERkc7BT8/IaXgbID4NPAvMP8IiBABrbas7zVlrz27jcx4CHjrSPNK5ua5L8XNzKH1lHgQCuHV14DjUB10e/1qIbUMdBqT15+fDZjEwfUDDfYXZBcwachv37X6QmQNvUSEiIiIi0gn4KUZmcGB41qNAujHG4g3Nmg+8Y63dmfiIIgcUPzeH0ldfwq2vbzhXE3J57OoQm0cG6F2fwb8f9VP6p/c75N7C7IJOsXyviIiIiHjaXIxYa/+Jt7zv/v0+pgLT8IqT64FMY8xaa+34ZAQViVZVUvrKvIMKkYpcmP3VEDsHBehV7nLj09X0uT0T2rCkr4iIiIikVrt2YLfW1gJrgfXABmA34ADHJC6ayMEqFy+CwIH/ZKuz4IEbvEKk/94Y35pdx6DiAJWLP0xhShERERFpKz8T2EdzYJjWWXj7jThACd7mh7+nHatpibRVtKzUmyMCVGXB7K+FKOkTYMiOGDf+PUxONbhOmGhZaYqTioiIiEhb+Jkzsj7+9x68lbTuiv+9Ipk7r4vsF+zVG4JBqkJRHrsqxPYhAfqUxPj6HK8QAXBCIYJ5+akNKiIiIiJt4qcYuRVvBa2iZIURaYkbjVK5ZBHlWVEevjbE7gEBcitcbn40TF5Fo4axGLlTTm3xOSIiIiLSefiZwP7nZAYRaU3JvH+wd9NnPHhTBsV9HAbujnHD3w8uRJxQBvkzLiSYk5O6oCIiIiLSZn7mjBwPFFhr5zQ6Nx34BdAHeNxa+/8SH1F6uopFC9n4xtM8em2I4j4OI2p6c/3fS8gOZ+A6YZxQCGIx8mdcSN/Lrkp1XBERERFpIz/DtO4AXGAOgDFmGPA8UIs3j+S/jDE7rbWPJDyl9Fh127ay+tkHeOh6b7L6wLQB/LTg38j77/QDO7Dn5ZM75VT1iIiIiIh0MX6KkROBuxsdXwsEgUnW2s+NMfOA7wIqRiQhajeup+i+/+SvV8UozQ8wKjSSnw37V3oFcyEN8s4+J9URRUREROQI+NlnJB/Y1ej4ArwJ7Z/Hj18ExiUqmPRs4Z3b2fi7/+CRS+spzQ8wNjSK24fN8goREREREekW/BQje4HhAMaYHOA04I1G19Px19Mi0qxYTQ2b7v0fZl8aYcfgAP2D/fjpsP9DblDDsERERES6Ez/FwwJgpjFmFV6vSDrwQqPr44DPm7tRpK1c12Xjo3/kL+fuY+vwAHmB3vzfoT8gVz0iIiIiIt2On2LkZ8DrwNz48R3W2rUAxpggcAXeUC2RdomFw+x88I88OO4Ttg4P0s/J5/bhP2FIaHCqo4mIiIhIEvjZZ2SjMWY8cCxQZq3d3OhyNjAT+CTB+aSHcCMRdv7+Tl7O+4yNo9LJc3P49ahf0C+tb6qjiYiIiEiS+JrjYa2NAJ82c74Cb5lfEd/cWIydf/4DWz//lLcuyQDg1qHfUSEiIiIi0s35mcAuknBuLMbuv/yJiiWLeOmCDGJBOLvXNCbmHJ/qaCIiIiKSZCpGJGVc12X3X/9MxQfv8dY5GawZAzmBHK7qd3mqo4mIiIhIB1AxIilT+upLVLy/gBUTMnjnNAcHhx8MnknftD6pjiYiIiIiHUDFiKRE9coV7JvzOFuHOjx7iTd16br+X2VC9nEpTiYiIiIiHaXFYsQYc5cx5oRGxyONMVkdE0u6s0hpKbvuv5coLq9cM5B6J8r03mdyQd55qY4mIiIiIh2otZ6RHwIFjY43ApclN450d67rsmf2g0TLy3j38sFsyS6jb1pfbuh/LY7jpDqeiIiIiHSg1oqRPcCIRsf6SVGOiOu6lLzwLFXLlrBxXCZvFpTh4PDdgd8kI5CR6ngiIiIi0sFa22fkbeAXxpiTgbL4uW8ZY85t5R7XWntzwtJJt1Lx3nyKn3uaknyHp6/IwqWGr/T5EoXZBYe/WURERES6ndaKkX8BIsA5wEDABc6M/2mJC6gYkUOEt3/Onkf/RjgN5n5rKOWBfRyXdSyX97001dFEREREJEVaLEastXuAr+8/NsbEgK9ba5/oiGDSfbixGLv+8icikToevbU/m0P7GJDWnx8O/i5BJ5jqeCIiIiKSIn6W9r0JWJisINJ9lb3xKnUb1/PO+blszK+kTzCfnwz9EbnBnFRHExEREZEUam2Y1kGstbMBjDEB4ERgdPzSRuBja20s8fGkq6vfvZN9c5+i6JgAb0+O4ODw/cEzGRYamupoIiIiIpJivjY9NMZ8GdgELAKeBJ6Kf73RGPOlhKeTLm/f3KdYO6yeuV/JBOCafldQkGVSnEpEREREOoM2FyPGmPOBufHD24HL8fYduR1v2d+5xhjtWicNatZaVuz8kMeuSqcuLca0XlO5NP/CVMcSERERkU6izcO0gJ8DFphqrS1rdP55Y8wfgQ/ibV5PYD7poiKlpbz/jzuZ/dUQkXSHL/Q+k28OuFEbG4qIiIhIAz/DtCYBDzUpRACw1pYDf8ObSyI9nBuLseHBu3jii3VE0h2m507jmwNuJOD4GhUoIiIiIt2cn56RKBBq5Xp6vE2bGWOGAz8BTgYmAiFr7SG/OjfGDADuAi7Gy/wm8H1r7ZYm7UYD9wDTgTDwAvAja22xn1xyZMrnv8W8ERuozkljfPpYbhl0kwoRERERETmEn58QFwHfMcYMaXrBGDMY+A7eUC0/jgauAHYBHzXXIL5610vAVOCbwNeAo4A3jTFZjdr1wts1fihwdTzPWcALxhiNDeogdZs38cqKR/hochppboAbB1+vQkREREREmuWnZ+QXeD/srzbGPAasjp8vwCsQMoArfX7+AmvtYABjzO3AGc20uQyYApxsrV0cb/sJsB5vt/d74+2+BQwBTrfWfh5vtw14H7gImOczm/gUq6mm6JG7ePkrXu13w4CvMyrjqBSnEhEREZHOqs2/srbWfgicizeJfSbecKh78HogLHCOtbbZ3o1WntmWvUkuBtbtL0Ti920B3gMuadJuwf5CJN5uId5SxI3bSZLsfmI2c08uIRxyODnrRM7Ln57qSCIiIiLSifnpGcFa+z5wsjFmEDAqfnqjtXZ3ooM1ciywspnzq4BLm7T7ewvtjk1CLolzXZfif8zl3dJ3WXdWiByy+MagG1IdS0REREQ6OV/FyH7W2l148zw6Qh+gqJnzJUDfJu1KW2g3qr0fHo1Gsda29/Z2q66uBkjJZ/vlvPs2Vcve4eVvZwDwxdh0dq3fyS52pjhZ19OV3rskjt57z6T33jPpvfc8qX7n0aiv9aU6nGYWy5FZtwbnvXd45tIQNdkOY91RTHSPT3UqEREREekC2tUz0sFKgPxmzvcBitvRzpdgMIgxpr23t9v+6jkVn91W0aoqttz3O1aYAOvGBsgJ5PDjkT+gb1qfVEfrsrrCe5fE03vvmfTeeya9954n1e98+fLlnbp3pCv0jBTR/JyPYzl4+FZb20mC7Jv7dyprS3jpIm+F5Sv7XqZCRERERETarCsUI/OAY4wxk/efMMaMwFsG+MUm7c4yxgxt1O5UvPkijdtJAkRKSylb8DbPXhKiLDvK2IwxfDFPq2eJiIiISNu1aZiWMSYIDAMqE72buTHmiviXhU2ON1lrlwDPAR8DTxljZgF1wK+BLcBfGz3qAeBfgOeNMb8EsoE78DZi1B4jCVby0vOsPMalyATIDmTxg8EztbmhiIiIiPjS1p8eg8AG4KYkZHg6/ueaJsffA7DWRoEL8HaA/yve8r1b8fY1qd7/EGttOTAdb5Wvp/CKk/eAS6y1bhJy91jhHdvZs+A1Xjo/HYCv9ruSgekDUpxKRERERLqaNvWMWGvDxpgdQCTRAay1Thva7AaubUO79XibH0oSFT//DEsmOFT0chiTMYpzep+d6kgiIiIi0gX5GVfzGPA1Y0x6ssJI5xfetZO9yxby7lSvjr28z6UaniUiIiIi7eJnad+3gIuAxcaY+/GGbdU0bWStXZCgbNLJrKwu4t7ddzNiRhoVvRzGZozmxJxJqY4lIiIiIl2Un2LktUZf/xFoOg/DiZ8LHmko6XxWVhdxx/a7CGfVU3Kc1xNyXf+vqldERERERNrNTzGSjMnr0gWsrC7ijh13E6beO+E4BAgQdTvvBjoiIiIi0vm1uRix1s5OZhDpnBoKETd80PkYMe7YcTezhtxGYXZBitKJiIiISFfWrjE2xphjjDGnG2PyEh1IOo+WCpH9wm6YO3bczcpqbXAvIiIiIv75KkaMMVcaYzYBq4EFwOT4+QHGmLXGmCsTnlBS4nCFyH4qSERERESkvdpcjBhjLgKeBHYCv8KbsA6AtXYPYGnDXiDSNdy3+8HDFiL7hd0w9+1+MMmJRERERKS78dMzcjvwIXAa3mpaTS0CtM5rNzFz4C2EnFCb2oacEDMH3pLkRCIiIiLS3fgpRiYCf7fWNl3Sd7/twKAjjySdQWF2AbOG3EZ6rPWVmkNOSJPYRURERKRd/BQjYVpffWsEUHFkcaQzKUgby9SlLdWeKkRERERE5Mj4KUYWAZc1d8EYkwlcB7ybiFDSOZQtnM9nYyIApDXZy1KFiIiIiIgcKT/FyH8CU40xfwdOjZ8bZYy5DHgfGA78V4LzSYq4rsuyT19kX78AfaM5/OvQHzXMIVEhIiIiIiKJ0OZixFo7H7gGOBd4IX76L8AzwFHANdbaJQlPKClRa4v4cGQJAF/oO50J2YXMGnIb/dP6qRARERERkYRo8w7sANbaZ4wxLwNfBMbhLe+7DvintbYyCfkkRXa/+TKrv+DVqmflnwl4k9rvHXVnKmOJiIiISDfiqxgBsNbWAM8nIYt0EtGqSlaULSMcSmdUcDgD0wekOpKIiIiIdEO+ixFjTB+8oVqj46c2Am9Ya0sSGUw6XrSqksrFi6heuYKiY7w9LafkTUlxKhERERHprnwVI8aYnwI/BzJotAM7UGuM+a219j8TGU46huu6FD83h9JX5kEgQDRcx+ofZABwzId7cC9wcRznME8REREREfGnzRPYjTE/Bv4DWAxcjbcJ4sT410uA38TbSBdT/NwcSl99Cbe+Hreujq3DHKpyHfqUxMj+xwKKn5uT6ogiIiIi0g356Rn5F+At4Lwmu7CvMMY8A7wRb6MZzl1ItKqS0lfm4dbXN5wrGuftKVJgYxCOUPrKPPLPv5hgTk6qYoqIiIhIN+Rnn5GBwLNNChEArLUxvCV+NdO5i6lcvAgCB/9nsNp4xwVrot6JQIDKxR92dDQRERER6eb8FCOfAMe0cv1oYMWRxZGOFi0rxa2razje089hb78AWdUuI7d6dacbDhMtK01VRBERERHppvwM0/ox8KIxZgUw21obBTDGBIGbgOuBixMfUZIpmJePk5HRUJCsONarT8evjRGM94E5oRDBvPxURRQRERGRbqrFYsQY81Yzp0vwdl3/H2PMxvi50UA+sAH4LXBOokNK8uROOYW9jz8MQDQASyd5/0lMWBk90CgWI3fKqR0fTkRERES6tdZ6RsYAh8wPAbbE/+4X/7s8/ieNA3uPSBcRzMkl/4KLKXnpBezRLmV5Dv33xRi7IQaAE8ogf8aFmrwuIiIiIgnXYjFirR3VgTkkhfp8+UrK3nydJSd4Q7WmfBwjmJEBsRj5My6k72VXpTihiIiIiHRHvndgl+6nbq2lOFjJ2rGZpLkBvjDiQvIKBpE75VT1iIiIiIhI0rSrGDHG5AJ9OHgXdgCstVsOvUM6s4oP3mPppDRcB07OncLIi7+W6kgiIiIi0gO0uRgxxmQB/w58gwPzRZoTPNJQ0nFi4TDlSz7k45u81/aF3melOJGIiIiI9BR+ekbuB74OfAQ8DmjjiW6g8oP3sINqKMsLMTBtAIVZ41MdSURERER6CD/FyGXAY9ba65MVRjqW67qUvDqPJad7vSLTe59FwPGzD6aIiIiISPv5+cmzBng/WUGk49WuWU1xxXbsuCABApzV+4xURxIRERGRHsRPMTIX+GKygkjHq1zyER9PCBILwOScSfRJ0y7rIiIiItJx/AzT+jEw1xjzKPAg3uaH0aaNkrGaljHmHaClmdX3W2u/Y4w5G3i7metLrbUnJTpTV+e6LhXLFrP0qgNDtEREREREOpKfYiQCrAO+B7S29msyVtO6Fejd5NxFwO3AvCbnvw182ui4Mgl5urxaW4TtXUxx3xD90/oxMfv4VEcSERERkR7GTzHyR+BmYDHwAR24mpa1dlXTc8aYnwF7gFebXFplrf2wQ4J1YWXvvMnSiV7deE7vszVxXUREREQ6nJ9i5ErgCWvtdckK01bGmAHADOBP1tpIqvN0NW4kQunKj7FnegXIGb1OS3EiEREREemJ/A7T6iyraX0VL/ujzVx7xhjTH9gLPA/8xFpb3JHhOruaNaspGl5HfSjEMRljGZDeP9WRRERERKQH8lOMPIu3mtafk5TFj+uAImvtkkbnyoD/ARbgzRM5DfgpcKoxZoq1tq49HxSNRrHWHmle36qrqwGS8tnOm6+z4lhviNbYmlEp+f6kecl879J56b33THrvPZPee8+T6ncejR6y3lSn4qcY+QPwiDHmceABOnA1rcaMMeOBk4B/a/K5y4BljU69Y4z5DHgBuIrme1F6ntoa6uxy1pzrDdEqdAtSHEhEREREeio/xcj+FaomAde00i4Zq2k1dh3gAo+3oe08oAqveGlXMRIMBjHGtOfWI7K/ek70Z5e89DyvHR0hkp5OYVYBU4Zp1ePOJFnvXTo3vfeeSe+9Z9J773lS/c6XL1/eqXtH/BQjv8YrAlLGGOMA1wLv+OyBSWnuzsKNxSh763WWXeTVi2f2Oj3FiURERESkJ2tzMWKt/WUSc7TVmcBRwK/a2P5SIAdvOeIer3bNanbF9rF5ZAYZTgan5KpXRERERERSx0/PSGdwHVADzG16wRjzGLAB+JgDE9j/FW8eydMdmLHTqli0kOXHe70ip+SeRGYgM8WJRERERKQna3MxYoz5RRuaudba3xxBntY+PxO4AviHtbaimSYr8XaG/yGQBWwD/gL8ylobTkamrsSNRChf/CHLbvQmrk/TEC0RERERSTE/PSO/bOWaCzjxv5NSjFhra4H8Vq7/F/Bfyfjs7qBm9So29q2iND+Dfml9Kcwan+pIIiIiItLD+ZkzEmh6zhgTAMbi9UZMBi5IXDRJpMolH7FsgjdEa1qvqQScQ16niIiIiEiHOqKfSK21MWvtWmvtd4EdwF2JiSWJ5MZilHz6EZ8VaBUtEREREek8Evnr8X/irV4lnUztWsunwyoJZzgckzGWoaEhqY4kIiIiIpLQYmQ4EErg8yRBKpcsYpWJ94r0Vq+IiIiIiHQOflbTGtnCpT7AdOA24PVEhJLEcWMxypctYsNNXt15QvbEFCcSEREREfH4WU1rEy3vZO4A84FbjzSQJFbdxvVsyC6lLiODYelD6J/eL9WRREREREQAf8XINzi0GHGBEmCttXZ1wlJJwlQu+Yi1Y70hWhOzJ6Q4jYiIiIjIAX6W9n04iTkkCVzXpXLJItZd6g3Rmph9XIoTiYiIiIgcoM0murHwls2UVu9m+5AA6U46BVkm1ZFERERERBr4GaaFMSYP+CreRod98eaKNOZaa29OUDY5QpUfL2btGK/ePDZrPKGAFjsTERERkc7Dz2paZwP/AHoD5XhzRZpqaYK7pED1p8tZO3H/fBEN0RIRERGRzsVPz8jdeAXIWdbaT5KURxIkUlZK9eYNrL3c6w2ZpCV9RURERKST8TNnpAD4nQqRrqGmaBXbB0NNlsOg9IEMDQ1OdSQRERERkYP4KUY+Rzusdxk1dhWbR3ivtzBrfIrTiIiIiIgcyk8xcg9wkzEmK1lhJHFqilaxJV6MjMs8JsVpREREREQO5WfOSClQBaw2xvwN2AxEmzay1j6SoGzSTpHSEsI7t7N5RAYA4zPHpTiRiIiIiMih/BQjDzf6+hcttHEBFSMpVmOL2DXQoSrHoU8wn0HpA1MdSURERETkEH6KkS8kLYUkVO2a1Q37i0zIPg7HabodjIiIiIhI6rW5GLHWzk9mEEmcmjWWddMOFCMiIiIiIp2Rnwns0gVEq6qo3LWFTSMDODgcn12Y6kgiIiIiIs1SMdLN1K5bw8YRDtE0hzEZo+gd7JXqSCIiIiIizVIx0s3UrFnNurHea52YfXyK04iIiIiItEzFSDdTu2Y1W4Z5r7VAmx2KiIiISCemYqQbiYXDVG5Zz85B3upZYzNGpTaQiIiIiEgrVIx0I3Ub17Ozb5RomsPQ9CFkB7NTHUlEREREpEUtLu1rjDmzPQ+01i5ofxw5EjVrVrNtqFdfHp05JsVpRERERERa19o+I+/g7ai+n9PkuCXBIwkk7Ve7ZjWfj/KKkTEZo1OcRkRERESkda0VI013XA8BdwC9gfsBGz8/HvgWUAbMSnRAaRs3FqN23Rq2TfXmi6hnREREREQ6uxaLkaY7rhtj/huvd2SCtba60aUXjDF/At4DpgNvJCOotC68dTNVbg17BmSSRhpHZYxIdSQRERERkVb5mcB+HTC7SSECgLW2EngYuCFBucSnmjWWrfH5IqMzR5HupKc4kYiIiIhI6/wUI32A3Fau9463kRRYsXcxT13uFSDjMsemOI2IiIiIyOH5KUaWAP9ijBnX9IIxxgDfBRYnKpi03WfVq3hg0nrqMr35IplOZooTiYiIiIgcXmsT2Jv6EfA28Jkx5jUOTGA3wPlAHfDjxMaTw1lZXcT/23439Y1GZb1Y+jLHZo2nMLsgdcFERERERA6jzcWItXaJMeYk4LfADOCi+KVq4Hng59ba1YmPCMaYs/EKoaaWWmtPatRuNHAP3kT6MPAC8CNrbXEycqXayuoi7thxN2HqDzofduu5Y8fdzBpymwoSEREREem0/PSMYK21wJXGmAAwIH56j7U2lvBkzfs28Gmj48r9XxhjeuEVLHuBq4EcvKWIXzDGTLPWtmWPlC6joRBxw81eD7vh/9/encfJUdf5H3/1TGYmJCGZnBgCAkb4yCW6AeSUIyogCQKLHMoqXqAri0HkEFk5XEFWAdkfiFxyCCJBQCAIGpBDRY4NlxyPzyIQjpA7MwmZhJnJTP/++FYPnU7PdPdMdVdPz/v5eOTR01Xfrvp0V1enPvW9lJCIiIiISFUrKRnJiJKPxTHHUoyX3P3xXtYdD0wG9nT3BQBm9jbwN0ItzpzKhFh+hRKRDCUkIiIiIlLNSunAjpnXAYbmAAAgAElEQVR9yMxuNLMFZtZhZvtHyyeY2a/MbNfyhFmUGcCjmUQEwN0fA+YDM5MKqhyuWHJNwUQkoyPdwRVLrilzRCIiIiIipSu6ZsTMtiXUMtQBjwOfzqxz92VmthOhGdWTcQeZ5XYzm0BoinUXcEZWf5DtgFvyvOalaF2/dHV1EVqnVdaaNWE6l3z7nsEB3Fw3m87UuoLbaUgPY0b7AYm8ByldX8ddapeO+9Ck4z406bgPPUkf866urkT2W6xSakYuIPTR2BY4ljAbe7b7gb1iiivXSuCnwNeA6cDPgaOBh82sKSozFmjN89oWYFyZ4krEVmzBF7uPpCHddy7ZkB7GF7uPZCu2qFBkIiIiIiLFK6XPyD7AT9x9oZmNz7P+DWDTeMJan7s/AzyTtehhM3uBMFrWkcCvy7FfgPr6esI0KpWVyZ5727dhbL5mc37y1k/prN9w/IDGVCOnb6q+IoNNoeMutUnHfWjScR+adNyHnqSP+bPPPlvVtSOl1Iw0EWooejMGqNSoWhA6pLcBmaF9W4DmPOXGAjU5tO/2I7blK38aRap7/YHCGlON6rQuIiIiIlWvlGTkZWCPPtbPBJ4bWDj9krkSf5n8fUO2i9bVnO72dqY8s5T6rGRXiYiIiIiIDBalJCO/BL5gZicAmfm+02Y2zsx+AewJXB53gH04hDCXyFPR8znAPmbW01TMzHYDtgTuqWBcFdPx9pssngjrGlI0141hwrDxSkREREREZNAoZQb2q81se+AK4JJo8Z3AxoTO7Be7+63xhwhmdhPwGvA0oRP97sBphH4kt0XFrgL+A7jLzM4BRhAmPfw7NTTHSLaOt9/irc1CPrnDiO048QMnJByRiIiIiEjxSppnxN1nERKBK4H7gMcItSF7uvv34g+vx4vAYcCN0X6/ClwN7OfuHVFsq4D9CZMx3kpITv4KzKy12dcz2t9+i7emhEO49fCpCUcjIiIiIlKakmdgd/cngCfKEEtf+7yAMLRwoXKvEiY/HBI63n6ThXuHEZY/NHyrhKMRERERESlN0TUjZvaamR3Sx/oZZvZaPGFJX7raVrPy4Qd4d/4rLJ2QIkWKzRs3SzosEREREZGSlFIzsiUwqo/1o0Cz65VTOp1mxZ2zab1vDqRSLB7XSXddExOXd9P2/O9pOuxIUqncuShFRERERKpTqc20+up7sQ3w7gBikQJW3Dmb1vvvJd3ZCcDCD9QDMHlhN6333wvA+MOPSiw+EREREZFS9JmMmNmXgS9nLTrLzL6Rp+hYYEdC53Ipg6621bTeN6cnEQFY+IFQCzJ5UTfpji5a75tD8wEzqB85MqkwRURERESKVqhmpBnI9IxOAxMJQ+ZmSxNmQv818INYo5Meq596AurW7+KzcJPwfPLiqMKqro7VTz3OmH2nVzo8EREREZGS9ZmMuPulwKUAZtYNzHL331QiMFlf18pW0u3tPc/TwKJJUc3I4u6wrKODrpWtSYQnIiIiIlKyUiY9LGlOEolX/ZhmUk1NPQnJytHQ0ZRiZFuakWtCmVRjI/VjmhOMUkRERESkeEowBolRu3wCurt7ni+dEA7dxGVZYwp0dzNql90qHZqIiIiISL+UNJqWmX0KOBWYRuhPssE4su5eH09okq1+5CiaD5oRRtPq6GDphPDRT1oWEpRUYxPNB35WnddFREREZNAoZdLDg4H7gc2A2dFrbwFuBdqBZ4HzyhCjRMYddiTNBx4M9fUsiZKRia31pBoaaD7ws4w77MiEIxQRERERKV4pNSNnAs8BuwFjgG8Cv3L3P5vZ1sDjgMcfomSkUinGH34UXe++y9IJjwKw9Uc/zZbHHqYaEREREREZdErpM7ITcLO7dwKZzgv1AO7+CnAFcEa84Uk+HUsX99SMbLPLwUpERERERGRQKiUZ6QJWR39nHidkrZ9PmIVdyqy1ZQFrR6QYThNj6zV6loiIiIgMTqUkI68DUwHcvQN4BfhM1vp9gSWxRSZ5dbe/x8L6FgA2a5pCKrXBGAIiIiIiIoNCKcnIXODzZpa5+r0K+LKZPWhmDwHHEGZhlzLqXLy4Z1jfKY2bJhyNiIiIiEj/lZKMnA98nqjTu7tfBHwfGAtsDJwDnBtzfJKjY9E7Pf1FNlMyIiIiIiKDWCkzsLcA83KWXQhcGHdQ0rvOhe/0zDGyqZIRERERERnENAP7INOxaKGaaYmIiIhITei1ZsTMftiP7aXd/UcDiEcKWLV8AatGp2hID2PSsAmFXyAiIiIiUqX6aqZ1Tj+2lwaUjJRJOp1m4brFAEweNom6lCq2RERERGTw6jUZcXdd6VaZ7rbVLNq4HWhgykabJx2OiIiIiMiAKOEYRDoXL2LpeI2kJSIiIiK1QcnIIBLmGAnJiDqvi4iIiMhgV/TQvmb2OqFPSF/S7j51YCFJbzqXLGLJlCgZaVAyIiIiIiKDW9HJCPAIGyYj9cCHgN2B54FnY4pL8mhb+g6t26eoS6eY3LhJ0uGIiIiIiAxIKZMeHtfbOjP7BHAvMCuGmKQXC95bQDqVYpP0WIalSskjRURERESqTyx9Rtz9CeAaNBt7WS1kGQCbNU1JOBIRERERkYGLswP768BHY9yeZOlqa2PJyHYApoz4YMLRiIiIiIgMXJzJyAxgRYzbkyydSxfT0hw6r2/SOCnhaEREREREBq6U0bR+2MuqscB+hFqRs+MISja0bskSWseEZGTisAkJRyMiIiIiMnCl9II+p5flLcArwFfc/YYBRyR5dS5fRutEJSMiIiIiUjtKGU1LEyQmqH3FElZNhVQaxjeMSzocEREREZEBq/rxYc3sCOCLwDRgAjAfuAG4xN07ojL7Ag/lefk8d9+5MpGW1/K1i+muS9HcPZKGVEPS4YiIiIiIDFjVJyPA9wgJyGnAIsIEi2cD/wIclVP2BMLkixmrKxBfRSztDMP6Tqgbm3AkIiIiIiLxKKUDe4pwsf9Vwqzr+a6K0+4ed4Iz092XZj1/2MzSwAVmdqq7v5m17iV3fzzm/VeFZemVAExqnJhwJCIiIiIi8SglcbgYOAl4B/gL0FqWiHLkJCIZ86LHKcCbedbXlHRnJyua1gINTBqxadLhiIiIiIjEopRk5MvAfcDn3L2rTPEU65NAF2EUr2y3m9kEYBlwF3CGuw/6uU/WtSzvmWNkQoNqRkRERESkNpTapOqepBMRMzPgZOA6d18WLV4J/BR4lNBPZHfg+8BuZraLu7f3d39dXV24+wCjLt2aNWsAwr7fnN8zx0j7orX4osrHI5Wx3nGXIUPHfWjScR+adNyHnqSPeVdX0nUIfSslGbkf2BW4skyxFGRm4wk1Hm8Bp2SWu/szwDNZRR82sxeAu4EjgV9XMs64pVa/S+tmIRlpZkzC0YiIiIiIxKOUZOQkYK6Z/Qi4BnjT3dPlCWtDZrYxoZnYKGAPd19V4CVzgDZgZwaQjNTX1xMqYyorkz2bGSvmv8LK0SEZ2WXrnWmsa6x4PFIZ2cddhg4d96FJx31o0nEfepI+5s8++2xV146UMunhMjP7LXA+cCbk/VDLMZoWZtZEqBGZCuydM4JWIRVLmMpl+epFdNenGL2uSYmIiIiIiNSMUob2/TFwBmE0rf+lQqNpmVk98FtCE7Hp7v5SkS89BBgJPFWu2CplybowoNiE7tEJRyIiIiIiEp9SajG+QTKjaV0OHAr8EEiZ2W5Z615196VmdhPwGvA073dgP43Qj+S2CsZaFsu6WwCYUD8u4UhEREREROJTSjLSSDKjaR0YPZ4X/cv2FeB64EXgC8AsYCPgbeBq4Fx376hMmOWzrO5dACY2Tko4EhERERGR+JSSjPwR+AQVHk3L3bcsoswFwAXljyYZLY1rAZg0UhMeioiIiEjtqCuh7EnATmb2YzPbwsxS5QpK3tfd3s6KUaEyatLIKQlHIyIiIiISn1JqRhYSRqb6GKEje8VG0xrKula29Ex4OKlhQsLRiIiIiIjEp5TE4UZqYJjcwaajZQUro2RkwrDxCUcjIiIiIhKfUuYZOa6McUgvWlctomtsihEd9TTVNSUdjoiIiIhIbErpMyIJaGlbBMCYdUpERERERKS2lDLp4ZeKKefuN/Y/HMm1on0ZAGO6RyQciYiIiIhIvErpM3J9H+uy+5IoGYlRa9dKAJpTGycciYiIiIhIvEpJRrbKs6wemAp8B5gAHBdDTJKlNb0agOb6MQlHIiIiIiISr1I6sL/Ry6rXgLlm9hBwPPDdOAKTYGXdGgCaG8YmHImIiIiISLzi7MB+O/CFGLcnwMph7wEwbvjEhCMREREREYlXnMnIGGB0jNsTYFVTJwDjRm6ScCQiIiIiIvEa8GzpZjYG2B84BXh8wBHJ+7q7eHejbqCOcaMmJx2NiIiIiEisShnat5veZ2BPEfqOnBhHUBKk165h9agw+/rYRvUZEREREZHaUkrNyHlsmIykgRbgFWCuu3fFFZhA+9pWOkenaOyEjeo2SjocEREREZFYlTKa1jlljEPyWN2xAoCN2wfcmk5EREREpOoU7MBuZiPNbFSBMqPMbGR8YQlAW2crABt3NiYciYiIiIhI/PpMRsxsO0IzrNMKbOc0YIWZbR1XYAJtXasAGN09POFIRERERETiV6hm5NvAO4T+In35UVROHdhj9MbwpQB0DatPOBIRERERkfgVSkY+Bcx293V9FXL3TuBW4IC4AhvqXucNnpyyGICXRy/jxTUvJxyRiIiIiEi8CiUjHwS8yG29AmwxsHAE4MU1L3Nz3Wy6o6PTnUpz4cJLlJCIiIiISE0plIx0Ak1FbqsxKi8D8OKal7lw4SV0ptavjOpIdyghEREREZGaUigZeRXYrcht7R6Vl37KJCId6Y6865WQiIiIiEgtKZSM3A0caWYf7atQtP5I4K64AhtqCiUiGUpIRERERKRWFEpGLgGWAQ+a2ZfMrCF7pZk1mNmXgLlRuZ+XJ8zad8WSawomIhkd6Q6uWHJNmSMSERERESmvPpMRd28FDgJWA9cBK83sGTN7xMyeBlZGy9cCn43KSz98a9LXaUwVN7lhY6qRb036epkjEhEREREpr4IzsLv7P4AdCRMb/i+wOaF/yAeBedHyHd39+TLGWfO2H7Etp08+uWBC0phq5PTJJ7P9iG0rFJmIiIiISHkMK6aQu68GLor+SZlkEpLe+o4oERERERGRWlKwZkQqK5OQ1Hevf2iUiIiIiIhIrVEyUoW2H7Etn1y2Tc9zJSIiIiIiUouUjFSpce8NB6BxXUqJiIiIiIjUJCUjVaoz3Q7AtKUTlYiIiIiISE1SMlKlMh3Ym2goUFJEREREZHBSMlKlOtOdAEXPPSIiIiIiMtgUNbTvYGFmWwGXAvsDHcDdwHfdfUWigZWoq201HWtaAKhf2UZX22rqR45KOCoRERERkXjVTM2ImW0MPARsChwFfBPYB7jbzFJJxlasdDrN8jtuZf6sb9G5Jkxmn3prIfNnfYvld9xKOp1OOEIRERERkfjUUs3I8cBkYE93XwBgZm8DfwMOBuYkGFtRVtw5m9b77yXd2UnnsHBoGtq7SXd20Xr/vQCMP/yoJEMUEREREYlNzdSMADOARzOJCIC7PwbMB2YmFVSxutpW03rfHNIdoeN6R2OozGnsCLUh6Y4OWu+bQ1dbW2IxioiIiIjEKVUrTX/MbDFwi7vPyll+LzDa3fcudZvz5s3rBirTxKurC9atA8Lx6GxI0VUHjZ1p6rozhVIwbBjU11ckJBERERGpCelp06ZVZSVELTXTGgu05lneAmzZz212E2qPVvXz9cVLp5sgPTzztKEznWdQ3zSk0+8B7WWPR0RERERqwWjCNW1VqqVkJHbTpk3T5yMiIiIiUiZVWV3TTy1Ac57lY4FBNbSviIiIiMhQUEvJyMvAdnmWbxetExERERGRKlJLycgcYB8z2zSzwMx2I/QXuSepoEREREREJL9aGk1rNPAPYAlwDjACuBBYRJh7pDbeqIiIiIhIjaiZZATAzKYClwL7Ap2EGpGT3X15knGJiIiIiMiGaioZERERERGRwaOW+oyIiIiIiMggomREREREREQSoWREREREREQSoWREREREREQSoWREREREREQSMSzpAGR9ZrYVYXji/YEO4G7gu+6+ItHApE9mdgTwRWAaMAGYD9wAXOLuHVnlijq+ZvZx4BJgV+Bd4DfAme6+NqfcdOAnwA7AUuBq4Hx374r/XUohZjYMeBrYEfg3d78pa12sx9TMjgbOAj4MvAVc7O5XlOmtSR5mdjhwKvBRwnDyLwAnuPuL0Xqd7zXGzA4FzgC2JRzTp4Cz3P3pnHKxnsdm9h/ALGAK8H/Aue5+e7zvTsxsM8Lx3RXYCWh091SechOBi4EZhGvpB4GT3P3NnHL6DSiCakaqiJltDDwEbAocBXwT2Ae428w2OBmkqnwPaAdOAz4L/Bo4O3oEij++ZvZB4M+EH67PAacDXwKuyd6hme0M/AF4BTgY+BlwJnBeOd6gFOU7wMTchXEfUzM7BLgFeAA4CLgJuMzMvhHv25HemNl3gFuBR4GZwBcIFyQbRet1vtcYMzsAuAN4Ffg8cDwwHnjQzDbPKhfreRwlIpcA1wEHAo8At0XxSLw+DBwBLAaezFfAzOqAe4E9gG8Qzv0tCN+DjbLK6TegSKoZqS7HA5MJM8YvADCzt4G/Eb54cxKMTfo2092XZj1/2MzSwAVmdmp0t6TY43sq4UfpMHdvi8p1ADeb2QXu/kJU7mzAgWPdvRv4s5mNAn5oZhdrss/Kiu6onQ2cSKgVyxb3Mf0x8Ad3nxU9f8jMpgA/MrNfDfa7ZNUummD3vwmT6l6WteoPWX/rfK89xwJvEGo9uwHMbF607GDgl1G52M5jM2sEzgGudPf/iso9bGYWvf6P5XzDQ9Cj7v4BADM7C9grT5nDgF2AXd39qajsc4Qk9WtA5jdBvwFFUs1IdZlBOBEWZBa4+2OEJj8zkwpKCstJRDLmRY9Tosdij+8M4O7Mj1LkdkLNy0yA6D+oTwO3Zv5TjNwMNAGf6febkf76OaEK/tE862I7pma2BaGK/jc5+7gZ2IRQzS/l9VVCs6yr+yij8732NACrc47BquixDspyHu8OjOul3DQz23Qgb0jWl3PMejMD+GcmEYle9ybwVzY8t/UbUAQlI9VlO+DFPMtfitbJ4PJJoItQpQpFHF8zG0Go7l2vnLu3E+66ZL4HUwk/QLnl3gDWoO9LRZnZgYT/DE7Nsy7uY5p5zP0uvZSzXspnD6I7lGY238zWmdmLZnZkVhmd77XnWmBbMzvFzMZGtaGXAQuB2VGZuM/jQuW27cf7kIEp9lpNvwFFUjJSXcYCrXmWtxDujMggEVWhnwxc5+7LosXFHN9mIFVEubHRo74vCTOz4YQLknPdfWGeInEf097KtUSPOvblNxnYBrgAOJfQjv954FYz2y8qo/O9xrj7XEITnR8CKwgdzvcCpuf8zkN853Gm3MoC5aRyir1W029AkZSMiMTMzMYDdxH+ozol4XCk/M4ktPf9n6QDkYqpA0YBx7v7de7+AKET6wuEkZGkBpnZbsCNhE7nnwIOBRYAfzCzyUnGJjKYKRmpLi2ELDnXWMJdGKly0egZ9xEuVA5w91VZq4s5vpm7HoXKtRRZTsooavd9GvCfwEgzawZGR6tHmNkY4j+mvZXL3DnTsS+/zGf8QGaBu6cJI+LsEC3S+V57/h/whLt/090fdPe7CKNgNfP+jae4z+NMuTEFyknlFHutpt+AIikZqS4vk7/d33bROqliZtZEqBGZCnwmd7xxiji+7r6GMDLLeuWibU/l/e/Bq4S78bnltgBGoO9LpWxFaMf7O8J/Fi3Ac9G6K4HlZTimmcfc79J2OeulfPK1A88YHj3qfK892xPmEeoR3XD6J7B1tCju81jne/Up9lpNvwFFUjJSXeYA+2SPjhFVC28J3JNUUFKYmdUDvyWMgPJZd38pT7Fij+8c4JCoY1vGYYSL3nsAookU5wJHRWOeZxxD+MH600DfkxTlWWC/nH/HROvOB6ZHf8d2TN19PuFi+BjWdwywhF7GxpdY3RU99oxgEx2z6YRJ8EDney2aT5jYtoeZjSbMTfE6lOU8foxwkyNfuafd/Z2BvCHplznA1mbW812I5pnZiw3Pbf0GFCGVTqeTjkEi0Y/aPwg/ROcQst0LgUWEcap1sKqUmf0SOIHQsXFuzupX3X1pscc3utPxHPA4cBFhwqSLgAfc/eisfe5KGEpwNmGUlx2i7f2Pu59RnncqhZjZloQLk54Z2OM+pmZ2GGHytUsIwwl/kjAG/bfdPTPXgZRJNGHZI4S7lN8n9A/7GuECYrq7P6LzvfaY2b8DlxOGdP4doTnuKYQE5ePu/nJULtbz2MxmESa4O5swR8XhhPmMDnb3+8r4lockMzsi+vNfgaMJE1wCzHf3/41uPj5JaDp3OmEI3vOi5ztGtR1FX9PpN0A1I1Ulqu7dnzDz563AVUTjVisRqXoHRo/nAX/P+XcwFH98o6H6phNmcr4b+ClhLPGvZu/Q3Z+Mtv0RQj+V0wk/TD8oxxuU/ov7mLr7ncAXgQMIk559CThJiUhlROfrIYQLyQsINSWbAwe5+yNRGZ3vtecKQtK5M2EeiF8CbcC+mUQE4j+P3f3nhKTna1G5/YGjlIiUzW3Rv6Nznp8IEE0qexDwBCEpuIVwQ2J6JhGJyuk3oEiqGRERERERkUSoZkRERERERBKhZERERERERBKhZERERERERBKhZERERERERBKhZERERERERBKhZERERERERBKhZERERERERBKhZERERERERBKhZERESmZmx5lZ2sy2TDoWkWxmdk4lv5s6F0REBmZY0gGISHUws3SRRW8AHi5jKGVjZh8DDgWud/f5CYcjIiIy5CkZEZGMf8t5fjhwGHAysCxr+avAk8BvgfbKhBabjwFnE5Kp+YlGUiQzOwR40t0XlXEfHwd+CRzh7m+Vaz959nse8D3gL4Tv2CjgEOD/gKeARuBfgC2A4e7eVanYSvBrqvxcSPJzLvTdMrOTgG2AJcB2wH+6+yvFro9rGyKSHCUjIgKAu9+U/dzMPkxIRn7fSy1CNV4Y1hQzayRc6H4KiD0ZMbOZwL8CaWBXoD7ufRSwO7CNu78dxbM34SL5JHf/Y7SsEXio2hIRMxvp7m1RXFUVWx4V/5yL+W6Z2deAo4G93L3bzA4C/mhm27n7e4XWx7UNEUmWkhERKZmZHQdcB2yVSVTM7BxCrcNHgRMJFyLDgNui5/XAz4DPAxsBdwLfdPe2rO2OBH4AHAVsBiwHfg/8wN1bCsQ0EvghcAQwBVgDvAJc5O6zs+IDeMjMMi/9irtfX8r+s7b1MWAW8DmgAbiPcIG3qJiY+no/kZ2jx6eKKFsyd78HuMfM9gWOK8c+ehPdMf9t5gI5sg+wDvhbVowdZvZ4P3Yx0swuB44ERgKPEL5vb+TEMQX4MXAQ0Eyo+bsKuNTd01GZcwjHeyfg3wm1hhOBVC/nQl9NHvdz94f7se8don33+X5yVeBzzqvI79ZZwIXu3h09v5/w23A0cH0R6+PahogkSMmIiMTtRuANwkX4nsDXgbXAhwlNWTLLjwUWAqcBmFkT8CCwPeGCzAlNK74N7GZmu7t7X01hfgEcEz2+AIwmXDzuDswG7gAmA8cD5wMvR697bAD7vwFYQbhYnBqV3dbMdo7KFoqpkL2Ax929s4iyg810QvOdbPsA89x9dc7ylf3YfubYnAt8APgucBOwd6aAmY0nHP9NgMuB1wk1BpcAWxISzWw3A4uB84Bxfew7t8kjwOmEJkLL+rnvgu+nF+X+nPvFzLYhvM8XMsvcPW1mLwKfNrPH+loPXB/HNsr09kSkBEpGRCRu7u5HR3//ImrudSLh7uwXouVXmNnWwFeJkhHgO8DHgd3c/ZnMxszsYeAewgXeNX3s9xDganfPvYjLBPW8mf2dkIzMzdydztKf/a8EPp1p2hJd5FxFSMAuLxRTb6KmJfsBBwBvmNlNwO/c/felbKeaufvPsp+b2TBCknZ5nrLn9WMXb7r74VnbXwZcEjXPeSlafDrwQeBQd78rKnc5oTbsO2Z2pbu/nLXNBcBBmVqL3uRp8ng8oWbjB+6euTAudd/FvJ98sZT7c+6vqdHjqpzl7xISiELr49qGiCRMQ/uKSNyuzHn+dyAFXJ1n+XgzGx09P4bQMf4tM5uQ+Qc8DrQR7vD2pRX4hJlt3s+4+7P/y3La2F9PSFBmDCQmd7+WkPzUEy5gj62lRKQX03i/+VEcci+2M9udmrXsEELyfFdmQZRoXBg9nZmzjcsKJSK5zGwv4DLgNnc/fwD7Lub9FCPuz7m/xkaPbTnLV0frCq2PaxsikjDVjIhI3N7Med5aYPlYwp1LI7TlXtrLdicV2O8phJGN3jCz54G5hNqYecUE3c/9+3pP3DvN7DVgqxhi2p7QrOvveYM1SwG/I1xYFuMUd3+xyLJJ2AfoBv4a0/bm5zzP9PnJbl61JaGfT65MTcNWOctfLSWAKAm9ndAk8Cs5q0vd9/yc5/neTzEKfs4V+m515TxmNBCuTQqtj2sbIpIwnYwiErfeRuPpbXkq6/GvhDbx+fTZgd3d7zCzvxLuKH+K0ATsFDM7K+eOdG8GtP8yxLQX8Ly75zYxyWw7TRgkoFZ8Eni2t/fbD4W+b/2xttiCZjYCuItQu3Vo9kAN/RTX+yn4OVfou5VJ+nNbaIwk3KgotD6ubYhIwpSMiEi1+CfQ7O4P9HcD7r4EuBa41sw2Av4AnGtmF0UdyvtqYtOf/RvwfM8TswbCHe2eUYmKiKk3exNfLUFVM7M6QvL1qwrv+nXgI3mWb5u1vr+uBXYEDnD3fNsp577zSvBzzue16HGTrL8h1PT8s4j1cW1DRBKmZEREqsUtwI/N7Bh3vyV7hZnVA2PcfUW+FwDwFqQAAALRSURBVEbrR7l7z2hA7r7WzBzYF9iYMJJX5u50vvbi/dn/iWZ2R1a/keMIQ7TeW0JMvdkTODXa/yHAG+7+XFZMtdRMaydgDJXvx3APcKqZzYyGos18rqdlrS+ZmX2fMHTsLHf/cyX3XUBRn3MlvlvuPj86Fz5C1BQxSuZ3AK4ttD6ubYhI8pSMiEi1uBg4GLg5mjAt0/F9KqHJyFn0PhTnxsACM7sTeI4wBOrHCaNa/cndMzPIzyPUjnzfzJoJzW6eiO5c92f/Y4C5ZnYHYejibxPa/F9TQky9mQi8FDX32cPd785eGXNTmrqcxx5mdgJwJmGUsYWlrC/02iz7EY7LX3orEM3d8Yi779v3WynJhYQ5ZWab2WWEfhkzCaOYXZozmlVRzGwH4L8I88ksN7Njc4rMdffF5dh3EQp+zlC57xahhuY4wjwtEOZQWQHcWuT6uLYhIglSMiIiVcHDbMnTCZ2+jyFMLPceYc6S3wC93WGGMJngZYR+GQcDTYQO8+cD/521j9fN7NvA9wije9UTOha/3s/9f5kwH8R5hE6xvydMeviemXUXE1MfzicMN7ykyPIlM7N9CMMufyJadJ+ZPQOclzVcbB0wnN77JvS1vtd1ZrYZ4X1tBOwflbnBzFYBZ2U3bTKzUdGffSU0JXP35Wa2B+GzPo4wYMBrhDk8ft7PzU4gvO+tCYMX5NoPWFymfW+glM85TkV+ty4CxpjZVYRhk3ciNGtrK3J9XNsQkQSl0umSRikUERnysmbF7pl1W8rHzA4mNFvayd3/kXQ8IiISH80zIiIi1W46YUhkJSIiIjVGzbRERKSquft3k45BRETKQzUjIiIiIiKSCPUZERERERGRRKhmREREREREEqFkREREREREEqFkREREREREEqFkREREREREEqFkREREREREEqFkREREREREEqFkREREREREEqFkREREREREEvH/AfxXnYbq38ALAAAAAElFTkSuQmCC\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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.3)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000109 ...\n", " - For #$1$: $B(0.4)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000178 ...\n", " - For #$2$: $B(0.5)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000423 ...\n", " - For #$3$: $B(0.6)$ ($0.2%$$\\%$),\tfrequency of collisions is 0.002254 ...\n", " - For #$4$: $B(0.7)$ ($0.3%$$\\%$),\tfrequency of collisions is 0.00309 ...\n", "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 0 : Selfish-kl-UCB ...\n", "- Player # 1 / 2, Selfish-kl-UCB\twas ranked\t1 / 2 for this simulation (last rewards = 6418.6).\n", "- Player # 2 / 2, Selfish-kl-UCB\twas ranked\t2 / 2 for this simulation (last rewards = 6388.8).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.3)$ ($0.0%$$\\%$),\tfrequency of collisions is 9.6e-05 ...\n", " - For #$1$: $B(0.4)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000152 ...\n", " - For #$2$: $B(0.5)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000278 ...\n", " - For #$3$: $B(0.6)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.001086 ...\n", " - For #$4$: $B(0.7)$ ($0.2%$$\\%$),\tfrequency of collisions is 0.00198 ...\n", "Warning: forcing to use putatright = False because there is 5 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for playersId in tqdm(range(len(evs)), desc=\"Policies\"):\n", " evaluation = evaluators[0][playersId]\n", " plotAll(evaluation, 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Second problem\n", "$\\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": 31, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "258ded6f689a423db5c333cbcf68aa74", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Policies', max=6, style=ProgressStyle(description_width='init…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 1 : RhoRand-UCB($\\alpha=1$) ...\n", "- Player # 2 / 2, RhoRand-UCB($\\alpha=1$)\twas ranked\t1 / 2 for this simulation (last rewards = 8048).\n", "- Player # 1 / 2, RhoRand-UCB($\\alpha=1$)\twas ranked\t2 / 2 for this simulation (last rewards = 7784.3).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.1)$ ($0.0%$$\\%$),\tfrequency of collisions is 2.3e-05 ...\n", " - For #$1$: $B(0.3)$ ($0.0%$$\\%$),\tfrequency of collisions is 5.3e-05 ...\n", " - For #$2$: $B(0.5)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000152 ...\n", " - For #$3$: $B(0.7)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.00071 ...\n", " - For #$4$: $B(0.9)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000875 ...\n", "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": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 1 : Selfish-UCB($\\alpha=1$) ...\n", "- Player # 2 / 2, Selfish-UCB($\\alpha=1$)\twas ranked\t1 / 2 for this simulation (last rewards = 7930.9).\n", "- Player # 1 / 2, Selfish-UCB($\\alpha=1$)\twas ranked\t2 / 2 for this simulation (last rewards = 7896.6).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": "iVBORw0KGgoAAAANSUhEUgAAAxkAAAHvCAYAAAA4txLSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsnXecXFXZ+L/Tt9f0EFLhUAICCUJ8IRABAYEk8gKCRCSAgIB0fyjwgqIgQQEVEZAXyQvSglJESiQ0qQEiKAnkJKRskk3ZbLa3mZ2Z+/vj3NnMzk7dne3PN598Zu+5555+zz3PKc/jsCwLQRAEQRAEQRCEbOHs7wQIgiAIgiAIgjC0ECFDEARBEARBEISsIkKGIAiCIAiCIAhZRYQMQRAEQRAEQRCyiggZgiAIgiAIgiBkFREyBEEQBEEQBEHIKiJkCIIgCIIgCIKQVdz9nYDeRil1LvAwMFlrvTHb/nsjDYLQ1wzkNqqUmgRsABZqrRf3b2oyRyn1U+BmBmDZJkMpdQjwG+BgoAD4ltb6uT5Ow7lkvz/+KQOsPgZCWfcFfVn2A7lPE/qOIfD9OJdB3I77VciIKjyAeVrrv8XxswQ4HUBr7chSvAcB84HFg7HShIGHUqoUuBKYB0wFPMAmYBlwr9Z6VT8mr1eR92nooZRyA38FLOD/AY3Ax/2aKJuh1t4GclkLgtA3DLV+LcJAWcloAxYAnYQMpVQxcIp9PyeL8R2EmU15E9gYc+9R4EnAn8X4hhVKqZOA84C5QLPWuiSJ3yeAMzGD8Y+01tdnMR25wDXACGAfIAz8WGv9n2zFYcdzAPAyMApYAvwvpv0o4AzgQqVUqda6MZvxDiCSvU/C4GQaMAm4Smt9Xz+mI15/PNTa20Apa0EQAKXUwcD9wGla680x9y4H9gaqgP2A/9Far83UTxwS9WuDekw6UISMvwOnKKWKtNYNUe6nY86NvIIZsPY6WusQEOqLuAYSSql8rXVzNsLSWr+olPonZsB9glJqtNZ6R5w4TwIKgVVa6+OyEXcM/wPcr7XeZMd3K/COUmqm1npNNiJQShVihONc4DCt9Scx968HbgKysgonCMnI4ns8yv6ty0JY3WaY9MdZL+ts9udC7zEU6mko5CGCUuoU4L8xq4pfBVwx98/HTIoeobUOK6VOBJYqpfbTWrel6ycTBnsfOFCEjKcw20xOA/4U5f5d4EUgWvDo2NcZu30qnb13UXtCAd5QSkVuLdRaL85k/1tUWAexe6uMBzOrfbnWenuSZycCPwKOAfbENKIPgZu01u9F+TvBDu9MrfVTMWHsD6wEfqS1/rXtlg/cAHwb2APYBTwH3KC1ro1J91eAS4BTgZGAw37+JkxdjAdagLXAnVrrJcnKI4b/wkjgJwBTgE5Chj04HweMwUjuWUUplQNcjlkFu8V2vh2zHeFy4LIUz+8DtEQElCRciJmFPC9WwADQWgeAG6PC/Slptt2oejrQTu9/Y97Zp+1rF/BrjDCeCzwLXBzp8Hvyntj+UrbRVO+T7Sdlm4yKcxpmb/ocoNXO0z2J0hjzbCQt0zHt+gwgH3jLLpeKWL99UQ9RFCulHiZFP5FueSV7j5OU0XjgVuBEoARYB/wR+K3W2rL9LAa+Zz/ysJ3mCq31pARhJu0zlFL7Ap8DF2itH7KfKQAieSnVWjfZ7udi+t99tdarY/vjDNrbTzD1PxEzeP8YU9/R25DylVL3kqSdRIWXqk/tVr+ZqqzTrK9ImaTdDjLIV1rfqZgws1b2CdIdye+Q+e6mynM38zDPTkOX8z326vt/gGu11ndmIw/daCt7A78FZrO7r/+dna5O36YM+sRufz8AtNYvAC8opY4Gzo3j5UZgkdY6bF+/gunzzwQWZ+CnE8n6Nfu305g0W9+k3uzbIgwUIaMaUxHfxRYy7AZ7JKbw5mUxrmeAsZjB4W3AF7Z7l5cgA/4PqMFU+lTgUmBfe8Y80RLXoZgX4RmgArOl53zgdfu5lba/V4FK4ByMMBbNOZgX+TEApZQPeA3YH/Mh0pglu0uBw5VSs2LS8xhm8H8LUGa7/QE4y/5dCRRhOpRZmJWJdPka8CuMgDgFeD9O2p8G7gPuyCDcdHFhXpiCiIPWulEptQuzPSEVX2A+fEen8Dcfs4z5ePeSmRaPYNrITRjh7QJMBzrNjjvivgDYhhGkskE6bTTp+5RJm1RKjQD+CRRjPgxbMR3b/2WY7sj7+DOMEHs18GdMf9ITeloPKfuJbrzDEP897oJSqhxTL6OBezHC1FzgboygfKXt9QFMn3O9nYa3gaYk5ZK0z9Baf6GUqgKOAh6yn/ka5vtj2X//w3Y/CqjSWq9OEFeq9paLmbSYATyBGcTkY+r+cDqfdUjZTjKoj+72mwnLOoP6ipBWO8gwX+l+p7Je9mkwlL67mZBuHl7GCHlnYQaO0XwHs334ySzmIZO2MgrT1xdg2sk2jMDSpa9PN21Z/H7ExRaKJmHebwC01pZSahVwHLA4HT8Jgk/Wr81Okqxuf5P6oG8DBo6QAaaDeVIptYfWegtwNuYFeZEsChla6/8opd7HVOarWus3sxBsPXCcvayF3aD+iKnwexM886LW+i/RDkqp+4HVwBXA9+30hpRSjwLXqqhtR0opJ6aM/qG13mYHcQVGO8nh0bPqSqk3gRcwQtz/RkVZCZwYmRGzmQs8qLWO/YBlSpE9qF+PETKi8zkDM7M5AyMM/LOHcXXBltgnxsSbj9masC6LUe1nokv4UcsGWmt9pv33H+zZmsuAJ7XW37Hd71NK7YU5C5MtISNlG03jfcqkTV6H6Wi/obV+1fb3BzJf6dqktT41Kq5q4G5llqs/zzCsaHpaD+n0E5m+wxD/PY7HdZgZxvla6+ftcO/FDECuUEo9oLX+Qmv9vv0Buh54X2v95xThptNn/BMjQEQ4CtOO/Pbf0UJGwv4gjfZ2DTAT0zajy+kOpVTsjHE67STd+uhWv5mirNOqryj/6baDTPKV1nfKJttln4qh9N3NhHTzEFBK/RX4jlKqQNurhTZnAv/UWldmMQ+ZtJXrMMLzMVrr122/f8AMemNJN23Z+n4kYqr92xDj3ogRLNL104Vk/ZpSKpmQ0ZNvUq/2bREGkp2Mv2Eq4mz7+rvA09psNxno/D7S0dksxnSAJyd6QGvdGvlbKZVrz1o5McuLM2K8L8YIhGdHuR2DWbqKltLPsp/frJQaEfkPfAA028/Epju2o6sDDlNKTUiU9lTYM1ot9mUnIcPupGdrrd/ADCjW6CTL21nmOxgp/65UHrXWDq310WmEWUTXDiXbPBBz/T5mif3BOO7lSqmibESaYRtNRCZt8hTg88gHwk5DELOEngmxA4y37N+psR4zpKf1kE4/kek7HAk3nQHLXMxH6fmIg/3cIvvylDTCiEc6fcZbwJ7KbEcDMzv3JlHCh/38ZHo26XAGZhLhodgbccoonXaSbn30uN+MQ6b1lW47gDTzlWEfkO2yT8VQ+u6mTYZ5eAKzXWZe1DNfwwx4o1ffe5yHDNN1ErAyImDYz4eIv7Up3bRl6/uRiFL7N3YbbFPUvXT8ZJOefJP6pG8bMCsZWus2pdRfgAVKqdcw2oC+n+KxXkUp5cLsN4ymPvplstGdLrRut2fwJycJ24tZ5v0uEFt5G2LC00qp9zDLtJEB8jmYDvX5KK8K06HsTBDtqJjreDP612DOUlQopf6DWTZ+Umu9IlFe4nA4pqGCETK+GnVvAbs7t9nEGVDYs15/wSy1p8M1OoWKWKVUCeYg+KVa62yuZDRgDq/3JrHnQupSuJeSBcEnkzaaLBjSb5OTgJfi+NFx3JKxMeY6sme3O1sToulpPaTTT2T6DkP6K3OTMFsoYonMHCfsr1KQTp8RGUQepZTajukT7gWCwEX2xERkpaMnQsZemFnmdAZxG2Ou47WTdOsjG/1mLJPIrL4y6dfSyleGfUC2yz4VQ+m7mzYZ1skbmG0yZ2Fv78JMtgUw39iOYOlhHjJM1yTi9/XxNDClm7ZEYWb6/UhEKOY3gofdY+l0/GSTnnyT+qRvGzBChs2fMUs6d2Aa5bsJ/CXqxFwJ3LvLBLq+HAtJvK8uE36LWRq7F5PPWsweyZ8QfzZnMfBHpdSBmIH7t4DHdGdtBQ7gHcw+13jUxlzHCktorZ9RSr2DmRU4FlMf1yilbtRa35Ze1vgvds9UrccszUYOMQa11juUUnmYpfU/xEmDhTmLkxXs1ZM/AT/T2TfG8wUwUynlS3PLVHfabiLNEoncI1sTevqeZNpGE6UlkzaZDVKVC/RtPWRCd8qry3vcl6TZZ6zE7J8/CrOH2ItZyQjbf8+y79UCn/VR0tOpt7TqI0v9Zk/JpB2k286y0QfEI5vvTCYMyO9uhqSdB220Gz0FXKqUKsMISKcDr+jOSjeykYfeaiv98Q2JR2QwHrsDKJ/dg/h0/GSTnnyT+qRvG2hCxpvAFszhoVuTzIhETr2XxrwoUxL4jyXdpcrtmMM60cSbMVcYjQjY6fJgZlM+iOM3wpnAI1rryzsFpNQtCfw/hXmJv2fHlU/XA01fAiVa62VJ4k2J1roKs+T9kD3D+BLwM6XUnWkOpMui6mUDMM7ed3wWu2eEZmGk+6yfx4jDLzEfhr+C0UChtf4yS2E/hxGqziI94bOnbTcTehpXum002fuUSZvciDl4FouK49ZT+rIeIqTTT2TlHU7ABswKcSz7Rt3vFqn6DG0OP77NbiGjY5ukUmq17X4U8I7erZUlEcna21pgulLK0ZMtKVGkXR9Z6Ddj6bX6Iv18ZfKdynbZp2JIfXczINM8PIFREnA6po8dRVdFJdnIQybp2ohZ+YolXv+fbto2Jng+W9+P9fbv6Ki/way+fZmBn0T0xTsTTZ/0bQPpTEZkBvsyjGQVu6csmsiS2tcjDvYWmyvSjCqyXy7pHjmtdZvWelnM/21xvF5mb62KcC5G3eCLSYIPE1P+SqmIFo54aWnAWIX9DmY1Za3uqhbuCUwnf1bs80oplz2TkRDbT3FMvK2Y5UY3aWwLsjv66HM06zH5vAhzoCkygJgNbNRxVMQqpRxKqb8qpV5J8//+SdJzEfBBRMCwOSeNfOyjlNozlT/MQcNNwK+UUl+JE45XKfXzqL2QPW27mdDTuNJto8nep0za5N+B/ZVSx0X5cWNUDmebvqyHCOn0Ez16h1PwArCPMrrgI2E62H0Y8IVMA8ywz3gLI8Sdxe7tUxH3b2MGHdHuiUjW3pbYcZwfJ63dmSVPWR/Z6DcTkPX6iiLddpbJdyrbZZ+KIfHd7QaZ5uFDzPams+z/TcQYPiY7ecgkXS/Z8UX3vy6MZqNY0k1br34/tFEfq4kS/O3xznSMMeG0/CQhrXFpFumTvm2grWRgH3J7PoW3VzGD1/9VRgd7PWZ7TV6a0azASI0/UWavfiuwXGvd3ZmhYuBVpdQzGNVhl2L2zcZqgYnmeeB7Sqkm4FPM7NQFmJWSRBW3GHOmYQzmfEEsd2EOVD1mf5gih4CmYsrnRpLPthcClUqpZ4F/Y7Y3HGyn6x9a6+okz0Y4gd17hsHMLoSBsVrrf0e5J9Qik63tUkqpuZjDiK8qpX5sO+djbGekIi0VtlrrBjuel4EPlVJLMOUewAyavo05KBhR09vTtpsJPY0r3Taa7H3KpE3egTlk+ZxS6ncYFYSnk/7ZnEzoy3qIkE4/0dN3OBmLMO1xiVLq95h38xTgeIzdhS+SPJuITPqMiACh2G27Bkw/cFHU36lI1t7uxGxp+aMyuu7fA3IwkxrLgN9nmL906uM5et5vxqM36itCuu0sk+9Utss+FUPluwuAUsoC3tKpFY50Jw9PYDSYzQSejXOuNBt5yCRdizB9/d/svj6iwjYyGRc9q59u2rL5/XDG/Eb4E0aYfdi+PgPzvj+VoZ94xO3XMk962vRJ3zagVjLSxdYYMA+T6RsxL/6/iW88Jd7zGzAdUjlmxeQJOqtXzJTvYbYA3IKZxXkOOFYnt+54BUYzwKmY5dj/wuh0TnaY5nU7HgtzEKcTdnzHYMrjQIydilswA+XH7eeT0YL5EOyL6ZDuwezBu40Ug36l1F5KqRcxs1m3KqV+ZqcpgPnA3Gr7u14p9TLmw/M1pdSfldlKlVWU0WzxBGam+pdR/28k/uGybmMLT9MxHeeBmM7uXswH9+/AdK11o+23R203w3T1NK602miy9ymTNmkvyc7GDEYvB36KmTGJGCvLGn1ZD1Gk7Cey8A4nRGu9C2OTYgkmn3dh1DxfDVzVzWAz6TM+xQhz0HUlA8wM679SRZiivbViyurXmLz+BjPz76IbtpDSrI9u95sp4u6N+oqEnW47S/s7le2yT4Oh8t1FGeOUYAbbqehOHh7HjPfyiWPTKUv9TiZtZQf29kjMVq6bMX19xEhuxn1iNr4fSqmjlFJPs1ugelkp9aRSaj/7+k7gHaXUH5VSN2Pe7+N1ZyN36fjpQi+MS5PSV32bw7L6ehvY0EHttrqY0jp4FuNcA2zRWn89pWdBEARBGEIMxe+uUuokzPa3r2it+0rxwYBDKXUqZnvaf8XZliYMQgblSsZwRSl1DGYLzsOp/AqCIAiC0DP66Lt7DEYt6LARMJQ5QBx97casatSRxoqmMDgYcGcyhK4opQ7DbMf5CeaQcaq9fYIgCIIgdJO+/O5qra/urbAHMG8ppT7CqKwuxpyfmAFcm2LLmzCIECFjcPADjIGbVcCFenBYQRcEQRCEwYp8d3uXlzCKDb6HObezGrhAa93FYrwweJEzGYIgCIIgCIIgZBU5kyEIgiAIgiAIQlYRIUMQBEEQBEEQhKwiQoYgCIIgCIIgCFlFhAxBEARBEARBELKKCBmCIAiCIAiCIGQVETIEQRAEQRAEQcgqImQIgjCkUUodppT6Zn+no7cYyvkbynmDoZ+/TJHyEIShhRjjE4R+QCk1CdiQ4Pb/aK1/0YfJGVAopZYD24Cfaa0/6WFYU4FztdY/yEri4sfhAn4FXN/XlmqHcv6ylTellAcIa61DUW4+rbXf/ntQ588OqxTIwXzTnYDDvrUDCJBm/pRS/w1Ua63f6mmaMqUv2rIdT9r1naw8lFLXAEcCX2itf9IriRWEQY4IGYLQvzwLPBPj9ml/JGQA8YXW+txYR6XUN4ALgXkYIeSf9i0HMAkjtF2tta6Keuxe4Jw4YV0O7A1UAfthBLu1qRKmlDoYuB84TWu9GUBrHVJK3Q/cBVySXhbjhp2V/HUnb0qpPOB8YDTgsZ/7pdb6vWzkr5/r7mvAU0qpN4BqYDxQopQ6XmvdPtjzp5T6FXBtnFsh4CCt9cpU+VNKjQN+A7wMuJRSzwDnaK2bEsWbjP5+V5VSPwAOAbbb8f1ca70G0ntf0ykPrfWdwJ1KqcXJ0iIIwxmx+C0I/UDUSsbPtNY/7eO487XWzX0ZZyYopRbHEzLsezlAPXCp1vp/o9y9wH+AGq3112y344Fva63PiwnjfMyA+gitdVgpdSJmgLNfoplNpdQpwH8DFnAuMFlrvTHGz0+B5VrrlzPNc7by15282c/9FthLa/1N+/oq4BfAV7TWX2Yjf/1Yd0cDTwCFQAPwFHCz1rohxt9gzd/9wFuYFYswpo0eABRora9LN39KqRLgL5gyOltr3Zp5KXQKr7/K48fAqcDXtNZBpdRMTJ3vq7UORPn7KVkoj2T9lSAMd2QlQxD6GaVULmBlslVDKTUR+BFwDLAnZtbyQ+AmrfV7Uf5+CtwMfAUza3cqMBJwRN07ELgMM4h2A0/b1y7g18DpQC5m1eXiaAFFKZUP3ASchpkhbgHWAndqrZdE+dsHaNFab0o3jwk4HPACr0c7aq0DSqmVwIlRzudgVh1iuRFYpLUO29evYPJ3JrA4XqRa6xeAF+wB67kJ0vZ7TNl1W8ig5/nLOG82LmBM1PVqIA+YAXxpu/U0f/1SdzY/0Vonuw+DN39btdZPRC6UUm7M+3h+jL+E+bNn7u8CHgGagT8rpb7X3ZUMmz4vD3tF7gbgNq110I7vY6VUIXASpg+L0NflIQjDDjn4LQj9yzWYgXmrUmqVUursNJ87FJiD2Wp1FXA7MBl4XSk1PY7/x4BpwC0YwSKaRzDbZG4CXgQuwOxZ/gsw1nZ/DlgQ59k/2PG/gBFMfoEZoM6K8feFHU9PmQ1UaK3XRzvae9LnAH+Ocj4C+CjG396Y7RMrI25aawtYBRzXk4RprauBNqXU/j0Iptv560netNaXaa0PiXLaCzMrviLKT0/zN2Drzg5rsObv7pjra4B7ImdOosJKmD+t9Vat9ZmYAXW11vq/szCg7o/y2A8owGytiqYy9pl+KA9BGHbISoYg9A9h4FXM4H0zMAEzSP+zUqpca/27FM+/qLX+S7SDvW1iNXAF8P0Y/5XAifZHOhZtf1AB/qCUmman5Umt9Xds9/uUUnsB5wH/L+rZucCDWusrU6Q3W8wmZmZUKTUZM2D5Cybd2GmtjrM6NNX+bYhxb8QMaHrKu5gZ01XdfL4n+ctK3uxtLpdiZv+/jLndk/z1Z90dYsflx6zq3aa1/nccf4Muf1rrxqj49gSmaq0XJfCeNH9a678miqcb9Ed5RLZDOWLc3UC8yZe+LA9BGHaIkCEI/YC9begb0W5KqYeAT4Bb7X2+sR/X6Odbo57LxWxtcWC2TM2I88jvEwgYAA/EXL8PfBV4MJ67UqooKm11wGFKqQnaPgidIL2xH/2MUUZL0Cxgl73vGqAMM0i4RWv9VJT38RjNOrGU2r+xZ1KaANXTNGIO7ae7GtWJLOSvR3mzhYvrMKtkz2K2i8TSrfz1c92FgDat9c12Wg4Fliml9tFa74rxOxjzF80tmG1Aieh2+8yEfiyPVZiD5qOj0uLFCCwb4/jvk/IQhOGKCBmCMEDQWvuVUr8D7sN8oJcm8mt/OG8GvotZBYkmnmrcdUmijj0nUZfCvZTds4vXAI8CFUqp/2BWZ57UWq8g+8zECFM/ij7bYa/g/EsplRu1734k5tBpLKGY3wgestMf7mL3DGym9DR/PcqbPZP8MzvO3wHLlVLfiBmIdzd//VZ3Wuu3gbejrj9SSgFcDNwa433Q5S8qrpHANzGrjYnoSfvMhH4pD200R10O3KCUutNu09/FrBbHhgN9Vx6CMCyRMxmCMLCIfJDLU/j7LfBjzHarM4HjMXuOXyf+e51MU0y8j28y945VCa31M5izIN/HnLs4D/hIKXV9ssR3k9nA5tjD4/ae738CP41yTtS37UxwP5/dQlRPqAGKu/lsT/OXzbzdg1EBekeMe3fzN9DqrhlzMDmWwZy/MzFnIMJJ/PSkfWZCv5WHvY30CuBmpdR1GE1WjcSffOmr8hCEYYmsZAjCwCIyq7YzqS8zoHhEa315tKNS6pZeSVUStNF1/xDwkL116yXgZ/ZMoj/50xkxG3gnwb1czOAjQjW7t1tEEzmEOjrqbzBbOWLPH3QHF7v3hWdKT/PXrbwppcZiDng/oLX+me1cYf/GHuDvbv76pe5srUIrMQehfx11qxBoj/PIoMpfDF+n64HnWHrSPjOhX8tDa/1PdtvmQCk1Afi/OF77qjwEYVgiKxmC0A8opUbFcSvCaGqqA97r8lBnwsS8v0qpI4k/O9srKKVcSqlOs4D2WRGNmcAojPK7j30otbtxOTEaaLoMXJRSU4CjgSVRztuIsxqkjW0LDewT9bwHcyh0WXfTF0UZqQXELmQjfz3I2yiMFrHogd5I+3d9jN+M89fPdRcGfOwWmlBKlWHy+kYc/4Mtf9EchDmvkIxutc9M6O/yUEo9o5T6TdT1gRhr6I/G8d7r5SEIwxlZyRCE/mGRraLxVYzmp/EYvfbjgfN0amN5zwPfU0o1YQ4v7otRPbuKqMF9L1MIVCqlngX+jdl6cLCdjn/YKiIjfIExGHZ0N+M6GCgiZuBiz1A+AyzHbB+Ljm+UUsqjtY6dsf4TxtbFw/b1GXban7LDvAi4Hjhca70t5llnzG8sI4EtMWm8BKO7/witdbwtG9nMX9K8JcjfZ8A/MFukiHouQNczC93JX5/VXbz8KaUeI0oVL/AdzOpGrGKDAZ+/FG1zJKln5bvkLxP6uC1D98qjDGNPIyKU3An8UGsdb4tVj8pDEITkiJAhCP3DPzBnGX6A+Sg2YjRDnau1fi2N568A2jDG9RZiBoqnYQZQR/dCeuPRgtFkcyxGa4wPc6bkNrru5e8WylhGvx0zSwvwC6VUi/13PmYW/mHg3ojxLTD69JVS72E0bX0QE+ydQLFS6o8YAe8rwPFRgp0TM/PZcfZEKXUURuXmYbbTy0qpTzCacj6PCvtQ4M2Y+JwYo2TfIkZjUy/kL1XeuuRPG0vK3wF+opTy2ff2AI7WWr8fk5e089dPddclf8D/YLbvFWEG4W7gqDgqUwdD/rq0zSi+xJw/SEa8/GVCX7Zl6F55XAFcrYz9i1GYbYCd1H1H0dPyEAQhCQ7LSqTVUhAEoe+x1feem4Vwvg58U2t9bc9TlXacbwLnxB54tbeVLdRa/ybug92La8jmrz/yZsf7JsMwfxmGMSTash3vm/S8PLLSXwnCUETOZAiCMCTRWr8O7BV7bqS3UMbQ2K4EA5bZRKlRzQZDOX99nTcY9vnLhEHfliGr5SEIQgJEyBAEYShzI/DzPorrKuAXsY7K2DQ5vJdshwzl/PVl3mCY5i8ThlBbhiyUhyAIyREhQxCEIYvW+jPgVaXUqb0Zj1Lqv4BWrfUncW5PxNg1yTpDOX99lTcY9vnLhEHfliGr5SEIQhLkTIYgCAMKpdS/MPr+b+ilGdOsopRyYQ4X/1xrnciA4aBF8je4Ger5y5RslYdS6scYJRv/1lpfl6XkCcKQQoQMQRAEQRAEQRCyyrBUYbtixYogZqtYQ3+nRRAEQRAEQRC6QREQnjFjxoAczw/IRPUBTsDhcrn6TJNFhFDIrM66XK6+jlroR6TehydS78MTqffhh9T58KS/692Of8Cerx6uQkaDy+UqPuigg1L7zDJaawCUUn0et9B/SL0PT6TehydS78MPqfPhSX/X+6effkooFBqwu3KGq5DRicbGRurq6giHw70eV1ubMTJbUVHR63EJ6eHxeBgzZgxO54CwGlYFAAAgAElEQVSdDBAEQRAEQRhUDHsho7GxkS1btuB2u/F6vb0eX2FhYa/HIaRPOBymvr4en89HeXl5fydHEARBEARhSDDshYy6ujrcbjdTp07tk5nsyEpGTk5Or8clpMf69etpbm4WIUMQBEEQBCFLDHshIxwO4/V6kwoYoeYmmj5aTqi+DldxCQWHHoYrv6APUyn0Ji6XC1HlLAiCIAiCkD2GvZCRDMuyqHl2CXUv/x2cTiy/H4fPR/Vjiyk58WTKvnUGDoejv5MpCIIgCIIgCAMKETKSUPPsEupeeRGrvb3DzfL7Aah75UUAyk/9dr+kTRAEQRAEQRAGKqJOJwGh5ibqXv47ViAQ974VCFD38t8JNTf3ccoEQRAEQRAEYWAjKxlRbL1rES3/+SRt/1Z7OxsuPR+AvAMPZtzV13Xx88wzz7B06VJKSkqYNm0aRUVFlJSUcPzxx3crjeFwOO75kTvuuIOFCxfy3HPP8f3vf7/DffPmzdx33300NTXxu9/9Lm6Ya9eu5f7776e0tJTRo0d3ej6Sh9LSUqZOncptt93GvHnz8Hq9FBcXM3PmzC7+5syZE7ccIvfWrVvHSy+9xEUXXcSiRYuwLIv29nZOPvlkKisrWbp0KWPHjsXtdnPjjTcCcOutt3L11VeTm5ubcZktW7aMAw44gNGjR7Ny5Uo+++wzzjrrrIzDEQRBEARBENJDhIw+4Mwzz2TOnDn88Ic/5IgjjgDMwP6FF16gurqa008/nVdeeYXzzjuP0tJSbrjhBq688koefvhhLMtiwoQJFBUV8d577zF9+nTOPffcjrD9fj/33HMPH330EevXr6e0tJQ1a9aw9957AzBhwgRuu+02Lr/8cgA2bNjA0qVLufjiizvCePfdd5k7dy5HHXUUAJWVlV3iBnjiiScIhUKMHj2ajRs34nQ6eeGFF/jwww/Jz89n0qRJvPzyy7z99tuUl5dz6aWXJi2Xp59+mtmzZ3fEGwgEqKys7Civa6+9FoDa2lqADgHjk08+IRwOc8ABBwAkVT1cXV3Ns88+y/Tp0wGYPn06ixcvFiFDEARBEAShFxEhI4rolYj6N1+j+olHOs5gxMPh8zHirHMoPvqYpOEuWbKE1157jfnz51NdXQ0YA3B+v58RI0bw/PPPs3DhQp566ikmTJjASSedxOOPP47P5yMnJ4c1a9Ywc+ZMZs+ezdy5czuF7fP5WLBgASNHjqS6uporrrgCtztxtU6ePLmTgAFw2mmn8eCDD7J06VIOPPBANm/e3CVugKOPPprx48dzyCGHsHHjRgA2bdqEUopjjjmG999/nyOOOIK5c+dy5ZVXJi0TMILWiSee2HEdERaWLFnCsmXLKC4uBoxFy2nTpgHw2GOPMWfOHNauXcvTTz/dISxUVFSwffv2jrBcLhczZ85kxIgR7LPPPl3KrLq6mhEjRqRMoyAIgiAIgpA5ImQkoODQw6h+bHFyT+EwBYcenjKsM844o2ML0VNPPQXAo48+yvnnn49lWdxzzz1MnDiRqqoq1q1bx913383y5cuZN29exwD5mWeeiWvI7+OPP2bx4sXk5uayceNGfD4fl112WWZ5LSjgqquuAuDCCy9k6tSpXeJOxKWXXsrq1au54447mDVrFqWlpQAdWreee+45Vq1axX777UdNTQ0ANTU1FBcXU1ZWxqpVqzjyyCMBs5IRXV4PPPAAq1evpqmpqSPv27ZtY9y4caxbt47c3NyOrWOhUIhQKNSRrmQqaYuKimhqahIhQxAEQRAEoZcQISMBrvwCSk482WiXinP42+H1UXLCN3Hl53cr/MMOO4wHH3ywkwG4WbNmsXPnTpxOJwsWLOCuu+5i1KhR5OfnM27cuLjhzJw5k7feeouFCxfy5JNPcskll3S6X1tby913383nn3/OAw88wHHHHccrr7zSyd+yZct4++23O4wSphs3GKEpsnWqubmZkSNHdro/f/585s+fj9/v56abbmL16tXU1tZy/fXXU1BQwO23384bb7xBKBTipJNOAuDJJ5/knXfeoa6ujgULFhAIBFi+fDkA8+bNY+XKlYwZM4ZAIIBlWTgcDqZMmcKUKVO6pG/Xrl1s2LCBDz74gPnz5wNQVVWVNE+CIAiCIAjxiLad5mhrw1L793eSBiyO4WiEbMWKFXUul6v4oIMOoqKiAoCJEyd28dfFTkYggMPrhXC423YyEln8XrFiBY888gi33norBQVi6C8ay7K4+eabueWWW3ocVnNzM4sWLeoUVrI2kC201gAopXotDmHgIfU+PJF6H35InQ994tlOszwesCzKvnlKv9hO+/TTTwmFQvUzZswo6dOI0yStlQylVB7QCNystf5F7yZp4OBwOCg/9duUHH9SjMXvw7u9gpGIGTNmMGPGjKyGOVRwOBzMnTuX1tbWbmmXiqaqqooLLrggSykTBEEQBGE4EM92msP+W2ynxSctIUNr3aKUqgZqejk9AxJXfkHKw91C7xKtKrcnTJ48OSvhCIIgCIIwPOiwnRYlYEQTsZ1WcvzJWZ+EHsxkcibjWWA+8IdeSosgCIIgCIIg9DlWMEhg21YCmytor9mF1daGFQphhUMEKjZiRSmXiYvTSdNHH8ikdBSZCBn3Ao8ppV4Efg+sB1pjPWmtN2UpbQOKVS1fcF/V//KDURewf96+/Z0cQRAEQRAEIQXh1haCNTUE62rxb9pIcNcurGAQK9hOqLGRYHUVwbpawq2tEA53Ox4rECBUX5fFlA9+MhEy/m3/TgdOSOLP1f3kDExWtXzBom13E7ACLNp2N9eNvUoEDUEQBEEQhH7ECgYJNdRjBdsJt7cT2LwZ/4Z1tFdtJ1hbS/vOHYSbm9MOz10+At+kybhHjMSVX4DD5QKnC//GdTSt+AiCwYTPOrxeXMUD8vx1v5GJkHELMOxUUUULGIAIGoIgCIIgDAmi1bEaxTaH4crvPw2X4dZWAju2Y/nbsMJhsCywLMJtrfg3VdCmvyAc8GO1Bwm3NBOsrUm9+uB24xkxCldREd5xe+AdOw6Hx4PD7caZm4t75Cg85SNw5ubhSGDMONTcRPO/Pk4+CE7TdtpwIm0hQ2v9015Mx4AkVsCIIIKGIAiCIAiDlXjqWB0+H9WPLe62iv504yUUItzWRqipkXBbK60rP6Nt/ZcEtlXSvn2bESwywFVcgsPrxeHx4CosImfyVHKmTsNdWo67vBxXSWmP89LbttOGKt0yxqeUygHKgZ1a666lPQRIJGBESFfQeOaZZ1i6dCklJSVMmzaNoqIiSkpKOP7447uVrnA43GHlOpo77riDhQsX8txzz/H973+/w33ZsmW8+eabNDU1cdppp3HEEUd0eXbt2rXcf//9lJaWMnr06E7PR/JQWlrK1KlTue2225g3bx5er5fi4uJOWp8i/iLWzeOFMWfOHNatW8dLL73ERRddxKJFi7Asi/b2dk4++WQqKytZunQpY8eOxe12c+ONNwJw6623cvXVV3dLhe2yZcs44IADGD16NCtXruSzzz7jrLPOyjgcQRAEQRgKxFPHavn9QGp1rJZlQTBoDkUHg4RbWwg1NhCsqSGwrZK2tWs6tjBZwSChxgasQMAcnE616uBy4R09FmdhoREMHA6wxzyekaPJ23867tJyHB43Dp8PT/lIHB5PFkokNWXfOgOgk+00y+0Gy6L0hG923Bd2k5GQoZSaBSwCZgFO4DjgdaXUSOBJ4Hat9atZT2UfsWjrXXzS8p+0/QesAD/fugiAg/MO5LpxV8f1d+aZZzJnzhx++MMfdgzy165dywsvvEB1dTWnn346r7zyCueddx6lpaXccMMNXHnllTz88MNYlsWECRMoKirivffeY/r06Zx77rkdYfv9fu655x4++ugj1q9fT2lpKWvWrGHvvfcG4Nhjj+XYY4+lvr6eRYsWMX78eJYuXcrFF1/cEca7777L3LlzOeqoowCorKzsEjfAE088QSgUYvTo0R1Wvl944QU+/PBD8vPzmTRpEi+//DJvv/025eXlXHrppUnL7+mnn2b27Nkd8QYCASorKzvK69prrwWM1XKgQ8D45JNPCIfDHHDAAQB4vd6EcVRXV/Pss88yffp0AKZPn87ixYtFyBAEQRCGJemoY639+/OEGhshFCbU3IjVbg5KB2trCFbvTPhsWrhcONxu3CWlOLxePCNHkz/jULyjx+IdPx5nbl73w+5F4tlOq25rw9pnf8q/clB/J29AkraQYQsYbwDbgMXAeZF7WuudSikXsBAYtEJGb7FkyRJee+015s+fT3V1NQAejwe/38+IESN4/vnnWbhwIU899RQTJkzgpJNO4vHHH8fn85GTk8OaNWuYOXMms2fPZu7cuZ3C9vl8LFiwgJEjR1JdXc0VV1yBO86ewvvuu4+zzz6byZMndxIwAE477TQefPBBli5dyoEHHsjmzZu7xA1w9NFHM378eA455BA2btwIwKZNm1BKccwxx/D+++9zxBFHMHfuXK688sqU5bJ27VpOPPHEjuuIsLBkyRKWLVtGcXExYCxaTps2DYDHHnuMOXPmsHbtWp5++ukOYaGiooLt27d3hOVyuZg5cyYjRoxgn3326VJm1dXVjBgxImUaBUEQBGGgY4XDhJuasEJBozkpFCLU2ECotpZgQz3BmmrCbW1Yfj9t69dhJTnADEA4TMMbyxLfd7lwuNw43G4cXi/u0lKcuXl4J+yJp6wc3+SpOHNzcbg9OPPyzHkHlwuczj63ip1tom2n7bQtvQvxyWQl4+fAl8BXgTzg/Jj7bwELspSufiGyEpFqq1Q0Xoc35ZapM844o2ML0VNPPQXAo48+yvnnn49lWdxzzz1MnDiRqqoq1q1bx913383y5cuZN29exwD5mWeeobCwsEvYH3/8MYsXLyY3N5eNGzfi8/m47LLLOu5blsWvf/1rZs+ezf777x83fQUFBVx11VUAXHjhhUydOrVL3Im49NJLWb16NXfccQezZs2itLQUoKMTee6551i1ahX77bcfNTXGlmNNTQ3FxcWUlZWxatUqjjzySMCsZESX1wMPPMDq1atpamrqyPu2bdsYN24c69atIzc3t2PrWCgUIhSlw9pKsqezqKiIpqYmETIEQRCEQYUVDhOqr8NfsZFQQz1tG9bh37iBwLZKrLa2rMaVO/0r5B90CO7iErM9yW3OPLhHjsKVNzBXG4SBRSZCxmHATbb173gb4zcDY7OTrP5l/7x9uW7sVSkFjXQEjEQcdthhPPjgg5SXl3e4zZo1i507d+J0OlmwYAF33XUXo0aNIj8/n3HjxsUNZ+bMmbz11lssXLiQJ598kksuuaTT/UcffZT333+fxsZGKioqOOyww3jllVc6+Vu2bBlvv/02brebqVOnph03GKEpsnWqubmZkSNHdro/f/585s+fj9/v56abbmL16tXU1tZy/fXXU1BQwO23384bb7xBKBTipJNOAuDJJ5/knXfeoa6ujgULFhAIBFi+fDkA8+bNY+XKlYwZM4ZAIIBlWTgcDqZMmcKUKVO6pG/Xrl1s2LCBDz74gPnz5wNQVVWVNE+CIAiC0NdY4TCW30+oucmcc6ivx79lM+1V2/FvWI9/c0VSFarOvHxzANrlwuFy4czNwz1iBK6iYtwlpTjz83F6vPg3V9Dw1utJtzw5fD4KZn5VDMslIWgF8ePHQ9+cCRmMOJLN+EajlGoCrtNa36uUKgd2AsdqrV+3718PXKu1Luu11GaJFStW1LlcruKDDjqIiooKACZOnNjFX7IVje4KGG32TENOTk5smnjkkUe49dZbKSjoP/VxAxHLsrj55pu55ZZbehxWc3MzixYt6hRWsjaQLbS9pKqU6rU4hIGH1PvwROp9+JFOnYcaGmiv3klw107aq3YQrKvbLVS0teLfsJ5wS2qbDs68fHwTJ+EqLsG7xwRypkzFt8fE3YelUxBqbmLjlT9ILmR4PEz6zf091pY0UA0ZW5ZFY7iJne3VBKwAgXCAulA9YcKErTAWlv23+bWwCIT9bPBXUB2soSHUQF2wniBBiq0ifjv1V+Q4fX2ej08//ZRQKFQ/Y8aMAWmgI5OVjE+Bb2Asf3fCPo9xBvBhltI1IEi0otGTFYxEzJgxgxkzZmQtvKGEw+Fg7ty5tLa2dku7VDRVVVVccMEFWUqZIAiCMJDob7sPwVqjYSlQuQUrECAcCBCo3ELbmtWEGupTPu/w+nDm5+PKy8ORk4tvz4l4x4zFXT6S3P2mm3MOg0Qda38bMg5bYTb6N/Fx87+oCu6kOdRMU7iFxlAjjaEmmsPpG+lLhNfykE8eLkdXrZ9CZkLGncBflVK/BB633XKVUgdjDPUdAPwoy+nrd2IFjd4QMITURKvK7QmTJ0/OSjiCIAjCwCHbdh+scJhA5RZzeLqhnvaqHRAOGzWsVtgYiguHsQLtBOtqcVZuhtZWNiYRJBw+H56Ro/GMHIW7fATuESNx5vhw5RXgyM3FXVaGb/yELJRGauKpY3V4vRAOU5IFday9Zcg4bIWpClbTFGrCH/azI1hFY6iJQDjAtvYdtIRbCFpBglaQ6uAuqoO7EoaV48hhjGcUPmcOHoebYlcRbocbp8OJAwdOnDgd5tdh/z3OM5Zx3rGUu8socBWwee0mADwO2TIVj0yM8T2rlLoao8L2/9nOf7N/g8CVg1V9bTiF3uaIoDEQl/wEQRAEYbiTqd0HKxzGag8Y1awBP+01u/BvXE/TR8tp37aVcFtr3Fn+RETEF4fbg3fPiXjH74GroBCHx4O7rJzcffbFM3rsgNGsFE8dq1n5OTyrKxjRJBI0QlaILYFK1rR9SbvVTrsVpC3cRku4hZZwK/XBBqqD1fitAM2hFtqs9A+4l7iKOSBvf/bNVRS5iih0FpDvyqPAWUCRqxCnrED0KhnZydBa/0Yp9TRwGrA35r36EviL1npTdxKglJoP/BjYFwgAHwE3aq3/FePvGOB2YDrmPMiDwG1a6xA9wOPxUF9fz/r163G5XAn9FZDHjxyXw06ooKLb8UU0ICWLS+hbWlpa4mruEgRBEAY+adl9ePFvBKurCTU3Y/nbaNu4PqU2pt2rDbl4x47D4fPhcDrB4cThchp1rE4XrpISttbVQ0kpex10EE5fTtJwBxLR6lizQTqGjG/d+ium+CbTZrVRH6ynOdxCmBRG+qIodZVQ6i7F6/BQ4i5hhLsMr8NLkauIUZ4RuB1u3A43XoeXSb49cTu6ZXdayAIZl7zWuhL4bTYiV0odDzwDPAHcBORjBI7XlFIHaq032/5mAi8BfwWuwwgai4Ac4IaepGHMmDH4fD6am5uTqj3NFo2NjQCUlAzIMzrDksLCQsaMGdPfyRAEQRAyxLIsGj94N7XHUIjG997u5ORwe4w2Jrcbd2kZ7rIy8g6aQd70A3Hl5ePIyUl/5cE++D2YBIzuYNkHodutIA2hBkJWiDBhQlaItW3rWFz9GO1WckN9YcJ86V/Xya3MXcY032TK3GV4bAGhwFVArjOHYlcRJe4SCpz55DhzKHSJcpzBQibG+P6GMcL3gta6B6YeO7EAqAC+q7UO2/GssN1OAu63/d0MaGCB7e91pVQBcJNS6i6tdeJNdylwOp2Ul5d3UiXbm0S0S/WmJiNBEARBGMxYlgWWZc49hMPmHIQ/QGDrFpo+/pDgrmpCzU0EtlYSbmpMK8y8Aw+ieM6xOLw+3OXleMdkpsp8oGpKShfLsggRImC1sy2wjZZwK42hJla3adrC/g5tSpatYSmiY8kfDrAlUEljqIkQISyyMyFb4irm9gm3kO/KkzMNQ5RMVjIOxQz8a5VSTwKPaK17qk3KAzRFBAybBvvXCaCU8gLHAT+P8fcYcCtG49UTPUyHIAiCIAi9TDgQIFRXi3/zJoK7dhKs2UVw1y7ad1bRvmM74YAfwmEjYKSL02meSYLD5yP/kEPJP7h7SkT6W1NSuliWRWX7Vjb4K9ge2MEG/0a2BLayK1hDiB7tLu/AgQO3w0Whqwivw4MTJy6Hi0A4QFVwZ1pCiNfh5YejL6bEXZyVNAkDk0yEjPHA8cA5wELgB0qpNZjVjT/b26gy5SHgZaXUNcCfMNulbge2AUtsP1MBH7Aq+kGtdYVSqgXYrxvxCoIgCILQy1iWRcvK/9D6+UpaPvuUQOWW9AUIh8Oce3CY8w84nXhHjyZnr33I3Xc/nDm5eMaMxeHzUXHVJUntPhAOU3Do4d3KQ29pSkoXy7KoCu6kIdRIyAp1bFEKWiF2BndSH2xgV7CGL/3rqQvW0ZRENasLF26Hi1J3KSPc5ficPqb4JlHuLuukTamzhiUX4zxjKHeXdWhfSkSqMxnQO2YAhIFJ2sb4olFKFWLsYpwDHAGEgTcwAsezWuvWDMI6BfgzUGQ7VQAnaq2/sO9/DXgXmKO1fjPm2S3A81rrSzNJ/4oVK+qA4v4wetfS0gJAXl5en8ct9B9S78MTqffhybCs92A7jjWrYXMFjl3V4PdDYwO0tuIId55Bt/ILYOQorNIyKCqG4lKsoiIoKYW8fCNcRP6nieOt13B8+D6OYFdBw/J4sA6dhXVU5gecN1DBY84ltDu6Wtr2WG7ODp/BZCZmXOcWFq200UorLbTSQAPNjlbqqKfWUYsfP0FCNNFMA420O9LfpZ5j+ZjCJEqsYsYzllHWSEopwY0bB72v3SrdMhsK9Pe73tTUBDAkjPF1oLVuxKxCPKSUmgj8EjgTOAZoUko9BdwdERQSoZQ6HHgEs93paaAAox73JaXU17TW27qTPkEQBEEYErS24tCroKkJCgqw1P7QQ6OkGWNZEApBKGh+/X5oasRRVws1u3Ds2gkVG3Ak0NZk5RdgHXAQ1sTJsMcE8GbfMrI1++vmjw/fM8JJezt4PGBZRsCI3M+AZINlgHZHkMecSzg7fAajGUkrrdRQxzbHDrazg6D9r85RTy11BAmaQ9KECTvS16YEkGvlUEapWVnAiQsXThzkWDmUU4YPHxOs8ZRQTCEFfSJMJGIyEzk7fEaXshtqAoaQmm7r9VJKlQNnAd8DZgAtGO1PfozAca5S6kKt9eIkwdwDLNdaXxwV7huY1YxrgGuBWvtWPCmtFKjpTvpdLhdKqe482iO0rYGiP+IW+g+p9+GJ1PvwJBv1nsi4HMte6ZZxuXQI1tfRtnYN7TurCNbuon37doK1uwjW1BBubkr5vG/iJAq+OgvvhIm4CgpwFRbhKirC4fX1jX2IffYhdPY5Pbb7EAgHWN78MY9VPU27FV/AiNDuCLLY9TieAk9Gqw0Aec5c8p35FLmKKHYVUuoupczexlTiKsbj9JDvzKfU1qw0mGw6KBQTWiZ0NmQ8buhtkervPv7TTz/tMI0wEMlIyFBKuYFTMILFCYAXs5XpAmCJ1rrJ9vcjzMrEzzFbqBKxP/CbaAetdYNS6ktgL9tpHcZ+xn7Ac1FpmQjkAUlXSwRBEARhsJGpcblYLMvCCgTwb64gULmF4M4dWKEwVjgE9m+4tZVwUyPhQMAcwK7emfi8hMuFw+PB4XLj8HrxlJfjLi3HXV6Ob+JkvHtMwLvHnv1ubC5duw/+sJ+WcCu1wTqaw83sCtbwUdMKVrZ+jj/JeYJEtDva8VoexvhGM9ozCpWzF/mufDwON6WuUsZ4R5PryMHpMGciIucehjJiyFjIRIXtvcC3gTJgC/BrYLHW+stYv1rreqXU/wGPpgh2I2YVJDqeImAaRnhBax1QSr0KfFspdXuUhqmzMMLHP9LNgyAIgiAMdNIxLlf38t8pPuZ4LH8b7bt2EW5pIdTUSOvqzwls2Uywpppwc+IDwHFxuciZPAXvHnviHjES79hxuEtKcZePwFVUbAzRDXCaQk3sCtZSE6zBbwWoCdbSagsTmwNbqGrfScAK0BxuSRiGEycFzgIaw41pakrycGrwFPZmL/bbUwbS0eyfty+/n3RnfydD6CcyWclYiFlJWAy8qrVO9ea9az+TjN8D9yql/gj8BXMm4xogF3ggyt8twDvAI0qphzDG+G7CnPuoziAPgiAIgjAgsSyLUF0ttS8+jxVO/om12tvZeMXFSf043B5cJSXkTNsLz+ixOH0+cLpwuIylaofHg6u4BIfXi6uoCM+IUcbPAMEf9uO3/ISscIdGpbAVpiXcSn2onp3BXWwLbGdTYDN1wXqqg9Vpr0K4cFHgyqfQVUixq4hCVyFTfJM4onAWpa4SHA5HRpqS3JsHvgAmCH1NJkLGWK11fbqetdYbMSsVybgPaAMuw6xMtAKfAkdHHxrXWn+olDoJc8D8ZaAaY/H7FxmkXxAEQRD6DCsYJNTSTLBmF6HaWkItzViBAKGGesJ+P4RCxk9zE4HNFYQaGwk1pP2ZBcBdPgJ3aSmuwiIcvhx8e04id+99cI8Yiau4OOn2pc7G5Sb0NLsZUxesozpYw7q29VQHawhYfmqD9TSGGtnavo2GUHorCdH4HF7K3eWUu8vIdeZQ5Cqk0FVIoauAEe4R7Ondo8OStMvhShpWZLtPIkEjWhWrRmeUTkEYDqQtZGQiYGQQpoWxj/GnNPy+Crya7TQIgiAIQk9o31lF65rV9qHpHTi3bgV/G+taMtyuBDjz8nHm5RGs2ZXUwJzD42XEd86heM6x3UpzXxmXC1thqtp30mq1sS2wnc9bv6AmWMvW9u1sb9+R9FkXLvKcebgczo4zDC6HC4/DQ7m7lBJXCWM8o5jkm9hxYDrPmZfVcyGJBA2x9SAIqcn04Pco4HzMOYoSbKvcUVha68wVUQuCIAjCIMAKhWj7cg1NH35AqLGeYH09bWt1J4GgY4jrdOLMybXPNBThLirG4fXizM/HmZePw+XC4XbjcLnx7jkRd2kZ7tIywq0tbLzyB1hJrVhbFHx1Vrfy0BvG5WqDdVT4N9EabmN7+3a2te9gR3sV6/0babfiny3xONzs4R1PubuMqb4p5DhzKHTlU+wqYWosQhMAACAASURBVLRnJGXuUtyObivBzBqxgoYIGIKQHpkc/N4X+Cfm3MQazLmIzzFqZMdhtEBt7oU0CoIgCEKfYIXDhBob8K//kvaqHQS2bSXU2ECwpobAtq1YbXFszToc5H3lYHKm7oV3/AQq2/zg87H3ITO6dVjalV9AyYknG+1Sga7bdBxeHyUnfDNj1ayQ2CJzKkEjEA7QEGpkg38j7zd9RHO4iZZwG/XBetqsNhpCjQnjLHOXUeQsoMhVxOScSUzxTaTMXcZk38QBIUSkg2hKEoTMyeTt/iXQjlE72wBUAVdorV9XSi3AqKI9I/tJFARBEITewWpvp2XVZzQufw9/xQbat21NrMbVxj1yFPmHzCRn8jSceXnkTJqCq6hotwdbd35PtDGVfct8TjvsZAQCOLxeCIcpOeGbHfczIdVB5oAV4Latv2L/3H0JEaY13Eq7FcQf9lMV3Jk0bBcuVO5eFDoLKHWXMsozkvGesezpm0Cpe0AaI84Y0ZQkCJmRiZBxJPA7rfV6pVSZ7eYE0Fr/WSl1JHAHcFyW0ygIgiAIPcYKBmn+5GNa9WrCrS0EtlXi37C+i1DhzM3FN3EynrHj8I7fA3dxCa6iYrzjxuPML+gTVa4Oh4PyU79NyfEnddu4nGVZNIWbqQnW8lHTxzxb+3dCJDfcFSLMf1pXdXF34qTQVcAYzxj2y1XslTOVHGcOpa4Scpw55Dlz8TkHjmYqQRD6n0yEjFx2b4dqs38Lo+5/jNEQJQiCIAj9jhUM0l69k6aPPqB11WcEtlZ21d7kcODdYwJ50w8k/5BDyZk8FYfH0z8JjkMq43Jt4TZqg3VsCmxmV7CGQLid+lADX/rXs75tQ0qhIhFFzkKuG3cVbofHGJRzl5DrzO1uNgRBGIZkImRUAnsAaK1blFI7gYOBZ+37U9ktfAiCIAhCn9P82b+pf+0ftK5ehdXW9ZPkGTOOwq8dgbukFFdREbn77I8zJ6cfUpo5ISvErmANu4I1bA5U8lHTCj5vXZ1UkPA5fIz0lOPGzabAFsIkO0xu8Dq8XDHmEqbmTMlm8gVBGGZkImT8EzgBYxgPjPG8a5RSAcAF/JDdAocgCIIg9DqWZRFuajQanz7+kMb33t69/cnlwpmTS+6++1Pw1cPxjt8D79jxA85ytWVZtFvttIbbqA3V0m61E7RCtIRb2RrYyrb2HTSHmvmiTcc9YF3mKmWcdyx7eMfhc/jId+Uz2jOS/XL3pdBV0OEvE+NycrBZEISekomQcTfwDaVUjta6DfgJMIXdQscbwNVZTp8gCIIgdGCFw7R89m8Cmzfh37TRHNbesb2Tn5ITT6F4zrF4Ro3up1R2JWKpuiHUSF2ojqZQEzvaq9javh3dupat7dvSCiffmcc4z1hK3CUckv8V9snZm7HeMWk9m4lxOUEQhJ6SiTG+lcDKqOsG4ESlVDEQ1lon1l8nCIIgCD0ksLWSHQ/dj3/d2k7uDq8P38RJ5E0/kIKZh/H/2bvvOL3KOv//r3P36SWZkkZ6roQkhBIIREqkSVeUoiDYWJRVV9FV3EX3q791VVQWWVFEUUCa9BYMHUJNSIBQQnKlkISUmclMpre7nt8fZzLMZGbC3JMpycz7+Xjkkdznus65PvM4hMxnrvIJjRs/RBF6kqSopZYna5+hIl5JWbycta3raEl1c/xtGweHLF8m+YF8wk6YoBMg7AtREixmfGgc2b4sCgOFmMj0fSo2p+JyIjJY9vmA6oGoBC4iIsNfsqlxj5OTFuDPyu7Up2XdWhpee5nW9ZbYNu/sEX9+AdlHLiA8YSLBseOITJqCExiaegsNyUY2R7ewpsXSnGphc3QLa/3rvMaqzn0znAg5/hzyA3nk+XPJ8WczOTyJUYFCDsmcM2g1I1RcTkQGQ4//RzPGHN+XB1prX+x7OCIiMty5rkv1Q/d+VAMiGsUJh6m681byTz+Lgs+cT6JyJzWPPkjDKx/9k+KEQmTOPZSiL36ZQEFhzwMMkNpELVti26hJ1FAZr2J1yxrWtq7rtm+GG+GQ7DlMiUyiJFjMhNB4xoXGDnLEPVNxOREZaHv7sckLwN4rEnXmtPX370tAIiIyvFU/dK9XzToeb7/mRqMA1Dz2MDWLH4VU24lJgQD5J5/mVdSeMhVfeHBOgkq6Scri5bzd9C5vNr/NhtaNRLvZxxAgwJhQKWOCpZjINLL92eSV5ZBBBDPGDEqsfaXiciIykPaWZHxy0KIQEZERIdnUSO2SxZ0SjE5cF9wkTiRC1mHzKfz05wiVjklrjNXNa9L6CX00FeWd5vdY17qBtS3riLpRqhK7aN5jD0XYCTElPJmCQD7FwSLGh8ZyaOY8sv2di+PZMptWvCIiw1GPSYa1dulgBiIiIsOb67rUPv0Errv3SXInFGL05y/ZaxG6nnQ8pvWasuu67DVwXZfyeAVvNL3FjngZZbEKPohuJupGuzyrwJ+PyZjOvMy5zMk4mNGBUfu06VpEZCTp0y4zY4wDFLV9rLTWprOsSkRERpBEbS11zz9N4+uvES/b8bH93XicZF1t2uPsWQdid6JxRfHXcHFZ17qBVxqW0ZBq7HLv1PBkpkemMi/zEArbqlsXBUYrqRAR6aO0kgxjzHTg58DpwO754SZjzBLgv6y1miMWERHcVIrGZa9QvfhhL7Fom71wIhm4sSikeq487YRC+PPy0xqvp0JzMTfG9RU3drqW689hZsQwM2M6JcESJocnUhgoSGs8ERHZu14nGcaYI4FngEzgSWB3QjET+CxezYyTrLUr+j1KERHZ76WirTS+voyWte/TunED8fKPZi0yDz2C3OMWEZk2gy3//i3cvSQZpFJkH3l0r8ftTSVrB4ejso7glLwTmZ0xSzMUIiIDLN2K303AAmvt2o4NxphZwHNtfY7tv/BERGR/lmyop2bxIzSvfod4eTlu4qMN3f6CQgrP+gw5xx7f6VSo/NPP8k6XinVNCpxQmPzTzsCfldWlrTu9STAAXFzean6HU/NOUoIhIjII0kkyDgf+Z88EA8Bau8YY8wfgP/stMhER2a+4rkt04wYaXnuJ2I7tpKJRYtu2esuf2oSnTCPnmGMJTziI8JRp+EKhLs8pPPcCgI/qZMRiOKEQpFLkn3ZGe/ueUm6KumQ9W2PbqIjvpCpRzRO1T31sgrFbzI1x486bdWyriMggSCfJqARa99Le2tZHRESGkfiuKprffovGFctoWbO6S3vGnEPIOfoTZB16BP7s7G6e0JnjOIz67IXkf+rMPSp+H91lBiPlprCt67l314NsjG7qdULRnZAT4oriy/p8v4iI9F46ScZNwOXGmFustdUdG4wxo4HLgRu7vVNERPZrbiJBKtpKvKyMxpXLSNTW4kZbiVdUENux7aOOjkPucYvImn8UvoxM/Dm5adex2M2fld3pmNqEm6AqvotWt5Ut0a3sjFfybP0LVCV2tffJ8eVQGMhnamQyef48xgRLaU41c9eu+/aagIScUJfjbEVEZOCkk2TsAJqB9caYO4F1bdcNcBGwBSgzxlza8SZr7d/7I1AREdl3ruuSqN5FbNtWmle/Q7Kmhlj5DmJbP+zxHicUIjJlGhkzDybrsCMIT5zcb/G0plrZ0PoBG6ObeLz2CeqTDV365PhyOCnvBM7IP5Vcf263z5kQGt/j3gwlGCIigy+dJONvHf78rW7aC4Bb9rjmAkoyRESGmJtK0fTWSmqXLKZ1w7quHXw+fJEM/Dk5ZMw8mMi0GfgiGQRGjSY0dhy+SKTrPX2QcBPUJuqoiO/Etq7noZpHibuJ9vawE2ZUoIDRgdGMD41jSmQSC7MX4HN8e33u7MxZXDXmyi6JhhIMEZGhkU6S8ckBi0JERPpVsqmJlvffJVZWRsva1bTYNZBMAuBEIoTGjicyaQoRMxN/bh4Z02bgBIMDFk95fCdL61/iufql1CXrO7UV+POZEp7EvKy5nJz7yY9NKHqyZ6KhBENEZOj0Osmw1i4dyEBERCR9ycYGEjU1uNEo0W1baH57FS3r1pJq6lrVOlBUTN5JnyLvhE/iy8gc0LiaUy283riSnfFKVjW/wwfRze1tQSfIuOAYZmbMwERmsCB7fp8Tiz3tTjRu3HkzVxRfpgRDRGSIpFXxW0REeifZ1IizaiU0NlJXto3sIxfgz/r4k5f2+syGemLlZbSuW0vrpo3EK8qJbd/WffVsxyEyfQaRqTMIFpeQdfh8AmlW0U5HayrK6pY1rG2xlMcreK/5fVrcjw4kDBDgqOz5HJI5m4XZCwj5uh5t219mZ87SMbUiIkNMSYaISD9yXZfqh+6ldsliHIB4nKrXX6XqzlvJP/0sCs+9oFfF4FzXxY1Faf1gI00rl9O66QOiH2zo2tHnIzh2HL5whEBhIZlz5pFx8ByCo4tw/P5+/dqSbpIPo1upTdbxQXQzjckmtsa2sTm6haZUMy5up/6TwxM5JGMOk8ITOTRrLhm+jH6NR0RE9l9KMkRE+lH1Q/d61azjcXanEm7UK1ZX+8TjuK5LwalnkGppIbZjG6nmFpINdd6Sp7ZjZGPbPiS2dWun6tngnfIULBlDZNp0IlOmERo3gWBxSa9qU/RGTaKW7bEdNCQbqUrsojnVTMyNszO+k8rELspi5UTdaI/3TwlP4tDMQxgVKKQ4WMycjFmqri0iMkIpyRAR6SfJpkZqlyzGjce7bXdjMWofe5jaxx7u1fOcUBh/dhY5C48jPHkambPn4otEWN28psOeg74lGCk3xaboZta1bmRzdAvbYzvYGN3UZTZiT6XBEkYHRjE2VEpJsIQsXyZzMg4mP5BHwNE/KSIi4tG/CCIi+yDV0kx0+zZi27fR8PJS3ETiY+9xQiH82TkERhcRKByFLxIhWFSMEwrhBIIEi4oJT5qMPzuny72rm9e0n550Tdl1vT49aUv0QzZFt/B+y1rK4xVsiX5IdI+aEn78TItMJdefw+hAIdn+bEJOiDx/LiXBYsaGxpDj759ZExERGd56nWQYY4qttTv7c3BjzAvACT0032St/UZbv8nA9cCJQAx4FPjenpXHRUQGQ+umjUQ3b6J59Ts0vbmy+43Xe1Fw5qcp/PTn0h63Y4IBfGyiUZ9s4OWG11jTYlnR9EaX9nx/HiYyndmZsygJljAjMlX7JkREpF+kM5Ox3RizBLgNeMxa27Wsavr+FdizfOuZwI+BxQDGmBzgeaAKuBDIAq4BHjXGHGet3fvcvohIHyWqdxEr20HrhnUkdlWRbGryTnTa1qE6tt9PaMJBhMaMw3Vdmle90eNyKQAnHMbfh1Oe9kwwdusu0SiPVfBSw6s8UfcMTamm9r7FgSJOylvE9MhUigNFjA6OSjsOERGR3kgnyfgd8AXgLKDGGPMP4DZr7et9Hdxa+/6e14wxVwOVwBNtly4HxgCfsNZub+uzDXgFLyFZ3NfxRUR2c+NxYuVlJOvriG3bSqxsO/VLnwO3688xnFCY7PlHERo7npxPHEegoBDw9mRs/m7XGYNOUimyjzw6rdh6SjB2i7kxfrHjt8zLnMOuRDUfxra1762YnTGLBdnzmR6eyuTIpLTGFRER6at0ivH9wBhzFXAKcCnwJeAbxph1eLMbd1hrt+1LMMaYIuA04I/W2t0Lm88CXtydYLTF8qoxZjNwNkoyRKQXEvV1RDduIFFXQ7KujlS01Zup2L6dRHUVqZaWbpc9hSdOJjJtOqHxB+GLRAgUFRMaMw5/VlaXvv6sbPJPP8s7RSrWNSFwQmHyTzuj23t78nEJxm5JkrzZ/Dbg1aRYmLOAhdkLmJc5Vyc8iYjIoEtr47e1NgU8CTxpjMkGzgcuAf4H+Lkx5jm8hONBa21LH+L5QltMt3e4djBwdzd9329rExHpxE2lSDY20LrOEivfQWzbhzS+vuxj904Ei0vw5+YRGjveqzlx6BFEJk1Oa+zCcy8AoHbJYlIA8Ti+cBhSKfJPO6O9vdu4XZeaZC0ftG6iIlHJluiHvNKwjCTJXo+f58/l+om/JuKLpBW3iIhIf3LcbpYCpMMYMxv4CdDxX8464A/Az621rd3e2P2zVgBZ1tqDO1yLAb+w1v50j753AIdZa2enG/Mbb7xRC+Rl99PZ8ulobm4GIDMzc9DHlqGj9z7AWltx3lqBs2UzVFdBXR1ON0exuhMm4ublQ24ehEKQmYWbXwBFxRAKQ6AfD9xraSH+7ls4TU0ECwpIzpxFU8SliSZaibLF2UozLSRJkCBJlbOLnVQSdfq+3S3oBrg4dQGTmdh/X4ekTX/fRx6985FpqN97Y2MjQN0RRxyR/ka/QdCnf1GNMaOBi/CWTR0GtAB3ALcAUeAK4D+AycDFvXzmTGA+8J99iUlERqDqXThvrfR+xTt/c+5GMqCgEHfCRMjKwp0xCwoHbqNzCpdGGqmmhgqnksrMSmrn19PitNDq/4Aq5+lePSfDjVDEaErdErLJYqxbSgONPO57ioTT8/G4SjBERGR/ks4RtkHgHLzE4jQgCLyKtzH7XmttQ4furxpjNgLfTyOWSwAXuHOP6zVAdxlaAdDnI2z9fj/GmL7e3mfWWoAhGVuGjt57/3ATCWqf+ieNb6wgWVNNonpXe1tkuiHr8PlkHjyX0LjxOP05KwFUxHe215aoS9SxLbaDplQTzakWNke30JRq7nqTr/PHLF8WhYECwk6IieGDGBssJeAECDgB8gN5jA+NozhQ1O0eikOa5/a4NyPkhLhqbO/qZcjA09/3kUfvfGQa6ve+atUqksneL6cdbOn8K1wB5AE7gN8Ct1pr1++l/1q842Y/ljHGwZvxeMFa++EezWvofu/FwUDvfjQoIgesRF0t0S2biW7aSMOrLxGvKG9v233KU85xi8iclfbKyc7juAlsy3oqE1WUxcppdVtpSjWzvnUjjcnG7pOIPWT5stqK1pUyOTyJ1p3NZLvZTJ84nfGhsYR8oT7HNztzFleNubJLohFyQr0uyCciIjJY0kkynsRbDvV0b2pTWGv/Afyjl88+HpgI/KybtsXA/xhjxlprdwAYY44GJgGP9fL5IrKfW928hht33swVxZcxvT6PFruWhldfonXd2k7HyAZLSsk/4xwyZ83Gn1+AL9T7b9xd1+XdltW82/w+DckGYm6MmkQtTalmyuJlxN2elyNFnAhTI5PJ9+eR6ctkQngc+f48gk6IMcESioNF+JzOUxe2wvsp15R+Ojp2z0RDCYaIiOyv0jnC9gsDGMclePs67u+m7c/At4FHjDE/BTLxivG9ho6vFRkW3mt+n1/vuI4YcX619ddccleUKVvaToLy+4lMnU54wkFkzJpD1qGH93opVMpNsStRTXWihrJ4OU/XPcfG6KYe+48PjeOg0ATGhkrJ9mUR8oWYGDqIkmARmb7MLknEUNidaOxOyJRgiIjI/ijtRcvGmFl4tSt2n+u4CXi8u8J6vXxeBDgPeHiPfR0AWGvrjTEnAtcD9wBxvBmMK1XtW+TA5sbjvPrkH/nT1LeIB71rcb/L7Z8P8i9vTGbehOPJPuIo/D2cBOe6LilSJNwEDclGbOt6NrRupCpRTWOykfJ4BTXJ2k735PvzWJA9n4NCE4j4ImT7ssgL5FIYKCDXnzvQX3K/mJ05ixsmXTvUYYiIiPQonY3fAbxjaS8D9tyV+CtjzF+BK6y1ae1AaTvidq9Hb1lrN+IlNiKyH0g2NdK4YjnJulr8eflkH7kAf9bej4ROxWJEt2wiXlFO64b1RD/czNrAdv7+mRTxYOf/pcSDDjcfs4OrxoxhdmY2KTdFeXwnrzS8RnWyhh2xcjZHNxP9mAJ18NE+idGBQmZmGE7MPV41JERERAZYOjMZ/w38C3AX8DvAtl2fCXwX+BqwC+/oWhEZhlzXpfqhe6ldshh8PtxoFCccpurOW8k//SwKz72g/WSkWEU5ze++TWzHNlrXryNeWYHb+lHZnA8m+rj9vCDxUPfVqGNujJ/v+DXZvmxiboyoG+22nw8ffsdPhi/CmGAph2bOpSRYTJ4/jxx/NuND4/aLZU4iIiIjSTpJxpfxKnl/cY/rK4CLjTEZbX2UZIgMU9UP3UvtE4/jxuPt19yo981/7ROPE9+1i1BxCfGdFTQufw03Ee90f3DMWELjJvDBRIc7Zr5HfC91HwBcXBpS3irKLF8Wh2TOZnbGLEYFRjExPIF8f54SCBERkf1QOklGDvDMXtqfBk7dt3BEZH+VbGqkdsniTglGR24sRuMrL3a6ljlnHqGDD8adPJ7m0RlsCddQm6zjwepHiO3lJKc9FfoL+cOka7utHyEiIiL7n3SSjOV4Fbl7Mh9Ytm/hiMj+qnHFMujFN/mpOTNoWTCLNaMbWJ1dwcboI6RIQV3fxg05Ib5Z8i9KMERERA4g6SQZ3wSeNsb8f8D11tpdAMaYUXh7Mk5p+yUiw0QqFqPl/Xdp3bCe+qXP4cY6b7Suz4HVxs/bc/3sKnSIByER+BBoq6kZBQeHTF8G2b5sJoTHUxosoTBQQNJNcn/1w91WsN5NdSBEREQOTD0mGcaYD7q5HAauBq42xtS0XSto+30X8E9gar9GKCKDxk0kiG7bSuPyV71N29u3diqEt1vCD88fF2DpsV3/FxJOBRgVHs3UyBRmZRgWZi/o8TSnqeHJXSpY76YEQ0RE5MC1t5mMDwHVoRAZxqLbt9Ly3jskGxtpWbeW1vUWUqmPOjgO4YmTyJg1h/CkyXx4+5945fAUry4I0Brxli+VVqQ45vUkZkOSSCrItN/cQKCHuhZ72rOC9W5KMERERA5sPSYZ1tpFgxiHiAwC13VJVFXStOoNGpe/SuuG9V36+AsKyT5sPlmHzycyYya+UIjqRA0P1TzBU98JkPB5P3sYW5bixKUJzIYUDuCEwuSfdkavE4zd9kw0lGCIiIgc+NKu+C0iB5bYju20rF1NdPMmWtatJV5e1t7mRCJkHTafUOkYAoWjyJx7KIH8j2pjxt04vy//I8saV+Digg8Oas7j5EermbrVhxtzccJhSKXIP+0MCs+9oE8x7k40btx5M1cUX6YEQ0RE5ACnJENkGHJTKZpWvk7d80/TsmZ1pzZfVjbhgyaSe9wiMg89An9mZqf2lJtiU3QLrzYu56m6Z4m73pG1czNm89nCc5iVYUhO3bPi99H4s7L2KebZmbO4YdK1+/QMERER2T8oyRAZJlzXJVG9i7pnn6RxxXISlTsBcCIZZB0yj/CkqUSmzyAyeSpOoOtf/bpEPcubVvJS/Susj25sv35QaAJfGHUeh2XNa7/mz8omb9FJA/9FiYiIyAFJSYbIAc51XZreXEn1Q/cR2/Zh+/XAqNHkf+oMco45Fn9Obqd7Em6C8ngFlfEqahK1vNfyPq83vkECr0Beji+b+dmHc3LuIqZGpgzq1yMiIiIHPiUZIgegVCxGy+p3aN24ntaNG9qXRDmhEKHxB1Fw2llkHXEkjt/ffk9TsomHah7jjaZVVCeqie5xbKyDw2GZ85iXOZdjc44h279vy59ERERk5FKSIXKASDY1Uvf8M7SuX0fz2292avNlZFL42fPJW3QyTjDYqa0uUc/91Q/zXP1SkiTbr48OjGJMsJQcfzZTI1M4MutwioNFg/K1iIiIyPC2z0mGMWYRXkG+Z6219fsckYi0cxMJmt99m+b336Nh2cukGhra25xQmNzjP0l4wkFkHnYEgdy89ra4G8e2rOe5+qUsb1zZnlwcnDGTCwo/y9hQKbn+3C7jiYiIiPSHXicZxpifAcdZa0/scG0xcDrgAGXGmIXW2i39H6bIyBIrL6N2yWM0rlxOqqmp/XpkhiFv0ckEx44jVDoWX6RzJe3KeBUv1L/E0/XPUZ/8KCE5NPMQvjj6QsaHxg3a1yAiIiIjVzozGecDT+z+YIw5CzgDuAZ4G/g/4CfAZf0ZoMhIEtuxnbqlz1L3zJOQ9GYfgqVjyZ5/FBkzDyZj9lwcx+l0T0Oykdcal7O0/mU2Rje1Xx8bLGVe5iGcnn+KlkGJiIjIoEonyRgP2A6fzwU2Wmv/A8AYMxP4cv+FJjJyJGqqqX74fupffB5cFxyHnOMWkf+pMwmNG98lsQB4t3k1D1Q/gm1d7xXKA8JOiHmZh7Agez4Lsxd0e5+IiIjIQEsnyXCg7TsZz0nA4g6fPwRK+iMokeEuUVNN64Z1NK9ZTeu6tcR2bIdUqj25yD32BDJM16rXa1osS+tfZnPsQzZHvZWJDg5zM2bziZyjOTr7KCK+8GB/OSIiIiKdpJNkbAROAf5sjDkamAA81aF9HFDXj7GJDDtuPE7Nk49T8/ADuIn4Rw0+H5nzDqfg7M+QMW1Gp3vqEvXY1vUsqX2KNa0fTSZm+DI4Pe8Uzso/jUx/56rdIiIiIkMpnSTjRuBGY8w7eAnGh8CTHdo/AbzXj7GJDB/bPsR5dxWbN65nfWEjD34jyIUrxzMndy7ZRx5NePxB+DIy2run3BRvNq3in3VPsabFti+HCjpBTso9gSOzjmBS+CCyVMtCRERE9kO9TjKstTcZY2LA2cBK4FfW2iiAMaYQKAL+OCBRihyAXNeldd1aqh99EP/qdwFYP9HH7Z8PEQ/CLafUc9WYoyjKNO33VCdqeKnhVZ6ofZqaZC0AQSfA9Mg0ZkZmaNZCREREDghp1cmw1t4C3NLN9WrgiP4KSuRAFa+qpPH1ZbRuXEdsx3biZTsAcB2HjSdM465jy4njLZOKuTGuKbuOq8ZcyYTweB6peZyn6p4l7nrtxYEiTsg9ltPzTlFiISIiIgeUtIvxGWNygKOBYuAZa21Fv0clcgCqe+EZKm+/pf3oWQBfdg55J53Kiqkh7sx4jDiJTvfE3Bi/2PFb/I6fmBsDYH7WYZyYewKHZc7T6VAiIiJyQEoryTDGfB/4KZCFd9LUKUCFMaYIb4/Gd621N/V3kCJDKdnUSOOK5STravHn5ZN95AL8Wdnt7a0b1lP98P00v/c2D2qelgAAIABJREFUABmzZpN95AKCY8YRmTqdNYmN3Ln9WuJOovvnkyTpJpkcmsRlxV9iamTyoHxdIiIiIgMlnYrfXwZ+AzwA/BP46+42a22lMeYx4LOAkgwZFlzXpfqhe6ldshh8PtxoFCccpurOW8k7+TSC48bT/MYKmt5a6d3g9zPqcxeSf/rZ7TMQq5vXcE3ZdT0mGB1tj++gNdU6gF+RiIiIyOBIZybjSmCJtfZ8Y8yobtrfAv61f8ISGXrVD91L7ROP48Y/OmrWjUYBqF3y2Ecd/X7yP3Um+Sd/ikBh578aN+68uX0Z1MeJuTFu3HkzN0y6dt+DFxERERlC6SQZM/COse1JJd4JUyIHvGRTI7VLFndKMLqTd8bZ5C86mWBx1zqUCTfBgqz5PF73ZDd3dhVyQlxRfFmf4hURERHZn6STZDQBOXtpnwLs2rdwRPYPjSuWg8+31z5OOEyouLRLgpFwEzxR+zRP1D1DVcL7K+G4Dq7j9viskBPiqjFXMjuza5VvERERkQNNOknGS8DFxpjf7tnQtnzqa3QuzidywErW1bYvjeqJG4uRrPNqWTSnWni/eQ1vN7/H8qYV1CcbACgNlnBG/qdIlse5y3dft3szlGCIiIjIcJNOkvFT4BXgReDOtmtHG2PmAd8DMoCfpxuAMeazwA+AQ4A4XtXwr1trV7e1TwauB04EYsCjwPfaanOI9DvXdWndsvlj+9WNCrFi/FZWbPkRO+LlndrGBku5aPSFHJ45D5/jw5ZbLk5dwF2B+zvt0VCCISIiIsNROhW/3zbGnAr8hY8qe+9OKixwvrV2XTqDG2O+A/wW+F/gaiACLMBLWHbX5HgeqAIuxDs69xrgUWPMcdbantefiPRBoqaayjtvo/nNFd221+fA+il+Nk728c4cB1gFcQg6QcYGS5mfdTgzMwxzMmZ1qXExmYlcNeZKrim7jpgbU4IhIiIiw1a6Fb9fBWYbYw4BDOAAG4C30v2G3xgzFfg1cKW19oYOTf/s8OfLgTHAJ6y129vu24Y3o3ImsDidMUV6kmxsYNd9d1P/4vPgujiRDDJnz6X53VWkYjFWzfXx7AlBavM7Jw5zMg7m5LxPcmTW4fgd/8eOMztzFleNuZIbd97MFcWXKcEQERGRYSntit8A1tp3gHf2ceyv4i2P+ste+pwFvLg7wWgb+1VjzGbgbJRkyD5qeuctah57mNYN68B1wXHInDOPoku/gn90MU+88DueCb3NjlIvufAlXWZ8ACbbcPxRX2ZceGzaY87OnKVjakVERGRY61OSYYzJAgrxZjI6sdZ+2MvHLMRbZvVFY8xPgPFtn39mrb23rc/BwN3d3Pt+W5tInzS+uZJd999NfEd7/krG7LkUXfQlQuPGk3ST3FP9II8c9A7gkJ0Mc275LBa6s8k9fiH+rKyhC15ERERkP5dOxe8Q3r6Jr7P3ehgfv2bEMwYYB/wSuArYindC1T3GmEpr7fNAAVDbzb01wKRejtOtZDKJtXZfHtEnzc3NAEMytnic1e/ge/QBAFx/AHfhcbhHHEVjRiYfNm7jzXWPs9x5g5jjbdA+NnUMx3MM4dIwO4Gd27alPabe+8ik9z4y6b2PPHrnI9NQv/dkMjkk4/ZWOjMZv8NLMB4FluJ9o78vfEA2cIm19mEAY8yzwBzgx3gbvkX61wcbcBY/BEDquE/iLlgIwRAVVPKk7xE2Opvbu2a6GZzunsIh7uwhClZERETkwJROknEhcJu19qv9NPbuI2if2X3BWusaY54DPt92qQbI7+begg7394nf78cYsy+P6JPd2e5QjD2Sua5L89tvUf7IfbipFLknnkLRJV/FxeXvVXfxZN2zuLgECDAn82DOzD+t2xOi+krvfWTSex+Z9N5HHr3zkWmo3/uqVav269mMdJKMELCsH8dejXdcbXcibb+vofu9FwcDT/djLDKMtay3VN19O9EPNgCQs/A4ii75KlE3yh8q/syKpjfx4+ekvBM4r/Bccv17K2wvIiIiIh/Hl0bfF4H5/Tj2I22/n7r7gjHGB5wE7C5SsBg4wRgztkOfo/H2YzzWj7HIMNXw6sts/8VPiX6wAV9ODoWfvZDiy64g5sa4rvyG9gTjR2O/z1eLLlWCISIiItIP0pnJ+CbwrDHmW8BN1tr4Po79GPAS8GdjzCg+2vg9s20sgD8D3wYeMcb8FMjEK8b3Gjq+VvbCdV2qH7qPmkcfBCD/U2dSeO75pMIBnq9/iXuqH6AuWU+WL4sfjvkuJmP6EEcsIiIiMnz0mGQYYz7o5nI2cD3wv8aYMmDPhWCutXZqbwZu239xDl5Bvl8COcBbwOnW2qVtfeqNMSe2jXkPXl2Nx/AK+Knat3SrddNGqu68zat9ARSe93kKz/oMW6Pb+NO2v7Ex6v2nXRos4d9KrmBKZNIQRisiIiIy/OxtJuNDYEC/kbfW1uJV9b58L3024hXlE/lYDctfpeJPvwfXxZ+bx+iLv8T2Q0Zza9kNvN60EoAMXwZfLbqET2Qfjc9JZ8WgiIiIiPRGj0mGtXbRIMYhss/iVZXsvOXP4LrkLjqZwvM+zx0tD/PE9j8DEHJCHJtzNJ8r/AyjAoVDHK2IiIjI8NWnit8i+5tkQz3lf/wdbmsrWUccSdGXvsaz9Ut5ou4Z/Pg5Je9Ezik4g8JAwVCHKiIiIjLspVPx+/N4+yW+1EP7rcDj1tr7+ik2kV5pXv0uFTfdQLK+Dn9+AUWXfI3Xm1ZyS+XtAHyj5Gscl7NwiKMUERERGTnSmcn4N7zaFj2JAt8BlGTIoEhU76Ly9ltoesvbaxGeOJkx3/0BLzir+Gv5bbi4nJH3KY7NPmaIIxUREREZWdJJMmYBd+ylfRVw3r6FI9I7TW+tpOLmG0k1NYHjkH/qGYy64CKebnyBv7XNYJydfzoXjbqg36p2i4iIiEjvpJNkBIGMvbRn8lGlbpEB07LeUvaH30EiQcTMovirXydUUsqL9a9wS6WXB59feC6fLThHCYaIiIjIEEgnyXgfOBu4tof2cwC7zxGJ7EVsx3bK2xKM3EUnUfSly2hKNfHH8j+wrNErFH9+4bl8rvDTQxypiIiIyMiVTpLxJ+BmY8wtwI+ttdsBjDHjgZ8DxwL/2v8hinha1lvKrv8tqcYGItOmM/riL7O04WUer32SrbFthJwQnys8h3PyzxzqUEVERERGtF4nGdbavxljDsdLJC41xtTjFevLAxzgT9bamwYmTBnpav75GLvuvxtSKTJmz6X029/j97v+wmuNrwNe9e7/GPt9SoLFQxypiIiIiKRVJ8Na+y1jzD+AC4BpbZfXA/daa1/p7+BEUi3NlP/p9zS//RYA2UcvpOjSy7i3cXF7gnFe4Wc4I+9UMv2ZQxmqiIiIiLRJuxiftfZl4OUBiEWkk3jlTsr/8Duimz8Av5+Sr32DnIXH8Vz9Uh6pfRyArxZdyql5Jw5xpCIiIiLSUTrF+D4AvmutfbSH9rOA/7PWTumv4GTkqnn8EXbd/w9wXZxwmPE/+TnBceN4sPpR7qt+CIBLR1+kBENERERkP5TOTMYkIHsv7dnAxH2KRka8VCxG1V23Uf/CswBkHnIoRV+6jLpchz9sv4Y1rd4BZp/OP5PT8k4eylBFREREpAfpLpdy99I2A2jYh1hkhEtFW6n4yx9pWunttRh1wUUUnHEOLakWfrv9V2yObiHXn8M3iy9nXtbcIY5WRERERHqy1yTDGPMl4EsdLv3YGPMv3XQtAOYCS/oxNhlBks3NbP/lz4ht3YITCFL67e+RNe8wEm6CX+/4HZujWygKjOZn46+mMFAw1OGKiIiIyF583ExGPjC57c8uUIRX2bsjF2gCbgeu7tfoZERosWvYdd9dxLZuIVhSSum3riQ8wVt5d2fVPaxptRT487l63A+VYIiIiIgcAPaaZFhrrweuBzDGpPA2ft81GIHJ8JeoraHqzttoXLEMAF92DmO//yOCxaUAvNKwjCV1T+PHz5Wl36JUNTBEREREDgjpFOPzDWQgMrLUL32Oqn/cQaqlmU3Twjx4bgbfKLyUYHEpruvyVN2z3LHrHwBcOvoLzMiY9jFPFBEREZH9Rdp1MkT2RaKmmuqH7qf+xecA2H7iDG5fWEaMVq5tvpUfNufzfstaHqzxTko+KXcRp+adNJQhi4iIiEiaekwyjDGbgBQw01obb/u8t9OlAFxr7dT+DFCGBzeVon7pc1TeeSskEgBUXryIv055k5gbByDmxvjFjt+SIoWDw1eLLuGk3EU4jjN0gYuIiIhI2vY2k7EUL6lI7fFZJC1uKkX5H6+naeVyACLTplN50SJudO8h5sY69U21/ef2uYJzOEWF9kREREQOSD0mGdbaL+/ts0hvuKkUlbf+haaVy/FlZFL8lcvZPCeX68p+1yXB6OjR2iXMypjJ7MxZgxitiIiIiPQHbeaWAeMmk5T/8XfUv/g8TiDImO/8O1vm5PHrj0kwwFs6dU3ZdaxuXjNI0YqIiIhIf+l1kmGM2WGMudsYc4UxZvZABiUHvmRTE2XX/9ar3u3zUfqt75Ix82Bu3HnzxyYYu8XcGDfuvHmAIxURERGR/pbO6VJPAccDFwKuMaYaeAl4EW+/xiprrfZsCACVt/+N5nfewgkGKf23fydr7jwArii+jGvKrutVohFyQlxRfNlAhyoiIiIi/SydOhlfBjDGTAAWASfgJR2fwdsQXm+MecVae1b/hyn7q2RTI40rlpOsq8Wfl0/2kQtoef89Gpe9ghMKM+4//ovI5I8OHJuRMY0FWfN5qfHVvT435IS4asyV2pMhIiIicgBKu06GtXYrcDtwuzEmAnwOuBqYCZzev+HJ/sp1XaofupfaJYvB58ONRnHCYSpv/xukvBOiRl1wUacEozHZyO8rbuLt5ncB8OFrP02qIyUYIiIiIge2tJIMY0wGsBBvFuME4CggBKwD/oK3bEpGgOqH7qX2icdx4/H2a2402v7nQHEJeSee0v55c3QLvy67nupENTm+HL5R8jXCTqjLJnAlGCIiIiIHvl4nGcaYV4D5gB9YjbcX4/fAi9banQMTnuyPkk2N1C5Z3CnB6NKnpppUSwv+rCx2Jar55Y5rqUvWMyk8ke+UXMGYUCkAV425sn2PhhIMERERkeEhnZmMY/AK890HPAgsVXIxMjWuWA6+jzmYzOejYcVr1B4znb/svJW6ZD3TI9O4euwPiPjC7d1mZ87iqjFXcuPOm7mi+DIlGCIiIiLDQDpJxml8tEzqdiBojLF4S6SWAi9Ya8vTGdwYswh4vpumN6y18zv0mwxcD5wIxIBHge9Za6vTGU/6R7KuttPSqO7EkjFuyHuK97beAcDowCj+vfTfOiUYu83OnMUNk64dkFhFREREZPClc7rUU3jH2NK24XshcBxe0nEpEDHGrLfWzuxDHF8H3unwuXH3H4wxOXiJSBXe8blZwDXAo8aY43Rs7uDz5+Z5Mxmprpu2ARJ+uOe8EGtzdhJ0AhyfcyznFX6GvEDuIEcqIiIiIkMh7dOlAKy1rcaY9cBYYAIwGZgITO9jHO9ba5f10HY5MAb4hLV2O4AxZhvwCnAmsLiPY0ofJOrraFj2So8JRksEbvtCiG3jHPz4+cnYHzEjY9ogRykiIiIiQymdjd+T+Wi51Al4SYUD1OAV5fs/BuZ0qbPwNpdv333BWvuqMWYzcDZKMgaNm0pR8cfrabVrcEIhXNeFDpu/YwG467wg28b5KIxl8P0pP2RqZPIQRiwiIiIiQyGdmYyNbb9X4p0s9b9tv7/bD0uWHjDGjMZbEvUI8KMO+y0OBu7u5p7329pkECTq66i46QZa1r6PLyeHCT/7FfUvPNNeJ2PtQQmWnBygapRDTjzEz6b9N0Wh0UMdtoiIiIgMgXSSjH/FO1FqTT+OXwf8Bi9ZacQ7weo/gKONMUdaa6NAAVDbzb01wKS+DpxMJrHW9vX2PmtubgYYkrH7rKkR37134pTvwA1HiJ/1WT6orILZh8IUw4t1j/HsOC8HLUzlc5HvfKo37aKaXUMc+P7jgHzvss/03kcmvfeRR+98ZBrq955MJodk3N5KZ+P3n/p7cGvtW8BbHS69YIx5D+/0qAvwTrGSodTaiu++u7wEIzeP1IWXwOgiAFxcXsl8m2ezN+K4Die6x3OMexTBvm31EREREZFhIp09GXOBWdbaeztcOxH4L7zZhjuttb/uh5gWA014hf9ux5uxyO+mXwHQ5yNs/X4/xpi+3t5nu7PdoRg7XdGtWyj/243EK8oJjC5i/I//m0C+9yoq4jv5y85bea/lfQAuL/kKn8w9fijD3a8dSO9d+o/e+8ik9z7y6J2PTEP93letWrVfz2ak8yPnawAXuBfAGDMOb/9EK94+jV8aY8qttX/vp9h27/NYQ/d7Lw4Gnu6nsWQPDcteYeffbsKNxQiNG8+Y7/yAQH4+KTfFE3VPc8+uB4i6MXJ8OXyl6GIW5hw91CGLiIiIyH7iY8o2d3I43t6J3S4G/MCh1tqDgSXAN/shpnPwamGsaPu8GDjBGDN2dwdjzNF4+zEe64fxZA9N775NxZ9+jxuLkXPsCYz/f78gWFxCyk3xs+2/4u9VdxN1YyzMPpprJ/6PEgwRERER6SSdmYx8oKLD59PxNoLvPlr2MeBX6QxujLkD+AB4k482fv8Qb5/GfW3d/gx8G3jEGPNTIBNvVuU1dHxtv0s2NrDzr972m4JzPkvhuefjOA5vNL3FbZV3sTNRSbYviytKLuOIrMOGOFoRERER2R+lM5NRBYwHMMZk4SUEz3RoD5J+cb/VwLnA3/FmQr4K/AX4pLU2BmCtrQdOxEtw7sFLOl4Gzla17/7lui47b/kLydoaItMNhZ85D8dxeKnhVX5Tdj07E5X48fPNkq8rwRARERGRHqWTFLwIXGGMeR9vFiOIdwrUbjOA7d3d2BNr7S+BX/ai30a8onwygKof+AdNb7yOE4lQ8i//iuPzsb51AzdV/A2AU/NO4uJRFxD2hYc4UhERERHZn6WTZFyNt9H6/rbP11hr1wMYY/zAeWiPxAErunULNY97OWPJ5d8iWFxCVXwX/1t2AwkSHJ/zCb4y+os4jjPEkYqIiIjI/i6dOhmbjDEz8U51qrPWbunQnAlcAbzdz/HJIEjFYpRd92twXfJOOY3sw+cDcOPOm6lJ1jIrYri8+CtKMERERESkV9LaQ2GtTQDvdHO9Ae84WzkAVf79rySqdxEoLKTw3AsAeKRmMatb1hB0gny79BsEHBXYExEREZHeSWfjtwxD1YsfpuHlpQAUXfI1/JmZPFH7NHfv8lbFfa3oUgoDBUMZooiIiIgcYPTj6RGsYdmrVN//D3Acir9yOVmHHcHrjW9wa9WdAFw86kIW5R43xFGKiIiIyIFGMxkjVCrayq777wZg9BcuIff4T7IzXskfKv4MwIWFn+PsgtOHMkQREREROUApyRihqu6+g0RVJaHxB5F38mk0Jhv51Y5ribpRpoan8OmCM4c6RBERERE5QPWYZBhj/tcYc1iHzwcZYzIGJywZSI0rX6f+hWcgEKDk69+kJlXHT7f/gh3xckqDJfzn2O/jc5R/ioiIiEjf7O07ye8Cszp83oRXnVsOYG4qRfUjDwAw6nOfp6Y0g//efg3bYjsoDZZw9dgfkOXPGuIoRURERORAtreN35XAhA6fVSRhGKi6+3ZiW7fgzy/At2ghP9v2/1GTrOWg0Hh+Mu5H5PizhzpEERERETnA7S3JeB74L2PMUUBd27XLjTEn7+Ue11r7tX6LTvpVzT8fpe7pJW3LpL7FQ03PUJOsZWp4MleP+yGZPq2GExEREZF9t7ck49tAAjgJKAZc4Pi2Xz1xASUZ+6FEbS3VD94HQPGXLqNySg6Pb30CB4cvF31RCYaIiIiI9JsekwxrbSXwxd2fjTEp4IvW2rsGIzDpX43LX8FNxMmcdzi5xy3i7xU3kSLFqXknMT0ydajDExEREZFhJJ0jhL4CvDpQgcjAcVMp6l/yqnrnHns861o28ErDMhwczsg7dYijExEREZHhptcVv621twEYY3zA4cDktqZNwJvW2lT/hyf9ofapJcS2fYgvM4uMuYdyW+U1uLicnX8GpaGSoQ5PRERERIaZtIohGGM+A2wGlgP/AO5p+/MmY8yn+z062WfJxgZqHnsQgOLLruDZ6KtsjG4ix5fDuYVnD3F0IiIiIjIc9TrJMMZ8Cri/7eOPgc/i1c34Md7xtvcbY07p9whln1TdcyeppiYyZs0mfOg8Hq5ZDMAXR1+ozd4iIiIiMiB6vVwK+AlggYXW2roO1x8xxvwBeK2tz9P9GJ/sg9aN62l46QXw+ym65Ks8Xf8c1YlqxgbHcHzOJ4Y6PBEREREZptJZLnUo8Lc9EgwArLX1wC14ezVkP+CmUlTeeSsA+aedxbr8Ov5edTcA5xScgeOotqKIiIiIDIx0kowkENpLe7Ctj+wHmla9SfSDjfjzC8g782xuqbwDgE9kH61ZDBEREREZUOkkGcuBbxhjxuzZYIwpBb6Bt2RK9gONr3unDeeffBqvJlaxPb6D4kARV5Rchs9Ja7+/iIiIiEha0tmT8V/A88BaY8wdwNq267OAi4AwcH7/hid9Ed9VReOK5eA4ZBx1FI/UXA/AeYWfIeCk88pFRERERNKXTp2MZcaYk4HrgCv2aF4BXGmtfb0/g5O+qX3qn5BMkr1gIW9lbGVHfTlFgdEszFkw1KGJiIiIyAiQ1o+1rbWvAEcZY0qASW2XN1lrd/Z3YNI30e1bqXvynwAUnHEOf6q7C4Cz8k/TLIaIiIiIDIo+fddpra0AKvo5FukHNYsfASAyw1Be6mft1nVkOBGOy9VmbxEREREZHNoBPIy4qRTN770NwOjPX8qTdc8A8ImcY1R4T0REREQGjZKMYaR13VpSDQ0ES0qpHZ/NC/Uv4eBwUt6ioQ5NREREREYQJRnDSOMbKwDIOvxIFtc+QYoUx+UsZHJ44hBHJiIiIiIjiZKMYcKNx2lc7tXGCB1xGK81egd9nZ1/+lCGJSIiIiIjUK82fhtj/MA4oNFaWz2wIUlfNL3zFsn6OkLjD2J9aZSm8iYOCo1nQnj8UIcmIiIiIiNMb0+X8gMfAFcB1w5EIMaYAPAmMBe4xFp7R4e2w/DqcxwFNAB3Af9prW0ZiFgORI0rlgGQs/BYHm3yZjGOyVZdDBEREREZfL1aLmWtjQFlQGIAY/kOULTnRWPMQcBzQAz4NF6icylw8wDGckBJxWI0rXqTDyb6uNo8x+sNKwE4RsX3RERERGQIpLMn4w7gImNMsL+DMMaMB/4fXgKxpx/gJRjnWmufttbeCny7LZY5/R3Lgaj53bfZWBLj9i+EqHZriRFnXHAspcHioQ5NREREREagdIrxPQecCawwxtyEt3yqy3Ila+2LfYjjd8CjQHf3ngU8aq1t6nDtAeBvwNnAe30Yb1hZtfk5br8wSLzD26yI72R18xpmZ84ausBEREREZERKJ8l4ssOf/wC4e7Q7bdf86QRgjDkNOBUwQHiPtkxgIrC643VrbdQYsxE4OJ2xhqP3mt/npoPXEA86na4nSHBN2XVcNeZKJRoiIiIiMqjSSTK+0t+DG2MiwA3Az6y1ZcaYSXt0ycdLXmq7ub0GKOzr2MlkEmttX2/vs+bmZoB+GXsTW7jTuYd4DwvYYm6MX22/lotTFzAZ1coYSv353uXAofc+Mum9jzx65yPTUL/3ZDI5JOP2Vq+TDGvtbQMw/n/i7bf4vwF49rC2iS3c6buXuLP3/8DiToI7ffcq0RARERGRQZPOTEY7Y8x0oBh4z1pb18dnTAR+CFwMZBljAHLbmjONMXl8NIOR380jCoBNfRkbwO/30zbmoNqd7e7r2L/f/Gfiid4d9hV3EiwOP8kNkwbk9GHphf5673Jg0XsfmfTeRx6985FpqN/7qlWr9uvZjLQqfhtjzjfGbAbW4m3SPqLtepExZr0x5vw0HjcZbw/G/XhLn2qAt9vabgJ2WWubgS3ssffCGBMGpgJr0ol/OLmi+DJCbu9yxJAT4oriywY4IhERERERT6+TDGPMmcA/gHLgZ3h7JQCw1lYCFm9WordWAZ/c49cX2tp+AZzU9ufFwDltm8B3OxcvQXksjfGGldmZs/j62jkEY3vuv+8s5IS0+VtEREREBlU6y6V+DCwDjsXbcP3TPdqXA1/r7cOstbXACx2vddj4vcZau7Ttz78Bvgg8aIy5FhiLV3X8Hmvtu2nEP+yMf20rl6yMc9sXIySdVJd2JRgiIiIiMhTSWS41D7jbWtvTj853ACX7HlJn1toteLMaGXi1NH4D3Al8tb/HOpDEysuI79jO1Iowk8JdN3QrwRARERGRoZLOTEbsY/pPABr2JRhr7WY6LMPqcP0N4IR9efZwU//SCwBkzj+SHfF3AAg5QWJuXAmGiIiIiAypdGYyluPtheiird7FJcBL/RGU7J2bSNDwsrearOa4mbS4rRQFRnPVmO8xOjBKCYaIiIiIDKl0koxfAAuNMXcDR7ddm2SMORd4BRgP/LKf45NuNL6+jGRdLcGx41g1qgqAeZlzmZ05ixsmXasEQ0RERESGVK+TjLaN2J8HTsbbGwHwF+ABYCLweWvtyn6PULqoe/5pAPI+dQbLGlcAcEz2UUMZkoiIiIhIu7SK8VlrHzDG/BM4FZiBt39iA/CUtbZxAOKTNsmmRhpXLCdeWUHregs+H1WHjmNnZSV5/lxmZagAkIiIiIjsH9Ku+G2tbQEeGYBYpBuu61L90L3ULlkMPh9uNLq7gWXvPgClcFTWfHxOWnUVRUREREQGTNpJhjGmAG/J1OS2S5uAZ6y1Nf0ZmHiqH7qX2icex43HOze4Lm+56wCHOdqDISIiIiL7kbSSDGPMfwA/wau23fGo2VZjzM+ttb/oz+BGumRTI7VLFndNMIBdBQ5lQcY2AAAgAElEQVTbxziEou7/396dx8lR1/kff/WcOYYc3DfEAB+TcC43olwqcioucnggXqjrxSGiyA8QFTe7i5FdEEVQUAFBBLkERUBYlSOAXCF+FgJJIITcISSTZGa6+/fHtzo0nZ7prpnqrpme9/PxyKOnq75d9emurk596nuxCzukEJ2IiIiISHlVt7Exs7OA7wPTgRMJk/PtFv39OPDdqIwkZOX0R6Gp/CH6x67NAEyaBd2PP1nPsERERERE+hSnJuMrwP3A+0pm/X7WzH4H/Dkqc0mC8Q1r2TeWv9UHo0hPM0zfIyQZez3RTfZfltc7NBERERGRXsXpLbwpcEtJggGAu+cIQ9luklRgAs1jx5Fpb19v+bOTm1jVkWHz13NMeL2V5rHjUohORERERKS8OEnG08COfazfAXh2YOFIsY6994Vcbr3lj+8RKqD2ezxLJpejY+/91isjIiIiIpKWOEnGWcApZvZpM2suLDSzZjP7LHAKcEbSAQ5nzaM7GHfE0WTa2tYtWzw+w5xtm2jtyrPriy2MO+JomkePTjFKEREREZG367VPhpndX2bxMsIs3/9pZi9HyyYA44CXgO8BhyUd5HC24XEn0L1oESsf/itkMvhOIb+b/EKezQ49ig2POyHlCEVERERE3q6vjt/vANbrfwHMjR43ih5XRP9aeGvuDElIJpOhZcPwUY+cNIW5+60AFrL/Aaey0SaHphuciIiIiEgZvSYZ7r59HeOQPnQ+8xQAGxx5JLNGXgl52HX8HilHJSIiIiJSXpw+GZKCnmVL6XplDpm2duZs28Ka/Bq2btuKDVvGpx2aiIiIiEhZsWb8LjCzDmA8b5/1GwB3n7v+K6S/Op97BoCRkybzTM9sAHYeOSnFiERERERE+lZ1kmFmI4ELgE/zVn+Mcpr7WCcxFZpKjdpld57pDDN77zSir5GERURERETSFacm46fAx4HHgOsATTNdY/lsls4ZYeqRnp0n8s+Vv6GFFnYfvWvKkYmIiIiI9C5OknEc8Gt3P6VWwcjbrXnpRXKdq2jdfAueHDmX/Mo8u4yawqimkWmHJiIiIiLSqzgdv1cDf6tVILK+4qZS01c+AcC+HXulGZKIiIiISEVxkoybgffXKhBZX6HTd26XnZixeiZNNLHXaA1dKyIiIiKDW5zmUmcBN5vZr4CrCJPyZUsLaXSpZOR7elj7yhwAnt1yJbnlOXYZOYWO5o6UIxMRERER6VucJKMHeBH4MvDRPsppdKkEdM2fBz09tG62OQ+ueRSAAzfYP+WoREREREQqi5NkXA58BpgOPIxGl6qpzhnPAbD6nVvzwprnaM20sm/H3ilHJSIiIiJSWZwk4yPA9e7+iVoFI29Z/c/nAfDdQvOo3Uftwoim9jRDEhERERGpSpyO3z1odKm6yGezrHnhnwA8M34xAHuP3jPNkEREREREqhYnybgFjS5VF2tnv0Ru1Sq6t92UmdmXaKKJfxm9W9phiYiIiIhUJU5zqf8Bfmlm1wFXotGlambNy7MAmL3XpuRYwZSRkzSqlIiIiIgMGXGSjGeix92Bk/oop9GlBmjtyy8BMGfrUNG088jJaYYjIiIiIhJLnCTjIiCf5M7N7HDgW8BkYCzwOnAvcKG7v1pUbg9gGrAP8CZwPXCuu69OMp7BYu3skGS8PGYFADuN2CHNcEREREREYqk6yXD3C2uw/w2Bx4D/BpYAOwLnA+81s8nu3mlm2wL3E4bO/SCwFXAJsCnwsRrElKrc2jV0vTaPrhHNvMJCmmhi4ogJaYclIiIiIlK1ODUZiXP3G4AbihY9aGZzgT8ChwB3AWcDXcBx7r4KwMy6gOvM7Afu/lydw66ptXPnQD7Pgl02JccyJrRvx4imEWmHJSIiIiJStaqTDDM7v4pieXf/7gDigVCjAWHIXICjgdsLCUbkd8DPgWOAhkoyul6bB8CrO4wClrGjmkqJiIiIyBATpybjwj7W5YFM9Bg7yTCz5iiWHQlNoZ4FHjCzUcB2wIzi8u6+1sxmEfpy9Es2m8Xd+/vyfuvs7ATodd+Z52fQBPzf+JBTbbBsFL60/nFKsiodd2lMOu7Dk4778KNjPjylfdyz2fUGeR1U4vTJWG9ODTNrAiYCpwN7Akf0M44ZgEV/Twfe7+5dZrYxIXlZXuY1ywh9OhpKZsF81rTD7HFvAjAhv326AYmIiIiIxDSgPhnungNeAL5kZrcCPwQ+1Y9N/SuwASHR+BbwJzM7cCCxVdLc3IyZVS6YsEK229u+X1qyiH/u2ER3U5Yd2yey1zaa6bsRVDru0ph03IcnHffhR8d8eEr7uD/11FODujYjyY7ffwK+158XunuhOdQjZnY/MBs4DfhxtHxcmZeNB17uz/4Gq+ybK8i9+SavbBc6eu/VsUfKEYmIiIiIxLdeE6gB2BpoG+hG3P0VYBGwg7t3AnMo6XthZu2EZlozB7q/waTr9fkAvLptKwA7tE9MMxwRERERkX6JM7rUtr2sGg8cCpxBmEhvQMxsJ2AzYFa06E7geDM7PUo6AI4D2oE7Brq/waT7tXl0tcL88d3R/BjvSDskEREREZHY4jSXmk3vM35ngAeBf4uz86gfxxPAM8BKYArwdeAV4Oqo2H8CHwduMbNLgC0JI1Dd6O7PxtnfYLf21VeYt0WGXBNs374NI5ra0w5JRERERCS2OEnGp1k/ycgTRnl6wd3/2Y/9PwKcSJhwrwWYC9wMTHX3pQDuPsfMDiN0Kr8deBO4jtBBvKF0zZ/HK1uFFmw7qqmUiIiIiAxRcYawvSbpnbv7VGBqFeWeAA5Kev+DTfeC13llUpRkjFCSISIiIiJDU5Idv2UA8j09dC9exNytlGSIiIiIyNAWawhbMxsLnEwY2WlDQl+MYnl3/0xCsQ0r3YsXsmQ8rOrIsEFTB5u3bpZ2SCIiIiIi/RJndKmDgd8DY4AVhL4YpXrrGC4VdC9YwAsTQy3GLqOmkMmU5m8iIiIiIkNDnJqMaYTE4iB3f7pG8Qxb3QtfX9fpe/LISSlHIyIiIiLSf3H6ZEwCfqQEoza6X3+d1zYPtRfvaN8+3WBERERERAYgTpIxjwRm9Jby3lz6Gks2ytCcb2Kb9q3SDkdEREREpN/iJBmXAp8ys5G1CmY4m5t9jXwmw9ZNm9GaaU07HBERERGRfovTJ2M5sAr4p5n9ApgDZEsLufsvE4pt2Mj39DB35BtAC+8YpaFrRURERGRoi5NkXFP09/m9lMkDSjJi6l6ymNc2C/0xJox6R8rRiIiIiIgMTJwk45CaRTHMdS94nYWbhCRju7ZtUo5GRERERGRgqk4y3P3BWgYynHUtWsCiLUOSsXXblilHIyIiIiIyMHE6fkuNLHpjLt2tGcb0tDO6eXTa4YiIiIiIDIiSjEFgwerXANgkPy7lSEREREREBk5JxiCwsGcJAJu2bpJyJCIiIiIiA6ckYxBY3LQCgM1HaxI+ERERERn6lGSkLLe6k6UdYbqRTUcpyRARERGRoU9JRsp6li5l+dgwspSaS4mIiIhII+h1CFsze09/NujuD/U/nOGnZ9kS3hgTkoyNWjdKORoRERERkYHra56MvxBm8C7IlDzvTfNAAhpuupYtYcVm4e+NWsanG4yIiIiISAL6SjJKZ/huA6YCY4CfAh4tfydwGvAGcE7SATa6ZSvmk9siQ0d3G62Z1rTDEREREREZsF6TjNIZvs3s3wm1Gbu6e2fRqtvN7MfAX4FDgT/XItBGtbRzEQBj8yNTjkREREREJBlxOn5/Ari2JMEAwN1XAtcAn0wormHj+fZ5ALQ0t6UciYiIiIhIMuIkGeOBjj7Wj4nKSJVmdM7kHgs1Ga80L2ZG58yUIxIRERERGbg4ScbjwFfMbKfSFWZmwJeA6UkF1uhmdM5k6vxpZKNu8jnyTJ0/TYmGiIiIiAx5fXX8LnUm8ADwnJn9kbc6fhtwOLAWOCvZ8BrTy8zh+vk305XvetvyrnwXU+dP45wtzmDKqEkpRSciIiIiMjBV12S4++PAXsBtwMGEpONMwihUtwF7R2WkDy8zh+uablovwSgoJBqq0RARERGRoSpOTQbu7sBHzKwJKExPvcjdc4lH1oBmdM7kuqab6M709FlONRoiIiIiMpTFSjIKoqRiQcKxNLwrFl5VMcEo6Mp3ccXCq7hs+0tqHJWIiIiISLLidPzGzN5hZr80s3lm1mVmh0bLNzazn5vZPrUJszF8cdPP0pqvLq9ry7TxxU0/W+OIRERERESSV3WSYWaTCCNMHQs8CzQX1rn7YmA34PNJB9hIpoyaxMdyJ1RMNNoybWoqJSIiIiJDVpzmUj8AVgL7At3AwpL19wDHV7sxMzse+BiwJ7AxMBu4Fpjm7l1F5SYAlxJmE+8CbgfOdPelMWIfNCawHR/LncD1LeuPLgVKMERERERk6IvTXOog4HJ3nw/ky6yfA2wZY3tfJwx7+w3gSOBXwAXRIwBmtgFh2NwtgROBL0Rx3G5mmRj7GlQmsB3nbHEGLdm3vwUlGCIiIiLSCOLUZLQDb/SxfiwQZ5SpY9x9UdHzv5hZHviBmZ3t7nOB04AtgHe5+zwAM3sV+BtwFHBnjP0NKlNGTeL9MzfkDzsvAZRgiIiIiEjjiFOTMRM4oI/1xwBPV7uxkgSj4Inocavo8WjgoUKCEb3u74SmVcdUu6/BavQb3QC006oEQ0REREQaRpyajJ8AV5jZ3wiT7wHkzWxD4HvAu4CPDjCe9wBZ4IXo+WTghjLlno/W9Vs2myVM+1FfnZ2dALg7y1gFwF6rp9DyShNO/eOR+ig+7jJ86LgPTzruw4+O+fCU9nHPZrOp7LdacWb8/hlwGXAF8FK0+FZgEaGvxDR3v7G/gZiZAWcAv4hGqwIYDywvU3wZsGF/9zUo5POsags1GR0tY1MORkREREQkOXFn/D7dzG4ATgJ2AjLAi8AN7v5wf4Mws40ItSOvAGf1dztxNDc3E/Ka+ipkuztuvx03e+g/P3GrnbAx9Y9F6qdw3NP4zkl6dNyHJx334UfHfHhK+7g/9dRTg7o2I/aM3+7+KPBoUgFEI0jdDXQAB7j7iqLVy4BxZV42HhiSQ9gWdC1cyOoR4e/mGbPI7robzaM70g1KRERERCQBcSbje8nMju1j/dFm9lJv63t5TTuhBmMi8P5oRKliMynf92JytG7oyefJPHgfr37nXDpHhiFsu++5j9mnf5Elt9xIPl9udGARERERkaEjzuhS2xNqG3rTAWxX7cbMrBn4DbAPcKS7P1+m2J3AQWa2ZdHr9otiuaPafQ0mmYfuJ/PYw9DTw+qRYdnIFV3ku7tZfs9dLL31pnQDFBEREREZoLjNpfq6zb4T8GaMbV0OfAg4H8hEyUPBrGiI2yuBrwC3mdmFwChgKvAwQ3COjOyqlWQe+zuZnh6AdTUZo1aHjzXf1cXyu+9k3OFH0zx6dGpxioiIiIgMRJ9Jhpl9Evhk0aLzzOxzZYqOB3Yh9K2o1geix4uif8U+BVzj7ivM7FDgUuBGoJtQg3GGuw+5dkUrpz8KmZBYZJtg7YgMmVye9jVFhZqaWDn9EcYefFg6QYqIiIiIDFClmoxxwITo7zywCaE2oVgeWAX8Cvh2tTt29+2rLDeLMCnfkJd9Yzl0h2FrC52+R655e5u1fFdXKCciIiIiMkT1mWS4+6WEWgTMLAec7u7X1yOwRtQ8dhy0tkJ3N6tLmkoVZNraQjkRERERkSEqzmR8TUowBqZj730hGj2qs9Dpe3VJoVyOjr33Q0RERERkqIozupQMUPPoDvL7HEC+pbVsTUamrZ1xR6jTt4iIiIgMbbFGlzKz9wJnA3sS+mtkSsu4e3MyoTWm/HsOBaBz1d+AUJORaW+HXI5xHziSDY87Ic3wREREREQGrOokw8yOIkyc58BNwBeA6wm1IR8iTI53ew1ibCyZDPmDDqNnxkvAYsaM24KNTz6cjr33Uw2GiIiIiDSEOM2lzgWeBnYnzG0B8HN3/yiwG2GCPE80uga2qrkLgI223omxBx+mBENEREREGkacJGM34Dp37wZy0bJmAHd/AbgC+Gay4TWuQpLR0TYm5UhERERERJIVJ8nIAiujvwuPGxetn02Y9Vuq0NkS5svYoG18ypGIiIiIiCQrTpLxMjARwN27gBeA9xetPxhYmFhkDW5VaxaADdo1J4aIiIiINJY4Sca9wEfMrDCi1JXAJ83sPjN7ADiZMOu3VJLP09keWpyNGaGaDBERERFpLHGSjIuBjxCNSOXulwDfAsYDGwAXAt9JOL7GlO2hM5onY4O2sSkHIyIiIiKSrKqHsHX3ZcATJcumAlOTDqrhdXWxekT4s6NJo0qJiIiISGPRjN8pyHetpbst/D2iaUS6wYiIiIiIJKzXmgwzO7+3dX3Iu/t3BxDPsNDTvZp8JkNzFpoyyvNEREREpLH01Vzqwn5sLw8oyaigp3s1AK3ZTIWSIiIiIiJDT69JhrvrFnuNdPesAaAtq49YRERERBqPrnJT0JMNSUZrTh+/iIiIiDQeXeWmoCcbNZfKN6cciYiIiIhI8qoewtbMXib0uehL3t0nDiykxtedXQtAm5IMEREREWlAVScZwIOsn2Q0A+8A9geeAZ5KKK6G1p3vBqAtH+fjFxEREREZGuJMxndqb+vMbF/gLuD0BGJqeN10AdCqJENEREREGlAifTLc/VHgKjT7d1V68j0AtMWqSBIRERERGRqS7Pj9MrBrgttrWN1EzaVoTTkSEREREZHkJZlkHA0sTXB7DauHUJPRqiRDRERERBpQnNGlzu9l1XjgEEItxgVJBNXoujNRc6mMkgwRERERaTxxOgVc2MvyZcALwKfc/doBRzQMdEc1GW1NSjJEREREpPHEGV1KE/clpFCT0Z5pSzkSEREREZHkKXFIQU9TFoC2pvaUIxERERERSZ6SjBR0Z5RkiIiIiEjjitPxOwN8Hvg0YZbv8WWK5d1dkz9U0NOUA6C9WUmGiIiIiDSeOAnBD4GvAq8B/wssH+jOzWxr4JvAPsBuQJu7Z8qU2yTa/9FRzPcBX3X3uQONIQ3dUZLRpiRDRERERBpQnCTjk8DdwAfdPZvQ/ncAjgemA48BB5YWMLMm4C5gI+BzwFrgIuA+M9vV3VcnFEvddDcXkoyRKUciIiIiIpK8uE2b7kgwwQB4yN03BzCz8yiTZADHAXsD+7j79Kjs08As4DPAZQnGUxeFmoz2lhEpRyIiIiIikrw4Hb/vITRrSoy756oodjTwYiHBiF43F/grcEyS8dRLT3MegPYW1WSIiIiISOOJU5PxVeBeM/sucBUw193ztQnrbSYDM8osfx44tr8bzWazuHu/g+qvzs7Odc2lFi1Ygr9Z/xik/jo7OwFS+c5JenTchycd9+FHx3x4Svu4Z7NJNi5KXpzJ+Bab2W+Ai4FzAcystFgtRpcaD8wss3wZsGHC+6qL7ubw2KohbEVERESkAcUZwvb7hJGgXgMeJ4HRpdLU3NxcLkmqOXenuycPZNhxh3eyxeht6h6D1F/hLkca3zlJj4778KTjPvzomA9PaR/3p556alDXZsSpdfgcyY8uVY1lwLgyy8cDS+sYRzLyeXqiT71NfTJEREREpAHF6fjdRvKjS1VjJqFfRqnJlG9GNbjlcnS3hj/V8VtEREREGlGcJOOPwL61CqQPdwI7mtmehQVmtg1huNs7UohnYHp66C7UZGRa041FRERERKQG4o4u9Yeob8aVJDS6lJkdH/05peT5bHd/HLgVeBK40czO4a3J+OYCVw90//WWy3aRbcmQyUOrkgwRERERaUBxkoz5QB7YndABPKnRpX7by/NrgVPdPWtmRwDTCElFM3A/8GF374y5r9T19KwFoKUHMplMytGIiIiIiCQvTkLwS0KSkSh3r3il7e4LgY8lve80dGfXANCaVYIhIiIiIo0pzjwZp9YwjmGjOxdqMtp6lGSIiIiISGOK0/FbEtATJRmqyRARERGRRhVnMr5Tqinn7r/sfziNr1CT0ZpTficiIiIijSlOn4xr+lhX3FdDSUYfunNdgJIMEREREWlccZKMCWWWNQMTga8BGwOnJhBTQ+vJdwPQlmtOORIRERERkdqI0/F7Ti+rXgLuNbMHgNOAM5MIrFF1E5IM1WSIiIiISKNK8kr3d8BHE9xeQ3oryVBNhoiIiIg0piSTjLHAmAS315ByZAFoyasmQ0REREQaU9zZuddjZmOBQ4GzgEcGHFGDy+VzADRp9GARERERaVBxhrDN0fuM3xlC34wvJxFUI8vmewBoUZIhIiIiIg0qTk3GRayfZOSBZcALwL3unk0qsEaVI9RkNCvJEBEREZEGFWd0qQtrGMewUeiT0ZRRx28RERERaUwVb6eb2Wgz66hQpsPMRicXVuNa2L4KgBVtXSlHIiIiIiJSG30mGWY2mdAc6hsVtvMNYKmZ7ZhUYI1oRudMntx0PgDPjF/CjM6ZKUckIiIiIpK8SjUZXwJeI/TH6Mt3o3Lq+N2LGZ0zmTp/Grmm0K0l15Rn6vxpSjREREREpOFUSjLeC9zk7j19FXL3buBG4PCkAmskhQSjK//2JlJd+S4lGiIiIiLScColGdsCXuW2XgC2G1g4jae3BKNAiYaIiIiINJpKSUY30F7lttqi8hKplGAUKNEQERERkUZSKcmYBexX5bb2j8pL5IqFV1VMMAq68l1csfCqGkckIiIiIlJ7lZKM24ETzGzXvgpF608AbksqsEbwxU0/S1umraqybZk2vrjpZ2sckYiIiIhI7VVKMqYBi4H7zOwUM2stXmlmrWZ2CnBvVO5HtQlzaJoyahLnbHFGxUSjLdPGOVucwZRRk+oUmYiIiIhI7fSZZLj7cuAIYCXwC+ANM/uHmT1oZk8Cb0TLVwNHRuWlSKVEQwmGiIiIiDSaijN+u/uzwC6ECfceB7Yh9L/YFngiWr6Luz9TwziHtN4SDSUYIiIiItKIWqop5O4rgUuif9IPhUTje69OJd8EzfkmztlSCYaIiIiINJ6KNRmSnCmjJrHd4hEAHNG5mxIMEREREWlISjLqbGRX+Mi3yW+SciQiIiIiIrWhJKPOcpk8AM2ZqlqqiYiIiIgMOUoy6mxdktGkJENEREREGpOSjDorJBktzUoyRERERKQxKcmos2wmB0CTmkuJiIiISIMaEle6ZjYBuBQ4FOgCbgfOdPelqQYWU3bVSnK5LAA9s14iu+1Kmkd3pByViIiIiEiyBn1NhpltADwAbAmcCHwBOAi43cwyacZWrXw+z5JbbmT26V8kl+8BoHP6o8w+/YssueVG8vl8yhGKiIiIiCRnKNRknAZsAbzL3ecBmNmrwN+Ao4A7U4ytKktvvYnl99xFvrubXFOY9btpbQ/57jzL77kLgI0+fGKaIYqIiIiIJGbQ12QARwMPFRIMAHf/OzAbOCatoKqVXbWS5XffSb6rKzyPPvGm0DWDfFcXy+++k+yqVSlFKCIiIiKSrMxgb6pjZguAG9z99JLldwFj3P3dcbf5xBNP5ID6NLXKZqGnBwifc1dbhlwG2rvyZNZ99BloaYHm5rqEJCIiIiINIb/nnnsOykqDodBcajywvMzyZcD2/dxmjlCLs6Kfr69ePt8O+RGFp21d5ZK6POTza4C1NY9HRERERBrBGMI17aA0FJKMxO25557D8n2LiIiIiNTDoKxeKbEMGFdm+XhgSA1hKyIiIiIyHAyFJGMmMLnM8snROhERERERGUSGQpJxJ3CQmW1ZWGBm+xH6Y9yRVlAiIiIiIlLeUBhdagzwLLAQuBAYBUwFXifMnTG434CIiIiIyDAz6JMMADObCFwKHAx0E2owznD3JWnGJSIiIiIi6xsSSYaIiIiIiAwdQ6FPhoiIiIiIDCFKMkREREREJFFKMkREREREJFFKMkREREREJFFKMkREREREJFEtaQcwXJjZBMIwvIcCXcDtwJnuvjTVwKRPZnY88DFgT2BjYDZwLTDN3buKylV1fM1sD2AasA/wJnA9cK67ry4pdxjw78DOwCLgZ8DF7p5N/l1KJWbWAjwJ7AJ8wt1/XbQu0WNqZicB5wE7AK8AP3T3K2r01qQMM/swcDawK2HY9OeAz7v7jGi9zvcGY2YfAr4JTCIc0+nAee7+ZEm5RM9jM/sKcDqwFfB/wHfc/XfJvjsxs60Jx3cfYDegzd0zZcptAvwQOJpwjXwf8FV3n1tSTr8BVVBNRh2Y2QbAA8CWwInAF4CDgNvNbL0vuQwqXwfWAt8AjgR+BVwQPQLVH18z2xa4n/CD9EHgHOAU4KriHZrZXsAfgBeAo4D/As4FLqrFG5SqfA3YpHRh0sfUzI4FbgD+DBwB/Bq4zMw+l+zbkd6Y2deAG4GHgGOAjxIuNEZG63W+NxgzOxy4BZgFfAQ4DdgIuM/Mtikql+h5HCUY04BfAB8AHgR+G8UjydoBOB5YADxWroCZNQF3AQcAnyOc+9sRvgcji8rpN6BKqsmoj9OALQgzlM8DMLNXgb8RvlB3phib9O0Yd19U9PwvZpYHfmBmZ0d3N6o9vmcTfmyOc/dVUbku4Doz+4G7PxeVuwBw4OPungPuN7MO4Hwz+6Emoayv6A7YBcCXCbVYxZI+pt8H/uDup0fPHzCzrYDvmtnPh/pdrcEumvj1PwiTvV5WtOoPRX/rfG88HwfmEGopcwBm9kS07CjgJ1G5xM5jM2sDLgR+6u7fi8r9xcwsev0fa/mGh6GH3H1zADM7DziwTJnjgL2Bfdx9elT2aULy+Rmg8Jug34AqqSajPo4mfMHnFRa4+98JTW+OSSsoqawkwSh4InrcKnqs9vgeDdxe+LGJ/I5QU3IMQPQfz/uAGwv/2UWuA9qB9/f7zUh//YhQFf5QmXWJHVMz245QVX59yT6uAzYjVLdLbX2a0DzqZ32U0fneeFqBlSXHYEX02AQ1OY/3BzbspdyeZixltDwAAA4HSURBVLblQN6QvF3JMevN0cCLhQQjet1c4K+sf27rN6AKSjLqYzIwo8zy56N1MrS8B8gSqjahiuNrZqMI1a5vK+fuawl3SQrfg4mEH5bScnOATvR9qSsz+wDhR/7sMuuSPqaFx9Lv0vMl66V2DiC6o2hms82sx8xmmNkJRWV0vjeeq4FJZnaWmY2Pai8vA+YDN0Vlkj6PK5Wb1I/3IQNT7bWafgOqpCSjPsYDy8ssX0a4kyFDRFSVfQbwC3dfHC2u5viOAzJVlBsfPer7kjIzG0G40PiOu88vUyTpY9pbuWXRo4597W0B7AT8APgOoZ38M8CNZnZIVEbne4Nx93sJTWXOB5YSOmofCBxW8jsPyZ3HhXJvVCgn9VPttZp+A6qkJEOkSma2EXAb4T+gs1IOR2rvXEJ72v9OOxCpmyagAzjN3X/h7n8mdP58jjBSkDQgM9sP+CWhs/Z7gQ8B84A/mNkWacYmMpQpyaiPZYSsttR4wl0TGeSi0STuJlyAHO7uK4pWV3N8C3cpKpVbVmU5qaGoXfU3gP8HjDazccCYaPUoMxtL8se0t3KFO1069rVX+Iz/XFjg7nnCCDE7R4t0vjee/wEedfcvuPt97n4bYVSocbx1Qynp87hQbmyFclI/1V6r6TegSkoy6mMm5dvVTY7WySBmZu2EGoyJwPtLx8umiuPr7p2EkUreVi7a9kTe+h7MItw9Ly23HTAKfV/qZQKhnezNhP8ElgFPR+t+CiypwTEtPJZ+lyaXrJfaKdfOumBE9KjzvfFMIcyDs050I+lFYMdoUdLnsc73wafaazX9BlRJSUZ93AkcVDxaRFQ9uz1wR1pBSWVm1gz8hjAiyJHu/nyZYtUe3zuBY6MOYQXHES5m7wCIJvi7FzgxGrO74GTCD9GfBvqepCpPAYeU/Ds5WncxcFj0d2LH1N1nEy5yT+btTgYW0svY7pKo26LHdSO6RMfsMMLkbKDzvRHNJky4uo6ZjSHMrfAy1OQ8/jvh5kW5ck+6+2sDeUPSL3cCO5rZuu9CNE/Kgax/bus3oAqZfD6fdgwNL/qxepbwA3MhITudCrxOGGdZB2GQMrOfAJ8ndAi8t2T1LHdfVO3xje5MPA08AlxCmMjnEuDP7n5S0T73IQyZdxNh1JOdo+39t7t/szbvVCoxs+0JFxzrZvxO+pia2XGEScGmEYbNfQ9hDPUvuXthrH6pkWgirQcJdxW/Reh/9RnChcFh7v6gzvfGY2b/BlxOGLr4ZkKz2LMIicce7j4zKpfoeWxmpxMmXruAMMfChwnz8Rzl7nfX8C0PS2Z2fPTnvwInESZeBJjt7o9HNxUfIzRhO4cw1OxF0fNdotqJqq/p9Bugmoy6iKpdDyXMNHkjcCXRuMtKMAa9D0SPFwEPl/w7Cqo/vtGQdIcRZg6+HfhPwljYny7eobs/Fm37nYR+IOcQfnC+XYs3KP2X9DF191uBjwGHEybjOgX4qhKM+ojO12MJF4g/INRsbAMc4e4PRmV0vjeeKwjJ5F6EeQx+AqwCDi4kGJD8eezuPyIkM5+Jyh0KnKgEo2Z+G/07qeT5lwGiyU6PAB4lXOzfQLjRcFghwYjK6TegSqrJEBERERGRRKkmQ0REREREEqUkQ0REREREEqUkQ0REREREEqUkQ0REREREEqUkQ0REREREEqUkQ0REREREEqUkQ0REREREEqUkQ0REREREEqUkQ0TWMbNTzSxvZtunHYtIMTO7sJ7fTZ0LIiID05J2ACJSW2aWr7LotcBfahhKzZjZ7sCHgGvcfXbK4YiIiAx7SjJEGt8nSp5/GDgOOANYXLR8FvAY8BtgbX1CS8zuwAWEJGl2qpFUycyOBR5z99druI89gJ8Ax7v7K7XaT5n9XgR8HfhfwnesAzgW+D9gOtAG/AuwHTDC3bP1ii2GXzHIz4U0P+dK3y0z+yqwE7AQmAz8P3d/odr1SW1DRNKjJEOkwbn7r4ufm9kOhCTj973c9R+MF3wNxczaCBew7wUSTzLM7BjgX4E8sA/QnPQ+Ktgf2MndX43ieTfh4ver7v7HaFkb8MBgSzDMbLS7r4riGlSxlVH3z7ma75aZfQY4CTjQ3XNmdgTwRzOb7O5rKq1Pahsiki4lGSKyjpmdCvwCmFBIQMzsQkItwa7AlwkXGC3Ab6PnzcB/AR8BRgK3Al9w91VF2x0NfBs4EdgaWAL8Hvi2uy+rENNo4HzgeGAroBN4AbjE3W8qig/gATMrvPRT7n5NnP0XbWt34HTgg0ArcDfhwu31amLq6/1E9ooep1dRNjZ3vwO4w8wOBk6txT56E93h/k3hwjdyENAD/K0oxi4ze6QfuxhtZpcDJwCjgQcJ37c5JXFsBXwfOAIYR6ipuxK41N3zUZkLCcd7N+DfCLV8mwCZXs6FvpoeHuLuf+nHvneO9t3n+ylVh8+5rCq/W+cBU909Fz2/h/DbcBJwTRXrk9qGiKRISYaIVOuXwBzCxfW7gM8Cq4EdCE1KCss/DswHvgFgZu3AfcAUwoWWE5o4fAnYz8z2d/e+mqT8GDg5enwOGEO4KNwfuAm4BdgCOA24GJgZve7vA9j/tcBSwkXgxKjsJDPbKypbKaZKDgQecffuKsoONYcRmtEUOwh4wt1Xlix/ox/bLxyb7wCbA2cCvwbeXShgZhsRjv9mwOXAy4Q7/NOA7QkJZLHrgAXARcCGfey7tOkhwDmEpjqL+7nviu+nF7X+nPvFzHYivM/nCsvcPW9mM4D3mdnf+1oPXJPENmr09kQkBiUZIlItd/eTor9/HDW7+jLhbupHo+VXmNmOwKeJkgzga8AewH7u/o/CxszsL8AdhAu3q/rY77HAz9y99OKsENQzZvYwIcm4t3A3uUh/9v8G8L5CE5Po4uVKQmJ1eaWYehM18TgEOByYY2a/Bm5299/H2c5g5u7/VfzczFoIydflZcpe1I9dzHX3DxdtfzEwLWom83y0+BxgW+BD7n5bVO5yQu3V18zsp+4+s2ib84AjCrUMvSnT9PA0Qk3Et929cMEbd9/VvJ9ysdT6c+6vidHjipLlbxISg0rrk9qGiKRMQ9iKSLV+WvL8YSAD/KzM8o3MbEz0/GRCh/JXzGzjwj/gEWAV4Y5sX5YD+5rZNv2Muz/7v6ykDfs1hMTj6IHE5O5XE5KaZsKF6ccbKcHoxZ681QwoCaUX0YXtTixadiwhKb6tsCBKIKZGT48p2cZllRKMUmZ2IHAZ8Ft3v3gA+67m/VQj6c+5v8ZHj6tKlq+M1lVan9Q2RCRlqskQkWrNLXm+vMLy8YQ7jUZoK72ol+1uWmG/ZxFG+pljZs8A9xJqT56oJuh+7t/f9sS928xeAiYkENMUQvOqh8sGa5YBbiZcMFbjLHefUWXZNBwE5IC/JrS92SXPC31qips5bU/oR1OqUDMwoWT5rDgBRMnl7whN8z5VsjruvmeXPC/3fqpR8XOu03crW/JY0Eq45qi0PqltiEjKdDKKSLV6G52mt+WZose/Etqcl9Nnx293v8XM/kq4A/xeQlOss8zsvJI7yL0Z0P5rENOBwDPuXtrUo7DtPKFzfaN4D/BUb++3Hyp93/pjdbUFzWwUcBuhNupDxQMc9FNS76fi51yn71YhmS9tKTGacAOi0vqktiEiKVOSISK19iIwzt3/3N8NuPtC4GrgajMbCfwB+I6ZXRJ1xO6rqUt/9m/AM+uemLUS7kCvG6Wniph6826Su6s/qJlZEyGp+nmdd/0y8M4yyycVre+vq4FdgMPdvdx2arnvslL8nMt5KXrcrOhvCDUzL1axPqltiEjKlGSISK3dAHzfzE529xuKV5hZMzDW3ZeWe2G0vsPd142O4+6rzcyBg4ENCCNbFe4ml2uP3Z/9f9nMbinql3EqYSjSu2LE1Jt3AWdH+z8WmOPuTxfF1EjNpXYDxlL/fgJ3AGeb2THRkKuFz/UbRetjM7NvEYZIPd3d76/nviuo6nOux3fL3WdH58I7iZoERkn6zsDVldYntQ0RSZ+SDBGptR8CRwHXRRN5FTqMTyQ03TiP3oec3ACYZ2a3Ak8ThvrcgzDK05/cvTBj+ROE2oxvmdk4QvOXR6M7zf3Z/1jgXjO7hTBE75cIbeqvihFTbzYBno+a3Rzg7rcXr0y4SUtTyeM6ZvZ54FzCqFvz46yv9NoihxCOy//2ViCae+JBdz+477cSy1TCnCg3mdllhH4PxxBG9bq0ZHSnqpjZzsD3CPOhLDGzj5cUudfdF9Ri31Wo+DlD/b5bhBqVUwnzjECYA2QpcGOV65PahoikSEmGiNSUh9l5DyN0lj6ZMOHZGsKcG9cDvd0RhjDJ3WWEfg9HAe2EjuYXA/9RtI+XzexLwNcJo101EzrkvtzP/X+SMJ/BRYTOpL8nTMa3xsxy1cTUh4sJw+ourLJ8bGZ2EGF44X2jRXeb2T+Ai4qGRW0CRtB72/++1ve6zsy2JryvkcChUZlrzWwFcF5xEyMz64j+7CtRic3dl5jZAYTP+lRCR/uXCHNQ/Kifm92Y8L53JHT6L3UIsKBG+15PnM85SVV+ty4BxprZlYThgXcjNC9bVeX6pLYhIinK5POxRu0TEWlYRbMwr5vlWWrHzI4iNB/azd2fTTseERFJjubJEBGRtBxGGPpXCYaISINRcykREUmFu5+ZdgwiIlIbqskQEREREZFEqU+GiIiIiIgkSjUZIiIiIiKSKCUZIiIiIiKSKCUZIiIiIiKSKCUZIiIiIiKSKCUZIiIiIiKSKCUZIiIiIiKSKCUZIiIiIiKSKCUZIiIiIiKSqP8PC6EPvZTbZV0AAAAASUVORK5CYII=\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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 items in the legend.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAHvCAYAAAA1qWKVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xm8XPP9x/HXvTf7jVwJEcQefDSl1FLVEnvRIhprUHRBW0pbLaWKprZU6YLSKqKV2mOnilDU1p9KS/ChSBB7EpHVTebO74/vmeTkZGbunHvnztw7834+Hvcxd876/Z5zZuZ8zndryGaziIiIiIiIdLXGaidARERERETqg4IPERERERGpCAUfIiIiIiJSEQo+RERERESkIhR8iIiIiIhIRSj4EBERERGRilDwISIiIiIiFdGr2gkQqTQzOwq4Gljf3aeVe/muSIOIlJ+ZbQn8BvgsMBD4qrvfVoH9HkXi81/qtI5sW2qPma0HvA583d0nVDc16ek6rW8KPqRbiX0hAYx29zvyLHMjcCCAuzeUab9bAPsBE/RFKJ2RuIaTHnT33SqYHCnAzHoBtwBZ4GRgLvB/VU2USI3Rb6vko+BDuqtFwOHAcsGHmbUA+0Tz+5Vxf1sAZwIPA9MS8/4CXA98Usb91RUz+wrwDWBfYL67r1xk2euAQ4AHgH+5+2llTEd/4CRgVWAToA34ibv/t1z7iDkXeDEx7Z0u2I90zIbAesAP3P2yKqelkI589+j7SvIys88ClwMHuPubiXknABsD7wMjgZ+5+ytpl8mj0G+rrtM6puBDuqu7gH3MbJC7fxybfiChrdLfCDeyXc7dM0CmEvvqTsys2d3nl2Nb7n63mT0C3AjsaWbD3P29PPv8CrASMNXddy/HvhN+Blzu7m9E+zsHeMzMtnb3l8u8r/vd/eE0K5TzmEu7VoteP6pqKoroyHdPvX5flVstfRbNbB9gf0Ip3+eApsT8bxIe+Gzv7m1mthdwn5mNdPdFpS6Thq7T+qbgQ7qrG4DRwAHAVbHpXwPuBuIBCWZ2FnBmshpWKfVic+tGbx8ys9ysr7v7hDR1U2Pb2gL4fpSH3sC9wAnu/m6RddcFfgzsCqxD+GJ+GjjD3R+PLbdntL1D3P2GxDY+DTwP/NjdfxVNawZ+ChwMrAXMBG4DfurusxPp3hz4LjAGGAo0ROufQTgXw4EFwCvAhe5+Y7HjkfBFwtOuPYENgOWCDzNbCVgTWJ3wlKyszKwfcAKh1GxcNPl8QpWbE4Dj21l/E2BBLnApQ3rOosAxj+a3e96i5TYktFvYGVgI3ApcDPyH2HWf9jOS8rrZNMrDQUAz8A/g2+4+PbGvZuDUaLl1CTf+/xel6//SXtsFjutw4BxgL2Bl4FXgj8Bv3T0bLTMBODJa5WozuxqY7u7rFdlu0bSn2X+pkt89pXwWC31flZquUs9pGb8Xcvst9ftvNOE6XKF9jpltBvwX+JG7XxhLZ2e+/0pKVywNGwO/BUax7PP4uyhdqT9j0XKFPuMlcfc7gTvNbCfgqDyLnA6Md/e26P3fgP6EYGNCimWWU+y3NXpNtnHKLf8Zwvfx/oT71Jui903ArwgPIfsTjsO3k0Fiiee8rNevpKPgQ7qrDwlfbl8jCj6iH4EdCF9Io8u4r0nAGsAxLF9VZoUflhSuAWYRvkhHAMcBn4qesBcqZt6G8OMyCZhOqBr0TWBytN7z0XL3AzOAIwhBWtwRhB/HiQBm1hd4EPg04UbDCcXmxwGfN7PtEumZSAgKxgFDomm/B8ZGr88Dgwg/0tsRSjJK9QXgAkLguAHwRJ603wRcBvwyxXZL1UT4ERqYm+Duc81sJqEKTnteJNyA7VTi/lrMbNXEtI/cfUli2grHvNTzFm3/EaCFcDPyNuHH9JoS05hXB66b3PX+c0Lw+EPgWsLnNbfN/oSgcivgOsINWnO0zOcJN/IlX9sF0r0K4XM7DLiUEFTtC/yaUMXq+9Gif4j2c1qUv0eBeUW2W0ra0+y/ozr0Wexguto7p+X6Xsgp9fvvXkLgN5ZwQxl3KKEq5fVRvsvx/VdqujCz1Qifx4GEa+QdQiCzwuex2p/xWDo2JlwDS/Ph7lkzmwrsDkwoZZkCmy/22zqqSLL+TDjWZxAeWn2LEHRtSKimlZt+OOEYnxzLT6nnvNzXr6Sg4EO6s2uB681sLXd/CziM8KNzN2UMPtz9v2b2BOELMnVVmQLmALtHRctEX9J/JHyJXlpgnbvd/eb4BDO7HHgJOBE4Okpvxsz+AvwoXn3JzBoJx+jv7p5rW3AioSefz7v7s7HtPgzcSQju/hTb5Qxgr8QT2n2BK9y9szdOg6Kb/dcIwUc8n1sBLxBu7poIP7ZlFT0dWzex32ZC9ZtXy70/VrwxgnAjk2zUnO+Yl3reTiH8uH/J3e+Plvk9nS85SnvdvOHuY2LLfQj8OqqS8UI0+SRga+Bod4+v+0sza4DU13Y+pxCeTu/n7rdH615KOBcnmtkf3P1Fd38iukk5DXjC3a9t53i0m/Y0+29nX8V09LPYkXS1d07L9b2QU+r3X6uZ3QIcamYD3T0eNB4CPOLuM6L35fj+KyldkVMIAd6u7j45Wvb3hJvhpGp/xnNGRK8fJ6bPJQQcpS6zgmK/rWZWLPhwdz8k+v/3UcnP8cD17n5oNP0yM9uI0Jbw5Ni6pR7Xcl+/koLG+ZDu7A7Cl9th0fuvATe5e2v1klSyS3KBR2QCISDZu9AK7r4w97+Z9Y+eVjYSivi3Siw+gfDw4LDYtF0JxcfxJ2Jjo/XfNLNVc3/Ak8D8aJ1kupNVQz4CtjWztQulvT3Rk+MF0dvlgo/oxnKUuz8E7Ai8XKx6WpkdSniidlF7C7p7g7vvlGLbPyI8FYz/eZ7l8h3zUs/bPsALuZuSKJ1LCNU8OiPtdZMMqP8RvY6ITTuIEORdmdxZIv8TKO3azmffsLlwgx3b9vjo7T7trF9IqWnvqv3ndPSz2JF0tXdOO/29EJfy++86QrWb0bF1vkC4Ef5rbLlOf/+lTNdXgOdzgUe0fob8VaSq/RnPGRy9Jtu3zIvNK2WZcvpD4v0ThOqoV+SZvoqZDYpNK/W4lvX6lXRU8iHdlrsvMrObgcPN7EFC70RHt7NalzKzJkJd4Lg58R+oyHI3me6+OHriv36RbfchVNP6GpD8Qnw9sT03s8cJVVFyN85HEAKc22OLGuFH+oMCu10t8T5fCcBJhLYa083sv4SqMde7+zOF8pLH5wlf/hCCj8/F5h3OshuGUeQp9YieLt9MqOpSipPcfWqxBcxsZUID9OPcvStKPp4psRQt375LPW/rAffkmZ8vyEkj7XUzLfE+V199SGzaRoSSi6LtHlJc2/msR6iWk5QrfSn4+WtHSWnvwv3ndPSz2JF0TUu8T57TcnwvLJXm+w94iFDdZizLquEdCrQSvieWbpZOfv+lTNd65P885usRqtqf8ZxM4jWnN8vuEUtZppyS7eo+amf6YJaVypR6XMt6/Uo6Cj6ku7uWUKz6S8IX/T8LLFfopqCpwPSOWpsVf3C+TuE6r2n8llA8fSkhn7MJ9ZdPZfknyDkTgD+a2WcIN/RfBSb68j2PNACPEept5zM78T4ZROHuk8zsMcITuN0I5+MkMzvd3c8tLWt8kWVPUl8jVI/INYJd4u7vmdkAQtWW3+dJQ5bQ1qcsotKWq4Cfe/UH6FrhmJP+vJUizWck7f4L9VrT0XF4JtD+tV13yvRZLFXRc9oFaSn5+89Db0s3AMeZ2RBCYHog8DePNdSmDN9/adKVUld8xjsid5OerAnTzLKb+1KWKadC114p3zMlHdcKf5YkQcGHdHcPA28RGvydU+TJY64Hi8GJH58NCiyfVGovNO8Sqs/E5XvCboTeTYjS1ZvwdPHJPMvmHAL82d1PWG5DZuMKLH8D4YfxyGhfzaxYLeV/wMru/kCR/bbL3d8nVDm5MqpCdQ/wczO70As3oI8bEjsvrwNrRnXux7Ls6fZ2hCdpZW/vkcd5hJvZWyD0JuPu/6vAfktV6nmbRmhMmWR5pqX5jJTlukl4BdjUzBpKKEEo5drO53VCCWnSp2LzO6LUtHfV/pfq4GexS9JVhu+FuLTff9cRGsofSPgcrMbyVa6gPNdxmnRNI5SSJeX7jHbFZ7wjXoteh8X+h1DC9b8UyxSSqoe3Mij5nJf5+pUU1OZDurXoh/54wlOMZH3PuFyx9i65CVFVnRNL3FWuLmvR+qvuvsjdH0j85WsAe3xURSvnKEL3lncX2Xwbic+kmeV608mXlo8JIzQfSih9ecVX7PrxOsJN09jk+mbWFD01LChapiWx34WEIv9ehDE5iooCr3g7ndcI+TyW0Agx13XjKGCa5+nK1swazOwWM/tbiX+fLpKeY4Enc4FH5IgS8rGJma3T3nJlUup5uwv4tJntHpvfi9B1cFKaz0inrpsCbiQEOt/Ms83lSkhKvLbzuRPYxMK4BvFtnxyb3xGlpr2r9t/Zz2JZ01WO74U80n7/PU2oJjU2+ptHYlBaynMdp0nXPdH+4p+xJkJPS0ld8RlPzUM3t04sOI2+szclDPRa0jJFlPTbWkbtHtcuun4lBZV8SLcXNZJsr673/YSb2j+Z2acIxfD7AwNK3M0zhCc0p0ZtARYCT7l7R59UtgD3m9kkQveAxxHqV/+pyDq3A0ea2TxgCuGp5LcIJSuFvgwnENpMrE5ov5B0EaER5MToxiPXcG8E4ficTvEqYysBM8zsVsK4EbMIPYl8i1AH/sMi6+bsybK65RCe5LUBa7j7f2LTd6RAqUe5ql2Z2b6ExsP3m9lPosnNhLE/2pO2q93OKPW8/ZLQMPs2M/sdoRvOA8nfNibNZ6Sz100+FxKqT/3RwngDjwP9CEHnA8AlieUnUPzazmc8oW//G83sEsK1tg+wB2E8i472NFVq2rtq/9C5z2K501VyWswsC/yjhM4aOvL9dx2hx7KtgVvztL0rx3WcJl3jCZ/HO6LPY66r3VyD6HgpQFd8xtvTmHjNuYrwgOzq6P1BhHN6Q8pl8sn725o+6SUr5bjeRud/16QTFHxITXD3JRYGn7qE8OXyMeGH6Q/krxaVXP91MzuO0EPRFYR68F+n49UkjiRUCRhHqEp0G2GQwWI3uScSboLHRPt+jtCf+6EUvuGdTOgPfR1C47nlRI32dyU0rhsbbXtRtM5fo/WLWUA4prsRvtD7Ehr9nUs7Y3FY6AbxN4Qn7R+a2Qh3P9NDV5kPEAY8w8xOI4wdMAp41cyuBb5Z7mJvC73UXEe42d4lMfvgcu6rs0o9b+7+voUuK3/LsgEUJ7FskMH4Nkv+jJThusmXp4XRjfvPCNd17ublX+QfU6fotV1gHzMt9Hp0LuFGaRAh4Poh4VrskFLT3lX7j3T4s9gF6SopLWaWG1OnWPfIOR35/vsr4VpuZsUqV+W6jktOV9R2bUfCMf0+4TjdTKgy+Dixhxxd8RkvJErT8cC20aR7zexZYJyHbpMvJIxL9EdCd8ObA3v48oP3lbLMCor8tnaJEo9rhz9LUh4N2Wylq+OJ1C5bNkJru6Ohl3GfLwNvuXvyhlrqlBUYtbyn0bXds5nZVwhVujZ39+eqnZ5qMbMxhGqEXyyx+qBITVObD5EeLHrCsxHLisJFaoKu7ZqwK6H70roJPCw0XI6/70UoBfkI+HdVEiXSzajalUgPZGbbEhr7nUooLm6v3q1Ij6Bru3a4+w+rnYYq+IeZ/YtQPauF0D5jK+BH9d5VtEiOgg+Rnuk7hEGvpgLHeM8Y9V2kFLq2pSe7h9CG7EhC+4aXgG+5+5VVTZVIN6I2HyIiIiIiUhFq8yEiIiIiIhWh4ENERERERCpCwYeIiIiIiFSEgg8REREREakIBR8iIiIiIlIRCj5ERERERKQiFHyIiHQBM9vWzL5c7XR0lVrOXy3nDWo/f2npeIhUlgYZFKkjZrYe8HqB2T9z97MrmJxuxcyeAt4Bfu7uz3ZyWyOAo9z9O2VJXP59NAEXAKdVeuTkWs5fufJmZr2BNnfPxKb1dfdPov97dP6ibQ0G+hHuJRqBhmjWe0ArJebPzPYHPnT3f3Q2TWlV4lqO9lPy+S52PMzsJGAH4EV3P7VLEivSxRR8iNSnW4FJiWlTqpGQbuRFdz8qOdHMvgQcA4wmBCePRLMagPUIwdwP3f392GqXAkfk2dYJwMbA+8BIQsD3SnsJM7PPApcDB7j7mwDunjGzy4GLgO+WlsW82y5L/jqSNzMbAHwTGAb0jtY7z90fL0f+qnzuvgDcYGYPAR8Cw4GVzWwPd1/c0/NnZhcAP8ozKwNs4e7Pt5c/M1sT+A1wL9BkZpOAI9x9XqH9FlPtz6qZfQfYEng32t8v3P1lKO3zWsrxcPcLgQvNbEKxtIh0ZxrhXKSOxEo+fu7uZ1V4383uPr+S+0zDzCbkCz6ief2AOcBx7v6n2PQ+wH+BWe7+hWjaHsDB7v6NxDa+SbjR3t7d28xsL8KNz8hCT0LNbB9gfyALHAWs7+7TEsucBTzl7vemzXO58teRvEXr/RbYyN2/HL3/AXA2sLm7/68c+aviudsJuA5YCfgYuAE4090/TizXU/N3OfAPQglHG+Ea3QwY6O6nlJo/M1sZuJlwjA5z94Xpj8Jy26vW8fgJMAb4grsvMbOtCef8U+7eGlvuLMpwPIp9X4l0dyr5EKlTZtYfyKap8mFm6wI/BnYF1iE85XwaOMPdH48tdxZwJrA54SnfGGAo0BCb9xngeMLNdS/gpuh9E/Ar4ECgP6GU5tvxwMXMmoEzgAMIT5QXAK8AF7r7jbHlNgEWuPsbpeaxgM8DfYDJ8Ynu3mpmzwN7xSYfQSilSDodGO/ubdH7vxHydwgwId9O3f1O4M7oRvaoAmm7hHDsOhx80Pn8pc5bpAlYPfb+JWAAsBXwv2haZ/NXlXMXOdXdi82Hnpu/t939utwbM+tF+Dx+M7FcwfxFT/ovAv4MzAeuNbMjO1ryEan48YhK8H4KnOvuS6L9/Z+ZrQR8hfAdllPp4yHS7ajBuUh9Oolww77QzKaa2WElrrcNsDOhytYPgPOB9YHJZrZpnuUnAhsC4wgBR9yfCdVtzgDuBr5FqBN9M7BGNP024PA86/4+2v+dhIDlbMKN63aJ5V6M9tNZo4Dp7v5afGJU531n4NrY5O2BfyWW25hQDeP53DR3zwJTgd07kzB3/xBYZGaf7sRmOpy/zuTN3Y939y1jkzYiPEV/JrZMZ/PXbc9dtK2emr9fJ96fBFyca9MS21bB/Ln72+5+COFG+0N3378MN9rVOB4jgYGEKlpxM5LrVOF4iHQ7KvkQqS9twP2Em/o3gbUJN+/Xmtkq7v67dta/291vjk+Iql+8BJwIHJ1YfgawV/TjneTRDy3A781swygt17v7odH0y8xsI+AbwMmxdfcFrnD377eT3nIZReJJqpmtT7iRuZmQbqK0fpinNGlE9PpxYvpcwo1OZ/2T8IR1agfX70z+ypK3qLrMcYTSgv8lZncmf9U8d1tG+/qEUAp4rrv/J89yPS5/7j43tr91gBHuPr7A4kXz5+63FNpPB1TjeOSqVTUkpvcC8j2UqeTxEOl2FHyI1JGo+tGX4tPM7ErgWeCcqB5x8kc3vv7C2Hr9CVVkGghVr7bKs8olBQIPgD8k3j8BfA64It90MxsUS9tHwLZmtrZHDbALpDd5M5CahV6LtgNmRvW6AYYQbh7GufsNscWHE3r6SRocvSbbvMwDrLNpJHQWUGrp1XLKkL9O5S0KOk4hlKrdSqh2ktSh/FX53GWARe5+ZpSWbYAHzGwTd5+ZWLYn5i9uHKE6USEdvj7TqOLxmEpo4D4slpY+hEBmWp7lK3I8RLorBR8idc7dPzGz3wGXEX647yu0bPSDeibwNUKpSVy+LnxfLbLrZDuMj9qZPphlTyNPAv4CTDez/xJKc65392cov60JQdaP421HohKff5tZ/1i9/qGExq5JmcRrTm/K8z08k2VPbNPqbP46lbfoyfPPo33+DnjKzL6UuEHvaP6qdu7c/VHg0dj7f5kZwLeBcxKL97j8xfY1FPgyoXSykM5cn2lU5Xh46MnqBOCnZnZhdE1/jVC6nNwOVO54iHRLavMhIrDshn+Vdpb7LfATQrWtQ4A9CHWaJ5P/+6RYzzX5fpSLTV9aiuHukwhtTY4mtOv4BvAvMzutWOI7aBTwZrLRelSn/BHgrNjkQt+pHxSY38yy4KozZgEtHVy3s/krZ94uJnRV+svE9I7mr7udu/mEBtFJPTl/hxDaWLQVWaYz12caVTseUXXUE4EzzewUQs9ac8n/UKZSx0OkW1LJh4jAsqdwHxRdKtxo/NndT4hPNLNxXZKqIjz01X8lcGVUBewe4OfRk8dPiq+dyijgsQLz+hNuSnI+ZFm1jbhc49dhsf8hVAlJtm/oiCaW1TtPq7P561DezGwNQsPyP7j7z6PJ06PXZMcBHc1fVc5d1MvR84QG2L+KzVoJWJxnlR6Vv4RdWLGhdVJnrs80qno83P0Rlo0tgpmtDVyTZ9FKHQ+RbkklHyJ1xMxWyzNtEKHnqI+Ax1dYaXltJL43zGwH8j/N7RJm1mRmyz01jNqiOOGBykqxZTeJGsN2dF+NhB5xVrihMbMNgJ2AG2OT3yFP6ZGHsTkc2CS2fm9CY9QHOpq+mCG0HziuoBz560TeViP0aha/ARwavb6WWDZ1/qp87tqAviwLpjCzIYS8PpRn+Z6Wv7gtCO0hiunQ9ZlGtY+HmU0ys9/E3n+GMPr7X/Is3uXHQ6Q7U8mHSH0ZH3UleT+hJ6rhhH75hwPf8PYHAbwdONLM5hEaTX6K0EXuVGI3/V1sJWCGmd0K/IdQheGzUTr+HnVlmfMiYSC0nTq4r88Cg0jc0ERPNCcBTxGqocX3t5qZ9Xb35BPuqwhjdVwdvT8oSvsN0TaPBU4DPu/u7yTWbUy8Jg0F3kqk8buEsQe2d/d8VT/Kmb+ieSuQv+eAvxOqWhFbr5UV20R0JH8VO3f58mdmE4l1GQwcSigNSXao0O3z1861OZT2n+KvkL80KnwtQ8eOxxDCeCC5YOVC4Hvunq+qVqeOh0hPp+BDpL78ndBW4juEH8u5hJ6qjnL3B0tY/0RgEWHQwK8TbiAPINxY7dQF6c1nAaFnnd0Ivdj0JbRZOZcV2wp0iIWR4M8nPNUFONvMFkT/NxOe2l8NXJobVAzCeABm9jih568nE5u9EGgxsz8SAr/NgT1iAV8j4Unp0rYtZrYjoWvQbaNJ95rZs4See16IbXsb4OHE/hoJg619lUQPUl2Qv/bytkL+PIwcfShwqpn1jeatBezk7k8k8lJy/qp07lbIH/AzQjXAQYSb817Ajnm6du0J+Vvh2oz5H6F9QzH58pdGJa9l6NjxOBH4oYXxO1YjVCdcrlvymM4eD5EerSGbLdQLpohI/Yi6GT6qDNvZBfiyu/+o86kqeZ8PA0ckG9pG1dO+7u6/ybtix/ZVs/mrRt6i/T5MHeYv5TZq4lqO9vswnT8eZfm+EqkGtfkQESkjd58MbJRsl9JVLAygNrPAjcwoYt29lkMt56/SeYO6z18aPf5ahrIeD5EeS8GHiEj5nQ78okL7+gFwdnKihTFZPt9FY5/Ucv4qmTeo0/ylUUPXMpTheIj0dAo+RETKzN2fA+43szFduR8z+yKw0N2fzTN7XcK4LGVXy/mrVN6g7vOXRo+/lqGsx0OkR1ObDxERwMz+TRiv4Kdd9IS1rMysidCo+RfuXmhgxh5L+evZaj1/aZXreJjZTwide/zH3U8pU/JEKkrBh4iIiIiIVIS62q2QZ555ZgmhmtvH1U6LiIiIiEgHDALattpqqw7HEAo+KqcRaGhqaqpYrxpxmUwo5W1qaqrG7qVKdN7rj855fdJ5r0867/Wpmuc92nen2owr+Kicj5uamlq22GKL9pfsAu4OgJlVZf9SHTrv9UfnvD7pvNcnnff6VM3zPmXKFDKZTKdq8Sj4EBEREZEeq62tjXfffZfFixdXOykVsWjRIgCmT5/e5ftqbGxk5ZVXZqWVVirfNsu2JRERERGRCps9ezZz5syhra2t2kmpiJVWWqmswUAxixYt4q233mLu3Lll26ZKPkRERESkx5o/fz59+/Zl/fXXr3ZSKiJX8tGvX78u31dbWxuvvvoqH330UdkCHpV8iIiIiEiPlc1m1ei+izQ2NtKnT5+yliop+BARERERkYpQ8CEiIiIiNS0zfx6tb88gM39etZNS99TmQ0RERERq1oIXnmfWpBvJZttoaGhkyJiDGDBy02onq24p+BARERGRmpSZP49Zk26E3n1o6tOHttZWZk26kb7rrkdT88CStvHKK69w+eWXM3jwYIYNG8bRRx+93PxJkyYxePBgRowYwbnnnsvo0aPp06cPLS0tbL311isst/POO6+wj/i8V199lXvuuYdjjz2W8ePHk81mWbx4MXvvvTczZszgnnvuYY011qBv376cfvrpAJxzzjn88Ic/pH///qmP0QMPPMBmm23GBx98wHPPPcfYsWNTbyMNBR8iIiIiUpMyc+aQzbbR1KcPAI19+pBpXURmzpySg49//vOf7Lvvvuy4444AzJgxg6uvvppsNsvaa6/NoEGDALjuuuvIZDIMGzaMadOm0djYyJ133snTTz9Nc3Mz6623Hvfeey+PPvooq6yyCscdd1zR/d50002MGjVq6X5bW1uZMWMGBx54IDvuuOPSwGP27NkASwOPZ599lra2NjbbbDMA+kR5z+fDDz/k1ltvZdNNN2XTTTdlwoQJCj5ERERERDqiqaWFhoZG2lpbaYxKPhoaGmlqaSl5GwcccABXXHEF9913H5/5zGd488036du3L/369ePll19eWrqx0047MXz4cLbcckumTZsGwBtvvIGZseuuu/LEE0+w/fbbs++++/L973+/3f2+8sor7LXXXkvf54KISZMm8dBDD9ES5WHKlClsuOGGAEycOJGdd96ZV155hZtuuomxY8cyffp03n333WXHpKlpaZpXXXVVNtlkk6Xz+vbty4cffsiqq65a8vFJS8GHiIiIiNSkpuaBDBlzELMm3UimddHSNh+llnqYBCayAAAgAElEQVQADBw4kB/84AcAHHPMMYwYMYLRo0cvvWmfNGlSwXWPO+44XnrpJX75y1+y3XbbMXjwYAAaGhoAuO2225g6dSojR45k1qxZAMyaNYuWlhaGDBnC1KlT2WGHHYBQ8gEwZswYdtxxR6655hpeeukl5s2bt3QMjnfeeYc111yTV199lf79+9PY2EgmkyGTySxNUzabLZjeQYMGMW/ePAUfIiIiIiIdMWDkpvRdd71Q1aqlJVXgAaFNxKOPPkqvXr0YMWIEhx9+OBdddBGrrbYazc3NrLnmmgXXveGGG5ZWwZo/fz5Dhw5dbv5+++3HfvvtxyeffMIZZ5zBSy+9xOzZsznttNMYOHAg559/Pg899BCZTIavfOUrQKiO9fjjjzNv3jwOP/xwWltbeeqppwAYPXo0zz//PKuvvjqtra1ks1k22GADNthgg7zpmzlzJq+//jpPPvkk++23H++//37R/JRDQ7HoR8rnmWee+aipqalliy22qMr+fcoUWDCPDTffIvWHTnoudwfAzKqcEqkUnfP6pPNen3Teg+nTpwOw7rrrVjkllZEc4TybzXLmmWcybty4Tm13/vz5jB8/foXtxI/vlClTyGQyc7baaquVO7oflXzUgQUvPE/jTRMh28Y7k/+uLuZEREREakRDQwP77rsvCxcu7FBvVznvv/8+3/rWt8qYsvwUfNS4pV3M9eoFvXtD7z6pu5gTERERke4r3qVvR62//vplSEn7NMJ5jct1MUfv3kDoYi6bbSMzZ06VUyYiIiLSeQ0NDcs1qJbyaWtro7W1lcbG8oUMKvmocbku5li8GHr37lAXcyIiIiLdVXNzM++//z6vv/56WW+Su6tcoNXU1NTl+2ptbWXJkiWsvHKHm3isoPbPUJ3LdTHHkiWwYAEsbk3dxZyIiIhIdzV48GBaWlrqIvAAmDt3LnPnzq3Ivvr168daa621tCvfcug2JR9m1gv4N7AZ8DV3vzY277PAr4HPAXOBvwKnufvCErZ7CHA6sCHwJnCRu1+WWOYnwIlAFvi1u1+QmH8UcDzwOXdv62geq2XAyE1pO/AwWDCPNdTblYiIiNSQxsbGLu8etjvJ9XbVU3v36k4h4onA0OREM1sHmAy0AqOBU4AjgD+1t0Ez2xe4DngA2Au4FrjEzI6OLbMbMA74KfAz4Fwz2yU2vwU4Dzi+JwYeS/XvD6sMVeAhIiIiIlXTLUo+zGwt4ExC6cI1idk/JgQeX3X3+dHyrcBEMzvP3Z8vsulzgHvcPTeG/UNmNhz4hZld5e4ZYA/gfne/Ktr2/sCehIAH4BfAve7+ZKczKiIiIiJSx7pLycdvgDuAR/LM2xu4Ixd4RG4BPgH2KbRBM1sX2JRQRStuIjCMUIULoC8Qr761MJqGmX0GGAv8pNSMiIiIiIhIflUPPsxsT+BLhBKO5LwBwLrA1Ph0d/8EeBUYWWTTuXlTE9NfSMx/GtjNzDYzs82B3YCnonmXAD939/dLy42IiIiIiBRS1WpXZtaPZTf475jZeolFVgYagI/yrD4bGFJk84Oj1+S6s6PX3LrXAfsD/43e3wJcb2aHA4OAyyiTTCaDu5drc6ksWLAAoGr7l+rQea8/Ouf1See9Pum816dqnvdyjKdS7TYfpxHac/yuWgmI2n18NWp3knX3GWa2EjAeOBhoMLOLgEOBBcA4d59QrfSKiIiIiPRUVQs+ojYZJwOHAc1mBqGkAWBA1MtUrtQi38gmg4HXi+wiV8KRXDdXIjIrPtHd34q9PQt40N0fM7PvEHrZ2hIYATxoZv9y92R1rnY1NTUR5bPictFxtfYv1aHzXn90zuuTznt90nmvT9U871OmTOl06Uc123ysT2jYfTMhUJgN/Cea9wdgprsvAKaTaNthZn0JgcCLRbafm5dsFzIyMX85ZjYSOJIQGAHsDtzq7m+7+6OE6lm75FtXREREREQKq2bwMQXYOfE3Npp3LrBr9P9dwL5R4/OcrxIClzsLbdzdpxEam49NzBoLvE9oaJ7PxcA57v5ubFp8382F9ikiIiIiIoVVrdqVu38EPByfFmtw/qK7/yP6/wLgcGCSmV0IrAlcCNzg7s/F1r0SONLd43n6WbTeRYSufEcBRwPHufuSZJrM7GBCN7wXxyZPJowL8hCwAbAx8FBH8iwiIiIiUs+q3tVue9x9OqEUpD8hgLiAMFbHNxKLNkV/8XVvJbQp2QO4jzAy+gnufnlyP2bWDPyKMJJ5PDD5Q7S/y4HjgGPbGdhQRERERETyqHZvV8uJqko15Jn+DLBjO+seBRyVZ/pfWXGgwXzrzwfWzjN9MWHk9ePb24aIiIiIiBTW7Us+RERERESkNij4EBERERGRilDwISIiIiIiFaHgQ0REREREKkLBh4iIiIiIVISCDxERERERqQgFHyIiIiIiUhEKPkREREREpCIUfIiIiIiISEUo+BARERERkYrodPBhZmuZ2WblSIyIiIiIiNSukoMPM/u2mf0lMe1iYDowxcyeNbNVyp1AERERERGpDWlKPo4B5uXemNkOwHHAjcCZwMbAqWVNnYiIiIiI1Iw0wcf6wNTY+wOBt4HD3f1s4FJgdBnTJiIiIiIiNSRN8NEHWBh7vztwn7tnovcvAcPLlTAREREREaktaYKPN4BtAMzMAAMeiM1fDZhfvqSJiIiIiEgt6ZVi2WuBcWY2DNgMmAncFZu/FfByGdMmIiIiIiI1JE3wcT4wANiH0Nbj6+4+F8DMhgC7ABeWPYUiIiIiIlITSg4+orYdP43+kvNmAepmV0RERERECtII5yIiIiIiUhFpql1hZi3AwcAGwGCgIbFI1t2PLVPaRERERESkhpQcfJjZHsBNwMAii2UBBR8iIiIiIrKCNNWufksY4XxfYCjQO89fn3InUEREREREakOaalfrAKe6+13tLikiIiIiIpKQpuTjRaB/VyVERERERERqW5rg43TgeDMb0VWJERERERGR2pVmnI97zeyHwPNm9ijwJpBJLKberkREREREJK80vV3tBFwJ9AV2K7CYersSEREREZG81NuViIiIiIhURJrerjYCTlNvVyIiIiIi0hFpSj4c9XYlIiIiIiIdlLa3q+PMbKOuSoyIiIiIiNSuNNWuRgMzCb1dPQK8gXq7EhERERGREqUJPr4V+3/XAsuotysREREREckrTfDRu8tSISIiIiIiNa+k4MPM+gFjgJfd/f+6NkkiIiIiIlKLSm1w/gkwAdiq65IiIiIiIiK1rKTgw92zwP+AVbs2OSIiIiIiUqvSdLX7K+DbZja8qxIjIiIiIiK1K02D89WB2cDLZnYb8BqwMLFM1t3PK1fiRERERESkdqQJPs6O/T+2wDJZQMGHiIiIiIisIE3woZHNRURERESkw0oOPtz91a5MiIiIiIiI1LY0Dc5FREREREQ6LE21K8zMgBMI432szIrBS9bdrUxpExERERGRGlJyyYeZbQv8GziI0OvVxsCM6P8NgUXA012QRhERERERqQFpql2NA94BDPhaNO0X7r4tsCuwDnBVeZMnIiIiIiK1Ik3wsS1wpbvPAtri67v7Q8DVwDnlTZ6IiIiIiNSKNMFHL+D96P8F0evKsflTgc+UI1EiIiIiIlJ70gQfbwDrArj7IuAtYLvY/M2Bj8uXNBERERERqSVpert6GBgNnBG9nwj8yMyagSbgKOBP5UyciIiIiIjUjjTBxy+Bbc2sX1TycSawKnAokAH+Cvy4/EkUEREREZFakGaE82nAtNj7VuDo6E9ERERERKQojXAuIiIiIiIVoeBDREREREQqQsGHiIiIiIhUhIIPERERERGpCAUfIiIiIiJSEQo+RERERESkIhR8iIiIiIhIRRQc58PMXgGyKbeXdXfrXJJERERERKQWFRtk8CnSBx8iIiIiIiJ5FQw+3P3wSiZERERERERqm9p8iIiIiIhIRRRr87FmRzbo7m93PDkiIiIiIlKrirX5eIuOtflo6mBapCvNng2zPqB1yMr0GTqs2qkRERERkTpULPg4BjU4rwmz7r2Lxkk3AlnevOMWBo8+gCF77V3tZImIiIhInSnW4PxPlUyIdI3WD95j9u03Q2MDNPUGYPbtNzNw621UAiIiIiIiFaUG5zVu8YwZkM1CU4gzG3o1QTYbpouIiIiIVFCxald5mdk2wFbAyqwYvGTd/bxyJEzKo/fw4dDQAJkl0NSL7JIMNDSE6SIiIiIiFVRy8GFmKwF3AKOABkJ7kIZodjY2TcFHN9Jn6DAGjz6AmZNuhLZWaGpi8OgDVOVKRERERCouTcnHecB2wDeAfwIvA18GpgMnA5tF70tmZnsApwIjgRbgXeB+4Cx3fyu23GeBXwOfA+YCfwVOc/eFJezjEOB0YEPgTeAid78sscxPgBMJwdOv3f2CxPyjgOOBz7l7W5o8dgdD9tqbDwavCrM+YN1tPqfAQ0RERESqIk2bj9HAle5+DTA7mtbq7i+6+9eBmcD4lPsfAjwNfBv4EvCL6PUxMxsAYGbrAJOB1igNpwBHAO02iDezfYHrgAeAvYBrgUvM7OjYMrsB44CfAj8DzjWzXWLzWwiB1/E9MfBYavBgGLGxAg8RERERqZo0JR+rAc9G/y+OXgfE5t8JnJFm5+5+HSE4yPmHmb0B3AfsDNwN/JgQeHzV3ecDmFkrMNHMznP354vs4hzgHnf/fvT+ITMbDvzCzK5y9wywB3C/u18VbXt/YE9CwAMhILrX3Z9MkzcREREREVlempKP94HBAO7+MbAAGBGb3y/666yZ0euS6HVv4I5c4BG5BfgE2KfQRsxsXWBTQhWtuInAMEIVLoC+QLz61sJoGmb2GWAs8JPUuRARERERkeWkKfl4lmU37AAPASea2VOEUc2/x7KSkVTMrClKy0bAhcBzhFKKAcC6wNT48u7+iZm9SmgrUkhu3tTE9Bdi858gVPu6xMw2IwRjuwHfiZa5BPi5u7/fkXyJiIiIiMgyaYKPK4Fvmlk/d19EaGT+CKHxOYR2ID/qYDqmAhb9/y/gS+7eamarEnrR+ijPOrMJbUYKGRy9JtfNtVfJrXsdsD/w3+j9LcD1ZnY4MAi4jDLJZDK4e7k2l8qCBQsAqrZ/qQ6d9/qjc16fdN7rk857farmec9kMp3eRsnBh7vfDtwee/+imW0I7Aq0AY+6+8xC67djf2AlQgByKvB3M9u+g9tKJWr38VUzW4swTsmMqFvh8cDBQIOZXQQcSqhqNs7dJ1QibSIiIiIitST1IINx7j4HmNTZRLh7rmrUk2Y2GZgGHAP8Ppq+cp7VBgOvF9lsroQjuW6uRGRWIg1vxd6eBTzo7o+Z2XcIvWxtSWjj8qCZ/SuW5pI1NTVhZu0v2AVy0XG19i/VofNef3TO65POe33Sea9P1TzvU6ZM6XTpR5oG5xXh7m8CHwAbuvsCwjgiy7XtMLO+hEDgxSKbys1LtgsZmZi/HDMbCRxJqFYGsDtwq7u/7e6PEqpn7ZJvXRERERERKazbBR9mtjGhN6pXo0l3Afvmxv2IfJXQI9Wdhbbj7tMIbUnGJmaNJfTc9XSBVS8GznH3d2PT4vtubicLIiIiIiKSR6eqXXWWmd0KPEMoTZgHfJrQaP1NQgN3gAuAw4FJZnYhsCahR6wb3P252LauBI5093iefhatdxFwBzAKOBo4zt2XkGBmBxMCn4tjkycTxgV5CNgA2JjQ05eIiIiIiKRQ7ZKPJ4ExwF8IpRjfBW4Gtnb3WQDuPp3QqL0/IYC4gDBWxzcS22qK/pZy91uBwwgDCd5HGBn9BHe/PJkQM2sGfkUYyTwemPwh2t/lwHHAse0MbNh9LVxI69szyMyfV+2UiIiIiEgdqmrJh7uPJ/Qq1d5yzwA7trPMUcBReab/lRUHGsy3/nxg7TzTFwPHR38917TXaHxkMu/160tDQyNDxhzEgJGbVjtVIiIiIlJHql3yIRWQmT+PxkcmQ69eNA0cBL37MGvSjSoBEREREZGKSlXyEY1/cTChp6khhAEA47LufmyZ0iZlkpkzB7Jt0Ls3AI19+pBpXURmzhyamgdWOXUiIiIiUi9KDj7MbBRwG2HcjAUsG0cjLlumdEkZNbW0QEMjLF4MQFtrKw0NjWG6iIiIiEiFpCn5+A3wMbB71AZDeoim5oG0jdqFxkcmk5n38dI2Hyr1EBEREZFKShN8jAR+osCjh1pvA9qGrcGw1YbS1NKiwENEREREKi5N8PF2yuWlu+nfnz5rDq92KkRERESkTqXp7epi4Cgz69dViRERERERkdqVpiTjPWAh8IKZXQVMBzLJhaJxNURERERERJaTJvi4Nvb/uALLZClhQD8REREREak/aYKP3bssFSIiIiIiUvNKDj7c/cGuTIiIiIiIiNS21L1XmVkDsDmwfjTpdeA/7q4BBkVEREREpKA0vV1hZvsArwHPADcDt0T/v2pme5c/eSIiIiIiUitKDj7MbDfgVqA3cBZwEHBg9H8f4FYz27X8SRQRERERkVqQptrVGcArwHbu/lFs+i1mdjHwRLSM2oaIiIiIiMgK0lS72hK4MhF4ABBNuypaRrqjhQth5gdk5s+rdkpEREREpE6lKfnItLN8L6Ctc8mRrrDghedpvGkiZNt4Z/LfGTLmIAaM3LTayRIRERGROpOm5ONp4NtmNiw5w8xWA44BnipXwqQ8MvPnMWvSjdCrFwxoht59mDXpRpWAiIiIiEjFpSn5OBOYDLxkZn8GXoqmfwo4HOgPjC1v8qSzMnPmkM22Qe/eADT26UOmdRGZOXNoah5Y5dSJiIiISD1JM8jg42b2JeA3wPcSs58FfuDuT5YzcdJ5TS0tNDQ0wuLF0Ls3ba2tNDQ00tTSUu2kiYiIiEidSTXIoLs/AmxpZsOB9aLJr7v72+VOmJRHU/NAhow5iBkTrwkByAAYMuYglXqIiIiISMWlHuEcwN1nADPKnBbpIgNGbkrbgYfBgnmssfkWCjxEREREpCo6FHxID9S/P/Tvr8BDRERERKomTW9XIiIiIiIiHabgo57Mns38Kf+m9YP3qp0SEREREalDqnZVL578J42PPcy7jQ3Q0MDg0QcwZK+9q50qEREREakjKvmoA60fvEfjYw9DYwMNfftCYxOzb79ZJSAiIiIiUlGdLvkws+2BwcBD7q5hs7uhxTNmAFloCgMNNvRqIvvJEhbPmEGfoSsMWC8iIiIi0iVKLvkwszPM7P7EtNuBfwC3AS+a2TplTp+UQe/hw4EGyCwBILskAw0N0XQRERERkcpIU+3qYOD53Bsz+zKwD3AhcCTQDzi9rKmTsugzdBht2+8EbVmyn3wCbRkGjz5ApR4iIiIiUlFpql2tBXjs/VeB19z9ZAAz2wg4ooxpk3L6/Bdps5Gs2a8PvYcPV+AhIiIiIhWXJvhoBNpi73cD7om9nwasXoY0SVcZPJhms2qnQkRERETqVJpqV68BuwKY2TbAusDfY/OHA3PKlzQREREREaklaUo+LgcuNbONgXWAN4D7YvO/AEwtY9pERERERKSGlFzy4e6XAccCbwJ3A3u6+yIAMxsCrAnc0BWJFBERERGRni/VOB/ufgVwRZ7ps4AtypUoERERERGpPRrhXEREREREKiJVyYeZrQ98ExgBDAEaEotk3X2PMqVNRERERERqSMnBh5mNAa4HssArwOyuSpSIiIiIiNSeNCUf5wIvEhqav9NF6RERERERkRqVps3HesAfFXiIiIiIiEhHpB1ksKWrEiIiIiIiIrUtTfBxDvBtM1utqxIjIiIiIiK1K02bj3WB94CXzexmYDqQSSyTdffzypU4ERERERGpHWmCj7Nj/3+jwDJZQMGHiIiIiIisIE3wsVGXpUJERERERGpeycGHu7/alQkREREREZHalmqEcwAzGwTsAqwfTXodeNDd55YzYSIiIiIiUltSBR9m9l3gfKAZaIjNmmdmp7j7ZeVMnIiIiIiI1I6Su9o1s0OAS4D/AUcB20R/RwKvAJeY2cFdkEYREREREakBaUo+fgT8C9jB3Vtj058xsxuAR4EfAzeUMX0iIiIiIlIj0gwyOBKYmAg8AIimTYyWERERERERWUGa4GMRMLjI/CHRMiIiIiIiIitIE3z8A/iemX06OcPMRgLHAw+XKV0iIiIiIlJj0rT5OA14EnjWzO4FXoqmfwrYE5gfLSMiIiIiIrKCkks+3P1FQu9WdwG7ExqX/xjYFbgT2NbdXyq8BRERERERqWepxvlw95eBMWbWBKweTX7X3TNlT5mIiIiIiNSU1COcA0TBxowyp0VERERERGpYweDDzL4A4O6Px9+3J7e8iIiIiIhIXLGSj8eArJn1j8bxeAzIFlm+IZrfVMb0iYiIiIhIjSgWfOwOSwcQXPpeRERERESkIwoGH+7+YLH3IiIiIiIiaaQZZDAvM1vLzDYrR2JERERERKR2lRx8mNm3zewviWkXA9OBKWb2rJmtUu4EioiIiIhIbUhT8nEMMC/3xsx2AI4DbgTOBDYGTi1r6kREREREpGakCT7WB6bG3h8IvA0c7u5nA5cCo8uYNhERERERqSFpBhnsAyyMvd8duC82uvlLwPByJUzKbOFCmP0hC3s10mf1NWhqHljtFImIiIhInUkTfLwBbANcaWYGGDAuNn81YH4Z0yZlsuCF52n8y5/g4zm83dhIr1WGMvTwoxgwctNqJ01ERERE6kiaalfXAkeb2a3A3cBM4K7Y/K2Al8uYNimDzPx5zLzpOpg3F5p60dC7D0tmzWTmzdeRmT+v/Q2IiIiIiJRJmuDj/OhvBKGtxxh3nwtgZkOAXQhBiXQjmTlzaFuyOLxpbITGBhoaG8guXkJmzpzqJk5ERERE6krJ1a6ith0/jf6S82YB6ma3G2pqaaGxV+/wpq0N2hrJtmVp6N2LppaW6iZOREREROpKpwcZlO6tqXkgqxw4FgauBJkM2cWt9FplFVY5YKwanYuIiIhIRRUs+TCz04AscL67Z6P37cm6+3ml7NjMDgAOI7QVWRWYBlwD/NrdW2PLrQ/8llCtqxW4A/hhVNrS3j52JVQV2xT4ALgCODfWQxdmdgSh4XxztP+T3b0tNn8n4C/AJu7eIxvUDxi5KW1f+xbM/pC11llXvV2JiIiISFUUq3Z1NiH4uJBw0392CdvLAiUFH8CPCAHHycC7wHaEwQq3BA4GMLOVgIeAD6NpzcB44A4z28Hds4U2bmZbA/cAtwCnEAKQ8UA/oqpjUa9dVxEGR5xGCE5eiKZhZr2AS4CTemrgsVT//tB/bfqP2KjaKRERERGROlUs+OgNS9t6LH1fRvu4+wex9w+bWRY4z8x+7O5vEEZVXwP4orvPADCzt4B/Al9h+d62ks4EnDAIYhsw2cwGAmeY2UXuPhPYDXB3vyDa9s7AnkTBB3AC8J6731imPFfXwoW0vj2DppYWlXyIiIiISMUVDD7iVZPyve+sROCR80z0OpwwrsjewCO5wCNa73EzmwbsQ4Hgw8z6EAZB/EW8ChUwETgH+BJwHdCX5QdOXBhNw8xWB04DRqXMWvc07TUaH5nMe/360tDQyJAxB2mcDxERERGpqDSDDFbCKCADvBK9H0kIEpJeiOYVMoIQREyNT3T36Wa2ILbu08Avo3Yd04H9gT9G8y4AJrj7C+mzkV8mk8Hdy7W50i1cSPbhB8j06sWihkZYvJgZE6+h7cDDQnUsqVkLFiwAqM51J1Whc16fdN7rk857farmec9kOl8WUazB+d87sL2su+/RkYRE7S9+AFzt7h9GkwcDH+VZfDawXpHNDY5eC607BMDdHzOzywjtSgAeBX5nZtsTGrhvkiYP3daCeaGb3V7R6e7dGxYvDtMVfIiIiIhIhRQr+RhAaEDe5cxsFeB24E3gpErsM8fdv2dm44Bmd59mZk2ERuYnu/tcMzsV+G60+O9L7c0rn6amJkKMVVmZ+cN57e7boa2N5kEttLW2wgBYY/Mt1PajxuWeilTjupPq0DmvTzrv9UnnvT5V87xPmTKl06Ufxdp8bN+pLZco6tHqXmAg8AV3/zg2ezawcp7VBgPFutqdHb2WtG7U/iTXBuW7wMfuPtHM9iL0xrUd0AA8aWbPuvvfiueqe2lqHkjbqF1ofGQymXkfL23zocBDRERERCqpqm0+zKwvocRjBLBD1MNV3Ivkb9sxEri/yKZfJXQPPBK4Lba/dQklOi8WSM9qhF6ydo4m7Q486O4vRfPvj6b1qOADgPU2oG3YGgxbbah6uxIRERGRqqjaCOdR9abrgc8BXy7QsPsuYEczWzO23ucJ7T3uLLTtaJDC+4GDzSyex7GEoKRQe5bzgYnu/lxs2oDY/80FM9QT9O9PnzWHK/AQERERkaoo1uB8MenbfGTdvW+Jy14K7AecATREQUXOq1FVqD8C3wNuN7OzCIHAeOAJYt3smtkZ0XZGuPv0aPI44DHgz2Z2JWGQwTMII6jnGrQT28bngb1YvpH5ZOB4M/sGodrVbsDFJeZPRERERERiilW7Gk/XNjjfM3odF/3FfZ3Qze3HZrYL8FvgBmAxocTjB4nRzRuBJkKAAIC7P21mXyGMuH4vYZT08eQZqT0qHbkUONXd58S2cZeZnQOcm0uru9/TwfxW1+zZMOsDWoesTJ+hw6qdGhERERGpQw3ZbEU6tKp7zzzzzEdNTU0tW2yxRcX3Peveu5g56UYgS2NTE4P/n707j5OjrvM//qqq7p4zGeYiCQGScH0hoCAoP1cRWNBVBFQwBFB0WXWVh9eqrCi6nqu7XojueuuueCDLIcqxsMKCgscqCh6cXyAkAUISksxkkpnpmT6qfn9UdU/PTPdM96SPzPT7+XiEYbquT9W3qqc//a36fl69hp7Tzqh7HFJ/Ggml+ajNm5PavTmp3ZvTXjDa1dBxxx1XbFCnsjTsmQ+pj9S2rQzecB24DsQT4HoM3nAdqWMbL9wAACAASURBVG1bGx2aiIiIiDSZika7iobFfT/wKmBV9PJ6whGrvmCt3V3d8GRPpTdtgiAAL2xqJ+YRjGdIb9qk269EREREpK7K7vkwxiwB7gP+ibAmx93Rvw7gI8C90TyyF4kvXw6OA9kMAEEmC44Tvi4iIiIiUkeV9Hz8C3AgcJ619prCCcaYNcAPgU8Db6leeLKnEv1L6H71mvCZDz8F0TMf6vUQERERkXqrJPk4HfjK1MQDwFp7nTHmRcDrqhaZVE3PaWewrbsPBrax4gXHK/EQERERkYaoJPnYh7ByeCmPR/PI3qi7G7q7lXiIiIiISMNUMtrVE8ArZ5j+ymge2RsNDsKf72Xo7js10pWIiIiINEQlPR//CXzOGHMV8Dngkej1I4B/JKwO/v7qhifVMHDrzbhXXwkEbAOIxeh57Xmq9SEiIiIidVVJ8nEZcAjwVmDtlGkO8E1r7RerFZhUR2rbVgZ+EhYYzMtkGPzptXQ+/wW6DUtERERE6qbs5MNaGwAXGWO+BpwJrIwmrQdustbeX/3wZE+lN20C3594wXEgCAiyvmp9iIiIiEhdVVRkEMBa+xfgLzWIRWogvnw5uAWP9gRhD4jjuar1ISIiIiJ1VUmRwRXGmNNmmH6aMebA6oQl1ZLoX0LPWWsJ74yLxGJ0v+Yc9XqIiIiISF1V0vPxWWApcGuJ6f8IbAYu2NOgpLrydT6efIKlS5fSdsSRSjxEREREpO4qST5OAL4yw/TbgHfsWThSM93d0H0cXcY0OhIRERERaVKV1PnoAwZmmD4I9O9ZOCIiIiIislBVknxsAZ47w/Sjge17Fo7UTDIJO7aRHRludCQiIiIi0qQqST5uBt5ijDlx6gRjzMnAW6J5ZC8z+tADuNdeiXvzT9h8+ecYfeiBRockIiIiIk2okmc+PgGcAfzcGHMbkPsE+xzgZcDTwMerGp3ssezIMAPXXwOxGMTjEE8wcP01tKxYidfR2ejwRERERKSJlN3zYa3dBhwP/AB4MXBx9O9FwPeB4621W2sRpMxddmiIIPDDxANwEwmCwCc7NNTgyERERESk2VRUZNBa+yxwoTHmTYTD7gJssdb6MywmDeR1deE4LqTTEI/jp1I4jovX1dXo0ERERESkyVRc4RwgSjaeqXIsUgNeRyc9Z69l05XfCxOQdug5e61uuRIRERGRuptT8iHzS/vqo/DPeT2MDrPs6GOUeIiIiIhIQyj5aBZtbdDWpsRDRERERBqmkqF2ZT5LJuH+P7LtmisZfeShRkcjIiIiIk1IPR9NYPShB3C/ehmk0wwBQ7fcROvRx7L/ey9pdGgiIiIi0kRK9nwYY64xxry44PcXGWN66xOWVEt2ZJhnf/jd8GHzAmN/vk89ICIiIiJSVzPddrUGWFHw+y+Bl9c2HKm27NAQ/uho0WnJhx+sczQiIiIi0sxmSj42A6bgd6fGsUgNeF1duO3tRae1HXFknaMRERERkWY20zMfNwMfNsacBuyMXvugMebCGZYJrLXqHdmLeB2d7HvB37Hp8s9OuvWq9ehjaT98dQMjExEREZFmM1Py8T5gEDiVsAckAJYD3TMsE1QvNKmW9tVH4b/jYnj8EXr8LB3PfZ4SDxERERGpu5LJh7V2BPhg7ndjjA+8y1r7o3oEJlXW1gbPeR79xsw+r4iIiIhIDVQy1O7LgPtrFYiIiIiIiCxsZScf1to7AIwxi4FTgFXRpPXAHdba3dUPT0REREREFoqKigwaY94OfAboYPLoV8PGmA9Ya79ezeBERERERGThmGmo3UmMMecBXwEeBy4EXhD9+1vgMeArxphzaxCjiIiIiIgsAJX0fPwj8HvgJdbaVMHr9xpjriYsQvh+4OoqxiciIiIiIgtE2T0fwGrgyimJBwDRa1dG84iIiIiIiExTSfIxxsw1PnqieURERERERKapJPm4C3iXMebIqROMMauBdwK/qFJcIiIiIiKywFTyzMeHgN8CfzTG3Ao8Er1+BPAKYCSaR0REREREZJpK6nw8bIx5AeFQu68AzowmJYGbgEuttY9WP0SpimQSBreTjLkkli7D6+hsdEQiIiIi0mQqqvMRJRdnG2M8YGn08hZrbbbqkUnVjD70AO4PvgO7hnjGdYn19tN/wYW0rz6q0aGJiIiISBOpKPnIiZKNTVWORWogOzLMjmuvguHd4MVwYjEyAzvYcd1VtFx8qXpARERERKRuKnngXOah7NAQfiYd/uK64Do4rkOQzpAdGmpscCIiIiLSVJR8LHBeVxduLB7+4vvgBwR+gBOP4XV1NTY4EREREWkqSj4WOK+jk95zzofORZDNEqRTxHp76V1zvm65EhEREZG6mtMzHzK/tK8+Cv8Nb4HB7ex/4AqNdiUiIiIiDaHko1m0tUHbAbQdfGijIxERERGRJlV28mGMuR64ArjFWpupWURSU9mRYbJDQ3hdXer9EBEREZG6qqTn4wTg1cAOY8yPgO9Za/9Ym7CkJjY8weZrryQIfBzHpefstar1ISIiIiJ1U8kD58uA1wB3AW8D/mCMud8Yc7ExZunMi0rDJZO4d98J8QRe52KIJxi4/hqyI8ONjkxEREREmkTZyYe1Nmutvclaew5hdfO3A7uAzwNPGWNuMcasNca01ChW2ROjwxD4uIkEAG4iQRD4qvUhIiIiInUzp6F2rbVD1tpvWmtfDBwCXAe8HLgK2GKM+Zox5rAqxil7qr0THBc/lQLAT6VwHFe1PkRERESkbuZc58MYs48x5iLgSuBcYBz4L+AnwBuB+40xb6hKlLLn2trwTzwF0imyw7sgnaLn7LV66FxERERE6qaioXaNMR7wSuBvgdOBFuB3wEXAf1lrd0XzXQxcC3wa+EE1A5Y9sPIglp3wEo12JSIiIiINUclQu18GzgP6gC3Al4ErrLWPTJ3XWjtojLkC+H6V4pQq8To6lXSIiIiISENU0vPxNuBGwlof/2Ot9WeZ/9fA388xLhERERERWWAqST6WWWsHy53ZWrse+I/KQ5JaGtu4nvF1j9Ny8CG0rljV6HBEREREpIlUknwExpjV1tqHik00xqwGNllrNXbr3uqWG3n6L/flf+086VSWXviWBgYkIiIiIs2kktGuLmPmZzi+B3xuz8KRmtmyGfcv9wEOeB7gMHzXHYxtXN/oyERERESkSVSSfJwK3DDD9BuAl+1ZOFIzm5+GIAAvavLo5/i6xxsYlIiIiIg0k0qSj6XA5hmmbwGW7Vk4UjPL9gfHgWw0TkD0s+XgQxoYlIiIiIg0k0qSjwFgpqrlhwO79iwcqZmly/CfeywQQDYLBHSedKoeOhcRERGRuqnkgfPbgbcZY75trX2scIIxxhAOq3tzNYOTKnvlq9j/7DUa7UpEREREGqKS5OPjwJnAn4wx3wceiF5/DvAGYBz4aFWjk6prXbFKSYeIiIiINETZyYe1dr0x5gTga4QFBwvdBbzDWruumsFJ9Y0+8hDJhx+k7YgjaT98daPDEREREZEmUknPB1GNj5ONMfsCuSeVH7fWPlv1yKT6rv4hzzwR3jE3eMOPaT36WPZ/7yUNDkpEREREmkVFyUdOlGwo4ZhPNm7AjRIPHAeCgLE/38foIw+pB0RERERE6qLi5MMY0wYcCPQAztTp1trfVCEuqbYno2KCjjPxMwhIPvygkg8RERERqYuykw9jzGLgcuCCEss5QAB41QlNqurAVcAvwkKDUeIB0HbEkQ0NS0RERESaRyU9H98A1gJfJ3zAfLAmEUltrFiJf9CheE88lk88Wo8+Vr0eIiIiIlI3lSQfpwNfsda+p1obN8bsD3wQOB44GkhYa6fdymWM6Qe+CJxBGPMdwLuttU+WsY3nEfbYHA/sBn4EfMhamyyY5+XAlwmruP+EcOSu0YLphwH/BzzXWrtpbnu7Fzj3AvYLshrtSkREREQaopIK5wHwcJW3fwiwBtgK3FNsBmOMC/w38CLCQoavA1YAd0TPn5RkjDkQuBNIAa8GPgC8EfhOwTw9wDXRNi4ATiVMiAr9O/DZeZ14RNoPX03vWeco8RARERGRuqsk+bgVOLnK27/bWrvUWnsm8LMS85wFvAA4z1p7nbX2JsJEYiXw5lnW/37CxOMsa+3t1torgHcBrzPGHBXN81eEz6tcYq29GfgK8IrcCowxZxMmO5fPYf9ERERERCRSSfLxbsAYYz5jjDmgGhu31vplzHYGYS2R3xcs9yTwK8KK67Mte6O1dqTgtR8TVmPPLdsCpKy12ej3ZPRabmSvLwLvstamy4h175ZMMrbuMZLrHiM7MtzoaERERESkyVTyzMcz0c+jgfcbY3zCW7EKBdbalqpENmE18GCR1x8CXlVqIWNMO2GPxaRlrbXjxph10XoB7gP2Mca8nvBZkjcCv4umfQj4g7X29j3ag73Bhidwb/tvNg0PAwGx3n76L7iQ9tVHzbqoiIiIiEg1VJJ8XM30ZKMeuin+rMkgYa2RUvYhvJ1q50zLWms3GGMuBb5P2BP0APAJY8zBwDuAY+Ye+mTZbBZrbbVWV75kkuDO2wh278Z3XXAcUju2sekH38U/9w3QNuOjMzKPjY6G4yY05LyThlCbNye1e3NSuzenRrZ7NpudfaZZlJ18WGsv2OOt7aWstZ83xnwb6AfWWWt9Y8zNwGXW2ieNMRcCHwE6CEfLusRam2lcxBUaHYZMJqwv6ObutAsgmwmnKfkQERERkTqouMJ5AwwS9mJM1Q0MzLBcrsej1LLrC1+w1u7MLWOMORMwwGuNMUcC3wROATYQPmvyKGHdk4p4nocxptLF9lh2ZDlP3PQTAFzXwcEh8H0SnZ3sd/QxeB2ddY9J6iP3rUgjzjtpDLV5c1K7Nye1e3NqZLv/6U9/2uPej0oeOMcYs9IY85/GmI3GmFFjzMnR633GmG8ZY56/R9EU9zATz2cUWs0MQ/9GdTo2Tl3WGNMCHFxqWWNMK/Al4B+steOEQ+/eb639dTTU7o+Bl81hPxrG6+jEP/ml0LkI0hmCdIpYby+9a85X4iEiIiIidVN2z4cJ06vfAHHCmhz7EyUv1trtxpgXED5j8Ycqx3gz8LfGmOOstfdGsRwAnAC8r4xl1xhj3lNQNPAswtGsbiqxzCXAA9baWwpeay/4/45Kd2CvsPIg/De8hQMWdRAAiaXLlHiIiIiISF1VctvVZ4BR4IWEQ9U+O2X6LcBrKw3AGLMm+t8jp/y+wVr7B8KK4/cBVxtjPhBt+5PAk8B/FKznjcB/Aqdaa++KXv48YeHA640xlwH7AZcBV1tr7y8Sy0rgH4DCHpxfAF8yxryf8Lar8wlHwZp/2tpoPfjQRkchIiIiIk2qktuuTgK+Gt16VGzUq43A8jnEcG3077wpv78TIKq/cRrh8Lf/AVwFPEWYZIwWrMcFPMLeF6JlNxLeNtUG3EiYjFwJvKlELF8C/t1am38exFr7F+AiwuKE3wB+AHxrDvvZeMkkow/8hV2/+w1jG9eTemaT6n2IiIiISN1U0vPRSvjwdyldQDlFAyex1jplzPMs8PpZ5rkCuKLI6/cSJk7lxPKaEq9/i/macORseAL35p/wzPBuCAJwHLyeHuLdvfScvVb1PkRERESk5irp+XgE+KsZpp8O/GXPwpFayI4M4955GwzvnngxCMgODhIAA9dfox4QEREREam5Sno+vgl81RjzSyYe1g6MMYuBTwEvIXy+QvYy2aEhSI2Hv7gu5IZICwLIZglch+zQkB5AFxEREZGaqqTI4DeNMc8Bvk344DnAdUxUEv83a+1V1Q9R9pTX1QWJlvAXv+DOOMcBz8PJzSMiIiIiUkMV1fmw1r6TsIfju8DtwL2EPSInWWvfU/3wpBq8jk78U/4mrPOR4zh43d04QM/Za9XrISIiIiI1V3GFc2vtr4Ff1yAWqaWVB+G/+e0cEHPJjAyTWLoMN57A6+pS4iEiIiIidVFx8iHzWFsb7cY0OgoRERERaVKVVDi/rYzZAmvty/cgHhERERERWaAq6floZ3pxQQ9YBSwB1gFbqhSX1Ehq21ZG/ngfqc3P4MTjtB1maD/iSN16JSIiIiI1V8loVyeUmmaMeR1wGWElcNlb/fbXPPnzyR1Yu267BXdxF0svepcKDYqIiIhITVU02lUp1tofAT8GLq/G+qQGBgdx77qj6CR/1xDbr/q+Cg2KiIiISE1VJfmI/AV4URXXJ9U0sI3pd81N8JPJsBihiIiIiEiNVDP5eBGQrOL6pJp6+glrQRbntrWp0KCIiIiI1FQlo129rsSkbuAU4Czgq9UISmqguxv/pFPxfj590DJ3cRd9579RD52LiIiISE1VMtrVD2eYNgB8GvjnPQtHauqFL+bAV56u0a5EREREpCEqST4OLfJaAAxaawerFI/UWKJ/CYm/Oa3RYYiIiIhIE6pkqN11tQxE6iCZZPgPv2Pk0UcgnSHW20vrqoNoXXmQej5EREREpOYq6fmQ+WzDE7g/uYYtY9PHBPB6+1jy5otU50NEREREaqqSB84fY6axWosLrLWmwmWkyrIjw7j/+z9QJPEAyO7Yzvarr2T5JR9WD4iIiIiI1EwlPR+/A44GjgQeA2z0uiF8HuQB4M9VjU6qIjs0BONjM8zhEIyPkR0aUvIhIiIiIjVT6WhXZwJnWmv/u3CCMebMaPr7rbU/q2J8UgVeVxe0tAKliggGOC2tqvMhIiIiIjVVSZHBTwFfn5p4AFhrbwK+STjcruxlvI5O/Je+Alrbik/v7afv3Ner10NEREREaqqSno8jge/OMP1JYPWehSM1s/Ig/Iv+geWZcY12JSIiIiINUUnysRk4yxjzNWvtpAfPjTEucDawtZrBSZW1tdFpjqHz+f+v0ZGIiIiISBOqJPn4KvB54DZjzL8Dj0avG+BdwEnAB6obnlRVMknqmU1kdg0xfN/v8UdGaFt9FG2HGUhnIB6DdAavq0s9ISIiIiJSdZUUGbzMGNMJXAqcUjDJAdLAp6y1X6hyfFItG57AvftOntw5CCPD+ZeHf303uC5uVzdBcoRYdy9eRwc9Z69V3Q8RERERqaqKigxaaz9hjPkq8ApgRfTyBuA2a+22KscmVZIdGca9+07IZiclHnm+j79zAKe1lezQTtxFixi4/hpaVqxUD4iIiIiIVE3FFc6ttdsJh9WVeSI7NASBD9l06ZmCAMf1IPBxXJcgm1HdDxERERGpqoqTD2PMicCpwL7Al6y1Nrod67nAg9baUsUkpEG8ri5wXPDipWdyHAI/i+O4BL6P47iq+yEiIiIiVVV2nQ9jTMIY8xPg58BHgLcCy6PJaeAm4J1Vj1D2mNfRiX/iKeB5UKwnw3Vx9+mBIMDr2gfH9+k5e616PURERESkqirp+fgoYYXz9wG3Aw/kJlhrx40x10XTVWhwb7TyIPwly1i1b79GuxIRERGRhqgk+Xgd8B1r7ZeNMb1Fpj8CnFWdsKQm2tpI7LecxH7LaT9c9SBFREREpL7Kvu2K8BarP8wwfRRYvGfhiIiIiIjIQlVJz8ezwAEzTD8GeHLPwpF6GH3kIYb/8Ducjk5aDzwQt6UNfyxJkM2SWLoMMhkCILF02aTbr7Ijw+EIWLotS0RERETmoJLk4ybgrcaYrxM+YJ5njPl/wN8BX65ibFIDT1/+Ocb+fF/+96JDk8ViOJ5HrLef/gsupH31UYw+9AAD119DEIQjYakIoYiIiIhUqpLbrj4GjAF/Br4ABMDfG2N+DPwS2Aj8a9UjlOrZuGFS4lFSJoPjxcgM7GDHdVeR2raVgeuvgXgCr3MxxBMMXH8N2WIFC0VERERESig7+YgqmL8AuAF4DeAA5wIvA34AvNhau7MWQUqVPLm+/HmDAMd1CNIZ0ps2EQQ+biIBgJtIEAR+WLxQRERERKRMFRUZjKqbv9UY8zZgKWECstVam61FcFJlB64CflHevI4TFhuMx4gvX47juPipFG4igZ9KqQihiIiIiFSsrOTDGNMO/BT4kbX2CmttAGyuaWRSfStW0nr0sbPfehWLEWQzxPr66V1zPon+JfScvTa81So1ln/mQw+di4iIiEglyko+rLWjxpgXAtfUOB6psf3fe8mcRrtqX30ULStWarQrEREREZmzSm67+g3hMx/fqVEsUifth6+eU5FBr6NTSYeIiIiIzFklycd7gDuMMe8Dvm6tTdYoJqmD1LatDNz0U0YefYREdzedL3ghiX2X4ra1TavvAZNrfGRHR0hv2oTX3Y0bT0zqCSmcDyjaU6J6ISIiIiLNqZLk48Zo/s8DnzXGbAGmJiCBtdZUKzipjYFbb2bg6h/mfx/fspnxhx8Kf4nHifcvydf3ACbV+EgPDhLs3k0Q+JDN4vX0EO/upefsteG6o/n8ZBJwcNtaJ9UFUb0QERERkeZVaYXzrcCjNYpF6iC1beukxGOabJbMwHZ2XHcVLRdfCpCv8eEEPv7gAAQBuC7gkB0cJNbdy45rrwIHnJY2XNcl9cwmCKD1kEMJsj4D119DrL9/ol5INGrWwPXX0LJipXpARERERJpA2cmHtfaEWgYi9ZHetGnmGYIACOt75Op4BIGPl0iQydX1cJzwp+eCH/aA+Jk0DuAt6sIfGwPHwXEgyGRwW1rJpsby9UK8gnoh2dRYeAuWkg8RERGRBa+iOh8y/8WXL595BscBApx4LP/cRr7GR2tLOE8QhPNl/bDSi+eF1SodwhogsRgEQThbLJavC6J6ISIiIiLNbcYK58aY24wxf13wu2eMOdYY01H70KQWEv1L6Dn3gtIzeB6x3j5615yfH92q5+y1kE4RpFO43T048UR021WA192NA/Secz69a86HdAp/bJRYdw+x3l785CikU/ScvTZfL4R0iuzwrvzr6vUQERERaQ6z9Xy8FLii4Pd9gN8DLwPurFFMUmM9p51B5/NfUPZoV1NrfMw02lXhfDB9tCvVCxERERFpXnO57cqpehRSd4n+JSx909vKnr+wxofX0Umif8ms8+V+n20eEREREWkOM952JSIiIiIiUi164LwJpbZtZXzdOvxsmrGnniL15AYC3yfe20/Hc56Lg4OfTePE4iSWLoNMhmwymb8lK719G8mHHsQPAjI7B3BwaDvM0H7EkTMWJ/Q6OhdkgcGFuE8iIiIitVBO8nG4MebE6P9zwxI91xiTKTaztfbuqkQmNTFw680MXH81pNPTpqWAkV/fNX0h1w1HuIrFwIvB2PTi9rtuuwV3cRdLL3pX0eKEjuPSftzxjN57z4IqMKiiiSIiIiLlKyf5+HD0r9AXgWDKa070mleFuKQWBgcZ+Om1RROPGfk+OG643AzL+ruG2H7V91n+wY8CTCoomE0mGbzhOhIHrsRr61wQBQazI8MqmigiIiJSgdmSj7+rSxRSHwPbwkRiLnKp5Sz8ZHJacUIAx3EgCHDc8DGjhVBgMDs0pKKJIiIiIhWYMfmw1n6vXoFIHfT0R/U55qCMxAPAbWubXpwwkSCIChMGUfKzEAoMel1dKpooIiIiUgGNdtVMurvpec05EI9XtlxUUJB4HFrbSs+2uIu+8984rThhdngXjp+l+9VrcHx/wRQYnLqPC2GfRERERGpJo101mVyBwXqMdlWsoGDXiScvqJGhVDRRREREpHxKPppQon9JvkjgXG4Q8jo6aV2xqux5pxYdXGgf0BfiPomIiIjUgpKPJpWrTUE8RmrjBnb94Xekt23D8TyyySReawstK1bixBL4u3dBLIbjOMSWLCXIZkk//RTpwQG8zkW0HnIomaEhMs9uwW1tDZ976Oun/TBDfN8l+Lt25XtOnFiM9ObNEPeI7dODt3gxpDMQj+Hv2kUAJJYuw+voJLVtK+lNm4gvX47X3lG0dyE7Mkx6y+ZwmLVoXYXzlFuDo3C+7OhIfruJ/iWTjtXU9ZdaBzDp/8fXP0FmZJjWgw6etM5a9ZbkY04moa1tzttrphomzbSv891sbdWo871R51B2ZBh2bIP2xp63uoZEpBxKPppQrjZFZmSYzOZnis6TBVKPPVrW+pL33lP09SGYeMA9CMJ/hRwHJxbH6VyEP7wLJ5o/1ttPy2GHM/LbX0EQEPg+3uIuYvvsM6mWxuhDD7Dth98ls2MHQTaD47jE+vrxOjrCZzGgrBochbU60oODBLt3g+uA49DxwhPIPP0kmZFhsoMDxLp78+svXFfhOvxkEnBw21rxk0nSu3bDyO5wl2NxOl58Ipmnn6xZbZDCWNyxcfzDjmDzUxsq3l4z1TBppn2d72Zrq7m25Z6eA406h3LbdUdHwHEZTcQacu7qGhKRcumB8yaTq00RuB6ZgYHab9D3w39TEw8IE4t0Cn/nAGQyBJls2DOyfRvDd90BjgOJBGSzZAd24CRaIJ5g4PprSG3byo5rryIzOEAQ88D3CTJpskODBK7LjmuvYsd1V4U1ODoX55fLjgwXPR7EEzjxBP7gAEEmjZNIEDguw3fdgZ/N4g8NgeuRHdpJ4LqT1lW4Dre1nczgAJmBHTiJBOkd22F4V7gvrkuQTjF81x1hT80Mcc3VpNojnYvBcXB/9QsC161oe9PWU+U49ybNtK/z3WxtNde23NNzoFHnUOF2ae+AWKwh566uIRGphJKPJpOrTeE4DvjZ+m3YcUq/Hg3DG3Z9RAVFggDH9SbqkjgOwdhYNGyvT3rTJvxMOuw9KVhX4Ie1RPxMmiCdxi2owREEfr4GSU7ueLiJBP7Y+ERMfoDjhmsOUikCApyYB4TrL1xX4TqCTCaMyXXC9eWSLseZ+BcEkM3OGNdcFcYSbsDNx1zJ9qaup9px7k2aaV/nu9naaq5tuafnQKPOoWnXezzekHNX15CIVELJR5PJ1aYIggDcOhajL9bzkXs994E8gPA/TpRIZCfdtuW0tuZracSXL8eNxcPek4J1OW5YS8SNxXHicfxUCihdV2RSrY7WlomY3DCRAXASCRwcgkwWCNdfLFLK5QAAIABJREFUuK7CdTixWHSrWBCuL5d05W47y+2v580Y11wVxhJuwM/HXMn2pq5nIdcwaaZ9ne9ma6u5tuWengONOoemXe/pdEPOXV1DIlIJJR9NJlebwvGzxHp6ar9B1w3/Fev5cFyceAJ3n57wgfaYR5DJEO/vp/OkU8MP6qkUeB5eTx9BajxfSyPRv4Tec84n1t2DkwmTFCcWx+vqxvF9es85n941589ag6OwVkeQTuF29+DE4gSpFE7g03nSqbieh9vVBX4Wr2sfHN+ftK7Cdfhjo8S6e4j19hKkUsR7+2DR4nBffB8nnqDzpFNxoCa1QabVHgkC/BNOrri+SjPVMGmmfZ3vZmurubblnp4DjTqHCrfL6ChkMg05d3UNiUglnKDUN9JSVffee+9Oz/O6jjnmmIZs31oLgDEG0GhXUy3U0a7WP7sN2to4ZP/lGu1qFgtlX6de6wuRRruavt3H//wnaO/ENOhvTC6OhXANzSfNcL3LdI1s9z/96U9ks9mh4447bp+5rkOjXTWpwtoUif4ldD7//9VuY1FNkZySNUKmzFdYjwQo+sfM6+jEO/jQkpsutwZH4XxeR+e07Va6jqnxth/13DnFNVf59e8e3qPtNVMNk2ba1/lutrZq1PneqHPI6+iE3v66b7dYHLqGRGQ2uu1KRERERETqQj0fTajwNqIx+wi7f/9/ZIZH8VoSZEZGcFpbyI6M4O/ciROPEd93Kf74GJnhYYjGkqelBa+9jZaly3HicVLPbsFxPbKpFH4ySaKvFwIY3/YsbiKB19EZDqXruRAEZEeG8To7iYa4Ita5KBx2N5PFa2vDH0uS3r0bryWB194JjkOspxuyAQQ+8f0PIJtMktn0FNmxcbzOTmJ9fWS2PEM2OU68vw/HjeEnR3E8D6ejnezgIG57O2QDgvR4/jmS1OZnwHFJLFmKu3gxwchuMrt3kdywHjcWp23VwbSsPIjUtmdJP/M0juvheC5ueyduRwfpLZtJbd9GvL+flgNW4I8MkxkcCB8+B7x99oFUCrerm1hXF8lHHyG9bRuJ/n1JHLiSzM4BgtEkbns7LQeuwG1tJTs6QpDJkNqyedK0xLL9Jt26RgDZ0RHivX2TbnHL7BxkfMszMJaCQwypbVsZ+eN9+GNJ2g47HDIZxjZvCo++55Ed3o0TSxBkUrTstz/x/n0Z37AeHGhZsSocChkI0unwFrLxMYKR3cSXLSex71IAMjsHyQ7vxm1rI/XUkxBPEO/pwW1vx4nFiXXtQ3bnTtxFnbSuPAiA5MMPMrrhCeJd+9BywIr89Pi+S0ht3MDYM08T7+nL73d2cJCAgPTmzbiLFgGQHthOy377037EkaS3byP50IO4ixaRWLYfiaXLJt1Gl7t9L/XsFkYf+AvEE7QsW0bLilX4u3eTGthOvLeP1pUH5b/BHdu4nvF1jxPfbzmxxV352+/8dIrxDevJ7N5FbPHiSccpd+sgQGrbVsbXrZu031NvFSy87TBIp0k/s2na9ordmljyNpdkkrF1j01qs1h/Py0rVha9dTB3+2Lu9sjC9Y+vf4LUwHa8jg7clrZJ7yVuW9uk2x2n7ltm69ZpyxZbf2ZkmMTSZbjxRD62wtsugUnHMLdsestm0oMDZEdH8tvI7BwkPbA9f94E6TRJ+zBuezsdxxyb79XMtavTHr43xPr7iffvS3rzZjKjwwSpFO1HHEm8r5+RP97L+DNP03bY4cQWLQ6HxYiuw8zoMNnh3Xgdi8L3y94+vM5F+XN1fOMG/GwWN5HAbWkhsd9y4vsuIbN1K6MbnsDxfTqOfh7xvn6SDz/I2DNP58/nwuOZO5cLj0Pu3Pa6u8Mig26MsXWP5dux2K2oueMaEJAdGCC+33LceLzkeQVM+//cuZhNJiedB7nzM3etet3dk9q01Pmae91Pp8gODuZveZ06vdQtrWObN+G1tBDfdynB2Fj+nMkfm0wmH6s/lpz2nlnqtt1Sit2mm9tObl3F1lsYezm3BhdeH7lbdguXIR6D9Y9Dcoyx1sSkYz3busvZt6nxFrbT+Ib1+Knx/Pk823vT1PUWntd7Em85+1Fs/bkYpr7nlbuumY7V1ONW+F7mj45O+ntS6rxY6PTMR53sLc98HJBNz1pgUOap3MhgueGJIT8SWImBjssXi0Ems6drCTkOTucignQaxpIVLVdy1DQIR28rHD7a9aC9A2d8LBq9LCxWmR0ehvGxGTfl9fax5M0Xseue34Y1Z3LbbW3DISDw4vnCkZPEYjieR6y3n/4LLmRs4wYGrr86f+yczkU48QTByHC+MGZhkc0gnZ68vmh7TlvHtEKci15yMqP33jOtqJv92a24t/037vAwwdT99Dzi+y6dVCgzV6wz/eyzkM1ALEa8fwmLXnIyO2+/FX9gR/GDFA0d7XgxYn394EB2bDy/b2SyTJyBBctMXf/gQH4UOK+nh3h3L7H9D5woMpo7JlEbeD29dL30Fez+5c9Jb9k86XyflefRs+Z8Ulu3TG7XGTmT96PIdVYVU8/ftnbctnaCkWEgIIi3hF/+BNF2W1pxslmCwIdslqC1DcbHcZgYVS/XNrn2Htu4gcEbriMYG5u2bScem3ZeTS2YCg5B4JPZvi0cLtz3J4YQx8HxXIJsdtIohrk2bT/u+KLna644YWrHdvydg/lrqPvVa+g57YzZC7gO75q8L54XjVgYtVMmE/5/sfZyXRzPIwiCaUVqSxVILFaUNgj8cDvRF074QXgsCtabG0rebWvN7z+ULoQ7+tADbPnO18Prg7BAbffZa2ldsXLib/jWLfmRDJ2C66eSIrul9q3wWDuOm2+/1I7t+ZimHsdS702Fbe8nk/n3CQjy75Vzibec/Sh2rHMx+LuGJr3n9V9w4bRtliqeOdN5WXjcJr2XjY9PPmyLFuMtWsTU86Kc/Z7vz3wo+aiTvSL5SCbpuPl6AtdjfMMTkBqffUGZ16qWfFTTbElEDbbndHQQjI6W/4HRcfCWLCO7dXPBENCReCIcXagEt72DwPeJ9fWRfnZr+KEkqh1DEH1Ya2uDsbGJD29Q+pgkWgq25+C2t+FnsjgEJFaswmtrD4c4TafY923vYOMXPwcD28PaLsnpyZ3T2kriwJU4vs++b3sHW7/2b4xv3hSOLJffx3gY29RkqMSxclpbw6GpU+Phvo2Olp7fdSfWn0toc/vuusT3P5D0UxvDdXoeDA9PLEdUnyiRCP9/Lu9hnle68OnexnFw2tvDUEdHwtdcNzyXCCb9nht03ImWyyUAblsb8f0PJBgbI711MwFO0eTbbWvH9/38eeXGE4w98RgE0LJqFeMb1odt7ETLl3P8osQksWIV6c2bSBy4ctr5+uw3v4ofQGr949FI6w5OSwKCgOWXfoztP/huWATWdSfFM/bEOhifpf3Lfa9xwx753LFyfJ9l772kaE/E5ss/F74HBD5j9uHJw8VP3Wa0Xqe1Nd9crYccSpD1CcaS4ajyLW1hnanomCx77yUAbPrsp0g9tXEiufN9iMfDXuCWNsaf3ABjycnv8a5Ly0GHhIlhiXXP9O1+bt8Kj3XrIYfip9KknlxPbOl+pDc8UfJYu+3t096bsskkqSfXkzhwJW48QXLdo2GS3N4eDvufyRBfsiS8Q6GCeEsp3I/cugqPteO6YQxjYxMJKuGQ+on9lrPfxZdO6imZuq7C87bYeTm+YX3+uGWTY6SeeCx8L3NdGBmZfthaWsBx8+dFufs935MPPfPRTEaHG1NgUKSRHAeylX9LHYwMhx8ivKlvk7N8mMnVmxkbm/yBxJ1IAZ38J4aCIpulVzitEGe42PTikelNmyATJQylEq2sny+UmS/WmZOvq0P5H84dJ/yjGX0j75SzWOH6Cz4AEAT5b+Ud18sX45yIz5loz2COPQ9Zv4xjvpcIAhycyftaeC7l9mHqOepMTM8XXk2Nh/WdSpy/4d+GifNqWsFUJzzvKvrbEbVtkEpF18X08zXXczNxrUUFZoOA8XWPz17AdSblJkjRz9yxKlUgsWRR2mLbLFxv1o/2yyHIZMLlZyiEmx0aws8l1rmh6qP3imB8vPTf8KiAbblFdkvtW+GxDjKZcHtBMPOXEbnerynvTbll8+dUbnbC89hxHYLxVMXxlrMfuXUVHo9gag9+/v3HIUhnJm2zVPHM3Hlb9LwsOG659y/H9abfORCdH4E/+bxoluKcSj6aSXtnYwoMijRS0QRidk5HZ4nEZZYPrbkPMa2tk3s1/IkPQkFuFVO/NS2+wol5ol6YcLHpxSPjy5dDLB4u5pbYZ8/NF8rMF+vMySUsDuV/OA/CW0xw3Mn7NpPC9fuTP1g7ra3hevxsvhjnRHzBRHs6c/zz5bn1732bK8cJezScyQla/lzK7cPUczSYmJ4vvJpoCT8Iljh/w78NE+fVtIKpQXjeVfS3I3dLUCIRXRfTz1fHccN2zl9rUYFZx6Hl4EPyxQtLFnCdSTnzFDlWpQoklixKW2ybhev13Gi/ApxYLFx+hkK4XlcXbqJl4hgWFKh1WlpK/w2PCtiWW2S31L4VHmsnFgu35zhhj+WMx3H6e1Nu2fw5lZud8DwO/ACnJVFxvOXsR25dhcejMIZwhty1E+DEY5O2Wap4Zu68LXpeFhy33PtX4GcnbsmbdLyIzrmJ86JZinPOi+TDGLPKGHOjMWbYGDNgjLnCGFNWhTxjzKnGmN8bY5LGmCeNMR8xxnhT5nmjMWaDMWabMeYLxhh3yvSTjTFPGWM6qrlfddfWNlFgsLe30dFIteUKOtbC1DfOPeQsWgytbbPPOGmhWT5ITP1j7HqwaDFOLB5+Y+d5eL390NI666a8nj6WvPFNYbHLws22toUfJDoWFV8wFiPIZoj19tL/ur+l56y1E7f5EOAsWozb04uT9cP7pAuLbBb7w97ahuM60wtx9vXR/ZpzphWPTPQvwT/5pdC5CMcv8uHa84h19+YLZeaKdcZ7esPjFQThcyF9/fScfS5uzwzvE46TL+4Z26eHeG/vxL7FYhT9kBt9OMqvv7tn0jSvuxsvkcgXGXXS6YnzOghvW/N6++k5ay3xvr7Kz/fomY+wXcvt+ZgyX62us6nnb1t7ePwzWZxsJixWmmsjh/DciCeib8bD+XG9idimFF7tO++C8JwpttuuR+BnJ51XUwumxrp7iPf1EevuDts3t53oPAifG4lPfFMfTfe6u3GjZziKna89Z6/FdcDt2geIEssgoPvVa2hdsWr2Aq5TRc8eUPDhr2R7uW4+5sJjVapAYtGitPHExHZy2yw4FrnrI9YTxu4nRyGdmrEQrtfRSd95F4TXR65AbSxOz1lr6Tv3gvBveHf35P2Krh8Hyi6yW2rfCo+1nxzF8bN0v3oNXiw2+ZotPI6xWNH3ptyyuXMq3tObP6+DdIpYby99515Qcbzl7EduXYXHIx9Db9+k97xYbx+9a86fNlx+seKZufO22HlZeNxch4n3siLPTLqLFhPr7Zt0XjRLcc69/pkPY8wi4H5gO/AxoAP4LLAJeIm1tuQOGGOeD/wa+DHwHeCoaNkvWms/HM1jgAeBS4ENwLeB91lr/zOaHgP+BHzSWnvNXPdjr3jmg/D+QI121TyjXQ1Go12tOniVRrtqktGucs93rVjUodGummi0q42bNoEbY0V/r0a7aqLRrtbf+wdIjrHi2GM12lWJ/ViIo13N92c+5kPycTHwL8BB1tpN0WsvIkwqzrTW3jzDsjcBK4BjrLV+9NqHgI8Cy621O4wx7wDebq09Mpr+NaDPWrs2+v19wOnW2lP3ZD/2puRDmofavfmozZuT2r05qd2b03xPPuZDnY8zgLtziQeAtfY3xpgNwJlA0eTDGJMAXgb8cy7xiFwJfBr4G+AqoAUoHBImGb2GMWYp8CHgxCrty15nai/IyP1/JDMcjlTjp8ZJDwzAeBISrXjtbQSAG4vTsu+++OPjJDdvht1DBQ/FudCSgJ07wwesWloLRs0JCL9KbwnnT84wIg6AGwuXadTD8V6RB15L2cvvIX+80QFI3anNm5PavTmp3ZvQ4sUMv+ltdB5zXKMjqdh8SD5WEyYJUz0UTSvlYMIk4sHCF621G40xowXL3gN8zhhzMrAReC3wrWja54ErrLUPzTn6vVhunOryan4Mk42G9vaBTKnh9gAKyx9MG9IxmLXGQp5fpboSc1Vu4gF7beIxLx7qkqpSmzcntXtzUrs3Jxdg1y62fOnzxA86hBUf/VSjQ6rIfEg+uoGdRV4fBFbOshwzLNsDYK39lTHm68DPo2m/BP7NGHMCcApw+BxiLiqbzea7yuptNBp3P7/9ZBL32ivDb+y3PduQmKR+9s7USGpJbd6c1O7NSe3enAIg9cTj2JtvhEPrcwtWtpIvZktQ0gxYa98F7AusstaeSHjr1VeAS6y1u40xl0ajXT1ljLm0ocFWy+hwOHZ8qcqvIiIiIrL3e+KxRkdQkfnQ8zEIFHuopRsYmGU5yl3WWrsN2Bb9+nZgl7X2SmPMacAlwF8RDs30W2PMH621/1P+LoQ8z2vYQ2FTH07Kjixn8523hdXOY3FVO1+gJlW/laagNm9OavfmpHZvTlPbffmJJ9NZp8+X0QPne7SO+dDz8TDFn+1YHU0rZR2QmrqsMWYF0F5qWWPMvoRD+r4jeullwB3W2kestQ8Dt0evzWu58atV80NERERkfoofdMi8e+h8PvR83Ax82hizn7X2GQBjzAsJn/e4qdRC1tqUMeZ24FxjzGcKRrw6nzApua3Eop8BrrTW3l/wWnvB/8/vQoMF2lcfRcuKlRrtqpQFMNpV7qRXPfvmoTZvTmr35qR2b04+wOLFLNdoVzXzLeBdwA3GmI8TJgKfBf6PgmF2jTEfJazfcbC1dmP08ieBXwHfN8b8B2GRwY8Cl1trt0/dUJTUnMbkh8zvBN5pjHkTYQ/XS4F/r+YONlKumipAon8Ji084qcERSTXlbrc7RGPANw21eXNSuzcntXtzyrV7vW61qra9/rYra+0uwlGntgJXEyYjvyIsMFj4VbNLmPw7BcveA5xOmEzcCnyAMHH58NTtGGNc4KvApdbaoYJ13ExYF+Rfop+ftNbeUsVdFBERERFpCvOh5wNr7TrCYoMzzfNx4ONFXr+d8DmN2bbhA0X7rqy1nwA+UUaoIiIiIiJSwl7f8yEiIiIiIguDkg8REREREakLJR8iIiIiIlIXSj5ERERERKQulHyIiIiIiEhdKPkQEREREZG6UPIhIiIiIiJ1oeRDRERERETqQsmHiIiIiIjUhRMEQaNjaAr33nuvDzie5zVk+9lsFoBGbV8aQ+3efNTmzUnt3pzU7s2pke0ebTs47rjj5tyBEateODILH3Cz2eyuRgaRO2Gluajdm4/avDmp3ZuT2r05NajdFxN+pp0z9XyIiIiIiEhd6JkPERERERGpCyUfIiIiIiJSF0o+RERERESkLpR8iIiIiIhIXSj5EBERERGRulDyISIiIiIidaHkQ0RERERE6kLJh4iIiIiI1IWSDxERERERqQslHyIiIiIiUhdKPkREREREpC5ijQ5AassYswr4MnAKkAJuBN5nrR1oaGAyI2PMGuD1wHFAH7AB+B5wubU2VTBfWe1rjHkecDlwPLAb+BHwIWttcsp8pwKfAY4CtgHfBv7FWput/l7KTIwxMeA+4DnAG6y1PyyYVtX2NMacB/wTcAjwFPBFa+3Xa7RrUoIx5mzg/cBzgTTwAPA2a+2D0XRd7wuIMeY1wAeBIwjb8/fAP1lr75syX1WvY2PMu4D3AMuBR4FPWGt/XN29EwBjzP6EbXw8cDSQsNY6RebrB74InEH42fwO4N3W2ienzLcg3gPU87GAGWMWAT8H9gPOBS4CTgJuNMZMO/llr/KPwDhwCfBK4AfAx6KfQPnta4w5ELiT8I3q1cAHgDcC3yncoDHm+cAtwGPA6cAXgA8Bn6zFDsqs/gHon/pitdvTGPMq4Crgf4HTgB8CXzHG/H11d0dmYoz5B+Bq4G7gTOB1hB9A2qLput4XEGPMy4HrgXXAOcBbgV7gDmPMAQXzVfU6jhKPy4HvAq8A7gKujeKR6jsEWANsBe4pNoMxxgX+G3gR8PeE1/4KwnOhrWC+BfMeoJ6Phe2twDLgxdbaTQDGmKeBXxOeaDc3MDaZ2ZnW2m0Fv//CGBMA/2qMeX/0bUi57ft+wjehs6y1I9F8KeBKY8y/WmsfiOb7GGCBC6y1PnCnMaYT+Kgx5ovW2h013WPJi74t+xjwTsIer0LVbs9PA7dYa98T/f5zY8xy4J+NMf+pb8FrzxhzMPA54L3W2q8UTLql4P91vS8sFwAbCXs1fQBjzL3Ra6cD34jmq9p1bIxJAB8Hvmmt/VQ03y+MMSZa/me13OEmdbe1dimAMeafgBOKzHMW8ALgeGvt76N5/0yYmL4ZyL0nLJj3APV8LGxnEJ74m3IvWGt/Q3gLz5mNCkpmNyXxyLk3+rk8+llu+54B3Jh7E4r8mLBn5UyA6I/Sy4Crc38II1cCLcDfzHlnZC6+RNidfneRaVVrT2PMCsLu9h9N2caVwBLCLnupvTcR3mb17Rnm0fW+sMSB4SnHf1f004WaXMd/BfSUmO84Y8x+e7JDMt2UdivlDODxXOIRLfck8CumX9sL4j1AycfCthp4sMjrD0XTZH45EcgSdpFCGe1rjGkn7L6dNJ+1dpzwW5XceXAw4RvO1Pk2AqPofKkbY8wrCN/4319kWrXbM/dz6nn00JTpUlsvIvoG0hizwRiTMcY8aIxZWzCPrveF5T+AI4wxFxtjuqPezq8Am4FronmqfR3PNt8Rc9gP2XPlflZbMO8BSj4Wtm5gZ5HXBwm//ZB5IuoWfy/wXWvt9ujlctp3H8ApY77u6KfOlwYyxrQSfgD5hLV2c5FZqt2epeYbjH6q3etjGXAY8K/AJwjvxf8LcLUx5q+jeXS9LyDW2tsJb7f5KDBA+ID4CcCpU97joXrXcW6+oVnmk/oq97PagnkPUPIhspczxvQCNxD+cbq4weFIbX2I8F7df2t0IFJXLtAJvNVa+11r7f8SPnT6AOHoRbLAGGNeCHyf8CHxlwKvATYBtxhjljUyNpFaU/KxsA0SZsFTdRN+0yJ7uWh0i1sJP5i83Fq7q2ByOe2b+1ZjtvkGy5xPaiS6b/sS4CNAhzFmH2BxNLndGNNF9duz1Hy5b8XU7vWRO87/m3vBWhsQjlhzVPSSrveF5d+B31lrL7LW3mGtvYFwlKp9mPiSqdrXcW6+rlnmk/oq97PagnkPUPKxsD1M8fv2VkfTZC9mjGkh7PE4GPibqeN9U0b7WmtHCUdPmTRftO6DmTgP1hF+4z51vhVAOzpf6mEV4T241xH+YRgE/hxN+yawowbtmfs59TxaPWW61Fax+7hzWqOfut4XliMJ6/jkRV8uPQ4cGr1U7etY1/veqdzPagvmPUDJx8J2M3BS4QgWUVfvSuCmRgUlszPGeMB/EY5S8kpr7UNFZiu3fW8GXhU9iJZzFuEH3ZsAosKFtwPnRmOO55xP+AZ1257uk8zqT8BfT/l3fjTtX4BTo/+vWntaazcQfvA9n8nOB56lxLj0UnU3RD/zI8xE7XYqYeE50PW+0GwgLCKbZ4xZTFgXYj3U5Dr+DeGXGsXmu89a+8ye7JDM2c3AocaY/PkQ1Xo5genX9oJ4D3CCIKjl+qWBojey+wnffD5OmM1+FthCOE60Gn8vZYz5BvA2wocRb58yeZ21dlu57Rt9k/Fn4LfAZYQFii4D/tdae17BNo8nHNrvGsKRWI6K1vdv1toP1mZPZSbGmJWEH0TyFc6r3Z7GmLMIi51dTji874mE47+/w1qbqzUgNRQVCLuL8FvISwmf73oz4QeGU621d+l6X1iMMW8Hvko4vPJ1hLfWXkyYkDzPWvtwNF9Vr2NjzHsIi8l9jLA+xNmE9YROt9beWsNdblrGmDXR/74WOI+wqCTABmvtH6IvG+8hvB3uA4RD4n4y+v05UW9G2Z/p5sN7gHo+FrCoC/cUwsqaVwPfIho3WonHXu8V0c9PAv835d/pUH77RkPnnUpYKflG4POEY3m/qXCD1tp7onUfTvicyQcI34g+XIsdlLmpdntaa38CvB54OWGRsTcC71biUT/R9foqwg+P/0rYE3IAcJq19q5oHl3vC8vXCRPM5xPWYPgGMAKcnEs8oPrXsbX2S4RJzpuj+U4BzlXiUVPXRv/Om/L7OwGiQq6nAb8jTAKuIvwC4tRc4hHNt2DeA9TzISIiIiIidaGeDxERERERqQslHyIiIiIiUhdKPkREREREpC6UfIiIiIiISF0o+RARERERkbpQ8iEiIiIiInWh5ENEREREROpCyYeIiIiIiNSFkg8RaShjzIXGmMAYs7LRsYgUMsZ8vJ7npq4FEWkGsUYHICILjzEmKHPW7wG/qGEoNWOMOQZ4DXCFtXZDg8MRERGZF5R8iEgtvGHK72cDZwHvBbYXvL4OuAf4L2C8PqFVzTHAxwiTpw0NjaRMxphXAfdYa7fUcBvPA74BrLHWPlWr7RTZ7ieBfwR+SXiOdQKvAh4Ffg8kgGOBFUCrtTZbr9gq8AP28muhkcd5tnPLGPNu4DDgWWA18BFr7WPlTq/WOkRkZko+RKTqrLU/LPzdGHMIYfLx0xK9BHvjB8EFxRiTIPxg+1Kg6smHMeZM4LVAABwPeNXexiz+CjjMWvt0FM9LCD8Uv9ta+7PotQTw870t8TDGdFhrR6K49qrYiqj7cS7n3DLGvBk4DzjBWusbY04DfmaMWW2tHZtterXWISKzU/IhIg1ljLkQ+C6wKpeYGGM+Ttir8FzgnYQfPGLAtdHvHvAF4BygDfgJcJG1dqRgvR3Ah4Fzgf2BHcBPgQ9bawdniakD+CiwBlgOjAKPAZdZa68piA/g58aY3KJ/Z/9/e3cfY0dVxnH8u630t5m0AAAHsElEQVQNYoGWN9H4EkjFB0JNJZLwVmxrJYTUFuIfhpomVmMwsSQQKhC0f0gjTWpEJNnFUFhTDAjyUimNYqwaCJXWmAapvORJsO1iCBahAaQpEe36x3NmHcc7d+ZOZ++u298nae7OnNlzzsydbebMec457ht7KT+X1yeBa4DLgBnAY8QD3V/r1Knb+STnpM8/1Di2Z+6+BdhiZguBleNRRpn0Rvz+7IE4WQD8E/hdro7/MLMdDYqYaWZDwBeAmcATxP02UqjHh4CbgUuB2UTP3gbgNncfTcd8m/i+5wFfJ3oFTwYGSv4WuoUwLnL3xxuUPTeV3fV8ivpwnTuqeW+tAda7+6G0/Uvi/4YrgI010tvKQ0QqqPEhIpPZj4ER4qH7QuCrwEHgY0RoSrZ/BfAKcD2AmR0F/AY4i3gAcyJUYhVwnpmd7+7dQltuB5anz2eB44iHxfOBB4BNwAeBK4F1wAvp9546jPLvBvYTD4dz0rFnmtk56diqOlWZD+xw93drHPv/ZjERjpO3ANjp7m8X9r/ZIP/su7kJ+ABwLXAPcFF2gJmdSHz/pwBDwB6iR+BW4FSiYZl3L7APWAuc0KXsYggjwA1EyM9rDcuuPJ8S432dGzGzjxPn+Wy2z91Hzew54GIze6pbOrCxjTzG6fREphw1PkRkMnN3vyL9fHsK37qKePv6xbT/h2Z2OvAVUuMDuBo4GzjP3Z/OMjOzx4EtxAPdXV3KXQbc6e7Fh7asUrvMbDvR+NiavX3OaVL+m8DFWahKeqjZQDS4hqrqVCaFiiwCLgFGzOwe4CF3f6SXfCYzd/9eftvM3kM0yoY6HLu2QREvufvnc/m/Btyawm2eT7tvAD4KXO7um9NxQ0Rv19Vmdoe7v5DL82Xg0qxXokyHEMYriZ6Lb7l79iDca9l1zqdTXcb7Ojc1J32+Vdj/d6LBUJXeVh4iUoOm2hWRyeyOwvZ2YAC4s8P+E83suLS9nBjI/hczOyn7B+wADhBvcLt5AzjXzD7SsN5Nyh8sxMhvJBoknzucOrn7MNHYmU48sK6YSg2PEp/iP+FEbSg+XGf5zsntW0Y0ljdnO1LDYn3aXFrIY7Cq4VFkZvOBQeBBd193GGXXOZ862r7OTR2fPg8U9r+d0qrS28pDRGpQz4eITGYvFbbfqNh/PPFm0ohY7L+V5Pv+inJXEzMPjZjZLmAr0duys06lG5bv/7Xh/q6Z7QZOa6FOZxFhWts7VtZsAHiIeJCsY7W7P1fz2ImwADgEbGspv72F7WzMTj5c6lRinE5R1pNwWmH/n3upQGp0PkyE+H25kNxr2XsL253Op47K69yne+tfhc/MDOI5pyq9rTxEpAb9wYjIZFY2W07Z/oHc5zYipr2TrgPO3X2TmW0j3hh/lgjpWm1mawpvnMscVvnjUKf5wC53L4aMZHmPEoP6p4pPA38sO98Gqu63Jg7WPdDM3gdsJnqvLs9PrNBQW+dTeZ37dG9ljfxiNMdM4sVEVXpbeYhIDWp8iMhU9CIw291/3TQDd38VGAaGzexo4BfATWZ2SxoA3i1kpkn5Buwa2zCbQbyxHps1qEadylxEe70Ak5qZTSMaWz/qc9F7gDM67D8zl97UMPAJ4BJ375TPeJbd0QRe5052p89Tcj9D9OS8WCO9rTxEpAY1PkRkKroPuNnMlrv7ffkEM5sOzHL3/Z1+MaUf4+5js/W4+0Ezc2AhcCwx01b29rlTvHeT8q8ys025cR8riSlTf95DncpcCFyXyl8GjLj7M7k6TaWwq3nALPo/DmELcJ2ZLU1Tw2bX9fpces/M7EZiKtdr3P23/Sy7Qq3r3I97y933pr+FM0ihhanxPhcYrkpvKw8RqUeNDxGZir4PLAHuTQuUZQPV5xAhIGsonxrzWOBlM/sZ8AwxJenZxKxTv3L3bIX2nUTvx41mNpsIo/l9ejPdpPxZwFYz20RMJbyKiNm/q4c6lTkZeD6F71zg7o/mE1sOjZlW+BxjZl8DvknMAvZKL+lVv5uziPheniw7IK2d8YS7L+x+Kj1ZT6zp8oCZDRLjKpYSs4zdVphtqhYzmwt8h1jP5XUzW1E4ZKu77xuPsmuovM7Qv3uL6IFZSayTArGGyX7gpzXT28pDRCqo8SEiU47HasSLiUHay4mF3N4h1gz5CVD2Bhli8b5BYlzFEuAoYoD7OuC7uTL2mNkq4BvE7FvTiYHAexqW/yViPYa1xCDWR4hFBt8xs0N16tTFOmL631drHt8zM1tATIN8btr1mJk9DazNTd86DXgv5WMLuqWXppnZh4nzOhr4TDrmbjN7C1iTD1Uys2PSj90aMD1z99fN7ALiWq8kBvjvJtbQ+EHDbE8izvt0YrKBokXAvnEq+3/0cp3bVPPeugWYZWYbiGmM5xFhagdqpreVh4hUGBgd7WmmPxERaVFu1emxVa1l/JjZEiIMaZ67/2mi6yMicqTROh8iInIkWUxMUayGh4jIBFDYlYiIHDHc/dqJroOIyJFMPR8iIiIiItIXGvMhIiIiIiJ9oZ4PERERERHpCzU+RERERESkL9T4EBERERGRvlDjQ0RERERE+kKNDxERERER6Qs1PkREREREpC/U+BARERERkb5Q40NERERERPri3+tS24sATHgaAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.1)$ ($0.0%$$\\%$),\tfrequency of collisions is 4.2e-05 ...\n", " - For #$1$: $B(0.3)$ ($0.0%$$\\%$),\tfrequency of collisions is 5.7e-05 ...\n", " - For #$2$: $B(0.5)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000136 ...\n", " - For #$3$: $B(0.7)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000614 ...\n", " - For #$4$: $B(0.9)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.001281 ...\n", "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": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 1 : RhoRand-Thompson ...\n", "- Player # 1 / 2, RhoRand-Thompson\twas ranked\t1 / 2 for this simulation (last rewards = 8034.6).\n", "- Player # 2 / 2, RhoRand-Thompson\twas ranked\t2 / 2 for this simulation (last rewards = 7793.9).\n", "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" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 items in the legend.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwEAAAHvCAYAAAAMztPOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XmcHFW5//FPT8+SZZJMEiBsssOD4AUUwiYCCgioKIvsCiher178gYKioCCrioo7iHiFqCCLbBEQFGRTWQwoICAPe4CwhpBlJsnMpLt/f5zqmUqnZ6arp5eZ6e/79cprUtWnqp5auvqcOkulcrkcIiIiIiLSOJrqHYCIiIiIiNSWCgEiIiIiIg1GhQARERERkQajQoCIiIiISINRIUBEREREpMGoECAiIiIi0mBUCBARERERaTAqBDQIMzvGzHJmtkE10tdrnSKVNJKvUTPbIIrtmHrHUg4zO2OkHtvBmNl7zOweM1sSxb9/jba7yrVY6rxy1i1jzxi4Z+g6rbLmegcg4UIHLo0mP+bufyiS5mrgYAB3T1Vou9sA+wOz3P2FSqxTGpuZTQW+CHwM2BhoAV4EbgcucPfH6xheVen7NPaYWTNwLZADTgaWAA/WNSiRMUb3zvpRIWBkWQ58AlipEGBmU4D9os/HVXB72wDfBO4CXij47LfAlUB3BbfXUMzsw8CngY8CXe7eMUjaK4DDCJnlOe5+agXjGA+cBKwGbA5kga+5+6OV2ka0nf8CbgHWAK4G/o9w/RhwCPBZM5vq7ksqud0RZLDvk4xOmwAbAF9y95/XOZaBlHOv1v1dijKzdwMXAR9395cKPjse2Ax4A9gCOM3dn06apoiB7p26TqtMhYCR5SZgPzOb7O6LY/MPJjTdupWQoaw6d88AmVpsayQxs4nu3lWJdbn7zWZ2DyFDvI+ZzXD314ts88PAJOBxd9+rEtsucBpwkbu/GG3vXOBvZraduz9ViQ2Y2SRC4XU8sIO7/6vg81OB04GK1GKJDKaC3+M1or8LK7CuqijnXt2o9/dKq+TvRb2Z2X7AQYRar+2BdMHnxxIeVO3i7lkz2xf4k5lt4e7LS02ThK7T6lMhYGS5itCM4uPAJbH5nwRuBuIFA8zsDOCbhc2DovZzzwOfcvdZxTaUXzaavNPM8h99yt1nxZoobThU9VxsXdvQ3xSkhfBU+Hh3f22QZdcHvgLsAaxH+ML/Azjd3e+NpdsnWt9h7n5VwTq2BB4DvuLu34/mTQS+DhwKrAu8BdwAfN3d3y6Ie2vgf4EDgdWBVLT86YRzsQ6wFHgaON/drx7seBR4L+Fpxj7ARsBKhYAo87w2sCbhKUhFmdk44HhCLdJZ0ezvEJo2HA98YYjlNweW5gsQg/gs4YnppwsLAADu3gN8I7beMyjx2o2dp62ieA8i3Lt+H02nge8TCsvjgeuBz+V/nIfzPYnSDXmNDvV9itIMeU3GtrkJ8CPg/cCyaJ9+OlCMBcvmY3kX4bo+BJgI3B0dl7mFaWtxHmKmmNmlDHGfKPV4DfY9HuQYrQOcC+wLdADPAhcDP3b3XJRmFnB0tMilUcxz3X2DQdY7ETiFcMzXJxQeHiQc4wdj6YbcfqkK79Wl3LsGur+XGlep11gF76P57Zb6e/ExwrVygLvfULCO/wIeBb7s7ufH4hzO70VJccVi2Az4MbAr/d/vn0RxrXQ/SvA9KPueAeDuNwI3mtnuwDFFknwDOM/ds9H0rYTv+WHArARpVjLYvTP6u9J1Wqn7UInnvKLX70ikQsDIMp/wpfkkUSEgurm8j3Chf6yC27oOWIuQefsW8J9o/io3rAR+DSwgfEE3Bo4D3hk9cR6oOm8m4aZ1HTCX0GTlWOCOaLnHonS3AfOAowiFpbijCDfdywHMrA34C7Al4QfMCdWTxwE7mtlOBfFcTsicnwVMi+ZdCBwe/X0MmEy4+e9EeLJfqp2B7xEKcBsB9xWJ/ffAz4HvJlhvqdKEm1t7foa7LzGztwhNHYbyH8IP++5DpNufUGX7u/LCLMlvCNfI6YTC1WcIP3abRNvOz/8E8CqhoFMJpVyjg36fklyTZrYacA8whfAj/grhR+jXCePOfx/PJBQyTwQuI9xPhmO452HI+0QZ32Eo/j1ehZlNJ5yXGcAFhMLOR4EfEgqyX4yS/oJwzzk1iuGvQOcg6x1PKMhvC1xByORNJBzvHYn6EiTYfrnKuneVGddQ11il7qN5pf5e3EIogB1OyNjFHUFoEnlltN+V+L0oNS7MbA3C97udcI28SihQrPL9LjW2Ct4ziooKLRsQziEA7p4zs8eBvYBZpaQZYPWD3Tt3HSSssu9DCc55pa/fEUeFgJHnMuBKM1vX3V8GjiTczG6mgoUAd3/UzO4jfPFuc/e7KrDaRcBeURUe0Zf/YsKX84IBlrnZ3a+JzzCzi4AngROA/47izZjZb4Evx5vVmFkT4Rj92d1fjVZxAvBuYMf4U2kzuwu4kVDI+r/YJucB+xY8gfso8Et3H+4P8uQo0/0coRAQ389tgScImYY04SZeUdHTj/ULtjuR0Mzh2QpuaouwuQELe5Xg7n5Y9P8LoydfXwCudPcjovk/N7NNCX0xKlUIGPIaLeH7lOSa/CrhR/GD7n5blO5CktcUvejuB8a2NR/4YVQ1/0TCdcUN9zyUcp9I+h2G4t/jYr5KeFq7v7vPjtZ7ASGzeIKZ/cLd/+Pu90WZhVOB+9z9siHWexKwHeF6iMf2XTOL10qUtP0htjWYcu9d5cQ11DVWqftoXqm/Fz1mdi1whJm1u3u88HYYcI+7z4umK/F7UVJcka8SClp7uPsdUdoLCZnSQqXGVql7xkA2jv4uLpi/hJDxLzXNKga7d5rZYIWA4dyHSj2ulb5+RxwNETry/IHwpTkymv4k8PuoOcVI97P8D3tkFuEH/yMDLeDuy/L/N7Px0dOoJkJV6rYFyWcRCq5HxubtQaimiz/xODxa/iUzWy3/D7gf6IqWKYy7MOOwENjBzN4xUOxDiZ4MLo0mVyoERIWXXd39TmA34KnC5hBVdAThickPhkro7il3372EdU5m1Zt/pf2iYPo+QpOPXxaZP93MJldiowmv0YEkuSb3A57I/5hHMawgNBdIorDgfXf0d+PChAkN9zyUcp9I+h3Or7eUpjQfJWQgZudnRMudF03uV8I6ijmEULD+VeEHRR4wVGP7eeXeu8qJa6hrbNj30biE38UrCM1BPhZbZmdChjReYzns34uEcX0YeCxfAIiWz1C86U6psVXqnjGQqdHfwqZ9nbHPSklTScO5D5V6XCt6/Y5EqgkYYdx9uZldA3zCzP5CGM3lv4dYrKrMLE1o+xi3KH7ji/hKE+690RPwDQdZdyuhWcAngcIv2vMF63Mzu5fQhCafgT2KkIGYHUtqhJv/mwNsdo2C6WJPxE8itOWfa2aPEpojXenuDw20L0XsSLipQCgEbB/77BP0/xDtSpFagOjp4TWEJgWlOMmHGILTzDoIHYWPc/dK1gQsJnRurqbCfgkLh5g/lQoUTJJco4OthtKvyQ2APxZJ40XmDeaFgul8++EBm8qUaLjnoZT7RNLvMJRes7UBoblIoXztyID3qyFsSqiRHKogUq3t55V77yonrhcKpguvsUrcR/sk/C7eSWgGcjhRU1HCA5Aewn21b7UM8/ciYVwbUPz7XWwEnVJjG2idSe8ZA8kU/M1roT8fWUqaShrOfajU41rR63ckUiFgZLqMUH31XcIN5O8DpBvoxyY9wPxyvYNVb2SfYuA2fkn8mFANeAFhP98mtNc8heJPLGcBF5vZVoSM9QHA5b7yyAMp4G+EdqrFvF0wXViYwd2vM7O/EZ6w7Ek4HyeZ2Tfc/Vul7Rrvpf9J2XOEauh857sV7v66mU0gNCG4sEgMOUJfkIqIah8uAc70QTrCluk/wHZm1lZik6Byrt2BRokYaH6+CcZwvydJr9GBYklyTVbCUMcFansekijneK3yPW5EFbp3lWrQc16FWEr+LnoYneYq4Dgzm0Z4WHQwcKuv3BF/2L8XSeJKqB73jWLymeXC1iMT6c9kl5KmkoZzHyrpuNb4u1QXKgSMTHcBLxM6Gp07yJOlfA/2qQU3tY0GSF+o1FEoXiN07Ikr9sTZCKMbEMXVQnh6dH+RtHmHAb9x9+NXWpHZWQOkv4pwwz062tZEVu389AzQ4e63D7LdIbn7G4Sq/V9FTXv+CJxpZueXmNGdFjsvzwNrR22MD6e/JmMnwpOSivcHKOLbhALTtRBGk3D3Zyq07hsIhZ7DKa1wONxrN4nhbqvUa3Sw71OSa/IFQie1QlZk3nDV8jzklXKfqMh3eADPE2pYC70z9nk5ngbeZWapIWoDqrX9PmXeu6oSVwXuo3FJfy+uIHRoPpjwvVqDVQcvqMS1liSuFwi1RoWKfedLje2FAZav1D3juejvjNj/IdT4PJMgzUASjYhVASWf8wpfvyOO+gSMQNEPyBcIpdTC9m1x+erDD+RnRE1ITihxU/m2e4O213P35e5+e8G/V4sk/ULUdCjvGMIwczcPsvosBdehmeVH0ygWy2LCGzyPINRGPO2rDsF2BeHH+PDC5c0sHT0VGlCUZkrBdpcRqlabKaHZS5SxiffjeI6wn/9D6PyUH0JtV+AFLzIEp5mlzOxaM7u1xH9bDhLP/wD35wsAkaNK2I/NzWy9odIROna+CHzPzLYusp5WMzs71i5zuNduEsPdVqnX6GDfpyTX5E3Alma2VyxNM2FI10qr5XnIK+U+Mazv8BBuBDa3MC56fp0p+jsO3ljmeq8mFJ6OLfzAVu4YXK3tD/feVdG4KnEfLSLp78U/CM13Do/+dVLwMk4qc60lieuP0fbi37k0YWSaQqXGVtV7hofhOZ1YITH6jXsX4QWXJaUZREl5kQoa8rhW6fodcVQTMEJFnbNmD5HsNkLm8v/M7J2E6s6DgAklbuYhQgn8lKit+DLgAXcv90nUFOA2M7uOMEzXcYT2pIWjeMTNBo42s07gYcJTp88QahoG+pLNIrSpX5PQvr3QDwidry6PftDyHYY2JhyfbzD40+pJwDwzux54hDAE3rujuP7s7vMHWTZvH/rb0kJ4UpMF1nL3R2Lzd2OAWoBKNQcys48SOi3eZmZfi2ZPJLw7YCglDRHq7ouj7dwC/MPMriYc9x7CU69DCR2488OgDvfaTWK42yr1Gh3s+5TkmvwuofP7DWb2E8JwfwdTet+QJGp5HvJKuU8M9zs8mPMI1+PVZvYzwndzP2Bvwnj45Y7Mcz6heeLFFsZav5fwhvddCZmgn1V5+zC8e1el4yo5FjPLAXeXMAhBOb8XVxBGeNoOuL5IX7ZKXGtJ4jqP8P3+Q/T9zg8Rmn9AEn8qXmpslbxnNBX8zbuEUGC/NJo+hHBOr0qYppii987koZeslON6A8PPB4x4qgkYxaLe/x8jXKDfIGSIH6H4iz6KLf884Qd4OqHG4QpCprRcRxPG7T2L8DTsBmBPH/xNgScQevkfSGjm817C+MaDdby5I9pOjtBpZyXR9vYgHI+tCOP0n0XIyP4uWn4wSwk/2O8k/Hj8lNAe8FsMkSk3s03N7GbCU8FzzezMKKYeQkbg3CjdqWZ2CyGDsLOZXWahqVBFWRil4grCk95vx/59g+Id0coWFW7eRfiR24rww3QBIWN0E/Aud18SpR3WtZswruFuq6RrdLDvU5JrMqp+3pVQ+DoeOIPw9Cn/4qqKqeV5iBnyPlGB7/CA3P0twvs7ribs5w8Iw+ieCHxpGOtdFsX3/Wj9PyI8RU8Te/9KtbYfKfveVYW4SorFzPLvMClWu1yonN+L3xHyOhMp8h6TCl1rJcflYXjr3Qht0r9I6FDs9L+4MfH3oBL3DDPbzcx+T3+B5xYzu9LMtoimzye8af5iM/sm4Rzu7Su/hKuUNKuoQl5kUCUe17K/S6NJKperdVMsGWus/w1+Q75duILbfAp42d0/MGRiEREZkczsw4SmRlu7+7/rHU+9mNmBhKau7y3SxFWkKlQTIKOOme1BaGJy6VBpRURkRNuDMOxiwxQALHQwjU83E2oFFgL/rEtQ0pDUJ0BGDTPbgdDc5BRCJ9Sh2hmKiMgI5u4n1juGOrjbzOYA/yb0kTmY8FKxLw/RfFakolQIkNHk84SXsTwOfNZHx1uURURE4v5I6IR9NKHPyJPAZ9x9lbdNi1ST+gSIiIiIiDQY9QkQEREREWkwKgSIiIiIiDQYFQJERERERBqMCgEiIiIiIg1GhQARERERkQajQoCIiIiISINRIUBExjQz28HMPlTvOKplLO/fWN43GPv7l5SOh0ht6WVhInVgZhsAzw/w8Wnufk4NwxlRzOwB4FXgTHf/1zDXtTFwjLt/viLBFd9GGvgecGqt3/Y5lvevUvtmZi1A1t0zsXlt7t4d/X9U71+0rqnAOMJvehOQij56HeihxP0zs4OA+e5+93BjSqoW13K0nZLP92DHw8xOAt4H/MfdT6lKsCJVpkKASH1dD1xXMO/hegQygvzH3Y8pnGlmHwQ+C3yMUEi4J/ooBWxAKFSd6O5vxBa7ADiqyLqOBzYD3gC2IBS8nh4qMDN7N3AR8HF3fwnA3TNmdhHwA+B/S9vFouuuyP6Vs29mNgE4FpgBtETLfdvd763E/tX53O0MXGVmdwLzgXWADjPb2917R/v+mdn3gC8X+SgDbOPujw21f2a2NvAj4BYgbWbXAUe5e+dA2x1Mvb+rZvZ54D3Aa9H2znb3p6C072spx8PdzwfON7NZg8UiMpLpjcEidRCrCTjT3c+o8bYnuntXLbeZhJnNKlYIiD4bBywCjnP3/4vNbwUeBRa4+87RvL2BQ9390wXrOJaQ4d3F3bNmti8hA7LFQE8GzWw/4CAgBxwDbOjuLxSkOQN4wN1vSbrPldq/cvYtWu7HwKbu/qFo+kvAOcDW7v5MJfavjudud+AKYBKwGLgK+Ka7Ly5IN1r37yLgbsIT/yzhGv0voN3dv1rq/plZB3AN4Rgd6e7Lkh+FldZXr+PxNeBAYGd3X2Fm2xHO+TvdvSeW7gwqcDwGu1+JjHSqCRCpMzMbD+SSNEUws/WBrwB7AOsRnvr9Azjd3e+NpTsD+CawNeGp14HA6kAq9tlWwBcImdxm4PfRdBr4PnAwMJ5Qa/G5eAHCzCYCpwMfJzxhXQo8DZzv7lfH0m0OLHX3F0vdxwHsCLQCd8RnunuPmT0G7BubfRThqX2hbwDnuXs2mr6VsH+HAbOKbdTdbwRujDKUxwwQ288Ix67sQgDD37/E+xZJA2vGpp8EJgDbAs9E84a7f3U5d5FT3H2wz2H07t8r7n5FfsLMmgnfx2ML0g24f9GT7x8AvwG6gMvM7OhyawIiNT8eUY3W14FvufuKaHsPmtkk4MOEe1herY+HyIijjsEi9XUSIeO8zMweN7MjS1xuJvB+QlOiLwHfATYE7jCzdxVJfzmwCXAWIeMf9xtCM5DTgZuBzxDazF4DrBXNvwH4RJFlL4y2fyOh4HAOIQO5U0G6/0TbGa5dgbnu/lx8ZtQm+v3AZbHZuwBzCtJtRmge8Fh+nrvngMeBvYYTmLvPB5ab2ZbDWE3Z+zecfXP3L7j7e2KzNiU8VX4olma4+zdiz120rtG6fz8smD4J+Gm+z0NsXQPun7u/4u6HETK88939oApkeOtxPLYA2glNh+LmFS5Th+MhMuKoJkCkPrLAbYTM9UvAOwiZ6MvMbLq7/2SI5W9292viM6JmAU8CJwD/XZB+HrBv9CNayKMfPIALzWyTKJYr3f2IaP7PzWxT4NPAybFlPwr80t2/OES8lbIrBU8WzWxDQobiGkLcRLHOL1K7snH0d3HB/CWEDMdw/Z3wxPHxMpcfzv5VZN+iZhzHEZ6eP1Pw8XD2r57n7j3RtroJtWLfcvdHiqQbdfvn7kti21sP2Njdzxsg+aD75+7XDrSdMtTjeOSb+6QK5jcDxR6O1PJ4iIw4KgSI1EHULOaD8Xlm9ivgX8C5UTvTwh+/+PLLYsuNJzTdSBGaBG1bZJGfDVAAAPhFwfR9wPbAL4vNN7PJsdgWAjuY2Ts86ig7QLyFP8qJWRjlZSfgrajdL8A0wo/4We5+VSz5OoSRUQpNjf4W9onoBGy4MRI6dZdam7OSCuzfsPYtyvx/lVDLdD2hOUShsvavzucuAyx3929GscwEbjezzd39rYK0o3H/4s4iNHMZSNnXZxJ1PB6PEzoiz4jF0kooULxQJH1NjofISKVCgMgI4e7dZvYT4OeEH9A/DZQ2+mH7JvBJQi1CXLGhR58dZNOF7fQXDjF/Kv1P504CfgvMNbNHCbUbV7r7Q1TedoTCzlfifQuiGpB/mtn4WLvv1QmdEgtlCv7mtVCZ++Fb9D/BTGq4+zesfYuexJ4ZbfMnwANm9sGCjHK5+1e3c+fufwX+GpueY2YAnwPOLUg+6vYvtq3VgQ8RausGMpzrM4m6HA8PI/8cD3zdzM6PrulPEmpbC9cDtTseIiOS+gSIjCz5H8zpQ6T7MfA1QnOiw4C9CW1e76D493qwkT6K/TgONr/vqb67X0foi/DfhHb/nwbmmNmpgwVfpl2Blwo7F0dtju8BzojNHuje9uYAn0+kv5AzHAuAKWUuO9z9q+S+/ZQwxOJ3C+aXu38j7dx1ETquFhrN+3cYoQ1+dpA0w7k+k6jb8YiaSZ4AfNPMvkoYiWgJxR+O1Op4iIxIqgkQGVnyT6XeHDRV+MH/jbsfH59pZmdVJapBeBjr+1fAr6KmSX8EzoyexHUPvnQiuwJ/G+Cz8YTMQd58+psTxOU7Kc6I/R9CU4XC9u/lSNPfLjmp4e5fWftmZmsROgD/wt3PjGbPjf4WdvAud//qcu6iUWEeI3SU/X7so0lAb5FFRtX+FfgAq3aILTSc6zOJuh4Pd7+H/ncTYGbvAH5dJGmtjofIiKSaAJE6MLM1isybTBhpZyFw7yoLrSxLwffXzN5H8aebVWFmaTNb6Sla1FfBCQ8YJsXSbh51Wix3W02EEURWyViY2UbA7sDVsdmvUqQ2xcPY/g5sHlu+hdBp8PZy44uZxtAFuFVUYv+GsW9rEEaBimfEVo/+PleQNvH+1fncZYE2+gs1mNk0wr7eWST9aNu/uG0I7eUHU9b1mUS9j4eZXWdmP4pNb0V4m/JviySv+vEQGclUEyBSH+dFQ+DdRhi5Zx3CuN7rAJ/2oV/mNRs42sw6CZ3b3kkY2vNxYpnvKpsEzDOz64FHCFXr747i+HM0BF/efwgvNNq9zG29G5hMQcYiesJ3HfAAoXlUfHtrmFmLuxc+8b2EMNb/pdH0IVHsV0Xr/B/gVGBHd3+1YNmmgr+FVgdeLojxfwljl+/i7sWaJFRy/wbdtwH279/AnwlNgIgt18OqbebL2b+anbti+2dmlxMb6hQ4glA7UNjxfcTv3xDX5uoM/VR7lf1LosbXMpR3PKYR3ieQLzScD/w/dy/WhGhYx0NktFMhQKQ+/kxoS/95wo/WEsLIPse4+19KWP4EYDnh5V+fImTkPk7I4OxehXiLWUoYiWRPwqgfbYQ+Dd9i1bbkZbHwZuXvEJ5yApxjZkuj/08kPMW+FLgg/3IgCOOJm9m9hJGS7i9Y7fnAFDO7mFAA2xrYO1bwaiI8Oezr+2BmuxGGNNwhmnWLmf2LMNLJE7F1zwTuKtheE+GlSQdQMOJOFfZvqH1bZf88vIn1COAUM2uLPlsX2N3d7yvYl5L3r07nbpX9A04jNE+bTMgkNwO7FRmScjTs3yrXZswzhPbvgym2f0nU8lqG8o7HCcCJFsb/X4PQzG2l4ZRjhns8REa1VC430KiBIiK1Fw2PekwF1vMB4EPu/uXhR1XyNu8CjirsEBk1m/qUu/+o6ILlbWvM7l899i3a7l004P4lXMeYuJaj7d7F8I9HRe5XIvWgPgEiMia5+x3ApoX9FqrFwouQ3hogQ7ErsWEqK2Es71+t9w0afv+SGPXXMlT0eIiMWioEiMhY9g3g7Bpt60vAOYUzLbzTYccqvTthLO9fLfcNGnT/khhD1zJU4HiIjHYqBIjImOXu/wZuM7MDq7kdM3svsMzd/1Xk4/UJ73WouLG8f7XaN2j4/Uti1F/LUNHjITKqqU+AiIwoZvZPwnjnX6/SE8eKMrM0ofPp2e4+0AvWRi3t3+g21vcvqUodDzP7GmEQhkfc/asVCk+kplQIEBERERFpMA05ROhDDz20gtAUanG9YxERERERKcNkILvtttuWlZ9vyEIAoQCQSqfTNRuJIC+TCbWP6XS61puWOtJ5b0w6741J570x6bw3nnqf82j7ZffvbdRCwOJ0Oj1lm222GTplhbk7AGZW821L/ei8Nyad98ak896YdN4bT73P+cMPP0wmkym7VUujFgJEREREJKFsNstrr71Gb29vvUOpu+XLw4vH586dW5PttbS0sOaaa9LUVJnBPetaCDCzvYFTgC2AKcBrwG3AGe7+cpTmGMKrxgtd6+4fr1GoIiIiIg3v7bffZtGiRYwbN65imdHRatKkSTXbVjabZdGiRbS1tTF9+vSKrLPeNQHTgH8APwHeAjYFTgf2NLMt3H1pLO1HgTdj02/VLEoRERERoauri7a2NjbccMMB02S6Oumc8wCZRQtJT+mgfeYOpCe21zDK2sjXBIwbN64m23vuuefo6uoaOYUAM2sBJrn7gqTLuvsVwBWxWXeb2YvAn4D3AzfHPvtXvnZARERERGovl8sN2BE2l8ux4PqrWXjLTdDURK67m1RbG/Mvn0XHvh9h2gGHkEqlahvwGJJOp6nk0P4l1+OY2cfN7PyCeV8DOoE3zeyPZjahAjHln/CvqMC6RERERKQGFlx/NQtvvZlcby+57m4Act3d5Hp7WXjrzSy4/uo6RyhxSWoCvgz8Jz9hZu8BzgXuBp4CjgW+ApyZNIjoDX7NhOZA5wP/Bu4sSPagma0OvEKoPfimuy9Luq28TCbT16u7lpYuDS2c6rFtqR+d98ak896YdN4bU6Oc9+XLlzNp0qS+pjB52a4u3r7lJhigw3Cup4e3b7mJ8bvvSdOEiQOuf/bs2dx22210dHSw0UYb8fzzz3PKKacwYcLAz5mQVonoAAAgAElEQVSPOOII3vWud/Haa6/x9a9/nRkzZiTap5NOOonzzw/PuV9//XUuvvhiXnjhBcaNG8eaa67Je9/7Xl5//XUOP/zwlfc5mwVY5VhUSyaTYcmSJX3byw9RWq4khYBNgStj04cBC4B93b3bzFYAh1JGIQB4HMiPrzQH+KC790TTrwJnAA8Qagf2AE4Etgb2LmNbIiIiIjJM83/2A5Y/9mjpC/T28sqJxwEw7l1bsdoXTiya7OCDD2a33Xbj5JNPpq2tjUsuuYS5c+dywAEHMHPmTM466ywmTZrE5MmT+dznPsdaa63Fqaeeyi233MITTzzB5MmT+dWvfsXixYsxMw466CCOPvpo9thjD5544glOPPFEurq6uPDCC1l//fX7CnAAM2bM4LTTTmP27Nl0dHSw2267MWfOHG644QbmzZtHT08Pp556Kr///e956qmn6Orq4uSTT+aKK65g8eLFLF68mM0224yFCxfy+uuv861vfYsvfOELzJw5k5deeolDDjmEZ555hgcffJAJEyZw/PHHM3v2bJ5++mk6Ozv71tXV1UU6nWbDDTdk//33H9Z5GkiSQsAEVn7D7l7An929O5r+J3BMmXEcBEwiFAROAf5sZru4+2J3/xOhj0De7Wb2CvATM3ufu/+1nA2m0+m6jOta7zFlpT503huTzntj0nlvTI1y3vPDYYbRgcp/SVZTU7poh9qWlhZuuOEGLr30Ug4//HDuu+8+PvnJTzJ+/Hi+//3vk0ql2HHHHTnooIM49dRTWbFiBW+88QbnnnsuTz/9NJdccknfqEXTp0/n9ttv58gjj2TSpEl89rOf5Y477uDRRx/lscce4+STT2attdbi05/+9CqxtLS00Nrayrhx42htbeXd7343n//85/niF7/IuHHjeOCBB/j+97/Pgw8+yO23305zczP77bcfm266Kaeccgo/+9nPOO200+iOmkUde+yxdHV1cf755zNjxgy22GIL9thjDyZPnswDDzzAz372M/7xj3+stK6tt96aE088kcMOOwwIedeOjg7WX399oO89AWWfgySFgHnAlgBmti6wFWFUn7xpQHeR5Ybk7o9H/73fzO4AXgA+C3x/gEWuira9HVBWIUBEREREyrf2iV/t+/+iu/7C/Ct+09cXoJhUWxurHX4UU3bfY9D1HnLIIey4446cfvrppNNp2tvbaW5upqenh1wut0rn4rXWWouzzz6byy67jEceeYTFixezySabsP/++/PJT34SoK85UX49AK2traTTaZqbm3n22We58sor2X777dlrr71WiSk/HGjhtlOpVF9n3fb2dlpbW2lvDyMhtbS09MWczWZZsSJ0dz3uuON48skn+e53v8sJJ5xQdF3jx48HqGhH4EJJBni9FjjOzH4KXAcsBW6Mfb418NxwA3L3lwhDgW5SQvLqHRkRERERKUn7zB0gaiM/oGyW9pk7lrS+8ePHs9VWW3HnnSt3Ed1ll12YM2cO3/nOd1hrrbX6MtwQCg+//vWv2WKLLbjzzju5+OKL+9rtFzr44IP5+c9/ziWXXALAxhtvzNe//vWiBYBidtppJ77zne9w7bXX8uEPf3jQtC0tLVx44YWcc845HHHEEVx11VXMnj2bpqYmOjo62GmnnTjnnHO4+uqrh1xXJaVKLWFEI//8HNgPWAic5O7XR59NJnTY/am7nzKcgMxsM8CBk939ewOkOQH4EbCLu/896TYeeuihhel0eso222wznFDL0ijVhbIynffGpPPemHTeG1OjnPd8c6B8k5S4t667KowO1NOzymep1jY69vkQ0w88tOox1kqp7wk4/vjj+clPfjJomlIUHvuoOdCibbfdtqOc9ZXcHCh6cdfRA3zcCaxDqB0omZldDzwEPBqtY0vCKEQvAb+K0vwZuAN4DOgF9gROAG4upwAgIiIiY0+jvKCqGpIcu1Qq1despdC0Aw4B6H9PQE8PqdZWyGbp2OdDfZ83mkoUACCMBtTcXLn3/FZkTe6eBRaVsej9hBGFvhLF8iJwDXBe7OVjTwCfIhQyWoDnCUOTfmeYYYuIiIw4yswmoxdUla+cYzdx4kTeeOMNnn/++b4OuCvZdkfSW2xF7vF/k+tcQqp9Eqktt6Jz/Hg6X3yxNjtWI/lOuQO9PK2Sstks3d3dTJkypWLrTFQIiMbz3xvYCJgKFH6rcu5+dqnrc/fzgPOGSPNF4ItJ4hQRqRRlyMqnY5eMMrPlib+gKi/fOXXhrTcDjKkmKJVUzrGbOnUq3d3d9A7wPgCA1PgJpLbboQoRjyxLliwBoKOjrNY4iTQ1NTFlyhSmTp1asXWWXAgws+0JT+nXYdXMf14OKLkQICK1ocxYcsqQlU/HrjzKzCaX6epk4S03rXTM4nI9PSz84020b7cDTeOLvGxqpX6RuSKzVv288L99ad56E3LQM6l9pfm5oZYrZd0DxbfScgOsIz+RzZHpXExuRXh6nV22jLdv/gMMMMRkrqeHt2/+A81TV6OprS3sSX4UnPz2cgXb79vnfDy5/hBi07lsjt43Xyfb1dW/jtjfXHyaXGz5/ulc4ecDbavIsv1pw/SKRW+z4u23ix6HwUzIZKB9EuuedjbpyZMTL19vSWoCLgImA8cB9xE6B4vICKbMWPmUISufjt3KcrkcmSWLIZMhl82GEVRyUYYq+n+mq5O3/3gjDNDWOp8ha1lzbZraxrFShidshJVm5GKZz1xB2iHm5wozdiutv/j8XGx+rreXTOeSlTOJuWx/Zqxvfj4zl+3PmGWLz++Z9zK9r71KLpshl8lCNkMukxkwA7tSqCt6een0rw2ZbrjyDULGVIOXTIY3f/3LekcxYqWAXCZDtns5acZ2IeCdwBnuflG1ghGRylJmrDwlPV285SY69v4I6YkTaxzdAONGlzqWdIWXLYwl09VV0rGb/P69SE8o8mQWig/+XDTGYvGUv2zxQadXnbli4UJWLJjfn5nP5mL/z5J6ZR7kcix+8zVWvDWfzjkP0PNyBbKGmQxvXHzB8NfTgJrGT6Apfr3FH34UeRCSGuLzVeen+seeb2tdJU0q3oBipcVWXkfRNKwaS2qIzwdaR6q1NdQCp6Dn1VfofWUeQ2ld9x20rrte3/r7VptKrXocY9PhGKb64yiYTrW00DpjrdBxeLDl8+EXmU7Fp4ktnyKWNhXNHjhtqqkpKmC3DXk84p555hlobaVl9TUSLTdSJCkEPAcUf0QhIiPO8mee4u2bb4TMIE8Wb5pNLgdNLfkfrfiTu9yqTwRXeSqYi1W15lj5qWSu/2lkPn0mS8/rr5Jbvrx/2Xh68n8Kq3UZIn1h7AVPQYulie1HLrZfmc5Ocj3dQ453nevt5fkvfAbiHeMKMptN0b48M+ia4istMTM+yuV6e5n7pf+tdxhVk78i3iiYn+6YSqopBakmaGoKmZxUCpqayHZ2htqCIbSstTata64dJlbK8MT+E5tODZhm8PmpldIUZIIHmN+fcU7RNGkSTS0tsYxdKsp3Na2coYs+T+XnxeaH4wOkmkil04zbeFPSUzpIpZugKU0qnWbxX+9i/pW/HfIFVdMPPXLIF1QNV36I0PVHyRChpb7ca8qe+1T92I1aE2r/EKiSkhQCzgXOMLNLYyP3iNTFaGrjnstmoacHyJFdtoz+jHOsCjxXpFq8MDNekAlfsXgRK+a/GarEs9n+v9kMy/1JOufcP3Rw2SwLb7y+CnvdIHK5QZsj1LyhValNu4qlG8ay8aecuWxm6BcGAaRDJm7Ao1RsdtEYiz3FLXGFRY/D0Mum0mlaZqwZ2pinUqSamiDK3KeaUixe0glRJz7SacZtuBHt2+9Eun1SsZUDpWfIOvb+sDJkMe3b78j83/168EQJXlDVSNpn7sD8y2cNnkjHbkxL8p6A35lZK/C0mc0mjOVf+OuXaHQgkaRGWhv37pfmsuS+v5Hr7iazZAk9r8wj19NNLpOJ/q0gu3Qp6SijOOxXalfBuM02Z/xmxqpPCItUza70BLBItWwqtnxftW/sSR+QahtHy4w1SeXHOo5XlxdWG8fWn5/oDykeZ2xevIq3cJ8GSZ+vLk61tND1zweZf9XloUZgAKnWNlY77BNM3vX9BR/0b+upp8KTwc1s8wHXs+qKi2Vqa16cKFupmdnVDj9qzGZmF0VPhGckeCKsDFl50hPb6dj3I0O+oKoezfZGOh07STI60DaE2oCpwDEDJMuh0YGkiurRxr173kt03n8v2e7lZBa+Tc8rr5Dr7SHX28uKBW+VtI5cuhmaUmFM5Xw1d19VOOH/TfmMdEEmPN6eMf9Z1JSgZcaa4eliU6guD1XkoalBbsUKltz71yEzY5N2ft+YzYyVq33HnZl/5W8HT5TL0r7Dzv2FmWKaQlfBVLGxtMcoZWbLowxZ+fSCqvLp2DW2JM2Bfg5MBP4XjQ4kdVBqZ81J7/sA9PaQXb6MXG8vucwKMgsXkVnaFTLu89+k9803QkZ+xQoyS5aQXdoVmu1kMqFJTjbbNz1UO+3xm2/BxG1nkmpppXnaNFrWWJNUOh0yh+k0TS2tPB29IGXTGrYVzXR1suRvdw+eSJmxopQhK5+OXfmUIStPKpVi+oGH0rH3hwuaie6o62wIOnaNLUkhYGvgTI0OJLWUy2ajjPpiFt31l6HT9/by4lf+X2WDSKUYv8W7mPBf29DU2kLLjLVonj6dVHMLTa1tI3ZsYGXGhkcZsvLp2JVHGbLhSU9sV61mmXTsGlOSQsBcNDqQlGHF4kX0vDiXbE8Py5/6D8ufe6b/SXs2F8aPjsbOzo+bnevtZcWihQOOmT2YVHMzTe2TaJ46lVRzC6nmZlKtbTRPm0ZTaxup1lZa11qH9JQp0WetNHdMJZVuhnRT1MmviVRTOoz8kh/FYxRSZqx8ypCVT8dueJQhE5FaSFII+DZwmpnNcvfSGkJLQ8r29LD0sUfJLlnMkn/cx7LH/z2s9aVaWkhFmffMwrcHbZ4z1jscJqXM2PApQ1Y+HTsRkZErSSFgA2AJ8IyZXY9GB5KYpf95nM4599Pz8kv0vDqP7JIlK33etv6GpKdOo6mtjfGbb0Hruu8I40XHn7Q3RU/ho/+nJ0+hafz4vqfwma5OXvji5wfsEwCojfsAlBkTERGRuCSFgDNi/z9mgDQaHajBLH/+WRbMvo6lDz+00vzWtdelbeNNaJowgSm77UHr2usMe1tq4y4iIiJSGUkKARtWLQoZsXLZLJnOJaxY8BYr3nyTJffeQ+/8+eQyK8h1d7Pirfl9adtn7siknXehefUZtK69TlWGRVQbdxEREZHhK6kQEL0kbH3gVXd/urohSb3lcjm6/vkgC264hp6X5g6eOJVi0k67MGXPfRi30cZVj01t3EVERESGr9SagBXA7cCJgAoBY9gbs37J4r/eFcbHj6TGjaNl+mo0TWynZfU1mLTLbjRPnkKqpZmmCRPDy6pqTG3cRURERMpXUiHA3bNm9iIwvsrxSI31vPoKi267lRWLF7JiwVt0P/csAE2TJtGx5z507PNhmtrG1TlKEREREamkJH0CfgF82swucvclQ6aWEa/nlXm8fM7pZJd2rTR/+iFHMvVD+9UpKhERERGptiSFgDeBXuApM/sN8BywrDCRu/+mQrFJFfS+8ToLb7+Vnnkvs+yJxyCXY9xmxpQ99qZp3HhaVl+jIiP5iIiIiMjIlaQQcEns/18ZIE0OUCFgBOp98w3euvp3dM65f6X5bRttzJpfOJHmyVPqFJmIiIiI1FqSQsD7qxaFVEUul2PR7X+i84F7Wf7MU33zJ2z1bia/b3da37EeLTPW7HsZl4iIiIg0hpILAe5+dzUDkcpb9Jc/M//yWX3TLWutzRpHf4Zx9k5l/EVEREQaWJKaABklcpkM8y//NYvu+DMA4zffgmkfP4xxG25MKp2uc3QiIiIiUm+JCgFmtgZwLLAt0AEUvhI25+4avL3O3rrmyr4CwJQ992H1TxxT34BEREREZEQpuRBgZu8E7gHagaeAdwFPAFOBtYFngZeqEKMk8PbNs1l4y40ArHbkMXTstU+dIxIRERGRkabwSf5gvk0YInRLYA8gBZzg7usCRxEKAydVPEIp2aI7b+et318BhBoAFQBEREREpJgkhYD3Ab9w9+eAbHx5d78MuBb4bmXDk1L1vP4a86/4LQAdH/ooqx1xVJ0jEhEREZGRKkkhYDz9zX2WR38nxT5/ENihEkFJMrlMhtcvvoBcTzft2+/E9IMPJ9WU5NSKiIiISCNJklOcB6wL4O5LCW8Qfnfs843pLxxIDS257290P/s06clTWP2oYzX8p4iIiIgMKsnoQPcA+wBnRdPXACeZWQ+QBv4fcH1lw5OBZLo66ZzzAL3z32TRX/4EQMc+HyHd3l7nyERERERkpEtSCPgh8EEzG+fuy4FTgI3oLxTcCZxY4fikQC6XY8H1V7PwlpugqYlcd3ffZ5nOJeRyOdUEiIiIiMigkrwx+DHgsdj0YmBfM5sCZN19SRXikwILrr+ahbfeTK63d5XPFt1+K6nmNNMPPLQOkYmIiIjIaDHs3qPuvkgFgNrIdHWy8JabyPX0FP0819PDwltuItPVVePIRERERGQ00RAyo0jnnAdgqFF/mpronHN/bQISERERkVFJhYBRJLNo4Up9AIrJ9fSQWbSwRhGJiIiIyGikQsAokp7SQaqtbdA0qdZW0lM6ahSRiIiIiIxGKgSMIu0zd4BsdvBE2SztM3esTUAiIiIiMiqpEDCKpCe2M/kDHxzw81RrGx37foT0xIk1jEpERERERpsk7wmoODPbm/C+gS2AKcBrwG3AGe7+cizduwnvKdgeWAL8DjjV3ZfVPOg6a9tgw77/p9rayPX0kGpthWyWjn0+xLQDDqljdCIiIiIyGgxYCDCzO8pYX87d90iQfhrwD+AnwFvApsDpwJ5mtoW7LzWz9YA7gDnAx4B1gPOBNYAjy4hxVFvy17sA6NjvAFqmr0Zm0ULSUzpon7mjagBEREREpCSD1QQ0AbmE60v0qlp3vwK4IjbrbjN7EfgT8H7gZuArQA9wgLt3AZhZD3C5mX07eolZQ+h6+J8se+IxUq2tdOy5N83qACwiIiIiZRiwEODuu9cwjri3or8ror8fAf6QLwBErgUuAfYj9hbjsa7r4YcA6PjgvioAiIiIiEjZ6tonIM/M0oRYNiU09fk3cKeZTQDWBx6Pp3f3bjN7ltCXoCyZTAZ3Lz/oMi1duhQg+ba7l9N0399JAfNXW5P5dYhdylf2eZdRTee9Mem8Nyad98ZT73OeyWSGtfxIGR3ocWA5IfM/Afigu/cAHYQmRsXefvU2oU9BQ0g9+zSp7uXk1l0P1lq73uGIiIiIyCg2WMfgLMn7BOTcvZzahYOASYARRgv6s5ntUsZ6SpZOpzGzam6iqHxpMem25z/8IAuBadvOZHod4pbhKfe8y+im896YdN4bk85746n3OX/44YeHVRswWIb9LJIXAsri7vnmPvdHoxK9AHwWuDCaX6wB/FTg+epHNzJ0zw272rbeBvUNRERERERGvcE6Bp9Rwzji233JzN4ENomGCJ1LQdt/M2sDNgYur0eMtZbr7WX5M08BMG6TTescjYiIiIiMdiOlT0AfM9sMmAE8G826Cfho1Ek47wCgDbixxuHVRdcj/yLX00PrO9bTqEAiIiIiMmyJ2++b2drAewhNdFYpRLj7bxKs63rgIeBRoBPYEvgy8BLwqyjZ94BPANeZ2fnA2oQRhK5y938njX80WvL3ewBon7lTnSMRERERkbGg5EKAmbUSMuaH0/8isfzLweJ9B0ouBAD3A4cSXgjWDLwIXAOc5+4LANx9rpntAfwA+AOwhNAM6JQE2xm1crkcy54MXSYmv2+3OkcjIiIiImNBkpqAMwgFgG8CfwXuAo4GXiM8vZ8OHJVk4+5+HnBeCekeAhoyB5xZ+DbZZctomjiRdMfUeocjIiIiImNAkj4BhwKXufu59L+8a5673wbsA/QA/1Ph+Bre0ifCC5HHbbgJqVRqiNQiIiIiIkNLUghYF7g3+v+K6O84AHfPAVcDB1cuNAFYFhUCJvzX1nWORERERETGiiSFgLeA9uj/i4FuYL3Y51lgcoXiksjy58MgSeM208tHRERERKQykhQCHgO2gb4n//cBnzezdc1sfUJToCcqH2Ljyq1YQe/rrwHQuvY6dY5GRERERMaKJIWA3wGbm9m4aPpUYBNgLvAcsFE0Tyqk9803IJOhefpqNLWNG3oBEREREZESlDw6kLvPAmbFpu83sy2BjxKaAt3q7s9UOsBG1j33eQDa1lu/zpGIiIiIyFiS+GVhce7+AvCTyoQihfJNgVrWXrfOkYiIiIjIWJKkOZDUWF9/gDVm1DkSERERERlLVAgYwXrfeB2AZhUCRERERKSCVAgYwfKFgNYZa9Y5EhEREREZS1QIGKGy3cvJLF5EqrmFdMfUeocjIiIiImOICgEj1IoFCwBonjaNVJNOk4iIiIhUjnKXI9SKt0MhID11Wp0jEREREZGxJtEQoWbWBHwQ2BiYBqQKkuTc/ewKxdbQVix4C4DmadPrHImIiIiIjDUlFwLMbCvgemADVs385+UAFQIqoOfllwB1ChYRERGRyktSE3ABMAU4ELjb3RdWJySB2DsC9KIwEREREamwJIWA7YAz3H12tYKRfr3z3wSgefXV6xyJiIiIiIw1SToGvwUsr1Yg0i+Xy9H7+qsAtKyh5kAiIiIiUllJCgGXAIdHnYOlinLLl5Hr6SHV2kZ64sR6hyMiIiIiY0yS5kB3A/sC95rZRcBcIFOYyN3vqVBsDSuzZAkA6UmT6hyJiIiIiIxFSQoBt8X+vz1hJKC4VDQvPdygGl1myWIA0pMn1zkSERERERmLkhQCPlW1KGQlfYWASSoEiIiIiEjllVwIcPdfVzMQ6dffHEiFABERERGpvERvDM4zs9WADaPJ5919fuVCkv6aAPUJEBEREZHKS1QIMLPtgR8BOxTMvx/4orvPqWBsDSuzWM2BRERERKR6Si4EmNlM4C7CiED/BzwRfbQFcARwt5nt6u4PVjrIRtNXE9CumgARERERqbwkNQFnA/OB97r7S/EPzOxs4N4ozb6VC68x9fUJ0OhAIiIiIlIFSV78tRNwUWEBAMDdXwZ+AexcqcAaWaYz1AQ0qTmQiIiIiFRBkkJAGuge5PPl6B0BFaHRgURERESkmpIUAh4BPmVm7YUfmNlE4BjgXxWKq6HpPQEiIiIiUk1J+gScA9wEPGJmFwFPRvPfCfwPsD7wkcqG13iyPT3kli+HdJqm8ePrHY6IiIiIjEFJXhZ2i5kdThgi9DwgF32UAl4BDnf3WysfYmOJ1wKkUqk6RyMiIiIiY1Gi9wS4+9Vmdi2wHbBBNPt54CF3z1Q4tobU3x9Aw4OKiIiISHUkfmNwlNl/IPonFab+ACIiIiJSbUk6BksNZFUIEBEREZEqUyFghNHwoCIiIiJSbSoEjDD9zYHUJ0BEREREqiNxn4BKMbOPA0cC2wKrAS8AvwZ+6O49UZrdgTuLLP6Qu29Xm0hrS30CRERERKTa6lYIAL5MyPifDLwG7AR8E3gPcGhB2v8BHo1Nd9YgvrrQ6EAiIiIiUm3DLgSY2QbAVOBhd88NkTxuP3d/MzZ9l5nlgG+b2Vfc/cXYZ0+4+/3DjXU0UE2AiIiIiFRbyX0CzOx/zex3BfN+DjwLPEh4k/Bqpa6voACQ91D0d51S1zPWZJd2AdA0sb3OkYiIiIjIWJWkY/B/AwvzE2a2G6GZzu+ArwMbAacOM55dgQzwdMH8a80sY2avm9nFZjZtmNsZsbLLlwPQNG5cnSMRERERkbEqSXOgDYBfxaYPBuYBR7t71symAgcCJ5YTiJkZ8CXgUnefH81eBHwPuIfQD2An4BRgRzOb6e7d5WwLIJPJ4O7lLl62pUuXAgy47aauLlLAcy/PgwVv1zAyqaahzruMTTrvjUnnvTHpvDeeep/zTCYzrOWTFAJagWWx6T2BP7l7Npp+kjKb8ZjZdGA28BJwUn6+u/8L+Fcs6V1m9hjwB+AQ4LflbG/EyuWgJyrXtLXWNxYRERERGbOSFAJeBHYAfmVmmwObAWfEPp9BGaP2mNkk4BagHdjZ3RcPschNQBewHcMoBKTTaULlQ23lS4vFtp3t6eG5bBaam7Ettqx1aFJFg513Gbt03huTzntj0nlvPPU+5w8//PCwagOSFAJ+A5xrZmsBWwLzgZtjn88EnkqycTNrI9QAbAy8r2BEoKEkGYloVMj19QcYX+dIRERERGQsS9Ix+DzgbEKTnxeA/d19CUDUUXcX4MZSV2ZmaeBKYHvgQ+7+RImLfhSYCMwpOfJRIrs8tLZSp2ARERERqaaSawKitv/fjP4VfraA0BwoiQuA/YHTgZSZ7Rj77Fl3f9PMLgOeA/5Jf8fgkwn9BH6fcHsjXlY1ASIiIiJSA/V8Y/A+0d+zon9xnwJmAY8DRwBfBMYDLwO/BM50957ahFk7qgkQERERkVpIVAgwsynA4YQ2/NOAVEGSnLsfW8q63H2DEtJ8G/h2khhHs/5CgGoCRERERKR6Si4EmNnuwA3AZGAxUGwQ+zHXWbeW8s2BUqoJEBEREZEqSlIT8ENCxn83d3+kSvE0tNwyNQcSERERkepLMjrQO4EfqQBQPeoYLCIiIiK1kKQQMI/w1mCpEnUMFhEREZFaSFII+DHwKTPTY+oqUU2AiIiIiNRCkj4BC4Eu4EkzuxSYC6zyrmJ3/02FYmsoma5Olj/3DADdL80l09VJemJ7naMSERERkbEoSSFgVuz/pw+QJgeoEJBALpdjwfVXs/CWm8hlQpmq86F/0PXPOXTs+xGmHXAIqVThSKwiIiIiIuVLUgh4f9WiaGALrr+ahbfeTK63t3/mihXkgIW33gzA9AMPrU9wIiIiIpGL3I8AACAASURBVDImlVwIcPe7qxlII8p0dYYagHgBICbX08PCW26iY++PkJ44scbRiYiIiMhYleiNwQBm1gS8B9gwmvU88E93z1YysEbQOecBaBqib3ZTE51z7mfK7nvUJigRERERGfOSjA6Eme0PvAA8AFwV/XsAeN7MPlbx6Ma4zKKF5Lq7B02T6+khs2hhjSISERERkUZQciHAzPYGrokmvwEcEP37BpACrjGzvSoe4RiWntJBqq1t0DSp1lbSUzpqFJGIiIiINIIkzYFOAxzY2d0XxebPNrMLgPuiNLdVML4xrX3mDsy/fNbgibJZ2mfuWItwRERERKRBJGkOtA1wSUEBAAB3XwxcSugrICVKT2ynY9+PkGot/iLmVGsbHfuqU7CIiIiIVFaSmoAMUDy3GrRQ5OVhMrhpBxwCsNIoQam2Nshm6djnQ32fi4iIiIhUSpKagAeAz5nZWoUfmNmawOcITYIkgVQqxfQDD2XdM78TptvaWO3wo9jgRxcx/cBD9aIwEREREam4JDUBpwN3Ak+a2WXAk9H8dwJHAG3AwZUNr3GkoqFCm6d0aDhQEREREamqJC8Lu9/M9gR+CHy+4OM5wJfc/R+VDK6RZJcvByA1bnydIxERERGRsS7Ry8Lc/e/A9mY2A9ggmv28u79R6cAaTa47FAKahhgyVERERERkuBK/MRjA3V8HXq9wLA0tGxUChnpvgIiIiIjIcA1YCDCz9QDc/cX49FDy6SWZ/JuDm9rG1TkSERERERnrBqsJeAHImdl4d+/JT5ewznQF4mo42b5CgGoCRERERKS6BisEfJqQ6e8tmJYq6OsYrEKAiIiIiFTZgIUAd5812LRUVq6nB4CmVhUCRERERKS6krwsrCgzazGzaZUIppHlekJzINUEiIiIiEi1lVwIMLOPm9n5BfO+BnQCb5rZH81sQqUDbBTZqBCgmgARERERqbYkNQFfBvqe+JvZe4Bzgb8DvwT2Ar5S0egaSK47NAdKtbXWORIRERERGeuSFAI2BR6JTR8GLAD2dffPAb8ADq1gbA0lXxOQUk2AiIiIiFRZkkLABGBxbHov4M/u3h1N/xMo6V0Csqr+jsGqCRARERGR6kpSCJgHbAlgZusCWwG3xz6fBnQXWU5KkC8EqCZARERERKptsPcEFLoWOMHMWoEdgKXAjbHPtwaeq2BsDaWvY7D6BIiIiIhIlSUpBJwJrAkcCSwEjnL3+QBmNhk4APhpxSNsEKoJEBEREZFaKbkQ4O5LgaMH+LgTWIdQOyBlyKljsIiIiIjUSJKagAG5exZYVIl1NapstzoGi4iIiEhtDFgIMLOjov/+1t1zselBuftvKhJZg9Ebg0VERESkVgarCZgF5IArgZ5oeig5QIWAMmS78x2DVQgQERERkeoarBCwIYC798SnpTpy3eoTICIiIiK1MWAhwN3nDjYtlZPLZsmt6IVUilRLS73DEREREZExriIdg8tlZh8nDDm6LbAa8ALwa+CHsRoI/n97dx4mR1ku/P/bGZKIREhYVFzhoN6CC7iAiAsKKDsKLwLuiD/RnyuK21EOIiq+eg6i7wvHXcEjIrggm6goCCo7igvgLQIBRWQLAZMASWb6/aOqwzDM0jXT3ZV0fz/Xlaunq56punuqu/Pc9WwRsSnwBWAHiq5JpwPvy8xFvY65G1a1AsydS6PRqDkaSZIk9bvJBgZ/YxrHa2bmmyuUfz9Fxf+DwD+B5wMfA54N7F/G8QjgPOCOcts6wGeA0yPiRZnZnEacq5VV4wHsCiRJkqQemKwlYAeKgb5VVC2/Z2bePur5LyOiCXw6Ij6QmTcBBwMbAy/IzJsBIuLvwG+A3YEzK55ztePMQJIkSeqlycYEbNLtk49JAFquKB8fC9wE7AFc0EoAyt+7MCIWAnvSB0nAAy0BrhEgSZKk7ptVdwDjeDEwDFxbPt8CuGqccleX+9Z4o8cESJIkSd1W68DgsSIigPcC38zMO8rNC4DF4xS/C9hkuucaHh4mM6f769O2bNkygAefe+H1DAH3DY/UEpO6b9zrrr7ndR9MXvfB5HUfPHVf8+Hh4Rn9/mQDg29gGmMCMnOz6QQSERsApwF/Aw6dzjHWWCtWFI9rOT2oJEmSum+yloDzqZ4ETEs5A9DZwDxgu8y8Z9Tuu4D54/zaAmDaU4QODQ1RNDz0VitbHH3uf911J7cCj9hgfR5dQ0zqvvGuu/qf130wed0Hk9d98NR9za+88soZtQZMNjD4wGkftYKImEvRArAZ8KJyRqDRrmH8vv9bAOd0ObyeeGB2oIfVHIkkSZIGQa0DgyNiCPgusA2wW2ZePU6xM4HtI+Ixo35vW4rxAGf0Is5uc3YgSZIk9VKlgcERsRZwELAXsGm5+QaKO/nfzMyVFc9/HPBK4HCgUVbuW64rpxD9CvAu4LSIOAJ4OMViYRfRB9ODgrMDSZIkqbfabgmIiHWBXwNfBF4ELC//vQj4EvCrsm9/FbuUj0dSVOpH/9sdoBwfsANwK3AyRVLwa4qFxtb41YIBRsruQLPsDiRJkqQeqNIScCSwNfAB4NjMXA4QEXOAtwNHl2Xe2+4B212QLDOvo1g0rC+tagmwO5AkSZJ6oEoSsA/w1cz83OiNZTLw+YjYHNiXCkmACqvGBNgdSJIkST1QZWDwI4ErJ9n/O2CjmYUzmJr33wdAY45JgCRJkrqvShLwd+DFk+x/EXDzzMIZTCPLlwO2BEiSJKk3qnQHOgn4SET8A/hsZt4GEBGPpBgncADwyc6H2P+cHUiSJEm9VCUJ+ASwFfA+4L0RsbjcPh9oAGdhEjAtI8uL7kCz7A4kSZKkHmg7CSgHAO8ZEbsBe1Is1gXFOgFnZObZnQ9vMDTvL7oD2RIgSZKkXqi0WBhAZv4Y+HEXYhlYD8wO5DoBkiRJ6r4qi4WtHxHPnGT/MyNiQWfCGizN5a3ZgVwnQJIkSd1XZXag/wK+Nsn+rwKfnVk4g2nkfmcHkiRJUu9USQJ2AM6YZP8ZwI4zC2cwPTA7kN2BJEmS1H1VkoBHA7dMsv+fwMYzC2fwNEdGaK5cAY0Gjdmz6w5HkiRJA6BKEnAnEJPsfypw98zCGTyrWgHmzKHRaNQcjSRJkgZBlSTgHOCtEfHUsTsiYgvg4LKMKnBmIEmSJPValSlCPwbsAfwuIr4N/Knc/gzgtcDSsowqcGYgSZIk9VqVxcJujIjtgP8GDqJYJRigCZwLvCszr+98iP3NmYEkSZLUa5UWC8vMvwA7RcQGwGbl5r9m5qKORzYgmivK1YJtCZAkSVKPVF4xGCAz76QYKKwZaq5YAeDMQJIkSeqZKgOD1QWrWgJm2xIgSZKk3jAJqFlzxUoAGmtNq1FGkiRJqswkoGZ2B5IkSVKvmQTUrLmyTALWMgmQJElSb0yYBETE5yLiWaOePyEi1u5NWINjxJYASZIk9dhkLQGHAJuPen4DsHd3wxk8rYHBsxwYLEmSpB6ZLAm4HXj8qOeNiQpq+loDg5ntwGBJkiT1xmQ1z/OAwyNiG+DuctvBEbHTJL/TzMw3dyy6AdAaGDzL7kCSJEnqkcmSgHcBK4EdgUcCTeDF5b+JNAGTgApWDQy2O5AkSZJ6ZMIkIDNvB17Xeh4RI8DrMvM7vQhsUKyaItR1AiRJktQjVaYIfRNwYbcCGVSuEyBJkqRea/v2c2aeABARs4BnA5uWu24AfpuZI50Pr/+5ToAkSZJ6rdJiYRHxSmAhcAnwXeDk8ucbIuIVHY9uANgSIEmSpF5rOwmIiJ2B75dPDwP2oVg34DCK6UO/HxEv63iEfa61ToADgyVJktQrVUaj/geQwHaZefeo7adFxHHARWWZczoYX99rrRPQcJ0ASZIk9UiV7kBbAd8YkwAAkJn3AN+kGCugNg0vXcKKW/8JwL3XXMXw0iU1RyRJkqRBUOX28zAwWZ+V2WUZTaXZ5M4fnszis8+kubJoCbjn/HO55/xzmb/rHqy/9340Gi7QLEmSpO6o0hJwCfC2iNh47I6IeDTwNoouQZpC44JzWfyTs4pBwc0mUAwQbq5YweKfnMWiU0+pOUJJkiT1syotAYcD5wF/johvA38ut28OvAaYC7yqs+H1oXvvpXHphataAMZqLl/O4rPPZP7OezC0zjo9Dk6SJEmDoO2WgMy8GNiJYnDw/w98ofz3tnLbjpl5aTeC7CeNvAqm6uozaxZLLru4NwFJkiRp4FSakiYzfwNsExGPAjYpN9+Qmbd1OrC+tWQJlGsDTKS5fDnDdy/uUUCSJEkaNNOalzIzbwVunenJI+JxwIeBbYAtgTmZ2RhTZhOKVYnHujMzN5xpDD03bx7Mnj1pItCYM4eh9eb3MChJkiQNkkorBnfBk4B9KRKKqboSHQE8f9S/nbsaWZc042mrBgNPaGSEeVtv25uAJEmSNHDqXqHqgsx8NEBEHAa8cJKy15XjEtZsa69Nc5vtmHX5xTSXL3/I7sacuczfZTcHBUuSJKlram0JyMyROs9fl+aLd2D+LrvTmD171bbGnLk0Zs9m/i67sf7e+9UYnSRJkvpd3S0BVRwTEccD9wA/Az6UmTfWG9I0NRpssM/+rLfTrix898EAbPiaNzBv621tAZAkSVLXtZUERMQQ8FhgSWYu6m5ID3E/8EWKiv8iigHEHwUujIgtM/OO6Rx0eHiYzOxclG1atmwZQHHu5fczBDRnz+afGz8O/v73nsej3njQddfA8LoPJq/7YPK6D566r/nw8PCMfr/dloAh4HrgQ8DRMzpjRZl5C/D2UZsuiIhfAZdTrFfwiV7G01Ery4s3tCY1yEiSJGlN11btMzOXR8QtwPjL3PZYZl4ZEX8BnjvdYwwNDRERHYyqPa1sMSJYufguFgJrzZ3LpjXEot4Zfd01OLzug8nrPpi87oOn7mt+5ZVXzqg1oMrA4G8Dr4mI2VOW7J0p5tpcvTVXFjlVYy1bAiRJktQ7VWqf5wK7A5dFxJcpugfdO7ZQZl7QodgmFBHPBp4CnNjtc3WTSYAkSZLqUKX2+dNRPx/HQ+/CN8ptQ1UCiIh9yx+fNub5wsy8PCJaYxAuohgY/EzgI8DNFAOG11jN4TIJcEyAJEmSeqhK7fNNXYrhexM8PwE4ELiKYmDwQcA8itWFTwcOr2Gmos4qWwKwJUCSJEk91HbtMzNP6EYAmdmYYv83gG9049x1e6A7UKXGE0mSJGlGpnULOiKeDDwS+FNm3t3ZkAaHYwIkSZJUhyqzAxERr4qIhcCfgQuA55TbN4qIayPiVR2PsI+tSgIcEyBJkqQeajsJiIjdge8C/wQ+TjEQGIDMvB1I4LWdDrCf2RIgSZKkOlRpCTgMuBh4PsXsQGNdAmzViaAGhUmAJEmS6lAlCdgSOCkzJ1qg6x/Ao2Ye0uBoTRGK3YEkSZLUQ1WSgOVMPpD48cC/ZhbOgGm1BMxenRZhliRJUr+rkgRcAuw93o6IeBjweuBXnQhqUNgdSJIkSXWokgQcBWwXEScB25bbNomIvYHfAI8DPt3h+PqaswNJkiSpDm0nAZl5PnAAsBPFir0AXwV+ADwROCAzL+94hH2sNSbAlgBJkiT1UqXaZ2b+ICJ+DLwceArFNKF/BX6WmUu6EF9fc8VgSZIk1aHyLejMvBc4rQuxDBzHBEiSJKkOlWufEbGAokvQpuWmG4CfZ+ZdnQxsELSSAKcIlSRJUi9Vqn1GxL8D/wHMZdSKwcB9EfHJzDyqk8H1PccESJIkqQZtDwyOiEOBTwGXAftTLB62Zfnz5cAnyjJqk92BJEmSVIcqtc93AecCLxuzavAfI+IHwM/LMkd3ML6+1lw5DJgESJIkqbeqrBPwSOCHYxIAADJzhGKq0I06FdggcJ0ASZIk1aFKEvB74MmT7H8S8MeZhTNYmitXALYESJIkqbeq1D4PBc6IiD8CJ2TmMEBEDAFvAt4A7NH5EPuXYwIkSZJUhwlrnxFx7jib76JYJfg/I+KGctumwHzgeuCTwI6dDrJfrZoi1CRAkiRJPTRZ7fPfgIf0/wduKh83KB/vKf+txQNrB6gdq6YInV1zIJIkSRokEyYBmblJD+MYSA90BxqqORJJkiQNkioDg9VhjgmQJElSHaZV+4yIecACHrxqMACZedNDf0PjaQ47RagkSZJ6r+3aZ0SsDXwMOIgHxgOMx74tbbIlQJIkSXWoUvv8MvA64FLgRGBxVyIaIK4YLEmSpDpUqX3uDXw7M9/QrWAGjlOESpIkqQZVBgbfC/ymW4EMIscESJIkqQ5VkoDvAy/vViCDyDEBkiRJqkOV2uehwPcj4n+Ar1EsGjY8tpCzA7XPJECSJEl1qFL7XAn8FXgn8JpJyjk7UJtMAiRJklSHKrXP44A3A5cBF+HsQDPmmABJkiTVoUrt81XAdzLz9d0KZtDYEiBJkqQ6VBkYvBJnB+qYZrP5wBShQ/agkiRJUu9USQJ+iLMDdc5wOaZ6aIjGrCqXQZIkSZqZKv1Q/i/wrYg4EfgKzg40I3YFkiRJUl2q1ED/UD5uBRwwSTn7trTBJECSJEl1qVIDPRJodiuQQbMqCXBmIEmSJPVY2zXQzDyii3EMnFXTg9oSIEmSpB6rtQYaEY8DPgxsA2wJzMnMxjjlNgI+B+xBEfMvgHevyeMP7A4kSZKkurRdA42Iw9so1szMT1Q4/5OAfSkWILsUeOE4550FnAVsALwFuJ+ia9IvIuKZmXlvhfOtPlrTg5oESJIkqceq1ECPmGRfE2iUj1WSgAsy89EAEXEY4yQBwN7A1sA2mXlZWfb3wHUUKxgfW+F8qw3HBEiSJKkuVcYEPGQy+/Iu/WbAIcBzgF2rnDwzR9ootgfw11YCUP7eTRHxa2BP1tQkwDEBkiRJqsmMVqnKzJHMvDYz3wHcQtFvv9O2AK4aZ/vV5b41kmMCJEmSVJdO1kB/Bnyyg8drWQBcM872u4D1p3vQ4eFhMnPaQU3XsmXLALjptn8yBNy7fHktcai3Wtfdaz1YvO6Dyes+mLzug6fuaz48/JA1eyuZUUvAGI8D5nTweP2tdeFmubaaJEmSeqvK7EBPmGDXAmAH4L3AOZ0Iaoy7gPkTnHfRdA86NDREREw7qOlqZYuP2/jR3AKss956PKaGONRbretex3tO9fG6Dyav+2Dyug+euq/5lVdeOaPWgCrdgRYy8YrBDeB84O3TjmRi1wDbjbN9C8bvJrRGeGBMgC0BkiRJ6q0qScBBPDQJaFLcqb82M//csage7EzgjRHxnMy8AiAiHk8xnej7unTOrnNgsCRJkupSZYrQ47sRQETsW/74tDHPF2bm5cCpwG+BkyPiQzywWNhNwNe7EVMvPJAEzK45EkmSJA2a1eE29PcmeH4CcGBmDkfErsAxFJX+IeBcYJ/MXNa7MDvLlgBJkiTVpVINNCLWA15NsUDY+hRjAUZrZuabqxwzM8ceY7wytwGvrXLc1Z0rBkuSJKkuVWYHegnwI2Bd4B6KsQBjTTRwWGPYEiBJkqS6VKmBHkNR8d8+M3/fpXgGRnO4SAIwCZAkSVKPVVksbHPg8yYAHWJLgCRJkmpSJQm4GVcE7hjHBEiSJKkuVZKALwBvioi1uxXMIHFMgCRJkupSpQa6GFgK/DkivgncCDxkreLM/FaHYutrrTEBrhgsSZKkXquSBBw/6ufDJyjTBEwC2mBLgCRJkupSpQb60q5FMYAcEyBJkqS6tF0DzczzuxnIwFnpFKGSJEmqR5WBweqUe+9l+S03Fz/+5c8ML11Sc0CSJEkaJN6G7qFms0nj/F/QuPRC7h8ZAWDJb37Fkgt/xfxd92D9vfej0WjUHKUkSZL6nUlADy069RQal15Eo9UVCGiuXAHA4p+cBcAG++xfS2ySJEkaHHYH6pHhpUtYfPaZNMpK/1jN5ctZfPaZDC9d2uPIJEmSNGhMAnpkyWWXwKwp/tyzZrHksot7E5AkSZIGlklAjwzfvZjm/fdPWqa5fDnDdy/uUUSSJEkaVBOOCYiIF0/ngJl5wfTD6V9D682nMXfupIlAY84chtab38OoJEmSNIgmGxj8S4oVgFsaY55PZGgmAfWreVs/jztOPH7yQiMjzNt6216EI0mSpAE2WRIwdoXgOcBngHWBLwNZbn8qcDBwN/ChTgfYL4bWmcf8Xfdg0Y/HHxzcmDOX+bvsxtA669QQnSRJkgbJhEnA2BWCI+J/U7QGPDMzl43adXpE/Dfwa2AH4OfdCLQfrL/3ftx5x51w6YWrpgltzJkDzSbzd9mN9ffer+YIJUmSNAiqDAx+PXDCmAQAgMxcAhwPvLFDcfWlRqNBc/sdGXnn+2ms/XAA1n/lvmzy+S+xwT77u1CYJEmSeqJKErAAmDfJ/nXLMprK2mvTGCqGTqz7opfYBUiSJEk9VSUJuBx4V0Q8ZeyOiAjgHcBlnQqs3zVb3YHWctFmSZIk9VaVGuj7gPOAP0XET3lgYHAAOwP3A4d2Nrw+ViYBDJkESJIkqbfabgnIzMuB5wKnAS+hSAreRzGL0GnA1mUZTaXZpDlsS4AkSZLqUakGmpkJvCoiZgEblZtvz8yRjkfWz5oj0GzCrFk0ZrlosyRJknprWrehy0r/rR2OZXAMDwPQWGt2zYFIkiRpEFVKAiLi34AjgB0pWgJ2ycxzI2JD4LPAlzLz0o5H2W9WJQF2BZIkSVLvtd0XJSI2p5ghaC/gj8BQa19m3gFsCby10wH2JZMASZIk1ahKLfTTwBLgecAK4LYx+38C7NuhuPrbqiRgaIqCkiRJUudVGZW6PXBcZt4CNMfZfyPwmI5E1e/KJMDpQSVJklSHKknAXODuSfavBzhLUDvsDiRJkqQaVUkCrgG2m2T/nsDvZxbOgDAJkCRJUo2q1EK/BHwxIn5DsTgYQDMi1gc+CbwAeE2H4+tPJgGSJEmqUZUVg78KHAt8Ebi+3HwqcDvwNuCYzDy54xH2o5EyCXBMgCRJkmpQdcXgQyLiJOAA4ClAA/grcFJmXtSF+PqTLQGSJEmqUeVaaGZeAlzShVgGR2t2IJMASZIk1aDKYmHXR8Rek+zfIyKun2i/Rhm2O5AkSZLqU2V2oE2AeZPsnwc8cUbRDAq7A0mSJKlGVWuh4y0S1vIU4F8ziGVCEfES4Lxxdl2Rmc/txjm7qWESIEmSpBpNWguNiDcCbxy16bCIeMs4RRcAzwDO7mBs43kr8IdRz5d0+XzdYRIgSZKkGk1VC50PbFr+3AQ2Ah4+pkwTWAr8D/DRjkb3UFdn5sVdPkf3jawETAIkSZJUj0lroZn5BeALABExAhySmd/pRWB9zZYASZIk1ajtWmhmVhlE3C0/iIgNgTsoVi3+cGYuqjmm6pwiVJIkSTVaU2qhdwP/CVxAMQ7g+cC/A9tGxNaZeX/VAw4PD5OZnY2yDcuWLWPOffcxF7jr7ntYVEMM6r1ly5YB1PKeU3287oPJ6z6YvO6Dp+5rPty6qTxNlZKAiNgJ+ADwHIrxAo2xZTJzaEYRjSMzfwf8btSmX0bEn4DTgf0oxiOsOVoXbajjfypJkiRpSm0nARGxO0UXnAROAd4GfIdirYFXAtdQVMp75UyKAcnPZRpJwNDQEBHR8aCmkpk0ZhU9qzZ81KNYv4YY1HutuwR1vOdUH6/7YPK6Dyav++Cp+5pfeeWVM2oNqNLP/yPA74GtgMPLbd/IzNcAW1IsJlZHe8hkaxesnhwYLEmSpBpVSQK2BE7MzBXASLltCCAzrwW+CHy4s+FNai9gHeCyHp6zM1pJwJBJgCRJknqvSi10mAcW52o9bjhq/0KKVYM7LiK+DVwP/JYHBgZ/kGKcwPe6cc6usiVAkiRJNarSEnADsBlAZi4HrgVePmr/S4DbOhbZg10F7A18i2JV4oOArwIvLWNZs4w4RagkSZLqU6UWeg7wqoj4cGY2ga8A/xkRT6BIJl4MHNWFGMnMTwOf7saxa2FLgCRJkmpUpSXgKOBVlIlDZh5NMVf/AuARwBHAxzscX39yTIAkSZJqVGXF4LuAK8Zs+wzwmU4H1e8atgRIkiSpRlVaAtQpq5IAFwuTJElS7014KzoiDp9o3ySamfmJGcQzGFYlAbNrDkSSJEmDaLL+KEdM43hNwCRgKiN2B5IkSVJ9JqyFZqZdhbpl2ClCJUmSVB8r+nVwYLAkSZJqZBJQB6cIlSRJUo3aroVGxA0Uff4n08zMzWYW0gCwJUCSJEk1qlILPZ+HJgFDwL8Bzwf+AFzZobj6mwODJUmSVKMqi4UdONG+iHgecBZwSAdi6n8rVwImAZIkSapHR8YEZOYlwNdw9eD2OCZAkiRJNerkwOAbgGd28Hj9a8QpQiVJklSfTiYBewCLOni8/uXAYEmSJNWoyuxAh0+wawHwUopWgI91Iqi+ZxIgSZKkGlWphR4xwfa7gGuBN2XmCTOOqN+NjNBoNqHRoDHLZRokSZLUe1VmB7LG2gm2AkiSJKlmVux7zSRAkiRJNTMJ6LVVC4XNrjkQSZIkDaoqA4MbwFuBgyhWCV4wTrFmZnqLezLDTg8qSZKkelWpiX4OeDfwD+BXwOKuRNTv7A4kSZKkmlWpib4ROBt4RWYOdyme/udqwZIkSapZ1TEBZ5gAzJAtAZIkSapZlSTgJ8A23QpkYJgESJIkqWZVkoB3A8+OiE9ExBPLgcKqanglAI21hmoORJIkSYOqymJhd0TEd4GjgI8ARMTYYs4ONJVhpwiVJElSvapMEfop4MMUswNdjrMDTc/KVkuASYAkSZLqUeWu/VtwdqCZa3UHmm0SIEmSpHpUGRMwB2cHmrHGyrI70Gx7TUmSJKkeVZKAnwLP61YgA2PY7kCSJEmqV9XZgbaMiE85O9AMOCZAkiRJNavSJ+UWoAlsRTFA2NmBpsMxAZIkSapZlQr7tyiSAM3EsGMCJEmSVK8q6wQc2MU4BofdgSRJklSzKmMC1Akr7Q4kSZKkelVZLOwN7ZTLB3IkkAAAFiVJREFUzG9NP5wBsKo7kEmAJEmS6lGlY/rxk+wbPVbAJGAyq7oDOSZAkiRJ9ahSE910nG1DwGbAe4ANgQM7EFPfGl66BG67BYD7rr+O4aVLGFpnXs1RSZIkadBUGRh84wS7rgfOiYjzgIOB93UisNEiYlPgC8AOwHLgdOB9mbmo0+fqhmazyaJTT2Hx2WeuWjF4yeWXsPSKS5m/6x6sv/d+NBouuyBJkqTe6OTA4B8Ar+ng8QCIiEcA5wGPAfYH3gZsD5y+pixYtujUU1j8k7NorlhBozlSbFy5kuaKFSz+yVksOvWUegOUJEnSQOlkErAesG4Hj9dyMLAx8IrMPCszTwFeC7wA2L0L5+uo4aVLWHz2mTSXLx93f3P5chaffSbDS5f2ODJJkiQNqhknARGxXkTsDRwKXDzzkB5iD+CCzLy5tSEzLwQWAnt24XwdteSyS2DWFH/mWbNYclk3/nSSJEnSQ1WZInSEiVcMblCMDXhnJ4IaYwvgpHG2X13uW60N372Y5v33T1qmuXw5w3cv7lFEkiRJGnRVZgc6kocmAU3gLuBa4JzMHO5UYKMsAMarId8FbDLdgw4PD5OZ0/31tjXuu4/G7Nk0VqyYsExzrbW44777uL0H8agey5YtA+jJe06rD6/7YPK6Dyav++Cp+5oPD8+s2l1ldqAjZnSmAdWMp9E45+wpCjVpPvVpvQlIkiRJA2/KJCAi1gEamblkkjLzgGZmdmN0613A/HG2LwCmPUXo0NAQETHtoKq4c7c9i9mBxhkc3JgzlwW77MYGW27Vk1hUj9Zdgl6957R68LoPJq/7YPK6D566r/mVV145o9aASUesRsQWFJXwD05xnA8CiyLiydOOZGLXMH7f/y3Kfau99ffej/m77E5j9myas2fTBBpz59KYPZv5u+zG+nvvV3eIkiRJGiBTtQS8A/gHxXiAyXwCeD3FwOD3dCCu0c4EPhURj8nMfwBExLYU4wHO6PC5uqLRaLDBPvszf+fdue7M02DJEjbc7EnM23pbhtZZp+7wJEmSNGCmSgJ2Ak7JzJWTFcrMFRFxMvDKjkX2gK8A7wJOi4gjgIcDnwEuokgQ1hhD68yjudVzAVjP5kJJkiTVZKp1Ap4AtDvk+VrgiTML56Ey8x5gB+BW4GSKpODXwJ6ZOdGUpZIkSZImMFVLwApgbpvHmlOW77jMvI5i0TBJkiRJMzRVS8B1wLZtHuv5ZXlJkiRJq7GpkoDTgf0i4pmTFSr37wec1qnAJEmSJHXHVEnAMcAdwC8i4g0RMXv0zoiYHRFvAM4py32+O2FKkiRJ6pRJxwRk5uKI2JWiReCbwJciIoF7gEcAT6UYM/A3YK/MXNzleCVJkiTN0FQtAWTmH4FnUCwIdjnweIr+/08Arii3PyMz/9DFOCVJkiR1yFSzAwGQmUuAo8t/kiRJktZgU7YESJIkSeovjWZz8NbbuuKKK0aAxtDQUM/PPTw8DEAd51Z9vO6Dyes+mLzug8nrPnjqvubl+ZvPec5zpnVTv63uQH1oBJg1PDx8T10BtN44Gixe98HkdR9MXvfB5HUfPDVe83Up6rTTMpAtAZIkSdIgc0yAJEmSNGBMAiRJkqQBYxIgSZIkDRiTAEmSJGnAmARIkiRJA8YkQJIkSRowJgGSJEnSgDEJkCRJkgaMSYAkSZI0YEwCJEmSpAFjEiBJkiQNmLXqDmBQRMSmwBeAHYDlwOnA+zJzUa2BaVIRsS/wWuA5wIbAQuAE4JjMXD6qXFvXNyKeBRwDbAP8C/gO8JHMvHdMuR2B/w08Hbgd+CpwVGYOd/5VaioRsRbwW+AZwOsz89uj9nX0mkbEAcBhwJOAvwGfy8wvdumlaRwRsQ/wAeCZwArgT8BbM/Oqcr+f9z4TEa8EPgxsTnFNLwMOy8zfjinX0c9xRLwLOAR4LPAX4OOZ+YPOvjpFxOMoru82wJbAnMxsjFNuI+BzwB4UdeRfAO/OzJvGlOuL7wBbAnogIh4BnAc8BtgfeBuwPXB6RDzkTajVyvuB+4EPArsB/wN8rHwE2r++EfEE4FyKL4xXAB8C3gB8bfQJI+K5wI+Ba4Hdgf8CPgIc2Y0XqLa8B9ho7MZOX9OI2As4Cfg5sCvwbeDYiHhLZ1+OJhIR7wFOBi4A9gReQ1ERWLvc7+e9z0TEzsAPgeuAVwEHAxsAv4iIx48q19HPcZkAHAN8E9gFOB/4XhmPOutJwL7ArcCl4xWIiFnAWcB2wFsoPvtPpHgfrD2qXN98B9gS0BsHAxsDL8jMmwEi4u/Abygu+Jk1xqbJ7ZmZt496/suIaAKfjogPlHcH2r2+H6D4Mtg7M5eW5ZYDJ0bEpzPzT2W5jwEJvC4zR4BzI2IecHhEfC4z7+zqK9aDlHeQPga8k6IVaLROX9NPAT/OzEPK5+dFxGOBT0TEN7wz3F0RsRnwWeC9mXnsqF0/HvWzn/f+8zrgRopWvhGAiLii3LY78KWyXMc+xxExBzgC+HJmfrIs98uIiPL3f9rNFzyALsjMRwNExGHAC8cpszewNbBNZl5Wlv09RXL4ZqD1ndA33wG2BPTGHhRvwJtbGzLzQoquJXvWFZSmNiYBaLmifHxs+dju9d0DOL31ZVD6AUVLw54A5X8MLwNObv1nVDoRmAu8fNovRtP1eYqm3gvG2dexaxoRT6RoCv7OmHOcCDyKojlZ3XUQRfefr05Sxs97/5kNLBlzDe4pH2dBVz7HzwfWn6DccyLiMTN5QXqwMddsInsAf20lAOXv3QT8mod+tvviO8AkoDe2AK4aZ/vV5T6tWV4MDFM03UEb1zciHk7RrPigcpl5P8Vdhtb7YDOKD/7YcjcCy/D90lMRsQvFl/AHxtnX6Wvaehz7Xrp6zH51z3aUd+QiYmFErIyIqyJiv1Fl/Lz3n68Dm0fEoRGxoGz9Oxa4BTilLNPpz/FU5TafxuvQzLRbV+ub7wCTgN5YACweZ/tdFHcCtIYom2rfC3wzM+8oN7dzfecDjTbKLSgffb/ULCIeRlER+Hhm3jJOkU5f04nK3VU+eu27b2PgKcCngY9T9NP+A3ByRLy0LOPnvc9k5jkUXUEOBxZRDOR9IbDjmO956NznuFXu7inKqXfarav1zXeASYDUpojYADiN4j+IQ2sOR933EYr+nP+n7kDUM7OAecDBmfnNzPw5xeDAP1HM9KI+FBHbAt+iGMy7E/BK4GbgxxGxcZ2xSd1kEtAbd1FkhWMtoLjroNVcORvA2RQVhJ0z855Ru9u5vq0sf6pyd7VZTl1U9uv9IPAfwDoRMR9Yt9z98IhYj85f04nKte4Uee27r/U3/nlrQ2Y2KWb4eHq5yc97//m/wCWZ+bbM/EVmnkYxq898Hrjh0+nPcavcelOUU++0W1frm+8Ak4DeuIbx+3VtUe7Taiwi5lK0AGwGvHzsfMG0cX0zcxnFTBMPKlceezMeeB9cR3H3eWy5JwIPx/dLr2xK0U/z+xRf0ncBvy/3fRm4swvXtPU49r20xZj96p7x+vm2PKx89PPef55GsQ7IKuWNnr8CTy43dfpz7Od99dNuXa1vvgNMAnrjTGD70aP9y+bHTYAz6gpKU4uIIeC7FDM67JaZV49TrN3reyawVzlgqGVvisrmGQDlAmTnAPuXcxa3vJrii+JnM31NasuVwEvH/Ht1ue8oYMfy545d08xcSFEJfTUP9mrgNiaY21oddVr5uGpGjvKa7UixeBT4ee9HCykWhFwlItalmFv+BujK5/hCipsL45X7bWb+YyYvSNNyJvDkiFj1XijXiXghD/1s98V3QKPZbHbz+GLVl8kfKb4AjqDI7j4D/JNinlkvwmoqIr4EvJViwNg5Y3Zfl5m3t3t9y8z+98DFwNEUC40cDfw8Mw8Ydc5tKKYkO4Vi1oqnl8f7P5n54e68Uk0lIjahqBCsWjG409c0IvamWLToGIppSV9MMYf0OzKzNVe5uqRc6Od8irty/04x/ufNFP9x75iZ5/t57z8R8XbgOIqpYb9P0e3zUIrE4FmZeU1ZrqOf44g4hGJhqI9RzDG/D8V6JLtn5tldfMkDKSL2LX/8X8ABFAvDASzMzMvLm36XUnTR+hDFVJ5Hls+fUd7db7tOtyZ8B9gS0ANls+IOFCvVnQx8hXLeWROA1d4u5eORwEVj/u0O7V/fcsqvHSlWHj0d+E+KuYAPGn3CzLy0PPZTKcYhfIjiC+Gj3XiBmr5OX9PMPBV4LbAzxWJBb6BYst4EoAfKz+teFBW4T1O0DDwe2DUzzy/L+HnvP1+kSPaeSzGP+5eApcBLWgkAdP5znJmfp0g23lyW2wHY3wSga75X/jtgzPN3ApSLMe4KXEJRGT+J4kbAjq0EoCzXN98BtgRIkiRJA8aWAEmSJGnAmARIkiRJA8YkQJIkSRowJgGSJEnSgDEJkCRJkgaMSYAkSZI0YEwCJEmSpAFjEiBJkiQNGJMASatExIER0YyITeqORRotIo7o5XvTz4KkfrdW3QFI6q6IaHdZ8BOAX3YxlK6JiK2AVwLHZ+bCmsORJGm1ZxIg9b/Xj3m+D7A38F7gjlHbrwMuBb4L3N+b0DpmK+BjFEnMwlojaVNE7AVcmpn/7OI5ngV8Cdg3M//WrfOMc94jgfcDv6J4j80D9gL+AlwGzAGeDTwReFhmDvcqtgr+h9X8s1Dn33mq91ZEvBt4CnAbsAXwH5l5bbv7O3UMSRMzCZD6XGZ+e/TziHgSRRLwownumq+OFbK+EhFzKCqYOwEdTwIiYk/gfwFNYBtgqNPnmMLzgadk5t/LeF5EUTl9d2b+tNw2BzhvdUsAImKdzFxaxrVaxTaOnv+d23lvRcSbgQOAF2bmSETsCvw0IrbIzPum2t+pY0ianEmApFUi4kDgm8CmrQQhIo6guMv+TOCdFBWAtYDvlc+HgP8CXgWsDZwKvC0zl4467jrAR4H9gccBdwI/Aj6amXdNEdM6wOHAvsBjgWXAtcDRmXnKqPgAzouI1q++KTOPr3L+UcfaCjgEeAUwGzibomL1z3Zimuz1lJ5bPl7WRtnKMvMM4IyIeAlwYDfOMZHyDvF3WxXT0vbASuA3o2JcHhEXT+MU60TEccB+wDrA+RTvtxvHxPFY4FPArsB8ipaurwBfyMxmWeYIiuu9JfB2ilayjYDGBJ+FybrWvTQzfzmNcz+9PPekr2esHvydx9Xme+sw4DOZOVI+/wnFd8MBwPFt7O/UMSRNwiRAUru+BdxIUfl9AfD/AfcCT6LoMtHa/jrgFuCDABExF/gF8DSKilBSNOG/A9g2Ip6fmZN1ufhv4NXl45+AdSkqbc8HTgF+CGwMHAwcBVxT/t6FMzj/CcAiikraZmXZzSPiuWXZqWKayguBizNzRRtl1zQ7UnQTGW174IrMXDJm+93TOH7r2nwceDTwPuDbwItaBSJiA4rr/yjgOOAGijvkxwCbUCR4o50I3AocCaw/ybnHdq0D+BBFV5Q7pnnuKV/PBLr9d56WiHgKxev8U2tbZjYj4irgZRFx4WT7geM7cYwuvTypr5gESGpXZuYB5c//XXYreifF3cjXlNu/GBFPBg6iTAKA9wDPArbNzN+1DhYRvwTOoKhYfW2S8+4FfDUzx1aeWkH9ISIuokgCzmndjR1lOue/G3hZqwtFWbn4CkXic9xUMU2k7MLwUmBn4MaI+Dbw/cz8UZXjrM4y879GP4+ItSiSo+PGKXvkNE5xU2buM+r4dwDHlN1Ari43fwh4AvDKzDytLHccRevPeyLiy5l5zahj3gzs2rpLP5FxutYdTHEn/6OZ2aqQVj13O69nvFi6/Xeers3Kx3vGbP8XRcV9qv2dOoakKThFqKR2fXnM84uABvDVcbZvEBHrls9fTTHg+G8RsWHrH3AxsJTijuZkFgPPi4jHTzPu6Zz/2DF9qI+nSAz2mElMmfl1iqRjiKLi+Lp+SgAm8Bwe6ObSCWMrua3jbjZq214USetprQ1lBf8z5dM9xxzj2KkSgLEi4oXAscD3MvOoGZy7ndfTjk7/nadrQfm4dMz2JeW+qfZ36hiSpmBLgKR23TTm+eIpti+guFMXFH11b5/guI+c4ryHUszUcmNE/AE4h6L14Yp2gp7m+fNBTzJXRMT1wKYdiOlpFN2HLho32IgG8H2KCl07Ds3Mq9osW4ftgRHg1x063sIxz1tjOkZ349mEYhzHWK0765uO2X5dlQDK5O8HFF3P3jRmd9VzLxzzfLzX044p/849em8Nj3lsmU1R55hqf6eOIWkKflgktWui2UUm2t4Y9fhrij7P45l0YHBm/jAifk1xB3Uniq5Gh0bEYWPuwE5kRufvQkwvBP6QmWO7MrSO3aQYfN0vXgxcOdHrnYap3m/TcW+7BSPi4cBpFK05rxw9AH6aOvV6pvw79+i91Uq2x/Y0WIfiBsFU+zt1DElTMAmQ1G1/BeZn5s+ne4DMvA34OvD1iFgb+DHw8Yg4uhyoO1lXjumcP4A/rHoSMZviDu6qWVbaiGkiL6Jzd8VXaxExiyLp+UaPT30D8NRxtm8+av90fR14BrBzZo53nG6ee1w1/p3Hc335+KhRP0PRsvHXNvZ36hiSpmASIKnbTgI+FRGvzsyTRu+IiCFgvcxcNN4vlvvnZeaq2U0y896ISOAlwCMoZiZq3Y0drz/wdM7/zoj44ahxAQdSTPV4VoWYJvIC4APl+fcCbszM34+KqZ+6A20JrEfv+6mfAXwgIvYsp7Rs/V0/OGp/ZRHx7xRTUB6Smef28txTaOvv3Iv3VmYuLD8LT6Xs8lYm0U8Hvj7V/k4dQ9LUTAIkddvngN2BE8uFhloDijej6JpwGBNP6fcI4OaIOBX4PcVUis+imKXnZ5nZWvH4CorWgH+PiPkU3TsuKe/UTuf86wHnRMQPKaZAfQdFn+6vVYhpIhsBV5fdSrbLzNNH7+xwl41ZYx5XiYi3Ah+hmDXplir7p/rdUV5KcV1+NVGBcu798zPzJZO/lEo+Q7EmxCkRcSxFv/s9KWZl+sKY2XnaEhFPBz5JsR7EnRHxujFFzsnMW7tx7jZM+XeG3r23KFokDqRYZwGKNRAWASe3ub9Tx5A0CZMASV2VxeqeO1IMpn01xYJM91GsOfAdYKI7qlAswnUsRb/73YG5FAORjwI+O+ocN0TEO4D3U8xWNEQxYPOGaZ7/jRTzuR9JMdjwRxSLhd0XESPtxDSJoyimLb2tzfKVRcT2FNO3Pq/cdHZE/A44ctS0k7OAhzFx3/PJ9k+4LyIeR/G61gZ2KMucEBH3AIeN7kITEfPKHydLJCrLzDsjYjuKv/WBFAOxr6eYg//z0zzshhSv+8kUg8LHeilwa5fO/RBV/s6d1OZ762hgvYj4CsX0q1tSdJ9a2ub+Th1D0iQazWalWdEkqW+NWsV11Sqx6p6I2J2ie8yWmfnHuuORpEHiOgGSpLrsSDG1qgmAJPWY3YEkSbXIzPfVHYMkDSpbAiRJkqQB45gASZIkacDYEiBJkiQNGJMASZIkacCYBEiSJEkDxiRAkiRJGjAmAZIkSdKAMQmQJEmSBoxJgCRJkjRgTAIkSZKkAfP/ACyjRr7CosfcAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " - For #$0$: $B(0.1)$ ($0.0%$$\\%$),\tfrequency of collisions is 3.3e-05 ...\n", " - For #$1$: $B(0.3)$ ($0.0%$$\\%$),\tfrequency of collisions is 5.6e-05 ...\n", " - For #$2$: $B(0.5)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000146 ...\n", " - For #$3$: $B(0.7)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.001405 ...\n", " - For #$4$: $B(0.9)$ ($0.2%$$\\%$),\tfrequency of collisions is 0.001772 ...\n", "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": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 1 : Selfish-Thompson ...\n", "- Player # 2 / 2, Selfish-Thompson\twas ranked\t1 / 2 for this simulation (last rewards = 7950.6).\n", "- Player # 1 / 2, Selfish-Thompson\twas ranked\t2 / 2 for this simulation (last rewards = 7912).\n", "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" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": "iVBORw0KGgoAAAANSUhEUgAAAyMAAAHvCAYAAABHZgAjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xec3MTd+PGPtl1vLueOAWMGYzDF2JQQA6EaQg0QmyRg0ggPoYcfGAg9ISYQEkJJgSf04oBNfUxCLwmhB7Axg3tv5+t1m35/jPa8t7f99vr3zYvXebUjaUbSjjSaZtm2jRBCCCGEEEL0NFdvR0AIIYQQQggxOElhRAghhBBCCNErpDAihBBCCCGE6BVSGBFCCCGEEEL0CimMCCGEEEIIIXqFFEaEEEIIIYQQvUIKI0IIIYQQQohe4entCPQVSqk5wN+AXbTWq3MdvjviIERP68vXqFJqZ2AVcK7W+sHejU3mlFI3ANfTB49tMkqp/YHfA/sBxcCpWutnezgOc8h9fnwDfex89IVj3RN68tj35TxN9JwBcP+YQz++jvtFYSTqIAOcrLV+Pk6Y+cAZAFprK0f73Rc4BXiwP55c0fcopSqAS4CTgQmAF1gLvArco7Ve0ovR61byexp4lFIe4BnABv4f0AB81KuRcgy0660vH2shRM8YaPlaRL8ojERpBb4PdCiMKKXKgBOd7/NzuL99MW9n3gRWx3z3CPAk0JbD/Q0qSqkTgB8CJwFNWuvyJGGfAGZhHto/1FpfncN4FACXA8OAPYAwcJXW+vNc7cPZz97AIqASmA/cj7l+FHAm8FOlVIXWuiGX++1Dkv2eRP+0G7AzcKnW+r5ejEe8/HigXW995VgLIQCl1H7An4DTtdbrYr67CNgd2ArsCfxSa70s0zBxJMrX+vUzaX8rjLwInKiUKtVa10ctPwPT/+VlzINtt9Nah4BQT+yrL1FKFWmtm3KxLa31S0qptzEP5scppUZorbfE2ecJQAmwRGt9dC72HeOXwJ+01mud/f0KeFcpdYDW+utc7EApVYIpRBcAB2qtP435/mrgOiAntXpCJJPD33Gl87c2B9vK2iDJj3N+rHOZn4vuMxDO00BIQ4RS6kTgO5hayumAO+b7H2Fenh6qtQ4rpWYC/1BK7am1bk03TCb6ex7Y3wojT2Gat5wO/G/U8h8ALwHRBZT2dqexzbbSaRsY1WYV4A2lVOSrc7XWD2bSPi9qW/uyo4mOF/OW/CKt9eYk644HrgCOBHbCXGwfANdprf8dFe44Z3uztNZPxWxjMrAYuEJrfbuzrAi4BvguMBbYDjwLXKO1romJ9z7A/wCnAcMBy1n/Osy5GAM0A8uAO7TW85MdjxjfwJTojwN2BToURpyH+NHASMybgJxSSuUDF2Fq1W5yFv8G0wziIuDnKdbfA2iOFGSS+CnmreYPYwsiAFprP3Bt1HZvIM1rN+o8TXHi+x3Mb/vvzmc3cDum0F4ALAR+FrkxdOV34oRLeY2m+j05YVJek1H73A3Tdv4IoMVJ0x8TxTFm3Uhc9sJc12cCRcBbznFZExu2J85DlDKl1N9IkU+ke7yS/Y6THKMxwK+AmUA5sAL4C/AHrbXthHkQOMdZ5W9OnNdorXdOsM2keYZSahLwJfBjrfUDzjrFQCQtFVrrRmf5HEz+O0lr/VVsfpzB9TYXc/7HYx7yP8Kc7+jmT0VKqXtIcp1EbS9VnppVvpnqWKd5viLHJO3rIIN0pXWfitlmzo59gnhH0jtg7rup0pxlGk524tCp/5FTm/858Aut9R25SEMW18ruwB+AGezI6+9y4tXh3pRBnpj1/QNAa/0C8IJS6nBgTpwg1wLztNZh5/PLmDx/FvBgBmE6SJavOX87PJPm6p7UnXlbRH8rjFRhTtgPcAojzoX9TcxBPjmH+1oAjMI8RP4aWOos7/RjycBDQDXm4pgAXABMct7AJ6pam4b5wSwA1mCaEv0IeN1Zb7ET7hVgA3A2ptAW7WzMD/4xAKVUHvAaMBlzw9KYqsILgIOUUgfHxOcxTCHhJmCIs+xeYLbzdzFQisl4DsbUdKTrEOC3mILkrsB7ceL+d+A+4LYMtpsuN+aHVRxZoLVuUEptxzSLSGUp5gZ5eIpwp2CqTx/PLpppeRhzjVyHKeT9GJPR7ubsO7L8+8AmTIErF9K5RpP+njK5JpVSw4C3gTLMDWQjJgN8KMN4R36PN2IKu5cBj2Lyk67o6nlImU9k8RuG+L/jTpRSQzHnZQRwD6bQdRJwJ6ZAfYkT9M+YPOdqJw7vAI1JjkvSPENrvVQptRU4DHjAWecQzH3Kdv79T2f5YcBWrfVXCfaV6norwLzcmAo8gXnYKcKc+4Po2Bcj5XWSwfnINt9MeKwzOF8RaV0HGaYr3ftUzo99GgbSfTcT6aZhEaYwOBvzgBntLEyz5SdzmIZMrpVKTF5fjLlONmEKNp3y+nTjlsP7R1xO4WlnzO8bAK21rZRaAhwNPJhOmASbT5avzUgSrazvST2QtwH9rzACJiN6Uik1Vmu9Hvge5of0EjksjGitP1dKvYc56a9ord/MwWbrgKOd6jScC+8vmAvjngTrvKS1fjp6gVLqT8BXwMXAT5z4hpRSjwC/UFHNnZRSLswx+qfWepOziYsxo7EcFP2WXin1JvACprB3f9QuNwAzI2/YHCcBf9Vax97oMlXqPPyvxBRGotM5FfOmdCqm0PB2F/fVifMGYHzMfoswTSJW5HBXe5rdJbz55YLWWs9y/n2v8/bn58CTWuuznOX3KaUmYvrq5KowkvIaTeP3lMk1eSUmQz5Ga/2KE+5eMq85W6u1Pi1qX1XAncpUk3+Z4baidfU8pJNPZPobhvi/43iuxLyxPEVr/Zyz3XswDyoXK6X+rLVeqrV+z7lRXQ28p7V+NMV208kz3sYUNCIOw1xHbc6/owsjCfODNK63y4EDMNdm9HG6TSkV+wY6nesk3fORVb6Z4lindb6iwqd7HWSSrrTuU45cH/tUBtJ9NxPppsGvlHoGOEspVayd2kfHLOBtrfWGHKYhk2vlSkwh+0it9etO2HsxD8ex0o1bru4fiUxw/tbHLG/AFEDSDdNJsnxNKZWsMNKVe1K35m0R/XGekecxJ+x7zucfAH/XpplLX3d3JEN0PIjJKL+daAWtdUvk30qpAuctmAtTrTk1JviDmALm96KWHYmpMosu9c921l+nlBoW+R/4D9DkrBMb79gMsRY4UCk1LlHcU3HekDU7HzsURpzMfIbW+g3Mg8fXOkm1eo6dhXlr8LtUAbXWltb68DS2WUrnjCfX/hzz+T1M1f5f4ywfqpQqzcVOM7xGE8nkmjwR+DJyI3HiEMRU3Wci9kHkLefvhNiAGerqeUgnn8j0NxzZbjoPNidhbl7PRRY4681zPp6YxjbiSSfPeAvYSZlmcGDe9r1JVCHFWX8XuvZy4kzMy4YHYr+Ic4zSuU7SPR9dzjfjyPR8pXsdQJrpyjAPyPWxT2Ug3XfTlmEansA00zk5ap1DMA/G0bX5XU5DhvE6AVgcKYg464eI36Qq3bjl6v6RSIXzN7b5bWPUd+mEyaWu3JN6JG/rdzUjWutWpdTTwPeVUq9hRj/6SYrVupVSyo1pDxmtLvpH59AdPmgdcGoEdkmybR+mevkHQOxJXhWzPa2U+jemejjyIH02JuN9LiqowmQ82xLstjLmc7wagssxfT3WKKU+x1RXP6m1/jhRWuI4CHNBgymMTI/67vvsyARnEOfBw3mL9jSmij8dl+sUQ+cqpcoxHdov0FrnsmakHtMJvzvF9lupTbG8ghwUkDK5RpNthvSvyZ2B/4sTRsdZlszqmM+RNsXZNImI1tXzkE4+kelvGNKv6dsZ03QjVuRNdML8KoV08ozIw+ZhSqnNmDzhHiAInOe8wIjUnHSlMDIR89Y6nYe91TGf410n6Z6PXOSbsXYms/OVSb6WVroyzANyfexTGUj33bRleE7ewDTPmY3TrAzzUs6Puce2b5YupiHDeO1M/Lw+3ohT6cYt0TYzvX8kEor5G+FlxzN3OmFyqSv3pB7J2/pdYcTxKKYq6TbMxfuvBOESZXbuBMuzNY7OP6JzSdzuLxN/wFTJ3YNJZw2mDedc4r8dehD4i1JqCuYB/1TgMd1xdAYLeBfTDjeempjPsYUqtNYLlFLvYt4yHIU5H5crpa7VWv86vaTxDXa8+VqJqRKOdMYMaq23KKUKMVX698aJg43pK5QTTm3M/wI36txPerQUOEAplZdmU61srt1EI2kkWh5pEtHV30mm12iiuGRyTeZCquMCPXseMpHN8er0O+5JaeYZizHt+w/DtHH2YWpGws6/D3a+qwG+6KGop3Pe0jofOco3uyqT6yDd6ywXeUA8ufzNZKJP3nczlHYatBnN6SngAqXUEExB6gzgZd1x8JBcpKG7rpXeuIfEE3loj215VMSOh/10wuRSV+5JPZK39dfCyJvAekwnqF8lecMS6eVfEfOD2jVB+FjpVpFuxnQ6ihbvDbzCjACBEy8v5u3Mf+KEjZgFPKy1vqjDhpS6KUH4pzA/9nOcfRXRuWPWcqBca/1qkv2mpLXeiqlqf8B5Y/l/wI1KqTvSfOAeEnVeVgGjnXbRs9nxhulgzNuCnPcXieNWzA3kGTAjbmitl+do289iCl+zSa+Q2tVrNxNd3Ve612iy31Mm1+RqTAe6WCrOsq7qyfMQkU4+kZPfcAKrMDXOsSZFfZ+VVHmGNp0432FHYaS9eaZS6itn+WHAu3rHKDSJJLvelgF7KaWsrjSFiZL2+chBvhmr284X6acrk/tUro99KgPqvpuBTNPwBGawgzMweWwlnQdcyUUaMonXakxNWqx4+X+6cVudYP1c3T9WOn9HRP0bTG3e8gzCJNITv5loPZK39cc+I5E34j/HlNRi27xFi1TlfSuywGnac3Gau4q050vahk9r3aq1fjXm/01xgv7cadIVMQczDONLSTYfJuY8KaUio47Ei0s9ZpbeszC1M8t05+HynsDcDGbHrq+UcjtvRhJywpTF7LcFU83pIY3mSM4NIbqfz0pMOs/DdMyKPGjMAFbrOEPnKqUspdQzSqmX0/x/cpL4nAf8J1IQcZydRjr2UErtlCocpsPkWuC3Sql94mzHp5S6OaqtZlev3Ux0dV/pXqPJfk+ZXJMvApOVUkdHhfFghmLOtZ48DxHp5BNd+g2n8AKwhzJj6Ue2abGjU+MLmW4wwzzjLUxhbzY7mm1Fln8X83ASvTyRZNfbfGcfP4oT12zeuqc8H7nINxPI+fmKku51lsl9KtfHPpUBcd/NQqZp+ADTrGq2838jMRNMk5s0ZBKv/3P2F53/ujEjOcVKN27dev/QZlhdTdQLAud5Zy/MpM1phUkirefSHOqRvK2/1ozgdNZ7LkWwVzAPufcrM4Z9HaZZT2Gau/kYUwqdq0xfghbgfa11tm+ayoBXlFILMEOqXYBp1xs76k2054BzlFKNwH8xb7t+jKl5SXSCH8T0uRiJ6f8Q63eYjmGPOTewSGemCZjjcy3J396XABuUUguBzzDNKvZz4vVPrXVVknUjjmNHm2YwbyvCwCit9WdRyxOOmpOrZlpKqZMwnSpfUUpd5Swuwsw9kkpaQ/tqreud/SwCPlBKzcccdz/m4eq7mA6PkeGLu3rtZqKr+0r3Gk32e8rkmrwN01n0WaXUXZihGc8g/b5DmejJ8xCRTj7R1d9wMvMw1+N8pdTdmN/micCxmHkrliZZN5FM8oxIQUOxY+4fMPnAeVH/TiXZ9XYHpinNX5SZK+DfQD7m5cerwN0Zpi+d8/EsXc834+mO8xWR7nWWyX0q18c+lYFy3wVAKWUDb+nUA6dkk4YnMCO2HQAsjNPvNRdpyCRe8zB5/fNOXh8Z2jfy0i66liDduOXy/uGK+Rvxv5hC79+cz2difu9PZRgmnrj5WuZRT1uP5G39smYkXc4ICSdjDs61mAziM+JPUhNv/VWYjGsopgbmCToOO5mpczBND27CvBV6FjhKJ59t82LMSAinYaqBv4EZEztZp6DXnf3YmA5FHTj7OxJzPKZg5vm4CfNA/bizfjLNmBvGJEzG9UdMG8Ffk6JwoJSaqJR6CfN27FdKqRudOPkxN6JfOeGuVkotwtygDlFKPapME66cUmYkjycwb75vjfr/WuJ3ksuaU8jaC5PBTsFkivdgbswvAntprRucsF26djOMV1f3ldY1muz3lMk16VQFz8A8tF4E3IB5AxOZFC5nevI8REmZT+TgN5yQ1no7Zk6P+Zh0/g4z/PVlwKVZbjaTPOO/mEIfdK4ZAfPG9pNUO0xxvbVgjtXtmLT+HlOT4CaLuaTSPB9Z55sp9t0d5yuy7XSvs7TvU7k+9mkYKPddlJkEFMxDeSrZpOFxzHNhEXHmxMpRvpPJtbIFp1kmpgnZ9Zi8PjIZccZ5Yi7uH0qpw5RSf2dHwWuRUupJpdSezuc7gHeVUn9RSl2P+X0fqztOJphOmE664bk0qZ7K2yzb7unmZ4OP2jELZsrZ2nO4z6+B9Vrrb6UMLIQQQgwgA/G+q5Q6AdPsbh+tdU8N4NDnKKVOwzSL+0ac5nCiHxrQNSODlVLqSEzTn7+lCiuEEEKIrumh++6RmOFSB01BRJmO0NGfPZhaklrSqCEV/UO/7TMiOlNKHYhpBjQX01k6VdtDIYQQQmSpJ++7WuvLumvbfdhbSqkPMUN5l2H6d0wFfpGiqZ3oR6QwMrCcj5lIaAnwU90/ZqUXQggh+iu573av/8MM0HAOpl/RV8CPtdYP9GqsRE5JnxEhhBBCCCFEr5A+I0IIIYQQQoheIYURIYQQQgghRK+QwogQQgghhBCiV0hhRAghhBBCCNErpDAihBBCCCGE6BVSGBFCCCGEEEL0CimMCCEEZvIypdTxvR2P7jKQ0zeQ0wYDP32ZkuMhxMAikx4K0YcppXYGViX4+pda61t6MDp9ilLqfWATcKPW+tMubmsCMEdrfX5OIhd/H27gt8DVPT1z8EBOX67SppTyAmGtdShqWZ7Wus35d79On7OtCiAfc+93AZbz1RbAT5rpU0p9B6jSWr/V1ThlqieuZWc/aZ/vZMdDKXU58E1gqdZ6brdEVoh+TgojQvQPC4EFMcv+2xsR6UOWaq3nxC5USh0D/BQ4GVNYedv5ygJ2xhTuLtNab41a7R7g7DjbugjYHdgK7IkpAC5LFTGl1H7An4DTtdbrALTWIaXUn4DfAf+TXhLjbjsn6csmbUqpQuBHwAjA66x3q9b637lIXy+fu0OAp5RSbwBVwBigXCl1rNY60N/Tp5T6LfCLOF+FgH211otTpU8pNRr4PbAIcCulFgBna60bE+03md7+rSqlzgf2BzY7+7tZa/01pPd7Ted4aK3vAO5QSj2YLC5CDGYyA7sQfVhUzciNWusbenjfRVrrpp7cZyaUUg/GK4w43+UDdcAFWuv7o5b7gM+Baq31Ic6yY4Hvaq1/GLONH2EevA/VWoeVUjMxD0J7JnpTqpQ6EfgOYANzgF201qtjwtwAvK+1XpRpmnOVvmzS5qz3B2Ci1vp45/OlwC3APlrr5blIXy+eu8OBJ4ASoB54Crhea10fE66/pu9PwFuYGpAw5hrdGyjWWl+ZbvqUUuXA05hj9D2tdUvmR6HD9nrreFwFnAYcorUOKqUOwJzzSVprf1S4G8jB8UiWXwkx2EnNiBD9hFKqALAzaSKilBoPXAEcCeyEeQv6AXCd1vrfUeFuAK4H9sG8BTwNGA5YUd9NAX6Oedj2AH93PruB24EzgAJMLc7PogsySqki4DrgdMwb52ZgGXCH1np+VLg9gGat9dp005jAQYAPeD16odbar5RaDMyMWnw2phYj1rXAPK112Pn8MiZ9s4AH4+1Ua/0C8ILzYDsnQdzuxhy7rAsjdD19GafN4QZGRn3+CigEpgLLnWVdTV+vnDvHXK11su+h/6Zvo9b6icgHpZQH83v8UUy4hOlzagJ+BzwMNAGPKqXOybZmxNHjx8Op4bsG+LXWOujs7yOlVAlwAiYPi+jp4yHEoCMd2IXoHy7HPMC3KKWWKKW+l+Z604AjME28LgV+A+wCvK6U2itO+MeA3YCbMAWQaA9jmudcB7wE/BjTpvppYJSz/Fng+3HWvdfZ/wuYAswtmAfZg2PCLXX201UzgDVa65XRC50280cAj0YtPhT4MCbc7phmG4sjy7TWNrAEOLorEdNaVwGtSqnJXdhM1unrStq01j/XWu8ftWgi5i37x1Fhupq+PnvunG311/TdGfP5cuCPkT4xUdtKmD6t9Uat9SzMg3eV1vo7OXjw7o3jsSdQjGnSFW1D7Dq9cDyEGHSkZkSIvi0MvIJ5yF8HjMM8zD+qlBqqtb4rxfovaa2fjl7gNNf4CrgY+ElM+A3ATOdmHks7N16Ae5VSuzlxeVJrfZaz/D6l1ETgh8D/i1r3JOCvWutLUsQ3V2YQ86ZVKbUL5sHmaUy8ceJaFae2aYLztz5meQPmwaer/oV5A7sky/W7kr6cpM1pXnMBpjZheczXXUlfb567/Z19tWFqCX+ttf4sTrh+lz6tdUPU/nYCJmit5yUInjR9WutnEu0nC71xPCLNsKyY5R4g3kuanjweQgw6UhgRog9zmisdE71MKfUA8CnwK6cdcuxNOHr9lqj1CjBNaixMU62pcVa5O0FBBODPMZ/fA6YDf423XClVGhW3WuBApdQ47XToThDf2IeDjCkzKtLBwHanXTjAEMzDxE1a66eigo/BjCQUq8L5G9tnphFQXY0jZvCBdGu3OshB+rqUNqcQciWm1m0hpplKrKzS18vnLgS0aq2vd+IyDXhVKbWH1np7TNj+mL5oN2GaHyWS9fWZiV48HkswHeZHRMXFhynYrI4TvkeOhxCDlRRGhOhntNZtSqm7gPswN/J/JArr3GCvB36AqVWJFm/I4BVJdh3bj6M2xfIKdrytvBx4BFijlPocU9vzpNb6Y3LvAEyh64rovidOjdAnSqmCqH4BwzGdZ2OFYv5GeMlNvrmdHW90M9XV9HUpbc6b6Rudfd4FvK+UOibmgT3b9PXaudNavwO8E/X5Q6UUwM+AX8UE73fpi9rXcOB4TO1lIl25PjPRK8dDm5GyLgKuUUrd4VzTP8DUPsduB3rueAgxKEmfESH6p8iNe2iKcH8ArsI085oFHItpE/068X//yUbGiXeTTra8vZZDa70A01flJ5h+IT8EPlRKXZ0s8lmaAayL7QTvtEl/G7ghanGiPHBbgu+L2FHY6opqoCzLdbuavlym7Y+YoVFvi1mebfr62rlrwnSwjtWf0zcL00cjnCRMV67PTPTa8XCar14MXK+UuhIzclcD8V/S9NTxEGJQkpoRIfqnyFu6bUlDmQePh7XWF0UvVErd1C2xSkKbuQIeAB5wmoz9H3Cj82ayLfnaGZkBvJvguwLMQ0pEFTuaeUSLdKYdEfVvME1IYvtHZMPNjnbrmepq+rJKm1JqFKaj+p+11jc6i9c4f2MHIsg2fb1y7pxRlBZjOnTfHvVVCRCIs0q/Sl+Mb9G543asrlyfmejV46G1fpsdc5uglBoHPBQnaE8dDyEGJakZEaIPU0pVxllWihmZqhb4d6eVOgoT8ztXSn2T+G97u4VSyq2U6vBW0enLojEvREqiwu7hdK7Ndl8uzIg7nR5wlFK7AocD86MWbyJO7ZI2c4NoYI+o9b2Yzq2vZhu/KENIXZDsJBfp60LaKjGjpkU/EA53/q6MCZtx+nr53IWBPHYUrlBKDcGk9Y044ftb+qLti+lPkUxW12cmevt4KKUWKKV+H/V5CmZ2+kfiBO/24yHEYCY1I0L0bfOcoStfwYx0NQYzL8AY4Ic69aSEzwHnKKUaMZ0wJ2GG5F1CVCGgm5UAG5RSC4HPME0e9nPi8U9n6MyIpZiJ2Q7Pcl/7AaXEPOA4bzwXAO9jmq1F769SKeXVWse+Af9fzFwhf3M+n+nE/Slnm+cBVwMHaa03xazrivkbaziwPiaO/4OZ++BQrXW8piK5TF/StCVI3xfAPzFNs4haz0/nPhXZpK/Hzl289CmlHiNqiGLgLExtSewADX0+fSmuzeGkfsvfKX2Z6OFrGbI7HkMw85FECi93ABdqreM17erS8RBCJCeFESH6tn9i+lqcj7l5NmBGwpqjtX4tjfUvBloxkxiei3mgPB3zoHV4N8Q3nmbMyD1HYUbJycP0efk1nfsaZEWZmep/g3nrC3CLUqrZ+XcR5q3+34B7IpOcgZmPQCn1b8zIYv+J2ewdQJlS6i+YguA+wLFRBUAX5k1qe98YpdRhmKFID3QWLVJKfYoZGejLqG1PA96M2Z8LM/nbqcSMUNUN6UuVtk7p02Zm67OAuUqpPOe7scDhWuv3YtKSdvp66dx1Sh/wS0yzwVLMw7oHOCzOULL9IX2drs0oyzH9I5KJl75M9OS1DNkdj4uBy5SZP6QS0/ywwzDoUbp6PIQQSVi2nWgUTyGE6LucYY3n5GA73wKO11r/ouuxSnufbwJnx3bcdZqznau1/n3cFbPb14BNX2+kzdnvmwzC9GW4jQFxLTv7fZOuH4+c5FdCDETSZ0QIMahprV8HJsb2a+kuykzotj3Bg80MooaXzYWBnL6eThsM+vRlot9fy5DT4yGESKBXm2kppcZi2oROx1Sr+uJNeuaMi/474NuYOL8GXBTnrdQumKFMv4WpZn8euExrXd2d6RBC9HvXAjcDF6UKmAOXArfELlRmTpiDtNbXdMM+B3L6ejJtMEjTl4kBdC1DDo6HECK53q4Z2Q3Tfn0Lph18J86IGy8Bh2DmKDgLGA+85gwPGglXghn1ZDTwXcxEVYcBzyulujyrsxBi4NJafwG8opQ6rTv3o5T6BtCitf40ztfjMS9Tcm4gp6+n0gaDPn2Z6PfXMuT0eAghkujtDuxva61HAiilrsUM8xfrVEznsela6w+dsJ9hZor+EaZjLMBPMcNOfkNrvcEJtx74F6bT7IvdmA4hRM+bopR6GbgmFzO5a61fyEGcElJKuTETTsad6FFrvaw79z+Q09fdaQNJXyb6+7UMuTseSqmrMIOFfJaDaAkxIPWZDuxOYeRTjFs5AAAgAElEQVTm2GZaSqm/YYYHnBiz/A3Ar7U+NupzUGt9dEy4VZjhQ8/r1gQIIYQQQgghMtLbNSPp2BMzJ0KsL4GTYsI9kSDcntns+OOPPw5imrLVZ7O+EEIIIYQQvagUCE+dOrXPPvP32YhFqcBMdhSrBjPvQnS4eJMV1QA7Z7lvF2Zc8h4buUMIIYQQQogc6u0+4kn1h8JIb6oHyoqLi3t8x83NZg6owsLCHt+36D1y3gcnOe+Dj5zzwUnO++DUm+e9sbER+ngLn/5QGKkByuMsrwCqswiXEbfbjVKKcDjM5s2bCQQC2W4qI62tZtLf/Pz8HtmfSM7r9TJy5Ehcru59uaC1BkAp1a37EX2LnPfBR8754CTnfXDqzfP+3//+l1Ao1OP7zUSfrrZxLCV+n4896dh8K91wWampqaGuro5wONzVTaWlpKSEkpKSHtmXSC4cDlNXV0dNTU1vR0UIIYQQYkDpDzUjLwLnKKWmRobvVEqNwwwDfFlMuF8ppUZrrTc64Q7C9Bfp8jCATU1N5OXlscsuuyQME2pqpPHD9wnV1eIuK6d42oG4i7Jr4iU1I33LypUraWpqYujQob0dFSGEEEKIAaPXCyNKqdOdf06O+bxaa/0RsBD4BHhKKXUl0AbcBKwFHoja1F+AC4HnlFI3AIXAPOA9cjDHiG3buN3uhN9VL5xP7aIXweXCbmvDysuj6rEHKZ/5bYaceiaWJfMu9mdut5u+Mgy2EEIIIcRA0Reaaf3d+X9WzOefA2itQ8BM4H1M4eMJYB1wpNa6ObIRrXU98C3MbO5PYQon7wInaq279SmyeuF8al9+CTsQwG5rA8Bua8MOBKh9+SWqF87vzt0LIYQQQgjRL/V6zUjsJIcJwmwFvpdGuBXAt3MRr3SFmhqpXfQidoKO7bbfT+2iFyk/9tu4i4rihlmwYAH/+Mc/KC8vZ7fddmPKlCl8+eWXzJ49O+t4hcPhTp2t582bx8yZM1m3bh0nnHBC+/J169Zx33330djYyF133RV3e9u2bePWW29lyJAh5Ofn84tf/KJTmKuuuopf/vKXvPnmm7z77rucfvrpfPHFF8yZM6dDuD/+8Y8ce+yx7L777h2Wb968mXvvvZdVq1aRn5/PqFGjmDFjBps3b+b73/9+lkdCCCGEEEL0Vb1eGOmPNv5uHs2ff5p2eDsQYNUFPwKgcMp+jL7syk5hZs2axRFHHMGFF17IlClTANi6dSvPPPMMNTU1zJgxg5EjR/Lee+/xk5/8hFtvvZU5c+bwxhtvsHr1ahoaGrj44ov5/e9/z5gxY9h999059thj27dz//33s2TJEhYvXoxSigMOOIARI0YAMG7cOH79619z0UUXtcfnhhtu4Morr6SgoAAwozEccMABnHXWWe1hHn/88Q77jnjyySeZMGEClmWxZcsWVqxYwd13382oUaM45ZRTAJg/fz5NTU0ccMABfOc73wFg5MiR3HTTTSxYsICKigqOOOII3n//fZ5++mnWr1+P3+/nuuuu48knn0RrTWNjI1dffTWPPvoodXV11NfXo5SitraWzZs389vf/pbzzjuPAw88kDVr1jB79myWLVvGBx98QFFREZdddhkLFizotK2mpibcbje77rpre9yEEEIIIUTu9YVmWgLzcH7ttde2P6yD6afg9/sZNmwYzz//PHvttRdff/019fX1NDQ0UFpaynPPPdc+8taSJWai+jPPPLO9IAJQWVnJMcccw7nnnstee+3Ftdde214QSeSGG25oL4gAHHbYYdTX13PNNddw77330tTUFHffANOnT+ess86isrISgO3bt1NaWsqJJ57YXhsyc+ZMbr31Vt55552Ux2afffbhqquuorrajND87rvvcv3113PGGWfw0ksvAXD88cfzy1/+kk8//ZTLL7+c/Px86urqCIVCnH322Vx22WU8/vjjrF27FqUU55xzDj6fL+62Zs6cyRVXXMG//vWvlHETQgghhBDZk5qRLETXbNS9+RpVTzzc3lckHisvj2Gzz6bs8CMThjnzzDM54ogjAHj//fcBePHFF/nWt77FPvvsw/nnnw/AMcccw6WXXsrPfvYzbNtmxIgRXHjhhe3beeWVV4idpPG1117j4YcfZsKECXzxxRc8/PDDnH322Rml2efz8bOf/QyA6667jtra2rj7jmf69OmMGzeOp59+mq+++gqgfdhiy7JYsWIFTz75JNOnT+foo4/utH502GiWZbV3Ki8uLsbn87Wn3ev14vf7sW2bcDhMMBgE4IILLuCrr77itttu61CbE72tSCFMOqwLIYQQQnQvKYx0UfG0A6l67MHkgcJhiqcdlPG29913X55++mk++eQTvF4vAEcccQQPPPAA06ZNA2Dvvffm5ptvxrbthE2KjjzySD766CNOO+00Jk+e3ClcTU0Nd955J19++SV//vOfOe+887juuuuYO3du+4P5Rx99xPPPP4/P5yMUCjFy5Mi09g3wn//8hzfeeIO6ujoOOeQQ1q9f3+H7CRMmcM0116R9XA4++GBuueUW6urqmDt3Lo899ljCsF6vl3vvvZc1a9Zw3nnn8dRTT7F69WpcLhfl5eUZbUsIIYQQQuSWJW9/E/v4449r3W532b777suaNWsAGD9+fKdw2xc8ZUbT8vtZOd7FghO9nPZCgF3XhLF8eZQfdzxDT/tuRvuON89IW1sbt9xyC4cddhhHHXVUF1I2eFx00UUJO+VnItn5zyWZnXdwkvM++Mg5H5zkvA9OfWAG9rqpU6eW9/jO0yQ1Izkw5NQzAfhkyYs8crqLgNfikVlezn46zP6Tj2//vqvy8vK4+eabc7KtwSIXBREhhBBCCNE9pDCSA5Zlsfm4KTwy5VUCmCF+A16LR2YXMHr0FIbKhIdCCCGEEEJ0ktZoWkqpQqVUSCl1bXdHqD9a0ryUeZvuxE/HuUb8+Jm36U6WNC/tpZgJIYQQQoiuCjU1Uvfma1Q/9wx1b75GqKmxt6M0YKRVM6K1blZKVQHV3Ryffqe9IGL7437vt02B5MpRlzK5cFLcML096eGrr77Km2++SWNjI6effjqHHnpop+0tW7aMP/3pT1RUVDBixAh+8pOfdAoT6Z9x//33s2nTJk4++WTWr1/P8ccf3yFcZHLEophJIL/66isef/xxFi9ezE477URFRQV77713+5wjQgghhBA9ybZtqhfOp3bRi+ByYbe1YeXlUfXYg5TP/DZDTj2z02ifnYTDIH20E8qkmdZC4BTg3m6KS78xb+Pv+LT587TD+20/N2+cB8B+hVO4cvRlncL05qSHRx11FEcddRR1dXXMmzePQw89lCuvvJJ58+a1x+9f//oXJ510Eocddlj7svvuu4+amhqampqYO3cuYGZRf+GFFzjssMOoqamhurqa999/n2eeeYahQ4dy7rnnAvDXv/6VVatWccYZZ7QXfvbYYw9uuummDjO0L1iwgEWLFvHOO+8wdOhQLrjgAu6++27q6upobGzkxhtv5LrrrmPUqFGsWLGCadOmsXHjRkKhEFdffTWzZs3iuOOOY/ny5Vx44YW89NJLbNy4keLiYi655JK42xo/fjxbtmzhqKOOilswE0IIIcTgUL1wvhmkKLCj9UtkOofal838ZOXHHE+osYFQfT1ta1fTtnoV/nVrCDXUE6yvxx0MYg+rhNulH2s8mRRG7gEeU0q9BNwNrARaYgNprdfmKG6Dyvz583nttdeSTnp411138dBDD3Wa9DDywBw96WH0pIaRSQ+nT5/Oxx9/zJVXdp4BHkzh4nvf+x5Ah4IIwOmnn85f//pX/vGPfzBlyhSmTZvGRx99xL777ktbWxsrV64EzCzqkyZN4rzzzmPx4sUAbNq0idGjR3PyySe3T4Q4e/ZsCgoKuP3221M+8B966KGcdNJJXHLJJTQ2NrJhwwZuvfVWFi5c2D4x4axZs6ipqWHhwoXMnTu3fTb5/Px85syZw5dffsmzzz7L1q1b2XvvvZkxY0bCbZ1xxhnk5+dz2223SWFECCGEGKSC9fXULnqxQ0Ekmu33U/P8QmqeX5h0OzYWlFdg23bqWpRBKJPCyGfO372A45KEc2cfnf4hUrORqolWNJ/lS9pUqzcnPbRtm9tvv50ZM2YwefLkuPErLi7m0ksvBeCnP/0pU6dOZbfdduuw70ROOeUUVq9ezUMPPdReW1NcXIzH48Hv9/PJJ5+waNEijj76aKZPn95p/XQnPWxsbOyU9lAoBNA+6eE111zDF198wdy5c7njjjvibqugoKA9bkIIIYQYeOxAgED1dsItzQQ2bSTc0kKoqZFg1Tba1q2hbc1qcJ4hUnK58Q4fjpWXT964ncjbeVfyxu+Mp7wCd3kFy1auBMuSgkgCmRRGbgKkwVuUyYWTuHLUpSkLJKkKIon01KSHjzzyCO+99x4NDQ2sWbOG2bNnc8UVV/Db3/62Pcyrr77KO++8g8fjYcKECUycOBGXy8Wtt95Ka2tr++zs8bz88st89tln1NfXM3LkyE7f77///uy///5pHZPi4mJGjx7Nb37zG+rq6rjxxhv55z//mTB8OBzmzjvvZPXq1Vx99dXcf//91NTUUFZWRn5+fkbbEkIIIUTfZAcCBLZtxQ4EsIMBQg31hNvasINBgtu20rZ2DaHGekJ1dYSbmwk11Ods3xXfPpmhpyWZxkEKIUnJpIdJpDvpYbIakmwLIjLpYW7IpIeiP5DzPvjIOR+c5Lxnzw4ECGzdgn/jesJtbQRrawhWb6dt9Srs1lb8mzeajuLpcrvxlFfgKizCM2QonooKXHn5eIYNxztyFPkTJtL4wb+peuKR9j4i8Vh5eQybfTZlhx+ZMIxMephcVvOMKKXygaHANq31oG/LkqiGJNuCSCIy6WHmZNJDIYQQoqNQUyONH75PqK4Wd1k5xdMOxF1UnHrF7ohLYyOBrZsJ1dcTbm7GDvjxb9yAf+N67HAYO+AnWF1NqK42Yd+NCM+QobiKirE8HlxFRbgLCs2/i0vwjRqFd+RoUwApKMBdVo7lSj7DRfG0g6h67KHkCQiHKZ52UKbJFlEyKowopQ4G5gEHY+YoORp4XSk1HHgS+I3W+pWcx7IPcLvd7c2Y4immkDmus/hb6DECBPDiZY7rLIq3FbKG+OskE+nr4HYP+C44/UJzc3N73xUhhBCiP8rJMLVdEGpuJlRXS2DrFtrWrSGwaSONH76P7U9c8xDNM3QYvjHjcBcX4y4txV1SSt7Ou+IuLcNTUYG7OLf3aXdRMeUzv21G04rTj9Ty5VF+3PG4Y6YqEJlJuzDiFETeADYBDwI/jHyntd6mlHID5wIDsjAS6esQStKZaYJrF87le8wPLeRM96lMcO2S9f4aGhoAKC/vs7Vqg0pJSUnc/i5CCCFEf5HOMLVDT/tu2tsLNTUR2LaVcFMjwdoaQg0NhOpqCdXXEW5txQ6FIBzCDgRoW7uGcIKJAr0jR+MZOhR3SQmWx4urqIiC3SfhyvOBy4W7pBTP0OG4Cwu7kPrsDDnV9AVpL8D5/Vg+H4TDlB93fPv3InuZ1IzcDCwHpgOFwI9ivn8L+H6O4tXneDwexo4dmzLceMbzLQ7v8v4ifUa6u4+CEEIIIQa+UFNj6mFqX3reNHNyuQm3NBNuacEOBrFDQUL19dh+P3bAT2DrFkJNjdjOs0q6LK/XNKUqLiF/lwl4R46iYOLu5I3P/uVtd7Msi6GnfZfyY0+Iadp2kNSI5EgmhZEDgeuc2dgL4ny/DhiVm2gJIYQQQohotm0TbmkhuH0bwZoawq0t2IEAobo67IAfOxgk3NpKuKUZwmHscNjUTITDBLZsxnaGuU8oFGL7E4+kHR/L58M7rNI0mSorx11cgqdiCK7iYvOg7vZgud1YbhfeypF4hlf22+Ft3UXFSTupi+xlUhixgGSd1SuBzIrIQgghhBCDXKi5mcCmDaY2os1PYMtmwi3NhJoaCTc2mOZPTU2mCVRdbbfGJW/nXcmfMBErz4e7uATL7Qa3B3dREa6CAiyPF3d5Bd6hQ7Hy8lN2AhcilUwKI/8FjsHMxN6B01/kTOCDHMVLCCGEECKlvjAylG3b2K0tTgftOkIN9eb/xkZC9XXYra3YoSBWdTVWcxMbfD7sQIBgdRXBurr0J9fD1EZ4hg3HU1aOq6gYl9eLq7gEV34+lseD5fWa9LvdpqDgcmG53DQvXUzDu28lHZHKysuj9PAjpQZA9KhMCiN3AM8opW4FHneWFSil9sNMiLg3cEWO4yeEEEII0Ul3jwxl2za236mlaGvFDgYJNdRjt7QQ2F6Ff90aMyxt1TZTW5HGHBeROoSWmOWWx4t31GjcpaVYHi+eiiFm3ouCAtyl5WaY2pJSXPl5eCtHZlUbUTB5LxrefSt5IBmmVvSCtAsjWuuFSqnLMEP7/j9n8fPO3yBwyUAd1lcIIYQQfUtXRoaybZtQXZ2pmaitJbh9G4HNm2lduYxwUxPButqkE93FY3m9uEtKTc3F0GG4i0twl5XhLirGVViE5fGwpaoKOy+fcbtNwHJ7cBUX4x0+Asvr7fa+FDJMreirMppnRGv9e6XU34HTgd0x/UiWA09rrdd2Q/yEEEIIITpIZ2So2kUvUnbUcQS2biG4bSstX31JsLaGcEszbWtWp1fYcLvxDh2Gq7jEFDYKi9o7Z/vGjMNbOQJ3cQneESOxPKkfqTY7M3EX9tIM7DJMreiLMp6BXWu9AfhDN8RFCCGEECKhYG0toboa6t9+E9u2k4a1AwFWX3Rewu9dhUV4hg7DM8TMb+EbM3ZHAaOkBFdB4YDrnC3D1Iq+KJNJD5/HTHb4gtY6ce8nIYQQQogshNtaCTU2Em5poVUvpW3dGoJVVQSrtxNsqCPsTAicNsvCXVZO/i4T8I0dR/6uu2Hl5eEdMRLv0GHdk4h+QIapFX1JJjUj04ATgBql1JPAw1prGT1LCCGEEEmZ0aZaCVRXEdiwgWBdDXabn2D1dgJVWwm3thDYsiXlsLVWfgHe4ZXYwSCBLZuSdhq3vD6GnXU2ZUcclevkCCFyKJPCyBjgWOBs4FzgfKXU15jakked5ltCCCGEGORCDfUEa2vxb1hP8xf/pWXpYoLV1alXdLvxlJVh+fLxjR5DwaQ98Q6rxDNkiJlUr7QMy+Ui1NTI6kvON5P6JWRTPP3gnKVJCNE9MhlNKwwsAhYppUow84qcDfwauEUp9QamYLJQax07ap0QQgghBgg7GCRUX0egahvBqirsYAA7GMQOBGhd8TWNH74PMX06LJ+ZRM+3087OhHl5uEvL8Q6vxF1cjLu0zHQET6OfhowMJcTAkXEHdgCtdQPwAPCAUmo8cCswCzgSaFRKPQXcqbVemrOYCiGEEKJH2LZNsGobgS2baFn2NXZbK3YwRLitFf/aNbStX5tyoj7vyNF4K0eQv9vuFO27P76x43LaIVxGhhJiYMiqMAKglBoKzAbOAaYCzcAzQBumYDJHKfVTrfWDOYinEEIIMSj01IzidihE66oVhBsbCNbUEKytoWXpYsLNzQS3VxFuSd7IwVVQgHfUaLxDh2Pl52O5PVhuN57hlRRPnYZ3eGXO4xxNRoYSYmDIqDCilPIAJ2IKIMcBPuBfwI+B+VrrRifcFcDfgZsxTbeEEEIIkUSuZxS3w2HCjY0EqrYS2LaVUH0dwe1V+DdtJNzaSuvyr5PWbriKivGOGEnBRIW7vBzL48Fye/CNHoNneGWfGY1KRoYSon/LZGjfe4DvAkOA9cDtwINa6+WxYbXWdUqph4BHchVRIYQQYiDLZkZxOxwmWFNNYMtmgjXVhBoaaNVLaV29klB9XcqmVO6ycvJ2Go+7vAJ3URF5O+2Cb+w4POUVuEpKun1WcCGEyKRm5FzgWUxNxyta6+SzDZkak3OzjJcQQggxaKQzo3jNi88Ramwi3NxIsKaGwJbNhBobIBhMuF1XQSGeYcPwVo7EXVKKZ8gQvMOG464YgqdiCL6Ro7orSUIIkZZMCiOjtNZ16QbWWq8GVmcaISGEEGLAs8OwaRN1m9YR2LaNFr0UO0UtBuEw9a//s9NiV2GR6bsxfDjuomK8o0ZTuNc+eCoqcOXld1MChBAiNzIZ2jftgogQQggxWIX9fsJNjYTq6/Bv3IB/wzrCbX7stjaC9XXY/jZcK5djtbayLcNtF+w1hZIDD8FdUoJ35Cg8FUOkwCGE6Ncy7cBeCfwIM3pWORA7Rp+ttZZeZEIIIQa0sN9vChvr1tCyfBnhlmaC27cT3LYV/9bNSZtOAViAXVZO6V5T8FaOwL9pI00ffYAdjN9MC8DKy6P4gAMp/ebhuU2MEEL0okw6sE8C3gaKga+BvYAvgQpgNLACWNcNcRRCCCF6TaihnmBdHc2ffULrqpUEq7bh37g+7mR7AFgW7tIyXAUF+MaOwzdqNO6SUiyvF3dZOa68fNbV18PQ4YxQyuyjqZGmjz9IHpFwmOJpB+U4dUL0viXNS7lv6/2cX/ljJhdO6u3oiB6WSc3IrUAAmAzUA1uBi7XWryulvg/8HjMruxBCCNGvBKu307zkC/wb1tO2bg3BbVsJ+/3Yfj/h5qa467grhuApK6dw733wlFeYGcQrK/EMH4G7sDD5DrXuuC2ZUVwMUkualzJv0534bT/zNt3JlaMu7dcFEtu2CRMmaAcJ2SHqQvWsZDVDqOjtqPVZmRRGvgncpbVeqZQa4ixzAWitH1VKfRO4DTg6x3EUQgghcsYOhwlur6J1+de0rV9H8+f/xb9uTcLwVl6eGXlq9FiKpk7DWzkC77DheCqGJFwnGzKjuBhsogsiQJ8rkDSFmmi12wjYQWqDtaz1r2eTfzMt4RbqQ/UE7RBBgrSEW2gKNROwA9SHGggRMxiFGwrtAqbZB+CyYns4iEwKIwXsaIbV6vwtifr+I8yM7EIIIUSfEG5pIVC1Ff+mjbR8uYSmTz8iVFfbKZyroBDfTuMpnLw3vjFj8Y0cjauwEMvrxZVfgOXJqItlVmRGcTGYxBZEInJZIAnYATb5NxOwA/jtAMtbV7DWv56AHaAl3EpjqAmbMGE7TNj8i7AdxsamPtRAUzh+rWgqFhYey4MHN4XuQooDRexu7yYFkQQyyV03AGMBtNbNSqltwH7AQuf7CewopAghhBDdyg4ECFRvJ7h9G6H6egLbthKs2tY+mpV/00aCVdvA7jwtlquwiPyJu5O3867kjRlH0X5TsbzeXkhFZzKjuBjoEhVEIqILJKpgIgE7QMgOEbLD1IbqWOtfR0OokYDtZ1tgO03hJoJ2iJAdpDHcRFOombpQHY1ZFiYi8iwfha5CPJaHAlcBY31jGOsbTam7hHJ3GV7Li8fy4HN5KXGX4rO8FLoKyXflddiOjmmWKTrKpDDyNnAccJPz+WngcqWUH3ADF7KjYCKEEEK0CzU1xrztPxB3UXHa69vhMC1ffUnTRx8Qcgoa/rWrU6/ocuEdMQpvZSV5O+9Kwe57ULDnXlgueUMpRG/4vHkxt2/6A3478chxYAokN2+ch4WFTap5thMb4a2kyClQDPMMY6/CSRRYBaYA4SrBbblw4cKyLFy4cFkuLCyKXIWUucuwLCvrfYv0ZFIYuRM4RimVr7VuBeYCu7KjcPIGcFmO4yeEEKIfs22b6oXzd/SDaGvDysuj6rEHKZ/5bYacemanm70dDtO2djXBrVsJ1lbT8P57+Nes7jzsrcuFp2II7pJSvMMr8QwZirdyBK6CAiyvF9/osXiGV+Ly+XouwUIMYmE7TF2onuZwM0E7SH2ogargdlrDbdQEa9gY2MRHTZ9mtE0bmzwrD7flwo0Hr8vLLnnjGe4ZhtfyUuwuYphnKB7LjcfykG/lU+oupcRdRKm7VJpG9QOZTHq4GFgc9bkemKmUKgPCWuuGboifEEKIfqx64XwzQlRgR0HCbmsDoPbllwDTcTuwZRPB6mr869bQ8O93aVuzqtO2PMMrKZ5+MHljx+EqLKJg0mQpaIg+ZyAOU9sabqUh1EhVcDtfty6nLlhPXaiOquD29lGjGsNNVAW353S/PsvL5aMuYp/CvXO6XdG3dLlHnszMLoQQIp5QUyO1i17sUBCJZvv91Dy/kJoXn4NwuMN3li+Pwsl74youpmD3PSiaOj31cLlC9LL+NExtyA5RH2ogYAdoC/upDdWxLbiNZa0r2ODfSMAOELCD1IfqqQ+l97450rypxF2C1/Lgs3yM9o0i35VHmbuMMncZexfuSVVge9I+IwA+y9enj5/InYSFEaXUjGw2qLV+O/voCCGE6O9s2yZUV0vNS89jxxQy4gqHcRUV4xs9Bt/oMeSN34Xi6QfhLi5Jva4QfURvD1Nr2zZttp/mcDP1oXpCdoigHcJvB6gL1bI9WMO2wDaawy34bT8rWldRE+o8slw8HjyUekqpcJcxxjeanXxj8bnyGOGtpNBVgAc3HsvLKN8IPFbq99wjvJVcOerShAUSKYgMLsmumDchox5DlhPe3ZUICSGE6Pts28b2+wlWb6dt7WqaP/uUlq+WEG5pJexvg1Ao9UYcFSeeypDTOvcdEaK/6O5hasN2mMZwE7XBWpa1rqA2VMcm/2b8th+/HWBzYAu1wTpa7cwGNS2w8ilyF+G1vJS7yyhyF6LyJ7Jr3i7ku/LxWh4KXYUM8VTkvO/F5MJJcQskUhAZfJIVRo7osVgIIYTo0+xgkEDVNpoXf07jB+/RtmpFwuZXAK6iYlwFBQRrqpMWTKy8PDxDh0lBRPRbmQxT68ZiG1XYLRZt4TbW+dezJbCNhnCDM3RtiBAhGkNNtIbbCNgBGkINtKRZyPBaXgpc+ZS5y0yHbjy4LTcVnnLK3WVUeispdZfgtbyUuUuZmD+hVzt4xxZIpCAyOCUsjGit3+rJiAghhOgbwm1tZlbyjevxb9pAYNNGAtu2EW7uOGa/5fPhLinFN3oM+RMVRfvsj2fYcCyvFwv14P8AACAASURBVMvrJdzcxOpLzsdOVksSDlM87aBuTpEQudMYaqQ6WENNqI5lLctYWPNi5xm3Y0SGqW1vO7Ih8/0WWPmUe8oZ6xvNSO9IRnlHUOguxGt5GOIZwnDPUIpcRf2uYB8pkAy0Tv8ifVl1YFdKWcBw5+M2rXX2A0ALIYTodcHaWpr++zHNn31C89Il2K2d38S6y8rJ33UCRfsdQOG+++MpLUu6TXdRMeUzv21G0/J3fmts+fIoP+54mV28DxsoI0PZtk1DuIFN/i347QB+2099qJ6gHSRoh2gON9MabiVkh2n/z+lv0RRqIkiQgB2kJljL5sCWLs17kW/nMa5gHD7Ly0jvCMb4RlHuLsdjuXFZbty4KXQVUOgyBY0idxFFrsIBPUTt5MJJ3L3zHb0dDdFLMiqMKKUmArcAM4HI3aNJKbUIuE7LFJNCCNHn2KEQofo6grU1BDZtonXlcsKtLfg3rCO4fTt2IEC4pbnDOnnjd6Fg8t54hw3HN2YsniFDTa1Hhm9dh5x6JsCOeUb8fiyfD8Jhyo87vv170ff01ZGhbNumOlTDVy1f0+TMZxF0Rn0K2AGCdojaYC1bgltpC/sJ2kGaw820JRm5KRNu3Iz0jqDUXYKNzdetywmTeqAGn+XjjOAp7MauTBq7R07iIsRAkHZhRCk1DXgVKAT+AUQKHnsAp2HmHDlSa/1hzmMphBAipVBzM6H6WlpXLKd1maZtzWr869Z2niwwDsvjpWDPyRRO2ZfCPffGN3pMTuJkWRZDT/su5ceeEDMD+0FSI9KHddfIUPWhBvxhv1P3YBO2w9iEaQw1UR2sIYgpWLSEW1jv30hzuJnmUAv14QZaw63UButos9uyqpnIt/IZ7RtJgasAj+WhzF2Kz/LicYagLXIX4XZm4I7MxO3BQ6m7BI/laV9nmHcoBa6ChMcqnkhfCM+6gVu7IUS2Mp2BvQk4UGv9VfQXSqlJwOtOmENzFz0hhBDxhNta8W/YQNva1eb/lStoW70yfmDLwl1cgru8HO+w4eTtvCueiiG4CgrJG78zrqIiXHn5WJ4uTz2VkLuomLLDj+y27YvcSXdkqNpgLc3hFupDDaz1r6Mt3EZzuIWmcHOHzth1wXoaw41sCWylKdycYK+ZKXEVs1PeOEZ5zVCybstNiauEPFceXstDsbuIEd4RFLoK8Fpe8pzCRndINCpURHSnbI00IBEiViZ3nv2BX8UWRAC01kuVUvcAV+csZkIIIcwQuoEA4aZGWpcvo/nLL/Bv3EDrimUQDHYIa3m8uMvK8A6vJH+3ieSrPcnfZVdcRcX9rlOr6B3pjAx1y8bbyLN8tNptGW/fwqLCXd6h9sGFC4/lYYS3skNNxXDvMIZ5hpLn8lHhriDP5aPcXUa+Kx+31bdmEZBhaoXIXiaFkW1AsrHlWp0wQgghshTYuoXW5cvwb95I2+pV+NevIVhd3TmgZeEbPRbvqFHk7TKB/J13JX+iwpWX1/ORFv3W/2fvzuPrLOv8/7/us+ZkX9qk+95eXSj7UhCQnbKpIJuA24iOqOPIODP+HJcZv+Po4Oi4D6ggKqCIILJWdihrW8CylPYq3UvbNPuenPX+/XFO0jRN0pzmnJykeT8fjz6ac9/Xfd+f9EbbT67r+nzCiTCN8WZ2RXazqWszDzY+etDKUC5uTyIyyV9FyJPHzMAMCrwFBJ0Axd4ivI4Xb6q0bIG3gCJPIRX+ckq8xUNqijcWqUytyKFJ5/8RfgF8xhhzu7V2v78ZjTETgM8AN2cyOBGR0S7e3tZnL8RJeAsKD3pdIhIhvHUz0doaPC88B/V1bO3qIt7acuBgrxdPKJ/A5CkUHH0sgWkzyJs9F29xcRa+IzkcxdwY73RuoDnewnuR3ewM76Q+1sDOyK4hbb7uT4WvnB/NvCnDkY5tKlMrkr50kpHdQAfwrjHmLmBj6rgBrgG2A3uMMR/rfZG19neZCFREZDRxXZeG++/ZVyUqHMYJBqm76zeUXnAx5Zce2FE8srea5sdX0PrKCyTa9/Xs6B4VJ9kEMH/JkQSmTiMwZSrBmbPxT5qM49HGVxlcwk3QEGukIdbIhq6N1MXqaIw105HoYEf4PVoTrQdc4+BQ7itnsr+KhOtiuzYOuTLU5yo/nY1vY8xTmVqR9KSTjPy619df6Od8GXB7n2MuoGRERA47Dfffk+yf0asLuRtOLl1p+usjxJqbCU6bQbSmmsh7O4nW7CVWX7fvBo5DYPJU/FVVtBYU4c5dwNxjjsVbWJjVjeQy9jXFmnmt/W/siOykKdZMU7yFzkQH9bFG2hPtA1432T+JmcEZlHlLmZs3i8n+yVT6J1Lk3TeTl05lKP3UX0QyIZ2/8c7MWhQiImNIpGYvjY8+dMAG8m5uJELrc0/T9+fQTl6IgqOOoXT5RQRnzemZOWlJtWjylZZmM2wZo+qi9WzosmwNb2dH+D3e6lw34NhibxHl3jJmBKczJziLYm8Rhd5CSrzFzAhMP2ghg3QqQ4mIZMKQkxFr7XPZDEREZDRxYzG6tm0h3tCAG4sSb28n3tZKrK6W1peeB/cgfQ4ch8C06RSdcjr+yqqexoGeQGBkvgEZExJugvZEBy3xFraGt7G5aytN8Wb2RKqJuBG6EmEa4o0HXLc4tJBj8o9kgm8Chd5Cir2F5HnyqPSl35iyL1WGEpGRpLUAIjJuua5LtHoP8dYWYvV1dG3bQmTHdmIN9UTr6wac+RiqwuNPouyCizMUrWTKuo71I77BuD3ezu5oNY2xRupiDbzsWcUeqmnbPPCyqm5BJ8gRoUVMC0xlbt4c5uXNodxXltV4VRlKREaKkhERGTdc1yXR2kqkejcd696i9cWVxOoGrkjunzSZwLTpePwBnLw8vMUleIJ5uNEIjY8+2LNHpD9OIIC3RMuuRpveeyIy0VEckpWqmmLN1McaqI/Vszm8jeroXqKJKF1uFw2xRupi9ftf1GvyIs/Jo9RXQpG3iCNDS6jyVzLJX0WBNx+f46PcV4bf8Q8rxkOhylAiMhLGRDJijPkQ8P8Bi4AIsAb4urX29T7jzgb+GziCZM+TXwHfsdYOXjRdRA478fY2urZspmvTRro2v0ustoZ4SzOJzs79xnkKCvBPmoKvtAx/VRWh+QZfZRX+iol48vIGvHfjw38ZPIBEgsITlmXq25EM6Ls5O92EJO7G2R2ppjXRyo7wTraFd7AjspMt4W0Hvdbv+Kn0TWRKYBIhT4ii5gJmuTN534KT8Tijt1KaKkOJSLaN+mTEGHM+8GfgD8A3gQKSiclTxpgjrbU7U+OOBx4F7gO+QjIhuQnIA76Wg9BFZAQkwl1Ea2vp2rie8LatJCJhwtu2Ea3e3e94Jy8P/8Qq/JWVFJ9xDvlLlqZdNtdbUEjpBRcnq2lFDtzk6wSClC6/EG9BwSF9T5J5A1WJ6puQxN04e6O1bAtvZ2+0hvpYA9XRvdTF6qmN1vXbENDBodhbRIWvggm+CqYEJjE7OJOgE8Tv+KnwlVPhL99vdsM2JYsWjOZERERkJIz6ZAS4jmQPk49aaxMAxpjXUscuAm5Jjft3wALXpcY9bYwpBL5pjPlfa239gbcWkbEm3t5GoquLWGMDrSufoXXVS/0vl/L5CE6dRp5ZRN68BckN5KVleEL5GenZUX7plQD7+oxEIjiBACQSlC6/sOe85N7BytVG3Ajf3v09Cjz5tCc6cBm4OMEEXwWl3hKmBaYyMziDKv9EloQWEfQEsxW+iMhhbcjJiDGm0lpbk81gBuAH2roTkZTuFsUeAGNMADgX+M8+4+4C/gs4j+TMioiMAYlIhHhrC/GWZsJbNxNvaSHW3ETXpo1Edu44YLy/ahK+CRMpOPpYvAWFeMvKCc03We3X4TgOFZddRen5F/XpwL5MMyI54rouYTfM1vB23ovsojXexjudG3incz2JQRIMABeXtlSPjgpfOTMC05gSmNKTeJR4i5kWmELAo2poIiKZlM7f1LuMMSuA3wIPWWsH7oiUWbcBK4wxXybZeLGA5L6QPcA9qTFzgSCwX/F1a+12Y0wHsHiEYhWRQxCtr6Nr00bCW7cQ3raFrk3v4sai/Y51fH48RUV4gkHylx5FydnnEZg0ZYQj3sdbUEjJGWfn7PnjUcyNUR3dy87wLqqje2mMN/J2xzvsjlYP+94TfBXaIyEiMoLSSUZ+BHwEuBhoNMbcDfzWWrs6K5GlWGufMMZcCtwJfD91eDtwtrW2u51xd43Dpn5u0QiUH+rz4/E4NtWQbCR1dHQA5OTZkjvj5r1Ho1BfB02NeN54HWfLu/uddnGgqBjy8nAnVkFZOfj9ya9nzgJ/8qfTXUBDcys0j+0/r3Hz3tMUJ0EjjYSJUOPUsp2d7HTeo5Fm4k7/dUl8rpcySpnqTqGQQqJEedX524Dje/O7Pi4Onz8i70HvfHzSex+fcvne4/HRX8MpnaaH/2KM+QrJ5VAfAz4OfNYYs5HkbMmd1tr3Mh2gMWYZ8DuSy6z+BBQC/wo8aow5xVq7J9PPFJEM27sHZ+tmaG3FaaiD7dtw4vt6eLh+P8yYhVs+AXfmbJg8BQqLchiwjJQYMTroZA/VvO2sp8PpJEaMZlpooYW4k+j3ulK3hArKKXdLKaecSncCs5iBr5+/1ha5C7jLcw9RZ+C+MX7Xx7WJK5nNzIx9byIicnBpLahO7cd4DHgstTn8CuCjJPdlfNsY8zTJxOTP1trOge+Ulp8Cq6y1n+0+YIx5huTsyJeBfyY5+wHQX1H/MqDhUB/u9Xoxxhzq5YesO3vOxbMldw6n9x5vaaF11Yu0vvAc4e3b9j/pOPgnTcFfVUVwxixKzjkf3zjuyXE4vffBJNwEe6LVbOzaxN5oDW91vMPm8JZBryn1llDmK6XcW8a8vDkckb+E6YGp5Hn6L7vcH4Nhesf0ATexB5wAX5kysg39xss7l/3pvY9PuXzva9euHfWzI4e8u9Na2wbcboxZDXwDuBI4J/XrZ8aYnwPfttZ2DTPGJSSXiPV+dosxZhMwP3VoM8n+I4uBnuL/xpiZQD6wfpgxiIw78fa2PhuzT8JbUDjg+MjeatpWv0znhneI7NxBvKW555zj91N08qn4J0/FP2ECwTnz8FdMGIlvQ0ZIzI2xN1rD9vAOqqM1NMQaaEt00BpvJepGaY930BBroNPd/68EB4dCTwGT/FUszV/C/Lx5BBw/+d58qnwTCXlCOI4zwFOHrm9H8W7qLC4ikluHlIwYYyYA15BcrnUM0ElyT8ftQBi4AfgqMBu4dpgxbgOO6/P8YmAe8CKAtTZijHkCuMoY89+9Kmp9hGSS8vgwYxAZN1zXpeH+e/aVrA2HcYJB6u76DaUXXEz5pVfiOE6ym3lnJ53r36b1hZW0r30N3P0rFoUWH0Hx6WeSv3gp3uLi3HxD48C6jvVZ7ZLdPaOxuWsrLfEW4sSJuXHqYw2807mB9ng7HYnOfntw9FXiLWayfxIL8uYxL28uR+YfQd4IlcXtm5AoERERyb10Svv6gQ+QTECWkyy5+xLwGeAea21rr+EvGWM2k1xGNVw/A35ujPklcC/JPSNfBkLAL3qN+3/AC8DvjDG3kWx6+E3gh702uovIQTTcf0+ymV90XzWr7j4eTX99hMiuXTgeDx0b1pFo7fU/e4+H/KOOpWjZKQSmzSAwZWpG+nnI4Hr30Einm3i3hJugNd5GU7yZvdEa2uJt7Irupi3eTtiNsCO8g5poHTEG3m/RrcRbzOzgLKYFpjDRN4F8bz6l3hICToCgJ0C5r5wiT2FGZjoOVXdCks3kTUREhi6dmZG9QAmwm2RVq99Ya98dZPwGkmV4h+tmkkVzvkBypqMTWAucYa3tWX5lrV1tjLkI+C6wAqgj2YH92xmIQWRciLe30bTi4f0Skd7cSIT213oV0PP5CEyaQv5Rx1B6zvn4yg65cJ0cgr7N/AZLSNri7TTEGmhPLZ2qjtawvnMDGzo3HrB0qj8l3mJmBmYwJTAZv+PH53gJOAGOzD+Cif4J5DnBMdODY0n+IpXvFREZJdJJRh4juQzrCWvt4N2jAGvt3cDdhxpYr/u4JPuL/HoIY58AnhjuM0XGq7Y1q+BgsxmOQ+HxJ1H2oQ8TmDItpz/lHs8G6ireOyGZGpjCy22rWdH0OLWxugE7ixd5Cgl5QkwNTKHQW8AEXwUTfRMIeAKU+8qYE5w9YkupRERkfEmntO9HshmIiORerLmpZ0nWYALTphOcOn0EIpLeIokIETfK2o43uWXvbQMunYq4Ef5z900HHJ8WmELQyaPUW0yBt4Cl+UtYmLeAiX4VExARkdxIewO7MWYRycaHs1OHtgKPWGvfyWRgIjIy3FiMjrffpPXFlXSse+ug451AAO84LsObSQk3QWO8iWr2step4d3GLXQkOmmJt9Icb2F7eAdRN0rMjRF1Y3QNYTlVXzP807mw7DxOLToZn3PIBRRFRESyIp0N7D7g58D1QN91Gf+d2jR+g7V2dBczFhnH3ESCznfeJlpTjRuNEa2vpfWlF0i0tR784m6JBIUnLMtekIcZ13VpibdSE6ulJlpLR6KDmmgtr7WvZU+0Orl0ypsaXD/4vbx4SRAfYLFV/zrcDs4oPu1QwxcREcmqdH5M9p/Ap4Hfk+z70d3TfiHwJeBTJP8q/WomAxSR4XNdl9aXnqf+3ruJNx7YA9RfWUXx6WcRWnwEbX9bQ/Njj+JGDmwO5wSClC6/EG9BJmpTHJ464h280fE270V28U7nBraFtw+6QbzYW0QwFqSUEuaVziHPk0eZr5SAE2CSv4pK/0R8jhcvXkKeEOs77YDN+/oKOAFuqLw+k9+eiIhIRqWTjHyCZGf16/ocXwNca4wJpcYoGRHJMdd1idXVEt6xnfDWTbS//hqR3e8B4CuvIP+Io3CCARyfn/wlSwktWdqzET04ew6O4+zrMxKJ4AQCkEhQuvxCyi+9Mpff2qgQdaO0xtvoTHSyJbyN9Z0bqI7WUB3ZS0O88YDxQSdIlb+Scl8Z5b4yirxFLMybzxH5i/E7/n3deScevDvvQM37+lIPDRERGQvSSUaKgCcHOf8EcN7wwhGRQxWtraFt9cu0v7mW8LYtB2xE94RCVFxxDcVnnD1o/w/Hcai47CpKz7+oTwf2ZeNqRsR1XToTnWwOb8N2beSdzg20xFuTXcQTXQNWpvLgYWpgCotDhnl5c1mYt4AKXzkeJ3M9Vw6WkCgRERGRsSKdZGQVcPwg548HXhleOCKSjnhHB63PP0PbmlV0bdq43zlPQQGBaTPImzOPkFlIyCzGEwoN+d7egkJKzjg70yGPSq7r0hxvYVt4O9sjO3m17XV2RnYNuGHcwaHUW0LQE6TCV87CvAXMyZvNjMA0yn1lI7JRfKCERImIiIiMJen8jfl54AljzP8DfmytrQcwxlSQ3DNybuqXiGRZrKmJlheepWnFwyTa25IHHYfCE5YRWrKU/CVL8U+YmNsgRynXdVnXuZ4XWl+mNlZHY6yR2lg9UffARo9BJ8hkfxUmNJ+loSVM9E+kzFdCoacwozMdh6pvQqJERERExpoBkxFjzJZ+DgeBrwFfM8Z0L4wuS/1eDzwKzM1ohCJCItxFx7q3aV/zCu1rXyPR2dlzLjBjFqXnX0j+4iMOqw7o6zrWc3PNrdxQef0h/+M64SaoSSUcuyJ7eK39dbaEt9EcbzlgbL4nxNTAVCb7q5gVnMmpRSdT7C0a7reRdd0JyXD/rERERHJhsJmRHZBWBUkRyRDXdel85206N26g/bU1yc3nicS+AT4f+UuOpPDEZRSdfOqge0DGot7dxbu7iQ/2j2zXdWmMN/Fmx9tsC++gJlrDnuhemuPNdCQ6Dxhf4i3mrOL3syBvHhN8E6jwlZHvzc/mt5RVS/IX8bNZP8h1GCIiImkbMBmx1p4xgnGICMDO7ThvrWXHbbuI1uzdd9zjIThzNgXHHk/hiSfjr5p02CUg3XonIsB+Ccni0ELe7nyH1W2vUR3dS32sgbAbpi3eRniAylJl3lLKfeVU+SeyKGRYGlpCpX/iqFhmJSIiMt6pHa9IjkVra+h4cy2tr7yI991kidco4C0to/DYE8g/8mhCZiGe0Nj9yf1Q9U1EukXcCN/Z/X0qfGXUxOr6vTboBFkUMszPm8tk/ySmBaZQ7C2ixFvSU7ZYRERERhclIyI50vmupe4PdxDesqnnmBsI4B5/EtPPOpe8mbNx/P4cRjiyBkpEusWJUxOrI+SEWF56Dgvy5lHuKyffEyLkCVHoHT9lh0VERA4XSkZERlAiHCa8bQvNzzxB26qXwXVx8vLIX3Ik+UuPpLp0AoRChOYtyHWoI+qNjrf4/p6f9FvRqq84cY4ILdZGbRERkcOAkhGRERBvbaH+T3fTuvpl3K59G6qLzzqXCVd8pGcJVnWqE/fhKuEmeC+yi3c6N7AjspM9kb1sC2+nc4B+Hv2JuBFurrlVG7ZFREQOA0pGRLIo3tJC05N/pfnJx0h0tAPgr5pE/tHHUnTyqeTNmpPjCLOrM9HJ1vB23u3azGvtf2NT1xYSJA4Y5+AM2NG8r4AT4IbK6zMdqoiIiOSAkhGRDHJdl3hTI60vv0jbmpcJ79gO8TgAeWYRE6/5OMGZs3IbZJa4rktnopN3uzbzTpdlVdsaqqN7DxhX7C3iiNASFuTNZZK/iunBaZR7y3inc8Oge0ZA3cVFREQON8NORowxZ5BsfPiUtfbATmIi40B45w7aVr1Ey8pniLc073cu/6hjKLvwA4TM4fMP6Jgb442Ot9nUtZm2eDutiTbe6lhHe6J9v3FevEwPTmOKfzJH5C9iWeGJ5HtC/d6zbzfxvpSIiIiIHH6GnIwYY74FnGatPavXsYeBCwAH2GOMOcVauz3zYYqMTolwmPo//5Hmx1eAm1pm5PMRMosoOuU0Co89fsyX5E24CbaGt7Gpaws1sTrqY/WpxKPjgLEBJ0CVv5L5eXNYmGd4X9EyvI53yM8aKCFRIiIiInJ4Smdm5Argr90fjDEXAxcCNwFvAD8BvgFoMbcc9iLVu2l+6nHaX1tNrKEBPB6K3nc6BUcdQ8FxJx4WDQmbYk38ufEhnm15vt+Ziqn+KRyZfwRV/kryPSHm5s1mamDKsJ/bNyFRIiIiInL4SicZmQb0LvVzKbDZWvtVAGPMQuATmQtNZPSJ1tZQc9stdNr1PTMhgWnTqfzUZ8mbPTfH0Q1dwk3QEm+lPtbAtvB2WuItNMab6EqEqY81sDdaQ12svmd8ua+cJaGFTPFPpsJXnrHEYyDdCcnNNbdyQ+X1SkREREQOU+kkIw7sV+7mbODhXp93AFWZCEpkpMXb22hbs4p4cxPeklIKTzgJb0Fhz/lEZyctK5+m/v57k6V5PR4KTzqF4tPPJLRw8ZiYCXFdl41dm1jV9iovtr1Mc3zwLV4ODscWHM1V5ZcxIzh9hKLcZ0n+IpXvFREROcylk4xsBs4FfmmMWQZMBx7vdX4q0NzfhSKjleu6NNx/D00rHgaPBzccxgkGqbvrN5RecDFlH7ycthdXUvv73+J2JXthFBx3IhM//il8xSW5DX6IGmKNvNy6isdbnmZvtKbneKGngDJfGVMDU6jyV1LiLSLfk0+BJ59J/klMClTid8ZPB3gREREZeekkIzcDNxtj3iSZiOwAHut1/n3A2xmMTSTrGu6/h6a/PoIb3df52w2HAWh85CGan36SRFsrAMFZcyg9/0KKTj41J7Gmozpaw5PNT7Mj/B5vda7r6eFR5CniuIKjObXoZJaEFuE4To4jFRERkfFsyMmItfYXxpgIcAnwKvDf1towgDGmHJgI/F9WohTJgnh7G00rHt4vEdl/QCyZiASDVHzwckqXXzRql2NFEhF2RN7j6ZZn2di1ifciu3vOOTgcnX8k5xSfwTEFR6VV3UpEREQkm9LqM2KtvR24vZ/jDcBxmQpKZCS0rVkFB0sufD4qPnw1ZeddMDJBDcHO8C7Wd1nWtr9BTayOzkQn9bGG/cZ0JyDHFRzDsQVHUe4ry1G0IiIiIgNLu+mhMaYIWAZUAk9aaw9ssSwyBsSbm3qWZA08KI7beWA/jUxY17F+SNWi6qL1rO14i92RPaxqX3NA4tFtom8CR+Uv5Yzi05gWmEKeJy8rcYuIiIhkSlrJiDHmy8B/AAUkK2udC+w1xkwkuYfkS9baX2Q6SJFMSnR10frSSpqffeqgY51AAG9JacZjWNexvqePxk17fnhAH42mWDPvdm3i5bbVvNS2ar9r8z0hjsxfypzgLJaGFpPvzafcV6bN5iIiIjLmpNOB/RPA/wD3AY8Ct3Wfs9bWGmMeAi4DlIzIqOMmEoS3baHxkQfpWPdmT2Wsg0okKDxhWUZj6Z2IAPslJI00sspZw5ptf+sZ78XLvLy5LA4ZjggtxoTm43PSntQUERERGXXS+RfNjcAKa+0VxpiKfs7/DfhcZsISyQzXdWl/dRX19/+J6O5dPceDc+ZRfOr7idbW0PzUY7iRAzuMO4EgpcsvxFtQkLF4+iYi3SJuhG/v/h6ud18rn2mBqRyXfzTnlJzJRP+EjMUgIiIiMlqkk4wsIFnedyC1JCtqiYwKsaYman93G+2vrwHAW1RM4SmnUnr2+fgmVuI4Dq7r4vh9+/qMRCI4gQAkEpQuv5DyS6/MWDwDJSLdXFxwYZY7nU/P+Dvm5s3O2LNFRERERqN0kpF2oGiQ83OA+uGFIzI8bixG60vP0/LiSsKbN+HGojiBIBOuupbi95+F49v/P3nHcai47CpKz7+oTwf2ZSMyI3IAB3axh67EEJeRiYiIiIxh6SQjzwPXGmO+3/dEatnWp9i/CaLIiEmEu2ha8TDNzzxJvLmp53j+kUcz4arrCEydNuj13oJCSs44Oyux7Qjv5EfVPz94IpISdWLcXHMrP5v1g6zEIyIiIjJapJOM/AfwIrASuCt1bJkx5ijgImHMYwAAIABJREFUn4AQ8O2MRidyEImuLtpff5Wa3/wKN5Is0+stLqHknOUUnXIq/gkju3IwnAjzTucGamN11EcbWN9l2di1Ka17+F0fN1Ren6UIRUREREaPdDqwv2GMOQ/4Ffs6rXcnHxa4wlq7McPxifTLjcWo/d1ttDz/LLjJTd/+KVMpv+RSCk9YdsByrGx7sfUVnmp5lne7NhF1Y/ud8+LlyPwlFHoKeaV9DVF3gI7vJBORaxNXDtp3RERERORwkW4H9peAJcaYIwEDOMAm4G/WWnfQi0UyINbYQP29d9O+9jUS7e0A+KsmUXLWeZScdwGO44xoPLsje7i7/l5Wt7/Wc2x6YBombx6lvlKq/JUck38khd5CAM7oOG3AvSMBJ8A18cuZzcwRi19EREQklw7px8fW2jeBNzMci8ig2l5bTc2vf0mivQ0A34SJVP39FwjNNyMaRyQRYUXzE7ze/ga2KzkZ6MXL1RUf5n1FJ1PuKxvw2iX5i/jK5BsPSEgCToCvTL4R305P1uMXERERGS0OKRkxxhQA5SRnRvZjrd0x3KBEegtv30bjIw/QtvplAEJHHEnFh68iOHM2jmdk/vHelQjzQuvLPNuyki3hbSRIAOB3/JxYcBxXVFzGJH/lkO7VNyHpTkSW5C/CYrP5bYiIiIiMKul0YA8AXwP+nsH7iXiHG5QIQKddT909vye8+d3kAa+Xiss/Qunyi0ZsOVZrvI276+/lmZaVPQkIwLTAFC4sPZ9lBSeQ781P+77dCcnNNbdyQ+X12iMiIiIi41I6MyM/IpmIPAg8BzRmJSIZ11zXJbx5E40rHqT9tWSzQicQpOjU0ym74BL8E4c2+zAc28M7Wdn6Aus6N7AjvLMnCZmfN49zi8/kqPyllPiKh/2cJfmLVL5XRERExrV0kpGrgN9aa/8uW8HI+BZvaaH6Fz+lc91byQNeLyVnnUf5By7FWzT8f/wfzKauLTzQ+Ahrem1Gd3AweQu4bsKVzM+bl/UYRERERMaTdJKRAPBKtgKR8a3ttdXU3nE78aZGnECA4tPOpPj0MwnOnJX1Z7/W/jcebFzRsxnd7/g4q/j9LAot5MjQkkNahiUiIiIiB5dOMrISOB74ZZZikXEosnsXDQ/dT9vLLwAQmDadyV/616w3K3Rdl03hzdzb8ABvdCRnYoJOgPNKzuGC0nMHrYglIiIiIpmRTjLyeeApY8wXgF9Yawfu3CZyELHGBur+eBdtr7wIgOP3U37ZlZSesxzH78/ac13XZXX7q9zf+DDbwtsB8ODhyvLLOLfkTAq8BVl7toiIiIjsb8BkxBizpZ/DhcCPgf81xuwB4n3Ou9bauRmMTw4zruvS8tzT1N19B25XF/h8FJ9yOqUXXkJg0uSsPrsmWsvNe29lfVeyfG7QCXBOyZlcUHIeE/wVWX22iIiIiBxosJmRHYC6qkvGdG1+l8aH/0L735IbxPPMIio/fj2BKVOz+tyNnZt4vPkpXmpbRYIEJd5iPlz+QU4tPFn7QURERERyaMBkxFp7xgjGIYcxNx6n5bmnqb3zdkgkwOdjwlXXUXL2eVlvWvhK22p+XH0zbiqvPqHgWD5d+UmKvUVZfa6IiIiIHNwhdWAXGarIrveo/vmPiOx+D4DiM89J9guprMraMxNugtXtr/JA4yNsTe0LOangeD5ScQWTAtl7roiIiIikJ50O7FcDF1hrPz7A+d8Aj1hr/5Sh2GSMa139MjW33YIbDuObMJHS5RdRcvb5Weue3hhr4q/NT/Jcy/M0xZuBZJ+QS0ov4CMVV4xY13YRERERGZp0Zka+CKwb5HwY+EdAycg458Zi1P3hDpqfegyAwpNOofIT1+MJZWd/Rku8lceanuThphWE3QgAZd5Szi85h1OKTqLSn90ywSIiIiJyaNJJRhYBdw5yfi1w+fDCkbEu0dXFnh//D53rk3lr+WVXUXbJhzI+K5FwE6xsfZGX21b39AmB5J6QC0vPZ2HeAs2EiIiIiIxy6SQjfiA0yPl8IG944chY5routXfeTuf6dXgKCpn8pX8hNN9k7P4JN8GK5id4o/0tdkf3UBerB8CLFxOaz5Xll7EwtCBjzxMRERGR7EonGXkHuAT4wQDnPwDYYUckY1K0rpbaO26n443Xwedj6lf/neC06Rm7f120nptrbmVd5/qeY0WeQj5UfgmnFZ1Msbc4Y88SERERkZGRTjJyC3CrMeZ24OvW2l0AxphpwLeBU4HPZT5EGe26tmxi9w++S6K9HScYZNJnv5jRRGRt+5v8dO8ttCc6KPYWcWX5h5kTnMWUwCTyPJqMExERERmrhpyMWGt/bYw5lmTC8TFjTAvJpoglgAPcYq39RXbClNHIdV2aH19B/b1/wI1GCc6eS9WnP5exJoZxN87ttXfyZMszACwJLeKLVTdQ4tMsiIiIiMjhIK0+I9baLxhj7gauBOalDr8L3GOtfTHTwcno5bouDX+5l8YH7gOg6H2nU/mJT+P4/cO6b8JNsKFrI291rOPF1leoidXi4HBa0Sl8uvIT+J3h3V9ERERERo+0mx5aa18AXshCLDKG9CQijkPVZz5P0cmnDvuea9pe47d1v+/ZmA5Q4SvnS5M+x/y8eYNcKSIiIiJjUTpND7cAX7LWPjjA+YuBn1hr52QqOBmdOt55i8YH/5xMRG74IkUnnpzW9es61nNzza3cUHk9S/IXAfBU87PcVvs7EiQo95WzrOAEFoYWcHzBMXgcTza+DRERERHJsXRmRmYBhYOcLwRmDisaGfUiu3dR/bMfgetS9sEPH1IictOeHxJxI9y054f88+QvsrlrC/c03I+LywfLLuaq8suUgIiIiIiMA+ku03IHObcAaB1GLDLKhXduZ88PbyLR0U5o0RLKP/jhtK7vnYgARNwI3939A9zUf1aXl3+Iy8s/lPG4RURERGR0GjQZMcZ8HPh4r0NfN8Z8up+hZcBSYEUGY5NRJNbUyO7v/Rfx1haCc+Yy+YtfxvEMffaibyLSrTsRubbiKi4puyCjMYuIiIjI6HawmZFSYHbqaxeYSLLTem8u0A7cAXwto9FJzsTb22hbs4p4cxPeomKan3mSeGsLefMNU/75q3iCQ+/vMVAi0tufGu5nTnBWzx4SERERETn8DZqMWGt/DPwYwBiTILmB/fcjEZjkhuu6NNx/D00rHgaPBzccBq8X4nGcUIiqz38p44kI0LOH5CuTb1RCIiIiIjJOpNP0MKc7io0xlwH/AhwJRIG3gb+31q5LnZ9NMnE6C4gADwL/ZK1tyE3EY1PD/ffQ9NdHcKPRfQfjcQDcaJSWpx+n4rKrhny/m2tuPWgi0i3iRri55lZ+NusHacUsIiIiImPTmChZZIz5R+CPwErgEuAa4CkglDpfBDwDTAGuAj4LvB940Bjj5CLmsSje3kbTiodxIwMkD7EYTSseJt7ePuR73lB5PQEnMKSxASfADZXXD/neIiIiIjK2DTgzYozZCiSAhdbaaOrzYNW0AFxr7dxMBmiMmQt8D7jRWvuzXqce7fX1Z4DJwPustbtS170HvAhcBDycyZgOV21rVsHBNqV7PLSteYWSM84e0j2X5C/ixkmf53/2/JgEiQHHBZyAlmiJiIiIjDODLdN6jmTykejzeaT9HcllWb8aZMzFwMruRATAWvuSMWYbyZkUJSNDEG9uSu4RGYQbiRBvbhryPfdEqvlt3e+ViIiIiIjIAQZMRqy1nxjs8wg6BbDAdcaYbwDTUp+/Za29JzVmMfCHfq59J3XukMXjcay1w7nFIeno6AAY0Wc7XV04fj9O7/0ifbg+H3VdXdQOIa4mmvmV57e0Oe1UuhNZljieFZ4niDqxnjF+18c18cvx7fRgGfk/59EmF+9dck/vffzROx+f9N7Hp1y+93hq3+9oNhb2jEwm2VDxu8C3gOXAm8AfjTFnpsaUAf39uL4RKB+JIA8HrlkCiYFnMJKDXNyFSw56r1ba+IPnPtqcdqa5U7g+8VGO42iuTVyJ303mwH7Xx7WJK5nNzEyELyIiIiJjzJCraRljdpNcqrWS5JKodVmLan8eoBD4qLX2L6lYngKOAL5OcuN61ni9Xowx2XxEv7qz55F8tptIsL20jFh9Xb/nnUCQsuUXUnHU0YPeZ2t4O3dW/5rq6F7KfeV8c/pXKfYWAWAwTO+Yzs01t3JD5fVamtVHLt675J7e+/ijdz4+6b2PT7l872vXrh31syNDTkaAx4HTSVarco0xDcDzJJOT54C11tps7CnpLs37ZPcBa61rjHkauDp1qJFkg8a+ynpdLwfR+PADyUTEH8DBTfYZiURwAgFIJChdfiHll1456D2ebn6OW2t/S4IEswIz+JcpX+pJRLotyV+k8r0iIiIiklafkU8AGGOmA2eQLJ17OvAhkhvbW4wxL1prL85wjOuAkwY41919bz397w1ZDDyR4XgOS+1vrqXh/nvAcZj8hRvJmzd/Xwf2klIKT1iGt6Bg0Hvc2/AX7m34CwAnFhzPZyo/QaG3cCTCFxEREZExKJ2ZEQCstTuBO4A7jDF5wIeBrwELgQsyGx4AD5CsqHUe8GcAY4wHOBtYkxrzMPBfxpgp1trdqTHLgFnAQ1mI6bASfm8ne2/+Cbgu5ZdeQcFRxwAMuXyv67o81LSCexv+goPDRydczQUl5+E4avEiIiIiIgNLKxkxxoRIVrd6f+rXiUAA2Eiy9O5zmQ6QZDLxPPBLY0wFsBP4FMnk5/OpMb8E/gF4wBjzH0A+cBPwMirrO6hEZyd7fvQ9Ep0d5C89irJLLk37Ho80/ZXf1ycLm310wtVcWHp+psMUERERkcNQOhvYXwSOB7wkl06tBH5KcjN7TXbC69kf8gGSjQ+/CxQBfwMusNY+lxrTYow5C/gxyU7tUZJJzI1Z2sdyWHBdl7233UKsrpbAjFlM+sKNOAdretjHg42P8of6PwHwyQnXcX7pOdkIVUREREQOQ+nMjJxMsgHin0gul3oum0lIb9baJpJd1j8zyJjNJJsfyhC1vvQ87a+uwgkGmfT3X8ATzDv4Rb38peFh7m64F4Cryy/nvJKhLesSEREREYH0kpHl7FuedQfgN8ZYkkuzngOetdZWZz5EyYZ4exv1f7wLgInXfoLA1GlpXf9Gx9s9ichnKj/JWcXvz3iMIiIiInJ4S6ea1uMky/uS2rh+CnAayeTkY0CeMeZda+3CbAQqmVV/3x+JtzSTt2AhRaedkda1XYkuflnzawAuLDlfiYiIiIiIHJJD6sBure0C3gU2A1uAGsAB5mcuNMmWaG0NLc8+BR4PEz/2qbSqXrmuy+21d1Ifa2BOcBbXTbgqi5GKiIiIyOEsnQ3ss9m3TOv9wEySCUgjyWpXPyE71bQkw5qeWAGJBIUnn0pw2vS0rn2lbQ3Ptb6Ag8OnJn4Mj3NI+ayIiIiISFp7Rjanfq8lWUnrf1O/v6WKVWNHZG81zU89DkDZ8qHv93ddl6dbnuN3dX8A4JqKK5mbNycrMYqIiIjI+JBOMvI5khW01mcrGMkuN5Gg5te/gHicgmOOJzhz1pCv/VPD/fy58UEAlhWeyEXqJSIiIiIiw5TOBvZbshmIZF/ryy/QZdfj5IWY+PHrh3zdsy3P9yQin5r4Mc4pPlPd1UVERERk2NLZM7IUWGStvafXsbOAbwJlwF3W2u9lPkTJBNd1aX78UQAmXH0tvtLSIV23uu01bqm5DYAryy/j3JKzshajiIiIiIwv6ew+vgn4ePcHY8xU4AFgCeAHvmuM+Vhmw5NM6dq4gfD2bXiLiik65fQhXfNmx9v8sPpnAJxZfDqXlX8gmyGKiIiIyDiTTjJyLMkN692uBbzA0dbaxcAK4PMZjE0yqOmJvwJQfMbZeAKBg45vjrXwf3t/hYvL8pJzuX7ixw96jYiIiIhIOtJJRkqBvb0+X0ByQ/uu1OeHgAWZCkwyJ1pfR/vra8DrpeSscw86vjPRyU17fkhTvJlFeYaPTfgIXsc7ApGKiIiIyHiSTjJSB0wDMMYUACcDT/Y67ye96lwyQpr++kiyr8jxJ+ErKx90bMyN8f09P2FLeCsTfRP4h0mfVS8REREREcmKdJKHlcANxph3SM6K+IEHe51fAOzq70LJnXhLC83PPAFA6fkXHXT8T6pvYV3nekq9JXx96r9S7ivLdogiIiIiMk6lk4x8DXgCuDf1+SZr7bsAxhgvcDnJpVoyirS88CzEYuQfdQx5c+YOOnZV2xpWt7+KFy9fmfJPVPkrRyZIERERERmX0ukzstUYsxBYDDRba7f3Op0P3AC8keH4ZJjaXl0NQPHpZw46rinWxK9qfgPARyouZ3ZwZrZDExEREZFxLq09HtbaGPBmP8dbSZb5lVEk1tRIeMsmHL+f/COOHHBcQ6yR7+z+Pm2Jdo4MHcFFpctHMEoRERERGa+04fww1r72NQBCi5fiCeb1O2Z9p+Wn1bfQEG9kqn8KN1Rdr+7qIiIiIjIilIwcxtpfWwNAwbHH93t+R3gn39r1XQBmBqbzjalfodBbOGLxiYiIiMj4pmTkMBWtr6Pj7TfB56PgmOMOOJ9wE9xScxsAMwLT+a/p/47P0X8OIiIiIjJy1EDiMNX81GPguhQedyK+4pIDzj/X+gJbwtvw4ePfpnxZiYiIiIiIjLgBkxFjzP8aY47p9XmGMSY0MmHJcMRbWmh+6nGg/94iHYlO7q5PVmj+bNWnKPWVjmh8IiIiIiIw+MzIl4BFvT5vBS7NbjiSCQ0P3IcbDpN/5IG9RVzX5Q91f6I53sKCvHm8r3BZjqIUERERkfFusGSkFpje67NKLI0B0Zq9ND/3FAAVl199wPm7G+7jiZancXD4+IRrVTlLRERERHJmsI0CzwDfNMacCDSnjn3GGHPOINe41tpPZSw6SVv7316FWIyC408iOGP/xoU10VoebHwEB4cbJ32euXmzcxSliIiIiMjgycg/ADHgbKAScIHTU78G4gJKRnKoc+MGAAqOOuaAc482PYaLy2lFp3BiYf/lfkVERERERsqAyYi1tha4rvuzMSYBXGet/f1IBCbpc12Xro0WgLwFC/c7t6VrG080PwPAxaUXjHhsIiIiIiJ9pVPa95PAS9kKRIYvumc38dYWvCWl+Cureo7H3Tj/V/Mr4sQ5r+RsZganD3IXEREREZGRMeTmEtba3wIYYzzAsUD3hoOtwOvW2kTmw5N0dC/RCi1YuN/G9Cebn+G9yC4qfRO5ruKqXIUnIiIiIrKftJoeGmM+BGwDVgF3A39Mfb3VGPPBjEcnaWl//VUAQgsX9xxri7fzp4b7AbhuwlUEPIGcxCYiIiIi0teQkxFjzPnAvamPXwcuI9l35Osky/7ea4w5N+MRypC4sRid77wNQOEJ+3qH3NfwF9oS7SwOLeSEguNyFZ6IiIiIyAGGvEwL+AZggVOstc29jj9gjPk58HJqzBMZjE+GKLJrJ24sir9qEt7iYgB2RXbzeHN3T5Fr1FNEREREREaVdJZpHQ38uk8iAoC1tgW4neReEsmBTrsegODsfR3X76i7mzhxzip+PzODM3IVmoiIiIhIv9JJRuLAYBsO/KkxkgMd76wDIH/pUUCylO/ajjcJeUJcWX5ZLkMTEREREelXOsnIKuCzxpjJfU8YYyYBnyW5VEtGmOu6hDe/C0Bo/gIAnmlZCcAZRadR4ivOWWwiIiIiIgNJZ8/IN4FngA3GmDuBDanji4BrgCBwRWbDk6GI1dUSb23BU1SEb2IVLfEWnmt9AYAzik/LcXQiIiIiIv1Lp8/IK8aYc4AfAjf0Ob0GuNFauzqTwcnQdG3eBEDenHk4jsPKlheJuBGWhpaowaGIiIiIjFrpzIxgrX0RONEYUwXMSh3eaq2tyXRgMnRdqSVaeXPmAfBi2ysAnFdyVs5iEhERERE5mLSSkW7W2r3A3gzHIoeoa0tqZmTufBpijWwNbyfoBDgqf2mOIxMRERERGVhaHdhl9HGjUcLbtwLJsr5/a38DgCPyl6jbuoiIiIiMakpGxrjwzu0Qi+GfMhVvQQGvdySTkWPzj8pxZCIiIiIig1MyMsaFt20BIG/2XLoSXbzVkew3ckyBkhERERERGd0Oac+IjB6R994DYOv8PG7d9s9E3Agmbz7lvrIcRyYiIiIiMrghJSPGGC8wFWiz1jZkNyRJR3jXTrbM9HDn1JeIJGIAzM+bm+OoREREREQObqjLtLzAFuCTWYxF0uS6LuvZzh1X+Yk4sZ7jjzc/zbqO9TmMTERERETk4IaUjFhrI8AeIHawsTJy3qpdw+8+GCcacPY7HnEj3LTnh0pIRERERGRUS2cD+53ANcYYf7aCkaFb17Ge7zf/8oBEpJsSEhEREREZ7dLZwP40cBGwxhjzC5LLtjr7DrLWrsxQbDKAdR3ruWnPD/dbmtWf7oTkK5NvZEn+ohGKTkRERERkaNJJRh7r9fXPAbfPeSd1zDvcoGRwN9fcSsSNDGlsxI1wc82t/GzWD7IclYiIiIhIetJJRrR5fZS4ofL65MzIEBKSgBPghsrrRyAqEREREZH0DDkZsdb+NpuByNAtyV/EVybfyH9vv4noIDt4Ak5AS7REREREZNQ6pA7sxpj5xpj3GWNKMh2QDM3i4AI+ek8Mf7TvarkkJSIiIiIiMtqllYwYY64wxmwDNgArgeNSxycaY941xlyR8QilX7H6WuZsjXHOmsAB55SIiIiIiMhYMORkxBhzEXA3UA18i+SGdQCstbWABa7NdIDSv0j1HgBaKkMAeFN1A5SIiIiIiMhYkc7MyNeBV4CTSVbT6msVcHQmgpKDi6aSkY1Tk5vYPzrhaib4KpSIiIiIiMiYkU41raOAf7XWusaY/s7vBqoyEpUcVLS6mvoyh9pQFwWeAs4tOYvlpefmOiwRERERkSFLZ2YkwuDJy3SgdXjhyFBF9u5h9+TkSjmTNw+vo/YuIiIiIjK2pJOMrAIu7e+EMSYP+CjwfCaCkoOL1uxld1Xy9c0OzsptMCIiIiIihyCdZOQ7wCnGmD8Ay1LHZhljLgVeBKYB381wfNJHvL2N5qefIFZb0zMzMis4I8dRiYiIiIikL52mh88ZY64GbgGuTB3+FcmqWg3A1dbaVzMfogC4rkvD/ffQtOJhcBxcYM+kZC5Z+sxbuBcfi+M4g99ERERERGQUSWcDO9ba+4wxjwLnAQtIJiKbgMettW1ZiE9SGu6/h6a/PoIbjQLQXAwd+Q75HS7OQ0/TEA1RcdlVOY5SRERERGTo0kpGAKy1ncADWYhFBhBvb6NpxcM9iQjsmxWZXJ2ASJSmFQ9Tev7FeAsKchWmiIiIiEha0k5GjDFlwDnA7NShrcCT1trGTAYm+7StWQWe/bf37E4lI1P2uMkDHg9ta16h5IyzRzo8EREREZFDklYyYoz5KvANIEivDuxAlzHm29ba72QyOEmKNzfhhsP7Hds9KfnHP2VvAgA3EiHe3DTisYmIiIiIHKohJyPGmC8D/0WyfO9PAZs6tRD4B+A/jTFha+0PMh7l/nH4gNeBpcBHrbV39jp3DPBD4ESSPU9+D/xbamnZmOUtKcUJBvdLSHqWaaVmRpxAAG9JaU7iExERERE5FOnMjPwD8DRwrrXW7XX8LWPMfcCTqTFZTUaAfwQm9j1ojJmRim8N8EFgaiqWSuDaLMeUVYUnnETdXb/p+dyWDy3FDsGwS3lj6lUkEhSesKzf60VERERERqN0+oxUAn/uk4gAYK1NAPfRT5KQScaYacC/A1/p5/S/kOwSf6m19glr7W9IJkfXGGOOyGZc2eYtKKT0gotxAgEAqlPNDqtqXDyAEwhSeoE2r4uIiIjI2JJOMvIGMH+Q8/OAt4YXzkH9CHgQWNnPuYuBB6217b2O3QeEgUuyHFfWlV96JaXLLwKfj9oJyf0iVQ0Ojt9P6fILKb/0yoPcQURERERkdElnmdaXgYeMMW8Bv7XWxgGMMV7gk8DHSCYEWWGMWU6yv4khuYG+97l8YCawrvdxa23YGLMZWHyoz43H41hrDz4wwzo6OgD2f/aSo8EfpKH1XgDKKhYQ+8JF1OWFqNu4ccRjlMzr973LYU/vffzROx+f9N7Hp1y+93g8PuLPTNeAyYgx5ul+DjeS7Lr+P8aYraljs4FSYAvwbSDjtWWNMXnAz4BvWWv3GGNm9RlSSrK6V3/lpBqB8kzHlCtOZycNpcmZkfLJS4FQbgMSERERETlEg82MzAEO2B8C7Ej9XpH6vSX1y8e+3iOZ9m8k94P8JEv3H5DX68UYM9KP7cme+z67ft0bNJYlk5FjZh3NzOCMEY9Nsmeg9y6HN7338UfvfHzSex+fcvne165dO+pnRwZMRqy1s0YwjgEZY2YC/0qyIlZB6kUWp07nG2NK2Dcj0l9t2zKSjRkPC5H6WhoWJZORif6s1gsQEREREcmqdDaw58pskntE7iW55KqR5GZ6gF8A9dbaDmA7ffaGGGOCwFxg/YhFm2WNXXXE/A6Fboh8j5ZoiYiIiMjYlVYH9m7GmEKSMw5O33PW2h0HXjEsa4Ez+xybBPwB+A7weOrYw8DlxpgvpZITgEtJJjIPZTimnKlxGgGodA6bbTAiIiIiMk6l04E9RLLHx9+xb79If7zDDao3a20T8GyfWGalvlxvrX0u9fX/ANcBfzbG/ACYQrLp4R+ttdkuOTxiavxtAEwOTMpxJCIiIiIiw5POzMgvSP5jfzVwF/1XrsoZa+12Y8zZwP+S7EXSSjLOr+Y0sAxyEwnq8sKAl0n5U3MdjoiIiIjIsKSTjFwK3Gmt/Vi2ghkqa+02+l8i9hrw/hEPaIQk2tpoTm3dnxjQ5nURERERGdvS2cDeCbyYrUDk4GKtzTQXJ3OwCp/2jIiIiIjI2JZOMnIvyQ7okiO9Z0aUjIiIiIjIWJfOMq0vA/caY+4AbiXZ/PCALipZqKYlKdG2VlqKNDMiIiJmKnNHAAAgAElEQVQiIoeHdJKRGLAJ+AJwzSDjMlpNS/Zp6aglXuKQH/UR9ARzHY6IiIiIyLCkk4z8HPgUsAZ4mVFWTWs8aIjUA1AazctxJCIiIiIiw5dOMnIF8Htr7UezFYwMrjHaAEBJIj/HkYiIiIiIDF86G9hjqJpWTjUmWgAodQpzHImIiIiIyPClk4z8GVXTyqlmkt3XyzwlOY5ERERERGT40lmm9VPgd8aYu4BfompaI67J0wlAaUCVtERERERk7EsnGXkz9fvRwNWDjFM1rSxp8YcBKA9OyHEkIiIi/397dx4nSVkffvzTMzuzJ7DLYYIagaB8BVQ0GFREuYyIHFHjAWoUL9RolEPEgyBixGwiruYHwQMVjYigohyKigYx3ooRFDdPEFlURLl2gT1npqd/fzzVS9M7R/dM9fRsz+f9es2rp6ueqfp2V1dPfeu5JGn62klGzgRqnQpEk7t/cBiApYt26nIkkiRJ0vS1nIyklM7oYByaRK1WY8PAKFBhm0U7dDscSZIkadra6cCuLqpt3MDGYp7DJQvswC5JkqStX8s1IxFxegvFaiml90wjHo2junYtG4u5Dhf3Oc+IJEmStn7t9Bk5Y4J1NaBSPJqMdMDG+1czPFChbxTmV+Z3OxxJkiRp2trpM7JFk66I6AN2B04A9gUOLy80NVq3/h5YAAuG+6hUKt0OR5IkSZq2afUZSSmNppRuSim9Abgd+EA5YanZ/evvAWBRtZ3KLEmSJGn2KrMD+zeAo0vcnhqs3bgGgIWjg12ORJIkSSpHmcnIwwGvlDtk3dB9ACyq2V9EkiRJvaGd0bQeMc6qZcAhwInA1WUEpS2tG7ofgEWVhV2ORJIkSSpHOx0QVjH+DOwV4FrgH6YbkMa2rroOgMX9DusrSZKk3tBOMvJKtkxGasBq4KaU0v+WFpW2sJ6NACxyjhFJkiT1iHaG9r2gg3FoEvVkZPG8JV2ORJIkSSpHmR3Y1UEb+oYAWDxgMiJJkqTe0NakFRGxHXAseaLD7cl9RRrVUkqvKik2NdjQPwLA4oFtuxyJJEmSVI52RtM6CPgysC1wH7mvSLPxOrhrmtbPy8nIkvnbdTkSSZIkqRzt1IysICcgB6aUru9QPBrHxnmjQIXFC5Z2OxRJkiSpFO30GdkT+KCJyMyrDQ+zYX6udFoyaDMtSZIk9YZ2kpHbcIb1rhjdsIGNC3L3nMXzFnc5GkmSJKkc7SQjHwJeERFOAT7DRjeuZ+OC/Pti5xmRJElSj2inz8gaYB3wvxHxSeBWoNpcKKX06ZJiU2HT+vsZHqjQNwrzK/O7HY4kSZJUinaSkQsafj99nDI1wGSkZOs2roF5sGC4j0qleTRlSZIkaevUTjJycMei0ITWbrwXlsDCkf5uhyJJkiSVpuVkJKV0bScD0fjWDd0HwKLqQJcjkSRJksrTTgd2dcm6kfsBWDhqMiJJkqTeYTKyFVg3shaARTU7r0uSJKl3mIxsBdZV1wOwiAVdjkSSJEkqj8nIVmD9aJGM9DnFiyRJknqHychWYB0bASc8lCRJUm8xGdkKbGATAIv7l3Q5EkmSJKk84w7tGxFPn8oGU0rfmXo4Gsv6yhAAiwdMRiRJktQ7Jppn5NvkGdXrKk3Px+PMfCXb0D8MwKLBbbociSRJklSeiZKR5hnXB4HlwLbAR4BULH80cDxwL3Bq2QEKhipVABYOLO5yJJIkSVJ5xk1Gmmdcj4h/IdeOPC6ltL5h1eUR8R/Ad4FDgG92ItC57L4FORn5Q/8aHt/lWCRJkqSytNOB/e+BTzUlIgCklNYCFwAvLykuFW5cv5K7luXWcRdtuIIb16/sckSSJElSOdpJRpYBE/Wg3rYoo5Lcwq0sv31Fro8Chhlh+e0rTEgkSZLUE9pJRn4K/GNE7NG8IiICeAPwk7ICm+tu4VYu7LuEodrQg5YP1YZMSCRJktQTJurA3uwk4BrglxHxdR7owB7AYcAm4ORyw5ubbly/kgv7LmG4MjLm+npCcurOJ7L3oj1nODpJkiSpHC3XjKSUfgo8EbgMOIicnJxEHnXrMuCvizKahhvXr2T57SvGTUTqrCGRJEnS1q6dmhFSSgl4QUT0ATsVi+9MKY2WHtkcdd4d52/RNGs8Q7UhzrvjfM7Z9ewORyVJkiSVr61kpK5IPv5UciwCXv+QV7P89hUtJSSDlUFe/5BXz0BUkiRJUvna6cBORPxlRHw6Im6LiKGIOKRYvmNEfCIi9utMmHPH3ov25NSdT2SgNnGeOFgZtM+IJEmStmotJyMRsSd5RK2jgV8A/fV1KaW7gH2A15Yd4Fy096I9ecnoC8dNSExEJEmS1AvaqRl5H7AW2BN4KZtnv9jsa8ABJcU15+3GLkVC0v+g5SYikiRJ6hXtJCMHAuemlG4HamOsvxV4aClRCcgJyd/d/9ebn5uISJIkqZe0k4zMB+6dYP12gKNqlezPNywGYN5oxUREkiRJPaWdZGQlsP8E648Crp9eOGq2qboBgLhvexMRSZIk9ZR2hvb9MHBeRHyPPMkhQC0itgf+GXgq8OKS45vzNlU3AjDIQJcjkSRJksrVzgzsHwPOAc4DflMs/hJwJ/A6YEVK6eLSI5zjNo3mZGQBg12ORJIkSSpXuzOwnxARFwHHAHuQR9T6NXBRSukHHYhvzts0ugmAwT6TEUmSJPWWtmdgTyn9CPhRB2JRsw0bWH/v3QD0r15Ldd1a+hcv6XJQkiRJUjnamfTwNxFx9ATrj4yI34y3Xq2r1WpUrv0Wfee8nw3352Sk9rs/sOqE13P3pRdTq401srIkSZK0dWlnNK1dgYluyy8BdplWNALgni9dQuXHP6AyMsJwf048BjZVqQ0Ps+ZrX+GeL13S5QglSZKk6Wu3mdZEt+T3AO6fRixjiojnAy8B9gV2BFYBnyJ3mB9qKLcb8CHgEGAIuBw4KaV0T9kxdVJ13VrWXHUllZFhAIaLQbQG8lNqQ0OsuepKlh52JP2LF3cpSkmSJGn6JkxGIuLlwMsbFp0WEa8Zo+gy4LHAVSXGVvcWcgLyVuCPwFOAdwF/BbyoiHMb4BrgrmLZYmA5cHlEPC2ltNW0a1r7kx9B3wMVVpuTkZGGQn19rP3JD9nuoENnNjhJkiSpRJPVjCwFdit+rwE7AYuaytSAdcB/Au8sNbrsqJTSnQ3Pvx0RNeB9EXFKSum3wPHAzsBTU0q3AUTE74HvAUcAV3Ygro6o3ruG2qZNm58PDVQAGBx6IJ+qDQ1RvXfNjMcmSZIklWnCZCSl9CFy0yciYhQ4IaX02ZkIrCGGO8dYfF3x+DDgt8CRwHfqiUjxd9+PiFXkmeG3mmSkf7ulVObP35yQNDfTAqgMDtK/3dIuRCdJkiSVp+U+Iymldjq7d9rTgSpwU/F8L+CiMcr9qlg3ZdVqlZTSdDbRnqU70FetUimejtVMa7Ra5Y/LduCPMxmXZsT69esBZvYzp67zuM89HvO5yeM+N3XzuFer1RnfZ7tmU4LRkogI4ETgkymlu4rFy4Cx2i2tBrafqdhKsXAhtf32pzYv54nD9WZaw7mZVm1ggNp++8OChV0LUZIkSSpDW6NpRcQzgFPII1sthc038DdLKfWXE9qY+98BuAz4HXByp/bTqL+/n5z/zJzaHnvkKp8ff/+BmhEGqAzUWHb4kWz/3BdSqWzx1qsH1O+azPRnTt3lcZ97POZzk8d9burmcf/5z38+62tHWk5GIuIIciKQgEuA1wGfJdeuPAdYSR5OtyOKEbOuIs9nsn9K6b6G1avJyVGzZcBWNbQvQKVSoXbgodT225/h4RUA7HToEey6n8P5SpIkqXe000zrHcD1wOOB04tln0gpvRjYhzwpYkcaw0XEfHIitDvwzGIErUYrGbtvyF7Fuq3TwoUMFenijk86yEREkiRJPaWdZGQf4MKU0jAwWizrB0gp3QScB7yt3PAgIvqBzwH7Ac9OKf1qjGJXAgdGxEMb/u7J5ATpirJjmjG12uZmWvMHTUQkSZLUW9rpM1IF1ha/1x93bFi/ijwLe9nOJTcDOx2oFElG3c3F0L8fBf4RuCwiziDPhbIc+AFb0bC+W6iObE5GFvTP724skiRJUsnaqRm5hdxMipTSEHlY3Wc2rD8IuKO0yB7wrOLxTHJy0fhzRBHPfcAhwJ+Ai8nJyXfJEyZuNbOvN6sOb6LaX6EyCvPaG2tAkiRJmvXaucK9GnhBRLytuMD/KPBvEfEIclLzdOCssgNMKe3aYrmbyZMf9ozhap74cGAER8+SJElSz2mnZuQs4AUUCUxK6Wzg7eQRq7YBzgDeXXJ8c9pwdSMAgyMmIpIkSeo97czAvhq4rmnZcnLfDHXA8OgGAAaqJiOSJEnqPVvdDOxzSb2Z1mDVwyRJkqTeM27NSEScPt66CdRSSu+ZRjxqMDxqMiJJkqTeNVEzrTOmsL0aYDJSks3JyKjJiCRJknrPuMlISskr4C4brg0BMDDa3+VIJEmSpPKZcMxi9WRksOYcI5IkSeo9JiOz2HBtGIDBmjUjkiRJ6j0t33KPiFvIfUImUksp7T69kFRnzYgkSZJ6WTtXudeyZTLSD/wl8BTgBuDnJcUlYJhcMzKfgS5HIkmSJJWvnUkPjxtvXUQ8CfgKcEIJMakwVDEZkSRJUu8qpc9ISulHwPk4G3uphhkBYLAy2OVIJEmSpPKV2YH9FuBxJW5vzhsuakZMRiRJktSLykxGjgTuKXF7c95IpQqYjEiSJKk3tTOa1unjrFoGHEyuFXlXGUEpGyEnIwN99hmRJElS72lnNK0zxlm+GrgJeEVK6VPTjkibVYuakYF+a0YkSZLUe9oZTcsJEmfYSGUUgIG++V2ORJIkSSqfCcYstjkZmWcyIkmSpN5jMjKLVftyMjLYbzIiSZKk3tNOB/YK8FrgleRZ15eNUayWUmqnH4omYM2IJEmSelk7icMHgDcBfwD+G1jTkYi0Wb1mxGREkiRJvaidZOTlwFXA36aUqh2KRw1G+moADA4s6HIkkiRJUvna7TNyhYnIzKknIwPzFnY5EkmSJKl87SQjXwP261Qg2tJIvzUjkiRJ6l3tJCNvAv4qIt4TEbsUHdrVQdX+/Dg4sKi7gUiSJEkd0M6kh3dFxOeAs4B3AEREczFH0ypRrhmpMGDNiCRJknpQO0P7vhd4G3k0rZ/iaFod90DNiH1GJEmS1HvaqcV4DY6mNWNqtSoj83JLuIFBkxFJkiT1nnb6jAziaFozpjoyDEBftUZ/X3+Xo5EkSZLK104y8nXgSZ0KRA82Ut0EwLyq4wRIkiSpN7U7mtY+EfFeR9PqvGptCIB51kNJkiSpR7XTZ+R2oAY8ntyR3dG0OmikmptpmYxIkiSpV7WTOHyanIxoBlRHi5qRUSugJEmS1JvamWfkuA7GoSYjo7lmpN9kRJIkST2qnT4jmkHVIhmxZkSSJEm9qp1JD1/WSrmU0qenHo7qRuod2EfNFyVJktSb2ukzcsEE6xr7kpiMlOCBmhGTEUmSJPWmdpKR3cZY1g/sDrwZ2BE4roSYBFRrIwDMq9lMS5IkSb2pnQ7st46z6jfA1RFxDXA8cFIZgc111dGcjPTXrBmRJElSbyrzSveLwItL3N6c9kDNiMmIJEmSelOZV7rbAduWuL05rUpRM0J/lyORJEmSOmPas6VHxHbAIcDJwA+nHZEAGK3XjDj6siRJknpUO0P7jjL+DOwVct+RN5YRlB5opmWfEUmSJPWqdmpGzmTLZKQGrAZuAq5OKVXLCmyuq9byWznPZlqSJEnqUe2MpnVGB+NQkyomI5IkSeptk7YBiojFEbFkkjJLImJxeWGpXjPSXzEZkSRJUm+aMBmJiL3IzbDeOsl23grcExGPKiuwue6BmpFpjzEgSZIkzUqT1Yy8AfgDub/IRN5TlLMDe0nuWrAOgHvnD3U5EkmSJKkzJktGngFcklIamahQSmkYuBg4rKzA5rIb16/khofcCcB1y27nxvUruxyRJEmSVL7JkpFHAKnFbd0E7DK9cHTj+pUsv30Fo8WRqVZqLL99hQmJJEmSes5kycgwML/FbQ0W5TVF9URkqPbgpllDtSETEkmSJPWcyZKRm4Ent7itpxTlNQXjJSJ1JiSSJEnqNZMlI5cDL4yIx01UqFj/QuCysgKbSyZLROpMSCRJktRLJktGVgB3Ad+KiJdFxEDjyogYiIiXAVcX5T7YmTB723l3nD9pIlI3VBvivDvO73BEkiRJUudNmIyklNYAhwNrgU8C90bE/0TEtRHxM+DeYvkG4NlFebXp9Q95NYOVwZbKDlYGef1DXt3hiCRJkqTOm3QG9pTSL4DHkic2/CnwF+T+IY8AriuWPzaldEMH4+xpey/ak1N3PnHShGSwMsipO5/I3ov2nKHIJEmSpM5paXrvlNJa4OziRx1QT0jG6ztiIiJJkqReM2nNiGbOeDUkJiKSJEnqRSYjs0w9IanU8vN5tX4TEUmSJPUkk5FZaO9Fe7LjmnxoXlg72EREkiRJPclkZJYaGKkA8Kj+R3Q5EkmSJKkzTEZmqWpfbqc1r7+1IX8lSZKkrY3JyCxVT0YG+ud3ORJJkiSpM1oa2ndrERG7AR8CDgGGgMuBk1JK93Q1sDZV162lWvRgH/rljVS3fxT9i5d0OSpJkiSpXD1TMxIR2wDXAA8FXgS8DjgQuDwiKt2MrVW1Wo27L72YVSe8fnPNyNqrv8GqE17P3ZdeTK1W63KEkiRJUnl6qWbkeGBn4KkppdsAIuL3wPeAI4AruxhbS+750iWs+dpXqA0PUy2aZ/VtHKI2DGu+9hUAdnjei7oZoiRJklSanqkZAY4EvlNPRABSSt8HVgFHdSuoVlXXrWXNVVdSG8qzr1f78/L+an6sDQ2x5qorqa5b16UIJUmSpHJVeqXpT0T8CbgopXRC0/KvANumlJ7W7javu+66UWBmmnhVqzAyAuTjsWl+hRqwYFPj8anAvHnQ3z8jIUmSJGmrV9t3331nbQVELzXTWgasGWP5amDXKW5zlFx7dN8U/751tdp8qC2oP52/aawksQa12kZgU8fjkSRJ0tZuW/L17KzVS8lI6fbdd1/fH0mSJKlDZm2VzRSsBpaOsXwZsFUN7StJkiTNBb2UjKwE9hpj+V7FOkmSJEmzSC8lI1cCB0bEQ+sLIuLJ5P4iV3QrKEmSJElj66XRtLYFfgHcAZwBLAKWA38kzz3SGy9UkiRJ6hE9k4wARMTuwIeAg4Bhco3IiSmlu7sZlyRJkqQt9VQyIkmSJGnr0Ut9RiRJkiRtRUxGJEmSJHWFyYgkSZKkrjAZkSRJktQVJiOSJEmSumJetwPQg0XEbuThiQ8BhoDLgZNSSvd0NTBNKCKeD7wE2BfYEVgFfApYkVIaaijX0vGNiCcAK4D9gPuBzwLvSCltaCp3KPAvwGOAO4GPAWellKrlv0pNJiLmAT8DHgv8fUrpMw3rSj2mEXEMcBrwSOB3wAdSSud16KVpDBHxPOAU4HHk4eR/Cbw2pXRjsd7zvcdExHOAtwF7ko/pT4DTUko/aypX6nkcEf8InAA8DPg/4N0ppS+W++oUEQ8nH9/9gH2AwZRSZYxyOwEfAI4kX0t/C3hTSum3TeX8DmiBNSOzSERsA1wDPBR4EfA64EDg8ojY4mTQrPIWYBPwVuDZwH8C7yoegdaPb0Q8Avgv8hfX3wKnAi8Dzm/cYUQ8EfgqcBNwBPB+4B3AmZ14gWrJm4GdmheWfUwj4mjgIuCbwOHAZ4BzIuI15b4cjSci3gxcDHwHOAp4MfmCZGGx3vO9x0TEYcClwM3AC4DjgR2Ab0XEXzSUK/U8LhKRFcAngWcB1wKfL+JRuR4JPB/4E/DjsQpERB/wFWB/4DXkc38X8udgYUM5vwNaZM3I7HI8sDN5xvjbACLi98D3yB+8K7sYmyZ2VErpzobn346IGvC+iDiluFvS6vE9hfyl9NyU0rqi3BBwYUS8L6X0y6Lcu4AEvDSlNAr8V0QsAU6PiA842efMKu6ovQt4I7lWrFHZx/S9wFdTSicUz6+JiIcB74mIT2ztd8lmu2KC3X8lT6p7TsOqrzb87vnee14K3Equ9RwFiIjrimVHAB8uypV2HkfEIHAG8JGU0j8X5b4dEVH8/dc7+YLnoO+klP4cICJOAw4Yo8xzgb8G9ksp/aQoez05SX0VUP9O8DugRdaMzC5Hkk+E2+oLUkrfJzf5OapbQWlyTYlI3XXF48OKx1aP75HA5fUvpcIXyTUvRwEU/6D+Bri4/k+xcCEwH3jmlF+MpuqD5Cr474yxrrRjGhG7kKvoP9u0jwuBPyNX86uzXklulvWxCcp4vveeAWBt0zG4r3jsg46cx08Bth+n3L4R8dDpvCA9WNMxG8+RwK/riUjxd78FvsuW57bfAS0wGZld9gJuHGP5r4p12ro8HaiSq1ShheMbEYvI1b0PKpdS2kS+61L/HOxO/gJqLncrsB4/LzMqIp5F/mdwyhjryj6m9cfmz9Kvmtarc/anuEMZEasiYiQiboyIFzaU8XzvPR8H9oyIkyNiWVEbeg5wO3BJUabs83iycntO4XVoelq9VvM7oEUmI7PLMmDNGMtXk++MaCtRVKGfCHwypXRXsbiV47sUqLRQblnx6OelyyJiAfmC5N0ppdvHKFL2MR2v3Ori0WPfeTsDewDvA95Nbsd/A3BxRBxclPF87zEppavJTXROB+4hdzg/ADi06XseyjuP6+XunaScZk6r12p+B7TIZEQqWUTsAFxG/kd1cpfDUee9g9ze99+7HYhmTB+wBDg+pfTJlNI3yZ1Yf0keGUk9KCKeDHya3On8GcBzgNuAr0bEzt2MTdqamYzMLqvJWXKzZeS7MJrlitEzriJfqByWUrqvYXUrx7d+12OycqtbLKcOKtp9vxX4J2BxRCwFti1WL4qI7Sj/mI5Xrn7nzGPfefX3+Jv1BSmlGnlEnMcUizzfe8//A36UUnpdSulbKaXLyKNgLeWBG09ln8f1cttNUk4zp9VrNb8DWmQyMrusZOx2f3sV6zSLRcR8co3I7sAzm8cbp4Xjm1JaTx6Z5UHlim3vzgOfg5vJd+Oby+0CLMLPy0zZjdyO9wvkfxargeuLdR8B7u7AMa0/Nn+W9mpar84Zqx143YLi0fO99+xNnkdos+KG06+BRxWLyj6PPd9nn1av1fwOaJHJyOxyJXBg4+gYRbXwrsAV3QpKk4uIfuBz5BFQnp1S+tUYxVo9vlcCRxcd2+qeS77ovQKgmEjxauBFxZjndceSv7C+Md3XpJb8HDi46efYYt1ZwKHF76Ud05TSKvLF8LE82LHAHYwzNr5KdVnxuHkEm+KYHUqeBA8833vRKvLEtptFxLbkuSlugY6cx98n3+QYq9zPUkp/mM4L0pRcCTwqIjZ/Fop5Zg5gy3Pb74AWVGq1WrdjUKH4UvsF+YvoDHK2uxz4I3mcag/WLBURHwZeS+7YeHXT6ptTSne2enyLOx3XAz8EziZPmHQ28M2U0jEN+9yPPJTgJeRRXh5TbO/fU0pv68wr1WQiYlfyhcnmGdjLPqYR8Vzy5GsryMMJP508Bv0bUkr1uQ7UIcWEZdeS71K+ndw/7FXkC4hDU0rXer73noj4B+Bc8pDOXyA3xz2ZnKA8IaW0sihX6nkcESeQJ7h7F3mOiueR5zM6IqV0VQdf8pwUEc8vfv074BjyBJcAq1JKPy1uPv6Y3HTuVPIQvGcWzx9b1Ha0fE3nd4A1I7NKUd17CHnmz4uBj1KMW20iMus9q3g8E/hB088R0PrxLYbqO5Q8k/PlwL+RxxJ/ZeMOU0o/Lrb9aHI/lVPJX0zv7MQL1NSVfUxTSl8CXgIcRp707GXAm0xEZkZxvh5NvpB8H7mm5C+Aw1NK1xZlPN97z3nkpPOJ5HkgPgysAw6qJyJQ/nmcUvogOel5VVHuEOBFJiId8/ni55im528EKCaVPRz4ETkpuIh8Q+LQeiJSlPM7oEXWjEiSJEnqCmtGJEmSJHWFyYgkSZKkrjAZkSRJktQVJiOSJEmSusJkRJIkSVJXmIxIkiRJ6gqTEUmSJEldYTIiSZIkqStMRiS1LSKOi4haROza7VikRhFxxkx+Nj0XJGl65nU7AEmzQ0TUWiz6KeDbHQylYyLi8cBzgAtSSqu6HI4kSXOeyYikur9vev484LnAicBdDctvBn4MfA7YNDOhlebxwLvIydSqrkbSoog4GvhxSumPHdzHE4APA89PKf2uU/sZY79nAm8B/pv8GVsCHA38H/ATYBD4K2AXYEFKqTpTsbXhP5nl50I33+fJPlsR8SZgD+AOYC/gn1JKN7W6vqxtSOoekxFJAKSUPtP4PCIeSU5GvjxOLcJsvDDsKRExSL7QfQZQejISEUcBfwfUgP2A/rL3MYmnAHuklH5fxPM08kXym1JKXy+WDQLXzLZEJCIWp5TWFXHNqtjGMOPvcyufrYh4FXAMcEBKaTQiDge+HhF7pZQ2Tra+rG1I6i6TEUlti4jjgE8Cu9UTlYg4g1zr8DjgjeQLkXnA54vn/cD7gRcAC4EvAa9LKa1r2O5i4J3Ai4CHA3cDXwbemVJaPUlMi4HTgecDDwPWAzcBZ6eULmmID+CaiKj/6StSShe0s/+GbT0eOAH4W2AAuIp8gffHVmKa6PUUnlg8/qSFsm1LKV0BXBERBwHHdWIf4ynumH+ufoFcOBAYAb7XEONQRPxwCrtYHBHnAi8EFgPXkj9vtzbF8TDgvcDhwFJyzd9HgQ+llGpFmTPIx3sf4B/ItYY7AZVxzoWJmjwenFL69hT2/Zhi3xO+nmYz8D6PqcXP1mnA8pTSaPH8a+TvhmOAC1pYX9Y2JHWRyYiksn0auJV8Ef5U4NXABuCR5KYs9eUvBW4H3goQEfOBbwF7ky/IErlpxRuAJ0fEU1JKEzWF+Q/g2OLxl8C25IvHpwCXAF0SRaUAAAaYSURBVJcCOwPHA2cBK4u/+/409v8p4B7yxeLuRdk9I+KJRdnJYprMAcAPU0rDLZTd2hxKbr7T6EDgupTS2qbl905h+/Vj827gz4GTgM8AT6sXiIgdyMf/z4BzgVvINQYrgF3JiWajC4E/AWcC20+w7+YmjwCnkpsI3TXFfU/6esbR6fd5SiJiD/Lr/GV9WUqpFhE3An8TEd+faD1wQRnb6NDLk9QGkxFJZUsppWOK3/+jaO71RvLd2RcXy8+LiEcBr6RIRoA3A08AnpxS+p/6xiLi28AV5Au88yfY79HAx1JKzRdx9aBuiIgfkJORq+t3pxtMZf/3An9Tb9pSXOR8lJyAnTtZTOMpmpYcDBwG3BoRnwG+kFL6cjvbmc1SSu9vfB4R88hJ2rljlD1zCrv4bUrpeQ3bvwtYUTTP+VWx+FTgEcBzUkqXFeXOJdeGvTkiPpJSWtmwzduAw+u1FuMZo8nj8eSajXemlOoXxu3uu5XXM1YsnX6fp2r34vG+puX3kxOIydaXtQ1JXebQvpLK9pGm5z8AKsDHxli+Q0RsWzw/ltwx/ncRsWP9B/ghsI58h3cia4AnRcRfTDHuqez/nKY29heQE5QjpxNTSunj5OSnn3wB+9JeSkTGsS8PND8qQ/PFdn27uzcsO5qcPF9WX1AkGsuLp0c1beOcyRKRZhFxAHAO8PmU0lnT2Hcrr6cVZb/PU7WseFzXtHxtsW6y9WVtQ1KXWTMiqWy/bXq+ZpLly8h3LoPclvvOcbb7kEn2ezJ5ZKNbI+IG4Gpybcx1rQQ9xf2nBz1JaTgifgPsVkJMe5Obdf1gzGAjKsAXyBeWrTg5pXRji2W74UBgFPhuSdtb1fS83uensXnVruR+Ps3qNQ27NS2/uZ0AiiT0i+Qmga9oWt3uvlc1PR/r9bRi0vd5hj5b1abHugHytclk68vahqQu82SUVLbxRuMZb3ml4fG75DbxY5mwA3tK6dKI+C75jvIzyE3ATo6I05ruSI9nWvvvQEwHADeklJqbmNS3XSMPEtArng78fLzXOwWTfd6mYkOrBSNiEXAZuXbrOY0DNUxRWa9n0vd5hj5b9aS/uYXGYvKNisnWl7UNSV1mMiJptvg1sDSl9M2pbiCldAfwceDjEbEQ+Crw7og4u+hQPlETm6nsP4AbNj+JGCDf0d48KlELMY3naZRXSzCrRUQfOfn6xAzv+hbg0WMs37Nh/VR9HHgscFhKaaztdHLfY+ri+zyW3xSPf9bwO+Sanl+3sL6sbUjqMpMRSbPFRcB7I+LYlNJFjSsioh/YLqV0z1h/WKxfklLaPBpQSmlDRCTgIGAb8khe9bvTY7UXn8r+3xgRlzb0GzmOPETrV9qIaTxPBU4p9n80cGtK6fqGmHqpmdY+wHbMfD+GK4BTIuKoYija+vv61ob1bYuIt5OHjj0hpfRfM7nvSbT0Ps/EZyultKo4Fx5N0RSxSOYfA3x8svVlbUNS95mMSJotPgAcAVxYTJhW7/i+O7nJyGmMPxTnNsBtEfEl4HryEKhPII9q9Y2UUn0G+evItSNvj4il5GY3PyruXE9l/9sBV0fEpeShi99AbvN/fhsxjWcn4FdFc5/9U0qXN64suSlNX9PjZhHxWuAd5FHGbm9n/WR/2+Bg8nH57/EKFHN3XJtSOmjil9KW5eQ5ZS6JiHPI/TKOIo9i9qGm0axaEhGPAf6ZPJ/M3RHx0qYiV6eU/tSJfbdg0vcZZu6zRa6hOY48TwvkOVTuAS5ucX1Z25DURSYjkmaFlGdLPpTc6ftY8sRyG8lzlnwWGO8OM+TJBM8h98s4AphP7jB/FvCvDfu4JSLeALyFPLpXP7lj8S1T3P/LyfNBnEnuFPtl8qSHGyNitJWYJnAWebjhO1os37aIOJA87PKTikVXRcT/AGc2DBfbByxg/L4JE60fd11EPJz8uhYChxRlPhUR9wGnNTZtioglxa8TJTRtSyndHRH7k9/r48gDBvyGPIfHB6e42R3Jr/tR5MELmh0M/KlD+95CO+9zmVr8bJ0NbBcRHyUPm7wPuVnbuhbXl7UNSV1UqdXaGqVQkua8hlmxN8+6rc6JiCPIzZb2SSn9otvxSJLK4zwjkqTZ7lDykMgmIpLUY2ymJUma1VJKJ3U7BklSZ1gzIkmSJKkr7DMiSZIkqSusGZEkSZLUFSYjkiRJkrrCZESSJElSV5iMSJIkSeoKkxFJkiRJXWEyIkmSJKkrTEYkSZIkdYXJiCRJkqSu+P/ORiA3W60nngAAAABJRU5ErkJggg==\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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.1)$ ($0.0%$$\\%$),\tfrequency of collisions is 3.3e-05 ...\n", " - For #$1$: $B(0.3)$ ($0.0%$$\\%$),\tfrequency of collisions is 6.2e-05 ...\n", " - For #$2$: $B(0.5)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000131 ...\n", " - For #$3$: $B(0.7)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.00041 ...\n", " - For #$4$: $B(0.9)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.001045 ...\n", "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": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 1 : RhoRand-kl-UCB ...\n", "- Player # 1 / 2, RhoRand-kl-UCB\twas ranked\t1 / 2 for this simulation (last rewards = 7925.6).\n", "- Player # 2 / 2, RhoRand-kl-UCB\twas ranked\t2 / 2 for this simulation (last rewards = 7922.8).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.1)$ ($0.0%$$\\%$),\tfrequency of collisions is 2.4e-05 ...\n", " - For #$1$: $B(0.3)$ ($0.0%$$\\%$),\tfrequency of collisions is 4.5e-05 ...\n", " - For #$2$: $B(0.5)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000117 ...\n", " - For #$3$: $B(0.7)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000653 ...\n", " - For #$4$: $B(0.9)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000737 ...\n", "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": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 1 : Selfish-kl-UCB ...\n", "- Player # 2 / 2, Selfish-kl-UCB\twas ranked\t1 / 2 for this simulation (last rewards = 8104.4).\n", "- Player # 1 / 2, Selfish-kl-UCB\twas ranked\t2 / 2 for this simulation (last rewards = 7741.5).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.1)$ ($0.0%$$\\%$),\tfrequency of collisions is 3.2e-05 ...\n", " - For #$1$: $B(0.3)$ ($0.0%$$\\%$),\tfrequency of collisions is 4.5e-05 ...\n", " - For #$2$: $B(0.5)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.00012 ...\n", " - For #$3$: $B(0.7)$ ($0.0%$$\\%$),\tfrequency of collisions is 0.000419 ...\n", " - For #$4$: $B(0.9)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.001105 ...\n", "Warning: forcing to use putatright = False because there is 4 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for playersId in tqdm(range(len(evs)), desc=\"Policies\"):\n", " evaluation = evaluators[1][playersId]\n", " plotAll(evaluation, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Third problem\n", "$\\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": 32, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "79be54a44fa84f35a5fdc616d76868c1", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Policies', max=6, style=ProgressStyle(description_width='init…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 2 : RhoRand-UCB($\\alpha=1$) ...\n", "- Player # 2 / 2, RhoRand-UCB($\\alpha=1$)\twas ranked\t1 / 2 for this simulation (last rewards = 8385.3).\n", "- Player # 1 / 2, RhoRand-UCB($\\alpha=1$)\twas ranked\t2 / 2 for this simulation (last rewards = 8375.3).\n", "Warning: forcing to use putatright = False because there is 2 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAIcCAYAAACXRxO/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xm8HfP9x/HXzSURsSSUqtLS4GNp7WtV7D/UVnustRQtitoprd2P2trat8a+xr7VEsS+h1r6ERGU+iEIkiDc3N8f3znJZO5ZZs6Zc87NOe/n45HHzZn1M9+ZM2e+8906uru7ERERERERqbc+zQ5ARERERETagzIfIiIiIiLSEMp8iIiIiIhIQyjzISIiIiIiDaHMh4iIiIiINIQyHyIiIiIi0hDKfIiIiIiISEMo8yEiIiIiIg0xU5aFzawD+BHwvWjSOOBdd9dIhSIiIiIiUlZHpRHOzWw2YHtgK2A1YLbEIhOAp4DhwLXu/mUd4hQRERERkRlcycyHmQ0EjgJ+B/QHXgGeBd4CPgU6gEHAYGAlYCnga+A84BR3/6zewYuIiIiIyIyjXLWrscCHwDHA9e7+QbkNmdkPgO2AvYE9CRkTERERERERoHzJxzbATVnbc0TtQrZ29xtziE9ERERERFpExTYfIiIiIiIieVBXuyIiIiIi0hAl23yY2Z+q2F63u59QQzwiIiIiItKiyrX5mFJkcmHhjiLTOwiZj878whMRERERkVZRsuTD3aerkmVm8wF3A28AZwAezVocOAhYFPhlfcIUEREREZEZXeoG52Z2PTCLu29eYv7twCR3H5pjfCIiIiIi0iKyNDjfALi3zPx7omVERERERER6yNrblZWZtwQ924KIiIiIiIgA5Uc4T7ob2MfMXgYud/cuADPrBHYFfgvclHuEIiIiIiLSErK0+ZgXeBBYEhgPjI1mLQwMAl4D1nH3j+oQp4iIiIiIzOAyjXBuZn2BPYFNgIWiyW8DdwKXuPs3OccnIiIiIiItIlPmQ0REREREpFqpG5yb2QgzW7fM/LXNbEQ+YYmIiIiISKvJ0tvVWsD3y8yfF1izpmhERERERKRlZe1qt5wFgEk5bk9ERERERFpI2a52zWxzID6i+V5mtl6RRQcB6wHP5RibiIiIiIi0kErjfCxLGMMDoBsYEv1LmkjIeOybW2QiIiIiItJSsozzMQXYyd2vqW9IIiIiIiLSirKMcL4w8HG9AhERERERkdZW9TgfZjYzsAowP/Bvd385z8BERERERKS1lM18mNkGwHbA4e7+cWz6IsDtgMUWvwHY0d2n1ClWmcGY2a7AP4CF3f3tvJevRwwivUmx67dZ17SZLQSMBXZz92GN2q9UZmbLA2cDywGzAVu4+621Llti/V3RPVUqmNHvF7rO66tStatdgSXiGY/IFcDiwJXAM8DGwLbA48A5OccodRD7YgFs7u63F1nmBmAbAHfvyGm/ywK/AobpCy15MLNBwIGEnvkGAzMD7wIPAOe6+6t13LeuZ2kqM5sJGE7oFOYw4EtK9DyZZVmRVqf7d/NUynysCNwWn2BmSwKrAje4+6+jyeea2WPAjijzMaP5GtiJUJI1lZnNCWwazZ8lx/0tC/wZeBh4OzHvSuA64Jsc99dWzGxjYHdgM2Ciuw8ss+y1wFDCQ/qz7n5UjnH0Bw4Gvkd4UTEFOCLv6plm9jPgHsIgpzcAlxCuHyO8ENnLzAa5+5d57jem3PVcL/qeSNwiwELAH9z9/ByXLUXXn+TOzJYDLgC2dvf/FJm/P7AY8BGwJHCMu49OO78EPY80SaXMx3zAm4lpGxLemgxLTL8FOCafsKSB7gQ2NbM53P2L2PRtCINQ3kt4kK07d+8Cuhqxr97EzAa4+8Q8tuXud5nZSMKD+IZm9n13/7DIPjcGZgdedff189h3wjHABe7+brS/k4DHzGxFd38jjx2Y2eyETHN/YBV3fzEx/yjgT0AupXZ5yONct+v3ZEaQ53c5g3mjv+NzXraoNNdfk9KhrbRKGpvZpsBWhOfKlYHOIsvsQXhR9gt3n2JmGwH/NLMl3f3rSvOriUv32fqqlPn4tsgyP4/+PpWY/gn5viGXxrieUF1la+Cy2PSdgbuAeIYEMzsW+HOyGlaa+p2FdaOPD5lNbTK0m7sPy1LHMratZZlW5WZmwlvw/d39/8qs+2PgUGBd4EeEG8wzwJ/c/YnYchtG2xvq7tcntrEU8ApwqLufHk0bAPyR0E5qAcJ34lbgj+7+WSLuZYB9gC2BeYCOaP0/Ec7FD4FJwGjgDHe/oVx6JKxOeGuzIfATYLrMR/TQPj/h5cLDGbabipnNAuxPKDU7Ppr8v4RqHvsD+1VYf3FgUiHjUsZehLe4uyczHgDuPhk4OrHtLOfop4RztC0wAHgE+K27v5NYDopfz4X5xc51qmuwRPrsSs92IOV6Dlnb3R9Oe/zRcosQ2gWsDXxFeLn093JxJWIsHPvShPO9FeG35MbocydwOuElR/9o+7+NP0xliDXt97ni9yvL/a3c+c0Sf5k0/CFwErARMBAYA1wE/NXdu6NlhgGFGgj/MLN/AO+4+0JFtldy2SzXY/L6S5EOhfllv09Z0izluczrflrYZ8U0igZmvpUi7WiiUtqXgUPc/YyMx1tIw5ruJWa2GPBXwnhthe/136K4pvvtznL91nK/cPc7gDvMbC2mjSuXdDRwaqxN8b2E+8ZQwovwSvN7qOZ5pMH3tVyv396mUubjTcJFeg6AmfUF1gRed/fkm5PvE4q7ZMYyjvBF3Zko8xHdzNYgfLE2L71qZjcDPyA8NJ4MvB5NL/uwVcHlwKeEG8JgwkCXS0Rv2EsVl65EuEneDLxDqBq0BzAiWu+VaLn7gfeBXQiZtLhdCDf5qwHMrB/wILAU4QHBCUXA+wKrmtlqiXiuJmQKjgfmiqadB2wf/X0FmIPwY7MaoSQjrZ8DfyFkHH8CPFkk9huB84HTMmw3rU7CDXW2wgR3/9LMPiFU+6jkdcKDyVoVlvsVoUg81dhDVZyjwrV1HCGjdhBwFeG7Aemv52LnOu01mNbORaYdTqh+MA7SH7+ZfQ8YCcxJeID4L+EH8PKMMUFoH/gO4Ud0deA3hIeTRQjnrjB9J+ADQgY167lKm5Z5fb+SepzfKq616ZjZ3ITr6PvAuYSMz2bAWYQM94HRohcS7lFHRft5FJhQYrPlls3jeix2nceV/T5lTLM05zLv850mje4hlCptT3igjNuBUP30uiqOt6Dqe4mZzUv4Xs9GyIB8QMjE9PheZ4kt5/tFD1GGaSHCOQTA3bvN7FVgfTN7otx8SmQ+qO15pBH3tXrdr3qFSpmPywjtOU4hXFw7Ei7404ssuyYhIWXGcxVwnZkt4O7vEc7zeELJR26ZD3d/2cyeJHzZ7y+8ja3R58D6UREp0Q3nIsLN4NwS69zl7jfFJ5jZBcC/gQOAPaN4u8zsSuCQePUlM+tDSKP73P2DaBMHEHqPWTX+Ft7MHgbuIDwcXhLb5fvARoU3mJHNgIvd/UBqM0f0sP8WIfMRP84VgNeAFQiZhJE17quH6C3PjxP7HUCo8jEmx10tGXZX+iEuIes5etfdt4wtNw44KyrKfy3D9VzsXKe6BtNy96sS29qL8Kb5j7EHx7THfzjhR/l/3P3+aJnzqK6UzN19aPT/86I3pPsB17n7DtH0881sUUJbpcMyxgrp0zKv71dSsfOb9VpLOpzwFvtX7n5btO65hAfaA8zsQnd/3d2fjB5ojgKeTF4HcRWWzeN6LJYOcWW/T2RLszTnMu/zXTGN3H2ymQ0HdjCz2dw9nhEcCox09/ejz9VcI7XcSw4nZGbXdfcR0XLnER6Gk7LEluf9opjB0d8vEtO/JGQ6Ks0vqsbnkUbc1+p1v+oV+lSYfwmhTvXhhLYBOxAu1LPjC0VF0usT3qDLjOd2whd1x+jzzsCNHqqt9HbnFDIekWGEDMkmpVZw968K/zez/tFbxj6EouoVEosPI2TSd4xNW5dQDBp/s7N9tP5/zOx7hX+E6okTo3WScSd/pMcDq5jZgqVir8RCQ+9J0cfpMh9RpmmIuz9EeFnwhpepnpazHQhvhs6stKC7d7j7Wim2OQc9f3DKyXqOkpnXR6K/g8mmx7nOeA1mYma/IJRW3+juJ8dmpT3+TYHXCg8SUbzfEapnZHVh4vOThOo4FxeZPreZzZEx1ixpWfP3q4Ri3+Ws11rSZoQHnKkdvkT7ODX6uGk+oU/ddh7XY7F0iKv0fcqSZmnOZa7nO0MaXUuocrN5bPmfEx6E46W01VwjtdxLNgZeKWQ8onW7KF49Kktsed4vihkU/U22b5kQzas0vx7qfl+jfverXqFsyUd0AW0RvS1dBHjb3Z8usZ2h1OEtqtSfhwZbNwE7mdmDhN6JMr15zZuZdRLqtMZ9Hr/RRqYrbXP3b6M3/guX2XZfQjWtnYHkF3tsYnseFevuwrQH510IGZx4T3BG+MFJdktdMG/ic7ESgIMJbTXeMbOXCdW+rnP350sdSxGrMq091luEBnwFOzHtx28IRb6vZtYB3ESok53GwV6hK1szG0hogL6vu+dZ8vEFodF8WlnP0duJz4X6uMWqlJTT45izXINZRD9UwwlVCHZLzibd8S8E3F1kfjUl28l2O+MrTB9EOK+pz1WGtMzj+1VMsWs667WWtBChCk/Sa9Hfkve3auR0PVb6br+d+Jz8PmVJszTnMtfznSGNHiJUtdmeqFou4eXLZMK9deomyX6N1HIvWYji3+tiPUJlia3UdvOqCdOV+FswM+HZs9L8eqj7fY363a96hVQnJjrYkgfs7m/Ss1csmbFcRSgePI1ww3q8xHKl3mz16KGiRgvS80dvN0rX38zir4Si1nMJx/kZoS7ukRR/qz0MuMjMliY80G8BXO3T96LRATxGqM9cTLKBaTIThbvfbKHL6k2B9Qjn42AzOzrxBruc1Zn2hvEtwkuBQuPV79z9QzObldCN9nlFYugmtPXJRVTachlwnOc/0NTrwIpm1i9l1aus56hUTydZe8/qca7Jfg1WFJ3X2wjfxV95z55wsh5/HkqlYaW0zRJrqrRM+f2q5v5W7Pw2I61rkcf1WCwd4nI752nOZU7307i019kUM7se2NfM5iK8qNoGuNenb6hdzTXSkHtJlbHVS+FBPVlTZwDh4b7S/Hqo+32tDtdvr1KvXKHMeB4G3iM0XDupTPF5oUegQYkb6U9KLJ9Urlg+7v8IVfniir1hN0JPHURxzUx4K5jsjS1uKHCFu+8/3YbMji+x/PWEG/yvo30NoGdjujeBge7+QJn9VuTuHwGXApdGVajuBo4zszNSPmDPFTsvY4H5o3re2zOt5GY1wluhRpRUnkLIqA2H0CtK9LIiD7cSMlvbky5Tmss5Skh7PSdlvQbTuBT4GbCBuxd7W532+N8mNIJMsiLT6iXLuUqdlim+X7Xe36qJv5ixhBLopCVi8/NUj+sxq0xpluZemcP9NC5LGl1L6BRgG8L3aV56doyR1/0obVxvA4sWWb/Ydz1LbG+X2EZe94u3or/fj/0fQonZmynml1Pt/btauV/jM6qSbT7M7GUz2y56c5mKmfUxs6FREZHMQKLMxn6EHHmy3mJcoYh2ncKEqKrOASl3VXgbW7Yuprt/7e4PJP59UGTR/aIqWgW7ErqlvKvM5qeQuPbNbA1ClaVisXxBqMqyA6H0ZbT37A71WuCnZrZ9cn0z64zegJUULTNnYr9fEYquZyJF9aIo4xVvp/MW4Tj3JjSoK3RDOIRQhbJHV7Zm1mFmw83s3pT/lioTz97AU4WMR2SXFMexuJn9qNJyhI4F3gX+YmbLFNlOXzM7IVbftqZzVEKq67mITNdgJWZ2JOEh5JB4ne6EtMd/J7CUma0fmz8ToZvkRslyriqmZYbvV633t2riL+YOYHELYyDE4zgsNj9PuV6PVUqVZmnOZR730yJSp5G7P0OoIrV99G8CiYF8ye9+lDauu6P9xa/tTkJPS0lZYqvr/cJDN7dOLDMe/db9FHig0vwKm6/2/l2t3K7xRgRbT+VKPu4g5Lj+ZqE9wH3AM8kHQDObn9DV2waE6hqzEt4Sywwmatx4W4XF7ic81F5iZksQipQL5z2N5wlvG4600BbgK+DpEm9q05gTuN/Mbia0S9qXUC+6XE8ytwG/NrMJwCjC28TfEEpWSn2phxHaTMxH8cE0zyQ06Ls6emAoNEAbTEifoyn/dn524H0zuwV4idAl5XJRXPe5+7gy6xZsyLQ64RDeSE0BfuDuL8Wmr0mJUo+8ql2Z2WaE/vzvN7MjoskDCGN/VJKqq113/yLazz3AM2Z2AyHdJxPe8G1H6Big0J1wreeomGqv52quwaLM7KfAiYQH50/MbKfEIvd76Kkt7fGfRuhg4VYz+xuh68xtSN8OKA9ZzlWatEz7/ar1/lZN/MWcSrh+bzCzcwjf5U0Jv7N/dffXy6xbjdyuxxqkTbOK5zL6Lqa6n1oYI+eRFJ1cZE2jawk9i60I3FKkvWJe96O0cZ1K+F7fHn2vC13tFl7OxEsBssSW1/2iT+Jv3GWEF4v/iD5vSzin16ecX0rezyOV5HaN1ym+himZ+XD3P5rZ3wlvfH4N/A7oNrPJTKuXNgjoS0i8DwhvzM9pYA860mDu/p2FgZTOIXxRviDcZC+keLWo5PpjzWxf4BDC9dJJKE2o9sv+a0Lx9vGEqkS3EgYZLPeQewDhIXjLaN//IvRLvgOlH3hHEPr1/hGhEdh0okb76xIaiW0fbfvraJ1rovXLmURI0/UIN6d+hLf6J1NhLA4L3fmdTXhbO87MBrv7nz10+/gAYaAyLIz4vQah5GOMmV0F7JF38a2F3lauJTywrZOYvV2e+3L3l6KH78JAk1sQroN3CG/k/u7uX0bL1nqOiu2/2uu5mmuwlO8RfrAXpci1SahK+WHa43f3j8xsCOElUmGwyJsJveK81HPz+ct4rtKkZarvV633tyrjL7b+JxZ6SDqZ8FA1ByFTdBCJ3iZzkuf1WJUMaZbmXKY632ZWGIuoWKl6UtY0uoZwDQ2gyFhEOd6PUsUVtfdbk3D9HEhIo5sIVYifIPZiKEtstd4vopj2A1aJJt1jZi8Cx3voghngDGBOM7uI0N3wMoTqpRNTzi+qDs8jZeV8jc/QOrq7K1d5i4rmfk6oX70E4ccOQkOf1wmDFT0Vq9YhUlc2baTRiqOh57jPN4D33D35QC0iIjMYM9uYUMtjGXf/V7PjaQYz25JQrXj1ItWJReoibW9XXYQMxqP1DUekd4reViwKnNDsWEREJBfrErovbYuMh5n19+nHBZmJUAoyHnihaYFJ21FvVyJlmNkqhIZrRxKKPSvVIRURkRmAux/U7Bga7BEze5ZQNWtOQtuMFQgdVaRpjyeSC2U+RMr7HWHwpleBvXzGGPVdREQk6W5Cu7tfE9o3/Bv4jbtf2tSopO2kavMhIiIiIiJSq9RjeIiIiIiIiNRCmQ8REREREWkIZT5ERERERKQham5wbmZrEQYbfNDdv6g5IhERERERaUmpSz7M7DgzG5GYdifwIGGAmtfN7Mc5xyciIiIiIi0iS7WrbYBRhQ9mtgnwS8JQ7zsAMwPH5BqdiIiIiIi0jCzVrhYAPPZ5C2CMux8JYGaLA7vmF5qISG2iQSLndve7mx1Lb6T0URqkoTTKRuklUl6Wko8OID4oyLrAP2Of3wW+n0dQIu3AzGY2s87EtH7Niqc3MLOnzexWM1suh20NBnbtDQ8A5c61mXWa2ZlmNkuDY+oV6dOs44/23SvSIIql110j0b57RRplSQMz28rM1mxEXEX23ZD0qvT7kWd6mdnB0X35lNqiFgmylHyMAdYHLjKzVYEFgfti838IfJ5jbCKt7ufA9Wb2EDCO8B0aaGYbuPu3zQ2taV53912TE83sf4C9gM2BD4CR0awOYCFgLHCQu38UW+1cYJfEdvYHFgM+ApYEjnH30eUCSrNOimXKnmszuwA4E9inXCxlYswlfdIeb7XrRJnKC4Ct3f0/AO7eVevxR9tu2jWSdr1ixx9T12sk2n9vSKMfAZOj4zvH3Z8tsexxwBvufjWku07MbH7gbOAeoNPMbgZ2cfcJlWIrsb3e8L0qlV5lr5c808vdzwDOMLNh5eIVSStLycf5wFZm9jLhQn2X6Us+VgdeyTE2kVZXKE3cFNgKeAf4VT0zHmY2oF7brid3vw/YCZgCHO/uO0X/dgTWBlYEbi0sb2YbAP+NPxSY2R7AUGB/dz8euBz4Z7k3g2nWSbndsufa3d8APjKzjZqVPhmOhazrmNmm0YPL/sDKwHRvbGs9/rzSoJrjT7NepeOP1PUaibbRzDTaHxjt7oe4+1HAIcCFZjZfkWWXBo4ktCWNx182Ddz9v4TMwo5RjDtWm/GIttfM71Wl9Kr4+9Ho9BJJK3XJh7tfaGaTCRf6c8D/uvs3AGY2FzAPcF5dohRpXUe6+7C0C1voUe5QQrXHHwFdwDPAn9z9icSyxwJ/BpYhvPnakvA97YjNWxrYj/DjNRNwY/S5Ezid0NFEf+AW4LfuPjG2/QHAn4CtCW/dJgGjgTPc/YbYcosDk9z93bTHWcKqQF9gul733H2ymb0CxH9gdyG8YY47GjjV3adEn++Njm0oMKzEPtOsk3a7lc71OYT0v6fMMuXUmj5QpzRy9zuAOyx0zb5rie3UevzQnGuk4nopjx/qf41A89JoN2C92P4+NrMHgDUIxwSE6kLRsv9XYjsl0yB6k38mcAUwEbjKzH5d4wN1s75XadIrze9Ho9NLpKJMgwy6+z/cfUt33z3KURemf+ruK7j7pfmHKCIxKxHeuN0M/AH4X2BhYISZ/bTEOlcDiwDHEzIccVcQ2mr9CbgL+A3wF+Am4AfR9FsJb/+S654XxXAHIcNyIvBvYLXEcq9H+6nVEOAdd38rPtHMBhHS5KrY5F8Az8aWWYxQTWJq6ay7dwOvEqqT9pBmnWq2W4q7jwO+NrOlsqwXU3X6RMvVJY3SyuH4ocHXSC3rVWNGTaPIZOBcM+sfm7YE8Fpiud8RHuCnUES5NHD3/7r7UMKD9Dh33yqHB+mGf68iadOrrCakl0hFNQ8yKCI1Wd7MFga+IZRQnOzuL5VZ/i53vyk+IarX+2/gAGDPIuu8D2wU/eAlefTjA3CemS1CyEhc5+47RNPPN7NFgd2Bw2LrbgZc7O4Hlj/E3Awh8fYxSrurCJml/aJpixJ+SL+OLTo4+pscCPVLwoNBMWnWybLdNOf6cWBjwoNJVrWkD9QvjbKo5fih8ddILesVU+9rBJqTRgCnRttfPqqGtBJwp7tPPY7o/tPp7m5m5bZVNg3cfXiFWLJoxvcKUqQX6X8/GpleIhWVzHxYYkDBlLrdfd0a4hFpJ13A1+7+ZwAzWwl4wMwWd/dPiq3g7l8V/h+9EZuVUPf3GWCFEvs5p0TGA+DCxOcnCXXSLy423czmcPfCj+h4YBUzW9B7Np6Nx9xRal5aZjYzoUTlEzM7Ipo8F+EH9Xh3vz62+A+BDxObGBT9nZiYPgEo9ZSTZp202017rkcR6l9nkkP6ZDmWWtcpp6rjh6ZdI7Wsl1TXayTaZrPSCHe/2cx2Bf5BaLh9D6HaUSG2DkKpx+EpDqXqNMiiid+riulFtt+PhqSXSFrlSj76MH3XuhDG+hhM6NVqbDRtYWBOQm9YJR9ARGR67v4o8Gjs87PR277fAicVW8fM+hKqP+1M6HEubmzPNYDw3Swl2Q5jfIXpg5j2Bu9g4ErgHQsdUdxPKDF5vsz+qrUiIaN1aLztSFTq84KZ9Y/VfZ6Hnj3vdSX+FsxM6ftgmnVSbTfDuf6EaW9Ks6g1fVIfSw7rlFPt8UNzrpFa1ptOA64RaF4aFdoXbESoarQXsB3wrJmtHlUN2g243N2/S3EctaRBFs36XlVMr4y/H41KL5FUSrb5cPe13H3twj/gCGBuwpuJed19eXdfHpgX2JfwNuCIUtsTkVQmEho4lvJXwvfsVsJbsA0IP04jKP19/qrEdOj5g1hp+tRSDHe/mfDyYU9Cu47dCT+OR5XZX7WGAP/xRKP1qB72SODY2ORi6fBxiXkDmJaxqmadarZbUOxcf0p4mZNVrekD9UujLKo9fmjONVLLemnkeY1Ak9IoKtW4htC97IioqudGhOM40cwWAOZy95dTHkctaZBFU75XldKrTLylfj8alV4iqWR5M3U6cJW7T1dNw0O3bueb2ZLRMkNyjE+kJZnZ7IQGiH9399Njs2YHynW1OxS4wt33T2zv+PyjrMxDl5KXApdG1cDuBo4zszM86g0vJ0OAx0rM60/4IS8Yx7SqDgWFxqLfj/0fwkuTN0tsN806FZfJeK47CQ1Ns6o1faB+aZRFtccPzblGallvqgZdI9C8NFoK+Mzdpy7j7vea2baEbvw3Apaz6ceRmB/4TdRD2N6J+0ktaZBFs75XZdOrit+PRqWXSCpZertanvB2s5TXKF3nXESmNwXoR+ibHZjaZfUg4KEK6033vTWzNShfWpI7C6PnTvcmLWqP4oSXGrPHll3czH5Uw776EHqR6fEQYGY/AdYCbohN/oBQShuP7e0otsVj684M/BR4oNh+06yTcrtZzvVcTHtTmkoe6ZPhWGpep4LMxx/tsynXSC3rJdT1Gom217Q0IhzfrEWmvwK85+4Xu/uO7r5r4R+hWtIl0efki4yq0iCLZn6vqJBeZP/9qHt6iWSRJfPxGeW7hduA2ouYRdqCh/Eyrgbi7SN2IPy4JBt7x90G7GRm55rZnmZ2JqGL3Gp7vqnW7MB/zewqMzvUzPYws3MIXfXeF9XhLqi1q93lgDlIPASY2YKELoefZvoqn68D80Y/8HGXMf0YC9sSqiNMbTRqZnub2Ttm9oO061RaJuO5nofwcBE/zn3M7P2oV5ti8kqfiscSbbeaNCrok/ibVM3xQ3OvkVTrRYoefwOuEWhiGrn7a0C3mW0fW6YDOIjQXfh0LIz1AcUHY4QiaZBFg9MLKqRZ1vSq4vejpvQSyVuWalfDgKPM7ApCvXOPphtwIGHwwVNyjU6ktR1DqKI0B6FIfCZgzSJdNcYdAHxNGDBwN+CZxseTAAAgAElEQVRfhEH+diC8iWuUSYTBq9Yj9PzSj9BI/WTgtDx2YGYLER5Mlo0mnWhmk6L/DyC0N/sHcG68kaq7d5vZE4SS2KdimzwDmNPMLiJ0P7wMsIHHBk4kPBTOwrS2LWnWSbNM2nO9EvBwYlofwiBnWxAGBKtX+tQtjcxsTUKXpKtEk+4xsxcJPQbFxy1Iffx1SoNqjr/ieimPP/drpJel0dbAsWa2HqFtQn/genef7k29mf2eMK4QwAkWRufe3mMjd5dIgywamV5QOc2qSa8svx+1ppdIrjq6u0v1wDm96E3EBcAe9OwFq4PwZdzL3Us1VBURKcvMhkVVLmrdzjrAL939kNqjahwzexjYJdnANaritpu7n53Tfnpl+jTq+KNt9so0qERpVDoNMm5D6ZV9O7ncn0VSV7ty9y5335NQT/Eo4KLo31HAz9x9D2U8RKQ3cPcRwKKWaJfSm0VVQD4p8YAwhFi3mrXqjenTyOOH3pkGlSiNKqZBFkovkSZJVe3KwtgCqwIfREXEr1VYRUSk2Y4GTgD2r7RgL/EHinSjWbj/uvsfc95fb0ufRh8/9L40qERpVCINslB6iTRX2pKP7wi9MmxQx1hERHLj7v8C7jezLZsdSyVmtjrwlbu/WGT2jwnt7HLVm9KnGccPvSsNKlEaVUyDLJReIk2Upc3Hm8CF7v6X+oYkIu3KzF4APgL+6PUZKb3XidrTHQOc0I5VV9v9+NNQGikNssozvczsCEKHJi+5++E5hCdtLkvm41DCCMYru/uXdY1KRERERERaTpaudj8mjJz5RtTd7lvAV8mF3L2W/vxb2vPPP/8doarbF82ORUREREQkozmAKSussEKWPMR0sqx4Wez/h5ZYppvaBhNrdX2Ajs7Ozob3hNHVFUpdOztLjdkkrUjnvT3pvLcfnfP2pPPenpp53qN9ZxmkvIcsmY+1a9mRAPBFZ2fnnMsuu2zlJXPmHsaENLOG71uaR+e9Pem8tx+d8/ak896emnneR40aRVdXV001eFJnPtz9kVp2JCIiIiIi7a2mYhMREREREZG0MjUWMbN5gT2AFYCB9My8dLv7ujnFJiIiIiIiLSR15sPMlgBGArMBbwA/JYx0PgiYHxgD/KcOMYqIiIiISAvIUu3qFEJXu0sB6wIdwAHuvgCwCyETcnDuEYqIiIiISEvIkvlYgzDC+VvAlPj67n4VMBw4Ld/wRERERESkVWTJfPRnWrWqr6O/s8fmPweskkdQIiIiIiLSerJkPt4HFgBw90mEEc+Xi80fzLRMiYiIiIiIyHSy9HY1EtgQOD76fBNwsJlNBjqB3wO35BueiIiIiIi0iiyZj7OA/zGzWdz9a+BI4CdMy4w8BByUc3wiIiIiItIisoxw/grwSuzzF8BGZjYnMMXdv6xDfJKDrokT6Bj1HEyYwOcfvMdsK61C54DZmh2WiIiIiLSZLON8zBq19ZiOu3+eb0iSl+7ubj695QbG33MnHQDffsu4Z55g3NXDGLjRJsy1xbZ0dHQ0OUoRERERaRdZql2NN7MXgEcI7T8eU8ajd/v0lhsYf+9ddH/7LYUsRvc33wAw/t67AJh7y+2aFJ2IiIiItJssmY+TgSGEhuWHAl1m9i9CRuQRYKS7f5J/iFKNrokTGH/PnXR/+23R+d2TJzP+njsZuMEmdA4Y0ODoRERERKQdpe5q192Pdfd1gIHAmsBxwDjgN4Serz4ys1fKbEIaaMKzT0OfCqe3Tx8mPPtUYwISERERkbaXpeQDAHefDDwKPGpmCwHrA38AFgeWyDU6qVrX5+OnVrEqpXvyZLo+H9+giERERESk3WXKfJjZIoRSj8K/BYAJwBPAlYTqV9ILdM45kI5+/cpmQDr69qVzzoENjEpERERE2lmW3q7eB+YDPgMeB/5GyGy84O5T6hOeVGu2lVZh3NXDyi80ZQqzrbRqI8IREREREUnf5gP4AdANPAs8Rqh6pYxHL9U5YDYGbrQJHX37Fp3f0bcfAzdSY3MRERERaZws1a4WZ1p1q98DpwJfmtkThBKQh4Fn3b0r7yClOnNtsS0A4++5kylRd7sdfftB9xQGbvjLqfNFRERERBohywjnbwBvABcDmNnChK531wT2Bk4CJgJz5B+mVKOjo4O5t9yOgRtszFv77Qnd3Xxvux2ZbdXVVeIhIiIiIg2XubcrADPrS2hsvmD0b16gA9ATbS/UOWC20O1uVxdzDFmbjplnbnZIIiIiItKGsjQ4X5tp1a5WAfoR2oD8i1AaUhj5XEREREREpIcsJR8PAl3Ai8C5hMzGY+6ugSJERERERKSiLJmPXwKPu/uX9QpGRERERERaV5YG5/fWMxBpjO7ubjqaHYSIiIiItKWsI5z/BDgWWBeYB9jQ3UeY2feA04AL3P2Z3KOUHCjLISIiIiLNlXqQQTNbAngO2IzQyLyzMM/dxwHLELrcFRERERER6SFLyccpwARCT1ffAh8l5t8LbJ1TXCIiIiIi0mJSl3wQutg9190/IHSxm/QOMH8uUYmIiIiISMvJkvnoB3xeZv6cwJTawhERERERkVaVJfPxOvDzMvM3BV6qLRwREREREWlVWdp8XACcb2aPA7dF07rNbC7gRGB1YIcsOzezBYAjgJUJDdb7untHYplhwK9LbOKf7r5hme2vBTxUZNbz7r5ibLnBwGXA8oRG9bu7+9jY/L6ERvaHufttyY2JiIiIiEhlqUs+3P1i4BzgfOCtaPItwMfAb4Gz3P36jPtfhNBI/UOgVBe9JwCrJf7tG827M+V+9k6sv2ti/uXA18BWwHfR57iDgTHKeIiIiIiIVC/TOB/ufqCZXQsMBRYjDB7xJnCtuz9Zxf5Huvt8AGZ2NPCLIvscA4yJTzOzHQk9bl2Xcj+vuftTxWaY2QBCqc3K7v6smY0HnjazWd19kpktCBwCrJr2oEREREREpKdUmQ8z6wR+CExw96eBp/PYubtnbqBuZjMTMj/3ROOL1Kpf9PerxN9+wCTgDMLgiaNz2JeIiIiISNtKW+2qk1DVarc6xpLWRsD3gCszrDPczLrM7EMzuyhqpwKAu39KKFn5nZkNIlTpGu3un5nZuoRxTU7KMX4RERERkbaUquTD3Seb2QeE9hDNtjMwHrgjxbKfA38BRhIGSFwNOBJY1cxWcvdvouX2Bm4C9gE+A7aMSlj+Dhzs7pPyCr6rqwt3z2tzqRVymaPfeANmnrnh+5fmmDQpXLrNuOakeXTe24/OeXvSeW9PzTzvXV1dNW8jS5uPq4AdzOw8d/+25j1XwcwGErr0vTyWcSjJ3V8EXoxNetjMXgFuB7YlKj1x9wfNbD5gYWCsu39jZocA77v7TWa2EnAeMBh4DNjT3T/M89hERERERFpdlszHCGBj4Fkzu5BQDeur5ELuPjKn2IrZhtAWI0uVq6Q7gYnAivHtRJmZfwOY2fyEEpLVo252hwN/I/T0dTXwV0K7k8w6OzsxsxrCr87oqAPjRRdbjD59+zZ8/9IchbcizbjmpHl03tuPznl70nlvT80876NGjaq59CNL5uOfsf+fC3Qn5ndE0zpriqi8nYG33P2xHLaVjD/udOBSd/+3mS0NLEhodD7RzC6hZ1e8IiIiIiJSQZbMR1Mbm5vZQoSueE+ocVObAQOAZ0vsZwgwBFg8MWtWQruRATXuX0RERESkLaXOfLh7Xd72m9nW0X+XSnx+292fiy26E6F0pWiVKzNbE3iQMDr5FdG0qwjVw15gWoPzwwjtQG4sso2ZCKU6h7j7hGiyA/8FzjCzKwnVsR6s6mBFRERERNpYpkEG6ySZCSh8vpzpRyLfGXjS3d8ssZ0OQpWvePfBrwI7AAcC/YH3gIuB49x9cpFt7AeMc/epgxdGjc+3IbT3GA48Cuxf+bBERERERCSu6ZkPd+9IuVzZVjXu/jAhAxKfdgpwSoZYzgbOLjL9CWCZtNsREREREZGe0g4yKCIiIiIiUhNlPkREREREpCGU+Wg33eV6GBYRERERqR9lPtpGqqY1IiIiIiJ1k6nBuZnNTOh1al1gXuAwd3/RzAYBmwIj3P29/MMUEREREZEZXerMh5kNBB4AlgcmEgbdGxTN/hw4CbiKMA6GiIiIiIjIdLJUuzoJWBLYBFiYWD0ed58C3AxsmGt0IiIiIiLSMrJkPn4FnOPudwPFWi2/Cfw4l6hERERERKTlZMl8zA28UWZ+NzBLbeGIiIiIiEirypL5eA9YrMz81QilHyIiIiIiIj1kyXzcAOxtZkvHpnUDmNlQYDvg2hxjExERERGRFpIl83Ei8DrwNKFxeTdwrJm9BFwNPAWckXuEIiIiIiLSElJnPtx9EjAE+DMwO/A1sBKh16ujgXXdfXI9ghQRERERkRlfpkEGo8zFadE/mSEV66hMRERERKT+Upd8mNkWZta3nsFIHXVUXkREREREpJ6ylHwMBz43s+HANcBD7q7X6CIiIiIikkqWBuebA/cCQ4H7gffM7EwzW6kukYmIiIiISEtJXfLh7ncAd5jZrITRzncA9gUOMLMxhNKQa93d6xKpiIiIiIjM0LKUfACh1yt3v8bdNwHmA/YB3if0ePVqzvGJiIiIiEiLyJz5SBgPvAW8DXyFmjWLiIiIiEgJmbraLTCz1YDtgW2AeYGJwC2EqlciIiIiIiI9pM58mNnShAzHUOBHwGTgHuBa4A53/7ouEYqIiIiISEvIUvIxCpgCPAScAAx398/rEpWIiIiIiLScLJmPA4Hr3f3DegUjIiIiIiKtK0tXu3+rZyDSIBoWUkRERESapGTmw8yGALj7yPjnSgrLS2+jjshEREREpLnKlXw8DHSbWX93n1z4XGb5jmh+Z27RiYiIiIhIyyiX+VgbIMp4TP0sIiIiIiJSjZKZD3d/pNxnERERERGRLFKPcG5mI8xs3TLz1zazEfmEJSIiIiIirSZ15gNYC/h+mfnzAmvWFI2IiIiIiLSsLJmPShYAJuW4PRERERERaSFlx/kws82BzWOT9jKz9YosOghYD3gux9hERERERKSFVBpkcFlg1+j/3cCQ6F/SRELGY98sOzezBYAjgJWBZYC+7t6RWGYhYGyR1T9x9++l2MfCwF+BdYDJwO3AQe7+aWyZFYGLgEWAEcBv3H1cbP7cwOvAhu7+QpZjFBERERGRoGzmw92PA44DMLMpwE7ufk2O+18E2Bp4FngG+EWZZY8F/hn7/G2ljZvZ7MBDwDhgO2AAcCpwu5mt4e7dZjYTcCPwGHBkNP9MYJfYpk4GbmqJjEe3hjgXERERkeaoVPIRtzDwcc77H+nu8wGY2dGUz3yMcfenMm5/L+AHwOru/n60n/eAx4GNgTsBAxYCVnb3j81sTuCcwgaiUpFfAUtk3HfvogHORURERKTJUjc4d/d33D3XBuXuPiXP7RWxCSGD835sn08AbwObRpP6RX+/iv3tB2BmHYSMyNHxaloiIiIiIpJdlpIPzGxJ4ABgBWAgPTMv3e4+OKfYks4ys2HAF8B9wOHu/k6FdZYEri0y/bVoHoADnwO/N7MLCaUlT0fzdicc46W1hS4iIiIiIqkzH2a2GvAg8CWhfcbyhMbZ/YFVgVeAerSJ+AY4n5Dh+JTQMP2PwBNmtky8YXgRg4DxRaZ/RqhqhbtPNLN9gMsIbTv+A/zSzAZFnzfNs4Smq6sLd89rc6n1iZp6jB49Gvr1K7+wtIxJk0JhZTOuOWkenff2o3PennTe21Mzz3tXV1fN28hS8nE88D6wUrTeR8DJ7j7CzNYgtJ84uOaIEtz9A2Cf2KSRZvYooXet3wEn5LCPa8zsNsJYJWPc/TszOwe43d2fMbONgNMJgyzeBezr7hNq3a+IiIiISDvJkvlYGTjF3ceb2VzRtD4A7v6omV1KyAg8kHOMPbj7KDN7A1ixwqKfEaqHJQ0ilKLEtzmRUAULM1uW0DvWEmY2D3ADsAdwP3AvcDShi+DMOjs7MbNqVq3J6KjB+aKLLkqf/v0bvn9pjsJbkWZcc9I8Ou/tR+e8Pem8t6dmnvdRo0bVXPqRZYTzTkKXtTBtJPNBsfmvAT+rKZrsKvUb+zrT2nbELRnN6yHWyPzPUZWu1YBv3P0Gd/8MuBJYv/qQRURERETaU5bMx7vAjwHc/WtC24ifx+YvS2i4XXdmtjywGGF8kHLuBNY0s/lj665KaO9xR4l1dgZmBS6ITetrZp3R/wdUE7OIiIiISLvLUu1qBGG8i2Oiz1cBh0UD+XUCOwEXZg3AzLaO/rtU4vPb7v6cmZ0RfX6SUFVqaeAoQvuT82PbWZPQIH53d78imnwR8HvgNjM7lpCpODXa1p1FYpkT+F9gq1gj86ej4zvVzB4mjOJ+XdbjFBERERFpd1lKPk4DjjWzQldJxwKXAFsSxsy4Aji8ihhujP4NTXzeL/r8KrAmcDFhhPNDgNuB1RJjb3QQMglTj8ndvwDWAT4EridkRh4j9GBVrMrWccB97v5kbBsfAjsAmwNXA4+SQyN3EREREZF2k7rkw93fJVS9Knz+ltDb1O9qCcDdy4697e6XEbrBrbSdhykyjre7jyEMNpgmlgNLTL8NuC3NNnq/Ss1kRERERETqI0vJh8zQyubxRERERETqrmTJh5ntUs0GY+0tREREREREpipX7WpYFdvrJrT9EBERERERmU65zMfCDYtCRERERERaXsnMh7u/08hARERERESktanBuYiIiIiINETqrnbNbESKxbrdfd0a4hERERERkRaVZYTzPvQcJKKT0Dbkh8CbhFHHRUREREREesgyyOBapeaZ2bbA34CtcohJRERERERaUC5tPtz9BuAG4Kw8ticiIiIiIq0nzwbnrwCr5rg9qYPuZMU5EREREZEGyTPz8QtgUo7bkzx1NDsAEREREWl3WXq72qXErEHAOsCmwN/zCEpERERERFpPlt6uhpWZ9xFwHHByTdGIiIiIiEjLypL5WLjItG7gM3f/Mqd4RERERESkRWXpavedegYiIiIiIiKtLc8G5yIiIiIiIiVlqXaFmW0I7A78hNDQPNmHUre7D84pNhERERERaSFZers6EjgR+AZw4N16BSUiIiIiIq0nS8nHAcBTwMbuPr5O8YiIiIiISIvK0uZjVuBKZTxERERERKQaWTIfIwGrVyDSIN3dzY5ARERERNpUlszHAcCvzGwPM+usV0BSL8m+AUREREREGivLOB9jzOwE4CLgPDP7P6ArsZh6uxIRERERkaKy9Ha1P3AW03q7UtsPERERERFJLUtvV4eh3q5ERERERKRKWdp8zIl6uxIRERERkSplyXw8jnq7EhERERGRKmXJfOwHbGZme5pZlupaIiIiIiIimdp83AcMAC4AzlFvVyIiIiIikkWWzMe7gEaoExERERGRqmQZ52OtOsYhIiIiIiItLkubD2kJKrwSERERkebIMsjgkDTLufvIDNtcADgCWBlYBujr7h2JZdYDdgNWA34AvAfcDJzo7l9W2P5awENFZj3v7ivGlhsMXAYsDzwH7O7uY2Pz+wL/Ag5z99vSHl+v0lF5ERERERGResrS5uNh0r0278ywzUWArYFngWeAXxRZZm9gVuA44G3gZ9H/1zCzX7j7lBT72Rt4OfZ5QmL+5cBEYCvg0OhzPLN1MDBmhs14iIiIiIj0AlkyH2sXmdYJDAb2Ab4Bjsq4/5HuPh+AmR1N8czHPu7+cezzI2Y2Drg2Wj5NSctr7v5UsRlmNgBYHVjZ3Z81s/HA02Y2q7tPMrMFgUOAVdMfloiIiIiIJGVpcP5IiVkjzOxy4ClC1agRGbZZsdQikfEoeD76+8O0+yqjX/T3q8TffsAk4AzgAncfncO+RERERETaVi4Nzt19MnA1oXpTIxSqRL2ecvnhZtZlZh+a2UVmNldhhrt/CowBfmdmg4B9gdHu/pmZrQusApyUZ/AiIiIiIu0o75HK58l5ez2Y2bzACcAD7j6qwuKfA38hVM2aQCiZORJY1cxWcvdvouX2Bm4iVB/7DNjSzGYG/g4c7O6T8oq/q6sLd89rc6n16Q7Ndd4c/Sb079/w/UtzTJoULt1mXHPSPDrv7UfnvD3pvLenZp73rq7k+OLZ5ZL5MLPlgAMIPULVjZnNAgwnlNjsXml5d38ReDE26WEzewW4HdgWuDJa7kEzmw9YGBjr7t+Y2SHA++5+k5mtBJxHaN/yGLCnu3+Y46GJiIiIiLS8LF3tjqV4b1eDgDmAL4Adcoqr2P5nAm4AlgbWcvf/VLmpOwk9W61IlPkAiEpB/h3ta35CCcnqUTe7w4G/AecTqpf9FRhazc47OzsxsypDr97ojtDX7iKLLkLngNkavn9pjsJbkWZcc9I8Ou/tR+e8Pem8t6dmnvdRo0bVXPqRpeTjEXpmProJ1ZRGA9e6++c1RVOCmXUAw4D1gY2iEo1ales2+HTgUnf/t5ktDSxIaHQ+0cwuIXTFKyIiIiIiGWTp7WrXOsZRyd8IJQ1bufvDNW5rM2AAYWyRHqLBFIcAiydmzUpoNzKgxv03lwY4FxEREZEmybvBeWZmtnX036USn9929+fM7AhgP0KVpw/NLD7exnvu/l603prAg4TRya+Ipl0FvAW8wLQG54cR2oHcWCSWmYBzgUPcvTAQoQP/Bc4wsysJ1bEezOPYG0tDnIuIiIhIc6XuatfM9jOz+8rM/6eZ/baKGG6M/g1NfN4v+rxh9Pd3wJOJf7+JbaeDMOhh/JheBbYArgDuITRSvxhYO+oeOGk/YJy7X1eYELUF2YbQ1mQ4ISOyfxXHKSIiIiLS1rKUfOxO6OmplNcJmYELsgTg7mVfybv7Wim38zCJ1/vufgpwSoZYzgbOLjL9CWCZtNsREREREZGesgwyuCihJKGU14BFagtHRERERERaVZbMxxRgrjLz56YXtCEREREREZHeKUvmYxSwTdQoezrRaODbAi/lFZiIiIiIiLSWLCUVZwE3A/eY2bHAK9H0nwHHEhpkb5tncCIiIiIi0jpSl3y4+62EbmrXBEYCn0b/HommHenuw+sRpIiIiIiIzPgytdFw99PN7EZgK6Y1Lh8N3Ozu7+QdnIiIiIiItI7MDcSjTMaZdYhFRERERERaWJYG59ISupsdgIiIiIi0KWU+RERERESkIZT5EBERERGRhlDmQ0REREREGkKZDxERERERaYhUvV2Z2azAncBV7n5ZfUMSEREREZFWlKrkw90nASukXV5ERERERCQpS2biCWCVegUiIiIiIiKtLUvm4wBgIzM7zMwG1CsgERERERFpTVlGOL8X6AucApxsZh8DXyWW6Xb3wXkFJyIiIiIirSNL5uNdNDy2iIiIiIhUKXXmw93XqmMc0ijdyj+KiIiISHOo96p20dHR7AhEREREpM1lqXaFmc0E7A5sBiwcTR4L3Ab8w92/yzc8ERERERFpFalLPsxsDuAx4HxgDWBy9G8N4ALgUTObvR5BioiIiIjIjC9LtavjgZWAQ4F53H05d18OmAc4GFg5WkZERERERKSHLNWutgQudvcz4xPdfTJwtpktAWwN/CHH+EREREREpEVkKfmYFxhVZv6LhFIQERERERGRHrJkPt4DhpSZvwbwfm3hiIiIiIhIq8pS7epa4Cgz+y9wmrt/BGBm8xLagQwFTsw/RBERERERaQVZMh8nAMsCBwF/MLPx0fSBQAdwF8p8iIiIiIhICVlGOJ8MbGpmvwQ2BRaKZo0F7nD3e/IPT0REREREWkXJzIeZnQlc6e4vRp9/BHzs7ncDdzcoPslbd7MDEBEREZF2Va7B+YHAErHPY4Et6huOiIiIiIi0qnKZj4+BBWOfO+oci4iIiIiItLBybT4eAv5kZisDn0fT9jKz9cqs0+3ue+QWnYiIiIiItIxymY/fA98B6xIGGOwmjPNRbqyPbkCZDxERERER6aFk5sPdPwZ2Knw2synATu5+TV47N7MFgCOAlYFlgL7u3qN6l5nNA5wJbBLF/CCwv7u/m2IfywFnRfv4ErgGOMrdv4otswHwV2A+4BZgX3efFJu/GPAksLS7ayBFEREREZEqZBnhfDfgiZz3vwiwNfAh8EyxBcysD2EMkZ8DewI7AD8GHjSz/uU2HvXQNQKYDGwOHA7sAlwSW2Yu4IZoHzsRSnqOSGzq78CpyniIiIiIiFQvyzgfl9dh/yPdfT4AMzsa+EWRZbYAVgJWdvdno2VfAsYQqnidU2b7hxIyHlu4+8Ro3cnA1WZ2iru/AqxGaEx/mLt3mdmShAzRn6LltyRkds6q9WBFRERERNpZlpKP3Ln7lBSLbQK8Wch4ROu9CzxGGOyw0rq3FzIekeHAN7F1+wGT3b0r+vxVNI2oZOVM4Pfu/m2KWEVEREREpITUJR9NtCTwapHprwGblVrJzGYllFhMt667f2NmY6LtArwADDSzHQltSXYBno7mHQU85+7313QEMV1dXbh7XptLrYNuOoA3x7wJsw5o+P6lOSZNCk2XmnHNSfPovLcfnfP2pPPenpp53ru6uiovVEFTSz5SGgSMLzL9M2CuMusNJFSnKruuu78NHAlcAXwAzAIcZ2aDgX2Bg6oNXEREREREppkRSj7qzt3/YmYXA/MAY9x9ipndCZzh7u+a2a7AMcAAQm9Zh7n7d9Xsq7OzEzPLK/TURkdjRA4ePJiZ5piz4fuX5ii8FWnGNSfNo/PefnTO25POe3tq5nkfNWpUzaUfM0Lm4zNCKUbSIODTMusVSjxKrTs2PsHdxxfWMbNNAQO2MrOlgAuBdYC3CW1N3gAuSH0EvUGHBqgXERERkeZKXe3KzH5mZtsmpq1jZg+b2Utmdlj+4QHwOtPaZ8QtGc0rKhqn453kumbWDxhcal0zmwU4GzjA3b8hdL37L3d/POpqdziwfhXHISIiIiLS1rK0+TgV+HXhg5n9kP9n777j5Krr/Y+/zszWZJPdJHQRIkE/FAvSpHilBJVQvEnGdn8AACAASURBVMDlgli4lp8IKBfUK4qFYgGxYruiXhFR5BIpJgRBKYJXBaQISPsIgdBL2m6yfXbm/P74ntlMNrO7M7szu8ns+/l47GN2zvnOzGfmnDNzPufbYBGwK1APXGBmJ1Y2PACWAK81sz0KXvvVhGF5ryvhse9KOp/nHU0YzWq4x54JPOTuvytYVvh49dYWERERERmDcppd7c76c128F0gDu7n780kfiY8ROm6XzMyOTf7ddcj9Ze5+D2HG8fuAK83sM4Rhcr8EPAP8rOB5TgQuAea7++3J4m8QJg68xsy+BWwDfAu40t3/USSWucDpwJ4Fi28DLjKzTxOaXZ1AGAVLRERERETKUE7NRxthJvK8BcDtBbN+Xwe8bgwx/Cb5e/eQ+x8HSObfWEAY/vZnwBXAs4Qko7vgeVKEZGiwc4O7P01oNtUMLCYkI5cDHxomlouA77v7YH8Qd38QOBk4jdDP45fAT8bwPkVEREREprRyaj5WANsCmNl0wszgny9YX1/m8wHg7qP2hHb3Vwg1LSOVuRS4tMjye4EDSozlqGGW/wQlHCIiIiIi41JOsvAn4BQze4RQE1FPqE3Iex3wfLEHioiIiIiIlJN8fB64CbgquX+huz8OYGZp4FhG7wAuIiIiIiJTVMnJh7s/ZWY7EYau7Uj6U+RNA04BHqhwfCIiIiIiUiPK6qORzOr9YJHlawnD7srGLo4nOwIRERERmaJKTj7M7A3Azu6+sGDZwcDZhBnDL3f3r1c+RBERERERqQWbwiSDIiIiIiJSA8pJPnYnjHiVVzjJ4C7ADYRJBkVERERERDawMUwyKCIiIiIiU0A5yUexSQZvLlg/pkkGRURERERkatAkgyIiIiIiMiE0yaCIiIiIiEwITTIoIiIiIiITQpMMioiIiIjIhCgr+TCzWcAngPnAFsCJ7n6Hmc0hDLO70N0fq3yYIiIiIiKyqSt5tKtkUsG/A2cRZjTfAWgGcPeVhHk/TqlCjFJJ8WQHICIiIiJTVTk1H18DZgB7AC8ArwxZvwg4rEJxSaVF0WRHICIiIiJTXDnzfBwKfN/dH6T49fOngFdXJCoREREREak55SQfLYw8j0cTkB5fOCIiIiIiUqvKST6eBHYbYf3BwKPjC0dERERERGpVOX0+LgPONbPFwD3JstjMUsCZhP4eH69wfCIiIiIiUiPKST6+CewD/A54mtDv42JgM8LoV1e5+48qHqGIiIiIiNSEkptduXvW3Y8GTgDuBx4DssBfgPe6+3HVCVFERERERGpBWZMMArj7QmBhFWIREREREZEaVk6HcxERERERkTErq+bDzFoJza7mAbOBoTPXxe7+4QrFJiIiIiIiNaTk5MPMDgR+C8wE1gCrixQrNvmgbFS0iURERERkcpRT8/EdQsJxgLs/UKV4RERERESkRpXT52Nn4CIlHiIiIiIiMhblJB/PAw3VCkRERERERGpbOcnHd4EPmllztYIREREREZHaVU6fj3agC3jMzH5OmOU8O7SQu19WodhERERERKSGlJN8XFrw/9nDlIkBJR8iIiIiIrKBcpKPg6oWhYiIiIiI1LySkg8zSwNPAZ3uvqq6IRV9/duAA4ZZ/WN3P3mYx30A+HmRVVe7+7EF5fYEfgLsCNwK/D93X1Gwfg7wKHCou983lvcgIiIiIjLVlVrzkQaeBD4DfKt64QzrVMLkhoUOB74ALCnh8e8ClhfcX5n/x8zqgN8AfwbOAi4Evg2cWFD+fOAqJR4iIiIiImNXUvLh7v1m9iIwUOV4hnv9R4YuM7PPExKKG0t4ir+7+3PDrDNgLrC3uy83s1bgBwWvsydwFGGeExERERERGaNyhtr9FfAeM6uvVjClMrPNgUOBK9x9vAlRY3LbU3DbmLxOREhEvjAZzc2qIo4nOwIRERERmaLK6XB+K6Gp091m9mNCM6yeoYXc/U8Vim0kJxBi/2WJ5e9JEpYXgCuAc9w9H7sDHcBpyfs6CbgrWfchQoL2s0oFPmmiaLIjEBEREZEprpzk4/cF//+QMKxuoShZlh5vUCV4P/Cou98zSrkXgXMJycQAMB/4JPAm4J0A7t5lZqcClxD6djwLHGZms5L7R7p7rlKBZ7NZ3L1ST1eyKI6JgKVLl8KM5aOWl9rQ3d0NMCn7nEwebfepR9t8atJ2n5omc7tnsxtM8Ve2cpKPD4771SrAzHYC9gQ+N1pZd/896ydNN5vZC8D3zOxf3P3/knK/NrNFwLbAUncfMLMfAIvd/W9mtgD4JrAlcD3wMXfvrOw7ExERERGpbSUnH+7+i2oGUob3E2pYLh/j468EvkdIYP4vv9DduwhNsDCz3YDjgZ2T5loLgQ8DNxE6uH8B+OxYXjydTmNmYwx97B5Pml3NmzePulmzJ/z1ZXLkr4pMxj4nk0fbferRNp+atN2npsnc7vfff/+4az/K6XA+6ZIO4O8FbnP3Z8b5dEV7Xhd0Mj8nmetjX6DP3Re6+2pCP5O3j/O1RURERESmnGFrPszsbMIJ+lfdPZfcH03s7l+uWHQbehuwPXDeOJ7jhOT27mHWvx+YBlxcsKzBzNLungWmj+O1RURERESmrJGaXZ1LSD4uBPqT+6OJgWomH+8njLB11dAVZnYiodP4fHe/PVn2B8IoXQ8BGeAQ4HTgenf/S5HnaAW+BvxbQSfzuwid6C9MZlr/GPC/lX1bIiIiIiK1b9jkw91TI92faGbWBBwL/Nbd1xYpkiIkCYVjyj5C6Cj/KqAeeAr4KiHBKOY84A/ufkd+gbu/bGbvIXQ4/whhRvVqJlgiIiIiIjWpnNGuJpW79wJtI6y/FLh0yLIzgDPKeI2iZd19EbCo1OcREREREZENbVIdzkVEREREZNNVVs2Hme1C6DOxB6EWYmjyErv7vArFJiIiIiIiNaTkmg8z2xe4BziKMHP4DsCTyf/bA2uBP1UhRhERERERqQHlNLv6EvA8YKyb7fx8d98fOBCYy9gn/hMRERERkRpXTvKxN/Azd28H8sPQpgDc/f+An6FRoEREREREZBjlJB9pYEXyf3dyO6tg/SPAGyoRlIiIiIiI1J5yko9nCH078sPePgvsV7B+N6CjcqGJiIiIiEgtKWe0q1sJnc2/mNz/FXCmmc0g1Iq8D/hxZcMTEREREZFaUU7y8XXgj2bW6O59wLnAbOB4Qh+Qy4DPVDxCERERERGpCcMmH2b2LuAed38BwN2fITS9IrmfAU5J/kREREREREY0Up+PawlD6AJgZk8mCYmIiIiIiEjZRko+uoAZBffnAi1VjUaqL44nOwIRERERmaJG6vNxP/BpM2tg3ShW/2JmI/YTcffLKhWcVFAUTXYEIiIiIjLFjZRInA5cA3w3uR8DH03+hhMTOp6LiIiIiIisZ9jkw93/bmY7AjsCWwK3AV8Fbp6Y0EREREREpJaM1oQqCzjgZvYLYIm73zUhkYmIiIiISE0peZ4Pd/9gNQMREREREZHaNtJoVyIiIiIiIhWj5ENERERERCaEkg8REREREZkQSj5ERERERGRCDJt8mNl9ZnZowf0TzWzuhEQlIiIiIiI1Z6SajzcCmxXc/zmwX3XDkWqL43iyQxARERGRKWqk5OM5YN+C+xFhBnMREREREZGyjTTPx+XAWWb2bqAjWXaRmX11hMfE7j6vYtGJiIiIiEjNGCn5+CLwFDAf2ALYHlgJvDwBcYmIiIiISI0ZNvlw9xzwP8kfZpYDvuLuv56g2EREREREpIaMVPMx1GuA5dUKREREREREalvJyYe7Pw1gZgYcSUhGIDTNus7dvfLhiYiIiIhIrSin5gMz+zZwOmHkq0IXmtlF7v6pikUmIiIiIiI1peQZzs3sdOAM4Dpgf2BW8rc/sBg4w8z+sxpBioiIiIjIpq+cmo+TgD+4+1FDlt8BHG1mNwIfBb5XqeBERERERKR2lFzzAcwj1HAMZzGww/jCERERERGRWlVOzUc7MHeE9XOBNeMJZjhmdiDwxyKr7nX3PUd57JuB7wB7A2uBXwOfc/eegjLvBL4LbAVcC3zM3bsL1r+OUMPzRnd/fnzvRkRERERkaiqn5uNG4ONmdsTQFWZ2OPAx4HeVCmwYHwX2Lfj7wEiFzWw74FagH/hX4DPAiSRzlyRlZgMLgeuB9xEmVfzskKf6PnDhJp14REPHCBARERERmVjl1Hx8DjgIWGRmDjyaLN8p+Xs2KVNNj7j7nWWU/zQh8Tja3bsAzKwfuNzMLnD3hwhJTASc6e5ZM9sFOBY4Oyl/DGF29+9U8H2IiIiIiEw5Jdd8uPsLwJuBbxFO1g9L/iLgm8Du7v5iNYIchyOAxfnEI3E10EeYqwSgEeh392xyvydZhpk1A98GTnP3zMSELCIiIiJSm8qa58PdVwFnJn+T4Woz2wxYASwCPpvEtAEzm0aosXi4cLm795nZUmCXZNF9QJuZvRe4hdAs665k3eeAe9z9poq/ExERERGRKaas5GMSdQDfAP4EdBKaSp0F7GNme7l7X5HHtBFqZdqLrFsNzAZw92VmdhZwGaEm6CHgPDObR+jHslsl30g2m2UyJoOPcjki4MmlS2HFygl/fZkc3d1h3ITJ2Odk8mi7Tz3a5lOTtvvUNJnbPZvNjl5oFJtE8uHufwf+XrDoNjN7iDC873HAL8f5/N8ws58CmwNL3T1nZkuAb7n7M2b2AeCLwHTCaFlnuvvAeF5TRERERGSq2SSSj2EsAbqAPSmefORrPNqKrJsFPFW4wN3b848xsyMBA/7NzHYFfgwcDCwD/gz8E7h4LEGn02nMbCwPHbNsVydPDoRcafPlL9G6666kp7dMaAwyOfJXRSZ6n5PJpe0+9WibT03a7lPTZG73+++/f9y1H+UMtbuxiostTObpeJp1fTsAMLNGwoSJjxZ7nJk1ARcBpyfNueYD/3D3vyRD7V4NvL1y4VdPHMesvOZKlp1xCvSGaU1WL7qaZWecwsprriSOi350IiIiIiJVsSknH+8iNIO6e4QyS4B3JZ3P844mjGZ13TCPORN4yN0L5ywpfPz0McQ6KVZdu5D2G68nzmTIz/IR9/cTZzK033g9q65dOKnxiYiIiMjUskk0uzKzXwFPEkamync4P5PQD+Q3SZkTgUuA+e5+e/LQbxAmDrzGzL4FbEMYKvhKd/9HkdeZC5xOaMqVdxtwkZl9mtDs6gSqP5/JuGW7Omm/YQlxpvgIwXF/P+03LKHtnUeQnr7J5FMiIiIisgkrO/kws4MJTZG2IHTIfszMWoDdgQeTvhOV9jDwHuAMoBl4DvgpcJ679ydlUkAaBi/y4+5Pm9l8wlwdi4G1wOWEkbKKuQj4vrsP9gdx9wfN7GTgC4Raj18CP6ncW6uOzrvvgtQoFVupFJ1330nrgfMnJigRERERmdJKTj7MrAG4CjiccIIfA1cAjwEZ4BrCyftXKh2ku18AXDBKmUuBS4ssvxc4oMTXOWqY5T9hE0g4CmU72on7io1AvE7c30+2oxq5ooiIiIjIhsrp83EusAA4DdiJ9WsY+giJyRGVDE7GLt3aRtTYOGKZqKGBdGuxwcBERERERCqvnOTjBOB/3P2/gWKz1DmwQ0WiknFr2estkMuNXCiXo2WvfSYmIBERERGZ8spJPrYB7h1hfQ8wY3zhSKWkp7fQtuAIooaGouujhkbaFqizuYiIiIhMnHI6nL8MbDfC+jcDz4wvHKmk2UcfB0D7DUvIJcPtRg0NEMe0HXrY4HoRERERkYlQTs3HdcBJZrbN0BVmth/wAeDaCsUlFRBFEXOOOZ65F/0ImpoBmPWuY5h70cXMOeZ4oiga5RlERERERCqnnOTjHKALeIAwqlUMnGxmi4DbCfNwnF/xCGXc0tNbIGl+NWOf/dXUSkREREQmRcnJh7uvAPYiTOq3gDDa1bGEYWwvAfZ39zXVCFJERERERDZ9ZU0y6O6rgFOBU81sc0ICstzd42oEJyIiIiIitaOk5MPMpgFLgF+5+yUA7r68moGJiIiIiEhtKanZlbt3A3uUWl42YrEqqURERERkcpSTTPwVeEu1ApEq08hWIiIiIjLJykk+TgcWmNmZZqbhkkREREREpCzldDi/EWgALgDON7PlhFnNC8XuPq9SwYmIiIiISO0oJ/l4hjC3h4iIiIiISNlKTj7c/cAqxiEiIiIiIjVOo1eJiIiIiMiEKLnmw8zeVko5d//T2MMREREREZFaVU6fj9sorc9HemyhiIiIiIhILSsn+TioyLI0MA84FegDPleJoEREREREpPaU0+H89mFW3WpmvwDuBPYFbq1EYFI9cS5HlFJ3HxERERGZWBU5A3X3fuBy4KOVeD6pnue+cjbPnPVJ4lxuskMRERERkSmmnGZXpdi8ws8nFZbtaCfbAbnubtItLZMdjoiIiIhMIRWp+TCzNwOnA/+oxPPJBIgmOwARERERmWrKGWr3KYqPdjULmAmsAd5Tobik6pR9iIiIiMjEKqfZ1e1smHzEwGrgceAKd++oVGAiIiIiIlJbyhnt6gNVjEMmXClTtoiIiIiIVI7GW52qYiUfIiIiIjKxyunzcSCwu7t/u2DZ+4CvEPp9XA6c5u7ZSgcplRcPDEx2CCIiIiIyxZRT83EusE/+jpm9DvgZ0AP8lTDHx8crGZxUz9o7/jLZIYiIiIjIFFNO8rELcFfB/fcAvcA+7r4A+DXwwQrGJlWU61o72SGIiIiIyBRTTvIxE1hVcP9Q4OaCEa5uB3aoVGBSXb1PPUmur2+ywxARERGRKaSc5OMlkuTCzOYAewC3FKxvAXKVC00qKlp/Xo+eh//BissvnZRQRERERGRqKif5+D3wcTP7FHApIdFYXLB+F+CZyoUm1bb2TvX7EBEREZGJU84kg18AdgK+AfQDn3T35wDMrAk4Fris0gGa2bHAewk1LZsBy4BfAN9x9/4RHvcB4OdFVl3t7scWlNsT+AmwI3Ar8P/cfUXB+jnAo8Ch7n7feN/PxiTuH/bjExERERGpuHImGVwOHGBmM4Eed88UrI6Ag4BnKxwfwH8REo4zCU2/9gXOAXYHji/h8e8ClhfcX5n/x8zqgN8AfwbOAi4Evg2cWFD+fOCqWks8REREREQmWjk1HwC4+5oiy3qAByoS0YaOTBKfvNvMLAYuMLNPu/toTb3+nq+hKcKAucDe7r7czFqBHwyuDLUiRwE7jz38jVu2q5P09JbJDkNEREREpoCykw8z24ZQ69BGkT4j7l7RpldDEo+8e5PbVzG+fiaNyW1PwW0jgJlFhETkC+6+qshjNy3DzGi+7IxTaFtwBLOPPo5oSKd0EREREZFKKmeG8wbCpIInEJKOmNDciuT/vIr3+yjibUAWeLyEsveY2ebAC8AVwDlJTQ2AAx3AaWb2Y+Ak1s1l8iHC+/xZJQOfNL29RRfHmQztN14PwJxjSmnFJiIiIiIyNuXUfJxLSDzOAf4PuA34D0I/jP8C5rB+X4mqMDMDPgH8vLBjeBEvEmK+CxgA5gOfBN4EvBPA3bvM7FTgEkLfjmeBw8xsVnL/SHev6PDB2WwWd6/kU46up4dUX/HkA0LH81XXL2bFPIOm5gkMTKqtu7sbYOL3OZlU2u5Tj7b51KTtPjVN5nbPZrPjfo5yhto9HviVu38VeDhZ9ry730SYcLAf+Oi4IxpBMvLUIkKS8KmRyrr77939PHe/0d1vdvezCEnSO8zsXwrK/ZqQOO0E7ODuDwFfBha7+9/MbIGZPWxmK8zsF2a2yXWQiPzh0Qtls0SLrx62eZaIiIiIyHiVU/OxLfDX5P+B5LYJwN1jM1tIGJHq9MqFt46ZzQBuIExmuF+xju8luBL4HrAnofYGCDUghCZYmNluhERr56S51kLgw8BNwI2EIYc/O9b3kU6nCZU3E2fVYw+tG+JrGBEQLXuSWY88oOZXNSR/VWSi9zmZXNruU4+2+dSk7T41TeZ2v//++8dd+1FOzcdKwok/wBqgD9iuYH0OmDmuaIZhZo2EGo95wDtKGOFqNEUv7xd0Mj8nadK1L9Dn7gvdfTXwS+Dt43ztCZdubSutYDZL+w1LyHZ1VTcgEREREZmSykk+HgJ2g1DTAdwBnGJm25rZ9oQmV49UOkAzSwP/C+wNHObu43mNE5Lbu4dZ/35gGnBxwbKGJAaA6eN47UnTstdbSi+cStF5953VC0ZEREREpqxyml39GjjVzJrcvRf4HHAL8HSyvh84ssLxAfyQMNfG2UBkZvsUrFuazM9xIqHT+Hx3vx3AzP5AmLH8ISADHEJoEna9u/9l6Iskc3x8Dfi3gk7mdwFp4EIzuw34GCER2qSkp7dAYxOM0Ok8L+7vJ9vRPgFRiYiIiMhUU84M55cClxbcv9PMdiXMIJ4DbnT3JyodIKEzO8CXkr9CH0xiShGShMKJKh5J1r8KqAeeAr5KSDCKOQ/4g7vfkV/g7i+b2XuAbwIfAZYQOqNveppKSz6ihobSm2mJiIiIiJSh7EkGC7n7MkIH7qpx97kllLmUgsQoWXYGcEYZr1O0rLsvIvQ32bSVOoFgLkfLXvuMXk5EREREpExjmeH8YMKcGVsA33L3x5LhZ3cHHnR3tdnZyGS7OqGvb9RyUUMjbYceRnr6Jtm1RUREREQ2cuXOcH4VcDiheVNMmDH8MUKfimuAi4CvVD5MGYs4jll17ULab1gCmcyIZaP6etoOPYzZRx83QdGJiIiIyFRTzmhX5wILgNMIE/INtuNx9z5CYnJEJYOT8Vl17ULab7yeOJNhg0ZXqRTpGetGRp570cXMOeZ4olKbZ4mIiIiIlKmc5OME4H/c/b+h6Jx1DuxQkahk3LJdnbTfsIS4v794gVyOXE/P4F01tRIRERGRaisn+dgGuHeE9T3AjPGFI5XSefddkBpl86bXrY8HBkYoKCIiIiIyfuUkHy+z/ozmQ70ZGO/M41Ih2Y524lE6mcf9/UR1odtPbrgaEhERERGRCikn+bgOOMnMthm6wsz2Az4AXFuhuGSc0q1tRI2NI5aJGhqgvh6AuH/00bBERERERMajnOTjHKALeIAwqlUMnGxmi4DbgSeB8yseoYxJy15vgVxu5EK5HKlpoa+Hkg8RERERqbaSkw93XwHsBfyGMOpVBBwLHABcAuzv7muqEaSULz29hbYFR4TajSKihkbaFhxBurkZgFyfml2JiIiISHWVNcmgu68CTgVONbPNCQnIcnePqxGcjE9+zo72G5YQD5nnY+bBhzD76OPofuhBQDUfIiIiIlJ9Zc9wnufuyysZiFReFEXMPvo4cv0ZOm5cst66Nbf8gVRDA1F9qBlRh3MRERERqbaykw8z24Uwn8cs2HDuOne/rAJxSYWsunYha279wwbL40yG9huvJ2oIndJ7Hn2YaTvvOtHhiYiIiMgUUnLyYWY7Ar8E9k4WFZsKOwaUfGwkBicaHNLkKi/u7x+chHD14muYc8xxExmeiIiIiEwx5dR8XALsDnwDuANor0pEUjElTTQoIiIiIjJBykk+9gK+7u5frFYwUlmlTDQoIiIiIjJRyrks/gKgTuabkFImGiQq1npORERERKTyykk+vg+caGb11QpGKquUiQajunWVXwMdHXTcdgurFl1Nx223kO3qrHaIIiIiIjKFlNzsyt0vMrNG4GEz+xXwLJAtUk4dzjcS+YkG22+8frBjeaGooZG2Qw9j9eJrAVj2yVOJ0nXE/X1EDY2suPxS2hYcweyjjyNSDYmIiIiIjFM5o11tD7wb2BE4d5hiGu1qI5OfaDCfYAAQRUR1dbQdehizjz5u3bpsljgb8sn8pIPtN14PwJxjjp+4oEVERESkJpXT4fynwC7A19FoV5uMKIqYc8zx6yUfqeZpbHveBTRsvsWoTavi/n7ab1jCtNfvRvfDDzL7iKOI6tXyTkRERETKV07ysT8a7WqTE8cxq65duN6yXE83z37uU7QtOIK62XNGf5JUiufPPweAnof/wbZf+FI1QhURERGRGldO8vEKGu1qk7Pq2oWDTacGxfHgDOeNr5k36nMU9hfpfeKflQ5RRERERKaIcka7+gHwH2bWUK1gpLIGZzgv0tkcQlLR+8Q/iepH3qSFI2KJiIiIiIxVOWeVK4AIeNTMfoFGu9rolTTDeTo92Ml8OHEms979zPJXqN98i/GGJyIiIiJTTDnJx88L/j93mDIa7WojUtIM55kMTa/bib4nlxJniteQDNX90IO0HnRIBSIUERERkamknOTjoKpFIVWRn+F8pAQkamigZZ/9abadaL9hCaRSw5ZPtcwg17mWjj/erORDRERERMpWziSDt1czEKm8lr3eworLLx25UC7HjL33JT19Om3vPJzOu++i+x8PkFmxnMzLLxL39gLQtONraT34Hbz8kx/S/8wy4jjWxIMiIiIiUpZyOpzLJiY/w3nUULxDedTQSNuCI0hPnz5YvvXA+Wx92ifZ7rwLmHPMcYNl+559huZdXj94P/PiC9UNXkRERERqjpKPGjf76ONoO/Tw9ZZFDQ1E9fWDM5wPJ7tmzeD/rQcdQl3brMH7A+2rKx+siIiIiNQ0JR81Lj/DeaHN3vMfzL3oYuYcc/yITafa3nHY4P9z/v09AMzY/20ArF58DQOda+m47RZWLbqajttuGXW2dBERERGZ2jSBwxTUeuD8ksqlZ85kx0v/d71lDdu+GoCexx5h2cc/QtTQQNzfT9TYyIrLL6VtwRHMPvo49QcRERERkQ0o+ZCyNG43d737+QkM8yNk5WdTH1rbIiIiUgnZrk46776LbEc76dY2WvZ6C+npLZMdloiUSMmHlKVx7mvCxIW5XNH1cX8/7Tcsoe2d6zqyjyTX3w9xjvYbljDzbQdRN3tOpUMWEdmo6WS6NHEcs+rahesNC69a99JoHxsbfW7VMWzyYWZvG8sTuvufxh7O8MzsNcB3gYOBfmAx8El3X1XCY+cDXwNeDywHfgqc7+7ZoJ7MkAAAIABJREFUgjInAl8CpgO/AM5091zB+gOBXwI7uXtXhd7WJqfz7ruI6utHnrwwlaLz7juHbd6V6+9n9eKriRoaWXXNwsHlq357FfN+foV+PDZi+iJeR5+FjJdOpsuz6tqFtN94PXEmM7hMte4j0z42Nvrcqmukmo/bCDOW50VD7g8nPZ6AijGzGcAfgRXA8YQE4UJgsZn9i7sPG5eZ7Qn8Drga+AwhAbkQaAI+n5Qx4BLgLGAZITl5JFmGmdUBPwA+tSkmHoUdwZt32oVsV+eYT5JKmTU97u8n29FedF1m5Qqe/tTHh33s0g+ewJxjT2DWEf+6SZ3cbUqxjoW+iNfRZ1GaWj8mKmGqnUzHBTXmUSpFnMuR6+km29kJ2WwYFj6OIZUi1TyNVFMTJMdSrruL9huWrPdZrffcZda6TxVTbR+rFH1u1TVS8jF0RvMGwkn7TODHgCfLdwJOAjoIJ/fVcBKwNbC/uz8PYGbPAX8BDgeWjPDYc5JY35fUZNxqZi3A2Wb2bXdfCRwCuLt/I3nug4BDSZIP4D+Bl9194YZPv/Fa7yQp0fvE4yw745QxnySVOmt6urVtg+UvXfw9Ou/866ivsfKqK1i56Goi4pJO7uJMhqfOOIXckNG2mnfela0+9gnSLdU74ZkqJ6L6Il5Hn8XIpsoxMV7Zrs6yT6bzk7vGcQzZUHEf1SU/45kMdHXS9/yzoS9eNkecHSDbuZZcZye5TIYonSYeyJDr6oIoItffT1RXR5SuI0qnyK5ZQ7ZzbfLXSXZNB2QHIF03mCyE4AcgShHV1REPDIQ4GhtJNTYSpesYWLUS0mlSjY0Qx8SZDLne3vB8efl9IB7hmmYUhWa+2ezwZQo/s4EBlv3XaaQaGsL7qm+AVBSSmGyOdGsbqWnNpGe2kmpoIB4YIM5miTMDEEGqeRpxdoC4p5dcb8/gb1mUShFnMqSmTSeqryPODBBn+sPjBzKD9wdjTj6nOJMh19NDalozxBBnsxCRfN5pSKdDmb6+8HyZfnLd3cTZLKmm5sHPaN3nHFPXOos4myWqD+8v6u6GunpW3H9P8lnGxANZcr09xJl+Ov92F8TDN5Neff1ioqZmoihFuL4cEdXVkWpogFSKXHcX2bVrieOYuKeHXF8vcaafbFcXcSYT4ooiSPYDoihs+/p6SKcL3muKKJUO/9fVkWpoJGpshGw22Q4Dg9uDgQHiXDZ89sm+R/IXjXqbJmpoINfXC3FIcomidZ/3QIZ4IAtxvG7/zA4Q59YdU3E2y+rrFw+738X9/az+3XVM2/VNpGfMgHQ6lE3lP8PkZui+HcfEhethcJsVPnc+9jiXC59FHEMcJ8dqOhzzzz8PczYv5bDYKA2bfAyd0dzMvkao/Xiju3cXrFpsZv8N/JnQJOrmKsR5BPCnfOKRxPdXM1sGHMkwyYeZNQBvB75c2IQKuBz4KvAO4AqgEegpWN+TLMPMtgI+B4ypGdpkKnqSNBD+H+tJUimzpseZDE07vpZsVyfZjg7SM2bQfvPvN0g8tvjIqTTNey0NW21Nrq+XJz/6gXUrM/3rVbMNntzdsITVi68tKdaeRx/mua+ezZYnfYyGrbZmYM0aGrbcar0yA+3t9L/wLE07WviyLdNoJ6JxDJv9W/iMc/39DKxaQXbtWnKda5n2xjeT6+6i94nH6XvuGRq3m8uL37kQgIZXbUvrIYfSetAhZcdUaaWcJK2+7rdklr/CjL33pXHuDqSapzHQvprMKy/Tu/RxolSKnn8+Rq6nh7pZsxlYsZx4IEN61mwattya+q23gVyWgdWrw8lqUyNxZoBUc3P4gevro++ZZckP80D40W1oCCdTmQxRQz1Ruo50ayv1m28ZfiD7+6nfbAvqttiC+i22pHHb7dadqBV7H8kXPLlc+DGJ43CC1t1NqqmJKJ0e0wnjVDORyVmut5c4O0Cuu5ts51oGVq1kYPWqcNI5MMDAmg7SLS3Utc0OJ6HTphPV11M/ZzOi+vpwxZ2YzCuvhJOoZN9qePV21M2aHU5cioizWXI9PeR6usPzdHXCQHZw/0rPnMnAqlVhnyIm19MzeAIb53Lkurvouu/u9WoCir5OJsOyT56a7OONxL09G/S5ixoaIYJ08hk/W5FPtoqiKBxbyYlZ1NBIurU1+Xz6w+JcLhzDvb0lJx5AOLnr6Sbb0z162U3U0Mt++T20eFuDEmSzrFr467EHNFUNDPD8BedO2sungbhlBvH3fjzs99TGLIpHuupQwMyeB77h7hcNs/4M4NPu/qoKxpd/7peBK9z9jCHLrwdmuvu/DPO4nQnNp452998OWdcFfNvdv2hmbyU0MzsEeJrQxOsn7n6+mf2SUOvxX+N9H/fee297Op1u3W233cb7VKPKdnWy7IxThj1JAojq65l70cVlnyStvObKcHKRjHRVri1P/k9m7LPfBsvjOGb19b9l1VVXjul5yzHzbQex5k9/HLVcVFdP6/x3kOvro2HrrUk1NdNx6030Pf0UNDTAGD+DctVvuRVzjn8fa269ie6HHthgfcO2ryY9s5X6zbdg2ht3o2/ZU6y+7lri1jbibbalbcutiFIpuh99iMyLL9Cy71vpfeKf1LW20vvE40QNjTS+Zgea5u5A046vDc0eGpvoXfo43Y88RO8/Hxv5CuUmosl2Ju7tDUlNNhtOeurqyLz0Ev0vvRBOdiAkH7lcGEq6rw/Saeo325yoro7+F18YdsCF/GOn7fJ6Gl61LRD2ofrNtyDOZsl2J1cLMxmiVCqcUA6E5CrOZsl2dVI3s5X6rbYOTVByOeJcjrivl4GODnKda4nq6klNmxZeqmUGqenTya5ZQ5zLhit5RLzyzNOQy9FWX0e2cy1RKk3drNmDVylzfb0MLH+FXG8v6dZWyIaEKz1tGunWVupmzyHV1EyqZQbxQIa6ma2kpk8HIqL6esjlyHZ1kuvpJu7tY6B9VXLVL2LFFZeNfMIYRTTuMI9UU3N4L01NEMfhSnN9Q7gSnHxO1NWFq3114epnrqeHgVUrw4npwMCoTUDHI6qvJ902a/D95hMHstnwvkf4bp0QQ2oOYiKYOZPGlhlE9XVJzUSa9IyZpFpmhCu/cUyUroO6cPU01dQ8uD/G2Sx1bW2D5dMzwl9+mySXkQevwOavGIcryyly/X1hP+7vTwYOickl2yeqbyDV2Eh6Zmu4YFCYfIxw4hQPDBDnckT19ay57RZWXPFL4v4Rat3rG5h91LHM2O+tYT/K9ENM2LeIyK5dQ7a7i2xHB/FAhqiunqguXJ2P4xy57lDbkWpsJNXcTK6vLzQhTt5ztqsrNA+rrwuPra9PbsP9Qal1n1Nq2nRyPd2EY6cOcnGobckOJM9VT9TYRKohPFeqeRrUpYl7eonzNRbZLNTVQTZLdu1aorr0YG3Li88+CwMZNm9tC5eHAdJ1pJub6Xrg73Tdd/eou1Lja3ag6bVGFKXClfnMQPjssllS06eTbpkBUYpUc1M4buvDd1CqsWndd2X9uvcfDwwM7lNkk9qMbI44lx2s2cj19Yaat3TBMZ5c2SdJ4rMdHZDLhuMu+S4sdrvesoEMcX9/+Bwj1i3PZtfb/yG5KJJKhddMak2IInqf+Cd9Ty0d9XNLJ9+L8cDAhvvxYO1utN4NUURUZFkSbDhW8s0NU6nB/SpKRWG/SWqHetauJX719rzulNNGjbPS7r//frLZbMcee+yxYROXEpUz2tUsYKT2KzOTMtUwi+KJ/Wpg7iiPY4THzgZw9z+b2Y8ISQfA/wHfS5KSgwlNyyoim83i7qMXHKfo/ntIdudh5YClS35LvNue5T35Lm8iWrGS6G9/DQdIJgP19TAwQDTKCWruoLfzwqw5MMxnEHWFK4lRGT/s8Q6vJXfAfNhq6/WWp351CdGzTxd9TCmJB4SaovbfX1985QQlHgCZl1/ipe99c9j1/c89CzxLD7Dm9lsHl0cd7UQd7ax59KH1ynfe8WcABpa/AkDc30evP0qvPwq/Lz++GKCpCerqiTrXrlveNhumTyee2Rr2lVdtG6q+m6YRxTniVIrouWeJ1rQTT2sheu4Z6Ggnfv0boW0W9PaGx63pgG22JX71duEEaCADA+GHjVQKOjvDvtfdCatXhcfMbIW1a4jaV8PzzxF1dYb3V4p89Xv+5DabJfPySyU/tvsfD9D9jw2TxImS/xlcM2kRjCCO6Vv6RGWeqi407aCpCRqbYOZM4ukt62qvmpqhp5uopxtyMfT1huN29cpw8ts8Lew/rW1Q3xAe090Fr7wEfX2Dx0fR165vCK+bzUJzc1IjEYd9sqsLZs5MTqKi8P2Yl04TT5sGXV1Ezz1DNEIiG9fVEe9/APFe+4ZmLU2N4TVSUZII5KA/A3GO7mwuJJZJYjpuOaBj7ajFNhClYfXQn9wkqX9l+djjmbUZqVx25N+0OMcr227HK0VfJ4ZpLeFvsy1Lf92tKnA9tamMbdJbJLmK0pCNgRTMaA3LmsNNd3M4LYuLbPfopRdH/T2N6+vp2WlXuss9D8jLhqZa9A+svzxdH/7Go3X2+B4/RlFdXTg2R/ncMvu/rfzzpwrp7g61exNxPjlUtpzayGGUk3zcA5xmZgvd/Z+FK5IO2x8DRk+xN1LufpqZfQmY7u7LzCxN6GR+pruvNbOzgFOT4v/t7hdMWrCl6OwMScFIMplQrlxRRHzAfOK99yPyh8NztLQQ77Qr0ROPk7ru6qIPy73zcOLd9x533DEQ77M/qTv/QtzQSO649xZcZSh4vfd9KIT78INEN99IvP1cUo8+vH6Ztx5I/Jodie65k9SQE/Q4XUeUXfeFGtfVEQ2s/wWbfO2OHOt2c4meeZqImOzJp0NbW3jU00+Fk58tt1pXq1D4PtZ0kPr1pUSrV4WTrFmzYdo0crvvFZKKRx8mfvX2RA/cC6+ZR5yuI/Xwg+F1G5tgiy3JtM4i1bmWumVLye3zVuJXvZroxefDSVNHezg5A+LX7kT0hBO98jKseCWc9DdPg+ZmoueeIY6ikRPL+nrig94evojjXHh/o7TrH2zyutOu6/4f8REjG+6xMYSY1q6FlStCXH19RB2rwwlnNku82eYh2WlsCp9Nb284YezughkzwolfezvRfX8jeuA+ohG+fONUinjea2Hb7aCvl+iOv8B224eT4mnTobExnKhmMtDfF2JIEjeamqBzbUigBgbCj18EcctMaEw64zY1h/hSEfT0hhPqpiZoaIS+PohzDORyxE3N1M+YEbZjby/0dIdycQzpOuKZM2H6DKKOduKko2/U1Qlr14SyPT1E/X3h81q9Opxkp1Mh6Yui5IS/ERoa1p3wv/gC0SsvjX5MvPHNxLu8IbzHJOa4qTmcuNfVh1rF+vpQI5PLhtfOZkNy0NoWXjeKwnsrof/ImPar3t6wLXK5sL3q6gbbnVNfH/aV8ejpIfrBN0euRQPi3fcKr5dPYAqHdIlS4bMA6K7dpkYANDcT770f/O0OooENfyPi+vqQpCXfaQKx7Up00w2jFIqJd9p1YgLaROhzq75yko9PEmoGHjKz37Ouw7kB7yQ0RfxUZcMbtBooVr0zCxhpqN3VyW1Jj3X35YSheCEkGmvc/XIzWwCcCexLONe808z+7u43lv4WgnQ6TcjVqqvjxedY8be/jtgsIdXYyGbzdqR1PPEMbUL2pt3g3/59zE9Xctw77ULrySVWN5rBMaPENL/8vhUdt93CiisuGz3Wg99efNjhnUqoUNtrlGRtFPmrIjuWso0PHDrGRFBKE74UMPeIo2q+n0P2zW8On8UIyUcqnWbuGWeu+yxO+tgERbdOfru/bgK+awqVfEzsvuewQ3FPJSsPO3LYJqxRQyOzDj2MOW8qrZlufptPxO/LZIlf9zpWbTZn3WAG/f2DzRNnTdHBDEbb7pXcx6aSjf1zm8zjPWl2Na7nKLmXirvfA+wJLAIOJCQjnySMirUI2CspUw2PArsUWb5Lsm44Swlzgqz3WDPbHpg23GPNbAvCKFn5s4a3A7e4+2Pu/ihwU7Jso9Wy11tGvaJGLkfLXvtMTEAl2pTi3pRiHY/09BbaFhwRfuSLiBoaaVswNTpY67MY2VQ5Jipl9tHH0Xbo4Um7/1CbEzU2EtXX03boYcw++rjJDnGjEkURc445nrkX/YjNTjiR2Ucdy2YnnMjciy5mzjHHT7nEoxTax8ZGn1t1lTXDuYdU69/NLAXkx/haPmQkqWpYAnzVzLZx9xcAzGwfQn+P60aIt9/MbgKON7OvFcR5AiEp+cMwD/0acLm7/6NgWWGDyo3+zCJ/kjRS5t526GEb3UnSphT3phTreOW/aItdcZxqX8T6LIY3lY6JSsifTLe98/Ahc6Lso89oBOnpLao5K5H2sbHR51ZdZSUfeclJ/MsVjmUkPwFOAxaZ2bmEROBC4A4Khtk1s7OBs4F57p7vafwlwjDAl5nZzwiTDJ4NfMfdVwx9oSSpWcD6ncxvBT5uZh8iNLs6BPh+Jd9gNRSeJOUAMpkwGs5GfpK0KZ3cbUqxjoe+iNfRZzGyqXJMVJJOpqXatI+NjT636igr+TCzHYBzgfmEmo9D3f1WM9sM+Dpwsbv/rdJBuvsaMzsY+C5wJZAh1Hh8Ysjs5ilCd7yo4LF/M7PDgQuAGwizpF8IfKXI+0sBPwTOcveOgudYYmZfBc5PFn3J3X9XwbdYFYUnSUuXLILOTjabt+NGf5K0KZ3cbUqxVoK+iNfRZ1HcVDsmRESkPCUnH8mcGX8hnODfSUGfB3dfYWZvAj4KVDz5SF5jKWGywZHKnEtIjoYuv4nQT2O018gBewyz7jzgvBJC3eikp7cMDgc3rs7lE2xTOrnblGIVmQg6JkREpJhyaj4uADqBtxBqHoYOgH4jcGyF4hIRERERkRpTzpzsBwA/dPcXKT5s+tPANhWJSkREREREak45yUcj0DHC+lbCnKgiIiIiIiIbKCf5eBTYb4T1RwIPjC8cERERERGpVeX0+bgY+JGZ/YUwqSBAbGazCSNH7Q+8p8LxiYiIiIhIjShnhvOfAj8AfgQ8mSy+FlgOnEyYN+PKikcoIiIiIiI1odwZzs8wsyuAdwOvI8yn8QRwhbvfUYX4RERERESkRpQ9w7m73wXcVYVYRERERESkhpXc7MrMzjazj46w/g1mdnZlwhIRERERkVoTxXGxKTs2ZGY5wvweNwInuPuaIevfC1zm7umKR1kj7r333hwQpdMT/xFls1kAJuO1ZfJou09N2u5Tj7b51KTtPjVN5nZPXjveY489yhkxdz3lNru6CjgcuMvMjnJ3H+sLT1E5IJXNZteMWrJK8jusTC3a7lOTtvvUo20+NWm7T02TtN1nMs55/cpNPhYBFyS3d5nZ+9x9yXgCmEr22GOPsvvYiIiIiIjUirKrTNz9fmBPwoSCvzWzz1c8KhERERERqTljaq/l7suB+cD/AF82s98ALZUMTEREREREasuYmwG5+wBwspk9AFwEHFaxqEREREREpOaUU/NxO/Dy0IXu/iPg7UBXpYISEREREZHaU/JQuyIiIiIiIuMx5jF6RUREREREyjFsnw8zu4QwqeBJ7p5N7o8mdvcPVyw6ERERERGpGSN1OD+YZFI8IJvcH62NltpwiYiIiIhIUerzISIiIiIiE0J9PkREREREZEIo+RARERERkQkxUofzpyi/D0fs7vPGF5JUkpm9Bvguoc9OP7AY+KS7r5rUwGREZnYs8F5gD2AzYBnwC+A77t5fUK6k7Wtmbwa+A+wNrAV+DXzO3XuGlJsPfA14PbAc+ClwvrtnK/8uZTRmVgfcB7wBeL+7/6pgXUW3qZm9G/gCsCPwLPDtZB4nmSBmdgzwaeCNQAZ4CPiouz+crNfxXmPM7Cjgs8DOhG16N/AFd79vSLmKHsdmdhpwBvAq4J/Aee5+dWXfnZjZtoTtuzfwJqDB3aMi5TYHvg0cQTg3vwX4T3d/Zki5mvgOGKnm4/Yx/P2pmsFKecxsBvBHYBvgeOBk4ABgsZltsPPLRuW/gD7gTOAw4JfAOcktUPr2NbPtgFsJX1T/CnwGOBH4n8IXNLM9gd8BjwOHA98EPgd8qRpvUEpyOrD50IWV3qZm9i7gCuBmYAHwK+AHZvaRyr4dGY6ZnQ5cSfgdPRJ4D+EEpDlZr+O9xpjZO4FrgKXAvwMnAXOAW8zs1QXlKnocJ4nHd4CfA4cSzt9+k8QjlbUjcCxhku6/FStgZingemA/4COEY397wn7QXFCuZr4Dhq35cPcPVPvFpepOArYG9nf35wHM7DngL4QdbckkxiYjO9Ldlxfcv83MYuACM/t0cjWk1O37acKX0NHu3pWU6wcuN7ML3P2hpNw5gAPvc/cccKuZtQBnm9m33X1lVd+xrCe5YnYO8HFCrVehSm/TrwK/c/czkvt/NLNXAV82s0t0Jby6zGwe8HXgE+7+g4JVvyv4X8d77Xkf8DShVjMHYGb3JssOBy5OylXsODazBuBc4Mfu/pWk3G1mZsnjf1/NNzwF/cndtwIwsy8Aby1S5mhgL2Bvd787KfsAISn9MJD/TqiZ7wD1+ahtRxB2/OfzC9z9r4QmPEdOVlAyuiGJR969ye2rkttSt+8RwOL8l1DiakLNypEAyQ/S24Er8z+CicuBRuAdY34zMlYXEarUi9UoV2ybmtn2hCr3Xw95jcuBLQnV9lJdHyI0s/rpCGV0vNeeeqBzyDZYk9ymoCrH8b7A7GHK7WFm24znDcn6hmyz4RwBPJFPPJLHPQP8mQ2P7Zr4Dig7+TCzejN7vZm91czeNvSvGkHKmO0CPFxk+SPJOtm0vI0w587jyf1Rt6+ZTSNU365Xzt37CFdV8vvBPMIXztByTwPdaH+ZUGZ2KOHL/9NF1lV6m+Zvh+5LjwxZL9WzH8kVSDNbZmYDZvawmR1XUEbHe+35GbCzmX3KzGYltZ0/AF4EFiZlKn0cj1Zu5zG8DxmfUs/VauY7oKzkw8y+DKwEHiC0EfxjkT/ZeMwC2ossX0248iGbiKRK/BPAz919RbK4lO3bBkQllJuV3Gp/mWRm1kQ4ATnP3V8sUqTS23S4cquTW2376tsaeB1wAXAeoR3+g8CVZnZQUkbHe41x95sITW7OBlYROoi/FZg/5HseKncc58t1jFJOJk6p52o18x1QcvJhZp8CPk/oEPcfhDf3WeAUQtb1d1RVK1JxZjYHWET4YfrUJIcj1fc5Qnvd7012IDJhUkALcJK7/9zdbyZ0On2IMHKR1CAz2we4jNBJ/BDgKOB54HdmtvVkxiZSTeXUfPw/4Lfu/hHghmTZve7+E0JHmWaKd6SRybOakAUPNYtwlUU2csnoFjcQTkze6e5rClaXsn3zVzVGK7e6xHJSRUm77TOBLwLTzawNmJmsnmZmrVR+mw5XLn9lTNu++vKf8c35Be4eE0aseX2ySMd77fk+cJe7n+zut7j7IsIoVW2su9BU6eM4X651lHIycUo9V6uZ74Byko/XADcl/+dHPmkAcPdeQvb+wcqFJhXwKMXb7e2SrJONmJk1Emo85gHvGDreNyVsX3fvJoycsl655LnnsW4/WEq42j603PbANLS/TJTXENrhXkX4cVhNaOYK8GNgZRW2af526L60y5D1Uj3F2nHnNSW3Ot5rz66EeXwGJReYngBemyyq9HGs433jU+q5Ws18B5STfKxh3dC8a4EB1o26k1+/RYXikspYAhxQOHpFUs07F7husoKS0ZlZGvhfwgglh7n7I0WKlbp9lwDvSjqi5R1NOMm9DiCZuPAm4PhkzPG8EwhfUH8Y73uSktwPHDTk74Rk3fnA/OT/im1Td19GOPk9gfWdALzCMGPTS0UtSm4Hmy4n22w+YdI50PFei5YRJpIdZGYzCXNDPAVVOY7/SrioUazcfe7+wnjekIzJEuC1Zja4LyTzvLyVDY/tmvgOiOK4tEnMzexPwCPufnJy/w5CgIewbjbGGe7+hirFKmVKvsT+QfjiOZeQzV4IvEQYJ7rcGexlgpjZxcBHCR0Rbxqyeqm7Ly91+yZXMh4A7gS+RZig6FvAze7+7oLX3JswtN9Cwigsr0+e73vu/tnqvFMZjZnNJZyIDM5wXultamZHEyY7+w5heN+3EcaA/5i75+cakCpJJgi7nXAV8ixC/64PE04Y5rv77Trea4+ZnQr8kDDE8lWE5rWfIiQkb3b3R5NyFT2OzewMwoRy5xDmiDiGMJ/Q4e6eb1YvFWJmxyb//v/27jz+jvne4/jLFq0EUaqbRlT5hCpaXFFaJFU8kNKFqC1Ror1c1VKpyi2Nyq2qllbQoDe2IlSC0iWt0mq1aV1LLf1QxNZF1VpL0eT+8fmeZDK/c87MnOX3++Xk/Xw88jj5nZkz8zlzZr4z3/2jwHhiQkmA+e7++1TYOI9oCjeZGBJ3avr73ak2o/Qz3dKQBlSp+bga2D2NxAJwErAt0b7s78DWRMmcDBKp+nYMMbPm5cAM0rjRyngMeruk16nALbl/u0H53zcNnTeW6Jd1DXAqMZb3wdkduvu8tO1RRD+TyURCdHw3vqC0rtO/qbvPBvYDdiYmGTsQOFIZj/6RrtdxxIPj/xD327cDu7r7TWkdXe+952wik7klMQ/DOcALwA61jAd0/jp299OJTM4n03pjgH2U8eiaK9K/8bm/jwBIk7juCvyWyARcShRAjK1lPNJ6PZMGlK75qMfMtiFycAuICU3qTYYlIiIiIiJSLvORZkIcDfzF3e8vWl9ERERERCSvbLOr14ghAHfuYiwiIiIiItLDSmU+3H0B8AjRfkxERERERKSyKh3OvwMcnCY9ExERERERqWTF4lUW+TvwKnCfmV0IPAi8lF/J3S/sUGwiIiIiItJDqszzsaDEagvdfYX2QhIRERERkV5UpeZjDKC5IUREREREpCVtzfMhIiIiIiJSVukO52b2oJmNa7J8dzN7sDNhSa8xswmLovEGAAAUFElEQVRmttDMRg50LCJZZnZif56buhakW3Ruldff1/1AM7OR6ftOGOhY2mFmO5nZv8xsnYGOpYiZ7W1mz5jZGwY6lsGmSrOrkcCwJsuHAeu2FY0sVcysbLXZBcCNXQyla8xsc2BPYKa7zx/gcERkKWNmWwAHEE2X1wNeAO4Cprn7DQMZWy9JD9X/m3lrATFQzk3Al9zdl4UYOsHMTgROANard98zs5nAQe6+XJ1lawBHAR8G1gdWIqZq+Ckw3d3vTutNYMljBfAUcD9wtrtfUGfbywFfBS5w98da+3b96krgJOCLwDEDHMugUiXzAc37fGwIPN9GLLL0OSD390eAvYDPAk9m3n8AmAdcBvyrf0LrmM2JRPhGYP6ARlJSqqGc5+5/7eI+3gOcA3zM3R/t1n7q7HcqkYj/kjjHhgHjgPuA3wFDgPcSBSGvc/d/91dsFVzEIL8WBvI4F51bZnYkcb95AtgY+G93v7/s8k5to4LPA2OB7wNnEsdyAvAzM5vk7ue2uF2pbxpwL3GObgZMAsaY2Sbu/rdlKIZ+Z2bvBn4IrA3MAs4j0jkD9gYmmdka7p59VqwdK4A1gX2AmWa2trufmtvFh4h055Pd+xbVNUqz3H2BmZ0DfMXMprr7cwMW5CDTNPNhZgcBB2XemmJmh9ZZdQ2gdtLJMsLdL87+bWbvJDIfcxrUEgzGB8GeYmZDiAfbDwIdz3yY2R7AR4mCiP8A+nt0u22ADWulXmb2fuKh+Eh3/3F6bwjw88GW8TCzoe7+QoprUMVWR78f5zLnlpl9EhgPbJdu7LsCPzazjd395aLlndpGRd8CJmQ/a2ZnAbcD08zs/DSR7zKhdh10cRdz3f3GzP7uBc4GDgTyD7O9HEO/SnPAXUNMRr21u9+WW/5F4EtAvrYkf6zOJqZy2J++x+pQ4I/ufntno29Nyfvh5cDXgX2J+fKE4pqP4UQ1McTBfSOwSm6dhUQ18kXA8R2NTnpGpop1UTVupmp3U+AI4iJeEbgi/b0CcdF+nEjQZgOfyt64zGwocd7tA6wD/AOYAxzv7k8XxDSUSAw/BrwNeJGo8j3N3Wdl4gP4uZnVPjrR3WdW2X9mW5uzuEp6JSLDfmStlqIopmbfJ9kyvf6uxLqVufu1wLVmtgNRettvUunSZbnq9u2B14BfZWJ8xcx+08IuhprZdKKEbijRVOJT7v5wLo63AScDuxJp5APADOAMd1+Y1jmR+L03A/6TqBV8I7Bcg2uhWa3yjrWbc8V9b5L23fT75PXDca6r5Lk1BTgl87D+IyJtGA/MLLG8U9uo8r1+Xee9l83sOuBzRClxw4KCsmlHk8+vy+LalxFExnce0Qzo12mdXdL2xrv75bnPv4toJvZ5d/96eq9qulfvOiiV1pnZKOBFd3+k2fds4pfp9Z0Nlnfsuq8aQ5nfJrPuiZS8rlNB4OnAjsR8bLOBbxfE2K5JRPP8g/MZD4j0gri2mkrpytNEerNIKuzYjTjmg0KZNMvd/2xmdxHPN8p8JE0zH+5+BnAGLJrn4yh3/15/BCbLlAuBh4kb0bbAIUSC+U6iyrb2/v7AX4BjAcxsZeBnwLuIBMmJphKHA6PNbBt3b9a05SyiNOIs4ua6GnGT3IaoMr4KeAuRqGarhms37Fb2fwHRrvUEoj3s4cBGZrZlWrcopiLbAb9x91dLrLu0GUtUbWdtD9zq7v/Mvf9sC9uv/TZfBt5MPBheDLy/toKZrUn8/m8CpgMPETUC3yRuvEfltnkJ8DdgKtCs02G+CSPAZKLJz5Mt7rvw+zTQ7ePcEjPbkPied9Xec/eFZnY3sJOZ/brZcqIpR9vb6OBXeisxcW/ZY1iUdjSyFfEQehWRzq5FNFu5IX32LmAu8DhRMn957vMHEg/Fl0DL6V6966BsWncv8YC9Q5Pv2MzI9PpUg+XduO7LxlDmt6kUr5mtBfwCWJ3IcPyZyOD16UPRYXsS9+uqz4irp5ghzo39iAzWkbn1tgBeR2TO+jCz0UTGcGXgnkE24fXvgH3MbIXBViM/UEr3+XD30iNjiVTk7j4+/f+sVGpzBFH6+on0/tlmtgFwMCnzAXwGeA8wOlvSYmY3AtcSD3TnNdnvOOBcd69743D3O83sFiLzsUTVcBv7fxbYqZYApYeaGUSGa3pRTI2kpiI7AjsDD5vZxcCV7j6nynYGs1qpa42ZrUg8qEyvs+7UFnbxiLt/JLP9J4FvpuY296S3JxMllHu6+9VpvelEqe9nzOw77n5vZpuPA7sWlYzWacI4ibgBH595AKm67zLfp14s3T7OrVo/vebbTT9PPNwVLe/UNtpmZhsRtQCz3f2lkh8rSjsauc7dr8zt/xzgj0Qadqi7/9vMLgKOMbM31folmNnyxMPgT9z9L+njraR79a6DltK6EmoPs0OIWvXTiY7fVzZYvxvXfdkYCn+bFuKdTBSafcjd56Z1zqL7g75sTNzLq/Zly9+jFgAnunu+pmaj9NpnVFUzO4FopXMIkVG+zsxWd/dvp2aTd7dRc9YJDxJ9vUYQGddlnjIUMhjkqyJvIdqF5jti3gKsaWarpb/3JUpBHjWztWr/gN8QTQHHFuz3GWBrM3t7i3G3sv8zcyUfM4mHit3bicndzydu+isQD6z791LGo4EtWNzsoBPyD3C17a6feW8ccYO9uvZGeqA6Jf25R24bZ5ZokrEEM9uO6Jh8hbtPa2PfZb5PGZ0+zq1aI73m+wv8My0rWt6pbbTFzFYnOp+/QLURcIrSjrqymRsze30qxV+eSLu2yG1vRSKzUTOWaBKVLTVvNd3LXwel0jp3X87dd2i2Ts4cYoSpx4mmZKsA+7r7rQ3W78Z1XyqGCr9NlXj3IEr+52b28xrR96ibVqNvpr2MY4haxZ2IpmTnAV+yGPQiq1Y7skRzajPbD5gIfNrdX0u/y0XAcRajY207wBkPWFzjtVbTtZYhlUa7MrOJwGHESV6vCcFCd686gpZIPmF4puD9NYhEzoi22H9vsN21C/Z7NJFIPWxmdxJNDy5rcpPKa2X/Swy16O6vWsyPU+tb1U5M7yJuALfUDTYS4iuJB8kyjvY0LOIgtT1RSnZzh7Y3P/d37SaXTetGUn9gjVoJ6Xq59x+oEkB6EPs+0dRkYm5x1X3Pz/1d7/uUUXic++nc+nfutWYl4l5WtLxT22iZmb2eqB0YCezi1UaKK0o7Gu1zCNFU6wAg/6C/qBTW3T01OzsQ+EZ6+0Aig3N15jOtpHv1roN2099GjgHuIEqa9yGaAzVrhjo/93cnrvtSMZT9bSrGOxK4vs7nljh/zGwFov9N1rMVauLyngNWbeFzt+ZaFVxhZq8RAxxd1qyWNn2HU4ghfLNxP0rU/hh1mjUOwL2wz5DEy7rSiamZ1cYqvpNov9m0M69IBY3aQDZ6f7nM681E29d6mp6j7n6Vmd1MlBR9kGjSdbSZTcmVODfS1v67ENN2wJ3eYDi/VCL00aoxDWIfAG5v9H1bUHS+taL0jdzMViEe8lYgmne0OyJQp75P4XHup3Or9rCbr7EfShRMFC3v1DZakh40ZwOjgb3c/RftbK+CM4imo9OJAQOeJjKTx9G3FmwmMMPMNiWaiuwFXOJLjvLVSrrX5zroQPrbSPZhdo6ZzQEuMLN57v54nfW7cd2XjaHKb9PpeN9O3wzOROIcqP3er2/w2VXo+5veC2xpZiu30PQqby7RqX4HFmfwatdmtgZya6Jm7rrc52t90yanf0sYgHthLeYnm661DKlSknMIcI2779WtYEQq+hMw3N1/2uoG3P0J4Hzg/FQqeT3wZTM7LSWgzZrMtLJ/IzLw8YfZSkSp2aJRg0rE1Mj76VwtwKCW2qJvB3y3n3f9EDCqzvsbZZa36nxiyPKd3b3edrq577oG8DjXU2vr/SaWbPf9BuJaLFreqW1UlvrNzCKaluzn7vmHpVKboSDtaGA8cKG7L9GBt06zFojO5mcQQ+zfSWS68h2V2053a9pI66qYTDzA/jfwqRa30e611yiGKr9NWfOJAQDyLPf3X4nzMatWuj8/vY5i8UArWaOIDvJZc4iBYfal/YEZVkqv2ZqUWhzrs7h2fwSRWWtUKzEvnWMDbX0iQzTQzb8GjSqZj9XQPB4yuFwKnGxm+7r7pdkFqTp2dXevO8JJWj7M3RdVybr7S2bmRGnLqsTIHbXS53rtvVvZ/xFmdlWm7fYEYtjG6yrE1Mi2xLCNtYkGH3b3OzIx9VKzq82I0Vz6ux/CtcDnzWwPj2EWa8f12MzyyszsOOJB5ChvPOt1V/ZdoNRx7o9zy93np2thFOnhIz2AbwKcX7S8U9uoKmXgLiSGyJ3k7pe1sh2apB0Fn1tAribHYt6W0eQehtz9OTP7PvAJos/B/d53qOCW093ceqXSOmtzqN3UnGw2MNHMTmpQ+1GkrWuvSQylf5sKfkDUIO2U6XC+IrnRo1JtVqMM5E+J4/9pM7s29RmpxbcDUUhyWu4zM4D/Ak41s9uy9570uSFE5uvUErXV49JrdsjeW4nalq2I0b0gRvJ6xfuOIFW7X8+ljgG4F25FjEKpka6SKpmP39M35ywykL5BjPt9icVkP7WO6usTVapTaFwCsyrweLoh3EF0CHsPUcP3E3evVY/eStR+HGdmw4nE77epZLqV/a8OzDWzq4ihhA8nSsTOqxBTI28E7knNd97n7tdkF3a4qnn53OsiZnYY0URztC8eIafU8qLPZuxI/C6/bLSCxdwZN1XsrFrkFKIN9ywzO5MoIdyDGGXsDF9yxJtSzGwT4CvEHAf/MLP9c6vM9Rh9qOP7LqHwOEP/nVtEDcwEYp4UiA6qT7F4eNii5Z3aRpXzqzbB2E3AS3V+39klm9g1SzuauRo4yMz+SUxsuBGRptxN/Tb6M4lhzd9MPCzmtZPu1lRJ69odahfgaym2Y4lRpKrqxLVXL4aqv00ZXyMGDZhjZt8iHtA/TvkHbdz9STObQkzy99uUIX2KyHQcQtR6fDX3medSodcPgXlmNos4N14BNiCO39tSfFk7mdk66f/DidqYccRvnu00/6qZ/YCY5bzmV8Q9b4y735AyteOJYayfBN5iZtsD3/XMgAddaHbV7H74VqI/5tkd3N9Sr0rm4yjgejP7ubv/oFsBiZTlMVHXWKLj4r7E0JUvEwnj94BGJcgQE1qdSbQ13o0YG/wRYj6PRYmjuz9kZocTHQjPJdrjTwQeanH/BxHX0lSiankOMVHYyxZz6RTG1MQ04qb2RMn1K0sJ+RFEW1uAH5rZbcDUTMfA5Ynx2Bu1QW62vOGydIP6GtEOeUxa5wIzew6Ykm2qZGbD0n+bZWAqc/d/mNn7iGM9gagRfpAYa//0Fje7FvG9NyA64ObtCPytS/vuo8px7qSS59ZpxDCmM4iRhDYjmqm9UHJ5R7ZR8fx6b3rdPv3LW4++o2vV0zDtKPjcZ4h06SNE2vUHYt6HT1D/gf4GIg0bQZ3zsc10t6ZU+tsp7j7PYijgQ81sWsrMV/l829degxiq/jZl9vOEmX2AaD53ZNr+VcScH3c0+2xuO183s4fSNr5ApMuPE/fBqfUKw9z9jlSYUpsMcy/iXH2YqJH5trs/n/vYFzP/f4XI2J0MTPO+I6SdC/zEzDZ399s9hojeGfismW1L9Ie5xt0vMbP/IwoOflRnOx1RMs3am9bmP+lpyy1cWO43MbMbiA5K7wAeI06QfBXSQncvGt5UZJlji2enXTSrtXSPme1GNIXYzN3/MNDxSG/pz/NrINIOM7sPeMzdx/TH/kTKSM2lfk906J800PEUSU0u7yHmczl6oOMZTKrM8/EOoqbkEaKd4giixCb77x2dDlBEpAVjiWE7lfGQbujZ8yvVamzA4mZnIoNCqsH4AtFUbZ2i9QeBjxFD/rYzeltPqjLD+cguxiEi0jHu/rmBjkF6Vy+eX2a2NdGx/jiikPHy5p8Q6X+pE/3KAx1HGe4+ixjlTnI0w7mIiIh8mhix6EVgH3d/ZYDjEZEeVbrPBywacvAAosp5beBYd7/NzNYgRn64wd0f60qkIiIiIiKyVKsyw/lwYuzn9xIjc6zC4rGUnyVGJ7iYqLIVERERERFZQpVmVycDGwO7E53LFw2F6e4LiKHcdulodCIiIiIi0jOqZD72BM509+uJSafy/gSs25GoRERERESk51TJfKwJ3Ndk+UJiEhoREREREZE+qmQ+HgM2bLJ8G6L2Q0REREREpI8qmY9ZwGFmtmnmvYUAZjYe2Ae4tIOxiYiIiIhIDyk91K6ZrQLcAGwGzAO2A24GhhMTE90CjNHY4CIiIiIiUk/pmg93fxH4AHACsCrwMrAVMerVFGCsMh4iIiIiItJIpUkGRUREREREWlVY82FmQ81sWME6w8xsaOfCEhERERGRXtM082FmGwNPA8cWbOdY4Ckz26BTgYmIiIiISG8pqvk4HPgzMLVgvZPSekd0IigREREREek9RZmPDwKz3P21Ziu5+6vA5cDOnQpMRERERER6S1HmYwTgJbd1P7Bue+GIiIiIiEivKsp8vAqsXHJbQ9L6IiIiIiIifRRlPh4ARpfc1jZpfRERERERkT6KMh/XAHub2abNVkrL9wau7lRgIiIiIiLSW5pOMmhmw4G7iKZXRwOXps7lteUrAfsCpxJNrjZx92e6GrGIiIiIiCyVCmc4N7N3EzUgI4B/ER3QnwNWBUYRGZNHgXHufmdXoxURERERkaVWYeYDYgZz4DDgw8DGwGpEBuReYA4ww92f72KcIiIiIiKylCuV+RAREREREWlXUYdzERERERGRjlDmQ0RERERE+oUyHyIiIiIi0i+U+RARERERkX6hzIeIiIiIiPQLZT5ERERERKRf/D+tNsSqM07MMwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "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": "iVBORw0KGgoAAAANSUhEUgAAAyQAAAHvCAYAAACluhtaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsnXl4VNXZwH8zkz0hhLBvgkV5QUFBoKICSrEgoKJYd9zqUq0WClqt1q1arYiKFltsbStWrUvbVEVFVMS6fohRFlGOrAHCZlhC9mVmvj/OnTCZzHInM8kM5PyeJ0+Se8/ynvece+95z/Ieh9frxWAwGAwGg8FgMBgSgTPRAhgMBoPBYDAYDIa2izFIDAaDwWAwGAwGQ8IwBonBYDAYDAaDwWBIGMYgMRgMBoPBYDAYDAnDGCQGg8FgMBgMBoMhYRiDxGAwGAwGg8FgMCQMY5AYDAaDwWAwGAyGhGEMEkNSIiJXiohXRPq2RPhEpWkwxJNkbqMi0teS7cpEy5IogtVPourM1IehJTjU21Uyv0PbGimJFsBw6GG9eJ6x/p2ilHo9SJhXgPMBlFKOOOU7BDgHWKCU2hyPNA1tGxHpAPwSmAL0A1KBLcB7wB+VUmsSKF6LYp4no4PDCVOXhnCY9pH8GIPEEAvVwDSgkUEiIu2Bs6z7GXHMbwhwD/ABsDng3nPAS0BNHPNrU4jIZOCnwNlAhVIqL0zYF4GL0B335UqpO+IoRyZwM9AJGAB4gF8rpVbFKw8rn8HAIqAL8ArwV3T7EeAC4DoR6aCUKotnvklEuOeprZAIHZh3Vctg2vMhgIgMBZ4CfqKU2hrk/nSgP7AbOAa4Sym1LtowQQjVPszzmCQYg8QQC28AZ4lIrlLqgN/189HLAd9Gd25bHKWUG3C3Rl7JhIhkK6Uq4pGWUupNEfkQ3Tk/Q0S6KqV2BclzMtAOWKOU+nE88g7gLuAppdQWK78HgI9FZLhS6rt4ZCAi7dCGdCZwolLqq4D7dwB3A3GZ3TMc+sTrWTsU31XxfM8kc57JyOGiBxE5CzgP8AI/BFxBwlyNHugapZTyiMhEYLGIHKOUqrYbJhoOxefxcMUYJIZYeBm91OUnwN/9rl8GvAn4GymIyL3APYFLuKy1m5uAq5RSC4Jl5Itr/btURHy3rlJKLfBbRnZkpOlYv7SGcHC5Tip6tHy6UmpnmLh9gF8B44Aj0C+yz4G7lVKf+oU7w0rvIqXUywFpHAt8DfxKKfWIdS0b+A1wIdAL2AO8CvxGKbUvQO7jgZ8DU4HOgMOKfze6LnoClcA64FGl1Cvh9BHAKegRozOAHwCNDBKrI98D6IYeaYorIpIBTEfPrt1nXX4IuNW6flOE+AOASp8xE4brgL7ATwONEQClVC1wp1+692Kz7frV03GWvOeh37X/sv53AY+gDfdM4L/A9b5ORyzPiRUuYhuN9DxZYSK2Sb88jwIeB8YCVVaZ5oWSMYjM2cDt6JmpPsB+4AtLD19EI49f2Qahn5MLgGzgf2g9F0XSAbptBH3WrLi23gMhynolAe8qEfGGiTJWKfVBlDpodn2Ee89EI4MVtj/wBDDGT44/AKsI/sw0K0877dkuNp+fKVb+5yqlXg2IP9gq3y1KqUf9rsf6jo+qzdnVvV3ZrHDNbldKqYXAQhE5DbgyRLA7gdlKKY/1/9vod+RFwIIowjQiwrMOTZ9HX/hmvcP98rVT5/H6dh/yGIPEEAsl6JfBZVgGifXSHI1+gKfEMa8CoDu6I/kg8K11PezHPwLPAnvRL55+wI3AQGskPtT07Qj0y7gAKEIvK7oaeN+K97UV7l2gGLgcbbj5czn6Y/ICgIikA0uAY4G/AAo9HX0jMFJETgqQ5wW0oXAfkG9d+xNwsfX7ayAX/VE7CT3jYZeTgTloY/IHwGdBZP8XMB94OIp07eJCv7RzfBeUUmUisgc4ykb8b9Edz9MihDsHPUX/z+aJaYt/oNvI3WhD7xr0R/woK2/f9WnADrTRFQ/stNGwz1M0bVJEOgEfAu3RnZPt6I/rs3aEtZbofQAMA15Ed6Ky0e+RkcAXzXhG4ODz/Vu0AT0LeN5Klwg66Gv9HexZA/vvAbtcFuTabejlKCVgv05irQ8/mpQ9ynbRxZIjB12nO9Ad7HByNCtP4vt9sFO3i9BG88XoDqY/l6CXmb7kuxCnd7ztNheN7hPQroJiGVB90d8vAJRSXhFZA/wYWGAnTIjkw7WPMWHEavY7PIo6j9e3+5DHGCSGWHkeeElEeimltgGXol/UbxJHg0QptUpEPkO/UN71jRjGSCnwY2vKFuul9hf0S+ePIeK8qZT6t/8FEXkKWAvMAK615HWLyHPALf5Ln0TEidbRO0qpHVYSM4ChwEj/0XoR+QBYiO6s/NUvy2JgolLKf1T1bOBppdQvo1NBE3ItA2Aj2iDxL+cw4Bt0x9GF/jjFFWuEqU9AvtnofR4b4pjVMTq7kIZnPFBKqYusv/9kjS7eBLyklLrEuj5fRI5G792Jl0ESsY3aeJ6iaZO3oT/245VS71rh/oT9GbSbgeGWXP7t/GER8c0SRfuMAGxRSk31C1sCzLWWdnwTTgd+I6jBnjWw+R6wi1Lq+YC0rkPP8PzGr6NpVwex1oePYGWPtl10BcYppd73k2NJvPNUSv01jt8HO89PrYj8B7hERHKUUuV+wS8CPlRKFUdTBiK/46Npc9HovrXbVSj6Wb8PBFwv4+AAgZ0wTYjwrIczSGJ5h9vVa7y+3Yc8xu2vIVZeR78MLrX+vwz4l7XkJdl50meMWCxAGylnhoqglKry/S0imSLSEf0cfY7uqPuzAG30X+p3bRx6WtZ/VOliK/5WEenk+wH+D6iw4gTKHdhB2g+cKCK9Q8keCWukutL6t5FBYhlSY5RSS4FTge9UmKVtceYS9KjUY5ECKqUcSqnTbKSZS9OPWrz5c8D/n6GXoDwd5HpHEcmNR6ZRttFQRNMmzwK+8XVSLBnq0ctD7HAB2tj8W5Cy+Np5tM8INB1U+J/1u19gwDAEe9bipeOgiMgo4En0e/RBv1t2dRBrffgIVvZo6mEy8LWvQ2zJ4Sb8Ep9Y84yZKOr2RfRynSl+4U9Gd4wDZ15jfsdH2eai0X1rt6tQdLB+B+6XKfe7ZydMPInlHW5XrzF/uw8XzAyJISaUUtUi8m9gmogsQXtFimp0MN6IiAu97tafUv8XuoVq9I9SddbMwJFh0k5DL/G6DAh8gWwKSE+JyKfoZU6+zvTlaKPnNf9k0R+270Nk2yXg/2AzBTej934Uicgq9JKxl5RShaHKEoSR6JclaIPkh373pnHwIzuGILMj1mj2v9HLbexws4rgVldE8tCb3G9USsVzhuQAemN+SxK4j2V/hOsdiIORFE0bDZcM9ttkX+CtIGFUkGvBOBo9YxhuH0W0zwg09bTkWwufj32Ctrk46ThYur2B/6CXlFwVeBt7OuhLbPXhI1jZ49EuwnlDijXPmImibpeil+lcjLX8Fj14Uot+DzZKlhjf8VG2ub7Y131rt6tQuAN++0jlYF/VTph4Ess73K5e4/HtPiwwBokhHjyPnq58GP1i/CREuFAdjibeNmKkN01f0FcRen1pNDyBnvb9I7qc+9DrhW8n+MjrAuAvInIcupN/LvCCauwNxAF8jF7rHox9Af8HGlYopQpE5GP0KNbp6Pq4WUTuDBhlDccpHBxV3oheeoCI9ATqlVK7RCQLvbzmT0Fk8KL3DsUFa1bm78BvVZQbU23wLTBcRNJtLttqTtsN5bkl1HXf8qRYn5No22goWaJpky1Nc+SJpGc7NHnWLOKh40ZYz9Zr6Ho+RzX1rNTadRKs7C0tQyLyDMRW3Srt4ell4EYRyUcPNJ0PvK0CNvcTh3e8XbmaQbI8676Oe+DKnWwOdvjthIknzX2H+/6OqNc4fbsPC1rdIBHtwrN7DEk4gJ1KqdvjJJIhdj4AtqE33D0QZqTT51WiQ8AL+wchwgcSbgTVn53oDW7+BBuJF7THESy5UtGzI/8XJKyPi4B/KKWmN0pI5L4Q4V9Gf0iusPLKpukmwPVAnlLqvTD5RkQptRu97OVv1vKrt4DfisijNjvd+X71sgnoYW3Mu5iDMzwnoUej4r5/JAi/Rxtv/wHt4UUptT5Oab+KNsAuxp6hGmvbjYZY87LbRsM9T9G0yc3ozZqBSJBrwVgHDBIRR5h3R1yekSDYfacEEu17wA5/AwYDE5RSwWZZ7OpgM7HVRziibRdHB7keTLZ45Nncugwkmrp9Ee2p8Xx0ebsQ3FFGPNpvNHJtxr7uk6FdgR4EA733ZaPf9Xy0jHbDhCJe7cMutus8Dt/uw4JE7CE5Rin10xh+rkK7azUkCVYn4ib0SEDg2kp/fNPFP/JdsJb5zLCZlW/EMOxaUaVUtVLqvYCfHUGC3mQt7/JxJZCH3pAfCg8Bz42I+LwBBZPlAHoJxiXoWZp1qqmLxhfRHbKLA+OLiMsafQuJFaZ9QL5V6Kn0FGwsTbKMMf99PxvR5fwZehOgz8XiGGCzCuJWV0QcIvIfEXnb5s+xYeT5GfB/PmPE4nIb5RggIkdECod2XrAFmCMixwdJJ01E7vdbExxr242GWPOy20bDPU/RtMk3gGNF5Md+YVLQbprt8Ara2Lo6SF6+EceYnpEw2HqnBCGq90AkROR2dIfzFv91/wHY1UGs9RGOaOrhLSusfzt2ob0MtUSeza3LQGzXrVLqc/Tyqoutn3ICDgq2iEf7jabNRaP7ZGhXKO1yV6GXffvST0U7d3jPbpgwxKt92CWiXuPx7T6cSMSSrY/ikMYHcUjDEEeUUq/ReF9EMN5Fd3T/KiID0VPc5wFZNrMpRI9y3G7tLagCloUYTbRDe+BdESlAu/G7Ee1FKtBbjz+vAVeISDmwAhiI9sq1htAvjwXoPRjd0PshAnkMvQnxBdGHR/k2zvVD6+dOwo/itwOKReS/wEq0q9OhllzvKKVKwsT1cQa67D42oz+A3ZVSK/2un0qI2ZF4LdkSkbPRG53fFZFfW5ez0WeTRMKW21+l1AErn0XA5yLyClrvteiRxQvRzgd8ro1jbbvREGtedttouOcpmjb5MNpxw6si8ge0O9Dzsb+X6FH0Usa/iD6j4FMgA238vofe4B3rMxKKoDqwEa8574GgiMgg4HdoQ3SPiEwLCPKu0l767Oog1voIRzT1MNuS43VLDp/rWZ+Rb3fE2m6eYb8Pos96+Z8NpxfR1u2LwB3opaz/DbJXMZoyxEuuaHTf2u3KGfDbn7+jBwafsf6/AP09eznKMMFo7rPeXOzo9VVi/3YfNrT6DIlSKqKnHBtpzI6HLIbWxfLIMQX94N2J7pyvJPQhSYHxN6GNho7omZgX0R3k5nIF2sf4fejR2VeB01X4015noD1vTEUvxToF7Ys93Aa09618vOjNa42w8huH1sdx6HNA7kN3qv9pxQ9HJbrTNhD9YZyHXov6IBEMBBE5WkTeRI9SPyAiv7VkqkV3Bh+wwt0hIovQncSTReR50cu54opozzEvomcHfu/3cyfhN8NGjWVoDUJ/vI9Df3D/iO4cvwEMUkqVWWFjartRyhVrXrbaaLjnKZo2aS03GIM2BKcD96JH+K6wWd4qK91H0OfgPI52n+nCOkciDs9IqLyb+05pznsgFJ3Q3+Kj0e+HwJ+Blqy2dBBrfYQjynaxC63Lj9HLmu6x5PAdbmrrVO0oyh2yLkXEd65RsJnyQKKt23+i6y+bEOcaxan92pYrGt23VrsSkVNF5F8cNLwWichLInKMX7BHgY9F5C8icg/6+zUhYD+VnTBNaIH+Q1hs6rXZ3+7DEYfX29rL6gyGxCIHT2GNeKp7HPP8DtimlPpRxMAGg8FwmCIiU9HLWE8Jsny1pfKcjD774Xil1OrWyDMZSYTuDQa7JNzLlrUkYTJ6mqofehlNLdqbwjb08qz3lD50z2A45BCRcejRz/sTLYvBYDC0FiKSqRqfn5GCHrHfD3zZiqKMQ7tSbTPGSBLp3mCwRcIMEhE5Az0tX4Welv8nsAe9hs6F9prQGRiBXjdZAvwuYD27wZC0iMiJ6CVBt6M3UEda42owGAyHE/8TkeXAavRg4/noQ/xuibA0Nq4opWa1Vl5JRFLo3mCwSyLc/qYBc4FdwPlKqT0RorxqxesLzBSRSuCOMO4hDYZk4Qb0IVZrgOvUoXF6vcFgMMSLt9AOIq5ADzSuBa5RSv0toVK1DYzuDYcUrb6HREQeBZ5SSjVrg6qInIzeeByLv3eDwWAwGAwGg8GQBCTCIHH6nWmQsDQMBoPBYDAYDAZD4kmE298mhoR1HkDgtcHRpGEwGAwGg8FgMBgOPRJxUjsi0kVERsrBU7J/EiRYXxF50DrAxmAwGAwGg8FgMByGJMQgAU4ElgClIvIeMEBETvc7vAil1EK0m9S26B3DYDAYDAaDwWBoEyTsYEQRSQWGA6OAX6G9QLQDVqFPF/0Q+BaYoZS6PiFCGgwGg8FgMBgMhhYlUTMkKKXqlFKfKaXmAIuVUh2BE4CngU7Ao8DnQFGiZDQYDAaDwWAwGAwtS8JPardYCqCU+hr4GvhzYsUxGAyHK9aBlR2VUm8lWpZkxOjH6MAORkfRYfRlMIQnYTMk/iil/p5oGQyGZEBEUv2cPfiupSdKnmRARJaJyKsiMjQOafUDrkyGTkG4uhYRl4g8JiIZrSxTUugnUeW38k4KHViyJF0bsfJOCh1FowMROU9ETm0NuYLk3Sr6ivT9iKe+RORm6738+9ikNhg0rTpDIiJnKKXejjGNc5RSr8ZLJoMhyTgZeFlElgIlQE8gT0QmKKXqEitawvhWKXVl4EURGQ9cB0wBdqD3nQE4gL7AJmCWUmq3X7Q/ApcHpDMd6A/sBo4B7op0cKudODbChK1rEXkKeAz4eThZwsgYF/3YLW9z41iG5lPAT5RSWwGUUu5Yy2+lnbA2YjdesPL70aJtxMo/GXR0BFBrle9JpdTyEGF/C3ynlHoB7LUTEekBPA4sAlwiUgBcrpQqjyRbiPSS4bkKpa+w7SWe+lJKPQo8KiILwslrMNiltWdI9orIH0WkU7QRRaSdiDwBtNVOmaFt4AC8wFnAeeg9VOe0pDEiItktlXZLopR6B5gGeID7lFLTrJ9LgbFopxkNgxciMgHY7t9REJGrgYuA6Uqp+4BngcXhRhDtxLGZbti6Vkp9B+wWkYmJ0k8UZSHaOCJyltWZmQ78EO3YxF/+mMofLx00p/x24kUqv0WLthErjUTqaDqwTil1i1LqDuAW4M8i0i1I2OOA24HUAPnD6kAptR1tQFxqyXhpc40RK71EPleR9BXx+9Ha+jIY7NKqMyRKqc9FpAR4TkSKgWeA5Uqp2mDhranHYcD5wFHo0YOvW01ggyEx3K6UWmA3sIj0QXuqG4ceOXOjHULcrZT6NCDsvcA9wPHoEbKpQGfA4XfvOOAm9ActBfiX9b8LeAT9PGYC/wWuV0pV+KWfDdyNPluoJ1AJrAMeVUq94hduAFCplNpit5whGAmkAe/7X1RK1YrI14D/R/dy9Ei0P3cCs/0OW33bKttFwIIQedqJYzfdSHX9JFr/i8KECUes+oEW0pHl2n2hiJwGXBkinVjLD4lpIxHj2Sw/tHwbgcTp6CrgdL/8vhd9FMBodJmAhr7AVcDOEOmE1IE14v8Y8A+gAnheRK6IsZOdqOfKjr7sfD9aW18GQ0QScVL7RqXUROAV4AbgOxFZLiJviMgL1s9bIrIMWA/MAN5SSp1rjBGDISgj0CNzBcBM4CHgSOB9ERkUIs4LaCP/PrQR4s8/gK5ow+JN4BpgDvBvoLt1/VX0KGFg3D9ZMixEGzG/A9YCJwWE+9bKJ1bGAEVKqY3+F0WkA1onz/tdHgUs9wvTH73EouG9opTyAmuAHwfLzE6c5qQbCqVUCVAtIsdGE8+PZuvHCtciOrJLHMoPrdxGYonXHA5VHVnUAn8UkUy/awOBbwLC3YDu1HsIQjgdKKW2K6UuQneuS5RS58Whc93qz5WFXX2FJQH6MhgikjAvW9a05zsAInIUejS1M9pIKgF2KKW+TZR8BkMCOUFEjgRq0DMZDyqlVoYJ/6ZS6t/+F6x1wmvRBv21QeIUAxOtj2AgyvogAfzJej5vAl5SSl1iXZ8vIkcDPwVu9Yt7NvC0UuqX4YsYN8YQMEpp6e55tAF1k3XtaPTHtdovaD/r94GANMvQnYVg2IkTTbp26voTYDK6sxItsegHWk5H0RBL+aH120gs8YLR0m0EEqMjgNlW+idYS5hGAG8opRrKYb1/XEopJSLh0gqrA6XUfyLIEg2JeK7Ahr6w//1oTX0ZDBFJCre/Sqn16NkQg6Gt4waqlVL3AIjICOA9ERmglNoTLIJSqsr3tzVyloVeS/w5esljMJ4MYYxAU7fbn6HXuD8d7LqI5CqlfB/W/cCJItJbNd2g6y+zI9Q9u4g+XPUkYI+I/Nq6nI/+yN6nlHrZL3hPYFdAEh2s3xUB18uBUD0fO3Hspmu3rleg13NHRRz0E01ZYo0TjmaVHxLWRmKJF0iLthErzUTpCKVUgYhciV6+/SF6CZFvMAQRcaBnR26zUZRm6yAaEvhcRdQX0X0/WkVfBoNdksIgMRgMGqXUR8BHfv8vt0YFrwceCBZHRNLQS6cuA3oH3N4UIqsNYcQI3NexP8L1Dhwc6bsZeA4oEpFVwLvomZXCMPk1l+Fo4+tX/ntRrNmhL0Uk028tdWegNCC+O+C3j1RCvxvtxLGVbhR1vYeDI6rREKt+bJclDnHC0dzyQ2LaSCzxGtEKbQQSpyPffoWJ6GVK1wEXAstF5BRrWdFVwLNKqXob5YhFB9GQqOcqor6i/H60lr4MBlskxTkkoRCRtb61kiJyoYiEGu01GA5nKtCbKEPxBPBr9L6Oi4AJ6A/W+4R+xqtCXIemH8lI1xtmO5RSBej9K9ei94n8FP3BvCNMfs1lDLA1cGO8ta77Q+Bev8vB9PB9iHvZHDS2mhOnOen6CFbXe4H2EeIFI1b9QMvpKBqaW35ITBuJJZ4d4tlGIEE6smY//ol2VvO+tUx0IrocvxORXkC+UmqVzXLEooNoSMhzFUlfYeQN9f1oLX0ZDLZIaoMEuFcpVSUi+ej18DEfjGYwJCuiXVsXicgtAbfaEd7d9UXAP5RS05VSLyul3lFKvYf22NLqKKV2K6X+ppS6GOgF/A/4rcT/gMcxwMch7mWiP+4+Sji4TMKHb0Nq14Dr+YReQmonTsQwUda1C72ZNVpi1Q+0nI6iobnlh8S0kVjiNdBKbQQSp6NjgX3Wkm0AlD6n7AK016iJwFARWeD7AXoA11j/B75PYtFBNCTquQqrr2Z8P1pLXwaDLZLOIBHtmz3H+neliPwAvVHsVwT3024wHC54gHS073gALGO8A7A0QrxGz7KIjCb8rErcEX0KcKMRN2t/i0IvQ2jnF3aAiBwRQ15OtPeaJh0D651xGtqTn48dQMcA2TZbsg3wi5sKDALeC5avnTg2042mrvM5OKJqi3joJ4qyxBwnAlGX38ozIW0klngBtGgbsdJLmI7Q5csKcv1rYJtS6mml1KVKqSt9P+glTX+1/q8JiNcsHURDIp8rIuiL6L8fLa4vgyEaEmKQWFOPobgbeFdE3gfOQa99nKv0wUOBm20NhsMGpc/zeAHw329xCfqDE7ih3J/XgGmiDx29VkQeQ7vrba7HnebSDtguIs+LyK9E5GoReRLtNvgda024j1jd/g4FcgnoGIhIb7T742XoZWz++XWxPvr+/J3GZ0BcgF7K0LAxVUR+Zo08drcbJ1KYKOu6M7rD4V/On4tIseVNJxjx0k/EsljpNkdHPpwBvwNpTvkhsW3EVjyLoOVvhTYCCdSRUuobwCsiF/uFcQCz0K7LGyH6LBIIPTDZRAfR0Mr6ggg6i1Zfzfh+xKQvgyHeJGpTe7WIfA78H1CqlPJf/3iNUmqlZdn/CH3Y24MichP6PBJjlBgOZ+5CL2/KRU+npwCnBnEb6c8MoBp9yOFVwGr0wYSXoEfsWotK9IFbp6M9zqSjN8I/CDwcjwxEpC+6szLEuvQ7Eam0/s4GuqA90PzRfyOsUsorIp+ivY79n1+SjwLtReQvaFfIxwMTlN9hj+iOYgYH98rYiWMnjN26HgF8EHDNiT6Y7Vz0IWYtpZ8W05GInIp2j3qidWmRiHyF9lTkf66C7fK3kA6aU/6I8WyWP+5tJMl09BPgXhE5Hb3XIRN4WSnVaERfRH6BPvcI4H7Rp4xfrPxOIA+hg2hoTX1BZJ01R1/RfD9i1ZfBEFccXm8oz58th4isAwba9Jzhi3ME8EMVcN6CwWA4vBGRBdZyjVjT+REwSSkVuMY6qRGRD4DLAzfRWsvjrlJKPR6nfJJSP61VfivNpNRBJIyOQusgyjSMvqJPJy7vZ4MhUXtIvozGGAFQSm0xxojBYGguSqn3gaMlYJ9LMmMtH9kTotMwBj8Xn7GSjPppzfJDcuogEkZHEXUQDUZfBkOCSJRBErgZzWAwGFqDO4H7Ey1EFMwkiEtP0WfPjFTxP98l2fTT2uWH5NNBJIyOQuggGoy+DIbEkiiDZISInC4iwTxGNEJE+rSGQAaD4fBHKbUa7TRjaqJliYSInAJUKaW+CnK7D/r8mbiSTPpJRPkhuXQQCaOjiDqIBqMvgyGBJGoPiQfwAvVojxD/s34+VkqVB4R9Til1WasLaTAYkgIR+RLYDfymhUYvkw7Lo9BdwP1KqVAHUh62tPXy28HoyOggWuKpLxH5Ndppykql1G1xEM/QxkmUQfIq8Ai6MY8BTkJ7qnADK9DGyQdo13rPKqWmtLqQBoPBYDAYDAaDocVJlNvfMqXUx1i+vC2rfRjaQBkNXI32re2hscu7w4rCwsJ69LK5A4mWxWAwGAwGg8FgaAa5gGfYsGHNtisSZZB08v/Hmjr83Pp52Drs53j0OSR3tb54rYYTcLhcroR433C79YytyxXqnCnD4Yip97aHqfO2ian3tomp97ZJIuvdyjumfemJMkjGiEh3pdSOYDeVUl700q0VIjKqdUVrVQ64XK72Q4YMiRyyBVBKASAiCcnfkBhMvbc9TJ23TUzzre7TAAAgAElEQVS9t01MvbdNElnvK1aswO12x7TaJ1EGyaPAAhF5CX3KaGWYsFWtJFPC8Xg87Ny5k7q6usiB40B1tT68taioqFXyMyQHbaHenU4neXl5tGvXLtGiGAwGg8FgiEBC3P4qpe5WSk0AvgKujxD81lYQKSnYt28fpaWleDyeVsmvXbt2psPWBmkL9V5dXc22bdsoKytLtCgGg8FgMBgi0OozJCJyvFJqJYBSagV6aVZIlFLFQdIYejj60K6oqCA9PZ0jjzwy6H13RTnly5fhLt2Pq30eOSNOxJWd0+z8fCPlGRkZzU7DcOjRFurd4/GwYcMG9u/ff9gbXwaDwWAwHOokYsnWPUCshwM9AEyKgyxJhdfrDboZyev1sve/r7B/0RvgdOKtqcGRnk7JCwvIm3gm+edegMNx2DojMxiixul0kpaW1mqzjQaDwWAwGJpPIgySHiLyd7Q73+YcguIAusZXpORm739fYf/bb+L121virakBYP/bbwLQceqFCZHNYDAYDAaDwWCIhVY3SJRSI1s7z0MZd0U5+xe90cgY8cdbW8v+RW+QN+FMXNnZIdOpra1l9uzZeL1e6urqOPPMMzn++ONjkm369On84Q9/aHL917/+NXfddRfZYeTZtm0bL7zwArfd1vwDXgsKCujQoQNjx45tuObxeHA6G2+NmjdvHhMmTKCwsJBTTjmFI444wlb64WT0er22Z6WCyRRMdoPBYDAYDIa2SKK8bBkisP2x2VSusrdNxltXx6YbrwYg67ih9JjVtAP9r3/9izFjxnDqqacC2kD5zW9+w+23347D4eCee+7hpptu4vbbb2fw4MHU1NTQuXNnVq5cyS233MLKlSsbOtAzZ85k7ty5DWk///zzbNmyBZfLxU033cS3337Ln//8Z84880y++OILNm/eTFlZGTNmzODLL7/k008/JSsrq8nytNmzZ+N2u+nRowfTpk1j7ty51NbW4vF4uOOOO5g2bRrjx4/n66+/5tZbb6WwsLBhP8TixYvp2bMn/fv3p7q6mm+//ZaKigruvvvuhvRLSkqorq7mpZdeYseOHbz99tv89a9/5aOPPrIt4+TJk5kyZQo//vGP+fe//91Ivscffxyv18umTZv4yU9+wtdff01paSkDBw6kW7dufPDBB9TU1DB+/PhGshujxGAwGAwGQ1smIV62DK3PunXrGDx4cMP/aWlpQcP17duXW2+9lZ07dzJt2jSuvfZaPvroo7Bpu91uMjMz+eqrr6iurmbgwIH87Gc/o2fPnrz22msNXp3WrFnDm2++ye9+9zsmT57cKI3169eTlpbGHXfcwZVXXsknn3xCcXExubm5VFZWsmvXLrKzs7nqqquYPHkyy5cvZ9iwYZx55pkNHfoLLriACRMmAJCSksKuXbv49ttvm8h70UUXccwxx3DxxReTn59vW0aALl26cN1117Fly5ZG8u3cuZOSkhJuueUWhg4d2hB+4sSJnHfeeTz33HPk5ubSuXNnVq1a1UR2g8FgMBgMhrZKUs6QiMgRwASgJ+AGdgAfKKXWJ1SwVsQ3y1H6wRJKXvxHw56RYDjS0+l08eW0P21cyDBHH300a9asYfTo0YCeIUlNTaW+vp7KyoPHwOTkaK9daWlp5OTkkJqaSm1tLWlpaQ2ngFZVHTwaZt++faxdu5bf//733H777VRVVTUsZfJ6vXTt2pVf/OIXDeEXLlzYkL4/gUugvF4vJ5xwApdffnnDtaysLEAbG7W1tU2WQflkX7RoEU899RRPPvlkI1l9rF27ls8++4x7772X8vJy2zICDR6bAuUrKytrkN+/HL7wHo+HG264gZQU/ci9+uqrTdI2GAwGg8FgaIsknUEiIlcClwDfAGVAOjAUuEZEFiilnkqgeK1OzogTKXlhQfhAHg85I8JvzTn//PN56KGHWLp0KW63m8mTJzNu3Dj++Mc/0rNnz4hyjBgxgjlz5rBt2zYOHDh4GGdubi7V1dX87W9/Y9OmTQAMHTqUOXPmcNFFFzF48GDuv/9+vF4v5513HuPHj+eJJ56gtra2UfpHH300NTU1zJ49m549e3LRRRdxzz33MHv2bMrKyrjrrruayDRgwADmz5/fYCj56NKlC08//TSrVq1ixIgRTeLdeeedjBgxgrlz5zJt2jTbMvozatSoJvJ17NiRRx55hPXr1zNo0KBG4S+77DLuvPNO2rdvz6BBgxrJfvrpp0fUv8FgMBgMBsPhisPrbY6jq5ZDRH6mlPpziHvTlVJNd1EfohQWFu53uVzthwwZAhw8ObtPnz6Nwu0peFl72QrSQXakpZN3xqRmedlqC+dRtCbvvPMOq1evZu/evdxzzz0hl8UlmrZS76Gep7aIUgoAEUmwJIbWxNR728TUe9skkfW+YsUK3G536bBhw/Kam0bSzZAATQ/iOEh9q0mRROSfewHAwXNIamtxpKWBx0PeGZMa7hsSy/jx4xk/fnyixTAYDAaDwWA4pEhGg+SAiHwKrEEv2aoH2gHHA88lUrBE4XA46Dj1QvImTKZk1X/Z234p+aVj6XTc1LCufg0Gg8FgMBgMhmQn6bxsKaWeB84D3gO2AbuB/wFnK6XmJ1K2RFPlKKKky7u40yop6fIuVY7NiRbJYDAYDAaDwWCIiWScIQFIBXKtHzeQA+QBJYkUKpGUV66haMdsvF69j8TrraVox2z6dL+NnKxjEyydwWAwGAwGgwH0odbly5fhLt2Pq30eOSNOxJWdE7f0PVWV1O3Zg7vsAFVrVlP22cc4q6rwnjQKDtG9Q0lnkBgvW00JNEZ8GKPEYDAYDAaDITnwer3s/e8rB/f81tTgSE+n5IUF5E08k/xzL2h0NECT+B4PnupqPOVl1O7YjqemmvqS7yn/4nPcpfvx1tXhravFE+RIAwfgPVDacoVrYZLOIAHSlVJBdwaLyPTWFibRhDJGfERrlBQVFdG1a9dGHpa2bt1KRkYGnTt3brhWUFDQcDJ7KDweT5OzQMJRUFDA4sWLycvL46ijjuLaa68NGqZDhw7s27cvYv7+bNmyhQcffJApU6YwceJENmzYwLPPPsv+/fsZOXIkl1xySVRyRpN3YJwlS5bQvn17hg8f3iJ5Rqt3Hw888ACzZs3i9ddfJy8vr+EQyeYSKEdz9BaO6dOn84c/hHeqN336dK677jpWr17NxRdfHJd8DQaDwWBoDnv/+4r2ilpX13DNd47c/rffxFNdS96EiXhranAfKKVuTwl1u3fh3reXmq1bqC3eGtSjaiCOlFRSOnXGlZNNarce5Az/IdtwQmZWi5WtpUlGg8R42QI2b59NeeVXtsJ6vbVs3n4/ADlZQ+nb47ag4erq6ti4cWMTN6i9e/fmf//7H6eeemrDtcLCwgb3sP379+eZZ57B6/XSu3dvcnNz+fTTTxk0aBC5ubksW7aM9PR0unTpQl1dHevWrePxxx+nuLiYxYsXc/311zeke9FFFzF27Fh+8YtfNOrAzpw5k7lz5zaReeHChXz++edkZ2cza9asBle6RUVFzJs3j/T0dMaOHUthYSFut5uuXbsC0K9fP+677z48Hg+33nprI4MkMM033nijkRyjR4/mjTfeYNmyZeTn53Pdddc1ye/AgQMsW7aMfv364XK52LhxY4O+SktLcTqdFBQUhNRNUVERCxcupKSkhPPPP79JudetW9fo/tChQykoKIio9/Hjx1NYWNhEX/v27QMgMzOzIY/AMi1btozp06cze/ZsRowYQXp6OikpKQwcODBk/V955ZWN5PbX24QJE5roLLC+CwoKWL58Ob169cLpdDJ+/HjmzZtH3759qaioAKC4uLhR/qNHj24UZtCgQSxYsMAYJAaDwWBIGO6KcvYveqORMeKPt7aW0nfepPSdN8Om48jIwJmRSWqXLrhy83BmZJDWsxfZQ4fhzMjEkZqKMzMLR+DApOX291AlGQ0S42WrhVi5ciUiwtatW1m9ejWFhYX84he/ICMjo6Hz52PYsGENncc5c+aQnp5ORkYG3333HcOHD2fMmDGcffbZFBQUMGrUKM466yyuuOIKnn32WZ566inWr1/PMccc08gYAXjllVdYsmQJ55xzDqWlkacWt2zZgogwbty4Rud6vPTSS8yYMYPevXszffp0Lr30Unr27MkJJ5zQEGbJkiW8+OKLTJkyxVaa/owaNYpzzz2X6dOn4/F4muR32mmncfLJJzNlyhRmzpzJKaecQseOHRk7diwFBQWN0gmmm6ysLGpqaujUqROvvfYaxx13XKP8U1NTG90fOnQoQES9FxcXBy3bihUrOOqooxrlEVimSZMm8cUXX5CTk8PatWupq6vjpptu4umnnw5Z/+H0tmfPniY6C8bo0aOZNGkSs2bNorS0lJtvvpnu3bvz05/+FIB//vOfjfLfuXNnkzDp6emUlJTQqVOnoHkYDAaDwRAvvHV11O7eiXvfXjy1dXirq6hYUYi3PvK4uTMrC1e7XFzt2+Nql0ta956kdOxESod8MvoPwJV16M5yxELSGSRKqedFZAkwBuiJ9gT2JXCXUqrNbGrv2+O2iMu1/HE40iIu29qxYwdDhgzhkUce4dZbb0UpRWpqKkCTU8n9l+J4PB6mTJnCgAEDAL00p127dg33c3L0Rq38/HxAd6ZDnXJ+wQUXNCzpeeONNxpOWa8Ksh4S4MYbb2Tt2rU8/PDDzJgxg759+wJ6naZvHWao9Zjjxo1j3LhxXHfddZx11lkh00xLS4soR7D8fHHq6+tJSQn+KIXSzX/+8x+uvvpqvF4v8+bNaxLvueeeC3o/kt5HjhxJRkZGE32Vl5c3ihusTD/84Q+5++67OeWUUygqKmL//v3k5eWFrf9XX32VNWvWcM0110TUWSg9+2ZtfIe0pqWl4XK5GnQamP9DDz3UJExubi7l5eXGIDEYDAZD3PB6PFRvWId7/37q95ZQvWkjNZs3Ubdze/MSdDjImzCZ/CnnxVfQw4CkM0gAlFI7gJcTLUeiyck6lj7db4tolNgxRuBgp+2II45g9erVeL1eNm/ezLHHHtukQz1gwADmz5+P2+1m2rRpPPbYY3Tp0oXs7Gx69OhhS/6NGzfy9ttv8/Of/zzo/REjRjBnzhy2bdvGgQMHgoZ5+eWX2bx5M06nk7y8gweAXnjhhTzxxBNkZmZy5plnNom3bNky3n33XWpraxstRQuWZjA5Pv74Y9auXcugQYNwOp1N8isrK+OTTz5BKcXgwYMb6csOJ554Ik8//TQdO3Zs1v1QfPzxx1RUVDTRV58+fVi2bFmjsIFlys/Pp6ioiJkzZ1JTU4PH4wEIW//nnHMO55xzTqP8fXr78Y9/3Cj94447LmJ9n3/++cyfP5/evXs3XAvMP1iY3bt3226XBoPBYDD40zDjsX8/3rpa3OXlVH3zNVXfraW+5PumERwOXO3zSOveA0d6Bs60NNylpVStVxCmH+BIS8PVvtmHmR/WOHyjkocCInL94eRlq7CwcL/L5Wo/ZMgQQK/pB5rs8Qg3U2LXGAE9Sr569WpOOukkgIY9DxkZGSxdujRum5HbAvHewN3SeL1e7rnnHu67775G9X44UFFRwezZs7nvvvsaXQ/1PLVFlLW2WA5Rd5CG5mHqvW1i6j08Xo+Hiq8Kqdu9C29tDVXfrqFqXWhDwtUhn4wj++HKySH9B0eR1qs3GX2OxGGtMPHhrihn8y9vCLmHBMCRmkrfx59qkUOtE1nvK1aswO12lw4bNqzZ1lbSzZCIyC1AsAV0DmA8cNgYJHYJNVMSjTECeolPRkYGVVVVjTY3b9myhVNOOSXuch/OTJ06NdEiRIXD4eDss8+mqqoqrMvBQ5Hdu3cHXTJmMBgMhraN1+Oh7vvd1G3fRs2WItylpZR/9QXufXubhE3p3IXUjp1wpKXjSE0ltWs3sk8YTkbfH+AIsSzbH1d2DnkTz9RetoIsW3ekpZN3xqQWMUYOB5LOIAE+AH4NLAxyr2kLaiMEGiXRGiM+fJuj/TniiCPiJaYhifG5IfbNkBwuHHnkkYkWwWAwGAwJpH7vHva/+zY1W4uo3bYVT2WFnqkIsQrI1SGfnGE/xJmZiTMzk5wTTya1Y+x7EPPPvQDg4DkktbU40tLA4yHvjEkN9w1NSTqDRCn1hYi8oZR6NvCeiISeB2sD+IyS4t3z6dnlBnMYosFgMBgMhlahpU8fBz2j4a2pxlNdjdfjAXc9XrcHr8eNp6KCuu93462pxl1Whru8jLqdO6jdXkz9nhA+jxwOnBkZpB/Zj7RuPUjt1o20nr3JHHhsU7e5ccDhcNBx6oXkTZgcoKuRZmYkAklnkAAopRaEuP7PVhYl6cjJOhbp+2SixTAYDAaDwdAGiPX08Sbp1dfjrqygbtdOqtevo/zzz6jdvk27zLXpGKYJDgdZg44jd/RYUjp2JK1XbxwpqeB0JmSZsis7h/anjWv1fA9lEmaQiMgIpdTyROVvMBgMBoPBYAhPpNPH6/fvJ3vw8Xhqaqgp2kzd7p24y8vx1lTjdbvB47F+u/HWu3GXHQi5lAq0JypnZhYOlxNcKTicThyuFHC5SO3aDVe7driys3Hm5JLSoQPpffqS2rFzk03mhkOLRM6QPIDepG4wGAwGg8FgSDLsnD5e9uFSyj5cGlW6zpx2pHToQFr3HqT/4GjanTwKV1Y2uFyHneMVgz0SaZA0aXEiMlIp9X8B17pb55K0WW7feg+76r4nz9Wejin5dEvtStfUzuSn5NPR+umQkofL4Uq0qAaDwWAwGA4TSpe+R+TjIRyk9epFeu8+ONu1I7P/QFzt2uHMysbhcullU36/nRmZOA8Tt/OG+JFIgyRYC7+PprMmzwa51qbolNKRTTVFVHoq2V63g9VVa3DhItWRihMHddTRLbUbc474XaJFNRgMBoPBcIjiPnCAilVfUfHVF9Tu2E7d9uLIkRyQM2KkOX3cEBPxdzEQG8Hm6dr83N2kvAlkONIbXXPjptpbTaW3CgcOhmQNtpVWUVERxcXFzJ49G4Bt27bx/feNTyEtKChg6dLw06++U7ztUlBQwNSpU/F4PGzYsIF58+ZFFT+afJYuXWqrDP5s2bKF66+/nkWLFjVce++997jzzjv55S9/yccff9wsOQCWLFnCF1980ez44Yi2HgwGg8Fg8OGpqaZ680b2L36LHfMeZdP069j91/lUFC7XxojDARG8UZnTxw3xINm8bAWbNTl0jpJvIQZk9CfLmUW1uybofZcjhan5Z0dMp66ujo0bN9KvX7+Gkzx79erFsmXLOPXUUxvCFRYWNpxV0b9/f5555hm8Xi+9e/cmNzeXTz/9lEGDBpGbm8uyZctIT0+nS5cu1NXVsW7dOh5//HGKi4tZvHgx119/fUO6/fv35/XXX2fw4IPGU1FREfPmzSM9PZ2xY8dy4MABli9fTq9evXA6ndxwww0NYQsKCli2bBn9+vXD5XLRoUOHhtPSZ86cydy5c5uUeeHChXz++edkZ2cza9Ys0tLSguZbWFiI2+2ma9euDXFPP/10Tj/9dEpLS5k9ezajRo0KKbO/XFdffXUjHZaWluJ0OhvkD9TX9OnTeeuttygpKeH8888PelbMunXrWLhwYUOYTZs22aqHxYsXBy2/wWAwGA5v3OXl1JV8T83G9bjLDuAuK8NbX4e3rg5PVRXVG9fj3r+vcSSHg8xjB5N9/FDS+/6AlI6d2XLbDO2CNxQeDzkjRrZsYQyHPYk0SI4VkQeBd4GPlVJt+oyRQGZvf4yvKlfZClvlqeKqjbrjPjTrOG7rMStouJUrVyIifPbZZ7Rv354XXniBSy+9lIqKikbhhg0b1tDRnzNnDunp6WRkZPDdd98xfPhwxowZw9lnn01BQQGjRo3irLPO4oorruDZZ5/lqaeeYv369RxzzDGNjBGACRMm8OqrrzYYQwAvvfQSM2bMoHfv3kyfPp3TTjuN0aNHM2nSJGbNalqOk08+mSlTpjBz5kxbp8tv2bIFEWHcuHGNOuOB+V566aX07NmTE044oUka8+fP59JLLw0rs79cHo+nkQ4LCgoa4gbTV21tLTU1NXTq1InXXnstqEGSmpraKMxxxx1nqx5Cld9gMBgMhx91u3fi+PB9HN+tZdP3uyJHcLlI7dyF9L5HknFkP7KHn9jkgEBz+rihNUikQbIGmAtMAJ4UkTSgu4gcp5Sy1xM3RMWOHTsYMmQIu3bt4rzzzuPee+8FoDbgJeP0m571eDxMmTKFAQMGAHqWol27dg33c3L0oUj5+fmA7jgHpufPZZddxj/+8Q969OgBaP/mPo8avt+ZmZkN91599VXWrFnDNddcA4Db8lFeX19PWlpaw/9VVVVB87vxxhtZu3YtDz/8MDNmzKBv374h8w3E6/XyyCOPMGbMGI499thG1wPj+ssFjXXoTzB9zZ07lwceeACv1xtyKdtzzz3H1Vdf3SiMnXoIVX6DwWAwHPrUHyilWn1L1TpF5eqV1O3YfnAtvtNJatdupPXsRVq37rjatceRmtrwk9brCNJ69oro1cqcPm5oDRJpkOQCtwOLgelKqRoRGQpMEpFfA6XAUqBNmt3BZjke3fEHvqj4Cq+1ii3dkc6MbjdwQvYQW2nm5uZSXl5O//79+fDDDzn99NMBSElp3AwGDBjA/PnzcbvdTJs2jccee4wuXbqQnZ3dYEhEYuPGjbz99tv8/Oc/b3R9+PDhPPPMMw3pXHjhhTzxxBNkZmZy5plnUlZW1ij8OeecwznnnNPw/yeffIJSisGDB3PiiScyZ84ctm3bxoEDB4LK8fLLL7N582acTid5eQfXuAbmG4znnnuOzz77jLKyMoqKirj44otDyuwvl9PpbKTDSJx44ok8/fTTdOzYMaYw0ZTfYDAYDMmP1+OhesM6fSJ58VbcpaV4amuo37eX+r17myy5cmRk4j7yB3iPH8ZRY07DlZUVswzm9HFDa+CI7M6t5RCRPmgPWqMBF/A5sFgptVZEcoCxwKNKqf4JE7IFKSws3O9yudoPGaINiqKiIgD69OkTNPy3VYqHtj9GjbcGBw76pR/J/b3usu2zu7y8nNWrV3PSSScBNOxx+Oyzzxg7dmysxWlxCgoKGpZBJRPJKlcofPWecZi7XYz0PLUllFIAjZZLGg5/TL0fWni9Xmq3bqF60wZqizZT+c3X1O3cHj6Sy0Vm/wFk9DuazGMGkXm08N3GjYCp97ZGIp/3FStW4Ha7S4cNG9bskc+EbmpXShUBTwNPi4gDGA6cJyL9OThDYmMRZNtgQEZ/sp1Z1LhrSHWkcnWXK6I6QCgnJ4eMjAyqqqoalkVt3brV1l6MZGDq1KmJFiEoySqXwWAwGJILd2Ul1esV7tJS3BUVeGtr8dbVUr9/H1Vrv6H++91N4rjyOpA5YCCpXbuT2qUrzrQ0nNnZpOTlk9KpM06zP9BwGJA0XraUUl5gufWDiGQDpwGFCRQrqXA4HEzKm8ALe17mhKzjOTI9+pHfwA3TvXv3NpudDQaDwdBmcVeUByxFOhFXdk7U6Xg9HjxVlVSt+ZqKlV/iqakGrxc8Xn24oMdD1Tdf460P7cPHlduezGOOJb3PkaT17EXmgGONwWFoEySNQRKIUqoCeNP6MVicmjuKLytWcFnnixMtisFgMBgMhyxer5e9/33l4Gbtmhoc6emUvLCAvIlnkn/uBY1WIXg9HipWfEn93j3grsdbV0996T6qN6yjdsuWsIaGPyn5HcnoPwBXbi7OtDQcqXrGI7VTF7IGH69PNTcY2hhJa5AAiMhaYKhSqkpELgTWK6Xa9IxJO1cOd/f6daLFMBgMBoPhkGbvf1/R7mzrDhoS3hp93tf+RW9Qs3kznuoqPFWVeOvq8VRW4D5QGjZNR2oqab2PIHvocNK6dQeHExwOHE6H/p2SSuaAY3CkJHX3y2BodZL9ibjXMkbygbXACMwSLoPBcAgQr2UgbRGju+bjrztHdTVeOTZypDaCp6oSr9uN1+3GXV7OvrfegBCzGt66OipXfdXkuiMtnZxhI3DmtMORmoIzLZ30PkeScdTROLNzcEQ41dxgMAQn6QwSETkLWKqUKgdWisgPgCeBvcBHCRXOYDAYIhDtMhDDQYzumk9Q3aWm4nh3EXsmnXVY685TU4Onqor6ku+p37cHT00N7rIy6vftoaZoM97qatzlZdTvKYkuYYeDnJGn0OGMyThS03CkpODK62D2dBgMLUDSGSTA3cAdIlKFPsW9AzBXKfVuYsUyGAyGyIRdBvK23hLXceqFCZEt2TG6az7BdOew/k5m3XlqqnGXllL3/W5qdxTjKS/H6/GAx43X7cHrcUO9G3dZKZ7KKjx1tXgqK/FUV+Gtr8dbW4unotxWXo6UVBzpaTicLjy1tXhrqiPGSevWnfQ+R8ZaTIPBEIFkNEiuUUqttJZp/QgYBzwoIjcBbyml/pxY8RLL0r2lvLhrLxd3zWdsfvtEi2MwGPxwV5Szf9EbjTqF/nhra9m/6A3yJpxpDhQLwOiu+SSL7rQh4QGvt+FvT3UVtTu2U7X2G7w1NXjr66gr+Z66XTvxVFTgLgt+qG1UOJ24ctrhzMoirXtPnBkZOLNzcOXlkd7rCFzt2+NMzyC1cxccqakAlH6whJIX/9Fg8AbDkZaGq705UNZgaA2SziBRSq20fu8F/m39ICJHAD9MoGgJpdrj4altu/iqrJIar5cFO0pYWV7J9b26kmHWrBoMccNTVUXV+u+oL/leb2itrMRTW6M7Wh7vwc6W16/jZf2u27kDr9sdNn2v203xg/eS0rFjwI0wh9SGvRXhcFuvF2dFJQDF2VGc2hxWnmYeqBsmXv3+fXjr68NHr69n632/ISWvQxTyNE+vsaQbPlozZQ1z233ggD3d3X0brna5cZHHU1dHfUmJnsHwGSLNweXC1S6X1C5dSOnQkdQuXfWGb6dTe5tyunC4nFW9LrQAACAASURBVDjTM3Dl5WmPVBkZOLOycaSk4ExNw5mZ2WBo2CVnxImUvLAgfCCPh5wRI5tXLoPBEBVJZ5AAiMgp6DNIPlFKfQCglNoCbEmgWAlja3UNs4t2UFrvps76eNR4vRSWVXLLui3c1qc7vTPSbaVVVFRE165dG07p3rZtG+3bt6dz584NYeycPO7xeHBGYQjddttt3H777bhcLiZMmMCHH37Ijh07eO6557jjjjuahF+yZAnt27dn+PDhja4HyhbNKenTp0/nD3/4g22ZI2En7y1btvDggw8yZcoUJk6cGFW6+/bto0OHDng8nqC6CKUjQ2S89fVUb95I7ZYi6kv3U/XtGtyl+/HU1movOhGMipjweKgt3kpt8daWyyMA386BqlbLsYXweqnftZP6XTsTLcmhh9dL/Z6S6PdRRIvTqY0J67czNa3hYL+U/E56I3hqGmm9epOS3xFXu9yEeJxyZeeQN/FMvcyttrbJfUdaOnlnTDKzcQZDK5EUBomIfAAUAR8CHyqlPgE+EZFTRORnbXGZ1uzN2/mqvDJsmDqvl5K6en61/mDHZmhOFrf17RE8fF0dGzdupE+fgwcq9urVi2XLlnHqqac2XCssLKS6Wq+t7d+/P8888wxer5fevXuTm5vLp59+yqBBg8jNzWXZsmWkp6fTpUsX6urqWLduHY8//jjFxcUsXryY66+/HoARI0bwxRdf4HA4OOOMM1i9ejUbNmxg5MiRFBcXN8rjyiuvpLS0FKfTyYYNG3jyySfp27cvq1atYvLkySxatIiPPvqIjh07sn379pCyXnnllWzYsIF58+bRt29fKioqGspYXFzM448/TseOHTn99NPp3Lkz8+bNIz09nbFjx3LgwIEGY2PmzJnMnTuXgoICli9fTq9evXA6nWzbtq0hb59RUlRU1CidwsJC3G43Xbt2tZ13ID5dLFy4kM8//5zs7GxmzZrVcD0wzwMHDjSSs1evXo3itSW8Hg+1O7dTs3kT9XtKcJeXU7u9mMrVK8KO6Kb1OoL0I3+AMytLj8xmZ4PDAQ6ro+VwgNOBw6E7Xdqtp5PKtd9Q/unHYc8jcKSkknvaj8gaPCTIzXClCXMzwmblbdu2AdC7d6/4pdtcWUOkW7HiSw68/07IZUegXaq2HzeB7CEn2ErTFpHitUC6jrA6jz7d8i+XU7r4rci6mzCZnGEjbKVpR6CU/HxcmVnW8+A85DxM5Z97AcBBRwC1tTjS0sDjIe+MSQ33DQZDy5MUBglwPzAV+CXwFxHZhfaotRlowaHKtsXKlSsREbZt28aqVavYv38/U6dObdRRBxg2bFhDZ3zOnDmkp6eTkZHBd999x/DhwxkzZgxnn302BQUFjBo1irPOOosrrriCZ599lqeeeor169dzzDHHNBgjACNHjuTZZ58lPT2da6+9ltdff51NmzZx5513Mn/+/EZ5+POvf/2LW265ha5du3L11VcDMGrUKM4++2x++ctfMmbMmJCy+uLffPPNdO/enZ/+9KcN6b7wwgvceOON9O3bF4DZs2czY8YMevfuzfTp0znttNOC6nD06NFMmjSJWbNmMWrUqCYzJC+99FKjdC699FJ69uzJCScc7EA1N+8tW7YgIowbN440Py8vgXmedtppjeT0eDyN4vmMqMMR30nJnupq3JWVVBQuY8t7bzcN6HDgap9HxlFHk9q1Oxn9jiKtZy+9HCQ9A1dO81zMZh0/lPLPPg4fyKE7Qq068pqmZ0SzRFovzyhJP6IPB95/J2K4Dmeda0atA0jt2o3SxW9FDNdh4llGd344HA46Tr2QvAmTA9xMjzR6MhhamaQwSJRSS4AlANZm9tHA6eg9I+cmULSE4T/L8cTWnXxWGtqLyMntc5jeu1vENHfs2MGQIUN46KGHuOOOO6i1pqlrA6ar/ZdieTwepkyZwoABAwC9nKhdu3YN93Osjlt+fj4AqampTdIDPRNTXFxMjx496N69OyUlJZSVlZGTk9Mkj2A4HI4Gl5W+/B0OR1hZfaSlpeFyuUjxWxbg9XobxfV6vQ3pOxwO0tLScFvLdqqqDi50yczMDBo/VDrBiJR3KG688UbWrl3Lww8/zIwZM8LG95czMF63bpHbyqGGp6YaT1UV7oryg8sv3PV43R5S8juS2r2HXiKS2x5nZhZZxw0htVPn8Ik2A7MMpPkY3TUfo7vYcGXn0P60cYkWw2Bo0ySFQeKPtZn9NeA1ERkLHIdeytVmGZiVSeGBCmqDbD5MczgYkJVpK53c3FzKy8sZOHAg3377LbW1tQwcOLBRRx1gwIABzJ8/H7fbzbRp03jsscfo0qUL2dnZ/8/encdHVd+L/3+dM2s2krAkBFmiFj4o6hUV1CIqar1qRWtb1FZtverFulytS+1t4eflW6+2SmlVvNft3ipWrdiKgFtVrlHEBRFlEcsHEAj7GrJMMsnMnHN+f5xJCCEbSSZnQt7Px2MeE8458znvOYfAvOezvBk0qPnhYE2tX7+ev//979x8880N2/r27Ute3v4VS4480l1Ksek5br311oZjJk2axIwZMyguLm74kN3eWG+99VYmTZrE448/zpAhQw543Y9//GMee+wxBgwYwDnnnMMVV1zBI488QkZGBhdffDEnnHAC06dPZ8uWLVRWNr8KTONzn3feeQAHtdOcts5dVVXV7Otmz57Nxo0bMU3zgOvY1utbel1P5873qHSLnTUaImWYPnx9+mBaDjmnfZvin17XSitdT4aBdJxcu45r7to5fj84Dvly7YQQac5wOrpaShdSShVprbe3sO92rfUjKT7/2UBJM7uWaq1PaXTckcAjuMsRx4D5wJ3JJOqQLV26tNzn8+WeeKI7lry0tBTggDkeAGtranlg41ai9sH3KsM0mFJ8BN/KDLd5vkgkwsqVKzn99NMBGobufPLJJ+2aFO6F8vJyZs2aRXl5Oaeffjrnn3++1yH1ePX3vX5hg57GsW2s8nISleWNVggy8GVnY4RC7rPpa/H3qbscXG3cu2EgWmsAVBoP2Wosna5dT9P42u2prcUZOQr1T83MVxKHrZ72+y66hpf3fdmyZViWVXHyySd3+FvPdOkh+VQp5cedN7IQWASsBQYDBd0Yx43AikZ/bhgnpZTKwU1a9gBXAFnAg8B8pdR4rXXKMrth4SA+w6C5JRh9hsHQcPuqxmZnZxMOh4lGow29DZs3b2bcuHFdGW6XysvLO2B4kui9HMfBjlSRqKxoGJbiy87BzM7GDGekXRVqGQbScXLtOq7xtdud/IAihBDpLl0SklHAWcAE4DrgUfYv7fG0UupYrfXX3RDH11rrT1vYNxkoAsZprbcCKKW2AB8B3wVeT1VQQdPkf445qkvaGj169AF/HjJkyAETpIVIN47jYNfUkCjb01BrwfD58Q8Y4K7wI4QQQogeLS0SEq11BHgj+UAplYtbh6T+sVIptQt4SWt9hzdRcjHuksRb6zdorT9WSm0EJpLChESI3sqxbeK7dmJH3SWwjUAAX24evswst2iaEEIIIXq8tEhImtJaV5Cc2A4NK2+dDYxI8alfUUr1xx2WNQ/490bzQ44F/tLMa75O7usQy7Iaxv3V1taSk5PTbcuy2sk6DIfzMrDiYD3mvts27N0Dibhb5yAzCyenDwnDIBGPQys1F8D93aqqqkr/99kNamrchE7LEJ5eRe577yT3vXfy8r5bXVBMOC0TkqaSScGcFJ6iApiOO38lApwO/Ao4TSk1RmtdB+QD5c28dh9QnMLYhOg9HMdNNGqqoTbq/tn0QX5fkKGFQgghxGEppQmJUmo4cKbW+n878NrzgFxgvta69a9CW27jZ1rrJ9o6Tmv9JfBlo03vK6W+wl1F63Lgzx05f3v4fL6GFRHqVwXqrtWPevpqS6Jj0u2+O7aNXVONHY1i10Yb5okAmOEM/P0HYAYCh9yuz+cjLy/Ps1W20omsutM7yX3vneS+905psMpWp9pISUKilPpn4HZgG3BbR9rQWi9QSl0BrFVKzQNmaa2/aOZcdwPNzWw1gPOBNhOSFrwOVAOn4CYk+4DmljPLBzq07K8QvZkdj2NVVWJXVeHY+/8hM0wfZna2W0skIL0iQgghxOGuyxMSpdRqYDgwT2t9Q2fa0lrPVkrFgb8BtyqlVmqtmy6o/j7w78BrzTTRFYlC/Vq7/6D5uSLHAu92wXmEOOw5joNdHcGqqsKujTZsNwIBzMwsfFnZGMFg2i3hK4QQQojUSUUPyQggQQd7RprSWs9RSpXgLgl8fDP7P1dKva61ntV0XzKZ6ahLcGuNLEn++XXgfqXUIK31tmT7p+HOH2kuGUo7c+bM4e2336aoqAi/38/dd9+d0vP95je/AeDkk0/mu9/97kGx5OfnM3LkSH77298yZcoUCgsLW21v06ZNPPDAA1x66aVceOGFKYm5Pq6mhSKbXrupU6e2u80VK1YQjUZZvnw5kydPBuCbb74hFouxdetWzjvvPNatW8fu3bv58MMPueeeewCYO3cuw4cPZ9SoUa22X1paSmFhIeFwmBUrVpCfn084HGbAgAGH+O5Tx7EsEvvKsGtqcKzkkCzDwMzIdGuJZGZKEiKEEEL0UqmaQ/Ku1npLF7b3v7gJSbO01s+2sP3F9jSulHoeWA98wf5J7ffgziv5a/Kwp4B/A+YppabhDhN7EPiEFCz5O2PGDKZNm0YkEmn74Eays7OZNm0ad911V7P7r7zySiZMmMDdd9/Ntm3beO655/D5fAwZMoRrr72W1157jc8++4ysrCyUUnzxxRdkZWVx5513sn37dmbOnEkoFGLChAlUVlayZMkSBg8ejGma3HTTTQecq6ysjN/+9rcNRRibWr9+PfPnz+e+++5j165dvPDCC+zZs4dJkyaxYcOGhsTgjjvu4I9//CN/+ctfsCyL0tJSfvnLXxIKhSgoKCAej7N27VoefvhhSktLee211w5op2mMc+bMaTXuljS+dofi66+/5pJLLuH999+nurqarKwsFi9ezIgRI6iurgbcpGLUqFHMnz8fx3EwDIOioqI27388Hmf9+vUN8yQWLVrEzTffzAcffMBZZ511SHGmgl1XR2LvHux4zF01C7eGiC831+0N8feIdTWEEEIIkUJmitr9a9uHHJJ5gN3FbTa2CrgMeA54C7c449PABK11DEBrXQmcA+wEZuMmKIuAiamo0j5jxoxDTkYAIpEIM2bMaHH/yy+/zJQpU8jNzWX27NmEQiHy8vJYs2YN4PZCKKX46U9/yrZt2xp+DgaDvPTSS9x+++3cf//9zJ8/H4Dx48dzyy23sHbt2gPOo7WmsLCQ+++/n0gkwlNPPdWw3Gy9P/3pT1xzzTXk5uYSCASoq6ujf//+zJs3r9nYzz77bM466ywKCgo444wz+M1vfsOSJUu44447OOGEE1i3bl2z7TQXY0txt6bxtWustLSU+++//4BHefn+BdmuvPJKQqEQhmGQlZXVcP7nnnuO1atXA3DuuedSXl7OqFGjDuop+Oijj1i+fDlvvvkms2bNYvny5cyYMYNNmzaxfPnyhglsCxYsIB6PU1lZ2ZDopJpjWSSqKkmU7yNRVYnTaFKbFYkQ37kDu64WbBsznEGw6AiCQ4biz82TZEQIIYQQQOp6SA6afN4ZWutqpdQ63LkpXU5r/Vvgt+047hvcAokpd9ddd3W4h6Sl3hGAyy+/nAkTJvDkk0/y5ZdfcvPNN3PCCSc07L/llltYvXo1Dz30ELfffju1tbUNP9d/cw80PNf3fjjOgTnZJ598wne+8x0GDRrE1KlTKSoqwjQPzH+nTJnCs88+SygUYs6cOVx//fU4jsPMmTMJBoMNKzZEo1Gays7OBqBv374ABAIBYrEYr7zyygHttBRjS3E3NnfuXFatWsUNN9xw0LVbvXo1I0eObGijrdUl3nvvPW644Qbi8TiBQIDPPvuMRx99lFmzZhGJRJg9ezZXXHEF8+bN45tvvuHoo49ueG1JSQlTp06lvLyccDhMIBDgggsuYOjQoSxfvpwTT3SnVVVVVfGDH/yAjIwMYrFYq/F0luM4WOX7SFSUuzVCbBtMk8TePfhz89yfy/YCYIZC+AsKMf2HvlKWEEIIIQ5/qUpI/pGCNjUpSkjS0V133dVqYtFRL730EosWLaK8vJx77rmHmTNnMnDgQLKysrj11luZPXs2GzduxDRN3n33XcrKyjBNk7y8PK644goeeeQRMjIyuPjii6mqqmrxPBdeeCGPPPIIxcXFFBQUsGXLlobhSvUyMjJ46KGHuOeeezjuuON4+umn6devHwBjxoxh+vTpbNmyhcrKyna/v1NPPfWAdjrixRdfpKSkhCFDhjBlypSG7Y2v3dVXX92wvbi4mHvvvbfF9t566y0WLlzIwoULmTZtGkuXLiUSibBs2TKOOuoosrOzGT16NF9//TV+v5/BgwcDsGHDBgzDYPz48SxevJhdu3bh9/vZunUrgwYN4thjj6VPnz5EIhHy8vJIJBLs2LGDwsJC/CnufXCTkQq3Tkh9UpfsAUuUl1O/FoS/bz98fXJlfogQQgghWmS09g1xRyilqrTWOV3aqNvuM8BPtNa+No47Q2u9SCl1ltb6g66OoystXbq03Ofz5dZ/w11fh6S76iakWz0K0bZXX32VY445Bq01Y8eOJScnh5UrV3L66acfcFxJSclBE/Prdfa+O5ZF3ebS/YlIC/z9+uPvk9vqManU3b9P6UzqEvROct97J7nvvVMa1CGpOPnkk5srj9EuHfoaVSmVi7ua1tda66aD1fd1NJg2NFclvTkn4c7tOBlI64REiEN12WWXATQMFwM3sYhGow3D0DZt2sS4ceNSFoNVU+0O02otITFM9xghhBBCiDa0a1K7Uup4pdTI5M8XAsuAV4BvlFJNP/nUdm2IDQ51ULx8GhK9wujRow9YyWzo0KEEg6kpKOg4Dk402jA8q5UDoZNVW4UQQgjRO7R3la01wOPJn0cCR2mth+L2kny3ybHtrv2hlAoopdr7yakzNUWEEJ1kx+PEtmzGqm7HQgumAb5WR1cKIYQQQgDtT0gsoH4pptX1y9wml8Jtum5qu74WVe4gtyVAiVKqPTOQu3xpXSFE+9i1tcS3b8VJxMH0tT0cy3HwZWa1fowQQgghBO2fQ3I8sEkp9RPgWKXU34HHgGc59KFUKKWuAx7BLS5oAJ8ppS7S9TNyhBCes2Mx7Lpa7Opq7GgNAGY4g0BBIVZlRXKVrWaGbhkm/txcDOkhEUIIIUQ7tCsh0Vp/CYxuvE0ptQDI1Fq/0N6TKaVycAsKXo6biMSAXwNfA+8opa7VWpe0t702SI+KEB3gOA7Wvn0kKg5cn8LMyiIwoBDDMPDl5QM0qkPiuMO0HAd/bm7DfiGEEEKItnS4WIHW+tVDOV4pNRb4C1CMm4ysBX6ktf4iuf9iYI5S6gGt9TMdjYv9k9llUrvoMMey3NWkLAt8PnyZWYftN/6OZeHEY26PSDSKE6vDSSQAMMNhzIwszMwMzGCo4TWGYeDP74uvT26vuU5CCCGESI3UVk9LUkrdA9yXPJ8BPAfc0njJYK31SqXUeGCeUupbWuspzbfWpleSzy93JmbRO7VVgdyXl3/YFPlzrARWZaX7Xpss4Wv4/W7Ckd16SSHD58Of0yeVYQohhBDiMJfShEQpVQD8GTgPNxGpAm5uaZiX1nqHUups4Hml1MvANVrrukM5p9Z6S/J5c2diF71TqxXIKyoA8Of39Sq8Q+IkEjiJOHYsBpaFU/+e4nGwLOpi+3+1jGAIMxjECIcxA0GMUOiwSbyEEEIIkd5SlpAopS7AnfQ+ADcZWYI7RGt9a6/TWkeVUj8EHsJdgWui1npvquLsbVatWsWtt97KW2+91em2brvtNh599FHmzJlDfn5+i5XBO8K2bUxz/yJwLZ1jzpw5vP322xQVFeH3+5k6dWq7z7FixQqi0SjLly9n8uTJOJZFoqKcuW+/zZr1G4gnEvzokonE4nG27dzJOd/+NomKcl5//wOGjxjBqFGjWm2/tLSUwsJCwuEwK1asID8/n3A4zIABAw7tYiQ5yQTJSSTASuBYFth2MtEAHAfHtsCysOvqcOJtrzdhBENuT0hmZodiEkIIIYTorFQkJEGl1HTgDtxlhR3c5GKq1jrRngaSywr/Qik1GfhYKfW99rxOKbUaGJ1Maq4A1mmtl3boXaSB1r6hfvLJJ5k8eTIATz31FDfeeCOw/0NrS+bOncttt93G3//+d+rq6vj8888pLi7GNE1uuukm1q5dy2uvvcaePXuYNGkSGzZsYMmSJQwePBjTNDn//POZOXMmxcXFVFdXH9D2K6+8Qm1tLRkZGQ3Jwx133MH48eNZvHgxoVCIgoIC4vE4a9eu5eGHH6a0tPSg83388cccd9xxXHvtte26TldeeSUTJkzg7rvvbtfx4K4g9dUXX/Dd887lvTffoHz9N2SEguDAGaecwvfOP58PFi/m8xUr+VbxMGqiyXqfDvQP+CkvLSXWt37idqNrnvwxnkiw5vMlFJ1+OjHgg7fe5MZrrmbhhws589RTDzzctt3Vqpz6bckE46B2D32dhoaeD78/WT0dEgkL/D6CGZmYKSqgKIQQQgjRXqlISEYAd+L2iuwEfqK1frcjDWmtn1JKbQT+zsH1TpozLZmM9AVWA2OAHpuQdLW6ujr27dvHxIkTufPOOxk3bhzjxo3je9/7HnfeeScAgUCAuro6+vfvz7x58zjhhBMYP348F110EXfeeScVFRXcddddFBUVcd111zW0/cILLzBx4kSuuuoq5syZc9C5zzjjDCZOnMhPf/pTZs2axRNPPMG6devIzMw86Hxnnnkml1xySbvf18svv8yCBQvIzc09YHtpaSnPP//8AdtuuuEGcgywqqv5/lnjsWqjkEgQNsCJuT0K/fv2ZfGyZYw8+miOHjaMh//nTwwqLIRzARx3KBQJPvr4I7IyM9m2cyfjx4zhrfc/YMRRR1Ly8SeMO+UUvjX4COy6Wko++YRYbS3le/cSqazAjh3SKMQmDAyfz00wfD4M03TnuiQfhukD08QMBjACwWYnmCdq3eRKkhEhhBBCpINUDdkygLdxk5HdnWlIa/2OUuoi4I3m9iulJgIlWusIsFwpdRRujZQy4MPOnNtrbfV21Js8eXJDb0lr3n77bfbs2cNvfvMbNm7cyNixY8nLyzvgXH/+85+5/vrrcRyHmTNnApCRkXHAMcFgEJ/Ph9+//6/P0KFDWbduXcN+y3LrY0ajUQCys7MB6NvXnX8RCASIxWK88sorB50vJ6f1idRz585l1apV3HDDDQBcfvnlTJgwgSeffJLVq1czcuTIhnjr43AcB7umhvjO7Vg5OWAYmBmZlHz0MTfcdDPk5OBLxLGqKsFxWLTkc0498UTmvvMOv5/6a16YO5dIdQ3Z2VmYWdmYoRDvv/ceU375SxZ+tIiV23cw7NhjyczL56Lv/4ANGzYwdtTx+P1+ov4gl199DbmFBdir1xAcdAQHLAJnGBg+c/82g4P27/9R5nUIIYQQ4vCSioQkBvxaa/2HrmpQa71KKXUq0NxSw/cCv1ZKRYF3gXzgjx3tlTmcvfPOOzzxxBOEw2FWr17Nv/zLvzBt2rQDjjn11FN5+umn6devX7NtTJo0iccff5whQ4YcsH38+PGYpsnvf/97rrnmGqZPn86WLVuorKxsNaa2ztfYiy++SElJCUOGDGHKlP2LsL300kssWrSI8vJyrr766obtxcXF3Hvvvdi1UeK7d7lzL0wTX3YOvpw+vP1//8fCJZ/z8ZfLmDZtGsu++IJgpJLhxcXUJBOpogEFrPjHaooHDyE7y51nsWn3bkyfjzMnTGDJihXs3lfOBRdcwOLFi/nyq68YNGgQuf36UZNIkJedjWUY7Ny3j4FDhxLMyMAMhdt8r0IIIYQQvYXR3m/h20spFdRaH3L19k6c75+01suTw7TOwR1YcwqwDXhTa/1kd8VyqJYuXVru8/lyTzzxRMAdYgQwbNiwbjl/bXLoTjh8eH5AdhyHxL4yrIoKwMEMhfEPKMAMBFp8TWJfWZsVyFtaZevVV1/lmGOOQWvN2LFj2bhxI6effvoBx5SUlHTp5P+OONzve73u/n1KZ1prAJRSHkciupPc995J7nvv5OV9X7ZsGZZlVZx88sl5HW2jy3tIujMZSZ5vefK5DPhb8oFSaigwtjtjEenDcRwSZXuxKisAw60hkt+3zSFPnalAftlllwE0DBnbsWMH0Wi0Ycjbpk2bGDduXBe8OyGEEEKIw0e3FEb0gtZ6E7DJ6zhE93Mch8Se3ViRKjAMAgUD272sbVdWIB89evQBfx46dOghvV4IIYQQojc4bBMS0Ts5tk18907smho3GSkciC/j0GtsSAVyIYQQQojuYbZ9iBA9R6Js7/5kpKBjyYgQQgghhOg+0kMiDht2rM5dttcwCBYWYSbnbgghhBBCiPSVdj0kSqmHvI5B9DyObZPYswcAX04fSUaEEEIIIXqItEtIgOO8DkD0LI5tE9+5A7uuFsPnx5/b4VXnhBBCCCFEN0vHhESIdnNsm/iundi1UQyfj0BhIYZfRiIKIYQQQvQU8smtF4nFYjz44IM4jkM8Huf8889nzJgxrb5mzpw55OfnH1DMz7ZtTNNs9jjbtsnNzeWUU05pd1y33XYbjz76aKvnrN/+9ttvU1RUhN/vZ+rUqViVFdjRGjBMAgOLMIOhFs+zYMECjj/+eAoLCw/YHo1GmTVrFj/72c8OOmbu3LkMHz6cUaNGtfoeSktLKSwsJBwOs2LFCvLz8wmHwwwYMKDd10EIIYQQojeShCSN1RfxcxynYdvEiRN5/fXXmT9/PhMnTgTgqaee4sYbb+Rf//Vfeeqpp1ps769//StnnnkmZ511FgDr16/nd7/7HT6fjyFDhnDttdcyOnjJ/wAAIABJREFUZ84clixZwuDBgzFNky1btjRU9t63bx8ff/wxxx13HOPGjeO1115jz549TJo0qeEcFRUVmKbJm2++idaaDz/8kF/96lcMGjSIZ555BsdxGDJkCOPHj2fmzJkUFxdTXV3d7mty5ZVXMmHCBO6++24c28aqrAQg0H9Aq8nInj17ePXVVznuuINHBK5atYp4PN7sMUVFRUQikVZjisfjrF+/vqEi+KJFi7j55pv54IMPGq61EEIIIYRoniQkvcjatWu58MILG/48e/ZsQqEQ2dnZrFmzpmH7+PHjueiii7jzzjs544wzGnor5syZw5lnnskll1zCxo0bqauro3///sybN48TTjjhgHNddNFFFBUVEYvFGDNmDNOnTycUChEOh1mzZg07duzgrrvuoqioiOuuu67d7+Hll19mwYIF5ObmYkWqcKwERiDI5j17eOGRRw449pZbbiEvz51P0r9//4YK6o2VlpZSXFzMJ5980uIxAB999BHZ2dls3bqVM888kzfeeIORI0eyYMECxo8fj1IKcHth4vE4lZWVh5RoCSGEEEL0VpKQpLHGPSP1XnvttYO2TZ48mcmTJ7fZ3vDhw1m1ahXjx48HIJFIcOmllx6UTGQkV6hyHOegoVk5OTkA/PnPf+b666/HcRxmzpx50Ll27tzJ888/z4MPPgi4w7wuvfTShg/8v/vd7wgGg/h8PvytzPmYO3cuq1at4oYbbgDg8ssvZ8KECTzxX//F159/zogji/Hn58PuPViW1eY1aGr79u2Ew2G2bt1KRUVFi8eVlJQwdepUysvLWbp0KYMHDyYQCHDBBRewfv16TjrpJACqqqr4wQ9+QEZGBrFY7JDjEUIIIYTobSQh6UUmTZrE7373O0pKSrAsi+985zs888wzDBw4kKysLG699daDXjNy5Egef/zxgz7sn3rqqTz99NP069ev2XPdd9999OvXj5kzZ3LJJZdw9dVX84c//IGCggKysrKYNGkSjz/+OEOGDGn29S+++CIlJSUMGTKEKVOmNGx/6aWX+HDhQsq2bePyCWdhBIOYmVkUF2dz7733tvje9+7dy4YNG/j000/53ve+x9KlS8nOzua0005j3bp17N27l0QiccAxABs2bMAwDMaPH8/ixYvZtWsXF1xwAYsXL2b9+vUMGjSIPn36EIlEyMvLI5FIsGPHDgoLC1tNtIQQQgghhMto7lt4Lyml3tRaX+R1HN1h6dKl5T6fL/fEE08E3OFDQMNchFSrnxsSDoe75XxdJVG+j8S+MoxAkGBREYav+z/4v/rqqxxzzDForRk7diwbN27k9NNPP+CYkpKSgybmp4Oeet8PVXf/PqUzrTVAw9BC0TvIfe+d5L73Tl7e92XLlmFZVsXJJ5/c4boL6fgVruF1ACK92ckP1P78fE+SEYDLLrsMoGEI2o4dO4hGow3D3TZt2sS4ceM8iU0IIYQQoidJx4TkGa8DEOnLjsexa6MAmKH0+YZ/9OjRB/x56NChHkUihBBCCNGzpF1hRK31y17HINKT4zgkdu8Cx8GXlS0FEIUQQgghDgNpl5AI0ZLE3r3YdbUYfj/+fv29DkcIIYQQQnQBSUjSiGEYHVq6tjewIlVYVRVgGAQGFGL4fF6HJNKYbdvEYrGDlq0WQgghRPqRMS9pJCsri127drFhw4Zu+SBVn/z40vzDvV1XhxOrA8AIhTF37vQ4op6tp9z3zojFYiQSiYbCmEIIIYRIX2nx9aFS6pJmth3vRSxeys/PJzc3t9u+1a2qqqKqqqpbztVRdl0dkc8+JrJ0CYm9ezACAa9D6vF6wn3vrHA4zODBgxsKeQohhBAifXnSQ6KUKgCOApZorS3gh8D8JocVK6V+BDyktS7v7hi9YJomgwYN6rbz1dejSNc6DY7jsP2R32MtW0rW6JMpOus6r0M6LKT7fRdCCCFE7+JVD8mpwP8BFUqpBcBIpdR5Sqns+gO01q8B9wF3ehSj8JBj2+ybP4eaZUsxMzLpf/W/eB2SEEIIIYRIAU96SLTWryml8oBTgDOAXwCzgRyl1ApgEbAQ+AdQ4EWMwjtOIsHOJx8jsuRTAPpffS0BWVVLCCGEEOKw5NkcEq11XGv9idZ6OvC21rofcBLwNNAfmAF8BpR6FaPofo7jsH3mDDcZ8fvpd+U15Hx7vNdhCSGEEEKIFEmXVbZKALTWXwFfAU96G47wQmJfGTsef5TaNasxM7MYdM8UwsVHeR2WEEIIIYRIobRISLTWf/I6BuGdmq+/Yvdz/0t85w5wHPD5KLzxVklGhBBCCCF6gbRISETvZMdi7PrTk0Q+/ahhW8Yxo+j/458QGiIrQAkhhBBC9AaSkIhu5yQSVC3+mMoP3qN2zWoAcs85n35XXo0ZDHocnRBCCCGE6E5e1SHJ1FrX1D97EYPwhmPb7Pyfx/f3ivh8DLrjHjKP+ydvAxNCCCGEEJ7wqofkOaXUVcAsYJJHMYhuYsdiRL/+isjSz6jbuIHY5lLw+cg77wKyT/024aOO9jpEIYQQQgjhkW5PSJRS43FrjrwAvKiUGq+1/rC742iNUsoPfAEcD1yjtX6+0b7RwB+BsUAV8CLwa6111ItY01187x62PfSf7oT1JDMrm4E33UbmcSd4GJkQQgghhEgHXvSQDAAygdzk8wAPYmjL7TQTl1JqKPAesAS4FDgCt15KAXBVdwaYrhzHwaqowK6ppnbdGvb85TnsaBQjFCL33PPJGDGS8LcUvuxsr0MVQgghhBBpoNsTEq31HKXUbOCHwBNa6x+1drxSajUwWmsdVUpdAazTWi9NVXxKqcHAfwC34g4pa+wXQAy4TGtdnTw+BryglPptso5Kr+U4DrufeZrKhe8dsD08XFF4460E+qdj7imEEEIIIbzk1RySn2utK5RSd7bj2GnJZKQvsBoYA6QsIQEeBuYDC5vZdzEwvz4ZSXoF+BMwEbeoY69iVUeILFmMVVFOfPcuqhZ9AECgcCBmVja5Z59LzvizMQzD40iFEEIIIUQ68iQh0Vpvb/zclFJqIlCitY4Ay5VSRwGPAWVAyuabKKUuAM4HFBBqsi8TGAasarxda12nlPoGOLYj57QsC611xwLupJoad4GzDp3fcTAWvofx2cdgGBCPA2AA9tHDqZ10FRgGNcD2NWu6LmjRaZ2676JHknveO8l9753kvvdOXt53y7I63Ua61iG5F/i1UioKvAvkA3/UWr+bqhMqpcK4Sc//01pvV0oVNzkkD/fzdnkzL98H9E1VbOnITUY+wUgkDt5XuhEWvodz1rndH5gQQgghhOhR0jUhuUFrvTw5TOsc4FzgAaXUrcCbWusnU3DOX+POD3k0BW23yOfzoZTqzlM2qM+iD/X8VnWEjUs+wUnEm91vJOKYSz6h+Kqf4svK6nScomt19L6Lnkvuee8k9713kvveO3l535ctW9bpXpK0TEi01suTz2XA35KP+lWuxnb1+ZRSw4B7cFfKykrezD7J3ZlKqVz294zkNdNEPrChq+NKV5Eli8E0Wz/INIks+ZTcs6WXRAghhBBCtCwtExKl1DjgbOAjrfX79du11puATSk45ZG4c0b+1sy+J4H/1lr7lVKlNJkropQKAUfj1lXpFayKcpy6ulaPcWIxrIrmRrcJIYQQQgixX1okJEqp94FS3JWtFmqtPwI+UkqNU0rdmKIhWo0tAyY02TYQ+AvwAPBOctvrwA+VUj/XWtckt12Gm8y8luIY04YvNw8jFGo1KTGCQXy5zXUmCSGEEEIIsV9aJCTAfcD3gZ8DTymlduKuprUR6PzU/TZorcuB9xtvazSp/R9a6w+SP08HrgbmKKVmAINwCyPO1lqvTHWc6SJ7zKnseeHZ1g+ybbLHnNYd4QghhBBCiB6sjYkA3UNr/X9a61u01sfjVki/CdiFO1/kIU+Da0RrXYo7wT4Dt1bJdNyhWtd5GVd382Vlk3fhxRjBYLP7jWCIvAsvlgntQgghhBCiTenSQ9IgOZF9HjBPKTUBOIHmixSmOo6NuMv8Nt2+FDiru+NJN30vuxyAfa/NBccBwAiFwLbJu+Cihv1CCCGEEEK0Ji16SJRSRc1t11qXAKO7ORzRDoZh0O/7VzTME+lz7vn0/9FPKH74Cfp9/wqpzC6EEEIIIdolXXpIPlVK+XHnjSwEFgFrgcFAgZeBiZYlKsqxyvdhhMMMuOpajLaWAhZCCCGEEKKJdPkEOQqYDGzBnY/xBRABVgP9lFLHtvJa4ZG6DesBCA07UpIRIYQQQgjRIWnRQ6K1jgBvJB8kCxGe3eixUim1C3hJa32HN1GKpmo3fANA+MijPY5ECCGEEEL0VGmRkDSlta4gObEdQCnVFzcxGeFhWKKJumRCEjpKEhIhhBBCCNExaZmQNJVceWuO13GI/Rzbpna99JAIIYQQQojOSenAf6XUcKXU9R187XlKqR8opQKdOP/POvpa0bq6jeuxI1X4BxTg7z/A63CEEEIIIUQPlZIeEqXUPwO3A9uA2zrShtZ6gVLqCmCtUmoeMEtr/UUz57obyGymCQM4H3iiI+cXravbuAGAjBEjZYlfIYQQQgjRYV3eQ6KUWg28CdRqrW/QWtd0tC2t9WzgTuDfgCVKqWXNHPY+bvHE0iaPjUBZR88tWlf7zVoAQkOLvQ1ECCGEEEL0aKnoIRkBJOhgz0hTWus5SqkSYAJwfDP7P1dKva61ntV0n1Iq3hUxiIPVbXSX/A0Pl3UGhBBCCCFEx6VqDsm7WustXdje/7a2U2v9bAvbX+zCGESSHYsR274NDIPgEUO8DkcIIYQQQvRgqUpI/trF7c0D7C5uU3RQfPtWsG0ChUWYoZDX4QghhBBCiB4sVQnJQZPPO0NrXQ2s68o2RcfVbdkMQHCw9I4IIYQQQojOSVVC8o8UtKnbc5BS6ozk81kpiEEAsU2lAISGDPU4EiGEEEII0dOlIiGp1lqnYjJ5e1fMOin5fHIKYhBAzdcrAQgfPdzjSIQQQgghRE/X7lW2lFLHA0cBi7TWe5PbLgD+obUubXTovq4NsUH5IR4vxTFSIFG2l9jmTRihEBnqGK/DEUIIIYQQPVy7ekiUUjcA/wdMBVYqpS5K7loCNK0NUtt14R0glqJ2xSGoXuHe7sxjj8cIBDyORgghhBBC9HTtHbI1BhiitR6DW4TwUqXUOcmekkSTY9s9XEspFVBKBdt5uNQUSQM19QnJP53ocSRCCCGEEOJw0N6E5BOtdR2A1nqP1vpGYIRS6jTAaXKs1Z4GlVIKt4elRCnVrx0vaXoe0c2cRKJh/kjm8ZKQCCGEEEKIzmtvQhJVSl2plPpUKTUAQGv9BNAXaG8PRwOl1HXA57iV108HPksmKF1JEpguVv7uWzi1tQQHDyXQr7/X4QghhBBC9HqOY+O0rz8gbbVrUrvWerZSagTwn1rr3Y22v6mUOqe9J1NK5QBPAZfjTjqPAb8GvgbeUUpdq7UuOZQ30AyjybPoAnZdHWWvvAxA30u/73E0QgghhBC9i+NY2E6MeKKMeHw3ll1FpOYrKiIf4/jimPZ4oKu/3+8e7V5lS2u9BljTzPZ2FUFUSo0F/gIU4yYLa4Ef1b9eKXUxMEcp9YDW+pn2xtWMV5LPL3eiDdFE9Zef4yTiBIcMI3vMaV6HI4QQQgiREpGaVWzd9ThHFNxEduaobjmn4zhYVgUJq4KEFSEW34Zl1xJP7KYysoSEVU6rg38cP9BzFxtqd0LSGUqpe4D7kuczgOeAW5IV2AHQWq9USo0H5imlvqW1ntKRc2mttySfN3c+clGvbP4cALLHSjIihBBCiMNTpGYVpdsfxHFilG5/kGFFv+x0UuI4NnXx7dh2DY4Tx7ZrSViVxOK7iSd2EU+UURvbjGVVttGSgWEE8ftyCQYK8PmyCQWKyM0+jdKNqVrktnukNCFRShUAfwbOw01EqoCbtdYvNHe81nqHUups4Hml1MvANfWT6YV34nv3EN+2FYA+48/2NhghhBBCiBRonIwAh5yU2HaMSHQlllWN7dRiWdU4TpxIzTKidevbfL1pZhLw98M0wwT9hfj9uZhGmHBoGH2yTsIwWvvYrtv7NtNSyhKSZNHEZ4EBuMnIEtwhWq3eEa11VCn1Q+Ah3BW4JtYXYhTe2P3cnwDIPOFE/Hn5HkcjhBBCCNG1miYj9ZomJbYdoy6+nVh8B4lEGbYTw7ZrsawIldVLSVhlzbZvGhmEgkdgGAFM0+3l8PlyCAWOIBjoj9/fl1DgCAyjd06BTkVCElRKTQfuwF3Fy8FNLqZqrZvWLGmW1toBfqGUmgx8rJT6Xntep5RaDYxOJjVXAOu01ks79C4EAFZNDTUr3dojfb9/ucfRCCGEEEJ0rZaSkXqOE2PjtvsJ+AeQsMpwnJZL4wX8BWSGR2CaIXxmNqYZwDQzycs5A7+vT6reQo+XioRkBHAnbq/ITuAnWut3O9KQ1voppdRG4O+4k+DbMi2ZjPQFVuMWdJSEpBNq16wG28bXJ5dw8VFehyOEEEII0WUiNSso3T691STDZRNP7AQgGBhIwN+PUGAQphlOzuvIwefLpk/WGEwzlPrADzOpGrJlAG/jJiO72zq4NVrrd5RSFwFvNLdfKTURKNFaR4DlSqmjgMeAMuDDzpxbQOTzxQD0OftcjyMRQgghhOicWHwP+ypLiMV34jh1VFZ/zqGUrvP7+jFi2MOpC7CXSkVCEgN+rbX+Q1c1qLVepZQ6FXi1md33Ar9WSkWBd4F84I8d7ZUR+9m1tUSWfApAzrfHexyNEEIIIUTr4ol9WFYEx0ngkCAW30ldbBu1sU0kEuXJyeV2h9o2jCCDC2/u2oAFkJqEpI/WuvlBeJ2gtd4JfLuZXTdorZcnh2mdA5wLPKCUuhV4U2v9ZFfH0ltUf/k5Tl0d4eGK4MAir8MRQgghhGjgOA4Jq5ya6D8oq1xAtK4U265u41UGOZkn0Sd7LKYZxjQzAINN23/f4hwScJORrlgCWDSvyxOSVCQjbZxvefK5DPhb8oFSaigwtjtjOdxUL3drXmafcqrHkQghhBDicGTZUeLxXdhOoqFGh+3U4jg2jpMAbBzHwrKricd3YTm1WFYVlhWhLr6jmQTEJBgYiGkEMQwfphkmI/QtQsGBBANFhIKDmp1cPqzoly1ObJdkJPW6pTCiF7TWm4BNXsfRk0W/XgW4y/0KIYQQQrSH7SRw7BgOFjgWDrabYJAgkdiHZVVRF99JtHYtVTVftmNCect8ZhbBQCE5WSeRl3MWfl8uphk85HayM0c1m5RIMtI9DtuERHROoqIcq7ICI5xBQIZrCSGEED1epGYVW3c9zhEFN3X4A7bjOFhWBbHEbuKJfSQSe4nFd2E7dUTrNhKL78C2oxzKRPGAvz8+Xx9Mw49hBPGZmRiGD/BhGMkHPoLBgfjMHHy+LPxmDn5/XwL+fl1Wu6NpUiLJSPeRhEQ0q279NwCEi4/stUV6hBBCiMNF41obh1J9vF48UUZl5DMqq5dQHV3VxtEGppmBgQ8MHwYmhmECPnxmJoFAPwK+voSCg8gIjyAzfHSn3ltXqk9KOpu4iUMjCYloVu03btmX0FHf8jgSIYQQQnRG08J/7UlKEolyKqs/p6Z2LbH4LmpqV1Pf6+H2VhQR9Bfi82UTCg7CZ2bh8+WQFR6Jz5ed7OHombIzR6GKH/M6jF5FEhLRrNoNyR4SSUiEEEKIHqulKuRNkxLbrqOq+guqar6ksnppM5PFDbIyRpGTeRK5OacT8PftvjchDnueJiRKqZ8AC7XWG1vYXwycqbV+rjvj6u0cx6Fu4wYAQkdKdXYhhBCiJ2opGannODE2bnuAjNDRxBO7SFjlDfsMfGSEh5OTdTLh4BDCoaGShIiU8bqH5BngGmBjC/tPTR4jCUk3SuzZjV0dwczJwd+3n9fhCCGEEOIQOETYufev7N43F7DaONoiWrcGgGBgEPl9ziIn8yRCwcEyh1R0G68Tkrb+pmfQ9m+S6GINw7WOPFr+MRJCCCF6gHiijKrqL0iYb+MYm9m979Be7/flMXzoDPl/X3ii2xOSZMHC4kabRiqlzmzm0HzgZ0Bpd8Ql9msYrlUsw7WEEEKIdGPZNcQT+6it20B1dDU1tZq62GZ3pwE4AYLBAmLx7YDdZnuGEWRw4b9JMiI840UPyb8A/4G7VIMDTEk+mjKS+2/uvtAEQGzbVgCCg4d4HIkQQgjRO8Xie4jFt1Ed1cTiO6iLbSZhVWDbddhO7UHHG0aQrIxRRCODMZzjGTHshDbnkNS/TmptCK95kZDMxZ0zYgB/Ap4CPmlyjANUA0tbmvAuUie+bQsAwSMGexyJEEII0TvE4ruojCympu4bapMFBlvmw+/LJRQsIjvjeDLCw8kMD8c0g2itG45qqfp4PUlGRLro9oREa70cWA6glBoGzNFar+zuOETz7FiM+O5dYJoEC6VCuxBCCNFVaqKaishiElYFlh3BtmM4Toy4tY9EoqzJ0T4yw98iGCgkK+NYgoEigoECTCOEaYbaXeejpaREkhGRTjyd1K61/n9KqYBS6jrgXKAAuEdr/aVSKh+YCLyntd7iZZy9iVVVCY6DPz8fw+/1mgdCCCFE6yI1qzytqm1ZEWpjm7GdGLZVQyS6kqrqL7CdOnAcHBzABsfGaWWdHgM/fbLHkp15AuHQkYQCAzHNUJfE2DQpkWREpBuv65DkAQuAk3CHaGXiTmYHqADuB54HfuVJgL2QXe0WQjIzszyORAghhGhd4zkSbVUe7wjbrnUfTgLLjrCv8j3iiTIcJ4HjxEkk9lEX3059BfO2meTljCMrYxR+Xy6GEcQ0Avh82fj9efjMzC6Lvan6pMTL5E2Ilnj9Ffj9wLHAxcBnwK76HVprWyk1B7gASUi6jV0jCYkQXn/j2pPJtes4uXaHpumE7a5IShKJCiLRr7DsaqprVlFZ/RltJxsG4WAxPl8OphkkHBxKn6xTCAaKwDAwMAAz+bPZ7qFWqZCdOQpV/Jhn5xeiJV4nJN8DHtNav6mUaq4C3zrcwomim1jSQyJ6uVR/43o4k2vXcXLtDk1Lq0c1vX62E8e2a7GsKmpjm3AcC8exABvHsZPPFgmrnJradURr17hDrRrxmTkYZgDTCBAMDCQ3exx+Xw6G4cc0QoRDw7psaJUQvZXXCUk/YE0r+x0g3E2xCPb3kPiyJCERvU8qvnHtLeTadZxcu/ZxHAeHBFWRL9myayaOE2/huBgbt/0nAX8/4ok9h3yezLAiFBxCwN+PvJxxBAMFnQ1dCNEGrxOSLcCIVvafjttLklJKqX/GHRZ2LJAL7ADeBaY1nlCvlBoN/BEYC1QBLwK/1lpHUx1jd5EhW6K3au83ruJgcu06rjdeO8exiCfKsOxq4vFdJKwKYvFd1MW2YdlVOI6Ngw2OhYOV7MGoxLZraP9cDSeZjJj4zAwMM0Q4MBifLwvwYRgmJIdPucOoAmRmjCQjVCwJiBAe8DoheRm4RSn1PLA1uc0BUEpdCVwB/H/dEEdf3DksjwJ7geHAvcB5SqljtdY1yQrz7wFLgEuBI4AZuCuDXdUNMXaL/UO2UjexToh001bxsMP1w6HjtPbhrn0f/KqjqyjdPr0d1+5usjKObT2eju5t9X10/Iyt7e9wrI32VUf/weYdj7R57YYU3k5WxjHtbnf/Fve7soQV6XSsB8cWJxbfA1iNhj4ln3GSK0rZ2HaUutg2qqNfYzt1OE6ceGJvi70bXS3gz0cV/1e3nEsI0XFeJyT/CZwDLMZNCBxgmlLqYeA43IKJM1IdhNb6L8BfGm36QCm1CXgbmAC8AfwCiAGXaa2rAZRSMeAFpdRvtdZfpTrO7lC/ypYM2RK9RXsqGUP9MJD78PvyMQw/4CS/xXWX9Kz/MGbZB1dQbtRKB/e1GlnbhyTn0H6V8v7m5rnX7gFvTt7DOU6MTTumd+zFyfu+ekPXxdNVTDOTgL8vAX8//L5cgoFCAv5+BAOFGIYfAxMMH0ayN8M0w/h9eVRHV7fr9xXcOhtHFNzcDe9GCNFZXtchqVFKnQn8HLgSqAXG4A7Tmgr8QWvd9r86qbE3+ZxIPl8MzK9PRpJewa02PxE4PBKS+iFbWdkeRyJEath2LZHoKmqiq6mLbaOqZjn7f83blrD2pS64tGO0sb8jSZTZarutn7GVvUZbsXbsjCmJFQPbOfSRvqaZ0Wa7jdmWW/PC9Pk6FWtLAv58TDMLw3BXkXKTiAOfDSNIwJ9PVsYxBPz93WTDCBLw90u+7tC0VXm8IWqpsyFEj+J1DwnJhOOh5MNTSikf7jUZjtszsxIoUUplAsOAVY2P11rXKaW+wZ17cliw6ie1y5At0cPZdh3V0a+pi20hWreBeGIvllVFPLH3oFV02sswAgwaMJmsjBGQXMrTHYtuJD+EGZhGOLmtxVY6uK/VyFrdu2aNu3aIUqqD7Tevvb1LIB8Qm+qOa6e1BkAN79r77rW2khL5uyZEz+NZQpL8kF8F/IfW+j+9iqOJVUD9v9xLgPO11jGlVH/c//HLm3nNPtw5KB1iWVbDfxrdraamBuCA85t792IAW/aWgUdxidRq7r4fLhy2Yxkf4xibwGju17X+wIEYziBMBoPTD4c6bPOvYLQyrt0JYFpXsWt7Ac3/U5C+UnfP/Zj8GMt8oR3X7sds3ewHDr+/dx2T+mt3OP+ut3j95O/aYX7fRUu8vO9Wsje2MzxLSJLDtfYAZV7F0IwfADm4ScmvgHeUUmd4G1I3q00OIwjLasuiZ3DYjm0sxTG24rADDDu5wwQKMJ2hQH8MpwCDLCAE9EkWK9vPsK9q+cOhE8BnX4XJkSl+Nz2PyZEg165D5Np1zkHXT66XED2W10O2XsUtjvjfHscBgNa6fkjWp0qp94CNwGT2x5fXzMvygQ5PGfT5fF0+jKK9GrrzG51/QyKBBRx97Cj8fZurVSl6uuZmGK6KAAAgAElEQVTue09jOwn2lr/BnvI3sKzKA/b1yT6NAXmXEg4NSU4+by9FpGbIQcNADCPIsEE9e/hH6u/54XvtUi911+5w+F1vm3v9pML9fr3jvoumvLzvy5Yt63QvidcJyX/hrlL1BvAYsB44aKaf1npTdwemtd6slNoNfCvZm1NKk7kiSqkQcDTwQnfHlyr7J7XLKlsiPUVr17Nl139TF3NLBJlmJtkZo8jvM4FwqJiAv8MjKA8amy5j0dtPrl3HybXrnOzMUajix7wOQwjRCV4nJMuTz8cBF7RynK8bYjmAUmoEUAh8k9z0OvBDpdTPtdY1yW2X4Y7/eK2740sFJx7HicXA58MIhrwOR4gDRGpWsnvfXKqjbkdmwN+fQQOuJzvzxA6t1tOS+g+H8o3roZNr13Fy7YQQvZnXCclv6Pji+11GKfUqsBRYAUSAUcDdwGbgf5OHTQeuBuYopWYAg3BX4pqttV7Z7UGnQH1RRF9mVpd+wBOiM2rrNrOr7K9UVn8GuCtd5WaPo2jAtfjM1Mx1km9cO06uXcfJtRNC9FZe1yGZ5uX5G/kUtyr8L3CvySbgb8CDWusyAK11qVLqXOAPwHzcFcJewJ38flhoGK4lS/6KNBGp+YrNOx7Gst1K0/3zLqF//iX4fVInRwghhDhceN1Dkha01g8CD7bjuKXAWamPyBt2coUtSUiE1yw7SnnVh2zfPQuwyAyPoGjAdWSEir0OTQghhBBdzNOERCn1kzYOcXCrt28GvvCwanuvYEeTCUk4w+NIRG9k2zGqo/+gsnox5VWLGlYcys3+NkcUTMZM0fAsIYQQQnjL6x6SZ9k/h6TppIXG2x2gXCl1n9b64W6KrddpSEgypIdEdA/bSVAZ+ZSyineoqV1L4yllmeFjyO8zgbycM9qofC6EEEKInszrhOQEYBZQCcwE1ia3K+AWIBv4N9wJ5D8HZiilyrXWz3Z/qIc/O+ouHmZmSA+JSK262A72VZawr/I9LLuqYXs4dCTZGceRlzOecGiohxEKIYQQort4nZD8G1AOnKe1brza1kql1BxgAXCN1voWpdQ8YHHyNc92e6S9QMMcEukhESmQsCLURL9mT/nr1NSuadju9/elX+4/k5dzBgG/FOMUQgghehuvE5LvA9OaJCMAaK3tZFJyL3CL1tpSSr0M/Ed3B9lb2DXSQyK6XrR2PdW1q9lV9ldsu77uqUFu9mnk5ZxJVsYoTDPoaYxCCCGE8I7XCUkGMLCV/UVA46/rK4DO1aYXLdo/h0QSEtF5jmOzq+xldu+b27AtHBxGTtYp9M/7Lj6f9MQJIYQQwvuE5EPgdqXUAq31B413KKXOBm4DFjbafDzuiluii1nVEWrXrwOgblMpVnUEX5bUehAdk7AibNo+nZpaDUBWxvH07TOBPtmnS9FNIYQQQhzA64TkNtyk5D2l1Ffsn9Q+HDgO2I07mR2lVBgYA8z2IM7Dl+Owd85syt96HcdyO5+qP19M9dLPyLvwYvpedrl8gBTtZtsxamOb2bbrSWpjm/D7chnY/2rycsZ7HZoQQggh0pTXldrXKqWOB/4duAj4bnLXRuBh3Erpu5LH1gKnehHn4cxY+B7ln3+KE483bHMSCQDK//4GAP2+f4UnsYmepSaq2bDtARynDoBgoIgjj5gqE9WFEEII0Sqve0jQWu8G7ko+RHeKRjE++7ghAWnKicUof+t18v75YnxZWd0cnOgpIjUrKa9aRHnVh4ANQJ+sMQwacD1+f563wQkhhBAi7XmekAjvGHoVtDUcyzSJLPmU3LPP7Z6gRI9gOwmqa1ayq2wO0bq1Ddv7ZJ/G4IKfSVV1IYQQQrSb5wmJUioAXAOcCxQA92itv1RK5QMTgfe01lu8jPGwFYlAo6FazXFiMayK8m4KSHgpUrOKrbse54iCm8jOHHXQfsdxqIx8yp7yN/n/2Tvz+Cbq9I+/k7Rp2qYXpUALtNxDuUREBFQUREFFF/B2Ba8VV1hlvVB+qyLiwaHiIororhfgjccqeC4qiCB4oCvKlBvKVUrPtGlzze+PJEOnSaEgbXo879drTPKd7yTPfJPifOa5Kiq3oekF70wk2QeRmnwhcbbO9Wu0IAiCIAiNnogKEkVRkvE3P+wHlOEv8ZsS2F0MPAIsBqZGxMCmjt0O0dFHFCUmqxVLkoTdNHUc5RvZuW8WmuZi575ZZKXfYxAl/hK+SzlYuFQfs0a3ISXhbFKShhFlSYyE2YIgCIIgNAHMEf78R4AewCigI6DHD6mq6gPeBUZGxrSmj6b0BC2kJ6URnw/7qQPrxyAhIlQVI4AuShzlGwGodO1h1/65uhhpmXwR2Z1eolvWU6S1GC1iRBAEQRCEP0SkQ7ZGA/NVVV2uKEq4Ujxb8IdzCXVBbCzagMGYv1+L5nKF7DZZY0geeYEktDdhqouRIJrmYsfeR4iyJOPxFgBgIop2bW4lyS7F7gRBEARBOHFEWpCkAjlH2K8Bkh1bh2hDhpHcMpWi5R/q1bZMMTHg85E88gJajLk8whYKdUVNYuQwvoAYiSI+Npu0lNFhc0sEQRAEQTiMpml4PB4qKyupqKigsrJS3+rqdVlZGUOHDuXpp5+O9OkfF5EWJLlAtyPsH4TfSyLUFSYTqWOvIK5Hb/bMfAhLYhItxl6O/dSB4hlpwvjYzs59rx1BjBzGZDKLGBEEQRAaBZqm4Xa7qaioqNUWvKg/lq02AkE7Wkh8HbBx40ZuueUWevToUe+f/UeJtCB5C5ikKMpiYE9gTANQFOVK4Arg/gjZ1qwI/uFEp2dIid8miv879qFRhtf8DtRCjPiPc7EnbwFKh/l1a6AgCILQ6NE07bgu8o9XHIQ7LhJioCHQoUMHOndunNUuIy1IHgaGAd8B6/CLkQcVRXkK6AWsAZ6InHnNB195OQCWuLgIWyL8ETTNh9dXRnlFDmXlv+Jy5+F0bcfrLUXTPIAGlmN7T5PJSttWt9SJvYIgCELdEPQUOJ1Ow1ZRUREyVpt91ffXJA5cYXJSmyMWi4WYmBhsNhsxMTH6VvW11WrFarUSFRVFVFQU0dHRWCwWfcvMzCQ2NpaYmBhyc3MpKyvDZDLpgkvTNDRNo3PnzmRnZ9O1a1diYmIifObHR0QFiaqq5YqiDAH+DlwJVACn4g/Tug94UlVV+WXXA77yMgDMsc1LkPh8LlyevEC1seBW9b9a8IX+uuoM/VGr4VgOH3v4jo1xn9dXhs9XgYYv8D4+/6doPv8YGmgaGj40zYvHW4jbnY/HW4zX50TTPIHNjdfnqPa51TGBFg0kY7MlUlm5Aw1PzbNN1pASwIIgCMKxcyLFwZH2ORwOXC4XFRUV+Hy+SJ92RIiKisJmsx11C168BwWBxWLBbDbrj507dyY1NRWbzcbu3bvZuXMnmqbh8/nQNA2v14vX6yUlJYV7771XFxrjxo2jqKjIEMJVUVGBw+HgtttuY+LEiQC8/vrrXH311TWeR1FREUlJSQAMGzaML7/8Muy8yy+/nDFjxpzgVaxfIu0hISA4Zgc2IUIEPSTmJpQ3UlOjP5c7j7yCpTgrNlPp3g80rX+wzaZYYqwZ2GKyiI/tQWxMR6KjWmIyRWMymVFVFYAu7ZUjJraLGBEEoakTDC8qLy+nvLwcp9OpPz/aVpu5VYWD1+s9ukFNhKregOoCICYmhri4OH3M5XIZvAJmsxmTyYTZbCYzM5OOHTtis9k4dOgQ33//vS4IfD6fLgg8Hg/z5s2jZcuWxMTEcPvtt7N69WpDKFdQIFx44YW8/vrrAGzbtu2IIU6ffvop5513HgBTp05l4cKFYedlZWXxz3/+U3/99ddfU1BQEHZuYWGh/jzo/ahpqyoozzrrLP38qm8nnXRS7b+cBkrEBImiKHFAKTBNVdWHI2WH4Mcb9JDENQ1BEq7Rn8lkJr/oI0rLfjDMjY5qhdlsDbwy6Y8m/bWpyi5TtX1UOc5UZWqV46o9mkwmw7EmU3Sgl4cZk8kcONoEJrN/LPDc/55moqKSsUa1xGJJIspix2SK8m9EYbHEYzLV/s/aHteTrPR7QkSJiBFBECJJMNzojwqC2sxryvkGFouF2NjYsJvNZiM2Nlb3CAS9BFFRUbooaNGiBT169CA2NhZN01ixYoXuGQgKArfbjcfj4c4772TAgAFYrVYWLFjAggULdEGWn5+ve3bat2/Pzp07dRvT0tLIz88Pa/9DDz3EDTfcAMD777/PbbfdVuO5Lly4kLhA2PnWrVv58ccfw85zOBz689jYWFq3bh0SThV8DHonAAYNGsTEiRPDzk1JSTF8xptvvonJZDKIsnBzR48eTUVFRY3nVJVp06YdcX/wZmNjJWKCJBCulQ+El5BCvRIM2WoKOSThGv3t2Pso4L87ZcJCQvwppCafjzW6DdFRKUd4t6ZPdVEiYkQQhNqgaRrl5eWUlZUd1+ZwOMKOB4VCU/MomM3msMIgmEdgtVqJjo42CAOr1Uq3bt30uRs2bMDlcum5A0Fh4PP5GDp0KBdffDF79uxh06ZNvPDCC1RWVhpCvIqLi3E6nezYsYP09HQARo0axQcffBDW5gsvvJC5c+cCsG/fPsaPH1/j+d1www3YbP5ODYcOHWLjxo1h53k8xjDh7OxsioqKQi7ybTYbiqLo8xRF4d577w0RDcG5CQkJ+twnnniC6dOnh8wJPg+Snp7O/v37j/S16Vx88cVcfPHFtZo7fPjwWs0TDhPpkK338DdHfDbCdjR79JCtRu4hqTkEyf8/toS4fqSn3YA1umX9G9eACYqScCFugiA0Xnw+X40X/kcTBkfbmop3wWq1EhcXp29Bz0Ew6TglJQW73U5cXBxlZWW4XC5MJpO+gV+cZWRkcPHFFxMXF4fX6+Whhx7C5XLhcrn00KGgx2bhwoWcf/75AMyYMYMHHnggrG0tW7bUw4vAHxq0a9eusHO7d+9OVlaWXmVq7dq1NZ5z1bvyGRkZelhUVc+JzWbj1FNP1eclJSVx9913h8wJPvbv31+fO2HCBMaMGRMyx2azYbEYK6usXLmyRjurkp2dzWOPPVarud27d6/VPKHhEGlB8gywRFGUZcB8YBvgrD5JVdXwf33CCcPXBEK2jt7oDxzOX3G5D4ggCYM9rqeU9hWECKJpmp74WlpaisPhqPF5bfaXlpZSHrjZ1BiJjo7WRUJsbKwuFsJ5E4IhRyeffLJ+zOrVq3E4HIbkY7fbjdvtZtSoUdx0003Exsaydu1arrrqKsrLyyksLMTpNF6GbN26lU6dOgFw2WWX8c4774S1d9iwYcyZMweA4uJili1bVuO5FRUV6c8TEhJISkoKOc/Y2NiQUKDrrruOkpKSsILg5JNP1uf17t2bb775Juy8oNgK8vzzz9fq+4iLi2P27Nql+7Zp04Y2bdrUaq4gQOQFyc+Bx17AyCPMO8ZCpcKx4tU9JI0zZKs2YgQw5JSIF0AQhD+C1+ultLSUkpKSPywegmONLUzJZrMRHx9PfHw8cXFxxMfHk5CQQHygQIqmaSF5CeC/83/uuecSHx9PVFQUTzzxBG63W/coBBPBy8rKmDdvnl5B6PHHH+fuu+8Oa0tcXBxvv/22/vrJJ5+sMa6+T58+eoiPpmnk5uYa9sfExOjioGqIUb9+/SgrK9P3VX3s2rWrPs9ut/P666+HzAk+pqWl6XP//ve/8/e//71W6z19+vRazUtKSjKEOwlCQyfSguQhjlyjVKgnfGXBHJLG6SHZk7egVl3HQRr9CUJzJuiFKCkpCdmC4qK2+xqL9yEoFKqGJNlsNlJTU3UxUVBQgNfr1cOQgqFYPp+PPn36MGrUKOLj48nNzWXatGl6bkIwh2Tfvn243W5+/fVXevb03+wZP348ixYtCmvTwIEDefZZf7S22+3mnHNqbshbtVpRSkoKrVq1CjmnuLg47Ha74bhJkyZRXFxsEALB5126dNHnnXrqqezcudPgnageVhRk6tSpTJ069ahrbrFYuPLKK486TxAEP5HuQ/JgJD9fOIwestVIy/62bXVLrTwkII3+BKExomkapaWlFBcXU1xcfFQRcSRx0ZC9EDExMdjtdl0oBD0QaWlp2O127HY7ubm5Bm9DsAyqx+PhT3/6E0OHDsVut/PKK6+wcOFC3G43DoeDQ4cO6WVEzWYzHo9Hf4+TTz6ZDRs2hLUpPT2dQYMGAX7x8P3334edZzabDeFOiqIwcOBAg3gIPlYVBNHR0bz66qu6sKjucWnZ8nCI7Y033siNN95Yq7W89dZbazXPZrORmZlZq7mCINQNkfaQCA0EbyNParfH9SSzzR3s3DfziPOkgpQgRIbKykqKi4spKioK+3ikfUVFRZSUlDS4Jm8mk4mEhARdQMTGxmK320lNTcVut2O1Wjlw4IDB6xDMZ/B4PEycOJEePXpgt9t55plneOONN/QQrkOHDumfc9JJJ7Fq1SrALz6io6NrFFXnn38+3bp1019XLa8K/gTuoLCprKzUKw6NGDGC7OxsXQxUFQR9+vTRj1cUhVWrVoUIjPj4eKxWqy5wAP7xj3/wj3/8o1ZrOW7cuFrNEwShaSKCREDzetEqnGAyYa5SDq+xUVG5I/DMRLhIQBEjgnB8aJqG0+mkoKCAwsJCCgsLjyogqouN2tbarw9iYmJISEggMTGRpKQkEhISiImJwePxGPIdAL2k6t///ndatGhBYmIiDz30EN9//z1lZWWUlpayb98+PcTpmmuu0cOUfv/9d3r06FGjHQ888IC+3+PxGKonmc1mXThUzTcwmUxcc801hv3x8fH686AnA+Ccc85h+fLl9O7dW58XHR0d1paZM498MyeI3W7njDPOqNVcQRCE2iKCRMDnPJzQbgr8T7ixUVz6LQcK3gCgdYsryCt8Vxr9CUI1KisrKSwsNAiLqs+PtM/lql2OVl0SFxdHcnKy7o0I9hUIVlkymUzEx8czcuRIEhMTSUxM5PHHH6ekpEQvuRoUEfn5+UyZMkVPkH7zzTePGPO/ZMkSUlNTAX+Phc2bN4fYFvSWBElLS+Pqq68mISFB36qKh6qlSe+55x5uvfVWfV9MTIzB21CVl19+uVbrlZSURFJSEu3atavVfEEQhEghgkRo9CV/i0vXsPvA0wCkJl1AWovRxNq6SqM/oUkSzKXIz8/n0KFDHDp0SBcONYmJgwcPRtxLYTabSU5ONoQ3JSUlkZWVRXJyMjExMfz444+G7s/BxOmysjKef/55zj33XADuu+8+HnnkkbCfk5GRwXvvvae//stf/hK28ZnZbKayslJ/nZmZyfDhw0lMTDQIiODrqs3U5s+fj8fj0efY7fawSdAtW7ZkyZIltVqfVq1a1WqeIAhCU0QEiaDnjzTGLu2l5T+z+8A/AWiZ8idat/Df4ZRGf0JjwOfzUVhYyKFDhwwC40jPCwoKcLvd9W6r1WqlRYsWpKSkkJCQgMlk0vtABHMkgrkRf/vb38jKyiIpKYmHH36Yjz/+mJKSEgoKCgwVk0aMGMFLL70EQH5+viE0qTqFhYX68/T0dDp37kxSUpIedhXcql/Yv/baa5jNZoO4SEhIIDY21uCBGDRoEJ9//nmt1qJqeVdBEAThjyOCRNBL/jZGD0l+4UcAJNkH0brFlYYLDGn0J9QnmqZRUlLCwYMHycvLIy8vj4MHDx5RYBQUFNRrp2uz2awLimBFo27dupGSkkJKSgo//fQTJSUleDweg3eipKSECRMmMGvWLABWrFhxxDKtL7zwAtnZ2YC//GmwCVxcXJxBRFTtk5CUlMT06dNDBEZwftu2bfW5kyZNYtKkSbU656FDhx7zOgmCIAj1S70KEkVRxh/PcaqqvnqibREO01hDtsqcKmXO/2EyRZOedn2N8daCcLyUlZUZxEX159XH6ivPItjBOSgsbDab7qnQNI0zzjiD/v37k5KSwrfffsvcuXNxOBxUVlbqYgggKiqKdevW6X87ffv25eeffw77mVU9G+np6QwZMkQXMsnJyfpjcnKyoUPzU089xVNPPUViYmKNCdXgL/36wAMPnIjlEQRBEBoZ9e0heTnMWPD2YPWryaq3DUWQ1CGNsUu7pvnIK/B35G2RdB5RlsQIWyQ0Bnw+HwUFBezfv9+w1SQ4qvZUqCsSExNp2bIlLVu2xGKx4PP59ARtn8+n51Kkp6fz4osvkpqaitVqJTo6mr1794Z9z8svv5yxY8cCsGvXLoMAqS4iXC4XMTExgD+xurS01LA/+DwpKUl//+zsbL7++utanV8wEVwQBEEQaqK+BUnHaq8TgVeAMmAeoAbGuwO3AbHAtfVmXTMl6CFpLF3aNc3D9j2PUF7xOyZTNGnJF0XaJCHClJeX6+Ji3759IYIjOH7gwAE8Hk+d2RH0XKSmppKZmUlaWhqxsbFs2LABj8ejV3pyOBx6kvmHH37IkCFDALjjjjuYO3du2PcuLS01hC316tULk8lEixYtSE1NNTyefvrp+ryxY8fSoUMHEhMT6du37xE9iVddddUJWglBEARBqD31KkhUVTV0aFIUZSFQAgxTVbVqx6tfFEVZCqwA/gb8tf6sbH4cziFpHB6SYsd3lFf8DkDbVn8lKio5whYJdYXD4WDPnj3s2bOH3Nxc9u7dy759+0JER2lpaZ18vtVqJSUlRa8M1bt3b9q0aUOrVq1YvXo1W7ZsweFwUFJSQlFREU6nE6fTyYABA/RKT7m5ubRv377G93c4HPrrwYMHU1JSElZkVE/4rim0qjoJCQl6CJWENQqCIAgNkUgntY8FplcTIwCoqupVFOVtYBoiSOoUXyAspbEIEkf5BgDatBxPcsLpR5ktNES8Xi95eXm62KhpKykpOeGfbbfb9fyL2NhYOnTowCmnnEJaWhr5+fk8/fTTFBYW4nQ6cblcHDhwgAMHDgDw/vvv07Gj39F7xRVX8Ntvv+nvazKZSE1NJS0tjYyMDH28VatWPPXUU6SlpemhWS1btiQ1NZW4uDiDSLj00ku59NJLT/g5C4IgCEJDJtKCJBZIP8L+DKDxtg5vJPgqAoLEFhthS46OpnlwlG8EID42O8LWCOHw+XwcOHCAXbt2Gbbc3FxdaOzbtw+v13vCPjM6OpqUlBQSExOJjY0lJiaGCy64gPT0dNq0acOMGTPYuHEjlZWVOBwOg1di4MCBTJ06FYB169bpz61WK2lpafoWzPEIMnXqVCZNmqTva9GiRdheFFarlcmTJ5+wcxUEQRCEpkakBclXwG2KovxXVdUVVXcoinIO/jySryJgV7NC95DENnwPSV7BO3i8BVijW2OzZkXanGZJeXl5iNgIbjt37mT37t0nrE9GdHQ0qamputDo2bMn/fr1Iz09nf/973889dRTVFRU4Ha79YT0IN98842erP34449TWVlJXFwcrVu3pk2bNrRu3ZrWrVvr+RsAffr0YfPmzbRq1UrvtVETffv2PSHnKAiCIAjNnUgLksnAKuBzRVF+43BSezegJ3AgMEeoQ3zOQJWt2IbtISkt28DBwg8AE21b3YzJZI60SU0Sp9PJjh072LZtG9u3b9cfg6IjPz//hHxOYmKiXiZ2wIABtG3blrZt2/LYY4+Rl5dHWVkZbrdbzxMBf5jUnXfeCfjDpyoqKoiPj9fFRVWh4fF4dEGydOlS4uPjsdvtR7TJZrPRpUuXE3J+giAIgiDUjogKElVVtyqK0hu4FxgFXBjYtQN4EpitqurBCJnXbPBVVABgtjXc6DiXO4/dB+YBGq1aXEZ8bI9Im9Ro8fl8HDx4kIMHD7Jt2zZ9C4qPmkrJHguJiYlkZmbSuXNnMjMzycvLY926dRQUFFBcXAxASUkJJSUllJeX88ILL+jHPvbYY5SVlWGz2Wjbti0ZGRn6NmDAAH3eyJEjKSkpISEh4aj2tG7d+g+fkyAIgiAIdUOkPSSoqnoIuDuwCRGgoYdslTl/J/fAAny+chLiTyEtZWykTTpmviwo5vUDBVzVugVDWyQd/YA/iM/nIzc3l5ycHDZv3kxOTg45OTm6+PgjDfyioqJo37497dq1070lFRUVlJSU6J3HS0pKuPvuuxk/3t8L9ZlnnuHNN9/Uj68qNNq2bYumaXp41IoVK/S+FyaTSV+7i6qtnc1mw9aARXRDILh2QzUT/Sz11xG+KVDff7NNCVm740fW7viRtWvcRFyQCJFHT2pvgCFbXl8Fu/fPw+MtxGbNpG2rWxpV6dIKn4/ncg/wU2k5lZrGy/vy+dlRzl/btcZm/mMhZ5qmcfDgwRDRkZOTw5YtW6gIeL6OFbPZTMuWLUlMTMRqteLxeCgrKyM/P5+uXbuyYcMGLBYLmqYRGxtLZWWlfqzJZCIjI4P27dsTH3+4r82YMWPo378/7du3p3Xr1mGTv4N06NABCKzd7v11snZNneq/u+WY2KLB3T6frN1RqMu/2aaOrN3xI2t3/MjaNQ0iLkgURYkGxgHnAK2AKaqq/qQoSgpwEbBCVdXcSNrY1NFzSBpYlS1N08jd/zQebyEx1nZ0avcwZrM10mbVmt0VlczauY9ijxe35r87Xalp/FBazl2bd3FPVjrtbTFHfR+fz8eOHTv47bff+O2339i4cSO///47OTk5evjTsRIXF0dqaio2mw1N07j88ssZNmwYnTp1YsGCBcyZM8eQIB6kvLxcFxMmk4l//vOfJCYm0r59e9q3b09GRgbR0dEhxwW9IbXlRK1dcyTc2rkxoWrI2h0F+d0dP7J2x4+s3fEja9d0iKggURQlGfgC6Ie/W3sckBLYXQw8AiwGpkbEwOaAz4dWWQkmE6aYhvNHW+n1oOZ/wh7HQQ76TkWLHcO6vBPfk6Iu+fhQEZ4wUTJuTSPf7eH/tu5mZOrhpo4+r5e8nTvYk5PDnhxVf9y7eTOugBfrWIhLTKKdotC6UydS0zP4/OUXKSsqAvzCory8XJ+b36oN+3uexH6gsls2p4w4n7TMTFq2b09aZs9NV6IAACAASURBVBZp7dvTsn0mcQkJLNl/OKnd/qdL8AE7AxuHjk8gVedY1044TE1r58Eka3cUmtrvrsDr9yZ/v//EFKI4Ek1t7eqTE7129fm9Rxr53R2m0Guit1lDibQhx0mkPSSPAD3wJ7SvA/Rbsqqq+hRFeRcYiQiSusPlD7cxxdgwRci1We718lVhKYUeDx5No6DyED+XeanQugPd/ZMKfUBRROyrCyqLCjmgbuJxdRNF6u8U5WyiZNtWfMeY22GJsRGdmIglxorm9eF2OHCX+oVbdJt0Tn5xCeD3NlUufA5zVDTx7dpjb9+e+LbtiW/blvi27djXqy8f5gfWd+CZdBl4JgBuYG9go9ILlQ3jO3BrHLZXOCZk7Y6fxrd2gX/TG4DNjW/tGg7HvnYN53uPNM3rd2fmkKZxVqTNOE4iLUhGA/NVVV2uKEpqmP1b8Idz1SmKolwK/Bk4BWiJv8rXK8BcVVVdVeZ1BP4JDANcwH+AO1RVLahrG+uMQPx/JPJHSjxeFu3PZ3VRKT7DniggingcpEZHkx7bgnYxVmIaWSzoN0Wl7Ch34ti1kyJ1E0U5AfGx6XeceQeO6b1i7QnEJyVhNps540+jOXnYObTr2pWPXniepfOeMsyNslpp06EDHXpkc3Xrw39WI9euIzmtFQWFhQCkpaX98ZOsI74pKmVXZc3iLCvGyunJR6+u1RyRtTt+mtraHTzoL1JZH3/rTW3t6pMTvXb1+b1HGvndHSb/4EGyzY23eEmkBUkqkHOE/Rr106n9LvwiZAqwHxgETMMfSnYFgKIoCcCXQH5gLB6YBfxHUZQzVVVtnL+CwB35+iz5+6ujnMX7D7Gj4nAydJqlnJ5Rm4n25hKFl/ZxrTkjfSTW6HA6tWHi8/nYsmUL69evZ/369Xy+Zi3q/37B66x9uFV6ejqKorBlyxZKS0v1HBGnoxSnoxSAEb17MmHMxQBkjb6YrCgzXbt2pUuXLnTt2pV27dqFTxpP80dDqiV+/aykpYTOaSDYzGYW78/HpYX+WVlNJs5pkcR5qVJFJRyydsdPU1s7tcAfdFAff+tNbe3qkxO9dvX5vUca+d0dJvi9N1YiLUhy8TdBrIlB+L0kdc1F1fqdfKUoigY8pijK3aqq7gImAOnA6aqq7gFQFCUXWI2/f8pH9WDniccdECQxJ16QeH0VlDt/p9K9D5enlO0VHva44/hPWQ88+C+YW5jyuSh6Ke3Nu/0HRZlo1eIy0lJGN+jGh5qmsXv3bl18rF+/nh9++KHWSeamqChapqYSEx2Nw+EgNTWV9evXk5KSgqZppKSkUFxcjM1mQ1EUunfvTnZ2NtnZ2QwePFh/n6FDhzJ06NC6Os2I0TE2BosJ/y2JalhM0Cm24eQ7NTRk7Y4fWbvjR9bu+JG1O35k7ZoOkRYkbwGTFEVZDOwJjGkAiqJcid8TcX9dG1FD88UfAo9tgV3481xWBsVI4LhvFUXZgb8aWCMVJG6AE5bQXuxYR0Hxp3h95bhc+/D6KlnuuZifvf3wcfiufaZpO3+yvkOiqRJ7bCfibJdgi8kiPjabKEvDc6+6XC5+/PFHVq9ezerVq/n22285cKB2YVe2tFYkd+uOz+Pm4Pfr0LxeNI+Hg1WO1zSNxMREwF+9atmyZaSnp5OVlXXEErlNlSybFYsp/P9lLCYTmbbGU22tvpG1O35k7Y4fWbvjR9bu+JG1azpEWpA8jD8f4zv8Se0a8KCiKE8BvYA1wBMRsm0I4AU2B173AF4PM++3wL7GSTBk6zgFSdVGRNmmNSw7sJlCrQNeonBp/dmpdcGh+ftRJFs8tI32clKcl6FJGURH3Ud0dBoWc8NrbldYWMi3336rC5B169bVqq9HXFwciYmJVFZWUlhYyOzZs7n7bn/PzzfeeIOrrrqKzp0707t3b/r06UOfPn3o3bs3nTt3NgiP008/vc7OrTFgNZv5V3anSJvRKAm3dqqqAqAoXSJhUqNBfnfHj6zd8SNrd/zI2jUdIipIVFUtVxRlCPB34EqgAjgVf5jWfcCTVZPK6wtFURTgduAlVVWDdfNSCF/mqRDocLyf5fV69YuF+qa8vJyoMgexgMPlPiY7XBq87zWRo5lwY+KFvQfw0QUIveCJQWOsxYdiMmHyRkFpFHtLAcoJFIuNOA6Hg++//561a9eydu1aNm3adNRj4uPj6dWrF1u2bOHQoUOAsZyu1Wpl7969+rp2796dH374wdAwEPzekS1b6iMyEd1GIGK/O6H+ke+8eSLfe/NEvvfmSSS/d6/X+4ffI9IeEgKCY3ZgiziBal8fALuBOyNsTt0TCNkiTDO7msjTYLHHTBn+3gYAvkCZQRMa/Uwa6SaIMkE8Gh1MYG1gzdUrKirYsGEDa9euZc2aNfz6669H/YOy2+1ER0fjdDpZsmQJ2dnZmM1mxo0bh8PhoHv37vTs2VPfOnfubGgSGBuBSmaCIAiCIAgNnUg3RhwC5Kuq+lsN+9OAbFVVV9aTPQnAx4AdGKyqatVOfIVAuO46KcBxl/21WCz4HTL1j6qqmAJCIaVVK9Jqaces37ZRXq1QbxANE5tMFu7u0fBcqNu3b2f58uUsW7aML7/88oghWGazmaSkJNxuNw6HA0B/NJlMdO3alezsbAD+85//kJqaGrZDeUPkcPhOY22fJBwr8p03T+R7b57I9948ieT3vmHDhj/sJYm0h+QrwKsoyn2qqs4Ks/884FWgzrN6FUWJwe8Z6QycGaisVZXfCZ8r0gP4vI7NqzuCSe3W2ueQxFvMlPvCCxKAOEvDqI7lcrlYtWoVy5cvZ/ny5UcNw8rKyuLSSy9l2LBhtG7dmv79+wOQmJjIwIEDGTx4MIMGDeK0004jKelwGcE2bdrU6XkIgiAIgiA0ZSItSMB/of+Yoih9gRtUVa1904YThKIoFuANYABwTg0em4+ARxRFyVBVdW/guIH480c+rC9bTzgeD+AvQ3skKrw+3jhwiF/LnBQFjqmJrnGRS1IvLy/n008/ZenSpXz44YeUlJTUONdut+P1enEG+oS0bNmSxx9/HPDndfz73//mtNNO00OzBEEQBEEQhBNPQxAkM/GHSD2NP598dBjvRF3zDP6u8Q8ApoDQCLI1UBb4eeBW4ANFUR4E4vA3RlxDYy35CxDwdBxJkOx0VvLU7v3sc7mP+nZWk4nucfWbK1FaWsqyZctYunQpy5cv1xO7qhMbG0u7du3YvNlfOC0YgtWmTRuGDh3KsGHD9Lkmk4kbbrih7o0XBEEQBEFo5jQEQYKqqs8rivIbsBT4XlGUy1RV/boeTRgZeHwosFXleuBlVVVLFEUZBvwTeBNw4/eM3N5ou7SDLkioodeFx6dxz1Z/08KUKAvXp6cBsGDPAZy+cHW/66cRkcfj4bPPPmPRokW8//77NeaDxMbGctZZZ3Hbbbdx9tln8/HHHzNu3DiGDRvGyJEjGT58ON26dcNkamBZ94IgCIIgCM2EBiFIAFRV/UZRlP748zg+UxTlTvyJ5PXx2R1qOW8r/gaJTQefPwnJVIMgWVvi9yLEW8zM6pJJYpQFl88XkUZEmqaxYcMGXn31VV5//fUaGxPGxcXhdDrRNA2n00nLli05//zzARg1ahQFBQXEnKBGkIIgCIIgCMIfo8EIEgBVVXcrinI68CJ+T8Tmoxwi/FG8gZCtMIJE0zQW7/e3YRmcZCcxyj8n2IjIWbmdrbunEh2VhtLh6Toz0eFw8Nprr/Hcc8/x008/hZ2TlJREcXExEOivEhXFsGHDGD16NBdddJE+z2qVrq2CIAiCIAgNiQYlSAACSe1XKYryCzAj0vY0eXQPSehPwZ/A7iXKBJe1Sg3ZX+70V62Kj82uE9M2btzIggULWLRoUdjk9LS0NMaPH8+4ceP4+OOPefjhhzn//PMZPXo0F154IcnJ4ao0C4IgCIIgCA2JSHdqr7F0kaqqjymK8h+gZT2a1Pw4Qg7J6qJSAM5IStC9I1UpLd8AQJyt+wkzR9M0Pv/8c+bMmcMXX3wRsj9Y7crn8zFx4kQefPBBADp37szkyZOl+aAgCIIgCEIjo8F5SKqiqurGSNvQ5PGGzyHxaRrfl5YBcFHLlJDDXO58HOU/YzJZSYw/5Q+b4Xa7efvtt5k9ezY///xzyP7o6Gjcbjc+nw+TycQ555xD37599f12u/0P2yAIgiAIgiDUP/UqSBRFyQQIlvUNvj4aESgD3Hzwhc8h2VnhwuH1kRYdRdswSerOCn96T3xsD6KikkL21xaPx8OSJUuYPn0627dvN+wzm81kZGSQm5uL2+0mKyuLm266ieuuu462bdse92cKgiAIgiAIDYf69pDsADRFUWJVVXUFX9fiuDrv1N5sqSFk64eAd6RnfPgQqDKnv3dknK3rcX6sj7fffptp06ahqqphX0xMDBMmTOD2229n27ZtLFiwgAkTJjB8+HBpUCgIgiAIgtDEqG9BcgN+AeKu9lqIEKYaktp/CgiSUxPDh0KVV24B/B6SY2XVqlVMnjw5pGKW2WzG5/Nx9tlnM2/ePAA6duzIOeecc8yfIQiCIAiCIDQO6lWQqKr68pFeCxEgTNnfcq+P7c5KLIT3kGiaj0pXLgA2a62i7gDYvXs3U6ZM4Y033jCMm0wmNE3D5/PRtWtXxowZg6Zp0qxQEARBEAShGRCRHJJjRXJI6pCAh6RqyNbq4lJ8gBJnw2YJDZGqdO1G09xER6VhscQf9SM8Hg9z585l2rRpOJ1OfTwoRDRNo2fPnkybNo1LLrlEwrIEQRAEQRCaERHJITmO4ySHpK4IJrVXKeu7ttjfnf2s5ISwh5QHEtprkz+yceNGrr/+etavX28Yv+iii/jiiy/o2LEj06ZN49JLLxUhIgiCIAiC0AyJVA6J0FDwGnNIfJrGlvIKAPrXlD9SkQNAnK1bjW/r8/mYPXs2DzzwAG63Wx/v3bs38+fPZ8iQIfz888/06tULS5geKIIgCIIgCELzIKI5JEIDIFhlK+CdyHd7qNQ0kqMsIc0QHeUb2ZO3AE3zi5g4mxL2LfPy8hg3bhyfffZZyL5bbrmFIUOGAHDSSSedqLMQBEEQBEEQGikNujGiUA/ofUj8P4XcShcA7WKMvUcc5RvZuW8WmuYKjERjiwlNCVq5ciVXXnkl+/btC9k3YsQIRo4ceQKNFwRBEARBEBo7ErTf3PEZO7XvqQgVJKFiBMBLmXOT4a1eeuklhg8fHiJGUlNTWbRoER9//DEdO3asg5MQBEEQBEEQGisR95AoitIDmAycAiQTKpI0VVU717thzYVA2V8C4VlBD0mwO3t4MQLgY+e+WWSl30OcLZupU6cye/bskLe/8MILefHFF2nVqlWdnYIgCIIgCILQeImoIFEUZRDwX6AUWAf0A1YAscBA4Ffgx4gZ2Byo5iGpGrJVsxjxo2kutu5+jFnTS3j99Q/18T59+pCQkMDll1/OrbfeKv1EBEEQBEEQhBqJtIfkIWAPcGrAljzgUVVVVyiKcibwEXBnBO1r+lTJIdE0jT0BQZLi28bOvJrFCIDb7ePeO1fy2ce79bFRo0bx2muvER8fL2V8BUEQBEEQhKMS6SvGAcC/VVUtAgKxQ36bVFVdBfwbmBEh25oH3sMekkKPlwqfRoLFTPGhBUcUI16vjyl/X2MQIxkZGbz99tskJCSIGBEEQRAEQRBqRaSvGi1AfuB5eeAxpcr+34De9WpRc0Mv+2vhoMvfL6SVNZq2rW7BZLKGPUTTNGZM+4EvPss1jJ999tkSniUIgiAIgiAcE5EWJLuALABVVSuA3cDgKvv7AsURsKv5UKVT+0G3B4C06GjscT3JSr8nrCh5dt5Glr65zTB2yy23sGjRImJiYureZkEQBEEQBKHJEOkckhXAaOD+wOvFwBRFURLwe0+uARZGyLbmQZWk9oOBDu1pVv/PIjqqBTHW9lRUbtWnf/rxbp6bv9HwFlOmTGHmzJniHREEQRAEQRCOmUgLktnAl4qixKiqWgk8CLQArsCfU/IqcE/kzGsGBMv+WqLYXyVky+XOZ1vuA3h9pZhMNtA8bN58iPvvXWc4fOLEiSJGBEEQBEEQhOMmooJEVdVd+MO2gq/dwC2BTagPqnhIDgQESZtoC7v2PYrXV4otphOZbSZTVLybi/52Ds5yf1iX3R7P+edfwNNPPy1iRBAEQRAEQThuIiZIFEWJw99/5AFVVR+JlB3NGs2HSdP8z81mCgI5JDbvFipcO4mOSqVDxv8RZbHzyIxH2b6tBIC4uFi+/XYN2dnZUk1LEARBEARB+ENE7GpSVdVy/BW2CiNlQ7OnrMz/aDJR9PUKCj1+QeIt/QiAFonnEmWx8+WXXzJv3jz9sKefnk/v3r2Jiop0xJ8gCIIgCILQ2In07e338Ce1C/WIpmkcevdNzM8+FRwgZ/lHuDVI8rjwVG7EhIWUpOFUVlYyYcIE/Vi73c7VV18dIcsFQRAEQRCEpkakb3E/AyxRFGUZMB/YBjirTwrkmggniIL33qLok2WYvB597KA9EYDUgt1g14i1dSHKYufJJ2azZcsWfd6ECROw2Wz1brMgCIIgCILQNIm0IPk58NgLGHmEeZZ6sKVZ4C1zUPTxR2hut2E8v0VLAFIrDgIQbWrBvn37mDFjhj4nMzOTmTNn1p+xgiAIgiAIQpMn0oLkIUCLsA3NCsf67yBMInpJwEOS4vOn9PgOlPPoS4/icDj0OUuXLiU6Orp+DBUEQRAEQRCaBZEu+/tgJD+/OeItLkKrrAwZL4+NAyDWUg5A3s5Snn/+eX3/RRddRP/+/evHSEEQBEEQBKHZENGkdkVRxiuK0uEI+zsoijK+Hk1q8liSkjHFxISMO22xANis/hSe599ch8vl8h9jsfDyyy/Xm42CIAiCIAhC8yHSVbZeAgYfYf9pgTnCCcJ+6mng84WMl9v8HhJbjJPSUhevf/Stvm/y5Mm0aNGi3mwUBEEQBEEQmg+RFiRHa/EdC3jrw5DmgiXeTvL5ozBZrYbxoIckNq6cD9/fSVmZ31PSs2dPHn/88Xq3UxAEQRAEQWge1HsOiaIomUCHKkPdFUUZEmZqCvBXYGd92NWcaDHmcgAKlv0Hk9ev95yBHJKY+HLeXHK4zO+kSZMwmY6mGwVBEARBEATh+IiEh+R64CvgS/wVtv4ReF59ew84FZDb8ycYk8lE6tgr8F36ZwDMySm6IMnZsJttW0sAiIqK4s9//nPE7BQEQRAEQYgUbreb8vJyPJ7DfdvKysrYvXs3hw4dMszbsGEDv/zyi+H4devW8dlnn1FcXKyPbdy4kddff90wNy8vj2eeeYY33njDcPyTTz7JAw88QGlpqT72xhtvMGnSJFatWqWP/fDDD8ybN++Pn3AEiYQgeR+/KLkRf8jWC8AN1bbrgcuAzqqqLoyAjc2DaL+DzNcmA5/JhM0Eny3boe/u0KEDiYmJETJOEARBEIRI4vP5cDqdOJ3GntU7d+5k69athrGcnBzWrFljuFDftWsXH3zwAT/++KM+Vl5ezr/+9S9effVVw/Evvvgi06dPZ8+ePfrYp59+yuTJk1m2bJk+tmPHDq655hqmTp1qOP6aa67h3HPPJT8/Xx977LHH6NevH2+//bY+tmLFCrKysrj22mv1MU3TSEhIIDY2Fk073I3ikksuIT4+nuXLl+tjS5YsITMzk3vvvVcfy8/P5+STT2bEiBEGmyZNmsSIESPIycnRx9555x2uvvpq3nnnHX0sNzeXv/3tb8yePdtw/BNPPMGMGTMMguarr77i2Wef5ddff9XH9u/fz+rVq2nM1LsgUVX1Z1VVX1FV9WVgOvBM4HXV7VVVVZeqqrqjvu1rVgSS28uCFbY0N59+vEvffdttt0XELEEQBEFoyHi9XpxOJ+4qTYadTifbtm0zXFADrF27llWrVhkudL/77juWLl1qmLtp0yYWLFjAf//7X33M4XDw0EMPMWvWLMN7zpkzh5tvvpnt27frY++88w5jx47lww8/1Mc2b97MGWecwfjxxoKlQ4YMoVOnTuzbt08fu+OOO7Db7YaS/5988glxcXFccsklhuM7depEly5d8HoPp/nefffdDB482HDn/vPPP2f06NE888wz+lhpaSk33XQTd911l+E9Fy5cyIMPPkhubq4+tn79eubNm8eaNWv0saKiIpYsWWIQCQBff/01X3zxhUE85ebm8tNPP5GXl6ePVVZWsmvXLg4cOKCPmUwmnE4nFRUVhnOy2WzYbDbDd5eQkEDbtm1JTk7Wx2JiYujTpw89evQw2HTaaadx7rnnYrfb9bFevXpx5ZVX0qtXL32sVatWTJw4kcsvv9xw/B133MH06dMNx19xxRXMnz+fM888Ux87+eST+dvf/kZjJtJ9SKYDKIrSHegMtCBMoruqqq9WHxNOANXyRwp//I5D+f4eJRaLhVtuuSVipgmCIAhNF7fbTVFRERaLxVDF8X//+x8ul4t+/frp+Ys//vgje/bs4ZRTTiEjIwPw343/6quv6NKlC8OGDQP8oTRz5szBarXyf//3f/p7zpw5k5ycHP7xj3/QuXNnAN58801eeuklrrjiCq6//nrAf/F+6aWX0qlTJ9577z39+JNPPpkdO3bwyy+/0L59e8B/w+7ZZ5/l6aef1i8Ev/rqKy644AJGjBjBJ598oh9/5pln4vF4cLlcenPhWbNm8d577/HOO+/oF/tr1qxh4sSJXHfddZxzzjkAVFRUMG3aNFJTU7nnnnv093z33XdZu3Yt1157LR07dtTX5L333iMtLU2fV1FRwerVqykqKjKs/65du9i5cyeVVfqSud1uysrKDGNWqxWbzUZUlPFysWPHjmiahtfrxWKxANC9e3cOHDhAUlKSPi8rK4uLLrqIk046SR+Lj4/nxhtvDInAuP766xkxYgTp6en62HnnnUdCQgIDBgwwvOeiRYtITU01HL9o0SLcbjctW7bUx6ZMmcKNN96of28AZ511Fjt27CAuLs5wfGFhIRaLRT8fgLfeeovqXHXVVVx11VWGsRYtWvDzzz+HzJ0/f37I2CWXXBIi8Nq1a2cQbUHuvPPOkLGhQ4cydOhQw1hGRoZBoDRGIipIFEVpDywGzqDmilsaIIKkLgh4SJwxNgB2fb1C39W3b9+Qf4AEQRCEhoPX68XlcmGz2fSL9/3791NUVGS4qNu3bx+//vorrVq10i8MKyoqWLJkCWazWb8gB/jXv/7Ftm3buPnmm8nKygLgo48+4o033uDCCy/UL8S2bdvGddddR/v27VmyZIl+/FlnncX27dv55ptvyMzMBPx3eZ9++mmefPJJbr31VgC+/PJLRowYwfDhw/n888/14/v374/L5cLpdGKz+f/f9Oijj7J06VLeeustLrvsMsB/8X7zzTczbtw4XZBUVlYyffp0kpOTDYLkww8/5Ntvv+WGG27QBcn27dv59NNPDRfKbrebX375Re/BFaS4uJiioiLDuM1mI6ZaT6+EhAQ6dOhA69atDeODBw/G5/Phq1Jyf+DAgQCG76l79+7cfPPNDB58uBtCfHw8999/v+EOOcBdd93FwYMHdTECMHbsWLp37461ShXNTp06sXLlShISEgzHr1ixAk3TaNu2rT42a9YsHn30UX3dAYYPHx4SrgWwZcuWkLHqXpzg8cOHDzeM2e12/vWvf4XM/etf/xoyNmDAAIMYAUhJSeGaa64JmXv22WeHjGVlZem/4yBxcXEhY0DIGgn1S6SvOBcC/YE7gK+Bwsia08zwBTwkAUGybdU3+q6q/4MSBEFozvh8Pvbu3YvH46FDhw76+IYNGzh48CD9+/cnJSUFgF9++YVvv/2W3r17c/rppwP+hNW5c+eSkpLClClT9ONvv/12cnNzefrpp2nTpg0A8+bN47XXXuO2227j6quvBuCbb77h8ssvZ+DAgbz77rv68QkJCTidTsrKyvS7vbfddhtvv/02b7zxBn379gXgv//9L+PGjePPf/4zixcvBvwX73/5y19ITEw0/Hv/6quvsmrVKkaOHKlftP3+++8sWbKE9PR0XZC4XC5WrVqFoiiGtdq7dy+7d++moqLCMO7xeAzhTbGxsaSmpobcJe/bty9ut9tw8X7KKadQUVFhuNBXFIW//OUvDBo0SB+Lj4/ngQceID4+3vCe99xzDwcPHqRLly762GWXXcZJJ52kCxTwX7z/9NNPIcevX78es9lssPWJJ57giSeeMMw744wzDCFUQb7++uuQsaq/gyCDBg0ynA/41+mhhx4KmVv9Djv4BU337t1RVVUfi4+PD3vnvFOnTiFj1T0GglCfRFqQnAU8oarqPyNsR/PEG8ghibHhzDtA3ubD/5BWTfYSBEGoLzweD3l5efh8Ptq1a6ePr1+/nuLiYgYNGqRfMK5bt46ffvqJ0047Tb/43rZtG8899xyZmZmGmOprrrmG4uJi3nrrLWJj/XlzU6dO5YMPPmD27NmMGjUK8IdojBs3jksuuYTXXnsN8Mfxt2/fnvj4eBwOh/6ekydPZuXKlaxYsUIPofj888+56667uP3223VBUlxczMyZM+nSpYvhQnT58uXk5OQwY8YMXZDs3r2b7777zpBb4PP52LdvnyFZF9ATcF0ul34x2bZtW7p162a4uGzbti3nnHMOPXv21MdsNhs33HBDyMX3jTfeaBAjABdccAHp6emG+PjMzEy++uqrkLvKwfyHqnf+Z86cyaxZswxe9zPPPDPkfMCfW1Gd6snL4PcwBL0MQWJiYpg+fXrI3IsvvjhkrHPnzgYxAv41Cf6OqlI9NEgQhBNPpAVJGbA/wjY0W0zBkC1rDPvXHK7O0PfkniHuYUEQmg95eXk4nU7atWunx1P/9ttv7Nq1i169eulCYfPmzSxbtoyOHTvypz/9CfDfOb/11lvRNM2QHDt58mTWrFnD/Pnz9RCM5557jilTpjBhwgS91vTcuQAAIABJREFUAeuOHTvo2rUrnTp1MlTxGT9+PJs2bWLjxo36hfHSpUuZPXs2M2fO1C8k9+7dy5w5cxg8eLBBkCxbtoyioiKcTqcuSPbu3cvvv/9uqApkNptxuVyGO/w2m42MjIyQfxf79++P1Wo13Dk/6aSTuOmmmwx3utPS0nj00UcNse3gv8teXl5uuHifNGkSl1xyiUEQnHbaaezZs0e3O0hVu4PMnTuXuXPnAuh3ysPFnMfExPDvf/875PhwN6N69uxpEDPgv5t+1llnhcwNhmlVxVqtEa8gCEJ1Ii1I3gYuBp6NsB3Nk0DIVnl0DPk/HS7JN3Zs6N0kQRDqF03T0DQNs9lfDLGwsJBdu3aRnJysX6w6HA6WLl1KdHS0Ht4DMHv2bLZv3859992nx4i/9dZbfPzxx9x00016iM769esZMWIEJ510El9++aV+fHZ2NgUFBRw8eFC/iJ4zZw4vv/wyL774on78//73P26//XbGjBmjCxKz2czzzz+PxWIxCJKcnBzWr19vuCuuaRqlpaWUlZXpY3FxcbRp04ZWrVoZ1mPgwIFkZGQY4vZPO+00brrpJvr06aOPderUiZkzZ4ZcGL/66qtommbwCMyYMYMpU6YYPDGjR4/G6XQaLqKtVmtI5SQgJGQHwsfMJycnh73LH/TKVKVDhw6GsDDwi4dgMrcgCEJTJNKC5BngFUVR3sYvSnYA3uqTVFXdVX1MOAEEBYnVyqFfNujDgwcNiZRFgtDo2Lp1KyUlJfTq1UuvoLN69Wp+/fVXzjjjDP3O8i+//MKzzz5Ljx499JLaPp+P008/ncrKSn744Qc9MXnMmDG8//77fPTRR1x44YWAvxnWxIkTmTBhAgsX+tszFRcXc91115GRkWEQJG+++SY//vgjf/nLX3RBkpeXx5o1azj33HP1eRaLhcLCQkONe/BXfLHb7YZmYL179+a8887TQ4sAunXrxuTJkw2JwVFRUSxYsEAvlRk8pzlz5vDggw8acg6uv/56/vznPxvu/GdkZBhKkQZ56aWXQsbGjh3L2LFjDWMZGRmGakRBLrroopCxcHfzo6KipKCHIAhCPRPpf3V/xV9F6xRg7BHmWY6wTzheAjkkBW43xZv9rn2TCQYMOD2SVgnCCcHj8eDxePSKMS6Xi++++w6Px2MIX1m0aBHbtm3jxhtv1O+Uv/nmm7z88stcfvnlBm/AWWedRbdu3Vi7dq1+/JAhQ9i7dy+7du3SS0suXryY5557jvnz5+uCZM+ePSxcuJDzzjtPFyRms5nvv/9eT/gN3pUPekWqhg21adOG3r17G8J7EhMTGTduXEgo0N13301BQYHhzv+YMWO48sorDaFAvXv35tChQ4aqOkDY8pV33HEHd9xxh2GsV69ePPXUUyFzw1XLqVpzP0iwxr8gCILQvIm0IHkIvyARIkHAQ7I1Z7M+lJRsk9J3QsRxOBxs2rQJq9VqCMd58sknKSoq4oEHHtDvYs+YMYNPP/2U6dOn67X7X331Va699lrGjx/PK6+8or/nkCFDSEpKMtTkX7hwIatXr2bo0KH6BfyuXbv45JNPDHHz0dHRFBYWUlBQYLC1R48epKWlGaoCnXnmmXi9XrKzs/WxXr168cwzzxjKdAKsWrWKmJgYQ+371157jaioKMPYmDFjGDNmjOHYhISEkG7HAFdeeWXIWNu2bUMqIkVHRxt6QAiCIAhCJIh0Y8QHI/n5zZ7ABdTuzTn6UHa2xCkLx4amaZSVlaFpmi5mS0tLWbZsGWaz2dB59s477yQnJ4cFCxboF/8PPvggjz/+OA899JB+B/6HH37g7LPP5swzz2TlypX68dOnT6ekpIQ77rhD75K7efNmVq9ebejuGxcXh9lsNogEu93O6aefbmjaBTBu3DiDGAH/xX+PHj3o2rWrPtalSxfy8/NDqhJV7aEQ5OqrrzaEUAG0b9+eiRMnhsytXikICOlvIAiCIAhNmUh7SIRIEujUnlelbvrgM06OlDVChNA0jZKSEkOHW6/Xy4svvkhpaakhTOf+++9n5cqVzJo1S7+Qnj9/PrfddhuTJk3Su9IWFhZy1VVX0a5dO4MgWbFiBRs2bGD69Om6AAgKmpKSEn1eWloa/fr1C7mjf9ddd+Hz+Qwx/sFOvFW9EWPHjsXj8ej5C+BPTP7mm2+ozs033xwy1qVLF0PPAvDnFkj5T0EQBEE48URckCiKEg2MA84BWgFTVFX9SVGUFOAiYIWqqrlHeo8TZEc74F5gAHASYFVVNaR7vKIoacCTwCj86/df4LZGmXjv86EBB3M26UPDzg5N/BQaB16v1xDi8/nnn7N//37Gjh2r39V/4YUXWLx4MVdeeaV+sf/RRx9x8cUXc8EFF7Bs2TLAn8Nwyy234PV6ufXWW/Vk7Y0bN7Jy5UqDNyIxMTGkoVaLFi247LLLDAnQ4O9H4HQ6DU25pkyZwp133mnwPPTo0YMffvgh5Bzvv//+kLFwuQnBHAxBEARBEBo+ERUkiqIkA18A/fD3JIkDUgK7i4FHgMVAaL3EE08X4FJgPbAOOCOMvWZgGZAK3ARU4s+D+a+iKH1UVXXWg50nDp8PZ7SVku3b9KF+/c49wgFCfeJwOMjLy6N169b6xfq3337L+++/z6BBg/R8gk2bNjFgwADatWvHb7/9ph8/ceJEtmzZwoABA3TxkZOTw8qVK/U+EOAXD3a73VDm1GQyMXHiRKKjo/F4PLogue+++7j11lvp3bu3Pnf8+PEhvQvsdjtvvfVWyDmNGDEiZKx6CJQgCIIgCM2LSHtIHgF64Pc2rAPygjtUVfUpivIuMJL6ESQrVVVtA6Aoyn2EESTAGOBUYICqqusDc38GtgI3AvPrwc4Th8/LdrcXn8sFQEyMhTatJYekLikvL2fr1q2YzWY9YbqyspLrr7+e4uJi3UMB/jyGL774gk8++US/kN+wYQNz5szh5ptv1gVJUlISpaWlIaVbL7zwQvLz8w35CNdee21IONLpp59OaWlpiK3z5s0LGevXr1/IWNWwKEEQBEEQhGMl0nENo4H5qqouJ3y1rS1AVpjxE46qqr6jz2IUsCUoRgLH7QK+wR9e1rjw+thSftip07Fj+wga07jZs2cPa9euNZRpfeWVVxg1ahTvv/++PvbVV1/Rp08f7rzzTn3MarXy3nvvsXz5ckODuMzMTLKysvB6D7fmGTx4MI8++iiXXnqpPta6dWsKCgoMYVQATz31FIsXLzY0WevVqxdnn322IYFbEARBEAQhkkTaQ5IK5BxhvwY0pCL1PYCNYcZ/w99xvnHh87LbfViQnHqq9B+pjsfjoaKiArvdDsChQ4d45JFH0DSNuXPn6vOGDRtGTk4Ov/76q+752Lx5M8uWLWPAgAGMHj0a8Decy87O1vtVgN/DsHjxYuLj4/XQKIB///vfIfb07duXvn37GsbMZjMpKSkhcwVBEARBEBoDkRYkuUC3I+wfhN9L0lBIAX4PM14IHFcxf6/Xi6qqf8io48Vb6WJPhUN/nZCQFDFbIs2mTZvYtGkT/fr107s3v/vuu9x3332MHTuWhx9+GICioiLmzp3L/7d353FulfUexz+Z6UzbaWmnpVCWlpYW+NECsskqCMJFRCgCFwVEWRR6RVEQBURRkE1BUfEWlU1AWQTZKXKvRVC8AgJFwAL+WNtCKdJCC7TTZTqT+8dzkslkMkkmk+RMk++bV8nknCfn/HK2nOc82/Dhw7sN/jZ58mSam5t5+eWX0z1A7bLLLlx++eWYWXq7Dh48mDvvvBOg27ZONcx+LaPHs0ppa2vrsX6pbdrn9Un7vT5pv9enOPd7Zk2OUsWdIbkV+IqZ3QAsiKYlAczsSOAIoGe3OlIenR28ubSrq9WNN944xmAqJ5lMdmvncOGFF/Laa69x2WWXpRtUX3vttdx9992cf/756QzJmDFjSCaT6ZMcQnuN008/nbFjx9LZ2ZnuzSmztCRliy22YIst8uW3RURERCTuDMkFwD7A3wmN2pPAuWb2M2Br4FHg0vjC62EJ0Jpj+ijg3RzTC2psbOwx1kK1vHhfA2++vTj9frfddostlnJYunQpbW1tbLRRaJj/yiuvcNBBBzFs2DCefPLJdLrHH38cd6epqSn9fadNm8bQoUO79Ug1adIkjj322G69TwFccsklVfpGlZF6erI272vpG+3z+qT9Xp+03+tTnPv96aef7ncpSayN2t29DfgocA6wDrCS0ItVAjgb2NfdV8cXYQ8vENqRZJtK7qpcA1tnJ4sWd/XMNGFCVfoP6Lf29nbmzJnDokWL0tOuvvpqRo0a1W2civXWW49//etfPP/8891G7L7kkku49957u33fL37xi9x88818/OMfT09ramrqkRkRERERkfKKu4SEKMNxSfRvoJsJHGtmO7r7bAAzG0/oIvi0vJ8cgDrb22n7oKs6UqpkYSBJZT623nrrdIPvE088keuvv54rrriC6dOnA6ENx5AhQ7pVzRoxYgTPPvsskyZN6jZQ3sEHr339D4iIiIjUqrgHRtwB2NXdf9HL/C8Dj7j701WKJ9WX6lZZ7+e6+5PAncBTwC1mdiZdAyPOB3p2iTTAfdDWRjIZelse1NzEkCHxd2i2ZMmSbj1G7bDDDsyZM4ennnqK7bffHoBtttmGyZMnd/vcnnvuybJly7qNVJ5KKyIiIiIDV9wlJOcBHUDODAmwH7A/8KkqxfP7Xt5fDxzn7h1mdgDwU0IGpBF4EDgsqn62VnknYzC8luHxjpbd1tbGtttuy5tvvsnSpUvTpSHbbrstq1at4t13u5ronHbaad3G8QDSPVuJiIiIyNol7ru4DwM/zjP/YeD0KsWCuxccctrd3waOrkI4Fffu+10ZknVaR1ZtvQsXLuSHP/why5YtS4+10dLSQmNjIw0NDbz88stMmTIFCIMLZpd6aGRwERERkdoR90jtrcDyPPNXUuL4HlLYO8u6xiAZNWbdiq1nyZIlzJkzJ/1+8ODBzJgxg9/+9rd8kFFKM2vWLJYsWZLOjAA9MiMiIiIiUlvizpDMIwx+2JvdCYMnSgW8s6wrLzhq0mYVWcff/vY3xo4dy3HHHZeeNnr0aGbMmMGDDz5IS0tLevr48eNV9UpERESkzsSdIfk98FkzOz57hpl9ATgKuK3qUdWBlZ2dPDxqvfT7JSPH8LP5C1mZ0T1uXyWTSZ544glmzpyZnrbDDjswbNgwWltbWbFiRXr6SSedxB577KESEBEREZE6F/fj6IsIjdavNrOzgOei6VsDk4B/AOfHFFvNen3lKi6et5A3O7vaYgwa0crsD9r45kvzOXPChowfMrjPy33kkUfYY489GD9+PAcccACNjY0MHTqUN954Iz0iuoiIiIhIpoEwMOKehIERVxAyJ/sDbcD3gD3cPV8bEynBOa8uYHH7GtqWLklPa1pnOO3JJIvb13DuqwuKWs7q1at5/PHH0+932203dt55Zz796U/T1tbV6ZgyIyIiIiLSm7hLSHD3lcAF0T+pgmGNDbR1dtL+Qdco7U0tw9N/tzQWzqcuWrSI3XffnUWLFjF//nxGjBhBQ0MDjz32mHrBEhEREZGixd2GRGKwWUsYAHF1Rre/g4Z3ZUg2byk8QOKYMWMYP348Y8eOZcGCrhIVZUZEREREpC+UIalDU1qG0pxI0N7W1e1v07CQIWlOJNiyZWiPz3R2djJjxgzeeecdIGQ8brrpJubMmdOtm14RERERkb5QhqQObTp0MI0JWLO8q3nOoKidR2MCJg3t2aD9W9/6Fl/96lc59dRT09M22GCD9IjqIiIiIiKlUIakDk0Y0kxjIsGajG54m6IqW42JBJsMae7xmenTpzNx4kQOP/zwqsUpIiIiIrUv9kbtUn3NDQ1cPWUSNyzvqrL1250+RGtra7d0y5YtY3iUUdlss8148cUXVSIiIiIiImWlEpI6lUwmWbWmI/1+eEajdoB58+YxZcoUbr/99vQ0ZUZEREREpNxiLyExsybg88C+wPrAGe7+DzMbBUwDHnT3N+KMsRZljhPSOGQIgwZ1PxRuvvlm3njjDa666ioOO+ww9Z4lIiIiIhURa4bEzFqBB4AdgOVACzAqmv0ecCFwA3BWLAHWsJUrV6b/HtTcs83ImWeeyZgxYzj88MOVGRERERGRiom7ytaFwFTgIGBTIH3n6+6dwB3AJ+IJrbatWrUq/XdDU898aSKR4IQTTujRrkREREREpJzizpAcAsxw9z8AyRzzXwYmVDek+pCZIUl2hLYkS5YsYfr06bz++utxhSUiIiIidSbuDMm6wIt55ieBwsOGS59lVtlqiNqPnH/++Vx11VWceOKJcYUlIiIiInUm7kbtbwBb5Jm/G6GURMoss4SkMeo964QTTuC9997j5JNPjissEREREakzcWdIbgW+YmY3AAuiaUkAMzsSOAL4bkyx1bTMDMmg5pAhmTp1Ktdcc01cIYmIiIhIHYq7ytYFwAvA3wkN2JPAuWb2DHAj8BhwaXzh1a5cJSQiIiIiItUWa4bE3duAjwLnAOsAK4GdCL1tnQ3s6+6r44uwdnVr1L6mg6OPPpoHH3wwxohEREREpB7FXWWLKMNxSfRPqiQzQ7Jq2TJuuukmxo0bxz777BNjVCIiIiJSb2ItITGzr5vZhnHGUK8yMyTrT5rEpZdeyrHHHhtjRCIiIiJSj+IuIbkUuMTMHia0Gbnd3d+LOaa6kJkhGbH+aE477bQYoxERERGRehV3o/YPAT8mjNJ+NfCWmd1hZoeb2eB4Q6tt773/avrvhkErWdb2XIzRiIiIiEi9irtR+xx3P8vdJwF7ANcAuxO6A37bzK43s/3jjLEWLWt7joWLZqbfL371DR554rvKlIiIiIhI1cVdQpLm7o+4+8nARsAnCN0AHwbcF2tgNWZZ23PMW3gx7e1dnZfNf/YVnvvnv5m38GJlSkRERESkqgZMhiTDCGBC9G8ooQtgKYNUZiSZXE1nRzI9fb2JY5my1SiSydXKlIiIiIhIVcXdqB0AM2sBPgUcBXwcaAZeAS4CbooxtJqRmRkB6OzKj7DlblMYN344QDpTMmHDMxneslUcoYqIiIhIHYk1Q2JmBxMyIdOAFmAh8AvgZnd/Is7Yas2Ct3+ZzowAJDNyJA2N3dMmk6tZ8PYvsYkzqhWeiIiIiNSpuEtI7gKWAjdH/x5y92T+j0gpNl7/pG4lJB0ZVbaSq9u7pU0kmtl4/ZOqGp+IiIiI1Ke4MySHAPe7e3vBlNIvw1u2YsKGZ6YzJclkV4bkxSdfAsYBITOi6loiIiIiUi1xd/t7jzIj1ZPKlCQSzXR2dk1fp7UFUGZERERERKqvqiUkZrYJgLvPz3xfSCq99F8qU9LZ8dn0tKk7T1JmRERERERiUe0qW3OBpJkNdffVqfdFfK6xcBIp1vCWrRjWtD3wLACNDQ3KjIiIiIhILKqdIfkCIQPSnvVeqqyhc0T67xHDt1RmRERERERiUdUMibtfl++9VM+ajq6mO0v+vSzGSERERESknsXaqN3MjjGziXnmTzSzY6oYUt1Y0941JsmghlgPAxERERGpY3HfiV4L7J5n/i5RGimzjjVr0n9vuPHGMUYiIiIiIvUs7gxJosD8oUBHNQKpNx0dXRmSIUOGxBiJiIiIiNSzqg+MGHX1OzFj0pZm9tEcSUcBXwLmVSOuetPe3pUhUZUtEREREYlLHCO1Hw+cQ+hdKwl8J/qXLRHN/3L1QqsfHZ1dGZJEUh2diYiIiEg84siQ3EUYfyQB/Bq4Eng0K00SWA7Mdve51QyuXqxZtarr7wWv07F8GY3DhscYkYiIiIjUo6pnSNz9GeAZADObANzu7nOqHUe9SiaTvHvnrax6+V/paR0vPMfcU0+i9YCDGH3oZ0gkCjXtEREREREpjzhKSNLc/ftxrr8evXvnrSz9n/u69SbQ1NFBsr2dpf9zHwDrHnZEPMGJiIiISN2JNUMCYGZTgVOAHYFWevb8lXT3yVUPrAZ1LF/G0vtnkmxvJ0lXu5FB0d/J1atZev9MWvc/iMZhw+IKU0RERETqSNwDI+4GPAkcAiwEJgGvRn9PAD4AHo4twBqz7Im/Q9Sj1so1Xb0pD0p2diVqaGDZE49VOzQRERERqVNx9/d6HrAAMELvWwAXuftHgL0J3QPfGEtkNajjvaUko8bsy1ZmdPub0ctWcvVqOt5bWvXYRERERKQ+xV1la2fgB+6+1MxGR9MaANz9r2Z2DXA+8EBcAWYzs02By4B9gNXAPcBp7v5urIEVoXFkK4nBg0muWkVyZVepSGaGJNHcTOPI1oqs/6zXz+Hf7YtobRzJuoNGs0HTWMY2rcfoQaNZN/o3alArjYnGiqx/baZtVzptu9Jp25VO26502nalO+v1c1jY8BbDGcaGCzbUtusDHXfxijtD0ggsjv5ui15HZcx/Hphe1YjyMLN1gIcIMR8BDAMuBu4xsz3dfUAP6DF8p11YfON1ADRkDIbYmNnCvbOT4TvtWpH1jxm0Lq+tmkdbZxtvti/knyueo5FGmhJNNJCgnXY2aNqAH21yQUXWvzbTtiudtl3ptO1Kp21XOm270o0ZtC6vMY+ViVUsXvGutl0f6LiLV9xVtuYT2org7iuB14HdM+ZvB7wXQ1y9mQ5sCHzK3e9z91uBo4GPAAfGGlkRGocNp/WAg0g0N7MmI+vUEPW5lWgeTOsBlWvQ/snW/RmSGNxtWgcdrEyupC25ggQJtmvZpiLrXttp25VO26502nal07YrnbZd6T7Zuj/NNHWbpm1XHB138Yq7hORBQoP270bvbwDOiEoiGoHPAVfEFFsuBwEPu/uC1AR3f8TM5gLTgJkxxVW00Yd+BoD2P/45Pa2xuZlEUxOtn/hken4lbDlkC1oaWljZsSrn/MbEIA4bfXDF1l9uyawR7jN7LuuRNmNe0ekylj+peWL+bccgPtn6CVZ2rgJ6jysJrCQso61zBSR7j6vYdz2/T+Z3yJ6TzJmu8DK7z0tmxZ1K3/UaVp4kyYiGEQxuGNLrtmuggV2G78QbqxfknN9t3SWXgZb2wXzboS9re4u3ARiyqqVPnxyaGMLghsF5t92Hh23P3FXz+h1j8R8szzYp/nOlfbKJQTQ3NPe67RI0sH3Lh3hl5atZ6ytNrjjfIBzTDSvz/dSXuD1L+Fix2zKRTNCcaGZlsvdtt83QrfAVL5VlfeX6XKlKjjPHTkgmkwxiEKtpz/mZBA1MGWI81/ZC39dXputRZT9V+tqSySRNiaY8x12CSYM35anlT2f9qmb9leN3NdevXfZvc4+/kvRIR47lpea/lXiLScmJOWNfGyRyHdDVYmabADsBM919lZk1AT8nVIfqBO4Gvubuy2MLMoOZ/Ru42d1PzZp+HzDC3ffsy/Jmz569tLGxceR2221XzjCLstPuu/Pko48C8P3zvszeJ32aFYPWsLyzjeWdbXQk19BJJ53Jzug1SSed6ZvB1H+d4TSmMxle09OSyVTqbp95u30Rb69Z1OOikSDBuo2jGTloZPclJ1NLIUxLhtdOkunYktHf6ZiS0Xw60+vNPKXT73Oc7Jk3t9nzRERERAaqqUnje5ufVfX1Pv3003R0dLy34447ltwIOe6BEecTqm2l3rcDJ0X/BqJRQK4uqJYQegTrs46ODty9PzGVpG3FsvTf/9v6HM8vjTfPlyTJ4o53WNzxTqxx9FeiW/6l+4j3vb3rPr33eUmSdNDZ8wNJGEQjiYwamPmWmW8txcbSM1Xvcys5L9EtvlzTwv+TdLKE93p8iYZkA6NpzbuuXGsvRWmfKs/6OjtDJxaZbceKXV8nnSxicc5tN4Z1SfRx6+VbV2U/Vf31ddIZSqdybLuxrNfrluvPFu22/iL3e7nWV4xi19VBB2/yVo9t15hsZEPGFr2can63gbK+1R2rebMx97Ybx0b9PGMH3rFSvvWF424er5PMWvWgZCMT2SSKKZFOT6X/Suabmxl7go6ODrZt3zqWe8qOjo7CiQqIu8qWxGTfffbm+af/CcC2U7dlo86NGMIQhjKEIQyhkUYaSJCgIes1dTpm/ZXMMS3jr8ybxT8n/sr8xIL0WTUo2cjHOj/KBMb1+slcy82MKNf7nuvu+f+et7P5/u5tSvXcnLgd58X0xbIp2cRnOg9hCzYrehltbaH/iJaWQtV3aks5tt3aqr/7vJ63XX/Fue3W9nNdx11p2la0cceQmbw86BVtuxKsrcdd28q2wokGsKpmSKIqWn0WlaQMBEsIo8lnGwWU1O1vY2MjZtavoErxo4t+xCYbbsK4ceM4ct8jq7ruTVdsyg/f/AmrkqtIkGDikAl8YdwxJBLx3eivLY5Y8Z/dtt2EIeM5aNwn+7TtUk9P4jju4lSObbe26u8+r+dt119xbru1/VzXcVcad2cPdmV+wxvadiVYW4+7OM/3qMpWv5ZR7RKSuZTWUmmgdPr8AjA1x/SpwKwqx9IvgwcPZtq0abGse8shWzCsoYVVHatoSjTxxfWPHfAn+kChbVc6bbvSaduVTtuudNp2pZvAeG27Eum4i0e1u/39Qon/BoqZwF5mtlFqgpntCkwE7o0rqLVNIpHgk637kyDBDi3bsungCXGHtNbQtiudtl3ptO1Kp21XOm270iXQtiuVjrt4VLWExN2vq+b6KuBK4KvA3WZ2LtBCGBjxUdaCLn8Hkr1G7MFTy5/m8+sdFXcoax1tu9Jp25VO26502nal07YrnbZd6bTtqi/Wbn/XRmY2GbgM2BtoJ5SMfN3d+9w9VJzd/sLaX79YSqP9Xn+0z+uT9nt90n6vTwOgDcna2+2vmR1TTDp3/02lYymWu79CGCBRRERERET6Ke5uf6/LMy+z6GbAZEhERERERKR84s6QbJpjWiMwGTgFGAMcV82ARERERESkeuIeqX1eL7NeBWaZ2UPAdOC06kUlIiIiIiLVUu3CGpclAAAcvklEQVRuf/vqduCzcQchIiIiIiKVMdAzJCOBEXEHISIiIiIilRF3G5KczGwksA/wDeCxmMMREREREZEKibvb306696aVKUFoS3Jy9SISEREREZFqiruE5Dx6ZkiSwBLgJWCWu3dUPSoREREREamKuHvZOjfO9YuIiIiISLwSyWRvNaak0mbPnt0JJBobG2NZf0dHKHyKa/0SD+33+qN9Xp+03+uT9nt9inO/R+tO7rjjjiV3lhV3la00MxsOjCK0HenG3edXP6Kq6AQaOjo63o8ziNRBLPVF+73+aJ/XJ+33+qT9Xp9i2u8jCPe0JYu1hMTMhgLnAF8A1u0tnbsrmy8iIiIiUoPiLiG5Avgc8DhwI7A03nBERERERKSa4s6QHArc4O7HxByHiIiIiIjEIO6R2lcAf4s5BhERERERiUncGZLbgI/HHIOIiIiIiMRkIDRqvw14F7gamA/06B6ghnvZEhERERGpa3G3IVkDvAycDHw2Tzr1siUiIiIiUoPizpBcDnwReAJ4FPWyJSIiIiJSV+LOkHwauMndPx9zHCIiIiIiEoO4G7WvQb1siYiIiIjUrbgzJHegXrZEREREROpW3L1sbQ38BngBuBL1siUiIiIiUlfibkPybPS6HXBknnTqZauMzGxT4DJgH2A1cA9wmru/G2tgkpeZHQ4cDewIjAHmAtcDP3X31Rnpitq/ZrY98FNgZ+AD4Cbg2+6+IivdvsAPga2BRcBVwEXu3uPhgVSWmQ0CngK2AT7v7jdkzCvr/jSzI4Gzgc2A14GfuPsvK/TVpBdmdhhwOvAhoB2YA/yXuz8Xzdf5XkPM7BDgW8AUwv58Ajjb3Z/KSlfW89jMvgqcCmwMvAh8391vL++3EwAzG0fYxzsD2wLN7p7IkW494CfAQYT79T8BX8t+SF8r14C4q2ydB3w/+ndenn9SJma2DvAQsBFwBPAlYC/gHjPrcULIgPJNYBVwBvBJ4LfAOdErUPz+NbNNgAcJF69PAWcCxxDGAyIj3YeBPwAvAQcCPwa+jc7LuJwCrJc9sdz708wOBm4GHgAOAG4AZpjZieX9OpKPmZ0C3AI8DEwjdI//J2BoNF/new0xs/0JVdlfIXT6Mx1YF/iTmY3PSFfW8zjKjPwUuBb4BPAX4PdRPFJ+mwGHA/8GHs+VwMwagPuA3YETCef+BMKxMDQjXc1cA2ItIXH3c+Ncf52aDmwIfMTdFwCY2RuEzgUOBGbGGJvkN83dF2W8/7OZJYEfmNnp0VOTYvfv6YQL06HuvjxKtxq40cx+4O5zonTnAA58zt07gQfNbDjwPTP7ibu/U9FvLGnRU7VzCOM2XZ81u9z780LgD+5+avT+ITPbGDjfzH6tp+WVZ2aTgUuAr7v7jIxZf8j4W+d7bfkcMI9Q+tkJYGazo2kHAr+K0pXtPDazZuBc4Ap3vyBK92czs+jz/1vJL1ynHnb3DQDM7GxgjxxpDgV2AnZ29yeitM8QMqtfBFLXhJq5BsRdQiLVdxDhZFiQmuDujxCq/0yLKygpLCszkjI7et04ei12/x4E3JO6MEVuJ5TATAOIfqj2A25J/ThGbgQGow4pqu1nhKL4h3PMK9v+NLMJhKL6m7LWcSMwllDcL5X3BUIVravypNH5XluagGVZ2//96LUBKnIe7waM7iXdjma2UX++kPSUtd96cxDwciozEn1uPvB/9Dy3a+IaEGsJiZkdU0w6d/9NpWOpI1MJRbjZno/mydrlo4SOIF6K3hfcv2bWQij6fS4zgbuvMrNX6DoOJhMuQtnp5plZGzpeqsbMPkH4MTDCPsmcV+79mXrtlo5wDKXmP1ryl5Fi7U70pNLMvguMi95/391vjdLofK8t1wD3m9k3gF8Dwwh1+RcCqX1e7vO4ULopwJulfBnpl6n03CcQ9svBWelq4hoQd6P26/LMy+z+SxmS8hkFLM0xfQkwsbqhSH9ERepfB65198XR5GL2byuQyJNudMayKCKdVJCZDSEUz3/f3Rea2cSsJOXen72lWxK9ar9Xx4aEks8fEOp7v06oqnGLmS1y94fQ+V5T3H2WmR1KaOvx42jyPGDfrGs8lO88TqV7r0A6qa5RhB5os2WfizVzDYi7ytamOf5tBuwP3E/oXWKr2KITGaDMbF3gbsJNyjdiDkcq69uEur8/jzsQqaoGYDgw3d2vdfcHCA1b5xB6TZIaY2a7Eh7A3gz8B3AIsAD4g5ltGGdsIpUWd6P2eb3MehWYZWYPERrsnFa9qGreEkJuOdsoQN3+rgWiXjXuJ9ys7O7u72fMLmb/pp5+9JbutYxl5Uun46XConrgZxC6ex4WCsUYEc1uMbORlH9/9pYu9fRM+706Utv5gdQEd0+a2YN0dZOv8722/Dfwd3f/UmpCdB80j/Dg6ZuU/zxOpcu8luRKJ9VV7L1azVwD4i4hKeR2whMhKZ8XyF0PcCq5iwdlADGzwYSSkcnAx3MMGlpw/7p7G+EHrlu6aNmT6ToOXiE8mc9ONwFoQcdLNWxKqNN7G+HHYgnwTDTvCuCdCuzP1Gv2cTQ1a75UVq764ylDoled77VlK8I4Q2nRA6eXgc2jSeU+j3W+D0zF3qvVzDVgoGdIRtL1NFDKYyawV2bPGVEx8UTg3riCksLMrBH4HaF3lE+6+/M5khW7f2cCB0eN3VIOJdz83gsQDbY4Czgi6hM95SjCReuP/f1OUtDTwMey/h0VzbsI2Df6u2z7093nEm6Gj6K7o4C36aXffCm7u6PXdM820X7bl1CdGXS+15q5hIFv08xsBKEq+2tQkfP4EcKDjlzpnnJ3NWiPx0xgczNLHw/RWDR70PPcrolrQCKZTBZOVWVRNYR9CD1OPO3u+8QcUs2ILm7/JFyQziXkei8G3iL0Yz3wDggBwMx+BfwX8D3CRSPTK+6+qNj9Gz3xeAZ4DLiUMKjSpcAD7p6qDoKZ7UzoZvBWwvm4dbS8n7v7tyrzTSWfqFH7a2SM1F7u/Rk1rL2DMFjaPYTe3M4BvuLuqbEQpIKiQc3+QnhaeRZdjdoPJTRy/ovO99piZl8GLid09XwboVruNwiZlO3d/YUoXVnPYzM7ldCI/hzC+BWHEcY7OtDd76/gV65bZnZ49Od/Eqpgfjp6P9fdn4weQD5OeDB/JqF73vOi99tEpR5F39OtDdeAWDMkZtZJ9960MiUIbUkO7uVJsJQoGnDrMmBvQj/39xIG39KgVwOYmc0ldN2Xy/Hufl2Urqj9Gz15+QmhxOUDQkPKs1IXuox0+xF6+tkaWEz4sbxAg+PFI1eGJJpe1v1pZp8FvkN4Ovs68FN3v7xCX0tyMLNWwuCIhwHrAP8AvuvuszLS6HyvEVEm9HhCZmBzYAWhlPR77v5YVtqynsdmdgpwCqFnt5cIvfr9vqxfUNIsDGqcy/XuflyUZn1CZvJAoJEw0vopUelX5rJq4hoQd4bkXHpmSJKE4sOXgFm6CIqIiIiI1K5YMiRmNgxIuPuyPGmGA8msUSVFRERERKSGVL1Ru5lNJZSAnFEg6RnAu2a2eYF0IiIiIiKyloqjl62vAG8SGufkc0GU7uSKRyQiIiIiIrGII0PyH8Ct7r4mX6Ko+7FbCKO2i4iIiIhIDYojQ7IJ4EWmfYneexUSEREREZG1XBwZknbCQCzFaI7Si4iIiIhIDYojQ/IKsGuRaXeL0ouIiIiISA2KI0NyD/AZM/tQvkTR/M8Ad1clKhERERERqbo4MiQ/JYz8+CczO8bMmjJnmlmTmR0DzIrS/SyGGKXCzOw4M0tGo06LDBhmdm41j02dC1IpOraKV+3zPm5mNjH6vsfFHUt/mNl+ZrbKzMbFHUshZvYZM1tqZqPjjmUgGlTtFbr7UjM7gFBSci3wKzNz4H1gHWBLQhuT14GD3X1ptWOU0phZsaNsXg/8uYKhVIyZbQccAlzn7nNjDkdE1jJmtiPweWAfYFNgOTAHuMjdH4wztloS3WhfmzGpE1gE/AX4nrsX27nOWh1DOZjZucA5wKa5fvfM7DrgWHdP5Jg3CjgV+BQwGWgC5gMPAJe7+3NRuuPovq0A3iV0bvRLd78+x7ITwA+B6939jdK+XVXdBpwPfBv4ZsyxDDhVz5AAuPs/zWwb4L8IB+lUYAQhUzIbuAu40t0/iCM+Kdnns94fBhwKfJ1Q2pXyCvA48DtgVXVCK5vtCBfmPwNzY42kSGZ2MPC4u79VwXVsD/wKONzdX6/UenKs9zzChf2vhGNsOHAw8CLwBKFjjB0IvfUNcfeOasXWB79lgJ8LcW7nQseWmX0N2AJ4m/Bb8l13f6nY+eVaRh+cDuwL3A7MIGzL4wi1Bqa7+1UlLldyuwh4gXCMbgtMB/Yxs63d/d91FEPVRfd59wPrA7cCVxOuc0aokj/dzEZl3eulthXAusARwHVmtr67/yhrFR8nXHe+WLlv0Xe9XbPcvdPMfgVcYGbnufv7sQU5AMWSIQFw92XApdE/qQHufkPmezPbjJAhuauX0oSBeHNYU8ysmXCz+x9A2TMkZjYN+E8gCewMNJZ7HQXsBmyRejpmZnsSbpS/5u7/G01rBh4aaJkRMxvm7sujuAZUbDlUfTsXc2yZ2ReBI4E9oh/7A4D/NbOp7r6y0PxyLaOPfg4cl/lZM/sF8DRwkZld4+6dJSx3rZQ6Dyq4ilnu/ueM9b0A/BI4Bsi+wa3lGKrKzNYh1IQZCuzi7v/Imv9t4HtAdqlK9rb6JfAq8Dl6bqsTgX+5+9Pljb40Rf4e3gL8GDgKuKJ60Q18sWVIpL5lFM+mi4AzioU/BJxMOLEHAb+P3jcSTuRPEy5ydwJfyvwxM7NhwHcIT1XGAe8QSty+4+5LCsQ0jHCBPBzYGGgjFBdf6u63ZsQH8JCZpT56vLtf15f1ZyxrO7qKs5sIT5O+lirNKBRTvu8T+XD0+kQRafvM3e8F7jWzvQlPeasmegr1u6yi+r2ANcDfMmJcbWaPlbCKYWZ2OeFJ3jBCNYsvufu8rDg2Bi4EDgBaCSWAVwKXuXsySnMuYX9vC3yZUHq4HpDo5VzIV/3xY6kf7D6ue+to3Xm/T7YqbOecijy2zgYuzriB/x/CteFI4Loi5pdrGX35Xo/kmLbSzO4DTiM8Te714UGx1448n59AVynNJoTM8OOEKkSPRGk+ES3vSHe/JevzWxGqmJ3u7j+OpvX1upfrPCjqWmdmWwJt7j4/3/fM46/R62a9zC/bed/XGIrZNxlpz6XI8zp6OPgz4GPACsJv538XiLG/pgMTgS9kZ0YgPfj12YUWEl1XlhCuN2nRA5ADCdt8QCjmmuXub5rZHML9jTIkGZQhkYHoN8A8wo/TR4ATCBfRzQjFvanpnwMWAmcAmNlg4E/AVoSLlBOqWXwF2NXMdnP3fNVifkF4avELwg/uCMIP526E4uY7gA0JF9rMYuXUj3gp67+eUE/2HEL92q8AU8zsw1HaQjEVsgfwmLvX4ng++xKKxTPtBcyOSmAzvVfC8lP75vvABoSbxRuAPVMJzGxdwv4fC1wOvEYoOfgp4cf41Kxl3gj8GzgPyNewMbv6I8CZhOpCi0tcd8Hv04tKb+eSmNkWhO85JzXN3ZNm9hywn5k9km8+oRpIv5dRxq+0EWHcrWK3YaFrR292ItyY3kG4zo4hVHl5MPrsHEKnMgsIT/Bvyfr8MYQb5Ruh5OtervOg2GvdC4Sb7r3zfMd8Jkav7/YyvxLnfbExFLNv+hSvmY0BHgZGEjIhbxIyfT3aZJTZIYTf65v6+LmRUcwQjo2jCZmur2Wl2xEYQsiw9WBmuxIyi4OB5939N32Mo5KeAI4ws8aBVnIfJ2VIZCBydz8y+vsX0dOdkwlPaT8bTf+lmW0OfIEoQwKcAmwP7Jr5RMbM/gzcS7jJuzrPeg8GrnL3nD8m7v6smT1KyJB0K1bux/rfA/ZLXZSiG50rCZmwywvF1JuomsnHgP2BeWZ2A3Cbu9/Vl+UMZKmnsylmNohw83J5jrTnlbCK+e5+WMbyFwM/jarqPB9NPpPwJPMQd787Snc54enwKWZ2hbu/kLHMBcABhZ6g5qj+OJ3wo/ydjJuSvq67mO+TK5ZKb+dSTY5es+thf0C44Ss0v1zL6Dczm0IoLbjT3VcU+bFC147e3Ofut2Wt/1fAvwjXsBPdvcPMfgt808zGpto5mFkD4Qbxj+6+MPp4Kde9XOdBSde6IqRucJsJpe8/IzQuv62X9JU474uNoeC+KSHeMwkP0j7u7rOiNL+g8h3LTCX8lve1bVz2b1QncK67Z5foTIleX81egJmdQ+gw4gRC5vk+Mxvp7v8dVbl8rh8lbOXwKqHt2CaEzKwQT7e/IoVkF2M+Sqhnmt3Y81FgXTMbEb0/ivC05HUzG5P6BzxG6Mlm3wLrXQrsYmbjS4y7lPXPyHpCch3hRuOg/sTk7tcQbgQaCTexn6ulzEgvdqSrykI5ZN/UpZY7OWPawYQf3fR4SdFN1sXR22lZy5hRRHWObsxsD0Lj59+7+0X9WHcx36cY5d7OpRoVvWa3P1gWzSs0v1zL6BczG0lo4L6cvvW8U+jakVNmhsfMhkZP+xsI164ds5Y3iJABSdmXUJ0q8+l6qde97POgqGuduyfcfe98abLcRejZagGhGloLcJS7z+4lfSXO+6Ji6MO+6Uu80wglBLMy1rOG0JapklIdFfXVNwmlj/sRqqFdDXzPQscamVKlKN2qYpvZ0cDxwEnuvibaL78FzrLQK9dHYs6MQFfJ2Ji8qeqMSkhkIMq+WCwtMH0U4cJnhLrdi3pZ7voF1vsNwoVrnpk9S6i28Ls8P1zZSll/t24f3b3dzF4lPN3pb0xbEX4UHs0ZbLg430a4uSzGNzzqonGA2ovwNO3/yrS8uVnvUz98mVWtJhJuMLKlnqRumjX9lb4EEN2c3U6opnJ81uy+rntu1vtc36cYBbdzlY6tjqzXlCbCb1uh+eVaRsnMbCihFGEi8AnvWw91ha4dva2zmVDN6/NA9s1/+mmtu3tUZe0Y4CfR5GMImZ7MAYtLue7lOg/6e/3tzTeBZwhPpI8gVCXKV4V1btb7cpz3RcVQ7L7pY7wTgT/k+Fy348fMGgnteTK914cSu2ypoRz6anZW7YPfm9ka4Gwz+12+0tzoO1xM6E44M+7XCaVERo4qkTH8FvboHlmUIZGBqbc6lb1NT2S8/h+hLm0ueRu1u/sdZvZ/hCdK/0GoDvYNMzs768l0b/q1/grEtAfwrPfStWD05Og/+xrTAPZR4Onevm8JCh1vpSj6x93MWgg3fo2EqiH97YmoXN+n4Hau0rGVugHOLukfRnhYUWh+uZZRkujm805gV+BQd3+4P8vrg8sI1U4vJ3RKsISQwTyLnqVl1wFXmtmHCNVMDgVu9O69i5Vy3etxHpTh+tubzBvcu8zsLuB6M3vc3RfkSF+J877YGPqyb8od73h6ZnqOJxwDqf09tJfPttBzn74AfNjMBpdQbSvbLELD/b3pyvSlzs3MkspdCCV492V9PtXW7czoXzcx/BamYl6cN1WdUYZEasnLQKu7P1DqAtz9beAa4Jro6eUfgO+b2aXRRTVfdZtS1m/As+k3Zk2Ep2vp3oqKiKk3e1K+0oIBLarbvgfw6yqv+jXCYK7ZpmTML9U1wDbA/u6eazmVXHdOMW7nXFJ1x8fSvR75aMK5WGh+uZbRZ1E7nFsJ1VKOdvfsG6iiFkOBa0cvjgR+4+7dGgnnqBIDoUH7ZcCx0bqG0bMxdL+vuyn9uNb1xZmEm9rvAl8qcRn9Pfd6i6Ev+6ZYcwmdDGSzrPdvEY7HTKlSgLnR65Z0deaSaUtCI/xMdxE6nzmK/nf+0BS9Zpa4pOKYTFctgE0IGbjeSi8ej46xuE0mZJLirjo2oChDIrXkZuBCMzvK3W/OnBEV5Y5095w9q0Tzh7t7ujjX3VeYmROeyqxD6DEk9ZQ6V/3xUtZ/spndkVEX/DhCF5L39SGm3nyE0IVkanDEee7+TEZMtVRla1tCLzLVbtdwL3C6mU3z0OVjaruekTG/z8zsLMLNyane++jdFVl3AUVt52ocW+4+NzoXtiS6IYluyrcGrik0v1zL6KsoU/cbQne90939d6UshzzXjgKf6ySrxMfCuDK7knWD5O7vm9ntwGcJbRhe8p7dFpd83c1KV9S1zvrZ7W9UFe1O4HgzO7+XUpJC+nXu5Ymh6H3TBzMJJU37ZTRqH0RWr1VRqVdvmcoHCNv/JDO7N2qDkopvb8KDk+wx5a4Evgr8yMz+kfnbE32umZAh+1ERpdoHR6+Z3QfPJpTK7EToVQxCD2KrvWfPVanf61nkEMNv4U6E3i/Vw1YGZUiklvyE0C/5jRYGKEo1hp9MKI49m96f1KwDLIh+JJ4hNDrbntBLxx/dPVW0OptQSnKWmbUSLoh/j55gl7L+kcAsM7uD0K3xVwhPzq7uQ0y9WQ94Pqr6s7u735M5s8zF1A1Zr2lm9l/Atwm98Czsy/xCn83wMcJ++WtvCSyM7fGXPjaILeRiQp3wW81sBuFJ4jRC72aXefeedopiZlsDFxDGYHjHzD6XlWSWh16Pyr7uIhTczlC9Y4tQUnMcYRwXCI1g36Wrq9pC88u1jL4cX6lB0f4CrMixf+8ssnpevmtHPncDx5rZMsJgjFMI15TnyF3n/zpCF+sbEG4gs/XnupvSl2tdf7v9Bbgkiu0MQu9VfVWOcy9XDH3dN8W4hNAxwV1m9nPCTfunKf7mG3dfbGZnEwYm/HuUSX2XkBE5gVA68sOsz7wfPQi7H3jczG4lHBurgc0J22/jKL5M+5nZuOjvVkKpzcGEfZ7ZML/dzGYSRmtP+RvhN28fd38wyugeSehSezGwoZntBfzaMzpVqECVrXy/hxsR2nf+sozrqwnKkEjN8DC42L6ExpFHEbrRXEm4WN4E9PakGcIgXDMIdZcPJPRdPp8w3kj6gunur5nZVwiNFK8i1O8/HnitxPUfS+iz/jxCsfRdhMHNVppZZzEx5XER4Yfu7SLT91l0cT+ZUHcX4H4z+wdwXkbjwwZCf/G91WnON7/XedGP1iWEes37RGmuN7P3gbMzqzmZ2fDoz3yZmj5z93fMbHfCtj6O0InAq4SxAH5W4mLHEL735oRGvtk+Bvy7QuvuoS/buZyKPLYuJXSpeiWhB6NtCVXclhc5vyzL6OPxtUP0ulf0L9um9OzVK5derx0FPncK4bp0GOHa9U/CuBSfJfdN/oOEa9gm5Dge+3ndTSnq+lsu7v64hW6JTzSzi6IMfl8+3+9zr5cY+rpvilnP22b2UULVu69Fy7+DMCbJM/k+m7WcH5vZa9EyvkW4Li8g/A6el+sBmbs/Ez1gSQ3geSjhWJ1HKLn5b3f/IOtj3874ezUhs3chcJH37JntKuCPZraduz/tobvq/YGvm9lHCO1r7nH3G83sKcLDhP/JsZyyKPKa9RlKG5+l5iWSyYrsFxHJw7pG2U2Pzi2VY2YHEqpRbOvu/4w7Hqkt1Ty+4rh2mNmLwBvuvk811idSjKiq1ZOETgOmxx1PIVF1zecJ4818I+54BhqNQyIi9WBfQheiyoxIJdTs8RWVfmxOV5U1kQEhKun4FqGa27hC6QeAwwndD/en17iapSpbIlLz3P20uGOQ2lWLx5eZ7UJovH8WofrULfk/IVJ9UUP9wXHHUQx3v5XQu57koBISERERyXYSoaekNuAId18dczwiUsPUhkRERERERGKjEhIREREREYmNMiQiIiIiIhIbZUhERERERCQ2ypCIiIiIiEhslCEREREREZHYKEMiIiIiIiKxUYZERERERERiowyJiIiIiIjE5v8Bi35BjDRsm/EAAAAASUVORK5CYII=\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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.005)$ ($0.0%$$\\%$),\tfrequency of collisions is 2.8e-05 ...\n", " - For #$1$: $B(0.01)$ ($0.0%$$\\%$),\tfrequency of collisions is 3.2e-05 ...\n", " - For #$2$: $B(0.015)$ ($0.0%$$\\%$),\tfrequency of collisions is 3.6e-05 ...\n", " - For #$3$: $B(0.84)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000661 ...\n", " - For #$4$: $B(0.85)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000582 ...\n", "Warning: forcing to use putatright = False because there is 3 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 2 : Selfish-UCB($\\alpha=1$) ...\n", "- Player # 2 / 2, Selfish-UCB($\\alpha=1$)\twas ranked\t1 / 2 for this simulation (last rewards = 8373.4).\n", "- Player # 1 / 2, Selfish-UCB($\\alpha=1$)\twas ranked\t2 / 2 for this simulation (last rewards = 8372.2).\n", "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" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.005)$ ($0.0%$$\\%$),\tfrequency of collisions is 4.7e-05 ...\n", " - For #$1$: $B(0.01)$ ($0.0%$$\\%$),\tfrequency of collisions is 4.3e-05 ...\n", " - For #$2$: $B(0.015)$ ($0.0%$$\\%$),\tfrequency of collisions is 4.4e-05 ...\n", " - For #$3$: $B(0.84)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000891 ...\n", " - For #$4$: $B(0.85)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000888 ...\n", "Warning: forcing to use putatright = False because there is 3 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 2 : RhoRand-Thompson ...\n", "- Player # 1 / 2, RhoRand-Thompson\twas ranked\t1 / 2 for this simulation (last rewards = 5107.2).\n", "- Player # 2 / 2, RhoRand-Thompson\twas ranked\t2 / 2 for this simulation (last rewards = 5105.4).\n", "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" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAIcCAYAAACXRxO/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XeYHWX5//H3ZkkCJJBNgIg0QcCb4pci0lRq4AcBAoQaqnQLCChSBaQJolJUOoKRagKETpASeu/dm5ogiECADSQBFnb398czJ5k9e8rMnjnn7O75vK5rr90z9Z5n5szOM09r6uzsREREREREpNoG1DsAERERERFpDMp8iIiIiIhITSjzISIiIiIiNaHMh4iIiIiI1IQyHyIiIiIiUhPKfIiIiIiISE0o8yEiIiIiIjWhzIeIiIiIiNTEPGkWNrMmYClg4WjSdOBtd9dIhSIiIiIiUlJTuRHOzWwosAuwPbAuMDRvkZnAo8B1wNXu/lkV4hQRERERkT6uaObDzFqAY4CfAfMBLwJPAG8CHwNNwHBgWWBNYGXgC+A84DR3/6TawYuIiIiISN9RqtrVW8D7wHHABHd/r9SGzOybwM7AT4D9CRkTERERERERoHTJx47AtWnbc0TtQnZw92syiE9ERERERPqJsm0+REREREREsqCudkVEREREpCaKtvkws+N7sL1Odz+5gnhERERERKSfKtXmo6PA5NzCTQWmNxEyH83ZhSciIiIiIv1F0ZIPd+9SJcvMFgVuA14FzgA8mrUC8CtgeWCL6oQpIiIiIiJ9XeIG52Y2AZjX3bcpMv8mYLa7j8swPhERERER6SfSNDjfDLi9xPzJ0TIiIiIiIiLdpO3tykrMW5HubUFERERERESA0iOc57sN+LmZPQ/8w93bAcysGdgL+ClwbeYRioiIiIhIv5CmzcdI4G5gJaAVeCuatQwwHHgZ2NjdP6hCnCIiIiIi0selGuHczAYB+wNbAUtHk6cCtwB/c/cvM45PRERERET6iVSZDxERERERkZ5K3ODczKaY2agS8zcysynZhCUiIiIiIv1Nmt6uNgS+UWL+SGCDiqIREREREZF+K21Xu6UsAczOcHsiIiIiItKPlOxq18y2AeIjmh9gZpsUWHQ4sAnwZIaxiYiIiIhIP1JunI/VCGN4AHQC60c/+WYRMh4HZhaZiIiIiIj0K2nG+egAdnf3q6obkoiIiIiI9EdpRjhfBviwWoGIiIiIiEj/1uNxPsxsILA2sBjwb3d/PsvARERERESkfymZ+TCzzYCdgSPd/cPY9OWAmwCLLT4R2M3dO6oUq/QxZrYX8HdgGXefmvXy1YhBpDcpdP3W65o2s6WBt4C93X18rfYr5ZnZ94CzgdWBocBYd7+h0mWLrL8XuqdKGX39fqHrvLrKVbvaC1gxnvGIXAasAFwOPA5sCewEPASck3GMUgWxLxbANu5+U4FlJgI7Arh7U0b7XQ3YFhivL7RkwcyGA4cSeuZbFhgIvA3cBZzr7i9Vcd+6nqWuzGwe4DpCpzBHAJ9RpOfJNMuK9He6f9dPuczH94Eb4xPMbCVgHWCiu/84mnyumT0I7IYyH33NF8DuhJKsOcxsGDAmmj9vhvtbDfgtcC8wNW/e5cA/gS8z3F9DMbMtgX2ArYFZ7t5SYtmrgXGEh/Qn3P2YDOOYDzgMWJjwoqIDOCrr6plm9n/AZMIgpxOBvxGuHyO8EDnAzIa7+2dZ7jem1PVcLfqeSNxywNLAL939/AyXLUbXn2TOzFYHLgB2cPf/FJh/MPAd4ANgJeA4d38t6fwi9DxSJ+UyH4sCr+dN25zw1mR83vTrgeOyCUtq6BZgjJkt6O6fxqbvSBiE8nbCg2zVuXs70F6LffUmZjbE3WdlsS13v9XM7ic8iG9uZt9w9/cL7HNLYAHgJXffNIt95zkOuMDd34729zvgQTP7vru/msUOzGwBQqZ5PmBtd38mb/4xwPFAJqV2WcjiXDfq96QvyPK7nMLI6HdrxssWlOT6q1M6NJT+ksZmNgbYnvBcuRbQXGCZfQkvyn7k7h1mNhr4l5mt5O5flJvfk7h0n62ucpmPrwos84Po96N50z8i2zfkUhsTCNVVdgAujU3fA7gViGdIMLMTgN/mV8NKUr8zt2708R6zOU2G9nb38WnqWMa2tRpzq9wMJLwFP9jd/1di3W8BhwOjgKUIN5jHgePd/eHYcptH2xvn7hPytrEy8CJwuLv/KZo2BPgNoZ3UEoTvxA3Ab9z9k7y4VwV+DmwHLAI0ResfTzgXiwOzgdeAM9x9Yqn0yPNDwlubzYFvA10yH9FD+2KElwv3pthuImY2L3AwodTspGjy7wnVPA4GDiqz/grA7FzGpYQDCG9x98nPeAC4extwbN6205yj7xLO0U7AEOA+4KfuPi1vOSh8PefmFzrXia7BIumzF93bgZTqOWQjd7836fFHyy1HaBewEfA54eXSX0vFlRdj7thXIZzv7Qn/S66JPjcDfyK85Jgv2v5P4w9TKWJN+n0u+/1Kc38rdX7TxF8iDRcHfgeMBlqAN4CLgD+7e2e0zHggVwPh72b2d2Cauy9dYHtFl01zPeZffwnSITe/5PcpTZolPJdZ3U9z+yybRtHAzDdQoB1NVEr7PPBrdz8j5fHm0rCie4mZfQf4M2G8ttz3+i9RXF3+d6e5fiu5X7j7zcDNZrYhc8eVy3cscHqsTfHthPvGOMKL8HLzu+nJ80iN72uZXr+9TbnMx+uEi/QcADMbBGwAvOLu+W9OvkEo7pK+ZTrhi7oHUeYjupmtR/hibVN81dQmAd8kPDSeCrwSTS/5sFXGP4CPCTeEZQkDXa4YvWEvVly6JuEmOQmYRqgatC8wJVrvxWi5O4F3gT0JmbS4PQk3+SsBzGwwcDewMuEBwQlFwAcC65jZunnxXEnIFJwEjIimnQfsEv1+EViQ8M9mXUJJRlI/AP5IyDh+G3ikQOzXAOcDf0ix3aSaCTfUobkJ7v6ZmX1EqPZRziuEB5MNyyy3LaFIPNHYQz04R7lr60RCRu1XwBWE7wYkv54Lneuk12BSexSYdiSh+sF0SH78ZrYwcD8wjPAA8V/CP8B/pIwJQvvAaYR/oj8E9iM8nCxHOHe56bsD7xEyqGnPVdK0zOr7la/b+e3BtdaFmS1EuI6+AZxLyPhsDZxFyHAfGi16IeEedUy0nweAmUU2W2rZLK7HQtd5XMnvU8o0S3Iusz7fSdJoMqFUaRfCA2XcroTqp//swfHm9PheYmYjCd/roYQMyHuETEy373Wa2DK+X3QTZZiWJpxDANy908xeAjY1s4dLzadI5oPKnkdqcV+r1v2qVyiX+biU0J7jNMLFtRvhgv9TgWU3ICSk9D1XAP80syXc/R3CeW4llHxklvlw9+fN7BHCl/3O3NvYCs0ANo2KSIluOBcRbgbnFlnnVne/Nj7BzC4A/g0cAuwfxdtuZpcDv45XXzKzAYQ0usPd34s2cQih95h14m/hzexe4GbCw+HfYrt8Fxide4MZ2Rq42N0PpTILRg/7bxIyH/HjXAN4GViDkEm4v8J9dRO95flW3n6HEKp8vJHhrlYKuyv+EJcn7Tl62923iy03HTgrKsp/OcX1XOhcJ7oGk3L3K/K2dQDhTfNvYg+OSY//SMI/5f/n7ndGy5xHz0rJ3N3HRX+fF70hPQj4p7vvGk0/38yWJ7RVOiJlrJA8LbP6fuUrdH7TXmv5jiS8xd7W3W+M1j2X8EB7iJld6O6vuPsj0QPNMcAj+ddBXJlls7geC6VDXMnvE+nSLMm5zPp8l00jd28zs+uAXc1sqLvHM4LjgPvd/d3oc0+ukUruJUcSMrOj3H1KtNx5hIfhfGliy/J+Uciy0e9P86Z/Rsh0lJtfUIXPI7W4r1XrftUrDCgz/2+EOtVHEtoG7Eq4UM+OLxQVSW9KeIMufc9NhC/qbtHnPYBrPFRb6e3OyWU8IuMJGZKtiq3g7p/n/jaz+aK3jAMIRdVr5C0+npBJ3y02bRShGDT+ZmeXaP3/mNnCuR9C9cRZ0Tr5cef/k24F1jazJYvFXo6Fht6zo49dMh9Rpml9d7+H8LLgVS9RPS1juxLeDJ1ZbkF3b3L3DRNsc0G6/8MpJe05ys+83hf9XpZ0up3rlNdgKmb2I0Jp9TXufmpsVtLjHwO8nHuQiOL9mlA9I60L8z4/QqiOc3GB6QuZ2YIpY02TlhV/v4oo9F1Oe63l25rwgDOnw5doH6dHH8dkE/qcbWdxPRZKh7hy36c0aZbkXGZ6vlOk0dWEKjfbxJb/AeFBOF5K25NrpJJ7yZbAi7mMR7RuO4WrR6WJLcv7RSHDo9/57VtmRvPKza+Gqt/XqN79qlcoWfIRXUBjo7elywFT3f2xItsZRxXeokr1eWiwdS2wu5ndTeidKNWb16yZWTOhTmvcjPiNNtKltM3dv4re+C9TYtuDCNW09gDyv9hv5W3Po2LdPZn74LwnIYMT7wnOCP9w8rulzhmZ97lQCcBhhLYa08zseUK1r3+6+1PFjqWAdZjbHutNQgO+nN2Z+89vfQp8X82sCbiWUCc7icO8TFe2ZtZCaIB+oLtnWfLxKaHRfFJpz9HUvM+5+riFqpSU0u2Y01yDaUT/qK4jVCHYO382yY5/aeC2AvN7UrKd326ntcz04YTzmvhcpUjLLL5fhRS6ptNea/mWJlThyfdy9Lvo/a0nMroey323p+Z9zv8+pUmzJOcy0/OdIo3uIVS12YWoWi7h5Usb4d46Z5Okv0YquZcsTeHvdaEeodLEVmy7WdWEac/7nTOQ8OxZbn41VP2+RvXuV71CohMTHWzRA3b31+neK5b0LVcQigf/QLhhPVRkuWJvtrr1UFGhJen+T29vitffTOPPhKLWcwnH+QmhLu7RFH6rPR64yMxWITzQjwWu9K69aDQBDxLqMxeS38A0PxOFu0+y0GX1GGATwvk4zMyOzXuDXcoPmfuG8U3CS4Fc49Wv3f19M5uf0I32eQVi6CS09clEVNpyKXCiZz/Q1CvA981scMKqV2nPUbGeTtL2ntXtXJP+GiwrOq83Er6L23r3nnDSHn8WiqVhubRNE2uitEz4/erJ/a3Q+a1HWlcii+uxUDrEZXbOk5zLjO6ncUmvsw4zmwAcaGYjCC+qdgRu964NtXtyjdTkXtLD2Kol96CeX1NnCOHhvtz8aqj6fa0K12+vUq1cofQ99wLvEBqu/a5E8XmuR6DheTfSbxdZPl+pYvm4/xGq8sUVesNuhJ46iOIaSHgrmN8bW9w44DJ3P7jLhsxOKrL8BMIN/sfRvobQvTHd60CLu99VYr9lufsHwCXAJVEVqtuAE83sjIQP2CNi5+UtYLGonvcuzC25WZfwVqgWJZWnETJq10HoFSV6WZGFGwiZrV1IlinN5BzlSXo950t7DSZxCfB/wGbuXuhtddLjn0poBJnPCkyrljTnKnFaJvh+VXp/60n8hbxFKIHOt2JsfpaqcT2mlSrNktwrM7ifxqVJo6sJnQLsSPg+jaR7xxhZ3Y+SxjUVWL7A+oW+62lim1pkG1ndL96Mfn8j9jeEErPXE8wvpaf3757K/Brvq4q2+TCz581s5+jNZSJmNsDMxkVFRNKHRJmNgwg58vx6i3G5ItqNcxOiqjqHJNxV7m1sybqY7v6Fu9+V9/NegUUPiqpo5exF6Jby1hKb7yDv2jez9QhVlgrF8imhKsuuhNKX17x7d6hXA981s13y1zez5ugNWFHRMsPy9vs5oeh6HhJUL4oyXvF2Om8SjvMnhAZ1uW4I1ydUoezWla2ZNZnZdWZ2e8KflUvE8xPg0VzGI7JnguNYwcyWKrccoWOBt4E/mtmqBbYzyMxOjtW3regcFZHoei4g1TVYjpkdTXgI+XW8TneepMd/C7CymW0amz8PoZvkWklzrsqmZYrvV6X3t57EX8jNwAoWxkCIx3FEbH6WMr0eeyhRmiU5l1ncTwtInEbu/jihitQu0c9M8gbyJbv7UdK4bov2F7+2mwk9LeVLE1tV7xceurl1Ypnx6H/dd4G7ys0vs/me3r97KrNrvBbBVlOpko+bCTmuv1hoD3AH8Hj+A6CZLUbo6m0zQnWN+QlviaWPiRo33lhmsTsJD7V/M7MVCUXKufOexFOEtw1HW2gL8DnwWJE3tUkMA+40s0mEdkkHEupFl+pJ5kbgx2Y2E3iW8DZxP0LJSrEv9XhCm4lFKTyY5pmEBn1XRg8MuQZoyxLS51hKv51fAHjXzK4HniN0Sbl6FNcd7j69xLo5mzO3TjiEN1IdwDfd/bnY9A0oUuqRVbUrM9ua0J//nWZ2VDR5CGHsj3ISdbXr7p9G+5kMPG5mEwnp3kZ4w7czoWOAXHfClZ6jQnp6PffkGizIzL4LnEJ4cP7IzHbPW+RODz21JT3+PxA6WLjBzP5C6DpzR5K3A8pCmnOVJC2Tfr8qvb/1JP5CTidcvxPN7BzCd3kM4f/sn939lRLr9kRm12MFkqZZ2XMZfRcT3U8tjJFzX4JOLtKm0dWEnsW+D1xfoL1iVvejpHGdTvhe3xR9r3Nd7eZezsRLAdLEltX9YkDe77hLCS8W/x593olwTicknF9M1s8j5WR2jVcpvpopmvlw99+Y2V8Jb3x+DPwM6DSzNubWSxsODCIk3nuEN+bn1LAHHakxd//awkBK5xC+KJ8SbrIXUrhaVP76b5nZgcCvCddLM6E0oadf9h8TirdPIlQluoEwyGCph9xDCA/B20X7foHQL/muFH/gnULo13spQiOwLqJG+6MIjcR2ibb9RbTOVdH6pcwmpOkmhJvTYMJb/VMpMxaHhe78zia8rZ1uZsu6+289dPt4F2GgMiyM+L0eoeTjDTO7Atg36+JbC72tXE14YNs4b/bOWe7L3Z+LHr5zA02OJVwH0whv5P7q7p9Fy1Z6jgrtv6fXc0+uwWIWJvzDXp4C1yahKuX7SY/f3T8ws/UJL5Fyg0VOIvSK81z3zWcv5blKkpaJvl+V3t96GH+h9T+y0EPSqYSHqgUJmaJfkdfbZEayvB57JEWaJTmXic63meXGIipUqp4vbRpdRbiGhlBgLKIM70eJ4ora+21AuH4OJaTRtYQqxA8TezGUJrZK7xdRTAcBa0eTJpvZM8BJHrpgBjgDGGZmFxG6G16VUL10VsL5BVXheaSkjK/xPq2ps7N8lbeoaO4HhPrVKxL+2UFo6PMKYbCiR2PVOkSqyuaONFp2NPQM9/kq8I675z9Qi4hIH2NmWxJqeazq7i/UO556MLPtCNWKf1igOrFIVSTt7aqdkMF4oLrhiPRO0duK5YGT6x2LiIhkYhSh+9KGyHiY2XzedVyQeQilIK3A03ULTBqOersSKcHM1iY0XDuaUOxZrg6piIj0Ae7+q3rHUGP3mdkThKpZwwhtM9YgdFSRpD2eSCaU+RAp7WeEwZteAg7wvjHqu4iISL7bCO3ufkxo3/BvYD93v6SuUUnDSdTmQ0REREREpFKJx/AQERERERGphDIfIiIiIiJSE8p8iIiIiIhITVTc4NzMNiQMNni3u39acUQiIiIiItIvJS75MLMTzWxK3rRbgLsJA9S8Ymbfyjg+ERERERHpJ9JUu9oReDb3wcy2ArYgDPW+KzAQOC7T6EREREREpN9IU+1qCcBjn8cCb7j70QBmtgKwV3ahiYhUJhokciF3v63esfRGSh+lQRJKo3SUXiKlpSn5aALig4KMAv4V+/w28I0sghJpBGY20Mya86YNrlc8vYGZPWZmN5jZ6hlsa1lgr97wAFDqXJtZs5mdaWbz1jimXpE+9Tr+aN+9Ig2iWHrdNRLtu1ekUZo0MLPtzWyDWsRVYN81Sa9y/z+yTC8zOyy6L59WWdQiQZqSjzeATYGLzGwdYEngjtj8xYEZGcYm0t/9AJhgZvcA0wnfoRYz28zdv6pvaHXzirvvlT/RzP4fcACwDfAecH80qwlYGngL+JW7fxBb7Vxgz7ztHAx8B/gAWAk4zt1fKxVQknUSLFPyXJvZBcCZwM9LxVIixkzSJ+nx9nSdKFN5AbCDu/8HwN3bKz3+aNt1u0aSrlfo+GOqeo1E++8NabQU0BYd3znu/kSRZU8EXnX3KyHZdWJmiwFnA5OBZjObBOzp7jPLxVZke73he1UsvUpeL1mml7ufAZxhZuNLxSuSVJqSj/OB7c3secKF+jZdSz5+CLyYYWwi/V2uNHEMsD0wDdi2mhkPMxtSrW1Xk7vfAewOdAAnufvu0c9uwEbA94Ebcsub2WbAf+MPBWa2LzAOONjdTwL+Afyr1JvBJOsk3G7Jc+3urwIfmNnoeqVPimMh7TpmNiZ6cDkYWAvo8sa20uPPKg16cvxJ1it3/JGqXiPRNuqZRgcDr7n7r939GODXwIVmtmiBZVcBjia0JY3HXzIN3P2/hMzCblGMu/U04xFtr57fq3LpVfb/R63TSySpxCUf7n6hmbURLvQngd+7+5cAZjYCWAQ4rypRivRfR7v7+KQLW+hR7nBCtcelgHbgceB4d384b9kTgN8CqxLefG1H+J42xeatAhxE+Oc1D3BN9LkZ+BOho4n5gOuBn7r7rNj2hwDHAzsQ3rrNBl4DznD3ibHlVgBmu/vbSY+ziHWAQUCXXvfcvc3MXgTi/2D3JLxhjjsWON3dO6LPt0fHNg4YX2SfSdZJut1y5/ocQvpPLrFMKZWmD1Qpjdz9ZuBmC12z71VkO5UeP9TnGim7XsLjh+pfI1C/NNob2CS2vw/N7C5gPcIxAaG6ULTs/4psp2gaRG/yzwQuA2YBV5jZjyt8oK7X9ypJeiX5/1Hr9BIpK9Ugg+7+d3ffzt33iXLUuekfu/sa7n5J9iGKSMyahDduk4BfAr8HlgGmmNl3i6xzJbAccBIhwxF3GaGt1vHArcB+wB+Ba4FvRtNvILz9y1/3vCiGmwkZllOAfwPr5i33SrSfSq0PTHP3N+MTzWw4IU2uiE3+EfBEbJnvEKpJzCmddfdO4CVCddJukqzTk+0W4+7TgS/MbOU068X0OH2i5aqSRkllcPxQ42ukkvV6oq+mUaQNONfM5otNWxF4OW+5nxEe4DsooFQauPt/3X0c4UF6urtvn8GDdM2/V5Gk6VVSHdJLpKyKBxkUkYp8z8yWAb4klFCc6u7PlVj+Vne/Nj4hqtf7b+AQYP8C67wLjI7+4eXz6J8PwHlmthwhI/FPd981mn6+mS0P7AMcEVt3a+Bidz+09CFmZn3y3j5GaXcFIbN0UDRtecI/0i9iiy4b/c4fCPUzwoNBIUnWSbPdJOf6IWBLwoNJWpWkD1QvjdKo5Pih9tdIJesVUu1rBOqTRgCnR9v/XlQNaU3gFnefcxzR/afZ3d3MSm2rZBq4+3VlYkmjHt8rSJBeJP//Ucv0EimraObD8gYUTKjT3UdVEI9II2kHvnD33wKY2ZrAXWa2grt/VGgFd/8893f0Rmx+Qt3fx4E1iuznnCIZD4AL8z4/QqiTfnGh6Wa2oLvn/om2Amub2ZLevfFsPOamYvOSMrOBhBKVj8zsqGjyCMI/1JPcfUJs8cWB9/M2MTz6PStv+kyg2FNOknWSbjfpuX6WUP86lQzSJ82xVLpOKT06fqjbNVLJevmqeo1E26xXGuHuk8xsL+DvhIbbkwnVjnKxNRFKPY5McCg9ToM06vi9KptepPv/UZP0EkmqVMnHALp2rQthrI9lCb1avRVNWwYYRugNq+gDiIh05e4PAA/EPj8Rve37KfC7QuuY2SBC9ac9CD3Oxb3VfQ0gfDeLyW+H0Vpm+nDmvsE7DLgcmGahI4o7CSUmT5XYX099n5DROjzediQq9XnazOaL1X1ehO4977Xn/c4ZSPH7YJJ1Em03xbn+iLlvStOoNH0SH0sG65TS0+OH+lwjlazXRQ2uEahfGuXaF4wmVDU6ANgZeMLMfhhVDdob+Ie7f53gOCpJgzTq9b0qm14p/3/UKr1EEina5sPdN3T3jXI/wFHAQoQ3EyPd/Xvu/j1gJHAg4W3AUcW2JyKJzCI0cCzmz4Tv2Q2Et2CbEf45TaH49/nzItOh+z/EctPnlGK4+yTCy4f9Ce069iH8czymxP56an3gP57XaD2qh30/cEJscqF0+LDIvCHMzVj1ZJ2ebDen0Ln+mPAyJ61K0weql0Zp9PT4oT7XSCXrJZHlNQJ1SqOoVOMqQveyU6KqnqMJx3GKmS0BjHD35xMeRyVpkEZdvlfl0qtEvMX+f9QqvUQSSfNm6k/AFe7epZqGh27dzjezlaJl1s8wPpF+ycwWIDRA/Ku7/yk2awGgVFe744DL3P3gvO2dlH2U5XnoUvIS4JKoGthtwIlmdoZHveFlZH3gwSLz5iP8I8+ZztyqDjm5xqLfiP0N4aXJ60W2m2SdssukPNfNhIamaVWaPlC9NEqjp8cP9blGKllvjhpdI1C/NFoZ+MTd5yzj7reb2U6EbvxHA6tb13EkFgP2i3oI+0ne/aSSNEijXt+rkunVg/8ftUovkUTS9Hb1PcLbzWJepnidcxHpqgMYTOibHZjTZfVw4J4y63X53prZepQuLcmchdFzu7xJi9qjOOGlxgKxZVcws6Uq2NcAQi8y3R4CzOzbwIbAxNjk9wiltPHYpkaxrRBbdyDwXeCuQvtNsk7C7aY51yOY+6Y0kSzSJ8WxVLxOGamPP9pnXa6RStbLU9VrJNpe3dKIcHzzF5j+IvCOu1/s7ru5+165H0K1pL9Fn/NfZPQoDdKo5/eKMulF+v8fVU8vkTTSZD4+oXS3cJtReRGzSEPwMF7GlUC8fcSuhH8u+Y29424Edjezc81sfzM7k9BFbk97vumpBYD/mtkVZna4me1rZucQuuq9I6rDnVNpV7urAwuS9xBgZksSuhx+jK5VPl8BRkb/4OMupesYCzsRqiPMaTRqZj8xs2lm9s2k65RbJuW5XoTwcBE/zp+b2btRrzaFZJU+ZY8l2m5P0ihnQN7vfD05fqjvNZJovUjB46/BNQJ1TCN3fxnoNLNdYss0Ab8idBfehYWxPqDwYIxQIA3SqHF6QZk0S5tePfj/UVF6iWQtTbWr8cAxZnYZod65R9MNOJQw+OBpmUYn0r8dR6iitCChSHy0VsvfAAAgAElEQVQeYIMCXTXGHQJ8QRgwcG/gBcIgf7sS3sTVymzC4FWbEHp+GUxopH4q8IcsdmBmSxMeTFaLJp1iZrOjv4cQ2pv9HTg33kjV3TvN7GFCSeyjsU2eAQwzs4sI3Q+vCmzmsYETCQ+F8zK3bUuSdZIsk/RcrwncmzdtAGGQs7GEAcGqlT5VSyMz24DQJena0aTJZvYMoceg+LgFiY+/SmnQk+Mvu17C48/8GullabQDcIKZbUJomzAfMMHdu7ypN7NfEMYVAjjZwujcu3hs5O4iaZBGLdMLyqdZT9Irzf+PStNLJFNNnZ3FeuDsKnoTcQGwL917wWoifBkPcPdiDVVFREoys/FRlYtKt7MxsIW7/7ryqGrHzO4F9sxv4BpVcdvb3c/OaD+9Mn1qdfzRNntlGpSjNCqeBim3ofRKv51M7s8iiatduXu7u+9PqKd4DHBR9HMM8H/uvq8yHiLSG7j7FGB5y2uX0ptFVUA+KvKAsD6xbjUr1RvTp5bHD70zDcpRGpVNgzSUXiJ1kqjalYWxBdYB3ouKiF8us4qISL0dC5wMHFxuwV7ilxToRjN3/3X332S8v96WPrU+fuh9aVCO0qhIGqSh9BKpr6QlH18TemXYrIqxiIhkxt1fAO40s+3qHUs5ZvZD4HN3f6bA7G8R2tllqjelTz2OH3pXGpSjNCqbBmkovUTqKE2bj9eBC939j9UNSUQalZk9DXwA/MarM1J6rxO1pzsOOLkRq642+vEnoTRSGqSVZXqZ2VGEDk2ec/cjMwhPGlyazMfhhBGM13L3z6oalYiIiIiI9Dtputr9kDBy5qtRd7tvAp/nL+TulfTn32899dRTXxOquX1a71hERERERHpgQaBjjTXWSJOH6CLNipfG/j68yDKdVDaYWH82AGhqbm6uSy8Y7e2h1LW5udiYTdIf6bw3Hp3zxqTz3ph03htTPc97tO80g5R3kybzsVElOxI+bW5uHrbaaquVX7IK3MOYkGZWl/1Lfei8Nx6d88ak896YdN4bUz3P+7PPPkt7e3tFtXgSZz7c/b5KdiQiIiIiIo2tomITERERERGRpFI1FjGzkcC+wBpAC90zL53uPiqj2EREREREpB9JnPkwsxWB+4GhwKvAdwkjnQ8HFgPeAP5ThRhFRERERKQfSFPt6jRCV7srA6OAJuAQd18C2JOQCTks8whFRERERKRfSJP5WI8wwvmbQEd8fXe/ArgO+EO24YmIiIiISH+RJvMxH3OrVX0R/V4gNv9JYO0sghIRERERkf4nTebjXWAJAHefTRjxfPXY/GWZmykRERERERHpIk1vV/cDmwMnRZ+vBQ4zszagGfgFcH224YmIiIiISH+RJvNxFvD/zGxed/8COBr4NnMzI/cAv8o4PhERERER6SfSjHD+IvBi7POnwGgzGwZ0uPtnVYhPRERERET6iTTjfMwftfXowt1nZBuSiIiIiIj0R2mqXbWa2dPAfYT2Hw8q4yEiIiIiIkmlyXycCqxPaFh+ONBuZi8QMiL3Afe7+0fZhyiZ6eysdwQiIiIi0sASd7Xr7ie4+8ZAC7ABcCIwHdiP0PPVB2b2YolNSB013T+FAWecylcfTa93KCIiIiLSoNKM8wGAu7e5+wPufgpwAPBLwIEmYMWM45OMDHjoPpq+amPGHZPrHYqIiIiINKg01a4ws+UIpR65nyWAmcDDwOWE6lfSi3WiqlciIiIiUh9pert6F1gU+AR4CPgLIbPxtLt3VCc8yZzafYiIiIhInaSpdvVNoBN4AngQeABlPPoe5T1EREREpE7SVLtagbnVrX4BnA58ZmYPE0pA7gWecPf2rIMUEREREZG+L80I568CrwIXA5jZMoSudzcAfgL8DpgFLJh9mCIiIiIi0tel7u0KwMwGERqbLxn9jCT0djUku9CkOlTvSkRERETqI02D842YW+1qbWAw4Un2BUJpSG7kc+nNlPcQERERkTpJ0+bjbqAdeAY4l5DZeNDdW6sRmIiIiIiI9C9pMh9bAA+5+2fVCkZERERERPqvNA3Ob69mIFIjGudDREREROok7Qjn3wZOAEYBiwCbu/sUM1sY+ANwgbs/nnmUkiFlPkRERESkPtI0OF+RMLL5AOBRYNPcPHefbmarErrcTZz5MLMlgKOAtYBVgUHu3lRmnduA0cBx7n5Kgn2sDpwV7eMz4CrgGHf/PLbMZsCfCSO4Xw8c6O6zY/O/AzwCrOLu7yY9PhERERERmStNV7unATOBFYHdCV3rxt0O/Cjl/pcDdgDeJ0Gmxcy2B1ZPunEzWwqYArQB2wBHAnsCf4stMwKYCNxKOK5RhAxR3F+B0/tFxkMFHyIiIiJSJ2kyHxsA57r7exR+hJ0GLJZy//e7+6LuPgb4V6kFzWwocDZwRIrtH07IeIx19zvdfTxhdPZdzey70TLrEjJSR7j7LcA5wOax/W4HfItQeiIiIiIiIj2UJvMxGJhRYv4woCPNzt09zfInAFPd/fIU62wF3OTus2LTrgO+BMZEnwcDbe7eHn3+PJqGmc0HnAn8wt2/SrHfXqtTRR8iIiIiUidpMh+vAD8oMX8M8Fxl4RRmZv8HHBT9JF1nfkKJxUvx6e7+JfAGsFI06Wmgxcx2M7NFCdWyHovmHQM86e53VnYEvYh6uxIRERGROknT29UFwPlm9hBwYzStM2ozcQrwQ2DXjOPDzJqA84GL3T1N5qaFUJ2q0CCInwAjANx9qpkdDVxGyIy9CJxoZssCBwKrVRB+F+3t7bh7VptLpTn63drayid1ikFqb/bs0G9Cva47qT2d88ak896YdN4bUz3Pe3t7e/mFykhc8uHuFxPaQ5wPvBlNvh74EPgpcJa7T6g4ou72Br4DHFeFbQPg7n8EFor2s2rUsPzPwBnu/raZ7WVmb5jZ/8zsTDNL1UWxiIiIiIikHOfD3Q81s6uBcYQH9SbgdeBqd38k6+CiRuanA6dGn1tis+eNPs9w90J1iXIlHi0F5g0H3opPcPfW3DpmNgYwYHszWxm4ENgYmAo8CLxKKAlKpbm5GTNLu1omXo9+twxrYWSdYpDay70Vqdd1J7Wnc96YdN4bk857Y6rneX/22WcrLv1IlPkws2ZgcWCmuz/G3DYR1bZw9HNm9BP3m+hnSeCd/BXdfbaZTWNu2w4AzGwwsCxwZaEdmtm8hF61fuHuX5rZKOAFd38omn8dYYyT1JmP3kFtPkRERESkPpJWu2omVLXau4qxFPI/YKMCPwCXRn9/WGL9W4Cto8bnOWMJvVndXGSdI4AX3f222LT4+kMSRy8iIiIiInMkKvlw9zYzew/4OusAzGyH6M+V8z5PdfcngXsLrAPwlrvfG5u2JyFDMsrd74sm/5EwcOAkMzuDMA7JGcAEd3+hwHaXBg4Bvh+bfC9wtpkdTqh2tQuhF6y+Sb1diYiIiEidpOlq9wrC4HwDM47hmuhnXN7nxN3qRgYQSmjmjLzu7tMII5bPB9xEyIxcCexTZBtnA3919zntQdz9eUKD+l8QqlpdDlyUMjYRERERkYaXpsH5FGBL4Akzu5BQDevz/IXc/f40Abh7U/mlyq8TjV4+vsD0pwijsyfZ7rZFpl9Ef8lwqOBDREREROokTebjX7G/z6X7Y2xTNK0ZERERERGRPGkyH7VubC5VoaIPEREREamPxJkPd/9HNQMREREREZH+LU2Dc+kHOtXblYiIiIjUiTIfIiIiIiJSE8p8iIiIiIhITSjz0WhU7UpERERE6kSZDxERERERqQllPhqNSj5EREREpE7SjPOBmQ0E9gBGASOBI9z9GTMbDowBprj7O9mHKSIiIiIifV3izIeZtQB3Ad8DZgHzA8Oj2TOA3wFXAEdnHKOIiIiIiPQDaapd/Q5YCdgKWAZoys1w9w5gErB5ptFJ9lTtSkRERETqJE3mY1vgHHe/DSj0BPs68K1MohIRERERkX4nTeZjIeDVEvM7gXkrC0dERERERPqrNJmPd4DvlJi/LqH0Q3ozVbsSERERkTpJk/mYCPzEzFaJTesEMLNxwM7A1RnGJlWgrIeIiIiI1EuazMcpwCvAY4TG5Z3ACWb2HHAl8ChwRuYRioiIiIhIv5A48+Hus4H1gd8CCwBfAGsSer06Fhjl7m3VCFIypGpXIiIiIlInqQYZjDIXf4h+REREREREEktc8mFmY81sUDWDkVpQyYeIiIiI1Eeako/rgBlmdh1wFXCPu+tJtq/RGRMRERGROknT4Hwb4HZgHHAn8I6ZnWlma1YlMslM+6yZc/7+6oP3u3wWEREREamVNA3Ob3b3XYCRwB7AM8CBwKNm9qqZnWBmVqU4pQc6Ozv5aNIEph76sznTvpz2FlMP/RkfTZpApxqfi4iIiEgNpSn5AEKvV+5+lbtvBSwK/Bx4l9Dj1UsZxycV+Pj6ibTefiudX301d2JHB51ffUXr7bfy8fUT6xeciIiIiDSc1JmPPK3Am8BU4HNCt7vSC7TPmknr5FvobCvc+3FnWxutk2+hfdasGkcmIiIiIo0qVVe7OWa2LrALsCOhGtYs4HpCQ3TpBWY+8RgMKJO3HDCAmU88yrANR9UmKBERERFpaIkzH2a2CiHDMQ5YCmgDJgNXAze7+xdViVB6pH1GK51ffllymc62NtpntNYoIhERERFpdGlKPp4FOoB7gJOB69x9RlWikoo1D2uhafDgkhmQpkGDaB7WUsOoRERERKSRpcl8HApMcPf3qxWMZGfommsz/crxpRfq6GDomuvUIhwRERERkVRd7f5FGY++o3nIUFpGb0XToMKD0jcNGkzL6K1oHjKkxpGJiIiISKMqWvJhZusDuPv98c/l5JaX+hsxdieA0OtVrrvdAQNoam6mZfMt5swXEREREamFUtWu7gU6zWw+d2/LfS6xfFM0vzmz6KQiTU1NLLTdzrRstiVvHbgfAIOWXIrFjzhOJR4iIiIiUnOlMh8bAUQZjzmfpe9pHjJ0zt8DFx6pjIeIiIiI1EXRzIe731fqs/RVpQqvRERERESqJ804H1OA37n73UXmbwQc5+4bp9jmEsBRwFrAqsAgd2/KW2YTYG9gXeCbwDvAJOAUd/8swT6WAf4MbEwYm+Qm4Ffu/nFsme8DFwHLAVOA/dx9emz+QsArwObu/nTS4+uVlPcQERERkTpJ3NsVsCHwjRLzRwIbpNz/csAOwPvA40WW+QnQApwIbE7ISOwH/MvMSsZvZgsQxiVZDNgZ+GkU401m1hQtMw9wDfASYcT2pYEz8zZ1KnBtn894iIiIiIjUUZpxPspZApidcp373X1RADM7FvhRgWV+7u4fxj7fZ2bTCSOr/wgo1bvWAYTSkh+6+7vRft4BHgK2BG4BjJDhWMvdPzSzYcA5uQ1EpSLbAiumPDYREREREYkpmfkws22AbWKTDoiqQeUbDmwCPJlm5+7ekWCZDwtMfir6vXiZ1bciZHDejW3vYTObCowhZD4GR7M+j/0eDBCVjpwDHBuvptWndarelYiIiIjUR7mSj9WAvaK/O4H1o598swgZjwMzi6y0XAyvlFluJUIJSb6Xo3kADswAfmFmFxJKSx6L5u1DqJp2SUXRRtrb23H3LDaVWq7/45kzP6tbDFJ7s2eHwkid88ahc96YdN4bk857Y6rneW9vb694GyUzH+5+IqGtBWbWAezu7ldVvNcKmNlI4GTgLnd/tsziw4HWAtM/IVS1wt1nmdnPgUsJbTv+A2xhZsOjz2OSlNCIiIiIiEhpadp8LAMUqgJVM2Y2L3AdoTRin6y26+5XmdmNhHYrb7j712Z2DnCTuz9uZqOBPxEa3N8KHOjuM9Pup7m5GTPLKuxUXo9+Dx06lG/WKQapvdxbkXpdd1J7OueNSee9Mem8N6Z6nvdnn3224tKPxJkPd59W0Z4qFPVKNRFYBdjQ3f+TYLVPCD1l5RsOdGnD4e6zCFWwMLPVCL1jrWhmi0T73Re4E7gdOJbQRXCf0Pbh+3P+/mLqW7R9+D6DFinVcZmIiIiISPZS9XZlZisBhwBrEB7q87u67XT3ZTOKLb7fJmA8sCkw2t2fSbjqK8xt2xG3EiEjUWxf5wC/dffpZrY18KW7T4zmX04Yd6TXZz46Ojr472kn8sVrc+sEtn/yMW8ffgjzLm8sdvRvGTAgTW/LIiIiIiI9l/jJ08zWJTQq3xZ4D/g28Gb097eAzyjd7W0l/gKMA8a5+70p1rsF2MDMFstNMLN1CO09bi6yzh7A/MAFsWmDzCzXZntIiv3XVX7GI+6L15z/nnZijSMSERERkUaWpuTjJOBdYM1ovQ+AU919ipmtR3jQPyxtAGa2Q/Tnynmfp7r7k2Z2FHAQcD7wfpR5yHnH3d+J1tsAuBvYx90vi+ZfBPwCuNHMTiBkKk4HHonizY9lGPB7YPtYI/PHCJ1FnW5m9xJ69Ppn2uOstbYP3y+a8cj54jWn7cMPGbTIIjWKSkREREQaWZo6N2sBl7h7K5B7MB8A4O4PELqjPbkHMVwT/YzL+3xQ9Hnz6PfPCJmG+M9+se00ETIJc47J3T8FNiaMoD6BkBl5kNCDVaEBL04E7nD3R2LbeB/YlTDeyZXAAz08zpr6+PprEy43scqRiIiIiIgEaUo+moHp0d+5kcyHx+a/TBgjIxV3byozf8OE27mXkAHJn/4GYbDBJNs4tMj0G4Ebk2yjt2j/JNmYiEmXExERERGpVJqSj7cJbTtw9y8I42H8IDZ/NcJgfdILNA8fkelyIiIiIiKVSlPyMYXQ2Py46PMVwBFmtgChVGR34MJsw5OeGjF2B2Y+/ECC5XaqQTQiIiIiIukyH38A7jGzwe7+JXACMIIwHkYHcBlwZOYRSo8MWuQbzLu8lWx0Pu/ypsbmIiIiIlIzaQYZfJtQ9Sr3+StCI/CfVSEuycBiR/+2aHe7uXE+RERERERqJdUgg9K3DBgwgCV+cyKfv/Eq7558PADNw1pY/NiTVeIhIiIiIjVXNPNhZnv2ZIOxMTaklxi40NyMxuAlv6WMh4iIiIjURamSj/E92F4noe2H9FKdFBreRERERESk+kplPpapWRQiIiIiItLvFc18uPu0WgYiNdKpkg8RERERqY80gwyKiIiIiIj0WOLersxsSoLFOt19VAXxiIiIiIhIP5Wmq90B0K21cjOhbcjiwOvAuxnFJSIiIiIi/UyaQQY3LDbPzHYC/gJsn0FMUk1q8yEiIiIidZJJmw93nwhMBM7KYntSRcp8iIiIiEidZNng/EVgnQy3J5lpqncAIiIiIiKZZj5+BMzOcHsiIiIiItKPpOntas8is4YDGwNjgL9mEZSIiIiIiPQ/aXq7Gl9i3gfAicCpFUUj1ac2HyIiIiJSJ2kyH8sUmNYJfOLun2UUj4iIiIiI9FNputqdVs1ApDY6VfIhIiIiInWSZYNzERERERGRotJUu8LMNgf2Ab5NaGie34drp7svm1FsIiIiIiLSj6Tp7epo4BTgS8CBt6sVlIiIiIiI9D9pSj4OAR4FtnT31irFI9WmNh8iIiIiUidp2nzMD1yujEdfp8yHiIiIiNRHmszH/YBVKxCpnvbZs+b8/XVrK+2zZtYxGhERERFpVGkyH4cA25rZvmbWXK2AJDudnZ18NGkC7xx/1JxpX3/4AVMP/RkfTZqgbndFREREpKbSjPPxhpmdDFwEnGdm/wPa8xZTb1e9yMfXT6T19lvp/PqruRM7O+n86itab78VgIW227lO0YmIiIhIo0nT29XBwFnM7e1KbT96sfZZM2mdfAudX31VcH5nWxutk2+hZbOtaB4ypMbRiYiIiEgjStPb1RGot6s+Y+YTj8GAMrXqBgxg5hOPMmzDUbUJSkREREQaWpo2H8NQb1d9RvuMVjq//LLkMp1tbbTP0OkUERERkdpIk/l4CPV21Wc0D2uhafDgkss0DRpE87CWGkUkIiIiIo0uTebjIGBrM9vfzNJU15I6GLrm2tDRUXqhjg6GrrlObQISERERkYaXJhNxBzAEuAA4J4versxsCeAoYC1gVWCQuzcVWG4R4Exgqyjmu4GD3f3tBPtYndBQfi3gM+Aq4Bh3/zy2zGbAn4FFgeuBA919dmz+d4BHgFXc/d2kx1dPzUOG0jJ6q9DbVVtbt/lNgwbTsvkWamwuIiIiIjWTpuTjbeBlwmCDDwNvAtPyfspmBvIsB+wAvA88XmgBMxsA3Ar8ANgf2BX4FnC3mc1XauNmthQwBWgDtgGOBPYE/hZbZgQwMdrH7sAoQoYo7q/A6X0l45EzYuxOtGy+JU3zDJw7samJpoEDadl8C0aM3al+wYmIiIhIw0kzzseGVdj//e6+KICZHQv8qMAyY4E1gbXc/Ylo2eeAN4B9gXNKbP9wQsZjrLvPitZtA640s9Pc/UVgXaAJOMLd281sJUKG6Pho+e0ImZ2zKj3YWmtqamKh7XZm6Lo/4j9HHwbAPAstzJIn/l4lHiIiIiJSc2lKPjLn7mUaJQChqtXruYxHtN7bwIPAmATr3pTLeESuI4xVklt3MNDm7rkqZJ9H04hKVs4EfuHuhQfM6AOa55+b0WhecEFlPERERESkLtIMMrh+kuXc/f6eh1PQSsBLBaa/DGxdbCUzm59QYtFlXXf/0szeiLYL8DTQYma7EdqS7Ak8Fs07BnjS3e+s6Ah6k856ByAiIiIijSpNg/N7Sfbo2tyzUIoaDrxSYPonwIgS67UQqlMVGshizrruPtXMjgYuI5QEvQicaGbLAgcCq/U89K7a29tx96w2l9ysmXNOyheff16fGKQuZs8O/SbonDcOnfPGpPPemHTeG1M9z3t7e35fU+mlyXxsVGBaM7As8HNCVaZjKo6oDtz9j2Z2MbAI8Ia7d5jZLcAZ7v62me0FHEfo7esqQvuQr+sXsYiIiIhI35Omwfl9RWZNMbN/AI8SGm9PySKwmE8IpRj5hgMfl1gvV+JRbN234hOikdtbAcxsDGFAxe3NbGXgQmBjYCqhrcmrhC6HU2lubsas9uM0fj2jlanR3/PONy9L1iEGqY/cW5F6XHdSHzrnjUnnvTHpvDemep73Z599tuLSj0wanLt7G3Al8JMstpfnFea2z4hbicLVsXIxzSZ0/9tlXTMbTCitKbiumc0LnA0c4u5fErrefcHdH4q62r0O2LQHx1E/TbGhU9TmQ0RERETqJOverhbJeHsAtwDLm9kauQlmtiShW96bE6y7ddT4PGcsoTerYuseAbzo7rfFpsXX79tdRXUq9yEiIiIi9ZGmzUdR0SjihwAv9GDdHaI/V877PNXdnySMOP40MMHMjiS0LTmJMKDhJbHt7AlcCoyKVRH7I2HgwElmdgawGHAGMMHdu8VqZktHx/H92OR7gbPN7HBCtatd6KNtWwJlPkRERESkPtJ0tfsWhZ9chwMLAp8SRh9P65oin/8B7BUN/DeaMMjfJYRG7lOA7aKqVTkDonlz6hi5+zQzG0UYq+Mm4DNC9bCji8RyNvBXd5/THsTdnzeznwLHEko9Lgcu6sFxioiIiIg0tDQlH/fRPfPRSWgQ/hpwtbvPSBuAuzclWOYDYLcyy4wHxheY/hSwQcJYti0y/SKU4RARERERqUia3q72qmIcUiNq8iEiIiIi9ZJ1g3Pp7ZT7EBEREZE6SZz5MLODzOyOEvP/FbWNEBERERER6SZNycc+wL9LzH8F2K+ycEREREREpL9Kk/lYHnipxPyXgeUqC0eqT9WuRERERKQ+0mQ+OoARJeYvREbjhkgVKe8hIiIiInWSJvPxLLCjmXXLYJjZQGAn4LmsAhMRERERkf4lTUnFWcAkYLKZnQC8GE3/P+AEYBVCBkR6sc72r+sdgoiIiIg0qMQlH+5+A3AEYcC++4GPo5/7omlHu/t11QhSsvPVe/+tdwgiIiIi0qBStdFw9z+Z2TXA9sxtXP4aMMndp2UdnGSjia6DyM+4926Grrk2zUOG1ikiEREREWlEqRuIR5mMM6sQi1RBZ2cnH99yY5dp06++jOlXjqdl9FaMGLsTTU1NhVcWEREREcmQeqfq5z6+fiKf3ntnl2mdX34JQOvttwKw0HY71zwuEREREWk8aXq7kj6mfdZMWiffQmdbW8H5nW1ttE6+hfZZs2ocmYiIiIg0ImU++rGZTzwGA8qc4gEDmPnEo7UJSEREREQamjIf/Vj7jNY5VayK6Wxro31Ga40iEhEREZFGpsxHP9Y8rIWmwYNLLtM0aBDNw1pqFJGIiIiINLJEmQ8zm9/MppjZPtUOSLIzdM21oaOj9EIdHQxdc53aBCQiIiIiDS1R5sPdZwNrJF1eeofmIUNpGb0VTYMGFZzfNGgwLaO3onnIkBpHJiIiIiKNKE1m4mFg7WoFItUxYuxOLLjhpl2mNQ0eTNPAgbRsvgUjxu5Up8hEREREpNGkGefjEGCKmR0BnOvu6p+1D2hqamLEVtsw445b50xbeJc9GbrmOirxEBEREZGaSpP5uB0YBJwGnGpmHwKf5y3T6e7LZhWcVMewDUfVOwQRERERaUBpMh9vA53VCkRERERERPq3xJkPd9+winFINTXVOwAREREREfVeJSIiIiIiNZKm2hVmNg+wD7A1sEw0+S3gRuDv7v51tuGJiIiIiEh/kbjkw8wWBB4EzgfWA9qin/WAC4AHzGyBagQpIiIiIiJ9X5pqVycBawKHA4u4++ruvjqwCHAYsFa0jIiIiIiISDdpql1tB1zs7mfGJ7p7G3C2ma0I7AD8MsP4RERERESkn0hT8jESeLbE/GcIpSAiIiIiIiLdpMl8vAOsX2L+esC7lYUjIiIiIiL9VZpqV1cDx5jZf4E/uPsHAGY2ktAOZBxwSvYhioiIiIhIf5Am83EysBrwK+CXZtYaTW8hDGN3K8p8iIiIiIhIEWlGOG8DxpjZFsAYYOlo1lvAze4+OfvwRERERESkvyia+TCzM4HL3f2Z6PNSwPhjNNwAACAASURBVIfufhtwW43iExERERGRfqJUycehwJOEXqwglHDsAVxV7aAKMbNtgaOAFQmDGz4BHOvuTydYdxxwLLAc8B/gTHc/P2+Zo4BDgE7gLHf/Y978vYCDgLXcvaPiAxIRERERaTClerv6EFgy9rmpyrEUZWabAZOAN4AdgQOAhYC7zWzJMutuTWgsfxcwGrgCOMfM9o8tswlhgMTfAMcBp5rZxrH5w4DTgIOU8RARERER6ZlSJR/3AMeb2VrAjGjaAdGDejGd7r5vZtHNtTswDdgj9/BvZk9F07YELiix7u+A29z90OjzPWa2OHCymV3q7u3AZsCd7n5ptO3tgc2BKdE6JwOT3f3RjI/r/7N35+GRlWXex7+nKlsn6U56Y9+3GxpFEJp9BGkd2VwafUHEQR1n3JCR0ZFxGREdERFFFHFBRURRYRQEm0VldWFHAUG4RaC72ektSWetpOq8fzyV7ko6qVR1aklSv8915aqq5yx1nzqVqnPXs1VGVLW8UURERERkg3zJx+nAELCEMMFgTJjnI99cHzFQjuSjHugeVevQlb0dt/bGzHYEXgF8adSiK4B/Bw4E7gIagb6c5X3ZMsxsH+BkYO9JxC8iIiIiUvPGTT7cfRWhxgEAM8sA73T3avT5+AFwo5l9DLgUaCEkFC8AV+XZblH29tFR5X/LWX4XcC+hKdYrCcnM64APZtf5JvC54XlNRERERERk8xQzz8d7gDvLFUg+7v47M1tK6K/xlWzxCmCJu6/Os+nc7G3HqPJ12dt52dufAW8FHs4+/iXwczN7JzAH+DYlkE6ncfdS7Ko4vb0kcx7644+rKVaN6O3tBajO+06qQue8Num81yad99pUzfOeTqcnvY98Hc5HcPcfufvyST/jZjCzg4HLCUnC64C3AM8BN5jZ1pPdv7un3X0poYP9du7+NkLtynmEEa4iM7vAzF40s6eyI19NY3G1AxARERGRGlRMzUc1XQTc4+4fGC4ws9sItR8fA/5rnO2GazjaR5UP14iszS1092dzHp4N3OLufzSzDwJvBl4N7EoYZes+dx/dnCuvZDKJmRWzSUmku9fzdM7jPXbfgyiZHHd9mTmGfxWpxvtOqkPnvDbpvNcmnffaVM3z/uCDD0669qPgmo8q2xsYMZ+Hu3cB/wB2z7PdY9nbRaPKF41aPoKZLQLeBZyZLXo9cI27P+/ufyA0zzpqrG2ng647biXd013tMERERESkxkyX5GM5sH9ugZnNIUwa+PRYGwBkm4k9ShitKtfJwMuEjuZjuQg4x91fzClrzrnfUkjQU0Ecx6xd9qsRZat//hOWn/FB1lx9JXGsJlgiIiIiUhnTpdnVN4GLzewS4BdAK6G51Szgu8MrmdkPgHe5e+5xfQa42swuAK4jDBX878Bp7j40+onM7CRgS0ICMuxWwrwgtwG7AHsQ5kGZ8tZecxVdt/5uRFmcGgCg46brAZh/wkkVj0tEREREas90qfn4NmH+kAMII1F9B+gBjnT33KZTyezfBu5+DXAKYSLB3wCnAv/h7ptMTGhmLYTRtD48KjH5LmFukO8ApwHvd/dHSnNo5ZPu6abjxmXEqdSYy+NUio4bl5Hu6alwZCIiIiJSiwqu+cjOgbGXu1+VU3YUcBahA/cV7v7l0ocI7h4T5ve4dIL13g28e4zynwITzk/i7j2EEa9Glw8SRr36cEEBTxHd990DiQnyy0SC7vvupu3IJZUJSkRERERqVjE1H+cROmEDYGbbAtcSOoPXA+ea2amlDU8mI93ZQTwwkHedOJUi3Tl6GhQRERERkdIrJvl4NfD7nMenEJo47evui4AbCU2SZIpItrUTNTbmXSdqaCDZNnokYhERERGR0ism+WgHXsp5fAxwh7s/l338a0JHbJkiWhcfBJlM/pUyGVoXH1yZgERERESkphWTfKwGtoMNHbMPAW7OWV7P9Bk9qyYkW1ppP+Z4ooaGMZdHDY20H3M8yZZpM3KwiIiIiExjxSQLvwc+aGZ/I9R61BOGrh22B/DcWBtK9cxbeiKZ1CCdNy3bUBY1NEAc0370scxbemIVoxMRERGRWlJM8vFp4HeEeTYAznP3JwDMLAm8jdD0SqaQKIqYd/xbRiQf8976duYcfoRqPERERESkogpOPtz9aTPbE1gEdLr7ipzFzcAHgYdKHJ+UwZxDD1fiISIiIiIVV1QfjezEew+PUb6eMOyuTAdxtQMQERERkVo0LSYZlNKKlX2IiIiISBVoksFalFHyISIiIiKVp0kGa5KSDxERERGpPE0yWItiJR8iIiIiUnmaZLAWKfkQERERkSrQJIM1KFbyISIiIiJVoEkGRURERESkIjTJYC3KZKodgYiIiIjUIE0yWAuiagcgIiIiIlJk8mFmc4H/BJYAWwCnuvtdZjafMMzuVe7+eOnDlJJSnw8RERERqYKCR7vKTir4F+CThBnNdwFmAbj7GsK8Hx8sQ4xSYupwLiIiIiLVUEzNx5eA2cD+wPPAy6OWXwscW6K4pJyUfIiIiIhIFRQzz8fRwEXu/jBjT5H9NLB9SaKSMlPyISIiIiKVV0zy0Ur+eTyagOTkwpGKyCj5EBEREZHKKyb5eArYN8/yo4DHJheOiIiIiIjMVMX0+bgcONvMrgPuz5bFZpYAziT09/hwieOTclCfDxERERGpgmKSj68ABwM3ACsIHQe+AywgjH71C3f/dskjlJLTaFciIiIiUg0FN7ty97S7LwVOBh4EHgfSwJ+AU9z9xPKEKCWn5ENEREREqqCoSQYB3P0q4KoyxCIVo+RDRERERCqvmA7nMlNotCsRERERqYKiaj7MrI3Q7GpXYB4QjVoldvf3lig2KRslHyIiIiJSeQUnH2Z2JPArYA7QBawbYzVd1U4D6vIhIiIiItVQTM3H1wgJxxHu/lCZ4pGyGFVBFWeqE4aIiIiI1LRi+nzsBVyoxGMGUM2HiIiIiFRBMcnHc0BDuQKRSlL2ISIiIiKVV0zy8XXgPWY2q1zBSIVotCsRERERqYJi+nx0AD3A42b2Q8Is5+nRK7n75SWKbQQzOwH4OLAPMAg8Arzf3R/Ns81+hL4qBwLrgZ8Cn3L3vpx13kBIrLYCrgFOc/fenOV7AHcB+7j7c6U+rmqIVfMhIiIiIlVQTPJxWc79s8ZZJwZKnnyY2UeArwAXAJ8GmoCDgHFrYcxsB+BW4D7gzcC2wFeBLYBTsuvMI0yY+H3gNuBbwCcYeXwXAefNlMQD0HBXIiIiIlIVxSQfry1bFHmY2a7Al4H/dPdv5iy6YYJNPw6kgKXu3pPdVwq4wszOdfdHgEMIQ0Gd6e5pM1sEvI1s8pGtbdmRUHsycyj5EBEREZEqKCj5MLMk8DTQ7e5ryxvSJv6V0Mzqe0Vudzxw3XDikfVL4FLgjYRmW41Ayt2Hm4/1ZcvI9m25APh3dx/c/PCrL93bM+Jxprd3nDVFRERERMqn0A7nSeAp4D1ljGU8hwIOvNPMlpvZkJk9amYnjreBmTUTaixG9Adx9wHgSWBRtujPQLuZnWJmWwGnAvdkl30KuN/df1faw6mcOI5Zc/WVPPOpj40of+GbF7Dm6iuJVQMiIiIiIhVUUM2Hu6fM7AVgqMzxjGVrQn+Nc4H/Bp4B3gtcaWar3P22MbZpJzSn6hhj2TpgHoC7LzezTxL6qSQItSGfyzb1Og3Yt5QHkk6ncfdS7jKv6I5biO69i2hoVMXN0BBrb1jGmtVriI9YUrF4pPJ6s7VclXzfSXXpnNcmnffapPNem6p53tPpTcaaKloxQ+3+BHiHmdVP+lmLkwBagfe5+w/d/WbgHYRE4X8mu3N3Px+YD+wBvCrbsfzrwFfdfaWZvdvMnjSzF83sAjMrpp9M9fT1Ed1756aJR1Y0NEh0753Q3zfmchERERGRUivmQvpW4DjgPjP7LqEZ1iZXru7++xLFNmy4j8nNOc8Rm9mtwNvH2Wa4xqN9jGVzCf1XNnD3juFtzOyNgAFvNbO9ge8CRwHLgT8Cfwe+szkHkkwmMbPN2bRonbffwupkknho/MqqRDLJFuvW0Hakaj9mquFfRSr1vpPq0zmvTTrvtUnnvTZV87w/+OCDk679KCb5+E3O/YvZdJrsKFuWnFREm3qUMKzuWJrGKnT3XjNbwca+HQCYWSOwK3DFWNuZWRNwIXC6uw+Y2RLgr+7+p+zyXwKvZzOTj0pKd3YQDwzkXSdOpUh3jtUyTURERESk9IpJPqrR2RzgWsKIV/8MXA1gZglgCWEOj/EsA95mZmfkTBq4lDCa1a/H2eZM4BF3zx3Gtznnfkvx4VdHsq2dqLExbwISNTSQbBurckhEREREpPQKTj7c/UflDCSPXwN/AC4xs/ls7HC+J6FTOGZ2KmEI3SXufkd2u/OBdwJXm9lXgW0Ikwxe6e5/Hf0kZrYT8BHggJzi24ELzezjhGZXJxNGwZryWhcfxOorLsu/UiZD6+KDKxGOiIiIiEhRHc6rwt1j4E2EWo9zCTUh2wPH5CQaCUJzryhnuxWE2pFZwHWEZOQKQi3KWC4ELnL3Df1B3P1h4APA6YSmVj8GLinVsZVTsqWV9mOOJ2poGHN51NBI+zHHk2yZNpU5IiIiIjLNjVvzYWZnEfpwnOPumezjicTu/r8liy4r2yH8fdm/sZZfBlw2RvkDwBEFPsdbxim/hGmScIw2b2mYCqXjxmXEgzmjXiXraD/62A3LRUREREQqIV+zq7MJycd5QCr7eCIxUPLkQzZPFEXMP+EkZr/mKFb+1+kbyrf89w8x++BDqxiZiIiIiNSicZMPd0/keyzTR7J5ZNOqRFNjlSIRERERkVqmhKIWjR4kWURERESkApR81KA4VvYhIiIiIpVXzDwfmNkiwnC0+xNmDx+dvMTuvmuJYpNyUfIhIiIiIlVQcM2HmR0C3A+8BXgB2AV4Knt/R2A98PsyxCglp+RDRERERCqvmGZXnweeA4yNs51/0d0PA44EdiLMoyFTXUbJh4iIiIhUXjHJx4HAD7JzbmRyt3f3PwA/QMPsThNKPkRERESk8opJPpLA6uz93uzt3JzlfwNeWYqgpMyUe4iIiIhIFRSTfKwk9O3A3fuBZ4Dcmer2BTpLF5qUSxxnJl5JRERERKTEihnt6lZCZ/PPZB//BDjTzGYTakXeCXy3tOFJWajmQ0RERESqoJjk48vAbWbW6O4DwNnAPOAkQh+Qy4H/LnmEMmlRNLpE2YeIiIiIVN64yYeZvQm4392fB3D3lYSmV2QfDwIfzP7JdKLRrkRERESkCvL1+biGMIQuAGb2VDYhkWlPyYeIiIiIVF6+5KMHmJ3zeCegtazRSEXEmuFcRERERKogX5+PB4GPm1kDG0ex+iczy9tPxN0vL1VwUiZKPkRERESkCvIlEh8Brga+nn0cA+/P/o0nJnQ8l6lMyYeIiIiIVMG4yYe7/8XMdgN2A7YEbgfOAW6uTGgiIiIiIjKTTNSEKg044Gb2I2CZu99TkcikfDKaZFBEREREKq/geT7c/T3lDEQqR42uRERERKQa8o12JTOV+nyIiIiISBUo+ahFSj5EREREpAqUfNQiJR8iIiIiUgVKPmqSkg8RERERqbxxkw8z+7OZHZ3z+FQz26kiUUmJRSMexRklHyIiIiJSeflqPvYBFuQ8/iFwaHnDkcpQ8iEiIiIilZcv+XgWOCTncYSuWmcGnUURERERqYJ883xcAXzSzN4OdGbLLjSzc/JsE7v7riWLTsqi/4nHSR96OMmW1mqHIiIiIiI1JF/y8RngaWAJsAWwI7AGeKkCcUmJxHHM2uuuHlHW/cD99PzlAdqPOZ55S08kiqJxthYRERERKZ1xkw93zwDfz/5hZhngC+7+0wrFJiWw9pqr6LzlNyML00PEaei46XoA5p9wUhUiExEREZFaU8xQuzsDvypXIFJ66Z5uOm5cRpxKjbk8TqXouHEZ6Z6eCkcmIiIiIrUoX7OrEdx9BYCZGfBGQjICoWnWr93dSx+eTEb3ffdAYoL8MpGg+767aTtySWWCEhEREZGaVXDyAWBmFwAfYfTEEXCemV3o7h8rWWQyaenODuKBgbzrxKkU6c6OCkUkIiIiIrWs4GZXZvYR4Azg18BhwNzs32HAdcAZZvYf5QhSNk+yrZ2osTHvOlFDA8m29gpFJCIiIiK1rJiaj/cBv3X3t4wqvwtYamY3Ae8HvlGq4MZiZnXAn4FXAv/i7j+ZYP0lwJeAVwCrgO8BX3T3dM46pwKfB1qAHwFnZjvcDy8/EvgxsKe7T5sOEq2LD2L1FZflXymToXXxwZUIR0RERERqXDEdzncl1HCM5zpgl8mFU5CPAAsLWdHMDgBuAJ4AjgO+AnyKkGgMr2PApcDFwIeAfwPenbO8Dvgm8LHplHgAJFtaaT/meKKGhjGXRw2NtB9zPMmWlgpHJiIiIiK1qJjkowPYKc/ynYCuyQQzETPbDvgs8N8FbvJZwIF3uvut7v4N4H+Bj5nZ/Ow6rwPc3c939/8DfgocnbOP/wBecverSnIQFTZv6Ym0LXnDyMJkkqi+nvajj2Xe0hOrE5iIiIiI1Jxiko+bgA+b2fGjF5jZccBphFqGcrqQUMPy+4lWNLMG4PXAlblNqAgztzcC/5x93Aj05Szvy5ZhZlsRakpOn3TkVRJFEfPetHREWfM++7LThd9h/gknaYJBEREREamYYvp8fAp4LXCtmTnwWLZ8z+zfM9l1ysLMjiYkDEY2OZjArtn1Hs0tdPcVZtYLLMoW3Qt8OduvYwXwVuCS7LLzgcvc/W+TPoCqGplgNO20i5paiYiIiEjFFTPPx/Nmth/wCcI8H8dmFz1N6EtxnruvLX2IYGZNhH4Xn3P3F8xspwI2m5u9HWsc2XXAPAB3/6OZfRu4LbvsD8A3zOxw4ChCYlUS6XSaqkyHMjBAMufh6lWrWKVpWWpCb28vQHXed1IVOue1See9Num816Zqnvd0Oj3xShMoap6PbHJxZvavkj4FpCjTSFrufrqZfR5ocfflZpYkJDtnuvt6M/skoTM6wLfc/dxyxFE+cbUDEBEREREpLvmoBjPbkZDsnAK0hMGpmJNd3Gxmbe7eOcam67K3Y01iMRcYUUvj7qsIQ/FCSDS63P0KMzsm+/yHENov3W1mf3H3m4o9lmQySTb+isr09fJUzuP58+czvwpxSOUN/ypSjfedVIfOeW3Sea9NOu+1qZrn/cEHH5x07UcxHc6rZWdC341fEBKKdcBD2WXfBdaMs92ThNqSRbmF2WSmmY19Vhi1fAvCKFmnZYteD9zi7o+7+2PA77Jl01cmM/E6IiIiIiIlNh2SjwcJHd1z/07OLvsisGSsjdw9RUgUTjKz3OM8mZCU/Hac5/sScIW7/zWnrDnnvnpqi4iIiIhshinf7MrdO4Dbc8tyOpw/5u53ZMvOAs4CdnX3Fdnlnwf+CFxuZj8gzHJ+FvA1d189+rnM7GDgGEZ2Mr+VMMTwvxKaXb0OuKgkB1ctsfqAiIiIiEjlTYeaj0IlgCQ548q6+72Emc33BG4kTE54HvDp0Rtna0cuBj6Z24fE3ZcB5xBqWc4BPu/u5Z7PpKRG5xqxkg8RERERqYIpX/MxFndfzqjJK9z9bODsMdb9HaH51UT7zAD7j7Psc8Dnio90ilLyISIiIiJVUHTyYWZHEfpZbAF81d0fN7NW4NXAw9lmUjKlKfkQERERkcorOPkwswbCiFPHEWodYuBnwOPAIHA1cCHwhdKHKSWVUfIhIiIiIpVXTJ+PswmdsU8n9KHI7VsxQEhMji9lcFIimzSzUvIhIiIiIpVXTPJxMvB9d/8WY8+t4cAuJYlKyku5h4iIiIhUQTHJxzbAA3mW9wGzJxeOVEIca5JBEREREam8YpKPl4Ad8izfD1g5uXCkLKJo5GPVfIiIiIhIFRSTfPwaeJ+ZbTN6gZkdCrwbuKZEcUlZKfsQERERkcorJvn4LNADPEQY1SoGPmBm1wJ3AE8RJuKTqWZ0h3ONdiUiIiIiVVBw8uHuq4HFwP8RRr2KgLcBRwCXAoe5e1c5gpRSU/IhIiIiIpVX1CSD7r4W+BDwITNbSEhAVrm7rmanE50tEREREamCgpIPM2sGlgE/cfdLAdx9VTkDk/LRaFciIiIiUg0FNbty915g/0LXl6mt67abqx2CiIiIiNSgYpKJO4GDyhWIlJPaWYmIiIhI9RWTfHwEOMbMzjSzlnIFJOWXbGuvdggiIiIiUoOK6XB+E9AAnAt80cxWEWY1zxW7+66lCk7Ko3GnnasdgoiIiIjUoGKSj5Wo/c7MkFaHcxERERGpvIKTD3c/soxxSAVptCsRERERqQaNXiUiIiIiIhVRcM2Hmb2mkPXc/febH46IiIiIiMxUxfT5uJ3C+nwkNy8UqZhYXXdEREREpPKKST5eO0ZZEtgV+BAwAHyqFEFJmSn5EBEREZEqKKbD+R3jLLrVzH4E3A0cAtxaisCkhJRriIiIiMgUUJIO5+6eAq4A3l+K/YmIiIiIyMxT6tGuFpZ4f1IOanYlIiIiIlVQkuTDzPYDPgL8tRT7ExERERGRmaeYoXafZuzeA3OBOUAX8I4SxSVlFKvmQ0RERESqoJjRru5g0+QjBtYBTwA/c/fOUgUmpZPu7R7xOE6nqxSJiIiIiNSyYka7encZ45AyiOOYtddcRceNy0aUDzz5BGuuvpJ5S08kiqIqRSciIiIitabUHc5lCll7zVV03HQ98eDgyAVxTMdN17P2mquqE5iIiIiI1KSCkw8zO9LMPjqq7J1mttzMOs3sW2am2c2niHRPNx03LiNOpcZcHqdSdNy4jHRPT4UjExEREZFaVUzNx9nAwcMPzGwP4AdAH3AnYY6PD5cyONl83ffdA4kJTm8iQfd9d1cmIBERERGpecUkH4uAe3IevwPoBw5292OAnwLvKWFsMgnpzg7igYG868SpFOnOjgpFJCIiIiK1rpjkYw6wNufx0cDNOSNc3QHsUqrAZHKSbe1EjY1514kaGki2tVcoIhERERGpdcUkHy+STS7MbD6wP3BLzvJWIFO60GQyWhcfBJkJTkcmQ+vig/OvIyIiIiJSIsXM8/Eb4MNm1gEcSUg0rstZvghYWbrQAjN7G3AKIdlZACwHfgR8zd3H7k29cdv9gK8BBwLrCU3DPuXufTnrvAH4OrAVcA1wmrv35izfA7gL2MfdnyvdkZVXsqWV9mOOD6NdjdHpPGpopP3oY0m2tFQhOhERERGpRcXUfPwP8DBwPvB64KPu/iyAmTUBbwNuLXmE8F/AAHAmcCzwY+Cz2dtxmdkO2XhSwJuB/wZOBb6fs8484CrgeuCdwBLgE6N2dRFw3nRKPIbNW3oi7UcfR1RfT1xfv3GGyCii/ehjmbf0xGqGJyIiIiI1pphJBlcBR5jZHKDP3XMnj4iA1wLPlDg+gDdmn3vY7WYWA+ea2cfdfbzalo8TEo+l7t4DYGYp4AozO9fdHwEOycZ+prunzWwRIYk6K7v+CcCOhNqTaSeKIuafcBLtbziOJ5ddC88/T/TQAzTsuDPzTzip2uGJiIiISI0pptkVAO7eNUZZH/BQSSLadN+rxih+IHu7LeM39ToeuG448cj6JXAp8EbgEaARSLl7Oru8L1uGmc0CLgD+fVSiNe0kW1qJ9z0AFjwDDz1ANNEQvCIiIiIiZVB08mFm2wCvBtoZo9mWu19egrgm8hogDTwx1kIzaybUWDyaW+7uA2b2JKF/CsCfgXYzO4XQef5UNg4n/Cngfnf/XenDr5Ko2gGIiIiISC0rOPkwswbCpIInE5KOmI2Xs3HOqmVNPszMgP8Efujuq8dZrT0b21iTWKwD5gG4+3Iz+yQh5gShNuRzZrYrcBqwbyljT6fTuHspd1mw3t5eEv39tAADT/0Df/xxiJSNzHS9vWHshGq976TydM5rk857bdJ5r03VPO/pdHrilSZQ7AznJxM6ex9JuLh/F/AG4GbgL8ArJx1RHtkhfq8l9C35WCn26e7nA/OBPYBXZTuWfx34qruvNLN3m9mTZvaimV1gZkXXFk0ZucnG6rFas4mIiIiIlE8xF9InAT9x93OySQDAc+5+q5ndDPwJeD/wkVIHCWBms4EbCfOJHDpW35McwzUeY82gNxd4OrfA3TuGtzGzNwIGvNXM9ga+CxxFGOL3j8Dfge9szjEkk0lCxU3luTs0NW14vOM229C0y65ViUUqZ/hXkWq976TydM5rk857bdJ5r03VPO8PPvjgpGs/iqn52A64M3t/KHvbBODuMWHI2v83qWjGYWaNhBqPXYF/zjPCFdl4eoEVbOzbkbufXYHHxnmeJuBC4CPuPkAYevev7v6nbI3ILwnDDE9/seaDFBEREZHKKib5WEOodQDoIsy9sUPO8gwwp0RxbWBmSeDnhIkCj3X3vxW46TLgTdnO58OWEkaz+vU425wJPOLuN+SU5W4/zWfky2l2FY+/loiIiIhIORTT7OoRsh2w3T02s7uAD5rZMiBJaHJVaGJQjIuBtxDm3ojM7OCcZU+6+yozO5UwhO4Sd78ju+x8wsSBV5vZV4FtgK8CV7r7X0c/iZntRGgydkBO8e3AhWb2cUKzq5MJo2BNTyNyD2UfIiIiIlJZxdR8/BTYM9s0CcJF+G6E5k1PAbtQngvzo7O3nwfuGvV3XHZZgpAAbbi8dvcVhGZTs4DrCMnIFcC/jvM8FwIXufuG/iDu/jDwAeB0Qj+PHwOXlOKgqi3SuLsiIiIiUmHFzHB+GXBZzuO7sx2y30RocnWTu/+j1AG6+07FxpZT/gBwRIHP85Zxyi9hhiQcI6o+lHuIiIiISIVNathYd18OfKM0oUjZ5SYcmuNDRERERCpsc2Y4P4rQnGkLwlwYj5tZK2HW84ezw9bKlKfkQ0REREQqq9gZzn9B6GcREcZL+hnwODAIXE3oN/GF0ocppZGbcKjD1ACeogAAIABJREFUuYiIiIhUVrEznB9D6Hy9JyM7dw8QEpPjSxmclFgcj31fRERERKQCikk+Tga+7+7fIsz5MZoTRrySqSon4YiVfIiIiIhIhRWTfGwDPJBneR8we3LhSFmp5kNEREREqqiY5OMlRs5oPtp+wMrJhSNllZtwZDLVi0NEREREalIxycevgfeZ2TajF5jZocC7gWtKFJeUhWo+RERERKR6ikk+Pgv0AA8RRrWKgQ+Y2bXAHYRZzr9Y8gildNTnQ0RERESqqODkw91XA4uB/yOMehUBbyPMIH4pcJi7d5UjSCmREX0+1OxKRERERCqrqEkG3X0t8CHgQ2a2kJCArHJ3/Yw+HYzo86FTJiIiIiKVVfQM58PcfVUpA5EKULMrEREREamiopMPM1tEmM9jLiOnzAbA3S8vQVxSDhrtSkRERESqqODkw8x2A34MHJgt2iTxIHRCV/IxVQ30b7jb+/BfaNptd5ItrVUMSERERERqSTE1H5cCrwbOB+4COsoSkZRcHMdEd9xCdPefNpR13XEbXb+/jfZjjmfe0hOJorFySRERERGR0ikm+VgMfNndP1OuYKQ81l5zFdG9dxFl0hvK4qFBADpuuh6A+SecVJXYRERERKR2FDPPx/OAOplPM+mebjpuXEaUTTZGi1MpOm5cRrqnp8KRiYiIiEitKSb5uAg41czqyxWMlF73ffdAYoLTnEjQfd/dlQlIRERERGpWwc2u3P1CM2sEHjWznwDPAOkx1lOH8ykk3dlBPDCQd514YIB1v76G1gMOJNk6u0KRiYiIiEitKWa0qx2BtwO7AWePs5pGu5pikm3tRI2NEyYgQ2tW88znPs1O53+jQpGJiIiISK0ppsP594BFwJfRaFfTRuvig1h9xWUFrTu06uWyxiIiIiIita2Y5OMwNNrVtJNsaaX9mONZe8P4nc5zrbn6Sg29KyIiIiJlUUyH85fRaFfT0rylJxIvPpi4gISi46brWXvNVRWISkRERERqTTHJxzeBd5lZQ7mCkfKIogiiCJLJCdfV0LsiIiIiUi7FNLtaDUTAY2b2IzTa1bSR7ukmuvdOoqGhwjbIDr3bduSS8gYmIiIiIjWlmOTjhzn3zx5nHY12NQV133dPqPkoUJxKke7UeAIiIiIiUlrFJB+vLVsUUlbpzg4YnLiz+bCooYFkW3sZIxIRERGRWlTMJIN3lDMQKZ9kWzvU1UGhza4yGVoXH1zeoERERESk5hTT4VymqdbFB0EmU/D6idlzSLa0lDEiEREREalFSj5qQLKllXjb7YkLXD+9dg3pnu6yxiQiIiIitUfJR63Yex9IFH66l5/xQdZcfSVxXGjKIiIiIiKSXzEdzmUai/fcm+jmGwtufhUPDtJx0/UAzD/hpHKGJjNAuqeb7vvuId3ZQbKtndbFB5Fsaa12WCVXK8cpIiJSLko+asWsWcQHHkp09x8LT0CyEw62v+F4ovp6Om66nnTnOuadcGJJLrgy/f0kmpomvR+pnjiOWXvNVXTcuAwSCeKBAaLGRlZfcRntxxzPvKUnhkkup7laOU6RUlCSLiL5KPmoIfFrjqJh5dOknn2m8I2iMOHg0Lq1rLv2lwD0+WPs8IXzR6xW7JdN9/338uI3L2DL932Y2YcevlnHI9W39pqr6LjpeuKcoZzjgQGAGVVzVivHmY8uKEfS67EpJekiUohxkw8ze83m7NDdf7/54Ywby87A14GjgBRwHfBRd19bwLZLgC8BrwBWAd8Dvuju6Zx1TgU+D7QAPwLOdPdMzvIjgR8De7p7T4kOq/KiiMbtdywq+YhTAwysXE7qmZUbylLPPsPAMyvp/etDtP3zMay77pdFf9m8+M0LAHjpkm/SevChZPp6p9QXeSaVYuUnzmBo7ca32Bbv/QCz9tqb+gULS/pc0/UiJt3TTceNy0ZckOeKUynWXX8drQcfTsOWWxElkwx1dTK0ejWZ3h4G16xm1Q8vgShizhFLmHPkEuoXLmT9XX+i3x+jfsutaH7Vfsza3TY7xjiOiaKIOJMhGqfP01BHBwMrn2Zo9Sp6Hn6I3of+TOuBh5CcPYfZhx5O3RZbTnicHTcuo+XVi1l37dUkWlpINDZSv8WWEEXM2vuVNG67/WYfQ7XpgnIkvR7jU5JeuOn6uS9SCvlqPm6HEQMkRaMejyc5mYBGM7PZwG3AauAkQoJwHnCdmf2Tu48bk5kdANwA/BL4b0ICch7QBHw6u44BlwKfBJYTkpO/Zcswszrgm8DHpnXikbU5Hci7bv3dJmXPfOZMAPoef5S+x/9W0JfNUMc6km3tvPiNr4zY18pPfoyhtasL+iLPdxE5nqF1a0m2tW/YLvdDP5rVTNMuuzBrNyMeGmL9nX/g5Uu/O+Z+Xv7Bd0Y8rps3jzgT07Tr7sx781tp3GHHouKaqhcxGy7Yh4YgiiCOierqiNNp1v/xDvpXPE3DNtsVdh7SaZ751McmekK6br+Zrttv3mTRumW/gmSSBW//F4ZWryLdvZ6Gbbej43c3kV636W8P9Vtvw+ALz2+IG4BkkkTTLBp33oX+fzxB8yteGdZdsJC+xx9jYPlTm+yn+547Aei8+aaJj5HQR+rZsz817vJEcwuZvl6IY9qW/DOzDz+C+gULierqSMxqLug5qkUXlCPV2usRDw4Sp9MMvvQC6d5e6rfYkrq2dqK6kZcPQ+u7CkrS299wfE0P5T5VP/enKiVpM1O+5GP0jOYNhAv3OcB3Ac+W7wm8D+gkXOCX2vuArYHD3P05ADN7FvgTcBywLM+2n83G+c5sTcatZtYKnGVmF7j7GuB1gLv7+dl9vxY4mmzyAfwH8JK7X1X6Q6uG0o5e1fvIw+P2IYlTKdYtu47mV+7Hc+ecNe4+Bl9+ceOFImN/kWf6ehlctYpnzgpvsYbtd2Sr0z7CS5dczBb/+gEattl2k4vhnr8+xAtfPXfD420/ew69f7l/xIf+ZAzXivQ8cC89D9xLsn0uO1/4bQDS3d0kmpsZWPE06c5O6ubOpXHHnTcsS7a2lvQiZmjdWrr+eEf4tT2ToX7LrSdMhjJ9fcSDg3T/+V6GVq9i3bJri3sBJisnQWjceRcGng5JQNTYSONOu5DuWMfgSy9COs3qKy4raJeDLzwf7uQm2ek0mZ5u+h55GICe++8dc9tZi15B398eAWDuG5eSeuF5ev5yP6TTY64/nrr5C5i15yLidJp0Zwd9jz1Kpnfj7xadt/yWzlt+O3KbefOBmPT69dQv3JLMYIq6efNJNjfTetCh9D3+GEPr1tC02x5k+vsZWvUyrQcdQs+DfyaKEtQtXMicw15Dck7bhn1m+vtJPf8sdfMWUNfePm68cSbD0Lq1JJpm0f+EEzXU07SbkWhoKKh2q5YuKDfn9cikUgAkGhqI45ih1avof+ofZHp7idNDxKlByGRIzp4NiQRRfQMkIlIrlzO0di2Da1aTaGgg0dJKlEwSDw7SsP0OpLvXk3ruWTJ9fdQv3IJocBAaGlj7+CMk2+eSbG0lHhhg4NmVJGY1k+5YR3JOG5m+PobWrIa6Ohq334GeP9/P4Msv0bS7MbRuDenOTogioro6htauCT9CjPUZX1dHclYzRBGZ/j7i7HHmE6czvHjxhTTuuBNRXR1RY2N4bZpmEff3k+7tJh5Ike5ZT6a3l0TTLJKts6G+jqiuPmxTV0eioZHk7DmQTEAck+7upq6tjYbtdqB+y62K/oGqkmoted1cStJmtqjQX8LN7EvAGwhJQO+oZa3AH4Eb3H38n/82g5ndBgy5++tHlT8N/Nbd3z/Odg1AF/C/7n5OTvmOhBqOd7j7z8zso9n7B2SXfxXYzd3fbGZbAY8Ar3H3v03mOB544IGOZDLZtu+++05mN5vNPeSKbbf+ZsOvusOihoaCvjhKrWmvRfQ/NsHLGkVs/7lzeeasT+Rdrf0Nx9F5xy3E/f3sdMHF9D/5D168+GuTjnG3y34OhFqb9XffyZqf/3jS+yxUVF/Pjl+5iCiRIL1+Pc9+4Szmn3gydXPnM2uvvVn7q1/QccN1426fmD2bweNPgLp6kj/+PrP/6UjigX667727csfQ0Mjc499C/VZbkZw9h4ZttiXd1Unj9psmRplUKnvB0bRhIIKhjg7W/fpq+vxxUs+upHmf/RhY8TRxOk2mez3J9rmkO9bRZHvR+urFJJqa6PjtDTRsvwOtrz6Q+q23IUok6H/yCbofuJfeRx5m9kGHsv7OPxA1NTHnNa9lzmGvoWG7HYiSm1baxpkMq3/+E7puu5l4cPz/kaihgfn/7x20v/7oMY9r8KUXST27knXXX0dUVzdmbUupxFttAz3dROu7RpQn2+dSv+VWtC4+iERDI/HgIH3+GN333jXmfuoWbkFUV8/gSy/kH6QiimjZ/0Ba91/M4OpVDKxYTqanm6HODuq32Ip4MEWmt4eh1atZ+J730bzXIqK6etI93QytXUty9mzqFiyc8EIi9dKL9D70Zxq22yG8P+KYxp13JUokiDOZkMym05BMEg8MkHr2GYbWriHd3UWcThMPDlK/1TY07rBj2GZokKGODtJdXcRDQ9QvWEiipYU4NcDgyy+TaGkh3dHBwDMrSD27kszAAOmuzpAQT/S9mUwSJeuIkkky/X0b1k/OaSPd1Zl/26koiqjfamsSDQ0MvvzyiGOaaqKGRhLNzSRbW4kaGkKt4/r1JNvaqGufS9TYRJRIkGxvp27uvFCLW19PlEyG5KZpFolZszapcY9TKTKpkCREdfXEA/0kZ8/ZpAYon3RPN8vP+OC4ySuEz/2dLvxOwcn88Hd7aMQxc6y5+sqQpI1xbRI1NNB+9HHTNklLd68n09dHpreHOJ0hamiAOEOydTbJOW3E6XR4X43+TMz5n/v73x2iRFXO+4MPPkg6ne7cf//9x/9VawLFJB/PAee7+4XjLD8D+Li7b7u5wYyz35eAn7n7GaPKrwfmuPs/jbPdXoTmU0vd/VejlvUAF7j7Z8zscEITs9cBKwhNvC5x9y+a2Y8JtR7/NdnjmDLJxy03bnLxOfdNS8OvC5D3Q7GU5hxxFI077syqy39Qkecr1OzDjmDBSaeQmD17wouhoY51ZPr7adhqa/7x7reXPphEoqiZ6Uuh9cBDaH7lq2jceVdIpxnq7GD9nb+nfuGWJFtbadxlN2btbgy+/CKDL7/MC18/v6RfpPkMNwertHJcMAzL9PXR+7dHSDQ3Ew+m6HngPurmLyTd1UnDdtsxtGYNfX9/nPr5C6ibN5+hdWuJ00Nk+voYfOlFBl98gZb99meoq4uBJ5+Y7KGSaJ2dTXa7Kn5xmZw9h/pttmXW7nsQDw4RDw2RmNVE3+N/Y2DF8nFf/6ihMSSGU/RieLREcwtNuxt1be1kBvpJNDZCMkm6o4OoqYlMby9RIkHDttuGGow5bSQaGkn3dBMP9JNev550TzfJ1jnUzZ3LwMoV1G+5FS8/9yykUsxrbyfd2UG6u5somQg1af391C9cSHr9ehLNzdS1tTPU1Ul63Trqt9yKRHMzUbKOuvnzSbaF64l4oJ9EcwuJ5mYSs5pH1CbEcUw8OEimpxuiiERjI11/+gNrrvopcSpPjXKyjuZ99g0JYBSR7u0JNbADAyTnziU5ew6JxkYSjU0hUevpJtPXSzyUJh4aDE3AhobIrF+fLR/KXqRBZmCAgZUrxmyOWbRsIhIPDoYLwCiCoaExTmYi1DZmMiTntBElE+FHlOwxJZqbSXevJzGrmbr5C8j0dE+cvCYSNO26O4077ETU0ECmt4fMwECo0d56G+oXbhFe+74+hjrWsq67B+bNZ7u9Fm2IeXDNajLd68NFbZQg09sLiYjGHXYKiVV9/YaEC6Ls/nrJ9PeR6e2DTJrM4CCJxiYgJh4YIN3TQ1RfF/7fUgNk+vtJr+9iaNXL2fvriYcGSTQ2EjXNgvQQUUMjmf4+kq2zqZs7D6JE+LFh3nzi1ABDXV3UzZlDsq09nPfs+R986UVe/M5FY7/mw+rqWPiufyPZ3JJ9ziaSLa1kBgaI+/tCLWJdHUPr1hEPpsIx9vaQeuH5kDymUuGztLeHoa4uyIQkIEokssk1RHXJ8ENJb294/RduEX4oSWZf0yjacIzxYCrUWmYyxJlM+BGtsYnErFlk+npJ9/SQevYZBl9+KfzfFGKCa4DM3vuwx8dL+nt/QUqRfBQz2tVcIF9DuznZdUptLtAxRvk6YKcJtiPPtvMA3P2PZvZtQtIB8AfgG9mk5ChCs7KSSKfTG5KASuvtDZVVUV//JjNLrt57X9jFiPxR6O4m8YfbNt1BCaT/5b1EnR3wzArWHXoE0R9vJyJ0JipqP/92GsnvXwxAvO32RM+N34E+c8wbifc9gOjO35O445a8+43r6+mcM4eOF16AF14oPKDOLqJj30zihk2bLWUOPhwaGkj8/taNzzN/IdGaVRPvt9AhkbffkXiHnYgXvQKaZkFLK7z0IolbbiJauXz83b/q1cQHHw5z5234haUz+0dPtnKzcRa89g05GwHD7+H6RqLFhxDdexfR0KYXhnF9PZnFh/CPZ58t6DimsrIeZ+uccNtYB4ceMXLZ1tvDK/L/YLGhfiOOoa+X1GOPEqVS1O9hMH8hDA7CU08Q9fTAi88T9fYS1yWJUini+QuJ99kPFiwEYtJR9tNhaAjWrSW6726iv/6FKM97MY4iaJ8LjY3EW4ffnuLdjGjVSzDQT7ztDkSrXya64xZobIL0EAyloakJWlqJVr8MQHp9F2nvot8fG/t56uohEUFbOxDBujVEQ0PjXuzG7XOhdTbx/AXhSzyVIurqhNWrNr5e9fWwxZZhf+u7YDAFfb3hdYui0Nxj+x2htZV4dhvR008SPfQAUZ6Lori+nvg1RxG/4lVhX7PbIDUA/f1QV0d69mwGk5sx0OSscRLbLbYGoHf+FuH5mwvsQ7TVOL8TdubUmPWnYO26wva3YEsSmXTez/M4gvVHvo71TbMK2+d4x5xPby/0rId0Bnp7wvutaRb09hD19UIqBX190NVJ1N2dXTe98a+/L7yvxmhuGc9qDu+bwcHw/u3pId0RXp+xarQyfeFzND0wsGG9CWUy9D/h9D9R2LXC8Pf588uuKWz/M8XQEKtG9cMst9SzKydeqQBxXT00N0NdffgMSmc/T7q7ifr7iJNJSGfG/NyNN/yHxaQzmapcU6aLbIo8lmI+Ae8HTjezq9z977kLsp22TwPum3REVeDup5vZ54EWd19uZklCJ/Mz3X29mX0S+FB29W+5+7nj7myKi498HfHaNdDaCi88T+bUfwsLZs0i3vcAADK9PUQP3Ft0UjDm80URURwT77IbbLcD8XY7hNnWIcRQXx8+yAuQWfRK4iNfB23tZA4/kmjF02Te8S6ie+8icdumneLTH/4YzM5e2GUyxEyQ6AwOQneBv0iMEu+zH+nd9wwfKGNIHzbyojJ68H6im28K7bTzyOy4M/HBhxMN9BPvuTf090FXV7itq4dttxt7w622JnPKe+hbvYrksytp2Ge/oma4L1T8mqPCnXvvDBdrg4PhnMYx8eJDNi6f5qbFcUYRNLcwtNcrAKgffi/W14Mt2tDba/Rtzg423q2rg4VbEL/29USPPpQ/EU4mybz7feECL0e82x4b7+9uxIfkVFLH8cgmBZk0rF8fkuXnnw3P19Yebmc1h0Rih53CseTuI9uJn+GmL/X1sGoVzF+wsSw3pvGPYvzYchdttwPRQw9MuH28z37h9WjOXjw3NEDr7EKeffrKziVFniQ9XnzIJu+TkmtuHvdzePT5H/f9MDgIQ4PQ0BjeD+l0OIej3xdDg9DZCclkeC9mMtDYGLaLopDoNDeHZGd9F9ETjxP95f78yWsySWyLYJttQxwNDeGzu74B1qwKn//19aG8aRaD/f0k1qymbmgQBgbCjwCts8Py7GPq66G3NyTf6XT4cWFoMNxGCahLhh8GGhrC9okk1NUR9fdBFBE3NIbzlkmHmOqyz9/QAHPnheUtLRu/z1OpjZ+TjY3Q10vU1RUusgcGwg8bAwPEW28TEsTeHqJUCrrXh20zGejsyJ/IQvg/nzs/JPepVPheHH79UwNhpTlziOsbwudBfX34XEkmIVkHdXXEjY3h/zSZDPFmMhvPXyb7WjU2AhHR2jUhWR1ehzgcT3MzkO3DmEiE+6mB8GNGaiCsW1dHvOXW4Yea2bPD677JQcUb95HJQJwJcY5h+AflqT1cyfiKST4+SqgdeMTMfsPGDudG6AsyAEwwrM1mWQeMVbUzF8hXvzr8M0NB27r7KsJQvBASjS53v8LMjgHOBA4hfDvfbWZ/cffChsHJkUwmq9Yuc0S70P0PyLtu5wvPsvqRh/J2yI4aG1lw8qkMrV2dp11mI3OPPnbcdpnp7bZl+c035b0gGLc5S+7ruNcieNd78x1SOKZ778x7TInGRhbsuhttFThHhR77rmf+z6SaLDnAgoXlfd/tuSfpU04dNSLJwTOvA/I0Oc5StwFfc+wbJ/4ff1WJmpMeeNDk97HX5HeRT0VfjyJMhbb/8R57sHbB/I2dhFOp0PQnk2GuOgmTPuxwlj/4QN7P/UQiwU6nnVF0n4/dZ1Cfj87bb2H1zy6f+Pv6jUtpO3JJBSObOqr5/55tdjWpfRScfLj7/dmha79AGA3quOyiXuBa4DPu/vikohnbY8CiMcoXAZv+3L3Rk4Q5QRYBG/p8ZDucN2f3uwkz24IwStbwaF+vB24ZPjYz+122rOjkY7poXXzQxKMLZTK0Lj6YRPYXprG+bNqPPpZ5S08cdxfJllbajzk+7xd5+9HHluTirphjqoRKHnslJFtaa+JLoFaOM9fw//Dm/I/PRHo9xhdFEfNPOIn2Nxw35ZP0aphpn/vlMtW+r6X0imp46iHV+n9mlgCGZ1pblTshXxksA84xs23c/XkAMzuY0N/j13liTWUThZPM7Es5MZ5MSEp+O86mXwKucPe/5pTl1mzN+E+FYj8gJ/NlU6kv8qn4oa+LGJkOdEE5kl6PidVikl4ofe5PbCp+X0tpbUavN8heyL9U4ljGcwlwOnCtmZ1NSATOA+4iZ44PMzsLOAvY1d1XZIs/TxgC+HIz+wFhksGzgK+5++rRT5RNao5hZCfzW4EPm9m/EppdvQ64qJQHOBUV+wG5uV82lfwin2of+rqIkelEF5Qj6fWQzaHP/cJMte9rKa2ikg8z2wU4G1hCqPk42t1vNbMFwJeB77j72DN4bSZ37zKzo4CvA1cCg4Qaj/8cNbt5gjC7epSz7b1mdhxwLnAjYZb08whNx0YfWwK4GPiku3fm7GOZmZ0DfDFb9Hl3v6GEhzglVfoDshJf5FP1Q18XMSIitUWf+/lN1e9rKY2Ck4/svBl/Ilzk303o9wCAu682s1cB7wdKmnxk9/8kcPwE65xNSIxGl/+O/H1DhtfLAPuPs+xzwOcKCHXGmYkfkDPxmERERGYafV/PTMXUfJwLdAMHEWofXh61/CbgbSWKS0REREREZphiBv4/ArjY3V9g7OGxVwDblCQqERERERGZcYpJPhrJTn48jjbC/MciIiIiIiKbKCb5eAw4NM/yNwIPTS4cERERERGZqYrp8/Ed4Ntm9ifCpIIAsZnNI4wedRjwjhLHJyIiIiIiM0TBNR/u/j3gm8C3gaeyxdcAq4APEObOuLLkEYqIiIiIyIxQ7AznZ5jZz4C3A3sQ5tT4B/Azd7+rDPGJiIiIiMgMUfQM5+5+D3BPGWIREREREZEZrOBmV2Z2lpm9P8/yV5rZWaUJS0REREREZpoojseasmNTZpYhzO9xE3Cyu3eNWn4KcLm7J0se5QzwwAMPZIAomazOy5NOpwGo1vNLdei81x6d89qk816bdN5rUzXPe/a54/3337+YEXNHKLbZ1S+A44B7zOwt7u6b+8Q1KAMk0ul014RrltHwG1Zqi8577dE5r00677VJ5702Vem8z2GS8/oVm3xcC5ybvb3HzN7p7ssmE0Ct2H///YvuXyMiIiIiMpMUXWXi7g8CBxAmFPyVmX265FGJiIiIiMiMs1nttdx9FbAE+D7wv2b2f0BrKQMTEREREZGZZbObArn7EPABM3sIuBA4tmRRiYiIiIjIjFNMzccdwEujC93928DrgZ5SBSUiIiIiIjNPwUPtioiIiIiITMZmj9ErIiIiIiJSjHH7fJjZpYRJBd/n7uns44nE7v7ekkUnIiIiIiIzRr4O50eRnRgPSGcfT9RGS224RERERERkTOrzISIiIiIiFaE+HyIiIiIiUhFKPkREREREpCLydTh/muL7cMTuvuvkQpJSMrOdga8T+uykgOuAj7r72qoGJnmZ2duAU4D9gQXAcuBHwNfcPZWzXkHn18z2A74GHAisB34KfMrd+0attwT4EvAKYBXwPeCL7p4u/VFKPmZWB/wZeCXwL+7+k5xlJT2fZvZ24H+A3YBngAuyczhJBZnZCcDHgX2AQeAR4P3u/mh2uf7fZxAzewvwCWAvwvm8D/gfd//zqPVK+n9sZqcDZ/D/27vzaDmKso/j34CEJSxBQEUEgiwPSxQVZNHIFhQQiIAKCSKEHYUDKNuLoECQcFB2AwKKsgpBloRVDbsIGOVFkOV9WAOCKKsgIAom7x9PTTLpzEx3z+2ZezP5fc65Z+5013RXT3fVdC1dBcsBjwHHuftV1R6dAJjZR4hzvB6wNjDY3Qc1CLcMcCqwDXFvfgtwoLs/mwnXE3lAq5aPO9r4u7OTkZVyzGwx4Dbgw8BOwH7AxsC1ZjbHxS8DyqHAv4HDgS8CFwPHpFeg+Pk1sxWAW4mM6kvAEcCuwE/rd2hm6wI3Ao8DWwMnA98BxnXiACXXQcAy2YVVn08zGwVcBtwMbAVcAkwws72rPRxpxcwOAiYSv6PbAjsTNyALp/VK7z3EzLYArgaeBL4K7AMsBdxiZsvXhas0HaeCx2lALneoAAAYvElEQVTAz4EtiXu3X6b4SPVWAb5CTNI9tVEAM5sPuAH4DLA3kfZXJK6FhevC9Uwe0LTlw93Hdnrn0nH7AMsCn3X35wHM7Dngd8SFdn0/xk1a29bdX6p7f7uZzQBONLPDUm1I0fN7GJEJbe/ub6Vw/wEuNbMT3f2hFO4YwIFd3H06cKuZLQp8z8xOdfdXOnrEMlOqLTsGOIBo8apX9fk8AbjR3Q9O728zs+WA483sZ6oF7zwzWxn4AfAtd59Qt+rGuv+V3nvLLsAzRKvmdAAzuy8t2xo4J4WrLB2b2WDgWOBcd/9+Cne7mVn6/K87ecDzqDvd/UMAZnY0MKJBmO2BTwPrufsfUtgHiILpnkAtT+iZPEDPfPS2bYgL//naAne/m+jCs21/RUryZQoeNfel1+XSa9Hzuw1wbS0TSq4iWla2BUg/Sp8HJtZ+CJNLgQWBL7R9MNKO04nm9EatyZWdTzNbkWhu/0VmH5cCHySa7KXz9iC6Wf2kRRil996yAPBm5vt/I73OBx1JxxsC728Sbh0z+3BfDkjmlDlvzWwDPFEreKTPPQvcxZxpuyfygNKFDzNbwMyGm9kIM9so+9eJSErb1gQebrD8kbRO5i4bEXPuPJ7e555fM1uEaL6dLZy7/5uoValdBysTGU423DPA2+h66Roz25LI+A9rsK7q81l7zV5Hj2TWS2d9hlQDaWbTzOw9M3vYzHasC6P03lvOB9Yws0PMbMnU2jkBeAG4IoWpOh3nhVujjeOQvit6r9YzeUCpwoeZHQ+8AjxA9BO8rcGfDBxLAv9osPw1ovZD5hKpWfxbwM/d/eW0uMj5HQoMKhBuyfSq66UfmdlCxA3Ice7+QoMgVZ/PZuFeS686792xLLAacCJwHNEX/0FgopltmsIovfcQd59CdLf5HvAq8YD4CGBkJo+H6tJxLdzrOeGku4req/VMHlC48GFmhwBHEQ/E7UYc3P8A3yBKXfejplqRypnZUsBk4sfpkH6OjnTWd4i+umf2d0Skq+YDFgX2cfefu/vNxEOnDxGjF0mPMbMNgIuIh8Q3B7YDngduNLNl+zNuIp1WpuVjL2CSu+8N3JSW3efu5xEPyixM4wdppP+8RpSCs5YkalpkgEujW9xE3Jhs4e5v1K0ucn5rtRp54V4rGE46JPXbPhz4LjDEzIYCi6fVi5jZElR/PpuFq9WK6bx3R+17vrm2wN1nECPWDE+LlN57y4+A37v7fu5+i7tPJkapGsqsSqaq03Et3BI54aS7it6r9UweUKbwsRIwJf1fG/1kMIC7v0OU4HevLmpSgUdp3G9vzbROBjAzW5Bo8VgZ+EJ2vG8KnF93f5sYPWW2cGnbKzPrOniSqHHPhlsRWARdL92wEtEH90rih+E1oosrwLnAKx04n7XX7HW0Zma9dFajftw1C6VXpffeshYxj89MqXLpCWDVtKjqdKz0PjAVvVfrmTygTOHjDWYNzftP4D1mjbpTW/+BiuIl1bge2Lh+BIvU1DsMuK6/IiX5zGx+4HJilJIvuvsjDYIVPb/XA6PSg2g12xM3utcBpIkLpwA7pTHHa8YQGdRv+npMkutPwKaZvzFp3XhgZPq/svPp7tOIG98xzG4M8CJNxqWXyk1OrzO7LqfzNpKYeA6U3nvNNGIS2ZnMbHFiXoinoSPp+G6iUqNRuP9197/25YCkbdcDq5rZzOshzfUygjnTdk/kAYNmzCg2ibmZ3Qk84u77pff3EBHcnFmzMS7m7h/rUFylpJSR/ZnIfI4lSrMnAX8jxokuO4O9dImZnQPsSzyMOCWz+kl3f6no+U01GQ8A9wKnEBMUnQLc7O6j6/a5HjG03xXESCzD0/bOdPf/6cyRSitmNoy4EZk5w3nV59PMticmOzuNGN53I2L89/3dvTbXgHRQmiDsDqIW8kji+a49iRuGke5+h9J7bzGzbwJnEcMrX0l0rT2EKJB80t0fTeEqTcdmdjAxmdwxxPwQOxDzCW3t7rUu9VIhM/tK+vfLwGhiUkmAae7+x1TZOJXoDncEMSTuuPT+Y6k1o/A93dyQB5Rp+ZgMbJNGYwE4Hvgs0b/sJWB9onZOBojUhLsZMbPmROA80rjRKngMeFum13HAPZm/raH4+U1D540knsu6FvghMZb3HvU7dPepadurE8+ZHEFkREd14gClPVWfT3e/BvgasAUxydiuwIEqeHRPSq+jiJvHE4nf2+WBrdz9jhRG6b23/JgoYK5LzMFwDvAWsEmt4AHVp2N3P50o5OyZwm0G7KSCR0f9Mv2Nzrw/ACBN5LoV8HuiEHAZUQExslbwSOF6Jg8o3PLRiJltSJTgphMTmjSaEEtERERERKRY4SPNhLgB8IK7P54XXkREREREJKtot6v3iCEAt+hgXEREREREpIcVKny4+3TgWaL/mIiIiIiISGllHjg/F9gjTXomIiIiIiJSyvvyg8z0EvAu8JiZXQQ8BfwrG8jdL6oobiIiIiIi0kPKzPMxvUCwGe4+f9+iJCIiIiIivahMy8dmgOaGEBERERGRtvRpng8REREREZGiCj9wbmZPmdmoFuu3MbOnqomW9BIzG2tmM8xsWH/HRaSemR3bzWtTaUE6RddWcd1O9/3NzIal4x1b8Xbnqe9RqlOm29UwYNEW6xcFVuxTbGSuYWZFm8wuBG7vYFQ6xsw+AWwHXODu0/o5OiIylzGzdYCvE92WVwLeAh4Cxrv7rf0Zt16Sbqp/XrdoOjFIzh3A99zd54U49FWZ33V3H9vJuEhvK1P4gNbPfKwG/LMPcZG5y9cz73cAtge+Bbxct/xJYCpwOfDv7kStMp8AjiEKT9P6NSYFpdbJqe7+tw7u45PAOcBX3P0vndpPg/2OAw4FfktcY4sCo4DHgD8Ag4FPEZUgC7n7f7sVtxIuZoCnhf78nvOuLTM7kPiteRFYE/iuuz9edH1V2yjhMGAkcBUwgfguxwK3mNk+7v6TNrcrjY0HHiWu0bWBfYDNzGy4u/99HopDu8r8rou0rWXhw8x2A3arW3S0me3dIOiSwMeAmyqMmwxg7n5J/XszW4XIpCY1aSUYiDeCPcXMBhM3tpsDlRc+zGxb4MtEJcR6QLdHttsQWM3dn0vx+RxxU3ygu/86LRsM3DbQCh5mNsTd30rxGlBxa6Dr33ORa8vM9gRGAyPcfbqZbQX82szWdPd38tZXtY2SzgTG1n/WzM4G/gSMN7Pz0yS+84RaOujgLqa4++11+3sU+DGwK/DDDu53oMWhLW38rou0Ja/lYyjRVAzxo7AMsEgmzAyiKfli4KhKYyc9oa45eqVaBmZmxxKtCh8HDiBuPN4H/DK9nx84GfgqsDBwDbBf/Q+XmQ0hrrmdgI8ArwCTgKPc/bWcOA0Bvgd8BVgOeBt4HDjF3a+oix/AbWZW++ju7n5Bmf3XbesTwMHAl4AFiML6gbVWirw4tTqeZN30+ocCYUtz9+uA68xsE6L2tmtSjfjltRviZGPgPeB3dXH8j5nd28YuhpjZWcCOwBCiq8R+7v5MJh7LAScAWxH545PAecAZ7j4jhTmWON9rA98kag+XAQY1SQutWpQ3rd3IlNz38LTvlseT1YXvuaGC19bRwEl1N+u/IvKG0cAFBdZXtY0yx3V3g2XvmNkNwLeBD9CioqBo3tHi8ysyq/VlBaLgO5XoBnR3CrNl2t5od5+Y+fxaRDexw9z95LSsbL7XKB0UyuvMbHXgbXd/ttVxtvDb9LpKk/WVpfuycShyburCHkvBdJ0KDKcDmxJzsV0D/Cgnjn3VifyzL/cGtW3kppsS12LH8995ScvCh7ufAZwBM+f5ONjdf9GNiMk84yLgGSLxfxbYi8gwVyG6ptSW7wK8ABwOYGYLArcAaxEZgBNdJfYHNjCzDd29VdeWs4Ex6fUhYHHiR3JD4ArgamBZosm81owOUPvBbmf/FwKvEpnTyinsGma2bgqbF6c8I4B73f3dAmHnNiOJ7jj1Ngbuc/c3M8tfb2P7tXNzHPAh4sbwEuBztQBmthRx/j8InAU8TbQInEY8E3dwZpuXAn8HxgHvb7HvbFcHgCOILj8vt7nv3ONpotPfc1vMbDXiOB+qLXP3GWb2MPB5M7u71Xrggiq2UeEhfZiYtLfod5iXdzTzaeIm9Goin10a2BO4NX32IWAK8DxRMz8x8/ldiZviS6HtfK9ROiia1z1K3Lht0uIYWxmWXl9tsr4T6b5oHIqcm1LxNbOlgTuBJYgCx1+Jm+oLc+LYV534Htu6N2gSr1bpJvda7GL+O88o/MyHuxceGUukBHf30en/s1OtzQFE7evOafmPzWxVYA9mZTAHAZ8ENnD3+2sbM7PbgeuIG7qfttjvKOAn7t7wh8PdHzSze4jCx2zN6H3Y/+vA52tdVdJNzXlEpnpWXpyaSV1FNgW2AJ4xs0uAK919UpntDGS1WtcaM3sf8eNwVoOw49rYxbPuvkPd9l8GTkvdbR5Ji48gaii3c/fJKdxZRK3vQWZ2rrs/WrfN54Gt8mpGG3R12IeoOTuq7gak7L6LHE+juHT6e27Xyun1jczyfxI//nnrq9pGn5nZGkQrwDXu/q+CH8vLO5q5wd2vzOz/HOD/iDxsb3f/r5ldDBxqZh+sPZdgZvMBXwN+4+4vpI+3k+81Sgdt5XUFLJFuwAcTNeenEw9+X9kkfCfSfdE45J6bNuJ7BFFp9gV3n5LCnE3nB33pxPfY7r1BvSLppsi12JX8d16iAoX0t3Mz7+8BBgHZBzHvAZYys8XT+zFEE/VfzGzp2h9wL9ENcGTOfv8BrG9my7cZ73b2P8Fn7yN/AZE5btOXOLn7+cSP/vzEDesuvVTwaGIdZjVnVyF7A1fb7sp1y0YRP4iTawvSDdVJ6e22mW1MKNAlYzZmNoJ4MPmX7j6+D/sucjxFVP09t2vJ9Jp9XuDNtC5vfVXb6BMzW4J4+Pwt4qH+ovLyjobqCzdmtnCqwZ2PyLvWyWzvfURho2Yk0Q2lvta83Xwvmw4K5XXuPsjdN2kVJmMSMcLU80QXm0WAMe5+X5PwnUj3heJQ4tyUie+2wCO1gkfaz3vEs0ed1Invsd17g3pF0k2Ra7G/8t+eVWq0KzPbHdiX+AIbdSOY4e5lR9CSeVu2L+8/cpYvSdRMGtHf86Um2/1Azn4PIZ5TesbMHiS6Hlze4kcqq539zzbUoru/azE3Tu25qr7EaS2iufiehpE1G0TUvA0psC2AQ9z94YJh+8PGRG3iXRVtb1rmfa3ven0+N4zGg2rUarJWyiwvNSJM+vG7iuhqsntmddl9T8u8b3Q8ReR+z126tv6bea1ZgPgdy1tf1TbaZmYLE60Dw4AtvdxIcXl5R7N9Dia6nHwdyN5cPV23PU/dznYFTk2LdyVu1CbXfaadfK9ROuhr/tvMocADxKhiOxFDpbfqhjot876KdF8oDkXPTcn4DgNubPC52a4fM5ufeP6m3uslWuLKxqsWtzLfY7v3BvWKpJsi12LZuE/LvG83/+1ZhTNUMzse+A7wINGHs+UDvSIFNRstp9nyQXWvdxF9KhtpeX26+9VmdhdRY7E50Wx7iJkdnalxbqZP++9AnEYAD7p7NvOtbXsG8eBer9gI+FOz421D3vXWjsI/5Ga2CHGTNz/RtN/XEYGqOp7c77lL11btZjfbWj+EuPnIW1/VNtqSbjSvATYAtnf3O/uyvRLOILqOnkUMGPAaUZg8kjlrYS8AzjOzjwNPEaMcXeqzj/LVTr43RzqoIP9t5r66LrKTzGwScKGZTXX35xuE70S6LxqHMuem6vguz5wFnN1p/7mmTnyP7d4blNKha7ET30dPKVObsxdwrbtv36nIiJTwBDDU3W9udwPu/iJwPnB+qpW8ETjOzE7xeBitVZeZdvZvROE93pgtQNSYzBw1qECcmvkc1bUCDGipL/oI4Gdd3vXTwOoNlq9Rt75d5xPDlW/h7o2208l9N9SP33MjT6XXD9b9D1GT+ESB9VVto7T03MwVxEPrX3P3G9rZDDl5RxOjgYvc/cBMnBo9rzORuCHeLe1rCHM+qNznfLemD3ldGUcQtdPfBfZrcxt9TXvN4lDm3BQ1jRgAIMsy7/9GXI/1Ot3S3fU8jILppsC12B9x72llnvlYHM3jIQPHZcBwMxuTXWFm85tZ0+bNtH6J+mWpudmJAvliaXGt9rlRf+929n9Aau6uGUsM2XdDiTg181nSkI5mNsrM1s7EaZCZXWVmvyr4t1bO/vrT2sRoLt1+DuE6YHWLOSmAmV2ODq9bX5qZHUnciBzqzWe97si+cxT6nrtxbXkMS+zU3QCkG4nhwM1566vaRlmpAHcRMdTnfu5+eTvboUXekfO56WR+5y3mbdkgGzC1bl0F7EzUgj/ucw4V3Ha+mwlXKK8zs9XNbIW8bTbj7k60OO1uMVRqO/qU9lrEofC5KeF6YC0zm1mwSIXf2Qo47v6Ou9+c+Xshu7GK9Uce1jLdlLgW+yPuPa1My8cfmbP0LNJfTgW2Bi5NGULtYbSViS4gR9O8CXkx4Hkzu4bom/sqMYLLXsTILrWZXO8jWj+ONLOhRPeB36ea6Xb2vwQwxcyuJoYL3J+oEftpiTg1swzwSOq+8xl3v7Z+ZcVdY+bLvM5kZvsS3TM3aPRj1mp93mfrbEqcl982C2Axd8YdJR9WzXMS0Yf7CjObQNQybkuMMnZGZrSTQsxsOPB9Ylz5V8xsl0yQKR6jD1W+7wJyv2fo3rVFtMCMJeZJgRhD/1VmDQ+bt76qbZS5vk4mHtK+A/hXg/N7TcEudq3yjlYmA7uZ2ZvExIZrEHnKwzSu0LiAGLr0Q0RNfVZf8t2aMnldX4faBfhBitvhxChSZVWR9hrFoey5KeIHxKABk8zsTGKo3a9S/HmsTuqPPCwv3RS9Fvsj7j2tTOHjYOBGM7vN3a/vVIREivCYqGsk8bDYGGLoyneIccF/ATSrQYaYRGgC0b9za2BB4iG28UTmXdvH02a2P/EA4U+I/vi7A0+3uf/diHQ0jniIdRIx4dE7FvPo5MaphfHEj9qLBcOXZmYbE0Mdrp8W3WRm9wPjfNbwgfMBC9G8b2ur9U3XmdlHiONaGNgshbnQzN4Ajq7vqmRmi6Z/K63Jc/dXzOwzxHc9lmgNfooYw/30Nje7NHHcqxIPPWZtCvy9Q/ueQ5nvuUoFr61TiGFMzyNGElqb6Kb2VsH1lWyj5PX1qfS6cfrLWok5R9dqpGnekfO5g4h8aQci7/ozMe/DzjS+ob+VyMNWoMH12Md8t6ZQ/lsVd59qMRTw3mY2PhXmy3y+z2mvSRzKnpsi+3nRzDYius8dmLZ/NTHnxwPtbLMq3crDMvLSTdF7gf6Ie08bNGNGsZEgzexW4iGljwLPESW/7EM1M9w9b4hTkXmKzZr1dOas1tI5ZrY10Qy+trv/ub/jI72lm9dXf+QdZvYY8Jy7b9aN/YlUTb+5A1+Zlo+PEk3wtWHO2u6HKSLSQSOJoRJV8JBO6NnrK7VqrAoc399xEZHeVWaG82EdjIeISCXc/dv9HQfpXb14fZnZ+sSD9UcSFYwTW39CRKR9muFcRERk3vYN4DyiD/xO7v6ffo6PiPSwws98wMxhB79ONDt/ADjc3e83syWJJ/9vdffnOhJTERERERGZq5WZ4XwoMdb5p4jRORZh1vwHrwMnAJcQzbYiIiIiIiKzKdPt6gRgTWAbYnjAmcNhuvt0Yji3LSuNnYiIiIiI9IwyhY/tgAnufiMx6lXWE8CKlcRKRERERER6TpnCx1LAYy3WzyAmCBMREREREZlDmcLHc8BqLdZvSLR+iIiIiIiIzKFM4eMKYF8z+3jdshkAZjYa2Am4rMK4iYiIiIhIDyk81K6ZLQLcCqwNTAVGAHcBQ4nJie4BNtP44CIiIiIi0kjhlg93fxvYCDgGWAx4B/g0MerV0cBIFTxERERERKSZUpMMioiIiIiItCu35cPMhpjZojlhFjWzIdVFS0REREREek3LwoeZrQm8Bhyes53DgVfNbNWqIiYiIiIiIr0lr+Vjf+CvwLiccMencAdUESkREREREek9eYWPzYEr3P29VoHc/V1gIrBFVRETEREREZHeklf4WAHwgtt6HFixb9EREREREZFelVf4eBdYsOC2BqfwIiIiIiIic8grfDwJbFBwWxum8CIiIiIiInPIK3xcC+xoZh9vFSit3xGYXFXERERERESkt7ScZNDMhgIPEV2vDgEuSw+X19YvAIwBfkh0uRru7v/oaIxFRERERGSulDvDuZl9jGgBWQH4N/EA+hvAYsDqRMHkL8Aod3+wo7EVEREREZG5Vm7hA2IGc2Bf4EvAmsDiRAHkUWAScJ67/7OD8RQRERERkblcocKHiIiIiIhIX+U9cC4iIiIiIlIJFT5ERERERKQrVPgQEREREZGuUOFDRERERES6QoUPERERERHpChU+RERERESkK/4fc1wmVTCQLRoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.005)$ ($0.0%$$\\%$),\tfrequency of collisions is 2.9e-05 ...\n", " - For #$1$: $B(0.01)$ ($0.0%$$\\%$),\tfrequency of collisions is 2.9e-05 ...\n", " - For #$2$: $B(0.015)$ ($0.0%$$\\%$),\tfrequency of collisions is 2.4e-05 ...\n", " - For #$3$: $B(0.84)$ ($19.5%$$\\%$),\tfrequency of collisions is 0.19493 ...\n", " - For #$4$: $B(0.85)$ ($19.6%$$\\%$),\tfrequency of collisions is 0.19604 ...\n", "Warning: forcing to use putatright = False because there is 3 items in the legend.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtQAAAHPCAYAAABz1E01AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsnXmYVMXVuN/bPfsGDDJAQFRAj4oGFdzjqBGCS5TPGE3UqKjgQhJN3OIWRWIWEzH58mmMxihuP9EYXIjRBFRAUBQRwQVK9mVg2GaYnVm67++Puo1N0zO9TM/GnPd55unpurWce27d6nPPPVXluK6LoiiKoiiKoijJ4etoARRFURRFURSlK6MGtaIoiqIoiqK0AjWoFUVRFEVRFKUVqEGtKIqiKIqiKK1ADWpFURRFURRFaQVqUCuKoiiKoihKK1CDWlEURVEURVFaQVpHC9ARiMg44CngIGPM2lTnbwsZFEVJPSJyDPAn4GggDzjfGPNqO7Q7joj7P960ZOpubzpKr+2NiEwC7kXHcaUFRORAYA1wpTFmasdKkzidYUzpCnQ6gzrswgGMNca8HiXPS8CFAMYYJ0XtHgX8DzBVO4zSGiL6cCRvG2NGtaM4SjOISBrwT8AFbgOqgI87VKh9ANWronQ91AZqPZ3OoA5jF/AjYA+DWkR6AOd6x7NS2N5RWE/DbGBtxLFngWlAfQrb61aIyDnAVcB5QI0xpmcLeV8AfgjMAhYaY+5MoRzZwM3AfsChQBC43RizNFVthPEbYFlE2uY2aEdJjqHAgcDPjTGPdrAszZHM2NPR41VX0KuidFpE5Gjgr8D3jTEbohy/ATgE2AocDvzSGLMi3uPNoDZQK+nMBvW/gHNFpMAYUxmWfiE29vstrHHW5hhjAkCgPdrqTIhIrjGmJhV1GWPeEJG5wEvAmSLS1xizJUqb5wD5wBfGmNGpaDuCXwJ/Ncas99r7NTBPREYaY75KcVszjTGzEymQSp0rMSnyPnd2qBQtkMzY0wnGq5TrVe+L6KheLPuKHkTkXOAC7Nud4wB/lDxXYx1O3zLGBEXkLOA/InK4MWZXrOPJyNUJxpQuQWc2qF8ExgLfB54MS78MeAMIN7J3x7JFhoDEE7sUFgcH8K6IhA5daYyZmkj8UFhdRwE/884hHXgTuMEYU9pC2QOAW4EzgEHYDvwRcI8x5v2wfGd69f3QGPNiRB3DgM+BW40xD3ppucBdwA+AgcAO4FXgLmNMeYTcw4GJwPeAPoDjlb8Hey0GALXACmCKMeallvQRwcnYJ90zgcHAHga1iOQD3wD6YZ+SU4qIZAE3YN9uTPaSf4d9LX0D8JMY5Q8FakPGeArkmUQzOveOx7xuXr6h2HjV04E64BXg/4AlhPX7RO+RBPvNEd45XATkAnOA64wx6yLaygXu8PIdgDW6Pvbk+jjRvt2MXgcAvwbOAnoCq4DHgf81xrhenqnAFV6Rp0TkKWCdMebAFuptUfZE2o+XyLEnnnuxufEqXrkSvaYR8k6lBb3GeW1C7Ue9L1poO57+GtcYG1FnzGsO5IrII4noKqyNeMf9ZvUSduyb2HHsAuzv+z+8737gQaxDKhs7RlyXrBEaj8wiMhar/73i50XkSGApcIsxZoqXFu9415Ie4r6+InII8L9AMV+Pm3/25Ep4LAzL29x4HBNjzAxghoicBoxrJtvdwAPGmKD3/S3sNf0hMDWO43uRjA2Uij6XwDVPlQ3SpnRmg3o7tiNchmdQezfLKdgLNzaFbU0H+gPXsOdr+r0G2AR4GijDdrghwI+BwzxPaHOvTY7F3oTTgXXYsISrgXe8cp97+WYCJcDl2AePcC7HDiLPA4hIJvA2MAz7w2Wwr4J+DJwgIidGyPM81tCdDBR6aX8BLvY+PwcKsIPZiViPc7ycBPwB+zA0GPggiuz/AB4Ffp9AvfHix96weaEEY0yViOzAvqaOxTLsD+VpcbbXQ0T2i0jbaYxpikjbS+fxXjev/rlAD+ygvQk76Dwdp4xRSaLfhPr7fdgHopuA57D3a6jObOyD0gjgBeyPWa6X5wSsoRJ3325G7t7Y+7Yv8Aj2QeE84I/YMISfeVkf89q50zu/94DqFuqNR/ZE2k+WpO7FJOWKeU2j0Kxek5Ah2ljU3PnF21/jHWPjvuat0FWIuGWKQy/PeHXcg3VgjMcadUOxr+tD6T/Chp/dFod8ycr8JvYB5GKskRTOJdhwu2mQ1HjTnB7i0qWIFGHHzTzsdd2MNcz3GjcTka2txuMwWQ7B3iu7+4QxxhWRL4DRIvJ+S8dpxqCmdTZQUn0uwWueKhukTenMBjXYAWmaiAw0xmwELsXeoG+QQoPaGLNURD7AdqaEX9M3QwUw2ntVgtehH8d2tkeaKfOGMebl8AQR+SuwHLgRmODJGxCRZ4FbwkMnRMSH1dF/jTGhWN0bsTPtTzDGLA6rdzYwA/vA8kRYkyXAWRGetPOAvxljWmsMFHgG7GqsQR1+niOAL7E/Xn7soJRSvCfjAyLazcW+ol6V6vbY+0cE7IAfOUErms7jvW6/wA6E3zHGzPTy/IXWe/gT7TfrjTHfC8u3Hfij95rxSy/5ZmAkMMEYE1729yLiQMJ9Oxq/wHqm/scY85pX9hHstbhRRB4zxiwzxnzgDeh3Ah8YY56LoY+YsifSfoy2WiLZezEZueK5pnsQQ6+JyhDtvmiOePtrXGOsR7zXHJLQVRiJyAQt68UYY37o/f8Xz1v6E2CaMeYSL/1RETkYO6clWYM6pszGmAYR+SdwiYjkGWPCH1h/CMw1xpR43xMdbyC6HuLV5S+wD3ZnGGPe8fL9BWvgRZKIbG01HocY4n1WRqRXYQ3pWMej0kobKNk+l4heU2WDtCmdfR3q17Ed4VLv+2XAP4wxDR0nUtw8HDKmPaZijezvNlfAGFMX+l9Esj2Pjg/7ympERPap2AeiS8PSzsC+Dgl/Gr7YK79BRPYL/QELgBqvTKTckQP1TuB4Edm/Odlj4Xl7ar2vexjUnrFUbIx5FzgV+Mq0EBqTYi7BPk0/FCujMcYxxpyWQN23YL0C4X8mSr5oOo/3up0LfBkavD05m7CvLltDov0m8iFxjvc5JCztIuyDy98jG4s4/6nE17ejcZ6tzhpsYXU/4H09N0b55ohX9rZqP0Sy92IycsVzTdtShmj3RXPE1V8THGPjvebQCl0lKBO0rJfHIr5/gA2V+VuU9N4iUhBLvlbK/AL2df/YsPwnYY27/xeWL9HxBqLoIQG5zgE+DxnTXtkA0UMzEpGtrcbjEL28z8hQnWrvWKzjbUGyfS4RvbbaBmkPOrWH2tgA+5eBH4nI29hVGSKf1tsVEfFj47XCqQi/kT32MJyMMY2eZ/agFurOwIaIXAZEdpw1EfUZ7/XO5XxtDF6ONdpfC8sq2AFtWzPNFkV8j+apvRkb+7xORJZiX8tPM8Ysau5conAC9kYBa1AfF3bsR3w9uBYTxTvteYRexr5yjYebjTFftJRBRHpiJyn+2BjTFh7qRXE+6UdrO97rdiDw7yjHoxnuiZBov1kb8T0U/xb+SvpgrIe5RSMpgb4djQOxr5ojCXkJm73/YhCX7G3Yfohk78Vk5Fob8T3aNU2ERGVI5J6Mq78mMsYS/zWHVugqQZmgZb1Ezu/YGSO9F3t7M2OSgMzvYl/zX8zXoVqXAA3Y8Xx3lSQ23kAUPSQg14FEHzejrYSRiGzN1dva8ThEIOIzRDrWnot1vC1Its8lotdU2CBtTqc2qD2ew74m+D32hpjfTL7mBr29Zsm2kv3Ze5C7kuZjkxLhf7GvXB7Bnmc5Ns7sDqJ7OqYCj4vIN7FG6vnA82bPmbwOMA8b2xeN8ojvkQ8GGGOmi8g87NP3KOz1uFlE7jbG/Ca+U+NkvvbirMa+8gtNUmoyxmwRkRzsK9a/RJHBxcbOpwTPK/4kcJ/p+IX299I5iV+3eEjkHkm0/eZmgCe7TvxUYvftbkeK7sV4SfU1TZRo90VzxNtfEx1j46U1ukpUppb00pwcqb6Wccls7CoTLwI/FpFC7EPxhcBbZs/JfMmMd9H00BbXty3G4mQJGZ+R0QW5WIM11vG2INk+F7de23ncS5quYFDPBjZiJxr8ugVvQWgWd6+IG3VwM/kjiffVYin21X040Tyhgp0tjCdXOtYDsyBK3hA/BJ4xxtywR0Uik5vJ/yJ2ALnCayuXvV+JrwR6GmNmtdBuTIwxW7GvPv/uhW/8G7hPRKaY5idZhlMYdl3WAN/wYi0v5msv5InYJ+mUx09H4bdYA+2fYGdmG2NWtkO78RLvdVuLncgRiURJS+QeSUm/iWAFcISIOHF4/eLp29FYg32TFclhYceTIV7Z26r93SR5L7a5XHHQljLE218TGWMT6a+tIdFxvzOQiMwvYCecXogdr4rYM9wDUjfexCvXWuwbiEiijaWJyLa2mTqijcfJsNr77Bv2P9g3ISvjON4SbdnHo5HQNU+BDdLmdPYY6pBn8ifYp5jImJxwQq9qvh1K8MIEboyzqVDMUYtxRsaYXcaYWRF/0SZJ/cQLDwkxDrtM1BstVB8k4pqISGhGeTRZKrE7kl2C9ZKvMHsv/fQC9kfh4sjyIuL3vAbN4uXpEdFuHfYVVhp2zegW8R4mwuPeV2PP81rsBIjQ8j7FwFoTZVk6EXFE5J8i8lacf8NakOdaYEHImPa4PI7zOFREBsXKlyLivW7/AoaJyOiw42nYZQAjSeQeaVW/aYaXsMb71VHq3MNTFmffjsYM4FCx67mG131b2PFkiFf2tmq/tfdim8mVAG0pQ7z9NZExNu7+2koSGvc7CXHLbIz5CBuecbH3V03Ehm2kbryJV65/e+2Fj4V+7AoTkSQiWyLjccIYu2SdIezB1Pt9PQKYFet4jOrjsoFSSFx6TYUN0l50BQ813iSWWLGTM7GG2hMichj21dIFQE6czSzCPqHd4cXW1gEfGmOS9Zr0AGaKyHTs8jE/xsYKRs5UDuc14AoRqQY+xXpuxmM94M11mqnYGOR+2HjgSB7CTsB43vshC00YGILVz920HK6SD5SIyCvYdY3LsDNzx2PjC7e3UDbEmXwdJwn2KT4I9DfGLAlLP5VmvNOpCvkQkfOwk41misjtXnIudm3qWCS6bF5riPe6/R47ee9VEfkzdpmmC4kea57IPdLafhONKdjQjcfFrrP6Pna302LsYP9wRP6ptNy3o/EAdk3Tl0TkYWxfOxcYg13rONkVNuKVva3ah9bdi20pV7y0pQzx9tdExthE+2uyJDPutwki4gJz4ph8najML2BXfhkJvBJlzlGqxpt45XoAO26+7o2boWXzQhPmwr21iciWyHjcEr6Iz3CexDronvK+X4QdC16M83hzpNoGikW8ek2FDdIudHoPdbx4M2nHYhV+N/YHeAnNL44eWX4N1ujtjfWEv4A18JLlCuzajJOxHo5XgVExYkBvxM6Y/R72dffJ2DUsWwq8f8drx8UG7e+B194ZWH18E7sO9GSsUfj/vPItUYv94TgMOyD+HzaG6TfEMHBF5GAReQPr6fm1iNznydSA/UH6tZfvThF5E/tDdZKIPOeFg6QUsTO+X8B6aH8b9nc30SejdBjxXjfvNVgx1tC/AZiEfXK/Ikqdcd8jKeg30c6pziv/IHZN8j9hvZN+oq932mLfbqaNHV7dL2HP6yHsUok3AT9PVOZEZW+r9j2SvhfbWK64aEsZEuivcY+xSfTXZElm3E85IhJan7+lZSlDJCrz/8PaG7nsHe6RyvEmLrmMXY7zVGwM78+wExkNX2/utSssb9yyJTIeR0NEThWRf/C1gf6miEwTkcPDsk3B7u77uIjci733x5ivN0yJdTwqbWADtUgCek163GtvHNdt77CZfRv5evegmLsqprDNr4CNxphvx8ysdAskjh1CuwLatxWlfRCRc7BhN8ONMZ91tDwdgYh8DxtqdnKcIWaKspt9xkPdXRGRM7CTK56KlVdRuhLatxWlXTkDuxRZtzCmxU5sC/+ehvVW7wQ+6RChlC5Nl4ihVvZGRI7HTjS4A7veY6z4KEXpEmjfVpT2xxhzU0fL0M7MEZGFwGfYOU8XYjd/uaW7L8+pJIca1F2X67GL138BXGO6xu6RihIP2rcVRWlr/o2dJHsFNi5+OTDeGLPXzpiKEg8aQ60oiqIoiqIorUBjqBVFURRFURSlFahBrSiKoiiKoiitQA1qRVEURVEURWkFalAriqIoiqIoSitQg1pRFEVRFEVRWoEa1IqiKIqiKIrSCtSgVpQuiIgcLyJnd7QcnZnurqPufv7xoDpKDNWXojSPbuyipAwRORBY08zhXxpj7m9HcToVIvIhsBm4zxizuJV1DQHGGWOuT4lwrZMlHQgaYwJhaZnGmHoR8QN/AO5s753HOouOOkoHneX8PVma7SPe/91aR4mcv4hcAGw3xsxpF+H2bLvd9JXKcaUlnYnIzcApwDJjzB2pOwOlO6IGtdIWvAJMj0j7tCME6UQsM8aMi0wUke8A1wBjsQb3XO+QAxyIfUC5yRizNazYI8DlUeq6ATgE2Aocjn2IWdGSULHKxFHnScCLIvIusB0YAPQUkTHGmEYR+SvwEDCxJTliyJgSHSWjn3jLicjRwF+B7xtjNoTSjTGB1uqgs/eRsHxRdUCMPrIP6WgQ0OCd38PGmIXN5L0P+MoY8zzE10dE5BvAn4A3Ab+ITAcuN8ZUtyRXC/J2dn21elyJR2fGmCnAFBGZ2pK8ihIPulOikjLCPNT3GWMmtXPbucaYmvZsMxFEZGo0g9o7lgVUAD82xjwRlp4BLAXKjDEneWljgB8YY66KqONq4GrgW8aYoIichf0BPLw5L06sMvHUKSKnAS8A+UAl8CJwrzGmMqydScCHxpg349dYanWUjH7i1NG5wAWAC4wDDjLGrI1ST6t00Fn7iJenRR3E00e8fJPomjq6AVgRkltE+gD/Ac42xpRG5P0m8DFwjTFmaiLnLyI9gZexOrzUGFMXWyvN05n1lapxJV6dtTQ+K0q8qIdaaRNEJBtwE3mFKyIHALcCZ2C9FwHgI+AeY8z7YfkmAfcCw7Eeiu8BfQAn7Ng3gZ9gf+jTgH943/3Ag8CFQDbWm35duDEuIrnAPcD3sZ6RWmAFMMUY81JYvkOBWmPM+njPsRlOADKAd8ITjTENIvI5cFZY8uVYL2AkdwMPGGOC3ve3sOf3Q2BqM+3GKhNvnXdEGgcRPIzVf9IGNa3XUTL6iVnOGDMDmOEZAONaqKe1OuisfYQ4dRCrj0DX1dGVwKiw9raJyCxsKME/QuleqMKVQOleNViaPX/P2/oQ8AxQAzwnIlck66H26NT6opXjShvpTFGaRSclKm3BzVgjtE5EvhCRS+MsdyxwOjZc5OfA74CDgHdE5Igo+Z8HhgKTsUZ0OM8AfbGG8RvAeGzc3ctAfy/9VeBHUcr+xWt/BtYIvx9YDpwYkW+Z105rKQbWGWNWhyeKSC+sPp4LS/4WsDAi3yHY17Sfh9KMMS7wBTA6WoOxyiRTZ3MYY7YDu0RkWCLlIkhaR8meSyfTQafrI0meR7N0RR15NACPeE6EEIcBX0bkux5rlAaJQkvnb4zZZIz5IdYw3G6MuSAFhmFn11eLxOovbaQzRWkW9VArqSQIzMQaqhuA/bEG6XMi0tsY8+cY5d8wxrwcnuDFyi0HbgQmROQvAc7yBvFIjDeYAvxFRIZ6skwzxlzipT8qIgcDVwG3hZU9D/ibMeZnMeRNFcVEeIlE5CDsD9rLWLnxZN0exes/xPusjEivwv7gRSNWmUTqPMaTtx771uA3xpglEXnmA+dgf2yToTU6SkY/rSnXHK3RQWfsI4kQTx+BrqcjgAe8+o/xQiCOBf5ljNl9Dt744zfGGBFp6RxaPH9jzD9bKpwgnVZfHikZV1KsM0VpFjWolZThhT58JzxNRP4OLAZ+7cWpRQ6+4eXrwsplAznYSTIfASOiFHm4GWMa4LGI7x8AxwF/i5YuIgVhsu0EjheR/c2ek6si5XWaOxYvYmeznwjsEJHbveRC7I/EZGPMi2HZBwBbolTTy/uMjCGvBpr79Y5VJt46A8AuY8y93vkcC8wSkUONMTvC8n0KxPumYg9SoKNk9NOacs2RlA46cR+Jl3j7CHQ9HWGMmS4i44CnsJP73sSGPIRkc7De6V/EcSpJ3yeJ0Jn15dHm44qipBo1qJU2xdhljv4MPIodwP/TXF5vMsy9wGVY73Y40ZbjW9VC05FxzTtjpPfia0/LzcCzwDoRWYr1uk8zxixqob1kGYl9cLg1PBbb88x/IiLZYXGEfbCTiCIJRHyGSKf5ezxWmbjqNMa8B7wX9n2h54G7Dvh1WLkdfO3RSpTW6igZ/bSmXHMkq4PO2kfiIoE+Al1PR6FY3bOwYQ7XAD8AForIyV5YwpXA08aYpjjOozX3SSJ0Zn2117iiKClFY6iV9iA0YPeOke9/gduxISM/BMZgB913iN5XW5rlHjnIx0rf7W02xkzHxm5PwMZJX4Ud8O9sSfgkKQY2RE5s9OIa5wKTwpKbu1+3NXM8l68fGBItk0ydIWqwE57CKQN6xCjXHK3VUbLn0hodRCNZHXTWPtIaovUR6GI68rzP/w+7VNw7XpjZWdhzuF9EBgKFxpilcZ5Ha+6TROiU+oohc6rHFUVJKWpQK+1ByIOwrcVc1oh+xhhzgzHmRWPMf40xs7CzxtsVY8xWY8zfjTEXAwOBOcB9IpKZ4qaKgXnNHMvG/jiF2M7Xr1nDCU0q6huRXgisbKbuWGVi1iki+SKyTkRuiciTDzRGpPmxk5GSobU6SkY/rSnXHMnqoLP2kZgk2Eeg6+loGFBujNl93BjzFnARdtWKs4CjRWRq6A/4BjDe+x45nrTmPkmEzqqv9hxXFCWlqEGtpAwRKYqSVoBdMWMn8P5ehfYkSESfFJFTiO7JahNExC8ie3g8vNhug32NmR+W91ARGdSKtnzY2fN7/bCJyGDgNOClsOTNRPHyG7vmrwEODSufDhwBzIrWdqwycdYZBDKBdWF5CrE/vu9GNFlI7AeqvUiFjpLRT2vKtUDCOujMfSTOU0ikj0AX0xH2/HKipH8ObDTG/M0Yc6kxZlzoDxsS8YT3vT6iXFL3SSJ0Zn2F5WnTcUVR2gI1qJVU8oCIzBeRSSIyQeya0F9gZ3z/3MTeeOU14Eci8ohX/iHsknfJrgyRDPnAJhF5TkRuFZGrReRh7LJ7/w3F+Hm0dtm8o4ECIn7YRGR/7NKBH2JDYMLbK/J+tCJ5kj3XAL4I+zr0Ra/Oaz2vT/94y8Q67l3P54Hw2PJLsD+OkZM/+/D1D2boPCeKSIk3k785UqWjWOearI5C+CI+o7GHDtr5/KFt+kg4e+kgwT4CXUxHxpgvAVdELg5r1wFuwi77uQdi16IG61mNxl73SaLEobN205dX726dxaOv1o4ritJR6KREJZX8Fxt7fD3Wc1CFXaFjnDHm7TjK3wjswm7UciXwGXZzlUuwXpP2oBa7YcAo7Iz3TGwM+G+A36eiAbE7Sv4OOMpLul9Ear3/c4Ei7Az4R8InMhljXBF5H7viyYKIaqcAPUTkcexygsOBMWEPMT4gi7BY8TjKxDoO8EtsKEwB9tVrGnBqlCW2jgVmR6T5sBtLnI/dgKEtdRTPuSSsIxE5Fbu82PFe/jdFZDF2pYTIdXUjddCe5x+PDpLpI/HoIN4+0lV19H1gkoiMwsb5ZgMvGmP28KaKyE+x694D/ErsroIXG2PCwxii3SeJElVnHaSvkDzhOotHX60ZVxSlQ9CtxxWlHZAUbW0rIt/GbtEbGV/YqRGR2cDlkZOgvPCaK40xf0phW51SR9F00J3OPx66u46au0+SqCelOusG+tKtx5VWoyEfitKFMMa8AxwsEXHenRnv1fOOZn70iglbHisVdEYdtaCDbnH+8dDddRTjPkmUlOqsG+hLUVqNGtSK0vW4G/hVRwuRAD8nypJYYtcdP6GN1vfubDraSwfd7PzjobvrKOp9kihtqLN9Ul+KkirUoFaULoYx5jNgpoh8r6NliYWInAzUGWMWRzl8AHbt8ZTTmXTUgg66xfnHQ3fXUYz7JFHaRGf7sL4UJSVoDLWitAMi8gmwFbirjbxtnQ5vRYNfAr8yxjS3oc4+jeogNt1dR939/BMllfoSu+36acASY0w8W8MrSrOoQa0oiqIoiqIorUBDPhRFURRFURSlFahBrSiKoiiKoiitQA1qRVEURVEURWkFulOioiiKoihKB7Jo0aIc4EJgJHaHXqVtqQc+Bv4xYsSI2liZ40ENakVRFEVRlI7l9vT09KtycnIyfT4NHmhrgsEgtbW15zc2Ng4B7klFnWpQK4qiKIqidCz9cnNzs4YMGbK2owXpLqxaterAnTt39ktVffoYpCiKoiiK0sE4jqPrGLcjqda3GtSKoiiKoiiK0go05ENRFEVJGBG5HrjeGPNN7/sO4EpjzOsdK9meeNtUf26MqWjHNv3Ar4D7jTEJTXgSkb8DacaYK9pEuJbbzgWuB+qAacaYHRHH/cAEY8xfI9J/AxxjjDmz3YTdt9kfyEmybC2wIYWyKHGiBrWiKIqSDCOARQAiciBQGPoeQkT6AdcCjVgjYRswyRgTTKZBEZkI/AA4BXgCazwADAYqgZ8aY8rD8p8IiDFmvvc9C/gdsBHogX1Le7cxJuqrXxHpAfwUCAB+INuTvzFK3n7Aw8aY7xtjAiLyKPAH4McJnN/hwGXAERHpDvAj4ERjzMSw9Gzg18B2IBfYZoz5U4w2RmGNtaXeOY3EPnB8ATwM/AV7Hf8uIn8wxnzplcsDHgGejVLtQ8A6ETnNGDM73vNVmiWnJtCQt65hZ0KFDsjoSa4/o41EUmKhBrWiKIqSDCOAv4f9v8UYUxKR5zGsp/MFz7u5AQgCk5Jp0BjzFxEpAHoaY64JpXsG52Lgb8D3vbQs4CZjzIVhVdwPVBtjHvTyvAjcCDRnhE7CGtw1Xv7zgXuBu6PkfQDYL0zWDSKyWUTGGmNei/MUfwa8Z4z5KuzcLgWOAYqBLyLyP401hn/j5X1HRFYaY/7VQhvf8s4BoAH4I/CSp6/zgKuMMa6IfAAVBrXkAAAgAElEQVQcIyInYW2FXkCJMWZWZIXGmO0i8irwc2B2nOeqtMC6hp1MLpmTUJl7BpzK4dlFsfPdc8/A66+/vnTatGm9v/Od71Rs2bIlffbs2T0mT568MVr+NWvWZEyaNGnQ+PHjS996662e11577ZZBgwY1rlixInPz5s3pjY2NzsaNGzOuuOKK3W80vvzyy6z6+npn/fr1mWPHjt1ZU1Pje/TRR4tuueWW0lWrVmXk5OQE+/fv3xTezp133rn/XXfdVfL2228XHHPMMTUDBw5snDNnTp7jOKxcuTLrqquu2g4wffr0nh9++GH+6NGjd44aNapqxYoVmdnZ2cHS0tL0vLy8wKJFi3JFZNfixYtzJ0yYsC0hJbYCjaFWFEVREkJEMoFhfO2RHkGEdzqMEwCMMQFgfeh7KygG3g9P8DzMK4DDw5JvAKaFyZyF9ZZPD8szHRjXQlvfAXaFff8v1rjdA8/ozItS/mHg9hbqD68jG/hhuMwAxpjnjTE3E2FMi8jB2HWL3wpLng1cGUdzh2MN637GmNs9/fUE6sK89euBFcaYJ7wQjzTsA0lzTAPOFpG+cbSvdAB1dXXOpEmTBixevDjv9ttvP3D16tXZc+bMKTj44IN37dy5My0YDGKMyXzwwQf3WPmioaHBOe644ypPOeWU6szMTLeqqsrf0NDgGGOyZs2a1fOMM86oWrduXVZdXZ0TKjNv3rz8qqoqf01NjQ/gk08+yWlsbPQBDBkypGHx4sW54W1s377dD1BVVeV75ZVXeruu7YYzZ87sWVxcXL1s2bKcUP19+vRpeuCBBzaMGjWqCmDGjBm9Bg4c2BgMBpk2bdp+xx57bM3IkSNrFy9eHO2ebDPUoFYURVHiQkTWioiLNTLTgfe973dgjSnX+w6AMWasMeZGr6wDHIj1JCMiB3r5JyXQvg84GZgfkZ4LnAa8FJZ8KRDuGf4m1uhdF5a2FvimiBQ206QLvBpmJP4goo2QTOcAMyILG2N2enmGtnBaIU4A8ok4txY4yvsMj3MuBU6PVdAYs8wYMz88PAbYAlR71wmgP7AGQES+D7wdIx58PtboPiNO+ZV2Jjs727366qu3nnnmmWWDBw+ue+ihh9ZOnDhxa1lZWdrhhx9e4/P5EJH6W265pTS83IIFC/L69evXOHPmzIJ+/fo1DBs2bNeHH36Ye+SRR9bV1tb6ADIyMoJlZWW7ox5GjRpV8cwzzxQtX748Z8WKFZkHH3xw+IMp1dXVvsg2hgwZUtevX7+mQw45pC6UnpeXFwCorKz0V1RU+AF69erVtHTp0uxnn322N8C4ceO2NTY2EggEnPz8/MCmTZsyGhsbycjICJaWlrZbJIaGfCiKoijxcjaQAVyHjb0d731/H+sZ/ayFsudhjb9fe99dbGxyIvHURwEFhHmovRCQ54BXsBMBEREBKowx4a+U9/c+a8LSqgAH+AZQFqW9ccA7wDIReRZYFjkhz8vzFNbjG40F2JjvlS2fGsdjQzCWx8gXoiFKWhrQS0TyjDHVzRUUkZ9hd4r7BtBgjPmVF+ZxHzBCRBZhvdVbRWQgMNQY83JLwhhjykQk9Abi/8V5DkozHJDRk3sGnJpwmZaYO3du3tSpU/tmZWUFN2zYkDllypT+2dnZwSuvvHLbyy+/3HvZsmVZhx122K7IcsaYnMmTJ29IS0tj4sSJBwHbSkpKMk444YTqnJycIEBtba2/sLBw9/323nvv5T/xxBOrH3nkkaJly5Zl9+nTp3HTpk0ZZWVl/sLCwkBDQ8MeBnV1dbW/oKAgENn2hAkTti5atCinoKAg0K9fvyaAjz76KO+qq67a/vzzz+8H7CgsLAw0NjYyd+7cgqysrGBxcXHV/Pnz8woKCgKVlZX+ULm2Rg1qRVEUJS7CJqjtD7xjjPlURI7HGsUvG2PqIst43tn/Ac4HLgsZesaYdST+G3QKsBP4jrWZyQS+B/zbGPNAWL6jARNRNttrN9xgqPc+ezTT3lJsnPIIbAjJOyLyj9DqFyLSG+hhjFkpIs0Z1FuAQ+M4t/5AeQITNj8AmrBx26u8tFA7BUBzBvWXwAJjzHoAEZktIuXGmIe9WPd8rCf/Jc/7fitwmxeSch12IuPTxphosanbsUa60jpqc/0ZccVDRyvb3IHi4uLqd999t8fEiRO3PPXUU31uu+22zfPnz8/95JNPctLS0twDDzywfvny5Zmvv/564W233bYZYNmyZVklJSUZ8+bNy9+4cWPGueeeuwOgR48eTZWVlf7TTz+9Yvbs2fkDBw6sz87OdufNm5dbUFAQHDhwYMMHH3yQO3To0F1jxoyp/OKLL7LKy8vTQqEc6enpe0wEHjx48K758+fnb9myJW3t2rWZc+fOzb/00kvL5s6dm19UVNQ4ZsyY8lDdw4YNq124cGHOsGHDdp/r9OnTe40fP37rc889t5/ruvh8Pnfr1q3pgwYNivbg2SaoQa0oiqLExJtU6Hh/JwJPikgaNgRjKdAoImkRXmGMMSuBB0XkceATEbnLGPNikmIUA2+Ee4lF5K/AAhHpbYy5zUvuhzW8w4m2ZEIoxrI+yjGwntY/GGN+KiLXYFftmAqc6x2/luYnNIYow65CEousFuTYC897/FvsJMwPRaQncCT24WZHC+Veikh6D/gJNt4bY0xV6IDnyZ5qjKn39Pw4Npb7XuDOKNXvwntwUVpFmy17d++995YAhAzmk08+uQbgtNNOqwY49NBD6w899NDNofyHHXbYrqeffnpVZD0nn3xy9cKFC3PPOOOMKq98FcC3vvWtmsi8AMOGDdv13HPP7X5Lk5ubu4c3euTIkbUvvvjifn379m167LHH1oTSzz///GaXOjn22GN3G9SHHnrort69ewcuvvjiHfPmzcs7+uija3NzcwNZWVnttlmOxlAriqIo8fA2dvm7BuyKDy9736dgPbiNWKP6wGiFjTGVwL+xy7Ela3SdArwbUW89MAuYEJacyd4hEZth91J4IfK9z70MGM/jHDDGfOi187jX/mgR6SUiI7AhILHWmc6kBa9hGGXYiYFxY4y5B/hMRG4AxmLjuz/1dLIXIpItIveIyH4Rhw6IkvcoIMMYs1hE0oGLgSVe3bWe9zqSXlgvtbKPU1BQEMzOzg6GJh0mwsqVKzNHjx5dGZ7m8/kYO3ZsWTL1AQwfPrwOoKioqOnUU0+t3rx5c/r111+/JZm6kkU91IqiKEo8XIs1QC8BRgFXYV//v4sNC/jQy7cJdm+o8ipwddhmL/XY9ZIzsZuHxI2IHAb0IcKg9hjJnjHKW7ETIMNZgvVSHwR86qUdAqwxxkT74e1LhKFtjFkqIkuxxvppQB8v5CUkw2AR+R3WqxuKhe7tyRMLAxR4nvZmPczhiMiF2NCbjd73Z4i+TnSIw4BfYOPC53lp3yAibtt74PkZNkYerN6rvZVawBrNfbDhLKEyPmAQNp5d6QacdNJJUb3RsRg6dGjUB77i4uJm4/4TRUTiftuTKtSgVhRFUWJijDEAInIvNuziY2/jFB/wVBRPbQ124mG5V87BGqHTjDE7ReQAbOzvZGPM5DhEOAVYb4xZHZ4oIjdhY6ZHhyWv4euwjJD8TSLyEnABXxvUFwF/9uo5Cxs+cY1nOL4D3CUiA8MM1kOBj711qadEyDEJu8Nh5DJ5g4EX4ji/kIE7EvhPHPnBbsLyY2y88zBgCPbBJyRT5Dktxa47HdroJhc4ExvyEc5k4Hdh4Tvbsau6hOjD3mElh2MflubGKbui7FOoQa0oiqLEhbf+9OnAg17SGGBOtLAHb8LiVcC3RWQMMAAbr3uXl8XBerhbfMXreaZ/gjX80kTkYe+QH+sRLQWOMsasDSv2PjbeN5JbgT+LyB3YiXuL8Axq7IS+0dhY5hpjTLmIXAb8SkRKPDkbgZsi5PMB/+vpoq+IPAY8FHoAAY4FriEG3sTGxdgl+HYb1CLyPeC72JAOR0SeAmYYY6ZjJ0p+09NREXBBxMTQyHNqEpHngAdEpNHT343GmFfC2jsLu4HLbq+1MaZBRF4VkZFYT392ZKy8J/dGItYIV5TughOacakoiqIo+woiMg243xjzeQfKMAK4NnxXxxj5J2CX/hsYxWBtF0TkJ8Ajkduxe97s67APQk9FhqWIyBLgFWPMpPaSdV9i0aJFj/fq1ev8wYMHr4udW0kFq1evPqC8vPyVESNGxHV/xkI91IqiKMq+yCSsNzklP5ZJciNx7pTo8bSX/3LgyTaRKAbGmIebSd8rzCWE9wZiILFXPFGUfRY1qBVFUZR9DmPMchEpEZERxpjmtkVvM0TkB9gJg5viLeOFVozDxkJ3JXKBy0M7QyqtZn8gJ8mytbThsntK86hBrSiKouyTGGPuE5E7RGRVexp7Xlz1rmTW2zbGvIeNNe8yePHcSurIqakP5K0rS2xPkgMKM8jN9LeRSEos1KBWFEVR9lmMMb/tgDaDwGvt3a6y77CurIHJb5QkVOaecwZweP/YS7zfc889A6+//vrSadOm9f75z3++paamxvfoo48W3XLLLaXR8q9ZsyZj0qRJg8aPH1/61ltv9bz22mu3DBo0qHHFihWZmzdvTm9sbHQ2btyYccUVV+yOq//yyy+z6uvrnfXr12cGAgE+/PDD/NGjR+8cNWpU1apVqzJycnKC/fv332OewJ133rn/XXfdVfL2228XHHPMMTUDBw5snDNnTp7jOKxcuTLrqquu2g6wfft2/3/+858eGRkZ7oUXXli+YsWKzOzs7GBpaWl6Xl5eYNGiRbkismvx4sW5EyZMiLajZ5ugG7soiqIoiqLs49TV1TmTJk0asHjx4rzbb7/9wNWrV2d/9tlnWZ988klOY2OjD8AYk/nggw/2Cy/X0NDgHHfccZWnnHJKdWZmpltVVeVvaGhwjDFZs2bN6nnGGWdUrVu3Lquurs4JlZk3b15+VVWVv6amxtenT5+mBx54YMOoUaOqAIYMGdKwePHi3PA2tm/f7geoqqryvfLKK71DC2bMnDmzZ3FxcfWyZctyQvU/9thjfS+44ILyxsZGB2DGjBm9Bg4c2BgMBpk2bdp+xx57bM3IkSNrFy9enEc7oga1oiiKoijKPk52drZ79dVXbz3zzDPLBg8eXPfQQw+tzcrKcg8++OBdoTwiUh/pqV6wYEFev379GmfOnFnQr1+/hmHDhu368MMPc4888si62tpaH0BGRkawrKxsd9TDqFGjKp555pmi5cuX5/Tq1atp6dKl2c8++2zv0PHq6mpfZBtDhgyp69evX9Mhhxyye+nHvLy8AEBlZaW/oqLCD7BmzZqsJUuWZFdXV/sBxo0bt62xsZFAIODk5+cHNm3alNHY2EhGRkawtLS03SIxNORDURSlfUjHrvt7AHaL6R7YtZB7RP4fdN2eLm4oTwbett7eX5P32eDgNDjQ4DjO7jTshhubseszR35WYjdbURSlE3NAYQb3nDMg4TItMXfu3LypU6f2zcrKCm7YsCFzypQp/Y8//vjqrKys4KZNmzLKysr8hYWFgchyxpicyZMnb0hLS2PixIkHAdtKSkoyTjjhhOqcnJwgQG1trb+wsHB3CMd7772X/8QTT6x+5JFHiubMmVPw4x//eOvzzz+/H96GQA0NDXsY1NXV1f6CgoK92p4wYcLWRYsW5RQUFAT69evXBNCzZ8+m448/vnbmzJk9KyoqfIWFhYHGxkbmzp1bkJWVFSwuLq6aP39+XkFBQaCystIfKtfWqEGtKIqSOnpid8Yb4n0Odl13SBD3YB/OAMdxos4YaggGgnXBRrc22EhNsNFXG2xwaoON1AYaaSKIHx9pjg+f45CGD7/j4Hd8Xvru/910n88t8Ge6PfxZvjTH50S2E3Tdehe31IdT4jjOZqAEu+30Mu9vK2pwK0pHU5ub6Y8rHjpa2eYOFBcXV7/77rs9Jk6cuOWpp57qc9ttt20G+OKLL7LKy8vTXNdl+fLlma+//nph6NiyZcuySkpKMubNm5e/cePGjHPPPXcHQI8ePZoqKyv9p59+esXs2bPzBw4cWJ+dne3Omzcvt6CgIDhw4MCGDz74IHfo0KG7evbs2bRw4cKcYcOG7ZYtPT19j3Fm8ODBu+bPn5+/ZcuWtLVr12bOnTs3/9JLLy2bO3duflFRUeOYMWPKQ3Wff/75O2bNmpU/aNCg+h49egQBpk+f3mv8+PFbn3vuuf1c18Xn87lbt25NHzRoUGIzO1uBbuyiKIqSOBnAcOA44Lig6w5zcYf6HV+P8EzVgYZAaWOVb0tjjbOlsZotjTVsb6qhOtBAbbCR2mAjdcEmgm1gw+b60unpz6JXWjY9/Fn0Ssuipz+Lnt5nYVpOoHdatpPpS9vtKQq4wQofzheO43yO3Z77U+AzoDrlAiqKspuutrFLZWWlb+HChblnnHFGVTLl//Wvf/X47ne/WxH6HgwGufXWWwdNmTJlfTL1LVmyJHv48OF1W7duTVu2bFnW0UcfXXvfffcNbKk+3dhFURSlfXGwHufjscbzCcDRPsdJB6gM1AfW1pf7tzTWEDKatzZWs7Wxhjq3qcPWsKqx3m5KGpv9vfMDFPqzGZhRwICMfL6RUdBjYEbBiQdk9Dg+x5/hB3Bd1w3irvY7vk+ABcC72O2ng+1xHoqidD4KCgqC2dnZwZqaGl9ubm5CY8HKlSszR48eXRme5vP5GDt2bFky9QEMHz68DqCoqKipqKio2hiTef31129JtJ7WoAa1oijKnuQAxcAJruseH8Q9we/4eoINzVhdX+as2FXmrNxVxsr6HexoquvSC7+WBeooq6tjad3u3x4H8PdOy+bAjJ4ckNnTOTCz55DBmYUH7peecyFAwA3u9Du+d7HG9TvAl2ioiKJ0K0466aSaZMoNHTq0Plp6cXFxyt6EiUjUNtoSNagVRVHsZMFzXNf9rgtn+Bwn03VdShorg1/V7fCtqi9jxa4yNjZU+toiPKMzsqOpjh1NdSyq3RxK8hf6sxmW04fDs4t6Hpnd97z90nPOBwi4wR1+x/c2XxvYK1ADW1GUboQa1IqidEfSgBOAcwJu8Dy/4zscYFtTbWBRzSb/4trNfFW3g11uky4tGkZZoI73qtbzXtV6AH+ftByGZRcxLLuo9xE5RRf0Ssu+CCDgBrf4Hd9bwD+AmdjVRxRFUfZZ1KBWFKW7UAiciTWiz/Y7vp4BN+iaXdtZVLOZxTWb2dRY1aXDN9qbbU21zK5ay+yqtQD+ful5DMvuw7Dsor5H5fS/LMeffkXQdSt9jvNP4CXgbezyfoqiKPsUalArirIvkwGc67rulcBZjuP4qgL1gU9qNvs/qdnM0rpSpy7YLkuUdgtKG6spbazm7co1+HF8R+b05cS8/QuOyxtwRbYv/cqg6+70Oc7LwIvAbOya2oqiKF0eNagVRdkXGQ5cGXCDl/kdX2FFYFdgTtU638LqElbVl/k1uLftCeDyaW0pn9aW8reti3zDc/pyQv7+PY/LHXBVpi9tvBd3/Q+scf0esNemDorSTdkfOzk6GWqBDSmURYkTNagVRdlX6A1cEnTdq32OM7zJDboLq0ucOVVrWVJbqkZ0B9JEkEW1m1lUu5nHHZ/vqJz+nJg3sPfI3AHXZPj81wXcYKnf8f0FeBxo16WuFKUTkhMIBPJ27doVO2cYWVlZ+P0atdZRqEGtKEpXxg98B7gy6Lr/43Oc9PUNFcF3K9cwv2q9Ux3UuXCdjUY3yMKaEhbWlJDp+H1H5/bn9IKD+g7P6Tc56Lq/9DnOi8D/AR91tKyK0lHs2rWLNWvWJFTmoIMOIjc3t9njzzzzTO9p06YVzZgxY9lXX32V9eqrrxbecccdm5KR75lnnuldWFjYVFZWllZYWNjkui49evQIRC59N2PGjB7R0mNx55137j9x4sTSOXPm5GdkZLgXXnhh+XvvvZfX0NDgbNy4MeOKK67YATBnzpw8x3FYuXJl1lVXXbV9xYoVmdnZ2cHS0tL0vLy8wKJFi3IvvfTSso8//jhn8eLFuRMmTNiWzPnGgxrUiqJ0RXoB1wXc4E/9jq9/daAhOLdqrW925VrWN1ToyhxdhHo3wILqjSyo3uj0T8/jOz2Gpp9ecNAlWb60HwVdd6HPcf6MXSmk3deUVZR9kSFDhtS98MILvUeMGFEDsGLFisw//vGP38jIyAh++9vfrjjvvPN2Aqxduzbj97///YDCwsLGMWPG7OzXr19jeL7IesvLy9Mcx2HatGmFH374YX5ubm7g7rvvLgmlR7azc+dO/8KFC/MHDhxY7/P53FtvvbU0VNf27dv9AE8//XSfm2++efP06dN7AcycObPn5MmTN06ePHlAXV2dk52d7c6cObPn/fffv3HGjBmFdXV1zowZM3rddNNNpZs2bUqfNm3afpdccsl2gJEjR9Y++eSTfQE1qBVFUYADgJ8HXfcan+Nkf1m3zZ1ZsYpFNZt8AV32uEuzubGap7d/yks7PvcVFxzAmT0OHtE/I//ZgBv8o9/x/RX4K1DS0XIqSldmzJgx5a+99lrvYcOG1QI888wzfW655ZaSwYMHN4wfP35wyKB+8skni372s59tOuSQQ+oBfvnLXw4Mz1dcXLyXUQ2wbt26TBGpPfvss3dmZWXtHpQj2ykuLq445ZRTKi666KLya6+99qDwOhYsWJA3ZMiQug8++KBgyZIl2dXV1X6A2tpaH0BGRkawrKwsbcCAAY15eXkBgMrKSn9FRYV/3Lhx2xobGwkEAk5+fn5g06ZNGQcddFB9eno6GRkZwdLS0rR+/fq1yWRoNagVRekKHAPc6rruRUFc5/2qDc6MnYb1DRVORwumpJY6t4n/VKzivxWrfEdm92VMz6H7HZPT/27gDscuv/cgsLCDxVSUNiUrK4uDDjoodsaIMvFw2WWXbX3qqaf69u/fv8F1XRzHDqOhzxA+39cv+1rKF84vfvGLzZ9++mn2/fffv/8tt9xS0lL5nJycoHdsjwqrq6v9BQUFgZ49ezYdf/zxtTNnzuxZUVHhC+Wvra31FxYWNgFMmDBh66JFi3IKCgoCIUO5sbGRuXPnFmRlZQWLi4ur5s+fn3fKKadUFxQUBCorK/1qUCuK0p25Evjh7Kq1vFz2BTua6jpaHqWNcYGldVtYWreFvmm5jO4xxH9Gj8Hfz/alX+S67muO49wDLO1oORWlDaj1+/0txkO3VDZWhuLi4mrPoOayyy7b9oc//GFAVlZW8JxzzikL5Rk3btzWhx566Bv77bdf4+jRo3dG5qusrIw6+/Hvf//7fuvWrcvy+Xxu7969dxuu8ZYHGDx48K758+fnn3/++TtmzZqVP2jQoPoePXoETz/99IrZs2fnDxw4sN4zooOrVq3KLCoqahwzZkx5qPz06dN7jR8/futzzz23n+u6+Hw+F2Dr1q3pgwYNarOJNY7r6mtSRVE6PQe6rrvq3xUrfM9uX9LRsigdRJaTxtk9D+bcXhLMctIcx05gvBf4qqNlU5TWsGjRosd79ep1/uDBg9d1tCwdTTAY5NZbbx00ZcqU9cmUX7JkSfbw4cPrtm7dmrZs2bKsE088saa+vt6ZNGnSwPA6V69efUB5efkrI0aMuCYVcuvkHUVRugJrHcd5flTB4GCeL6OjZVE6iF1uE9PLl/GTtW/4Xitf7jQEAxe5rrsM+Ds2vl5RlC6Oz+dj7NixZTU1NUnZqMOHD68DKCoqajr11FOrMzIy3E2bNqVff/31bbokpxrUiqJ0FR7I9KX5xvQY2tFyKB1MTbCRaWWf89N1b/jerFjha3KDVwZddwV2ub1+HS2foiito7i4uDo3NzeYqvpEpH7o0KFtulqQGtSKonQUBcBRCeT/wnXd18/ueXAw09HNCxSoCNTzzPYl3Lju3867lWvSg67746DrrgUewG70oyhdhsjJeUrbkmp966RERVHam17AjcGg+3Ngu8/nHEKc2047jvO7XH/Ged8uGMybFSvaVEil67CjqY6/bVvE6zuXO98vHJb5rbxBt7lwnc9xfoHdfTFlni5FaSNKa2pqdq1cufKA8NU1lLYhGAxSW1u7CyiNmTlOdFKioijtRR/gpmDQ/anP5+Su3LqLoUVZAD8AXoq3kqDrztkZ2HXyT9e+4de1p5VoDMwo4Mr9jnaH5RQ5Qdf9yOc41wA6m1XptCxatCgHuBAYCWR2sDjdgXrgY+AfI0aMiLkySjyoQa0oSlvTC7gz6Lo/cSBrwZpqXvm0nA1lDTx04aBg3/z0z3w+52iI2zo+E3jz0S0LmVO1ts2EVro+p+QP4vL9jgrk+TIcx3H+CEwCEtoCWVEUJR7UoFYUpa1IB64NBt1fOQ4931tZxauflrOponF3htMOyee64r5gjeT/xFmvE3TdT7c0Vh9x0/q3fDqCKS2R60vnkt7f5Iwegwm4wRK/45sIvN7RcimKsm+hBrWiKG3BmYGg+ye/z5EvNtW6Ty/Y7qwv23s9fb8PHv7hgYEe2f55Psc5LYH6fwBMm7L5fRbW6G7USmwOyerNNUUjggMzevi8jWF+CmzoaLkURdk3UINaUZRUcnjQdR/yOc6YLZWNwWcWbPctWl/TYoGzj+jB5Sf0ATgRWBBnO2kBN/jV2vqdB9y18W2dwaPEhR+Hs3sewoWFw4Jpjq/e5zh3A38G2mQrYkVRug/6Q6QoSiroDfyf67qf1Te6o59ZsI2bXl4X05gGeHt5JTX1gaDrurcn0F6T3/H9bkhWoe+I7KKkhVa6FwFcZuw03Lz+Ld+ntaVZwJSg634EHNLRsimK0rVRD7WiKK0hA5gYDLr3Afkzl1c4Ly8qo6o+sVXKvn9MId8/phDgCOCLOItlBdzgui/rtvX59aa5un6rkjDH5w7gmqKRwWxfer3Pca4DnulomRRF6Zqoh1pRlGQ5JRB0vwD++Pmmuvzbpm9wnnp/e8LGNMBbX+ykoSkYBG5LoNguvzB8bR8AACAASURBVON78Micvs7gzF4Jt6koH9aUcOv6//rMru1ZwNPAs0B+B4ulKEoXRD3UiqIkSjbwa9d1f7atuin45Pxt/k83tn4Zz8uP34+zjugRcBxnCLAuzmIFQdfdsLCmpOCPpR+0Wgale+IA3+t1OBcUHo6Lu9rv+C4CFnW0XIqidB3UQ60oSiIcHwi6S4Cf/3dZhXPrP9enxJgG+Ndn5QRdfMDNCRSr9DnO/x2XO4D+6XkpkUPpfrjAP8u/ZHLJbCoD9Qe4rrsA+BnW1lYURYmJeqgVRYmHTGCS67q3ldUE3EfnbvF/vqku5Y1ce0oRpx6SX+9znP2BbXEWKwq67vo5VWszH9v6ccplUroXeb4Mrisayci8Abiu+4bjOFcSf19UFKWboh5qRVFicUwg6H4C3P7uV5W+W/65rk2MaYAZS8txrPF+QwLFtvoc52/F+Qe4hf7sNpFL6T5UBxt4sPR9ntr2CU0Ezw64wc+A0ztaLkVROjdqUCuK0hzpWK/0R1W7AvK7tzbx+HvbqGtsu7damyoa+WhtDcGgewNQkEDRKT4c95xeuvqZkhr+U7GKuza87WxtrOnjuu7bwE1oCIiiKM2gBrWiKNE4Ihh0FwL3zltZ5b/55dTFSsfitSXl+HxOAXBNAsXWOo7z/KiCwcE8X0ZbiaZ0M9Y3VHD7hpm+j2pKHGAK8BcgrYPFUhSlE6IGtaIokVwedN2PqxuCR0yZuZlH5mylpiHxpfCSZfX2ej4vqXUDQfcWbPhHvDyQ6UvzjekxtK1EU7oh9W6AP5V+wGvlywGuC7ruGyT29kRRlG6AGtSKooRIx27D/PTy0l0Zt7y83r9wXeydDtuCV5eUO36f0xe4PIFiX7iu+/rZPQ8OZjr+thJN6Ya4wAs7PuOxrR/j4o4OuMH3gUEdLZeiKJ0HNagVRQHoF3Tdd4CfvvHZTu7/d4lTuSvQYcJ8vqmO1dt3BQNB93YgbuvYcZzf5fozfN8uGNyG0indlXcr1/DbTe85DW7gsIAb/BgY2dEyKYrSOVCDWlGUEwJBd3FTwD3p/94t5dkPtxPsBKtpvvJpuc/vcwYDFyRQ7IOg6849t5cE/Dp/TGkDPq/byt0b3vaVN9UVBl13HnB+R8ukKErHowa1onRvJgRdd25ZTVOfu1/f6Ju/qrqj5dnNx2tr2FzREAwG3TtJYHUFn+P8tjAt2/+t/APaUDqlO1PSWMVdG9/2r64vS3dd95/ALegKIIrSrVGDWlG6J5nA48Djn5fUpd3+6gb/+rKGjpZpD1zg1U/LfT6fMxz4TgJF/xN03aX/0+vQoFo4SltREajnvpLZvgXVGx3gD8Bf0RVAFKXboga1onQ/BgRddy4w4dVPy/ntfzY5NfXtt4pHIsxbVUV5bVMg6Lp3JFDM9TnOb/pn5PtG5g5oM9kUpdEN8uctC3i1fBnANa7rPoed3KsoSjdDDWpF6V4cFQi6ixsD7siHZm1m2sc7cDtBvHRzBIIwY2m53+c4pwInJFD05YAbXPM/vQ7tnE8Kyj6DC0zb8TnPbV+C4zg/cF33RUAXQ1eUboYa1IrSffhWMOjOragLFN712kbfR2s7Zkm8RHl7eSU19YGg67q3J1As4Hd8vxuSVeg7IruozWRTlBD/2vkVT29bjOM453tx1VkdLZOiKO2HGtSK0j04O+i6s7ZWNeb+8vWN/o3lnSteuiXqm1ze/KLC5zjOWGBYAkWfDrjBrWN7HdqJffDKvsSbFSt5YusiHMf5btB1XweyO1omRVHaBzWoFWXf52LXdV9fX9aQfs+MEt+OmqaOlidh3vpiJw1NwSBwWwLF6v2O78Ejc/o6gzN7tZVoirIHb1euxtRtx+c4o4HvdbQ8iqK0D2pQK8q+zUTXdZ9fXrrLd9+/SnwduVlLa6iuDzJrWaXPdd1LgUTWw3ss6LqVY3sd2laiKcpuHOD6omOR7P0Afgk837ESKYrSXqhBrSj7Jg5wN/DI4g21/OatTU5dY9een/evz/4/e3ceJldVpw/8/Z5b3VW9d/WWdMhGEG70B4iCuIwyoowgDIszODiiiDqIMwMIgiPqjKJiDAIqqyiiojKjuBBAYVBkAFEYxSELi1eWJGTpJJ30vtVy7/f3x72dVCq9VHV39a3l/TxPnlRX6lS9Fej026fPPacXnsIAuDSPYQNG5IZj6w7CoqqGQkUj2lumj2tcDvhl+soJHnYagKfAPauJyg4LNVH5MQC+CuCLv31+ANf+uktSbukvI+4ZcfHo84PiqX4EQHseQ69XIHFq3C5UNKpwOZbpSwHcDeAoAGfNWzgimhcs1ETlJQLgOwAuvv+ZPtz8yC6UQZfe6971vRD/UJqL8hi2y4jcelzDMm2xeI0Yza08yvQ1we2NAH40L+GIaN6wUBOVDys4WOIDP/nTHtz++G6UUZcGAGzvT+EPm4bheXoRgMY8hl5rIHpK/LBCRaMKJAA+uq9Mfxa5lekV8xKOiOYVCzVReRAAN4nIWXf8YTd+9lRv2HkK5u51vTBGGgF8JI9hm0TkjhMaV3j1hmdu0OyNl+m/3lemvzjBw1imiSoECzVRefgigPPvXteLe9f3hZ2loF7ancDT20bU9fQy+Ms/cnVV1ETMiU2vKFQ0qhAs00SUjYWaqPRdAuAzv/lzP/7rj3vCzjIv1qzrFcvIAgDn5DHsGVW95+TmQ72oWIWKRmUuq0x/DizTRAQWaqJS9wEAX33ipSF8+3fdYWeZN09vH8VLu8c819PLAeTcjkVkdZ1Vbd7WyH5D+ZugTH9hgod9HPvK9CawTBNVBBZqotJ1uqp+Z/22Eb3x4R3QcrsCcRp3re01lpEVAP4+j2GPe6qPnhq3XYtbAVMe8ijT1wa3NwE4eD6yEVH4WKiJStNbPdU7X+xO4Npfd0m6tM9smZEnNw2jqz/peZ5+BnkclGFEvtwSqbHe3JDPgYtUyVimiWg6LNREpedoz9NfdPWnIqsf2G4S6Qqbmg4ogDVre40xciSAd+Qx9AFPdf0Z8ZUe56hpOgLg/I5jxsv0FWCZJqIJsFATlZbDXE9/1TOSjl153zYzlKjAqekMj704iJ7htOupfjqPYWpEVnVWN5hj6g4qWDYqfeNl+q2NBwN+mf78BA9jmSYiFmqiEtLoevqLkaTXdOV9263eETfsPKFzPeDe9b2WETkOwBvzGPpTV72NZ8RXVvZ3JDSpHMv0JWCZJiKwUBOVCqOq3xfgFdc+2GXtGEiFnadoPOQMYDjheqp6eR7DXEvM6kNiLebwmo6CZaPSlEeZ/mpwexNYpokqGgs1UWn4lIic/oP/3S1/3jEWdpaikkgr7nu6z4jIaQD+Xx5Db3fV23V6fGVlLkKnCQmAj+wr05/H9GV6M1imiSoeCzVR8Xunqn7xty8M4v5n+sPOUpQeeLYfibTnAfhkHsMSlphrjqhdICui8UJFoxIyXqaP31emr5jgYdllevl8ZCOi4sZCTVTcDvE8/dHLvUm99be7ws5StIYSHh58bsCo6tkA8tkP75ue6sDp8ZWFikYlIscyfTFYpoloAizURMWrzvV0zWjaq7/2110m6XJlwlR+uaEXnkIAXJbHsAEjcsOxdQdhUVVDoaJRkcujTH8tuJ1PmY4AePvsEhJRsWOhJipOoqrfMoLDr39op9k1mA47T9HrGXHx6POD4qmeByCfKw2vUyBxatwuVDQqYjmW6Y9hhmVaVX+oqr8GcO6sghJRUWOhJipOHxOR9/74yR6s2zoSdpaScc/6XggQBXBRHsO6jcitxzUs0xarplDRqAjlUaa/HtzOu0yLyFnJZFJU9TsA3je7xERUrFioiYrPX6vqtX/cNIS71/WGnaWkdPWn8IdNw/A8vRBAYx5DrzEQPSV+WKGiUZHJKtNfwMRl+iLMskzv2LEDL7zwAoaHh6GqtwN4z+ySE1ExYqEmKi4trqc/3jGQws2P7ARXTefv7nW9MEYaAZyfx7DNInLHCY0rvHpTXahoVCTyKNPXBbdnXKZ3794NVcXmzZtlZGREVPUOAKfN7h0QUbFhoZ6Cbdv/bNv2+oyP99i2XXT/ENq2/Ve2bTfN82tatm2vsm27dgZjb7Nt+/ZC5Mrhtets277Mtu1/tW27dYI/t2zb/ugE96+ybfu/5yHidQA6rntopxlNsU7PxEu7E9iwbURdTy8DEMtj6FVREzEnNr2iUNGoCExSprM/2TLL9MuYRZkeN16qx8bGoKp3AnjDzN8FERWbSNgBitzRAP4EALZtLwfQMv7xRGzbXgjgRsdxzpzpC9q2/S8AzgLwFgDfBjC+gHYFgAEAFzqO05vx+DcCsB3H+V3wcQzAagBbATTB/6bp3x3HmbCdBUX8QgAuAAtADYArHMdJBX9+AoBaAOuDPz8GwNOO4zxj2/Y3AFwN4F/zeH+vAvB+AIdn3S/w1xe+0XGcf8m4vwbAlwDsBlAHoNtxnK9jGrZtHwb/qvyXASwBcK3jOC8BuBHAzfD/O95m2/bVjuM8G4ypB3ATgB9M8JRfBbDZtu23Oo7zcK7vN09nAHjfXWt7sWlPokAvURnuXtcrRxxU2wHgHADfynHYM6p6z8nNh/7tL/ock1Ae7V5uZlimc92GcdIyPc7zPGzatMkccsghkaqqql+KyBsAPD+Dt0JERYYz1FPbW6iD2zsdx9k2xeOvAtA2mxd0HOdmAPcD2OA4zkccx7nYcZyLAZwOv4TeOv7YoDx/3HGc72Q8xZUAhhzHucZxnP8A8Ar4F9VM5goAX3Mc58uO41wJ4EkAn8v48zcDuBvARgDPAnhN8Dscx9kCoMu27dPzeIsXA/it4zh/yXgfZwO4Bv4XsuwZ79sB9DmOs8pxnM8AOM227b+d6gVs214G4EcAPus4zmoA9wD4UvD3dRqAJx3H8QA8DuC1tm3/UzArfSGAbY7jPJj9nI7j7AawBv6hDoXQ5np66+Y9Ce+up3oK9BKV4+nto3hp95jneno5/G8EcyIiq+usavO2xhUFTEdhyCrTX8Q8l+lxruti06ZNluu6zcHuHwvyeBtEVKRYqCdh23YU/jHGmYV6qtnpNwGon6OXPw7A7zPvCGaYnwfwqoy7L4JfHMczxOCvG/15xmN+jqm3a3oHgMyzrH8F4LVZj3kV/GK90HGcy7Nmu28EcPkUz79XMNv8nszMAOA4zh2O41wK4Jmsxx8K4N0AMpdaPAzgg9O81FcAfD8owQDwtwC6ATQDGM3I/zKA5x3H+bbjOLfA/4nNlVM8748AnGzb9px/AVTVGwG03vTITsPtpufGXWt7jWXkYAB/n8ewxz3VR0+N264FKVQ0mmcC4Lz2ozPL9OcQQpkel0wmsXnzZqOqS1T1Pszd1w4iCgkLdRbbtjfZtq3wS2YVgN8HH38KfpnS4OPMMQbAKQDuzbp/efD4K/J4fQPgrwD8Luv+OgBvBXBnxt1nw589Hnck/H+YN2fctwnAkbZtt0zykgpgTUZJPCvrNeA4znOO4/wuc6lJxp/1BflyWXj6BgANyHpvUzgq+H1Pxn07ABw/2QDbtpvhF6hHMjJe6DjORQB2AhgKlpcAQCf8mXfYtn0mgN84jjPVHnW/Q2EOaXi3iJz1k//rkZd7knP81JXryU3D6OpPep6nnwFyb8dG5MstkRrrzQ35HLhIxWq8TL+taQVQBGV63OjoKLZs2WIAvFZVfwwuwSQqaSzUBzoZ/rKGb8KfkX4NgNfDX2N8TvDxa7LGnAvguxM8lwbjvDxe/yj4233tnaG2bbsRwH8BuAv+FwTYtm0D6HccJ/PEjyXB78MZ9w3C/5qyaJLXOxfAXwN4zrbt6wBUO47zvcwH2LZ9cXCB5hdt2/6PCZ7jCfhrvqfzegBJAH/O4bEIHpstAiAerHee7DUsAJ22bX/Utu3PB7mtYGb68wCODkr1qOM4u2zbXgzgFY7j/H6S5wQAOI7TA/+L7VxeTNThenrLS7vHvHu4Rd6cUgBr1vYaY+RI+D+JydUDnur6M+IrPc5Rl7Ycy/SFmOcyPW5wcBDbt2+HiJwM4Bbk8Y0fERUXfkecJeMCtSUAHnIcZ61t26+HX4p/6jjOaObjg50imhzHecG27TdnPddm5P93/BYAfQDe4XdmRAH8HYD7HMe5KuNxrwHgZI2tCV43cwnH+NVtk+0Csh7+OuWj4c/SPGTb9k8cxxmfFX4WwBOO47wMALZtP2zbdq/jODdmPMdOACtzeG+dAHqD9cu5eBxAGv669BeD+8ZfpxHA0ARjxnfuOGL878u27e/BvwDpM47j/Jdt2w3wZ/LvDH4i8AkA/xYsSfko/EJ+u+M43RM8/25M/s1JvkRVb1FF/KaHd4rHpR5z7rEXB3HWMa1uc631aSPyQI7D1Iis6qxu+NExdQfhj8NTXTZBxSqrTF+Jicv0BQCuD27Pa5ke19vbi6qqKnR0dHwY/r/pV8/4yYgoNJyhzhBsmRaxbbsKwBsB/K9t2xH4SzDWA0gFH2c6H/5s9lw5DsAvHce5Jfh1HfzZtffYtv2VjMcthF+8M2V/DOxbmzfZthH/CeCHjuO8Cf57OQbA98b/0HGcO8fLdOC38L8IZeoBEJ/8Le0VmyLHARzH2QXgywDOBPYu5zgC/jc3eyYZNhD8/mjGfX8EcOH4Ug/HcQaDXx78byK+5zhOAv7Rwo8AuAGTX3w4huAblznwHhF514//tEe29aXm6Ckpk+sB967vtYzIcfA/p3P1U1e9je+KvzKfny5RkRAA/7R/mf4sJi7TNwS3QynT43bt2oX+/n6o6moAb5v1ExLRvGOh3t9vAKTgLzWIA/hp8PG18GdwU/BL9XIAsG37aADPTbPuNl9vAfA/mXcEZe9BAOdl3B3FgUsiuoJcmbPRDcHvW7JfKJhRdx3H+d/gdb4VvP7f2LYdt227xrbtz9q2nb1zSfYXnij2be83lR74FwbmzHGczwLYYNv2RfB3OrkTwNrg72Qi4+V/V8Z9o/D/HtozH2jb9lHwl7g8FXwT9Y8A1gXPPRLMXmeLw5+lnq2FnqffeH7XmPeLDRN9H0Rz5SFnAMMJ11PVnC6eDbiWmNUrYnFzeE1HwbLR3Bsv028vkTI9btu2bUgmk1DVn2Df8j0iKhEs1Ps7H8Dr4M9UbghuvwF+Ibsg+Ph1ALYHj38rgNfbtr3atu3V8PdRXhF8nMsSiP3Ytv1K+KXvfyb442MAvJDx8S74+2JnWgd/lvrgjPsOA7DRcZydEzznAmQVbcdx1sOfjU8CeCWAT2L/5RyLcOAa6FbsX2An4wBonOhAlcnYtv1u+Etvrncc53b4s4wT7RM9bkOQJbMF1cOfud67H12wvONi+PtLA/7f+5DjOOObD+/GgQXcAFiKA5fazMTVnqLx5kd2GuVSj4JKpBX3Pd1nROQ0+Dv35Op2V71dZ8RX8r9Qicgq019CiZRpwN+jOtj5o1lVfw5/ooKISgQLdQbH9ySAQ+Evu3gS/t+RAfBdx3GeDH4lg8dfG2wjd7njOJcDeAzAS8HHf7Zte5lt22nbtj+bY4S3AHg5OIBkL9u2Pw5/zfS/ZNy9EVn7lwYXKN6J/bcJ+wcEawRt235ncErh+L68DwF4W3BR3vhrrYS/T/Mw/GL9NQS7cgQ7jZwEfz1yphUAnsrh/T0W/H5MDo8ddzOANwWv//8AHIKMJTbZ7ym48PDbAN6V8RzHwz9wJ/MCzi8AWJ1x3274u7qMa8eBy0peBf9wmUcxO28E8L57N/RKVz+XesyHB57tRyLtefC/QcxVwhJzzeG1C2RFNJcVTRSmCcr0f6BEyvS4ZDKJLVu2GBE5BvvWdhNRCeBFiVmC/aePh3/QCACcCOCRqZZ1BDOX1wWPXWDb9jfhz3wm4F/gNuU3LsHM9AXwy2rEtu3xC/4s+DOiOwAc5TjOpoxhv8fEJ8B9AsD1tm1/Cv6Fe3/Cvn+YVwL4G/hrmYcdx+m1bfv9AL5o2/a2IGcKwMcBv6Dbtv1DAFfZtp0KsnzMcZy7sl7zdQA+MtV7DJ7vBdu2n4K/xeDeC8Rs2/47+HtFnw5AbNv+LoB7Hcf5Ofw1zkcGf0cdAP4+68LQ/d5TcN8VAK4OfmoQhf+NweczXu+d8A9w2TvT7jhO0rbtNbZtHwN/pr8mq4AjyL0VWXuE58l4nt40MOa6a9b25nzgCM3OUMLDg88NmJMPbzpbRP4D+28tOZVveqr/fnp8ZePXdjxeyIg0CzMo01tQZGV63ODgILq7u9He3v4RAP8L4DvTjSGi8Iny580ly7btHwG40nGcp0PMcDSA8x3HmbZQB48/D/72VYsnKKzzwrbtCwDclH0cezAD/1H4X5+/m7HTyfifrwNwl+M4V8zi5T8M4Ns3/M8O/O7FiTYpoUJpqbVww3uWq2XkJvhbpeXqSlX9zKUvP4DtqcFCxaMZmmGZXprj089rmc60fPlyraurS4nIX8E/wZaIihiXfJS2K+DP4IbpY0GOXN0Ofyb5nIKkyYHjODdml+ng/uFgGc81E5TpEwEsBvD1Wbx0k+vp6r/sHPVYpudfz4iLR58fFE/1POy/xn461ymQODVuFyoazVBWmV6FMinTALBlyxZJp9OWqt6FPC/mJqL5x0JdwoIlC9uCWeJ5Z9v2WfAvGNw+7YMDwfrzc5HfYTfFoA7AOeMnQ87Qp4yg7bu/383Pu5Dcs74X4i8Dyucb0W4jcutxDcu0xZqrHRNptiYo0/+OMinTAOC6Ll5++WULwEHgemqiosclH2UgWC/9jVmWvXxf0wA41XGcu6d9MAHAUk/1+cdeGKy++ZFcNkShQrnk7QvxumV1A8bIEuzbt3w6y1T1pfv6nzc/2L2ukPEoBwLgw+2vxQlNhwCTl+l/AXBTcLukynSmjo4OdHR0AMC74W/lSkRFiIWaaH7cnnL1/RffuVn2DIeydJwCK9qiWHXGEgD4N+R3Kt33E1767H/d9Esz5GVvAU/zpZLK9LhDDjnEi8ViAyLyKgTnDRBRceGPnokK7yhVff/9T/exTBeBl3YnsGHbiLqeXgZ/d5hcXRU1EXNi0ysKFY2mkVWmv4wKKNMAsGXLFqOqTap6G/y/BiIqMizURAWmqlePJD1ds6437CgUuHtdr1hGOpDfxbHPqOo9Jzcf6kWFOx7OtwnK9GdQAWUa8Pen3rFjh4jIO+EfQEZERYaFmqiw/lpETvjp//WYkWSpXYdZvp7ePooXu8c819PL4e/3nhMR+XKdVW3e1riigOkomwD4UH5leivKpEyP6+npwdDQkKrq1+AfPkZERYSFmqiAPNVPDYy53oN/zvXaN5ova9b1GsvIwQDOzGPYE57qo6fGbdfiT97nxXiZ/pupy/Q/Y/8yvSTHpy+JMj1u69at4nletar+EDyYjaiosFATFc5RRuTEX27oMymXF/8Wmyc3DaOrP+l5nn4aeaxLNSKrWiI11psbcj1oj2Yqq0yvxuRl+ubgdtmWaQBIp9PYvn27EZFj4b9vIioSLNREhfPJsZTn/fq5/rBz0AQUwJq1vcYYORLAiXkM/ZWnuu6M+EqPc9SFM0GZ/jQquEyP6+/vH1/6sQpAZ9h5iMjHQk1UGIeo6j/86tl+rp0uYo+9OIie4bTrqX4qj2FqRFZ1VjeYY+oOKli2SsYyPbXt27cL/MOm8tn2kYgKiIWaqDAucz3IfU/P21k7NAOuB9y7vtcyIscBeGMeQ3/mqrfxXfFX8rulOZZVpq8Cy/QBkskkuru7BcDZAI4POw8RsVATFcICT/VDjzw/IH2jbthZaBoPOQMYTrieql6exzDXErN6RSxuDq/pKFi2SjNBmf4UWKYn1N3djWQy6arqLQCqw85DVOlYqInm3scEqL53PWenS0Eirbjv6T4jIqcBODyPobe76u08I76SV5zOAQHwwfbX5FOmt6FCyzQAqCq6urosETkMwCVh5yGqdCzURHOryfP0wic2DmHHQCrsLJSjB57tRyLtefCPI89VwhJz7eG1C2RFNF6oaBVhvEy/wz+FcrIy/VHsX6YX5/j0ZVemxw0ODmJgYACqegVy33ebiAqAhZpobp1vjNTfs46z06VkKOHhwecGjKqeDWB5HkO/6akOnB5fWaBk5S+rTH8Fk5fpbwS3WaYzdHV1QVWrgwNfiCgkLNREcyfqenrphm0junFPIuwslKdfbuiFpxAAl+YxbMCI3HBs3UFYVNVQqGhlLatMXw6W6bykUil0d3cbEfk75HdhLRHNIRZqorlzumWk4971fdyeuAT1jLh49PlB8VTPA5DPlYbXKZA4NW4XKlrZ+tD0Zfp8sExPa8+ePUin066qrkYehxQR0dxhoSaaI6r6wZ7htLth+0jYUWiG7lnfCwGiAC7KY1i3Ebn1uIZl2hqpKVS0spNjmb4luM0yPQXP87Br1y5L/O0f3xF2HqJKxEJNNDcOAvCOh/8yYCn3fChZXf0p/GHTMDxPLwLQmMfQawxET2k+rFDRykpGmb4a05fp7WCZnlZvby+SyaSnqleBX9uJ5h0/6YjmxvtFxDzy/GDYOWiW7l7XC2OkAX6py9VmEbnjhMZDvHrDLYGnklWmP4npy3Sux1FWbJkG/G30du3aZUTk1QDODDsPUaVhoSaaPXE9/dCfd4zqTm6VV/Je2p3Ahm0j6np6GYBYHkOvqjaWOan5FYWKVvI+2MYyXUh9fX0YGxvzVHUVgKqw8xBVEhZqotl7g2Xk0If/MsCLgcrE3et6xTLSAeCcPIY9o6r3vLPpUC8qVqGilawPtr0GJzZPWaY/ApbpWdu5c6cRkUMAnBt2FqJKwkJNNHvnJtOe98TGobBz0Bx5evsoXuwe81xPLwcQyXWciHy5zqo2b29cUcB0pSejTF+Dicv0eQC+GdxmmZ6FwcFBjIyMeKr6BeT3ExYimgUWaqLZqfU8fe/jLw2ZsRSvRiwna9b1GsvIwQD+Po9hT3iqj54at12Lu5cBOKBM/xsmlEeioQAAIABJREFULtPfCm6zTM+BYJZ6IYD3h52FqFKwUBPNzhnGSD0vRiw/T24aRld/0vM8/Qzy2NvXiKyKR2qsNzcsK2C60sAyHY7h4WGMjo56qvoJ8Os80bzgJxrRLKjqh3YPpdznukbDjkJzTAGsWdtrjJEjAJyYx9Bfearrzoiv9Cp5jjqjTF8Llul5t3v3biMihwI4JewsRJWAhZpo5pYAeNv/OAMWF3uUp8deHETPcNr1VD+VxzA1Iqs6qxvMMXW5dsTyklWmPwGW6XnX39+PVCrlquq/hZ2FqBKwUBPN3LtERB57kRcjlivXA+5d32sZ/wS6N+Yx9Geuei+9K/5Kr1DZitW5bUexTBeJ3bt3WyLyZgCvDzsLUbljoSaaIVU9uas/6XHv6fL2kDOA4YTrqerleQxzLTGrV8Ti5vCajoJlKzbnth2Fk5oPBXIr011gmS6o3t5euK7rqeqlYWchKncs1EQzU6fA8X96eZifQ2UukVbc93SfEZHTAByex9Dvu+rtPCO+siJWBGWU6a8itzK9KMenZpmeIc/z0NPTY+DvVMO9HIkKiGWAaGbebkSq124ZCTsHzYMHnu1HIu158C+uy1XCEnPN4bULZEU0XqhoRSGrTF8GlumisWfPHsDfpeaSkKMQlTUWaqKZOXks5XnP7eDuHpVgKOHhwecGjKqeDWB5HkO/6akOnB5fWaBk4fsAy3RRS6fT6OvrE1X9MID6sPMQlSsWaqL8ievpaeu2jhi34i45q1y/3NALTyEA8lmPOmhErj+27iAsqmooVLTQfKDtKLxz6jL9YbBMh66npwciUgPg3WFnISpXLNRE+TvCMtK5dstw2DloHvWMuHj0+UHxVM8DkM+VhtcrkDg1bhcqWigyyvTXMHmZ/nZwm2U6RKOjo0gkEp6q/lPYWYjKFQs1Uf5OAYCnuH664tyzvhcCRAFclMewbiPyreMalmlrpKZQ0eZVVpm+FAeW6Q+BZbqo9Pb2GhF5E4Dy+s6OqEiwUBPlyVM9ZePuhNc36oYdheZZV38Kf9g0DM/TiwA05jH0WgPRU5oPK1S0eZNjmb4tuL0DLNNFoa+vD6qq8P/7ENEcY6Emyk+LAG98agu3y6tUd6/rhTHSAOD8PIZtFpE7Tmg8xKs31YWKVnAZZfrryK1Md+b41CzTBZZOpzE4OCiq+kEAVWHnISo3LAVE+TlRRMz/vcz105Xqpd0JbNg2oq6nlwGI5TH0qmpjmZP8UwRLTlaZ/jhYpktOb28vRKQdwElhZyEqNyzURPl520jSdV/cnQg7B4VozdpesYx0ADgnj2HPqOo972w61IuKVahoBcEyXR4GBweRTqfdYAs9IppDLNREeXA9fcPzu8YsrYiz72gyz3SN4sXuMc/19HIAkVzHiciX66xq8/bG0jm07py2V09Xpj8IlumS0dvbawE4FfntVENE02ChJspdnRG86oVdnJ0mYM3aXmMZORj+sc65esJTffTUuO1akEJFmzPntL0aJ/sXUl6Hycv0d4LbLNMloK+vDyJiALwr7CxE5YSFmih3rxER82L3WNg5qAg8uXkYXf1Jz/P0M0Du7diIrIpHaqy3NCwrYLrZyyrTl4BluiwkEgkkEglXVXnIC9EcYqEmyt2xAMD10wT47XLN2l5jjBwB4MQ8hv7KU113enylV6xz1CzT5a2/v98CcDyAtrCzEJULFmqi3B27Zzjt9nP/aQo89uIgeobTrqf66TyGqRFZ1VndYF5Xd1DBss1UDmX6XOwr0zvBMl1yBgYGxpd9nBF2FqJywUJNlCPX0zc+v3OstLZnoIJyPeDe9b2WEXkLgDflMfRnrnovnRF/pVeobDORY5n+bnB7J4CFOT41y3QRGRsbQzKZdFWVhZpojrBQE+WmzTKy9AWun6YsDzkDGE64nqpenscw1xKzekUsbg6vKY7NFjLK9PVgmS57AwMDFoC/AVAfdhaicsBCTZSb1wH+oR5EmRJpxX1P9xkRORXA4XkM/b6r3s4z4itD34Tx/fuX6YvBMl32BgcHISLV8Es1Ec0SCzVRbo5VVby0mzPUdKAHnu1HIu15AD6Zx7CEJeaaw2sXyIpovFDRpvX+tlfjFJbpijM8PAzXdT0Ap4edhagcsFAT5UBVj93Wl/LGUqFPJlIRGkp4ePC5AaOq7wWwPI+h3/RUB06PryxQsqmxTFe2wcFBo6qngl2AaNb4SUSUA0/x+he6x/j5QpP65YZeeAoBcFkewwaNyPXH1h2ERVUNhYo2oYwyfQMmLtMfAMt0WRsaGoKItAB4VdhZiEodCwLR9JosI63b+pJh56Ai1jPi4tHnB8VT/Sfkd6zz9QokTo3bhYp2gPe1HplZpj+GA8v0OQC+F9zeBZbpsjQ8PDx+8/gwcxCVAxZqoukdDAC7BlJh56Aid8/6XggQhV9Sc9VtRL51XMMybY3UFCraXu9rPRJ/65f3qcr07cHtXQAW5PjULNMlJpVKIZlMugDeGnYWolLHQk00Pb9QD6bDzkFFrqs/hT9sGobn6YUAGvMYeq2BeMGsccFklOkbwTJNAIaHhy1VfRvYB4hmhZ9ARNNbAQC7BjlDTdO7e10vjJEGAB/NY9hmEbnjhMZDvHpTXZBcWWX6IrBME/xlHyLSjPy2fCSiLCzURNM7eDTpecPJojrUjorUS7sT2LBtRF1PLwUQy2PoV6qNZU5qfsWcZ2KZpslwHTXR3GChJpreip2cnaY8rFnbK5aRDvg7ZeTqGVW9+51Nh3pRmbsT7lmmaSoZ66hZqIlmgYWaaBqup4fuHEjxc4Vy9kzXKF7sHvNcTy8HEMl1nIisrrOqzdsbV8xJjowyfRNYpmkSQ0NDlqq+FewERDPGTx6iqRkRLOX6acrXmrW9xjKyHMCZeQx7wlN95NS47VqQWb1+Vpm+ECzTNImRkRGISBO4HzXRjLFQE02t04hUs1BTvp7cPIztfUnP8/TTQO7t2Ih8OR6psd7SsGzGr302yzTlYXR0dPzmUWHmICplLNREU+OWeTQjCuDudb3GGDkCwEl5DP2Vp7ru9PhKbyZz1Ge3HolTWaYpD4lEAp7nKYDXhJ2FqFSxUBNNzd8yj4e60Aw89uIgeobTrqf6qTyGqRFZ1VndYF5Xd1Ber5dRpm8GyzTlIZFIqKpyhppohlioiaa2GAB2D3OGmvLnesC963stI/IWAG/KY+jPXPVeOiP+ypz3aswq0xfgwDL9frBM0yRGR0cNgKORx/IkItqHhZpoao1pVzXlZncTotw85AxgKOF6qnp5HsNcS8zqFbG4ObymY9oHv7f1iOnK9PsAfD+43Q2WacoyNjY2fmHi0rCzEJUiFmqiqTWOpT2e6EIzlkgr7nu6z4jIqcjvNLrvu+rtPCO+csrv5t7begROi68Epi7TPwhudwOYvqH7WKYrCC9MJJodFmqiqTWMptinaXYeeLYfCf8bs0/mMSxhibnm8NoFsiIan/ABGWX6G2CZplkYGxuDqgK8MJFoRlioiabWOJqc0WYLRHsNJzz8+rl+o6rvBbA8j6Hf9FQHTvdL836yyvS/gmWaZkFVx09M5Aw10QywUBNNrXE44fHzhGbtvg198BQC4LI8hg0akeuPrTsIi6oa9t6ZQ5k+GyzTlKexsTFLVV8ddg6iUsSiQDQFz9MmLvmgudAz4uKR5wfEU/0n5F5wAeB6BRLBRYe5LPM4G8APg9ss05SzZDIJ+DsbWSFHISo5LNREU1CAhZrmzL3r+yBAFMDH8hjWbUS+dVzDMj2v/ejsMp39PyfLNM1YMpmEiEQALAo7C1GpYaEmmlrjaJKFmuZGV38Kf9g0DM/TCwE05jH0WgPx3t60AsitTO8GyzTlKZXae4DVwWHmICpFLNREUxDhLh80t+5e1wtjpAHAR/MYtllEzgJwMXIr0+05Pi/LNO0VLPkAWKiJ8sZCTTS5iBGJcoaa5tJLuxPYsG1EXU8vBRDLY+jPAFwHlmkqkFQqNb51Hgs1UZ5YqIkm1wAAnKGmubZmba9YRjoAfGAOno5lmuaEqiKdTrvIb2tHIgILNdFULADweOo4zbFnukbxYveY53p6OYDILJ/uBADPg2Wa5kAymTSqyhlqojyxUBNNLgkAFj9LaI5EDNBWH8GhHTG80D1mLCPLAZw5y6f9DYDDco3AMk1TSSaTAuAVYecgKjWznRkhKmdJAIgYHpRIU7MEaKqxEK+LIF4bQbzWCn73b7fURbyWuojWR62J9vfdM08xWaZpWsFOHwvhT7hxvRtRjlioiSaXAlioK5kI0BQLynHd/iU5Xhvxi3JtRBtixhLZ//8TVfU8RbcA24yRrQC2T/CrC8CueXgrLNOUE9d1ISIG/raOfWHnISoVLNREk3NV1Y1YwlPDyowAaIhZ+2aS6zJnlS201Pozyo01lmUOLMrqKfYA2GZNUZRFZJclcOf5rU2EZZpy5rp7/5eNg4WaKGcs1ERTUCAdMSzUpaQ+avafSa6LIB4sx2ipjWhLXcRrqrHMAU0ZgOtpL6YvyjstQSp7bJFimaa8ZBTqFgAbQ4xCVFJYqImmoIpUxEg07BwE1FabA9Ym771dZ2lrXcRrromYiDVhUR4AsN0ysgUTL7vYDmCHZSQxn++pwFimKW9ZM9RElCMWaqKpJSe8jIzmTKxKJi7Jwexya13Eba6xpDpiDthvxfN0SIEuI9giIpMV5S7LyOj8vqvQsUzTjGTNUBNRjlioiaaW4kWJM1NtyQFrkzPLcmtdxI3XRiRaNUFRVh1TxfZJivJ4We4yRobm912VBJZpmjHOUBPNDAs10RQUSLJQ76/KEjTX7L82ObMwjxflmuoJi3JCFTummVHebkQGIeCROvljmaZZ4Qw10cywUBNNQYBExKqMQm0ZoLnmgLXJe2/7RdlC3QR7Katq2lPsEMFWI7INkxflPhblgmGZpllTVXiep8YYzlAT5YGFmmhqyaoSL9Rm/NCRAy/kGy/KXrw2og2xCYuy6yl2TVeURWSPxaIcJpZpmjOe53nGmKawcxCVEhZqoikYwe6GaHFelSgCNGbupZxZmP0t4ryWOksbY9Zkh47snuTQkcyi3G0JT0srcizTNKdUFfBPSiSiHLFQE01BRHY211ougHlt1Q1RM9Ux1tpSF/EaY5ZlTbC+2/V0skNHMovyLkuQns/3RAXBMk2FwkJNlAcWaqKp7WyqmbsuXVdtpjrGeu+hI5GJDx3pw4F7KXdh/9K80zKSnLPAVMxYpqmQWKiJ8sBCTTS1XbXVlmUZwJ1i4UNN5l7KWWV5/HS+5lrLVE0wpex6OggcsEVcdlHeYRkZK8g7pFLEMk0FwyUfRPljoSaa2k4AOHppHSJm/32VW/xZZbe51pLoxIeODE9w6Eh2Ue6yjIzM5xuikiIAmgAsyvylqseLyDtYpqmAWKiJ8sBCTTS1XQDw8RM6994R7KU83YxylzEyGEJeKh0NyCrKADrhF+ZFAJYA6BSRaPZAz/O87u5ulmkqJBZqojywUBNN7Y8AzkFGWTYiA9xLmaZQiwlKMg4syrXZAz3P89LptKZSKSuVSiGdTiP793Q6Dc/zWHaoYLjkgyh/LNREU9sG4Adhh6CiEMO+cry3JOPAotyQPdDzPE2n014qlTLpdFomK8ssylREinO/UKIixUJNRJWuGsBCZJVk7CvLSwAsEpEDDrpQ1b1FOZVKyUQlOZVKwfM8AQsKEVHZYqEmonIVAdCBCUoy/KK8GMBBItKSPVBVkU6n3elmlF3XZVGmsmP8a6yHws5BVEpYqImo1BgA7ZimKANoFZH9llCoKlzXdVOplARlecIZZdd1ARZlqlDGGAHAi6qJ8sBCTUTFQgC0YvKifBCAxQDaReSAsptOp91gNtlMdUEfWJSJpmT8KWoWaqI8sFATUaEJgGZMX5QXiMgB/yZNN6M8/ktVWZSJZklEIP5BrSzURHlgoSaimRJMvJdy5s4XiwEsnGgvZdd1c9oijkWZaP5Y1t5PNxZqojywUBPRROoweVHuxL4t4mqyB3qe56VSKU2lUtZkJTmVSkFVuUUcUZEx+w59HQgzB1GpYaEmqiw1mHh7uM6svZTrswdOdegI91ImKg8ZhZoz1ER5YKEmKg9R+HspT3ZC3/heyo3ZA1VVU6mUl06nTbBW+YCSHOylzKJMVOZYqIlmhoWaqLhVAViACUoy9i/K8eyBEx06wr2UiWgqGWuoueSDKA8s1EThsLDv0JEDlmBk7aUsmQPHDx3J3iJugr2UWZSJKC9VVVXjN7eHmYOo1LBQExXGYgBHYPKi3J7LoSPcS5mI5lNVVRVU1RWRnWFnISolLNREhfFeAFeNf5A5ozzZ6XwsykQUtkgkAgBdANyQoxCVFBZqosLYCgAbN27EyMgI91ImopIQLPnYHHYOolLDq/aJCmPr+A1VDTMHEVHOqqurXRHZEnYOolLDQk1UGFuA/S7wISIqepFIxCBjQoCIcsNCTVQY2wEWaiIqHZZlwRgjCCYEiCh3LNREhZFQ1a7q6uqwcxAR5SRjAoAz1ER5YqEmKpynY7GYF3YIIqJcZBRqzlAT5YmFmqhAROTZaDQadgwiopxk/Hv1lzBzEJUiFmqiwnnOGGO4jpqISkE0GoWq7gDQH3YWolLDQk1UOM8C+836EBEVrWCJ2tNh5yAqRSzURIXDQk1EJSMajUJEng07B1EpYqEmKpw9qtrDQk1Exa6qqgrGGINgIoCI8sNCTVRYT8diMR6VSERFLRaLjd9cF2YOolLFQk1UQCLyTDQaZaEmoqIWi8WgqgpgQ9hZiEoRCzVRYa23LIs7fRBRUQtmqDcCGA45ClFJYqEmKqzfA0BtbW3YOYiIJlVTU+OKyP+FnYOoVLFQExXWM6o6zEJNRMUqEomgurraQjABQET5Y6EmKiwXwOO1tbU8gpyIilLGN/yPhZmDqJSxUBMVmIg8HovFgh2piIiKS11dHVR1DMDasLMQlSp+hScqvMdFBDU1NWHnICI6QPATtN8DSIWdhahUsVATFd4TAC9MJKLiY4xBLBYzIvLbsLMQlTIWaqLC61VVh4WaiIpNbW0tRATg+mmiWWGhJpoHIvJYbW2tG3YOIqJMtbW1UFUPwP+GnYWolLFQE82Phy3LsjKO9yUiCl1tba3CP258MOwsRKWMhZpofjygqtrQ0BB2DiIiAICIoLa2VkXkkbCzEJU6Fmqi+dEN4MmGhgbuR01ERaG+vh7Bfp73hZ2FqNSxUBPNExH5ZU1NjbEsK+woRERoaGiAqo4AeDTsLESljoWaaP7cLyKor68POwcRERoaGlwRuR9AIuwsRKWOhZpo/jypqj1cR01EYYvFYqiqqrIA3Bt2FqJywEJNNH88Efkl11ETUdiC5R4K4P6wsxCVAxZqovl1v2VZhseQE1GYGhsbx/ee3hV2FqJywEJNNL8eUFWPyz6IKCyRSAQ1NTVGRLjcg2iOsFATza8eAA81Nzfz1EQiCkXGN/Qs1ERzhIWaaJ6JyB3V1dUWl30QURiamppUVTcDeDrsLETlgoWaaP79XFWTzc3NYecgogoTiURQV1cnInI7AA07D1G5YKEmmn8DInJPU1MTd/sgonnV3NwMEQGAH4SdhaicsFATheOOSCRieMgLEc2n5uZmT1UfB/BC2FmIygkLNVE47lfVgaamprBzEFGFiMViiMViRkS+H3YWonLDQk0UjoSI3NnU1OQFP34lIiqo5uZmqGoKwJ1hZyEqNyzUROG5wxhjGhsbw85BRBUg2K7zHvjbdxLRHGKhJgrPo6q6LR6P80p7Iiqo+vp6RCIRS0R4MSJRAbBQE4XHE5Gb6uvrJRqNhp2FiMpYPB6HqvYCuD/sLETliIWaKFzfVtVUS0tL2DmIqExVVVWhsbFRReTbAJJh5yEqRyzUROHqFpH/isfjnjH8dCSiuRd8w64Abgo5ClHZ4ldwovDdaIwxPDmRiOaaiKClpcUDcBeAzWHnISpXLNRE4fujqv6htbWVJycS0Zxqbm6GZVlGRL4edhaicsZCTVQEROSGaDRq6urqwo5CRGWkra3NU9W1AH4XdhaicsZCTVQcfqKqe1pbW8POQURlor6+HtFo1IjI1+CvoSaiAmGhJioOCRG5paGhAdXV1WFnIaIy0NraqqraDeDHYWchKncs1ETF4wYAifb29rBzEFGJq66uRkNDg4jITQASYechKncs1ETFY6eI3Nzc3KycpSai2ejo6ICqJgDcEnYWokrAQk1UXK4GkOQsNRHNVHV1NZqamiAiNwDYGXYeokrAQk1UXLpE5JvNzc1aVVUVdhYiKkEdHR0AMArgKyFHIaoYLNRExecqACnOUhNRvqLR6Pjs9HUAusPOQ1QpWKiJis92Ebk1Ho9zlpqI8hLMTo8AuCbkKEQVhYWaqDitBpDmLDUR5SpjdvqrAPaEnYeokrBQExWnrSJyG2epiShXCxYsgKoOAvhq2FmIKg0LNVHxuhJAYuHChWHnIKIiF4vF0NjYCBG5BkBv2HmIKg0LNVHx2iYiq5qamlBbWxt2FiIqYp2dnaqqvQCuCzsLUSVioSYqbteo6rbOzk4v7CBEVJwaGxtRV1cnInI5gP6w8xBVIhZqouI2KiKX1dTUmHg8HnYWIioyIoLOzk5XVdcBuC3sPESVioWaqPj9WFWfWLBggWsMP2WJaJ/29nZUVVVZIvKvANyw8xBVKn51Jip+KiIXRSIRi9voEdG4qqoqtLW1KYD/BPC7sPMQVTIWaqLS8EcA329ra+M2ekQEAOjs7ISIjAH4t7CzEFU6Fmqi0vFpAInOzs6wcxBRyOrr68e3yfsigG1h5yGqdCzURKVjm4j8R2NjIxobG8POQkQhCS5E9FR1I4CvhZ2HiFioiUrN11V17aJFizxeoEhUmdrb2xGNRo2IXABgLOw8RMRCTVRq0iLyIcuywBMUiSpPLBZDe3u7AvgegPtCjkNEARZqotLzlIhc09LSgrq6urCzENE8EREsXrzYA7ADwCVh5yGifVioiUrTFar6/OLFi7k3NVGF6OjoQCwWMyLyYQB9Yechon34lZioNI2KyDmRSES49IOo/NXU1KCtrQ0Avgvg/pDjEFEWFmqi0vWEiFzb0tKC+vr6sLMQUYFkLPXoAvDxsPMQ0YFYqIlK22dV1Vm8eLFrWVbYWYioADo6OsZ39fgguNSDqCixUBOVtjER+QfLstwlS5Zo2GGIaG7V1taOL/W4DcADIcchokmwUBOVvvUicmF9fb0EX3iJqAxYloUlS5a4AF4Ed/UgKmos1ETl4VZV/fGCBQu0trY27CxENAcWL16skUjEFZEzAQyGnYeIJsdCTVQeVEQ+AmDTkiVLuJ6aqMS1tbWhoaFBROQSAGvDzkNEU2OhJiofAyJyZiQS8Q466CCupyYqUbW1tViwYIGq6k8BfCPsPEQ0PRZqovLyfyJyaWNjo7S2toadhYjyFIlEsHTpUg/Ai8EBLvzmmKgEsFATlZ8bVfWuhQsXKo8mJyotS5YsUcuykiJyBoCBsPMQUW5YqInKjwb71f5l6dKlXnV1ddh5iCgHCxcuRF1dnQQz08+EnYeIcsdCTVSe+kXkFGNM/7Jlyzxj+KlOVMxaWlrG95v+GoD/DDkOEeWJX2WJyteLInJ6dXW1t3TpUq7DJCpS9fX16OzshKreDeATYechovyxUBOVt9+KyHn19fXS2dkZdhYiyhKLxcYvQnxKRM4G4IadiYjyx0JNVP6+B+Arra2taGlpCTsLEQUikQiWLVvmisgOEflbAMNhZyKimWGhJqoMn1LVuzs7O1FfXx92FqKKZ4zBsmXLvEgkMiYi7wSwPexMRDRzLNRElcETkfcB2LB06VKvpqYm7DxEFW3JkiUai8UQHCu+Puw8RDQ7LNRElWNIRE4SkS3Lly/3otFo2HmIKtKiRYvGjxW/AMB/h52HiGaPhZqosmwXkeONMbsOPvhgl3tUE82vzs7O8WsZVoHHihOVDRZqosqzUUSOtyyr7+CDD3arqqrCzkNUERYsWIDW1lYA+CqAfw85DhHNIRZqosr0ZxE5IRKJjBx88MFuJBIJOw9RWevo6EB7ezsA3AzgMgDcG56ojLBQE1WutSJyYlVVVXL58uWeZVlh5yEqS+3t7ejo6ACA2wBcCJZporLDQk1U2R4XkVOj0Wh6+fLlPKKcaI61trZiwYIFAPBDAOcD8MJNRESFwK+eRPQbETkzFot5K1as4Ew10RxpaWkZP1L8JwA+CJ6CSFS2RJU/eSIiAMCJqrommUxWb9q0yaRSqbDzEJWs9vZ2LFiwAKp6t4i8GwA/oYjKGAs1EWV6k6r+dzqdrt24caOVTCbDzkNUchYuXIi2tjbAX+bxIbBME5U9FmoiynaUqv7add34pk2brLGxsbDzEJWMxYsXo7m5GQC+DuBScM00UUVgoSaiiRymqg95nte5efNmMzIyEnYeoqImIli6dKk2NDQIgE8DWA3u5kFUMVioiWgyS1T1N6p6yMsvv2yGhobCzkNUlCzLwrJly7yamhqIyEcB3Bp2JiKaXyzURDSVDlX9FYAju7q6pKenJ+w8REUlEolg+fLlXjQadUXkPQB+HnYmIpp/LNRENJ0GVf2hiJy2Z88edHV1hZ2HqCjU1NRg2bJlrmVZCRE5FcBDYWcionCwUBNRLgyALwG4fHh4WF9++WVxXW6pS5WrubkZBx10kAJ4OSjTG8LOREThYaEmony8T1VvS6VS1ubNm61EIhF2HqJ5N74tnqo+JCL/AGBP2JmIKFws1ESUrzeo6r2e57Vs2bKFFytSxbAsC0uWLNH6+nqBvy3eJwCkQ45FREWAhZqIZmKJqv4CwJE7duzAnj2coKPyFo1GsWzZMreqqsoTkY8A+F7YmYioeLBQE9FM1anq90TkzMHBQd26dSvXVVNZamxsxOLFiz0R2S0ipwN4IuxMRFRcWKiJaDYEwL/HbPFTAAAcYklEQVSo6lfT6bS1detWa3h4OOxMRHPCGIPOzk7E43Go6h9E5F0Atoedi4iKDws1Ec2FV6vqTwAc2t3djV27doWdh2hWYrEYlixZ4lVXV4uIrALweQCpsHMRUXFioSaiuVIH4EYA5w4PD+vWrVsllWL/oNLT1taGBQsWKIAuEXkvgEfCzkRExY2Fmojm2tmq+i3P82Jbt241g4ODYechykkkEsHixYu1vr5eVPVnwcWHPB6UiKbFQk1EhXCoqt4pIkf19fWhq6sLvGCRillDQwMWL17sGWOSInIBgO8A4BdIIsoJCzURFUoUwGdU9dOu60pXV5fp7+8POxPRfiKRCDo7O9HU1ARVXSsi7wHghJ2LiEoLCzURFdoRqvpdETl6YGBAt2/fLuk0z8Kg8MXjcSxcuNAzxqRF5AsArgaQDDsXEZUeFmoimg8WgI+p6ipVrdqxY4fp6eHSVApHNBrFokWLtK6uTlT1YRE5H8Bfws5FRKWLhZqI5tMKVb1VRN42PDys27Ztk2SSE4I0P0QE7e3taG9vVwD9InIJgNvBtdJENEss1EQ03wTAuar6dQANu3fvlu7ubnieF3YuKmN1dXVYtGiRF41GDYAfAvg4gO6QYxFRmWChJqKwLADwJVX9kOu63s6dO63e3t6wM1GZiUajWLhwoTY0NIiqbg62wvtV2LmIqLywUBNR2I5W1etF5E2jo6Pejh07DI8vp9mKRCLo6OhAPB4HgEER+SKAGwCMhZuMiMoRCzURFQMBcJaqXiUiSwcHB3XHjh2SSCTCzkUlxhiDtrY2tLW1eSLiicgNAL4EYE/Y2YiofLFQE1ExiQK4QFU/C6Cxr68P3d3d4IWLlIt4PI4FCxa4kUjEUtUfi8inAbwUdi4iKn8s1ERUjFoAfFpVLwAQ7e/vR3d3NzhjTdlEBM3NzWhvb/eqq6uNqj4mIpcC+EPY2YiocrBQE1Ex6wDwcVW9UERqx4v12BiXwVY6EUE8Hkd7e7tbVVVlqepTInIFgHvBbfCIaJ6xUBNRKWiFfzDMxSLSMDg4qLt27ZLR0dGwc9E8M8agpaUFbW1t40s7nghOOfxvsEgTUUhYqImolDTBX2N9qYjEh4aGdM+ePTI4OBh2LiqwSCSC1tZWtLa2esYYo6q/FpHVAP4HLNJEFDIWaiIqRfUAPqqql4jIolQq5fb09Fg9PT1wXTfsbDSH6uvrEY/H0djYqABURH4M4GoAT4UcjYhoLxZqIiplEQCnqOoFInKCqmp/f7/09PRgZGQk7Gw0Q5ZlIR6Po6Wlxa2urrZUtUdEvg3gFgAbw85HRJSNhZqIysVhAP5ZVT8sIg1jY2Penj17TH9/P481LxF1dXVoaWlBY2Ojioio6iMi8g0AawBwixciKlos1ERUbuoA/GOwM8iRqqqDg4PS39+PgYEB8N+84hKNRtHU1ITm5ubxbe/6ROQ7AL4FwAk7HxFRLlioiahcCYBj4JfrfxSRhZ7neQMDA6a/vx9DQ0Ms1yGJRqNobGxEU1OTF4vFjPr/IX4rIrcC+Cl4PDgRlRgWaiKqBBaAtwB4j6qeJSLNrut6/f39ZmBgAMPDwyzXBVZdXY2mpqbsEv2YiNwJ4GcAukKOSEQ0YyzURFRpqgD8DfyZ678TkVrP87zh4WEzODiIoaEhHnU+B0QEdXV1qK+vR319fWaJ/n2wU8fPAGwvdA7btq8A8DkAawG81nEczfizcwF8F8ASx3G2FjpLLoK8/+44TmSijye7L5/nnE+2bd8GIOI4zgfm+7WD168D8M8ARgH8yHGcPVl/bgE4z3GcWzLuWwX//5WT5jUslbR5/+QiIgpZCsB9AO4TkY8AON4Yc1J9ff3JDQ0NhwBAMpl0BwcHraGhIQwPD/OixhzFYrHxAq11dXUILixMAvgtgHtE5GcAtoUU7ygAZwC4K6TXn0vfBnB/AR8/J2zbfhWA9wM4POv+wwBcDOBlAEsAXOs4zkvBn8UArAawFf6+8wb+NwMTzv7Ztl0D4EsAdsO/fqLbcZyvZzzkRgA3A/gTgNts277acZxng7H1AG4C8IOsp/0qgM22bb/VcZyHZ/buqdKwUBNRJRvFvnJ9EYBDAJxYVVV1UktLywmtra01qqojIyMYHR2V4HekUqlwUxcBEUEsFkNNTc34TLRnWZYBAFV9RkQeAPArEXkMQNh7GLrwS/3nbNteM1k5KxXBbHrOM+r5Pn4OXQzgt47j/GX8Dtu2lwH4EYB3OI6z27btE+EX4n8MHnIlgCHHca4JHv9jAB8D8HVM7HYATzuOsyp4/EO2bb/gOM4vgnJ+GoAPOY6jtm0/DuC1tm2/CX7/iQPY5jjOg5lPGORaA+ASAA/P/q+BKgELNRHRPi8CuFlEbgYQBfBXInJSbW3tm2tra49ua2urBoBUKuWOjIxYo6OjGC/Z5b58LhqNoqamBjU1NaitrfVisZiIiACAqu4Ukf8G8GsAD4rIznDTTuhzAB4B8Hfwl5tMyP7/7d17nFR1/cfx1yzLAiIXLxiYGl4/mJdKLdEs7admlqV562IXzbzlPVMyb2CmeOmCipFZAlkmKRhCRglefl5Sf/7U0vSjlkiiKAp4QVjYZfrj853lcHZmWHaWZdH38/GYx+yc+Z7v+c6Z2d3P+ZzP+Y7ZAantDsBCIrN7pruvtMbbzD4KDAc+TpQWPQtc6u431tp3bjvDWbEsZFvgMmA3Iks7B5jq7ieVa9/WsZjZWGAP4AhgFLAjMDP1NXElY+wFfBk4I/fUZcB4d38tPT4AmJvW6QkcB+yZaT8ROJsyAbWZbQ0cBlyRWXwXcBQwBegPLMocQM0C5rv7g2n984gAvpzfAxPN7H3u3hU/z9LFKKAWESmvEZgBzEhxYwPwIWBo9+7dh/bt23f3fv36DQYoFovFJUuWLGtsbOzW2NhI9ra2lYs0NDTQ0NBAjx49aGhooGfPnsVevXoV6+rqStnnhcBDhULhYeBh4OFCoTCLLv713+5+j5nNILLUE8tlqc3sc8BkIhgbDmwEXALcZWY7ufvCSv2nrOcM4O9Eze5cIljdrNa+22BK2t4xwHzgA8DQKmNdlbFsQNSZX06U65wOTDCzIe7+XJUxDQX6APdlttsfOIQo6QDA3U/OrLMj8S2oL2SWzQR2NLP13X1ebhsfTvfZuug5RGYc4BXgbTMrpPd7EPD/aSyHAtPdvdLZk/uIGGlv4HdVXqcIoIBaRKStlpACSOCqFGQPAHYtFAq79ujRY7uGhobt+vTps2WhUOhWWqmpqal58eLFdY2NjYWmpiaWLl1KU1PTCrfOUldXR319Pd26daO+vp7u3bu3BM89evRo7t69e10p6wxQLBbfAv5ZKBQeYnnw/Aywdh0lLHcBUfpxGDChzPMXAk8CB7n7MgAzexq4n6gFHlNmnZLLiIDzE+5e+hKabClBLX1XZGYbAlsAp7v75MxT46qstipj6Q/s5+4PpXaPEkHrwcRrrmRX4nfm6dyybsAgM9uVCHDrgOHu3kzUU0NkzEveIqbA3BjIB9Tlrh6uB9Yzs3Xd/W0zGwHsbGaPENnqV81sE2Ard7+50uDdfZ6ZzSIODBRQy0opoBYRab+5RJZvCkRdMXGqf3NgCDCkvr5+SO/evbft3bv3toVCoV++g2KxSHNzc/PSpUsLTU1Ndc3NzSxbtmyFW7FYXOFW2lb+VldXt8LP9fX11NfXL6uvry9269atrq6urlBm+4uA5wqFwtNEiULLrVAozKWLZ55Xhbvfa2Z3EFnqFYKpdIHaR4DzSkFmWucBM3sB+CQVgl4zW4cot7gwE0x3SN9t8DqRxR2ZgusZ7j6zUuN2jGVeKZhO7eaa2aukzHsVg4jyiuzB1wbpfgd3vzSNZywR4J8D9ErbyM5DXtqfrX53gAeAJmBDolwL4vcOoC9Ri32jmfUhMt8TzKwOOBM4K5WlHE8E+ePcfW6u/9eIQF5kpRRQi4h0rKXAM+k2GVoCbYiAYWDmNqhQKAysr68fVF9fP7BYLG5MZATXBdYB1ikUCnVt3XCxWGxO219CZPnmFAqFOUTg/2rmVnr8UqFQeJl3UdDcBucTmdjDc8v7E5nQOWXWmUNcwFbJekSmtdIMJrX0XVW62G5fYATwY6C/mT0FnOPu5WY0WdWxzC/TrhHouZKh9aT118W/me7vySx7GLjEzM4FFpTpZ93MNleQss2XAIcCD6aSkh2IMyivZ9q9VfrZzE4Dxrp7o5mNIb6R80ni7MUPcptYTAryRVZGAbWISOdZBDyfbq1kAu+WRcTFkQ25+yIRNDem+yXAkkKhsLaWYnSalImdRgTW2YvZFhD7dWCZ1QayPANaznwiiHt/hedr6XulUi3zEWlO5Z2JbO8fzOyD2Rk2OmMsGfOI4D1rVrp/NbNsEVFrPYD05T5m1s/d30jP90n3/ym3EXc/38y+YWanAG8QpTx9K5wp+DDQ4O6Pmll3YmaRE9292czeMbO6XEZ9PaBanbhIizZnPkREpNMViSzZm0RWeTbwbyIgn02ckn4ztVEw3XbDgW2JWSgAcPe3gUeBw82s5cjGzIYSF/n9b6XO0oVt9wNfM7OGMs+3u+9V4e7NqTzjPKKMYUiZNp0yFsCBvma2QWbZP4hgeqPMsnWJz/A84HEi4N888/w2wPOVZtows8OIMpcr3X0cUXqTn1e6NOvIacQc0xAB/Nupdhvid2lApn0dUdbibXq18p6nDLWIiLynuPvfzOx2YP/cU+cDtwGTzOxaIvC7mKgpH7+Sbs8ipmy7x8x+RgSO2wG93P2yGvuuyMx2BH4K3ERkl3sCpWztgxVWWy1jybk33e8CTIOW8pTrgC8S9c8AnwKudvem9HomEDOBPJaePxy4stSpme1PlHgcm4Lha4ATifro7Yi55I8rM54LgZGl7RABdPfM8wNYcbaQDxJTEGbLU0QqUoZaRETeiy7IL3D3qcCBwCbE/Mc/Ae4E9qoyvVpp3QeIC/reBH5J1M9/izQFXC19r8Qc4mzFWcTFseOIsxX7VsrqrsaxZLfxHJEJ/1zuqeFAg5mNNLOfEtMMnpd5/kxgUzM7O9VHP0ImoCay7vuyvIb7FGJavQuA7wCHuPui7AZTED7b3VtmHHH3JcCtZrZLKv/olQm2SeN+kTjzILJShXf7lxGIiIhI5zOzY4AfApvkgtXOHsdJwOj83ONm1puY5aMAXO/ur2eeexyY5O7DO3OssvZSQC0iIiIdLtWTPwX8yN1/vabH01bp69B/B2zp7uVmHhFpRSUfIiIi0uFSWcWRrH0XzPYGvqFgWlaFMtQiIiIiIjVQhlpEREREpAYKqEVEREREaqCAWkRERESkBgqoRURERERqoIBaRERERKQGCqhFRERERGqggFpEREREpAYKqEVEREREaqCAWkRERESkBgqoRURERERqoIBaRERERKQGCqhFRERERGqggFpEREREpAYKqEVEREREaqCAWkRERESkBgqoRURERERqoIBaRERERKQGCqhFRERERGqggFpEREREpAYKqEVEREREaqCAWkRERESkBgqoRURERERqoIBaRERERKQGCqhFRERERGqggFpEREREpAYKqEUEMxtsZkUzO3JNj6WrM7O93mv7ysyGm1mxg/vcKu3HczuyXxGRNaF+TQ9ARMozs52BrwP/A2wOLASeAC529xlrcmzvNmY2E/hAZtEiwIFfA6PdfVknjOEuYM/MokbgeeBG4FJ3b1zdY6iFme0D/LWNzb8O/G01DkdEpFMpoBbpus4E9gZuAa4G1gWOBKab2bHu/ss1OLZ3o6eBH6WfBwBfBa4ENgLO66QxvAacnn7uDxwIjAC2JoLQruwJWo/xPKAf8L3c8vuAbp0xKBGRzqCAWqTruhI40t0XlxaY2TXAY8DFZvarzsicdhVm1gNodvem1bSJV9z9hsz2fk4E2aeY2XB3b15N281amBvDaOB+4AgzO8PdX+2EMbSLu88BbsguM7PjgW7Z15R5bqvOGpuIyOqmgFqki3L3+8ssW2xmU4HvEpnTOZXWN7PBRMnACOBFYBiwKREknu3ut1fbvpl9gOVZ8s2AZuAh4PzS2MysGzAL+Lu771+mj4eBXu6+fWbZnsA5wK5AA/A4cJG7T8m0ORK4HtgP+BSR+dwY2AKYaWbHAd8BtgSK6fX9wd3Pz/SxGbCOuz9d7XVWkvb1w8ChxL5+uczrOwU4DXg/8BRwurvfmWvTH7gQOJjIfL8I/Da95iUrGUPRzO4FhqbX2hJQm9kZwEHAEKAv8V5fB/zY3YuZdncBg4n9eDVRVrIEuCmNt+WALbU/gnh/tgBmApdWG2NHMLOv5bb5A3e/JdemJ5Hx/gqxv18FbgYucPc3M+3uBQYCnwOuAnYHFgAj3f1qM9uaOFjdgyij+qm7X5pZfyvg2bStucTvwCbE+zvM3f+SG9cJwAlp7MuI9/cmdx9Rw9j3I96rTxClP78HvtvVy35E3st0UaLI2mdjYCnwRhvbH0SUMown/qn3BianwLaajxJB2ESiDGEkUcs9w8y2B0hZ2/HAvmY2MLuymW0L7AKMyyw7BJgO9CIC/WFEQDzZzL5UZgw/BvZJ98OAt83sKGAM8C+ilOAsYBrwydy644kgqBaD0/gWlHnuJCKo/wXwfWA94I9mtl6pQcqqT09t/0Tsx0eI92HCKowBYF5u+XeJ13dR+vlp4PL0OK93GsfLxD6bDBxPBLEtUjB9AxFw/4AI5C4nSk9Wl4OIz9Zv09iWADeZ2ZaZcRWASWlMDxL7cRpwKjDNzLrn+uyTnv8n8fmYDVyVPjvTifr4YcALwEgz+3SZcR0KDAfGAucTBy1TzGyPzLiOAa4Bnklj/z5RR/7JTJv2jH068J/U51Tic/b9sntPRLoEZahF1iIpSD0YmOTui9q42vbADu7+VOpjLJGBu4IImiuZ6u4357Y/hgjcTgWOSYvHEv/sjyAC35JvEFntG9K66xDB50R3PzzTZ6ms4XIzm5DNrhLB7B7ZzJyZfQF40t0PbsuLXwXdzWzD9POGwNHEAcEfK+zr9wHbuvvbaVx3Ao8SWchrUpujgZ2A09x9VFp2jZldBZxkZp9x9z9n+qzLjKE/EWweAjzu7p7b/tbu/k7m8Wgzuw441cwuzGUzNyQy4qUxjEmZ8+NI9eFmVk8Ez88Cu5f6NrObibMIq8s2gLn7y2l7txBZ6qOJIBTg88BngCvc/czSimb2LBGMf5PIzpdsBBzj7teldhOIzPGvgG+7+69zy78FrJB5BrYDtnP3Z1LbccS+uRzYLbX5AnF25tAqr689Yz/J3Uenx2PMbH3ivRqBiHRJylCLrCXMrB9xgeJCWl/kVc20UjAN4O5ziWzgLmb2vkorZYNIM+tlZhsQfzMeAnbOtHPgASKALrWvIwLsv5YCJWBfYAPgN2a2YelGZHanEuUo2+SGcW2Z09wLgE3NbDeqcPe93L1QrU3O7sQp/rlE5vd7wB+Aoyq0H1sKptP2HgPeJEozSr6Qlo3JrXtJ5vmsTTNjKAVvMyiTIc4EvPVmtl7al3cR2WjLNW8uM4a7gQFm1ic93gUYBPwyG6i7+xNERnV1uSXzGcHdXyJee34/AlyWW/dK4B1a78clxIFeqc/XgOeIMzvjyizfosy4/lQKplPbV4gZV4ZmDnoWAJuZ2ceqvL5VHftS4NrcsruBQWbWq8p2RGQNUoZaZC2Q/pHeRpz+/4y7/2cVVs9nNrPLNgdeqbDNBuACon5509zTz+ceXw9ca2YfToHlp9I6Z2W7TPeTq4x1o9x4/1WmzUhiKsH7zWwWcXp8EjAll91eVX8HziAOGrYhyiEGAIsrtJ9ZZtl8YP3M48HAv/MHBe7+kpm9Qez/rFeArwEFom59GJEJfyfXDjP7LFGKsDOt/5b3zz1+ucyByfx0vz7wFstLSyp9Xlpq5NPBXTa4a04Hau0xs8yycvvxtfw23H2RmT1P6/34UpmLVxek5fmLSxcQ+ziv2u/NYGJGlouJmvQHzewF4A7i7NHUGsY+292X5pZl36vZZcYlImuYAmqRLi4FtpOIC9O+6O73dNKmRwHHAqOJac7mExddnc2K2UOIC9xGEVnqx9L9G8CtmTalbPGxtA7IS57IPW5VauHubmZDiAu3Pp3ujwJuN7MDapj5ZL6735F+/ouZPUBk439E1CjnVZr1Y1Wy4nmLM2PAzKYR2fJfEKU+peW7EwdYDxD1tbOJrOxOxEWE+bOP1WYoac94RxGlCiUvsDwgX1WrYz9W6rNDt+XuT5X5LB5tZlOAA9v5Wezo90pEOoECapEuLNW1TiDKJY7IZb7a3E2VZZUCW4AvA+Pd/ZTcmC7MN3T3N81sIvBVMxtBBH835maQeC7dz8sGje2RylFuBW5NF31dQmRz9yJKJGrm7o+Y2Y3AiWb2M3ef1Y5ungd2N7OG7IweZjaImJ+52v7H3V80s1HAOWY21N1LX4ZyGBFA75ObVrFc6UJbzSx1U+a5/LLLWHGKvLbW87fX88DeZrZhKtOIQcXsGYPpoPc8p9p+mFlakMpjJgGT0mfxMqJcaA/gnjU0dhHpZKqhFumiUh3yeKJ+9nh3/307u9ovXcxY6ncAUd/8SKoLrWQZub8RZvYJIlNezvXEqfMxxJfQjMs9/xdipopzy9WCmtlGK3kdpXYbZB+nMo/H0sPsDBubpexhLS4lpvYb1s71byNmhzgut7zUX7Xyl5JRRMCa/XKZZcQFmy1fjpICtJPbOU6A/yOmYTwmXUBa6nd7IvPawt3/6e53ZG731bDdtrgt3Z+ZW34Sadaa1bDNz5pZS01/ut7gK8CDpcC4wmexdAFn6bO4JsYuIp1MGWqRrusK4h/43cCiNFdv1iR3X9iGfp4E7kozSzQSJRfr0voffN4fgW+a2dtEwLot8O3UX58y7WcQc1J/GXguH2S5+1tpmrGbgCfN7DfE1GAbE3NSD6F1KUk5fzWzuUQZymyiVvtEov54eqbdeKK+td2nyd39H2Z2O/AtM7soe/FcG/2KmK3iZ2a2HRFs7Ql8iZg95M/VVk5jmJtmZjnBzD7i7o8SQdjpwB1pP/YhSjAq1XuvlLs3mdkw4kDoPjMbTxwMnAz8A/hQe/vuALcBfwbOMrP3E+/9TsS+/RutD946wpPA3WZ2NXGh4HFE3Xj2uoAZZvYSMUvNbOLr608kpicszUe+JsYuIp1MGWqRrmundL8n8JsytwFt7GcScC4RcF1EXOB2YP4LSMo4leW1u6OAjxNz8z5SrnHKzpWCg/EV2kxM/TxOBB6jiSC9mdycyFX8HOhOZPiuIaY8mwLs5u7l5ouu1aVAT1ZtZhUA0oWAexPj/DyxHz8G/BA4vMqqeVcQ++jc1O/dxMWifYGfEPvyZtqfSS+NdzxR/96LuPjzK8SB163V1lvd0mfri8RFgB8n9uP+xEwZ+5W5iK8j3EzMQ30U8X69BXw+dw3Dz4nPxsnp5yOJA9HdS1/YsobGLiKdrFAs1nJRvIh0VZb5pkR3H95J2zyHCD62cPeZnbFNkY5kmW9KdPdyX5IjItKKMtQi0iHSBZRHA3cqmBYRkfcS1VCLSE3SxYT7AAcQc+qesGZHJCIi0rkUUItIrT5IfPPi68C57r46v1VPRESky1ENtYiIiIhIDVRDLSIiIiJSAwXUIiIiIiI1UEAtIiIiIlIDBdQiIiIiIjVQQC0iIiIiUoP/AgvKmn/jEdOPAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 2 : Selfish-Thompson ...\n", "- Player # 2 / 2, Selfish-Thompson\twas ranked\t1 / 2 for this simulation (last rewards = 8388).\n", "- Player # 1 / 2, Selfish-Thompson\twas ranked\t2 / 2 for this simulation (last rewards = 8386.4).\n", "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" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": "iVBORw0KGgoAAAANSUhEUgAAAyQAAAHvCAYAAACluhtaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsnXl8lMX5wL+7m2RzkYQEggoIVuVBBQWReqMUBREV7xOvaq1WhR/WarVetdUWUVGx1da2YtV61KYoXlSt1osiRkWkMoJIkNtwhNyb7L6/P+bdsNns8W52k13IfD+f/ST77rwzzzwz7/HMPPOMy7IsDAaDwWAwGAwGgyEduNMtgMFgMBgMBoPBYOi5GIPEYDAYDAaDwWAwpA1jkBgMBoPBYDAYDIa0YQwSg8FgMBgMBoPBkDaMQWIwGAwGg8FgMBjShjFIDAaDwWAwGAwGQ9owBonBYDAYDAaDwWBIG8YgMWQkInKJiFgiMrgr0qcrT4MhlWRyHxWRwbZsl6RblnQRqX3S1WamPQxdwc7erzL5HtrTyEq3AIadD/vG87j9dbJS6qUIaZ4HzgJQSrlSVO4I4FRgjlJqVSryNPRsRKQ38H/AZGBvIBtYDbwJ/E4ptTSN4nUp5noyOtiVMG1piIXpH5mPMUgMydAETAHaGSQiUgycbP+em8LyRgC3A+8Aq8J+exJ4FmhOYXk9ChGZBPwQOAWoV0qVxEj7DHAu+sV9kVLq5hTKkQf8FOgDDAUCwM+VUp+nqgy7nOHAa0A58DzwJ3T/EeBs4AoR6a2Uqk1luRlErOupp5AOHZh7Vddg+vNOgIiMBB4FzlRKfRvh96nAEGATsD9wq1JqeaJpIhCtf5jrMUMwBokhGV4GThaRIqXU9pDjZ6HdAV9Hv9x2OUopP+DvjrIyCREpUErVpyIvpdQrIvIu+uX8BBHpp5TaGKHMSUAvYKlS6vhUlB3GrcCjSqnVdnl3Ae+LyCFKqa9SUYCI9EIb0nnAoUqpT8N+vxm4DUjJ7J5h5ydV19rOeK9K5X0mk8vMRHYVPYjIycAZgAV8H/BESHMZeqDrKKVUQEQmAvNFZH+lVJPTNImwM16PuyrGIDEkw3NoV5czgb+EHL8QeAUINVIQkTuA28NduGzfzW+AS5VScyIVFDzX/vq2iAR/ulQpNSfEjWyveNOxIXmNYIe7TjZ6tHyqUmpDjHMHAT8DxgF7om9kHwG3KaU+DEl3gp3fuUqp58LyOAD4AviZUupe+1gB8AvgHGAAsBmYC/xCKbU1TO6DgJ8ApwN9AZd9/m3otugPNADLgfuUUs/H0kcYR6JHjE4Avge0M0jsF/k9gN3QI00pRURygano2bU77cO/BW6wj18T5/yhQEPQmInBFcBg4IfhxgiAUsoH3BKS7x047Lsh7XSgLe8Z6Hvt3+3vHuBetOGeB/wTuDL40pHMdWKni9tH411Pdpq4fTKkzH2AB4CxQKNdp9nRZIwgcwFwE3pmahCwDfjY1sPHicgTUrdh6OvkbKAA+A9az1XxdIDuGxGvNftcR/eBKHW9hLB7lYhYMU4Zq5R6J0EddLo9Yt1nEpHBTjsEeBAYEyLHQ8DnRL5mOlWmk/7sFIfXz2S7/NOUUnPDzh9u1+96pdR9IceTvccn1Oec6t6pbHa6TvcrpdQ8YJ6IHAtcEiXZLcAMpVTA/v46+h55LjAngTTtiHOtQ8frMZi+U/fwkHKdtHmqnt07PcYgMSRDNfpmcCG2QWLfNI9GX8CTU1hWBbA7+kXybuBL+3jMh38cngC2oG88ewNXA/vZI/HRpm9Ho2/GFUAV2q3oMuDf9nlf2OneANYCF6ENt1AuQj9MngYQES/wFnAA8EdAoaejrwYOE5HDw+R5Gm0o3AmU2sd+D5xn//0CKEI/1A5Hz3g45QhgJtqY/B6wIILsfwceAe5JIF+neNA37cLgAaVUrYhsBvZxcP6X6BfPY+OkOxU9Rf+3zonpiL+i+8htaEPvcvRDfB+77ODxKcB6tNGVCpz00ZjXUyJ9UkT6AO8CxeiXk3Xoh+sTToS1XfTeAUYBz6BfogrQ95HDgI87cY3Ajuv7l2gD+jrgKTtf4uhgsP1/pGsNnN8HnHJhhGM3ot1RqsF5myTbHiF0qHuC/aLclqMQ3abr0S/YseToVJmk9vngpG1fQxvN56FfMEM5H+1m+mzwQIru8Y77XCK6T0O/iohtQA1GP78AUEpZIrIUOB6Y4yRNlOxj9Y8xMcTq9D08gTZP1bN7p8cYJIZkeQp4VkQGKKXWABegb9SvkEKDRCn1uYgsQN9Q3giOGCZJDXC8PWWLfVP7I/qm87so57yilHoh9ICIPAosA6YBP7Ll9YvIk8D1oa5PIuJG6+hfSqn1dhbTgJHAYaGj9SLyDjAP/bLyp5Ai1wITlVKho6qnAI8ppf4vMRV0oMg2AFaiDZLQeo4C/od+cfSgH04pxR5hGhRWbgF6ncfXKSxqf11cVMMzFSil1Ln2/7+3RxevAZ5VSp1vH39ERPZFr91JlUESt486uJ4S6ZM3oh/245VSb9jpfo/zGbSfAofYcoX283tEJDhLlOg1ArBaKXV6SNpqYJbt2vG/WDoIGUGNdK2Bw/uAU5RST4XldQV6hucXIS+aTnWQbHsEiVT3RPtFP2CcUurfIXK8leoylVJ/SuHzwcn14xORfwDni0ihUqouJPm5wLtKqbWJ1IH49/hE+lwiuu/ufhWNve2/28OO17JjgMBJmg7EudZjGSTJ3MOd6jVVz+6dHhP215AsL6FvBhfY3y8E/m67vGQ6DweNEZs5aCPlpGgnKKUag/+LSJ6IlKGvo4/QL+qhzEEb/ReEHBuHnpYNHVU6zz7/WxHpE/wA/wXq7XPC5Q5/QdoGHCoiA6PJHg97pLrB/trOILENqTFKqbeBY4CvVAzXthRzPnpU6v54CZVSLqXUsQ7yLKLjQy3V/CHs+wK0C8pjEY6XiUhRKgpNsI9GI5E+eTLwv+BLii1DK9o9xAlno43NP0eoS7CfJ3qNQMdBhf/Yf/cOTxiDSNdaqnQcERE5CngYfR+9O+QnpzpItj2CRKp7Iu0wCfgi+EJsy+EntotPsmUmTQJt+wzaXWdySPoj0C/G4TOvSd/jE+xziei+u/tVNHrbf8PXy9SF/OYkTSpJ5h7uVK9JP7t3FcwMiSEplFJNIvICMEVE3kJHRUpodDDViIgH7XcbSk3oDd1GtfuiVIs9M7BXjLxz0C5eFwLhN5BvwvJTIvIh2s0p+DJ9EdroeTE0W/SD7bsoxZaHfY80U/BT9NqPKhH5HO0y9qxSqjJaXSJwGPpmCdog+X7Ib1PY8ZAdQ4TZEXs0+wW0u40TfqrihNUVkRL0IverlVKpnCHZjl6Y35WEr2PZFud4b1JgJCXSR2Nlg/M+ORh4NUIaFeFYJPZFzxjGWkeR6DUCHSMtBX3hS3FOxD6XIh1Hyncg8A+0S8ml4T/jTAeDSa49gkSqeyr6RaxoSMmWmTQJtO3baDed87Ddb9GDJz70fbBdtiR5j0+wzw3Gue67u19Fwx/2N0g2O95VnaRJJcncw53qNRXP7l0CY5AYUsFT6OnKe9A3xg+ipIv2wtEh2kaSDKTjDfpSovuXJsKD6Gnf36HruRXtL3wTkUde5wB/FJED0S/5pwFPq/bRQFzA+2hf90hsDfseblihlKoQkffRo1jHodvjpyJyS9goayyOZMeo8kq06wEi0h9oVUptFJF8tHvN7yPIYKHXDqUEe1bmL8AvVYILUx3wJXCIiHgdum11pu9Gi9wS7XjQPSnZ6yTRPhpNlkT6ZFfTGXni6dkJHa41m1TouB32tfUiup1PVR0jK3V3m0Sqe1fLkI4yw3HUtkpHeHoOuFpEStEDTWcBr6uwxf2k4B7vVK5OkCnXevDFPdxzp4AdL/xO0qSSzt7Dg//H1WuKnt27BN1ukIgO4bl7Elm4gA1KqZtSJJIhed4B1qAX3N0VY6QzGFWid9gN+3tR0ocTawQ1lA3oBW6hRBqJF3TEEWy5stGzI/+NkDbIucBflVJT22UkcmeU9M+hHyQX22UV0HER4AqgRCn1Zoxy46KU2oR2e/mz7X71KvBLEbnP4Ut3aUi7fAPsYS/MO48dMzyHo0ejUr5+JAK/QRtv/wAd4UUptSJFec9FG2Dn4cxQTbbvJkKyZTnto7Gup0T65Cr0Ys1wJMKxSCwHhomIK8a9IyXXSASc3lPCSfQ+4IQ/A8OBCUqpSLMsTnWwiuTaIxaJ9ot9IxyPJFsqyuxsW4aTSNs+g47UeBa6vuVEDpSRiv6biFyrcK77TOhXoAfBQK99WRlyvBQto9M00UhV/3CK4zZPwbN7lyAda0j2V0r9MInPpehwrYYMwX6JuAY9EhDuWxlKcLr4B8EDtpvPNIdFBUcMY/qKKqWalFJvhn3WR0h6je3eFeQSoAS9ID8aAcKuGxEJRgOKJMt2tAvG+ehZmuWqY4jGZ9AvZOeFny8iHnv0LSp2muKwchvRU+lZOHBNso2x0HU/K9H1/DF6EWAwxOIYYJWKEFZXRFwi8g8Red3h54AY8vwY+G/QGLG5yEE9horInvHSoYMXrAZmishBEfLJEZFfhfgEJ9t3EyHZspz20VjXUyJ98mXgABE5PiRNFjpMsxOeRxtbl0UoKzjimNQ1EgNH95QIJHQfiIeI3IR+4bw+1O8/DKc6SLY9YpFIO7xqpw3txx50lKGuKLOzbRmO47ZVSn2Edq86z/7UEbZRsE0q+m8ifS4R3WdCv0LpkLsK7fYdzD8bHdzhTadpYpCq/uGUuHpNxbN7VyIdLlvvpSCPd1KQhyGFKKVepP26iEi8gX7R/ZOI7Iee4j4DyHdYTCV6lOMme21BI7AwymiiE4qBN0SkAh3G72p0FKnwaD2hvAhcLCJ1wGfAfuioXEuJfvOYg16DsRt6PUQ496MXIT4tevOo4MK5vdH6uYXYo/i9gLUi8k9gMTrU6Uhbrn8ppapjnBvkBHTdg6xCPwB3V0otDjl+DFFmR1LlsiUip6AXOr8hIj+3Dxeg9yaJh6Owv0qp7XY5rwEficjzaL370COL56CDDwRDGyfbdxMh2bKc9tFY11MiffIedOCGuSLyEDoc6Fk4X0t0H9qV8Y+i9yj4EMhFG79vohd4J3uNRCOiDhyc15n7QEREZBjwa7QhullEpoQleUPpKH1OdZBse8QikXaYYcvxki1HMPRs0Mh3OmLttMyYzwfRe738x0HQi0Tb9hngZrQr6z8jrFVMpA6pkisR3Xd3v3KH/Q3lL+iBwcft72ejn2fPJZgmEp291juLE73OJfln9y5Dt8+QKKXiRspxkMeMVMhi6F7siByT0RfeLeiX88VE3yQp/Pxv0EZDGXom5hn0C3JnuRgdY/xO9OjsXOA4FXu312noyBuno12xjkTHYo+1AO3fdjkWevFaO+zyxqH1cSB6H5A70S/Vf7PPj0UD+qVtP/SDcTbaF/Vu4hgIIrKviLyCHqW+S0R+acvkQ78M3mWnu1lEXkO/JB4hIk+JdudKKaIjxzyDnh34TcjnFmIvhk0Y29Aahn54H4h+4P4O/XL8MjBMKVVrp02q7yYoV7JlOeqjsa6nRPqk7W4wBm0ITgXuQI/wXeywvo12vvei98F5AB0+04O9j0QKrpFoZXf2ntKZ+0A0+qCfxfui7w/hn/1sWR3pINn2iEWC/WIjWpfvo92abrflCG5u6mhX7QTqHbUtRSS4r1GkmfJwEm3bv6Hbr4Ao+xqlqP86lisR3XdXvxKRY0Tk7+wwvF4TkWdFZP+QZPcB74vIH0XkdvTza0LYeionaTrQBe8PMXGo104/u3dFXJbV3W51BkN6kR27sMbd1T2FZX4FrFFK/SBuYoPBYNhFEZHT0W6sR0ZwX+2qMieh9344SCm1pDvKzETSoXuDwSlpj7JluyRMQk9T7Y12o/GhoymsQbtnvan0pnsGw06HiIxDj37+Kt2yGAwGQ3chInmq/f4ZWegR+23AJ90oyjh0KNUeY4xkkO4NBkekzSARkRPQ0/KN6Gn5vwGb0T50HnTUhL7AaLTfZDXw6zB/doMhYxGRQ9EuQTehF1DH83E1GAyGXYn/iMgiYAl6sPEs9CZ+18dxjU0pSqnruqusDCIjdG8wOCUdYX9zgFnARuAspdTmOKfMtc8bDEwXkQbg5hjhIQ2GTOEq9CZWS4Er1M6xe73BYDCkilfRASIuRg80LgMuV0r9Oa1S9QyM7g07Fd2+hkRE7gMeVUp1aoGqiByBXnicTLx3g8FgMBgMBoPBkAGkwyBxh+xpkLY8DAaDwWAwGAwGQ/pJR9jfDoaEvR9A+LHhieRhMBgMBoPBYDAYdj7SsVM7IlIuIofJjl2yz4yQbLCI3G1vYGMwGAwGg8FgMBh2QdJikACHAm8BNSLyJjBURI4L2bwIpdQ8dJjUnhgdw2AwGAwGg8Fg6BGkbWNEEckGDgGOAn6GjgLRC/gcvbvou8CXwDSl1JVpEdJgMBgMBoPBYDB0KemaIUEp1aKUWqCUmgnMV0qVAQcDjwF9gPuAj4CqdMloMBgMBoPBYDAYupa079Ru8zaAUuoL4AvgD+kVx2Aw7KrYG1aWKaVeTbcsmYjRj9GBE4yOEsPoy2CITdpmSEJRSv0l3TIYDJmAiGSHBHsIHvOmS55MQEQWishcERmZgrz2Bi7JhJeCWG0tIh4RuV9EcrtZpozQT7rqb5edETqwZcm4PmKXnRE6SkQHInKGiBzTHXJFKLtb9BXv+ZFKfYnIT+378m+Sk9pg0HTrDImInKCUej3JPE5VSs1NlUwGQ4ZxBPCciLwNVAP9gRIRmaCUakmvaGnjS6XUJeEHRWQ8cAUwGViPXncG4AIGA98A1ymlNoWc9jvgorB8pgJDgE3A/sCt8TZudXKOgzQx21pEHgXuB34SS5YYMqZEP07r29lzbEPzUeBMpdS3AEopf7L1t/NOWx9xel6k+ofQpX3ELj8TdLQn4LPr97BSalGUtL8EvlJKPQ3O+omI7AE8ALwGeESkArhIKVUXT7Yo+WXCdRVNXzH7Syr1pZS6D7hPRObEktdgcEp3z5BsEZHfiUifRE8UkV4i8iDQU1/KDD0DF2ABJwNnoNdQndqVxoiIFHRV3l2JUupfwBQgANyplJpify4AxqKDZrQNXojIBGBd6IuCiFwGnAtMVUrdCTwBzI81gujkHIf5xmxrpdRXwCYRmZgu/SRQFxI9R0ROtl9mpgLfRwc2CZU/qfqnSgedqb+T8+LV36ZL+4idRzp1NBVYrpS6Xil1M3A98AcR2S1C2gOBm4DsMPlj6kAptQ5tQFxgy3hBZ40RO790Xlfx9BX3+dHd+jIYnNKtMyRKqY9EpBp4UkTWAo8Di5RSvkjp7anHUcBZwD7o0YMvuk1ggyE93KSUmuM0sYgMQkeqG4ceOfOjA0LcppT6MCztHcDtwEHoEbLTgb6AK+S3A4Fr0A+0LODv9ncPcC/6eswD/glcqZSqD8m/ALgNvbdQf6ABWA7cp5R6PiTdUKBBKbXaaT2jcBiQA/w79KBSyiciXwChD92L0CPRodwCzAjZbPV1u27nAnOilOnkHKf5xmvrh9H6fy1Gmlgkqx/oIh3Zod3nicixwCVR8km2/pCePhL3PIf1h67vI5A+HV0KHBdS3neitwI4Gl0noO1d4FJgQ5R8ourAHvG/H/grUA88JSIXJ/mSna7ryom+nDw/ultfBkNc0rFT+0ql1ETgeeAq4CsRWSQiL4vI0/bnVRFZCKwApgGvKqVOM8aIwRCR0eiRuQpgOvBbYC/g3yIyLMo5T6ON/DvRRkgofwX6oQ2LV4DLgZnAC8Du9vG56FHC8HN/b8swD23E/BpYBhwelu5Lu5xkGQNUKaVWhh4Ukd5onTwVcvgoYFFImiFoF4u2+4pSygKWAsdHKszJOZ3JNxpKqWqgSUQOSOS8EDqtHztdl+jIKSmoP3RzH0nmvM6ws+rIxgf8TkTyQo7tB/wvLN1V6Jf6ABGIpQOl1Dql1Lnol+tqpdQZKXi57vbrysapvmKSBn0ZDHFJW5Qte9rzXwAisg96NLUv2kiqBtYrpb5Ml3wGQxo5WET2AprRMxl3K6UWx0j/ilLqhdADtp/wMrRB/6MI56wFJtoPwXCU/UAC+L19fV4DPKuUOt8+/oiI7Av8ELgh5NxTgMeUUv8Xu4opYwxho5S27p5CG1DX2Mf2RT9cm0KS7m3/3R6WZy36ZSESTs5JJF8nbf0BMAn9spIoyegHuk5HiZBM/aH7+0gy50Wiq/sIpEdHADPs/A+2XZhGAy8rpdrqYd9/PEopJSKx8oqpA6XUP+LIkgjpuK7Agb5w/vzoTn0ZDHHJiLC/SqkV6NkQg6Gn4wealFK3A4jIaOBNERmqlNoc6QSlVGPwf3vkLB/tS/wR2uUxEg9HMUagY9jtBWgf98ciHReRIqVU8MG6DThURAaqjgt0Q2V2RfvNKaI3Vz0c2CwiP7cPl6IfsncqpZ4LSd4f2BiWRW/7b33Y8Tog2puPk3Oc5uu0rT9D+3MnRAr0k0hdkj0nFp2qP6StjyRzXjhd2kfsPNOlI5RSFSJyCdp9+120C1FwMAQRcaFnR250UJVO6yAR0nhdxdUXiT0/ukVfBoNTMsIgMRgMGqXUe8B7Id8X2aOCVwJ3RTpHRHLQrlMXAgPDfv4mSlFfxxAjfF3HtjjHe7NjpO+nwJNAlYh8DryBnlmpjFFeZzkEbXz9LHQtij079ImI5IX4UvcFasLO94f9DZJN9Hujk3Mc5ZtAW29mx4hqIiSrH8d1ScE5sehs/SE9fSSZ89rRDX0E0qej4HqFiWg3pSuAc4BFInKk7VZ0KfCEUqrVQT2S0UEipOu6iquvBJ8f3aUvg8ERGbEPSTREZFnQV1JEzhGRaKO9BsOuTD16EWU0HgR+jl7XcS4wAf3A+jfRr/HGKMeh40My3vG22Q6lVAV6/cqP0OtEfoh+YN4co7zOMgb4NnxhvO3X/S5wR8jhSHr4LspvBewwtjpzTmfyDRKprbcAxXHOi0Sy+oGu01EidLb+kJ4+ksx5TkhlH4E06cie/fgbOljNv2030YnoevxaRAYApUqpzx3WIxkdJEJarqt4+oohb7TnR3fpy2BwREYbJMAdSqlGESlF+8MnvTGawZCpiA5tXSUi14f91IvY4a7PBf6qlJqqlHpOKfUvpdSb6Igt3Y5SapNS6s9KqfOAAcB/gF9K6jd4HAO8H+W3PPTDPUg1O9wkggQXpPYLO15KdBdSJ+fETZNgW3vQi1kTJVn9QNfpKBE6W39ITx9J5rw2uqmPQPp0dACw1XbZBkDpfcrORkeNmgiMFJE5wQ+wB3C5/T38fpKMDhIhXddVTH114vnRXfoyGByRcQaJ6NjshfbXxSLyPfRCsZ8ROU67wbCrEAC86NjxANjGeG/g7TjntbuWReRoYs+qpBzRuwC3G3Gz17cotBtCr5C0Q0VkzyTKcqOj13R4MbDvGceiI/kFWQ+Uhcm2ypZtaMi52cAw4M1I5To5x2G+ibR1KTtGVB2RCv0kUJekz4lDwvW3y0xLH0nmvDC6tI/Y+aVNR+j65Uc4/gWwRin1mFLqAqXUJcEP2qXpT/b35rDzOqWDREjndUUcfZH486PL9WUwJEJaDBJ76jEatwFviMi/gVPRvo+zlN54KHyxrcGwy6D0fh5PA6HrLc5HP3DCF5SH8iIwRfSmoz8SkfvR4Xo7G3Gns/QC1onIUyLyMxG5TEQeRocN/pftEx4k2bC/I4Eiwl4MRGQgOvzxQrQbW2h55fZDP5S/0H4PiLPRrgxtC1NF5Mf2yOPuTs+JlybBtu6LfuEIredPRGStHU0nEqnST9y62Pl2RkdB3GF/w+lM/SG9fcTReTYR698NfQTSqCOl1P8AS0TOC0njAq5Dhy5vh+i9SCD6wGQHHSRCN+sL4ugsUX114vmRlL4MhlSTrkXtTSLyEfBfoEYpFer/eLlSarFt2f8Avdnb3SJyDXo/EmOUGHZlbkW7NxWhp9OzgGMihI0MZRrQhN7k8FJgCXpjwvPRI3bdRQN6w63j0BFnvOiF8HcD96SiABEZjH5ZGWEf+rWINNj/FwDl6Ag0vwtdCKuUskTkQ3TUsf+GZHkfUCwif0SHQj4ImKBCNntEvyjmsmOtjJNznKRx2tajgXfCjrnRG7Odht7ErKv002U6EpFj0OFRD7UPvSYin6IjFYXuq+C4/l2kg87UP+55Duuf8j6SYTo6E7hDRI5Dr3XIA55TSrUb0ReRa9H7HgH8SvQu4+epkB3Io+ggEbpTXxBfZ53RVyLPj2T1ZTCkFJdlRYv82XWIyHJgP4eRM4Ln7Al8X4Xtt2AwGHZtRGSO7a6RbD4/AE5USoX7WGc0IvIOcFH4IlrbPe5SpdQDKSonI/XTXfW388xIHcTD6Ci6DhLMw+gr8XxScn82GNK1huSTRIwRAKXUamOMGAyGzqKU+jewr4Stc8lkbPeRzVFeGsYQEuIzWTJRP91Zf8hMHcTD6CiuDhLB6MtgSBPpMkjCF6MZDAZDd3AL8Kt0C5EA04kQ0lP03jOHqdTv75Jp+unu+kPm6SAeRkdRdJAIRl8GQ3pJl0EyWkSOE5FIESPaISKDukMgg8Gw66OUWoIOmnF6umWJh4gcCTQqpT6N8PMg9P4zKSWT9JOO+kNm6SAeRkdxdZAIRl8GQxpJ1xqSAGABreiIEP+xP+8rperC0j6plLqw24U0GAwZgYh8AmwCftFFo5cZhx1R6FbgV0qpaBtS7rL09Po7wejI6CBRUqkvEfk5OmjKYqXUjSkQz9DDSZdBMhe4F92ZxwCHoyNV+IHP0MbJO+jQek8opSZ3u5AGg8FgMBgMBoOhy0lX2N9apdT72LG8bat9FNpAORq4DB1bO0D7kHe7FJWVla1ot7nt6ZbFYDAYDAaDwWDoBEVAYNSoUZ22K9JlkPQJ/WJPHX5kf+6xN/s5CL0Pya3dL1634QZcHo8nLdE3/H49Y+vxRNtnyrArYtq952HavGdi2r1nYtq9Z5LOdrfLTmpderoMkjEisrtSan2kH5VSFtp16zMROap7RetWtns8nuIRI0bET9kFKKUAEJG0lG+bAOe+AAAgAElEQVRID6bdex6mzXsmpt17JqbdeybpbPfPPvsMv9+flLdPugyS+4A5IvIsepfRhhhpG7tJprQTCATYsGEDLS0t8ROngKYmvXlrVVVVt5RnyAx6Qru73W5KSkro1atXukUxGAwGg8EQh7SE/VVK3aaUmgB8ClwZJ/kN3SBSRrB161ZqamoIBALdUl6vXr3MC1sPpCe0e1NTE2vWrKG2tjbdohgMBoPBYIhDt8+QiMhBSqnFAEqpz9CuWVFRSq2NkMfIXTGGdn19PV6vl7322ivi7/76OuoWLcRfsw1PcQmFow/FU1DY6fKCI+W5ubmdzsOw89ET2j0QCPD111+zbdu2Xd74MhgMBoNhZycdLlu3A8luDnQXcGIKZMkoLMuKuBjJsiy2/PN5tr32MrjdWM3NuLxeqp+eQ8nEkyg97Wxcrl02GJnBkDBut5ucnJxum200GAwGg8HQedJhkOwhIn9Bh/PtzCYoLqBfakXKbLb883m2vf4KVsjaEqu5GYBtr78CQNnp56RFNoPBYDAYDAaDIRm63SBRSh3W3WXuzPjr69j22svtjJFQLJ+Pba+9TMmEk/AUFETNx+fzMWPGDCzLoqWlhZNOOomDDjooKdmmTp3KQw891OH4z3/+c2699VYKYsizZs0ann76aW68sfMbvFZUVNC7d2/Gjh3bdiwQCOB2t18aNXv2bCZMmEBlZSVHHnkke+65p6P8Y8loWZbjWalIMkWS3WAwGAwGg6Enkq4oW4Y4rLt/Bg2fO1smY7W08M3VlwGQf+BI9riu4wv03//+d8aMGcMxxxwDaAPlF7/4BTfddBMul4vbb7+da665hptuuonhw4fT3NxM3759Wbx4Mddffz2LFy9ue4GePn06s2bNasv7qaeeYvXq1Xg8Hq655hq+/PJL/vCHP3DSSSfx8ccfs2rVKmpra5k2bRqffPIJH374Ifn5+R3c02bMmIHf72ePPfZgypQpzJo1C5/PRyAQ4Oabb2bKlCmMHz+eL774ghtuuIHKysq29RDz58+nf//+DBkyhKamJr788kvq6+u57bbb2vKvrq6mqamJZ599lvXr1/P666/zpz/9iffee8+xjJMmTWLy5Mkcf/zxvPDCC+3ke+CBB7Asi2+++YYzzzyTL774gpqaGvbbbz9222033nnnHZqbmxk/fnw72Y1RYjAYDAaDoSeTlihbhu5n+fLlDB8+vO17Tk5OxHSDBw/mhhtuYMOGDUyZMoUf/ehHvPfeezHz9vv95OXl8emnn9LU1MR+++3Hj3/8Y/r378+LL77YFtVp6dKlvPLKK/z6179m0qRJ7fJYsWIFOTk53HzzzVxyySV88MEHrF27lqKiIhoaGti4cSMFBQVceumlTJo0iUWLFjFq1ChOOumkthf6s88+mwkTJgCQlZXFxo0b+fLLLzvIe+6557L//vtz3nnnUVpa6lhGgPLycq644gpWr17dTr4NGzZQXV3N9ddfz8iRI9vST5w4kTPOOIMnn3ySoqIi+vbty+eff95BdoPBYDAYDIaeSkbOkIjInsAEoD/gB9YD7yilVqRVsG4kOMtR885bVD/z17Y1I5Fweb30Oe8iio8dFzXNvvvuy9KlSzn66KMBPUOSnZ1Na2srDQ07toEpLNRRu3JycigsLCQ7Oxufz0dOTk7bLqCNjTu2htm6dSvLli3jN7/5DTfddBONjY1trkyWZdGvXz+uvfbatvTz5s1ryz+UcBcoy7I4+OCDueiii9qO5efnA9rY8Pl8HdyggrK/9tprPProozz88MPtZA2ybNkyFixYwB133EFdXZ1jGYG2iE3h8tXW1rbJH1qPYPpAIMBVV11FVpa+5ObOndshb4PBYDAYDIaeSMYZJCJyCXA+8D+gFvACI4HLRWSOUurRNIrX7RSOPpTqp+fEThQIUDg69tKcs846i9/+9re8/fbb+P1+Jk2axLhx4/jd735H//7948oxevRoZs6cyZo1a9i+fcdmnEVFRTQ1NfHnP/+Zb775BoCRI0cyc+ZMzj33XIYPH86vfvUrLMvijDPOYPz48Tz44IP4fL52+e+77740NzczY8YM+vfvz7nnnsvtt9/OjBkzqK2t5dZbb+0g09ChQ3nkkUfaDKUg5eXlPPbYY3z++eeMHj26w3m33HILo0ePZtasWUyZMsWxjKEcddRRHeQrKyvj3nvvZcWKFQwbNqxd+gsvvJBbbrmF4uJihg0b1k724447Lq7+DQaDwWAwGHZVXJbVmUBXXYeI/Fgp9Ycov01VSnVcRb2TUllZuc3j8RSPGDEC2LFz9qBBg9ql21zxnI6yFeEF2ZXjpeSEEzsVZasn7EfRnfzrX/9iyZIlbNmyhdtvvz2qW1y66SntHu166okopQAQkTRLYuhOTLv3TEy790zS2e6fffYZfr+/ZtSoUSWdzSPjZkiAjhtx7KC126TIIEpPOxtgxz4kPh+unBwIBCg54cS23w3pZfz48YwfPz7dYhgMBoPBYDDsVGSiQbJdRD4ElqJdtlqBXsBBwJPpFCxduFwuyk4/h5IJk6j+/J9sKX6b0pqx9Dnw9Jihfg0Gg8FgMBgMsfHX11G3aCH+mm14iksoHH0onoLCdIvVo8g4g0Qp9ZSIvAWMQS9qdwOfALcqparTKlyaaXRVUV3+Bpblo7r8DQpcB1PIAekWy2AwGAwGg2Gnw7Isvfl00AOluRmX10v103MomXgSpaed7XjPMUNyZJxBYpMNFNkfP1AIlAA91iCpa1hK1foZWJZeR2JZPqrWz2DQ7jdSmG+MEoPBYDAYDIZE2PLP5/Ua3ZDNp4NRTbe9/gpAp9bopgIrECDQ0EDr1i00rfgK//YaWjZuoKV6E1ZLK2Dh376dgC2vOxDAOvwo2EnXDmWcQWKibHUk3BgJYowSg8FgMBgMhsTx19ex7bWX2xkjoVg+H9tee5mSCSd1yj0+0NhIy3ebdFnbt9G8ejXNq74m0NSMv3Y7lt8PgQBWwI/V1ESguQnLH4CA/lj+Vkgg8JQLsLbXJCxnppBxBgngVUpFXBksIlO7W5h0E80YCZKoUVJVVUW/fv3aRVj69ttvyc3NpW/fvm3HKioq2nZmj0YgEOiwF0gsKioqmD9/PiUlJeyzzz786Ec/ipimd+/ebN26NW75oaxevZq7776byZMnM3HiRL7++mueeOIJtm3bxmGHHcb555+fkJyJlB1+zltvvUVxcTGHHHJIl5SZqN6D3HXXXVx33XW89NJLlJSUtG0i2VnC5eiM3mIxdepUHnoodlC9qVOncsUVV7BkyRLOO++8lJRrMBgMOzWNjbjUUrYs+6LHr4ewAgGs5ias4Eu+/de3YT21Cz8kXqRZq7WV1bf8DPx+fa4VAAvbULD0+ZZlH9O/WdjHwrYk6Ayu3DzcXi8uj4eCkaPIKutDzh4D8BQV6QRuN1mlZbhcLlZ8/TXk5SddZrrIRIPERNkCVq2bQV3Dp47SWpaPVet+BUBh/kgG73FjxHQtLS2sXLmyQxjUgQMH8p///Idjjjmm7VhlZWVbeNghQ4bw+OOPY1kWAwcOpKioiA8//JBhw4ZRVFTEwoUL8Xq9lJeX09LSwvLly3nggQdYu3Yt8+fP58orr2zL99xzz2Xs2LFce+217V5gp0+fzqxZszrIPG/ePD766CMKCgq47rrr2kLpVlVVMXv2bLxeL2PHjqWyshK/30+/fv0A2HvvvbnzzjsJBALccMMN7QyS8DxffvnldnIcffTRvPzyyyxcuJDS0lKuuOKKDuVt376dhQsXsvfee+PxeFi5cmWbvmpqanC73VRUVETVTVVVFfPmzaO6upqzzjqrQ72XL1/e7veRI0dSUVERV+/jx4+nsrKyg762bt0KQF5eXlsZ4XVauHAhU6dOZcaMGYwePRqv10tWVhb77bdf1Pa/5JJL2skdqrcJEyZ00Fl4e1dUVLBo0SIGDBiA2+1m/PjxzJ49m8GDB1NfXw/A2rVr25V/9NFHt0szbNgw5syZYwwSg8HQowmuh3C/Og9cLra0tOxS6yECPh9YAVqrq/FtWEfr5mosXwuBFh/+2u34a2oINDZg+Xz462qxWlrw19RgtUaeAXGEZeHfuqXTp2f1Lcedm4vL7SGrtAx3fj55+w8ju7wfruwcXB43LrcHPB48hYXg9uByu8HtxuV248pK4DV9JzZGIDMNEhNlq4tYvHgxIsK3337LkiVLqKys5NprryU3N7ft5S/IqFGj2l4eZ86cidfrJTc3l6+++opDDjmEMWPGcMopp1BRUcFRRx3FySefzMUXX8wTTzzBo48+yooVK9h///3bGSMAzz//PG+99RannnoqNTXxpxZXr16NiDBu3Lh2+3o8++yzTJs2jYEDBzJ16lQuuOAC+vfvz8EHH9yW5q233uKZZ55h8uTJjvIM5aijjuK0005j6tSpBAKBDuUde+yxHHHEEUyePJnp06dz5JFHUlZWxtixY6moqGiXTyTd5Ofn09zcTJ8+fXjxxRc58MAD25WfnZ3d7veRI0cCxNX72rVrI9bts88+Y5999mlXRnidTjzxRD7++GMKCwtZtmwZLS0tXHPNNTz22GNR2z+W3jZv3txBZ5E4+uijOfHEE7nuuuuoqanhpz/9Kbvvvjs//OEPAfjb3/7WrvwNGzZ0SOP1eqmurqZPnz4RyzAYDIZdneB6CFfrjrHbrl4PEWhswF9Xh+X3Y7X4aN28Gau1Vc9GWAE9UxAIYFmW7ZbUrF2RAgECtpsSYbMXAV8zgaYmPSvh99O6dYs2LHzNnZbTnZff9pKP262NhOxsfOvW6vKj4MrOpvj4Eyga8wPttuVyAS7tH+Vy66+4wB08rg0+l9sNLhcuT6wxdkMoGWeQmChbmsF73BjXXSsUlysnrtvW+vXrGTFiBPfeey833HADSimys7MBOuxKHuqKEwgEmDx5MkOHDgW0a06vXr3afi8s1FPBpaWlgH6ZjrbL+dlnn93m0vPyyy+37bLe2NgYMf3VV1/NsmXLuOeee5g2bRqDBw8G9EhQcKQn2ojPuHHjGDduHFdccQUnn3xy1DxzcnLiyhGpvOA5ra2tZEUZxYimm3/84x9cdtllWJbF7NmzO5z35JNPRvw9nt4PO+wwcnNzO+irrq6u3bmR6vT973+f2267jSOPPJKqqiq2bdtGSUlJzPafO3cuS5cu5fLLL4+rs2h6Ds7aBKfOc3Jy8Hg8bToNL/+3v/1thzRFRUXU1dUZg8RgMPRIEl0PoV2ZmrFaW7Rh0FBPoKWFQF0t/vp6Wqu/o7VmG62bq/HXboeAZRsM2kgI1NcTaGqMuGFzV+LK8eLOzSVn4J5kl/fDnZePKysLT0EBnuISPIW9cGVn4y4o1K5O2dl4iksivif46+tY9X9X6XrFoPekU80WC91AxhkkAEqp9cBz6ZYj3RTmH8Cg3W+Ma5Q4MUZgx0vbnnvuyZIlS7Asi1WrVnHAAQd0eKEeOnQojzzyCH6/nylTpnD//fdTXl5OQUEBe+yxhyP5V65cyeuvv85PfvKTiL+PHj2amTNnsmbNGrZv3x4xzXPPPceqVatwu92UlOzYAPScc87hwQcfJC8vj5NOOqnDeQsXLuSNN97A5/O1c0WLlGckOd5//32WLVvGsGHDcLvdHcqrra3lgw8+QCnF8OHD2+nLCYceeiiPPfYYZWVlnfo9Gu+//z719fUd9DVo0CAWLlzYLm14nUpLS6mqqmL69Ok0NzcTsG/Ssdr/1FNP5dRTT21XflBvxx9/fLv8DzzwwLjtfdZZZ/HII48wcODAtmPh5UdKs2nTJsf90mAw7Dz01P0hAj4fVksLlr+VQEM9VrMPK+AHf4BAU2Ob+1Jw9qHhiyVxF0BbLS2smv4Te4Pl5pgzA45xufAUFeP2esHjwZ2bR1ZJb/DYsxEue6bA7dZuSQUF4Mlqc0dyFxS2c1HSfz24CwtwZWXhcntwZWWTVVaGp1dRYi5McfAUFFIy8SQdZSuCYeXK8VJywonGGOkmXPEW9GQSInLlrhRlq7KycpvH4ykeMWIEoH36gQ5rPGLNlDg1RkCPki9ZsoTDDz8coG3NQ25uLm+//XbKFiP3BFK9gLursSyL22+/nTvvvLNdu+8K1NfXM2PGDO688852x6NdTz0RpRQAspOGgzR0jp253aPtD0Eg0G3rIazWVqwWH5ZfRzwK1Ne3uRtZQVekQIBA7Xaa13yLv6bGXuBs2e5K2AudQxc/W1itrbR8t4nW6u90uoDVLk8CgeTWPTjElaNnEFzZ2Xh62TMLefm4srLxFBaSXd6PrLI+ZJWW4s7Nx+XRBoN2ecrDnZePOycnpUZCd9Ohn/l8uHJyurWfpYp0Xu+fffYZfr+/ZtSoUSXxU0cm43qRiFwPRFqZ4wLGA7uMQeKUaDMliRgjoF18cnNzaWxsbLe4efXq1Rx55JEpl3tX5vTTT0+3CAnhcrk45ZRTaGxs3Glurk7ZtGlTRJcxg8Gw89JV+0MEmptpWvEVrZurCTQ14q+txfL5aNm0gZaNG7H8rXo9RGsr/pptCYVdTSlut551yMrCnePFnZ+Py5OlZxCysnDnF+xYp+B20/LdJppXr4q9HiInh9LTz6FozFidR5Q1lD0Jl8tF2ennUDJhUthM3GFmZqSbyTiDBHgH+DkwL8JvnQ91sJMTbpQkaowECS6ODmXPPfdMlZiGDCYYhjg4Q7KrsNdee6VbBIPBkEKcrIfY+spLuPMLtKtNmNHg315D06pvaN1cvSNca3C/h+bEFka77AhJLo8HV26uNhJcQfcil/4/O5uc3XYnq6yPXjztcumBH9eOxc5t310uHaq1uJisvv3w5OXb+bh2uDjZRocrgfDujtZDWBZFRx+LJ3/njsbUFXgKCik+dly6xejRZJxBopT6WEReVko9Ef6biHT9HGYGEzRK1m56hP7lV5nNEA0Gg8GQ0QQaGwg0NuJvbKD1u00Empqo/fB9Ak0NbS5NVkDv6RDcz8G/vUZHaoqF38/mZ5/qlEzZ/XYjZ+CeeIqK8fQqwu3NxVNURHbfcr0A2uMBtxtPQSHuncS11ayHMOzsZJxBAqCUmhPl+N+6WZSMozD/AGTww+kWw2AwGAw9nIDPR6ChQa+vqKvFt3YtzWtW41tdhW/jelq3bE7J5nDR8A7ai7z9h3Vcw+BykbPbHuTusw8ub267xdKu7Oydes1DLEpPOxuALfY+JK7W1h3rIU44se13gyETSdtVKSKjlVKL0lW+wWAwGAzdTSZEjbIsSy+otqM4WS2tBBrqsPx2WNdAAPwB/A31+OtqCdTWtnN78m/fTtNyhX97/L2kyMpqC8Xq6VVEVmkpnl5F5O4zhOy+5W1uTKEuTXWffEzN69FdtgBcXi9FY48zbjYhBNdDVH9PcKmllOXmmvUQhp2GdA4T3IVepG4wGAwGwy5NtKhRqdxF219XR/O3VdrY8LfiWr8eamvZtOBdWr7bBIFAW3SnVOEpKsaV5QFPFlmlZWT3Lce75yC8g/bCO2gvXF5vwvXKLu9Hzesvx04UCFA4+rAkJN+FycvDGnEIpTthdDVDzyWdBkmHO5SIHKaU+m/Ysd3tfUl6LDd9ezsbW76jxFNMWVYpu2X3o192X0qzSimzP72zSvC4zI6gBoPBkIkkGzXKsiwCDfW0bt1Ky8b1BOrqaFzxFb51a/Fv24rl8+kN7EIILomOtOuPKzeXrJJSXFl6wbY7vwBXdrZepO3xgNuFO8eLp6hox/4PttsTbjdZffqSf8DwhBZeO8WshzAYeh7pNEgixdK7k46zJk9EONaj6JNVxjfNVTQEGljXsp4ljUvx4CHblY0bFy20sFv2bszc89fpFtVgMBgMYTiNGuXy5mI1NdFa/R0BXzNWqx+ruYmW7zbhr6mJvzeFy0VO/4HkDBiA25vLtpoa8Hjou8++ZPcpx52fD2433kF7ZXykpeB6h4j7Q5j1EAbDLkemreyKNK+7a22a0AlOLJnAkoalNFk7whX68eO39GLBHFc2I/KHO8qrqqqKrKwsnnrqKaZNm8aaNWsoLi6mb9++bWmcbPoXCARwJzAyVlFRwVNPPcULL7zAN998w6uvvsq1117r+PxEyunduzdbt25NaOPC1atXc/fddzN58mQmTpwIwJtvvsk777xDXV0dZ555JkcddVTCcowdO5a33nqL4uLitrC7iZ4fi0TbwWAwdA2B5iZq3phPy6YNBHw+WtavxV9fj+X3E2hsjLkeAgC/ny1/fyZmEpfXS1ZxCdm77Y4rOwdPcTH5+w0jp/8A3Pn5uL25uEP2mNpqb5TWeyd03TH7QxgMPYtMM0gizZrsPFvJdxFDc4eQ786nyR85frrHlcXppafEzaelpYWVK1ey9957t+3kOWDAABYuXMgxxxzTlq6ysrJtr4ohQ4bw+OOPY1kWAwcOpKioiA8//JBhw4ZRVFTEwoUL8Xq9lJeX09LSwvLly3nggQdYu3Yt8+fP58orr2zLd8iQIbz00ksMH77DeKqqqmL27Nl4vV7Gjh3L9u3bWbRoEQMGDMDtdnPVVVe1pa2oqGDhwoXsvffeeDweevfu3fbSPn36dGbNmtWhzvPmzeOjjz6ioKCA6667jhx7I6jwcisrK/H7/fTr16/t3OOOO47jjjuOmpoaZsyY0WaQRJI5VK7LLrusnQ5rampwu91t8ofra+rUqbz66qtUV1dz1llnRdwrZvny5cybN68tzTfffOOoHebPnx+x/gaDIXGs1lZat1TTtPJr6hYtpGXDOgJNTTs20UsS7/f2If+A4WT16Ysnv6BtbUZ2n75klZZ1aj3Gzo7ZH8Jg6Bmk0yA5QETuBt4A3ldK9eg9RsKZse5+Pm343FHaxkAjl67UL+4j8w/kxj2ui5hu8eLFiAgLFiyguLiYp59+mgsuuID6+vp26UaNGtX2oj9z5ky8Xi+5ubl89dVXHHLIIYwZM4ZTTjmFiooKjjrqKE4++WQuvvhinnjiCR599FFWrFjB/vvv384YAZgwYQJz585tM4YAnn32WaZNm8bAgQOZOnUqxx57LEcffTQnnngi113XsR5HHHEEkydPZvr06Y52l1+9ejUiwrhx49q9jIeXe8EFF9C/f38OPvjgDnk88sgjXHDBBTFlDpUrEAi002FFRUXbuZH05fP5aG5upk+fPrz44osRDZLs7Ox2aQ488EBH7RCt/gZDT2dH1KgAvjWr8dfV6l27W3xYrX5aq7/TC8S/20TA58NfVwtx9sbILu9Hr6OOJausDE9BIdnl/XB5vdR9tIAt//x7xPUQQVxeL0VjxpqXb4PB0CNJp0GyFJgFTAAeFpEcYHcROVAp5exN3JAQ69evZ8SIEWzcuJEzzjiDO+64AwBf2EMy1AUoEAgwefJkhg4dCuhZil69erX9Xliow1WWlpYC+sU5PL9QLrzwQv7617+yxx57AHqhZnDEL/g3z3Y5sCyLuXPnsnTpUi6//HIA/HZM+9bWVnJyctq+NzY2Rizv6quvZtmyZdxzzz1MmzaNwYMHRy03HMuyuPfeexkzZgwHHHBAu+Ph54bKBUR1o4qkr1mzZnHXXXdhWRazZ8+OeN6TTz7JZZdd1i6Nk3aIVn+DIZVkQijbQGMDvvXraNm4gZZNG7ECAazmJvy1tfjr62n9biMt332n12HE2s06Du5evcguLSNn4CAKDhyJd/BeuLKzcefmtXOXCqVozFi2VDwfpwImapTBYOi5pNMgKQJuAuYDU5VSzSIyEjhRRH4O1ABvAz3SWTTSLMd96x/i4/pPsWwvNq/Ly7TdruLgghGO8iwqKqKuro4hQ4bw7rvvctxxxwGQFbZJ1NChQ3nkkUfw+/1MmTKF+++/n/LycgoKCtoMiXisXLmS119/nZ/85Cftjh9yyCE8/vjjbfmcc845PPjgg+Tl5XHSSSdRW1vbLv2pp57Kqaee2vb9gw8+QCnF8OHDOfTQQ5k5cyZr1qxh+/ZIcWTgueeeY9WqVbjdbkpKStqOh5cbiSeffJIFCxZQW1tLVVUV5513XlSZQ+Vyu93tdBiPQw89lMcee4yysrKk0iRSf4MhFXRFKFu9N4a/3b4XrVs2E6irw19Xi9XcrNdobFjXZoAEGuoJRBmUiIm9YZ6nsBc5/QfYO3PngceNKyuLnP4D8A7+HllFxToKVVZWpzbVM1GjDAaDITYuy0rfEg0RGYSOoHU04AE+AuYrpZaJSCEwFrhPKTUkbUJ2IZWVlds8Hk/xiBHaoKiqqgJg0KBBEdN/2aj47br7abaaceFib+9e/GrArY4f+HV1dSxZsoTDDz8coG2Nw4IFCxwv/k4nThd6dzeZKlc0gu2em5ubZkm6lnjXU09C2YubJcWLmzdXPBfjJTuHkhMmUXrKGbTWbCPQ0ECgoV5vxNesXaB8a9fQtHKFNjKaGvHX1hJoqI9QkgM8HnJ27092eT+y+vTBnaejSLlz8/AUFZHVuzc5/QfqmRu3u0vC1caig/EWGjUqRfuQhNNV7W7IbEy790zS2e6fffYZfr+/ZtSoUZ0e+UzronalVBXwGPCYiLiAQ4AzRGQIO2ZINna3XCKSBXwCDAcuVEo9FfLbSLSr2feBWuBvwM1KqU4MzyXG0NwhFLjzafY3k+3K5rLyixN6gBUWFpKbm0tjY2ObW9S3337raC1GJnD66aenW4SIZKpcBkNX4iiU7Uv/ZOtL/0wsY7cbV1a2/uvRMxjuHK9e6F1YuGOmIicHb/+B5Ow5iOy+5bi9uZ2aveguTNQog8FgiE7G3L2VUhawyP4gIgXAsUBlGsSZBvQNPygiewL/Rss4GegP3AeUAxeEp081LpeLE0sm8PTm5zg4/yD28iY+8hu+YHrgwIFmsbPBYGiH1dqKb/06fOvXYjU3Y/l8tG6voWXdWn3M56N169b4oWxt3AUFeHrt2GDP5cnC06sXrrw8svuWkzd0f+tQK4QAACAASURBVFzZOWQVF+MuKOz22YvuxESNMhgMho5kjEESjlKqHnjF/nQbIjIAuB24Br0pYyg/A3zAabZ8iIgPeFpEfqOU+qKr5Tum6Cg+qf+MC/ue19VFGQyGXQB/fR1s/g4CAZrzcrECAfzba2jduqVtsz3/tm0EGhvaXKt8G9bFjSjllJKJJ9PnnC4frzEYDAbDTkzGGiQAIrIMGKmUahSRc4AVSqmunjF5AHgJeDfCbycBLwWNEZt/AH8BTga63CDp5SnktgE/7+piDAZDhmIFAlg+Hy0bN9C6bWtb6FoCfix/AH/ddlo2bsC35lt8G9bj37oFj33utwmU4+lVpHf0Li7GlZ2t3aUKi/AOGkxW797UV37Mlhf/geWLvD8S6FC22f12S6q+BoPBYNj1yWiDBLjDNkZKgWXAaLrQhUtETkAvshfAG/ZbPjAIHa64DTs62NfA/l0ll8Fg6H66OpStZVk0fbUMf10d/trtBBob8dfWYDU107q9xnaL2kygvg7LvyPiVKCxMeGwtVZhL8jNxZubZ6/L8OjN9vr0xeXx4MrxklVWRlZJb9z5+WT36YunV1HMPD3H/oAtc/8eu2ATytZgMBgMDsg4g0RETgbeVkrVAYtF5HvAw8AW4L0uLDfXLueXSqn1IjI4LEkJ4AIibce7FSjtTLl+v78tMkJTUxO9evVqi4LU1QTsl5ruKs+QGfSUdvf7/dTW1iZeT8vC9e6/cX30Ibhc0NIC2dlseupxrO8fgTXmB/q4E5qaoK4WGhtwVW/CpZZBQz00NeJKYmdvKysbcnOhdynkeO3wtS4sl1sfzy+A0jKsPuVQ0psGO5piID8/fua+Vli3HlgfN6lr9OG4PlqAq7XjWhIrO5vA6MNZsWZNotUzpIiGhgZgR/QdQ8/AtHvPJJ3t7mSLg3hknEEC3AbcLCKN6F3cewOzlFJvdHG5N6PXhzzUxeUYDIYMRhsjC3CFrqEILt7+aAEA1jH2omTLgsYG2LoF14qvoMUHrX5tgGzbimvDurjlWQP2xCrpDfn54M2FvDzw5mLl5kFWFhSX6L/2nhlkZUF2goEo7AdVqrHG/ED/E2a8YVlYow/f8bvBYDAYDDHIRIPkcqXUYttN6wfAOOBuEbkGeFUp9YdUF2jvh3IDOlJWgR3DOeivkC8ixeyYGYkUY7k38E1nyvZ4PG0xo4P7JsTaH+LtLTU8s3EL5/UrZWxpcWeKbKOn7EdhaE9PaXePx0NJSUlC+5D46+tYtWiB3s07Aq7WFlwL3sO7aQNWUxMt1d9hNcWO+O0u7EVW795klZbhHfw98obujzsvn6zSUjx2CNuupkvj0w8div+Ci0wo2wzE7EfRMzHt3jPJgH1Iksoj4wwSpdRi++8W4AX7Ewy5+/0uKnYv9JqRFyL89gfg90qpLBGpImytiIh4gb2Bp7tINgCaAgEeXbORT2sbaLYs5qyvZnFdA1cO6EfuLhwi02BINVYgQGv1dzSv+obW7TX4a7fTsn6dji61fi1WvOhSlkXziq/aHfL0LsW752Dyhu6HKztbGxy9e5Pdb3eyy/p0YW0yAxPK1mAwGAzJkHEGCYCIHIneg+QDpdQ7AEqp1cDqLiryM/Su8KHsBjwD3A38yz72MnCmiPyfUiroA3Ea2piZ10Wy8W1TMzOq1lPT6qfF9gVvtiwqaxu4fvlqbhy0OwNzvXFy0VRVVdGvX7+20fE1a9ZQXFxM3747tl1xsvN4IBDAnYAhdOONN3LTTTfh8XiYMGEC7777LuvXr+fJJ5/k5ptv7pD+rbfeori4mEMOOaTd8XDZEtklferUqTz0UOo88pyUvXr1au6++24mT57MxIkTE8p369at9O7dm0AgEFEX0XRk2IFlWQSammjdtpWGxZ/gW7uGhv99QWv1d0nl2+vIoykZPwlXTg7Z/XbbpffNMBgMBoOhq8kIg0RE3gGq0KF231VKfQB8ICJHisiPu8JNKxSl1DbgnTCZBtv/fqmU+o/9/0xgClAhIvcBe6A3RnxOKbUklTLNWLWOT+ti+323WBbVLa38bMWOYJ4jC/O5cfAekdO3tLBy5cp2LiwDBgxg4cKFHHPMMW3HKisr29x6hgwZwuOPP45lWQwcOJCioiI+/PBDhg0bRlFREQsXLsTr9VJeXk5LSwvLly/ngQceYO3atcyfP58rr7wSgNGjR/Pxxx/jcrk44YQTWLJkCV9//TWHHXYYa9eubVfGJZdcQk1NDW63m6+//pqHH36YwYMH8/nnnzNp0iRee+013nvvPcrKyli3bl1UWS+55BK+/vprZs+ezeDBg6mv3xGtee3atTzwwAOUlZVx3HHH0bdvX2bPno3X62Xs2LFs3769zdiYPn06s2bNoqKigkWLFjFgwADcbjdr1qxpKztolFRVVbXLp7KyEr/fT79+/RyXHU5QF//P3p3HR1Xe/f9/nTOTyTKTHRJ2UKsXWBcQ17IIaq27pZZiXWqr1rZqca32Vm/r7VbRr9btd+PS2mrdW3HBumJRirWIeAsW5RIKBIGEELKQyTbLOb8/zswhk0ySATKZQD7Px2M6k3Ouc841M2rPe65t/vz5fPzxx/j9fq6++mp3e8drbt++PaGeI0aMSDhub2NbFnYk4nSzsm2wbay2ENFgkOCnS1n73ludD/J6ydn3G2SVleMpKMA3dDieQD4tqzUN777Z7YJ/RnY2OfuPJXv0mPS9KSGEEGIA6ReBBLgN+B5wJfCYUmoLzoxa64HdH7rfS7TWFUqp44H7cNYqacTpqvVfGa1YipYvX45Sio0bN7JixQrq6+v53ve+l3CjDjBx4kT3Zvyee+4hOzubnJwcvvrqKw4//HCmTp3KGWecwbx585g8eTKnn346F1xwAU8++SSPPPIIa9as4cADD3TDCMDRRx/Nk08+SXZ2Nj/96U957bXXWLduHTfddBNz585NuEZ7f/nLX7j22mspLy/noosuAmDy5MmcccYZXHnllUydOrXLusaPv+aaaxg6dCgXXnihe95nnnmGyy67jDFjxgAwZ84crrjiCkaOHMns2bOZNm1a0s9wypQpnHLKKVx99dVMnjy5UwvJ888/n3Cec889l+HDh3PYYYft9rU3bNiAUorjjz8en2/HoOaO15w2bVpCPS3LSjhuT51dy7Zt7HAYOxQi2twE0Sh2NNJ1eLCdqXINnw/Dl41v+AgChx2Ot7iUvEPHY2Z3HkOTc4Ci4d03u6+ITGUrhBBC9Kp+EUi01u8B7wHEBrNPAU7AGTMyI0N1Wo8zzW/H7cuAYzsd0Mvat3I88HUVHzUEuyz7rcIAs0f2vPhYZWUl48eP56677uKGG24gFAoBuM9x7btiWZbFmWeeydixYwGnO1F+fr67PxBw1mUoKXFmPc7Kyup0PnBaYjZt2sSwYcMYOnQoNTU1NDY2EggEOl0jGcMwMGJTrcavbxhGt3WN8/l8eDwevO0GD9u2nXCsbdvu+Q3DwOfzuQO0Wlp2DFrOzc1NenxX50mmp2t35bLLLmPVqlXcfffdXHHFFd0e376eHY8bMqR/L1Rn2zbYFnYkitXa4rR+hEPO+huxLosdGV4vhscLXq/zL61pYkZtCqZMY8wFFyY9JhmPP0DRyadR/9bfsJP8c2z4sik66RQZsC2EEEL0on4RSNqLDWZ/FXhVKTUdOITkq6YPGOPyclm2vYlQkpsxn2EwNi83pfMUFBQQDAYZN24cX375JaFQiHHjxiXcqAOMHTuWuXPnEo1GOe+887jvvvsoKyvD7/czbFjy7mAdrV27lrfeeotLL73U3VZSUkJR0Y5JyvbZZx+ATte4/PLL3TIzZ87k3nvvZcyYMe5Ndqp1vfzyy5k5cyZz585l5MiRCcedc845PPzwwwwePJjjjjuOWbNm8cADD5Cbm8tpp53GIYccwj333MPGjRvZvn170vfY/tonnHACQKfzJNPTtRsbG5Me98ILL7B+/XpM00z4HHs6vtNxlgWtLURaW8DjcWZ68ng6Xq5PuK0eba2x4BHGam3FjiYfWG6YHozsbGfguM95NnxZGGbn+htNuzbVbcmMHwBQ/+brYJrYoRCGzweWRdFJp7j7hRBCCNE7DLuLXxz7klJqqNY66SpcSqkrtNYP9HWd+sKyZcvqPR5P4fjx44Ed0/52nKZ0dXMrd67fRIvV+bvKNQ1uHDOcb+T1PIVrMBjk888/55hjjgF2TP/60UcfpTQoPBPq6+t58sknqa+v55hjjuHEE0/MdJX2WLZtE62vIxJfkM+2nXUtbBtvYRGeouJuW2h257p2OIQdCjmhIxTCtmIrj0ciXYcPj9cJG75sDG8WZk6OE0BSrGNX/z6lqvNK7XvuVLYyDejAJN/7wCTf+8DUD6b9bZg4cWKypTFS0l9aSP6llPLijBtZBCwGVgMjgLJMVqw/GJ3jw2MYQOdA4jEMRuWktkhaIBAgJyeHlpYWt7Xh66+/ZtKkSb1Z3V5VVFSU0D1J7DonjDQkdnuKrdoeaWgAwFtc0u054i0a2LYTKmzLeR2NYre1OVPmxs9v224Y6ZZpYvp8zpgOjzc2bW5uWsLRzpCpbIUQQoi+0V8CyTdxxmVMBy7EWS09fjfyuFLqQK31F5mqXKb5TJPfj9u3V841YcKEhL9HjhyZMEBa7J3saNRpGemqRdS2iDTUY+bkOi0Wto1t2RCNOGEjGnVaOXpao6MLhumJDS73YXizMLK8YJgYXo/zd4bDhxBCCCEyp18EEq11EPhb7EFsZfRp7R6fK6Wqgee11ldlppZC7LmizU04Gb+bLpq2Tahqc0rnM3zZTojweMAAwzDB48GMBQ6nkPM/zoDzzIxREUIIIUT/1y8CSUda6wZiA9vBnXlrGnBABqslxB7FCoedAeORMNHt253uVSkwc3IxvF4wDCdImKYzg5XHxPRlO39Li4YQQgghekm/DCQdxWbempfpegjRX9m2jd3WihUKQTSK1dKC1baT640YJt7SUrz5BemppBBCCCFEEmkNJEqp/YGpWus/7MKxJwCFwGta666XTe7+HD/XWj+yK8cK0V/ZVhSrucVZmyMUclpBwmGSdceKt3YYXm/3Y0icM+PJ2zNnkRJCCCHEnistgUQp9R3gCmAzMHtXzqG1XqCUmgWsVkq9Cjyptf40ybWuBfKSnMIATgQkkIg9WnxmKysYxGppxgq1JS1neL2YObnuWA6361U7zixbSbpuGSbewkIZ6yGEEEKIPtfrgUQptQrYH3hVa33x7pxLa/2CUioM/BW4XCn1udZ6fIdi7wO/BuYnOUXt7lxfiEywLQurtcXpdtXUlHSdDsPjwfQHnClys511OnoKE56iYoB265AAphFbh6TQ3S+EEEII0ZfS0UJyABBhF1tGOtJaz1NKLcSZEvjgJPs/UUq9rrV+suO+WJgRMfPmzePtt99m6NCheL1err322rRe79ZbbwVg4sSJnHrqqZ3qUlxczNixY/ntb3/LjTfeSHl5ebfn27BhA3feeSdnnnkmJ598clrqHK9Xx4UiO352N910U8rnXLFiBS0tLSxfvpxLLrkEgP/85z+EQiE2bdrE8dOno1esYGvlZhZ/9C+uuvAngM38Be/xjdGjGXfA/himx1kYMDcXMzcXMz6TFc4CgOXl5eR4PKxYsYLi4mJycnIYPHhwQj0Mw8BbXEIkOwdaW/CaZsZXahdCCCGESNcYkne11ht78Xx/wAkkSWmt/9TF9md7sQ596t577+WWW24hGAzu1HGBQIBbbrmFa665Jun+s88+m+nTp3PttdeyefNmnnrqKTweDyNHjuTHP/4x8+fP5+OPP8bv96OU4tNPP8Xv93P11VdTWVnJQw89RHZ2NtOnT2f79u0sXbqUESNGYJomv/jFLxKuVVtby29/+1t3EcaO1q5dy2uvvcZtt91GdXU1zzzzDDU1NcycOZN169a5weCqq67id7/7Hc899xzRaJSKigquv/56srOzKSsrIxwOs3r1au6//34qKiqYP39+wnk61nHevHnd1rsr7T+7nfHFF19wxhln8P7779PU1ERebi7/+vBDvrHPPjRUbqbt6wrWf/kF477xDerq67BtCzM7h2FjxtCWk0P26H26nNUqHA6zdu1adzXyxYsXc+mll/LBBx9w7LHHJq+QaUKeH29Ozk69DyGEEEKIdEhXIPlLL5/vVcBix2KJe7177713p8MIQDAY5N577+0ykLz44ossWLCAwsJCXnjhBbKzswkEAnz11VeA0wqhlOL4449n3rx57mufz8fzzz/PFVdcwciRI5k9ezbTpk1jypQpnHLKKVx99dUJ19FaU15ezh133MGvf/1rnn32WS6++GJM03TLPPHEEzz00EMUFhZSV1dHW1sbgwYN4tVXX+WQQw7pVPdp06YxfPhw8vLyGD58OKeffjoXXHABTz75JI888ghr1qwhLy+v03mS1bGrenen/WfXXkVFBU8//XTCtssuu4yioiJs2+YHM2YQCYWw29rwbquhLRrhqP334/7fP8Gw8nJOnTyJ6VOnsqaykoMnHk7OmH0xTBPvxk0A/POf/yQQCLBp0ya2bt3K+PHjWbBgATNnzqS6uhqlFAALFiwgHA6zfft2mpqaUn5fQgghhBCZZPZcZJd0Gny+O7TWTcCa3jxnf3fNNdcQCAR2+rhAINBlGAH4wQ9+wB133EFZWRkVFRWceuqp/PKXv+TOO+8EnBvpww8/nLvvvptTTz3Vfb1+/Xps23Z/qY8/x1s/7A6zN3300Ud8+9vf5tJLL+Wmm26irq4uIYwA3HjjjfzpT39i5cqV/PnPf+aCCy5g1qxZtLa24vP5iEajALS0tCR9nwAlJSUAZGVlEQqFOp2nqzp2Ve/2XnnlFe644w62bNnS6bNbtWqVW862baLRKJFQiEhrC+HmJiK12whVbqatYj2hzRt599VX+NHppxGKTcW77N8rue/2WxkyYgShgkKefvsdRo87kM1btrB23bqEeixcuJBDDz0Uv9/PyJEjycrK4qSTTmLUqFFUVlZSVlYGQGNjI2eddRa5ubmEQqEu35cQQgghRH+SrhaSL9NwTo0zWH5AuOaaa7oNFrvq+eefZ/HixdTX13Pdddfx0EMPMWTIEPx+P5dffjkvvPAC69evxzRN3n33XWprazFNk6KiImbNmsUDDzxAbm4up512Go2NjV1e5+STT+aBBx5gzJgxlJWVsXHjRpqamvD7d0wrm5uby9133811113HQQcdxOOPP05paSkARxxxBPfccw8bN25k+/btKb+/o446KuE8u+LZZ59l4cKFjBw5khtvvNHd3v6zO++887CjUazmZoYH/Fx/4Y9jU+/uYLU6QerdxR/yj0+W8c/PlnPzr6/n3+vW0+rL5ostW9n/4IMpKB3EhAkT+OKLL/B6vYwYMQKAdevWYRgGU6ZMYcmSJVRXV+P1etm0aRPDhg3jwAMPpKCggGAwSFFREZFIhKqqKsrLy/F694glhoQQQgghMLr7hXhXKKUatdb5vXpS57x/BH6kte529K1SarLWerFS6lit9Qe9XY/etGzZsnqPx1M4frwzcVhFRQWAOx4g3eItCDkylmCnRYNBwlu3JG40DGfGq+wcZ+0P09zxupdWNn/55ZcZN24cWmuOPPJI8vPz+fzzzznmmGMSyi1cuLDTwPy4gfK99/W/T/2Z1hrA7d4nBgb53gcm+d4Hpkx+75999hnRaLRh4sSJRbt6jl36GVUpVYgzm9YXse5U7dXtamV6UJ9iucOAxcBEoF8HErHnsG07Ng1vEDsSxord1BseL2YggJmT46z7YaarF6RjxowZAIwdO9bdlpOTQ0tLi9sNbcOGDUyaNCmt9RBCCCGE6C0pBRKl1MFAWGu9Sil1MvC/gAfwKaXO0lp/2K54axrqCbCzneIHzAB4kT7R5iYi27ZhRzrPIG1m55A1ZGjaQ0hPJkyYkPD3qFGjMlQTIYQQQoidl+qd1FfA3NjrscC+WutROK0kp3Yom/LaH0qpLKWUL8XisqaI6BO2bRNtbiK8tZrwlio3jBgeL2aen6zyofhGjMI3bHjGw4gQQgghxJ4u1S5bUSA+D+sqrbUNoLXerpRanaRsj5TTye0FoEkpdYbWelsPh/TuYBcxINjRKNHmJohGu10E0I5GiTYFsUMhp1uWZbn7PPkFeItLZPFAIYQQQog0SDWQHAxsUEr9CDhQKfUW8DDwJ3a+KxVKqQuBB4A8nK5VHyulTtHxETlC7CbbtonW1xFpqAfDAMsC0ySyrQZvYRGeomKwbaJNQaLbG7A7TJNreLMw8/LwBAKY2Xv34G8hhBBCiExKKZBorf8PSOiorpRaAORprZ9J9WJKqXzgMeAHOEEkBNwAfAG8o5T6sdZ6Yarn64G0qAxgThhpANt2HuCEEiDSUE802Igdje7YBxi+bDx+P4bXi+kP9NrMWEIIIYQQomu7vFiB1vrlnSmvlDoSeA4YgxNGVgM/1Fp/Gtt/GjBPKXWn1vqPu1ovdgxml7vJAcqORp2Wka6mtLZt7EgEACPLh5mbiye/ANOX6nAmIYQQQgjRW/pkRK5S6jrgH+wII08Bh8XDCIDW+nNgCvBzpdQdu3G5l2LPL+7GOcQeLNrccSbqJAwDb3Ep2SNGklU6SMKIEEIIIUSGpHU5Z6VUGfBn4AScINIIXNpVNy+tdZVSahrwtFLqReB8rXXbzlxTa70x9vz17tRd7HmsUBvRYBArGOy6dSTOdv9HCCGEEEJkUNpaSJRSJwEr2BFGlgITehpzorVuAb4PVAALlVKl6arjQLRy5UqmT5/urta9O2bPng3AvHnzWLiwt4b+OKx2s1x1dQ3btnnpxRf56U9+zH9fey233XQT0YZ67Gik5wuYBp+vWsWSJUt47LHHEna99NJL3HHHHdxyyy385z//4csvv2TBggXu/ldeeYWVK1f2eImKigr3c16xYgVff/01W7du7bluQgghhBADSDpaSHxKqXuAq3ACjw3cDdyktU7hThFi0wr/Sil1CfBPpdR3UzlOKbUKJ/S0KKVmAWu01st26V30A90Nqn700Ue55JJLAHjsscf42c9+Bjg36d155ZVXmD17Nm+99RZtbW188sknjBkzBtM0+cUvfsHq1auZP38+NTU1zJw5k3Xr1rF06VJGjBiBaZqceOKJPPTQQ4wZM4ampsSuUS+99BKtra3k5uZSXFzM9OnTueqqq5gyZQpLliwhOzubsrIywuEwq1ev5v7776eioqLT9f75z39y0EEH8eMf/7hT/W3bxgoGiTYFsVpbidTV8v3vnMixRx3Ff825B48/gJmXR7hma/etJLbNqrXrOPO73+X999+nqakJv98PwNSpUznrrLNYuHAhS5Ys4YADDkh4r0OHDiUYDHb7OYfDYdauXcvo0aMBWLx4MZdeeikffPABxx57bLfHCiGEEEIMJOloITkAuDp27i3ASVrrX6caRtrTWj8G/BJ4CzgmhUNuiYWREmAVHWYGG+ja2tqoq6vj9NNP5+9//zsAkyZN4rLLLmP1amc5maysLNra2hg0aBCvvvoqAFOmTHHL/OUvf+Gaa67h8ssvJxzesVblM888g9fr5dxzz0167cmTJ3PrrbeydOlSrrrqKg455BDWrFmT9HpTp07tFEZsy3IWK9y8iXBNNVZLM9gWGAbz3lnArY88RvGwYWSVleMJ5OMtLGLD5irufuTRhEdDYyMYJt7CIn54zjlkZ2djGIYbRgAGDx7MRx99xIEHHsiUKVN46qmnWLVqVaf39OGHH7J8+XLeeOMNgsEgL7zwAsuXL+fee+/l//7v/3CW2oEFCxYQDofZvn17pxAnhBBCCDHQpavLlgG8DRyitX53d06ktX4HOAX4RrL9SqnTlVKB2J/LlVL7Ak8DvwL26JXsbNvu8hFvHQG45JJL3O3defvtt6mpqeHWW29l/fr1hMNhcnNz3WsB/PnPf+aCCy5g1qxZbnejjmV8Ph8ejwevd0cD26hRo1izZo27Pxp11sdsaWkBIBBwvqKSkhLACT6hUCjp9fLz893rWW2thKu3ENlWQ7RxO1aojfnv/Z17/vBHag0PWYMGc/b553PnnDmUl5e7wcFTVIwnECAStYhYlvsMBt7CQmcdEuDvf/87F198cUK4Ali0aBHl5eV8/PHHPPjggwwZMqRTq8jChQs59NBD8fv9LFu2jBEjRpCVlcVJJ53Eli1bKCsrA6CxsZGzzjqL3NxcQqGdXrZHCCGEEGKvlo4uWyHgBq31fb11Qq31SqXUUUCyqYZvBm5QSrUA7wLFwO92Nwjtjd555x0eeeQRcnJyWLVqFT/5yU+45ZZbEsocddRRPP7445SWJh+6M3PmTObOncvIkSMTtk+ZMgXTNPl//+//cf7553PPPfewceNGtm/f3m2dkl3PikSI1NcRbWzEjuwICi++8RaLl3/OqH324b9vv93Z+OmnPP/88yxevJj6+nrOO+88wOnutt+hh/I/Bx3U5Urtb775JosWLWLRokXccsstLFu2jEAggFLKbckYNmwYn332Gfvuu68bqtatW4dhGG5XtOrqak466SSWLFnC2rVrGTZsGAUFBQSDQYqKiohEIlRVVVFeXp4Q4oQQQgghBBg9/aq+s5RSPq11n/0MrJQ6VGu9PNZN6zjgeOBwYDPwhtb60b6qy85atmxZvcfjKRw/fjzgDIIG3HEH6RZvkcjJ6T8rkUfq64jU1bp/Gx4PZl4AT2EBZlb/npr35ZdfZty4cWitOfLII1m/fj3HHJPY03DhwoVMnz49QzV09MfvPR36+t+n/kxrDeB2IxQDg3zvA5N87wNTJr/3zz77jGg02jBx4sSiXT1Hr/9c25dhJHa95bHnWuCvsQdKqVHAkX1ZF7Hr7GiEUGUldtj5x8f0ZWPm5+MJ5GOYfbJczm6bMWMGAGPHjgWgqqqKlpYWt8vbkfjhwwAAIABJREFUhg0bmDRpUsbqJ4QQQgjRH+21/Ue01huADZmuh+hZtKWZcFUV8XVBvCWD8BYWZrZSvWDChMQ5FUaNGpWhmgghhBBC9F97bSARe4ZoczPhLZUAGFlZeEsH4cnNy3CthBBCCCFEX5FAIjImGmwkvLUaAMP04Bs2Yo/pniWEEEIIIXqHBBLR56xwGKu5iUjtNgDMPD9ZZeXdLgQphBBCCCH2Tv3u52il1N2ZroNIH6utjdCmr90w4gnk4ysfImFECCGEEGKA6o8tJAdlugKi91nhMNH6OqJNQYhNNe0tHYwntgiiEEIIIYQYmPpjIBF7GautjfCWKuxoBAAzJ5es8nIM05PhmgkhhBBCiEyTQDKAhEIh5syZg23bhMNhTjzxRI444ohuj5k3bx7FxcUJi/lZloXZYfB5vJxlWRQWFnL44Yc719lajdUUBJwg4i0pwfBlJ3TRmj17Ng8++GC314xvf/vttxk6dCher5ebbrppp97/ggULOPjggykvL0/Y3tLSwpNPPsnPf/7zTmVeeeUV9t9/f775zW92e+6KigrKy8vJyclhxYoVFBcXk5OTw+DBg3eqjkIIIYQQA40Ekn4sftNux7o4AZx++um8/vrrvPbaa5x++ukAPPbYY/zsZz/jpz/9KY899liX5/vLX/7C1KlTOfbYYwFYu3Ytd911Fx6Ph5EjR/LjH/+YefPmsXTpUkaMGIFpmmzcuNFd2buuro5//vOfHHTQQUyaNIn58+dTU1PDzJkz3Ws0NDRgmiZvvPEGX3z6KYs/+ohf/eynjBizD089/SwAI0eOZMqUKTz00EOMGTOGpqamlD+Ts88+m+nTp3PttdemfAxATU0NL7/8Mgcd1LlH4MqVKwmHw0nLDB06lGAw2O25w+Ewa9eudVcEX7x4MZdeeikffPCB+1kLIYQQQojkJJAMIKtXr+bkk092/37hhRfIzs4mEAjw1VdfudunTJnCKaecwtVXX83kyZPd1op58+YxdepUzjjjDNavX09bWxuDBg3i1Vdf5ZBDDnGPt22bbx8+kVLbItTczJGTp3D/H54gJyeHnJwcvvrqK6qqqrjmmmsYOnQoF154Ycrv4cUXX2TBggUUdlg4saKigqeffjph22WXXUZRUREAgwYNcldQ73jcmDFj+Oijj7osA/Dhhx8SCATYtGkTU6dO5W9/+xtjx45lwYIFTJkyBaUU4LTChMNhtm/fvlNBSwghhBBioJJA0o+1bxmJmz9/fqdtl1xyCZdcckmP59t///1ZuXIlU6ZMASASiXDmmWcmhAmA3Nxc9/odu2blxwah//nPf+aiiy7Ctm0eeuihhDpHG+rZXLGe5+fP5645c8gqLMKyLM4880z3hv+uu+7C5/Ph8Xjwerv+x/CVV15h5cqVXHzxxQD84Ac/YPr06Tz66KOsWrXKPZ9t20Sj0R4/g44qKyvJyclh06ZNNDQ0dFlu4cKF3HTTTdTX17Ns2TJGjBhBVlYWJ510EmvXruWwww4DoLGxkbPOOovc3FxCodBO10cIIYQQYqCRQDKAzJw5k7vuuouFCxcSjUb59re/zR//+EeGDBmC3+/n8ssv73TM2LFjmTt3bqeb/aOOOorHH3+c0tJSd5ttWUTr67D8edz1v48weOgQ/veJP3LGGWdw3nnncd9991FWVobf72fmzJnMnTuXkSNHJq3rs88+y8KFCxk5ciQ33niju/35559n8eLF1NfXc95557nbx4wZw80339zle9+2bRvr1q3jX//6F9/97ndZtmwZgUCAo48+mjVr1rBt2zYikUhCGYB169ZhGAZTpkxhyZIlVFdXc9JJJ7FkyRLWrl3LsGHDKCgoIBgMUlRURCQSoaqqivLy8m6DlhBCCCGEcBjJfoXPJKXUG1rrUzJdj76wbNmyeo/HUzh+/HjA6T4EuGMR0i0+NiQnJ2e3z2VbFqHKTdihEIbpIau8HDMnd7fP21+9/PLLjBs3Dq01Rx55JOvXr+eYY45JKLNw4cJOA/P7g9783vuzvv73qT/TWgO4XQvFwCDf+8Ak3/vAlMnv/bPPPiMajTZMnDixaFfP0R9/wpUV8vYw0ZZmIlursaNRMIy9PowAzJgxA8DtMlZVVUVLS4vb3W3Dhg1MmjQpY/UTQgghhNhT9MdA8sdMV0CkLtrcRHjLFsAGwySrbO8PI8lMmDAh4e9Ro0ZlqCZCCCGEEHuWfhdItNYvZroOIjVWOExk61bAxszzk1U6CEPGTQghhBBCiJ0gd49il9i27ay+bkWdMFJWnrDYoRBCCCGEEKkwey4i+ophGLs0dW0mRGq3YYdDGFlZZA0eLGFE9CuWZREKhTpNWy2EEEKI/kdaSPoRv99PdXU169at65MbqXj48Xg8O3Wc1daGHWoDwMzNxfh6Y6/XTaTPrn7ve5JQKEQkEnEXxhRCCCFE/9Uvfj5USp2RZNvBmahLJhUXF1NYWNhnv+o2NjbS2NiYcnnbtmlbv5bGjxYTXLaUSF0thjcrjTUU6bCz3/ueKCcnhxEjRrgLeQohhBCi/8pIC4lSqgzYF1iqtY4C3wde61BsjFLqh8DdWuv6vq5jJpimybBhw/rsevH1KFJdp6Hujflse/EZ8gD/hMMZMvkn0lVrD7Sz37sQQgghRDplqoXkKOA9oEEptQAYq5Q6QSkViBfQWs8HbgOuzlAdRTvRYCO1r70EQP4xkxl6xbUSRoQQQgghxG7LSAuJ1nq+UqoIOByYDPwKeAHIV0qtABYDi4AvgbJM1FEkqnnhGezWVnyjxlB2yWWZro4QQgghhNhLZGwMidY6rLX+SGt9D/C21roUOAx4HBgE3At8DFRkqo7CEd5aTeM/3geg+KTTpGVECCGEEEL0mv4yy9ZCAK31v4F/A49mtjqiveonnK8je5/9yP/W5AzXRgghhBBC7E36xSxbWusnMl0HkVx4azUtX64EoOR7P8hwbYQQQgghxN6mXwQS0X81frgIgNyxB+I/+NAM10YIIYQQQuxtJJCILoWqKqmd/zIABdNPyHBthBBCCCHE3igjgUQpldf+WfRPjYvfh2iUwDGTyT/qW5mujhBCCCGE2AtlqoXkKaVUNvBkhq4vuhFtCtKwcAEN770DIGFECCGEEEKkTZ8HEqXUFJw1R54Bnov9LfoB27bZNu8F1l/5C2qeeRKrpQWAqv/vd2yb9wK2bWe4hkIIIYQQYm+TiWl/BwN5QGHseXAG6iCSqH35Rerf+ht2OJyw3Q6HqX/rbwCUfm9WJqomhBBCCCH2Un3eQqK1ngecAnwfODX2d5eUUquUUrmx17OUUhP7oJoDTrQpSP2br2OHQkn326EQ9W++TrSpqY9rJoQQQggh9maZGkNypda6Abg6hbK3aK1blFIlwCpgQnqrNjAFly4Bs4d/HEyT4NJ/9U2FhBBCCCHEgJCRQKK1rmz/3JFS6nSlVCD253Kl1L7A08CvAE/f1HJgiTbUY7e1dVvGDoWINtT3UY2EEEIIIcRAkIkxJKm4GbhBKdUCvAsUA7/TWr+bjosppb4D/BdwIM7YlqrYdW/RWm9sV24C8DvgSKAReBa4QWvdko569SVPYRFGdna3ocTw+fAUFvVhrYQQQgghxN6uvy6MeLHW+hiccSargXzgTqXUq0qpn6XheiXAx8DPgROB22LPi9utmTIK+DsQAs4Ergd+BPw+DfXpc4EjjgLL6r6QZRE44ui+qZAQQgghhBgQ+mULidZ6eey5Fvhr7BEPBUem4XrPAc+12/SBUmoD8DYwHfgbTnexEDBDa90Uq08IeEYp9Vut9b97u159yeMPUHTyadS9+Tp0mGULwPBlU3TSKXj8/gzUTgghhBBC7K36ZSBRSk0CpgEfaq3fj2/XWm8ANvRRNbbFniOx59OA1+JhJOYl4AngdGCPDiQAJTN+QMuqL2n9ahWYHrAtDJ8PLIuik06hZMYPMl1FIYQQQgixlzH6w2J3Sqn3gQpgEbBIa706tn0ScJDW+tE+qocHJ6TtDzyM05Xr8Ni2IHC11vr+DsesBD7VWp+/s9dbtmxZPVAYCAR6LJsOzc3NAOTl5bnbzKd+j7Hpa6zDjgS/HwIB7LHfhJzcjNRR9L5k37vYu8l3PjDJ9z4wyfc+MGXyew8GgwANEydO3OWBxv2lheQ24HvAlcBjSqktwD+A9UC0D+uxElCx10uBE7XWIaXUIMAAkk0xVYcTXPZ84RBUbgbAnnoc5EoIEUIIIYQQ6dUvAonW+j3gPYDYeiNTgBNwxovM6MOqnIUzgF7hzLr1jlJqcjov6PF4UEr1XDANtNYA7vXbvt7A11aUrLJyvjF+fEbqJNKv4/cu9n7ynQ9M8r0PTPK9D0yZ/N4/++wzotHdaz/oF4GkvdhA9leBV5VS04FDcLpy9cW1V8Ze/ksp9XecFppLgP+NbU/WFFUMrEt/7dIvUrMVgKzyIRmuiRBCCCGEGCj6xbS/SqmhybZrrReSoZXZtdZfA1uBb2itm3HGuBzYvoxSKhvYD/iy72vY+8KxQOIdNDjDNRFCCCGEEANFf2kh+ZdSyoszbmQRsBhn/ZERQFkmKqSUOgAoB/4T2/Q68H2l1JWxgAJOd7JsYH4Gqtjr3BYSCSRCCCGEEKKP9JdA8k3gWJw1Py4EHsQZRA7wuFLqQK31F+m6uFLqZWAZsAJnNq1vAtcCXwN/iBW7BzgPmKeUuhcYBtwLvKC1/jxddetL0kIihBBCCCH6Wr8IJFrrIM7ig38DUEoV4qxDEn98rpSqBp7XWl+Vhir8C5iFs/ihF2etk78Cc2JjWtBaVyiljgfuA14DGoFncAa/7xWkhUQIIYQQQvS1fhFIOtJaNxAb2A7uzFvTgAPSdL05wJwUyi3DacnZK0kLiRBCCCGE6Gv9MpB0FGulmJfpeuzNrJYWrKYgRlYWnoLCTFdHCCGEEEIMEGmdZUsptb9S6qJdPPYEpdRZSqms3bj+z3f12IEmvK0GAG/pYAzD6KG0EEIIIYQQvSMtLSRKqe8AVwCbgdm7cg6t9QKl1CxgtVLqVeBJrfWnSa51LZCX5BQGcCLwyK5cf6CJ1G4DwFtamuGaCCGEEEKIgaTXW0iUUquAN4BWrfXF7abI3Wla6xeAq4FfAkuVUp8lKfY+zuKJFR0e64HaXb32QGM1O1+Tx+/PcE2EEEIIIcRAko4WkgOACLvYMtKR1nqeUmohzpTAByfZ/4lS6nWt9ZMd9ymlwr1Rh4HAam4CwMxN1tgkhBBCCCFEeqRrDMm7WuuNvXi+P3S3U2v9py62P9uLddirWS1OC4kEEiGEEEII0ZfSFUj+0svnexWwevmcoh03kORJly0hhBBCCNF30hVIOg0+3x1a6yZgTW+eUySymlsAMPNyM1wTIYQQQggxkKQrkHyZhnPqVAoppSbHnvfaBQzTISpjSIQQQgghRAakI5A0aa3TMZg81RmzDos9T0xDHfZa8S5bnjwJJEIIIYQQou+kPMuWUupgYF9gsdZ6W2zbScCXWuuKdkXrereKrvqdLC+r++0EGUMihBBCCCEyIaUWEqXUxcB7wE3A50qpU2K7lgId1wZp7b3qJQil6byCHeuQSJctIYQQQgjRl1LtsnUEMFJrfQTOIoRnKqWOi7WURDqUTbm7llIqSynlS7G4rCmSRjsCiQxqF0IIIYQQfSfVQPKR1roNQGtdo7X+GXCAUupowO5QNprKCZVSCqeFZaFSqjSFQzpeR/SiHV22pIVECCGEEEL0nVQDSYtS6myl1L+UUoMBtNaPACVAqi0cLqXUhcAnOCuvHwN8HAsovUkCTIpsy8JqiU37K122hBBCCCFEH0opkGitX8BZW+R2rfXWdtvfAI5L9WJKqXyl1HPA44AfpxvWtcBlwDtKqek7UfeuGB2eRQ/iYcTIycUw0zUTtBBCCCGEEJ2lPMuW1vor4Ksk21NaBFEpdSTwHDAGJyysBn4YP14pdRowTyl1p9b6j6nWK4mXYs8v7sY5BpQdU/7K+BEhhBBCCNG3+uTncKXUdcA/2BFGngIOax9mtNafA1OAnyul7tjVa2mtN8aev96dOg8kMuWvEEIIIYTIlJRbSHaFUqoM+DNwAk4QaQQu1Vo/k6y81rpKKTUNeFop9SJwfnwwvUgfmfJXCCGEEEJkStpaSGKLJq5gRxhZCkzoKozEaa1bgO8DFaQ+A5fYDRJIhBBCCCFEpqQjkPiUUvcArwNlsW13A5O01mtTOYHW2tZa/wr4E/BPpdS4VI5TSq1SSuXGXs9SSk3c6doPQDu6bMkYEiGEEEII0bfS0WXrAOBqnFaRLcCPtNbv7sqJtNaPKaXWA2/hDILvyS1a6xalVAmwCmdBx2W7cu2BJNrcBMgYEiGEEEII0ffSNYbEAN7GCSNbeyrcHa31O0qpU4C/JduvlDodWKi1DgLLlVL7Ag8DtTgD6UUPrNZWAMycnAzXRAghhBBi4IpEIrS0tNDS0kJzc3PCc7Jt8efKykqmTJlC7y/r1zfSEUhCwA1a6/t664Ra65VKqaOAl5Psvhm4QSnVArwLFAO/29VWmYHIDocBMLJ2eo1LIYQQQoi9mm3btLW10dzc3OnR1NSU8PfOBomOZcKxe7Jd8fvf/54pU6YwcuTIXnz3fSMdgaRAax3q7ZNqrbcA30qy62Kt9fJYN63jgOOBO5VSlwNvaK0f7e267G3cQOJN66RrQgghhBC9yrIsWltbewwKPW3vaZ9lWZl+qynJ2UN7u/T6HWg6wkgP11see64F/hp7oJQaBRzZl3XZU9mReCDJynBNhBBCCLG3sG2b1tZWgsGge7Pfm0GhqamJlpaWTL/NXmWaJrm5ueTl5SU8J9vW/rmpqYnjjjuOwYMHZ/ot7JK99idxrfUGYEOm67EnsCMRAIysvfYfByGEEEIkEe+O1NTUlPCIh4iu/k51m23bmX6LvcLn85GXl4ff7ycvL6/bRyoBoqsyPp8PwzDc60ajUerr691uXR0fkyZNoqCgAK11Bj+d3Sd3oKJdly1pIRFCCCH6o1AolFIYWL9+Pc3NzeTm5qYcIqLRaKbf3m7JyclJCARdhYZd3Z6bm4s31q3dtm3C4bA75iMQCJCfnw/Axo0bWbFihbsv/qiurqa1tZXbbrvNrfM111zDqlWrEsaexB/nnHMOd999NwCffPIJRx99dJfv/dNPP2XChAlp/HT7hgQS0a6FRAKJEEIIsbsikQjBYJDGxkaCwWBKr3vaH4n9f/WexufzEQgE3Jv7js+7Gxpyc3PxeDyA05rQ0NCQdJB5c3MzkydPpri4GIB33nmHJUuWJC07fPhwHnroIcAJIPvtt19CufYBbu7cufz85z8H4M033+SSSy7p8rP4zW9+4wabxYsX8/HHHyctt3Xrjglq/X4/RUVFnVpW2j/2BhJIhAxqF0IIMWBZlkVzc/MuhYSu9rfGptPfU2RlZeH3+91HPED0xjav14tt24RCIQzDwOdzZvSsqalh1apVnVpr4q04s2fPdoPGzTffzIoVK5KGjO9+97s88MADAKxcuZJDDz20y/e5ePFiJk2aBMDrr7/uho6Oxo3bsR63YRhUVVUljFXJyspyA4K33b3TPvvsw8knn+zuax+a8vLyErqvzZkzh2AwmLQ7V0FBgVvuoIMOoq6uLuXvck8ld6BiRwuJdNkSQgixB4hEIjQ2NrJ9+3a2b9+e9HVX2zqGiKampky/nZR4PJ6UAkBbWxt5eXmMHj26x/AQf/h8PsLhcMLA82HDhuH3Owsmr1ixgn//+98JoaG2tpampiYKCwu59dZb3Xoed9xxbNu2zS0XP180GuW+++7jqquuAuDtt9/mvPPO6/L9XnnllW5XqH/84x+8//77SctVVVW5r+OtCcnCQF5enns+gO985zsUFBQkLVtaWppwjS+//JLs7Gy3TFYXPUpOOOEETjjhhG6+xR2mTZuWUrmBIqOBRCn1I2CR1np9F/vHAFO11k/1Zb0GGneWLRnULoQQIk2i0agbAroKDD0Fivjr/j6zkmmaBAIBd3xBx9fJtnW1P/7w+XxEo1G3BaH941vf+pZ7k/zggw+yfv16GhoaqKysTAgRRxxxBDfccAMAFRUVHHTQQW5o6Lj+xbvvvuveXD/77LPMmTMn6XsdPXp0QiBZvnw5tbW1ncp5vd6EawwbNoxJkya53bHad+Xy+/2YpumW/c1vfsMVV1yRNGQUFha65fbbb7+UWxNOPfVUTj311JTKjh49OqVyYtdl+g70j8D5wPou9h8VKyOBJI1kULsQQoiuWJZFMBikoaGh20dPgSIYDGb6rXQp/ut5dyFhZwJFTk4Ora2tncJDNBpl8uTJ7nUffvhhtm7dypYtWzqFjPPPP58LLrgAgPnz5zNz5kza2tqS1r+qqory8nIA5s2bxwcffJC0XPtxKFlZWWzevNn92+PxJISCeHcpgAkTJvDDH/4waXgYNGhQwjXeeusttwtY+/IdWxWmT5/O4sWLU/l6pDVhAMh0IDF62J8L7NlTP+wBZFC7EELsnSzL6jFIpBI0+tvUraZpkp+fT0FBgfvc/nWybQUFBW5oaB8icnNzaW1tdbtzxcOT3+/niCOOACAYDHL//ffT0NDApk2bOgWN22+/3R278Nvf/pYbb7wx6WdWVlbGli1b3L/nzJnDxo0bk77HI4/csZRadnY2bW1tGIbRqeUkEAgkXOvEE0/kgAMOYOTIkZ1CQfsVvMvLy9mwYUNCt6320822N2vWLGbNmpXSdxP/zITYGX0eSGILFo5pt2msUmpqkqLFwM+Bir6o14AWkUHtQgjRH7W2tlJXV0ddXR319fXucypBoq6urt+tAxEPA6kEiO62eTwet/tXY2MjRUVFjBo1CnCmXn3ppZdobGykpqaGtWvXJoSNp59+mmHDhgFw7rnn8txzzyX9jI4//ngWLFgAOC0L//3f/93l+2rf0uDz+bBtm5ycnE7BoWNrwuWXX05LS4u7Pz7WIxAIsN9++7nlpk+fTlNTE7m5uV2GhrizzjoLAKVUt+U8Hk9CQBEikzJxB/oT4DeAHXvcGHt0ZMT2X9p3VRuY7LAMahdCiHSwLIvt27d3ChTtn7vb11UXnb4WCAQoLCzs9pGsRSL+2u/3YxgGwWDQ3Q6wevVqlixZkjDgvLKykq+++opIJMJTT+3osX3cccexfPlyGhsbO413uPLKK/nd734HwLp167jyyiu7fC/btm1zA0lWVha2bbtdttq3nhxyyCEJ7/+GG25ICAztH+1nZZo9ezZXXHFFwuxLXbn++utT+PSdenY1kFqIvUEmAskrOGNGDOAJ4DHgow5lbKAJWNbVgHfRe2RQuxBCdC0cDlNbW9tjeEi2raGhIeMtFKmEiaKiom6DhsfjYfPmzWzatMntxtV+3EhRURGXXXaZ+3kde+yx7r6GhgYaGxvdz+GJJ57gJz/5CeAMnI4f15FhGDz55JNui0BDQ4M7WNrr9SYEiMGDB7vHjRo1il/+8pcJ+9u3sIwZM8Yt+8gjj/CHP/whYbxEMl6vlzvuuCOlz1uCw54p2LySTdVzGV72CwJ538x0dQacPr8D1VovB5YDKKVGA/O01p/3dT3EDm4gkRYSIcReLBQKUVdXR21tLdu2baO2ttZ9dPd3Y2NjxuqclZVFcXExxcXFFBUVuc89BYzCwkI2b96MbdsMHTo0IUQMGTLEHZ+wceNG7rzzTr744ouEABF/fvfddznssMMAuPXWW3n00UeT1vPggw92g4XX6+WTTz7p1Irh9/spKChImD1p3LhxnHPOOZ3CQ/xhWZYbFubPn09WVhb5+flkZ2d32XVp9OjRPPjggyl9vjk5OSmVE3u3YPNKKirnYNshKirnMHro9RJK+lhGfxLXWv+PUipLKXUhcDxQBlyntf4/pVQxcDrwd6118hFfoldIly0hxJ4kFAolhIdUA0amZnnKz8/vFCiShYyOz/F1D/Ly8gDYsGEDixcvpr6+3n1UVFS4r+fPn+8uOjd9+vQu120499xzefrppwFnsPbcuXO7rHt9fb37er/99mPixIkUFBQkdNEqLCxMGItgGAaLFi1yA0hhYSH5+flJWyGmT5/O9OnTU/oc492shOhN7cMIIKEkQzK9DkkRsAA4DKeLVh7OYHaABuAO4GngvzJSwQFCumwJITIlEolQW1tLTU0NW7dupaamptOj/fZMBAvTNCkpKekyRCTbVlhYSHZ2NrZtEwwG3YHo8Rv8c845xz3/BRdcQGVlZULQqK+vJxwOM2fOHK677joAlixZwrnnnttlPRsaGtyuSzk5Oe5CesXFxQkhYvz48e4xw4cP5+GHH04aMgoKCiguLnbL/upXv+JXv/pVSp/Z0UcfnfoHLESGdAwjcRJK+l6m70DvAA4ETgM+BqrjO7TWllJqHnASEkjSSlpIhBC9wbZtGhoakgaJrgJGqouY9YZ4sCgpKaG0tNR93dXfxcXFBAIBBg8ejGmatLS08MYbb7jdvuKPNWvWUF9fz6233soxxxwDwM0338xtt92WtB5DhgxJCCTvvfcemzZt6lQuJycnodvTfvvtx9lnn01RUZHbbSv+uqioKGEV6ldffZW1a9diGEa3sy3l5+d3OYZD7Jks1hE1XybYPFtuprvRVRiJS1cosW2LqBXEtiPYtgVYWFYrltWKTdTdZttholYTlh3GslqIRpux7RDhSA223XlFjIgZxLQOB7qfXa2/ynQg+S7wsNb6DaVUaZL9a3AWThTpYtvtWkgkkAghdrBtm+3bt1NdXU11dTVbtmxxX8cfW7dudQPGtm3bEhZeS5d4sEglVJSUlJCfn49pmoTDYXdg9LRp0/D7/QA8/vjjLFq0KCFoxF8fd9xxvP322wC0tLTw/e9/v8t6XXTRRW4gKSwsJDc3N2l4KCsrSzju8ccfxzTNhHBRWFjYaXzDYYcdxnPPPZfSZ9TdmhJi7xUOUXVDAAAgAElEQVRsXknUfAaM8ID9hd+2LaLRxg4391GiVhO2HQEsmlvXUr3teWy6/++VbYdYv/kO8vMmkOUtxpmWIT5JrPPamazBImq1QPx6sTI7rh8hGg0SjtZhWc3peeMGWIYBnJKe86dZpgNJKfBVN/ttQEacpZMVS9mmidFuoKEQYu8UCoXYunVrQqhIFjTi20Kh5L8e9hbDMCgpKWHQoEGdHoMHD+60DZxgUFdX54ag+HiRI444wg0MS5cu5fvf/z61tbVJu3itXLmSAw88EIDFixe7Yyo6ampqcl8XFhYyY8YMiouL3S5c7btyxRfGA7j66qu55pprUvoMTj755NQ+rAFGZj3aOfFf/DGcHxn3hG5Hlh0G28LGij07N/eW1ZbQcmHZESKROmw7TDiyjVB4C+HINiw7hG2HiUQbiEQasKxm7F5fT9uisXlZr57RNPMwDR8YJgYeDMODxwxgGB7AxDBMwMTryccwfJhGFh5PAYbhxevJx+PJ73TOzZsqMRKW+duzZDqQbAQO6Gb/MTitJCJdIs6/uNJdS4g9VygUoqqqiqqqKiorK93X8VBRUVHBtm3b3Klo0yk/Pz+lYFFaWsrgwYMpKSlh8+bNLFmyhG3btrkhY/PmzXz++efU1dXx4Ycfur/2jx8/nuXLlye99kUXXeQGkqysLDZs2AA4LSrx8BAPEO0HWF944YUcd9xxSUNG+1YKj8fDvHnzUvocpHVi98isRztnV8dC2LaFZbe63YGclgWwrFYi0QanBcGOJrQwOL/6x7c1x7oPWYDtBArbcs6N7XRFsltjYSOKbYXd81h2GNtOzzo7pumP3fAbGJgYhgfTyMY0cwATy2qlNVTBjpaO7ngoKfg22dnOpAoGBs7KFcSeDTDAY+Zh4HWv6Wzf8dpj5uHxBMjylsaCR++qQvf6OftSpgPJi8BlSqmngXgHWhtAKXU2MAvoemlUsfuisfEjMqBdiH4lPh4jHjC6e46vzZAOfr+fsrIyysvLKSsrcx/xvwcNGuTe4Pt8PrfVAeD222+nurqaqqoqVq5c6YaNmpoa7rzzTn75y18CsHDhQi644IIu69DY2EhBQQEA3/jGN2htbaW0tNQNNvFHfHpacKaTXbduHcXFxW6Xra4ce+yxHHvssbv7UYleIrMeOZyuQM5Nv2W1Ob/82xaW1RJrGXC6A7W0raN624tddj9yuh3dTpa3DMMwnDBgtRG1mqHXWxN2lolheJ2bfMOM3bzHAoSZy44bf/CYOXg8BZhmDjm+0fiyypwQYHjxmH683iKnFQFPSj8I9DSGBMAwfAPun7tMyfRd6O3AccASnEHtNnCLUup+4CCcBRPvzVz1BoCotJAI0Zcsy2Lr1q1s2rSJzZs3dxk0qqqqaG1t7fXrm6bJ4MGDk4aL+KO0tNRdwToYDHLwwQe7szf99a9/5bnnnuMf//iH2/UrHojGjBnDunXr3Gvdf//9bNu2LWk92m8/4IADmDFjRkLIaB82cnNz3bJ//etfU3qf2dnZCQvgiT1DpmY9sm079kt+FDs2oDgcrond+EexiRKNBt3WgB1djJzxCtFo0O1ulDgouWVHl6R2Ywosuw3LaouVc45rv99peQh3Wd9deIeEI1uS7jGMLDyefEzDF+tK5Nwaekw/Hk8hhuGJtTDkYJrZGHjcrkammY1pZuMEBzMWLJxWA+f1jq5ITlAw8XgCGIbPPafTPanvBfK+yeih13cZSiSM9K1Mr0PSrJSaClwJnA20AkfgdNO6CbhPa53eDswDXSQ+w1ams6kQe76WlhY2bdrU7aOysrLTgnG7yzRNysvLGTJkCEOHDmXIkCEMGTKE8vJyysvLaW5uxufzMWrUKHcNj0Ag4I5dqK2tZcaMGe4g9dra2oTVxefNm8eMGTMAWL16daduS4ZhuF2z2rvxxhsBOoWMQYMGuS0e4EwRm2pXqD2VjIfoWeqzHl1HbvY+RK0goXANHQOCc/NdSyRSGwsT7cKD1YRthbGJYFkttIUqsexWbCuUhrEHvcHENLPxmHkQG2tgGFl4zFzApKV1DTap//fE6ylm3xH/47Qq7ERrwt6qq1AiYaTvZfwuNBY47o49RF+Lt5DIDFtCdMm2bbdVo7tHb4/P8Pv9bsDo+DxkyBD8fj+madLW1kZNTQ1VVVWcf/75lJSUAHDdddcxZ84cqqurO81+NXnyZDeQ5OXlsWjRIndf+4BRVlZGIBBw95155pnst99+lJWVuftLSkqSLnp31VVX9ernsafaW8dDWHbEGURsR7CsUGxAcftgYBGO1GJZLbExAxEi0XpnbIIdATs+W5FNONpAS+sanJaCrsW7H6WDYWQ5v9zHugzFuwHFBx2bZg6GkY0R71pk7OhelOUtxTSy2DEg2Ygdk+e2DEB8u9O64PH4nW3uOAMzFg5Md7xDT60HqXQ72vH+fIwovxxfVlmPZQeSjqFEwkhmZCyQKKXygEbgN1rr9PzXRfQsKmuQCNHc3MzXX3/Nhg0bEh7xbV9//XWvdp8qLi5m+PDhDBs2jGHDhiUEjcLCQjwejzvlblVVFfvssw+nnOJM5fj5559z2mmnUVVVlXQGrG9961tuIGlubmbz5s0AFBQUMHToUDdIHHLIIe4xOTk5LFy4kMGDBzN48GBKS0uTBgyAAw88MGGciOheX4+HiFrNblcjiw2ARWNTK+HINnCnQbXdlgRsO9YdqckdoxAPFVGriUi0kagV7DATUtTppmQ1k9qg4PTweorJ8pa4A5XjN/0GBobhxZdVjscTiG1z9htGNh5PPCRk4fMNwWvmx8JI1h7XWtBTt6M4ucnuXvxzlFbMzMlYIIl116oB0jcaU/QsPsuWDGoXe6loNEpVVVWnkNH+0dU4h53l9XoZOnQow4cPdx8jRoxg+PDhlJaW4vV6iUaj1NbWsnnzZmbPno031l1y5syZvPnmmwnTzMbNmjXLDSR+v9+dPSo/P9/tmhV/Lioqco+78cYbuf7666mvr8fn83W7QN60adNSeo/S9Sh1vTEeImo1EwpVEoluJxytIxyupi1U6cx2hDM4Od5KEbVaiETbtdLFMmVFZW+/s3aXMAPOoGTD227aUsMNB6aZHZtVyIuB5/9n777jq6jyx/+/ZuaW9AoEEkKHCUVqQGBZdbEX1rUg+mXtKyp2V7EX7PpZcVfRVX8W3EVcxa6oa0EUWIo0pU5ogRACpPfcMjO/P+beSS6ptNyEnOfjkQfec2duzr0BM+855/1+BxKPY1GkCLDzDWQ8nt3kF3/abF8ICF5czyAmasixe2PtiMiFODpiogaj9pod7ml0WOG+Cv0EqzniK2GeR8clVkiEds4wDPLy8ti5c6f9lZ2dbf+5Z8+eo9KsLy4uzg4u6n516dIFt9sNWCsS/fr1s6s9LVq0iOnTp7N3715KS0vrveaUKVNIS0sDrMCpsrKSiIiIkByQrl27MnbsWPucHj16sGPHDlJSUoiKimpyzt26dbPndTQcr1uPjgbT1DEMD369DBM/VdVZ5BW83WhisrX16CkS404GZPx6MYZRg9e3P5AgrQeauB3aCoQkOXE6klHkaGpqvIBMVFQ0ihJnBQwHlSK1kpMla2uR5KzdjhQIJhxKnN3/ILhNSUJGliMDPRKO0mVEzBiiIgeKO/2HSeRCCO1duAOSl4F3VVVdAMwGdgDVBx+kadru1p5Yh2FX2Qr3XwVBaJhpmhQWFoYEHHWDjl27duHxHFkte4fDQXp6Oj169LD/7NGjB126dMHpdKIoSkjzuiuvvJIvvviCvXv3UlBQEPJad955px2QOBwONm/eDFhVn4JbtIJfdbdFvfrqq7z99tvExcU1uW3E4XDQu3fvI3q/h6M9lWI163ZLrpOnUPdxsJOyVf60HL/fCiRMUwfTb61I+IswTI9VLUkvD/Rg0DFMT6B6kh4IHHz4/EUc+vYlneKyhU0eIeHA5eqGQ4nD6UjC6Ui2tiLJsYEEZweKYm05kgPBSLDHgaZZfQl6pzW+MtaWiDv9Ryb4+WXnPgOST3xeQrsS7qvQYHerIcBZTRx39DvICBaR1C60AX6/n927d7Nt27aQr2DQ0VCn7UPRuXPnesFG165dSUtLY8CAAaSkpLBq1SreeecdcnJyWL9+PTk5OXY5W0VR8Hg8dgCxZcsWfvvtN/u5bt262UHG4MG1v/xHjBjB+vXrSU1NJTExsclAo0uXtptoGo5SrGYgt6H2ot9ANyqsCkmmF6+/wO7H4PeXohsV+HwH8Prz8XhzCUdugyxFoCjR+PwlHEp/B1mOpnuX65FkNy5HJxxKYmAbVLBrc/vKazgS4k7/kYmJGoxiTEWXP6Fn6q3i8xLajXAHJI8Rzow4AQyroonUSAKrIBwtPp+PXbt2sXXr1nqBx86dO4+oFG5ycjK9e/cO+erVqxe9e/dmzZo15ObmsmvXLnJycliyZAk5OTnk5+cza9YsO3ciOzubf/7znyGv63Q66d69O+np6ZSXl9v5GbNnz0ZRFFJTU+ncuXOjCeDR0dEMGdK+97m3vBTr3URHDkTXK+qsLOiBrUxV6EY1ulFuNXgz9UCPhvJAR+gyDNOLrpdhmFZn6CPv4qxYLdXsKkVybYflg/okOJQ4HEosshQBkoKEjKJEB7Y+1TZekwI9GKxViRh7G5MkKVZehBzVos+sLkly0aPrneLCsQ5R9ejIyPRGNu4kJqp9rIwJAoS/D8mj4fz+AmAE7uLJIiARjpxhGOzevZstW7agaRrbtm2zA5Ds7Gx0/fDq/MfExNQLNhITE+0k8f3795OdnU12djarV6/m2Weftc+dOHGiXWmqLkVRKCjchpZ9M2ldbmTMmDH84x//ID093f7q3Llzgx2+R48efVjvoz0wTROvfz8+Xz4V1ZsoKP4Cmkk0tvIhnjwGs5GsvIZA2VS7QpLkQJasZGlZjsChxKPIUTidXXA5uuB2pSHLrmMwn5YRlY+OnKh6JAgdS7hXSIQwk8QKiXAYqqqqyMrKYsuWLSFfWVlZVFfXSwNrkW7dutGvXz/69etH//79SUlJQVEUvF4vhYWFnHnmmYwYMQKAWbNmcdVVVzX4OrIs4/P5cAa2IV5++eXU1NTYW7XS09Pp3r07MXGF7DnwN3z+2m1Ht95662HNPRwM04ffX0ptZ2hrW5NfLwsEFLVlXnXJah6Xe+AnDKMmkAvhx2+UW1uiTAMTP369PFCx6fBXq2Q5Gqcj0VpRkBzUNnaLQZEjA8nTjsCqQgyKHIUixyLLEShyFLIcGUisdgT+u31uVxL5EEdOVD0ShI4jrAGJqqpXNHOIidW9PQdYI7q2HwN6oAmVCEiEBuTn57Nx48Z6gceuXbsO6/XS0tLsgKNPnz5069aNESNG0LdvX6Kjo5k6dSrr16/n008/rddk0OVy2QFJjx49SExMpFevXvTs2ZNevXqFfNVd1XjmmWfqzcPaUvO3Vk3QNgwvfr0U3ai0ezlgGlYOhF6K31+MYfoxTS9+vQy/vzhQ2jWQoB3oH6Eb1RhGFT5/QXPfslbg4ygua9nhihyD25UGSFTVZNFcszoQF9gNEfkQgiAILRPuFZI51OaQHHwbrO64CZSoqvq4pml/b6W5dQxmYIWkgW0pQsdRVlbGxo0b2bBhQ8jXgQMHDvm1OnfuTEZGBqqqMmDAAJKTk/F6vXbzwe3bt/O///2PuXPn0qlTJ3JycuxzFy9ezJ49ewCre3jfvn3p27cvffr0YdSoUfZxF110ERdffPFhvdcjTdAOdqf2+0vtCkx+vRyfvyCQH+EPVG0qpsa7xyoDa/qPMB+iYYocHVhFCCQ/IyMrUTiUeFyOTla5VmTyCwoBmZQu3erkPlidoq3O1MFO1FEoSjSyFGGvTLQkH0JcYDdO5EMIgiA0L9wByVDgHaAMeAnYGhhXgZuAGOAWIBW4HXheVdUSTdPmtP5Uj1OBHBJJCfdfBaE11NTUsHnzZrZu3UphYSEbNmxg/fr1dqO9llIUhT59+tiBR1paGi6XC5/PR25uLhdeeKHdO+Nvf/sbd999d4Ov4/V6Q7ZXvfHGG8TExNC3b19SUlIa3a5zuNt4WpKgnb33KeKiR+FwJKIblZiG197e5PXus7pWH1YtDiXQ0yFQrtXu6WA1i3MoCciSG0lyWEnWjvhAYBDoPi1ZfSMkyWUlYMtROJSYFn3nonyr/GtywqEnuYqtR0dO5EMIgiA0LdxXobcAJcBpmqbV/Q2/XlXVj4Hvgcs1TbtJVdXPgBWBc+a0+kyPV/aWLbFCcrwpKipi7dq1rFu3jrVr17J27Vq2bNmCYTS//SYoKiqKQYMGMXDgQPr378/gwYPJyMigT58+3HjjjWzevJnFixdTUlIScl5ycrIdkIwcOZI//OEP9O3bl379+tmrHn379iUuLi7kvDPPPPOQ36e1IlFVp6JTNbpRiV8vQdcr8Af6R1R7dlBRtY7mgwmdssqVTTwvocixKEqUnSdh5U0k2V2rFTkKhyMBl7MLLmcKkuRClpx2f4j2Rmw9OnIiH0IQBKFx4Q5ILgQePSgYAUDTNCMQlDwM3KRpmq6q6gfAI609yeNWdTXkWLkAvn156JUVKNEtu+MqtB2mabJ79+6QwGPdunWHtOrhcDjIyMhgyJAhqKpKXFwcpmly4MABNm3axJIlS1i0aFHIay5atIjs7GzA6mKuqqr9NXHiRPu4iRMnhjw+vPdo4PMX4fPnU+PZRY13N35/CT69iBrPLo5F9XBZjqZr8tTAtiarqpPblYoj0LW6oxFbjwRBEIRjJdy/VSOBrk083w2IqvO4lEPpNiU0yDRNij75APmrL8CwLuSqs7aQffuNJJx9HkkXXNJuK9sc70zTJDc3l19++YWVK1fyyy+/sHbtWruBX3MkSSI9PZ3+/fuTmZlJQkICmZmZnHTSSbhcLl5//XVuuOEGTLP+Bb7D4aCyspLo6GgAXn75ZWJiYlBVlS5duhzy3xnTNNED26D8Rjk+XwGG6cHnL0DXq9CNcnz+YnS93OqS3UTpWUlyociRICnIkhNFicMhx6IosTiUeCTJid9fREn54iZfp+7rid4Q9YmtR4IgCMKxEO6AZDFwm6qq32ua9lPdJ1RVPQW4Ffi5zvAJWBW3hCNQ9MkHlHyzAMlf58JM1zF1nZJvFgCQfOGUMM1OqKu4uJhVq1bZAcjKlSvJy8tr0blOp8yQIRmMGjWe9PR0nE4n5eXl/PLLL2RlZbFw4UJM0+TJJ5/ktNNOA6zqVYqiMGDAAAYPHsygQYMYPHgwgwcPpl+/frhctb0dzjnnHPu/DcODz1+KXy8LdNY2AluorI7aul6Jrpfi10up8exCN6oCXbZbnuitKHE4lQQi3D1xOVNxOhJxKIlEuHvidCS06DXiYyeIBO0jJLYeCYIgCEdbuAOSW7GCkoWqqm6gNqm9PzAEyMdKZkdV1QhgNPB+GOZ53NArKyj5+kvMRrpim14vJV9/ScKZ56EE7oQLrUPXdX777TeWLl3KihUrWLlyJVlZWS06NyEhgROG9ie9ZxnxCQpOl8JV12bgckXQs9vtDB0yiZ07d4acoygK/fv3t1c8DKOGMWOT2JP3DU6XFOigXYrPtw/DzGZvgREINnR0vQLD9Fh/GtVWCdvDIEku3M6uKEosTkfnQJ+KSJzOTjjkWJyOJByOBGQ50u6CfSREgrYgCIIgtD3h7tS+VVXVE4B7gXOAcwNPZQN/B57VNO1A4Nga4MRwzPN4UvHLCmiuxK8sU/HLcuJPObV1JtVBVVRUsHz5cpYuXcrSpUtZtmwZFRUVzZ4XExNDZmYmw4YNIz4+Ho/Hw7btv7Fm7VKWLinHCGzDu+SyfjidVinbCb8fRO8+KQwZ0ou0dBcD1DjUgTFIcikmG9m042oM4/AaGloUnI6EQAUpJxKyXYrWWskIVJFSInE7u+JydkWWXMhydKtvDxQJ2oIgCILQtoR7hQRN0/KBvwa+hGNMLy3B9DS9Tcb0etFLS5o8Rjh0+/bt4+eff2bJkiUsXbqUdevWNVvxyuFwMGzYMEaMGEGnTp0YMWIEF110EYqi8NVXX3HuueeGHK8oEn37xaEOTKC6yk98vAvT9DLjoRisKtom4AHy0c38gzKyJJyOZCLdvZHlaDsXQ1GsClKy5AIUJEm2+lXIkVZ3bSUu0Mei/eQdiQRtQRAEQWg7wh6QCK1LiU9AcrubDEoklwslvmV78oXGFRYWsmjRIn788UcWLlzI5s2bmz0nNTWV8ePH06NHDwAOHDjA2rVreeuttzAMg8mX/IlJfxyFr6aYPgNKGT6iJ+ogF4MGJ6AOTKBf/3jc7sZKy0pERw6hujIaia6kdx8cWKlwBkrXRrbbsrSHQyRoC4IgCELbEPaARFVVJ3A5cCrQBZihadpaVVUTgUnAQk3T9hzjOVwMTAVGAZ2wtoy9A7ygaZq3znG9gX8AEwEv8Dlwp6ZpLStx1AbEjD6RgnfnNH2QYRAzemxrTOe4Ulpays8//2wHIL/99luD1aqCJEliyJAhjBo1ilNOOYWTTz6Znj17csEFFzBr1qyQYx0OGTUjieQuW9m+5wF7/N8fHMrPycTry0MxbwEgJurQm+Qdb0SCtiAIgiCEX1gDElVVE7CaH44EKrFK/CYGni4FngTmAvcd46nchRWEzAD2AeOw+p2MBKYE5hoL/AgUBMaigWeBz1VV/X1DvVTaIiU6hoSzz6PkmwWY3gaSel1uEs46RyS0t4BhGKxdu5ZvvvmGb775hmXLlqHrjSd3O51OTjzxRAYOHEhERAT5+fmsWrWKOXPmMHnKSGITszhQtIL+ag29+8RxwrAkhgxNYsgJSQzISMDtVlDkaJzOzihyDG5nN/x6ZaCJX8tK2aZ1uZFcUadOEARBEIQ2JNwrJE8Cg4DzgJXAgeATdRojnsWxD0gmBXJZghapqmoCT6uqeremabuBaVh9UX6naVougKqqe4ClWMn4Xx7jOR41SRdcAkDRV1+AYSAZBjgcSJJEwlnn2M8L9RUUFPDtt9/yzTff8N///pcDBw40eqyiKIwePZqTTx5P5miVN998l+XL17FkyZKQ4yIjFdZvmkePfj0BuOIv8Vx53dkociwxUcMCzfhiiY46AZcjpV6uRkXVxkMsZasd/gcgCIIgCIJwlIU7IPkTMFvTtK9UVU1u4PltWNu5jqmDgpGg1YE/04DdWEHTz8FgJHDe/1RVzcbaWtZuAhJJkki+cAoFfVSkD+ch7dlNzJixdJ56tVgZOYhpmmzatIlPP/2Uzz//nF9++aXJbVhDhvRkQEYXnE4DWfHz4KMZGGYuprmHNWt+oaS4mm6pUQwf2SnwlcwANYHY6AFEuHugKLFEuNKJcPUkwp3eojmKUraCIAiCILRn4Q5IkoGmGi2YQEQrzeVgJ2HVIAr2RhkEvNfAcZsCzx0WXdfRtPDcsa4yTSJi45CBssROlO45pqk67Yau6/z66698//33/PDDD+zatavRYxMT3Qwf1Yn4eCeFBR7Wrd3Lhg3W8ZIEN93eh/i4aCSSefb580lNTSEtLRlQkHABXZHNPvirkqmosl6zFIAqDm0lw4HM/0OX3wWpTo8Z04ms/z9ycxz261VVWd8oXH/vhNYnfuYdk/i5d0zi594xhfPn3tR29ZYKd0CyBxjQxPPjsFZJWpWqqipwB/C2pmkFgeFEoKFauMVAr1aa2tEXvNsvNdOb5Djn9/tZvnw5//3vf1m4cCGFhYUNHifLEicMS2TCSan8/uRu7N9fzW03hm7BSkvrzOgxwxgzZgQR0h9xGMlIyIzLDBxwjLKNZHqDMbU2KDGdKMZUa1wQBEEQBKGNCndA8gFwk6qqc4HgVigTQFXVS7GSxx9qzQkFto59BuTQCr1RFEXBin9an6Zpdj5Ct+7diQ3TPFqqomrjUS3RahgGS5cu5T//+Q/z588nP7+hnXsQGeVgxMhk4uNd5OVV0V/tzB1//RNx0aPwewcy84HxnHLKKZxxxhmcccYZ9O4dzgBApaIqvcnPKXj3JFx/74TWJ37mHZP4uXdM4ufeMYXz575u3bojXiUJd0DyBFYJ3RVYSe0m8Kiqqn8HhgDLgOdbazKBSlpfY3WQG69pWlmdp4uBhppzJALtpuzvwaRAYz5JadsrJHUTt3flPXvYORGmabJmzWreffcdPvhgPrm5+xs8LjHJxdDhyUS44tmaVcb/luy1nyvMj6JP98fsYC4/Px9ZbjufnyhlKwiCIAjHrx+LSnlvfxGXpSTxh6T4cE/nqAhrQKJpWpWqqicBtwOXAjXAaKxtWg8Cs+r2ATmWVFV1Y62M9AV+H6isVddmGs4VGQR8d4ynd+wYgYhWCXds2riDq0gdSlBimgZVNVvJ3v0z/3nvU+a//wvaloZXQjp3ieTcSSdw3qQxrPhfKf/33L+BPACSkpI499xzOe+88zj99NNDKl21pWBEEARBENqL4/HC+liqMQxe3bOfteVVeEyTOXkF/FpRxQ3dU8I9tSMW9qvQQMDxXOArLFRVVYD/AGOAUzVN29TAYV8CT6qqmqpp2t7AeWOx8ke+aK25HnXBFZI2elHdWEnbhoISry+fyuqNeLx78PkLKavYyqKFv/HpRztZtDAXv79+8kZCYhQjRmSAGcGll05l2rTpAHTvuoJPPl7G+eefzx//+EfGjx+PwxH2fy6CIAhCGyQurA9NUxfWEW30eiTccmo8PLMrjzK/ji+Q/+sxTVaVV3JH1i7ONqG/1MyLtGFhu8JSVTUKKAce0TTtiXDNI+BlrBLEDwNSINAI2h4oC/w6cAvwmaqqj2I1cXwWa1tZuyn5W48eCEgcSpgnUl9z/TVM00v23idxKAkYpgfDqASgIL+a+f/ZwYfvb+fA/up650VGRnLiiSciyzKrVq3ix4VrAPB6JTsgGTNmDFlZWfV6fgiCIAhCkLiwPnQ5NR6e3ZVH6UEX1qvLq8iBms4AACAASURBVLhr627u6dmN9Ah3q82nxjDwGY1XmzEwKfD5aaLif4MqdYNKXccESv06lbpOqa7jb+J7NWR3jZdSXafI52+wJo7fhGK/zjwURkgGAw9tmm1G2AKSwHatAtpG/sVZgT8fC3zVdTUwR9O0MlVVJwL/AN4HfFgrI3e0ly7tDTKtgAS5bQUkLWn2ZzHw60WYpsmv60qZP28fXy/YgM9XP7lq3Lhx9OnTh6+//ppFixbZ4yNGjOCSSy5h8uTJ9pgIRARB6IjEnf6Wa2sX1keLYVoX4GBdVFc0kqxsmCYldd671zAp03X0Zq7cvy4soYENC/gC3/f+7TmclVybslvq1/EEdnMcqgrdoEoPPVfHpNRnzdtvmngPNdJoo2RMerTjGDjce1A+wVqZeCWck9A0rVcLj9uO1SDx+GEntbedgMTr20/Ovr+3IBgBn8/gm692M3fOdjZtKKj3fKdOnZg8eTK33norGRkZzJkzh3fffZfBgwdz2WWXMXnyZAYMaKrytCAIwvGvNe/0G6aJ5xDvEtdV4vc3eX6VYVDhb/giusowyPV4qT7oArdGNyjXDcxDqMu+oaKahi6TgxfWM7bl0MXlbHgeuk65fngX2c0L/D7f0OpdE44KnwlfFDTUZeHYiZRllCbuQ0bIMvGHsZMkTlGIUGRkIM6hEKMoxDsUZA7tpmeELLGktJw15VWNHjNIMhkpt9/gKtwBycvAu6qqLgBmAzuAentsGkgwF46W4J2PMAYkpmlS7dlGSflSqqq3UOPNbvac6mo/H8/fwTtvauTtrf8PdNCgQURHR7NmzRpM0yQjIwOAiy++mKFDhzJixAixCiIIgsDRu9Nf7POTXeNhV42HIp+1RSWoxjAo8+sYwPZqz7F6K22KCez3+po9ri2KVmSiZOuyOc6hNBqUKpJEvEPBEfh96pIlEhwKUhMX3EtLytntafyGYw+3i98lxNqPZcm6sHcfZmAc71Bwy6HzcUkyiU7ruscpSbjawfa6Ct1gQ0V1gys6LkmiZzu/pAl3QPJr4M8h1G6bakjbuX1/vLGT2lv/IzZNk+Ky7yks+RqPr7asriS5iIkcDJJCReU6TPz2c6WlXt7791bm/WsrxcWhv9TcbjfDhg0jLy+PTZusugQOh4Pq6toYNyYmhpEjRx7jdyYIgtA6TNO0g4iDt6ccMKHchIoyK7/OxOSA189ej5div44RWA34rbyKhtYTgnf6792Ww9DYKHu8SjfYU+PFY9Z+r4a24DQnQj68KyinJBHvcDR6R1sCYhSFyEbK2ccqCl1dznoX2VGKTOwhlMD/NL+YzVU1jT4/IiaKK7t1avT5ZKcTxzG4iNS0LABU9fBX/4/lDbtIWWbuvoJGL6xPS4rnjGSxXfBgvSPd1t/5Bv6tKRKkSu13dQTCH5A8xjHrWy20SBi3bOUVvENR6TcAyJKb+NjfERs9kpjIociyC6jNJakor2TuO1m886ZGeXnoHadOnTpx0kkn8dVXX7Fy5UoA0tPTuf7667n22mvp2rVr674xQRDahNbMh9BNk8Ul5RQG9t6X+nVqDnPfe0tU6QY5Hi9FPr8dkNQX+P/67rwj+l46sLaJrSJBDsm6yO4Z4SLV7SLJ4SCqzgW+dcGvIAE9I9w4DzMgaSv2e/1sr/Y0emE9Ijaarm5Xq88rGEu01V0AzV1Y94lsf3k3raFnhAtFaviDUySJlLb5426xcPcheTSc31/ADkhaa8uWXy9j74E3qPHm4PXlARIpyZeSHH8mshxR73hF6sPn87vyf8+9WG9FpHv3rtxzzwNcc801ZGVl8fHHH3PmmWcyffp0zjnnHFGmVxA6qEPNhzAauKD0mSZ5Hh8l/toV2krdoFzXKfD50Spr2Ov12hVzPGFOjHVKEkpga0vwQt/r8SIDXaKj7DEFiU4uB93dLhIC/4/8oqCYLU3c6c+IimBSp8SQsSSn9Rp1KRLIbfQi+FgQF9aHp7kL6x4RrR/EtQcuWeaNgX0afT7Yqb29EldsHV2gMeKxXCExTZPyyl8oLltEedUae1yWIkjt8hcSYic0eM68efO499572bNnT8hznbtEEhWVRPe0Xtx8880ADB8+nN27d5Oenn7M3ocghNPxWv2oqgWJxCUNVNnxGCaFPj+lfn/IdqFSv59FxeV4DMPehuQxTVaUVbJy0w7i6ux3ByvwKPPrR2WpPsGhkBkbTZxDaXbv/dEQ51DoFeG29uw3EAgEL1DU3mlNvk6hz8+OJu70j4+PZVRc9NGZ9HFEXFgfnuYurIWOSQQkHZ29Zevo/9I0DC/lVWsoLPmGqpot9rjDkURK0hTiY8Yiy/XvIK1cuZLbbruN5cuXh4wnJyegOHwc2F8J5FJZ4SEvL49u3boBiGBEOC615T4H5YFtSV7TpMRXu5JQ6POT5/VRrVsVjSob2bq01+Ol5giqLR0KM/BV0kj1JaBeGm6cotDZ5SC6zg2bWEUmxqHQxelkSExkSBWlcP88Dpe40394xIW1IBw9IiDp6OwtW0fvr4JheCgq/Y59hXPtMUly0iXpEmKjhuN2dW/wbt6BAweYMWMG77zzTsh4fHw8MTEx5ObmAtCjRw/uuecerrrqKqKiouq9jiC0F37TbLJm/85qD3/P2UeFrturAMHOvLdn7eKabp3p6m64rKjPMMkPVD3K1a1/b0v35gNQoetUBpKf/aZJqV/HX2ceViMvP94mm4UdPZFy00UwHQdV8gmKkCWSnU7iHYqd4PxdUVm9kq51JTsUHunTPWQsRlFCch06GnGnXxCEcBMBSUdnV9k6Or+MS8qXsDf/LQyjNgEyOf4skhPOw+VsuNqIaZr8+9//5o477qCoqLZPpsvl4oYbbuCtt94iNzeXtLQ0HnzwQa655hpcLvELUmg7TNNqCHZwbFGq69ToBtWGQaHPz64aq/9BZSAPIdfjRT+MBQK/ad3pn5Wzr4VnBP59F5Ue+jdrgoK1bUiRJKIV2V5JkIBOTgddXU4iFZkeEW7cjeQWJDsdJDiP3q+ifJ+fZaUVjT6vRkc22huioxJ3+gVBCDcRkHR09patw/+rYJomXl8ehaXfUFT6LQBORyc6JUwiIXYCitL43uOdO3dy/fXX891334WMT5o0iVmzZtGvXz969eqFw+HguuuuIyKifuK70P6EMx/CaxgU+PyU+fUm76R7DDPQN8HKVdjv9XHwgkFwpWGvx9tg2dSWkLASkhucazOJ0gqQ2kQVnwhZoovLSWR5GS4gJaVL4HtKxDhkIgM3IlySROJBQYFTkkhqJlCQaHtJzAOjIlldVtloPkRGVGQYZiUIgiA0RQQkHZ0RbIx4eCsk1TXb2XPgNTze2t6VnRMvoEvSZCSp8dc0TZM333yT2267jaqq2tWUuLg4qqqqOOecc+jXrx8Ad9xxx2HNTWh7jlY+hM8wQ5KcDaDQVxsw5Hl9bKuqwWOaGKZJkc9Pvs/aglRUp2rS0RavKCGJCArWViOnbK0gdHI6SHe7iZAlYh0KqW4XKU3crf9Hzr4m7/afGB/DrenNl7XWNGtlRE1OaPmbaadEPoQgCEL706oBiaqqVxzOeZqm/etoz0UIOMzGiLpRw/7CefaKiIRCTPRIkuPPICbqhCbPLSoqYtq0aXz00Uf2mCRJxMbGUlZWBsCWLVsaO11op5rqBn1n1i6uT+tCjEPhgNdHpW5QYxjs9fio1HVK/dYWp2rdwIAmVzZaIkqWSXI6iFXkJjv0RshWAzYZa2tRisvJwQsCCQ4HblkiyeEgxnF0q9WJu/2HTuRDCIIgtD+tvUIyp4Gx4G+Ng9f96/42EQHJsaIfWh8S0zQpq1jG3vy30Y1yAJLizyAl+TIUufmLo8WLF3PZZZfZCepgrYqUlZVRVlbG0KFDee211xg7duyhvxfhiOmm2WAiswnsrK6xtjrpeoN3nyt0vcFqSl7D6va8ubK6wdKqPtOkyK/z9K5Da97mlCRcdRqruSWZBIe1QhHcytQ70o1LklAkyQ4onLJk919o68Td/kMn8iEEQRDan9b+rdz7oMdxwDtAJfAiEOzqkgHcCkQCV7ba7DqiQ+jUXlG1ntwDr+HzFwDgdqWT1uUGoiL6NnuuaZrMnj2bO++8E3+dLTMRERGUlZURGRnJo48+yh133IHT2f4STls7J6LE78cwodjnxxuo1FRSp1LSwVWSKgNdnat0gyKfjA4om3eGvKaJSbl+7DpLN0cGuricxDkUkp0OImWZaEUm1e0iSpZJdCp0dbmQJXAgEdEBqiKJu/2CIAhCR9CqAYmmabvqPlZV9TWgDJioaVrdK6HfVFX9CFgI3Azc0Hqz7FgkM/CxN7N/v6R8MXv2v2ydg4PE+ImkJF+KIjdfdre6upobb7wxpJxvcnIyr732Gk8//TQJCQm8/vrr9OnT/u5qHmlOhG6amCZUGDq/lldRVWeFwWuYlPr9dnnVGt1Kxs6qqmk22blpgVUFveE0bAlwy/UTlSNlmfQIF4kOB7ENbE2SgFil4UZwLlliaUk56yurG53V2BbmQ3Qk4m6/IAiC0BGEe9/ChcDMg4IRADRN01VVnQ88gghIjo1gMCJJDfYFCSos+S95BW8DkBR/Jl07XY4steyvTn5+PpMmTWLFihX22PDhw/n8889JT0/n5JNPJikpCbkdNhRrKifirq27mdGjGwlOB4U+P7ppku/zsby0gjyvjwq/gc80qNCNw+4QnehQcEqSXXbVFejVEKx6pEgScYpib2uKVRR6RLg4kLObaKBfv/orWwrSUc+DCPIaJlojwZTIhxAEQRCEjivcAUkk0K2J51MBUef1WAnmCjQRDJRXrqkNRuJOI7Xz1S1++Z07d3LmmWeydetWe0xRFNLS0khLSwOgU6eGe5O0Bw9u34OngYtrn2nlTMzYntOi15Gw8gFSXS76RLpDVhhcB+U7RCkyqW4n/SIjDrvcavC0+FbOoxD5EIIgCIIgNCTcAcki4FZVVX/QNG1h3SdUVT0VK49kURjm1TE00xTR491Lzr5/ABAVoZLa5S8tfum1a9dy9tlns3///pBxXdfp1q0bfr+/XTQ39JsmS0rKKfNblZ5yPV78psmGJrYe1SUBiQ4HCQ4FSQK3LDM2LoahMVE4JIjqQB2iRT6EIAiCIAgNCXdAchuwGPhOVdVN1Ca1DwAGA/sDxwjHQhP5I4bpZ2/+Gximh9joTHp0vbPFL7t69WpOO+00SkpKAKukr2mauN1uZs+ezV/+0vLApjXs9XjZ7/VR6tfxGAa5Hh8Vuk6NYbCmvKr5F2jEmNhobu/Rtc01jgsXkQ8hCIIgCEJDwhqQaJq2XVXVE4B7gfOAcwNPZQOzgOc0TcsP0/SOf4EtWw2tkOTlv01l9SYcSgKpna9tsslhXWvWrOH000+3gxFZljEMg65du/LFF1+QmZl59ObfDL9hss/ro8jvJ9/rwxN4v9WGwcbKavK9PvJ9LWuSNyo2ilS3ldCd5nYiSxK7qj18cKCo0ZyIITFRIhgRBEEQBEFoRrhXSNA0rRC4O/AltKZGVkgqqjZSXPYDEg56drsbpyOxRS/322+/cdppp1FcXAyA2+3G4/EwaNAgvvrqK3r27HlUp19XjWFQ5tc5EFjp+LmknF8rWr66ESXLqNERxAWqRKVHuIiQZRySxMjYqAab50XIssiJEARBEARBOEJhD0iEMDLrJ7WbpkFegVWeNyn+NCJb0GMEICcnh7PPPtsORhITE/nmm2/47LPPuOuuu0hMbFlQ0xL7PD6yqqrJ8/rIqfGiVVU32T+jZ6BUbZLTEVJxamhMFJ1dDmIUBcdhrGSInAhBEARBEIQjF/aARFVVJ3A5cCrQBZihadpaVVUTgUnAQk3T9oRzjsctO6m9tsxrSflPeLy7cTiSSOk0tUUvU1JSwtlnn83evXsBiI2N5fvvv2fkyJGMGTPmkKdV7POz1+NlY2U1xX6dEp/fLqtb6POT5/U1eF6weV6Sw0GcQ6Gry8nFXZKaLGl8JEROhCAIgiAIwpELa0CiqmoC8D0wEqtbexQQvJVeCjwJzAXuC8sEj3dG6JYtw/Cyr2AeAF0SL0CWmu+Y7vf7ueiii9i4caM91qtXL1RVPeTpbKqs5r19hWytrmn22HhFYURsFN3cLnpHusmIimhwW5UgCIIgCILQtoV7heRJYBBWQvtK4EDwCU3TDFVVPwbOQgQkx4YZmtReUb0e3SjH5exGYtxpLXqJBx54gIULQyo2k56ejtPZfDBjTcHkgwNFfFVYYiedA6S4nEQrMidER9LN7SLeUbutKt6h0CNC5GcIgiAIgiAcD8IdkPwJmK1p2leqqiY38Pw2rO1cwrFw0ApJWcVKABJiJ7Rom9NHH33Ec889FzI2duxY5s+f32CPkSpdZ2uVh59Kyij36+z3+jhwUJWrZKeD6WldGBwTdTjvSBAEQRAEQWhnwh2QJANZTTxvIjq1HzsHrZBUVlvbruKimy/Nu3PnTq6+OrRre0ZGBl9++SVRUbXBxMrSCn6tqGJzVTV7PQ3nfoBVVvfGtBRiHEqjxwiCIAiCIAjHn3AHJHuwmiA2ZhzWKolwLARXSCQZv16Oz1+ALLlxu9KbOc3gqquuory83B5LTEzkq6++IjnZWuhaXFLO/5d7oF6PjqRAH48BUREMio4k1e0i1nF4Va4EQRAEQRCE9i/cAckHwE2qqs4FcgNjJoCqqpcCU4CHwjS341+gD4mkyHi8ViEzt6t7s00Qb37qaX7++WfrXElCkiTef/99CpI7M3/XXvZ5fSGrIQOjIvh9QhyZcdHEiRUQQRAEQRAEoY5wByRPABOBFVhJ7SbwqKqqfweGAMuA58M3veOcUduHpMabA9Dk6kiNYfDYz//jtccfs8f+cPOtjDn9TOam9cGze1/I8X0j3dyR3pVOrpYluAuCIAiCIAgdT1gDEk3TqlRVPQm4HbgUqAFGY23TehCYpWmaN4xTPL4FV0jk2hWSiEYCkpwaD89k7+WTB+/H8Fo/koSBg0i6eho7nS47uBkSHclJCbH0jYwgTTQGFARBEARBEJoR7hUSAgHHc4EvoTXVXSHxBFdIujd46CM7csn67hvyli62xwZNuwnFaQUdTglezehNtCK2ZAmCIAiCIAgtF9ZOcqqqnqSq6qAmnu8cWEERjoVAUrspSbUrJO6GV0jcfh9rn3sqdDCwwgKQ4HCIYEQQBEEQBEE4ZOFubb0I+FVV1Xsaef4M4MfWm04HEwwookE3ypHlaBxKYoOH5nz4H6r25tqPu510Cumnn2U/7h8lqjMLgiAIgiAIhy7cAQnAZuBpVVXfU1U1MtyT6VACJXn1BKsiVoSre4MNET/K3sP3L79oP5adTkY9ONN+7JIkMqLEj04QBEEQBEE4dG0hIHkGuAG4EFiqqmqPMM+n4whs2TLirIDE7UoLedo0TebvL2TmCy/gKSqyxwfdcDPR3VLtx4oEfSLdrTBhQRAEQRAE4XjTFgISNE17HTgVSANWqap6cpin1DEEVkjMCB0Ah5IQ8vTfdufxfk4e2r/etsdc8QlkXHVtyHGKJNFDVNQSBEEQBEEQDkPYq2wFaZq2RFXVTOAz4FtVVf8KFId5Wse3YFK7OxiQxNlPLSouY3V5Fbu++BRvifVjkCSJV57/G9eOHNz6cxUEQRAEQRCOS21ihSRI07Qc4HfAx8A/EF3aj62DAhIlEJCYpsmruQcwDYMdc+fYh8+cOZOrrrqqtWcpCIIgCIIgHMfaVEACoGlataZpl2E1RuwX7vkc1wJbtowIPwAOJRaALwtLANi3dDFFO7YDEBcXx2233YYiSvsKgiAIgiAIR1G4O7U3GhBpmva0qqqfA51acUodS6Dsr+kK3bL1bWEpAFVffmIfeuWVVxIXF4cgCIIgCIIgHE1tJoekIZqmbQz3HI5rgU7thsuqsqUocWyqrCbf58dTXMSv331rHxobGxuWKQqCIAiCIAjHt1YNSIIlfTVN2133cXOCxwtHl2QYmIDptLZsKUosb+3dC4Dnu6/x+axARZZl7rmnsd6VgiAIgiAIgnD4WnuFJBswVVWN1DTNG3zcgvNE4sKxYBrgBGSQJCd+U2aPxwvA3i8/sw8bP3682K4lCIIgCIIgHBOtHZBcgxWA+A56LISDYUKgn6Fp+llZqAFOovbv49e1a+3DHnnkkfDMTxAEQRAEQTjutWpAomnanKYeC63MNNB72Q/4pWA1MJbCRd/bh8TExHDqqaeGYXKCIAiCIAhCRxCWHJJDJXJIjg0j+gD+c2sf7zbSAdj13ef22BlnnIEkSa09NUEQBEEQBKGDCEsOyWGcJ3JIjrKKqo34+620P1nTlMg3O1NTUMBvK2u3a82YMSNMMxQEQRAEQRBawjAMZLnNtRdssXDlkAhhVFG1kV15z4Ki22PFZiJ+XJQu/z7YL5HxvxvFiSeeGKZZCoIgCIIgHH2maaLrOpIk2Q2fa2pqyM/Px+l00rVrV/vYlStX4vV6+d3vfmfvGFmxYgW7d+9m3LhxdO/eHYDNmzfz7bffkpGRwZlnnglARUUFTzzxBG63m5kzZ9qvOXPmTDRNY+bMmfTv3x+AefPm8eabb3LZZZfxl7/8BQBN07jwwgvp168fn31WW2xo2LBhZGdns2HDBtLTrd0tCxYsYNKkScfqIzvmwppDIrS+YDBimt6Q8XyzCwBFK3+2x0aO9lNRtZGYqMGtOkdBEARBENouXdeprKwECKnCuWXLFrxeL0OGDLHv1q9fv569e/cydOhQunXrBsD27dv5+eef6dOnDyeffDIA1dXVvPDCCzgcjpDdGc8//zxZWVnMmDGDvn37AvDRRx/xzjvvcOGFF3LVVVcBsG3bNi699FJ69erFhx9+aJ8/duxYduzYwapVq+jRw8ocuPXWW5k9ezYvvvgit9xyCwA//fQTZ511Fqeffjrfflvbh23ChAn4fD5qampwu61KQM899xwff/wx8+fP5+KLLwaswOX222/niiuusAMSj8fDs88+S2JiYkhA8t///pdly5Zx00032QHJ7t27WbhwIaNHj7aP8/v9bNq0qd7nX15eTllZmd2e4XjQftd2hMOSe+Cf9YIRgHwzBdM02b1stT02+sRkcg/8szWnJwiCIAgdVllZGXl5eVRVVdljhYWFrFixgqysLHvM6/Xy4Ycf8tFHH4Wc//777/PGG2+Ql5dnj/3www/ccsstfPLJJ/ZYTk4O559/PjfccEPI+ZMmTWLIkCHk5OTYY/fffz/x8fG88sor9tiPP/5IfHw8F1xwQcj5w4cPZ9iwYXg8Hnvs8ccf56yzzuLnn2tveC5dupRrrrmGN954wx7zeDw88MADPPnkkyGv+emnn/L666+Tm5trj23fvp0vvviCjRtr+2f7fD5Wr17Nhg0bQs4vKCggPz8/ZE4OhwNZljEMwx6Ljo4mLS2NTp06hZw/btw4xo8fH3LsuHHjuPjii0lNTbXHBg4cyC233MLpp59uj8XExPDUU0+FBCMADz/8MHPnzrWDEYApU6bw/fffc91119ljffv2Zf369XzxxRch569atYri4mJ69eplj7Xn1RFo453ahaMvrcuNDa+QGF2oyNlNyb4ie2zI0K6kdbmxtacoCIIgCEeNaZqUl5fj8/lITk62x7du3UpRUREZGRnEx8cDkJWVxZo1a+jfvz+jRo0CrIDgtddeIy4ujptvvtk+/6GHHiI3N5enn36alJQUAF5//XU++OADpk2bxiWXXAJY23uuuOIKMjMzeffdd+3zO3fuTHFxMSUlJcTExAAwbdo03n//fd577z0uvfRSwLqbPnXqVC677DLmzZsHWNuLJk+eTExMDBdddJH9mq+88go///wzJ5xwgj22bt06Zs+ejcvlsgOI6upqPv/885AL4uD7z8rKslc/wAp+ysrKQoKkiIgIYmNjiYyMDDl/8ODBeL3ekIv34cOHU1paSpcuXeyx/v37c+WVVzJ+/Hh7LDIykvvuu4+oqKiQ17zzzjuZOnUq/fr1s8cuuOACVFUNmX+vXr1YuXKl/VkGLVmyBFmWQ372s2bN4oUXXgg5bsKECezZs4eD/fTTT/XG7rrrrnpjY8aMYcyYMSFjbreb++67r96xZ511Vr2x3r1707t375CxiIgIhgwZUu/YpKSkemPtXdgDElVVBwG3AaOABOqv2piapvVt9Ykdp2KiBtOz2z31gpIyM54Dv6ywH3fuEsmAXveL7VqCIAhCi+m6TkFBAYZh2NtzwLooLi0tJTMzk+joaADWrFnDr7/+yqhRoxg6dCgAu3bt4s033yQtLY3rr7/ePv+6666jtLSUOXPm2Besjz76KAsWLGDmzJmcc845AHzyySf85S9/4Y9//CNvv/02AJWVlcTHxxMVFRVyoX399dfz448/8sMPPzBx4kTA2od/5513cvvtt9sBSXFxMQ888AB9+vQJCUg+/PBDtmzZwt13320HJNu3b+eHH34IuUvu9XrJysqic+fOIZ+V3+9H1/WQbTdJSUmkpKTgcNRennXu3JnRo0fTp08feywiIoILL7yw3sX7lClT6N+/f0gOxMSJE3nxxRcZMWKEPZaWlsann35ar+nxxx9/jGEYIXfeZ86cyUMPPRQSfEyYMIGysjIOtnr16npj999/P/fff3/I2Lhx4xg3blzImNvt5qmnnqp3/sGrMGAFNAcHU5GRkSHbnYLqfhZBonpo2xPWgERV1XHAD0A5sBIYCSwEIoGxwAZgTdgmeJwKBiXZOU+CYt3FKCOeovW/2seMGzdBBCOCIAhtXDA5t+4F7Pbt26mqqkKWZXt87dq17Nixg5EjR9p3YTVN4+OPP6Zfv35MnjwZsC6ep02bhmmavPPOO/Zr3nrrrSxZsoRXXnmFsWPHAvDqq69y1113MW3aNGbNmgVYAUXfvn3p1asXO3futM+fOnUqmzZtYv369fYd3/nz5/PMXedt7wAAIABJREFUM8/w1FNP2QFJbm4ujz/+OOPGjQsJSD7++GOKiop45ZVX7Ivw7OxsVq1axf79++3jDMOgqKiI0tJSe8ztdhMbG2sHQkEZGRlUVFSEXNRnZGRwySWXMHz4cHssOTmZe++9t15AMXPmTCoqKkIueK+99lpOP/30kIvlUaNGsXnz5np37nNzc3E6nSE/u1deeSVkaxTA6aefHhLgALhcrnrbtQCmT5+OpmkhYyNGjAgJRsDannT++efXO3/w4Pq/9w/+3AThWAj3CsljQC4wOjCXA8BTmqYtVFX198CXwF/DOL/jVkzUYBzrT8B/wq+gQIUZQ8FvtQHJZZdeE8bZCYIgtB+6rtuVegD27NlDUVERPXv2tLcCbdu2jRUrVtCnTx/7znBJSQnPP/88kZGRIXeQ77rrLrKysvjHP/5hBw8vvfQSL7/8Mrfccgs33XQTYCXRjh07ljFjxrB8+XL7/LFjx1JQUMDSpUvtbSovvfQSb7/9Nm+88QbXXnstYFUFuv/++zn//PPtgESWZd555x1kWWbOnDn2neTt27ezdu1aCgsLQ957ZWVlva08nTt3DtkeA5CZmUlycjIul8seGzVqFFdeeWXIlpQePXrw6KOP0rNnz5DzX331VQzDCLmof/DBB7nppptCVg7OPfdc8vPzQ4IMp9PZ4N38gy/8Ac4++2zOPvvskLHExESefvrpescGt2TVNWDAAAYMGBAyFhUVRUZGRr1jD17dEISOLNwByRjgaU3TSlRVDW6IkwE0TVusquqbwOPA9429gHD45OIEpGzw9VGoqfJStq02YS64/C0IgtDeeDweysvL7TvjYJXfXLVqFW63O2SryJtvvklhYSHTp0+3L3b//e9/8/3333PFFVdw6qmnArB48WJuv/12xo0bx+zZswHrbnxkZKS9Zz548X7DDTewYMECPv/8czvR9IcffuCGG27guuuus79/dXU1TzzxBCkpKSEByU8//cSqVat46KGH7ICkuLgYTdNCVgOcTiemaeL3+0Pev6qqpKSkhOzjz8zMpKSkxC4RGjzu3nvvDbkr7nA4ePvtt0MCB7AqHT322GMh+/ivvvpq/vznPxMREWGPpaamcuDAgXo/k7qrLUEXX3yxXaEoqHv37jzyyCP1jg0GTHXVnUtQREREyHwEQWgfwh2QKEBB4L+Dt1gS6zy/CZjWqjPqSAwDyQseIijetJFgA5LY2Nh6+0oFQRCOVFVVFVVVVSQnJ9sX7xs2bCA3NzekJOj69ev58ssvGTRokL2tpKSkhGuvvRa3220n9gL86U9/Yvny5SxYsMDe8//cc8/x8MMP88ADD/DEE08A1grFH/7wB4YOHcqvv9auBs+cOZOcnBymTJliByQrVqzgX//6F5mZmXZAUlVVxZo1a0Lu/NdtQubxeOwL4d69ezNkyJCQPfeqqnLZZZeF7HGPj49n5syZJCQkhHxOzzzzDBUVFSEX3Ndffz2TJ08OSQweNmwYfr8/ZHUGrCReIGTrzvTp05k+fXrIcQMHDmzwzn+wjGpdDd3hd7vddhlUQRCEIxHugGQ30BNA07QaVVVzgPHA/MDzw4HSRs4VjpRpgAs8ppuijevt4YOXmwVBOP6ZpmkHCTU1NXbt+5EjR9rHzJ07l/3793PttdfaF9Hz5s1jwYIFTJ061V5ZXbZsGVdffTWZmZnMnTvXPj8pKQmPxxNSz3/mzJl8+OGHvP/++/YWmHXr1nH//fczdepUOyCRJImPP/7YXvEIKi4uZv/+/VRUVNhjcXFxJCUlhdzlT0xM5OSTT7b7GARde+21lJeXh+yTnzp1KpmZmXauBFjboFatWlWvuk1paSlutzskSfall16q9/mecsopnHLKKSFjUVFRPPzww/WODQZBdaWkpNiJ00HtuSuzIAhCXeEOSBYCfwIeCjyeC8xQVTUWa/Xkz8BrYZrb8c8wMV3WCknp1trtWpdffnkYJyUIQlOC23OCibAFBQVs3LiRhIQEhg0bBliJybNmzcLn8/HQQw/Z5957772sXLmS559/3k5yfemll7j77ru5+eab+dvf/gZYicmjRo2if//+Ib0PnnjiCTRN49xzz7UDknXr1jFv3jyGDRtmByS6rqNpWr16/snJyXg8Hqqrq+2AZPjw4ZSVlYUcO3ToUO67776QRNyYmBjmz59fL8H2/fffxzTNkJWL2267jdtuuy3kuJ49e7Jo0aJ6n2dD24MaqgAUHx9vr8DUJbYHCYIgHLlwByTPAT+qqurWNM0DPAokAVMAA/gXcE/4pnecM01wWiskZTu22cN165cLgnD05OXlkZ2dTWpqqp20m5uby5w5c+jUqVNIVaE//vGP7Nu3j++++85OjL7mmmt4++23mTNnDldeeSUAixYtYvLkyVx44YUhVXfuu+8+FEXhwQcftMd+/fVXfvzxR/bt22ePORwOPB5PyApDQkICw4cPr5dYfPnll1NYWBiypXPKlCkMGzYsZCVl5MiRbN682Z53UN3GZkEPPPAADzzwQMjYsGHD7OAqSFGUevkG0HBJT0EQBKF9CWtAomnabqxtW8HHPuDGwJdwDOmVFXBgHyhQY7op3VYbkAwaNCiMMxOEtqGiooLi4mKSkpLsu/Jbt27lp59+om/fvvzhD38AoKioiJtvvhmXy8WcOXPs80899VSWLVvG0qVL7Tv9//znP3n88cd55JFHePTRRwHYt28fDz74IMOHDw8JSNasWUNubi7l5eX2hX1ERASyLId0HE5NTWXChAkMHDjQHnO5XNx7771ERUVhBnLDAB577DHuuuuukJKm11xzDVdddVXInf6UlBTWrl1b7zM5OHAAq1LSwSsHjVUVEgRBEISGhC0gUVU1Cqv/yMOapj0Zrnl0NKZpUvTJB5R8/SWSroMDcvdWo1dbNQVcLle9fcqC0B4VFxezb98+kpOT7UTgXbt28cEHH5CSksIVV1wBWP8mJk6cSFFREatXr7a3Qv35z3/ms88+46OPPuLCCy8EYOnSpVx33XVcccUVdkAC8N5779VbDfB6vVRXV1NeXm6P9e7dmzFjxoTc1e/evTv33XdfvdWIDz74AEVRQnofvPjii7z88ssh+Qrjx49n8eLF9d5/Q8nKDTUNE0nJgiAIQriFLSDRNK1KVdUCoDhcc+iIij75gJJvFmD6fEiAqUD21iL7+U6xsaKDqdAmVFVVkZeXR2RkJKmpqQAUFhby6quv4na7ueuuu+xjzz//fDZs2MD3339vl0l9/PHHeeGFF/i///s/+9js7GxmzJjBhAkT7IBEkiTWrl1LaWkpZWVldtJyt27dSEtLC5lTRkYGV199NRMmTLDH4uLimDt3br2A5PPPP8flcoX0Grj66qu5+uqrQ45LSUlpsDvx+PHj643VbaAmCIIgCMeLcJfo+AQrqV1oBXplBSVff4np9dYOKrBnZ21M2NPtRK+sDMPshONRTU0NJSUl9mNd13nrrbf4+9//HnLcPffcQ2ZmJkuXLrXH3nzzTfr16xdysV5VVcWDDz5Y7/ycnBx27NhBUVFtcJ2eno6qqiGN1Hr37s1f//rXeoUbvv76a9auXRtSwemf//wne/bssVdHwKq09NZbb3HNNbWNQx0OB1OnTuW8884Lec3ExESio6NFgC8IgiAIzQj37baXgXdVVV0AzAZ2ANUHHxTINRGOUMUvK+DgMpEK7N9Te8E4MDmRil+WE39K/bKTggCwZcsW9u/fz4knnmjnHfznP/+xS7+eddZZAHz11Vece+65nHPOOSxYsACwypROmzYNXdeZPn26XZZ1+/btrF69OiTpuVu3bvTu3TskgbpTp07ce++99bYVvvfee8iyTI8ePeyxO+64gzvuuCPkuB49etiVpOo6uKKSIAiCIAitJ9wBSbA71RDgrCaOU5p4TmghvbQEs04yLAAOyM8ptB8OTkhALy1B6Fi2b9/O8uXL6d27t71VaPfu3Vx66aXEx8fz9ddf28dOmjSJbdu2sWXLFlRVBawE7Llz5zJ48GA7IElKSrI7SQdJksSNN96I0+nE7/fbAcnMmTOZMWNGSA+chro4R0ZGNpgbEZyHIAiCIAjtT7gDkscAs9mjhKNCiU9AcrvtoMQEKyDZtd8+pm+nJJT4hIZfQGjz6ja3MwyDd999l4KCgpCVgocffpiFCxcyb948Tj/9dAC+/fZbpk+fznXXXWcHJG63m2XLloUkVQNkZmbStWtXDMOwxyZPnsyQIUPIzMy0x8aMGYPH46m3ZamhpnGDBw8+wncuCIIgCEJ7Fe6yv4+G8/t3NDGjT6Tg3Tm1A7J1AVuSV2APdY+OImb02HrnCm3H+vXrWbVqFcOHD7fLyS5evJgpU6YwYsQIe3uUJElMmzaNmpoarrvuOjuX4v9v777j5Krq/4+/ZjebsgmkEUqAJBjgk4RQNAKhl6j0SAAhSFFEQBAFhCAIShFR+UlTiiJIaNKLVKUXNRRRavh+pCXBEEoIIaTuZnd+f5w7s7Ozs7uzszNzNzPv5+ORzM69Z+49c+69Z+65py1dupT58+czb9689DbHjx/PgQce2GoUpjXWWINnnnmmTYHk5ptvbhOnLbfcss0ITppFWkRERPIRa4HEzA4Hnnb3We2sHwXs6O7XlyEu6wGnAVsBmwO93b1Nb1QzGwZcBOxNSL/HgB+uCv1cavsPYNAee4dRthoaoBcsWLCCpoZGAPrU1TFy3/2ozZoJWUqvoaGBl156iU8//ZTddtstvfzQQw9lxowZPPDAA+l5HW655RbOP/98zjnnnHSBZMCAAcybN6/VbNeJRIKjjjqK2tpampqa0sunTZvGtGnTWvWb2GGHHdhhhx1axam2trbVaFIiIiIipRB3k61rgcOAWe2s3zoKU/ICCbAhcADwAvA80OZOzMxqgAeAocBRwApCs7PHzGwzd2/TIb+nGTLlQAAWPnQ/zb1WMm9uy4haI9Zdl6H7HRRX1CrW8uXLSSaT9OvXD4AXXniBK6+8kk033TTdlOrzzz9n6623ZuDAga1GpZo7dy7vvPMO7733XrpAMnHiRA4//HA23XTTdLhNNtmEOXPmtOns/dvf/rZNfFJh6urqivtFRURERAoQd5uKzsbD7Ac0dRKmWJ5297XdfR/gb+2EmQJsCUx19zvc/T7g68Ao4MjyRLN7EokEQ/c7iFGXXElynbX46KPl6XUjxozVEKXd8Nxzz3HDDTewfHlLmh577LH069evVTOnDz/8kGuvvZa//a3lNBsyZAgTJ05k5513piFjWOYrrrgCd2fHHXdML9tnn3247rrrmDJlSnpZ7969WX/99dOdxEVERERWFWWvITGzEYQb+JQxZrZjjqCDge8Bs8sRL3dv7jwUewNvufsLGZ+bY2Z/B/YhDF28SqjtPwAGr878j1sqdQZnTewmuc2fP59f/epXNDU1cfHFF6eXH3LIIbz99ttMmDCBcePGATBs2DB69erFp5+2zPUyYcIErrrqqnQYCAXFGTNmtNnX2LFjS/hNREREROIXR5OtI4CzCIM8JYEzon/ZEtH648oXtU6NA17PsXwmMLmQDTY1NeHu3YpUoZqaG5n/ccvT/BqILS49xYoVK0gmk+n5NZ555hkuueQSttxyS0477TQAFi5cyIUXXkh9fT3HHHNMulZp2223xcyYPXs2tbVhpOr999+fqVOnUltb2yptUzUecaT30qVLY9u3xEPHvDrpuFcnHffqFOdxz+ynWqg4CiT3EPqMJIA/AVcB2Y+Gk8AS4MX2OrzHZDDwRo7lnwJDyhyX7qtp5sOPWuYlGTli/RgjU15NTU3Mnj2bESNG0KtXuAx++ctfcsMNN/Dzn/+c/fffPx329ddfp76+Pv1+0KBBTJs2jeHDh9Pc3JwufJxxRttydapgIyIiIiK5lb1A4u4vE02IaGYjgbvc/dVyx6OnqK2tjW1SN38ywbwPWgokW221VUVOMPfZZ5/x5ptvtpojY5NNNmHmzJm8+uqr6e+84YYbAqH5VGrZ2muvzdixYxkzZgxDhw5Nf/6CCy4o4zcortTTk0o81pKbjnl10nGvTjru1SnO4/7SSy91u5Yk7nlIzgEwszHAaEItQ5te1eUY9jdPnwK5Zg0cDCwoc1y6L9HMhx8sTb9dZ511YoxMcSxZsoT58+czcuRIABYsWMDQoUOpr69n0aJF6dqMjTfemMWLFzN/fsscLCeeeCLTpk2jT58+6WUDBw5ku+22K++XEBEREakicc9Dsj5wI2GI3faGd0pSnmF/8/EGsG2O5ePI3ZSrZ6tpZsH8VbdAkkwmaWhoSBcgnn76aXbZZRe23357nnrqKSCMXmVmDBw4kAULFqQn+bvtttvaDHubmjhQRERERMon7mF//wB8GfgR8CVggxz/vhBb7Nq6H9jIzCakFkSFqu2B+2KLVYGSNc0s+bxliNnMSfV6ultuuYV1112XM888M71s7NgwbHFTUxPJZDK9fObMmTz33HOtZhzXHBwiIiIiPUPcEyPuBFzo7pfGHA8AzOyA6M9Nst7Pcvd/AXcD/wZuNbMf0zIx4hzgmjJHt9samxppbIja/CUSrLbaavFGqB0PPPAA1113HUceeWR6FvNBgwYxb948XnnllXS4YcOG8fnnn6cnIEypqYm73C0iIiIi7Yn7Tm0J8EHMcch0e/Rvatb74wHcvQnYA3iOUAC5GXgPmOTuS9tsrYdblDGBX/2gQT1iUsSGhgYefvjhVrOVv/jii9x+++3ce++96WU77rgjM2fO5K9//Wurz2cXRkRERESkZ4u7huR2wvwdV8QcDwDcvdM7cnf/CDikDNEpuUVLWyZFrB+Yq69++e2///7cf//9XH/99Rx22GEAfOMb32CNNdZg9913T4err6/XpIEiIiIiFSDuAsnlwHVmdjuhUDILaDNumLvPKXO8qsJnSzNqSGKYpf3ee+9l+vTp/O53v2PdddcFYLfddmPWrFmt+niMHTtWhQ8RERGRChV3geQ1wihaE4D9OghXW57oVJdFGQWSZFNzyfeXTCZbNQu77rrruPvuu9l222055ZRTADjuuOM4/vjjSx4XEREREekZ4i6QnEsokEgMMgsk9auXtkP79OnTueiii7j11lvTtR0/+MEP2G677Tj44IPT4dQBXURERKS6xD0x4tlx7r/afba0ZZb21YcMKem+nn32WV599VWuvfba9CznO++8MzvvvHNJ9ysiIiIiPZseR1exRUtaCiSDhq1ZtO2+9dZbHHXUUTz77LPpZSeeeCJ//vOfOe+884q2HxERERFZ9cXdZAszqwMOAyYBawKnuvt/zGwwsA/wuLv/L844VqrPl7UUSIasWbwCyZ/+9CeuvvpqPvzww/RQvWPGjGHMmDFF24eIiIiIVIZYCyRmNgh4lDBL+xKgHhgcrf4M+AVwI3B6LBGscIszmmwN7Mawv8uXL+eDDz5g1KhRAJx00knMnz+fadOmdTeKIiIiIlLh4m6y9QtgHLA3sAGQHoLJ3ZuBu4Ddc39Uumvx8sb03/0H9C9oG2+88Qabb745U6dOJZkM4xMMGzaMq666io022qgo8RQRERGRyhV3gWRf4DJ3f5Dco229BYwsb5Sqx4rGlem/B/QvrEAyfPhwFi9ezKJFi/j444+LFTURERERqRJx9yEZCvy3g/VJoG+Z4lJ1VmbMPdK/vj7vz82dO5fhw4eTSCQYOHAgjzzyCKNHj6ZPnz6liKaIiIiIVLC4a0j+B2zcwfptCLUkUgLLVrTUkKzWf0Ben3nwwQcZM2YMl19+eXrZuHHjVBgRERERkYLEXSC5DTjGzDbLWJYEMLOpwEHAzXFErBpkDvvbv39+NSSffPIJixcv5tlnn033GRERERERKVTcTbbOA3YFngOeJxRGzjazS4DxwAzgwviiV9k+W9xSIFktz07thx12GCNGjGDHHXckkUh0/gERERERkQ7EWkPi7kuBHYGzgNWA5cCWhNG2zgQmuXtDfDGsbA0NLX1IVu+gU/tNN93E+++/n36/0047qTAiIiIiIkURdw0JUYHjguiflNGKlU3pv9srkNxzzz0ceuihbLTRRrz00kvUd6Hzu4iIiIhIZ2KtITGzL5nZcR2sP87MtihnnKpJQ0NmgSR3p/atttqKiRMn8t3vfleFEREREREpurhrSM4FmoAr2ln/VWA34Otli1GVSCaTNK5sabK1Wjs1JMOHD+epp56irq6uXFETERERkSoS9yhbXwae6WD904Q+JVJky5cvb3lTU0PfutZl05kzZ6b/7t27t/qMiIiIiEhJxF0gGQQs6WD9cmBImeJSVVasaBlhq6ZXL3pllDf+8Y9/MH78eI466igN7SsiIiIiJRV3gWQ2YfLD9mxLmDxRiqyxsTH9d6/6enpl1IC88cYb9OnTh7XWWks1IyIiIiJSUnEXSG4HvmlmR2SvMLPvAAcDd5Q9VlWgoaFlNOWaut78c+Hn6fff/e53efPNNznttNPiiJqIiIiIVJG4O7WfT+i0frWZnQ68Hi0fD3wB+A/w85jiVtEWZzbZqqvjxg8+4fUly/jeemvRt6aG9dZbL8bYiYiIiEi16AkTI+5AmBhxGaFwshuwFPgZsL27d9THRArw3vIV/PzN2en3zY0NrEgmefi555l6w63MWba8g0+LiIiIiBRP3DUkuPty4Lzon5TBWe/M5ZOMQkeC0E/k5St+y/tPPs5Hb5/LP8/9aVzRExEREZEqEncfEolB/9oamle2dGpPREP+DrKxDFh/BGN33yOuqImIiIhIlVGBpAptWN+X5oxRthK1oUCy6fEnsucDj7L5+uo/IiIiIiLloQJJFRpb34/alU3p9zUZs7D3qalhTH2/OKIlIiIiIlVIBZIqtEG/PrCyZdjfRKKG959+gsYli6lNwBf69YkxdiIiIiJSTVQgqUIj+/aGppYakubGFTzz/aN56ugjqE0kGNG3d4yxExEREZFqogJJFepdU8MP1lkj/b5v375MnDiRYyfvzdVjv0DvGp0WIiIiIlIesQ/7a2Z1wGHAJGBN4FR3/4+ZDQb2AR539//FGcdKlDlT++D1RzDj0UdIJpMxxkhEREREqlGsBRIzGwQ8CnwJWALUA4Oj1Z8BvwBuBE6PJYIVrDFjlK1evUMTrUQiEVd0RERERKRKxd025xfAOGBvYAMgfUfs7s3AXcDu8UStsmXWkCSbVsYYExERERGpZnEXSPYFLnP3B4Fc7YXeAkaWN0rVIbNA8n8PP8yRRx4ZY2xEREREpFrFXSAZCvy3g/VJoG+Z4lJVGlasSP+dqKlhzTXXjDE2IiIiIlKt4i6Q/A/YuIP12xBqSaTIGjNqSL40ZT/OOuusGGMjIiIiItUq7gLJbcAxZrZZxrIkgJlNBQ4Cbo4jYpWuubk5/Xfvujr69lVFlIiIiIiUX9wFkvOAN4DnCB3Yk8DZZvYycBPwLHBhfNGrXM0ZEyPW9qqNMSYiIiIiUs1iLZC4+1JgR+AsYDVgObAlYbStM4FJ7t7Q/hakUM3NLQWSN558SnOQiIiIiEgsYp8YMSpwXBD9kzJJNrcUQD7/ZL7mIBERERGRWMRaQ2JmJ5nZOnHGoVo1ZTTZ+uJXvxZjTERERESkmsXdh+RCYI6ZPWZm3zGzgTHHp2pkNtlac/0RMcZERERERKpZ3AWSzYDfEGZpvxr4wMzuMrMDzKxPvFGrbK06tau5loiIiIjEJO5O7a+5++nu/gVge+AaYFvCcMAfmdl1ZrZbnHGsVJk1JJ/Mez/GmIiIiIhINYu7hiTN3f/p7scDw4HdCcMA7wc8EGvEKlRmDcn8996JMSYiIiIiUs16TIEkw+rAyOhfP8IQwFJkKxo/TP89eO0aFi99PcbYiIiIiEi1in3YXwAzqwe+DhwMfA3oDbwNnA/8OcaoVaTFS19n4fJ/pd+vse5AZs/7NSPX+TED6jeJMWYiIiIiUm1iLZCY2WRCIWQfoB6YB1wB3OzuL8QZt0q1eOnrzJ73a5qaVqaX9apNkEw2qFAiIiIiImUXdw3JPcBC4Obo3xPurinDSyRVGEkmG2hublmeXNkYXlUoEREREZEyi7tAsi/wkLs3xhyPipdZGAFIJlvKfZ9+9BmwdrRchRIRERERKZ+4h/29V4WR8pj70ZXpwghAxqi/9OvbulyaTDYw96MryxU1EREREaliZa0hMbMRAO4+J/N9Z1LhpXDrrnlsqxqSzLHL1lh7QKuwiURv1l3z2DLGTkRERESqVbmbbM0CkmbWz90bUu/z+FxtKSNVDQbUb8LIdX7cUijJSPXajHqyRKK3mmuJiIiISNmUu0DyHcKtcGPWeymDzEJJU0av9tqacAhUGBERERGRcitrgcTdp3f0XkovVShpWDElvaypoVGFERERERGJRayd2s3scDMb1cH6UWZ2eBmjVBUG1G9C3+QG6fe1NQkVRkREREQkFrEWSIBrgW07WL91FEaKLJGsT/+91tDtVRgRERERkVjEXSBJdLK+H9DUSRgpwMqMmdoH9Fs7xpiIiIiISDUr+8SI0VC/ozIWjTGzHXMEHQx8D5hdjnhVm6aGljlJVs5+l6Yli6ntP6CDT4iIiIiIFF8cM7UfAZxFGF0rCZwR/cuWiNYfV76oVb5kMsmCu29jyZueXrb8pReZdeKxDNpjb4ZMOZBEorOKKxERERGR4oijQHIPYf6RBPAn4CpgRlaYJLAEeNHdZ5UzcpVuwd23sfCvD9CUbBltudfKRpKNjSz86wMADN3voLiiJyIiIiJVpuwFEnd/GXgZwMxGAne6+2vljkc1alqymIUP3U+ysZG62pZakNrmUDhJNjSw8KH7GbTb3tT27x9XNEVERESkisRRQ5Lm7ufEuf9qs/iF56AmjGNQU1ubXl6bOTdlTQ2LX3iWgTtPKnf0RERERKQKxVogATCzccAJwARgEG1H/kq6++iyR6wCNX0TiEQPAAAgAElEQVS2kOSKFeHv5pYakpqMPiPJhgaaPltY9riJiIiISHWKe2LEbYB/AfsC84AvAO9Ef48EPgeeji2CFaZ24CASffoAsGxJy2jKmV3YE717UztwUJljJiIiIiLVKu55SM4F5gJGGH0L4Hx33w7YmTA88E2xxKwCDdhya2huBmBJY8s8JJk1JDQ3M2DLieWOmoiIiIhUqbibbG0F/NLdF5rZkGhZDYC7P2Nm1wA/Bx6NK4LZzGwD4FJgV6ABuBf4kbsviDVieajtP4BBe+wdRtnKWJ4qkCR692HQ7nuWrEP76e+dxYeNHzOodiBDew1h7bq1WKtuGEN6DWFo9G9wr0HUJmo731iVUdoVTmlXOKVd4ZR2hVPaFe70985iXs0HDKA/68xdR2nXBTrv4hV3gaQWmB/9vTR6HZyxfiZwdFlj1AEzWw14ghDng4D+wK+Be81sB3dPdvT5nmDIlAMBqH3smfSyRF0dibo6Bu2+Z3p9KazRayjvrpjN0ualvN84j1eXvU4ttdQl6qghQSONrF23Nv9vxHkli8OqSmlXOKVd4ZR2hVPaFU5pV7g1eg3lXWazPLGC+csWKO26QOddvOJusjWH0FcEd18OvAdsm7F+C+CzGOLVnqOBdYCvu/sD7n4bcAiwHbBXrDHLUyKRYOh+B9F7w43TywZuuwOjLvk9Q/c7qKSTIu45aDf6Jvq0WtZEE8uTy1maXEaCBFvUb1qy/a/KlHaFU9oVTmlXOKVd4ZR2hdtz0G70pq7VMqVdfnTexSvuGpLHCR3afxq9vxE4NaqJqAUOBf4QU9xy2Rt42t3npha4+z/NbBawD3B/TPHqssyJEQeM36ws846M6bsx9TX1LG9akXN9baIX+w2ZXPJ4rIqUdoVT2hWuJ6ZdMpl/RXSS4lda57vNjfqM7jTtJg/ei5XJlTnXFyMOjYRtNzQ3dHkfxdh/CNu1LQOM6j2CfjX92k87atlj0NdY1rysOPvvwjnVVaU4B8N2c1uvbl360IcGGnOur6WW3QZ+hcVNS7q45e4pZfORYqXx8Lp1Oj3vvjpwFxY1LerWfkp1ui1hKf2pL83GyyDuAskFwBNm1sfdVwBnA0MIzaGageuBH8cXvTbGATfnWD4zWrfK+Hzx4vTfTy3+Ox9+sIDGZCPNyWaaaKY52Uxz+jWZ/jtc+NFEiqlsIJls+Tu9JjuTCH83JVeSoG3mlCBBHXWc8d65rda23kL7V3H2uo5uWtrGNJ9w2SsL2UZX4t96LcCKDm4qVjav5PhZJ3e4zZTmmjCwQc07NV3LxvPMRbuyza79kBR+E9TRTd+K5hUc/e4Pi7v/Lnyt0t2wZM4vFP39Vu4a0K6cm5mWNS/jO+8c1+XPSUi7o949vrQ7STV1f6e0uym3ZcnlHDfrpLij0XN10NBhWXI5x88+uf0A0q5lyeX8cPapcUejfbWwdfOXMSzumBQk7okR5xCabaXeNwLHRv96osFArkk6PiWMCNZlTU1NuHt34lSQ5UtbCiSvLHuNTzMKKHFIkmRR8yIWNXfvyUO1aqSRxubcT8TaSP1YNZcsOquUVGG7oqVvUOKrMYhLIu/o5d9cNd+Q6Qc12R9IhocwiawVXWswW/z4liZkYdtNkgw1PDnSro5eJLrQ4jy/vZeuuXK5t9xMMw005Ey7PvRpc97lt9WerbPvlK8kSZaxvE0iJJLQl75F20+xttNKEgY01MdyT9nU1NR5oE7EXUMiMdl1152Y+fKrAEwetzdfaP4CdcmQydek/2/72vIT2vr/1q+tl7UsCR5MPMK7idnpBb2Svdi9eRKjGJERw7afy6Wji7qQdcXeXrHX3Z24nzcTb6cTpS7Zi68378VoNog+03Yr2ZYtDc0c+tX3aydER0rx016em6A7Evfgibcy0q6OKc17sxGjV8kbtq6EXrY0jBnSr7796vyOtntr4i7+L/Fmq7Q7oPnrbMyGRYtrSX6ge4CbE3fi/JdkRtod2Lxvp2lXDEuj417fwXHvyeJMu1XZ0qVLuavv/bzV622lXQFW1fMudb1ndSFaZZS1QGJmIzoP1VZUk9ITfEqYTT7bYKCgYX9ra2sxK3/12m9++RtGrDOC9ddfn6mTppZ132ssG8av3r+IFckVJEgwqu8IDllvakk71FeKfsvqW6XdyL4j2H+9fbuUdqmnJ3Gcd3HqtawuK+3WZ8p6k6vivOvuMT9o2QFt0m7yentVRdp110HL9m+Tdnuvt2dZ0m5Vv9bjTLtVmbuzPROZU/M/pV0BVtXzLs7r/aWXXup2LUm5a0hmUVibgZ4y6PMb5O4rMg54pMxx6ZY+ffoweXI8HXnH9N2Y/jX1rGhaQV2ijiPX/FaPv9B7CqVd4ZR2hVPaFU5pVzilXeFGsr7SrkA67+JR7mF/v1Pgv57ifmAnMxueWmBmEwn9R+6LK1KrmkQiwZ6DdiNBgi/Vb84GfUbGHaVVhtKucEq7wintCqe0K5zSrnAJlHaF0nkXj7LWkLj79HLurwSuAn4A/MXMzgbqCRMjzmAVGvK3J9hp9e3595KXOGzYwXFHZZWjtCuc0q5wSrvCKe0Kp7QrnNKucEq78kt0ZUx3ATMbDVwK7Aw0EmpGTnL3T7q6rRdffHFhbW3twC222KK4kczTqt6+WAqj4159dMyrk457ddJxr049oA/JZxMmTMjVzzovsY6yZWaH5xPO3a8vdVzy5e5vEyZIFBERERGRbop72N/pHazLrLrpMQUSEREREREpnrgLJBvkWFYLjAZOANYAvl3OCImIiIiISPnEPVP77HZWvQM8YmZPAEcDPypfrEREREREpFzKPexvV90JfDPuSIiIiIiISGn09ALJQGD1uCMhIiIiIiKlEXcfkpzMbCCwK3Ay8GzM0RERERERkRKJe9jfZlqPppUpQehLcnz5YiQiIiIiIuUUdw3JubQtkCSBT4E3gUfcvanssRIRERERkbKIe5Sts+Pcv4iIiIiIxCuRTLbXYkpK7cUXX2wGErW1tbHsv6kpVD7FtX+Jh4579dExr0467tVJx706xXnco30nJ0yYUPBgWXE32UozswHAYELfkVbcfU75Y1QWzUBNU1PTojgjkTqJpbrouFcfHfPqpONenXTcq1NMx311wj1twWKtITGzfsBZwHeAoe2Fc3cV80VEREREKlDcNSR/AA4FngduAhbGGx0RERERESmnuAskU4Ab3f3wmOMhIiIiIiIxiHum9mXAP2KOg4iIiIiIxCTuAskdwNdijoOIiIiIiMSkJ3RqvwNYAFwNzAHaDA9QwaNsiYiIiIhUtbj7kKwE3gKOB77ZQTiNsiUiIiIiUoHiLpBcDhwJvADMQKNsiYiIiIhUlbgLJN8A/uzuh8UcDxERERERiUHcndpXolG2RERERESqVtwFkrvQKFsiIiIiIlUr7lG2xgPXA28AV6FRtkREREREqkrcfUheiV63AKZ2EE6jbBWRmW0AXArsCjQA9wI/cvcFsUZMOmRmBwCHABOANYBZwHXAxe7ekBEur+NrZl8ELga2Aj4H/gz8xN2XZYWbBPwKGA98DPwRON/d2zw8kNIys17Av4FNgcPc/caMdUU9nmY2FTgT2BB4D7jI3a8s0VeTdpjZfsA0YDOgEXgNOMbdX4/W63qvIGa2L3AaMJZwPF8AznT3f2eFK+p1bGY/AE4E1gX+C5zj7ncW99sJgJmtRzjGWwGbA73dPZEj3DDgImBvwv36Y8APsx/SV0oeEHeTrXOBc6J/53bwT4rEzFYDngCGAwcB3wN2Au41szYXhPQopwArgFOBPYEbgLOiVyD/42tmI4DHCZnX14EfA4cT5gMiI9yXgQeBN4G9gN8AP0HXZVxOAIZlLyz28TSzycDNwKPAHsCNwGVmdlRxv450xMxOAG4Fngb2IQyP/xjQL1qv672CmNluhKbsbxMG/TkaGAo8ZmbrZ4Qr6nUcFUYuBq4FdgeeAm6P4iPFtyFwAPAh8HyuAGZWAzwAbAscRbj2RxLOhX4Z4SomD4i1hsTdz45z/1XqaGAdYDt3nwtgZv8jDC6wF3B/jHGTju3j7h9nvH/SzJLAL81sWvTUJN/jO42QMU1x9yVRuAbgJjP7pbu/FoU7C3DgUHdvBh43swHAz8zsInf/pKTfWNKip2pnEeZtui5rdbGP5y+AB939xOj9E2a2LvBzM/uTnpaXnpmNBi4ATnL3yzJWPZjxt673ynIoMJtQ+9kMYGYvRsv2An4fhSvadWxmvYGzgT+4+3lRuCfNzKLP/62UX7hKPe3uawOY2ZnA9jnCTAG2BLZy9xeisC8TCqtHAqk8oWLygLhrSKT89iZcDHNTC9z9n4TmP/vEFSnpXFZhJOXF6HXd6DXf47s3cG8qY4rcSaiB2Qcg+qH6KnBr6scxchPQBw1IUW6XEKrin86xrmjH08xGEqrq/5y1j5uAtQjV/VJ63yE00fpjB2F0vVeWOmBxVvovil5roCTX8TbAkHbCTTCz4d35QtJW1nFrz97AW6nCSPS5OcDfaXttV0QeEGsNiZkdnk84d7++1HGpIuMIVbjZZkbrZNWyI2EgiDej950eXzOrJ1T9vp4ZwN1XmNnbtJwHowmZUHa42Wa2FJ0vZWNmuxN+DIxwTDLXFft4pl5bhSOcQ6n1Mwr+MpKvbYmeVJrZT4H1ovfnuPttURhd75XlGuAhMzsZ+BPQn9CWfx6QOubFvo47CzcWeL+QLyPdMo62xwTCcZmcFa4i8oC4O7VP72Bd5vBfKpAUz2BgYY7lnwKjyhsV6Y6oSv0k4Fp3nx8tzuf4DgISHYQbkrEt8ggnJWRmfQnV8+e4+zwzG5UVpNjHs71wn0avOu7lsQ6h5vOXhPbe7xGaatxqZh+7+xPoeq8o7v6ImU0h9PX4TbR4NjApK4+H4l3HqXCfdRJOymswYQTabNnXYsXkAXE32dogx78Ngd2AhwijS2wSW+xEeigzGwr8hXCTcnLM0ZHS+gmh7e9v446IlFUNMAA42t2vdfdHCR1bXyOMmiQVxswmEh7A3gx8BdgXmAs8aGbrxBk3kVKLu1P77HZWvQM8YmZPEDrs/Kh8sap4nxJKy9kGAxr2dxUQjarxEOFmZVt3X5SxOp/jm3r60V64dzO21VE4nS8lFrUDP5Uw3HP/UCnG6tHqejMbSPGPZ3vhUk/PdNzLI5XOj6YWuHvSzB6nZZh8Xe+V5XfAc+7+vdSC6D5oNuHB0ykU/zpOhcvMS3KFk/LK916tYvKAuGtIOnMn4YmQFM8b5G4HOI7c1YPSg5hZH0LNyGjgazkmDe30+Lr7UsIPXKtw0bZH03IevE14Mp8dbiRQj86XctiA0Kb3DsKPxafAy9G6PwCflOB4pl6zz6NxWeultHK1H0/pG73qeq8smxDmGUqLHji9BWwULSr2dazrvWfK916tYvKAnl4gGUjL00ApjvuBnTJHzoiqiUcB98UVKemcmdUCtxBGR9nT3WfmCJbv8b0fmBx1dkuZQrj5vQ8gmmzxEeCgaEz0lIMJmdbD3f1O0qmXgF2y/h0crTsfmBT9XbTj6e6zCDfDB9PawcBHtDNuvhTdX6LX9Mg20XGbRGjODLreK80swsS3aWa2OqEp+7tQkuv4n4QHHbnC/dvd1aE9HvcDG5lZ+nyI5qLZnrbXdkXkAYlkMtl5qDKLmiHsShhx4iV33zXmKFWMKHN7lZAhnU0o9f4a+IAwjnXPOyEEADP7PXAM8DNCppHpbXf/ON/jGz3xeBl4FriQMKnShcCj7p5qDoKZbUUYZvA2wvU4Ptreb939tNJ8U+lI1Kn9XTJmai/28Yw61t5FmCztXsJobmcB33f31FwIUkLRpGZPEZ5Wnk5Lp/YphE7OT+l6ryxmdhxwOWGo5zsIzXJPJhRSvujub0Thinodm9mJhE70ZxHmr9iPMN/RXu7+UAm/ctUyswOiP/cnNMH8RvR+lrv/K3oA+TzhwfyPCcPznhu93zSq9cj7nm5VyANiLZCYWTOtR9PKlCD0JZnczpNgKVA04dalwM6Ece7vI0y+pUmvejAzm0UYui+XI9x9ehQur+MbPXm5iFDj8jmhI+XpqYwuI9xXCSP9jAfmE34sz9PkePHIVSCJlhf1eJrZN4EzCE9n3wMudvfLS/S1JAczG0SYHHE/YDXgP8BP3f2RjDC63itEVAg9glAY2AhYRqgl/Zm7P5sVtqjXsZmdAJxAGNntTcKofrcX9QtKmoVJjXO5zt2/HYVZk1CY3AuoJcy0fkJU+5W5rYrIA+IukJxN2wJJklB9+CbwiDJBEREREZHKFUuBxMz6Awl3X9xBmAFAMmtWSRERERERqSBl79RuZuMINSCndhL0VGCBmW3USTgREREREVlFxTHK1veB9wmdczpyXhTu+JLHSEREREREYhFHgeQrwG3uvrKjQNHwY7cSZm0XEREREZEKFEeBZATgeYZ9k/ZHFRIRERERkVVcHAWSRsJELPnoHYUXEREREZEKFEeB5G1gYp5ht4nCi4iIiIhIBYqjQHIvcKCZbdZRoGj9gcBfyhIrEREREREpu7LPQxLNPPsaodnWycDN7t6Ysb4OOBj4f4TmWuPdfWFZIyk9hpl9G7gW2CB7dlKROEUTu55Fmc5NXQtSKjq3iqu99DSzLwGXAF8EBgBTgEG5wuaxj7MpU/5T7rxOqlOvcu/Q3Rea2R6EmpJrgd+bmQOLgNWAMYTCynvAZBVGKo+Z5VsKvg54soRRKRkz2wLYF5iuDFxEusrMJgCHAbsCGwBLCA/zznf3x+OMW6UxszHATwnNxIcDC4F3gaeA8zqaxLkL++gF3AkkCfOsfQ78izDyaNl18Xd4VgmjIgLEUCABcPdXzWxT4Bjg68A4YHVCoeRF4B7gKnf/PI74SckdlvV+P8KTopOA+RnL3waeB24BVpQnakWzBeGJ0pOsIpm5mU0Gnnf3D0q4jy8CvwcOcPf3SrWfHPs9FzgFeIZwjg0AJgP/BV4gDKDxJcKofn3dvalcceuCG+jh10Kc6dzZuWVmPwQ2Bj4i/Ob81N3fzHd9sbbRBdOASYSb2MsIaflt4DEzO9rd/1jgdiWDmW1NyKc/BqYDc4C1gc0I86D9Huh2gQTYEBgFnOTuV2bsP67ruiu/w5p+QUoulgIJQPTE4cLon1QRd78x872ZbUjICO9ppzahJ94cVhQz6034UfwKUPQCiZntA+xPeDq4FVBb7H10YhtgY3f/XxSfHQg3yj90979Fy3oDT/S0woiZ9Xf3JVG8elTccih7OudzbpnZkcBUYHt3b45q6f9mZuPcfXln64u1jS76LfDtzM+a2RXAS8D5ZnaNuzcXsN1VUuo6KMGmf0poHr5V9sMYMxtI8QoKa0avrVp9xHVdd+V32MxUIJGSi61AIpKPXG1xM9qzpp5g7U84l2+P3tcCvwG+AfQD7ga+l/ljZmb9gTOAg4D1gE8INXNnuPunncSpP/Az4ABgXWApYc6cC939toz4ATxhZqmPHuHu07uy/4xtbQGcSKhRrAMeItzkfZBPnDr6PpEvR68v5BG2y9z9PuA+M9uZ8JS3bKIn57ekbpIjOwErgX9kxLHBzJ4tYBf9zexywiAc/QnNPL7n7rOz4rEu8AtgD0K78beBq4BL3T0ZhTmbcLw3B44jPLUcBiTauRY6anaxi7s/WcC+x0f77vD7ZCtDOueU57l1JvDrjBv4vxLyhqmEp+KdrS/WNrryvf6ZY9lyM3sA+BHhBrfdhwf55h0dfH4kLbU0Iwg3zc8DP0vFzcx2j7Y31d1vzfr8JoQmZtPc/TfRsq7me7mug7zyuqgZ1lJ3n9PR9yTUXHiu9HD3z3KkS5d/O8xsOvCt6O21ZnYtMNvdR7VzXXclP88r/ymSouV1Ubiz6cZveVfO8S6cN12Ne0H5pbSlAomsyq4HZhMyme2A7wLLCD8wKzKWHwrMI7Tbxcz6AI8BmxAyGic0s/g+MNHMtnH3jp6KXUEYeOEKwg/u6oQfzm2A24C7gHWAo4HzgTeiz6V+xAvZ/3XAAkIGODoKO9bMvhyF7SxOndkeeDZzgIkKMonQ7CLTTsCLOdqGt7kByUPq2JxDaOrxI+BGYIdUADMbSjj+awGXE9qnTwYuJjTjODFrmzcBHwLnAkM62Hd2swuAHxOaC80vcN+dfp92lDqdC2JmGxO+52upZe6eNLPXga+a2T87Wg9ML8Y2iviVhhOe6Oebhp3lHe3ZEtiFkJ/NBtYAjgQejz77GvAIMBc4HLg16/OHEwoxN0HB+V6u6yDfvO4Nws3hzh18RwhNancys63d/bmOAnbjt+MPhHT6SfS5Z+i4GVhX8vNCr9dClCKvgwJ/y3PEq6NzvNM0LTDu5Uz/iqYCiazK3N2nRn9fEVU5H094SvvNaPmVZrYR8B1aMrETCKOcTHT3/6Q2ZmZPAvcRbvKu7mC/k4E/unuuzAl3f8XMZhAKJI+knlJnKGT/nwFfTTVziW50riJk3Jd3Fqf2RM1MdiG0EZ5tZjcCd7j7PV3ZTk+WejqbEnUu3YaQbtlhzy1gF3Pcfb+M7c8HLo6a6syMFv+Y8JR5X3f/SxTucsKT1RPM7A/u/kbGNucCe2Q+kcslR7OLowlP7M6IbhgL2Xc+3ydXXEqdzoUaHb0uylr+OeEmo7P1xdpGt5nZWEJtwd3uvizPj3WWd7TnAXe/I2v/vwf+j5CHHeXuTVEfiFPMbC13/zAKVwMcAjzs7vOijxeS7+W6DgrK6zrwK0JT1Rlm9h9CYeEpQt6dXWgo6LfD3WdEhZmfADOyr9scuvIdC7peC1SKvA4K/y1PyecczydNC4l7OdO/osUxD4lIsfwh6/0MIAFkd/acAQw1s9Wj9wcTmh68Z2ZrpP4BzxJGspnUyX4XAlub2foFxruQ/V/mrdvcTydkwnt3J07ufg3hR7SWcBN7aCUVRtoxgZaq9WLIvqlLbXd0xrLJhB/d9LxK0U3Wr6O3+2Rt47LOCiPZzGx7Qufn2939/G7sO5/vk49ip3OhBkev2f0PFkfrOltfrG10S9Sf4c5oH6d04aOd5R05ZRZ4zKxf9PS4hpB3TcjaXi9CASRlEqFZzHUZywrN97Kvg7zyOndPuPvOHYWJwj1JePp+N6G24wRCrdBHZjYtK3h3fzvy1ZX8vFjXaz5KkddB4b/lKfmc4/mkaSFxL2f6VzTVkMiqLLtt8MJOlg8mPME0QnvUj9vZ7prtLE85mTDi0Wwze4XQbOEWd38xn0gXuH9v9ca90czeIQwH2t04bUKovp6RM7JmCeAOws1lPk5299fzDBuHnYBm4O9F2t6srPepduSZTa1GEdo1Z0s9Qdsga/nbXYlA9CN7J6GZyhFZq7u671lZ73N9n3x0ms5lOreasl5T6gi/gZ2tL9Y2CmZm/QhP4EcBu3vXRqjrLO9ob5+9CU1gDgOyb+LezdieR03WDgcuihYfTrghzJzYuJB8L9d10N38t42oqdb+ZlZLmHrga4T+MxeY2cce9f0r8DsUoivfcVbW+1bXa/SdhmWF+awLNWx57ysyiq7lN1D4b3lKPud4PmlaSNxnZb0vNL+seiqQyKqsvZFJ2lueyHj9O6HNZy4ddmp397vM7O+EpyVfIVQhn2xmZ2Y9mW5Pt/ZfgjhtD7zi7tnNTVLbThI6G1aKHYGX2vu+BejsfCtE3jcLZlZPuPGrJTQ16O5IRMX6Pp2mc5nOrdTNY3aLgP6EG5zO1hdrGwWJCgZ3AxOBKe7+dHe21wWXEpqdXk4YlOBTQgHzdNo+/Z0OXGVmmwHvEEZruslbjy5WSL7X5jooQv7brugp++vA62Z2L6HT8+G09AEqet7dTjy68h07u17XJ6MAGTmCwvo1lSKv62i7RdtfCc+bUqVJ1VGBRKrRW8Agd3+00A24+0fANcA10dPLB4FzzOzCqBNdR81tCtm/Aa+k35jVEZ7WpEcryiNO7dmB4tUW9GhR2/btgT+VedfvEp68Zhubsb5Q1wCbAru5e67tlHLfOcWYzrm8E72ulfE3hCeYb+Wxvljb6LKoH85thI7xh7j7A4Vshk7yjnZMBa539x9mxSlX/59bCQWYb0X76k/r5lpQhHw3pRt5XVf28baZLSAMIpBStO+Qx/6L9R0/IJw/mUpZg132/IY8z/E80jSOuEtEfUikGt0MjDezg7NXmFmtmbVb1RqtH5i5LKr6dkIBf7Voceopda7244Xs//io6j3l24QhCR/oQpzasx2hIydmNtnMNs+KU8LM7jSzv+b5b5NO9henzYGBlL9fw33AGAtzZgDp5kqnZqzvMjM7nXDjeIq3P3t3SfbdibzSuRznloehVJ2MG43ohmU88Ghn64u1ja6KCnXXE4Yy/Z6731LIdugg7+jkc81k3SNYmFdmYnbAqBbsTuCbhKfvb3rbYYsLznezwuWV15nZGDMbkcc2J0Vpnb18a2AooRN/0b5DHvHpbn7eirsvd/dHs/7N6/yTBYsjv+nwHO9CmsYRd4mohkSq0UXAXsBNUcaT6kA3mtB85Ezar85eDZhrZncDLxOG+/siYTSPh909NcPti4RaktPNbBCh6cFz0RPsQvY/EHjEzO4iDIX4fUK71qu7EKf2DANmRk1/tnX3ezNXFrlZTU3Wa5qZHUMYhWZirh/MjtZ39tkMuxCOyzPtBbAwt8dT+XSI7YJfE+YtuM3MLiO0O96HMLrZpTlGbumUmY0HziM0K/nEzA7NCvKIh1GPir7vPHSazlC+c4tQU/NtwnwPEOYMWEDLULWdrS/WNrpyfv2G0In6KWBZjuN7d57N8zrKOzryF+BbZraYMBnjWEKe8jq5b4qnE4ZlXZsw2WC27uS7KV3J6/Id9vdSYHUz+0v03ZoJBclvEfLt84r8HTrT3fw8bnHkN52d4/mmaRxxl4gKJFJ1PEwuNonQye1gwjCaywnjoP8ZaO9JM4TJlC4jtEHdC+hD6Hh3Psou/MUAAAHxSURBVHBBxj7eNbPvE0bD+SOhff8RwLsF7v9bhDHQzyV0lL2HMPHTcjNrzidOHTifMLLMR3mG7zIz24kwjOPW0aKHLAyxeW7G0Ig1QF/ab3vb0fp215nZeoTv1Q/YNQpznZktAs7MbOZkZgOiP4v6BNHdPzGzbQlp/W3CIALvEMasv6TAza5B+N4bETprZtsF+LBE+26jK+lcTHmeWxcCA83sKsJQspsTmrgtyXN9UbbRxfPrS9HrTtG/bBvQdlSvXNrNOzr53AmEfGk/Qt71KmFSuW+S+yb/cUIeNoIc52M3892UvPLfLjolisuuhP4i/QjNnO4DfuUtw2cX6zt0phTfsWzKld9k6ewcz/d3O464SySRTHZpZEkRKSNrmQ02PYuvlI6Z7UW4Ednc3V+NOz5SWcp5fsWRd5jZf4H/ufuu5difVDf9PlYW9SEREWkxiTAUpAojUgoVe35FNQcb0dJkTUQkb2qyJSIScfcfxR0HqVyVeH5Fnb/HE4YDnkNWnxkRkXyohkREREQKdSxwFaGd/kHu3hBzfERkFaQ+JCIiIiIiEhvVkIiIiIiISGxUIBERERERkdioQCIiIiIiIrFRgURERERERGKjAomIiIiIiMRGBRIREREREYmNCiQiIiIiIhIbFUhERERERCQ2/x/E1XZC4uoVEAAAAABJRU5ErkJggg==\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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 items in the legend.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAHvCAYAAAA1qWKVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xl8HHX9x/HXZpO2aQqhLXeVghwfrFUQBC8EFRBQAa20UEAsKspPDkUOKUg5FBEVUTkVUFAqchUQEAUsyCWIHEI5PiI3hXK0JSVHm3Z3f398Z9vpdjfZSTa7afb9fDz6SHfO73xndnY+871SuVwOERERERGRgdZQ6wSIiIiIiEh9UPAhIiIiIiJVoeBDRERERESqQsGHiIiIiIhUhYIPERERERGpCgUfIiIiIiJSFQo+RERERESkKhprnQCRajOzacDvgE3c/YVKLz8QaRCRyjOzbYBfAB8ERgFfdPfrq7DfaRR8/8ud1pdty9BjZhsDzwMHu/ultU1NcrpO65uCDxlUYjckgL3d/c9FlrkKmAzg7qkK7Xdr4AvApboRSn8UXMOF/u7uu1QxOVKCmTUC1wI54DjgHeDfNU2UyBCj31YpRsGHDFaLgQOBlYIPM2sF9ozmj6jg/rYGTgbuBF4omPcH4E/Akgrur66Y2eeArwJ7AR3uvlYPy14B7AfcDjzo7idUMB3NwNHA2sCWQBY43t0fq9Q+Yn4EPFUw7bUB2I/0zWbAxsBR7n5BjdNSSl/uPbpfSVFm9kHgQmAfd3+5YN6RwBbAG8AE4CR3fybpMkWU+m3VdVrHFHzIYHUTsKeZrenui2LTJxPaKv2V8CA74Nw9A2Sqsa/BxMxa3L2jEtty95vN7C7gKmB3M1vP3V8vss/PAWsAT7j7rpXYd4GTgAvd/aVof6cD95jZh9z9vxXe123ufmeSFSqZ59KrdaO/b9c0FT3oy72nXu9XlTaUvotmtifwJUIp3/ZAumD+1wgvfHZw96yZ7QH8zcwmuPvicpdJQtdpfVPwIYPVlcDewD7Ab2PTvwzcDMQDEszsFODkwmpY5dSLza8bfbzDzPKzDnb3S5PUTY1ta2vgO9ExNAG3AEe6+7we1h0PHAvsDGxEuDH/C5jh7vfFlts92t5+7n5lwTbeB8wBjnX3n0XTWoATgX2BdwHzgeuBE919YUG6twK+BUwC1gFS0fozCOdiHNAJPAOc5e5X9ZQfBT5OeNu1O/AeYKXgw8zWADYE1ie8JasoMxsBHEkoNTstmvxjQpWbI4HDe1l/S6AzH7hUID2nUCLPo/m9nrdouc0I7RY+BXQB1wHnAP8hdt0n/Y4kvG4mRscwBWgB/gEc6u4vFuyrBZgeLTee8OD/7yhd/056bZfI13HA6cAewFrAs8BvgF+6ey5a5lLgK9EqvzOz3wEvuvvGPWy3x7Qn2X+5Cu895XwXS92vyk1Xuee0gveF/H7Lvf/tTbgOV2mfY2bvBx4DjnH3s2Lp7M/9r6x0xdKwBfBLYEdWfB9/FaUr8XcsWq7Ud7ws7n4jcKOZfRKYVmSR7wNnuns2+vxXoJkQbFyaYJmV9PTbGv0tbOOUX/4DhPvxlwjPqVdHn9PAzwgvIZsJ+XBoYZBY5jmv6PUrySj4kMHqLcLN7ctEwUf0I/AJwg1p7wruaxawAfANVq4qs8oPSwKXAQsIN9JNgcOA90Zv2EsVM29H+HGZBbxIqBr0NWB2tN6caLnbgLnAQYQgLe4gwo/jTAAzGw78HXgf4UHDCcXmhwEfMbOPFqRnJiEoOA0YE007H5ga/Z0DrEn4kf4ooSSjXB8DfkoIHN8D/LNI2q8GLgB+kmC75UoTfoRG5Se4+ztmNp9QBac3TxEewD5Z5v5azWztgmlvu/uygmmr5Hm55y3a/l1AK+Fh5FXCj+llZaaxqD5cN/nr/VRC8Phd4HLC9zW/zWZCULktcAXhAa0lWuYjhAf5sq/tEukeS/jergecRwiq9gLOJlSx+k606K+j/ZwQHd/dQHsP2y0n7Un231d9+i72MV29ndNK3Rfyyr3/3UII/KYSHijj9idUpfxTdNyVuP+Vmy7MbF3C93EU4Rp5jRDIrPJ9rPV3PJaOLQjXwPLjcPecmT0B7ApcWs4yJTbf02/rjj0k6/eEvJ5BeGn1dULQtRmhmlZ++oGEPD4udjzlnvNKX7+SgIIPGcwuB/5kZu9y91eAAwg/OjdTweDD3R8zs38SbpCJq8qU0AbsGhUtE92kf0O4iZ5XYp2b3f2a+AQzuxB4Gvg2cEiU3oyZ/QE4Jl59ycwaCHl0q7vn2xZ8m9CTz0fc/ZHYdu8EbiQEdxfHdjkX2KPgDe1ewEXu3t8HpzWjh/3nCMFH/Di3BZ4kPNylCT+2FRW9HRtfsN8WQvWbZyu9P1Z9MILwIFPYqLlYnpd73r5H+HH/jLvfFi1zPv0vOUp63bzk7pNiy70FnB1VyXgymnw08CHgEHePr/sTM0tB4mu7mO8R3k5/wd1viNY9j3Auvm1mv3b3p9z9n9FDygnAP9398l7yo9e0J9l/L/vqSV+/i31JV2/ntFL3hbxy73/dZnYtsL+ZjXL3eNC4H3CXu8+NPlfi/ldWuiLfIwR4O7v77GjZ8wkPw4Vq/R3P2zT6u6hg+juEgKPcZVbR02+rmfUUfLi77xf9//yo5Odw4E/uvn80/QIz25zQlvC42Lrl5mulr19JQON8yGD2Z8LN7YDo85eBq929u3ZJKtu5+cAjcikhIPl8qRXcvSv/fzNrjt5WNhCK+LctWPxSwsuDA2LTdiYUH8ffiE2N1n/ZzNbO/wPuBzqidQrTXVg15G3gw2b27lJp70305rgz+rhS8BE9WO7o7ncAOwH/7al6WoXtT3ij9vPeFnT3lLt/MsG2jyG8FYz/8yLLFcvzcs/bnsCT+YeSKJ3LCNU8+iPpdVMYUP8j+rtpbNoUQpB3SeHOCo7/Usq7tovZK2wuPGDHtn1m9HHPXtYvpdy0D9T+8/r6XexLuno7p/2+L8QlvP9dQah2s3dsnY8RHoT/GFuu3/e/hOn6HDAnH3hE62coXkWq1t/xvNHR38L2Le2xeeUsU0m/Lvj8T0J11IuKTB9rZmvGppWbrxW9fiUZlXzIoOXui83sGuBAM/s7oXeiQ3pZbUCZWZpQFziuLf4DFVnpIdPdl0Zv/DfpYdvDCNW0vgwU3hCfL9iem9l9hKoo+QfngwgBzg2xRY3wI/1mid2uW/C5WAnA0YS2Gi+a2WOEqjF/cveHSh1LER8h3PwhBB/bx+YdyIoHhh0pUuoRvV2+hlDVpRxHu/sTPS1gZmsRGqAf5u4DUfLxUJmlaMX2Xe552xj4S5H5xYKcJJJeNy8UfM7XVx8Tm7Y5oeSix3YPCa7tYjYmVMsplC99Kfn960VZaR/A/ef19bvYl3S9UPC58JxW4r6wXJL7H3AHobrNVFZUw9sf6CbcJ5Zvln7e/xKma2OKfx+L9QhV6+94Xqbgb14TK54Ry1mmkgrb1b3dy/TRrCiVKTdfK3r9SjIKPmSwu5xQrPoTwo3+3hLLlXooSJeY3lfvZtUfnIMpXec1iV8SiqfPIxznQkL95ems/AY571LgN2b2AcID/ReBmb5yzyMp4B5Cve1iFhZ8LgyicPdZZnYP4Q3cLoTzcbSZfd/df1TeofFxVrxJfY5QPSLfCHaZu79uZiMJVVvOL5KGHKGtT0VEpS2/BU712g/QtUqek/y8lSPJdyTp/kv1WtPXcXgupfdru+5U6LtYrh7P6QCkpez7n4felq4EDjOzMYTAdDLwV4811KYC978k6UpoIL7jfZF/SC+sCdPCiof7cpappFLXXjn3mbLytcrfJSmg4EMGuzuBVwgN/k7v4c1jvgeL0QU/Pu8psXyhcnuhmUeoPhNX7A27EXo3IUpXE+Ht4v1Fls3bD/i9ux+50obMTiux/JWEH8avRPtqYdVqKf8D1nL323vYb6/c/Q1ClZNLoipUfwFONbOzvHQD+rgxsfPyPLBhVOd+Kivebn+U8Cat4u09ijiD8DB7LYTeZNz9f1XYb7nKPW8vEBpTFrIi05J8Rypy3RR4BphoZqkyShDKubaLeZ5QQlrovbH5fVFu2gdq/8v18bs4IOmqwH0hLun97wpCQ/nJhO/Buqxc5Qoqcx0nSdcLhFKyQsW+owPxHe+L56K/68X+D6GE638JliklUQ9vFVD2Oa/w9SsJqM2HDGrRD/3hhLcYhfU94/LF2p/OT4iq6ny7zF3l67L2WH/V3Re7++0F/4o1gD08qqKVN43QveXNPWw+S8F30szyvekUS8siwgjN+xNKX57xVbt+vILw0DS1cH0zS0dvDUuKlmkt2G8Xoci/kTAmR4+iwCveTuc5wnF+k9AIMd91447AC16kK1szS5nZtWb21zL/va+H9HwTuD8feEQOKuM4tjSzjXpbrkLKPW83Ae8zs11j8xsJXQcXSvId6dd1U8JVhEDna0W2uVIJSZnXdjE3AltaGNcgvu3jYvP7oty0D9T++/tdrGi6KnFfKCLp/e9fhGpSU6N/7RQMSktlruMk6fpLtL/4dyxN6Gmp0EB8xxPz0M2tEwtOo3v2RMJAr2Ut04OyflsrqNd8HaDrVxJQyYcMelEjyd7qet9GeKi92MzeSyiG/xIwsszdPER4QzM9agvQBTzg7n19U9kK3GZmswjdAx5GqF99cQ/r3AB8xczagUcJbyW/TihZKXUzvJTQZmJ9QvuFQj8nNIKcGT145BvubUrIn+/Tc5WxNYC5ZnYdYdyIBYSeRL5OqAP/Vg/r5u3OirrlEN7kZYEN3P0/sek7UaLUo1LVrsxsL0Lj4dvM7Phocgth7I/eJO1qtz/KPW8/ITTMvt7MfkXohnMyxdvGJPmO9Pe6KeYsQvWp31gYb+A+YAQh6LwdOLdg+Uvp+dou5kxC3/5Xmdm5hGttT2A3wngWfe1pqty0D9T+oX/fxUqnq+y0mFkO+EcZnTX05f53BaHHsg8B1xVpe1eJ6zhJus4kfB//HH0f813t5htEx0sBBuI73puGgr95vyW8IPtd9HkK4ZxemXCZYor+tiZPetnKydfr6f/vmvSDgg8ZEtx9mYXBp84l3FwWEX6Yfk3xalGF6z9vZocReii6iFAP/mD6Xk3iK4QqAacRqhJdTxhksKeH3G8THoInRft+nNCf+/6UfuCdTegPfSNC47mVRI32dyY0rpsabXtxtM4fo/V70knI010IN/ThhEZ/P6KXsTgsdIP4C8Kb9rfMbFN3P9lDV5m3EwY8w8xOIIwdsCPwrJldDnyt0sXeFnqpuYLwsP3pgtn7VnJf/VXueXP3Nyx0WflLVgygOIsVgwzGt1n2d6QC102xY+qKHtxPIlzX+YeXByk+pk6P13aJfcy30OvRjwgPSmsSAq7vEq7FPik37QO1/0ifv4sDkK6y0mJm+TF1euoeOa8v978/Eq7lFlatclWp67jsdEVt13Yi5Ol3CPl0DaHK4H3EXnIMxHe8lChNhwMfjibdYmaPAKd56Db5LMK4RL8hdDe8FbCbrzx4XznLrKKH39YBUWa+9vm7JJWRyuWqXR1PZOiyFSO09joaegX3+V/gFXcvfKCWOmUlRi1f3ejaXr2Z2ecIVbq2cvfHa52eWjGzSYRqhB8vs/qgyJCmNh8iq7HoDc/mrCgKFxkSdG0PCTsTui+tm8DDQsPl+OdGQinI28DDNUmUyCCjalciqyEz+zChsd90QnFxb/VuRVYLuraHDnf/bq3TUAP/MLMHCdWzWgntM7YFjqn3rqJF8hR8iKye/o8w6NUTwDd89Rj1XaQcurZldfYXQhuyrxDaNzwNfN3dL6lpqkQGEbX5EBERERGRqlCbDxERERERqQoFHyIiIiIiUhUKPkREREREpCoUfIiIiIiISFUo+BARERERkapQ8CEiIiIiIlWh4ENEhjQz+7CZfbbW6RjM6j2P6v34y6E8Skb5JVKaBhkUqQEz2xh4vsTsk9z9h1VMzqBiZg8ArwGnuvsj/dzWpsA0d/+/iiSuf2lpArLunolNG+7uS8wsDfwUOKHaoyAPljyqVR4MluOP0lLyGon+X9d5lOT4zexLwFvu/o+qJG7lfVctvyp5X+kpz8zsaOATwFPuPr1yRyD1SMGHSG1dB8wqmPZoLRIyiDzl7tMKJ5rZZ4BvAHsTgpO7olkpYGNCMPddd38jttp5wEFFtnUksAXwBjCBEPA901OielunjG1+DLjSzO4A3gLGAWuZ2W7uvtTMLgR+Dnyrp3T0ksaK5FFf8qfc9czsg8CFwD7u/nJ+urtn+psHg/0aiS1XNA/o5RoZQnm0EdAdHd+57v5giWVPBf7r7jOhvGvEzDYEfgHcAqTNbBZwkLu395SuHtI72POr3/eVcvLM3c8CzjKzS3tKr0g5NMK5SA3ESj5OdfdTqrzvFnfvqOY+kzCzS4sFH9G8EUAbcJi7XxybPgx4DFjg7h+Lpu0G7OvuXy3YxteArwE7uHvWzPYgPCxMKPV2sLd1ytmmmX0SuAJYA1gEXAmc7O6LYvs5BXjA3W8pP8cqm0d9yZ8y82hP4EtADpgGbOLuLxTZTr/yYLBeI9EyPeZBOddItNwprJ55dCTwTD7dZrYO8Dfgs+4+r2DZDwD/Br7h7pcmOX4zWwu4hpCHB7h7V++5Utpgzq9K3VfKzbOe7s8i5VLJh0iNmVkzkEtSjcLMxgPHAjsT3oplgH8BM9z9vthypwAnA1sR3nxNAtYBUrF5HwAOJzwUNQJXR5/TwM+AyUAzoZTm0HjgYmYtwAxgH8Ibt07gGeAsd78qttyWQKe7v1TuMZbwEWAYMDs+0d27zWwOsEds8kGEt8uFvg+c6e7Z6PNfCce3H3Bpif32tk6525xe+CBV4FxC/vc5+KD/edSX/Ol1PXe/Ebgxelia1sN2+psHg/Uaocw86O0agdU3jw4Gdont700zu51Qnefq/PSoutDBwLxVthCUPP7oLf7Pgd8DHcDlZvaVvpZ8RAZ1ftHP+8oA5ZlISWpwLlJbRxMe2LvM7AkzO6DM9bYDPkWosnUU8GNgE2C2mU0ssvxMYDPgNELAEfd7YD1CEHEz8HVCPeFrgA2i6dcDBxZZ9/xo/zcSApYfAk8DHy1Y7qloP/21I/Ciuz8Xn2hmown5cXls8g7AgwXLbUGoKjEnP83dc8ATwK7FdtjbOn3ZZinu/haw2Mzel2S9An3Oo74eyyDLg0F3jfTxOEpaHfMo0g2cF71wyXsv8GTBcv9HeIDPUkRPx+/ur7r7foSH6Lfc/UsVeIge7PnVo96ulwHKM5GSVPIhUhtZ4DbCQ/3LwLsJD++Xm9lYd/9VL+vf7O7XxCdEdXufBr4NHFKw/Fxgj+gHr5BHPzwA55vZZlFa/uTu+0fTLzCzzYGvAsfF1t0LuMjdv9NLeitlRwrePprZJoQf/2sI6SZK61tFSpM2jf4uKpj+DuHhoJje1kmyzW2i9C4hlEb9yN3/U7DMvcDnCA8mfdGfPOpL/vRnvVL6kweD8RpJopxrBFa/PAI4M9r+NlE1pO2Am9x9+TFE95+0u7uZ9XQMPR6/u1/b08oJDdr8ilTkvlLhPBMpScGHSA1E1Y8+E59mZpcAjwCnR/VqC3+o4ut3xdZrBkYSGkD+C9i2yCrnlgg8AH5d8PmfwPbARcWmm9masbS9DXzYzN7tKzecLUxvqtS8clno1eWjwHwzOz6aPIbwg3qau18ZW3wc8HqRzYyO/ha2eWkHSj3p9LZOudvMAIvd/eToeLYDbjezLd19fmy5R4FyS8BWUoE86kv+9Ge9UvqUB4P4GilXudcIrH55hLvPMrNpwO8IDbdvIVQ7yqctRSj1+F4Zh9Ln70kSgzm/IgN+XxGpNAUfIoOEh64RfwVcQPix+1upZaOGjicDXyaUmsQV68L32R52XdgO4+1epo9mxRu8o4E/AC+a2WOE0pw/uftDPeyvrz5ECLKOjbcdiUp8Hjaz5li953UIDUQLZQr+5jVR+n7Y2zplbdPd7wbujn1+MHqzeyhwemy9+ax4U5pUf/OoL/nTn/VK6WseDNZrpCwJrhFY/fIo37ZgD0JVo28A+wIPmtnHo6pBBwOXufuyMo6jP9+TJAZzflXrviJSUWrzITK45H/cxvay3C+B4wnVtvYDdiP8QM2m+Pe6p95eCn8Qe5u+vBTD3WcR2pocQmjX8VXCj+MJPSW+j3YEXi5stB7Vw74LOCU2udS97c0S81tYEVwlXacv28zrIDRmjVsAtPayXin9zaO+Hkt/8qCYvubBYL1G+qPYNQKrWR5FpRp/JHQvOzuq6rkH4Rh+aGbvAsa4+2NlHkd/vidJDMr86iXNlb6viFSUgg+RwSX/ZurNHpcKAcfv3f1Id7/S3W9199sJvadUlbu/4e6XuPtU4F3AP4BTzWx4hXe1I3BPiXnNhB/yvLdYUdUhLt9gdL2C6WOA/5XYdm/r9LpNM1vDzF40s2MKllkDWFowLU1oaNoX/c2jvuRPf9Yrpa95MFivkV4lvEZg9cuj9wEL3X35fHf/KzCF0HvTHsAHzezS/D9gQ+Dr0efC+0l/vidJDNb8quZ9RaSiFHyI1ICZrVtk2pqEnqPeBu5bZaWVZSn4/prZJyj+hnRAmFnazFZ6kxa1RXFCVYI1YstuaWYb9WNfDYReZFZ5CDCz9wCfBK6KTX6NIqVHHsZUcGDL2PpNwETg9mL77m2dMreZBYYDL8aWGUN4ULmjYJdj6D34XEUl8qgv+dOf9XqQOA8G8zVS5iEkuUZgNcsjwvGNLDJ9DvCKu1/k7ge4+7T8P0K1pIujz0sK1uvT9ySJwZxfsWUG9L4iMhAUfIjUxplmdq+ZnWJmh1gYc+MJQs8nR3nvgwDeABxoZudF6/+c0E1uX3tI6os1gFfN7HIzO9bMvmZm5xK66r01Xyc50t+udj8IrEnBQ4CZvZvQ3fADhGpo8f2tG/3AF/otK4+xMIVQJeHKaJvfjN4mblDuOr3Nj87nTCDeFmZ/woNEYcP+dVjxcJE/zm+Z2dyoR5tSKpVHvR1rX/Mor6HgbzEr5UGVjx8G5hqJWyUPEl4jsJrlkbs/CeTMbGpsvyngu4SuwldiYawPCG/si1nle5JUGXlWtfyKtrs8z8rJr/7eV0RqRQ3ORWrjVkJbif8jvJF6h9BT1TR3/3sZ638bWEwYNPBg4HHCQH/7E97GVUMnYfCqXQg9vwwntFn5EfCTSuzAwkjwPwa2jib90Mw6o/+3AOsSeoI5L95I1d1zZnYfoeev+ws2exbQama/IXRBvBWwWyzgawBGEGvbUsY6vc0HOIlQHW1NQvWHRmCnIt1ybgfcWTCtgTDI2RcJg4ENZB6VcyyJ88jMdiJ0SfrhaPlbzOwRQo9BheMWFOZBNY+/nDzoyzVSTh6Ue42srnm0D3CKme1CaJfQDFzp7iu9pTezIwjjCgH8wMJo4FPdPV6VqNj3JKmieVaj/MqnJ55n5eRXf+4rIjWRyuVK9b4pIlJ9FroZnlaB7Xwa+Ky7F9aHHtTM7E7goMIGrlEVt4Pd/RcV3NegzKNieVBPx1+Oes+jUt+TPmynonlWB/lVkfuz1DdVuxKRIcndZwObW0G7lMEsqv4xv8QDwo7EutSshMGYRz3kQV0cfznqPY96+Z4kVdE8q4P8Euk3BR8iMpR9H/hBrRORwFEU6UbTwrguHxmg8VMGWx6tkgd1dvzlqPc8Kvo9SWoA82xI5pdIpSj4EJEhy90fB24zs0m1TktvzOzjQJe7P1Jk9njC2C4VN5jyqIc8qIvjL0e951Ev35OkBiTPhnB+iVSE2nyIyKBiZg8DbwAnDtBb3EEn6tnnJOAH7l5qcMchTXnQu3rPo3o//qQqmV9mdjyhM5P/uPv3KpA8qWMKPkREREREpCrU1W6VPPTQQ8sI1dwW1TotIiIiIiJ9sCaQ3XbbbfscQyj4qJ4GIJVOp2vSA0YmE0pc0+lS4zXJUKTzXp903uuPznl90nmvT7U879G++9VmXMFH9SxKp9OtW2+9de9LDgB3B8DMarJ/qQ2d9/qk815/dM7rk857farleX/00UfJZDL9qsWj4ENEREREVmvZbJZ58+axdOnSWidlwC1eHAawf/HFF6uyv6amJtZff30aGirTSa662hURERGR1drChQtpa2sjm83WOikDbo011mCNNdaoyr6y2SxtbW0sXLiwYttUyYeIiIiIrNY6OjoYPnw4m2yySa2TMuDyJR8jRoyoyv6ee+45Ojo6GDt2bEW2p5IPEREREVmt5XI5NbwfIOl0mkoOzaHgQ0RERESGvExHO92vziXT0V7rpNQ1VbsSERERkSGt88k5LJh1FblcllSqgTGTpjBywsSy1n3mmWe48MILGT16NOuttx6HHHLISvOPPPJIfvWrX3HxxRfz2muvsffee/PKK6/w2c9+dqXljj/+eE466SRaWlpWmv7000/zxz/+kTlz5rDRRhsxevRo3v/+9zN69Gg+9alP9e/AByEFHyIiIiIyZGU62lkw6ypoGkZ62DCy3d0smHUVw8dvTLplVK/r33vvvey1117stNNOAFxwwQUsXLiQjo4Opk+fDsC8efO48cYb2WmnnVi4cCELFizggQce4Nprr2Xs2LEcfPDBAFx00UU8//zzTJ48mR122AGALbfcktNOO41zzjmH3XbbjS222IJZs2Zxyy23cPfddzN27FgOO+wwzj33XNra2nj77beZMWMGp5xyChtssAHPPvss2223Ha+++iqZTIYTTjiB/fbbj913353//e9/HHHEEdx88828+uqrjBo1iu985zvLt9Xe3s6pp57KjBkzGD9+PK+//jq77LLL8rQNBFW7EhEREZEhK9PWRi6XpWHYMAAahg0jl8uSaWsra/199tmHhx9+mBNOOIHLLruMf//736yxxho0Njby3HPPAbD++uvz3ve+l29+85vLG4K/9tprbLjhhkyZMoV1110XgKlTp/KDH/yAW2+9tdf97rDDDsyYMYNnnnmG9vZ25s6dy4knnsh2223HfffdB8B+++3Ht771LV555RW+973vMW/ePCA0Rp82bRr7778/119/PXPnzmXixIkcdNBBK21r++0TG04FAAAgAElEQVS359577wVg8uTJHHPMMWWlrT9U8iEiIiIiQ1a6tZVUqoFsdzcNUclHKtVAurW1rPVHjRrFUUcdBcCXv/xlJkyYwBFHHNHrel/4whd44YUXuOyyy9htt92Wb6uxsZHu7m4efvhhbrnlFnbddVe23377VdbPd6ebSqVWmp5KpZY3AB81ahTt7e2MGrVyCU5+FPRly5YBcOKJJ/L4448zffp0zjrrrKLbam5uXp62gaTgQ0RERESGrHTLKMZMmsKCWVeR6V68vM1HOVWuAG6//XbuvvtuGhsbmTgxtBM544wzWLx4MYceemjJ9f7617/yn//8h0WLFrH++uuvMn+bbbZhm222KSsNo0aNYsMNN+THP/4x8+fPZ8aMGdx5550ll89ms5x99tm88MILnHDCCVx88cUsXLiQ1tZWRowYsXxbbW1tnHrqqQNe2hGXqmTXWVLaQw899HY6nW7deuuta7J/dwfAzGqyf6kNnff6pPNef3TO65PO+wr50b7Hjx9fcplMRzuZtjbSra1lBx6DUTnjfOQbwVdCPG8fffRRMplM27bbbrtWX7enkg8RERERWa2lUqnlVYxKSbeMWq2DjiQqFXhAqMLV2Fi5kEHBR73o6oLOdjId4+rmiyciIiL1oaWlhTfeeIPnn3+ehoah3Z9Svj1HNQZVzGazLFmyhNYy28eUQ8FHHeh8cg4NV8+EXJbXZt+aqG9rERERkcFu9OjRLFmyhKVLl9Y6KQPunXfeAWCttfpc86lsDQ0NtLa2Mnr06IptU8HHELe8b+vGRmhqgqZhifq2FhERERnsGhoa2HDDDWudjKrIt/noqX3LYDa0y6Vked/WNDUByfu2FhERERGpFAUfQ1y+b2uiYsikfVuLiIiIiFSKgo8hLt+3NcuWQWcnLO1O1Le1iIiIiEilqM1HHRg5YSLZyQdAZzsbbLW1Ag8RERERqQkFH/WiuRmamxV4iIiIiEjNqNqViIiIiIhUhYIPERERERGpCgUfIiIiIiJSFQo+6klXF92vziXT0V7rlIiIiIhIHVKD83rxwnM03DWb10cMJ5VqYMykKYycMLHWqRIRERGROqKSjzqQ6Win4a7Z0NhIetSa0DSMBbOuUgmIiIiIiFSVgo86kGlrg1wWmpoAaBg2jFwuG6aLiIiIiFSJgo86kG5thVQDLF0KQLa7m1SqIUwXEREREakSBR91IN0yiuyOn4Zly8i0L4Kl3YyZNEUDDoqIiIhIVanBeb3Y+D1k19uA9dZdh3RrqwIPEREREak6BR/1pLmZYRuOq3UqRERERKRO1TT4MLPdgOnABKAVmAfcBpzi7q/ElvsgcDawPfAO8EfgBHfvKmMf+wHfBzYDXgZ+7u4XFCxzPPBtIAec7e4/LZg/DTgc2N7ds306WBERERGROlfrNh9jgH8BhwKfAX4Q/b3HzEYCmNlGwGygG9gb+B5wEHBxbxs3s72AK4DbgT2Ay4FzzeyQ2DK7AKcBJwInAT8ys0/H5rcCZwCHK/AQEREREem7mpZ8uPsVhOAg7x9m9hLwN+BTwM3AsYTA44vu3gFgZt3ATDM7w93n9LCL04G/uPt3os93mNk44Adm9lt3zwC7Abe5+2+jbX8J2J0Q8EAIiG5x9/srcMgiIiIiInWr1iUfxcyP/i6L/n4e+HM+8IhcCywB9iy1ETMbD0wkVNGKmwmsR6jCBTAciFff6oqmYWYfAKYCxyc+isGmqwvmv6mBBUVERESkZgZFg3MzSxPSsjlwFvA4oZRiJDAeeCK+vLsvMbNnCW1FSsnPe6Jg+pOx+f8kVPs618zeTwjGdgH+L1rmXOBUd3+jL8c1WHQ+OYeGq2dCLstrs29lzKQpjJwwsdbJEhEREZE6MyiCD0KAYNH/HwQ+4+7dZrY2kALeLrLOQkKbkVJGR38L110Y/c2vewXwJeCx6PO1wJ/M7EBgTeACKiSTyeDuldpcebq6aLh6JpmGBmgcRtfSpcydeRnZyQdAc3N10yJV19nZCVD9605qSue9/uic1yed9/pUy/OeyWT6vY3BUu3qS8BHgWmEB/5bzWzNauzY3TPu/kXg3cC73H0foAU4k9DDVcrMfm5m88zsuajnq9VHZzvkstAYxZlNTZDLhekiIiIiIlU0KEo+3D1fNep+M5sNvAB8Azg/mr5WkdVGA8/3sNl8CUfhuvkSkQUFaXgl9vEU4O/ufo+Z/R+hl61tgE2Bv5vZg7E0ly2dTmNmvS9YQZmOcbw2+1a6li6Fpiaam4bBSNhgq6010GAdyL8VqfZ1J7Wl815/dM7rk857farleX/00Uf7XfoxWEo+lnP3l4E3gc3cvRN4kYK2HWY2nBAIPNXDpvLzCtuFTCiYvxIzmwB8BTgumrQrcJ27v+rudxOqZ3262LqDUbplFGMmTYFly6CzE5Z2M2bSFAUeIiIiIlJ1gy74MLMtCL1RPRtNugnYKz/uR+SLhB6pbiy1HXd/gdCWZGrBrKnAG4SG5sWcA5zu7vNi0+L7bunlEAadkRMmkp18ANnPf4ENjjpOjc1FREREpCb6Xe3KzN4FjHb3x/uw7nXAQ4TShHbgfcAxhJHIL4kW+ylwIDDLzM4CNiT0iHVlfJ9mdgnwFXePH9NJ0Xo/B/4M7AgcAhzm7ssoYGb7EgKfc2KTZxPGBbkDeA+wBXBH0mOtueZmaG5WiYeIiIiI1EzZJR9mdqiZ/aFg2jmEalGPmtkjZjY24f7vByYBfyCUYnwLuAb4kLsvAHD3F4GdgWZCAPFTwlgdXy3YVjr6t5y7XwccQBhI8G+EkdGPdPcLixxfC/Azwkjm8cDk19H+LgQOA77Zy8CGIiIiIiJSRJKSj28AD+Q/mNknCA/jVxKqN02P/h1T7gbd/UxCr1K9LfcQsFMvy0wj9JZVOP2PrDrQYLH1Owg9XhVOX0ro9erw3rYhIiIiIiKlJWnzsQkrD9g3GXgVONDdfwicR+gVSkREREREZBVJgo9hQFfs867A39w939/W08C4SiVMKqyrC+a/SaZD43uIiIiISG0kCT5eArYDsNCxsAG3x+avC3RULmlSKZ1PzqHh6pk03HQdr539EzqfVJMVEREREam+JG0+LgdOM7P1gPcD8wnd4OZtC/y3gmmTCsh0tLNg1lVhhPOmJmgaxoJZVzF8/Mbq+UpEREREqipJycePo3+bEtp6THL3dwDMbAxh4L2bK55C6ZdMWxu5XDYEHkDDsGHkclkybW01TpmIiIiI1JuySz6ith0nRv8K5y0AknazK1WQbm0llWqApUuhqYlsdzepVAPp1tZaJ01ERERE6sygG+FcKivdMooxk6bAsmXQ2QlLuxkzaYqqXImIiIhI1SUa4dzMWoF9CSN9jwZSBYvk3P2bFUqbVMjICRPJTj4AOtvZYKutFXiIiIiISE2UHXyY2W7A1UBPT645QMHHYNTcDM3NCjxEREREpGaSVLv6JdAO7AWsAzQV+Tes0gkUEREREZGhIUm1q42A6e5+U69LioiIiIiIFEhS8vEU0DxQCRERERERkaEtSfDxfeBwM9t0oBIjIiIiIiJDV5JxPm4xs+8Cc8zsbuBlIFOwmHq7EhERERGRopL0dvVJ4BJgOLBLicXU25WIiIiIiBSl3q5ERERERKQqkvR2tTlwgnq7EhERERGRvkhS8uGotysREREREemjpL1dHWZmmw9UYkREREREZOhKUu1qb2A+oberu4CXUG9XIiIiIiJSpiTBx9dj/9+5xDLq7UpERERERIpKEnw0DVgqRERERERkyCsr+DCzEcAk4L/u/u+BTZIMiK4u6Gwn0zGOdMuoWqdGREREROpQuQ3OlwCXAtsOXFJkoHQ+OYeGq2fScNN1vHb2T+h8ck6tkyQiIiIidais4MPdc8D/gLUHNjlSaZmOdhbMugoaG2FkCzQNY8Gsq8h0tNc6aSIiIiJSZ5J0tfsz4FAzGzdQiZHKy7S1kctloSk02WkYNoxcLkumra3GKRMRERGRepOkwfn6wELgv2Z2PfAc0FWwTM7dz6hU4qT/0q2tpFINsHQpNDWR7e4mlWog3dpa66SJiIiISJ1JEnz8MPb/qSWWyQEKPgaRdMsoxkyawtyZl4UAZCSMmTRFjc5FREREpOqSBB8a2Xw1NXLCRLKTD4DOdjbYamsFHiIiIiJSE2UHH+7+7EAmRAZYczM0NyvwEBEREZGaSdLgXEREREREpM+SVLvCzAw4kjDex1qsGrzk3N0qlDYRERERERlCyi75MLMPAw8DUwi9Xm0BzI3+vxmwGPjXAKRRRERERESGgCTVrk4DXgMM+HI07Qfu/mFgZ2Aj4LeVTZ6IiIiIiAwVSYKPDwOXuPsCIBtf393vAH4HnF7Z5ImIiIiIyFCRJPhoBN6I/t8Z/V0rNv8J4AOVSJSIiIiIiAw9SYKPl4DxAO6+GHgF+Ghs/lbAosolTUREREREhpIkvV3dCewNzIg+zwSOMbMWIA1MAy6uZOJERERERGToSBJ8/AT4sJmNiEo+TgbWBvYHMsAfgWMrn0QRERERERkKkoxw/gLwQuxzN3BI9E9ERERERKRHGuFcRERERESqItEI55VkZvsABxBGS1+bUKpyGXB2VKqCmX0SuKPI6g+5+4fK2McHgbOB7YF3CFXDTnD3rtgyuwG/BNYHrgMOc/fO2PwtgH8CH3D3uYkPVEREREREgBoGH8AxhIDjOGAeoeesk4FtgH0Llv0m8Fjsc3tvGzezjYDZwIOEhvLjgLOAdQlBD2Y2BriK0FD+DuB84HhWNKoHOAc4U4GHiIiIiEj/1DL42NPd34x9vtPMcsAZZnasu78Um/eku9+fcPvHAt3AF929A8DMuoGZZnaGu88hBDwp4Dh3z5jZBGAfouDDzCYRuhc+uy8HKCIiIiIiK9SszUdB4JH3UPR3XAV28Xngz/nAI3ItsATYM/o8HOh290z0uSuahpk1Az8HjnD3pRVIT+11ddH96lwyHb0WHImIiIiIVFwtSz6K2ZHQbe8zBdOvNbO1gbeAG4Dj3X1BqY2Y2UhCicUT8enuvsTMngUmRJMeBtYyswOAvwMHAQ9E804A/u3ut/XvkAaJF56j4a7ZvD5iOKlUA2MmTWHkhIm1TpWIiIiI1JFBE3yYmQFHAb9z97eiyW3AT4G7CO08PgpMBz5iZtu5+5ISm1uLUJ3q7SLzFgJjIHQfbGbTgd8TSoHmAKea2abAYcDWlTi2vEwmg7tXcpPl6eoid+ftZBobWZxqgKVLmTvzMrKTD4Dm5uqnR6qmszP0nVCT605qRue9/uic1yed9/pUy/OeyWR6X6gXJYMPM3sGyCXcXs7dLWkizGwsoUTjZeDo/HR3fwR4JLbonWY2B/gzMAX4Q9J9FXL3n5rZRcA6wLPunjWzm4Cz3P0lM5sGnAS0EHrLOs7dl/V3v1XV2Q7ZLDRGp7upCZYuDdMVfIiIiIhIlfRU8vEAyYOPxMxsDeAWYBTwMXdf1MsqNwEdwIcoHXzkSzzWKjJvNPB8fIK7v51fx8z2BAz4kpm9D/g18GlCz1z3AP8FLuwljUWl02lCAU91ZTrG8dzNN0A2S8uarWS7u2EkbLDV1qRbRlU9PVI9+bcitbjupHZ03uuPznl90nmvT7U8748++mi/Sz9KBh/ufmC/tlwGMxtOKPHYFPhEQQ9XvSkZGLl7p5m9yIq2HfH9bQrMLJGeEcAvCI3Ml5jZzsDj7n5vNP9aYFf6GHzUSrplFNkdP03DXbPJtC9a3uZDgYeIiIiIVFMtBxlMA38iDAC4s7s/WeaqexGqQD3Yy3I3AfuY2XdigwZ+kdCb1Y0l1jkOmOPuf4lNGxn7f0uZaRx8Nn4P2fU2YL111yHd2qrAQ0RERESqrqc2Hxv2ZYPu/mqZi54HfIEwpkbKzD4Sm/esu79pZpcDzxF6pco3OD+O0A7k6lhaDwJ+Swhi/hFN/ilwIDDLzM4CNiQMMniluz9emBgz2xj4NqE6V96dwC/M7FhCtauphF6wVk/NzQzbsBK9GIuIiIiIJNdTyccr9K3NR7rM5XaP/p4W/Ys7GLiU0FXu/sB3gOYoTRcBp7p7d2z5hmi/qfwEd38xqjb1c0ID9XcI1a2ml0jPL4Bz3H15exB3f8zMDgW+Tyj1+APwmzKPT0REREREYnoKPr7BADY4d/eNy1jmDOCMMpa7lBCsFE5/CNipzPR8ocT036CAQ0RERESk33pqcH5xNRMiIiIiIiJD26AZZFAGWFcXLHyLrsYGhq2/gRqci4iIiEjVJQ4+zGw7YFvCGBoNBbNzUVUpGUQ6n5xDwx8uhkVtvNrQQOPYdVjnwGmMnDCx1kkTERERkTpSdvARDQb4Z2BHQsPuHCsaeOdi0xR8DCKZjnbmX30FtL8D6UZSjY0sWzCf+ddcwfCjp6sERERERESqprDkoidnELq6/SqwBSHY+CzwPuD3hO5wN6h0AqV/Mm1tZJctDR8aGqAhRaohRW7pMjJtbbVNnIiIiIjUlSTBx97AJe5+GbAwmtbt7k+5+8HAfODMSidQ+ifd2kpDY1P4kM1CNkcumyPV1Ei6tbW2iRMRERGRupIk+FiXMLgfQPQqfaXRv28EPleJREnlpFtGMXbyVBi1BmQy5JZ20zh2LGP3maoqVyIiIiJSVUkanL8BjAZw90Vm1glsGps/Ivong8zICRPJfvnrsPAt3rXRePV2JSIiIiI1kST4eATYPvb5DuDbZvYAYXTxI1hRMiKDTXMzNL+b5k03r3VKRERERKROJal2dQkw3MzypRvHAWsA9wJ3AS3AMZVNnoiIiIiIDBVll3y4+w3ADbHPT5nZZsDOQBa4293nVz6JIiIiIiIyFPRrhHN3bwNmVSgtMtAWLqTj0YdpGjeOYeusV+vUiIiIiEid6VfwIauR+++l4Z47mdeQglSK0Xvvw5g9Pl/rVImIiIhIHUnS5kNWU91vvk7DPXeGAQaHD4eGNAtvuIbuN1+vddJEREREpI4o+KgDS+fOBXKQDgVdqcY05HLRdBERERGR6lDwUQeaxo0DUpBZBkBuWQZSqWi6iIiIiEh1KPioA8PWWY/sDp+EbI7ckiWQzTB6733U6FxEREREqkoNzuvFRz5O1iaw4Yhh6u1KRERERGoiUfBhZmsA+wKbAmOAVMEiOXf/ZoXSJpU2ejQtZrVOhYiIiIjUqbKDDzPbEbgeWAvoBBYWWSxXoXSJiIiIiMgQk6Tk4xfAImBXd39ogNIjIiIiIiJDVJIG5xOAXyjwEBERERGRvkgSfLyKGqiLiIiIiEgfJQk+zgGmmdmIgUqMiIiIiIgMXUlKMl4HuoAnzey3wItApnAhd/9jhdImIiIiIiJDSJLg4/LY/08rsUwOUPAhIiIiIiKrSBJ87DpgqRARERERkSGv7ODD3f8+kAkREREREZGhLXHvVWaWArYCNokmPQ/8x901wKCIiIiIiJSUpLcrzGxP4DngIeAa4Nro/8+a2ecrnzwRERERERkqyg4+zGwX4DqgCTgFmAJMjv4/DLjOzHaufBJFRERERGQoSFLtagbwDPBRd387Nv1aMzsH+Ge0jNqGiIiIiIjIKpJUu9oGuKQg8AAgmvbbaBkREREREZFVJCn5yPSyfCOQ7V9yZMAsXAjzXqFj2RJGbPwe0i2jap0iEREREakzSYKPfwGHmtnv3P31+AwzWxf4BvBAJRMnlbHglptouPoKyGV5DUiPGct6XzuUkRMm1jppIiIiIlJHkgQfJwOzgafN7PfA09H09wIHAs3A1MomT/qr+83XWXD91ZDLAilIpcgsmM9bV85k3HEnqgRERERERKomySCD95nZZ4BfAEcUzH4EOMrd769k4qT/ls6dC9kVgQcNKcimyC1ZTKatTcGHiIiIiFRNokEG3f0uYBszGwdsHE1+3t1frXTCpDKaxo2DhgZgGeQIrXJyOVLDR5Buba1x6kRERESkniQe4RzA3ecCcyucFhkAw9ZZjzFfmMz8qM0HuRzpMWuz9r4HqNRDRERERKqqT8GHrF7G7PF53hy9Nsx7hXdtvoV6uxIRERGRmlDwUS9Gj4bRo2kxq3VKRERERKRO1TT4MLN9gAOAbYG1gReAy4Cz3b07ttwmwC+BTwPdwJ+B77r7gjL2sTPwY2Ai8CZwEfAjd8/EljkIOA1oifZ/nLtnY/M/CfwB2NLdO/p+xCIiIiIi9SvJCOcD4RhgCXAc8FnCA/7J0V8AzGwN4A5gQ2Bf4FBgJ+DPZpbqaeNm9iHgL8AzwOeAnwEnEAKN/DJGGJ39POBbwNeBabH5jcC5wNEKPERERERE+q7W1a72dPc3Y5/vNLMccIaZHevuLxEGL9wA+HjU0B0zewW4lxBQ3NTD9k8GHDgwKsmYbWajgBlm9nN3nw/sAri7/zTa9qeA3QkBCcCRwOvuflWFjllEREREpC71u+TDzHYwsz2jh/pECgKPvIeiv+Oiv58H7soHHtF69xGqaO3ZQ7qGAbsCV8arUAEzgeHAZ6LPw4Gu2PyuaBpmtj6hpKRwXJPVT1cXzH+T7jdfp/vVuWQ62mudIhERERGpM2WXfJjZDOAT7r5rbNoNhOAA4FUz+3hUWtEfOwIZQlUpgAnAFUWWezKaV8qmhCDiifhEd3/RzDpj6/4L+EnUruNF4EvAb6J5PwUudfcnkx/G4NH55Bwarp4JXZ283NlB4+ixpFtaGDNpCiMnTKx18kRERESkTiSpdrUvcGv+g5l9llDy8DPgMeBs4PuEalJ9ErW/OAr4nbu/FU0eDbxdZPGFrBjosJjR0d9S644BcPd7zOwCQrsSgLuBX5nZDoQG7lsmOYaeZDIZ3L1SmytPVxcNV88kQ46GjnayQPfC+dDYyNyZl5GdfAA0N1c3TVI1nZ2dANW/7qSmdN7rj855fdJ5r0+1PO+ZTKb3hXqRpNrVuwjtJ/K+CDzn7se5++XA+YRqTn1iZmOBG4CXgaP7up2+cPcjgHWBTdx9R0LVq3MJvV69Y2bTzezl6N/0aqat3zrbw+CCpEgBpBvDSOepFORyYb6IiIiISBUkKfloAOJtJ3Yh9CSV9wKwfl8SEfVodQswCviYuy+KzV4IrFVktdFAT13tLoz+lrVu1P4k3wblW8Aid59pZnsQeuP6KJAC7jezR9z9rz0f1arS6TRW5XE2Mh3jeG32rXQtXgypFA1AKp2macQIUtksG2y1tQYcHMLyb0Wqfd1Jbem81x+d8/qk816fanneH3300X6XfiQp+XgO2BnAzLYDxhOrhkVoIN6WNAFmNpxQ4rEp8JkibUaeonjbjgnRvFKeJYwJstK6ZjYeGFlqXTNbl9BL1mHRpF2Bv7v70+7+FHAb/SjhqbZ0yyjGTJoSSjlGjoJshnTrWqSyWcZMmqLAQ0RERESqJknJx4XAeWa2BbAR8BLwt9j8j1HQuLs3ZpYG/gRsD+xcomH3TcDpZrahu78arfcRQnuPG0tt2927zew2YF8z+3Gsx6uphKDk1hKr/hiY6e6Px6aNjP2/pfcjG1xGTpgY2nZ0tjN+881h6TLSra0KPERERESkqsoOPtz9AjNbRmhk/jhhlPDFAGY2hjAI4PkJ938e8AVgBpCKgoq8Z6OqUL8hdHV7g5mdQggEzgT+SWyMj6g3rhnApu7+YjT5NOAe4PdmdglhlPMZhBHU8w3aiW3jI8AerNzIfDZwuJl9lVDtahfgnITHWXvNzdDczLB11qt1SkRERESkTiUaZNDdLwIuKjJ9AbB1H/a/e/T3NGKjjkcOJnRzu8jMPg38ErgSWEoo8TjK3XOx5RuANCFAyKfrX2b2OeAMQpuStwiByw8LE2JmDYRgaLq7t8W2cZOZnQ78KJ9Wd/9L4foiIiIiItKzmo5w7u4bl7ncs6wYT6TUMqcApxSZfhuhnUZv+8gC25aYdypwahlJFRERERGREhIFH2a2CfA1QuPwMcRKGSI5d9+tQmkTEREREZEhJMkI55MIjcNzhNHHF/a8hgwqXV0wby6L3p7PiPdsqrYfIiIiIlJ1SUo+fkTonnZ3d39tgNIjA6DzyTk0XHI+tL/DG0CqsYnRk6YwZo8ea7KJiIiIiFRUknE+NgZ+o8Bj9ZLpaOetP10O7e+ECQ0N5JYtZeH1V9P95uu1TZyIiIiI1JWkgwy2DlRCZGBk2trIdi8JH1INkEpBKkUul2Pp3Lm1TZyIiIiI1JUkwcfpwKHRCOCymki3ttIwbHj4kMuGkc5zOVKpFE3jxtU2cSIiIiJSV5K0+RgPvA7818yuAV4EMgXL5Nz9jEolTvov3TKKtfc7kLkX/CpUvcpmQ5uPL0xWo3MRERERqaokwUd8YL6vllgmRxjQTwaRkRMmkv3at2DeXDYYPVq9XYmIiIhITSQJPjYfsFTIwGtuhk02Y02zWqdEREREROpU2cFHNMq4iIiIiIhInyQa4RzAzNYEPg1sEk16Hvi7u79TyYSJiIiIiMjQkij4MLNvAT8GWoBUbFa7mX3P3S+oZOKkwua9Rtvclxi+6WaMGL9J78uLiIiIiFRQ2cGHme0HnAs8CpwNPBnNmgB8BzjXzBa4+5UVT6X031/+TMNjD/Nm9HHUTjuz/rSv1zRJIiIiIlJfkpR8HAM8CHzC3btj0x8ysyuBu4FjAQUfg8ziF5+n4bGHw4d0GjJZ2v/xdxZ/ameVgIiIiIhI1SQZZHACMLMg8AAgmjYzWkYGmSXP/i8MLpiKTne6YcV0EREREZEqSRJ8LAZG9zB/TLSMDDLDN90MUqkwwjlAJrtiuoiIiIhIlSQJPv4BHGFm7yucYWYTgMOBOyuULqmgEeM3IfuBbcKHTAbIMWonVbkSERERkepK0ubjBOB+4BEzuwV4Opr+XmB3oCNaRgajz+5FdpvtWD+zVL1diYiIiEhNJBlk8Ckz247Q1e7uwJ7RrC7gRmC6u/+38kmUill/A1o1wrmIiIiI1EiicT6i4GKSmekiypIAACAASURBVKWB9aPJ89w9U/GUiYiIiIjIkJJ4hHOAKNiYW+G0iIiIiIjIEFYy+DCzjwG4+33xz73JLy8iIiIiIhLXU8nHPUDOzJqjcTzuAXI9LJ+K5qcrmD6ppK4uul+dS7r1/9m79/i46jr/469zZnJPmyZtaCFIy0U/UhBwuYiCgIAXbiLdbgVFFl0v/FZZXV0QWRfRXRUWAVnxAt7wgkoFFKi6y01EUEBAhLbwVco9tKVt0rS5JzPn98c5k04mk8lMMplpMu/n45FHMud8z/l+zvnOOZnvfM/3+20i1tBY7mhEREREpMLkqny8FUYmEBx5LTPUc8/g33s3G2tr8DyflmUrqF+6f7mjEhEREZEKMm7lwzl3V67XMnMkerrx770b4nFijXNJDg7ScfNKahYvUQuIiIiIiJRMIZMMZmVmu5vZ64oRjEyPRFdXOLt5VRUAfnU1QZAMl4uIiIiIlEjelQ8zO8fMfpSx7GvA88BjZvZnM5tf7ABl6mJNTeD5MDQEQHJwEM/zw+UiIiIiIiVSSMvHh4Hu1AszezPwUWAl8DngNcBnihqdFEWsoZHkUcfC8DCJ7m0wNEjLshV65EpERERESqqQeT72BL6X9vofgJeBM51zCTObC5wG/FsR45NiWbIXyYW7snCXVo12JSIiIiJlUUjloxroS3v9VuD/0mY3fwpoK1ZgMg3q6qjeTUUkIiIiIuVRyGNXLwCHApiZAQbcmbZ+F6CneKGJiIiIiMhsUkjLx4+BL5jZQuB1wBZgVdr6g4G/FjE2ERERERGZRQqpfFwC1AOnEPb1eL9zbjuAmbUAxwKXFz1CERERERGZFfKufER9O/49+slc1wFomN2dWV8f9HbT/3w1ic5OqtraqG5dWO6oRERERKSCFNLyITNU79rV+D+/Hrq28lJPN8TjeLEYzacup+WEk8sdnoiIiIhUiHErH2Z2IRAAlzjnguj1RALn3JeLFp1MWaKnm46bV0IQQE834EEiCfE4nbfcSOMhh6oFRERERERKIlfLx38RVj4uBwaj1xMJAFU+diKJri6CIAlBMlwQ8yGZxPNjBMNDDLW3q/IhIiIiIiWRq/JRBSN9PUZey8wSa2rC83zwolGVE0nwPIJkAjyPqjbN+yEiIiIipTFu5SOt0pH1tcwMsYZGWpatoP36H0DDHOjZDrEYBAHNpy5Xq4eIiIiIlIw6nFeA+qX7k/yH90JvN4vb2jTalYiIiIiURa4O57dPYn+Bc+7tU4hHpktdHdTVUbt4T1i8Z7mjEREREZEKlKvlo56wA/m0MbPdgQuAw4ADgWrnnJeRZgnwbJbNtzjnFuSRx57AVYSTIA4CtwKfjOYmSaU5BLgW2Ae4G/igc25z2vr5wJPAO5xzjxZyjCIiIiIiEsrV5+PIEuS/D7Ac+BPwEJArz4uB/0t7PTTRzs1sDvBbYDPwbqABuBS41czeHA0hHAd+DtwHfCZafwVwVtquvgTcqIqHiIiIiMjklbvPx73OuUUAZvZZclc+1jnnHihw/x8GdgWOcM61R/m8BNwPnASsAgxYAhzmnNtkZk3A1akdRK0i7wL2LTBvERERERFJ45czc+dccpqzOJmwgtOelucfgOeAU6JFNdHvvrTfNQBm5hFWRD6b/pjWjNXXR/+6v9G37m8kerrLHY2IiIiIVJhcHc6HKLzPR+Ccq5k42aRcaWbXAduA24FPO+een2CbpcBPsyxfG60DcEAXcK6ZXUPYWvJgtO4DhBW0704t9J3Ac8/g3/4r2ru7gYD4/FZazzyb+qX7lzsyEREREakQuR67upRp7nCepwHgm4QVjg7Cjun/DvzBzA5M7xieRTOwNcvyTsJHrXDO9ZjZPwPfI+zb8SJwopk1R69PKVYLTSKRwDlXjF0Vpq+P4O7bCbZvJ+n74HkMbtlE+4++T/Ld7wtHwpJZqbe3F6A87zspG5V75VGZVyaVe2UqZ7knElOf9i9Xh/PPTnnvReCcWw/8c9qie83s98DDwP8D/rMIefzEzG4BdifsWzJsZlcDtzrnHjKzE4CvAAuBXwEfdc7NnOeWertheBjPA/zUk3YBJIbDdap8iIiIiEgJlLvD+aQ45x4zs78Ch0yQtBOYl2V5M2ErSvo+ewgfwcLMDiIcHWtfM2sFVgL/BNwB/C/wWcIhggsSi8Uws0I3m7JETxvP3PYLAHzfw8MjSCapbmxktwMPItbQWPKYpDRS34qU430n5aNyrzwq88qkcq9M5Sz3xx57bMqtHwVVPqKha88D3gmkZqp7FrgF+IpzbvuUoincRI+FPcmOvh3plhJWJMZI62T+OefcZjN7JzDgnFsZrf8R8H4mUfkol1hDI8ljjse//VfQ3U1AQHxBK/OXn6GKh4iIiIiUTN6VDzNbSDgXxt7AM8C90arXAv8BnBHNnbGx6FGOjeXvgNcA10+QdBXwRTPbzTn3crTt4YT9PW4bZ5v3EU6w+K20ZdVmFnPOJQjnCpl5luxF8n0f5FVzGgiA6kW7quIhIiIiIiVVSMvHl4A9gNNTrQApZrYc+DHwReCDhQQQbQuwX8br55xzD5vZ5dHrPxI+KnUAcCHQTtgRPbWfo4G7gA84534YLb4WOBe4xcwuJqxUXBrta1WWWJqAS4C/T+tk/iAQAy41s3uAjwI/K+QYdxp1ddTu/epyRyEiIiIiFaqQeT5OAq7OrHgAOOduBL5BOK9GoX4e/Zye8fpj0es1wNHAtwlnOP834FbgjRlzb3iElYSRY3LObQOOBTYCNxBWRu4jHMEq2yNbnwdud879MW0fG4H3AKcStrT8niJ0chcRERERqTSFtHzMA9blWP802Tt35+Sc8yZY/z3CYXAn2s89hBWQzOXryLNS5Jz7xDjLbyHs1yIiIiIiIpNUSMvHM8CJOdafGKUREREREREZo5CWj+8B/21mPwX+G3gqWr4v4aNQJxCOhCU7q74++tf9TR3ORURERKQsCql8XA7sA3wYWJGxzgOucc5dUazApMieewb/9l/R3t0NBMTnt9J65tnUL92/3JGJiIiISIXIu/IRddA+x8y+AZxCOFwthPN83Oace6L44UkxJHq68e+5E7q3Q1UVHh7DHVvYcuNPqfnUZ9QCIiIiIiIlUfAM5865x4HHpyEWmSaJri4YHgLA8/3ot0cwNEyiq0uVDxEREREpibw7nJvZYjM7Icf6E8xsj+KEJcUUa2qCeBUAQTIJyYAgGeBVxcN1IiIiIiIlUMhoV5cCn86x/t8IJyKUnUysoZHkMcdD4xwYGiYYGiQ+fz7zl5+hVg8RERERKZlCHrs6Erg6x/rbCWf/lp3Rkr1Ivu+DvGpOg0a7EhEREZGyKKTysQDoyLG+E2idWjgyrerqqN371eWOQkREREQqVCGPXW0ADsix/kBg89TCERERERGR2aqQyscq4INmdlTmCjM7BvhglEZERERERGSMQh67+jxwMvBbM7sdWB0tfx3wVuAl4OKiRifF1ddH98MPMrh5E/X77kft4j3LHZGIiIiIVJBCJhncZGaHAf8NLAPeHq3qBn4IXOCc21j8EKUonnsG/xcr2dDfB0CH59F49HEsOvuDZQ5MRERERCpFQZMMOudeAc42sw8Ai6LFG5xzyaJHJkWT6OnGv/N/Iap4ABAEdP/uLvrfcpxaQERERESkJAqe4Rwgqmy8XORYZJokurpgoD984Xnh7yCAIGBg3dOqfIiIiIhISRTS4VxmqFhTE9TUhi+iSgcAnkfN3vuULzARERERqSiqfFSAWEMjyePfAbV1OxZGfT7U6iEiIiIipTKpx65kBlqyF8lzPk7b8IBGuxIRERGRslDlo5LU1dFoB5U7ChERERGpUOM+dmVmK83siLTXbzKz+aUJS0REREREZptcfT6WA4vTXv+eHXN7iIiIiIiIFCRX5WM9YGmvvWmORUREREREZrFcfT5WAf9uZicAW6NlF5jZ2Tm2CZxzah3ZiQ1u2shQeztVbW1Uty4sdzgiIiIiUkFyVT4+CXQCxxG2gARAG9CcY5ugeKFJ0T1wPy/+8d5wng/Po/nU5bSccHK5oxIRERGRCjFu5cM51wNckHptZkngXOfcT0oRmBRZZyf+ffdAVRVePEYwnKDzlhtpPORQtYCIiIiISEkUMsngW4E7pysQmWYdm4AALx4DCH8HAUPt7eWNS0REREQqRt7zfDjn7gIws7nAsUBqhrpngbucc9uLH54UTUsr4BEMJ0ZaPvA8qtrayh2ZiIiIiFSIQlo+MLN/Bl4CbgIuj35uBtrN7P8VPzwpmuZmkkceA8kEwcAAJBM0n7pcj1yJiIiISMnk3fJhZqcDVwOPAVcCa6NVS4FPAFebWYdz7oaiRynFcfgRvOrEkzTalYiIiIiURd6VD+DfgD8Bb3bODaYtf8TMbiCchPA8QJWPnVh160JVOkRERESkLAp57GopcH1GxQOAaNn1URoREREREZExCql89JN7jo+WKI2IiIiIiMgYhVQ+fgeca2b7Za4ws6XAx4B7ihSXiIiIiIjMMoX0+bgQeAD4s5n9BngqWr4v8A6gJ0ojIiIiIiIyRt4tH865J4FDgVWEEw6eF/0cB9wGvME599T4exARERERkUpWSMsHzrm/AsvMLAYsihZvcM4lih6ZiIiIiIjMKgVVPlKiykZ7kWMREREREZFZrKAZzkVERERERCZLlQ8RERERESkJVT5ERERERKQkVPkQEREREZGSmFSH82Ixs92BC4DDgAOBaueclyVdK3AFcDJhzHcB/+KceyGPPF4PXBnlsR34CXChc64vLc3bgasIR/D6BfBR51xv2vrXAH8EDnDOqaO9iIiIiMgk5N3yYWY3m9k7zayYFZZ9gOXARuChcfL1gV8BbwI+BLwHWAzcZWZ1E8S8B3A3MAicCnwaOAv4TlqaFmBllMeZhPOWXJCxq68Bl6riISIiIiIyeYU8dnUkYavAy2b21ahFYarudc4tcs6dAvzfOGlOI5zc8HTn3I3OudsIKxJLgH+aYP/nEVY8TnPO3eGcuw44F3iPme0fpXkj4AHnO+dWAVcTztgOgJktI6zsXDmJ4xMRERERkUghlY9dgXcBvwM+AjxsZk+Y2afMbFHuTbNzziXzSHYy8LRz7k9p270A3Aeckse2tzrnetKW3QQMpG1bAwymTZTYFy0jalm5AjjXOTeUR6w7t74+Bl9up//5Z+l57FEGN20sd0QiIiIiUkHyfoQq+nB+G3CbmTUBpxM+wnQZcImZ3QFcB9zinBsoYoxLgTVZlq8F3jneRmZWT9hiMWpb59yAma2L9gvwKDDPzN5L2JfkLODBaN2FwMPOuTumdAQ7g+eewb/3bl7q7SG5tRPicbxYjOZTl9Nywsnljk5EREREKsBkZzjvAq4BrjGzvYAvAiuAtwPbzOynwFedc38tQozNwJNZlncCLTm2m0f4ONXWXNs6554zs88APyRsCVoNfN7M9gY+Chw0+dBHSyQSOOeKtbv89fUR3HMnCQLY2pkKhsD32XLzSjY1L4Dm5tLHJdOutzccN6Es7zspG5V75VGZVyaVe2UqZ7knEomJE01g0kPtmtk8MzsHuB54N+GjTD8j7BdyFvCEmb1vyhGWgHPuMmA+8BrgwKhj+VXA5c65F8zsbDNbZ2YbzOyKIne6n3693ZBMQiJ6ys3z034H0LGpbKGJiIiISOUo6EO0mcWAE4F/BE4i7BvxIHAO8DPn3LYo3aeAnxO2iPxoijF2ErZiZGoGOnJsl2rxGG/bZ9MXOOe2prYxs1MAA/7ezPYjbOU5FniOsK/JX4Fv5X0EkVgshpkVutmUJXraeOZXt0AQ4HkeBAF4Hp4HxGIsPvQwqlsXljwumX6pb0XK8b6T8lG5Vx6VeWVSuVemcpb7Y489NuXWj0KG2r0KeBn4JeEIUVcBS51zb3TOXZuqeAA45zoJ+3/sPqXoQk+yo39GuqVkfxwrFUMv8HzmtmZWA+w93rZmVgt8Ffh41HflOOAJ59z9UYvITcBbJ3EcZRNraCR51LHgefhN84AAYj4EAc2nLlfFQ0RERERKopCWj48AtxJWKv43j5Gq7iecl2OqVgH/aGYHO+ceATCzVxEO/fvJPLZdbmafSJs08DTCFpvbxtnmfGC1c+7Xacvq0/5uKPQAdgpL9iK5cFcW79JKcmiQRGcnVW1tqniIiIiISMkUUvnYNWrRyItz7lnguxOlM7Pl0Z/7Zbx+zjn3MGEfkkeBG8zs04R9S74AvJC+fzM7C/gecJxz7nfR4ssIJw682cwuB3YDLgducM49kSWWJcDHgUPSFt8DfNXMziN87OoMwlGwZp66Oqp3awv/XrxneWMRERERkYpTSIfzwMyyPf4EgJktjYbgLdTPo5/TM15/DEaG+D2BsG/Jd4GfAi8SVjJ60/bjAzHCEa6Itn2e8LGpOsJWm8sIO8h/YJxYvgp8Lao4pfbxOGGflnMJ+3n8CLh2EscpIiIiIlLRCmn5uBw4kNGtAul+QNhC8ZFCAnDOeXmkeQV47wRpriN8JCxz+SPA0XnG8q5xll+LKhwiIiIiIlNSSMvHccAtOdbfwgzriC0iIiIiIqVTSOVjEbA+x/oNwK5TC0em2+CmjfQ89iiDmzaWOxQRERERqTCFPHbVQTgJ33heC2zLsV7K7YH7efGP947M89F86nJaTji53FGJiIiISIUopOXjDuAjZvbqzBUWznLyIeDOYgUmRdbZiX/fPeDH8GpqwI/RecuNagERERERkZIppOXjYuAU4DEz+yGwOlr+OuB9hEPgXlTU6KR4OjYBAV48BoAXjxEMDDPU3q65PkRERESkJPKufDjnnjWzI4FvMHZEq98BH3XOrStmcFJELa2ARzCcCCsewwnwPKra2sodmYiIiIhUiEJaPnDOrQWOMbNdgH2ixU9HQ+HKzqy5meSRx+D/8V6CgeGRPh9q9RARERGRUimo8pESVTZU4ZhpDj+CV514EkPt7VS1taniISIiIiIlVXDlw8zqgD2AFtJmE09xzv2hCHHJNKluXahKh4iIiIiURd6VDzObC1wJnDnOdh4QALHihCYiIiIiIrNJIS0f3wJWAN8k7GDeOS0RiYiIiIjIrFRI5eMk4Grn3CemKxgREREREZm9Cql8BMCT0xWIlMbgpo30/PlRkv19NBz4emoX71nukERERESkQhRS+fgNcAxwzfSEItPugft54be3j7zsvHkljcccz6KzP1jGoERERESkUvgFpP0XwMzsEjN71XQFJNOksxP/d3eNWdz9u7vof/7ZMgQkIiIiIpWmkJaPl6PfBwLnmVmS8FGsdIFzrqYokUlxdWxibHEBQcDAuqf1+JWIiIiITLtCKh83kPXTq8wILa1kmZYFPI+avfcZu1xEREREpMjyrnw4586czkBkmjU3kzz6OGJpfT4AGo8+Tq0eIiIiIlISBc9wLjPY4Uewx4knabQrERERESmLgiofZrYEuAg4DmgFTnTO3WNmC4AvAdc65x4uepRSNNWtC6l+2wnlDkNEREREKlDeo12ZmQGPAMuBvwE1qe2dc5uBQ4GPTEOMIiIiIiIyCxTS8nEJ0AscDgwAr2Ss/zXw90WKS0REREREZplC5vk4Gvi6c66d7KNePQ+0FSUqmVaJnm4GX24n0dNd7lBEREREpIIU0vJRC3TmWN8EJKcWjky33rWr6bh5JUGQxPN8WpatoH7p/uUOS0REREQqQCEtH08Bb8yx/iTg8amFI9Oqr4+Om1dCVTWxxrlQVU3HzSvVAiIiIiIiJVFIy8c1wNfN7PfAbdGywMzmAv8FvBnQXCA7s95ugiBJrLoaAL+6msRgP4muLmINjWUOTkRERERmu0ImGbzGzF4HfJuw4znAjcA8wqmz/8c599PihyhFU9+I5/kkBwfxq6tJDg7ieT6xpqZyRyYiIiIiFaCQx65wzn2MsIXj+8AdhEPvXgMc7Zz7RPHDk6Kqq6Nl2QoYGiTRvQ2GBmlZtkKtHiIiIiJSEgXPcO6cux+4fxpikRKoX7o/NYuXhI9aNTWp4iEiIiIiJVNw5UNmvlhDoyodIiIiIlJyeVc+zOz2PJIFzrm3TyEeERERERGZpQpp+ahn7OSCMWBPYCGwDthQpLhERERERGSWKWS0qyPHW2dm7wEuB84pRlAiIiIiIjL7FDTa1Xiccz8BbgKuLMb+ZPoMbtrIllW/5JXrr6P3qbXlDkdEREREKkgxO5w/DpxdxP1JsT1wPy/8dkfXnW13/C+1B/4du//r+WUMSkREREQqRVFaPiJvAvqKuD8pps5O/HvuHLO4/y+PqgVEREREREqikNGu3jPOqmbgWOA04OvFCEqmQccmxo4XEOp7cg31r11a2nhEREREpOIU8tjVj3Os6wC+CPzn1MKRadPSCnhkq4DU7btfycMRERERkcpTSOXj1VmWBUCnc66zSPHIdGluJnnM8cR+O3q6ltoD/06tHiIiIiJSEoUMtbtuOgOREjj8CPY48SS2P/hHEl1baTz4MFU8RERERKRkijnalcwA1a0LmX/yu8odhoiIiIhUoEI6nP+N8Xosjy9wzlmB22TL+xjgt1lWPeKcO2SCbV9POP/IYcB24CfAhc65vrQ0bweuAhYBvwA+6pzrTVv/GuCPwAHOufapHY2IiIiISGUqpOXjQeBAYD/gb4CLlhthf5DVwF+KGt1YHyGcTySlO1diM9sDuBv4E3Aq0EY4E/suwHujNC3ASuA7hBWcbwAXABel7eprwKWqeIiIiIiITF6ho12dApzinPtV+gozOyVaf55z7v+KGF+mtc65BwpIfx4wCJzmnOsBMLNB4Hoz+7JzbjXwRsJhoM53ziXMbCmwnKjyYWbLgMVo9nYRERERkSkpZJLB/wK+mVnxAHDO3QZcQzjc7s7kZODWVMUjchMwQFiRAqgBBp1zieh1X7QMM6sDrgDOdc4NlSbk6Zfo6ab74QfZfOtNbH/4QRI9ORuQRERERESKopCWj/2A7+dY/wIw3UMn3WRmC4DNwC3ABc65jmwJzayesMViTfpy59yAma1Li/VRYJ6ZvRe4CziL8BEzgAuBh51zdxT9SMqkd+1qXv7GVdC9fWSZP7eJReecS/3S/csYmYiIiIjMdoVUPtYDp5nZN5xzozqem5kPLAM2FjO4NF3AZcC9hP083gh8BjjczA51zg1k2WYe4eNUW7Os6wRaAJxzz5nZZ4AfErYErQY+b2Z7Ax8FDirWQSQSCZxzEyecBr29vdDfT/vNPxtV8QBIbOui/bpvk3zP+6GurizxyfTo7Q3HTSjX+07KQ+VeeVTmlUnlXpnKWe6JRGLiRBMopPLxdcIKwO1m9jXgr9FyA84FjgY+PeWIsnDO/Rn4c9qie8xsNXArsAL40RT3f5mZfRtoBdY555Jmtgq43Dn3gpmdDfwH0EA4Wtb5zrnhqeRZDn5vDwz0Z185MAC93ap8iIiIiMi0KWSSwcvNrJGwxeHYtFUeMAT8l3PuK0WOL5dVQA9wCNkrH6kWj3lZ1jUDz6YvcM5tTW0TdaA34O/NbD/C/izHAs8B9xFWvL5VaMCxWAyzKY88PCnOOfA8qufOZWhb15j11XPn0nbgQcQaGssQnUyX1Lci5XrfSXmo3CuPyrwyqdwrUznL/bHHHpty60chHc5xzn0e2B34R8LRoC4C3gfs7pz73JQimbysc49E83Q8T0Y/FDOrAfYGnsy2nZnVAl8FPh49znUc8IRz7v5oqN2bgLcWL/wSqquj9T3/CI1zRi325zax4IyzVPEQERERkWlV8AznzrnNhMPqlts7CR+D+lOONKuA5Wb2ibRJA08jHM3qtnG2OR9Y7Zz7ddqy+rS/GyYZ706hfun+7HnplfQ9uYb+l1+iZrfdqd93P1U8RERERGTaFVz5MLOjCFsDdgG+6pxz0eNYBwBrnHNjn+mZIjP7MfAM4chUqQ7n5xP2A/l5lOYs4HvAcc6530WbXgacCdxsZpcDuxFOMniDc+6JLPksAT5O+ChXyj3AV83sPMLHrs4gHAVrxoo1NNJ4yBto5A3lDkVEREREKkjej12ZWbWZ/YJwFvD/AD5MOGM4hH0+bgM+VvQIQ2sIWyx+CPwG+ADwbeAtzrnBKI0PxAj7oADgnHuesKJUR9g5/TLg+mj7bL4KfM05N9IfxDn3OHAOYaf6bxH2L7m2WAcmIiIiIlIpCmn5uIhwYr5PAncQDkkLjMydcWO0vugTDTrnvgx8eYI01wHXZVn+COFIXPnk865xll+LKhwiIiIiIlNSSIfz9wDfcc5dRfb5PJ4C9ipKVCIiIiIiMusU0vLRBjycY30vMHdq4Ugp9D//LNsfegDP86jf/wDic5uINTWp07mIiIiITKtCKh+vAK/Ksf4g4IWphSPTbcN136H7njtHXm9d9Uv8OXOpXriIlmUrqF+6fxmjExEREZHZrJDHrm4DPmxmizJXmNkbgPcDvyhWYDINNqwfVfFISW7fRpBI0HHzShI93WUITEREREQqQSGVj88B/cBfgK8QTu73ITO7Cfg94YR+OTuFS5mtf2ncVcHQIEGQJNFV9JGSRURERESAAiofzrlNwKHALcC7CIe0fTfhbN8/Ao5wzm2djiClSHbdfdxVXlU1nucTa2oqYUAiIiIiUkkKmmQwmt38w2b2EWARYQVko3MuMR3BSZEt2pXGY44f8+iVP2cuXixGy7IV6nQuIiIiItMmr8qHmdUDvwR+4py7zjkXAOunNTKZFovO/iD9bzlOo12JiIiISMnlVflwzvWa2eHAymmOR0qgdvGe1C7es9xhiIiIiEiFKaTD+R8I+3yIiIiIiIgUrJDKxyeAk83sk2ZWN10BiYiIiIjI7FRIh/Nbo/SXAZea2QagLyNN4JyzYgUnIiIiIiKzR6EznG8E/jpNsUiJDG7ayMC6dSQTQwSJBFXzF1C1y0IYGoaqOAwNqwO6iIiI4vZm6gAAIABJREFUiBRd3pUP59yR0xmIlEbHb1bRcfMNMDQ0ekU8jj+niaCvh3jzfGINDbQsW0H90v3LE6iIiIiIzDqF9PmQma6zk45f/nxsxQNgeJjk1g7wPBJdWwl8n46bV5Lo6S59nCIiIiIyK+WsfJjZ7Wb2lrTXMTP7OzNrmP7QpOg6NkEymTOJ58eAAM/3CYIkia6u0sQmIiIiIrPeRC0fxwO7pr2eB/wJeMO0RSTTp6UV/NxFHiQTgEeQTOJ5PrGmptLEJiIiIiKz3mQeu/KKHoWURnMzLe/6B6iqGrsuHsef1wJBQKxpHl4yScuyFep0LiIiIiJFU8hoVzILtJxwMo2HHKrRrkRERESk5FT5qEDVrQupbl1Y7jBEREREpMLkU/l4rZkdFf2d6gBwgJkNZ0vsnLu3KJGJiIiIiMiskk/l49+jn3RXAEHGMi9aFitCXCIiIiIiMstMVPl4f0mikJLb9sD9dN1zF14sRtWuu0EiiVdVRc0ei4nPawbAr6ujetGuY/p+JHq6wyF4o/4hVMVJbttGAGPSp9Km+pBkblusviWZ+Uw1XTGUMi8RERGZ2Srlc0POyodz7gelCkRK55kLPklyw8sjr/vXPDE2kedBPE5V60Jazzx7ZKbz3rWr6bh5JcM93SQ6O/DqGkh2bwuHQPN94vNbR9Kn0gZBOGxv/cGH0fvIQyPbFmsm9cx8xttfvumKoZR5iYiIyMxWSZ8bNMN5hdn2wP2jKh7jCgJIJBju2MyWG38a1sZ7usMLw4+R7Ooi8PxwVvThYYLhBF48znDHFrbc+FMGN22k4+aVUFVNrHEugR+j85YbSQYBya4u8GNFmUk9FVMqH6qqs+4v33TFUMq8REREZGartM8NqnxUmJ4/P1LgFh7B0DCJri4SXV1RjdwjIMDzvbCS4nnR7C8enh+mH2pvJwiS+NXV4V68KG0yGW4bL85M6qmYUvn41dVZ95dvumIoZV4iIiIys1Xa5wZVPipMw+sPLnCLAK8qHj5/2NSE5/kEQYCHR5CMKh5BEA0/EBAkw/RVbW14nk9ycDDcS6qS4vvhtsPFmUk9FVMqn+TgYNb95ZuuGEqZl4iIiMxslfa5QZWPCjP38CPwF+02cULPg1iM+PwFzF9+BrGGRmINjbQsW4GXTOA3NeEFyXBW9HgcLx4jGB4mPn8+85efQXXrQlqWrYChQRLd2/CSCZpPXY7vefhNTZBMFGUm9VRMqXwYGsy6v3zTFUMp8xIREZGZrdI+N2iSwQq01yVXTHq0q/ql+1OzeEleo12lp02N3NB01DFFH+0qWz5TSVcMpcxLREREZrZK+tygykeFmnv4Ecw9/IhJbZtqBRllnBnTM9Nm3bYI8t3vdOVf7rxERERkZquUzw167EpEREREREpClQ8RERERESkJVT5ERERERKQk1OejQg1u2sjWu+6g96k1JPr7IQiobm2l9tVGsqeH4VdeYWhrJ57v49fW4dfWMNy1Fb+qmurddie+oBXP96hdshfDmzfR//wzUF0DgwPEWhYQa2jAi8Xw4lVUL9oVhodJ9PWR7O9jYMN6gv5+iMdJbu0g3rqQmrbdSXR0ULVbG/G5TSPDy/U9uYb+l1+iqmUBfm0tid4eYg0N+DV1QNgp3ovHGXjuWfCgZvGe4aSHhJ3fAQaefYbBjs1UzV9A7ZK9AEY6vad3lB/avIntDz2A53nU738AflUVAeDF4/S5pxje1kW8uYVYYyPVi3bFr6oe6RSW6OlmaMP6UfkObVhPoq9vpON+Kt/k0CBD69fjz2mkdsleI9undzJL7W+os4MgkaB2r72J1TeMpEntKz19+rpULHR2QnKYRE/bmOdIM/NMX54Ze6HbZg4+kG19bO7ckfM/3t/p5y3bscYaGhnctJGBdetGzmf68XvxOInOTmLNzaPKK1P6PhO9PQy1t1PV1kZ1Wl+mVJrk0CCJzs5x16cGU0ilizU3j7z/xzufuc5pPjJjo38Qmpuz7jdbPvnknXl86ed/qL195DjHK/tUuszzls95GC/v8eLLNgBGruPM9r5N39/wxo2j7iGJ3h761q4BD+r23W/UtTkdz2tnuyaBsXn29TH4cvu418ZkYst1blL3MqpixOe1jFmf63oqJP9c5zbX+vHuR1O51iaz/VTzm06Z/zvyPdcTpS1GPJO9D2a7vidzjIXkny2PqQ6sk+vePdOp8lGBOn6zio4bfjxm+cDGDQysfmLC7QeeWlt4pr4PyWR+SefMJTZnDkMdHdDfN37C1BwjmeLxsOLTMCccM7t7245N5swlPmcuQZBkePOmcG5E3yfw/FF5bV31S/DDiRCzxu15xFpaqGqeT/3Bh7H9979leMsWIMBrmANAclsXJIYhHsef00SstpZEXy/Jzo4wdiDWMp+m499B7yMPRRM4+iP7G9qwfkfefoxYczPxefNI9vUBHn5d7Uj61PbJvj4S/QMEPd0EieGwabNpHuvvvp2WZSuoX7o/AL1rV4ez1Ud5ptb1rl3Nph9/n6FXXhmJvap1Ia1nnp33tqnzEJ/fOma71PogMQzJAC8WzhuT7W98H69hDrHa2qzH6nk+8d33oPv+38HwcFgsjXPwqqrD4x8a3DEJZhCMlFf6ecg8nqHOToLt28H3wPNoPnU5LSecPJJmcMtmkls7R95jmeuHe7pJdHYQxKqgtzvMO5kM3/9BkPV85jqn+cgWm49H8shj6E0Mjdpv5vlrWbYCYMK8M48v3jyfWEMD8d33oOeB+wiGh8MyiM5LZtl3/GYVnbfcOFIeqfM23rFkiy8z72zv5+Ge7lHXdXochbxv57z5GHofeSjc38YNo+8BtXXQ3080uRH4PrHmFuLz5hVcdvmWb+Y1mbqfpK6LlmUr4MUX8e+9m421NVmvjVjLfBb+0zkFxZbr3Axu2Rzey1JiMaoW7jqyPtf1VEj+ud6budaPdz+Cid/vU4lpqulLKT22zP8ruc71RGmLEc9k74PZru/JHGMh+WfLIwiS496vJnM8mfduDn0jRF+2zUSxiy++uNwxVIT169df4Pt+7aJFi8qS/5YtWwCYGyTYcNVXsn9on04F5BcMDoQXcDTZTsGSSbzqGoLtXTA4MHrd4ADJgX6SAwMwPATJ8ANh+GEiS8w54g4GBvDnNtH9pwfClpyqOPgxgm1bCfp6w0TRh8+gv4/kQD9BT8+OHfg+QW8P/U87Ys0txBoaSSYSdD94P8ne3pEPDalYgv4+4gt2YWjjBpJ9fVQtXESQDOh56A/E5jXj19Qy8PJLBN3boboahobCD02JJPHmZvrXrqbh4EMJhgbZ9P1roaqaWF09AdC35nFq913Kph98l8FNG8O8ow/tweAAgy8+T+Mhb5hw26HNr0QfQOMke3pGbffKd77J0OZXCGKxsGyDZBhfEIz9OwjwqqsJtm8jGBocc6yxhkYSg4P0/flP4Ta+H34WHOgn6O+Dqqrw+FPl6HkE/f3Emlvof3INDQcfil9dTaKne+R4PN9n6KUXIZnEr6sDPPqfWkP96w5kyw3XkwxgeMPLgAdB2KrS/9TakfWBHyOx6ZXwLdPXsyPvkRj8MeczM4b0c5qKMZfUtpmxEY/hPfcsgy88h1dbR6yunmQiMer8BUDv43+m78nVeNW14+adyiN1fHg+wUA/1NXT/5dHw+tneDg8xmQSv6aWZG/vyDEOd3Wy8Zv/A34Mr7oKAuh/ag2Nb3jjmG8nM89DKj5iVaPy9pvmjXk/B36M4Vc2Ru/7AL+mZiSOuqX7s/nH1+X1vk10d9P/1Br8uU3hB/7U+ygl/bpMuzarFu4KsXjeZZePRE83r3znm6Ovyeh+krou8Hx6H/8ziaf/ClVV1MydN/bawCPo62XgpRdpPOzwvGJL5Z3t3HgNjSQ2rh9zHpID/fS7tcSaW/Di8azXU2a558o/13WRa336/Sb9fjTw3DP0PbUm5/t9KjFNNf1kpP63L1iwoKDt0mPzq6oZXN8+8n8Fzx/3XE+UdrKKcR/Mdn2nrvtCjrGQ/LOdm0RvL8HAQPg/PuN+NZn3WbZ7d+KvTxG8Zl8WlOEz5YYNGwiCYGC33Xa7ZLL7UJ+PCjPU3p53C0RZJadYOco8xqilAYg+JCWi5UBikucjCAgGB6O8AjzfZ+Tb0BTfH5V+1Hov/DYwSCSjbcFLfVMeJMfGDSR7esDz8HyPYHg4TB+EeQdpH4q8IC2PINx/ECRJdHWR6OoiCJIjN0G/ujr8lrK9neRw2getkdg9gqHh/Lb1vPBY/CjGtO1G1qcfUPrxZf49cqrGHisAicSOtJ4Xfrs6cqLGKYdEYuQ8AKOOJ9k/sGN/yQAvHoMgYGDd0wRBMswvCCAWlrPnj17veR4BASMH6GfcXr0df6TOS2YM6ec0tT6X1LaZseGFv4OBgZH9Zp4/v7qa5PAQwdBQzrxTeaSOz4tHLYLRh3IvqlSNCIJRZT/U3h4ui8fC9NF5HWpvz3os6bGk4svMO9v72fPCbxt3nOsd78Gh9vb837ceUQtccsd9Ig9Bf39BZZePkesmZdR7KrwuUueJxHBY6Ybs14bnEQz05x3bqGs289wMDWX/YiYICKL32HjXU2a558o/13WRa33W2H2PYGBwwvf7VGKaavpSSo8tiCq2qf8ruc71RGmLEQ9M7j6Y7fqezDEWkn/Wc+MR/t/Ncr+azLnIdu8mCMLW9RlKlY8KU9XWNvZD0c7I9yZOk3P7jGMMMj70+7FoOdEHtknwPLzq6h3fLCaTQEbc6ZUgzxu9PmpZ8WJ+tG30j933ow+PjPkH7zc0hP/gkwFePB6m98K8vfiOpygDLy0PL9y/5/nhs6NNTXieHz6SBiQHB/E8n6q2Nvx4VZbYA7yqeH7bBkF4LMkoxrTtRtanH1DGh9ZRf4+cqrHHCkAstiNt9LjWjhM1TjnEYiPnARh1PH5tzY79+R7BcAI8j5q99wk/YMdiYRkmwnIOkqPXB0GAR1qlKbMCHOz4I3VeMmNIP6f5PNeb2jYztrDy6uHV1IzsN/P8JQcH8eNVeFVVOfNO5ZE6vmA4EeYRfdANguSYimN62Ve1tYXLhsMPxKnzWtXWlvVY0mNJxZeZd7b3cxAE4bkYOdc73oNVbW35v2+D6J+97++4T+TBq60tqOzyMXLdpIx6T4XXReo8EYvvaKXJdm0EAV5Nbd6xjbpmM89NVdWYL0aA6INXWD7jXU+Z5Z4r/1zXRa71WWNPBng11RO+36cS01TTl1J6bF48Pur/Sq5zPVHaYsQDk7sPZru+J3OMheSf9dwEhP93s9yvJnMust278Tyo37n6DxVCj12VyM7y2NXCPRZDdQ19ax4vbQB+xrejuZLOmUu8pYXk0PDYRxzSZfvnB2Ezuwf+vGaCeHzUo1fenLlUtbTg19aS7O/D8/3on2n12Lz82Pj9SqI+H/H6BuYe+zaGN20k2d0DyQT+vGa8+vodrSLxOP68ZuJNTRCPh48Fpfp8zG9l3onvZPjll0gO9uNBuL/Nr4StHKm8/Rixlvn4NdV48Sr8+nogCNO/5a0Mv/wSwfAgflVV+MjVwAAQVWTmzqWqtpaWZSuoadsdv7qa+IJW+tY8HuaZTNKybAW1S/aiapeF9P/NkeztG4m9qnUXFpz+vvy3jc5DfMGCUdul1u949MwLb9ZRpWz03+GHJ79pHvG5c8cca3KwH9/zqD3g9Qy2vzjyTa83Zy5+4xwYGNzRehRVRGMtLcTq6kfOAzDqeILEcJjL8PBIa1bzqcuZc8gbiC9opf+pNSSjR16Ix/CiZ9hH1q9dTeD74fqauvCxvtT7PtUqlnE+M2NIP6ep9bmkts2MjQCSb34Lu77thB37zTh/XjLJ/OWnU7/0dTnzHskjdXx9vcTntRCrraX2gNcz9NILI49cEVWA08s+1tAIsTj9T62JrrHwvDYe+HdZjyU9llR8mXn7VVVj3s/9a1dDzB+5rgmCkThql+yV9/u2akErTW87ieH1L0MsRrK3Z/Q9oLYOhtNaRHyfWMsC/Kp4QWWXj/TrJv2a9Oc177guovPU1bIA79l1xJKJLNdGQKxlAbu87/15xzYq74xzk9i4nmT0uNmIWJyqhQvDc/fyS+NeT5nlniv/XNdFrvXZYo8vWEDrGWdN+H6fSkxTTT8Zk33satS9b3hw9P+VHOd6orSTVYz7YLbrezLHWEj+2c5NrKEBr6Ym6/1qUueCsffuwTcdBa27FFzuxVCMx668oNTP/leoRx55ZGssFms66KCDypK/cw4AMwM02lWljHb1wqYtkBxmnwMP0mhXFTTa1UvRaFdmptGuKmS0K+cc9PWx5y6tGu0qR+z57HOqMU01fSEy/7cXSqNdFSf/Uo929fRL4eOLky33qXjsscdIJBJdBx988LzJ7kOVjxLZ2SofUhlU7pVJ5V55VOaVSeVemcpZ7sWofMyIoXbNbE/gKuBYYBC4Ffikc64j54bhtscBlwD7A5uAbwNfcs4l0tKcBXwBaAB+AJzvnEumrT8G+BHwWudc2nBFIiIiIiKSr52+57GZzQF+C+wGvBs4BzgauNXMcvZKNrNDgF8DfwNOAr4CXEhY0UilMeB7wNeBfwY+CJydtj4OXA18ShUPEREREZHJmwktHx8GdgWOcM61A5jZS8D9hBWKVTm2/RzggDOjloy7zawRuMjMrnDObQGOB5xz7rJo328B3kFYIQH4F2Cjc25l8Q9NRERERKRyzITKx8nAvamKB4Bz7g9m9hxwCuNUPsysGngr8J/pj1AB1wNfBN4G/BSoAdKn0e6LlmFmiwhbSo4q0rHsNBI93fQ9uYZtDz9I/4svkOzrhe7ujIn9PMbMWyEz0tPlDkDKQuVeeVTmlUnlXoHq6th6+pnMO/q4ckdSsJlQ+VhKWEnItDZaN569CSsRa9IXOueeN7PetG0fAv476tfxPPD3wLXRusuA65xzaycd/U6od+1qXv7GVdC9fYKUqnjMdDv9c5UyLVTulUdlXplU7pXJB+jrY/P3v83mX97EPld+o9whFWQmVD6aga1ZlncCSybYjhzbtgA45+4zs28S9isB+D3wP2Z2JGEH99dOIuasEonEyAgFpdbb2wuAe+wx/Ou/n0fFQ2YTVSMrk8q98qjMK5PKvTIFAJ0duJ/9BF5/cEnyTCQSEyeagCrNgHPuXGAXYE/n3FGEj15dTTjq1XYz+4yZvRj9fKaswU5VbzcM9Jc7ChEREREphr89We4ICjITWj46gWxjCTcDuYba7Yx+57Wtc24T4VC8EI56tc05d72ZnQCcD7yRsBPEA2b2Z+fc/+Z/CKFYLFa2sbhTLS77vObVvPTrWxja1lWWOKS0Ut+G5RwWTmYdlXvlUZlXJpV7Zcos94VHHcO8En2+jOb5mNI+ZkLLx5Nk79uxNFo3nnWEc4KM2tbMFgP1421rZrsQjpL10WjRW4G7nHNPOeeeBO6Ils1IsYZGWt/zj9A4p9yhiIiIiMhUNLfMuE7nM6HysQo42sx2Sy0ws8MJ+3vcNt5GzrlBworCu80s/TjPIKyU3D7OppcA1zvnnkhbVp/2d0NB0e+E6pfuz56XXsmij/0r9Ye/Cb9td2hpgerqjJT6LmWmS0Y/UllU7pVHZV6ZVO6VKQkk6+pY8P4PzbjO5jAzHru6FjgXuMXMLiasCFwK/JG0YXbN7CLgImBv59zz0eIvAPcBPzSz7xLOcn4RcKVzbnNmRlGl5gRGdzK/G/iYmX2A8NP48cDXinmA5RBraKTxkDfQeMgbyh2KTKORx+3K9LiflIfKvfKozCuTyr0ypcq9VI9aFdtO3/LhnNtGOOrURuAGwsrIfcApzrn0AR58IEba1/XOuYcIJyJ8LfAb4NOEFZd/z8wnah35OvAZ51xX2j5WEc4L8qXo9xecc78u4iGKiIiIiFSEmdDygXNuHeFkg7nSXAxcnGX5HYSPX02URxLIOk6Zc+7zwOfzCFVERERERMax07d8iIiIiIjI7KDKh4iIiIiIlIQqHyIiIiIiUhKqfIiIiIiISEmo8iEiIiIiIiWhyoeIiIiIiJSEKh8iIiIiIlISqnyIiIiIiEhJqPIhIiIiIiIl4QVBUO4YKsIjjzySBLxYLFaW/BOJBADlyl/KQ+VemVTulUdlXplU7pWpnOUe5R0cfPDBk27AiBcvHJlAEvATicS2cgaResNKZVG5VyaVe+VRmVcmlXtlKlO5zyX8TDtpavkQEREREZGSUJ8PEREREREpCVU+RERERESkJFT5EBERERGRklDlQ0RERERESkKVDxERERERKQlVPkREREREpCRU+RARERERkZJQ5UNEREREREpClQ8RERERESkJVT5ERERERKQkVPkQEREREZGSiJc7AJleZrYncBVwLDAI3Ap80jnXUdbAJCczWw68FzgYWAA8B/wAuNI5N5iWLq/yNbPXA1cChwHbgZ8AFzrn+jLSHQdcAuwPbAK+DXzJOZco/lHKRMwsDjwKvA54n3Pux2nrilqmZnY68FlgH+BF4Arn3Den6dAkCzNbBpwHHAAMAauBjzjn1kTrdb3PImb2LuACYF/C8vwT8Fnn3KMZ6Yp6DZvZucAngDbgr8DnnXM3FffoBMDMdics48OAA4Fq55yXJV0rcAVwMuFn87uAf3HOvZCRblbcA9TyMYuZ2Rzgt8BuwLuBc4CjgVvNbMybX3Yq/wYMAOcDJwI/Aj4X/QbyL18z2wO4m/BGdSrwaeAs4DvpGZrZIcCvgb8BJwFfAS4EvjAdByh5+TjQmrmw2GVqZu8EfgrcCZwA/Bi42sw+VNzDkfGY2ceBG4B7gVOA9xB+AKmL1ut6n0XM7O3AzcA64B+ADwPzgbvM7FVp6Yp6DUcVjyuB7wPvAH4H/DyKR4pvH2A5sBF4KFsCM/OBXwFvAj5EeO0vJnwv1KWlmzX3ALV8zG4fBnYFjnDOtQOY2UvA/YRvtFVljE1yO8U5tynt9T1mFgBfNrPzom9D8i3f8whvQqc553qidIPA9Wb2Zefc6ijd5wAHnOmcSwJ3m1kjcJGZXeGc2zKtRyyjRN+YfQ74GGGrV7pil+kXgV875z4Rvf6tmbUB/2lm39M34dPLzPYG/hv4V+fc1Wmrfp32t6732eVM4HnCFs0kgJk9Ei07CfhWlK5o17CZVQMXA9c45/4rSnePmVm0/f9N5wFXqHudc4sAzOyzwJFZ0pwGHAoc5pz7U5T2L4QV038CUveEWXMPUMvH7HYy4Ru/PbXAOfcHwkd4TilXUDKxjIpHyiPR77bod77lezJwa+omFLmJsGXlFIDon9JbgRtS/wgj1wM1wNsmfTAyWV8lbFK/N8u6opWpmS0mbHL/SUYe1wMLCZvtZXp9gPAxq2/nSKPrfXapArozzv+26LcP03INvxFoGSfdwWa221QOSMbKKLfxnAw8nap4RNu9ANzH2Gt7VtwDVPmY3ZYCa7IsXxutk5nlKCBB2EQKeZSvmdUTNt+OSuecGyD8ViX1Ptib8IaTme55oBe9X0rKzN5BePM/L8u6Ypdp6nfme2ltxnqZPm8i+gbSzJ4zs2EzW2NmK9LS6HqfXb4L7GtmnzKz5qil82pgPbAySlPsa3iidPtO4jhk6vL9rDZr7gGqfMxuzcDWLMs7Cb/9kBkiahb/V+D7zrnN0eJ8ynce4OWRrjn6rfdLmZlZLeGHkM8759ZnSVLsMh0vXWf0W2U//XYFXgN8Gfg84bP4jwM3mNlbojS63mcR59wdhI/bXAR0EHYQPxI4LuMeD8W7hlPpuiZIJ6WV72e1WXMPUOVDZCdnZvOBWwj/OX2qzOHI9LuQ8Hnd/yl3IFIyPtAIfNg5933n3J2EnU5XE45eJLOMmR0O/JCwk/jxwLuAduDXZrZrOWMTmW6qfMxunYS14EzNhN+0yE4uGt3iN4QfTN7unNuWtjqf8k19qzFRus4808k0ip7dPh/4D6DBzOYBc6PV9WbWRPHLdLx0qW/GVPbTL3WO70wtcM4FhCPW7B8t0vU+u3wNeNA5d45z7i7n3C2Eo1TNY8eXTMW+hlPpmiZIJ6WV72e1WXMPUOVjdnuS7M/tLY3WyU7MzGoIWzz2Bt6WOd43eZSvc66XcPSUUemife/NjvfBOsJv2zPTLQbq0fulVPYkfA73RsJ/Dp3AX6J11wBbpqFMU78z30tLM9bL9Mn2HHdKbfRb1/vssh/hHD4joi+XngZeHS0q9jWsa33nlO9ntVlzD1DlY3ZbBRydPoJF1NS7BLitXEHJxMwsBvyMcJSSE51za7Mky7d8VwHvjDqipZxG+CH3NoBo4sI7gHdHY46nnEF4g7p9qsckeXkMeEvGzxnRui8Bx0V/F61MnXPPEX74PYPRzgBeYZyx6aWobol+j4wwE5XZcYQTz4Gu99nmOcJJZEeY2VzCeSGehWm5hv9A+IVGtnSPOudensoByaStAl5tZiPvh2iulyMZe23PinuAFwTBdO5fyii6kT1BePO5mLA2eymwgXCcaBX+TsrMvgV8hLAz4h0Zq9c55zblW77RNxl/AR4ALiecoOhy4E7n3OlpeR5GOLTfSsKRWPaP9vc/zrkLpudIZSJmtoTww8jIDOfFLlMzO41wwrMrCYf3PYr/3969B11VlXEc/yJeQ0VTs0YtHdTHa0g5ecMA0TGGIFNLKCvUxhph1ERlDEp9J2k0TZ0BLyiFpXkNUabMqJTRRDHHJC/z5AXQHC+pqUlaJm9/POvQbncu+xzO2e/r4feZeee8e6/9rrX2Pnu/s5+91l4rxoCf7O6V+QakQ9IEYYuJp5BnEe93nUDcMIx298W63ruLmZ0EzCaGV76F6Fo7lQhIhrn7E2m7tl7DZnYqMZnc2cT8EEcScwmNdfc7OrjL6ywzOzr9ehQwgZhUEmCFu/8hPWxcSnSHm0YMiduTlvdOrRmF7+neD/8D1PLRxVIT7iHEzJo3AnNI40Yr8Oj3PpM+e4BY1EN3AAAJx0lEQVQluZ+xUPz7TUPnjSZmSr4d+AExlvfx2QLdfWnKezfiPZNpxD+i6Z3YQWldu79Td78V+DJwODHR2FeBkxV4lCNdr+OJm8fvEy0hOwBj3H1x2kbXe3e5nAgw9yXmYLgCWAWMrAQe0P5r2N0vIYKcE9J2hwDHKPDoqJvTz4Tc8hSANInrGOABIgi4nngAMboSeKTtuuZ/gFo+RERERESkFGr5EBERERGRUij4EBERERGRUij4EBERERGRUij4EBERERGRUij4EBERERGRUij4EBERERGRUij4EBERERGRUij4EBERERGRUij4EJE+Z2aTzKzXzHbs67qIZJnZOWWem7oWRKTbrd/XFRCR7mRmvQU3vQa4u4NV6Rgz2wc4Apjn7iv6uDoiIiL9noIPEemUr+SWjwQ+D3wLeCWz/mlgKXAD8M9yqtY2+wBnE8HTij6tSUFmNh5Y6u4vdrCMYcAVwNHu/lynyqlSbg9wOnAPcY5tCowH/gw8CGwIfAL4GLCxu79XVt2a8FP6+bXQl8e50bllZicDuwIvA3sA33H3J4umtysPEalNwYeIdIS7X5tdNrOdieBjQY1Wgv54I9hVzGxD4sb2UKDtwYeZjQOOAnqBTwED211GAwcAu7r7X1J9DiZuik929zvTug2Bu/pb4GFmg9x9VapXv6pbFaUf5yLnlpmdAEwAhrv7ajMbA9xpZnu4+zuN0tuVh4jUp+BDRPqcmU0CfgzsVAlMzOwcolXh48AU4sZjfeDmtDwQuBD4ArAJcCvwTXdflcl3EDAdOAbYHngVWABMd/e/NajTIOC7wNHAdsA/gCeBi9z9pkz9AO4ys8qfHufu85opP5PXPsCpwOeADYA7iBu6F4vUqd7+JPumzwcLbNs0d18ILDSzkcCkTpRRS3oifkPlhjgZAfwb+H2mjv8ys/tbKGKQmc0GvggMAhYT59vKXD22A84DxgBbEC17c4BL3b03bXMO8X0PBU4iWgW3AQbUuBbqdWEc5e53t1D2XqnsuvuTV8JxrqrguTUDON/dV6flXxH/GyYA8wqktysPEalDwYeI9Hc/AVYSN90HAV8H3gZ2JrqmVNYfC7wAnAlgZhsBvwX2JG7AnOgqMRnY38wOcPd6XVsuAyamz0eBzYmbxQOAm4D5wEeAE4GZwBPp7+5bi/KvAV4jbg6HpG13N7N907aN6tTIcOB+d3+3wLbvN6OJ7jhZI4CH3P2t3Po3Wsi/8t2cC3wYOA24Fji4soGZbUV8/9sCs4HlRIvAxcCORGCZdR3wEtADfLBO2fkujADTiC4/r7RYdsP9qaHTx7klZrYrsZ+PVta5e6+ZPQYcZmb31UsH5rUjjw7tnkhXUfAhIv2du/uE9PtlqfvWFOLp65fS+svNbBfgeFLwAZwCDAP2d/eHK5mZ2d3AQuKG7uo65Y4HrnL3/E1bpVLLzGwJEXwsqjx9zmil/DeAwypdVdJNzRwi4JrdqE61pK4io4DDgZVmdi1wi7svaCaf/szdL8wum9n6RFA2u8q2PS0U8ay7H5nJ/xXg4tTd5vG0ehrwUeAId78tbTebaO06xcyudPcnMnk+D4yptErUUqUL44lEy8V0d6/cCDdbdpH9qVaXTh/nVg1Jn2/m1v+dCBgapbcrDxFpQEPtikh/d2VueQkwALiqyvqtzGzztDyReJH9OTPbuvID3A+sIp7g1vM6sJ+Z7dBivVspf1auj/w8IiD57NrUyd3nEsHOQOKG9dhuCjxq+CT/7U7UDvmb60q+QzLrxhPB8m2VFSmwOD8tjsvlMatR4JFnZsOBWcDN7j5zLcousj9FtPs4t2rL9Lkqt/6tlNYovV15iEgDavkQkf7u2dzy6w3Wb0k8mTSiL/Zfa+T7oQblTiVGHlppZsuARURry0NFKt1i+f4/C+7vmtkzwE5tqNOeRDetJVUrazYAuIW4kSxiqrs/VnDbvjACWA3c26b8VuSWK+/sZLtL7Ui8p5NXaUnYKbf+6WYqkILOnxNd/I7LJTdb9orccrX9KaLhcS7p3Hov91mxAXGv0yi9XXmISAO6WESkv6s1Wk6t9QMyn/cSfdqrqfvCubvPN7N7iSfGhxJduqaa2YzcE+da1qr8DtRpOLDM3fNdRip59xIv9XeLTwN/rLW/LWh0vrXi7aIbmtkHgNuI1qsjsgMrtKhd+9PwOJd0blWC/HyPjkHEg4lG6e3KQ0QaUPAhIt3qKWALd/9Nqxm4+8vAXGCumW0C/BI418wuSi+A1+sy00r5Bixbs2C2AfHEes2oQQXqVMvBtK8VoF8zs/WIYOtHJRe9HNityvrdM+mtmgvsDRzu7tXy6WTZVfXhca7mmfS5beZ3iJacpwqktysPEWlAwYeIdKvrgfPMbKK7X59NMLOBwGB3f63aH6b0Td19zWg97v62mTkwEtiMGGmr8vS5Wn/vVsqfYmbzM+99TCKGTP1FE3Wq5SDgjFT+eGCluz+SqVM3dbsaCgym/PcQFgJnmNm4NDRs5biemUlvmpmdRQzleqq7/67MshsodJzLOLfcfUW6FnYjdS1MwftewNxG6e3KQ0QaU/AhIt3qh8BY4Lo0QVnlRfUhRBeQGdQeGnMz4HkzuxV4hBiSdBgx6tSv3b0yQ/tDROvHWWa2BdGN5oH0ZLqV8gcDi8xsPjGU8GSiz/7VTdSplm2Ax1P3nQPd/fZsYpu7xqyX+1zDzL4BfJsYBeyFZtIb/W3GKOJ7uafWBmnujMXuPrL+rjTlfGJOl5vMbBbxXsU4YpSxS3OjTRViZnsB3yPmc3nVzI7NbbLI3V/qRNkFNDzOUN65RbTATCLmSYGYw+Q14MaC6e3KQ0TqUPAhIl3JYzbi0cRL2hOJidzeIeYM+RlQ6wkyxOR9s4j3KsYCGxEvuM8ELsiUsdzMJgOnE6NvDSReBF7eYvlfI+Zj6CFeYl1ATDL4jpmtLlKnOmYSw/++XHD7ppnZCGIY5P3SqjvM7GGgJzN863rAxtR+t6Bees00M9ue2K9NgEPSNteY2ZvAjGxXJTPbNP1aL4Bpmru/amYHEsd6EvGC/zPEHBqXtJjt1sR+70IMNpA3CnipQ2X/n2aOczsVPLcuAgab2RxiGOOhRDe1VQXT25WHiNQxoLe3qVH+RESkzTKzTq+Z1Vo6x8zGEt2Qhrr7n/q6PiIi6xLN8yEiIuua0cQQxQo8RERKpm5XIiKyTnH30/q6DiIi6yq1fIiIiIiISCn0zoeIiIiIiJRCLR8iIiIiIlIKBR8iIiIiIlIKBR8iIiIiIlIKBR8iIiIiIlIKBR8iIiIiIlIKBR8iIiIiIlIKBR8iIiIiIlIKBR8iIiIiIlKK/wBgoqb5GL5S5gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.005)$ ($0.0%$$\\%$),\tfrequency of collisions is 2.8e-05 ...\n", " - For #$1$: $B(0.01)$ ($0.0%$$\\%$),\tfrequency of collisions is 2.2e-05 ...\n", " - For #$2$: $B(0.015)$ ($0.0%$$\\%$),\tfrequency of collisions is 3.7e-05 ...\n", " - For #$3$: $B(0.84)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000555 ...\n", " - For #$4$: $B(0.85)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000586 ...\n", "Warning: forcing to use putatright = False because there is 3 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 2 : RhoRand-kl-UCB ...\n", "- Player # 2 / 2, RhoRand-kl-UCB\twas ranked\t1 / 2 for this simulation (last rewards = 8380.2).\n", "- Player # 1 / 2, RhoRand-kl-UCB\twas ranked\t2 / 2 for this simulation (last rewards = 8378).\n", "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" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.005)$ ($0.0%$$\\%$),\tfrequency of collisions is 2.2e-05 ...\n", " - For #$1$: $B(0.01)$ ($0.0%$$\\%$),\tfrequency of collisions is 2.5e-05 ...\n", " - For #$2$: $B(0.015)$ ($0.0%$$\\%$),\tfrequency of collisions is 2.3e-05 ...\n", " - For #$3$: $B(0.84)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000983 ...\n", " - For #$4$: $B(0.85)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000871 ...\n", "Warning: forcing to use putatright = False because there is 3 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final ranking for this environment # 2 : Selfish-kl-UCB ...\n", "- Player # 2 / 2, Selfish-kl-UCB\twas ranked\t1 / 2 for this simulation (last rewards = 8384.6).\n", "- Player # 1 / 2, Selfish-kl-UCB\twas ranked\t2 / 2 for this simulation (last rewards = 8380.2).\n", "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" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 1 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": [ " - For #$0$: $B(0.005)$ ($0.0%$$\\%$),\tfrequency of collisions is 2.9e-05 ...\n", " - For #$1$: $B(0.01)$ ($0.0%$$\\%$),\tfrequency of collisions is 2.5e-05 ...\n", " - For #$2$: $B(0.015)$ ($0.0%$$\\%$),\tfrequency of collisions is 3.6e-05 ...\n", " - For #$3$: $B(0.84)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.00056 ...\n", " - For #$4$: $B(0.85)$ ($0.1%$$\\%$),\tfrequency of collisions is 0.000588 ...\n", "Warning: forcing to use putatright = False because there is 3 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "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": 33, "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": 34, "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 = True because there is 9 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 6 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 6 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 6 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": [ " - 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 = True because there is 9 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 6 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 6 items in the legend.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwsAAAHvCAYAAAAb7EMHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsnWmYVMXVgN9epmffmIFhUBRBPZiI+x4FiRrjEiAqCIlGjUmMwQ9FTQyooCYuuCbiGhMliUZFgyZuwRjjgnGPGiFSQQRkGdbZ9+nl+1G3h6anu6d7pmeGYc77PPP03HvrVp26t6punapTp1yhUAhFURRFURRFUZRo3H0tgKIoiqIoiqIoOyeqLCiKoiiKoiiKEhNVFhRFURRFURRFiYkqC4qiKIqiKIqixESVBUVRFEVRFEVRYqLKgqIoiqIoiqIoMVFlQVEURVEURVGUmKiy0I8RkfNFJCQiI3oifF/FqSiJGChlbmfNp4iMcOQ6v69l6Soict3O+Gw7Q0QOEZE3RKTOkX9SH8jQE9+Rfvk+lPj093ZiZ21/+wpvXwuwq+JUkEecw4nGmL/GCLMQmAxgjHGlKd2DgEnAAmPM6nTEqQw8RCTZ3Rp/b4w5P4V4tXz2Avqcdz1ExAv8GQgBPwPqgA/6VCgHLW9Kf0XLbnKostDzNAPnADsoCyJSCHzLuZ6VxvQOAuYCrwGro679EXgCaEljegMKETkN+D4wAWgwxhQlCPs4MBV4BXjfGDM7jXJkA1cApcBoIAj83BjznzQlcW7U8RnAt4GZwNaI8ytTjDdR+VTShz7nXY+9gRHATGPM/X0oR6zviJY3pVuIyMHAA8BZxpi1Ma7PAPYFNgNfAa41xqxINUwM4pVd7S9FoMpCz/M88C0RKTDG1Eacn4w1A/sbtuPZ4xhjAkCgN9LamRCRXGNMQzriMsa8ICJvAAuBb4pImTFmU4w0TwPygWXGmJPSkXYU1wIPGGO+dNK7EVgiIocZY/7X3ciNMY9GHovI3lhl4VkdfVGU5Elj+zPE+a1OQ1xdZqB+R3Y20vld60tE5FvAmdgZsyMAT4wwF2IH3o41xgRF5BRgsYh8xRjTnGyYVNByviOqLPQ8TwITgbOAhyPOnwu8AEQqEIjIdcDcaLMkx25uFXCBMWZBrITC9zqH/xSR8KULjDELIkyj9uqswxcR10HAZU4eMoCXgBnGmI0J7t0T+ClwArAHtsK9B8wxxvwrItw3nfimGmOejIrjq8BS4KfGmNudc7nA1cDZwO7ANuBZ4GpjTFWU3AcCP8GOiA8GXM79c7DvYjegEVgB3GGMWZjoeUTxNeyowzeBkcAOyoKI5APDgKHY0Yq0IiJZwAzsrNQNzulbsKYJM4BLOrl/NNAYVjTSJNNuwI3AKUARdsbhN8CvjTEhJ8x1xCmfwD9Josx0Qa5cYBYwBdgT29H6AFvHPoiUq7M6FyH/AdhnfCa2DX3KOfYAt2MHArKBZ4AfR37Qu1O/nXCd1q3O2oGI55KwLjnh9gZ+BYwHmpw8zY8nXwx5w7Lsj62PU4Bc4HXss1kTHbY33kMEhSLyCJ20byk8r7BsHdqfBM8ombqzADjPueURR+Y1xpgRceJM2NaJyH7Af4EfGGN+59yTB4TzUmyMqXfOn4/9buxnjFke/R1J4rvTaR2MIFdE7iVBOYnIX2ffgnS19+E0k/2uTXRk+bYx5tmoOMYA/wGuNMbckUJeriP+dy0puSJk2Bf4NTCW7XX6bkeuHdqf3mgnjDHPAc+JyPHA+XGCXQPMM8YEneO/Yev2VGBBCmF2oJNvEkT1l9LV9vRF+e0uqiz0PFuxhfZcHGXBqdzHYQvaxDSmtQgoB34E3AR85pzvcmcL+D1Qia0go4DpwH7OCHa86bnDsY3GImAN1lTmQuBV576lTri/A+uB72GVqki+h230HgMQkUzgH8BXsR9Sg51unA4cJSJHR8nzGLYTfwMwyDl3HzDN+V0KFGAb36OxMwXJcgxwG1bRGwm8HUP2p4D7gVtTiDdZPNjGJS98whhTJyLbsKYKnfEZ9iN8fDqEEZESbBkrA+7FduwmAHdhzSYuc4ImKp/JlplU5MrGKmuHAo9jP5C52Lp3FF239/6DI+McrOL4A+wHcm/slHX4/DlABVaJSxfJPKeE7UCydUlESoE3gELsh38D9sP1+y7IHW5Hrscq0ZcDj2LfRVdJx3votH3rQtsDsdufDqRQdx7EtpWzHRneBOoTPJuEbZ0x5jMR2QyMA37n3HMMtk8Qcv5/2Tk/DthsjFkeJ6245a0LdbDTcpLC+0hXex8m2TbqJaxCNA3bAYzkO1iT0SdSzEuYWOUq6bZTRIZg63Qe9l1UYBWPDnW6j9qJDjjKzQjsOwTAGBMSkWXAScCCZMLEiT5RWzk2gVhdbnv6sPx2C1UWeodHgSdEZHdjzDrgu9jG5AXSqCwYY/4jIm9jC/7fjTGvpSHaGuAkZ0oOp/L9Bls57o1zzwvGmKcjT4jIA8By4FLgh468ARH5I3BlpDmPiLixz+hlY0yFE8WlwMHAUcaYjyLifQ14DquM/TYiyfXAKeGROYcJwEPGmMvoHgVO5/wLrLIQmc9DsSN2h2I79W90M60OOKMUe0alm4s1U0h1DUE6uAo7ojXJGPMXR557sR/KS0XkQWPMZ4nKp4hUJFNmUuQK4DDgh8aYyLJxq4h0x6GAMcZMdf6/zxlVuwR4whjzHef8/SKyD3Z9SzqVhU7rVhLtQLJ16Srsh/Qbxpi/O2Huo2uzZV8aY86ISGsrcJdjIvDfLsQH6XkPybRvqbY9ELv9iUWydedtp5MxG3jbRJkJxiCZtu4NrCIQZhy2HLU4/0cqC3HbsU7q9TWkVgeTKSfJvo90tfdhkv2utYrIn4HviEheeIbGYSrwhjFmfYp5CROrXCUll8NVWMX0BGPMq07Y+7Cd12j6op2IxSjntzbqfB1WQUg2TAc6KbuJlIXutD19VX67hbpO7R3+ii2033WOzwWeMsa09p1ISXNP+EPqsAD7gT093g3GmKbw/yKS7YyeubFTo4dGBV+AVVq/G3HuBOy0W+TIxDTn/rUiUhr+A94BGpx7ouWO/lBXA0eKyPB4sneGM1LW6BzuoCw4Ss5YY8w/sR/Y/0WbM/Qg38GObNzZWUBjjMsYc3wa055go7WdHSeNEDDPOfxWEjKlUmaSZQpWefpd9IUkOnGJeDDq+G2smclDMc6XiEhBN9LagTQ9p2Tr0reA/4Y7AE76fqzJQqpEDyy87vyOig6YAul4D8m0b6m2PeF4kylj3a47cUimrXsd2EO2u4Yci+3gtSsRzv170fVBj1TrYDLlJNn30e32PkreVOre41gzlIkR9xyD7bj+qQt5CdOhXKUo12nA0rCi4NwfILbJUF+0E7Eodn6jzQjrI64lEyaddKft6ZPy2110ZqEXMMY0i8jTwDki8g+s95qujJSmDRHxYG0eI6mJbHgczA4HxrQ5I+p7JYjbh53WPxeILuirouIzIvIvrOlOuKP7PewH+y8RQQXb+G6Jk+yQqONYI+xXYNcarBGR/2DNoJ4wxnwYLy8xOApbqcEqC0dEXDuH7R+CscT4wDqjaU9jp+KT4QpjzLJEAUSkCLvgeboxpi9mFkZgp96jCY8Exi0rYVIpMymwD3Z2qjuKQSyi13pUd3K+mI4jXl0iTc8p2bo0AngxxnUT41xnrI46Dts7xzXRSYJ0vIdk2rdU2x5IfoZvBN2sO3FIpq0Ld8THichGbFt2L+AHLnIGRsIzD11VFlKtg6ujjmOVk2TfRzra++2Jplb3/ok1P5mGY0qLHdBpxbb/7dHSze9ainKNIHadjuUxqC/aiVgEon7DZLC9D5tMmHTSnbanT8pvd1Flofd4FDsddSu2Ar8VJ1y8RrWDh4BuMpyODckFxLftS4VfY6f17sXmswprpzmL2COJC4DfiMgB2A74t4HHzI4eDFzAEqwtayyqoo6jlR6MMYtEZAl2JORE7Pu4QkSuMcbclFzW+BrbR7++wE4rhxcp+o0xm0QkBzv1fl8MGULYtSppwZnNeBi43iRYGNsPSLXMpJNU61w8DxnxzkeaW3S3fqfjOaVal9JBTzyb7ryHVOjK8+rQ/vQmSbZ1S7HrA8Zh7a992JmFoPP/0c61KuDTXhI9mXeX1PtIU3sfSdJ1z1hvPE8C00VkEHbwazLwNxOxMDjZvEQQq1z1VNvZF+1ELMKd6mhLmFy2d8aTCZNOutP29FX57RaqLPQerwHrsAuRbkww0hJeCV8c1aiMjBM+mmRHcDZiF/5EEmsEW7BeEnDkysCOdr0TI2yYqcAfjDEzdohI5IY44Z/ENnjnOWnl0nFx1OdAkTHmlQTpdooxZjN2Svx3zsjZi8D1InKHib9gO5JBEe9lFTDMsSWexvaZkaOxIxppX68Qg5uxitWfwXqlMMZ83gvpRrIKO1sWzX4R18PEK5+plplkWAHsLyKuTkY2u1vnUqG7aSX7nBLlN9m6tBq78C4aiXEuHfTmewiTTPuWlrYnDqnUnZTorK0zdgHom2xXFtrNJkVkuXN+HLDEbPcwE4945S3ZOpgKSb+PNLT3kaTaRj2OXaA+GVuXhrCjCRKkp2ylItdq7GxPNLHq+c7STnzh/JZF/A92tunzFMLEI90zz53RV+W3W+iahV7CaSgvwWqT0XZtkYSnA78ePuGYrlyaZFJhm72EdnrGmGZjzCtRfxUxgl7imCyFOR/r3u+FBNEHiSpbIhL2fhFLllrszqTfwc5urDAdXb49jv3oTIu+X0Q8zuhNXJwwhVHpNmGnSr3YPRES4nQkIteZfIHN50XYxVHhD+pYYLWJ4ZpURFwi8mcR+VuSf19NIM9FwDthRcHhe0nkY7SI7NFZuBR4Dhgt1l92OA0X2xd1PRcRNl75TKnMJMlCbEfzwugLsuPiyu7WuVToblrJPqdE7UCydel54KsiclLEdS/WPW9P0JvvIUwy7Vu32p5OSKXuJEWKbd3r2Doyje1mSeHzZ2M7lpHn4xGvvCVbB1Oh0/eRjvY+Bql+197Dmg1Nc/7qidqcNZm8pFmuF530IuuYB+uJJ5qdop0w1m2pIUKpdr7F+2M3PE0qTAKS6jOlkb4qv91CZxZ6EWcR2186CfZ3bCf0t2J9YddgzVZykkzmQ6ymPMuxZW8C3jXGdHWEqhD4u4gswroFm461p432/hHJX4DzRKQe+Bg7SvYD7MxFvEK+AGvzPxRrfx/NndjFWY85H9bwgqJR2OdzDYlNqPKB9SLyDPAJdvr9YEeul40xWxPcG+abbLclBjuiEgTKjTGfRJyP6z0kXWZIIjIBu3jw7yLyc+d0Lnbvhc5Iq+tU7GLMs4GFInIP9rl8CzgZ6yv+s4iwMcsnXSsznXEH1qTtN2J9eP8Lu1v6WOwH5B4nXHfrXCp0N61kn1OidiDZunQr1vHAsyJyN9Yl4mSSX2+TKr35HsIk0751t+1JRCp1J1lSaevCioCwfc8WsO3XRRH/d0a8ep1sHUyFZN7HsyT5DEQkBLyehNOHrrRRj2M9WB0GPBNjTWA6ylYqcs3D1um/OnU67Do1vAA3cpS9t9sJd9RvJA9jFflHnOMp2Hf6ZIphYhGv7PYUaS2/vYXOLOxkOF4EJmILyDXYjvMnxN+sJPr+VdgPXgl2BuNxdnSPlyrnYaeob8CODj0LnGgS74h4KdZbwBlY86KvYf0uJ1qY86qTTgi7qGcHnPROwD6PA7D7HNyA7fD+ybk/EY3YD9N+2MZ7PtYO8CY66byLyD4i8gJ2lOxGEbnekakV+8G70Qk3W0Rewn4IjxGRR8WaKKUVsd4uHseOwN4c8XcNsReq9SjGmG1Yv+wLseX0Tqxr18uBmVFh45XPrpSZzuRqwpaP2x35foUdsfUQsfdId+tcijJ1N62knlOidiDZuuRMgY/FdihnANdhR7bOowfozfcQQaftWxranrikUndSIJW27mOsUgYdZxbAjob/u7ME45W3ZOtgKiT5PpJ6BmI3ogPbae6MrrRRf8L2s3LpaIKUrrKVtFzGuicfh7WZvwy7MNqwfSPPlMt9d9sJERknIk+xXSl6SUSeEJGvRAS7A1giIr8RkbnYd3iy2XGzs2TCdKAH+kwJSWf57U1coVBvm2sp/QHZvlNhp7s9pzHN/wHrjDFf7zSwoiiKonQDETkNa+p1oDGmtxZx73SIyBlYU+CvxTABVhSdWVB2DkTkBKx97COdhVUURVGUNHAC1h3lgFEUxC6UjTz2YmcZqkliFkkZmOiaBaVPEZEjsYuQZmF9FHdmX6goiqIo3cYYc3lfy9AHvC4i72Pd4RZi1xccClzZiXmxMoBRZUHpay7GbiazDPiR6R+7WiuKoihKf+RF7KL687BrR5YDPzDGdNhlW1HC6JoFRVEURVEURVFiomsWFEVRFEVRFEWJiSoLiqIoiqIoiqLERJUFRVEURVEURVFiosqCoiiKoiiKoigxUWVBURRFURRFUZSYJO06VUQ8wCHAV4BS5/RW4L/Av40xgfSLpyiKoiiKoihKX9Gp61QR+TpwITAByAFcUUFCQCN2y/TfGmNe7QE5FUVRegxnc8ASY8yLfS1LutmV8waav4GGPg9F6X3iKguOknAzcDhggMXA+8AXQCVWaSgGRgFHACcBAnwAXGWM+WdPC68oAwERyQCCkbN3IpJpjGnpQ7H6FBF5F6gArjfGfNTNuEZhdy+9OC3CxU7DA9wGzO7NXVJ7I29OOv06f53Vsf6ePyeuYiALa1HgZvvA3xbgFySZNxE5E9hqjHm9uzKlys5YVxM9DxG5AjgO+MwYMyvtwipKL5HIDOlF4A/ARcaYjxOEext4FEBEDgKmO/dmp0tIRRngHAM8KSL/xJr+7QYUicjJxpi2vhWtz/jMGHN+9EkR+QbwI2AiVpl4w7nkAkYAq4DLjTGbI267F/heVDwzgH2BzVjTy2uNMSs6E0pEDgYeAM4yxqwNnzfGBETkAeBO4CfJZbFn8ubElVL+RCQHO8NcBmQ499xsjPnXrpA/Oqlj/T1/InIbcGWMSwHgIGyZTZg3ERkG/Ap4CfCIyCLge8aY+nj3JGInqKsXY02rNzrp/cIY879k33Uyz8MYcwdwh4gs6EweRdmZSTSzsJsxZn1XIu3OvYqi7IiIHA88DuQDtcCTwFxjTG0PpplrjGnoqfi7i4gsiKUsONeygBpgujHmtxHnfcB/gEpjzDHOuZOBs40x348IdyG2Y3ysMSYoIqdgOylfiTfSKCLfAs7EmmWeD+xljFkdI9x1wLvGmJdSzXM68taN/P0a2McYc6pzPBP4JXCgMebzXSB/x5NEHevH+XsAeB1oBYLYcjoGyDPGXJVs3kSkCHga+4y+a4xpSv0p7BBfr9dV576fA2cAxxhj/CJyGPad72eMaXXCXEeankei9kpR+gNxZxa609lXRUFR0s4sY8yCZAOLyJ7AT4ETgD2wI4jvAXPCo8ERYa8D5gIHYkfSzgAGA66IawcAl2A7xF7gKefYA9wOTMbOJj4D/DhS0RCRXGAOcBZ2xLYRWAHcYYxZGBFuNNBojPky2XzG4SjAB+ywfsoY0yoiS4FTIk5/DzuqGsk1wDxjTNA5/puTt6nAglgJGmOeA55zOp3nJ5DtHuyz61Jnk+7nDbqQP+x7HhpxvBy7hu1Q4POI8/01f5BcHeuv+dtgjHk8fCAiXmx9vDAiTMK8OSPpd2ItDhqAR0XkvK7OLDj0el11ZsmuBm4yxvid9D4QkXzgNGwbBn3zPBRlp6TbrlNF5HgR+baIFKRDIEVR0sLhwHhgETATuAXYC3hVRPaPc89jwN7ADVgFIZI/YE1Q5gAvAD/A2vU+DZQ7558Fzolx732ODM9hFYxfYjubR0eF+8xJp7uMBdYYY76IPOnYbI/HMZt0OBa7FiscZl+sScLS8DljTAhYhl2X1S2MMVuBZhH5ahej6HLenHBdyp8x5hJjzCERp/bBjlB/GBWuX+YvWfpx/u6KOr4CmB+57qmzvBljNhhjpmI7xluNMWemoWPcF3X1K0Ae1mwpkvWR9/XR81CUnZJUXKdeDxxnjPl6xLnnsZq/C6gQkWOMMWvSL6aiDHgOEZG9gBbsDMBNxphPEoR/wRjzdOQJxxRhOXAp8MMY96wHTnE+uNEY58MIcJ+I7I3t+D9hjPmOc/5+EdkH+D7ws4h7JwAPGWMuS5zFtDGWqJFK59k9ilVuLnHO7YP9yEeaK4xyfqNNvOqwHZN08BZ2BHNZF+7tTt4gDflzTEemY0fiP48RpL/mL9k61u/yZ4ypi0hvD2CUMWZejKCd5s0Y8+d417pAX9TVVuc32rOjF4geSOnt56EoOyVJKwtYM4O/hQ9E5HTgVGAe8AlwN3AtdsRRUZT0EQCajTFzAUTkcOAVERltjNkW64ZI21kRyWa72+P3sKYjsbgnjqIA8GDU8dtYL2gPxTovIgUR9t7VwJEiMtxELPqNIXP0xztlxHq1ORrY5tglAwzCfvBvMMY8GRF8N2BTVBTFzm/0eo16rLe3dPAx8N1Ub0pD3qAb+XOUhKuws1bPYE0wYtEf85dKHeuP+YvkBqyJTSy6lLeu0Id1dRl2QXVZhCw+rPKxOipsrz0PRdmZSUVZ2B3rQjXMt4GVxnEH5tgbn58+0RRFATDGvAm8GXH8vogA/Bi4MdY9zsdvLnAuMDzq8qo4Sa1MIEb0OoLqTs4Xs33E7wrgj8AaEfkP8HfsjMSHpJ/DsIrRTyPXPjizKv8WkewIu/TB2MWVkQSifsNkkFp7mYhtbB8VTYXu5g26kT9nVPd6J827gXdF5BsxOtP9Ln8p1rF+l7+ItAZjB/m+HydIV/PWFfqkrhrr7WgGcLWI3OGU63OBtTHi6s3noSg7LamsWXBhPSiEOQG790KYL4nQ1BVF6VEasIsD4/Fr4OfYdQRTgZOx9rivEr/eJ/JsEm+H9njn22cJjDGLsOslfohdl/B94H0RmZ0gva4yFlgbvUjasYl+A7gu4nSs57AlzrVctitC3aUSKOzCfd3NG6Qvf/OxbidvjXFtV8gfxK9j/Tl/U7FrBIJxrnc1b12hz+qqY6J5KTBXRK7Cel6qo+NASm8+D0XZaUllpGwltrPxGxE5Cjta+XLE9d2IPRKiKEoXcTx0LMUuRrw94lI+kGiPhanAH4wxM6LiuyH9UnaOsb7Sfwf8zjGLehG43hnZS+fmcmOBJXGuZWM7EmG2st2UIUx4oWVZxP9gzSNi2ed3BQ/b7aZTobt5gy7kT0TKsQuZHzTGXO+cDq9Ni16kDv0vf6nWsX6Vvyi+TseFvZF0NW9doU/rqjHmDbbv7YCIDAd+HxWsN5+Houy0pDKzcD9wpmNG8BJ2JiFyZuFrRHglUBQlLQSBTLZ3zhCRQdgPZ6Jd0oNE1W8ROY7EsxFpR0Q8IrLDyJyznsJgByvyI8KOdhZfdjUtN9ZjSocOiIiMBI4HFkacrgBKomRb7cg2OuLeDOzCx1e6KlsUg9g+KpoU6cgbdDl/Q7AeryI7a4Od3y86Bu93+Uu1jvW3/EVyENamPx4p560r9HVdFZFFIvKriOMDsLtb/zEqaK88D0XZ2UlaWTDGPIj1yfw5dnHbyeERQadhHYzd1EZRlDRh7H4Fj7Gji8rvYBXz6MXFkfwFOEdE7hWRH4rInViXp13x4NId8oENIvKoiPxURC4UkXuwjhBedtwThumu69SDgQKiOiDOiOEi4F2saVZkekOcDkYkD7Pj+qspWHOE9gWXInKRiKxxRt0jcUf9xmIwsC5Kxp+IyHrHE0ws0pU36CR/MfL2KXYWeX7UPa3EXjOzQ/6SyFuf5q8Ldaxf5S+G7IlGyjuUzVTp5efR1bo6CPivcz0DuAP4P2NMtPlSt5+HouwKpLRgzxjzCPBIjPOVxPewoihK97gWa7JTgP3Qe4FxMdwqRnIp0IzdYO0CbIfvLGwn6PgelXZHGrGeV07EejnJxM5K3kRse/eUEZER2H0kDnJO/VJEGp3/c7Ej448A94Y3YQLrk11E/oVtu96JiPIOoFBEfoN1J3sgdnAk0uuKGzsS6XJkGId183ikc/0lEfkI69Xlv1EiHw68FnXOjd2c6ttEeBnqgbwlk78d8mbszrjfAWaJSKZzbXfgeGPM23QkOn8x87az5M8hlTrWH/MX5nOsfX48YpXNVOnN55FyXXW4FLhc7B4KQ7Amdju4mnZIx/NQlH6PKxSK5ylRURRl50REFhhjzk9DPF8HTjXGXNl9qZJO8zXge9ELOx1zrQuMMb+KeWPq6fR63px0XyMqf+nOmxOn5i/NxCubXYhHn8eO8aSlvVKUviKlHZxFZD8RuVVEnhaRf4jIq1F//+gpQRVFUdKNMeZVYJ/odRU9hWOasS1O52MsEe47u0tv5w0S5i+teQPNX7rppGymij4PRdmFSFpZEJGwKcOVWLepI7HuECP/RvaAjIqiKD3JNcAveimtmcAvo0+K3RfjqB7Ye6I38wYx8teDeQPNXzqJWTZTRZ+Houx6pDKzcB3W88BXjDHFxpi9Yv31jJiKoig9gzHmU+DvInJGT6YjIl8DmowxH8W4vCd2b4y00lt5g4T565G8geYvXXRSNlNFn4ei7GIkvWZBROqBnxlj7utZkRRFURIjIv/G+ou/uodGMNOKiHiwi2h/YYyJt5Fdv0Xz13/ZlfPWFdL5PETk51iHEp8YY65Kg3iK0iekoiy8BrxhjJnToxIpiqIoiqIoirJTkIqycBjwHHCOMWZALGT+8MMP/VhTrdq+lkVRFEVRFEVRukABEDz00ENT2jIhTNI3GWM+EJFLgcUishbrKz16ii5kjDmhK4LspLgBl8fj6TVvG2ECAftoPR5Pbyet9CH63gcm+t4HJvreBx76zgcmff3enfRT8oAaSdLKgoicDTzqJFbU1QT7GbUej6fwoIMO6jxkmjHGACAivZ620nfoex+Y6HsfmOh7H3joOx+Y9PV7//jjjwkEAl22kkllOuJG4H/AmcaY5V1NsD9TV1dHdXU1wWCwx9NqbrYbh65Zs6bH0+oPuN1uioqKyM/P72tRFEVRFEVRBgypTEmUA/cNZEVh3bp17Z34niY/P1+hwQP8AAAgAElEQVQ7xhE0Nzezbt066urq+loURVEURVGUAUMqMwsfYRWGAUl1dTVer5dRo0bhdnfZ7CtpwkpJVlZWj6fVHwgGg6xcuZLq6mpVohRFURRFUXqJVJSFmcCzIvK6MebvPSXQzkowGMTn8yVUFAIN9dS//y6Bmmo8hUXkHX4knty8XpRy18XtduPz+XrFBExRFEVRFEWxpKIszAMagb+JyJcMDG9ISREKhah8ZiHVLz0PbjehlhZcmZlsfWwBRaeczqBvT8HlcvW1mIqiKIqiKIqSEqkoCyOBEFZJANgj/eL0TyqfWUj1314g1NbWfi7U0gJA9d9eAKDkjLP7RDZFURRFURRF6Sqp7LMwogfl6LcEGuqpfun5HRSFSEKtrVS/9DxFJ5+OJze3l6VTFEVRFEVRlK6TlLIgItnAT4F3jDEv96xIOz8b7pxH438+Sjp8qK2NVdMvBCDngIMZdvlVHcIsWrSIxYsXU1RUxKhRoygsLKSoqIiTTz45brzR9/zoRz9KOS8zZszg7rvv3iHO4uJixo8fz8qVK3nxxRe56KKLmDdvHqFQiLa2Nk4//XTWr1/P4sWLKS8vx+v1cs0113DjjTdy+eWXk52dnbIcr7zyCmPGjKGsrIylS5fy6aefMm3atJTjURRFURRFUdJHUsqCMaZJRGYB/9fD8gxopk6dyvjx45k5cyZHHXUUL7/8Mu+++y4lJSVMnz6dNWvWMH/+fDIzMxk/fnyHewBWrFjBc889x9atW5k8eTKrVq3i/fffZ/fdd8ftdnPxxRezcuVK5s+fz4gRI2hoaOhUrqeeeoqxY8cybtw4AFpbW1m/fn172ldeeSVVVVUA7YrCRx99RDAYZMyYMQD4fL648W/dupVnnnmG/fffH4D999+fBQsWqLKgKIqiKIrSx6TiA3QpsGdPCdKfGHb5Vey94An2XvAEg8//Ia7MzIThXZmZDD7/h+y94ImYswphFi5cyNSpUzn++OMBOOaYY5gzZw4rVqwA4IknnuDSSy/lxhtv5K9//WvMezIyMmhpaaG0tJS//OUvABx33HFMnz69PZ6nnnqKK664gksuuYS2OOZTkaxYsaK90w/bO/4LFy7k6quvprCwkI8//pi9994bgMcee4yysjLq6+t56qmn8HqtTrpmzRrefffd9r8PPvgAgNLSUkaPHr1DmpmZmWzdurVT2RRFURRFUZSeIxVl4TrgJyJyZA/J0i/JO/xI6MydZzBI3uFHdRrXlClTeOSRR1iyZImNO8+6XQ17UgqFQu3/h3+j7/njH//Ieeedx9lnn92+V0N4tD8UCrWn5fP58Hg8eL1enn32WW688UY2bdpEQUEBlZWVAFRWVlJYWMg+++zDsmXL2u9tbW1tT/vGG29kyJAhLFu2rH3/g4qKCoYNG4bb7SY7O7vd3WwgENjhz+/3x30WBQUF1NfXd/rMFEVRFEVRlJ4jFW9IZwIbgX+JyIfASqApKkzIGHNhuoTrD3hy8yg65XTrDcnpREfi8mVS9M1Tk17cnJ2dzQEHHEBDQwNFRUU7XDv77LP59a9/TXZ2Nqeffnr7bsbhe1599VWOPPJIHnroIUpKSuKmMXnyZO6//36GDx8OwKRJk5g0aRIARUVFzJkzh+XLl1NVVcXs2bPJy8vjlltu4Z///CeBQIDTTjsNsDMdS5Ysobq6mmnTpvHRR3Ydx8SJE1m6dClDhw6ltbW1XckZOXIkI0eO7CDPtm3bWLVqFe+88067HJs3b2bYsGFJPTNFURRFURSlZ3BFjjYnQkSS2Q0rZIzxdE+knYcPP/yw2uPxFB500EGsWbMGgD337GiJ1WGfhdZWXD4fBINd3mehv+3gHAqFmDt3LjfccEO342poaGDevHkd4kr0DnYVjDEAiEgfS6L0JvreByb63gce+s4HJn393j/++GMCgUDNoYceWtR56I6k4jo1FZOlAYXL5aLkjLMpOvm0qB2cjxow7lJdLhcTJkygqampS96QItm8eTM/+MEP0iSZoiiKoigDgV+vncW2tk3ke4oo8pZQmjGUQRllFHoHUeQtodBbQoG3GI9rlxnX7hVSMUNSOsGTm0fh8QNuA+t2DjvssLTEs9dee6UlHkVRFEVRBg5F3lLWt6yiOdjIlrYNrGj6FA8evK4MXLjx00ZpxlAu3+O2tKQXCoVoDbXQGKijLlBDjb+SLa0bqA/UUBeopjnYSEOgjkr3FvIpZlToRryujLSk3ZuosqAoiqIoiqL0e44rOpUVjZ/SGmpuPxcgQCAUACDD5UNyDkoYRzAUpD5QQ2XbZqr8W2gM1NMSbKIl1Ex9oJYtrRuo9m+jMVBPW6iFEEmY87usYhEIBXZ9ZUFETsRuznYoUAR0MMTfldYsdIXG+mVs/vJ+huxxMTl5X+1rcRRFURRFUQYEe2WNJtudQ2ugOeb1ECFcuHh+66NUtW2mPlBLS6iZlmAzTYF6WkMt+EOdu5SPJMPlI8edR563kAJPMaUZQynwDiLfW0S2O4dsdy7bvqwhm1wy3f1jHWo0SSsLInIa8BfAAAuBHwN/wrpfnQR8Bvy1B2TsNzTWL6Pii3mEQq1UfDGP8pFXqcKgKIqiKIrSRYKhII2BOlpCTbQGW2kLtdIabKYhUEe1fytV/q1U+7fSHGikJdSCPxTfLbs/1MZr1Z13VXM9BRR5SyjJKCPXU0CWKxufO5NsTx5DMoZRnDGYHHc+PndmUusfWjAp5XlnI5WZhdnAJ8BRQCFWWXjYGPOqiOwDvAP9/Gl0g0hFAVCFQVEURVEUxSEYCtISbKIuUEN9oIZGZyS/LdhCU7CBpkADNYFtVLdtoynYSHOwkZZgE83BJoIEup1+piuLIwtOxOfOxOvKoDhjMAWeIjLdVhHI8eTjc9lrbpf69IkkFWXhQGCOMaYtwo2qB8AYs0JE7gd+DjyRZhl3eqIVhTCqMCiKoiiKsqsSDAWp9VdSF6ihKVhPQ6COWn8VdYEaGgN1VPu3Udm2mfpADa2hli6nk+POI8ud097R97mzyHHnUuQtpchb6oz05+JzZ5Hh8vHCtsf4X+Mn7esJfK5MvjN0BvvlHpKurA8oUlEWAkB4S93wb2nE9dXAvmmQqV8RT1EIk6zCsGLFCh544AGKi4spKyvj3HPP3eH6okWLKC4uZtSoUdx0001MnDgRn89HYWHhDl6IwuHGjx/fIY3IaytXruTFF1/koosuYt68eYRCIdra2jj99NNZv349ixcvpry8HK/XyzXXXAPAjTfeyOWXX94l16ivvPIKY8aMYcuWLXz66adMmzYt5TgURVEUZSDQFy5AA6EATcEGqtu2sqWtol0JaAzU0eyM9DcFG2kJNtMWbKE11EJLsDmlUf9MVza5nnwKvMVku/PIdGfic2eR6c4m17H7L/YOJtudR7Ynm0x3Dlnu7JQXBY8vnsiqps9oDbXgwkWZbzijcw5O9ZEoDqkoC6uAUQDGmFYRWQF8A3jcuX48sDmt0u2kbPhiHo11HyUdPhRqZcPKXwCQk38ww0Ze1SHMW2+9xYQJExg3bhwAX3zxBX/4wx/weDwMHz6cgoICAB5//HECgQBlZWWsXr0at9vNc889x3vvvUdubi4jRozgpZde4s0336SkpITp06cnlO2pp55i7Nix7em2trayfv16pk6dyvjx47nyyisBqKqqAmhXFD766COCwSBjxowBwOfzxU1j69atPPPMM+y///7sv//+LFiwQJUFRVEURYlDul2AtgVbqQtUUx+opca/jcq2LdQGqqjxb6POX02Nv5Jq/7YumfvkeQop8BaT484jx5NHgaeYfG8ROW6rFJRmlJHvLcLnyuo18x670DmX1kALXlcGZwy5MOXNcZXtpKIs/B2YLCI/N8aEgN8At4nIHthFzmOBm1JJXER2x5ouHYE1c/IZY1xRYU4ELgCOBsqBdcAi4JfGmLqosIOBO4HTnbz9A5hhjPkyFbn6grPOOouHHnqIxYsXc8ABB7Bq1SoyMzPJy8vjf//7X/vswfHHH89uu+3GIYccwurVqwH48ssvERFOOOEE3n77bY499lgmTJjAZZdd1mm6K1as4JRTTmk/Dnf6Fy5cyCuvvEJhYSFgd//be++9AXjssccYP348K1as4KmnnmLatGmsWbOGjRs3tsfj8XjaZS4tLWX06NHt1zIzM9m6dSulpZETU4qiKIqiQGouQJsCDWxp20Bl2xYaA3VsaltPQ6CWhkBd+9qA+kBNUi4+s925FHoHUZpRTpG3hDxPIXneArKcEf5sdx4+dxY+VyY+dyaZ7qyd0hWoy+Xi2KJTeXHbY+yXcwi7Zer+Td0hFWXhJux6BC/QZoy5Q0S8wNlAELgOuDnF9PcGzgLeB94Djo0R5iIgB7gea+o0xvn/OBE51hgTBBARN/ACUAL8EGgBbgD+ISIHGGOaUpQtLuGZgc5MkCJxuXwJTZHy8vKYOXMmAD/60Y8YMWIEp59+OgcccABgTYjiMX36dJYvX86tt97K0UcfTXFxsZOm1bueffZZli1bxle+8hUqKysBqKyspLCwkEGDBrFs2TKOO+44wM4sAEyZMoXx48fz4IMPsnz5curr68nPzwegoqKCYcOGsXLlSrKzs3G73QQCAQKB7SMSoVD8RqmgoID6+npVFhRFURQlBiMyhUx3VlwXoP5QG/+ufZN3al6hJdR598aNh0JvEbmeAgo8gxiUMZgCbzFF3hLyPUUUeIsp9g4mwx3fSqC/cVjBOD5r+DenDz6388BKQpJWFowxVcCHUefmAfO6kf4bxpihACJyDbGVhZ8YY7ZEHL8uIlux5k/HAm84578NHA4cYYx534nzE2AlcCFwTzfkjElO3lcpH3lVpwpDZ4oCWJv+N998E6/Xy6hRo5g8eTLz589n6NCh5ObmMmzYsLj3Pvnkk+0mSQ0NDQwePHiH65MmTWLSpEm0tLQwZ84cli9fTlVVFbNnzyYvL49bbrmFf/7znwQCAU477TQAnnjiCZYsWUJ1dTXnnHMOra2tvPvuuwBMnDiRpUuXMnToUFpbWwmFQowcOZKRI0fGlG/btm2sWrWKd955h0mTJrF58+aE+VEURVGUXZlgKEiNv5JafyWNwXoqWtawpa3CmgQFKqlq27rDrEI0IULUBasBO8tQmlHuuPnMpyRjKEXeErLdORR4B5HjySPPU4DHNbD24c315PPj3ef0tRi7BH1acsKzAp2E2RLjdFhp2S3i3OnA52FFwbn3SxFZAnyLHlAWoHOFIRlFAeDEE0/kxBNPbD9ubm7m5ptvJiur4wYeRx55JABnnHFGwjjvuuuuHY4zMzOZN6+jbjdnzo6V6YgjjugQ95gxY3j66acB2GeffdrPR/4fj5KSEu68804AGhoayM3NTbjGQVEURVH6I4GQv90DUF2gmoZAHU2BBhqD9TQEavnSvZJ6amhb2blnoGxXHk2h+g7nc9z5XFD+UwozSvC5Msly56irT6VH6a9q5ljn97OIc18BlsUI+19gQlcTCgQCGGNobm4mPz+f5uaOmr7bO4qS3Weybd1dOygMLpePkt1n4vaOinlfIoJBq0elel9P8s1vfpOqqqoueUMKs3btWs4999wu5SsQCFBXV7dTPZN009jYCIAxA3bLkgGJvveBib73/kUrzTRQSx1V1LuqaaaReqppcTXTShNVbKbF1YlJUMSqzOxQHrkU4iOLwlAJJQwlO5RPLgXkUkAWObziepw1LgMua9rrDWXwtbYJNH8ZopmtPZhbJZ30dV2PNBPvCv1OWRCRIcAvgFeMMR9HXCpmR+UhTBUwqKflysrZbweFIawoZOXs19NJ9xqHHNJ9/8QjRozoviCKoiiKkkZChGimkUZqqaWKOlclTTRQ76qmkToaqKXBVdNpPK6Qi2zyKGAQOaF8ssghk2x8ZJNJNplNeRQEB1GQU4SbzmcDvho6mvWuL/DTCiEXxQxhOJ3P6CtKOulXyoKIZAF/xnpf+n5vpOnxeBAR1qxZAxDTLChMVtbB+HxXsfnL+xmyx8Xd2ogtPHqeKL2BhsfjoaioiD333LOvRekxwqMOItLHkii9ib73gYm+974hEAqwqXUdG1vXsqV1A5ta17K2ZSU1/sqE92W4fBR6BzEoo4xibym5nnyKvKXkegrIcmczOKOcAu+ghCZBqb7zfUP78tbqv1ATqCTDncF3dr9EPfv0Q/q6rn/88cfdml3oN8qC43lpIXAAcLwxZm1UkCqgKMatxUDiFqCbdNg8pfRgBrWtorCupsc2T1EURVGUnZ2+2FwsFlVtW1je+BHLGz5hZdOymIuHs9zZFHgGUZJRRomzN0BYxjxPAaUZ5b2+NkBdgCo7A3GVBRGpBH5kjHnaOZ4DLDLGLO0t4SJkcQELgJOAU4wxsXZE+ww4Jsb5rxDbPCltpHvzFEVRFEXZFeit72MoFKIt1Eqtv4oq/xZq/NvY0lpBReuXVLSsoSaw45hhsbeU3TNHUeobylDfcIb69qDMt/tOuVBYXYAqfU2imYV8IHIl63XA50CvKwvA3cBU4ExjzGtxwjwPnCcihxpjPgQQkeFY96qX96RwqWyeEo9FixaxePFiioqKGDVqFCtWrGDWrFkJzZDOOussxowZQ0VFBddffz1lZWUpyT1jxgzuvvtuADZu3Mh9993HqlWryMrKory8nLFjx7Jx40bOOeeclOJVFEVRFEj9+xgMBWkNtdAQqGFb22aq2rawuW0DzcFG2oIt+ENttIZaaQu20hCooTnYRGuohbZgC4EEuw9nubPZO3t/RucezL45B1LkLem5TKcZdQGq9DWJlIXVwKki8mzETsmdb/+XIiJylvPvV6OOVxtjPhCRnwOXAPcDm0TkqIjb1xlj1jn/PwP8G3hSRK5i+6ZsXwK/S7fckdhtxXPibp7icXk4YVBiN6cAU6dOZfz48cycOROv18vDDz/M2rVrmTx5MkcccQRz584lLy+PwsJCLrnkEoYNG8bcuXN5/vnn+fTTTykoKOCBBx6grq6O0aNHM2XKFKZNm8Y3vvENli5dys9+9jPq6+uZP38+I0aMoKGhoT3toUOHcsMNN7Bo0SKKi4sZP3487777Lk8//TTr1q2jtbWVOXPm8MQTT2CMob6+ntmzZ/Poo49SU1NDbW0tIkJ1dTUbN27ktttu46KLLuLII49kzZo1TJs2jRUrVvDee++Rm5vL5ZdfzqJFizrE1dDQgMfjYeTIkZx55plpe0eKoihK79PZ9zEYCrKpdR13r51NlX8rjYG6pHYajoXXlUG+p5Ai72CKvCUMyhhMeeaelPv2oCRj6E45a6Ao/YFEysK9wJ3AFGdBRgh4VEQeTXBPyBiT6jqIp+Ic/x44H/imc3yx8xfJ9dgZD4wxARE5BbgLqxx4gFeBM4wxjSnKlJCHN8xjeWMsS6jYNAebmPPFBQCMzjmY7w+7Kma4hQsX8uCDDzJt2jSWLFnC5MmTKS4u5vbbb6etrY3DDjuMM888k9mzZ1NfX09FRQXXXnstK1as4OGHH8blchEIBCgsLOSll15iypQp5ObmcsEFF/Dqq6/y/vvvs3TpUq644grKy8v5/vc7XyN+4IEHcvHFF3PZZZcBsGTJEu655x7ee+89XnjhBQBOPfVU9tlnH2bNmsU999zDtddeS01NDYFAgO9973s0NDRwxx13UFZWhohwwgkn4PP5YsZ1yimncOCBB3L55ZersqAoirKTEgqFaAjUUuXfSpV/C02BBuoDNTQE6qjxV7LNv4k6f7WdEUiwaWkAf4fvqc+VSY4nn2LvYAZlDKY0Yyi5ngJ87iwyXD4yXBlkuDPJceeR7c7Zfn4X2n1YUXYm4nbsjTG/EpGlwAlAGXAesAT4Ip0CGGNcnVw/PoW4NgPf7a5MfcWUKVM46qij2jdJy8/PJzMzs32XZJdrx0dVXl7OL37xCx599FE++eQTamtr2XvvvZk0aRLnnmttG3NycgDwer20ttoG2+fz4fF48Hq9rFy5kieeeIIjjjiCk046qYNM+fn5AB3SdrlchEJ29CcvLw+fz0deXh4AGRkZ7TIHg0H8fj8A06dPZ/ny5dx6661ceumlMeMK7+EQPlYURVF6B3/Iz7a2jWxqXUd9oJa2YAstwWaq/ducTn8Ltf4qav1VNAebCODvVno+VxbHF01gSOYwCj2DKMooJc9TqM5AFGUnI+EsgDHmFeAVABE5H3jQGPOnXpBrpybezMDvK+7gvw0ftE+h+lyZfHfopeyXm/z+BNnZ2RxwwAHMnz+fWbNmtZ8/9thjmTt3Lv/73/8oLy9v75iDVTJmzJjB1Vdfze23387mzZvbN3WLZvLkydx///0MHz4cgFGjRnH11VcnLd/RRx/NL3/5S2pqapg1axaPPfZY3LAZGRncd999rFmzhosuuognn3yS1atX43a7KSoqSikuRVEUpWuEQiFnB+E66gM11PmraQzWUe3fxra2TWxsWUt9oIamYENKJkBZ7hyKvKWUZpSR7c4lz1NIrqeAPG8hpRllFHgHke3OJcPl448b74rxfZyR0vdRUZS+waUjuPH58MMPqz0eT+FBBx3Uvs9CIh//XzR9xsMbbqE11IILF7tnjuKS3X/RYVQ+GXaFfRYiF1Cng2TeQX+nr30xK32DvveBSTree1OgkaZgPc3BJuoD1TQGGqgLVLOpdR2VbZtpCjawqXUd/lBbp3G5cFHkLaXMtztF3hIy3Jn4XJkUegeR48kjw5VJriePYu9gstw5KZn9pPP72J/Ruj4w6ev37uyzUHPooYfG2mKgU1LeZ0FEvgFMAMLOflcBfzHG/L0rAuxK2IVcubQGWvC6MjhjyIUDriGMJJ2KgqIoSl/T23sGhEIhagNV1PlraAjUUOnfTHXbNmoDVWxp3cA2/2YaArVJxZXpyibPW0Cep5B8TxE5njwKvYMo9g5mqG8PijJKyHHn9dgiYP0+Kkr/JWllQUQygCeBiYALCO97fgpwsYg8C5xtjOmeEWM/RjdPURRF2XXpqT0D6gO1VLSsoaLlSyr9m2gI1FPrr2Jdy8qEi4PBegDK8xSS6c4i11NArjufXE8+Q3y7MTijnGxPHoMyhpDnKehO1ruNfh8Vpf+SyszCNcAk4B7gZmNMBYCIDAV+DswArsZ6KBqwNDGKDUxgbNb+fS2KoiiKkkZS3TMgFArREKxja2sF1f5ttASbaQjUsKF1DdVtW6l2V9JMI62rYrsVBchx51PoHUSuJ59ib6nT8S+k1FdOacbQfrUgWDcXU5T+SSrKwneBhcaYGZEnjTEbgcscpeFcBqiy0Bz088Cm9/mosYI2vCysXMGK5np+XHY4We6Urb0URVGUnYzO9gwAyHRn89TmB9nWupGK1i9pCjbEDYtjheNzZVGeOZxy354M8Q0jx1NAniefYb4R5HkL05yLvkM3F1OU/kkqvdjdgdsTXH8NO/Mw4FjbUsO8iiXUBJppC1kvRC2hAB82buDKLxdzVfmxDM9M3OCvWLGCBx54gOLiYsrKytpdn4YJLxb+7W9/S0VFBRMnTmTdunWceuqpO4T7+c9/zrXXXktubu4O55cvX86f/vQnli5dyh577EFxcTFjxoxp34BNURRFsYRCIVpCTdT5a6gNVNEYqKchUEu1fysF3kHUBqpieg1qC7XycuXCHc5lubMZ5C2j1DeUTFcWOZ58BvvKGZKxG5u+3EIWORyw78Fqv68oyk5LKsrCFuDABNcPdMLs8szb8CYfNW7sNFxbKMhWfyM/Xfty+7mDc4Zy1bDjOoR96623mDBhAuPGjQNg/vz5VFdX09zc3O5CdePGjTz33HOMGzeOqqoqKisreffdd/nzn/9MSUkJF1xgN3576KGHWLVqFZMnT+bYY48FYPTo0dxwww3Mnz+fk08+mX333ZdFixbx0ksv8eabb1JSUsL06dO55557qKmpob6+nuuvv545c+ZQXl7OypUrOfzww9mwYQOBQIDZs2czdepUvvnNb/L555/zf//3f7zwwgts2LCBvLw8Lrvssphx7bnnnmzatIkTTzyxXTZFUZTewB/y0xCopc5fQ1OwnrpAtbNnQCNb2zZS56+mNlBFrb+atlBLSnFnuHyMyT2SHE8eJRllFGcMZrfMvSjwFMdVBMIpqKKgKMrOTCrKwjPAT0RkGXa/hTYAEfECFwE/AO5Lv4gDg7POOouHHnqIxYsXIyJ8+OGHHHjggfj9fr74wu6DN3ToUPbbbz8uuugili5dCkBFRQXDhg1j4sSJDBkyBIBp06aRnZ3N7bff3mmH/Nhjj2XChAlcdtll1NfXs379em6++WaeeeYZ3nrrLQCmTp1KVVUVzzzzDLNmzWLGDGuJlpWVxfnnn89///tfnn32WTZv3syYMWMYO3Zs3LgmT55MVlYWt956qyoLiqKkleZgE1taN7C+ZRXV/m3U+qvY0raebW2baQrUEyCQdFwZrkzyPAXt6wVyPPkUegaR5y3k37Vv8mXL59CNPXUURVH6C6koC9cCXwPuBn4hIuGdnEcChcC/nTC7PNEzA7/e+A5v16+NG/6YvOHMGHpUwjjz8vKYOXMmAOeeey777rsvF198caf7LEyaNInVq1fz+9//npNPPrk9rvCOzf/+97956aWXOOmkkzjiiCM63J/sDs319fU7bAQHEAjYD294h+arr76aTz/9lFmzZnHHHXfEjCs7O3uH3aQVRVE6IxQK4Q+10RJsojZQzebW9VS2baYhWEe9v4bNbRuoattCY7AuYTxu3OR48snzFJLjyXOUgRKy3DkUe0so8pZS4B1EvqeQbE9u3HiG+obvsGdAmW84o3MOTne2FUVRdgqSVhaMMTUicjR2BuFbwAjn0tvAc8DvjDEDsge4X3YpHzZsoDXUcdTK5/IwOntwp3G88sorvPnmm3i9Xvbff3/8fj+33XYbfr+fH//4x3Hv+9vf/sYnn3xCbQQ39WcAACAASURBVG0tQ4cO7XD9kEMO4ZBDkhvtysvLY9iwYdxyyy3U1NRw/fXX8/LLL8cNHwwGueuuu1i9ejWzZ8/mt7/9LVVVVRQWFpKVlZVSXIqiDGzq/TWsb1nFlrYKNrSsoca/jcZgA43OrsOduRAF60a0NKOcMt/uDPHtRp6ngMEZ5ZT6ysl151sXp2kw+dE9AxRFGUjoDs4JSHYH5xXN27hp/Rs0hTpuMZHt8nL1buPYO2tQSmn3hx2c071Dc2foDs7KrspAe+/+kJ+NLV+yvPEj1jZ/wYaWVdQEKhPe48ZDljvH2UNgGCWO29A8TwElGUMozSgn11PQY5uKRfN61fO8uO0xxuQeyTnll3UpjoH23hV95wOVvn7vvb6Ds9KRPX1FeFxuYjjHwONys4dv13F9F4nu0Kwo/ZOe3Ik4GApS5d/Cxta1bG2toNK/hTp/FTX+SpqCDbQEW6gPVHfwJuRzZbFb5giG+HanzNlQLMeTT44nl1xPIVnu7HRlPy3ongGKogwUVFlIAz63h9+OnBjz2tqqFn7z+hbWVLZy25l79LJkiqIoHenOTsShUIimYANb2yrY1raZhkAtlW2bqQ1UUd22la1tG2kM1idM34WLkowy9s7en1HZX2W3zBGUZAzttVmBdKB7BiiKMlBQZaEHCIVC/Gd9E3/+qJJVW1sIBEME1dpLUZSdhGR2Ih6eOYpl9R+wrW0T2/ybqGrbQmXbZqr8WzpdP5DvKaLMtxtDfLtRmlFOnqeQIm8JOZ48fK5M8r1FeFz6+VEURekPaGudRlr9Qd5aWc+fP6qkvjlAsz95DWHRokUsXryYoqIiRo0axYoVK5g1a1bCNQtnnXUWY8aMoaKiguuvv56ysrKU5I1ecxC5B0NYpuhN2yLvmTlzJnfddRfLly/nkUceIScnh7a2NubMmcNpp53Gcccdx5YtW5g1axbDhg1LSTZFUXqOvbJGk+XOjrsTcVuolffrXuP9utdiXve5MinNKKcko4xcTz6DMsoo8BZR7C2lOGMIhZ5BuuBXURRlF0GVhS4wb/EGPlrbmPJ9U3/7OQcPz+Gqk2N3nKdOncr48eOZOXMmXq+Xhx9+mLVr1zJ58mSOOOII5s6dS15eHoWFhVxyySUMGzaMuXPn8vzzz/Ppp59SUFDAAw88QF1dHaNHj2bKlClMmzaNb3zjGyxdupSf/exn1NfXM3/+fEaMGEFDQ0NMOX7zm9+ktIj43nvv5Y477sDn8+H3+/F4POy3337MmTOHF198keXLl6uyoCh9QCgUYlvbJta1fEFF6xqq2rZS7d/KtrbN1AWqEt5b/P/s3Xl8ZXV5+PHP2e6e3HuzZzaYGeDMAKKyCAIWCrUKIpuCUsSl2iqttVbbH+JC3bfSKmrdcKFUqmIVVASsCiogIvvOYZg1mclM9tz9nvX3x7nJbEkmdyZ7nvfrlVfm3nNyzze5CZzn+/0+z6O30BZZTpPRTrPRTpPeRpPRSpPRRlSJSzAghBBLhAQL88jNN9/MN77xDS677DLuvfdeLrnkErLZLNdeey2O43DiiSfyute9jg9+8IMUCgV6enr4yEc+woYNG/jOd76Doih4nkc6neaOO+7g0ksvJZlM8ra3vY277rqLBx98kKeeeor3v//9dHZ28td//df7jeGLX/wib3rTmzj11FP5yU9+MqVxq6pKJBIBQNfDX6nnnnuOT37yk2zcuJHPf/7z0/dDEkKMKwgCRtwBuqqb6K5upLuyie7qJsr++JMCGjoe+1dwa9Ay/MuqLxDT5ldCsRBCiLkx5WDBNM0VwErLsu7f47ljgH8BssBNlmXdPP1DnH/2XRnoLzj89wP9PLqthO1NvPXoB+84YtLXvfTSSznllFO45powaa6hoYFoNIpt2wRBsN9MXmdnJ5/4xCf43ve+N9Zr4YgjjuDCCy/kiivCCh2JRAJgr0ZokUgETdPQdZ2NGzfygx/8YKxh28qVK3nhhRc49dRTx65z66238vTTT/OOd7xjrAEb7G7G5vs+tm3vtbKwbt06PvzhD9Pb28v111/PBz/4wUm/dyHE1LmBS6/dzfbqFnZUt7C9upme6jaqQXm/c1NampXRtSyPrqbJaCOjN9c+t/DfO7/AM8WHxioTRZQor2/7WwkUhBBCjKlnZeE6oAU4A8A0zSbgbiADlIHzTNMsWZZ127SPcp5rSRn809mdbO6v8K37+ugesqnWka+wp3g8znHHHceXv/xlrr766rHnTz/9dP71X/+V559/ns7Ozr26KV966aW85z3v4UMf+hDXXnstvb29+L4/7utfcsklfO1rX2PlypUArF27lg996ENAuBrwute9jscff5wbb7xx7BoXXnghF154IQAXXHABV199NYZhjAUUV155JR/5yEdIJpO4rsuHP/xhnn32WT7+8Y8zMjLCxRdffFA/CyEEFLwc3ZWNdFc30VXZRK/TzbAzMO6qQFxNsiK6hpWxtayIrmFFbO2k+QNhovMT0olYCCHEhKbclM00zW7ga5Zlfar2+N3AF4CXAhZh4OBalnXmzAx19k21KduegiDg0a4S376vj0LV2ytoONDKwp4WQlO22SZN2cRi9Yz1NFXKdBzexqDbS6+9fSxAGHL7x/2aZqOD5dHDWR5dzbLI4SyPHk5Sa6wrlyAIAj695e8Z8QYxlAh/t+JjLI+unq5vSxyA/L0vPfKeL01z/b7PZlO2ZmDHHo9fA9xrWdZTAKZpfh/46MEMYjFRFIXjVyV58YoEd1kj/M+fBvH8YNLtSUKIxS8IAip+iX5nJ7vsLnba3fTa29lpdzGiDhAoAXTt/3URJcry6OraSsEalkUPJ6O3EFUPfSJBURROz5zL7QM3sT5xvAQKQggh9lNPsDBCuA0J0zQjwOnAZ/c47gKJ6RvawqapCq9cn+G0tY3c8uggT+3Yfy+xEGJxGnEH6apsZKe9jZ7qNgacXQy7/RM2K1NQiAVJGiMZMkYLrUbnWIDQFlk+o83KpBOxEEKIydQTLDwIvMM0zd8AFxIGBr/Y4/gRwM5pHNuCcd07N1Mc8SY9pyOtwUWzNCAhxIwKgoDualhtaDQQKHp5cu4QBW9kwgpEhhKlyWilI7KSjshKWoxOlkUPp2/zIBo65mGzv0QtnYiFEEJMpp5g4cPArwmDBgX4vmVZj+1x/CLgvmkc24JxoEBhqucIIep3XdfVDDi7aNAyZPRmWowOmox20noTGb2ZtN5Mo55FU7S6XtcPfEbcQfLeEMPuALvsbnbZ3fTZO8i5QxT9/IRfqysGq2Pr6IweRmdkFa2RZTTq2QmTjQfJ1f19CyGEELNhysGCZVmPm6a5HjgVGLYs6/ejx0zTzABfBn43/UNcGjZs2MDXv/51stks7e3tY6VPR412Tv7Wt75FT08PF1xwAd3d3Zx77rl7nfeBD3xgrDLRvvY9tm/H5j2vA7s7NN9///3ceuutxONxotEoV1xxBe9+97s5/vjj6e/v59Of/vRe1ZmEmE0ZvYXt1c1U/BJ9zg42lJ9EQ0NXDBRUXBxajA7et+rfJnwNP/DHmpd1VzfRXdnE9upm7GD8DscADVqWoxIvosXoJGu0ktIaSWlp0nqWuJqa0a1DQgghxGypqymbZVn9wM/GeX6YsLTqkvDDz+1g46P1d3D+9BtfYO1LE7zhqv27Gd93332cf/75nHHGGUB4Iz88PEylUhkrobpz505+/vOfc8YZZzA0NMTg4CAPPPAAP/7xj2lubuZtb3sbANdffz2bN2/mkksu4fTTT9/rOr7v87nPfY6zzz57SmMOgoAbb7yRr371qyiKgm3b9Pb28vKXv5yrrrqKb37zm2zfvl0qO4g5E5b/fHKvG3sPDy8IV/MMJYKZeAl+4DPk9lHxS2OJxXl3pNbIbCMVf/+/6fDmv5lGLUt7ZBntkZW0RZbTqGdp0DISEAghhFj06goWTNM0gCuAs4E24P9ZlvWoaZpZ4LXAXZZldU//MBe/17/+9Vx//fX88pe/xDRNHn74YV784hfjui6bNm0CoKOjg/Xr1/POd76Tp556CoCenh6WLVvGBRdcQFtbGwCXXXYZ8Xica6+9dr9g4WMf+xjveMc7WLduHffffz8HMjg4SGdn59jWidFOzQ888ACf+MQn6O7u3m8VRIjZtDq2jriawPbGXwXwAo+Npaf5WO5vJswlAGjUsqyIrWF5dE1YeSi6mgb9oKrMCSGEEItGPR2cM4Q5C8cDRcIE52zt8AjwKeB7wNXjvsAisu/KwKff+MKUvu6DP5i4z0IqleKf/umfALjiiis46qijuPLKKw/YZ+HCCy9ky5Yt/Nd//RevetWrxl5rtGPzI488wh133MErX/lKIAw4tmzZwrp168Ze44YbbmD79u28//3v369Dc1NTEz09PWPPjXaBPvnkk7nqqqt49NFHufnmm3nLW94ypZ+BENMhCAKcwGbI7aOnuo0Wo4OcNzTWiXhPPh7ddhhwN2hZUlojjXqWldG1pPUmklojK2Phv4UQQgixt3pWFj4FHA2cB/wJ6B09YFmWb5rmT4BXswSChZnw61//mnvuuQdd1zn22GNxXZd/+7d/w3Vd3vWud034dXfeeSePP/44uVyOjo6O/Y4ff/zxHH/88QD85Cc/4corr+S73/0ud95559g5b33rW8f+fdppp3HNNdfgui7nn38+iqJwxRVXcNVVV5FMJolGo1x++eXcf//9fOITn2BwcJB3vvOd0/eDEGIfFb/MjuqWvXIJ+p2ecQODfcXUBOe3vJUmo5Umo23SbsZCCCGE2F89HZy3AzdZlvX/TNNsBvqAv7As667a8X8APmZZ1qKZnptqB+fpWFnYl3Rw3p90cF4aHN9mS8ViU/lZni0+Qo+9ddzAQFcMGrQ0HZFVLI+u5vnS42yrboTauRElyuUd/8j65PGz/B3UT973pUne96VH3vOlaa7f99nu4Pz8JMcDYFHf2fq+P9dDWNJ830dVJaF0MfEDnz6nh167mx3VLWwqP8e2ygY8dm+H09DoiK7a3cU4uoaO6Ep0xdjrtY5IHMt3dnwWO6iioNAeWcm6xEtn+1sSQgghFpV6goVu4KhJjr8cmNoU+wJkGAYjIyNs2rQJTdu7XnssBZXxG7Pudc7ozPhUeF5YyWXfay1VnudRrVZJp9NzPRRxEBzfZtgdoN/pod/ZyS67m57qVvqcHVT8vbubKygsix7O2vgxrI0fzZHxF2GokQNeI0x0TmJ7VXTF4OK2t8uWIyGEEOIQ1RMs3Az8vWma3wO2154LAEzTfCPwBuAj0zu8+aOjo4NoNEqxWGTfrVuv+4gxwVcdvHw+bPiUyUg1FgBd10mn02Sz2QOfLOaMH/gMu/302NvYVe1iyO2nq7qRnur4W4kA0loTy6KH0xZZzmGxo1gTX09Cq79vh6IonJ45l9sHbmJ94niWR1cf6rcjhBBCLHn1BAufBM4CHiBMcA6Aj5qm+UXgWOB+4N+nfYTzhKqqNDc309zcPCvXG81ZWMz788XC5fg2O+0udtpd9Nrb6Xd6GHL6GXR37bdSAKCiktabaTU6aTbaaYssozNyGC2RThq17LStAJzYeAbPFh/hvFYp5yuEEEJMh3o6OJdM0/wz4L3AG4EKcBLh1qMPA/9hWZY9I6MUQsyZql9hR3Uz26tb2FHdwvbqFnbZ3fh4456f0tJ0RlbRHllBs9FOe2QFq2JHElGjMz7WpNbAu1ZcM+PXEUIIIZaKejs428Dnax9CiEWm6lfoqW4Ny5TWSpX2OTv220IUJhCvoCOyirbIctqMZWSNVpr0VlK65JUIIYQQi0VdwYIQYvGw/Qrbq1vYvldgsH//AhWNzuhKlkdXszxyOMujq+mMriKiLuriZ0IIIYSgvg7OB1rbDwi3JnUBv7Msq+cA5wshZokf+Aw4u8ZWDDaVn2FHdcu4gUFHZDkromtYHgvLlHZGVk2pGpEQQgghFp96VhY+CmN3FvtmI+77vGea5n9alvXeQxibEOIgVf0Kz5cep6vyQi1A2EzFL+11jopGZ2Qly2O7+xd0Rlft179ACCGEEEtXPcFCJ3A78DTwRWBD7XkT+EdgHXApkAX+GfgH0zS7Lcu6dvqGK8TScF3X1Qw4u2jQMmT0ZlqMDpqMdtJ6Exm9mbTeTKOeRVPCPhx5d5iN5Wfod3rYUHqKbZXn8fZJQG7QsqysrRasjK5lTfxoWTEQQgghxKTqCRa+BGyxLOvN+zz/EHCFaZo/AT5pWdblwF+ZptkOvA2QYEGIOmX0FrbXVgP6nB1sKD+JhoauGCiouDhk9RZenDqVDeUn6Kps2qs6kYLCYbGjOCJ+LCtqAUJab5rD70gIIYQQC1E9wcKrgA9McvxXwKf3eHzbPo/3Y5rmitprvgx4MRCxLGu/guumabYC/wGcVxvzb4D3WJa1bZ/zVgPXEfaDsIGfAe+zLGtw0u9MiHnmFZlz2VB6EjuojD3n4eEFYUCgoNDn9PDroR+PPV4bP4bOyCpWx9exNn7MQTU2E0IIIYTYUz3BgkK45WgiJqDu8dgmTHiezBHA64EHCRu9nb7fi5qmCvwCaAb+BqgCHwd+Y5rmcZZllWvnNQB3A/2E3aSTwOeAn5mm+QrLssZvHyvEPLQ6to64msD2xv8TCgjQ0DkudQovbTiNFdE1UrJUCCGEENOunmDhDuDvTNN8DPhvy7J8GLuZfzNwJXDLHuefCGw+wGv+3rKsjtrrfJhxggXgIsLmby+zLOvB2rmPAxuBtwNfqZ33t4R5FadZlrW9dl43cB/wGsKVDiHmvSI5Hi/cT1ZvY8Tbf1FMQeWlqdO4qO3tRKV8qRBCCCFmUD3BwnuBFwHfAf7dNM0ttedXEyY1P1c7B9M0Y7XnvjHZC44GHAdwHvDCaKBQ+7ptpmneC7yW3cHCeYTBx/Y9zvtDbZyvRYIFMY+5gcsThT9yl/pTepUu2DXxuWk9yyXt7xpLbhZCCCGEmClTDhYsy9ppmubxhDP45wKH1w79ibBK0vWWZVVq51aAC6dpjEcTVmDa1zPA+fuc9/0Jzjt6msYixLTxApcNpSd5OH8PVumxsLSpAlpgcGTyWJZHV7Op/AxbKtZYP4SIEuWi1rdLoCCEEEKIWVFXB2fLsqrAl2sfsyULPDvO80NA0z7nDU9w3uEHe3HP87As62C//KCVSmFN/Lm4tpg5Lg5blGd5TnmIfrbjKe7YsaaggzXV41jtHEOjn4E8REnTpW7CVWwIFNJBC0p3Agv5vVhM5O99aZL3femR93xpmuv33fO8A580ibqCBSFE/RxstijPsll5ih424yrO2LFM0Maa4BjWBsfRSBMlZ+/GaR0cRpQYLjYaGqf6r0XZryeiEEIIIcTMqCtYME0zDVwGrCWc1d+vk7NlWW+fprGNGgIy4zyfBQYP4ry6aJqGaU5WBGpmjEafc3FtcehKXgGr9BiP5f/AxvLT2EF17Njy6BpOaTyb41KnENeSe33deO/7mUPnc/vATRyTOpHTOs+clfGL2SV/70uTvO9Lj7znS9Ncv++PPfbYIa0uTDlYME3zTOBWoBHIEd6c72smypM+C5w6zvNHs/f2pGcZPzfhaMIeEELMqCAI2Fp5nj/mfs0ThT/iBrtXEA6LHcnxDa/gmORJNOrZul73xMYzeLb4COe1XjHdQxZCCCGEmFQ9KwtfIAwQzrAs6/EZGs94bgPeYprmCZZlPQxgmuZKwjKr79vnvE+ZprnMsqwdtfNOIcxX+PksjlcsMW7g8lzxEX4//Au2VMLZAwWFw2MmL069nGNSJ5HRmw/69ZNaA+9acc10DVcIIYQQYsrqCRbWA1dNd6Bgmubra/88Zp/HWyzLeoiwd8MjwA9N07yK3U3ZtgHf3uOlvgn8A/BT0zQ/CiQIm7Ldj5RNFdMs7w7zZPFPbCk/h1V6nLJfBCCpNvCy9Fmc3Hg2TUbbHI9SCCGEEOLQ1BMsbAciMzCGH03w+L+At1qW5ZmmeQ7hysa3AQ24C7jYsqyxbFDLsnKmaZ4FXAf8EHAIVxT+Sbo3i+mypWxx19CtWKXHxsqZAnREVnFCw5/xssaziGuJORyhEEIIIcT0qSdYuA54l2maX7EsqzxdA7As64ClXSzL6gUun8J5GwmbswkxbfzAxyo9zm+HfsrmynMAaGgclXgxZvIlHBk/ltbIsjkepRBCCCHE9KsnWBgGisBzpml+F9gK7JdabVnWjdM0NiHmVJ/dw4O5u3m0cC8jblhQK64mOTX9l5yWOYeU1jjHIxRCCCGEmFn1BAs37PHvibItA0CCBbFgeYHHc8VH+cPIL9lQfnLs+azewsvTr+KU9NnEVNlmJIQQQoiloZ5g4c9nbBRCzLFhp58nig/wh+FfMuj2AhBRohyXOoUTG8/k8JiJqqhzPEohhBBCiNk15WDBsqzfzeRAhJhtXuDxdPFB/pS7mw2lJ8YSlpuNDk5qOJOT02eRlK1GQgghhFjC6urgLMRiUPZKPFa4j3uGf0G/sxMADZ31yeN5acPpHJM8UVYRhBBCCCGoM1gwTbMNeDtwApAB9r2jCizLOnuaxibEtBpxB3k0fy+/G76NopcDoNlo57T0q3lpw+kktYY5HqEQQgghxPwy5WDBNM31wO+BFPA8cCzwDJAFlgEbga4ZGKMQBy0IArqqG7ln+HaeKjyAVyvgtSp6JC9Pv5KXNJyGpmhzPEohhBBCiPmpnpWFzxA2OjsGyAG9wD9alnWXaZpvAr4IXDr9QxSifrZf4cHcb3kgdxc77W1jzx+TPImTGs9kfeJ4FOWALT6EEEIIIZa0eoKFVwBfsixrk2maTbXnVADLsr5nmuYrgM8Dr5zmMQoxZXl3mMcL93P30E/Je8MAJLVGXpI6ldMz59BstM/xCIUQQgghFo56goU4u7cZVWqf99zk/RBw2XQMSoh6FdwRbhv4Ho/l/4Bf22q0PLqGP8+ez9HJE9EVyeUXQgghhKhXPXdQ24EVAJZllUzT7ANeCtxSO76W3UGEELOi7BX5v8Ef8WDubuygiorK+sTxnND4ZxybfJlUNRJCCCGEOAT1BAu/B14NfLz2+H+B95umaQMa8A/sDhyEmFEVv8S9w3dw7/AdlPwCAOsSL+W1LVfQGlk2x6MTQgghhFgc6gkWvgD8pWmaMcuyKsDVwBp2Bw93A++b5vEJsZcgCHiq+Cdu7buBvDcEwOrYel7b8mZWxFbP8eiEEEIIIRaXejo4PwU8tcfjHHCOaZppwLcsKz8D4xNizLA7wK193+GZ4sMArIoewaubL2Nt/GipbCSEEEIIMQMOOevTsqyR6RiIEBPxA58/jvyKOwZ+QDUoE1XinNtyGSc3/oXkJAghhBBiyu4e2cz3B5/ksqYX8edp2ZEwFXUHC6ZpriNMZm4C9pvOtSzrxmkYlxBAWOXox33X83TxIQCOTZ7EBa1vI603HeArhRBCCCFCFd/l67se5NFSD9XA44b+R3m8tJN3tZ9ETD34ufMgCKgELjmvStl3KfkOOa/CsFuh7LtUA5ftSh+NGBwVHLUgd0LU08F5FfDfwOmMEyTUBIAEC2LKruu6mgFnFw1ahozeTIvRQZPRTqOe4fnSkzyWvw8Pl7ia5PVt7+RFqZfN9ZCFEEIIsYB0VUf4XM+9jHgVnMAHoBp4PFzawfu33ck/tJ9MoxbDCTzcwKcaeAy5ZUq+Q6UWABR9m7xnU/IdCp5NzqtQ8V3KvouLP/kAapsgLvMdUlpkhr/b6VdPKPV14ETCJObfAUMzMiKxpGT0FrZXN1PxS/Q5O9hQfhIVjQCfgACAiBLj3Ss+IVWOhBBCCDEmCALKgUveq1LxXYq+Q9V3cQKPauDVbu5tbh18btwbeifwGXDLfHT7bw9pHIaiktZiJFSDhGrQoEXJaDESmkFU0cj3D7E8iC/IQAHqCxbOAP7dsqzrZmowYul5ReZcNpSexA52t+gYbaoGoKHz8vQrJVAQQgghFiE38Bl0y9iBR9V3sQOPvFdlxKuOPbYDj6LnUPYdir7DkFtmyCtT8Gy82sTioVCANiNJRNEwah9ZPUZSjRBTdRKqQVw1aNAipNQICdUgrcWIqzpx1SCiapO+vtVnHfIY51I9wUIR2DlTAxFL0+rYOuJqAtsbv5+foRqc3XTxLI9KCCGEmN/mc6KuX9vHX/VdqrUgoOQ7DLsVet0ig245vOF3y2yzR6gG3oFfdAIRRaNRixJXdRK1m/uIomIoGiktQlKN8EhxB1vtievxvDy1kvd0nHLQY1js6gkWfgScD3x1hsYiliBFUTg9cy53DvwAD3evYxElyjlNf0VMjc/R6IQQQoj5ZaYSdUf5QbDXLH818Gp78x3KvkvOqzDiVSl4Nnm/StGzqfge1cAd2+df781/kxYPb/JVjaiik9IipLUoMSV8zlA0kqpBQo2Q0AyyWoyMHqNBjR5wVh8gq8f4Xv8T2OOMK6JorIu31jXepWbC36paQvOe/hP4L9M0f0QYMGwB9vupW5a1bToHKBa/uJrYL1AASGgpXpY+aw5GJIQQQsw/B0rU/fu2k8noMaq1pFsvCPACH48wABhyy+Rq+/vLvsOAW6LkOziBjxN4FDyboQlW+uuhAFFFJ6pqRBSNuGoQV3UatShtRopmPU5Gi5PRYywzGsjosUO+5mRWR7NoE9Tm0VBYE83O6PUXuslC0C2w30YwBTgBmGxfyIFDPCFqHsv/gZ/237Df8xElykWtb0dT5NdJCCHE4uUGflhtx7PH9udXfY9KbYZ+dGZ/Kom6H9/x22kZU0TRiCoahqoRU3Riqj62Pz+lRsZm9VNahKQWIV5bAchqcRKaQUzRUedRidDDIhk0Rd3/rhbQFJVVkfTsD2oBmSxY+Djj/liFOHS2X+G2/u/xx9yvAVifOIGN5aewgyoKCu2RlaxLvHSORymEEEKMzw38cCuOVyXnVXECf+/Z+yCsymP7YTlO+Y9D2QAAIABJREFUF58hNYeNh9LVtXsfv1eZtpstBWjVkyRUA01RUBUVHQVNUTEUlYweJ6PFiKk6MUWnSQ8r9EQUDV1RSaoRsnosvLFeRCKqxrfWXDDXw1iwJgwWLMv66CyOQywRfuBz7/Ad3D38U4peDl0xeG3Lmzm54Ww+s/Xd2F4VXTG4uO3tC7JxiRBCiPrMRaJuxXcZdMuUa1twyr7DkFep7b93cWvbclzCgKBau+m3A5dhr0LBsyn6Tv0XHv3fWrW411OjFXZiqo6hhFt3EqpOVNXDWX5VJ6kaPCyJumIOHHomjBBT5AUuP9z1NR4r3AfAqugRXND6NlbG1gJweuZcbh+4ifWJ41kenV+VHYQQQkyvQ0nUdQKPAbdM2XOoBGEirhv4tZt8n4JXpeiHpTaHvQp5r8qQW2Gk1kjrUKrvjFKABi1KSg2TcSOqhq5oZLRYmJxbu9EPZ+01DEVl144eIqiYh60homjEVJ2sHkef4kx+ZhEl6nrFAoUHH8AbGUZLZ0iddDJaMjXXwxLjqKeD88eBCyzLevEExx8HfmxZ1sena3Bi8XADl1t6v8VjhfuIKFHe2P5ujkmeuNfqwYmNZ/Bs8RHOa71iDkcqhBBipnVVR/hszz1j23cgTNR9qLid92zp49zMkQTAoFum6NuMeFWKfjjrX/BsCr59SNfXUWnS4yQ1A6O2Pz+rx0mpEeKqgV7btqMr2tiMfzjDH5bpHA0S6t2Xb1ECYG2s6aDGvRgSdYMgYPCWmxm+4zZQVYJqFSUapf+mG8iccx5NF10673cWBK6LXy4ReD74HoEXfuD7BJ6LX6kQOE74nOtC1zZIZ8E053roB6WelYXXAb+Y5PgdwCWEuQ5CjBl0erlp53V0VTeiovHWzn/hiMSx+52X1Bp414pr5mCEQgghpoMX+Ix4VYbcMsNehZLvsMPOs8spjD1f8G1yXnXcr3cJyPlVfjD41KTXUVHC/fZqhKg62khLHZvBH+2iG1N10lqUtBYjpUVo1ZNEa0m78/2GdDyLIVF38JabGb7zFwTO7m1cQTX8fRi+M7zNbL74DdN+3cBx8PI53OFhvEIeL58jqFbwS2W8Qj68uXfs8LPr4tce+8UigW0TeC6B4+BXq/jFQl3X1oBAUfFOOBEttfBWT+oJFg4HNkxyfGPtHCHGbCw9zX/v/CIlP09Gb+byjvdyWOzIuR6WEEKIKSj5Tji779mUfIddTpGcVyHnVel3S2N19e3anv5K4E5Lsm5U0fiL9Fpa9QRJLUJjbSY/rhoka4HAfKq2M1sWeqKuVywwfMdtewUKewpsm+E7biPzqvPQkkkC3w9v2EslvEIev1TCr1bwRkbwCoXw5r1cwi8Vw5v4Unhj7ztOGAiUy2NBgF+pQDBNqeSKgppIoGg6aBqKqqJoGqgaiqaixuMouhEe03WK5TJBSxtqIjE9159l9QQLVaBzkuOdjNN3QSxdf8rdxU96v42Ph5l4CZe1v5uEtvAiaiGEWGz8IGDEq7C1OjK2p7/g2wy6ZXJehV1O2GV3vL3xB9KoRWnS4mT1GHHVoNVIhrX0tRhNepwGLcp3+h7hT8XtE77GCcllXNEy7q5nMc8FQUBQKeNXKuGNfaGANzyM07eL8jNPEfj7l37d6+sdh83v+dvwxv4A59ZLa0yjZ7OoqQa0hkbUWBw1GkVrbESJRFCMCIquo0QiqIaBYhio8QRKJIpi6Ci6gRqJoqZSKOrUK0ZZlgVQ19fMJ/UECw8AV5imea1lWaU9D5immQLeDDw4nYMTC5MXePy493oeyv8WgDMyr+Wc5stQF1kpNiGEmI8qvstOp8CgW6bgVcl7NkNemR6nwLBbZrC2RWgqc6yje/kb1Agx1aDNSJLRYjRqUbJ6nBY9QVIziCq1ZF5Vm1Ky7rGJNh4r7VwUibqLUeB5uIMDuMND+MVCuHUnN0JgV/GrVYJq+Hl0Nt8bGcYvl/Ftm8CuHvpNvrf790IxDNREEi2ZQk0mUaJRtFQKLZ1BNSIosVh4LBoNZ/sj0fBmPxJFjcXGggA1EkExjEP8ySxN9QQLnwF+AzxgmuZngdENhS8CPgAcBvzN9A5PLDRu4PD9nV/hyeID6IrBec1v4tTMq+Z6WEIIMeNmugSoG/iM1Gb9e51CbUtQlZxXYaRW6z9fqwI0FQ1qhGWRBtqMFCk1QoMWIa3FxoKAViMxY3v7F0Oi7qj5UtVnbD99tRLezNtVvJERnL5evNwIfrEYHrOr+LYDnrs7Mbf22S+X8fI5/FLxkLbsKNHo2Ky9mkyhNaYx2tpw+vsoPfE4eO7EXxuJ0HzpX5E+8y/CbTxLcLvZfDPlYMGyrN+bpvkm4GvAjXscUoBh4M2WZd09zeMTC0i/vZP/2fUluqubiKkJ3t75AQ6LHzXXwxJCiBl1SCVA8el3SuS9KiNelX63SL7W6Gu0m2/eq7LLKbLTKeBPYT1AR6XNSNJqJGhQw8o9DVqEZZFGmrQ4GT3cDjTVcp0zYTEk6s5GVZ8gCMLE3JFhnP6+cAa/VMIrFfHzeZy+XpxdPTh9vQT2oVWI2peWyaI3NaOlGtAaGtAyWdRoDDUaQYnGUKPR8HM8jt6YRk2majP64Vae8XjFAlveeyWT7m4LAhpe/ooJX0PMvrreCcuyfmia5i+AVwKjWaobgF9ZllVfarhYVLoqG7l+xyep+GWyegtv6fxnlkUPn+thCSHEjOqqjvC5nnsZ8Sp7lQB9uLiDf9p6B5e3HEdE0Sj5LnmvynCt8deQV2azOkhOcWDr5JV/RilAWovSoifpMFJ0GCnSepTG2ragdK2kZ4MamfezsQs9URemXtUn8P1aEm4J+nrBcylrCu5AP+7gIH5lNAk3TMr1ioVwC9DQEF4hH5benApNQ42G225Gb+S1hgaMlla0TBYtkQy35URjKIYR7s3XtLEkXEVVUWIx9IZ0uN1H06b9Z6YlU2TOOS/8uY0T3CiRKJlXn4uWTE77tcXBqztsqwUFt8zAWMQC9VzxUf5n15ep+GWOTp7AG9r+jrgmf+hCiMXHDfxaVaACI26F63b9cSxI2JODz5BX4Su7/jTxiymgBQqNejSs9qNFadUTNGjh46iqE63V+W8zwgAheoCVCjFzwpv+MoFdxR0eZuj2n094Ix/YNkM/u4WRu34dltmsbekZvf2eOLV7HLqO3tiI3tSCnm1CTSRQk0m0RAq9rQ2jrR2jrSOswDPPg0SAposuBdi9ImPbKJEI+D6ZV587dlzMH/JfHXFIfjX4Y341+CMAXpR8GX/V8R40RX6thBALT8V3GXBL9DpF+twSZd+h5DmMeBWGvAo9dp4+t1hXaVAdlRcnO0jUSn426wkSqkFai2JvHyBLhPWr183Y9yTGFzgObm4Et7+vlrBbwd7ejZsbCctzVirhLH8uLNHpVysElUrd1/ELeQDUeBw1nsBRVNA1YskUejqN3tIW3uSPVt+JRtGS4bYfo70DNZlCjUSm+9ufU4qi0HzxG8i86jX75HqcMisrCqXC0/Ru+xptq64kkTpmxq+3GEx4V2ea5hPAp4AfWZY1pbR20zRV4FLgg5ZlHTc9QxTz1T3Dt/OrwR+hoPDq5jdyRua1UvFICDFv+UHAoFumzw3Lgg66ZXY4ebqrI+x0CuSn0BVYAVJqhKweo01P0m3n2OUWJzz/ZanlvKfjlHGPWcyv3bvzJVF3KgLXDRNxa5V5vGIet78f364SuB6B64Drhgm/lXJ4Ti6HOxJW9fFGhuu/qKKMbeMJbDtMAj6AzDmvpfl1bxjbfz9aQnPlAu3kO520ZIr0mWfP6jVLhafp2fQ5gsCmZ9Pn6FxzlQQMUzDZFPDPgW8DXzJN83+B/wP+ZFlWz54nmaa5DDgJeBVhl+cEcN3MDFfMFw/lfsfP+8M899e3vZOTGs+c2wEJIZakIAgo+g69TpF+N0wUrvguBd9mwC0x6JYZ8SoUvLBrsDfJuoCGQouRoE1P0mIka03AdBq12Fhw0Blp2Csx+P9GXuB7/U8s6BKgs5GoO+G1PW+s/KZfLhFU7bA2f7EQJvIOD+EODeLlcviVctiMK58L9/IfSoMtTUNLNaC3tKLGYqixGHpLK0ZrG2o8EX7Eds/yK7F4GCjU6uSP/PY39H//xrEchfEo0ShGe4ck6s4TewYKgAQMdZjwN9iyrA+Zpvll4B+BtwBXAoFpmjYwVDstC0QIJ1t6gOuBr1iWtXNGRy3m1FOFB/nf3m8AcF7LFRIoCCFmlBf47HKKdNs5tts5epw8O50C/U6JnFfFZeo13dNalDY9SZOeIKvH6DAaWBlpZHmkkQYtElboqcNiKAE61UTdyYzu53f7+3AG+glsm8B1CFwHv1DEHRkKb/RLxbEgwCvkD76Cj6qiNTTWSnTGUBNJjOYW1Hgc9LB5lqLrY3X41VgsrOqTyaKlUuhNzYfUICt10sn033TD5Cf5PqmTxl9VErNr30Bh1MEEDEEQEPhVPK+A75UhcAnwCAIPgvBzEDh4zjC+X8FzcyjOTlBagIW5ojRpuFu76b/aNM0PA6cCpwHrgZbaKX3As8A9wB+nul1JLFwvlJ7ipp3X4eNzdvZi/izzmrkekhBigQuCgJxXZYeTZ8gtM+CW6a4FBcNuhQG3NOmKQFzVadYTtOtJGrQocdUgoRo0Gwmytb4BKTVCoxYlok5vhZeFXgLUKxYYvuO2vQKFPQW2zdAvfoYSiYIfhLP+I8N4uRxefqRWlz8fJvEeDEUJq/Ykwj39SjQ61iFXjSfQ0xn0bFPYgCseR2tsRGsIP2aiWs9USVWfhWOiQGFUENjs2PQZMi3noGoJfL+C7+bxvAKBX8X3q/heCd+vEPgVfK9MEEytl8mo0bDUcy9E0+fn1r7JTGltzLIsjzAguGdmhyPms+7KJm7ouRYPl1PTf8lfNl0y10MSQsyA6W4u5gU+ec9mxKvQ75bYVBkKk4bdMtvsEfKeTSWYvDxki55geaSRFZFGlhkNdBgpWo0k6VrVoLkyH0uABkEQ7qkvl/FGhnGHBsb29rvDQ+GWnnIJd2gQZ2fPhIHCGM9j8H9/cMDrKrEYelMzRksbaixam903UBMJtHQGPZ1BTSVRY3H0TBYtnQ677S6ACj7jmeuqPks1UTcIgnDm3h0h8KsEgVubzXfxvTK+l8d1BvG9MnZlB8XcQ3Cg1cfAZbjv51Meg6IYqFoKVUugKAaKooKioYx96Gh6GlVLoGkp+gfyBErLggwUQKohiSkadHr5Ts/nsIMKL0mdxvktb12w/4EXQoyv3uZifhCM9Q7oc4rscPIMumUKnk3Btxlyy/Q6RcoHCAQgXB3oNBpoM5JktBjLIo0sNxrGuglP94rAQhF21Q2r8/jFcDuPXyjiV0p4pRLO9m6qW7fg5XPhth/HDZN7p1l0zVri649FjUbDG//Gxtpsf62MZ6rhkLb1LERzWdVnsSTq+l4lnMn3yzjVnfheiSBwCHx794y+V8Lz8njuCK7dj+P0M3lXt4OnqHGybeejaSk0vQFFjaKqUVQtiapGUdQYqhZHUerrZdI3Ys3IeGeLBAvigMpekW/t+AwFb4Qj4sdyafuVUvVIiEVmouZiDxV38J4tt3N2eg1O4DHoltnpFOhzihR8e0plREcrCKX1GFktzuHRDC16ggYtwmHRDBktRkI1lsQEROB5uIMD2Nu7UJ58Esol+h55gKBaJbBtvFIJb2QId3gYv1ScNIF2MmMz+qkG9ObmsDynEdk9wx+Po2WylJ9/jpH/u33S3AElGqXxz86a9co1C8VsV/WZzUTdcBbfDm/Y3VztIx9uwwk8Avzde/UJwpt8r0DgO7UZfzd8LnBqzzm11wv38vte/uAGpmhoWgOqlhybyVcUDUWNoekN6EYWVUviOkPkBu+GKUxYKEqEztX/vCCDrpm2YIIF0zQvBD5AmDNhAw8CH7Ys65F9zjsb+CxwLGFOxfXAp2tbqUSdgiDgp/030O/00B5ZwRUd70OXPgpCLAoV36XHzjPsVfjCzvvHrejj4pPzq9wy9Oy4r5FUDbJ6nGY9wTKjYSwISGoRMlqMdiNFQjVQl0Ag4Fer2Nu7cXp3hvv4yyWcXTuxd/bgDg7gFwt73ZSPTrmMTPaiijJWmUdNpNDSabRUQ/hcIo7e1EzsCBM9kw278o525p3iLH9s7RGM/PIXB/jGJFF3vjjYRN0g8PHccHbesXfV9t6HN+yel8dzhnHdEXyvWJvZD2/2fb9M4B9cwDoV4XaeBIoaxYi0oumN4ay9aoQz+moCVYujail0I4NmZDEi7ajq1HtPpDKnTJqzEI4jsmBXZ2bDgrjrM03zVcBPgO8D1wBJwsDhN6ZpHmdZVlftvBOB24EfA1cRBgyfA2LAh+Zg6AvenYM/4JH8PeiKweXt/0hcS8z1kIQQUzDaU2CnU2BLdYgdtWThsu+S8yrkvOqU+gqMiik6F2bX0aTHaa11E27UonVXD5oNM9UvIPD9cFWgayvV7i6cnT14hQJeIY/b14uXm/S2P6QoaI1pIitWUozGIZmkddly1Gg0bMwVT6Cl0+Ge/mQKJRqd0e09kqi7cJTyT9Gz+fOTJ+pu/BSR2CpU1SAIHHzfxvfKeF7uoLfujN7Qa3oDqtYQflZjoKgo7N6rD2ptr35DuI9f1Wsz/hEUNbLHcwaqFkfTkmh6JtzvP4MSqWPoXHPVhAGDBAoHtiCCBeBNwFbgitGKS6ZpPlx77jXA12vn/StgAW+qnXeXaZop4BrTNP/DsqyB2R/6wrWx/Ax3D/0UFZU3d7yPjujKuR6SEEteEASUA5dhN0wQHvbCakH9bolht0LBt+lzigy4ZfwDbBLSUOiMNNCsx+mq5hj0yhOee3yykwub1k/3tzOtpqNfQOD7+MUC7uAgpScfp/zcM2FX30ION5cDd5LtDJpGpL0To3MZejqDEothtLQSWbYcvbllrNTn6BhGG3Rl57hB11wm6i7JJN3AwbF7caq9tVl+u5awm8d1BsIkXb88VoEnTNotAwfeSgM+dmXLuEdULYWmpTCinahaAlWNoumNaHoDmp4OP7RU7cZeR1GNcI++Gl/wWwQnChgkUJiahRIsGEBhn9KsudpnFcA0zQjwSuAT+5x3E2En6r8kXJkQU1DyCvxw11cBOCt7EeuSL53jEQmxuFXx6HWK5L1qmCRcayrW75Qo+jYFzyHvV+l3SgesHDQqrUVpM1IcFkmzIpKmRY8TVXUatShpLUajFh3bHrQYmotNtV9AEAR4+RxuXy/u4CDV7m3Y27ZQ7dqGOzQI3sQzsKOrApGVq4h0Lg/LeKZS6M0th1y7f67MVaLuQk3SdZ1BqqVNYcUdv4znlfCcQTyvROCV8bxibQ+/B0G4pz/Ah8BDdcso2Gwdf1fftNH0NJ2rP4Ci6qhqHE1vrGvrzmK0b8AggcLUKcGhdEAETNM8k7A5228sy8od4PSDvcYrgTsItxZ9h3Ab0meBs4DjLMvqN01zPfAMcJFlWbfu8/VF4D8sy/pIPdd9+OGHh4F0KjX7pa5KpRIAicTcbPu5S7mZzerTtAbLOc9/OypLsxLJbJvr913MrCoefVTZpVTop8Kw4lDGpS+oUFCnvkXACBRSGDRikEQnHYT/TgcGMTQaMGgigs7Ub1y7KXGjuomqsn+JwWig8mZ/DSuYx7+X5TLqV65FmWTmP1AUyDZDbnjy86IxSDUQtHcQmOshnYV4uGUIY/puuJb037u3GdW5CYU9AjsMfONy0A69XO8BBS5gQ1CqfS6jUIBg94dCFYIKUJvVDxygisJBNpIbvXSggpICJU2gNIMSAQxQoqBkCIgBEVBiQDQ87u9AdW7e6+c14evP5s9xIfI2ozq34BsXzdrPaK7/1guFAsDICSeckDmYr5/yyoJpmh8DXmFZ1ll7PHcbcA61Ds6maZ5qWdbWgxnIZCzL+pVpmhcB3wOurT29FTjbsqz+2uPRNpnD47zEENA03eNarJ5XHmWz+jRGEOFM//USKAgxRR4BJVzyOAwoVXZSYVCxGcYmj0MBl2C81XwFtEAhhU6idrOfCHQa0EkTIRnoxNBIoJHGID4Di8LtxFAn6ESsotBObNqveUjsKuRzkMuhVMrw7FPgT15LXQkCGAz/lxFEY5DNhkFBSxu0dRC0t0OmCfSFsui+QI0TKAAoOKjOTfhM4UY38AGn9uHW9uN7hPX0XQgqKBQhyIc3/MEICiUIihAMoVA56OEHREBdSaBkgFjtZj9NoMTZfZMf7uEf+1DCz6WyA0RJxOtcsdGOwufycX9ue49NAoUD0lbja++b61EsKPX8F/ES4M7RB6ZpngecS5hA/DjwJeAjwDumc4C1a50C3Ei4jehHQAr4f8DttQClZ7qvOUrTNMw52E86upd1tq+9s9rF/d2/gAAuav9rTmx8+axef6mbq/d9MZuOBmN+EDDsVch7VUq+w3Y7R69TpBK4lDyHXW6RQbfEoFueNEtgNEfg8EiGZZEG2mtJwrmunTQRZb257uC+yWnyXeZPToI7PIzb34dfKePlclQ2b8Tu3hYmEw8P4ecPruRi4xln0XLZm1Fjcx/8LMW/93Dr0f8QTHDDq+CguzeRyb4GVUvhuUM4dj++m69V6ynUOuge2uw+qLUk2xSKGkfTEmhGBk1Po+sZNCNda7o1ek4UVY2gqjGUQ9jDf2jvuUmpsHLSRN1lsq1mXprrv/XHHnsMb5LtlQdST7CwgjB5eNRFwEbLsq4GME1zHfDWgx7J5L4MPGBZ1rtGnzBN827C1YX3A/9MuHoAMN4SSxYYnKGxLRqOb/M/u76EGzic2HAGJzaeOddDEuKg1dNgzA8C+t0SQ26ZAbfENnuEXqfIoFumvxYEHChZGMIl1gY1QkaP0WE0sCLSyPJII616gmY9QUaPoY9T+cMad0F08Qp8P2wyVi7h9vdhb+/C2bULr1SsVRvadsDKQopuoGWzGM0tqKkUfqFAecPz4E28vUiJRomuXjsvAoWlJggCSrlH2bn1C2GN/knPdRjqvXXSc0AZa5gVVtzRa1V5wn+H1Xsax+rt60bTWAKvEW1H1RoWZNKuJOqKuVBPsKDAXv+3PBu4bY/H24D26RjUOI4BvrjnE5Zl5UzTfAE4svbURsL+C0cDY/+VMU3zMCABzHA60cJ3z/Dt7LS7aDE6uKD1bXM9HCEO2kQNxh4u7eC9W+/gNZkjKfkuW6vDbLNHphQMhEnBURK1vgKHRTLEVZ24atCiJ2gxwoBgvGBgqQmCAG94CHdwAHdgAKe/Fy+Xw+nvxdmxA6d31wG7DKvxOEZ7Z62xWAqjvZPYkUehpzNo6QxaY3qvZGKvWGDLe6+cvDqk9As4ZEEQ4Hv5Wn3+Ep47HDbp8m0C38Z1BvC8Qth91w3P8/3SWNJvPRQ1RrbtQoxIW61iT2MtUTeOokYX5M3+dJBEXTHb6gkWNhJWG/pmbVvQSuD/9ji+nAP0ljkEW4AT9nzCNM1G4AjgPgDLsmzTNH8FvME0zc/uURHpMsIgYs+xin3k3WHuGgpjrIta305UlZk3sbAEQUDetxlyy1zTfRfVcW5MnMBn2Ktw08CT+x1La1Fa9SRNepxOo4HlkUaa9DgteoImPU5EldydUV6xgNO7K1wZGBzEy43gl4q4IyNhE7LuLvxScdLXUGIx1FgcPdtEZPkKIp3LUFMN6LVqQ3pLa103g3PdL2AhlgD1vRKuM4zrDuE5I2M3/mNlO71iWLrTr9Y685bw3JEDrgxMTGdq5T9Hu+n+y4L5Wc620YBhof3OiYWpnmDha8DXTNN8gjBQ2Ab8co/jpwFPTePY9vQV4D9N0/wm8L+EOQvvB+LAN/Y47+PAvcCNpml+m7Ap2zXAF/ZIhBbj+OXgzdhBhaOTJ3Bk4kVzPRwhJuQGPl32CF3VHDucHDvsPANumV1OgcIUm4xFFI1zMkdyWCTDYdE07UZKVgRqgiAgqFbDgGBnD3bPdrx82HRstBFZYB+4o6uaTGG0tqFns+ht7egNafTmZozOZUTaO1Hj8Wkf+1z1C5gvJUCDwCPwq/h+Bc8t4nsFXGcAu9qDa/fhOkPhDX9tZSDwDy7JV1UTtT39yd2z/UoURY2gG9mwKddoHoCeCWv6awlUNTJhB+I9yUz51CRSx3D40V+Z62GIJWDKwYJlWd8wTdMGXgs8BHzWsqwqgGmaTUAr8NUZGWUYqFSAdxOuFJSBx4AzLcsa215kWdafTNN8DfAZwlKr/YQJ2J+coXEtCi+UnuLB3N2oqJzbfPlcD0cIYPdKQbedY0t1mG3VYbZUh+myR/Am2DIUV3SajQQFz2bYm/hG6MTkMi5rXhhB8Ux0Iw58H2dnD05/L+7AAPb2bpy+XXjDQ9g9Bw4GFMPA6FiGlkyiZTLo6Wy4XaihEaOtjciKVWjpzKxvE5mLfgH73vweasDgecXatp7wpj/YoymX5+Vw7L7aDH8e3yvUVgKqBH6l7hl/RYmgGemx/fy6Hib4qlp8jxv8+B7JvfFaF9+DL/8o3XSFWHjqqg9nWdZ3ge+O8/wg+2wTmk6WZQWE/RW+M4VzfwX8aqbGstj4gc9P+28gIODs7MW0RZbN9ZDEEuMFPjudAl32CNvtPNuqI+xyC/TY+XG3EgF0GikOi2bGtgu16glajSRZLYaiKIuiwdi0dCN2XbxSES+fw966lcrWTVS3bKa6dTNBZeJgSjEM1EQSo609bDyWzaJns0RWrCKybAVqfH53dNWSKdJnnj3j15lolny8gCEIAjx3mGp5M54bzvgrzgaUoEzXBjvcBuQVCfyJu2gf2O6k37BbbxLNyBCJdqJHWtGNFjQ9VUv+TaOqiTl5HyVJV4iFpe5i0qZpNgCnAG3Ary3L2jXtoxKzZkPpCXbZ3aT1Js5qumiuhyMWsR47zw4nz5BbocfJ023nGHBL7HIKY0nI+4orOssiDayKZjgskuHwaLhtKK4ak15rdTTc5Tg4AAAgAElEQVSLNkHPAA2FNdHsuMfmk6l0I86edxHe8CBeoYBfKuFXKrhDA9hdXVS3baHatXXCbsR6UxNG53L0TJbI8hXhSkFjYxgczGDX3sXiQNtpgsBmx8ZPE4mtAjxcZwDf2zuPY3TjW7W0+zlFjdZu5GO7Z/RrM/yqlsKItqFpqdoWoAY0rTE8T4uhKJF5HcTtSZJ0hVg46goWTNN8P/BRwg7KAWHC8y7TNFsJcxjea1nWNyZ+BTHf3DNyBwCnpl+FrkgjInHoRrcPvVAZZFN1kG47x9OlXvKT5BO06AlWRdJ0GCnWxLK0Gyk6jQZS2sF1yz0skkFTVMbbraQpKqsi6YN63dniFvIM33HbXoHCngLbZuhntzD0s1sO+FpqqgEtmSSybAXR1WuIHr6a6OFr0Bvn989gvgmCINz/X95KYeRB8kO/J2wANhkPu7J57JGixonFV6MZTWh6A0PDGihxVh52LLqeRdWTczbbPxckSVeIhaGeDs5vBf4N+DFwO/Dt0WOWZfWZpvlz4GL2TjgW89guezvPlx7HUCKc3DjzS/Zi8Sl6Nj1OgR4nz9ZaTsHW6vC4gUFK/f/svXl4JHd57/upvao3dWuXZl97Fu/jDTCxY4MDxOwkkBAIJyQh5JCbE+4Nee5DtnNvzuGQ5OSEHHKBhCQkhCUQwmZsQsBgG2O8MbbHM+Maz2g2jXapu9Vb7XX/qJZmkzTSTGud+jxPP5Kqqrte7e/7+73v96uyTc+RlQy6lRTr1QydSpIOOUlCmnunYKGoosSnt76xqa95pYRBgFeYwBsbxa9WI/WgYgF/YgJhcAChXueU7xLUaviTpVkLhfMQBOTWNqR0BtEwEI0EUjqNun4D6vqN6Ju3Lsog8VrG96s4Vj/1ykEcqz8aDPaK+G7xslWAJDnLxvyfXqTtP1GJrIuM5NVjynYh8ZBuTMzKZyFLyb8DPGia5s/l8/m2Gc7vB36zOWHFLAWPFaNdhX3pnyIhXdnAZMzap+DV6bMLHLcLHLcKHLeLTPgz91cbgswGrYW83s56NcNWLcd6NbMmV0zDIIhagGwLv1zGHRrAPn0Kd2gAb2KcoFpttAnNLiU61Y6yUE/a3BvfStub3nbZsV/NhGGIaw9i1/uoVw5i1Y7juaMXtQqdiyRnUPVNiFKC6uTT8/INEASVrk2/hSRnmhl+TExMzJKxkGJhJ5Eq0WyMEikixawCan6FZ8qPAPCK7GuXOZqYlUYYhgy6FUxrjBfrY5jWGENu5aLrNEGiU0nSo6TZqLWwWcuxWc3SJq/sAdiFEjhOpB40Ohw5Dg8P4Y4M442N4Y2NXtJgbAop04LS2YWYTEVKQpkMcls7I5MVQsNg8969iIkklWeeYuLfvjSnKpGgacjZlT97sVIIwwDPGaFefZF65RD1ykE8d/yi6wRBRdG60ZM70RPbUdSuhmJQG6KoTV8XS4DGxMRcLSykWKgC6TnObwUu/ssbsyJ5tPgAbuiw07iOLnXdcocTs4yUfZtBp8KIV2HQiVSJTGuMkn9+oqoLMtv0HJu1HFu1HFu0HN1KCnGNFAWBbeNNjOP0n8I+fQrnTD/exBheoYBfKkI4u8OzmEgi6lqkINTVjdq7HnXdBpT2DsRUVBiIydR5jsPnMmxG7Sjapi0AZF55JxNf+eIlAo7diGci8Os49gB27Ri1ygt4zji+V8Rzi8D5OwGilEZPbEdP7iCRuhZZ7UCSMwjz8NyIJUBjYmKuFhZSLDwKvDOfz//5hScabUnv5XyTtpgVSsWf5JFipKbyqta3LnM0MUtFGIacckr8uNJPn12g4ttYgceAW57RtaBF0sjr7ewy2tmld7BJa4mGhlc5geNgvWTiDPTjDg7ijAzhDg/hjY3OXhCIIkpXD0pXN3JbG2pXN0pXD3JbO0pHJ6LeXMfz5XYjXk34XoV65QVqlRew6yexa8eYbfBYknPoiW0YqT0Yqb2o+oZ5FQazEUuAxsTEXA0spFj4Y+Ax4BHgc41jt+fz+euBDxK5KcfmZ6uApycfxg1t8okb2GxcvYN1q5Hvl47zhYkD/ELrtfx0y5Y5r/XCgInGnMGh+gj7q4OMerWLrpMQ2KRl6VSSdCspupUUO/V2epTUqm4lCiwLd2QYp/801vFjUdvQ+Cju0NDMbUOShJxrjVSDNm5EXbcBuaMTOdeK3JJFkJdWLWy53IhXKr5fpV5+Ac8do1Y+gGMPEAYWvlfmfNkrEVXfgKJ2k8zciKKvQ5ZzSEoWUbw8da25iCVAY2Ji1joLcXB+Lp/P3wv8LWedmqeKAxP4OdM0jzQ5vpgmE4QBT0x+F4CXtbx6maOJmS9W4PHJ4afYXxvEDn0+M7af52pD/EbXLehi9Gs84dXpsyY4Zhc4Zk3wkjVOPfTOe50WSWNfspfrEt20ywlUQaJdSZC4hG9Bs1gMN2KvMIF94jju2AjOmTM4g2fwxkbxxsdmfY62aTPapi1Rq1BnZ7Rr0NGJoCzN12E+LIcb8bnUKgeXTdIyDFxs6zR2vQ+71odrD1GvHYELfp4BECSMRB4jfR16cgeavglJXlrBhlgCNCYmZi2zUAfnHwF78/n8dUAeEICjwP6Gy3LMCudo/QXG3WGychu7Ejcudzgx8+C0XeKjgz+k5FvT5mV26PN09Qy/eWKYzVqWQadMwb/YkTcn6fSqGfYYHew1Otmhty5LK1FT3Ih9H/vkCdzhQZwzp6O5gtMn8SYmZn6CJKF0daN0dqNv3Y7a04vc1o7a07uq5ESXyo34XM4d3r3QibjZhGGAUz+JVT+GXeuLCgTr9AxKQwJ6cjeavgHV2ISR2o0oJpCkFIK4/B4xsQRoTEzMWuWy/sKapvk88HyTY4lZAp6cfAiAWzN3I66B/vO1ThiG/GH/QxftEAB4hHiBy6H6KAAJUWGrlmOb1spWPXrbriSWOuQZmY8bcdtb3h4dD0O80RGcoUG88TG8YgF3cID6i4fwJ0sXvbZoJNA2bUbp6UXt6UXpWYfS0YHS0YUgSUvw2a0tLlT5aVbBEIYBnjuBaw/g2AO41iCuM4JjnZpBlUhA0XrRjC3oia0o2jo0YwuyEhvJxcTEnM/pgs3Xny1wcsLhz966cdniCMOQqh1QcQL8ICQIQ4IA/DCkfxJamjvatqRcVrGQz+eTQCvRzsJ5mKZ56kqDilkcnMDmcPUnANycuWt5g4mZlXFsHir1cag+yqH66IyFwrlkRJU/Xn/3ilUm8quVS7sR3/8N/LoFrkv9xYO4Q4MzXiu3taNt3orauw5t4ybU9RtRurpnVRmKWRizyYEupGDwvUlcZ4Ra+QVcexDXGSbwKnhekcC/WH4XQFba0JN59MR2NGMLmrEZUVo9uz8xMTFLSxiGPH+mzlf2T3B8zG4k5wt/DT8ALwjx/JCaG2A1Ho4f4vohrhdieQGWG2J7ATUnoFDzmKz7VJ2AqhNQdwKcxjl/1hgkZCHkUzt9ktrqW8RaiIOzCnwYeB9z+ymsvq/CVcLB6tO4ocNGbTtZeSZfvZjlYtSt8kj5JI+JfQwI9ci1pIGMgDejXlHENYkuetW5VI2Xl8qTP2aGdYXzCXwm/+PB6Q/FdBpt/Ubk9o5owLitHWP7TpSe3rgwWCQu5RsQFQz/g2znG5HkNL5bwHML+F6RILAJAwvXGSfwy7PeQ5TSqPo6VK0XRetF0bpR1I4rViWKiVntrJTV8aUkDEPCEPwQ/CCMHo33XT9K4F0/StY9P8QLwPECXhio8aO+CpYT4l5QIXzhqbHGc8H1Qyq2T6nuU7H96QLAa7ymP7No2hWRUEWSqogsCUiCgCiCJAg4jkVHIsRQV+ffuYXsLPwlUaHwDeBhoLAoEcUsGk+UosHmfZk7lzmSmCAMebY2xI8qp+izCgy4jQRLAD0UuS7Vwx6jk71GB4fqo3xu/HmcGdxiVUFil7FyvBDDMMQdHsLuO4p1og/7RB/WsaPgX9rp1thzDal9t6J0dWPs3hu3EC0h8zEYAwhDl8Lwv855jSAaKGoHmrEZPbkzMjWTs4iSgay0xkVBTEyDZqyOLxZTCbvTWFm33YCS5VOs+dTdaCXdO2dV3gtCbC/EcgPsxkr81HEviFbwHS/A8kJcP8Dxotdu9qf79eeKC7peEkEWBWRRQFdEDFVElwU0WUSRBBRJQFNEDEVAlaNz2YRMLiGRUCWS6tRzRPTGNTNhNrx0VuLu/3xYSLHwduAfTdP8lcUKJmbxGHUG6bMOowoaN6ZfsdzhXHWEYchpZ5ID9WFerI/yYn2McnA2MdMEiX3JXjaVRLaQ4rqePdPnrNBDmmVlXkJgq7Y8Lr6h5+GcOY3Vdwzr6BHsUydxR4amZxEWgqBppG592ZIP8l7NhGGI547j1E8wfOr/u2ShcC6CqJPruA9JaUVWsoiigSCqyEoOSc7GBUFMzBy4AXzfnOQr+yeoWD6Wd+mU2fNDnKnku/HW9c8+qnaUxE8l+HU3OO86LzjbPx80Vu+n3npByGTdp2IHFGseFSeYy4OyqQhECbskCoiCMP2+IkUJvCwJaLLAQNGh7l46qLfva0VuJPmyJJBSJVoSEhlNQpGj44oooDbeX83y4EvJQooFFfjxYgUSs7j8pPwoANelbkcXV8bQ61rGCwMGnTKHrTEO1Uc4XB+9yBG5VTa4N7ON6xLdbNAyKIKEWTIveq1NajZSMJrh76QkiGxUF3/oMwwC3KFBrOPHsI/3YR0/hnPqxIxzCFKmBX3bDrQt29A2b0Hp7OL0H3xo1pkFIHYjXgTC0GsMFA/jOiO49hC+V8D3qvj+JI41QBjUF/y6gqDSs+V3Y3nQmJgLCMOQshVQaSTulhutpFcsH9sLKdY8njomMFARQBiZtQ3m//rXU7jnFAXRav3SbjkIAqiNpFtXopXzlC6SS8gkVBFVFqZX5GUxSvJ1RURXRDQ5es655yRRQJUEDHVqxT5apRfF+SXrYxWXzz4xxv5TNZzZBwN4842tzfoSxJzDQoqFR4Cbgb9ZpFhiFokgDKaLhZvSr1zmaNYmZd/m8cppTthFTtpFTjmlaZnTKXKSzrWJLvYYnew22umUk/Na1VBFiU9vfeNihX4RQb1G7YUDWCf6CKpV3KEBrBPHCa2LE0ulqxtty1b0LdvRt+9A6e6Z0TchdiNuLmEYEAY2rjOK64wQeGVcdwzPGcf3CtMFwmxOxlOIUhrN2IhmbEEQZIqj3yIMZy/qYsOxmEux2nvvwzBqp6nYPrYbDb1OWj6Fmke50YYzaZ3tg6850Qq+G0Qr+u4ciWxEY9dtjsv6ixf/nZQEUBoJuiIJ08n3VKuMoYgkNBFFEs8m5Y2VeUUSkITG6n2jh14UBUQhel8SIa1LpHWJrCGR0iXkeSbxS0V7SuF37unh+JjFpx8bpb/gLHkBdTWzkGLhPwPfy+fzHwA+ZZrmHMuEMSuJE5ZJwRslK7ex1dhz6SfEzAsvDDhpF3m0fJKHJ09cpFrUISfYrrdNexysZEdkd2wU6+hL2CeOUXrou4TOxa1EUq4Vfcu2RnEQvZ2vodpyuhEvp7nYfAjDAMIyhDb1SoDrjOC5EwR+Bd+v4rsFfL9K4FUIgjpBYBEGDnNmGwAISEoritKBonWhaF3ISjuSnEKUUqhaD5KcOe8ZRvraWWcX4kIhZjaWqvfe8aLE3W+00/iNXni/sfpetQNqbqROM7Ua7/qRis2k5UfHvYC6GxI02m+mW3Ia/fd1N7ii2JOqSFqXMJSoh12TRVJatOLuBSGHTk8yZkEQzv6/4KNv3jC9cq9IUR+8ocQtMwBb2nX+5A3r2X+6xt89NhoVdXHRsOjMWizk8/m+GQ6ngI8Bf5HP5weBC6cWQ9M0tzUxvpgm8Ez5EQBuTN8ReytcIXbg8ZPqIE9U+3muOnRegXCt0cmNyV42a1k2qi2kJHUZI52dwLawT53EPtFH3TxM3TxMUD5fwUbfvhNj77XImRbk1la0LduQs5c/G7FcbsRLaS52IWEYEvjlxir/KK4z2Fj5L+O5E/h+mcCvE/gVpEbif+bY/F9fEDVkOYei9SDJaWSlFVntRJYzyFoXitqFKC7sZ3DKifjCgiEuFGJmwvECHjtWuWTvvReEOF6UvNecs9KUUyvxNcenbAXUHH96SHas4lG2/XOuiRL+pUCRBNKNBF9XRDK6RDYhkdElWgyZFkOixZBIaiJJVZpe3Vcbg7FzYZpFBirw3f7ErKvjm9q0xfrU1gSCIHDTxiTXr0/wkFni809O4AfhnO1JMVfGXDsLp7j00lXMCscNHJ4vR6MmN6V/apmjWZ14YcATlX6eqQ7wTHUA+xxVok45yXWJLl7Vso3NWnYZo5ydwLaoPf8c1f1PY584jjN4hgun1wRdx9i1F7W7h+TNt2Js37kosSylG/FimYsBBL6F5xXw3SK+X8Wpn8B1xvC9Er5XwHOL+H4FLuGRMUVIAgQd3WhDUTsaOwDpSEFIziHKKSQphSglEEUdQdQWbYj4woIhLhRipqg5PpN1n5MTNg+/VOZAf52AcNbe+1/9bB91t3kSlaIAWUNCEoXGI2qtkQQBXRFIahIJNUrwjcaqvioJKLJARo/Ua3RFQJenpC1BbPTViwLTijiytLgr+L0p4tXxJiCJAq/eneUV2zJ8df8ELwwsfAYrZn7MWiyYpnnXEsYRs0gcrv0EO6yzXttKl7puucNZNVR8hxfqwxyqj/KT6iBjXm363DatlVekN3Bzch2dysrrs/cmS9h9R6kfMambh7FP9J0vXSpJqL3r0TZvQd+yFWPvdSgdnWvKv+BKzMU8t4hjncSxBnCdUQK/RuCXowLAK0WtQH51XnGIotFo/+loeAp0IsnpSEVIziCIBpKc5MiRaEthw478lX3iTWKqYFjJ7Vsxl8d41WO84p41o2oM0hYakph2YwfAdgMqdkDVjnr0J6oeZXthWX+lcb0ggCYLaFIkM2ko0YDsVM99QhVJ6ZEMpSZHyX42IZFLyNPJvtFY4ZdWWC/95RKvjjePhCryztvalzuMNc1lOTjHrB6eKz8OwA2pWC71UtQCl8fKp3hk8gRH7YnzttXWKWl+OrOFW1PrV1SBEPkaDGIdMam/ZGIdeRF3eOj8iwQBbfNWUrfchrF7L+r6jYjqymyRagbzMRcb6PsImdZ7EEWNIKhFrUGNWQHfK136JoIctf3ILYhyGkXtQtXXIckt0/KhkpxGENRV22ecSO1l856PL3cYMbMQNPrrq07Uq191op78qhNQqEYtPDUnmB7IrToBZSs6drmokkCLIZHSpOmh37n6+//mnVvQlViici7i1fGY1cBCHJzfAbzWNM1fnuX8Z4Bvmab55SbFFnMZfOz0/824O0xaypKRc/TVDwMgCTIn6iYtchsZOYckxIZXELUYPV09w8OTJzlcH8VqtI1ICGzWstyQ6GGn0ca1RteKMFMJHAfn1MmoMGg8/PLkedcIqoa+dRva1u0Yu3Zj7MgjGleHXO58zcUIPSbH/33GU4KooRmbUfUNUd+/lESSUkhKC7KcjVqBpGTsJRDTVPwgZLzqMVH1KNQ8RsoeFStyna03hncdL2C86lGyfKoLXOWfwlBEerPKebKWshgZTSVVEa0hfTk1mJtQRTJGtMqfNaTzkv5LKdNkjPj/zHyJV8djVjIL2Vn4P4CDc5y3gd8G4mJhGcnK7Zyxj2MFNUbdgenj3x7/AgIiHi7tSjcf3Phnyxjl8lLw6jxTHeTZ2iCH6qPUgrPCXnm9nVe3bOXm5Dp0cWVsvHmlItVnnqL67DPUDr0A3vl98FJLFn1HHmNnHn1HHm3DJgR5ZcS+mIShh2MN4FincKwzOPYA1cln5j0nACCKCdp63oEoJZHVDhSlDUnJxYVATNMkQKekOGtOtPo/VvGoWAF1N8A8JTBeF3BfPM1gyV3Qqr8A6IqAoUqkG0l9QhUxVInWRCSDaagiucZAbkITSWsSKU1s2ip/rEwTE3N1sJCMYjfwz3OcfxZ425WFE3OlvDL7Ol6qHcAJrfOO242PFUEln7hhOUJbViZ9mwO1YX4weZwX6iPntRhtUDPck9nGvmQPHSuhxSgMsY4fo/rMU9QOPo994vjZgWRBQO1dj759J/rOqECQO7rW/Ba/79dw6iexakdx7UHs+gkc6/ScngCXQhBUurf8n3E/fsw0C5EADcOQqh0wUnGZqHqMVz0sN3LCHSm7DE26lOo+VcefY8B3qiiNpIpbExKtSZlsQqYrrZAxJNSGKVZSi/r5s41V/pQurojdzrj3PiZm7bOQYkEBjDnOJwD9ysKJuVK26LswxASOb814XhIk7ml9yxJHtXwUPYt/HHuWJyv9+I0SQUbk+kQXNyV7uTbRtWJmEJwz/Qjf/w7CS0foHx+dPi7ICsbea0neuI/kTTcjZxbfsXmpiRSFTkUuw/4krj2M547je5O4zhiBX57xebLaGbUMab2o+npkpQ3XGWa0/+/nbEWKFX5izuVSEqAPvlCkbJ+dCRiedBkquZTmKeWpSMK01n57UiZjRDr8fr1IuwHX7NhAW1KmPaUsxqe3JMS99zExa5eFFAuHgNcD/3OW828AzCuOKOaKEASBO7Kv498n/gXvglVXVdB4besvootz1Xyrn1G3yjPVQfbXBjlUH8ENAwRgr9HJjYlufjqzheQK8UBwR4Yp//hHVPc/hX28b3qdUcq0kLrlNhI37MPYmUfUVn8dHoYBrjOMUz+FY/XjOqP4XgHHOoPnjs35XEHUUNQujOQuFK0HzdiEamxGki6exTDYjax2xOZiVzFTq/5V56y6T82JhnurdqTx7/ohharHoaE6ZwoOIcy6i/CPP57551NXBDrTCq0JmfaUjKGKJFWRjrRCT0t0PKGKqLNo75tmAYB819r5mxz33sfErD0WUix8Evh0Pp//B+D3TdM8A5DP59cDfwLcAfxm80OMWSg3Z+7kwfHPX3Q8IaW4teXuZYho8Sl6Fo+WT/J45TR9duG8czclenhPx42LtoPgVysXGI3dNquzsV+pUD/8AvXDh6i9eBB34Mz0OUFV8fdcS7j7Grbd8+pVP3fge5PUq0dwrNPUys9h148TBhc7QwMIgoKqb2goCmWQ1U4UtSN6X2lFknMLarWKzcXWFq4fMlaJevrLlo/lRq68jh8ZeBVrkTJP1QkYLbuMV72m9s6/endmWqffUEXakjLrsgptSXnNtwDGxMTEzDsbMU3z7/P5/E1EBcG78/n8JJFpWwvRrNUnTdP81OKEGbMQklIaRVCn5xQg2lV4c8d715QK0hlnMioOrALP1Yam24w0QeLGZA83JHq4PtFFTl6cVbswDJn46pcoPng/iCKhbSNoGmOf+wzZ195H65t/HkEQCOp1ai88z+QPf0Dt4IHzBpQFVSO57xZSN99G4trreen48ej4KisUwtDHrp/Eqr5IvWri1E/iOiPA+c3aktKKpm+MlIa0LmQlh6x2omq9CE3+2YzNxVYHlhu19RTrkZb/pOUzXvGYqHmULT/yBah6F/oIXhJdEUhpEnpD3SehRBr/KU1ClSM5zyAIOTxY51TBwZtjtvi9r+i8sk8yJiYmZhWzoIzENM0P5PP5LwI/D2xvHH4J+JJpmo81O7iYy2PUGTyvUBAQ6FI3sCtx4zJG1RyOWRP8sHyK43aBI9Y4QaNAEIB9yV7uSm/m2kTXkigZTXz1SxS//S1C92y7V2hHK+eFB75J9blnCW0bd3jwvAFlY/fe6Ye+ZduqKwwgcjC2ai9hVU3qVROrdmSGXQMRI7UXVVuHkdqLkdqNJGeWNM7YXGx5qdpRsl9qFALFerQDcKbgMFx2KVs+dffSVYAgQEdKJqVJpPRI9UeTRRRJQGu487anFAw1mgnoSMsk1PkXn5eSAI2Jibk6+dj7jlMtzT2blGyR+O1PbVmiiJaHBWcppmn+EPjhIsQS0ySeKT8MRMpHbuggCwpv6Xzvit8u/37pOF+YOMAvtF7LT7ec/4t33CrwrxMHeaY2OH1MAH4qvYlrjE72GJ20K0vnJeBXKxQfvP+8QuE8PA/nZLRLgCShb9lGct+tpG9/OXKudcnivFJ8vxrNF1gDuO4YvlvArp/Erh/nwl0DRe1GT+Yxknm0xHYUtRNRWv5Zi6vdXKxZEqAzYblBwxPAZawSvS3WfMaqHv0TzrwGgCURutIKuYRMa1Imo0u0pWTakjIpTZwe/JWlxfv7FUuAxsTEzMSlCoX5XrPaWYgpWx/wX0zT/MYs5+8D/so0za3NCi7m8jhc3Q/Ajak7eKr8fXYnbmKdtnKrXivw+OTwU+yvDWKHPp8Z289ztSF+tXMfz9eG+e7kMQ7VI3UgTZC4J7OVG5I9rFcztC5Si9GlKD/+GFwql5Aksq+5j7Y3vQ1BWfkqJ0HgRJKk9RPY9ePY9RPY1ikIZ/pDKKIZWxvFwS70ZB5ZyS55zDEzsxAJ0HNx/ZCyFcl9Vu3IC6BU9xmedCnUPCp2gOUGuH6I44WcKthzyIKCJgu0JmVaE5EC0JQSUG9WpadFoaXhBRBLgMbExCwVYRgShhD4EPghQRASeOBYAa4d4DkhnhviWPP3PfmXjw7g2iGeHeD7Ib4HvhviOgGuFeJ5Iqk22PanAbK6+nx8FrKzsBmYeWozIgVsuqJoYq6YgjvGoHMSVdC5t+1tjLlD3NfxruUOa1ZO2yU+OvhDSr6FG0a/mHbo80S1nyeO90/n4zIiP5PdzuuzebLy8qxWh2FI7cCzTD7yA6r7nwb/EqsJQYCoqk0vFGqVg01pqwnDAKt6hHrlILXKC1i1l2YwNBNQ9U2o+noUtRNZyaFoPeiJHSti1yDmfC4lAXpwoEah5jNcdhmvRLMAlYYk6OW4AgsCdGUUcgmJzrQS7RAkZXIJifVZlfbU6hsAjiVAY9Yaq6mVxvdCXDvAsaJkfSrh9twQ1wopFzxqJR/HCrDrAYEX4jeSft8LCXwaCXqAXY9ey87X41MAACAASURBVPfC6YfnRNc0m2P7a5e4QsC1wwXPXq0UFtqGNNenuROYWQw9Zsk4XH0GgJ2J68jIrfzG+j9c5ojm5o/OfP88B+Uppn7QBOA/ddzEy1MbSC2T3GlgWVR/8hTFf38Ae6q1CKJMaY7ffEFVkVqau9peqxycHtgd7PvoggZ2w8DFqh2lVn4+2jWo9+F7pXMjRtXXoxlb0YwtjccmRGntyDquVfqLDl/bP8ETJ6oEYTjrav//+8DAzCcaSAKkNImkJpLUJBKqSFoT6cwotCejmQFNEVElAVkSpo3D1iKxBGjMWmExWmnCIMSqRcl84J+TsPtRUu+5IYEXva1XfApDLlY1wLEC6hU/er8eFQG+G+K6YfSxszTZtCCAKIEoCYiigCCCaoiouoisCNFDEzhxYH6LBT//oR5kVUDRRCRZQJJBkgVkVUTVBY71HUWSQdFW364CXKJYyOfzvwz88jmHfj+fz//aDJfmgGuBB5sYW8xl8Hz1CQD2JPctcyTzIyEqMxYLU7TLSe5t2baEEUWEYYh19AiTP/gelWeeJLSigXGpJUvLq19D4vqbOPP/fHj2mQWAICB1y+1Ni+ncQiGKcfaCIQxDPHcc1xnGqrxIvXoIq3rkIsdjWe0gmdkXDSAndyPJc20exiwHlhswVvEYr0ZzAYWaz5miw1jFo+b4TFo+5Xlul+/u1mkxZDrT0RxAe0omrUvoikBak2gxpFW3ExATEzM74QKWsn/4lQmsqo9jRyvwjhVQLfqNlf4Auxat0nvu4qzOA1HSrokouoCqiciq0HiIKKpAMiuRyspohohqnE3MRUloPEBRRVRDQNVFFC1K/sXGdbIiIkkgiPP7O/ff33F0Xtdtv2luaXZ5ZVg7XTaX2lnIAlP7UiHQQeTUfC4hUAU+C3y4qdHFLIiqX+Z4/TASMnuTtyx3OJfkyUo/k97MuvtT7NCXfhjYOdPP8N98HPvkielj+vadpG5/BZlX3oWoaQBkX3tfpIbkzGD8pWpkX/M6pGRzvB0uLBSmmC4YtnwIWclRrx6mXjlMvXII3ytc9DqqvmG6MFD19Shab5wcLhNTxmGTts+JItQ86A9LDE1GLUIV2+d0waFQu/R/ZVUCVRapOcGcswl/dN/6Jn4GMTExi0Xgh9QmfSYnPOplfzpJ9+yQyXGP0qhLddKnNunjWNEqvu+dXdn3vUYv/gKS+ke+PLGgGLVEIxFvJOmSJCBIUbIvNVbnJUVAM0Ry3QqJjISmi+gpES0hoRmNYqBxrWqIKJoQ/09agcxZLJim+THgYwD5fD4gGnC+2O0rZkXQVz9MSMgmYyfGDM62KwUr8PhW8QhfmTg0LX06E6ogscvoWJKYwjCk9sLzFB/4BvUXD0EYIqbTtNx5N6nbXo624eJxnNY3/zzAWZ8Fx0FQVQgCsq953fT5K2W2QuFs7A4DfX9y0XFRSqNoXWj6RhLpGzBSu5ZcuvRqJQijQeGRssd4xeOlUYtizWOkHBUBthtQtqNB4YipVp7Ri15LkQTakjJtKZn2pEwuIdOVUehuUUipIik92hEQBSGWAI1Z06yW3nu7FrXalAserhXge2dbdPpPCbgWTLxYwHUCKsWoJceu+tTKPlYlwKpFq/hLzcvflENPNlpxGi01qawUJfGqgJaUkOWoAJBk4qT+KmIhpmyrs9HqKuJY/QUAthsrU0veDwOeqQ7yT2PPMuZFw0B3pjfzZKWf+kWDtSAhsFXLLWpM7ugIpe//B5WnnsAbHWncWCL98lfS8c73IOqzD/EKgkDbW95O9md+9gIH59sXfUdhNvTkHtLZ29GTu1D19QhC/GvbTMIw5OiozakJm7FK5BhcdyLVoLoTKQeV6h4VJ5jXIFtCFUlpIprgklSgqzVDZ1qhM62QUEV6sgrdGWXeakGxBGjMWmaxZSzDMOqfr5UDqkUvWsl3oyHZSsGnUvSmz9m1qL/edaJh3EhBp3HMnut3bupv8vicsQgCGGmJdKtEIiNFq/SygKyIpHIS2S6FZEYi2SKd047TuKbRuiOKAqIIH/nFY/P6/O96R9v8vlAxVx2rzw0qZlaO118EYKuxZ5kjOZ8wDDlUH+UfxvbT70wCsFnL8u72G9iutfJMdWDG0XlJENmotixKTPbpk4x+9h+wjrx49n4tWbL3vpbMXa9aULIvJVO03HVP02MMQ5/hk38170IBwHNGaGm/t+mxXC2EYch41aO/4DBYchksuYxWXEr1aDagVPfP2Q2Ym6Qq0pFWaE1IbGjVWJdVaE8ptBgSmnzWXRjANE0A8vmuK/4cYgnQmKud8QEnaslxo1aeStHHrkeymFYloDjqYtcCXDvEqvlUJnxcJ2haH76sCiQaibyeEBHlRuIuQc0qo+rQ0dWKrAokW2SMlIiWEElkJPSkhJYQMZLivPvqYxaPZIs0r92stc6sxUI+n59yXdplmqbb+PhS/21C0zSXfho1BiuoM+ScRkRig7ZyvgUvWeN8duw5jljRKkqnnOQ12R3c27INubHq/emtb1yyeOzTJyk88E0qP34MwhBBVUnuu5WWu+5B35FHEJd5JT4sIfhHGDzxAPXKQQK/Mu+nCoJK58b3L2Jwa4cwDKnYASNll0ODdV4cqjPcaBmqu3Nv/+cSEtf0JuhMy9OKQQlFxFBFMo2WoLQuIS3zP/pYAjRmtRAJMoTY1ah9x7EiBZ3aZNSW47mRas58+dQHT112LJIMWlIinZNRtEY/fSOpT+WiVf5ERsJISiia0HhEbTtTq/qaIc7aomOa0YJZPh8rba0GlrulbaUw187Cw0TFQXDBxzErkH7rGCEh67RNKOLyj90HYcgDxSN8bvx5QiAlqrw2u4PXZ/Oo4tJX4V6xyNjn/5HKk49HBySJlrtfTesb34aUWj4FoDAMcZ0h6uUDlIs/QrRNBEKqDUVTWWlHNTZSKz8/gwfCWQRBXZCM6mplPm7Ek3WfY2MWxVrUEjQ06VK2fCp2wHjVo2pH/gOztQmldZENOY3ujMK6rEpXRqbFiFSDpkzEVhOxBGjMYuM60Yq954S4bmRC5ToB9XIQDeDWIzUdxwqYHPcoT3i4TtS6Y1WjgqCZ+vO5bmW6JcdIi6RzMlpCRNVE1IRIS7tMIiOhqNFQbbpVbkhexn34MTEzMWuxYJrme+b6OGZlcdJ6CYBN+s5ljiQyWvvUyNMctSNlhZ/N7uTnWveii0vb9RYGAfVDB5h87FGq+58mtCwEVSVz591k730dSkfnksYzheuMUisfoF55gXrl8AWqRRKhuIPO3jswUtegqF0IgjDn7MJaLxRmcyMu1jxOTtgMT0ayogNFl4GSw5niHHK252AoAh1phQ05levWJdjYqpJLyLF8aMyic3ZQd2rh5GJ5xqUc1A2CELsWMDHoUp7wppN7qxq17rhOdN6uBZFBlhNiVQMqjd79ZrTvyIqA2mi/0QwRPSVhpMSz/fqKwA+/crHC20y8/y9jf9hziVtpYq6UeGZhjXDG7gNgvbZ12WLwwoCvFQ7z1YnD+IS0Sgbv6biRW1PrljSO0PMo/eB7FB/4Bt7E2SGyxPU30fFL71nyIsFzi1jVF6lVXqBWfh7PGTnvvCilSaT2ksjcwOBIDgSdlrb8edckUnvp2fp7FxUMa7lQcLyAh8xJvvZsgaoTXDQr8BufPzHj8zRZYF1WZX1OJaNLdKRl2pIyhiLSllLI6CKaLC57m1DM1ctiD+q6drSCXyl4FIY9amUfu+ZTKfiUJ7xptR27Hjndzj2Qe2lEKRrGVdQoqZ/St9cMgWRWRk9ECjuqLpJskWjpkFEa5leaERUEonTp38f5Fgsx5xO30sRcKfMuFvL5/ABRK9IjwCOmaR5ctKhmvv9bgN8FrgNc4AXgfVNx5PP5LUQyr3cDDvAN4IOmaS5MOHiV0m9HzsLr9eUpFo5aE3xq5ClONwaYX5XZyi+2XUdCUpY0Dvv0SYb/9hM4p04AILe2krnzHlK33I7auzRFi+eMU68eivwOqodx7cHzzotSEiO5ByO1l0T6mobXQdTaMjhqzvq6FxYMa61QqFhR+9ChwTpPnagyWHLn7HvUFYFNrRrrsiptKZmutEJPi8LGVg1lHolHTMxKJwwjZZ2oZSdq6yk3dPftxup/tRQVAMWR6Hi94i88+RdAa7TjtPYoaA29ez15VjZTNaIhXKXRw68nJZJZCSMlIcnx71tMzFpmITsL3wF+Cng7EObz+QngUaLi4WHgWdM0F2WmIZ/P/zbw58BfEBm/6cBtgNE4nwa+D4w14ksCHwW+kc/nX7lYca0Uqv4kRW8MVdDoUHqX9N524PGliYM8UDxCCHQrKX6tYx97E0u8el+YoPDNr1F6+Hvg+8jtHbS//Z0k9926JEPLvl+lNvkc5cLD0XzBOWmuIGroiZ0Yqd0k0tejGVsuW9J0qmAYOfUJOje+f9UVCkEYMlH1GK96DJZcjo5YjFU8Thccxquzz2TMxN+/e+u8JUVjYlYCvhdSHJlfmxzAn/1yH56z8H9fkgzpVplUTibboZDKRQo7yRaJTJs8rbijJaIdAFUTYuWdmJiYWVmIz8J7APL5/AbgLuBOouLhTUSZ0WQ+n3/MNM37mhlgPp/fBvwp8DumaX78nFMPnPP+rwM9wCtM0zzTeF4/8Bjws8D9zYxppdFvRbsKvdpmxCXU1TfrY/z18JOMeFUE4PXZPG9r3YO2hLMJ/uQkhW/fT+k7DxJ6LggCmTvvpu2t70DKLL4BmecWKY39O8XRb51tDxIkEunrMZK7MVK70YzNCELzviaJ1F427/n4pS9cBoKGylDN9qk6AcOTLicnbAaKLuNVj4GSgzWLqokiCWxt1+hpUTg94XCq4MwpUxoXCjHLRb3iUxr1KAy71Cs+nhM55npOSHXSpzjs4jTaezw3wLND3IaM50JkQjwnRFYixZ2p1fxMWzScqxpRkp9okUi3yrS0K5FUZ0qcU41nNRP33sfELA8LzmBM0zwNfBb4bD6f14G3Eq327wJe29zwAPgVorajv53jmvuIWqPOnBPnj/L5/Ang9azxYmFqXmGdtnR9iY+XT/PXw0/iEbBRbeF9nTezTW9dsvv75UmK33mQ4nceILRtAFK33E7uTW9FW7dhUe9t109SrxyiXjlItbwfwuifl57cTarlFtK5VyLJ6UWNYSXgByGjZZeBksvpgsOhwTqHBuuX9CFoMSTaUzKtCZld3TqdaYX1OZWutIJ4zupm7EYcs5gEQTit1FMrR2/LBX96kLc05lIv+3hupNfvuSHVYuSye7k9/oIAmXaZ0tj8dtE++Pdb0BNx8jtF3HsfE7M8LKhYyOfzBvByol2FO4FbARU4QpTMP9zsABv3M4FfyufzfwCsb3z8X03T/FLjmj3AF2Z47qHGucvG9/1pw6SlpFaLHI7nc+9D4rMggFxIYk4sfqwHhAL/JpwmEODWoI2fqffgnRzFZHTR703gI/zkaYRHH0KwLADCrdsJXnk3pd51lCo1WIzvV+ghBIcQ/GcQghNnDyOAuItAup2qv4XqBAxPDFz2bRbyfV8OxmpwcExguArHCgKWf/HqpS6HGDLoEiRVWJcO6TAgq4e06pBUfaKxIoBJsGFyKHpcyLvy8FIB7j8qUnfBCc7eb6V+jS6Hlf59n4n7/1TErs69eq0lQ+770Ny+FVdKGIJrQa0Eng2+B4EHri1glaEyAbWigGtF53wPfAesCoTB5a2+S2pIMgvJXPQ5SjKIctT+oyYgmQtRdJBVzp5TQDNAlH2+8kfzKwBOnr5YJSlmdbMaf9djrpzl/r77/pVJli1kwPkx4GYirbeDRLMK/5toRX9krudeIT3AOuAjwO8Bp4H3Av+Sz+dHTdP8PpADijM8twBsXsTYVgRjRMlpZ7i4A7whIU8J4zwgDBAK8Mqgk3vCLgSWaLv7RB/it76GMBmZEISbtxLccRdsWESZvGA8KhD8/QhEv+whCqF0DQg9hNIeENbuLkLdg1MlOFESOFoQGKmd/71u0UKyGvSkQrqTsKM1JNVEmw9BgJ2t8Nu3BDwzKPDdE+CH4F1mkhfTPC5VKMz3msADz4mSeM+NEn6nBq4Nvhsl+a4Fdg2qE8J0UeC5jcTfBcLL+3lQEyGKFiX4sgZGKkryFR2MDOjpEFFqJPsSaEnQUlERsAa7fGJiYmJmZCE7Cy8jMmj7MvBvwMOLXCRMIQIp4F2maX4NIJ/Pfw+4Bvh9osHmRUOSJPL5/KUvbDJT1eel7l3zK9SOl1EEjX07b1+0mYWiZ/HJkad4thYt//5c617e2npFmzbzxq9WGfviZyk/+gMA5LZ22n/xl0nedPOi9eU69hCF4X+jXHiUqSZjVd9ES/urSWVfhiQlF+W+8/2+LxaeH9I3ZvHUiSoHBmqcHHfOa7FOaiI3rk+wq8fgmt4E3ZmlU7vaswve6gTTbsTR+NTaYLm/75fH/Fa9FWsDpVEXxw5w6iGVYmTKNdbvUC74+Atw5p31HppAS4eCnhCRGmo9UzKduS6FbKeCkRaRlchpV9EEkhkJedkM9ub3tVtdPw8x82F1/q7HXCnL/X1/9tlnr2h3YSHFwms42370WUDJ5/MmUevRw8APTNOcoZHgipmSPv3u1AHTNMN8Pv8Q8I7GoQKQneG5uXOevyYZdk4D0K2uX7RCYcKr8ydnHmbALZMUFf5Tx03ckZ7ZPbeZeMUipe8+SOl7/0FQryHICtmffQOtb3gLgtT8Pt4w8KhVDlAtPU25+BhhYAES6dwryLS9Cj2xY80NDVZtnyMjFuaQhTlc5+iofd7MgSzCtg6dPT0Gu7sN9vQYyMsoSxq7ES8dYRBiN/r56+WAesWnWop6+muT8/+n88WPzN2WJ0qgaJFUp6KKKLpAIh2p9Shq5LirJ0SMtEi2I0r8IxUfAUWLkn9xlSn5xIO6MTExq4mFqCF9h0g+lcZg88uBVxIVD+8G9Hw+/5JpmruaHONBIpnUmdAbbw8z82zCHuA/mhzPimKoUSx0qesX5fVP2EX+fPAxxrwaG9UWfq/3DtrkxKLcawpnaIDig/cz+dgj4EWDgMbuvbT/wrvRNja/5SgMAyYnHmJi6Mv4Xmn6eLLlVtp6fgFV62n6PZeTsYrL0yerPHq0TN+ofZE4y/qsyq5undu2pMh36ajycq2+xiwGtbLPWL9DYeisko/nhFRLHtVJn1rJpzTuUS02wZYX2LhbJ9vV0O7XRVJZiWSLTPs6hZYOBUUT1lwRfimmBnWXe7UxJiYmZj5clp6jaZpWPp9/CegFNgBbgE3AjibGNsXXiRSR7iVqfyKfz4vAPcBTjWvuB/5bPp/vNU1zoHHN7UTzCt9chJhWDENOPwBdavNbMp6s9PPXw09ihz47tFY+1HsHaUlr+n2msE70Ufjm16j+5KloalEQSO67hdxr34C+fTF+tMCun2Js4LPUKwcAULX1pLIvI5G5CT2xdpQ3Jus+BwdrfOdQicND1vTxqZ2DnV06u7oMdnbppPV4RXO14nuRwk95wqNc8CiNegwdt6kUPexqQGnco7YAZ2DNENFTIol0JMmZyspoCREjJfHov85v0/aX/mhxFjJiYmJiYpaGhQw4b+FsG9KdRMWBQNQC9CjwVyyOGtI3G6//N/l8vo2zA867gP/cuOZvgN8Cvp7P5/8YSBCZsj3OGpdNHban2pCaWyx8t9TH340+Qwjcmd7Mr3behCIsThJpHXuJwoP3U336ieiALJN5xU+Rfc19qD2LYzLnuUXGznyGSunHAIhSio51v0Iq+7I1s8p5fMziIXOSQ4N1zhTPGkEpksB16xK8YluKmzcl452DFUoYRm1A5XEPqxpgVQMqBQ/HjvT7nXrUDlQa85gc86gUvXlJeiqaQPs6lbZelURGRFbPuvWmWyX0pERLu0ymTZ7TqGu+xUJMTExMzOpmITsLxxpvR4mUkP6i8fbAYjokN+YT3kBkzPYRIA3sB15rmubDjWsm8/n83cDHgH8h8mX4JpGR25oVaA/DcHpnoVtrXrHwbxOH+NLEQQDe1rqHt+b2ND2BDsMQ69hLFB+8n+ozT0YHZZmWu19N7nVvQM7mmnq/c6mVn2f41CfwvQKCoJBpu4dc55uQlZnGXlYPjhfw4pDFgYEa+0/V6C860+cUSWBHp8516wzu3dNCQo13D5aLIAgpDLkUhl3K4x71asBgv4Brw6FvD1Gb9KkUo12Bhbr3CgIkMhLJbJTwp3IynRs1cl0yWkIilYtMvdZKQRwTExMTs/gspFj4TSIFpMOLFcxsmKZZJHJp/vU5rjlGZM521VDxS9SCMrqYICM1J7n+RuFFvjRxEAH4tY593N2ytSmvey7O4ACj//R31A9HBQmyTPZVr6HlnntROjqbfj+AMHCpVQ5QHLmfevUQAHpyF90bfwtZbVuUey42QRhyfMzm0GCdFwbqHB6s45wznJzSRF65I83LtqTY2q4v62DySudj7zs+r4HTuUyhwiCkWvKpFH3GBx3GzzjUJqOB4GrJjwzArGAWBaCp3Z3KeUcVTSCdkzEaA7/pXOTcq2giqi6QyETJf6ZdId0qo+pXX/9/TExMTMzispAB508uZiAxC2fIOduC1IwE4dvFo3x+POrdf1/nzdyVaW7Pvl+tMP7lLzD56A/A9xETSTJ33UP21a9Bzi2O+3MYuBRGvk5x9FsEQR0AUUqS7biPXOfrEYTLGttZcsIwZKziMVByODJs8XhfhZGyi3eB39WWNo1r1hlc25tgT6+BvMpUYpaLSxUKU9e89EyV8oSHYwU4VkC9HFAteRSGPcYHnHnvBGTaZFp7FTJtMom0xGR1AlmFLdt7MNLRbEBLR6T6s1KJFX1iYmJirg4WMrNwLbD7HNdkGq0/f0gkUfo50zT/tPkhxszGiHMGgE71yszYvDDgy+MH+XrxRQDe1X590wsFZ+AMQx//XzgD/SAIpF92B20//4uLViQAOPYAwyf/Crt+AgBV30gq+3Ja2u9FkhZX0akZWG6AOVznuf4aP+6rMFG7ODHrSMlc05tgb6/B3l6DXGJ1FD+rlS//2eCc5xMZKdL271Zo61VI52T0pISRFkm2yKiGQDIjX1QEmOY4APn86jH4m2uXJSYmJiZm7bCQzOKjRO5UXwLI5/PriJSKLKI5ho/k8/kh0zT/qelRxsxIwRsFoE3puuzXKHkWfzn0OIetMQTgVzv2cU8TW4/CIKD8+A8Z/ae/I7Rt1N71dH/gd1B7F89t2verlMb+ncLI1wkDG1ntpGvD+zFSuxftnlfC6YLN158tcHLC4d4N0FcU+PyRfo6OWvjn7BykdZENOY11WYVbN6fY2aWjxcPJlyQMI2lQux5QnvAoDLtMDLgUR1wqxUhGdL5sudaIVvyNyA9AT0qkslErUPt6FT0Zr6THxMTExKwtFlIs3AT8r3M+ficgATeYpnkmn8/fT6ROFBcLS0TBHQMgK19ez33Js/iD/ocY8arkJJ0PdN3G3kTzZgZqhw8y9s//gHMmGsJO3fZyOt/za4iG0bR7nEsYuBTHHmBi+GuEjZajVPYVdK5/L+IK20kIw5Dnz9T54lNjnJxwCBrdK39XmEo2LQQBtnVo7O0xuHlTkh2detyPPgdhEE7PC5w+bDF80mbkpE1p1CNskszBL3x48YrcmJiYmJiYlchCioUsMHzOx68lGng+0/j4m8D/aFZgMZem6EXFQk7uWPBz/TDgY8M/ZsSrskXL8qGeO8jJzUnivYlxRv/5M5FfAiC3tdP6preRvuPORUt2rdoxhk/+b1wnMhE3UnvJdb2FRGrvotzvcnG8gIfMSb7ykwmqTjBdJEzRYYRsyYb81DW97O42SGrxSnUYRoPDE4MuVtWnNhlQGHKiwuCMQ7UxOGzXAoJZWuglRUDVBdKtMi3tUYtQrkshlZNp6ZT59O+eXtpPKiYmJiYmZpWwkGJhDFgPkM/nk8DLgA+fc15Z4OvFXCGFRrGQVdoX/NzPjx/gUH2UrKTzu00sFJyBMwz8+X/Dm5hAUDVyP/sGcq97A4KiNOX1L8T3JimOPkhh9JsQeqjaetrXvYtE+vpFud/lULF9njpR4XsvTtI3Zl9UIJzLB26O+o7ym1JLFN3KoTbpM3zCZmLIZeSUzVi/Q2nUo17x5+UfAGCkRXJdCr3bddZt1+nYpNLWoyLJ8Y5MTExMTEzM5bCQ5P4R4P35fP4Q0a6CAnzjnPM7gTMzPTGm+biBQ8UvISItWDb1h+VTfKt4BAmB/9L9MloXWCj41QqVp57ALxWRWrKkbrkNKZnCOnGcgf/53wnKZfTtO+n+wO9ckV9CrXKQkVOfoHPj+y/aIQjDgMnx7zE+9EUCvwpAS9u9tPe+C0FcnMJkvnh+yPFxmxeH6jx9ssqREatpbTBrgcCPdgrG+h0G+ywG+2yG+mxKY96sz9GTIq09CsmWyDQs2xUpCbW0RzsFqiGgJSRkJS4KYmJiYmJimslCioUPA/8B/Gvj44+apvkSQD6fl4C3EbUixSwBRS9ST2mRWxGF+Q+5Plk5wyeGIxO0d7ffwC5j/rsSYRgy8dUvUXzwfhBFQttG0DTGPvcZkjffRnX/04SWReLa6+n+wAcRNW1Bn9O51CoHGez7KGHoMNj3UXq2/t50wVCvmoyd+Ufseh8ARupaWrvesmwDzBXb58iwhTlsYQ7XOTZq457jdyCJsKVdo+4GDE9eLHe6lrFqPsPHbYaO2wwcsxk4ajE5NvMMgaIJdG3SaF+vkutW6N6iketSMFISqhH7B8TExMTExCwHC/FZOJ7P53cBe4CSaZonzzmdAN4PPNfk+GJm4ey8wvyT/VN2iY8NPY5PyH3Zndzbsm1B95z46pcofvtbhK47fSy0bQAqj/8QgNStt9P16x9AkC+/I+3cQgGYLhg61r8Xu36C0ti3gRBZaaW9990kW25b0kRyourxwkCtURxY9BcuVtNZl1XIdxnsaKhxFgAAIABJREFU6THYtzGJoUYF3fExi08/Nkp/wcH21t52Q2nM5fRhi2PPVhk8FrUUXUTDZTjXJdOzTad7i0bPVo22dSriMvlCxJ4BMTExMTExM7OgjM40TQ94fobjZSIZ1ZglYko2db7zCm7o8/HhJ/AJuSu9mXe2XbegBNuvVig+eP95hcJFiCLt735vUwuFKcLQYeT0JxofCeQ630iu882Ikn7Z95ovQRBiDlscGKjxXH+NY6P2eedlEbZ16OS7dPJdBju7/n/27jtOrrre//jrzOzOzPaWbLKbnhC+KfQSQu+KgAgIigh61WvhpyhivepV7rVdrhWvitgrioJKkS4BpNcAKXwT0ssm2c32ndmp5/fHmU22Z2czu5PsvJ+PRx6TPec7Zz6TM7M5n/MtnxBlocEvLOdMCvG1i6bz8pYwv3iykc5o8qBMGlJJl+3rutm5MUZHc4K2pjhbX+8eMJTIXwC1M4NMnRtk6pwg0w4NHZBzCFQzQEREZHCakHyQao17w5BG2rNw2+4VbI61MbWwlPdMPirjO/Gdzz8LvuGHOzmFhXS98BwVZ5yd0bF7DJUo9OVj0rT3UTnp3FG9xkglUy5Pruvg0TUd2J2RPvUOAn6HxfVFLJxahJkSYs6kIIEM6h04jsMxM0s4cnoxj9g2bn2umWTKJZY8MJOGZMKlcUuU7W94w4l2boyya0uMZHxgvMFiHzNMiFmHFTFrUTGTZxx4iYGIiIiMnJKFg9SenoURLJv6eqSJf7SuwYfDR6csoXgUE4CTba17hhwNxY3FSLa1ZnxsGGmiAJBi9/bfEQjVZ31Z1JTrsq0lxppd3dy/so0tvYYX1ZYVcPysUhbWhTh8WnFWiqH5fQ7nLqzk5Hnl/O3lZlZsjwDh/T7u/kgm3PTE4ygN67vZsT7Krs1RkoPMPa6aUsiMBSEqawsprvAzbX6IyTNyN5RIREREsk/JwkGqZ9nUqsLhC7Il3RS/aHwRF7i4agHzQ6Mr4OavqMQJBodNGJxAAH9F5aiOv2vzzSNIFDyuG2PX5puZveiHo3qt/ho74jyzoZOHX29nZ/veYVaTSwu45KgqTphTOqb1DooDPt59gtdDZK3d7+Pd9OENIxp/f+3Ns2ncHGN3Q4yttpumbTF2rI/S3dVvBrYD1fWFTJ0dpP4Qb45B7UxVKxYREckHShYOUq17qjcP37PwUNs6tsTaqS0o4ZKq0a8WVHr8CTT+7pfDN0qlKD1+acbHjkW3UxisJ5F+T/viOAFqZ16T8ev0SKZcXt0WZs3Obtbu6mbl9gg9A2qqiv0cMjnE0TNLOGVeaUbDiw4U+0oUetrceNU63EFWZqqsLaD+kBB1c4NMnRti6uwgweKD799BRERE9t+QyYIx5rvA76y1L6d/ngk0Wmsj4xWcDC7lpmhL7HvOQnsyyl+aVwJw9aQjCfhGfye4bdnDkBz6ItQJBKk873z8JSUjPqbrpmhtuo/d228Feo7tA4ZeW9RxAn2WUR2plOuyoz3Ov9Z28Ihtpy2y970U+h2Om1XCSXNLOWZmCf48GUbjpqB8UgFTZwepnRWgfl6Imnpv2VIRERERGL5n4TrgBeDl9M8bgKuBW8c6KBleR7KVJElK/OUU+gJDtvvT7tfoSsU5omgKx5XUj/71nn6C5tv/BEBowSKi69Z6dRZiMZxAAFIpKs87n+pL3jHiY8Zjjeza8hMinV4yU1Z1GlVTLiUR3z3k3IVME4VkymV9U5RnNnTy9LoOmsN7E4S6ikJOmF1KfWUhx8wsoXQMhxmNJzeD6m+f/vVcAiH1GIiIiMjQhksWGoEZvX7Oj9utB4GOhDeJeLjKzeu7W1jWvgE/Du8dxepHPbo3bmDXL28BYNJV76PynDcPUsF56Yh7FBLxZlp23UX77n/iunH8BRXUTv8QJRXHAhAITqVu7ucGJAwjTRRawwme2dDJq1vDrN4RIdJrxZ7KIj+H1Ia44PBKFkwJTZgiX5HOJBtXRNi4IsyGV0c+QVqJgoiIiOzLcMnCMuDLxpglQFt624eMMecM8xzXWvuBrEUng2pPtgBQXjD4ZOKkm+KnjS/gAudVzmdaoHxUr5Pq7mbHj76HG49TftqZVJz9JgD8JaUZL4+aiLfQsvPvtDU/DK53h7+08kQmT3sf/oK+8RWXLu6TMIwkUWgNJ7h/ZRv3rWztU7dgankhR00v5qR5pcyvnTgJwu7tMVY+2cG65WEa1g2/SpWIiIjIaA2XLFwLJICzgVrABU5L/xmKCyhZGGM9PQtlQ/Qs3Ne6lo3RViYXFPP26kWjfp3df7mVROMuAjNnM/nq94/qQjsea6Jl199pb34U3ATgUFqxlKoplxAsmjXk83oShl2bb6Z25jUDEoVE0mVVQ4Q3Grt5eUuYN3Z175mkfOT0Yk6aW8ri+iImlU6M8ffRSIqGdd1std2sfamrT4Lg88O0Q0PMPaKY2YcV85v/3JrDSEVERGQiGTJZsNY2Alf1/GyMSQFXWWs1ZyHH2pPpZKGgYsC+zmRsz6Tm900+ZlQ1FQDCK1+j7Z8Pgt/PlH+/Bqcws+MkE5207LqTtt0P4qaigENJxRKqp7x92CSht+LSxQOWR93RFuOh19t5Ym0Hbd175yAU+OCw+mLevLiCo2eMfJL1gchNwc6NUTavjrB5dYQdG6K0NfYtdBAIOSxYWsqCE0qZtaiIwqCGFImIiEj2ZbJ06vuAp8YqEBm5zmHmLDzRsYmom+SwolqOKakb1fHju3aw48ffB6D6bW8nOHNkF/cArpugvflRmnfcQTLhDZcqrVhK9dTLCYSmjSoegETK5bbnd/OPFa2k0l0I0ysDHDatiAVTizhqejGhwoPzgtl1XXZujLH+lS5Wv+hj92ZIRLf0aeMvgMkzgkw7NMTsw4qYc3ix5hyIiIjImBtxsmCt/Q2AMcYHHAPMSe/aALxkrR16vUvJqr09CwPnLDzasRGAs8vnjurYqViMHTf/H6muLoqPPJqqCy8e8XMjnavZuflHe+olhIrnM2naewkVHzKqWABiiRSPr+3grldb2NWRwHHg9PllnLuwgnmTgwf1HITOlgSrnurklcfaadzcM5nbez8VkwuYsaCImQtDTDdFVE8txOcf2XstqfCPqCibiIiIyL5kVJTNGHMx8AOg5xaxgzdPYasx5uPW2juzHJ8MoiN9x77M3zdZ2BRtZWO0lRJfIceOcqnU3bf9nuiGdRTUTGLKhz6G49v33Ws3laB55+207LoTcCkM1lM95TJKK5fiOKO7+93eneSJNzq4+9UWWtJLntZVFPKR02oxU4pGdcwDQTyWYt3LYZY/0s7GFWFS6Wv6ojIfZkkpgapWama6HL1k9AnWJ26Zs+9GIiIiIiMw4mTBGPNm4HZgO/AlYFV61yLgGuB2Y8z51tqHsh6l9NGR7lnovxrSo+0bATi5bOaoCrBFN2+i7ZGHwOdj6rXXj2g51O7wehq3/oxoZAPgUFX7NqqnXo7jjK44+LrGbh5Y1cbT6zuJJ73xRjOrA1x8ZBVL55TiOwgLpsW6U6xbHua1x9vZ8FqEZHo5V8cHhx5XwsKTSlmwpBR/gYO1LTmOVkRERGSvTK7o/hOwwEnW2rZe2+80xvwIeDrdRsnCGHJdl/Y9qyHtTRYSboonOjYBcHrZ7FEdt/H3vwLXpeKc8wjN3vcwpvbmR9m19WfgJikonMSUmR+lqHRhxq8dT7o8s76TB1a18kajt8qPg7eq0TkLyjluVslBN9youyvJK4+2s/6VMFtWd5PoVe9h6twgh51SxuJTyigp13AgEREROXBlkiwcBXylX6IAgLW23RjzK+CGbAUmg4ukukiSIOgUEfCF9mx/sWs7HakYMwMVzA0OXaxtKJ3PPEn3mtfxl5VTffFlw7Z1U3GaGv5AW9P9AJTXnMukuivx+TMbHtTUGeeuV1p5ZkMn7emVjUoCPs4w5Zy7sIKp5QfXsqdtjXE2rYywcWWENc93EuvemyBMmx/CLCnhsFPLKK0cXa+LiIiIyHjL5KolCQSG2V+YbiNjqGOIyc09Q5DOKJ+d8V34VHc3Tbf9AYCay64YdvhRKhmmYcO3iXStAvxMnv5+KmpGXqDNdV2e3djFw6vbWN0QIT3SiFnVAd68uJKT55USLDjwV/lxXZeO5iTb1naz5oVONrwaIdze9+M/c2GIo8+pYPZhRZRUKEEQERGRg08mVzDPAh8xxvzaWtvQe4cxZirwEbyhSDKG9hZk21tjoSsZ49XwDhzgpNKZGR+z6dbfkGxtIThnHmWnnjFku2hkIzs23UQ82oC/oIq62dcTKpk/4tfZ0Rbjl0818uq2CAA+B46fVcKlR1cxu+bAXtmovSlOw/ooDRui7FgfpWF9N5GOvguABYt9zFxYxKzFRcxaVETtrMAB/Z5ERERE9iWTZOHLwDLgdWPM74HX09sXAlcCQeDy7IYn/XUm2wEo7ZUsPN+1jSQui4smU1kQGuqpg2pb9jDtjy/DKSik9v0fGnT1I9dN0bzzDlp2/hVwCYRmUDf70xQGp4zoNXa2x3nEtnHvijbiSZeSgI/LjqnmlEPKKAsdmGP2o5EUb7zYxdY13WyxEXZtig1oU1Tqo3ZWkHlHFTP/2BKq6wqVHIiIiMiEkkmdhWeMMecA38Nb/ai354FPWmufy2ZwMlDXnmShHIBlbRv4ReNLAJyYYa9C97q13qRmYPK//TvBGQOLr7muS9O2X9O2+0HAoWLSedTUvQufL7jP44djKf7y0m7uX9FGz+j9Uw8p46oTaqgoOjCH5XQ0J3jir8289lhHn0nJwSIf9fOD1M0JMXVukKlzglRMLlByICIiIhNaRlds1tongSXGmCnA7PTmDdbaXdkOTAbX07MQ8JXz/YaneTncQAJvOMxLXds5pWwmId++T6vrujT98beQTFJx7lsoP+X0Qdu17Pqblyg4fupmf5aS8iNHFOfm5m6+fu922rr7DtX56Bkj640YT9FIirUvdvHaY+1sXBHB7akQbULMP7aEqbODzFgQoiBw4M+lEBEREcmmUd3etdbuBHZmORYZga5kOzHK+Hu7Q7e7nbi792L8tchOPr35AT5XdwozghXDHAXCry2n+421+MrKqLn0HYO2adl1N807/gzA1JkfH1Gi0B1L8vMnG3liXWcG72p8JRMu29d1s3lVhLUvdLFjY3RPcTSfH8zxpZx2eTWTpg03n19ERERk4jswx4LIkLqS7ezkDNyUC7h99sXdFE2JMDdsW8Yv5l487HFa77sHgKq3XISvaOCSp21ND7K7wVshafL0D1JaecKwx2uLJLjj5RYeXt1Gyh226bhKpVx2bYrSvCPO7m1xNq+OsG1N37oHOF4vwuKTy1h0UilFpQfmPAoRERGR8aZk4SDTmezARzXJYVaxLfYNf0e8e/06IqtX4oRClJ8xcNnTtqaHaNz2SwAmT//3fS6Nmkq5fPHOrTR1JkbwDkbvpg9voKtt+NV5Syr8vOtL9WxaEWGr7WbjyvCAVYsAJk0PMHNhiNmHFzPn8GKCRRpiJCIiItKfkoWDTFeyjSDNhBm6FsL8UPWQ+9xUisbf/QKAirPOxV9c3Gd/Z+tzNG7z9tfUX01FzTnDxrOjPc4PHtmxJ1HwOYxZz8K+EoWeNj//zJY+2yomFzBldpDKyQVMX1DEjAVFqpwsIiIiMgJKFg4ynckOgjQRd2b1ma/QI+D4WVA0ecjntz/6MNEN6/FXVVN90dv77It1b2PnlpsBqKl7F1WTLxg2lhc3d/GjR3cSjqWoKSngQ6fWUh7y8fMnG9naEiOayM14pNIqP7MXFzN9QYjZhxVRNUVLmoqIiIiMxoiSBWOMH5gGdFprm8c2JBlK0k0SSXUSpJBufMQZmCz4cZgbrBr8+Z2d7L79NgAmX/lefKG9NRmSyS4aNn4bNxWhpOIEKidfNGwsz27o5AfLdpBMeYXVrjm9luKAd7f+axdN5+UtYX7xZCOd0eS4Jw3X/jjzKtYiIiIiMtBIB2r7gfXA+8YwFtmHcLIDF5dyJ4nfGfzU+R0fMwODr4TU+sA/SIW7KFp0GCXHLdmz3XUT7Nj4feLRBgKhmUyZcc2wF9svbu7akyhceHgl158zdU+iAOA4DsfMLOEH75zFVSfUUFToI+Af/cV7e1Ocp+9sGXF7JQoiIiIi2TGingVrbcwY0wCM7QxWGVZXsgOA8oISrq0/h2s33UuZL8BP51y0zwvkVCxG27KHAai++LI+7Zt3/o1I52v4/GXUzfk0Pv/QVaC3tcb44bKdJFNwweGVvHtJzZCv7fc5nLuwkpPnlfO3l5tZsT0y4vcaDaewz3Wy8skONqyI9F/4SURERETGQSZzFn4PXGmM+bG1Nj5WAcnQegqylfjLWdvtjQabF6oe0Z30jiceI9XZQXDWHELzzZ7tXe0v0bLzDsBhysyPUhioHfIY65u6+d8HGojEUxw/q4SrhkkUeisO+Hj3CZP22Q6gcUuU5+5tY9VTHcSjXobgL3SYf2wJrz9z4NZuEBEREZmIMkkWHgEuAJ43xtyCNyxpwK1ia+3jWYpN+ulMtgFQ6i/nje7dAMwP1ezzealIhN13eHMVKt/y1j0X+K6boGm7V0uhpu4KSsqPGvIYdmeEbz/YQEc0xeL6Ij525pSsDveJdCZ54o5mnr+/bU8vwsyFIRaeuLf2wTeueCNrryciIiIi+5ZJsvBAr7//iIEDQ5z0Nq1JOUa6evUsLI96PQuHBIdeJrVH6z8fINXVSWi+ofSEE/dsb975N+LRbRQEaqmcNPjKR13RJH9+sZkHV7fhunBYfRGff3M9BfsxB6G3RCzFSw+386/bm4mGU+DA0eeUs+T8SmrqVUFZREREJJcySRYOiMnNxpgC4CXgcOBqa+3ve+07GvgesAToAG4FvmCtHflg+QNYz5yFIl85G6LehN95w9RUAEi2t9P6j7sAqH7b2/f0BnSH19Gy82+AQ+2MD+P4Bn4UdrTH+dq922jqTOBzvMnMbz+mOiuJQirlsuaFLh69dTfNO7xRbbMPL+LMd9VQN3fwORMlFf4RFWUTERERkewYcbJgrf3NWAaSgU8AAwoJGGNm4g2Veh54G95Sr98BaoF3j2eA2XTTlv9gd3wnZf5KYqluANZ1NxB366n2B4in2kn6qvA7g18k7/7rbaQiYYoOO4KixYcD4LopGrf+AkhROfkCiksXD3heSzjB19OJwpyaIB85rZZZNcH9fj/xWIoV/+rg2XtaaW7wkoTq+kLOfvckDjmmeNihTZ+4Zc5+v76IiIiIjNyoirIZY+bjXYSvsNa2ZTekYV93OvAV4GNA/+TlM0AMuMRa25VuHwP+YIz5prV2xXjFmU2VBZPYFt1Adyq8Z9vr3VuBeqLJLXxr8yeZVDiV62d+a8Bzo5s30f7YI+D3M/nK9+65EO9ofoxoZD3+wmqqp1w+4Hkp1+Wn/9pFYzpR+NL59ZQE9++OvZtyWfVUJ4/c2kRHs9c7UDG5gBMuqOTIM8spDI50FV8RERERGS8ZJQvGmMuBbwEz0pvOBR4xxkwGnsIb8vOX7IbYx/eBu4DBJlFfCNzVkyik3QH8EngrcFAmC6dWns/a8GvE3O4922KUAuCnBQcHUzz4xOTdt/8JXJeKs84lUD8N8Iqv7d7xJwAm1b170GVSb3thNy9vCVMa9PHpN9XtV6LQ0Zzg9Wc7Wb6sncbNMQCmzA6y9MJKFp5Yii9Lcx9EREREJPtGnCwYYy4A/oQ3zOeXwA09+6y1jcYYizfcZ0ySBWPMecCbAAME++0rBmYBK3tvt9ZGjTHrgEVjEdN4mBNaQJGvmFhyb7KQoByAQtrxO37Orr50wPOi27YQfvVlnECQ6rfu3d/ccBvJRBuhYkNp5UkDnnfPqy3c+UorPgc+esYUakpG1flEy444z93XyksPteGmC02XVvk57fJqjjijHJ9PSYKIiIjIgS6TK8EvAc8ApwDV9EoW0p4FPpCdsPoyxoSAHwL/Za1tMMbM7tekEm81ptZBnt6CF++oJJNJrLWjffqohcPesKM1a9ZgnON40VlG0vHG+McpAyDkRjgmcRab1m4e8Hzn/rvxAcnFR/BGQwM0NIDbiS/6T8ChK3E2a9as6fOc5Tsd/rbGGw50yaEpisNbyfStN26E1x700bItnQw4LvULYPphLvULk/gLdrB27Y7MDppHes57Lj5zkjs67/lJ5z3/6Jznp1yf92Ry+MVh9iWTZOFI4LPWWtcYM9j+7cCU/YpmaF/Am4/wgzE6/gFtvns0Lzr/BMDFSScLLqUkMe6xA5/QHcFZ8YrX/rglezY7yRdxSOL6DPj6nqrWbrh7rXeBf97cFEfUZlYyORaBVcsc1j3rJRsFQZe6Q13MqS4VY/WpEBEREZExlUmyENtH+xl4y5VmlTFmFvBZvCFOJelEpTy9u9gYU8HeHoXKQQ5RBWwY7ev7/X6GSI7GVE/22fPaLzcczaquF0hQCvgooIsr6j/IwpKBI6xaH7iXpnicooWLmXbyqYBXgG3jqu+TBKbNvozisr3vKeW6fOO+7STcCCfNLeXfzpo68jif7+SF+9vYvDqyZ7jR8W+p4IwrajRpeRT6n3fJDzrv+UnnPf/onOenXJ/35cuX71fvQibJwrPAJXiTjPtIDxO6GvjXqCMZ2hy8OQq3D7LvFuDH1toCY8wm+s1NMMYEgXnAH8YgrnG1pOwMVnW9sGcIUpkvyYLiowe0c1Mp2h55EICKc87bs729+VGSiRYCwekUlR7W5zm3vdDMiu0RykN+3rN00ojiiXQmefDXjax8ohMAx+fVSTj1smpmmKJRvUcRERERObBkkix8A3jYGPNHoKcQ2mxjzCV48xmmA+/McnwAy4Ez+22bCvwxHdOD6W33AJcZY66z1vasM3oJXqJx9xjENa4mFdYBEE93qhxZMn/QmgThFa8Q37mDgppJlBztDVFKpWI07/wrAFVT397neX9+cTd3vtKCz4FrTq+lsnj4j4Sbcln7Uph//q6Jlp1xCgIOZ1xRw+GnlVFUqoJoIiIiIhNJJkXZHjPGXAH8BHhHevPP8CYWNwNXWGtfyHaA1tpW4NHe23pNcF5trX0s/fdvAVcBfzXGfAeoxyvKdpu19rVsxzXeIq6X//QkCwuKZg7aru3hBwCoOOtcHJ83DKiz5QmS8WYCoVmUVpwAgOu63L+yjb++3ILjwP87fQpHzygZNoaG9d08+Ksmtq31VmaqnRXgoo9NoXbG/hdrExEREZEDT0brYlpr7zDG3Iu3hOmheInCG8CD1trOMYgvk9g2GWPOBr6LV4uhA2/40X/kMq5sCSe9f94kFQBMD5QPaBPftYPwq8txCgspP/0swJur0NJ4DwCVk8/HcbwE4tdPN/HAKq+e3gdPnswph5QN+drxWIqn72zhyb+24LpQUuHnxIuqOObccgoCmpcgIiIiMlFlvIi+tTYC3DkGsWQSw0a8RKX/9heB08c9oHEQSXXhsnfZ1GmBgRf3Hc88BUDpcSfgL/X2tzbeTzy6ncLAVMqqTgbgqXUdPLCqjUK/wwdPmcxp8wcmHj1WPtnBw79roqs1CQ4suaCSUy+rJlikJEFERERkoss4WTDGVAHn4E08Bm+loYettS3ZDEz6iiQ7SREihUOZL0CRr3BAm87nngGgdKmXFMSi22necRsAk6a9F8cpoKkzzs+fbATg6hMmDZkouK7L03e18ugfdwMwdW6Qs99dw6zFxVl/byIiIiJyYMooWTDG/Afwn3iThnvf2e82xnzNWvuNbAYne4VTnSTwVhmqKRx4wR7bvo3Y1s34iksoXnw4AE3bfofrximrOpWS8qNxXZdbHt9FOJbi2JnFnLtw8EQhGk5x1492svbFLgDOuXoSx59fMeiEahERERGZuEY8lsQY8yng68DzeKseHZn+807gBeCr6TYyBsLJTpI9yYJ/4NKknc97vQolxx6PU1BAuGMF4Y6XcXwhauquAmCZbee17RHKgj4+eErtoBf/8WiK227cztoXuwiV+Ljs01NZckGlEgURERGRPJRJz8K1wCPAudba3uV9XzPG3AE8nG7znSzGJ2mRVNfeZGGQnoXO554GoPT4pbiuy+4dfwSgqvZtFBRW0NAW49dPNwHwnqWTB10iNRF3uf07DWy13ZRVF3DVl6dRNXXgcCcRERERyQ+ZzFKtBf7aL1EAwFqbAu4AJmcrMOkrnOwkgZck1BT0TRai27YQ27YVX0kJxYsOI9K5kmh4HT5/GZWTzyeRdPm/ZTuJJV1OmVfKqfMHTo6Ox1L8/Qc72PBqhOJyP1d+qV6JgoiIiEiey6Rn4RVg/jD7DwEO+noGByqvZ6ESgOqCvsOQeiY2h06fz6Y111EYnApAxaRz8fmC/P6ZRtY3RZlUWsD7ThqYz7XuinPHdxvYuTFGqMTHu75YT019YIzfkYiIiIgc6DJJFj4F3G2MeQ34jbU2CWCM8QPvA94DXJj9EAUgmureOwypV8+C67refIXpEDYrIJ4gEW8CfJRVnca21hj3rmjD78C1Z06hJNi3yvK6l7u4+ye7CLclqZpSyKXXT2XKLBVZExEREZFhkgVjzCODbG7Bq9r8LWPMhvS2OUAlsB74GnB2toMUiKYie1dD6tWzEN/RQNy3DS4GSPR5TiK+m3+85o00O9OUY6b07ZHYvDrCX77dQCoJsw8r4tLrpxIq7ptMiIiIiEj+Gq5nYS4wYH4CsDn9WJN+bE//KWBv7QXJsu7k3p6F3sOQ2tY/4iUKA6YXpHj99R/z+NrrcHA4//DKPnt7hh6lknDsmyt403sn4fi04pGIiIiI7DVksmCtnT2Occg+hN0U4KPMF6DQ8e7+hztX0lZ0LwzRGbBs28kkUg7HzUhSX7F3DkJ3OMlfvt1ApCPF3COLOVeJgoiIiIgMIpPVkCRHEm6CeDojKPeHAC9RaFh/I/hTgz5lc8JbAAAgAElEQVRne1cdLzQeh48kJ1feQrhzJeAVXPvj17fTuDlGdX0hF398Cj4lCiIiIiIyiIwqOPcwxpQCVfSt4gyAtXbzwGfI/oimIqTwJh1XFHiPuzbfjOvGBm3vunDP5gtx8XHilCeZHNrOrs03M3vRD3nijmYa1kWprC3gis/XEyrRHAURERERGdyIkwVjTBHwFeD97J2vMBhdfWZZNBUhmU4Wyv3eY+3Ma9j+xjfBSQxob9sMmztnUVLQyVn1j+A4AWpnXsP6V7p47r5WAC75xFQqa1VHQURERESGlknPwi3AVcBzwB+A1jGJSAaIprr39Cz0JAvFpYsJrTyUbrOqz+Rm14Vl288E4LS6xykqdKmb+zm6O+dzx3e34KZg6VsrqZsXGvf3ISIiIiIHl0yShUuA31tr3zNWwcjgButZcF2X+PMNsBq4fG/bDR1z2NY1neKCLpbULqdu7ucIBBfx529uJR51WXBCCWe+a7iOIRERERERTyYTnCPAk2MViAxtsJ6FRPNukq0tOIG+PQTP7VoCwNLaF5g1/1MUFi7kT9/YxvZ1UcprCnjLB2u18pGIiIiIjEgmycLtwJvGKhAZWtQd2LPQvXYNAP5jSwAoqTiRpu46VrUuwiHF+ccupbh0Mff9rJHNq7sJlfh4+/VTKSrVlBIRERERGZlMhiF9CrjdGPM74Od4xdmS/RtpNaTs69uz4PUkdK+14INkXQcA1VMu5jeru0m5fk6bm2T6lMVsXBlmxRMdFAYdrr5hGpNnBHP2HkRERETk4JNJspAA3gA+Blw5TDvdus6yweYsdL+xBmaC648RCE6nLVHPK9s2Ueh3uHLpPKKRFPf/vBGApRdVKVEQERERkYxlkiz8CPgA8DzwNFoNadzE+s1ZSHV3E92yCc719pdWnshDth0XOGF2CZXFBdz/i100N8SprivkpLdV5S54ERERETloZZIsXA7caq29eqyCkcFFkt2kCOAApb4A3RtWgZOCQ3xAiqLypTy6ph2AsxZUsHNTlOWPtOM4cOn1U/EXaEKziIiIiGQukwnOCbQaUk60p7oBCDkObriL1gfvg1lAIEUgMINVTZW0hJNMLS9k4dQQy27dTSoJR51dTq2GH4mIiIjIKGXSs/BXvNWQfjJGscgQOpIxAEKxKBuvuwY3mdyzLlXssW3cX7QaqOQsU86W17tZ/0oYf6HD6e9UPQURERERGb1MkoX/A35rjPkD8FO0GtK46UzFAQi2tePG4+AAc+HOH3yOaFcZDnAEsOLh3axIPycZd/n+BzdQUuHnE7fMyVHkIiIiInIwyyRZeDX9eBRwxTDttBpSloUT6Z6FSNTbMBUIQrSrbJ/P7WobkM+JiIiIiIxIJsnCfwPuWAUiQ+uKdEMhFEW8pIEZuY1HRERERPLDiJMFa+0NYxiHDCOWztGKI95wJGbmMBgRERERyRuZrIYkORL1eyO7isNxL72rQ308IiIiIjLmRtyzYIz58giaudbar+5HPDKIuK8QSCcL9XhnbUdOQxIRERGRPJDJnIUbhtnn4q3R4wJKFrLIdV0SeEXVSruTXn0FILylKIdRiYiIiEg+yGTOwoAhS8YYHzAPuA44FnhL9kITgIQbJ4nXszB53mIIbATg9d0LchiViIiIiOSD/ZqzYK1NWWvXWms/CjQA381OWNIjmoqQIgBAxazpUAskYUP9WbkNTEREREQmvGxOcH4QuCiLxxMg6kZIpXsWfM1rwAEnXMUbTg2JEfQLlVSo7IWIiIiIjE4mcxb2ZTqkb4FL1kRT3XuShYKuLVAJrcmFdHSnSFRCQROc8vYqTru8JseRioiIiMhEk8lqSEOt7l8FnAV8EngoG0HJXt3JvcOQClI7AdicXEiwE0JNEAg5LDm/MpchioiIiMgElUnPwkaGXt3fAR4D/t/+BiR9dSbDgA8fKfyhTgA2x6dTvd3bf9ipZYRKNNRIRERERLIvk2Th/QxMFlygBVhrrX09a1HJHm3JMACFpKDK++df3xykekcKgMNPK89ZbCIiIiIysWWydOqvxzAOGUJHKgJAoZuAAujqqCC8KcWUGFTVFZKsgR8u28Gm5hjfevtQI8VERERERDKXzQnOMgY6klEAClMxALa0L6B6m7dv1xSXL965jWTKJTXUADERERERkVHKKFkwxlQA78IrxFYN6dLCe7nW2g9kKTYButLJQiAZI54q4IUdx1PeBK4Da8sSJJI5DlBEREREJqxMVkM6A/g7UA60481V6E/3t7MsnIpDLER402z+p+FUyjYHqXehbTIkgrmOTkREREQmskx6Fr6HlyCcbq19ZYzikX4iqRisXEBHWyngMKXZ296hsgoiIiIiMsYyqeC8EPi+EoXxFU0lYeEmymq2UkCc0nR/Tmd1buMSERERkYkvk56FbeSgQrMx5jLg3cCxwCS8eg+/Ab5nrY31ajcHuAmvQFwMuAu43lrbPN4xZ1O3m4BQnLkL/0XdC3Vsj59JLAixolxHJiIiIiITXSY9CzcB7zPGjPdl6qeBKPBZ4Hzgd8BX0o8AGGPKgGVAPfBO4CPA6cBdxpj+k7APKlHXq6cQchNEttcBUDjNT01pAcGCg/qtiYiIiMgBLpOehVagC3jdGPMrYBMwYC0ea+1vsxRbj7daaxt7/fyoMcYFvmmM+Yy1djPwIaAOONlauw3AGLMVeBK4ALgnyzGNm1jKSxaK3AStDfUAzFxYxOffOYVHbBu3PtdMMuUSS2puuYiIiIhkVybJwq97/f3LQ7RxgawmC/0ShR4vph+nAZuBC4HHexKF9POeMsZsBN7KQZwsxNM5QDCZJNlUigMcemQxfp/DuQsrOXleOX97uZkV2yM5jVNEREREJp5MkoUzxyyKzJ2G16uxNv3zIuCPg7Rbld43aslkEmvt/hxiVMLhMACxUhcc8O2oxIn7iIWgwGnA2oY9bY+r9P7kIk7Jrp7zrnOZX3Te85POe/7ROc9PuT7vyeT+FeUacbJgrX1sv14pS4wxBvgk8CtrbVN6cxXeMKn+WoDZ4xTamEimp5V0rZ0NQPckl9Jxn2YuIiIiIvkoowrOuWaMqQHuBLYAnxqP1/T7/Xj5yfjqyT5Tjh+A8MYZAJTNDmDMrHGPR8ZHz3nPxWdOckfnPT/pvOcfnfP8lOvzvnz58v3qXThokoX0ikf3AaXASdba9l67W4DKQZ5WBRy0S6e6uCTxgwuxhkkA1JlQjqMSERERkXyRydKpOWOMCeL1KMwD3pReAam31Qw+N2FRet9BKUkClwIK2wohXkCiEObMVLIgIiIiIuPjgE8WjDF+4E/AEuB8a+2qQZrdA5xujKnv9bylePMV7h6POMdCkjgpCgjt9EpbdJfC9KpgjqMSERERkXxxMAxD+hFwMd5yrU46CeixLr206k+Ba4E7jTE3AMXAjcDTHMzLphLDpYBQg5csREphWmVhjqMSERERkXxxwPcsAOelH/8b7+K/958LANLzF84CdgK34SUPT+AVdDsoq5XFSPF3ZxfgI9RQDEC8MoWv4KB8OyIiIiJyEBqyZ8EYc9poDmitfXz04Qx6vNkjbLcOrzjbQW9LtI0f+iydxAEINXrzFMKTuvn05gf4XN0pzAhW5DJEEREREckDww1DehSvInMPp9/PQ/HvT0ACX9m2jDBx718cKGz3hh7FaiKEE2Fu2LaMX8y9OIcRioiIiEg+GC5Z6F+xOYA3D6AcuAXoKUO3APgQ0AZ8LtsB5qMSXyHhlNer4MQcCrr9pBxIVHUDUOxTVTYRERERGXtDJgv9KzYbY/4H7173EdbacK9ddxljfow3R+As4OGxCDSfHBKqobHT+ycOtHmJQTwEFEcBmB+qzlVoIiIiIpJHMpngfDXwm36JAgDW2k7g18B7sxRXXltYNIlC1xuDVNg7WSiKEXD8LCianMPoRERERCRfZJIsVOFVTx5KebqN7Kc5wSp86QkLha3p+QohIBTFj8PcoP6ZRURERGTsZZIsvABca4w5tP8OY4wBPgo8n63A8tmsQOWeZCGw26uxEC9OQkEKv+NjZkArIYmIiIjI2MukKNv1wDJghTHmAfZOcDbAm4Eo8KnshpefAj4/n08t5u/u4zQ2zwOgqibITYdcnuPIRERERCSfjLhnwVr7AnAccCdwBl7ycD3eqkl3Asen20iWxN34nmFIlZMOhmLbIiIiIjKRZHQFaq21wOXGGB/QM8u20VqbynpkQsxNEujwkoWaKVouVURERETG16huV6eTg51ZjkX6Sbgpiju9Gnd1dUoWRERERGR8ZZQsGGPmAjcAZ+P1LJxnrX3EGDMJ+F/gJ9ba57IeZZ5KRAvwpRySfqibpGRBRERERMbXiJMFY8xC4Em8eQ7PAOf27LPWNhljjgQ+DChZ2A83bfkPdsd3EvQV0xVdRCWQCECj71U2RqqoKKihvKAKv+PPdagiIiIiMsFl0rPwTaATOAGIA7v67b8fuCxLceWtyoJJbItuoNsJkwqHAEgWwsMdt+DrckgQZ1LhVK6f+a0cRyoiIiIiE10mdRZOB35krW0A3EH2bwLqsxJVHju18nwCjpck+DrKAEgGksScCN1uGAcHU3xULkMUERERkTyRSbIQBNqG2V8BaFWk/TQntIAiXzEAvo4SAJKhxJ79fsfP2dWX5iQ2EREREckvmSQLq4GThtn/VuCV/QtHHMfhlMrz8buF+Dq86s3JUAyAgBPkLdVXEvIV5TJEEREREckTmSQLPwGuNMZ8GChMb3ONMdXGmB8DJwM/ynaA+ei48tOBFL4ubzhSqqgbgGJ/KUsqzsphZCIiIiKSTzKp4Pwz4IfAzcD69Oa/AY3AR4DvWWtvy3qEeajEX8Z0dz7+sLdcqlscIeAEuWTyB7QKkoiIiIiMm0wrOF9njPkjcAVwKOAAbwB/tNY+PQbx5a3F7olsingdOG5xF1MCM1hQfHSOoxIRERGRfJJxBWdr7bPAs2MQi/QylVn4o0kAfEWdXFr7ARzHyXFUIiIiIpJPRjwMyRiz3hhz0TD7LzTGrB9qv2TGwcEf9YYcTSopYFpwTo4jEhEREZF8k8kE59lA6TD7S4FZ+xWN7JEkhS/mnZ5jq02OoxERERGRfJRJsgCDF2PrcSjQsR+xSC9xN44/7g07ml2nWnciIiIiMv6GnbNgjHkv8N5em75kjPngIE2rgMOB+7IYW16Lul344149hera4Tp0RERERETGxr4mOFcCPYPlXWAyUNyvjQt0Ab8DvpjV6PJYONyBLzWZlAOV5YFchyMiIiIieWjYZMFaexNwE4AxJgVcZ629dTwCy3ftnREAUgUugYJMR4uJiIiIiOy/ES+daq3VFes46uzylk1NFg43TUREREREZOwoAThAdXV5j8lCl3DnytwGIyIiIiJ5KaOibMaYc4DPAMfizWcYUCXMWuvPTmj5LRxNAJAKuDSsv5G6uZ+juHRxjqMSERERkXySSVG2C4D7genAn9PP/SNwGxAFlgP/PQYx5p1w50piiZ5kIYnrxmhYf6N6GERERERkXGUyDOkLwCvAUcCX09t+aa29EjgSr2ibzWp0eSjcuZKG9TcSj4UAcAu8uQtKGERERERkvGWSLBwJ/MFaGwdS6W1+AGvtWuBm4PPZDS+/9CQKrhsjkSgEwC1I7dmvhEFERERExlMmyUIS6Ez/vedxUq/9G/GqOMso9E4UAFLpZAF/qk87JQwiIiIiMl4ySRY2APMArLUxYC3wpl77zwB2ZS2yPLNr8817EgWAZDI997xfsgBewrBr883jFZqIiIiI5KlMkoWHgMuNMT0rIP0UeK8x5p/GmGXAu/CqOMso1M68BsfZW6nZTaSThfSchd4cJ0DtzGvGKzQRERERyVOZJAvfAC4nvdyqtfY7wH8AVUAZcAPwX1mOL28Uly6mbu7n9iQMqWR6BVp/32TBcQJaRlVERERExkUmFZxbgBf7bbsRuDHbQeWrnoShYf2NuAkvWXB69SwoURARERGR8aQKzgeYnoSB9JwFx+/VW1CiICIiIiLjbcieBWPMl4faNwzXWvvV/YhH8BIGN+F14vgKEkoURERERCQnhhuGdMMojucCShayIel1+vgKkkoURERERCQnhkwWrLUaopRL6WShwFeoREFEREREckIJwQHK6UkWCgbWWRARERERGQ8jXg3pYGCMmQPcBJwFxIC7gOuttc05DWwUnKRXzqKg0M1xJCIiIiKSr0acLBhjNuDNSRiOa62dt38hjY4xpgxYBjQB7wRK8JZ1vcsYc6q19qC56k52de4ZhuRPhEl2deIvKc1xVCIiIiKSbzLpWXiMgcmCH5gLnAi8CizPUlyj8SGgDjjZWrsNwBizFXgSuAC4J4exjYjrujT/7c+03ncPTvALAPg7mtl43TVUvuVCqi95B47j7OMoIiIiIiLZkUlRtn8bap8x5gTgH8B1WYhptC4EHu9JFACstU8ZYzYCb+UgSBaa//ZnWu//B248jlPgJQWFqShuPE7r/f8AoObSd+YyRBERERHJI1mZ4GytfRb4Obmt5rwIWDnI9lXpfQe0ZFcnrffdgxuLAeCkvGQhmIwC4MZitN53D8murpzFKCIiIiL5JZsTnDcAH8/i8TJVBbQOsr0FmD3agyaTSay1o336iDnLX8ABegYZ9UxwDqSTBYAUsO6ev+MeddyYxyO5EQ6HAcblMycHDp33/KTznn90zvNTrs97Mpncr+dnc+nUC4GDbtWhA0ZnJ8Tje36MTmujuyzFYRtf39smHvfaiYiIiIiMg0xWQ/ryELuqgDOBI4CvZCOoUWoBKgfZXsV+JDF+vx9jzKiDGqm2hq00PfcUbtTrSfjgpu+QcKFgb/6ALxhk0rxDqBiHeCQ3eu46jMdnTg4cOu/5Sec9/+ic56dcn/fly5fvV+9CJsOQbhhiewuwFniftfY3o45k/61m8LkJi4CHxjmWjJUefwJNf/h1n20F/Rc+SqUoPX7peIUkIiIiInkuk9WQDvRqz/cAXzfG1FtrtwMYY5bizVe4O5eBjYS/pJTKt1zorYaUnuTcmxMIUnne+fhLSnIQnYiIiIjko4lUwfmnwLXAncaYG4BivNWZnuYgWDYVoPqSdwDQet89pADicXzBIKRSVJ53/p79IiIiIiLjYcIkC9badmPMWcBNwG1AHK9H4ZMHS/Vmx3GoufSdVL75Atbdcyd0djJp3iGUHr9UPQoiIiIiMu4ymeDsAB8G3o9XtblqkGautTZnCYi1dh3eqkwHNX9J6Z7lUTWZWURERERyJZML++/i1VHYDvyLwWsaiIiIiIjIBJFJsvBe4D7gbdba/avuICIiIiIiB7xMVzi6W4mCiIiIiEh+yCRZuB9YMlaBiIiIiIjIgSWTZOHjwDHGmK8aY2alJzyLiIiIiMgElUlRtiZjzJ+AbwBfgEHLVud0NSQREREREcmeTJZO/TrwebzVkF5AqyGJiIiIiExomfQCfBCthiQiIiIikjcymbMQQKshiYiIiIjkDcd13RE1NMbcBnRZa98/tiEdOF588cUU4Pj9/nF/7WTSy8ly8dqSOzrv+UnnPT/pvOcfnfP8lOvznn5999hjj820ZAKQ2TCkjwP3pucu/BTYbK0dWaZx8EoBvmQy2Z6rAHo+YJJfdN7zk857ftJ5zz865/kph+e9HO+adlQy6VlIAftqrNWQREREREQmiEwu7H/LvpMFERERERGZIEbcsyAiIiIiIvllVBMdRERERERk4sukKNt7RtLOWvvb0YcjIiIiIiIHikzmLPx6mH29xzIpWRARERERmQAySRbmDLLND8wDPgFMAv4tCzGJiIiIiMgBIGsTnI0xy4CXrbXXZ+WAIiIiIiKSU9mc4HwHcGUWjyciIiIiIjmUzWShAq9CnIiIiIiITAD7XW3ZGFMBnAV8CnhmvyMSEREREZEDQiZLp6YYuoKzA6wHPpaNoEREREREJPcy6Vn4bwYmCy7QAqwFHrLWJrMVWL4yxswBbsLrrYkBdwHXW2ubcxqYDMsYcxnwbuBYvJXBNgK/Ab5nrY31ajei82uMORr4HrAE6ABuBb5grY30a3c28D/AYUAj8DPgG/ou5oYxpgB4CTgcuNpa+/te+7J6To0xVwBfAg4BtgDftdbePEZvTQZhjLkU+AxwBBAHVgAfttauTO/X932CMcZcDHweWIh3Tp8HvmStfalfu6x+j40x1wLXAdOANcB/WWvvyO67E2PMdLzzuwQ4EghYa51B2k0GvgtciHct/U/g49bazf3aTYjfASNOFqy1N4xhHAIYY8qAZUAT8E6gBLgRuMsYc6q1NjtLV8lY+DRegvBZYAdwIvAV4Bi8czni82uMmQk8gvef0Nvw/nP4DlCLl5CQbncccC/e4gKfw/vlcSMQAr44lm9WhvQJYHL/jdk+p8aYi4A/4v0ndC1wGvBDY0zCWvuzsXhj0pcx5hPAt/EuGL6Id45OAIrS+/V9n2CMMW8G/or33fsy3jn9PPBPY8wR1tot6XZZ/R6nE4XvATcATwBvB/5ijHmLtfaBsXzPeegQ4DK87+NzwCn9GxhjfMA/gBrgg0AU74Z6z+cgkm43YX4H7DNZMMaUAI61tnOYNqWAa63tymZweehDQB1wsrV2G4AxZivwJHABcE8OY5PhvdVa29jr50eNMS7wTWPMZ9J3G0Z6fj+Ddwfikp7vlDEmBvzBGPNNa+2KdLuvABa4ylqbAh5Jfxe/bIz5rrV295i+Y+kjfUfqK3jDMX/Tb3e2z+nXgXuttdelf15mjJkGfNUY80vdaR5bxph5wP8Cn7TW/rDXrnt7/V3f94nnKmATXq9hCsAY82J62wXAT9LtsvY9NsYE8JKEW6y1X0u3e9QYY9LPV7KQXY9ba6cCGGO+xCDJAnAJcDywxFr7fLrtK8A64ANAz++ECfM7YNjVkIwxi/CGGX12H8f5LNBsjJmfrcDy1IV4H9RtPRustU/h3bF+a66Ckn3rlyj0eDH9OC39ONLzeyFwV7/k+w68uxdvBUj/B3IucFvPf1ppfwCCwJtG/WZktL6P18X8+CD7snZOjTGz8O4o3drvNf4ATMHrxpax9X68YUfD9eLo+z7xFAKd/c5Be/rRB2PyPT4RqB6i3bHGmPr9eUPSV79zNpQLgTd6EoX08zbj9fr0/25PiN8B+1o69aPAdrzuleF8Nd1OE5z3zyJg5SDbV6X3ycHlNCCJN6cHRnB+jTHFwKz+7ay1Uby7Fj2fg3l4vyD6t9sEhNHnZVwZY87D+2X9mUH2Zfuc9jz2/yyt6rdfxs5JpO/wGWM2GmMSxpiVxph39Gqj7/vE8wtgoTHmU8aYqnRv4g+BBuDP6TbZ/h7vq93CUbwP2T8jvVabML8D9pUsnAP82VqbGK6RtTYO3Aa8OVuB5akqoHWQ7S14dxbkIJHuIv4k8CtrbVN680jObyXe6mL7aleVftTnJceMMSG8C4b/stY2DNIk2+d0qHYt6Ued+7FXBxwKfBP4L+A84FXgNmPMmek2+r5PMNbah/CGoHwZaMabkHwKcHa/3/OQve9xT7u2fbST8TPSa7UJ8ztgX8nCTLy7JyOxFi87Eslrxpga4E68/0g+leNwZOx9AW+86Q9yHYiMGx9QCnzIWvsra+3DwJV4qyF9KaeRyZgxxiwFfos3Kfkc4GJgG3CvMaYul7GJjKV9JQtxvG6PkQik28voteBlmf1V4d3FkANcevWD+/AuJN5srW3vtXsk57fnrsG+2rWMsJ2MofS4488C/wmUGGMq2VvJvjhdtDLb53Sodj13nnTux17Pv/HDPRvSK5s8gjcOHfR9n4j+D3jWWvsRa+0/rbV3Am/BOy89N4ay/T3uaVexj3YyfkZ6rTZhfgfsK1lYBywd4bFOTLeX0VvN4OPOFqX3yQHMGBPE61GYB7yp/3rLjOD8WmvDeCtr9GmXPvY89n4O1uHdze7fbhZQjD4v42UO3g2V2/F+mbcAr6T33QLsHoNz2vPY/7O0qN9+GTuDjUPuEUo/6vs+8SzGq6OyR/qG0BtAzwIv2f4e6/t+4BnptdqE+R2wr2ThLuAdxpgjhmuU3v8OvAslGb17gNN7r26Q7vacDdydq6Bk34wxfuBPeCtYnG+tXTVIs5Ge33uAi9ITn3pcgndRejdAutDbQ8A702s+93gX3i+UB/f3PcmILAfO7PfnXel93wDOTv89a+fUWrsR72L1/7d378FWlWUcx7+IeImb5q1SSwfx8YIh5XhFkdBxHALvBY5NkI024oiJl0hUZJQZTCUbMEUpKA1DQ4zKDEsZTUkzEy/MkxcOmql4yRthmZz+eN593O7WPnvtzdrnHA+/z4yzWZfzvu9ae63tet71XsbyUWOBNcTY4NJcpf/XtY1Akr6zEcRY6aD7vTtqISbebGNm/Yix+VdBU+7jB4hKiKz9/uLu/9iQA5KG/AoYaGZt14KZ7Uz0X6m8t7vFb0CP1tbq83ylV+pPEAWeBCxInZlL23ulgn6PaII0yN2zOl9IDulH53Hih2IqES3OICb5OkSTsnVdZnYdcDrR8W1pxeZn3f3VvN9vqil4DFhOTMzymfR5t7uPKctzf2KotoXEKB2lCVp+4O7fac6RSi1mtgvx4NA2g3PR36mZHUdMDjWTqNQ5jBiDe4K7l8Z6lyYxsx7AMqKWbzLRP+lU4n/wI9x9me737sfMzgBmE0Pm3kY0N51EBBBD3H1l2q/Q+9jMziYmALyEGKP/eGL0yZHufmcTD3mjZGYnpn+eAIwBTkrLLe7+51Q5+BDRNOwCPpyUrT+wT3pbkPuZ7uPwG9BusJAKtw9xEX+WOCFOjCvcF9iDCCReAEa7+4pmFnZjkCb7uQY4nAjAlhAT/2jCnS7MzFqo3sF/vLvPS/vl+n5TjcXVfDj1+wJgculHqGy/I4kRWQYRs0TeAFymSbk6T1awkNYX+p2a2cnErJ27Eb/BM7bF7c8AAAm3SURBVN19dpMOSyqkyrQriAe3vsCjwEVpxJzSPrrfu5EUJI4nHtQHAuuIt4sXu/vyin0LvY8tZgyfSMzb8zQx+tqthR6gAGAxoWqW+e4+Lu2zPRHkjQR6Ev2VJqY3RuVpdYvfgJrBQipcH6LW9BiiJqUfETCsBBYDc9z9nSaWU0REREREOliuYEFERERERDY+tTo4i4iIiIjIRkrBgoiIiIiIZFKwICIiIiIimRQsiIiIiIhIJgULIiIiIiKSScGCiIiIiIhkUrAgIiIiIiKZFCyISC5mNs7MWtMMxSJdhplN7chrU/eCiGxMNu3sAohI52lnWvtK84F7m1iUpjGzfYFjgXnu3tLJxREREflYUbAgsnH7WsXy8cBxwLeB18rWPws8BNwC/LtjilaYfYFLiGCnpVNLkpOZjQYecveXm5jHEOA64ER3f6FZ+WTkOw04F7iPuMb6AKOBvwEPA5sBXwA+B2zh7h90VNnq8FO6+L3Qmee51rVlZmcBuwNrgL2Ai9z96bzbi0pDRPJRsCCyEXP3m8qXzWw3IlhYXKUWvis+uHUrZrYZ8SB6BFB4sGBmo4ATgFZgf6Bn0XnUcBCwu7v/PZXnUOIh9ix3vyut2wy4p6sFCmbW293XpnJ1qbJl6PDznOfaMrNTgTHAUHdfb2ZHA3eZ2V7u/l6t7UWlISL5KVgQkVzMbBzwY2DXUiBhZlOJWvvPA2cSDwqbArem5Z7AlcBJwJbA7cC33H1tWbq9gQuBrwI7Aa8Di4EL3f2fNcrUG7gYOBHYEfgX8DRwlbsvLCsfwD1mVvrT8e4+r578y9LaFzgbOAboBdxJPIC9nKdM7R1Psl/6fDjHvnVz9yXAEjM7HBjXjDyqSTXOt5QeYJNhwH+BP5aV8T9mtryBLHqb2WzgK0BvYBlxva2uKMeOwOXA0cBWxJuzOcA17t6a9plKfN+DgTOIt27bAT2q3AvtNekb7u73NpD3oJR3u8dTqQPOc6ac19YUYIa7r0/LvyV+G8YA83JsLyoNEclJwYKIFOEnwGriIfkQ4JvAOmA3oqlGaf0pwEvA+QBmtjnwe2Bv4oHJiaYDE4ADzewgd2+vqce1wNj0+QTQj3i4OwhYCCwCPg2cBkwHVqa/e2AD8p8PvEE8zA1I++5pZvulfWuVqZahwHJ3fz/Hvh83I4jmKeWGAY+4+7sV699qIP3Sd3Mp8CngHOAm4NDSDma2DfH97wDMBlYRNe4zgV2IQLDczcArwDTgk+3kXdmkD+ACognMaw3mXfN4qmj2eW6Ime1OHOcTpXXu3mpmTwJHmtkD7W0H5hWRRpMOT6TbUrAgIkVwdx+T/n1tas50JlG7eXJa/0MzGwh8gxQsABOBIcCB7v5oKTEzuxdYQjyA3dhOvqOBG9y98iGrVKgVZvYgESwsLdXulmkk/7eAI0tNN9JDyBwiQJpdq0zVpKYTw4GjgNVmdhNwm7svriedrszdryxfNrNNiSBqdsa+0xrI4nl3P74s/deAman5yVNp9QXAZ4Fj3f2OtN9s4m3SRDO73t1XlqX5InB0qda/mowmfacRbwYudPfSg2u9eec5nqyyNPs8N2pA+ny7Yv07xAN+re1FpSEiddDQqSJShOsrlh8EegA3ZKzfxsz6peWxRMfpF8xs29J/wHJgLVFD2p43gQPMbOcGy91I/rMq2njPIwKIL29Imdx9LhGc9CQeME/pToFCFV/kw+Y1Rah8GC6lO6Bs3WgiuL2jtCIFAjPS4qiKNGbVChQqmdlQYBZwq7tP34C88xxPHkWf50ZtnT7XVqx/N22rtb2oNESkDnqzICJFeL5i+c0a67cmav6MaEv8apV0t6+R7yRiZJrVZrYCWEq8zXgkT6EbzN8/suD+vpk9B+xaQJn2JpotPZhZWLMewG3Eg18ek9z9yZz7doZhwHrg/oLSa6lYLvU5KW8+tAvRz6RSqaZ+14r1z9ZTgBQk/oJo8ja+YnO9ebdULGcdTx41z3MHXVsfVHyW9CKeR2ptLyoNEamDbhwRKUK10VSqre9R9nk/0SY7S7sdnN19kZndT9TIHkE0cZpkZlMqanSr2aD8m1CmocAKd69sQlFKu5XoRN5dHAb8tdrxNqDW9daIdXl3NLNPAHcQb4eOLe/I36Cijqfmee6ga6sUlFe2auhNVCTU2l5UGiJSBwULItKZngG2cve7G03A3dcAc4G5ZrYl8BvgUjO7KnU4bq8JSSP5G7CibcGsF1Ej3DaqTI4yVXMoxdWyd2lmtgkRHP2og7NeBeyRsX7Psu2NmgvsAxzl7lnpNDPvTJ14nrM8lz53KPs3xJuSZ3JsLyoNEamDggUR6UwLgMvNbKy7LyjfYGY9gf7u/kbWH6btfdy9bTQXd19nZg4cDvQlRmIq1e5mtVduJP8zzWxRWb+FccQQmL+uo0zVHAKcl/IfDax298fKytSdmiENBvrT8e3olwDnmdmoNNRn6byeX7a9bmY2mRia82x3/0NH5l1DrvPcEdeWu7eke2EPUlO7FGwPAubW2l5UGiJSHwULItKZrgZGAjenCZ1KHaMHEE0iplB9qMO+wItmdjvwGDHE5BBiVKLfuXtpBupHiLcLk81sK6JZyZ9SzW8j+fcHlprZImJo2AlEm/Mb6yhTNdsBT6XmLAe7+y/LNxbcVGSTis82ZnY68F1ilKiX6tle62/LDCe+l/uq7ZDmLljm7oe3fyh1mUHMqbHQzGYR/QJGEaNQXVMxGlEuZjYIuIyYT+N1MzulYpel7v5KM/LOoeZ5ho67tog3HOOIeSog5pB4A/h5zu1FpdGs60uk21GwICKdxmO21RFEp+CxxMRX7xFzNvwMqFZDCzHZ2SyiX8BIYHOiQ/V04IqyPFaZ2QTgXGJ0pp5Ex9NVDeb/dWI8/GlEp8nFxKRs75nZ+jxlasd0YjjXNTn3r5uZDSOGtT0grbrTzB4FppUNx7kJsAXV28a3t73qNjPbiTiuLYEvpX3mm9nbwJTypjtm1if9s72Ao27u/rqZHUyc63FEh/LniDkMvt9gstsSxz2Q6NxeaTjwSpPy/j/1nOci5by2rgL6m9kcYljawUSzrbU5txeSRrOuL5HuqEdra10jwomIbJTKZtVtm7VXmsfMRhLNcga7++OdXR7pXnR9ieSneRZERKQrGkEMOasHOWkGXV8iOakZkoiIdDnufk5nl0G6L11fIvnpzYKIiIiIiGRSnwUREREREcmkNwsiIiIiIpJJwYKIiIiIiGRSsCAiIiIiIpkULIiIiIiISCYFCyIiIiIikknBgoiIiIiIZFKwICIiIiIimRQsiIiIiIhIpv8BVMXcLYt629YAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 6 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": [ " - 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 = True because there is 9 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 6 items in the legend.\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAIcCAYAAACXRxO/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xl4VNX5wPHvZEJCIJIgVJaKImBfsOC+F0FqrQsWqAqCxa1VqcWighsgUMENq/1pUcFiK1ZUBEVbF0Sttip1QQsqKK/IpiyKyCIJQiDJ749zJ0wms9ybTDKBvJ/nyTOZu5x77rnL3HPPFiovL8cYY4wxxhhjaltWpiNgjDHGGGOMaRgs82GMMcYYY4ypE5b5MMYYY4wxxtQJy3wYY4wxxhhj6oRlPowxxhhjjDF1wjIfxhhjjDHGmDphmQ9jjDHGGGNMnbDMhzHGGGOMMaZOZAdZWERCwAFAS2/SBuALVbWRCo0xxhhjjDFJhVKNcC4i+cAg4BzgBCA/ZpEi4B3gaeAJVd1aC/E0xhhjjDHG7OESZj5EpBAYBVwB5AGLgPnAcmAjEAKaAx2BY4AfA9uBB4DbVXVTbUfeGGOMMcYYs+dIVu1qBfA1MAZ4UlXXJQtIRNoA5wFDgMtwGRNjjDHGGGOMAZKXfPQHngransNrF3Kuqs5KQ/yMMcYYY4wxe4mUbT6MMcYYY4wxJh2sq11jjDHGGGNMnUjY5kNExlYjvHJVnVCD+BhjjDHGGGP2UsnafJTFmRxZOBRnegiX+QinL3rGGGOMMcaYvUXCkg9VrVQlS0RaAy8CnwF3A+rN6gwMBw4GzqydaBpjjDHGGGP2dL4bnIvIk0BjVe2bYP4/gW2qOjCN8TPGGGOMMcbsJYI0OD8NeCnJ/DneMsYYY4wxxhhTRdDeriTJvC5UbQtijDHGGGOMMUDyEc5jvQj8TkQ+Ah5R1VIAEQkDFwO/BZ5KewyNMcYYY4wxe4UgbT72A/4FHAJsBlZ4sw4CmgOfAD9V1fW1EE9jjDHGGGPMHi7QCOcikgNcBpwFtPcmrwSeBx5S1R1pjp8xxhhjjDFmLxEo82GMMcYYY4wx1eW7wbmIvCYipySZ30tEXktPtIwxxhhjjDF7myC9XZ0MtEoyfz+gZ41iY4wxxhhjjNlrBe1qN5n9gW1pDM8YY4wxxhizF0na1a6I9AWiRzS/XER+FmfR5sDPgPfTGDdjjDHGGGPMXiTVOB+H48bwACgHenh/sYpxGY+haYuZMcYYY4wxZq8SZJyPMmCwqj5eu1EyxhhjjDHG7I2CjHB+EPBNbUXEGGOMMcYYs3er9jgfItIIOA5oCyxR1Y/SGTFjjDHGGGPM3iVp5kNETgPOA25Q1W+ipncC/glI1OIzgV+palktxdXsYUTkYuBh4CBVXZnu5WsjDsbUJ/HO30yd0yLSHlgBXKKq0+pquyY1ETkSuAc4AsgHfqmqz9Z02QTrX4zdU00Ke/r9ws7z2pWq2tXFQJfojIfn70Bn4FHgPaA3MACYB9yX5jiaWhB1YQH0VdV/xllmJtAfQFVDadru4UA/YJpd0CYdRKQ5cDWuZ76OQCPgC+BV4H5VXVyL27bz2WSUiGQDT+M6hbke2EqCnieDLGvM3s7u35mTKvNxNPCP6AkicghwPDBTVS/yJt8vIm8Bv8IyH3ua7cBgXElWBREpAH7hzW+cxu0dDowD/g2sjJn3KDAD2JHG7TUoItIb+DXQByhW1cIkyz4BDMQ9pM9X1VFpjEceMAJoiXtRUQbcmO7qmSLSDZiDG+R0JvAQ7vwR3AuRy0WkuapuTed2oyQ7n2uLXScmWiegPXCNqk5O47KJ2Pln0k5EjgCmAOeq6pdx5g8DfgSsBw4BxqjqUr/zE7DnkQxJlfloDXweM+103FuTaTHTnwHGpCdapg49D/xCRJqp6ndR0/vjBqF8CfcgW+tUtRQorYtt1Sci0lRVi9MRlqq+ICJv4B7ETxeRVqr6dZxt9gb2ARar6qnp2HaMMcAUVf3C296twFsicrSqfpaODYjIPrhMcx5wnKouiJk/ChgLpKXULh3Scawb6nWyJ0jntRzAft7n5jQvG5ef8y9D6dCg7C1pLCK/AM7BPVceC4TjLPMb3Iuy7qpaJiJnAHNF5BBV3Z5qfnXiZffZ2pUq87EzzjInep/vxEz/lvS+ITd140lcdZVzgb9FTb8AeAGIzpAgIn8AxsVWw/JTvzOyrvf1dZGKJkOXqOq0IHUso8I6nN1Vbhrh3oIPU9Wvkqx7IHAdcApwAO4G8x4wVlX/G7Xc6V54A1X1yZgwfgwsAq5T1bu8aU2B0bh2UvvjrolngdGquikm3ocBvwPOBn4AhLz1x+KOxQ+BbcBS4G5VnZksPWL8BPfW5nSgA1Ap8+E9tLfFvVz4d4BwfRGRxsAwXKnZeG/yHbhqHsOAK1Os3xnYFsm4JHE57i3ur2MzHgCqWgLcFBN2kGPUFXeMBgBNgf8Av1XVVTHLQfzzOTI/3rH2dQ4mSJ+LqdoOJFnPIb1U9d9+999brhOuXUAv4Hvcy6VJyeIVE8fIvh+KO97n4H5LZnnfw8BduJcceV74v41+mAoQV7/Xc8rrK8j9LdnxDRL/JGn4Q+BW4AygEFgG/AW4V1XLvWWmAZEaCA+LyMPAKlVtHye8hMsGOR9jzz8f6RCZn/R6CpJmPo9luu6nkW2mTCNvYOZnidOOxiul/Qi4VlXvDri/kTSs0b1ERH4E3Isbry1yXf/Zi1el3+4g529N7heq+hzwnIiczO5x5WLdBEyMalP8Eu6+MRD3IjzV/Cqq8zxSx/e1tJ6/9U2qzMfnuJP0PgARyQF6Ap+qauybk1a44i6zZ9mAu1AvwMt8eDezk3AXVt/EqwY2G2iDe2i8DfjUm570YSuFR4CNuBtCR9xAl128N+yJikuPwd0kZwOrcFWDfgO85q23yFvuFWANcCEukxbtQtxN/jEAEckF/gX8GPeAoLgi4KHA8SJyQkx8HsNlCsYD+3rTHgAGeZ+LgGa4H5sTcCUZfp0I/BGXcewAvB0n7rOAycCdAcL1K4y7oeZHJqjqVhH5FlftI5VPcQ8mJ6dYrh+uSNzX2EPVOEaRc+tmXEZtODAdd22A//M53rH2ew76dUGcaTfgqh9sAP/7LyItgTeAAtwDxFrcD+AjAeMErn3gKtyP6E+AS3EPJ51wxy4yfTCwDpdBDXqs/KZluq6vWFWObzXOtUpEpAXuPGoF3I/L+PQB/g+X4b7aW/RB3D1qlLedN4GiBMEmWzYd52O88zxa0uspYJr5OZbpPt5+0mgOrlRpEO6BMtr5uOqnM6qxvxHVvpeIyH646zoflwFZh8vEVLmug8QtzfeLKrwMU3vcMQRAVctFZDFwqoj8N9l8EmQ+qNnzSF3c12rrflUvpMp8/A3XnuN23Mn1K9wJf1ecZXviEtLseaYDM0Rkf1VdjTvOm3ElH2nLfKjqRyLyNu5ifyXyNraGtgCnekWkeDecv+BuBvcnWOcFVX0qeoKITAGWAFcBl3nxLRWRR4Fro6sviUgWLo1eVtV1XhBX4XqPOT76LbyI/Bt4Dvdw+FDUJtcAZ0TeYHr6AFNV9Wpqppn3sL8cl/mI3s+jgE+Ao3CZhDdquK0qvLc8B8ZstymuyseyNG7qELe5xA9xMYIeoy9U9eyo5TYA/+cV5X8S4HyOd6x9nYN+qer0mLAux71pHh314Oh3/2/A/Sj/XFVf8ZZ5gOqVkqmqDvT+f8B7Q3olMENVz/emTxaRg3Ftla4PGFfwn5bpur5ixTu+Qc+1WDfg3mL3U9V/eOvej3ugvUpEHlTVT1X1be+BZhTwdux5EC3Fsuk4H+OlQ7Sk1xPB0szPsUz38U6ZRqpaIiJPA+eLSL6qRmcEBwJvqOoa73t1zpGa3EtuwGVmT1HV17zlHsA9DMcKErd03i/i6eh9fhczfSsu05Fqflw1fB6pi/tabd2v6oWsFPMfwtWpvgHXNuB83Il6T/RCXpH0qbg36GbP80/chfor7/sFwCx11Vbqu/siGQ/PNFyG5KxEK6jq95H/RSTPe8uYhSuqPipm8Wm4TPqvoqadgisGjX6zM8hb/0sRaRn5w1VPLPbWiY137I/0ZuA4EWmXKO6piGvovc37Winz4WWaeqjq67iXBZ9pkuppaXY+7s3Qn1ItqKohVT3ZR5jNqPqDk0zQYxSbef2P99mRYKoc64DnYCAi0h1XWj1LVW+LmuV3/38BfBJ5kPDiuwtXPSOoB2O+v42rjjM1zvQWItIsYFyDpGWNr68E4l3LQc+1WH1wDzgVHb5425joff1FeqJeEXY6zsd46RAt1fUUJM38HMu0Hu8AafQErspN36jlT8Q9CEeX0lbnHKnJvaQ3sCiS8fDWLSV+9aggcUvn/SKe5t5nbPuWIm9eqvm1odbva9Te/apeSFry4Z1Av/TelnYCVqrquwnCGUgtvEU1tU9dg62ngMEi8i9c70SB3rymm4iEcXVao22JvtF6KpW2qepO743/QUnCzsFV07oAiL2wV8SEp16x7oXsfnC+EJfBie4JTnA/OLHdUkfsF/M9XgnACFxbjVUi8hGu2tcMVf0g0b7EcTy722MtxzXgixjM7h+/HsS5XkUkBDyFq5PtxwhN0ZWtiBTiGqAPVdV0lnx8h2s071fQY7Qy5nukPm68KiXJVNnnIOdgEN4P1dO4KgSXxM7G3/63B16MM786Jdux7XY2p5jeHHdcfR+rAGmZjusrnnjndNBzLVZ7XBWeWJ94nwnvb9WRpvMx1bW9MuZ77PUUJM38HMu0Hu8AafQ6rqrNILxqubiXLyW4e2tFkAQ/R2pyL2lP/Os6Xo9QQeKWKNx01YQpjfmMaIR79kw1vzbU+n2N2rtf1Qu+Doy3swl3WFU/p2qvWGbPMh1XPHgn7oY1L8Fyid5sVemhoobaUfVH7xIS198M4l5cUev9uP3chKuLO5L4b7WnAX8RkUNxD/S/BB7Tyr1ohIC3cPWZ44ltYBqbiUJVZ4vrsvoXwM9wx2OEiNwU8wY7mZ+w+w3jctxLgUjj1V2q+rWINMF1o/1AnDiU49r6pIVX2vI34GZN/0BTnwJHi0iuz6pXQY9Rop5OgvaeVeVYE/wcTMk7rv/AXYv9tGpPOEH3Px0SpWGqtA0SV19p6fP6qs79Ld7xzURa10Q6zsd46RAtbcfcz7FM0/00mt/zrExEngSGisi+uBdV/YGXtHJD7eqcI3VyL6lm3GpL5EE9tqZOU9zDfar5taHW72u1cP7WK7WVKzR7nn8Dq3EN125NUnwe6RGoecyNtEOC5WMlK5aP9hWuKl+0eG/YBddTB168GuHeCsb2xhZtIPB3VR1WKSCR8QmWfxJ3g7/I21ZTqjam+xwoVNVXk2w3JVVdD/wV+KtXhepF4GYRudvnA/a+UcdlBdDWq+c9iN0lNyfg3grVRUnl7biM2tPgekXxXlakw7O4zNYg/GVK03KMYvg9n2MFPQf9+CvQDThNVeO9rfa7/ytxjSBjSZxptSXIsfKdlj6ur5re36oT/3hW4EqgY3WJmp9OtXE+BhUozfzcK9NwP40WJI2ewHUK0B93Pe1H1Y4x0nU/8huvlcDBcdaPd60HidvKBGGk636x3PtsFfU/uBKzz33MT6a69+/qSvs5vqdK2OZDRD4SkfO8N5e+iEiWiAz0iojMHsTLbFyJy5HH1luMFimi/WlkgldV5yqfm4q8jU1aF1NVt6vqqzF/6+IseqVXRSviYly3lC8kCb6MmHNfRE7CVVmKF5fvcFVZzseVvizVqt2hPgF0FZFBseuLSNh7A5aQt0xBzHa/xxVdZ+OjepGX8Ypup7Mct59DcA3qIt0Q9sBVoazSla2IhETkaRF5yeffj5PEZwjwTiTj4bnQx350FpEDUi2H61jgC+CPInJYnHByRGRCVH3bGh2jBHydz3EEOgdTEZGRuIeQa6PrdMfwu//PAz8WkVOj5mfjukmuK0GOVcq0DHB91fT+Vp34x/Mc0FncGAjR8bg+an46pfV8rCZfaebnWKbjfhqH7zRS1fdwVaQGeX9FxAzkS/ruR37j9aK3vehzO4zraSlWkLjV6v1CXTe3SlRm3Put6wq8mmp+iuCre/+urrSd43UR2dqUrOTjOVyO68/i2gO8DLwX+wAoIm1xXb2dhquu0QT3ltjsYbzGjf9IsdgruIfah0SkC65IOXLc/fgA97ZhpLi2AN8D7yZ4U+tHAfCKiMzGtUsaiqsXnawnmX8AF4lIEbAQ9zbxUlzJSqKLehquzURr4g+m+Sdcg77HvAeGSAO0jrj0uYnkb+f3AdaIyDPAh7guKY/w4vWyqm5Ism7E6eyuEw7ujVQZ0EZVP4ya3pMEpR7pqnYlIn1w/fm/IiI3epOb4sb+SMVXV7uq+p23nTnAeyIyE5fuJbg3fOfhOgaIdCdc02MUT3XP5+qcg3GJSFfgFtyD87ciMjhmkVfU9dTmd//vxHWw8KyI/BnXdWZ//LcDSocgx8pPWvq9vmp6f6tO/OOZiDt/Z4rIfbhr+Re439l7VfXTJOtWR9rOxxrwm2Ypj6V3Lfq6n4obI+c/Pjq5CJpGT+B6FjsaeCZOe8V03Y/8xmsi7rr+p3ddR7rajbyciS4FCBK3dN0vsmI+o/0N92LxYe/7ANwxfdLn/ETS/TySStrO8VqKX51JmPlQ1dEiMgn3xuci4AqgXERK2F0vrTmQg0u8dbg35vfVYQ86po6p6i5xAyndh7tQvsPdZB8kfrWo2PVXiMhQ4Frc+RLGlSZU92K/CFe8PR5XlehZ3CCDyR5yr8I9BJ/tbftjXL/k55P4gfc1XL/eB+AagVXiNdo/BddIbJAX9nZvnce99ZPZhkvTn+FuTrm4t/q3kWIsDnHd+d2De1u7QUQ6quo4dd0+voobqAxxI36fhCv5WCYi04HfpLv4VlxvK0/gHth+GjP7vHRuS1U/9B6+IwNN/hJ3HqzCvZGbpKpbvWVreozibb+653N1zsFEWuJ+sA8mzrmJq0r5td/9V9X1ItID9xIpMljkbFyvOB9WDT79Ah4rP2np6/qq6f2tmvGPt/634npIug33UNUMlykaTkxvk2mSzvOxWgKkmZ9j6et4i0hkLKJ4peqxgqbR47hzqClxxiJK4/3IV7y89n49cefP1bg0egpXhfi/RL0YChK3mt4vvDhdCRznTZojIguA8eq6YAa4GygQkb/guhs+DFe9tNjn/Lhq4XkkqTSf43u0UHl56ipvXtHcibj61V1wP3bgGvp8ihus6J2oah3G1CrZPdJoytHQ07jNz4DVqhr7QG2MMWYPIyK9cbU8DlPVjzMdn0wQkbNx1Yp/Eqc6sTG1wm9vV6W4DMabtRsdY+on723FwcCETMfFGGNMWpyC6760QWQ8RCRPK48Lko0rBdkM/C9jETMNjvV2ZUwSInIcruHaSFyxZ6o6pMYYY/YAqjo803GoY/8Rkfm4qlkFuLYZR+E6qvDTHs+YtLDMhzHJXYEbvGkxcLnuGaO+G2OMMbFexLW7uwjXvmEJcKmq/jWjsTINjq82H8YYY4wxxhhTU77H8DDGGGOMMcaYmrDMhzHGGGOMMaZOWObDGGOMMcYYUydq3OBcRE7GDTb4L1X9rsYxMsYYY4wxxuyVfJd8iMjNIvJazLTngX/hBqj5VEQOTHP8jDHGGGOMMXuJINWu+gMLI19E5CzgTNxQ7+cDjYAxaY2dMcYYY4wxZq8RpNrV/oBGff8lsExVRwKISGfg4vRFzRhjasYbJLKFqr6Y6bjUR5Y+lgZ+WBoFY+llTHJBSj5CQPSgIKcAc6O+fwG0SkekjGkIRKSRiIRjpuVmKj71gYi8KyLPisgRaQirI3BxfXgASHasRSQsIn8SkcZ1HKd6kT6Z2n9v2/UiDby41LtzxNt2vUijIGkgIueISM+6iFecbddJeqX6/UhneonICO++fHvNYm2ME6TkYxlwKvAXETkeaAe8HDX/h8CWNMbNmL3dicCTIvI6sAF3DRWKyGmqujOzUcuYT1X14tiJIvJz4HKgL7AOeMObFQLaAyuA4aq6Pmq1+4ELY8IZBvwIWA8cAoxR1aXJIuRnHR/LJD3WIjIF+BPwu2RxSRLHtKSP3/2t7jpepnIKcK6qfgmgqqU13X8v7IydI37Xi7f/UWr1HPG2Xx/S6ACgxNu/+1R1foJlbwY+U9XHwN95IiJtgXuAOUBYRGYDF6pqUaq4JQivPlxXidIr6fmSzvRS1buBu0VkWrL4GuNXkJKPycA5IvIR7kT9gsolHz8BFqUxbsbs7SKlib8AzgFWAf1qM+MhIk1rK+zapKovA4OBMmC8qg72/n4F9AKOBp6NLC8ipwFrox8KROQ3wEBgmKqOBx4B5iZ7M+hnHZ/hJj3WqvoZsF5EzshU+gTYF4KuIyK/8B5chgHHApXe2NZ0/9OVBtXZfz/rpdp/T62eI14YmUyjYcBSVb1WVUcB1wIPikjrOMseCozEtSWNjn/SNFDVtbjMwq+8OP6quhkPL7xMXlep0ivl70ddp5cxfvku+VDVB0WkBHeivw/coao7AERkX+AHwAO1Ektj9l4jVXWa34XF9Sh3Ha7a4wFAKfAeMFZV/xuz7B+AccBhuDdfZ+Ou01DUvEOBK3E/XtnALO97GLgL19FEHvAM8FtVLY4KvykwFjgX99ZtG7AUuFtVZ0Yt1xnYpqpf+N3PBI4HcoBKve6paomILAKif2AvxL1hjnYTMFFVy7zvL3n7NhCYlmCbftbxG26qY30fLv3nJFkmmZqmD9RSGqnqc8Bz4rpmvzhBODXdf8jMOZJyPZ/7D7V/jkDm0ugS4GdR2/tGRF4FTsLtE+CqC3nLfpUgnIRp4L3J/xPwd6AYmC4iF9XwgTpT15Wf9PLz+1HX6WVMSoEGGVTVh1X1bFX9tZejjkzfqKpHqepf0x9FY0yUY3Bv3GYD1wB3AAcBr4lI1wTrPAZ0AsbjMhzR/o5rqzUWeAG4FPgj8BTQxpv+LO7tX+y6D3hxeA6XYbkFWAKcELPcp952aqoHsEpVl0dPFJHmuDSZHjW5OzA/apkf4apJVJTOqmo5sBhXnbQKP+tUJ9xEVHUDsF1EfhxkvSjVTh9vuVpJI7/SsP9Qx+dITdarjj01jTwlwP0ikhc1rQvwScxyV+Ae4MuII1kaqOpaVR2Ie5DeoKrnpOFBus6vK4/f9EoqA+llTEo1HmTQGFMjR4rIQcAOXAnFbar6YZLlX1DVp6InePV6lwBXAZfFWWcNcIb3gxdLvR8fgAdEpBMuIzFDVc/3pk8WkYOBXwPXR63bB5iqqlcn38W06UHM20cv7abjMktXetMOxv2Qbo9atKP3GTsQ6lbcg0E8ftYJEq6fYz0P6I17MAmqJukDtZdGQdRk/6Huz5GarBdPbZ8jkJk0ApjohX+kVw3pGOB5Va3YD+/+E1ZVFZFkYSVNA1V9OkVcgsjEdQU+0gv/vx91mV7GpJQw8yExAwr6VK6qp9QgPsY0JKXAdlUdByAixwCvikhnVf023gqq+n3kf++NWBNc3d/3gKMSbOe+BBkPgAdjvr+Nq5M+Nd50EWmmqpEf0c3AcSLSTqs2no2OcyjRPL9EpBGuROVbEbnRm7wv7gd1vKo+GbX4D4GvY4Jo7n0Wx0wvAhI95fhZx2+4fo/1Qlz960DSkD5B9qWm6yRTrf2HjJ0jNVkvVq2eI16YmUojVHW2iFwMPIxruD0HV+0oErcQrtTjBh+7Uu00CCKD11XK9CLY70edpJcxfiUr+ciicte64Mb66Ijr1WqFN+0goADXG1bCBxBjTGWq+ibwZtT3+d7bvt8Ct8ZbR0RycNWfLsD1OBdtRdU1AHdtJhLbDmNziunN2f0GbwTwKLBKXEcUr+BKTD5Isr3qOhqX0bouuu2IV+rzPxHJi6r7/AOq9rxXGvMZ0YjE90E/6/gKN8Cx/pbdb0qDqGn6+N6XNKyTTHX3HzJzjtRkvUrq4ByBzKVRpH3BGbiqRpcD5wHzReQnXtWgS4BHVHWXj/2oSRoEkanrKmV6Bfz9qKv0MsaXhG0+VPVkVe0V+QNuBFrg3kzsp6pHquqRwH7AUNzbgBsThWeM8aUY18AxkXtx19mzuLdgp+F+nF4j8fX8fYLpUPUHMdX0ilIMVZ2Ne/lwGa5dx69xP46jkmyvunoAX2pMo3WvHvYbwB+iJsdLh28SzGvK7oxVddapTrgR8Y71RtzLnKBqmj5Qe2kURHX3HzJzjtRkPT/SeY5AhtLIK9V4HNe97GteVc8zcPtxi4jsD+yrqh/53I+apEEQGbmuUqVXkvgm+v2oq/Qyxpcgb6buAqaraqVqGuq6dZssIod4y/RIY/yM2SuJyD64BoiTVPWuqFn7AMm62h0I/F1Vh8WENz79sUxNXZeSfwX+6lUDexG4WUTuVq83vDTpAbyVYF4e7oc8YgO7qzpERBqLtor6H9xLk88ThOtnnZTLBDzWYVxD06Bqmj5Qe2kURHX3HzJzjtRkvQp1dI5A5tLox8AmVa1YRlVfEpEBuG78zwCOkMrjSLQFLvV6CBsScz+pSRoEkanrKml6VeP3o67SyxhfgvR2dSTu7WYin5C4zrkxprIyIBfXNztQ0WV1c+D1FOtVum5F5CSSl5aknbjRcyu9SfPaoyjupcY+Uct2FpEDarCtLFwvMlUeAkSkA3AyMDNq8jpcKW103FZ6cesctW4joCvwarzt+lnHZ7hBjvW+7H5T6ks60ifAvtR4nRQC77+3zYycIzVZL0atniNeeBlLI9z+NYkzfRGwWlWnquqvVPXiyB+uWtJD3vfYFxnVSoMgMnldkSK9CP77UevpZUwQQTIfm0jeLdxp1LyI2ZgGQd14GY8B0e0jzsf9uMQ29o72D2CwiNwvIpeJyJ9wXeRWt+eb6toHWCsi00XkOhH5jYjch+uq92WvDndETbvaPQJoRsxDgIi0w3U5/C6Vq3x+Cuzn/cBH+xuVx1gYgKuOUNFoVESGiMgqEWnjd51UywQ81j/APVxE7+fvRGSN16tNPOlKn5T74oVbnTSKyIr5jFWd/YfMniO+1vPE3f86OEcgg2mkqp8A5SIyKGqZEDAc1114JeLG+oDsc/AdAAAgAElEQVT4gzFCnDQIoo7TC1KkWdD0qsbvR43Sy5h0C1LtahowSkT+jqt3rt50Aa7GDT54e1pjZ8zebQyuilIzXJF4NtAzTleN0a4CtuMGDLwE+Bg3yN/5uDdxdWUbbvCqn+F6fsnFNVK/DbgzHRsQkfa4B5PDvUm3iMg27/+muPZmDwP3RzdSVdVyEfkvriT2nagg7wYKROQvuO6HDwNO06iBE3EPhY3Z3bbFzzp+lvF7rI8B/h0zLQs3yNkvcQOC1Vb61FoaiUhPXJekx3mT5ojIAlyPQdHjFvje/1pKg+rsf8r1fO5/2s+RepZG5wJ/EJGf4dom5AFPqmqlN/Ui8nvcuEIAE8SNzj1Io0buTpAGQdRlekHqNKtOegX5/ahpehmTVqHy8kQ9cFbmvYmYAvyGqr1ghXAX4+WqmqihqjHGJCUi07wqFzUN56fAmap6bc1jVXdE5N/AhbENXL0qbpeo6j1p2k69TJ+62n8vzHqZBqlYGiVOg4BhWHoFDyct92djfFe7UtVSVb0MV09xFPAX728U0E1Vf2MZD2NMfaCqrwEHS0y7lPrMqwLybYIHhB5EdatZU/Uxfepy/6F+pkEqlkYp0yAISy9jMsRXtStxYwscD6zziog/SbGKMcZk2k3ABGBYqgXriWuI041m5P6rqqPTvL36lj51vf9Q/9IgFUujBGkQhKWXMZnlt+RjF65XhtNqMS7GGJM2qvox8IqInJ3puKQiIj8BvlfVBXFmH4hrZ5dW9Sl9MrH/UL/SIBVLo5RpEISllzEZFKTNx+fAg6r6x9qNkjGmoRKR/wHrgdFaOyOl1ztee7oxwISGWHW1oe+/H5ZGlgZBpTO9RORGXIcmH6rqDWmInmnggmQ+rsONYHysqm6t1VgZY4wxxhhj9jpButr9Bjdy5mded7vLge9jF1LVmvTnv1f74IMPduGqun2X6bgYY4wxxhgTUDOg7KijjgqSh6gkyIp/i/r/ugTLlFOzwcT2dllAKBwO13lPGKWlrtQ1HE40ZpPZG9lxb5jsuDc8dswbJjvuDVMmj7u37SCDlFcRJPPRqyYbMgB8Fw6HCw4//PDUS6aZqhsTUkTqfNsmc+y4N0x23BseO+YNkx33himTx33hwoWUlpbWqAaP78yHqv6nJhsyxhhjjDEmqK1bt7J582bKysoyHZV6Yft2N5D9qlWr6mR7jRo1onXr1mRl1ajAo0K162sZY4wxxhhTm7Zu3crq1avJzs4mJycn09GpF/bZZ58621ZZWRlbtmwhNzeXFi1apCXMQJkPEdkP+A1wFFBI1Tpf5ap6SlpiZowxxhhjGrTNmzeTnZ1Nx44d0/bmfU8XKflo3LhxnWxv+fLlFBcX133mQ0S6AG8A+cBnQFfcSOfNgbbAMuDLtMTKGGOMMcY0eGVlZeTk5CTNeJQWF1E0/11Kt2wmXFBI/jHHEW6aX4ex3LuFw2H8Ds3hR5CSj9txXe3+GNdV7HrgKlV9TUQGA/cAA9IWM2OMMcYYYxIoLy9n4zMz2TznecjKonzHDkK5uWx4bBqFZ5zFvr8cQCgUynQ0TYwg5Vcn4UY4Xw5EWvxkAajqdOBp4M70Rs8YY4wxxpiqNj4zk80vvUD5zp2U79gBQPmOHZTv3Mnml15g4zMzMxxDE0+Qko88dler2u59Rrd4eR8YlI5IGWOMMcYYk0hpcRGb5zxP+c6dceeXl5Swec7zFJ52FuGmTZOGNXv2bObOnUthYSEdO3akZcuWNG/enF69Eo8yEbvO5ZdfHngfhg0bxp///OdKYUa2u2zZMl588UWGDBnCxIkTKS8vZ+fOnZx11lmsXLmSV155hf3335/s7Gxuuukmbr31VoYPH05eXl7geLz66qt069aNVq1asWjRIj7++GMGDaq9R/ogmY81wP4AqrpNRL4BjgCe8eZ3ZHemxBhjjDHGmLRZ+6eJbPtoge/ly3fuZMXQ3wDQ5NAjaDv8hoTLDhw4kF69enHNNddw0kknMWfOHN58801atGjB0KFDWbVqFZMmTSI3N7ciUxK9DsDSpUt57rnn2LBhA/3792fFihXMnz+f/fffn6ysLK644gqWLVvGpEmTaN++PcXFxSn3YdasWfTo0YOePXsCUFJSwsqVK+nfvz+nnXYa1157LZs2bQKoyHgsWLCAsrIyunXrBpC0l7ANGzbwzDPP0LVrVwC6du3KtGnTajXzEaTa1RvA6VHfnwJGiMhNIjIO+D3wcjojZ4wxxhhjTG2bOXMmAwcO5OSTTwage/fujB07lqVLlwIwY8YMrrrqKm699Vb++c9/xl2nUaNG7Nixg5YtW/KPf/wDgJNOOomhQ4dWhDNr1ixGjBjBlVdeyc4EpTbRli5dWpGJgN0ZidmzZzN69GgKCgpYuHAhnTp1AuCxxx6jVatWFBUVMWvWLLKzXTnDqlWrePfddyv+3n//fQBatmxJ586dK20zNzeXDRs2BE5Dv4JkPv4PeEpEIv16jcRlSMYD44B3gOHpjZ4xxhhjjDHQdvgNdJo2g07TZvCDiy8jlJubdPlQbi4/uPgyOk2bkbTUA2DAgAE8/PDDvPXWW8DusTQiDdbLy8sr/o98xq7z6KOPctFFF3HeeedVdIcbKY2I7i0qJyeHcDhMdnY2zz77LLfeeitff/01zZo1Y+PGjQBs3LiRgoICDj74YBYvXlyxbklJCQBnn302t956K/vttx+LFy+uiO+6deto27YtWVlZ5OXlVfQSVlpaWulv165dCdOiWbNmFBUVJU2vmggywvkiYFHU9++AM0SkAChT1a21ED+TBqXFRYQWvg9FRWxZt9q6oDPGGGPMHi3/mOPY8Ni05AuVlZF/zPG+w8zLy+PQQw+luLiY5s2bV5p33nnnce+995KXl8dZZ53F1q1bK63z2muvcdxxxzF16tSk42H079+fyZMn065dOwD69etHv379ACgsLGTs2LEsWbKETZs2MWrUKPLz87njjjt4/fXXKS0tpXfv3oArQXnvvffYvHkzgwYNYsECVx2tb9++LFq0iNatW1NSUlKRaerQoQMdOnSoEp9vv/2WFStW8M4771TEY/369bRt29Z3ugUV8ttvr4g0UdVttRaTBuCDDz7YHA6HCw4//PA62V50F3RlADt3kpWbC2Vl1gVdA6GqAIhIhmNi6pId94bHjnnD1BCO+6pVqwA48MADq8z7dvaTrrcrrzQgWignl8LTz6TF2efVehzrWuwgg+Xl5YwbN47x48fXOOzi4mImTpxYKazoY7Bw4UJKS0u3HHXUUYXV3UaQBuebReR/wH9w1a3eUtUt1d2wqX3RXdBFshiRrug2v/QCwF55URpjjDFm77fvL93wchXjfJSUEMrJcS9ZTz+zYv7eLhQK0adPH77//vtq9XYVbf369Vx66aVpill8QTIftwE9cA3LrwNKReRjXEbkP8Abqvpt+qNoqiOdXdAZY4wxxtQ3oVCIFmefR+FpvWNGOD++wT3bHH300WkJ56CDDkpLOMkEafPxBwARyQGOA3riMiOX4jIkiMinqto1/dE0QRXNfxeyUvQnkJVF0fx3KDj5lLqJlDHGGGNMmoWb5tuzzB4kSMkHAKpaArwJvCki7YFTgWuAzkCXtMbOVFvpls0VVawSKS8poXTL5jqKkTHGGGNM7dhWtJj1X0xmvwOuoEn+jzMdHZNEoMyHiHTClXhE/vYHioD/Ao/iql+ZeiBcUEgoNzdpBiSUk0O4oNrthYwxxhhjMm5b0WLWLZ9IeXkJ65ZPpE2HGywDUo/5znyIyBqgNbAJmAf8GZfZ+J+qltVO9Ex11UYXdMYYY4wx9Ul0xgOwDMgeIMggg22AcmA+8Bau6pVlPOqpcNN8Cs84y/X6AHxw6IHcfnVvPjjUdVUXysml8AxrbG6MMcaYPVNsxiMikgHZVrQ4wZomk4JUu+rM7upWvwcmAltF5L+4EpB/A/NVtTTdkTTVs+8vB7AjBH/LXod2bMXOnGyeP/1wlh7chl/vasO+/RpGF3TGGGOM2bskynhEWAlI/RWkt6vPgM+AqQAichCut6uewBDgVqAYaJb+aJrqWF3yHROPyGfLrnbsdMMMsjMnG+3SjtuyG3NDyXe0yy3IcCyNMcYYY1Jbu3wi27Yu8L18eXkJa5dNAKDJPkfQtsMNcZdbunQpU6ZMoXnz5rRq1YrLLrus0vzZs2fTvHlzOnbsyG233Ubfvn3JycmhoKCgUhe3keV69epVZRvR85YtW8aLL77IkCFDmDhxIuXl5ezcuZOzzjqLNWvWMHfuXNq0aUN2djY33XQTALfeeivDhw+v1jger776Kt26deObb77h448/ZtCgQYHDSKfAvV1BRXe7+wPtvL/9gBBgdXjqkXFrXmdbWdVxPnZSxoZd2/jDmtf5a4d+GYiZMcYYY0z9MG/ePPr06UPPnj0BWLNmDQ8//DDl5eW0a9eOZs3ce/UnnniC0tJSWrVqxcqVK8nKyuK5557jvffeo2nTprRv3545c+bw5ptv0qJFC4YOHZp0u7NmzaJHjx4V2y0pKWHNmjUMHDiQXr16ce211wKwadMmgIqMx4cffkhZWRlHHXUUADleFft4NmzYwDPPPEPXrl3p2rUr06ZN23MyHyLSi93Vro4DcnFtQD7GlYZERj439UTTrEZxMx8RTbISn6zGGGOMMfVJpOQiVZWraKFQTsqqV+eeey5Tp05l7ty5HHrooXz55Zfk5ubSuHFjPvvss4rSjZNPPpkf/vCHHHnkkaxcuRKAL774AhHhlFNO4e2336Z79+706dOHq6++OmXcli5dyhlnnFHxPZKJmDlzJq+++ioFBa52ysKFC+nUqRMAjz32GCeeeCLLli1j1qxZDBo0iFWrVvHVV19VhBMOhyvi3LJlSzp37lwxLzc3lw0bNtCyZcuU8astQUo+/gWUAguA+3GZjbdU1QaKqKc6NW7BN0XbEs4/uPG+dRgbY4wxxpiaa5L/Y9p0uCFlBsRPxgMgPz+fa665BoDLL7+cjh070rdv34qH9tmzZydcd+jQoSxZsoQ777yTE044gebNm3vbDgHw7LPPsnjxYg455BA2btwIwMaNGykoKGDfffdl8eLFnHTSSYAr+QAYMGAAvXr14sEHH2TJkiUUFRWxzz77ALBu3TratGnD8uXLycvLIysri9LSUkpLdze5Li8vTxjfZs2aUVRUtMdkPs4E5qnq1tqKjEmvLnkt+aB4LSXlVfsAyAmF6Zz3gwzEyhhjjDGmZlJlQPxmPMC1iXjzzTfJzs6mY8eODB48mD/96U/st99+NG3alLZt2yZc98knn6yoglVcXMwPflD52apfv37069ePHTt2MHbsWJYsWcKmTZsYNWoU+fn53HHHHbz++uuUlpbSu3dvAGbMmMFbb73F5s2bGTx4MCUlJbz77rsA9O3bl08++YRWrVoBLqPRoUMHOnToEDd+3377LStWrOCdd96hX79+rF+/Pun+1IVQstyRSa8PPvhgczgcLjj88MPrZHtLt3/LbWve4PvyXVXm5YWyGf3DnnSy0o+9mqoCICIZjompS3bcGx475g1TQzjuq1atAuDAAw+MOz9eFawgGY89QXl5OePGjWP8+PEAbN++HYDGjRsHCqe4uJiJEydWhONX9DFYuHAhpaWlW4466qhqj1IdZJwPRKSDiPxdRNaISImI/NSb3lJE/iYix1Y3Iib9DswpJByKf4jDoSwOyLGerowxxhiz54qUgIRCrr3E3pbxAFeFq0+fPnz//fc1Cmf9+vVceumlaYpV9QVpcN4FN7J5FvAOcGpknqpuEJHDcF3uvpfuSJrqyckK81CHvgAM/HwWABNb9+LA/MzV8zPGGGOMSadIBmT9F5PZ74Ar9qqMR0R0l77VddBBB6UhJjUXpM3H7UARrqerncD6mPkvAeemKV7GGGOMMcYkdO+XI/l259fsEy6kMLsFLVsewb47V1CwdQuF2S0oyG5Bs+zmhEPhTEfVRAmS+egJ3KGq60SkRZz5q4DMtmAxxhhjjDENQmF2S9bsWMH2sm18s3MtS7//mDBhskONCJHFLnbSslFrhh/wx0xH1UQJ0uYjF9iSZH4BeMNom3orlOkIGGOMMcakwUmFZ5ITqtzoupRSdpRvZ3v5NkKEkCZ108mP8S9IycenwInAlATzfwF8WOMYGWOMMcYYk8JBjTuTl9WEktLtceeHQ2FO2ffspGHMnj2buXPnUlhYSMeOHVm+fDljxoyhadOmCdc599xz6datG+vWrePmm2+u6PbWr2HDhvHnP/8ZgK+++ooHHniAFStW0LhxY9q0aUOPHj346quvGDx4cKBw9xRBMh9TgMkiMg/4hzetXET2BW4BfgKcH2TjIrI/cCNwLHAYkKOqoZhlpgEXJQhirqqeniT8k4HX48z6QFWPjlquI/A34EjgfeDXqroian4ObiT361X1H7GB7VGs6MMYY4wxe6C/rZ3Ikm0LfC+/vex7xi6/BIDOTY7g121viLvcwIED6dWrF9dccw25ublMnTqVFStW0L9/f4499ljGjRtHfn4+BQUFXHnllbRt25Zx48bx/PPP8/HHH9OsWTOmTJnC1q1b6dy5MwMGDGDQoEH8/Oc/Z9GiRVx//fUUFRUxadIk2rdvT3FxccW2W7duzfjx45k9ezbNmzenV69evPvuuzz11FOsXr2akpISxo4dy4wZM1BVioqKGDFiBE888QTFxcV89913iAibN2/mq6++4o9//CNDhgzhuOOOY9WqVQwaNIilS5fy3nvv0bRpU4YPH87s2bMrwho1ahTTp0+nuLiYcDhMhw4dOOecc2p2oFLwXe1KVacC9wGTgeXe5GeAb4DfAv+nqk8G3H4nXCP1r0ncS9YE4ISYv6HevOd9bmdIzPoXx8x/BNgOnAPs8r5HGwEs2+MzHgA2rIsxxhhjTIWZM2cycOBATj75ZAAGDRrEhAkTePnll5k3bx5HH300o0ePZu3atRQVFbFu3TrGjBnD9OnTOfHEEwmFQpSWllJQUMCcOXMAaNq0KZdccgm9e/dm/vz5zJo1ixEjRnDllVeyc+fOlHE67LDDuPHGGytGRX/rrbcYN24c/fv3r9jGmWeeyZgxY1iwYAEjRoygcePGbNmyhdLSUi688EKGDx/O448/zhdffIGIcNFFF5GTk1MprBdeeAGAM844g+uuu4558+bVQgpXFqTkA1W9WkSeAAYCP8K9R/8ceEJV367G9t9Q1dYAInIT0D3ONpcBy6KnicivcD1uzfC5nU9U9Z14M0SkKa7U5lhVnS8im4F3RaSJqm4TkXbAtcDxfnfKGGOMMcakV6KSi0fW3c0nxe9T7r1hzQnl8qvWV9Gl6ZG+wh0wYADHH388Y8eOJRwOk5+fT3Z2NiUlJZSXlxMKVa420qZNGyZMmMD06dP58MMP+e677+jUqRP9+vXjggsuAKBJkyYAFeEA5OTkEA6Hyc7OZtmyZcyYMYNjjz2WU089lVj77LMPQJVth0IhIgOE5+fnk5OTQ35+PgCNGjWqiHNZWRm7drlBpocOHcqSJUu48847ueqqq+KGlZeXB0BdDD7uK/MhImHgh0CRqr4LvJuOjatq4AbqItIIl/mZo6ob0hCNXO/z+5jPXGAbcDcwRVWXpmFbmWfVrowxxhizFzmp8EyWbvuIkvIdhAjRKqcdnZscESiMvLw8Dj30UO677z7GjBlTMb179+6MGzeOzz77jDZt2lQ86IPLtAwbNozRo0dz1113sX79esrK4j/a9u/fn8mTJ9OuXTsAOnbsyOjRo33H74QTTuCWW25hy5YtDB8+nBkzEr9/b9SoEQ888ACrVq1iyJAhPPnkk6xcuZKsrCwKCwsrhTVy5Egee+wx3/FIh5CfHI7X5mEbcIOq3l0bEfFKPibEtvmIs1wfXJuT/qr6VIplT8a1+VgPtAQ2eOveqKobo5b7HJgL3IQbz+SnqvojETkF1xaki6puq+6+RXzwwQebw+FwweGH133PC5FBBu9s04sDmtoggw2FqgIgIhmOialLdtwbHjvmDVNDOO6rVq0C4MADD0y4THl5ObetHMqW0o00CuXwu/1v5oe59WNAvdqwfbtrYN+4ceO486MbtKdD9DFYuHAhpaWlW4466qjC6obnq+RDVUtEZB2uPUSmXQBsBp7zsewW4I/AG7gBEk8ARgLHi8gxqrrDW24I8BTwO2ATcLZXwjIJGJGOjEdEaWlpxc2iTnnj66xauYrvs7+t++2bjNi2zZ26GTnnTMbYcW947Jg3TA3huG/fvp199tmn4oE7kePzf87LW57kR40Po0V5m5TL78kipSuJ9vHOO+9M6/6XlpaydetWtm/fTmlpaY3DC9LmYzpwvog8oKqpW8rUAhEpxHXp+0hUxiEhVV0ARHeL8G8RWQT8ExgAPOot9y8RaQ0cBKxQ1R0ici2wRlWfEpFjgAeAjsBbwGWq+nU6962uWK0rY4wxxuxtjmjSHf1+IacXDMp0VEwKQTIfrwG9gfki8iCux6vvYxdS1TfSFLd4+uPaYjxagzCeB4qBo6PD8TIzSwBEpC2uhOQnXpWzp4E/43r6egy4F9fuJLBwOJyZ4tHPPwLgwPbtadc03gD1Zm/UEIrkTVV23BseO+YNU0M47pEqP4mqGEW8vWUdC0uPpEvpDnrlJ192T5eq2lW6hcNhCgsLo6td1Si8IJmPuVH/30/VTltD3rRwjWKU3AXAclV9Kw1hJWvschfwV1VdIiKHAu1wjc6LReQhqnbFa4wxxhhj6tj2sl1M+Xo+C7atY0d5KdM2LODDbV/x21bH0Dgr9WPu0qVLmTJlCs2bN6dVq1ZcdtllleZH2k889NBDrFu3jr59+7J69WrOPPPMSsvdeOONcQcnXLJkCY8//jiLFi3igAMOoHnz5nTr1q1iTI+GKEjm45Jai4UPItIe1xXvhBoG1QdoCsxPsJ0eQA+gc8ysJrh2I4mHvDTGGGOMMXXiyx1bmLjuLbaUbmdnuWsHsaO8lA+2reXaL+ZyQ5vutMstSBrGvHnz6NOnDz179gRg8uTJbNq0ieLiYkaOHAm4Ucife+45evbsyaZNm9i4cSPvvvsuTz/9NC1atOCSS9wjcvTghN27u9EjOnfuzPjx45k0aRKnnXYaP/rRj5g9ezZz5szhzTffpEWLFgwdOpT77ruPLVu2UFRUxM0338zYsWNp06YNy5Yt45hjjmHt2rWUlpYyatQoLrroIk499VRWrlzJ73//e1544QXWrl1Lfn4+V199ddywDjzwQL7++mt+9rOfVcQtU3xnPlS1Vt72i8i53r8/jvm+UlXfj1p0MK50JW6VKxHpCfwLNzr5371p03HVw/7H7gbn1+PagcyKE0Y2rlTnWlUt8iYrsBa4W0QexVXH+le1dtYYY4wxxlTLxLVvsmDbVymX21lexoZd27juy5crph3RpDU3tD2pyrLnnnsuU6dOZe7cuYgI77//Pocffjg7duxg+XI3pnbr1q3p0qULQ4YMYdGiRQCsW7eOtm3b0rdvX/bbbz/ADU6Yl5fHXXfdlfIBv3v37vTp04err76aoqIi1qxZw+23384zzzxTMdDfwIED2bRpE8888wwjR45k2LBhAOTm5jJ48GCWL1/Os88+y/r16+nWrRs9evRIGFb//v1p3Lgxd955556T+ahFsZmAyPdHqDwS+QXA26r6eYJwQrgqX9Gjti8GzgeuBvKA1cBU4GZVLYkTxpXABlWt6DzZa3zeH9fe42ngTWBY6t0yxhhjjDH1WX5+Ptdccw0AF1xwAYcccgi///3vU67Xr18/Vq5cySOPPMJpp51WEVZkUMH//e9/zJkzh1NPPZVjjz22yvp+BxEsKiqqNLYIUNHmIjKI4OjRo/n4448ZOXIkd999d9yw8vLyKg14mEkZz3ykGtcjarmkralU9d/EdOakqrfjxu3wG5d7gHviTP8vcJjfcIwxxhhjTHrFllzc+9U7vF30ZcLlT8xvx7DWxycN89VXX+XNN98kOzubrl27AnD77bezfft2fvvb3yZc76WXXqoY3bx169ZV5h955JEceaS/Edbz8/Np27Ytd9xxB1u2bOHmm2/m5ZdfTrh8WVkZkyZNYvXq1YwaNYqHHnqITZs2UVBQQOPGjQOFlQm+Bhk06VEfBhn8Y5ufWm9XDUhD6AnFVGXHveGxY94wNYTjnmyQwZe3fM70DR9RUl6196WcUJjBLQ/j5wUdaz2OdW3o0KHcfffdddbbVboHGcxKvYgxxhhjjDH1y0G5zQknGMEsTIgOuc3rOEZ1I7pq1Z7IMh8NjZV0GWOMMWYvcGBOIeFQ/EfZcCiLA3KS93RlMiPjbT5M3QrZGOfGGGOM2QvkZIV5qEPfuPO+3LSDv/znG1ZtLOGP5xxQxzEzyQTKfIhII1yvU6cA+wHXq+oCEWkO/AJ4TVVXpz+axhhjjDHGJFZeXs5Ha77n6QUbWbFhB6Vl5ZRZhY96x3fmQ0QKgVeBI4Fi3KB7kcp0W4Bbgem4cTBMPWXlHsYYY4zZm5TsKmPesiKeXrCRou2lbN/lP8cxe/Zs5s6dS2FhIR07dmT58uVxRyqPdu6559KtWzfWrVvHzTffTKtWrQLFNzJqekT0AISROMWOgB69zvXXX8+dd97JkiVLePjhh2nSpAk7d+5k7Nix9O7dm5NOOolvvvmGkSNH0rZt20BxqwtBSj5uBQ4BzgLeA9ZHZqhqmYjMBk7HMh/1mr0AMMYYY8yeaOLctSz4clvg9QY+9DlHtGvCDafFfxAfOHAgvXr14pprriE3N7fSSOXHHnss48aNIz8/n4KCAq688kratm3LuHHjeP755/n4449p1qwZU6ZMYevWrXTu3JkBAwYwaNAgfv7zn7No0SKuv/56ioqKmDRpEu3bt6e4uDhuPP7yl7/E7dUrkfvvv5+7776bnJwcdu3aRTgcpgA5KT8AACAASURBVEuXLowdO5YXX3yRJUuW1MvMR5AG5/2A+1T1ReI/w34O+E8xkxHvbVub6SgYY4wxxtQbM2fOZODAgZx88smAG6l8woQJvPzyy8ybN4+jjz6a0aNHs3btWoqKili3bh1jxoxh+vTpnHjiiYRCIUpLSykoKGDOnDkANG3alEsuuYTevXszf/58Zs2axYgRI7jyyivZuXNnlTjcc889dO3atWLAQj+ysrLIyckBIDs7m1AoxJIlS7jllluYNWsW3bp1q3ni1IIgJR8tgM+SzC8H6qbDYePb9rJdTPl6fsX3Z777jC9Ki/htq2NonGX9DRhjjDFmzxBbcrGhaCePvruBBV9so6Q0cd2OGZd2ShrugAEDOP744xk7dizhcLjSSOXl5eVVRiFv06YNEyZMYPr06RUDDXbq1Il+/fpxwQUXANCkSROASqOK5+TkEA6Hyc7OZtmyZcyYMaNi9PN27drx+eefc+KJJ1Zs59lnn2Xx4sVceumlFaOZw+6RzcvKyigpKalU8tG5c2duuukm1q9fz9SpUxk1alTSfc+EIE+fq4EfJZl/Aq70w9QTX+7YwsR1b7GldHvFtJ2U8cG2tVz7xVxuaNOddrnWDZ0xxhhj9jwt8xtxzSltWLFhOw/N+4bVm0rYEaC9R7S8vDwOPfRQ7rvvPsaMGVMxvXv37owbN47PPvuMNm3akJ+fXzFvwIABDBs2jNGjR3PXXXexfv16ysrK4obfv39/Jk+eTLt27QDo2LEjo0ePBmDJkiWcc845fPjhh/z973+v2Ea/fv3o168fAH379mXkyJE0atSI4493o7ZfccUVFe1Tdu3axU033cSnn37K+PHj2bJlC2effXa10qK2+R7hXERuA4YCJwFrgG+AU1T1dREZiGtsPkZVb6+tyO7p6nqE818vf5ZtZVWL9iKaZjXirx361UlcTGY0hNFvTVV23BseO+YNU0M47slGOI9WXl7Ogi+38dd531C0o7RSJiRVyceeZvt291J5Tx3hPEjJxy3AT4F3cQ3Oy4E/iMg9QFfgbWDPHnJxL9M0q1HSzEeTrJw6jI0xxhhjTO0IhUIceUBTDtu/Ca/pFh5/byOlZeVJq2OZzPDd4FxVtwE9gHHAPsB24Bhc76034UpBSmojkqZ6OjVukXT+wY33raOYGGOMMcbUvnBWiFO7FHL/oPacdkgBB7XIzXSUTIxALY69zMWd3p+p57rkteSD4rWUlJdWmZcTCtM57wcZiJUxxhhjTM3dO2QFxVuqPuNEa10Qhl/WUYSML75LPkTklyJi9XT2IAflNiecYFjBMCE65DaPO88YY4wxpr5LlfHws8zSpUsZMWIEt9xyC1OnTq0yf9iwYQA89NBDTJgwgY8++ogXX3yxynI33nhjwvE7YudNmjSJzz6r3IFsZDsA11xzDQBvv/02N9xwA3/4wx+4/fbbWb16Nf369eO2227j2muvpaioKOm+1VdBSj6eBraIyNPA48DrqmoV6eqxA3MKCYey4o7KEg5lcUCO9XRljDHGmIZr3rx59OnTh549ewIwefJkNm36f/buPDyuuuz/+HsybdImKd2glLK1UL1LESmrrLIUHimyUxFQkEVlf+qjUhaRxQWs7OpPRHYQkLIoUKQgVhYRK1uRstxCFwqllEIX2qZN2sn8/jgn7TSdJHOSM3OSzOd1XTE53+9Z7uH08sqd73IvYvny5VxwQVA3+6OPPuLRRx9ln332YdGiRSxcuJCpU6fy4IMPMnDgQE4++WSAdYoT7rXXXus8p7GxkQkTJjB69OiC4spms9x555389re/JZVK0dDQwMcff8zuu+/OuHHjuPXWW5k7d26X3GwgSvJxOHA8cCxwMvCRmd0H3OvuL7Z6pSSisiLNzVsdDsCx794PwIG1Qzl18C5JhiUiIiIS2X0TPmTGq9ErnF9+7LtsvUM1Xz9v/WrfY8eO5aabbuKJJ57AzHjppZcYNWoU9fX1zJw5E4DBgwezzTbbcNpppzF9+nQA5s2bx5AhQzj88MMZNGgQEBQn7N27N1ddddV6ycdll13Gt7/9bUaMGMELL7zQZswLFy5kk002WVNjpKmY4NSpU7niiiuYO3fumqSnqyk4+XD3R4FHzayaoNr58QRb744zsxkEoyH3etO+byIiIiIinVhtbe2aaU4nnHACI0eO5JxzzmnzuiOOOILZs2dzxx13rKlKnluc8JVXXuHxxx/nwAMPBIIEZvbs2YwYMWLNPW6//Xbmzp3LD37wg/WKCA4YMIB58+ataWsqVPilL32JcePG8dprrzFx4kS+9a1vdfw/QolFLnEd7np1D3CPmfUHjiEYDbko/FLZ7E6sRwtrQEREREQ6s+YjF5cfW1ht6wv/2HKdj6eeeornnnuOHj168IUvfAGAK664gpUrV3L66ae3eN3kyZPXVDcfPHjwev077rgjO+64IwAPPfQQZ5xxBrfddhuTJ09ec85JJ5205uc999yTiy++mNWrV3PYYYeRSqU44YQTOO+886ipqaGqqopvfOMbvPDCC9TV1bFo0SLOPPPMgj5/Z1NwkcF8zCwFHEAwCjIWqHb3dEyxdTulLjKYq2na1UG1wzhp8M4lf74koxwKUMn69N7Lj955eSqH995akcE4ko+uqJyKDK5hZrsDxwFfAwYBy4E/EYyIiIiIiIiIrKfg5MPMvkiQcBwLbAE0AI8D9wKPuvvKokQosdL2ZCIiItKVNDY2Jh2CxCjKyMc0oBH4O/BT4EF3X1KUqERERESk7PXs2ZMlS5Ywc+ZM0ul1Z/b3qoWVbZS66FW7dtpQd5HJBLVLmv/3KJa6ujr69OkT2/2iJB/fA+5z9/mxPV1EREREpAWDBw+mqqqK5cuX03yd8tE/7plQVMlaunQpAP36tXvZRSR9+vTJu6i+vaJstfur2J4qiWnswAYDIiIiIqVUUVHBwIEDGThwYNKhdBpNC87zLcLvClpMPszsywDu/mzucVuazhcREREREcnV2sjH00DWzHq7e0PTcSvnp8J+bbUrIiIiIiLraS352A8gTDzWHIuIiIiIiLRHi8mHuz/T2rF0TVlttisiIiIiCako9EQzm2Jmo1vp38/MpsQTlhSLUg8RERERSUrByQewL7BxK/2DgH06FI2IiIiIiHRbUZKPtmwG1MV4PxERERER6UZarfNhZocDh+c0fdfMDshzan/gAOClGGOTItCaDxERERFJSltFBkcBJ4U/Z4Evh1/NLSdIPM6K8nAz2ww4H9gV2B6odPdUs3OGArPyXP6pu29YwDOGAdcD+wMNwCPA9919Yc45OwO/B4YDU4Bvu/snOf0DgbeAg9z9lSifUUREREREAq0mH+5+GXAZgJk1At9093tifP5wYCzwIvBvYK9Wzr0UeCLneFVbNzezPsDfgU+ArwM1wATgETPb292zZtYDuB/4B3BB2H8NcGLOrS4HHugOiYcKnIuIiIhIUtoa+cg1DFgQ8/OfdffBAGZ2Ea0nHzPc/V8R7/9dYBNgT3efGz7nA+B54KvAJMCAocCu7r7AzPoCv2m6QTgqcgSwTcRnd1LKPkREREQkGQUvOHf399w91gXl7t4Y5/3yOIQgwZmb88x/ArOBQ8OmqvD7ipzvVQBmliJIRC7KnabVlSn1EBEREZGkRBn5wMxGAuOAnYB+rJ+8ZN1965hia+5aM7sd+Ax4EjjP3d9r45qRwL152t8M+wAcWAKcY2Y3EoyWTA37TiH4jLd0LHQRERERESk4+TCz3YG/AUsJ1mfsSLA4uzewGzAdKMaaiHrgBoKEYyHBwvQfAf80s+1zF4bn0R9YnKd9EcFUK9x9uZmdCdxKsLbjfeBgM+sfHh8a5whNJpPB3eO6XeHSwbcln32GL03g+ZKIurpgsDKRf3OSGL338qN3Xp703stTku89k8l0+B5RRj5+AswFdgmv+xi43N2nmNneBOsnftDhiJpx93nAmTlNz5rZcwS7a50B/DSGZ9xjZg8T1CqZ4e6rzew3wCPu/m8zGwNcRVBk8THgLHdf1tHnJkMTr0REREQkGVGSj12BK9x9sZkNCNsqANz9OTO7hSAReCrmGNfj7tPM7L/Azm2cuohgelhz/QlGUXLvuZxgChZmNopgd6xtzGwjYCJwKvBXYDJwEcEWwZGl02nMrD2Xdsy7/wFggw36YkMSeL4koumvIon8m5PE6L2XH73z8qT3Xp6SfO/Tpk3r8OhHlArnaYIta2FtJfP+Of1vAtt1KJro2voz/lusXduRa2TYt56cReaXhFO6dgfq3X2iuy8C7gIObH/IyVKRQRERERFJSpTkYw6wJYC7ryRYG7FHTv8ogoXbRWdmOwKfJ6gP0ppJwD5mNiTn2t0I1ns82sI1JwDVwO9y2irNLFw1QU17YhYRERERKXdRpl1NIah38ePw+A/A+LCQXxr4JnBj1ADMbGz447bNjme7+0tmdnV4/ALBVKkvAhcSrD+5Iec++xAsiD/F3e8Mm38PnAM8bGaXEiQVE8J7TcoTS1/gF8DROYvMp4afb4KZPU1Qxf2PUT9nZ/HJ6o+TDkFEREREylSUkY9fApeaWVNdjEuBm4GjCGpm3Amc144Y7g+/jm12fHZ4/AawD3ATQYXzHwKPALs3q72RIkgS1nwmd/8M2B+YD9xHkIz8g2AHq3zzjy4DnnT3F3LuMR84HjgcuBt4jhgWuSfl41UfJh2CiIiIiJSpgkc+3H0OwdSrpuNVBLtNndGRANw91Ub/rQTb4LZ1n6cJEpDm7TMIig0WEsv3Wmh/GHi4kHuIiIiIiEh+UUY+pBvQcnMRERERSUqLIx9mdmJ7bpiz3kJERERERGSN1qZd3d6O+2UJ1n6IiIiIiIiso7XkY1jJohARERERkW6vxeTD3d8rZSBSGlrzISIiIiJJ0YJzEREREREpiYK32jWzKQWclnX30R2IR0REREREuqkoFc4rWH/WTppgbcimwLsEVcdFRERERETWE6XI4L4t9ZnZMcCvgKNjiEmKSGs+RERERCQpsaz5cPeJwETg2jjuJyIiIiIi3U+cC86nA7vFeD8REREREelG4kw+9gLqYryfFIGmXYmIiIhIUqLsdnViC139gf2BQ4FfxxGUiIiIiIh0P1F2u7q9lb6PgcuAyzsUjRSfhj5EREREJCFRko9hedqywCJ3XxpTPCIiIiIi0k1F2Wr3vWIGIqWhgQ8RERERSUqcC85FRERERERaFGXaFWZ2EHAKsBXBQvNUs1Oy7r51TLFJB11/2iyWL8kA8EV2WNN+Oe+u+bmmb5pxN+abUSciIiIiEq8ou11dAPwMqAccmFOsoCQeTYlHR88REREREYlDlJGPccC/gK+6++IixSMJyGQzpFPppMMQERERkW4uypqPauAuJR7dz/Xvn590CCIiIiJSBqIkH88CVqxAJDlWPSrpEERERESkDERJPsYBR5jZqWamOTrdyOgBRyUdgoiIiIiUgSh1PmaY2U+B3wO/NbOPgOarlbXbVRfUq6J30iGIiIiISBmIstvV/wLXsna3K639EBERERGRgkXZ7Wo82u1KRERERETaKcqaj75ot6suo27ZG2RrVrZ5XvUG2RJEIyIiIiISbeTjebTbVZdQt+wN5s2cwNDvb8bkyu1YlerBFy7ZnopMBa9fOo1sjyw9sqsZ0/A6u2U+oG7ZeVTXbpt02CIiIiLSzUUZ+TgbOMzMvmNmUZIWKbGP59xANtvAkMZFVJB/ZCNNlk0bF5HNNvDxnBtKHKGIiIiIlKMoScSTQA3wO+A32u2q8xq0xRnMmzmBwY1LqKAx7zkVNLJx4xJSqUoGbXFGiSMUERERkXIUJfmYAy38GV06lerabdlkq/OYN3MCP6qbBMB9fBGAQY2vcc7ydwBIpSrZZCtNuRIRERGR0ohS52PfIsYhMctNQLLZhjXtTdmjEg8RERERKbUoaz6ki2lKQFKpynXalXiIiIiISBKiFBn8ciHnufuzEe65GXA+sCuwPVDp7qlm5xwAnAzsDmwCfAA8BPzM3Ze2cf99gb/n6XrZ3XfOOW9r4FZgR+Al4BR3n5XTXwm8Dox394cL/XydQVMCskYqpcRDRERERBIRZc3H0xS25iMd4Z7DgbHAi8C/gb3ynHMaUA1cBswGtgt/3tvM9nL3/Cuq17/Hf3KOlzXrvwNYDhwNnBse5yZbPwBmdLXEo0mQaDgAqVRPJR4iIiIikogoycd+edrSwNbAmUA9cGHE5z/r7oMBzOwi8icfZ7r7gpzjZ8zsE+De8PxCRlredPd/5eswsxpgT2BXd3/RzBYDU82s2t3rzGxz4IfAboV/rE4sFSU3FBERERGJT5QF58+00DXFzO4A/kUwNWpKhHu2OWrRLPFo8nL4fdNCn9WKqvD7imbfq4A64Grgd+7+TgzPSlw2qw3LRERERCQZsSw4d/cG4G6C6U2l0DQl6q0Cz3/QzDJmNt/Mfm9mA5o63H0hMAM4w8z6A2cB77j7IjMbDXwJ+HmcwSch27SSRrmHiIiIiCQk7krlG8V8v/WY2SDgp8BT7j6tjdOXAFcSTM1aRjAycwGwm5nt4u714XmnAQ8QTB9bBBxlZj2BXwM/cPe6uOLPZDK4e1y3i6yxMZvo86W06uqCf7p65+VF77386J2XJ7338pTke89kmtcXjy6W5MPMdgDGEewIVTRm1gt4kGDE5pS2znf3V4FXc5qeNrPpwCPAMcBd4Xl/M7PBwDBglrvXm9kPgbnu/oCZ7QL8lmB9yz+A77j7/Bg/Wumk2j5FRERERKQYomy1O4v8k3b6AxsAnwHHxxRXvuf3ACYCXwT2dff323mrSQQ7W+1MmHwAhKMgb4fPGkIwQrJnuM3ug8CvgBsIppddDxzbnoen02nMrJ2hd0TTblephJ4vSWj6q4jeeXnRey8/euflSe+9PCX53qdNm9bh0Y8oIx/PsH7ykSWYpvQOcK+7L+lQNC0wsxRwO3AgMCYc0eio1lY/XAXc4u5vm9kXgc0JFp0vN7ObCbbiFRERERGRCKLsdnVSEeNoy68IRhqOdvenO3ivw4Aagtoi6wmLKX4ZGNGsq5pg3UhNB5+fqKzmXYmIiIhIQuJecB6ZmY0Nf9y22fFsd3/JzM4HziaY8jTfzHLrbXzg7h+E1+0D/I2gOvmdYdsfgJnAK6xdcD6eYB3I/Xli6QH8P+CH7t5UiNCBD4GrzewugulYf4vjs4uIiIiIlJOCt9o1s7PN7MlW+p8ws9PbEcP94dexzY7PDo8PCr+fAbzQ7OvbOfdJERQ9zP1MbwBHAncCjxMsUr8J2C/cHri5s4FP3P2PTQ3hWpCvEaw1eZAgEfnfdnzOTkJ77YqIiIhIMqKMfJxCsNNTS94iSAZ+FyUAd291HpC771vgfZ6m2V5O7n4FcEWEWK4DrsvT/k9g+0LvIyIiIiIi64tSZPBzBCMJLXkTGN6xcKRYUnl+EhEREREppSjJRyMwoJX+gXSCNSTSuqymXYmIiIhIQqIkH9OAr4WLstcRVgM/BngtrsCkWDTyISIiIiLJiDJScS3wEPC4mV0KTA/btwMuJViQfUycwUnH/GjGiazKNpAmTS0XA7CaDA8vuJ1BPTdlk6otGVI1lMqKyoQjFREREZFyEKXOx5/NbDxwOfBss+5G4AJ3fzDO4KRjelVUsyrTQIbcSpRZnl8yec1RD3py+fC71r9YRERERCRmUaZd4e5XESw8Pxe4Mfz6ITDc3X8Zf3jSEfv1P6LNczap2qIEkYiIiIiItGOBuLu/B1xThFgkZnts8D88+skd6ywyTzVb83HiJj8odVgiIiIiUqYijXxI11JRUcGI6h2A3F2u1iYf29fsQd8erW1gJiIiIiISHyUf3dwhG56wzvHaFKSCr23cnoL0IiIiIiLto+Sjm9uochP6pPut1z66/5Ha5UpERERESkrJRxlovvC8MlXFAf2PTigaERERESlXSj7KwB4b/E/OUYqjB32Xigq9ehEREREprYJ2uzKzamAS8Ad3v7W4IUncmicaO/TZM6FIRERERKScFfTnb3evA3Yq9HzpvJayNX9fMivpMERERESkDEVJJv4JfKlYgUjxrGxcTdMWu1l6cPsnr3LdvBfCdhERERGR0oiSfIwDxpjZeDOrKVZAEq/365fwwzlPkFvfoz6b4eW6D/nhnCd4v35JcsGJiIiISFmJUuF8MlAJXAFcbmYLgBXNzsm6+9ZxBScdd8ncv1PXuIrBzdpXZRv5ZHUdl879O7dsdUTea0VERERE4hQl+ZjD2hp10kXUVPSkrnFVi/3VqvUhIiIiIiVScPLh7vsWMQ4pkuG9BrJgWV2L/Z/rNaCE0YiIiIhIOdPuVd3cNr03pDKVzttXmUozovdGJY5IRERERMpVlGlXmFkP4BTgMGBY2DwLeBi4zd21fVInM6yqP+mcxea50qTYqqp/iSMSERERkXJV8MiHmW0A/AO4AdgbaAi/9gZ+BzxnZn2KEaS035aV/Uincl5zzqqddKqCLSr7lj4oERERESlLUUY+fgLsApwL/MbdGwDMrBI4E7g6POf/4g5S2q+yIs3NWx3Oz1JvAxXUMpObho9POiwRERERKUNRko+jgJvc/ZrcxjAJuc7MtgHGouRDRERERETyiLLgfBAwrZX+VwGtXu708q//EBEREREptijJxwfAl1vp3xuY27FwpPiUfIiIiIhIMqJMu7oXuNDMPgR+6e4fA5jZIIJ1IMcCP4s/RBERERER6Q6iJB8/BUYB3wf+z8wWh+39CP6c/hhKPjq9rEY+RERERCQhUSqcNwCHmtnBwKHA0LBrFvCouz8ef3giIiIiItJdtJh8mNk1wF3u/mp4vAWwwN3/AvylRPFJ7DTyISIiIiLJaG3B+feAbXKOZwFHFjccKT4lHyIiIiKSjNaSjwXA5jnH+q21G8i2fYqIiIiISFG0tubj78DFZrYrsCRs+66ZHdDKNVl3PzW26CRGTWmHckgRERERSUZrycc5wGpgNEGBwSxBnY/Wan1kASUfnZqSDxERERFJRovJh7svAL7ZdGxmjcA33f2euB5uZpsB5wO7AtsDle6+3m/HZrYRcA1wSBjz34D/dfc5BTxjB+Da8BlLgXuAC919Rc45XwGuBwYDfwLOcve6nP7PAy8AX3T3Ll5IUcmHiIiIiCQjSoXzk4F/xvz84cBYYD7w73wnmFkFQQ2RPYDvAMcDWwJ/M7Perd083KFrCtAAHA6cB5wI3JxzzgBgYviMbxKM9Jzf7Fa/BiZ0/cRDaz5EREREJDlR6nzcUYTnP+vugwHM7CJgrzznHAnsAuzq7i+G574GzCCY4vWbVu5/LkHicaS7Lw+vbQDuNrMr3H06sDvBcMB4d8+Y2UiChOji8PyjCJKdazv6YUVEREREylmUkY/YuXtjAacdArzblHiE180B/kFQ7LCtax9pSjxCDwL1OddWAQ3ungmPV4RthCMr1wDnuPuqAmLtAhJ95SIiIiJSxgoe+UjQSOCNPO1vAoe1dJGZVROMWKxzrbvXm9mM8L4ArwD9zOwbBGtJTgSmhn0XAi+5+1879AlyZDIZ3D2u27VL0s+X0qmrC5Yu6Z2XF7338qN3Xp703stTku89k8m0fVIbusKfwfsDi/O0LwIGtHJdP4LpVK1e6+6zgQuAO4F5QC/gMjPbGjgL+H57A++MslpwLiIiIiIJ6QojH0Xn7lea2U3ARsAMd280s0nA1e4+x8xOAn4M1BDsljXe3Ve351npdBoziyv0CN4Kv6cSer4koemvInrn5UXvvfzonZcnvffylOR7nzZtWodHP7pC8rGIYBSjuf7AwlauaxrxaOnaWbkN7r646RozOxQw4Ggz2xa4EdgfmE2w1uS/wO8K/gQiIiIiIlL4tCsz287MjmnWtr+ZPW1mr5nZ+PjDA4I/2Y/M0z6StX/OX09Yp+O95teaWRWwdUvXmlkv4DpgnLvXE2y9+7q7Px9utfsgcGA7PkcnoWlXIiIiIpKMKGs+JgDfajows02Bh4FtgZ7AFWZ2YrzhATAJ+JyZ7ZTz7M0JtuV9tIBrDwsXnzc5kmA3q5auHQ9Md/e/5LTlXl9TaOAiIiIiIrJWlGlXO7JurYtvAGlglLvPDddInEWwcLtgZjY2/HHbZsez3f0lgorjrwD3mdl5BNvk/gSYA9ySc58TgVuB0e7+TNh8JUHhwIfM7GpgCHA1cJ+7v54nlqHAOGDnnOangevM7FyCaVfHEeyCJSIiIiIiEUQZ+ehHUIm8yRjgmZyq348Cn29HDPeHX8c2Oz4bIKy/MYZg+9tbgHuB9wmSjLqc+1QQJENr5hW5+3sE06Z6A48QJCN3A6e0EMt1wK/dfc16EHf/D3A6cA7BOo+7gN+343OKiIiIiJS1KCMfnwCbAZhZDUFl8B/l9PeMeD8A3L3NRQju/jHBSEtr59wO3J6n/WVgnwJjOaKF9t/TTRIObbUrIiIiIkmJkiw8C5xhZm8SjET0JBhNaPJ5YG6+C0VERERERKIkHz8C/go8EB5PcPd3AMwsDYyl7QXgIiIiIiJSpgpOPtx9lpmNINi6dkm4nqJJNXAG8FrM8YmIiIiISDcRaY1GWNX7P3nalxJsuyudntZ8iIiIiEgyCk4+zGw7YBt3n5jTtj9wMUHF8Lvd/Zfxhygdcf37F/DpqvlUcu6atmcWTaJvjwH06zGQvj0GskGP/qRT6QSjFBEREZFyEGXkYwKQBSbCOkUGVwILCIoMfuTukep8SHH167Ehc+tnUdnUkIXJn95Lj1RPUlSwmlVs2HMw39/iyiTDFBEREZEyEKXOx44EO141yS0yOBJ4nKDIoHQie/c7mMpUL0hl17RlyFCfXcnKbB0pUlj1qAQjFBEREZFy0RmKDEoRDes1gt4V1Tkt6675SKfSjB5wVGmDEhEREZGyFCX5yFdk8Kmc/nYVGZTiSqVS7NXv4Lx9VrN8zQAAIABJREFUlakqxgw4nl4VvUsclYiIiIiUoyjJR1ORwaOA61CRwS5j5w3WFnjP5rRXp2vZte/+pQ9IRERERMqSigyWgZp0n5yjYNpVZaqKIzc6VbtciYiIiEjJqMhgGUqRYuPKzRlRvUPSoYiIiIhIGVGRwTLUI9WTowadSiqlgoMiIiIiUjqRkg8z6w/8HzAaGASc6O4vmNlAgm12J7r72/GHKXGy6lFsWjUs6TBEREREpMwUvOA8LCr4KnABQUXzrYDeAO7+KUHdjzOKEKPEKsXBA49POggRERERKUNRRj5+AfQBdgI+BD5u1v8wkH9PV+lUNujRP+kQRERERKQMRdlq9yDg1+7+H9bdsbXJLGDzWKKSosrmfX0iIiIiIsUVJfmopfU6Hr0A7dvaBWRpTDoEERERESlDUZKPmcCoVvr3B97qWDhSfCmyGvgQERERkQREWfNxJ3CpmT0CvBS2Zc2sAhhPsN7j7Jjjk5hlCUY+3l9Uz8PTFvHewgauPHqLpMMSERERkTIQJfm4CtgN+AvwHsHvsb8DNiTY/eoBd78h9gglVtlF/bn8sU9579PVZBqzNGoURERERERKJEqF8wxwpJkdAxwLrABSwPPAve5+b3FClI5asuQNaAyW42TeHMm7FasSjkhEREREylGkIoMA7j4RmFiEWCRmS1as5tFX3+Wvb2cZng33AmjsEW2lj4iIiIhITCInH9J1XP3kTN5ZUEGWXkmHIiIiIiISLfkws77AccDWwACCaVe5su5+akyxSQfULXuDw4fcwOOrR/P2YgMqkw5JRERERMpcwcmHme0L/BnYAPgMWJTnNC1f7gTqlr3BvJkT6FvZwLHD7+PD5ZvwzJSzWj2/unbbEkYoIiIiIuUoysjHtQQJxz7u/lqR4pEYfDznBrLZhjXHQ2rmre2srKcnsKqxap3zh478TQkjFBEREZFyFGXp8TbAdUo8Or9BW5xBKpV/mlV6u9fYb/PJVKVX0iPVsOZ8EREREZFii5J8zEULB7qE6tpt2WSr8/ImIKl0lh02fpFzt7+S3Td+kS37N2rKlYiIiIiURJTk43rgZDPrXaxgJD4tJSDZVJYs0LtHlpP33ZkJR38+mQBFREREpOxEWfOxGFgOvG1mtxFUOc80P8nd74wpNumgpgRk3swJBHsBpMJvPdlk2Hka8RARERGRkoqSfNye8/PFLZyTBZR8dCJNCUiuDTf/jhIPERERESm5KMnHfkWLQooqSDTeCY9S9KoenmQ4IiIiIlKmCko+zCwNzAKWufvC4oaU9/lPA/u00H2ju5/ewnUnAbfl6XrQ3cfmnLcz8HtgODAF+La7f5LTPxB4CzjI3V9pz2foTLIqxyIiIiIiCSh05CMNzATOA64uXjgtOpOguGGurwIXAZMKuP4wYEHO8adNP5hZD+B+4B/ABcAE4BrgxJzzLwce6A6JB0A225h0CCIiIiJShgpKPty9wczmAauLHE9Lz3+zeZuZ/YggoZhcwC1edfcPWugzYCiwq7svMLO+wJqKe+GoyBEEdU66gVTSAYiIiIhImYqy1e4fgOPNrGexgimUmW0EHATc6+4dTYiaSn2vyPleFT4nRZCIXJTEdLNiyNCbF5bNTzoMERERESlDURacTyGY6vSimd1IMA1rRfOT3P3ZmGJrzXEEsd9V4PkvhQnLh8C9wCXu3hS7A0uAc8LP9V1gath3CkGCdktcgSdhZWNuflbBnxa/x3sNqzh9413oVRHln4CIiIiISPulstnCFh+bWfOFAs0vTAFZd0/HEVgbsbwI1Lj7yDbO+wqwG0EysRoYDXwfeNrdv5Jz3vHArQQjHu8DBxNUdH8bONTd/x1H3C+//PJioG9tbW0ctyvIx6zkDxWz2OyybUmvTjF9/Bs0btBAj2yKGnrwzcZhDKJXyeKR0qqrqwOguro64UiklPTey4/eeXnSey9PSb73ZcuWASzZaaed+rX3HlH+7H1yex8SJzMbAewMXNjWue7+BPBETtNTZvYh8Csz29vdnwvPu8fMHgY2A2a4+2oz+w3wiLv/28zGAFcBGwOPAWe5+7J4P1lx3FLxLitpZLNm7atTWZZkV3FLxQwuaFTNDxEREREpvoKTD3e/o5iBRHACwajL3e28/j7gVwQJzHNNje6+nGAKFmY2Cvg6sE04XWsicCrwV4IF7hcB57fn4el0GjNrZ+jR9Zn9LitX1+XvTEGfHr2woaWLR0rL3QFK+m9Okqf3Xn70zsuT3nt5SvK9T5s2jUwm06F7RFlwnrhwAfg3CKZNzeng7fLON8tZZH5JWOtjd6De3Se6+yKCdSYHdvDZJTO818BW+z/Xa0CJIhERERGRctfiyIeZXUzwC/rP3b0xPG5L1t1/Glt06/sysCVwWQfucVz4/cUW+k8AqoHf5bRVmlna3TNATQeeXXLb9N6Ql5d/mLevMpVmRO+NShyRiIiIiJSr1qZdXUqQfEwAGsLjtmSBYiYfJxDssPVA8w4zO5Fg0fhod38mbHuSYJeu6cAq4ABgHPCYuz+f5x59gV8AR7t70wL7qQRFFieEldbPAv4Y78cqnmFV/Um3UNsjTYqtqvqXOCIRERERKVctJh/uXtHacamZWS9gLPBnd1+a55QKgiQh9zftNwkWym8K9ARmAT8nSDDyuQx40t1faGpw9/nhblhXAd8hqKhezAQrVltW9iOdyv/q0qkKtqjsW+KIRERERKRcdZkiD+6+EmhxWy93vx24vVnb94DvRXhG3nPd/WHg4ULv05lUVqS5eavD+SnvAFDBSn6+6RcZ1rubFGwXERERkS6jSy04l3g05l9rLyIiIiJSVJFGPsxsJMGaiZ0IRiGaJy9Zd986ptikSAotLCkiIiIiEqeCRz7MbHfgJeAIYB6wFTAz/HlLYCnwbBFilNgp+RARERGR0osy7eonwFzAWFvt/HJ33xPYFxhK+wv/SZGlVwfr8HvPrSWr5ENEREREEhAl+dgVuMXdFwNN29BWALj7c8AtdKFdoMrVsLuN7JrXJyIiIiJSOlGSjzTwSfhzXfg9t0jEm8B2cQQlxaU1HyIiIiKShCjJxxyCtR1N296+D+yR0z8KWBJfaFIsmnYlIiIiIkmIstvVFILF5j8Oj/8AjDezPgSjIt8Ebow3PCkGJR8iIiIikoQoyccvgb+bWZW71wOXAgOArxOsAbkTOC/2CCV2Sj5EREREJAktJh9mdhjwkrt/CODucwimXhEerwLOCL+kC1HyISIiIiJJaG3Nx58IttAFwMxmhgmJdCHXv38BF888ZZ226cteZNrSfzJ7hbNo1SdkspmEohMRERGRctLatKvlQJ+c46FAbVGjkdj167Ehc+tn0Sun7dWlzzF92VRSVLCaVWzYczDf3+LKxGIUERERkfLQWvIxDTjXzCpZu4vV3mbW6joRd78zruCk4/budzDv1L2+TlsjjdRnVwLQM1WJVY9KIjQRERERKTOtJRLjgIeA68PjLHBa+NWSLMHCc+kkhvUaQe+K6hb706k0owccVcKIRERERKRctZh8uPurZjYcGA5sDDwN/Bx4qjShSRxSqRR79TuY5/P0VaaqGDPgeHpV9C55XCIiIiJSftqaQpUBHHAzuwOY5O5TSxKZxGbnDfbheeav116drmXXvvsnEJGIiIiIlKOC63y4+8nFDETid/37F/Dpqvn0SfcDzlynr0eqJwf2/1oygYmIiIhIWWptq13p4vr12JCVjXUsWPXhen2ZbIaHFtzM9e+fn0BkIiIiIlKOlHx0Y3v3O5jKVK+8fVkaqUhVaKcrERERESkZJR/dmHa6EhEREZHORMlHN9a001XPVOV6fdrpSkRERERKrcXkw8xeMbODco5PNLOhJYlKYrPzBvuQJbteu3a6EhEREZFSa23k44vAhjnHtwF7FDcciVtNus966zrS9ODIjU4lnUonFJWIiIiIlKPWko8PgN1zjlOQ50/o0unt3e/gdY436NGfEdU7JBSNiIiIiJSr1up83A1cYGbHAkvCtuvM7OetXJN1961ji05iMazXCGDGmuNRtXuQSqWSC0hEREREylJrycePgVnAaGAQsCXwKeQplS2dWvNEo2/PgQlFIiIiIiLlrMXkw90bgZvDL8ysEfiZu99TotikWLKaPSciIiIipdfayEdzw4AFxQpESiff7lciIiIiIsVWcPLh7u8BmJkBhxIkIxBMzXrU3T3+8KQYsjQmHYKIiIiIlKEoIx+Y2TXAOIKdr3JNMLPr3P0HsUUmRaNxDxERERFJQsEVzs1sHPA94FFgT6B/+LUn8AjwPTP732IEKfHKas2HiIiIiCQgysjHd4En3f2IZu0vAEea2WTgNOBXcQUnxaFpVyIiIiKShCjJx9bA/2ul/xHg6o6FI3G6/rRZLF+SWa/9+TO24XneBaCmb5pxNw5b7xwRERERkbhFST4WA0Nb6R8KfNaRYFpiZvsCf8/T9bK779zGtTsA1wK7AkuBe4AL3X1FzjlfAa4HBgN/As5y97qc/s8TjPB80d3nduzTlE6+xKM954iIiIiIxKHgNR/AZOBsMzukeYeZfRU4C/hLXIG14DRg95yvk1o72cy2AKYADcDhwHnAiYS1S8JzBgATgceAbxIUVTy/2a1+DUzoSomHiIiIiEhnE2Xk40JgP+BhM3PgrbB9RPj1fnhOMb3p7v+KcP65BInHke6+HMDMGoC7zewKd59OkMSkgPHunjGzkcBY4OLw/KMIqrtfG+PnEBEREREpOwWPfLj7h8AOBOs6UsDB4VcKuArY0d3nFSPIDjgEeKQp8Qg9CNQT1CoBqAIa3L1p/tGKsA0z6w1cA5zj7qtKE7KIiIiISPcUqc6Huy8ExodfSXjQzDYEPgEeBs4PY1qPmVUTjFi8kdvu7vVmNgMYGTa9AvQzs28AfyOYljU17LsQeMnd/xr7JxERERERKTORko8ELQGuBJ4FlhFMlboA2M3MdnH3+jzX9CMYlVmcp28RMADA3Web2QXAnQQjQdOBy8xsa4J1LKPi/CCZTIbSFYNPF3TW1ae+wyHjtf1ud1RXF+ybULp/c9IZ6L2XH73z8qT3Xp6SfO+ZTMc3KuoSyYe7vwq8mtP0tJlNJ9je9xjgrg7e/0ozuwnYCJjh7o1mNgm42t3nmNlJwI+BGoLdssa7++qOPLMzqV/evGC9iIiIiEj8ukTy0YJJwHJgZ/InH00jHv3y9PUHZuU2uPvipmvM7FDAgKPNbFvgRmB/YDbwD+C/wO/aE3Q6ncbM2nNpO7xb8Jmli0lKqemvInq/5UXvvfzonZcnvffylOR7nzZtWodHP6JstdtZZfM1hnU63mPt2g4AzKyKoGDiW/muM7NewHXAuHA612jgdXd/Ptxq90HgwPjCL56avoVNuxIRERERKYWunHwcRjAN6sVWzpkEHBYuPm9yJMFuVo+2cM14YLq759Ysyb2+ph2xJuKbX/l30iGIiIiIiKzRJaZdmdkfgJkEO1M1LTgfT7AO5P7wnBOBW4HR7v5MeOmVBIUDHzKzq4EhBFsF3+fur+d5zlBgHMFUriZPA9eZ2bkE066Oo/j1TDoss3wZix+fBOyUdCgiIiIiIkA7kg8z259gKtIgggXZb5tZLbAj8J9w7UTc3gCOB74H9AY+AG4CLnP3hvCcCoLtndasnnb398xsNEGtjkeApcDdBDtl5XMd8Gt3X7MexN3/Y2anAxcRjHrcBfw+vo9WHMtenAoVXXlgS0RERES6m4KTDzOrBB4AvkrwC34WuBd4G1gFPETwy/vP4g7S3a8ArmjjnNuB2/O0vwzsU+Bzjmih/fd0gYQjV2bJYrL1+XYgFhERERFJRpQ/jV8KjAHOAUaw7ghDPUFickicwUn7pfv2I1VVlXQYIiIiIiJrREk+jgNudvffAp/m6Xdgq1iikg6r3eVL0NhIFUvbPFe7YomIiIhIKURZ8zEEeLmV/hVAn46FI3FJ19TSb8whHDH5WrINDUxcuXY23MCxP+eAJxvpd9DBDDzq6wlGKSIiIiLlJEryMR/YopX+HYA5HQtH4jTgyGMAgl2vVuZ0VFTQ76CD1vSLiIiIiJRClGlXjwLfNbMhzTvMbA/gJOBPMcUlMUilUgw86usMve6Gddqrd92dgUd9nVQq1cKVIiIiIiLxi5J8XAIsB14j2NUqC5xuZg8DzxDU4bg89gilw9I1tescp3poC14RERERKb2Cfwt190+AXQiK+o0h2O1qLME2trcCe7r7Z8UIUuLVSDbpEERERESkDEUqMujuC4EzgTPNbCOCBGSBu+u32S5EL0tEREREklBQ8mFm1cAk4A/ufiuAuy8oZmBSPFmlHyIiIiKSgIKmXbl7HbBToedL55bNNiYdgoiIiIiUoSjJxD+BLxUrECkdjXuIiIiISBKiJB/jgDFmNt7MaooVkBSfpl2JiIiISBKiLDifDFQCVwCXm9kCgqrmubLuvnVcwUlxKPkQERERkSREST7moBk73YReo4iIiIiUXsHJh7vvW8Q4pIQas0o+RERERKT0tHtVGVKRQRERERFJQsEjH2b25ULOc/dn2x+OlILWfIiIiIhIEqKs+XiawhYLpNsXioiIiIiIdGdRko/98rSlga2BM4F64MI4gpLiUpFBEREREUlClAXnz7TQNcXM7gD+BewOTIkjMCmeRs26EhEREZEExLLg3N0bgLuB0+K4nxTXyhn/Jduo0Q8RERERKa24d7vaKOb7SRE0NjTQWFeXdBgiIiIiUmZiST7MbAdgHPB6HPeT4sqmgFTSUYiIiIhIuYmy1e4s8u921R/YAPgMOD6muKSYUmv+R0RERESkZKLsdvUM6ycfWWAR8A5wr7sviSswKZ5lffry2ZIp9K85NOlQRERERKSMRNnt6qQixiElNHPACD5dcDc1A3eismpI0uGIiIiISJmIe8G5dEIrG1evc5yhD3+s2pUVDZ8lFJGIiIiIlKMoaz72BXZ092ty2r4J/Ixg3cfdwDnunok7SGm/9+uXMGHePxiC5bSmeGvlVpzz9FIG1M/iurHDEotPRERERMpHlDUflwIfNx2Y2eeBW4CZwFsENT4cuD7G+KSDLpn7d+oaV7HO5KpXPkdmWTWZRvgI5YoiIiIiUhpRpl2NBKbmHB8PrAR2c/cxwD3AyTHGJjGoqegJmWY7W31WC40VaNadiIiIiJRSlJGPDYCFOccHAU/l7HD1DHB4XIFJxy1ZsZrK2ZvBrF5JhyIiIiIiEulP3x8BWwGY2UBgJ+BvOf21QGN8oUlHXfu3j5j7bg1k0kmHIiIiIiISKfl4AjjbzH4A3E6QaDyS0z8SmBNfaNJRZ++7Mdtu0RMqlBOKiIiISPKiTLu6CBgBXAk0AN939w8AzKwXMBa4M+4AzWws8A2CkZYNgdnAHcC17t7QynUnAbfl6XrQ3cfmnLcz8HtgODAF+La7f5LTP5BgQf1B7v5KRz9PKW1Y25PzDtiM015/Cp7cOulwRERERKTMRSkyuADYx8w2AFa4+6qc7hSwH/B+zPEB/JAg4RhPMPVrd+ASYEfg6wVcfxiwIOf406YfzKwHcD/wD+ACYAJwDXBizvmXAw90tcSjSWVFmtu2/wqX8+7axorV0Bgl7xQRERER6bjIv4G6+3qV6dx9BfBaLBGt79Aw8WnytJllgSvM7Fx3b2uq16tNIzR5GDAU2NXdF5hZX+A3azqDUZEjgG3aH37n02Ord0nPGkqmsYLV2cqkwxERERGRMhE5+TCzIQSjDv3Is2bE3WOdetUs8Wjycvh9Uzq2zqQq/L4i53sVgJmlCBKRi9x9YZ5rO73r37+AT1fNp0+6H3Dmmvb0pvP4Vt/7eW3uPsyZMZxPH3qZAUceQyqVavlmIiIiIiIdFKXCeSVBUcHjCJKOLMF0K8Kfm8S+7iOPLwMZ4J0Czn3JzDYCPgTuBS4JR2ogKIq4BDjHzG4EvsvaWianEHzOW+IMvJT69diQufWzWNlYR7+c9kZgSm09mc8/ycb9n2TxHcHox8CjCpnFJiIiIiLSPlErnB9HsN7iOeBp4FsE6zB+CAxk3bUSRWFmBvwfcFvuwvA85hHEPBVYDYwGvg9sD3wFwN2Xm9mZwK0EazveBw42s/7h8aHuHutWUZlMBneP85Yt2pIv4BWvsTq17rr8mtR7NADpRtj8Xcg2NLDwsUf4ZGuDXr1LEpuURl1dHUDJ/s1J56D3Xn70zsuT3nt5SvK9ZzKZDt8jlc1m2z4LMLMZwHPuflK4A9QC4AB3nxJOUXoeeNHdx3U4qpZjGBg+Jwt8Kd/6kzauPwf4FfBld38up70G2AyY4e6rzew3QJW7f8fMxgBXARsDjwFnufuy9sT/8ssvLwb61tbWtufyyCb9soL65a1PpapKLeXwqglkgezWnyP7tW+Apl91G03/B1VdXZ1wJFJKeu/lR++8POm9l6ck3/uyZcsAluy000792jq3JVFGPjYD/hn+vDr83gvA3bNmNpFgR6qiJB9m1gd4nKCY4R5RE4/QfQTJx84EozdAMAJCMAULMxtFsIvWNuF0rYnAqcBfgckEWw6f397PkU6nCQZviu/B5e+2eU59tg8QzJ9LzZ5J/zdf0/SrbqTpryKl+jcnnYPee/nROy9Peu/lKcn3Pm3atA6PfkQpMvgpwS/+AJ8B9cAWOf2NwAYdiqYFZlYFPAxsDfxPATtctSXvcE/OIvNLwilduwP17j7R3RcBdwEHdvDZnVcmw+LHJ5FZvjzpSERERESkG4qSfEwHRkEw0gG8AJxhZpuZ2ZbAacCbcQdoZmngj8CuwMHu3pFnHBd+f7GF/hOAauB3OW2VYQwANR14dtdQUcGyF/+VdBQiIiIi0g1FmXZ1D3CmmfVy95XAhcDfgPfC/gbg0JjjA/h/BLU2LgZSZrZbTt+MsD7HiQSLxke7+zMAZvYkQcXy6cAq4ACCKWGPufvzzR8S1vj4BXB0ziLzqUAamGBmTwNnESRCnV7dsjdYu5Nw65YZVP8XKrLB4vPMksXFDU5EREREylKUCue3A7fnHP/LzLYlqCDeCEx297YXGUR3UPj9J+FXrpPDmCoIkoTcldJvhv2bAj2BWcDPCRKMfC4DnnT3F5oa3H2+mR1PsOD8O8Ak4Kcd+CwlUbfsDebNnECQr7XtvrHQdxGM/S2kKitJ9233GiIRERERkRZFLjKYy91nEyzgLhp3H1rAObeTkxiFbd8DvhfhOXnPdfeHCdabdBkfz7mBbLah7RNzbF5NsKXA/EZqd9mtrdNFRERERCJrT4Xz/QlqZgwCrnb3t82slqDq+X/cXXN2EjZoizPCkY/C9Pnxz/ioZimcNIF+Cw4hXdP9l7aIiIiISOlFrXD+APBVgulNWYKK4W8TrKl4CLgO+Fn8YUoU1bXbsslW50W6pn55H2qX7sWAI48pUlQiIiIiUu6i7HZ1KTAGOAcYQc76CnevJ0hMDokzOGm/6tpt6d2rPtI1gw8+m5QKDIqIiIhIkURJPo4Dbnb33xLU/GjOga1iiUo6LLN8GYf1/AXH7H5R0qGIiIiIiADRko8hwMut9K8A+nQsHInLshenkt0M2DPpSEREREREAlGSj/msW9G8uR2AjlYel5isrP8vfHVVsMmwiIiIiEgnECX5eBT4rpkNad5hZnsAJwF/iiku6aDlG72sxENEREREOpUoycclwHLgNYJdrbLA6Wb2MPAMMBO4PPYIpV0GbX56sAeZiIiIiEgnUXDy4e6fALsA9xPsepUCxgL7ALcCe7r7Z8UIUqKr3Whnaj/eSwmIiIiIiHQakYoMuvtC4EzgTDPbiCABWeDu2WIEJx2z8Ziz4HGoql5KfV3rewFU1+oVioiIiEhxRa5w3sTdF8QZiMQvlUqx8ZizOH719dx2z7olWIaf+1N27BHWAVkFA3ufAHyu9EGKiIiISNmInHyY2UiCeh79ySk02MTd74whLonJwj9NpG7yKzSv/5jK5ry6nvBpwz1ULRtKde22pQ1QRERERMpGwcmHmQ0H7gJ2DZvylcLOAko+OonM8mUsfnwS2VV5Fn5km72+igzzZk5gk63OUwIiIiIiIkURZberW4EdgSuBo4D98nztH3eA0n7LXpwKFflf8YePHL1eWzbbwLyZE6hb9kaxQxMRERGRMhRl2tUuwC/d/cfFCkbilVmymGx9fd6+5e+MyNvelIBoBERERERE4hZl5ONDQIvMu5B0336kqqpa7J+/YhD3zxjLr6efvU57NtvAx3NuKHZ4IiIiIlJmoiQfvwZONDPVze4ianf5EjQ2tth/wxtn8PrC7Zi/YvC6HY1pahZ+iczyZUWOUERERETKScHTrtz9OjOrAt4wsz8A7wOZPOdpwXknka6ppd+YQ1g8+TFYuX7/6myePHIV8OcMn338FJ/d8ST9xhzCgCOPIZXKt7+AiIiIiEjhoux2tSVwLDAcuLSF07TbVSeTPugonqvbBCat3zfkbVi8CdT1DRtWQebhFB829mPTVYuoyBIkLsDAo75euqBFREREpFuKMu3qJmAk8EvgSLTbVZdw3ZT5PLFySN6+DT+A4S8GP/96+tnwZ5g8YjtuPGV/nt4rWJCebWhg8eOTWPFf59M/3Z9/214RERERkQJE2e1qT7TbVZfT95EGtvus9XO2eRbe+vJgGufCCycFVc6f293Y/7m3gxMqKph7+SUArHjjdTa76CfFDFlEREREuqkoIx8fo92uupwVn7W84LxJz4bg+4PfXtu2qrIHv/zfMUAw+tFk5bv/jTU+ERERESkfUZKP3wDfMrPKYgUj8Vq24KVI5781e90tdz/boJrGFKR6rB0gazuVERERERHJL8q0q0+AFPCWmd2Bdrvq1OqWvcFHc68FLiv4moYVg4F567Rddv5XOeyx6dRX9eQvX9kegG1n/ZUfDzswxmhFREREpBxEST5uy/n50hbO0W5XncT8934FqfU1dvzlAAAgAElEQVRyw8gy6V48OmYUq3uu/afyRmYxKxtX06siyj8fERERESl3UX573K9oUUis6pa9QWb18vZdvLwXvLcxLO8NuwQLznMTjyZvr/iEUTX/n737jpOkrBM//nmqqrunJ+zM5l2WsMsCz5JBkCAoSFCRcKCeguKdp6cicoh6ioGfCiqmU487PCMeBkQxIEEMIOlAJEkQdnkIu0vYZdk8Oz0zHarq+f3xVM/09KTumZ7Z2eH7fr3m1dNVT1c9Xamfbz1PPc+CQdOFEEIIIYQYTj2DDN4xkRkRjbP+uW8D4dg+/KBOHuwY+XGg54udA4KP7qjIN9fdw2O96zmmbTHLmuZw9ea/c9as/Xlt+5Kx5UUIIYQQQkwr0m5mGpq36wd4ceVXsLY4euLEAbeU/6sIOm45mFJriRWfeKxvUranQK9t56rlndxRepYvnLGId628dsCy7uhazZ1dq7HAlRsf4pGedZwz/5XSTEsIIYQQ4mWunt6uxA6iuXVfFu5+IUqNv2OyVC4FJd89zbO5jfgR7WpH1nfwwpYS/73ur0N+ziavBRvxYM9a/v25P/J8oXPc+RFCCCGEEDsuuRU9TZUDkKaWHPnu1vEt7O4D3KsXUYj9AbMe7HlxiA8MVLIxG8MePrfmNq7Y/fQR08bW8kD3WpZl5zDDz4w5y7W67P2r6O4c+cH8lnafD31Xmo4JIYQQQoyX1HxMY82t+3LOZSleddF/NWaBVYFHpbfd8Dcy+dLI+fH6a2Ke31Lg8tvW8bFfP9e/eGv57voH+Ma6v/C+VdeTj0N6co+zevl59OQeJyzG/N+vNnPpmU9z2TmreObhbu773VYuPfNpfnLxC1hrh1rtiEYLPGpNI4QQQgghRic1H9Ncc+u+HLTbe/nLOJax9539o6APcsvBAKxkD/Zacht/328XsKCem0NqYzPFVAC7r4XmPPO+sDuX5p4e8PGZwKW/7J9Wam2FT4AKFZ+7+BG2HrCFVOc/svCSDLCyL1331ohffLm/1uX5FXm+dNYzvPKkdk7857kALL+ni99e9hLN7T5NzR5nf3YRrR1jP+Qve/6TbCq9RJvfQUcwmzmpBcxKzac9mEVHMJv2YDYzgpn4avggbbL01+iU8/L0oDSNrNHpyT3O+ue+zbxdP0Bz674NWWaj7Ej7TQgxuqg7R+7+e4k6t+K3d9D6ysPxW8ZZwy+EmDQSfLwMdLTtz1CFz1oNG3hUKNDG4uc38sReCyn1tLPgj7sw9zlYtzus39zO4ofBz9WwrlyKJVcupe3pGQDMMO115fX+33dy/+8HPlvS0xnR0xnxX+esBuAjVyyhqaW+guY33rOSfPd7aAJKwAZg7bIVRMsMVq9CtfUQqhJzUgv4yK5fq2mZUWjxAzVoeliyrH+uwOMta7nxodWc+orFnDB/97ryW2uNzrXrrxh3Qbwn93hfBwcvrvwKC3e/cMoEIC4IG7jfNlSliVtfoPkzX6l5v9ViKgdjZduzyeGOsH3KJmM7jVSYnkrbansH8tZaNl97DVt/fyN4HrZQQGUybLzqSjpOOoVZZ7wVpQZfU8WOc4xNNRLoToxhgw+t9WvGskBjzJ1jz87wtNZLgMuA44AicD3wEWPM5ho+ezzwZWA/XNnj+8ClxpioIs0/AZcALcCPgI8bY+KK+ccCPwGWGWPGOIjG9LYq3p2dfr07a5dZ5iatqRasdH/1KAceQ3nyg0+QX9iLChUXbjyBBYuyLFiS4c5fbuKuX2+pafnfeM+q+jIE5LvjQdNST+xN6om9B6YDLuVpmtssPV2KE99VIiot4LnlvXTMT5HbEvLEvUMfPtk2j96ugeuZz67c96OYB/ZczrFHLyDt+9x5zWZ6trlDd9GhKfY4tJkNzxWxnT4r7q4hwqtwz7ab8fEJVAqFR2hLzFx9KG9b9D7m7ZYm0+RhLVgLuS0hxa5uco88QtiZY0PPHO6+bxaL9lrBzAUH43kx1io2PHc1C3Z/O1FhNzxf0dLuCiLdSZ5TaUUYWvI5913nL86QbfUo9sZ0bYlQHiyfsZZrco+Nu6vmWoIwL9eKbj6o7mUP96M0kcHYbZ2rxtWFdWXhsdR57qjpJ6LJ4VQNVocrWHd3Lhv1s2PdTqMVprMn7suLq746ZbZVRzCHNYVV5OMeNpTW8lTv3wdeP6jvBky9Nl97DVv/8Dtsqb+Jry0UANj6h98BkH3dflOiIL29A7WyHe0Yq8Vk3BCoZbutf/472/0421GNVPNxO/2dFgGoqvfDafiZpLVuA24DNgJvwwUIXwGu11q/2hgzbL601ocCNwG/Bi7EBSBfAZqATydpNPBD4JPAalxwsjyZhtY6AC4HProjBh5Rd30F0rHy7jmWdqD98cYsr3TkX/B2e5bwzpPJvOVGHmvflzjjCqw2sHx5wc18fdHrOXfVzWw+uBcOhBlPtDP3zvkEvT5de3Sx4bS1tPtNnN/8Kn51/qaG5CtOF4nmbCa1dvhBFnu63N23m69MAbWttzrwGLDOp9Lc+tTgOHvNAyXWPDD2XsTaP3Mxpd3WkHp+J+LWLpq2zqQE/JQ1AKjkqTA7IGuLBixj9aMHsfrRoQrvo3dGMJJd0pq7/AJ/bXmCXea30tTs09sV0T4nxU57ZLDWPSdUylsW7p6hZZZC4RFFEU1NKVQd9brhw0v4WeddbNtYorTzszTPj8imm5hb2IOdmxezuWsrHU0zWbg4S2dmLd2330Z4y1205jyKtkjYliZ32w955tS50LyenlRMmwVFkRlPfp223PmsW7mAznUhqbQinVJkWn1mzAlonRtADJlQkQkUcWhRStExLyDd5FHMx/QUQ24MlvNIsIaCigZ1Yd21OaRrc0jzDJ+2WQG5zdC7DWa1FJm1IIXywPPUgMJjx7j2zuiGCs4K9tkB3YBPVIGnOkiLQksU9v9M2BhKxRg/UHiewlpLuzeHNdEq8tHAgnUbFzcsX9VGKkxv+fsNbFlyPXiukDUVCoev7ngjT/X8naLN902LiIisy+OML3+CfK6VS0eoaW9p9zn/27uhPA8bx8S9PUS5HEQRKp12dzo8Dy/bjNfUBElNRtzTzdbf3zhgW1WyxSJbHr2erXv8bkpsq1oDNf+L505oQXqqHGOj3TipJ1ibjGc1a91u2/s421Gp4R7S1VofUzUpjSu0zwC+C5hk+jLgfUAncKEx5hYaTGv9UeBSYHdjzJpk2quAu4FTjTE3jvDZG4DdgIPKNRla608BnwEWGWM2aa0/CJxrjNk3mf8/wBxjzFuT9x8BTjbGHD+e7/Hggw9u9X2//aCD6r/LOha13B2YqprffA1rD3rUhbwJZWEbe7GNpUSqeUzLDboC9vnK/nV/7tFLHhq6e4YYWlfMounvC5nzVJqgBIUsdM+EjpcgKEFvC5Sy4IXQutV97IlXQZQCVEzTwucIYkuQS2GDmJ5dusnPy+MXfKJ0xIJbdkJFiqaXmohTMZmNTXQt64RYMfcv8/qy8tIx6yi1F0ltSzP/9vGNPl9sKxF0B3jxwCYM1rPE6Qg/H9C7oIfsumZyS7oIm0NsYPHzPtm1zXhFj8KcPNYPSW9uwmZK4EfYWBH7oKzFCz1Snc3YIAIsKvKI0uCVPLzS1H3+IuzoIg4i8OLkL8L6EX6uBa+7GVUKsJ51fyj8UKFsY5qCRKmYOHDX7CDvEWVjUqHPaEP6KA/aF6bwWgps2LoZqyKCl+bXtM4ZswPSWXfwR6EljiyloiWT9ch3R8zbNUOQVhTzMZ3rQ6LI0uJ1ktn2LClVIIoU+D7p1m7CnTP05NqwsUeqKU9UCmhq6aZ5Ro6d9jiSOFxAusmjqdUjKlniCAo9MSjo2RbhB4pSwQUNhd6Y3q6I3lxMd2dEptkDz/JCrove3hCKHn7RIygFUKxv+8dt27DNPdh0keD5XWv6TOtMn3TW6wvU2+cGSX4tYTEmLFnSTR7NbT5eoCAK6X7oAdK2mzS9+CokRR5FTGlGE/5BRYqBJV/IgoVUUy/pVIl0tsjSpWfgZeZTzOSYPbuDVHPM80+uJN0dsuuihVAsoWKLjUKiXBdxLkc+7CHw0hCW6M13EnmWbI/irnmKG+d7vGFzzIHrOuktdlIo5Ih7e+iJclgbUWhSFJsgnwp5bL88xczQ5YaOi75Q07Z6S/NFgLumq4pFxcpdL/0QShk3Lx16pHrivrufUeDmD9qjOwOnA6mKaSH4/zeHYFs7RDF+ewdecxZ/RjteOo0NQ2wUYUtugV62GRuF2N48cb4XlU7jt3e4QKlUwmtu4S+z4Lo5IaetjTlyQ4gNS9hSiC0lJ6FSEMe80NHJbw54jFIw9E2lIPI4eM0invre+2vaZu/c50rAErTPxEYRKhWgUmm29fRAkGLW/PkucMNiw4g434stFcndd2/13aPht1eZ9enoPol0vDNxTzdRVxfWWmxvL3Ehjy0Vibq7saUSNgzddw7D/u/v+3ipFPg+xXSKXxw8j+XzshQDj3QUs++mEu9YVaIplYEowoYh1+75N56evWHAjvViRWA9sIrIi5lVaOHdT57Ad395SE3b7Nz3PI3yPFAK5fvg+25/hRFYi5fJgHXniY0tREkQFkVs+vXP+96Ptt0UKea2/ytNTXvRd4/ekuyPyu1qsZXzoW+f9SUpFokLebBwp9rCr4MNvLkwk6OLbaggQPk+Kgh4bs0amD0XPUnlyUoPP/wwURR1HnLIIWO+hzXsvcHqEc211l/GHRYHGGN6KmZdnxTW78I1iWp48AGcAtxZDjyS/P1Fa70aOBUYMvjQWqeBE4HPVzahAq4Cvgi8DrgayAC9FfN7k2lorRcAnwLG1Axte9regUfX+75LW3JhfeqNa9jzpkWjfKJf2z6P4ZEMtp6wCtp4kubCWjY9fRr5XXxIhZAtuoSrF0JrL8zb6sYmiTyIPejJQCEN8zcTtoU8+oWH+pZ5wEUH15YhD1jfAZtnwOxOt7zQg9U7kQNyC2BjVXl/bWVrDT90v5pDLLh7w+L++X6v+9a2QJSNwMK61611Z16kaFZp9m+bTbON2Tc7m9KZ93L/tj8SUsQnSy+L2RotqTn4eGEZZLtg5lrYvAhycyK6ZnpY311ZvRBsKsKLI6JZOQhTqHQvfssW6Gkh3NgEqgVv3nqwEaCID43ctrItuIuqIjmdhlEONJK0foRXAOXK9QRFSBVcQcQqaNvk5inrXqMUZLohVbQoFRN7kMorVGzxotqCmN5dtuKlwGsqEG9uIr25FWsVhbQLHKwH2aQCMdjaNuryVKQgKn8rS++MiPysPIU53RCm8QoBfgiZrSlSeY8oZYlUish36/IiyPS47R8H7rum8uCXPPyKG79Bj+8KZD4Us247BSUopV3hLZ3HpY9h65oS4OEzp6ZtUrZtUzjk9J7k+vLs472D5nXTClTcCYyBLcnfMJbfDbXWEo4sRaaqRGWxKM+iUCgPlFL4KYuNXYADlqgi4PW6ZkDX8M0/h5LbEsGW/mvulnUj9/7n7Df05M3ArcN/6kEAkjsZbMSqGNJN2CCEYAMERTxiSBWJm4rEmQJxtojNbMWmi+7PsxS3LSVe2casyOeBCB6KC2SK3ajIxzblsakSNlWCXosqpYhbc3hbC2SUhSCE2MNmCpCq5bv2+8Gn3KuKwI8hVfKwnqWQtthBN3li14mJpW+eiqCly8X+AMVmSKeg1SqyNk2rDUkT4QUeTa/dRG7FFtJrfVRpI/6LaTJPNOEXUmTZRktPiEeMxXN/1sMmJWDbVxJWFAOfW47dl9Uz5hJubOI6FfFIbxfH3bmCVBgnOfWJCbBWEZIi4y3FtrmbE7YpD37kTlZl8UuWJT/bxlM1brMNT3eikhMpIkVImpJtwqIIKLFFrcWnhE+Ir0rJ/yV8YgY9BjNEATqOFXEU4PkhnhexNXMj/BZ4ocYMDuGlOW38+Myj6G7JEAZu55WigBVBwJfm+7zpxgeYs7mbiBSLH4949o2ziVQKrzeL6s2icq2oUgoin3SoaH5BcdeqraOstd8tV67DJ8RTUd+2UcR9+9UjpkiWks2QVj34hIBK5h+Gu3J4BBTxVYg/KyQ4sEDqpQLWKmzsYa0ijnzWlG4luudO4k3l64gitG4DZ1UXCotHSFr14lPCoojxAYtP1LffAgpEKcu1px6C2XMhJQKuUi/xwKq/88bfL0eVAkLSWDyaW4vYyy9zAdYOpp4Hzt8JfK0q8ADAGJPTWl8JfAxXUG+0fXBBQrXlybzhLMWVegY0BDLGPKu17qn47H3AV5PnOp4F3gx8L5n3NeBKY8zyMed+O5isplbVnjw6z4J9fkS86/MAbPvwN7CpEnPauuCm2u6KvbgHPHrPJaMnrH5yuGy4PfXULqjmHNkOQ5DeRM9LNQYeAPfuDb1N7v91s4dMkt3zHuIFObxeD5uKKfgz8PwisXIF747NzxJtnYfySqBicmtfSVSY6T5cDkx6svDEYngiWaiKqfw17gEe7ngGrM/TrQ+SaX+WIDMf5Rcp9cyl9NIBxJt1zV9r887udU3foyvlC2cMeMQBYH0i5cOWWQBY2gg39de4YCF+abhgR9Ha1EkhSmNReH6IyuYpNFnY1A5tPaiSj821uEARIPLderN5oqYiJQW9QQiZEmQLbEuXXBTS1Qw9TVBMQT7tXqtafR5Q462Qp3TFDZydqr9CRQgceTT727C+xSt6EPmokkJ5llI2ptQSE83pwgvcj77NFIna89h0DS1WY/obt+ayUEpBMXDfLfKhN02q19U+eUFIqiug2GKJUxFRc+SOk940XgliAkiXwHqooudqzrak8HIpopTCKsVe99a2bVYc5QIaFUOYcnksB0hWueDVKhckFTNuXioP6QIEBddDt/VcEBmlXFBklQuKrHJlWJc+JvJAxYqglBT+ys3+cMFV5bTYd6dNmHH58sP+6YP/FINLYIoBt1nLcbKFdI8rJ3oRLH2wxu10tAsWwW2rVNF9PkyB9d1dfT90f17Yv+pU3hWsvdhNVza5D1FyacKUS+qX3PL8ktsfJNP8EgShB4UmVGFwvjyG71N/bPXH49d86cVEKUscWLxIQajAi8l4EDW5jWCDGL/gQayIAgu+qx0l9FGxomgBpUh3ewTWnT7bkr/11h1HALFvwUJQGmcBrQjeTVDd9cftHDvsR4JfwUiPJv+pjtX/ofihOlIPZP0Yq9wBHqdi1AvAt3AHXbKdvIKPSq7BVlnwY2wQo7wYAotNh5COILDu5l4xgKLbP0QKVfKwmcjVZHu434UtATtf5qMihfVdBOkX+6/R9/LK/kyuhpb/Gfl7dCZ/tXoyOrqO1DV4CdeAf4LZooVrYFmMC7yTi8UfOHlgut4C+w6uA9wh1BN8zGTk82hGkmYizKT/Nk+lLcDiUT7HCJ+dBWCMuUtr/W3ccyUA/wf8l9b6aFxtzuhPHNYoiiKMMaMnHCf18APA4RO+nkpbFsC8N3xhQG1FPNs9p1DP6bFhcSNzNZDtaaWnp7/KtpQevTevUpr+wKOCn9lKpn01u+/2Zw7ytnJnNilgDneWzEr+Eu27ub4Zirl59GzYj23PHjdEhgf/YBa2LnWvnYvJrTly5MyPYsEh3yJo3ogXKg68pY29Hy8SxCHNYS+h8gm9gI3ZOaxt3YmudBsbsnNpyXSzZeeZBF7I7KZNKCwZv0A26KWr1EYxStOe7iTwQpa1r6BtJdjuuZCyqF1iCEI6gxa2zknRkXmedtXFNpq4Uh3HhkwLRAo8C1XNFXYu5DimuI0o2ETRy7OhbS45WmmJUsztidgWpdi0dRbLNy2hWGqmrqNuaXJ7rxSQsiXCQGHTEczphFREOiyxU/dW5he3QQlaojxFL0UQRIQdHkUv5e4wYknbkBCfkvIJiAjx6QyzyR3KiGZbJGuLdHrNbFSthMonpzKkiZiVz9EcFMlkS5BVZGwJ481jY+CCo8r7y+XDdmYpxy75DWxOZ9jmtxIpAEtbnCMbRgSERF6RKCiRK7SwbeUrKW3eiVov/6VDnyGyETEpvLhEyhYIbIgtBRB59DaFLtAhwsPHEhB1ZykQkY8Vynp4kaWnt5koSrs7y3EKa31sFLgTLAroLyInzRDKVV2edTWcyrr/K9vpRJ77s6oikokGzvPj/lvkQeSC3Fi54ytW/e/9uC8KKHotbnl1HEOl+bkkClNQDMiXUu57eDH41m2jdMnlQVkIA1d7GrsCdX/w7fV/x/J3DyKXplB5qzqJAq1CRaqvplDFLnDCuvde5IIav+J/r5yFtAsIbf+iXLCYBEpe7GoZvNhND4r9tY7JYwKo2AVDsQ+z1ta2rdI9Q9VIlqcN1Q5o7LwoCWTLu9p3ATCqP6AD995SdclNdr+tet83rerwsF7yh1uPItlecdJULDmkoX8bpoYIGIeSb+4/LGLPBfvlfeVFA/fV4P+9vqx64fBBWOyV969yQV7Yv59qORNU1X4d8K4cDHrudK/czjYJVqD/hkH5RkX5O5b3Dwrm19hnzIt79G9/L+4/dq3qb/IXptw6/FLFpaX8ZZO0fjRwP5aPmb58VZw/5f1fvkmDdecNJDcPkvOq71grX9biivPTKlRVw5XysRtV7PfcnBTLzXICb3I7ro2Gao5Wp3py/ADwb1rra4wxT1bOSB7Y/iBw/7hztJ0YY/5Na30J0GKMWa219nEPmX/cGNOltf4kUO4e5n+MMV/abpmtRW5sNR+xH7P2/Q+z9C6fwqMH1vXZzpPuHPQQ65wXYePCMWVlaMrdWpwZbCaXilmWfZG/b0pqMPZ+BvJZ6M3Aog3ux7qYIt3SzdtuvZcHFr6KFd0D48gVNTamW9y5iiPX3cu+/mPYw+BnS6C7zV2wTuiCORmY2wPtduiTKgbyClIWAtqJMhfAs6uw2SbWzS+S23UL4a53c7v/V16yr4buGe6O94xu9z3yaVJBD8eteoyezFKet5YNnYspFWdSjDPMCrZgCz69cYpCkKHW8UPTbS9CDHOZx6Ete+MtXg8b12PzHn62GT+bZecXnmNR91pUZfvVzQzfXjhhSRGn3kF88JKKaU5b8gcQx+totZs5zIv5kxcz1OMeKas4MKXZK5idtJHNA8nDqCn3LwBz4bhd4Q8rLU9uhloLj58q9aDaO0hnmqGpiSjfi00FRLkWgrYZ+GEEvVtRf7sP9cjfUJUX35HaTldvk1hhX9zFtRPJd0NxG7SWwMtCz3xIzYH8RujthDBGdSpm7t7DHw+cQSkYvE9TYcxRj3Vz2Is+pH0obAUbE8YxtilLqq0dss2Qz0NvNzQ1ASu5duldRLy9pm1z8W1343VuIS7FeJ4HYeS2e1MTZDKQTmNbWolsiL92HWr9uoFbvWL79AA5zxVK0hay1p0Xm/DZWmolFxTIRbNQKk0bM7CxpSXMkg5TtOdbaYvmsG5mljXZmJKy5IM8JeWxjZC1KqRnhN2t4zZea+cTkiNKavZcQNhEDJQo0UOJB9X9bCoU6F15GOGm2oO01xy4iSZbIGM9igpK1mMbJV7yI9JWkcUS4ZNJGpR6UUjx+ZXEgaI3k6KlUKRV5VHzLJ5n8axNmmq41xCfUPn0kqJbZYiVR5eaT1Y1k418CkWXLhP4RLFHT29AqRhgY4hDnxQenrWUSj4bVYEo9iBbcCWhIHJBjueCpTSwV5ymzYNWGxPHMaW4RD6KUXFId9DFSnLEFjxVJFvMEqw9EH5T28V+t3+6i1IRokIG5XtEKY8e6xOFKXpyLcSALXlEaYvvF13sGHl4cZFmu40mevG9GC9r8Wf0kApKRLFP2kYEKiYfZQg9jyavCKHC9yJSTXl8zxL4bRRQdHkp0oElE+TptRlKcZaCDcjHAb1xmnwcYPGJvYiVqSZCyqVLkkA3cqVS3+JFljn04rlKAFfj2NtMrCx520sYFbEolBehgDba6Fy9lEJvEwfcUts1au3Zq8CLiZOStPJiPGVRXonYukDaxi5vcZxBhSmwMaoYklJFFLGLuUsxNgixUYq40IT1k+tyU4lY+Xihj4rAFpuIi03YUgaKKVTRNRVVsas9sUFMFLhaX2tdLblfUkmNk8XzIoqeR6nJPf+miFGRT6Q8F4x7MV6kXKDsu1K3VZa4HFSXJRGDUoqouw2igPmrattmm16x0ZXa+yKD5GaIH0EQopTFU3HfTQ1PWVTkatZUsReFJcbDBu5HyaqkKbgXY8vtYT1300lZsEn0Ya0CXHVnnAzO7KVC/CDE82KUck9+eAp8FRN4Jfwk2livmrGx11cT23cPJPnKvo3Z2fYQWdgzGxJ4tbd0mErqCT4+gqsZeExr/Uf6HzjXwOuBAvDRxmavzxYYsnOWmbhi0Eifo9bPGmMqhwE4F9hmjLlKa30S8HHgSNwh8Fet9UPGmD/U/hUc3/dxsdrE6nzxBbi5trSVz0AA7B+u4QPnv45sy1IuXf1B7Bffi5cbuZ17qqWLObv/iXLr8F0ye3Dezp9H7dF/kbisffQH4LPZiC/efyl2bgFOhz+1wmqfvhMvKMEJ1wcccvi/0H5s//P/xTji3NWPk4u3DVpm2ktz4gWf52TPZ2OuxE/u3chDz/VQjIZvCvPzf92jasoeuMeHnGO33MjvNv6U3Z7xmPPXGE6H2SMUPj2g2YJSaRbufj7NrXvDMtfWqbKz3pPjszl39Y3kWnvd8ysA6RCaC2S8NO8449OkvZGfY1i1Mc9Vd7+Alx8xGbbVddyW8tO8fbcPs2jfJUOmi7pzrL7gAwN7mXkB1x54mEK3Uml2qrkHEHc+ePlN3LrmTkp28DMGgedz5KJl7NE0a9C8oRx2gNsOV/+ptgbLB7zujTWliw4+2G2LyuBjlG1RplSanfa8kOaD6+wVJb+JPw+3XVJpjjj17YO2S7l2da9hrjX/2LuCn3+7ttXrT9XQBDLRefuf2Xj1j/t6hQEGbJ/mFDRXPfvaaqGViMWp3nH1GvOnzqf56cZHKdrB15i08jlq/p4c28HSDYkAAB+hSURBVL501OUc0jubH679MsV9H6bYtRP8afQuiQHO3av+/kg2rfiF61GnWFH9WkMw664jA7dVeZ/X8vty2bq/ck/u+WHnH9q6C+cvOGLY+dZaLl39QTqjzaRUmnN3vphFmSVc+pvaxpN6xxvfVVO6odbruj+9zXV/Oq8A/0BNgf9Q26xWo22vI0bYXit7V7jjyRZQKHbOLOW8nT/PpgNDfnLvRnqprQPNHxx34pDTR9vvm37TuGOsXpXnZPWvbVr5nD3nQF5XdU7+6MWvs7z7gb4Hs9MqwzsWfIi9W17R9/td6zb72ZuGP4ZHM2C71XGDabzbbbRj7fDWXTh/wbF1ne+NljxwPq5l1Bx8GGMeSLqt/QLwBuhrfNYDXAf8P2PME8N9fpxWMPSzHfswchH7GVzrhH1wP38AaK13wzV3XTHUh7TW84DPAq9NJp0I/Ln8/bTWNyfT6g4+JkvrKw+H76yr+3MpG3HQrEP7TpyjO97ITZ/4Kvu3HM7ZCy8Y0Ed/JQv8zLqmuymV5k3z3jNosKdaugp0Bd24r8Cy/5vhhVZcUBPDzPWw69PQet7Ai0ra8/nB7v8w6vLntKb48PELWbUxzw/u3sALW4oUwuGDkOEcOuMYVnTdz5G3PgOb45oLn6NdlGr9HiNZMqeJT//vUh56vofv3rGW3hIUK3qtKgdWd2y5kZs2KfZufgWLMsPvG7+llY6TThn8AzZMoXusF9/d0h34ymPQrxTgK49d0/UNOLlkThMt7aN3y1geh6QW9W6LsvH8IDV6uwAsaVqGbX0UlWsZMV092wbcdWfjVVcOnjGB26dsSWYm/jA1XT6K3TO1tQpe0rSMrNdCMSrQMmMjTTMgP/iexgD1bqeyWWe8FaB/LIFiEbUhjb0xdIVqb/Cx24httXd2Dg92rx02UFuWnTvi55VS7rdh01WjXj8aSSnF7De9jY7Xn9zXjXOU72Fb+uZBv0kDPze+bTae7VV5PAUq1ffbWP4tuvT7Yx8AuBbb6xiDsZ2TrjvnR/uCtfnpXVjW7Fo3TNY2g6rttsHDXjd6oDsVzs0dRV0NxYwLtf5Ra+0B5S2woaonqYlwI/BFrfVOxpi1AFrrI3DPe9wwQn6LSaDwNq31lyvyeRYuKBnuea8vA1cZY/5eMa3y2byRf7GngLGOwBl4GfSM/hPn0BnHsKL7b5wy950ANLfuy8LdLxwUgHgqzVEzXsPNuT+P68doQOHuhSILfg2Zd7qWR34Er7k5xcyTTsFvGd8uWDKniS+ctjMPPd/DFXdvIFeI6gpCWvw2ztn1YjYd/Yu+vE504aoeSilesWsLH3plzIMvKm59zieK7YDanup9O5Ihf8DSaXgppmX94XTvfB/WFsf1PRsReFUrB7xRbLnVdPKz+zb3bYfBtVu1qXVblI1330/EdlFKcfTXnuemTVf131goxlz70GYeW9vLl87YZUzLHTY4AxeA/C4Fp8UDCjyNOjcaFaRVF6zP/p47Thp5DFWuq7ow7cZEOYKCXT3oOrs9C4XV6rl+NJrf0jqg5rsl94ohb4rB9g9st1egVrn+7XGMwdjOyeGCtUqNvqk0lHoD3al0bu4IxvSUSlKIf6nBeRnJ94B/A67TWn8OFwh8BbiHim52tdafwY3fsdQY82wy+RJcN8A/1lpfgevb8DPAN40xG6tXlAQ1JzHwIfNbgfO01u/GNQA6AfjvRn7BqaL6gtDit3HOzp8ZkKY6ACmfdAuyu/J0uHbcP0aVhTu1wWO/WwvcewLs9rRij1ec0jd/vMoF9AN3bh5UqBhLXoe7OzLZgUclX8FhO1nefNTivoJl2VD7djgj/YD5LS305B6fEqMKD8f3FCfu3cFRS2cM2g71qmVbVJ8bU3GbDLqxkPZ4x+H1dcM7lGGDszimY/9TyO7RP6JyI7dPI4O0oQrWjTyGqlUXpgGaGfo6u70KhdWGun5MRqFwKMPdFJsqge1IgdpkbbPJPsZgbOdkLcFaZSuKibgpUKmWQHeqnZs7gmEHGRyK1np34HPA8biajzcYY27VWs8Bvgp8xxhz30RkVGu9FLgMOBbX6csNwIeNMZsq0nwO11xqiTFmdcX0E4Ev4QKPjbgRzL9gjBlwxic1OvcD/22MubJq3meBDyRvv2WM+Xy932EqDjI4npFTJ7rAWR4hOZd7id8uvp+zdv0Is2aM7Y5sLcZz57dyNOdodg/bZtw8JQqf27Nd6MvZ9g7GpsJ+HzzC+RF9NZbbe/vsSGrdVlNhn29vO0rgP5p6fosasd+n2vnYHXXxkxe/yZkLPkhHMHTX9tUaUXNbq6lwnE2BZz7GNchgzcGH1npv3IjiHvBX3DMPJxpjbk3mPwg8bIx5z1gzM91NdvBRSX6YJtdUuZjLfn95kv3+8iP73Jkq197JIvt9+9jex9mOHnzU0+zqS0AON3hECVhfNf8PwFvGmhEhppPm1n1ZvM/l2zsbQgjxsiLXXjEZ5Dgbn3qG/DwG19zoRYZsjcazDB4bWAghhBBCCCGA+oKPDCOPbN8OTHSvV0IIIYQQQogdVD3BxwrgVSPMPxV4ZHzZEUIIIYQQQkxX9Tzz8R3g21rru3GDCgJYrfUs3MCDRwFvb3D+hBBCCCGEENNEzTUfxpjvA5cD3wZWJpOvBTYA5+DGzfhFw3MohBBCCCGEmBbqHeH8Aq311cCZwF64AfeeBq42xtwzAfkTQgghhBBCTBN1j3BujLkXuHcC8iKEEEIIIYSYxmpudqW1/ozW+v0jzN9fa/2ZxmRLCCGEEEIIMd3UM8J5jBvf4w/AWcaYbVXz3wH82BjjNzyX08SDDz4YA8r3J38TRVEEwPZYt9h+ZL+/PMl+f/mRff7yJPv95Wl77vdk3faQQw6pp8fcAeptdvUr4GTgXq316aY8vruoVQx4URRtGzXlBCkfsOLlRfb7y5Ps95cf2ecvT7LfX562036fwTjH9as3+LgO+FLyeq/W+mxjzI3jycDLySGHHFL3MzZCCCGEEEJMF3VXmRhjHgYOxQ0o+Fut9acbnishhBBCCCHEtDOm9lrGmA3A8cAPgM9rrX8JtDYyY0IIIYQQQojpZczNgIwxIXCO1voR4D+BNzYsV0IIIYQQQohpp56ajzuAl6onGmO+DZwIdDcqU0IIIYQQQojpp+audoUQQgghhBBiPMbcR68QQgghhBBC1GPYZz601j/EDSr4PmNMlLwfjTXGvKdhuRNCCCGEEEJMGyM9cH4cyaB4QJS8H62NlrThEkIIIYQQQgxJnvkQQgghhBBCTAp55kMIIYQQQggxKST4EEIIIYQQQkyKkR44X0X9z3BYY8zS8WVJNJLWeglwGe6ZnSJwPfARY8zm7ZoxMSKt9VuAdwCHAHOA1cCPgG8aY4oV6Wrav1rrg4FvAocBXcDPgE8ZY3qr0h0PfBnYD9gAfB+41BgTNf5bitForQPgb8D+wDuNMT+tmNfQfaq1PhO4CNgDeB74RjKOk5gkWus3AR8DDgBKwGPA+40xjyfz5XyfZrTWpwOfAPbG7dP7gYuMMX+rStfQ81hr/W/ABcAi4EngYmPMrxv77YTWemfc/j0MOBBIG2PUEOnmAt8ATsGVzf8MnG+Mea4q3bS4BoxU83HHGP7unMjMivporduA24CdgLcB5wDHANdrrQcd/GJK+XegAHwceCPwE+CzyStQ+/7VWu8K3Iq7UP0DcCHwT8APKleotT4UuAl4CjgZ+A/gU8AlE/EFRU0+BMytntjofaq1Pg24GrgFOAn4KXC51vq9jf06Yjha6w8Bv8D9jp4KvB1XAMkm8+V8n2a01q8HfgM8A/wj8D5gNvBnrfUuFekaeh4ngcc3gf8F3oArv/0yyY9orD2At+AG6b5vqARaaw/4HfAq4L24c3833HGQrUg3ba4Bw9Z8GGPeNdErFxPufcBC4ChjzBoArfULwN24A+3G7Zg3MbJTjTEbKt7frrW2wJe01h9L7obUun8/hrsInWGM6U7SFYGrtNZfMsY8lqT7LGCAs40xMXCr1roV+IzW+hvGmE0T+o3FAMkds88C5+FqvSo1ep9+EbjJGHNB8v42rfUi4PNa6x/KnfCJpbVeCnwV+LAx5vKKWTdV/C/n+/RzNvAsrlYzBtBaP5hMOxn4TpKuYeex1joNfA74rjHmC0m627XWOvn8HyfyC78M3WmMWQCgtb4IOHqINGcArwQOM8bcn6R9BBeUvgcoXxOmzTVAnvmY3k7BHfhryhOMMX/BNeE5dXtlSoyuKvAoezB5XZS81rp/TwGuL1+EEr/G1aycCpD8IJ0I/KL8I5i4CsgArxvzlxFj9Z+4KvWhapQbtk+11rvhqtx/VrWOq4D5uGp7MbHejWtm9f0R0sj5Pv2kgFzVPtiWvHowIefxkcCsYdIdorXeaTxfSAxUtc+GcwrwdDnwSD73HHAXg8/taXENqDv40FqntNb7aa2P1lq/pvpvIjIpxmwf4PEhpi9P5okdy2twY+48lbwfdf9qrZtx1bcD0hljCri7KuXjYCnuglOd7lmgBzleJpXW+g24i//HhpjX6H1afq0+lpZXzRcT51UkdyC11qu11qHW+nGt9Vsr0sj5Pv1cAeyttf6o1npmUtt5OfAicE2SptHn8Wjp9h7D9xDjU2tZbdpcA+oKPrTWnwc2AY/g2gjeNsSfmDpmAluHmL4Fd+dD7CCSKvEPA/9rjNmYTK5l/3YAqoZ0M5NXOV62M611E64AcrEx5sUhkjR6nw6XbkvyKvt+4i0E9gK+BFyMa4f/KPALrfVrkzRyvk8zxpibcU1uPgNsxj0gfjRwfNV1Hhp3HpfTdY6STkyeWstq0+YaUHPwobX+KPBp3ANx/4z7cp8APoCLuh5CqmqFaDit9WzgOtwP00e3c3bExPsUrr3uf23vjIhJ4wGtwPuMMf9rjLkF99DpY7iei8Q0pLU+Avgx7iHxE4DTgTXATVrrhdszb0JMpHpqPv4V+K0x5r3A75NpDxpjvod7UCbL0A/SiO1nCy4KrjYTd5dFTHFJ7xa/xxVMXm+M2VYxu5b9W76rMVq6LTWmExMoabf9ceD/AS1a6w5gRjK7WWvdTuP36XDpynfGZN9PvPI2vqU8wRhjcT3W7JdMkvN9+vlv4F5jzDnGmD8bY67D9VLVQf+Npkafx+V07aOkE5On1rLatLkG1BN8LAFuTv4v93ySBjDG5HHR+780LmuiAVYwdLu9fZJ5YgrTWmdwNR5LgddV9/dNDfvXGNOD6zllQLpk2UvpPw6ewd1tr063G9CMHC+TZQmuHe6vcD8OW3DNXAG+C2yagH1afq0+lvapmi8mzlDtuMuaklc536effXHj+PRJbjA9DeyZTGr0eSzn+9RTa1lt2lwD6gk+ttHfNW8XENLf6055/rwG5Us0xo3AMZW9VyTVvIuBG7ZXpsTotNY+8HNcDyVvNMYsHyJZrfv3RuC05EG0sjNwhdwbAJKBC28G3pb0OV52Fu4C9afxfidRk4eB11b9nZXMuxQ4Pvm/YfvUGLMaV/g9i4HOAtYzTN/0oqGuS177mi4n++x43KBzIOf7dLQaN5BsH631DNzYEKtgQs7jv+BuagyV7m/GmLXj+UJiTG4E9tRa9x0LyTgvRzP43J4W1wBlbW2DmGut7wSWG2POSd7fg8vgCfSPxthmjNl/gvIq6pRcxP6Ou/B8DhfNfgVYh+snut4R7MUk0Vp/B3g/7kHEm6tmP2OM2VDr/k3uZDwC/BX4Om6Aoq8DtxhjzqxY52G4rv2uwfXCsl+yvP8yxnxiYr6pGI3WejGuINI3wnmj96nW+gzcYGffxHXv+xpcH/AfNMaUxxoQEyQZIOwO3F3IT+Ke73oPrsBwvDHmDjnfpx+t9bnAt3BdLP8K17z2o7iA5GBjzIokXUPPY631BbgB5T6LGyPiTbjxhE42xpSb1YsG0Vq/Jfn3zcCZuAElAVYbYx5Ibjbeh2sKdyGuS9xLkvf7J7UZNZfpdoRrQD01H9cBpyQ9sQB8HjgK175sA3A47s6cmCKS6tvjcCNr/gL4Hkm/0RJ4THlvSF4vAe6p+jsZat+/Sdd5x+Oey7oe+BquL+93V67QGHNfsuxluOdMLsRdiD49EV9QjF2j96kx5lrgHcDrcYOM/RNwvgQekyM5X0/DFRy/hPu93QU4yRhzR5JGzvfp59u4IPNQ3DgM3wG6gWPLgQc0/jw2xvwnLsh5T5LuOOBtEnhMmF8mf2dWvT8PIBnE9STgXlwQcDXuBsTx5cAjSTdtrgE113wMRWt9JC6Ci3EDmgw1GJYQQgghhBBC1BZ8JCMhHgG8aIx5arT0QgghhBBCCFGt1mZXIa4LwNdPYF6EEEIIIYQQ01hNwYcxJgaew7UfE0IIIYQQQoi61fPA+XeBdyeDngkhhBBCCCFEXYLRk/TZAJSAJ7XWPwZWAr3ViYwxP25Q3oQQQgghhBDTSD3jfMQ1JLPGGH98WRJCCCGEEEJMR/XUfBwHyNgQQgghhBBCiDEZ1zgfQgghhBBCCFGrmh8411qv1FqfNsL8U7TWKxuTLSHEdKe1fpfW2mqtF2/vvAhRSWv9uck8NuVcEEK8nNTT7Gox0DrC/FZgt3HlRgixQ9Na11qV+iPg9gnMyoTRWh8EnA5caYxZvZ2zI4QQQuxQ6gk+YORnPvYCusaRFyHEju+dVe/fBJwBfBjYWDH9GeA+4OdAYXKy1jAHAZ/FBU+rt2tOapTUWt9njFk3ges4GPgO8BZjzPMTtZ4h1nsJ8O/A/+GOsVbgNOBJ4H4gDbwCd3OsyRgTTVbe6vATpvi5sD2382jHltb6fFwZZD2wD/D/jDFP1Tq/UcsQQtRmxOBDa/3PwD9XTLpIa/3eIZLOBPYHft/AvAkhdjDGmJ9Wvtda74ELPn47TC3BVCwITita6zSuYHsC0PDgQ2t9KvBm3M2pw4DJ7vHwSGAvY8wLSX5ejSsUn2+M+WMyLQ3cNtUCD611izGmO8nXlMrbECZ9O9dybGmt3wOcCRxtjIm11icBf9Ra72OMyY82v1HLEELUbrSajw5gSfK/BeYCzVVpLNCNu3Pz6YbmTggxbWmt3wX8L7CkHJhorT+Hq1U4ADgPV/AIgF8m733gP4B/BLLAtcA5xpjuiuW24K5FbwN2BjYBvwU+bYzZMkqeWoDPAG8BFgE9wFPA140x11TkD+A2rXX5o/9ijLmynvVXLOsg4ALgH4AU7ibO+eVaitHyNNL3SRyavN5fQ9q6GWNuAG7QWh8LvGsi1jGc5I74z8sF4sQxQAjcXZHHotb6r2NYRYvW+lvAW4EW4A7c8fZsVT4WAV8ETsL9bj4DfA+4zBhjkzSfw+3vA4FzcbWCcwE1zLkwUkuD1xpjbh/DuvdL1j3i96k2Cdt5SDUeWxcBXzHGlIcD+APu2nAmcGUN8xu1DCFEjUYMPowxlwGXQd84HxcYY342GRkTQrys/Rh4FlfoPgr4V9ygpnvgmqaUp58NvAh8HEBrnQH+DOyLK4AZXFOJDwJHaK2PNMaM1LTlf4CzktfHgBm4wuKRwDXAb4CFwPuAS4EVyef+Mo71/wjYjCscLk3S7q21PjRJO1qeRnM08FdjTKmGtDua43HNcSodAzxojMlVTe8cw/LL++ZiYAHwEeCnwKvLCbTWs3H7fz7wLWAVrkbgm7hnJS+oWuZVwEvAJcCsEdZd3YQR4EJck5+NY1z3qN9nGBO9ncdEa70X7ns+Vp5mjLFa68eBE7XWfxlpPnBlI5YxQV9PiGmr5mc+jDE194wlhBDjZIwxZyb//0/SfOs83N3XtyfTv6213hN4N0nwAXwIOBg4whjzUHlhWuvbgRtwBbofjLDe04DvG2OqC23lTD2qtb4HF3zcXL77XGEs6+8ETiw3VUkKNd/DBVzfGi1Pw0mairwWeD3wrNb6p8CvjDG/rWc5U5kx5j8q32utA1xQ9q0h0l4yhlU8Z4x5U8XyNwLfTJrbLE8mXwjsCpxujLkuSfctXG3Xh7TW3zXGrKhY5hrgpHKtxHCGaML4PlzNxaeNMeWCcL3rruX7DJWXid7OY7U0ed1WNb0LFzCMNr9RyxBC1EECCiHEVPTdqvf3AAr4/hDTZ2utZyTvz8I9yP681npO+Q/4K6556PGjrHcrcLjWepcx5nss67+8qo38lbiA5JTx5MkYcwUu2PFxBdazp1PgMYxD6G9O1AjVhevycpdWTDsNFyxfV56QBBZfSd6eWrWMy0cLPKpprY8GLgd+aYy5dBzrruX71KLR23msZiav3VXTc8m80eY3ahlCiDrU1duV1vpfgPfjLlRDVRdbY0y9PWgJIUS156rebx1l+kzcnUmNa4u9YZjlzhtlvR/FPb/2rNb6UeBmXG3Lg7VkeozrNwPeGFNKxkwqP283njzti2umdc+QmdVaAb/CFSRr8VFjzOM1pt0ejgFi4K4GLW911fvyMzuVv3+LGbqzlXJNwpKq6c/Uk4Ek6Pw1ronfv1TNrnfdq6veD/V9ajHqdp6kYyuqei1L4co3o81v1DKEEHWo+cTRWn8e+BTwKK7N6ogPbgohxDgM11vOcNNVxetduDbtQxnxumWM+Y3W+i7cHeMTcE26Pqq1vqjqjvNwxrX+CcjT0cCjxpjqJiPlZVvcQ/3TxWuAh4f7vmMw2vE2Fr21JtRaNwPX4WqvTq/sWGGMGvV9Rt3Ok3RslYP86lYcLbgbE6PNb9QyhBB1qCdq/1fgemPMGROVGSGEGKengQ5jzC1jXYAxZj1wBXCF1joL3ARcrLX+evIA+EhNZsayfo27qePeaJ3C3bHu6zWohjwN59U0rhZgStNae7hg64eTvOpVwLIhpu9dMX+srsB1Y/96Y8xQy5nIdQ9pO27noaxMXudX/A+uJufpGuY3ahlCiDrUE3zMQMbxEEJMbVcDX9Ran2WMubpyhtbaB9qNMZuH+mAyv9UY09dbjzGmV2ttgGOBNlxPW+W7z0O19x7L+s/TWv+m4rmPd+G6TP1dHXkazlHAx5L1nwY8a4x5pCJP06nZ1YFAO5P/HMINwMe01qcmXcOWt+vHK+bXTWv9SVxXrhcYY26dzHWPoqbtPBnHljFmdXIuLCNpWpgE7/sBV4w2v1HLEELUp57g4wHcHTohhJiqvgGcDFyVDFBWflB9Ka4JyEUM3zVmG7BGa30t8AiuS9KDcbW+fzLGlEdofxBX+/FJrXUHrhnNvcmd6bGsvx24WWv9G1xXwh/Etdn/QR15Gs5cYHnSfOdVxpjrK2c2uGmMV/XaR2v9flyz3SOMMS/WM3+0z1Z4LW6//N9wCZKxM+4wxhw78lepy1dwY7pco7W+HPdcxam4XsYuq+ptqiZa6/2AL+DGc9mktT67KsnNxpiXJmLdNRh1O8PkHVu4Gph34cZJATeGyWbgFzXOb9QyJur4EmLaqSf4uAC4SWt9mzHmxonKkBBCjJVxoxEfj3tI+yzcQG553JghPwOGu4MMbvC+y3HPVZwMZHAPuF8KfLViHau01h8E/h3X+5aPexB41RjX/8+46+sluIdYf4sbZDCfjK80ap5GcCmu+9/1Naavm9b6GFw3yIcnk36vtX4IuKSi+1YPaGL4ZwtGmj/sPK31zrjvlQWOS9L8SGu9DbiosqmS1ro1+XekAKZuxphNWutX4bb1u3CtBFbixtD4zzEudg7ue++J62yg2muBlyZo3YPUs50bqcZj6+tAu9b6e7hujA/ENVPrrnF+Q5YxUceXENORsra2Hv+01rcCuwC7Ay/g7rBUP7xmjTGjdWUphBAve7p/1Om+Ua3FxNFan4xrhnSgMebv2zs/YnqR40uI2tVT87E7rqq13NXlro3PjhBCCDEhjsd1USwFQzER5PgSokY113wIIYRoHKn5EEII8XIkI5wLIYQQQgghJkVdNR9J93LvxFUvzgM+box5SGs9E9fDxq3GmBcmJKdCCCGEEEKIHVo9I5x3ALcAr8D1c99Mfz/3ncAXgZ8Cn2xwHoUQQgghhBDTQD3Nrr4I7AOcght9t6/bQ2NMDPwGeENDcyeEEEIIIYSYNuoJPk4HLjfG3ITr9ara08BuDcmVEEIIIYQQYtqpJ/iYDTw5wnyLGwhKCCGEEEIIIQapJ/h4AdhrhPlH4mo/hBBCCCGEEGKQeoKPa4D3a60PqJhmAbTWZwJvA65uYN6EEEIIIYQQ00jNXe1qrZuBW4EDgfuAo4G7gA5gP+Ae4DhjTHFisiqEEEIIIYTYkdVc82GM6QFegxuRtw3IA6/E9Xp1EXC8BB5CCCGEEEKI4dQ1yKAQQgghhBBCjNWoNR9a6xatdesoaVq11i2Ny5YQQgghhBBiuhkx+NBa7wNsAT4+ynI+DmzWWu/ZqIwJIYQQQgghppfRaj4+CKwFLhkl3eeTdOc1IlNCCCGEEEKI6We04OME4BpjTDhSImNMCfgF8PpGZUwIIYQQQggxvYwWfOwKmBqX9RSw2/iyI4QQQgghhJiuRgs+SkCmxmWlk/RCCCGEEEIIMchowcczwBE1LuvIJL0QQgghhBBCDDJa8HE98Fat9QEjJUrmvxW4rlEZE0IIIYQQQkwvIw4yqLXuAB7DNb36KHB18nB5eX4KOAv4Gq7J1X7GmK0TmmMhhBBCCCHEDmnUEc611vvjakB2BQq4B9C3AW3AMlxg8jxwmjHm0QnNrRBCCCGEEGKHNWrwAW4Ec+D9wD8A+wAzcAHICuC3wPeMMV0TmE8hhBBCCCHEDq6m4EMIIYQQQgghxmu0B86FEEIIIYQQoiEk+BBCCCH+f/t1LAAAAAAwyN96FrvKIgAW8gEAACzkAwAAWMgHAACwkA8AAGARMc0JJbi5/rQAAAAASUVORK5CYII=\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 6 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": [ "No upper bound for the non-cumulated number of collisions...\n", "Warning: forcing to use putatright = False because there is 6 items in the legend.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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" }, "notify_time": "30", "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_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": { "1fd089b89d8f40c68163606ec69da362": { "views": [ { "cell_index": 30 } ] }, "21803243f50c47719f28cff3b917d8af": { "views": [ { "cell_index": 30 } ] }, "29b67abed4534854bce75e96c9e92ae1": { "views": [ { "cell_index": 30 } ] }, "34b03ff25a32493aab4b0d3a0aaea863": { "views": [ { "cell_index": 30 } ] }, "3b7b00e01e454e54a5ce04f352322a86": { "views": [ { "cell_index": 30 } ] }, "3fe793a8ab18453ab4cc79ef382fb308": { "views": [ { "cell_index": 30 } ] }, "55ad50e7658e47c3a80a78e89c4253e7": { "views": [ { "cell_index": 30 } ] }, "570ceaa087d14ef992a92681b1752c99": { "views": [ { "cell_index": 30 } ] }, "603792c0c66741fd9a460f851161fd37": { "views": [ { "cell_index": 30 } ] }, "6ccdea3950d844f695c6ce3e82f729b5": { "views": [ { "cell_index": 28 } ] }, "6cd8bf6e7b5e493fa16bffa20f8f42b9": { "views": [ { "cell_index": 34 } ] }, "6ee050c5435b41e094a75f084c2b5a2a": { "views": [ { "cell_index": 30 } ] }, "82e7809b33d14770831a0c7f89084191": { "views": [ { "cell_index": 30 } ] }, "8708d8cd90784e5a9f7065a361cd10fe": { "views": [ { "cell_index": 30 } ] }, "8aed9618c0254e3d8342dee97048d6ad": { "views": [ { "cell_index": 30 } ] }, "8f3e2b23ae2646d78490825347ec69bb": { "views": [ { "cell_index": 30 } ] }, "8f5593a7169a4cda803f1a0ca2784dd7": { "views": [ { "cell_index": 30 } ] }, "b26c64164a09446aa3452f70d5c9251e": { "views": [ { "cell_index": 30 } ] }, "b51f46f6ec76411289794933ff156fb3": { "views": [ { "cell_index": 30 } ] }, "be4e792250634e40a3b8d2f960a883b3": { "views": [ { "cell_index": 30 } ] }, "d1a73eabbb3c4f26bad2dbabc852b071": { "views": [ { "cell_index": 30 } ] }, "dbdfed095ce145258757c0339822e4e3": { "views": [ { "cell_index": 30 } ] }, "e9bfafd423ce45ca8cfd1727661e74a4": { "views": [ { "cell_index": 30 } ] }, "ef59e8ca7265417ea7fd0ec06409391b": { "views": [ { "cell_index": 30 } ] }, "f1cd5615b282495eb9b4565476bffb2f": { "views": [ { "cell_index": 30 } ] }, "fa49f1c434e742fe802e36086577de02": { "views": [ { "cell_index": 30 } ] }, "fef1f1fcbb084c449df003af60570eb1": { "views": [ { "cell_index": 30 } ] } }, "version": "1.2.0" } }, "nbformat": 4, "nbformat_minor": 2 }