From 518325e395ee2165f6827b2b8a67db51389249a7 Mon Sep 17 00:00:00 2001 From: fousekjan <jan.fousek@univ-amu.fr> Date: Mon, 7 Jun 2021 17:06:16 +0200 Subject: [PATCH] WIP --- 1_TVB_First_steps.ipynb | 90 +- 3_TVB_Modelling_Epilepsy.ipynb | 1217 +++++++++++++++++++++++++++ 4_TVB_EITN_Modelling_Epilepsy.ipynb | 16 +- 3 files changed, 1267 insertions(+), 56 deletions(-) create mode 100644 3_TVB_Modelling_Epilepsy.ipynb diff --git a/1_TVB_First_steps.ipynb b/1_TVB_First_steps.ipynb index bc94ba6..e44b303 100644 --- a/1_TVB_First_steps.ipynb +++ b/1_TVB_First_steps.ipynb @@ -3,7 +3,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "fbc05e98", + "id": "ec97e74a", "metadata": {}, "outputs": [], "source": [ @@ -13,7 +13,7 @@ }, { "cell_type": "markdown", - "id": "27878dae", + "id": "e8fd8f47", "metadata": {}, "source": [ "# First steps using TVB\n", @@ -23,7 +23,7 @@ }, { "cell_type": "markdown", - "id": "90011866", + "id": "3f6bc59a", "metadata": {}, "source": [ "# Brain network modeling with TVB\n", @@ -41,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "e3b0b5bf", + "id": "dfe4517d", "metadata": {}, "source": [ "# Objectives\n", @@ -56,7 +56,7 @@ }, { "cell_type": "markdown", - "id": "fc6568f6", + "id": "329f9428", "metadata": {}, "source": [ "# How to do it with TVB?\n", @@ -71,7 +71,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "aaccb512", + "id": "bac045da", "metadata": {}, "outputs": [], "source": [ @@ -89,7 +89,7 @@ }, { "cell_type": "markdown", - "id": "a482d7fe", + "id": "8dd86a7b", "metadata": {}, "source": [ "A basic simulation of TVB consists of **5 main components**. Each of these components is an object within TVB:" @@ -97,7 +97,7 @@ }, { "cell_type": "markdown", - "id": "dd4b364d", + "id": "ec330e11", "metadata": {}, "source": [ "### Connectivity\n", @@ -109,7 +109,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "88d5681c", + "id": "6c563ce4", "metadata": {}, "outputs": [], "source": [ @@ -124,7 +124,7 @@ }, { "cell_type": "markdown", - "id": "4f6b36bd", + "id": "229ebbef", "metadata": {}, "source": [ "*Take a look at some of the properties of the `conn` object: `weights`, `delays`, `region_labels`, etc.*" @@ -133,7 +133,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "16e76500", + "id": "8e7e9be7", "metadata": {}, "outputs": [ { @@ -174,7 +174,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "6e6476fd", + "id": "04438045", "metadata": {}, "outputs": [ { @@ -196,7 +196,7 @@ }, { "cell_type": "markdown", - "id": "6ad7b719", + "id": "ae6af06e", "metadata": {}, "source": [ "### Model" @@ -204,7 +204,7 @@ }, { "cell_type": "markdown", - "id": "6ad502ab", + "id": "96407494", "metadata": {}, "source": [ "A set of differential equations describing the local neural dynamics. There are a number of predefined models available in TVB, as an example here we will use the **Generic 2-dimensional Oscillator** model:\n", @@ -217,7 +217,7 @@ }, { "cell_type": "markdown", - "id": "42ccb9a0", + "id": "431f293c", "metadata": {}, "source": [ "We can explore it using the **phase-plane** tool in TVB." @@ -226,7 +226,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "33419457", + "id": "4ccbd26b", "metadata": {}, "outputs": [ { @@ -270,7 +270,7 @@ }, { "cell_type": "markdown", - "id": "ed194fa2", + "id": "f806ac21", "metadata": {}, "source": [ "For our simulation we set it to the limit-cycle regime." @@ -278,7 +278,7 @@ }, { "cell_type": "markdown", - "id": "6397576e", + "id": "2174002c", "metadata": {}, "source": [ "*Note that the parameters of the `Model` class has to be set as numpy arrays.*" @@ -287,7 +287,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "3e8dc25e", + "id": "2950caad", "metadata": {}, "outputs": [ { @@ -357,7 +357,7 @@ }, { "cell_type": "markdown", - "id": "5118217a", + "id": "c4d3b0d1", "metadata": {}, "source": [ "### Coupling function\n", @@ -368,7 +368,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "3b7040fa", + "id": "966e422c", "metadata": {}, "outputs": [], "source": [ @@ -379,7 +379,7 @@ }, { "cell_type": "markdown", - "id": "4287e0b5", + "id": "8a0e4549", "metadata": {}, "source": [ "### Integrator\n", @@ -392,7 +392,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "bac9292e", + "id": "57e730bc", "metadata": {}, "outputs": [], "source": [ @@ -410,7 +410,7 @@ }, { "cell_type": "markdown", - "id": "3ba414ec", + "id": "83b1f05a", "metadata": {}, "source": [ "### Monitors\n", @@ -426,7 +426,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "31090c76", + "id": "a2512904", "metadata": {}, "outputs": [], "source": [ @@ -440,7 +440,7 @@ }, { "cell_type": "markdown", - "id": "27070666", + "id": "f15d3c85", "metadata": {}, "source": [ "*** " @@ -448,7 +448,7 @@ }, { "cell_type": "markdown", - "id": "9e79ec79", + "id": "818487e4", "metadata": {}, "source": [ "### Go! Simulate\n", @@ -459,7 +459,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "77821edb", + "id": "0a98d0ab", "metadata": {}, "outputs": [ { @@ -506,7 +506,7 @@ }, { "cell_type": "markdown", - "id": "d9559089", + "id": "7f418030", "metadata": {}, "source": [ "Now, we can run the simulation. All we need to do is iterate for some length, which we provide in *ms*, and collect the output. \n", @@ -517,7 +517,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "49e4df00", + "id": "a02b73e4", "metadata": {}, "outputs": [ { @@ -543,7 +543,7 @@ }, { "cell_type": "markdown", - "id": "e44c8eec", + "id": "b4c3d1d9", "metadata": {}, "source": [ "For each monitor, the simulation returns the time points and the associated data array.\n", @@ -554,7 +554,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "89902889", + "id": "e2aac7e0", "metadata": {}, "outputs": [ { @@ -575,7 +575,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "b44cbe23", + "id": "1bfa54d6", "metadata": {}, "outputs": [ { @@ -598,7 +598,7 @@ }, { "cell_type": "markdown", - "id": "09cb8920", + "id": "1c91b9ce", "metadata": {}, "source": [ "***" @@ -606,7 +606,7 @@ }, { "cell_type": "markdown", - "id": "7cd44069", + "id": "8776e1c9", "metadata": {}, "source": [ "### Visualize our simulation" @@ -614,7 +614,7 @@ }, { "cell_type": "markdown", - "id": "64b2d554", + "id": "9e2c73af", "metadata": {}, "source": [ "And finally, we can look at the results of our simulation in terms of time series. " @@ -623,7 +623,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "cf80d426", + "id": "ac65f763", "metadata": {}, "outputs": [], "source": [ @@ -635,7 +635,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "3c4038f8", + "id": "ea95a7a0", "metadata": {}, "outputs": [ { @@ -683,7 +683,7 @@ }, { "cell_type": "markdown", - "id": "85a88af9", + "id": "e8da10ba", "metadata": {}, "source": [ "***" @@ -691,7 +691,7 @@ }, { "cell_type": "markdown", - "id": "67ea516e", + "id": "36973616", "metadata": {}, "source": [ "# Analysis example: Functional Connectivity (FC)" @@ -699,7 +699,7 @@ }, { "cell_type": "markdown", - "id": "42c4838d", + "id": "80d70041", "metadata": {}, "source": [ "**Functional Connectivity (FC)** describes the connectedness of two brain regions by means of the covariance between their time series. The classic and most widely used method to infer the strength of network interactions or functional connections consists in estimating the linear (Pearson) correlation coefficient between temporal signals. If two regions activate and deactivate at the same time, there is likely a functional connection. \n", @@ -710,7 +710,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "250bb2cf", + "id": "24706c44", "metadata": {}, "outputs": [], "source": [ @@ -719,7 +719,7 @@ }, { "cell_type": "markdown", - "id": "6b185463", + "id": "2412634a", "metadata": {}, "source": [ "And now we display the resulting FC matrix:" @@ -728,7 +728,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "f93b5d6b", + "id": "1c4d17b3", "metadata": {}, "outputs": [ { @@ -759,7 +759,7 @@ }, { "cell_type": "markdown", - "id": "26117f17", + "id": "b3811ffc", "metadata": {}, "source": [ "# What is next?" diff --git a/3_TVB_Modelling_Epilepsy.ipynb b/3_TVB_Modelling_Epilepsy.ipynb new file mode 100644 index 0000000..a3d0cfe --- /dev/null +++ b/3_TVB_Modelling_Epilepsy.ipynb @@ -0,0 +1,1217 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h1 align=\"center\"><font size=\"7\" face=\"arial\" color=\"#DC5A29\">Modeling Epileptic seizures using TVB</font></h1>" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h2 align=\"center\"><font size=\"5\" face=\"arial\">Summer School in Nonlinear Dynamics for the Life Sciences with Applications to Neuroscience and Psychology May 31-June 11, 2021</font></h2>" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h1><font size=\"6\" face=\"arial\" color=\"#609BC4\">Context</font></h1>\n", + "\n", + "***\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">TVB can be used to model <b>large-scale epileptic seizure dynamics</b>. Using relevant neural mass models, TVB allows to ask multiple questions such as the <b>localisation of the Epileptogenic Zone</b> or the <b>validity of different neuroimaging modalities</b> to assess the epileptogenicity of a brain structure. Here, we will present an example of such a modelisation.</font></div></p>" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h1><font size=\"6\" face=\"arial\" color=\"#609BC4\">Objectives</font></h1>\n", + "\n", + "***\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">The main goal of this tutorial is to provide a clear understanding of <b>how we can reproduce clinically relevant senarios</b> such as the modelisation of <b>propagation of an epileptic seizure</b> in the human brain, <b>surgical resection</b> of brain regions, and <b>electrical stimulation</b> of a brain region that can trigger a seizure.</font></div></p>" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h1><font size=\"6\" face=\"arial\" color=\"#609BC4\">How to do it with TVB?</font></h1> \n", + "\n", + "***\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">The first thing we want to do is to import the modules we will need for a simulation.</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "source": [ + "%pylab inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "# Import a bunch of stuff to ease command line usage.\n", + "from tvb.simulator.lab import *\n", + "from tvb.datatypes.time_series import TimeSeriesRegion\n", + "import tvb.datatypes.projections as projections\n", + "from utils import plot_connectivity\n", + "from phase_plane import phase_plane_interactive\n", + "\n", + "import numpy as np\n", + "import os\n", + "import time as tm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h1><font size=\"6\" face=\"arial\" color=\"black\"> 1. Exploring the Epileptor model</font></h1>\n", + "<br>\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">In order to model epilepsy, we choose the <b>Epileptor</b> which is a phenomenological neural mass model able to realistically reproduce <b>epileptic seizure dynamics</b> such as recorded with intracranial EEG electrodes (see <b>Jirsa et al., Brain 2014</b>).</font></div></p>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">Before launching any simulations, we will have a look at the <b>phase space</b> of the model in order to better understand its dynamics. We will use the phase plane interactive tool.</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "r [0.00035]\n", + "x0 [-1.6]\n", + "Iext [3.1]\n", + "slope [0.]\n", + "Iext2 [0.45]\n", + "Kvf [0.]\n", + "Kf [0.]\n", + "Ks [0.]\n", + "tt [1.]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "069c5f8d4d434a98ad929a59f31f30d4", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(FloatSlider(value=0.00035, description='r', max=0.001), FloatSlider(value=-1.6, descript…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "<function phase_plane.phase_plane_interactive.<locals>.plot_phase_plane(**param_kwargs)>" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from tvb.simulator.plot.phase_plane_interactive import PhasePlaneInteractive\n", + "\n", + "# Create an Epileptor model instance.\n", + "epi = models.Epileptor()\n", + "\n", + "# Initialise an Integrator scheme.\n", + "dt = 0.075 #integration steps [ms]\n", + "heunint = integrators.HeunDeterministic(dt=dt)\n", + "\n", + "# Open the phase plane tool with the Epileptor model.\n", + "phase_plane_interactive(model=epi, integrator=heunint)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">Look at the phase space: \n", + "<br>\n", + "<ul>\n", + "<li>We have here the <b>first population (variables $\\pmb{x_{1}}$ in abscissa and $\\pmb{y_{1}}$ in ordinate)</b>.\n", + "\n", + "The left most intersection of the two nullclines defines a <b>stable fixed point</b>, representing the <b>interictal state (i.e., between seizures)</b>, whereas the right most intersection is the center of a <b>limit cycle</b>, being the <b>ictal state (i.e., during seizures)</b>. Both states are separated by a separatrix, as you can se by drawing different trajectories in this phase space <i>(left click on the figure)</i>.</li><br>\n", + "\n", + "<li>You can also have a look at other variables in the phase space, such as the <b>second population (variables $\\pmb{x_{2}}$ in abscissa and $\\pmb{y_{2}}$ in ordinate)</b>, responsible for the <b>interictal spikes</b> in the Epileptor model. Change the lower and upper bound of the axis to see correctly the phase space.</li>\n", + "\n", + "<br><li>You can continue to play along to explore the dynamics of this model. For instance, try changing the number of integration steps, or choosing a HeunStochastic integrator and varying the scaling of the noise:</li>\n", + "</ul></font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialise a stochastic Integrator scheme.\n", + "dt = 0.01 #integration steps [ms]\n", + "heunstochint = integrators.HeunStochastic(dt=dt)\n", + "heunstochint.noise.nsig = np.array(0.1) #standard deviation of the noise " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2fd6560ddfe946d39fe6f9392a0a22ae", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(FloatSlider(value=0.00035, description='r', max=0.001), FloatSlider(value=-1.6, descript…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "<function phase_plane.phase_plane_interactive.<locals>.plot_phase_plane(**param_kwargs)>" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Open the phase plane tool with the Epileptor Model and stochastic Integrator.\n", + "phase_plane_interactive(model=epi, integrator=heunstochint)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "()" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "heunstochint.noise.gfun(heunstochint.noise.generate((epi.nvar, 1,1,))).shape" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mSignature:\u001b[0m \u001b[0mheunstochint\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnoise\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconfigure_white\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshape\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mSource:\u001b[0m \n", + " \u001b[0;32mdef\u001b[0m \u001b[0mconfigure_white\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshape\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;34m\"\"\"Set the time step (dt) of noise or integration time\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdt\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'White noise configured with dt=%g'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mFile:\u001b[0m /opt/app-root/lib/python3.6/site-packages/tvb/simulator/noise.py\n", + "\u001b[0;31mType:\u001b[0m method\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "heunstochint.noise.configure_white??" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h1><font size=\"6\" face=\"arial\" color=\"black\">2. Dataset</font></h1>\n", + "<br>\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">We will use the <b>default dataset</b> that is supplied with The Virtual Brain. To make things fully transparent, we will load the files from our local copy. To follow, change the path to the location of the dataset on your machine:</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "datadir = os.path.abspath(\"./dataset\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h1><font size=\"6\" face=\"arial\" color=\"black\">3. Region-based modeling of an epileptic patient</font></h1>\n", + "<br>\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">In the following, we will model a patient with a <b>bilateral temporal lobe epilepsy (TLE)</b> using the Default TVB Subject.</font></div></p> <br>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">The basic simulation of TVB consists of 5 main components. Each of these components is an object within TVB:</font></div></p>" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h2><font size=\"5\"face=\"arial\" color=\"black\"> 3.1 Structural Connectivity</font></h2>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">We start with loading and visualizing the structural connectivity matrix.</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialise a Connectivity.\n", + "con = connectivity.Connectivity.from_file(os.path.join(datadir, \"connectivity_76.zip\")) \n", + "nregions = len(con.areas) #number of regions\n", + "con.weights = con.weights - con.weights * np.eye(nregions) #remove self-connections\n", + "con.weights = con.weights / np.abs(con.weights.max()) #normalize\n", + "con.speed = np.array(np.inf) #set the conduction speed to infinity (i.e., no time delay)\n", + "con.configure()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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a2Y1mdo2ZXWdmB9fFPomIiEjjpzmEiIjI2qGgMxfW1N4M/A++Oo9uP+DFlNLb2VKlEdlsGHAJcGVK6Y3sNsN9MrORfHUtRHCDWBEREWky6msOUWX+sG7vIj4iERGR5q0uzlzI2d4MPGNmh5GpZy4HSCndCBwLXJxSWgX0SSm9YWadzexKCC6ConohkyodRURE1gJFn0NUmT+0UaGjiIhIsdTFwYWwvTn7d38BLsfXEL0LvJP9//fMbOuU0vyU0pnAFnWwTyIiItL4aQ4hIiKylqiLQkcDdqvW3nwUQErpCzPrl1Jaaeab9LMuBi41sxXAl8BjXzfgwO0/YsrEqo37+bby12TZvJdb4JtyL+gfP96yD8I4r23mezcCyP3Y8xkn177nK3qMZRvnt+7oGX5/bEFZuGz6IL/9jB5jdHeE3O+XvIaBPF/bfJ8LIL67QyF3dsixbjoheF/fXE93sBCR5qx+5xAbAtVuKjDogL+7xZ4O7goBwACfL7shWLZntK6PZr3i7wzRvuyTcOjFJ3f24fzgeens/80b9dDVLht5sL9jAkCboFF9YXDbg3EMddn4SYf7Df4nGOSv4dCwlY9anf8/l01hoMsWzvf72D35xwJw/BV357VPPZ+a5bIbFp3kF/Q3LQDgyoF+2c9Zz2XR44la9Tuw0GVDl48Lx961zbMuu5cRLntlkr/lyN8Gz/Mb9DfjyNj8LhfNvTy4BUvfYN3gLX3wvIdd1qPbh/HY/f17fc6SXi77sGUPl+37vL/byZmDLwmH2Sy4G8J0tnPZaVzrsnumHuc3ODsY5M/h0LC5j1qd7T8TD/I9l82jq8u6n/qOywAG3v66Dx/10Y73PO2y2eWbuGzp4nXCce7YYLjLojtDRM/vfDq5bGv8fm/H9HDsFbQOc6lbBR1c+Lr2ZjPrBFyS/Ud/gZltmx3TyEwGWpO5L/VIM3uKzC2kgu/4IiIisjbRHEJERGTtUpRbUVYqaRoKbF+paKk1cA9wZEppebZ4qdzMvgk8BOwPhBODyoVMvWvym18RERFpMup6DlGl0LGzCh1FRESKpU5uRZnDRODBikkBQEppBVCeUuY8tZTSqpRSAoaTuaZyrpltFm2sciFTF39WjIiIiKw96mwOUaXQcX0VOoqIiBRLMQ8uLCJTtLRlRZD9rUNJ9k/MrKWZtQP2AMqAPsDxRdwnERERafw0hxAREWliLHPQv443mjmlcT7wLHAZsIzMJRhXA62BM4HPgVbAM8DKlNI92XX/BhySUirPtf3SHSxNmZjHfuQoO8y3JC/f8saaFC3mK9+xcxb05bt+tG6hjyd6fvMVPZ5c2yuk2DDYZvS4c8n3+SjK61jgeytfqX8w9gyVPEpTMXpq5tbF0tQUcw5hm5QmyqZUydof5gsUV60qCfdt2Z87+vDksmBJn+2UJrlsftBod2pQCgdw1hXXuWzYWTe5bDI7uWzWaF8cySHhMDAlyG4IsqDgb+KoPVx2FT92WVeCwkCgM5+6LCpnGz7nXpfd1+tAl51cHu04rFjmi90W3+bParn31INc9oNr/+ay9iPiEs5D293vsifZ22W/Cu7CHhX0PTZviMtylR1GJXlvmC9L5OkyF+24my/tm0N8SdEntwf5CF+SSvd9XLTLR/9wWbTfR3NnOPbR4/zz+/Ohfu4SlQNOvOX7fhePj8sO507e1IdnBwue46MnD9jVZX/iWJety9Jw7OizsnlQMDl8lv9MvNRva5cdzEPhOKvw3/Pm3uUf95NH+cez1yRfHjpocPAeAA7Cvwf/xnddNho/35zA/i67iyNd1oYV4djbBOWPE+3VYEnNHwpRlM6FSiVNmNko4BJgBZkJwZXA74GfAouB3YFTzewt4O/AcqAtsKQY+yYiIiKNV8UcIlvo+GU2rpj5VnxtZM6+/DPwupl9G+gC/HBNv5wQERGR4inKwQWoeSETMC2l9CMzO5fMzYimFmvfREREpHHS/EFERKRpKtrBhayJQOvqhUxmVqWQCcDMdjCzq4EvgGnVN6S7RYiIiDQbRZk/0El3ixARESmWYh9c+KqQKaU0E6oWMmUnChW/eXglpXR6rg2llMYAYyDTuVDk/RYREZGGU5T5g21SqvmDiIhIkRT74AJk+hYuM7PKhUy/AW4ys4pCppyTgsjUVzfCNh5Z+z3Kt7wxLM7z61pQOlKofMfOVXZoC3x+Qf88Cws/8FGNigULKVqsj+3l2GaDvo41Wr9+ROWNd6YZLjva+tfH7ohI81Pn8weWAM9XjRZvFdye8tEc6/eMwrK8shdm+mzTLV9z2T/5v3jsa3z01Fm7u+y9qVv5BUesjLcZ6d/KZ4OC5YYty2tzUUFfS+JajNn0ddk8urlsj17/dNlbbO6yz34bn+q673m+1O7x/Xyp3Ey2dBn7+eNTi6fFtzh9bDdfwBiV5D1ylC+qm1y+s8u+/Gs7ly09Yd1w7PmL87xv+3wfraCNyz65K8dZP9FPEh18eSNz33fRc+/59+8RfXx54zQGxGMHn9NpQ/2y0Xujy/H/dVlv5sTj+JeCuXv713HrA15yWUnwXu8WlDQuJX4dZ7OJyz6ih8v27zfBZR/T1WXvP9AvHOeIQ2912d8OWc9ln+LfV5sO9t/HFtIhHGca33DZs/N8SeRT3fx7Yw69XDb3Ff869NnhP+HYufZJ6lbRbkWZLWR6DvgtmabnNmQmBi3JFDsuzmanA68Dn5jZA9nbSomIiEgzlFK6LaU0nkxp49cVOgIMMLPrNYcQERFpWEU5c6GAMqZfAJsDrxRjv0RERKRx0xxCRESkaSrmZRE1LWO6A+gIXBptrEohExsUcbdFRESkgdXZHKLK/KG9Ch1FRESKpWiXRVCpjKkiqFzGlP26pZkZmTKmY4BXgS2ijaWUxqSUSlNKpeS4LklERETWCnU2h6gyf1gnvjZeRERECmcp1X1xcvaUxvnAs8BlZDoXKsqYWpPpXKhcxnR3SukwM+sK/D6lNGxN2y/dwdKUibXfv7Kg36csKDG0BcFzU2C5YFSMGIn2cXQRCgfz3Z9IrrLBaJvR44lEr0NNx69r+ZZZFuO1rVGRZgP5UVrfZdfb/xpgT0QqGz01czBamppiziFsm9LEnVOqZAcOvM8tN/47h8cbCHrldrpkkstemDnYL7hVmYv2DN6i/zjxwHjsEUEWlDzyQx9dcfApLtuO6eEwA/zdPJnKQJdtwUyXDebfLuvAQpfNeOyb4dicE2S+BxDuD7KoX3JKkAE/P8//2zo5aO2b9LYvZByz2TEuG/n2HeE4P9jM5+Vf1Yes9sA4/5Y9Yqgv2OsUtC9ePW1UOPYnA9q7rKud5bJW83/qshM63eyy64/1ywFhyemOv37aZS+9F7Qi9n3CRUekj1x2z7XHxWNHfdL+7Qt7+Oi6HUa47BvhyjBwkb/S6skN/Gd8Jya7LPpMdOJTl02atF84dtgXG30m/uyjFj2XuCwqBQX49Ulnuywq0pyC/551SfDB/Sm/D8c5Af/e+pTOLrt+pn+//WhLv811Weqyy2f8Mhx7pe+DpHWHaE6t+UMhinJZRLbMEQAzG0Wm8XkFmQnBlcDvgZ+SKXW8FjjKzG7ILrPEzDqnlIL+WhEREVmbVcwhzKwTX1/oaMB8M7uKTEn0mfW3pyIiIlJZ0ToXaljItAHQIaUUHG8XERGR5kLzBxERkaapmIWOkH8h06dm9rCZ3UTm7IVfpJSqnFdduZCpd56n2IuIiEiTVJT5A91V6CgiIlIsxSx0hBoUMqWU7k4pnQg8BXyv+oYqFzJ16VTkvRYREZGGVJT5Axuq0FFERKRYilLoCDUuZPolmV6GxUA34GcppTm5th0VOtaofHFGjryatKG5rBhlevkWARZSIliomjzuetun6DWPBO+DmhQl1nWhY6HPZWMrdIytE2Rf1PteSHOmQqamqpjzB+tYmtirWstfUEjX7w++wA1g1is7uGzTHV5b8wPK6su7LvuH+cbBtgt/HK5fvsqfbLpyii/U5dFg5UOCbG44DAcPvcdlUfnjjZzssqhc7b2tt3JZxxlxe/OuJc+6LCox3D7Yn7OevM5lg/eKngyY9GRQntc3mFM86ueBzA42GBVMAlu/+5LL9uBfLvtX0Dj4xiM7uuzAA3z56H1LfhCOfXe7I1x2vPkbss1Id7ps23vecdn4I/YMxzl8kd+nb2zgixG34XWXrQrKLW9715eP5vLoJr5UcchnvmDVfK8hl/Ty9Sy/uPnKeKBNffSXPb/jsj34p8teZxuXdQ4KHX9LXMzZhhUuO5K7XfaN8pddtv7zK132ym79wnEmcIDL7uZIl02/ZyeXvXeEP2jbZ9Yn4TicF2TukDAQ9YK/EWTR29J3gmb4nlFsrAod61rRLouoXOoInBAsMrza18cXa19ERESkadD8QUREpGkqducCAGZ2IbAlsAC4C9gL2Dr79avABOCvwPPAOymly+pjv0RERKRx0xxCRESkaSjqwYVKjc8HAoNSSjOy+V7Aryt93Rd4IqXkb7K6elsqdBQREWkm6moOUaXQcV0VOoqIiBRLfZy5MBF4C/ilmS0AfpPNK77+N5nrKvc2sxuAJ1NK7gKulNIYYAxkOhfqYb9FRESkYRU8h6g8f7COpZo/iIiIFEl9HFxYlP2z8m8Zqn/dl685c6Gyqa9uhG08slpalvcORUWNkaZRnJe/fB9PoYWM9Vd2mOfrSGGPO999Ksb7pem+B1XeKCJ1om7nEJ2AEVWjjvv5csFZP/PFjQDty3xJ2alc67J/8n8uG3/i4S5ru3BXly3rcFU4Nu+f47P9JgfZzi56crAfZw69wmGGf3ivD4PZ4oUtL3FZ745vuqz9FP+cla/yRX4A48f654joVb05yM730aRzguJG4JajfFHdQjq47KwbfEnkndMPc9nRHeJGx3nl3Vz2aYm/5dkbrXx5Y6u5vtEuKgVtGz0XwGGn+X06nnNd9habu2zbfr7Q8eKwiQ86b+DLCY/lTy6byZYuu+KP/kW77Qhf6HhK1yvCsTuw0GWPdRzisp06+s/JL94NyhtnhcOA74jk++tP9OFYH71xpS903BVfXPoRPcKhH3/mYJeN6XCGy/bcdrzLjtnNl3U+hn9+AG4o9wWt25T4Es4Xj+jvsm8+OMNlL31v63CcHc/wrYzLBvjl7mw3zGUnTgmeYP8RA98xmlGeI5c6VS+dCzlU/NbhLXL27IqIiIg4mkOIiIg0MkU9uFCp8Xl8tbys4v/NrBNwMbDSzK4DHkspPVTM/RIREZHGTXMIERGRpqXBzlyoVNQ0FNg+pfRGNg/3qUohExvUyz6KiIhI41OTOUSV+UMXFTqKiIgUS0NeFgGZoqbWKaU3zKwzmSvmloK/KKxKIZP1UCGTiIhI85bXHKLK/KGfCh1FRESKpUUDj78IeM/Mtk4pzU8pnQls0cD7JCIiIo2f5hAiIiKNiKXUMAfxs6c0zgeeAS4FVgBfAtNTSjeted0e6asrJGStV+hdHESkORo9NaVU2tB7IcVR2zmEtSpNdJhSNYxuKPBEjg08HcyZ/hrcueiaYN2g6LzVVv6OACuXtY7H7vnbYOyyvMbZ9z5fQ/H4ZN9CD9C+v7+7w+K5nV02aDP/JP2KC112Iye5bAv8XSUA3mYzl01nO5fdynEuuzy4rcQD6/jGeYCyL0a5bDL+LhvL8a/Fm8FdD94/vV84DsuC7OkguyHI/hpkwfuy//QXw6FnPPNNHw4qc9FOyd/ZZERwt4dTnrktHKdt/89ctuyJjn7B6DN1tv88/Wuzb7kseg8AnP6Iv1XGmQf4u5gsp43LojtvbIO/OwLAbDZxWfR++z0/ddmQ5Y+57PU2/g4SUxgYjj2d7V32Oeu57NryU/1yJX65nlP93T0Anhzo7yhzP/7OKNFn/An2dlmuu9F0Zr7LbuYEl53EjS5bh6Uuuw7/uHO9jlsy02VnWddgSc0fClHvZy6Y2YVm1j9b1LQKODilNBJYSOYyjYFm5t/NIiIi0mxVzB+yX84FOqeUFgAfk5nPtAYWNNT+iYiINHf11rlQqXzpQODean93APBBSun87Nc5DtuLiIhIc6L5g4iISNNQ34WOE8nck7ri/tS9gPuAbYF/VCyUUlpRfUXdLbuLqkcAACAASURBVEJERKTZqpv5QwvdLUJERKRY6vuyiEXZP3+dUjoZuDr79Wuw+mKj6DcPKaUxKaXSzDUw6xZ/T0VERKSxqJv5Q4suxd9TERGRZqqhb0UJQErpETO72Myuy0ZPAg/kWn4jPmIkcclfZWUf1NEOVt7mxj4bPSMoeOpfFq4flRNGxYQXBI9vNH65XGWHEVuQX3ln2jAop4q2l6NQMdr3fEWvWc79nhFk0fM+I8gCuR53vsWR4WsWvDcu6O/HiV5bIN73HO8tEZHmpqbzBzoCR1bLopanxTnWn++/fw87y/dHPnXW7i5774itXLZyxPp+jP0mx2NH5Y2HBFkHnw3Bl8pts3NcehaV+ZVv5qeL5ZS47AAecdknk4OzRXpGTYfAE219FpQd7nLzNB9G3Y3nx8MsDX5J1YMPXXbLdqe57MzpvjDwyrd+EQ90pY92vMk3Or603iC/YFDouOcfxrvsyWcOCod+ercdXbY7ftmjudNlP/r4dpf9YbefhOPMes+XE/7o0N+7bM6hvuBv/KWHu2ybUf59OY6h4djDDvCfvVXB+3I7XnXZ/kxwWZ/bfJkpAEEH4pFn3eWyjmP9+/qaYccH+zPdZXdyTDj0c8/s6cOeK120oo+/Iix6jN8Z+JdwnA4sdFlUejmbvi4bNst/y/17v+A9DezzH//+32sr3/b5L3zR6BFzfDHt3r2edFmXK3J8A1/io7Nyzb+l1urt4EK2wBGg8nfGXVl9/eQU4JyU0k71tU8iIiLSuGn+ICIi0jTU+90iIFPOZGZjgR9Xig8G7jKzbzfEPomIiEjjpvmDiIhI49UgBxeyJpI9YczMNiZzK8qxEJ8XZGYjzWyKmU3xdzkVERGRZqLW8we+yHHas4iIiBSsIQ8uLKr0/yOA3sBFwC5m5m4HUbmQSXWOIiIizVat5w+so0JHERGRYmkMhY4G7JZS2h/AzL4LHAVcl2uFj9iI0RV3pVyDshzFgmEpY55liVHh4OiNy752X9Yk3/LGSPRYIP8yy3zLG2siGjvf5zzXa1aIYjzGSDHeG9G+m8pnRESgFvMHPsaX7Pl+MeiQY/3OvqR3Mr7q4b2pvryRHwbbezTI9ts5HntskAXljSz02ct8w2V3z6vebJmxqpsvxOscNNpFpYj/xz9ddm/L4S7bZeNnw7E/HN7DZe/19M/l8G2vd9ntJ//Ib/D5cBgWBi9wlLG3jx5hfx8+6ovvALh8Exe99MOg6K5/sO45PvrH5Qe67PnBO4RD38jJQeonKusSnA+83Efd+Dgc5+Pu3Vw2ne1cNo+ufuXD/Oepy4e+jG9ID19ICnHR48684LJuzHPZx/j97tMxx5lN/XwUFQ5+v/9El+2NLyuMyhN356l47N18FJWPnsSNLhvAyy6bEL1/gTbBi/5F8Bn/1pxXXJY6+e31Yk44TlSWu5ANXbYrwfeIoFjz015+8C4H5Ch0fCOOpW41yMGFinImM9sJSMALZnY3mTMpHkkp5Z4YiIiISLNUudzRzC4Efm5mZcAWZOcQDbRrIiIizV5jKnS8GDga8IdlRURERNAcQkREpLFqyMsiJgJvVfp6FLACuCpa2MxGQsW1EO6SShEREWk+8p5DVJ0/9K6HXRMREWmeGvLgwqJqX1+aUpqRa+GU0hhgDIBZD3+RloiIiDQXec8hqs4fSjV/EBERKRJLqf7/nTWzEcB8oBS4HzgMuH9NBxeqrt8jkUehYy5RUWM4zsb1U5xXjP3Jd5uFjpOvxvYYa8IWBJ+R/mX1MjYzgnHqa2yRJm301JRSaUPvhdS9QuYQLb4xILX51z+qZKUbTHXLHcTD4fqjHrrah9OCBUesdNEVfc5w2VmTfMXUk4N3Dce+lFEuG4IvuovKG8da0Dg8+7xwnLYdPnfZssXBfbpOa+uiMx+8xGVXTv2Fy3YcGLVowlHc7bJDud9lfeb44r1bex3hshLKw3FGbD3Oh75jjzEfHe2ykRvd6bJ+H/mSO4BbOc5li1nPZQOCN9Ed+LFbBo8nWhfg82CcQ2wXl52Z2rjsIP6W1/YADnkyKFsMijT7nPcfl53N5S77FF/Qd8GHl4Vj/6bHWS6Lig1n09dlO/1kusuu+8OIcJzX2cZldy73d75dvqy1y27YwBeNPsXuLpsXFEwC7B/UyBy75HaXtZ0SrBwUUT7fIy4A3WVc8D66xkdpnC8a79DpI5fd3sYXuQIcfM/jPhwcLBgsFpVbzurX02Ur8K8DwLZz3nGZ9Y5+7tD8oRD12rlgZhea2UPZQqbngZ9k/2oC8Esz899lREREpFmrmD9kvxwP3EXmwMK6wNZkbkkpIiIiDaheDi5UK19aYmY9yRQvTQRIKb0AwSF5ERERabY0fxAREWk66rNzoaJ8aTKZicEmgD9HKgcVOoqIiDRLdTd/6OVPoRUREZG6UZ+XRVSUL80BBgAv1GTllNKYlFJp5hqY4No/ERERWRvV2fzBOvnruUVERKRuNNTdIo4CyoELAMxsi+z/b2tmI7PNzjUTFd/lYAvyXDaqhgrK9GpSLBgVFoaFgSE/ds4lN/bZ6BkFjFNgsWDeRY3BOGlDXx4D8fMWLZvv83tB/3ic6H2Qd0FlvvtYT+WhIiJNXEHzh/RxS5Zd07FK9vTT+7jluk2cF64/8uA/umxMX1/UGNkOXyDHXB/NoVe4/uOTD3bZNju/7rK75x3pV54dFJz1vSgcZ9l+ZT78TbBgdx9dtuhcl80cuKXLLuGccOwtl8xy2Yq2rfyCvlORruf61+xmTgjHOeKNW122lHWCLPhl1rd8NOuBuCRv8KB/u2y9oDBzdBs/Bxh1S1Ae2sFHOx06KRz7hceilrwyPw6Xuqz72Oo3Y4FZw+Kzfs7fy7/mN+/ln/e+zHbZ7vjnZ4cb/XuAl8Oh2e4G/5nq8sfFPuvqJ3JReeOPnvFFiQDP7+Zf32ltfHHqr9pc6LJ9zvTlpcNL7/WD7BkODcuD7JkguyLIgp/yer04JxzmzaH++86fhh7rF9zOR69M395lfcb60lUAordr8JniniALikL7Xvq+yx7bIH4yt13kCx2l7tXLwYVsgSNkSpgqK6v0/0fVx76IiIhI06D5g4iISNNRr2cumNmFwOZkLsd4BBhH5libAa2Bu8k0Pp+WUvKHHkVERKTZ0fxBRESk8auXgwvZe1LvDRwIDAJmAmOB9YEJKaWJ2eVak+N2Uip0FBERaV7qfP6wQe9i77KIiEiz1RB3ixgFrACuInMq47iKBVJKK8zi696z11GOATDrkW95gIiIiDRtdTd/2LhU8wcREZEiqc+DCxXtMJemlGYAmNkAYCDwWPbroHFIREREmjHNH0RERJqAhrpbRIWbgN+b2UFACfDnBt6fRi26Q0F0VwiA0RRw94Ea3HlD6sYFxHefGF2DO4SIiDQjtZo/tOi2inXPrNpivniYr+AfyNRw/TZRdfuUYMH+/g4HA/pMc9nBQ30l+vAPgyZ54LT+17hsBH9y2apuJS67eZFv7w/vCgHwaJC/H2TBnQta3eizU35+rct2mBHcEQAgiNsuWenDG3x04G7/cNmzg3cLh+nAApe9ib+rxRmz/M1HztzPP8h9D30oxzgLXTaZnV12bLl/HccdP9Rlz03yLfgv/DG6KwQEQ4dmBo+7+77+bq8riI/f9cbffWDu1E39ggN9FN0dhK2CQfwNFwB4m83iv6guuBoqer2ju0IAXMR5fpdu8XeZ+dPx/rnY541g5/1bIP4+AvBxkAVP2+v+2wvbbOKz+cS3421JuctKWBUt6DzJ3i47bqvodg9AGx89v4l/3r/V8hW/4F4++tsG33FZrjn1p/0vj/dJ6lRRDy4EBUwXA1dY5tzFigKm9sBpwDXAkWSuo9wF+Hsx901EREQaJ80fREREmp6iHFwooIDprOwyv6Da5ECFjiIiImu3Ys8frFfPou6/iIhIc1bMMxdqU8B0KdAWcOetqNBRRESkWSja/KFkxwGaP4iIiBRJMQ8u1KaAaZTuTy0iItKsaf4gIiLSBNV3oWPxChz7l+W/bFBYmDb0t7CKyhLzLUq0jQsoVKyB0TNq8EuY4DmKSiLzZTUojYzGiZ6j6HWwBfFjjJYN5fneyPXaXtA/2Kc8H/sFBOuGr1lZ3mMXVNYpVfRJP3TZe6ZeWZFGqE7mDyUtyunQrmrT3XbtprvlZtM3XH9h1GIYlAsyyEdTd/aNdtvhx841M1s8t7PLyjfzC3fmU5ctW7yu3+Bv4nHC8sao6PnsIOvoo6jU8H9b+8JLgPU7BuWNviMP+gWZ76PjQzYKx4mK6l5nG7/gZ8HK3/JRX2aH4/TgQ5e9zACXtV7mH/eu7Z512XM9/88P8miOuZDv2AtdyiiXPdHVtwuW53hjzqGXD3/ro7kDfMnjs+ft4rKlg9dx2YFtfVknwLWc6rIRZ/hyzGfZ1WX3c5jLplAajvP0jb68kZP9a3ZP/+Ncdvf+x7vsnSO6u6zXornh2K2iQsetfbTNpGC57/voTo4Jx4neqy9EzZM/99HlnO2ydUqXhuN0K/UP6EZOctm4s0a47NE9fXnphfzKZTNu+WY49oXH+2XhvnBZqb0WxdhoSum2lNL47PbPNbM/m9nRFX+d/bMEvvrJ66KU0ghgEzNbZmbti7FfIiIi0nhp/iAiItJ0NZZCx7Zmtg6ZayofLcY+iYiISOOm+YOIiEjT1VgKHf9C5jZS7chxZ17dLUJERKRZKNr8oaR3j2Lut4iISLNWlMsisioXMh2fUnoGeI1MIRNQpZDpGTL/8D+Ua2MppTEppdKUUikE1w6KiIjI2qBo84cWXYJSABEREakTjanQcVBKaaWZDauz0aICohyi8sb8t1n7UkSoQTFhodv8wEdRqeIFweMpC9YtVL5lkoU+P/mOk6uEMyrNDIsng/XzXbcsxz5Fz/vofN+r8rXi8sYdg+ylYu+KiKxZncwfvqQFS8ur/oJiTokvpDuF68L1xzHUh74XDoYtc9EWzHTZMdzhsgtbXhKOPWizJ1xWTonLlka/gDmtrc98p1xG0FkZljde7rPkuyS5kZNddlJJ1IIJg6Lvtb5nDrr5aKXvy+QAJoTjHLfkVpdFhZlzdw7OlN3QRzMXbBmOszOTXXYMd7qsbVAcubSdfx2/s9mDLiu/xL8HIH4fPB0sdwrXumzvJb5AcWG7+Kzhn/E7Hwafif5DX3RZVGgalW3m6tz7zc7nuazjbf6zd2B//3iO2Nq/0X/V7sJwnJtP8m/Ce/sOd9mmO7/mV37HR1HJ6ccbxAc+N/4oeHNE5Y2Lgsz3cvKr8vgx/qzEv45TyoOCy8d9NPCIqS474sMcx3tv9tGeJzznw0t9tN9//QPfYsT3XHb/8dE3ZTiKu13Wk9PDZaX2inJwIaV0W/Z/x5vZhWZ2LpmzJB4BfgpcQabX9yjgNjLXVu5jZl8AD+p2UiIiIs1P5fkDgJldCGzO6jnEODJziMPJXDJRCnQ3s32AxcBerOEsBhERESmeop25UMNSpruB41JK/yvW/oiIiEjToDmEiIhI01PsyyLyLWU6D7jIzNYDbkkpPVV9Qyp0FBERaVbqZA5Ref7QoreuKxMRESmWYh9cqFzKNAPAzAaQKWV6LPt165TSTOB0M2sFPAC4gwsppTHAmMw6PfyF7CIiIrI2qZM5ROX5Q8vSHTR/EBERKZL6LnSEoJTJzL4F9ALakpkY1FhU2mc5fkERFRZGojK9Muq+fDFfUWFg+iDen6igMno88fPmxykLnrN8ixJzyXcfa8IW5FegGMn9ePJ7jsJt5ln8mEv0vEuxReWN6wTZF8XeERHxCppDdOQzDisZVyX7Hr4k72UGhOuPn3S4yyaO2iOvHR/Mv122Lktd1rvjm+H6t3Kcyw7gEZf9H/902ZkP+pLIyxadG47T6sYgDLrmovLGFp2Cf99OO9FFY6/xGQDn+KjPJf9x2Xuvb+UXvNxHT/5613CYxfN9mV/3zd512UaP+OK96xaMcNlf8aVyAMfNuseHQcneb444y2U/4Q8u63ff+y579Qfh0GwfvIUN//p042OXtfU9lEzfc7twnLGT/Wv516FDXNaLOS7bE1+0+BvOd9nbl28Wjj2UcS4bO+JQl23D6y67nh+5bJ/zospL2GeKz8d9f4RfMHi5rYWfl36Hv7hs4rHfD8cmeKsffK4faMJJB7jsmE6+MPYSfhEOMwdfbNurxL9mN/3J9+b+np+67KUeW4fj7DjtDR+e6aMlD/sbGra75kuXbXriXJftdPM14dj+Ey7FUPDBhaBsqQT4AfBf4FHgYuAKy9yQuuLayN+RKchfAhwNnAdcm1KK6z1FRERkrZLH/OFxYAhwcqVuhXeBdmTmD62A/wCna/4gIiLS8Gp9cGENZUsTgetSShVNz6fiy5fGAGenlOZnDzo0xBkUIiIiUs80fxAREVk7FfqPclS21A84xcwOBK4HtsWXL62bUpqf/ToBKzNzhNxU6CgiIrLWaJD5Q/veG9b9IxERERGg8IMLUdlSP6r+5uE1qpUvAUvNrFNKmSv2siVMa6RCRxERkbVGg8wfupb20vxBRESkSOrjdEJXvkSmb+EKM1tMpofhl0BvM7shu85VKSXfvrIGNSnJi+RbJFiMEsJCRPuTS1wImV9RY77r5tqnsByzCM9bvuWNhT6eQsos831+pTGJyhvL8sxEpJbqfP7wyeJuXP9M1fKxCbvt75YbwMvxBny3IFcN/rHL1uNzl3XAlwPO2PqbLms/5ZNw6BvbneSyTyb3dtm9LYeH61c3c+CWYX7Kz691WbTvN3KyXzkob+SaMp+dGWRAizOXuGxLZrqsx3kfuuy50Xu67An2Dsfhcn9Mau63NvXLveWjU7rf5sPn42GuP9W/FqX9prpsWlAgOoWBLjv5cN+2ud9Fk+LBo37AoGNvOa3j9asppyT+i/k+upOjXTaAaS7rgX8dNw+e9KiQEeBd+rqsNGjM7Mo8l93MCS4b1i9HH2w/H70zorvLui335Zg/aHO7y6LnYuL5cSloVDQ6JHO8tWrWyWe78qzLPqd9OM5S1nXZK+/59+CR3e922fQ2vuxzM94Oxwn191G7Sb68kf8F6wbFpXsclGOcqNFxxhr2S2ql1gcXUkq3Zf93fI684usVwGnBJkZU+3qn2u6LiIiINA2aP4iIiKyd6uNuEROAK4DKd4sYASwjc52lAWcDRwDzK06HFBERkbWX5g8iIiJrl4a6W8QIMm3Pi81sX+BkVl9/mWs8FTqKiIg0cQ06f+jmLyMQERGRutGiwPUnAleSaXu+gUzbM2Tanm8wsx3ItD2/WLFC9jTHyl4E4gv/KkkpjUkplaaUSgmuCxIREZEmo2HmDx261MnOi4iIiNdQd4uobCfCiqT6VUih3ugalCrW+dgUVgRYyNg1WbfQ56g+NMbHo6LHxqzMRzOCDKB/jlyk+WqQ+UO79p+z/W7/qJIdzR1uuccYEm/grz7qepIvi2tJuctmPObLGzvO8M3G5avi4rwteNOHPZe5aJeNfYlbVNp3CeeE4+wwY5bL/re1L0A8qeQGl429Jih0jMobrwwy4Munff7EeF/K+OWj7fzKfX20LkvDcRgUZKuC7DAfjdz2jy57duCu4TCH4QsCu3y82GV9u8522UH8zWXf/uwFP0iOPsc1n8+z2m0c67LyPf2PBw8SFw7i3waUHODf/wvp4LLHJx3ssvMG+9fsc9YLh96bJ132LP61iEoi59DLZStzPMRWz/gsKjmd16ary+490Zd63ntaULoaFBMCzB3ki0YveOpCl30y1Z+V1XOg/yyP4tJwnElvB9/zZvuS9O/3+YvL9uIJl93BMeE4151xlg+Dn0bH7naoy/bf9xGXdfyP/x7Iw+HQYaGpCh3rXkPdLQLgcjNbmf3/imsmK+5v/U5K6bJ62DcRERFpnDR/EBERaUJqdXAhKGEqNbPLWF3C9LiZXU1cwnQo8DmrJwRnppSWm9ldwGgq/dZCRERE1jqbAvuSmUN8w8xKqVTkmD1DISpyPILMzcgqFzlOTikNyM4h3gJOrd+HIiIiIhVqdHChSCVMM81sV6Ab8Nwaxlaho4iISBPVUHOIyvOH1r39acsiIiJSN2pz5sJEMr8dGEXmVlBXAf1YfUri9WRKmMZVrJBSWmFW5bqdF4FDgBeA+8mczbAu8HiuQVNKY4AxAGY9Ui32W0RERBpWvc8hKs8f2pduqfmDiIhIkdTm4EJdlzB9kf1zHvBlLfZHREREmgbNIURERNZSxSp0rEkJE8DPgQQ5qkWrGbj9R0yZOLrWO1cWNP2nD/z2bIH/BUfa0Den1qTRPxonEu1joXeGiOS7P5GaPO4LyG+c6DHm2sf6upNC+N4Ixi7Gc5nv2NJI5LgrxBXpY5edZTo9WySHos0hElBO1bsxRHd2mPDpAfEGtvJRZz512ezo1gXBzRl2fdnf2WH82MPDod8evpkPn2jrog+H93DZj7+60+dqWy7xTfIABPH6HVe6bBAv+QWDx9jizCUui+4KAcAUn395crCsv+EC7OejCewfDvOdob7xPnrN3pi6o8v2Z4LLJrNzOM5MtnDZx139XQYe5iCX7c5TLvtvR38r1T7tPgnHzvcK4pnB3VzfDPb7jkVHxxvo66NOwWfiQ/z7kjN9VP6y/9HkHw8cGA7d5tDqd6eFiZO/77JNd37NZdFnYkXbFuE4rZb445YbfubvUtBx0Vy/8ubB9nr+z2Urv7V+ODZPj3PRJ98bGi9bzfs/7OeyO4fGr+Ohm93lsg8386/ZE/P83VtO6Xadyx6IbrUCvDbY3/2iNf51vJyzXdaG5S4bsNU0l/Xr+n44Nn5oKYIaHVxIKd2W/d/xUR4UPZaQKWk6gswNnCawuqTpalaXNO2TUjrDzKYCL5pZ55RS9E+HiIiINEFrmkOY2YVmdiSr5w9TWF3yuCGZzoTKJY+7AHsAi1JK481sOzI3xetc/EciIiIikTo5c6EOSpramtk6wFFk7jYhIiIiaznNH0RERNYedXlZRCElTX8BjgTaAf58Maq2PfcOLhkQERGRJqne5g+te3cr2oMQERFp7uKLi2qncknT8SmlZ7JfX5dSOjml9ApQUdIEVClpeobMP/wP5dp4SmlMSqk0pVTapVMd7rWIiIg0pHqbP7TsoltZi4iIFEuxCh1zyVXSBDAopbTSzIZ93UY+fDUuPKyu7IOa5dVd0N+XNxKsG5UVFlq+OHpGcLesoCwuV1Fi9BgLKQLM5/mukG8JYbTv+RY/5hqnEIU+RpFcVN4oUrA6mT+sohXzqHr2wqts55ZbeXNcrtbqfF/Eth3TXVZ9DACCjrFOzPeh7zEDYPpwv5/c4KP3evrWyUP3ut9lK9q2Csdpu8SXNzInWPBDH/W55D8u25KZLntivC+FgxzljX8NsrODLDhv5blJe4bjPD54d5dFhY4j/3OnywYMfNmvu9yvC3Bbm2Nd1pfZLpt1+g4um3C1L6P8nPVc1qfHA+HYfCuOq4uKI/fiCZctW+jHBmj/W18ouTOTXTZl9bHB1YKfQkbxW5eN/5YvvARoHRT8dSz1E+BSprjsjA/H+A3+IxwGnvdR+M96cDPcYRfd5LJv82+XXfjcr8Kh3z89KG/0HzM430eDBv/dZWGxJnAvvkh2evC9cUI3X3Z78BT/wF8v3SYcZx2WuuzToCqnhFUu2yL4XhItF3T0ZvgOTimCvA8urKGs8b9krnN8HBgCnJz9jcLdwD+BMjPbG2gPnEvmntSjyZwCeXBKaYSZlQFbmNnnwCyVOYqIiKwdNH8QERFpHr724EKBZUtjgLNTSvPNbFPgl8ADwH0ppWvMrPJvHi5OKc0ws7F19uhERESkQWj+ICIi0rzke+ZCbcuW1k0pzc9+/Y6Zdc/+9aHZ9Z6uNMYoy7QzzYh2oHIhk66YFBERaRIa1fyhpHd8SrCIiIgULt9Cx9qWLS01s47Zr/sC87J//QBwALCVmbWptO1hQB8z27D6DlQuZFo3/8cnIiIiDadRzR9Kuri/FhERkTpSl4WOUdlSGXCFmS0C1gd+AWwNkFIqN7NxZH+bAJxrZp8BrVk9GQl9xEaM/mq1jHxLBGu07IwyF5XhSx5rUt6Yb7Fh+sCPYwWWRDakQkoeG1q+RY/5FoXWpDjSFgTFnpTlvwFpUtL+wedkQtP93Ivkqd7mD92Z6wrjDsMX4q0Y1cZlEJfSDZ9zr8v26PVPl429/0SXbR+UQXJzODS3cpzLdrl5mt+fba93WZ85vnQP31WYEZRE0i/Igs7K9173ZZI9zvPNj18+2i4eO2rMiMobLw+yYLkxg48Oh1mK/zVVh6gRsruP+kz2z+VJO98YjnPpHL9PQbcgj109xGWXcI7LOt7oG+muujYcmhE53kfVHcMdLtv0wbkuu+J7Z4Trj8MXDg7/2H8mDur6sMuuueHnLusVtIcO2tiXTgL8Dr/+pSWj/Nj8za88K9jgn8JhmBUUPfaLzpP61Efjfuqfn2908qWg70+OPmSAfyni0tcrfbRwcAeX3cDJ4TBfBJ+J9YIP5LpBIWPQ38nepb4UFGDTC/0D2nSJz0641L+Bd7gveNGe8dGl94RDZ/4BkaL72oMLKaXbsv873swuNLNzWV3K1NnMJrC6lOmnwBVkejqPIlPKZMA6QAdgezLfVo80syuz2W+AVcBpKaUcHckiIiLSlFSeP4Avdsx2MlQudpxAZg5xOJkDBbcDI4DlZC6fuB64y8zGAEvxc4jT6uFhiYiISA55nblQYCnTCOAsVv/mYR/gDymlN8xsAzKThXPr7iGJiIhIY6E5hIiISPNQk8sialvKBHAp0Ba4HBidUnoj+/eLzCy+0XI1lQuZVOkoIiLSpDTYHKLy/KFj7xyn44uIiEjBanJwoXIp0wwAM+tH1d86VJQyPZb9unV2nVEV9542s/+a2ZYppZlmtj6wMp/BU0pjyNyaCrMee9WhdQAAIABJREFU0YXoIiIi0jg12Byi8vyhT2lnzR9ERESKpC4LHSEuZaruYuAyM1tM5nrJsmy+t5lV1AidllJalWuQgdt/xJSJdVv8FxcOBgsGpX1RCWFNSh6jIsC6LhGE+DGG26xB4WAh8i15LCuw5DEsRexfltf+QN0/H9FrNrqennNp3FTeKM1c0ecQ/13Zm9PmVW3Au7vbUW6518u3CXdw4XxfkHZfrwNd9hab+5V9Fx9nPXmdD88Ph+byg4NaqmE+uv3kH7ns2yf5Qryu585zGcCBuwXtdeU+Wum7LTPnllTz3Og9fdg3HBr2C7KgZzHfkse7fudfW4hLA8Oiur1fddEf00iXXXZX/L17xVGtXbZ/rwkue/r2fVx2+PD7XPark37tsh/f80I4NicF2ZE+as1yH34cbzLyLpu4bHxX/5qXRz9ydPbHBvu86wszj9nEl04CfEonlw3JHJusYjv867is1G+vbdtwGPoNCMLgsxcVGx7bybdEDmSqy7rs/N9w7E9G9HZZ/yEvuqz1EP86nsOlLiunJBxnIf5729SgwPYUggbRrj7abkl4Z2CCj15YGPvdqITzjWDdYOwfxX28fBG81aXu5XVwoXopU+U8W/J4JKtLHqewuqBpQzKnIl6RvQd1a+AhYIOU0gkAZnY68DbwVkoprjAVERGRJinXHALYFNjXzIaRmT+UZLOKgsfngMOA32bPYngIGJFSOhy+mj9sDhyXUoqm/yIiIlKPan3mQoEFTd81s14ppTnAvsDBENxjSURERNYqmj+IiIisnQq9LKK2BU1/AkZkb2P5ckrpy2xpU06VC5l66xRyERGRpqxB5g/07FX3j0RERESAwg8u1KqgKaX0vJmdC3QHfpfPQJULmUp3MBUyiYiINF0NMn+wHXbU/EFERKRILKXa/TubPa1xPlAK3F9pcjACmF9pctAa+H12tRLgzymlSWb2U2CvlNIB2eVeAF7KLndVSun1XGOX7mBpysRq+xOU9qUN499m5LtsIctFhYGQf6liJCo7ZEY8TijPEsPw8eS5vZpss9Dnss7V4LnM9d6qrijPZfQ+EJFqRk9NKQWVXdLQGnL+YF1LE0OnVA2jEsEDg2Y2oHvq4rIV5b497LPf5neK5eDzHnXZpLuiHQJOCLKo/PEtH932p6Eue5BDwmG2CVrTPmQjlx2ALybsxKcue4K9XRaWJwIT2N9lz03y5YBjBh/tsrvw5Y2T7PlwnKeSL4t7ll1d9gCHuWz/4HGX3e6L8wCIOu2C1ycsuIy+e8320fnnnRsOHT2XL9kTLtsz+DZ5DHe6bMQfx7kMYNMzXgvz6t55YFsfLvbRtOFbuOwP/CTc5u2P+PLSfQ94yGXr8bnLfsmFeS0HsAL/Gb+DY1w2epEv3Pyivb9b7rySbi77F3uEYz/I91z2Mr5i5q6gYbIkaGLd48b4e9uiE3z56CMl/j20OW+7rBPzXXZn8Pzk2qf7g8/ZAF522W48m9e6I/AlmgDr8oXLDrFdgiU1fyhErc9cWFPJY7WvVwCnBev/ntWTBlJKO9V2X0RERKRp0PxBRERk7VTXt6KswswuJNPkXHEniRKyv5Uws62AH6aUyszsx0B/Mjc7mpZSurGY+yUiIiKNm+YQIiIiTUtRDi58TRN09WX7Az1Sytw4OHsaZLRNFTqKiIis5ep6DlGl0LG9v2e8iIiI1I1inrnwdU3QHYD/ANsAX10AmT0N0lGho4iISLNRZ3OIKoWOXUs1fxARESmSFkXcduUm6ONTSs9kv74upXQyUJb9+nVgx4qVcp25ICIiIs2G5hAiIiJNTFE7F/KRUpphZh+b2Y3AKuAVsr9hyGXqqxthG4+sup0PgjsP5GrVD9p742XL/HL45S7Ajz06WC7nOMFdCi7o77cZ3TmgbOPa330is77Poucy9EEcR48x39enJs9lpKC7cSwoi7cZ3dUizzs21Oh9GYheH5HcyvLMRNYONZ1DrNN7CVtcXfUOAnvjG/S3yXHDieOvuNtl7U/+xGX7nucb6wcwzWWXPen/PbjlqCPDsecc1ctlS1nXZQvp4LIRW/um/yPeuDUcpwMLXFbCKpcdt8Svv3i+H5vLfVs+g8Kh+c7Qv7js8cG7uyx63L2Y47LorhAAu9tBQVrmkpHpj36pP/o7Q+x4xtPhOM8s8fvedolf7r2u/i4kb7CNy7bGvy/7POjffwC/7nWJy6I57JDMnV6r2J1/u+ypMwaG4+x+41SXtf3hZy47/tBrXLYRH7osusvAb/lFOPb3Dviry7YJnqOlrOOyAXe96bJpR/k7VQCUBz8uRXc8OXGD61w2B/+5jT6jL70WfygO3vYelz3BPuGy1S0P7nLx/kmdwmU3+Flw4rh/enlzln88w7nDZaP4bTjOgef9w2Xn97vCL9guWHkDH524wVgfTg+HhnejMLpbhBSi1gcXchQtnZlSGgDcReZ0xlOBN83sasCA1sDdZnYbsAxYkf27s4EjqHQLKhEREVn7rGn+YGatgNFk5g8XA1eY2VfzB2BE9rKIFZlNWRtgIfA3zR9EREQaVo0PLnxN0dJMM9sV6AY8l13lRGBCSmlidv3WwAjg7JTSYjPbFziZ1adA5hp3dSFTdOhKREREGq3GMH9o1bt73T4oERER+Uptz1zIVbR0P3AosC7weHbZbYGvzsdLKa3I/BLiKy8ChwAvrGnAKoVM1kOFTCIiIk1Pg84f1i3dWvMHERGRIqntwYXKRUszAMysH/BFNp8HfJn9/9eAgZC5qCsoW9qJTOOziIiIrN00fxAREVlLFaPQ8edAgq8aWW4Cfm9mB5G5rvLP2fxyM1uZ/f+KzoWKW0y9k1K6rAj7BsRliTUpDWxMynKUKjYHUXljXCaZX8ljVNzY0KLXd7RKHiWnMpdEhWZxmZlIgyv6/GEFrZlTXrWQbGGJL1ebQmm8gaDgbHFbX8b3+H7fddnyzXy5Gn39iRRR2RvAZHZ2WY+gEC9cf6GPopI7gDfZ0mWvB+WCi+d2dln3zXxj2txvbeoH8f2QAMymb15Zh+ABRQV7z7JrPFCe5bfrRdPkIPoiKJgEmNOup8sWtotf3+o+Zz2XTWc7l3Xb1xfkASxt1zavcW7jWJctZEOXrSDHjVju99Gy+R1dNu7MoS7bqd1kl73N5i7bLkdD3wT2d9nA1Xem/cqn+PcqtwXRUf65AGiNLzt8gr1c9vZyv+892vjP6Buv7Ogy3g+H5u1t/Tbz/V4wM/gs5/SvIHvLvz6PMcRlT0/yBZM9Bvv9ATjwDP9+/aCrf7+UUO6yqBwz+pyUlvr3AMD681b68OJwUSlAjQ8upJRuy/7vV8VJ1cqZNsSXMx1EppzpceAKYDGZcqYHyFw/eVlK6Qwzm0rmNMfgu4CIiIg0VZo/iIiIrN0KOnOhDsuZ2prZOsBRwKOF7JOIiIg0bpo/iIiIrH3q4rKIuihn+gtwJJm7mgYn7+luESIiImuZep8/tOit68pERESKpUUdbKNyOdPxKaVnsl+vqZwJqFLO9AyZf/gfyjVISmlMSqk0pVRKjmvbREREpMmo9/mDdelUZzsvIiIiVVlKtb8rU/a0xvlAKXB/pebninwiq8uZ5pP5DcTvs6tXlDMdC5wGLE//z955h0lVXn/8c0AFxUKRIgiigA2MqBsxlmiMsWCPJnbB3qNGE+JPo4tdo7E3UMTeY4mCqDEYjUoERUGNQRGDICLN2ACB8/vj3oXZPWdgZmd35oLn8zzz7Mx37n3PO3fuzJx97/t+j+r3IjIUOFVVv84ft6MunsRQH8ZXW62Xo5ULrz8OrhHl+IavquXF8SjKBLOEY16oIWM+CjV5rM5zQcs9xuU6X7J2rgbBcsPAMclgdJBFKpY/bFql3FPb7KvtVv81282f55vXrdHsK6P9md8azTNS++NHf7INPuv83t7qhmbncU8b7cXN9rIb7mKlQdccYbRv81yoOX3CICvOstK0PnYW6TrPOJNHPG+1A93QMNfRvHogHRxtl3eMtLXOdsP0ZqzR1sC+t1eLdZ48T62538Xn+K5we1z2F6Mdyv1GO+IK64rYYcBEo3nn2iG/zjOudpaVZBubD333tc2Hml9o9733igPcMFdxttEu5w9GW0BTo53knOyTh21otFf6OgaIQCtnspIX50ezJhhNvnEa/KUbJnF6qcsAR3vOSoPvP9xo+znOsIdzrxv61W+sKWnfFsOM1o7PjXYm1xhtOu3dOOs4hpAj+ZnR+k142O7svG62c8PAuY7m/VL3dzTnvKSdlb6/zQ/96ZdW28D9Xybyh1Ko98yF1IRpV+Bw4COgSkRqvq3vA24C9iBZerEVsDtwI0nC0F5VT1LVl4AxwE+BBwBUtf/SEoMgCIIgCJZfIn8IgiAIghWToj0XGsiEaR8R6ayqk0kSjH2Bo0t7KUEQBEEQZJXIH4IgCIJgxaa+ho6lmjDdCfQXkWHAW6q6KDVmyksYOgZBEATBck9l84cOXRrytQRBEARBkEN9l0WUZMKkqq8DPya52jCkkIBh6BgEQRAEyz2VzR9atS35BQRBEARB4NMQpSjr8nuWmDABDAb+LCJ7s8SE6SVgJPBzVZ2UbtdFRGqcXa5X1fcaoW8JZTDEy2dC6JoLtirMQJEpVqqmwH3zxfb66cTx9i2KEo55vtilGD0WfCyAgZ2q6x2nZMK8MSgbqzrad44WBI1G4+cP80jmTeTwxdd2NsMZO17m7n7rlycY7df3/tVuuLs1Ah7U7UijHT/pHqPdM853OzwH26czxlntGfraOOvYOGzjhuGM3R03NG/bVla6eXZ/o53cYajtT8/r3Nh9sUZ1vbd6y2jrjfrCaNepNfqeQ0s3TvV1V1jRyYjP0/8z2sXimH2+7oZhU+ypOI7NjPbcgB2M9jusAehQjjLaZw93dGO/48TBMf0b1mIPo/3yrOFG24gP3DgzsRVY9nhmpNE239MepOs43WgT+1q3zu0feNONfdchvzZav1GO4WBnK7Xp+KnR3njD9/D7m+OS6plW9uk/ymiD5x1ntHHN7HuzH4+7sf/YwroYbj/WOR72o+NP9D7FDcPxDDbac6P2NVq/V+zxPfMsa2h62Tf2swPQvLcj/srRrnY053torvXL5IMrerixNx9tjT35sbtpUAJFDy6o6tD07tN59BpyH5+a+4SI7AxsAUwUkWNU9Q7gLWA7VfW+DYMgCIJguUZEhpD4DUxX1V7O8wJcB/QFvgX6q+qb6XP9gPPSTS9W1bvK0+uGI/KHIAiCIFixaYyZC3nJMXPaG9hGVd+veU5VTxARW4snCIIgCFYMhpJUPbg7z/N7kPgP9AD6ALcAfUSkNXABScEuBcaIyFOqeersrYBE/hAEQRAE2afepShLYDiwCXCsiNwpIvmqytZCRI4XkdEiMjq5oBMEQRAEyw+q+g9g1lI22Re4WxNeB1qKyDrAbsDzqjorHVB4nqQ84w+N0vOH/9np9EEQBEGQdURkiIhMF5HxOVq1iEwRkbHprW/Oc+eIyIci8oGI7FaufpZ15kLKl6o6FTgLQESGA39Z1k6qOggYlOzT0S5mDIIgCIIy0V1E6w5zf5YYEM7NkQalv12F0gmYnPP401TLp//QKD1/6FYV+UMQBEFQUfLkECNUdWkXDobiz368RlWvyhVEZFPgYJKqSx2BF0RkQ1VdWFrPl00lBhcQkWNJ1kwK8PdUuwTYIjVlOl1V5zVWfM+4r2TDwhIoxlywLtV50stqx5SxoWNXmkLfs0JfTyXPgSCoPGHeWAxzgTPqaANgblLRKGgsSs4fJi6Ag2fW1lpaQ7przz7H399J+1bvb2dDfD3WVqU43lsN4yzmOKJlnhUe06x07YdOP5/92Eg99G2jTXhsczfMrgc8abSuTDLaB7M3MtoT7G8bdMwOX91qWzf2KPoYbdK8rkY7oY81nbzyPuc3fIEbhi1Pf8Vo3zmVyC4+xxrVueaN21S7ca6+3NEPtONbVz7h9N07DW600oCtHHNK/GPp8a1Xge1LK93U7mR3/6mfW0PJHnva8+1bxzT4FOcFfTa9m9HePGQTN/boJcVkFtO1zySjrcFXRrvRcTbc4DnnQwZs0OVeoy3YuKnRjv3SWuH8Z60NjNbOMdZ8j03d2H9lH6P17j3WaIf1vs9oPadPNNptnOjGOY3rjdamz0y7YTMrDcCegzNbtHbjdKqyk/em9bLOk+0vtCehjLbtzWlh9918gmPcCJBHrgR5coi1l7aPqv5DRLoWGGJf4MH09/BjEfkQ2Bp4rciuFk1ZBxcc06bc584Fzi1fb4IgCIKgfjQF1mj4ZqdQ29d83VSbAuxURx/Z8OGzS+QPQRAEwYpCnhxi7WT5/2IKnf14qogcCYwGzkqXT3ai9lBo2WY8Vmrmws7AUcAcYCzwCjCA5ErEv1XVH4YNgiAIggzQBL94Z4k8RZIkPEhi6Pilqn4mIiOAS0WkpvjfrkCeS+srNpE/BEEQBMs7eXKIGfWY/XgLcBGJ2fNFJEU8jy6xeyWRmWoRpAdCRNz1kyJyPJAWMfYKtwZBEARBeWgKrFnkPiLyAMkMhLVF5FOSChArA6jqrSSVyvsCH5I4Fx+VPjdLRC4C3kibulBVl2YMucLRcPnDuo3ZzSAIgiBYJvXJITxUdfEaGxEZzJJSz/lmQuZFRE4APlfVJ9LHNwHHAv8GDlDVDwvpUyVmLgwHfg+clZbX+quq/gVARA4GnvN2CkPHIAiCICs0ofjEQFUPWcbzCs5C4OS5IcCQIkOuaDRA/tA78ocgCIKgotQnh/AQkXVU9bP04f5ATSWJp4D7ReTPJIaOPYB/LaO5s0gH4kVkO6AfcBywH3BV+neZZKZaRJoYrBdTGoMgCIKs00jLIoKlE/lDEARBsNxTnxwiz+zHnUSkN8myiEnACQCq+q6IPAy8R2Jte0oBlSI6AzUuoPsAj6nq3SIyhiJ8njJRLUJEtiAZEXlaRP6sqr9d2v5b/egzRg9fdgUAmZ3vAoXdt9AKEt52XsWGYioPlFTNYHy1u201Uv843nEbbyV6+bFLqTZRTPWKQo9xY1SBKOVYXtDLvjf58Kp+RFWLIKg8jWToGCyDUvMHOqwE/etUh7CFA6Clv/u1W51gtLfobbQR29mS4j/lZaON+3gzo32+sL0be9aJTrJxrbPhVesbaYjjqr/j9v9w47RkjtE6MtVofRhltKMnPGC0W07pZ7QDecyN/QEbGm1os6OMdsXkaqPNP2wVo137O9+a5J/f7GC0yS3skpnTL7vOaJvyntHcqhAAf3D0Bx3NM/B/3cnFzrD5w7CX+9rtgIfH2OMONnZfnrGbOXOAOveYbEXgrvY2zkfYig/jsOd6Nz6yDTrWrFse+74VgRF9PjPajpOdi7NzrbTleKfNf7ph8ApvbLTxf4y28k12u57jbcUG75L1DUcNcENP7NPBaDOdogI9L3Xi2MIxrDa4bgHEhL0ueNFqJ1iNC63UocopL+IX+HCZRFfb5jhbcQTnLft2V/sv+pQetpIHQKdZ2VlNWJ8cIs/sxzuWsv0lwCVFhPgKaAP8F/gFS35h5lLEWEiTIgIWjYisKyKDROTvIjIM2IbkZ7wrSWLQhGSEZBLJWtMFwBoi0rMx+xUEQRAEpVCzXjL3FjQckT8EQRAEKyoZzSFeAG5NvRY2JvltBdgU+KTQRhpt5kKO+dJo4FUSB8ynRWRPYIqqnpdutwrJqMo1NQZNqVa3vcWGTF3KUkgjCIIgCHyEWBbRWDRm/sCaXcrxEoIgCIIgLxnNIU4FrgC6Awer6oxU3wZ4pNBGGntZxHBVvS9NFGroCSyeZ6Oq80VkvVznZ1WdX7ehXEOmqs0lDJmCIAiCitG0CaxZNzP4piJdWVFplPxB1qmK/CEIgiCoKFnMIdIqVMc5urNYKT+NuiwCcBbh8C4sWfyXXmX4REQ2qqMFQRAEQSZp0gRWbVH7FjQokT8EQRAEKyRZzCFE5FsRaevorUXEN+twKLuho6o+IyKXisjNqfQ34DLgShGZm/bpBpIkwmXMO+sgnY5fdjDPhJDSDPEKNRwcWMTSjWJMDM12rQo3Byw4Th6jxoaOU8rrLicXOAagpfS9GJPGaid2EAQZoAnQvNKd+GHREPkDzUgmfOZi/dLga3/3rxwLrr+xi9Gm3beB0RYe9qrRdnIMuGc2bWM0gIdfscZ5Ww62bpRvHry90b52+r1Gy6/cOKMc9zrPtPJI7rE7j7ZSVY8xRms73T/A09tZM8muTCooTt/Ow4x27Ye+oWNz5wrhnBbWxfNQ7jeaZ0zIgXkmxHjmjWOt1vpYc7GQWZOcRPLyCUa6esrZfuxbfbkuj3Gg0fY75Qmjeec5wNrMNNoLzravfGS147tdbxt0/Cnn9nJDcw9H2N07W4PK71jNaH3aWMNA2c6P80Y724HbOdZoO/d/ze7s+TQ6p1A+mmEmY7nfQ+5Vb+vtyuPs78a5oMeVRvui4+pGa7uN89l1mvyih90XfLPPSxwXzyE7Hm133tFKlzr7LsA3dOzTx5rQVoxs5hDNwakIkOgFT0hotMEFVR2ae7/GnImkzuZ3JE6UfwDOBn5OYsY0EuiF/8KCIAiCIBs0ATJwpWFFJPKHIAiCYIUmQzmEiJyc3lWgv4jkjiA1JRnWseVR8lCWmQtFmjPlGZ8MgiAIgoyQocRgRSbyhyAIgmCFI1s5xB/TvwKcBSzKeW4+SVWmkymQci6LKNScyd25ltszazVaJ4MgCIJgmQjJFPugHDRc/tA6qkUEQRAEFSZDOYSqrgMgIq8BfVV1dintNbahYy6FmjO5qOogVa1S1SqctVNBEARBUDaaAqvXuQWNRcPlD2sYr6ogCIIgKC8ZzCFU9SelDixABQwdc8ljzrRMtvrRZ4wevmyjO5ld7cct0FyQ8XZ/z0CxFIPIfHEo0civ0D6VYr6YD2//aseXyDVKnG1NkYoxrWwMPANGz2jRO0YXeMt/nfbyUfK5FQRB45CtKY0/OOqbP9AUqOvbt42z3cX+7qOXjGcs5nwuNNozh1lXusceOtxomxz0ptHeX3lLP/gLVnpzDWve6C0O6f3zsUYb2Mz/fTlq4Z1GW2Xu90ZrPsvue/EhZxltrGMG2bXdJDf2U+xttAmnbW60ETfsZrRX7vqFbbCrG4ZP2hU2yHTEFY8a7bkBOxjtyify/FafaCXXvHGlwXbDe6uNtLla88SxL23ohn52sHW/2+P2nYy2Ndbkru0j1rRvjV/5BqCe2eeZXGO0Hbq9bLTL3rWfndu+OcNoD7X4tRv7IB4y2hiqjNYbe/7LCKfBv7ph+PFc6xB//4Bj7IaXWOl7x/d0Zcdw/oE++7qxPePIz+hotLMvucpoezsvaDPGuXG8q+jNFs6zoucHOdRKLX/vm7ZuM9YaaQ7e0X4mvO+NXwyzBra3V51mg1znhnaHqU+mQnl2RnMIEdmXxMuoHXUmIaiq/0GsQ70HF0RkXeB8fIOl1mmHXiD5mdsQaCIirYD7gatFZBeSn/ibVfVfIvKoqj4GPFbfPgVBEARBWWhCZqY0Lo8UkUN0BXYVkcOBZ4DnROQGYCE2h7C290EQBEGQNTKYQ4jIpcDvSfyNppL8zhZNvQYX6mGwdCnwAXAvsAYwTFWHi8hKJIMJ/nBdEARBEGSRjF51WB6IHCIIgiD4QZPNHOIo4EhVtTV4i6AUz4XhqnptHa0n8EbNA1WtKc46gKTi7vUkicIb6fMLgG9FxC9ImoOIHC8io0Vk9Bd2VlgQBEEQlI+axCD3FhRD2XKI3PyB/33RUP0PgiAIgvqRzRxiFXDWSRVJKYMLxRgsXaGqx6jqP4H3arZJrzqspqrLnHaRa8jUtk0JvQ6CIAiCUmkCNK9zKwAR2V1EPhCRD0XkD87z14jI2PT2HxGZk/PcwpznnmqYF1IxypZD1DJ0XDMMHYMgCIIKU88copG5Azio1EYa1NCxQIOlwSSeC31JakpelupbiMit6f0LVPXzfHGmvmMNAj3TvXwUbmLo7OsYf5RsgNgIJpGF9sndzjFVxDGfoVe1G7vQOB7VngFiHko97oVSqMlkof3xzCDzUa7XGARBkdRjSmN6hf0m4BfAp8AbIvKUqr5Xs42qnpmz/WnAFjlNfKeq1uVqBaEsOcR04MY62khnOuQT/lWMzkw22uOOw9mohX2MdshBQ4z2wDNHG23laf9zY39/8ZpWfMLZ0AxZwd0cYbQBd9zgxnnoGJtbbtviVaN928JW7vKM/DwTTM9oDmAHrOnfsBusOeZlzov8Vb9HjPbiSnu5cd5nU6N9xRpG6zBgotF+x59sg9b3MeF1mz/MmuQkl/dWW+1wq7090mpXDj7VDT1gitNPLjdK93kf2c0+ttJ+PO7GmcnaRvs7OxltOu2Ndk7P822Djrdlv3YPu7GH7HqI0Y4e/4Dd8BtnZ+v7mP+a7XZWerrPzkbb65cvGm3lK532nLX2B/Z60g3dfS37/qzGt0breZM9Vz3vxt1u9Zws/T5NbWqNI9cc8Ind0H5EWXmYH4YJVlpjG2sW+osHrHmj97+Ieoa81lcWAPH6dJO/baOTkWURIpJ7hjYFficiPwfeAWo5+arq7wtps16DC6o61LufPv6/mvupYdNuwA0ikmvYNIfEsGkusK6I7ESy7vJ7YOzSBhaCIAiCoOLULzHYGvhQVScCiMiDJH4B7+XZ/hCov5W1iDQBUNVF6eMOwF7A++ksgIoQOUQQBEHwgyYjgwtA3fI3/wZWw9ZRcq48+zRaKcoiDZv+BFyqqu83Vn+CIAiCoMEQvCs9a4vI6JzHg1R1UM7jTlDr0vengL3EDYjIesD6QO6lsOZp+wuAy1XVu26dyzPAs8B1IrI6ye9xC2B1ETlGVe9exv4VI3KIIAiCYIXFzyHKjqr+pKHbLMVzoRAKNWy6AjhWRO4UkV96DeUaMtnJQEEQBEFQRprimTHNqFkWq/xxAAAgAElEQVTbn94GLaWFZXEw8GgdP4H1VLUKOBS4VkS6LaONKpYMTvwS+B9J7erjSEo+Zp0GySFqGTp+H4aOQRAEQYXxc4gVgkabuZCyNMOm0ZBcdVDVqaQrZERkOPCXujulSdoggI4iBU/NCIIgCIIGpwmwetF7TQE65zxeN9U8DgZOyRVUdUr6d6KIjCTxY3AWTC9mdZIlBAC7Ao+r6vci8iKVW2laDA2SQ+TmD7JGVeQPQRAEQWWpXw7RqKS/n95vpJIsQ/wQuEdVPSe+xTT24ILBM2wSkVYkSZIAf19WGx1/BNXDa2uFmu4ByHi7rcyuths6h+6CXo75omeAiNNeHty+TynM5NGPnY/C+1QKFziGhYW+P0W9jw1tbDi+2pXzxa9vm55RaBAEyxlNqM+UxjeAHiKyPsmgwsEksxBqISIbA62A13K0VsC3qjpPRNYmsRjzrMJy+S+wnYj8lcS74Fep3hocR7DlgJJziDVJFlvk0r3wElQtF4/VLGHE57sZbdET9jJUmxNmGG2vPa0JYVfPTQ+48QXrpbXzNU8b7cWrrInhSjgFNVq6YXjtJWtU99q6PzPaHt2swV+PRz412om/us1oP531Lzf2f1vbah6e0WLr2+Ya7fwTLjLai5N8Q8dNHJuTcWxmtD/zW6MN5SjbYF2T0BrOcPKHy62j3eZqTUU980Zut9qAA31jTs7I06c6PN7MGpLuf7p9b1/mp+7+VYw22gjsZ2LCB5sb7aKNnAlUjnki7dzQ3Om8FwduYt01ZzS1n/FmzDdax/NnuXFGtN7RaJdyrtGq+o8xWodfO2OktjlWzvPv2qZV9lyd0cz5znrd2XktKz3Bfm6cw5s/ZrSFOFV+u1hJnTnnC/IUCJ65lu3UhVhjz5u3cVwZd7XS71rbz/0kurqx+x7uODpar9vyUL8corGZAhwIzILFH+ytSHKG4SSeTWeIyC6qat13UxptcEFVh4rIuiIyCOgBfCcie5GYMS1KN2uS3vZX1T0BRGRvETlZVW92Gw6CIAiCSlMPMyZVXSAipwIjSCZFDlHVd0XkQmC0qtaUlzwYeFBVc0dbNwFuE5FFafTLc6tM5OHPwD3A18AnwD9S/ae4PuKZ4gXgfBE5C/gO+K+IvEKynKMlyTH4G3B0bv5A7ZkhQRAEQZA9smPomMtM4H7g1BwjaAGuB75W1UNF5BaSsjPeMCCQHUPHDUVku9S9+hDgpMbqVxAEQRCUTD3NmFR1GDCsjnZ+ncfVzn6vgnNpdemxbksNILsAz9ckCyRLKf5YTFvlJPKHIAiCYIUmI4aOdTga2C4nV0BVVURuIPktPge4GZyawTlkxdBxKHCkiLQnqeNt5hDlGjJ94ZSkDoIgCIKy0ZRkvWTuLWOIyJHAeFV9XFW/znnqeWBZZpCVplHyB74JQ8cgCIKgwmQzh1gZ2NDRN4LFa2TmsoyylI09uLA0MyZgsRnTFJKVQacAd3kNqeqgGgfutoUvjwyCIAiChqdmSmO2nZ7vxF11yxrpc1mmUfIHWtg1/UEQBEFQVuqRQ4jIEBGZLiLjc7TWIvK8iExI/7ZKdRGR60XkQxF5R0S2LKBX9wJDROQ0EdkmvZ0G3J4+B7ADOKY1OWTC0BF4DHgYuKju9FCPMe+sg3Q6vo5abTfM58Hdy9m2QAbimAiW0F6+/cWL41CM2aDXpm+KaPtTDIUeI/81OrHzvY8NTZ730TMALfg9X6qfahAE+dhE93H19+UpVy872ZzSWBfBv8LQBf+f90zTEPlD+3Wm0u/c2qbD37Kq2W4Lxrr7HzTvIaMNbW9N5b49djWj3TB2gNHm9rAxmt/uhmbkOGuq+Ld/7m2013e0xnnfYvuz9QEvuXH+dZ3jNveszTUWXmYd2975td1190ucOH5o1mthZ5as19EazV3v1Dr5zQPWJPK8kf/nx3ncxmm/64tGa+54N372cEejDdjqCjfOsJf7Gu3qKdbEcOxL9mLhlYNPtXE888bdq93Y7OLo/7ZSZyYb7atm1kTzBKwxJ8C2X9rj/uhaBxpt/kY2+HmjrrYNTneCWN9TAKoetmaSa974vdV2nGa0ib07GO2Z1tbMFHyj8jef2d5oj+5pX3e3R+4w2h4LnCAPuKFp0WKR1drZ87f6XiNxmNPeQTfa7zAA3rdSz14Tjab32O0+vHZdo/UYZc1dARb2sd8b3newa5LqfMN/6EzCe/KoQ9zYo+7s46j3uds2OvXLIYaSHJm7c7Q/AH9T1ctF5A/p4wHAHiSehz2APsAt6d+lcQYwg+SfsVapNpvEc+GS9PFIlmGc3KiGjt799LH5tlfVv+CUoAyCIAiCzNEENJuzFRCRcSSDCgq8JCK5qWxTYD3q+D5kicgfgiAIghWaeuQQqvoPEelaR94X2Cm9fxfJP/8DUv3u1Bj6dRFpKSLrqOpnS2l/AcnAQrWItEu16XW2sSNOdSjrzIXUcXKYqu6RPq5xdv4aOBa4UlVtXaUgCIIgyBCLmsK3LequLLRXmCpETS22XsAzJL+xNcwHJpFc8V+uiBwiCIIgWBHIk0OsnZow1zBIVQcto6n2OQMG04D26f1OUGta0qeplndwIZe6gwrFULbBhRz351fqOjur6pcislT/BxE5HkjXQnhLSIMgCIKgPKgI85vVndP4XUX6UhdVHQggIpOAh1R1bmV7VDql5BC5+cOaXSJ/CIIgCCpLnhxihqpW1bvNpLLDUs0Wl4aIrEUyc+HnQDvqeDOqartC2im358Jwkuka54vIh+RxdvZIR24GAYh0rPeBC4IgCIJSWUQTZx17NgYXalDVxQaHItISmyjMKnunSqNeOURu/tChKvKHIAiCoLI0YA7xec1yBxFZhyWuJVNIZvbVsC7LdrG7HfgJMASYyjKqQuSj3IMLX6rqlHRkJK+zcxAEQRBkmUU04TvPhCpDiMh6wK0k6zFXyX2KJGmwzlrZJnKIIAiCYLmnAXOIp4B+wOXp3ydz9FNF5EESI8cvl+a3kLIrsIeqvlpKh8peLSKllrOziOxFckC+E5GvVXVkQwSR2XkGXDwH/4Ld/+12XsUGvwpD4W26lFiVQqdYt1uP6k6FtedWhSgxdjGU0mYx749bkaPAChYyu9q25/Q73zEv6jwKghWIfFUhvCoSlaggsYgmzMt+uYg7gZbAMZRwFSKD1DuHmEUb7ufQWtqn79qSDb/u6Y9bbNvM5lxr8JXRZnxta2Z/0dsWMv8rttrDgac+ajSA8f/8sdFe2c5WF7uNE22b2Db/NcKpCgEwx9F2sZJXgeJHvZ19f+lo+eabeKtWtrFSf6+ixglWGoat1gBwUefLjPZti+ZGa36WXVH0DpsZbVQeE/aHx/Sz4q1WenawfS8GTPmT3fAMJ8gu1W5sXsij12EjPjBahxftG/Tezv5Y5My17JvWhplGm1drfDPh+41teys7xyfffyvtvNIS85wN/2ulDdrZChIbfGM1gDk9Whnt0j3t+b8/jxvNrZngrWa3RUgSujjamlYqpM4gwCrM95/w5rEtdDZzPrs9xjqvcpwfppMTaLs+zv+y3vv4nJX2PNx6E4+780du7DO5xminYStdlIP65BAi8gDJxYK1ReRT4AKSQYWHReQY4BOgpmbPMKAv8CHwLeDUvjHMxP8FKIqyDS6o6tC05ubw1IzpLzlmTOsD/yFJgsaUq09BEARBUB8WIX75rGyxNbCNqi73RXEjhwiCIAhWFOqTQ6iqX2Mz8Uiou62SzPArhguAC0SkXyleTZkxdEy3ORPoDbzs7B+GjkEQBEEmUJrwnXPlNmN8TH0qaWeQUnKI3PyhaZd8lweDIAiCoDxkNIf4DbARiY/DROD73CdVdetCGsmMoaOIdACqgOu9HcPQMQiCIMgKyZRGO803Y5wOXCYiJ6vqh5XuTANQrxwiN39YpWqzyB+CIAiCipLRHOKF9FYSmTB0FJFOJGtGTlFVZ4VPEARBEGSHRdm86oCIfEVtb4XmwAciMg9YkLutqjordzNN5BBBEATBck8WcwhVPach2pFkSUbjk05pnKGqT4vIL0nMmHqmz40hWS/5JXCLqr699LY66uIVEkEQBEFgGDimlHrRy2KDqlZ66eidammHyBONGrMQRMRxkPPJLVWZdRoqh4j8IQiCIFg6jZs/QKZziJWB3YBuwJ2q+j8R6UwyuP+/Qtooq6EjgIi0AXYH/i4ig4FrgaOB35L4kp4qIqeoah470yAIgiCoLIpkcUrjcjVgUAypoWMbERkEzAdeFZGeJHnMeOBrknKb71ewm0EQBEGwTLKYQ4hIV+B5oD2wGvBX4H/AWcCquDV5LJUwdDwI+JGqvp/qqwAPAIeq6jwRWQm3+EkQBEEQZIP6TmkUkd2B64CmwO2qenmd5/sDf2JJwdsbVfX29Ll+wHmpfvGyBhJExCtiBsmyibmq+kXRL6ACRP4QBEEQrEhkcVkESW7yT+A4ahcnfRy4o9BGKmHouEpNYgCgqvNFZKGqzksfL/B2jGoRQRAEQVZYRBO+LTIxEJGmwE3AL0jKn78hIk+p6nt1Nn1IVU+ts29rkjJRVSSDA2PSfWcvJeQkavsv1O3P/4A7gd/n++3NEJE/BEEQBCsE9ckhysD2wLaq+r2I5OqfAAWXWmrS0L1aBl8Cn4jIRjVCeuWhafoXEVlJ6rwiSNyeVbUqWYuSuTcjCIIg+AGhCPNZpdatALYGPlTVienSvweBfQsMuRvwvKrOSgcUnidZYrg0DiEZxDiPZEDjF+n9/5IsR6wGjgD+WGAfKknkD0EQBMEKQT1ziMamCcmsyrqsC3xVaCPlnrkAcBlwpYjMTePfAFwMDE5drlcGTiNZUxkEQT3RKQONJp0uKHnbhty3mDY9So1TCqUeX49Sjnkx+5dKKe/5Bdh9q6fY7Sr53hZCnqsOa4vI6JzHg9IyiDV0AibnPP4U6OM0f4CI/JTEpPBMVZ2cZ99Oy+jmSen+f8nRXhSRD4DTVXVHEZkODCSZFZF1Ss4f2m7VhING137fjmKo2e5ohrj7v/3SNlb0MqkZVlp5e+uF9VabLYz2Id3d2Jfyf0Y7gnuMthrfGm0cmxltAFe4cT5gI6NdwQCjncxNRmvPdKN564qHclTBsXfgZaMdyd1GW4V5RjuOwW6c3RhRUJ/e/GYrow1rsYfR8l2B7MszRnuMA422NaOM1n3eR0Z7vNn+Rutc62thCRvxgdHWkTPcbQ0rVVvt4Dzb7uVocxztdUc70dGudbTD88T29reHF2630sqT7Ofx+6v8AjrN/zDLaKut/p3Rmja1q7J2cSr7PTDiaKNtvpt3gHxm0sZoZ3OV0c775mKjfX1GW7fNHoOtD+5XrGG0aS9tYHf2Ch0f64bx39+1HW1dR7vc0Xpb6ZjLbnRDv8AuRvtEHnS3bWwyOnPheZLf0JPSxyoiLUjyg2cLbaSsho7pusltgZtJ1m9srKrfiUhfoC3whqr6Z0QQBEEQZIQkMVi1rjyjAZye/wo8kHoInEBSbnHnerbVBxjn6OOBH6f3X8NP4zJDjiF0f+AJYCpJDnFmmkM8BJwKDAsz6CAIgiDr5MkhKs3ZwEgReYekjPXdwIYksxaOKLSRci+LqOFI4HzgVwCqOgy4skJ9CYIgCIKiSKY0Nqt1K4ApQOecx+uyxLgxaVd1Zo2HAMn1tq0K3dfhE/y6i8eRLI2AZGDfXpbLNpFDBEEQBMst9cwhGrdPqv8FfgTcSnJhYwJwEbCFqk4rtJ1KLIuAZALMfSQuz3Zum0MYMgVBEARZoZ5TGt8AeojI+iQDAwcDh+ZuICLrqOpn6cN9WFJacQRwqYi0Sh/vCpyzjHhnAY+lswPfSLUqkvrVB6SPfww8XOwLqTBF5RC5+cPqXVo2bs+CIAiCYBlkdFkEqvo1yQqDelOJwYU2QAfgRmBDEdlQVf+zrJ3SdauDAEQ65nW/DoIgCILGJikjVdyURlVdICKnkgwUNAWGqOq7InIhMFpVnwJ+IyL7AAtIZhT0T/edJSIXsWSQ4EJVXeqMA1V9RkQ2JFk/WbOY/Sng1vQKBapaUhJRAYrOIXLzh3ZV60b+EARBEFSU+uQQjUF68aEg0lmCy6QSgwvXAJ3SdZI/Ao4RkSeA3wKtROQzVX2sAv0KguUWzySvGEO8UszzvH1LNXkspT+FmieWSqmvx+tnoX2vzmPj1xjmmg2NZ964PLKIJsyrxzTG9Md5WB3t/Jz755BnRoKqDoE8ToP54/03X3vLKSXlEG35ghO5rZbW86mJZrtj93Ec4IC/7vi50WY45mreFFfPmLDnAzZ2zx5WA5hatY7RTpp+l93Q+hryYudJRutw75dunA67/stoL7QbbbRdvnnRaM2tL6HLwp399PM/bGi0nzuGeBs87szQtV6SHHmCNbwE2IF/GG0OrYzW/EK77y/PGm5F/1DCc1ba75QnjNb2ka/thh9baf/THzfaV82s6R5AhxfzdaoOK1VbbYGjHetowJY7vmK0j+ZZU9Ive3cw2l59HjHa0yv9ymhr7eLPyP7ycNsm2zsb2tOXTdvUrQAMbz/rGLYCc0+0x3jTtez+U51qfT/j70Z7qPdBRtsf+94CrOoYtE6utUIuwTMpfaiFjfPagb6FTxVjjOaZpN61ruOiOc0U6YHV3TCJ409dnLpHTTb+xmiLnm1hN+xlpaZYY02AyZ/b41Yp6ptDNAJPF7id4leSMFRicOFIYBMRqTF0HCAifwA+A74HxzI3CIIgCDJERs2YEJEtgbGquii9nxdVfbNM3WpIIocIgiAIlmsylEM0eCcq5bmQa8Z0t6peDiAi+wM/A6e2UhAEQRBkhBozpgwymmTZwPT0vgLOZaXCr0JkkMghgiAIguWWrOQQOQbSDUZmDB1FZHXg1/jO1mHoGARBEGSGrJoxAesDX+TcXxEpKofIzR/W6VKptCcIgiAIEjKcQ5RMJgwdgWnATcDvVfUrb6cwdAyCIAiyQlbMmOqiqp9491cgis4hcvOHnlXNIn8IgiAIKkpWc4iGIBOGjkAPYGXgXBF5WFWtS1B9GF/t673y6EGwnDKQbJn2VdJEMGsGhvloDNPKcr12me38f+aYNGkrOxu/UHPLrKNIVsyYloqIbAacQFJ+8mhV/UxE9gM+UdW3Ktu7elFSDvExG3AYd9bSDt3nPrPdgIE3+A0caKW2Pf9rtC/u62K08S/82Gh973zGaJdyrhv6tX9aI7ZrtjvTaO0dZ8OzucpoEw5f140zn1WMttBJF+e0sLNIx+28mbOvXX3zOPu7se/+8gijzZ1jzfSu3v90d/+6nHWdXwzl5dO3Mpr3uu+94gCjbcQHRrup3clunM49Jhvtb+xitDV+Za+r7ecY/L3MT412Qh2D0hre27nAVU8HO9qx1VbbydGAN0dbvXl3p5CN9bHk6Wpr3rjB8HeNNvGPPd3YXO5oOzma89/OodjPfce3prphPDPWj+hmNO9z9hHW3HKX9takdBR93NgvzLTny/e3rmm0r861n5OP6Wob3H2kG2cXtX36YHGRoSU0X3u20Y46aKjRbpn0WzcOjgcnk6y06AXHvNGGcdkUa7YJcGD7R41WqTrMy0sOUR/KOrigqkPJOTVU9R3gnXL2IQiCIAhKJUNmTHkRkV1JSk8OB3ZmiXFTN5ISl/tVpmf1I3KIIAiCYEVgecgh6kuTUhsQkf4ispeIbCkin4jIqqk+VESuS+9vJiJzRaSLiDwsIk1EpLuI3CQiq4jI9SJyY/r46FL7FARBEASNSTKlcbVatwxyEfBbVd0fmJ+jjwS2rkiPcoj8IQiCIPghksUcQkSGiYiZkiYia4jIMG8fj4acuVDLvTnVmqfJwmHAs8AskhrdvwM2B04EjgOGq+pwABFx+xSGjkEQBEFWUBXmzbfTqDNGL8BLCGYBrcvcl6VRtvxh5S7enNwgCIIgKB8ZzSF2A3etRnPgF4U2UvLMhRxq3Jv3ztH+AhwKtADmAKjqs0BP4EFV/V96/430asS1JCZNBlUdpKpVqlpFBkZ3giAIgh8uixY24buvV6t1yyCzgE6OviXwaZn7sjTKlj+s1LZlI76MIAiCIFg29ckhRGSSiIwTkbEiMjrVWovI8yIyIf3bqti+iMimIrIpSdnqDWsep7fNSJZR+oYkDg01uOC5NwP8k+RqwZN1tp+Y3gDeBX6sqotU9QySJCMIgiAIMosuasL8r1erdcsg9wN/EpF1AQVWEpEdgatYMkOg0kT+EARBEPygKCGH+Jmq9k4utgPwB+BvqtoD+Fv6uFjGA+NI8oSX0vs1t7dJllheVmhjDbUswnNvrmF7Vf1eRA7Ps+9g4CoR2QtYAIxuoD7lrQqhx1pncrl9+XCYDwIPz22/GFf+QrcteDunmsAFvWzlAIDqKa5cUJuFViOAwisSFNP3QvFeY7V3Pdlh4HjbH5ld7W6rUwrrp1vtwfm+zH++FBQGCnxvCz0WgF8FqBIVgBYJzK1EwaWiOI/EAPETkisS76V/7wcuqVy3alHW/OG7b1rw9qhtamnd+3xoNzw8T8XK7tZh/ouhTve8U8MpzvCrLx8x2tprzXRDN+9lHfgnfLKp0aZ3aG+0/V4ZYbTzfv5/bpwu2AoHk+lstN/xJ6PdO+o42+AMJ8itbmg8c/vVL//CaA9xkNE+Zn2jbXC6rTwAsMNtY6xojeTZ/PnXjTaTNkab+nlHN85d7fsZbW3s+/sWvZ04dqysyjnFt/3yX27smWt5S4h3tdJeVtpyx1eM5lWFSDpl9blXOdtWWclj4ihbGWL1P9hzAODrA9taseX3BcUZ8IytCNNvz1vcbZsxz2gznPPAOy+fHHGIbdCprsSzbuhkcVtdzp5rpHHYSi3fzbP/sLZe0MMNc8x191txpJU6PD7RaLd9foLd0DmvAO7oeajR5mBnlHnVM9o4n53V+NZoh+K8FmBvnjLawzh9LwcNl0Psy5IaKXeRvGsDimxjE5bkCDtQ+1t7PvCZqtqTLg8lv6p87s0i0p/EnfoXIiJp56pE5GNgPeBEEWkOnKuqvxGRe4F3VdUrLBMEQRAE2WER8HWlO+EjIj8D/qmq84HDROSPJEshmgBvqeqEinYwZWnVH9IcYpaI/ILkSP9ZRO4H7gSqReQbknWg56rq52kOMa2sLyAIgiAI6oOfQ6xds9whZZCqDsp5rMBzIqLAbelz7VX1s/T5aYAdXV4GqvoBgIisqqp2JK1IGvuyy/rAsByzpVWAQcDZqjojHXRYSUTWAT4HNhMRUVVzySAMHYMgCILMkOHBBZKpkXNF5DXgxfT2uKourGy3iqZBcoha+UOHLuXsfxAEQRBY/BxiRs5yB4/tVXWKiLQDnheRf+c+qaqaDjzUlwEi8pmqDs4VReQ4kkGMiwtppCENHT1OB96oeZBeRVlNVWekj1VVvwf6AQ8ArwE/8xoKQ8cgCIIgMywC5ta5ZYceJL+/04CTSfwL5ojIcBH5nYhUpf+YZ50GySFq5Q8tnWnUQRAEQVBO6pFDqOqU9O904HGSktKfpwPspH+nl9CrY/AX7bwDHFtoI409uHAdsFXNg/Sqw7ci0iZHWxn4JUmnf0ySJARBEARBdqm56pB7ywiq+pGqDlbVw1S1E7Ap8HvgS+AsYBQ4i1ezR+QQQRAEwYpHkTmEiLQQkTVq7pMYqIwHnmLJ714/rAlyMbTHX174BYnxckE09rKIj4G9RWRvoCnwIFANXC0iXwOrkJSfelxVLwMQkftEpJWqzm6sTnnmjdrLMaUbHyaPwfJLoYaMgGuS55n2FWre6Bot4sceWKCZn2dW6BoTUl1Yg3n3d1p0jAnzHkuHgZ4Bozc27OGZFXqmhhTTp0Lb9A0dCz23SjEAzWvIW8S51agspF4DCiKyO8k/zU2B2+v6DInIb0n+UV5A8oN+tKp+kj63kMS9GeC/qrpPITFV9d8iMoukNOWXwMHA6sX3vuw0fA6hJEe2VpCuZrMO3T52d592lWPe2P95q7W0JcG3nG1N8pox32hHcacb+/gX7jHaSQf82Wiesdsrr9u88Paf+xeipo3ZwIqeG9aBVnrioN2Mdg9HGK3pnv4KHc+wrQ+jjNZv+sNGe7rdzkY7nevdOM0PtuaYc2e0NtrljvH6Hs+MNFqPPd9243xEN6O9wC5GO5NrjPb3xR5tSxiBPb6PruW8EfjHMimwUoc5VvpoXnejNe9ujxnkMW8829FaWm3z2YUZZp6W530c8Io1ZTz8lKFGG7NkjHIx79+4pdHu6n6SG8f9vb7W0Zy34p7TrXjzbicbreNZfqW/dZwKgBvxH6Od8OUdRhu2ljXwPHrhEDcO+zlGmHNXNtIlnGe0Yx60BoodTrfGjwDvYU1ovXP9bK4y2mPOAX7my75Ge3yt/d3YHd1qiv90t210is8h2gOPp5MOVwLuV9VnReQN4GEROYbEvPnXJfRqMrAtyW9vLttRRCnKRhtcUNWhqSHTc8AvSA7jYSQu1ReQJAjfAEcA54rIv0imP64BrAo02uBCEARBEJREzZTGIhCRpsBNJL+JnwJviMhTqvpezmZvAVWq+q2InARcCYstyL9TVWsr78dqQ+Ig/TMSc+UNgDEkZaZ+Ddj/dLOJkrhYN03/anqDZPblv1lSbrMzcGJjXpwIgiAIgpIpModQ1YnA5o4+E/h5A/XqDuBaEWlC4tVE2vbV+MNpLuWoo1WQIRPJVZhTRORQ4CfAY2XoWxAEQRAUT/0MHbcGPkyTBETkQZIyUosHF1T17znbvw7kK8OYFxF5h8R3YTTJYMLpJNUjbM2ubBP5QxAEQbDikU1T6CtIZkjczpIxgoXAzcClhTZSjsGF00kSKiAxZBKRWoZMwPci0llErkv79Pu6jUS1iCAIgiAz1K+MVCeSaYc1fApOMe8lHAMMz3ncPG1/AXC5qj6RZ7/uJLP/PgYmAh8thwML0Bj5Q/uoFhEEQRBUmAwOLqS/qR8PybQAACAASURBVGeKyIVAr1QeX+xswHIMLtQYMo2A2oZM6VSOGkOmyap6er5G0gRtULJ9x1LKbARBEARBafhTGpdVRqpgRORwoArYMUdeLy1DtQHwooiMU9WPnN3XIhm0+BnJzIebRGQ6ySyGkcDImtkTGafh84eNqyJ/CIIgCCpLPZZWlot0MOHl+u5fjsGFQgyZ/liGfiwVz7zxHrUOLkdIL6MFQaUpxlzQxTHPK9wQ0u7bGAZ7hcbOa3bomCpe0KvAanyOoWNRhpl5zAnrTUO3l6fNir6PRe1fAep31WEKiS9ADevinF0isgtwLrCjqs6r0XPKUE0UkZHAFoAZXEjLM76S3i4SkWYkywV2InGTvklEPlfVrkW/gvLS8PmDYhK6hU4qNO0hx9QQcLwfoYM1b2Tap0Z68xM7SeWY9W4z2gds5Md+wUqTD+hstM9pZ7T1zv230boyyY9jve+Y1tsej14HvWG0zrUm5iT0ZqzR5tDSDT2VjkYb7XRo73ZPGc17Hyc+1tONc8wBNxrtoTMOMtoCmhpt8z2tCeG3rOrGcc01P7KGjjt0s3n8dNobbcIHZsk18zey7y3APFZxVMfQ0b4cvuztGMPnmyflDac65o3MsdrbH9nv8x7d3jHaq2zrx3bCjDxlJ6N9OqaH0Zqf55h6TrOmnoD/uXde9+rHfmG0tZlhNM9YsF2eCoJzaGW0l9nBaHuvZT8Tk7HfD7PO8120973sARvn7J8azTPA9cwgp73rf4fe1/NQu+1ddtsn+tlx8xfm2c/O3GvtezbpxGZu7EnuG1khQ8cMzlwAEJFtSUyfu0DtLxFVte6ZDo1WijI1c5xFYlwFSQcfAiaRGDp+DTQnSQz+SlKn8ykRz6M+CIIgCDJEjdNzcaUo3wB6iMj66VX4g0nKSC1GRLYAbgP2SWtZ1+it0kECRGRtEvfmXCPIpbEo51ZjkGizzmxSM9Mgn6EjQBcRuSlyiCAIgmC5oH45RKOS+haNJMkP9gDmkwytbYt7mc2nsWcuFGvGdAjJWGDBLyAIgiAIyo5zBXyZu6guEJFTSab5NwWGqOq76frG0ar6FPAnkjKRj6Qlp2pKTm4C3CYii0j+qb68TpWJxYjISiReBT9Lbz8hqcL0CfB3Ekfov3v7ZozIIYIgCIIVj3rkEGXgHOB0Vb1FRL4Cfksyg/A24PNCG2nswYVizJgGAT0BW5SVMHQMgiAIMkTxNaoBUNVhwLA62vk59+28z0R/FZw51j5zSAYTPiMZRDgNeFFVJxXf44rSIDlErfyhXRg6BkEQBBWmnjlEI7MBS0yk5wMtVFVF5BqS0pQFLUNstGURKTVmTEBtM6YcrcaM6XjgAfI4Z6vqIFWtSsyyVmvkbgdBEATBUqhZL5mhKY05/BbYWFXXVdUjVHXIcjiwAA2UQ9TKH1q2LUO3gyAIgmApZDOHmA2skd6fAmya3l8LaFFoI409c6FYM6bBwCMkoyMVxzNvPEnXNNot8r9ydCcI8uKZCxZDdaGrlD2zxBLNBQvtu9fHgZ7hYBH98fYv9Vh6eG0Wesyri5jgXS6zw0LNLBv8vS0idqOTbafnQcvearmgwXMIWXUhK/Wu/Zu9A/8w2709chu/gbWt9JPPbLjXPrGGa3S1jowL1BoGXn3deX7ss22hi6ev+JXd7kC73Q3djjOa97oBNvpmgtFePfcnRtuMcUbb2Tn0nnndcy/t68bmDEdzMtUbbzUVR2FtayqXL2Ffx+nT1i1GGe0kbjXaddjCJKdgDSIBulm/VY7vdr3RLnv3QqOd0/N8o1200dlGO2/U1W7s7ze22ire9+qJVtqrzyNGe7raOdfysPls6xLpmTfS3X6ft9ftjPbkcYf4gZzD/ulR1rwRZz7Y5VudY7TOa1lDUoCdnFVkr25lTSa9z8T2jmHgqtjKwBNGWLNOwPc7th6pPPx0Pyt6/+U198Nsyvt296YLjXbxJ/Y9u2G9k4x22ge3u3F2S4r/1OK7fvai8cOP2dezxwF/MVq7C+xs/aETTnZjf9Fjdbs/Z7nbNjrZzCFeAXYGxgGPAdeJyE7AbhTxv3mjDS6o6tDU1PE5ElPHhcBhwP0kho7VwDfAJcApInIJycjIFBHZWFV9+9sgCIIgqDQZdXpeAakxoFyaoeMHInJjuo3zX2cQBEEQZIhs5hC/gcWlby5O/25HspSz4Ks45ShFWaghUxWwh6ouKkOfgiAIgqD+LAK+q3QnVngifwiCIAhWPDKWQ6RG0HuRekKp6kKgXlN5G9tzARJDpsXFkFV1PlDLkCmtyX0NcKuIDPZKSYnI8SIyWkRG40wnCoIgCIKysYhk7l3uLWhoGjx/0Jkzy9X3IAiCIPDJWA6hqgtIFho1K7WtcgwuFGTIpKrPpoZMdwDH1m0kDB2DIAiCzJDBGtUrIA2eP0ibNnWfDoIgCILyks0c4l9AHvOPwinHsoiCDJlE5FKScZu1Sep8ZxLfvHFVR8vQXJfgB4nMtqZeec0OHaPGgbPtZtpKbJzCl2G5FGoE6BkbDnSMABvDkNGjVBPBYowaC8Yz3PRwzoNKGiXmM2/MNBmb0riC0uD5wyYrvcfDbbaopfV8YKLZbrdbrOkYwL6fP2W0NfjKaIesd4/d2flKHvqxNR4beohvRvZSu62NtumA94zWdqrNUgc6VhSb32aNGwFwjAC/3dHmOU1ZYLSLsWaU3fnQaOfu6M9AXfiWTUsHcLnROmON99b7+Aujvd3PMfcD7uFIo31Ed6NNHrah0Sb27WC0z6Z3c+NwrqP1tdJt3zhOloOdfa3XIUz3Q69svSh9rrXS0ytZ88YNhr/r7j5xVE+jzcQO4vXo9o7RPPPGV8QaIPKpY5AKNF/dnkdzO7S2G1ovVc546TYnjhuGAw6712hdmWQ0zwB06ucdjbaol2O8P9Z39/vJa68WFHsjPjBa9UtX2PYu8H35LnvImopS5Xxp3WvzwNPmOOaNT7th+M+EjYzWB2umuvkB1hR0+N9+abRdf/6k0TzjRoAR7OZ3qhJkM4e4keT3tSMwhjrzKVTV/uA4NOrMBVUdCrQG/k1SO1OAVsBOQDuSwY3Jqvp5qq2SPn6rMfsVBEEQBCWzoM4taDAifwiCIAhWaLKXQzwMdANuBkaRVI0YB4xP/xZEOWYu1HCzqj4NkFaRWPw45S1VdQriBEEQBEHWUMApfRc0BpE/BEEQBCsQmcwhNmmIRso5uHCyiOwF3FLn8buqegOwhYjcCoxVVTOvSESOB45PHq1Vnh4HQRAEgUs25zSuoDRY/rBOl3KmPUEQBEHgkZ0cQkSGAKerql1bUw8qNXNhC4q88qCqg0hKUCHS0VkEFARBEATlYiHgefAEjUCD5Q89q5pF/hAEQRBUmEzlEP2AP4BjIFQPKjmEX3PlYbaqnlPBfjQA2Rh5Cn64+MZ71QXv7xk1Fh5n+aXQ11OqSWShppWF7psPnVLg+1iggWK+Phbap8Y4X7JzDi6igX6Hg+Kpd/4wn2Z8TNdaWs8NrKHjVfzO3b9j+6lGOwJr3jiW3ka7+iZrdnh/32OMdnK7q93Ym2K9tB7iIKPt1tGaUV4w9UrbYD53ilestFdzxwTuESt9dJU1NvT6/RVruKFffGwvoz29zd5G277Ty0Y7cv27jfZPtnXjXI49bTZzlhS/0ndLG/uBN4325iH+bOItj33faHN72e0eavFro/Vr97DdsJ0TxHkfgMIz/MOttNYu04w28Y/WuBFg9T9YI83TuN5orzrvxZPHHWIb9Mwb17WmngBz/11txZ0cz7ntNzXS3y6y/XkPux3AqVPvMNr3jifjVfP+aLSWLT8z2lfj7b5NV1roxn7tup2tdqOzof16cdPA1y627QEMOuwIV6/L8Q/a77tB79t9j2/umNoCk+lsNM+g8u1Vt7E7j7bSOtjv5LZD/dIL+xxhDXnB+UCWhUzlEIUljwXS6IMLqSmTpw2tox3Y2H0JgiAIgoYhO1MaV1QifwiCIAhWTDKXQzTYrL6KLj5MjZlmAbuQVK4QYIyqDqlkv4IgCIJg6WRqSuMPjsgfgiAIguWXzOUQ00SWPoFBVZsW0lAWnI3WB4ar6nAAEXH7FIaOQRAEQXbI1JTGHypF5w9tuzQrX++CIAiCwCVzOcTxwJyGaCgLgwunA1uLSBPgz0BzwBgzhaFjEARBkB0WAd8WvZeI7A5cBzQFblfVy+s83wy4G9gKmAkcpKqT0ufOAY4hueTxG1W1i+t/WBSdP/SoWjPyhyAIgqDCFJ9DLCt/KJG/qur0hmioSUM0UiLXAT9W1UWqegawdqU7FARBEARLZyHJVYfc29IRkabATcAewKbAISJS10HsGBKjwu7ANcAV6b6bAgcDPYHdgZvT9n7IRP4QBEEQLIcUl0MUmD/UlwYddBfVyg3i11kz2RRYAHy2rJGYZObC8Y3fwSAIggxSahWHHwYDx6hqVWO1LtJZ4cw66llLjSkiPwGqVXW39PE5AKp6Wc42I9JtXkun+U8D2pKUiVq8be52Dfiylhvqmz+sWrWJdh9du6rAQTxktvvjk1f5DfRycqbRzjrVZ519+1tp+I47Ge0f/NQNfdkzFxrt8D0HG20hdszJq9jgVUcA+Ahb8eEmTjHaxZxrtJ9iqzjUrc4B8HKe1/gytlLAKswz2p/4vdFm0sZoP3lmrBvniT13M9r9HGq087HHfDT2Iz6ardw4HbGVAu7BOut752BnJhvtTo4yWpVnoQ+0w16E/D9xlhWvW201p4IE+T5Z3iF2Ko64BaycqgfNd59ltLnTWvuxN3YavdHRRlppr0dsmY2n3/2VG2a9nv822uTPbdWDvdvbagTeezvUeR+78ZEb2/s8jl5oz8EhTY822p3Ol86TcrAb5zy1n+f3neoZ3ud5Dq2MNvEcv7qIO2feO18udjTve/UFK23+2utu6Lc/6mPF7l4+1bj5AxSfQxSSP9S/L7II6NBQMxfKtiwiTQRWByap6tMisjHQVVWHikhXklogTYDZ5epTEARBENSPT0fAWXWvlDcXkdxMf1A6Jb+GTlDrP4ZPgbrZzuJtVHWBiHwJtEn11+vs26mEF7BcUTeHIDkWB6vqb0TkNyQ5xHoicoKq3lbBrgZBEATBMig6hygkf6gXqtqgKxkq7rkgIr2Ajqp6fPp4lTzbhaFjEARBkAlUdfdK9yEoLIfIzR9W7tKhvB0MgiAIgjqsyDlEJQYXThaRvYCWwL9J1o0sHqVR1fneTmHoGARBECznTAFy59Kum2reNp+myyLWIjF2LGTfHwJF5xC5+cOqVZtE/hAEQRAsbyw3OUAlDB1vVtUTWbL66j1gy5on881cCIIgCILlnDeAHiKyfvpbdzBQd5HuU0C/9P6BwIuamCM9BRwsIs1EZH2gB/CvMvU7S0QOEQRBEPzQKCR/yAQVXxahquNFZLqI3EZiyPQ26RWGIAgK4wJ8g7+6VDfCGGe1s+p74Hjn4mCvand/z5zQMyb0XuNA7Hb5zA49ZHZhFzG1lWPY5rWXx1Cx0PfHw3vP8vZ7vKN5x328oznke92FGke675lzblzQy8bx3lvA73uecytrpB4KpwIjSEwIh6jquyJyITBaVZ8C7gDuEZEPSQwLD073fVdEHib5Z3oBcIqqLqzIC8kQxeYQ7ZnOmVxTSzt66gNmu/v3teZ+AJO/sSZuJx90s9HGHtTbaM9dt6/RdtvsJaONaG3NBgHO2NP6di1wzBv7OGNOu2Grlra97ms3jkf/0+80Wuuhc412b/8DjOYZDr7Ktm6c4aN+aeNU2S/BK5oOMJr3Gnfd80k3jmdwuZXTT+/49hv1sNG69pnkxtlxsn0v+nZ+xmhjHJPIo8fb8/LATR412po3fu/Gdnww+T/ve/VAZ9/tHW0nPwwtbfzDTxlqtJGn2AY+PaqH0eZ2cMwbd7LvF+CbN57qaI6b5D7O/2Ute85xw/yG6422sL09N1Z1Sgv+CmscOeGjHxmtddepbuxZTztJ1q1W2u9251w/tbnVjnXDsBrfGa2349b52A7W7fOMl+1307Wv5DF0dIxB17vIGmZ+IhvbDa+1Uo/X3jba2Mk/cUM/3W1no+3tmMhmkXz5Q4W75VK2wQVVHVpH2gaYISJ7qeq1IrIl8Dhwdrn6FARBEATlRFWHAcPqaOfn3J8LuJblqnoJcEmjdjCj5OYQOeaONf8N/oPEdntjVbUZchAEQRAs53j5QxapxLKIfBwJnE+epCoIgiAIgsAh8ocgCIIgyACZGFwQkebA2sB9wN55tjleREYnJTrstKMgCIIgCH5YFJs/fP2FncofBEEQBEHDkInBBeAAoANwI7ChiGxYdwNVHaSqVapaBauVvYNBEARBEGSOovKH1ds6a5CDIAiCIGgQKm7omHIAsLeqficiPwKOAaxbTxAELnnN7+pQncdY0DVlLNAs0TMcHNipuqD+5KNQ80YP77VA4WaWhZo3FoMXu9Bjnu89K4XGeI0ejXFueH2XAs+NYIWkqPxBUJqybB/MNsx09akrdTTaODYz2od0tzvv5PTnG6tt3XqUG/tlfmq0zXjHaO353GiT6Gq0tu08B1igi5U8A8a9er1oNM8osZ3Tn+586IbeoI/1J/MMIffmr0bzjsVDHOTG+ZZVjTaTtY32o1kT7M7W05M1+MqNgzNR5jvnAplnnIdzbsxo2sZoa+44zY/9X1823O5o9pAX9R/DGLYy2qdjrHkjuzg7v+Bo22/qBxrpidUFaaMdE837P/eNXDu2t2aLqzmzqL3vlu58ZLQJMzY3WtduH7ux2ctKs1ayCcS+nR432pO7H2J3ftYPM9k5sRc6hqbeV9sIHBPaV+znHoBH2xvpkwWOeeM2zr6OkeWE7vZYPr+n50gKT7C/o85wtw3qT1YGF54CHhGRmcC7qhoDC0EQBEEQGFR1aGrq2BUYAhwkIgcCM4FMumcHQRAEwQ+BrCyLALhVVfsBfSrdkSAIgiAIlisihwiCIAiCCpOVmQsAx4nIvsBd3pMicjxwfPJorfL1KgiCIAiCrJM3h8jNH9p0Cc+mIAiCIGgssjS4MFhVn873pKoOAgYBiHTUsvUqCIIgCIKskzeHyM0f1q9qHflDEARBEDQSolqZ39l0veTqwCSSMlIzlja4UHvfjrp4EkMQBCXjGTV6SKfyGOc1Rn8KbbPUOIWStddYDDLb+d3oVV2W2Ix34rixB45JqgsFKyL1zSHWqeqoR40+tpa2P9YIbQ4t3f13fellKzrehG2PsW56AznfidPKaOd8fK0b+8r1TzXaQTxktOlYw7StzxxntJuv6e/G+Q8bGe1RDjTanG/sMbqlxUlG88wgPfM4gF0cN7/Tpw6yGzo+i3OdT/sHLRwTQaD3ff+x4lAr6RBrINum46dGu7HpKW6cQx5/0ra5o91ORjg7O69nSo/WRpvHKm7sDaZao0fv92TlGb812qZtrDHnodznxhnwzA1WHGml5ufNMtrla51jtDNeus1of9vRnkMA13Cm0fbhKaN55o2DZLZtcNK5bpwmzecbbdGMFnbDs6100vA/G+2WUfaYb9nnFTf2YdxvtAN41GjrffyF0f6y/h5Gy/fddkwPG8fzOrx5dn+jndx2qNG2/MJ/PXfTzwljzVSr5llX0TubHWU0z5zVM9EEWIV5RttbdnC2jPyhFMrmuSAi/UXkVBGpscS9D/hdev8fwP4iYj8tQRAEQRD8YKmbP4jIysBAkoGF94AdgP4V62AQBEEQBEBlDB0/EJFtSYqrvAagqhNV9ZgK9CUIgiAIguWDyB+CIAiCIMNUwnPhUZK61KsBzxW6Uxg6BkEQBMEPmpLzhzW7RP4QBEEQBI1FJWYufJf+/RxYVOhOqjpIVauSNTDh9hwEQRAEPzBKzh9Waxv5QxAEQRA0FpWqFvF7QIEjAUSkDXAJsIWInKOql1WoX0Gw4uAZ3+VBZhe47XhHc8z0ijEW/H/2zjzerun8/+9HRBAkgkRTYowp8TWlpUVpDWkNVVPVVJSYfbWl1RqvuVpaLTWrmEXNNZQvLTVVxfQTVGNsTEGIWUQ8vz/2vnJynufEuTnn3pt77+f9euV1cz53rf2svffa+zx37bU/KzOYSg0DU2LsmiW/HLWjxzUQp25jwZy6jRqTOL5gNBmD/LhlZes9vkcNz+Nk/aBug8p629hB5qGiy9FQ/jCIifyE382gLXL5+6Hcv7dfIq3/4/Xi5q9Yb7ugDWFC0Fbj0aCtdd5jMUhiVgiw0knRZG+J0dHEbYkBUcvMG/e5N135m3+uvUrQMkO8I/seE7SNDosmbjsNvTpoU7dMQ/PJ3Mkzr78lBS+I0txzR23+m95L4zy643JBG71jNIvjK1F68MF4LJa+LZonAnBvlGztpNxfEu2BKA0+Mpoi3jTgW2nopT+o0aYqpp68QNAe++taMfYjr6T1d9n0zKBduGw09vz4tWhGuXi/eJ0Q/TJ5kpXS2Dc+sW3Q+g+bHLTLJu4QK7+QGGEueXwa57Nvt0Tx8KTg8CgdRtzmo2uuGrRff25DNyOZOeE0esWCyVyuXntNC9pFxa0zsNn4P8f6fBq0Z1k2Vl4/Sg+PWSeNM3ydJ4I2X/94nR7XNx7gH18azT4zhu6Y3FeB8bfGe1tb8khRHx02uODuoxO5Utu7Y1oihBBCiK6C8gchhBCia9BhgwsVy0Z9G5gEPOHuvzaz44ABFK9o3E4x7neVu2fPSIUQQgjRg1D+IIQQQnQNOuO1iLPc/UYzu9rMNgVedvfDAcxsLtJJRTJ0FEIIIXo4DecPiw2p8aqPEEIIIRqmMwwdR5nZucCFwDDgwdZfuPsntSrJ0FEIIYTo0TScPyy0iAYXhBBCiPaiM2YunOvuNwKY2TRgDWBs+TlxVxFCCCGEUP4ghBBCzM501moRALj7TWZ2gpmdUUp3dGZ7hBBdi2yFgmxVCICjaWD1gTasvCGaw1Hkq08cLWdnwaznD1Pow7MsM4O2yAbRWbwX0WUdYJnEuf21B5aOBdeM0hrvJA7mSVXuSkPzAktFcVJScGiUMrf9bFUIgOM5LGj3nL1R0M7bK64esNHYuFpE1p7eySoKAL0/SFYY/WeUxicrSAyNBvx8Qp80zrQk/Z2LZPJLXEiEO9gwaEsPuSSNk/WDBwfGt3e+8nFiE5KsKnHrgPWCVuteOXnognmbqpj7F3EFio/3nj9o63J3Wr8PU6KYuZ4sGaX1+XvQtt4xHsv9Xzk/jX3ysIOD9r/8IWiDB8W+evLEWDddFQLgr4n+UqL1j9KXz4vH94A9YhvXGf9wHjs7lh8n2ilR2mLxuITEA5sknZJ8ZYhXGRy0E985IoZeP67ssPV2+TUxH3FliIeS1WgOfP2coN2648ig3fLQVkEbf1J+b+vcv3p7Du1ymL/AfGklM9uM6eZLlwHbAMsB2wI3yYxJCCGE6JnMLIcws02YbuD4CXAGRQ6xdamvRp6OCyGEEKKdae8xnLaYL50APA1cAlxcvSEZOgohhBA9iqbkEJX5w6JDendIw4UQQoieSHsPLowysy2Ybr70+UQ2d//EbAZjpUMonkLEuUJF+XOAcwDMBnt7NVgIIYQQswVNySEq84cVR8yr/EEIIYRoJ9p7cKEt5ksn6XUIIYQQQpQohxBCCCG6EB1mbSHzxs5nCf9B0F60KzqhJaJDGN5Sf9nEsNAXjEu2ZWaJ9Rol2pcbMFRsA0ePa8ODyeQYZSaR9WJtMI3M4mTHKDsP9na+j1nZlDr7Rq1ze9TwpE117vtRJHXTc9ZSd+yGzDpFl6BZOcSrfCkYFq468JG66z/OylGMvnC8tmF0arzjqGjG9+G34tLaWy1wSxr75CTQDgddGrQ7+WbQLp7yw6A92me1NM4950fzRvaeGqQrl9wlaGO22jVoz+26aND6MzmNveBb0anOBsZyQ7NhpJ2idBFxvwHm5cOg3c4GseAhLUH6Fb8I2qcr9ErjLL/Cf4J2HnsE7bJDdg/ajWt+K2gnJGabD9+0Thr7hE2zZdtvCMq8830UtJX6PRm0aiPUVt5koSiemhSMnn3ct8bXg7YkLwRtat80NBMmLh60aYPiucjO92dvJhuNvoQFL7VELTN63j/RoicifRLz0NeG5q98L9rvnShGj0hYIdGSv/ImEI8ZwPyJ0eLY5KT1zmInZqpfIppoAgzi9aA9Sn4vqmZlHg/aLQtvHgu+X+P1t83qCiMaZI722Ki7j6bw2F3SzG40swvN7OfufijTL4mNKEyXtgFWc/dxZrawmb1jZtFKVwghhBA9ib1b84fyc+tSAnPA56NUx7t7C/Ca8gchhBCic+mImQv1GDJ9YGaLUawWkQ/ZCyGEEKInofxBCCGE6EJ0xOBCPYZMFwM7A0sB/842otUihBBCiB5F0/OHeYYs3M5NFkIIIXou7fJaRBXnuvsod78BeILCkAmYwZBpAsUbO/+qtRF3P8fdR7j7CMjeIxNCCCFEN6Lp+cNciyzQrg0WQgghejIdZugIX2jItCMwDeTM1V7k5o2rJ9rD7d0U0VlkBkQ1yMwb69/mrJsiQhuMCRvd5stRykwVj0r2pyWp2yj1mkk2enzqjVPLhDMzzUyNJ5P69dZtqdGm7LgfXW9fFV2WZuUPg5jIT/jdDNo337o/lHt7wNxp/f35YxSjvx8rbhq/R7/KA1/UvIJLcvm3I34atAGXRAPErYbHt0N2XKp6cQ04ss8xaZwLdp8QtMuH/yhoS6/5RKx8eZQGTYkGbhP7JC6NwIB3XovibUnBSYmWHN6jtz02jTOq3xlBe3bKsnXFXnPXGGiPdy5M4/ROusu3do39jeOjtNlWfwvaiF0fCtpVm26Txt6Sa4O2GAcErVevaUF7JXEhPJiT0zhj2C6KSZPm2+ONoGUGfftwVtBOnnJEGnvzQdGgcp7EvLEXcR8zI1ZqObb0T7TMvPH0qL17ajQXzI5ZLZPTRT9N+kv0CYX56UkerAAAIABJREFUEm3FKH03MfUE+P6L10QxMUZ8blg0aCX6cjLh1dw4csPEizczk8z8IOcaOCVoWyxxVdAmH7tgGjsz9tS7dM2n3WYutNHUcWHgAor1qSdoOSkhhBCiZ+Luo939dGBhM9u/NYcAJrv7vhQ5xAbAohQe6esAFwELAWt2VruFEEKInk5HzVz4IlOm3wAnuPtTHdQeIYQQQnQNlEMIIYQQXYCO8FyAwpTpXKabMj3Y+gt3/wQ4CdjDzC4ws62yDZjZnmY21szGkkxrEUIIIUS3pKEcojJ/mPzG1A5rtBBCCNHT6KiZC+e6+40AZjaNwpRpbPl5Lnd/BTio/HwLEF78cfdzgHOKMoPjS7tCCCGE6I40lENU5g/Lj5hP+YMQQgjRTnSooSPkpkxmtiCwGmDA3zu6TT2bzLxxnkT7qL0bIppMZtpnNYzvMsPCjMxMr4Xmmy/WS2YY6C/n7ckMKrP9yY9bjNOSHLN6jRJrUW8b24K9XZ+BYkbt/anvGKXbrNP4sRbZcRc9h0ZziDn5lIV4cwbNor8Yj2/7P2n9yx+KxoZ3bBrdzDIDufX4R9DOZO+gPXXqSmnsHaZcFrTTd9o9aBtye9DOYp+gbfTje9I4Gz0V9cs2iXF4Lko2R7zffL9PNDu8ctQuaWwST8Wdjj83aGN+Gg3xdlvogqD9ZtrP0jATiGZzg/tEB7lzL9spalNGBe0//ZZO4wwblxykQ6I09eKo9f511Bb9/jtBW+bP56exX0rVSNZfvplcRs9mJwe4/tbtg3bxgdHRceGq6w5gHe4N2isTo5lk//6vprGz62db/hy0ZXk2aPvc8tugHZY5awJfPu+tKMZmpuaN/eY8NBbcKfb/Ky+pcU3sH6UlTour7r74/Aqx4DlRuvrYTfI4n8Y/CRcbNj5oy1wfz0XLq7FT38DmaZgtnk9cUh+N0qFbRhPPkdwatGPvPTFo726QhmaBtaJmWkeg6TQ0uGBmu1L4k36bwrv3CYrloI4t//+gu59uZseZ2SYUr2HcTvF+5EnAJ2XdU4Fvu3tueSuEEEKIbkOd+cP5ZnYcsJKZbUaRP9xBYQL9CdAH+DdwtPIHIYQQovNp1syFz82WKJKDMaXTMzXMl44HftdqvlSxXrUQQggheg7KH4QQQohuQrMGF0aZ2RYUZksA25nZcOBKCvOlzxfrdfdPzGyJSlfnUptpADPbE9iz+NSvSc0WQgghRCfSofnDl4Z0+NugQgghRI+hWd+ylWZL6zPjk4d5qDJfAl40s+Xd/ekKbabI0FEIIYTodnRo/jBsxNzKH4QQQoh2ot2H8DPzJeBE4Ndm9nHZhtOAvmZ2VlnmUne/u73bJmqRmTe21KmJ2YW2mORl1Gsk2B4mhI2QtacWuSFkfUaN9dat1abUHLMdjlu95o2N7k8jZpb1Hl/Rs2iP/OFTejGZBWcUk8mQ7zFfvoEXonTBGrsFbRATg7YQk4K2cKJ9nfvS0E/2iUaPK/N40PozOWh3s27QdhlxZRqHNaP03PaL1hXnO3GxL1ZN3Nqu3D83r+u92LtB+0ZihLnaQo8EbQ0eCtrEXoPSOJPpH7SnHls9aN9b5bqgPd5n5aANTM43AAskWqxO73FJuT6Jtl6UvvNpHprXEy36J3L5rdGkdMyq0TBzw0HR+BGApO1njNw3aIOJhpnzJEvLfza8b9Dey44PMHpQvPbGPxvNWMe/uUq+gSoeXXPVVD9gjz8ErQ+fBG0M8bhl5o1c0hK1PRINYI8oLcMzQRt0YOyD//p97DC3s2Ee51cxV3hpw6GxXHIuWuY+KYqJSSPAuYdEk9SVl4r3sf+wXNAeYo2gTVg7uqHudN7VefDk+mFIXlTMOg0NLrj76ES7E7izSkusUsPl8p1G2iKEEEKIroHyByGEEKL7McuDC210eh7A9JUihgPLAW9QrHn4S4px3OGtUyGFEEII0X1RDiGEEEJ0P5rxWkRbnZ6HAye4+zgzWx44DLjhi4LI0FEIIYTodrR7DlGZPwwaosUlhBBCiPaiGYMLbXV6puLz02b2pXqCyNBRCCGE6Ha0ew5RmT8sP6Kv8gchhBCinWjG4EJbnZ4/p3zq8GoT2iDanZYojUs0gOE1dNGlaMRQ7+g2mCo2PTaNGQE2ErstdRs9Rh3B7Lg/MnrsdnRoDvE2C3IVW8+gLbzxm6HczWyab+CKKM27dTSl+5B5g3bXXd8O2q/WOyRorzI4Df09rg3axfwwaOsS/SwnkhgbfisNUx7tGVn8ndeC9nq/AUG7Zbetonb4lnGDuW8eU9eKDojH3H9k0F56IBrNLbLmf4N2PIelcR5+Yp0ovhSlnVa5JGjZeXiSaLYJcNpu8fxmXL7mFkHbZvj1QUuNHy+vsdG8GwVWGfnPoG2Z7OMDmdMnwF+T0AdF88aBicPk+FsTo8VHPw5SrzmnpaGX4dmgDVgyxl5ymefT+tX8mp+l+jrjHw7aa0PjLOrM5PTKSxJDxz1aonZeogHcE/W//XVkUq531BaO0vy8l8fZLNGyvxJ/EKXth/0paA+MzPvLdtPGBG2BSVOD9qWB8TzuzB1BWzcxfOXmNDQ8VUMXTaVdV4uo4fQMcKiZvUnxvuQvKN6XbH1a8Y6713c3FkIIIUS3RDmEEEII0bVo8+BCYsI0r5m9T4UJU1kuM2HamsKE6X3gaIqE4AlgSXdf18zuAy5rbJeEEEIIMTuiHEIIIYTovjQyc6FZJkx3AVuZ2VNAnNNWIkNHIYQQotvQYTlEZf4w35D+7bxbQgghRM+lkcGFZpkw3Q2sA6xG8ebY4lkwGToKIYQQ3YYOyyEq84eBIxZT/iCEEEK0E40MLjTThOlFYAngHWoMLgghhBCi26AcQgghhOhmtIuhYxtNmAB+Axiwbnu0R7QTNVaFOMWjI/BBNrCdG9Oz8ZePbqh+S+L0n23T3o4P/XxBi+Xa4Ohfb9uzNja6MkRGI8eyLft9FPXFyfaxVhs7aiWFtG8ksdvjWNYbW3Rd2jOH+IQ+vMBSM2jPs2Qody3fyzewbJQGMjFo1TGAdNGlPn//JGi33RtXDgBYZu3ojH//vcmSD2tHaWcuiuKUNAyJqT+9E+3Lr74VxRWitGji1P/aOkvnse+JTvIvHbBdLBcXr+CNXYcE7dpNk5UqgC2GxSUWnh0WT+59H3w9aEf0PSZof+G7aZzn1lw0aH2I5/w89gjasv3i+V5pxJNB69v3szQ28XDUzTzEFVBun7RhXnh4lL5EdPqfzIKxYEuUvnb/fUG7//f50ibPHrhM0N66MUkWkpUQDut1fNCWTVafACBZpWPRfu9E7dP7Y8H9k+3F052uCgHAvxN970SLC1UUzjZV3M4GaZjvbHFNssn4Gll2z9mcG4JWa3WRJ3vFlVX6D4yNz66p/+HxoGWr6wzguTQ2fXNZNJc52lrB3Ue7++mtTxxK7U7gfTPb38xuNLMLKbr5lRRf/hsBE9x9B+BdYCpwPMUiKQsD17r7NIrL9/hyaqQQQgghuhFZDgHFX/et+YOZ/Ry4jSJ/mAPo7+4twHMUD0WmAd8E1gc2cvfPgAWB64E7O2ZPhBBCCFFNe8xcmBWTpg/MbDFgW+CWbKMydBRCCCG6Ne2eP8wzJFn4XQghhBBNoT0GF2bFpOliYGdgKeDf2UZl6CiEEEJ0a9o9f+g/YhnlD0IIIUQ70ebXIurgXHcf5e6tL+CMcfe93f1vFOtRr9FasMKkaQKwKsWTCiGEEEL0PJQ/CCGEEF2YdjF0rMVMTJoAdqR4j1LOXF0cmTd2PJnZYVru5bbp1Rw1PJo3ktTNzAobNV88elzywDExFa1llJjtYyNGgPUec6jfhDBre73Gj7XiNEKj+yhEs2hW/tCHKSzLMzNoizMhlHvtidxwsPfB7wYtM4HLTMZ4KUo7cFnQzul/YBr7PeaP4mJTgzQ4MdPb7YMLg8a9aRgYn2grJtpdUdri0GiUOJJbg3bU3dEUEeCNLRPzxmw+ysFRGj7ywaA9wqppnNvZKGiZAd2tfUcGbZ1HHw7aqqs+msaZRHwNJzuPWX+ZNzFVfLPPQkHrO/CNNDYL5HI1k4jbnJAsujL1rBobPPjjIC3Pf4J2d+a3mhy2JXkhaPefnoceu/+IKJ4VpbfmjF9mW296VdCm0SsPFHcREj/TZLdZ4rTYgZepugcB/O2vsa8BuXnjXxPtx4mW/JX38E3rpGFu2zSen4kMCtr9k6Oh42rJiXz9g/xvgUv77hC0QYmL7Is/ie6wt/8umopOoU/Qhg2tYei4Vi6L5lLX4IKZ7QrMR+E7OoniCcK/gGPL/z/o7ueb2XHASma2GXA7xZf/DmZ2KtAfOI5iauK1wIPAFsAu5b9fAf8Fprp74ssqhBBCiK6E8gchhBCi59DWmQttNVs6Dviduz9lZv2AM4FDgTvc/WAzO4vp7oyt276kCfslhBBCiNkH5Q9CCCFEN6etgwttNVta0t2fKj+/Y2a9y19/08yuAt5y98mlKdMoM/se8HYWWKtFCCGEEF2W2SJ/mH9IXLddCCGEEM2hrYaObTVb+q+ZLV9+XgBofTnw7+6+TakvXLHtPYBXzGyV6sDufo67j3D3ETBvG5sthBBCiE5ktsgf5lmkb/vsnRBCCCGaZ+hYw2zpBODXZvY+xTuTLVXVTgd+AYwD9jazkcBCwGnNapeYffFNEpO7m+XnOStkZon1mgi2qey4liC1EE0e22LeWK+xob8c41gX9n9txOSxs2nUQHRWtwdgb2crCbbUvwEx29GR+cNAJnIAf5hBW/qS10K5U3baN61/LVsGbZfxVwZtk6E3B+38K/YP2mrTHgnat4bdmMb+47T9gvbJEnMFbS/ODtrcY5MNnpKG4cnEZG+lxLyRd6J0816bBm3kQtHQ8Y2HhuTBMw5PtFOjNNfIKUG7lJ3qDpMZYQ5kYiwYTy07rnppus1hJyTGch9E6eDjT451/5jU/WeUWmq8DLR6LsfYxNiZCed7hyWGosDjrBy0vd45P2ib97shaFfeuEvQlufpGCTrA8Cfev0oaN877/qgbfHla4O2xPOJEeZteZz0Wol+g4W7TBUvPh8LDjow6Vf39I4awOREy8wbT020xAzylMPye1tmZjko6//J5K8Vxr0YtB2GR7NagNNeOSSKyT1nzO+iueuRRCPYYdfG62RM7hfL5hpb7hDqGlxw99GlKdOSZnYjFaZMZnY3002ZDi1NmQYAGwFG4Y+8HMUsiTWBMUCfCpOmM9z9X2a2mbsf0NzdE0IIIURn4e6joTB2NLP9qTB2NLP1yY0dN6DIIf4KDAcGAscANwGHmtlpFKtD9AeedPfNzOyq1hkNQgghhOgcZmXmQltNmYZTPIF4GrgEmB+42d1vMbM5gaspXJ+FEEII0b1RDiGEEEJ0U2ZlcKGtpkwAhwCfAH+gWI/6yvL3n5rZh2ZWY2HZ6cjQUQghhOjydHgOUZk/DB7SVqspIYQQQtTLrAwunOvuNwKUUxornzrMQ2HKNLb83Poy4Emta0+b2WplmVvLpw7zuvu0MoGoibufQ7HGNWaDs5duhRBCCDF70+E5RGX+sPKI3sofhBBCiHaiaYaOUNOUqZpzgVPMbBOKKQgnlvpq5brVAEe5e+IiIroTMm9sHpk5YHts0zLjvcS0LzMhbIvJY2YE2GwTQaj/uLXFcLAR6jV5bGnQ5DE1RRzeUld7oPnHIztnR3fQMRezDx2RQ/RiGv2rHdIS37z5eS9t40QGBu3hoSsG7fWk3ByLRSe/Bf45NWg/XPviNPZ7vaKh3iaJu+CqRJNIhiYbrJEBrrRUIm6VaIlJ5A8XuihoX+e+oC22xvg09ks/iA1dZ73/C9rk9aKr3C84KWi9mJbGmUKfoD3N8kH7Cb+LlZPJs8NeTzoRwPOJlhzfzflLFB9P6iaxd8wj183hHxwXtDF9o5ne8yyZ1v9oSlzB7eZ+GwdtAovHykkfbLkrnsdanr0X7LJrFPefO0jXf3v7oF2zV7zOeu2V95ctFk+cHrPrJ94KymHNGfnX79eL4sJRAgqXmnpiJ+aNnBW1a8+MprQAz7Bs0DKTU9aJt9bTffegnXPhgWmchXaZFLSRg6OB6LjzvxK0UbufG7Sjt4w50nYb35PGJnYD2C0vKmadugcXWk2ZqlgSoMrk8TamGzT1d/cWMzvOzAZQmDreASzl7puWdTc3s32BR9x97wb2RQghhBCzIdU5RGkSPR/wbTP7CqVJNLAu0w0ery5nKuxrZq35w66V+QOwupkd7O7LdNjOCCGEECKlWTMX2mrQtJyZre3u91KMI+0DfKtJbRFCCCFE10D5gxBCCNFNaJaz0SgzO5cZDZrOMrNvURg0Pdha0N0/AUYDPzSzQcBH7p6sljwjZranmY01s7HwYZOaLYQQQohOpEPzh0lvyHJBCCGEaC+aNXOhTQZN7v6ymfUD9mN6QjFTZOgohBBCdDs6NH9YdcQcyh+EEEKIdsLcZ/17tuKdyReqkoPhrclBqZ0AtLrv3FG+R7kVcKy7DyvL3AK8WJa51N3vrh13sH++KqUQIjcCTEz7fMHcUb3eso2UywwDoTEzyszskHF5nJQ6TQzT/alze23ZZqPHsum04VjW6lvVtMuxzPoBRz/k7iPqCyY6ms7KHxYYMdS/MnZGk74fMCaU2/OPuaniovtF4745E9PAl65OHBTfjNKjey0XtJP4RRr78od+FLTvrHFN0DIzysyYcHEmpHHeZKGgXcwPg3bktGOCNqVXNEp8j/mCdjObprEvZuekPdHp7iyiRdc04oqk3zn7zjTOS3vFfbyKbYK2Jg8EbSDR0O7spD0A8yYzba8lGuqtnLg3jiSa3F3H94K2XdJ/Aebik6B9z74WC+7RErV4KODbd6ZxBnyauYVG3jo8cemN3ot87ai/Be3+S2u8+bRT8n2yR/JdlFx751+7Q9AuSvo55KakmUHld7khaJmp6O1sGLRaJrK3s0HQHr5pnaCdsum+Qcv62j12bxrnNo/+uZnJ6RnEOJmx7ClnH57G4YVEeybRor9kbnr5WpQO+k00KQW4m3WD9i/7e1JS+UMjNDRzITN5dPc7gTurtEOTctcA11R8/k4jbRFCCCFE10D5gxBCCNH9aOpSlJVUOkEzfSWJf1E+lTCzuSmMnHY1s+2AkcDHFOZNx7dXu4QQQggxe6McQgghhOh6tNvgQgXVTtAzYGYLAZu4+y7l57myjZjZnnz+LkSy0K8QQgghuhsN5xCV+UOfIYu0c3OFEEKInktHDC6MMrMtmNEJejh8/nLcMjD9ZbPSDTogQ0chhBCix9FwDlGZPywwYqjyByGEEKKdaNZSlDPjXHcf5e6tLidj3H1v4IDy87PA8NbCtWYuCCGEEKLHoRxCCCGE6CJ0xMyFmeLuk8zsNjM7n+J9yZeAEzu5WaJL0FKn1v3J3PL95WTlgdRVHxhX3zaz42vEckcRYx+dlKsZJ1ml4KjhcZvZygEtX5711SeK+lHLjmXKy7ncyPlpy7HMaGg1jrdb8m1mq1rU6luhPbNeF/LzI3oubc0hFuRttuGqGbTtpkW3/TX2eyitv8aFTwZt0V3iChLbb/2noK1ErJutmnDWtHzlgT3WOC9o/ZkctD5MCdrwMc8G7T/bRbd7yFe/GMwrQftZr98ELXPQ/5B5g3bXsyPT2Fsvc2nQrmTboH2UbHPy54uKTOedPfKxpn4/SybJ3hmlFx4cGLQ9OTdoB/CHNM5mycoHRw39dSwYF9lItZ3mvjqKT6Wh4a1MjKtFDD33saCNIPb/Df32NMzuv78sit+bGqQtTrw8aCsljT9xTFyF5Jwd4yoiAP/dMfa3efkoaFm/3H1obPdm4/+cxunFp0HLVnf4/otx9RY+Tf7U+lWSU2yWhuY7W8Rt3rZpXPUgWy3lmWTJhSOTVSEANra4KkWW8+3iZwbtlCPiyhBfPfauNM4/31o/aBYPL68NjK/Aj2WNoC2VLD8x7N54Twagb5SyHFY0RpsHF2ZisnQFsKS7f2xm9wGXlaZLx5nZJhSzJG4HFjazy4A3gE/K9yVfAR6pXH5KCCGEEN0L5RBCCCFE96WRmQvVJkt3AVuZ2VPAfwHMbFMK5+bDy89zUUxfPMHdx5nZ8sBhkCwMW4UMHYUQQohuQ4flEJX5w4AhyaMrIYQQQjSFRjwXRpnZuUw3WbobWAfYAWid+zQMeLC1QrXRkrs/DXypnmDufo67j3D3ESTT4YQQQgjRZeiwHKIyf5hvkbmb0XYhhBBCJDQyuFBtsgTwIsUbLe+Un5+A6S/IVBstlU8dXm2gDUIIIYToeiiHEEIIIboZzTZ0/A1gwLoA7n6TmZ1gZmeUv291ETnUzN4E5gF+AazM9OWl3nH3Q5rcLtEtaQnK3f6XoK1rm3dAW7o2mVliW0wDZydaapgq9gQy88bcTLI+k8fMuLGzyc7v0TJ57C60ew7xFgO4jB1n0Kb1iqnQe8yfb+CvUXptzqWD9pfvxfqf9I3mgk+zfNBW6hWNHwFuJZogLsnzQcvMDkncKC7Ybrc0TmZe9y/WDNrYaSOCtnivCUF77MVowsYL+b3llWUGB+1xVg7a/LwftIcSs7fney2ZxuG6RHvmgSDdyTeDdtsDWwRtoTUnpWE22ysaOr4xeL6g9ZkWTThf6RWPRWbaN2x4DfO66MsJ0Ssx7etzJaagWV8FUiNMPu4dpLsP/kbQ5uyVNHJE/avFPsVKQVuVR4OWHTfejFLW9wFeJZ6LscT+z/txvxcbNj5oL204NNat8RdZZlQ6kUFBG8TEoGVGrDXPY50m6YuTmKHGJjJPYqwJ8GHf+Fz7zT4L1WjTF/M8SwZt8bXifQhgro+j0ahoPm0eXHD30ZWfq8yZvsJ0c6bDzew8dz+0wpzpajNbDZgMzAXcSrGc1Gruvq6ZLQw8a2YXu3viXy+EEEKIrkplDpGYOx5MhbljWWx9KswdgQHAu8A/KPwX/uTuW5jZlhTLUq7dEfshhBBCiEgzZy40Ys70gZktBmwL3NLENgkhhBBi9kb5gxBCCNENaObgwigz24JozrQahTnT4hTmTJ/PEXP3T8wM4GJgZ2Ap4N/ZxrVahBBCCNEt6bD8oc+Qge2zB0IIIYRoyNCxmkbMmSYAq1I8sUjRahFCCCFEt6TD8ofei+jhhBBCCNFemHv9xinpBqa/M/mCu99YautTTFc8g+nmTMPLdyZPYLr1xx0URkxXUTxxmAYcBVw1M88Fs8H++SQGIUTjjGuJ2vBE6yiy9iSkRpTjGrun1Rsno00mmA0c83oNGWtRr8ljSw2jxPQYd1R/qfu4Hf1QMRgtZlc6I38Ysar5g1Uee3ZCLHf5ydG0D+BkDg7ab/h50CYRDcp+xm+C9sLlKwbtwe2Hp7EXJ5qUvZCYma014bFYOfGzS/whC7I5rXEX4bYonXvBTkHbYcplQduqzzVp6Nsnbhi0vQadHbR5+TBo+/LHoE1i4TROfyYHLTPM3H/8+bHyDVFigzRMaqDIWom2ZaJltqRDouQX56HfeidqC09LvqPubInaYvEeP/fCb6dx+veLx/J4Dg9aZrx33IvJd9noaIrIFWloVn/qnqA9vO46seCyUTrjgl2D9mxWEDjxnSOC1vutWO65pRYN2jLXJwvajE2C/CANTdJVcy0xVWSdaPK4oueu118lGppm95zjLBrT7uMLBO3M7X+axvnW5TcGbRuuCtq+x4+OlX8Q++Upy+wXtJ8ecmYamz2iZMtleZvyh0aYpdciEhOmJ4D3zew1YEl3v7NMAigTgg2BAWZ2FkVCsKu7b1pu6xPgG0CLu29DblcqhBBCiC6O8gchhBCi+9LoaxFnufsu8PkaRa0mTKsRTZj2dfe9geuB+8ys1dF5e+DSBtshhBBCiK6D8gchhBCim9Ho4MIoMzuXaMK0A4UJExQmTA+2VnD3T4DRwA/NbBDwkbsnk7dmxMz2NLOxZjaWZDqcEEIIIboMnZI/vDGpiXsghBBCiBlodHBhlkyY3P1liiUf9mN6YjFTZOgohBBCdBs6JX9YJFohCCGEEKJJzJKhY6MmTO5+tZltBRzr7sPK+rdQJBYAl7r73bXjy9BRNMo8ifZRh7eiJ1HLhLBec8H2oJHYWd3Optltb8s5m/2QIdPsSGfnD8uO6OenjJ3RUW+LV6Iz4YODc1PFb0/7a9Deuic6ny693hNBO47DgvZ17gvaEte+kca+ZMutg7bT+KuD5skAyoJ9o6ncY33+J41zB9FUMTOyXIOHgvZboonbsywTtH+wbhp7ef4TtC3GJs6R0XsOklVGn9s2GuwB7MJFQbvnro2C5uOime9P9osOoIdwUhpn0ROSiTXbJgVHJ9pSUfKtovbMgMXS2EMffSlotlpy7z6vJWrzRWmf7X6bxjl74l5B++yKvrHg96YG6bQl9gnaAT85L2jn/G7nNPav+EXQvps4bmZmnU8tsnrc4PppmFxfNdG2iVLLq9GZs+XW2F+2H/mnNPTmyf6sxqNBW2Hci0E7ffjuQctMYAFOOSKacGYmkfscFPvBmfZuLDi2JY1z+BqHpno13+TOoP2SE4M2T5K7f5O/p9t8hcFBO8cyo1LlD40wS4aO7j460e6EGXrC55/d/fOeZGa7mtmBFO9Z3mFmP3f3XwMPU9xyV3f392elXUIIIYSYfVH+IIQQQnRfZmlwoQksAFzs7re0Cu5+mJnVWPhMCCGEEEL5gxBCCDG70qjnwqzyGLCOmZ1vZnE+VYIMHYUQQogeT0P5w7tvfNLOzRNCCCF6Lp01uPCZux/m7rsD3zWzL2yHDB2FEEKIHk9D+cMCi8zVAU0UQggheiad9VpEfzM7E/gUeNLdPzOznwJfA041syPd/ZVOapvoEci8sZLMuK8zTfsaMVpsqTE5uuXl9o/d2TRq1Dir2xOiA2kofzCcXnw6o5iUvmDwbmn9D9+PZsDrrPd/QZucOKE8w3wXAAAgAElEQVT9lGiE9ur4aHb48JYrprEnsHjQ/m/oOkFbnAlBu5BdgrbEJblx5I9WuDxo84yIM0a3f+X6oD08OLZ9GZ4N2kX8MI19deKI9+SIlYK24Yjbg7byB+OCdnGNOIfwq6ANXi/pCP2idOIH0ZBuUt8BaRySU/nG0OiW2P/n0Sqk982x7qe9ojb0gWjcCMDjuRzYI9ESQ8czX4hmnQBsFqVFD3wuaK89sXTQDng6mjdyY5T2nPviPHbCqfcMi+I9E4O0ut8TtIfHxOsJYOvtLgnal5Ibx4RX4zV6A5vHDUY/Rh4YuWYa+wGi/voH0b10h+GXBe2cCw+MG/w4DcNXj70raJlZ4pnbJ/1gbLLBES1pnOPOioaovbeJhpDHjY7luCLZ4OlROmzN49PYY9gu1UVz6fDBhQozp0uq9N9C8s0rhBBCiB6P8gchhBBi9qbDBxfKZaj6Ubg9vwm8BJxHkRhMBd5z9xrDo0IIIYToiSh/EEIIIWZvZpvVIoBdAczsz2Y2h7t/VlnBzPYE9iw+JfPUhBBCCNHdaSh/WGRIn45qpxBCCNHjmK1WizCzdYF/VycGIENHIYQQQjSWP/SToaMQQgjRbnTWzIXP3P0wADO7yczOBb4BbA4c3EltEkIIIcTsjfIHIYQQYjZltlgtAlgEGANcB5xpZj9xd9n5C1Endbv/v+01fhPr17uCRFYuW7GhLSsPNLSawbiWtGwLNutxsuMWjclheB67kdUm2rJ6Rb3HuD1WgWjkWB41PJ6bWmSrfmhVix5FQ/nDAp+9x4Yf/G1G8YFYbvERccUFgIv6xVUXnmfJoD3KakFbhmfiBg+L0uoHPpXGfmjtNYK20b+j4z1x4QFWGP9iFKM5fEHy5sigEa9HMTH6X/3RvO3VnHHgQan+xHpxRYF5iCtVLH3Ma7Fycsp6nTstjbPZYX+L2oFRy87P3KtG7csj3krjZDxLXCFkrUcfiwXHR2lSv/ha8LQ1kyUkgC9TZ5tOTbTs+23RvPr5w3YI2pPEFT4uTcqN5Nag/Wf88kHLVkoBeOmIoVGMC4HAVYOCdBFfD9rwdZ5I48zHe0EbRLwmNuSOoG3x/G1BO/eQnYK23bQxaewneyXHsm88lqe9ckjQFtplUtBO/OUxaZx/vrV+0D7sGye4f/fyuErM17kvaNmqEADs3RKkqadHjURKV6X4cZSuuj+uOgNw/gP7J2oWSDRCu74WYWb7mNkzZnaDmd1tZmcBdwMDgF4UgxvPAG8DV1IYMs0ByborQgghhOgRKH8QQgghuh7tPXPhI4oxpfeB4e5+upkNBwa7+54AZjYXMAq4udWgqdRmQIaOQgghRI+hXfKHxfMHoEIIIYRoAp1h6LgSFRNb3P0TYBjwYJU2AzJ0FEIIIXo0DecPiyzcIe0UQggheiSdMbjwJLB664fyKcMTwBpVmhBCCCFEK8ofhBBCiNmYDjd0dPdxZva6mZ1NYcj0GHAu8Fsz25ziXcorqG01JISoom5Du8ykqS3166ybmfsdnZg8NrrNDF+wfnPAuuPUMGpsdpxG9rsjOSoxAG2k7W0xaWxJYoueQTPyh7fn6M9VfTeYQdtwv9tDuVsZmdafPzF2+wvfDdp9E6NZ3F6Dzo4b3DJKHyeGgQDnsUfQNlghtn0yCwZt9cGJ0eJaeZx/LrVK0M5mr6B9a4/7Y+XEXI3hiVYj+5yLMPGEScTpJkt/kBg6Jt5+V5Ebux0+9JSgvTxwQNBSo8Zto/Ta8Px13RcSs8/jE5fIc9cbFbT514p97RiODNqHzJPGXnvNaLKXks3m+XaivZBXn0z/oP2d9YP22oXRrPOjXeJM5DUTh9UlawS//J540pc49t9Be/HTFYL2ZrLj8/WPxxzgIUYELTNtze4PPBqllZd6PGgLTJqaxu4/cHLQMjPJLM7IwdEw88RnckNH+zRqb/ZZKGjbcFXQXmFw0Hpv824aJzVvTIy4F9t6x6C9dHhykR/3fJDOefZ/09iMzmXRXNp1cMHdR0NhzAT82Mw2BhakeNLwa2BTYASwGsVlMQV40901sCCEEEL0UFrzBwAzW9HMnqGYudCaQ/yWIoc4HZjG9Bxi/g5vrBBCCCGAjpu5UK8xU1xbpUSGjkIIIUSPpKEcojJ/WGhI/pRXCCGEEI3TGZ4LrWTGTDWRoaMQQgghSurOISrzhwUW6dMhjRNCCCF6Ip05uJAZMwkhhBBCfBHKIYQQQojZjA43dGylhjHTTGcvCCFy6jXOs7db6q6fGuolpjuZgWIjBpG14tCgkV+9bWrEfLEWWf2WxOAyNUp82+P22mBa2R5kBoyZ0WJ2jI4iaXuyvVo03LdEt2BWc4i+fBAM4xa9/J1Qbv7tc2O3x1k5aEcT++Tdg9YNWsvTJwXtjHcPCtrFfXdKY+9FNIS8k28G7eskRn63JRu8PA3DWnM+FrQxB+0aC8bd4YMb4jOrvnd9FrRL1t46jX0yBwetF9Fpbo+Tzgvad/lL0FblkTQOfaPUi2lR3DWpG70gGXRM7EMAiz4ej+Wf1vtR0B4lunhudPk9QTtjrdhfOD0NXTiQVLFn0ldZLEpzrPBB0D67PTlowAOsGbSDOTlo1+3ybNCuvHqXoK2y9T+D9tg8NdxHo58pL1o0b8zMS0fcOTZox/U9PA1z4Ovn5PGreSVKh255RND+w3JB+9LApDK5YeyLP4n7OOZ32wVt3PlfiRtcNg3DawPre+V83+NHB+2Ow6KB7XGjT8g30BKl1LzRLo0Fz4qVV/GJQXv03mgeCnDXmV8N2vpnfSctK2adWR5cKE0aD2JGg6XfUBgsDWdGg6VtgEnAE+7+azM7nsJ0aT7gKne/2cyucvfc1lcIIYQQ3YIG84eNzOwPTM8fTi3zhzqzfyGEEEK0F43MXGiLwdJZ7n6jmV1tZpsAL7n7mWWZa8wsGXsUQgghRDdE+YMQQgjRDWn2axHBYMnMAEaZ2RbAhRRPJf5WUWc8kEwQnhGtFiGEEEJ0Wzokfxg8pFcTmyyEEEKISppt6FjLYOlcdx/l7jeUZdaoqLMs6VtKM6LVIoQQQohuS4fkDwMW6UwfayGEEKJ709SZC/UYLJXTG0+seGdytLtPMbMhZnZWWewP7v5kM9smRHcmMwfMTPdqUb+JYVI3MYhq2ACxHUwi621TWi4xVWRcEmR4Sxq73jgZLZkBYg0aPe71Uq/JZL3tycwga9FR+yg6lo7KH+bkUwZNqzIAez2W2zBzigPeZKGg3cwmQZvA4kHbZ/nfxg2eGaVRYy9JY18+YougbT/h+lhwUlJ57USLvnkFG0Tpr99aL2jf/u9dQet7ejRv5N0obbLxTWnoPokL4XI8HbRV/jw+Vn4qSmsfmZhbQjoBNjtni2ZGjYk5oEVvwJptIh5KNro5mjem3zEbJ9qRNWJnJp7RBxN+FaXP/pqYN47OwyyUdLiriRZqt0/ZMGjf2fqaoN1yx1YxSK3je0WinZpoZ0Xpgj67Be3Hl0bTVIBbdxwZtJV5PGhzDYz9dyS3Bu2hGcZIC3bmjjT2/yRxbv9dPJZHckzQRu1+btDuP+VbaZyxSZtSfhC//3/JibFcdm6KQIGXDh8axcS8kb2j9tjYqB13bmJ8Cpz0wSGJ+se0rJh1Znlwwd1HV3y8s0L//LIuTZsOB540s0OYbtr0KsX0xinAYDMbBjxDkUi8pIEFIYQQonui/EEIIYTonrT3UpT1mjbtB1zs7re0c3uEEEIIMfuj/EEIIYToYnTGy4fBtAk4H1jHzM43s72ySma2p5mNNbOx8GEHNVUIIYQQswkN5w+T3khecRJCCCFEU+iMwYVg2uTu77r7Ye6+O/BdMwvtkqGjEEII0aNpOH9YaJH6PUyEEEII0Tba+7WIQGbaZGavAyPLz0+6e+IIJISoRWbeWK/pHoCNi2Xt7ZZYMDGYOmp4Yr6YGSCSbK8Gadtfrs/kMY9di/rb1AhHJYaF9Z6fNp3HZhsbjmtJ5VrxZ3WbmVGoENU0I3+YTH+u7bXRDNrIA6Ph2t2sm9ZfkWjpcCk7BO21x5YO2kGrHBc3mHmrDUpDcwb7BW3DxaMJ3KTFo+lkL6YFbcmTXkrj/KXfd4J2TOIauNyuWwZt6VGvxQ2uGqUB//44jb3qCo8GrRefxoL3JpUHRumqxFgQYFS/aJr5HvPXtc2Pd4ra5L75EukfbjxP0E7gsKCdN+KAoHliHPmzAccG7RmWSWNvutPNUdw5KZicH4anm0yZN5lNfNM70eT041MHBG3gURODtvEG0aT0SzUWhbnw9n2CNvT+x4I2ftlVgvYh8dzU4paHosnkLQtvHrQtlrgqaMfeG80OJ6x9cdDW5R9p7FcZHLQp9AnasGufC9rRW8acYOPXckPHpXghaM+zZNBOWSbeh27gu3GDp6dhipfdqjnu+SCt4rFvZOaNnBe1IzY7OY+d3IJF82nvwYV5KHxbnwQWLN+X/A3wGWAUMycM+CGwg7t/bGYrm9lJ7p5ZegohhBCi+6P8QQghhOhizC6Gju8DWwOXAj8iXZxJCCGEED0E5Q9CCCFEF2N2MXS8GtiyTBSWcPf/VFeSoaMQQgjRo2k4f3jvjbgOvRBCCCGaw+xi6PgxxdrVPwGuyyrJ0FEIIYTo0TScP8y/SHxXWQghhBDNwdzbb1kmM9sVeJOKaY2l/mNgRUpDJnc/x8xWB24DFnf3j2a+3cEOe7Zbu4XoaFb0xAwHeMpuaGocfzkaC0I7GAF2IrX2MaOr7nenn8fM6HF4ojW7Lvm+5/t99EPFYLToirRX/rD8iL5+ztgZ3eoW57+h3AssldZfmceD9hUe/ML9AXhh3IpRzIwJ78nr73XxqUE7+5TEHW3TKD2xQjSYzMzaAH7Jr4I27vyvBO2k3aMJ4VcturitH33voNYEksRAMfGi5KTLo7ZPMm5008dbpGG2Py+aBr67W++gzbPQ1KA9OXlo0FYZPz6N8/LQaGJ4WOIqN/qwfYPmB8XtbTsgGgFevVviMAksfcETQXvO/hy03X3hoGUGoCslZqYAO3BZ0Nbin0F7YeKSQZv27nxBe2No1BYZ/X4ae9Vd7w/aoxO+FrT/W3ydoGUGnr8gmi8CjD8pGkKSNGm9Y/8atBvmjgapC5yXBEn8N2sSuyBjjonadhtH7eBboykowMn3HhG0d9eK18QCh8Zr4uiTfh60r3NfGiczWT3n2f8Nmr8Wn38ft3a8KI64PjFv/F5LGpsRiZ6ZRCp/aIh29Vxw99EVH++s0MM3pLs/DMQ7nBBCCCF6FMofhBBCiK5Hh74WYWa7mtlbZjZ3+XllMzvJzDYxs5vNbP+ObI8QQgghugbKIYQQQojZm87wXPgJhbMzFM7O57v7zcCvZ1ZJho5CCCFEj6fNOURl/vDOG592RBuFEEKIHklnDC5M4gucnTNk6CiEEEL0eNqcQ1TmD/0Wae8VuIUQQoieS2cMLsAXODsLIYQQQtRAOYQQQggxG9JZQ/gXUDo7A5jZ14CfAgua2avufnUntUuITqHWqhDZKhKNrCBhb9dYHWZcojXg/u8LWozdlpUMshUFMtqwykBGvStLtHy5vu0dTf372JZVLTpim205P9n55eU647zdEreXtLvWMe+qK3yIpjLLOcQ8fMTK/L8ZtAH3fhzKvbL24LT+J8wVtMxFfzL9gzZ18bi93tnKEMnqCADL83QUP0gKPhWlYX2fi9o7UQOYNDy6rx+z+5FB2zFZJeD5bIOZmCycAUBc1ALi6Umrf5SsQDEvNRYPSdq0wMTogv/8O7HcKmOTlSHyxSL48ltvBW3NNR+IBZM4lqwesMlOUXzggjXT2D/hd0E7gMWCdjsbBm3CxNhZtxl0VRpnc2JOMphXgvZCsjpJtjLErYwM2nd3zvOex56N+37jMt8K2nVsGbTvcW3Qxt+arAoB+V9Lm0Vp3uS17QXWSuqul2jJdQtA30RLtrl5Vm77KN3NunXHmevjeE2wR5ReId4vx7BdGub8BxJrnNFRuuvMrwbtpA8OiQXj4iv5qhBQY2UI0Ww6Y3DhImCwuy9cmjHtBLxN8SRiKpDcdYUQQgghlEMIIYQQsyudMbjQasZ0KYUZ05mt70ya2ZbAN4GwkK+Z7QnsWXzq10FNFUIIIcRsRJtziMr8YbEhHdpWIYQQokcx2xg6mtl8wPep8Q6lDB2FEEKIHk+bc4jK/GGhRZJXeoQQQgjRFGYLQ0czWwA4E/i5u7/XSW0SQgghxOyPcgghhBBiNsTcaxi8tUcws12BN4FXKM2Y3P0jM7sG6E1hCXalu/9t5tsZ7J+/ISGEEEIEjn6omOkmugvNyCGUPwghhJg5yh8aoTNmLswB7AZcAfzezNaneALxJvApsIOZDeqEdgkhhBBiNqQcWHgLGEnhtXANsKaZLUHhtf8ihY/UE53VRiGEEKKn0xmGjksBN7v7LQDle5PnAAe7+5tmZp3ULiGEEELMvih/EEIIIWZjOuNL+EDg88VL3f0TM5vX3d8sPzvFclIzoNUihBBCiB6N8gchhBBiNqYzXov4PbBG64fyycOHZrZQhda7upJWixBCCCF6NMofhBBCiNmYzjB0fAvYuJR6UXgvvAi0AO8DcwFHuPvEmWznjbLOwhReDdVkerO1joqjfewecbSP3SOO9rHrxFnC3RdJti+6IO2QP8Ds3X9n19gdFUf7qDhdJXZHxdE+dlwc5Q+N4O5d9h8wtl692VpHxdE+do842sfuEUf72PXi6J/+1frXFfrv7BZb+9g9Yne3ONrH7hFndtxH/Wv7v854LUIIIYQQQgghhBDdCA0uCCGEEEIIIYQQoiG6+uDCOW3Qm611VBztY/eIo33sHnG0j10vjhC16Ar9d3aL3VFxtI+K01Vid1Qc7WPnxBFtpEMNHYUQQgghhBBCCNH96OozF4QQQgghhBBCCNHJaHBBCCGEEEIIIYQQDaHBBSGEEEIIIYQQQjREjx9cMDPr7DbMzpjZCh0UJ/TF9ojdgfuzSDttd86ZfW5SjH7N3qZoO+3VhzqLjrr2hOgolD98MR1x3Wf5Q3vEVv5QVwzlD7MByh9EZ9LlBxfM7Btm1tfM1m79ojezlc1sczPrZWbHm9mVZrZ7Vb2lzOx44Dozm8fMVqtMFEpt5fL/y5vZRWY2oPw8n5ntbGZfNrODS23rqu2H+Ga2VevN3Mx6m9mWVXXmN7O9zWwnM7vczL42k/3ew8zmrf5X/m4DM/u9mS1fUT6UNbPNy9+tY2bXm9nOSaj/TWK37vMmyb+0TRV1a33xnJ7FNrNRVcdsjxrH4+Avij2T/eldo02Y2YpV8Vc0s5Wq/yVVjzaz3cp6W5rZzWUb9zaz+WvFK8t/o/wZ+jXwx9ZEysx6Aacl9bc0s8FmtqOZ9S219c1s17JPnln2yZ9X1fummV0AnG5mi5bbmafi918q+/U8ZdnrzGy58neDzewIM1vFzE4stT0r6qaxv+j8mtmyZnaimf3MzP5sZpt9wbFLz012TWVls3OWxFg70U40s32r/82sTRV1V67RV4/OYpvZL6uO2SE1jsWJ9fTVGvuzaKL1seJ+Wxl73fL/4V6QNOl/bfq9Y08zu9HMTirbuWy2DxWxtyx/Zv16kfJawMzmtG6WVIn2Y2b3WptJDmGzkD+U/68rh8hiWxPzh7J8mkNYc/MHqJFDZPeMLE5VvbbkD1BnDmEN5A+t262hNzV/KD/XlUNkfZo684fyZ5tyCGtS/lB+riuH+KJza23MH8o6WV7QtPyh/H3dOcQX9RdrQ/7QGtvqyCGsgfyh1OvOIayB/KGirV+YQ9To08of2oGmj1q2N1WdzoB9gPeAB4C9zWy/UvvM3f9iZvO6+/fN7Pdl/R8AmwATgSHuvoWZXQk8AmwH/KLc9kXAQ1YkEP8POAg4vtz2icA9wG+AyWX5DYCrK9o2Monf292vAXD3qWa2AXCtFQn6D4G1gF8COwA7A2cC95ft/nXVfm8ArA14hebAj8o2HgAcA4wqfz8JuKVsb2vZ94G/lHW2Bs4ALp7J4W9l6fLnGcB9wG3l9jyLY2bPACsA44Alzay3u48KW81Z1d0/hc+P2SozaVO2jz+qI8bvzewF4KvAbe5+jpmd7O4HAz92970q4h9A0XcqcYpjHdpe/tzM3Tcxsz+W7TvLzD4ELnT3e2r06X8A5xH79VR3/6xszzQz+9TKP2Ir6n8feB24FDinTAC+D0xz99Fm9nHZJ08FKL9YVgb+CZi772xm1wFjgF9T9CUo+uMVFOf78nKbvwP2A44C/gT8DHi3av8B1shik5xfM+tTbntzYCjFtXCQu29rZmcDNybHunU/5q6SW8/NJlRdUxR992bg30zvLwuVv6s8Z9XsCNxbpfUDvgG8WB6bdyt+F+JY8UfGAOBt4FVgOLBTtl9J7M+qjtliNcr2q7GP1X11RzN7pOKzAceY2XvAYsC/3f0oinM9h7v/oyL2D4C7geov5FrLELW29SvuvpmZ/YFi6ad9zWwIcB3wZ6ByMLi1T18L/J7Yr+d09z3LNn1qZscCe9eIL3owbbzXhhyiwfwB6s8hmpo/lPtebw6xAO2bP0Dxfb0/7Z8/QH05RCP5A9TIIYD5m5w/ALxEfTlElhfXmz/UuteGHKId8oedKL67Ko8B5DnEEs3KH2CmOcQKNC9/gLblEM3MH1pj15ND1J0/APdWDXC0NYf4V9U225I/QNFP68khsrxY+UM70OUGF4BDgPMpOgvAvMBL7n6qmQ2iGMHuRfFFAXBc+bO1/L4Une9SihsawBvufmLrAETJ6+7+KzMb7e6HA5jZlPJ3fdx9jBWjmOuVX9pfa/3ydvefA58l8cMFY2YPAJeU+3W8u99oZtsDywF9KkYKh5RlWvkSMBq4r7xAewOto6pvAO8AUyou+K9SJB19gevc/W9mdp6ZzQe8X15UU8zsz8yYbCyefHENKf+/LLAZsDHwmrsfU/6RUh3nTHf/oZldVP48zcx+UxVnrSw28FjVIetdHresTdk+ZvvzGPB0hbYq8A9338bMtjOzn1H0K4DWc97KpxRJzg0Vx32zJM6qwP1WPP15u9Td3W8EbjSzgcB+ZnYm8BaxTwO8k/TrqWVy1Rp7fmBT4KSK+hsDk9z9OjP7P4ovxH4UX1oAPy1/9ip/Dqf4grofaO1vE9z9cjP7asW+T3D3K8zsm+5+BoCZTWv9pbs/YGY7AJuWCffq5U+A12rErr4H9aY4N0cA2wOnu/s4M1u4POeDKs79rhX1Wo/5L6g6N63NI15Ty1J8Ia8IPODuf7JihtIM54yEMlmrPN/D3H1tM1uVog/Oy/SkKotzenktnFPeZ/5Qow9lzJN9ztqUxa6xzUeYnuwYxR8q/3D37ax4MnlyqX9SVa/1/M8FXFDeR3oDu9S4np81s5FMT7DndPdxwE/Lej8BJgAPEvs0zLxft1LdRiFayfIHyO+1WQ4xy/lDSV05BE3OH9z9SerPIbZnFvOHsk315hBNzR9qxSbJIRrJH8o49eYQTc0fANqQQ2R5cb35A9SfQzQ7fwDYuM4cYpbzB3e/uWLblcc9yyGWp4n5Q7nv9eYQzc4fIMkhGswfoLEcYpbzB4A25BDKHzqIrji4cJ67fz46bmZvAusBuPtEM/slcD0w1syWd/enrXhXp09Z5htmNgI4HFjXzLZj+o1sVTP7Urnp1Sq01hvQJDO7DLih/Dwf8L3y/9UjlHOZ2XLu/p+K+K+b2V4UnX4ExRf4ScB3KUbOB5Z1/wNsCzxb/nTgFHf//CIws6MpRmPvKvdrarkv/6AYeT2d4qL6Y/Fr/1FZZwfgeDNbB/g/itHiw8rNTgCOBd4qL/I5KUZHv8OMF/mfy5ifmtlE4ENgfjMzd388iTN/eUP28ueCZczKG+/pwErufkvlQTSzA8zsBGAssAbwVPmrRarbVCP2n5JtnuXue1d8Po4i0aJM+H5AcVPfl+LLpLUfLUdxU97A3a+uOO4buPu25bbmaH0yYGbrUYyAnlSGeqTUvwbsQnFjOxKYL+nTUI5cV/XrHwGXm9mnFF+uxwGDW0eCy/pTmH5NfGBm+wMXlMd/JPBg+aXf+gRjZyumsO0CrGHF6P1Xy34/pKL/L5Fo/zGzWyhGpAH6unuYnmbFU7/K2K1Jxbjk/J5D8ZRgY4pkoA9wFcU5v5bp5/5dd9+jIsaZ2bkp64Rrqkxm/1zG2sjMRlMkaDOcs+RLbl6KpzKV/Xecmc1F8YSjL/CCu7cmg28mcZYok5yB5c8l3f275X5U9qHW2JVJ44VWTD99nOKJ0W2tbahuU43YY5Jt/rnyjyAz+wnwP2X77ynvBVcAV7aeR4p7WOs2wtNBL54U9Qa+DLxc6iuV5/VXZb1by+O2DcW99FVgJLBo0qcBnitjVPbr+cxsgLu/ZcUTnZlOGRY9mix/gPxeG3KIRvIHd/8+xfdJPTnEL5ucPxxD/TlEI/kDFE+ivzCHaIf8AfLv+yyHmOX8oeT+OnOIW5qdP5S/qyeHyPLievMHgOfL+jPNIZqdP5Qx680hGskfoP4cYpbzh3K7jeQQs5w/VMX+ohziler2tCF/gMZyiFnOH8pY9eYQ3yhjKH9oZ6zMf7skVrx3tqO7n1Wl7UQxrehQYAngBeBEd59sZnO2dmIrRuW3Asa4+9SKbfSGopNXaUZxE3+r1BYBtnb3s8zsB+Wo7E/d/bdmthBFJ7+GYmTsBHd/p7wRrAQ8UfmlZWaDKZ7Efp3i6UL1VMWMfdy99ekoZvYHd/9fK98nYsYbwHEUScM1FFOdnOLCvr9ihHYtYGcvpwiV2zyL4j3DvSlGb58Czi7rPEIxXeoq4ONymxslcX5W1W6nePJzDMUA11SgBfh2Wf8Rii/1/5ZtGEYxcvqkF09gWm8mM7SJYgpedewfZduspjWRq/i8qrs/amb9KfrREIrzeCLFE6L9Ksr+keImdTjwAcXN9kSKKVx/8RlHwCFBDWEAABqiSURBVHenGN290N1fKevvDVzq7u9VtWkf4JJK3cxWBJ6p2Oay7v5Uxe+XBXZ3919WaXtQjOaPohiRHkeRaE8t+/FbXkyTnJPi6dXTxASRRHPg7SptlLsfb2b7ufsfrZga/E9gKYq+9HvgeS+ewKTnt9T7UEy33ao8vtXXxFPu/nxF+QHAsdXnxt33K2NU1z+BYmrvxRRTTVunP1afs6eB8RXaUIqnKIdRJJSvUEx3fhK4k2K6MxQJyBlWTBGtjvMVZsTL+tV9aA2q+kDFvi4NPOvub1do1W26IIm9XrbNasxswdZtl58HUjyRqexD55bn/mwvp/+WZc+ieMK7BzCe4gnIaGAwMLriWO5C8YfHVcA17t769PNXFP3zmao2Bd2KqZBHUyTuHwItta5zIVrJ8ocKPc0hKJ/Sl+XalD+UfX4u6sghgAtpYv7g7k9a/m5/yCEoXq2AWcgf3P1uK56mfmEOQTEVumn5g7s/U/7B8IU5RLPzhzJGyCEo+k3T8gd3v9bMbqSOHKJZ+UOFnuYQQH+amD+4++tmdli9OcSs5g9ezFxYqp4cguKVn1nKH8pzthKzmENQ/DE9S/mDu/8r6wcV+/p5DtHs/KGMUVcOAfxxVvMHdz/PzK6mjhxC+UPH0SUHF6zqHcPyBlP93uEqFBfXZ1V1z6b4Qv3MChOP0ymMLWdVc3ff18zOqPxZxrqY4n2ldykuyoUrm1JqY6t2bw6KkdEDgFMr9J8S331aGLiJ6SOAm7v7AVaMSFafWKv4f+vvPvEZR9//SDESXZlsnEbxhPsvZVu/Cmzq7gea2S5V2zNg/eo47v75e4vll/qewOoUfgbvmtkCwKmt5cxsdYov9SXKmDPsixcjxr+vbhPFu6Jp7KptXuPuF1hhXDQK+BvFdKkZNHc/2cy2Iv6xuTrFjbb1uC9BcUMeVfEFew7wcWtfKNtwOsUXx/VV25tKMYXv83coy/KbVevJH3FnUEwDq37HcHyi7UVxvbxfeTxrJINzNKB9VnVNnEmRGFSdRr/IzI4i9tXqa8KAJZNyLxD5GlXnxt0Pq4jTeh1U/p8KbdHknPVOjvkcFE8Cx1vxROog4LKK7UBxf72rjF2978eY2QJl/1+I4g+ChYl96BpiHwjXtxdPFs9K2vRKso8PJ9s8uOzve1I8CX2CYrp3tfYMVdMXyy/3AyiugdYnSK8DK/uMT4XOA6ZUJW6nUTw9+VPlNin6y48okvLrKJ6KTDGz4dU6sCbJHzkIkZDlD5lOkkM0kj+4+z416qc5RDPzh/J+M5k6cgiK2RSzlD94MZB7Wj05BMV9qHJ7TckfynIzzSEo3o2fpfzB3Tc3s93qySEoZlo1LX9w9/3NbBvqyCEayR+8eJUg8y4IOUSz8wd33zu5FtIcgmKwYZbyBy8G/jPjwJBDUEyVn6X8oTxn2XGvK4dgxmuibHp9+UOZF2T9IPsb4ZOkPXXlD+U+zXIOQfGH/SzlD+XfPHtSRw5B0Y+VP3QAXe61CMvfMcy0t4FLrBjxbJ3e9SHR0GYqxQ1uBpMbij8M6tEWsXKqnk2fstfK7RTvEi1McVG2vie0P9On8W3H9ESgdUT1KDNbmuIPxNbEInvvqjfFl9jmFBdt67too4nvUVqibVN1eKcRpwjNRzF17P+3d/7Bl1Z1HX9/WH4kUGEYgca4QUy0ofkPhJaZpPJDYAIJRCYWaQxYpGIQSViSdiNwFA1y1RocvgulRYzbEG7RShToNNg0jeuPEiMXp/CPpmI1RGGXT398zvO9zz3nfb7f8zznufd773c/r5md3T33ec7n3Oc+9znvez4/zmfCMX8jo4q7n0S6+r8rtiOWa/VS2Crl8bCwqmNVtQlF/ZaI7A6f78tgBbOOhk3O24Ot9yKqfkvGxN4365MVSjqatAHAGzQtonUDrBDWL8I8SH8kIh9S1b3huD0i8i2E+hAtBMApqnpfuz9VfSeiHEpVfYXy3MqHoz73gOcY7iJtt8MKQf0pRuHlX4F5jdo8h3TifB4pubZjwqTdhO4drapXkGMBC5MDxj/fNyCd+P4PKUlBUVW9Mdhc/GzCsUmea3iPsfD7kcgGyxHcA1tA+RrM6OMi8l1Y4baNGF/5B+zH85gdsfDC78hoC7UtAC6N76HMPdCEEt6BUV0HwMRoPKbEdqbPh0If7UJJrHhSrjjaAzBvyToAn1DVL8t4DjpgHpW4WNYBAH467lNV70SaQ3mE8tzKTykvMuk4YzCtkGtnGgJ1+oGdv5SGGFI/AOUa4jXorx8A4JBCDTG4fgifZYmG2FChH4ByDXHMwPoB6KAh4jYU6ofwGtMViYbA8PoBGGmHJTWEjHY06aMfgEINIbaTS1/9ANRpiMNjO6X6Ify7VEO8r69+CPca0wulGuKD6K8fgEINoapHxG1w/TAR5m5xAaMcw2MxyjFM2lT1c2KhXFtgwqAJcTtUxgva/AAwFrbYFLkpbfsXmKfgX1t/I4xhK3sDIvJLqvpg+O+DGSEwJiyU5z6dD8shul1V/6Fl4kJN8yjXkLa9kuY+3QTgNrEthL4De2j/loxXgm3um/fDVv/vhq3+fwCWlxrbOVBV3yYi22FRDyoiZ8t4LuKhYnl4/w0Le/rdlj2IyNOq+tVW0wFkTMn7FguTHOtTeNGdF5O29t9tblFbnd7ealsTXcs1AP5HxnNkn4aFECZImkOZaz9NRrm4TQ7nOTCP2xsBHCnm3Una1MJGd8Lu038P720TeM6ZEoFY2nYvLK+x+fvP2XsGgOYzbX++InIyOS75LonInyAtCPYumOdxQVXbnw/Lo9yPCD/2mb1E0rzZg2UUZiwwAXALxlf+b4V5etgC1XfVPDL3quViQ2ybrfgeSu4BHYX97Wn+HfhhMiZmexu5r84LtpuiWfsD+EHS1hTibGgm92vDd+LLrde+HV3LZwD8m6Q5snG49gHCcyhzuZVxRfcX4Dgcph9oe0ZD7FejH5Dqj6yGGFI/hP6KNISI1OgHoFxDDKofwtiLNITYFni99EOA6YWchoip0Q/ZfpmG6KsfVPW5TDvTEEPrB6BQQ9TohwArKso0RI1+AKwGW18NsbdGP4TXltUQYlsy9tUPgOmPvhqiRj80/Y71ybSC64fpMY+LC9tgq2H3AbhELP/sLNL2FIB/VNVfiM7/INKCNlrRdmgQIS/VkP+Wo/XFPUzGqzgzIbA1Oredt/2XsBX8N8M8EWNbTiFdEd6L9AuzFxb2FHstXg3g11ri52TYg7Ap8AS0JjdNV/+Z7ePEtjv6PgBXiG27fB2saNXLAXwDwLuD7R2R7e8PdpsVbIQHPhvTM8T2AulzARYy9ZPhuH+Gice4DUgni92wIl1xON01sPyws2C5b9eEMcYeis1xf0E0PQpgU/seYu0i8giAb4pIk4t7LczT1HwOh8Pu/YvjNhF5CMDHVbWpSN5wE1IxiIq2V6nq/SLyClX9IpYgXMf4880JgTGUFASDVVw+T9Itp1iYb9Km3GtxGIDrxXLzmmv+GzCB1fA4LF80XvnP2T5JrDL8MTKqEJ/cQzLKr23fA01Y4AnhewW16ttN0an2mBJPSqbPo2H342Ph/X8W9jyK2w7PTO6LY2lQ1Y0icnq4ll8J1/LHkHooWMG1p2CeheZeOAr2nWTti0XGwnjnL9fPmRaJflDVM1k7iIYQkVeiv1YAuP4o0hA1+iGcX6ohavQDYCHoJRri+YH1A8Dn+0RDZMZTpB/UQqYXUKYh1g6pH8KxiSbJaIUa/fAS2LN1WQ0R5sUh9QNgdRiW1RA1+iEcW6oheuuH8Np16K8h4t9pxfoBAEo1BCr0Q+Ax9NcQb+mrH8LhrLAn0wo7SJvrhwkwd4sLYdX6RNh2i18AsJO1wb7YXyddPA9boV4saBPa+7Y1+9VuhO0usBTtEMbFKs6FD8OdsHDIx2E5Qgjnsy2n4i+LZNqY1+JtmoYILYBveclW//cQO02+exNuJ7AHwIsAvLe14nx2s1Lcsv35cG6zgt188dmYziO2kz7V8kIfAPB6sXDKb6ptOzXWFux8AOkCwd/CHprt0L/zYYVu2tfy94mHgvUnMO/N64LtZgHlzaxdRP4Mo1zc14Tr0uaaTNtDMGGy+JmppQqtRSoGpaLtNFg19Cuw/HeiyZnc3vp3EZIWFD0dFmVwBqItp8A9Ci/EbcK9FqcAuKH1Hs8ECReE3X/xyj8yts8J77VdIZ7dQwtI82u/hPHvUwMb0wHE9sOkz93hTzNmzbQl6Q/htf8N41n8TkTX8tOhmXkoWErF07Cc1CbPvLkvriHtO2Ch1Vtghb6a3TMcZ4yMVsi1Mw1Rqx/Y+aUaokY/AIUaAhX6IVCqId46pH4IlGoINp4i/QDgUaYXMhriPgyrH4BCDYE6/YBMe6IhMLx++AbKNURv/QCUawjU6QegTkN8va9+CCygTEMk6Rco1A+qug0VGkJETkF//YBMn0xDuH6YEnO3uBBIVupJ2yMi8nnY6nOTi3g+rAjQZcDiZHEVLOSvb9sPhYdB83fzAz9B87mQy6Kqvx1W7drn7g9bCRwTG8h7FOK2rUi9FmwPWhYm+Qj46v9lxM5hsNy9I2HhUZuDzavCeN+xhO29sIdcSerHb0a2r4Z5iuI+gdH90l6wYG0shPFrAA5T1TuaBrHtxeJr2faUNJwZ9xeEbWI71440ZaZIXIrIswD+CjZBNCvvl4KLwTUVbXG+ZPMDn5HLhSzhzvB3e3X9r2FiZwdaYkMzHoW4TUTu0tRrwUIDWUgkW/mntsNzYDPGd0thXsQkvxbm+fgZ2KTbjs5IxqlWTOoMmLhpbH8k7lMtZ3dZZFSwNp7c12EU0trAPEBJhAOAE+I+c/c0axcrLLsbdj2BUWVyx2Ew/cDaEw0B86j21QobwPVHkYao0Q/h/FINUaMfgHINMbR+yNlONIRY4cAa/QCUaYhB9UOYR5M+mVao1Q+ZZy3TEM8NrB8eRbmGqNEPQKGGqNQPQIWGUEvV6KsfgEINEeb2XvoBwLYOOpRpiN76QS1qM1l06DAe1w8TYC4XF9hNE7eFVatTYZ6Ie1T1ifDS96JT94Q/fdseB/+BnyMnbEqIJwUmFgAekXARaWNeC5DVexaqCPDV/9PVqvC+UlV3hv5uhm2ltUssjPEW2OeyG8D32qvgxPYZKE/9eCOsINSToe1NmT6L7qEAWyDYBOBWEbkwvAeAe4BehNRDQQVDlwm+9KFJOAm2h/chAP5CVZviVPG1fAFpGGyXtu2wyXlZb0LFewE6CAvmUch4GZjXgo2fhUkyTwRkVFn8WVV9OBy/EVY1frHaOTJeRGJ7XUbAJGNqTcTPwkIoN2T6LCU3ud+GcU+Xgl/LJMIB5sFkfRZReQ85+xilz1qmIcQKkrXpohUArj+6aIga/ZCcn9EQvfWDjraKLtEQCxhQP6hF4ZVqiCr9EOyV6NALBtYPQAcNMbB+AIiGENsNpE2tfgAKNcQAz/4iDVGjH8JrvTVEjX4I38dSDTEN/QBwB0ONfqB9lmoI1w+TYS4XF0pQ1fsB3C9W5XWHiBynVkn1IEkL2rzQt01Vfz3zAz83rt43cuZcJjbYCiZrewJlXovbMhMs80YILJztcozC2Z5R1V3huCdF5Nswb0TjtdiCvNdiAeWpH+3Kv80kFb+fq3PXN0Mywavqf0YeAWC04vxE61oyD8X6uL9poapfFJHfgYmDm0Xk58J3guacVbTVehNK30+X7xJbBWdtLPKB1d1IQiKRKX4E25P6Lth90YiD3ZpWO38a6T3EbDfisiT14yKYWP5kOFcAHEX6LIVO7qr6sfhAERHY92MbRp4z5qHICQbHWTGYhkCdfgA7v4uGqBXChRriNPTXD7nISaYhhtYPl2ZsL6As9WPm9UOuz2nBNASG1w/AjGkI4REJpfoBqNMQ+6G/ftiUsZ1oCHLcJPQDQOb75jnQpoN+oH06K8uqXVwIq4prYbmM68KPKAC4HmlBmzUVbUC9N6E3mYdjzgMa/0hnXgvmOciFSbLV/2MlCmeDVYxtKgK/GFZhdgFlXotSAXN1+BNX/j0DqTciF6LPoBM88VCci9Rr/XGkHoqcYJg4IvIhWFGsT8G2azoIVsiI5ZxJ3zYdD9WfFdgqOGtLRI2Wh0RuiU5tJrpmVb29un6wpNXOH0W67dM2YudKLJ36sRjCGMb5KpgYPBjAVar69+y4QnKTO+NApPtZMw9Flz4dZyowDSEiNfoB4PoDmCENEX7s9dUPQLmGYCkHNfohZ7vEiTIX+iEsIs+ahhhUPwAz6U3urR+Aag3RWz/kbDMNMSX9AJTP96X6oUufzpQQ1anOY1NDRB6ETXgNqqMtW+7BqKCNqhW56d02vXdVhohsghVuWtz7GraQNNYWJs/1rVMVVg15g4zyoppCi/e3J+zQfgeAT2O0gnkWrFqrYjyP8u9gexA3FYFvAnC9ql7e6msL7H4csx1eY59D8zBftBPaXw3gLcHuu2EVnMe8Eap6d4dr+TLYdkDbMT7Bx8fFY/6wWr7a+ujQz5T0NwlE5K7Wf5sfpJeSMbY/v85tXa7vtAiTaXxfStymJJRORmGJr9cQlphp2wzgPzD6PrxcVW8QkdchvVZfAPAe2AT/JIDfg4X+jt1DAP6J2Ik/L6jq1pbwaL/HOwGcC+C1AHap6vvZcex9M0TkcliIZMs0/7xFZIuqXtn6/x+o6lXkuOI+HWda5DRErVaYdQ1Rox9U9e5mLlxOQwytH9QKNSe2w+tj17z9dltjn3n9EJ7zRX1OAqYhAMReZ9cP6fm9NQTs3uulH8I9xOwkGgKW6oLoPQ6qH4Ltovm+VD906dOZHqs2ckFVT23+LZaTdFHr5ZKCkF3aZgolHoUwcSZeBrKC3uQItj0HTeXedqgiwEMQL0BaPOnnkVYELop6CJMmu+ZJCKPwyr/JPsYdLmUuhJEeGv1fwvnJCnxhf4Ojqm9vjeE4AL8a2mfNSzAJasIsWVpD0sY8BOHYk5AWTzoXwEYd9zKwe4jZyX1eLITxSZg4/2ywuyFzXBFK0h+WINl7eoA+HWcqLKEharXCTGuIGv0QSIrxgWuIofUDtZ3REJswp/qhQ5+DwzSE64ciemsIEbkW/fVDzg7TpZ/DhPVDsF063xfph459OlNi1S4uAIBYPth62GT0nqY988Du3Taj9F0YuTe8fi9GeU65CZuFILLiSWw3gr2S5jwy27lrnkz6ItKsJB8a/qiSfYxVu4XrFH7mLF+tpr/BEZGDYMW6zgJwHIBfWYlxrASV15yFJbK2ZzUtvATw4kkst5LdQ6+N7eS8BKr6sxKFMAJ4KyKvR+a4ScD2nnacuYFpiFqtMCcaosaxUqQhAOw/sH7I2WZOlE9gTvVDhz4HZ1/VEANc7xoNUaMfqB2mIVw/OEOyahcXROQxAH8M4DoAN+ts5oFPjIqFEbZtk4BM2ODeCFbvgW0PVeS1WOL9JZN+ZuzMGzGJEMJk7+kJ2Kjlq7AtvS4E8GFV/dIKj2deuBF2X9+4TNsFSL0TQOEOFBmvRZNScWN8fIyIHAjgeFh44y5VVRE5CRY5sbXl9UiOW67vniR7T0/IjuMMzr6sISodK6Ua4mQMqx+o7cz7c/3QD9cQ/ajREL31wxJ2Elw/OEOyahcXALwPwNkAjgVwxAqPZZ5gnoPchM28Eax4EtvOqTTqgZKZ9Nn5zRY9i96IjtejFLaf9axxDoCLYVtuHSkiB6pqLNycFJbWwEIVN2c8BEU7UAjfciqxvQQshHGdqv5y5PVIjstFQ1SS7D3tOHOEa4h+FGkI4SmYvfXDErYTXD/0xjVEP3prCNTpB2o7g+sHZzBW8+LCNgA/Cps8LhGRB1T1zBUe0zzAPAe5CTsJQVReQXoHUi/D7SjwWmjYN5vAJn029iJPxgDQvacnaK8PR8FCWwHgcABPwT4/Z2lYWCJry3kIinagEJGPIPVaMDs5khBGAKcTrwc7bhL03nvacWYA1xD9KNUQQ+sHajujIVw/9MM1RD9qNMTauLMO+iFnh+H6wRmMVbu4EEJ6TgTwX7DKqjuXOcUxmOcgN2HnJt44N5NFKZRGPeQKKDFPyI+T849HYTREJSu293QH4uJP16zIKOaP0m2ofgrEQ8DCiTNeBpaDmdhZQnSyEMYTkHo9DomPmxC+97Qzt7iG6E2RhsDA+iE8F0s1hOuHfriG6EeNhoh34yjWD+HHeKmGcP3gDMaqXVwIzHRV5lkk4znYH3zCphEN8Y+psKIaexlKvRY5EtuZ838C5dEQNazY3tOldMiZdcZhYYmsrUuUAasezbwWQuzkYCGMrMr1ieS4SbAOvve0M9+4huhIBw1Bf7j31Q9L2Ga4fuiBa4jeDK0hSvVDzjbD9YMzGKt6ccEfhL0ZE1RLTNilIYgsSqHUa5EjZzs+v0s0RA2bANwqIhdiyntPOxOndBuqLlEGLErhEKQ5mGs7jJPZZ1ET53UYZw23YdzT5T/OnLnCNURvSjRE6Q/3LvohsZ0Zn+sHZ5oMrSGK9MMAtl0/OL2QyRX6dFYTIrK+9V9V1btFZBOAd8ImXgntycQbzm3naClsp4mLAXxUVd/RYzxFtsOx98AKJS3u2d3VXuGY2tfIhek+hohcieg+z+UIymgXiHbI3yWq+nYR+UNVvWxS9ruM03EcZwhiDQHbTtr1w8iO64d9nA5zuOsHZ6ZZ1ZELznCwia5DCCLLbzwVFeGGHVMophLa6mJgn6fUQwDw6tHvqvQIlNrvMk7HcZxqMl5Q1w+jMbl+cErnZtcPzkzjiwtOLSUTL6vNMES4YdGk75O2Mw063mcst7I0N7LKvn8fHMeZEVw/OE6gw73m+sGZaXxxwami8EHD8hu7eA5qbDvOLMIqRbtHwHGcfQbXD47TC9cPzkzjiwvONMh5GbwSt7OvkngZPG/RcRwnwfWD44zj+sGZaXxxwZk4OS+Dew6cfRj3MjiO4yyD6wfHSXD94Mw0vrjgTAv3MjhOwIWx4zhOMa4fHCfg+sGZdXwrSsdxHMdxHMdxHMdxqthvpQfgOI7jOI7jOI7jOM5844sLjuM4juM4juM4juNU4YsLjuM4juM4juM4juNU4YsLjuM4juM4juM4juNU8f/u+fdCtpbUcQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 1080x504 with 4 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Visualization.\n", + "plot_connectivity(con)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h2><font size=\"5\" face=\"arial\" color=\"black\"> 3.2 Model</font></h2>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">A set of differential equations describing the local dynamics. Here, we use the <b>Epileptor</b>.</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialise a Model.\n", + "epi = models.Epileptor(Ks=np.array(1.), r=np.array(0.00015))\n", + "\n", + "# Set initial conditions.\n", + "epi.state_variable_range[\"x1\"] = [-1.8, -1.4]\n", + "epi.state_variable_range[\"y1\"] = [-15., -10.]\n", + "epi.state_variable_range[\"z\"] = [3.6, 4.]\n", + "epi.state_variable_range[\"x2\"] = [-1.1, -0.9]\n", + "epi.state_variable_range[\"y2\"] = [0.001, 0.01]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">We can refine the network pathology of the patient by including the hypothesis about the Epileptogenic Network. To this end, we define a <b>spatial map of epileptogenicity</b> where each network's node <i>i</i> is characterized by an excitability value $\\pmb{x_{0,i}}$, which quantifies its ability to trigger a seizure. \n", + "<br>We set:\n", + "<ul>\n", + "<li>the hippocampus (rHC, region 9 and lHC, region 47) as well as the amydala (rAMYG, region 2 and lAMYG, region 40)\n", + "as <b>Epileptogenic Zone (EZ)</b>, with an epileptogenicity parameter value $\\pmb{x_{0,i}}$ equal to <b>-0.75</b> for the rHC and <b>-1.65</b> for the lHC and l-rAMYG,</li> \n", + "<li>we also add two lesser epileptogenic regions: the parahippocampal (lPHC, region 62) and the temporal pole (lTPOL, region 70) as <b>Propagation Zone (PZ)</b>, with an epileptogenicity parameter value $\\pmb{x_{0,i}}$ equal to <b>-1.78</b> and <b>-1.81</b>, respectively,</li>\n", + "<li>and all the other regions (or <b>Non-Epileptogenic Zone, NEZ</b>) are set to <b>-2.6</b>.</li>\n", + "</ul>" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Define a heatmap.\n", + "epi.x0 = np.ones(nregions) * (-2.6) #NEZ\n", + "epi.x0[[9]] = np.ones((1)) * (-0.75) #EZ \n", + "epi.x0[[47, 2, 40]] = np.ones((3)) * (-1.65) #EZ \n", + "epi.x0[[62]] = np.ones((1)) * (-1.78) #PZ \n", + "epi.x0[[70]] = np.ones((1)) * (-1.81) #PZ " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h2><font size=\"5\"face=\"arial\" color=\"black\"> 3.3 Coupling function</font></h2>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">It is a function that is used to join the local model dynamics at distinct spatial locations.</font></div></p>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">We couple the Epileptors by permittivity coupling, which quantifies the influence of neuronal fast discharges $x_{1,j}$ of a remote region $j$ on the local slow permittivity variable $z_{i}$ of region $i$ via a linear <b>difference coupling</b> function.</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialise a Coupling function.\n", + "G = np.array(-0.25) #global (long-range) coupling strength\n", + "con_coupling = coupling.Difference(a=G)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h2><font size=\"5\"face=\"arial\" color=\"black\"> 3.4 Integrator</font></h2>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">We use a stochastic integration scheme, and the noise is added. The shape of the noise must correspond to the number of state-variables in the neural mass model, here equal to 6. </font></div></p>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">We employ a standard <b>Heun method</b> with an integration time step of <b>0.05</b>. <b>Additive white Gaussian noise</b> is introduced in the state-variables $\\pmb{x_{2,i}}$ and $\\pmb{y_{2,i}}$ with 0 mean and variance <b>0.00025</b>. Other variables experience only little or no noise due to their high density.</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialise an Integrator scheme.\n", + "dt = 0.05 #integration steps [ms]\n", + "nsigma = 0.0001 #standard deviation of the noise\n", + "\n", + "hiss = noise.Additive(nsig=np.array([0., 0., 0., nsigma, nsigma, 0.])) \n", + "heunint = integrators.HeunStochastic(dt=dt, noise=hiss)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h2><font size=\"5\"face=\"arial\" color=\"black\"> 3.5 Monitors</font></h2>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">The last component we need to define are some Monitors. Monitors are measurement processes applied to the output data from the simulation.\n", + "<pre></pre>\n", + "\n", + "Here, we will select (1) a simple data reduction and (2) a biophysical measurement process to relate the simulated neural activity to recent epilepsy studies: \n", + "\n", + "<ol type=\"1\">\n", + "<li>the <b>TemporalAverage</b> monitor averages over a time window of length <i>period</i> returning one time point every <i>period</i> ms,</li>\n", + "<li>the <b>iEEG</b> monitor generates SEEG recordings.</li>\n", + "</ol>\n", + "</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialise some Monitors with period in physical time.\n", + "mon_tavg = monitors.TemporalAverage(period=1) #in ms\n", + "\n", + "mon_seeg = monitors.iEEG.from_file(\n", + " sensors_fname=os.path.join(datadir, \"seeg_588.txt\"),\n", + " projection_fname=os.path.join(datadir, \"projection_seeg_588_surface_16k.npy\"),\n", + " rm_f_name=os.path.join(datadir, \"regionMapping_16k_76.txt\"),\n", + " period=1.)\n", + "\n", + "what_to_watch = (mon_tavg, mon_seeg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h1 align=\"center\"><font size=\"6\"face=\"arial\" color=\"black\">Go! Simulate</font></h1>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">We can then configure and run the <b>Simulator</b>.</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<table>\n", + "<h3>Simulator</h3>\n", + "<thead><tr><th></th><th style=\"text-align:left;width:40%\">value</th></tr></thead>\n", + "<tbody>\n", + "<tr><td>Type</td><td style=\"text-align:left;\"><pre>Simulator</pre></td>\n", + "<tr><td>conduction_speed</td><td style=\"text-align:left;\"><pre>inf</pre></td>\n", + "<tr><td>connectivity</td><td style=\"text-align:left;\"><pre>Connectivity gid: 7ae4ced2-ea92-471b-817a-cf62ec91ed24</pre></td>\n", + "<tr><td>coupling</td><td style=\"text-align:left;\"><pre>Difference gid: b41e7aea-9d49-492a-88de-f0ddfec33bb1</pre></td>\n", + "<tr><td>gid</td><td style=\"text-align:left;\"><pre>UUID('2299884b-80ed-4a12-be52-d1b184a92e2e')</pre></td>\n", + "<tr><td>initial_conditions</td><td style=\"text-align:left;\"><pre>None</pre></td>\n", + "<tr><td>integrator</td><td style=\"text-align:left;\"><pre>HeunStochastic gid: e7414b17-e0dd-42bb-81ee-669141b630d1</pre></td>\n", + "<tr><td>model</td><td style=\"text-align:left;\"><pre>Epileptor gid: 30d04c0f-7023-468b-bb16-32e3887c2d2b</pre></td>\n", + "<tr><td>monitors</td><td style=\"text-align:left;\"><pre>(<tvb.simulator.monitors.TemporalAverage object at 0x7f98ea877400>, <tvb.simulator.monitors.iEEG object at 0x7f98eaaa91d0>)</pre></td>\n", + "<tr><td>simulation_length</td><td style=\"text-align:left;\"><pre>1000.0</pre></td>\n", + "<tr><td>stimulus</td><td style=\"text-align:left;\"><pre>None</pre></td>\n", + "<tr><td>surface</td><td style=\"text-align:left;\"><pre>None</pre></td>\n", + "<tr><td>title</td><td style=\"text-align:left;\"><pre>Simulator gid: 2299884b-80ed-4a12-be52-d1b184a92e2e</pre></td>\n", + "</tbody></table>" + ], + "text/plain": [ + "<tvb.simulator.simulator.Simulator at 0x7f98ea8775f8>" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Initialise the Simulator.\n", + "sim = simulator.Simulator(model=epi,\n", + " connectivity=con,\n", + " conduction_speed=np.float(con.speed),\n", + " coupling=con_coupling,\n", + " integrator=heunint,\n", + " monitors=what_to_watch)\n", + "\n", + "sim.configure()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting simulation...\n", + "Finished simulation.\n", + "execute for55.70017194747925\n" + ] + } + ], + "source": [ + "# Starting simulation.\n", + "print(\"Starting simulation...\")\n", + "tic = tm.time()\n", + "(ttavg, tavg), (tseeg, seeg) = sim.run(simulation_length=6000)\n", + "\n", + "# Finished simulation. \n", + "print(\"Finished simulation.\")\n", + "print(\"execute for\" + str(tm.time()-tic))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h1 align=\"center\"><font size=\"6\"face=\"arial\" color=\"black\">Visualize our simulation</font></h1>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">And finally, we can look at the results of our simulation in terms of time series:</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# Normalize the time series to have nice plots.\n", + "tavg /= (np.max(tavg,0) - np.min(tavg,0 ))\n", + "tavg -= np.mean(tavg, 0)\n", + "seeg /= (np.max(seeg,0) - np.min(seeg, 0))\n", + "seeg -= np.mean(seeg, 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + 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UBYSrv1QqFbTbbYzHYzSbTWRZhq2tLfi+b9qh3VfK5bJ5Hw6HQ1OO9n3zynRjYwOTyQTD4RClUglKKZTLZefYRu2L0s/jWHZMtvN+WhMSjlLqvVrru5y/rVDw+mat9Texaz8D4EVaa2fJKaWeB+B5APDIRz7yKz/1qU+dWvomkwl2d3dx4cKFm5pd0cw2SRKkaWpmy6QViOPYfNdao9FozGhKyuUyyuWyafTNZtOEFUURkiRBEARoNptGm1YqlcxsmrQ6wOyLZGNjw0j8YRhiMBjMNFia+bTbbURRZAZAGpBdjbvoRdXpdDAajea+xOwXCnVQW6ig69RpaHCJ49h0IpdA5Pu+mfnTfTRokcbJJggCVKtV5wvehmZ9dnj0MiNtm2vg6Xa7SNMU/X6/cFCyy6foBdxoNDAajcxMlNqU53kYDocol8uIogjlctm0PVecpH3kA/myrEIQvJXggsFJcVShnwQZejEuas+nzXmZtAgPT1wCcrvdRrPZPNV4z4vg9Qyt9TPYtbmCF+e0NV7CyXMrqKWXxV4uW0QURUZwPUmiKDIC6mliL43RNWIymZiXu4s4jhHH8dwlYSBfpixassmyzMy2aUbdaDTMsjMtR9ESGwkXtETFl7xcbZE0PCTU0jLsoqXWJEnQ6/Xg+z5qtZqZrc/DFT/N3GnpUmuN0WhktBaTyQSVSmVmaXwe3BRgUfrTNDXahvX1dTNJKZfLqFQqpq2TaQAtuZfL5RkhfzAYoF6vY2dnB77vo9lsmjKnZXWaCPByoPjoe7/fRxRF6Ha7pn55uQwGA4xGIzMxrVQqxuwiCIKZNkQCHoVPk19aIiyXyxiPxxiNRmi32zNLx6Txi6JoxsQiyzKzDE/L1OPxGHEco9VqmfDtui2VSs6laTsOKi/SKpKpCuWPyowmwnyplrSl9CyZH9htk9Jnj2M3btxAHMfGRIaWrckEo9FoGGUBTdCpbgeDgZm0tVotTCaTmT65t7eHSqVi6ozSkKYper0etNZoNpsYDAZIkgSXL182bZRr7yaTCcbjsZmEV6tVDIdDNJtNMwZxU43TNFk4CudF8HoAwNcAmCBfavwEgGfhHCw1CoIgCMLDkYfSJPk8MU/wWolxvdb69dN/32X99NJVxC8IgiAIwmFE6Fo958vU/2HMPBuIk9JKctuoeaxCC7pKHmr5EQRBEG5dVqLxUkq9EMDXaa2/SSnVAfAyAO8A8FgAdwB4gdZ6OZeicwLf8oCvXZMhPdkYcK8QWrumLQ8I7h1Ebs/0ISNd2v6BwuIu0hQX3ce3iiD7A+6RRLYBlGbu3k55oXtoXZ3uJZdw4MD2iWwn6FmynaF4yV7A8zyzzQV9CG7HQIb7ZM/E8wwc2ClkWWaM2cmegm9XoZSacTigZ8mGhLZZINspKj8qz1arNbPlBHBgI8M9bMghg56j38heg8qMe4BRfFSmQRCYNkXpJDuWJElMOORenyQJwjA0Ng5k5O953syWEdTOyE6F22bxrSaovKkearUafN8325mQ3RHZjXC3egqfbxVQLpfNb1TvZDNEHlfkNcnDBmC2UuG2Xrw/Udi8n5ANCrWR4XBobMwoLLqX6o3sbEqlEobDIXzfN44tk8kEWZYhCALEcWzamu/7po1Qu6J88m0DKH8UD5UtOdHU6/WZfPB+SE4O1CepLu02Wi6XZ5xy6DulldJD5UZtt1qtmnxRnVEbprYG5BtJUxv0PM/0aRrHyLuT2g/3yCTbJEonpY3aI7UJchgaj8emDddqNVSr1RlbKSpLclzg7a1arRqPUMon2c9RXyGnHGpHZF/V6/XgeR7a7baxX0qSBLVazXhq8vGZ+hjlQymF8XiMJEnQ6XQA5FsOUXnRmE31Qn2P24ByGy0qC+5VTDZScRwjDENj40bjUBRFqFar5v7RaGScKoIgMFvqkCcolSV5EsZxbLbqod+ovVG/7HQ6ZjyleqatcGhLoXK5bOwHlVIIgsDYxfGxk+qJfqN8UD+m32iMovZC8VKayC6Nb/lCNmE0zg4GA9PfqGzIJu0sWaWN17cj3z7i2QDepbV+//S3VwP4Ya310HpmZV6NWmvs7+8b41DeIZIkMR5l/X7fCBhH8RTiLyt6AfCXFO/g1PBpDyEaFPmLiJ6nQZleaLZgRB0/TdOZQYg6aBRFJj3UeKljEdQ5Kc8k2FGZ+L5v0k5QOugFQS8A/iKhdFPYnueZDkUDOZUdPcsHPxsy3qTwKL1kLMw9TalM7PqhdLvc6vm9PH28nLjKfhkvLp6XRZ5f9JKa1195OxMt38lxnK0GBGEZHi4en+ctn2ft1bjKDVRfCuBuAI/RWv/cNGH3AHiLLXQBgNb6NQBeA+TG9aeZsDAMMRqNMBgMMJlMZrxLtNao1+uIogjNZhP9ft9siEoaFpoh8lm+7UlzVMTgcf6mhDdbPos8FUk440Ki7cG2jAfNUdK57L1ck8r/d91DWi4SGEl7xLWrrnhJc8FnyMCBPQifSNiaUoqXNv+kciSNCfUT0kLwzVNtAYfKmGvXkiQxQijfFBY4cB2nyQxpS7jHIPf+4wI313YQfPNSrTWGw6GZxNAzvCz5ViJ8gkUaJtJE0QaWlBfb64s2UyYvP74PGmnqqN5Jm0F1WavVsLu7a34jDS+fUJD2g2taqdwoHTSJIW0L1SGVGaWHJme8HihfVEYub0nu2VipVNBsNo0XJS8fusY1KFmWoV6vIwxDTCYTo33heaItVaicqtWq0SjS2EwbU49GIzNRow2k+cSN2jF5AOqp52+5XEar1TL7gtH7giZ+vNwojPF4bOLnXn9UVpQH8uSkuiGNKz0/mUzMJtq0oTJpyilfcRxjOBwabRt5KNLEnrRiVN/URmivsCAIjMclH3tJy0hp432dtH2k/aL65+2Va2+pLXDtLbVJqm8KA8CMhy3lj+qK+gr1I/Lu5CsVu7u7S3sLnxar1Hi9D8BLAPyO1vq3lFIvAvCVAP4awP+jtd4ten4VG6jeuHEDOzs7ZvChxkOdQimFRzziEeY4odtuu23medp3SxAEQRCEhzdnrvFiXo3PZNf+3SriXhbaS6Tb7Rbuk1SkKqXd7EXwEgRBEARhHnJWI3KVJBndzduc0t79dp4tkCAIgiAIgo0IXjgQqIoOwCX42V7j8Rj7+/uHzo3i3k4AjI0JMGsfA8zas3AbG76Wbv92kiwjNC5rc3SU+2+G49h2ib2cIAiCcF44y+0kfgvAjwJ4mdb6fatIRxGtVgvNZtO4RxfBz1/b3d2dcVMdDoe4evXqTaWjyPOjyMCc/l90fxHLCF7caNu+v+h5Miy277EFtHlpp9/pY9/PvQhtb0KXpyC/x36ObxdB6bTj48bs9nO2obpLE+rKK4XFy5iHuajc+LYa9vN2GfFy5A4DvBxcaS8ypufhucrU/p9PSLj3ZVHZuMKy68MVt932eV3Z5cnzwOuAjJRdbZSXPfcgddWZPeEq0pAvmoAV1eEyGne7ru22bR8rw/uLy1OXO7bYThWu9Nv5L2qbvC1orWccGo46AbXzx7ehIccAV3iufsDLx37ONY4UpdPeEmOZNl8EH4v4NTvvdrjcuYbfbzsa8S0cXPVpv39c/YnXL+9LRWOO7ShE5UTlZk+eF42JPE122QFY6n1/mqxK4zUAUFNKdZFvJ/F6rfX7lVK/X/SAmt1O4lQTp5TChQsXnCe6A/nBt+Px2Bxq3e/30el0TMVFUYThcGg8PewXqf2CsRsDNRyXpx0f3Oz76X/OskufrheOKww+2NgDqOslyzs2f/m47puXfpeQwP+3X6Su/PBrrvvtNNFvfFAr6uz0crDzC8y+zHgcLsHRfunYA6qr3PgLn+LjYdrlyH9btNWESzDj8brq1fUCsK+RFyB9t9vQonY87+XLBYKi57g22xUnbx+0j5jd5nh66XdyvLFfQLawQ/G5+ptLMOLXi9pikZBrl58dJhfOeb7J27ToZWqf1UjP2PEWvQRtYZtfJ49IV7qK8r3MGKj1wZ5QFCd5ZrraLY+Tl79d1zyNvHzsdHChjbx7eTj2WD5PeHOFbbcDFxQu91blZcj3vwNgzmi1xwpXPK4+bLd7e//FovTxMufe1LbAz5+zBU677bnS7aqrVbNKr8YPA/gq5NtJPJddf59eoPFa1VmNrkbMX3Tz3PcFQRAEQRCA+V6Nq5QexgCeBODPp4m6E8DXA/iOqSbsTNE6Xy7kWq8oivDggw9iNBrNaBVcQtdoNDJ7+NwK2DvHHxet9cwS7FGeoz1ghFuX87QpoiAIwq3AWW4n8RHku9mfC/b3981RHbu7uwiCwAgUe3t7ZjM/Uofu7ubbjl28eBFhGGJ/f9+EdeXKFWNLcO3aNZRKJVy+fBmTyQQ7OzvY3Nw0Sx9F2jM6+iDLMrM5HlGv183GcvZGcFpr7O7uYm1tDaVSCVtbW/A8D91uF1EUYWtrC9VqdUZIXF9fN3uXlUoljMdjs9kgALNRHzEcDuF5HqrVKvb29oywWqvV0O12zaaP86D90IB8TzR7s1k6XqRoiw4Skjc3NwEc2N9tb2/PLAMDB8fZ2Cr28XhsNhVcFaPRCOPxGGtraws3X10W2uyUH0NyVBZtKOuC2tPa2po5nmcV8OOyBEEQbjVWstR4s6xiqfFzn/vcqYa/CM/z0Gq1ZoS6oz7f7Xaxv79vjrPhwuNxaLfbGAwGx9ZquITSbrd7KH+tVgv9ft98933fHElE1Go1tNttjMdj9Hq9mesu2zw6VaDT6czEp5TC2toa0jSdCYeeqdVq5nq73UYQBObst36/jyzL0G63EYYh1tbWEEWR2SX84sWL5tw0AGY363a7bXZ2vn79+kyc3W4XtVoNw+FwppwAmJ26tdYmHaVSyZxLRwKuHebGxgbCMDTPLxLG4jjGjRs3AOT2Ha1WywjOWZaZHcA9z8PW1pYzDJpsAPlEpVwuG6E5DENsb2+j3W6jXq+b3b8HgwHSNMVwOMTm5iZ838fnPvc582yapuZMNTpXcm9vz8TJNzHWWs+cIkE7mdMu1eQEY9t1kfkA3xmfh0n3j8djDAYDbGxsACi2V3GhtTZn4VWrVYxGI9N+gFnbGNqh3QXtBh9FkdmdfNXQGX00EaTzCYvuJcrlMq5evWragFIKg8HAlMm8NjrPvm97exthGOLy5cuHdsa3jcOPC01mfd83bZqfaemi1+uh0WiYNmVPXmnneJe9LMeexB5ngkSbgvM46CzT05x00sT2JKDyWia9URSh1+uZSflZMW+p8VQEL6XUvwTQAfDNAN4M4E8BPG36cxXAXwF4lNb69UqprwNwQWv9xqLwTlvwyrIMV69eNQcD8xfg5cuXl/ZWtA02i66dB5RSuHjxIq5du3YiYR0nj0VC063O5uamedEsw6raiO/7pswrlQqGw0Mndc3QaDQW3rOIowj/dDQNp9VqoVQqHRJKiyAvqHlL2BsbG+j1eofiunTpkrM/uMaAZrOJdrsNAOaoMa01ut3uoRcyF6r5pMKud7s/XLp0yWjOARjh2CYIAiMQArnGnodTqVRw4cKFmUOk6QibMAzR7/cRRRGuXLli0gUAV69enZl0tdvtQ5OVixcvGsGf8kaaeFpBAHItPf9+4cKFmfzQCSHtdhtpmpoJR7/fN9v40OHGW1tbKJVK2NzcnJl0+L6PbreL0WhkJnJ0hBSQa/ar1arR1JbLZXQ6HZTLZVPvFH9Ru19fX8f+/r6pk0uXLiHLMqNpp6NyaIJy6dIlM2HodDqo1+u4evXqof5Ok4jJZGL6zHg8NvV42223mRWTarWK9fV1Z/qILMuwu7s70/cajYYxXO/1egiCAGtra0iSBNvb2wiCAN1u10xGkiTBYDAwTmOcra2tmckxX+XJsuxQ3WqtTflQ2HyCkSSJ6SOlUgndbhfb29vmyKv9/X1znBAdsUVlc+nSJSPgjsfjQxP7brdr8s2PADttzkLweg7yI4Keo7X+PqXUFwN4itb6F9k9v6K1fq5S6hcB3KO1jqwwVnZIdpIk+PSnP43NzU0zmAKHje3pbDLg4IUShqE5F4vCosGAlmCoMdRqNaytrZlz1XzfN53JplarodPpOGc3ZJ9Fs88gCGZeTPwFtr6+bs7q8jzPLEFyxuMxkiQxg0ppuM4AACAASURBVNXGxgb29vbM4EJnoqVpanb211rj2rVraDQaZtY7GAzMOWKL7MdoELx+/bopU9u7xpUfIO/Ivu+bDgnkwk6SJOZcTVsz0+l0EEXRzAtJKYVut4vBYHBIw3aaXLp0yQx2LtbW1mY0O8uG2ev1ViLI0uB3+fJlDAaDmf3tVsFpCaonGW6z2TTnHnJt7mlBWr3d3V1nHprN5kw9eZ6H9fV1pzBH5/8tk+7TOvz4ZrX1Rdyqkz3XSkEQBFBKGbORRqOBVqtl9pg8LhsbG86xaWNjA5VKBZPJxDk+cSF3Weg8SbvNulY9FoVTr9eXHjcvXLiw0BzmZjkvgteTtda/xO55PoDPAHi81vpl88I7bY1XFEW4//770e128ahHPerU4lkGvofQUVjk9nscaIZ8nAZKwg8tpfF02ss6dNisPRMhmzrP84zw2Gw2Z5Zm9vf30Ww2j+QenGXZzJIg4bIrC8Nw5oBfet5eHuj3+84XFQ2YdO/ly5dnXMxpdhgEAdbX1wvrjpbOqFxoKeXGjRszgwjZrpFLOJCr6Xu93txBkQRhCp9rEi5evIhSqYTt7W2sra052wMtuVL75doIWr7s9Xpm1rq/v496vY5Op4Msy4zGodVqwfd99Pt9VKvVGQ0Lzart9BFcQ3fp0iWzxFcul7G3t3dI+Oh2uxiPx4VOMfbL/7bbbjN2m0eF9vyzNUZHhTTVtlbhPFKtVtFut2fqytaa2Zqv43ASYQDzBe/19fWZCTIdYn7c96cdXhG2Pe5xBF2XsFk0yT0KrVYLSZKcS0G20+nMFT7JHvk0OXPBa3rtBwFkyJca3wBgF8AHADxJa/2ZeeGt4pDsD37wg1hfX8ftt99+avEID32yLDPLTme5QZ8Lskshze2847GA49mT2CyzzxBBwiSHa0NtG5Vqteq0y5q33UtRevb29jAajZyOGbRMRHGRaQKHlop2dnacgtxtt902YytUr9fNBIAcE7jdENnFAbk2t1QqOW2WtNYzjipA/kKsVqvGJobyBuTC6WQymXnpNptNDIdDp9aBlqJoiW5nZwcbGxvwPA+j0Qi9Xs9o9qMomtmvjaAyoSWhMAwxGAxmHExcNo5ALqAEQTCTx3a7jWq1OnMqiNYaW1tbRjNOQvr+/j5830cQBOj1eqYcaKJBwhNpj65du4Y0TWfsB4koikxZ0HIcXavX6yaNvu+bSVQYhsY2j46lo+XNNE3N0iy3pSV7posXLwKYtT++cuUKrl+/fkhocgmNFy9enHFW8jzPaJfq9TrSNMV4PDaTXlpypXBowtTv9wvbNJA7DNmaJq7Vv3z5MrTW6PV6KJVKaLVa2NvbQxzHM/lQSqHdbpt2QMv5tNx5/fp1M6mbTCam31y/fn1GGKV08f2/aLJKZbsKZ6CVC14nzWkLXpPJBB/96EfR6XROfbNWQRAeOhQJp0cROE8CcrxYVlAmh4ki4XvV6Qdy2zTSLp/GxIWEVPIyL7rnLPdpzLIMW1tbWF9fn9Hik4bYNrQHZuuK7/Z+XGirH9KwrwK7vR21/ZGmPwiCldlwLWKe4CVnNSK3IeLGqSQdL+MRJgjCw5d5u3GvkqPuxL1IqDmLcW8FSz9OTZZ9z1mO+eQdbePyHnW1vZMQGJVSKxW6KM5535d5fpVb2twsInhhdhPI/f19YydCxzsAeYMm1T0/O8qeXdAxC7Q0wN3V7V3w+TlUpHm0z7PjR0PwWYA9QNiaS/voBO6SbR+vMM8+jM+kXIMSebLw8phXzty+i9JB1+yzD+k3nmeeP/59mY7K82vHQ9f5b64ZJa97u054HK6ysuOxz8lzla0rX662sqgMeB3z/6nseXvgZVME1Tnlgdvd8brj6ePtn7cVe8ZO2Mcn8b5j58OVX1d5LmMLSWVBH5dQw/M5L6xlsPN03iZ7rrZx3HAoDLs9HlVgOO1yOul6dYW/bL7t48GOY/97kvXHx8hVc7OasfPCqQheavF2Em8A8MMAHgDwCa31fzyNdCwLX2ceDodoNBrwfR9hGJo18SzLbsqYUhCOCxdqjvKMLWAfJ14+yLoE9XnP3QrYB/jOS7ddDzyfXEjkQpldD7aQumx89nNFaSoKw6ZIACWhmIyvXeHaZ4PShrauiQYJH3QfPWeHWzQRcoVpp90uT/vFXHQoO59w8AnBvPKxr1H49qTYPnDcPqeUh++aHNuTu6K4KWxXPRS1addEiVM0yS46M9iut6Iy42niz7vOVXRNwIr6C08HHYpuH27Ot5lRSqHVahVuzr0KTkvjpQG8E8DtWutXqdyrcaKn20kopZoANgC8FcC7XAGoFR6SzWe03LvLtfmbrSlyHSRKle/SBGmtjXaHHwDKNSoADg1S9gC+7CzG9ZJwzViKXpb2i8W+hw9sdtnwtPOy4WXGtUuuFxINjjwtfLCz01mEa4C0D6TlaaE821AnnjfT4hofl9aF/hYdBEzww7f5c/SX0mcf0k1h87opeonTgM3rkPLJ8+Kqx6L2SG3c9WIuKn+XBoDfa+dtmRk3b4M8jzx+WyCyP8CBdy1PA4XPNdp23dp9xu4jPD2u/BU9Z5eJXW48//YznCIhg/ITBMHMC4yXJS8/2l7GJXDy8GictcczLqgU5cVOs2uscAlp/H9bM0x2ca7yIK08b9uucrfHLn6dC3b2eGeXjStPlA6+qkKe0Px5es+QJzPvS/y9wsu5CIrTHut5mbjGersMXUKs3a9cz9sCl93f7QkO9/Lk+bbLkNoWvdtPeyuJRaxyqdGUrtZ6oJS6G8BdAF4L4F8culnr1wB4DZAb159mwsrlMi5fvow0TRdWiD3gFxnynRcDP0EQBEEQzg+rOqvx75VS36iU+n7kS41vRH5OowbwsVWkYRFvfnOCpzyljH4/RZoCFy6UMB5rrK0pTCZAs6kgR8MJgiAIgnAzyHYSAN773hh33TWr6fqyL4tx330VfMd3hHj728t46lMT/PZvB3jc42LceafG7/3ear0+BEEAokjjrW+N8Yxn+OArS3//9wk+//M9NBonZ2ibpsBnPpPi9ttFey0IwtFQsp3EfLa2Dguf992XC2K/+Zv5PjdvepOHZz0rwv33+7j/fmA00vjoR3NbB98HKhWF8Vhjc7MEzwOUAqrVWS1ZqZR/fF9Bndz7QRAeNrz0pRF+6qcCvO1tEb7hG/LJz40bGb7kS8p49rND/Pqvz98U9ij80A+F+OmfDvDZz2a47TZRdxehNfDJT6b45CczlEqA5wGtloLv5+NduaxQqeR/y+X89yDIx8YkyZ8vl/Mxk8ZF+p++l0qq8Ldl0kf6haM8JwinxbEEL7Wc1+IvAHg3gBaAnwTwEgAPArgC4BUAXgzgVVrrox1Kdwose6zVt3zLgZar0wGS5HhyaxBolMsapVI+CJRKQJYdDA6cOFbwPI1KJb+XDyL0v9a58KcUGTHC+TdJFLKMBkMNzzsQBgGgVNLQ+iAe+usKK8uALFPmuTw9aiZNWh/k6+C7glJ6Kqzmf9M0z2e5rBHHCkGQX8+y/LckyQdrz8vDKJXy65R+Xm522QBAo5Hnlacl/1+Za0oBUZRfr9XyOiqVgDjOf4tjhTjOv/OwW62DclsGKiPP06hWD8qY0pFlQKWSf+IYCMO83oJAIwiAWk2jXM7rezIBBoODMk/TPO27uwqbm9lMGY5GCoOBQqejUatpZBkwHisEQZ7+yUSh2dSIIoV+H2g0gOvXFR58sIQv+ZIUnU7eBtM0L6deL7+fjjbVOk9ruXzQnuIY2NtTaLc10hTY31em3tbWNLa28pfz5cvahBtFCr6vUavlz/f7ef7G4zwPH/1oLlj98R9r/OVfhvjkJxXe854SgBJ+4zcCPPGJIT78YaDfB3o9YDJRqNc1+n1l+tp4nJf7hQtAu53XQ60G0BnOSuXP/9qv5XH9wR/EqNcV+n2N0ShP51d8hcJdd5WxsVFCuQx84hMpymXgkY/08Dd/E6PZVPjSLy0jTQ/6+Cc+kaJeV7h4sYSf+7kQz3uej2pV4d57YzzhCRWkKfCBDyT48i/Px5UPfjDBhQslXLxYwl//dYyNjRIe/ehc+/bbvx3hyU8u49KlEt7//gR33OGh1VLmucFA46u+Kp88/t3fJfjkJzMjqALAffcluPNOD9XqgRTyoQ8leO97Mzz72ctr89MU+Gf/LMLb3uYDODvNYKWirbGmWLqqVA46K5nipmneVxbBx1saQ6NImXGqUqHxPW8naZqno1zO+48rPPt/rfOwaGym9wTPZ5oq0+fztOfviVpNI00VSiVt3itZpjAeH/Q939dsnMnTReNquZwngt4V/Bx5LvAmCbCxoUHHKfI0jUZ5H87znYeZZfk4UC7raVkpMzblnzzNvp+HHcdq+l4A6vX8vRBFQLWapz8I8nJWKo8PmE2r5x0I856XP8/zcc89KZ7//JObpB2VYy01quUOwX7V9LdfBXAvgL/QWn9IKfWlAJ4E4DLmCF5qhYdkA8D3fm+Id72rhFoNuHBBYzwGvuzLND74QYWv+iqNd71L4e67gXYb+ImfUHjykzN8xVfks7YwzJdAGg2F7W09bez5i5ELMHR9f//ghchf/LYNmdZ558gymAbuEqpIaKBn+F8+mNBLMcvyxk0NPsu0udcWurhgw//mAwJ5sBwIfPnMVJt08UGDBhGtD4SKKFLwvANBIwg0xuO8k1Hn8bx8MKGXWJblv1Gndc2UeRnREYp2mvhHa0yFEJiXK83EqR7yWXsuqNBzu7vK5G1ZaKZPp3BwAbxUyoWFOM7jq9VocM+vj8d5nicThUZDg/YM9Lx8oB0MFDY2NLa38zBIA1Gr5ff2+7nNYq6RPchnpZLnu1zOhZAoArpdjUc8QuP97y+ZOCuV/KXS6WgMBgq93sGAVqtpJEk+0JNw2ekAg0Eefj7w5nnf21NYW9Po9XKBsFzOB9NKJS8XiqvVytPaaGgjEL/pTcG03DQuX85wxx0Z3v3ug7ea72u0Whlqtfy54VCZckxToNXKB/9r10oYjRQmE2UEPmoLedlqfPazi4WJL/qiBB/+cC4sveIVIV7ykjx9v/RLIZ7//ACPfnSCn//5DE97mo8770zw1Kem+MVfDPCCF4SIY+A1rwnwnvfE+Mu/zPDiFwd45ztjPOlJFZRKwO23J3jggbJpy1oD165luHy5hCc8IcY73lFGq6XwtKdFePvb/Zl2T/31H/2j3GyC+vcnPpHiC77Aw/d8T4hf+IWDl8/jHx/j3nsr6Pc1ms3FaiGtgXvuCfHqVwf4gR8I8ZSnHLwAB4P8b5pq00/zF2ref8PwoH8BB5ovCtc1wZz3G7V1u19TeXCBgV7Q+YSKXs6zY9Ui4jgPK0lyIYzGsCjK85amMBo/iqfoqFQe54GAdTCZovcGF8j4pJnG9TQ96Gv0HN1Xq+XXkyRPH41BB2NwPsYmiZ6WR36NvzN4eZdKwPZ2PnHL61Gb90G9rk1eqYy0zscemvjTRDof4zU8TyFN84lfPsYcjDWDQT42+36e3skkH8PoGFXafCAIDmSZJFHTsehgMsvT/13fBTzrWadrLjRvqfEkBa8n69lDsN+CXOP1cQAXALzrKIIX57RtvARBuHX43d+NkGXA135tGevrucR7770x7r9f44lPLOHRjy7jqE7FJJTwl6DWwMtfHmJzE/iar/HQ7SrU67lQ+fa3J7j77oeOned3fmeIN7xhVgPwhV+Y4K67Mmxv5y/ZUgm4dEljOMy/X7tWwrVrHr77u0P86q+enfZAEM4jpy54Ta/Zh2D/IPutCeClAD6L2aXGEMAYwBu11tdRgAhegiCcNx5KtkLVar7cbHPlSorNzQybm/lyzY0b+RLzxobG+jrw+Mdr3HNPcGRBVxAe6py44LVqRPASBOG8cdKC15UrKR58cLEE88pXhnj5y30kSZ6ASuXAhuW++xJ87GMZnvnMXBv32tdG+PIvV/jKr8zXWl70ohA/9VMBnvvcEK97XYDnPS/Ej/1YGY98pIdr1zI87nEad92V4oUvBL7+630c8QhIQRCmiOAlHGLezuvAwQ7tdA/tVn2cs8JOi0V5EITTZHs7wyteEeMlL6mg1VJ4wxtifNu35bZZP/7jEV78Yh/ttsKf/mmEpz413/7ibW+L8PSn++j3M+zuatxxh4fJRCMIcuP/NJ21NSJ7SwDo9TTabWnvgnArIILXCtBaIwxD0FERdGTKZDJBHMdI0xSe5yFJEozHY/Mc7ZQfTy0+6SBupRTK5bI5eihJElQqFXOfi0qlgkqlgiRJEMexeZ4OQvZ9/1Dc9Fuj0cD+1L3TPrbBPmKiVCqhUqkgCAKMRiNkWQbf91Gv15EkiTnTks7GKpVKiKJo5iiHIAgQRRG01mi32+a+8XhshD6Kg8Kj9PI8ADDnyhFK5Yeb1+t1ZFmGXq83Uz6TyQRZlqFarSLLMiRJcuhwcmD2DE96tlarIUkScwxOGIbmaJXhcGjqiR9dQW3B8zwMBgMTpu/78H0f1WrVnAlKded5HiZkfc/y1Gg0MBwOUa/XzXEi1M4oXeVyGY1GwxzTEkURhsMhgiCA7/vo9/vmWYqX4gyCwLRDKgPP8xDHMeigeN/3kWUZ0jTFaDQybS3LMtTrdVO39Xrd5KFarSJNUwwGA4RhiFarZfoFfeh4oWq1iiAITNsNgsC068FgAKUU2u02oiiC53moVCoYDoeoVqvwPA+j0QjVahVJkpi8VSoVDAYD094qlQrSNMXe3h6UUtjY2EAYhqY9VKtV+L5v6jCKIiilMBgMEAQBqtWqaYc0ho7HY/i+b/o0tYto6vlSKpVM2UVRZMqYnqM8h2FoyrNSqSAMQxMm/aUjUOgegvrOzs4O6vU6arVa4WHNVLfAwbFISinEcWyOAaK6pXKguuLpKJfL0FpjMpmYvJbLZdRqNdDxMnb89rFclO9SqWSOdeFjHx2b43me6WeNRgO7u7sol8tot9um39I4wY9y0lqbcvZ937SJNE2xv78PrTXW1tZmnu/1eqZ98eNmqI9Sm+b1QiRJgslkgkajYdp1HMdIksTUPY3xtVptpi7ojGAav6h8aRzgRzPx8SbLMpMuaq/9ft/kmZ9XyE9WSdMUvu/PtGVe7wnzCqD0U/+geD3PQ7/fN2OM1hqj0Qjj8Xhm3ORtgvJDxxjFcWzSOZlM4Hme6Qc0htJ9SZIgSRI0m81Dp8TQWMKPORpNXZZpHGs2m6c+aT8zwWvJbSeMLVgR503wosGAPpPJZOYlvQr4+VMc3qhvNnx6iVPHswWcRZxUWoTTQ+ro4QEJ7iSMSp0Lp4lrwn4W8Ra9s5rNJtq0F84pcZYbqGrMOSx7mjjng2qFh2TPIwxD9Pt9M3NyaZxoJkGzT5LSkySB7/toNBool8tG01Kr1WYOIuWHHfPDT12HydrPEHwGMZlMzIyV0kczE3qeZts0G6O0LjMLyLIM/X7faCYAmBkdaZJch6GSVoXPcuhAca5hodkjHf5KeSXtDD+83F5unEwmKJfLiOMYk8kE9Xrd5IvySVoUPpOi2TzNLqkueNxRFGE0GqHdbpvnaQZF6Q2C4JAwQ7N50npR3XDtIM32S6USarXazAyf8kltisIkDRelhdoWze6pPkgjSW232Wyasu10OgjD0EwiqO3SDJG0TZT2NE2NFrdWqxnNG+W5P927g8+S6d7JZGI0h8CBVo3KYzgcmr5B2lAA6Pf75t5qtYpKpYJer2f6I83gqbxI00taN2rv1E7CMDRavGazadoKzZCpDKIoMoIKaScon3EcQyllZtyksaA2QemiftBoNDAajaCUmtE4kBaR0kt9ktp9EARGE0YaO36Pi3K5bD6kYVVKmfAJ0uzQi4kmWVSfdJ0fnEzlQO2ZNEFUXtR+h8OhiWdZ4b7T6RitO0EabwCmblqtlmkXtVrNaKyUUvB939xvl6Xv+4iiyPT7SqVi0hvH8Uz5UtumcX08Hs/kidNoNIxml8Yv0lTxtNA4RHH4vm801TyfpOniGu8i+BhLYxcXNKh9jsfjQ/XP+4wdFw+Xa+6r1aoZLyhOGmPq9boZN2iFgoR9Pt7T2EB5pjKmOqK+RO2Q+iu1McoT9Vtb0LK1swS9l7TWpg2dFaet8XoOFm878arzpPEilXkYhs5KpaWQRqNhBgJBEIRVUbR0uMxz9FLjz6/SVpKWsObFJ7abB3BB+zThk/6bZZk6XhVn2ZbOzZFB+vBh2W9YZfyLGI1G6PV6ZmAjWw7f9w+tIwuCIJwFxxG66DnXs6t8Mdm2UC7Owwv7vLCqsjhum3KxTB2vivPalsS4Hrm0v7W1ZZbb2u22MTZclsFggPF4jG63a7RgfGY6HA5nDG8B4Pr160iSBBcvXjTLQaSSJTUrkAuEfImGS/G0/EYGjcDB8qEtLNJzcRwbo/ggCFCfbn/umknTEiIZltqQIeO1a9fM0lW1WjUq6mU7NC2DugwlbQNiDhnadjqdhXHQUloYhksvqxZBS2G01ArALONSOzovuNqCIAjCSSAaSjfnRuN1XqE1a/Is2traOnZY168X7gM7A3l5HOWZ02A8HmNv7/DhAeQZx20uuKE9edfZ7O/vH7LTaLVaxvYHgNPDkqOUQr1eRxRFc704OZPJBJcuXUKWZbhx4waCIEC73TaDwtWrV53PcZuuZrMJ3/exvb2NCxcuoFKpGO8gEvzI7oeXWbVaRbVadZZjq9VCtVpFqVTCtWvXAADtdhvNZtPco7XGgw8+CABGECa1P9mLXL9+Ha1Wy9gmkC1OlmXGNmRvb894c47HYwRBYMrd932sra1Ba439/X1EUYRarYa1tTXs7OwgDENcuHBhxt6IvEFt+w3KM9nyKKXM/0mSoNvtIgxDdDodpGlq8n3p0iX0+31j67SxsYFyuTxTN2tra2YiYDMej42dBgCjnabyJ8gmjGwBJ5MJ9vf3sb6+bjyDyZ6PT3AWYb9gyPus2WzOeHcBubA7Ho+NV9uiMLltlc3+/j5qtZqZmNG9aZpiOByi3W6fqGBdNAmalwdun8fDOanlq1WwagGC7Pa4R+Y8yLuWT/aAfPK9u7uL9fX1I5m+0ES7aCLqqj+avJKd4+7uLtI0xfr6uvFI5OldJl+LJoZxHGM8HhtjeLJh5rbPQD7+kU3veedUNF5LejM+FflRQgrA27XW9xWFtwqNV6/XQ6lUmnH3P23o5cCFklsV0sjxl7Mg3Aw0wDcaDeMsABwYWXPD5ZuBtlzY2NgAcLCNSJIk2N7edj7TbDbNWEEG/EUTiVKpZLawyLLsUJjcsBo4MDLvdrvQWhuBvmiyA+SCcLfbRRzHMxNHz/Nw6dIlY1ROwtve3p4xtu52u2b7DQC4ceMGAGBjY8MYoGutsbu7i2azObPFxXg8NgI6L4tyuWzGNT5h4ELvvAnn5uYmxuOxWUWgbSNoyxDaSqDX6x0qE2oftD0NAFy8eNHY7m5sbGB7exthGBpHE6XUzNhFhvj1eh3tdts4AV2/fh1aa1y8eBHAgeMBCRy9Xs9MKsfjsRH2B4OB2S5hMBiYPNlw4/srV67MCC77+/smr7Vazbw/eDlubm4awSMMQyOQUbpIeNnb2zs0VtdqNePMMRqN0O/30Ww2zcSCJlBHhbYLiqIIGxsb2N3dRZIkuHTpkplw0n3NZhP9fh/9ft9sOUOG/7yf8O2I7N9uu+22mfgpr1TmlUoFFy5cOFZejsLKt5MoMKo3h2grpRoAflRr/WNzwljZIdlpmuIzn/mMGYjW19dRrVbN4EEzStqDqNPpmBkCeUPxWTr3DsuyDMPhEK1Wy8wgJpMJRqMR1tfXZyR97rFIMwryehqPx2amS15dpN0grzjSotA+MTRToDAoLhpMKc7RaIQgCGY86Egr0mq1EASBGWBppkEef9SRuccYzf5JS0QD+eXLlzEYDMwWHBsbG9jZ2cHa2prxeovj2AzYlCaaEZImhl7GtD9Vo9FYSkvZ7XZNuVO+wzA0+0odRQDe2NgwAzst25bLZdOhB4OB2eeK4/LcAnIhY21trTAfjUbDeEEWUa1WD3knkTBhv+zp5TOPtbU1U1/AwcA8HA6NEER7rS2asCzaiqTT6ZgyOwquPAuC4Eb6S06j0VjKPOVmOC+Cl/FmXEbw4py2xiuKInzkIx9BHMe4cOECgiBAHMe4ePGimU3YUrRwviEVNC0N0sZ986CtAMh9n9u2RVFkXJldkLDtgjZrdDGZTIwbdVG4fLsGvlEoYavc6TluYxdF0aE4SDAkbcR4PIbWGr1eDxcvXlxon1e0lMA1JyRUu0jTFL1eb2apjAQ6spnkL4rNzc0ZwZRrBEiQjuPYbJFBm2PSsvG1a9dQqVSwvr5uwuj1enOFxnq9bjak9H0fOzs7xmOL3P5JYO90OmZputPpGHvK4XB4SACnDVtpO4FyuYz19XWnFog2pd3d3UWpVMLly5eNtoQmE1wYpknJssv0Nt1uF5PJpFCDZ0PaNlpGJk/wZYT79fV1jEYjNBoN0+9u3Ljh3AOqaFsK2g6ClsNpcuBi3tYWpGGhbR5o8nvS8EnIbbfdhvF4bLZKAGA2Y56HnY8LFy6YCe6ytNttY1pAbZFj74lVKpWwubmJ7e1teJ5nNGk0fmxtbSFNU2xubhqzB9olYB7LTLrW1taM5rfdbhsta7vdNhv3Fk1qbVqtFhqNxok6FLg4c8Fres0+RPvrAKwDKOGMlxonkwk+9KEPIQgCdLtdc503ZhG8BOGhS5Ik6PV6Zvdyvp8c52bslrhGe1Fa+F5aN3tMFzl8UH5smx7SiidJYuwLOfv7+6hUKsa7m9uyLRM3kL+UW62WyTv9LZqskPA+z2aJ9lcs0lxQ3OSgQxOPRZMdF3a909IZ2TWNx2MopVCtVjEYDNBsNmdOPbDtspaByozvacX37qN02LaBfBWD2hDtj3Xt2jUopXDlypXCMqOJIg/zpLeI4Ptc8rhpSZQma0VbpxSlh04VFhKNqgAAIABJREFUoJWNyWRi7EJX7WS0csHrpDltwWt3dxcPPPAAarXaTCfmM2wRvARBEARBWAbxalwASd32kgjffZu+k+EocH73CBEEQRAE4XwighfyNffLly8fus63B9jd3T1k80DHZ5CqlwzOSSCzBTNaaqB7XR/gwJ3btaRxGhrKojD5sohrucN+zv5+lPspr65883JzPc/vp3tdYbvi5L+TPQOlwxWn6zvdT8sRFI+dB75cYf/Gw6PvPAzu+MDLiLcVV9nw3/g9rjJZVJ/8PmoXPP/0u+1SbuNKE683u174fRQXHXlE8dnl6QrDLj9uv0Lhcns6/jsPk67zY7/sI6aK8m7nxS4XWlrhx4gtG6YrP0X172pzFBc9w/uXnXb7kGu7H/DfKRy7DRN0D/3lvxUtzdp9336W/3X1eVceeX/i9k2Ubt6/XWN10ZhtQxN6qud54z9Bnpd2+Hadu/53YfdX27HLLiu7Hbr6lavf0H2Ufu7UxeO2w3C1czv/RX2BH4zuOlqP+vlp23jNYyWCl8ptvm5DbuM10lr/nFLqR5Dbe13TWv/CKtJRhO/76PV6MwZ3VLlk3Dsej9FsNo0xIjUuOuMOOOgwt8LyrSAIgiA8HOFbnJwFq9R4/WMAr0N+aDa01j+plFoD8BLXzWqFh2RHUWS2iwDyJccoisz+I+QxU6/XMZlMTIWRdF9ksDdPA8Rn+LaWhmZB8053X2ZGc5Sl0KJ7uYHqomdcM2qXVsp1vz3LK9KG8fDt2RK/d562yQ7fnr3zsIrSZOeRZnP2QedFeXC1jXnx8pk4nxXy7zbztGB2Pl3PLFu/tibPbre2lsFVDkVaQNdfKmtb+0K/29oPewbs0k7we/lvtqaN54e3m6KZuqtfFfVr3obm3eOiKD+LtFz8Oy8Xu/3ZGiKukbPriA5etrVoXKPM08Drh4dtl5erbdoaR1sjtUhD4qpLOx00saY88XhdY7+tabR/I20L1bP9DuCaQcLWFtrvCsqDK69F/Zy+c22aq97tMaaoT9Jfe4skekfydPP+wuuK2ktRv+Fx8vG6aNxy9Uel1JmfsbzK2H8YQAzg36ncwzFGLnS9wnWz1vo1AF4D5Mb1p5kwpRQajcbMNX58D+12vbOzYzx/SqWS2bzv8uXLRz4DzSWI2JynY17OuqEKgiCcBcfxSBSEeaxykfOfAHg6gCGAAYC3A7iBfFuJWwLS+tDsiPYnmaeZEgRBEARBIFaixtBav95x+QmriHsZlrXJslWsJHCJ4CUIgiAIwjLI+hFQuKt4EXEcYzAYzAhgcRzPCGbc03GerYwgCIIgCA8fztKr8XkA/onW+hmrSMM8PM+be6yLzd7entn5OIoi7OzsHCteblRIxpbcmJFTZIzMDRRtw+Uio2set8sI0xUv4N5Soug5O33LGvsX5bvoHttA3yXo2sao9Bw3+CUWlb3rt3llssjhwA5nkRF+EbaRsG1kzOPhRrh864Ki+Hh6jrpzO+XLbtsuw3iKyzbytcNzGYXb99h/i4ze7X7gKgtu0M+vH2UCZddLkWF70W9FBuK8Lun+ova6jOG/fa/LaN+VXu7Q4GrXLoryZNdpUR8oMjK3009hFqXFfs5uN/Zu+/Z9PAzbSN9VH674XO2YOyUsUx7zxnueRpciYF6Yi9qY7ZzEcTmr2GM2z9e8cct+N9rtZ9n3XpZlqNfrhUeZrYKz9Gp8jVLqS4tuViv2aqTjJ/hh177vI0kSdDodjMdjtFotDIdDeJ5nDkO+evXqzEHO3FMEONxB7f9dLzTe2WxBiwszhO2FwllGUCoSZOxrLg8m4HCHs71Xljnzbx7zBh0+cJEDgF0OXLjg9ULP2APBPEFyXtoWXXe9RPlg4xpA5pWdK53cCcL1Ox2Yztud7bFaVN5KqUPeSfPSxtuN7ZXl8iJzCcOulyUXgIrO9OP/21vEuPpjkUBE8fFyKhIa51EktPHycL106DdbCOAvMy7U2eHY+eHCwDL9zi4XOz6CyobXJ88DTzO/xuPi1+eVB79OeeGbXdsveh4epb3oJW2HTc8CuXcjT4tdp/wav9euD7sd8XbP64fv6Uaeh3Z5LFOWLqHebgeu8c0ltM6bFNjjCLVXu7+6wiDm9SkqB9c4uSjf9L3oCKJVc2ZejVrra/Nu1iv0asyyDN1u99DABsy+qBqNBvb39805XABw6dKlc+V9KAiCIAjC+eXMvBqVUs8A8BVKqW9dYRqckNTt2pm3VCphNBqZ5chyuWz2+wLO15YPgiAIgiCcb87Sq/H3p58zZ5llE8C9iaggCIIgCMKynP1i5y1EHMcAZtfxR6PRocO0BUEQBEEQXBxZ46VyD8VvBfBnAB4D4AUAPgvgsdNbPqC13lRKfROALwGQAPgbAP9ca32PUqoD4GUA9gG8Smu9hzOmWq0udR8dkp1lGba2thBFkfmNjAhdh566joBwGYhqrQsPkrUNhslQ0GV87HqG0k3h2waXRYabrrBs43meN9sZwH6m6H6ed84yzgKuI1tsY1DbUJYbAduGvC4D+HllU5RmOyw7P9yo2o6TG7TydNuGw3b92+m2y2NePfN77PoqyiP/XuRkwY3U7TRxXMbIReEtMrBdlGbuKMA12fbzy9b5vPiK+trN4DLs5uVDdqn8+CHuGOEyPnelm3AZ2rtwhVdUX7bxs33vzWCHwQ+65va7i8YXXl78yKCi449cxtx2nyqK25Vv1zU6csju457nFRqn2+Osqx/xNLr68ryxjOfX9Q7gv3GPT/6s63/7mu205soDNxviv/Hfy+XyLXlIdqi1/hml1A8B+DwAfwjg26e/vWX693/QWt9DDyil/qlSqgvg2QBeD+Cb50WgVujVCOS70HPvp0VbS2RZhlarhSAIEEURkiSZ8drgnkiuE+SLXj6CIAiCIJwe7XYbzWbzzOI/ruAVKKW+H0Cmtf6YUmofAB12uD/9a0sUrwNwN4DH6Hwfr7mC1yq9GuM4Nsbz5LJarVYxHA7RbrcxmUyQZRkuX76M0WgEAOh0OkaI8n3/2HHbMyR+YGnR7M+W3heF63qW4qO/8wRB18zG5bo7LyxXfuz0L9oawJUWPuuzZ1gujYOtdSnSzLl+L9JaFGld7LDsPM3TrNnPzNMm8dm3nZaiPbpc/9sz3kWaL5522+WdnrFn5vO0bna7cc1kXWUIzB6EPU+rxO/nmqAibc7NToxcWsmToOjgaBpD0jSd0cIDhw9DntcPOEX92b7Hbn+u/k5/XRqxkywrO0xeXq4xwM4rD4fC4O2ba1TsPsPDoa1I7LAW9SnXdwqTtlSwtZa8fovKBHDvnWfn1zUWu/qCnT5evrx8qCwo/nllPu+7ax8vV7rt9mW/Z8767OGb0Xj9rHXtF6Z///fp33dNNWIpgL/RWv+FUuonAPwOe+Z7lFJjAG/UWl8/ZlpuGq01KpXKjJaLhC8+ePm+j62tLQDA2traicRtdxJ7uW2ZzrlMuLcC4iF6a3OW9Sdt54Cil8pZv2yEk+GoJ60I548j90Sdeyi+3rr2fezr902vvdnx7DPZ/y87atxnjZzJKAiCIAjCzSBejZi/nMB/E+9FQRAEQRBuBtE9Y77gFYah+X9/Pzdf8zwPk8nEHIxN6/u0y729/k+/8eUQ266maM37VlwyFARBEATBzU0JXur4W0t8B4D7tdavVkq9EcCfavcmqythWeN40nilaWoOxi4ygD8ORQa+rt9tI3JbgLOFt3lG8HR+lcvQmygyILd/X5S3ojjICNU2OHcZVNvPFhnIFxmp28atLiNjLjTTde4O7cqbqxzmGdbb97mMnhdt0cDDddW/HZ9d/2Q0zMvG3uKClyM36rXPPbPvseFx0nf7PteBvK5yontd1+fldZl2bLeBefA8uLb8KKLoUGmeJ94veRx2+mh7ANuomadlGQNmMox25dE2UOe/0fN8kuk6FJznzXWItN33ebjccNrV/3h/sevaNny3w7X72rw6sfsD7zP8HjuNZPhO9cXTwf8Cs9t+uNofTzt3guG/2e8E3t55Hlxn07rOFeX5LOrz9jmu9nhu921XnvhWGXb58zbjclgoaj+8Xui5ZrM5cy7zqjkJjddxtpZ4JoBNpdQdAG64AlUr3E7CbrxEuVxGkiRoNpsYDAbodrsIwxDD4RCdTgf1ev3QwEIeRXaD415URfDBy+5M854pEv5cApcdpt0Jece047Djdf02r2MBhzsjj9t+Gdn5Kkqfy0unKO/8mmtQsuPnezwt65Vjl4PrXvsvH1TstsPreN5hy67r8+KkeIIgMNf5IGu/bPnLfVG7Kyobe3Bc9nnezlzltGxe6X/7sOSieIv2M+Lf6V5+4PoiQYcfgMx/44bTtsBDcdDzXAB2CTBF/cCVXwqnSGAjbb7rJW/Hw/cL5Onkxv0uAZuXpetgcxoXuXehHRbvI676tvPO7y/aF9F18Lw9Vth1bx+EzSf3tgBqp4lPhFxtnNc7pZnvz0jP2mMqrzf6jfLG69DuE7wN0v5wRWMVcODowtsqf5aHy+uI8m7XAQ+HhDvqJ/yd6dqPz+5fFNZZH5R9EoLXcbaWAIA/Qe4J+QoAd9o/6hVuJwEAm5ub0Fof6kD0f6PRgOd5CIIArVbLOevyPE+8qwRBEARBKOSkNF5H2loCALTWfzUV2IITSMNN43LR5VI3n1EUaXUEQRAEQRDmoeYtY50X7rrrLn3vvfeedTIEQRAEQRAWopR6r9b6Ltdvsp3EKTGZTNDv9w9tQeESdO119X6/b3bIt8myDHEcYzAYYDgcznhdziOKIsRxbI43Ogq2fcRJ7WfGbSH4teOmizOZTArzqbWe+Y0f72Snx35uXpw3M4kh+8BFLErDzTAv/9x+Z5lwTuKe88Cy9XJeuVXKeREPlXwAp78f5K2w7VGSJMfqV8dtB1mWmbOWz0NbWuUh2d8G4O8B1AB8XGv9O0qpV+nZzVfPnP39fQyHQ9TrdZTLZfNSHg6HAIBarWYqEDgwEqSlSM/zkCSJ6Vz9fr8wriAIEIZhoZHy3t7xzg8nI0al1Eo7YaVSQRzHAIq9PSltrk5Hz1QqFZRKJXMIOQ+He0zxMOnIp5Mc1KrVKrIsQxRF8H1/5lB0nhbP8w7lJwiCmcHFTjf/Xq1WMZlMnGloNpvIsqxQEC8qZwCo1+sYj8emfXLj6Xq9jmazaRxIdnZ2ZtpKtVpFGIbG7rGoHfm+D9/3kaYpms0mtre359YBtXk7D3RsD7UfDi/fSqViBOdms4lKpYLd3d3C+OjZarVq8kIGt81mE/1+3xhHx3GM8XgMpRSazSbSNMVgMDiU/lqtdqhvNptNxHFs6pzXL/UL3/eN11a5XEa1WkWapgjDENVqFb1eD1pr087q9TqSJDH1GIahsS2lMCmOer1u8lrUVgCg2+1Ca43BYDBTp6VSCUEQQGsN3/ehlDLb59BzdHIHb9NBEBgj8Ha7bdpYr9czZQnk7YnGTd7eNzc34fs+kiTB/v4+wjBEpVIxfS8MQ3ieN9Nm7DZPp4rU63UMh0NEUYQLFy5gNBohDEPEcYxOp4NarYbRaIR+v49qtYo4jpGmKXzfR6VSQblcRpqmJm3tdhtaa+PBzsud6rfb7UIphdFoBM/zTL3SO4AmutVqFfV6HVevXjVjnC3U0zskTVNUKhVsbm4iiiJMJhNEUYRqtYpGozGTf2pXNN6HYTiTXmqzdEyO1hr1eh29Xm+m/oMgQJqmSJIElUoFjUYDWZYhSRLUajXEcYwgCEy6qa2TXTONL/1+H+Px2DlOe56HZrOJyWRi6nNzc9PUAfU16tuUt3K5jBs3bsyUFY0jnueZMqlUKphMJqjVagCAwWCAKIpQr9fNe5jGik6ng0ajgbPiyEuNU8HrGVrrZ0zttn4PwI8BuH96y2O11v9SKfV/61lPRiNkKaX+vdb6hfMELzXr1fiVn/rUp46atyOzs7NT+AI8Cr7vm8ZOAttRmPcyBQ48MmjwsDU4J4lrkLO9/c4j3GvmPMxwTgvXACcIgiAUQwL/aTJvqXGVh2RzFr4JV+3VOJlMjNB15coVDIdDTCYTM4ujDVBJyqbZQ5ZlZhbuMrxvNptIksTMtG1XdO56PY84jg+5ZLuglzDNHIvu5/uxhGFotEaE61oRNEun2RLfRLbIddrltk2MRiPjHhwEgXEhTtPUeJ1S+l37yizr/MDdql3bEpDGp1qtGu2hy7Wc1z1tJ0Kz3CiKjGDseR7q9fpMXtI0nTm0lcIizU+v15uZ6dppVEohiqJDLu0kiFPeJpOJmRFXKhUkSWK0AUA+k9/Y2DBlur+/j2q16mxDo9HI1AvNbpVSGI/HqFQqqNVqMy7mpVLJHERP6apUKhgOh6hWqyiXy2ZpmGbaNKGgsqEZOZVbGIZGo9FoNNBut2fyQgJ3HMemPdIzURSZ/kttPMsys62GUgp7e3uo1WomP7RU0ev1jEaGZsyk2aA2S+2F6pY0UVzDMhgM4HkeoigyM3Uaa9rtNsbjMeI4RqPRwHg8NukbDAYIgsDUN2nlR6MRGo0Goigy3td2O6G807K653n4/9l782jbtrI+8LfW2mut3e9zzr33vXefCorYQYgYGrtEMSMBqoJIFUZTmCgxNmVDpHMMS7CImIYkRkhEZTiwBEVNqpDOYAqTEnijBjpokmcbm4DBEl5z7z3NPrtZ/aw/1vnN8+155tp7n/68y/yNccbZe+21ZvvNb33zm18zGo0AQGswgForEIYh+v2+vrcoCt1Gav1ZFvshtVJRFGE4HGramEwmWosRBAHCMMRsNsN0OkUcx5jP5zq2EvtL3lpVFTqdjl7n4/EYcRzrFyc1ldQ0kkZHoxHiOMbe3p5ek77vY2trS2tTyrLEzs7OQjgCauA45qPRSP9WFMVC6AVqPjc3N7G/v6/XNjfFbHeapkjTFJ1OBxsbGxiPx5qPDQYDeCKMS57nSNNUa2na7TaiKNJlEDZNe6vVwnA41GtpZ2dH89E4jvV7jaGQqM0inXItcl5IsxJUKnieh16vp01qOp2O1ryOx2MA0DRQFAWm06kem16vhyRJNM+YzWZ6Lfq+j8lkgiiKtNat1+tpWiUtUjNIPmIqOuI41tr64XCIMAxRluWViDxwKo2XuPYGAP/44OurlVIv9Tzvf0IdJoKejLajxg8CeCeATyil3tNU50UY19+5cwdFUeDee+8913ocHBwcHBwczgcyttdlYpnGy3k1HuDhhx9Gu93GxsbGudbj4ODg4ODgcHfDeTWuAI8EbLG8HBwczg9Pf3qOV7yi2TP3K78yx4/+6Hqeuw4ODg6PBTiNF2r7rt/4jR18/ONDjMctJAlQFEAYAnkOeB5QlvVfVdXXAUCp+nNR1J+B+l7fr/+bf7yuVF1ungOtVn0NqD9H0WGZdKJrtYAgAJKk/l2pw3L4fBDU97fbdRvzvP6v1NE/Xgfq51g+fwfq+g+cQxCG9ef9fWA2q+tQCohjYDRi3zxMJkqPS5YB3W5dTlHU93Q6h+0mbJ+lrbjt91XPr/pdoiyBa9eAXq9uW1V5CMPDuS8KhTz3kOcKQeBhf18hijhm9XXfB1otD76Pgz8FzwPabQ+zGfDIIwr33ONhc/NwrquqvrfT8dBqHdJElimUZX3faOShKIDZTGE8Bno9D71efW+aKmRZXU5V1fdfu+bB84DJpG7T7q7CZAJ81md56HY9TYOzmcJsBqQpMBgA3a6HIAC2tjx86lMVqqpue6fjYTAA5nOFqqrnkeYe/X7djiCo+x0EddlpCuzvK8Qx8LjHBZhMFMbjCnHs6b53u3V7/tN/yvEt3xLruUnTetyiqL7x93+/wFOe0tK/OxzFzk6F1742x/vf72Nvz0McA3Fcj38QAJ1O/TkMD3lLFKkFHhBF0LRbr4GaFslrqqpe6/xdgryNa5bP9Xp1/ctA3mUr08RJ7lnnuTCs+VlZHvKqIKj7m2WH18gbg6Du33hct5/jRj7KvzA8HBOWEYb1b3yPSNMplhtFHrKsXttsa7026nv6/UM+02optFoydZK9/2WpkKYe0lQhSYCNjXotdrt1ndOpgu97KEv2UWEwqO9JksV3Xj0mNU+M47o/8zmwuQnNxziWWVbXDUCX127X7SA/UKouT6m6T2HoHZRf87sgAHZ2DnlWu63Q7XoHPAqIYw/zuUIYQvO0Gzc89Pt124Gajz76aIWtrZofFwXweZ/n4/M+73xtvc7DuH5VhS/G0ZATrzuw/XoWgA0Af3Jwzx6AR5VSbzuPtqyDt71N4Tu/8+bCNd9XqCoPvq/0gqtfLjXRATVR57mHVqt+0R0VbpYbebda6oDYXSR8h7sZTQzu0AD8mc/M8Xu/10KeA/1+/QbZ2ztkT9/zPSkefrh+6Tz+8Qrf/M0+Hnywwnd/d4zZTOHv//0Mr3tdC497XICXvzzFS1/awuMfH+ANb0jxt/92C5/zOQFe//oUX/u1Pr70S0P803+a4ju+I8TmpofXvCbD931fC5/6lMJb3lLiZ34mxp/8SYGf/dkSr3tdhP19he/4jgL/+l8H+OzPDvCc52T47u8GvvEbI3z0ozl+6IcU3v3uEL1e/fL63u9N8a3f6uOrv7p+W00mCn/v7+V41as8PP3pi1p1pYBv+ZYML3oR8LznHd/L6vu+r8C/+3cRvuIrCjzxiRXStH7hpSlQFB7GYw/zed2uWrD3wIgd3GzVmzRP8y2+1PPc04JRlh3d2NS8jrywFppbrbqOJHE8zeHq4rWvTfEjP3J5RvbnovFqCDnxc6gN6Z8I4D8B+BoAr1RKWX3hLzKcxK1bCV7/+n08//k5bt4MMRiECMMAQRAeCFRKx3Fi3BrTm24ZpEDGHQB3KpT6uWtMU6U1Ye22d8AYawGt3a53Q5wy3z/cjeW5QrtdS/+eV+8EbJq3IPAWdpn17kRprZTUzk2nSmt1ZjOFft9Dr+eBjjXzucLubqX71uvVdQKHO5FW61CjM5spXa/cedo+y2u+7y39fdXzq35/5JH6hVVVdX+zTKEoPIShQhjWGjCO9WhUv8TStNYaRFG9Q+MOluNZv6w8BIHCZ31WgFu3KmxvHwrx1KLO53Vdvq8ONG2e1nju7SlNB9Rk1rvTut4wrOczCBTK0sP2dj0XnU5NN8NhvUN+6CGF+fxQG9np1OW12/UucTKp6evRR4GbNw/nLsvqnX27fbiTD4L6RZ0k9S65quq6qXmjtjBNgVu3FPr9WjuWpocar/m81sQ96Ukefv3XFX7mZ2L8lb+S48u/vEK3C0wmdVk3bwLveY+PBx8M0elUuP/+CpOJh0ceOWSYX/VVOT70oeUmAl/4hQX+zt8p8drXxuj3K7z4xTne+MYY3/ANGZ75TIVXvSrG3/27KX77twP8t//Wwsc/XuIlLynx678e4WMfy/Fbv1Xh+78/xnd/d4pXvaoW7jiWz3xmjo98JMT73pfh2c+O8Id/WODJT27hC76gwJ/8SS04vuc9Ob7hG0I8//kZ3v3uReHqE58o8fmfH8D363E8Dt773gzPe16EV7wixY//+JXIvKaxKtoMNR2mlsb2OjKvrXOP7VpVHb0py2parjVW9ZrKspqfxrF3QPeHPDPPa/48HB7SfK0hrNcQNdZpWvMS4FCjWBSHpxzUkhFlWbcjy6iF8/R7Aai/kw+T19SaNJnQepGvUZAOAvIQD1EE7Owozd9rrXdddhTV/SwKhf19HLxH2O/DUw7fr8tLkrqvUeRhPK7bXgvthxo8Cvdc00mitNaL4PiWZT22ZVlr2qfT+r107ZqHTqd+v8xmCvM5tGY/z+v27+3Vpy+dDnD7ttInM1XlYW9PYWMDGI8VBgMfrZbCk54U4HM/9/I0XucpeH0zgN8A0FJK/UvG7BIar6WCl8RFHDWaQedM0H243W7D933MZjPcvHlz7dAFDg4ORzGfKzz6aIXHP97OBB96qMLv/E6Bv/E3IjCqxd2w5L7ru1LcuePhU5/y8Nu/vSg4fv/3p+j3gd3dWvD9oz/y0WoBT3iC0qEhbt0CHnggxOd+bokHHwzQ7d4Fg+LgcBfhwo8aD2BLni3xcwBecxAD7FKPGtcRniigFkWh490cJ2aUg4PDUXQ6XqPQBQA3b/q4efN8Ax1eBn72Z2N8zueUVs3QG99Ya6/6/Qr9vsITn1jb3X3wg4HWYvf7Ci9+cYZXv7rlhC4Hh8cYzkXwUkq9BcBbjGsvPfj/AXH5NedR/3FxUq3fY8ExwcHhbsNb35rh277taghjz3hGfdRI/PiPp3jlKw+P/b7lW1K8+c0ROp1D4ej3f7/Al3xJC75fC5wveEF9BDkYVPj5ny/wN/9meGBETVOGJsH0PPfNDg4O5wUXTgJYGQ1eQtp1VVWlo/wyknNZlk4gc3A4R3zrt0ZIU4XHPa7AS16S4kMfKvDCF2a4fr3E9naFb//22gjxT/+0xJvelOLbvz1Fkig88ECOr//6DH/6pyV+6ZdSfMd3pEhThZ/92RTPfnaG2Uzhp386xe/+bgGlgLe9LcVDD9V2cx/+cI4PfCCHUsCjj1b4+Z/PkCQKH/5wiL292oZOKeAVr4hx+3aFj3+8PCgjRrtde1U98khd1pOf3II0D33nOyOUJTAe+3jhCyMMhx7WNB91cHB4DOLENl4NnovvQ21A/yEAEwivRQDPAvCdSinled7/AeAXAYyUUu9aVddFBFD99Kc/fexnbCkbCKaVYCoIHkmagpt5PyPumkeYTHXAe2SaGjmHZkoi8zfb7/I6/8tnl9XX5GDAvtmOYmUeRdvvtiNc2QYzMvGyMbCVc1aQY9VUBz8va1NTG21zZ5ZnzrGtPBO2MZBlM3WJeX3Z84Sck6b22cAUJLIcMyWTWbdJeyxj1Zzbxp/picyI1030aX42+y0TkrMvtnVtK9e2buVnkwfIZyTfkWWatCPrkmtVtp/XzJRc5tjZ6FLeb9ITIcdIlmfWbfaRbZapXyT/YrlOZqhvAAAgAElEQVTLxkBeO+56MfsA4Eg7l5Ujny/L8sic2uqy/Tf5YVN/lvFTkw+bvNV2n8m/zVyxpzW/Wff5ZfNqu0/mGWYKpfPEedp4pUqpnzjwXPxscf0WgJdAGM97njcH8BzP8z4N4HeA5fkaDa/GUzZzNWwvmCYwV1lVVdjY2NA5pcw/MghJmNSImURsuwc4XDTMd2UKQE0vJcJkmuY9ZpJl8+VlY+KyPPl/HYFqnWtNMF9AthezrV3Lyjkpml6My9rZ1KYmQcjGXJcJICcdS/PZdQU5c8xtTHhZGbI/Zr/MF4mky6b5bVrD6wrfMr/osjW1Dm0ve5mui1Uvctv9J6nL9gI9i/afBqv6ctK+XrUy5BybfHMV3zgLrNP+y6aFswbfp+cteC3DaQUvM1n2f1FKvQGwMqd3A3gDgATAjwH4smUFqwtOkn39+nWdwJWLIAgCnWSXOxOllE5ayiScDg5nAdvO9LHWDlMYPu/+NGlajvO8qeU6aV3LhHEARzQxNizbtNgEcFt9No1ZkwZoWX/M8pb1e9kLfNkGyLaxk99t2pQmAdwU1m0bMnOejyPUEjYNoal1ahovc5yOS7dNmw6pVTS1x039Mfskr8kyzLL4m1w7qzbnFwHZXtv4c/1dhSTZZ6HxavJcPOK16HnepwDcUErtHQzK13ue97kAHlBK/edTtuVUCMPQmjKIgpX5W6/Xu5B2OXzm4CoIXcDp2rHuy/yscNp6jiMcrvMyW4bTJO21aaCX3btKC3vculcJiycpt6kc+X3ZS3JVvcvGYNm1VbDNozlG64zXSbCsz7x2EsHC7NMyWjWP1W1taPp+UbDVe9lJsyVcyiAHBwcHBwcHhzOE55JkO9jwWBC6HRwcHBwc7iY4A6UzBG0SaKiqlEKr1dLXt7e30W63kec5yrLUaYh47sz74zhGWZbY39/X9wC1CrndbkMphSRJUFWV/p6mKVqtFnzfh+/7SNMUURSh1WohCAKMx2O0Wi20220kSaKDwLJctieKIhRFgVarhaIotFE/7d+qqkKv10OaptrTkh5G6UEuoTAMkR8khOv1egvn6jx/931f288BwHQ6RavVgud5SNMUnU4HQRAgyzKkaQrf9xGGoc4cMJ/PkaYpPM9DGIa63RzDIAiwt7cH3/fR6/WQJMmCfUWe5wjDUBtYlmWpHQ3oPZrnOdrtth6ryWSi7frYBv7WarXQ6/UQRZHum1IKWZahqiqdaiqKIm0vSCeKNE0RBAG63S5msxnCMNRtZZqqMAyRJAmSJNFzE4ahngPSSKfT0eVGUaTL931fj+XW1tYCzcZxrGmSY8A+FkWx4H3Gcen1epq20zRFmqY6jVa73db3hmGIqqp0P7gW2B/SHttM2siyDPP5HFEUod1uo9VqIc9zxHGMIAg0PVVVpdvO/pRliTzP0e/39e+z2Qy+76Pb7epxol3MbDbT9Nput+F5nl5Xcky4rqQNUZqmGA6H8DwP8/lcH2eUZYkwDDV9sFy2keuTbZBrutvtIs9zTfM2PjOZTNDtdheOlVgO52o2m6EoCmxsbCDPcxRFgSiK9JgrpVAUBeI41usuSRLkeY7NzU29NqW9DGlJKYXpdIpOp7PgXBSGIebzuZ57aQPLdpGGud7N30kjQRAgSRKkaQqlFLrdrl6vSilsb2+jKApsbm6iLEs9xtJeiTQvbXO5/skzgyA4Ms5ZlsHzvAU+yP5VVYXZbIZ2u40syxbq5XyUZYnJZKLXiUSe5/p+0z6KvEeOiWmLxf7JuS+KQvNgvjNkv0gXtE/j+4Z8xKyTa9P3fb3O+Q6QPJz94PrLsgzT6RRFUeCee+5Z6A/Hm+uTc2Sm4SMdZFmmabjX62m+Qv5k2hZK+7SqqlAUhX7GXCOXfey49lGjd/zwEa2D+/oA3gjgiwB88UFxf6SUeod3kEZoVd1X5aiRBMmXESdXEt55QhKZ6Y246n4JLii+bNaFrc5lITUcHD5TwBf0eeCk6/W0MF9q56khP0755znWZ4FlvHkdvm1i2dhcBP9dVv9J+nPSupbVSyHZtkZsbRwMBhgMBqdv8BIsO2o8rsbrOOEjXgzglwDEAL4SwF9WSv3Dg9/+DYB3rGj0hYaTMEGhipqdPM+PTKrneQuTyp0DGQO1JdRCUcNiep1IDzCpAQnD0OqZw7rZTrn74C7G9329Y8yyTBNZWZZHdmByF5WmqdYqAfVOSu6uWD4AvWOl8Ektidlmag2oQSCjYDtbrZbuKzUFbJPcMZVliSzLtDaA2rS9vT2UZYnhcIgoirT2hdpF9jdJEr0D5M6LY0kPVl7jjoparna7rdtTluWCpkDSCzV31ETJ8TDL5u+kMY5lGIaYTCZaw8c5YBtYp9wlUvuVZdlCvBrugEmXfIHLeWMbOA/sj9QstVotrT2i9pD3AfULoNfr6Xs4ntR+SC2S7/uaDuQYRVGk55ZjO5lMdPuzLEOWZbrdQRBoLa2kbcbpkffFcYzZbKbX7M7ODgBoLQi1hnw+SRKteQOgtYfUrKZpuqB9oYZHahioYaLWRoK7fK4D8zu1F5IuWLdcaxx/uSZJI4PBAEopzOdzTefkLZImxuOxbtdwOESSJHpO+Wwcx0c0R1EUYTabYTab6bEkjZOmJLiuTUEhDEPdX2qsOZ+Mt0RN63w+1zQ0Go20ho3lUlPDuSK/ZV/YJs/z0O/3tWa6LEtUVaXHWAp21IoB0M/LcSbtkM45NuQJsjxqv+X6ofada1bOJXkkeSjXC8eYJxXz+XxBIOV8UQPO56XWnXzA9/0FTXqr1UK324Xnedjb2zsiCLFv5GNyHVPL6Xke7ty5o/tBoYhzTW1+t9vFdDrVfF/Sje/72NjYgOd5mM1mSJLkiOJB0grfz3yncG55nzwpMDVhF42TaLyOJL4++P0ncFTwehLq8BFvAPCjSqmXHPz2b5RS//CqabyoPp/P5wtCFieSC5BMj8zLwcHB4TzRFJ7A4bEBHmk7b/iLBTeWl4Gz1nitFT7i4NovK6UePGjEA57nvQp14NQPHPz+ZZ7nvRTAJ5RS7zlmW84UZVlie3tba0gGg4EWtLijdnBwcLgMOKHrsQ3P85zQdQm4bFuuJrhwEgfY3t5GkiTY2tq6dDWkg4ODg4ODw2MXZ6nxuivB82Pa8pwVePYtvURoK0APPNq3tFot7VVE7x16jMznc23vQC9Ceb4PQHuB0ZOKNjG0Eel2u9qWhcK29IajvYf0sGQScJ7jUwPI/rDdk8kEo9FI26UVRYEkSTAYDHQ7qEmU9bPttDGRHjPz+Rztdlt7tBHSg5OeZHym0+lo+xg+w+/Sc6goCm1fwGu0ETDHCFiMeGzm2qTdgrS3km1l22jnQ9sj2hlI2xS2R3or0Y6EXmj0rGraybFO2gLZPJZWaU/owdRqtTCdThHH8bG0vrTTYr+Gw6EudzqdanqUc2LzTjpr2PrujvAczgKX7S0n+dVJ6Jk8u9vtnqoPbj2th7U0XifwaPxNAP8QwMMArgP43wH8FIA/BfClB89/40FZFYD/opT6t031n7fGq6oq7OzsYGNjY+2ov9I4kQIO3XjpFu5wdXBW3jfreBGd1gOMwvWyMigg0vj5NDhJe6WzBQXOZeN7Wu+rJk82m3cT+0LhlvY1y9onw7ZQsJWOMdJQ3DQCZjuUUtqgncbgDA3DNrBctpUhXhj2gAiCAIPBQNubyrYHQaDDYXBTMxqNFjYsALRjDcNTmKFQZPgCGlLL/sjwH1EUodvtIk1T3f7pdGqdAxrRD4dDLYwEQaBDA3Q6HW14HgSBNuiWGxuOlwyX43meNvxvtVq4du2a5sNZli0c5UkvUNZB5xdJ65Ku2E7OCzc9DLcCHObRlWFFZN9pWE9HDRp2h2GInZ0dBEGAfr+P+Xyu54aOMdyM09FIOiOxHdyopWmKwWCg30E2PhBF0YLTkuns0AQZYkc6G9CBxHQ+kDlOJQaDgXZS4XyTHqTzDo37TcgNNdcbndakMT3nGICmud3dXR2iB4CeL+l4cplJso8jeL1AKfWCA4/GX0Vt0/VO1DkYTY/GfwLgdUqpfc/z/kfUwtVzlVIv9TzvewH8XwD+FmrBaxPALyilHjDqlF6NT/vkJz95/J6vCU5Uv9/HdDrFcDhElmXaeJ6Mj5onMuhVoHaD3nUEmTk9hEic0ntrMpnomEj0FpFCHpkbmRa9+MjAqGEDauZCbzDpwcO2hGGoGXin09EvDnpA8Tu1cPP5HL1eTzMp05uPzIkaHbadMap839f9Y2wlMlhqkTgvMr5XkiQLHpdkUny50ZuRTIyLWjJ4aiHJ/Hl/v9/X9ZdlqV9M1DJynXD+6eXGcSKTIPOmFxq9d3q9no4nxt/39/e1Jxw92Dhfcl45R/QW5PyZjI5tYCw4Mkebd9mq0AT0ziLj5ku2CZwT9oXjRu0i6Zs0SU2lFMaOK5zZwizQm2sdcO05HIVNqHC4e2G+69ZFHMc6FqXneeh0OtrL9bQ47QZ2GTY2NrRQdl44q6PG4yTEtiHyPO8HAPwPAN5ycO2XAPwegH8OYEHwUheYJJtuytw1ZFmG3d1dKFUH7bt16xYGgwH6/b52myfT5wsKOHTBP66qttPpLHxvt9v6eMbEukehtjKXwWb42RTnxCyb7vrHaVO/37feYwYzXNcglcLGWWE0Gp1ZWRKy3+cdR+YssWw8TuI5ZJa36oiCgqYtKX3Ts1VV6SCfy5LZU7tAQZCBc81QElLg585Zhguh0E4B2dRgcA3K9spwAdxMAdChFbgZ4prgBoTaM26UeJxtC1PBjQdDHsjNAV9uFIptR7EUnvf29rQ5BrVhUjtELS1f4NwAUaPD/s9mM+0lTiHd933MZrOFcSAvkOEB+JmaQG58uEnieHNMGR6HY2EGFTWP4fmf2kLyc4ZH4XdqwWhqwBANplZHhmnh+0JqUmWYIraHG1WWQfpj0FfyRAbRNQPRkvZpekLapzAtj0XlBpzguHETB9Qbqtlshk6no9tm0gnbsLGxoelPmo+YR7HckMmQEPIdKk0PZPly0yk1kzS34RhSsOKaJL1Rg3aZOLbGS1yToSSeDOCbcHjU+H4APwDgIQDXUB81/sSBxuuvAfhaAH+BWuN1B8AnlVK/0lT/eR815nmOW7duYTKZ6LhBjEh848YN7OzsoNPp4LM/+7Pd+bWDg4ODg4PDUpz6qPGycd6CV5Zl+LM/+zNMp1NEUaTTPERRhNFohO3tbcRxjGvXrp1bGxwcHBwcHBzuDjivxhWYTqfalmhra0vbmlB9CRxVxa5rhO/g4ODg4ODgQDjBC9Bn/jKtDlCfUU8mEwC1zcXu7u6CETTtG2QCaJ5/8zPBM2rTJsQ8azbP4Y9ztGnTXsryjgOz/TLxLMuS5/BsL6+b7WFflvXnJCEFbP0y7RfM8ZTtbqpL2iTY7qWdAed6WZvM8ec4yHbxObMsc4x5zaynaW6k3Y0M32C2zxwrWaYsg3Xb5sqkAbPf8rOkJz4v+04HDc4jn5WJm5etEVmmOfes3/SGNEOBmG2y9VOC9iyyvTa6N8u2jZMcG/m7Wa85Bhwz0y6maay4wTQhU0GZc83fzHZKeyHzGXO+JB9s4k1N1832yj6yP+Z4cC3IDbO8T9K4HC+zLSzLxhdk/5vGm9/lGuZf01yYYyrbJse+iS+YfZHvKRsty3nluMlxMttu9k3+t9llmeuhqc+2dpnPN92zjOcppRZCO10GTi14eSdLnv1spdSLPM97CYAnK6X+19O24zTgkaItVhG9pBjTim7V0qCPRqokrFWhABwcHBwcHBwuB8PhsNHB6yJwVhqv4ybPvu153hNQx/iy+nN7F5gk2/PqEAl7e3vo9XqIogidTgfT6RT33nsvbt++jXa7jV6vp72MVqFJq8Adg6mVIcxdwUk0VbINx9UgybbL5xlSwbbzNXdx5nV+btIUmPUeB8t2S3IMm3ZwTfWau3jb7007RrNt5hxQMDe1MGbbzV2zOYa2ueY1JsW1tVO2yzY+poZFlmFqO8zxs2lYTG2B+dmmvWLbuV44RvRks2labHNqm3tZPp8zN0tm32waAxP0ypJlyzVu24Xzz0YDwFHNqk2DYtOYNdG0qYUxAwLzu5xvc72Ymg2zD/IZk77MeTDLtLVZjoccRxuPtWmiqEkytaeyXElvsq3m2MmYdbb+yzJkW2V9kgdJOpFaQAlzfdg0dWabJK8wtfKmhs126iLnR2q4TG9D2zqxrRnZP9t82niabe7NObS13dYHc0yl5/xl4KwEr+OGmvi3AH4awI+i1oYdgbrAcBIAsLm5CWDx5djpdLC7u4uyLNHr9bC9va3jcq0SZGy/yxcIYao7ne2Yg0MzLpthOjg4OJwWZ6nxOk7y7BmAlyml/qvneVbB6yJh22UQDMbIYKX87AQkBwcHBwcHh+Pi1IKXUuotOAyIymsvFZ//AMBrljz/0qbfLgrrHHHZ1NMODg4ODg4ODseB82rEeoKUTEPCSLiMVM2kzDwvN20gmmxCHBwcHBwcHD6zcGzB64RejE9CnTC7pZT6F57nvQd1fsa3e573IQA/rJT6wKl7c0LYvBlNMKwEAGxvb5/Y6J0Giqat1zJDQPPaKiN1Qoa5sD1rGinzd/63GQHLe0zjUNNA2uyfTKxs1mGWK3+3GZXa2iMNp00jW7Mf0tjWHAubYbbNmNdsK9tgGrg2lWk+z2dthqamMa45Lub9fMZm0Mr7mNLD9qysYxmWGUnbXM9NA2hz/EyXeFvbbfTTZAjdZKwrx1Nulsx5tLnomzBpf9lasRlfS5jG3uY9TffbYBsbc402GSGb42zyA3mPaRRulmGmWjLHxOQv7L9J88uekTy1aUxoUG7eZ9KsGXKC9zbVu2xOJZ+xGc3LeuWYm+FgTEcZc22Z/M7GW825kL81mc7I8bbNRxNMhxLTyUSWbV5btuZlu1bRvq2dHIdut7uWk9x54aQar+N6Mf6yUupBz/O+x/O8JwH4BIAv9TzvFoD/bKvAu0CvRubisiXoldevXbuGO3fuwPd9bGxs6PxbRVHoBSI91gjTM4j3mW3gbxLLhJ1lC4BMxgYZb8hsj43xyheQrN8Wr6iJyTCnllnHsjGQQh3rYp/M9nietxDjydYG6Rlmy/1nvjyXeWkSkjHKdsl+2F5KprBojrGJpvhVcu5MZur7/kLMOQmllJ4TG8M2Xx5NMBncMgGL32W8InNsmbeuiUaamLa55jzPQxAE1heiSSsyabykJ6XUQgLuZfNvW5fmWpHjKz+b5Xqep+1JbfXahEkbJI+Rdcn5Nb0PTbo0xxLAwgaKa8nm4WvjXaZAKT3rzHbYeKLp0cb7eQphwhwfmfDepB/2U/JNm6Aq2ylzM8p2EWY8uqa5lOPI59getoMnLKyfYYw8z9N5ONku+V/W1cQP8jy3Cmvyv6SBVZDjxDEwx85cr+b3JuFKvrua6pbvXFOgvwo4qeB1moTZHIU/BPAPUGvKjt50wV6N165dO+K2zQSvWZZpIWtrawtRFC1M4LIEvA4ODg4ODg4OxGk0XsfxYnyR53l/HfVR4389EM7eDuDDAJ5ywjacKWzCE48g4zjW19rt9oW1ycHBwcHBweHugkuS7eDg4ODg4OBwhvCWJMm+GgeeDieGeVbeBNNGqglFUSDPc6u9hFnvuu1b1y7gvPBY2Fw4ODg4OCzibuXdJzZO8s7Gu/EN6grE8TprSEPa2Wy2cH02myEIArTbbbTbbfi+j1u3bi0YUUZRpI026XkWBAGyLNNlSYPXqqq0DRrDXkRRpENdyOeAQ4eBMAy1YWYToijSZQG1cWKWZUcEszAMtfEn6zCNhG2QxqzSENLWH1s7W62WriOOY5Rl2VhnFEXaiNRsX7vdRhiGmM/n2gCXBrNpmmq7viQ5zHAlDfVpIFyWpW6r7/sIw1DXGYYhwjDUfQqCAGmaHjHoleX6vq/TV7XbbaRpqusJggCdTkcbh8uQJ7Z0VOZ49ft9TKdTeJ6n85aNx2PdhuFwiOl0umDwy/ZIWs7zXNNvHMea5sMwXDA+Jp1WVYVr165hPp9jf3//iAHscDhEWZaYTqcLbY/jGL7vYz6fI4oiPaaz2Qy9Xk/TH+mEfeX40kwgSZKFMec6pD1nlmXY2NjAdDrV8815JNrtNuI4Rp7nOl8raUwmlmaKsdlspumk2+1iPp/rKPx5nqPb7aLVaiHLMr3euT7n87nuO/tYFAXm8znyPEe/30dRFMiyDL1eT7fXpAvf9/V6LooCcRzj1q1bel6UUhgOh2i325jP57pf3DxxjZA+fd/H/v6+Nmzv9/sYDodIkgTb29tot9soyxKbm5vwPA97e3tIkgRxHKPX66HVamE6neqy4zhGkiQoigJRFGF/fx9xHGMwGCxs4Jgz1/M8Pf7tdnuBhmgekuc55vM5fN9Ht9uF53lIkkQHxJ7P5/r+LMtw7do1APUGdDqdajqRTh+su91u6/kqy1LT/Wg0QrfbRZZlKMsSrVYLZVliPB5jMBgs2AfPZjOEYYj9/X30+32kaaqfZds43r1eD/P5XNMay+p0OgvG/UmS6HZxDXLMSDs0xm8SbOI4XggY7nke4jjWdXEd53m+YH7Da1x3Sik9F5zbJEl0X0jPfB/u7OwgiiK0Wi2kabrwboiiCIPBQPOGLMvQarUwGAyQpqmmV/KPKIo0z9zf30ee5/B9X9PUZdpmn/io8UDweoFS6gVe7d34q6jtu94J4N2wezc+SO9GAB8E8F1Ngpe36NX4tE9+8pMnaue62N/fR6/X0y9l08PDRFXVSbPJXCWRnBSrcv/ZsGzxHBdkIE0v7VUwvQBtZV80TtoXBwcHB4e7ExeRJHvZUeNpRb6z8G60/3iBXo15nmN/f1/vvjY2NrC7u4tOp6NzODJnI3fcy0BhKAxDvTtKkgT9fh++76PdbqMoCkwmE7RaLb0LPeg3sizTzy2DdMXmjpCaB+ke35TiiBo1Bn9tArUs1LCZIRhM12UZT2sZ+IyZrNUWC2s6nSKKIr3jlm3jtel0ijiO9W5M1p9l2YJmkJpC4FA7wLoZE0gmmiY4ljy2pVaFoRmoieLz3I1LzZh0RWe/2VbZHznHDP+QpilarRZ838d0OkW3212o0zbGsgxuLKjJCYIAURTp73Ecaw3VbDbTmiXuSpVSuHXrFqIo0huVPM81rZuu+uxjq9XS851lmdbgUWPHtlRVhTt37mitCOlWbgio0eLuPQxDPf7cXVNLIfOqTqdTtFotrb2SWhFqP6nt4TjFcaxplG0pigKz2Qzz+RzXr1/X89pqtbRmZHd3V++qd3d30e12Nd0URaFjCFHzkue51tyxjiRJ0Gq19HxTk9Dr9TSdhGGoxy1JEqRpqvPMck44TtS0kb/MZjN0u11dp1IKe3t7WqPY6/W0VquqKq31bbVamM1myLJMa0HCMMR4PNb02el0tPZ+Pp9r7dRoNNK0xdiIN27cwO7u7oJmTSmFdruNPM/1fb1eT88914gML8F+53mutVocH2qdqO2khjGOY71uZbsGg4Gey1arpWmR48s54j1ZluGee+7Rn7e3t7V2k+uB65caYvaxKAqUZYlOp6M1b6Rd8jK5BrjO5/O5Hm8ZZ7Lf7yOOY9y5cwdArRljGWmaotfrodPpaM2XjEXGOabGjHNYVZXWTlMTzfUuw1l0Oh29Dqhty7JMa76oHeN7hPOyt7eHPM+xtbWF8Xi8QFfsOxUdk8kEvV4PvV4PeZ7rdwPpg/w4yzKtNR0OhwunMped8u9MNF7imj469DzvyQC+CcuPGn8JwEcAZEqpn26q67yN6/M8x61bt/T3TqeDvb09TKdTrSZ/6KGH4Hke7r33Xn0PmScX1WVPpoODg4ODg8PlY5nGy3k1ot6h3L59W9tDULoHgPvuuw9xHGN3dxftdhs3b968MkHYHBwcHBwcHK4ezvOo8a5AkiR4+OGH9fc4jtHv99HpdHD//fdjNpstGKg6ODg4ODg4OJwETvDCosvqaDRayOG0u7urvVV4xm96oPHcfVWaA2krZKaWsRnzr2EndyyschhwcHBwcHBwOF9cZDiJ/+fgnjsAMgB/AGBDKfWukzf/bEDDPBrASsxmM21omSSJNlg8LZpyVjXdR5jGy035D2U+K1lPk8auqQ0yAa4UEM3vsm5bWU1Cn+3ZdXN2meMhwzA0QZZvq9uW8Nh2r4lliYZZhs1r1Zxfs1/rQtbB7zYnh1X9MOte5TW7jDblNdNhQs6TmWRZPiv/ZPJzG63Z5mxVflDzWVkujYtlH8wNk7kW5BqTdZn3mM8vSw5ujr9tnGzrv+lZ0xHGdCAxx/E49ctr/C/nTfbZnH85duYaNn9nOTJfozm+Zp9NmPRqa6v8431yfs06JQ018WjJZyTMdSpzHC47abHlX+QzZh1NuRrlc+YYNXnbL5tzeY/stzn3q+bFvL9pTcn7eA8djsx8tFVV6ROty8JpNV7HSZb9jwG8Tik1Ofj+rGUFexeYJJvei/SGYPwTGte3223s7+8jSRKMRqMjcUv4krO91An5Ily2qGxMz0zgy+s2Qcpk6sQ6QoltMZrJfW3CiLzXJiguWzy2F5FNG2hro9kmlk+vyyYmYnuprBK0zHbI+2S5TW2WTKGp/8uwTFAyy5Ivc1u7zb43CcRN4y6ftbXRxqDNsVFK6dhR5v3mS06+wMyk1zZhrmm81335slzzeXpmmu00c7zaXkA2IcscD3kP22TS1bK2y2tNa4n387P0grYJp/LlZyvfLE9CzpusT/Iuc5xtfE3WbyaaloKE7K+8p2nd2QQT8hE59k3CgrnuTf7KvtBrXM6xrN8U0PjZJlSaY8vyzT4otZiMns/K5PA2ujHLkfRte9c0CaSyH7Y2m+PWBJNXmNdNQVn2j57N5saCcfYuExcZTsLDihASEuoSkmQDi4x+MBgsfO73+0f65TwZHRwcHBwcHNbFWWi81k2W/cifSfkAACAASURBVFMA/jfP8+RR49d7nve5AB5QSv3nU7blVLAJUKaQddlSsoODg4ODg8NjGy6chIODg4ODg4PDGcJzSbIdToomwZwRgG2/M8I2gAUP0GXl2co/baqfx8KmgjhNW5fZLp0F7paUS48lenA4Pu7W+b1q608ppbM7OJwM5xJOwrN7PH7Pwc9tAG8D8EMA/gzAJ5RS7ziPdlwGyrLUKXaYNsbzPKRpqo3qmWrDNACUC4zPEvTQ4B/TFsmUKkw3IQ1rpdF5HMcL5RRFodNDFEWxkA6n0+kgSZIjiYRtC04mXm6CLVcjk/Uy0bI03pQGsUw8zKSz/H1dtNttbVDJhNUylQmNNJlU2ISZIHkVmKIkz3PtrCHTTLXbbZ0OZtW42crmuMg2cb6lITPTPPE+pk9h+qQ4jnUaJqbNIWaz2ZG28XcmuPW8wzQosi6lDj0CORZyPj3vMD0P06UwTp5Mzss0OZ7n6euy30ymS8NaJif3PE+nCmIaMKXUQn+Yp41JfeUYhWGo6X1vbw/AoZdjp9PBeDzWa4XpvnifbR7k+PX7ff1sEASYTCZ63UrjcGl4TQPn2WyGa9eu6UTkTFAN1A5CTKbd6/Xged4CzZHPMJUKU011u11MJhPdb+kkxNQwTHbN+WWi4slkog2f+/2+TgAfBAHG47GmVaZhAupwPZPJZGEtyvVHusnzXCe197w6YXue55qfxnGM/f19nc5nMpnopMlccxxDtou8kWtA8kNp9M50Q5w/psZhuimmcGJ5TEPG9UweybFgQnImaFZK6bZ2u139DEMV9ft99Pt97Ozs6HHr9/uaTkknXM9JkiykGCIvZRgkiV6vh6IodMoprsutrS3N/7jOOp2Ong/yqyRJdHBxADrlnWyH7/vo9Xr6+9bWFqqq0gm+Oa/kATSI53/ShTScZ+oq2mBzTFutFubz+cK7pdPpaJrjXJPeJ5MJOp2OTl11WTiXo0bvaALt9wL4a0qpnzn4vQ/gzQB+AcAHlVJTSxkXmiT7OMjzHFmWaYGFzOA0SaAlgZnl2F7QfKGxPVxAZHbMP8iFZPNoOg6kgLJK6Ol2u7pNzPNVlmWjhsyso+k7mZfMlyZhCnfMU3fZybnJKM122ObCvLbOeJ8nmBOPgvlpsIr2LiuRuoPDeeGk/Paqg3kYH6t9GwwGGAwG51rHsqPG8wygqj0eARQQHo1KqYnned8G4OmojfD/jvnwRXs12lCWpd4xc0dqakWoMeCOiDsRStPcFfX7fa1hojAitU6mcb/pKt7k7r0upMaBwkhZljoJqXTDla7IpqvyecBM9m32jzt10/153XHgDnM+n6PX6+n54q67KUm4zV3/KoA0w7mUYQ44lqQnajylJoFzTs0X6YAJa7kTtbmPUxPAelmeFMq5+6W2I89znZyXLyJqybhuZHv5X64hM0gxr1FLwvrYt9lstrBrl9okap9ZBjUf7BeTaXOsqeExk5FzEzCdTjEajRZCJfAz58i2YUiSRLePbWQi4DzP0e12kWWZvo8pzchjqNXzfV8nHaf2kMm9qQkkuPmRYXCYMJtJpVkuBWEeLVG7R22JDAcxm8007ZG/URPCpNBVVelE9nEc637JJPNMnkzNDrUy1AwyQTfbSS241ASThtn/PM/R7/dRlqXWXslTAfJGamtYFq9z7qnxYX1Sqy3niX3pdrt607K/v6+Tf8tk7BwnatPSNNWaPKUUtra2NK3KjTl5FpNQd7tdjMdjhGGok6gDh1puzqNcQxwnakOlhpoaJmrGmYw+TVNsbm7q9lGrRI2YPB2gtom0HMexbhdpUq5n9rvb7WrewHXNhOaSJ1NDyN+I6XSq+Yp8n5GuSQeXiXPXeIlrr0AthLUB/DKAF6EWxvpKqVcvK+8ijeuTJNEqUvMohwQZRRHiONbaAAcHBwcHBwcHYpnGy3k1HqAsS2xvb2thi5I3NVpOwHJwcHBwcHBYB5d11PiYQVEUePTRRwEAGxsb6Ha7l9wiBwcHBwcHh7sRTvACtOE68zWeFZbZCNH2gGfeNIL3fV/b18jUN/TcoC1MFEX6fFyesdtssniWTzsT2jlIw8/t7W19Tk57H9oQ8ByfbaOdB++lh1uv19Pl0X6IXm/SnoIG1LT5mUwmKIoCnU5H2+jwnqIoMJ1OEQQBhsOhtp+gvYxSCt1uV5/302aEdjgslzYc9KSUdkOcfzox0D6DZZg2aPRaknYp0l6ItgnS84hjnmWZttOhJyrtcThPtGtptVqYTqd6PqS3Ip8vy1LbvNC2Y29vD91uV9uYKKUwm80WbLxol8I2yLZy/KRnEceSNo7tdnsh5AcNbefzOXzf13VLuyt6ypm0Qnsa0xGEbZrP5zpNF9vMPGvS8J/ebqyLHrOkX7k+yrJEkiTa45V1sn7pUTWfz5FlmbbT5PqjrYhc3xwf2jQBiylKaN9Gj0I53zYvqyzLcOfOHbRaLWxsbCzYJk6nU3Q6HT1/Mv1PkiQIgkDToyyfdUqvatIXbV9IK1mWaW9OzhFphGDdZVliPB6j1+vpdU46kOC8kHZpdyTvNXlnmqaYzWaavkaj0YJzUZqmKIoCvV4PURRpD2x6xsqsI/zP9SZtDOl9R/tA3ke7Njk+/C9trqT9WFEUuq/05ONaOA5Iy+wvPXG5DkzbWLaJHoT8fTqd6me47jl/8/lcrwfSE0HvVnMuyePpUUlPUVt6IYInSrTr2t3dRafTwcbGxpH+Sv68yiZLvhvZNp5UcQ3TA/Mq4MyPGr31Qkm8F8C3A/h9AH8I4K8rpf57U5kXcdS4v79vTQm0DEVRaKPEyWSijyUpLBCmhxtw98acuZtw1TwMJe5Wb6m7HevOm3SeeCxgnX4dl2YpsK7yhr5IUKA4DR9gGXRmkXN8lda1zcuYguO64XWkU8tZ0jLbRgeU44TloeB+3kmyL+OoUSbPfiKAhKEkDhr0QQB/C8CXAPgPtgK8C0ySXVWV9uAYjUaYzWZaOpY7ce4yAXtyY3Py+aKO43jBY4e7Se4k1UEsGO5K6UEpdzqMs0OvGu5EyQCoHWC8Gu7I+ZwMaMr6uBsEoL9Ti0SNm9z9k8Cl9qzVamlNQJIkemdHRwT2AYDW7FBLR61Vv9/Xwis1d/T0YT1cwNRIhGGox5UaLMZF6vV6C15U0mOIfaSQnCQJut2unk96W7Gf1GBQO8G5iaJIawHyPEev10Oe55hMJuj3+1rTx3ZRs9Dv9xHHsf4OQHv+KKUwGo30rpvJ2k3PLalRUUrp3WaaplrTxTKpLeJ4UVvC+WYfAWhNDDV8rIt0xN01NQBZlgGoNZfUFrLc8XisvaQ4h51OR2skJ5OJ1hRwbXS7Xb0GGJ+Hn5MkAQDtJSm1LtxlS88y7nA5V57nac89ar/ocUcPOpbJsZI7bUnX9DCj5pNrkB6Kk8kEQP1yYNwkxmPi+JD+ub6ppSB9sh7P8zAYDLSWWXqokv7ZB84HvRPN+aU2n/GdpCcYNYuSb9FDj+MmNTkcV+llyPhN0+l0Qess1wzXK9c254i0JwUa80Xd7/e1BidNU80zJH1LTz1g8bSBmiyOIftNnsj1OBwOdRwyjkOn08H29rZuH7XDbAchTyI4p1Irxnr5PmFZ/Gy+U2QoIfIDCj/kR6RBvkPYdzqBMX4W+RzXEL3/uK64bqitpxZ5MBggCALs7+/r8eTvPJ0h7bXbbU3/tnnsdrt63QRBgI2NDezs7Cz0l/TA2FsyXJLkSaRlarr5PrIJ6tSYk8YuM4YXcL4ar99ALdj9GoBnKaXeJO55A4BPArgfwKcAvOsyNV5lWeKRRx6B7/u477778Od//udI0xSj0cgqSUsXcKpn5REZVcsODg4ODncPrmqImfPAafoqjz7PE9ysXMX5uCyNl06e7Xne3/LqmF48agTqAKojAN94Tm1YGySw2WyGhx9+GLdv3wZQ7+QZ+4P2R2a8rV6vd+HtdXBwcHC4eFzFF/x54TR9vahxMt/HjxWcueCllHoLgLcY1/6VcdtLD/7vA3jDWbfhuGAAQB5T9Xo9dDod3H///ZfdNAcHBwcHB4e7CM6rEbWmi1F/2+22TiVArxvg0JOMZ9AXEdHdwcHBwcHB4e7CmUsPa3o1vgK1puv1qD0b/1gp9bYjhV0QKEwNBoMFb8RHH310qYcJjf1kGgapYpUpGvhdwjwHp8GhLF8+Zzs3l0b+8jfpOm27x/ydkMb10q1fGvGbrsu21DLroKlfNjW12Q/pCGCOfVP9y9Tf0uDSrEfWf1KwbjN5sllnk9Gn7JttHCQtmn2Qz8v+Showx1LOP0EjXpOuZZ0sy5wPWb5sk7zPfI7XzHFYth6k04FZtixTGv7TYcDmeSzDarBMcz1JT7emMV+19jluMg0PgIUwIqvoz1aHSU8mHbE+m7OQNES30Yitz03jZ64nPivbLelRli9DPZjzv6pfZv0mLco/c23ZaFV+plOIOZdyTGmDZJYpeaq8T64rlmG2TY6lHI9l82j2hQboSqkjoTAkbzDH16QD2Tezj7LtLFOuI9l+Xre9f5ree+bcmbTB9WR6onqet+CkcBm4LK9GfvwggJ8E8NM4tP3iPRfm1UivFeBQCNvb28PW1hb6/b5e+GTOMuFz0x8Jgl54psDTBHn/OsaNtt9sjMm2QJYxGPmsKWiZbWtyrV7V12Vtt11vEmptzHTdcmVbbMLPssV/HJjMktckM2gS7swXjE1Y4X3rvviXjaWNeZt1my8z8z7zmvmSaHp5NtUr7102D03zLMtuCglgXl8VPsTW3lV9WNbm0wr367TvquIs27qqLJOejvv7cetbB8cJVXNWY3Xcft5NGA6Hd6Xg1Zgg28DXojaw/xnzB3WBSbLpLs8QAnSX3tjYwMMPPwwAuP/++x+zhnwOl4+zENzWed4mPJ6kbJv2aVWd5uZiHUHJ1mZz87KqrcvavaoN5m58WRvlztpsO+s46RzbNjRSEyKvHWcjtmpT1NR+c2PVtCExx818iZvtlVqrJn5qtsnURMrPpjBv0pCkB7nBkHVJQdu2WTE3l5I+5YbCtnGRydJl/02Ns/y9aQwlHZjtMNtkG0t5r+yrGXrDpu02x8OsUz5vjrnZZklTZtvk5qdpo9e0/uRvfE7WI8flssNJXKZXIwB8UCl16cb1nuctBFNjhOvPxJ2Aw/ngNELXcZ4/ycvfdv9xGFNTnSdt87I+rCqz6WhtWd3rbKjMl4u8ftq5bSrf847akh63rlXzuM44H2fDaRsfiXXH+jj1N43dKmGa9zWVL8tbdxxt9GArp6nOk667ZfO4imZsbVlnPTeVLfvQNBar+nncddyEq6osuWyvxksXuoBmVetViVLu4ODg4ODgcHfgcvVtVwRNgpcteKqZ4sHBwcHBwcHBYV24mAhoFrx2d3f15729Pczn8wVvI3pFNR0JNP0R0oupyShanpubsKmZmwy2bTYFTerbZUesPCuX99iMv6XX4ao6bDYT8h7TDsDss2k/IMuVZ/02ewGzDOCokbVpW7DsKME2LrIdso1NBuZNZTbZVshnOddmnjvbeNmwSqVv2mUs84qTZZr2H7Z7Vh3tN83zOs4dcuzlZ9vYS5uQpvua+muzl5Lr0WZ/Y871WdufSLuj40b5ls8tm7tlz69b33HuPQ5s5ZpOKebnJlqzlW1+XnecbbZQ68DG446DZc/Y7KHk9ZMcrR/HXnQVbHz7vOjmPHGugpe3ZmgJpdRLrQVcEJpickmGM51OEccx2u02qqrSObKYR8odSzo4PDZw3BfdZcDcrDUZXZvP2ATEpvKlIbqtzJOM0aqxtb2AbQbSy8pZtkm1GWFLQYhjeRx+bYakMDdOyyBtmqQAfBoalP1Yp27CVp9NGUDYQn+s27amjcmyTeuqcV3lYSzHdNUmdzgcot/vr9Wn88BFaLzWDS2xAO8Cw0kwiXKe5zpZ6HQ6Ra/X0wl/Nzc3lwZNNXevcpHZ/oDFxbhKa2LbBTdpbmyaEZMAj7NomzRJTfdS62Lu8JfVIdtrMjhbHRLLXi7m+Da1S3pbmVoLc07NumX5pmbFbGOTlmWV1kiWY3sxyfIZl8q2815W/qoXndmnJhqzPWub06Y6mq6ZYyjrtZVr02o0xRMz+29z72/qb1NZ5tptivNlE5akttXWT6mVMDVRtvEyeYKsQz5jK0fS9DLBrmndmjTQxLNkOU1ajFXaGtt6MvvNJOVyfmRsN1NAMjU25nfb2Jm8zDxxALBQV1OfTEgaaqJ71t8EWzsJGUdOXpdG6k1r2sY7m363tbOJR0j6b/KsNdvbtMZJC5edS/kiBK91Q0ssQF1gOAkAuH79+gIzk16ON27cWPm87aXk4ODg4ODg4CBxURqvdUJLXCqW7R4cHBwcHBwcHM4C3qqjjauApz/96eqjH/3oZTfDwcHBwcHBwWElPM/7mFLq6bbfXDiJC4IZ+dj8Lj+XZYnpdGq1xWjyFCzLEnmeL/yW57m1fHnWzs8MnWGGyrDVtUxYZ1ttbTZtZpiCSZYn61/H5mnZfeZ1pmOy2bfZrpVliTRNF8qTIUZWtY12VuvgLDdAl+XowT4kSbJWG0waOUl9rFPmWlxW32Nho/mZgqqqkKbpWnaNZ4V1ecpFwsYX71Y4J7Qa537U6NWejf8LgH+vlPpJz/N+GcBvAPgQgB8G8C6l1LvOux3nAYaDKMtSv9TzPEdRFJjP5zrcBHAoBB0He3t7+rPNYwOoHQOO84I/KVqtljWuma19q54JguBYzMV2fxzHALAgGB0n3xlhazdgb7ut/HX6Ip/rdrvwfR+z2Uxft6UsqaoKURQtCN8yfYytn2ZboijSfTDvJ93wOQr8HJMgCHTe0iRJEMcxiqJYMNoPggBRFCFJEvi+f4TG4zhemB+Otcx9KkGDVya65rPS8cXz6vynQRAgSRLreHc6Hf2sNKCW9QVBoMdL9pv3mXTBNnDsiqLQGS6yLFsIDRNFETzPw2w2g+fVCXk5r0VRoKoqXUYYhsiybKH9bEen00Ge59p4OMuyBVqK41gbEVPw5LzJ50g3VVUhDEM910qpBYchZutg35RSyLIMURQhyzJ4nqcdkebzOaIoQpqmmk7Z16qqkCSJph/2z/M8xHGMJEka102/34fneXrjaRufKIoW5o2JkBnix0zsPZ1O0el00Gq1MJvNUJYl2u020jTV49Vut/WYFUWhaSsMw0ahPo5jhGGoaYBCJP9oJzyfz3U7q6pCt9vV9LvOe0E6N3CN5Hmu09yxzWwvxyGKIszn84WUeOxHnueaxkgv5oap3W5rWiG/KIpC07nkj1EUodVqwfd9FEWhyw/DEGmaLsz1YDBAWZYLPFCOJx0RptMpAKDX62k6mM1mAA55XRzHmvewPRwvei3O53Pd/ziOMZ1OsbGxgW63u3LszwvnftR4IHi9AMDvAHgrgB8A8F+UUm/xPO9ZADZsgpe36NX4tE9+8pPn2s5lICHxjwzwuDsT+fIiM+ZLjGWR6JjAk1osySDDMNQvOz7DhdFqtZAkiWaSNiZMgTDPcwRBgHa7rYmc7WS4DODQ+5LMWAoLnU5HL8KqqlAUBTqdjmauNuGF7eY4kLFGUYQgCDSjiuMYrVYLVVUtLCxgUeDkiwE4KnxwHDhOnAP5QpEg86AwwvE33axtiZTJ/AEgyzLN/OWLUYJMhpB53EzIl/0qd3jSFe9lG+TzvE8KHWfBC8gIy7JcGNtut6tfyOyP7/sL83ZSjZQU6EyhSXpDeZ535EUn6Yi0Ympo+SKTQqSt/lVtPAnPMLFqA7QKcu03lde0gTnJxqbpGQr3y8aV99k2dHzpci2cZkyaYNvUHmcM1r33JOPa9Pwqz1OHGtevXz93z8ZlR40XGUD1fQB+GsBrAXzhqpsv2qtR1IskSZCmqZauJcjIwzBckKIp5MjfpfvyWWM0Gl3p8k6Dzc3Nc6+DL9rjuHKfFagdaYI8BqZQfdGQ4yLHClhk5hTkz2IsqWGhcCDHiDt7ClfmZqSpnKZ7qAWyhQs4Tfu5SaBgaQtEKcMbUOtl1i2FUFu+OSkYcg4ovLJPy/LU2eZKXuOmzNZ+/iY3FdJdn8IlN4/L6rS1S861vH/ZujFpk6YXpAE5xzIwLgC9iSX/Zjmr2kmhL01Tzf9t9MYNj+wftcikE2CRJm2QIUZM7bG8RkGUGkPf95EkidbEZlmm41FOp1O9sQDQKIzI8TITt/P3yWSCMAy1QJym6RGtEq/neY5+v78wFzSx4Vy0220A0JtubupYBjW+VCywXr5zuca4uet0OgthQy4TF6bxUkq9wPO8LwEQA3gqgP8bwKsBdAC8VinVqNK6KOP6/f19TCYTTQhBEGgBi3+XndXcwcHBwcHB4WrjUjVeSiTNVkr914PLDx78//7zrn9dzGYz7O/vI45jDAaDSw+w5uDg4ODg4HD3walvUKtOd3d3EYYhrl27dqlC12Wdx8t6j+v5Iw2ziSzLrHYXtDO7CnYHZ92Gq9AnBwcHh7sdV+UdclK4JNmAPgPmmfJJIYUKnrPTo4NCSBAE6HQ62oCcR5o2A1PeRw8+Grz3+30opfT5vPRoke2gDUGSJNYwCqanj0STV1cUReh0OsiyTJcrYRrr0jOGdg6mF2K73dY2FlLgk16AHJ+iKBBFkbZfoVeVNPSnfZ7v++h2u9qegG3pdrvY3d3Vz9COhTYESqkFbzqOH+0L5Fy3Wi3tfSX7BNRCGA352VaO6Xw+104IrC8MQwRBgCzL9FxIQ2+ORbvdxmQy0W2kzRPHnd5F0sifx+QsV9pIkU6zLEMcx+h2u7q+LMuOtJXl0bOM5dF2hnYv9BLjHNF+hnRAzzhJJ9I+R3osSYeDqqowHo/1+ARBgH6/v+B1RQcN6XkpDduTJFmwTWNb2X4zUTvXWafT0c8ppTCbzZDnufbsI/3Ecay157QroWNKWZZ6YyfL8jxPzylpRa4v0odSCnt7e0iSBJubm5pn0eNrOBxqe5n9/X39W7/fR7fbtdoP2WxReW13dxdlWaLX62mnom63u2A3xXkx7WboSERaJN3Rpk3aCknvb9r5kL47nc4RE48syzCZTLRDDukzSRLM53PN22x2ZvSma7fbmh75X877/v6+vs+0E5POMuwnx8m0ReTv9FKlw1OWZej1esjzXPN42rfN53O91gaDQeO80Zuyqir0+32UZYnJZKJtBzudDuI41k5CtO3i/Ep+SR7Y7/dRFIXmk1zrvV5P22zReYZrjLRK+2b2iTyfa3UymWjvTHpdcyz5rKQL6Z1KWrp9+/aCkwzfCb7vo9frab47m8302u50OtoBTCnVuBYuChceQNWw+fo1AP8vgIFS6tVNz1yEjdd0Ol1rMujWTcGDDOck4SLWBRe7NLo+LZZ50tAxQApQTSEdpCGn2Wa6jstr8kVie26d9p0nmozIV+G4ITIcHC4TUhA8S5zHOjjpmjwJzmtcTovTerM6LKLf72M4HJ5rHVfFq9GGjyul/rnneW82f/AuMEk2UMcKMWHGZpnP51ZhQGokKLFzx06NivRynM/nC14dlPClhwr/27ytqL3yfV97d0hvJLrFr+P9RY+RppgmpicSd2oMQ9HULvkMGZmtHVJbwvKVUgtaAcasoTcKd2osW+6KqC2gJgI4jA20v7+PsiwxGAwW2kLvJxn/x2T01Exxl8adHMNpEPRq406b8yeFdMY9ohav2+3q3e0yT7g0TXU8JXoPMdSJ1Hxwxy+9wDg3DKNBGvV9H8PhcCFYLHfdpJ12u613uFIrwPs4h6Q7zgk1tAwZwp0+62XcnvF4vLDLlTGzAGitY1VV6PV66PV6WkvHWFl84ZM+Wq0W5vO51rIFQYBer6d33HJdcty462b5pEW2i7H5yrLUmzRquqg5YFmbm5uaBlk/+yhDaERRpMdEhuLgepFhZ6iBieNYh4BhWTJkCvsmPb3owUbNsjyqIU3L8Bm8p9fr6bhoXKfUgjIshXxexgyT2mzGexsMBloTB2BB+08Mh8OF9phBjDnu7KfU6JOmqAUyhZU4jtHr9TCdTnUcL4bnMcPfkJeQlqWW1vM8DAaDBQ/WqqowmUx0O9k3Sc+kAzPGF8uktlophdFohOl0qjVYNqGWGjFqeHgiwfnjGPB5qblL01Rr/dim8Xisw9zEcYzhcKhPbahp5lrnPDCmG2mQPIyejqSbsizR7/cRRRGm0+mC5ynLkbRD+pS8oKoqjEYjvf7YT9KLXHNsD8uiMsH3fQwGA1wmrorG6+NKqbc3PXORKYPo6jubzY4sWh5LUKCSbrgODg4O68B2tOewHOYG8DMJVyUEgsPxcOU1XpfcBgD1wh6PxzqQaBAEOsp4p9M5Yivg4ODgcBKcRcywzzR8Jo+XE9DvPly44GWEl3jpRddvQ5ZluH37NoBa9W0eRZmQasvbt29ja2vryLGbVHXa6qNBexAEWp1L9Tl3d/LICgDG4zEmkwniOMa1a9e0mhs4PLJTSuHOnTvwfR9bW1uaYe3t7WEwGGh1OtXJVEGv2k01BS/ksR9V57bnqAKWxqfrQBpvy0CDEru7u9rAellAyHXqMsfgpLvs02o0zHrNsaeB8EUbiPJ4r9vtam3wZQR3dXBwcHgsw3FNHHrQRVGEzc1N7TlETwjaxOR5rs+5Jba3t9Hv9/X5volVBqG2CPkSMtUQUNs8fPrTn176TFmWeOSRRxaumbYUy0DblV6vh0ceeUS3v6mfOzs7C99tthsArONHyHGyGZNyPhh9udfr6bHb39/H9evX9ecgCBbG1WbMb5uXKIowHA5x586dlUa89913n+4TPdqCIMCdO3cALDoItFotRFGkBURpz8eIzTJtEwDce++9uHPnjh6He++9V3sGMdjvvffeq++ngFZVFWazmR7rra0t+L6vNxeDwcAqqAK1PcVsNkO/39ex7YA6swFzh6ZpqueWtpH0pmOfpM3a3t4e8jzX8yMh7U2qqtKeqJ5X5Hw63wAAIABJREFU5zqsqgpbW1sL90+nU21LSTpj/jVpH2J62s3nc02n9913X6NgLNOvNAm29DY+iXAtBWvaryzTqEt7w1Woqgq3bt3CxsaG9pSTv+3u7mI4HB5LYC7LEkmSWO1g13k2yzK9MeO82OwjzxLkf/fcc4/mJePxGKPRqDETgBznRx99FGVZYmNjQ69vZtSwbappf7dsjGjGwhyCTaDtLWnZ/K3JXtYEN7u0Y1tV51nMhe1YlO+q+++//1zrJg/he+Iqbwov1MbLsO/qA3g3gBcrpf6/Zc+dt40XDVeDIFhITH0VIV+Ay9Ak+Dg4ENJYl9rQ3d3dS27VxUAKxTJp73FBTSwN8ukAsQ5suUIZgoKJnGezmRbIacxNQ3U+2+/30e/3kWUZtre3j9TDhMBys8aYhdJoezKZaKFMaoD53HA4xGw2044dSZJoQYbaeBp6MyTCKm/Ea9euaaN1GnvzxU2HF4btoKZ+a2sLe3t76PV6C3a20snjoYceahx35umjgJPn+QJPXcczs9VqYWtrSwtIfF4652xubmI6nWI+ny/w7dFohHa7rfnz/v4+tra29IbNrOf69etH5nZjYwO7u7vaUWBzc1Mn697f37c6gV2/fh1JkmAymegUcWw/nZW48dzb29POW/1+fyE0kXS2UEod2XQD0M9IZYXnebjvvvuglMLt27fR6XQWHC0kNjc3sbOzA9/3cePGDR2yYnd3F51OB6PRCGmaWsdMIooitNttjMdjtFotdLtdjMdjXLt27cjG5KyxzMbrMgWvbwfwmwD+Z6XUT1juvdAk2VVV4eGHH164ZkuGHEURrl27xjYCgN5xb25u6ngoPMojM6BnDBm11A4kSaLjGEnQ04y7VO6UWC69etbdMXCXLo8x5XOMSUUNRKvVwmQyge/7uPfee7G7u6vzfPX7fdy5c0d7vvAFcePGDSRJgp2dHb1bkxoL9ovxjLh44jhGmqbY2NhAGIa6z/T0mc1m2kuN333fxz333APf960aQB7HchypORqNRtrriFoRepuSSQRBgBs3bugj4X6/j/F4rPOPJUnS6N69sbGBoigwmUxw/fp1TCaThbAaTRgOh9oTDDjUDpIJSZjeYTYMBoMFQaDT6aDT6Vhfzk2gRyM1M2T43FXSi/ainXRO6l5PT7VliZkdHBzuboxGoxNpcI+Dqyp4/SKAjwH4SgB/TynVuE28CK/GyWSC8XiMjY0NfSzk4LAKxzkGMsHAnE07r1UCtVJ1cM/xeIybN28u3Cs1Fjabs6qqcPv2bURRhMFgsBCUs8le7ySQ48M6u90uut3uwjEs23z79u2FYzLaQ/Z6Petxie3oZT6fYzabYWNjQ4e7yPNch0yhmzuPNanl41ElNycMJQNAu+gzsOXm5ibSNNVhCHj8zlAPPJ7i5mF/f1+3KQgC7OzsaNd4bnj6/b5Vm91ut9Hr9Y7s7m3H/r1eD6PRCJPJRG86pFbtxo0bmE6nx9bunUSDTs3Szs4O5vO5bhtwSH/rCs9BEGA0Gq29aYjjGBsbG9je3kZZlrj33nv1PNg2LIPBAIPBANPpFHt7e/rFzOP7JEkwHo91gM5bt24tbDZkeAipMSNdFkWB4XC4EHLChOd5OtwCQ7DI/oZhiBs3buhNJjcfpoZuMBjo9lB7ubu7qzcbthiJ7Jc5vmZoFxsYooKBXmWQY47NaDQ6otggbt68qcN7jEYjzGYzTCaThU1oE9rttj4CZtienZ0ddDqdI6Ym7AePn88bV07wAvATAO5RSr3d87wvB/D5Sqlfbnru3I8a53Nsv+xlUF/7tdh46lOhJhMET3wi1O4uvF4PKAr4998Ptb9ff3deJg4ODucImj8w1t8ymLHwbJCae/PZ+XyOfr+vhSEKjNPpVB8xNW0AsizDdDrFaDTSms8mJ5ymMng0Sc2zfCetY0NH+1faFK4CtdXUeJzGvojxrfjyl23a3d3VG3kblp12SDALwjrKgFXjzM3Yww8/bE2Pt8wxSJZ9EgciHksmSaI3V6voFjiMHckMBjJe13kHQT0NrozgdVKct+A1fsc7MHzhCxeuqSCAV5aotrbgb28DSqG8cQPlV30Vone/+9za4uDg4ODg4PDYxlWO43Ul0LKou70D1a1/oHpN3/hGxLdvI3jPe5C9971Qf/Zn9Y15DtxzD7zhEPB9eKMR0OnA63bhtVpQ0kjT8+BRuueuxPMWP69x7czLkL8HAbwoqrV66+4ElQLKErDt7KpqsQ4HB4e7CtWtWygeeACYTIBOB+h24bXbQLtd80LyhSA45ANBUF8PgsPPvE8pqDwH0rT+XfIi8lDP09dVlh0+n2VQRVHzYvms79fXogioKqiyrJ/h7yaPVKr+O2gP4UVRXWdR1LxNHtnxWfHnyfJZrufVz0mlh8kf5femz5eJgznywvDqtOkxhHMXvKRd18H3NwB4OYAfAbAHoAfgXyul7AffF4DoC79w5T3xS15yeP/znneezblSUAaT4zGrOvjvVRWQ5/DKEqrVgorjw4VYlvDn8/p6twsVhvX9Si0yHjK5gz/PZHjG71AKXlVBtdtQcQwVRfCSBDiwAVK+f8jky7IWopVCNRwCsn1rDYCCN5nU7e924U0mmuHqvrA/5nVeCwJUN27A29uDVxQon/AEIIqAoqhfFgdMWY1GQJbVbY9jqBs3gOEQ3lOegtbznw81naJ66CGEz3wmsl/5FWBzE9Fznwu1t4fqzh0ET3gCij/4AwSPfzy8bhfpa16D1nd9F/x77kH1F3+B4PGPR/qSl6D1ylfWL46dHbS+4iuQP/AAWk97GlSaIn/TmxC9/OUo//iP6xenUijf/GbE/+JfIP/YxxB81mfBv/9+ZG9/O/wnPxmtL/5iZG9/O8LnPhflxz+O8j/+R8Q/+IP17098IoIv+RJkP/dziL7t2wAA+fvfj+h5z0Pxx38Mdfs2wq/+amTvfCf8L/gCtP7SX0L2a78G7+ZNhE9/OrJf+AV4X/zFdX/f8hYEX/d1CB7/eKj9fWQ/+ZOIXvlKoCyRvf71iF72MnidDrKf/3m0nvOcuo3vfS+CpzwFweMeh+ztb0fwZV+G4PM/H9m///fwqgrh858PVBXSf/JPEP6DfwD//vtRPfww8re9DfHLXgYEQf3cl34pgi/4Aqg0Rfa61yF6+cvhDQZ13e97H6LnPKe+961vBW7eRPTsZ2vyyT/8YSDLEP7Vvwo1myF79asR/vAPwxehNYrf/V1Un/40ouc+d4H00je9Cf4XfRHCr/u6tck1e+tbgWvXDnmUUkh/7McQfPM3o/VFX7Q+3a+J/GMfg/+c5yBa4V121XBaUeEqiBrKwsuUbbMN1Hwpz4FWq+bDaVrzqCCA8v1DnlUU9TXaU3oevKJAxWPZg9+9/f26PAAqiur7wxCKfLdJAUBhmLyxKOoyD8rR/PrMB6vm06rdhtrYQPmKVyD+zu88+3rWxLkfNR4IXt8M4H0Hl/4ygP/zoO7/sOS5C/VqzN7xDqgHHqhfzP0+vPvvh3rwQXhf8zVQ73kPvG/6ppogf+VX4L3whQie+tSaAIMA5ac+BUyn9U5qPAbmc2A+hyqKetd1sNNR3B2ZAoW8Zv7O/7Znm8poKned+ouifvlL4ajpP1AvpFarfknP5/UulfA8oN+vy5vNau0gNW3mTtPY1S782a55Xl1uktR/7XZdPneVRVH/564WAPb24K3p6q/Hy/OgBgN402ndh34f6qBMz/NqIY9/krGwjb5fC6a3btWCle/D/8QngKI4ZIAUEMdjqHa7/pwk8O/cqRncBSfHrTY34RtelPkznoHwIx8BAGTPehaiD3xg4XrxuMeh9ed/DgBI/+W/RPyDP1j//tSnInzwQaQvehHCd70L/myG9Kd+CvH3fV/9+0c/ivDptTa++L3fQ+spT6mvf+xjCJ/2tPrzRz6C8BnPQPHEJ8L/rd9C/o/+EeKf+ilkb34z1O4u4le+Euk/+2cInvtctL7sy5B/9Vcj+NVfhX/ffcif8Qy0fvM34Q0GdRv/+38/pAelkH/gAwi/7uuQPf/5iN79bqTf+q2If/EXkb///Qj+0v/P3psHy5aVdaK/tTNz55x5pnvurWIoCkGRIRBKFB88wLFtIEJpEJtGhY7oaAmhH3ZAS8jQIKC2NqHVSjujYiO2ob5BfTT060fLc0Cq6LCwLAERpKimqHvvmfLkuHPvzPX+2Pe3zpfrrL0zz5DnnFu1fhEnzjl77zV9a/rWt77hqQguXUrbeNddiH75l1F+zWsQ/ciPoPxTP4XozjtR/tf/GuP//J8RvvzlM/kSulIxm9z4fe9D+C/+BaLXvx7lO+88IC7HuJyrSWIOElhwjdbjMRQNNW6kST71KRS/7usQP/3pKN1zz0L5LIQkQfzxj0N93/dBjceY/PqvI3jMY6AHg3TtGwyAKEp/08BiMjmQgCfJgdRoMknbK8d5qZSuxVKqJA86QJoOSOf4jQMgbjAA8iBk0k0mB2sQN/8bhzJDM0lrqXvEPuLaeENSd0hCNu+H0i6uE6KvDFx7gf33ZHJQl7zv+L9SB4e98TilbRCk+UynB2tWsXhAJ9K8WEz3NyCt92QCtFpAvZ5+Nx6n+UbRLD2lNFDuL5MJVBCkTFqhcDDOx+O0DsuUoo1GUFtbwPd/P8JXvGI5ZdzAuep4ZUi8PgwAWusPL5LHWcZq9PC4UJhMEP3wD6P83veed008jojkCU9A8e//Pvebyfo6Cpa0aPKoRwFBgMIDs+4NdbGIyaMelUqXW61UQjCdInjoofRgUCohWMAP2+RRj4IaDqH6/VSSGwTpFSGlrUkCNR6n+Vcq0MUigt1dqNHISJPVaAQVx5g2Gph8+MMoPec5RyeQh8fDGBdRx+v/AfBWpdSTcAGuGgl63GYAbA+Pc0ehADz5yeddC49jQF++DOQwXpPLl5G88IUo/MZvzKZrNjF94hMPMV6T227D5JnPTKWtnU4qbSgUkDz1qaku1WCA8Hd+ZyZN9KpXofz+9888S57zHKDZTJmt/f30GipJzFUPr7opqVZJgsnGRipVnk7T57Ua1DOegeKLXoSSIyKBh4dHDmgWepF/7rjjDn0W+PKXvzzzMxqNDn3T7/d1FEV6MBjMPJ9Op3o0GunpdDq3nEW+8fAgpsOhjr7zO/X42c92XmBEL3qR+XvSah16Py2VFroIGT/jGebv+AlPOPQ+vu028/fota899H70fd93UKcXv1hrQCcbGwfv3/3ug7/f9KaDv9/73jT/pzxFj37hFw6e/+RPps+f/GQ9+sEfTPN9/vP1dDjUU6XS9n75y3r83Oem737rt3T0T/9p+vcf/ZEe/czPpPm87W169OY3p3+/4Q16/MlPpn+/7nVaJ4ke/cAPpGl+7de0nkx0/DVfk5Z777169LM/m377S7+k9XSqR698ZUqr//bftNZaj172Mj1+2tP0tNfT47vvTr9961tN38Wf+YxO1tf16N//+zT9W9+qo2/9Vj3t9803yQMP6OhbvkWPPvABrZPEPB/ffbceP/3pOvrQh7RecM2I/+Zv9OhHfkQn999/kM+f/ImOfuu39LTXO9lA9PDwWBgAPqkzeBrvTuIGshzrHQdKKWxubqJQKGA4HBrv6FnO/+jQbTKZQGs9I20bjUYmLAad002nU/M94zFeunTJeNa3AyiPx2PjGHI0GplQH0EQmDI7nQ6iKEKz2QSQOr1jmTaSJMHu7i6KxSLa7Ta63S6azaaJBae1xqVLlwAcxA9kGQxNo/VhfzOMpUeP9KPRyDi9lHl1Oh0Ui0XU63Vw/DKvJEkQBAH6/T7q9brxEaN16jTTfibTunwdZcUZ0zeko3SEacf+63a7xj8P+5Mx6hgM/TjQUWQsq6bXrqWK89Mp4k98AuEzngGUyzMxCukjaXT9OuobG9CTCfTuLoIrVzB96CGo1VWoUgm610stcyWo+3EKsIOQx3FsIi842+kYH0d57+Hh4XGe8H68FsDW1hbG4zE2NzehlMLu7u7CMdce7jjtkDAy3As9lB8nhIuMf7ZICB0J2yuy7c25UqmYkEmu708b6+vrJqwUvaQDMF6nyXSTwb5+/bozHtuiKBaL2NzcNGM8DEMkSYLxeIz9/X2sra0ZBpnMkU2j3d1d42CzVCoZxoqHA3p5l33barUOBUpXShmv3v1+35RRLpdN2Kfr168DSA8pu7u7xgt1EAS4cuWKScPguByz/J/MP8tju+m9f3193TgspcNKO0AxMZlMcP36dayurprxy5OszfDze8bBHAwGM+FK2L/VatUcMuggUkY0YP4ATDivrMDH/JZt5t+kGWm5trbmbKPW2sRNPAp4MJL5nJQ5Zii3er1u4lQe12lmHMfmEKSUQpIk6Pf7MwHeF8FwOJzr9PQoYKB41inrwLss2GWyPsDBoZTxLLMcwvJAedaHIa21GRcXDReK8bqhbP95AC8AMABQ1Fr/VF6aswiSzcktJ7VcqJMkMaFLKCkaDAZmUZ9MJiasRxYTUavVsLKyYjaE4XCYGT7iPMA4fOcJBn318DhNSGZ/kTAoAEz8UCCNl9ntdo8VH/IkYDDr3d3dQ+tKs9lEsVhEv9838VMlk7oIqtUqyuWyCXWTFUqI9QAOwjhRGs/Yr1m45ZZbZoJWV6tVjMdjlMtlE0cVSKX2vCHgRp4VpqharWJ1ddV8Sybx+vXrmEwmRroPuIORu7CxsTEj9SfjSObdFc/XDtdjr19c77vdrgmT1Wg0TDqGIrKxvr5uGLxisYg4jk1sWTK3sj4y5E+r1UKtVjPvWBY91TPM2OrqqgktRdhhqNbX19Hv92cOnSsrK+agNhqNUC6XTSzZVquFUqlkAq6PRiNzIGbe7XYbpVLJ3ArU63UMBgOz9zAmMdtdr9dRKBTwla98BeVyGe12+9CND5AeJMIwxM7ODprNJsrlMrrdLqrV6kxYsu3tbayurmYeXE4LF5HxeonW+rvmfHdm7iQmkwk+/elPY3V1FY961KNOJc8kScwJYd61kuyDvb09BEGAcrkMrfXMyWoymSBJErMh2CEyGDybA5ZXTqVSCVEUmfSNRsOcamu1WmbIkX6/jziOTZy7QqFgTo1c6Fwn4+l0auKMkVHt9XpYX1/H9vY2giBAo9FAv9837WEeMnDpdDrF9vY2lFLminIymSAIAsO0yg21Xq8jDEMEQWAmJic9Q5rIiVoqlUxA6263a2K6jUYjswjUajUUi0WzOHJCh2FoFs5qtWqCcEsaU9JRLpcxHo+htTYx2Big/Nq1awtJE13x1YB0A1pZWQEAc03baDRw7do1E19vc3MTURSZq95er3eqEsxFwCDr3GQprXQxQZVKBZVKJfcQwDklNz2PxVAqlTCZTE4kMb0IOI/g7B4PDzA25zJxYRkvpdR3AHiR1vr1eWmWLfGK4xj33nsvVlZW8PjHP35p5Xh4zAOv6KrVqgmiLYNWkxHWWs8wqSeBS7eQGI/HmEwmqFQqiKIIURShWq0axpFSgU6ng/F4jI2Njcz4c1ofDmidBwauv3z5srn25PWmbDuvSqbTKbRO49/xSo/SnN3dXaytrWE4HGI4HCIMQ2zcsMYbDofmZD0ajVCv101gZ1tawhN9GIaHJOWybTzoUO+SYH79ft9Ic65cuWL6ldKacrmMXq83c33Ow8loNJphxF3Ma7PZRBzHJoYgD2Hj8djUfX9/3yldrlarCMPQMOphGB4K0E0dS171r66uolgs4vr16ya+ZKlUmkm3trbm1HN1BfuW2NzcNBKfwWCAOI5zpeI8mPLQRxqura0ZWhSLRQwGAzSbTQyHQ6fUKQuXL19Gv983deY1Ow+cfMaD8CKg5FAGwV4UWfTLOqzZqNfrqFar2NraMs+kGkcYhibg/P7+/pGDpUssKn1cFEopXLlyZUaiughuueWWpV+LXkTG6/MAng9gF8BjtdZvykuzbMYriiLcd999WFtbw+Me97illePh4XFzIo7jpV9N5MGlL2UbhwAHOm7HAaXZ52G0YBu22PpiNuQ1E42TgAM6RVE0oyM3D1I/j7cBNEwpFovY3d1Fs9lErVY7UmDorLqTSadul0QURea2AwB2dnZQKpXMYYL1KRQKhpmk1F8a8lCvLwgCw4TxipdMoaQRDa8oQT8pyOQDh8cqbwOozwjA3PIopczNBvUxeYvBA8N4PEar1TrUxzyY0QhrY2PDGIMB6fjiVemycaEYr+Ng2YzXeDzG5z73ObRaLTzmMY9ZWjkeHh4eHh4eD39cRAeqFwqFQsGI5GklwRNDoVA4tum/h4eHh4eHh4fE0hgvK0bjHoA/AfCzAD4G4G8B3ArgKQC+DODX9Dl6rpf34NeuXTt0L0/xKM2yyZDRxJ+K6S4RvUuiKMXLeWJ9Wa6djyzXVZ5dButKUa59/8/n/H3UtmitD+kTyGsD+Yz1AHDIjJnl2Gns9sj6ymeuerquaJi/q62kjzTFl3WWbbbLsOlHust6ud7ltc12DyDraxzyWe3g97TKYllyvFCkz35w0cymsU1HWb5si933tpsBOw9ZPsu0x6ocv3lj237H/iY9XOM46yqP9GFeNl0knbPGg00jeRUo+1jmI9142GOEafhcukiQdZNjVrbP7lN7zNn9w/6j9bZSyhi6ZOXLPpU0tOnI8ZzVPoL6afL6yW6TrKc9byTNZV9wzNl9JOvC8uU4k/S1XajIPGU+tu9AOR4BOMcZ+y9rXNt9ZLfDNQbZj/YaY7uQkOOHV3w2XWSfup5JWrnml00nOUfk2Ja+IO32Ze27HKtyn5Rp6RvzvHBWEi/bvllqRg5dTJeatWpcYtVwaGFYXV01E922/uGA5J06N4UkSTIHV9aGJf+WA4/P7fQ2AyjrfhRGaZnXy678Xc/kRHDlIRcHuYGcZj1dG80jEcseEx4eHh4XCa1Wy7itOA8sm/GKtNZ3AoBS6nEAPib+fyKA39Za3+NKqLX+FQC/AqQ6XsusZBiGxqKJjiwvArIYuaOmd52C5CkuK62NLObOJXFhGcCstMPlZNGWHMyrj31as5lW+SwLeeVIZoyMtWQG2Q77VOmqr6SNLRFgPezndnvsMlxtdb0n/V3j2ZYQ2PSddxiQdZenWzm+svJ31V1KrCTNKDGRUmYpySBsaZHdDik1y1OOtulu9zHLtKUdNl0kPez22gc9gjRgW1w0tCUftlTLlmy4ypFjT5Ypx4RNCxkxQ/aJnB92HfOk8rLeWZJI2U4qY7vGalbb5A+lc5K2eVJvSVObHvwtfXjJfO3xK+tsS5XyDqRSomMf/m0pEn+75oGLDjad7TVIrsWuuSlp5II9prLW27y6sr72Wm/Xy6YF33HNkPOWeZ13LOazLv35N4jzuTMuNxdBEKDdbqPdbp93VWZwEqZLpnctLPMscxYtO495c5VhP8tLn1Ufe7HJqu9x6Oeqj30NZj87Sll5C9Bx02a9z+tjm3YnHWs2PVw0O0r6vHesr6t9eWWd1Botq8yjHtROWo+TlH1aOGsLz5NulMuiU964X2Y5x8Vxxt55CiLy6ntRBCTHwdIYL631bwL4TfH/FwG8ZFnleXh4eHh4eHhcdJze0cvDw8PDw8PDwyMX3p3EkiAtfqS3ccYno/dpej2eTCaI4xhJkqBUKpk7cv5PZ3T0iKy1Ngr+1DOQzuT4TRzHxpkgHcvR0zfLY1gbhiCKosg4tdM6tU6iqJ/P6WyRgVEZc43WIlLvgx65aWlCr9dSz4KGDAz5Q2MFqeOglDLhdrTWpl18Ry/hhUJhJo8oijAajUyMNOoEkB7sIxl/Ezis48NwNyyf9CoWi8YTNtPROSI9v8swUAyhJOtAGtOzuh1oOQgCjMfjmXiDSZIgjmOMx2O0220TyJvjiXmOx2MTUy1JEkMb0orfMq0dE440LBQKpnyOy0qlYvqRTglJd3o/Hw6HKJfLxvs183TpBtp6TfbVIfuIji6n06m59pqnT8JvXO9tHRaOBxn8ezwem3YGQYDBYIByuey88nDpNwIH88blwT+rbjLPLLqMRiPj5JVzct4Vr9QHOy/Ma/Np58sxk3dNRTq7gkVLHT9g1ipbIo5jM+cY1/Ak16VyPT2OasB0OsX+/j5KpdJCES+ywshlgfsR114+W0bfyjLn5S/767z1uiSW4kBVzXqnHwL4uxv/fy+ADoBrAMYAngygB+C3tNbXsvJbtgPVo4Cx+CRDIZksPl8GXV1wKaUeJS2QryTp4bFMLDJ+yWyQcbdhK9DKdNxEyWza6YiTxnzMakde+6RLFxlztFgsolQqmdAsPFwsEtjbBjd9qfAumUJJH/lOolKpGEZ6OBwiSRITQso2mpB1lWsiwY2ZfUmmn+2WTE+xWDQHDoaZ4eHCRWfmT8ZZvuNBic9d9TruGGC9s8LzyL6tVqvmkC2NILKCr2eNHx7WXDE3eaBn7NisPHhoIux9y9allAYWee11xQJVSqFarZpDHMeGyzBF1oEHeca65TccPzw489DOcSJpLkG/nGtra0s/cKhzcqD6Ri0CYSulfubGs+mN/98AYAvAR11MlzpDdxKEDHpMaQWlDGS4XIPctm6qVCozyqdxHJtTMr/lAsSFQPqBkYuTtPiQUiDmY0+K6XRqJhsXTC5ElFJIKQcHP9+zDowPyMVILrI8UXOBHA6HCIIA1WrVLCKyXrYfrslkYuLg8R3bGkURptMparWaqZuUDsiTJyVecmORixg3ZEqgmJdsL2lNKV0QBEZyMx6PZ6xuKFEkc81TLPOUtO12u6jX62YjYhrSl5IyKYGyraxkWA0GO+fJcjwezwTglnEFGcScGxtwEAvO7ncpWaUUNI5jUx4lY6w7YxJSKkorN9KK3yqlTJ7tdhuj0cgsngyMTnpLSR5pIhdRxhaMoghKKTM+5dwJgsBsyGEYmnpxM5E+pThu7Y3WnpMsg/NJxqekBJAMXxbTRWk1QQknJd4cW3KTSJITJtHRAAAgAElEQVRkZgzb9STTw7ExnU5RLpeNpLLf789IiLNAxsZVBwnSlRJf+UyC0nLb8o1t4CbKfEhLzl+7fFfd7XI5rznHOQ6lJJb0k8yY3V+SxlxT2O+SQSgUCoYB5Zon6SL7S4bmIchMc3xmHSbsvJiGaznHHMeAZDS4Ntpt5Xjmd1EUzdxClMvlGYl5tVrFcDicuVFgfi5JE0McMV9Zf601BoPBzFrPecvYmpyXsm/kXOCeatclDENUq9WZscE05XLZzAOub5PJBP1+f+lBsvOwTInXd2utv1s8m2G8bjx7LIBXA7hHa/2HWfmdhcRrMpngwQcfxGAwMHG6Njc3Z66BuHBwAebC5eHh8cjGIteceWntdPPcXhwlb3lwITO8SD2lxIo/UkqYdX12nCsmWRaZY+Cw78JlXV9lXQ2fJk4yRlx5ZeVzVlfIi45R+xr/KFhGW6IoMmoiy8R5Sbx+Vin1FgAjpFeN7wPwdqUUrxr3ATwBwAaAB5ZYj4Wwu7uLnZ0dI7JsNBoYj8d49KMffSYBNT08PG5enGQzdaU9rU2BB0TiKHouUr/JVcesvI5DC1mWK19b1+q0cRYH6NOse15ex9EBOw4WpdlJ+m4ZbTlK8PRlYSmMl05dSQBpeCCJty+jvNPAtWvXEIYhnvCEJ8xEM9/a2kKtVkMYhtjf38fa2tqhqPLyOuwsBryHh4eHh4fHzYmLo+Z/juh2uxiNRtjY2ECpVDLWWlevXsV0OsVgMDAWa1tbW3Pz29zcNHfuxWIRvV7PMG20bIuiCJVKZUbhtdvtotFoIIoi1Go1o+Ows7ODYrGIS5cuATjQjdjf30e/30etVsPKyorRSWPZ+/v7ANKT6crKirF8WltbMzoV1GkDDjukkxZAURSh1+uhXq/PWHpRJ6tUKjlPqnEcIwgCDIdD02bqgknxPu/gybjap6kkSRBFETqdDtbX1xGGodFzkdaQLkiF3SyLG601RqOR0YvLysu2irLjx8n6Sku/44D6WGw3mf554BhwtWHZlkbUD8uyIrL7QI6/PBznmob6h7YVF2mws7NjdNBOA4tYzB0Ho9HIXI0s0v5+v49KpXKiekil92WPmePgNK/tLiKoz3vWjmrPGlKHGTgbyeNFwKnreC1o0VhEGiC7AeB9WutcBa5l63gNBgN85jOfweMf/3isrKzMvOv3++h0OgCyLWpOAsmAeJw+5lnNra2tYTKZmD62UavVDNM9z/JJKoQvWqdms4lut7tQXYE0xhgty8hga63RbDZRqVRw/bodFvUgwLFUbJZot9uYTCbo9Xrmezkma7WaYaT6/T6KxSI2NjYApHOn1+vlKgg3m03s7e2ZZzadqBROGiiljBJyFk2pc5kkiXEtwYPG6uoq9vf3Z+rEA4OsB1Eul1Gr1YxyeK/XQ6PRMK5Y2I5SqYTRaIRWq4V+v48gCFCpVIwyO2G79Wg2m2g0GphOp+h0OjOGAqVSCc1mE/v7+zPK3zx4SetGtq1arRpFZbudEo1Gw5QbRREGgwGSJDEHuH6/b9yIxHGMSqViXIDYkBaBpVLJGAnUajVcvXo100Kw1WqZfgUwo2DdbrcxnU5n2qmUQq/XQ7lcRr1ex+7uLrTWRtGb/SXHcbvdRq1WQ7fbNa5LaCSzs7Mzs27X63VjnNHr9YyLHhrJDIdDc/gejUYYDAaHxp9SCo1GA7VabaatNHKRe0S73TZjVSmFbreLfr+PlZUVTKdT9Ho9TKdTNBoNY6Qix8H6+roxoJGHfh7ioyjCzs6OqRfHUrFYxNraGqIoMkr1ZNy11hgOh4axkwcfrgEcEza919fXjcI7aby/v2+e0wXL7u6uSU9jM/ZrtVo1etJXr16doe3Gxga63a4pr9VqoVKpII5jcwsl0Wg00Gw2kSSJOWRxDZE3UqS77JdF3GqcBHk6XstivF4yx6Lx1QDuAVAAcIvW+o8d+Uirxjvuv//+U62nRBRF2NrawsbGxtz7XxkzTNTVvLMHEpAuRPV63WwMRJbJq42NjQ30er1DTB8XL9eABNLFu9lsYmdnx0giWE+Zx6KMn+tb2xLMBU52WqcdxyyeaDQaZnHgZnCazKtnhD08PDwe3iBDu0ych3L9Itzc9wB4JoA3OjM4wyDZFKUvIuYk8+IScRcKBdx6662ZaV3R0F1WGy4Lm7W1tZn38h39o2SJ3XnCXRQ89cmrItsyxb5WISMqrwDyrgF4yiXsaz+6vnChXq+b60UbNBemSwLpBoLodDqo1+tIkgS9Xg9JkqDVaqFWqwE48NU2GAwwHA5xyy23YDqdYmdnB/V6HdVqFd1uF0EQmBMWr1KBtJ+lOxDJmEsnmL1eD8PhELVazaTpdrszzmxtmvV6PSOZoASAUgJKl6RZt3TeO51Osbq6aq522Vf9fh+NRgOlUglRFCGKIrRaLXNFPBqNTFnNZhNRFM1IAVZWVgytgQOzd0qPoihCGIbmlE93EpQw7ezsoNFoGPP96XRqpGRxHOPSpUvGN9BoNEKtVsO1a9dmXEMAB9K10WhkvltZWcFwODSHk42NDRSLReOKRGt96LBECUm5XEa73UahUMBwODR0pASU0rhCoYDV1VUjJeEVOA8klC4QjUbD5C/zu3z58oxLlSiKMJlMzBXzYDAw0iiOoXq9jjAMZ3wy0UWAbBcPfwBmDoCU2EhpKzel4XBo3DMMh0O0Wi2EYYjd3V00Gg0jaanX62g2m+ZAxLFK+rDPAcy4nLGlrxz39D22v7+PcrmMVqtlpJCcQ5TCDofDGQnd6uqqoScdOvPavVwuY29vb65UWaJaraJSqRhHyO12G51OJ/Pmg66IqDZhH7aB2QM3Dbl2dnbMWKYkzU5fq9VQq9XQ7/dnpKBcuzhf2u32jKpJFur1Okaj0SHJMMcDpb7dbherq6sYj8fOPOXY4VpbqVRQqVRmaNVsNo1jWYIOXQeDAcIwNPOWjsY7nY6p38bGhnHizPazr2262qDvrjiOTR+dJ5Yl8foHAM/FgUXjFwC8HLNXjfcA+DKAO7XWr8zLc9lXjdR14nWDh4eHh8fycVpuM84D9D9XqVRuijbczLTOQ5bLCepOkxE+a5zpVeMycJE813t4eHh4eHh45CGP8Xr4sb8eHh4eHh4eHhcU3p3EEkF9hH6/b+6+qStAKxZ5R00zfOo2MUYV3TAwDAz1SqjLIfVmqLNBCxm6WaCeCV1YMH8ZJoiWPdSf4l089SSok0F9oSiKjEUJ9W0YrkUpZcLEsDyG0JAhc6gfQN0s1onPKC6uVqszAVilGJl6QdSLkkHIaWUzmUxQqVRMuJ1yuWzCdpCGtJ4iTbrdrgmPxP5iGobSoKUQoxowHIyMNcf+oa839pV8T9cKtD5kMHTSYjqdGj0eaRkmvX0z9Ar1ZKhjxJAZTJ9lqk69NPYDjReoc8fxScjQPOPx2LSF/cqwKtQ5Yz1ouUX9JOaf5TjT9Y55s932eCL9SAOOK6lfxjylvqLUR5IuSGQ/JkmCbreLSqUykxf1cnj1QV0ZPqfOVhiGM+Fsoigy+lcyLJWsE+lOyy3Sm2FyuN5Ql4lppS6LrTvK76mHKMOwcD7xHecI85NrBfVxeJ0zGo3MWgPA6A1yvFGXknUYDodmftPwhnOJupCch7JNo9HI0JI6QgzRxG84/qmfJa+j5LiTeoIStu4s+5TtlesN+471Zl4cM3K95ZrEQPVaa/T7fdTr9ZkQPaybDGWXpc9LvU3uK7QeZF/J0HYM98V0XMOon8j1g2OBN2Osa9aVZb/fN+uPC7YbEM4TriN2v2W5pJG6xnaUg5sB5xkkW7qUeK/W+r6s/M7iqpETZ17ncbFioFMyQhzc3PwWcSvwSMAiLhI8PM4LF82KVcZOvFlw0Wg4D/OUsF3uOaQ7DYnTWN9OQj/uO2c9XqSLjqwg9cBBwGwyq/OQl9ciaRex2A+CAGtra0uPSHMeVo3A/CDZrwbw2wDKAL4JwAzjpc4wSHYcx8ZCR0ptgiAwvj84UeeFauCpjkwcn/E0xJMM3SBI6RZwcAJgmZTUaK3R7XZnTj08iZPjp6NFSsrsINFKqZkAxjwx07pMBhalRVAYhuh2uzMxKuVpjidZnlh6vd6MFEgGqyU9KPUDMHNyZDukE06enni6lqd/SiBooShpp5SakcjIdwz+zPSUunAhIc2ZBy0DZbBWnrqYljSlJIr9w1Mo+5nP+T1PvbTypARD+hNinpKOlIxJqSat6njitU+6/MYOqGtL52iJx/5iwHKWxQWOEjpKbuRCliQJarWaOZhQKiZ9QFGCOhwOzfiUUhJKU7gQc+NjXUnHWq1mJLqkfbFYnLFCrNVqRmJMYxpKEzinWB9KI2nxRTqw3qQ9LR2LxSJKpRL29/eNtEDOD1roclzHcWwkqFxvBoOBGdekE6V1nEekITdZSiekDzK+p28zrl9hGJo1iXWiBIlznWD7KVWjlFjf8BeXJAniOJ6xZB0Oh2ZcrKysoFAooNfrzaxTpVLJrCXSR1StVkMcx8YqslqtzsxVaSXLPqO/LimtkmOCFr3SWTNvHzivuSZwPSADQ2aBa+lgMDjktoZjXQZyZ7u4znIsUxrKNZd0Ih3paJlSaWnRzW+khExaBbIP5dpEf17sNxmYm/lzLZLSN0k/+rBjXqSdlBwTXL+l9TbXV8mYklljfzINfbk1m82ZvYF15Fxm/rT6ZPvpR5D5Sol1uVw2azfXbQpNzjMU4LkFyb7xzZORWj7eqbXeycpv2RKvOI5x/fp1wzhw0Sdtrly5gu3tbQRBgNtuu81cP/hg2R4eHh4eHh42zkviNS9INgB8UGt9zxLrsBB48mGQbHrz5elc+uZy+eLy8PDw8PDw8FgEPkg2YMKN0MGk7XDzZtJf8PDw8PDw8Li48FaNSC0x6F3bFUZAxniiJQwwq+8ldZQ8PDw8PDw8PFxYCuO1iFWj1voDSql/BaCptf6JZdRjUVAJMitoJoMYA8DVq1dzJWBUxM1iwmQoHdurLpXAXQr80vz2NMHy8syU5fusPPidVHCW+cu8pcm9pIe05pLmy7Icu44yf1lX+d42IQdmTZJdbbPN66UyqKvN8m+bIZfjxW6Dq94uFwD2c0kraURht4HWRLJ9tkm3i2aufsgzLJH5y/Fte8t29TUhaSVDLh2lTLve/JsKwNI0nvWS39IYQbZBGkTYc9cuX6ZxwTWeZfrTkq7LNciuiyzDro/87RqHpIE9XvgN+0waJQBY6FBKerjmm3zPv13zWv5tp5ftkHPf/kYa6Nhrg91P0nhAtt8uz4aLfvY8kTSXNHb1rV1HOR9ca0jW2M1a5110z/tOtkG6e5DrkaRV1vhgn8t2Szc68hu7DS4as1wG7j4vnKdVYxFABcC+Uqqtte7IxOoMrRprtRquXLnifE7/MGEYotfroVQqGSsve4JxwbUHu4Tc8OknR1pxZA18ezE4LbC8vAU/a/O3n9lWLFlMjc3w2EyYfCetZ7LKthkf1+S309jl24uV6ztaydnlZsGVN4BMhmLeIioXYplPFEXOPFm+zcS4Fm2bUbYXQmlN54LrYMB8JJPi2tQJuXG5mOx55R51M3Ut1jajLGk1r79lXrJeecymjZNIzV39P68M17x39eVR6OBiDBZhKO35No9pcTFE8v+89K4x4Morq62yrnmMtotJtZmqrLrYa5t85ppHrnGWxYC71po8yPJd66nrb7bVxdDb6+e8tcVeF1zfzMvDHs8PV8ZrXo9+F4B1AAMA/wzAL84kPsMg2UAaSJodQ/NVBp+lSwT+7+HhcXMhj+E7jXyyJDFZ6bPyOM1DVV5ZhM3ML1qnLCnKabfBZlCOChcz4yoji3k4Sjm2hOc4kMxKHj2XMVZcjF7et8cpY17ei5QhD1mug+28PBdlNpeJ87Rq/Eat9b8CAKXUnUoppc+TInfdhdIzngHd7QLFIsJKBSoMUbnh3yZQCpVz9Pvh4eFxfJzWJpWVTxbjcpR6nOZGumh+85iErDzyVClOEyfVmz0NGhylnNOq77zxtKyxski+xy37KOnmzZOj1NfO87Rpdxz4INkAkvvuQ/GpT5199qQnYfKyl6H87ndDDwYYv+51KPzFX6D46U8vrR4eHkeC1sAFWEQ8PDw8PGahzsmP100DffXqoWfFz3wGxXe/GwAQf/SjKP/6r6cvplNMH3oI004HQbsNVCpQpRJQKqW/g8Bvhh7Lh9ZIvuZrMPne70X5Xe8679p43IzQ2qxlqlQCymWoej39KRTSdSwIPIPv4XHK8IwXAH3tWu778MUvPvinUEAAYJ5AWQdBumjd+NFKHSxkpRJ0tQpdKgGFAlQcp++LRUBrqBthKDQZuUOZ6/SHkIuivUDy/xvlQmtAKkcqBV0uH8pTTafAZJJ+O53OljevrKN+MyeNLhaBeh26XIaaTNL3WkO328BkAtXvp+2oVFIaAofpM50CSZK2SSmg0QDCEFqpNM8oOqBNEADlcvp9HKfPikWgUDh4XyhAbW8Dkwn06irQbgPjMRDH0BsbwGgENRikecixoJQZG0r8bRj2G7/VYAB9+XJaj+k0rV+1CrRaQL0OfP7zKH/uc+nh4J3vnKGZ7nTS+jUa0OMx9PY2gltugR6PkfzlX6L0vOch/uhHgZUVlJ75zIM2SZp3OumholDA5IEHULj9dkyvXgUmEwS33ork3ntRePzjoapVxB//OErPeQ6mW1uYbm2h+KQnYfL5zyO45ZaUQbzvPpS+4Rugh0NgPIZqtzH53OegVlYQXLqE5LOfReH226HCEMm99yJ49KMRrK4ivusulO64AygUkHz2swg2NqCaTcT/9b8ifNGLoLtdJHfdhdK3fRsAILnnHhSf/vSUxlEEdaPPJg88ACQJCrffDmiN+M/+DKXnPtfQbPKFL6TvlML06lXo/X0UnvjENM9PfSqtz/q6GVfxf//vKD3veWasTR54ANOrV1H6+oPDrR6NML1+HYXHPGaWrsMhJp///CEJ+1ljur2NyT/+xyjdfXfuWqaLxXTOcN0Kw3QexDFQLB6sUVzf5Doi5yD/Vipdh+IYulpNx3qSpPOZFpbFIjCdps+n03R9Yh43fpTWad3IIMoyOJ+SJJ2TrJv9Iw/JrPtoBFQq6TuuFS7krWsZf+tF1umT/j3v3UnSL9LGQgGo1Q76pVCADkOoOE7XMK6HpH+hcLBHcl298bcaDtNxUqulY8LaU1EqQXU60Fyf63VgMABWVtIf9v/6evr96mq6X2xuonDHHemcPyec6KpRpW4j7gHwKgB/qbX+XaXUOwCEWus3K6V+AsAYqaL9BwDcBuAWAF8C8AKkivVFrfVP5ZWz7KvG6e4u4he+EIWtLUwvXYJ+8pOhPv954PWvh3rPezB9xjOgnvtcBG9/OybPfjbwtKdBra5C7++nEzVJZn+4QJBpkcwLvxkMgDiGmkzSxUvrlAEAUgZDa+gkOWA0LGhulJJZci10xGRysAhx4AIHzIVckHjCLRQOfuw62Pm7xtG8bxZNM5lA9XrpxOUJPAig9vZS2tVq6bMoShdrJlUqpQkXaU5erdP8xuM0XaGQbgZBAF0opDSP4/T/cjndHMbjAwblRn/q1VVTD9XtppvSdIpgfx+6Vks3Fm4mcgzc+FvxfzlW+He5jOArX0nHQRAAYQglYrTNkEgp6JUVYDrF5MlPRunjHwcARD/2Yyi//e0AgPH734/wVa9Kn//bf4vyO9+Z/v2e96D8xjcieuMbUfzd303H8113oXD77Uie8hRMb7sN4Yc+hOTTn0bxa78WADD54hdReNzjMH7Ri6C/6ZtQfutbMf7IR1B82csQdLvQoxFUpYLxi18MfdttKP/H/4jJF76A6StegdInPmHG1+SWW4A/+zMUvuqrEL3hDSj/9E8DhQLir/s64Od+DqXnPQ/Ru96F8lveAl0qIXnWszB9yUtQftObMP6DP4D+nd9B+fd/H5MvfhHTT30Kpe/6Lox/8zcRvupVmGxuYvrEJ6L0538+szFHv/IrKP/gD2L8wQ8ifMUrUubuG78R0Xvfi/JrX4tpu41gf/+gHwoFJE98Iop/93cAgPhP/zSt19veZmiYPOlJKH72s+n3N8qKv+EbULr77kPjOXr1q1F+//sxvXoVweamsz+XDT0cIn7hC1H68z/H+M1vhnrsY6HH43R+DQbpD8diFB0cOLh5cqPjWsaxS3AdscG5E8fpfBsMzPxTQQBNy9M4TjfwQgEoFs24nzm8Aulcp0W4lMrx0BiG6fpw4xnXgpkfOQeVgq5W0w2fbTREy1lbs97lpTlJ+lOsizppW+y/kySlH/tlMoGKonRtZH9wryPtxQFfPtdheND/co2cTKAmE6jhENPV1XScTCbpGlyvI+h0DsZMEKTrrIXone9E+W1vO/T8NJF31XgajNdnAVwG8FSt9bvJeAH4OQD/G1LG68cB/DyAba31W5RS/0Fr/fo5eUt3Enfcf//9x67nPDBWI9FsNtHtdnH58mXEcYxut4tLly4trXwPj4UwmWC6vw/d7yNoNhH/4R8C/+k/QT/taSj/zM+cd+0eEUi++qsNE5aF8QtegPBP/mT22UtfCr22hvKv/urs82/5FuhnPhPY2YH6ylegL11KT+aDAdTOjpGiolhMJborK6m0djg0hzz1pS9B7e9j+rSnpcxCv58yJ8XigZS70UjzvHYNwT33oPiFLyD6xV9E+TWvOWUKeXicM7SGHo+hwjD9u9uFjmPovb1UAnf1KtSVKyg87nFLrcayGa+XIg0N9DUA3gvgJQD+9xt/vxbAS7XW76B0TGt9DxkvpdR3AHjRPCZs2RKv8XiMra0t8z9NTjc2NrCzs4PpdIrLly/POBv08LhQ8Do4Fx66UIBuNhHs7R16N11bw/TSJQQPPphKCGo16Ho9lbo2m6lUYDRCsL8P1e+n0oAbTNXk0Y+GimMEV68CSZJ+T5UFRtno96GrVUw3NjB97GOB170O4fd8z1mTwMPjEYM8xuukdrQNAAWt9XuQMlnfd+P5lwD8IIAHMtL9vlLqrQCeiNTdxIXCSRzNeXicB6K3vOW8q3CuSG67beb/+NnPPngndDmiH/uxme+in/7p2f/f8IaDv//5P8f4u7/b/D/+vd87uELhs498BPHddx+kefnLEX/iE4g/8YmDZz/wA6lOWxxDPXCwJEZvehOmDz6YXk9vb6P4mc+kjFUUIdjdReF//k8UvvQlFO+7LzX2+eIXEezspO+7XQQ7Owh2d1G699407e4ugm4XhQcfROErX0GwvY2g00mvXpIEQbeL4j/8A8KPfcwzXR4e5wjvTgJAFEXY3t4+9Hx9fd0839jYQOj9eHncDEgSRD/6owj+0T9C6du+DdG73gVsbqL8L/8lkr/9W0zvvRfFb/5mJN///Sh+8IOYbm1h8ku/hPBd70L8oQ+h8OxnQ9VqiP/dv0P49rcjufvuVBH/jjsQ/fIvo/id3wlVryP+yEdQfuUrkfz1X0NHEUrPehbG/+W/oPisZwGTCSb33YfSC16Ayf33o/DYxwJKIf7jP0bxW781zf/uu1Ol+243ldC0WtCjESZ/9VcoftM3Qfd66fNmEzqKMPn7v0fxKU9J9euSJL1KSJIDJd4bEh51Q+dPj0ZQ1aqhCXV29GiUps3yuTSZHOjmeXh4eBwDS7tqPCssm/EajUbY2dk59LxUKiGOYwDA6uoqACBJkpnYeDIcS6FQmBvTzsPDw8PDw+PhjXP345Vh/fhiAE8F8HgAr9Vax2dRl4z6OZ/HcWyYr729vYWvG+1QD67QHbLMRb0dn9RjsCs+HX9nxSeT8f7mxTU7SR0XgSu2nnwnvUfzvYyNye/scBR5dDiN8Bh5cdzkN67xYn8vw5swnR2U3I6JZtdn0Thpdjn2d3a5dl7ycGLX20VnV7/Jethly3awLnZ6HojyQuFkxcOTz+wwJa74c67fWTR20d8O5O0KAu3qO7aXtJaQYyZrrsq2MH8GC7dDIdnzxlXXvNAzrK+rPbIvbbBudp3sQNJ2XWRaII3ZWaTk0/F9Xt3lMzvUkqyLpJO9fmStYa4xJce4/JH5s19l2a76uujsylPOHXuOyfEl5ye/tUMv8Tl1o2WYqXl7qb3fyHiT9nh2rT2yLXZ/AEC1WkWZbkrOAWfpx6uKVAn/qQCgtf5jAH+slPp5pFaQM4yXOsMg2WEYotPpoNFoYDweo9VqIYoiFItFrK2t4erVqygUCmi32yawtexYDqgkSZwBU10bqmvC2TiJNNKV1jUA+bcrXpnctOwYZFkb90nqPA8uBtK10U0mk5nFS05aO2C0iw7s33mM0CLIY9yYL8eP/DarbLnIsj1xHDuZGldbbEZUluWqG9MwD1mvJEkMbbMYWW7iLobF3mhlv0lmKYsxkPWyYwfKTYIBvhdloGU5WTSy6SH7RLZPMtV5hxSlFKIoMgyP3SZJTzutHNOU0Mu6zGO0ZX9JBm48Hs+8Y/+42uUKhJ4FSTubIQcOApq72mCvUzbTZKe3EQQBoig69NzV13k0s9cQ0kwphTiOD9UzL285Nvi3a4wD6bzgc5s+WXXOYiRddeb/sr8lbObSZr5syP3RtUa5IMeYXa6kj01TFw1k0HvWUWuNUqn0iGG83oyU8bpNKfV0rfWnlFKvB/BHWuu+/bE+wyDZcRyjUqmYwNjlchmj0cgsgmtra+h0OigWi4cGl7R0PM+O9PDw8PDwuIg4ysHnkYCzYryM9aNSKgTw40qpbwdwBwCllLpba717RnU5BKXUDNNEhovgSXQ0GqFer59HFT08PDw8PG5KeKZrFmfCeGmt34vUrxe01mMA/+Ysyl0UWaJ3whaVenh4eHh4eHgcByf14/WwwDydhOSGE8Jl6i95eHh4eHh4PPxxnlaN34BU7+sdWut7zqIeWbAZqsFgYP7e3t42CqtRFGE8Hpv/pSIipWFFEd/LpXBofy+/lcqB85QI5+d/kIUAACAASURBVEnp7GdUcrTLtpUjXQqY0vpFKtW6ypLWZLYypUsJMs+wIK/9rjbIdLJNdr5Z9Mqqh+uZ63len9qK6XmK266yXPm4FNYJ2ypIKgDLcucZeWQpdNuK83ZbbCukeZa7sgyXsjyRZaFn19mV73Q6namvrYTvmlNZhhxHOYS5jBnyxk9eP2SllWXYRjAuBWw539lHTCvpz3d0lUPFddd6lUUnSV8776x1x0U3+52kjbQGzZoPWeBcsS0k+be9Frvytw0GXPWz+8Luj7w5IPcE13zjHLMNELLS2e2wx4HMOyudbBvhSm/vH4VC4ZBxgKs8OeZtgwm7XObjsu51WVMWi8VzjURznlaNdyml/s+sj9UZWjW6OoATeTweo91uo9PpYDQazeiDcSEntNYYDodLrauHh4eHh4fH8dFqtdBoNM6t/HO1asz7+CytGkulEsIwxHg8RqVSgVIK9Xode3t7WFlZQRiGxmS/1WodSdcr65SUJaVxpbVPuS4JRNYpmOBJwz5dSf9Htvm6fWJ0nfrsukkpoPw2y83GPGmPSxph19OmRVYbjgP75Mhnef0l07pO4C5pZlbd5WmZz7JOzrK+LvcK8kTrkk7I365v7D6wXXVIZPkCyoJLGmPXA8CM5MCeNy4687c8bctvXNIJOw+7H131lnDNT/nObp+rnfOkDK41w7W22G0ggiAwh0YpIbBdkEjpC6WFtgRH1mfeOsKy5d8ulwPzYPc700s3JHn9ZtPLlmzZ65drvsk62C4LZD42Te062WVnzW2WI99LCbBrTZdtzRq/zEeu3XaarDHlmj+u9UJKUl1SaznG5D7FdrFfbZrK9LLtWZI7/n3ecZfP06pxCOA7ADxFKXW/PkerRiANDwTMTqbNzU3z98rKyrHyzRLXenh4eHh4eDzy4EMGeXh4eHh4eHicIlROyCBv1ejh4eHh4eHhcUY4Sx2vhx20TkN0UPehXC6bK8XxeIwwDM1dNEMQAek9fRiGM/oxSZJAKYWdnR0kSYJyuQytNYrFImq1Gra2tkwsN953r6ysYH9/H/1+H2EYYjKZoFQqoVarodfroVaroVgsIgxDaK3R7/dNHeI4Rq1Ww2AwgNZpCAUGAGfYpCAIMBqNMB6P0Wg0ZkK7KKUwGAxQLBZRqVRM/SeTCfr9vjEyaLVaKJVKKJVK6HQ6SJIExWIR7XYbANDr9QAAtVrN3Lvznp8hmKQlaavVMjSqVCpoNBqGzjs7OwiCAPV6HUqpQ5EGkiTBaDRCoVBAtVrFdDrFYDAwdVhbWzM0ID273a6x6lJKoVqtmvKoMzCZTA7pVSRJYuJ8MqxPpVIxdaGuw3g8xnQ6RbVaxWAwQJIkqFarANLr6VKpdEgfKEkSxHFsxoitrxDHsXlGeksdL47ZWq1m2jAej1Eqlcx3g8EAlUrlUN7D4RBaa5TLZTPe2B6WHYYhgMVikObpV5Gee3t7Jl+OG0ljgmO1XC4fiiJBOsh8R6MRdnZ2sLGxYfp0NBqhVqvNfNfv97G/v4+1tTWEYWism+WcYBlSj2xeu5VKQ7VEUYRqtWr0neiwmeOYc61SqeTS1KX3xfEXRRHK5bLRn3Hph+WpQ7gcSFMnh+Oc69NRQFc90hpc5u8a34vWOUkSDAYD009aa4xGIwRBYOYOcFhnbjweo9PpII5j1Ot1FAqFuYrY0+kU169fN/0mx6kNqcck590i6ijT6RT7+/vQWmNlZcWsTVprdLtdADg0LiXm0YxlEIvmo7U26/Lq6ipGo9HMPOQeJ+erC9xb7HnF9V6WB2T73ORcOup4PCuc2VWjSl1KXAKgAHwYwO0AvhZAAuAurfX/l5X2rK8auUHt7OwgDEMUi0WzObuUxD08zgI0ALmZIF0QnDUWUeo/K5wlHY7b7mKxiGKxiNFodOyyZWw8qRhtr5vHoQfT2O0rl8tIksQEwCYz50p7UrAtPBjOA+mxaPlZ9T9On25sbKBYLCKKIkynU3Q6HQDp4XV/fx8ATKg8IKWjdKUEHASTHo/HqFar5vBsI6t9pVJpJrakfF4oFNBsNgGkDFev11v6+hYEASqVCtrt9tL1rvOuGpfOeCml3gFgF8DztNYvFc//g9b69TnppDuJO+6///6l1hOAOQEfBbTsKhQKJviqXHwAGKkFB2bWwK3VakaSAMyebur1OqrVKnq9npG0sYyNjQ1jgUlpBRcG/sj6Mh2laVzMeGIvFovo9/uHLEtcKJfLM0Fny+UyqtWqyWcwGGA6nWI4HKJarZoA5N1u10hOeBK16VEsFk07JdPRbDYRhiGSJDESKdbRro+NMAxRKBQQx7GRgjQaDSPdqlQqpi5BEKDRaKDf76NarRqaHBX2eJCQtG02m0bKyNPwccA8paUa4VoIXf2bt1HkvcvaOIg8WmSBJ91FGALZ/1llyfbOGy/8npIu5ptlJSZps8hmmWUJeFpM4zKZTzvv82Sys3Cc8QbAbMydTmdh+jUaDTQaDTz00ENHLu8oyKPzeR3OyETt7e1lfnMWB6F56w/RaDTQarWWWpeLwHj9KoAf0lq/RTy/U2v9w4vkcRYSrziOcf369Zln6+vr5pqIzNVxxOnnjUXEy+eR182Os6CFnJ9ZbghOoy68gpRXdLbDUdd1UB4YaJ7XaBKuqzPZhkUcpZ4E9jWELNt13TEPWfTnFUsQBOZa6ah0dJUj6x9FEcIwPFR/m35UeZB+CCmRGo/HiKLI9IlUSchb83g7IK8DpX9DMqg8LMp68kqadaZqAa/a5Tte5/OAKB1gyqs7/k0aUEJluz85Ks2pzsFDIKVErmtCWQ/g4KqM38krfVkf0sBWL6A6grzCl3R3XalFUYTd3d2Zq7d6vY4wDLG9vY1ms2kkWWwXr0llO4bDIQaDgTmstdttVKtVI12ct+7I62j7eRRF6Pf7iOMYWmusr68fUhGw+8F1tbi/v28kcy7INYxqK41G4xEh8boTwD8BsIZUof/DAL4KwFcDmOACXDV2Oh30+31zarnZmCsPDw8PDw+Pi4E8xmvpyvVa63fc+PPXrVd/veyyj4LhcIhKpbJ08aOHh4eHh4fHIxfeqhFAv99figWEjJl1FLGmfc1CqSTFxhTTUtxNMSu/p+hWivJleraTInAqOtrfTqfTzGuRvKsVadlH8b4UvUvEcWys7s4L88Tli1zj0RrypO3IopOsC3DYc/dJ65+HR9L18iOprR6H4fvf4yxwVkGynwfg8Vrr31RKfTtS68YVAOsAtNb63WdRjyzwbphm5DbI6AAH9/fD4dB8v7+/fySLIKmbcBqg64ZyuYwgCGbiRS6q0Mh7fiqjSgVFKrLTvQX1Vk4Cl4IozdJZJt1B9Pt9Y7lE/Q7e28s6U7GU+gSVSsW0JUkS01/UWbDLXllZwe7uLorFoklnK+ZKCy2648gD6SrpxT5h/WxlWOp45Cl9u8aQDC1EXaIkSTAej401D90jsB6lUgnVahW1Ws3o+YzH40N1Iv1ZLt/X63WTH3VwJpMJwjBEtVrFaDRCs9k0dKKuExnMYrGIarVqrNJKpZIxLmBbaGBRr9fNQYBWxq1Wy+gAkdEfjUbGFQbdpSil0Gg0jEuRUqlkDjguZeRCoYBWq4VKpYLBYGBos7a2ZsYp+4dWY9PpFKVSyRiMsA7j8di0iZJ1Gm1wrJGGAIwLmCiKjL4V68h8WS7d2FDniYcuztV+v3/IuIZ053fUOaI7AiAdt81m04RRKxQK6Pf7RtcnDEP0ej1zuKPrhXq9btZItk26nymXy2Y9HQ6HKJVKaDabpo/YVrbH1h3b3d1FFEUoFAqmL9gPo9EIo9EI7XZ7xsUNXR1UKpUZHbNer2cMWmjsw/W70Wig1+uhUqmgXq8bdzuj0QjVatXofclQNjQGmkwmaLVa2N7eRhAECMPQzDPO1ziOje4w1yW2g3SjTpw8QGut0el0zHxizEGpI8e5ynyo/5YkCba2tsz45lit1+vGFUuz2UQURRiNRojjGK1Wy+i0Mf9Go2H6mOj1eob2NERibGPSbjgcGpcwNBILgsD0U7vdNnOS85M61tvb2wDSNZ2ugGj0Esex0Sdl/7Tb7Zl4y/J3kiRYW1s7ka7lSXFWOl5bAF6qtf5mpdQvAni91nqs0vBBP6e1fo0j3ZlbNQIHipS0xgPcsQGPCzITJ7U8aTabM5Z5nPBEljWP9G9SKpVmFEEXrdNxrJdO00x6UcuVk+I45XDDOIlV4nEssY5rveXh8XCEnw8eeWg2m8aVxbJwrjpeN/BBAIlS6kUArt5guioAfhzAT7oS6DMMkk30ej1z8rEtm8j5S+sapZRxkyCvBvneak+mCFsyHicRc/M0SonPURw6AtkOCylR4EmEdT5qXefRwEUztgM4CPRNZk1+z5NqpVIxFj8AjLSHach02hYwg8EA3W4XrVYr0zEp60HGcxGrnslkYiQL9lXkeDw2pzZXOm4elCDZtGHZ8op5OByi2Wya0yYlsTztkeEGYE7DPJ3S0S7daDBPMuWUjFCqxPZw3NBaiJIDeXAhLelYkQ6E4zjG3t6ekSBKR8C8gqYkbzAYYH9/H6VSCWtra0Z6R2kDfRKxnewjSkX29/cxmUyMRITv4zieoQklLrzO53gJggC7u7vQWhvpRbVaNZIZpZShO/0ScUxSskfplqQDpUqUZHW7XYzHY6yurhppGiU47MskSdBoNAzt2b9yPNFije1USpm20nlwtVrF3t4earWakWzJupdKJQwGA6MS0Gq1ZiSS7McgCLC3t3fITQmlHVKCxTFYLBaNdJ75ca0plUoYDoeH8mu1WqjX6zNWe5TmjkYjrKysGMkXHcZKCTVvK+I4RrvdRrfbNWOEG3GSJNjZ2THOnweDgZFItlotDIdDI4mkFSZd5lDixPqS7sPhEMPh0EjrKfXc3t6eaSOlY3S4TAm03COq1ao5eHNMMy37nId7qotw7VpdXTUS5uFwaCRb7GvOAa4FlHJLaZp0tyOtLdkvdLJcr9eN5DCOY6ytraHf76Pf76NerxupPtNxzElw3VhdXYVSyswHjhm5poVhaPp2NBqZdtNhNudBGIa51pNngbO0akwA3IvUn9cDSqn/C8B9AP5Ba/2reXmchVVjFEW4du0atE49AlMUurm5OdfbroeHh4eHxzIxT//T42Lholg1AsDt4vl3Lbvso2AwGGBrawubm5uG81ZK4fr16+aEcRrK0x4eHh4eHkeFZ7oePvBWjYBR3uNVCgATk6/T6RgxMZ9PJhOMx2OnrhNF0dPpFBsbG+YaBEiZu06nYxR3gQNFaiq3drtdhGGItbU1oxhcrVbNVUm9Xp9xecFriZWVlRnFZ3n9tLe3dyxPvVEUIYqimXRSJ2xRSzoqFfNKNgtUuqWo/ChMbhzH2N3dRRAEWF9fN1eLi5TLsrOsWl3ORQmK4Jl/lnRUa43d3V1Uq9VDDiIXgVSqnRcLzlX/ZTojPQ6yHCsuCnnl7/HIAK+wy+UyOp0Oms3msRSkj6smsUiswUXyAU6mUuIxHxfdOvXMYjWeBMu+ahyNRvjc5z6HRqOB22+/feZdv983YWkuOsrlMkqlkvOuHEgVCofDobnvt8PjXL582YTzWVtbw9WrV2fS24rw1LUhg+gq1w7JchRlepuxpZ+1QqGAra0to5uwiLL/rbfeOhMSqlqtzlh/urC+vm6saQAY5lZ6hLZBOtKCiJaLtoWii3miE19CWnm66iYZQS40DMbOvnMpGRcKBVy+fBlaa+zv7xvLLgm5QdBwgzpItBLtdDqo1WpOJdW9vT0T8Jsx4i5fvmz0L2iVJQ8Z1JUpFovmgEJdkPF4bCwCZfvW19eNzhIAo7NF3RrqbA2HQ2PpxDZ0Oh3TL4VCARsbG063KrTGojUd9aPW1tYOWd2RwbU9vmdtuNSNo7UZsbm5OcNUTKdTdLtd0+fD4RCNRsMwAg899JCh3ebmJgAYi8YsJl3qtmVhOBxid3cXAHDlypUZy1kewrLy4HheW1ubCXAMHOg+yjba0QxIb37T7/fNWCJuvfXWmf9pXSp1j1jXJElMdJLLly/nSpDsg9j29jaiKMpMN8/9Dtt89epVKKVwyy23ZH4nsbu7i+FwaCw4jyL1om4drTMZ5JxrpQwaz7HrOnxKa2YyvIvUgwKK4xw0CQY1d+nB2qD+JNWEziIsUB7O1XP9jQq43EkkSMMIvWBe+mUzXkmS4P7778fly5dzo9CPx+NDCyRDL1D5d95mnreZAovFjvPwOG3IwLk3YzDumwmMWWofbE4LQRBgZWVl5pDBza9SqWBvb++QG5QrV66g0+kYo4L19XXs7+/PHATsMiSzS8YDcB+uOL7sd3SFMG/dnNfevINxltuXRqNhFO7pVmM6nR4KHeeCUgqVSgWrq6uYTqeH4jOura0hDEMMBgPDrErXHnRJwYNvtVpFvV43rkdWVlbQ7XaddKFbDN5I2OUCWDjmsDx826AC/yIukmq1GlZWVpyh94B0fNEl0c7OjmGMaJAiw0wBKX3r9bo5zK+urqLT6ZjbHx5uaNixqPU5DSlWV1cX+v4kuAghg7LcSWTGazxLdxJRFOG+++7DYx7zGDPYlmlqalsx8sSRdYrggGQgbumniKcWnqaAVDJj+ySTE+Ly5cvY3t42p+FqtYrt7e0Z6xae2Dc3N7Gzs2MmCK1iZH6UOJXLZTSbTTMJWNdGo4Fms4mdnR2TBycNT8L07US608KUEg15WgVg/EQVCgV0Oh0jfZO0UErh8uXLM4ui9DvVbDaNXxdaGAHp4rW/v2/asb6+biQkQLpgk/a0GqMkI2sz5cLExZZSBBvr6+vGcm13dxcrKyumDEo7bMmYC1zIO50OVlZWMJlMjPsRnkTPCq7FnafYRRb1rDxtFyrHwUViMinROC5NNjY2Dh0MH66Yd4D1eGRjHjPu2iNPGxeB8fo5AC8H8ACAZ1HhPo/xkli2xKvf7+Ozn/0sNjY2DCNji7A9bl5orc0V3KI6ITRvP25Q3Xn6BXR7QMZbOnZcBFLHia4djqJ/wus4rbVhTCuVCkqlkjH35qmc/t7ongQ4uKaIosiY3tOsO0mSQ1dLWeDVdqPRMGl4BcYyab6fJY3mlRcdo9KBZLfbRRAEaLVaMy5GKCWQAYEBYGtryzhXpCNSMve2RRkZdjLJ7D/p0oVtS5LEXD9PJpMZpvuWW25xXj8Oh0Ps7e0BANrt9qG6Auk1DPO/dOmSkTxdu3YN0+kUrVYL0+nUqQJQqVTQbreRJMnMdboNeeWptcbe3p7RfQ2CAO1227SHLjeUUqjVaua6l2oBtVoNo9EItVrN6MJKWnDM0RknfS1xjNLKnGOSTjM7nQ7CMDR6pzxoBEFg9GqLxSLW19dNHz744IOZbZYH2maziX6/j3a7bZzAklmX1550TDvP8fHGxgam06mRSNEBaNY+bPd9kiS4du3aoTy73a5xosr6XL582biisK+9lVLmkMhDWqlUwv7+vhnLrCMPjIPBAOvr68atC50XJ0lyqM1Xrlwxa64tAaObD1sKSUfLdAvBZ9KxLyFVRZjOVnv4yle+gnK5bJzZ0r9iHMdzA3KfBi4C4+VyJ/EtAN4O4APn7U5iNBrhS1/60szC7hkvDw+PRwrohX4RXZrTxnm5SXAdkI5SF0qvs3SYeLBy3WbY4dsuIhgx5DQ8vLvommdoQH9djH4xmUych4+LjIvqTuKjAD667PIXQaFQQKPRmBFPLiN2o4eHh8dFRJ5u67JxXm4SXBv+UeqilMpVHOf+4crzZthbTpPRcdEgT8IvpVGLSs9vJnh3EjgchBpIRbq01qPoleJairQvsrmqh4eHh4eHx8XDUhgvpdT/CuAOAC8B8H8A+A0A/wapkn0NQADgt7XW/6CU+jEA79Naf2kZdVkELiW8ra0tw1hlWdzIkCk0xWUa+dt+Zou4XSJvmUaGh+H3ed/Kb2T5fCZD6Mg62HnYZbnycqWX37jaSvDUJ/1gUa/Kbq/Mi3f1Mk++Y/1dZdqibfm9DEPB01leXWWoHJmffGYz53Y9bD9ULqML6i8BMDoz/HZeX0nY/SPTymsPV7tc7ZFtsced3R9239r1svvOpoHdp/ZvVz/Y7ZZjxq6v7FPXOHbRV8K+NrJdLthgXVhvhjeStCFdJC24xsh3clzakPWQfWAbJDCPrDGbtabYc4fv5Hy2+9D1nT3PsoyPZDtkOkkTrg9ZdJSQc32eu6CsQ7aLVlmHclpPyrktxwIt9OR7u76u/+05xfS2KxPXWiHnh12ua5+Rc03m73pmp+FPnv89e81n+1zj0pWHrIsM0A5gJsQbQ1adF069ZHVgxfj/Anic1vpOpdRrkDJan77xzRUAP6SUeheAyy6mS81aNZ52NWcQBIHRcWi320aZ99KlS0axVvqHkf/LAcDn7HRi3uTPW6jl4MtyhGlvgoQ9keRGZcPedFwbmSuvrLL4LGszlfXOYj7sfOw6yPfz0me1w/WNvcjPq5dNl6xy7AVxEd9wcjGbZ3Jv03pRZDHTx4HclCUze5L6eXh4eJwmWq3WuV6vL4vl+6DWesfanM2Kq7V+SCm1AuAVAH7flYE+wyDZMqgozfdrtZrZkBjc9eGELAYq6yRx1G+OUo+j5pVVd1e+8/JfJC/Xd4ummwcXA5h3cnZJZ2RaV/6uPnYxivMUfl2Mt82w57Uzj0nlN3aedlr7W34/T8pkS1UlE2w/t9sqy3G1SzLSLvrY35POlDJQ8dhuk/zNdHJcZPWHrL/r4GO3WUqeXO2WEjFJY5fExZa05B3gZL5ZNJd1tr+x5wqfSymHXT87X1rqZkmpWGYWXH2WlcaW9PBwIg8qsj/y6i1/2wc4lm0f1O1xbtPdXivkzYOkOZ/LcuUzW5hg3wS5+tme27bkLyuNq89kveXtRZIk5t1569gti/Gyj/IfAPCjSqnrAGpa658A8HsA3gPg2Uuqw8LQWhufHkqpm8564jjIWmQWYSROi+k6bl5HqeO8bxct3yXhOw248snbBOSCcdy+ysp/3mKUle6o/bHI2HP9vWhfHqdteeUvikUPZ/Z3vPLIK1NuIqeJZeV7HCw6jub101Hacx5WnBKyrsfth/PoP9e4yWMW7e+Ou+4eF0qpE4d7Ok2cOuOlhRWjvuGjS2vdA/AW67s/BfCNp13+cXAzhAPy8PDw8PDwuPlx8W1azwAuEeZJPWJ7eHh4eHh4eNjw7iSAGSar0+kYNxJSt4sWJ7YlhLQGkXf2tv6CbUlo31/behL8RqaReioyb+Zvw6U7Yeso2WXa+dppZFvtdpCOtshZpnHpDEiaSYVsl26CbK9Lh8WFPJ0eaU0m+4OuQ2zdAlf9bZrYsL+XZUk9jXl5HOW5XVYeaG3FsZyVR5ZOj2yjbalmXyu49MHmvQcO+9Wz9VKYTup0yLm1yJVFHv3z6nYU2H0OLHYNKtuaVT7HEPXFZH+xbyR95Nw9yvXPSbAIje3389LY30ocp02L1PEi6AnZcK0xJx2rMr+bATdLnZfGeKn5LiX+AMBrAXwRwJ9qre9eVl3mQes0pEy5XMZgMEClUkGxWDQhPoDUr5cMBOtx82JRhsTj4tFqXn1Oo7624vFRy3Mt+vZ7F4PgKtPF/EtmP+sbO2/Xu0UOLYDblUpWm23GWzK98oDrYt5d+fFgZtfHdSCw87DbKMuUzKiLyZd1cOXL97YrCxdT5jKIkelsxtfuF9d44CFV5ucKUm4fDEnPRQ8Zkg5ZjF3eOJK0sMvMOjjLtth9bddNwm6bTROllDG8aLVa56rLvSw/Xu/AfJcS/wtSS8e7APwPRx5n5k5CKYUoitDpdHD77bcbT7m1Wm1mcNmSDU5cPpOncjkpAMxIg5iW/7sCetqnUXmSJeTfWZYthO1fxa6L672dl2uSSPrYfqBk3eZJZmwJkF0/+b/M0+ViQ9LMLlcu/kqpGemAlFJKnzuuvFySq7wF27VZufwszdu0F3nuepdHf/abfb0uNzU5B6RU0l5Us+pvb372OLbTu/w22f6iXFJVl9TVlqIuKtGQecvf8jv7m6z542I0XJJWexzK8c11wqZN3holN5tCoTBjxZdnIevqnzxrxSxJg933NsNgI8t60Z5vrndMbzNB9pgCDiwfXVKrrLXQLidJkkOM1Lw5Qsi9wmbCXOW5mA/J+LEv2ce2VaBcl10SYJsJsuedqw+yxrw9Bu31P2+syH3U3ktserjqINttW4zKdOfpwwtY7lXjPJcSf6GU+jSA5wP4SQBvmvnwDN1JaK3RbDbRaDTQ7/fR7/cPfRMEgQl8e+utt2I4HGJ/fx+bm5u5i7iHh4eHh4eHB7FMxivXpQSA/xvAtwOoA/jMEusxF/K0mIXpdDoTgX1vb89w1RfFHNvDw8PDw8PjYmMpjJde0KUEgE8to/yjIu/KZl6a46T18PDw8PDweGTCWzUCR77vTZLE/C3v5vP0dDw8PDw8PDw8js14qflWix8E8LMA/gbAZwH8FYB/BmAbQFFr/dNKqTspETtPHJXxunbtmvl7a2sLwGFFW6m4mXWV6VLYzmPebAVjmY/9Xd7VqUvZNEvhkc+yFJJtpUmXcqbruaveWe/zlOztdFJJNMs1hUtJU8JW3GVernAT8t28etnPbUVZO71LidrGPKV2WyFdtkvmK9uXVU9XXfL6xLZOshW25yniM187jyxa2/R0QY5lW6lfKh/bbXONZ5nW1ZdZ7ZX1z1IetuEy3JBrjKSbay1yzQtJU5l3lusO13s59mX5rnxlKJ8sq8I8Gsi+t8eJbLdLYT5rbbLbbcNW9rYVzPMUv7PqZc+7LIV6F5RSxgWOa69wGS64rFLt8SvraX8jy15kLZbvqYrjGid2GfJ33jxnm+RYtvO1FfOZhu/CMDxXT/bHYrzUYlaLjwPwMQA/D+AXkDJpb9RaT5RSP6SUetKcMs7MqjFJEmxvb0Opg7ACQRCYcBKlUgnj8Rj1eh1x6x8TqgAAIABJREFUHCMIArTbbezu7kJrjUajYQYXgEO/OZBci4x8JqO4u5C3ydoMS5bbC3txZFrX5iG/z8tL1sGe1PaEczGbdp72QpVnxm7/LzcZ+ZO1MdmbjJ0Pv2WwdBcjMm8jyGrnvPSuDXzeQudKL8eXzTjY5djjSNLCzlv+drXdNY4W2VjsOsg8XAuqq05ZlrSSAQFmLcpc49fVNle7Xf27aF+56Gsjyxo0C3l55tE3K62kk81U2cy9pL+98ck+JONoj/2j0s7+P4uBsvPP69d59LDTzHvvqjvfLdL/sk7z3IfY61meFazrYOZabxatn42jtI3f28ztccuQ64GdV6vVuvkYrxvItVq8gecDaAP4RQCvdrzPhD5Dq8YkSbC6umquECWzkCQJ2u02hsMhyuUyKpUKhsOhYb4qlYpXrvc4NeRtOg+H8paB47TBxWTm/c9nwGKqBPOYB5vpzcsnq8xFmGdgluHOc/p5mmPBxTCfRllH6YPTztPFYNp5SOQdKonTcMK66MHsKDTL6jPXeMtKKw980o3IIi5o5tUtL+0ic+a817yTMF7zrBY/COBjWus7AUAp9T4A71ZKbSG9avyMUuqSUuqHAYy11r9wgrqcCDx5uQKmFotFTKdTVKtVTCYTNBoNdLtddDodbG5unkNtPR7OOOsF4bwXoNPAcdrgkpTMy/Mo5eR9e5TN5qj5uL63r7iOU9ZRIfM6KS1PI91p5JnHJC2Sx3GYjEWwaNknzXPR8WY/k/7KTlKnvHosmu+y+uCoOBbjpRe3WrxTfHcvgHutfF55nPJPG4uKQqVo9qKFi/Dw8PDw8PC4+PDcwwLgFWQQBIjjGMDJ7749PDw8PDw8Hnnw7iSAuUp2ZLx6vZ5huJIkwc7ODkajEZQ6UMpncGWCgYddOgFS+Y+/bSVf+Y4St6w7apsZzLr7t/PUelbx36ULMk9RVyow2m2wv8+6o3cpaOd9s0hoD1vX5DiMcpbuTFbZ8pmt/5dX/jxaSbhCo9i6DXafn+SQYCvkyjEty5bWRnnWnqxT1riR9ZfjOWuM87ektxzT9pyaN+6yaJBVd1nfrLbxx6bJvHmaVT87tJBNI1kPmTZP1yhPX8iW+DMfO/i2fO+qU9Z8lcZFWh8O2p5Hm6x5nhdYPSs0k32rYc+zLHq5aJalb2QbumTNEZeFrQuyHnKc2c/tNEqpmb5zherK6j+5T2S1m5BtdYXPsv9e5EoTOBwCzrXvLNonZ4mlM15qMbcT301dsPPAUZTjy+UyRqORieVXr9ehtTbMWRzHM4PBS8Q8PDzOE3lMj0c2TnpYccEVl9fjdJF14AcOxn+r1UKj0TjzuhFLZbzU4m4nXGnPzJ0EkHbEaDSacSehdRp0t1KpIIoiKKXQbrfR6/WQJAlardZcXS95iph3ks7i/u0TRtZJKU/iIb+X+blOhll1zZP4SEmCq36uU9KiZdiSC/nczi9vsTyOYuW8E6ldJ/tbO/C0/X3ec9fJzKZ3lgRHnuJd9ZoH1/f2idWmjS05yHMV4JJU2JuSazzbrkXsd7LNdvBhKQXIOxFnPZPP50k/7IDE8kdKdlxSSRdtbMmDUmqh075NE1vSw2+zXLZkScZsqSddrbjmfp4Ewn5uB6qXcK1hsu2uZy53CdLCzh5jst6236u8tdbVHjtfOQaZZ55Eyx6nNmwau9rukhLaedhSLjkPXZIze4wAsy4rstZkV7pF1ySXHzvZVrs99li26esypDtLnMVV4yJuJw5Bn6E7CQBoNBq5HHC1Wp35dlEoIcr18PDw8PDweGTjLBivRdxOeHh4eHh4eHg87KFuhjv/r//6r9ef/OQnz7saNxWkaPtmkLi5FC/Pqx7nqXTp4eHh4XHzQyn1P7TWX+96560aM5Bn+aC1Rr/fR6lUQq/XQxRFKBaLRsE+DEOMx2MAqTI+9RXoiqJcLmM8HkNrbdKFYYg4jk14olqtZu6qh8MhgPmKmZVKBe12G0opPPTQQ5nfhWGIQqGA4XCIWq2G4XAIrbXRWZtMJuj1eqZ+zWYTw+EQo9FoJp+VlRXUajUkSWLiV+bVsVgsotFoYG9vzzwLggClUglRFBnaVKtVdDodhGGIdruNwWCAXq+Her2O/v/P3pvGyrZt50HfrFq1qu/23mefBskycWQBBhLjBwoBJXYsC0sBxDOJ5AABCRQhFIhfFKHIIYELKDgmEVy/BDuKHWIj+0nEQjZxIiKIkG0S/4ifQ1DCc2+/C4937jm7rXZVs1ZNftT+xhk191yrqnZ/7p2fdHRqV601+2bMMccY32SyUV/tzBDHMWq1Gqy1aLfbWC6XOD8/R5Zl6Ha7iKII1WoVAJAkCeI4FoHv5ORko15Ms9FobHihzedz6a9SqYTFYoEoihBFEbIsQ7lcviZALpdLsXM4OTlBqVRCr9fDYrFAkiSo1+sYj8fyfLlcxtHR0YbAzLFlrcV4PEa1WkWj0dho38lkgtlshmazidlshlqthmq1ivF4LEGAaQOhr871+5VKZcP+YbFYoFKpiM3I+fk5Wq2W2H2kaYpmsynPz+dzxHEs7UWKLW0PpOHa7SwWC6RpiuFwiGfPnondT55ArimfrLVSb7b5yckJ6vU6er3eNftAXR723X3CzfMmKFqX3Lzm87m3n+8KHEu7tNs+z7rgHNOevDrdNE2veZMXpbVarVCr1fYuB9fn2yLLMkynU7RarXs95E0mE5TL5RvV9ZMEOsLty8l8n7gXjZfZ7sn4ZwD8KQADAE0A32fXAVi9eEiNV5ZluLy8FEFAC1EBAQ8NY4x40j4k2u02RqPRzs8bsyaeva95cxfeYP1+XwSSbe1ZKpVQLpflsES0220A63UiyzKpL7C2/YyiCIPBAMYYNBqNDYFaQx/UXJTLZVSrVbTbbZRKJcznc5yfn+eWtVKpbAj3eeBhrlarIU1TjMdjxHGMVqsFay0uLi6uvXN0dCSHisFgIII4BXri8PAQ1WoVq9VKDhTVanXjkOVLezgcShvrsh8eHuLs7Cz3XXqTT6dT+a5arSLLstx2zSvDbDbDZDKBtRYHBwfSNoCfONuFMUYOzMTx8THm8zlGo5EcvA8PDxHHMV6/fr3xLm8lOp0OBoMByuUyWq0W4jjGdDqVedhoNLBYLDYOfOx7Cp/9fh+DweDauC2VSoiiSDiHGQZJt1W5XEa5XBbHsXq9vuHkYK1FkiQb60K320WlUsHFxQWiKEKz2RRntEqlIsLyYDCQvuKYOz8/R71eR7VaxWAwQLVaxcHBgThqjEYjpGmKSqUih+fVaiWHfKLf74tAznquViucnZ1tGNZTAOWh9b5vNoo0XncueJl3now/A+Dfs9Z+zqw9GX/GvvNk/ParvP+XgnS0V+M3ffTRR3daTh8mkwkGg8HOz9dqNcRxLAsapWpqU1arlXhAGmPQ7/dlEPO78XiMbrcrpym9caVpKhqcKIpEu1MqlWSR015as9lMFrooikRjwHeA9UR/+/ateGvyFF6r1WTwV6tVWfCttaLF0Bqx2Wy2MQGbzSZarRYWiwWq1aqUdT6fo91uI01TJEmCJElQLpelbNrrqlwu4+TkBNZaHB0dYTweYzKZwBiDXq+Hi4sLVKtV8SylxqpWq6FUKmE4HEq5uQgaY9DpdGTR4IJEUnOO/3a7jXa7jclkgul0utNGtgt8AoNON45j6R9u3Fr7plGv17FYLBDHsWhBNRj3KE3Ta/neRV2IIqHBBxKM74O7crvnYvvQgmvAw+Em4yvg041Go4Fer3eveTyG4PX5K0/GD5Xg9dPW2l+6eubbAcBa+zd3SfMhNF7L5RInJyci9Xc6HRF+ZrPZo8b8CHia2PXa56ZpU5iez+doNpvXXKAphBVh2zO+OkynU1xeXqLVaonQyut0ra7X1z6z2Wzj2vHs7Ay1Wg21Wk3e0deCeSFCfKCWitfxvL7XoJDPU7oLfR0OAC9evLh2dUUBmEIar2R5PTifz3F2dibXXsasw8uQ0YLlBNZC8sXFhWiTqtWqXFNlWYYkSeQkz/TJFzscDjeu1AHI1XStVoMxBsvlEtZaxHGMy8tLOek3m02MRiO0Wi3RlPKQQQ1SFEWiSaVmAQCePXsm9SqVShiPxxgOh1KGOI7R6/WwXC5xcXGB4+NjOTz5DgvUwLDePARSqzOZTNBoNOQqW2tjRqMRarUaGo2GXCcul0sxPdBlrlQqSJJEDhx6rFED1+12ZU7xsDObzeSgXa/XEcex/M1DEPufB7EoijCbzbBYLKRvR6MRGo2G/EZzhDRNRXNljMHp6SmAdegimmhwrC2XS8znc/R6PcxmM/m+0WjI1floNBINUa1Ww+npKSqVCiqVCobDoRyu2u024jgWDTTbcj6fo9FoyHipVCrodDool8uYz+dSBldb5gq2cRyj2WyiXC7j4uJCtFHD4bDwcMeDO9unWq3KOG80GphOp973oyiSMrJvms0mFouFaMV8qFarsp/HcYyzszPREL58+fITqfH60Fp7qQSvFoDvBkBPxu8F8CfxhK4ah8MhxuMxnj9//l4YowcEBAQ8JQTHlGLsa+P3FNpz3zJoJykKa7wF2cUGj1emN633U2gz4kEFr/vAQwheb9++RblcxuHh4b3mExAQEBAQEPDJRpHgFUiyAVFT0+Mt4HHxPhwGAgIC7g7borQHBHyS8HT8Kx8RcRyjXq/fies11cmz2UxsDHh3Tbf46XQqBu20n+EdPA3R6R5NG4XVaoU0TcV2oV6vYzqdiv0EjclpV0EbA97bA5ueLbQHoLDJ8BbA2lB+tVqJwT/DTtCjaT6fbxg+1+t1MdSnTQk9p2h3MZ/PUSqVxCuMNhOsE8MIAO9sULStAQ26aW9QrVbF60eHK0jTFFmWod1uiwdQkiQwxognlKbAaDQaEj6DdkS02YmiSPpGh4potVriCaXtU2jHM51OsVqtUKlU0Gw2xeGB44t503mBoB0KbXmq1aqMj9lsJnZERLVaFfuver0ubUobiizLZDzShoX2IkmSiJdRvV7fMNanQXq5XBZeUjpMlEolNBoN8aSi/Q3ti3Qoifl8Lm7z2l4yiiJxjGAb056tXq9jNBrJNQU9liaTycb85FjgfOBnelcyDAudOiqVitgHTSaTjTAmbJdyuSxjhvY5HG+0keI45/igk8xqtZI69no91Go18e6LokgcP2hH5lKa8H/2b6PRkD7VfRFFEay1WC6XYv/EOU1vN45zznGO0TRNcX5+LusAx9d4PEalUtmw5WF/0DuVtkDD4VC8wmhvN5/PUS6XJQ3aTvV6PRnP2gOyWq3KXK9UKmLPxBsHrgUca+zv+XyO8XiMfr8vtmlsZ9qs0W6NY4ZryWq1EruwdrstZVgsFlIPmphwbNJDslqtip0inXSSJJF1VfcD1wrWazqdyjzhek+7LNq5ce7RrqxarSJJErGB47yjbVeapuJ01Gw2ZUzQkxCAhC8yxsjYi+MYlUpF2lR7YSZJIvnPZjMJJ5Sm6cZe0+l0xFbq6OhI+pc2WJPJRGy+WNaLiwuxl+RcZZ/V63UZOyw39xDOT67HnJN8bjKZoNvtSh9yjeD6SXDd5thkOJ/HxINcNRpjKgA+BPCbAH4DwM8D+LcAvADwV621f6fo/Ye4apxOp3IP7cZh8mG5XGKxWGCxWGA2m8mE93mb3ScC6eoaj+XZlBd2ICAgICBgd9yl5/U2PARJ9qMGUFXhJV4A+BtYh5WYAPgeY8w3A/g6ANcEL/OAJNnz+dwbb4aagFqthpOTE3S7XaRpKqd4DZ7adKC/Vqslp22GnODJiV5JOjglA5nqeCSMoUNBUBO8uh5m1DhRc8BTlStE8gTFtLQzAWPj8ITFPJm+S7DLiTKdTuWkVy6XMZ1O5TSmg5zyxEFvE+bDEy5PJzxhaY88nnoo5DIUBU9LTEPHtSmXyxtedfxHTQXbgqdRhrWgBxbLw/cYjC/LsmsBEKfTqWhz+Dw1KjzdxnEsY4RaEx08VNeLpO36hKyD7HKccCyxXOVy+VqcGmrMmGez2dzoQ7arrisPI9R6Mi4PNZ/sL2qEeLKnJpAejfR45PNaC8qycmxxrFPDOhwOZf7owxHzYvBZjmOtZeX442mc+ek0qNHR2lT2G8cC14h+vy9pcczw0MM06vU6Tk9PJV+2Kecy5w/zYcwh9if7ebFYyBygloUhZOr1umiMGEaF2kB+n2WZaBN08OPDw8ONftJBhzmXqR3Ra8JgMECpVEKn05GYVxx/1EbpoMP0TtTrGMc21x1qo6ltpKaMWkvOAa431MgwJA091DjnRqPRRtiQer2OKIowmUxEK0yvSo73SqUiWhLOLWo0OT6oYWTbtlot1Go18Upl+ejtSG2zMQbtdhv1el20rByjXHeazabcgtAzd7lcotlsotFoSCBpjitqiQCIly8P/pybOnAutVz0pNXtQ+0+tXHD4VDWS44LzgXGpOM8oMaJv9Eb+OjoCMYYTCYT8Yg9ODjY6HOua5xHLBu10Hrt1eOQY5kaSrb7dDrdWOt1CBn2vw7CzLnxmLh3jRfDSwCYAPgMgP/IWvudxphvxDrA6gfW2kKVzX1rvOgmTnAg8MqIi7N2i37x4oVcZw2HQ/GGfCoeFQEBAQEBAQGPg0fVeF2hDeDfB2AB/Jox5usA/GUA/wOAfx4ejddjgHfU+u5b2391Oh25UuLpdzwei4T+lCgJAgICAgICAp4e7l1SsNZ+cPXxe5yf/pn7zntXzOfzDW7DWq0mam3gnf2QvrLj1UaImBwQEBAQEBCwK4KKBu8iZxtjJBqzBoUrLWStVisMh8MN8mJ6wWj7KdpB7BI8LiAgICAgIOCTjQcRvDxejX8dwJ8A0LPWfu4hylAEEnu22+1CGy1NTUCbMNp/FZHYEnQh19F1tUGr/p/Grjr8AT/rMvL7PPd0fs/fXP4+t3yua7vOz7UH3GbP5hrk63roZ9wy6vzoSMDf+Tfdg3V7uuXR+bht5ubPZ3zRpd32LIJuwzwB3q2v73nNI0nh3a2/DlHCdPQ7vv5l2nn1cN/nePGVd1cU9Ytbl219qMuQV468/uNn3Q7ai1n3s25TnaY7R9wy+CiR9LPsS1/Zb1Kfm0DXQ4ewyBuX28a9O67cNU07jLjj1c3LpZLS3+v3fAfZXby73VsLXX7Xq06vV7rv3LzcOe8bo3zGHVe6fdx09XygU49bb90v7mddP19ZfPuCb4zrtN0+c+vq1p91cJ033DmpP+e1kZunXg99a2Re2wDvQiA9Fh7Lq3EB4ANjzIcF7z2YV2OpVMLBwUHhxKVnSL/fF6Hr6OgIURTJNWWn0xEvJL2oa2+6q7pdm/QcZJq7TW9+rjBSJDS5C4ke9NqLTsO3WLrv60mf975bLnfx0mn4NiY3LXqCsb20Z5ieYEWboO973wJirZWYOPp39/ki6MXHXezooeNu3PSc089rRw7W0924mAd/Zzr6e1eY05uHr8/0b9rjVQuC7jvb2sJtTze/PGHKbRu3zL4N3JeOmx9/c9vLtwG7AorbZu6c0BukWwaOY85x35jKE/h9a9MufeDCJ0zpPvYRuvv6UIPt4s4TfVB16++Du+nr8atvEIB3gohuh11uFejNrPPU+envWE4tPND+V3+ny+DWzV1j9O8+YcIVVFgm93t3ffGtx+6BXf/mCiju/uL2h66nux/p+rhtQg9anT/Hv9sOuo9YZ7debh11noxzmHeA0+382MHSH+qq8QsAfhBrr8a/DOA7t71grf1LAP4SsPZqvNfSYS1E6Y1GDzh3sT46OhK3VwA4Pj4OHo0BAQEBAQEBW/EoXo0AYIz5DwF8ozHmX7BbAqg+BPbxSNSxRfZ9NyAgICAgIODTi0CSHRAQEBAQEBBwhzCBJDsgICAgICBgH7wPipn3ETe+IzPG/BSAv431NeLfAvBfWWt/pzHm9wH4t621/6ox5o9ePV4D8HMA/lFr7Q8bY74NwDMA/5x9Al6NdwlNM8PwEgCECoJkw7Qdo7H7eDxGq9XasCcjTQUNUrXhd7lcFhJdkh2TcoE0PaTz0B4zxhg0Gg1MJhMAEGoOUsCwDsA7I0fSpGiQAJXl0ZQgLKc21s2yDHEcCxULDSC1gS9DcWjQWJJEzCRAJR1JHMeYzWZSHgDSBro+s9lMyINJwqoNnHldTPoTku8yVttyuRQKDb5Hig6S1xpjhJiXv7N8bCvSJLHP2JaavontxivtOI6lDOw30imRfoSEzVEUbVD7GGOEQJnpkIiXJM6aRJZ9v1wuhW6E+ZHcXZMjMz8SU5Oah++S4Jvli+NYCImTJEGWZWg2mxsE1Zw3TJ/zhOXIskzYJTQ0ibke+9p4nGmzf/iOpp1i/5LUdzQaCXE86WQ4nkjnRGJhUtBw/rEOHPvNZlPIi0nFpL1dSYdFChv2MftmNpuh1WrJOjKdTmXs6dA2aZrKGGbd9NqiKVxI15OmqdC/cFyQTohE5uwPUjhNJhOsVispgyZs1uvAfD6XtYB1pIGz2z9xHAtVz3w+Fxoc0vzoccp8Wq2WzKlmsym/MX2OLWOMrDUcG6Q7iqII/X5fqIrYBywzAKHAYp+TAJ7rIPuWefrWYa5L9Xpd6tVsNmUuaAeH0Wi0sQ5zPSuVSkJ5xDnHZ/iP5N4kj2Y56SCgjdzZpqT70n3ONUpTjbFdWDZN5G3tmvKN9ET0HuRYA9ak3Nx7sixDr9cTmiyuh6Sp4pjkvqGdakibpNcs7iuaBJ1ziPV4TI9G4AZXjeadl+JnrbXfaoz5IQA/CuD3A/gfAXwb1sLYXwTwLdbaH1Dv/qC19g8ZY34AwHcB+K/zBC+z6dX4TR999NG+dbs3kA+OizQ3xcVicS8nBC6S5Ca7DXwejS70BHef9wWN5aZKoSEvff0uF+kiL6eb4CGD2u7SlgG3w2MEKQ79GnDX0J7ZAY+PVquFTqdzr3kUXTXeVOP1BQD/kjHmjwP4m1ff/S0AfwjrkBG/4+o7d/X6BWPM7wXwxlq7KPICfGivxoJyYLlcYjQayUnbtyjzlKElbq1NISFpmqZyogAgJ3CSs2qCUwpbee2kya7dZyg0UYOgn9Excdy6Ajd3U3ffK8rH5/7PE4t2vebpkZom/q9dvam10PXjqZ8CIU/9bAvXvVh7swLY6CdX26g1dQSJwFk2lonEye5p1ddWbC+SlHPMUKBn21AYYbuwj5k+NUssPzVRfFe7jPPkR4HeTZMaPWoqScZLjRE1QNQiWGuF9FwT3VKLoLWx1CJowmiOB5cAfrFYbJzY2Ta6/dkubHfmocl4tUaFz1Dzod3eV6sVJpMJjDGo1WobfUokSbIxFqit0B7QmjBZu8lT691oNKSu1LxkWSZaIWqS+Rs1KUyn2WzK+NBhABhfkFo3asjZNjrcjZ4ny+USjUZD5ovOi9ohEqJHUYRGoyHvUSPHOUCNIOtETWyWZUJ4zsMrNdAMCeD2DfNh35PQmu+wbdi2WZaJhpraY2pAuFbr+eGSo1OTqUNLuHHftDac6ZDg2j20uusPxynrzXGTJInMo2azKRok37pD7T2AjXnJfmM7NJtNJEkiawD7l5pyap85v911j3kxDc4DjlH+Ta0bbyaoydbtwznAuUwN4ng8Rr1eR6VS2dgP2cYkH+d6yDWF37EeHK9sD/aT5lw+OztDq9XCY+KmGq8PsSa3/tzVd98MoAfgHwD4fwD8WWvt54wxfwzACuurxh8FcHH1zO+y1v6/xpgfA/DzABbW2u/Py/Mhjes5gKgC1ldsFKB4vcJJ49tIAwICAgICAj6dKNJ4Ba/GK1hrMR6PxWYBgJyYa7WanNwDAgICAgICAopwH1eNnyisViucnp6KQSqvXY6Pj0X1HccxLi8vN4yiAaDdbqPZbIqR82KxQK/Xw3g8FmEOAA4ODuRax1VvUw3N36g+5pVMq9XCcrnE+fk5Dg8PNwwMXVBV3Wq1NrRwmkOSddZXGCwbr2VuanxIJwJe5zwGfNeed5UusBmlejAYoNvtylViwNMDr24f26A2ICBgP9zXWv7YCBovrIWVi4uLT1wn35VhcpGxcaPREBsRn/Fop9PBYrEQYZJ3891uV2wZhsOhPN/r9XB5eQngXWBa2gU0Gg0sl0uxTaAdAtHtdjEYDHLrQSEWAGazmdge6Lyn06nYEFQqFfEi1Gi32+LZVgSfM0Sr1UK5XEaz2cR4PBYBvNVqIUkSNBoNAMDFxQWMMWi320jTFJPJROyaaFuxWq2wWCwwmUzQ7/dRqVTEk5FtR0/LwWCAdruN0WgkXo2VSgWNRsOr7QUgml62Qb/fF4/S8XiMg4MDWGvx9u1b6dt+v49SqST2XKenpzg8PLxmq8i2j+MY0+kUq9VKPKb4OwBxwOCV/jbQ1oeYTqcynnjAOTg42HhmuVzi5ORE6nxwcCA2RIPBAJPJBO12G0mSiN3NfD4XOyDaO2n7QACYTCZoNpvXPHh1/WiTRK7XSqUinle0U9H2mhyv7EfaoLGvNfScpO2RLh/HyGw2kzFFcGxqz1YAYiPF9yaTCY6Pj68d7FxcXFyg1WpJWj47T6Z/dnaGdruNdrstvydJIp6TGvow5ONZBXDNPk/3E9t1MpmI3ZL2iOZzHNOz2QwHBwfX6kdbPm1fRnvfXeByVOaB61Ov1xN7R+3tfVv7XO2Zqftdg3UFsFcd98VXv/pVAMDLly/3ysNai8lkIrZrpVIJ3W73wff2e71qNPuHlfhRrA3w/10A/xDAlwD8Hmvtl/PyuG/Ba7Va4Stf+QqA7VHo+/0+Li4uAEA2MiBfOOl2uyiVSvLObUDvwYCATyr2OSwUefkylMJT8SRjmIlKpYLLy8s799QslUpyaOFGQ07ZXfH8+XMJn0FN/U2g+1AfpIDr62Sz2fQeboC1gBzHMd68eSPvHB4eYjqdijDqhrm5S+ziiaj3gCJ0u10RfHnQB9ZCxenpae44psC/77rfaDQwn8/RbrdFKOW91BUZAAAgAElEQVRhxw3DkgdS4X388cdilO/e+ADrccOwJTR+50EC8M/TbrcrBvTn5+fo9/uIoghJkkhoEH0gB9ZtRUGKTgfkSd4FrVZLxvW+wtxNcC+C1y3DSvz5q3d/A2sPyD/rCl4PGU5isVjg137t1yQ+y/Pnz9FoNMTTgnFE6IVBD6J9rpcohfNExTT4mSdsns70oHBJkPldkiQYj8doNBpot9sbJ77ZbCblZR4ANrx/3PJpry7g3UlYx8miloIxpTgRecKjBx89l5iG9qBiXBWCmo5yuYzBYIB6vY5ms4nT01MA60kKYEObpR0darUaBoOBxEnqdrvIsgzj8Vji/tAbRwvA7Ns4jpEkiWwQrnA9nU4RRRHa7TastTg7O5N8AIin12AwEI0atUeMQ9Nut3F+fr5VS0bQ449X3beF3gzzBHhqN1qtFkajEZIkkXFDjyAfGo2GeC0+RXQ6HTSbTZydneXWAcgXAqh13HXDugl4LV9Uvk8L8jb4gE8f7iu0y2OHk7it4PV5AD+Ctcbr17EWpvoAvgPvwkr8RQDfbK39i+rdDwF8BOAVgP8PwE8+psZrPp/jl3/5l1Eul9Hv9wufffXqFc7OzjCfz/Hq1at7K1PAw8O9prov+IRcV92/y2nMvVpxQ2rwGpNa3LyrmF2RFwpjV1ADpW2teE3H9BnWQIdYYH7UbjAI6Wg0QrlcRqfT2eg3ahRKpZJcc2okSYIkSdDr9STYq36f42CX8cCTPq99GXBUB+/NsgzD4VCEKgbqZABVBvx1wcNZqVTC69evEccxjo6OrpVrtVp5T/6VSgX9fn8jVMNgMECn08FyuZSgzfV6HcPhcEPY6Xa7G4FfB4MByuUyDg4Oro2h8/NzNBoNVKtVfPzxxxJQl0FZm80mOp2OaHYODw9hrd3QirgaiNlstvH7ixcvMBqNrgnGPGQB682UV+06dMDR0ZEcat++fStBT7UmRl+1WmtF69dsNkVrxN8Hg4G0J4Mt9/t9Gb8c3wxfMRwOrx2ejo6O5GAJQNoVgITaYPgGBstdrVY4ODjAarXC5eWljG3u4Ty00oyCZXDRaDSwWCxQr9clxMh8PhcN0/Pnz8X0gO2qNaAvXryQsr59+zY3diPnKcd9u92WNt9FS0jhiKYSRc9FUST2xY1GYyNcBMNRXFxcoN1uY7FYSBDi+8R9Cl43DSvxxwD8KQBdAL8Pjyx4zWYzfOlLX0Kr1doa3+PVq1c3vnsOCAgIeKpgtPqi2IF3jX3tah/qcLQr9i2/L7ZhXrzDh4Ybu2s6nUo8sV3AOGi84SgCbdN8h0/elmgbP19eu9jEPSZCOIktGI1G+NVf/VV0u10JXpoHLXg9f/78SS0CAQEBAQEBAY+PEE5iC1wvn12eBbBhN0UEQSwgICAgICAgDzcSvG7oyfj9AP43rMmxfxzAAYCetfYnb1mHW6PT6eDo6GgnoYmu88DaRZqxuAgaifOzdoP3qUQ14ad+RtsbaLsaraHU6lYXWgXuqn2L3mH6Oh/XHsl9x3WXz0vHLRfL4v7N5/Lqp9Pm++5n992i8vOf7iu33Dr+mXbr3wd5bct6u3Wl7QTz1uOTddRp6H5w89Lu9jp/PUZ8dfKNHbd/9btuH7jP6Px1m26DpsNxofN0beV0nXQZ6LHGd9k+uix6TLnt6oMug/su6+Bre5ZNU1npMvBZfSXl9q8vP90GfJf11s46bp/qNnfrnjdXfe3NPHyOQr7x7rabr33z6qzbXdfJbVufN6mbhvu9To/tyP+Lysn6Fl2L6TR9a3zeGge8O/DnrSFuXnqMu2V352CRLaibn7vm+urBPJhvXl+53+l20/OUz7r9pee4Hmu6LUkxtIui5b6wV87mnSdjw1r7vWbtyQgA/6cx5ncB+G0AfsMY848BmNlNT8Zft9Z+3hhTAvDfAviJLXlpr8Z9irk3tDFvHjRvWKfTwcXFBZbL5QbruzFmI8YJACGBdjcFAFsHH7/P25h2vdu+iZDgWyDyntsn/X2ffyi8z+V6qmUPCAgIeIrodDqPytd4E5HvpgTZGlt3CfvAJNn0SuGJkkHp6B1Tr9cxHo/Fw6XdbqNerz+I1OwKbb7T57b3fZ9d5J1s3XfdE4Sredl28vLVzf077zTpak90OfJOzL483JOU+5zbDlrjsk/bF+Xn/uYK2K7hKWMX6XR89dTt4WqjCLfOvjr5tCB57avbxqcp0uTk7olXa3GK+tzNLy9PX33ZvrqtWR7dt/pE7pbTd3DK+9s9SOVpf7T2wte2vjGuv9/WZ66mQLelnrc+DYfWwLn5+/rBnUs6T52mW1ZfXXzrVJ5Xrlt+5qv7Wmv8fPm4abh9p+voGxtueXR9fZpMt918/earo688ev4UrfV6XXXHta9d8tZM5u2ODbft3LrkrdF5afvqrZ/1zVXfGummu28oqPvATaSGFYBft9Z+LyCejBbAB1h7Mv4Oa+0vGWN+r1lfN/Kq8euMMX8E66vG/x7rq8Z/xRjztQB+1lr7925XldvBZ1TP2Dr8n3GbABR6XNw1fIvNPhv/rkLQtmfyynAbjxxf3XYpm69OeWntmkeRwHhfE1XnUdSOxpitQn5R/fd9565xlweUbXMhrz66D3Vb+/o2T7C5S+SV5yHy2zXP29b/sbz1tvXvJxEPMY+fOnbp66cwHoJX4ycE+2phtoHavoCAgICAgID9YIJX48OBvG801idfWr1e3+CE06TZLnTAuKOjI7n21AEFgTV9BoBr1CCvXr3CxcUFarUaKpWK8JQx2B0AIbFmFPs0TTEajdDtdpEkiQS96/f7G9pARmjne4w6T1V+lmUSJZ7BF621G8aMWkDU17v6e/I7kmZFc8H5rhmBdQBBRtAfj8colUqo1+uYTqfCgcgrHw2W15g1BUm9Xveq+s/PzxHHsQTeu61gmiQJRqMRWq0WarXavWoHkiTZKb7OQyCPd0/Dxx/4aYbmawx4/8H1/ODgQPgXj46OPlH9ywCyXHsfA64px1Np36DxygGN5MfjsUTM5oZLQYKRnt3IvjdBFEVCbROwP4oobW6aHklWb4pWqyXRrEns3Wg0rnGQEa9evUKaphuesy9evJDo1wxlQhJlRqdmpPBKpYLZbIZSqYTpdOodS6Q+KpfLGI1GMMag1+shSRIMBgNEUYR6vS6RpeM4xuHhoZe/7/DwUOaET5giDxsjZM/n8w3KphcvXgDYvBZaLBYbEb3jOEa73cbZ2RlqtRqWyyVqtRo6nU6hvRWwnsOz2UwOB1mW4ezsTARvHb2aB4Y4jsVx5vj4WEi6syyTSPODwUB4BF1oG0WWwZi1pzOjeDcajQ3bLtqQatAuiZHR37x5A+DdGHHtxfgODyjbrnZnsxnK5bIcDuko5G5MaZoKwXWSJOj3+9525phttVpCX+a70uFBtOjQwgCaJBh3wXYhUX2apnj58qWwHBQRN1trZaxu24Tn8znG4zH6/T6Wy6WkqzdwBp3Vbf769WsA60PrfD4XExVrrVBP+fYLTUPmw2KxkGj6l5eXODg4EDo4lof0Zr729QUt3QeTyQSTyQSHh4deG1z2rTFryjquIe7hHdh+Q3PTG5zLy0sJvqrzJ3sE5/RDoEjjdW+Cl7kecqJnrf1J8y7i/e8G8I8DSAH8XWvtz+al9RCC13K5RLlcxuXl5a0559rttnD1uWg2m0KUW4SjoyOMx+ONstRqNaFHmEwmMrDq9bqwr3PS+9BqtdBoNJAkCVar1TX6jWq1Kpv18+fPMZ/Pt5bzPuEa834SsQ8p9PsCCoJ55Md3CR+R8fPnzzEYDHaex0VEzUUoOnDVarUny125Dd1uVw4IbruQhonjVm+wLur1OpIkEW7QItJp3hBQwHTzJIXOTdDpdLyHHQogcRzLuko6qZsc4lxCcIKR33cdY2yvfr+PxWIhxOVFiOMYjUZj5/WaHLfkkrXWCk1Qt9uVdTdJErTbbYzH42ttwneTJBG+2zw0Gg0sl0v0ej259QHe3fzw4DObzRBFkcyrer2OWq0mByRSW7HMzPPo6GiDlqsI2wTcu8KDCl4mnzz7D2JNJfTtAL4TwH9urf2ugnQejCSbJzae+NM0Rb1eR5qmQnBM0mxOhHK5jEajIadqejjuYgTt5s106SnpYl8V6V3ae+kTPBnuyULP32kPRo8R1t9nJzYajUSbeHR0tPFblmVYLpcwxmxoF4G1EEbhWNfRGCMccEdHRxuhPYB3nlD8n+VeLBaYTqfodDobcXkAyMKQpimq1Sp6vd6G9xFpNRaLBSaTCVqtlvCnNRoN4Usbj8dYrVZot9uoVqu4vLyUsdXtdjf6lGwIxNHREc7Pzzc2qkajIZqqXWNgHR8fI01T4c6bz+eyWLEfKWxrcnA3P2Ct4VqtVsI9d5O1g+wQPm5Bglo23yGiaPO+SxTlk0cyfp946oeQZrMp2sKA7SiXyzg8PMTbt2/R7XYRx/GGQPJJQKfTQZZlD3IA84FrrG9MFpn63BUeQ/DykWe7Gq8P7BXH4zbct8ZrsVjgN3/zN2WA1Ot1tNvtDXfVly9f4vXr16jVajg4OLi3sgQEPDRcF+tdBX0KH9ZaIesdj8cwxmA4HKLdbsu1k8+2ju+Ox2PEcSzXJvrgYq3FbDbbuMZcrVZis3ZxcYF6vS7C73g8xng8RrVaFRtIgleJ+ppvPp9jPp+j3W6LQMWrQd0WvCY9Pj5GqVTCcDgUO0Je7cRxLNehvBLi6T3LMrRaLVQqFcznc0ynUyRJgmfPnqFSqWAymSDLMjngNZvNjetEXt+Q3Bt4R9DNNqegDKwPOLVaDaPRCJ1OB1EUXeM5tNYK+TKfdTUrvV5PiJSttbi4uLimVSCZMaFJu0mKzDbl2sr+4EGGNq2VSkUE/IuLC7lWA9YbKZ9rNBqo1WpyXapD/UwmEzkoXVxcyHV6uVzGYrEQDSe1YD6t86tXr+Szto/UB0HyEgLAeDyW9HgFTztV9g8P57z6dpFlmbQv+4nlIlm3Dk0xGo3QbDYxHo/F7MUYg263i8lkgjRN0el0MBqNhCyd4zHP3MEV8PXfnU5HNE2LxULGsQbNB/QB/OOPP752iCFRe5GWjH0LwKvJ4lzmHGD+7tpFMw8e3k9OTrzXn3eNxxC8vOTZjuD1LQC+HkCGR75qJFcj8G7guHj+/PmGnUVAQEDAJxW31ZprAWUXaHvFIuxD77YvPq0ODHRwyusr3nLcBdxxlaapHNz0M8D1sTOfz8UW+n3Ag3o1Wms/uPr4OfXdT3t+L4xc/5CgNF7kffHQVwsBAQEBj4Xbmirs+/6uG/t9Gka/Lxv6XWNbve9K6AKujwtff+aNHWoXPwkI4STwznOqSPCiqpP2QpPJBNZaUXd/Gk9KAQEBAQEBAfvhVoKXx3ORBvR/FcA/C+W1COBft9Z+lzGmi3WU+wGAD621j+c2d4VarSaeJ3mg7YMbD0t7NfEeWVOQ6Mjg2iDcR91A6Gd8FBDa7sM1cmYerj2CJihl+fi/VjOzTG4dfHDjaen33Xc1QbNLGaHfySNrzaOlcMuX12b6b/2P32nCYN97edDlcsukHRN8bZVXJ90OvrR9ZdiGbe+5dh157+jv3Xro8eWSIefl72sL/nNJbrXtmTundHm0DZdbrl3awe0TX9vk/a3zyGsfPTby0jbGSPl94yNv3rn0Mcxbl8FX1rz2yKuvHp+aikg/v22uu/V31yG3LD64ZfURifvq4baB+7vbljodvT76YhD6yqb7QX/WcL8r6ivf+zpPd/zqPWGXtdMde0SeB7bbx/p7XQ5fu+Stv7rOtP90SezZNozxuIvzDZ3mHjNA+I0EL5NPlk2cAPg9VnktGmP+ZWNMH2vh7IcBfHZLHg9Gks1BzLvuPM0VjW8rlYp4TCwWC+FZo1aMhsbA5oDTA3+5XG58T+jB5N6Hu4PYN2DzhDGdt08gzJuQuwogPkFDv++rh8sVx7bI27jcMrrtu2s5fYvEYrHwbhS7IG8BzGtDdxPKE3p8vxcJYEVlzmujoo0u7x33ex8XnY+Tzwd3rm0TRnzjyjcmdNq7ekG6QgO/27bJ+dLR/e+Od1+evrR87ZonZPre95V93/m867NFY7koX99a8T5gn/bZ5d2icXyb9HcR2vdN27fO3NTTWB+yfL8B2+dZuVzey8vaGCMhbx4Lt9F4+ciyf8pa+5MAYIxxW+GvAPh3AHyDtfbzxphCwcs+MEn2YrGQzn/16pUEFmR8kkajIeEOtHbsvl1SA/aD72T4VFAkNH0SsI/g6h4q9v39JuV6bFOAIm2D77mblHfbGPNpb4qe35a+20+79Gtefj5NiE+Lsu37vDr6kHfg0JoTXx55mpy8tYfCRZ52zRXW3TbIe2cf+N5xbyIIHbZHY5c89TsuAf0u7/rqrJlLit7Na2Ndrn0P1veB2whePrJsjZ+5EsrEa9EY86cB/Lh65j8wxiQAvmCtfYtHwmq12jDcY6RmukjT/Zk0OAFPF4+9uRbhsSf7fWOfBW3bc3fZVk9hod2nHLcp777tum8+296/Tb/uemDK+80njO1Spry8fWuJL+1d2zBvbSoq97a67gPfO0VXpXeRz74OC3l13sWpwhhTmN9TWAOIQBmE9b31mzdv0G63MZ1OvffYBwcHEu8ljuMnvcEHBAQEBAQEPB5MIMkuBtWhlUpFqHIY4JBwCarL5TJ6vZ5EStcUByR1prcj7blcbRltyvJ4zW4K8rDdhRsw1b5pmu7lym2tFXu4x8RdXlkFvL9wg4cGBAQEPBaC4AVc81CpVqtCFUNiW+3VCEAId13sQpa9Dz9fHMdC0punnazValitVrcmidbRrZvNJobD4bU89ZVslmWoVqsblBCdTgdpmmI+n+9Ux3q9LmkwEjG1iiTDbTabG5GQSUo7m82wWCwkCN9yuUSr1UIcx1gul7n8ZiTU1tQv7XZboo4vl0t0Oh0kSYLLy8trnjLkvKRgnaapkFIzSjLtRKgpBd7ZKVAYv7i4kLr2+32cnZ2JwM5/5Lrr9/sS3bxaraJSqUjEZjoG0KmDFECk7MiyDPV6HVmWbXC5kTKINousQ7VaFRJ4Y4yMBdaDHkGaGJj9Rr43jVKphOPjYzm8cJwyhAu5Q40xaLVaADbtNUajkXDpUZBeLBZiJEuQBop1YT+RwLnZbAopdaPREKqvarW6ESXbB86D0Wgkdp5pmkoUdBI787lms4lGo4GTkxMcHh7CWiv1f/HihdiyaFsaTaw9HA6Ff8/1il0ul0IizbVE279ogm1r34W8YRvFcSzBKBnxvVwub9gacRy4hs96HrogIXy1WpXI891uV+aZ7j8+z7Jy3azVahLWx7W/cg+o8/lcorGzXU5PT1Gv1yW6v68fWUeSOnMe+BgbuO6SRJzj8iZCvMuKQLjBY5kfDcbr9bqsKwCEyUGXRR8uuWa4h16uE+yjNE1l79DXnftS1O0D7qfaTnpbAFcAMiZXq5WMj7xy6kj1TxV7XTWa/cJH/AEAvwrgGwD8YQDfBWAJ4BBrw/xnuIpmvy3f+75qnM1m+MpXvoKv+Zqv2cmGa7VaIU1TnJ6eyneklLgpketdY5tR6VNPPyBgH2iC95uCY1pTB71vY/wxeCS3gQed9wn7jifecuw7Xp5if7lotVpyANIgnzEFR2A9h6rVqrQD23AXZcN9zTedLqnJut3uvQtmt75qNDcLH/Ed1tr/5srA/rcCGFlrv98YUwbw5wD8z1vyfLBwEsB6op2cnIg0zas6klfTs5GdGMexlzqo3++LJE6OMpd7zj3tEqRm0FeT1Nz0er1rLvo8+fO0oE+tbn7EZDJBs9m8Fu+KzPCs33Q6vcZnRW0QuenIc8eTcZqmor0gfx7wjvya17L0GGXZSGJar9elvalFaDabwpVG7jM9iaMoEqJrnuCn0ymiKJJTL2PSAOsF0o0zlWWZEEiT/JonzUajgdVqJRqe2WwmRN8aHDftdhvWWiRJAmOMaOV8iKJINGfUEnU6HTnx8iQ7GAxEE0muNGoLaIxaq9VQKpVESxXHMYbDIUql0kZZybfGvlosFrJwPn/+HGmaYjQayam0Vqvh7OwMjUZDtIBsqzxUq1Xx9mX5Odb6/b6Mpel0KtqUZ8+e4fLycmMRJ3ZZkHV5Dg4OkKap9GO32wUAvH37FuVyWf5OkmTjoMQ8NAelD77yxHEsWjkAODs7EzJ1pnd0dCRt56unTp/rT95Brl6vb/zGfNxxWavVMJvNcvN6COwidFGLu8uNQRE6nY6sHbfBvkJ8UX8W4TGErn3HRF6f+Mamtdab9i79cV+HHJ3uYrGQPVPziz40dtJ4mS3E11fPfGgV6bUx5gcA/ArWwt1fB/AtHsHryWi8XBsuDW70FCTG47GXjDMgIOBusYuNnr6quuliymsrhpXhFd9doKgORe7v+6RDuETgu0CTjkdRJGkAfk8wfTWUd33GgwIPc9pEIU1TXFxcbFzD7wpu7Lxh0N/n1Zlk4jpMhO/gy3LTdKDT6eQSu19eXsrVuL4Cdh2v2A6+MBw0dzAq1IKvPfXBMW9MrlYrTKdTEWA1drHPdUNa8FDMdHm9zitOmktMJhO5qmY5Tk9P5dBcq9XkwM1DPw9bs9lM4mnxsM8DpL7ink6nMh9JbM868iA9n88lriajELBevI5dLBZyICah+n2iSOO1j+CVS3x99fdnoUivAXyHI4h9N4AFgAO8u2rkVeXPWmv/Xl7+9y14zedzr70WwYFIjUyWZTg+Pr5X3rCAgICAgICA9xO3FrweG4+t8SJoCGytxbNnzx7dYy8gICAgICDg6SGEk9iCXTVX2l6K6nntEUJvO6qWt3lqBAQEBAQEBHy6sLPgtadHowHwzQASABfW2h+8ev/vADi01v7HVzZgvwzgtwP409baX72rSu2LXQUvbUxYdDWpocmwfbYc7n024Rrw0g6Awh/Tcg3pgc3wGD7bB9fgnun4tJ8+wTHvOW3H4CsXn9Hksy4th+897ZDgEqG6baHT0e+59fXZNLgEwz4ewaL22WaDk9cmuu185QUghvbu7752yyurzkO3lbZ30e/lacOL+PXcEADud8zXx81W1N563PvKofPZB7r93bro7+yVt6Ovbr5xpvvFTd89lPHvvD5z0yz67Pax73u3/tvSduevpplx+9LtQ/6eN175v07TVw4f8tYtOs/otZffb6OdAYqpdXzjW5OE573v1tk3nov4eQk9Ttz+8JXPXVt864TvO7e+up91XrT30+/mpe37zbeP+dpI18sNn8LvdBu57arb0lzZHGq7w4fGVonD3Myj8fPW2j9y9fl7jDFNrOmF/owx5j9z3m8AuHbPZx7Yq3FXl+fDw0MRuvr9PiqVigwSxnzhIGD8LQ13w3EnrbtJ8Ttr7UYcKHew6XeZlv49b0Pgbz5eMl2+osXATZvv5C1ARUKDu9HofzSu5MTTQpPOM+99XSddF/5NDyPmpYnMi8rL/7dtFG68HGDTcDavvOx7nYdedNy03fLmfaf7XI/9onrqxda3KPry8gk028ixfeV3N1nf5rIPigRR3Q/8W3u6cdy4/eWbG276wPV5lWdknydc5AnIeWOQafg2bp1/Xtr6WZ9w5b7nvusKlq4gWDTm9N9FY0CXh8bUuux6My+CTzDSh163P10y86I1T+ftvqcN6ouEcLd87oHR18956eatEW4eus56vdWOAzo99z1fXrpNto1n/R3z9PFAcl4WzQm2z5MWvK6wLyG225sGwNdeCXEvrr6bW2s/NMb8bQDfDuDH9Av2gUmye73exqlLhyzQQQqjKMLR0RGiKLq2AAVj+4CAgE8qdjlcPDSeYpkCHg7va//vKinsRYgN4CeuhKwpgN+w1o6NMV+21n5gjPkTV+9XjTGfA/CPAPgrt6/K7eATmvQJRH8ORNkBAQGfNjzFDe4pling4fC+9n/wagwICAgICAgIuEOYAq/GEAH0EbGr0LvLcze1cSnigAwICAgI2I6whgbsg2CUdIe4uLjAarVCrVZDtVqVKMiMrEujP1KJ0PuG9CCkWqBxqOaLoyefMUboQdzJzjRpf6aN65fL5TWyZxea3kRHYLZ2TWFTq9WEZJh563c00SyNHOM4lnbgFa02WjfGyDM03Gb52R4kp+XfmiKJaTJyOY0ml8ulEE4D74zYSYY8n8+FFJtRsEmHxN9Zb2utkFLzb4YNYX2ZLqlqWC/WabVaYblcSiTrTqcjnJ+aRJtpM8IyI4kDEPJhl56EFECVSkWC/I5Go2uGvCxrHMdCjssxQnLpTqcjdFAsQ61WkzJoUl0auFLdz6jTpBUiaXm9Xsd4PMZ8Pocx76KY6zYnPRejjLdaLQyHQ0mfbdtqtWQMdjodaV/+vlqtMJlMUK/XhRyafUkkSSLONLPZDFEUodVqSZk5L4E1BRTJ4yuVijh31Go1MerVziza4JntkySJjB+WnZG2SUjP+UpDY84ZOu+QYJomESQkJzUTib85v5IkQblcFoJlvc5oUmmmQVovvXYYY6QP+Q5plrrdLiaTCcrlspCMM43VaiUkyHq9IbmzMWvev0ajIf3OmIguCbdeM0kQXxS9nWORHuiMhq7J1xkJnW3A6Ofsl9lshm63e62t5vM5Wq2WzKMsyzAcDiWvKIrQbreFQm0wGEhbcD3kXsCxXKvVMBqNZE6kaSosKbqes9lsYz1keydJIvOAa4kxBtPpVNYfjlGyM7Dseg2j4TzXhEqlgul0itlshl6vJ/RipVJJovVzTWG67MvxeIx6vS7k48A7A3hGnrfWCgWf9sL3Qe+Z2qaLkfrJkMC1jdRvLB/3K469m5Kc3yXu7KrR7Bdu4t8E8A+ttX/eGPMFAP+rtfaH89J+iKvGxWKx1XZrNpvJIOECw43rJiSwPm8lGvBr4YTfMQ8KO1ro4QKhN/qifPT327zCXI8mvenmgRuPpui4KbYJjLtgF5LWp4Zt9b6pN19AwI1ScpkAACAASURBVCcJelO/a1BoeUwi68cg0n7MtYUHnfvM3+Uhvg8UXTXeWuNlbkigDeDIGPNbrn73pftg4SSWyyVOT0/lNN5sNjEej4V0mCdVnp54OtDSfBzHiONYTjvUOOjvfJ6QWmugf9t2CrgJ9vEAoWaliPdNC56+KP5ufjwpFj3Dv7UmaFuZNXdcUdpuGahVoIZMuzcXcdXxBGaMkdMU+cbIvca86CGrT+Oz2QxZliGOY/mNbU2tJctIAZ8aVO3CTcGMfZCmqZCIU+OgBWA+c3l5CQBykqXmkFoYcqG52i3OB63Zo1aJJ0vNoUbtDucGT+MkAKdWks+maYparSaaL3LlzWYzxHGM1WolJ1tqkOv1OiaTiZze2cbUvvAkzrakRpPtTE0D82DdqIWlppWneea/WCw2KMQo2DMNakGobeFJn23EwxTn/2w2k3AxzWYT0+lUNGvUlOoNmJx8msduuVyKVsI9+FDzxTG9XC5lHdNrE+tfrVaRpqlozzjG4jiWegOQ/qlUKqJN0Ro3lpsa4el0KloT1osHRd9GS20u5zfHlDsfS6WSaFa5cUdRtDGejDGoVCpI01TaQ4cI6ff70l6DwWBjTaNWlv2iy8f2J8cjQa0Wy8dytFotVCoVjEYjGZMc3+yP+XwuZdP10wdZzi1Njk6tM9tVa8c5D0ejkWgqeROiNdqcm5p4nTcJxhi5XeDeUK1WMZ1O5bl+vy99a63FfD6XNmMdOB85Xrlecu5yHLLtOWZ9qNfrGwoH1p/ridsOwN3uqzfBrTVe5mYE2h9irQn7TwH8FwC+/jE1XovFAqenp1itVhiNRpjNZhuLwMuXL1EqlUQlfHx8vDcRbUBAQMBt8b66zwcEfNpwrxqvK+wbbgLW2p8zxvxRAI8XxUwhyzKcnZ3BWitRbWlP8Pz5c5Ha6/X6owZeCwgI+PQiCF0BAe8/bi14WWs/uPr4OfXdTzvP/ITz2s9eff+LV3///duW4zaYz+c4OVnfeB4eHl67NnOj5AYEBAQEBAQE3ATBqxG4ZjfhIkkSudem/ZFLsULvI02PEIS0gICAgICAAI0bCV57ejD+AQC/BKCO9XXkjxtjzgD8k1fJ/QNr7dFtKnFbtNttNBoNcTl2MRwOxRh3MplgMpnsnLYWxHxEuHk2G/o9wE/0SaNnzamlDaHdfHxwCU593FqaS0t/5zNm3wfamJ1p+4htdV78rDnC8gzgiTwPHd1mui2L0tLQfZMnaGuvUbdd+a77Xd540Gn52k67Zuu21ITi/EeXal0m7bnqelO6YRJ8vzEdGrj6yumWd5f2Zzvp8uWN27z5xHfojEAnBf0d33N5MN2xlFc2tz66fG4bMj9db+2sk9cWOm0dvkKn5aarx4CbhltGXx1d0mn9vTtf89J009bvcTy6a5YOybGtjPodt7zus8xX97t2btIOT7oczN9de4rauWiN8sE3hnUavrXGnW9548ptP52W66Dka+u8ee+OV1/Z2Y7A5rjl83q94u+slzvX9Tu+crnPagchvtNsNu/dq7EIewle5oYejNba77v6/BcA/DiAvwbg37h65Kdy8nowr0btrZVlGRqNBubzOTqdDpIkQb1ex7Nnz/D69WtYa0VQYycyfpDe2ABc+9tlci+Cu+jTs8NN010MfZsFkK+B8y3IehMj6GGo83U3lH21fK6wwcmmJ5eut35Ob5RFAl/R4qffLxKeioQqa9/FVvKVQ8df85XX3bjc8aOFO195fAswwQVMb+g+Qcfd5F2hgIui9qD05a0Xcz5XJGD5+jtv4deeeox/5i7cvnFL0PtUjylNPM7x7atj3kZC6LnhCgq+MtKTzN3gma+eTy5cAZQepTot9xl3/LmHGV9fuuWgB6Y7dt06uPAJeJy/7hqmSepdIcId7745wnT1WHE3+aJ66X7Xwoo7H+gh6QovnGtuGfVzRdB1dtvQXXfdPnbXQ1eoKkqLXoR67Oq21mm7Y4blcA8NvvKzf/WBD3gn2NMrkQci9o2eF9oDchdBnGtH0Zx6DNxE47UvYbYGfxsAaKrP1x98QJLsNE3R7/dhrRW3Z5Jhf/nLX5ZF/vDwECcnJxK0jnjsYGwBAQEBAQEB7wduInjt68FYNcZ8F9ZXjT+rnvv+q///5A3KcKcwxlzzVKxWq7DWbqgj6eX4vgXiDAgICAgICHga2EvwsrfwYHSe+Zz683Pu7w+NvKuqIGAFBAQEBAQE3CWCVyPyBS/tuWit3YhKHBAQEBAQEBCwL24leJnbezd+6Gi/HgV5gtdoNJLPb9++3dCADQYDoSWgQaU2rHSNal0jb/23z7NtFyP8PK8ibURLA0i3TG7ZitrhtvAZT/s8TVwvlLx24zNund30mGaeEXFeWWnrp9PXxpk+42TCx02pDdR97eL72/UedL2WXENcbXjqpukz9iU4prd5NPl+83n/+d51jaS18a+vfHm0UqxjnvHutvHr847aBe4Y1O/nGYJrA2h3HBPa4FobZvvmaV6Z3bHoGl/70nLbisbVem75KLiYvutl6KM3033L/zWFllsWt3312NrWV75x7eafZ1ztS9s3J/Szeq655dTG6Xqsus5J7ljxzaG88eoa9Os654013VfaJll/71s/dFru/3ntrdN21z13zLjl9j3j/ubbH9y+dddKF7TlfizcNJzEB7gb78aiPB7Mq7GIHDuOY/FiOTw8xGKxwGg0wnQ6RRRFG3xrmsjUnUxFuG/BJyAgICAgIGCNTqeTGz7qIXAbjdddeDfmP/CAXo0kbSWBbaPRkDASwJpAt9VqifSeZRna7fbOErN7KnFPeL5TlU8j4Cu3T/OjT0y+993TlU9LcZfQJ2lddp+g6Z7YXI0I//lO5D4tk/68q2DL07l7otMn+zytky6b7gcfCXBRW7unSveUq7VveVpEt+/dcnI8a20En8s7Mev0ik6tbnvovtP10L/5Yn8V9aFPo+aW2a2zD3n9oDU1efn5Tvn6d7dOOk93Drjz0Xdwc8vgi9XmahnctFwNgh6felz52kNre3Q9gM3xUDS3feEq3Pnk03b4ygP415K8Nc3VhPjS1+XJuy1wY+OxHXT4DldLpce4+66eD8zHF9rB/c0tu/7et/b7YvT50tFt6FtD3Gd0ni589dD1dTWoblszDT2nfOtp3hj3tQVDAD0WbpP7XXg3fqMx5nMAfsNa+9duUZZbQ4eHALARwd793Ov19ko7b2IXPburULftStKXz30IV7vg0xx2Y9f4bfvirtr0vsoXEBAQELAJ8z5cb33mM5+xX/ziF+89n8FggOVyiUajgUajAWAtPS+XS0wmE/T7/XsvQ0BAQEBAQMD7DWPML1hrP+P7LXg1XoF0QMDam/Hy8vLaM0mS4NWrV0iSBPP5HFmWodvtigbp9PQU7XYbANBoNCTw6ps3bwAAR0dH1+zJ0jRFmqao1WpYLBY4PT1Ft9tFs9nEPrDW4uLiArPZDO12G+1226sqJrIsw2AwQK/XK9R2+K4XNGazGWq12s5lzFNp76OF09fADwFrLZIkQaPRQJZlWC6XhXV2r+weS8P4UNinjo/dHqvVSsbPU9Hy5Rk23wUeu70DAm4LRrZ/7OvBu0TQeF1hNpvh/Pw89w78odHv91Gv1zGbzcSDkjDGiMBXrVYxHA53DnWxS/2iKNpwFCCq1SpWqxWWy6X3tzRNr8U+6/f7mM/nG+VjGSqVijctADg+PpZynJ+fI01TVKtVzOfzjecODg5wfn4OAHIFPBgMcHBwIOUF1pP39PRU/n758iVmsxlKpRIuLy83KG44J46Pj1EqlfDxxx9760tbi+VyCWMMer0eKpWKCNoaFIZZFm3jkGUZzs/PEccxkiRBr9fD5eUl2u02FouFCApJkmz0TbfbFcE4TVNEUSQCN8umN/TVaiV1abVaaDQaGA6HaDQaiONY2oh1Y14Mq7JarVCv18UOcjqdYjweS3levHghNizj8RjVahXj8Ri9Xg/GGEynUwwGA3S7XclD22uUSiVMJhM0m00p93Q6RZqmqFQqImyzfqSD0QtymqYYDodYrVZotVqwdh0Emf1+dnYmY+7Vq1cyBkqlEs7Pz1Gr1dBut722bNqDbRdhxj34jEYjjEYjPHv2TCiMhsOhPH9wcIBarYblcomTkxPEcYyjo3c0tqvVCm/fvkWz2ZSDWalUEsoy5kXTCKYTRRGePXsGYwySJMFisUC32wUAjMdjRFGEOI5xdnaG1Wolh4o4jmGMQa1Wg7VWDllu2ywWC8RxfE14PD09FVaQ1WqF2WwmDCHaw3HXttzluSzLMJvNNijdbgI3P9LmuB56g8EAzWZzwxxlW7qaGifPVIBtys95z3ItGQwGsi/oMheZInA94Pxnv3NNW61WMs5GoxGstRsmOTyQWmu9igJ33kwmE9RqNfEY5xwuKqO1Fq9fvwawXrPZJ6T72rXdZ7OZOMM9FIo0XrcSvMx+4SQsgN8NIAHwKwC+CcCH1trrqiUHDyF4DYdDjMdjvHz5ElmW4e3bt4iiCL1eD3EcbwyAPHQ6nY2FlDDGII7ja0KDi3K5jHa77dW27YoiYSYgIGB3HB8fYzAYyLzVc6tSqSCOY9GSE0dHR2Lw7hPA7xoUyF0cHh7i7Ozs3vI1xqDVamE+n2/EOzw6OsJisfCug3k4ODgQwY0HYCKOY8RxjPF4LN89f/4ck8lEvmMbkGtXl3Hb/uYeRN00WAZdR997h4eHiKJIhJZyuSzt70tTo1wui2A8m81wcXEBYH0A7na7ks6zZ88wGo3ksL3P3n10dARjDE5OTgAAtVoNURRttOttwIMnhdGisrXb7Y1QTd1uF4PBmjmwXq/LQe3k5OTaXtZsNtFqtWRutVotlMtlxHGMKIpwcnKCNE3RarW8dSuVSjg8PNxZYLsN7lzwMu/CSXzWWvutZh1O4kfxTvD67wD8ObsZTuL7nL8/QIHgZTbDSXzTRx99tHc5d8VqtcKXvvQlxHGMV69eIcsykf6159C+JzS+r7+bz+cYjUYyqZimPmHN5/Nriya9KhuNBi4uLjbCV1QqFXQ6HaE9Wi6XGI1G6HQ6ogHg+3yemoLJZIJ6vY7lconZbCZXqHoCrFYrXF5eYjabSZ0olFYqFYzHYwyHQ0RRhE6ngyiK8PbtWyl7tVpFtVpFFEWYz+eYTCYolUro9XoYjUZy1cp2pzaAG14URahWq7LJHR4eSpnYzq1WC9PpVFTSPo0dOThdAZhercPhEOVyGUdHRxubZqPRQK/Xkw1uMplcW4hdtFot2Qy63a4seHnYRWDmgtVoNLBYLDbqmFdnH/r9vizu28CT8Hg8RhzHMgaIRqOBWq22sVk+deiF/qHh9nOpVMKLFy/k4Eds26zvA7VaDfP5fK8NPSDgIXDX86HVal1zqLtr3Jfg9XkAP4K1xuvXsRbEevZdOImN4Kievz/AE9F4LRYLfOlLX0KtVtvaGa9evRLB6NmzZ/cuOb/vNhq3KX+Rjdp9l2O1WonwmudCvU96vGLQwSPvA1SpU72fpinK5fK18BtZlu30nQ9pmmI+n29cL1hr8ebNG7nCdK84tScvy8hDjNs3vL46Pz+X67fFYoEsy+S6gO/RtrFWq4kWSiPLMiwWi41rEwD46le/inK5jMPDQ5TLZbn6sXbNUJFlmQhCz549Q6lUwnQ6lboNh0NMJhMcHh7Ktcd4PN7QgvCKj1eBFPzz4IZQoHBfqVQwmUxE+2Otlfax1m5cwbBuwHqzOj4+hjEGo9FIbFJXqxXevHmDUqkk1+k++PqF7T6dTkWrxSvmyWQiAi3X0iiK5EqYWsDj42NpjzytIK+bkyRBmqZot9tymOGNgNY6dTodTCYTVCoVHBwc4OLiQg5KrVYLcRyjWq1K/EVjjPQ3tXZ8ntfNlUpFNHC1Wk2uTJfLJc7Pz2GMwYsXL3B5eenVOgLvtGWdTkcOuPpaltfBGuVyGc+fP8fr16/lgMzDj0an00Ecx8iyTHiEJ5MJlsulXMtTK8u+iuMYnU4Hp6enAN5d3/H6l23I97Msw3Q6RavVQpZlGA6HckBuNptYLBYolUqSHqG1SuPxGIvFAq1WS7Rhx8fHWC6XSJJEzFB8N0Y63laSJBsHxlqtdu0gqMH1oFwuo16v4/T0VIS358+f37uX/X0JXh8C+IDC1FU4CS14fRbA1+NdOAkD4F8EMMO7q8Y51lePX7DWvkUO7lvwSpIEv/iLv4hOpyPejHl49eoVBoMBJpPJjYzgAwICAgL8WC6XWw+zux4Q9oUvAn8e8g5fd+0ooYVfsqTcJH0KjLwVeUqgfSpB+7J9yrrNCUw/91CKjDv3arQ3I8sGgJ9Rn3/qJnnfB3iy3NXw7i41MQEBAQEBa+xyg3Bfmop9BJq8tf+uvVPvKuhnqVR6kkIXcL1eN7lFKoqN6T73FPDJ8c+8BSqVCrrd7k4dzmsQ4J0AplXpn+YgoQEBAQEBAQHFuFfBy/F6/B4A340rjkcA/xOAPwzgywD+D2vtz99nWYoQRdHOcaHevHkjAleSJOKerUEBTJPe0khdG+dr6ZvPuBQMGlSnur8XRcF3tXM6DdfwX7+jy63z1LQMvufcNIu+d8vopq//d0lm89rIB/cKQbeFD756uwS/vjK77/O3IvW2tlXiGMk7vem29JVd22r4ysNrEI5LHULDhVs/3c/6d3cM5/WffmaX3/PGdh6Nii6jD9u01LofisbFLmA763RoT5RH1+LOIz7rXp/klWEXGhjf2CqaT3rcbLvey5tTeuyzLkVjwre+8T0fpZSbpjtHfNQ6Lm2P/t23Xu0DlsdHZO0bo3ruu3PbN57d9vHNOf170Xe+MCm6Du46zc8+Ci0XPio7XQdjNp3W8upWlJdvf9N5FPUjvSAfC/eSs/GTaP9BAD9mrf3Fq2d+J9YhJv4ugF/wpPFgJNmVSgWDwQD1el0WSNd7US+IjLPE+CrkbaRXGQO+6cWTg5keTb4FaldsExweCnkCQEBAQEBAwFPF+0ySvQ0uifYR8I4c21r7c8aYX8Q6ttf3APjj+mX7gCTZFKDG4zEqlYporKy14uFB6ZhaK3rdlMvlrQb5u8B3OsgjaC16V0Mbeu564tef88hN3Xfc93Y9MeZpTXyf80hhiwQ/94SpT3pFbZp3Ss77zXda3dbeeafBPFJl34m+qL55p2p9INBehb403Pr5NGm+d331dp/1PVek+fS1lZun73l+l0fKrt/R9d5nnLnIm0u+vmHarnaGGgGdd1EZ8kix3XIB170nXa2UWy6ftkk/q+e9Ww63LfTcczVBuh7ub24b6vq45dd18j3jW1fzSMGL5u+23/S8022dp4Vy61WkxfStM7756BsXvvbTf+vvCF2WXfYUrR3Nm5N5+5tep/Ns5orGrX4mD7vsT/eJ+xS8XBLtFoDvNsacYH3V+DcAfBuAJoBfusdy7IQi6Ze0Pi9fvsTr169xdnYm3o2j0QjlcvnWhot5g/em7wKbRqi7DDR3s93FXs23Sd8HiibgrnAX933zAvINe7cJx/vAtznfVXo3tUHUgsB94bEXw/vEU7L9vGk/3kX/PAWaJl8ZnkK5XDylMXMb7LI/fdpwL4KX9Xs9jgH8J86j/9d95H9fcANU8u9w3RYQEBAQEBCwC56emP8I2FVwoqBVpAoOCAgICAgICMhDCCeB3eOjMHJwqVTCYDAQQ3kSs5JI1fUeA/yeS3n2Hr6ruyKbk6d+RePexefVfZc0XBuJu76W2xe72rPt8+4+ae6bxm3K+1DYZh/3VNLcN/+n3u4B94vHHoMBTwf35dVYFEbiCwD+d6wJtP9pAD9krf1t91GOXbGr4KUFLXIcJknyaLxvefAZRt8Fdk3HNUQvQpGxuJtnUV20DRIF4CJj0V3aJc/QPS9NN333sxYc8wTnPKHSJ7y6728zMC3K86YCbJGxsA5b4RqLuwbTeYaybju6RstuHXxjyXUScQ2RdR3cgxKdEXzt42tbt4/cumwbUy7c8gC4FgbEbQ+2+7a2LaqHz+Dd94xbd+3I4DP83mYg7xpUb2tD/qa/c/Mrqq9bBvc7HXJBp++GsPAhzxlBt4nbT7r9dL5uGfX8ch0HdjG4zyv7PuNDf6fnd9H80u/usk9tm8u+Z4rqwrK22+1HZZ25U8HL7BZG4mux9nL8/QB+Kzaj2eu0HiycBODnfSIxJ/m26L04nU5xdHQkXF4AcHBwIOTTpVIJWZZtDBK9CORpb/Sz7kQr8nDMm9z7nLDyNjL9edd09KLhpqcXG/19kUCVl4bOT7dv3sJfVN+ieuQJQG5dtvWJr/zus65w4baLb8F1N74igVPz27np7oI8AcWXjtsfetPlZ3djyWuDbQKXr5yuIOKOE18d9CaohQDfGHX/dvvCnasMM+PbMLe1t26LarV6LS8NCma6bYs2WndMu3Wh4Kzr6X7W9dEHH3edo7e4u675yqrHOuEKFnmHLVcYcNtz23c6f50eP7se43nChE/I03W31kqb+ARAV9BhO3GPceF6E/rGWJ4w6VvnfWPc91mn6zus6LbSB/MiodddN910dBl32et0uo8Zwwu4H41XYRiJK/wKgN8O4CsAer5E7AOGkwCAfr8PwL8wcaPgQO10OjIAnj9/7vWIeeyODQgICAgICHh6uA/pYFsYiS9cPfchgAGA//IeyrA38iRlV9J2TwRP0Q05ICAgICAg4GnC7HrF8Jj4zGc+Y7/4xS8+djHuBNuuF2azGeI43lugKwo29z6AavOnEttlPp9juVxusBkA+xnGLhYLRFF0L/3Cq+wiflFSWcVxfOf5BwQEBBC7XJt/2mCM+QVr7Wd8v4X7sB3BgTUajTYi2adpinK5jOl0iizLxPPx2bNnGAwGsvl1Oh0Mh0MA6+tJvkMaoclk4rW96XQ6mEwmaLfbSJIE8/l84/fj42NYa3FycgIAaDabstEmSYJ6vY5qtSq2PbPZDJeXl5J2q9WSO3IKCMvlErPZDGmaIkmSDRLx1WqFNE1RqVSQpimMMZjNZlitVphMJgDe2REdHBxgNpthOp2i2+2iVqvBGIPpdIr5fI4oitBut7FcLnF2diZ1KpfLODw8FM9QgnWvVCob36dpiiiKsFgssFgskGUZGo0GZrMZoiiS/IC14HR8fLxhf5JlGS4vL9HpdGCtxXg8ln5jnxHdbhflchmTyQTz+RzNZhNRFGEwGODw8BBpmmIwGCCKIgk/cnx8vHH1bK1FmqbIsgzlclnacrVaIY7ja0LecrmU/o3jGMaYjXFwcHCA1WqF0WiEarWKZrMpz7O9nj17do37bzQaoVarwVq7IZwlSYIoijCZTNDr9Xayj+NYAdbBiPk7+2Q0GuHFixdYLpcwxkjUfNoElctlrFYrnJ2diRML58lNMJ1OUa1WN7g1dZlmsxna7fZGPdhfWZZhsVhgPB7DWotnz56JgJumqfQ7y+07NLhcfWQKSJIEcRzvXC9tL5NnFO07dC0Wi60Cd5ZlOD09RafTQb1eR5ZlItDXarXC9IfDIaIokjZerVYYj8cyn09PT6Xd3LLMZjOxU9OYz+fX5vZDYJdDq7UWs9lMyndfZXTnluuYchMsl0skSYJWq+VNh793Oh3v+0X8sQBwfn6O2WyGZrOJbrdbWI75fJ4brJzziXnepM5cz9lmT1UYvBeNl9nu1fivAbgE8A0AWgD+grX2/85L77E0XhRUfAJPQMC+qFQqIlTsglKphDiOrzl9PBaq1arMAy1w+OAzRr8J2u02RqMRut0u6vW6GCNnWSYHhtFoJG1ET2NCH3h8ZarVaqjX6xgOh4X12RWuk06j0cB0Or323NHREU5PT2+dn4Z7CHPzb7fbKJVKSNMU1tqNcrnt9vz5cxhjNry2+/0+ptOpCOW7gLy2PjQaDaRpKocc4vDwENVqVYSQi4sLZFmGw8NDTKdTLBYLVKtVNBoNJEkiBy32IQW4orl2fHyMt2/fbnzHPonjWMZ6rVaTg4wOoP3q1StMp1NMJhN0Oh2Uy+WN9KrVKlqtFuI4xvn5ucybWq0mlHOaD3gwGCBJEqxWKxweHgLAxmGU5SOl3XA4xHg8Rq/Xk4P1mzdvxFuPgkuWZXjz5s21djfGePuQwvJ4PJaDhzbsX61W6PV6oixwwfZymVz04VHXJ45jqYtuO7bXq1ev5PvT01MZK+VyWfqJQlalUsHHH398rUxRFMnBvNlswhiDarVaeFtwFyjSeN2p4GXeeTV+1lr7rWbt1fhFAD9jN70aKXj9fQBVAP+UtfaHnLS0V+M3ffTRR3dWThdcrFqtlkwm7ZK9j6E8JxMn6dHRkcT8yluEgXealFqthuVyifF4vLEQEoeHhzJBF4uFaMk6nQ6iKML5+bmUI45jbxrUNF1cXGytT7PZ3HmRBdaTular4fLyUtrOGLNV4CiVSuh2u5hMJqL9uUuUy2XR7rlaLB+azSZarZbUnZozvUlQAKhWq1itVlJHLlD9fn+nNt4F3W5XtIrUjLXbbUynU+ljd7M5ODhAqVS68w3+JtCL6Tb4PIwfA3clPAbcD/I8dN8ndLvdJxeO6CYoOmDomJc3wT7hiXbFQ5BkP7Tg9XkAP4K1xuvXsfZq/Glr7S9dPfO1eCd4/RMAZgA+tNae56V73xqv+XyO09PTaycDbqyvXr3C8+fP5ZpmtVphOp0ijmNUKhVkWbazcMZrJi2QkGz7rqBVtruUR2Nf1ext7/azLMtVCadpiul0CmMMFouFnASZJ69D6/W69Ms+qurxeCw2XG6+d+mVmmWZXH0NBgN0Oh05EVprkSTJxnUwx91qtcJwOJRT5K7wxULiaZxaEdaxVCphsVhgMpmIZy/fWa1WGAwGaDabcvo+PDyEMQanp6dotVpot9uYTCaIokiup4bDofRNt9uVsvNAw+dYjlKphPPzcxwcHGy0+9nZ2c7C2rNnz+REHUURut0uxuMx5vM54jhGFEXSlk0lrAAAIABJREFUrtSCuRsFr4Rd1/7Xr1+jWq1KGrVaDYPBQDRInEMnJydy/VatVuUQVK/X0el0cHZ2hjiOJV+aAVB7UK/XsVqt0Gq1UC6XsVwuYa0VTR+v56MowuXlJZIkwf/P3pvH2VZU9+Lf2uOZ+vR47+U6RBxQEIMxzhGiSXwR4vSLGtQ4JfpDfRFFjAOChhCMhOHFS0LQaJ5BcQIRghjFqAEkEVFE9CmDXPBeeHCnns+053p/7F7Vdaprn3O6b/fpC9T38+lPn7PP3jWsWlV71ao1WJaFqakpzM/Pi01BuVxGrVZDkiSYm5uD67qwbbtLmKXjwW3btgktQa1WQ6lUQrPZ7LpXt/mqVCoYHR3F3r174bouJiYmAEAcxzmOgz179ojxqNVqXVqk6enpLg0SYwxbtmxZoYVaC0hgJt5rNpuCvmmaIo5jYSKSpilKpRJc10Wj0QBQLPhv374daZp2tVG9d2pqCu12ewVv1Wo1BEEgjsKKoAowxJOrmQs6UNubzaYov1KpoFKpiDBIujHhnGN8fByNRmNFyjwg3+xNTU2JY+tewpGsjVPHmd6vdL1Wq3VpwQikNOh0OtoxsiwLk5OTYv2iOajisMMOG0bu2aEKXjsA/DXn/L1L12rIjxplr0ah8eKc39av3I0WvDqdDu655x6xcE1OTsK2bTEwsrrTwMBgeJBjSZkQLRuDLMuQpumKoxey4bRtG1EUodPp9LTh0aHXxqoISZJg//79GBsbE7ET6TqdKFC2EBKmVDvF9YRuc0k2obo4X4QgCBBFUaHtVBiGYkMjCwK9bKooFpw6F2izRfa2ZIdKJymDguwb6cREV8cg9oNRFHVpuuj4WHcfHZ+qoI23bDdddDxI9Wz08eFqMDTBa6Ow0YLX4uIidu7cCSDfYaiS8Pbt2w9ZIz0DAwMDAwODQwu9BK+HbvyBDUCR14ccQZdUxQ8FgdXAwMDAwMDg0ILR3SN30R8fH9eqQgEI+wk5nQiQ20nQn+piTJ4WRfm0VFWyTrWspl1QXcnl/0XpIXTP6lJSyGlU1JQRunbp0kuo96ttl0MZFEH2olH7oKJXagvdfb1opNomrPb8v4hOutx8anvUvtB39TldugyVF3TlyXyneijJKWx0z8jt1PVP97mIdjIP6Gggt4t+Kzpy6cUjOl5Qy5LngVq+nAuxlxu9nEpHpZ0aTkLur3qtCLKtni5Hna7tchqWIrrRsa1uTTgYzX6/NU69R76m/i63p1ebyJZHF3JB5QO17l7rmm7tLWr3amimlqPrr65N9FvRmG7Eicwg5VL76N5BUjStBx37takXBp1/G4mhCF5sgPASnPMdw2iLDqVSqVDoAiBsCeisnF4OFPcmiiKxABgYGPSHKihuNvoJburLeD3nuipQr5YmvRJvy8LfIGXrBPkiQX+QMnsJWQeD9fJo7MeH6ka1V3vUzZJOoBi0/0X1qoJjr00wsFJg77dh0dFjrXO1H+3U34sE0tUKtoO0aRhejb2woYIXGzxptu7ZoSbJpoCbruuiVCqJQG9kRCkHFOwHeRcgB0Dsp3VSNQs6rYduwevFnP12tfRZXvzVXbP8XX6mH5PrNDr92ryaenSLSL8dddGOUd2pyZ5H67GjLer/IAljqV86bUbRIq97KcqaJjVZs+6FUdT2Iq2B7sWj0o74Sd3Fqy8Rubxe6PWi0NVL0GlDqG4y4Jbnr9o/uq+oLJ2GSwfdHJHpQr/LBtLqeiGPk05gUmnaL1G67mWuW7NUXpShW7uK7u11HcCK9YfKVTW1ap90vFfE53JZKh3ksorWLXmdl+9XeUb2glXLUtun0l/mRfn5Ilqr65pOQCt6txTRW4eid4faPh3NZJoUtWU16MWTVCew+dk8hqHxGiRp9grwISfJHhvrztVNLvBbt25ddVkycx8qKXAMDAwMDAwMNh/DELwGTZptYGBgYGBgYPCwhgknYbAp6Ke+NjAwMDAweKiCmXASBw/O8+TJlDesCJ1OB51OB5zzrqS7YRhibm4OMzMzIrCc7kw+iiKRMmdubk4kHw7DUJxPUyT06elpHDhwQNsezvOkrrOzszhw4ICIPKzaODSbTcRxrC2j0WhgcXERcRxjbm4OYRiC8zyCNgW3o+co+GySJIjjWAS0o6TaVG8QBAiCAHv27MHevXvF89SmRqOBvXv3IkkSJEmCIAi6aEVODQQqW+17HMd48MEHtdGNaTz6RZKmhNurQZqmYtypHUQ3uhaGYeGYUbRx6pfMQxRZW+03pZii+6hf8r2q/YvOJkTud6vVQrvd1qb64DyPtt9utwvLoD7LEeKJ1nJ6pTiOBe9QpH7VFms9Noe9yuA8j5hN9NXdK6fnkiHzYy9eUrGwsLAiR6H6bJHxuI7n1wJKSxaGIVqt1kGldTkYUD5c4nG1f72M6AdpM61BBM45Wq3Wmmko8+x68KfKB+uFh4JSZZg4lOgxFI0XY+znAN4K4BcAbgfw+wCeDOB05B6N+iyqSximxkuOJmxw6KJarcKyrC5hRM2TuVpQ2puDWZTXgmHmnOuX3NpxnDXRj2wZ1yPRdBHIs7jZbIpo1ySUkzHuILlF+9GgF+r1OrIs06YzkaGmfqlUKqKtMn0PNldfpVJBGIYipZGch5Ryjbquu6qXO6UT4pyL9D+UD1Sl3WpycBIYYyKVz1qgS4BNadcoJy5t/mQjbcrVOkjuWc/z4HmeyImrmxOe53XRtVwui3REBwNKwUSbQ3nz6LquyB4wNzeHcrmMcrmMRqMhHMOCIIDneV3vMc/zwBgTY1W05tD8d11XbCo8z0O5XMbCwgIYY9i2bRuyLMOBAwfAORfrZrlcxszMjLZc1VhepV21WhW0830f9XodCwsLIgE6pdpqtVpdZRWld6I0a5ZliY0soVarFWYTWE/00nhtqOAleTW+GsD1AO4F8DwA53POdy39vkMneLEhJskmtFqtvotgv0Vb9awj+spJmtvttkjHAeSLVxAEXQzlui4syxITRa3Xtm1UKhWROLkI9XodcRzD9300m03xsiqCupCWSiUR76lf4Fh1MulAR4u+7wsNmPrsyMiIEKhogVitl0u5XIbjOF2C2WrbulbPmoPFapNED9KXtWK1QuHB0lX3Uh0WDkYgM1gfmDEwGAaq1eqq01+tFr0Er2F5NT4JwCKAYwDcPchDw/ZqTJJECF31el3s9EhQKHJPjeNYJLweFAcTP0TnziwzkJzPTIWc94xcf2WX+NX0oV+bgJw2cu6sQRJXE0ZGRnrWRzufSqXSJeR2Oh2USiVRT69y5PLoWM1xHKRpinK5DM/zxPGRbdtCW0G7azUUQz8PVl3/SfjknItkzurvNKay23WvDAu9eJXK8jxPHOd6ngfLspCmKebn51GtVleET9GNcZZlQkCM4xjVarUwn6Iuv5usqSKo4S7kuhYWFtDpdLBt2zaRJHdsbEy4pIdhiNnZWYyOjnbxBZUVx7F4sdN4URvUcA2tVgtpmmJkZESU02q10Gg0wFie0Fl+hniH+hpFkUjeLmuh2u22SEE2Pz8vtFW+76NcLoudedEclutjjGF2drbriJPa1el0RL8556hUKrAsC51OB57nFfJqEARdydqjKEK73cbY2Bg6nY7QTPi+LxJGj4+PiwTfURTBsiyhkZTHlkwUSDPXL0xPp9MRScGBPLUblUuJv4lGlPyaNCOc58nFW60WqtWqOPZOkgRTU1Oi/6TZazQaIll2lmVoNBrCbGB0dBTlcrlrUx3HMQ4cOCASxTcaDTSbTdi2jXK5jGq12kXjdrsNxhgcxxFrYrvdhu/7XWsLXZd51vM8kVWFTBFIs0dmC6SdkzU75XIZ4+PjiKIIc3NzIlk5aTAdxxF8SjSm437OOcbGxmBZFlqtFpIkQalUQqPREHOZkmwnSYJGoyE0pOqaS+ur53liYzU/Pw/GGCYmJhAEAebn51GpVESSdsoXSTT3PA++7wvtLY1DEATivUa8EsexaCdpwWu1GhhjwrRmM2N4AcPReO0A8NcAPgpgFMBrAPwb8rASHwNwA4DzOOeF25xhHDVS9nfKBm9gYGBgYGBgsBZsmsaLc/7XSx/fu/S/gVwQA4BdAI7fyPpXgzAMu3ZXBgYGBgYGBgbrDSNlAMIIlowj4zhGu90WtiqlUkmosrdt2wbGmPCMIxV+lmXodDoiAnIUReK4o9lswvd9lEol4Qk4MjIivLsoXRHnHHv27BHHDqTOn56eBgBMTEwI1TyposnQ13Ec+L6PVquFZrOJ0dFRoWJX7c7o6Gx2dha2bSNJEpTLZczPz8O2bYyNjQmVPhmr03EOqaHr9bo4tsiyTNhs0RGIfMSoO6ZK01QcJUVRJI51SQ09Ojoq1MZZlsFxHGEo7LpuV4onah8djVD+TKqbjh5orACIeur1es90UXIfSO1PkG3PVhMW42COdVcD9ViSxmbQzcXc3Bw455iYmOhZxzD6MgjIFs2yLCwsLKBWq604UhtWe4tyFfZ7hnh9mKC5eKiMo4HBwx0mjhcgzv/J+NzgoQHGGEqlkvC4OhiQzQJjTHg1rtbI23VdjI+PIwxDuK6LTqcjbKiKjPzJPs+2bZRKJSRJgiiKhJAex7HoH+UUrVQqmJubEzlEyXanyAi+yECebEdc18X+/fu7PIUo7AX1a2JiQtiKTE5OwrIsHDhwQFtftVqF7/vCTsj3fURRJMKokE0QsOzQMjU1Bc/zhKBN4SpUbNmyRSR4Ji8nqkvnkEB2RGQHNTs7C8/zMDk5KQRvshOhDRWFC7BtG9VqVYTGoM3UzMwMKpUKarWasJkD8nVkdna2K8TEox71KOzduxeO42BqaqrLQYXseshGhzZYk5OTWFxchOM4giaWZXXZmwF56JVGo4Hx8XHh/UU2XXLIDnmz1mg0hK0N2RcSb5L9T7PZFBk7FhYWkCQJJicnhVMQ2RvJfZBBdjwk/DLGxLO00aEE47TZmpubQ71eF4IxeeFRqInx8fEVa7NMe7LJGh0dXXVsQHkTSBuVKIoQBEFXX8keTGcf1+l0MD8/j8nJSWE7pdqvhWGIZrOJSqWCTqeDer0u6C1v4ogf5Y0ztXN+fh6e5wmvPNqAUxifUqm06ndYkd0ovRdpw0trleu6wlavX11kI0jrarVaRb1ex/79+8V4keNXHMcYGRnR2v0RfciOzfM8LC4uivUlTdOedqm6jfNGY9O8GovAGNuB/MjxE8hDTNzFOf9C0f3DELwophTtUsfGxoSHFhkTqjGGiiBrn4DuFx8ZUhaV4/u+WHAIIyMjiON4IE83xhjq9brQTA1yP2m9ZLfhQbBRYRBkz7aNDLWwFld4A4NDAWsN+7FeKJfL67LhWS2q1SpGRkYwPT1d2H/P81AqlbqEWR0G9aBVQzE8FLBt2zY0m02txzsZwM/OzmqfpdOOQT2lLcsSwiZhvbxTN4rPtm3btuHp/A4ZwUsKL/HHAN4G4P8D8I8ALuacv0O5d2jhJIIgwM6dO5FlGaampgBAeOaQCp52EnQ9DEOxM+vnTaZDr93TRqFXO1UvMpo0g7ZP7Q95GNLRoHrkSRqItR6rkEC8uLiIww47bEUy2Ha73eXZ1q/trVZL7OxoTC3L6jqe1PWT6NRsNkXwUjpqJY+aRqOBsbEx4aVDgi7nXMTaKRIuyUOIPIpI+KYXEAXBrNVqwrtHTj5LAUvl3ansvTkzMyM0LuQpRvGmSBvWbDaFVoSEeiAXXKlfRHfSdBS90Kampnq+DGWQRoC0AHIQYRmk8arVakK7RRo5uR2WZWFsbKzwhaOWSdoo3W+9XsLk6bZnz56B+kmQw6gwxlAul7VaP7UtdP9qQpCoUOOOrQdkXhkfHxfaq4crBhE2ikLFyOtstVrt8oQd5PmNRL1eRxRFXYGg14Jhxivsh2HE8jrUBK9/APBXWNZ43Qbgas75bUXPbbTGKwgC3HHHHahUKgOFH3jUox6FBx98UHw2MFgPbJa91CD1yvZTg95fdOQjL76qwDxI/2WbwLWi0+mIEAi6tqwHKPMBHav2CvUyCOjop1QqYXZ2Flu3bh1oY0RHMrQRIc1Er/AeFESTrsunARTugI53qH90L4292k8SoGV6yPekaSrqVDdpFE6EhA7f9zExMSEye9CRIAkIFPaDQqO4rou5uTkRXkEef8dxhH0oHbvRppoCk1qWJWx9wzBEtVoV2QwolAkdq9Lz7XYbCwsLmJiYEJsxOs6mILXtdhulUkkbRkY9AqWxTpIEMzMzmJycFG2QwyM0m01xVF2r1QQPBkEA13VFNhKK0UhjSPa8nU4HcRx3bRZlyPaLURRhenoajDFMTU2JTAjyUanMS7KNs1omHZnScWKz2QTnHOPj44JfaQ7pNu2UfcH3fREiR+XnYdpRHmqCF4WX2IE8av2OXs8AGy94tVot3HXXXSJeSz8YwcvAwMDAwMCgCJsdQFVAE16ir9A1DJB6eNAd70PBIcHAwMDAwMDg0IMJJ4Hl8/VB7ZnkHGNpmnZFiaao5mRTI6ueZZXtoeSGb2BgYGBgYDAcDF3wYozt4Jy/lzF2HIB3AXg932QVUrVaxdatWwfWeMmhAfbt27fmeknw0tm5yOk26D7ZNbbIQJ7Kk13WdffqrukERLquDpF6T5EQqQqbanvWc+hVeslG5nJ7dLSR7RaK6Cy3VS4DQJdNiy63pPydBHQdXel33W+6e3VtVeuWnyd6FNFd119dO/rVVcQPMg1U+uj4XP4rKk/e3BAolIXM07K9kHxNTq2jtrNXn1Q60Pwrmm9yX2TnB91cp3vktClkn0L0k8uka2obiugt3y//po4rlSfTkZ5T1wu5fPV3mc46niniBd1cVflCvl9Hl351qPXI/df1TXYOorVFtYUqap/aNt2aqNapmxdyH3rNdXpGNvon5xO1LDk5ukoHskujOSWDniH662hIDj3qu073zulFx37vx6I1Sy6b8zydVK90VRuNoQlebNmj8TeXLh2L3Lj+DwB8V3O/7NW44e0rl8uFnkrkuk2eP2NjY+CcY2FhQRjkE0OmaSr+iCHVF6nMRPLiJjNUv5eA+htjy4Exe2nTBhF0dAv0au6Xr6sLlpz0epCy1wrOufAslA2oZXrJiwR5z+kWHbn9BF3MG7qXeEFe3Djv9oSkF64ORUffupeB7GVJ9cv9VRcrOcaUWrZMH7n9at/VOuR6iqDyJLVBFlbV+aETxooEClXwkYUaip1FfZLrLKKrbnzVz7q2ULlFArvKE6pQKLeDch9SeZSvE4AwkFfrWc28l4UunZBBdFTLUAUolR69+qrypgydYCWvE7q1hO6nsZbpogqxch1F3nXyPFGFAZU/ZUGXvJTVctR1XhUyiI6ygFtEj6K2yNd0GwF57aE6Va9j+V2lE2TI8D2KohV0lZ+hctU20jtUHVfduqMbD3lMdMKqjgd140+8O0jQ7I3EsDVeXwLwJMbYYcgTZncAPBEawYsPM0l2mqJ27rmoHX88WJqCjYzAeuITgVYLGB0FOEfWbMLZvh31eh1W3j7hgk8g4cekHTIwMDAwMDDQYdgSAm0z/n8Ap3DO9zPG3s8Yeyzn/P4ht0Ug+dGP4J9/PnD++eJafNxxcG+8EfFv/Rb4+Di8664DsgzMspA8/vFIjz0W/qWXblaTDQwMDAwMDB6CGJrgxVd6NNL1C4bVhiJkmoCK7o035v9vWw4vFl19NfgNN8DftQvOrl1I3vUuZPfdB1gW4DiA74OVy4DjgNk2uCayMnMcgDFwUuEzlj/PGJhlic/ydTAGZtva6wf7LLNtgH43MDAwMDAw2FjI5+mH6t8zn/lMvpEI//3fOQcG+ssYG/jeh8pfZts8c12e+T7PSiWeVqs8HRnh6egoT8fHeTI5ydOJCZ7W6zzZvp3HRxzB4yOP5NFv/iaPXvACHr761Tx4z3t4eOWVPPz2t3n8y18u0/aqq3jWaHCeZTz4y7/k0Y9+xLNOhwdveANPdu7kwUUX8eDii3m2sMDDq67iPMt4ePnl+bVOh4ef/zznacqDCy7gyT338PBb3+LBxz7G0wMHePCe9/Bsfp4Hb387T/ft48HJJ/Pwq1/l8S9+wcNXvzp//vLLeTo9zeM77uDBuefm5X/zmzy6+ea8jIsvzsu/6CIe3XILDy+5hAdnncWT3bt58IEPcJ4kPLz0Up5OT/PkV7/i0Xe+k7f/ve/Nn//EJ3h0/fU8vvNOHt1wA+ec8+i73+VZs8mDL36RB695TV7+hz/Mk1/9igfvfCcP3vIWHn75yzx8yUvy9lx1Fc/CkAcXXsiDc87h6cwMD/72bzmPYx687W08uuUWHv/0pzz82td4cu+9PHz963k6O8uDM87g4WWX8SwIePCpT/EsCHj4zW/m/Mw5D849l4df+QqPf/ELHrzxjTwLQx7fdhtPdu/m8U038eDkk/P6v/Utnh44wNO9e/Nn05QHZ57Jk1//Oh+jM87I7/vqV/O+tds8eMc7eLp3L8+aTR5+4xt5fR//OI9vv51njQYPLryQ8zTl4de/ntNv3z4efOADPGu3eXj55Xk9ccyDj3+cZ/PzPGu1eHjZZXk9n/0sj265hUff/S4PTjst56Ovf52n+/aJcc7abR7fdBMP/+Vf8nI++EGe7t/Pk927eXTzzTm/nXwyj268kYfXXpuPM+c82LGDJ7/6Vc4P55+fX/v0p3n47W/nn//pn/JxjOOcpu12XsZXv5pfO+kknuzcyaObb+bhN7+Z1/POd/LoRz/Kfz/rLJ7u2cPj22/P28Y5D847Lx+nhQUevPGNPN27l0c33siDT34y//1DH+LRf/1XTq8rr+RZGPLwiiuWf7/4Yh79+Mc5j1x8Mc+azZw/L7wwp9ell/Lo6qtzOv3Lv/D4Zz/Ln3v/+3n8gx9wniQ8uOACni0s8KzV4sEZZ/Cs0eDJr38teDy6+WYeffe7Of/+8Ic8/Na38vIuvZRH112Xl3HRRTxrtXhy7708+OhHOU9Tnu7Zw8PPfjanwxe+wMNrr82fu+YaHl56af75X/81v56mPDj7bJ7cc0/Ovx/5CM86HR7dfHM+Nznn8c9/zsNLLuGc83wOXXABz9ptnuzaxYMvfCFv3w038PDKK/PP11/Pw698Ja/nkkt49P3v5+PwN3+T88uePXk97TZP7r+fB+edx3mW5eP/qU/lZfz4x/lYZRkPzjyTRz/5iaB7fNNN+efzz+fxbbfl9998Mw+//nXB89GNN+bXv/c9Hnz605xzztPpaR58/OOcJ0k+P9/9bp7s2pW38/Of59H3vifqi++8My/rggt4/POf533vdHhw2mk83bs3f+aKK0Q/k127ePC//hfnWcbTBx/kwcc+xnmaCtoEF16YP3P55Tz813/Ny2u3c969777l35ZoSOtTfMcdeRnf+Q4Pv/zlfDxuuokHZ5+dlxEEPDj3XJ4tLi6PwxKPR1dfzYMdOzghW1zkwfvfz7NmM6/va1/L+WQJwSc/mfMmz98RND/T/fvzdZ3quPHG5XKzLJ+/99yTfw1DHpx6Kk92787H/H/+T0HL+Be/4MGZZ3KeZWIsw699jQ8TAG7hBTLNUAKosmVPxsORpwm6DLlH4wyAiHP+T72e3+gAqgAQXXMN+F13Ac0m2G/9Fvg998B69rOR3XADnLe8Bcn554M961lwXvYypDt3Irv0UrDnPQ/syU/OxZc4BqIIvNPJP3Oea71kYz/Ocy0YiTxZJj7zpc9MuU6feZZ1X5f/0lRbZtd3TZni2U5n+Tr9lqbL5ZIhquMAjQZYqwUkCZAkYPPzYHv3wt67F+whlMvM4JGHrFaDJYWCAZZNCgAgOfpoOL/8ZeHz3PdX8Hhy+OFwdu0qfCZ+3vPg/vCHXdfSww6DvXcvACA88UT4l1+el88YGOdIH/tY2PfnlhfRy18O75pr8t9LJbAgQPzMZ8L9yU/y31//enhf/vKKz+Eb3wj/C3n622x8HNbcHJInPAH27t1gaYrkyCPh3Hlnfu+HPgT/3HPzz2efDf+jH80/n3su/A99KG/zox8N+4EHkDzlKXDuuiv//bTT4P/d3+WfP/pR+GefnX/+4hfhv+ENeZs+9zl4b3lLfv2UU+BfeCHiZz8b1n33wd63D+HJJ8O/6KL83q98Bd7rXpd/vuYa4OKL4X3rWwhPOgn+Zz6TX//3f4f30pfmtP3Od+D+j/+RX//GN+C97GV5PeecA//DH0b04hfDvusu2Pffj/Dv/x7++96X33v55bBPOQX2nj2Ir78e7otelF///OfhvfnNyOp1pN/5DtznPje/fu218I4/HsnhhwPXXAPnN3P/sPi//gvuscfm9Nm1C/bhh+f03rMHyamnwvvKVxB99rOAbcN7y1sQ/dEfwb7wQthHHJGXe8UV8F7zGiRHHAH+2c/CPe44pNu3w7rzTsTXXgvvta9F+La3wT33XFhLqex4s4n06KPh7N6N+JZbwM8+G97VVyO64gq4J5wAVq3m9y0ugi2lxOHNJuIrr4T35jcj/JM/gX/ZZfnJB4DswAGkd94J97jjED/3uXCuvz4/tQHAgwDp058O5667kO7aheSqq+CfeirCM8/MeYScuRoNsKVI9DwMwVwX4Yc/DP/cc3O6v+c9y/d2OkCaglGkfc6XT1uSBOFf/iX8Cy9E+MlPwnvrW4HRUbAgAG80kN5/P5ynPhXx858P9wc/QPQf/wHvJS9B9Ed/BPbBD8J90YsQH3tsbiL07GfDveUWJHfcAefJT85PdYD8XTak0x22WZHrJU/GVwO4GsAEgFkAUwD+jnPe7PHs0HI1AhBZ4zfKy+7hDt7pgC3lCjQwMDAwMDhUEe7YAf+UUza0jl6C1zBsvL4E4Emc8x2SxosB6Cnx8SF6NVKyZUpMSp6Ko6OjaLVaGB8fB+cczWZT5OMy6AYbINWSgYGBgYHBpmPLlk2tfhjqHV3AlH8C8GHG2KmMsXcNoQ09oQpScRxi93PPAAAgAElEQVQjjmPMzs6i0+kgTVO02200Gg20Wq1NauWhD76wgOh//2/xPXzNa8TneEklv1bEz9JuHIrb0kNzmTzpSWtqQ/TCF67q/uSJTyz8jWuyJERLRyXpYx6z4rfw9NNXXEs1i0d48snL5Z1wwso2LR1zdNX7h3+Y//aEJyy3bymBcvT61y8/+/jHL9d92GF5fUtHVACQPOUp+W/btolr8e/8zso2nnhiXvaLX7x83/Ofv9yeV70qv+/NbxbXsomJvA5p7MIPf3hF3VQ2AETHH5//14xb9IpXLH9+5SvzMo4+WpSZHHUU+FKAxfCNbxS/09hQ2QAQLh2rJY9/PLKlox4aSwAITz1V9CE+5pi8v9dfv/z7Uvlym8IPfjAv83GPE2MfvfSlSI46Kv/9Ix9ZvvfiiwHkR6E0XuGb3oTwXe8S5dLYhqedJsYn+vznl2nwuc/l7TruOKQ7d+btHR1FuOTpHT/taYJ3wvPOE8/xhYXlMpaORMPXvhbJ7bfnv3ueWBPCj3xEtC/63OfAl46f4u99T5QRX3ddXne1iuTOOxH/zu+A+764njzpSYiXjm6jV7wCyU9/mn9+8YsRLh1Zhp/6FMI///P8+mWXiTGLb75Z1JMuHQ+nj3oUsqW8u8kRR4j5E150keDt8H3vQ/jxj+flfeMbom/hW9+K6Mor88/nnINsz568nmc8A8n/+T9irNK770b43vcKmotnzj8f4UknLde3dDQcXXklwLn4Lb75ZtH2+LnPBZ+fX+7Hzp1Il44h4+99D+nSEXX8rGeJPoavfS14s4nw9NORbtuG+LrrkNxxR/7bBRfkdb373flzV1+NdPduZOUywo9+FHxJGRGeeCKQZcvjd8klSO+7L//8B3+A9N578+ePOQbZAw8AWYb4Oc9BcuSRSHftQkZH6yedhGxmZrmvV10lfotOOAG800H06leDM4Z0927wTgfpYYchPOusvJ1nngleKiH91a/y7xdcgKxWQ/bggwgvvhicMcQ33JDX/4xnIHniE5Hedx+SJSe58G/+Bsgy+H/6p9hMDDVJ9lqx0TZelGFdBQXI27p1K9rtNprNJkZGRlZkVjfoBo+iPPRGqQQeRcj27oX9G7+xbFdmWcu2ZLaN5Gc/g33UUWBLL/t+SO+7D9bERG6DZtvL9gKraWOrJewhRLn33gtbEj7I/oBHEdJ774Vz5JFI7roL9uGH5/Z7aQqmCcTHWy2k//f/wlkSBoqQzc2B+X7vI1rOkc3PwxofL/wdjAFJUtieFY90OpujoZTG3MDAwODhjE2z8VovbLTgFYYhZmZmCn+fmppCp9NBq9VCvV5HbQ0vegMDAwMDA4NHBjbbxuuQRz/hMwxDdDodcW8QBEiSpMsQX07XQ3m71LxVg6bz4HxlyhIDAwMDAwODhz42RfBijP0ZgK1LX3dzzi/bjHYQ7D5HH41GQ9wjJ8heC/rltJOhy5OmlqV+15XPOS+sV02WKt+v1tErzxo9p0tM3avNRZDbrOY8k6+p+c/ktsvtlp9R26F7pui67r6iZ1Wa9rpffU4nqMvtkQV6uVx1jHV511Ra6tqn5kgr4r8iGhEvyHncgOWxkDcoOr6S71H7SbkX5QTS9Cfzc1G+RB2KcrzJOfv6bZx6ba5k+svJruUNmprkWqaNLhdfURsGQa/75HyelNBdxwtFeR5V/i3iMbqmrnNqjkAdDXTjWTTGKq9QWfK6oPaF2lU0h4v6UjQnqC8qPfptsuV26XJfqmXRfWp+YPXdoPKSjn90z8u0K8p3qbZBHkOVZvJ3OQG8OpY0D+Uxk/ms6H2l0pbaXavVUFVMTYaJoQpeS+El5gC8iHP+x33uHVqSbNd1RRJPGaOjo1hYWIBt29i6dSv27duHLMswMTEBz/O6mEFmLPquW5CKJqVOWNAlz+4FnYDRqw5VOChazHUMXvQipklT9LJeLdSXjyqEUXvkF6Ru8ZYXokHbpdJ8NYu9OgareSHKgkvRs/36Lf9OUIUSVSgqEshc1y3kDRXydZkX6HnHcbpe4lmWiWu6l7YsqNE1z/PAGOsSDnQv+SKhWfdbkXAga7KL+qvyZD+6ED1lGtDzcp5X9XtRedTWfmtEP14mWJYFb8neMk3TrrVIpTUJNboXtDz/6Ddd3er8pmdU4Vt+kQ66xsl1yG0kgaCI73TCSNGc7rcuqPNKXsd0a5lchnyykiTJiueofDX5u0p7mocy/dS5onsfqMIelU9zQ0dvuo8SlydJInikiGZpmopxpufk++l5OTcyQe6vXK5t2yvKsiwLjuP0VbZsNDZD43UFlrRdjLG3ApjknJ+v3sSHmSQbwOTkZNfgZFkG27bheZ5gsC1btnQxI/3f7EE0MDAwMDAweGhgMwSvFoC7GWMfWPocbUIbVkAVnui7LGEbAcvAwMDAwMDgYDBUwYsvJ8q+ZJj1GhgYGBgYGBgcCjCuc4cA0jRdYV/WC6qhonyunWUZkiRBlmVoNBqYn5/H9PQ0FhcXEYaheDZNU8zMzCCUcs9lWYbZ2VkEQSDuI9uAKIrEd/LwpO+q7Ugv+5Eig8wiyLZO/RDHceG9WZah2WwiTVNEUdTVxjiOEYYh0jRFs9nE4uKitg9JkiCKIszPz6Pdbq+qH9QXsks6GGwkDVdT5mZis+s3ODiY8TN4JGNDNV6MsWsAfA/ALwA8BsDRAB4A8B8A3g3gLgDznPNLNrIdGwnOOaIoQhzHSJIEnU5HGAGS4XC4iuTRZES4lhelznuEEEURms2VqTF1bQuCoLAOMlScm5sbqE2MMZRKpS5hjeC6rjAgBdDl4CAbH8u/WZYlyutnIKyjBaWF6geiVdF4tNttzEsRpOX+ep4nhOleYwLkNIjjWFuO2j/dvY7jCONny7Lgui7CMESpVILrumi32z2FvVKpJAxg4zjWOpmoHkTymFSrVYRhKIxgaZw9z0Mcx1ojcGDZ00xuGzm5lMtlWJaFOI6xsLAA13WFJ6Ncnu/7Wv4lvnIcB0EQwPM8sXGgdjPGUK1WhTDOORflMcYwPj4ujPgpfAz1jz6XSiXYti2yWfi+j3q9jna7vSLDRblcRrVaRRzH6HQ6GBkZQRRFsG1bCPq2bYuxLJfLXXNG7qvjOKjX6+CcY3FxEVmWibIrlYoYzzAMxTPq2JGXn+/7Yr0iWsj0qtVqwt41iiJUKpUuo2nOOTzPg+d52L9/v+CVarUKxhiiKOq6v16vd83BcrmMcrkseEXmDyoDWJ7PrVZLGGtnWYZ2uw3btsXcSNNU8HSn08HWrVsFTy8uLmJ0dBSMMczPz4t1rlQqda15pVIJ40sBi4nf5ubm4Pu+mGPEk9PT00jTFL7vI0kS4S3XbDYRRRGq1apYD2ZnZwUtXddFqVTqmr+tVgthGMKyLIyNjWF2dlaMQRiGqNfr4l7XdWFZljB/ofEmmmVZhpmZGTDGuuZhpVKB4ziwLEv0JwgC+L6PVqsl5g1tMmkNmZiYQBiGYl2sVquoVCpirgVBINYe4ueRkRFhE00OG1EUCd6K4xj1eh2O43Rt8H3fx+zsbNd6VK1WBR9lWYYwDDEyMiLWt/HxcTGvW60WqtUq5ufnBb0mJyfFs0EQiLZtFjYkgCpbmRz7OgDPwLLgdRWA05ALXndzzv9dU8ZQk2QXgRZ7YsRBX9yrhfpy0IE8nIq0Y+pLvlqtipeb7/uYm5sTE5CcBtI0FYtzpVIR/ZUXIllAKpVKXRowFf08qwjqS7cItKiHYagVUNR7+9FQB5lu1WoVrVZLK4AQqtUqLMs66NAiw0Sv/hgYGKweg651BocehpGBhm1SAFWRHHupEc8A8EXO+W1L30P6TYdhezXKiOMYQRAM9GKlpNnkpgrk2iXajbiu26U1kQ30VRfiou86V2OCLlZJEbZv3z7QfWuB7A4M6F3XSQMoQw4pIN8fx/GKMAaqy3CSJEKzqDo+DEqXJElWtGl0dHTFPaQhkKFOXNJ6+r4vxo3K17WFjoSpvaR5cBxH9F/uu1p/mqYIgkBohxzHEX8UBoC0NkUgLUGapkKbIYffoPbT7hdY9uZNkgRzc3NwXVcI8hSGII5jQbNms4lKpdLlLSxrr+I4Fu7wpDUOggCMMYyOjgrtBudcaDMACCGb2hUEgdBekAaLNDgk5CdJAs/z0G63xbhWKhXEcSw0OnT0LGutPM9DqVQS/aD65ufnMT4+Dt/3xTF1pVLB6OhoVwiGOI4xNzeHNE0xOjoqNju0sSAepDAZpLWk50mrThuWIAiQpinGxsZE+bQ5lLVetP6EYQjf9wVvRFEktHnEa1mWCU0ArVetVgtRFIlsHY1GQ2hLyuUyGGNot9uIogj1el2MFbWf5nen00GtVhPjQs/RvaTFIW0RaVDkzZZlWajVanAcB7OzsxgfH0epVBKaPcYYXNdFq9VCrVZDmqZYkHJJyiiXyxgfH8fCwgI4513r+Pz8PDqdTteGzHVdsXEhvrVtG7VaTfCT4zhotVqizZVKRYReoHlEvJim6YpTgMnJSbiui0ajIbSeMq+22234vg/btsWYkeZfLpdoNTY2JjSAYRiKedzpdOD7vqC/bdvi/UX8QdqhTqcjwipZloXJyUnYto29S/kVCfSc4ziCJynNXqVSEfxbrVaFprdWq2lT9RFv0XuU1nJaW4n2s7OzqNVqQkNGdKD1k9ZdmivAsjJiM2N4ARur8doB4K855+9duvZnWNZ4XQfgz+m3ftjolEGEMAzRaDS6tCaWZYnFll4wm6miNDAwMDA4dNFro2zwyEEvjZfJ1bgE2WanVquhVCqJ3buBgYGBgYGBwaDoJXgZr0YsHxkAwGGHHYZ6vb7pQpfOW1D+rEaULnpuI6AzmgaWve3omGI9bIrW0hfOuVCjD1KeHFVaxXp7Ax4qUD07H+4gw3GDQwuPJB40MCCYJNlYtlkZHR1dU3LqNE3RaDTgOA6azeaK3HPq4kJn6XSeDyzbkDQajTUtRv2851RQfaqzgGr0Lguhi4uLK4zXx8bGhI3HILBtG6VSaYXXF5DbOMzNzSHLMlQqFeEQ0Atyvwc1rnccR9Sl3j85OSn6L3stkgeY7/uoVCrCDok8aRqNBkZHR4Vnj2zbIrd127ZtCIIAtm1jYWGhy4alVquhXC4DAKanp7v4wHEc1Go1tNttjIyMIAxDcM5RqVSE5x55qJGtE9mWkP1MEASi3YTt27cLjy0Awi5sZmZG3DM1NSXsZ8iTLQxDBEEg+qyChF8AXXY2ZENE9o/79++H67oicwTZ+xGNyG6lXC4LjysqH1gOxUJeZK7rYmpqCkBuOmDbNhqNBoIgELw+MjKCcrm8oizVM4yEccuyMDs7K7zQ5NyF8/PzgieIT6gfjDHs3btX2O11Oh1UKhXU63XhHUZ2gtRfsmukMizLQpqmaLVaqNfrK46woiiC53krbBXJHozmR5qmhelWqA5qs5xKB1jOVUsmF+RkNDY2hizLMD09jcnJSWFnRO0gWzSyOaMjOPIso/m1ffv2vkdztIlT1znyGm82mxgfHy/M1Uk2UvV6XdAnyzLB9/1AdqdF9ppynbKNr+ylSbxEzju96pY3scBy6jRdCinyWPc8T9ji6UC2W4O842T74iRJhHexvA6SnWAcxyiVSqt6d8rRABqNBrZs2dI1H1V+6HQ6mJubQ7lcxsjIiJYO8/PzsG270Gh+NfbQG40NO2pcsunaAoABuBbA4wEcBSAB8CMAxwLIALQ55//Qq6xhHDWS8akKMvIEINy36YW72V5iqxW2hgHj6WOw0TgU5t6hgEHm2sjIyKZ4366mXjUsiNwv2hj0CnGzGqjJo4Hl3JlxHMP3/b7ru7zuOo6DUqmkDdWzFtCmpBd/b926FYwxEXLhYFCpVLpiEqphTA4GtPkjZ5d+GB8fX7ExHASe58G27a5299uEU5iRjcRQbbzYciLs3+Wcv1q6fiHn/BTp+z8jN7K/nnO+V1PO0MJJJEmC/fv3i8/yzoU0U7KXUREoVgjt+uRJRF4sY2Nj4qiQPHEojs3s7Czq9brYIaooktjpWE/2rCSQ9obqs21bxB6i8BAjIyOYnZ0VWhNadEgrI0+E8fFxoZWJokh4y9A1grprIe8l2gWPjIyIBZAEW9J+TExMoN1uo9FoYGpqSng3OY4jvMZoJ8YYE55o5OFHHivUd4rpQ6EiZA2MvNteWFhAq9USi8/ExIQYc6pLji9DfEExoWTtoRynhzzryHmDYFkWtm7dCiDf0cnHYRRLiOL6kEcceR7Kcaccxxk4oCtpBVzXxfT0tOgXrQPULzlGl07rKMfB6gVaAMfGxoTnoPyyGBkZQavVErwtvxTVl0Iv0I67KL7bli1bRFDhXgtykTAzaPgT3XNULnmhrTeKYsGtF8jLVRYGBhH6SHNWRLf1fMk/0rHRPLBRoLV8ED5YT37Z7HASGyV4fQbAX3DOz5Cu75C9GFn+tjsaeTyvv+Sc7ysqc6M1XlEUiejuuoWeXgCTk5OYmpoSwQp1qnsDg83CWrypDtYDi4426RiQjkM2ejdJdR9M27MsE1oOFSQsDJqfVT767Nd3EpaLyqbQGXQEqB7BxHEMxhjm5uYwOjoqTAFIiKajZtLQVyqVrk0jCe4UeoK0N3IIiqJ2EYrCo9Cxe6fTwWGHHSaOyNQArvR8mqbYt28fKpUKxsbGxLHh2NgYZmZmxBEqhTFQQcdnQL55cV0XURShVCphYWFBCOSe54lj0iiKxFEz0UIObaEeh6sbyE6nI47sms0mOOeYmJgQWhc55AltEMlEgI58aaPRbrfF8V273RZBXimIsIrp6WmxcSiVSiLcCkE9mpTfU9QmeXNp2zZ83xf9onAr8tG5DhQSQg6uS+YWtEmhTZlswkOaTQopIvMOhc0g5QQFdaaNoBwsluhPG1bbtkXQW1kJQUfEslJCDX20UdgMwWsHgFcBmEBuwH8tgCcCeDKAFPlR428CKAM4AsD7OOcrjX6WMAzB64EHHhA7e9u2uxY02rVPTk4ObBNgYGBgYGBg8MjEUAOo8uVE2J9Vfvq58v376133WkGBIG3bFobEMozNkoGBgYGBgcF6wHg1Yln9WWRbRWfnpIomWyKKRDwMtaWBgYGBgYHBQx8bJngN4NX4egB3A3g6gHdxztfHLWQNqFarGBsb62s832g0VhgjA1jhoqu6vcu/F32X7VVU4U92bVfv02njZPsC+R6qU3ZVJgNY+i7fp9oLUHm9DGvpd/n51UC2CZH7K7eTylbLV/st91X+XQYZdKvtJdrILvaDQnYdl6/JtjQqjel6Uey2Qb1FZfrrxoHGEdDb6ah0l2nZy6ZKNxZq/4tipcnQjYfcDhqTXvyn+6y2Vdc3dS7I9dDmSjcHe9GiSHsuzyXdc3LoBaKJyjdqW3Q06tc+FXJdunGQ1xCZx3utQ/3WA7Useka33sjzWu07tV8ug4z75eflZzhfTk4u07BonZPbKc9ndY2me9S6es0l2VtS5Qt1XshjpJYlt1luh3y/3Aa1XJoHRGM1LIbcPh2fqPWp9JNt/dQxG2SN0PVzUFtPqp9SdW0W1l3wYsVejW/j3V6Nr+Kc/z1j7C+Q23o1lXJkr8b1bmYXPM8TnmoUk0TO20Zxd9I0xcjIiMjrRV5aFGtIZk76Tswne/b0Y64iZtUtYLoJUSSQyBNJbUvRglIkjKkYVNDpB3kxkCdkUdgM3YKjLtQqjXQLtq69RfcNgqJxUBe/QcpR+1aEQcvUudTr6lUX5kGEv373DCIMqff2+o1+3ygMKvAaHBwMnQ8N6ObZw3FcNjtI+kZpvK4AsFW5po6exxg7BcAJAC5RC+BDTJJNYSMoIBwF5avX69izZw+azSYmJiZWeGu5rms8G4cIWROmagvWivUUaGT0EoCpTJ1AvR59UoXUXlqgot1y0X2DtpE0RvK9gwZuVOuX65Q95AYtS1cuCfZyG3WaYFVQLtJgye3sJejr+qZelzUcOo2EfK9Oc0ffZS2JiiJNWJGQK2tA6FpRHMEizYraR/maWqc8Lro29QpiKpfB+fLpg9wHeZxknlL7KfdHLgNY1oKqWiqZLqqWu2g81M2vTitVREN1LFVeUDVS6jPqZ5q7quarF73VMmVektuq1qlqv9Q+DgKZ39Zj/RwGNkrwagG4hzH2fix7Nd7AGPsQlr0aI875hYyxWwG8D8DHNqgtfcEY64pDlWWZOHZU/xtsHlT1/XpgkLLWWl+v53otmAeL1RyLDtqG1S6IjLE12T7qyl+t8KZ7rqifcnlF7e0l6PUb49W0Ub1W9L9XGQfDU3I/dc/paF80HmvhZfmZtdrN9uMV3TW1rn48pv6uayvdo947TMFgrZtTde5udLT39bCRXq+N+LCw6V6NnPMbAdy43u1YDXRHe8BwJ4mBgYGBgYHBwx+HRuKiTUaRGlWNuMw5FzZdBgYGBgYGBgarhQkngWLBS04tMz8/L9KRMMZEGAlZLUvlUHJa1R5JtluQbQrk773ao9pO0DW5H0VHDWq6oV51UDtVjyr1LL1XeauxCSiyVSiyrdHZ7sjtlx0CBvG66gXVPqKXvZfOLmc1KnBdHbp+y31SeUq9t9933Ziqti46GwqZf/vRpte4qn3qd5xWZBNFUL1QdW1SbWnk73I5ujaoNiny9X6acvU5nWdzv+cHPfbRjZdqL1Rkz0XP03fVKUceO50DTJFTTL+26+yoZNr2mke95rds62TbduH86oeitUBNKr7acgepdy3lDdIe1Z5rI9vTq7yidwD9DvS2r3yonU4dCuEkjkYeTmJ9sqCuAbpUD/JvaZqi3W6jXC7D933EcYw4jhGGYU/DQwODjYK60BusxFpotJ50LRJu+tWrE36KDMuLNmIbxRu6vhQZ2eueJaiG12vFIB66aht07e+1mSt6bjXtk8uWjfJV4bVoE6MKn6qQomtbkZNNL75S26oK7vLzOkFaV7YqqKmbbtW4Xt3kq5vYXpsitR1FQlu9Xhc5fTcDh0I4iQ8BeAyAnUo5QwsnkWUZWq0WGo0GRkZGRH6ucrkM27bRbrdRq9VQq9VEzBeVeWTmStO0a1IVxWaRGahfGIYiDYq6M1Q9yeQdvW4XrKtH/p12Q3J/5F1wrzb30l6o/dUtnrqJpPZftwuSy1Npv9oFX6VVr52V7HWpXu/3rK4O3cKlaqKKNDtqXbrvugVNXuzkBVDd1cv39nsZ6HbIsoZLpwGTn1M1LL36Sp97vdR02gmV/1SNtVqmOgdVeql1yWMlP6f2VW2n/Js673rxgLo+6cpR6aajK81/OUm2/HKkGFmMMaFN0gmJnPOupPVqPXJ9urbr6CTTUDXQVnmT2kF5/NQXe9GaoqOpPKZEA/k5md7qWMo0oxMTNYaY2gZ5HIrmim5tKZpjKl/R+q7jCdWTnMrtF0uvSODR0YX4i3hE5R+532o7VFqra5rK13TPZkcj2MxwEj5j7FQAGed8J9SbhxhOAgAmJiYAdEvxlIzU8zy0Wi20221s374dBw4cEIlbgZUvnGEkCDYwMDAwMDB46GEzw0mEnPNPbFD9q0Yv+wPa6ZHkTAFTDQwMDAwMDAxWg00PJ3EooN+Rk6qqNDAwMDAwMDBYC8yZGFYXIK7dbnd9T9MUYRjCcRzYtm0SZhsYGBgYGBgUYtO8Gjnn32eMfQLADznnl21UOwbBanI2ySEmpqenhR2YiiKjbNkebBDjdtXQU2cwKRvM6p7r53Ek319klKwzvi3qg84wVr1PNVTuZWQt/6YaxuoMRWWj+qLI0Wo9OsNrnWGsrkyZTr2MdXs5UOgMq9VwHur91E+in2yEqqZBkQ3TZdrIY1vEl/QMlSEb4crGr3RNNjYeRJvcj67qfbKReS/eJOPlIiN/dW6RcS/RUmdkrSaJ1vGpSke6jzZlant1DjE642Dd2qDTxvcyrC9qM/WXxk6XrFzmb13iZLlMdf0parfaFjLyVpNdy/9lFI2t3F5dGfJ4qnNWLkfnNal+V/slz1uZjr3GrMizUl3r1H4WrVXqZ/k5OaSGPJdUOslzvpchvfy5iK/ptyRJumygdeXraEug9Yb4JE1TEb5JN94y3eR7SqXSwytXIxvcq/EoADcAeFpBOUPzagRyg3iy5dKBwkrUajVkWYZ2u40sy0SyTZkRil7qRf9lqIu1KjTRwthL4JKfKxL0dBNbfjnINmzyhBr0ZdoP1K4kSQoXR51wSR6junvlBaRXzrOiulS6qAKT7H3Uq0/qmKhCkFqG+vLRtVeFTBP6rqtH9ZwDlhde9YWvaw9BdoGXPXtlbyiV9nJ/eqHXfJDLUceyVz0kRKll9OqjLGzJnoq6tsoboKKXqVpvkSew7gWpE5CKBBb5nn5zT51baptl/lVfqjJfRVGkfdlTWYOsAfKzMl3l+nvRVe2PPOd080Omq07g6lWPWmdRubpxKhJQVwN5w6Nbo9Q6igTSQeeY7tqg5ajPqmtDEAQ9yyoKr6G2j9aAfrk1i+b6w0rwWsIgXo1/CmABwOMYY0/nnP+s6+ZN8GqUX6wkaNHAkmDm+z7SNIXv+135HQ0MHqnQvbwM1gdFtC0SenS/DzI+/cpbK4pe/Adbz7B4bjVJ2QdBP82VTghc736SVpeg658qMPZqQ6+N43pD3jDqTmXUNqnC36GyTm2mV6PNOb+AMeYB+FsAPyssbQhgDzwA7zGPAWwb4BxgbEVYCNr127ZthC4DgyUcKovZwxFFtO1Hc/XFutZ6DhZquetVz7B4br0TROu0nLrv/a4fDAaxQ14N/+h+30h+0rW/Fz2LaL6ZYAej/hwWnvWsZ/Fbbrllw8rnCwtgY2MI3/Y2uOecA2vrVoSf/CT8d75zw+o0MDAwMDAweHiCMfYTzvmzdL8Zr0YAyc6dcAG4l12GeOtW+ACsT34S2atehWxmBiB7Dt8HGAOrVvO/Ugk4hKRoAwMDg0GQPfggeLsNOA7Y6Cisej1f58x6ZmCw4TpYKssAAB19SURBVDCCFwB+330AAKvZhH/OOQAA5/bbwbZtQy9FM2cMcBxw182PKAm2De44gOt2LWZ8KU0BSxJw2wZLUyDLAMvKy7Ks7j/G8j/LArcsMM7z+8lgeuk+zlj+G+fgtj3Y4pllYFkGXiotH6+qf4wt/+Z5QBTln3vBtpfvpXa6bv7HOZCmOc2ob7YNpClYkuS/0X1ZlvenXO7uDxlM+37ef/IqpfLkP/l6uZzTKcuAZrObjq4LOE7+vdMB6nXAdfMxdBzRJ7Z/f/7ZsvLxs22g3Qav1fKxBMAdB2xxEWg0wOIYvFbL22rbQKMBlMtAloFPTAC+D9Zsgo+MAGGY0w0Au+eevE0TEzktOp28D0kCfthhwPg4MDeXj+H8PDA/D2zdmpfz9KeD1WpAqQRUq2Dbt8N52tPyTYM8/DMzyPbtg/PUpxYOZXrffbCmpsAqFcQ/+QncZz6z6/fkzjvhPOUp4K0WsgMHYD/+8XnfgiB/5tZb4T796UjvvRewbdhPeAJ4GIL5PngYIr7uOnjHH4/07rvB0xTOkUfmNGw0wEZGwBsNJHfeCffZzwZvtYAkARsdBV9YQLp7N5xjjgGSBPF//zfcF74QyDKk99wD+4gjAADxj38M55hjwHwf2dwcrNFRwLIQ33prTpMlesff/z7cY48VG6zswQcB14W1ZUtOh927Ac5hH3543u9f/CJvq2SKkM3OItuzB87RRy/T7+67YT/pSSvmY/yTn8A+/HBYS5kv5DLSnTvhPuc5hWNysEjvvx/8+OPh3H679ndOaw+tYdRHmkdL6wKn9Y6x5TlLf2kqyhBrGZDzhuOApelyPXLZ6rolf5fns/rbgPfyXmXI16htYZjP6yTJ10nP068z9Axjy2vKakBOXYzltKN65LWW83xM5PeC2n7GgEolX0uCHqmPe70fin5byzNrKS9JwObmAM8Dn5gAa7WAOEb2mMcAIyNiHWVL/eUy7enP84CtW4FqNV8bSyWgVgNGRsBGRwHPg/XUp8I56qjidm8wDvqokTFWA3A1gD/jnN/PGPs6gM9zzq9gjP0AwJkA/hjAewGcAuAaAM/DsvH9bt4nnMRGHzUmv/wlnKc9DemWLUh27AB+9jNYN9yA7A//EIxeJlkGxHE+Adrt/G/pZdAlZAD5tTQF4jgXKAhLQgKnl7xlgVlWLmAsCRqMBAL6U4UtWszoN/oDVjfxiUnDcPkZdTGhugGwMAT3vG4BUwXnYHGc999x8n4CYFGU044ErSRZbnOa5tccJ+9XHC8vfJzn7VsqG0B+39J1lqbgJFBoBEcSRpFlywsRY7mAQnTkPB+npfbxchms0RBjSAsviyJkk5NC8GNJkvNFuZwvDkSXpWt8fBywbbBmMx/3JSGMdTq5lmF+PqdppQLWaID7fl4mY8i2bMmFqiWBS/TRtmHt3QtrcRHZ2BhgWcjqdcD3YT34IMA5rGZz5bC4bt4/AOEXvwhcfz38z3wGABBdcw28l78c8XHHAWedBfuVr0Tyu78LnHwyvBNOQHzssche8AL4556L8KKLwL72tVxYPP10eH/8xwjPOw/WVVfBvekmII4Rnnwy/H/+ZyQ33QTn+c9HeMYZ8P/2bwFACG/RN74B/t//Df+ccxD/53/C/f3fF2MYfuYz8N/+diR33IHsgx+Ed8014PPzSI85BizLYN9/P8I3vAH+l74E3ukgOvNM+Oedh+Smm5Deeiv8d70LyW23Ab4P56ijEJ58MtyzzoI1OYnwjDPgvP3tsB/3OIQnnQT/059GfN11cH//9xGefTb8j3xE8Eg2Ogprfj4f0loNVqsFcJ4Lm0cdhfCDH4R/7rmCxtErXwnv618XQkf8/e/DfeELV5gs8DAEK5UQP+MZcG+9tWucwte+Fv7ll4MvLoKNjBTPs7WCc0QnnAD3hhsQ/dVf5YJ9mgILC/lmhDaCaZr/JUk+H5eelcvpWpuW+Fb82fbymkVlAWCWBZ4kYLYt1jsxT4HlMmleyvUN8n/Qe/o9Q3SgzZ3j5OsHrf+0ThdtVgfVGsprGn2nzaQsCFK5aaqvT17z2u18nV6LDXKRLNBLRljLb72eYSwXuBqN/B1bqeTr8OwsWKORKy1GRrrfezI/cg4WBLAWF4vrABD+1V/BP+usnvccLHodNa5Z8GJ52IhpADZywYuSXu8A0ADwXQB/gtzDcReAjwP4JoCrAJzBOT+9T/lyOIln7t69e03tHARxHOPAgQMolUqIogiTk5MIw1AY0QdBAN/3DynjPINHMJYE2xVIU6S7doF3OuCdDtBogN9/P7w/+7OhN/GRgnTbNiSnnQb/1FO7rgst9BLi5zwH2e/9HtjPfw7vW98S15PDD0f6spcB27fDP+OMrjKi170O/BnPyF+uv/412Px8/v3AgfzlPD+fa0Mf+9iVm7BOB2zPHvAtW/KXMOewfvADuD/9KcJzzoF/2mkbRxQDg00GDwLwhQVYW7eCRxH4/DyyuTnwZhMIAthHHglrampD27CRgtc/ALgQwE8APB/AmwCcB+BmACcgF7LmOOfXM8Yu5JyfwhirAjidc34GY+ytACY55+f3qmujNV4keBEqlYqIUL9161bs378f5XIZ4+PjG9YGA4MNg9kwHDLgpRJYr2OgHs9x14XVaOTHK66bH2NnWa5VBbq0Ttx1kW3bBmt2FggCMM6RPuEJSN/+dvjveY/hCQODDUYvwetgfWWfBuBqzvkOAH8P4DVL168AcBbQFbuLAwDnvAXgbsbYBwCUAOhDvw8RvYRPiu3VK7iqgcGhjOib39zsJhyyiF73uq7v8W//NqJXvEJ8D9/0JoSf+IT4nj760V33h//4j0jvvRfRNdeIa8njHof4hz9c/v6EJyCbnc2PrNtthO9+N4Dcnir69reBJEG2dy/SX/1qudyPfQx8cRHZ/v3I9u0Da7XApqeRPfAAWByDhSGsmRlYc3P59zgGiyKwMMyPWhoNODt3wpqdhdVug3U6cH75S/innGKELgODTYYJJwEgDEPMzMyI77LGa3x8HHNzc/B9H5OKMayBwUMJ4T//M3DddbDe/364v/3biE44AXjHO+C84AVIX/IS8Pe/H97rXofoT/4EeNOb4LzgBUhOOgn2xRcju+suZP/xH/BOPx3R3/0dnHe8A+kPfwh8+ctwv/QlJEv2Su6xxyK65BKwww8HGx9HesMN8N7+dkQXXQTnxBPzI4AHH4T7e7+H6KtfBVwX3stfjvBTn4J74omwtmxB/J//CTY1BeeYYxBdey2sRz8a9pOfjPjf/g3uS18KVqvlhvNPfzqY5yH52c/AJiZgP/axiG+9FdbWrbAf85j8yLXZhLVlC3ijgWxuDvZv/EZuLJ0kuVcyAKQpeKsFVq/n3znPHQRkOxmypwGWjaGV417e6ax8hux2DAwMHlHYkKPGYWKjBa8gCDA7Oyu+y+mDfN9HGIYol8uoVqtCO0ZpUyh31HoH2jMwMDAwMDB4aOKQiOOl8X78CwCTADjn/GPDakdB27q+y8eK4ZJXXafTQafTWXVZ8nU535aaWkG9RvnEBq1LF7mXytHlC5PzmqllFEUBlnOwMcZE6gn5j+7pleCZoCbDVevulZtNLQfIo0zLSY7lPF5quWouN7ou53jU5corSmhclKBcpZ1u7OU0GP0iWsv3DZIfUOUjeYxUnpATQKt9Vumg0r0Iun7J9aupPWSeUdN86PJOqv+pLDU5sdpGNTGwSk/5u44PdLwpX5NzAcpjUDQX1JQx/e5T65dpV7R+qGuNbn3Q1Vu0OafUakX5/XTXi/i2aF4X8a5cnjwndXRU+6nyGa0TRX2Q+akX78rzSG7bIPXQZ+oLbexlOukSdhOd1D7L9KHne60RKk+oz+jWJnndktdNlfa6vqrtkPNQUl8pbR/VQ/eqibJ1ddN1eh84jtO11pbLZZRI470J2HDBS/F+fBtyT8e/55xfzPJ0Qf9Q8NzQkmSTx6LMFHTcODo6ina7jTiOMTo6CncpFpecrFpmDN2CSFCZC0DXZFRfgP20kWrZ6m/qIktQGVEtr9fElhmbUiqpNLAsC47jrJgUVAa1zXGcFfWr7VShLrLyIsU5F23KsgxxHGtpKS+C6qJF46rSTV5kdItJUWJX+T66l+qQBXG5Dzraq/VRHlFVqFQXWlp8dG2RBWcgdzKhduloIV/T0UyFTpAtEkypLUmSFPKlnMRa/S/TP8syJEnS1Q9VwJAFIbmfcp3yC1NuRy9hQR4flW695rMqOOjWEbk8ndAcx3HXnNeNu1q+nJRaFSqK+Er+neaYbn7Ln+U1Ti231wtZ5i3d+iiXJwsnKg1VIVRdv9WXt9yHIiFd3qgQHTnnSJJEe7/aPipbV3fRhkXtv8yfcjuLeFUur5/Aqo6NTsCjNUyeQ0XruDr2Kv3pP2MMURSJNU4+UeKcI47jLoGP+FzlgyRJxLra6XS6xnQzE2QDw9N4fQm59yMD8NwlgctCnqPxHN0DfMhJsqemproGnjGGSqUCz/PgL8VRUnM3GhgYGBgYGBisBsOSJMj78QrG2E3IvR9fC+CXAP4QwGeG1I5CkCZLBknFRuAyMDAwMDAwWA9suETBOf9r5fvNyON8fWmj6zYwMDAwMDAwOJRgXPEMDAw2Hf3sGQ0MDAweLthMr8YTAfwF5/xFw2rDsBDHMeyl3H1kaEmGgmR0niQJoihClmUIliJZk7Gg53lIkkQYO5dKJWG0mWUZbNtGtVrtMqZMkgRhGAobNdu2EYYhxsbGAOTemVRGqVQSRolZlsH3fdGmdrstjA/JmJLuiZZyTZbLZcRxDN/3EQSBMHj0fR+u6yJJElEPfY7jGKVSCaVSSbQ7CAJBq0qlIgwiZUNPuib3jdqUpilKpRI8z0Oj0YDruoiiCK7rCmPjcrks+tHpdAT9ZeNVx3FQLpfR6XQErWWvGNu2hXGnZVmIoghxHAt6VCoVRFEkDMMdx0Ecx6hWq+LZMAwFbaIoEvS1LEvEjCO60/2e54FzLtoUhqGgKxmldjod2LaNWq0mygrDUByPp2kqHCkqlQoYY2g0GsJrKI5j4cVLnj5kMJ2mKTqdjmgTjSPnuTeb4zjwfV8YsVqWhfJSHKsgCMTzSZLA931wzgXNxsbGkGUZFqWcaq7rwnEcYahr2zaSJIHjOPA8TxjK0pgQbxE/lMtlMMYEDxOt5NAvNIZEI+INKq9UKgkPZppnnU4HcRzDdV1BC5rP5HlF7XddF81mE2EYinlI3lNUBxney8+laSr4x/d9UTaZQMjPkVMKjQXxDjkJES+maQrXdQUvua4rDLqJlxzHQa1WE84onueJtnQ6HURRJNov04v6R3OMnJForbBtG7ZtY3Z2FuVyWfTFdV0xFmQkDeRmHXEcizlKfEXtIpqQAw1jDEEQgDEm0rvJxuDkaFCtVkV/ms0m6vU6KpUK4jhGEARi7SHvdWpblmWCFlSWbduIoghRFKFarQr60ZpM9EuSBEEQiHbSvJeN5bMsg+u6Yq0hPmKMoVQqdTlHcM7RarVgWZZYYznnWFhYQBRFggcqlUqXJ6Druuh0OmCMYXx8HLZti3Js20a73Ra0DoIAlmWhUqkgTVPR70qlIviF1jUaS5r3RHtaK4IgQJIk8DwPjuOINhH/0/xpt9vinUj9brVaYh47joMwDBGGIeI4Rr1eF/xD1y3LEjzebrdRLpfFe4B+I94iOgVBgNHR0U01IdrwOF6sIKfj0m87OOfvLXhuaLkaBwUJL8QQxJw0YUiwWQ/I3o5FbsQ6UNyxYaLIK2kzQAtkPy+y9YYs0B0MdC7nm1nOMHAo8Y+BwcMVZp4tY3R0FNVqdUPrYIdAHK8VXo2c856pgobt1aiCtCy0S6fPKmg37Xme2NHYti12PrQjIOFJ1lLR7pmeAfSxrdR2qbs6qhtYdlEm11l55ytrcLIsQxRFYmdBbZfDLNAujjRLstsy1c05F16fstsx7VZppyrvXuXrFAcojmOxm6Idtuo+rQPtxHRxkogO8m90jehN2khZWyWPE41fmqZid0m7KEKRmzRpNGn3SjtAGbQzJnrLv1N9NFblcln8roaSCMMQQRCgWq12hfmg/5xzLC4uwrIsjIyMiDbJ7uikpQIgeBiA2EnKLt9pmgpNCu1iyW2bdvk0LqS5Izq7rotWqwXf97t4l1zISTsm8zi1iehE/EQ8KO+qfd/v0qbINCC+oPaWy2UhpNNO3/M80S85VpA8f0jjRdo82uUT3Yi/iKepHLqHyqG1gbQntO7QmGdZhlKpJMaUtFmO4wjNC/FsFEWibN/3hfaS2kplksaCMYbFxUWxmaRNm6x1kdcGWkuIJ13XFWOxsLAg6OZ5nlgziaeDIBBzleY8jT1pkmRtMWnuiJY0fhTMmu4lHiC60jjKmldZg0WaLgBCy03P0XokaxTlEwjSWtO66Lou2u02arWa0MBRXaQpon75vi/GgXhTXl9p3DqdjjhRIC0l0YP4sNVqwXEc1Ot1sVaSFohoTzxPbae5T3PRcRwxLo7jiDlJY0GaQlqDHMdBqVRCmqZC00j82ul0xLpCbahUKkLbTX90f30pQwRpu0j7SuNI7UqSBOVyGbVaTawddCpD/C1rxS3LQhAE4pSD+AWA4KNGo4HR0VExPzcLw9J4/SeArUtejc8F8EQAewGcCeALnPOeXo0bHbmekGUZFhYWVgRKJQahxYkEEVKxGhgYGBgYGBgQNlXj1cOrEcgFskMCaZpienpaCFVkV0JaKQMDAwMDAwODg4UJUIX8+G7//v0A8kCqmx3V1sDAwMDAwODhCaPKwXKqFLI5MTAwMDAwMDDYCBjBC7nA5fu+CL1gYGBgYGBgYLARMEeNyI3nJycnN7sZBgYGBgYGBg9zGI2XgYGBgYGBgcGQYAQvAwMDAwMDA4MhwQheBgYGBgYGBgZDghG8DAwMDAwMDAyGBCN4GRgYGBgYGBgMCUbwMjAwMDAwMDAYEozgZWBgYGBgYGAwJBjBy8DAwMDAwMBgSDCCl4GBgYGBgYHBkGAELwMDA4P/1979x15V13Ecf77iK+CACSgzJxQwXQzNCTEH5chp/gCblLnGlgt/NLfqj35sEWarbG3NthTbWMRQwWZhUhbp+qGC1mqCkIAIAl8UB4YCkUJYQfLuj8/n6ukbKFzu93Pu98vrsZ3dcz7n3ns+9zXO/b75nHPuMTMrxIWXmZmZWSEuvMzMzMwKceFlZmZmVogLLzMzM7NCXHiZmZmZFeLCy8zMzKwQF15mZmZmhbjwMjMzMyvEhZeZmZlZIS68zMzMzApx4WVmZmZWiAsvMzMzs0JceJmZmZkVooiouw/vSNIu4MVu3sxpwO5u3saJxpm2njNtLefZes60tZxn65XI9L0RMexwK3pE4VWCpJURMaHufvQmzrT1nGlrOc/Wc6at5Txbr+5MfajRzMzMrBAXXmZmZmaFuPB6y7y6O9ALOdPWc6at5Txbz5m2lvNsvVoz9TleZmZmZoV4xMvMzMysEBdeZmZmZoW48AIkXSFpo6ROSbPq7k87k3S3pJ2S1lXahkp6RNLm/Dgkt0vSD3KuayWNr7xmRn7+Zkkz6vgs7UDSCEnLJK2X9KykL+R2Z9oESf0lrZC0Jud5a24fJWl5zu1+SX1ze7+83JnXj6y81825faOky+v5RO1DUh9JT0t6KC870yZJ2irpGUmrJa3Mbd7nj4OkwZIWS3pO0gZJk9o204g4oSegD7AFGA30BdYAY+vuV7tOwGRgPLCu0vY9YFaenwXcluenAr8BBEwEluf2ocDz+XFInh9S92erKc8zgPF5fhCwCRjrTJvOU8DAPH8SsDzn9DNgem6fC3w2z38OmJvnpwP35/mx+bugHzAqf0f0qfvz1Zztl4GfAA/lZWfafJZbgdO6tHmfP75MFwKfyfN9gcHtmqlHvOACoDMino+IA8AiYFrNfWpbEfEHYE+X5mmkf/Tkx49V2u+N5ElgsKQzgMuBRyJiT0T8HXgEuKL7e99+ImJHRPwlz+8DNgBn4kybknP5R148KU8BXAwszu1d82zkvBi4RJJy+6KI+HdEvAB0kr4rTkiShgNXAvPzsnCmreZ9vkmSTiENCtwFEBEHIuJV2jRTF17pj9y2yvL23GZH7/SI2JHnXwZOz/NHytaZH0Y+JDOONErjTJuUD4mtBnaSvji3AK9GxH/yU6rZvJlbXv8acCrOs6vZwEzgUF4+FWd6PAL4vaRVkm7Kbd7nmzcK2AXckw+Hz5c0gDbN1IWXtVSk8Vr/RskxkjQQ+DnwxYjYW13nTI9NRLwREecDw0kjKmNq7lKPJumjwM6IWFV3X3qRCyNiPDAF+LykydWV3uePWQfpFJgfRsQ4YD/p0OKb2ilTF17wEjCisjw8t9nReyUP05Ifd+b2I2XrzCsknUQquu6LiF/kZmd6nPKhhmXAJNKhhI68qprNm7nl9acAf8N5Vn0IuErSVtKpGBcDd+JMmxYRL+XHncCDpP8geJ9v3nZge0Qsz8uLSYVYW2bqwgueAs7OV+j0JZ0MuqTmPvU0S4DG1R8zgF9V2j+dryCZCLyWh31/B1wmaUi+yuSy3HbCyee+3AVsiIjbK6ucaRMkDZM0OM+fDFxKOm9uGXBNflrXPBs5XwMszf8zXgJMz1fojQLOBlaU+RTtJSJujojhETGS9P24NCI+hTNtiqQBkgY15kn76jq8zzctIl4Gtkl6X266BFhPu2ba6rP1e+JEusJhE+lckFvq7k87T8BPgR3AQdL/Mm4knb/xGLAZeBQYmp8rYE7O9RlgQuV9biCdXNsJXF/356oxzwtJw99rgdV5mupMm87zPODpnOc64Bu5fTTpj3wn8ADQL7f3z8udef3oynvdknPeCEyp+7O1wwRcxFtXNTrT5jIcTbq6cw3wbONvjvf54871fGBl3vd/SboqsS0z9S2DzMzMzArxoUYzMzOzQlx4mZmZmRXiwsvMzMysEBdeZmZmZoW48DIzMzMrxIWXmXU7SXEU00WSrsvzA2vs64JKn2YX2mY1h3NLbNPM6tHxzk8xMztukyrzJwNLge8AD1fa15N+12gS8Hq5rh3Wc8D1pN+sK2ES6Ze25xTanpnVxIWXmXW7iHiyMV8ZzdpSba/YVaZXb2v/EfrWLSLiSUn9S23PzOrjQ41m1ja6HmqUNDIvT5d0j6S9krZLujavnynpr5J2SbpN0ru6vN+5kh6WtC9PD0h6d5N9WyBppaQrJa2X9Hp+76GSzpK0TNL+/Jzzurz2xvyaf0raLekJSec0m5OZ9VwuvMysJ7iNdNjvE8AfgYWSvk+6ufANwGxgJvDJxgsknQX8iXQLm2uB64BzgF/ne2Q24z3At4GvAzcBHwTmkW4evYh0b8IOYFFjG5ImA3OBHwNTcn//TLp5tJmdYHyo0cx6gqUR8TUASctJBc5VwJiIeAP4raRpwMdJBRDAN4GXSfcEPJBfu5Z0/tZU/vf8sqM1FJgUEVvy+50HfAWYERH35jbl9x5DukH3BcDaiPhu5X2WNLFtM+sFPOJlZj3BY42ZiNhLOg/siVx0NXQCZ1aWPwI8CByS1CGpA3gB2ApMaLIfWxtFV2WbkC4W6NrW6MtqYJykOyRNltS3yW2bWS/gwsvMeoJXuywfOEJb9QT104CvAge7TKOBES3sR9f2Rlt/gIh4lHSF5GTgcWC3pDmSBjTZBzPrwXyo0cx6qz2kEa/5h1m3u2RHImIh6by0YcDVwB3APmBWyX6YWf1ceJlZb/UY6WT6VRERdXcGICJ2AT+SdDUwtu7+mFl5LrzMrLf6FrACeFjS3aRRrjOBS4EFEfF4iU5IupV0Uv7juQ/jgA/j0S6zE5ILLzPrlSJik6SJpF/In0f6xfyXSCNhnW/32hZ7CvgSMB0YBLxIKgrvLNgHM2sTapMReDOztiBpAXAuMBE4FBGHCmyzgzQK9ijw/ohY193bNLN6+KpGM7P/9wHSFZC3F9reQVLRZWa9nEe8zMwqJI0k/RQFwCsRsa3ANqu/K7YuIv7V3ds0s3q48DIzMzMrxIcazczMzApx4WVmZmZWiAsvMzMzs0JceJmZmZkV4sLLzMzMrJD/Ao2ux3mrMSy5AAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot neural activity time series.\n", + "figure(figsize=(10,10))\n", + "plot(ttavg[:], tavg[:, 0, :, 0] + np.r_[:nregions], 'k', alpha=0.1)\n", + "title('Epileptors time series', fontsize=15)\n", + "xlabel('Time [ms]', fontsize=15)\n", + "yticks(np.arange(len(con.region_labels)), con.region_labels, fontsize=6)\n", + "\n", + "EZs = [9, 47, 2, 40]\n", + "for ie, ez in enumerate(EZs):\n", + " plot(ttavg[:], tavg[:, 0, EZs[ie], 0] + EZs[ie], 'r') # , 'C3'\n", + "PZs = [62, 70]\n", + "for ip, pz in enumerate(PZs):\n", + " plot(ttavg[:], tavg[:, 0, PZs[ip], 0] + PZs[ip], 'b') # , 'C0'\n", + " \n", + "show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Zoom on the propagation pattern.\n", + "EN = [9, 47, 2, 40, 62, 70]\n", + "idx = np.arange(len(EN))\n", + "\n", + "figure(figsize=(10,10))\n", + "for ie, en in enumerate(EN):\n", + " plot(ttavg[500:], tavg[500:, 0, EN[ie], 0] + idx[ie]) # , 'C0'\n", + " yticks([])\n", + "title('Epileptogenic Network time series', fontsize=15)\n", + "xlabel('Time [ms]', fontsize=15)\n", + "\n", + "show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot some of the SEEG sensors.\n", + "electrodes = [20, 90, 140, 200, 290, 480, 540]\n", + "\n", + "figure(figsize=(10,10))\n", + "plot(tseeg[:], seeg[:, 0, electrodes, 0] + np.r_[:len(electrodes)]) # , 'C0'\n", + "yticks(np.r_[:len(electrodes)], mon_seeg.sensors.labels[electrodes])\n", + "title('SEEG', fontsize=15)\n", + "xlabel('Time [ms]', fontsize=15)\n", + "show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h1><font size=\"6\" face=\"arial\" color=\"black\">4. Modeling surgical resection</font></h1>\n", + "<br>\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">Surgical resection is used for around 20% of epileptic patient whose seizures are drug- resistant. We will simulate the hypothetic case of a surgical resection of the Epileptogenic Zone.</font></div></p>" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h3 align=\"left\"><font size=\"5\"face=\"arial\" color=\"black\">4.1 Resection</font></h3>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">We set all the connections to the Epileptogenic Zone to 0 in the connectivity matrix. The resection of the Epileptogenic Network is not complete, will it be enough to prevent seizures?</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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66uoKWrsDp5Pydq8K/BA4StLRpKIcK5PKIW0NfIDUkW9KwTD9YJnJylSbmjq7Nphu6mO1F9DMqkdFioKtpua+jNQbFFZWvYFOZQPFSimT1KWoSlWLk9Y0KtCvHYoDx1Yu2PZswTaz1urFO+pWr0/+JClIbCwwCvhyVozjAiCy9swD/k4KLls+2++XEXFri9tqZmbWdk3/YhIR04HpVclPAO6KiN2qdrsVuLO6glaW9GT5XFUtMzPrYb049N3qO+rREXEA8BJJ07PHZtlzR1dt2zC37RtFJ3P1LDOz3tKLCU9aPdR/Q/bv/IiYVNkoaRfgO7k7avLb8lw9y8ys9/TaHHWrr3dxmZ0krUmK5l5T0mHAJRFx3EDHzLp5HFovXz2rb9DXygeJ9dumDsggVa8ybW92trJ62pTONfjnUzawr96sYI387Lvn78iBY2adopO+mBwt6eDs58XAdODuiDhd0h7ta5aZmXUKASs0ouda2IBztEjLOupKUFn28265586QdC9LK229OSJeX/X8Va1qp5mZdS4JlndH3VajgcNItasrQ+C/A8ZGxOb5nasTnsBqrWqjmZm1iQQrjGp3K1qrqdWzSjVAmhERu2XLt44A7gN2BQ4nddirkpKf7BMR1/d/nvGxpM82M7M2a071rO1HKa4pysczRGOecfWsoaheIhbZYx7wG+C9EXGHpOuARe1onJmZdY6GDX13kbZcbi75yYoFu3wLOB/4saRFwBURcUPBfmZm1kMaFkzWRdp5uaMjYl9Jd0ianm1bnTT0vRLw64g4um2tMzMz6wDt7Khrkp9kd9qT6aeiVp6DyczMeoxIFSB6SDs76qLkJ6cAv4+I+yRtJukp4GWkaPBNI+LG6p2rM5ONl+JIBk60UVThqN5EH30FZTWLKnEVVXYqY0rBteTbX7bttVXEapVJ/FKUrKOonWUUVdgq087C97NMhS0KKqCVTD6Sv8aiz3nKhNr3r7CiVr6tdf59mPWsHiyf1WmXW/1/u38A6wAzgUeBz7WlRWZm1jncUbdGdfIT4BhJF2Q/Px8Rx2Q/jyUt0zomIj7c2haamZl1hk75XlIJLJsBIGl7YGZEPCBpXUnLRUTNUHn1HLVnqM3MekSn9Fwt0imXm196dRAwSdJOwEbAa4EZ+YPyc9TNbqSZmbWZg8naZsndcnZX/TRwF7AF8DypDNbkgU4wj3FMrSMzWWFQWImgs6JgqKnr9Q359aFc4FiRorYXtSuvbMWwMoper8x72ldnEFqRRl5Pkfw11vs5Q0FAW8nKX2aW8Rx1RxgD3JP9/L7s58clrRARL7avWWZmZq233OC7NFcWWHZZFlD2aNoUh1Q9vwi4kLRMy8zMelnljnq4jy7SSc1dJqCsQtIYYBNgfv4AJzwxM+tBPTZH3dY7akn3SKqsj75B0mxgw+z31wO3A9cCx2d31suIiGkRMTFVQBnTmkabmVn79OAddVvLXGZVseYApwLvBCaSak9vKOlc4L/ABRFx2eDnqq/MZensXiWzWNWjkW2oN9NaI6+vTBvKvl6911NGYSa0ZmcKc2Yy6xnNKXM5cRXFzC2Hfx7NdJnLfuUqZ40mdcZrApsD5wEfzZ57ttVtMzOzDteDUd/tGvoeHREHkDrj35NShT4B/BX4KUBEHEYKLjMzM1tqVAMeXaRdHXV1gpMrgfeQhsCHNA4v6UhJMyXNhAWNbJ+ZmVlHaNcAQiXByfbAn4CXA2dm28ZKugxYAVgP+LekPmBGfq66OjNZmqPOKTEfWKpiE8Ds3O8F56p3brZ0G6h9zZo9ylb1KnPuOudTS80/F1S8Kkpckn9vyuzTn5oKV/nPlJKfYcHrFbariXENZj3LQ98ttzAi9gR2Ad5BevvfCBxMqp61AvBFYIe2tdDMzDpHD0Z9t6uj3jpLcPIvgIiYA6wIvAicGREPRsSnImKjiHg1MKtN7TQzs07ijrplqoPJkLQ58DgwDphX9iSeozYzs5GuXd8rKsFka0u6klR4439I0d9blT3JoHPUZmY28nRZ1PZwtayjlnQHMBdYF/h7tnkBsAhYGfge8BngEEk3kVKGnpUdsxrwt1a1tVPVVPAqWfmrlILgLhue4qpofa1viNlI0oPBZK283EciYk9Jbwe+JWk0KYf3fhHxoKSxpA75IuBLpGH5F0hLt34M7AFc3ML2mplZp3FH3Vi5LGQrAkTEbyR9nBTp/f2IeDDb/iDwoKQHgc8DC4HJEXG3pBOA7ZrZVjMzs07UimCyRgSO7QHcmd/oYDIzsx4jei4zWSsGEIYTOHaIpF2BW0mpRpfhYDIzsx7joe+mqGQh24AUGLZG9rgOOFnS7qTUoYuA44FJwPuBD5CCyZ4APhYRHx/yK9dZmagoy1Q+cKts0FYzs1OVyzhGzftQd4WtktdcdP78+1A2w1jRfjVKfs75z6wmUxnlrnEKBccVfha17cq/Zt3Bfz1qo3j3Mr/fp3Pa1BJrK3fUTbMwCyZbD/gJcEDuebE01/eLpPShAK8FHmhNE83MzDpLKzrqmixkklYkBZNdGBHHVO+c3WG/CKwP/AA4lnQHbmZmva4yR91DOjWY7O/AjsBbKJibrnAwmZlZj+nBFKLtCCbbkVS36FiyxCeStgO+Q1XFLNJd9TeAm4FtJK0YEc9Xn7hZwWRFiURqFCYIqW/ut9Q87HDONWfZX4vmzYuSc/TNqdlUtzLz4vW+D2Xn3PPXXTTHX6YKVtnj+grakH9Pp5b5W7Mlauekty/Y64aCbTZiOJisKSrBZPOzOeprI+K1kjYGbpS0AXAq8GFS5/wh0sDG2sBpEfFFSVdnz5mZmfWUlhTlyBKfbJHNVVcSn9wL3AWcR5qPPpHUGT8N/Id0H3ivpJWBRRGxuPbMZmbWczz03TgRMR2YnnXU10fEAZJmwJK56v8A5wIvi4gfZIf1Zc/PBr4KHA1cJmk5d9ZmZj3OwWRNlZ+rPgn4MimgbHx+56wm9ZHAK0nLtvbJ7+NgMjMzG+kadkddVR1rDCnz2FxSxavbgNWBayWNyp5fDliVtJb6e8CJknYERpO+K32PVLDj0Yg4XdJ8Cr5UDBZMlg8yKgyiKkh6USQfBNRXkPSi2WqShswZPDEL1La9TEISgL5cgFm9iVKK2lVvoFrdSVEoan+596HM65VNbJN/T224igLHVi7Y9myzG2Kt4mCyYXkkl9DkI8CfI+LgbOh7MnAkab75dZDmriPiBUmLgFVIc9TPkapmvZa0BvsQ4D6Kg2jNzKyXuKMemn6qY1USmixRNVf9Z2Dz6u2SNgL+FREH5879MlJClNOH00YzMxthPEc9ZP0lNAHYW9J0SZU60itFxHO544dSRWsZnqM2M7ORrhEDCP1Vx4Js6Ltq3+ck5TvrwmCyMlw9y8ysx3jouy79Vcd6GfA2Setnz3+YtGb6UkmV174lIj4i6V2SNiHdlf8d+E12zBeAuoe+661cVSbQqUzQVrOVyqBGURBabUBTqYpXBfuUfR8a9d6UDRwr+uzz7S9qe70Bc2UD9KwVigLH+gb53bqGO+phyVfHOg6YFxGTKjtI2it3TOX/ujcCDwMvAd6ZtesWYD1Jl2X7fDIibmtge83MrNu4o65Lf9Wx/gNcm9v3rcAbCuapn4+INwNIGk0KIjtK0hERMbkBbTQzM+tKnRBMtoyIeIFUnGNQDiYzM+tBoxrw6CKKqD8GS9L9pKxhDwJjSXPU2wP/IM1dP0S6i/46qf70NsB3IuLrkp4AZpEGMjYBNomIFyXdA7wQEZtl6UZXB34TEX0Dt2V8pGXaQ1NUNWoqnls0G9GKqt9NKNhmwzCNiLkNzww1cQPFzP8ZfL/B6ChmRcTE4Z+p+YZ7R/0kcBZwEPBS4D3AryNiR+Dd2fNHAk9lSU6+BLw8O/YWoC8i9iR19h+valMlGmQlfKtsZmYVPViPesgdtaRJki7I5qVXgDQvDf3m1DyIVBkL0lKqhyX9BdiadJcN6a75K9nyLgHXSRoLbAisCbxf0jeG2lYzM7NuV+/3itERsa+kGRFxTDYvfWX23N6SpgPPRsR+kq6uzEtHxCLgiwDZsd/Ktq8m6cosanwGaRnXW4BrgO8Drxts6NvMzHpEl80xD1e9HfVwk5wsI4v0frFq05XA/yMNj/c7iS7pSJZMTK82xEswM7Ou4+VZpVWSnMzP5pgBkLRx9m91Ja2rgK9Jej+pktZqpPlrJH2TNPy9MXBTdppdgQOBC4EZwKXAFUWNqM5MNnEbxcyLB05WUTYBRWHyilzVpuFUUCrzekXJOBoV5FZvUo+y11cUoJdXdC2tThpS9vUa+X6VqehmLVAQOHZiPFSz7Sit04LG2JC4o26YfCWte7LtKwDnRMQdknYg5fm+nxSQVhk6XwC8KSIOl7QPqcM3MzPrSUPuqCuVsLKfd6tsH6SS1reAVXND4jOA/QuGxG8EVs6Gw98CnIk7azMzg3RH3WNz1I1IeFKtUclPriDVrx7HAJ10dcKT+Y805gLMzKyD9eDyrEY3t1FBZhcAFwHnDPRi+TnqYbXczMysAw2po84Fif1P9vPfSEFiqwPXShqVPb8csCpwAHAu8JLsbnpl4BHgT8BRkjYFtsi2n5e91ErAZqQ12Gtnxw9o7s3lq0lVK1vVacqEXPBYwXGNzHI2dXbB945cAEzR6xVdT91VxEq8n2UDsvJtLRNw1t/561Xv9VhvcOBYF+myO+LhGurQ9yNZlPdBwLHZtj9nFbI+AzxKWi61KCJeFxG7kjpygJ2AT2X7fpeUanRVYF/S2342KQK8MvtwXkTsDJyS7WNmZr3OQ9+1BgkSW6ISZCbpz8Dm1dslbQRcERGVClvXSPoacDApR/hxpMjwA0id8hpVp74E2KGeizMzsxHGwWT9Gm6QWFFQ2H+BtbKfzwbuBa6KiCeqz0tatnVmUaOqg8mcENzMzEaish11PkhsFjCeNKd8I3AYsH3Wsb5a0laSRkn6ZpbX+1RSFDeSnsj224+ld86nkWZ9j5T03axdfybd8b+SlKWsRkRMi4iJETFxTPlrNjOzbuWh734tk4lM0rUR8VpJO7E0AOzPEXGwpI+ShrB3A54CvhIRV0m6MQscu4XU8U4BPkcaTv8osCdwDLAuqQpXxbOk4LQBzWMcU3NlLvOBQVNLBpsVBl/lyuL1FdQgqTdwrCjIKeYUZD7rkvKbZQLMygaTNVPZ4MMyAYdlz5XPcAd95Q60jhFvzGWXu6g7/rscUbqsox2u0sFk2Vz1FlnVrMr89H8LzjGNFCR2PPAmllbIegfpznorUgf9AWD97HF+RDwDnE6K8t4H2Dvb99rsnGZm1usqc9TDfXSRQb+XVAWJTQKuj4gDsgpXkJZRXZf9nK+atWtE7F51nruAN2RVs94qaW/gTtLc9S3ZPv8G9s8qaa2b7bsk+5mZmVmvGeoAQiMSmmyVHfs48DHS3fP4ypOSVmLZSlr9cvUsM7Me46Icgxqoatb+WQdcSYYyHXhY0sxst/8lZRp7kjRcvg7wflInPVnSL7Ph7/8FXpDUxyC971CrZ5VVPMea29DAhCdFc6Bl5jzLJmspk8SjnmQxQ1GmalRfnfPWtfO+FFZHyrehkddc9FmUjYmw7uI56TZzRz0sL+QqZn2MFBRWeVvXpyoZCiyZ915AykJ2iaTFpDnq95IKcqwm6bLs/NdHxJca2F4zM+tGXTbHPFylO+qiqlm5ZCj3Z89VkqEsBm6qHg7vJxmKSOupdyTdaV8bETdJegvwgYiodNRmZmY9pxF31KMjYt9KgFlRMhSyADMKkqFEREi6FngtKZr8L2VfuHqOekMPM5qZjXwe+q5LIwLMziMNda8E/LLsC7t6lplZj3FHXZeBAszytgJulTSf1JmvT0qOcihp3fWGwO+zfV8OvFXSE6RqW0dExJCqTpdJLlEUiBRr1CYbySc8oShwrETFq7LKBCcVBlEVybWhKLissO2DnKc/pd7TmvezIGCvtNpzFalp1+zafQo/+8HO06++Qc/fLUlszKx9hlo9a7juBv6P1Ln/kVRBi4hYBNwKzANC0trA64AAXiBlK1u7xW01M7NO4xSiQ1MUYFb13L3AwfnqWxHxRYBsmPw0UuUsIuKD2ZIsgDcCx0XE6apSSEIAACAASURBVMNpn5mZjUCO+m6KMgFnABsDM0jVtm4Z7KQOJjMz6zGeo26aUgFnVXfU86jKVtYfB5OZmdlIN6yOWtIdpFzdlWxkc4F7gNdExExJ6wKXszSS+wXS96ExpOCxqcAukv4KPA2sR5rHvgi4XtKDEfEHSa8EnomIef21ZdbN49B6+epZ9QXuFFbPygUGFZ1rSp0VtYqCk6ZMqD1XbWat+jJ5la3WVaMgwK3ovSqs/FVTPau+96pMlrX+6LG+Zc9VEDhW/Nnn21DfcdD8DHDWyfoG+d1K6cE76uEGkz2SRXofBBybbZsFvDX7+UDgXwBZgNiGwP4RsQfwBWCFbL+DI2IycAWpstbDwFXAcZKuAk4gdfJmZtbrXD1rYPngMFgmGxnA7cAW2c+TSWukLyUFiB0VEU9lx9yZne/qyrkj4uOSfk7q0O8GznRmMjMzW8J31KWNjogDgGehJjgM4HZJOwHPkeajIQWI9Tt0XWUuMLZMIyQdKWlmKvyxoHTjzczMukW930v6Cw67HFiFNHT9duBk4FRSBz0P2EzS74HJWZ7vvYB9gS0lzQGOAN4BvIYU/Y2kU4EJETEp34jqYDJpfF3BZEVzwWXmSjtB2epZ3axM1a2y89Zlkpk0W/4zc4WtXtK3zG9Xxx9q9thd+7eoLV2sB++o673c/rKRPQ5cR5p//htwJamD3o00XH4N8I9s3x1Ja6gvI/0FLwdsCbyElEp0dHba9etso5mZjTTuqIcuN2c9GpbMWf+LNB79MLBRRMyXNBd4BelOeyFwJrAdcDbwVPa4hnTHvi0pSG154GWS1oiIx4bbXjMz627RZcFgwzXkjjqfjSzrqJckNImIg3Nz1jcD92dz1vdnx04HdgbuioiTq88v6QzS8qxXkfJ+/ww4zZ20mZn1okYNIAyU0ATgfNJc8vGk4W0YOKnJU6SI8i0j4vZUsrpWdWYyWK3+1puZWVcIwSIPfQ/ZmcDiLDDsOeBwUtKTVUhR4SsB15KWaF0EvIlU0vJZYFNJdwEfA74EPEOagfgd8D3gQwO98GDBZGWSUDSy4lUjg9AK27WeBt+nTkVBdXllr6+4ulTfoOcqExRWtE/ZALN8spHi969v0DaUTW5SeGyJim7WGxw4Vid31HV5knTH/COWFg6sJD35X1Iw2I3Ad4CVSVWxPhoRF0uqlLd8NekO+nBSpazrSYFoezWgfWZmNkKEYOGoRhR+XDz4Lh2iro46F0D2fEQck22/Kdt2O7BFRNwr6X7g39n2SlWsiwEi4ufAzyUdB/w1Ih6RdCepFOYSRUuzzMzMesFwvpY0MunJ70jD4QC7kIbKB+WEJ2ZmvSUkFi2//LAf3WQ4rW1YAFlE3CBp66xjvzEiFvcXQJY7btgJT8zMrLssGtVb67OG01H3l/Rk4+zH60lz1RextKO+CPiNpHMi4qlKVSzgfaS57D8BlXQ9HwcOknRcZWi9KeoMHCurVGatshmzclmt+goqUBXJv2Zh0FbJylil1PmeDifrWD3nmrpeX13nHpYm/73ZSLRywbZnW94Ka59GzMgXiuSDEfF01bb5wNeAC6uqYo0GDgDele1Wmfs+l/TX+D5Jl0l6d7PaamZm3SEQixg17Ec3qeuOOp/0JPfcvcDBuW19VT9fBlxWFZB2OinS+8mIWK1qv5mS3kbKC968O2ozM+sagVjYZR3tcLV7Rn10ROwt6Q3Ad7Jh889HxPllDnbCEzOz3rOo7V1XazVt6LukSkDaVsCqwKPADwEk/Rg4BXi/pK2LDo6IaRExMSImwphWtNfMzKyl2v21ZLGkdYC3R8TOklZg6dKsbwIbkcpeTgHe1owGlM101Uz1BlHlM21BudKXjQzaarYyn0XZtrf6czVrDAeOVavMUfeSdnbU2wLvBHYFtpJ0I+kv8sTs+deTUouuw9J12GZm1sN6saNu59D3TcDd2dKug4D5wFqkBClExE8iYgdgBnBYuxppZmadxVHfrXUDQERcClwq6WWktdTnA0j6DHBrRMwoOtjBZGZmNtK1rKOW9A1SetDNgftIRTiulbQzqWDHYtLd9HLZ/qeR5qXvkLRWRHw6f87qzGQTt1HMvHjgucqyc5Rl5q3LVGcq+5p1z7HO7qttQ0ESlDLnL6x4NTv3e0GyjmYmJOlvv3r2Kave96pM9TGojSHwvLnZ0Hh5VhNFxJckLQf8FDiOlIlsH+Ak4EVgFLAmcKak/YB3A/8CFgIvb1U7zcysc6U56nYPBrdW0682V2nrR5XtETFdUgCL8wlNJP0MmBgRdzW7fWZm1l26bY55uFoVTDY6Ig6olLes0l81rf62L6O6etb8RxrRTDMzs87Sqo76hn62F1bTGmD7MqoTnqz9suE0z8zMuoFzfTfP4vyGLLjstcAu2Zz0k8CXSeumtwX+IulmUhWtY4CzszzhhWbdPA6td+SQG1ZvME/ZYKipBQFm9Z6rZp+SVbdKVc9qcsWrUm1osSmUC14rlXymZPWxvoLXNLPyAhxM1ipVwWXnAy8DBPSRAsr2A95Lykr2f6RgMzMz63kOJmu46kpbmTOA70qCFFz2KPDZiLhL0uuAvSPiQeC72QNJfc1up5mZWSdq19eS0RGxL4Ckd1VtLxVEVuGEJ2ZmvaUXU4gOu6MuSGTyLPBhUjmr7wArZNs+DhxCqlW9oqTjI+LLpPXT35S0FvBS4MbsvIcBy0fE6f29dnXCE2l8QcYOMzMbadxRD1E+kUk2hD0auBJ4W0Q8KGksS295fwSsAWwnaQNS4NhPIuIkSesBt1UNdb9U0mZl2rHD1vOoJzNZ6WxYuSxgRYFcdWeZKsgwRp1BR/Vm8qo3K1jZDG35wK2i7F5lg+MapSgArCjYK/8+TCnI/kaJqmVF5zIzG0zdHXV/iUwyuwBXZnPNZP8+mM1LV9wMrEeK8r4w22+OpHOA84CXkLKSnV9vG83MbGTx0PfQ1TPX/A/S3fafgO8Bd+YykM0CLgdWJg19302KBjczsx7nXN9DN1Aik636ee5E4DHgnIh4SLnbbFIO8NuAVwz24tXBZBuWWK9sZmbdz8uzhqYmkUnmOuB4SWOzOep1gdWBvbLnNwcOl/Ru4HZJXwQmkwLQtgDOBiYBB0s6hBRwtldEPF/9ItXBZOOlyM+NFs1B5pWfr839TgPneRs4311vspF6q2fVnSCkaJ63QP5cjZzjLTtPXqYNZROZNPN6zGxkasrXkoh4QdIngF9IWoFUvvKjpCHta4D3sTTwbHXgTuAu4AXgPaTkM/uTkqC8SPpCsAlwazPaa2Zm3cFz1EOQT2QSEYflnr+RdJdcCTw7KXvqb7lTbQNMK6igdRtwLfDziHi23naamdnI0YsddauKcsDQK2h9HtgemC3px9kSsGVUV89a0IQGm5lZ51nIqGE/ukkrO+ohVdCKiAcj4kjglaSh8H0K9llSPWtMQ5tqZmbWGVoZOvc6SdNJgWSjgC0kvR9YAHxc0p6kClrfAk4A3hURd0VESHoTcMlAJx+/NfTl7tVrg4X6ag8sSDaix4r2W/bXKRMKAsCKArJKrCwrDGqaM3iAWfHrFRm8DfUqrEBVIkirbCBXQ4OtSiStqec8UBtsaGbNES7K0VRXAseSMpitCnwBuD/b/nbgi6QUol8FngA+JmnX7NjFwB9a2FYzM+tAvThH3fSOOpfB7A3Zv1+oqpZ1ZVZn+rKqY44AVoqIz0r6LPBQRCxqdlvNzKzzdWNHLWkT4D8R8XzWL24NnBkRjw92bKvmqIcaSPZ70vIsgDeTpRjNqw4mm/9I4xprZmbWYL8FFkl6JSn/xwbAL8sc2Kqh7yFlMIuI+ZJGZQU5XujvG0d1wpOJ28jVs8zMRrguTiG6OCIWSnorcEpEnCLpxjIHtqqjHiiD2U8kPR0R38gymO0MvIXUuc8Cnu/n2GXMunkcWu/I3Na+wQ8syLZVxtSCzGT1nqsw41fR+XPKBkPlz1UcoFXbhjLKvg+111PweiUrUNUt1y7NLvhuV+YzzGdsMxvhtogDarbdpgva0JKuDiZ7UdJ7gENZOmK8QpkD23q1WQazjwDnStqXlMHsduB3wL+Ao3A2MjMz636HAx8Bvh4R90h6OXBWmQOb3lH3l8EsF2S2JnBgRDwu6VpSsNlzwChJM5rdRjMz6x7dGEwG7B0Rn6r8knXWz5U5sJUJT4qMjogDSHfOb86i4uZknfSgqoPJ0nJsMzMbySrLs4b7aINDC7YdVubAdg/03yDpw6R11bsAY7NtPyMNf/8/YEtJR0XEifmDq4PJpPEOJjMzG+G6bR11Ni/9XuDl0jIT+6sCj5Y5R7s76sWkpVhnASsCBwFXkTrpfwC7An8BDpB0ekQ80fAWFGSZKhdQVLtP3Zm1itpQpM5gtVJlJ0tk1ioMHKvz9cqq91z1lhctE9BWlLmuqJ1F76nLWlo3KgocyweYtSu4rAtcS1rhtBZQfcP5FHBzmRO0s6PeFngnadH3ZOB4YAdgD1JI8NrApcAEUoe+PiljmZmZ9bBuWp4VEfcB95FGjevSzo76JuDuiDigkn2MlF70m9kc9QPAZEn7AW+NiH+2sa1mZtYBunV5lqSDSLUs1gGUPSIiXjrYse2+2koilPOAb5PmqM+rPCnpFaRyl28uOljSkUC2eHq1JjbTzMw6QbfNUVf5NrB/RNw21AMV0Z4YrGx51mTgJOBUYF9SFPrhEfFbSW8GfgHcSZo5PCIi+k0UmoLJ8glPzMysPaYRMbfOEnX9W3/iuvHpme8a9nk+r1NmRcTEBjSpFEnXRMSug+9Zq9131ACnAD8A/gnsBsyVtDbwfeBp0rqr8cAmgDN6m5n1uG66o86GvAFmSjoXOJ+qjJsR8bvBztGWjroq2YmAdSLiauDqqucPBY6PiNPb0T4zM+tMrcr1nWXLPBkYBZweEd/MPX8Y8B2WrhU5tZ8+a/+qnxcA+1T9HqRVTgNq5x31aNJi71MKnhsH3DLYCTxHbWbWW1oRTCZpFGmkd2/gP8D1ki6IiHxK63Mj4hMDnSsiDh9ue9rZUd8AzCctw8qbRxruHpATnpiZWRPsCNwVEXcDSDoHOJBh1J6Q9P2CzU8AMyPi9wMd286OejGwO7CWpN1J6dUWk5ZoXQRcLulo0rKtw4BnIqKodrXZiJdPqFKUOKUo6UqpxC91Hlf2XEVanfil3vevSKvf0zLqfb0pFCTqKUj602mJelowR70eaYlwxX+AnQr2e5ukPUhBz/8TEQ8U7FOxErA58OvKscA9wDaS9oyIz/R3YCcEk10KfIIUAb4c8LusHvWxpHnsbYATgA+2r4lmZtYJGrg8a61UJ2KJadkobVl/AH4VEc9nqbB/Drx+gP23BnaNiEUAkn5Eis3ajUGmetvSUVcqamVBZc8CpwEzSWlEn8z2OR84X9KMiHhLO9ppZmadp0Ed9cMDLM+aA2xQ9fv65BIM55YLn05aJz2QNYCXsDTD5irAmhGxSNLz/R/WGXfUAG8FvkcKMDuClBt1UA4mMzOzJrge2DSrGT0HeDepsMYSksZVTcceAAyWyOTbwE2SppNWPO0BHC9pFeCygQ5sd0e9LTAJWJ3UWQfZWumsE/4AqXrWeyPil/mDHUxmZtZbWrE8KyIWSvoEaWp2FPDTiPinpK+Sgr8uAD4l6QBgIakK1mGDnPMnki4iBaoBfDki5mY/Hz3Qse3uqCGlDT0H2I70htwkaSvgTxExTdI1pHrVNR212UhUFOBTJpin3oCfRgamNTsIrV71tr2oXfVWoysT0NZqRYFjna5Vub4j4iJSYHP1tmOrfv4S8KXBziNp84i4XdL22aZKwNlYSWMj4ob+jq3ohI76v6RvI9NJc9TPkMpd/lHS6cCrAUlaKSvWYWZm1i0+S5qiPbHguWDgADSg/R31TaQanRtTNUcdEZVhgMmSPgqs4U7azMygu1KIRsSR2b971nuOdnfUkCbVXw+8Kvt93SVPSDsBbwQKo74dTGZm1lu6tXqWpDGku+sNI+JISZsCm0XEhYMe26jqWZVqWBFxTDZkvTAiPpI91we8LSK2yn4/GvgYMBX4BimP6lck/Zq0POun2QXtBdwOXBgRxw38+q6eZWbWOZpTPWvtiRvGQTOPGvZ5pukzra6edS4wC3h/REzIOu5rI2LbwY5drgmNGUXK1b2xpOoP6fnsGwTAa0kT6veS0oU+ImlX4HFS1pYfke725wPPkbK/rNzotpqZmbXIJhHxbeBFgIhYQBpRHlQzhr73YGlg2C4sXRN9HnCQpDOBB0nzztOzCiXnkIa430/qnB+JiAOb0DYzM+tyrYj6boIXshvOAJC0CVXlLgfSjKvtL3nJ34GPkIa2fw9sARARD0m6Clg+Ih6UNBZ4GEDSmqQSYGMjYvP8C3mO2syst3TrHDUwBbgE2EDS2cCuDLL2uqLRHXW/gWGkbxHzSBleJgNfrHru3qq2LKmoFRGPApOyTC41nPDEzKy3dHFHfSjwR+A3wN3ApyPi4TIHNrqj3g44LyK+AiDpm1nyko2BV2YNfD0pXdrWkl4TEdeTqpLsJelQ4D7gv5JeB2wIfJksW1kzxBEFiR1Ob38iAutdza5mlT9X4T6P1X7vnTJh2em0qZRMlFJwrlhj2XPVW82qTDvLKkr+UZS4JG/q7HL3CPlrLlJ0PUzoqz1XnclTyhxXlHCn6LNmdq5dBe20ZfyEVDFyb2AT4EZJV0XEyYMd2OiO+h+k+emK6aTkJRWfBN4aEXdIuhpYJOnVwM7AiRHxY0k7AnOB75CivhcBf2lwO83MrEt14x11RFyZTfO+BtiTNBX8aqB1HXWlIlZu2yXAJdnSrUOBeRFxR/bc7gCSpgBHR8Rl2fa/Z9s/SCobdjIpQM3MzHpcK3J9N4Oky0kVs64jlbd8TUQ8VObYhi/PGsAGpDnqvHH9bN+XlGf1GpYmMV+GpCMlzUw1RRc0rKFmZtaZKrm+h/tog5uBF4AJpNrUE8ouO25Va7clBYhtKulCYFVgMfB5Uif9Pkm7kYLR7iNVzfohaYnX90hrsDeIiAeqT+pgMjMz6wYR8T8AklYlRXv/jFSUasXBjm3l14onSUPY742IS7JlWHsCN5I621dExIIsoGy1rG1rky5iJimN6CmNblRR4FhMKAiIme0AM2ufUsFD+eAeQGWqOJUI9gJQUUBRzesVBYUVnKvmNfsGPXfxcbWKgsLKBFtNfaygDbNLNKooiKrwsyjz/5By5yIX8FU2ALHeQMLCgLZ8QGCJv49G6cY56qxs5u7ADqSVTj8lDYEPqpUd9UtJQWGfkFRZmvU54E2kBl+SZTK7j5QQ5WmAiHhG0nxgf5rQUZuZWffo4uVZKwHfBWZFxMKhHNiqjvom0vrou6oqYwEg6QjglIj4cm77vdm/lTXV+7SmqWZm1qm6NZgsIk6o99hW3lE/AIwv2D4v2/7PgucuBxbST3FuZyYzM7ORrpXBZK8ElpN0JSnaXMCPSUlQzpR0bLbvU6TsZduS1mWPIa01uyZ/UgeTmZn1ni7N9V23hpW5HPBFpM8AbyN10C+QOulRwGmkYfGzgGey3Z8G3km6A1+XVGlkRkS8duDXaG6Zy7Ni2aiSQzShaa9l1iiNzHLWVIUBU7XKZB0rCibL68j3YMRpTpnLl07cNHacedKwz3O53tzSMpfD0co56m2AFSLi4OonsoQnn68kPKnafhMpK9mKpEl4MzOzntPK8YMNSEux8vpLeAJpjnpL4JiiJz1HbWbWW7o46rturcxMNlgwWZG9SGuvC1OIRsS0iJiYhi/GNKaVZmbW0RYyatiPbtLJwWTrADNIc9TjJG0REbe1qL018nPSH42X1uzzIz3ZqubYCFaqalTJqkeFmlj1qKjtRRWoaqoxlWxD/rgy71VZZdtes0+JOXFo7rx42ViEMu9Xqc+r4FytmvevpBDtJe262mDZu3nlfg5gfWDtiHhe0gHAR4FPta6JZmZm7dfJwWQPABMlXRcRFwAXtKitZmbWoTxH3VxDrZ51GHA08C9JHy46oatnmZn1nkWMGvajm3RsZrKIuB54i6QxwJWSzo6Ip3P7OOGJmVkP6cU76lZ21HOA/ST9EHgfqTbnyqRCG6dKeg54jFQC893AJ4HXZds2bGE7SykOHCsqLfpss5tiPaBMtamps2u/q059rPZcra56VBRsNTUXsNTIoLAi9QY6lQ0UK6VMUpeiKlUtTlpTFDhm7dXqYLLvAF/Lfl4EfCQiZmbBYpuSspXdRioBti8pi9kKwLfzd9NmZtZ7ArpuedVwtaSjjojpwHRJk4BzgUkRMalql1uAH1UHlEn6JSl16DJBZmZm1su8PKtVtpI0Pfv5wOzfEyVVBur2yW07LyJOzp/EmcnMzHqL56hb55bqO2pJAEeRSlpOBsYC7yINfS/P0oIdy3AwmZmZjXSdOn5wOinP9/nAFcCAlbM6hwPHbPiKA4X6Bj0uHyQ2tPN3hzJtrzcwrd5MXmXfz5gz+OdTNrCv3qxgjfzs2/l35Dvq9jmRFCewLjALeBggIhaTUomamVmPC9RzwWStTHhCREyPiGMiYrfc9r6I2Ab4DGk99W0R0QfMlTS9aj7bzMysp3TSHXXFksQoEXErMKm/jtrBZGZmvaUXi3Iooj0xWNlSrcmkpVq7Zdu+CUwgZQ75AfAx0jrqrYDXRMS/+z/f+FjSZ5uZWZtNI2JuucCJIRg9catYa+bwSz/M0ytmpRLJna9Tv5Z8BPgbcDvwHClRSqe21czMWsTLs9rvduAu0tD3DyPimDa3x8zMrK06oaOuTn4yFjiB/itqLcNz1GZmvSUQixb7jrrVliQ/kXQYqU3zSPPSA3LCEzOzHhOwcKE76rbIgssOArYAXg0cL+kTwMeBScDqEXFH2xpo1iJTGDzJRlGFo3oTffStV7utqBJXUWWnMoquJ9/+sm2vrSJWq0zil6JkHWXe9yJFFbbKtLPw/SxTYYuCCmglk4/kr7Hoc54yofb9K6yolW9rnX8fQxUhFi3smK6rJVq6jrqsiHgB+ARwDLAG8FvgxbY2yszMrA3a9rWkUlErt/lmYM3s5zuAq4GTgT0i4u6WNc7MzDpSuqP20Hen2Be4CLgG+FzRDg4mMzPrMYE76jbaFngdS4PIfgisCHwPeF7SBhHxQPUBDiYzM+stEWLhi+6o207SCqS2rU3qrGcCbwFOaWe7zFqhMHCnhMKgsBJBZ0XBUFPX66urDWUCx4oUtb2oXXllK4aVUfR6Zd7TvjqD0Io08nqK5K+x3s8ZCgLa6vy7tcF1ZEcNvB54GiAinpE0H9gfd9RmZj1OLF7UqV1Xc3TS1d4ErEXKP36ppHsBJK0NEBH7tLFtZmbWCQLwHHVHuRxYCHyp6EkHk5mZ9ZhQz3XUbVlHLWmSpOMkhaS3Z5tHAUcB62Rz1NsBOwAfjohris4TEdMiYmKqgDKmNY03MzNrobaUuawqcXkAMCsiDpf0OeCzpLnpzYAZpAIdX4uIuwY/p8tcWm8rnd2rZBardreh3kxrjby+Mm0o+3r1Xk8ZhZnQmp0pbNDMZM0pc6kJE4PfzRz+iTaTy1yW9CSwsqTRwCuAU4G5kb497CrpjHY2zszMOtDCdjegtTohhegVpLvrccDcoRwo6UhJMyXNhAVNaZyZmVk7tfuOGuACUgayc4Z6oBOemJn1mKDn7qjb1VFXspDtTOqg1yElNdkQ2CKrT70csBFwajYEflyZuWqzEalEpaJSFZsAZud+LzhXvXOzpdtA7WvW7FG2qleZc9dZ6anU/HNBxauixCX596bMPv2pqXCV/0wp+RkWvF5hu5oY1zBkPdhRt3vo+5msFvXbgPcCqwIHkpKbPAisREolukG7GmhmZh0kSLUUh/voIu26o16S3KTq9/VJ1bJOiIingHdWdnZQmZmZ9apOmKMG2AO4kxRQdkvZg5zwxMysxwSwqN2NaK2md9RVa6Y/CdyYveZp2dPbSnqM9Lb/Hbgd+LKkO4DdSBnJHgQKZqscTGZm1pN6bI66lXfUt0TEJEk7AccCd5A66A0j4ilJrwJWyJ5bJTvmjOxxJSlLmYPJzEaAmgpeJSt/lVIQ3GXDU1wVra/1DYGeDCZrx9D3TaTylYuAh7L5aCLiTgBJ/yDdJa9OWhw9DXgUGNuGtpqZmbVVOzrqPYC/kpKb/Ljg+XnAx0lD38tHxCOS7iEFmpmZWS/zHXVTbSXpSuBx4GPAPsD4QY45WtLBwPSIuCH/pIPJzMx6jDvqpqgkN1mFtBxrbdJ66YuAyyS9n/TWPwd8hnQn/WPgLOA72fGTik7sYDIzsx7jjrqpnqkKJvs8S2tMi/TWV6fDWY2U7GQhaX21DcNG8e5lfr9PQ87Wau1WZyWkoixT+cCtskFbzcxOVS7jGDXvQ90Vtkpec9H58+9D2QxjRfvVKPk55z+zmkxllLvGKRQcV/hZ1LYr/5p1B//ZoFrRUfeX3OSNwCkRcXr1zpJmAP8CHgPuI92Bv6EF7TQzs27QY3fU7UghWp3cZF4/+1xE6sjfCpzX34lcPcvMrMc4hWhTDSWY7ClgRWDLiLhdKh4y8hy1mVmPcWayprofuIaUoexXpDno5SSdA+wIHE/6CMYBp5JSiR4u6Spgyxa2c8SpnZPevmCvmqB6GwGKEonUKEwQUt/cb6l52OGca86yvxbNmxcl5+ibU7OpbmXmxet9H8rOueevu2iOv0wVrLLH9RW0If+eTi3zt2Z1acfQ9y1ZxaxPAw8DlwK/BeYDbwJmkTKU7QNsFxF7kFKLmplZr6tEfQ/30UWafkcdEdOB6ZIuI+X8rriJ9EXhx8AKVUFlBwFICmCSpEsiYrdmt9PMzLpADy7Pamc96sGCyj4EvAe4Q1Jf0QkcTGZmZiPdsDtqSZMkHSfpCUnTJc2Q9Kps+33ZtumkhCfLAztmFbPOIRXZmAfsJOkySX+RdImkTYD3AT8Faqpb4AAAIABJREFUXgVMlLR5/rUjYlpETIyIiTBmuJdiZmadzkPfw3JLLqHJL4CzIuIYWFLucg/gnojYTCmUe3dSZ/19YPuI+LeknUl32WsCRMTCrGNv593/CFMUOLZywbZnm90QKykfZFQYRFWQ9KJIPgioryDpRbPVJA2ZM3hiFqhte5mEJAB9uQCzehOlFLWr3kC1upOiUNT+cu9Dmdcrm9gm/562VJd1tMPVjDnqSkKTIuuTor+JiACukvQ64A/AT7PO+1Hgg8CuwGRJjwB/jYhbm9BWMzPrJj04R92Mjroy9wxwiKTdSHfRh0u6LyJ2z+0/DrguIg6u3ijpD8CMiLisCW00MzPrCo3sqPMJTTajauh7APOArep5QVfPMjPrMb6jrkt/1bG2BT6R3VEDHAj8XdIVpPnmFYDpwBmkcpZ7AIuBPwO/zo75HgN04s5MZmbWYyopRHtII++o89WxZrM0uQkAuVSglV9eJHXOK5I674+Qkp8AvDxbfw3wjoh4rIHttWUUBY71DfK7tUq9lavKBDqVCdpqtlIZ1CgKQqsNaCpV8apgn7LvQ6Pem7KBY0Wffb79RW2vN2CubIBe2ziFaF36q471i2x7tR3zc9SSNgYeq8xRS3o5cGw2pz05IiZjZmbWo1oaTFby+LnA2Ca0y8zMRgLPUdet3mCyvPXov/zlMhxMZmbWY3owmExpOfMQD0rJSyaTKmHdQ0pO8hDwOeDn2bbVSXPPU4CTSBnGXglcCHwT+BvwAOktXz4iJkoalf3+rYj4oqRrgC2Az0bEGQO3aXws6bOtOYqqLE0o2GZtUVQ1aiodNLdoPWYaEXMbnk1H4yYGh88c/om+oVkpq2XnG262r1uAzwCXsTTJyVlZANlngOdJHfVfsm2vItWgPid77VOA9wKvlnQzcDnpbnrd7FzbAKNIUeGfHmZbzczMus6wh74jYrqk64Df57eTqmZdHRFfyLYtAA7IAsiOi4ifA0jakqUBZDOAlSWNBs4E/gPMHeyO2szMekAPLs9qVP7sfADZdEk/G8Lx+QCyK0hD6+Oy5wq5epaZWY+pLM8a7qOLDPeOulkBZBcAF5GGyPvlhCdmZjbSDbejviUi9qz8ImkzYCNJx5ECzW4kJS05CphFCjR7lDR3fZ+kMcDJwJuAxyUdSkp8Mo807P1rYH/ge5LuzYbTrV0KAsdOjIdqth2ldVrQmJGrTKKKsgkoCpNX5Ko2DaeCUpnXK0rG0aggt3qTepS9vqIAvbyia2l10pCyr9fI96tMRbem6bGo72aso66olL3cg3TXewhpqP0k4C+kqO/bgGeAb5M67EoylFnAfyLiHknbAfc1sZ1mZtYtenB5Vl0ddSVQrGh7lia0OpvY34B7SUuyJlcCyIB1s0Cz6kxlV0l6B3AcaVkWpBzi59bTTjMzG2EcTNYU9Qaa3Z7lDX+ONFRew8FkZmY20pW6o84lOLkxO+4DpDXRlQQnkCpkrQi8Edha0hPAXcCbSXPNUXXOMdm/00l5wkcDPwP+RFpHvRfwKdLyrCeL2uVgMjOzHuOiHIOqzDtXKmT9glyUdxYQdj/pFnf37PEIqdP9XUR8VtJ7gGOBa0kd+NakEpf/IHXUAD8hLc/6JfB14Dd1XaE1lQPHGq9sJama40pWdZoyIRc8VnBcI7OcTZ1d8B06F5hY9HpF11N3FbES72nZgKx8W8sEnPV3/nrVez0jQg/OUdc79F2pkFVkAqnEJZFcBexCuhNfkG3/VbZtKinV6OWkTnvV6hNFxAdJpS8Lh77NzKwHLWzAo4vUG/U9UIWsJwrWUY8D/hoRP6jatjgiFki6kzT0vQlwTETcK+nrwM+ziPFNgX0i4pY622pmZta1hnpHXUlw8jHgG9m2syJi0iBlLOeR5rP7e+29SJ3/HlXbzoqIPYBtgeOLTupgMjOzHlOJ+h7uo4sMtaO+H7gGeD3wK1JRjTUlTZJ0XxYYtpGkIySNkTRN0o2kTv1dknaQ9F9Jt2b7VSY4DyEFhe0t6cTKi2V5v58CXlrUmIiYFhETUwWUMUO8FDMz6zpOIVpaJajso6Takv9HFlSWRXOfRAoWe44UCHYm8CGgMvR9PWle+khSD/s2YE/SHfXJwH9JnffqpLzfx9XZTusQ8cZcFqOLXH6xP2UyXU0tGXBWGHyVK1faR21msnoDx4qCnGJOQeazLim/WSbArGwwWTOVDUAsE3BY9lz5DHfQV+7A4XIwWbGI+P/tnXe4XUXVh99FQujSa4DQqwZRmkAg9CZV/QBBpAiin6KIFEEgIFVUUCxI+yQgCiIhgIBASKELBJDeE4QEpIUeIGR9f/xm58zZd597T25uy73rfZ773LPnzN579pzZs2bWWrNmTLI7f7/01cVIqOZ5P3D3Q4CJ7r6au1+SnMrOB/YCbnH3b6JAKMsC/wB+7e7T3P02YDdgDXcfhAYEG7n79bP0lEEQBEEwmzKrIURbcypr9tzVqN8h6yXkfNYmZnYImpUDCzZX4iAIgmD2pQ/OqNsrqGdl16xt0rkvA98BfoQczR5L3y9L/U5aDYmAJ0EQBH2MPhhCdFZs1PmuWXsCm6dIZEXkssfTLlrfQJHLFgT2Qzbnd9FM+ia0neWfzGxHd38YBVL5JAVOWdXMVnH3Z9tZzqCHEDbp5unIQBXVNtZSQgcGPKmygTZj82w2WEszddPegDHN0syuUcPaabduafelcte6chk68pmrfotmfSK6jNnMGWxW6ehY34+4+1DgCBSoZJ2UPgA5mL2LopCNTfk2BW4HRgLXmtntaKesVYDrgIXReupbzewHHVzWIAiCIOjxzNSMutGuWShS2WLA0Ox4aWo7ZuUhRt909z+n6znaMWs88Dl3H2JmiwObu/ubZnY5cErMqIMgCAIgbNQdyEw5mbn7e2b2ppktC2wHXNvMTcKZLAiCoI8RgnqWqXQyA24Ftk42bE+BTIrdt4oZ9zVo4433gf3Sxh3bA2ub2VPAge7+cX6zcCYLgiAIejsdLajLTmarl79Hkc3ep7b71nLpu2uRqnwCCnTydbST1snAIkC/Di5rEMw2NBNcosoRyRduGWykHPCEKsexJna8apZmnJMqnaiqKJWhyrmssuxtXKcRTdVpi/qscNhrmpbXqqJFuR5tmafyt2/rOg0Z1ub1uyyITXh9dwknAb8B9gA2Ap4HcPc3zOxTYBzwVRShbF+03/WHwMdon+sgCIKgrxL7UbePRk5mRbqZDc3SPjCzK9AuGlcjr+7i3DmAPwI/Bia7+/4dUb4gCIKgFxE26k6l1UApZvanlK/YbeuxqosUhDNZEARB0Ntp9zrqtGPWKWb2tpmNMbM7zGy1lD6t2BnLzNYHRiNJ+ghy/loUbeRxHDBHOn8MsC3wi5T/MDO7xMxWMbP1zGyechli96wgCII+RuH1Pat/sxEdMaMudtLakJqD2EPArsAFwO7AUynvvMhJbGt3/9jMDgVWSN9tDVyIPMR/iLbR/BWwVjq/mfjhQa9jWBvHvY+qSFflHaiaddyp3D2rVIdV1zqxnTtqVTknnfjZltdqGVmrfZG8mt2tqwUVDm7N1HtVvvbW1axEoLO3htVfq8JxrPq3L5ehfedB50eAa0g4k80SD6E43aAwoVshQb02cA/wS+B14M5imZW7nwdQ2KgLm7SZHQBcgWbYEfAkCIIgEH3QmawjQ4jmQU4+Bqaa2UbAE1mepWluw43/okhnrWJmh5jZ/WZ2v3zTgiAIgqB30RGCunAQ+y5wepZ+A3Ae8uwuKJzE2mIJNPtulbBRB0EQ9DHCRt0uHkFro7cGnkQ7ZS0C7IIsQXehiGOk7282s1Xd/VkzOxatjf4sWqZ1AHAvsIC7f2pmAOeb2YuxVKuvMqzu6Ha/rkWOIbZzF5WlZ1NlC27GVtoTaHb3rNmZZnbdatZu3Uwwk86m/Jt16Q5bs5mgnVU6PDIZ8FO0neX3gLOAJalFH1sHBTj5s5n1T9+thmbfa6BtL5cBxpukdH/gi8AaZnaDu0fAkyAIgr5MOJM1Tx7kpBTQZIyZ3Y22rgQ5li3v7hPMbG20reUw4JvIsewDartuFY5ldwAbANejtdSrx4w6CIIg6It09H7UBbPqWDYCLevaEfhHo5uEM1kQBEEfo/D6ntW/2Yh2z6jTLHpr4PvU7NILm9mDSMU9GHluL41mzxsA+yN1+BXAUsAqZnYWsI27/zhdek4UC3xeFCTlnUZliN2zgiAI+hixzWW7yO3SOwKHo+hiXwKeQWFCxwPPol2zVgK2BAYgr/B/AaeY2XpIzb0o8Ack4FfogPIFvYi+6jjWTBCKjtzxqiOd0CrLNdDaztNOqpzqyjT7fNW7Sw1r81rNOIVV5WnWwawcbKS6/oa1WYZmg5tUntvEjm5Bx9CRqu9XgbnS5yLgCcDiSJgfjXbFehz4xN0fQwJ5JDAIOBGNkxZLaTch4R4EQRAEIpZntY/kQDYnMF9K+hiYmv5GIDU3aJb8I3efkM67HLjczPZAoUIHAE8kx7MVUp4JSGUeBEEQ9HX6oNd3Twl4chMKF7oDcGOzNw5nsiAIgj5IOJPNNI+4+xbFgZmtnj7eAGwH3JflvQo4w8zGuPsnZvZtYEWkMl8LuAjFBAdtzLGNmU1w9wurbhzOZEEQBEFvp9P2o3b394CDAFKEMdz9MTP7CzAqBTSZiry6P0BOaMcB56ZLDAc2AX5kZnuhzTnGdFZ5g95Gi11RgQ+7vBRdSjsdx5qlqchazUbMKkW1GlaxA1UV5XtWOm01uTNWU7SzTmcl6lh7rnXSwGHtuvYs0cntrVX62LSsQwKetJWeBysp7NIwY4nXt5Fn+EnuvkaW72oz+wzQv9GMOgiCIAh6O50V8GRmeA44B/g/M3vUzDbu7gIFQRAEQU+hJwhq3P1ydx8C7Ayc2ux54UwWBEEQ9HY6zUbdJJ8HtjezRVAkswHAZwDM7Dq0Ycd0M7vJ3V8qnxzOZEEQBEFvp7sFNSggyleAp9D666NS+lMoitn8KOToJt1SumA2pZc7jlXQbKSrzqS9TlTlSFvQ3NaXHem01dk081s0W/au/l17Fn1vIXV3C+qH0H7VKwMHuvuMSGQp9vePk8NZbG8ZBEEQ0BeDffcEG3VDZzIz64fiiP+x6sSwUQdBEAS9ne6eUQN1oURXBC4GigAqvwSGu/tzDc4LG3UQBEGfIlTfnUJSX38TRSH7PPAwqu2zUAjSO4DpwNtAvzSTvg45mK1vZku7+5ldUdYg6G6asVM2a6Nsxm7dzO5Mzd6z3TbWR4e1LENFEJSm6qZqx6tHS8cVwTo6MyBJo3ztydMs7a2rZnYfg5Y+BF1nNw/Vd2fysrsPRXbprdLn/sBGMOONXBrtRX0Iiv39Aho6rdmF5QyCIAh6LMWMelb/Zh+6W/W9EHBcOfKYmd0CzO/uU7unWEEQBEHQM+huQb002qu6zNzNCGkzOwTNvoEFO7RgQRAEQU8kbNRdxeZmti9Sew8ys/tQ7e8KrAesbWa3A68D30JOZafky7cgnMmCIAj6Jn3LRt2dM+qXgc2AZ4Bd3X2KmW0AnAKcDMwH/A1FK1uy20oZBF1Me51yOvK8KkekkyoczNp7rRZ5mtx1q6ndszp5x6umytDFnEhzzmtNBZ9pcvexYRX3DDqHblV9u/trZjYRGJm2vZwPbW/5WxTz+wJUxrm6r5RBEARBzyFU351CvvWluw9Ny7UK3gK2dvdpZnYM8Ky7fwocU2Qwsz91RTmDIAiCnk7fW57V3c5kZSYDyzSbOZzJgiAI+hoxo54pWglkUjiFHY/War9BzSlsTWABYGK6zJzAlWkHrWnAAmb2V+AI4Hnglkb3D2eyIAiCoLfTETPql939ADMbQ02FvThwAvBld3/XzFZDTmEA+wDLA5ea2ZzAKsBP3H2cma2Kdsq6HlgBeAn4RweUMQhmG9obmazpaFilKGBVjlztjjJVEWGMdjodtTeSV3ujgjUboa3suFUV3atZ57iOosoBrMrZq1wPJ1ZEf6OJXcuqrtV1hOq7o9gRuNTd3wVw96cB5C8G7n6bmY0DlgCedPdxKf0ZM3sMOA44ELjD3d8A9u+kcgZBEASzFaH67igaBTIBwMzmRVtbAvy39PVL6fw2CRt1EARBXyNm1B1Fa05hf0Z7Up4GvIJm1TnLpvPbJGzUQRAEQW+nswT1DcBVZvbXZKNeBe2EtQnwJrAucDjwQ+ANMzsM2AOYFzmm/RBYCfgfM3sdeNvdd+6ksgZBj6LKLlplgyzTvL22dEwH2nk70N7d3mAj7d09q90BQqrsvBWUr9WRNt5m7eTNlKHZQCad+Txt3JlQfXcAKZDJz4DrUyCTN9E+0x8gZ7ILqTmerQncDjyJ1lQfixzPNgOmAB8jT/CF3f2tzihvEARBMLsQqu+ZohzIpPTdrcCtxXFaynWduz9bOJUlNgCOqdhBawJaznWTu/et4VMQBEHQgL43o+7K/agbsTTVNumDgb2Bp8xsWNWJZnaImd1vZvdrsh4EQRAEvYsuEdRpNn008A0zm4KCo4wyswWBhYFfmdk4MxthZhua2d/c/Rl3/zqwBvBDM1ujfF13P9/d13P39WTeDoIgCHo/0zrgb/ahK0OIvg5cCmwKGLAVEtJDgNeAndDselFgZTNb290fQw5ok+gZs/8g6HQqdy9q4Sw0rGWmimAj9lZVvvrDEz9b4QBW5ZBVdc8mzvOX23Ywq75fFW2Xob1U7kDVhJNWs45cHeps1UTQmvZcB1o6G/Y8+p7qu7tjfe+InMwmoGhkhePZaOCXaca9PDDW3R/vrkIGQRAEPYW+J6i7cpY60d1/mj5v5e7TSPZpd7/V3Td3983cfTe01vold/8Smk3v24XlDIIgCIIeQ3fPqCsDo7j7eDMbbGYbAg+6+/SqkyMyWRAEQV8jlmd1NVOAc81sirv/LQVGGYLU3S8jFfgLjU6OyGRBEAR9jb6n+jb3zpdvyet7a3f/aWmXraHAmUgwP4Ps01OBU1Eo0b8Cj7r7Jm3fYxmfMbkOgh7Amr5Li7Qn7NpuKEnPp5kIYNCdOzbNHO2N7NZuqnYtq4i+1mHn0UxksvNxn9Th24iZrehURNObeQ54QCuGej5dMqNuLTAKCoqyHTAU2czvcvdH0KYeC5rZHV1RxiAIgmB2IFTf3YEDdwEbA3MBY5s9MWzUQRAEfY2+p/ruCYIaYASwGzA3cHmzJ4WNOgiCoK/R92bU3R1E5PPAFsACKLDJhsCSZnZiCg96DzDYzL7enYUMgiAIgu6iJ8yolwR2AR5H+ozdgF8AKwDvAdOB88zsanef2l2FDIKZpcpxrOxg1qHOZR3oUNTuyFpVZaiiSYelMk1tO9lEZK2TmnRGatbJrTOv1d7tRWlma9SKyHVV5ayq0+5z7AvVd1fzEHAFcibbgJbOZNelbTLvCSEdBEEQdJXq28y2B34N9AMudPczSt/PBQwHvgi8Aezp7hM6oyzdLaihbWeyQ4GRVSeGM1kQBEFfo/Nn1GbWD/gdsA3wEnCfmV1bCmV9EPCWu69iZnuhpcZ7dkZ5us1GndZQH4Qk7PrAX4BLgCfS93ub2YPAKcDaZjagfI3YPSsIgiDoBDYAnnX35939YxTTY9dSnl2RzAK4CtgqaYA7nC4JeFJ545qg3pTa5hwD0Ax5KnAOkr47A6sAj7j7h42vFwFPgiAIeg6dFfBkGYdvd8CVhjUMeGJmXwW2d/dvpeNvABu6+/eyPI+mPC+l4+dSntc7oHB1dLfqezHgPXd/wsweBz5x9wfM7ETgI+RQdnXKu0M3lTEIgiDoMUz+JwxbrAMuNLeZ3Z8dn5+W/PY4ultQzwncBODuB2XpSwNHp/2ogyAIggAAd9++C27zMrBcdrwsLf3oizwvmVl/ZMZ9ozMK093rqP9Dxe5ZNNhVq0xaa32/RkUfdHjhgiAIgj7JfcCqZrZi8o/aCyivpbwW+Gb6/FXgNu8kW3J3C+qXgaXMbHUAM5vfzNZFhvnDzGzOlL6emc1TPjmcyYIgCIKOxt2nAd8D/okcnK9098fM7GQzK4IhXAQsambPAj8Cjums8nS3M9nW6GHPBeZPX/3Y3e9P0cgOBQyYCBzg7g198s3stZRvMaBszG8mbXY5ryeUIco+e53XE8oQZe8b5+Vpg9x9cYJZx9171R9wf3vSZpfzekIZouyz13k9oQxR9r5xXqO0+Ju1v+5WfQdBEARB0AohqIMgCIKgB9MbBXXVOrhm0maX83pCGaLss9d5PaEMUfa+cV6jtGAW6DZnsiAIgiAI2qY3zqiDIAiCoNcQgjoIgiAIejAhqIMegZm1uU9pM3mCICfaTDVRL7MXvdJGbWZrAi+6+/tZ2iB3n2hmy1CLcf6KawszzGxj4CvAJsCXPFWMmc0HzOHu76bj7YBD3X33dLxa+v7JNsr0ReBTd38oS/t8Ond8uv8ewIapHK95gx/HzLYsJfUHNgMWB24ERlada2ZzehY0xsy2RYO1f+b5zWx1d3+qdO6p7n5c+rxfo+d09+GNvmtwrYXRrmmXuvu2KW1J4GN3f6t03s1Fnlau/T/ufmVbZSidU67PGbj7bSnPnO7+SVE3qe7mAq5v9DuV7jGjTWbPPLe7T0zfN3rmAUUbzdLmcvePGtxnILA78GVvJSZyigb4HXf/YTqeNz1vq7F4zWxFoL+7P5OlrZbKPmEmy7ASsCVwW+mrL6B2+XT+vrRynYbvYN5msna7NXBr+rx6+v/P8rnuPq6N+37f3c/NjvsD17r7jlnaXMA0d/80S7ve3b/cxHNt1lYZKs5ZqdF37v58li+vl9VQNMh/AiPc/a5Wrl/XHtMzz1P0jymtxTMHs0Z3b8rR4ZjZ4cDxwANp27EfAmcBGwNfRJuA3I86ygXMbDKwJBKQrwGPAXeb2WnAuum8ec1sHPB5YFXga+leJwD/C/wzXWeaux9nZscC49z9jrQr2CvpWn8EHkrn9geWB/5gZv8CVgOuTOU6B1jJzE5z93J8WYAhqDMbn473Al5M91kP7Yu6U0qbXlQNsK6ZPezum5vZH1L6a+n8/bPrnwvMEIjpOfc0s0I4HAO8CTwOXJauvSqwg5ltBQwHfgrMg3akubhU/vWzzxcCR6drFMyPfrM9sjKMBtYxs6JTL/K7u+eC9luoHovzPgtcg37z36Df7mrg6+7+nZRtH2At0gYxGU5NiIwysx2Bc1O7AtgpHR+LBPY7VFDRJpcEjkTesUXZq555b+C81IZGIuE1DjjZzJZCv3d/4FEUN38DYDBwKbCwmY0C+gF3AZujgcUf0+cNUNhDzOxgtOXs8mZ2prv/uhBCZnYg8KS735XqfjDwtJld5u6/T0WdAlxlZje2UoZzgQdLVfNztM3tjVnaJsCnwNnAj9MAdkJencBngcdTOz4Btae3zGyyux9drv7s89nAs8DCSFAbansT0/cfpbRFgfXN7GbUlk4HFgDOcvcbsuvtnJ6r4OJ0bs5ngR8A+wGY2cXoPczfCUPt+MDSuT8lvYdpgvEjVL/fdPcXzOxIYM3Seb9FkcHKGxo5cGC61ki0IRJZ/T0EDETv+TmobxkBjHKF06xqj2emZ16T+ne67pmDDqC7I67Myh/wPOq48r+3gTfT9zsAo4B7UcB00OwR1Ln8BxiYjt9Co3JQ4PBRSNiCOpqJaMY6NqX1Ry99cd2x2edxWRlHp/9jgFuy9Cmo07wzHd+IOtRyGbas+NsX7c9dXOs2JOhXSMejkCC4Gvg9sF16hjHp+7nRpuh1ZcyOby4dP5LKezTq5LcEjkAv8t+BHwMPoF3P1kAx3OdBguWu0rW2REKzeJaHgK3Iohll6fkzX5N+o2OA1Ru0h5OB59L/4m9i+hsEXA68UH5mYCXgvtK1ZtRn8ful/7eW6u5u4PBU5zeggc/dtN4m30JbuN6WXWdcquP8vHey8w5FYRkXAkZTa1ePp/reOGtH9wDzpuPFgSnp8zzAq2gWWbRjA55JbeI24PaiTVW15fRnwK1Z+uNoI53WyjANder/l/39GZhUqvc7gYWz45dQO5vxu9PyHZwjtZGHS22m3K76A9ugAWzRbr8AHAxcAVyCNle4E9gI2D7V7eLofbwru9ZKwO3pf/F3b1F/WZ4ivfg8KrWHo5FAG1T8lerhQDQAOzD9PQb8AvV5t6DB5e1kbSidtwhwT+ld+gqwS1YvD6N3cEb95fWaPj+I2uMnNG6PI4E7KPUf5WvF36z/ze4z6veA7dz9wyLBzO5O6bj7jWb2FBIi76S07VLWnVHHfZ5236IfMMjMihH4fMBcZrYZ6iwmo1nP/Ga2FrUX8Itp1jEQmJY+L25mB7pmksUM6V000i3YGTgAWNm0//Z8qMMpl+Fq1KlNyc7dhzQiTqwEHALsZmZ/AVZGM4BHkaDeDQmY5ZLqcls0QyxG4stnn48BBprZ7dn1p6BOHuAw1HkNRzPUrYFTgMXcfTIw2cyedvcP0zXWKl1r+XStIel4QWAL4Losz1YpfUiW9mD6Gw3sb2b7IgH8fJbnq8D7qDMs2A2pZScCXzezZ83sCup3cfkt6pBydgAOSrMLgKXN7Gg0e7g+y2fufjZwdlIhjgfWc/cZv09Fm3wSzTiXz66zBPCwu2/e4LzzzOxbqZ6WQIIENNv7BfADM1sVtYsPgQ/NbA607Z6nNvUJ2mDgaWBA+n4j4FF3n2pmiwBzJK3IIskksICZbekyAXwX/eaLUe/f8jukMWitDO8j4fSGu09Pz/d3Ws6ylwJuNbPfpeP30jOviH73tYBlkqp+S+Bed59uZkPQTDlvMwemZy/an6NBxvxIk1O022OAC8xsAzR4XsLd70llfBa9g06tLTsayC2cnrtgEPVamePT/QZl+V4EJiEtwY+RBg3g2dprD2gg/B7SLoCE6iNo0L0d8Es02MvbP8AF1GsRinrZFg1GSMfD0UDk3uL3QG1iR/TOrJEAAgRrAAAfsElEQVTq4ip3vyPVRbk9PojU5a/mBUjawqADmd0rdD9aOsSdilSCgOwyZnYl8JlSvkFIXfkd045du6MR6tT0/wmklrsQjbCfAE5AM6ZR6fjglGcJNDv/U7r2m6hjwWs2x0uB35jZcCT0ByIV6EboxemPBPct6f6keywNLOnuhxcFN7Mt0Ki44Jvp/1ZIIBf2t2WAbyC1/qNI1fpz1GkehYTREulaRYdwair3JaX6KuyoU4Dvp2s+h2ZhOwD/Ts9mwJrp8wRgVXcfkl3jBODvnvYaN7M7UCc23Mx2SPWyMVLFPpvqaLK7v2TyF9gp1cl41IGOyYr4CvAXd5/R+ZvZXamcBb9DHfxiph3ZlkEmjbNKjzsFCZyiXi5FM5PnU3kxs5WBO8zsu2jg1S9d/8LSteraJFJpDgPuy575IyRwcy5GnXrBE2gmuH3Wriai9ngQ6nj/A3w5lXMCEiqgNgnSVIxCA6G3kODYP303Nl1jUzSLHYLU5buimdsTZnYUEkbzm9l3Utk3T+c9lZVh56wMIIF8ZSpPoe5f1N2Hlp75ZDRYLOr9dCTMFkED1w/QRj43ILPOwSnfOGAtdz+puFAatOa28z1Q+/lPKvcOwLJm9jM0AHsyXe8qMzuZmpAt2vVyRVs22buvdfcp2f32AvZOA5zJSGPwfaRxuRV43dN0Mw0KJgNrIwGcDy4BPgdc4u7XpPxfQW19YBKsh6eB4baW7Mam7RjXpSaQKeojCdkb0j2Ld27jov7M7AY04N8I+AN6t+5297ezMtW1R3e/N5l9jsyeeWB65vMIOoxe5UyWGuq2wO7uflCWthNwIlI5FYwHzvGaM88iqJHN4+7/SmlrINvRU9k9VkeJT6Xj9dCM+yNgviRQFkbOGUPT/yVQAz8MdTZLI+HzYsUzrOqZo06D57wF2VhfS8dbImH/EySAQSPrj1Encx/q1JZCjkDD03lfRBuiP5x1Zl9ANuvBSFB9ggT7dCRsRgI3o86lsMk6Up068D+l4u6NOvIB6VrPo9nsGkgwjEACecdUL5OQKvVXKW/x8u+UjkegDmc40mjc7O5XtVZfFfW3fSpncb91kWbmtSzPkqijPSnVG2jm+USW534k0C9Hnfbryfb4d2TmKBwVq9IWy555MnCDu9ftQmSyr+/u7j9Lx8VMaC2kulwinXtE0mYU5y2E1NA3pOM5UZ2/7zV743wAXu9wuRJyeJtmZv3T/+WAv1D7LZZJZT4PDUwmIVVrnUYizaq2cPdb0nGVvfIY4FfufmF23mfRQOfrKel8NMgek36Pd9PxgOI9Tefdipzjcie3JZAa/iH0G+4IvIA0QqD2OgTNEq/J0pZMn0/Lyroe0vxYqodPkF/GJ2hf4mvcfXKa8X811dEU5BdjwH/R7zUIaTTuRG35aTTwuRY5cr1MkyRtxSFIazcXmmSsAHyh+F3NbAUkYNdK/5dFmpyjSvW3PTILFf3a8ej9fKQYFJYH2dm5+TNPSnkeb/Y5graZ7QW1mS2AZhA7AF9CM6P7kR2uSLsR+F1J4P4dONrdn82Ofwd8z933SGk3oTraLjuvLs3kYHNwuu9CnhybUvp7yLnpddTh55X9TfQC90OdoAPrpO+eRqpD0Ivt6CUrWAoJrktQp7EXekH/QU0NVahQx2bn7YM6g6NTGYuZ2B/cfYeUdjqwJ7IHfpI6+VfTsxRON4UK0d19s6xuyh7yVyGB/EV3/8jkDXo46rCOTGX8fsrzNPDrdKkTgT+5+/9l174a2RNHZ2VYGnU676OB17zAD939TdOesSekex3v7pektFOQvfR0d/9buvYuaIZxI7WBwY7pGa9FHfuRaFb6HXcfn84bCpxUUlfvjDQb61Ozr05E6sptUtpzSGiPzs7bEM1y30Ed71ZIrTgWDTCL2eBINHt8EGl3/gT8xt3vz651PWqjO6Xj4Whwta2771eVJ6XdBzzh7vuZ2W3uvmWabe6LNCfLowFZMZsvhNsx6ffIVaCD0/9/p/9fQm36daRNMCQ8dkHvTlHvP0OCtdBAbJr+OxJuxYz8Pnf/Wlb2e5C9O3fG+wFSt2+MBMjAVNbH3P03Kc8gGpAN4o9Cg7kPkW12WTQgnoAGFbsgdfHiaEBxQbrEWWiAdo8nj2szG48GO8WAz9GAeFH0DiyM2mE/4Lfu/raZbYTMX6+kuvsIDSLmAH7t7iOyZ/4qcqC9ONXpmUgLcazXVjDchCYkebst92u7Io3lFul5RqABzO7UD7I/oZXVLI3qNpg5ZmvVd1LXvI8azP8i1dpuqEPM0z4BfmFmx2SjwUULIZ0d35ZGjQVzV9y2RZq7P5dm5NPLX6GOdDywXEq7GHmffgN1VqfmquH0XCPdfdf0+ZH0jB8hB52Cq5DAWQrZoR/JR7Fplu0lYbADUmsV9HP3CUkFXLABMLGYIaX/i5jZKHffKl3nSGTbGpdd+yLUqf7Xah7yawNbelpKlP6fYWaj3f1TM5uKBOl8qPO7MNXXwKy+Cr4FXO3uB2T3XAr4yN3fSqrEm5HKdWGk4v8SErQHo0HNz6mpeq8E/pYu9Sqyo96KhP9jqHPfM9Na7I0GMH+lpro9ipbv0L3Ad919kzRD3R1tQP9OlnYLsJmZveO1pTwHoFn+L1I9fC49xw+QqvJC1GYWBca7+39TuQblQjqxQOl4kLtfZvLubpQHNBgrBFdh57wVDRCKZXfbZfl/DJxBTej8m5YUA8VxaDC5OlKl343a7VloUPQ5JIiGAO+5+yvp+QpN18vu/mZKuwvNJHPepTYTLvgaEsoT0vELJs/035uWWU5Gg6ARnuyw6fpnAHuY2TvITnsE+s0uTRqR54FDzWysu59RCD402FsevZPboff/HeTHUfiAbAjc6O5bZ/ebG60YmWayve+A+oliNcL5qA/YDdnrF0Lt/DdIizZDUCNhPwX1DYNR+/xySVtTaL8opc3A3UcCI81sDBow7oP6hgeQZ/7mKW0/pGrPf49nUjkbLnsMZo7ZWlCjl30j1CG/jDqXu8pp7n5EUgH9PAmHCcAKpuVPx6ZruZmVNzkv27+r0pYx2eqWAjA5ZRnq8E8q5cXdx5rZ24WQM7M30oBjPJmgz9JGIPsc1By5xiOhMRea3SxGWjKWcWwqx+gsbSrq8ItO4t00k8vVlvMgoTUDM+uHbHk3odH/usAJZnan19ZKrorUe0NRR7Yemk1MKl1rd2AN05K0u4DjkGfx9CTAT04Disusfk3o79GMM2ch4CIzewx1Sh8A/2Nmg9Fg461U9mlFGlKZTjKzfFB1Omon+cDDclU46vic+t9/wXTPGbj7f81sbjP7DGqHGyJ7611Z2gJoZp2vV+2Hfv+P0p+j9zNPexANOIan+psALGVmB7n7RbSCyQTUFgunR98KLa3aErUhc/dC4M7Q0JjZl9x9uJlNrLhWUXcPl9L7oXZ7CrBKOl4W2bcvQb9zvsTqAqTpOomaY6ahAd2uWb4TgRtNtuVidr42mhEW5f0B8rR+Hg2gBqLfYCIaDBUMQW15G1THLwLf8Ez9mFT0g9Kg9A2kXVgrG0yMprYkypKaGiSAy+14beSIdwYSxtuhd/I0kx/EFPQbvJ20UlNcMSEWpKZ5KzgHzWYL89b66N3MBXXR/nJa9HVmNn/6+BHqOz5F78+npqWaU6vOdcUKqPOMC2aN2VpQu/vPUoP4NlKL9kNOXFehzuALQD+TjXAaEp4XopfvLWA/k1fnZDRSfBp5fxYOPp+BGcJ3coO0O5EAvYbazALgjKxza1H07POvKr4vO5aAHF2mIJvvLsgGOclkR7+zmGFlVP22hwNjss5sArKP3WFmZ6bnWx8YnzqggkFo5vvZpA4fizqbE5F6GWreq4OoechfBIw1s/OpqR6PB07zLFBERlEvTyKHq/xlX4fMo9bkILgc+k2/5+4PmtkRyHFrCfSbgGZCh6FR/2HAUamTzYOILIg8lPOBwetWH9DiSJKzodWcqNZCHf4MzOwYNGh4C83EjkIz0l2RsDkCaUbOdPc7s1MvSXX2AFovuxzyLfgLEtZF2sHp+T5Nf6OA/zWzF6i10flSWQoHnzuQMLrIFHilKs9ANKt6hHpnMqipuMs4aPBZ8V1dmtUcueah5oB4FZqVP4RmaL+nOU3XT4G/l97LfZCd9CNqWpFvAT/KZMa2qD2snGbGL5g88HdDs9OCj7P/TyDheo2ZnYsGygPRQGEEcIxndv5S3Rgt3+Uv0NLTfa9UBtI1z0bteBukjTkH2MDMLkdOb8XstR8tZ8b9genZwOA7wK9NcSH+i7QObyNnytb6te3R4P/t9H8EUuvvmg2yRyA1+Bl5AUxObu9V1EnQTmZ7GzWAmV3j7rulz0siQbZTlnY7aqRf9yyik7V06LkHzXhmOPikrDu2krYsslO+bq04gqUyGBpALJDK08LOW3Hej1KZXkX2ydHIgWqrLM8bwBpe7ww1Nl17aJZWOEidjDQAryCtxNK07uA2qnS/05FKb5tkxxyQrjMnEjQ5A5DqrLjfyiiIQqFRuBTZ9hZHHcbNqY7M3Wc4ppnZncDX3H1SOt4AzRIuLp4xPd9cwIVei7o0V7r2xe6+rcl+9jskvCakex6F7Pv5Erh+SH0/BXWG8yDhczPScExGs+lzkOApOrw9UUf6w8x8cQj67c53913NbFEUKGNFNFtbAmlFbkIzJEt/e6Y6K9YufwXZ4Ud4/SqAFs486as87SGkCWktzwvuflm65gKeRZvK7lUsTwINSGaou9tox9NT3nfL5xfnmXwm5kDv7gcpbTQyCfwt+53nR23qj9Ta1XzI/JOrsL+CBjeFavgyZG/P7c9/RIPez2XnPYa0NU9njzAvakc3od96Gloznd/vT2jQ9ygyUxTBgD519xNSnnHA1l4f3Wt74DivXx1xGjVntWeRpmqZVD+XpWzrII3NsdTa3x/S/fO2DHo3v4b6kfnQe5L3a2ORer1I2wQN3P6Ffi9H2oml0KC3SFsQqeHvoOZsuBTwraKOg1mntwjqItJOrj5eJ0ubC/iweFnSOdshFdK92fFA4CV3vzmlHYaEXR4msC7N5DT2E9Rgj/H6KFmVZS068Caf7XnUEQ1AnbgjtfInqCOZigYLi6CX8wzqnaGuo/YSfxmNdD9GM77n0BK1XOX7e/SA383S7geucPez0nHhbXoqmrl8iJZzFE40iyIhujJSYxaqzdPRusy8Qyqc5a6ipr4/Dzl75eXaF800jk7Pc0qqg9xJZmVk8+xH4/bwQnr2Zak5j52MOqHt3D2ftQ9M+Z4Driz/tqY1wxOQmaXo8O5OWoe22uR0JIiHpLqq81PI8kNNfbw8EuwzZrFWHZp2b2Xxv2Z5VgGe8ZojXF2elPYvFB53vCVnsnKBTM5llbj78Y2+a3DekUhwFB364PR8yyMNwmTkVHcQalujUTv+FlI3z0GDdpXu+Q3gSHcfnI5fQQOW+amtP+6PBvaF45Oj2eLJnuIzpAH9t6m14wuAmyrutzkagH0PvXvHogHRU9nv9RM0y92f2nt5MXCeu5+WXetgNIgq0oq2ALX2MA/qFxai1v4OcfdNs+t8BzmuPofex1OBwyvact3vnZ6lTLk9Qs32/ikaFP0HaR0872+DWaO3COqqRpUzGo1Kc7vMF4AH3X2LdI1xSNV0SzbCHwf1M4VyWhLU26JZ1bRmBDWlDryZBl0l4K3e6WxOJDDymTKltJ8De2Qq87vcfZHSNW9PZcqF6RTU8RQv6NxIxfg5d18o5VkUqQ+XRJ3vkqjj3QeN1jdHHrN1a2dNHq0nIq3Bbahz+6O3XF9bzKr/iDql/YEh3nJJ05h0vUacjUwAubA7zd2PLWlmTk3lfwSZA1amZtsvuAzY17MYylk52mqToE7zHZpsC2nQ9iL1YWHXQbPSoVm+0ejdHpqORyH16hVeW5VQlyeljQGmJy1JI0Hd8LlaMfU0Oq/o5MtanHnQ7Ltot4Wmqzg+FHk2FyrzQ4FFinc5u+ft6J0s3vHCUe4qJARBs8v389mfybmraJPTkSZiLDLzbIji6i9Xcb9VkNPcw0igb+DuG1fUxX1oAF1oMnZx9/Ur8o31zDO74vsWv5HJzJf3cwcgj3HQIP46apHcctPSKDQoaoHXAqJUlaFd7SGYOWZrG3VBWw3CzPak3j42AnVa+Yv2qWsJUR5IviqofDltGWS7GQxMSoK8NZV2lU26Kayx09mraEbWL31/LFq/eSI1h7NjUYc0CRXuSbNKh48Wz+zuC5nZmKzjvy3r8P/hWuJzHnC2ZwH9zewBNEO7BbjFZL+9O80qfpnUf+eggdRDyE57NnLsm9ezDSKSxmNeNIOdiGaj65rZR5kaff5U3tYExsdo1I/VbNIXps+W1fG+KODECSaHtA9oaTdfBTjTFLGsXGdtdlJmdlxbeUr8AQ28ivXstyIzwtDypam3XfZz99dKv3c5D0jVXwxGB1vmp1C05fZ2vlXnVTc/BiI/jLWRsBuLZt65w9n+XlsDXLSrp81sb3f/S3atRah3EtsMaVTey1TfD6A2eKmZXeSKv/A7ZF76ScpzG1L3/sjdD0jaiKr7XYcGFXuRvKLNrJ/Xb8ixInrH/kTtN9jJzFbwmnc61lx0L0u/aV6RhXd+8dt+BWm9DA105kN27jvRYLtgU6TZKTv/5QFqWhDCuGvoFYK6LVzrZf+WZp3bIHvkfGa2idccel5JaqI8gtS0isvVpbn7Gma2KfBXd1+jibK0t2G35nT2e2RnfQMJ7bORB+9Xstnz2Sg06B3UgiNMNzkhveTuQyzzDLb6aEcjKXmJmkI2bkQttOii3nLXnZVRiNRi8PI5pKpbCtgizVxWRSP+C1ye34VH8A1WH8XtfNRRb4c6mH+ntIdM67cLh6KT26jHQbQUuKAOKa/jPYE3rbaz1sdoBr2+u5+Z6mAysrmWVb6Ft2+rzGxbyEwPS1ELC7u4ma3i9Q5Y06kXwu+a2dbUO/iU84D8F7ZBwrHTO+AGwnsc9Q5m16NBdu5w9gWrd3YcjNr0DukdBj3bx0ggFRyCBju57fltpNa+FPkMAKzo7ldkedZCpqRtTT4Va6N+4tjS/eYB9kkD0FvM7FXgajP7NbV2fAvS7g3Lrj8VOV0ekOX7PvVLKav4POoDWrTlbCD9L/TOWPr/BHoHnvRsMw/TiostCHokvUL13RZpRjQUdW5LIQeJm5G9s3DoWQbZWF5D9qsl0AjT0IvzYitpk5BghJlUaXcE1tLZa1S6/1ZVeQqVudVHNpob2ZpHoOfbPUtbCQVAKWI0v4Lqr1grejNSm93r9QEnVkFBG7bP0uoc7kxet69TGzwsjn6DfmiWXqgH70Nag61TvuvQmuUtsjw3llXhFXU1Gs0Q6uzRFfnK6vOtUKe4l7uvOTPX6khMdvhiO9TJqO5/gJ6/cOZZAf2GRTSxVZGQG4OERFWeZZAH71mUYjdD182cyupcM3szN8+ktl21DeMAFC70+CzvPEirVKifByPhl9ufJ6TvLkUOYMPT/6vc/ciUZxB6v3+PZvtQrTKfQv1a8sGovhdD/hCT0GBzHSTsn0BRvO63dkT3aka4mtahD/C0Lj2l/QVplaZmWXdGZpgWv3PYmrufviKo30DOFCPRSDh/6N1I0cPSjO7a/Did32Zala2mCzu3KmG3PPUOZ4UAdKQKLxyr3khlLbxSW3iu52rvdFw4gF2B1HygQc4Z6ZrFUqwNUVSw3GHpAaR9OCtTm5ft7bnJoE5F6+7jTB7fl6FO76yqPK3UVQt7dIN8KwJzuvvTWdpqaAOPaWhAtjlS2w9u7VodhZn9G/2WI6iFhS0CwHxCzZlnlZT2bEpbHHXCC6B2UpWnRzgBVQi7IdRC//4bCb9COB6W5TsbOUmNLVTYVvJcN3l4j8nV1aaliuugTS6Kmelq1JZcTkJLlVYEDvQUXKZQmbv7pdn9yg5z+f4Cv6K+jb5oimFwHhLYxxRFKudrUFVV9ugZZO9zXQTGlLY3cmjLNUFVjmLFtUK93c30FUH9zQZfObLhlD1xn6N1b93KtO4eeVobDmdZWjGomOFYhWL/7mQV9merLcf6ZVKHb4rWSM+FlmMd67UYwctT80D9s7f0jL0NCcAhpXvlTnY/SedfQs2OVsz4XkfrrI9J9741y1P4BrSl/m7TqS/Zqvf3bH26KXb0tdQH5AB5KHd6W6iY5UMtxOzwLK3c6VZ5DPfIjrlC2OUD4LpylWbPeVsqwp/maRchb+x8hu1ISA5AbfYptNrgVas5Zy6N/DvW9/olVbehmeqm2f3Kg/XRqK1OoGZSm5vawGgqWu55JRp45TG0i7bc0IRSNTnI6qZwlKwbZGfnVqYHPZO+YqO+JD+2bPMOWtp+qxwqqgKQVKV1O9Z6lLM6IWJmU7IXukoIFPbn45CK/PpkVx6Mlo38As0+zk5q4CKs6IvpmvOb2ZGFbTWxVvruUrRt4HDUKc1NbSnKfci5ZRVqau5hSDD/Bwmnq1GHV3iVX4c2tqiLFNYKbTn1zeulIDKuqGNTy4LMuigIk2c7Q2X3LjbuyMtUFrRtBiTpQdxaOs6jw7UYVGSsZLUdr4rPK5rZyam9r4g2pDkmPynZuo9I194chRe9Bq0pL5wUD0UBR1Z090uL+6XvfpbdD6h7vzZEGru1kTnh72g1xoOoHX+M3qWLUWjVRcjU4a1XU9MDqirHzPlbOyHoefSJGTWAVW/eMdazjTpmd1obYedkwrmwNRtyIroZrWWehOyARdpnUKzqYkOHKpv4gIrZ8+lINb661xzTTkH2vTMpOcF4RYAEq+0RXMyiiwabn7tkynO/ux9MB2ClHcpS2pLAZe6+TUfco72YlrTVbdzh7v/szjJ1N6ntl9vGX1H7fRHZnR3ZokHbRR5UYRNv0ZYLlTnwv57WKDdQmQMNneQKNfdLaIDboh0ntX2Rr0Pasikc7PFI45JHcfuZp/gDQc+nTwhqq9+84zoUvGKH7i1V95PZmqHWYQxMaS9naZcjoTXRzP6BvLnLNvGlyKJMpevPQU31VzimPYg6uAEoQMux5cGSaavN3antEXwN0v6cmJ13GVoLPyNPM7OQZjFFMPst9VHHNkfhSlub2XUaZvYHpE24A60F/nW0Y2FyXCwH11mD+vadm3pOTOrqKgcwqI+YVjilHZryNlSZl8q0GAoduxU1NfeTyPkvL+enFflmRjvUkDRBKUcha7GlatCz6ROqb6o37wj04ubC71ikHi+nfZTNdufxtAyt5AB2OvCO1S/rOh2p8X5S3NC0gX152Vixg1TB/UjN/SQSTIchTcgYd/9aOu+JlG9GnkIFXcz8Z5H3kUd5Yad8DIWK/aTVszqX8iYdvX+U3TwXU1JhI8GdC+/FkDDM1eOFkB6b/d+R+k0s+qd8V7j7t6FaZY78XXImo4HpaGpq7l+iJVq7ZuftUpFvsJl1hK/DyKQxGN5mzqDH0idm1ABmMzbvmAe9iP9BsXr/r9UTezEVQvNXtFx//Ss0cy2ryA11NI9Ss39/ETlVFbPnQWhHoemZY1oLtXl+nNKKCFL5bGjGrD7luRP4OtUqxFmOMVxWifYUkpZiM6Rx2BLZ6sd4tp1pX6SBCntO6oXpT6l5OhftpcqpbgCKfFdstfo5pI4+GS03rFSZV7TjwhTVYlafmZ9GUVv7X6kOb+b5G2G1JYQtJifeSsSxoGfRZwQ1gFVs3uHuF7RxWq+lga25xfprFLyjyja8IbU1t8WewWOzc6s8cRutm/ZM1ViEFc1n9SNL5y2HbOdGCj3akf4GZnYPGgi0wCtChnYFyXEp/x0Mhbd8yN1nNspZr6JJFfZdSDMyQ+1cVlenfOVlXVXtuOp+/4a68MJV6vinKs57GrXnh1orV3sws7fQbL1hUJSg59PXBHW74mz3VhoIzar111NT+oM0titXLeuqclYr1oku6A02J6ma6bv7jum7IlhLwzwdVDeTUZCKqg6uzahjnUEzy3H6Ktbcph8bIyH5PprFHuruZXV1uS1fhNTlxeqEIijK0JS9KkDI8encsnr8UKAqiMl+SB3+3SJfVbnag0XEsV5BX7FRF7Q7znZvpMrWXFCyP9+N9qJuza6cUyzr2pDaDPCnpTy/sQbLxoAPvD4m+Vylst2AnNcOLex45TwdwJNo16YuizrWFn1dGLdBeVkXaHAJtU0/lkPhg3H3IkZ4W6yIdp8q2nFxn8KG3Zpj4TR3vy99Lu5XVc6dgEu9Fnq0mXI1ywv50rGcvjxJmd3oUzPqoJoqTQP1AV32QR1JsT60yh5XNXteHKn2nqQ0E6+aHWZ2u4bqcWo2xuEoYtWA9F0LFfqsYE1GMAt6LhVt7Hpq21u+TYW6Op03gfoZ9HVof+bPpGs0pZpuRj0+M/naQ2hhegchqINm1l8XQvEjGtuVq5Z6XY3UePe1Rz1dNdNvT55ZIcwlvYcG6nGgRZSz8prs36AdtZ5DW0Q2pZqeifu1a4/voO/Q11TfQQVNjKwHQZtCsWqp15RC9Velwm6GVtTjM5VnFghzSe+hSu1cxcvUO4G94+7nF1/OhGq62fs1my/oo8SMOmia1maXDZZ6rUQbHt5t3K/NjU6ayRMEM0OFE9g/0D7TBR2mmg6CZogZdTAztDa7bOEA1pqzWjM0I3BDKAedQNkJ7GXqvbujzQVdSsyogw6hDQewYlvNsPMGPZ4K5651qTmh5VtrxkAx6BJiRh10CG0s9Wpqs5Ag6CGcWzqeIYxDMAfdQQjqoMPpZOeuIOhswrkr6FGE6jvoUMK5KwiCoGMJQR0EQRAEPZg5ursAQRAEQRA0JgR1EARBEPRgQlAHQRAEQQ8mBHUQBEEQ9GBCUAdBEARBD+b/AXJZ2HyA4pE/AAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 576x576 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# All the incoming and outcoming connections of the resected regions are removed:\n", + "con.weights[:, [9, 47, 2, 40]] = 0.\n", + "con.weights[[9, 47, 2, 40], :] = 0.\n", + "con.configure()\n", + "\n", + "# Visualization of the resected connectome.\n", + "figure(figsize=(8,8))\n", + "imshow(con.weights, interpolation='nearest', aspect='equal', cmap='jet')\n", + "title('Lesionned Connectome', fontsize=14)\n", + "cb=colorbar(shrink=0.8, ticks=[0, 0.5, 1])\n", + "cb.set_label('weights')\n", + "xticks(range(0, nregions), con.region_labels, fontsize=8, rotation=90)\n", + "yticks(range(0, nregions), con.region_labels, fontsize=8)\n", + "\n", + "show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h3 align=\"left\"><font size=\"5\"face=\"arial\" color=\"black\">4.2 Simulate</font></h3>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">We can now relaunch our first simulation, taking care of replacing the dynamic of the EZ by a stable node, as if the region was resected. The rest of the model is set as before, but we just use a time average monitor.</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialise the Model.\n", + "epi = models.Epileptor(Ks=np.array(1.), r=np.array(0.00015))\n", + "\n", + "# Define heatmap.\n", + "epi.x0 = np.ones(nregions) * (-2.6) #NEZ\n", + "epi.x0[[62]] = np.ones((1)) * (-1.78) #PZ \n", + "epi.x0[[70]] = np.ones((1)) * (-1.81) #PZ \n", + "\n", + "# Set initial conditions.\n", + "epi.state_variable_range[\"x1\"] = [-1.8, -1.8]\n", + "epi.state_variable_range[\"y1\"] = [-15, -15]\n", + "epi.state_variable_range[\"z\"] = [3.6, 3.6]\n", + "epi.state_variable_range[\"x2\"] = [-1.1, -1.1]\n", + "epi.state_variable_range[\"y2\"] = [0.001, 0.001]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<table>\n", + "<h3>Simulator</h3>\n", + "<thead><tr><th></th><th style=\"text-align:left;width:40%\">value</th></tr></thead>\n", + "<tbody>\n", + "<tr><td>Type</td><td style=\"text-align:left;\"><pre>Simulator</pre></td>\n", + "<tr><td>conduction_speed</td><td style=\"text-align:left;\"><pre>inf</pre></td>\n", + "<tr><td>connectivity</td><td style=\"text-align:left;\"><pre>Connectivity gid: 7ae4ced2-ea92-471b-817a-cf62ec91ed24</pre></td>\n", + "<tr><td>coupling</td><td style=\"text-align:left;\"><pre>Difference gid: 053f08ce-776f-43bf-b4b5-2633104378ac</pre></td>\n", + "<tr><td>gid</td><td style=\"text-align:left;\"><pre>UUID('0af502cc-84f3-4b8d-a72c-cdf2571c5f61')</pre></td>\n", + "<tr><td>initial_conditions</td><td style=\"text-align:left;\"><pre>None</pre></td>\n", + "<tr><td>integrator</td><td style=\"text-align:left;\"><pre>HeunStochastic gid: 3d2b68cb-ad95-4629-b173-c6793161227f</pre></td>\n", + "<tr><td>model</td><td style=\"text-align:left;\"><pre>Epileptor gid: 7cb9ead5-1c13-4170-b3c2-229409e49ee2</pre></td>\n", + "<tr><td>monitors</td><td style=\"text-align:left;\"><pre>(<tvb.simulator.monitors.TemporalAverage object at 0x7f98ea87fba8>,)</pre></td>\n", + "<tr><td>simulation_length</td><td style=\"text-align:left;\"><pre>1000.0</pre></td>\n", + "<tr><td>stimulus</td><td style=\"text-align:left;\"><pre>None</pre></td>\n", + "<tr><td>surface</td><td style=\"text-align:left;\"><pre>None</pre></td>\n", + "<tr><td>title</td><td style=\"text-align:left;\"><pre>Simulator gid: 0af502cc-84f3-4b8d-a72c-cdf2571c5f61</pre></td>\n", + "</tbody></table>" + ], + "text/plain": [ + "<tvb.simulator.simulator.Simulator at 0x7f98ea87f6d8>" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Initialise the Simulator.\n", + "sim = simulator.Simulator(model=epi,\n", + " connectivity=con,\n", + " conduction_speed=np.float(con.speed),\n", + " coupling=coupling.Difference(a=np.array(-0.25)),\n", + " integrator=integrators.HeunStochastic(dt=0.05 , noise=noise.Additive(nsig=np.array([0., 0., 0., 0.00025, 0.00025, 0.]))),\n", + " monitors=(monitors.TemporalAverage(period=1),))\n", + "\n", + "sim.configure()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting simulation...\n", + "Finished simulation.\n", + "execute for 72.9226005077362\n" + ] + } + ], + "source": [ + "# Starting simulation\n", + "print(\"Starting simulation...\")\n", + "tic = tm.time()\n", + "\n", + "(ttavg, tavg), = sim.run(simulation_length=10000) # ~ 73 s\n", + "\n", + "# Finished simulation. \n", + "print(\"Finished simulation.\")\n", + "print(\"execute for \" + str(tm.time()-tic))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h3 align=\"left\"><font size=\"5\"face=\"arial\" color=\"black\">4.3 Visualize</font></h3>" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Normalize the time series to have nice plots.\n", + "tavg /= (np.max(tavg,0) - np.min(tavg,0 ))\n", + "tavg -= np.mean(tavg, 0)\n", + "\n", + "# Plot time series.\n", + "figure(figsize=(10,10))\n", + "plot(ttavg[:], tavg[:, 0, :, 0] + np.r_[:nregions], alpha=0.3) # , 'C2'\n", + "title('Res - Epileptors time series', fontsize=15)\n", + "xlabel('Time [ms]', fontsize=15)\n", + "yticks(np.arange(len(con.region_labels)), con.region_labels, fontsize=6)\n", + "show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">As you can see, no seizure is triggered anymore.</font></div></p>" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h1><font size=\"6\" face=\"arial\" color=\"black\">5. Triggering a seizure by stimulation</font></h1>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">We are now going to model an <b>electric stimulation</b> and <b>trigger a seizure</b>. We set the whole brain to non-epileptogenic but the stimulated regions are set closer to the threshold.</font></div></p>" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h3 align=\"left\"><font size=\"5\"face=\"arial\" color=\"black\">5.1 Build a stimulus</font></h3>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">We will begin by just arbitrarily selecting some nodes and defining the weighting of the stimuli coming into those nodes, to show what the basic process looks like.</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# Configure stimulus spatial pattern.\n", + "nodes = [62, 70]\n", + "stim_weights = np.zeros((nregions))\n", + "stim_weights[nodes] = np.array([2.0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">We now need to define the temporal profile. This is done by selecting an equation and setting its parameters as desired. </font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "# Configure stimulus temporal profile.\n", + "eqn_t = equations.PulseTrain()\n", + "eqn_t.parameters['onset'] = 2e3 # onset time [ms]\n", + "eqn_t.parameters['T'] = 3000.0 # pulse repetition period [ms]\n", + "eqn_t.parameters['tau'] = 100.0 # pulse duration [ms]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">Now, we need to combine these spatial and temporal components into a StimuliRegion object, which can then be used in the construction of our simulator:</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "# Configure Stimuli object.\n", + "stimulus = patterns.StimuliRegion(temporal = eqn_t,\n", + " connectivity = con, \n", + " weight =stim_weights)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">We can take a quick look at the basic structure of the stimuli we have just defined using one of the built in plotting tools.</font></div></p>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">The plotting tool we will use provides a simple overview of the stimuli's structure. It assumes the stimulus object is already configured, so we start by configuring the object. This configuration step is actually taken care of automagically within the simulator, so when you don't want to look at your stimuli before running a simulation this step isn't necessary.</font></div></p>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\"><i>NOTE:</i> while the information necessary to configure space is provided by the Connectivity object, for time it is necessary to explicitly provide a time vector. When a simulation is run, this time vector is generated internally based on the integration scheme's dt and the simulation length requested when you call the simulator.</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 4 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Configure space and time.\n", + "stimulus.configure_space()\n", + "stimulus.configure_time(np.arange(0., 10000., 5**-2))\n", + "\n", + "# And take a look\n", + "plot_pattern(stimulus)\n", + "show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h3 align=\"left\"><font size=\"5\"face=\"arial\" color=\"black\">5.2 Simulate</font></h3>\n", + "\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">Now, we just configure ...</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialise Model.\n", + "epi = models.Epileptor(Ks=np.array(1.), r=np.array(0.00015))\n", + "epi.x0 = np.ones(nregions) * (-2.2) \n", + "epi.x0[nodes] = np.ones((2)) * (-2.07)\n", + "\n", + "# Set initial conditions.\n", + "epi.state_variable_range[\"x1\"] = [-1.8, -1.8]\n", + "epi.state_variable_range[\"y1\"] = [-15, -15]\n", + "epi.state_variable_range[\"z\"] = [3.6, 3.6]\n", + "epi.state_variable_range[\"x2\"] = [-1.1, -1.1]\n", + "epi.state_variable_range[\"y2\"] = [0.001, 0.001]" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<table>\n", + "<h3>Simulator</h3>\n", + "<thead><tr><th></th><th style=\"text-align:left;width:40%\">value</th></tr></thead>\n", + "<tbody>\n", + "<tr><td>Type</td><td style=\"text-align:left;\"><pre>Simulator</pre></td>\n", + "<tr><td>conduction_speed</td><td style=\"text-align:left;\"><pre>3.0</pre></td>\n", + "<tr><td>connectivity</td><td style=\"text-align:left;\"><pre>Connectivity gid: 7ae4ced2-ea92-471b-817a-cf62ec91ed24</pre></td>\n", + "<tr><td>coupling</td><td style=\"text-align:left;\"><pre>Difference gid: 1dddc538-ae58-49e4-9a95-407a609bb0f2</pre></td>\n", + "<tr><td>gid</td><td style=\"text-align:left;\"><pre>UUID('6ca2605d-5990-4cf4-bbec-d7e928b3fd10')</pre></td>\n", + "<tr><td>initial_conditions</td><td style=\"text-align:left;\"><pre>None</pre></td>\n", + "<tr><td>integrator</td><td style=\"text-align:left;\"><pre>HeunStochastic gid: 52dd2fbe-8b88-4332-9e27-9c16c66af82e</pre></td>\n", + "<tr><td>model</td><td style=\"text-align:left;\"><pre>Epileptor gid: 4af76c96-d7cc-406f-9a30-f654bab02d28</pre></td>\n", + "<tr><td>monitors</td><td style=\"text-align:left;\"><pre>(<tvb.simulator.monitors.TemporalAverage object at 0x7f98ea877940>,)</pre></td>\n", + "<tr><td>simulation_length</td><td style=\"text-align:left;\"><pre>1000.0</pre></td>\n", + "<tr><td>stimulus</td><td style=\"text-align:left;\"><pre>StimuliRegion gid: 7a1dc138-a35d-472f-97a3-7c0f65e1081f</pre></td>\n", + "<tr><td>surface</td><td style=\"text-align:left;\"><pre>None</pre></td>\n", + "<tr><td>title</td><td style=\"text-align:left;\"><pre>Simulator gid: 6ca2605d-5990-4cf4-bbec-d7e928b3fd10</pre></td>\n", + "</tbody></table>" + ], + "text/plain": [ + "<tvb.simulator.simulator.Simulator at 0x7f98ea877dd8>" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Initialise Simulator.\n", + "sim = simulator.Simulator(model=epi, \n", + " connectivity=con,\n", + " coupling=coupling.Difference(a=np.array(-0.25)), \n", + " integrator=integrators.HeunStochastic(dt=0.05, noise=noise.Additive(nsig=np.array([0., 0., 0., 0.0001, 0.0001, 0.]))), \n", + " monitors=(monitors.TemporalAverage(period=1),), \n", + " stimulus=stimulus)\n", + "\n", + "sim.configure()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">... and run the simulation.</font></div></p>" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting simulation...\n", + "Finished simulation.\n", + "execute for77.87022852897644\n" + ] + } + ], + "source": [ + "# Starting simulation\n", + "print(\"Starting simulation...\")\n", + "tic = tm.time()\n", + "\n", + "(t, tavg), = sim.run(simulation_length=10000) # ~80 s\n", + "\n", + "# Finished simulation. \n", + "print(\"Finished simulation.\")\n", + "print(\"execute for\" + str(tm.time()-tic))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h3 align=\"left\"><font size=\"5\"face=\"arial\" color=\"black\">5.3 Visualize</font></h3>" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(figsize=(10,10))\n", + "plot(t[:], tavg[:, 0, :, 0] + np.r_[:nregions], 'k', alpha=0.3)\n", + "title('Stim - Epileptors time series', fontsize=15)\n", + "xlabel('Time [ms]', fontsize=15)\n", + "yticks(np.arange(len(con.region_labels)), con.region_labels, fontsize=6)\n", + "\n", + "for i, node in enumerate(nodes):\n", + " plot(t[:], tavg[:, 0, nodes[i], 0] + nodes[i]) # , 'C0'\n", + " \n", + "show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "<h1><font size=\"6\" face=\"arial\" color=\"#609BC4\">Further exploration</font></h1>\n", + "\n", + "***\n", + "\n", + "<br></br>\n", + "<p><div style=\"text-align: justify\"><font size=\"4.5\" face=\"time roman\">\n", + "<ul>\n", + "<li>Find less invasive resection strategy for stopping the seizure propagation</li>\n", + "<ul>\n", + "<li>Effects of a lesion are not local and are difficult to predict without a simulation</li>\n", + "<li>Comparing the damage of the different surgical procedures</li>\n", + "<li>resection versus random lesioning versus lesioning the strongest links</li>\n", + "</ul>\n", + "</ul>\n", + "<ul>\n", + "<li>Comparing the impact of the stimuli for trigerring seiuzure</li>\n", + "<ul>\n", + "<li>How strong must the stimulus be for different nodes, with different heatmaps?</li>\n", + "</ul>\n", + "</ul>" + ] + } + ], + "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": "3.6.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/4_TVB_EITN_Modelling_Epilepsy.ipynb b/4_TVB_EITN_Modelling_Epilepsy.ipynb index 5f485ea..d59364b 100755 --- a/4_TVB_EITN_Modelling_Epilepsy.ipynb +++ b/4_TVB_EITN_Modelling_Epilepsy.ipynb @@ -3661,9 +3661,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -8042,9 +8040,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -8851,9 +8847,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": true - }, + "metadata": {}, "source": [ "<h1><font size=\"6\" face=\"arial\" color=\"#609BC4\">Further exploration</font></h1>\n", "\n", @@ -8908,9 +8902,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.6.9" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } -- GitLab