{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Vector AutoRegression (VAR) Simulation\n", "## Introduction\n", "\n", "*Vector AutoRegression* (VAR) is a statistical model that captures the linear interdependencies among multiple time series. VAR models treat all variables in the system as endogenous, allowing for the analysis and forecasting of systems where variables mutually influence each other.\n", "\n", "This approach is particularly useful for analyzing and forecasting systems where variables influence each other. In economics and finance, VAR models are commonly applied to study the dynamic impact of shocks in one variable on the entire system of variables. MIMIC, however, uses VAR models to simulate the dynamics of a microbiome system, where the abundances of different microbial species influence each other over time.\n", "\n", "### VAR(1) Process\n", "\n", "The `VARsim.py` script simulates data from a VAR(1) process, which is the simplest form of VAR model where each variable's current value is influenced by the immediately preceding values of all variables in the system. The general formula for a VAR(1) process with $ n $ variables is:\n", "\n", "$$ X_t = A \\cdot X_{t-1} + \\epsilon_t $$\n", "\n", "where:\n", "- $ X_t $ is the vector of variables at time $ t $,\n", "- $ A $ is the matrix of coefficients, capturing the influence of each variable's previous value on the current value of all variables in the system,\n", "- $ \\epsilon_t $ is the vector of error terms, assumed to be normally distributed with mean 0 and a specific standard deviation.\n", "\n", "In the script, `generate_var1_data` method is used to simulate data based on the VAR(1) model parameters:\n", "\n", "- `n_obs`: Number of observations to generate.\n", "- `coefficients`: Coefficient matrix for the VAR(1) process. It should be a square matrix of shape $ (n, n) $.\n", "- `initial_values`: Initial values for the process, a vector of shape $ (n,) $.\n", "- `noise_stddev`: Standard deviation of the noise term.\n", "\n", "This method generates a time series data set following the specified VAR(1) process, allowing for the exploration of dynamic relationships among variables.\n", "\n", "### Visualization Methods\n", "\n", "The script includes functions for visualizing the simulated data, making it easier to analyze the interdependencies and dynamics within the system. \n", "\n", "## Notebook Structure\n", "\n", "This notebook will show how to simulate VAR models using the `VARsim.py` script, including specifying parameters directly in the code and importing from a JSON file. We will also explore various methods for visualizing the simulated data to derive insights into the modeled system's dynamics.\n", "\n", "## Objective\n", "The goal is to simulate VAR model dynamics using the `VARsim.py` class, visualize the simulated data, and understand the interactions within the VAR model with an example use-case. We aim to gain insights into the system's dynamics through simulation and visualization techniques.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example Usage of `VARsim.py` VAR Model Simulation\n", "In this section, we will demonstrate the practical application of the VARsim.py class through a comprehensive example. Our goal is to provide you with a hands-on understanding of how to simulate Vector Autoregression (VAR) model dynamics, visualize the resulting data, and interpret the interactions between variables within the model. This example is designed to guide you step-by-step through the process, from setting up the simulation environment to analyzing the outcomes with visualization techniques." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importing Libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from mimic.model_simulate.sim_VAR import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating a VAR simulation model\n", "\n", "In this section, we are just going to create a VAR simulation model class and print the parameters it is initialized with." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "model = sim_VAR()\n", "model.print_parameters()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the initial parameters are set to `null`. If we create a VAR model or a gMLV model, the initial parameters are going to be different for each model. However, a VAR model is going to have the following parameters:\n", "- **n_obs**: Number of observations to generate.\n", "- **coefficients**: Coefficient matrix for the VAR(1) process. It should be a square matrix of shape (n, n).\n", "- **initial_values**: Initial values for the process, a vector of shape (n,).\n", "- **noise_stddev**: Standard deviation of the noise term.\n", "- **output**: This is a string that specifies the output format. It can be either `show`, `save` or `both`. If it is `show`, the plot is going to be displayed on the screen. If it is `save`, the plot is going to be saved in the current working directory. If it is `both`, the plot is going to be displayed on the screen and saved in the current working directory.\n", "\n", "In the following section, we are going to specify the parameters we want to use in our simulation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Running the Simulation with Specified Parameters\n", "In this section, we'll demonstrate how to run a VAR simulation using specified parameters directly in the code. This approach provides a quick and flexible way to test different configurations." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Specify the simulation parameters directly\n", "\n", "# Number of observations to simulate. In this example we simulate 100 observations.\n", "n_obs = 100\n", "\n", "# Coefficients for the VAR model represented as a matrix. In this example, the VAR model has 2 lags and 2 variables.\n", "coefficients = [[0.8, -0.2], [0.3, 0.5]]\n", "\n", "# Initial values for the VAR model, represented as a matrix. In this example, the VAR model has 2 variables so the initial values are a 2x1 matrix.\n", "initial_values = [[1], [2]]\n", "\n", "# Standard deviation of the noise term in the VAR model. In this example, the noise term has a standard deviation of 1.\n", "noise_stddev = 1.0\n", "\n", "# Determines how the output should be handled. If 'show', the output is printed to the console. If 'save', the output is saved to a file. If 'none', the output is not printed or saved. If 'both', the output is printed and saved.\n", "output = 'show'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# now we can set the parameters for our VAR model created previously\n", "model.set_parameters(n_obs=n_obs, coefficients=coefficients,\n", " initial_values=initial_values, noise_stddev=noise_stddev, output=output)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Simulate the data. The data is simulated by calling the run method of the sim_VAR object and passing the name of the simulation method as an argument. In this example, the simulation method is 'VARsim'.\n", "model.simulate(\"VARsim\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1.00000000e+00, 2.00000000e+00],\n", " [ 1.86575292e+00, 1.71471962e+00],\n", " [ 9.36875781e-01, 2.08484648e-01],\n", " [-1.60825963e+00, 2.25586896e-01],\n", " [-7.80926557e-01, 4.57946392e-02],\n", " [-1.91372818e+00, -9.16449928e-01],\n", " [-1.22230452e+00, -8.62207154e-01],\n", " [-1.21754644e+00, -2.90696003e+00],\n", " [ 2.47342249e-01, -9.97933732e-01],\n", " [ 1.66354232e+00, -2.49801030e-01],\n", " [-1.70739040e-01, -3.32194323e-02],\n", " [ 5.53857593e-01, 7.13726002e-01],\n", " [ 5.42485682e-01, -5.10378692e-01],\n", " [ 2.32470329e-02, 2.71940603e-01],\n", " [-1.64461809e+00, 4.62760992e-01],\n", " [-3.63527445e+00, -6.63373681e-01],\n", " [-2.77905681e+00, -1.39733653e+00],\n", " [-1.89862384e+00, -2.49523405e-01],\n", " [-2.51426916e+00, -1.22225073e+00],\n", " [-2.25268180e+00, -1.85264487e+00],\n", " [-5.23518156e-01, -1.99703295e+00],\n", " [-3.48098197e-01, -1.82586229e+00],\n", " [ 1.25597309e+00, -4.99617076e-01],\n", " [ 1.08136736e+00, -3.09479686e-01],\n", " [ 1.59066994e+00, -9.97820827e-02],\n", " [ 7.08138190e-01, -8.95485846e-01],\n", " [-8.97082578e-01, -2.59997190e-01],\n", " [-1.04178063e+00, -9.42000638e-01],\n", " [-9.68814017e-01, -2.03962153e+00],\n", " [ 1.05640718e-01, -3.82454395e-01],\n", " [-6.64568444e-02, -1.23111825e+00],\n", " [-6.27854396e-01, 1.13330674e+00],\n", " [-1.04408591e+00, -2.76490804e-01],\n", " [ 2.88074257e-01, -2.51719049e-01],\n", " [-1.46026458e-01, -2.41267169e-01],\n", " [-9.64122931e-01, -5.59617227e-02],\n", " [-1.31504148e+00, -4.52628638e-01],\n", " [-4.22874738e-01, -3.18593809e-01],\n", " [-1.72684038e-01, -7.40474966e-01],\n", " [-5.25570445e-01, 3.86730165e-01],\n", " [-4.16713939e-01, 7.96070750e-01],\n", " [-4.89408391e-01, 1.88444609e+00],\n", " [-7.42597394e-01, 5.28853961e-01],\n", " [-2.92342807e-01, -5.54073777e-01],\n", " [-7.40296445e-01, 6.36273700e-01],\n", " [-1.65887854e+00, -6.13591002e-02],\n", " [-3.35178644e+00, -1.70325568e+00],\n", " [-3.85093341e+00, -2.36879923e+00],\n", " [-1.87198325e+00, -1.76896525e+00],\n", " [-4.53905452e-01, -9.02601119e-01],\n", " [-8.35820106e-01, -3.03338590e-01],\n", " [-2.69861655e+00, -7.81159399e-01],\n", " [-2.23642537e+00, -4.90695320e-01],\n", " [-1.28544695e+00, -1.47325925e+00],\n", " [-1.25850976e+00, -1.76521415e+00],\n", " [ 4.41034364e-01, -1.95481795e+00],\n", " [ 1.30764750e+00, -1.29795448e+00],\n", " [ 1.99049960e+00, 4.18733704e-04],\n", " [ 1.38373988e+00, 2.81628739e+00],\n", " [ 1.34956803e+00, 1.23121854e+00],\n", " [ 9.90619520e-01, -2.91994650e-02],\n", " [ 8.84275944e-03, 2.29873559e-01],\n", " [ 1.50351770e-01, 1.93473696e+00],\n", " [-6.83032334e-02, 1.75661998e+00],\n", " [-3.95462772e-01, 4.86593899e-01],\n", " [-1.72946490e+00, -4.38255234e-01],\n", " [-1.28938039e+00, -6.82630193e-01],\n", " [-2.10019765e+00, -1.44975260e-01],\n", " [-3.12681843e+00, -2.50584956e+00],\n", " [-2.33474826e+00, -2.86668475e+00],\n", " [-2.23940713e+00, -4.48226298e-01],\n", " [-1.15341900e+00, -3.05021431e-01],\n", " [-5.50828738e-01, -1.61341102e+00],\n", " [-2.70346294e-01, -5.42518556e-01],\n", " [-1.24311521e-01, -1.32158468e+00],\n", " [-1.98245938e+00, 1.71592398e-01],\n", " [ 3.40657735e-01, 1.65788736e+00],\n", " [ 5.29529945e-01, 4.24943151e-01],\n", " [-2.53534168e-01, 3.10227407e-01],\n", " [-1.24135680e+00, -2.93475097e-01],\n", " [-6.40683243e-01, -1.26351119e+00],\n", " [-1.60138276e+00, -1.95864785e+00],\n", " [-2.30779324e+00, -1.82802165e+00],\n", " [-1.28835645e+00, -9.51417783e-02],\n", " [-2.04603513e+00, -1.34833167e+00],\n", " [-1.32666035e+00, -3.01802701e+00],\n", " [-1.08920959e-01, -1.58653848e+00],\n", " [ 1.23727123e+00, -6.35216636e-01],\n", " [ 1.54914003e+00, -1.95296169e+00],\n", " [ 2.68638392e+00, -2.06189332e+00],\n", " [ 2.08552938e+00, 1.46145764e+00],\n", " [ 1.72333870e+00, 1.87424792e+00],\n", " [ 1.87610302e+00, 1.31112395e+00],\n", " [ 1.52072736e+00, 1.65546481e+00],\n", " [ 7.22468406e-01, 1.03547760e+00],\n", " [-3.35388106e-01, 4.03683201e-01],\n", " [ 6.40411815e-01, -6.06660422e-02],\n", " [ 1.23132593e+00, 1.87311096e-01],\n", " [ 1.31406498e+00, 1.65667113e+00],\n", " [ 8.27079461e-01, 2.09094212e+00]])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The simulated data is stored in the sim_VAR object and can be accessed using the data attribute of the object.\n", "model.data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# The simulated data can be saved to a file by calling the save method of the sim_VAR object and passing the name of the file as an argument. In this example, the file is saved as 'simulated_data.csv'.\n", "model.save_data(r'./simulated_data.csv')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# You can also access the simulation parameters using the print_params method of the sim_VAR object.\n", "model.print_parameters()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# as well as the parameters\n", "model.save_parameters(r'./simulated_parameters.json')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: Missing or None parameters for VAR simulation. Using default values for: ['coefficients', 'noise_stddev']\n" ] }, { "data": { "image/png": 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cIAiCIAiCIAiCIKIIhasRBEEQBEEQBEEQRBShwpsgCIIgCIIgCIIgoggV3gRBEARBEARBEAQRRRI6XM3tdqOurg5paWkQBCHeu0MQBEEQBEEQBEEQAABRFNHV1YXi4mLodIF72gldeNfV1WHUqFHx3g2CIAiCIAiCIAiC8El1dTVKS0sDbpPQhXdaWhoA9oukp6fHeW8IgiAIgiAIgiAIgtHZ2YlRo0bJdWsgErrw5vLy9PR0KrwJgiAIgiAIgiCIhEONLZrC1QiCIAiCIAiCIAgiilDhTRAEQRAEQRAEQRBRhApvgiAIgiAIgiAIgogiVHgTBEEQBEEQBEEQRBShwpsgCIIgCIIgCIIgoggV3gRBEARBEARBEAQRRajwJgiCIAiCIAiCIIgoQoU3QRAEQRAEQRAEQUQRKrwJgiAIgiAIgiAIIopQ4U0QBEEQBEEQBEEQUYQKb4IgCIIgCIIgCIKIIlR4EwRBEMQI5euDLTj/sbU42NgV710hCIIgiGENFd4EQRAEMUJ5fn0ltlZ14Ll1lfHeFYIgCIIY1lDhTRAEQRAjlKMtPQCADUda47wnBEEQBDG8ocKbIAiCIEYgTpcbx1pZ4X24uQdNXbY47xFBEARBDF+o8CYIgiCIEUhNex/6XaL8/YYjbXHcG4IgCIIY3lDhTRAEQRAjkCMt3V7fk9ycIAiCIKIHFd4EQRAEMQI50sxk5mkWAwAqvAmCIAgimlDhTRAEQRAjkCNSsNp5s4ohCKwQb+wknzdBEARBRAMqvAmCIAhiBHKkmUnNZ4/KwpSidADU9SYIgiCIaEGFNxFX3G4x+EYEQRCE5nCpeXleChaU5wCggDWCIAiCiBZUeBNx49tjbZj+h0/x3/WV8d4VgiCIEUW33YmmLjsAoDwvFfPlwps63gRBEAQRDWJWeN93330QBAG//OUvY/WURIKz9lArehwufLyzId67QhAEMaI4KnW7c1NNyEgy4rix2dAJwNGWHjRYyedNEARBEFoTk8J706ZNePLJJzFjxoxYPB0xRGiWui2HmruDbEkQBEFoCR8lNjY3BQCQkWTE1OIMAMDGo9T1JgiCIAitiXrh3d3djSuuuAL/+c9/kJWVFe2nI4YQvPBu7rLD2tcf570hCIIYOcj+7txU+bb55dkAgPWHqfAmCIIgCK2JeuF9ww034JxzzsHpp58edFu73Y7Ozk6vL2L40txtl68fpq43QRBEzOCjxMrzUuTbyOdNEARBENEjqoX3q6++ii1btuC+++5Ttf19992HjIwM+WvUqFHR3D0izvCONwAcaqLCmyAIIlbwUWLleUrHm/u8K1t7UW/ti9euEQRBEMSwJGqFd3V1NW666Sa8+OKLsFgsqu5zxx13wGq1yl/V1dXR2j0izoii6FV4U8ebIAgiNoiiiKNSx5t7vAEg3WLEtBLm86auN0EQBEFoS9QK72+//RZNTU2YO3cuDAYDDAYDVq1ahUceeQQGgwEul2vQfcxmM9LT072+iOFJj8OFvn7lf+AwdbwJgiBiQmOnHb0OF/Q6AaOzk71+JsvND9M8b4IgCILQEkO0HnjJkiXYuXOn123XXnstJk2ahNtvvx16vT5aT00MATy73QBJzQmCIGIFl5mPzk6GyeC9/r6gPAdPrj6CDZRsThAEQRCaErXCOy0tDdOmTfO6LSUlBTk5OYNuJ0YevPBOMxvQZXeiqq0XdqcLZgMtyBAEQUSTwzxYzUNmzplXlgWdABxr7UVdRx+KM5NivXsEQRAEMSyJyRxvghgIL7wnFqYhzWyAWwQqW3rjvFcEQRDDH97xHuuj8E6zGDGdfN4EQRAEoTkxLby/+uorPPTQQ7F8SiJBaZFGieWnm1GRz1J1SW5OEAQRfY7Ko8RSff58fgWNFSMIgiAIraGONxEXeMc7L9WMcVLhTcnmBEEQ0edI8+AZ3p7wgLX1VHgTBEEQhGZQ4U3EBbnwTjOjIo863gRBELHA7nShpp3ZevwV3seVZUOvE1Dd1idvSxAEQRBEZFDhTcSF5m6l8B5HUnOCIIiYcKy1F24RSDUbkJdq9rlNqtkg+7w3HqGxYgRBEAShBVR4E3HBs+PNC+8jLd1wu8V47hZBEMSwxlNmLgiC3+1Ibk4QBEEQ2kKFNxEXeOGdm2rGqKwkmPQ62PrdqO3oi/OeEQRBDF+OtDBlka9RYp7ML88GQAFrBEEQBKEVVHgTMcftFuVU87w0Mwx6HcpykwEAhyhgjSAIImooHW/fieYc7vOuae9DdRv5vAmCIAgiUqjwJmJOR18/nJKkPCeFeQzlZHPyeRMEQUQNPsPbX7AaJ8VswIxSmudNEARBEFpBhTcRc7jMPCvZCJOB/QvyZHMaKUYQBBE9+AzvsUGk5oDi895AAWsEQRAEETFUeBMxxzNYjUPJ5gRBENGlvceB9t5+AOoK7wVy4U0db4IgCIKIFCq8iZjT3G0D4F14Kx3vnrjsE0EQxHCHB6sVZ1iQbDIE3X7umCwYdAJqO8jnTRAEQRCRQoU3EXPkjrfHDFnuN2zrcaCtxxGX/SIIghjOHFYZrMbx9HnTWDGCIAiCiAwqvImY40tqnmwyoCQzCQD5vAmCIKJBKP5uzoIKkpsTBEEQhBZQ4U3EHF+FNwBUkM+bIAgiaqhNNPeEB6ytO9SKjl5SIxEEQRBEuFDhTcSc5m7fhfe4PCq8CYIgooXaGd6ezB2ThSSjHg2dNsy/bwV+89YO7K3vjNYuEgRBEMSwhQpvIuYoHm+L1+3yLG+SmhOh0tUA7HwTEMV47wlBJCQut4hjrSwgrTwEqXmyyYB/XzUXk4vSYet349VN1Vj28Bp874n1+HBHPfpd7mjtMkEQBEEMK4LHmhKExviVmkvyR+p4EyEhisDLlwD12wCDBZh8brz3iCASjtr2PjhcbpgMOhRLeRpqOWVCHhaOz8XmY+14bl0lPtnVgG8q2/BNZRsK0y24cv5oXHr8aOSmmoM/GEEQI5ov9jRiU2UbbjtrEvQ6Id67QxAxhTreRExxON3yHNlBUnOp413b0Yc+hyvm+0YMUY58xYpuAKjfHs89IYiE5bA0SmxsTkpYJ7uCIOC4smz86/I5WHv7afj5aeOQm2pCQ6cNf/vsAE6870u8vLFK690mCGIY4XC6ccsb2/Hv1Ufw1f6meO8OQcQcKryJmNLaw7rdBp2AzCSj189yUs3ISjZCFJV5swQRlLUPKddbDsRtNwgikVH83epl5v4ozLDgljMmYu1vTsP/XTIT00sy4HC58eKGYxE/NkEQw5evDzXD2seaL7tqKSuCGHlQ4U3ElJYuloqbm2qGzkfXpYIC1ohQqNvKOt6cloNx2xWCSGTCSTQPhtmgx/mzS/HYFXMAsOM2eb4JgvDH+9vr5eu76qxx3BOCiA9UeBMxpbnbBmCwzJwjB6xR4U2oYe3D7HLUfHbZeghwk02BIAaizPBWn2iultKsJKSZDXC43P7DMZv2Al8/BDjtmj8/QRCJj63fhc92N8jf766lwpsYeVDhTcQUf8FqHCXZvCdm+0QMUdqOAHveZdfP/isLVnPZgY4w5a62TmD9Y0BnnXb7SBAJgpZS84EIgoBJRWkA4H/U2Gd3AV/cDez7UPPnJwgi8Vm5rwk9DhfypfO/OqsNbT2OOO8VQcQWKryJmKKMEvNdeJPUnFDNukcB0Q2MWwoUzQByxrHbw5Wbb34a+PQOYM3ftdtHgkgAeuxONHQytVFFFDreADC5KB0AsLe+y/cGHVLwmrUmKs9PEERi8/4Otqh9wZxSlOUkAwB2k9ycGGFQ4U3EFF5456aZfP6cd7yPtvTAqZFXcH9DF657bhMONvo5ISSGHt1NwNaX2PWTf8kuc8ezy3AD1uq2scsOSmYmhhdcZp6TYkJGsjHI1uGhFN5+Ot5dksS0h5KMCWKk0W13YsVe9t4/d0YRppZkAKCANWLkQYU3EVOauwN3vEsyk2A26OBwuVHT3qfJc/7ts/1Ysa8JL1Di7vBh47+ZrLxkHjDmJHZb7gR2GW7h3bSHXXZTYUAML460RE9mzglYeDt6AbvU2epujto+EASRmKzY2wi7043y3BRMLU7HtGKp8KaONzHCoMKbiCmKx9vi8+c6nYByDeXmPXYnVh9gJ3rVbb0RPx6RANi7gE3/YddP/iUgSOn4cuEdhtS83wa0HmbXqfAmhhk80XxsbvQK74kFadAJQEu3A01dNu8fdiuBStTxJoiRx/vbmcz83JnFEAQBU4vZQt2eOup4EyMLKryJmBIsXA1Q5OaH/KXjhsDK/U2wO5lkvVqjDjoRZ759HrBZmad74tnK7ZFIzVv2A6KUht7TDIhi5PtJEAmCEqwWHX83ACSZ9CiTCvtBJ9Ndjcp16ngTxIjC2tuPVVIDZPmMIgCQC++jLT3osvXHbd8IItZQ4U3EFFWFd552I8U+3qV0WmraeyFSQTW0cTqA9f9i10/8BaDTKz/LkQrv3lagpzW0x23co1x39wN97ZHtJ0EkEEdapBneUex4AwEC1qjjTRAjlk93N6DfJWJSYRrGF7DpBzmpZhRnMOUjdb2JkURUC+/HH38cM2bMQHp6OtLT07FgwQJ8/PHH0XxKIoHpsTvR42BdxUCFd0U+OzmMtONt63dh5b4mj+/dssecGKLsfAPoqgNSC4GZl3r/zJQMZIxm10Ptejft9v6+h7pyxPBAFEUcjUHHGwCm+PN5d3kW3i2AW5vgTIIgEh+eZr58ZrHX7XLAGhXexAgiqoV3aWkp7r//fmzevBmbN2/GaaedhvPOOw+7d+8Ofmdi2NEiFb1JRj1STHq/28lS86buiDrUaw62oNfhQlGGRV5ZJZ/3EMbtBtY9wq7P/ylg8LF4E67cvGmv9/fk8yaGCU1ddvQ4XNDrBIzOTo7qc032N8vbs/AWXUBfW1T3gyCIxKCl2461h1oAAMtnDCi8Jbk5jRQjRhJRLbyXL1+Os88+GxMmTMCECRNw7733IjU1FRs2bIjm0xIJiqfMXOCBWD4oy0mBTgC6bM6IOtQf76oHAJw5tRCjpBPO6jbyeQ9ZDn4KNO8DzOnAvGt9bxNusjmXmhulwqS70f+2BDGEOCwph0ZlJcFkiK67jEvNj7T0wNbvUn4w8P1EC1sEMSL4eGc93CIwszQDo3O8F/54svluGilGjCBi5vF2uVx49dVX0dPTgwULFsTqaYkEQo2/GwAsRr1cKIebbN7vcuOLPexkb9k0z8KbOt5Dlq8fYpfzrgUsGb63kTveISSb97Uz+ToAjDmRXZLUnBgmxCJYjVOYbkFmshEut4iDjR7H7q567w3J500QI4L3d7D3/kCZOQBMk6TmB5u60OdwDfo5QQxHol5479y5E6mpqTCbzfjJT36C//3vf5gyZYrPbe12Ozo7O72+iOFDsBnensgBa9JJY6isP9yKTpsTuakmzCvLliWW1e1UeA9JqjYA1RsAvQmY/zP/24XT8ebd7ozRQHYFu04dOWKYcJTP8I5ysBoACILg2+fNU811BnZJ7y+CGPbUW/uwqZLZSs6R0sw9KUg3IzfVBLcI7Gug831iZBD1wnvixInYtm0bNmzYgJ/+9Ke45pprsGfPHp/b3nfffcjIyJC/Ro0aFe3dI2KI2o43AFTkR5ZsztPMl04phF4nYFR2EgCSmg9ZeLd75qVAWqH/7Xjh3XGMzeZWQ5N0PCqYAqTmsevUkSOGCfIM77zoF96AIjff41l481Tz3InS9/T+Iojhzoc76iGKwPFl2SjKSBr0c0EQMIXLzSlgjRghRL3wNplMGDduHObNm4f77rsPM2fOxMMPP+xz2zvuuANWq1X+qq6ujvbuETEklMKbd7zDkZq73CI+38NO9JZNY0XaqCzqeA9ZmvcDBz4GILARYoFIzWcydNENtB1R9/iNUthj/hQgJZ9dp8KAiCJut4jb3tyOh78IwRIRJkfkjnf0peaA50gx6US636aM5yuawS5pYYsghj2KzHxwt5szjQLWiBFGzOd4i6IIu913YJbZbJZHj/EvYvgQVsc7jJFimyvb0NLtQLrFgAUVOQAge7zrrTY4XTTKJlZ02vrx+Z5GuNwRzE8/8hW7rFiseLj9IQihy83ljvdUILWAXafCm4gi+xu78PrmGjy04gBaozji0O50ybkWFTHreCvJ5qIoKsFqerPy/u2mDAWCGM5UtfZie3UHdAKwbHqAwpuPFKOANWKEENXC+84778SaNWtQWVmJnTt34re//S2++uorXHHFFdF8WiJBCcfjXW+1odvuDOl5uMz89CkFMOp18nOaDDq43CLqrSolyETEPLriIH743814fl1l+A/CC+jCGeq2D6XwFkVllFi+p9ScCgMietS0M8uLKAJfS6N2okF1Wy/cIpBqNqha8NSCcfmpMOgEdNqcqLPalFFiaQWKooQ63gQxrOGzu0+syEVugHM+nmy+v6EL/dQUIUYAUS28GxsbcdVVV2HixIlYsmQJNm7ciE8++QRLly6N5tMSCUooHe+MZKN8sA7F5+12i/h0N5eZK6usOp2A0izu8ya5eaw4ICUbf7anIciWAeAJ5cG63ZxQZnlbqwF7J6Azsvt5Ss0jmCFPEIGo9bC8rDoQvUUe7pscl58acISjlpgNeoyTFEt76zoVf3dqISlKCCJO9DqcuP/jfdhW3RGT53t/Oyu8A8nMAWBUdhLSLAY4XG7vSQgEMUyJauH99NNPo7KyEna7HU1NTfjiiy+o6B6hiKKIlm71hTcAjMtn0shQ5OY7aq2ot9qQYtJj4fhcr5+Rzzv2NHYydcG3x9rRE6JyQUYuvCeo2z6UjjdPNM+dAOiNQIrU8Xb3K75UgtCY2g4l5HHNwRYmyY4CW46x/+HZozOj8vj+8PJ580TztAJSlBBEnHjm66N4YtVh3Puh73BjLTnU1IV9DV0w6gWcOTVAGCpYwNpUyee9i3zexAgg5h5vYmRi7etHv4udXOakmlTdpyKMgLWPd7Ewj8WT8mEx6r1+RsnmsYcX3v0uEesPt4b+APYuZcZ2zjh195EL74OAO4h0rUkKViuQRhwaLYBZmhFOxQERJTwL7+YuO/bWd0XlebZK3a05o7Oi8vj+kH3eDZ3KDO+0Ig+peXPw9yZBEJrgdot4fXMNAGBvfRfckWSuqOD97ew9f8r4PGQmBz/f43Lz3bVUeBPDHyq8iZjAZeYZSUaYDfogWzO4XFFt4S2KIj6R/N1nTRu8ykod79hid7rQ3tsvf7/6YBiFbOshdpmcCyRnq7tPVhmbF9zfqxTt/uAd7/wpym2plGxORBfu8U42sWNhWO+NINj6XdgjSc3njIl14S2NFKvrVMLVUgs8FCVOwNYR030iiJHKhqOtqJIsdt12p9fCn9aIoij7u5fPLFZ1Hx6wRiPFiJEAFd5ETAjF380ZF2Ky+d76Lhxr7YXZoMPiifmDfs6TzePl8XY43bjyqY246umNUV9xTgSaOr3TmleH42VtkQpvtTJzgEnGsyuk+weRm3smmnNSKQCKiC61UuH9HenENKz3RhB21FjhdIvITzOjOMOi+eMHghfex9p64bR6dLwNJsCSyb6nhS2CiAmvb/IezSuP+osCe+o7caS5B2aDDqdPKVB1Hy4131PfGdkEFIIYAlDhTcSEUBLNOVxqfqy1V1Xa5SdSqNopE/KQYjYM+jnveFfFSWr+woZj+PpQC9YcbEGddfjL3Zu6mMw8J8UEg05AZWsvqlpDXPTghXOuSpk5Rw5YCzAn2elQHt+z4827clQYEFGgz+FCa48DAHDZ8aMBAJsq28LPQPDDlirm754zOitmwWqc3FQz8tLMEEXA0SGpTtKkk3Ba2CKImGHt65cnvUwoYOdU+xqiY20BgC/3svf14on5SPVxHuaL8rxUWIw69DpcONrSE7V9I4hEgApvIiaE0/EuyrAgxaSH0y1iv4oPik8kf/dZfsI8uMe7pduOPodL9X5oQXuPAw9/oXRfecdrONModbzLclNkqWvIktrWEIPVOHz75v2BH9vtZJ7ujFLldpKaE1GEyzzTzAbMKM1AaVYS+l0iNhwJIwMhAFt54T0mU9PHVQvveutkqbl0XE6h9xdBxIr3ttXC7nRjYkEaLprLPuf2NUSv471T8mnPK1Nvb9HrBEyRjhe7KWCNGOZQ4U3EhHAKb0EQMHNUJgDgmme+wdcH/c+7PdzcjQON3TDoBJw+2be8KSPJiDRpBbYmxj7vh1ccRKdN6WhF02OVKPBgtcJ0C06dwLrIIUtqecc6R+UoMY6aZHPZ3z0Z8OwIUkeOiCL82FOSlQRBEHBKuO+NAIiiiC1VHQBiH6zGmVKUDiOcsPRL0wHSpLFClGxOEDHjtc1MZv6940bJi2H7ohTmCCg+7alSYJpayOdNjBSo8CZiQjiFNwA8cOEMTClKR2uPA1c9sxGPrDjo0x/NQ9VOHJeLjGSjz8cSBAGl2bEPWDvc3I0XNxwDAJTnshFpdSOi8GZ/8/x0M04Zz0621x1uVWUbAMBSj3m4mtoZ3hzPZHN/DEw058gdOSoMCO3hi26lWUyBw98bqwMsLIZKTXsfmrvsMOgE+YQ21kwuSkMeOtg3OqMSjkgdb4KICbvrrNhV2wmjXsD5s0swqZAV3kdbe6Ki+uvodcjHtymSb1st8kgxSjYnhjlUeBMxIRyPN8AC0d7+2Ym49LhREEXgH58fwLXPbUK75JHk8MJ7mY80c6/Hy4r9SLH7PtoLp1vE6ZPzca4UpjQSOt5NUse7IN2CqcXpyE4xodvuxFapExcUazXgtLGT9swxoT0594R3NwA2Px/kvhLNAQ+peWNoz0kQKuA2k5JMdiw6cVwODDoBR1t6NAt+5P7uqcXpg8YqxoopRenIFzoAAGJqgaIqkTveVHgTRDThoWpnTClEdooJeWlm5KaaIIrAgUbtu958isLo7GRkJPlugPiDd8h31VohihSwRgxfqPAmYkK4HW8AsBj1uP/CGfjrRTNgNuiw6kAzznlkjexhrG7rxc5aK3QCsDRIimask83XHmrBF3ubYNAJuOPsySiVTrZrRoLHu4sX3mbodAJOHpcLIARJLfd351QAenUhLTKWDMVTypPRB+Ir0RzwnjVMEBrDF91KpEXAdItRloOv0khuzhe3ZsdJZg4AY3NTUGxgi16OJI8pE9TxJoioY+t34Z1tLNjwe8eNkm/nXe9o+LwVmXlo3W4AmFCQBqNeQKfNOSLOj4iRCxXeREyIpPDmXDxvFN654SSU5SSjzmrD9/69Hs+vq8SnUpr5cWXZyA3SUR8dQ6m5yy3iTx+w4u7K+WNQkZcqn2yPhI53g1UqvNPYKCPZy6o2YE32d4eYaM7JC+DztllZRx1gHm9PUj0Kb1p5JzSmRu54J8u3nTKBLUppV3jzYLX4Fd4GvQ7T09lxtl2frfyAwgsJIup8ursB1r5+FGdY5EVvAJhUmAaAjV/VGh6MFk7hbTLoMFHaNwpYI4YzVHgTUaff5UZbL5OGR1J4Aywp972fn4xl0wrR7xJx93u78ddPWXK1X5l5XwfwzX+Aum1ysnkspOZvbK7GvoYuZCQZ8cvTmUeZy0vrOvqGvZyqSfZ4S4X3ePbhv7PWirYBVgGfyKPEQkw05wQKWGvayy7TS4CkAcUJHyfmcgC2jvCemyD8IEvNpUU4QFmUWh9KBoIfbP0uufM0WwqnjBfjk9looAaXh8+cFCUEEXVel0LVLpo3CnqdEh46qSh6He9dYQarcabJcnMKWCOGL1R4E1GnrccBUWQjI7KSTRE/XrrFiMeumIO7zp0Cg06A3clOVM/0V3iv/yfw0a+BJ0/Fgi8vwfm6NWhs7wj9ifttqjug3XYn/vYZK/h+sWQ8MqXfuyiTFaG2frc8y3c40mN3okuaS1yQzhZb8tMtmFSYBlEE1qjpereEOUqME6jwbpSC1Qb6uwHAaGEjxgDqyhGa4nC6ZQtGqUfhPa04Q85A2HKsPaLn2FlrhdMtIi/N7PUc8WC0kZ1AH7V7dMA8U82H+eIjQcSD6rZerD3UCkEALp5b6vUz3vHe19Cl6eJ/n8OFI83dAMLreHvebxd1vIlhDBXeRNThMvOcFJPXymskCIKA604ei9d+PB8VeSm4aG4pijL8nGR6FF5JTVvxf6bH8Zn4U9g+vgtor/T/JL1twJ73gI9uAx47Ebi3AHj3RlX79/hXh9DSbcfY3BRcNV8JBjMb9MiXuv7DeZZ3k/Q3TzbpkWpW/NnKWDEVCc5y4R1iojmH389nx5v7u30U3oBSHFDhTWhIg9UGUQQsRh1yUpRFSK8MhFBn3Q+AF+5zRmdCELQ53oZLnsD2ZV+3IquXO96kKCGIqPCG1O0+qSJXzrXhjMtPhV4noKO3X548ogV7GzrhFoHcVLOscguVqTRSjBgBUOFNRB0t/N3+mDsmGytuWYS/XTzT/0bWGnZ57v8Bp92FBuQiR+iCZeMjwMOzgJcvAQ5+DvS0AHvfBz6+HXj8JODBscDrVwHf/FsZPbX9FbZdAGrae/GfNUcBAHcsmwSTwfttxiWmw3mkmOcMb8+Tfy6pXXOwOfBqu62TJZID4Xu8ece77Qjg6h+wgzzRfECwGidVCumj5GVCQ/gM7+LMpEFF8SmhLEoFYGuc53d7kt7fBgDY35sMa5/0HvRSlJDcnCC0xOUW8ca37JzHM1SNYzHq5bGmezWUm/NieVpJeN1uAJhcmA6dwM4Z+VQUghhuUOFNRJ1oFt6qsNayy+LZwCm/xg15z+KHjpvRnH8SABE48Anw0kXAXyuA164ENj4BNO5i98mbDBz3Q+B7/wUKpgOiC9j9v4BP9+An++FwurGgPMdnynpx5vAPWOOFd3669998XlkWkox6NHXZsT/QOBOeaJ6SDyRlhrcTacWAMQVwO72VDaLof4Y3h/u8qTAgNKSmw3uUmCc8A2FXnRWt3eF1okRRlEeJxTPRnKPvYYtnTWIW9tV7nOTTSDGCiAprDjaj3mpDRpIRZ/iZ8iL7vDUMWNsTQbAaJ8mkx7j8VAAkNyeGL1R4E1En3BnemuB0KPOYM9jqb0l2Gj53z8P/pj0K3PgtMP8GNn4KUArti58Hfn0IuGEDcM7fgCnnATMvZdvsfMPv022pasd72+sgCMDvzp3sU+o5EkaK8WC1ggGSM7NBj/nlLOE44FgxPgIsXH83AOh0yjxvT7l5Zx1LNRf0/h+fZnkTUYDbS0qzkgf9LD/dgslF6RBF4OtD4XW9azv60NRlh0EnYEZpeAFHmuFyyuqgJjELez0LbxopRhBRgYeqnT+7BBaj3uc2is9b+453uMFqnKkUsEYMc6jwJqJOXDveXXUARMBgAZJzAMA72Tx3HHDWX4BfHwRur1QK7anfVboynGkXAhCA6o0+veGiqIwPu3huqd8PoJEwUox3vAcW3gCwcLwKSa2caB6mzJyTO9H78QDF3507HjD4+Z+Uk5epMCC0g7/n/YWeyWPF9oentNgiycynFKf7PemOGT1NAES4oUcr0rDHZ8ebFCUEoRWt3XZ8voctFn9v3mCZOWdykVR4a9Tx7ne55ceKpOPteX8aKUYMV6jwJqJOXAtv7u9OLwGk7vMoqdtU1eYxy9tgHjxWaiDpRcDYU9j1AV3vfpcbj686jK1VHUg26fHrMyb6fRguMx3O4WqN0t8838ffnHtZv6lsQ5/D5fsBWiNMNOfIyeYHPXYuQKI5R+54U2FAaAf3ePuSmgPAqXxR6mAL3O7QE4fl+d0JIDNHVz0AwJ6UCxE677nB1PEmCM3539Za9LtETC/JwJQABfCkQvazw83dsDv9fAaHwKGmbjhcbqSZDfL5VbhMK6GONzG8ocKbiDqy1DyehXeGMlKDp3xWt/f6ukdgpl/MLne8AYgiXG4R72ytxdJ/rMKDn7B54j9bVBEw1TMmHe/Kr5UAsTjQaPXf8a7IS0FJZhIcTjc2HG31/QC8UM4JM9Gcw5PNm/crtwVLNAeUwps63oSG8Pd8iZ+O91wpA6Gl2x5W8BHveM8enRnuLmpHF+u86dLYmMf9jV1w8hnl9P4iCE0RRVGWmfsKVfOkKMOCdIsBTreIw009ET83l5lPLk6HLsLJNXzBoLajD+3DeOQqMXKhwpuIOi1S9zM3Hh5vX4W3tCJb094XeldpyncAvRlo2Y+vv16Jsx5ajV++tg2Vrb3ISTHhrnOn4GeLAsujebfL2tePbmnWtabseRd47hwWGBcn+KxiX4W3IAiypNanz9vtAloPs+vhjhLjeHa8eYp6sERzwKMjRx1vQhtcbhH1Hex94a/jbTbosaCCWWJCTTe39bvkgKOE6HhLUwlMmcVIMenhcLpxtEU6yafwQoLQlG3VHTjQ2A2zQYfvzCwOuK0gCErAmgY+by4LnxahvxsA0i1GjMlh52he9hSCGCZQ4U1EnYSQmnsU3kWZFugEwOF0y914tYjmdDQVLQIA7P70KRxs6kZGkhG3nTURq29bjOtOHht0xTfNYkS6hc221nykWNsRZdZ4Zy1g1y61VC2iKHp4vH3/zU+Rfd4+Trw7qgCXnS1wZI6ObGeyywFBB9itTNbq6gdapO53wI63R+pyoLFnBKGSpi4bnG4RBp3gc0GKw9PNA4YP+mBXrRX9LhG5qWa/HvKY0sUKbyGtEBOlMCf5RJo63gShKbzbfc70ImQkGYNuP1kOWIv8HEEJVovM382ZJgeskc+bGH5Q4U1ElT6HC11SVzcuhXenNEosvUS+yajXoSiDB6ypl5tvONKKCx9fh7uOsILtPP163HRaOdbcvhg/WzQOKWaD6scqjobP22kH3vg+YPdYJeaj1GJIp80JWz+TlPorME4clwu9TsDh5p7BkvtWKdE8pwLQRRgQZbQAmWPY9ZYDrJPucgCmVCAjQFHPO94uB2DriGwfCALKFIOiTAv0ARbnTp3I/vc2H2tDTwiKGGV+d6bPaQoxRyq8kVaIyVJ3TfZ5k6KEIDRDFEV8sINlKlwcIFTNk0nyezKyrrLbLWIvL7wjmOHtCX+cXXXU8SaGH1R4E1GlReoomw06pIVQmGqGj4434JFsrtLnvbPGisv/swFbqjqwTj8HNn0qCoU2/Gp8C9ItwVeXB8I7UjVadrw//S1Qvx1IygbSpd+3s0a7x1dJk9Ttzkgy+k1WzkgyYtaoTADAmoGdPTnRPEKZOSfPI9mcz+/On8zGjfnDaAHMkmyOigNCA/gimz+ZOacsJxmjspPQ7xKx4YifDAQfJNL8bgB+Cm/e8SZFCUFoRXOXHV02J3QCMK9M3ft/kkYd76q2XnTZnTAZdKjIS43osTh8IgwlmxPDESq8iajS5CEzj0sXhnd8Bxbeks+7uk1d4fv+jjq4RWB+eTZW3HYGLDPOZz/Y+XpYu6V5svmut4FN/2HXL3hSkVHHoePdKM/wDqxwkOXmBwcW3hoFq3F4Ad9y0MPfHUBmzvEsDggiQuRgtczAqb+CIMjvjVUq5eaiKMqF95xECFYDZI83Un0U3rzj7bR5K3QIgggZ3kAozkyCUa/utH5CQRoEgRXtLSFa7jzhMvNJhWmqnzsY5bkpAJhKSKSFOWKYQYU3EVXi6u+2dTJvL+AlNQc8ks1VSs1X7GUJvVfOH4P8NAsw43vsB3veZRLvENE02bz1MPDeL9j1k38FjF+q/L6d8Si8/QerecID1r4+2KKkHQNK4R3iKDG/H9BywNoBJdFcTeEty2EbQ9oPgvAFl5qr8V/zkXtqfd51VhsaO+0w6ATMKM0Mex81RUo1R1oBJhWyk/ymLjtau+2AKZnZPQBSlBBEhPDRqKGM8koxGzBGOg/aH0HXm3elp2oQrMYpSLdAkHJ4WinZnBhmUOFNRBV5lFg8Es150WnJBMzeEqjRIYwUq2rtxeHmHhh0AhZKnSiMORlIKwZsVuDgZyHvGu961YYz0syTfhvwxjWAowsYvQBY/Dt2e4ZUeMej4y0lmuenBS68Z5RmIiPJiE6bE9trPCRlstQ8cDo8p8vWj1++uhXH3bsCh5q6B2/gWXjzGd6BgtU4NMub0BB5hreKwvvEihwYdAIqW3tR1Rr8GLHlGOt2Ty5KR5IpwlwELXC7FKVIWpHXSb7i8yZFCUFoAVfucQudWvg870h83loHqwGAyaBDvtSs4ZMgCGK4QIU3EVUSI9F8cNiI7PFWITX/ch/r3Mwry1LSQnU6YPqF7PqO0OXmmnW8P70TaNgJJOcAFz0D6CUffVw93uqk5nqdgJPHDUhw7utQTsRVSM131Vpx7qNf451tdWjptuO97XWDN+KFt7Ua6DjGrgcaJcaJUvKyyy2GFOoXV6w1wEvfAw5+Ee89GfLw93ppEI83wCYf8JFgX+wNrrjYmkjzuwGgpxkQ3WyigFRgj8tnntLKVmmkmLywRYU3QURCdRgdbwCYVBS5zzsahTcAOQBXE1UgQSQQVHgTUSW+hTcbryF3fz3gH1D11j70e8qcfbBiHzsxXDKpwPsH0yW5+YFPWec7BLjHu6nLDocz8PP7ZddbwOan2fULngTSPWZ38t+500chGmUarOqk5oAiN5d93jzRPLUQsPj/IBdFES+sr8QFj63DsdZemCRvmc8wquRstjDBSS0AUnIGbzeQlOgUBs+uPYqFD67ESxuPafq4UWHbK8DBT5mqgs9WJ0JGFEV5dKCajjcALJ3Cjjd/+2x/0LE6ir87wYLVUvLkyQRFGex4wI8PSsebFCUEEQlcucctdGrhHe9wZ3k3ddrQ0m2HTlAeSyv4OZLmI1cJIs5EtfC+7777cNxxxyEtLQ35+fn47ne/i/3790fzKYkEI76Ft+9gNYDtj9mgg1sMLGXqsTux8UgbAGDxpHzvHxZOB3InspnTe98PaddyU00wGXQQRY8T0VBoOaT4uhfeAow73fvn6R5S8xiHk3CpebCON6B4WbdWdeDKpzZi947N7AcBEs07bf244eUtuOvd3XC43Dh9cgFe+/F8AMC2qg7Y+l2D7+TpF1fj7waUcDWNC++1h1oAAP9edQRud4IHx3DZv6ObjaoLI8+AAFp7HLD1uyEISicnGNecWIaTx+Wi1+HCtc9t8quSsPW7ZJ9lwhXeaYXyTYVS4V3Pj3ep0kImdbwJIiIUqXlohfdkqeN9oLHbO2dFJbuk405FXqrmFpci+XhBhTcxvIhq4b1q1SrccMMN2LBhAz7//HM4nU6cccYZ6OnpiebTEglEXD3eXGqePrjjLQiCHHIUyOf99aEWOFxujMlJRkVeysAHAWZczK6HKDcXBEFe0a3pCFF23N/HiiBHNzDmJGDRnYO34d3v/p6Yz6FWpObBO95FGUn48anl0Anstf5q3VoAwN7+QnTa+gdtv7PGinMf+Rof7WyAQSfgd+dMxn+unotZozJRkG6Gw+XGt5Lf1QvPwrtAhcwcUDreGkvND0o+9Kq23sGJ7olG60HlesMO4PPfx29fhjB8ekFBmgUmg7qPXZNBh8eunINJhWlo7rLj2uc2wdo7+D2xu86KfpeInBRTyB7PqOGRaM7hJ9I8fDFaVg5iaFPV2ovHvzqMXof6GfYjmX6XWy5OQ33/j8pKRrJJD4fTrVhAQmB3bXRk5gBLaAeAOvJ4E8OMqBben3zyCb7//e9j6tSpmDlzJp599llUVVXh22+/jebTEglESzw73jxczYfHG1BWh6sC+G1XSjLzxRPzfY9Dmy4V3kdXA531Ie1e2CPFVtwDNO4EknOBC59WfN2eGJMUeXUMA9bcbhFNXeql5gBwx7LJWHXrYvzolHJMNLAT9tcrLZj/lxX4/bu7cKipG6Io4vl1lbjw8XWoautFSWYS3vjJAly/sByCIEAQBCwoZ7+vT7l5WB1v3pHTrjjuc7i8PGsvbkhgubkoKgnzZ/yZXW58Atj3Yfz2aYjCE83Vysw56RYjnr32OBSmW3CoqRs/fGEz7E5vRYfi786Kz8hGX3gkmnMK0wd0sLjUnMILCYmOXgcuf2oDHvhkH17eWBXv3RkS1HX0wS0CFqMu5AaHTidgojTPWw49DAHu755Wol2iOUcuvKnjTQwzYurxtlqZLCU7OzuWTxt9+tqBrS8BX/9fvPckoRBFMUE83oOl5oDnLG/fhbcoiviS+7sn5/vcBlllwKgTAIjA7rdD2j258A7Fw2SzApufZde/+xiQXuR/2ziMFGvvdaDfxeTTofzNR2Un486zJ+O0XHaMsGWUo9fhwn/XH8Pp/1iFJf9YhbvfY9LypVMK8NEvFmL2AFntggpWeK8/HKTwVpNoDnjP8dZIrn+4uRuidJIEsPyAhA1a62pgqgpBDxz/Y2DBjez2d34GdFTHd9+GGLWSqqVERbDaQIoykvDcD45DmtmAb4624ddv7PCyKMj+7jGZmuyrJnRJi5BpyvGpcKDHmzrehAdut4ibX98uL1LxBSUiMFxmXpqVHNbCWyQ+79317PN6SlQ63ux4QR5vYrgRs8JbFEXcfPPNOPnkkzFt2jSf29jtdnR2dnp9DQm6m4B3fwZ8dT95ID3o7HPCIfmGcmMtNXe7lWAxH+FqgEeyuZ+O8+66TjR12ZFs0uP4sQEWi6aHJzeXk81D6XjveB1w9gF5k4HxZwTeli84WGOXbN4oycxzU00w6kM8vLic0LUfBQD85YcX4KXrT8DpkwsgCMCR5h4Y9QJ+f+4UPHnVXGQkGwfdfb7U8d5e0zFYppg3kV3qDEDeJHX7w6XmLodmcn0+7mxGSSZOHpcLUQRe+SZBOzvc351VBhhMwJK7geI57LV463rARVJQtdSG2fHmTCpMxxNXzYVBJ+D97XV44NN98s+2HOsAkED+bgDoljreqR4db6nw7nG40GXrj1p4ITE0eXzVYXmhG2DHcSI43Co3OkR/N2cKTzYPseNt7euXi/6pRdHreDd12YMG4BLEUCJmhfeNN96IHTt24JVXXvG7zX333YeMjAz5a9Qo3xLhhCN3ApPNOW1ALcnoOc3drLORbjHAYozxbNmeZlYwCTqvrosnwTreK/ayk4CF43NhNgTY/6nns65g/TZFmquCkDveogh8+xy7Pvf7zGMeiDh0vNXO8PZJxzH2NzNYIGSMxknjcvHUNfOw6teLcftZk/C/n52EH5w81u+q/ujsZBRnWNDvEgf7vLPGAEvvAZY/zGT4ajBaALO0kq+RHJYX3hX5qbhy/hgAwGubqgfJhxMCeZ66pBYwmNjIOnM6UL0B+Oq+2O7PjjeAL+9li2pDDHmUWJiFNwCcNC4XD1w4AwAL5vvv+krUdfShodMGvU7AjFLtT37DRg5XU469ySaDPI6xwWrzUJSQ1Hyks+5QC/7+GQve/d05kwEwe0ZrNzUyglEljxILc1GviHe8Qyu890gy89KsJJ8L4ZGSkxJhAC1BJCgxKbx//vOf47333sPKlStRWupb9gsAd9xxB6xWq/xVXT1E5IyCwEKuAKBybXz3JYFoiqu/W+ryphYCet8fCtzjXeMnXO3L/azwPm1gmvlAUnKBcUvY9RC63iHP8q7dAjTuAgwWYMb3gm+f4ZFsHiOaOtUnmg+CjxLLGcfmpEuMzknGTxdVBPWRCYIgd719+rxPugmYfWVo+6SxHJYX3uPzU3H65HwUplvQ2uPAJ7saNHl8TeF/j9xxym3ZY4HlD7Hra/4OHF4Zm31x9QPv/wJY/SBw7OvYPKeGyB7vMKTmnlw4txS3LGULIX94bzf+/hlbHJlUmIZkk4+sh3ghF97eIxgVn7dN6Xj39wL27ljuHZFANFht+MWrW+EWgYvnluL6heUol4JMd9SENqZzJCLP8A6z48093rUdfbD2DQ5v9AefpBCNYDWAfZ4XZ5DcnBh+RLXwFkURN954I95++218+eWXGDt2bMDtzWYz0tPTvb6GDGUns8vKNfHdjwQivv5uqfD24+8GlI53S7djkDS5ucuO7dUdAFiwWlD4TO+db6j2A/OT8PoOm7qxUt9K3u4p32WzqYORLv3usex4h5BoPgi5w+p/lFgw5gfyeYeDxnLYg02sqzAuPxUGvQ6XnzAaAPDC+gQMWRvY8eZMuxCYcw0AEfjfj2MjFW7czQo0IHbFvoZwqXkkHW/OjaeNw6XHjYJbBN7awo5zCSUzd7s9pOaFXj/y8nmbUwGjVCzE0OctiiKe+fooVh2gTnu86Xe5cePLW9DS7cCkwjT86bvMhjizNBMAyc3VUN2ueLzDId1ilM9F9tWrt3fKwWrF0VPa8NGL9dTxJoYRUS28b7jhBrz44ot4+eWXkZaWhoaGBjQ0NKCvbxiuXvHCu/obwOmI774kCErhHUYRFily4e3b3w0AGclGpFlYl6hmgM/6K6nbPb0kA/lqishJZwPGFKD9qGq7QWGGBToBcLjcaAkmqbN1ArveYtfnfl/V4ysd79h5vBukjreq12wgXKafE37hzZPNd9RY0WPXwIOs4Szvfpcbx1pZ8TguPxUAcOlxo2DQCdh8rB17QzjpiQktXIHg4+9x1v0sZ6C7kRXf0ZZ/12xSrh/+MrrPpTHWvn50Sf+LxRF2vAHWCfrzd6fh1Al58m0JFazW2wKILgCCohiR4CPF+HEiHsnm22usuOeDPfj+s9/g9c1DRFU3THnwk33YfKwdaWYDnrhyrmxJ47YJ6ngHp0bueId/bOHzvEORm8sd75LoNciKwwmgJYgEJ6qF9+OPPw6r1YpFixahqKhI/nrttdei+bTxIW8SG9/k7APqtsR7bxKClm62AJGbaor9k3N5dYCON+Df571SKrwXB5OZc0wpwPil7PrRVaruYtTr5M5wTbAPlp1vsI5f7kRg9Hx1+yR7vOs0S+UORkRSc154D+ywhsCo7GSUZCbB6Rax2dc871DRcJb3sdYeON0iUkx6uQDJT7fgzKmsK5hQo8UcvYBVCn3z9fcwJQMXPwsYklghvO7h6O5PzWblev12oEcjRUMM4N3u7BSTZnJwg16Hx66YgzmjM5FuMeCkcbmaPK4mcJl5Su4gm0+Bp9QciEuy+X4pvVkUgdve3JG44YbDnE921eM/a1iY5l8vnomy3BT5ZzOkjveOmg6IMfrsGor02J1o7WHnWeFKzYHQk81t/S4cbmZzv6dGseNdkjlgBCFBDAOiLjX39fX9738/mk8bH7x83iQ3B+ItNZc6GelBCm+ebO5ReDucbqw+0AIAWKK28AaAAimtn3cKVaBqlrcoKjJzNaFqnLQiAALgsgO9sSlUuNS8MJyOdysvvMcF3i4IAceKhYo8yzvywuBgI/OxjstP9QqI4yFr/9tay9KeE4G2w+wyKQtIyfG9Tf5kYNkD7PqKPwEr/wL0R+kEiXe8dQYAInD0q+g8TxTgGRJayMw9STEb8OZPTsQ3vz09vDDDaOFHZg54dLzlWd753veJATxnISeFLQjf8fZOvLC+MmbPTwBHW3pw6xs7AAA/OqUcZ03z/l+ZWpwOg05AS7cDdSQz9gtPNM9MNiLdEn7A2aSi0GZ572vogsstIjfVhPwont8V8VneHfQ/QAwfYjrHe9hTtpBdUsAaAKBZkk/nxXqUGKD4mtV2vD0K382Vbei2O5Gbasb0IIFeXnBvcmsIyeZqAtbqtgINOwG9GZh5qfr9MZiUjlKM5OaNcsc7xEKgt01JN45Aag4gcMBaqGiYvOyZaO7J/PJsjMtPRa/Dhf9tjZ0fPyD+/N0DmXM1MPsqJi1e9QDw2ALg4Ofa7ktvm7IQMEP6/x9CcnP+3o40WM0XOp0Q+4kRwZBneA8uvLnHW+l4x15qzjt1v1o6AT9cyHJn7np3N55dezRm+zCS6XO48NMXv0WX3YnjyrJw65kTB21jMeoxoYAVgzukrBViMHyc16gw/d0c3vHe39ClKm+Gy8ynFGeENTtcLcVy4U0db2L4QIW3lsg+743k80a8O97BPd6AIs/y7HivkGaJLp6YB50uhA8VXni3HAg5YC1gx5uPEJtynrpQNU9iOFLM6eFVzw9Vas4TtNOKWehSBMwvZ6/RzloruiP1eWvYkTvUzBPN07xuFwQBV0ld7xfWH0sMaSVXbQQLuhME4DuPAhc/z/527UeBly4CXrtKu8UenpmQXQFMu4BdP/xVzOwTkVKrUaL5kKFLeq8MSDQHlLCkRtnjHXupOV8AG5efijvPnoyfLqoAAPzx/T34z+ojMduPkYgoivjdO7uwr6ELualm/PPyOTDqfZ+GzhzFFr23k8/bL9Ua+LsBoCwnGWaDDn39Lnk8WSB21TJJerQSzTmUak4MR6jw1pK8SUBSNvPi1m2N997EnbgV3k67UihlBJ4FPzp7cMd75T6VY8QGkl0OQABsVqCnRdVdgna87V3AzjfZdbWhap7EcKRYa48DbhHQ6wTkpIT4N5f93ZF1uwGW7joqOwkut4hNlW2RPRhXDGjQkfOUmg/k/DklSDLqcbCpGxuPRrjPWsA73mrUB4IATP0ucOM3wIIb2Uz7ve8B/zweWPsIGwUWCVxmXnocMOZEpvzorFH+ZxIcueOtsdQ8YemWPN4+pObcgtLe2w9bv8vj/RWbwtvW75LluRV5zPJx25kT8YvTmL3l3o/24rGv1FuFiNDYXmPFW1tqoBOARy6bFVAZNdPD5034hv8vR+LvBlhmBFcYqPF575E63tFMNAcUqXmnzRn5IjpBJAhUeGuJTgeUST7vIThrVktcbhFtPXEqvDvr2KXBwgLvAsBXimvaeiGKIo629OBISw+MegEnjw8xsMiYBGRKhb5KuXlJMCnVzjeB/h5WAI05MbT9ATxGikVfas67WHmpZuhDUQoAmowS84Snm2+I1OftGf4UQYfV7RZxpMV/4Z1uMeK7s9kiyQuJELKmVmruiTkNOPNe4CdrgFHz2f/t53cBTywEjq0Lf1/kwnsee4+NWcC+PzI0xorVRDjuZ8ghz/AeXHinJxmQJEnjG6w2JdVcAyuHGo629EAUgXSLQQ79FAQBN58xEb86nf2vP/jJfjyyYmgs6gw1jkrHwPnlOTixIvDnKw9Y21ljVTducwQid7w1OLZMKlTn83a63HL6ebQ73qlmA9KlyTP11PUmhglUeGvNGD7Pe2QX3i3ddrhFQCcA2ckxTjXnsur0kqBBZPxkuMvuREdvP76Uut3Hj81GWjhhJbxQ4YVLEHjgkl+pOZeZhxKq5kkMO97KDO8wFlq41DyCRHNPeMBaxD5vLoV1OZiSIUxqO/pg63fDZNBhlJ/O55Xz2UzvT3c1yOnwccHt9vh7hLEQUjAVuPZj4LzH2MJX817g2WXAl/eGty9cal46j12WL2aXQ8TnHU2Pd0ISoPAWBMF7pJiG4YVqONzsO+AQAG46fbzsN/7H5wfwj8/2J4btYxjBVXBqArkmFKTCYtShy+7E0daeaO/akET2eEfY8QaASUXqks0PN/fA7nQj1WyQFYPRhEaKEcMNKry1hvu8qzZGLrEcwjRI4Tl5aWYY/Hi4oobs7w4crAawEBfeka9u78WX+5hE/bRJg/2JquDSXJUyWP6h0mV3wto34P+lbitQvw3Qm4CZl4W3PzH0eDdGNMNb2443D1jbWWtFZyRJ4UYLYJZW9SPoyh1sYh2C8twUv++HqcUZmDsmC063iNc2xXG+cFcds8voDEBWWXiPodMBs68AbtysWCTW/D30xYvWQ+w+BosyNaDiNHZ5dE3CZ2n0Opxok8b9jBypuf9Uc0AJXmyw2jwUJbHpeB9uYgVcRZ7vHIkbFo/DnWdPAgA88uUhvEyjxjQlFPuZQa+TR1WR3HwwoigqUnMNji2TC9XN8paD1YrSQ8vACRO+YFlP6fbEMIEKb63Jn8JG8PT3AHXb4r03caNBKsLCGisVKXyUmIrCG1A+tPbVd+EbyV8bsr+bw0dhtarzCSabDMhKZp31QV3vb59nl5O/43+kUzD4axCTjneYM7xd/UCblCgcYaI5pygjCWU5yXCLLKU+IrgcNoKANX+J5gPhIWsvf1MFp8sd9vNFBF80yho7aA5zyCRnA8sfZn9X0QUcDlEezmXmxbOVfSmYxv4m/T3KzxMUbiFJMxuQkRThazkUEMWAHW9AGSlW7yk1d3Sz2fFR5lCzf7sH50enVODXZzDlzT8+O5A4I/6GAS3dbBEqV+WkkxmlUsBaNQWsDaStx4FehwuCoM2i3kSp8D7W2oueAH7q3XWsIz4lyjJzTlEmBawRwwsqvLVGp1PmeY9gn3fYY6W0gBeZagtvSS718jdV6HeJKM9NwdjclPCeO0SpOeAnYM3eDex8g10PJ1SNwzveXXWA2xX+46igMdzFlvZjgLsfMCYr+6sBvOsd8TxvDeSwvPAeH6TwXja9ENkpJtRbbXK6fsyRg+60kf0DAMafwS5DHTVWu5ldcpk5wI6x5YvY9QSXm/PQxhHT7e5tY+9lQHnfDKDQc5a3OY2pGYCYJJsf5gtgfjrenB+fWoHy3BS09jjwnzU0ZkwrQg1c5QFr26njPQh+bClMt8BsiHykYE6qWbYA/OmDPfjv+kqs2NuIvfWdXqqxXbVSsFooo1YjgKTmxHCDCu9oUEY+by415ydZMYVLzVUWcTyYZJs0L3RxuN1uQOnYth9TLYNVRop5dHx2vcW6QNkVyv9TOKQVspRptzPqPkru8Q5Zas6D6HIqWFGlEdznvT5Sn7cGs7wPNgXvtAGA2aDH9+axgL4X4xWyxv8eXL2hBRN44f0Z822rxTPR3BMuN0/wgLVaOVhthBTefIZ3cg5g8J3t4eXxFgSPkX3RlZt7BhwGU54Y9TrZ7/3UmiNo6iKZqxaEWnjzjveeuk70x0sBlKBUaRisxpk1KhMA8Oqmavz+3d247vnNWPbwGsz4w2eY/odPcdZDq7FVOk+KdrAap1gaQVjfQe9BYnhAhXc04B3vqg2Aa2SOQGiIZ8e7M9SOt/dJ8ZJICu+0QsCUymS17eo6JSWZ7IPTa0U30lA1jk4PpBWx61H2eYetcggnQVsFvOO9u65zsH8+FOTCILyFC1EUvWYHB+OKE0ZDEIA1B1viI6+Lxt9j9AL2vuhpAhq2q7uPowdo3M2ul8zz/hnveNduYV3WBGXEBasFGCXG8fJ4Ax4LW9FdGJQDDvX+Aw49OWtaIWaNykSvw0Up5xrR0s0Kb7VS87KcFKRZDLA73dgfxHs80uCJ5qURzvD25M/nT8Nd507BtSeV4YwpBZhWki5b4bpsTuxr6ILD6UaaxaDqs0wLeMe7zkodb2J4YIj3DgxLCqYBlkzA1gHUbwdK58Z7j2JO2LJjLQghXA3wXjFONRswryw7/OcWBCBnHAtFazkI5E0MepdBUvP67UDdFkBnBGZdHv6+cNKL2TixzloA84JuHi5NXWGmmnNps0b+bk5BugXluSk40tKDb462YemUMAPz5FnD4Xm8m7vs6LI5oROgysIwKjsZM0szsa26A+sPt+LCuer+jzUjGlJzg5kVy/s+YHLz4tnB71O3FRDdQFqxks7PSS8G8iazxPSjq4Cp52u3rxpSO9Kk5l3SeyTN/3utKGNAWFKEC1tq4YnmZbnJqgI/BUHAb5ZNwqVPbsAr31TjByeNRXkQifogOqqA5FzANEJGyQXA6XKjrZepwNR2vHU6ATNKM7D2UCt21FhjJm8eCtS0a9/xzk+z4LqTxw66vcfuRL21DzXtfajrsGFaSTqMMQrN9cyEcLvFmAS6EUQ0oY53NNDplJnLlWviuy9xgnczimItNbdZAbs0DkOt1NxjJMYpE3JhMkT4tgjR5y1LzbmUSg5VWw6khDhL3BcxGClmd7rk9OaCtFA73rzQ07bwBoD5WowVizB5mcvMx+SkqPbi8W59xOPQQsXerSgjcjSUmgPA+KXs8uBn6rav8eHv9qSCjxVLXLk5PznmqpZhD5eac5WND7j9qLnbzuTDGlg51BCK6oQzvzwHp03Kh8st4m+f7Q/tCWu3AA/PBD74VWj3G6a09TggSiNGs0IYMcrneVOyuTd8lFgsRnqlmA0Yl5+GRRPzcfkJo+W/SSwozLBAEACH043WnsSeYkEQaqDCO1pwX+6xtfHdjzghz3SOdeHNi0tLJmBWd4JVlGGBXlpFXTwxApk5hxeQKpPNFY93H5PX7nid/SCSUDVPYjBSjHv3THodMpNDTG9ujWLhrUXAWoQduUMqA508mV/OVBcR+9NDhf/PJueyRHIt4QFrNZuBnpbg2/vzd3O4z/vwSpamnYDIUvOR0vGWR4n573jnpJhg1AsQRem4EbOOd+BRYv64/axJEATgo50N2FrVrv6Oh75gio0DnyTs/2cs4YqonFSz/Hmrhpk82byGks09kT3eMSi844lRr5MX8+tJbp4Y9LWzz3E6roUFFd7RQi681484n3e33YluaRxFzKXmsr97lOq7GPQ6LJmUj5LMpPDlyJ7wTqHKWd78pLyl2w7H7g8ARxeQXQ6ULYx8XwCPkWI12jyeD5RgNTOEUDzpfR1Ar1RcZldovl+8gN3b0ImO3jBXyyPseMuJ5gXqT/iPK8uGXiegpr1P9vLFBF54R2ERBOnFQMF0ACJwaEXgbUXRo/D20/EecyKbcW+tAtqOaLqrWuBwuuViY+SEqwUeJQYw+XB+miIfVd5fUS68w1gAA9iYpQvnsGPofR/vg6j2ZLN2C7u0dQDtlSE953CkWfJ356n0d3N4d/VAYxf6HNGdzDFUcLlFOf9jYEbNcIRGiiUAoggcXQO8/SPg75OAp5YAn/0u3ns1JKHCO1oUTAPMGayIUhsmNEzgMvM0swEp5hjHCMgzvEMbS/Xk1fOw5rbFyAxBAucXXrS0HFC1IpiVbESSkUmQ+w5LComJZ2uX8B2DjndTuMFqHVJyd0qeaoVCKOSnWVCRlwJRBDYeDTOEy3OOdxgrvLLENYQT/hSzQU70DXu/w0EOVotC4Q2ol5tba9jrLeiBolm+tzGlAKNOYNcTcKxYvbUPoghYjDrkpGhwXBkKqCi8AY9kc89Z3jHyeKuSmu/9APjbBODIVwCAm5dOgMmgwzdH27Byv4r9FEWW08Gp2xrGHg8vWqRFqFyV/m5OUYYFualmuNwi9tRT1xtgxxanW4TJoxs8nCkeaMcjYkdXA7DmH8Cjc4DnzwV2vAY4pb/D+n8CW/4b3/0bglDhHS10eg+f98iSm8vp1vEcJaYyWM0TzUI7sisACKzT0RtcKiwIgtz11vGTtRL/gXz/WX0Eyx5eIyfEBiUGHu+GsGd4V7LLrDJN98eTBZH6vHlHzuVgGQIhonaUmBc9LTizmP19I55DHgpRCrqTmXAmuzz0ReC58nx+d+G0wMFUstw88QrvGilYrTgzKTQVCMfVzwpARwwVD5GiItUc8Jjl3enR8Y5i4d3e45D9oeV5wQMOsf9jtvCz7RUA7G947YllAIAHPt4PlzvIAlxXvXcYY/22MPZ6eBFux1sQBEVuXk2FN6D4u0uykkZE2FgxD1ijjndscDnZMfCVy4B/TAFW/JGpykxpzAL5wy+BU3/Dtv3g5hE9OjkcqPCOJmXSWDGV/5Rf7W/C3z9T8aGe4MgzvOOSaC4VlyqD1aKCKVmRuquVm2cmwQwHktv3Sjf4Lrxbuu3462f7sbe+E6sPqJQ+p0uLEN0NUbM9eErNQ4IX3pljtN0hDxaUs4C6sAtYYxJglmaWhig3t/b2ywskwWYHy4gi8PRS/Hj7RThP93VsA9aikWjuSck8ZeIDl5L7Qg5W8+Pv5vCAtaNrWKGaQMiJ5uGOElv3KPDaFcCq+zXcqygiiqpSzQHls6HB2qd4vKMYrsa73SWZSUg2qVBh9UoZBDXfyDf9bNE4ZCQZsb+xC29vCWLbqd3i/T11vNHSxRY+ctNCV3/MlOZLU8Aao7p9ZPi7OTRSLIZ01gH/Og545VJg/0dsNO6o+cB5jwG/3g8sf5idny76DTD1AsDdD7x2VULavRIVKryjCfd5V60P3N2R+MN7u/Hol4ewMdaBShoT1xnecsdbvcc7KuRyn7fKZPOsJEwRjkEvOlmwVeZon9u9tKEKDqcbgFLsBiUlj40mE91K6rDGhC01b5ek5lHseJ8g+bz3NXTJyeshE6Yc9lAzmz1bnGFBqlrbRccxoO0IBNGFh02P4bSud2Pj83a7o+vxBgC9ARi3hF0PJDcPFqzGKZwJJGUzSw8v1hOEGqk7UxruuJ+Dn7PLBOzm+6SvHXBJxySVHW/m8ZbeW/ZOoD86UlJeeKvqdgOKUqntiBwEmJFsxA2LWQ7FPz4/AFt/gM90rlziNom67ez9FS+qvwHW/D2u+xBuxxuAbLvZQQFrAJQZ3mrm0Q8H+AjCOpKaR5/Vf2XHvaRsYMGNwA3fANd9Csy+gtm7OIIAfPcxoHgO0NcGvHxpWIrAkQgV3tGkcAbrlNk7gYYdATd1utyoljokXJo6VJFneGeE/gEbMZ3hS801hXcMW9V3vGfqDrNvSuexg9oA7E4XXthwTP6ev85B0elYsBUQNZ93YxcvvMPseEex8M5NNWOCFGz2zdEI5eYhzvI+2CgFOoUiM+fdMj3rDP3J+Bysn9wb/QTRzhrA2ccWaaKoQJDTzf0V3k4HULeNXS8JMndep1O63kcSa6wY73iHFazm6FXk9o27AXuXhnsWJfh7w5IJGAMvwPET6cZOG9te+l+PVsBayJMFPC1CHsqMqxeUoTjDgnqrDc+vq/R/f97hnnU5oDcDdivQfjTEvdYIUQTeuh5YcQ+zeMSJZukzQu0Mb094wNqRlh5Y+xJL2RIPqkdIojmHq4YoXC3KdNYBW19k1y95ATjzXiBvov/tjUnAZa8AacVAy37gjWtHXJh0OFDhHU10emD0AnY9iM+73mqTJeZ8dX6oUh8vqbnbrUjNQwxX0xw52VzdSLHSLI/C24/M/L1tdV6+7qauEFZ/o5xsLo+PCzXoJQaFN6DBWDHe8Q5RDisnmuenqb8T75bNvgpfl/4QADDtwD+BT++MbseKqzNyKlhnOlqMOx2AADTsZB/0A2ncxTqnlky2L8Eo5/O8E6szrMzwDqPwrtnEMgUAplQJJMtPFOQZ3oG73cCAjrcgeIwUi47cnI8SU52z4Fl4Vytyc4tRj5vPYCei/1p5yPekBFFUCu9RxwOF09n1eMnNWw4oIZYqFVhR2Y1u9lqF0/HOTjHJ6d07qestN2lGhaumGWIUS6nmzd12WfE33Hh5YxUu+fd6vLutNn5207WPsM+d0Scqit1gpBUCl78KGJOBwyuAz34b3X0cBlDhHW34P28Qn3eVh5R0qBfejfGSmvc0M7+JoAPSimL73AORZ3mr63gXZyZhpsAL7zmDfi6KIp7+mnVMuOxOtdQciH7HW/qb54fyN3e7gI4qdj0rih1WAAt44R12wJrkWQ1Zah5GsFqtdIJeMgfiqbfjj/1Xse83PAa8e0P0VpT5IhFfNIoWKbnK4hKXU3vi6e9WE0rGO96137LxdAlCRDO8B35eVG3UYI+ijOzvVl94N3ba4HaLitw8ETrern5vyeSARY/zZ5dgUmEaOm1OPP7V4cH3bz/KZPd6E5A/FSiezW6PV+HtqSyJV9cd0sx2hNfxBpSu93byeXt0vEeG1Dw7xQSzQQdRDEHpN8R46usj2Hi0DTe9ug1L/28V3t5SA6crhosM3U3At8+y66feGtp9i2YC5/+bXd/4BLDpaW33bZhBhXe04QFrx9YF9Hl7Fd5NPdHeq6gih6vFOtWcd3NTCwG9MbbPPRCeCt12lElng1BqsaFcxxKBXUWDC+/1h1uxr6ELSUY9blrCHjukDyB5pJiPDmOE9Dqc6LKxYjAkqXlXPVso0RmiHoZ3QnkOBAE40Ngt/3+GRJizhrnUXHXh7XYpCcjFczB3TBZeEM/GzY6fQBT0wPaXgdevjo4XVh4lFqVgNU8Cyc3V+rs5GaVsn0U3cHS1NvsXIS63KP+fhdXx5oV30Ux2Wb1Boz2LIioTzQEgP80MQQD6XSJLG5c73toX3rZ+lxxGpep92Nfu/X3tt16LXXqdgNvPmgQAeHZdpZxvIcML7IJpgMEEFM+Sbt8Wxt5rgOd7LE4BSHanS5aIh1t4z5R93h1a7daQxNbvQpO0iDF6hEjNBUHwGCk2/OTmoqjMZU826XGkuQc3v74dS/6xCq9vqkZ/LArwdY+yMWEl8xQVWShM+Q5w2l3s+ke3yqMYicFQ4R1tCmeyCH67lUko/eAZntTQaUO3fWj6JJwutyyHjrnUPFH83QDrMBtTWCIkl1MHIL9zDwDgqLsAjf2DT9R5t/uiuaWYUMBky02ddohqfb9RlJo3SZ33ZJNefYAY4JFoPprZMqJIdooJs6Vk3C/3hXFyL0nNe9vqsEplmnyvwymfJIxXW3i3HAQc3ex/J28ikk0GzByVibfdp2Dt3IeYX3T/h8BLF2nv++XqjGgFq3kyQSq8j3w1eGFKLrz9j9QbRIKNFWvstMHpFmHQCaErfzz93QtvYZc1m1UFdMYVlTO8AcCo18mS48ZOW1Q73kdbeiCKQLrFgNxUFYnaUpgaLJmAOQPo7wWadnttsmhiHuaMzoTD6caLHrkbAJSMBq5c4h3v+m2xDzezdwHH1ivft8Wn490qycyNegEZSeEtivOO944aK5P/j7AxrRxuYUkzG8J+LYciRbI9ZfgV3u29/bD1s2PD17efhtvOmojsFBOOtfbitrd2YPHfvsJLG4/B7ozSZ0BPq9KlPuVWdUozXyy8BZj+PXbe+/rVqq2WIw0qvKON3gCM4T5v/3LzqgGpxUeGqNy8udsOt8i6AjlheLkiQk40j7O/G2AHLp5srkJurq9nJ2vbxHGDVnSPNHdjhVQsXntSmTyyy+Fyo6NXZdCM3PHWXmre6DHDO6R5xTHyd3OWTGZy8RV7QwtIAyB3vKuqjuGaZ77Bl/uCP8YRyVeak2JCVorKETpyGvJMeTGCy+Tf7pkBXPkWW8irXAM8v5x9YGpFtEeJeVI4k3U5Hd1A1Trl9p5WRQ4bYJb9IMoTK2CNz/AuyrRAH+qcXe7vTisGJp3LAjod3SxkLZEJofAGBvi8o+jx5tativxUdccn7u9OzVcWfzx83gDrwF13cjkA4MWNVd4J57zjzQvu3ImAIYn9DVtjfCJ6ZBVTFSVlse+t1XEZu8dl5rmp5vBm2gOYVpIBQQDarVa4/3seO/6pWNQebvAZ3qXZyWG/lkMReaTYMEw250GceWlmZKeY8LNF4/D17Yvx27MnIzfVjJr2Pvz2f7uw6K9f4aOdUZhMs+ExoL+HBUJPODP8xxEE4DuPMrWazQq8ehmFrfmACu9YMIbP8/a/Qss73vw4yk/ahxpcXpmfZg79hDNS5GC1BOh4A4rcXE2gTe23AIDt7gr5IMx5dm0lAGDJpHyU56XCbNAjK5mtdDeqDVjjixFW7QvvBtnfnXgzvD05bRI7uf/6UAv6HCGuHEse71QXk6E+ttKHt3MAB5tYRzqsRHMPnz8PhttwpBVi2cnANe+xUR91W4EPfqn+sQNh71LCsaLt8QZYGvn4pey6p8+bd3pzJyjFghrKTmZp7O2VCTFPtLYjgmC1Y9LnRNnJbPGlVEp2r05wnzdPNed5CEHwmuUdppVDDdy6NS7URPPkHKD0eHbdR7jdmVMLUJxhQVuPA+9tkyw8bhdQv51dL5bew3oDUDSDXec2kljBZebTLwYMFsDtZMV3jOEquNwIFuNTzQaMy0tFhVAPXX8v66pteUGrXRwyyDO8R8goMU6xtFA3HJPN5TwQj8+LZJMBPzylHGtuW4zfnzsFBelm1FttuOnVrXJmhSb0dQDfPMmuR9Lt5hgtwKUvM8VQywHvhXUCABXesaFsIbs8ttav1Ix3vLkcdqgGrMUtWA1QTijSE6Tw5p3DYHIbUfQuvD0+WDp6HXjzW9bJv+7ksfLt/PVVHbDGX5OeJsAZQiibCrjUPBFneHsyqTANJZlJsDvdWHe4JbQ7S1LzPFgBiNh8rB2bK9sC3kVJNA+h8OYdb94tAzBnTCaMegF1VhvrdpTMYSM8ACat1mJFmXe7U/KBpMyQ7iqKYngprL583qH6uznmVGDUCez64fh3vfniWUlmGB5MroziwZyj5rPLqgT3ecup5uqCLYu8Ot6S1DwKHe9DHh1vVXgW3qOk/8MBHW8AMOh1uObEMgDAM2uPMtuPbBVJ9h7DE4+ANVFUFrUmnKkcZ+MgN480WI0zozQTFYLH4vHWF+LSwY8nvEkzUvzdnOJhPFLMV+HNSTLp8YOTx2LVrYtx6oQ89LtE3P3eLvU2w2B88yQbeZw/hSmstCA1H5gsPdbe97V5zGEEFd6xoGgmYEoFbB0+fd5dtn60S5LhRRPZyv9QLbwb4jVKDPCQmidK4a1Sam6tBnqa4RL02COO8Sq8X/mmGn39LkwqTMOCihz59ny58FbZ8U7OZh0PQPOAtbAXW2IsNRcEQe56rwjV5y115MxCPyaks8Wzf68O3FnlhbfqYDWng43YArw63skmA2ZK/sYNPJW99Hi2ouzoVjpskcAlsCH6u0VRxM2vb8ecP30uew9VU7EYEPRsVZwXA3KieZD53T4fbxG7TACfN38PhzzDu79PWXzghfdoaUEhkTveouiRaq6y4y3N8m7otEW54y29D1V3vKUFteRsZY58+1GfiwKXHjcaSUY99jV0sYkJvLD2sIqw72exy1gW3o27ga46JnMfczKQzaTx/hQh0RxhJBfeEdrPZo7KwHidR+Hd3Qgc+CSixxxqVI2wGd6c4Sw1r1MxAcNi1OOe86bCZNBh7aFWfKiF5NzexWTmAPNn6zQsCSctZ5f7PmSfD4QMFd6xQG8ARktdi2OD5ebcs5OdYsJ0KblzqCabN0jdz5gnmgOKfzkRPN6Ah9Q8SOEtFRvWtImwwyR3y/pdbjy/rhIA63Z7+rkKpM7BoERdfwhC1HzejdJJVX6o3YwYF94AsGQyO8H/cm9TSCvGB9uc6BLZh+LDy0sgCMDnexpxqMl/wNnBUAvvpt3M25uUBWSN9foRX3SRx6HpdMCYE9l1H8eUkJETzUMrvN/aUov/ba2Fta8fK/eH2K20ZACjpfyLg58zNZCk/JALnlDgXfJg7zeNEUUR1W29eH97Hf78wR5c/MQ6vLWFvcdCHiXm6e/mhVLJPLZAYa2OilVEE+ydgFNaMFSRag4AhRnseNHg5fHWtvB2u0UcaQm14y2pYZJzmPojjyWY+5KbZyQbcdFcttD7zNeVHoqVAZMp5IC17bELyeNKkvJTmfyTH1N8+KIbO204+YEvcf3zm6OyK7LUPE1l1oUfZpRmYpzU8Ra5SmLzsxE95lCDny+OlFFiHD7Luy6UcLXqTcD+xF+Y4ed8xUHOm8fkpOBniyoAAH/6YE/kIcybnmJTHHLGAVPPj+yxBlK+iDUcO2uV4yIBIMqF9+rVq7F8+XIUFxdDEAS888470Xy6xIafYPITSw88VzD5qvzRlp6orkBHCzloK9aFt9OueAwzRsX2uf2Rww6Q6GsLHIIl/U/YCmaxb6XVz4921qOh04bcVDO+M6vY6y4hS82BqPm8w+p4O3qU7laUZ3h7Mr88B8kmPRo6bdhd16n6fh/vakCzyBbFJqfZsFQKanvST9fb4XTjWCt7X4/PT1P3JLUeMvMBPisvnzdfMODZEZoW3uqD1RqsNvzxfSXwa1eNNcDWfpB93p+xfbB3Mplu/pTQH4ufiPdqGDjnA1EUseFIKx5ZcRDXPbcJ8/78BRY+uBI/f2Urnvr6KDZVtsPhdKMg3SwH46nGU2bO/wfMqUDhNHY9UceK8WA1cwZgUteJK0yXOt5Wj463rUNTK0xtRx9s/W6Y9Dr1nlhZap7LLvmCTs1guTkAfP+kMgDAin2NsB+TCteSAYV37ng2qaC/V13mhxZwmTl/j2VLhbePjvcTqw6j3mrDin2NUZmo0tytTcd7clEaJkgd7/bjpcT/w1+OqJA1xeM9sjreRZJCpsvmRJdNhb3A1gm88F3glUuB1uCZLPGELyaUqPib/uTUCozJSUZjpx0PfxHBscTRA6z7J7u+8BbtJ8sYLcC409l1kpt7EdXCu6enBzNnzsQ///nPaD7N0ICvmvvoxnh6doozk2A26OBwuUOXbiYAcZOac/m0wcI6FYmAKUVZBAgkN5cKLsNodoJX294HURTxjDRC7Kr5Y2A2eB8U+bzs0GZ5SxJ8PnZNI5rCKbw7qtilJSO0EK0IsRj1OHkcO6EOZazYx7sa0AJWeKOnCT8+lS2q/G9rrc+54Mda2cJZqtmgfra5v24ZgDmjs2DUC6i32pQJCHLHe33kXTSeQ5CjruMtiiLueHsHumxOeYTcztowCm+eoFq5hn0B7PfXhzCWjsPf931tUR3b9NmeRlz65Ab84/MDWLGvCa09Dhj1AmaUZuDqBWPw94tn4oubT8X63ywJXQ460N/NkX3eYcjNRTH6Uj850VydzBxQPN4NnTaIlgxAJ/3Ne7TzeXPLVlluMgx6lac7nh5vABglBaxVD+54A0BFXioWTcyDXnRC3yRZyTwyGgCwk1o+kz0W87z72hVrwriBhbe3x7upy4aXN7LjsSgCu8N5HwdB8XhHdl5ghgtlAvtf22I+XppmIAJb/hvpLg4JrL396LKxhZHSEVZ4p3iMT6v38Zk7iN3/Y1YsiNosTkcRueOdGfz9YTHq8YfvTAUAPLO2Evsbwhwr+u3zTN2TOYaFL0aDyZLcfO8H0Xn8IUpUC+9ly5bhz3/+My644IJoPs3QgEs4Ww8POgnyTKnU6wSMzU0BMDR93nELV+P+7vSSyFMZtYQnRPuTv7qcctJtxjh2ct3X78IXe5uwvcYKk0GHK+ePHnQ32ePdFd+OtyiKctdddYEJxEVmzuFyc7VjxY619mBvfSdaeeHd3YS5Y7JwfFk2+l0inl07OKyIy8xVjzACgFrJ/zmwWwYWsDJ7FFugWH9YKgwKZ7DRYnZrZKOm3K6QPd5vfluDlfubYdLr8M/LWZFxoLHLe6ySGvImscUppw1Y9wi7LRx/N8CS3gFAdLPOaZTgoXrTStJx9/Ip+N/PTsTOP5yJ9248GfecNw0Xzi3FuPxU6EKd6uDL382Rfd4hdrw7qoG/jgP+PhF49wZgz7usE6Q1/P2scpQYoKiieh0udNrdHgFr2snNec5ChVp/NzC48ObJ5rXf+g3y+sFJYzFRqIFBdEA0Zyg2AU9iGbB2eCVL/c6bpCiK+D61H/VamHpy1RHYncr3YS2gBaFFmuOtao56INqOQA83ukULvmlNAuZdy27f+uKICFnji655aWYkmTTuUA4BuM974MhVn2x9UbkezoJljLD1u9Da48BV+s8w8ePLgM7g3u3FE/NxxpQCuNwi7no3jKC1fhuw9mF2feHNgD5K8+DHnwHoTazx1Lw/Os8xBEkoj7fdbkdnZ6fX11CgrqMPt7+5Aze8HMDHkFUGCDrA0aVIoiWqBqRUci/aUPN5i6Ioj5aKudRc9ncnSLAahxcy/uSFzfuY/NCUBnPBJHncyl8+2gsAuGB2ic956HxhQ7XHGwDSJbm6hh7vLrsTfVKxFdJiSxwL78VSgOH2GiuaVIxj+3gX67AYeDdPKgx+fCo7kX1pYxWsfd4nfSEnmjt6gGb2N/fV8QaA+eWssJQD1oJkR6jGWg247IDeDGQOXuQZSIPVhns+2AMA+NXSCTh1Qh6yU0xwusXQV98FQZHCchVEuIW3wcSkzkBU5eb7pN/xyhPG4NqTxmL26CxYjBqcBPvyd3N4x7thF2APYUF2i9TV6G5kJ6KvXw08OBZ47lxg7SPsZEiLbvjR1eySF6kqsBj1yJTGIjZ4Jptr2vGWRomFMllADleTCu/cCUyZ4+zzGY4KAAvH5+L0DLb4W5cyyffib/EsdhmLwnugzBxgC1yCni1ydbNjWku3HS9uZNMljitjC3uhWHDUolWqOZr3AQAOiSXYXmMFJp7N8gG6G4H9H0e6mwnPSB0lxuEe6PpgAWvN+72tIYlq0YESrHaD4T0YqtcCX/xB1f1+v3wKLEYdvjnahne2hXhOt/UFdgxILwFmXh7iHoeAJR0Yeyq7TnJzmYQqvO+77z5kZGTIX6NGJYhXNwgGnYDXNlfj4531/js+BrMyr5h3lyQGFd7S6jwPhRkqdNmd6JXmI8dcas5HiSVa4c2luwP+5jJ8bnHJbECnk8OYjrawE8YfeIwQ84R3l5u67HCrzQKQpebaFd688M9IMoZWfMR4hrcn+ekWzJRCDFeqkJt/LKWH5hdJRankTV88MR8TClLRbXfKUk1OyInm9TtYpza1EEj3PY5J8Xm3efi8Jbk5lyiHA1dj5FQE9XmJoojfSBLzmaMy8cOFLPRvWgl7PXeE0y0bf6b39+EEq3GSpa53FAvvvfWs8J5clK7tA/vyd3MySljhJLqUY0Yw3G5gmzR2buGvgfk3MAWO28lk/Z/fBfzreODhGcBHtykFZ6i43cCRr9j1itNCuiv/nKj3nOWtYcf7cDgd7x4pXC1FKrx1OsXn7UduLggCluexBfWVnSW+81l4x7thpzYjAP3hdgOHeOF9hnK73qgsrEk+7/+sOQJbvxszSzPws0VMnaV1x7vP4ZJ947mRFt7SAvYhsQQ7aqw40GIDZl/Jfvbt8A9Zqx6hieYc1SPFeLeb56C0HorKqEItqO3oQy6sKBSk4++OV5W8lwCUZiXj56ex88t7P9w3aPHfL04H8PVD7PpJv2QL1tFElptT4c1JqML7jjvugNVqlb+qq6vjvUuqyEszIzPZCLcIHGkO0KX2ITt2u0XUtPOUSl54S1LzIdbxbpR8N+kWQ+xlUNZE73j7kZrLKc5zAQClHnMcF47PxYQC38FcualmCAIbAdPa41C3L1GQmjdYw5CZAzGf4T2Q0yax7vWKvYFP8ms7+rC9xgpBAMaOLWM3Sh/gOp2AH53CvN7PrD3qteh2MNQRRtzf7UNmzpkzJgsmvQ4NnTY5uE2WJB9bF37nUi68xwXd9I1va/DV/maYDDr8/eIZsm92egkrQsMKWBu7kHXbAVZc+ll4UAXvUvLiSWOau+xo6bZDEOD3vRk2/vzdHD6nXK1ssnI1y3OwZACn3Aqc9Rfg598CP98CnPUAULGEve4dVcA3/wbW/yu8/W7cybrqxpSQ569zn3djp0eyuYYjxbhdS/UCmKNXSWf3zArhnXw/AWsAUO5gReGa3tH4wpeNJbuCWUOcfUBLFGWX9duYasCUpigl5H1QfN5tPQ68sJ4dh3+xZLy8eHa4uRs9Ggas8URzs0GHNHMY2Q2eSB3v1qSx6Ot34dxHv8YbbmmxZwSErI3UYDWOqsLb1Q9sf5VdX3AjkDeZXU/QcYx1HX2YphtgV/v0t6o+z69fOBbluSlo6bbj/z5XGbS2/RX2uZBaAMy5Kow9DpGJZzO1b/02Zn0iEqvwNpvNSE9P9/oaCgiCIJ+EHWgMILXMHdz9bOqyw+F0Q68T5JMQvjo/1DzecZOZA94e70SC/83bj/r2oPGVTanL5xmucZ2fbjcAGPU65KSEGLDGX5u+NnaCqQFDZYb3QLjP++tDLQF9yZ9IMvPjxmQjPUd6/TwKg+/MLEZRhgXNXXa8s5UtaLjcIo5I793xBSpP+OVEc/+Ft8Wox6zRmQA8xooVzWIp4H1t8klpyKhMNK+39uFP7zOJ+c1LJ2CcR1r7dOmkPaxumSlFKTbDlZlzUqQk6ih1vPc1MBnu2JwUbRcXA/m7OdxWoFY2ybvd0y5kCbOcnApg/k+Aq94Gbj8KLP4tuz3cech8bvrYhSF3T/hnRb3VBqRyj7c2nan2Hoe8KMlzU4LC/2/0JjYKhzOKd7z9FN79fdA1sffGTne5HIzphU4XG7k5l5lXLBr89/CY5f3UmiPodbgwrSQdp03KR16aGYXpFogisKdeO7l5k4fMXHXehT+a2bHqkmVLsGhiHhxON279shM7zGzhGt8+H9njJzh8lNjoEdvxVjFS7ODn7DM6JZ9ZLcLNx4gRte19mCZIx4uyhYAhCahap6pDbDbocc95bOLFf9dXYnddkM9ftwv4+v/Y9RN/ARhjYFlIzVMWAPd9GP3nGwIkVOE9lJkgnWDvD1R48/FSHoU3l5mXZCbJ3aNyqePd2uNAu9puZgLA051jHqwGKIV3onW804pZYeR2Dl6Nd/QA0ska73iPzmF/+3H5qTh1Ql7Ah1bk5ioLb0uGcjLJU+AjpFF67vxQ0mpFMe6F99TidBSkm9HrcCmeaR98sovJzJdNL/Q5a9hk0MkLJE+uPgKXW0Rtex/sTjdMBp365Fm54z074GaeY8UAsBNr3mUMV26uIlhNFEX85q2d6LI7MWtUJn640NuDzLtlYQWsAcCCG4C0ImDO1aHf1xPepYxW4S3JzCcVadztDuTv5vCOd/Wm4Cn2tk4WpAYAs67wv50pBTjuetaRaNyl+OxD4fBKdhmizBwYOFJMylDQqOPNF66LMyxIUdtp9QxW8ywSS+YBEICOY76l8A27ANEFV3IuGnW52Hi0zfdJcEwKb2l+t6fMnCPN8nY0H8bz6yoBAL84bbxcEE+TlCs7w1Gu+EGe4R3hKDG4XfIiYeaY6Xj2+8fhT9+dBotRh8e6FgIAbJv+O6xD1rjUvHSEzfDmKB3vAOc8XGY+81Jmr4hkIkQMqO2wYZqukn0z4SzgxJ+z65//XtVoxZPH5+KcGUVwi8Bd7+wKbD3c9wFrAiVlKcGEsWDyucrzE9EtvLu7u7Ft2zZs27YNAHD06FFs27YNVVVhfLgnOBN5xztQuJAPv+9AfzcAJJsMcojEUPJ5yzO841F4J2q4mk7nP9m8fjvz9aYVy/LaC2aX4LqTx+LhS2cF7Q4oAWsqk80FQel6azRSrCmcRPPuJknOKcRt5rogCLLc3N9YsaZOGzYfawcAnDWt0NuD6iEDu/T40Ui3GHCkpQef72nEwSZ2DCjPTYFeTbJ1X7syWzdAxxvwDliTfd6ecvNwkDve/gvvNzbXYNUBJjH/28UzB/1eJZlJ4QesAcC4JcAt+8Iq3ryIssd7r9TxnlQYLX/3Sf6nMhRMZfJhR5eyYOePPe+y91jOeHlRzy/J2UpRf+DT0Pbb0QtUrWfXyxeHdl94jxTztbAVCbzwrggpWG1AojnHkg7kc8mqj663tHCmL5mLs6ezEMtn11YO3q5olrR9lArvnhbFvsTHiHkiLeq01+xHj8OFyUXpWDpFGQHHF9B2BeuchYBmwWrtlSwE0mABMsdAEARcNX8MPvzFQjQWLUazmAGLvQXPPP0v9X7XIYSXLXGESs3l44XV5rvA7GpUlDvc+8873vXbWJp3glHb0atIzYtnASfdxBYh248C3/xH1WPcdc4UJJv02FLVgTe/DXBux+d2z7uOLbrGiklS4X1sbdRsYEOJqBbemzdvxuzZszF7Nuvi3HzzzZg9ezZ+//vfR/Np44IsNW8KVHhLBVh7pbwq6y8sYygmm8dNam6zAnZJGpdoUnPAw2IwoPCW/d1KsZViNuCuc6dganFG0IdVZnnHb6RYWFLzDsnfnVEa/WCPAJwujxVr8jmO49PdDRBFYNaoTBRlJCmFt8uu/L8BSDUbcNUCFhL3xKrDSqK5Wg8wPwnPKlMKRz/MGZ0Fk0GHxk47KrnPmwfIHFsbus/bZlWmLPiZ4V3X0Yc/SSnmtyyd4NMvG3HAmlbEquNdGGN/N8CC77gUvyqIbHK7JDOfdbm68Yp8nnqocvOqdaxTn16qehSdJwUeJ9Ky1FyjVHNNRol5wpUlvnzeslVkNn5wUhkA4L1tdXLRKSMHrO2KTmf20AoAIlA43XdWguTxTuquAiDipiXjvBZ4uWVkl4bvYc063nyBMGe8VwhkRV4qXv/ZKThSej4AYFz1m1j20Gpl7OIwoanLDofL25Y40ihIt0AnAA6XGy09Ps57drzGAihLjwfyJrLbssayRT2XIzYTBUKkp70JpYJUjBZOB8ypwGm/Y9+vflBV6GVhhgW/PJ0df+//ZB86en0oZas2smOX3gQc/yOtdl8dWWPY+FPRPSKmDwQjqoX3okWLIIrioK/nnnsumk8bF3jhXd3W5z+YJN1TdnxM2p4X3t7SoaHo846b1JwXkZZMdtBKNHhBM3CkWA1PNA/SkfIDl3c3qpWaAx4db60L76Exw9uTEytyYTboUNvR59MiwseILZsmzSY2JrGOIzDIh/r9E8fCZNBhW3UH3pBWnFUHq6nwd3MsRj1mj8oE4DHPu2QuC8nqbgRaD6t7Tk6LpL5JLWRdvQGwFHMmMZ89OhPXL/Qjg0aEAWtakRw9j3e/yy0Xc5ommnv5uxcG3lb2eQeQTbYdlcbLCcCMS9Ttw4Rl7PLo6tDGlcky88XqCvwBFHl6vHnHu7NekwyK8EaJBSi8R0kBa76SzfkJfckczB6dhdmjM+FwufGSNKpLJrucjbxz2YGmver3Sy2BZOaAfMxNF3pxXJ6IM6Z4z13nhfehpm70OrQJWNN6lJhcUHlg1OtwwkW/AgCcot8JfecxXP7UBrwb6pilBIYHqxVnWmRb4kjDqNfJ5z2D5OaiqMjMebcbYMelBPV5u90icrvYccCZWc7sgACzBxVMYwvjqx5Q9VjXnjQWEwpS0dbjwNO+MibWP8ouZ3wPSCsY/PNow9PNSW5OHm+tyEoxyR8sPNF4EILg4fNm3U9fUnPAI9l8KBXe8ZKay/7uBB0/JyebDxgpJgerhVd4hzXLm0vxrdpIzXm3PT+sGd6xHyXmSZJJj5PHsUJtYLp5W48DG4+yleZl0zw6R/wDa4BfPy/NjIvmstc25FFiHiftahjk8zZalE7osRB93kFk5p/ubsRqSWL+14sGS8w9iShgTSui2PE+2tIDh8uNVLMBJZkaeixlf3eRf383R02yOU/0rVisKFyCkTeRFWUuhzIaTA08WK0idJk5oKijrH396EspYUWp3Qo8c4Yy+SBMtO94S4V33VbvbrW9S3kfSR3tH5zEOssvbjgGu9PDjy8I0fN5u13AoS/YdT+Fd6fLgEYwVc1Ncw3QDXg/56dbkJ9mhlsE9moUsKZd4S29xj4KbwDs/1eyqvyuaBNEkVlkhgtVrb7PFUcaPGCtfmCyec1mNi3AmAxMPd/7Z7LPO7EK7+ZuOyaLzGamK56p/ECnB874M7u+6Sn/U3E8MOp18kjAT3c3eP+w7QiwVyp4F9wY8X6HBZebH/6SHTNHMFR4a0hIPu+WYIW3NMs70HiyBIOPltJUal61Efjq/sBJt9yvrPYkM9b4kpp3NwHWKgCCIj8MkbCk5hp2vEVRlIPdQlpskWd4l0W8D5Fymiw39x7/8/meBrjcIqYWp2N0jsd7kxc+R1YOeqwfLiz3avppmWjuyYIKpfBW5nlzuXmIPm/+P+mn8ObF/WXHjQq6kDC9NBNABAFrWhDFcWK8EJlYmDaoYImIQPO7B1I6jwWhWat8ByS63cD2l9n1QKFqAxEEFuwDAAdUSgG7GiSvuQCMXaT+uTxIMxuQIqXDN9gMwGWvMNVCw07gyUVKRz1EbP0uuUNYkR+ClzFQ4Z0zjqmqnH1s/zh12wCITG4v2VHOmlaIwnQLWrodeH97vffjRKvwrtkM2DrYPpb4ng7w/NpKHHWzxcMTs3wX1twyolXAGpea56VGaCsK0PGWmcsCoxb3fgYDnPJzDwdG1CgxUQTWP6YsJHnAA9ZqBxbeW19gl1O+O1i9NXoBu6zeyI6RCUJtRx+mSv5u3cBg1YrF7JjsdrKgNRUsnpgPvU7AgcZuWU0LANjwOACR5T7wrIpYkz+ZjVR0OZTJCyMUKrw1RNVIMe7zbj0EW79LHrUx8GDKPd7H2nrhcCbOgcIf/S43Wnt40JZGhbcoAm/+APjqPuCxE4A97/neLlETzTn8b97bqvh1eLGVN9GnxFcN/HVWPU4MYHYHQBOPd3tvP/pdrPALqZsR5xneniyRAta2Vneg1eMk7aOdA2TmnHGns0sfHxxjc1Pk7fU6AWU5Kk74uxqArjpWTBXNDL49mOfcZNChqcuOIy3SwtyYE9llZYg+7yCjxPhYoZmSvD0QxRkWOWBtXzgBa1ogjxML7osLlb3x9HdzzGlMggj47t4cW8uSyc3pwKRzQtsPufD+TN3JKS+Ki2YCKT4KVRUIgiD7vOutfSxc7ser2GJkXxvw4gXAukdDzi6obO2BKALpFgPyQvEWByq8dToPn7eH3FxWrCgnzka9DlefyBQ9/11f6f04fKFV68Kby8zHLQH0g1Pcu+1OPPX1URyTCm+dn5nXSsCaRh3vbg063qLocawKUHhPXAakFsBka8Hpui2DPfZDGD5KbGAe0LCkaj3w6R3ASxcP8gTzwrve6nHe4+gBdr3NrnvKzDlFM9iYrr72wVk7caS2vQ/T+SgxHrzoydI/AYIe2P8RcGRV0MfLSDZi3pgsAMAXvJnQ26ZI8E+MU7cbYIu7lG4OgApvTVE1UsxjlneNtIKZZjYgM9notVl+mhmpZgNcbhFVbYnf9W7qskMUAaNeQE6KRoFZ9duUbnZvK/D6VcDbP2IHT094EZmIwWoAS4/k+8YlQ3KwWngycwDIlzreLd12OF0qF2f44oQGHW/u6c9NNcEYiucsQTzeAFNnTC1OhygCK/czVYW1rx/rDrOO6VmeMnNA8rLqmKTNx+iln546Dka9gNlScRwUvgCTO1F1PoHFqMccaZ63LDcfdTygM7D3S0cIEl1uf/ARrCaKIvZKJ99TioMvDnkGrMVNbs7D6RxdqkaxhAKf4R03fzcnkM+bh6pNPT/0Ga1jTmIZBj1N6opCrvqIMIneM6kYADtGXfsJ69iLbuCz3wFvXR+S71uWmeenhjY7ukd6P/lbSJBHunkErNX5VqxcMm8UDDoBO2qs3rJtXng37tb2fzSIv/u/6yth7etHV7L0GcAnKQxAy4A1URQVqXlqBAvynbWAo5sd4wLZMfRGufC6XL8Cbb0O9Z+NCQ7veJdmjYBRYsfWskvRDbxxrdf7jU/8qfPseO95jx3zs8uVRWhP9EblXCuB5OYtzY0YrZPUnEUzBm+QNwGY9wN2/bPfBh8jCeD0yWxhTbbPbX4G6O8FCqYDY0/VYrfDZ5Lk8z7wmeafz0MJKrw1ZEJhaB3vKo9E84EnB4IgyPO8Dw2BZHN+0pSfZtFOhrnvQ3Y5YRmw8BZW8Ox4DXjsRG8JUqJ7vIHBcnMfieahkpNihl4nwC2yme+q4AsA9k426zcC9jey+5eEIn1z2pWiPwEKbwBYMonJQ7/cx1aIV+xtRL9LxPj81MHy6qQsxevpo+s9vTQDn//qVDx1jW+p5yDk+d2h/R8oPm+ps2tKUU781crNnQ6gTQpj8yE1r2nvQ5fdCZNep9onG/eANXMG6xAAmvu8eaL5ZC1neIfi7+bIPu8BJ5D2bmD3O+x6KDJzjsEEjJOK6GByc7c7ovndnvBZ3l4dLKMFOO9fwLK/smJr15vA02cMylbwB58GojrgkBOo4w0Ao3wkm3skmnuSk2qWT4K9vMaZY9hxxN0ffCycCmz9Lryx8hugYQdECNidNA+NnTa4PMYt9did+M9qVmjPmCHtZ7uPACYohffBpu6ILSM9Dhds/azwzU2LYEGey8yzK4JPwphzNUQIOEW/E6VoRJvaz8YEp8aPLXFYwo9tSVnM2vHy92SPfxGf5e15vOAd3VlX+LfryAFriTPPW2jYDgBoN5ew39UXi37DPtcadioLqwFYItnnNh5tRVd3N/DNk+wHJ/48rABMTSmZy4JcHV2qOvjDFSq8NWS8dJLe2GmHtdfPqBBeeHc3oqGJrXT5O5AOpWTzsNKtg8EL76nnA0t+D/zgM/b6ddUBL14IfPArdrJprWbbJarUHPBONhdFTTreep0gyyhVy83NqUpypi+PaAisO8ROUvlsaVV0VAMQWQAKlwXHmSXSyfHqAy1wON2D08wHMl6Sm/vwnwFAWW4KMpNVnmT6OWkPxixJ+n3Qc5GvTPJ5V65V9yDfPseKvtQCn4tWu6Vu94TCVNWKhrgHrOl0UZnl3d7jkMMjJ6gdE6eGUPzdHN7xbtjpnUC+9z2gv4cVJzyBO1R4uvn+IGPFmnazzrgxOfznkijM8HMMEwTghB8BV7/HfN+N6n3fh8KZ4Q0EL7xL5rIF4I4qNjO4t01RmPh4D3/vOPaZ9M62WsUyJgiays3f+LYG33zxBgBgu7sc5zyzHyf8ZQXG//YjnPCXL3DeP7/G5f/ZgPbefpTlJGPOLGmBrs134V2QbkZuqhkutyhbTcKFd7tTTHokmwbL39U/EA9W822J8SKrDIK0GHSpfqVs5xvK2J0u1Evvj2EvNXe7lMkBl77M3nN97eycr7NeDraUO96th1moqKADZl7m/3ETMGAttXUXAKAza4r/jVJygVN+za6v+FPQqRPleakoz01Bv0vEkS+fY9NO0oqBaReo3i+ny+1zxGrE6HQecvP3tX/8IQIV3hqSZjHKBwW/87wt6exEF0Bv/X4Ag0eJcYZSsjnveGsWrNZ6mHUDBD0wQZLOjToO+PEa4ISfsO83PwM8cZJSQCZquBrgnWzedoSF4OjNil8zTMILWONy8/ATX0VRxDppnNWJFSEU0B2V7DKrLP6rrxLTSzKQl2ZGt92JL/c1YdUBtiA2SGbOGbeUXR5ZFZlcShTD7ngPOvkAPALWVCSb27uUMSWn3sY+EAfAT7qnhCCtToyANe1HinHP+qjsJKRZjEG2DoFQ/N2cjFL2HhZdygIeAGzjoWqXhf/eGn8GAIEVuYEmH/Dit+xkwBDZYmthho+Otydevu925vve9VbAxzwcTqK5KAYvvM1pQL50klzzjfL+za4AkjIHbX7K+Dzkp5nR1uOQFTUAFD+nBoX3rhorFuu2AQD2pM5HYbpFVkI1dtqxvcaK7ZIC5YbF42DIkZQVPU0+04WZZURSrkS4gCbP8NZslNgkddtPvxgAME93YFgErNV12CCKQJJRr52VL1Fp2ssmGxhTmLrs8tfZ+8taBbx0EYotTMHQ3GVnEwP4ca9iSeBzQK5WaTscOKw3huR2s/9rZ0GQfJcTfsyUMt0NwNqHgj4u63qLyN/9FLth/k+Y3F4FR5q7MftPn+P65zdH5zOcp5vv+0iVdH44QoW3xsg+74DJ5lLXW/L7Bu94J77UvFEeJaaR/2j/R+yy7GRvCY4pGVj2AHDN+6xL117JJHuCjsk1ExXZYnBQOVkumqn6YOiP/HAC1viHUwQBa1Vtvajt6INRL+C4Mj8SKV8kkL+bo9MJOG0ik2fd+9EeOJxulOUk+5cUF85gM4f7e1gITLh0HGOFhM4Y8gIMl9t12pzosUvzdkedwN4H7ZXB/7brHgV6W9gJzZxrfG6ypy70wjshAtaikGzO/d2TCuPs7+YMlE22HwMq14DN7r40/H1KyVE62AcCdL35GLHy8MaIeVKUPsDj7Qvu+55xKfN9fnKnX8+32y3iSEuII/0ANjNXlE4E/RXegBKwVr0RqJUKZz+KFYNehwulMYOve8rNQ+l4N+8H9r4PHF3DVA4d1azrJXWkDje2Y6GOpaxffsV12HDnEhz48zJsvHMJ3rvxJDx51Vz86bypePCiGWzkYVImkCSpQvxI97XyeSv+7ggLbzXBap5InfEyoWFYBKxVy7bEpNAyC4YifNZ26TwWEpiSC1z1NvvMbdyFrPevRaqBvU8b23uVwttXqJonSVnKolmCzPMe289qAMuoIAvvBjOw9B52ffVfga//L2Dg5JLJBThVtwNF9qMQTal+P+N98dy6SnTZnFixrwk/ffFb73GIWlB2Mpu80NuSULL/WEKFt8aE4vO2dDKplz/pEJfJHWnqjo7sQ0PkGd4ZGknNucycr44NZOwpwE/XKQfbvEkRF7FRhadGtx1VpE4RyMw5vOMd0ixvDUaK8W737FFZoUkIE7DwBpSxYjw59qxpRf5PcHS6gOnmquEy88JpIXcNU80GpFvY615vlbrelnQlGT2Qz7urEVj3T3Z9ye/9vm/21LGT7inFGar3K6EC1jRMNpf93Vommofj7+YMlE3ueI1djj0FyIww60JON//U98/7+5T/rwj93YCikmoIdgwzWoDvPMIWXLsb2HxbH9R29MHW74ZJr8OoUIKoeLfblBb4/cgXJqo3eSSa+z9xvlgqvL/a36QskPLCu2kv0O/n93a7gTV/Bx6bD7x2JfD8ucATJwMPTQPuKwH+lAvxwQo81HQd0oQ+OC05QBF7XL1OQEG6BTNKM3HG1EJctaAM35s3Sjmm8f83PwFryntYG6l5xInmTXvZ9UCjxDyRfr8CoQPt1o7wnztBGFGjxKqkYoyPAAPY+cKVbwKmNAiVa/Co5QkIcKNn7+fMepiUzRLtg+EvHyMOdHW0YgyYrS2z4rjgd5hyHjD/Bnb9iz8A798EuHxbWueNycJPTKx51Tjuez7VOL7odTjxvy3svFCvE7ByfzNufHkr+rUMKNQblb/V3pEpN6fCW2P4LG81He9sG/OG+et4j8lJhk4AuuxOeSRHosK7FZqMEutuVg6Mk872v50lnQXw/HgNcOXbkT9vNEkvYeMs3P3MiwloU3in8Y53CP8fGnS81x5i3cQTx4U4Rkie4T0m7OeOBiePy4XJw8fs19/NCeLzVoWfNGS1KPNMPU7c1cjNVz3AuvUl89iHuQ/aexxyeM2kEMPE4h6wlhINqbnU8dYy0TwcfzeHd7xrNgEuJ7DtJfZ9OKFqA+EnRUdWsTE9A6laD7jszDeothAKAC+8W7rtwUdnGszAqbez61//n8+ASG7NKstNhiGUaQuyzDxIZgUPV6zbqigWAmQ0lOel4riyLLhF4K0tHqMvk3PZjN7G3YPvZLOyYnvFPazDXzCNLd6m5DGFDAC4nRB6W1AqMNmsMGW5T8uIT7LHsks/Pm85YC1Cy4gsNY+k493TzKxZEHyGQPokKQt9BvZedbf4/h2HEp5BvMMefu7Hj3GcopnAJS8AOiMWO9fid4aXkLZXChubcYm6xetAEyFiTPvhzQCAOuQhJSs/+B0EATjrL8CyB5mybcvzLHTONvhz1tC8GwuwE05Rh7eNfppXPvhgez267E6Mzk7Gc9ceB5NBh8/3NOKmV7dqOx2AN9T2fhDyqMjhABXeGuM5y9tvl1r68Bgj1kEQgBI/q/Jmg14uyg8neLK5IjXXoPA+8DEAkfng1ASmFc0A0hNYZg6wEyIuN++R/EURJJpz5FneXaF0vCPzeIuiiPXh+LuBhJrh7UmK2YAFFWwRoSQzCTNKg3R5y6WxYs37pMC4MKgN3i0LhDzP1KfP20/Hu+UQC1UDgKV/9Fvw8fFHo7OTkR6ip3l6SSaAeHa8pcUgjQpvl1uUR0RqOsM7HH83J38qYEpl0wm+fZYtaJlSleCaSMibBGSOZsX1ka8G/5zLzCsWa5LTkJ1sgkmvY41NNcexmZexY2lfG7Dh8UE/PhSOvxsI7u/m5FSwDpvLznzSgk5Rmvjh4nlMhfDG5hp2XuAVsLbFe+PGPcCTi4H9HwJ6E7D8EeCna4EbNwG3HgLuagburAN+tQffnPU+LrHfhTuS/wD9WX9R/7sG6XgXZViQo4FlRJOOdzPLwkHWmJBG5HUljwYAGKxDv/DedJSpd0KyTgxFOuuYl1vQKZYOTyoWA99l7/nrDB+jtF4aoTdb5YIj73jXbWPKnTjiqGbv+6PGcaHd8YQfs9A5YzI7Fj9z1uBzEEnR9rH7eLx1RK/6oV/6ho1Ivez40Vg4Pg//vmouTHodPtrZgJtf3+41KSEiKk5jjShrFdCwQ5vHHEJQ4a0x4/JTIQhAe28/Wrr9jLGQCrCxQgMK08wwG/y/McqjkWy+/VXg64c0W2kSRdFDaq5B4c1l5lqcRCYSuR4H2KSs0OWlPsgPJ1wtwo73/sYutPY4kGTUy+naqhDFhJWaA8DF89iCxGXHjwruo0vOVk4MDoUhN3e72Jx6IOyOd5GveaZjFgAQmCeyu2nwnVb8kflYx58ZsOALJ1iNM11atIhbwJpceGvj8a5s7YGt3w2LUYcxOSmaPGZE/m6AeR9LpZF1X/6JXU79LhsrFymCoKSb+/J5H/6KXWogMwdYxkKBZFEK6PPm6A3AojvY9fX/HGQp4JkoUSu8BcG7KMibFPR1P2d6EZJNehxt6cHmY+3sxuJZ7LJum7LhzjeBp5awAKiMUcAPPgHmDvBnCgJ7vowSbHOUYKM4GZ2lp4b2t8+SOt5+RooJgoCpGlhGNOl4hxqsJmFPZ6qq5K5j4T93AlDX0YctVR0QBGDplIJ470504d3ugmksyNAXMy7GqrKblO+LZgGF09U9flYZCzd292sSbBgJ+kZWcDalTg79zhOXAdd+xH6Xpj3AU6crv09nHRu/COBp97k43NyDypbgjbtdtVZsr+6AUS/I50KLJ+bjX1fMgUEn4L3tdbj9rR1wa1F8m5KBcUvY9REoN6fCW2MsRj3KpJMzvz7vrDK4BT2SBTtmZvoOiOFonmze1QC88zPgi7uVE/8I6exzyrM6I5aa27uVxFx//u6hCvd5A9JYmsi7Rfz1DtvjHcbiCx8jdtzYbJgMIRxC+tpZhw5gHbUE49wZxdh45xL8bJHKFWiebn4wDLl5y0HA0c2SW8OU6xb7mmealAUUTGXXjw0YK1a9idkcBB1w+h8CPrYcrFYceuEd94A1jVPNub97YkEa9DqNgo1qt0ij3ArDX4DjPm8uNdRCZs6Z6OHzdntIDLsaWeI5AJQv0uzpiqRQzqA+b87UC9jJub0T/Wv+D98ea8Pz6ypx6xvb8cmuegBhdAfVFt6AkpAMqBoFmGI24NwZTJX1+qZq7/vVb2NezU/uAN66DujvZa/tj1YFtSPtb2DnBRPyQ1RiyB1v/91gbhnZHUHhrUnHWw5WUzFKzJMs9jtm2MJUJCUIfLzlvDFZ2lj5EhlZZj4/4GYNU6/H487l7JsTf67+8QUhYXze6e3MYtKTHeZkm+LZwPUrWGBcdwPw7NnA/o+Bjf9mFpYxJyG5jB2nvtjbGOTBgJelbvcZUwu9FsqWTinAI5fNhl4n4M1va/Dbd3ZqU3yPl86fajZH/lhDDCq8o0DQZHO9EZ0WVvzMTArcldE82XzH60pyqy8ZYRjwk6XMZCMsRvWyFp8cXsEkfNnlIa9wJzw5Hv40DfzdgFJ4t/Y4gvsjOenF7LK/lxXDIbLuMPufPakiTH93agFb8UxACtIt0KktrrjP++gqwOlH3eIPLi8tmgnownvPFGeyv70crsbxJTcXReDz37PrMy8HCgLMDUVkHe+4B6xpHK7G/d2TtfR38zT8MQvCX4Dz9EBmlXmHEUXKmJOYdL27Eaj36Azxz4zCGYqXXgMKeMCaio73lqp2PLW2Ev8xsJm9znVP4CePf4y739uNN76tQXtvP0wGHeaOCWHaAqCk4Kv5vUZ5vPYqCm8A+J4kN/9wZz267U7vgLXnzgU2PMa+P/lmllmSEvz4elAaW8rPOVTDPd7WGr8jEadr8B7WRmoeXsfbkFfB7tYffpZJIvDRTraQdPb0BLfTaUG1usK7KCMJDzgvw/L0N4DpF4X2HPw4GU+ft70LWTZW6LqLZoT/OJmSKqZ8MTufe/VyVngDwIIbsWQyU0is2OtD/eZBt92Jd7ey98kVJwxuipw9vQj/+N5M6ATglW+q8Yf3d0ce+Mwtj9x6OYKgwjsKcJ/3QX+zvAHUGdg/3URD4JUonmzO55JGhCgqoxcAzQtvTfzdcpr5OQkz51kzPKXmGhXeWclGGPXsdVIdwGdMUro6ISabO11ubDzCCpqQ/d0dienvDpvCmSzsyNEd+lgxnmgegc+/KIPP8h5QrJRJhXelR8f7wKdA1TrAYAEW3xHwcW39LtknG07HG4hzwJrG48T21kfB3y13diIolkuPY+oFgC2maHm8NJgVKblnuvkRSY2kkcycw20Tfmd5Szyx6jAueGwd/vzhXtx7uAzb3BVIEhz4dfIHOG1SPn5x2jj8+6q5WHv7aaEHUfGFmmDhagCzh/DXXuV7eO6YLJTnpqDX4cJHO+pZmn1qAVsIr94AmNOBS14CTr9b1WKc2y3iYKPU8Q71fzMljy2sQFRyNwbAF88ONHaFNVJIFEXZbpebGsHsae7xDrHwTilkHfISsUH7kUgxot7ah28la8KyacO88LZ3sXF5gKLm8QNXe1Vawyj+PEcxulU2K7SmYSd0EFEnZiMnX0WOUSAsGcAVbwBzrmZBjM4+ZmedcBZOl6a1bKpsg7XPdwI6ALy3rQ49DhfKc1OwoNz3gt95s0rw4EUzIQjAf9cfw70f7o2s+E7NY5e+LHHDHCq8o8AEFcnmR90sNXm0GLjw4R3v2o4+9Dki/PCo3wY071VOGI6t1yRgolGrRHNXv+IpHG4yc4B1vPVmQGfQrPAWBAH5crJ5GHLzEH3eO2ut6LI7kW4xhF6UJbC/Oyw8x4qF6vOWE83Vdct8USwX3n3eH4CjT2SXTbtZMeF2sfEjAAtmCRJYeKipG063iMxko1wQhUpcA9Y8w9U0yLHQPNHc7QKqv2HXg3R2AmJOAyaezX7fYDNsw4Gnm+//mF2KomIDqoh8frcnfNE2kNR8f0MX/v4ZK8IWT8zDLUsnAqfdBQC4RPgCz3y3EDefMRFnTi0Mr8MaitTcnAqc8WfghJ/KI7yCIQiCHLL2+uZqSfYqJaTnTQZ+uDKkXJPajj709btg0uswJtRFBkEI6vMuyUxCVrIR/S4x8JQWP3T2OeGQkpDD9nj3tTPVBaA+0VwitUgqvIVWtHbEKegxQj7eqcjMNcnPSWRqNrPCMWOUkkPjB6726rI70WnzX1D6pHAGCybra1dsDIFoOcgykfyN/QsHKddhl3us/LtEhN7IQhiX3sNevzP/AuhYJsm4/FQ43SJWHfDfWX75G7b4dtnxowPm21w0txR/OZ/56Z/6+ije214X/j6nSEnuvS3sM3EEQYV3FJgoz/L2P397t4NJQPLsgf1H2SkmZCWzVOEjLRF2vXm3e+r5bLXdZddEbqNZx/vYWuZXTMnznWg51DGnApe9Alz2qrYyzXBmefPiK8SON5/fvaAiJ3S/a4KOEosIeZ53CD5vp0NZ2Y+g412QYYYgAHanG+29HicfqXlAruQbr1oPbH+FLbhZMoGTfxX0cWV/d1F68JA5P4QasGbrd+GjnfXodTjDej4veOHk7mddlAjotPWjpp0tTmrW8W7aC9itrOOYPzWyx7rkReDmfUFPVMNi3FIAAkud7axj+93dwNJog3SkQqUwiNTc6XLj129sR79LxOmT8/HM94/Dz5eMx6xTv8vC6VwONiYvEkIpvAFgwQ3AsvvVj/ACcOGcEuh1AjYfa2e5LWfdz06Yr//CWxGlAl4Ml+elhDY2jSOPFPOdbB6pZaS5m/0t0y2G8C1ozVJhlF7CxoeGgC41F91gCxJd9YfCe/44M7Jk5nx+d/BjS7LJgEzpvLh+oOIrGHqj0vjg0nZ/WGuYd/qLu4Edr4X2PAFwexTe/qYahYwgACfdBPxqFzDhTPnmJVLXe4Ufn/eOmg7squ2ESa/DhXODd98vO340fnIqs3G8sTm8yTgApHNggS22aGQLGypQ4R0FynJSYNAJ6LY7vYOPJPpdbmztYR/uKd2VQR+Pd72PROLzdtqBnW+w67MuV4JxNJCb88K7INIVWS4zn7gsbN9rwjNuiRIqoRHySLFQks3ljndoB07u7w5ZZg4Mv443wCS3go4Vtmpfy6bdrFBIylK6TmFgNujlTpJXsjmgyM0PfQGslMYMnfJr9pxBiMTfzQk1YO2W17fjZy9twb9X+S4CQsKUzDoaQMQBawekfS/KsCAzOQK5rCfcllB6HEvojgRBAAwa7ddAUj0WQA98oowRKzsJMGrbfQtWeP979RHsrLUi3WLAvedPVxaEBAFYImUXbHsZaD0c/k6EWniHQX66BYsmMInlG5tr2ALo3GvYomyIHJCsbBPDXRAKMssbUOTmu2oHz0sPRnOXJDOPKFhNkpmHGqwGAIKABj0rWG2NQ6/wbrDa5AT8ZdML47w3MYAfFz3zEwLgqfgKGTlgLUDjydEDvHIZGxkIsPRwjXBJo0T3CeXITYng/aGC0yWf91f7m33O4n55I/OaL5teiOwUdZ8llx3PlDvrDreoGwHpC71RsfV0+14UGK5Q4R0FTAYdyvP8J5vXdfThkJt9IOg7q/yGm3DkgLWmLmDtw+GlKB/4lElr0opYEIOWhbdVg463KHr4u4ehzDyKKIV3CAdAXvy2qT9RtfW7sLmSnQicNC6Mk9PhWHgnZwMl0lingyrl5rUeMvMIfbnFvkaKAUrA2uZnmaohYxRw3A9VPWYkieacULpln+1uwIdSZ2fjUW2SyLWa5b23IUH93bGCd072exTe5drKzAHF493YaRuUmHugsQsPf3EQAHD38qmDLU2jjmfj8USXssgUDnz8XLJ2aiRfcLn5W1tqfJ4Iq0X2dxeEW3gHnuUNKAFru8LqeEvBahGNEgvP381pM7MOnrslggWZOPGxlM4/d0yWnOcxbHE5lXRrlcdFLtGuGxguqgbeVffX8Xa7gf/9xHvGNP9fjBRHDwztbCGoOW2S+jDXMJkzOgtZyUZY+/qVUYYSnbZ+vLuNycUvP179pJkxOSmYOSoTbhEsryJcuNy8Z2T5vKnwjhL8w/CAj25PVVsvmpGJXiRBEN0BV5wByEW8ufJLlkz82pVsLFgocJn5zEtZN3nsqez7um0Ryzzkwjsjgg/Y+m2sQDCmKPtGqCKsWd78RKZpn+q7bKlqh93pRn6aOfQZuS6n0hEeToU3oCgYDqlYEHP0KKmjGtgp5JFi/gpvSEXM4t+q6lK63aLS8Y6g8AaAGfykPUDAWqetH3e9u0v+fmeNFS4tRpVoVXjXa+zvBlSPzEkIuM/76ColJV/jYDWAFWc6AXC6RbT0KMcxp8uNW9/YDofLjdMm5eOCOX4k9af9jl3uegto3B36Drj6lbFsUex4A8Bpk/KRk2JCc5c9oO8yGFxqPj7UsWmcIB5vQCm89zd0qZ+aIdEiJZpH1PGWC+/wRi52pbBiwmCtDH8f4sSIkpk37mIhpeZ0IF/dXOvSLKZq+rYy9Mks7LNXYItOvsK9Vt3PRm/qjMw3DTCvtxY07IIgutEoZiIpOwoWoQHodQIWT2QF7hd7vDvL726tRV+/C+PyU3H8WBWhkh6cN5NNx3k3Ep93qlR4d4+sZHMqvKPERB6w5qPjXd3WB0BAk4mtfKM1sAyKFznlzVLHwdkHfHW/+p3pbgIOfsauz7ycXaYXScWXCFSuUf9YPuCd1ojC1Xi3e/zpmssYhzsFUrhaSJKffKnwbjusehTWesnffWJFTuje385aNltSb2Kqi+EE93kf+SrwaymKwAc3M/lkWpHqDnQgeCdkUBp0epHS0SqYBsz4nqrHq2nvQ7fdCZNeF/riygDUdLwf/GQfGjvtGJOTjGSTHj0OF/O+RopGhfc+Xnhr1fHuqAY6awBBD5TO0+Yxo0n+FCBjNOC0sc+d1ELVJ8ahYNDr5EA0T7n5f9YcxfYaJjG/74Lp/o87RTOAKd8FIAJf3hv6DshjFQUgKTP0+4eAyaDD+bPZCffrm8ObMe1yi/L7JPyONy+8j/kNNyrNSkJGkhEOl9unei8Q2na8wyu8HeksTySp23dye6LS2KnIzM8eCTJz7u8uPU61zfC8Wazwe39HXWhqP4C9x/OneD83Z9dbSl7E8oeB2Vex6501gF2Dz6b6bQCAne6x8sJ5tJHHiu1TFhlEUcRLksz88iChar44d0YRdAKwtaoD1W294e2YXHiT1JzQgPG84+3jw6pK+iftTCljN7QGXkmryE+FDm7Ms3vIYrb8F2hR6Vvis7tL5gF5Hl4pDeTmdqcLrT2s2IhIak4y87AJS2qeXsJWl93OoAs/nHVy4R2BvztzdEhhREOColnKWLFAYS1bngd2vMqKroueUcZpRIAit/Pxt599JVOQLHtA9cnMnnpWJE8oTIUxnMAmD4IFrG2qbMOLG9gH/30XTJe7a9uqOyJ6XgCajBRzu5U0Z81mePNud9FMwJSizWNGE0HwCupBxeKojXksHLCIdLCxC//3OQvX+r0viflAFv+W5S3s/xCo+Ta0J+cLNElZMckX4XLzFXub0KJ2DKQHVW29sDvdsBh1oY9N46SXsIVQd7/ffApmGWH/+6EGrEU8w9veDVjZ8SFcqbk7i4VAZfZFEAIVBz7eWQ9RBOaMzhz+MnMgLPvN7NFZOK4sC/0uEc+tqwz9OflYsSqPz+zaLcA7P2PXF9wIzL6C2clSpM/qIOfqqqjfDgDYLY5FSYwK71Mm5MKoF3C0pUdesNta3YF9DV0wG3S4cM7/t3feYZKVZdq/T+Wu6u7qUJ1z9+QcGSbBDGGWLKgIStAV3UVFCeoiuiusu4Kra9gVhUVX9zMtiMKCCggy4xAGmMDkPNMz0zmH6lT5fH+85z1V3V3pnDqVup/fdfVV1VXVVe9Mn646z/vcz30rjzQrzbfgYil6TLW7OUnNCS3hhidnekanSSf57pCvUOpIxSh8agpzcLHhFIoFJwLmAtZhE/3A9m/EXkhodveKj02+Ty68d8Z+ngj0SPJmk14XtzHDNPrPMuMKnUFz47HZQJkaqbkgBE9meo/HfPio24eDUkG0gea7J6PTAU2Xs+uR5rw7DwEv/QO7fvnXgboNmrx0RKk5AGz+IvBQG1C/Ke7n4/Pdiyvsia8tisGay+vHV37P5uduWVODDU0OrKgpAAD5OEsInhqQQMe7bXACYx4W19Tg0KhI5gZC2TDfzZl/VfB6EmTmnAoeKTbsYi7mvzsEjz+ArfNL8KFIEvNQSuYBy25l17f/i7IXT4GxWijzy/OwvKYAvoCI/9uvLFkCCG7ozynNVZ4uwdHpgwkTUea8l6ic8+5LtOPNixyrI75s9TCYSlnhXeTrjlvZlQm8JMWIzQqZuSiGFN7xGatxPrWZnUP/+t0LGHMrTMTgyQz8tZ2dwNMfY+qeuduCEnMgmBKihdxccjQ/HEhd4Z1nMcpFMnc356Zq1y6rgF1yiFcKVx28eEBl4U1Sc0JLaousMBt0cHkD02QYvONtKJW6zzE61wa9Dh+yHgAA9FRuBa78FwACcOyFoCFFJLoOMRdlvRlY8sHJ99VtZN23gbPAUEu8/7RJ8C5rab5ZdfQQTr7ELus3xeW6TEymVDphHZ7wxhXdFPzB+Oe895wbgC8gorbIKs9WKWJIkvrNxMIbiD7n7RoGnv04i++bdxWw4QuavSw3peqM5OyqUF2g1Xw3wLplSyPIzX+84wzO9o7BkWvGV69h0uVl1QUAgINtQwm/tnyinkDhfVzK755blnj3Xyab5rs59ZtZZ8JoS4qxGkd2Nne68N9vncPB1iHkWQx47IPL4v9s2fIgm8ts3gF0HYn9eA5XRmgY8xiLj6xhXabf7m2NGDsaCe4dM680wREIPo4Sx5y30sI74Y53gsZqAJBfXIUx0QwdAqrPcVJNj9OFPReY786sKLyHW4GRDnYuymO+4uSKhWWoL7bC6fLhWaVjG7zI7zzIfI6e/hgw0smOtw/992TlC8+QT9RgzTsB9LLzrSOBeu2ixOLg8gXSnPfxHgyPe/EHqUt927r4TdWmctXiChj1Ak52j8jqMEWQ1JzQEr1OwNwyNiM5dc67dZAV3nlV0gdKLKmvKGJLgM2hHMnbDJQtCnav//II2zGMBO92L7hmelFryQ++0ansevMosYpEosRIZp4QLCeV/Sn3KDJYk2Y14+h4v32GnZiqcjMHZmaGdyg8Vqzn2GTZpigCL36edZTstcCNT2gqtec75l1OV0IOyRwtHM1DWRrGYO1ElxM//itzGf7GBxbLu+3La9hjT3TGl/0dFXnGW71x5IlO7miukcx8YjAYSZNNhbfBDHzqNeDv/qrJeEQkeOH9ztl+fFeSmP/TdYvk2+OisD74f6sk/ifFHW8AuH55JcwGHU51j+JgFAPCcJzqkea7E/UeiJHlDQT/ho93jcCr4D1Gu8JbRZSYhCPfgguiNCMd5d+YSbx8pAuiCKysLUjZDHBaSWD8Rq8TcNcmdgz/99vnlBlzFtQxz4qAF/jFDUDH++wc+aP/Oz0znsfZ9Z1StL5pdB8FRD/6RDu6UJTS3y+f8953YRA/e/sc3L4AFpTnYVWt+maX3WrEpfNY8fziQeXKnaDUnDrehEbw3ejTIYX38IQXQ+NeAEBp/WJ243hfiLlLGLoOodjXjQnRhLexjN225SHWxT7/JnDm9fA/5/OEZHffFv4xCc55cyMc1cZqo73BN17uoEsoQhCE4Jy3GoO1ODrefL57vZr5bmBmS80BKVZM2sQK7Xq/919MmaIzAjf/j2rJZCQcuWYY9QICItAzonxWNJTBMY88K66VmdhUgzV/QMRXfn8YvoCIKxeV4eolQeOgqoIcOHKZNP1oh/Lc4EnIhbf6Ge8TUsd7YYVGxmqtewCIQFFTcKc/WyisT6gAige+eXugdQgeXwCXzivBzauVzx7GU0xOg2/QaPz3GY18ixHbFrPj/89HlaWU8HOKeWWJGSAGI8Uid7xri6zItxjg8cVvsBYIiLL3i0Ot1FyDjndJnhnnRVZweHqzI8ubRyteOxu63UDCKqAPr65BodWI1oEJZX9HghDsencdZqOOH/ll8G8iFP7el6jUvIPldx8O1AMQEmtYKaSmyIr5ZXnwB0T8aAf7W/jYOuWmalOR5eYHOxQrd4Id7/Az3poknGQgVHgnEb4bfbI76ITIZeeOXBNseQVBh+f+KDmTx/8IANgZWI4TfVInqKAGuEhyRf7Lwyx3cCqnX2U7+bllkSWCoYV3uOeIAZeaqzZWO/UyAJFlGttVnGQRAILO5ooM1njHe6A5apb8wJhHliCvb0yw4z1TC28AmCPJzfmcd9te4FUp5uhvvglUK5PRxYNOF9x06VSTZxoCj86qK7Yiz6Ju5msqUw3WfvHOeRxoHUKe2YB/+cCSSR/6giBguSQ3P5So3Nya+Iz3iS6NO97ZON+dQkI/Q/LMBnzrQ1FczKMRRz71NNLQ8QaArfOZguDN0/F3fLz+gGyQNDdRqbkcKXY+4kOYwZoyufnguEc+aS7OVen9Ikly1TqaA+w4ahPY5oa7J/ML7x6nC3vOs02gq2dL4c1dxVUW3jkmPW6/mCnpfvKmQlVD6HvxNf8ONGwO/zje8e4/w6JR1SI5mh8RG+DINcNiTL6RYyiXL2SFri8gIseox40rE48zu2JhGawmPVoHJrBfqT8LL7zH+8ImKzz03CFs+/5OvKpwYzLTocI7icwPk+XdJsnMZSfS4jnsMtpO2glWeP/Zv2Zy1M7mLwJmO8tA5J3tULjMfNktgN4Q/rmr1wJGKzvwlUjzJLokabMiOWAossz8WnU/TwBQmeWdVw5Y7MyoL8rx924zOymdX5anTjboHgme2BbOUKk5wKLwADa2MdoDPPsJJmNb9AHgor9L2styuVr7kMJIlSnI890aZlaHGqy9frwH3/kz62I9ePWCsO8Zy7UyWEswTmzc48P5/jEAwAKtOt7ZON+dQkLdm//pukXq3ZyzqPDeNJdtEB1pd6I/TnfzC/1j8PpF2Ez6xM2ZQjveUbpVwcI7PiVK3yjrdhdajer8EXzu4Ny5Q33hLQgCBkxsQz8QrbmRIbxylMnMV9QUpMx4K61MDDH5NRA0O1PBHevrYNLrsL9lCPsuKBgvWnwTULaUKUjX/G3kx+VXs/PkgDfoV6MGydH8SKABVQWpj83lcnMAuH55BfI12GDPMelx5SL2vIpN1qwOAAIgBsJ+Vu86249T3aMwp3iDItkkvfD+8Y9/jIaGBlgsFqxevRpvvplYZnQ2wWe8m/tG5dkobqxWUzil8I405y05fos6A14PrETPiBtOF5Oqw1oEbLqPXd/+r5O7lmN9wOk/s+tT3cxDMZiYyRqgSm7enYjU3D0KnN3BrtN8d0Lw//8eJR1vQQiZ844sN+fz3arczAGWEwuw+SlL4m7ZGUvFSvZB4hkBfn41M40pagRu+GHSIpgAVtwCUQzW4oTLu7UsvEMN1v7hdwcx7vFjbX0hPnZReEMXufBWOPM6DV5ATQyq6lCc7BqBKDKZrGqpbCg+N9AuRVxRxzssNUU5uP3iWnx6cwNuXpOA+imhwjt15moAUJpnkaPq3joT31jEKUlBN6csDzq1juacglrmTeEdiyj3BKaPjMQi4fnu/jPsZNxsZxvECTBqY+81hqHIcvpM4U+HZpnMvG0vAJEp4fLKYj06IqV5Fty4kkmen3pDwd99XjnwmbeALV+J/jidLqRJpnLO2+sCepifTqqN1TgragpQabdAECCrBLSAy83/eKhTmTxcbwh+Vk95/2kdGEfb4AQMOgFr6maW6XJSC+9nnnkG9913H772ta9h//792Lx5M66++mq0tGSHu2SiVBXkwGbSw+sXcb6PdU944V3LO97cLTFSPuDxPwAAhPpNsOSxA7S5dyx4/7q7mVx9uAXY89/B2w8/yzKaK1cCpQujL3TKnPfQuAef/sVevHAgtlkCN1dT1fE++zpzei5qTGiOiwiNFFPY9ZTnvCMbrL2TSH43MDtk5gD7cJ4jxYr1n2EeDB/5RdI3G3jHuzNclrcCtDZW4/DCm0dzPfbBZRELhuWSNP1c3xiGxhOI/8kpBCC9RjT/jAickPO7Nep2dxxg73VWB1DcpM1zzjAEQcC/3rgUX7t2UWJzh/x9ZryfJQrEA/cCSHHHGwAukbreb5yKr/A+KTuaJzjfDbCNdz7iFY/BWqczLhPH3lH2XqSJsVqCm5bu/HoAQM5YO+D3JvRcyaRnxIXdssw8sc2GrEHD8RseLfbqsW75fFtTuNxcrbN5zzEg4MO4wY52OFCZhnx2vU7Arz61Ds/83Xo5RUQLNs0pQYHViL5Rt3y+GDcRnM250nJZtR02cwTFbpaS1ML7e9/7Hu666y586lOfwsKFC/GDH/wANTU1eOKJJ5L5shmDIAghc97sw7JlgHWlaqdJzSN0vCWZORZej6YS9kF7tidEbm6yMpkMALzxneCJxoFfs8tIpmqh8ML7wtuAz4Nn97bhtWPdeOi5w1Hlb6IoBgtvNR3vc5L6Ye62pHYEZwOyuZoSqTkQs+PdOTyB5r4x6ATgogaVxkOzpfAGgnPeAHDNd4DypUl/yQpZaq6+4+3y+nFGGmPRuvDm3TIA+PxlczAnSsFQYDWhrpi9Nx5KpOutNwA5Bey6Crn5CUl2r5XJXPAE82J6r0s25rygW24U07BJyOZqaSi85wXnvOMxJzrdw43VNDo25TnvyP9XdUVW5JkNcPsCOB16/hGBvhGtjNXUy8w5xoJKuEQjdKKPqZAylD9LbubLawrURXZmI3y+u0ZZfnc45pXlYcv8Eogi8LO3k6Bu4MeiWoM1ab77vGkuACEtHW8AaCzJVX8uFwGTQSdH3yl2N7dJSRlTnM3fbWbvyRer9RXKYJJWeHs8Huzbtw/btm2bdPu2bduwa9eusD/jdrvhdDonfWU7U+e82wYizHgPnJ1ububsBNr2SE90LZpKWdTCpDlvgBXXjnnAxACw64fMobHrMHNSXvKh2IssXcQOfu840LYH208wyce4x48nd0aeixoa98LjY2vmM8aKkGceSXqZKKXcXE2JqzkQ0vEOP9+/6wwrWpZWF8Ceo3IeaKZneIey4Bqg6XJg0wPAqjtT8pKy1DwBc7XT3aPwB0QUWo3qjRIjsK6hCIVWI1bWFuDvL43d7eUGa+mc8z6uubEavdelFKVyc1lqnjpXc87qukJYjDr0jLinRY+Gg0vNE44S48Txf6XTCVhcxf4W4pGb90ob9iVqC+++xB3NOY78HFyQnM0zOVIs6Gae5d1uvxc49efYahO/V5KaQzPfi09LXe9n97ZhcCwBxVQ4uDpVrdS84wAA4JjINrpmWlTcDcuZ3PzlI11w+xTEgeZKf5shUnNRFOWONxXeCujr64Pf70dZ2eS5jbKyMnR1hXeoe+yxx2C32+WvmpqaZC0vZcwtC3a8/QERbYPs5LimSPqjK6hjBbLPBTjbJv/wScl4rHotkF8R7HhPLbz1BuDyh9n1d34EvPUDdn3+1fGdSOh0QMOlAAD3qddlV00A+MU7F8LLl0/8CYbffhQlGEKRzQSzQaH5gWsY6JFMNchsKGG41FxRjjcQ4mx+DvBOL9zePivNdzcl8OY30zO8QzHZgDueA654OGWdTf4B3pGAudqxTnaStKgyP+F4kakU2kx496uX47d/vx4mQ+yPnOCc91BiLyw7myuLFBNFMdjx1kJqHggArVR4pxQlhbdnnG06A2npeFuMeqxrYK/7Zgy5udvnl2W0CUeJceT4tehdQi5NfTcOKWmfNOPtSFRqnoCxGqck1xRSeGfmnHfviBu7z0ky8yVZPt/9zo+A33wE+K9Lo46wofMQ4JsALAWa/J4Bdp6yqCIfE14/fv1eAiZo4ZCzvE9GNSKMiGSstsfNzoNmmnneRfVFKM+3YMTlw19PKsjlDiM1bxucQPuQNN9dP7Pmu4EUmKtNPYkTRTHiid1DDz2E4eFh+au1NXNlQfHCO96nu0fR7XTB4w/AoBOCjq16Q/CDb6rBmhQjxo3HgoV3mPmVBdcC1RexE4gjv2O3xSMz50hy8/ETr8MXENHosGFNXSHcvgAe3z5lXd1Hgd99EnkX/oJb9DvUGau17WHmKYX1CZunEECp9DsYdfsw6lZgJpVbKs3DitN2ckVRlOd1Nqqd7wZml9Q8DfBZsYExD1xeBTvNIRxLgrFaKGaDPm534xU1TJp+oHVYeS5oKCo73p3DLjhdPhh0QlRZfNz0nWJz5oYcoGJZ4s9HxCaOfGqZCWmjWW9iMvU0wOXmb8SIFTvXNwZfQESe2aCdMiXOTYptknPxq8e6Y77PJNTx9vuCcl4NpOYsy1s6x1DS8fa6gJ9dDbzwuYTXEItXjnYhIDKPC1kNmY0EAsDen7Hrg+eAn14RPI+dCt+MrFnHmj8aIAgCPn0JO5/+f+9cUNZ5jUVREzMidA1Pk0XHxOeRVYW7JliE10wrvHU6Adcv53JzBe7mYaTm70jd7uU1BbCaZtZ8N5DEwtvhcECv10/rbvf09EzrgnPMZjPy8/MnfWU788rZidv5/jF5Nqq6MAf6UHOhcHPeE4PAeWkGeuH1AIDGEiY1v9A/Nt3gRBCAKx4Jfm8rCRo9xYNUeOcPHEYuxrF1QSm+uI196D29p0XOH4dnjMUk+Vh3bb3uGMpVycz5bA91u7Ug12xArmRAodrZvGfynPf5/nF0Drtg0uuwWq2rZCAQdDWnwjsp5OcYYDUxxYlagzU5Skzj+W41LK60Q68T0DfqTswwjqt9FBbeJ7rY/0VTSa5yJU84+Hx39RpAr00+OhEDuYsbR6E1FmKslqb5e26wtvvcQNSiNlRmrpkyJY4ZbwBYVVuIqoIcjLp92HEisgM6kKCr+eB5FttktAL2xFWPjlyzOqn5hbeBll3AwafVdTg5rz3Mur+uyKOTL0lu5tdku5v5+TfYaJk5H6jfDHhGgWduA3Y8Nn2UMknxitctq0R5vgW9I268oDTeKhpGS1C1p9Rgrfc44PfAby5Aq1gKq0mPAuvM+yy4YTnbVHj9eHf8DaAwUnOuqlk/A2XmQBILb5PJhNWrV+O1116bdPtrr72GDRs2JOtlM46SXDMKrEYERMgfVtN2NMNFip16lbmSlyyUXXAr7TmwGHXw+kW0DoaZ56zfCMy7il1ffquyk7yCGohFTdDDj3W647hsQSnWNxVj0xwHvH4RP9wu7UC/9GXWwZGcmlfrTqE6T8UJQKjZEKEJqrK8geCcd+9kWRiPEVtVV4Ack8oCZLSbuTkL+qB7LqEpgiCEyM2Vz3kHAiKOd7LZ0kUV6Y97sxj1sqlZQnPevOM9pqzw5v8X2ud3k8w8ZSgpvNOU4R3KnNJclOdb4PYFZMlxOE53c2M1jWTmQPD/amIwagKATifgujg7Wn1Sx1uVuRo3+nTM1aQTyjre7OReVFJ4n3uDXQZ8rIBUy4HfMGOtCHGtfaNuvHeOHYNZX3i//wt2ufRm4I7nWeoOAOz8FvDbOwC35GEgikkrvI16HT6xsR4A8NM3mxNTTU1FlpsrnPPu2A8AGClcBIB9Xms90pUJLKnKR4PDBpc3gNeOhR8pnkau1PGWCu+ZPt8NJFlq/sADD+CnP/0pfvazn+H48eO4//770dLSgrvvvjuZL5tRCIIgu4/+5TibYYhceIe4JZ5gMWJYGMy31ukENDrCOJuHctOTwLXfA7Z8VfFaB8rYhsgW4zGsrWfdoge2sTea37/fjp43f87c0gUdcOtv4DQUwSJ4sRwRHNkj4feGZNpS4a0VZZLBWo9Sg7UIHe+EY8SAoMzcXkXdviRSIRmsqSm8WwfHMer2wWTQyaqadMPnvA8kMudt4zPeSgtv7miulbEabTKmHC6fHu1iKq1oyI7mqTdW4wiCgEvm8VixyDJWHiU2t1RDSbzJFuw6xZDmcwOl10/0YMQVPprL5w+gXzK2UtXx1tBYDeAdb0lqPngeCMQpPz63M3h9Ykjdi4ticDODG+VO4b3mAQREYGFFfnbLzMcH5PhbrLqTfd5f/W/AB37ExjhO/JFJz/vPMnXFWA/zN6pcqflSPnpRLWwmPU51j2JnlL8nxZTwwluhs7m0ydBhWwxg5hmrcQRBkN8jXoxXbcATKMZY4d0yMI6OYReMekG90jLDSWrhfcstt+AHP/gBvvGNb2DFihV444038NJLL6GubhaYLIXA57y5sVrt1DdXOctbKmC9E8CZ19n1BddNemhTaQSDNU5OIbD2LhYzppB3RBZ9dLnpmGyCtKq2EJcvKEW92Ab79q+wB255CKjfhKOm5WyJrgPKXqjrEJtF19BUg9Agyzuk4+3y+uV5w41zNDBWI5l5UqlKwGCNz3fPL8uLew472fA8b0063oql5hp2vJ0dTHop6JhJJpEacgol7woE34MikQEdbwDYPJfHikU2WOPjappFiXEK41MILKrIR1OJDR5fAK8e7Q77mIExD0QR0AlAkc2kfC28qOHnRQliMxswZCyFR9RD8HsAZxxxRxODshmW/L0aPGNMNg8EHbyncEjaXFxdV6DuNTKFQ88Afg9QvgyoXBG8feXtwN++DOSWMzXDT7YCb36X3Ve5EjBqX4Tac4y4ZW0tAOCnb2poqBdqsKaE828DAI6bmcfHTJvvDuWGFazwfvN0X3zO8nzTb7wfCPjlbveKmgSUlhlO0s+yPvvZz+L8+fNwu93Yt28fLrnkkmS/ZMYxNfZjWuFdLH3ADLWyovvsdlaY2muBiuWTHtroYB2p5nAGawnym946BEQBld4LLMpM4ouX1eJx4w9hFl0Yq9oIbP4iAOA9ke3eVQ+H/0CJCJcYaWiqQWiQ5T14gTn8Anj5SCdGXD5UF+ZgZU0Cu45UeKcEbtaoJlJMnu9OkrGaGnjH+3DbMPwBlVJBFYW3xxfAOck1WpMMb/5eV7YEsGTO/++sIF5nc7nwTkDZowGb5jggCCwBJdzmqcvrx4V+ydG8XEOpORD8v4ox5806WmyOM5LcnBurFdnMk71s4mVYSnfRMAWjOC8HrSLPdo9Dbn5hFzN/5agtvF1Dwesd+5nabwo8vYG7xmclogjs+3/s+uqPT7+/eg3w9zvZ5qNrGNj/K3Z7beL53ZH424310OsEvHWmL+hRlCgOFR3voRZguAUQ9NgXYOf6VQXaRnZmEk0luVhcmQ9fQMRLRzpj/4C1GIDA/t7G+mZ0fjeHqp4UMG+KM25N4ZTC2+YAzHYAIvtQkN3Mr51m9hKz462SvlE33unw47CUMRgqs1p06FtYqGtBn5iPR/T3Ajq2C/W6i3Wr7f0H5YItLpI02zPbKZULb4Vdz9wS6c1PlHdyn9nDEgVuXl0DnZqTJw6f1+MdFSIpVEgf5B0qzMhkR/MMMFbjzC3Ng9Wkx5jHr/69zqpcat7tdMEfEGHS67Rxjab57vQRd+EdYq6WRgptJiyrYkqPcHLzs72jCIhAgdWoPh87EnFGigHBjtZbZ/rQPzp9kzchYzUAGJFO1vO0m3d25JpxTomzefPOyd+HFtBKCC3YfROyszXHHxBxuI1FOS7P5sK7bS9TzBlygCUfDv+YvHLgE38CVt4RvC2J74s1RVZZOcW7qAnDC+/h1tgjLJwLu9hl5QqcH2HnUlWFM7fjDQAfkN4j4jK30xvk915xtFsecZypxmoAFd4pYaosbFrHWxAAhzTn3XsCOPUyu75wsswcAJqkGUytC++dJ3shisBJ6yp2AzcCOfq8HA/xgPezePaUD4fahuDy+nF4ogjtYjGEgDcYDRGLJJpqzHZUZ3kDQOkidtlzAhf6x/Bu8wAEAfjwmgQM0QKBoDM/FR5JpSoBc7VMcjTn6HUCllQlKDdX4WreJW1aldnN2pjf0Hx3+ohTPp0pUnMgutz8FDdWK9XQ0ZyjIH6twWHD0io7/AERLx2ZbqDUN8rkpY5cFTJzABiRnjO/Ut3Ph6EkdM47nsKbG6vppc0DtR3vqT83Zc67uXcUYx4/rCa9NtGF6eJ9qdu9+EYgpyDy4wxm4IYfAjc+AVz8WWDutqQua20D+wzYcz6yYaEirEXBDd14u94XmMwcdRvRLn0+8wjQmcp1y9jf7u5zA2jpj6MpJ8nNuztb0eVkSTqrZuh8N0CFd0ootJlQKu3+5lsMsIeLEeAGa+//gr1ZW4vDFisNktR8cNyLgXjmJ+Jk+0lmbCBIsWJo/iv7gHrxC+z7TQ/AseJqAMB3Xz0lFXcCdktyc5x7M74X4qYaehNQuUqz9RMhUnOl5mpA0Mim9zh+u5d1uzfPLUlsFqn7MDupNeUyqRmRNLi5WufQhCIX14ExjxzZpYm0WkNWSHLzg2oN1ngh5R2PW5HD/y8q8jU4MXI5ge4j7DoV3qkn7o53+s3VOJulWLG3zvQhMGXEIhglloQCjXe8+07GFZ3FDZT+EKajlVDH2+UMOojnlSv/+QiEOpvH3FwY7Qn6nTRtZZdqzdWmFd6Tx/IOSJuKS6rs6mT5mYB7BDjyHLu+6s7YjxcEYMXHgKseS7rh6kX1vPBWuXESDp4tH3fhzTregdoN6JQ8WGZ6x7uyIAeXzGObiL/efSH2D0jO5ucunAcArKgtgMU4M+e7ASq8U8Z86aS2tjiC6Rmf8+ad5vlXy5LuUKwmg1wMNWvU9fb6A7K0bc6aKwCDhcm9fnkT4HayrO2tX8O9l8+FQSdg56le/PEw+8A9YZFm0M/HWXjzbnflSpaLSGgGdzXvdrqUR2hIBmuBnuP43T42Y3fLmgQzVM/uYJf1m8jRPMnwGe8xjx9OV5z5mQg6eNcVW5FnyazfEZdeHmwdVvcE5jy2wQfE3fXulgrvcrsG701te9jcWkGdpt07Ik7i7eJmUMd7VV0hbCY9BsY8ONoxOfc5GCWWhA2ysiUsN3u8H+g6HPPh1y2vgCAAu88PTFPZJFR4c5m52c7c1jVCUZY373aXLwWKWJSr+o73ELs0Sud9UwrvQ5LMnG8yZiVHngO8Y6x5lGHKtjV1RRAE4FzfmPK0l0hw0794DNZGuiTTZAH9xavg8QegE4JNkpnM7euYud2ze9vg8sZIEpCczXs6WgDM7PlugArvlMHjP6bNd3OkrG6ZhTdEfK5GjeXm+y4MYsTlQ5HNhGX15cHuzOB55gz74f8G9AbUFdtws1SM/efrbLev1S51MtvfD2Y0RiPUWI3QFJ7j7fIGFBVfAGSDNXfHMXQ73Si0GnHFotLEFsQ3kbiKgkgaOSa97CCsRG4uz3dnkLEaZ3kNk5of73TG/uAOhyAoNliTO95aFN40351eeOE93Ab4oozf8GPDll5zNYBlEK+X4ht5qgTnZHcSosQ4BjPQIBnfnnkt5sMr7Dly5OgfD03uevMMb1Vz6PJ8t3bdboB3vLnU/Bwbg4oE97dpuDQom05Ual6/mV32nw4qLBBqrGZX9/yZAM/uXnXnNE+idGO3GuVUob1adb2VZHnz+e7yJWibYJ/P5fmWjEkPSSaXLShFpd2CgTEPXo5lspbLzjVH+tl7ycWN6VcfJZOZ/9vPEG5YUYlGhw03rqwK/4DQ6AxTLnvTj0BTCTdY08bZfIckM790XgmTO4UWSjc+AdiDc75fuHwOTAYdXF72wWUoqmOO1aIfuPBO7Bejk9GkYTHqYc9hXcsexZFirPDOGWuDFS7ctLIaZkMCUh+vKzjf2rhV/fMQcSPLzRU4m2eiozmnqiAHxTYTfAFRXqdiFBbeXU72f6dJx1ue76ZNxrRgcwCmPAAiS2wIhyhmVMcbQNg873GPD60D7NicV5akWeA5V7DL03+J6+FyXu8Ud/OEOt48TSVfO2M1vpZ20QEf9MzkbHT6bLpMc2jhLc2ZJmquVtwU7J63vw8AcPv8suIoa43Vuo8C7XsBnQFY/tF0ryYsfINo9zmN5rwdCqTmIfPdPOpzpmZ4T8Wg1+FjUtf7V++2RH+wVHhbvQMwGXRYVTtz57sBKrxTxoqaAmz/0hb8zeIIO7l8dx4A5l4ZVYbNDda0kprvOMEK760LpA7nsluAsqXA5Q8zyXsIFfYc3Cb9MQHSCSrfzT3/RvQXGh8IynOo450UglneCg3WrEUIWNmczRyhHbesTVBm3vou4HMxZ1o+E0UkFf6B3q4gy5t3vBdXZV7hLQiCHCuWKoM1zTrefm9QVkqbjOlBEICienY9krzYNQwEJHVQTmZ0WS6RDNbebxnEqJut7YyU3+3INaFYa0dzztwr2WXre3HNNF+ztAIGnYAj7c5J5yI8TsyRUMdb29EMR64JfujRKcSIFBs8DwxdYIVk3XrAUsBuT7TjnVMY9DmRDNaOd47A6xdRZDOhOltnft//Jbucf41cPGUamhus8SZZ/xnAH0NZyDvedRvRPsR8RmZL4Q0AH1lbA4NOwL4LgzjaEWVkTJKal2AIK2tm9nw3QIV35mCysdxuAFgw3c08FC073m2D4zjVPQqdAFwqfeAjvxL4zFvA5gfC/sxnt8xBjvSHUZZvCUrUYhmstb7HLh3zAFtmdBdmGmVqI8UAdJrrAQBXOPplTwLVhMrMM0x+NlOpDDFYiweX148z0gnzoorMlDoG57yH1D2BwkixLqnwTngGr/MQ66xZCoIdEiL1xDJY48eFKTdjPEfqiq2oKcqB1y/iPSkG6WRXEmXmnMJ69tks+oPv31EospmwSTKDC+16y1LzRGa8kyA1B4Bz/hiFNz+HqVrNPCJ4xzvRHG9LAcuwBliHGMAhSWa+vNquvUt9KvC6gENPs+urwmR3ZwjcYO14pxMjruk56oqx17DYNL+HbdJEYnwgGB9Xt0HueM90Y7VQSvMsuGoJ+1uO2vWWNm0cwjDWN8382oAK70zimm8DG+8DFn0g6sN4lnfLwDjcPhWzjyHwbvfqusLwbuthKMkz42vXLkSjw4YrFpYGO95dh6J/QHHpJXW7k0YpN1hTaCQiiiLeG2Vvflc6NJiF4sZqNN+dMiqknfTOOLO8910YhD8goizfLCslMg0+532wTaXBmgKpuT8gokeSyVYkGvcSGiOmo4/ZtBGz8OaO5plzsicIghwrxuXmp6WOd9Jk5pw5Utf7dOw5b2Cy3FwURXh8AQyNs+JG1Yy3UyrgNTYj5N335kAMgzV5vltqJsiFt8r3n7Ad771AICA7mi/LVpn5iT+yf19+ddD9PQMpt1tQU5SDgMg+8xJGpwvG/0aTm/Nut2M+YHOgbVCKEptFHW8AuP3iOgDACwfa4Yyw8SHa2PudQxie8cZqABXemcX8q4Er/zmmA3Rpnhm5ZgP8ATG+jLwo7DjJPthlmXmc3H5xHbZ/aQvqim1sHqt4LnPw5W824WiROt4kvUwaarO8328ZxN5xtjM5V2hLbBHjA0DnQXY9ilcBoS1BqXl8He9dZ1lW8MYmR8Z2XHjH+1zfGIbHVXQrFBTefaNu+AMi9DpBXbcuFMrvzgzi7XhnUOENBOXmPM9bzvBOduTfXGnO+8xf4ooV27a4HGaDDs29Yzja4UT/GPvcMegE2W9EETzDW+OOt8WoR57FEN3ZXBSDjuZy4V3ALrWQmpctYYkxriFg4GxmOpoffBr46RXAiZdiP5Znd6+8PWwCTyaxtl5ruTk3WIvibM7Phes3AgianlbPssJ7XUMR5pbmYtzjx/Pvt4d9zHk321AsxghWVGVxnn2cUOGdhQiCEOJsrl5u7vL65ZPvyxQW3tNokLrekeTmXhfQwUxF6GQ0efC8eKVS82f2tOJUgBn/GeKJyYjGuZ0AROaUrrFJDhGZSoXmarvOsqIjk6VdhTYT6qQIxkPtQ8qfgDtVj/XFfChXCpTmmRPP1OWRTFWrE3seIjF44T0YIVJsXDouMqzwXt9UDL1OQHPfGFoHxnGaZ3gnI0oslLqNLPpqtCuuWLFcswGXL2TnDn842CEbqzlyzdCp+RtK0ow3MNXZPEzh3XcKGO1mxXH1Rew23vH2jDDfBqXwWfmcQtZQqVjBbj73npxKk1GO5m/9gM2gP/1R4NlPsEzzcAw0S5sUArDythQuUB1ynve5FDqbX3iLXdaxwptviM+2jrcgCLhjPet6//LdC2Gjbnd1An5RgE4QYfEMpXiFqYcK7ywlOOet3mDtnbP9cHkDqLRb5MgF1cgGaxEK784DbCbGVjLZSI7QFDUz3qNuH/54qBOnRMm93tkGuFS6SAMUI5YmuNS8a9iFQCB6t2rE5ZU7LplceAMJznnL5mqxOx1dwxo5mnvGgCFpnk2K6SPSRGEDuxxqCV84ZWjH255jlDuhrxzpkk/a5yVzxhtQHCsGBOXmfzjYISutVClGAoFgxzsJG7aTs7zPTe/oczfzmnXBeX9LSFHsUiE3lzveBexSkpsPn94FUQSqC3OSZ5anlPEBoPc4uy7ogaPPA4+vBfb/evr/1f5fscumy4CCWmQ63GDtQNtQwuOZAEIK7whSc9dwcOOqbgNG3T4MT7D3n8qCzPCSSCU3rayC1aTHmZ5RvBfGXf6dc0MYgPTeNhZhs2cGQYV3ltKkQZb3dmm+e8uC0sSlprzw7j4CjIWRdYbOd2eorHUmUCoX3vFLzf90qAPjHj8cjjKIuVJHoDeBrjef787gua+ZSFmeGToB8PpF2eAoEnvOD8AfEFFXbEV1oTVFK1QH7wgdaFVx4qtAaq6Zo3nfKQAie+3cksSei0iMvArWwQz4gOHW6fdnaOENBOXm/7PrPAA2RhSvD0tCKIwV2zK/FHlmAzqGXXjlKCucHbkm5a871suM3QSd7HKsJSV5ZrSJJQhAB3hG2euFMnW+G2ASarNUfCuVm/u97HWAYOdcMljTd+wDkGExYq272aVjHvB3O4CK5UwW/8JngV/eyDYrAObkvf/X7PqqO9OxUsU0Omxw5Jrg8QXkDeeE4IV378nwIxmtu9noZWEDkF8pG57mWwzIs6TgbzjDyLMY5SjlX7472ZBOFEW82zyAPlH6OxvtTvXyUg4V3llKos7moijK+d2XzdfgQy63BChdxK6H63rTfHdKkGe8R1xhJT3heGYPOyG9eU0NhNIF7Ea+862UgXMhcSwb1D0HoQqDXicrHjpiGKy9fYYVHBuaHElfV6Lwzt+B1qG4j2kZ2dU8ttRcM0dzvmlVsiCx5yESR6cLdr3DyYt54Z2BKRubpTxvududbJk5R2GsmMWoxzYpJvXFA8wcTZ2juWSsZisF9AblPx+DklwzPDDCaQ4z5x3wA+clafBUpZY85z2k7AVDH88751LHu2j0FCxwZ5bMPNSXomI58KntwBX/zDaumv8K/Hg9sOuHwKmX2SiC1cFixLIAQRCwpk7DPO/iOQAEtjERbozp/GSZedsslZmHcvs6Jjf/85Eu9IQoMs/2jqJv1I1+FLAbRnvD/PTMggrvLKVRKrybe0eVn4yC5YK2DU7AZNBhwxyNTjoiyc0DAZbrDFDhnWT4CY/XL2IwDjOqMz0jeL9lCHqdgA+trgpKY3tOqFsAl5lXr2VxLERK4R/sHTEM1vh894YMl5kDwOJKO/Q6AX2j7rgd22XkjvcAex+KgmYd7x5p04oK78xANlgLM+edga7mnGVVduRbggVoUqPEQlEYKwYAN6xgcnOPn/2NqcvwTo6xGod/NvYYWOcN/WeDd3YdYkWUOV+ew5ZRa7DGH2+xB83H8quAvAroEcBS4RyWZ5KxWsuUczS9Adh0H/CZXezczjcBvPqPwLN/y+5f8VHAoELZkCY0zfM2WoBCVkiGNVibYqzGHc2rZnHhvagyH6vrCuELiHKzB2AjrwCCOfAkNScylbpiK3QCMOLyoTeGrDQcXGa+vrEYVpNGu8uRDNb6T7MPIUMOULFMm9ciwmI26FFkYx+G8cx58zfArfNLWRRZoh3vZh4jRjLzdMCLxmiF98CYB8c72Qx/NkR35Jj0sgeF4jlvPuMt+gF3dIlhl/T3Up5olBh1vDOLoigd77HMNFcDmIKF52QDKYgSC0VhrNjGpmIU24JFmKqOd5KixDg83qxNCGOwxt3M6zZO77arzfKWC++C4G2CAHf5KgDAKv1pLKnKkI53NPPb4ibg438Arv9PJrsPSBv6K7NDZs7hBmv7zrMYzYSJZLDmGQv+X0qqv6Pt7LMn6akEGc4dUrTYb3a3wCdt0r3bzDZCrIWSr0MkQ78ZBBXeWYrFqEdNEZvNPNujXG7OZeZb52s4g1i3EYDAdgBHQuY0uISpek3MqDQiceJ1Nvf4AnhOine4ZW0NuzGRjnfAHzyBIWO1tFAZR5b3u81sh3l+WV7isVkpgneGFOd5G8yASTrZiWGw1qVVx7tX+tsppcI7I4ja8c7cGW8Acp43kOKTdoWxYga9DtcsDRqiqZOa8453cpIwHHlsY6DZL3XWwhXeofPdHF54u4aUvSB/PP95iZYcNpK3yXIeuWbtJfWq6NjPzG9zy4KjGaEIArD648Dn3gPWfgq48htAybzUrzMBFlbkwWbSY8Ttw4muBMxjOZEM1tr2ME+J/GqggBWaPLM9o6Lj0sDVS8tRZDOhc9iF7Sd6pPlu9h5cUiGZ+1LhTWQyjQ5msNbcp8xgzenyYu95tht72YIy7RZkLQLKl7LroXJzLmGqWafdaxER4TOqsbK8t5/oRv+YByV55uAGTMl8djnSoXymrfMg2+U35VGMUpqojKPjzSMEM93NPJQVNawzpMrZnM/vRokUE0VRLrzLE5nx9owDg+fZdep4ZwbROt4ZX3g7IAgsF3tuaQo73gpjxYCg3BxQKzWXOt5JKrxLctnf9Umv9FnHjwefJygNDld484612o73lML7fX8TAGApzih7vmQSOt8dzfw2vwK49rvAxntTsy4NMeh1WFXHfhd7tJjzDjVYC4UfS3UbAEHAmNuHU90jAKjwNhv0+Mga1uT55bsXcLpnFP1jHliMOlRUStJ9kpoTmYxssKaw4/3mqT74AiKaSmyoLdbY0Zh/cPEdZGD67BCRVLjBWqyON5eZf2hVNQx66a0gp4DNoQHKnc35PGDD5qSY4xCx4ZFi0czVsmm+m8M73ofbh5XLBONwNh8Y88jzqQmZq/WfBiACOUUsOpFIP6FZ3oGQKCG/L9iVtGamyWB1oRU//OhKPP6xVal1Q1YRK7a6thDzynKRY9TL5yaKcEoZ3kmIEgOCXfhD49LvmkeKte8DvOPsGOAGsaHIUvMhZS8YofD+y3AlfKIOBb5eYLhd2XMmi1lyjibneZ/XIM87Usf7/NvsUpKZH24fRkBkSqqEjTtnALetq4UgAG+e7sP/7maxm2vqimDIl5qA1PEmMpmmUnVZ3ny+e6sWbuZTmWqwNtLNTnggADVrtX89YhpylvdI5OKrbXAcO08x98iPrKmefGeJyjlvmu9OO5X26OZqXcMuNPeOQScA67JgvpsztzQPVpMeo24fTveMKPvhOApvLs135JphMiTwschHNEoWUGxippBfDeiMTErL54iBkA6mEDTQykCuW1aJq5Ykx3AsKgpjxXQ6Ac/83Xq89sAlCUrNk/NvLZYizs4HSiBCYJ4P4wMhMWKbmQv+VBI1VwspvEVRxJ4ON06K0mhX2x5lz5kMJpnfXhz9sVkON1jbfX5AlSnxJLg6cLiFKZ0AwOcO/k7rNwEIqrQyKjoujdQUWbFl3uSoxPVNxUFzNSq8iUwmGCkWf+EdCIjYeUqKEVuQhMK7bgMg6JmMa7g9+IZetjgYqUEklXBZ3j5/APsuDOI//nIaNz+5C1u+81cERLYD3Di1O1GqYs7bMx7cNaf57rRRWcB+932jbnh80128ucx8aZUd9pzs8VvQ6wSsqmUnsO+ejVxAhyWOSDFZZm5PcOad5rszD70h6EAcKjfnx0NOYdB1mgiiMFYMAAptJlQXqlTRyVLz5JirGfU6FFqNcMMEX67UVR9ojj7fDSRgrjYk/XyBfFPrwASGxr04KM5lN2RC4d17AnANA0YbULY03atJKitqCmDUC+gdceNC/3hiT2YtCm7q9ktd7/Z9gN/NIvGK5wAIme+uLUjs9WYQd6xn78d87+PixiLmLwCwDXK/L00rSw1UeGcxjSVsxrt9aAIurz/GoxmH24fRN+pBrtmANZLsRlMs+UDlCnb9/Js0350GyqRuw7m+MfzinfP49C/2YuU3XsOHntiF7//lFPacH4QvIKK2yIovbgtjkKKm4936Luso5VUCjrka/CsINRTZTDAbdBDF8KMGXGa+Pgvyu6fCZ9LfaVZaeEvvc1E63rKjeX6ijuYhHW8ic5AN1kIL78ye7047KmLFVON1BQvbJEnNgeDs+Zitlt3QfQRo3c2uN1wa/ofUmquF6XgfaGPP0VMgpbu071P2nMmAz3fXrJ3xI2IWox7LpM7zbi1ixabKzS+EyMwlxRN1vKdz6bxSOVoth/9OrMWAoAMgRt0knwlQ4Z3FFNtMsOcYIYqsyIoHLjPfPNeRmKQyGlxufu6NWTM7lElwqfmZnlF8/YWjeO1YN0bcPthzjLhmaTm+edMSvPHlrXjjH7aGlxvLHW8FhfdZSWbetJUktmlEEATZ2bx9itxcFEU5MzOb5rs5vPB+t3kAASVz3qFZ3hHQ3NGcyxCJzIA7NQ+GOJtT4R0bhbFiqhmR5rsNlsnxWxrDJfBDFknqfeA3LB4rvzq4OTMVDc3VDklFmK56DbuhYz/g9yp7Xq2ZZedoa/mct5YGazxSTDZWY/ndPU4XOoZd0AnAsmpSfHL0OgG3S9FiFzcWwajXMdURfy+e4XLzmb29NcMRBAFNJTa83zKEs72jWFiRH/Nn/noyifPdnIbNwNs/AM68DoyxOWLUUsc7VcwpzUVZvhmDY16srivEprkObJrjwJIqO/S6OIpiXjSMdrNixRqHMoJ3REhmnnYq7Bac6xtD5/DkwrtlYBztQxMw6gWsqS+M8NOZy7IqO3LNBgxPeHGs0xl/Bq6NS81jz3iXJ1J4eyeCkVU8lo/IDKJ1vG3Zp/5IGXOvAN79UTBWLFmbqrzwzqtI6sYtL7y7DZWoB4A23u2+JPLramiudlDqeFc1LQXO2ZnEu/sIULlS2XNrScvsmO/mXNRQiCd3Anu07Hj3nmQbKC3vse8lYzUuM59bmgdbpkTHZQif2tyA/BwDLgmJTERuGasZZrizOR0JWU5TSS4rvONwNu8dccs5uFu0zO+eSu16QGdgUSQAc8m21yTv9YhJ2MwGvP3gZfAFRFiMKmYXzXns9zXcyjp40odIRMb6gK5D7DoV3mmnQjZYmyw15zLzlTWFsJqy763foNdhbX0hdpzsxTtn++MvvK2x48S6nGyTIqGOd5/kaG4pCBrFEJlBuCxvueOdhJGrmcLUWLGKZcl5ndDCO4lwqXmbUI5JrYDGCDJzYPKMt5LNBy5NlzrmPn8AR9pZfvTy2iKgag1w9nWgbW/6Cu/hNmYOJujZemYBq+uKIAjA+f5x9Iy4UJqXwHt+qNS88xDgHWO/b8kdn/K7I2PU63DburrJN/IkkBne8SapeZbDjbHiyfLmLtZLqvJlA66kYLJNfhOvWUfy4xRj0OvUFd0cPqMaj9ycu8KWLqaCIwOoKgif5R2c785eae0GaTZd0Zy3AlfzhDrePH6vdCG932UaoR1v7ugzRlLzmKiIFVNFkqPEOLzj3ewvm3wHH48LBzdHC3gBj4Lo1ikd79M9o5jw+pFnNqDRYQOqpZSXtr3xP6fW8G53xTLAnMKc+DRizzFiflkeAGDPuQRjxUqkwrv/DHBeMumr2yC743OFw3IqvONjljibU+Gd5TRJBmvxOJvvkOa7L0umzJzTEPJBNktmh2YU3JWZz6xGI3S+m0g7PMu7MyTLm813s47vxjnZK63lmwa7zw3A55/u2h6WGDPeoigGXc0T2ZDkZoQ03515FNQy4x7vOBuhAWjGO14UxoqpIkUd7xKp433SE/I7L54D2Ksi/5DRCuhZFFncBmuBwLTC+5BUhC2pskOnEwA+551OZ/NZNt/NuaiB53knKDe31zBfAr8bOPC/7DZpvjsQEHGolSlMqeMdJ7zw5iOqM5SkFt7f/OY3sWHDBlitVhQUFCTzpWYtcpZ3z1hUwyGvP4A3TrODeWsyYsSmErqDPEtmh2YUJXEarIkizXdnGFwuHdrxPtU9ir5RDyxGXVafBCysyIc9x4hRtw+H24fj+yFeWLmHAZ9n2t0jbh/GPSwVQpOON813Zx4GE2CvZtf5nDcV3vGhIlZMMamSmksd77YxHZAr5YVHcjPnCIJygzXPCCBKG4NSx/yAVITJ3c+q1exy4GxU48ekMsvmuzncYG13ogZrOj1QLKW49Env/9JoXnPfKEbcPuQY9ZhXNjvUBAljo453wng8Htx88834zGc+k8yXmdXUFllh0AmY8PrlSJxw7LswiBGXD0U2kxynkFRq1jEn2ZKFLMObyC7i7XgPNLNZcJ0x9iw4kRJ4TEdo4c3zu9fWFyUvzSAF6HUC1kndil3x5nlbCqSYEgAT00+0eLfbnmNMbPa9hzreGc1UgzW58M5eBUhKSEWsWKqk5lLHu2/UDVQsZzfO+5vYP6g0y5tvUBgsgJG9H/OO93Lubm0tkrOe44oV09r9nBu7AUDN7Cq8ecf7eJcTTleC/6+h8ammPKCc+SDsbxkCACytssOgz97P3JQiS82707uOJJPUo+Gf//mfcf/992Pp0qXJfJlZjVGvQ22xFQDQ3Bt5/ojLzLfMK4nP2TrhhVmAz74L/P1OtitIZBcOqXgY6wX2/woYjSD9aZZk5jXr2Gw/kXa41Nzp8mHU7QMQLFI3ZGF+91Q2yLFicRbeOh2QEznLu1OLKDGvKxhVVUod74xkqsEa7zJSxzs2yY4Vkzvelcl5fglHHpOM94954Lvme8Btv1dYeA/F90JTZOYurx8nukYATJn3lee8o8jNR3uBZ+4Avlmhrdy/dQ8Akf1d5JXFfPhMoizfgtoiK0SRNaUSghusASy9R8pCD853U4xY3JDUnMgWmiSDtWhz3jukGLEtqZCZc4wWZs5CZB/m3KDB2gufA/59LvDUFmD7v7LIDD8r6Ehmnnnkmg3It7AP/86hCfgDolykZmN+91TWS5sHe84PwOOLc847SqRYlxS7lpDMvP80k5Za7CwShcg8Ina8ydU8JnOlOW8eK6YlohhSeJdr+9xTKLaZoRPYSw4YHMF/Vyy4wVrcHe/JhffRDif8ARGOXPPkDT4uN49UeB99HvjxOuD4i8zc7YyGhXfLO+xyls13czTL8y4JKbxDVH9BR/Psi+5MGyQ1Tz1utxtOp3PSFxGbWIV32+A4TnWPQq8TcOncJMaIETOLW38DbHpAkk6JQMd+4I3vAD/bBnynCXj2E0Cz5GhOxmoZRSWXmw+7cLRjGCMuH/IsBiyuzE/zyhJnXlkuim0muLwB+eQmJlEixTTpeIfOd5OjeWYSWnh7J1j0D0Ad73iYGiumJa4hwCeNySV5xluvE1BkY82A3hF3/D/IO97xmqtNKbwPykWYHULo+wPveLfvY4ZsnLF+9vn67CfYBpGJuXCj71T8a47FLJ3v5lzUwH43CRushXa86zYBkBQOnVzhQB3vuOEd7/H+YHNnBqK48H7kkUcgCELUr7171cUjPPbYY7Db7fJXTQ1lP8cDdzaPJDXfcZLJNlbXFsJuNaZsXUSWU9wEXPEwcPebwBdPAh/4MbD4g2xm1jXEduPdTsBsBypWpHmxRCihBmtcZr6uoXhGzJoJgoCLpc79O/HOeVsjS827JW+MskQczWm+O/MJlZrzDRidETDnpW9N2UJorNjZ17V9bj7fnVPIVHJJxpHL5OZ9o9ONFiOi1FyNP076OT7fPc1fp2wxYMhh89b9Z9htx//AutxHn2f52pf8A3Drr9l9fafjX3M0fB6gXTpPn+Ud74Otw3B5/eqfqHguG5Gw18p57Ec7huGTFA7cc4WIA2ux5MciAuPTN8lnCoqdZO655x7ceuutUR9TX1+vajEPPfQQHnjgAfl7p9NJxXccNMboeMvz3Quo202oJK8cWHkb+/L7gI732bxfyzvA4pvkuSYiM+Ad786hCeyXui0b58yczt76xmL86VAndp3tw71XzI39A1EixbTpeEsmhDTfnbkU1rNL9zAbDQDYCAIpFOKjeg1w6hWg74y2zzvSwS6TPN/NKckz40TXiLqOd7yFN++My1FiUxzNOXojULmCfY6e/jPwxreBw89KC10I3PQEK+b4RtFwK+AZB0zW+Ncejs6DTGVgLQ4avM0yGhw2OHJN6Bv14FDbsGy4phijBbj7LfY+YmCbOgfkGLEpCgciOjo9M7sc62Fy8ySPnqQLxWfLDocDDkdyDHrMZjPMZpoJVgrveHcOuzDq9iHXHPy1urx+2dH4slTOdxMzF70BqLmIfREZCS+8LwyMy1K6mWCsxuGz6vtbhuDy+mExxjBw5M7VYXbR5QxvewKdCV54U8c7czHmsOJupANok7p9JDOPH7vUBBlu1fZ5R7rYZZIdzTkleQlIzRWbqxVgeMKL5j6mRlxWFUZ2XL2GFd6v/iP7XtABm+4HLn0w6JFjLWZrmBhk8WPlCRoWh853z9LCUBAErK0vwstHurDn/ID6whsAbJPfR4Lz3QXqn3O2klsaLLxnKEnVHba0tODAgQNoaWmB3+/HgQMHcODAAYyORjYBI5RTYDXJ8qlzU+Tm7zT3w+UNoMJuwfwyktQRxGyAd2+3H++ByxtAsc00o7JEGxw2lOWb4fEH4nOllTveSXA197mDhl3ckJDITLjcXC68yVgtbngO+nCbts/rTI2xGmdSpFi8JGCudljqdtcVW1FoM01/LJ/zBliayF1/AS7/+mRjWkEIzhJrMec9y+e7OVxu/uejXfAHtDMN5DP90xQORGxkZ3MqvFXx9a9/HStXrsTDDz+M0dFRrFy5EitXrlQ9A05EptHBTqqb+yZvanCZ+dYFpSR5IYhZAu94j0hxYuubimfU378gCHIHP6457wiF97jHh+EJluOq2tW8/wxzNDfbk24ORSRIUQO75C7S1PGOH154O9u1dTZPUZQYJ7GOt8Ic75xCOVZq2nw3Z86VwKIPAJd8Gfj7N4Dq1eEfVyyN1CQ65y2KwY73LMvvnspVS8phM+lxqG0YT/xVmxGK/lE3WgbGAUT5nRORmQXO5kktvP/nf/4HoihO+9qyZUsyX3ZW0lTK5OZne4KFtyiK2C4V3pfNJ5k5QcwWKqfIpmeSzJyzvpEVTXyUJiq28IU3l5nbTHrkmVX6FIQaq82gzY0ZCe94T1CGt2LyKgEIbDY4jHJENSmKEuM4clPhai49Lqcg2P2sjuBubbICH/kFcNk/RjeXc2hUePedZse/wQJULE/subKcyoIcfOMDSwAA3//LabzfkmCmN4Lz/I0lNthzyMxYMbmSFxUV3kSmE4wUC0rNz/aOom1wAiaDDhtmkLESQRDRKbObJ9WAMyG/eyrrpX/TobZhjLpjRI/IcWJTCm/uaG63qFcE8CixUpKZZzy8482xzrwNqaRhMAUz6rWc83ZK5mr5qe14K5Kay67mQ/E9PlRq3s4KsYS7n1pJzXm3u2qNbAY2m/ngqircsLwS/oCIe5/ejxGXN6Hn20/z3YnB32NIak5kOuGyvHm3++LGYlhN5DpNELMFs0Evd3aqCnJQV5ygC24GUlNkRXVhDnwBMXYWa6jUPEQm26WJoznveFPhnfHwjjeHOt7KSMacNzdXS9GYhiw1VzTjLXW83c748oWlwntEyJM9JBZWJOixwzve/WcmZ34rhea7JyEIAv71piWoLsxB68AEvv7C0YSe7yAV3olBUnMiW2iUnM3P9Y3JJhE7TrD87q3zKUaMIGYblVIxOdPmu0Phnfx3Y815886m3w14gqogflJcnp+Io7nU8abCO/MpnNrxJnM1RciFd7s2z+f3BTtbKSq8+Ybk0LgXHl+cBawlRCbuGo79eKnwPjPCpMY1RTnIsyQoOy6sB3QGwDsejGBTQ6ijOQEAyLcY8R+3roBOAJ7f347n96vbWBJFUZ7pp8JbJSQ1J7KF6kIrTHod3L4AOoYm4HR55S4QxYgRxOyDf/BfvWRmZmECQbn5O80xCm+TFTBIxXVIpFjCHW+fG+g/y65T4Z35WPIBW8hGNHW8lSEX3hpJzcd6mDGhoJ/8e0kiBTlGGHRsI7J/LM6ut94AmPPZ9VgGa14X4JsAABwfZK+zoDxf1Vonr8EYVGyolZuPdAGD5wAIQM3amA+fTayuK8K9lzM5/z/931G09I8rfo4L/eMYGvfCZNBp8zufjZDUnMgW9DoBDQ7W9T7TO4q3T/fBFxDRWGJDXbEtzasjCCLVPHj1Arxy32ZcvrAs3UtJGusbWSf7SPuw7E4ekTDO5nLHW7Wj+VlA9LOT8hTNqBIJEio3p8JbGVpLzUOjxHSpOR3V6QSVBmsF7DKWwRq/X9DhcB9THy4s1yjKNVFncy4zL1syuYtPAAA+t7UJa+sLMer24d5n9sPnVybp5/ndiyvzYTJQeaUKLjUfHwD8ic3bZyp0ZMwgQp3N+Xz3VnIzJ4hZidVkmPG77uV2CxodNgREYPe5WHPekqx4PPi4LifrTKnuePeSo3nWESo3t5G5miK0Lry5ZDrFMXyOPGYqps5gLUbHm99vKcCxbjbWsqBCo/fhRJ3Nab47Kga9Dt+/ZQXyLAbsbxnCf76u7P/5gOxgX6D94mYL1iJA0AEQgbE4EkuyECq8ZxA8y/ts7yj+eorNd5PMnCCImQyXm8eMFeNFVkjHu2uYnXiX5astvGm+O+sI7Xjn0Iy3IvKr2KVToxlvbqyWn9rCuySRSLFYzuZS4S3mFOJU1wgAYIFWHe9Enc3l+W4qvCNRXWjFYx9cCgB4fMcZvBdrjCkEXnivrC1IwspmCbqQsZMZKjenwnsGwTvefz7ajd4RN2wmPdbW04kFQRAzF3nOO6bBGo8UYwW6xxeQO17qO94n2CUV3tkDL7xNudFzk4np2GvY5UgX4PMk/nzONHW8c3mkmIJ/A5eax+x4DwEA3MZ8THj9sBh12o37JdLxdo8AXYfYdTJWi8p1yypx8+pqBETg/mcOYHg8tuTZ4wvgWIcTAHW8E0Z2Nu9N7zqSBBXeMwgeKTYwxj5MNs110JwJQRAzmosbWUF9omsE/dGko1NmvLulDG+TXocim8o82x6p8KYM7+yhbBG7LKhN7zqyEZsD0JsBiIk5a3NSHCXGkSPFVHW845Oaj4Cdj80vy4Nep9EYSvEcdjnSwQppJbTtZUZ29lrAXqXNemYwj9ywGA0OGzqGXXjo+UMQQ2Iow3G80wmPP4ACq3FGxnemFNnZvDu960gSVJXNIBqlwptDMnOCIGY6jlwz5pcxKed70ea8rZOl5l3OoLGaqrg1nwcYIEfzrKNsMXDLr4AP/Xe6V5J9CIK2c95pmvFOqPCOZa4mFd59flZ8aeqzYS0KynD7zyj72db32GXtOu3WM4OxmQ34j1tXwKAT8NLhLnzr5RMIBCIX3zxGbHl1wYyN70wZM9zZnArvGUSu2YCyfLP8/RYyViMIYhYQ15y3bK7GCu+EHc0HzgIBH2DKC86+EtnBwuuDnW9CGbxbqkWWN3c1T/GMt+xqnkRztU4Piy9cUKHRfDdHnvNWKDdv3c0uqy/Sdj0zmGXVBfin69j7xH+90YzP/+9+uLz+sI890DIEgPK7NYFvLpHUnMgGuNx8cWW+esMggiCILCKuOe8pUvOu4UQdzfl8NzmaE7MIPuetRZa3LDVPbRQf73j3JUNqLnXEW8aNADTueANBubmSwjsQYFJzAKihwlsJH99Qj+/fshxGvYA/He7Ex37ybtiRpgNSx5sKbw3IlZqG1PEmsoGl1Syb8W8Wl6d5JQRBEKnh4oZiCAJwtndMnt2exhRXc+5orrrj3UPGasQsRCupuWcMcA+z63mpPV9Rl+OtzNW8ZYK9r2jmaM5R42zed4r9XxutLMObUMRNK6vxy7vWId9iwPstQ/jgE7vQ3Dsq3z887kVzL4uOW06Fd+JwqTnNeBPZwD1b5+Dxj63EZ7Y0pXspBEEQKcFuNWJxJessvRsp/mWKqznP8C5XHSVGxmrELESrwpt3u025gEXjrnAMeMd7xO2LKB2eRtyu5uz+IdGG8nwLCtUaN0ZCjdS8TZKZV64C9AZt1zNLuLixGM99dgNqinJwoX8cH3xiF/acZ54ih9qHAAC1RVb1Rp1EEJKaE9lEnsWI65ZVwqinXy1BELOH9Y0x5Oa88J4YBAJ+ecabosQIQgFaZXnLUWKpV+flWwxy4kvcXW+F5mpDyNV+vhsAHJLUfOAsEIhz04Abq9Ws1X49s4g5pXl4/rMbsaKmAEPjXtz2k/fw4sEOmu/WGpKaEwRBEERms2EOk5L/9WRvePdZfuIMEZgYQpdsrpaj/MX83qCrMBXexGxCnvFOtOMtGaul2NEcAARBQImc5R1n4R1qrhYtWkrueOdqP98NAAV1gN4E+Fzxz9m37mGXZKyWMI5cM/730xfjqsXl8PgD+ML/7sf/e+cCAJKZawaXmo/3s8/aGQYV3gRBEETWs6GpGHlmA7qcLrzfEkYOqjfKJ8++0V70SJ0uVR3vgWbJ0Tw3KL0liNkAdzV3OwHXsPrn4YV3fmqN1TgOSW7ON+Biwjfu/B7AOx75cdIM+DBsWJiMjrdOr8xgbWIQ6DvJrpOxmibkmPT48W2r8OnNDQCCmzfU8daInCJA0LPrY1GSSrIUKrwJgiCIrMds0OPKxWyn/I+HOsM/SJKbD/d1wR8QodcJstGSInqOs0tyNCdmGyYbOzEGEut68yixNEjNAWCOlABzomskvh8w2QAdcyqPaLAW8EOUNiOGk9XxBpQV3m372GVRY9BgkkgYnU7A165dhG98YDF0ApBnMcg+I0SC6HTBY3UGys2p8CYIgiBmBNctY7LVlw53hpebS4W3c4AZO5XlmaHXqSice6UOEsnMidmIFlnestQ8PR3vJVWsSDra4YzvBwQhtsGaaxgC2PvOuD4XjSW2BFcZASXO5m2U351M7lxfjz99YTOe+8wGWIz6dC9n5sDnvEep8CYIgiCIjGTTnBLkWQzoGXFj74UwJ8fSLvr4IDvpL1NtrMY73lR4E7MQLbK8R9Lb8V5cyaJXj3YokMvHyvKWbh8VLagrLUyeya0SZ3MyVks6CyvyMbcsCWMFsxkbFd4EQRAEkdGYDDr8zWJ2Iv+nQx3TH1DMYhaNXfsBJOJoTh1vYhajRaSYM70z3oskWXDnsAv9Sg3WIjmbS7cPw4aFWud3h8KdzWN1vAP+oNScOt5ENjGDnc2p8CYIgiBmDNdyufkRNsc9iabLAAAVvbsAiCjPV+lozjtNlOFNzEYSLbxFMa2u5gCQazagwcGk4HHLzePseA+LSYoS4xTPZZdjPZHnzQEWeegZYSaQpYuStx6C0BqSmhMEQRBE5rOxyQF7jhG9I27sPjcw+c7a9YDBgjxvL+YK7Sodzc8BAS9gtAH55GhOzEISzfIe72d/Q0AwOigNcDMs5YX3UPj7pduHRFvyjNUAwJIf3LDgsYbhaJXmu6tWAXpD8tZDEFpDUnOCIAiCyHyY3JydzP/p8BS5uTEHqNsIALhEdwjlagrv3hBHcx19hBKzkERnvHm321YCGEzarEkFfM77SLxz3jHM1Twj/QCAISS54w2EOJtHkZu3UX43kaWQ1JwgCIIgsoNrl7G50VeOdMHnD0y+U5Kbb9YdVtfxPrudXVauTGSJBJG9cKm5s4PNESslzVFiHN7xPqaR1HygvxsA4DbkoURNTKES4jFYk43VqPAmsgySmhMEQRBEdrChqRgFViP6Rj3T5OZi01YAwDrdcZRZFT5xIACceIldX3CtBisliCwkrxwQ9EDAB4x2K//5EUmJkqYoMQ4vvM/1jWHE5Y39A7zwjmCuNjzQCwAw2IohCCpiCpUQK1JsfCAoQ68mR3MiyyCpOUEQBEFkB0a9DldJ7uZ/PNw56b4BaxO6xELkCB6UDx1Q9sRte5j0zWwH6jdrtFqCyDJ0+qAbuZos75EudpmfHmM1TnGuWVa9HO8cif0D3NU8Qsd7wtkHALDaHVosLzqys3mEjjeXmRfPBaxFyV8PQWgJ73hPDDBD0xkEFd4EQRDEjIO7m0+Vm3c63XjTvxQAYDy/Q9mTnvgDu5y3La2zqQSRdmRncxVz3k7e8U5v4Q0ozPOOYa7mH2XqmoLiUi2WFh3e8R5oBvy+6fdzYzWSmRPZSE4RU9UAwFhveteiMUkrvM+fP4+77roLDQ0NyMnJQVNTEx5++GF4PJ5kvSRBEARBAADWNxajyGbCwJgH7zYH5eZdwy68GVjGvjmroPAWReD4H9n1BddpuFKCyEISiRTjHe+MKLyZ3PxIexxz3lHM1URRhOAeAgCUlKTAqT2/GjDkMHf4oQvT72+TCm+SmRPZiE7HzBeBGSc3T1rhfeLECQQCAfzXf/0Xjh49iu9///t48skn8dWvfjVZL0kQBEEQAACDXoerljC5eai7eafThbcCSxCAAHQfBkbinFHtOQYMngP0ZmDOFclYMkFkDzxSTFXhnTkd7yVV2nS8e0bcyA0wuXp5eQr+XTpdiNx8ypy33we07WPXqeNNZCu5UuFNHe/4uOqqq/Dzn/8c27ZtQ2NjI2644QZ86UtfwnPPPZeslyQIgiAImeuWBuXmXklu3j3swgDy0ZkjSTWb4+x6n/gTu2zaCphztV4qQWQXsrO5ihlv7mqe5hlvINjxPt0zCpc3hkM7L7zdw9Pc3I93OlEgjAEATLnFmq8zLMVz2eXUOe+eY4B3DDDlASULUrMWgtAaWymgMwKuOOP+soSUzngPDw+jqIhMHgiCIIjkc1FDERy5JgyOe/HOWZax2znsAgB0OTawB/F4sFgcl+a7SWZOEOqzvH0eYJyZkKXb1RwAKuwWFFqN8AdEnOqOYbBmsQevTykGTnQ6Ycco+4YX6MkmkrO5LDNfw4zwCCIbueVXwD/1Aks/nO6VaErKCu+zZ8/ihz/8Ie6+++6Ij3G73XA6nZO+CIIgCEINk+Tmh1iXrcs5AQAYq7mEPejsdhYTFo3BC0DXIUDQAfOvTtp6CSJrUDvjPSrNd+tNGeG2LQiCLDePOeetN7IuMjBtzvtsRw/MgmRylrLCO0LHu1VyNCeZOZHNmKxAsmP50oDiwvuRRx6BIAhRv/bu3TvpZzo6OnDVVVfh5ptvxqc+9amIz/3YY4/BbrfLXzU1Ncr/RQRBEAQhce1S1lV75SiTm/OOt7H+YsBoY/Nj3UeiPwmXmdduAGwpiAoiiEzHLs14j/cDnvH4f042VivPmJPqRZLcPL457wJ2OWXOu6OT/bsCggEw2TRcXRR44d0/pfCWO95UeBNEpmFQ+gP33HMPbr311qiPqa+vl693dHRg69atWL9+PZ566qmoP/fQQw/hgQcekL93Op1UfBMEQRCqYXJzM/pG3XjrTB+6pMK7vMgONGwGTr3Cut4VyyI/yQnuZn5tClZMEFmApQAw5QKeURYPxo2+YiFHiaVfZs5ZIkWKHemI09l8uHVSx9vt82NooBswAmJOQeo2FIql//PxfmCsH7AVA6O9LGIMAKpXp2YdBEHEjeLC2+FwwOGIb8e/vb0dW7duxerVq/Hzn/8cOl30BrvZbIbZbFa6JIIgCIIIi14n4Jql5fjFOxfwzO5WjHuYKVJ5vgVouixYeG+6L/wTjPUBLe+w61R4EwRDEJjcvPcEK0TjLbxDO94ZAjdYO9HphM8fgEEf5VyVy8hdQ/JNZ3vGkCey+W5dKuXzJhubtR9uZV1vWzHQJsnMHfNTJ3knCCJukjbj3dHRgS1btqCmpgb//u//jt7eXnR1daGrqytZL0kQBEEQ07hWcjf/8zH2+VNgNSLHpGeFN8AKa89Y+B8++TIgBoDyZUBhXSqWSxDZgZo5bx4llp85He/6YhtsJj3cvgCa+yK8D3AsBewypON9oitorCakutjlXW8+581l5jTfTRAZSdIK71dffRVnzpzB9u3bUV1djYqKCvmLIAiCIFLFmvoilOaZIYrs+/J8C7tSPAew1wJ+D3BhV/gf5jLzhdcnf6EEkU3wLG8lkWI8SiyDOt46nSDPeR9pjzHnLWd5hxbeI7BLUWJyYZ4qpjqbk7EaQWQ0SSu8P/GJT0AUxbBfBEEQBJEqwIorHwAAFMlJREFUmNw8uOlbbpcKb0FgudxA+Fgx9whwVsr5Jpk5QUxGTaTYCC+8M6fjDQCLpTnvo7HmvOXCe0i+6XinEwWpjhLjhDqb+71Ax/vsezJWI4iMJKU53gRBEASRDq5bFiy8K3jhDQTl5uEK7zOvA343UNgAlC5K8goJIstQJTWXCu/8zFI/Lo67413ALqd0vAt4xztthfcpls7gHWd547wTThBERkGFN0EQBDHjWVVbKEvMy/Nzgnc0XsryuXtPTC8gZJn5dRkTfUQQGYOqwpubq2Va4c063sc6nAgEoigzp0jN+0bd6B1xo0BIV8dbKrAHzwPn32bXq9YAMcyMCYJID/SXSRAEQcx4dDoBf3dJI0x6HS6dXxK8I6cQqJJid7isHAB8HuDUq+z6AprvJohp8Czv4XYgnjFCl5PFjwEZNeMNAHPLcmHS6zDi9qF1MEouOZ/hllzNT3aNAAAqTCymUO6Ip4q8ChbrJvqBQ8+w22rWpXYNBEHEDRXeBEEQxKzgk5sacPJfr8KKmoLJd4STm59/A3APA7ZSoHptytZIEFkDN1fzTQDjA7Efz2XmZjuLwsogjHod5pfnAYgx5z2l4328kz22XC68U9zxFoSgs3nXIXZZQ+9XBJGpUOFNEARBzBqEcJJxXng37wACLOcbxyWZ+YJrSLZJEOEwmIHcMnY9HoO1wQvsMsPmuzlLquKY855irnZC6ngX69I04w1MmecWmNScIIiMhM4mCIIgiNlN1WrAnM+6WJ0HgEAAOPkSu49k5gQRGSVz3if/xC4zVAq9KB5n81BzNVHEiS722DwxTTPewOTCu3QhYMlP/RoIgogLKrwJgiCI2Y3eCDRcwq6f3Q607wVGu1kxzm8nCGI68WZ5+73AsRfZ9SUfTO6aVLJEcjY/2jEcOfqWF9Z+N3zuMZzqZgW32ScV66nO8QaCzuYAjcUQRIZDhTdBEARByHPeO4Djf2DX524DDKb0rYkgMp14s7zP7QQmBgCrA6jblPx1qWBBeT50AtA36kHPiDv8g0y5gM4AAGjt6IDHF0C+SYTOwyTn6el4hxTeGaomIAiCQYU3QRAEQfDCu/U94Ojz7PqCa9O3HoLIBuKVmh+R/qYWfQDQG5K7JpXkmPSYU5oLgHW9wyIIclf7QlsHAGBlaciptMWezCWGp6gJ0BnZdSq8CSKjocKbIAiCIIoagKJGIOBj3Tu9GZh7ZbpXRRCZTTyFt88DnJBUJBkqM+fwPO8j7bGdzd8+cgYAsKJYkqWb7enZVDBagJueBK75d8AxJ/WvTxBE3FDhTRAEQRBAsOsNAI1bAHNe2pZCEFlBaJZ3JJp3AK5hILccqF2fmnWpZHHInHdEJIO1C21tMBt0+PDi3Em3p4WlHwYu+nT6Xp8giLigwpsgCIIggMmF98Lr0rcOgsgW+Iz3SCczUAvHkefY5eIbAZ0+JctSSzwd7wkDK87twhi+tG0+aizSPHg6C2+CILICKrwJgiAIAgDqNzPzJIMFmHd1uldDEJmP1cHGMiACzo7p93tdwAkpRmzxTSldmhoWSR3v9qEJDI17pt0viiL29bDriwsD+OSmBhYtBqTHWI0giKyCCm+CIAiCAFj+7d++DHzyFSC3JN2rIYjMR6cD8ivZ9XBz3mf+AnhGWOxY9UWpXZsK7DlG1BZZAYTP8/71ey047WRz3B+YnwO9TqDCmyCIuKHCmyAIgiA4FcuAypXpXgVBZA/cYC1clvdRLjO/iRXpWUCkOe/WgXE8+tJxDMMGACgUxtgdVHgTBBEn2fEuSBAEQRAEQWQekbK8PePAyVfY9cWZ7WYeypIqNucd2vEOBER8+XcHMe7xw15Yym6cGGKXLulSihkjCIKIBBXeBEEQBEEQhDoiRYqdfhXwjgEFtUDVqtSvSyV8zvtIe7Dj/av3LuDd5gHkGPW4/uJF7Ebe6aaON0EQcZKGwEGCIAiCIAhiRiBHik0pvENl5oKQ2jUlwBLJ2by5bwzjHh96R9x47KUTAICHrlkAR7H0b+Gdbiq8CYKIE+p4EwRBEARBEOqQO94hM97uUeDUq+x6FsnMAaAkz4zSPDNEkcnNv/zsIUx4/bi4sQi3r6sLSsqp400QhEKo8CYIgiAIgiDUIc94h3S8T70C+CaAokagYnl61pUA3GDtkRePYvf5AVhNenznw8uh0wnBAlsuvIfYJeV4EwQRAyq8CYIgCIIgCHXkS1Jz9zDgkuaijz7PLhd/MKtk5pypBmtfvWYhaqSYMbnwdjmBgJ863gRBxA0V3gRBEARBEIQ6zLlB+fVwOytIT7/Gvl+SXTJzDu94A8CmOQ7ctq42eKfc2RbZRgMV3gRBxAmZqxEEQRAEQRDqsdcwszFnO9B1CPC7Acd8oHRRulemihU1hTDqBZgNenzrQ0shhHbt9UbAlAt4RlmEmuhnt1PhTRBEDKjwJgiCIAiCINRjrwa6D7NCVM7uzi4381DK7Rb87u4NyLMYUF1onf4ASwErvAfOse/1ZsCYk9I1EgSRfVDhTRAEQRAEQaiHO5t3HQHObmfXs1RmzlleUxD5zpxCwNkGDDQHvycIgogBzXgTBEEQBEEQ6uFZ3gefBgJeoHQxUDI/vWtKJnzOe1DqeFPhTRBEHFDhTRAEQRAEQaiHR4p5x9jlkpvSt5ZUwAvvASq8CYKIHyq8CYIgCIIgCPVwqTlncXbLzGPCC20qvAmCUEBSC+8bbrgBtbW1sFgsqKiowB133IGOjo5kviRBEARBEASRSkIL7/JlQHFT+taSCnh8mrOdXcoRYwRBEJFJauG9detW/Pa3v8XJkyfx+9//HmfPnsWHP/zhZL4kQRAEQRAEkUpyywFBOqXMclO1uJA73OKU7wmCICKTVFfz+++/X75eV1eHr3zlK7jxxhvh9XphNBqT+dIEQRAEQRBEKtAbgJp1QPcxYMksaLBMLbSp400QRBykLE5sYGAAv/71r7FhwwYqugmCIAiCIGYSt/8e8IwDuSXpXknymVpoU8ebIIg4SLq52oMPPgibzYbi4mK0tLTghRdeiPhYt9sNp9M56YsgCIIgCILIcEy22VF0A9MLbT7zTRAEEQXFhfcjjzwCQRCifu3du1d+/Je//GXs378fr776KvR6Pe68806Iohj2uR977DHY7Xb5q6amRv2/jCAIgiAIgiC0ZprUnDreBEHERhAjVcER6OvrQ19fX9TH1NfXw2KxTLu9ra0NNTU12LVrF9avXz/tfrfbDbfbLX/vdDpRU1OD4eFh5OfnK1kmQRAEQRAEQWjP4AXgP5YFv//0DqBqVfrWQxBE2nA6nbDb7XHVq4pnvB0OBxwOh6qF8Ro/tLgOxWw2w2w2q3pugiAIgiAIgkg61PEmCEIFSTNX2717N3bv3o1NmzahsLAQzc3N+PrXv46mpqaw3W6CIAiCIAiCyHjMeYCgB0Q/+55czQmCiIOkmavl5OTgueeew+WXX4758+fjk5/8JJYsWYKdO3dSV5sgCIIgCILITgQhpNgWALM9nashCCJLSFrHe+nSpdi+fXuynp4gCIIgCIIg0kNOITDezwpwXdJDggiCmAHQOwVBEARBEARBKIFHiNF8N0EQcUKFN0EQBEEQBEEogRfclOFNEEScUOFNEARBEARBEErgM97U8SYIIk6o8CYIgiAIgiAIJfCCmwpvgiDihApvgiAIgiAIglBCfpV0WZnedRAEkTUkzdWcIAiCIAiCIGYka/6W5Xkv+kC6V0IQRJZAhTdBEARBEARBKMFiB9bele5VEASRRZDUnCAIgiAIgiAIgiCSCBXeBEEQBEEQBEEQBJFEqPAmCIIgCIIgCIIgiCRChTdBEARBEARBEARBJBEqvAmCIAiCIAiCIAgiiVDhTRAEQRAEQRAEQRBJhApvgiAIgiAIgiAIgkgiVHgTBEEQBEEQBEEQRBKhwpsgCIIgCIIgCIIgkggV3gRBEARBEARBEASRRKjwJgiCIAiCIAiCIIgkYkj3AqIhiiIAwOl0pnklBEEQBEEQBEEQBBGE16m8bo1GRhfeIyMjAICampo0r4QgCIIgCIIgCIIgpjMyMgK73R71MYIYT3meJgKBADo6OpCXlwdBENK9nKg4nU7U1NSgtbUV+fn56V4OQcSEjlkim6Djlcg26Jglsgk6XolsI1OOWVEUMTIygsrKSuh00ae4M7rjrdPpUF1dne5lKCI/P5/esIisgo5ZIpug45XINuiYJbIJOl6JbCMTjtlYnW4OmasRBEEQBEEQBEEQRBKhwpsgCIIgCIIgCIIgkggV3hphNpvx8MMPw2w2p3spBBEXdMwS2QQdr0S2QccskU3Q8UpkG9l4zGa0uRpBEARBEARBEARBZDvU8SYIgiAIgiAIgiCIJEKFN0EQBEEQBEEQBEEkESq8CYIgCIIgCIIgCCKJUOFNEARBEARBEARBEEmECm8N+PGPf4yGhgZYLBasXr0ab775ZrqXRBAAgMceewxr165FXl4eSktLceONN+LkyZOTHiOKIh555BFUVlYiJycHW7ZswdGjR9O0YoII8thjj0EQBNx3333ybXS8EplGe3s7br/9dhQXF8NqtWLFihXYt2+ffD8ds0Sm4PP58I//+I9oaGhATk4OGhsb8Y1vfAOBQEB+DB2vRDp54403cP3116OyshKCIOD//u//Jt0fz/Hpdrvx+c9/Hg6HAzabDTfccAPa2tpS+K+IDBXeCfLMM8/gvvvuw9e+9jXs378fmzdvxtVXX42WlpZ0L40gsHPnTnzuc5/Du+++i9deew0+nw/btm3D2NiY/Jhvf/vb+N73vofHH38ce/bsQXl5Oa688kqMjIykceXEbGfPnj146qmnsGzZskm30/FKZBKDg4PYuHEjjEYjXn75ZRw7dgzf/e53UVBQID+GjlkiU/i3f/s3PPnkk3j88cdx/PhxfPvb38Z3vvMd/PCHP5QfQ8crkU7GxsawfPlyPP7442Hvj+f4vO+++/D888/j6aefxltvvYXR0VFcd9118Pv9qfpnREYkEuKiiy4S77777km3LViwQPzKV76SphURRGR6enpEAOLOnTtFURTFQCAglpeXi9/61rfkx7hcLtFut4tPPvlkupZJzHJGRkbEuXPniq+99pp46aWXivfee68oinS8EpnHgw8+KG7atCni/XTMEpnEtddeK37yk5+cdNsHP/hB8fbbbxdFkY5XIrMAID7//PPy9/Ecn0NDQ6LRaBSffvpp+THt7e2iTqcTX3nllZStPRLU8U4Aj8eDffv2Ydu2bZNu37ZtG3bt2pWmVRFEZIaHhwEARUVFAIBz586hq6tr0jFsNptx6aWX0jFMpI3Pfe5zuPbaa3HFFVdMup2OVyLTePHFF7FmzRrcfPPNKC0txcqVK/GTn/xEvp+OWSKT2LRpE15//XWcOnUKAHDw4EG89dZbuOaaawDQ8UpkNvEcn/v27YPX6530mMrKSixZsiQjjmFDuheQzfT19cHv96OsrGzS7WVlZejq6krTqggiPKIo4oEHHsCmTZuwZMkSAJCP03DH8IULF1K+RoJ4+umn8f7772PPnj3T7qPjlcg0mpub8cQTT+CBBx7AV7/6VezevRtf+MIXYDabceedd9IxS2QUDz74IIaHh7FgwQLo9Xr4/X5885vfxEc/+lEA9B5LZDbxHJ9dXV0wmUwoLCyc9phMqM2o8NYAQRAmfS+K4rTbCCLd3HPPPTh06BDeeuutaffRMUxkAq2trbj33nvx6quvwmKxRHwcHa9EphAIBLBmzRo8+uijAICVK1fi6NGjeOKJJ3DnnXfKj6NjlsgEnnnmGfzqV7/Cb37zGyxevBgHDhzAfffdh8rKSnz84x+XH0fHK5HJqDk+M+UYJql5AjgcDuj1+mk7KD09PdN2YwginXz+85/Hiy++iB07dqC6ulq+vby8HADoGCYygn379qGnpwerV6+GwWCAwWDAzp078Z//+Z8wGAzyMUnHK5EpVFRUYNGiRZNuW7hwoWywSu+xRCbx5S9/GV/5yldw6623YunSpbjjjjtw//3347HHHgNAxyuR2cRzfJaXl8Pj8WBwcDDiY9IJFd4JYDKZsHr1arz22muTbn/ttdewYcOGNK2KIIKIooh77rkHzz33HLZv346GhoZJ9zc0NKC8vHzSMezxeLBz5046homUc/nll+Pw4cM4cOCA/LVmzRrcdtttOHDgABobG+l4JTKKjRs3TotoPHXqFOrq6gDQeyyRWYyPj0Onm3zqr9fr5TgxOl6JTCae43P16tUwGo2THtPZ2YkjR45kxDFMUvMEeeCBB3DHHXdgzZo1WL9+PZ566im0tLTg7rvvTvfSCAKf+9zn8Jvf/AYvvPAC8vLy5F1Cu92OnJwcOSP50Ucfxdy5czF37lw8+uijsFqt+NjHPpbm1ROzjby8PNl/gGOz2VBcXCzfTscrkUncf//92LBhAx599FF85CMfwe7du/HUU0/hqaeeAgB6jyUyiuuvvx7f/OY3UVtbi8WLF2P//v343ve+h09+8pMA6Hgl0s/o6CjOnDkjf3/u3DkcOHAARUVFqK2tjXl82u123HXXXfjiF7+I4uJiFBUV4Utf+hKWLl06zbA1LaTNT30G8aMf/Uisq6sTTSaTuGrVKjmqiSDSDYCwXz//+c/lxwQCAfHhhx8Wy8vLRbPZLF5yySXi4cOH07doggghNE5MFOl4JTKPP/zhD+KSJUtEs9ksLliwQHzqqacm3U/HLJEpOJ1O8d577xVra2tFi8UiNjY2il/72tdEt9stP4aOVyKd7NixI+x568c//nFRFOM7PicmJsR77rlHLCoqEnNycsTrrrtObGlpScO/ZjqCKIpimmp+giAIgiAIgiAIgpjx0Iw3QRAEQRAEQRAEQSQRKrwJgiAIgiAIgiAIIolQ4U0QBEEQBEEQBEEQSYQKb4IgCIIgCIIgCIJIIlR4EwRBEARBEARBEEQSocKbIAiCIAiCIAiCIJIIFd4EQRAEQRAEQRAEkUSo8CYIgiAIgiAIgiCIJEKFN0EQBEEQBEEQBEEkESq8CYIgCIIgCIIgCCKJUOFNEARBEARBEARBEEmECm+CIAiCIAiCIAiCSCL/H+L8aDBqAfgvAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# If no coefficients are specified, the default values are used\n", "# for example, in this example the noise and coefficients are not specified\n", "\n", "\n", "simulator = sim_VAR()\n", "simulator.set_parameters(n_obs=n_obs, initial_values=[[1], [2]], output='show')\n", "\n", "\n", "simulator.print_parameters()\n", "\n", "simulator.simulate(\"VARsim\")\n", "\n", "simulator.print_parameters()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simulator can also be run using parameters saved in a json file, which is useful for managing and reusing configurations, especially if the matrices are big. We'll demonstrate this approach in the next section.\n", "\n", "For example, you could specify the parameters in the following way:\n", "\n", "```JSON\n", "{\n", " \"n_obs\": 97,\n", " \"coefficients\": [\n", " [\n", " 0.8,\n", " -0.2,\n", " 0.3\n", " ],\n", " [\n", " 0.3,\n", " 0.5,\n", " -1.0\n", " ],\n", " [\n", " 0.2,\n", " -0.1,\n", " 0.4\n", " ]\n", " ],\n", " \"initial_values\": [\n", " [\n", " 1\n", " ],\n", " [\n", " 2\n", " ],\n", " [\n", " 0\n", " ]\n", " ],\n", " \"noise_stddev\": 1.2,\n", " \"output\": \"both\"\n", "}\n", "```" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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ZDAbS0tIIDg5Go9G4ezgSiUQikUgkEolEIvFAFEWhqKiIuLg4tFr789WtMuBOS0sjPj7e3cOQSCQSiUQikUgkEkkLIDU1lfbt29u9X6sMuIODgwHxooWEhLh5NBKJRCKRSCQSiUQi8UQKCwuJj483xZD20ioDblVGHhISIgNuiUQikUgkEolEIpE0iKOlyG43TevUqRMajabO37333mt1+1WrVlnd/uDBg808colEIpFIJBKJRCKRSOrH7RnurVu3otfrTbf37dvHhAkTuOqqqxrc79ChQzWy05GRkS4bo0QikUgkEolEIpFIJPbi9oC7dqD82muv0bVrV0aPHt3gflFRUYSFhblwZBKJRCKRSCQSiUQikTiO2yXlllRWVvLNN99w2223NaqRHzhwILGxsYwbN46VK1c20wglEolEIpFIJBKJRCKxDbdnuC1ZuHAh+fn53HLLLfVuExsbyyeffMKgQYOoqKjg66+/Zty4caxatYrzzz/f6j4VFRVUVFSYbhcWFjp76BKJRCKRSCQSiUQikdRAoyiK4u5BqEycOBEfHx/+/PNPu/a79NJL0Wg0/PHHH1Yff/7553nhhRfq3F9QUCBdyiUSiUQikUgkEolEYpXCwkJCQ0Mdjh09RlJ+8uRJ/vnnH2bMmGH3vsOGDePIkSP1Pj579mwKCgpMf6mpqU0ZqkQikUgkEolEIpFIJI3iMZLyL774gqioKC6++GK79925cyexsbH1Pu7r64uvr29ThieRSCQSiUQikUgkEoldeETAbTAY+OKLL7j55pvx8qo5pNmzZ3P69Gm++uorAObMmUOnTp3o06ePyWRtwYIFLFiwwB1Dl0gkEolEIpFIJBKJxCoeEXD/888/pKSkcNttt9V5LD09nZSUFNPtyspKHnnkEU6fPo2/vz99+vRh8eLFXHTRRc05ZIlEIpFIJBKJRCKRSBrEo0zTmoumFr5LJBKJRCKRSCQSieTs56wxTZNIJBKJpNlI2QQfj4bUre4eiUQikUgkkrMYGXBLJBKJpPXx9zOQvgu2fubukUgkEolEIjmLkQG3RCKRSFoXGfvg1BaxnrbTvWORSCQSiURyViMDbolEIpG0LrZ/YV7POQwVRe4bi0QikUgkkrMaGXBLJBKJpPVQUQy7fxTrWi9AgfQ9bh2SRCKRSCSSsxcZcEskEomk9bDvF6gsgvAu0H2iuE/KyiUSiUQikbgIGXBLJBKJBHKOwP6FUJbv7pG4lm2fi+WgW6HdOWI9bYf7xiORSCQSieSsxsvdA5BIJBKJmynLh88nQWkOaL2hyxjoPQV6XQwB4e4enfM4vQPSd4POBxKvh4zd4n6Z4ZZIJBKJROIiZMAtkUgkrZ3Vb4hgW+cD+ko4ulz8LXoQOp9vDL4vgcC27h5p01Cz270vh8AIiE0Ut/OOQ9kZ8G/jrpFJJBKJRCI5S5GScolEImnNZB+CLR+L9et+hHu3wtinIbofGKrh2L/w5wPwVnf48lI4sda943WUsnzYt0CsD75NLAPCoU0nsZ6+2x2jkkgkEolEcpYjA26JRCJprSgKLJ0tAuueF0HXsRDZA85/FP6zDu7bAeOeE5lgxQAn1sBfj7p71I6x5yeoKoXIBOgwzHx/3ECxlLJyiUQikUgkLkAG3BKJRNJaObwUjq0QUvKJr9R9PKIrjJoFd62GO1eL+3KPgL6qecfZVBTF3Ht78K2g0ZgfkwG3RCKRSCQSFyIDbolEImmNVFfAsifF+vB7RZushogdAN6BIht+Jtnlw3MqqZsh6wB4+UP/6TUfUwPu0zLglkgkEolE4nxkwC2RSCStkU0fCbOwoBgY9XDj22s00La7WM857NqxORvVLK3fNPAPq/mYapxWkAIlOc05KolEIpFIJK0AGXBLJBJJa6MoA9a8KdbHPw++wbbt17aHWLakgLs0T/QXB7NZmiV+IRBhnEhI29Vco5JIJBKJRNJKkAG3RCKRtDZWvAiVxdBuUF2JdUOYAu4jrhmXK9j1HegrhCQ+7hzr28g6bolEIrGPrCSoLHX3KCSSFoEMuCUSiaQ1cWo77PpWrE9+A7R2/Ay0NEm5opjl5INqmaVZIgNuiUQisZ2kP+HDYbD8WXePRCJpEciAWyKRSFoLBgMseUysD7gO2g+2b39LSbmiOHdsruDEGsg7Bj7B0O/K+reTAbdEIpHYztZ5Ypmyyb3jkEhaCDLgljROZQnknXD3KCQSSVPZ8yOc3gY+QTD+Ofv3D+8CGi2UF0BJtvPH52zU7Hb/qxuuU4/tL55XUZqob5dIJBKJdQrT4YSxTWTe8ZYx+SqRuBkZcEsa54fr4N1E+OF6yD7k7tFIJBJHqCiCf54X6+c/AsEx9h/D2w/COop1T5eVF2XCwUViffCtDW/rEwiRvcS6zHJLJBJJ/ez9GRSDWK8qgeIs945HImkByIBb0jCKAqd3iPWDi0TNzu8zoeC0e8clkUjsY+3/oDgD2nSGYfc4fpyW4lS+6xvRM7z9EIjp1/j2UlYukUgkjbPnx5q38465ZxwSSQtCBtyShik7AxWFYr3nRWJWc+fX8N458PczouWORCLxbPKOw8YPxPrE/4KXr+PHMhmnebBTuUEP2+eLdWutwKwhA26JRCJpmIx9kLkPtN4Qmyjuyzvu1iFJJC0BGXBLGiY/RSwDo+Da7+H25dBxJFSXw4Z3hdR87duyNYRE4sns+g70ldBlDPSc3LRjtYQMd+Z+8d3lEwx9LrdtH8uA29aaxNI8+PEG2P2DQ8OUSCSSFoWa3e4xUbSVBBlwSyQ2IANuScOoAXdYB7GMHwK3LIbrfoaoPsI8acULIuN9aKn7ximRSOon+6BY9phUf2ssW2kJAbc6tug+4O1v2z7RfUHrJczgCm0smdn0oWiPs2gWlOQ6NlaJRCJpCRj0on4bYMA1ENFVrMuAWyJpFBlwSxqmdsAN4oK9x4Vw91qY+jGEdoCidFgwA8ry3TJMiUTSAKr8W5WDNwU14M5P9Vxli+n5drN9H28/iOot1lXfioaoKodtXxjXS2Dje/aNUSKRSFoSJ9aIaz2/MOh+oehaAZAra7glksaQAbekYfJPiqVlwK2i1YlZzvu2QWQCVBbBtnnNOz6JRNIw+mrzBVGEEwLuwAjwDwcUzzXLyVUD7h727WdPHff+36A0B7z8xO3Nn8gst0QiOXtR5eR9pgofEDXgzjshW4NJJI0gA25Jw6gZ7jYd69/GyxfOe1Csb5oLVWUuH5ZEIrGR/JNgqBKBYWi8c46pBrKe2iZQlZTbO8Fga8CtKLDlY7F+/qMQ019muSUSydlLZYkonwGRaAFji0iNSLaU5LhtaBJJS0AG3JKGsSYpt0bfaeJiviRLGDRJJBLPQJVXR3QHrZO+8j3ZqdxgMGf07ZXQ22qcdmqb2EbnC4NuhTGzxf1bPpVZbolEcvZx8C+oLBZBdvxQcZ+3xSSurOOWSBrE7QH3888/j0ajqfEXExPT4D6rV69m0KBB+Pn50aVLF+bOndtMo21lKIpFwN1AhhtA5w0j7hPrG94VMlaJROJ+1GyvM+q3VTzZOK0oDapKhQFam0727RvVG3Q+UJ4PZ5Lr326z8Ten35VCYt9zsshyVxbDxvcdHLhEIpF4KHuMnRj6T69pvBneWSxlwC2RNIjbA26APn36kJ6ebvrbu3dvvdueOHGCiy66iFGjRrFz506efPJJ7r//fhYsWNCMI24llOaJC0iwTYo68AZR23kmGQ4sdOXIJBKJrbg04PbADLc6pjadxUSgPXj5QEw/sV6frLwow/z9NuROsdRoYMwTYn3LJ+K7UyKRSM4GijLh2L9iXZWTq5jquD3Uz0Mi8RA8IuD28vIiJibG9BcZGVnvtnPnzqVDhw7MmTOHhIQEZsyYwW233cZbb73VjCNuJaiGaUExQjrUGD6BMPRusb5+jjTRkEg8gRwHDcQaQg3ec48ICbcn0VRHdpOsvB6n8m1fgKEa4odBXKL5/p4XiWBdZrklEsnZxL5fQDFAu8HmVmAqpoBbZrglkobwiID7yJEjxMXF0blzZ6655hqOH6//g7tx40YuvPDCGvdNnDiRbdu2UVVV5eqhti5srd+2ZMgd4B0IGXvh2ArXjEsikdhOrhNbgqmEdRTS6+pyKEh13nGdgfp8I+xoCWaJKeDeVfex6krY9rlYH3pnzcc0GnMt9+aPZZZbIpGcHaju5LWz2yADbonERtwecA8dOpSvvvqKZcuW8emnn5KRkcGIESPIzbVuPJORkUF0dHSN+6Kjo6muriYnx7pLYkVFBYWFhTX+JDbQUEuw+ggIh0G3iPV1c5w9IolEYg8luVBq/C51NAC1hs4Lwo2ZDk+TlTstw72rbvb+wEJhDBkcCwmX1d1XZrklEsnZRNZBSN8tPDH6XFH3cTXjnXtcqholkgZwe8A9efJkpk2bRr9+/Rg/fjyLFy8G4Msvv6x3H42lYQOgGD/kte9XefXVVwkNDTX9xcc7qTXO2Y4tLcGsMfxe0HpD8lpI3er8cUkkEttQs70h7UXJhzMxOZV7mHFa7lGxdFRC37YnePmLVje16xI3G1uBDb7den24RgOjnzBvK7PcEomkJaOapXWbIAwia6MaU1YUQNmZZhuWRNLScHvAXZvAwED69evHkSPWsyYxMTFkZGTUuC8rKwsvLy8iIqx8GQCzZ8+moKDA9Jea6mESSE/FEUk5QGg76H+1WF8/x6lDkkgkduAKwzQVT3QqrywxS9zt7cGtovOC2AFi3dI47dR2OL1NSOlVFY81el1skeX+wLExSCQSibsxGGDPz2J9wHTr23j7Q0g7sZ4rjdMkkvrwuIC7oqKCpKQkYmNjrT4+fPhwli9fXuO+v//+m8GDB+Ptbd2R1tfXl5CQkBp/EhtwNOAGGPmAWB5cBNmHnDcmiURiO64wTFPxRKdy9YLPv431bIytWPbjVtlizG73uQKC6jf2FFnux8V6c2W59VWw4iX48QYoy3f9+SQSydnPyfVQeAp8Q6DH5Pq3k3XcEkmjuD3gfuSRR1i9ejUnTpxg8+bNXHnllRQWFnLzzTcDIjt90003mba/++67OXnyJLNmzSIpKYnPP/+cefPm8cgjj7jrKZyd2NOD2xqRPaHXJWJ9/bvOG5dEIrGdptYzN4QnSspNhmlNfL5qwH3a6FRenAX7fhXrtc3SrNHzYojuJ2Tprs5yF2fBl5fB2rcg6U9zj3CJRCJpCqqcvPeUhjvVyF7cEkmjuD3gPnXqFNdeey09e/bkiiuuwMfHh02bNtGxowjy0tPTSUlJMW3fuXNn/vrrL1atWkViYiIvvfQS7777LtOmTXPXUzg7KcmBqlJAA6HtHTvGyAfFcs+PUHDKWSOTSCS2YpKUuyLDbQxqS7I8p3Yvp4n12ypqwJ2xB/TVsH0+GKqg/bnQblDj+2u1MKYZstyntsPHoyFlgzA1AtjyKVSVueZ8EomkdVBVBgf+EOvW3MktUQ00ZcAtkdSLl7sH8MMPPzT4+Pz58+vcN3r0aHbsqKdHqsQ5qNnt4Fjw8nXsGPHnQqdRwjxt44cw6b/OG59EImmY6go4kyzWXZHh9g2G4DgoShOBbvy5zj+HvZgmGJroyB7RDXyCRYY6az9snSfuH3KX7cdQs9yZe2HThzD26aaNqTY7voLFD4O+UkwwXP0VfHs1FKTA7h9g8K3OPZ9EImk9HPoLKgohNB46jGh4W5OkXNZwSyT14fYMt8RDcaQlmDXULPf2+dKxVyJpTvJOgKIHnyAxceYKPE1W7ixJuVYLcYli/Z8XoDgDgqKFtNKeY4x+TKxvmuu877/qSlj0EPxxnwi2e10CM1ZAVAIM+4/YZuP7dVuaSRyjNA92fS/q5CWS1sKen8Sy/9Xiu6whZA23RNIoMuCWWMdZAXe3cSLLU1UCWz9r+rgkEolt5FrUb9fTMrHJeJJTuaKYTdOckdFXA+5jK8Ry8G3g5WPfMXpdAtF9RaZcvYBtCkUZ8OUlsO1zQCOy5ld/DX5GI9BzbgTfUNEa7ciypp9PAsuegoV3i0ljiaQ1UFUGR/8R6/2ubnx7tYa77IxMrEgk9SADbol1HO3BXRuNBs57UKxv+ki07ZFIJK7HlfXbKp7kVF6ULlpxaXTQpnPTj6fWcQNovWGQAxJtrdbcIlG9gHWUlM2iXjt1swiqr/sJzn+0ZvbJNxgG3yLWN7zXtPNJxCTOUWNXlNQt7h2LRNJcZOwDQzUERgkD3MbwCTSrqM6ccO3YJJIWigy4JdZpSkuw2vS+HNp0grI82Ptz048nkUgaJ8dJ8uqG8CRJuTqGNp3sz0RbwzLg7nM5BEc7dpxu48UyeR1UlTt2jJTNMP9iIW2PTIA7V0KPC61vO/RuYaB2cj2c3u7Y+SSCrANQki3WM/a6dywSSXOhtkOMS7RdHWWSlcuAWyKxhgy4JdZxZsCt84J+V4n1U9uafjyJRNI4pgy3KwNuY4b7zAn317g6uwVam84QFCPWh97t+HGieovsT3UZpGx07BjbvxAu6V3HwYx/IKJr/duGxJm/bze879j5JILjq83rOYcdnzCRSFoS6bvEMjbR9n1UWXmuNE6TSKwhA25JXWr04HZCwA3iohNExkAikbgWRXFei6yGCIkTpmyGavdnNnKNzzeiiQ7lKhoN3PAL3PArtB/ctON0HSvWHZGV66vhsLEee9TD4BvU+D7D7xXLAwvhzEn7zykRnLAIuBU9ZCe5bywSSXORtkssVR8LW5DGaRJJg8iAW1KX4iyoLgeNFkIc7MFdm+g+Ypl1ULrnSiSupjgLKgrEZ1i9EHIFGo3nyMpNGW4nTjDE9BPGj01FDbiP/Wv/vqe2iHIcvzCIH2rbPjH9oMsFoBiEd4bEfvTVkLxerAdGiWXGPveNRyJpDqrKIPugWLcrwy0DbomkIWTALamLqQd3nHNqIQHCu4LOV7iV5yc755gSicQ6avAb1hG8/Vx7Lk9xKne2pNyZdB0LaITCpzDNvn0PLRHLHhNFeY6tjLhPLHd8JdyDJfaRtkO4y/u3gb7TxH2yjltytpOxT6g5AqOEgslWwo1lLjLglkisIgNuSV2c1RLMEp0XRBovzLOkLE8icSnNUb+t4gkZ7qoyKEgV6640iXOUgHBod45YP7rCvn1NAfck+/brOhai+ohJTtnSyn7U+u1OoyB2gFjPlBluyVmOWr9tj2EamGu4S3OgvMDZo5JIWjwy4JbUxRUBN5jruDNlHbdE4lJym6F+W8UTMty5xwAF/EIhsK37xtEQXY3S9GN2BNw5R0U/da23/dJ2jQZGzBTrm+ZCdaV9+7d21PrtLqMhpq9Yz9gn/BEkkrMV1aHcHjk5iJaEaumFzHJLJHWQAbekLs7qwV0bk3HafuceVyKR1KRZM9wWvbjdFYzkWtRv25OVaU7U9mDHVoJBb9s+h43Z7U7nickEe+l7pXBIL86Afb/Yv39rpapM9DsH6DwG2vYUkx4VBebfR4nkbMQRwzQVWcctkdSLDLgldXG2Q7mKapwmM9wSiWsxBdzNkOEO7yLM2SoKoTjT9eezRnP0HG8q7QaBbyiU55uzSI2hysl7TnbsnF4+MOROsb7hfZmdtZWUTaCvhJB2ogWblw9E9hKPyTpuydmKo4ZpKjLglkjqRQbckrqccbGkPPcoVFc499gSiURQVQb5zVjP7OULbTqJdXfJyk2GaU5qCeYKdF5Cngy2tQcrzROBH9hfv23J4FvBO1AoixxxSW+NqHLyzqPNiomYfmIp67glZysmw7RI+wzTVCLUgNvNLSIlEg9EBtySmhgMZvMhZwfcIXEiw6Po3e9oLJGcrZjqmcOar57Z3XXcuS0gww3mOmxbjNOOLBffldF9m1be498GzrlJrG94z/HjtCZUw7TO55vvM9Vxywy35CxFNUyLTXSsNEfNcOcec9aIJJKzBhlwS2pSnCmkdBqd83pwq2g0EC2N0yQSl2IpJ2+uemaTU/mR5jmfJYoizMWgeST0TUE1Tju9rfFWXYf+EsumZLdVht0tZP/HV8pe0o1Rlm8OPFRFApgz3DLglpytmOq3Bzq2v5SUSyT1IgNuSU3U+u2Qdvb1fLUVaZwmkbiWHAsDsebCnRnuogzRL1mjNbem8VTC4oUBl2KA46vq36660pwF73lR08/bphP0niLWV71qu2lbayR5nfj/RHSvKauNNma480/KtkeSsxPLlmCOoAbcJVlQUeSMEUkkZw0y4JbUxFUtwVTUDLfsxS2RuIbmdChXsXQqb25UOXlYR1FP7unYIis/uU5MIgRFO55tqs2I+wENHFwE31whasQldbFsB2ZJQLhZ9ZUpJ4wlZxlVZebrMkcM00B0UggwljHJOm6JpAYy4JbUxNUBt+zFLZG4FlOLLDcE3AWpUFnSfOcFi4y+h9dvq6gB97F/63cNV93Je0wErZN+ptudA1d+Dt4BIrv+yWhI3+2cY59NHLcwTKuNlJVLzlaaapimYpKVyzpuicQSGXBLauKqHtwqUQliWXhK1MpJJBLnYTC4R1IeEA4BEWI992jzndfyfJ5ev63ScSR4+UHhacg+VPdxRYFDS8W6M+TklvS9Amb8IyTm+Skw70LY/aNzz9GSKUyHnEOARvQ+r400TpOcrTTVME1F1nFLJFaRAbeErKJyDAZjpsVVPbhV/NuI+nCQsnKJxNkUpUFVKWi9zK26mgt3ycpVCX2EB7cEs8TbHzqOEOvW2oNl7oeCFBGUW8uyNpXoPnDnKug2AarL4bc7YckToK9y/rlaGifWiGXsADGJVBuZ4ZacrZgM0xKbdhwZcEskVpEBdyvnm00nGfLKCt7715glclUPbktMxmkeKitXFNHWoj65p0TiqajBZ3gX0Hk377lNTuXNbJzW0iTlYHYrP2aljvuwUU7e5QLwCXDN+f3bwHU/wqhHxO3NH8FXU6A4yzXnaymcsNIOzBLVOC0rCfTVzTMmiaQ5sMxwN4Vw2YtbIrGGDLhbMal5pbyyWGSZv918En11NRScEg+GuUhSDmZZuacG3Lu+g/fOgbX/c/dIJBL7yHFjP2p3OJVXlZtVOZ7eg9uSbuPF8uQGYVZkiVq/3XOya8eg1cG4Z2D6t+ATDCfXw8ej4dR2157XU1EUc4a7tmGaSpvO4BME+gqzV4JE0tKxNExrqkljhMxwSyTWkAF3K0VRFJ78bS9lVaI9TFZRBTsPJIGhSshRg2Ndd/LoPmLpqcZpapZj62eyfY6kZeHObK87JOV5xwEFfEMhKKr5zttUInuK0prqckheb76/KANOGwPeHhObZywJl8AdK8SERVEafDEJ/rgfUre0LpVP3nFh+qf1hg7DrW+j1Zp/v6SsXHK2kLnfOYZpYM5wF6U3v4GmxLlsnQcfDBWKT0mTkQF3K+XXHadZeyQHHy8tI7sJs6Ntu42Ota7qwa1i2YvbEy/o1AxdUbo5+JZIWgKmlmBuMBBTg/zco803UWV6vt2aZvTT3Gg00HWsWLeUlR9eJpbtBkFwTPONJ7In3PEv9LwY9JWw40uYNwE+GALr5oiJgLMd9bs+fgj4BNa/nazjFr/b5YXuHoXEWaTtFMumGqaBKFfxbyPWpay85aKvgpX/heyDsP0Ld4/mrEAG3K2QnOIKXlossssPjOvOPWOE2VDqMaOkyJX12yCCAY0OygtEUOtJKErNDN2u7903FonEXtzhUK4S1hF0PiJrW5DaPOfMdaOEvqmosnLLftymdmAulpNbwy8ErvkWbl4EA64FL38xofHPc/B2b/huOiT9CdWVzT+25qChdmCWREuncla/Dm90hiNWTP8kLQ9nGaapSOO0ls+xlVCaI9aTFnlmcqyFIQPuVsgLfx4gv7SK3rEh3Hl+F4Z1iSAy2JfwKmMWw1UtwVS8/SCiq1j3NFl5YRpUFptvJ/0JFUXuG49EYisVRUISDCLj29xodWan8OaSleeoLcFaiEO5JV1Gg0Yr2lDlp0JlKRxfKR5zdf12fWg00HkUTJ0LjxyGS9+F9kOE3PTwUvjxBni7F6x58+y6ADMYGq/fVonpL5YZe8+u18AeTqwFQzWserX1vgZnE84yTFORAXfLZ49Fu8gzJ0SmW9IkZMDdyliRlMmfu9PQauD1af3x1mnRaTVc3C+W9hrjbJYrDdNULGXlnkSOsS9uRHcRPFSXwYE/3DsmSYvl8JnD7Mra1TwnU/tRB0aaJX3NTWQvsdz4QfNkQnPdmNFvKv5toN1gsX5shZA0V5dDaAdznbA78QuBQTfDjOVw71YY+QAERUNpLvz7Mhz43d0jdB6Z+6AsD7wDhZy/IaISxERJaQ4UZzbP+DwNVZl2epuo9T/byTsO7ySKiaazjRqGaYnOOWa4MaEiA+6WSUURHFws1tX2oupticPIgLsVUVRexdML9wFwx6gu9GsfanpsSmIc7TXZAFQEtXP9YDzVOE3NzEX2FLJKgN1SVi6xH4NiYMayGdy67FbOlJ9x/QndKSdXGXk/eAeITO1vd7m2ltuy/KMlSsoBuhnbgx1dAYf+Eus9J3lePXpkD5jwIjx0AIbPFPctf1a4xJ8NqPXbHUc03k7PJ8Cs5MjY59pxeSKKUrOmf+N77huLLRz9B94fAqlbHT/G9vkiy/fvK5CyyWlD8whUw7SAtsK/xxnIDHfLJulPkWxq2wPOe0jcJwPuJuP2gPvVV1/l3HPPJTg4mKioKC6//HIOHTrU4D6rVq1Co9HU+Tt4UEoeGuL1pQdJLyinY0QAD46veVGeGB9GZy+R4d6aH+z6wXhqL+5s43uvbXfoP12sJ681tx6SSGwkqzSLMxVnqDZUczT/qOtPaDIQc2PwGTcQpn8tnJ73/wpLHnOd5LQ4CyoKAY35Aq+lodZxH18Nh5aKdXfJyW1B5wUXPCm6WOSfhM1z3T0i56DWbzcmJ1cx1XHvcc14PJmKIqiycJ9OWuTZgdWat4RyzdE2n4pioeZQ4PeZZ89EE5gN0+IGOm+iTwbcLRtVTt7/aqOfiAbSdkDBabcOq6Xj9oB79erV3HvvvWzatInly5dTXV3NhRdeSElJ4+0EDh06RHp6uumve/cWmuVoBracyOObTSJofHVqP/x9dDUe1xj0RCMC7t+TG5nhdwbRxoA7+xDoq11/PlsxBS09ISweOo0Sty3rWSQSG0gtMhuHnShoBrdWdzqUW9JtPFzxMaARrfVWveaa86hy8rAOwheiJRI3UEjLKwqgJEv0w+54nrtH1TA+gTDuWbG+5i0oznbveJpKdaXohw6NG6apqE7lma0ww61mt31DodsEQIFNH7l1SPVSlGnOSB/9B8ry7T9Gxl44kyxMBINixPfOahd9p7kDtX7bWXJyMAfchaeFZF3ScihMM09A9rsKgqNF5wYwq7AkDuH2gHvp0qXccsst9OnThwEDBvDFF1+QkpLC9u3bG903KiqKmJgY059Op2t0n9ZIeZWeJxaImfjpg+MZ0a1t3Y2K0tEpeioVHX8c11NQWuXaQYV1EtJTfYVnzYLWDlpMsvIfpDmMxC5OFZ0yrTdPwG3MonuCvLrvNLjIWO+4+jXY/Inzz+EJEvqmotVBlzHm293GgZeP24ZjM/2vEQZLlUWw8hV3j6ZpnN4uMrYBEebMdWNYGqe1NtT67eAYGH6vWN/5DZQ1Q9mMvRxaDBh/tw1Vjsli1ex29/Fwydtiff275sxwS0d1KHeWYRpAQDj4GUsWzyQ777gS17P3F0CBDsPN9du9LhZLKStvEm4PuGtTUFAAQHh4eKPbDhw4kNjYWMaNG8fKlStdPbQWy3v/HuF4TgmRwb48eVGC9Y3yTwKQo4uiQq9h6X4Xt+vSas0GS55inFaWbzbBUWW5vS8TEwO5R+HUNrcNTdLySCkylyG4POA26M2mae6UlFsy5A4YM1usL3nM+EPuREwBt4c8X0fpOs683vMi943DHrRamPSqWN/xpagDtYfsw7B1nmdkv1R38k6jxPOyhRhjYJ57VLjLtybUgDskVkwWRfeFqlLY5oG9epP+FMvgWLHc/5t9+1vKyROmiMCjzxWi5vn3mS2/RZ4rDNNASNPVLHfuMecdV+J69vwklmpJJUCvS8Qyea1jKhEJ4GEBt6IozJo1i/POO4++feufaY6NjeWTTz5hwYIF/Prrr/Ts2ZNx48axZs0aq9tXVFRQWFhY46+1cCCtkI9XiwzyS1P6EBpQj1zcWKOsD4kH4I/daa4fnCorV7/w3Y16AR8cKxx6AXyDIeFSsS7N084asosq2HuqwKXnsJSUJxcmu/Rc5KcItYjOV0isPYXRj8OQOwFFmKgddWLfXlMP7hbYEsySbuNAoxM9zLtPcPdobKfjCOg9BRQDLHvKdgVQ+h6YNx4Wz4Jfbnd/SdEJO+u3Qbi1B0aK5+4pv1/NhSnDHSsCK9VEb8snnhWAlp0xT6ZcMkcsj6+E0jzbj5F9UHzP6Hygx0Rx30Vvgn+4KCdYP8eZI25+XGGYpiLruFsemfshc694v/e53Hx/RFeRIDNUO/c3vJXhUQH3zJkz2bNnD99/33Bg07NnT+644w7OOecchg8fzocffsjFF1/MW2+9ZXX7V199ldDQUNNffHy8K4bvcRgMCrN/3UO1QWFSnxgm9Y2tf2NjwN0mTly8bjyWS1aRi41BolSncg/JcNdXAzvgGrHctwCqK5p3TBKnYzAo3DhvM5e+v47lB1zX1scy4E4rTqOs2oXZvByL4FPrQaU1Gg1Mel1IzA3V8OONTXMLtuRsyXCHxMH1P8MNC4QUsyUx/gVxcXZ8JRz5u/Htc47A11Oh3DjZdWgx/PWw+8p1KkvMba1srd8G8b5W5eeZrUxWrtZwB8eIZd9pora5KF38RnoKh5aK75yoPsL5P7qfuK1mvW1BbQnadax5Ej6wLUx+Q6yvfqNlT7iYDNMSnd8ZobGA22CAfb/Cp+Ng8SPOPbcns+o1+Og8z8z8q15F3S+s21pUVV8dXNS8YzqL8JiA+7777uOPP/5g5cqVtG/f3u79hw0bxpEjR6w+Nnv2bAoKCkx/qampVrc721h/LIe0U8nE+5bywpRG+roaA+6gmC4kxodhUGDxHhfLyqOM8nZPcSpXe3DXDrg7j4bgOCjPh8PLmn1YEuey7mgOBzOKAHju932UVLgmw2YZcCsopBS60Ok+14ODT60WLp8rpNNVpfDdVXBquzBnOXNSXHhkHxITb+m7xWOntjfsBFxdYSqDadE13CrdxkHn8909CvsJ7wzD/iPWlz0F+ga8P86chK+miP7VMf1hyoeARrRcWv1Gc4y2LsdWitrekPb2O92rxmmtrY7bMsMNwnNg6J1ifeMHnuN1ogbWqkKt71Sx3P+r7cdQ5eS9p9S8v9+Vwr3ZUAW/3+va9oeuRDVMc2b9tkp9AbeiwJF/4JPR8Mutopf71k89MwB1NqV5wi0/cy/8fLNnud0bDLDnZ7FuKSdXUWXlR5bLxJODuD3gVhSFmTNn8uuvv/Lvv//SuXNnh46zc+dOYmOtZ3B9fX0JCQmp8dcaWLx+Byt8H2WJ96NEaxuR0Z8xXryGdeSyAXFAM8jK1V7ceSdEpsHdWPbgtkSrE+0RQMrKzwLmb0g2racVlDPnn8NOP0dBRQFFlSKo79lGvJ9OFLqwjtsTWoI1hJePaBfWbrCQen42Ft5OgHf6w3vnwAdD4KMR8PH54rHPxsL/9YGVr4r2X7XJOy7kvD7BQt4rcR+jHhGS1NwjsO1z69sUpsNXlwnX4rY94cbfYOD1cLFRlbbqvyLwbm7U7/M+l9uf4TMF3K3Mqbx2hhtg0K3C6yRzr1mi704qiuHYCrGuBtx9rhDLE2tsc9bPOSr8ZbRedVv1aTTCQM03RJjubfrQeWNvTtJ2i2XcQOcfO7yrWOZZ/O6lbIb5F8O300RLPZ9gCOsoHlNrh89m9i0AvbHsImMvLHvSveOx5OQ6KEoTZndq+YQlcQPFJFtlsblUQ2IXbg+47733Xr755hu+++47goODycjIICMjg7Iys/xy9uzZ3HTTTabbc+bMYeHChRw5coT9+/cze/ZsFixYwMyZM93xFDySrKJy+hz7jBBNKUHVZ2DpEw3voPaZDuvAJf1j0WpgZ0o+Kbm2GcJUVhtQ7J3ZDooSF2ookH2IjJIMUgvdqD6w7MFdG9Wt/MjfUJLTfGOSOJUTOSX8ezALjQaev1R4CHy+PpkDac71dVCz223925IQIZQcLjVOawmO3T6BQjrdcaS4rfUCLz9x0eUXJmpig+MgtIOokSzNEQ7n/9cHFt5bs/TE9Hy7OV8KKbEPvxAY+5RYX/nfujWyJbnw9eXCrbhNJ7jpdyHLBTh3Bpz/qFhf9BAcbMa2MyU5cNjY+zzxevv3t2wNZjA4b1yeTu0MN4hSiIE3iPUN7zf/mGpz9B+oLoc2nc0T++GdRdCgGCDp94b3B/M2nUfXldeCKAW58GWx/u/LLS9DW1VmVhc60zBNRc1wF6TC6R3w3TXw+YVwcr3wGhk+Ex7YDWOfFtvt+dFz1BGuYufXYqlOAm2b5zllGKqcvM9U8PKt+7hWK2XlTcTtAfdHH31EQUEBY8aMITY21vT344/mvsfp6emkpJjlmJWVlTzyyCP079+fUaNGsW7dOhYvXswVV1zhjqfgkSxdt5XpWuMMLxrxoT601PrG+mqReQAI60hUiB/Du0YA8OeexrPcKw9lMfjl5fznmx32D9RonJabtpWr/ryKKb9PYVfWLvuP01SqK8ztK9r2rPt4VC/xY22o9pwvSIndfGnMbl/QM4pbRnbm4n6x6A0KT/62F73BeT/2asAdHxxP51Ch2nFtwO3hGW6VgHC49S94Lh+ezYWnM+HJU/DESXj0KDycBA/thUeOwJVfiIy4vhJ2fSMy4F9NEZI29fl6Qgs0CQy8CaJ6i7IbS3l4eQF8M1WYTwXHiWA7pJYS7YKnRLCmGITENGVz84x5z0/i+zxuoNnA0x4iuovAobIY8pOdPjyPRFEsMty1/o/D/gNo4OhyyDrY7EOrQZKx9rr3ZTUn5NQs9z4b3MoPWByjPs65SQTk1eXwx/0ta+LFlYZpICbVfIIBBT69AA4vAY0WBt4I9++Aia9AYIRwfvcOhDMnzu5OMBn7RMmU1hsueQdGPSzu/+N+c0tPd1FVZn6/W5OTq6jtwQ4taVnvdQ/B7QG3oihW/2655RbTNvPnz2fVqlWm24899hhHjx6lrKyMvLw81q5dy0UXtZB2Ks2AwaDQZtscfDR6MiOGwghj5n/xLCi3kskrPC2+eHU+JnmmSVa+q+GA+6etqcz4chuF5dUs3Z/Bsexi+wYbJS503j6+kPyKfKoMVcxaNYvsUhskX84k77h4DXyCa0rlLDH15Jay8pZIUXkVv2wXvbFvGdEJgGcv7U2Qrxe7UvP5fovzaqxrBNwhIuBOLkh22vFrUJoHJcbPS0sJQBvLSuu8oO8VcMcKuH059L5cXKwdXwXfXgmrjC2pPDmj35rQeYkLaBD1mDlHRJnQt1eLi8yAtiLYVvu6WqLRiAvQHpNE4PLd1Wa1kSvZ9Z1YOpLdBvGcVR+S1lLHXZpnlsTWLuUI72K+IN/0QfOOy5KqcrPXSkKtYFl1Xj65XpQ51MeZZFHfrNGaa1etodHAZe8KOf3JdbDdA1uj1YcrDdNAHDOiq/l278vh3i0w5X0ItfBp8gmEBONrvOdHzlp2fSuWvS4SEw1jnhRqr8pi+PkW97ZIPLQEKgqFuix+WP3bdRolyiiKM0UphcQu3B5wS+rBoIc1b5m/FO1g685tTK7+F4Cwi58XH+w2nURgveKFujuo5kOh8aY+pJP6xOKt03Aos4hDRoMpSxRF4d0VR3hswR70BoUgXy8AftxqpyQ8qjc7fH35o1wEQnGBcWSXZTNr1SyqGjLgcTaWGcL6fnz6ThMy2LSd7p/Bl9jNgu2nKK6opmtkIKO6C0lrdIgfj1wogrbXlx50mjO/ZcDdKbQTIFqDGRTHZoUbLNc4uFgsIxPAN8ih43s08UPg6i/h/l1ChugbIjKTUNdvQeI+uo6F7hPF/2bpbPjhekjdBL6homY7soHJEZ2XUDS0P1dkyb++QpjquYr03eb2N32nOX4ctR93a6njVuXkAW2FL0NtRtwnlrt/tO690BycWC2CmOA4iDun5mNhHcR7DIv+2tZQDdc6jjSXP9RHm04w7jmxvvxZ175vnYkrDdNUxj4DiTfAnavEd3h9CizVI2ffgoaNF1sq1ZXmyYREY+mFzgumzROfpcy9jZd9uhJT7+2rTDGAVbwsWldKWbndyIDbU1nzJvz7kuhTWmFf1tiw8nW8NAaOhAzHt8sI8AmAS98RD279DFI21dzBon5bJTTAm9E9ogD4Y/fpGptX6w08+dte3l4ugtR7xnTl7asHACKoqay2PaiojuzFy21FfdS07tP45MJPCPYOZlf2Ll7d8qrNx2ky2caAu6EL+MC2ol0CyCy3myir1LN4Tzpbk+3opYpQfXy5UUws3TKyMxqLSZUbh3eif/tQisqreXmRc1q8WAbc7YPb46Xxoqy6jKxS2y5Cy6v0rDqUxfN/7Gf0myvp+9wyNhytxztgr/HHst+Vzhi659Kmo8iiPrQfJr0mJHk9pbLJo7jwZTEpeXS5aBXmHQg3/AKx/Rvf1ycArv1RqDQKT8E306As3zXjVLPbPS9qWiu2GOPzai0Z7vrk5CrxQ41lIBXiWsMdqHLyhEusBw+qrLwht/L63MnrY8idIrivLBatrloCJsO0RNedo/t4uPyDxk3ZOo+BwCgoy4OjKxretiVyeCmU5or2eV3Hmu8PiYUrPsHUrUF1CW9OSnLE9zU0LCdXUVUs6kS/xGZkwO2pDLlT1NXkHYMlj9u8W+6JPQwtEo3pfSY8bX6gyxizqckf99W09VcD7jYdaxzrskQhK/9zd7opw1ZaWc1dX2/n+y2paDTw0pQ+PDapF2N7RREV7EtuSSX/JNne2/i7/D0c8fEhVK/ngV430jGkI6+f/zoaNPx8+Gd+OfyLzcdqErbWwKqy8j0/tdxWIC0MRVHYmXKG2b/uZcgr/3Dvdzu49pNN7ErNr3+niuIaBiyrD2dzIqeEYD8vrhhYs15Np9Xw36n90GqEM/+aw00vZ7AMuL213sSHxANwvKCenqRAal4pX29M5rb5W0l88W9u+WIr8zckczK3lJJKPf/5dgfHa5dsFKbDibVi/WwPuFX8QkS96LhnRZZA4jlE9oDBt4t1nS9c+71QKNhKYIToRx4UIwydFtzu/DFWV5ozOo7KyVVMvbhbWYa7vrIrjQaG3yvWt37W/DJZfbXZeE81pqpNn8sBDaRuhoJTdR8vOA2ntopt6jtGbbRac3CestHOQbuBqnLINk4uuzLDbSs6L7PSRJ1APpvY+Y1YJl5b9zer2zg439iH/M8HzIagzcX+34QqKTbRNsVYtwmiDj33iDlRJbEJGXB7KgHh5pmvXd/YbNSV99eLaDUKm32H07HfeTUfvPBlMYuYc1jI1VWsZLgBxidE4e+tIyWvlF2p+eQWV3Ddp5tZcTALXy8tH10/iBuHdwLAS6flqsGiLucHG2XlWaVZfLhvHgAPnsmnTYHIpI9qP4r7Bgpp2n83/5fd2bttOl6TMPXgbuQLp8dE4ahclCZbI7iY7KIKPllzjAn/t4apH27g+y0pFFVU4+etpdqg8OAPO6330D76D7zaDta/Y7rrC6NZ2vTB8QT61g3S+rYL5WZjXfczv++jvMrxyZTy6nJTJjs+WATa9dVxl1fp+d/fh5jw9mpGvbGSZ37fz78HsyivMhAT4se1Q+KZe8MgBnYIo6CsihlfbqOg1EJyt28BoIjMkrX6WImkuRn3LIyZDTf/AV1G279/m47CzR7EZ7nsjHPHd3ipyKTVzjY5giopL0it685+NmKtJVhtEi4TtaClubD7h+YZl8rJ9eJ/GxABHUZY3yYkDjoMF+v7F9Z9XJWTdxjW8POsjXrMlI2e77aduV8EWQFta9ZTuxNVVn5wsXWvoZZKUYY5g6zKyWszZraoj64qgZ9uhkrbugM5BVXqbkt2G8SEt/q9LmXldiEDbk+m03kWM18Pmntl14M+fS/ds8UHu3DYo3U38G8DF70p1te9bW6zY9GD25IAHy8m9BbGKJ+uPc6VczeyKzWfsABvvrtjKJP61vwxunqwCC7WHsnm1JnGvzDe2voWJVUl9Nf4c0VRCWSZ5bwz+s1gfIfxVBmqeGjlQ641UTMYbG+r5OVrnomVsnITiqLw2JrHuGzhZSw4vIBqg5VA2Ab0BoW/92dwx1fbGPbqCv7710GOZhXj563lioHt+O6OoWyaPY64UD+Sc0t5adGBugdRJX0bPwB9NUezillzOBuNBm4yThBZY9aEHkSH+HIyt5QPVjruGnqqSGRNgryDCPMNAzDVcdd2Kn/hzwO89+9RjmQVo9NqGNIpnMcm9WTJA6PYOHssr17Rn0l9Y/jkxsHEhfpxPKeEe77bTpXeWLax1xiY9LvK4fFKJE7FNwjGPCECFkeJ7W+eAHa2XFuVkw+Y3nSFhF+oeZyWbevOVoqM9ckhcfVvo/MyOpYjvoOb081YDZZ7XtTw/7ZvA7JykyS9AXdya8QNFG0OS3Ndm6XMOy7ew8f+Fe7WVXb4jlSVifZl6nN0lWGaI8QNFOUk1eVnVyC3+wfRgSF+qGhjaQ2tDqZ9JlpjZu2HpbarWptE7jGh5tBo7fOyMLUHc5Ks/NASOL7avvdyC0QG3J7O6Ceg/RDhILhghpBM1UPeoucBWMoIRp03xvpGvacI101DtbGNhb7eDDfAFKOs/K+9GZzIKaFdmD+/3D2CQR3r1r11jAhkRNcIFAV+2mZFqmXBpvRNLEleglaj5anI88Qb0eKCRaPR8PJ5L9M1tKvrTdQKT0NVqag9DO/c+PaJ14ll0p8NO522IrZmbGXJiSWcKDjB8xufZ+rvU1mavNRuk7CXFh3gzq+3s/xAJnqDwsAOYfx3aj+2PDWet6cnMqJrW8ICfPjf1YloNEJNsXRfrf9BqrGtUEkWHFthagU2PiGaDhEB9Z472M+b5y8VPVvnrj7G0Sw7HffV01vIydVacVNrsEJzwL38QCbfb0lBo4H/Tu3Hjqcn8NPdw7lnTDcSYkNq1JlHBvvy2c3nEuCjY/3RXF7884C4qEvfBRqd6J0pkZxNqPXR6Xucd8yiTDjyt1hvqpxcpTXVcduS4QY450Zhbph7RASGzYHBYA7UGguWe08RQcbp7eZ2oCDeHyc3GI9ho5xcxctH1K8DpGywb19bObQUPhoJC/8DX0+F9wfBK9HwZnf4dJxwu/77Gdj8CaybA389Ct9fB3NHwRtd4JUYeO8cWD9HHM8T5OQqGo05y3q2uJUrillOPrCe7LZKcIwIutHAjq+E8aCrUUtruo6F4OiGt7VEDbhPbzN/JzSF5c/BV5fBkWVNP5YHIwNuT0fnJT6EviFwagusft36dqd3EHn6H/SKhqN9ZuLnrbO+nUYjsty+IeLDsvF986x1rQw3wKjukYQFeAPQOzaE3+4ZQbeo+p2Qrxkigvaft6XW29e4Ul/JK5tEC5npPafTO36keCCrZrYy0DuQd8a+YzJRe+2f++Cj82D7l/We3yHU+u3wLqDzbnz7doNE7V5VKXwxuVHlQWtgnrE0IDEykTa+bUguTObR1Y9yzaJrWHd6XcMu20YURWGJMXi+dkgHlj90Pr/dM5LrhnYgxK/m/2V41wjuHi1ajjzx614yCowzoyU5kGvOTldu/5YFO8Tkz61GyXhDTOobw9heUVTpFZ76ba9N466NGnC3DzZL9dSAW5WUZxdV8MQCEUjcMaoL1w3tQGhAw++93nEh/N90MdHw9aaT7F7yqXig27jGnXQlkpZGrDDiJMOJAffen0T7x3aDnedwH9NPLFtDHbephrse0zQV32BzgLF5rmvHpHJ6uxifb0jjpQxBUUJBCKKGVeXgIkARv/Fh8faPoaNRVn7SBXXc2+fDD9eK647IXuLPO1A8VpIlruf2/wYb3oUlj8I/z8GWT+DQYvEZKs0V23oHiExyj8kw6Bbnj7MpqD4kx1efHcmMU1vFpJN3gG2T4l3GwGhjdnvFC64tTVAU++XkKiGx5smlQ381bRyF6caSTo2Q1Z/FyIC7JdCmI1zyf2J97VuQvL7OJhXLXwJgoWEkk0af3/DxQuJgwotifcWLQu7i5Sd+hGrh46Xlf1cN4K7zu/DjXcOICvFr8NAX9o4mLMCb9ILyes2nvjrwFcmFyUT4RTBz4ExTL26ykurIzzqGdOS1Ua+hAX7KWM+CkuPm2VlnYTJMs7Gnr0YD13wrambPnIDPJ7Vq84gDuQfYkLYBnUbHa+e/xpJpS7hnwD0EegeSlJfEf/75D7cuu5VdWbsaPM7xnBIyCyvw8dLy3KW96R4d3OD2D43vQb92oeSXVvHwz7swGBRI3SIe9A0FQHf4L7wqC+gRHcTwrhGNPheNRsMLl/XBz1vL5hN5LNhxutF9amOZ4VbpFNIJgMzSTIori3l8wR5ySyrpFRPMwxfa3kt6Yp8YHpvYC1AIO7pQ3NnvarvHKJF4PM7OHCsK7DT2wh3opOw2mI3TnDkx4KnYmuEGGHIHoBH1q81hBKXKpHtMFKVfjaG6lVu6itvrTl4bUx23EzPcigL/viIMtRSDqAO+ex3cuxmePA2PHje23foaJv4Xhv5HZOf7T4fzZsHF/xPu/3evg8dOwJNpcN82uO4HxyYVXEl4Z2MfaAX2NZNhrivZ+bVY9p4iJqFsYeQDQrVWeNq1LeZObxfXr96BZudxe3CWW7nqhRQ7oGkdI1oAMuBuKfS7UkjgFAP8ekdNg5aUTfgm/0u1omVV9G10i7Lhg33OzaLHpFprGxpfby3PuIRoZl+UQLBf49lfP28dVwxUzdNS6jyeVpzGx7s/BuDhwQ8T4hMCEd2E62FlsTCfsaSqnPO3fcfMvHwAXmkbzu6SU5B3Aqdhb8ANIti+damYZS5KE5luZ0ofWxDz9ors9uTOk2kX1I5A70D+k/gfllyxhJt634SP1oftmdu5ccmNzFwxk9PF1oPYDcfEDPygDm3qV2hY4OOlZc41ifh7C5n1vHUnzHLyPlNQovugU6q4TLeRW0bUbAXWEPHhATwwTrwXXluSZN2YrQFSi+sG3KG+oYT7iR+TuRs28+/BLNP4fb0af66W3D26Cw/2KqSjJpNSfDkWUf8EW7XewIqkTO7+ejsDX/yb33fZP4EgkbgFNXOcfcg5btdpO4Uzs5efOdhyBuo4sw66ro2ZJ2DQQ7GxA0ljGW4QirEek8T6lk9cNy4QQamp9tpGKXjCZSKwydgjallLciF5nfkxR4gfIqTq+SnC7byp6Kvg93thzRvi9ugnYMr7ZiWeRiOc/eMGQu/LhEP85Ndg+jfCdHf8c3DuDOg5SbxPA8I9p2a7PlTztJYuK68sgX1G9URjcnJLfAIg2piEOr3d+eNSOSq6GdF9AvgE2r9/r0vE8vjqppncHV8llo4YbLYwZMDdkpj8BoR3FTNff95vkpso/74MwM/60YwdOdS2Y2m1cOm7onUL1GkJ1hSuGSICjRVJWWQV1TRBeH3L65TryxkUPYhLuhg/sDpvs7zPUlZemAbzL4Ld33NHYQnjg7pQpdHwTpswOObEXo3q7Lu9EsOQWLjlLzEzV5oDX15izrC2Ek4WnmT5SWHUd2vfW2s81savDY+e+yiLr1jMtO7T0Gl0rD61mqfXPW3tUGw8JvpMj7AhE63SNTKIZy4RP05vLDtIyTFjZiF+KIdjxIXX1d7rmFqrFVhjzBjVmY4RAeQUV/L5Ovsmd1TTtA7BNT0RVFn5vM2bAHh8Ui96xYTYdWwQWfiZkTsB+Fs/iNu/O0B+aWWNbY5mFfPqkiSGv/Yvt3+5jaX7MzhTWsWLfx6g2M4JBInELYTECbdpRV+n3Mghdhmz270uAf+wph9PJayDmKw1VNnVwrPFUZwlJvw1OmHuZAtD7xLLXd9BeYHrxpa5T9Rie/lBt/G27RMYYb7I3/erkF4reqGssMXLxRq+wWZlRlPbg1UUwXfTxftWoxPXaxfM9vyAuan0mSoSMBl7IdMJn3t3kfQnVBaJ5EzHkfbt226QWLoy4FbbiXYZ49j+kT1EaYKhyuzCbi+KAidWN20cLQgZcLckfIPgynniyyjpT1HTc2INmuS1VChefOl9FZP72jDzrNK2G4x7RqzH2xio20CP6GDO6RBGtUFhwXbzLO+aU2v4N/VfdBodTw19qmbGUZWVq8ZpqVvhkwvEF45fGJobf2XWhe8DsNPPl2J1ds4ZZKstwRrpwW2NwAi4+U8hgyovgK8uN8/YtQK+2PcFCgqj24+mRxvrCoGYwBieH/E8310s3IF3Zu2kuLKmIZnBoLDRmOEe0c32gBvg2iHxwk1fX4VXxi5xZ/xQ5mQlUq1o6c8R/Avr739tDW+dllkTxPP5ZM1xzpRUNrKHQG/QmzL4lhlugI7BncQ2uixGdouwqabc+kmq8TogZs7X+V1Acm4p93y7gzMllXy/JYWpH65n/Nur+Xj1cbKLKggP9OH28zrTKSKA3BL7JxAkEreg0ThPVl5VDnuNElXV9NJZaDQw5QOR2dzzg9kp+2xDrd8OihauyrbQZYxQgVUWm93hXYH6mncbb1+2TlU67P8VDhgz5L0dzG6rWLYHc5SiTJh/sUgseAeIfvaDbm7auFoKAeEi6wotuye3qff29fZPkrg64K4qE55QAJ0bKUFtiF5NdCvPPSYSiDofYynB2Y0MuFsacQNFn1OApbNNM+o/6C9g5KCBNklxazDiPrh/p6j1cSLXnCuyez9uTUFRFMqry3l186sA3Nj7Rrq3qRXcqhKarAOizm7+RVCcAZEJcOdK6DKG+OB4OgZEU63RsDl9s5BbNZWyM8JwBOyTlFviFwo3/iqcHqtK4NurRZuDs5ys0iz+OCYuUmb0m9Ho9r0jehMfHI9e0bM9s+YPSVJGIWdKqwj00dG/fZhd49BoNLw+rT8jA0/jSyUlulAOV0ez5ISBNQaj8ZIDF3uX9o8jITaEoopqPlp9zKZ9MkozqDZU4631JiqgpidCaqYwG/QNyOWtqwag1TqYqTixGkqywT+c22++nQAfHRuO5TLo5eXM/nUvO1Py0Wk1jE+IYu4Ng9g0exzPXNKbhy8UCo5P1hwnz8YJBInErahy7aaW6xxeAuX5ENLONZmU+CGi9hJEC89iF7axdBf21G+raDTmLPfmj4Us3RWoAbe9UvCES0QCI+uAWTXX+/KmjaWpxmk5R2DeeEjfLfpk37JI1KW3Jkyy8p+bt62cs8g7AclrAQ0MuNb+/dWAO22Xaz4zqZtBXym+D8O7OH4cVVZ++G+orrB//+MrxTJ+qJDSn+XIgLslMnymCO6qyyDrAOWKNx9UX861Q+q29bKJ8C5N70dai4v7xxLk60VybimbjufxbdK3nCo+RVRAFP8Z8J+6O6gZ7qRF8Ps94sug1yUwY3mNL4SR8WMBWO+tCAfIpqLKyYPjbDe1sIZPIFz7gxizvgJ+vMGcUTlL+frA11QZqjgn6hwSoxJt2mdorFBSbErfVON+Nbs9pHM43jr7v5bCA314ZkARABsqu/Lwz+IC/WicsZ5vz492/3BptRoemySC1PkbkkkvaLyOVDVMaxfUDp1FFmhbch5rD4gAOyaikNhQf7vGUgO193afqSS0j+Cdawai0YBBgW5RQcye3IuNs8fy2c3nMqlvDD5e4vW8uF8sfeJCKK6o5sMm9BmXSJoNZzmVq2ZpA66xPTtrL2NmCwO10hxY9KBrHYbdga0O5bXpP11MSp85AUcclJ42RM5RETBrvewPTP3biGspEHL5yATHlG6WqBnurANiQt8esg7CvAmiBjy8i7j+UYOv1kSPScJtvvCU61qsuRJ1gr/LGMeM6VQH+soi1xgOqkZlnUY1rUSh3WAIihHjVI9p1zhUOfnZX78NMuBumWi1cPlcMfsJfK2fQKfOXRts19XcBPp6cekA0cP7x60pLE1eCsA9A+4hwNvKTJYacOuNs2SjnxCum7WC4JHtRSuP9f7+KEedUMetGqZFOpjdtsTLF676EvpfI8zoFswQvTBd1T/cjRRUFPDTISH3ur3f7TbvNzRGBNxbMmrWuquGaSO6Ot7eqmu5KEfYYejB3tOiXjBx/LXgFyZkSw78IIzpEcmQzuFUVht455/Gf/isOZQXlVfx0E+7qK4QdY9nqtLQOzprXVVmzuYYswATekfzx73n8cfMkSx/6HzuGt2VqOC63QS0Wg2PThQTCF9tOklavhOMqCQSV6JKyjP3O57pKUw3Zy8HOFlObomXL0ydKzKmBxfB7h9cdy534EiGG8Rk9Dk3iXVXtAhTzdI6j3asNr+vhYGeo+7klgRFCSNYFEjZbN++6/5PBOlx58Dty5uWfWzJePubpf17Wpis3GCA3d+LdXvM0izR6iAuUay7Qlau1m83RU4OIhZJMGa5VYd/WzHozddkncc0bRwtBBlwt1SCo9Ff9wtf6aYyp3oa1w91MLvtQq41mqf9lXSIg3kH0aDhgg4XWN84tL34kfIOhKu/EuYg2rpvz8HRg/HW6Ejz9uLE8b8dGtdP21JZfsDotmqq33ZCwA1CKXD5RzD4dkARvTA/GCpqXM6ijMcPB3+gtLqUHm16MKqd7b0Tz405F4DDZw6TWyaC7Cq9gc3HxbotrbusopgvbrLbiKxYQmwI53aLhb7TxDb1yMor9ZUcLzjO6tTVfH3ga17Z9Ap3L7+byxZextw9c3ncmOX+aVsqR7OKrR5DJbWwbsD94p8HSM0rIzYwDh+tDxX6CtJLHOwxemiJqIcM7QDth5ju7tc+lP7twxp1Yh/dI5KhdkwgSCRuJaKrqGGtKhX1fo6w5weRvYwfJnxLXElMPxjzhFhf8hgUnHLt+ZoTRzPcAOfeIWrcj68UWVxnYpKT2+hOXpueF4GXUXHkjIAbHGsPVllq7AMOTH4dAh2ffD4rUHtD718oPBhaCidWi247fqGOtdtSaXeOWKbtcM64VCqKzEF8Zyf0vVY/d4f+Ar0dhqzpu4XvkW+IKJVtBciAuwWhNyjkl1ZyMreE3an5zE8O49mSq/AJCGFSXztnnZuBfu1CSYgNQfFPErfb9jO1RqqDRgN3rYFZBxr80QvwDmBQpAio1hedEK087CA5p4THftnDnV9vY9PxXLNcx1kBN4iJgov/B5e+I9xc847BD9fB/EtETU4Lp6y6jG+ThETz9r6329xuCyDCP8JUv781U5QE7D1dQEmlnlB/b3rH2u/aDQgJXnEGaL2Yef1VXNwvlpem9BFjU02Skv40ta9YcmIJd/x9BxN/mcjgbwYzZeEUZv47kze2vsEPh35gfdp6ThSc4PO9n9O/fTDjE6IwKPD28kMNDqN2hnvJ3nR+3n4KjQbmTD+HDiFiYuxEgYPGZaqcvN+VViekGkOj0fDYpF4A/Ly98QkEicStaHUQ3UesOyIrVxTzRJuzzdLqY+SD0P5cqCgULZ1aYg2qNUwBtwPXGm06isAWYMvHzhtT7jFjQKJxPLjxC4HrfxaKOtVLpql0HCGW9tRxH/pLTKaGdRTvn9ZOx/NEjXFFARxxILlSmgdH/oFVr8E30+B/veCfF5w/ztqoZml9rxSZekdxlXFayibhxt+mk+iw0FQ6nidKM0pz7ZtgUuXknc5zekmrp9I6nmULZMOxHD5ceYz8skoKyqooKK2iqKLaapL0ykHt7e7l2xxoNBquHRLPf7eLGe1R7RuZTbPRXfS8DmPZlLWD9f5+3Hh8pQg+bGRfmpAaKwo89OMu1vkfRAfODbhBTCAMukW4oK6fAxveh5Pr4JMxwkRj3DOi7U0L5Lcjv3Gm4gztgtpxYacL7d5/aMxQjpw5wub0zUzqNMlUvz28S4TjRmJqO7bYAXSKjeSD6y3a1rQbJNpX5B6BA7/zrb+W17a8VmP3AK8AOoR0ID44ng7BHegQ0oG3t79NQUUBB/IO8MjEnqw4mMVfezPYcyq/XmM3y4B7y4k8HvtFBAn/Gd2VIZ3D6XyyM0fzj5JcmMwo7JxdLs0z10CqpjIOMKhjG8YnRPNPUiZvLz/Eh9e3whpBScshpr/w60jfbdd3PQCntomyIS9/0W6oOdB5iZKvueeJjhXb5sGQO5rn3K5ElZSHOJDhBhh6t1lqP+5ZcZHeVFa8KJbdxgspt6M4I9NniZrhTtspyoBsCbxMk6lXnf2tv2xBqxWf9/XvCA+WhtzjqysgK0l8T5zeLpa5VnxK1r0tJNCuqosvO2NWXAy8vmnHUseYsU9k+L3rlok5hCnQddJ7XucFPS+GXd+I526rTF3t5tO5ddRvg8xweyyFZdWsO5rDvtOFpOaVUVhuDrYDfHTEhvrRKyaYsb2iuGOU59b5TO4biVeg+OKL8XaObGRknOhpuM3Pl3I724MlpRea1nMLitDknxQ37O3BbSt+IeLi4r5t4ocUBXZ/B++eAyv/CxUtK8NYZahi/v75ANza51a8tPbP2anGaVvSRZC8/qix/7ad7cBqkGqslbPW3k6jgUThFPrl7o9Nwfa1va7lq8lfsfLqlWy6bhM/X/ozb495mwcHPcgV3a9gYJR4v+7M3EmvmBCmJope3m8us57lVhTFFHCn5QZw0+ebKaqoZmjncB4cLyZ01F7cDmW4D/wuel5G94WoBPv3t+DRiT3RaOCvvRnsTs1v0rEkEpcS24TWYGrv7d6Xie/i5qJtN5hgzKb9/YzjcnhPoimSchCZrKg+ojxAzQI2hZTNcGAhoIHxzzf9eM6kTSfxOhmqbMtQluSCei3ThMnUsw5VVn54mXD+Pr0D9i2ANW/B7zOFavDtPvByNHwyGv56RNRPq8F2eFdxjIveMjtqL3nCdeV9e38RPkRRvUUdflMIjRc+TYYq0WfeWZjqpp0Y6KqTIUl/2qboqSoXmXZoFf23VWSG20MZEB/K/00fQKi/N6H+Psal+FNdh1sCRwp3o9FWYqgKZlOSH5c7QbHVNawr0T5hZFbmsz11NSMVxeYZ4YPpwsl6+uB49u3chBYDlV5B+ARFN31gDRHWAaZ9BkP/A8uehNRNsPp12P4lTHnf3HfSw1l6YinpJelE+EVweffLHTrG4OjB6DQ6UopSSM4/xbaTwsm1KYZppBq/vOOHWH+8/zV8tm0O72iFwuHO/ncyM3Fmg3L4QVGDWJW6iu1Z27mFW3hoQg/+3JPG2iM5rD+aw8huNcebV55HaXUpGjQ883Ma1XovLugZyUc3DDJ9ZjuFdAIcDLhV1/t+V9m/by16xgQzdWA7ft1xmjeXHeKbGVYmKiQST0BtDZaxR1wo25r9M+iNARnNJye35Nw7xAVo8lr47W64banrHNJdTXWFkIyC4wG32iLsz/thyycw7B7HXw9Fgb+fEusDb4CYvo4dx1VoNNBhGOz/TcjKO53X8PYHfhNGqzH9XTf53xKJ7iMmabL2w7uJDW/rFyqywu3PFe7Z7QZBoMUkfq+L4di/ov/03l+gf9N/R2ugKOJ6DmDgjU1XKWg04jkcWSYmbdoPbvoYy86YWyw6U9XRZQz4BItJudPbIb6RkohTW6C6XDict6L3e8uJ3FoZsaH+TB3YnrG9ohnUsQ3dooKIDPZtUcE2wJrTYjatuqQnf+5Op6TCDlOFetBoNJwXL2bn1lEqpEQ2oma4pw1qz0MDxSxnUlU0hzKbKdPcfpC48LrqS1GrVZwB314Jy5/zeDdzg2Lg832fA3BD7xvw1fk6dJwgnyD6RIi6zF8OrKKy2kBUsC9dI20rKahDRZFwMQbrGW5gbvKfvBMeBsA9of24b+B9jdaenxMtZqh3Zu3EoBiIDw/g+qEdAXhj6UGUWrPkanZbXxVCtV649H9842D8vM0XlV1ChRrF7oC74JQoSQCzCVwTeWh8D7x1GtYdzTGpDCQSjyOqD2h0IuArTLN9v9PbxQWmX6ioM2xutFq4/ENxIXpqC2x4t/nH4CyKjSajOp+mScH7Xy32z08RBpCOsv9XIRv2DoSxTzt+HFfSwVjHbUtd6x6jnFxmt+sy9E7zelC0MD/sf41owzf1E7jtb3jkCDx+Em78DS54EnpcWDPYBlHCN2qWWP/nOagsce44T2+HzL2g8xXtB52Bs+u4k9cDiiihdMSLoT68fM0t+ZJscCs3ycnPb1XlEy0repO0KBRFYc0pEXC31SRSUqln4a7TTjn2iPaiTmS9v7+YtbSBgtIq0gqE22Wv2GDGts0H4IihHfd9v4PyKgfbztiLRgN9Lod7t8AQ44/J+jkw/2KPdrVdnbqao/lHCfIOYnrP6U06liorX3dKmMqM6Bphl/laDU5vFy7EoR3q1MUrisIHuz7gg10fAHB/Xj7/Sd5nk+wpITwBP50fBRUFpgD53gu6EeCjY/epApbtz6ix/VfbxI+ioTKC64Z2YM70xDoTZJ1COwGQW55LYWUhNrNvgVh2HOlYX08rNDaBIJF4BN5+5iyIPbJy1Wip61j3mfKEdYDJRr+Ilf81Twy2NCxbgjXlAtnbX3ibgOMtwqrK4Z/nxfrIB5wbODiTjsY67tQtDbs3nzlpVGhpnDaZelZxzs3w8CF4Mg0eOQy3L4MrPhbdAAZMhw5DRf2+Le/L4TPFZ7LwtKgNdybbvhDLPlMhoB5zYHtxesBtbAfmrPptS1S38qQ/G5fsH1f7b49x/jg8GBlwS1xGcmEyqUWpeGm9uDFxPAAfrjxGZXXTXVuHxQ1Dh4YTPt6cPrrUpn2SMkSA0y7MnxA/b7S5wqE83Tuew5nFvLLY9ky5U/D2g4veFNlu3xBRhzz3PDhk2/NpLqr1Bo5mFfHOduEue3XPqwn2CW5kr4YZEiuk38klewCliXJyo2FaLTm5oii8u/Nd5u4WF3azEmdyR5kC+SchpXH3WG+dN/0jRf3o9kzxgxcZ7Mvt54k67DeXHaJab0BRFN5cdpBFB0SdVc+ITrxyeV90VgzgAr0DifIX5j7JBcm2P0c1A2KvaVQjNDSBIJF4DJaycltRDQa722/s6FQSr4cek0FfCStecu9YHEVVFjgqJ7dk8O1CsZC81rEJiC0fiwx5cCyMmNn08biKqN7gGyqcxzMbmChSzdI6j2qxRqouRaMRkyo2muo2iLc/TDB+Bte/I95HzqAs3zwpPvhW5xwTzK3Bco8KtU5TMdVvN7H/tjW6TwAvPziT3PDEaFm+udVZl9ZjmAYy4Ja4EDW7PTh6MLcM70VksC+n88v4eXtqk48d4hNC/zbCiGp97l7hBNoIB41y8gS19ZSxB/fY84Tc8OtNJ90TdPS5HO5aDbGJ4kv1++nw99PNLjHXGxSOZxezdF8G7604wn3f72TSnDX0fnYZE+fO51jhfjSKFxd3bLrsLTEyER+tD3ptPhqfHMf7b4PZfMNCTq4oCm9vf5vP9n4GwKODH+XWAXdBH2PLud3We3LXRpWV78gy98K84/wuhAV4cyy7hF+2n+LZ3/fzwcpjaL1FjeMlvfs1mK232zgtK0lcsGm9offltu1jI5HBvsyoNYEgkXgcMUbjtPTdtm1flAnpu8R6t/EuGZLNaDTCOBOEGquFGWUCFhluJwTcYfHCKRrsz3KX5MKa/4n1sc84JwhzFVqdyL5C/e3BFMXCnVzKyZuF3lNEiUl1uSjlcwZ7foTqMohMqLeszSECwqGN+H0mbWfTjlWcDVkHxLorMtw+gebvWtWp3Ron1wtFYkQ3CG3v/HF4MDLglriMtaeFfOX89ufj563jnjFdAfjg36NUVDddvj2yozAaW+/rBScbr5NKMhqmJcQGC0mx0cmyT/9zuet8UVv7+II9pBc0Hrw7nfAucPvfonUKwIb34IvJDs/AKoqCQTGgN+ipNlRjUOoPpCqq9dz0+RYSnl3K2P+t5u5vtvO/5Yf5c3caBzOKqNRX4x8t6u0q8gdx62eHari9O4Kflx8dg4SDXmTkSeLDAxw7kMEgavnAlOFWFIU3tr5hclOfPWQ2N/W5SWwzwGietP93m2q4LJ3KVUL8vLl3TDcAnlq4j683nUSjgU4xolyhfXDDPyKqrDy5MLnR8wPmC7LuE5wnVbNgxvldaGOcQPh1h3NKPiQSp2JyKrcxw31shXG/xKa1i3IWUQnCuVpfAcdXuns09tNUh/LaDP2PWO75SbQ7tJXVr4m+zDH9RHtNT0dtD1ZfHXfGXsg+KOp+G2p7JXEeGg1MehU0WuEFYMO1Y4MoillOPvhW59ckO0tWrsrJo/vWrW93FgmqW/kf9W+jyslbUTswFRlwS1xCSVWJSYZ7vrHe+tohHYgO8SWtoJyfttqf5VYUhZ0pZygsF5nf89qJzPRmfz+qbGgPdjDDIsNdeEq0J9F6Q5tOPHxhT/q3DyW/tIoHf9iF3uCGelYvX5j8Olz9tZCindoKc0cZW01YrwHbnb2bUT+MIvGrRAZ8NYD+X/an35f96P9VfwZ8NYDErxMZ+PVARv84msNnDls9xqbjeaw5nE1ltQE/by1924VwxcB2PD6pF/NuHsxT04vQ+KUSaDBwb5mB0/llTPtoQ5PVAH7Voi4ztM1Jxw+SfRAqCoV5TrRwqv3j2B98kyTazjwz7BmuS7BwKO4wXJjVVRZB0qJGD58YmYhOoyOtJI2MEvPzvXF4R2JD/dAbFHRaDXOmJ1JOFiB6cDeE3Rlu9b3d5wrbtreTED9v7jFOIMz55zBF5Z5t3idphaiS8vwUIUlsDLV+21O6P2g00PMisX7wL/eOxREsa7idQYdhQrVQXQ4rXmi4xlkl5whsE6adXPiKMKXzdDoajdNObrRe17r3J7HsMVGY+0mah9j+cI5xEn7J46KjgaOkbobsJPDyN7cxcyamgHtHw9s1hivrt1V6TBTX1NkHIdv69abJMK2VyclBBtwSF7ExbSPVhmo6hnSkY4gwZvLz1jHzAnFh//7Ko3ablH229gRTP9zAMwtFrWxCRAJtvAIo0WrZfaLhgFtvUDiUKTLcvWKCIcf4ZRDeBXSi1do71wwk0EfH5hN5fLjyqF1jcyq9L4O714g+juX5sOB2+L/eop9rtrkHtEEx8MqmV8ivyEev6DEoBhSsTxTkV+Tz5NonqbIiU9+eLDIMlw6IY/8Lk1h03yjenp7If8Z0ZVBnX7489CEA954p4P6KBdzT7jillXru+no77/97xGGzrawsEZgWcLDBDHyDqP232w8yGSP9eVzIme7sfydX96wl09NqzZkRG2TlAd4B9ArvBZjruEG8l9+4sj/ndmrDpzcNYnyfMHLLhaS80YA7xI6Au6rMXOfYYVjj2zvIjcM7EhfqR1pBOTfM20JBmQy6Je7lWP4x0oqNtcP+bYQpIjRunKavNhtpurt+2xI14D68tGkX+O7A2RlujQbOe0isb58v1FxnGpl4Xf6saJ3VY1LLuViPGyiy16U5dXuxG/Sw11j3K93Jm5+xz4jERsaepvWFV7PbfaeBf5hThlYDNeA+ta1p/cNdWb+t4h9m/mxay3IXpkPOIUDj2sDfQ5EBt8QlqPXbo9rV/FBdfW48caF+ZBZW8MMW2+XS+9MKeGPZQQBWH87GYFDQarSMiBsJwPrKzAZbxiTnllBeZcDfW0fHiEDz7FtkD9M2ndsG8uIUkSWds+IIO1KcYFLhKG06wW3L4PzHIKCtaMuy4V34YAh8Og62fc7iQz+TlJdEoHcgv0/5nX+v+peVV69k5dUrWXX1KlZPX83a6Wv5a+pfhPmGcejMIT7e83GdU6l9sId1Ca9j9PXOzncoqCige7XCtYViwuLR0v9x/yDREuytvw9z/w+7KKu07wLyTEklx061QdH7UqYv4lDeocZ3soYacBvrpvLL89mWsQ2Ay7tebn0ftWXH8dU2ucKrsvIdmTVnmEd1j+Tnu0cwtlc0p4rEcUJ9QwnxCWnweGqGO6UohWpDI5mdjL3iIjMwyqX1Tn7eOj65aTBhAd7sTs3n+s82kV9a6bLzSSQNkV+ez/RF07lxyY3mCT1bZeWntkJ5gQjS1YtVT6DDcPALg7I88/dWS8HZGW6AvlfAlZ8Lw9BTW4Saa9+v1rc9sRYO/SXM1lTTq5aAl6/5PVhbVn5yPRSlicy2J00MtRYC28KYx8X6vy+J7wx7Kc0TvdbBuWZplsT2F+/7kizhru4IhWmihFKjNasuXIWlW3lt1KA/doBLyuM8HRlwS5yOQTHUqN+2xNdLx71jRZb7g1XHbMpyl1fpefCHXVTpxYVXfmkVx3OE8czIDhcAjbcHU2uOe8QEi6BSzXC37VFjuyvOacdlA+LQGxTmrjpW+zDNi5cPjH0KZiXB9G9FhkSjg9PbKFs8i3fWvwDAjLixdAntTGRAJG3929LWvy0R/hGE+4UT5hdGfEg8Tw8TvUo/2/sZ+3L2mU5RrTewKzUfgMEda34B7s3ey4LDYgb+qawsvACi+6EpO8Os/Fd5bUovvLQa/tydxtUfb7Sr9n3ziVwURYefXrwXNqc7eAFaK+BemboSvaKnZ5uexIfUk2kO72zskaqYfywbYFC0uGCyNE6rMwxjD+74oMZbdkUHRuPv5U+1oZrTxY38gKp1W+0GubxfZd92oXx/xzDCA33Yd7qQaz/dTF6JDLolzU9SXhIV+gqySrNMyhGTcVpjGW5TO7BxwrjKU9B5mXvVHlzs3rHYi7Mz3Cp9p8Hda6H9uaI2+5db4feZNf01DAb4+ymxPvjWGpPkLQK1PVht47Q9Rjl57ykiMJc0P+feIcy7SrJhzZv277/7B+HLEN3PdZN73v4QLfxuHK7jPmGUk8cOcE0W3pKeF4vAPn1XXdVKK5aTg4cE3B9++CGdO3fGz8+PQYMGsXbt2ga3X716NYMGDcLPz48uXbowd66D/RwlLiEpL4mcshz8vfxNwYolVw2Kp12YP9lFFXyzqfH63deWHORIVjGRwb70NjqMb00WWdkRcWK2LsnXh5wj9bfTOmg0TOsda2xnZQq4e9bYTqPRcKfRQG3NkWxKK22oLXM1Xj7C1fXa70XwfeHLfBPbhUwvHbHV1dyw+kNY/XqDh5jYaSKTO01Gr+h5at1TlFcLg6+k9CJKK/WE+HnRPSrItL3eoOeVza+goHBp5GAGVVSIH6ZrvhEz8qe3cU3+p3wzYyhtArzZe7qAy95fz04bVQEbjomL6B4hwgV8c4YDAXdxNuQdF+vtzwVg+UnRCmhcx3EN79vXWA9tQ8CtZriP5h+loML6LLgp4K4vyLdAq9GayiwalZVbBtzNQEJsCD/cOYy2Qb4kpRdy7SebyCmuaJZzSyQqx/LNk52qesRUx53eSIb7qIe0A7NGz8lieeivpslDm5OKYuGTARDi5IAbhJrr1iUw6hFAAzu/ho9Hm//Pe34U7vS+ITBmtvPP72o6GDOKlhnuqnI4YJTcSndy9+HlAxNfFeub5kKOHaWEigLbVbO0W1w7Id5U47RkY2a5OWTcQZHm9/xBC58cRYETrbP/torbA+4ff/yRBx98kKeeeoqdO3cyatQoJk+eTEqKdbnxiRMnuOiiixg1ahQ7d+7kySef5P7772fBggXNPHJJfahy8uGxw/HR+dR53MdLy/3jRGZz7upjDQa1qw9nM39DMgBvXtmfsb2E4+w2Y8Ad4R9BQpCo7duQvqne2jg1w90rxij3NQXc3ets2ycuhPhwf8qrDKw+lN3QU21+gqPJGXgtnwV6A3B/cG/8FAU2f9xoG7Enhz5JW/+2HC84zvs73wdg20lRv31OxzZoLeTkC44sYH/ufoK8g5jlL9zliR0gLo4uN05wbf6IYWVr+WPmefSMDia7qIJrPtnE5uO5jT6N9UdzABjfWZQEbM/cbrW+vEFOGftvRyaAfxhFlUVsShctwiZ0aMQsqfcUMQt7ervoG9kAEf4RdArpBMDOLOutOUwBdyP12yo213GbAu5zbDquM+gRHcwPdw4jKtiXQ5lFXPPJJrIKy5vt/BLJ0Xzzha/62TJJyrMPioDFGoXpxgy4Bro1MunmDrqNB52PmCjMqcdUyNMozhRLnyDwDXbNOXTeMO4ZuPkPkUXPPQKfjRPdOla8KLYZNUvIgFsa8UPEb82ZZPH+BKHCqCiAkHbQcaRdh6s2VFNW7YZOKmcrPS6EbhPAUGVWUtjCyQ3iM+wd6PpJk6Yap5nqt5sps6w67quTSiAk7YWnxfdfvOv8aDwZtwfcb7/9NrfffjszZswgISGBOXPmEB8fz0cffWR1+7lz59KhQwfmzJlDQkICM2bM4LbbbuOtt95q5pFL6mPtKetyckuuOKc9HcIDyCmurDfLnVdSySM/i76rNw/vyJieUQzq1AaA7SfNrUTO6ySCq3VeBnPv1VokWfbgLs0TEiKoIykHkeWe1EfUqi11R1/uRvhw14eUVpfSJ6IPF13xPQRGirpAtd1CPYT5hfHccNF38qsDX7Ejc4epfvvcTmY5+ZnyM7yz4x0AZg6cSVt11leVdPa6CEbcL9Z/n0m8ks6Ce0YwukckFdUGZny5jf1p9ddDZRaWcyy7BI0GpvYZTBvfNpRVl7Evd1+9+1jF1H9btANbc2oNVYYqOoV0omtY14b3DYqCTsLl3pYst7V+3JbYHXAb67gbbA1WmmfO4McNtOm4zqJbVBA/3jWc2FA/jmYVc80nm8gokEG3pHmwDLhPFRsz3CHtwD8cFL25n2ydHY3mme3O8czgzDfYnGU61ELcyk1ycifWb9dH5/Ph7vWifEpfCX8/LeqcQzuYW4m1NPxCTB00TFlu1Z287zS73Nb1Bj13Lb+LcT+N43jBcScPtBUz8b+g9RKGhju/tW0fNbvdb5r4H7sSNeBO22W/4eKZZNHdQevlUuPVGvS6RCxTN5v9H1Q5efxQ8HGwDWwLx60Bd2VlJdu3b+fCC2tKvy688EI2bLDeG2/jxo11tp84cSLbtm2jqursctbNLs0mpdCxPszuIrcs11QjPKp9/fIVb52W+8aqWe7jlFTUzHIrisITC/aQXVRBt6ggZl+UAMA5Hdqg0UBybinZRULqOtJ4no3+fuiP1HUrLyitIs0YLPSMCRbtRUBcwPkG1dkeYFJfcXHxb1KWU3qGO4tj+cdYcESoOR4Z/AhaLx/ofbl4cF/jKo8x8WO4vNvlKCg8te4ptp4UF1ODOrYxbfPOjncorCykZ5ueTO85Xcj5QGS4VcY9K0yAKovgp5sJ0lbx8Y2DGNIpnKKKam7+fCvJOdb7XG80ysn7xoXSJtCXc2OEHFzNTttMqjHDbazf/uek+N9P6DgBjS3yrj5TxbI+ox4LzokyBtyZzg24G8xwpxnPFd7VLQYjndsG8uOdw2kX5s/xnBKmf7KR0/kysyJxLYqiWJeUazRmWXl9ddymdmAeKCdX6dXC2oOZDNNcICe3RmAEXPMdXPSWcPgGGP8cePs1z/mtUFpVymtbXmNrxlbHDmDZHqwsHw4vE7ftdCdfcGQBWzK2UFRVxFtbZZLJaUT2gBH3ifXf74Wt8xreviQXDvwu1ge5yCzNksheIpNeWWS+frUVtX673aB6r3edTmg7aDcYUMyycpOcvHXWb4ObA+6cnBz0ej3R0dE17o+OjiYjw3pmMSMjw+r21dXV5OTkWN2noqKCwsLCGn+ezk+HfmL8L+NNmcaWwrrT61BQSAhPICogqsFtpw5sR6eIAPJKKvlqY80s90/bUvn7QCbeOg3vXJOIn7cwvwn196ZntJC1qVnu/pH9CdL6kK/TkXT87zrnSTL2324X5k+ov7exLQFWs9sqA+PbEBXsS1FFNRuONi6Rbi7+t+1/GBQDY+PHMjhmsLiz7zSxPLiofqmlBY+d+xgxgTGcKj5Fgd9CvLQaBrQPA0RfbzWgf2rYU3hVlpqzrJYBt85bOMwGtIXMvbDkMfy8dXx2y2ASYkPIKa7gxs83W5UibzgmPqcjukYAMDRWBMxb0rfY/kJUV0CaUd7dYRilVaWsO70OgPEdx9t2jIQpwoQuY0/dli21UAPu/bn7TfXvKlWGKlOPblsD7k6hnYBGAu7TxufXjHLy2nSICODHu4YRH+7PydxSpn+8kdS8UreNR3L2k1maSXFVsem2KeCGhp3K9VXmLEo3D+m/bY0exjruU1uhOMu9Y7EFtftHc2S4VTQaGHIH3LMRblwI/a5svnNb4fuD3/Nt0rc88O8Dpu96u+hgNE5L2STaJekrRSmUmvm2gbzyvBrXg2tPr2X96fX2j0VinbHPChM1FFg8C9Y3cO29+zvxP4wd0Dy/z1odxCWKdXvruJuj/7Y1LN3KDXoLWfuY5h2HB+F2STlQJxulKEqDGSpr21u7X+XVV18lNDTU9Bcfb9tFsTvp17YfBsXAqtRVFFZ6/gSBiqkdWAPZbRUvnZb7x4ka6o/XHKOoXCgUknNKeOFPIRl85MKe9IkLrbGfmo1V67i9td4MixbB57qio1Be8/U6aCknh3odyi3RajVMVGXl+zxDVr4xbSNrT6/FS+PFQ4MeMj8QP1Rk6ysKzYZBDRDsE8yLI0RdnE/4Jjp3OI2/j04YpW16BYApXacIszA1kxQaXzfLGhIH0z4DNLDjK9j1PSF+3nx527l0jAggNa+Mmz7fQkFpTeWJapg2vFbAvTt7t+21ael7hDtoQASEd2F92nrK9eW0C2pHQniCbccIjDDPtu5vOMvdPrg9kf6RVBuq2ZtTM7uWXpyOXtHjp/Mj0j/SplOrpmn5FfmcKa/HaK6ZDdPqo32bAH68czidIgI4daaMh41lHhKJK1Dl5F4aL6BWwB1jnPSzZpyWull8Bwa0bfYSDLsIbQexiYAiJKyejitagtlKRFfoekHzn9cCRVH445ioRS2qKuL5jc+bW9XZihpwZ+4zZ0/7X2WX0db/bf8/k/Ls+oTrAXhz65uNt5a0QmW1gUMZRXbvd1aj1cJFb8J5s8Tt5c/Cvy/XNTdUFNE7Hponu62iBvb2BNyK0jz9t62hBtwn1oqJ0PICYXzoyd/NLsatAXfbtm3R6XR1stlZWVl1stgqMTExVrf38vIiIiLC6j6zZ8+moKDA9JeamuqcJ+BCeoX3oltYNyoNlfydXDdr64lUGarYkCZKARqq37bksgFxdIkMJL+0ii83JFOlN/Dgj7sordQzrEs4M0Z1qbPPYGMd99aT5kBlpLGOe72fr/kLxkiS0aE8QXUot9KD2xqqrHx5UibVeoNNz8dV6A163tomJGTTe003ZUgB8UNhkkfbZh44PG44nXzEa1YQ+C1FlUX8cvgXkvKSCPYONgf0qpxcrd+uTdcLYMwTYn3RQ5B5gKhgP76+bSiRwb4czCjiti+3mvp0p+aVcupMGV5ajaluvENwB6IDoqkyVNVrSlaHVLV+eyhoNCZ38vEdxtsmJ1fpY3Qr39dwHbdGozHXcdeSlaty8vbB7W0+t7+XP3GBcUA9ddyK4jEBN0BcmD9f3iZq5bcm59WZRJFInIUqJ1c/b1llWWZViZrhztxft5ZRlZN3G2dXXaxb6HWxWB5a4t5x2IKphjvOveNwE/tz93O84Di+Ol98tD6sP72eX480XoZUg+BoCO8CKGafmb62Z+13Zu1k4dGFADw97Gn+M+A/hPmGcazgmKl1pz28uewgE+es4ePVbm596mloNKJ8YZzwumHNm7B0tmhNp5K8VhiA+QQ1r/LCEafy3GPi86vzMXndNBsRXYWCQ9HDMqMZXafzRHvEVopbf5V8fHwYNGgQy5fXzMotX76cESOsN2cfPnx4ne3//vtvBg8ejLe3t9V9fH19CQkJqfHn6Wg0Gi7tKmaI/jxmpYG8B7IraxfFVcW08W1D3wjbpFJeOi0PGLPcn649wWtLDrIrNZ9gPy/evjpR9Myuhdovev/pAlMgNzJOOH3u8fWh4MiyGtsfzLA/ww0wtHM4YQHe5JVUsiU5r8FtXc0fx/7g8JnDBHsHc1f/u+puoMrKDy0VbVxsoCJzEobKCMoMuTy34Tne2SkkVPedcx8R/sbJK1W6aSknr835j0KXC6C6DH66Caor6BARwFe3DSHEz4vtJ8/wn2+3U6U3mNzJE+PDCPQVX7wajcZ+Wbmp//YQKvWVJmWFzXJylYRLQOsNWfsh+1CDm5rquLPqD7jtoUFZecEpKMkSRidq3WoTyCjJ4Jn1zzTJaKdjRCBdIwNRFNh0wnPKLCRnF0fOiBrFQdGDCPIWNYemfvUR3cDLH6pKzKUuph2N/h2eXL+torYHO7YSKj28RMOdGW4P4PejolZ3bIex3H+OMAt9c9ubpBWn2XegDhbXtPHDoE1Hm3arNlTz8qaXAbii+xUkRiUS6hvKPYn3APDBrg/sUkFWVOv5aZtQjfxv+WFO1OO10qoZNUt4CABs/gj+vM88wbdNNUu7ynWu/dZQA+7MfTaVDgLmuun4oaKfd3OTYHQrz04Sy+ZySfdQ3D4NPGvWLD777DM+//xzkpKSeOihh0hJSeHuu+8GRHb6pptuMm1/9913c/LkSWbNmkVSUhKff/458+bN45FHHnHXU3AZF3e+GA0admTtMLdG8WDUoOe8dueh0+ps3u+S/nF0jwqioKyKeetE8PHK1H7EhVn/gmjfxp/oEF+qDQq7T+UDEBsUSxf/KAwaDZtOGb9kDAb0Ben4Ze7gUu0GhqZ9BYtmQb6xXrxWD+7aeOm0TEgQSotlbpSVl1aV8t7O9wC4s/+dtPFrU3ejuIHQprMIem2QKRaWV3Eks4rytKvQIDLERZVFJIQncHUPCyMXk2FaPRluEPVF0z4Tbum5R0znT4gN4fNbzsXPW8uqQ9k8+vNu1h2tWb+togbcm9Nt6MetKBaGacPYlL6JkqoSovyj6B/ZwDit4d/GLFlsxDxNzbjtytpVQ8aXUiSMDW2t31Zp0DhNncWO7uOUH8r5++ez8OhC3tz6ZpOOM7KbcH7ecNS6X4ZE0lTUDHe3sG6mz5Tp90+rE58JMH83gZigytov2i91Hducw3WM6L7Cebu6DI6vdPdoGsaU4W4m0zQPolJfyZJkoUKY0nUKNyTcwMCogZRUlfDshmcxKHYo3zoON6/3v8rm3b4/+D2Hzxwm1DeUB8950HT/VT2uoktoF85UnOGT3Z/YfLxVh7IpKBMKpcpqA0/+utd+iXxrYMgdogWqRgs7v4FfbhN+BknGBNjgZpSTgyjrC4wEQ3X9ppG1cVf9tooqK1dppf23VdwecE+fPp05c+bw4osvkpiYyJo1a/jrr7/o2FHM/qWnp9foyd25c2f++usvVq1aRWJiIi+99BLvvvsu06ZNc9dTcBnRgdEMixU2/ouOL2pka/ejBty2yslVdFoND4w398OeOrAdlw2oX76m0WgYbJQjb7PIPI/sIC601huK4J1EeCUa3f/14kfdM7zn8z4RG/8L2+aBYoCQ9qI1VCOosvJl+zMxGNzzo/TlgS/JLsumXVA7rku4zvpGGo1Z3mSDrHzHyTMoCrTz783NfW423f/k0CfNkyVVZeasb0MZbhAteBJFXRl7fjLdPbhTOB9dPwgvrYaFu9JYtEdcvI3oVrNlz5AYIXc6kHeg8dn6/JOiN6zWG+ISTXLysR3GotU48JWmysr3/1a3XsuC7mHdCfIOorS6lMNnzD101WCgQ3AHu06r9uJOLkiu+6CT5eS7snYBwgcgt8zx7LQ6UbL+mMxwS5yPQTFwrMAYcLfpZlKNWDdOs7joNLUDG+wWR3+70WjMWW5Pbg+mKK06w73m1BoKKgqI8o9iWOwwdFodL418CT+dH5vTN/PzoZ9tP5jab1vrDb2n2rRLVmkWH+z6AIAHz3mwxmS7l9aLRwaLRNO3B7+1uaPNwp1CLXJxv1j8vLVsPJ7Lz9tPNbJXKyXxWrhqvvifHVgIn4wR/brjzmn8msjZaDTivGCbrFxRzA7lzV2/rRKVIFRJAEExENlwkutsx+0BN8A999xDcnIyFRUVbN++nfPPN7855s+fz6pVq2psP3r0aHbs2EFFRQUnTpwwZcPPRlRZ+aJjizx6FvJU0SmOFxxHp9Exop31coCGuKhvLON6RZEYH8YLU/o0uv1g1TjNoo77vHiRqVzv74dy5gToK1HQclqJYL93H+g/HUY9Ape+A7f+1aBhSUGF6CM9sltbgny9yCgsZ5cxm96cZJdm88U+IWF68JwH8dH51L+xKis/shzK6jHiMrLd+LoN7tSGmQNncmWPK3ns3MdIjEo0b5R5QNTfBLS1LbvRf7rx/H+LHtJGLugVxVtXmX+cfL20DOwQVmPXmMAYOoV0wqAY2JaxreHzpBiz4LEDqNJ5sTJVZIgmdHTQmbjXRaLGKedQ/f19AZ1WZ3p9LOu41WDA4Qx3obUMt/H4Tgi4y6rLOJQnJk70ip6lyY4bNQ3rEoFGA0ezism04kAvkTSFtOI0yqrL8NZ60yG4gzngLrY0TlNbg1kYpx0xlpm1BDm5itoe7NBS+3vrNhfl+SILD60y4P79mJCTX9z1YtNEdMeQjjw46EEA/rf9f7arD8M7w1VfwnU/CsNOG3hr61uUVJXQv21/ruh+RZ3HR7Ufxch2I6k2VPP29rcbPV5BWRUrkoQz/syx3XhovCire2VxEjnFFbY9j9ZG7ylw3Q+ilKU4U9w3+Db3jMWeOu6sJCjNAe8A9/nAaDTmtrXdxtllEng24hEBt6R+xnUYh7+XPylFKezO9lx3YDW7nRiVSIiP/TXyWq2Gebecy8J7RxLiZ70W3xK1jnv7yTOmzPOgmEH46XzJ8vJi++Vz4IE9/N/QdYyseI9vEubCFZ/AuGdg0C311k9V6at4et3TnPfDeXy+73P8vHVc0EtkwptbVq7+iJZVl9E/sj8TO01seIeoBIjqLWZgDy5ucFPV4X1wx3B8db48N/w5bux9Y82NMiz6b9vyRRndG6L7iXYZao9KI5cPbMdzl/YGYGyvKHy96pYcmOq4Mxqp4zbVbw9lW8Y2CioKaOPbxiT5thu/UHMbocZk5bXquBVFcTjgVmu4TxWdokpvYUJm0JuNdeIcfE4W7M/ZT7VilsAvPt7we6MhwgJ86GvsGqC2d5NInIUqJ+8U2gkvrRftg0TAXSOosXQqVxSorjS3A+tup4eDO+k4EnxDxUXxqUYmGd2Fmt32C3NPDagbySvPY90p0WpyStcpNR67tte1DI4eTFl1Gc+sf8Z2aXmfy0XgYQOb0jexJHkJWo2Wp4Y9Va9669HBj6LT6FiRsqLRPuFL9qZTqTfQKyaYhNgQbj+vM71jQygoq+KlRTUnm1/c+CIPrXyISn2lTeM9q+k2Hm78VbhsB8VA37qTH82CPQG3ah7cYRh4NZCocTXnPyLq4Se86L4xeAgy4PZwArwDTJk7R8zTjucfJ7XQ9fXfa047Jid3lITYYAJ8dBSVV3M4S7iQ++p8GWU8/z37P2J54WH2ZwpDml4xjU8CFFQUcNc/d5lmtefunsuZ8jNMNsrKl+zLaBaVgd6gZ/HxxUz9faqplODRwY/a5oCt/hDs/aXeTar0Bnal5gNmx3erpFsE3Lai1qZZyMpVbh3ZmVWPjOHtqxOt7qrKyhut41brtzsM5Z+TQko6tsNYvLRNcL9UX7f9vzYoK7d0KlcUheyybMr15eg0OmKD7KtxjPSPJNA7EL2irxlQ5ByGymLwDnSKBEudqDsn6hx0Gh17c/ZysvBkI3vVz4huIjvjSf3pJWcHR/KFYVq3MCFDVCexakjKo3uDRicC1aJ0SNkoPi+BUeZgvCWg84buxom+Q45PgrkUtX47pPU5lP91/C+qlWr6RPSha1jXGo9pNVpeHPki/l7+bM/czndJ3zn13FX6KlOLzuk9p9M7one923YN68qVPUQ52Rtb30DfgFriN6Oc/PKB7QDhU/PatH5oNfD7rjRWHhLZ7+zSbH4+/DP/pPzDp3s/dcpzavF0HAEP7Ba94X0C3TMGtTVY3rEaKkKruLt+W8XbX9TDB7atd5PSqlKPVvA6CxlwtwAu6XIJAEuTl9o123g8/zhX/nklNyy5oWYGzcmUVpWyNV3MrJ7frnkCbi+dWZasZmsBnhv+HMNjh1NWXcasVbPYVfwTYDA7lNdDalEqNy65ka0ZWwn0DiQ+OJ6y6jK+2PcFo3tE4uulJSWv1NRizBUYFAPLTy7nyj+v5Im1T5BcmEyYbxjPDHumptS7IdR65BOroTjb6iZJ6YWUVekJ8fOiW2RQ/ceyxTCtNn2vBDSQsgHO1A3qOrUNxN/HuqGeGnAfzT9KTlk92dOSXGGOBOjbDWJFygrAAXfy2vSYCF5+wvnYUqpai75t++Kt9Sa3PJeUohRToBwTGIO3tpYyQ1FgwQz4agpU15XraTQaUx13DeM0dfY6bqAwiWoiu7J3AUItMyxOeEI0Jcs9oqvROO1Ybqv4kZQ0H5aGaUCNGm5TFtHb39xhImOvuR1Y9wme3w6sNiZZuYe2B3Nh/baiKOzN3uvSa5OmoPbevqzrZVYfjw+ON9VQv7PjHeteHA7y5YEvSS5MJsIvgpkDZza6/b2J9xLsHczBvIOmcdfmdH4Zm0/kodFQwyOnf/swbh0pfoee/m0fpZXVJOUlmR7/bM9nppKkVk9AuHs9IgLChTkuQFo9LVT1VbDqNbN5rrvqt+3gzuV3cv6P57MpfZO7h+JSWtivU+tkSMwQogKiKKwsNEm3G0NRFN7Y+gZVhiryyvPYn7vfJWNTFIVXNr9CpaGS9kHt68wEu5JBFrJylVDfUD4c/yE3JNwAQGXwUvzafUt8RP2By+7s3dzw1w2cKDhBdEA0X076kieGiN7S3x/8njJDPuf3iARg6X7ny8oVRWF16mqmL5rOrFWzOJp/lGDvYGYmzmTptKVc3fPqxg+iEtFVBGqKQZh8WEGdoBjUsQ1aK23XAPGlnWmUmNmT4Q5tB52NM6p77TCUAcL8wugV3guAL/Z9YT2Y2/ODeG6xA9hdnkVueS7B3sEMjRlq17nq4Btsrv9sQFbuq/Olb1vR8m5Hprl7gFU5eeY+8RocX1XvBbWpNVihlYC7XdPl5IqisDtLTJwMiBrAxZ1F/9/Fxxc7HCyf26kN3joNp/PLOJnr4S2NJC2K2gF3TGAMOo2OSkMl2aUWE4hqHXf6HrNhWrcWJCdX6TZeGDLlHIaco+4eTV1c6FD+8+Gfue6v65i9brbTj91Ujpw5QlJeEl5aLy7qfFG9213V4yqGxQ6jXF/O0+ufbjC7bCtpxWl8vPtjAB4e/LBNJXpt/Npw1wDRLvTdne9SUlW31dfvu0R2e1jniDodYGZN6EG7MH9O55fx9t+Ha1wvVivVPLfhuRqdOSRuxCQr31H3sYx98OlYWPWqcDPvP9199ds2oigKR/OPkl+RT1u/+rPgZwMy4G4B6LQ6Lu4iLpTrm72szepTq1mftt50e1uma2rE5u2bxx/H/kCn0fH0sKdtkz07iXONcuittXpke2m9eHzI49zS/XEUgw7vkP3MXHWbuZerBcuSl3H7stvJK88jITyB7y7+jp7hPRnVbhT92/anXF/OvL3zTLLypfvSnTZ+RVHYcHoDN/x1AzP/ncnBvIMEeAVwZ/87WTJtCXcNuItAbwekS6p5Wj2Bo9kwrYGZ2uxDoK8QNUthnew7v2qetuenBuXZ1lDryL868BXv7XyvZlCoKLD9S7F+zs0md/LR8aPx1jVe998otsrKLeq4Gwy4Ld3id39v9ViqcdrxfIuewk50KE8tSuVMxRl8tD4khCfU8ITYm2Nja5FaBPh4MbCD+Oytl3XcEiehN+hNfeLVgNtb601soAj2apRdqKqbg4sg+6CQmKvt/TyQ4/nHmb5oel1liV8odDpPrHuirNxFGW6DYmD+/vmA+A1ef3p9wzs0M+p11uj2ownzC6t3O41Gw4sjXiTQO5Dd2bv5+sDXTT73a1teo1xfzuDowSZ1oy1c1+s6OgR3IKcsh3l759V4TFEUftshrn+mGuXklgT6evHy5WIi+fP1J9h8Svw23Nr3VoK9g9mfu59vk7519ClJnIm1Om59Nax5U7ioZ+wR7U6nzYOpH3u8UVl6STolVSV4ab3oGGJbb/qWigy4WwiXdhFu5WtPr+VMecMO1JX6St7Y+gaA6WJle6YNJgt28s/Jf3hnxzsAPDHkCUa2G+n0czTEwA5t0Grg1Jkyq47JEcpISlPuxJsQDp85zLWLrjWZiiiKwuf7PueR1Y9Qoa9gTPsxzJ80n6gAYZCm0Wi4N/FeAH469BMDOmrx0mo4nFnMseziJo89uzSb+/+9n7v+uYs9OXvw0/lxa99bWTptKfcNvI9Q31DHD97H2HIkZQMU1JxkUBTFNEExqGMD9duqrDqmv/0yzYRLQecrXL8bkGdb47Kul5nUBZ/u/bRm0J2ySRzTOwCl75XOk5OrdJ8o6qbzU6zPHhuxrOOuN+BWlJoTHkeWQ3FWnWMlhCcA4nNdVl0mWrFlGrMLTgi4VTl5n7Z98NH5EOAdwAVGN/+myMpHqrJyWcctcRKnik9Roa/AV+dLuyBzUGDdqdwYcKvmgvFDxEWmh/K/7f/jQO4B5u2bV/fBnh4sKy9ME0snZ7jXnV5XYwLlv5v/6zJzrhVJmYz93yq2n2yk5tVItaHa5J1Sn5zcktigWB479zEA3tv5XpOk5etOr2Nl6kq8NF52JzC8dd7MGjwLgC/3f0lacZrpsQPphRzJKsbHS8ukftYnTy7oFcWlA+IwKLArSwTco9uP5pFzhWz+/Z3vN4sfkKQRLANuRYGsgzBvPPz7sjDM7XkR3LNZtIn18GAbhJoEoFNIJ+ckTjwYGXC3ELq36U5CeALVhupG2/p8feBrUotSifSP5L/n/ReAnVk7nSJ3Utmfu5/Za4UU7Lpe13FNr2ucdmxbCfL1MpmhWdZxqxzMKMJQ1pHLo96kd0RvzlSc4c6/7+SHgz/w4qYX+b/t/wfA9QnXM+eCOQR4B9TYf3jccM6JOodKQyU/HPmC4cYexMuaICtXFIW/jv/F1D+msurUKry0XtyQcANLpi1h1qBZNfpsOkxoe+hgbM22/7caD506U0ZWUQXeOg0D2ofVfwxH6rdV/ELNPWatmKc1xvUJ1/P4uY8DIuj+YNcHIujeYcxu97mC/SWppJek4+/lz8g4J030+ARAz0lifX/9svLEqEQ0aETnAKNcu07AnbZD9Av3DhDyV0Vv9bUYETeCdkHtyK/IF6aIGXuFFCwwSvwfm4jaf3tApLkswNITosrgWP3kSNU47ViO2/rTS84ujp4RkuouoV1MLZigHuM0VVKuopqPeSD7c/ebSsGOnDlCblmtSSr1uzJ1M5R4mGLERRnubw58A8CVPa4k0j+SlKIUU/tLZ1KtN/DCnwc4nl3CR6uON74DsDFtIzllOYT5hjGqnW2GU1O7TWVE3AgqDZV8k/SNw+NVs/7XJlzrUHne2PixDIkZQqWhkvd2vme6X+29PSEhusEuMM9e0puQwHL02nxAQ6/wXkztNpWhMUMp15fz/MbnpW+Hu4ntLxQ9JVmw/Fn4eJSo5/YLhamfwDXfQXC0u0dpM6pRZvc23d08EtcjA+4WhNqTuyG38uzSbD7Z8wkADw56kIFRAwnyDqKkqoRDZ5xjfJFZksn9K+6nXF/OyHYjefTcR51yXEeoT1YOwhwMYFC7zsyfNJ/JnSZTrVTzyuZX+OXwL2g1Wp4Y8gRPDHmixgWeimWWe8GRBYzoKbZZ6mB7sLzyPB5e/TCPr32cgooCEsIT+OmSn3h8yOO09Xdy7Yoqj7aUNQPbjLP8feJC6zUvA0RtJNhXv22JKivf+7NDPWZv6H2DKWvw8Z6P+XDb27B/oXhwkFlOPqrdKPy8/BwbozVUdcD+hWCw3uolxCfE9OOQViKyCHUCbjW73WOSaEMHVmXlOq3OJKP/+sDXGE5ZyMmdMDutOpQnRiaa7hseN5xwv3DyyvPYmLbRoeP2bx9GgI+OM6VVHMxwnZGgpPVwNF8E3KqcXEXNcNeQlAeEQ6jFZ86D+2/P3T23xu06rZvC4o2TcgY4vKwZR2YDpoDbeS7lx/KPsTF9I1qNlhn9ZpiMxz7d+2nNSRUnsGRfBil5wmdizeFsCssbn2BU5eQXdb7I5oybRqPh9r63A+L6rLjSfhXc8YLjbE7fjFajNXnQ2ItGo+G+gfcBsDJ1JXqDHr1B4fdd4nfqcitycksig3255jwRFiiVbckr0qDRaHhu+HP46fzYkrGFX4803DpT4mK8/SG6j1jf8K5ow9r9QpHVHjC9RWS1LVG/97uHyYBb4kFM7jzZ1NanhquxBXN2zKG0upR+bftxSZdL0Gl1DIwaCDhHVl5aVcp9/95HVlkW3cK68eb5bzatHVMTGdSprnEagN6gcChTBAIJscH4e/nz+vmv88A5D6BBg7+XP+9c8A7XJ1zf4PGHxA5hSMwQqgxVpOj/QKOBPacKOJ1fZtc4/zn5D1N/n8ryk8vx0nhxz4B7+Pbib103q9f7ctBoRaY1zzyzb+6/3UAm3WCoKSl3hG7jhcSzOFM4pjvAjb1v5NHBYjJn7oH5fBjkA1G9UdoNNrUDU1vmOY1uE8AnGApPwan6e5qqddwqNQJug8GsLOg7TTjH63yEiVp6XYn91G5TCfYJJrkwmdUpRgMoJximFVcWm+RaA6LMEydeWi8mdRKZfEdl5T5eWoZ0Fp892Y9b4gxUw7TamT1Thru4VjCmfjcFx0J0X5ePzxGScpNYlboKrUZraplp1Ym3p/Bo4dBfzTe4xjAYoNj5Ge7vD4qJxzHtx9AuqB2TO09mSMwQKvQVvL7ldaedR1EU5q4+ZrpdqTewIimzwX0KKwv5N+VfAC7r1ric3JJzY86lc2hnSqtLTZJ0e/j5kDAZPb/9+cQFOT7B0a9tPwK9AympKuFo/lE2Hsslq6iCsABvRhvNXxuibYQwJ6wua8dTC/cBEB8Sb3JLf2vbW2SWNPw6SlxMvNEk1jcEpnwI1/0EIc43NmwO1GsUmeGWeBRt/dua6qStZbn3ZO8xzc4+MeQJtBrx7x0ULWo+mhpwGxQDs9fOJikviXC/cN4b+x7BPsFNOmZTUTPcB9ILKakwu2gm55ZQXmXAz1tLxwhhPKbRaJjRbwa/XvYrf1z+B2Pix9h0DjXLvfTknwzoJLK1y2zMchdU/D97Zx0e1Zm+4XssE3cPCSGEkECA4F6kOC2UtrS0paW6la277PZHu3Xv1rfuhrQUSgUvUiwETUKECHF3Gfv9cXKGBCIzycTId1/XXIXkyBeaZM77vc/7PGU8suMR7tt2H8W1xYS7h/P1wq+5Peb2c2OkbImzDwyYJv25UZf7jGFaKwV3ySkp11ZtfyZ+x1rUdmciyo5Y51bemOuGXmfugLzn4cZ7IVEklSWTUZGBndKOqf1snDGpsT8T1dOKrFye4wbwsvdqOo6QuRfKs6Q3w/BZUjdOntNspsvtqHFkaYSUX/55pfTmY4uC+0jhEUyYCHIOOkdBIcvKt2ZupVrXPqdxeY57V7IouAUdpyVpYT/nM9FgTQhpeOgcvKDHdnXk7va80HlcOVhS/ezL3XfugbKsPGWL5OPQE6guksZbUICzr00uWVZXZn5GkTe7FQoFT4x/ArVSzbbT29iWuc0m99qZXMjx7HLsNUqumyiZMW040rrp6e9pv1NvrCfcPZwhni1nXzeHQqEw/z/+LuE7q6TX1bpqfk7+GYBlgzs2nqdSqhjuLW1GxeXHmbO3LxoegJ267Uf+hOIE6Q91Qew4WUB6keR4vjxqOcO8h1Gpq+TZvc8KaXl3csFDMOdZKRN85DU99vdfW+iMOnPz8Gxl0/mIKLh7GbJ52obUDWdySZGK4Rf2vQBIRh/Dfc50JhsX3B35Jflm7JtsydyCRqnhzRlvmqV+3UmAmwNB7g4YjCbiMkvNH09oyMse7O+K6qzoq3CPcPydLN+xH+U3ikmBk9Cb9Nj7SLvflsjKd5zewZKfl/DrqV/N8rnvL/qeIV7WvZG3m7PcystqdOauvxyp1iyyEZHfUFB1QL0wvCHOLH4d1Lc/PmqFWzQPFkkbBe8W7efh7ZLUfFLQpPa5uLeFvFFw/KcW5fCNO9znyMnlQj1yoVTAA8RcLf33yA9S5NpZXB15NWqFioNqE8fs7CCw4wW3WU7eTIZ7tHc0IS4h1OhrzOZz1jKpYY5736lidIbm5fcCgSXojDrSytOAczvc8vtMcW1x07ij8bdJM4uzn+qqZVpFYnEiWzK3oEDBrcNvZbTfaFQKFZkVmU0MrQBpdMe1H+iqYc/b7b+pQQdpu0Bf17HFw5lIMCcfsJGZ0U/JP1GjryHcPZyx/mPNHw9zD+O6IdcBDS7d+nNNUK1F7m4vGxvC8glSwb3jZCFlNS3Lytcln8nebk/iyqKBi3BQO5BSltJsMkxRZR1l1efef+OpjVToKgh2CWZi4ESr73s2sqrxQG6sOVmlOXfy5jhRJMWB9neRNttlVZxKqeKpSU+hVqrZmrmVP9L/6PA6Be3ExQ8m3WkTn5eOUmeoa3dkXEZ5BjqjDge1Q4dUHb0FUXD3MqYHT8dZ40x2VXaTjvUvKb9wtPAojmpH7h11b5NzhnoNxV5lT2ldqTl2xVrWJq3lk2OfAPD05KebfYjvLmS37cbGafL8dpS/bTrwcpc7vnIbCk0h+9OLKaho/qGmSlfFyt0r+efmf1JQU0Coayhfzv+Se0bdg53KzibrsYioi6SM1/wTkHeC2IwSTCbo7+WIj4u25fPMhmntnN+WCR4P7iFSt7wjUsnYz1hRXsEDdiEApJRJD1I2l5PLDJwJWjdJTpnRjPwT8HPyMzspN5WTG87MmsuFO8DACyUjtOpCybG8mevN95Yekj73CZC64h3EnL/tc+7/R4VCYe5yt1dWHuXvioejhqp6A4cbbXYJBNaSWZ6J3qjHUe1oTtaQcbFzwV3rDpzV5VZrpZlFbfeqrFpC7m7PDZ1LmHsYThonor0l6fvenL1ND1Yo4AJJycOWZ878DrEGfR18cwV8tgA+XwQ1raeZtIk5g9s2cnKD0WCWky+PWn5OQXvr8Fvxd/InqzKLj45+1KF7HT1dxq7kIlRKBTdNGUCEnwuDfJ2pNxjZdKJ5OXR6eTpxBXEoFUqr4rga42LnYj73+8Tvm3yurEbH7Nd3cMm7u9A32qA0mUx8l/gdAFcOvtKsTOwI8gjR3pxYquoNBHs6MCqkbUPWsroyc3zqhCCpaXMw48z30SCPQdwy7BZAcpYvrS3t8FoFvZdD+YeYs2oOV224ql3NPLOqyX2QTb7vezrn/1d4nmGvtmdu6FzgjKy8SlfFG7FvAPCP4f/Ax7HpnI5GpTE/dLdHVr4/dz9P//00IL0ptvfNqLOQZeUHGsV+mAvuAFeb3GO4z3Au6HcBRpMBv/47MJngz2beuA/lH+LydZezOmk1ChRcO+Rafrz4xyaKgy7DwUOSNAMcX8PBhg2JVuPAoOOGaTIKRdNM7vZQVwFHJUn89RMf5/7RUuyJndKOaf2mdWx9LaG2kzYroFVZ+fgASdLapCOXtlNyD3XwgLDpZz6uUp/p+B/+ptnrrdBID7Z/2pnO7YBZidFk5EiB9P+xsWFaYxaGSXOje3IkV15rUSoVZuf+XSIeTNAB5Aevge4Dm33watapvAeTWJzIpoxN5u62jPw7Y2/u3nNPGnOD1LUHWHsrnLbivdqgh9U3SZJ0gMy/4dOFUN66hLpV5ILb1Tadp+2nt5NVmYWb1o0FYQvO+byjxtFslPnJsU9IL09v973k7vaiEYEEe0rjPguHSxs5G442/28iS90nBk485xnKGmRZ+eb0zRRUF5g/vu9UMcVV9ZwqrCI2o9T88SOFR0goTkCr0rJ44OJ237cxw72Ho1QoKanPRaEuZ0lMkEUde7m7HeISwsQBUvf04FkJMDcPu5mBbgMpri3m5QMvd2idNfoa/rn5nzad3Rd0DZvTN3PLH7dQXFtMQnHCuR4bFiDPb4d7nP9ychAFd69ELnj/SP+DWn0tHxz5gMKaQkJcQsyOx2cjy8qbkzm1hslkYuXuleiNeuaGzuWOmDs6tvhOQJZHH8ooxdAQUSQ7J0faqMMNZ7rcVZr9KO3y2XjszBu3zqDjzdg3uf636zldeZoApwA+nvsxD4992LYu2tZilpWv5kCaVBSNaU1ObjKd6XC31zCtMcMaiszkTe2LvDm2GnRV4DUI+k/ihugbeHvm27w/+/2OZZW3hezyfuQHqCxo9pB7R93LI2Mf4arIq5quF6QscvVZaoYRDccl/gbV57rqDy44xfiaWgzQoWgZgNTSVCp0FTioHVo0IwlxDWG493CMJiO/nWo9arAlJsl53MI4TdABWjJMkzHPcbfjoa47+ODIB4Ckwmn8MDnev6HgztnbfEdo7nOS47C+Fr5dBqUW5B4bjbDuLoj/RTJnXPAKOPtD/nH4ZA4UpbR9jeawcSTY1/FfA3DZoMtwUDs0e8yskFlMDpyMzqjj+b3Pt6trllZYZX5vvnVamPnjC4dJBfdfSQXnyLqNJqO5gdHRonew52BG+o5Eb9KzKmmV+eN7U89sSjY2b/s+QeqEzwudh7u9e4fuLeNs58wAV+n7TuWQzmIL5eTxxfEARHlFmTfmT+ZXNJHh26nseGryUyhQsC5lHTuzdrZ7nT8l/8SO0zv4Kv6rM7Pjgh7PN/HfcN+2+6gz1KFA2sg5VnjM6uvIUZB9waEcRMHdKxnlN4og5yCqdFV8dvwzvjzxJQAPjX2oRclye+e4jxYeJaMiAwe1A09PerpHyj4G+7vgolVTWacnIbecsmqd2UU80kYdboAhXkOYGTwTMGHnvYk9KUVsTcgnqSSJq3+9mo+OfoTRZGTRwEWsXrS6yYxatzF4PqgdoDgVxWnJrGdsa4Zp5VlQUwxKNfjaYNbcJwICR0o51GdlglvEwYbs7VHXmY1BpgVP6/x/27CZEBADdeWw5elmD/Gw92D5kOVnDNMMOmleHc5sdDTGP1qK/zHqzolrw2SCrIOsKJOUGWuS1lBR3/64rbiCOEByrG0tRUDucrfHVRdgcrhUcB/KKKWm3vr4N4EAWo4Ek2k2GqyHklSSZI4tvHXErU0+N8J3BFqVlsKawubHu5QquPwT8B0qKWW+uRJqy1u+mckEvz0qqWYUKrj8Uxh3C9z0O3iGQWkGfDL3zCaqNZgl5R13Pz5ZcpJ9uftQKVStmoIpFAoeG/8YGqWGXdm72uUv8b+/UjGaYPpgb+pUp3h4x8NM+34a/9p/M75hP4HbDt7ft7GJqudA7gFyqnJw0bgwI3hGe77EJshf46rEVeiMUrG6r1F06Z8NBXdJbQm/pUmbncsiO2aWdjbOSJtX/r65DPRxtugcucMd5RmFj4uW/l6OmEwQm9G0yz3CZ4TZ9O6V/a808ROyFL1Rz+fHPzf/Xc5mF/RcjCYjrx18jef3PY8JE0sjlpoNX48WHrX6eubf+6LDLeipNJ4xeifuHfRGPZMDJ7cqsR3mIz1451fnW9Ul2HhqIwAzgmc0dWLuQaiUCkY2muNOyJUeUILcHXBzsK0TuNzh17gdwajJ4h/rXuOyn68goTgBd607r01/jWenPNvt7u1mtM7m4u9exbe42atbf/OVH8x8Is8YfnUUuct95PvWjztnLUekWDOl5ozpWFehVML8l6Q/x34J2YfaPid1mzQ36eQD/ac0f8yIhq8j7ixZeXkWVOUzpU7PQLcBVOmqWH1y9bnnW0hcfpx0u2bmtxszN3QuKoWK40XHW4wabI1QL0cC3eypNxjZn3Zu114gsIS2Cu7eJClv3N2O8Gia8qBVac2GVufMcZsPcoGrv5c8H/KPS1JxQwumRFuegX3S/bjkvTOjMB6hcOPvkkqpqgA+u0gad7EGG3a4v4mXft/NDJlJgHPrBXx/1/7cGH0jAC/uf9GqFIX8ilpWxaahdjtIkevLLP91ORtPbaS4tpgTRSeo0f6Nvd8Gvkp/ghk/zGDa99O4+Y+bzdLoOaFzbKJIm9V/Fp72nuTX5LM9czuVdXqOZZUB0vNKakEVKQWVrE1ei86oY6jXUPN8v63IyZP+vzm4WL5JFV8kdbhlY1e5y322rBykZyEXOxdSylLMG0zWsCl9E1mVWWa1w6+nfm3XaJOga9AZdDy+83E+PfYpAHePvJt/T/i32c/J2g53ta7avIEqOtyCHs3FAy82/1mtUPPw2IdbndFxUDsQ7SX9Qrd0jttgNJh3X+VOWE9FzpU+kF7SaH7b9kXvYM/B5hl6t7APsPfbgEmhx1AZyQznl5jo3/Hd8cZU1umpqG3ZVdUiZjyGXqllvDKBm33iUSpbmeWy1fx2Y6IvkzLBT++3Tt4Y27D7HXUROHm3fmxnEDK+YbPABBsfkbpJrdHgBs+QS1p2dx+2VFIPZMdCQeKZj2dJP5MK3yFcN/R6QJKVy90Ra2nNobwxXg5eTAqcBLTPPE2hUDCpocu9S8jKBe2g3lBPRnkG0Ps73CmlKfyRJrk3N57dbox5jrulghvAPRiu/k5SJyX9AX88ce4xO9+Av16R/rzwVclArjHOvnD9emnzr64cvrwU4q1QspQ3+Eh0sMNdWltqVtDIXdG2uHnYzQQ5B5FblWvewGiL/Op87v39BTShz+EQ+CNplYnYKe1YPHAxn8z9hNenv86V4TehKx+Ksd4bBQqKa4vZm7PXLGdeHG6bGWo7lR2XDZI2ur9L+I6D6SUYTRDs6cCkBt+LP09k80Oi5G0iz33bilOFVaSelubQC+tTLXJ9r6ivIKNC+jmM8owCzoyfyXGijXGxc+HaKGmE8f3D71vV5TaZTHx6XCrcbhh6A8N9hqMz6sxZ5IKeRUV9Bbdvvp0NqRtQK9Q8M/kZbhl+CwqFwrxRFF8Ub9XzyqmyU5gw4WnviZeDV2ctvUchCu5eSn/X/ubu1bLIZYS5h7VxhvV53Pvz9lNYU4ib1o2JAR2PquhMxph3YovN89u2Mkw7m9tH3I4CBXrqsFc5EGK8jurMFXyxs5gZr2xj9cHTGI0dz6is1RmY+/oOZr+2o9koEYtx68cmt8sBuLbyY9DXt3ysLee3ZVz8IKxhI+KohW+o9dVn8rtHrbDdWqxl9lOgcZKytVtbu74OEhoeZuX57+Zw9pFmNKFpl7uh4CZoNAvDFuJp70ledZ754d0aSmpLzBFLbXW44cxm2obUDe2amZQfIHcL4zRBOzhVdgqDyYCLxgVfx+bznuUOd3ZlNoYWovp6Ah8c/gATJi4MuZDBnoObPUae496ft7/1ryVoNFzaUGzufR/2fXjmc/s/hk3/J/151koYezMgRfTE5cdRXNugNrF3g+WrIfIiMNTBD9dKih1LsFGHe3XSauoMdUR5RjWJU2wNe7U9j457FJAM1CZ9O4mL117Mio0ruH/b/Tz797O8d/g9fkj8gY2nNvLw9oeZs2ouR6tWo1RX4qbx4e6Rd/Pn0j95ZsozjPUfy6z+s/jX5HsJNdxBVcqDPBy5mm8XfsvTk55medRyHhzzYIsGk+1hacRSlAole3P38sdJ6X11XKgXs6L8AFh3chtZlVm42rkyb8A8m90X4KdDWZh0HqhNbuhNeo4XHW/zHHnTIcg5yDxLPqZh/Cwus7TZ6Mero67GWeNMcmmyVfL/fbn7OFF0AnuVPcsil5kL9+8Sv6Pe0MrziaDLyavK4/rfrmdvzl4c1Y68c+E7TTam+rv2x0XjQq2h1uzFYQknS04CfSN/W0YU3L2Y/0z+Dw+OeZB7Rt1j0fHWFty/pkpRTrP7z0ZjoxzOziImxB2VUkF2WS3bEiWTq0j/zim4B7oP5OGxDzN/wHxWL1rF+usf5OMVYwn1cqSgoo4HfjzMZe/v7nBU0sZjOWSV1pBbXstHO9sX5wbSbvLzFfMpMLniXpMBBz9t+WBbRYKdTWO3ckuKuhM/QV0ZuPeHAZ3kRm4JroEwVXJG588noa6y+eOSN0ldJJdACJ7Q+jVl87Qj35/J+c6Klf4bNBqtSms2Yvv8+OdWF8GyO/kAtwEWGcvNCJ6Bg9qB05WnzZ1xa5DnuI9ll3VsY0jQJ2lsmNaSSsvHwQeNUoPepCe3Orcrl2cxqaWpZkXYbSNua/G4KK8oXDQuVNRXtG0UNWQxXNhQWG98GJI2Sb9DNzwgfWzqAzDlPpJKknhh3wvM/GEm1268lmnfT+OitRfxxM4nWHVqPcmzn8QYcw2YjLDuTqk73hoGnSRFB+l3WjvRG/XmyKuro662Ktt6evB082ZgRX0FaeVpxObH8mf6n3yX+B3vxr3Lf/7+Dw/veJiNaRsxmPToq0NxLb+RLVf8zi3Db8HT/lyD0Isa3Mr/OF5CtHc0SwYt4ZFxj7Bi6Ip2ZW+3RIBzgHnMb0euZMg2PsyTC6OkTaVT9ZIM+5LwS1o0kWsPJpOJn+KyAAWD3YcBZ0aMWqPx/LZMuI8zrvZqanQGs3KwMW5aN7NqwZoutyxLXjJoCR72HlzY/0L8HP0ori02jzEKup9TZadYvnE5J0tO4u3gzafzPmVS0KQmxygVSoZ6DwWsm+OWx4haMnU9HxEFdy9mgNsAVgxdYfHMUYxvDEqFksyKTPKqms+ilKk31LMpfRMACwacG+HR03C0UzM0UCqwc8sl+VRnSMpllg9ZzksXvESIawgKhYILo/z4/b4LeGReJI52Kg5llHLJu7t4d1tyu+/x3b4z8slPdp6iuKp9O7+ZxTWkVyp5yyh1udn2AtSUnntgZQFUZAMKyeDLlkQuBI0jFKecKS5bo7FZmrKbf01NvFOaiazIgZ2vNX+MLCcfuqTt9UbMlWLDKnIgdatUdMsz4kHSptiVg6/EXmVPfHG81ckCZjm5hd0aR40jF4ZcCLRPVu7nas9AHydMJtiTKrrcAuuwxDhHpVSZc+976hz3/47+DxMmZgTPINIzssXj1Eo1o/2ln/O/c/5u+8JT7oOY5VKx/MN1sPY2wET12BtZGxzNNb9ew6XrLuXr+K8pry83+4ekl6ezLmUdT+15iiXrL2dKdRy3RY7lA3dX4nc8A0dXtXzPynzAJI2/OLZf7rklYwu5Vbl4aD2YP2C+1ee/MPUFdi7byc+Lf+aTuZ/w8rSXeXTco/xj+D+4bNBlTA+ezgifEVwycAn2+Q9Sk34b90y4HDt1yw2CBQ1u5buTCylp53uqpcjmaSXKXaCoY/wAT/p5ODIoqB6VkzRSdMXgK2x6z1+O5JBeVI2jnYpZYeMA6wpueX4bpOjHUY38cZrj2iHX4qRx4mTJSbZmbm3zPonFiezK3oVSoeS6IdcBoFFqzJvMX8V/1S6llcD2vHbwNXKrcgl1DeWrBV81+d5ozDBvaWPHmjnutnw7zkdEwd2HcLFzYbCHJHOLzW+96NmZtZMKXQW+jr7mznhPp3G+tL1GSX8vpy69v1at4vbpA9n64HSWjAzCZII3NiVRVFln9bXSCqvYe6oYhQLCvJ2oqjfwwfb2xbvI+eTH/JZIZmg1xWdm/xqT29Dd9BooGffYEq2zVHQDbH5KKrpbelPNj5dyZBUqGLnctutoDxp7mPOs9Ofdb0PxWeZi9dWQ2LAr35qcXEatheiGzY+4b6HwJNRXStJ1H+nn08Peg0UDFwE0cXK1BNmh3BI5uYxswvh72u/tmhuXu9wiHkxgLZY+eHXXHPfhgsPcu/Vent7zNJ8d+4zNGZtJKkmiRl9jPiatLM3cmWutuy0zIUBSwbQ6xy2jUMBFr0PoVNBVcVyj5OmIscws28OTe/6PIwVHUCvUzAqZxXuz3uOvK/9i57KdvHvhu9wy7BbG+Y/DQe1Aha6CXXV5vO3hzrJAf3J/va9lTw1ZTu7s36ENTzkK7PKIy9GqtO26hpvWjTD3MMb6j2Ve6DyuibqGu0bexcpJK3lr5lt8teArhmlvoaDIGz9XLYtHtt6RD/NxJirAFb3RxB8nOlctMSFwAr72QShUdXj5HSOkIRPcJyAWhcKEuyKa/q79bXa/k3kVPLpaUjjdOHkA4wKkZ7e4grg2i9jGkWCNMY/rNTPHDdL/n6sjJTPQDw5/0OZ95NntOf3nmH+mQfoesVfZk1CcYPUm8/lEjb6Gp/c8zaqTrWyIdRGJxdKm0MpJK80bns0hz3Fb0+GWM7hFh1tw3mKprPzXU5KcfH7o/B4ZBdYcY0PPyMcG+7uias0crBPxc7XntStGMKKfG/V6I9/szbD6Gj8ckB4qLxjkw78ukt4AP9+TRn5F2+YnZ3Og4Y1y9ABvmP0f6YN7P4CStKYHdoZhWmNG3yCZp53aDh/OgPenSOs4O5M69gvpv4Pn2ywDtsNELoSw6dIc5B//avq5pN+lrHD3EHOHuk1iGmTlCesld3OQ4tOUKvMh1w65FgUKtp/e3nyEUDPojXrzLnNbhmmNGR8wHm8Hb0rqStqVyS3Pce9KFgW3wDrayuCW6S6n8hf2vsDmjM38ePJHXj34KvduvZdL113KuK/HceEPF3L9b9fzwPYHMJqMTO83vcUuUGPkOe5D+Ycsm1lV21F96QfcHBbFsqAAftTlUaWrIsQlhHtH3cufS//k9RmvMyVoCiqlCjetG1P7TeXuUXfz8dyP2X3Vbr676DseHfcofo5+GBUK4pR6+PF60DXznmKOBGv/79/4onhi82NRK9Q2NwVrjNFo4v0d0vfQTVMGoFWr2jjjjKx8/ZGcTlsXSHLbAdrZAGg8JTVDnaGOtHqpE1ycPZo6vW08Ccprddz65UGq6w1MCffm3lmDiPKMwk5pR2ldKenl6S2eW6WrIq0sDWgqKQcY3WCcdiC9uMVi+roh1+GgdiC+OJ5tmdtavE92Zbb5/eX66OubfM5N62beZO7LEWGvHXiNH0/+yPN7n6dKV9Vt66jWVZNTJf18DHRr/Xez3OFOKU2xKFWgtLaUgpoCi659PtE7KimBzRjjNwZoveCu0lWxPXM7APPDrJeBdRdjGnW4o/y7N5ZLoVBww+QBAHz5dzr1essdPPUGI6sOSg+VV44NZsZgX0aGuFOrM/LeNuu63DllNWxoeKgYG+oJg2Y3FI71sOmpsw7uBMO0xoROhhs2Sk7dKi3kHZPmEl+NhFU3SYWnrgYOfysd351maWejUMC8F6Wue8J6SGkknZMztYdeas4Kb5PAUeA9GPS1sEOKpCFoZJNDQt1CmRYszQB+ecIyo6OTJSep0dfgYufCALcBlq0FSeYqz+J9ePRDq42pJoR5oVBASkEVuWXWbwoJ+iY1+hpzx7rNDrez1A2zJtayoyQWJ3Ks6BhqpZqbh93M/ND5DPUaiotGen/Jr8nnYN5BswGQJd1tkDYXvOy9qDXUWuyb8HXar+w1VaFRapg/YD4fz/mYX5b8wk3DbsLbofUUB7VSzVCvoVwTdQ1T+00FIMHRFXKPwJ//PvcEGxTccnd7dv/Z+Dn5tfs6bfFnfB6pBVW42Ku5alyIReeYZeUpRe0e1bKUioIYTEYNVaZM4gri+CPtDyp0ZSj07lSVRrA3teNxikajifu/P8ypwiqC3B3471UjUauUaFQac/fxUH7L0ZaJxYmYMOHn6HeOY3RMsDtqpYK88jqySmuaPd/d3t0sCX//yPstFuZfnvgSg8nA+IDxDPUaes7n5fegrZlbe3wiQWew4/QOs+dBvbGev07/1W1rkTdoPLQeZhO9lvBx9JE28kxG82hCaySVSt3tQKdAnO0sy4g/HxAFdx9jpJ/0UJ9cmkxJbfMSoS0ZW6g11BLqGsoQz7Z363sKvq72ZslWZzmUW8OCYQH4umjJr6hj4zHLd9K3JRaQX1GHp5Mds6L8UCgUPDBbkhp//XcGOWXNv+mdjdFo4oEfDlNWo2N4PzdmRPpKBeGcZwAFHF8DmfvPnJDbyR1ugJAJcNlH8EACzH8Z/IZJXeNjq+CLxfDaECnL2rUfhF/YeetoD76RMO4W6c+/PSoZC9WWQ1JDBmlD3rlFKBRnutzVDXPPzXTHVwyRNh1+SfmFopq256PlWb3hPsOtVqYsG7wMVztXTpWd4s8M63JV3R3tiA6UDNqErFxgKXI0jLvWHS/71meF5Q53Vz6Ir06SNtNmBM/gnlH38NK0l/juou/YddUu/rryL75Z8A0vTH2BO2Lu4KULXjKbB7WFQqFgXIA0X7svd1+bx5fWlvLJsU8AeHry07x0wUuMCxjXLvWZ3MGM7yd1pdj3Pzjxc9ODzAW39ZFgJpOJ7xO+N/tBXB11tdXXaIs6vYH0oir2pBTx9hZpJOHaCf1xsbfM3HWAtxNDA10xGE38frzzZOX1eiOHM+rRlUvvqd8lfMf3id8DEOE4B1CxKb51Px1LeGdrMpvi87BTK3lv+Sg8nezMn5OVTq1t7JgN086SkwM42KnM/jgtycoBVgxdgYPagRNFJ/gr69xCsayuzPzzdOPQG5u9Rph7GJODJmPCZM5u7ysU1xbz5K4nAcxmf+3JN7cVsqrO0o17a+a4+6JhGoiCu8/hae9plnC0NMctz6LNHzDfpq6dXcHt0wcSE+zO/GHdL0W2UytZPkGaz/pkV5rF533fICe/dGQQdmrpR3RyuBfjBnhSbzCaHzDa4qOdqexOKcJBo+KNK2PQqBp+3P2HQUxDHurvj0uz1LVlUNwgW+7MglvG0RPG/wNu+wv+sQ3G3AhaV2m+HKTZbWXb0sAuZ/qj4OAJBQlSNE/iRqlL7RUu/btaw/ArJYm9TDMF92i/0UR7RVNnqOP/dv9fmy6w1hqmNcbZzpnlUdLM/P+O/M+qXFWASeEN8WApwjhNYBmynDzcPbzN9xp53rOrJOW1+lpzfvTlgy5v8jmFQoG7vTvDfIaxMGwht4+43WpTMFlWbskc94dHP6RSV8lgj8EdNjGVC+6E2gJMk+6WPvjzXU1HjOQZblfrCu56Qz0r96zkmb3PoDfpWTxwcYteEmU1Op7fGM+TPx/jP+tP8PzGeF79I5E3NyXx7rZkPtyRyme7TvG/HSmsXHecW788wKK3dzLmmU0M/tdvTHt5G1d9+DdHs8qwUyvNijJLWdggK9/QibLyo1ll1OqMONZcAEgeGYcLDqNWqlk+VPqe2nQir0MmYVsT83ltk6SweOaSaIb3c2/yefm9oLUOtzy/3dI4RFvGaSA9W8omce/FvXfO1/R94vfU6GsY7DGYiYEtx8zKEWFrk9dSWd9CKshZJJUk8dfpv3qt2ZrJZGLl7pUU1RYR7h7O69NfB+CvrL8sylDvDE6VSV41lhbc1sxxy/PbfckwDUTB3SdpbY67pLaEPdl7ANrlKtrdXDUuhJ/+ORlfF8uc2zubq8aFYKdScjizlNiMlt+sZPLLa9mSkA9IcnIZqcsdAUjz3ZnFrc/JHM8u4+XfJcOLJy8eQpjPWbKdmf+SXMNP75O6G7kNu5JuwVIx3FUoFNLs8kWvwwOJcMn7cMFDMPnurluDNTh4wIUNEsxtz52JWIu+zHI5uYxr4Jl8cicf6d/+LBQKBU9OfBI7pR3bT283d7laQi64rTFMa8zVUVfjpHEiqSTJIsfZxkwe6I3Gcwe/V97EU7ufIreqZ8Y3CXoOsrSwrfltwGzaU15fTlldWaeuC6TuUkV9BYFOgUwIbCPqrx2MD5AK7qMFR1ude8ypzOHbBGnM5t7R93bYU2WQxyBUChXFtcXkT7wN+o2TIhhX3Qj6Bnl1OzrceVV53PDbDaxJWoNSoeT+0ffzn8n/aXEj5aO/Uvlgeypf7Enn452n+GB7Km9tSeb1TSd56bdEnv01npW/nOC5XxP4bHcavx/P48jpMgobTEjtNUrCvJ2YHO7Fi5cNw8fFOlO2hWZZeWG7jE0tYe8pafNxXNAwhnsPx2CSRnVmh8xmXlQEDhoV2WW1nGgmcssSMoqqufe7OEwmuGZ8CFeMOfc9RO5wp5altvhzY3Yob0HROMY8x936M8x1Q6/DXmXPsaJj7MreZf54naHOPGJwffT1rW6uTQqcRJhbGFW6Kn5K/qnV+wGsS1nHleuv5I7Nd3DLH7eQUW69Z053syZpDVszt6JRanhh6guM9B1JoFMgNfqaJv+OXYm1BbfocLeNKLj7IK0V3H+m/4nepCfKM8qqGVBB8/i4aLl4hOSa+qkFXe7VsVkYjCZGhbgzyK/pHPr4MC+mDvJGZzDx1pakFq9RU2/gnu/i0BlMzB7ix7Kx574J4xoAcndj0/9JhTd03vy2Jdg5SjLrmf8Cu651mLeKUSukbnZtGWRIm1MMtcCdvDnG3iT9d+DMFgv2KK8oHh//OABvHXqLfTnNS1ALqgvIqsxCqVCa3/ysxVrH2ca4uOah9f0NlHWsSlrFgjULeG7vcxRUF7RrLYLzn8Yd7rZw1DiaZ5W7Yo5blr8uGbSkU4xD+7n0I8g5CL1J36qnyjtx76Az6hjnP47JgZM7fF97tb35vT2+NAku/xjs3SHroJQgAWc63BbOcB/KP8SyDcs4UngEVztX3rvwPW6IvqHFwspkMpk7y4tjArl9+kBunjKA6yeFcvX4EJaO7seSkUEsHB7A4phAbp0WxtOLh/LhdWNYf9cUDv17NvFPz2PLg9P5+uYJLBnZr9n7tEZ/LyeGBblhNMFvnSQr33dKUmyNG+DFlZFnjOOujLwSe42KKYOk7+fN8flWX7um3sCtXx2krEZHTLA7T17cfLHsYe9BqGso0LysvEZfY5YPt9ThHhMqdbgTc8upqG05xcLbwdscc/be4TNd7nUp6yiuLSbAKYC5oXNb/boUCoV5lvvr+K9b9BMxmoy8cfANntj5BDqjDgUK9ubu5dJ1l/Lx0Y/blbbRHaSXp/Pi/hcBuHvk3Qz2HCxFzfaXRurkeN6u5lS5dQX3EK8hKFCQXZVNYU3LY2Umk4nkkr4XCQai4O6TjPIbBUBCccI5kh157qo3ZG/3Fm6YHArAxqM5rRpKmUwmszv5lc0VycD9DV3u1bFZnCps3sHy+Y3xJOdX4uOi5cXLhre8mzz5bin2pSQN/mrIl+4KOXlvR6mC+S+d+bvvUGm+uz1ELoRbd8DCV1s97NJBl7J44GKMJiMP7XiI/OpzH9Dkh6lB7oM6ZERy7ZBrzY6zzc3iNYfOoOPZfStRKIzoKwcR4jgMnVHHtwnfMn/NfF7e/7JFM+iCvoW1D16ycVpnz3GfKjvFwbyDKBVKLgm/pNPuI3e5W5KVJ5UksS5lHQD3jrrXZiNe5jnu4ngpXeGSd6VP7HlbGpOxosP9Q+IP3Pj7jRTWFDLIYxDfXfQdk4ImtXrOybxKUgursFMreeaSaB6ZF8m/LhrCykVDeW7JMF5eOoLXr4zhnatH8eaykTw2P4rrJoYye4gf0UFueDjZ2eTfojNl5QajySzBHj/Ak7mhcxnvP565oXMZ5Ss9g82OkszkrJ3jNplMPLbmCPE55Xg72/He8lGturPLiqfm8rhPlpzEaDLi7eCNj6NPs+f7udrTz8MBowniMktbXdsN0TegVWk5UnCEPdl7MBgN5mjL64Zch0bZ9pz9RWEX4WrnyunK02w/vf2cz1frqrlv6318fOxjAG4Zdgvrl6xnQsAE6gx1vBH7Bletv4rjhcfbvFd3ojPqeOyvx6jR1zDOfxzXDb3O/LnZ/SV3++2Z29EZunbzwGA0kF4mmaZZWnA72zkT5hYG0Oq/e151HhW6CtQKtfn4voIouPsg/k7+9HPuh9FkNGf2AuRW5RKbH4sCBfMGzOu+BZ5nRAe5MS7UE73RxFd/txzNse9UMacKq3CyU3HR8OazREeGeDAz0heD0cSbDXNbjdmakM8Xe6R7vLJ0RBPzlHOwc5K6yQB1DZK2gG7scPcm+k+S3NbhjPlZewkY0WbuuUKh4IkJTxDhEUFxbTEPbX/onB18+WGqvXJyGQ97D3OMzwdHLOtyf3TsIxJLErFTuFCbfSVjtU/w0ZyPiPGJoc5QxxcnvmD+mvm8cfCNLpEDC3o+1bpqsquyAcsL7q6KBlubtBaAKUFT8HfqPD8Q8xx3bvMF939j/4sJE7P7z2aYT/tUK80hm2PFF0mzu0QuhAl3SH9ee5tkXAmtdrjrDfWs3L2S//z9H/RGPXND5/LV/K/M/49aY8NRqcC9YJCPxUZnnYEsK/87tcgsVbcV8TnlVNbpcdGqiQpwRavS8tHcj3hl2ivmzYIZkb4oFHDkdJlV6Q6f707jp7hsVEoFb189igA3h1aPH+krmeU2ft6TMcvJ24izG2PBHDdIXe6lEdJ743uH32NL5hbSy9NxtXPl0kGWKcEcNY5cHiHNuH8V3zQiLLcqlxW/rWBL5hY0Sg3PTXmOu0fdTYhrCP+b/T+enfIsblo3EksSufrXq3lp/0sWRVV1Bx8e+ZCjhUdx0bjw7JRnmyhpRviMwMfBhwpdBX/n/N2l68quzKbeWI9WpSXQqfVc+8ZYMsctz2/3d+2PRtV9P/vdQbcV3Glpadx0000MGDAABwcHBg4cyP/93/9RX996RMP110vzH41fEybYfr7qfKc5WbmcjzjKb1SnPmT0ReQu9zf7MqjVNS+Rks3SLhoeiJNW3eK15C73z4ezScqrMH+8sLKOh1YdNt9vWkTzu9VNiLka/KLP/F10uC1n8btw7U9nHlQ7GQe1A69Nfw1njTOx+bH8N/a/TT4vP0xZk7/dEiuGrjB3Kdp6sz9ZcpL/HfkfAAsDb8dkcCY5v5LxAeP5Yv4XvDfrPYZ6DaVGX8PHxz5m7uq55nk+Qd9FlpN7O3i3GTsj0xXGaTqDjp9TJNfuywZZkTzQDmSn8oTiBEprS5t8LjYvlm2nt6FSqLhr5F02vW+kZ6T5vmZmPSX5acjrUNtLUvNmKKwp5Mbfb2R10moUKLh31L28fMHLOGocLbr/xoaCe0E3m5sGezoyol+DrPyYbWXlf6dKip4xoR6olM13431ctIwMdgdgc4JlXe79acU8s0HaKHlsfiQTwlp394cz7wlHC46es1Erb7qcnb99NqMbCu7WnMplboi+ATulHXEFcTy39zkAlkUus/j7A+CqyKtQKVTsz91v/j49WnCUqzZcRUJxAp72nnwy9xMuHnix+RyFQsGigYv4efHPLBiwAKPJyJcnvmTJz0vYmbXT4nt3BXH5cXxw5AMA/j3x3+c8cysVSmaGzARgU0bXysplOXl/1/6orDCvtWSOW/btCPfoW3Jy6MaCOyEhAaPRyAcffMDx48d5/fXXef/993n88cfbPHfevHnk5OSYX7/++msXrPj8ormC+9dT0r+jkJPbntlD/Ahyd6C4qp51cdnnfL68VsevDQ8hV7QgJ5eJDnJj3lB/TCZ4vaHLbTKZeHjVEQor6xns58Ij8yyUOCtVMOc/0p/dQtoVA9NnUdvBwBld6qbe37U//5ks/f/67PhnbE7fDEjdJrlT0R6H8rPxdvA2dxjkh4Lm0Bv1/HvXv9Eb9cwInsGi8IUAJOdLoyoKhYIpQVP4duG3vDnjTSI8IqjSVfHCvheaPuwL+hyycY4lhmkyXdHh3pq5leLaYnwcfLig3wWddh+Qfs7k7n7jeDCTycTrByWn4iWDltjcT0UuuHOqcs4U+mo7uPxTKS0CpPeCFmTbL+1/icMFh3Gxc+G9We9x07CbLJZ4J+VVkJRfiUal4MKozsvntpTOkpU3nt9uDfnfwJI57tSCSm778iB6o4mLRwRy0xTLvi8GuA3A1c6VWkMtJ4ubKuMs7XCPbjBOO5RRgt7QeoKFr6Ov+f2jsKYQO6WdOafbUvyd/M2y6q9OfMXGUxu54fcbzKML3y78tsXNZS8HL1684EXevfBdAp0Cya7K5vZNt/NO3DtWraGzqNJV8dhfj2E0GVkYtrBFg2L569+SsQW9Ud9l67PWME0m2udMh7slZZw8RjTIvW8ZpkE3Ftzz5s3j008/Zc6cOYSFhbFo0SIefPBB1qxZ0+a5Wq0Wf39/88vTswtdlc8TxviNAaQfjFp9LallqcQXx6NWqJnTf043r+78Q61Sct1EOSLs1Dm/jH45nE2tzsggX2dGhbi3eb37ZkegUMCvR3M5nl3GV3sz2JKQj51ayZtXxWCvsaIIHDgTrlsH1/xovdO2oMuZ1X+WOZ/7X7v+RUZ5BieKTqAz6vC09zR3ATvKDUNvQKPUcDDvIAdyDzR7zGfHP+NE0Qlc7Vz594R/m43+cstrm5jrKBQKZobM5MeLf+TCEMkM5ruE72yyTkHvRC64rTHOMXe4O9E0bU2S9AyyOHwxamXLSiNb0dwc97bMbcQVxGGvsuf2Ebfb/J4udi7mzQs5EgoAzwGw6C0prjBoVLPnGk1Gc5LJG9PfYHKQdUZuvx6VOslTB/ng5tD9ktL50Q2y8lNFJOZWtHG0ZRiNJvanSQX3+LDWn09nD5EK7p3JhVTXt1xU5ZXXcu3H+yiqqmdYkBsvXjbM4k0OpUJpHjVqHA9WZ6gzK03aKrgH+7vgolVTVW8gMa/tf6cbom8wz2svDl9sNjy0huVDpJjK9anreXjHw9QZ6pjWbxpfzv+SQOe2pc5T+01l7eK15rjLj45+RE5l58XAWcqL+17kdOVpApwCeGL8Ey0eN9pvNO5ad0rrSls1VrQ11mZwy0S4R2CntKO8vrxFnw3R4e4hlJWVWVQ8b9u2DV9fXyIiIrjlllvIz299Z7Curo7y8vImr75OP5d++Dr4ojfqOVp41Jy9PTFwosXyPoF1LBsbgoNGRUJuBX+nFjf53Pf7z5ilWfImOtjfxTzn/a+fjvHMemmX+pF5kUT6u1q/uLBp7Tf+EnQ594y+h1G+o6jUVXL/tvvND+sjfEbYzFjJz8mPJeFLgOa73CmlKbwbJ5ktPTLuEXwcpQdoOZ4npeBcUz+lQsm1Q6Sc1Q2pG8Q8dx/GGodyGblIzKnK6RQjoazKLHZn7wbg0vB2Jg9YiTzHLXe4DUYDb8a+CUgFh6+jb6fct4lxWmOGXgL3HoVL3mv2vOTSZErrSnFQOzDSb6TV9914TCp45kf3jLG1YE9HZg/xw2SC+76Po17fevfWEpILKimp1uGgUREd6NbqsYN8nQnxdKReb+SvpObdnctqdKz4ZB9ZpTWEejny6Q1jcbSzbjNI7gY3nuNOKklCb9LjofXAz7F1tYFKqSCmoRlgiazc38mfe0bdQ7RXNLcMu8WqtcqM8BnRJE5txZAVvDnjTZw0lqeYOGoceWTcI4zzH4feqOfT45+2ay22YlP6JtYmr0WBguemPIeLXcv+LWql2iwr/zP9z65aornDba2pmUalIdJLeo5sbo5bb9STWioV8xHuER1cZe+jxxTcKSkpvPXWW9x2222tHjd//ny+/vprtmzZwquvvsr+/fuZOXMmdXUtG148//zzuLm5mV/BwW2bepzvKBQKs1v5gbwD5oJ7QZiQk3cWbo4aLh0lZcl+uuuU+ePxOeUcOV2GRqVgycggi69376xBKBVwKKOUOr2RqYO8uWFSqK2XLeiBaJQaXp72Mp72niSWJPL+4fcB28xvN+bGYTeiVqj5O+fvJpEyBqOBJ3c9ic6oY2rQVC4OOzNHF96Q+S7Lys9mlO8oBnsMptZQa+4mCvoe5k6HFQW3l70X9ip7jCYjOVW271T9lPwTJkyMDxhPsGvXPCeM9h+NUqEkrTyN3Kpc1qWsI6UsBVc7V26IvqHT7isbpyUUNTPa4dYP1M3nWstqlxifGIscpxuTUlBJQm4FaqXC3NntCTy7JBoPRw0ncspbjdy0lL0N89uj+rtjp279MVuhUDBLdis/ce4cd63OwC2fHyAhtwIfFy1f3jQeb2frMsehkXFaI6fyxnJySzZqzXncbRinyawYuoJvL/qWAOf2j6o9PO5hRviM4OlJT/Pg2AetmiluzC3DpaJ/TdKaVmOrOhOTycQbsW8AcGP0jYzxH9PmObNCZgGwOWMzRlPHN4Msob2Scmh9jjuzIpN6Yz32KnuCXCx/1j1fsHnBvXLlynNMzc5+HTjQVJ6YnZ3NvHnzWLp0KTfffHOr17/yyitZuHAh0dHRXHzxxWzcuJGTJ0+yYcOGFs957LHHKCsrM78yMzs3UqS3IM9xrzq5ivTydOxV9swMntnNqzq/kc3T/ozPI7NYcs6Uu9uzh/jhZcUb6UAfZ3P+qIejhleXjkDZgjmL4PzD19GXly94GaVCid4kSRE76lB+NkHOQVw08CJAyuWW+fLElxwpPIKzxpknJz7Z5GEt3Lf1gluhUHB1lJT1/X3i9y3mrHY2uVW5PL/3efKqrIvkEXSc8vpyc7RdmLvlXRSFQmGWlds6GsxgNJjdyTvbLK0xrnauDPUaCsCO0zt497CkGvnH8H/gatcOtZKFtNjhboMDedLz21j/sVbfUzYmmxzujbtjKwkaXYyviz3PLpEKhXe2JhObYVlB2RJ75fnt0LYNzQBmRUkqhi0J+RiMZ8bN9AYjd397iH1pxbho1Xx+wziCPS03HmvMUK+hqBQq8qrzzLJqueCWN1/awhrjNFsxwmcEXy34iiWDlnToOuP9xzPce7g5NaM7OFlykvTydLQqLf8Y/g+LzpkQMAEXjQuFNYXNxrrZmpLaEkrrSgHJM8ZaWnMqlx3KB7oPbOLI3lew+Vd85513Eh8f3+orOvqMK3J2djYzZsxg4sSJ/O9//7P6fgEBAfTv35+kpJZ3JbVaLa6urk1egjMFt/zgMz14ulUukgLrCfd1Yeogb0wmKdqjVmdg7aEsAK4YY31H5bEFkVw5JpgPrxuDr6u9rZcr6OGMCxjHnTF3AlLXW35wtyW3DLsFpULJX1l/cbzoOGllabwd9zYAD4558Bx31bYKbpCMGd20bmRVZrHj9A6br9kS/hv7X75J+Ib3j7zfLffvy8hycj9HP6uLys5yKt+VvYu86jzctG5mn4GuQp7jfuPgG+RW5eLv5M+yyGWdek/ZOC29PN3i2CSTyWTucFvSnTsb2Zisu93Jm2PBsAAuiQnEaIIHfjhMTX37NgJNJpPZMK2t+W2ZsQM8cbFXU1RVb865NplM/OunY/xxIg87tZIPV4xhSGD7n10dNY7m/+eyrFzebGlrflsmJsQdpQKySmvIKatp91q6A4VCYS5yv0/4vlvGmWRZ+KTASRY/a2tUGqYFT2tyfmciz28HOgXioG49bq455A53fFH8OY74sm/HII++Z5gGnVBwe3t7ExkZ2erL3l4qDLKyspg+fTqjRo3i008/Ram0fjlFRUVkZmYSECDcla1loPtA3LRn5otackoU2JYbJ0syne8PZPLToSzKanQEutkzdZAFMV5n4e2s5cXLhzMmVBgH9lVuGnYT94++n2enPIu92vabLiGuIebfDe8ffp8ndz9JnaGOiQETm81VlQvulIKWC257tb15RvabhG9svua20Bv17MiSCv2uNKMRSLTHME2mn3PnGKetPrkagIvDLsZO1bXd13H+UjxYhU4yo7pjxB1oVdbLhq3By8ELXwdfTJhILEm06JyU0hRK6kqwV9kT7RXd9gmNSCus4kROOSqlgtlDel7BDfDUomj8Xe05VVjFCxut6/zLpBdVk19Rh51KSUxD5FdbaFRKZgyWutyb4iXFzat/nOS7/ZkoFfDfZTEWxX+1hTxydCj/EDqDztxxbCsSTMa5IVMcurbLbSsu6HcBgz0GU62v7pZoyk3pUryX7D5uKbP6n5GVt+T+bSs6IicHCHEJwdXOlXpjvfn7S0b+e3t+758PdFtPPzs7m+nTpxMcHMwrr7xCQUEBubm55OY2zUKMjIxk7VpJ5lVZWcmDDz7Inj17SEtLY9u2bVx88cV4e3uzZEnH5CZ9EaVCyShfaY7bxc6FKUFTunlFfYNpET4M8HaiolbPU79Ikq7LxwS3mNUpELSGUqHkhugbOnXD7B/D/oECBdsyt3Eo/xCOakdWTlrZ7NyfXHCnF1VRp2+5S3Rl5JUoFUr+zvnbbKTSVcTlx5k7HKfKTlFUU9Sl9+/rtMcwTUY2TrOlpLyguoDtp7cDmOOMupKRviPN89Dh7uEsGrioS+4rS4llaXFbyHLyEb4j0Kism9/e2CAnnzTQC0+nniMnb4ybo4aXLh8OwOd70tnZgolZa+w9Jf0uGRHsZlVayKwhZ+a4P9t1ire3SptSz1wyjHnRtmkoyZGRcflxJJcmozPqcLVzJcjZ8nnaMQ2yckvnuHsSCoWCm4dLY6tfx39Nle5cY8/OIrUslZSyFNRKtbljbSmTAyfjoHYgpyqH40XHO2mFEh0tuBUKRYtz3KLD3U388ccfJCcns2XLFvr160dAQID51ZjExETKyqQHI5VKxdGjR1m8eDERERGsWLGCiIgI9uzZg4tLy05/gpaZHjwd6J5d/b6KUqlgRUNEWI3OgEIBS0fbJspJIOgMwtzDmuzK3z/6/hZjWXxdtLho1RhNkFbYslQ1yDmIaf2kB4+u7nJvy9zW5O+x+bFdev++jM6oY1fWLqB90TCdISn/OeVnDCYDMT4xVuWC2wp7tT0X9LsABQruG31fu42hrEWWGCcUN2Oc1gz7c/cDMNbP+vntX4/K7uQ9W414QYQP106Q3p8fWnWYshrr3PDN89sDrFOdTYvwQa1UkJRfyVMNqSP3z47g6vEhVl2nNeQO98mSk2ZlT5RXlFXJFqMb1HS9scMNMDtkNqGuoZTXl/N94vdddl+5uz0+YLzVYzT2anumBk0FLJeV51bltmsju6MFNzQ/x12rryWjIgPomxnc0I0F9/XXX4/JZGr21RiTycT1118PgIODA7///jv5+fnU19eTnp7OZ599JlzHO8CS8CV8Mf8LHhzzYHcvpU9x+ZhgXLRSrMeUcO92G6EIBF3F7SNux1HtyAX9LmDp4KUtHqdQKAizYI4bMJunrUtZR0W9bTJw28JkMrE1cysAAU7Sw39snii4u4ofEn8grTwNT3vPds1KN+5w20JeaTQZzW75zY1IdBXPTXmOdZes44J+F3TZPeUOd3xR2/Jpk8nUbsO0zOJqjmaVoVTAnKE9x528JR5bEEmolyM5ZbU8tc66juI+c8FtnQTczUFjLtJNJrhuYn/ummlb6a2/kz/+Tv4YTAZ+PPkjYPn8toxsnHYip5yqupZzw3sqKqWKm4bdBMDnxz+nVl/bJfc1y8lDrJOTy8gb3pvSN7X5e29/7n4W/7SYK9ZfYbUje3szuBvTXIc7tSwVo8mIu9a9XZns5wN9zyZO0ASFQiHJ2ayUhwk6hrNWzW3TB6JUwD8usC7rUCDoDsI9wtmxbAf/nfHfNh1G24oGkxnvP54wtzBq9DWsS1lns7W2xqnyU2RUZKBRarh1+K2AmOPuKkprS83Z7XeOvLPVDNqWCHIOQoGCan01JXUd77Ltz91PZkUmzhpn5obO7fD12oujxpFQt9Auvac8u5tSmkK9ob7VY0+VnaK4thitSmvuYFmKnL09IcyrXZFWXY2jnZpXr4hBqYA1h7LYeNSyCLqs0hpOl9SgUirMhak1yLGgFw0P4P8uHmpV59lSRvpI8WByYTXE07qCO8jdgQA3ewxGE4cbDN56GwvDFhLoFEhxbTGrk1Z3+v0yKzKJL45HqVAyI2RGu64xtd9U7JR2ZFRkcLLkZIvHbc/czm1/3ka1vpo6Qx17c/ZafI9afS3ZldlAxwruod6SeWtKaYpZtt/Yt6Mzvq97A6LgFgi6iTumDyThP/PbZZYmEHQHWpXWIrmr2am8FeM0kDb8roq8CoBvE77tkpxRWU4+LmCc2bcioTihyzrsfZl3D79LeX05ER4RZtM8a7FT2eHnJHVJbTHHLT9wLxiwoM+ldAQ4BeCmdUNv0psfiFtClpPH+MRYPX624ag0vz1/WM+WkzdmdH8PbpsmjRc8vvYo+RVtd0L3NcxvRwe64tygYLOGy0f3Y8dDM3jrqpGd5ukywrdpdKSlkWCNsTQeLK+8tsMRa52BRqnhxugbAfj02KfoDNaNDVjL5vTNAIzxG4OnffsMbp00TkwKmgS0LCv/7dRv3Lv1XuqN9ThpnIAzP7eWkF6ejgkTrnaueNm336TP28GbQKdATJjM/hB93TANRMEtEHQbCoUCO7X4ERScf1gSDSazaOAinDXOpJenszt7d2cvzVxwz+g3Az8nP4JdgjFh4lD+oU6530/JP7Fs/TKbx1j1NpJLkvkh8QcAHhn7SIfmlM1O5R34N6031LMhdYNZ6nlpRPfJybsLhUJhnuNuS1Yuy8lH+4+26h6nS6o5nFmKQgFze4GcvDH3zoogKsCVkmodj6852qaUd18757dlFAoFIV6OndoBlOe4AZw1zuYRDWswG6e1UHBnFlfz2JqjTHlxC5e+u5sv9qS1Z6mdyiWDLsHHwYe86jx+Sf2lU+/1Z4ZUIMtu4+2lsaz8bFadXMXDOx5Gb9KzYMACnp38LGCdeutU+Zn57Y5+D8oqmCMFRwBIKpUK7r5qmAai4BYIBAKBjZEL7tSCSgzG1h9SHTWOXBJ+CSB1uTuT4tpi4vLjAMxOsaP9pAKiM+a4E4sTeWrPUxwvOs7GUxttfv3egslk4uUDL2MwGZgZPJNxAeM6dD25SGhPwZ1blct/Y//L7FWzefSvR9EZdYz0HdkpGfa9AVlSLGcyN4fJZGq3YdpvDe7k40I98XWxfWxhZ2KnVvLaFSOwUynZFJ/PMxviSW1FtbO3nfPbXclgj8HmfOVIz8g2x4OaQ44hjc0owdjo93tqQSUP/niY6a9s49t9GegM0ueeWR/P8eyuz71uDa1Ky4qhKwD4+OjH6I2tz6OX15fz0dGPzPGBlpJblWsuOtvjWdGYaf2moVaoSSlLMY8EgDSL/tSepzBh4oqIK3h+6vOMDRiLUqEkrTyN/Op8i65/qrTjhmkyZ89xyx1uUXALBAKBQGAjgj0csFMpqdMbySqpafP4ZZHLAPjr9F9kltsu7ulsdpzegQkTUZ5R+DtJWcByNKKt57jrDHU8+tej5gc5S7OOz0f+yvqL3dm70Sg1NjHolJ3KLZWUm0wm9uXs476t9zFv9Tw+PPohxbXF+Dr68s+Yf/LWzLc6vKbeirnD3UrBnVaeRlFtEXZKO4b5DLPq+rI7+YJeJCdvTFSAK/fPiQDg452nmPnqdha8+RfvbE0mvehMrFRBRR2pBVUoFNLmQk9FrVSbiyFrDdNkIv1dcLRTUVGr52R+BYm5Fdz97SFmvbadVQdPYzCamDrImx9uncisKF/qDUbu+uZQjzNZWxqxFDetGxkVGfye9nuzx9QZ6vj8+OcsWLOAN2PfZOWelVa9V2zOkOTkMT4x+Dr6dmi9blo3xgeMB86Yp70T9w6vHHgFgBuib+BfE/6FUqHE1c6VwR6DATiQe8Ci69vCoVymsVN5WV2Zuejvy5Jy64dMBAKBQCBoBbVKyQBvJxLzKkguqCDEq/XZ2P6u/ZkSNIWdWTv5NvFbHh77cKesS5aTy3GIIM3VARwrOkatvhZ7tW26cG8fepvk0mRUChUGk4HE4r5ZcOsMOl7e/zIAy4csJ9i146kiZkl5Zesd7ipdFetS1vF9wveklKWYPz7WfyzLBi9jRsgMc/51X0We4T1ZfBKD0dCs1F/ubo/wHYFWZbnpWU5ZDbEZpQDMi/bv+GK7iVsvCMPf1Z61h7LYlVzIiZxyTuSU8/LviQwLcmPh8ADUDTPXg/1ccHPs2d9T1w25jrK6sna78qtVSmKC3dmdUsQ/v44lpeDMxsOsKF/unDmImGB3AAb5OjP/zb9ILazi3z8d47UrY2zwFdgGR40j10Zdy9txb/PR0Y+YP2C+ueNvMBr4JfUX3ol7h9wqSaXhoHagRl/Dawde46sFX1kku5bl3x2Vk8vM6j+LXdm7+DP9T0pqS/gq/isA7hl1DzcPu7nJsWP9xxJfHM+BvAMsCFvQ5rVlSXmYW8eNfId4DUGpUJJXnceenD2A5JLfHqPM8wXR4RYIBAKBzbFmjhswm6f9lPQT1bqW87vbS52hzjwj3rjg7ufSD18HX/RGfZPc0I6wP3c/nx//HIAnJjwBQEZFBjX6trv95xvfJnxrjgH7x7B/2OSajaPBmsNgNLDq5CoWrFnAc3ufI6UsBQe1A1cOvpI1i9bwydxPmBM6p88X2yBtdjmoHag11JJWntbsMXKHrL1y8jH9PfBz7V1y8sYoFAouGRnE5zeOY/8Ts3jh0mFMCfdGqYCjWWW8sDGBZzZICoHx7Zzf7kqmBU9j1aJVHcqcl+e4Uxq6+guG+bPh7il8tGKsudgG8HCy479XjTQ7vq8+2LO8LK6KugpnjTPJpclszdyKyWRiW+Y2Lv/lcv6969/kVuXi5+jH05Oe5pdLfsFB7cCRwiP8kf5Hm9cuqikiNl8aVbJVwT0zZCZKhZKE4gRzsf3YuMfOKbbhTHyfJcZpRpORtLI0wDYdbkeNo/n766ekn4C+m78tIwpugUAgENicgVYW3FOCphDiEkKFroL1qettvp69OXup0dfg6+hrjkMC6WFanuOWjaE6QmV9Jf/a+S9MmLh00KVcPuhyPO09MZqMpJSmtH2B84iS2hLeP/w+AHePvBtnO2ebXFeWlOdX51NnqGvyub05e7li/RU8tecpimuLCXYJ5tFxj7J56Wb+NeFffXqGsDmUCqVZetqcrLxx/vYY/zFWXbu3y8mbw8PJjmXjQvjq5vHsf2IWzy6JZtJAL2RT8VlDepcxXHtZOiaYIQGuXBITyB/3XsC714xmaKBbs8eOG+DJvbMkWf6/fz5GShvpFV2Jq52reaTp7UNvs+K3Fdy15S6SS5NxtXPlgdEPsH7JepYMWoKfkx/XD70egDdj32zT3XxL5haMJiNDvIYQ5Bxkk/V62nuaVVlKhZJnpzzL1VFXN3vsKL9RKFCQVp5GQXVBq9fNqcqh1lCLWqm22Vrl0QV5ozvco+/KyUEU3AKBQCDoBKztcCsVSvODz7cJ37bpCGwtZnfy4BnnSAFH+dlujvuFfS+QXZVNkHMQD499GIVCQYSH9LDZ12Tl78S9Q4WugkjPSLMxni1w17rjrJG+v7IqsgDIKM/gni33cPMfN3Oy5CQudi48MvYRfl78M9dEXdOnpYxtIcvKm3MqTy9Pp6CmADulHcN9hlt8zbzyWrOLdW+Wk7eGl7OWa8b355tbJvD34xey8Z6pfSbmM9jTkV/vmcoby0YyyK/tn61/zghn0kAvqusN/PPrWGp1hi5YpWVcO+Ra7FX2JJcmcyj/EPYqe26KvomNl23k+ujrm4wZXT/0erzsvcisyOSHkz+0el1ZTi67i9uKm4fdTJRnFK9Nf41FAxe1eJyrnavZo6GtzWR5fru/S3/USttMG8tz3Cak93LR4RYIBAKBwMaE+5wpuC0tni8JvwQHtQPJpclW5Ye2hdFkZHvmdqCpnFxG7nAfKTiCztj+TNbNGZv5OeVnFCh4dsqz5ixUuYPYl4zTTpac5MeTPwLw8NiHOxQDdjYKhcLc5Y4vjufVA6+y+OfFbMncgkqh4qrIq/h1ya8sH7IcjUrIxttCVnwkFCec8zn5QX2YzzCr5rd/P56LyQQjQ9wJdHewzUJ7ML4u9kQFuHb3MnosKqWCN66MwcvJjoTcCp7d0HoMXVfiae/JrSNuRaPUcNmgy1i/ZD33jr4XV7tz/386ahy5I+YOAN4//D4V9RXNXrOsrox9OfsAmBViGzm5zMTAifxw8Q8WuZ7LqpS2jNPkgjvMvePz2zJyh1umr6uLRMEtEAgEApsT5uOEQgHltXoKKuvaPgFwsXMx79i/deitDhW/jYkviie/Jh9HtSPj/M+NpBroPhA3rRs1+po284hborCmkKd2PwXA9dHXm4t4gMGeDQV3H+lwm0wmXtr/EkaTkdn9Z5tnCW2JPMf92F+P8dnxz9Ab9UwOnMzqRat5fPzjuNu72/ye5yvmDndx/DmbY+Y4MAv/HxqNJlIKKlkdKykPFp5HcnJBx/B1tefVK0YA8OXf6WxsGDnoCdw87GYOLj/Iykkr8XNqfSzg0kGXMsBtAKV1pXx89ONmj9mWuQ29SU+4ezihbqG2X7CFyPLz/Xmtb2DLBXeoa6jN7j3QfSD2KkkdoFKobDIb3psRBbdAIBAIbI69RkWwh+ROnpJf1cbRZ7gh+gacNc7EFcTxzqF3bLKWrZlbAZgcNBk7ld05n1cqlB2KBzOZTDy1+ylK6kqI8Ijgzpg7m3xelpQnlSTZXCrfE9mWuY29OXvRKDXcN/q+TrmH7FRuwsQAtwG8e+G7vD/7/Q4ZQfVVBroNRK1UU1FfQVZllvnjTea3/c6d3zYaTZwqrGLd4Wye3XCCZf/bw/Cn/uDCV7dzOLMUOH/l5IL2MX2wL7dOk7qoD68+Qmax7Q0y24slruMgRavdN0r6vfZV/FdmF/PGdJac3FpG+41GgYJTZacorCls8Tg519uWRbFGqTFv5oW4hlilkDkfEbFgAoFAIOgUwn2dySiuJrmgkokDvSw6J8g5iJWTVvLg9gf5+NjHjPYbzdR+Uzu0jubiwM5mtN9otmZu5WDeQW6IvsGq669NXsu209vQKDU8P/X5c4r6MLcwqaDRVZBTlUOgc6CVX0HHMRgNfHr8U9LK0qg11FKnr5P+a6ijVn/mvwqFgjmhc7g68mpzVrk1lNaWmnNhrxtynbkTbWsWDVxEfHE804Onc8XgK4TjeAfQqDQMch9EfHE8CcUJTXLO86vz0Sg1BNpHsieliOSCSlLyK0nMreBYdhkVtedmK2vVSoYGurJoRCD9PFqPBBT0PR6cM5i9qcXEZZZy93eH+OHWiWhUvav/Nz14OqP9RnMw7yBvH3qbZ6Y8Y/5cla7KbBRmK3fy9uKmdWOw52ASihM4kHeAeaHzmj3OLCm3QSRYY6K9ozmUf6hP52/LiIJbIBAIBJ1CuK8zWxLySbHQOE1mbuhcDuQe4LvE73hi5xP8cPEP7Sr+ALIrs0ksSUSpUDI1qOXCXZaAx+bHYjQZzXmsbZFZkcmL+14E4K6Rd5m72Y3RqDSEuYVxsuQkicWJ3VJw/3jyR96MfdOiYz899ilfHv+SeQPmsWLoCrPxTkuYTCb25+5nVdIqNqVvQmfU4WXvxS3Db7HF0psl3COcD+d82GnX72tEeUURXxzPiaITeCpGs/9UMduypbQAXXU/pr64s9nz7NRKhgS4MizIjWH93Bjez41wH2fUvayAEnQdGpWSt64ayYL//sWhjFKe/uUE/75oCHbq3vM9o1AoeGD0A1z969WsS1nHtUOuNY8O7Ti9g3pjPf1d+/cIo7AxfmOkgju3+YK7rK6M4tpiwLYdboBro64luzKbm6Jvsul1eyOi4BYIBAJBp9DYOM1aHhz7IIcLDhNfHM8jOx7h47kft8s9Ve5ux/jE4GHv0eJxkZ6ROKgdqKivIKkkyfzw1BoGo4Endj5Btb6aUb6juG7IdS0eO9hjsFRwlyQyI2SGtV9GhyiuLea/h/4LwJLwJQz2HIxWpUWr0uKgdkCr0mKvtker0lJQXcBX8V9xIO8A61PXsz51PeP9x3Pd0OuYEjSlyUZEYU0hPyf/zJqkNWRUZJg/HuUZxaPjHjWbxgl6PrJx2o70w7z2gyTLtw88iMYN6ioHoFBAsIcj4b7O0svHmeggNwb5Ofe67qSg+wn2dOSly4Zz+9exfPl3OrtTCnlqUTRTBnl399IsZpjPMOaFzuO3tN94/eDrvD9bikD8M/1PQDJLs1Sm3pmM8R/DV/FftWhEKne3/Rz9cNTYVpES4BzAGzPesOk1eyui4BYIBAJBp2BtFndjtCotr057lSvWX0FsfizvxL3DPaPusfo6jePAWkOtVDPSdyS7s3dzMO+gRQX36qTVHMo/hJPGieemPteqE/dgz8H8kvoLJ0tOWrN8m/Bm7JtU1EvxXP838f/adAy/sP+FHC88zufHP+eP9D/Ym7uXvbl7CXML47oh1+Hr6MuapDVmYyAAJ40TCwYs4LKIyxjqNbQLviqBLZFVDIklkmngpHBPUu0zqDLAM3MXs2jwNOw1tnOaFwjmDwvgzWUx/Gf9CVIKqlj+8V4WDgvgXxdFEeDWO5zt7x51N5syNrErexe7s3cz0nckO7MkNUh3z2/LjPEbgwIFqWWpFNUU4eXQdLxLLrj7uqlZZyO2JQUCgUDQKchZ3LnltVTUWu84HuwazMpJKwH46OhH5gcZS6morzC7s7Y2vy0jG6fF5se2eWyVrop34iRTt7tG3kWQc1Crx8uRKF3tVH604ChrktYA8Pj4xy2O5xrqPZSXpr3Exks3ct2Q63DSOJFalsrKPSu5Y/MdbMrYhN6kZ7jPcJ6e9DRblm7hyYlPimK7lyKNQihAVcEAPyPPXBZElaEItVLNxZETRbEt6BQWxwSx+YHpXD8pFKUCNhzN4cJXt/PethTq9cbuXl6bBLsEs2zwMgBeP/g6O7N2UqOvIdApkCFeQ7p5dRJuWjfz+09zedyi4O4aRMEtEAgEgk7BzUGDj4vkTJpSYLlTeWPmhs7lysFXAvD4X4836wjbEruyd6E36gl1DbUomkWe4z6Yd7BNN/FPjn1CcW0x/V37c0XEFW1eW87izqzIpFrXNc68BqOBZ/c+C0gmYyN9R1p9jQDnAB4a+xB/Xv4nD455kCDnINy17lwTdQ2rF63m6wVfs2TQEptLEQVdy7HTtRjqfABYfoGKw4WSW/8w72E4qHtHt1HQO3Fz0LBy0VDW3zWVMf09qK438OJvCcx7cwc7k5o6a5tMJnLKatiVXMgXe9JYue441368l/u/j+u2Av3W4bfionEhoTiBF/a+AEgqoZ4gJ5eRY/2ak5V3lmGaoClCUi4QCASCTiPcx5mCijqS8yuJCXZv1zUeGvsQRwqOWD3PbamcXGaYzzA0Sg2FNYVkVGTQ37V/s8flVuXyxfEvALhv1H1oVG07ZHs5eOHt4E1hTSFJpUmM8Blh0Zo6wtrktRwvOo6zxrnD8Vwudi6sGLqCFUNX2Gh1gp5Cnd7A42uPYlQHotLmY9Cc5kBeOtB8HJhA0BkMCXTlx9smsiY2i+c3xpPaIDOfFeWLo52alIJKThVWUV1vaPb8mVG+XDS86w0p3e3duWnYTbwR+wb5NflAz5GTy4z1G8vX8V83G3t5qlx0uLsC0eEWCAQCQacR3oE5bhmtSssr017BSeNknuduC51Rx47TOwDL5OTyfYZ5DwNaz+N++9Db1BpqGeU7ipkhMy26NpzpcneFrLysrszsSn5HzB14O/QeMyJB1/LB9lSS8yuxN4UAkFCcYO6EjfEXBbeg61AoFFw2ul8Tmfmm+HzWHc7meHY51fUGVEoFYd5OzIry5R8XhDF3qB8Aa2Kz2rh653FN1DXmJA0fB58u2VC1hlF+0rhUcmkyRTVF5o/XG+rJrMgERMHd2YiCWyAQCASdhi0KboAQ15Am89y7sna1enxcfhwV9RW4a92tevhpLCtvjoTiBNalrAPggTEPWCUbjPCUIsO6wjjtv7H/pbSulHD3cK6KvKrT7yfonaQWVPL21mQArhs1CYA92XvIqcpBrVAT4xPTjasT9FUay8xvnRbGo/Mj+fC6MWx+YBoJ/5nHlgen89GKsTy+IIqH50mGf9tPFlBQUdct67VX2/PQmIdQKpQsjVhqcaxkV+Fh72Ge42783pZRnoHRZMRJ44SPg093La9PICTlAoFAIOg05II7paBjBTfAvNB5HMg9wPeJ3/PQjoeY3m86A90HEu4ezkD3gQQ6B5ofdLZmbgXggn4XWGwUBlLB/eHRD5stuE0mE6/sfwUTJuaHzme4z3Cr1i9ndHd2h/tE0Ql+PPkjIBmltSdO7XygpKqekup6whri6QRNMZlMPLH2GPV6IxdE+HDT2MF8mgqVOulndaj3UDGbL+hWhgS6MiTQtdVjBvo4ExPsTlxmKb8czubGKd3TqZ0TOocJgRNw1vTM3zdj/caSVJLEgbwDzAmdA5yRk4e5hfWomfPzkb75LiwQCASCLkEuuNOLqqjTG9CqO+Z2/NDYhzhWeIzjRcf5JfWXJp9zUDswwG0A4e7h7MneA1g+vy0T4xuDUqEkqzKL3Kpcs0wQ4K+sv9ibuxeNUsM9o62PKJMl5UmlSRhNxk7pghhNRp7d+6y0KTBgvtksp69hMJpY9r+/SSmoZM0dkxjez727l9TjWB2bxZ7UIuw1Sp69JBo3e0eCnIPIqpSkuX31e0fQ+7h0VBBxmaWsOXS62wpuAFe71jcHupMx/mP4JuGbJsZpwqG86+hZmgeBQCAQnFf4umhx0aoxmiCtsOPu3FqVls/nf84b09/gzpg7mR86n0Eeg9AoNdToazhRdIJ1KesoqClAo9QwKXCSVdd30jiZM4lj887Eg+mNel478BoAy6OWtxkD1hyhbqFolBqqdFXmosbW/Jz8M0cKjuCoduTBMQ92yj16A5vi80jMq0BvNPHmpqTuXk6Po7iqnmc3nADg3lkRBHtKnewozyjzMcIwTdBbuGh4IBqVgmNZ5STmVnT3cnok8rhUcmkyJbUlAKSWpQKi4O4KRIdbIBAIBJ2GQqFgoK8zcZmlJOdXMtjfpcPX1Kq0XNj/Qi7sf6H5Y3qjnsyKTFJKU0guTSatPI2JARPbJYkd7TeaE0UnOJh3kAVhCwDJ8TulLAU3rRs3D7+5XevWKDWEu4cTXxzPyeKTBLsEt+s6LVFeX84bsW8AcNuI2/B19LXp9XsTH+5INf95c0I+R0+XMayfWzeuqGfxzIYTlFTriPR34aZGHcFIz0g2ZWxCpVC1K0ZOIOgOPJ3smDHYlz9O5LHm0Gkemx/V9kl9DE97T8Ldw0kuTeZg3kFm9Z91psPtKgruzkZ0uAUCgUDQqdjKOK011Eo1A9wGMKv/LG4bcRsvTH2BxeGL23Wts43TqnRVvHNIcka/fcTtHZINysY1iSW2n+N+59A7FNcWM8BtAMujltv8+r2Fg+klHEgvwU6lZFqEZAT05mbR5ZbZnVzImtgsFAp4/tJhaFRnHgVlV/Ix/mPE/LagV3HpqH4A/HQoC4PR1M2r6ZnIqpX9ufsxmUxnCm73zim4j2WVcdl7u9mVXNj2wec5ouAWCAQCQadiLrhtYJzWFYzylSJUUspSKKkt4dNjn1JUW0SISwhXRFzRoWt3RjSYyWTiWOExvkv8DoDHxj1mUTb4+cpHf0nd7UtGBvLkxUMaooXyOJZV1s0r635qdQae+OkYANdO6M/IEI8mnx/tN5pP537KC1Nf6I7lCQTtZkakD+6OGvLK69idIgq85pB9Gfbn7SevOo8afQ1qhdrmaiuQTRmPcjC9hM93p9n8+r0NISkXCAQCQacS7tP5HW5b4mHvwUC3gaSUpfBb2m98fvxzAO4bfV+HC9nBnlLBbU00mMlk4kTxCTLLM8mrziO/Op+C6oIzf64poM4gxeHM7j+biYETO7TG3kx6URW/Hc8F4OapYQz0cebiEYH8HJfNW1uS+ODavjuXnFlczdtbkjlVWIWvi5YH5w5u9jiRvS3ojWjVKi4aHsBXf2ewNjaLqYNEzNXZyOqtpJIkDuUfAqCfSz80Sttv0P55Io/Dp6VNzsQ8MVffrR3u0NBQFApFk9ejjz7a6jkmk4mVK1cSGBiIg4MD06dP5/jx4120YoFAIBBYi9zhTi2o7DVSP/nB5JX9r1BrqGWk70guDLmwjbPaRu5wn648TWW9ZRsQP6f8zLL1y3hox0O8cuAVvjjxBRvTNhKbH8vpytPmYjvKM4qHxz7c4TX2Zj7eeQqTCWYM9iHCT/ILuGtmOAoF/H48j/ic8m5eYddyqrCKd7clc/FbO5n60la+P5AJwFOLhuJq33dVEILzE1lWvvFYLlV1+m5eTc/Dy8GLgW4DAVh1chXQOYZpRqOJV/84s6mcUVzd5/9/dHuH++mnn+aWW24x/93ZufX8updeeonXXnuNzz77jIiICJ555hlmz55NYmIiLi4dN+MRCAQCgW0J9nTETq2kTm8kq6SGEK+ePxs62m80P5z8gXpjPQAPjnnQJjml7vbu+Dr6kl+dT1JpUpvGVCaTia/jvwakHO+BbgPxdfQ95+Xj6INWpe3w+nozJVX1/NBQUN5yQZj54+G+LiwcFsD6Izm8tSWJd68Z3V1L7HRMJhNJ+ZVsPJrLxmM5JDRybFYqYGyoJ1eNC2FetH8rVxEIeicjg90Z4O3EqcIqfjuWy2Wj+3X3knocY/zHkFKWwr7cfYCUwW1rfjmSTWJeBS72alRKBaXVOk7mVZwzwtKX6PaC28XFBX9/y37xm0wm3njjDZ544gkuvfRSAD7//HP8/Pz45ptvuPXWWztzqQKBQCBoByqlgjBvJxJyK0guqGh3wS0XE9sTCyir0fHPGeE42HUs17slRvmNMv95Xug8hvsMt9m1IzwiyK/OJ7E4sc2C+3jRcRKKE7BT2vHJ3E9w0wqn7Zb46u90anVGooNcmRjm1eRzd80cxPojOfx6NJfE3AqL3fJ/OJDJF3vSePnyEUQF9NyMXYDk/Aru+DqWk3lnlBMqpYJJA72YHx3AnKF+eDv37U0ZwfmNQqHg0pFBvPrnSdYcOi0K7mYY4z+G7xO/N//d1h1uncHI639K3e1/TA1j76lidiYXkpjbtwvubjdNe/HFF/Hy8iImJoZnn32W+vr6Fo89deoUubm5zJkzx/wxrVbLtGnT2L17d4vn1dXVUV5e3uQlEAgEgq5jYDudystqdGw8msOjq48w6YUtzHl9B8/+Gs/bW5NZua7zxon8nfyJ8YnBTevGPaPusem1zcZpFjiV/3jyRwDmhM4RxXYr1OoMfL4nDYBbpoado0YY7O/CgmHS5v5/t1jmWL7q4GkeXnWEY1nlvLctxabr7Qxe2JjIybxK7FRKZkb68vLlwzn4r1l8edN4rh4fIoptQZ/gkpFBAOxOKSK7tKabV9PzkJ3KZWxdcK8+eJq0omq8nOy4YcoA8+ZmQh/PR+/WDvc999zDqFGj8PDwYN++fTz22GOcOnWKjz76qNnjc3MlIxQ/P78mH/fz8yM9Pb3F+zz//PM89dRTtlu4QCAQCKxioBXGaSeyy9mSkMf2kwXEZpQ2mfvWqpWMCfVgd0oR3x/IZMogby4eEdgpa/5k7ifUGepwtmt91MlaLDVOq6ivYOOpjQAsjVhq0zWcb6w9lEVhZT1B7g4sGBbQ7DF3zRzEr0dz+fVoDkl5FQzya7nLvf5INg+vOmz+++/Hcymr0eHm0DPnnour6tmWmA/AursmE+nfs7vxAkFnEezpyPgBnuw9VcxPcVncMT28u5fUo/B28CbMLYzUMinNwZYFd63OYI5gvH36QJy1anPBndjHC26bd7hXrlx5jhHa2a8DBw4AcN999zFt2jSGDx/OzTffzPvvv8/HH39MUVFRq/c4e+faZDK1Olv32GOPUVZWZn5lZmZ2/AsVCAQCgcVYksVtMpl48bcEFvz3L1754yT700owGE2E+zpz05QBfHHjOA7/3xy+vnkC/2x4iHp8zVEyi6s7Zc0alcbmxTac6XAnlSRhNBlbPO7X1F+p0dcw0G1gm9LzvozRaOLDhiiwGyaHNsmVbkxUgCtzh/phMsFbW5JbvN6mE3nc+10cRhNcOSaYwX4u1OmN/HI4u1PWbws2HMlGbzQRHeQqim1Bn+fSUVKXe21sFiZT7zDq7ErkLrePgw8udrbzv/pmbwY5ZbX4u9qzfEJ/AKIafh8l5lX06f8XNi+477zzTuLj41t9RUdHN3vuhAkTAEhObv6NUJ71ljvdMvn5+ed0vRuj1WpxdXVt8hIIBAJB19E4Gqy5N12dwchDq46Ypbuzonx5dkk0fz08g033T+PfFw3hgggf7DXSzPa9swYxur8HFXV67vr2EDpDy4VrTyPENQStSkuNvobMiuY3gE0mk1lOfnnE5TYxbDtf2ZKQT2pBFS72apaNC2n12LsvHARIpj7Nbf7sTCrkjm9i0RtNLI4J5LlLh7F0jDQHuurgadsv3kasOZQFwCUxQd28EoGg+5k/LACtWklSfiXHssQY6dlc0O8CAKK9m6/H2kNVnZ53t0n1290XDjK/Vw/yc0apkFQ4BZV1Nrtfb8PmBbe3tzeRkZGtvuzt7Zs999AhKRMuIKB5OdiAAQPw9/fnzz//NH+svr6e7du3M2nSJFt/KQKBQCCwEWE+TigUUF6rP+dNt6bewK1fHmTVwdOolApeunw4H60YyzXj+xPs2bzBmlql5M1lMbjaq4nLLOW1Py3Pte5u1Eo1A92laJbE4ubnuI8WHiWxJBGtSsvFAy/uyuX1Ov7X0N2+enwIztrWJ+WGBroxe4jU5X5na9PN/f1pxdzyxQHq9UbmDPHjlaUjUCkVXDIyCLVSQVxmKcn5PU8WmVZYxaGMUpQKWBTTOeMVAkFvwtVew5yhUpNudWzP3SjrLqYFT+ODWR/w5MQnbXbNz3anUVhZT38vR/MmJYC9RkWolxPQt2Xl3WaatmfPHl5//XXi4uI4deoUP/zwA7feeiuLFi0iJOTMDnVkZCRr164FJCn5vffey3PPPcfatWs5duwY119/PY6Ojlx99dXd9aUIBAKBoA3sNSqCPaTiuXFnsaSqnqs/+pstCfnYa5T879rRXDEm2KJr9vNw5IXLJPfw97ensDOp0PYL7yTaMk6TM1Ln9Bdmaa0Rl1nKvlPFqJUKbphk2Szi3TOlLvfPcVmkFkjfi0dOl3LDp/up0Rm4IMKHt64eaZameztrmT7YF4AfD/S8h/e1Dd3tKYN88HVpvqEhEPQ1ZFn5usPZvUoB1VVMCpqEt4O3Ta5VVqPjg+2SOu2+9AIYZwAANttJREFUWRHnjPWYjdNyRMHd5Wi1Wr7//numT5/OkCFDePLJJ7nlllv49ttvmxyXmJhIWVmZ+e8PP/ww9957L3fccQdjxowhKyuLP/74Q2RwCwQCQQ9HnuNOaSi4s0pruPz93RzKKMXNQcPXN0/gwqiWx4OaY8GwAK4aF4LJBPf9EEdhL5GstWacVlFfwW9pvwGwdLAwS2sNeXZ7UUwg/m6WFZvD+rlxYaQvRhO8vTWZhNxyrvtkH5V1esYN8OSD5aPRqpvGzckdmzWHstD3oId3k8nET3FSwX3pSCEnFwhkpoZ74+2spbiqnu2JBd29nPOaD3ekUl6rJ8LPuVkTU+FU3o0u5aNGjeLvv/9u87izZ/0UCgUrV65k5cqVnbQygUAgEHQG4b7ObEnIJ6WgisTcClZ8so/c8loC3Oz54sZxrbpGt8aTFw3hYHoxJ/MqeeCHw3x6/ViUyp498xzhEQHAyeJzC+71qeup0dcQ7h5OjE9MF6+s95BZXM3GozmAFAVmDXdfOIjNCfn8HJfN9sQCSqt1xAS788n1Y5vNdp8x2BdPJzsKKurYkVTAzEjrNoY6i9iMUtKLqnG0UzFnaM9Yk0DQE1CrlCyOCeTjnadYc+g0s4aIn4/OoLCyjk92nQLg/tmDUTXz3hspO5Xn9d15+m7P4RYIBAJB30A2TtuWmM/S93eTW17LIF9n1twxqd3FNoCDnYq3rhqFVq1k+8kC85t/T0YuuLOrsimvP/MQIszSLOfjnacwmmDqIG+iAqwzQx0R7M70wT4YjCaKquoZEuDK5zeMa3EG3E6tNBuS9STztJ8a5OTzhvrjaNetSa8CQY9DlpVvis+nrFrXzas5P3l3awrV9QaG93NjbgubfoMbnMqT8iqbxHz2JUTBLRAIBIIuYWCDpDytqJryWj2j+3vw420TCXBz6PC1B/u78O+LhgDw4m8JHD1d1sYZ3Yub1g1/J8nUp3GX+0jhEZJKktCqtFwUdlF3La/HU1pdzw8HJIf3f1xgXXdbRpo1VDDI15kvbxqHm2PrGduXj5Zk5ZtO5FNSVd+ue9qSer2RX45IUWWXCDm5QHAOQwJcifR3oV5vZEODGkYgUaszdDimK7u0hq/+TgfgwTmDW9wgDvF0xEGjok5vJK2oqkP37K2IglsgEAgEXUK4rzPy+/GFkb58ddN43B3tbHb9a8aHMG+oPzqDibu+jaWyTm+za3cGzRmnyWZpc0PnCrO0Vlh7KIvqegOR/i5MCW+f8c+IYHe2PzSDX+6agpezts3jhwS6MjTQlXqDkZ8b5qa7k+0nJSm8j4uWye38NxAIzmcUCoW5y/39/ow+nQPdmN0phYx46g/u/+Fwh/5N3tqSRL3ByPgBnkwd1PLvIJVSQYSftOHeV53KRcEtEAgEgi7BzUHDyouH8sDsCD64dnSzs7IdQaFQ8MJlwwh0syetqJqV647b9Pq2RpaVJ5UkAVBeX85vpxrM0iKEWVprHM+WZPjzov07JLsPdHcw58VawtKGLveqHhA1tPaQtIbFIwKbnZsUCARw6ah+aNVKDp8uY09qUafdp1Zn4KO/UjldUt1p97AFZTU6HvjhMHV6I2sPZfH13ox2XWd/WjE/NKQ2PDS35e62TF83ThMFt0AgEAi6jBWTQrnrwkGoVZ3z9uPuaMebV40EpPzVrNKaTrmPLZCdyuUs7vUp66k11BLuHs4InxHdubQejxznNbDBF6CrWBQThEal4FhWOfE53WcAVFajY1N8PgBLRgk5uUDQEt7OWnPU5HvbUjrtPu9tS+GZDfG8+FvzUY89had+OU5OWS2ODRve/1l/goRc636X5ZfXcsfXsRiMJi6JCWRMqGeb58hz3IlW3ut8QRTcAoFAIDivGBvqycQwL0wm+H5/Zncvp0VkSXlyaTIGo4FVSZKcXJiltU1qoTQHGObj1KX39XSyY1ZDdF13mqdtPJpDvd5IhJ8zQ6w0jBMI+hr/uCAMlVLBX0mFHMuyvb+HyWRiTYPi5MjpUptf31b8diyXNbFZKBXwxY3jmDHYhzq9kTu/OUR1vWUjWPV6I3d8HUtBRR2D/Vx47tJhFp0XKTrcAoFAIBCcXywbJ3U0fjyQ2aNykxsT7BKMvcqeWkMtv6T+QlJJEvYqey4eeHF3L61HU1xVT2mD43CYd9d2uOGMedpPh7LQWfC9pTMY+fVojrkrbwvWNriTLxnZT2zOCARtEOzpyMXDA4DO6XIfTC8hs1hSU6UXVVNR2/Mc0Qsr63hi7VEAbp02kDGhnryydAS+LlqS8yt5+pcTFl3nuV/jOZBegotWzfvXjrY4HUGWlGcUV1tc3J9PiIJbIBAIBOcdc4f64+GoIaeslu0nC7p7Oc2iUqoY5DEIgDcOvgFIZmmudqJj2RopDYVrkLuDzX0ALGFahA8+LlqKqurZkpDf6rFl1TpWfLKPO76OZear21n+0V5+O5bboU2g0yXV7D1VjEIBi2MC230dgaAvcdv0gQD8eiyHU4W2dcpec6ipiWJP6+KaTCYeW3OUoqp6Iv1duHeW9L7j5azljStjUCjgu/2Z/HI4u9Xr/HQoi892pwHw2pUxDPC2XGHk7azF29kOkwlO5tlu87G3IApugUAgEJx32GtUXDpK6kR+u6/nyspl47SiWsnM5/KIy7tzOb0CuVPc1XJyGbVKyaUj287kziiq5tL3drE7pQg7tRKFAnYmF3LbVweZ8uJW/rs5ifzyWqvv/3Oc9FA8YYAXge4dj9QTCPoCkf6uXBjpi8kEH2y3XZe7Tm9gwxEpcszbWUrdOJHds+aUVx08zZ8n8tCoFLx+ZQxa9ZmNyknh3tw5IxyAx9ccJaOoedO3+JxyHl1zBIA7Z4Qze0jzmdutEdmH57hFwS0QCASC85KrGmTlWxLyyC2zvrDpCmTjNIBBHoOEWZoFpBZI3amuNkxrjCwr35qQT2Fl3TmfP5hezCXv7iKloIoAN3t+umMyOx6awe3TB+LpZEdueS2v/XmSSS9s4Z/fxPJ3apFF8Twmk6mRnFyYpQkE1nB7Q5d7dexpm70nbE0ooKxGh7+rvdmcrScV3KdLqs1y8ftnDyaqGc+Hey4cxJj+HlTU6bnru0PU65sqcMpqdNz21UFqdUYuiPDhvtkR7VpLX3YqFwW3QCAQCM5Lwn1dGBvqgdEkzXL3ROQON0hRYGIet21SurnDDTDIz4URwe7ojSZ+OktO+nNcFld9uJfiqnqig1z56Z+TGRLoSrCnI4/Mi2TPYzN5c1kMY/p7oDea2HAkh2X/+5u5b+xg04m8Vgvv49nlJOdXolUrmTfMv7O/TIHgvGJMqCfjQj3RGUx8suuUTa4p//wvjglkWJAbACe6McGgMUajiYd+PEJFnZ7R/T34xwVhzR6nVil586qRuDloOJxZyqt/JDa5xv3fx5FeVE2QuwNvXhnT7hhCueDui1ncouAWCAQCwXnLVeNCAGk+zWhsu4PY1UR6RuKiccHVzpWFYQu7ezm9ArnD3R2GaY2Ru9w/HjiNyWTCZDLx1uYk7vkujnq9kdlD/Pjh1on4udo3OU+rVrE4JohVt0/i17uncvX4EBztVJzMq+TmLw5w7cf7WozpWRMrPdzPGuKHq72mc79AgeA8RO5yf/13OmXVHTM3K6vWmX0clowKYkhgg2Q6r8IiQ8XO5rPdaexJLcJBo+LVpSNaLZSD3B148bLhAHywI9XsffL21mQ2J+Rjp1bywbWj8XCya/d6IkXBLRAIBALB+ceCYQG42qvJKq3hr+TC7l7OOThpnPj2om/57qLvhFmaBegMRjKKpRnD7uxwAywaHoidWkliXgWxGaU88ONhXv3zJAC3TB3A+8vbdvAdEujKc0uG8ffjF3L79IHYqZTsTC5kwZt/8cTaoxQ1kqvrDUbWNZgaXSrk5AJBu5g+2IdIfxeq6g18sSetQ9dafzSbeoORqABXIv1dCfZwxFmrpl5vNG8MdhfJ+ZW8+FsCAE8sjCLUAoOzedH+XDexPwD3fx/HDwcyeX2T9DvtmUuiiW7o4LeXQb4uKBRQVFVPQcW5ozjnM6LgFggEAsF5S2PztO/2ZXTzapqnv2t/gl2Cu3sZvYKM4mr0RhOOdir8z+ocdzVujhrmNBgHLf9oL2tis1ApFTxzSTRPLBxilezS1V7DI/Mi2fzANBYM88dogq/3ZjD95W38b0cKdXoDO5MLKaysw9PJjgsifDrryxIIzmsUCoW5y/3p7jRq6g3tvtZPZj8FKS1AqVQQFSB1cU/k2D7v21J0BiP3/xBHnV6aub5mfIjF5z6+IIpIfxeKqup5eNURTCa4enyIeT69IzjYqQj1kgr/llQ85yui4BYIBALBeY2cyf3nibw+t6t+vpGSL81vD/B2QtnOOUJbsrThIbRGZ8BFq+bT68eyfEL/dl8v2NORd68Zzff/mEB0kCsVdXqe+zWBOa/v4M3NSQBcPDwAjUo8vgkE7WXhsABCPB0prqrn+/3t24jNLK5mf1oJSgUsjjmjOBnSYErWncZp725N4cjpMtwcNLx02XCrvEHsNSrevnokDhrJyXxEsDv/d/EQm61tsF/flJWL39gCgUAgOK+J9HclpsHgqrUYJ0HPJ7UhPzesGx3KGzMl3JuYYHcGeDux6vZJNus8jw/zYt0/p/Dy5cPxcdGSXlTNoYxSAC4RcnKBoEOoVUqzgdiHf51q17y1nBYwOdy7iU+DPMfdXcZplXV63t2WDMDTi4fi72a9Eijc14X/XTeaZWOD+WD56CYxYh0lMqBvOpWLglsgEAgE5z1Xm83TMnqkeZrAMuQM7oHdPL8to1IqWHvHJDbfP83swGsrlEoFS8cEs+3B6dw5Ixw7tZKxoR7EBLvb9D4CQV/k8tH98HbWklVaw7qGbHtLMZnOpBNcEtN0A2xIQINTeXa5RVF/tmZzfB51eiNhPk4sGhHY7utMHeTDC5cNb1fB3hp91ThNFNwCgUAgOO+5aEQAzlo16UXV/J1a1N3LEbSTlIKe1eEGaSa0M+XtTlo1D84dzNGVc/j65gkiOk4gsAH2GhU3TRkAwPvbU6zaiD18uozUwiocNCrmRTeN5xvk54xaqaCkWkduuW2yvq1h/ZEcAC4aFtAjf1cM9pcUACfzKjD0oc1vUXALBAKB4LzH0U7N4hhpt/+bHmqeJmgbucMdZoHj7vmGVq3CTi0e2wQCW7F8Qggu9mqS8ivZFJ9n8XlrY6XRpLlD/XDSNk0isNeoCPeVNgS7eo67olbH9kQpzmvh8PZ3tzuTEE9H7DVK6vRG0ou618m9KxG/uQUCgUDQJ5Azuf84ntckbknQOyipqqekITe3uyPBBAJB78fFXsO1DSaH725LsUgCrjMY+aWhi9ySn0J3Gadtis+j3mAk3NeZCL+eowJqjEqpIKIPGqeJglsgEAgEfYLoIDeGBblRbzCyJjaru5cjsJLUQqm7Hehm32a+tUAgEFjCDZMHoFUricssZbUF7ws7ThZQXFWPt7OWKeHezR7TXcZp6w9LGwELe6icXEZ2Ko8XBbdAIBAIBOcfckTYt/szusXQprezO6WQX4/mdMu9U/J73vy2QCDo3fi4aFkxKRSAB388zOt/nmz1vWFNg1na4phA1C3E85k73F1YcJfV6NiRJMnJLxoe0GX3bQ+DzcZpfSeLWxTcAoFAIOgzLBoRiKOditSCKvanlXT3cnoVJVX1XP/pfu74OpbfjnV90Z3S0OEWcnKBQGBLHpkXaY4Je3NzEnd+e4haneGc48prdWw6Ic16L2klni+qoeBOL6qmolbXCSs+lz9P5KEzmBjs58IgP9smJtga+d9HSMoFAoFAIDgPcbHXcHGDmcy3wjzNKtYcyqJeL+XVPrH2GIVdPAefKjuU90HDNIFA0HmolAoeXxDFS5cNR6NSsOFIDld+sIf8s1zGfzuaS53eyCBfZ4Y2yMabw8PJjsCGOK2uypvecESKNlvYw7vbcKbDnV5cTXW9vptX0zWIglsgEAgEfYqrxkvmaRuO5lBaXd/Nq+kdmEwmvmvYoNCqlRRV1fOvtce6VJafImdw+wpJuUAgsD1XjA3my5vG4+6o4fDpMha9vYtjWWXmz685JLmTXzIyqM0ZafMcdxcYp5VW1/NXUiEAC4b1/ILb21mLt7MdJhMk5VV293K6BFFwCwQCgaBPMaKfG5H+LtTrjXy3P7O7l9MriM0oISm/EgeNis9vHIdaqeC347msO5zdJffXGYxkFFUDYoZbIBB0HhPCvPj5n5MZ6ONEbnktS9/fw2/HcsgqreHv1GKgZXfyxnSlU/kfx/PQG01E+ruYI8l6OmfmuPuGrFwU3AKBQCDoUygUCm6cPACA/25O4nRJdTevqOfz7T5pY2Lh8AAmhHlx94WDAPj3T8fIO0t22RlkFlejN5qw1ygJcLXv9PsJBIK+S38vJ9b+czIXRPhQozNw21ex/PPrWAAmhHkS5O7Q5jW60ql8fYORZU83S2vMYD/p36erJPfdjSi4BQKBQNDnuHx0P8aFelJdb+CJLpZG9zbKa3Wsb5gPvKrB5f326QMZ3s+N8lo9j6w+0un/fmfmt51RKntu3I1AIDg/cLXX8MmKMVzf4GAel1kKtG6W1pghAW4AJOZVoDMYO2OJgGRmuStZkpMvbPAn6Q1Eyh3uvL7hVN5tBfe2bdtQKBTNvvbv39/ieddff/05x0+YMKELVy4QCASC3o5SqeD5y4Zhp1Ky/WQBP8d1jTS6N/JzXDa1OskoaFSIBwAalZJXl47ATq1kW2IBPxzoXGm+PL8tHMoFAkFXoVYpWbloKP+5JBqVUoGLVs18C2ek+3k44KJVU683mjcMO4PfjudiMJoYGujKgF5kKClLyhNyRIe7U5k0aRI5OTlNXjfffDOhoaGMGTOm1XPnzZvX5Lxff/21i1YtEAgEgvOFgT7O3H1hOABP/XKcoi523e4tyGZpy8aFNDEKGuTnwoNzIgB4+pcTZBZ3njTf3OEW89sCgaCLuXZCf36/dyo/3zkZV3uNRecolQpz/NXx7LI2jm4/G45IcvLe4E7emAg/FxQKKKqqp6Di/H/v7baC287ODn9/f/PLy8uLdevWceONN7bp/KfVapuc6+np2UWrFggEAsH5xK3TBhLp70JJtY7/rD/R3cvpcRw9Xcbx7HLsVEoubUZKedOUMMb096Cq3sDDq45gNHaOtDy1IYN7oOhwCwSCbiDc18XqDb/Odiovqqxjd0qDnLwXuJM3xsFORaiX9Pu8Lxin9ZgZ7nXr1lFYWMj111/f5rHbtm3D19eXiIgIbrnlFvLz81s9vq6ujvLy8iYvgUAgEAg0KiUvXDYcpQJ+istma2Lr7yd9je/2S93tudH+eDjZnfN5lVLBK0tH4KBRsSe1iC/2pHXKOlIaOtwDRYdbIBD0EsxO5Z1knPbb8VyMJhgW5EZ/r963GTnYr0FWnnv+12U9puD++OOPmTt3LsHBwa0eN3/+fL7++mu2bNnCq6++yv79+5k5cyZ1dS3LEZ5//nnc3NzMr7buIRAIBIK+Q0ywOzc0uJb/a+0xKuv03byinkF1vd48237V2JbfN0O9nXh8QSQAL/yWwKlC284rllbXU1wl5aX3phlFgUDQt2nsVN4ZxpK9VU4u05eiwWxecK9cubJFMzT5deDAgSbnnD59mt9//52bbrqpzetfeeWVLFy4kOjoaC6++GI2btzIyZMn2bBhQ4vnPPbYY5SVlZlfmZkid1UgEAgEZ3hgTgT9PBzIKq3hld8Tu3s5PYL1R3KorNPT38uRCWFerR57zfj+TA73olZn5IEf4jDYUFoud7f9Xe1x0qptdl2BQCDoTMJ9nVErFZRW68gps218YkFFHX+nFgG9T04uc8apXBTcVnPnnXcSHx/f6is6OrrJOZ9++ileXl4sWrTI6vsFBATQv39/kpKSWjxGq9Xi6ura5CUQCAQCgYyjnZrnlgwD4PM9acRmlHTzirof2SztyrHBbUZxKZUKXrp8BM5aNbEZpXyy85TN1pHa4FA+0Fd0twUCQe/BXqMi3Fcag7H1HPdvx3IwmmBEsDvBno42vXZXIXe4T+ZV2HSTtidi84Lb29ubyMjIVl/29vbm400mE59++inXXXcdGo1lzn+NKSoqIjMzk4CA3rm7IxAIBIKewQURPlw2qh8mEzy6+gj1+s7LTu3pnMyrIDajFLVSweWj+1l0TpC7A48viALgs91pNpNQpjTK4BYIBILeRGfNca9vkJNf1Eu72wD9vZyw1yip1RlJL+q86LSeQLfPcG/ZsoVTp061KCePjIxk7dq1AFRWVvLggw+yZ88e0tLS2LZtGxdffDHe3t4sWbKkK5ctEAgEgvOQfy2MwsvJjpN5lby3LaW7l9NtfNvQ3b4wyhdfF/s2jj7DpaOCcLJTkVVaQ1xmqU3WkioyuAUCQS+lM5zK88tr2ZdWDMD8Yf42u25Xo1IqiGgwTksv6rxYyZ5AtxfcH3/8MZMmTSIqKqrZzycmJlJWJuXXqVQqjh49yuLFi4mIiGDFihVERESwZ88eXFxcunLZAoFAIDgP8XCyY+WioQC8vTWJpD4wW3Y2tToDaw9lAVL2tjXYa1TMjPID4NejOTZZT2qhyOAWCAS9k8bGaZZwuqSa3DbmvX89moPJBCND3Onn0Tvl5DLvXD2K40/NZUakb3cvpVPpdveRb775ptXPN5akOTg48Pvvv3f2kgQCgUDQh7loeAA/Hcpic0I+j6w+wqrbJrU5w3w+8fvxXEqrdQS62XPBIB+rz184zJ9fDmfz69FcHl8QhULR/n87veGM1FBkcAsEgt6GLCnPKK6mvFaHq33L47N7U4tY/vFedAYTA32cmBLuzeRwbyYM9Gpy3oaGzcyLhgd27uK7gN46f24t3V5wCwQCgUDQk1AoFDyzJJq/X91ObEYpu1IKmdqOwrO38t0+Kclj6ZhgVO3YaJg+2BfHBln54dNlxAS7t3stmSU16Awm7DVKAt0c2n0dgUAg6A7cHe0IcpcSMBJyKhg3wLPZ44oq67j7u0PoDFKjMaWgipSCKj7fk45SIZmjTQn3ZmigG/vTJFPPBb1YTt7X6HZJuUAgEAgEPY0ANwcuHSWZha06eLqbV9N1pBVWsSe1CIUCrmgle7s17DUqZjbIAzsqK5fnt0O9nPqUykAgEJw/RMnGadllzX7eaDTxwI+HySuvY6CPE38/diEfXDua6yb2J8zHCaMJDmWU8taWZG776iAAY/p7ECA2IXsNouAWCAQCgaAZZHfu347lUl6r6+bVdA3f7Ze629MifAhyb//DnJwLu+FITofcylMbHMoH+or5bYFA0Dtpa477o52pbEssQKtW8vbVo/B3s2fuUH+eXhzNlgems/vRmbx8+XAuiQnE21kLwLUT+3fZ+gUdR0jKBQKBQCBohuH93Ijwc+ZkXiXrD+dw9XjrDMR6GzqD0dzNXza2Y1/r9MG+OGgkWfmR02WMaKesPEXO4PYW89sCgaB30lo0WGxGCS/9lgjA/1081NwNb0yguwNLxwSzdEwwJpOJyjo9Lq3Mggt6HqLDLRAIBAJBMygUZzKoVx3M7ObVdD6b4/MorKzD21nLhVEdc4x1sFMxM6rjsnK5wy0cygUCQW9laEOH+2RuJTqD0fzxsmodd31zCL3RxMLhAVw1ru0xHoVCIYrtXogouAUCgUAgaIFLRgahUiqIzSglOb+yu5fTaRiMJv67ORmApWP6oVF1/PHALCs/2n5ZeWqhyOAWCAS9m34eDrho1dQbjGbVjslk4uHVh8kqrSHE05HnLx3WoUQHQc9GFNwCgUAgELSAr4s90yMkh/LVseevedr3+zM5kVOOi72am6cMsMk1ZzTIyk+X1HA0q3mzoNYoq9ZRWFkPiA63QCDovSgUCqLkOe5sSVb+xZ50fj+eh0al4O2rR7YaFybo/YiCWyAQCASCVpBl5WtiT2Mwtt8ArKdSVqPjlT+kGcL7ZkXg1WDK01Ec7M64lW9oh6w8paG77eeqxVkrLGcEAkHvxTzHnV3Osawynt0QD8Bj86MY3s+9G1cm6ApEwS0QCAQCQStcGOWHh6OGvPI6/koq6O7l2Jw3NyVRXFVPuK+zzZ1vFzTIyn9th6zcPL/tLbrbAoGgdyM7le9PL+HOb2KpNxiZFeXHDZNDu3dhgi5BFNwCgUAgELSCnVrJ4pggAH7shEzu0yXV5JTV2Py6lpCcX8EXe9IA+PdFQ2wyu92YGZE+2GuUZBbXcCyr+UiclpAzuAf6ivltgUDQu5E73IczS0krqibQzZ5Xlg4Xc9t9BFFwCwQCgUDQBrKs/M/jeZRV2y6Tu6Cijvlv/sXit3c1ca/tCkwmE0+vj0dvNDErypdpDbPqtsTRTt1uWblsLiQ63AKBoLczyM8ZtVIqrlVKBW9dPRJ3R7tuXpWgqxAFt0AgEAgEbTA00JVIfxfqDUbWHc6y2XV/OJBJRa2e/Io60ouqbHZdS9iSkM+OkwVoVAr+tXBIp92nvbLyM5FgosMtEAh6N1q1iuggNwAenDOY0f09u3lFgq5EFNwCgUAgELSBQqFg6RgpI3WVjWTlBqOJr/9ON//9ZF7XxY7V6438Z/0JAG6cMoBQ784ramdG+mKvUZJRXM3xbMtk5QajifSiagAGCodygUBwHvDGlTG8v3w0t14Q1t1LEXQxouAWCAQCgcACLokJRK1UcPh0GSfzKjp8vc3xeWSX1Zr/ntSFBfenu06RVlSNj4uWu2YO6tR7OdqpmTHYOln56ZJq6g1GtGolge4Onbk8gUAg6BJCvZ2YF+2PUinmtvsaouAWCAQCgcACvJy15nlkW3S5v2zobns4SvmrJ/M7XsRbQn5FLW9tSQbg4bmDuyRyy1pZuTy/PcDbCZV4OBUIBAJBL0YU3AKBQCAQWMiZTO6sDpmcpRZU8ldSIQoF3Dc7AoAkG3TNLeHl3xKprNMzop8bl43q1yX3lGXl6UWWycrF/LZAIBAIzhdEwS0QCAQCgYXMiPTFy8mOwso6dpxsfyb313szpOsN9jXLrU8VVnW6U/nhzFJztNn/LRraZdJGJ+0ZWfmvFsjKUxoKbjG/LRAIBILejii4BQKBQCCwEI1KySUjGzK5D7RPVl5Tb+DHA5kAXDuxP0HuDjjaqdAZTJ3qVG4ymXjql+MAXDoyiFEhHp12r+awRlZujgQTHW6BQCAQ9HJEwS0QCAQCgRXIsvLNCXkUV9Vbff66w1mU1+oJ9nRg2iAflEoFg3ylTm5nOpX/HJdNbEYpjnYqHpkf2Wn3aYmZkb5o1UrSiqo5kdO6rNwsKRcZ3AKBQCDo5YiCWyAQCAQCK4gKcCU6yBWdwcTPcdZlcptMJr7YI5mlLR/f3yzpDvd1ATrPqbym3sDzG+MB+OeMcPxc7TvlPq3Rmqy8Tm/g79QiXvvzJEvf301hZR0gOtwCgUAg6P10vjWpQCAQCATnGZeP6sexrBOsOniaGyYPsPi8Q5mlHM8ux06t5IqGXG+ACL+GDncnOZX/faqIvPI6/F3tuWmK5eu1NQuGB/Db8Vx+PZrL7CH+7EouZE9KEfvTiqnTN51fnxXli4u9pptWKhAIBAKBbRAFt0AgEAgEVrI4Johnf43neHY5J7LLGRLoatF5XzV0ty8eHoiHk5354xF+coe7cwruuIxSACaFe2GvUXXKPSzhwgZZ+anCKi55Z1eTz3k7a5k00Kvh5U2wp8jfFggEAkHvRxTcAoFAIBBYiYeTHbOi/Nh4LJev9qbz3JJhbZ5TXFXP+iOSlPq6if2bfC68YYZbdirXqGw78RWXWQpATLC7Ta9rLU5aNYtGBPLjwdO42quZENZQYId7M8jXGYVCZG4LBAKB4PxCFNwCgUAgELSDq8aFsPFYLt/szcDf1Z67Zoa3WjB+vz+TeoOR4f3cGHFW4Ss7lVfXG0gvqjLPdNsCk8nE4dOlQPcX3ADPLhnGP2eEE+zpiKqLYskEAoFAIOguhGmaQCAQCATt4IIIH+6fHQHAa3+e5IWNCS3GXRmMJr7eK8nJr53Q/5zPd6ZTeXpRNaXVOuzUSiL9LZO+dyZ2aiWh3k6i2BYIBAJBn0AU3AKBQCAQtJO7LxzEvy8aAsAHO1L510/HMBrPLbq3JeZzuqQGNwcNF48IbPZaneVULne3hwa6YqcWb/sCgUAgEHQl4p1XIBAIBIIOcNOUAbxw6TAUCvh6bwYP/ngYvaGp4/aXf0vd7SvG9GvRtKyznMoPNRim9QQ5uUAgEAgEfQ1RcAsEAoFA0EGWjQvhjStjUCkVrDmUxZ3fHKJObwAgvaiK7ScLAFjejJxcRnYqT7Zxh7unGKYJBAKBQNAX6dSC+9lnn2XSpEk4Ojri7u7e7DEZGRlcfPHFODk54e3tzd133019fX2r162rq+Ouu+7C29sbJycnFi1axOnTpzvhKxAIBAKBwDIWxwTx3jWjsFMp+e14Lv/44iA19Qa+3puByQTTInzo7+XU4vmyU3lqYSW6szrk7aVeb+REdjkgCm6BQCAQCLqDTi246+vrWbp0KbfffnuznzcYDCxcuJCqqip27tzJd999x+rVq3nggQdave69997L2rVr+e6779i5cyeVlZVcdNFFGAyGzvgyBAKBQCCwiDlD/fn4+jE4aFRsP1nAik/38cOBTODcKLCzkZ3KdQYT6UVVNllPfE459QYjHo4aQjwdbXJNgUAgEAgEltOpBfdTTz3Ffffdx7BhzeeT/vHHH5w4cYKvvvqKkSNHMmvWLF599VU+/PBDysvLmz2nrKyMjz/+mFdffZVZs2YxcuRIvvrqK44ePcqmTZs688sRCAQCgaBNpg7y4YubxuGiVbPvVDGl1TqC3B2YPti31fMaO5XbyjhNlpOPCHYXGdcCgUAgEHQD3TrDvWfPHqKjowkMPOPYOnfuXOrq6jh48GCz5xw8eBCdTsecOXPMHwsMDCQ6Oprdu3c3e05dXR3l5eVNXgKBQCAQdBZjQz355pYJeDhqAGl225IYLNmp3FbRYIfF/LZAIBAIBN1Ktxbcubm5+Pn5NfmYh4cHdnZ25ObmtniOnZ0dHh4eTT7u5+fX4jnPP/88bm5u5ldwcLBtvgCBQCAQCFpgWD83fvrnZJ5aNJSbpgyw6BxbO5U37nALBAKBQCDoeqwuuFeuXIlCoWj1deDAAYuv15zEzWQyWS19a+2cxx57jLKyMvMrMzPTqmsLBAKBQNAe+ns5sWJSqMX514MaCm5bOJWXVetILZRmwWP6uXf4egKBQCAQCKxHbe0Jd955J8uWLWv1mNDQUIuu5e/vz969e5t8rKSkBJ1Od07nu/E59fX1lJSUNOly5+fnM2nSpGbP0Wq1aLVai9YkEAgEAkF3MahBUi47lWtU7ReiHT5dCkColyMeTna2WJ5AIBAIBAIrsbrg9vb2xtvb2yY3nzhxIs8++yw5OTkEBAQAkpGaVqtl9OjRzZ4zevRoNBoNf/75J1dccQUAOTk5HDt2jJdeeskm6xIIBAKBoDuQncqr6w2kF1WZZ7rbg5CTCwQCgUDQ/XTqDHdGRgZxcXFkZGRgMBiIi4sjLi6OykpJKjdnzhyGDBnCtddey6FDh9i8eTMPPvggt9xyC66urgBkZWURGRnJvn37AHBzc+Omm27igQceYPPmzRw6dIjly5czbNgwZs2a1ZlfjkAgEAgEnYpSqTDncXfUqTxOGKYJBAKBQNDtWN3htoYnn3ySzz//3Pz3kSNHArB161amT5+OSqViw4YN3HHHHUyePBkHBweuvvpqXnnlFfM5Op2OxMREqqurzR/7//buPTaqus/j+Gc6bactlsG2wlAp0O52t0gRa6sJFwXkslFAjQkIcktQDAlFSsWA4gKStFWMGBSFp8aIEVhQFxTjJVYkVQIGKEyB4sIjgr1ohe7SaQvYlva3f2jncWzBmcowpw/vVzJ/nHN+nX6bfDLpd8453/Pyyy8rPDxckydP1sWLFzV69Ght2LBBdrs9mH8OAABBl9ozVocrPTrxc4Pu7fipmn/KGOOdUM4ZbgAAQsdmjDGhLuJaq6urk9PplMfj8Z5JBwDACv5WfFIFn/6Pxt/aW689cnun3qPi/y7orlW7FGG36ciK/1BUBF9IAwDQGX+1dwzpY8EAAICvqzGp/NBvZ7dv6d2dZhsAgBCi4QYAwEL+OKm8M7icHAAAa6DhBgDAQtomlTe3GP3wv+c79R4MTAMAwBpouAEAsJC/Oqm8uaVVR6s8kjjDDQBAqNFwAwBgMW2XlZ/oRMN9vLpejZda1T0qXMnx3a52aQAAIAA03AAAWMy//TY47cSZ+oB/9tDv7t8OC7NdzbIAAECAaLgBALCYvzKpvJT7twEAsAwabgAALOavTCpnYBoAANZBww0AgMV0dlJ53S/NOnn217PiDEwDACD0aLgBALCYzk4qP1LpkTFSnxujlXCDI1jlAQAAP9FwAwBgQZ2ZVM7l5AAAWAsNNwAAFtSZSeWHymsl0XADAGAVNNwAAFhQoJPKjTGc4QYAwGJouAEAsKBAJ5X/6PlFNQ2NsofZlH6zM9jlAQAAP9BwAwBgQYFOKnf/djl5mitWURH2IFcHAAD8QcMNAIAFBTqpvLSyVhKXkwMAYCU03AAAWFQgk8rbznDz/G0AAKyDhhsAAIvyd1L5pZZWHanySJIyaLgBALAMGm4AACzK30nlJ35u0MXmFt3gCNe/3HTDtSgNAAD4gYYbAACL8ndSedvjwG7t41RYmO1alAYAAPxAww0AgEX5M6m89kKTvv77WUkMTAMAwGrCQ10AAADoWNuk8sOVHv395wb1uTFGx36qU2lF7a+vSo9O1fyjEafhBgDAWmi4AQCwsNSesTpc6dF/fnhUtf/VrEutpt2a/vExGvavCRr57z1DUCEAALgcGm4AACxs0M3d9d8HpZqGJklSfLdI3ZbUQ4PbXn2c6hETGeIqAQBAR2i4AQCwsCl39pU9zKa4bg4NTnLq5h7RstkYjAYAQFdAww0AgIVFRdg1Y0j/UJcBAAA6gSnlAAAAAAAEAQ03AAAAAABBENSGOy8vT0OHDlVMTIx69OjR7nhpaammTp2qpKQkRUdHa8CAAVqzZs2fvu/IkSNls9l8XlOmTAnCXwAAAAAAQOcE9R7upqYmTZo0SUOGDNGbb77Z7nhJSYluuukmbdy4UUlJSdqzZ48ef/xx2e12ZWdnX/G958yZo5UrV3q3o6Ojr3r9AAAAAAB0VlAb7ueee06StGHDhg6Pz54922c7JSVFe/fu1bZt2/604Y6JiZHL5boqdQIAAAAAcLVZ7h5uj8ejuLi4P123adMmJSQkaODAgVq0aJHq6+uvQXUAAAAAAPjHUo8F27t3r9599119/PHHV1w3bdo0JScny+Vy6ejRo3r66adVWlqqoqKiDtc3NjaqsbHRu11XV3dV6wYAAAAA4I8CPsO9YsWKdgPL/vg6cOBAwIWUlZXpgQce0LJlyzR27Ngrrp0zZ47GjBmj9PR0TZkyRe+//76++OILHTx4sMP1BQUFcjqd3ldSUlLA9QEAAAAAEAibMcYE8gM1NTWqqam54pr+/fsrKirKu71hwwbl5OSotra2w/XHjh3TqFGj9NhjjykvLy+QciRJxhg5HA698847evjhh9sd7+gMd1JSkjwej7p37x7w7wMAAAAA/POrq6uT0+nsdO8Y8CXlCQkJSkhICPgXXU5ZWZnuuecezZo1q1PNdtt7NDc3q3fv3h0edzgccjgcf6VMAAAAAAACEtShaeXl5XK73SovL1dLS4vcbrfcbrcaGhok/doojxo1SmPHjlVubq6qq6tVXV2ts2fPet+jqqpKaWlp2rdvnyTp5MmTWrlypQ4cOKDTp0/rk08+0aRJk5SRkaFhw4YF888BAAAAAMBvQR2atmzZMr399tve7YyMDEnSrl27NHLkSL333ns6e/asNm3apE2bNnnX9evXT6dPn5YkNTc36/jx47pw4YIkKTIyUjt37tSaNWvU0NCgpKQkjR8/XsuXL5fdbverrrar6BmeBgAAAAC4nLaeMcA7sb0Cvof7n0FlZSWD0wAAAAAAfqmoqFCfPn0C/rnrsuFubW3Vjz/+qNjYWNlstlCXc1ltw90qKioY7gbLI6/oSsgruhoyi66EvKKruVJmjTGqr69XYmKiwsICvyPbUs/hvlbCwsI69e1EqHTv3p0PK3QZ5BVdCXlFV0Nm0ZWQV3Q1l8us0+ns9HsGdWgaAAAAAADXKxpuAAAAAACCgIbbwhwOh5YvX84zxNElkFd0JeQVXQ2ZRVdCXtHVBDOz1+XQNAAAAAAAgo0z3AAAAAAABAENNwAAAAAAQUDDDQAAAABAENBwAwAAAAAQBDTcFvX6668rOTlZUVFRyszM1Ndffx3qkgAVFBTojjvuUGxsrHr27KkHH3xQx48f91ljjNGKFSuUmJio6OhojRw5UmVlZSGqGPiHgoIC2Ww25eTkePeRV1hNVVWVpk+frvj4eMXExOi2225TSUmJ9ziZhVVcunRJzz77rJKTkxUdHa2UlBStXLlSra2t3jXkFaH01VdfaeLEiUpMTJTNZtMHH3zgc9yffDY2Nmr+/PlKSEhQt27ddP/996uysjKgOmi4LWjr1q3KycnR0qVLdejQId1111269957VV5eHurScJ0rLi7WvHnz9M0336ioqEiXLl3SuHHjdP78ee+aVatWafXq1Vq7dq32798vl8ulsWPHqr6+PoSV43q3f/9+FRYW6tZbb/XZT15hJefOndOwYcMUERGhTz/9VMeOHdNLL72kHj16eNeQWVjFCy+8oPXr12vt2rX69ttvtWrVKr344ot69dVXvWvIK0Lp/PnzGjx4sNauXdvhcX/ymZOTo+3bt2vLli3avXu3GhoaNGHCBLW0tPhfiIHl3HnnnWbu3Lk++9LS0sySJUtCVBHQsTNnzhhJpri42BhjTGtrq3G5XOb555/3rvnll1+M0+k069evD1WZuM7V19eb1NRUU1RUZEaMGGEWLFhgjCGvsJ7Fixeb4cOHX/Y4mYWVjB8/3syePdtn30MPPWSmT59ujCGvsBZJZvv27d5tf/JZW1trIiIizJYtW7xrqqqqTFhYmPnss8/8/t2c4baYpqYmlZSUaNy4cT77x40bpz179oSoKqBjHo9HkhQXFydJOnXqlKqrq33y63A4NGLECPKLkJk3b57Gjx+vMWPG+Ownr7CaHTt2KCsrS5MmTVLPnj2VkZGhN954w3uczMJKhg8frp07d+rEiROSpNLSUu3evVv33XefJPIKa/MnnyUlJWpubvZZk5iYqPT09IAyHH71ysbVUFNTo5aWFvXq1ctnf69evVRdXR2iqoD2jDHKzc3V8OHDlZ6eLknejHaU3x9++OGa1whs2bJFBw8e1P79+9sdI6+wmu+//17r1q1Tbm6unnnmGe3bt09PPPGEHA6HZs6cSWZhKYsXL5bH41FaWprsdrtaWlqUl5enqVOnSuIzFtbmTz6rq6sVGRmpG2+8sd2aQPoyGm6LstlsPtvGmHb7gFDKzs7W4cOHtXv37nbHyC+soKKiQgsWLNDnn3+uqKioy64jr7CK1tZWZWVlKT8/X5KUkZGhsrIyrVu3TjNnzvSuI7Owgq1bt2rjxo3avHmzBg4cKLfbrZycHCUmJmrWrFnedeQVVtaZfAaaYS4pt5iEhATZ7fZ235qcOXOm3TcwQKjMnz9fO3bs0K5du9SnTx/vfpfLJUnkF5ZQUlKiM2fOKDMzU+Hh4QoPD1dxcbFeeeUVhYeHezNJXmEVvXv31i233OKzb8CAAd6hqXzGwkqeeuopLVmyRFOmTNGgQYM0Y8YMLVy4UAUFBZLIK6zNn3y6XC41NTXp3Llzl13jDxpui4mMjFRmZqaKiop89hcVFWno0KEhqgr4lTFG2dnZ2rZtm7788kslJyf7HE9OTpbL5fLJb1NTk4qLi8kvrrnRo0fryJEjcrvd3ldWVpamTZsmt9utlJQU8gpLGTZsWLtHLZ44cUL9+vWTxGcsrOXChQsKC/NtJex2u/exYOQVVuZPPjMzMxUREeGz5qefftLRo0cDyjCXlFtQbm6uZsyYoaysLA0ZMkSFhYUqLy/X3LlzQ10arnPz5s3T5s2b9eGHHyo2Ntb7raDT6VR0dLT3Gcf5+flKTU1Vamqq8vPzFRMTo0ceeSTE1eN6Exsb650v0KZbt26Kj4/37ievsJKFCxdq6NChys/P1+TJk7Vv3z4VFhaqsLBQkviMhaVMnDhReXl56tu3rwYOHKhDhw5p9erVmj17tiTyitBraGjQd999590+deqU3G634uLi1Ldv3z/Np9Pp1KOPPqonn3xS8fHxiouL06JFizRo0KB2g1ivqNOz1RFUr732munXr5+JjIw0t99+u/exS0AoSerw9dZbb3nXtLa2muXLlxuXy2UcDoe5++67zZEjR0JXNPA7v38smDHkFdbz0UcfmfT0dONwOExaWpopLCz0OU5mYRV1dXVmwYIFpm/fviYqKsqkpKSYpUuXmsbGRu8a8opQ2rVrV4f/t86aNcsY418+L168aLKzs01cXJyJjo42EyZMMOXl5QHVYTPGmKvyFQIAAAAAAPDiHm4AAAAAAIKAhhsAAAAAgCCg4QYAAAAAIAhouAEAAAAACAIabgAAAAAAgoCGGwAAAACAIKDhBgAAAAAgCGi4AQAAAAAIAhpuAAAAAACCgIYbAAAAAIAgoOEGAAAAACAIaLgBAAAAAAiC/wdBoclvjH5rIwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.read_parameters(r'./parameters2.json')\n", "model.print_parameters()\n", "\n", "model.simulate(\"VARsim\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The script also contains different methods for visualizing the simulated data, including plotting the time series of each variable in a different plot." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.make_plot(model.data)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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