{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Bayesian Inference for Vector AutoRegression (VAR) Models\n", "\n", "## Introduction to Bayesian VAR\n", "\n", "Bayesian inference provides a powerful framework for estimating the parameters of *Vector AutoRegression* (VAR) models, incorporating prior knowledge and uncertainty into the analysis. Unlike classical estimation methods that rely solely on the observed data, Bayesian approaches allow for the integration of prior beliefs about the parameters' likely values, which can be particularly useful in situations with limited or noisy data.\n", "\n", "### VAR Process\n", "\n", "The general formulation of a VAR(p) model can be expressed as:\n", "\n", "$$ X_t = A_1 \\cdot X_{t-1} + A_2 \\cdot X_{t-2} + \\dots + A_p \\cdot X_{t-p} + \\epsilon_t $$\n", "\n", "where:\n", "- $ X_t $ is the vector of variables at time $ t $,\n", "- $ A_1, A_2, \\dots, A_p $ are the matrices of coefficients for each lag,\n", "- $ \\epsilon_t $ is the vector of error terms, which are assumed to follow a normal distribution with mean 0 and covariance matrix $ \\Sigma $.\n", "\n", "We will focus on a VAR(1) model. In the Bayesian setting, the focus shifts to estimating the posterior distributions of the coefficients $ A_1, A_2, \\dots, A_p $ and the error covariance matrix $ \\Sigma $ given the observed data and prior distributions for these parameters.\n", "\n", "### Implementation in `infer_VAR_bayes.py`\n", "\n", "A typical Bayesian VAR model implementation involves:\n", "\n", "1. **Defining Prior Distributions**: Specifying prior distributions for the VAR model parameters based on previous studies, expert knowledge, or other relevant information.\n", "2. **Computing Posterior Distributions**: Using Bayes' theorem to update the prior distributions with information from the observed data, resulting in posterior distributions that reflect both the prior beliefs and the evidence from the data.\n", "3. **Parameter Estimation and Inference**: Drawing samples from the posterior distributions of the model parameters to perform inference, estimate model dynamics, and make predictions.\n", "4. **Visualization and Analysis**: Generating plots and summaries of the posterior distributions, predicted values, and other quantities of interest to analyze the model results.\n", "\n", "## Notebook Structure\n", "\n", "This notebook demonstrates how to run BVAR inference on simulated data using the `infer_VAR` class. We will explore different methodologies for importing data, estimating the posterior distributions of a VAR model, and visualizing the results to gain insights into the dynamics of the system.\n", "\n", "## Objective\n", "\n", "Our goal is to infer the posterior distribution of a VAR model's parameters using Bayesian methods. By employing the `infer_VAR` class, we aim to visualize the posterior distributions and leverage the `plot_posteriors` method to extract and understand the dynamics inherent in the VAR model process.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example Usage\n", "\n", "The first step is obtaining the data to be used in the analysis. In this example, we will simulate a VAR(1) process with 2 variables and 100 observations. We will then use the `infer_VAR` class to estimate the posterior distributions of the model parameters and visualize the results." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" ] } ], "source": [ "from mimic.model_simulate.sim_VAR import *\n", "from mimic.model_infer.infer_VAR_bayes import *\n", "\n", "from mimic.utilities.utilities import read_parameters" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import parameters from JSON file\n", "\n", "simulator = sim_VAR()\n", "simulator.read_parameters('./parameters.json')\n", "simulator.simulate(\"VARsim\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (2 chains in 2 jobs)\n", "NUTS: [x0, A, noise_chol]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [6000/6000 00:07<00:00 Sampling 2 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 2 chains for 1_000 tune and 2_000 draw iterations (2_000 + 4_000 draws total) took 13 seconds.\n", "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Results saved as:\n", "NetCDF file: model_posterior_default_v3.nc\n", "Data file: data_default_v3.npz\n" ] }, { "data": { "image/png": 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q1UuzZs3SypUrz3i/xaNTJUnrD5eqoq75jLf/9Kc//dwzyA9/+MMzPmb16tWf+zGTJ0/u+m8YwCULMB0AwJkefuegXss+qQC7TX+6dayGp0WZjtRpZWVlmjJlinJycpSVlaXFixdr7969+t3vfqc333xTmzZtUlxcXKc+13333acXnn5asgfIljZQixZNUUFBgdatW6e1a9dq5cqVeu655+RwnH0nx9KlSxUREXHG62lpaZf0PQIAAHzaiYp6bcwtkyQtHuN954zf/e53uvfeexUQEKArrrhCwcHBenvVO2o69KD+VFuiey//naLCAs/7eXJzczVz5kxJ7vPW1KlTZbfbtXnzZj3++ON65pln9Oabb2r69OmnfdxVV12lPn36nPVzbtu2TXv27NGMGTMu+fsEAADn9u+NxyRJN03IVFCAZ19COdvZ5Z133tE111yjxx57TN/61rc63jcrIUJDU3ppX2G1Vu0t0k0TM8/6OadNm6b+/fuf8fq4cePOmaNfv35nnGvaXwfgeSiGAR7mmY+P648fuvcz/N91IzRzYILhRBfmO9/5jnJycnTdddfp+eefV0CA+4+Zb33rW/r973+v7373u3ryySc79bni4uL0y1/9Sk9V9FOtQnXf3VM0oU+stmzZoiuuuEIvvfSSnnjiCX31q18968c//PDD53ywAgAA0FVeyz4pSZqSFaf0GO/a73ro0CHdd999Cg4O1ocffqgpU6ZIkg4ePKgR4yap+N2/6bcvL9XPvnDFeT+XzWbTlVdeqR/96EcdRTFJampq0t13361ly5bp1ltv1eHDhxUY+Elx7Ww3rttNmjRJkvSFL3zhYr9FAABwHrmnarUxt0x2m3TzpLMXizzFuc4uhw4d0tSpU3Xfffdp/vz5GjBgQMfHLBiZon2F1Vq5q/CcxbC77rpLd9xxxwVlmT59upYtW3ax3wqAHubZZX7Az3x4oEQ/fm2PJOneywfoxvEZhhNdmKKiIj399NMKDAzUn/70p45CmCQ99NBDSkhI0NNPP63i4uJOfb7HHntMP/zBD3TZKPeNmjUH3XvDJkyY0PHQ5Nlnn+3i7wIAAKDzLMvSK9vdIxKXjPW+rrDHHntMra2tuvvuuzseJknSoEGDdOvX7pVcTv3lT39QU6vzvJ+rX79+evvtt08rhElScHCw/vznPysqKkrHjx/Xhg0bOpUtJydHmzdvVnBwsG644YYL+8YAAECnvbDVfZaZNTBBadGhhtN8vnOdXQYOHKgHHnhAra2t+t3vfnfaxywc6R77uOFIqcpqm3o0LwDPQTEMfi8vL082m02zZ89WXV2dvvvd7yojI0OhoaEaO3asVqxY0fG+L774oiZOnKjw8HAlJSXpW9/6lhoaGs74nLW1tXrwwQc1YsQIhYWFdcwuXr58+VkzvPHGG7r+5i/oqunjdfQ316vg0eu17Hs36P/+7//U1HTmX9LLli2TzWbTT3/6Ux0/fly33HKLEhISFBoaqvHjx5+WuSe99dZbcrlcmjlzppKSkk57W3BwsK655ho5nU699dZbF/R5Z7d1x60+VNLx2qhRoyRJJ0+evMTUAADAl/T02W7vyWodOVWn4AC75g9PluQ+233pS1/SkCFD1KtXL4WHh2vUqFEeebZr361x/fXXn/G2H9/zZUlS2b6Nem3HpZ25QkJCNHDgQEmdP7899dRTkqRrr71WUVHeMzYcAIALYfq5VIvTpSeefVmlbz6q9//3Vq8+u7Rfnvns1+8dF64RaVFyWdJbe4q6LRsAz8aYRKBNc3OzLr/8ch05ckSTJ09WbW2t1q5dqyVLlujtt9/W7t27df/992vChAmaN2+ePvroI/3+979XWVmZnn766Y7PU1xcrDlz5mjfvn1KS0vT3LlzVV9fr40bN2rJkiX65S9/ecYomC99+csqq6yWIzZTacOnaEh8gLZu2aIHHnhA77//vt55552z7sXKy8vThAkTFBISounTp6u4uFgbN27U4sWL9dZbb2nevHnd/uv2aTt37pQkjR079qxvHzt2rP7xj390vF9ntY+K3FNQrVM1TUqIDFZubq4kKTk5+Zwf98QTT6isrEx2u10DBw7U4sWLlZnp2e3+AACga/TU2e6K278tpVyhuUOTFBniHv335S9/WXV1dRo2bJhGjBih6upqbd682ePOdpWVlTp+/LgkacyYMWe8PatPpiKiYlRbVaI/vbNL149Ll91uu6iv5XQ6deyYexfJ553fPq3938Ntt912UV8TAABvYuq51IcHSpT7ysNSS5NSRo/U5PFjvPbskp6ervj4eB07dkxVVVWnXaZZODJFuwuq9MauQt02ufcZH/vBBx8oOztbjY2NSk9P1/z58z93X5jk7mL/r//6L5WVlSk+Pl7Tp0/XVVddJbud/hPAI1mAnzt69KglyZJkzZ492yovL+942z//+U9LktW/f38rNjbWWrt2bcfbCgoKrMTEREuSdeTIkY7X58+fb0my7r//fqu5ubnj9SNHjlj9+vWzHA6HtXPnzo7XXS6XtfC7v7EyvvOSNeHn71ol1Y2WZVlWdXW1tXDhQkuS9eSTT56WuT2XJOuee+6xWlpaOt726KOPWpKsGTNmnPG99u7du+PjOvvP0aNHO/1ruWTJEkuS9dhjj5317cuXL7ckWdddd12nP2e7Bb9ba/X+wUrr5W35VnNzszVkyBBLkvWb3/zmjPedNWvWWb+XwMBA68EHH7zgrw0AALxHT5/tZLdbKXf+3np3b1HH21599VWrtrb2tFyeeLbbuXOnJcmKiYk556/nyFGjLElWypf+YL23r+ic73c+Tz31lCXJSkhIsBobG8/7/hs2bLAkWXFxcaf9ugMA4GtMP5f60j83WwlLHrB++vLW03J569ll9OjRliRr165dp71+vKzO6v2DlVbfH660iqsbOl7/yU9+cs6vvXTpUqumpuaMr/Hhhx+e82NGjBhhHTp06Jz5AJhDZxjQxuFw6G9/+5tiYmI6Xrv99tt1//336/Dhw/qf//kfzZgxo+NtqampuvXWW/XII49o7dq1ysrKUnZ2tt566y1NnTpVv/rVr2SzfXJzNisrS7/5zW+0ePFi/f3vf++YX/z0x8e1O3CQAu02/eGWsUqIDJYkRUZG6pFHHtHKlSv12muv6fbbbz8jc/vn/PRurm984xv62c9+pk2bNqm5uVlBQUEdb7v++utVWlp6Qb8uERERnX7f2tpaSVJY2NkXx4eHh5/2fhdi1sAE7Smo1uqDp7T5hT9o//796tu3r+6+++4z3nfmzJm66667NHXqVKWkpCg/P18vvfSSfv7zn+t//ud/1KtXL917770XnAEAAHiPnjjbfem7/6MHvvFFtex7TzMHfr3jbYsXLz4jjyee7c53dpOkyLb3t5ob9PjaXF0+JOmc73su+fn5+va3vy1JevDBBxUcHHzej/n3v/8tSbrpppsUGBh4wV8TAABvY+K5VFFVoz48WKKwgVN06/RBp+Xx1rPLuZ49ZcSGaXRGtLLzK/X2niLdPqWPJKl///56+OGHNX/+fPXu3VsVFRVau3at7r//fr388styOp169dVXT/tcUVFR+v73v6+lS5dqwIABkqTs7Gw98MAD2rRpk+bOnaudO3cy5hnwMBTDgDZ9+vRR//79T3vNbrerd+/eOnXqlObOnXvGx/Tr10+SVFhYKEl69913JUmLFi067cDRbvr06ZKkLVu2SJJ2najUgyv2SZLuGB6sja//W/8+fFh1dXVyuVyyLEuSu+36bGbPnn3Gw4GAgABlZWVp27ZtKisrU0pKSsfbHn744fP8Klya9rxn+94//faLMXtQov744RG9/soLOv7yrxUSEqJnnnnmrAegBx988LT/P3DgQP3oRz/S+PHjdeWVV+onP/mJvvrVryo01LOXwgIAgIvXE2e7/GD3+OXgiqMKCjh9HE5OTo7efPNNHfbgs935zm6ffh+HzabNR8uVnV+p0RnRnf4adXV1WrJkiUpLS7V48eKzXmT6rJaWFr3wwguSpC984Qud/loAAHgzE8+lXt5+Qi5LmtAnRlZVoR571nfOLmezcGSKsvMrtXJnYUcx7LPjmMPDw3XLLbfosssu04gRI7R8+XJt2LBBU6dO7XifMWPGnDGmcc6cOVq3bp0uu+wyffTRR/rjH/+oH/3oRxf6LQLoRhTDgDZpaWlnfb39RsnZ3t7+tvZlonl5eZKkH/zgB/rBD35wzq9VWlqq+uZW3ftctppanYra9ax+8utnz/kXdk1NzVlfT09PP+vr7bdmzrbk9FL8/e9/17p16057LT4+vuMwExkZKcn90ONs6uvrT8t3IcZkRMtWsEt5rz4sh92uZ599VpMnT76gzzFv3jyNHz9eW7du1aZNm3TZZZddcA4AAOAdevJsZ2/+5OaxZVn63ve+p0ceecTjz3bnO7tJn5zf5ozM1NpS6W9rc/XHW8++H/azWlpatHTpUm3btk3Tp0/XM88806mPe+utt1RWVqYBAwZo0qRJnfoYAAC8XU8/l3K5LL2wNV+WZanxo2Ua9PW/+9TZ5WzPnq4ekaKfv7FfW46Vq6iqUclRIef8PCkpKbrzzjv18MMPa9WqVacVw87F4XDoBz/4gT766COtWrWKYhjgYSiGAW0+71ZJZ94uuReDS9KMGTOUlZV1zveLj4/Xr946oKOldQo6tkm7335G6enpevTRRzVlyhQlJCQoMDBQzc3NCg4OPudhpDOZPu173/veBbejP/zww4qPj5ckrVu3Tk8++eRpb+/du3dHMSwz0307+sSJE2f9XO2vt7/fhdi2dYtOvPi/ktOpG+77xVnHD3XGgAEDtHXr1o5bUwAAwDd199nueHm9Nh8tV3hwgG6YNazj9eeff16//e1vveJs134mq6ioUF1dXccDtU9rP7/dc+1krf3HLr21p1DHy+qVGXfu8USS5HK5dNttt2nVqlUaNWqUVqxY0emu/KeeekrSmTe1AQDwZT39XGrT0TIdK6uX6/B6rXzlbz53djnbs6fU6FCN6x2jbccq9M6+T0Ylnkv7CMQLeYZ0MR8DoGdQDAO6UPuNmOuvv17f+ta3zvl+aw+d0u3/2CxJyqzeo8OS/vznP2vhwoWnvV9ubm6X5nvppZd07NixC/qYn/70px2HjmXLlmnZsmXnfN9Ro0ZJkrZv337Wt7e/PnLkyAvKsHfvXl199dVqbWpQzJy71Np/1gV9/KdVVFRIurjuNAAA4F8+72x35z83K/fgKX1rTn99d94nOzbad0p4w9kuOjpamZmZOn78uHbs2NExOqndiRMnVFpaqszMTE0YmKFZAwu15tAp/X1drh5cNPxzv87Xv/51vfDCCxo4cKDeeecdRUdHdypfdXW1VqxYIYliGAAAF6qzz6Uk6TvPZ0uSIop2SPK9s8u59nXNG5qkbccq9O6+4vMWwy7mGRLPnQDPZT//uwDorCuuuEKStHz58nO+T1V9i77/0k5J0h1T+8jR6m7fzsjIOON923cldJW8vDxZlnVB//Tp06fTn/+qq66S3W7XRx99pJKSktPe1tTUpBUrVshut2v+/PkXlHnevHkqLy/Xd+5/QL0mLNaO45Wqa2rt9Odod+rUKX300UeSpLFjOzfeBwAA+K9zne3Kapu0Nsd9q3nRmNNHFrU/APGWs92CBQskuR9OfdaLL74oSR0Pxr42033D/IWt+Sqvaz5nrh/96Ed6/PHHlZmZqXfffVeJiYmd/p5eeuklNTY2atq0aZ97ox0AAJypM8+lJKm2qVVv7ymSJEU53KMMffHscjZzhyZJkjbllqm6seWc72dZVsclp3HjxnX6e3z55Zcv+GMA9AyKYUAXmjx5si6//HJ9+OGH+s53vqPa2trT3u5yufTFn/9Nx/ZtV1Z8uH5w1WANHDhQkvTXv/71tLbzjz76SA899FCP5r9UKSkpuvnmm9Xc3Kyvf/3ram39pGB1//3369SpU7rllluUnJx82sf913/9lwYPHqw//OEPp71eUlKiuXPn6uTJk7rvvvv02//3c2XEhqrVZWlzXvlZM2zatEkffvjhGS38eXl5WrJkierq6nTttdeec641AABAu3Od7VbuKpTTZWlkaqSO7Nhw2k5Vbzvb3XvvvXI4HPrLX/6iTZs2dbyek5OjX/ziF3I4HB03y6f0i9PwtF6qLS/RkCGDNXjw4DM+329/+1v98pe/VHJyst57770LHo/dPiLxC1/4wiV8VwAA+KfOPJd655139Nt/v6aGFqey4sM1bsRQSb55dmlXUFCgwYPdZ5eshAj1SwhXi9PSik0H9a9//euM3Wa1tbX6z//8T3388cdKTk7WkiVLTnv7448/rrKystNesyxLjz/+uB555BHZbDbdfffdXfydA7hUjEkEutjTTz+tefPm6dFHH9W//vUvjR49WgkJCSooKNDufftVVV6muMu/ot/+x1cVGuT+C3rZsmX605/+pNWrV2vkyJEqKCjQunXrdN9993Xs4/IWjz76qDZt2qSXX35ZgwcP1vjx47V3717t2bNH/fr10yOPPHLGxxQWFurgwYNnzI3+2te+psOHDyssLEylpaW64447VHmsQqWldbpvS4RGZkQrPj7+tF+jAwcO6M4771RKSooGDhyo5ORknThxQtu2bVNjY6OGDRumv/3tb93+6wAAAHzD2c52ByttKi0pVHltsVZUlumRRx7pGNPjbWe7QYMG6aGHHtJ3v/tdzZgxQ3PnzlVQUJDeeecdNTQ06Le//a0GDXKPgbTZbPrqzH76+r4cleQfVclnPld2dra+973vSZL69u2rX/ziF2f9mnfdddcZY40k94OqNWvWKCgoSDfeeGOXfp8AAPiLz3sudfDgQZ06dUqjb7hXypqrpePSNffae/Xkk0/65NmlXUtLiw4ePNjx/+cOTdaRNUf07q5jevLeL+qee+7RkCFDlJmZqcrKSm3fvl1lZWWKjo7WSy+9pLCw03el/vKXv9Q999yjoUOHqnfv3pKk3bt36+jRo7Lb7XrsscfoDAM8EMUwoIslJSVp06ZN+stf/qLnn39eW7ZsUXNzs5KTU6S4Poodd6O+/uUvaHRGtCT37eEtW7boBz/4gT7++GO9/vrrGjRokB5//HF95Stf8bhDx/nEx8dry5Yt+slPfqLly5fr1VdfVVJSkr75zW/qZz/7mWJjYzv9udrHDNXX1+vJJ5887W072v7p3bv3ab9GkyZN6ri9s2/fPq1fv17h4eEaPXq0brjhBv3nf/5np5e3AwAAfPZst3nzFtU2NCogIlbjxo3RDUuXnFa48caz3Xe+8x31799fDz30UMdI6XHjxun73/++rr322tPe9+rhyUruFaKCs3yeysrKjhvlGzdu1MaNG8/69WbPnn3WYtjTTz8tl8ulBQsWKCYm5tK+KQAA/NS5nkulpKRozJgxmnnFfP0lP1EBNmnJmDSlRof69NnlbOYOTdJf1hzR5sJmfe/792vL5o91+PBhZWdny+FwqG/fvrrjjjv0ne98R2lpaWd8/H333ad33nlHe/fu1fvvv6+WlhalpKTotttu07e+9S1NmDChy79nAJfOZn12lhiAbvGzFXv1z/V5yowN0zvfmamQQIfpSF6ptLZJ43/+niRp639fofiIYMOJAACAP3n0vUN69L0czRqYoCe/NNF0HCP+uf6ofrZin/rEhen9+2bLYbeZjgQAADrpd+/n6LfvHtK0/nF6+q7JpuMY4XRZmvR/76m0tllPfXmSpg+INx0JQA9gZxjQA3adqNSTG/IkSb9YMpxC2CWIjwjW4ORISdLGI2XneW8AAICuY1mWlu9w90QtGXPmLWF/ceP4DEWFBiqvrF7v7isyHQcAAHSSZVl6ZfsJSdLSsf67S91ht+nywUmSxFkG8CMUw4Bu5nRZ+tGru+WypMWjUzVjQILpSF5ven/3jZ0NR0rP854AAABdJzu/Unll9QoNdGju0CTTcYwJDw7QFya792M8vjZXDBsBAMA7bDtWobyyeoUFOXTlsGTTcYxqP8u9u6+YswzgJyiGAd3s+S352lNQrciQAD2wYKjpOD5hWlsxbN1himEAAKDntHeFXTksSeHB/r1++YtT+ygowK4dxyu19ViF6TgAAKATXm7rCps/PMXvzzLTB8QrNNChk1WN2ldYbToOgB5AMQzoRpX1zXpo1QFJ0nfnDlRCJPutusLEvrEKsNuUX96g/PJ603EAAIAfaHG6tHJXoSRpsR+PSGyXEBncMV7p8TVHDKcBAADn09ji1Mqd7rPM0nGcZUICHZrRtivs3X3FhtMA6AkUw4Bu9Mi7h1RR36KBSRG6rW2UDC5deHCAxmRGS5LW0x0GAAB6wLqcUpXVNSs+IqhjZLO/+8qMvrLZpPf2l+hwSY3pOAAA4HO8u69YNU2tSosO1eS+cabjeIRPj0oE4PsohgHd5EBRtf696Zgk6afXDFOgg//cutLUfoxKBAAAPefVthGJC0emKoBznSQpKyFCc4e4HyL9be1Rw2kAAMDnaR+ReN3YNNntNsNpPMOcwYmy2aS9J6tVUt1oOg6AbsZPcUA3sCxLP319r1yWdPWIZE3l9nCXa98btvFImVwuFp0CAIDuU9vUqnf2FUmSljAi8TRfm5UlyV0s5CESAACeqaS6UWsPnZIkXdc25hhSXESwRqZFSZJWt/36APBdFMOAbvDm7iJtyi1XcIBdP7p6iOk4Pml0RrTCghwqq2vWwWLG8gAAgO7zzt4iNba4lBUfrpHpUabjeJRxvWM1rneMmp0uLduQZzoOAAA4i+XZBXJZ0rjeMeobH246jkeZNShRkrTmIMUwwNdRDAO6WFOrU796e78k6e5Z/ZQeE2Y4kW8KCrBrfJ9YSe7uMAAAgO7SPiJx0eg02WyMFfqsr850d4c9temYaptaDacBAACf9cp291lmKV1hZ5g9KEGStDbnlFqdLsNpAHQnimFAF/v3xmPKL29QYmRwx9gYdI8pWe6FrxtzKYYBAIDuUVLTqPVtO0oXj0k1nMYzzR2SpKz4cFU3tur5Lfmm4wAAgE85UFStA0U1CnLYtWBkiuk4HmdUerRiwgJV09iq7ccrTccB0I0ohgFdqLK+Wb//4LAk6b55AxUWFGA4kW+b0s9dDPs4t0xO9oYBAIBu8Hr2SbksaWxmtHrHMVbobOx2m77S1h32xEe5auFWNQAAHuO17JOSpMsGJygqNNBwGs/jsNs0Y4C7O2z1wRLDaQB0J4phQBf6wweHVdXQokFJkbp+XIbpOD5veGovRQQHqLqxVfsLq03HAQAAPsayLL207YQkacmYNMNpPNuSMWmKjwjWyapGvbGr0HQcAAAgyeWy9HpbMWzRaM4y53LZ4PZiGHvDAF9GMQzoIvnl9frXxmOSpB8tGCKHnX0S3S3AYdfEvuwNAwAA3WPvybaxQgF2XTuKB0ifJyTQoTum9pYkPb42V5ZF1z4AAKZtP16hgsoGRQQHaM7gRNNxPNbMAQmy2aR9hdUqqW40HQdAN6EYBnSRP3xwWM1Ol6b1j9OsgQmm4/gN9oYBAIDu8uJW9/6reUOTFBXGWKHzuW1yb4UFObS/sFrr2vasAQAAc17f6e4Ku3JYskICHYbTeK64iGCNTIuSJK0+RHcY4KsohgFd4FhZnV7a7h6h8925gwyn8S/te8M2Hy1XK/spAABAF2lscWp521ihG8Yz/rozosOCdGPbr9Vf1+YaTgMAgH9rcbo6RhcvGp1qOI3nmzXI3Tm3hlGJgM+iGAZ0gd+9f1hOl6XZgxI0rneM6Th+ZUhKL/UKCVBtU6v2nGRvGAAA6Brv7S9WVUOLUqJCNL1/vOk4XuPL0/vKYbfpo5xS7T1ZZToOAAB+a/3hUpXVNSs+IkhT2y4S49xmD3JPeVqbc4rL1oCPohgGXKLcU7V6dYe7K+w7Vww0nMb/OOw2TWoflcjeMAAA0EVe3Oo+3y0dm84u2AuQERumBSNSJEl/ozsMAABjXm/rcF8wIkUBDh4Bn8+o9GjFhAWqprFV249Xmo4DoBvwJyFwiX73fo5clnTFkESNyog2HccvsTcMAAB0paKqRn2U4x6Rc/24dMNpvM9XZ2ZJklbsKtSJinrDaQAA8D8NzU6t2lskSbp2dJrhNN7BYbdpxgB3d9jqgyWG0wDoDhTDgEtwuKRGr7UtI/02XWHGtO8N25pXrhZa2QEAwCV6efsJuSxpYp9Y9YkPNx3H6wxPi9K0/nFyuiz9Y12e6TgAAPid9w8Uq67ZqfSYUI3NjDYdx2tcNri9GMbeMMAXUQwDLsGj7+XIsqQrhyVpeFqU6Th+a1BSpGLCAlXf7NSuE5Wm4wAAAC9mWZZe3JovSbphPF1hF+urM/tJkp7bclxV9S2G0wAA4F9eaxuRuGh0qmw2xj131swBCbLZpH2F1SqpbjQdB0AXoxgGXKQDRdV6Y3ehJLrCTLPbbZrM3jAAANAFth6rUF5ZvcKCHLq6bfcVLtzMAfEanByp+mannvr4mOk4AAD4jar6lo4xf4sYkXhB4iKCNbLtsvvqQ3SHAb6GYhhwkX7//mFZlnsR6ZCUXqbj+L32UYnsDQMAAJeivStswYgUhQcHGE7jvWw2W8fusGUb8tTU6jScCAAA//D23kK1OC0NTo7UwKRI03G8zqyB7lGJaymGAT6HYhhwEXJP1erNPe6usHsu7284DSRpSlb73rAKHrYAAICLUtfUqpW73Ge8G8ZnGE7j/a4ZlarUqBCdqmnS8h0FpuMAAOAX2kckXjs61XAS7zSzrRi27nCpnC7LcBoAXYliGHARHl+TK8uSLh+cqMHJdIV5gv6JEYqPCFZTq0vZxytNxwEAAF7ozd2Fqm92qk9cmCb0iTEdx+sFOuz60vS+kqTH1+bKxQMlAAC6VXF1Y8fEnGtGUgy7GKMzohUZEqDK+hb20gM+hmIYcIEKqxr0yo4TkqSvX9bPcBq0s9lsmpwVK4lRiQAA4OK8uM19xrthfAbL5rvITRMzFRkSoNxTdXr/QInpOAAA+LQVO0/KsqTxvWOUERtmOo5XCnDYNb1/vCRp7aFSw2kAdCWKYcAF+vtHR9XitDSxb6zG9Y41HQef0r43bBPFMAAAcIHySuu0+Wi57DbpurEsm+8qEcEBunVSb0nSX9ceMZwGAADf9vpO94jERYxIvCTtoxLX5rA3DPAlFMOAC1BR16xnNx+XJH19Nl1hnmZy296w7ccr1djC3jAAANB5L7V1hU0fkKCUqFDDaXzLndP6KNBh05a8Cm0/XmE6DgAAPin3VK12naiSw27T1SNSTMfxau3FsB3HK1RV32I4DYCuQjEMuADLNuSpvtmpYam9NKvtL0Z4jqz4cCVGBqu51aUd7A0DAACd5HRZenm7uxh24/h0w2l8T1KvEC0e7e62++uaXMNpAADwTe1dYTMGxCsuIthwGu+WFh2q/okRclnS+iOMSgR8BcUwoJPqmlr15MY8SdJ/zu7HHgkP5N4b5u4OY28YAADorPWHS1VY1aio0EBdMSTJdByf9NWZWZKkVfuKdLS0znAaAAB8i2VZjEjsYjMHtI1KPMSoRMBXUAwDOumFrfmqrG9Rn7gwzR9Ou7mnYm8YAAC4UC+2jUhcNDpVIYEOw2l804CkSF0+OFGWJf39I7rDAADoSntPViv3VJ1CAu2aOzTZdByfMHNgvCR3McyyLMNpAHQFimFAJzhdlv6x/qgk6cszsuSw0xXmqdo7w7LZGwYAADqhqr5Fq/YWSZJuGJdhOI1v+0pbd9gr2wvYvwEAQBd6LbtAknT5kCRFBAcYTuMbJvWNU1CAXSerGnW4pNZ0HABdgGIY0Anv7C1SfnmDYsICdf1Y9kh4sj5xYUruFaJmp0vbj7GgHQAAfL7XdxaoudWlwcmRGp7Wy3Qcnzapb6wGJ0eqocWpF7bmm44DAIBPcLo+NSJxFCMSu0pokEOT+sZKktYwKhHwCRTDgE74W9sol9sm91ZoEKNzPJl7b5j7sMLeMAAAcD7tIxJvGJ/BTthuZrPZdOe0PpKkJzfmyeli5BAAAJdq89FyFVc3qVdIgGYNSjAdx6fMGti2Nyyn1HASAF2BYhhwHtuOVWj78UoFOez6wpTepuOgE9gbBgAAOuNAUbV2nahSgN2mxSyb7xGLRqcpOixQJyoa9MGBEtNxAADweq/vdI9IvHpEioIDuMDdlWa2FcM+zi1jFQfgAyiGAefxxDp3V9ii0alKjAwxnAad0bE3LL9SDc0cVgAAwNm9uNXdFXb5kETFRQQbTuMfQgId+o8J7t1sT27IMxsGAAAv19Tq1Ju73btPr+ViT5cbkBihlKgQNbW69PHRctNxAFwiimHA58gvr9fbe9yHii/P6Gs4DTorMzZMqVEhanFa2sbeMAAAcBYtTpeW73DfpL5xfIbhNP7lC5N7y26T1h0uVU5xjek4AAB4rbWHSlXV0KKkXsGa1DfOdByfY7PZNHNA26hE9oYBXo9iGPA5/rH+qFyWNGNAvAYns1DdW7j3hrkPgRtzmesMAADO9MGBEpXVNSshMrhjHwR6RnpMmOYOTZLk3h0GAAAuzus7T0qSrhmZKoed3afdoX1U4hqKYYDXoxgGnENVQ4te2JIvSbprRpbhNLhQkzv2htHGDgAAzvTiVvc577oxaQpw8GNRT/vi1D6SpFe2F6i6scVsGAAAvFBdU6ve3ceIxO42vX+87DbpcEmtTlY2mI4D4BLwUx9wDs9tPq66ZqcGJUVq5oB403Fwgaa0dYbtzK9UXVOr4TQAAMCTlNQ06sOD7tu9N4xPN5zGP03JitOgpEjVNzv18rYTpuMAAOB13t1XrMYWl/rGh2tEWpTpOD4rKixQozOiJTEqEfB2FMOAs2hxurSsbaH3l2f0lc1Gq7m3yYgNU1p0qFpd7A0DAACnW76jQE6XpTGZ0eqfGGk6jl+y2Wy6ZVKmJOm5zfmyLMtwIgAAvMtr2e7dp9eMSuW5VTdjVCLgGyiGAWfx5u5CFVY1Kj4iWItoNfdan+wNKzOcBAAAeArLsvTCVncn0g3jMgyn8W+Lx6QpOMCug8U12pFfaToOAABeo6y2SWtz3DvSeW7V/dqLYesOl6rV6TKcBsDFohgGfIZlWXpi3VFJ0u1Teis4wGE4ES7WlI69YRTDAACAW3Z+pQ6X1Cok0K6Fo1JMx/FrUaGBWjDS/e/guc3HDacBAMB7vLmnSE6XpRFpUeqXEGE6js8blR6tqNBA1TS2aueJStNxAFwkimHAZ2w/XqldJ6oUFGDXrW2jW+CdJmfFSpJ2nahSLXvDAACApBfb9lPNH56iXiGBhtPg5onu8/aKnYWqaWwxnAYAAO/wetuIRLrCeobDbtP0AfGSpDWHSg2nAXCxKIYBn/HP9e6usEWjUhUXEWw4DS5FekyYMmJD5XRZ2ppXbjoOAAAwrKHZqRXZJyVJN4xLN5wGkjS+d4z6J0aoocWp19r+3QAAgHM7UVGvLXkVstmkhSMphvWUWQPYGwZ4O4phwKcUVjXorT1FkqQ7p/U1nAZdYXLf9lGJFMMAAPB3q/YWqaapVekxoR27RWGWzWbTTRPcu9ue28KoRAAAzmfFzkJJ7ucdyVEhhtP4j/a9YbtOVKqirtlwGgAXg2IY8Cn/3nhMTpelSX1jNTS1l+k46ALte8M2sjcMAAC/9+K2fEnS0rHpsttthtOg3XVj0xXksGtPQbV2n6gyHQcAAI/2GiMSjUiOCtGgpEhZlrTuMKMSAW9EMQxo09ji1LNti7vpCvMd7be+d5+oVDV7KAAA8FsnKuq14Yj7csz1jEj0KLHhQbpyeLIk6Vm6wwAAOKeDRTU6UFSjQIdN84enmI7jd2YObN8bxqhEwBtRDAPaLN9RoIr6FqVFh2ru0CTTcdBFUqNDlRUfLpclfcyoRAAA/NbL2wpkWdLUfnHKiA0zHQefcXPbqMTXs0+qscVpOA0AAJ7p9Z3urrDZgxIVFRZoOI3/aR+V+FHOKVmWZTgNgAtFMQyQZFmWlm3IkyR9cWpvORib41Om9nd3h62njR0AAL/kclkdIxJvGE9XmCeanBWntOhQ1Ta16t19xabjAADgcSzL0mvZJyUxItGUCX1iFRJoV3F1kw4W15iOA+ACUQwD5N4ndaCoRqGBDv3H+EzTcdDFpvd3t7FTDAMAwD9tOlqmExUNigwO0FXDGCnkiex2m5aMSZMkvbqjwHAaAAA8z/bjlTpR0aDwIIcuH8xEIxNCAh0d6zjWHGRUIuBtKIYBkv65Pk+StHRcGm3mPmhyVpxsNimnpFbF1Y2m4wAAgB720tYTkqSFo1IVGuQwnAbnsmSsuxi25tApldY2GU4DAIBneT3bfVnkymHJnGcMmjnAPSpxbQ7FMMDbUAyD3zteVq/39rtHsdwxta/hNOgO0WFBGpEWJUnacITuMAAA/El1Y4ve3FMoiRGJnq5fQoRGpUfJ6bK0YudJ03EAAPAYrU6XVu5yn2euZUSiUbMGuYthW45WqL651XAaABeCYhj83pMb82RZ7iWY/RMjTMdBN5nazz0qcV1OmeEkAACgJ72xq1CNLS71SwjXmIxo03FwHoxKBADgTOuPlKmsrllx4UGa1rYKAmZkxYcrLTpUzU6XNuXyjAnwJhTD4Ndqm1r1whb3MvU7p/YxGwbdqn1v2IYjpbIsy3AaAADQU17c6j7r3TA+QzabzXAanM81o1IVYLdp14kqHS6pNR0HAACP8FrbiMQFI1MU6OBxrkk2m00zB7aNSjzE9CHAm/CnJ/zaK9tPqKapVVnx4ZrV9hcZfNP4PjEKCrCrsKpRuaV1puMAAIAecLikVtuPV8pht+m6to4jeLa4iOCOc/mrO04YTgMAgHmNLU6t2lMkSVrEiESPMGug+8L12kPsDQO8CcUw+C2Xy9Ky9XmSpC9O7SO7nZvCviwk0KHxvWMkSRsOc3MHAAB/8OI2d1fY7IEJSuwVYjgNOmvJWHfhcvmOk3K56OgHAPi39/eXqK7ZqfSYUI3NjDEdB5Km9o+Xw25Tbmmd8svrTccB0EkUw+C31uScUm5pnSKDA7R0HMvU/UH7XO11FMMAAPB5rU6XXtnuHil0w3jOet7kiiFJigwOUEFlgzbnlZuOAwCAUe0jEq8dlcrIZw/RKyRQYzOjJUlr6A4DvAbFMPitf7Z1hd04IUMRwQFmw6BHtBfDNh4pk5NbxgAA+LS1Oad0qqZJseFBmjM4yXQcXICQQIeuHpEiSXot+6ThNAAAmFNR16wPD5ZIkhaNZuSzJ2kf60wxDPAeFMPglw6X1GrtoVOy2aQvTuljOg56yIi0KEWGBKi6sVV7CqpMxwEAAN3opW3ufVOLRqcqKIAfe7zNwlHuYtg7e4vU6nQZTgMAgBmv7zypFqel4Wm9NCg50nQcfMqsgYmS3Ks4mls5qwDegJ8K4ZeWbTgqSbp8cJIy48IMp0FPcdhtmpwVJ0laf4RRiQAA+Kqq+ha9t899i/p6xmF7pclZcYoOC1RZXbM2H2VUIgDAP7Vf7lk6lvOMpxmW2ktx4UGqa3Zq27EK03EAdALFMPidqoYWvbzNPW/5S9P6mA2DHje9bVTievaGAQDgs1bsOqlmp0uDkyM1NKWX6Ti4CIEOu64cmixJemN3oeE0AAD0vANF1dpdUKVAh40RiR7IbrdpZtuoxLU5jEoEvAHFMPidF7bkq6HFqUFJkZrSL850HPSwaf3d/8635FWoscVpOA0AAOgOL2//5BY1i+a919Uj3aMSV+0tYt8rAMDvvNzWFTZncKJiw4MMp8HZdOwNO0gxDPAGFMPgV5wuS09uzJMk3TmtDw9H/FC/hAgl9QpWc6uLNnYAAHxQ7qla7TheKbtNWjQm1XQcXIKp/dyjEktrGZUIAPAvLU6XXt1xUpJ0/bgMw2lwLjMGxMtmk/YVVqukutF0HADnQTEMfuXdfcU6UdGgmLBALR5Di7k/stlsmtY2KpE2dgAAfM8r293jsGcOTFBiZIjhNLgUgQ675g1NkiS9yahEAIAfWXvolEprmxQXHqTZgxJMx8E5xEUEa0RalCRpbQ7rOABPRzEMfuXfm/IkSTdNzFRIoMNsGBhDGzsAAL7J5bL06g53MYxF875h/gj3qMS39jAqEQDgP15qG5G4eEyaAh08vvVkHc+YDvGMCfB0/GkKv3G4pFbrD5fJbpNunZRpOg4MmjEgQTabdKCoRsW0sQMA4DM25ZapoLJBkSEBmtvWUQTvNq1fvHqFBKi0tklb8hiVCADwfRV1zXp/f4kk6fpxXO7xdDPbimEf5Zzi4g7g4SiGwW88temYJGnO4CSlx4QZTgOTYsODNDI9WhLdYQAA+JKX20YkLhyZwhQAHxEUYNe8YcmSpLcYlQgA8AMrdp1Us9OlYam9NCSll+k4OI8xGdGKDAlQZX2Ldp2oNB0HwOegGAa/UNfUqpfbWsxvn9LbcBp4gtm0sQMA4FPqmlr11h53sYQRib5lAaMSAQB+pH1EIucZ7xDgsGt62256njEBno1iGPzCqzsKVNPUqr7x4R1/QcG/zRr0SRt7q9NlOA0AALhUb+8pUn2zU73jwjSud4zpOOhC0/rHKzIkQCU1TcrOrzQdBwCAbnOwqEa7TlQpwG7TotGppuOgk9r3hq2lGAZ4NIph8HmWZXWMSLx1UqbsdpvhRPAEo9KjFR0WqOrGVu3goQoAAF7vlR3uW9TXjUmXzcZ5z5cEBdg1e1CiJOm9/cWG0wAA0H1e3u4+z8wZnKi4iGDDadBZ7XvDsvMrVVnfbDgNgHOhGAaftyWvQgeKahQSaNcN4zJMx4GHcNhtmjGgbVQie8MAAPBqJysbtOFImSTpurFphtOgO8wdmiRJencfxTAAgG9qdbr0Stv+0+vHMSLRm6RGh2pgUoRclrTucKnpOADOgWIYfN6/NuZJkhaPTlNUWKDZMPAo7XvDVh8qMZwEAABcild3FMiypEl9Y5URG2Y6DrrBrIEJCrDbdLikVkdL60zHAQCgy63NOaXS2ibFhQfpssGJpuPgArWPSuTCNeC5KIbBp5VUN+rtPUWSpC9M6W04DTzNjIHu/XF7Cqp1qqbJcBoAAHAxLMvqGCm0lFvUPisqNFCTs+IkSe8zKhEA4INe2uY+zywanaZAB49svc2sge4C5ppDp2RZluE0AM6GP1nh057dnK9Wl6WxmdEalhplOg48TGJkiIal9pLEklMAALxVdn6lck/VKSTQrvnDk03HQTe6Yoj7IdM7jEoEAPiYirpmvbfPPbWGEYneaXyfGIUGOlRS06QDRTWm4wA4C4ph8FmtTpee3XxcknT7lD5mw8BjzR7U1sZOMQwAAK/U3hV21bBkRYYwEtuXXdG2N2xrXrkq6lhODwDwHSt2nVSz06WhKb00tO3SLrxLSKBDk7NiJfGMCfBUFMPgs9YcOqWi6kbFhAVq/ghuCePs2tvY1+acktNFGzsAAN6kqdWpFTsLJTEi0R+kx4RpSEovuSzpgwPsfAUA+I72EYmcZ7wbe8MAz0YxDD7r2c35kqSlY9MVHOAwnAaeamxmtKJCA1VZ36LtxytMxwEAABfgg/0lqmpoUXKvEE3tF286DnrA3LZRie+xNwwA4CNyimu060SVAuw2LRqdajoOLsGsQe5zytZj5aprajWcBsBnUQyDTyqubtSHB923RW+amGE4DTxZgMOuy9pGJb7L/gkAALxK+4jExWPS5LDbDKdBT2gflbjm0Ck1tjgNpwEA4NK9vL1AkjR7UKLiI4INp8Gl6BMXpszYMLU4LW08UmY6DoDPoBgGn/TSthNyuiyN7x2j/omRpuPAw80d6h6j+e6+YlkWoxIBAPAGpbVNWt02gmbp2DTDadBTRqRFKalXsOqbndqYy0MmAIB3c7ksvZbtLoZdx3nG69lstk9GJbI3DPA4FMPgc1wuS89vcY9I/I8JdIXh/GYOjFegw6ajpXU6cqrOdBwAANAJr2efVKvL0sj0KA1I4vKTv7DZbLpiiLs7jK5+AIC325RbpsKqRvUKCdCcwYmm46ALtBfDVh8q4cI14GEohsHnbMwt0/HyekUGB2jByBTTceAFIkMCNaVtzwgPVQAA8A7tIxKXjmXRvL9pL4atPsBDJgCAd2sfkbhgZKpCAtl37wum9ItToMOm/PIG5ZXVm44D4FMohsHnPNfWFXbt6FSFBQUYTgNvMbdt/wTL2AEA8HwHiqq192S1Ah02XTOKRfP+Zkq/OAUH2HWyqlGHimtNxwEA4KI0NDv19p5CSYx89iXhwQGa0CdWkrTmYInhNAA+jWIYfEp5XbNW7SmSJN08MdNwGniTK4a4xxFsP16hUzVNhtMAAIDP80rbLerLBiUqNjzIcBr0tJBAh6b2i5MkfchDJgCAl3pnX5Hqmp3KjA3TuN4xpuOgC7E3DPBMFMPgU17dUaBmp0vDUntpeFqU6TjwIilRoRqRFiXLkj44QHcYAACeqtXp0qs73MWwpeMYkeivLmvbq/LhAYphAADv1D4iccmYNNlsNsNp0JVmthXDNuWWq7HFaTgNgHYUw+AzLMvSc5uPS5JuoisMF6F9VOI7eymGAQDgqT46XKpTNU2KCQvUZYNYNO+vZg90/7vfeqxC1Y0thtMAAHBhSqobtS7H3TW0ZAwjEn3N4ORIJUYGq6HFqa15FabjAGhDMQw+Y/vxSuWU1Cok0K5r2R2Bi3DV8GRJ0kc5pTxUAQDAQ7WPSLx2VKqCAvhxxl9lxoWpX0K4nC5L63JKTccBAOCCvL7zpFyWNK53jPrEh5uOgy5ms9k+NSqRLnbAU/DTI3zGS9vyJUlXD09RVGig4TTwRgOTItU/MULNTpfe3093GAAAnqa6sUXv7HXvh2VEIto7AxmVCADwNq9ln5QkLaYrzGfNGsTeMMDTUAyDT2hscWrlrkJJ0vU8GMEluLqtO+yNXUWGkwAAgM96c1ehmlpdGpAYoRHsh/V7c9r2hq0+dEoul2U4DQAAnXO8rF67C6pkt33yDAK+Z3r/eNlt0qHiWp2sbDAdB4AohsFHvLe/WDWNrUqNCtHkrDjTceDFrh6ZIklam3NKNYxKBADAo7yyo23R/FgWzUMa3ydW4UEOnapp0t6T1abjAADQKW/ucV/mntIvTnERwYbToLtEhwVpdEa0JGkt3WGAR6AYBp/w8rYTktwPRux2Hozg4g1KilRWQriaW116fz8jdwAA8BT55fXafLRcNpu0eDQjhSAFBdg1fUC8JOnDg5zbAADe4Y22yUZXj0gxnATdbdZAdxc7oxIBz0AxDF6vpKZRa9uWZl83lhGJuDQ2m00L2g6kb+wuNJwGAAC0ey3b3RU2JStOqdGhhtPAU3TsDaMYBgDwAp8ekXjVMEYk+rr2vWHrDpeq1ekynAYAxTB4vdezT8rpsjQ6I1r9EiJMx4EPaL+dteYQoxIBAPAElmXple1tIxJZNI9Pmd1WDMvOr1R5XbPhNAAAfD5GJPqXEWlRigkLVE1jq7LzK03HAfwexTB4vZfbHowsHUdXGLrG4ORIZcW7RyV+cIBbxgAAmLbzRJVyS+sUEmjXfEYK4VOSo0I0JKWXLIt9HAAAz8eIRP/isNs0fYC7O4xRiYB5FMPg1fadrNb+wmoFOmy6ZiQHCXQNm83WcTBduYtRiQAAmPbqdvd+2HlDkxURHGA4DTzNZW0jiBiVCADwZIxI9E+zBlIMAzwFxTB4tVfaHoxcPjhJ0WFBhtPAlzAqEQAAz9DidGlF2+WUJWMZkYgzzRn8yXJ6p8synAYAgLNbtbdIkjQ5ixGJ/mTmgHhJ0q4TVSqtbTKcBvBvFMPgtVqdLi3PPimJEYnoekNSPhmV+O6+YtNxAADwW2sOnlJ5XbPiI4I1o3+86TjwQKMzohUVGqjK+hb2cQAAPNZ7+93PFuYNTTKcBD0psVeIhqb0kiStyyk1nAbwbxTD4LU+Plqu0tomRYcFdrQcA13FZrPp2tGpkqRXdxQYTgMAgP96ZYd7EsCi0akKcPDjC84U4LBretut6zWMSgQAeKCq+hZtPVYhSbp8CMUwfzNrEKMSAU/AT5PwWit3ubvC5g9PVlAAv5XR9RaPdo9iWn+4VCXVjYbTAADgf6oaWvTefndxY8kYRiTi3GazjwMA4MFWHyqR02VpUFKkMmLDTMdBD2u/xL/20Cm5GOkMGEMFAV6pxenSW3vcs5YXjkw1nAa+qk98uMZmRstlSa/vPGk6DgAAfufN3YVqbnVpYFKEhqX2Mh0HHqz9IdOugiqVsY8DAOBh2i/3XD4k0XASmDA2M0YRwQEqq2vW3pPVpuMAfotiGLzSusOlqqxvUXxEkCb1jTUdBz6s/RY6oxIBAOh5r253//27ZEy6bDab4TTwZO37OCxL+oh9HAAAD9LidGn1wfZiGCMS/VFQgF1T+8VJktbm0MUOmEIxDF5p5c5CSdL84SnsjkC3WjgyVQF2m/aerNah4hrTcQAA8Bv55fXanFcum01aPIZJADi/2W37OFazNwwA4EG25JWrprFVceFBGp0RbToODOnYG3aQYhhgClUEeJ2mVqfe2dc+IjHFcBr4upjwIM0e5B5j8Mp2usMAAOgp7V3ZU/vFKSUq1HAaeIOOfRw5pezjAAB4jPf2uS9pXDY4UQ47ne7+auYA9zll2/EKVTe2GE4D+CeKYfA6aw+VqqaxVUm9gjWhDyMS0f2uG+selfhadgEPVgAA6AGWZXUUw5aMSTecBt5ibO8YRQYHqLyuWbsLqkzHAQBAlmXp/QPFkqQr2Bfm1zJiw5SVEC6ny9KGw4x0BkygGAavs3LXSUnSghGpsnOjBj1gzuBERYYEqLCqUZuOlpmOAwCAz8vOr9TR0jqFBNp11fBk03HgJQIddk3rHy9JWs0IIgCAB8grq9exsnoFOmya3tYZBP/V3sW+5hDnFMAEimHwKg3NTr27z32jZuEoRiSiZ4QEOrRghPv326uMSgQAoNu1d4VdOSxZEcEBhtPAm7TvDVtziL1hAADzPspxFz3G947lTINPimEHT8mymDwE9DSKYfAqHx4sUX2zU2nRoRrD0lH0oCVj3KMS39pTpPrmVsNpAADwXc2tLq3Y6Z4E0P73L9BZ7cvps/MrVVnfbDgNAMDffZTjHoc3fUC84STwBJOz4hQcYNfJqkYdLqk1HQfwOxTD4FXaRyQuHJkim40Rieg5E/rEKiM2VLVNrXp7T5HpOAAA+KzVB0tUUd+ihMhgTe/PgyNcmJSoUA1KipTL+uQBJAAAJrQ4Xdp4xL1qYSYjEiH35KFJWXGSGJUImEAxDF6jrqlVHxxwjztZODLVcBr4G7vdpuvHZkiSXtx6wnAaAAB8V/uIxEWjUhXg4McVXLj2UYnsDQMAmJSdX6naplbFhAVqWGov03HgIdgbBpjDT5fwGu/tL1Zji0t94sI0PI1DBHre0nFpstmkjbllyi+vNx0HAACfU1Xfovf3uy8/LRnLiERcnE8/ZHK52McBADCjvUN5Wv942e1MN4Jb+znl46Plamh2Gk4D+BeKYfAaK3cVSnJ3hTEiESakx4Rpaj93O/tL2+gOAwCgq72xu1DNTpcGJUVqaAqXn3BxxveJVXiQQ6W1TdpXWG06DgDAT32U4+78YUQiPq1fQrjSokPV3OrSpqNlpuMAfoViGLxCVUOL1rSNOVk4KsVwGvizG8a5RyW+tO0EN40BAOhir+5wXzZZMjaNy0+4aEEBdk1t2zfHCCIAgAlVDS3amV8pSZo+gB2o+ITNZtOstpHOaxjpDPQoimHwCu/uK1az06X+iREalBRpOg782JXDkhUZHKCCygZtyuUGDwAAXeV4Wb225FXIZpMWjWY/LC5Nx6hEHjIBAAzYeKRULsvdBZQaHWo6DjxMe7fgWi7tAD2KYhi8wspdJyVJC0emcEsYRoUGObRwlPsB3YuMSgQAoMu8uqNAkjStX7xSonhohEvTXgzbdrxCVQ0thtMAAPzN2rZ9YTMYkYizmNo/TgF2m3JL63S8jJ30QE+hGAaPV1HXrHVth4iFI7klDPNuGJ8uSXprT6GqG3m4AgDApbIs65MRiWPSDKeBL8iIDVO/hHA5XZbWHy41HQcA4Gc2HnFPkpnenxGJOFOvkECN7R0jSVqTQ3cY0FMohsHjrdpbpFaXpSEpvdQ/McJ0HEBjMqLVLyFcjS0uvbGr0HQcAAC83o78SuWV1Ss00KGrhiebjgMfMXtQoiRGJQIAelZRVaOOltbJbpMm9I01HQceqr2LnVGJQM+hGAaPt7Kt2LBwZIrhJICbzWbTDeMzJEkvbs03nAYAAO/36nb3iMQrhyUpPDjAcBr4io69YYdOybIsw2kAAP7i46PurrBhqVGKCg00nAaeqv2csuFwqZpbXYbTAP6BYhg82qmaJm044h5rcg0jEuFBrhuTJofdpu3HK3W4pNZ0HAAAvFZzq0sr2vbDLhmbbjgNfMnEvrEKDXSoqLpRB4trTMcBAPiJTbnuYtjkLLrCcG5DU3opPiJYdc1ObTtWYToO4BcohsGjvb2nUC5LGpkepcy4MNNxgA6JvUI0u+0Wz0vbThhOAwCA9/rwYIkq61uUGBmsaf3iTMeBDwkJdGhK2++p1YxKBAD0kI9zyyVJk7M41+Dc7HabZg5075Rbw6hEoEdQDINHW8GIRHiwG8a7b6+/sv2EWp20tAMAcDHaRyQuGp2qAAc/nqBrtY8gWn2wxHASAIA/KK5uVG7bvrDxfegMw+f79EhnAN2PnzbhsYqrG7Ulz32bZgEjEuGB5gxOUmx4kEpqmrQ2h4MLAAAXqqq+RR8ccBcploxhRCK63uxB7odMW/MqVNvUajgNAMDXtY9IZF8YOmPGgATZbNL+wmqVVDeajgP4PIph8Fhv7CqUZUnjescoLTrUdBzgDEEBdi0enSZJenEroxIBALhQK3efVLPTpcHJkRqa2st0HPig3nHh6hMXplaXpfWHS03HAQD4uE0dIxLpCsP5xYYHaWRalCRpbQ7nFKC7UQyDx1rZtkidEYnwZO2jEt/bX6zyumbDaQAA8C6vtI1IXDImzXAS+LLZgxIlMYIIAND9Pm7rDGNfGDprJqMSgR5DMQwe6URFvbYfr5TNJl09gmIYPNeQlF4antZLLU5Lr2UXmI4DAIDXOFZWp23HKmS3SYsphqEbzWoblbjm4ClZlmU4DQDAV7XvC7OxLwwXoL0Yti7nlJwuzilAd6IYBo/0xq5CSdLEPrFK6hViOA3w+W4YlyFJeoFRiQAAdNqrO9yXSKb1j+e8h241uW+cggLsKqhs0OGSWtNxAAA+6pN9Yb3YF4ZOG50RrcjgAFXUt2hPQZXpOIBPoxgGj7SyrRi2cFSq4STA+S0anaogh137C6s5uAAA0AmWZXUUwxiRiO4WGuToGFfFCCIAQHfp2BfWlxGJ6LxAh13T+sdLktZyTgG6FcUweJy80jrtLqiSw27T/OHJpuMA5xUdFqS5w5IkSS9tozsMAIDz2X68UsfK6hUa6NCVwzjvofvNahtBtPogD5kAAN3j46PsC8PFYW8Y0DMohsHjrNx1UpI0tV+c4iOCDacBOueGcemSpOXZBWpqdRpOAwCAZ3tlu/vyyFXDkxUeHGA4DfzB7La9YZuPlqu+udVwGgCArympblTuKfe+sAl92ReGCzNzoLszbEd+paobWwynAXwXxTB4nPYRideMZEQivMeMAQlK7hWiyvoWvbevxHQcAAA8VlOrs+O8x4hE9JSs+HClx4Sq2enSxiNlpuMAAHzMpqPuEYnsC8PFSI8JU1ZCuJwuSxsOl5qOA/gsimHwKDnFNTpQVKNAh42ROfAqDrtNS8e5H+i9uC3fcBoAADzXhwdOqaqhRYmRwR37EYDuZrPZOrrDGEEEAOhqm3LbRiSyLwwXaeYAzilAd6MYBo+you2W8MwBCYoK4yYNvMv14zIkuReeFlU1Gk4DAIBnei27QJK0aHSqHHab4TTwJ7MHJkpy7w2zLMtwGgCAL+kohrEvDBdpVtulnbWHSjmnAN2EYhg8hmVZWrnTvS9s4agUw2mAC9c3PlwT+sTIZUmv7DhhOg4AAB6nurFF7x9wjxNeNJoRiehZU/rFKchh1/Hyeh0trTMdBwDgI9gXhq4wuW+cggLsKqhs0JFTnFOA7kAxDB5jX2G1ckvrFBxg1xVDkkzHAS7KDePd3WEvbj3BTR4AAD5j1Z4iNbe61C8hXMNSe5mOAz8THhygCX1jJDGCCADQddr3hQ1NYV8YLl5okEMT+7iLqWs5pwDdgmIYPMaKne4RiZcNSlRkCIcHeKcFI1IUFuTQ0dI6bTtWYToOAAAe5fW2KQCLR6fJZmNEInrerIHuEUSrD/KQCQDQNT5uG5E4iX1huEQzB7r36XJpB+geFMPgESzL0spd7ocj14xKNZwGuHjhwQG6eoR7zOeLWxmVCABAu5KaRq0/XCpJunY05z2YMXuQe2/YptwyNbY4DacBAPiCj9s6wyZlMSIRl2ZW237Tj49yTgG6A8UweITs/EqdqGhQWJBDcwYnmo4DXJIb20Ylrtx1UvXNrYbTAADgGVbuLJTLkkZnRKt3XLjpOPBTAxIjlBoVoqZWlza13eQHAOBildY26XBJrSR1jLgDLtbApAgl9wpRY4tLW/LKTccBfA7FMHiElbvcIxKvGJKk0CCH4TTApZnQJ0Z94sJU1+zUm7uLTMcBAMAjvNY2InERXWEwyGazadYgRiUCALrG5rausMHJkYoJDzKcBt7OZrNpxgD3qET2hgFdj2IYjHO5LL3RVgxbODLFcBrg0tlsNi0dmy5JWr6jwHAaAADMyyut0878Stlt0sKRFMNgVvsIog8PlsiyLMNpAADerH1f2OQs9oWha8xs22/K3jCg61EMg3Fbj1WoqLpRkSEBHbc0AW+3eEyaJGn9kVIVVzcaTgMAgFmvt3WFTesfr4TIYMNp4O9mDIhXUIBdx8rqldM22goAgIvRsS+sLyMS0TWm94+XzSYdKq5VYVWD6TiAT6EYBuNWtD0cmTc0WcEBjEiEb8iIDdP43jGyrE9+jwMA4I8sy9LybHen9KLRaYbTAFJ4cICm9XPf4H93X7HhNAAAb1Ve16wDRTWSpIkUw9BFYsKDNCo9WhKjEoGuRjEMRrU6XXprj3tE4jWjGJEI39LeHfYqoxIBAH5s78lq5Z6qU3CAXVcOSzIdB5AkzR2aLEl6h2IYAOAite8LG5AYobgIOt/RdWa1jUr88ADFMKArUQyDURtzy1Ra26zosEBN6x9vOg7QpRaMSFGA3aa9J6uVU1xjOg4AAEa81tYVdsWQJEWGBBpOA7hdMcS9N2xnfiUjrQEAF+Xjo+59YZOy6ApD17q87ZzyUc4pNbe6DKcBfAfFMBjV3jGzYESKAh38doRviQkP0uxB7gNM+3goAAD8idNldewLu3Z0quE0wCcSe4VodEa0JOm9/XSHAQAu3Me57fvC4gwnga8ZnhqlhMhg1TU7OzoQAVw6qg8wpr65Vav2FEmSloxhfwR8U/vv7eU7TsrlsgynAQCgZ20+Wq7i6iZFhgRo9qAE03GA08wd6h7byd4wAMCFqqpv0f6iakl0hqHr2e02zWm7XP3+Ac4pQFehGAZj3t1XrLpmp9JjQjWud4zpOEC3uHxIoiKCA1RQ2aBtxytMxwEAoEe9vtPdGX318BQFBzgMpwFON6+tGLbhcJlqm1oNpwEAeJMteeWyLCkrPlyJkSGm48AHzWkblfj+/hJZFperga5AMQzGLG8bkbhkTJpsNpvhNED3CAl0aP5w94L29rGgAAD4g6ZWp97YVShJWjSGEYnwPP0TI9QnLkzNTpfWHmJBPQCg89gXhu42vX+8ghx2HS+v15FTdabjAD6BYhiMKKtt0tqcUknSotGMSIRvW9w2KvGNXYUsPgUA+I01B0+purFVSb2C2aUBj2Sz2RiVCAC4KJvYF4ZuFh4c0FFs/YBRiUCXoBgGI1buKpTTZWlkepT6J0aYjgN0q8lZcUrqFayqhhatPlhiOg4AAD3itZ0nJUnXjEyVw84UAHimuUPdHfwfHChRi5NLSwCA86tubNHek1WS6AxD97p88CejEgFcOophMKJ9XNxiusLgBxx2W0cH5PJsRiUCAHxfbVOr3mvrtGEKADzZuN4xig0PUlVDi7bklZuOAwDwAtvyKuSypMzYMKVEhZqOAx82Z7C7g33rsQpV1bcYTgN4P4ph6HFHS+uUnV8ph92ma0axPwL+YdFo9+/19/aXqLqRAwwAwLe9s7dITa0uZSWEa3haL9NxgHNy2G0dt67f2l1kOA0AwBtsatsXNpmuMHSzzLgwDUiMkNNlaW0O+02BS0UxDD1ueVtX2PT+8UqIDDacBugZQ1N6aWBShJpbXXqbBy0AAB/3WrZ7ROK1o1JlszEiEZ7t6pEpkqS39hTJ6bIMpwEAeLpNR9zFMPaFoSfMGeK+tPPBAUYlApeKYhh6lGVZHWPiloxhZA78h832yajE9jGhAAD4ooq6Zq0/XCpJTAGAV5jWL169QgJUWtvEqEQAwOeqqm/RrgL3vrBp/eMNp4E/uLxtVOKHB0u4tANcIoph6FE78it1rKxeYUEOzRuWZDoO0KPaRyVuOlqmwqoGw2kAAOgeb+8tUqvL0tCUXuqXEGE6DnBeQQF2XTksWZL0xq5Cw2kAAJ5sY26pLEvqnxih5KgQ03HgB8ZmRisqNFCV9S3acbzCdBzAq1EMQ49qH5E4b2iSwoICDKcBelZ6TJgm9o2VZUmvt42PAgDA16zc5f47buGoFMNJgM5jVCIAoDPWtXW/T6crDD0kwGHX7EEJkqT3GZUIXBKKYegxTa1Ovb7T/XBkMSMS4acWMyoRAODDTtU0aWPbHo2FIxiRCO8xrV+8okIDGZUIAPhc6w+7zzmMSERPmjPYvTfs/f3FhpMA3o1iGHrM+/tLVFnfoqRewZoxIMF0HMCIq0ckK9Bh04GiGh0sqjEdBwCALvXWnkK5LGlUepQy48JMxwE6LSjArnlD3WPcGZUIADibgsoGHS2tk90mTcqKNR0HfmTWwAQ57DYdKq7VsbI603EAr0UxDD3mpW0nJEnXjU2Xw24znAYwIzosSLMHuW/0LM+mOwwA4FtW7nQXERaOpCsM3mcBoxIBAJ9jfduIxFEZ0eoVEmg4DfxJdFiQJvV1F2BX7S0ynAbwXhTD0CNKqhu15tApSdL149INpwHMWtI2JvT17JNy8aAFAOAjiqoateWYe7xce1EB8CbT+jMqEQBwbuvZFwaDrhqeLElatZdRicDFohiGHvHqjgI5XZbGZkarX0KE6TiAUXMGJyoyOEAFlQ3aeqzCdBwAALrEG7sLZVnS+N4xSo0ONR0HuGCBDkYlAgDOzrKsjmIY+8Jgwryh7mLY9uMVKqluNJwG8E4Uw9DtLMvqGJF4w/gMw2kA80ICHR03ehiVCADwFSt3nZQkLaQrDF7s06MSW50uw2kAAJ7iYHGNSmubFRro0JjMaNNx4IeSo0I0KiNaliW9s4/uMOBiUAxDt9t1oko5JbUKCbQzMgdos7htVOKbuwvV3MqDFgCAd8svr9eO45Wy2aSrR3Deg/ea1j9eseFBKq1t0rq2DgAAANa2rf6Y2DdWwQEOw2ngr64c5u5gZ28YcHEohqHbvbgtX5J01bBkFowCbSZnxSkxMliV9S0d+/QAAPBWb+x2j5Sb1DdWib1CDKcBLl6gw65rR6VKkl7ZTgc/AMDtgwMlkqTZgxIMJ4E/u3KYe8rQxiNlqmpoMZwG8D4Uw9CtGlucej3bPTLn+nGMSATaOey2jgcty3fwoAUA4N0+GZGYajgJcOmuG+vu4F+1t0g1jTxoAgB/V93Yoq157n3fcwYnGk4Df9YvIUIDEiPU6rL0YVuBFkDnUQxDt3p3X7GqG1uVGhWiKf3iTMcBPEr7qMT39hfzoAUA4LXySuu0p6BaDrtN89t2YgLebERalPolhKup1aW39jCGCAD83bqcUrW6LGUlhKt3XLjpOPBz7d1hb3NGAS4YxTB0q5e2nZAkLR2XLofdZjgN4FmGpfbqeNDCIQYA4K3au8Km9otTXESw4TTApbPZbLpubLok6ZXtJwynAQCY1j4icc4gusJgXnsxbM2hU2pscRpOA3gXimHoNkVVjfoox70LaWnbD5MAPmGz2bR4tLs77LW2caIAAHiblbvc+8KuYUQifEh7B/+m3HKdqKg3nAYAYIrLZWn1QXcx7DJGJMIDDE/rpbToUDW0OLWWHfTABaEYhm7zyo4TclnSxD6x6hNPGzlwNovaimEbjpSqpLrRcBoAAC7M4ZIaHSiqUaDD1nFLFfAFadGhmpLlHvP+6nb2uwKAv9pVUKXS2mZFBAdoQp9Y03EA2Ww2zRuWJEl6c3eh4TSAd6EYhm5hWVbHiMTrx9EVBpxLZlyYxvWOkcuSXt9JdxgAwLus2On+AXzGgARFhQUaTgN0raVtP8e8sC1fLpdlOA0AwIT2lQazByUoKIDHqPAMC0emSJLe3VfMqETgAvCnOLrFjvxK5Z6qU2igQ1e3/QHtrzZt2qRFixYpPj5eISEhGjhwoP77v/9b9fWdH7dyxRVXyGazyWazqajozN1SjY2N+sY3vqH4+HiFh4fr2muv1bFjx876uaqqqpScnKybb775gr+XvLw82Ww29enT53Pf74477pDNZtOyZcvO+nr7P3a7XVFRUerTp4+uueYa/frXv1ZxcfEFf15vt3i0e6wUoxIBAN7EsqyOfWELffS8xznuzNf96Ry3YESKIkMClF/eoI8Ol5qOAwDoYZZl6e097os/Vw33jg54zi5nvu6LZ5cxGTFKiw5VXbNTH7bttANwfhTD0C1e3OruCps/IlkRwQGG05jz9NNPa/r06Xr99dfVp08fXX311WpsbNQvfvELTZ06VTU1Nef9HMuWLdP7778vm812zve599579ac//Um9e/fWjBkztHLlSl199dVyOs+8HfI///M/qqur08MPP3xJ39ulmDZtmr74xS/q9ttv17x585Senq73339fP/jBD5SZman/9//+nyzLf27fLhiZqgC7TbsLqnTkVK3pOAAAdMqBohodOVWnoAC75g5NMh2ny3GOOzt/OseFBjk6dh8/vensD/kAAL7rUHGt8srqFRRg1+xBnr8vjLPL2fni2cVut3VcRluxi4vVQGdRDEOXa2xxamXbuDd/HpF44sQJ3XXXXXI6nfrHP/6hrVu36pVXXlFOTo5uuOEG7dy5U/fff//nfo5Tp07pe9/7nubNm6fMzMyzvk9hYaH+8Y9/aP78+dq6davefvtt/e///q/27dunV1999bT33bNnj/70pz/pxz/+sdLS0rrse71Qd911l5YtW6Zly5bpxRdf1Lp161RWVqbf/e53CggI0A9/+EM98MADxvL1tNjwIM0cmCBJem0HOykAAN6hvSts9sAERYb41ohEznHn5m/nuFsnuf/dvX+gREVV7HcFAH/SPiJxRv94j7/ozdnl3Hz17HLNKPeUoff3l6i2qdVwGsA7UAxDl1u1t0g1Ta1KjwnV5L5xpuMYs2zZMjU2Nmru3Lm68847O14PDg7WH//4R4WFhemJJ55QWVnZOT/Ht7/9bdXV1elPf/rTOd9nz549am1t1e23395xc+dLX/qSJCk7O/u09/3mN7+pfv366Tvf+c4lfGfdIzQ0VPfcc4/eeOMNORwO/fKXv9TOnTtNx+oxi9pGJS7PPul1N5IAAP7HPSLRPTZoYdsP4r6Ec9yF8eVz3ICkSE3sEyuny9LzW/JNxwEA9KC397qLYVd6wYhEzi4XxhfOLsNSe6lvfLiaWl16b9+5xz0C+ATFMHS5l7a5RyQuHZsuu/3cbdW+btu2bZKk2bNnn/G2hIQEDR06VC0tLXrzzTfP+vGrVq3SM888owceeED9+vU759epqKiQJMXExHS81v6/y8vLO1575plntGbNGv3+979XYKDn3t6ePXt2xyzp3//+94bT9Jy5Q5MUFuTQ8fJ67civNB0HAIDPtaegWsfK6hUSaNflgz1/bNCF4hx3cXz1HHfrZPft+Oe2HFer02U4DQCgJxwuqdX+wmoF2G26Yojnj4Pm7HJxvPnsYrPZdE37qMSdjEoEOoNiGLrUycoGrWtbLu3PIxIlqa6uTtLpB4RPi42NlaSz3jypr6/X3XffrcGDB5+3jb29dT0nJ6fjtUOHDkmSevfuLUmqra3V97//fS1dulRz5869wO+k5910002SpA8//NBwkp4TFhSgK4e5b5stZ1QiAMDDtY9IvHxwksI9fGzQxeAcd/F88Rx31fBkxYQFqrCqUe+zpB4A/MLr2e6fy2cOTFBseJDhNOfH2eXiefPZpX1U4tqcU6qsbzacBvB8FMPQpV7ZfkKWJU3OilVGbJjpOEYlJLh3QB07dvZl2+2v5+XlnfG2H//4x8rLy9Of//xnBQV9/qFr9OjRSklJ0W9/+1vt2bNHxcXFuv/++2Wz2TR//nxJ0oMPPqjKykr99re/vYTvqOeMHj1akpSbm6vmZv/5y7x9VOLKXYVq4dYxAMBDnTYise02qq/hHHfxfPEcFxzg0E0T3Q//nlh31HAaAEB3syxLr7V12rT/nO7pOLtcPG8+uwxIitTg5Ei1OC2tahvrCeDcKIahy1iW1TEi8fpxGYbTmDdr1ixJ0rPPPnvGX6abNm3SwYMHJUk1NTWnvW379u167LHH9MUvfvGs7e2fFRISooceekh5eXkaMWKEkpOTtWrVKt19990aOXKkDh48qEcffVQ/+tGPTluA2tDQcNG7qY4dOyabzXbOf5588smL+rzt4uPjO/53ewu+P5jeP17xEUEqr2vWupxS03EAADirHfmVKqhsUHiQQ5f54IhEiXPcpfDVc9wXp/RRgN2mzUfLtetEpek4AIBulJ1fqWNl9QoLcmjuUM8fkShxdrkU3n52ae8OW7Gz0HASwPP53kwTGLP5aLnyyuoVHuTQ1SM8f7lod7v11lv1i1/8QsePH9eiRYv08MMPKzMzU+vXr9dXvvIVBQQEqLW1VXb7JzVpp9Opr3zlK4qOjtbDDz98QV8rKytLL774ohobGzVnzhwtXbpUknTPPfcoMzNT3/ve9yRJzz33nH74wx/q2LFjioqK0je/+U09+OCDp+U4n/DwcF1//fXnfPu6det05MiRTn++z/r0Aal9Ias/CHDYtXBkqpZtyNPy7AKffcAIAPBuK9t+0L5iaJJCAh2G03QPznGc4z4rOSpE14xK1as7CvT3j47qdzePMR0JANBNXst2d4XNG5qksCDveHTK2cV/zy4LR6booVUHteFIqUpqGpUYGWI6EuCxvONPdHiFF7a6u8KuGZXqNYeF7hQeHq6VK1dq4cKFevvtt/X22293vC0zM1Pf/e539etf//q0ec6PPvqotm/frieeeOK0mymdMWXKFE2ZMuW0115++WW9++67WrlypYKDg7Vt2zbdcsstuvLKK/XYY49pzZo1+sUvfqHExER961vf6vTXio+P17Jly8759jvuuOOSDiKlpZ90RZ1r3rWvWjwmTcs25GnV3iJVN7aoV4jnLpoFAPgfl8vSm7vbRyR6x9igi8E5jnPc2Xx5el+9uqNAb+wu1A/nD1ZqdKjpSACALtbU6tRrbfvCFo1JM5ym8zi7+O/ZpXdcuEZnRCs7v1KvZ5/UXTOyTEcCPBYVC3SJmsaWjgcjN05gRGK7ESNG6MCBA3rxxRe1detWtba2atSoUbrlllv085//XJI0bNiwjvdfsWJFR4v3v/71r9M+V1GRe/bvddddp6CgIP385z/X9OnTz/m1GxoadN999+maa67RggULJEm/+c1vFBERoRdeeEGRkZFatGiRtm/froceeuiCDiLdLTs7W5I0YMAABQb6VzFoVHqUBiRGKKekVm/sKtTNEzPP/0EAAPSQrccqVFTdqMiQAM0ceGEPTbwN57iL48vnuOFpUZqSFaeNuWVatiFPP7p6iOlIAIAu9u6+YlXUtyi5V4hmDkgwHeeCcHa5OL5wdlk6Ll3Z+ZV6adsJimHA56AYhi6xclehGlqc6p8YoTEZ0abjeJTQ0FDdfvvtuv322097/b333pOkM2YyW5altWvXnvPzbdy4UdLpN1fO5v/+7/9UXFysRx99tOO1AwcOaPDgwYqMjOx4beLEiVqzZo2qq6vVq1evznxL3e65556TJF122WWGk/Q8m82mG8an6//ePKAXtuZTDAMAeJSVu9rHBiUrOMA3RyR+Gue4C+fr57i7ZvTVxtwyPfvxcX3jsv6KCvXOh2YAgLN7fku+JOnG8ely2L1vZB5nlwvnC2eXa0am6H9X7NOBohrtO1mtoame8WsLeJrOD2gFPscLWz85LHjjfN2etmbNGm3fvl3Dhg3TtGnTOl5fvXq1LMs66z+9e/eWJBUWFsqyLC1evPicn//IkSN66KGHdP/99ysr6/QbIfX19af9/7q6OkmeMxd59erVeu6552Sz2XTPPfeYjmPEkjHuQ/eO45U6XFJz/g8AAKAHOF2W3tztviW8cFSK4TTmcI47N384x102KFEDEiNU09SqJzfkmY4DAOhC+eX1+iinVDabdMN435l6xNnl3Hzl7BIdFqTLh7j3zr+8/YThNIDnohiGS5ZTXKMdxyvlsNu0ZEy66TgeJTs7W62trae9tn37dt1yyy2y2Wz6/e9/3y1f995771VKSop++MMfnvb6sGHDtG/fPu3YsUOSVFNToxUrVigzM/O0mzomNDY26g9/+IMWLFggp9OpH//4xxo+fLjRTKYkRAZrzmD3IebFrRxiAACe4ePcMpXWNik6LFDT+/v2iESJc9yF8KdznN1u0z2XD5AkPbHuqGoaWwwnAgB0lee2HJckTe8fr4zYMMNpLhxnl87zxbPLdWPdz2Rfyy5Qq9NlOA3gmRiTiEvW3hU2Z3CiEiKDDafxLN/+9re1b98+jR49WvHx8crLy9PHH38su92uxx9/vFtasN944w298cYbevXVVxUaevpS7+9///t65plndNlll2nOnDnasWOH8vPz9Ze//KXLc3yev//971q9erUk9y2hoqIibdu2TfX19QoODtavf/1rfe973+vRTJ7mhnHpendfsV7eXqDvXTlIgQ7uLgAAzFqxy70f9qphyX7x9xLnuLPjHCctGJGiR987pNxTdfrXxmP6xmX9TUcCAFyixhannvnYXQy7xUvXFXB2OTt/ObvMHpSguPAgldY2a23OKc0ZnGQ6EuBxKIbhkrQ4XXple4Ek6T98qIW8q9x222166qmnlJ2drcrKSiUkJOimm27S97//fY0ePbrLv15TU5PuvfdeXXnllWdtYR85cqSWL1+u//7v/9bKlSuVnJysX/3qV/ra177W5Vk+z/r167V+/XrZbDZFREQoNjZWl112mWbNmqUvfvGLSkxM7NE8nuiywYmKjwhSaW2TVh88pblDOcQAAMxpcbr09h53MWzhyFTDaXoG57iz4xwnOew23TOnv77z/E79/aNc3TG1j8KD+dEaALzZqzsKVFHfovSYUM0blmw6zkXh7HJ2/nJ2CXTYde3oVP1zfZ5e3l5AMQw4C5tlWZbpEPBeq/YW6Wv/3qaEyGBt/OEcBfjBLWGgp/zijX3620dHNW9okv56+3jTcQAAfmzNoVP64j82Kz4iSJv+63LOfPB7rU6XrvjtGuWV1euH8wfr7ln9TEcCAFwky7I075G1yimp1X8vGKK7ZmSd/4MAD7SnoEoLf79OQQF2bfnRFYoKCzQdCfAo/BSLS/Ji24jE68am8VAE6GLtC3s/OFCiUzVNhtMAAPzZyp0nJUnzh6dw5gMkBTjsHeMR/7z6iKrq2R0GAN5qzaFTyimpVXiQQzdOYOoRvNew1F4alBSp5laXVu4+aToO4HH4SRYXraS6UR8ePCVJumEchwWgqw1MitTojGi1uiy9sv2E6TgAAD/V3OrSqr1FkqSFI1MMpwE8x3Vj0zUwKUJVDS360+rDpuMAAC6CZVn6wwfuP8NvmpipXiF00sB72Ww2LR2XJkl6cSvPkYDPohiGi/by9gI5XZbG945R/8QI03EAn3TzRHeh+ZnNx+VyMdUWANDzPso5perGViX1CtaEPrGm4wAew2G36b/mD5Ek/XNDnk5U1BtOBAC4UJtyy7X1WIWCAuz66kzGI8L7LRmTrgC7Tdn5ldpfWG06DuBRKIbholiW1TEi8cbxdIUB3eWaUamKDAnQsbJ6rTtcajoOAMAPrdxVKEm6ekSK7Hab4TSAZ5k9KEFTsuLU3OrSb945ZDoOAOAC/eHDHEnSf4zPUFKvEMNpgEuXEBmsecOSJEnPbT5uOA3gWSiG4aJsPVah3NI6hQU5dDXjcoBuExYUoKVj0yVJT206ZjgNAMDfNLY49e6+YknSwpGphtMAnsdms+lHV7u7w17dUaA9BVWGEwEAOmvjkTKtP1ymALtNX5tFVxh8x80TMyVJr+woUEOz03AawHNQDMNFeWGLuytswYgURQQHGE4D+LZbJ7kPMe/tL1ZhVYPhNAAAf/L+/hLVNrUqLTpUYzOjTccBPNKI9CgtHu0uFv/fm/tlWYy2BgBP53JZ+uVb+yW5CwfpMWGGEwFdZ1q/eGXEhqqmsVVv7C40HQfwGBTDcMFqmz75g/Q/JjAiEehuA5IiNbFvrFyW9NzmfNNxAAB+ZHl2gSRp0ehU2WyMSATO5b55gxTksGvDkTK9v7/EdBwAwHms2HVSu05UKSI4QPdeMcB0HKBL2e023TTBfbH6WUYlAh0ohuGCvbmrUPXNTmXFh2tc7xjTcQC/cNvk3pKk57YcV4vTZTgNAMAfVNY3a/VB90P9RaPTDKcBPFtGbJi+NL2vJOlnK/eqsYWRRADgqZpanXpo1UFJ0t2zshQfEWw4EdD1bhifrgC7TduOVehgUY3pOIBHoBiGC/b8Vndnyg3jM7ghDPSQq4YlKz4iSMXVTXp/f7HpOAAAP/DWniK1OC0NTo7UoORI03EAj3fPnP5KiQpRfnmD/rLmiOk4AIBz+NeGYzpR0aCkXsH68nR2hcE3JUaG6IohSZLoDgPaUQzDBTlcUqttxyrksNu0dCw3hIGeEhRg143j3WNJn9rEIQYA0P2W73CPSFw8hjMf0BnhwQF6YMEQSdKfVx/R8bJ6w4kAAJ9VWd+s33+QI0m6b+4ghQY5DCcCus/NbTvoX9l+gq51QBTDcIFe3ObuCps9MEGJvUIMpwH8y80TM2WzSesOl+pwCS3uAIDuc7KyQR8fLZfNJl07KtV0HMBrLBiRomn949TU6tKDK/eajgMA+Iw/fnhY1Y2tGpwcqaXj0k3HAbrVjP7xSo8JVXVjq17fedJ0HMA4imHotBanSy9vc98QvnFChuE0gP/JiA3T3LYW93+szzMbBgDg09p/WJ7YJ1ap0aGG0wDew2az6WfXDlOA3ab39pcw3hoAPEh+eb2e3HBMkvTD+YPlsLP6A77Nbrfp1knuHfRPbsiTZVmGEwFmUQxDp60+eEqltU2KjwjSnMGJpuMAfunLbYvZX9l+QhV1zYbTAAB8FSMSgYvXPzGy48z2sxX7GEsEAB7i4XcOqtnp0rT+cZo1MMF0HKBH3DQhQ8EBdu09Wa2txypMxwGMohiGTnthq3tE4pIxaQp08FsHMGFi31gNT+ulxhaXnmEBKgCgGxwsqtGBohoFOmyaPzzZdBzAK33r8gFK7hWi4+X1+vPqI6bjAIDf23WiUq9ln5TNJv3X/CGy2egKg3+ICQ/SkrYLbsuYMgQ/R0UDnVJS06gPDpRIkm4cz4hEwBSbzdZx0/jJDXlqbnUZTgQA8DXLs91dYbMHJSo6LMhwGsA7hQcH6McLh0qS/rzmiPJK6wwnAgD/ZVmW/u/N/ZKkJaPTNDwtynAioGd9cWofSdLbe4t0srLBbBjAIIph6JRXtxfI6bI0JjNaA5IiTccB/NqCEalKjAxWSU2T3tjNAlQAQNdxuSy9nu3+u2XxaEYkApfi6hHJmjEgXs2tLv3k9b3s6QAAQz48WKJNueUKCrDrvisHmY4D9LghKb00OStWTpelpzYdMx0HMIZiGM7Lsiw9t8U9IpGuMMC8oAC7bp/iXoD617VHebACAOgyW49VqKCyQRHBAbp8CDtigUths9n0s2uHKchh15pDp7Rqb5HpSADgd1qdLv3yzQOSpDun9VFadKjhRIAZd0x1Txl6dvNx9pnCb1EMw3ltyi3X0dI6hQc5dM2oVNNxAEi6bXJvhQc5tL+wWqsPnjIdBwDgI17d4R6ReNXwZIUEOgynAbxfVkKEvjYrS5L04Ip9qm9uNZwIAPzLi9tOKKekVjFhgfr67P6m4wDGXDEkUWnRoaqob+mYBAH4G4phOK9nNh+XJC0ak6aI4ADDaQBIUnRYkG6d7O4O+9Pqw4bTAAB8QWOLUyt3un8wvm4sIxKBrvL12f2VHhOqk1WN+t37nNsAoKfUN7fqt+8ekiTdM2eAokIDDScCzAlwfDJl6B/rmTIE/0QxDJ+rrLZJq/a4x3ncMjHTcBoAn/bl6X0V5LBrS16FNh8tNx0HAODlVu0tUk1Tq9JjQjW5b5zpOIDPCA1y6KfXDJMk/f2jXOUU1xhOBAD+YdmGPJ2qaVJmbJhua7tMCvizmyZkKizIoQNFNVqbU2o6DtDjKIbhc728/YSanS6NSIvS8LQo03EAfEpSrxBdPz5dkvTHD7llDAC4NC9tOyFJWjo2XXa7zXAawLdcMTRJVwxJVKvL0o9f28NtbADoZlUNLXp8Ta4k6TtzBygogEegQFRYoP5jQoYk6a9rjxhOA/Q8/ibAOVmWpWc350uSbplEVxjgib42M0t2m7Tm0CntKagyHQcA4KVOVjZo3WH37dClY9MNpwF800+uGaaQQLs25Zbr9Z3s6gCA7vTEuqOqamjRgMQIXTuK8c9Auy9P7yuH3ab1h8t4jgS/QzEM57Qpt1xHS+sUHuTQNaNSTccBcBa948J1bdt/n4++d8hwGgCAt3pl+wlZljSpb6wy48JMxwF8UkZsmL55WX9J0s/f2K/qxhbDiQDAN5XXNeuJj9xdYd+dO1AOOt6BDukxYbpmZIok6fG1uYbTAD2LYhjO6ZnNxyVJi8akKSI4wHAaAOdyz+UDZLdJ7+0v0Y7jFabjAAC8jGVZHSMSrx9HVxjQnb4yM0tZ8eE6VdOk377DRSYA6A5/WXNEdc1ODU/rpauGJ5uOA3icr87sJ0l6Y9dJ5ZfXG04D9ByKYTirstomrdpTJEm6ZSIjEgFP1i8hQte1jbT67bs8VAEAXJhtxyqUV1avsCCHrh6RYjoO4NOCAxz62aJhkqR/bczT3pOMJwKArlRS3agnN+RJku6bN0g2G11hwGcNTe2lGQPi5bLcI0UBf0ExDGf1yvYCNTtdGpkepeFpUabjADiPey8foAC7TR/llGrz0XLTcQAAXuTFre6usKtHpCicaQBAt5sxIEELRqbIZUk/Xr5HLpdlOhIA+Iw/fnhYTa0uje8do9kDE0zHATzW3bPc3WHPb8lXRV2z4TRAz6AYhjNYlqVn20Yk3kxXGOAVMmLDdOOEDEnSw+8clGXxUAUAcH71za16Y3ehJEYkAj3pxwuGKjzIoe3HKzvGlAIALk1JTaOe3ZIvSfruvIF0hQGfY2q/OA1P66WGFqeWtXVTAr6OYhjOsP5wmXJL6xQe5NA1o1JNxwHQSd+8rL+CAuzafLRcHx4sMR0HAOAFVuw8qdqmVmXGhmlin1jTcQC/kRwVom9fMVCS9Ku3D6iqvsVwIgDwfk+sO6rmVpfG9Y7RlKw403EAj2az2fSfs/pLkpZtyFNNI2cR+D6KYThD+22A68elK4JROYDXSI0O1Z1T+0iSfvHGfrU4XWYDAQA83tMfu6cB3DIpU3Y7t6eBnnTHtD4akBih8rpmPfIee18B4FJU1bfoqY3HJEnfuKwfXWFAJ1w1PFn9EsJV1dCipzYdNx0H6HYUw3Ca/PJ6vX+gWJJ0e9tDdQDe4+uX9VdseJCOnKrTc5s5yAAAzm3XiUrtOlGlIIddNzAiEehxgQ67fnrtMEnSvzcd04GiasOJAMB7PbkxT3XNTg1OjtRlgxJNxwG8gsNu0zcuc3eH/f2jXNU3txpOBHQvimE4zb83HZNlSTMGxKtfQoTpOAAuUFRooL59xQBJ0iPv5aiaNncAwDk83Xb7c/6IZMVFBBtOA/inaf3jNX94spwuSz95bS97XwHgItQ1teof649Kcl8QpSsM6LxrR6UqIzZUZXXNenZzvuk4QLeiGIYODc1OPd+2aPQOusIAr3XzxEz1SwhXeV2z/vDBYdNxAAAeqKqhRa/vPClJunVSb8NpAP/2wIIhCgm06+Oj5Xpjd6HpOADgdZ7fkq/K+hb1iQvTghEppuMAXiXAYdfXZ7u7w/669ogaW5yGEwHdh2IYOizPLlBVQ4syY8M0m5ZywGsFOux6YMEQSdI/1h3VoeIaw4kAAJ5m+Y4CNbQ4NTApQhP6xJiOA/i19JiwjgX2v3hjPyOKAOACOF2Wlm3IkyR9eUaWHOxABS7YdWPTlBIVouLqJr207YTpOEC3oRgGSZJlWfpnW0v57VN6c3gAvNycwUmaOzRJrS5LD7y6Wy4XI3cAAG6WZenpj90L5m+d1JtRQoAH+NqsLKXHhKqwqlF/+vCI6TgA4DU+OFCi4+X16hUSoKVj00zHAbxScIBDX5uZJUn68+ojanG6DCcCugfFMEiSVh88pUPFtYoIDtAN4zNMxwHQBX567TCFBjq0Ja9CL23nZg8AwG1LXoUOFdcqNNChJTw0AjxCSKBD/71gqCTpr2tzdaysznAiAPAO7Re7b56YqbCgAMNpAO9108RMxUcEqaCyQa/uKDAdB+gWFMMgSfrLGvftw5snZigqNNBwGgBdIS06VN+ZO0CS9Ms396u8rtlwIgCAJ3hqk7srbNHoVPUK4dwHeIorhyVpxoB4NTtd+t+V+0zHAQCPd6CoWhuOlMluk74whR2owKUICXToKzPc3WF/+vCwWukOgw+iGAZl51fq46PlCrDb9KXpfU3HAdCF7pzWV4OTI1VR36KfrdhrOg4AwLCiqka9ubtQknTbZB4aAZ7EZrPpJ9cMU4Ddpvf2l+jDgyWmIwGAR1u2Pk+SdOWwZKXHhJkNA/iA2yb3Vmx4kPLK6vUK3WHwQRTDoL+udXeFLRqdppSoUMNpAHSlQIddv1o6Unab9Fr2Sb29p8h0JACAQf/amKdWl6WJfWM1PC3KdBwAn9E/MUJ3TusjSXpwxT41tTrNBgIAD1Ve19wxyu3OaVzsBrpCeHBAx+6w372fo+ZWusPgWyiG+bm80rqOh+NfbfvDDoBvGZ0Rrbtn9ZMk/ffy3YxLBAA/1dDs1DObj0uSvsRDI8BjfevyAYqPCNbR0jr9s63rAQBwumc3H1dTq0vD03ppQp8Y03EAn3H7lD6KjwjWiYoGvbgt33QcoEtRDPNzf1+XK5clXTYoQYOSI03HAdBN7r1igAYmRai0tln/89oe03EAAAa8uqNAlfUtSo8J1dyhSabjADiHyJBA/XD+YEnS79/PUXF1o+FEAOBZWpwu/XujewfqnVP7ymazGU4E+I7QIIe+cZn7QvXv3z+sxha61OE7KIb5sbLaJr249YQk6asz+xlOA6A7BQc49JsbRstht2nlrkK9tO2E6UgAgB5kWZb+sf6oJOmOqX3ksPPQCPBk141J05jMaNU1O/XLN/ebjgMAHuWtPUUqqm5UfESwFo5KMR0H8Dk3T8xUSlSIiqob9WzbZAnAF1AM82N/X3dUTa0ujUyP0uSsWNNxAHSzEelR+s4VAyRJP16+RznFNYYTAQB6ytqcUh0uqVV4kEM3TsgwHQfAedjtNj147XDZbNLy7JPaklduOhIAeIx/tl3wuXVSpoIDHIbTAL4nJNChb87pL0n644dH1NBMdxh8A8UwP1VW26QnN+RJku6ZM4CWcsBP/Ofs/preP14NLU5945ntHGgAwE88vuaIJOnGCRnqFRJoOA2AzhiRHqWb2orXP3ltr5wuy3AiADAvO79SO45XKtBh062TM03HAXzWDeMylB4TqtLaJv1rY57pOECXoBjmp/76Ua7qm50akRalK4Ykmo4DoIc47DY98h+jlRAZrEPFtfrxa3tkWTxYAQBflp1fqQ1HyhRgt+muGVmm4wC4AN+bN0i9QgK0r7BazzCmCAA6usKuGZmqxMgQw2kA3xUUYNe3LndPF/rLmiOqbWo1nAi4dBTD/FBpbZP+tcG9aPTbV9AVBvibhMhgPfYfo2W3SS9tO6En1h01HQkA0I3+vPqwJGnR6DSlRYcaTgPgQsRFBOu+eYMkSb9556Aq6poNJwIAc4qrG/XGrkJJ0p3T+hpOA/i+68akqW98uCrqW7RsPc+O4P0ohvmhv67NVUOLUyPTozRnMF1hgD+a2j9eDywYKkn6vzf368MDJYYTAQC6w+GSGq3aWyxJunsWXWGAN7p1UqYGJ0eqsr5Fv3n3oOk4AGDMU5uOqdVlaXzvGI1IjzIdB/B5AQ67vt22e/6va3NV1dBiOBFwaSiG+Zni6saOOa90hQH+7UvT+ujmiRlyWdI9z+7QoeIa05EAAF3s8TW5kqS5Q5M0ICnScBoAFyPAYddPrx0mSXrm4+PaU1BlOBEA9LzGFqee+dg9LpauMKDnLByZqoFJEapubO3YQwx4K4phfuaRdw+pscWlsZnRumwQXWGAP7PZbPrZtcM1qW+sapta9eUnt6ic0TsA4DPyy+u1PLtAkvSfs/sZTgPgUkzOitM1o1LlsqQfvLxLLU6X6UgA0KNe33lSZXXNSo0K0ZXDkkzHAfyGw27T99pGNv9j/VEVVTUaTgRcPIphfuRQcY1e2JovSXpgwRC6wgAoKMCuv9w2TpmxYcovb9Dd/96mplan6VgAgC7w+w9y1OK0NK1/nMZmxpiOA+AS/XjhEEWFBmrvyWr9dW2u6TgA0GMsy9I/1+dJkm6f2kcBDh5nAj1p7tAkjesdo8YWlx57/5DpOMBF428PP/Krtw7IZUlXDUvWuN6xpuMA8BAx4UF64ovjFRkcoM155fr2c9lyuizTsQAAl+BoaZ1e3u7uCvvu3EGG0wDoComRIfrJNe6dr4+9l6PDJYy4BuAfNuWWa39htUIC7bppQobpOIDfsdls+q/5gyVJz2/J1+GSWsOJgItDMcxPbDhSqg8OlCjAbtP9V/FABMDpBiRF6i9fGKcgh11v7SnSj17ZLcuiIAYA3uqx9w7J6bI0Z3CixvWmKwzwFUvGpGnO4EQ1O136/ku7uMAEwC/8c/1RSdJ1Y9MVHRZkOA3gn8b3idXcoUlyWdJDqw6YjgNcFIphfqDV6dL/rtwvSbplUqayEiIMJwLgiab1j9fvbh4tu016fmu+fvnWAQpiAOCFcopr9NrOk5Kk784daDgNgK5ks9n0iyXDFRkcoB3HKzseEAOArzpWVqd39xdLkr40rY/ZMICfu//KQbLbpFV7i7XtWIXpOMAFoxjmB57adEz7C6sVFRqoey8fYDoOAA921fAU/WrpSEnSX9fm6k+rjxhOBAC4UL9555CsttHYw9OiTMcB0MVSokL1wIIhkqSHVh1UTjHjEgH4rn+uz5NlSbMGJqh/YqTpOIBfG5AUqRvGuUeV/j8uUMMLUQzzcSU1jfrNO+7Fht+/cpDiIoINJwLg6W4cn6H//tQDlqc2HTOcCADQWR/nluntvUWy26TvzqMrDPBV/zEhQzMHJqip1aVvPZetplan6UgA0OWqG1v04tZ8SdKXpvc1nAaAJH177gAFB9i1Oa9cHxwoMR0HuCAUw3zcr948oJqmVo1Mj9LNEzNNxwHgJe6akaV75vSXJP34tT16LbvAcCIAwPm4XJb+9419kqSbJ2ZqYBK3pwFfZbPZ9PANIxUXHqT9hdX69dsHTUcCgC73wpZ81TU7NSAxQjMHxJuOA0DuDvU7p7mL079864BanC7DiYDOoxjmwzYeKdMrOwpks0n/u2i4HHab6UgAvMh35w7U7VN6y7Kk776wU2/vKTIdCQDwOV7efkJ7CqoVGRzArjDADyRGhujX17vHWz+x7qjWHDplOBEAdJ1Wp0v/XJ8nyd0VZrPxTAvwFP85u59iwgJ1uKRWTzNNCF6EYpiPqm9u1Q9e3iVJumVipkZlRJsNBMDr2Gw2/fSaYbpubJqcLkv3PLtdqw/SAg8AnqiuqVUPrXJ3hnxzTn9GYwN+4vIhSbp9Sm9J0n0v7FRpbZPhRADQNd7dV6yCygbFhAVqyZg003EAfEpUaKDumzdIkvTIezmqqGs2nAjoHIphPurXbx/U8fJ6pUaF6IfzB5uOA8BL2e02/XrpSC0YmaIWp6Wv/XubNhwpNR0LAPAZv//gsEpqmpQZG6Y7pvUxHQdAD/rR1UM0MClCpbVN+s7z2XK6WGYPwPs9se6oJOnWSb0VEugwnAbAZ900IUODkyNV1dCiR987ZDrO/2/vvuOauvo/gH8CmWxZAiJDUVHBPerErVVbt4/VVq2jdtiqraO1w/r0sbV2L9v+atW21lartlate9U9EbeiDAUEQfZIIMn5/YGkUkAREjL4vF+vvIB7b06+99zkcHLPIqoUNobZoKMxd7DycBwAYPGIFnBWyswbEBFZNam9HT79Tyv0aVoXGq0eU344iVPx6eYOi4iI7rqYlI3vDsQAAN4c3AwKKW8YEdUmSpk9Pn+iNZQyOxyITsPHO7l+GBFZt9M3MnAyPgMyewmeujv6lYgsi9TeDm8NbgYAWHXsBq6m5Jg5IqIHY2OYjcnVaDF3XfH0iE90qI/ujb3MHBER2QKZvR2+HNsa3Rp5Ir9Qh4nLT+BcQpa5wyIiqvV0eoHXfj8HnV7g0TAf9G1W19whEZEZhPq44P0RxeuHfbX3OrZf4FqvRGS9vt53HQAwtFU91HVRmjkaIqpI5xBP9GtWFzq9wDubL0IIjk4ny8bGMBvz1h/ncSM9H/XcVJg/sKm5wyEiG6KU2eP/nmqHDsHuyNFo8dTyY7icnG3usIiIarVVR+MRdTMTzgop3n68ubnDISIzGtKqHiZ1CQZQvH7Y9dRcM0dERPTwrqbkYOfFFEgkwLSIhuYOh4ge4PVBTSG3Lx6dvvNiirnDIbovNobZkPWnErAhMhH2dhJ8NqYVp0ckIqNTye2xfGJ7tKrvhsz8Ijy57BhvtBARmcmtrAIs2XYZADD30VD2nCYivDYwFB2C3ZGr0WLaT6eQq9GaOyQioofyzf7iUWH9m/kgxNvJzNEQ0YMEejhiSrfizjhv/3kBeax7kAVjY5iNiEnNxZsbzwMAZvZuhHZB7maOiIhslZNCih8mdUBzPxek5RZi3HfHcONOvrnDIiKqVYQQWLDxAvIKdWgT4IZxHQLMHRIRWQCZvR2+GtsGdV0UuHY7F3N+i+KURURkNRIy8vHnmSQAwHM9OCqMyFq82KsR6rurkJSlxic7r5o7HKIKsTHMBhQU6vDC6kjkF+rwSAN3PN8zxNwhEZGNc1XJ8NPkjmjk7YTkbDXGLjuKpMwCc4dFRFRr/HEmETsupkBqJ8F7w1vAzk5i7pCIyEJ4OSuwdFxbyOwl2Ho+GV/suWbukIiIKmXZgVho9QJdQjzQsr6bucMhokpSye3xzpAwAMDyQ7E4n8g15skysTHMygkhMHf9WVy6lQ1PJzk+/U9r2PNmCBHVAHdHOX6e0hHBno5IyCjAuGXHcDtHbe6wiIhsXmJmAd7aeAEAMKN3IzTxcTZzRERkadoG1jHclPp451VsO3/LzBEREd1fcpYaq4/fAAA834OdvImsTY8m3hjcwhd6Acz//Rx0eo5MJ8vDxjAr992BGGyKSoLUToKl49rCx5VrRRBRzfF2UeLnKR1Rz02F2LQ8PLnsGNLzCs0dFhGRzdLrBWavjUKOWovWAW6cQoiIKjSmQwAmdg4CAMxaE4WLSdnmDYiI6D6W7ruGQq0eHYLc0bmhh7nDIaIqeGtwMzgrpTibkIWfjsSZOxyiMtgYZsX2X03F4q3Fi6a/9VgzdAjmOmFEVPP83FRYPbUj6roocDUlF099fwxZBUXmDouIyCYtPxSLIzF3oJLZ4+PRrSC1Z3WeiCr2xqCm6NbIEwVFOkz98STScjXmDomIqIzEzAL8evwmAGBm30aQSDjjEZE18nZRYt6AUADAB9uv4GY615cny8Jvz1bq0q1svPDzaegFMKqtP556JNDcIRFRLRbo4YifpzwCD0c5LiRl4+kVx5Gn0Zo7LCIim3IqPt3QEWr+oKYI9nQ0c0REZOmk9nb48ok2CPZ0RGJmAZ5fdRqFWr25wyIiKuWrvddQqNPjkQbu6NzQ09zhEFE1jO0QgA5B7sgr1GH2b1HQc7pEsiBsDHtIhw8fxsCBA+Hu7g4nJyd06NABP/zwg1HSnjRpEiQSCSQSCY4ePVpmv06nw9q1a/HcizPRsVMXXHxvCOLfH4zMnUvZa4aIzC7E2wmrpnSEi1KK0zcy8cxPJ5GvKcKnn36K8PBwqFQqeHl5YdSoUbh48WKVXkOtVmPBggVo3LgxlEol/Pz8MGnSJCQkJFT4nISEBDz77LMICAiAQqGAn58fJk6ciLi4uHKPz8vLw08//YQXX3wRHTp0gEKhgEQiweLFi6sUMxFZt6qUOxXZv38/Fi5ciEGDBsHLywsSiQShoaGVem5MYioef/ol3PjuOSR+OhLT+7dAWFgYXnjhBeTm5j50LERkey5duoRRo0bBy8sLKpUK4eHh+OSTT+CstMd349vBWSnF8bh0vLXxPISo+MbU2bNnMX36dDzyyCPw8/ODQqGAq6srOnXqhC+//BJabcUdnn755RdERETAzc0NMpkMfn5+GD16NE6dOmWKUyYiIzBmXeffoqOjoVKpIJFIMGDAgDL7i4qK8PP6P/HV/+bj1soZ2Dp3IFQqFZo2bYrZs2cjNTW12jEQUc0oqYfUreuNP2f1QvLy6di5djmWH4ypcprr1q1Dv3794OnpCaVSiYCAAAwfPhwHDx4s9/iff/4ZXbp0gbOzM5ycnNC+fXssW7asyq9PNkhQpW3YsEHY29sLiUQiIiIixIgRI4Sbm5sAIGbNmlWttPfs2SMACIlEIgCII0eOlDkmIyNDACjzmDZtWrVem4jImE7Hp4umb24VAXM3iaB2vQUA4ebmJkaMGCEiIiKERCIRKpVKHD169KHSLSgoEJ07dxYAhK+vrxg9erTo0KGDACC8vLzEtWvXyjzn3LlzwsvLSwAQwcHBYvjw4aJFixYCgHB1dRVnz54t85zIyMhyy9r33nuvynlCRNapKuXO/bRs2bJM2dKkSZMHPu/CxUvCoU5dAUAo3X3F0OEjxGOPPSYaN24sAIibN29W9RSJyEYcOXJEODg4CACiQ4cOYvTo0cLHx0cAECNGjBB6vV7svZwigl/dLALnbRbLD8ZUmNYXX3whAIjAwEDRu3dvMWbMGNG7d2+hVCoFANGrVy9RWFhY5nkvvviiACBkMpno3bu3GD16tAgLCxMAhFQqFZs2bTJlFhBRFRi7rvNvPXv2NNzn6t+/f5n9O3fuNNSJnLzqieHDh4vHHntMeHp6CgDCx8dHXL58uVoxEJHplVcPcfUovhfjFNpFRKdkP1R6Wq1WjB07VgAQjo6Oon///uI///mP6NSpk5DL5eKdd94p85znnntOABAKhUL06NFDDBw4ULi6ugoAYtKkScY6VbJybAyrpPT0dMMHaP369YbtycnJIiQkRAAQe/bsqVLaBQUFolGjRqJ58+aGSkh5jWGp6VkisOMAUafPNNFk6mdi0QefsTGMiCzSoWupou6gmcUNYT4BIjHplmHfunXrBADRsGFDUVRUVOk033zzTQFAdOrUSeTk5Bi2f/TRRwKA6N69e6nj9Xq9oeFr0qRJpV7r448/FgBE8+bNhU6nK/W8a9euicmTJ4tvv/1WnD59Wrz++utsDCOqpR623HmQOXPmiEWLFokdO3aI06dPV6oxLDc3V9Tx8ReQ2AmfR18QV5NLf5E8d+6cyMvLe6g4iMi2FBUViYYNGwoA4uOPPzZsz8nJEZ06dRIAxPLly4UQQnz393UROG+zCH51s/j76u1y07t+/bq4fv16me3JycmGxq2vv/661L4zZ84IAKJOnTplblyX1LsCAwOreaZEZGzGruvca9myZQKAeOaZZypsDPv2l43CoWmE8J34mTh7M9OwPTMzU/Tv398QGxFZrorqIdnZ2cKzYbgAIFqNe00UaXX3SaW0uXPnCgBi4MCB4s6dO6X2paeni6tXr5baVnKfqU6dOuLUqVOG7QkJCaJp06YCgPj111+reIZkS9gYVklLliwRAMSQIUPK7NuwYYMAIAYPHlyltOfPny8kEok4cOCAiIiIKLcxTF2kFU8uOyoC520WYQu2iXMJmWLFihVsDCMiixXYsHjEgtew18Wr66OEXq837Hv88ccFALFu3bpKpVVYWGgYiXv69Oky+0savU6ePGnYduDAAUNlKDu7bC+k9u3bCwBi48aN933tBQsWsDGMqBaqSrnzMGJjYyvVGDZ66gwBQLi0HyY2RyVV6bWIyLatXbtWABAtW7Yss6+k4T0sLEwIUdxZ6JW1Z0TgvM0ifME2cf12Tpnn3M+qVasEADFq1KhS20tGkz377LPlPq+kPE1JSXmo1yMi0zFlXSclJUXUqVNH9OnTR+zdu7fcxjC9Xi9GLD0kAudtFrPWRJZJIykpyTBqLC4u7qFjIKKacb96yPb9h4tHjXsGik93Xi375HJcvXpV2Nvbi4CAgEp3+uvdu3hWokWLFpXZt3nzZgFAtG7dulJpkW3jmmGVtHnzZgDAyJEjy+wbNGgQlEoldu3aBbVa/VDpnj9/Hh988AEmTZqErl27lnuMVqfHS79E4kB0Ghzk9lj5dHuE1XN9+JMgIqohsbGxiL9+FXKlEo4h7fHL8ZtYtOWSYX2KkrJ006ZNlUrv4MGDyMzMRMOGDdG6desy+8tLr2Rtinbt2sHZ2bnMcyIiIgAAGzdufIgzI6LaoirljrEduZaK9b/8BECCZ6e/hEEtfE32WkRkve73XbV169Zo0KABzp8/j7i4OEgkEiwaFoY2AW7IVmsx5ceTyCooqvRr2dvbAwDkcnmp7QqFolLPdXXl91giS2HKus5LL72EgoICfP311xUe89e5ZJyMz4BSZoe5/cuuoerr6wsvLy8AQFJS0kPHQEQ14371kH7dO6GufwCK0uLx4foDOBZz54HpLVu2DDqdDs8++ywcHBwqFUPJ/Z8ePXqU2VeyLTIyEjdv3qxUemS72BhWSWfPngUAtGnTpsw+uVyOsLAwqNVqXLlypdJp6vV6TJ06Fa6urliyZEm5xxTp9Ji1NgrbL6RALrXDd+PboW2ge9VOgoiohkRFRQEAWoaH4/1RxeXmsoOx+Gx3NIB/ytKS4yqbXnllcEXp5eXlAQDq1KlT7nPc3d0fKgYiql2qUu4Y07XbOZjw8QboctNRp14w3nsyAtu3b8fs2bPx3HPP4cMPP0RsbKxJXpuIrMvDllcKqT2+eaot/FyViEnNwws/n0aRTv/A18nIyMBHH30EAHj00UdL7evZsyekUinWrFlT5jvxJ598gszMTPznP/+pVKMZEdUMU9V1/vrrL6xZswbz589HSEhIuceoi3RYvO0SAGBa94bwcVWWOSYzMxMZGRkAAB8fn4eKgYhqzoPKkm6PdAAAaG7H4qVfI5GeV3jf9Hbv3g0A6Nu3L2JjY/Huu+9i2rRpeO2117Br165yn3O/+z+Ojo6G+gfv/5DU3AFYg+zsbGRmZgIA/P39yz3G398fJ0+exI0bN9CyZctKpfvVV1/h6NGj+OGHHww3Ze+l0erw4upI7LiYAqmdBEvHtkGXEM8qnwcRUU25ceMGgOKycXT7+sgr1GLhpov4dFc0nBRSjGrhX+q4h0mvPCXb702vpBdhfHx8uc8p2R4XF1epGIiodqlKuWMsqTkaTFxxAhmJMQCATi2bYvjwYWVGss6fPx8ffPABZsyYYfQYiMh6VKW88nZWYtmE9hj5zWEcvJaGBX9ewKKhYZBIJIZjoqOjsWjRIuj1eqSkpODw4cPIzc3FtGnTMHbs2FKvERISgg8//BCzZs1CeHg4unfvDg8PD1y8eBGXL1/GuHHj8M033xj71ImoGkxR18nLy8Pzzz+PJk2aYN68eRUe99Xea7iZXoC6LgpMi2hQ/jFffQWtVovw8HAEBwdXOgYiqlmVLUvc9FlIydZg9m9RWDa+HezsJOUef+HCBQDAsWPH8Morr0Cj0Rj2LV68GH369MH69evh4uJi2O7l5YWkpCTEx8ejadOmpdJLTk42pMH7P8SRYZWQm5tr+L2i4ZmOjo5ljr2fhIQEvP766+jRowfGjx9fZr+mSIdnfjyFHReLR4T93/i26NOsbhWiJyKqeSVlYUmZ+XSXYMzu1xgA8L8tl7Dpwp1Sxz1sev9WXhncvXt3AMCJEydw8eLFMumtW7cOAJCTk1OpGIiodqlKuWMMWQVFeHrlcSRkFMDNvrjX5I4d27FlyxYsWbIESUlJSExMxOLFiyGEwMyZM7F161ajxkBE1qWq5VUzPxd8PqY1JBJg9bEbWH4ortT+lJQU/PDDD/jpp5+wY8cO5ObmYvr06ViyZEmpRrMSM2bMwOrVqyGTybB7926sXbsW58+fR0BAAHr16gUnJycjnC0RGYsp6jpvvPEG4uPj8fXXX5eZTrVEdEoOvtl/HQDw9mPN4SAv208/MjIS//vf/wAA77//fqVfn4hqXmXLkkFN60AutcOey7fx/cHyZ7hQq9WGJYhmzpyJiIgInD17FtnZ2di5cyeCg4Oxa9cuPPPMM6WeV7IMxsqVK8ukuWLFCsPvvP9DbAyrhJI1bqp7zL1eeOEFaDSaCudPfmfLRey/mgqVzB4rJrZHr1A2hBGR9SgpE++9UfJCzxBDr783Np6vdnrl7b9XkyZNMGLECOj1egwZMgR79+5Fbm4uzpw5g0GDBiErKwsAYGfHf4VEVFZVyp3qylEXYfzy4zifmA0PRzme7FgfAKDVajFnzhzMmTMHvr6+8PPzw7x58zBz5kwAwKJFi4weCxFZn6qUV32a1cXrA4t7UP9vy0XsvpRi2Ne1a1cIIaDVahETE4OPPvoIP/74I9q1a1emZ7UQArNmzcITTzyB8ePH4+rVq8jNzcWxY8fg5+eHyZMnY/bs2dU/SSIyGmPXdU6ePIkvvvgC48ePR8+ePcs9Rq8XmP/7ORTpBPo09caAsLLTHyYnJ2P48OFQq9WYOXNmmWlZicgyPags8XZW4q3BzQAA72+7jDM3M8scq9PpDL/Xq1cPmzZtQnh4OJydndGnTx9s3LgRdnZ2WLt2LaKjow3HzpkzBzKZDGvWrMG8efNw8+ZNpKam4uuvv8Z///tfSKXFje68/0N8B9w1ceLEMo8//vgDAODs7Gw4Lj8/v9znl2yvTG+39evX488//8S8efMQGlp6kdCSudovJGbDSSHFj5M7cGpEIrI4Bw8eLLfcTEtLA/BPuVkybzNQXDF6dUAonnwkAPrC4p4+CpVjpV6vvPTuVVEZvGzZMvTo0QPXrl1Dr1694OzsjNatW+PkyZN49913AVS8phgR1W5VLXeqKk+jxdMrTiDqZibcHGRYNaUjgn3/qQNOmjSpzHNKth09erTU9CFEVLuUlENVLa8mdw3GEx0CIATw0i+RuHQru9R+e3t7BAcH4+WXX8bKlSsRHR2NF198sdQxP/zwAz799FMMHToUX3/9NRo1agRHR0d06NABf/31F+rVq4dPPvkEly9fru7pEpGRGLOuo9VqMXXqVLi6uuLDDz+s8Lg1J2/iRFwGHOT2WDgkrMzN86ysLDz66KOIi4vDqFGjDOsUEpHleph6yLiOARgU7gutXmD66tPI+Nf6YY6OjoYGqyeffLLMCNPw8HC0a9cOQgjs37/fsL1169b44YcfoFKpsGTJEgQEBMDb2xvPP/88OnfujMcffxwA7/8Q1wwz+OGHH8psCwoKwtChQ+Hi4gJXV1dkZWUhISEBzZo1K3NsQkICACAgIOCBr7Vp0yYAwM6dO/H3338bthcU6XDqdCQAIGv3N/C/Vhfx4TPRPmhklc6JiMhUrl27Vm65+fbbb8PT09NQFpaUjSUkEgn++3gYbly7ip8AFCrrYNfFlAdOA1tReiUqKoPd3NywZ88ebN++HXv27EFWVhaCgoIwduxYw9SJzZs3f/AJE1GtU9Vypyoy8wvx9MoTiLyRCRelFKsmd0RTXxekBgUZjgkMDCzzvKC7+3U6He7cuQM/P79qx0JE1icgIAAZGRlISEhAixYtyux/UHklkUjw3yHNEX8nD4ev38HklSfwx/Qu8HZWljl26NChcHJywtatW1FYWGi4SfXTTz8BAEaOLPvd1dnZGQMGDMD333+Pv//+u0yHUCIyD2PWdRISEnDmzBn4+Phg1KhRpfZlZmYCAI4eO44DowdDSJX4YuUa1HNTlTquoKAAjz32GM6cOYN+/fph1apVHMVBZAUeph4ikUjw3ohwnEvMwo30fLz0ayRWPt0B9vesHxYYGIjY2Nhyv/8Axd+Bjh8/jtu3b5fa/sQTT6BHjx5Ys2YNrly5AoVCgYiICAwZMgSdOnUCwPs/xMYwgwcN/27ZsiX+/vtvnD59ukxjWFFREc6fPw+FQoEmTZpU+jWPHj1a4b6CW9dw8tY1JCSwIYyILE/JSLCKtGzZEgBw/vx5FBUVQSaTGfbZ2UnQyysXPwGQegXh2VWn8OXY1hgQ5vvA9E6fPl3u/pLt5VW8JBIJBgwYgAEDBpTa/vnnnwMAevToUeHrElHtVZ1y52Ho9AL/+fYorqTkwFUlw4+TOiCsnqshbXt7e+h0OqSnp6Nu3dIdB+7cuWP4nWvxENVeLVu2RFRUFE6fPo2BAweW2V+Z8kpmb4evx7XFsK8PISY1D1N/PIU1zzwCpcy+1HESiQTu7u64ceMGMjIyDOVSyY2uexezv1fJ9vT09Ic/QSIyCVPUdZKTk5GcnFzuvqzMDCAzAzKVEyZ2Diq1T6vVYtSoUThw4AA6d+6MDRs2VLjmGBFZloeth7goZfj2qbYYvvQwDkSn4cMdVzBvwD8dZVq3bo3Y2NgK6wwl34HK+/7j6+trmEq+RHp6OiIjI+Hs7Iw2bdpU6RzJdrCLRSUNGjQIALBu3boy+zZv3gy1Wo3evXtDqSzbe+7fVq5cCSGE4bHmxA00mv8XAudthkdIKwDAkSNHDIuiExFZm+DgYDRt2hQFBQXYsmVLmf2/b9gAAOjWqz+0eoEXVkdiU1RShel16dIFrq6uuH79OiIjI8vsLymbBw8eXKn40tPT8cMPP0Aul2PChAmVeg4R1S7GLncqkphZgCspOfB2VmDttE5oWd/NsM/NzQ3dunUDAOzdu7fMc/ft2wcAaNiwYYU3oInI9t3vu2pkZCRiYmLQrFkzBAcH3zcdVwcZlk9oDzcHGaJuZuKVtVHQ60t3Go2JicHNmzfh4uICT89/pnL18Sle9+fkyZPlpn3ixAkA/4xoJSLzM2ZdJygoqNR9rnsfJXUYZXAbNH9rG64npJQaBSKEwMSJE7Flyxa0atUKW7ZsgaNj5abTJyLzq0o9pKmvC94fWdw49vW+69h67pZhX8mUhuV9/8nJyTE0rlW2YeuLL75AUVERnnrqKahUqgc/gWwaG8MqacqUKXBxccHGjRux4e5NXAC4ffs25s6dCwB4+eWXyzwvNDQUoaGhSExMLLOvSKfHWxvPY+66syjU6dGvWV008+ONDCKyDSVl4ty5c0sNX9+wYQP+/PNPBAcH4/clMzG8dT3o9AIzfo3EvI++Q2hoKMaPH18qLblcjunTpwMApk+fXmou6o8//hhnz55F165d0b59+1LPu3r1KrKzS697cfv2bQwfPhx37tzB/Pnz4e/vb9TzJiLbUNVy58svv0RoaChee+21+6Z/Mam4bCrSCQR6OGD9c53RxMe5zHGvvvoqAOD1119HbGysYfv169fx5ptvAgCeffbZKpwhEdmKYcOGITg4GFFRUfjkk08M2/Py8vDCCy8AKP+7au/evREaGorjx48btgV5OqJr3iEgOxlbzt3Cp7uuGvZduXIFY8eOhRAC48ePh739P6PGhg4dCqC4fLw3PaC4XDx48CCcnZ3Rr18/o5wzEVWfqes6Jc4lZhl+f/vx5qjv7lBq/4wZM/Dzzz8jNDQUO3bsgJubWxXPiIjMoar1kM9efgp5q16EJukKXvktCldTcgAAY8aMQVBQELZv315qeQ6tVosZM2YgIyMDYWFh6NKlS6n0yuuQs2rVKixatAienp5YuHChUc6XrJtEPGh+QDJYv349Ro8eDSEEIiIi4OnpiV27diEzMxMvvfQSPvvsszLPKVkMNDY2tlQvuNs5akxfHYnjscVDPmf1aYwXe4WgV6+e2L9/P44cOYJHHnmkTHrPP/+8oQU8NTUVMTEx8Pb2LtW6fr/pF4mIaoper8fIkSPx+++/o06dOujduzfS0tKwf/9+KBQK7N69G507d4ZOLzB/wzmsOXkTued24c5fnyIiIsIw4qGEWq1Gjx49cOzYMfj6+qJbt26Ij4/HsWPH4OHhgaNHjyIkJKTUc95++20sWbIE7dq1Q7169ZCeno4DBw6goKAAEydOxPfff1/uPPTDhg3DrVvFPZMSEhKQmJiI+vXrG9bj8fX1xe+//26ajCMii1HVcmfhwoWYMGECVq5cWWrfsmXLsGzZMmTmFyLudhY0KTGwk8nRqmVLyOyLy6KlS5eW6eU4e/ZsfPTRR3ByckKXLl0ghMChQ4eQl5eHRx99FJs2bSp1U5qIap/Dhw+jT58+KCgoQMeOHREYGIgDBw7g1q1bGDp0KNavX1+mzhMUFIT4+Hjs3bu31LTRQUFBuHHzJmRewZC6+aJlfVdos27j1KlT0Ov16N69O7Zs2VJqeiK1Wo2+ffvi4MGDsLOzQ6dOneDn54cLFy7g4sWLsLe3x4oVK/DUU0/VVJYQUSUYu67zb8lZanSf9SWiV8xBUMvOiD1zqNT+jRs3GhrT+/btW+H6p6+++irXGySyYNWph/R8+SvEyAJR312F35/vAk8nBY4ePYo+ffogLy8Pbdq0QVBQEE6fPo24uDh4eHhg7969CA8PL5WeRCJBSEgImjZtCgcHB5w5cwZXrlyBh4cHtm3bhnbt2tVklpClEvRQDh48KAYMGCDc3NyEg4ODaNu2rVi+fHmFxwMQAERsbKxh2+5LyaLNf3eIwHmbRfO3tokdF5IN+yIiIgQAceTIkXLTK9l/vwcRkaXQarXio48+Es2bNxdKpVJ4eHiI4cOHi/Pnz5c6TqfTi/kbzgqPgTMFANGkVcdy08vPzxdvvvmmaNiwoZDL5aJu3bpiwoQJ4saNG+Uev3//fjFkyBDh7+8v5HK5cHd3F/369RMbNmy4b9yBgYH3LWcDAwOrlB9EZH0ettxZsGCBACAmTJhQZt+bb731wHrc3r17y033l19+EZ07dxZOTk5CpVKJ1q1bi88++0wUFRUZ8WyJyJqdP39ejBgxQnh4eAiFQiGaNWsmPvzwQ6HVass9vqS+8+9yZ9WqVWLs2LHCs16QkMgdBOykwt3TW/Tv31+sXLlS6HS6ctPTaDTio48+Eh06dBDOzs5CKpUKX19fMXLkyAq/3xKR+RmzrnOvQq1ODF96SNR94l0BQPTt16/MMStWrHhg3eh+9SMishxVrYds/GuH6Pb+HhE4b7MY9tVBUVBYfPzVq1fFuHHjRN26dYVMJhP+/v5i6tSpIj4+vtz0Zs2aJVq3bi3c3NyEQqEQjRo1Ei+//LJISUkx2TmT9eHIsBqUp9Hi/W2X8eOReABAqI8zvhzbBiHeXPCciEgIgf9uvogVh+IAAM/1aIi5/ZsYRtgSEVmz2zlqzPz1DA5fL17weXLXYMwf2LTUmhlERJZErxd4/ufT2HYhGe6OcvzxfBcEeDg8+IlEVOsJITBn3VmsO5UAZ6UUm1/sikAPrgNGROW7djsXw5ceQrZai8da+uGz/7SCHb8nkQmwMayG7LqYgrc2nkdSlhoAMKlLMOYOaAKljFPaEBGVEEJg6b7r+GD7FQDAiDb+WDwi3DB9GBGRNTp8LQ0v/XoGabkaqGT2WDQsDMPbcL1CIrJ8+YVa/OfboziXmIUQbydseL4zXJQyc4dFRBbus13R+GTXVdjbSbBsQjv0bOJt7pCIyMIdvpaG8cuPQ6sXeKlXCF7u18TcIZENYmOYid3KKsDCPy9i24VkAIB/HRXeHRaO7o29zBwZEZHlWnvyJl7bcA46vUD3xl74cmxr3nghIqujLtLh451X8d2BGAgBNKnrjK/GtUaIt7O5QyMiqrSUbDWGfHkIydlqdGvkiRUT20PKjkpEVIF1pxIw+7coAMCiYWEY1zHQzBERkbVYe/Im5q47CwD4aFRLjGjLDoRkXGwMM5GMvEJ8vf86Vh6OQ6FWD3s7CaZ2a4AZvRtBJedoMCKiB9lzOQXP/3wa6iI9QrydsGx8OwR5cmoNIrIOp+LTMee3s4hJywMA/Kddfbz9eHPWA4nIKp1PzMKob46goEiHMe3r473h4ZzKmojK2BSVhJlrzkCnF3iuR0PMGxBq7pCIyMos2XYZS/ddh8xeglWTO6JjAw9zh0Q2hI1hRpaSrcbKw3FYdSQeORotAKBDkDsWDmmOpr4uZo6OiMi6nEvIwtQfTyI5Ww03BxmWjmuDzg09zR0WEVGFCgp1+GjHFXx/KBZCAN7OCrw7LBx9mtU1d2hERNWy40Iynl11CnoBTOkajNcHNWWDGBEZbDyTiFlrzkAviqe7/2BkC675Q0QPTa8XePGXSGw5dwsuSinWTOvEe+pkNGwMMwK9XuBYbDp+O3UTm6KSUKQrztKmvi6YO6AJejT24pcEIqIqup2txtSfTiHqZiakdhLMH9gUT3cJYrlKRBZn96UULNx0ETfS8wEAw9vUw4LBzeHqwGleicg2rD1xE3PXF09fNKtPY8zo08jMERGRJVh/KgFz1kVBL4BRbf2xeEQL2LMhjIiqSF2kw7hlx3AqPgOeTgqse7YTZwoio2BjWBUJIXDpVg7+OncLv0cmIjGzwLCvfVAdPNO9IXqHerMXDBGREaiLdHh1/Vn8cSYJANC/eV0sGdkSrireYCYi87txJx8LN13A7su3AQB1XYpHg/VuytFgRGR7lh+MxX83XwQAvDGoKaZ0a2DmiIjIXIQQWLrvOj7YfgUAMKZ9fbw7LJz3woio2rIKijDm/47i0q1s1HNTYd1zneDrqjJ3WGTl2Bj2EAq1ehyLvYNdF1Ow69LtUg1gzkopBrfww+h2/mgdUMeMURIR2SYhBH48Eo//bbmIIp1AfXcVvhrbBi383cwdGhHVUjnqIizddx3fH4xFoVYPqZ0Ek7sG48XejeCkkJo7PCIik/lidzQ+2nkVABvEiGorrU6Pt/68gNXHbgAApnVvgHkDQtkQRkRGk5qjwehvjyA2LQ8NvRyxZloneDopzB0WWTE2ht2HEAJXU3Jx8FoaDl1Lw7GYO8gr1Bn2K2V26BrihaGt/dCnaV0oZVwQnYjI1M4mZOKF1adxM70AUjsJXugZghd6hkAutTN3aERUS2h1evx64iY+2XkVd/IKAQBdQjyw8PHmCPF2NnN0RESmJ4TAku1X8PW+6wCKp0x8qXcIp7EmqiVu56gxfXUkjsemQyIBFj7eHOM7BZk7LCKyQYmZBRj19WEkZanRyNsJP0/tCG9npbnDIivFxrB/uZVVgEPX7uDQtTQcvJaG1BxNqf1ezgr0DvVGn6Z10SXEEyo5G8CIiGpaVkERXl1/FlvPJwMAQn2csWRkC44SIyKTEkJg35VUvPvXJUTfzgUANPB0xGsDm6JPU2/eBCaiWkUIgS/3XDOMEJvaLRjzBzZlWUhk407EpeOFn0/jdo4GTgopPh7dEv2a+5g7LCKyYTGpuXjiu6NIydaggacjfp7akVMmUpXU+sawbHURjl7/p/Hrempeqf1KmR06BHuga4gHuoR4oqmPC4d8ExFZACEENp+9hQV/XkB6XiHsJMDEzsGY0bsRXB24lhgRGVfkjQx8uOMKDl27AwCo4yDDjN6NMO6RQMjsOTKViGqv7w/G4p27a4iNbueP/w0N54h9Ihuk0erw6a5ofLv/OvQCaFzXCV8/2RYNvZzMHRoR1QLxd/Iw9rtjSMwsQH13FX54ugMasPyhh1TrGsMKtXqcvpFhaPyKupkJ/T05YCcBWvi7oWuIJ7qEeKJNoBsUUo7+IiKyVHdyNVi46SL+jEoCUHyDemafxniiQwBvxBBRtV1JzsGHO65g58UUAIDMXoKnuwTjhZ4hcFWx4Z2ICADWnriJVzechV4AHYPd8c2TbVHHUW7usIjISM4nZuGVtVG4kpIDABjeuh7eGRoGR66RSkQ1KDGzAGO/O4r4O/lwc5Dh2yfbomMDD3OHRVbE5hvD9HqBKyk5hsavYzHpKCjSlTqmgacjutxt/OrUwIMjCoiIrNDfV1Pxvy0XcTWleOqyem4qPN+zIUa29WenBiJ6aPF38vDprmj8cSYRQhR3mBrexh8zejdCfXcHc4dHRGRx9lxOwUu/nEGuRosAdwd8+1RbNPV1MXdYRFQNuRotvtxzDcsOxECrF/BwlGPRsHAMCOO0iERkHqk5Gkz98STO3MyEzF6C94a3wMi2/uYOi6yETTaGJWYW4FB0cePX4etpSMstLLXf00luaPzqEuKJem6cY5SIyBZodXr8cvwGPt9zzbDmo7ezAmM6BOCJDvU5pzQRPVBMai6+2nsdf5xJhO7u9AEDw33wct/GCPF2NnN0RESW7WpKDib/cAI30wsgl9rhjUFN8dQjgVxHjMjKCCHwx5lEvPfXZdy++71qYLgP3hkSBg8nhZmjI6LaTl2kw8trz+Cvc8XryI9pXx8LHmsOlZwdoen+rL4xTKcXuJqSg5PxGTgZl46TcRlIzCwodYyD3B4dg93RJcQTXRt5okldZ1bGiYhsmLpIh1+O38A3+68jJbv4y5u9nQTdGnliYLgv+jfz4ShgIirlcnI2vtp7HVvOJhmm0I5o7IXZ/Zog3N/VvMEREVmR9LxCzP4tCnsu3wYA9GlaF4uGhaGui9LMkRHRgwghcOT6HXyw4woib2QCAAI9HPDGoGbo09Sb99KIyGLo9QKf7Y7G53uiIQTQpK4zPnuiFUJ9OCqdKmZVjWF6vUB8ej7OJ2bhfFIWLiRmIyohEzlqbanj7O0kaOnviq6NvNA1xBOt6rtx3Zh/SU1NNXcIRGThvLy8zB1CtRVq9dh2IRmrjsbjeGy6YbvUToLWAW7oGuKFRxq4o3k9VzhxvnuiWkevFzhwLQ0/HI4z3LQFim/cTu8Vglb13cwXnJGx7kdkvayxTiaEwIpDcVi89TIKdXo4KaSY3a8xnuoUBHs73kwnsjRCCBy+fgef747Gsbvfmxzk9pjeKwSTuwZbxbTzrOsQmYal10MOX0vDS7+eQVquBlI7CZ7p3gAv9W4Epczyyy2qeRbTGKbV6VFQpEOeRoe0XA1u56hxO1uDhIwCxN7JQ1xa8SOvUFfmuY5ye7QOqIN2QXXQPsgdreq7cRHPB2BvHiJ6EAv592A011NzseXsLfx17hYuJ+eU2ieRAMGejmju54pG3k4I8nREkIcDgjwd4aLkCDIiW5Or0WLD6QSsPByHmNQ8AMXlwMAwXzzfsyGa+9neSDDW/YislzXXyS7dysZrG87hzM1MAECojzNe6deEI0yILER+oRabopKw/GAcrqQUf0eS29vhiQ718XzPEKsa0ckyhcg0rKEekpqjwZt/nMe2C8XTJga4O2DegFAMDPdh2UClmLUx7EpyDkZ+cxjqIh2KdJULQyG1Q1NfFzT3c0FYPVeE13NFqI8zpPYc+fUwWBAQ0YNYQ4Wnqm7cycfBa2k4eC0VkTcycStLXeGxdRxkqFdHBT9XFfzcVPCvU/yz+KGEp6MCduzhTGTxhBA4GZ+BdScTsOXcLeRqimcWcFJIMaqdP8Z3CkKwp6OZozQd1v2IrJe118n0eoFfTtzA+1svI/vurC6t6rvhuR4N0TvUm9/liWqYEALHY9Ox/nQCtpy9Zeh07iC3x+h29TEtooFVrrXMug6RaVhTPWT7hWQs2HgBydnF93ha+Lvi5b6NEdHYi2UEATBzY9j11Fz0/mh/qW12EsDDSQFv5+KHr5sKwR6OCPZ0NPTUZ2W5+lgAENGDWFOFp7rScjW4kJSNC0lZiEnNQ/ydPMSm5SMtV/PA58qldvBzVd7TQKaC/z2NZX5uKg7PJzKj2LQ8bIpKwvrTCYi/k2/Y3sDTERM6B2FEW/9aMU0q635E1stW6mSZ+YX49u8YrDwUh4Ki4pvv9dxUGNsxAI+18EOAh4OZIySyXXkaLQ5fv4P9V29j7+VUJGYWGPbVd1fhqUcC8Z/2AXBVWe+sGKzrEJmGtdVDcjVafPd3DJYdiDE09od4O2Fi5yAMbV2vVnz3o4qZtTGsUKtHQkY+VHJ7KKX2UMntoZDa8R9YDWAeE9GDWFuFxxRy1EW4mV6AW1kFSMwsfiRlqpGUWYCkzAKkZKuhr0Q2eTjKS40u83NTop6bCvXqqODjqoSbSs61LYmMRKcXuJCUhZ0XU7D9QjKupuQa9jnK7TGohS9Gtq2P9kF1alV9qDadK5GtsbU62e0cNZYfjMOaEzeQkV9k2B5WzwWPhvmiV6g3Gtd15tpiRFVUpNMj/k4+zidm4czNTJxNyMT5xGwU6vSGY0rqRCPa+KN9kLtNzHTBug6RaVhrPSQtV4Ov913Hr8dvGBrFlDI79G3mgyEt/dAlxBMqOTsu1zYWs2YY1SwuLEpED2Lpi6RagiKdHslZdxvHsoobyhIyCgyNZYmZBcgvZ63L8qhk9nBVyeCqkhk6h8ildlBI7TCijT8eDfc18dkQWaeCQh0uJ2cj8kYmDl+/g+OxdwzTcAGA1E6CTg09MKx1PQwI84GDvHb2BGTdj8h62WqdTF2kw6aoJPxxJhFHrt8p1cHIWSlF28A6aBtQB018nBHi7YQAd84SQwQUTz16J68QyVlq3MoqQHK2GjfT8xGbloeY1DzcSM+Htpwee/XdVejR2BsRjb3QOcTD5upErOsQmYa110Ny1EX47WQCVh2NR0xanmG7XGqHDkHu6N7YE4808EATH2copGwcs3VsDCMiIjIRIQSyC7RIyMwvNaIs8Z6ft3M0eNB/4tceDcW0iIY1EzSRBRFCoEgnUFCoQ0Z+IRIyCnAzIx8JGfmIv5OPy8k5iEnNLTNC01khRZcQT/QPq4teTerC1cF6p/whIqoN7uRqsONiCradT8bJuHRDD+57ye3tUK+OCt7OCvi4KuHtrICTQgYHefEsMw53H7K7DWYlg0QkKP5FpxfQCwG9wN2fAjq9gBDF+1oFuKGhl1ONnTPZlpNx6Zj640kopPaQ3+3UJre3g1JmB5XcHiqZPZR3HypZ8XvW8PvdYyQSCQq1+uKHTg9NkR5ZBUXILChEZn4RMvMLkZqrQUqWptQor/KoZPZo6uuMFv5uaFW/+BHo4cDRU0RUawkhcC4xC79HJmLHhZRS08UCxZ0oG9d1Rng9V4TVc0GwpxOCPB3g66riaHUbwsYwIiIiM9LpBXLVWsMX3ayCIhQU6lCo0xu+DLes74amvi7mDpXovoQQUBfpkaMuQo5GizyNFrlqLXLu/szVFD9y1FoUFGqRX6hDQZEO6iKd4feCuz/zC3VQF+qQX6SDrhJzkXo6yRFWzxUdgz3QuaEHmvu5cPQAEZGV0ur0uJycgxNx6Yi6mYlrqbm4fjvPsM6YqbwzNAxPPRJo0tcg2/X31VSMX368xl5PIgG8nBTwdVXC5+76xQ08HdHAywkNvBxR11lpE1MfEhGZghAC11Nzsf9qGg5Ep+LMzUxk3jN1871KOuP4uBSXtz6uSvi6KuHtrISXsxyeTgp4OCngeLdTA1k2NoYRERER2bAbd/Lx5d7oUiMQS34t2SYgSu24t3JYUlUs2aYXQL6muJErR61FjrqouKFLrS13Sh5jUcrs4F/HAfXrqIp/uqvQqK4zmvu5wNtZabLXJSIi89PrhWFkfXK2GrezNbido0ZeYXFHivySThaFOhTpBSCK/7Pd+3/OXiKBnZ0EdhIJ7CUSSCSA/d2/7ewkGP9IIPo0q2vW8yTrlV+oRUJGAQq1emjudmjTaHXQaPVQ3+38U9zpR2/oDFTSCaikQxAAyOwlkEvtIbOXQCEtnkbdzUGGOg4yuKrk8HSSw9eteISkjB1/iIiMQgiBhIwCXEjKwrnELFy+lYPYO3m4mZ6PIl3lvuMqpHbwdFLA00kODycF3B3lcLtbhruqZHBRyeDmIDcsj+GmksFZKbW6TpxCCGi0xaOX7/0fVlCkg6ao9P81tVYP9b/+141o449wf1ezxc/GMCIiIiIbFnkjA8OWHq6x15NIACeFFM4KKZyUUjgppHBSyuCksIeTQgpHRfE2pax4OquSqYJKfjrcnTbIQS4ttU8uta4vCURERERERGS9tDp98ZIXWQVIzlIjOVtd/DNLjZQcNe7kFiItV1PpteLLU9L5QSmzg0JqD4XMDsq7PxVSu3867kgksLvbkUfyr99LOvkIUdyJVX/3F4Hi6aDFvb+jpLPQvX8XdyLS6e82dN3TqaO8Th7VaU36eHRLDG/jX/UEqomNYUREREQ2LCVbjXWnEgCUXT/ln79x3/0w7C/e4Ci3h7NSBielFM7K4oavkr8dZPacloeIiIiIiIhqhfxCraFhzPAzr3gZjKz8ouKfBUXILChC9t3fczVac4ddbVI7SfGamIa1Me0Ma2Sq5PZQSv+1RqbcDo+G+SKsHkeGERERERERERERERER2bQinR65au0/0+lqddAUlfyuh6aoeBSWXojihx7QCQEhBHT64tFfxb8L6EXx3yUjxiQo7sgqufs7JJK724o7vkoMx9ztCHv3b3u74lFqCqkd5FK7e37aG/5WSO0MDVzWOF0vG8OIiIiIiIiIiIiIiIjIZllf8x0RERERERERERERERFRJbExjIiIiIiIiIiIiIiIiGwWG8OIiIiIiIiIiIiIiIjIZrExjIiIiIiIiIiIiIiIiGwWG8OIiIiIiIiIiIiIiIjIZrExjIiIiIiIiIiIiIiIiGwWG8OIiIiIiIiIiIiIiIjIZrExjIiIiIiIiIiIiIiIiGwWG8OIiIiIiIiIiIiIiIjIZrExjIiIiIiIiIiIiIiIiGwWG8OIiIiIiIiIiIiIiIjIZrExjIiIiIiIiIiIiIiIiGwWG8OIiIiIiIiIiIiIiIjIZrExjIiIiIiIiIiIiIiIiGyWtDIHCSFQWFho6liIiIiohsnlckgkEnOHQWB9i4iIyFaxvmU5WN8iIiKyTZWpb1WqMaywsBCLFy82SlBERERkOV599VUoFApzh0FgfYuIiMhWsb5lOVjfIiIisk2VqW9JhBDiQQlZWs+Z5ORkrFy5EhMnToSPj4+5w7EJzFPjYn4aH/PUuJifxmetecqeypbD0upb1spaP4tUjNfPuvH6WT9eQ9NgfctyGLO+xc+LcTAfq495WH3Mw+pjHlYf87B6jDYyTCKRWFQvJrlcbvhpSXFZM+apcTE/jY95alzMT+NjnlJ1WVp9y1rxs2jdeP2sG6+f9eM1JFtnzPoWPy/GwXysPuZh9TEPq495WH3MQ9OzM3cARERERERERERERERERKZilY1hTk5OiIiIgJOTk7lDsRnMU+Nifhof89S4mJ/Gxzwlsgz8LFo3Xj/rxutn/XgNiSqPnxfjYD5WH/Ow+piH1cc8rD7moelVas0wIiIiIiIiIiIiIiIiImtklSPDiIiIiIiIiIiIiIiIiCqDjWFERERERERERERERERks9gYRkRERERERERERERERDaLjWFERERERERERERERERks9gYRkRERERERERERERERDbL4hvDkpOTMWXKFPj6+kKpVKJx48b473//i8LCwodKRyKRVPhYvHixiaK3TMbK0397/vnnDXmanJxspGitgzHyND4+Hs8++yzatm0LLy8vKBQKBAYGYtCgQdi9e7cJo7c8xsjP6OhovPvuu+jevTv8/Pwgl8tRv359jB8/HpcvXzZh9JbJWJ/7L774Ak8//TRatGgBqVQKiUSCffv2mSZoC3DixAkMHDgQderUgaOjIzp06IDVq1c/VBp6vR5ffvklWrRoAZVKBS8vL4wePRrR0dEmiprI9lT3s3j79m289957GDlyJIKDgw31FaoZ1b1+Bw8exCuvvIK2bdvCw8MDSqUSoaGhmDdvHjIzM00XOAGo/vXbt28fxo4di6ZNm8LNzQ0ODg5o0qQJJk2ahCtXrpgwcgKMU5e5V1FREVq1agWJRILQ0FAjRkpkGVjmVR/LneozxvvwfvdBjx49asLoLYex3os5OTlYsGABwsLC4ODgADc3N7Rp0wYLFy40QdSWpbp52KNHj/u+FyUSCX766ScTnoH5GeN9mJmZibfeegstWrSAs7MzPD090b59e3z55ZdQq9Umitw2SYQQwtxBVCQ5ORkdO3bEzZs3MXToUDRu3BgHDx7EoUOHMGDAAGzZsgV2dpVrz5NIJAgMDMTEiRPL7OvTpw+6du1q5OgtkzHz9F67d+9G37594eDggLy8PNy6dQs+Pj4mOAPLY6w83bVrF0aNGoVOnTohODgYLi4uSExMxMaNG5GdnY1FixZh/vz5NXBG5mWs/BwzZgzWrFmDsLAwdO3aFS4uLjh37hy2bt0KlUqF7du3o1u3bjVwRuZn7LIUAHx9fSGEQHJyMvbu3YsePXqY8AzMY9++fejfvz/kcjnGjBkDV1dXbNiwAbGxsQ/1eXzmmWfw3XffoVmzZhg0aBBSUlKwZs0aKJVKHD58GM2aNTPxmRBZN2N8Fvft24eePXtCIpGgUaNGSEhIQH5+Piy4GmwzjHH9fHx8kJaWhq5du6J169aGjhiRkZFo2LAhDh8+DG9v7xo4m9rHGNfvjTfewI8//oiOHTuiXr16kMvluHTpErZu3QqpVIqtW7eiZ8+eNXA2tY+x6jL3euutt/Dxxx8jLy8PTZo0qZWdzMh2scyrPpY71WfMum9ERES539WnTJkCf39/E0RvOYz1Xrxx4wZ69eqFmJgY9OnTB61bt4ZGo8G1a9dw48YNnD171sRnYj7GyMOVK1ciLi6uzPaioiK89957sLOzw40bN+Dn52eCMzA/Y+RhZmYm2rZti5iYGHTt2hUdO3aERqPB1q1bcf36dfTq1Qs7d+6s0v38WklYsPHjxwsAYunSpYZter1eTJgwQQAQy5cvr3RaAERERIQJorQuxszTEtnZ2SIwMFAMHz5cRERECADi1q1bxgzbohkrTzUajdDpdGW2JyYmirp16wqZTCYyMjKMFbbFMlZ+rlixQpw5c6bM9l9++UUAEM2aNTNazJbOmJ/7zZs3Gz7f06ZNEwDE3r17jR2y2RUVFYmGDRsKhUIhTp8+bdienZ0tmjdvLqRSqbh69eoD09mzZ48AILp16ybUarVh+65du4REIhHdu3c3SfxEtsJYn8Xk5GSxf/9+kZ2dLYQQokmTJsLCq8E2wVjXb/HixSIpKanUNr1eL5577jkBQDz//PNGj52Md/0KCgrK3b5r1y4BQLRr185oMdM/jHX97nXq1CkhlUrF559/LgCIJk2aGDtsIrNhmVd9LHeqz1h5uHfvXgFALFiwwITRWi5j5aNWqxXt27cXKpVK7Nmzp9zXsVWm+Dzfa926dQKAeOyxx4wRrkUyVh6+//77AoCYNWtWqe0ajUa0b99eABD79+83evy2ymLvAmRnZwuFQiEaNGgg9Hp9qX1JSUnCzs5OdOrUqdLpsTHM+HlaYurUqcLd3V0kJyfXusYwU+Xpvw0bNkwAKLdxx5bUVH42btxYABCpqanVTsvSmTJPbbkxbPv27QKAePrpp8vs+/XXXwUA8dprrz0wnSeeeKLCismAAQMEAHHlyhWjxExki4z1Wfw3NobVDFNdvxJJSUkCgGjevHl1wqQKmPr6CSFEnTp1hJubW7XSoPIZ+/ppNBoRHh4uunbtKvR6fa24KU21C8u86mO5U33GysPa3hhmrHwsOfbNN980RZgWzdRlYsn9kD/++KM6YVo0Y+Vhyb23nTt3ltk3f/58AUD89ttvRom5NpAaYXCZSRw5cgQajQZ9+/Yts6aDr68vwsPDcezYMajVaiiVykqlmZmZiWXLluH27dvw8vJCjx490KhRI1OEb5FMkac7duzAd999hx9//BF169Y1RdgWzRR5+m937tzBsWPH4ODggAYNGhgjbItVE/kJADKZDAAglVpsEWg0NZWntqZkHbR+/fqV2Veybf/+/ZVKx9HREV26dCmzr3///ti2bRv279+Pxo0bVy9gIhtlrM8imYepr19t+n9uDqa+fkeOHEFGRkatma6+phn7+r399tuIjo5GVFQU11wkm8Qyr/pY7lSfsfMwOjoan3/+OfLz8xEYGIi+ffvC09PTKLFaMmPl45o1awAAo0aNws2bN7FlyxZkZmaiYcOGePTRR+Hk5GS8oC2MKcvEhIQE7NixAz4+Phg0aFCVY7R0xsrD5s2bAwC2bduGPn36GLYXFRVh165dUKlU6NSpkxEirh0s9ptjdHQ0AFTYWNWoUSNERUUhJiam0uutREVFYerUqYa/JRIJxo0bh2+//RYODg7VD9rCGTtPs7OzMWXKFAwcOBBPPfWUUWO1FqZ4n8bFxWHlypXQ6XRISkrCn3/+iczMTHzzzTdwdnY2WuyWyBT5+W/Hjx/HhQsX0L59e7i5uVU1VKtRE3lqi+6Xb3Xq1IGnp6fhmIqUrJ8YFhYGe3v7MvtL0n5QOkS1mTE+i2Q+pr5+y5cvB1D+F0yqPmNfv3379mHfvn3QaDSIjo7G5s2b4enpiU8++cRoMdM/jHn9Tpw4gSVLluDdd99lBx6yWSzzqo/lTvUZ+324evVqrF692vC3SqXCwoULMWfOnOoHa8GMlY8nT54EABw8eBCzZs2CRqMx7PPy8sLatWttcv10wLT1+BUrVkCv12PixIk23anNWHk4ZcoU/PTTT/joo49w8uRJtG/fHhqNBtu2bUNGRgZWr16NevXqGT1+W2Wx77isrCwAgKura7n7XVxcSh33ILNnz8aoUaPQqFEjSCQSREZGYv78+Vi1ahW0Wi1++eUX4wRuwYydpzNnzkRWVha+/fZb4wRohYydp0BxY9jChQsNfzs5OWHFihV48sknqxGpdTBFfv47/QkTJsDOzg5LliypWpBWxtR5aqsqk28JCQnVTuPe44ioLGN8Fsl8THn9zpw5g4ULF8Lb2xtz586tcoxUMWNfv3379pWq44aEhODXX39F27ZtqxcolctY10+j0WDixIlo3bo1XnnlFaPGSGRJWOZVH8ud6jNWHnp5eeGDDz7A4MGDERAQgMzMTOzduxfz5s3D3Llz4eLigmnTphk1dktirHy8ffs2AODFF1/E7NmzMX36dCiVSvzyyy+YPXs2hg4dikuXLsHX19d4wVsIU9XjhRBYsWIFAGDy5MlVD9AKGCsPVSoV9u3bh2nTpmHVqlWG0WR2dnaYPn26TY84NgU7U7+Ap6cnJBJJpR8lQwiN7YMPPkCHDh1Qp04duLm5oWfPnti9e7ehQnLhwgWTvK4pWEKebt26FStWrMCSJUvg7+9v9PRrmiXkaYkePXpACIHCwkJcvXoVzz77LMaPH4+XXnrJZK9pbJaUnyXUajWGDx+Oy5cv45133rG63juWmKdERETmEBsbi8GDB0On0+HXX3+tFdP92IK3334bQgjk5ubi+PHjCA0NRZcuXUr1WCfL8+abbyI6OhrLly8vd6Q7EZWPZV7VsdypvubNm2P27NkIDQ2Fg4MD/Pz8MG7cOGzbtg1yuRwLFiyAXq83d5gWrySPBg8ejMWLF8Pf3x+enp548cUXMWvWLGRlZeH77783c5TWZc+ePYiNjUVERARCQkLMHY5VSEtLQ9++fXH06FHDVJ3Jycn45ptvsGLFCnTs2BEZGRnmDtNqmHxk2BNPPIGcnJxKH+/j4wPgn1bTinrMZ2dnlzquKhwcHPDEE0/gnXfewaFDhwxzcFo6c+dpfn4+pk6dip49e+KZZ56pdByWzNx5Wh6ZTIZGjRrhgw8+QH5+Pr744gs8+uijePTRRx86rZpmafmp0WgwbNgw7NmzB6+99hrmz5//UM+3BJaWp7auMvn2oDxj3hNVnzE+i2Q+prh+8fHx6NmzJ1JTU7F+/Xr07Nmz2nFS+Uz1+XN0dET79u3x+++/o127dnjmmWfQt29feHl5VSteKs0Y1+/06dP4+OOP8eabbyI8PNzoMRJZEpZ51cdyp/pMXfcNCwtDx44dceDAAVy7ds1mp6A0Vj66uroiLS0Njz/+eJl9jz32GN5//33DVIq2xlTvxWXLlgEonvrP1hkrD19++WUcPnwYUVFRaNGihSHtqVOnQqfT4bnnnsOnn35aajQyVczkjWFffPFFlZ73oLVUoqOjYWdnhwYNGlQ5NgCGnqT5+fnVSqcmmTtPb9++jcTERCQmJsLOrvzBhSVDhCMjI9GqVasqxVuTzJ2nD9KvXz8sXboU+/bts4rGMEvKT7VajaFDh2L79u2YO3cu3n333SrFZm6WlKe1wb359u+pTDIyMpCWlobOnTvfNw1HR0f4+voiNjYWOp2uTK/GB63nRkTG+SyS+Rj7+sXFxaFnz55ISkrCb7/9hsGDBxs1XirN1J8/qVSKnj17IioqCidPnrSKOq41Mcb1O3v2LHQ6Hd5++228/fbbZfZfuXIFEokErq6uyMzMNFboRGbBMq/6WO5UX03Ufa3xPujDMlY+NmnSBGlpaeWuN1+yraCgoNrxWiJTvBczMjLw+++/w83NDSNGjDBarJbKWHm4ZcsWuLu7GxrC7tWrVy8AwKlTp4wQce1g8mkSq+qRRx6BQqHAzp07IYQote/WrVs4d+4cOnbsCKVSWa3XOXbsGAAgKCioWulYA2PlqbOzMyZPnlzuo2Q0ytixYzF58mR4eHiY7HwsQU29T5OSkgDApheWBIyfn/c2hM2ePRvvv/++KcK2aDX1HrU1ERERAIAdO3aU2VeyreSYB6WTl5eHQ4cOldm3ffv2SqdDVFsZ67NI5mHM6xcXF4cePXogMTERa9aswZAhQ4wXKJWrJj5/taWOaw7GuH6NGzeu8HsfUNwrefLkyRg/fryRoyeqeSzzqo/lTvWZ+n2o1Wpx+vRpSCQSBAQEVDkdS2esfCxpaLh48WKZfSXbbPV+sinei6tWrYJGo8G4ceOgUqmqH6SFM1YeFhYWIjs7G4WFhWX2paamAgAUCkV1Qq1dhAUbP368ACCWLl1q2KbX68WECRMEALF8+fJSx+fl5YlLly6J+Pj4UttPnz4t8vLyyqS/du1aIZFIhKenp8jJyTHNSVgYY+VpRSIiIgQAcevWLaPGbcmMlafHjh0TBQUFZdKPi4sT9evXFwDEgQMHTHMSFsRY+VlQUCD69esnAIiXX365RmK3VKb63E+bNk0AEHv37jVF2GZVVFQkGjRoIBQKhYiMjDRsz87OFs2bNxdSqVRcuXLFsD01NVVcunRJpKamlkpnz549AoDo1q2b0Gg0hu27du0SEolEdO/e3eTnQmTNjPVZ/LcmTZoIC68G2wRjXb/Y2FgRGBgopFKpWL9+fU2FX+sZ6/rt379f6PX6Mulv375dyGQy4erqKnJzc012HrWVqcrPEgBEkyZNjB02kdmwzKs+ljvVZ6w8PHz4cJn3YVFRkZg5c6YAIAYMGGDS8zA3Y+VjTEyMUCgUwtvbWyQkJJRKp1WrVgKA2LVrl8nPxxxM8Xlu2bKlACBOnz5tytAthrHysH///gKAeOONN0ptV6vVhn1ffPGFSc/Fllj0XYCkpCRRv359IZFIxPDhw8Wrr74qunTpIgCI/v37C51OV+r4vXv3CgAiIiKi1PYJEyYIV1dXMXz4cDFz5kwxY8YM0a1bNwFAKJVKsWXLlho8K/MyVp5WpDY2hhkrT4cMGSLc3d3FsGHDxIwZM8Qrr7wihg4dKuRyuQAgZs2aVYNnZT7G/NwDED4+PmLBggXlPmJjY2vuxMzImJ/79957T0yYMEFMmDBBNG7c2JBGyTZbarDds2ePkMlkwsnJSUydOlW88sorIjg4WAAQ//vf/0odu2DBAgFALFiwoEw6U6ZMEQBEs2bNxJw5c8T48eOFQqEQrq6u4sKFCzV0NkTWy1ifxZJyasKECcLFxUUAKLWtsjdi6OEY4/oFBgYKAOKRRx6p8H86mYYxrp+rq6to2LChGDNmjJgzZ46YPn266N69uwAgZDKZ+O2332rwjGoXY5Wf5akNN6Wp9mGZV30sd6rPWHWnoKAgMXbsWDFnzhwxdepUQ2ewgIAAERcXV4NnZB7Gei9+/vnnAoDw8PAQU6ZMES+88IIICgoSAMQzzzxTQ2djHsb8PJ88eVIAEG3atKmByC2HMfIwMjJSODs7CwCiQ4cOYtasWeK5554TDRo0EABE27Ztyx1cQeWz6MYwIYpv4k6aNEnUrVtXyOVyERISIhYuXCjUanWZYyu6gbthwwYxZMgQERQUJBwcHIRcLhfBwcFi8uTJ4tKlSzV0JpbDGHlakdrYGCaEcfJ006ZNYsyYMaJhw4bC0dFRyGQyUa9ePTFs2DDx119/1dCZWAZj5GfJe/F+D1sc0VQRY33uH5SvK1asMP3J1KBjx46JAQMGCFdXV6FSqUS7du3EqlWryhx3v4qfTqcTn3/+uWjevLlQKBTCw8NDjBw5slQPICK6P2N8Fh/0P6G2dJAwh+pevwddO47yM63qXr9PP/1UDBgwQPj7+wuFQiGUSqVo1KiRmDJlijh//nwNnUXtZYzyszy15aY01T4s86qP5U71VTcPFy9eLHr06CH8/PyEXC4XDg4OokWLFuL1118X6enpNXQW5mes9+Kff/4punXrJpycnIRSqRRt27YV//d//2fi6C2DsfLwueeeKzNjUW1hjDy8evWqePrpp0VAQICQyWRCpVKJ8PBwsXDhwnJnw6OKSYT41yIyRERERERERERERERERDbCztwBEBEREREREREREREREZkKG8OIiIiIiIiIiIiIiIjIZrExjIiIiIiIiIiIiIiIiGwWG8OIiIiIiIiIiIiIiIjIZrExjIiIiIiIiIiIiIiIiGwWG8OIiIiIiIiIiIiIiIjIZrExjIiIiIiIiIiIiIiIiGwWG8OIiIiIiIiIiIiIiIjIZrExjIiIiIiIiIiIiIiIiGwWG8OIiIiIiIiIiIiIiIjIZrExjIiIiIiIiIiIiIiIiGwWG8OIiIiIiIiIiIiIiIjIZv0/Z/yfv6zduqAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "infer = infer_VAR(simulator.data)\n", "infer.run_inference()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# save the simulated data on a file:\n", "simulator.save_data('./simulated_data.csv')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Set up the inference by importing the simulation data from a file\n", "\n", "# Construct the full path to the CSV file\n", "csv_file_path = './simulated_data.csv'\n", "\n", "# Create an instance of infer_VAR and import the data\n", "infer2 = infer_VAR(data=None)\n", "infer2.import_data(csv_file_path)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (2 chains in 2 jobs)\n", "NUTS: [x0, A, noise_chol]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [6000/6000 00:07<00:00 Sampling 2 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 2 chains for 1_000 tune and 2_000 draw iterations (2_000 + 4_000 draws total) took 13 seconds.\n", "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Results saved as:\n", "NetCDF file: model_posterior_default_v4.nc\n", "Data file: data_default_v4.npz\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "infer2.run_inference()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's plot these results in a heatmap with the original coefficients (A) and the inferred coefficients (A_hat\n", "A = np.array([[0.8, -0.2],\n", " [0.3, 0.5]])\n", "\n", "true_values = [A]\n", "\n", "idata = az.from_netcdf('model_posterior_default_v1.nc')\n", "\n", "infer2.plot_heatmap(\n", " idata, matrices=[\"A\"], true_values=true_values)\n", "\n", "# infer2.posterior_analysis(A=A)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (2 chains in 2 jobs)\n", "NUTS: [x0, A]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [6000/6000 00:04<00:00 Sampling 2 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 2 chains for 1_000 tune and 2_000 draw iterations (2_000 + 4_000 draws total) took 10 seconds.\n", "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Results saved as:\n", "NetCDF file: model_posterior_default_v5.nc\n", "Data file: data_default_v5.npz\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set priors for the inference\n", "infer3 = infer_VAR(simulator.data)\n", "intercepts = np.array([0.0, 0.0])\n", "coefficients = np.array([[0.5, 0.5],\n", " [0.5, 0.5]])\n", "covariance_matrix = np.eye(2)\n", "\n", "# Use keyword arguments for set_parameters\n", "infer3.set_parameters(\n", " intercepts=intercepts,\n", " coefficients=coefficients,\n", " covariance_matrix=covariance_matrix\n", ")\n", "\n", "# Run the inference\n", "infer3.run_inference()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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