{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Hamiltonian Monte Carlo with CUQIpy-PyTorch\n", "\n", "\n", "\n", "In this notebook, we use [CUQIpy-PyTorch](https://github.com/CUQI-DTU/CUQIpy-PyTorch) to extend CUQIpy by adding the ability to use PyTorch as a backend for array operations. PyTorch enables two main things: 1) GPU acceleration and 2) automatic differentiation. GPU acceleration is self-explanatory, but automatic differentiation deserves some explanation.\n", "\n", "[Automatic differentiation](https://en.wikipedia.org/wiki/Automatic_differentiation) enables computing the gradient of a function with respect to its input variables automatically using repeated application of the chain rule. This is useful for many machine learning algorithms, but also in the context of Bayesian inference. In particular, it means that we can automatically compute the gradient of a log-posterior, which could be arbitrarily complex! This provides a huge advantage because we can then sample from the posterior distribution using Hamiltonian Monte Carlo (HMC) and other gradient-based methods.\n", "\n", "Hamiltonian Monte Carlo and in particular the [No-U-Turn Sampler](https://arxiv.org/abs/1111.4246) (NUTS) variant is a general, but still very efficient sampler for sampling high-dimensional distributions that only requires gradient information. This is useful when it is not possible to exploit the structure of the posterior distribution using e.g. conjugacy relations, linearity of forward models or other tricks, which in large part is what the main CUQIpy package is all about.\n", "\n", "In this way, CUQIpy-PyTorch compliments the main CUQIpy package by adding the option for an efficient sampling technique that works for arbitrary posterior distributions by using automatic differentiation to compute the gradient of the log-posterior.\n", "\n", "**Make sure you have installed the CUQIpy-PyTorch plugin (link in first paragraph) before starting this exercise.**\n", "\n", "## Learning objectives of this notebook:\n", "\n", "Going through this notebook, you will learn:\n", "\n", "- Why Hamiltonian Monte Carlo is useful for sampling distributions\n", "- The basics of PyTorch tensors\n", "- The basics of CUQIpy-PyTorch distributions\n", "- How to use Hamiltonian Monte Carlo to sample from distributions\n", "- How to use Hamiltonian Monte Carlo to sample Bayesian inference problems\n", "\n", "## Table of contents: \n", "* [1. Why Hamiltonian Monte Carlo?](#why-hmc?)\n", "* [2. PyTorch basics and CUQIpy-PyTorch](#pytorch-basics)\n", "* [3. Hamiltonian Monte Carlo in CUQIpy-PyTorch](#hmc-cuqipy-pytorch)\n", "* [4. Bayesian inverse problems with CUQIpy-PyTorch](#bayesian-inverse-problems)\n", "* [5. Open-ended exploration](#open-ended-exploration)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " ⚠️ Note: \n", "\n", "- This notebook was run on some machine and not using github actions for this book. To run this notebook on your machine, you need to have [CUQIpy-PyTorch installed](https://github.com/CUQI-DTU/CUQIpy-PyTorch).\n", " \n", "- This notebook uses MCMC samplers from the new cuqi.experimental.mcmc module, which are expected to become the default soon. Check out the documentation for more details.\n", "\n", "\n", "
" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "First we import the necessary packages. Notice we use the PyTorch package `torch` (imported as `xp`) instead of NumPy for arrays and import both `cuqi` and `cuqipy_pytorch` from CUQIpy and CUQIpy-PyTorch, respectively. We also import `matplotlib` for plotting and some timing utilities." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import torch as xp\n", "import numpy as np\n", "import cuqi\n", "import cuqipy_pytorch\n", "import matplotlib.pyplot as plt\n", "import time" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Why Hamiltonian Monte Carlo? \n", "\n", "As mentioned in the introduction, Hamiltonian Monte Carlo (HMC) is a general, but still very efficient sampler for sampling high-dimensional distributions. It is beyond the scope of this exercise to go into the details of HMC, but we instead give a short example showing how it compares to using the classical Metropolis-Hastings algorithm. For more details in the theory of HMC, we refer to the [original paper](https://arxiv.org/abs/1206.1901) by Neal and the [No-U-Turn Sampler](https://arxiv.org/abs/1111.4246) (NUTS) variant by Hoffman and Gelman.\n", "\n", "Suppose we were aiming to sample from a 2-dimensional probability density function shaped like a donut. We could also have selected a higher dimensional example making Metropolis-Hastings potentially look even worse, but it makes visualization more difficult.\n", "\n", "This example can be loaded from the `DistributionGallery` class in CUQIpy as follows." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "donut = cuqi.distribution.DistributionGallery('donut')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The donut distribution has a manually derived gradient for the logpdf. For illustration let us plot the pdf and arrows showing the gradient of the pdf at a few points.\n", "\n", "Note: Currently there is no `plot_pdf` method for CUQIpy distributions, so we must write our own plotting code. Also at this point we still use NumPy arrays instead of PyTorch tensors and the main CUQIpy package, but we will switch to PyTorch tensors and CUQIpy-PyTorch later." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def plot_pdf(dist, plot_grad=False):\n", " \"\"\" Plot the pdf of a 2-dimensional distribution and optionally its gradient as a vector field. \"\"\"\n", " # Ranges for the plot\n", " m, n, nl, ng = 300, 300, 30, 30\n", " xmin, xmax, ymin, ymax = -4, 4, -4, 4\n", "\n", " # evaluate PDF\n", " X, Y = np.meshgrid(np.linspace(xmin, xmax, m), np.linspace(ymin, ymax, n))\n", " Xf, Yf = X.flatten(), Y.flatten()\n", " pts = np.vstack([Xf, Yf]).T # pts is (m*n, d)\n", " Z = donut.pdf(pts).reshape((m, n))\n", "\n", " if plot_grad:\n", " # evaluate gradient\n", " Xg, Yg = np.meshgrid(np.linspace(xmin, xmax, ng), np.linspace(ymin, ymax, ng))\n", " Xfg, Yfg = Xg.flatten(), Yg.flatten()\n", " posg = np.vstack([Xfg, Yfg]).T \n", " grad = donut.gradient(posg)\n", " norm = np.linalg.norm(grad, axis=0)\n", " u, v = grad[0, :]/norm, grad[1, :]/norm\n", "\n", " # plot PDF and gradient\n", " plt.contourf(X, Y, Z, nl)\n", " plt.contour(X, Y, Z, nl, linewidths=0.5, colors='k') \n", " if plot_grad:\n", " plt.quiver(posg[:, 0], posg[:, 1], u, v, units='xy', scale=4, color='gray')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We now plot the pdf and gradient arrows using the `plot_pdf` function defined above." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 8))\n", "plot_pdf(donut, plot_grad=True)\n", "plt.title('Donut PDF and Gradient');" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can now sample from the distribution using both the Metropolis-Hastings algorithm and HMC (NUTS). We also store the time it takes to sample from the distribution using each method." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Metropolis-Hastings\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Warmup: 100%|██████████| 1000/1000 [00:00<00:00, 5252.24it/s]\n", "Sample: 100%|██████████| 1000/1000 [00:00<00:00, 4894.39it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Hamiltonian Monte Carlo (NUTS)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Warmup: 100%|██████████| 1000/1000 [00:03<00:00, 284.54it/s]\n", "Sample: 100%|██████████| 1000/1000 [00:04<00:00, 226.60it/s]\n" ] } ], "source": [ "print(\"Metropolis-Hastings\")\n", "t = time.time()\n", "samples_MH = cuqi.experimental.mcmc.MH(donut).warmup(1000).sample(1000).get_samples().burnthin(1000)\n", "t_MH = time.time() - t\n", "\n", "print(\"Hamiltonian Monte Carlo (NUTS)\")\n", "t = time.time()\n", "samples_NUTS = cuqi.experimental.mcmc.NUTS(donut).warmup(1000).sample(1000).get_samples().burnthin(1000)\n", "t_NUTS = time.time() - t" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can then compare the samples obtained from the two methods by plotting the samples in a \"pair plot\" (a scatter plot for each pair of variables)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "samples_MH.plot_pair()\n", "plt.title('Metropolis-Hastings')\n", "plt.xlim(-4, 4)\n", "plt.ylim(-4, 4)\n", "\n", "\n", "\n", "samples_NUTS.plot_pair()\n", "plt.title('Hamiltonian Monte Carlo (NUTS)')\n", "plt.xlim(-4, 4)\n", "plt.ylim(-4, 4);" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the samples obtained using HMC are much more evenly distributed than the samples obtained using the Metropolis-Hastings algorithm (which may not even have explored the entire distribution yet).\n", "\n", "We can also see that the chains obtained using HMC are much less correlated than the chains obtained using the Metropolis-Hastings algorithm." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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F4oorriAASNu2bcl5551HHnnkEfLrr78qz+u///0vAUA2b96sTKOhUV/QpscaGs0IgwcPRlVVFSZNmoTy8nJMmjRJag4xbtw4tG7dGieffDK2bt1q/w0YMABFRUUuNZkXrr32Ws4H4Oeff47a2lrcdttt3Mr0tddei1atWrlMLmKxGIYOHWr/zs3NxdChQ1FSUoI5c+YAAD755BN07twZl1xyiZ0uJycHt9xyC3bt2oWZM2cGrm+bNm0AWE6NU/W3ct111+Gzzz5z/V1++eWutAUFBfb3iooKbN26FUcffTQIIbapT0FBAXJzczFjxgzO9DtdFBUVcT5ScnNzcfjhh2PlypX2tsmTJ2OvvfbCOeecY2/Lz8/Htddey+VFFYNTpkwJZaqjoaGhoaGhocYzzzwjHVP069fPlZYdU1Al4nHHHYeVK1e63ID07duX8592xBFHAABOOOEEdOvWzbWdHRukg7DjwCBjFRnYa1FdXY2tW7fa/ulk5qXXX3899/vYY4/Ftm3bUFZWFvjcLr30UsyYMQObNm3CF198gU2bNinNjj/55BMcfvjhXJDBoqIiXHfddVi9erXLBPeqq67igtLRYBhB7su4ceOw//77o0+fPty4/oQTTgAAz3E9Pf+gATOi0ahdT9M0sX37dsTjcRx22GHS637BBRegY8eOnnlu3LgR8+bNw5AhQ9CuXTt7e79+/XDyySfjk08+8Tyempu3bdvWM92tt96Ktm3bYvjw4Z7p6gujR4/G008/jZ49e2LChAm4/fbbsf/+++PEE0/E+vXrXenp+TSEn3kNDRGaKNTQaEbo2LEjTjrpJIwdOxbvv/8+EokELrzwQle6ZcuWobS0FMXFxejYsSP3t2vXLpSUlAQus2fPntzvNWvWAAD2228/bntubi569epl76fYc889XQFQ9t13XwCw/fOtWbMG++yzj8skhpq4iHl64bjjjsMFF1yA4cOHo0OHDjj33HMxevRozofLli1bsGnTJvtv165dXB777LMPTjrpJNdfr169XOWtXbvWHvgUFRWhY8eOOO644wDAHtTn5eXhwQcfxKeffopOnTrh97//PR566CFs2rQp8HnJ0KVLF5fpTdu2bTkycs2aNejdu7cr3d5778397tmzJ/72t7/hpZdeQocOHXDqqafimWee0f4JNTQ0NDQ00sDhhx8uHVPISI9vvvkGJ510ku3DrWPHjrj77rsBwPU+ZslAwFnw69q1q3R7phYqw44Dg4xVZNi+fTtuvfVWdOrUCQUFBejYsaM9JpWNTcTrQa9vmPM+44wz0LJlS7zzzjsYM2YMBg4c6BovUaxZs8Z1DQD12DWd+i1btgwLFy50jenpeNprXN+qVSsAQHl5uW85FK+99hr69euH/Px8tG/fHh07dsTHH38sve7iPEEGVZsBrOu1detW272RFwghnvtbt26N2267DR999JHLL2cYePnv9EIkEsGNN96IOXPmYOvWrfjwww9x+umn44svvsDFF1/sSk/PJ9XyNDTSgfZRqKHRzHDppZfi2muvxaZNm3D66afbCjoWpmmiuLgYY8aMkebht/LHgl3RbQowDAPjx4/HrFmzMHHiREyZMgVXX301Hn30UcyaNQtFRUUYOHAgN4C77777MGzYsNBlJRIJnHzyydi+fTv+8Y9/oE+fPigsLMT69esxZMgQzkfLbbfdhrPPPhsffPABpkyZgn/9618YMWIEvvjiCxxyyCEpnasq2rPfQEqFRx99FEOGDMGHH36IqVOn4pZbbsGIESMwa9YsLpCNhoaGhoaGRmaxYsUKnHjiiejTpw8ee+wxdO3aFbm5ufjkk0/w+OOPu/y+qcYAmR4bpItU6zN48GB8++23uOOOO9C/f38UFRXBNE2cdtppUh94mTjvvLw8nH/++XjttdewcuXKlMaGKqRTP9M0cdBBB+Gxxx6T7hfJYRZ9+vQBAPzyyy8Bagm8+eabGDJkCP7whz/gjjvuQHFxMaLRKEaMGIEVK1a40jfEPKF9+/YAgpGq1Ffh8OHDMXLkSNd+Gl1bDDpIUVlZmZEI3O3bt8c555yDc845B4MGDcLMmTOxZs0a25ch4JxPhw4d0i5PQyMsNFGoodHMcN5552Ho0KGYNWsW3nnnHWma3r174/PPP8cxxxzj+wIPu4pFX3BLlizhFHa1tbVYtWoVTjrpJC79hg0bUFFRwakKly5dCgC24+Lu3bvj559/hmmanKpw8eLFXJlhcOSRR+LII4/EAw88gLFjx+Kyyy7D22+/jT//+c8YM2YMN0CQKQWD4JdffsHSpUvx2muv4YorrrC3s5GpWfTu3Rt///vf8fe//x3Lli1D//798eijj+LNN98EUD8rit27d8eiRYtACOHyZyPtsTjooINw0EEH4Z577sG3336LY445Bs899xz+85//ZLxuGhoaGhoaGhYmTpyImpoafPTRR5z6LIy7mExCNSYJOw5MBTt27MC0adMwfPhw3Hvvvfb2ZcuWpZ23Hy699FK88soriEQiUhUYRffu3bFkyRLX9nTGrqpr3rt3b8yfPx8nnnhi6LHivvvui/322w8ffvghnnjiCTtAigrjx49Hr1698P7773Nl3XfffaHKZcG2GRGLFy9Ghw4dXNZHLCjZuWrVKt+yqKpw2LBhuPLKKz3rQs2/WSxduhQHHnigbzlhcNhhh2HmzJnYuHEj1y5WrVqFDh06hBJwaGhkCtr0WEOjmaGoqAijRo3CsGHDcPbZZ0vTDB48GIlEAvfff79rXzwex86dO+3fhYWF3G8/nHTSScjNzcWTTz7JrYK+/PLLKC0txZlnnukq7/nnn7d/19bW4vnnn0fHjh0xYMAAAJapx6ZNmzjiMx6P46mnnkJRUZFtyhsEO3bscK3O0ght1Pz4mGOO8TUpDgK6OsyWRwjBE088waWrrKxEdXU1t613795o2bIlZxId9l4Ewamnnor169dzEeCqq6vx4osvcunKysoQj8e5bQcddBAikQhXRw0NDQ0NDY3MQzamKC0txejRoxulPpS4EcclYceBqUB2LQBIFWKZxvHHH4/7778fTz/9NDp37qxMd8YZZ2D27Nn47rvv7G0VFRV44YUX0KNHD/Tt2zd02YWFhVLz3sGDB2P9+vWusRtgKeP8zHaHDx+Obdu24c9//rNrrAcAU6dOxaRJkwDIr/3333/PnWdY7LHHHujfvz9ee+01rj0tWLAAU6dOxRlnnOF5/F577YWuXbvixx9/DFTebbfdhjZt2uDf//63a9+AAQNQXFyMl156yTW+/eCDD7B+/XrPaNwqbNq0yeWXErDmPdOmTUMkEnGZsc+ZM4fzM6qh0ZDQikINjWYI2QoZi+OOOw5Dhw7FiBEjMG/ePJxyyinIycnBsmXLMG7cODzxxBO2b8MBAwZg1KhR+M9//oO9994bxcXFtnNkGTp27Ii77roLw4cPx2mnnYZzzjkHS5YswbPPPouBAwdyDqsBy0fhgw8+iNWrV2PffffFO++8g3nz5uGFF15ATk4OACt4yPPPP48hQ4Zgzpw56NGjB8aPH49vvvkGI0eODOyAGbD8qjz77LM477zz0Lt3b5SXl+PFF19Eq1atfAciYdGnTx/07t0bt99+O9avX49WrVrhvffec5lGLF26FCeeeCIGDx6Mvn37IhaLYcKECdi8eTO3Wh32XgTB0KFD8fTTT+OSSy7Brbfeij322ANjxoyxzSroavEXX3yBm266CRdddBH23XdfxONxvPHGG4hGo7jgggvSqoOGhoaGhoaGN0455RTk5ubi7LPPxtChQ7Fr1y68+OKLKC4uxsaNGxu8Pv3790c0GsWDDz6I0tJS5OXl4YQTTkBxcXGocWAqaNWqle3Pua6uDnvttRemTp0aSFGWLiKRCO655x7fdHfeeSfeeustnH766bjlllvQrl07vPbaa1i1ahXee+89l9/tIBgwYADeeecd/O1vf8PAgQNRVFSEs88+G5dffjneffddXH/99Zg+fTqOOeYYJBIJLF68GO+++y6mTJmCww47TJnvH//4R/zyyy944IEHMHfuXFxyySXo3r07tm3bhsmTJ2PatGkYO3YsAOCss87C+++/j/POOw9nnnkmVq1aheeeew59+/Z1+fQOg4cffhinn346jjrqKFxzzTWoqqrCU089hdatWwcy8T733HMxYcIEl4WMDK1bt8att94qDWqSm5uLRx55BFdeeSUGDhyIP/7xj2jfvj3mzp2LV155Bf369cN1110X+vzWrVuHww8/HCeccAJOPPFEdO7cGSUlJXjrrbcwf/583HbbbZyJcUlJCX7++WfceOONocvS0MgENFGoobGb4rnnnsOAAQPw/PPP4+6770YsFkOPHj3wpz/9Ccccc4yd7t5778WaNWvw0EMPoby8HMcdd5wvOTVs2DB07NgRTz/9NP7617+iXbt2uO666/Df//7XJv8o2rZti9deew0333wzXnzxRXTq1AlPP/00F3W3oKAAM2bMwJ133onXXnsNZWVl2G+//TB69GgMGTIk1Hkfd9xxmD17Nt5++21s3rwZrVu3xuGHH44xY8YEcrgcBjk5OZg4caLtyy8/Px/nnXcebrrpJhx88MF2uq5du+KSSy7BtGnT8MYbbyAWi6FPnz549913ORIulXvhh6KiInzxxRe4+eabbZOTK664AkcffTQuuOACmzA8+OCDceqpp2LixIlYv349WrRogYMPPhiffvqpHWVQQ0NDQ0NDo36w3377Yfz48bjnnntw++23o3PnzvjLX/6Cjh074uqrr27w+nTu3BnPPfccRowYgWuuuQaJRALTp09HcXFxqHFgqhg7dixuvvlmPPPMMyCE4JRTTsGnn36KPffcMyP5p4tOnTrh22+/xT/+8Q889dRTqK6uRr9+/TBx4sSUVZU33HAD5s2bh9GjR+Pxxx9H9+7dcfbZZyMSieCDDz7A448/jtdffx0TJkxAixYt0KtXL9x66612UBMv/Oc//8EJJ5yAJ598EqNGjcL27dvRtm1bHHnkkfjwww9xzjnnAACGDBmCTZs24fnnn8eUKVPQt29fvPnmmxg3bhxmzJiR0nkBlhJ18uTJuO+++3DvvfciJycHxx13HB588MFA4/Orr74aTz/9NL755hsu0rQKt912G0aOHClVaF5++eXo2LEjHnroITz00EOoqqpCly5dcMstt+Bf//pXSn4X99tvP4wcORKffPIJnn32WWzevBn5+fk48MAD8eKLL+Kaa67h0r///vvIy8vD4MGDQ5eloZEJGKSxPNdqaGjs9hg0aBC2bt2KBQsWNHZVNASMHDkSf/3rX7Fu3TrstddejV0dDQ0NDQ0NDQ0NDSVOPPFE7LnnnnjjjTcauypp45BDDsGgQYPw+OOPN3ZVNHZTaKJQQ0Oj0aCJwuxAVVUVtzpaXV2NQw45BIlEwg4so6GhoaGhoaGhoZGt+P7773Hsscdi2bJlKQWLyRZMnjwZF154IVauXIni4uLGro7GbgpteqyhoaGxm+P8889Ht27d0L9/f5SWluLNN9/E4sWLMWbMmMaumoaGhoaGhoaGhoYvjjjiCNTW1jZ2NdLGaaedlpa/Rw2NTEAThRoaGhq7OU499VS89NJLGDNmDBKJBPr27Yu3334bf/zjHxu7ahoaGhoaGhoaGhoaGhoNCG16rKGhoaGhoaGhoaGhoaGhoaGhoYHwcdk1NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0mh00UaihoaGhoaGhoaGhoaGhoaGhoaGR3T4KTdPEhg0b0LJlSxiG0djV0dDQ0NDQ0NAIDUIIysvLseeeeyIS0Wu0TRF6TKqhoaGhoaHRlBFmPJrVROGGDRvQtWvXxq6GhoaGhoaGhkba+O2339ClS5fGroZGCtBjUg0NDQ0NDY3mgCDj0awmClu2bAnAOpFWrVo1cm00NDQ0NDQ0NMKjrKwMXbt2tcc1Gk0PekyqoaGhoaGh0ZQRZjya1UQhNe1o1aqVHpRpaGhoaGhoNGlok9WmCz0m1dDQ0NDQ0GgOCDIe1Y5yNDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDRRqKGhoaGhoaGhoaGhoaGhoaGhoVHPROGoUaPQr18/20zjqKOOwqefflqfRWpoaGhoaGhoaGjY0ONRDQ0NDQ0NDY3gqFeisEuXLvjf//6HOXPm4Mcff8QJJ5yAc889FwsXLqzPYjU0NDQ0NDQ0NDQA6PGohoaGhoaGhkYYGIQQ0pAFtmvXDg8//DCuueYa37RlZWVo3bo1SktLteNoDQ0NDQ0NjSYJPZ7JPoQZjwL6HmpoaGhoaGg0bYQZyzRY1ONEIoFx48ahoqICRx11lDRNTU0Nampq7N9lZWUNVT0NDQ0NDQ0NDY1mjiDjUUCPSTU0NDQ0NDR2X9R7MJNffvkFRUVFyMvLw/XXX48JEyagb9++0rQjRoxA69at7b+uXbvWd/U0NDQ0NDQ0NDSaOcKMRwE9JtXQ0NDQ0NDYfVHvpse1tbVYu3YtSktLMX78eLz00kuYOXOmdHAmW73t2rWrNvPQ0NDQ0NDQaLLQZquNjzDjUUCPSTU0NDQ0NDSaF8KMRxvcR+FJJ52E3r174/nnn/dNqwfWGhoaGhoaGk0dejyTfQgzHgX0PdTQ0NDQ0NBo2ggzlql302MRpmlyK7QaGhoaGhoaGhoaDQk9HtXQ0NDQ0NDQkKNeg5ncddddOP3009GtWzeUl5dj7NixmDFjBqZMmVKfxWpoaNQnNi8Cpt5jfT/lfqDTAY1bHw0NDQ0NDQ/o8aiGRhPG/LeBVV8BZ48EojmNXRsNDQ2N3QL1ShSWlJTgiiuuwMaNG9G6dWv069cPU6ZMwcknn1yfxWpoaFBsmAfktAA67pu5POe/BayYZn2ftz9w6gOZy1tDQ0NDQyPD0ONRDY16wvZVQF0V0EkdGChtTBhqffY+HjjowvorR0NDQyMMCAHMBBCtV0qt0VCvZ/Xyyy/XZ/YaGhpeqNoBvHCc9f2+nYBhZCbfOGOqVVeZmTw1NDQ0NDTqCXo8qqFRDyAEeLK/9f0fa4CCNvVTBkW8mbgKICRzY3INX8xZsx1d27ZAcav8wMdU1sbx/MyVOLPfHti3U8t6rJ1Gk8bYwcDG+cAtc4HcwsauTcbR4D4KNTQ0YJlRPHko8MTBwFeP1U8ZFduc77W7MpevGXe+J2ozl6+GhoaGhoZG00bNLmDp1OZD6mioUcmMM2vK6qeM6lLne0Hb+imjoZCoA144HnjjDzwBqlFvmP/bTlww6jscOWJaqOPun/Qrnpi2DOc980091UyjWWDZVGDXZmDljJSzeODjRbjzvZ/RwPGFA0EThRoajYHvngG2rwB2rAa+DxZxMTRYGXTVjszlyxGFdZnLV6NhMPdNa6C6c21j10RDQ0NDI5uwfRWwfWV6eYy/Chh7EfD58MzUSSN7UbbB+R6pJ9+BFVuYMqL1U0ZDYeVMYMNPFqmgifQGwQ+rtwMAzBAczIL1pXhrtjVGrqhN1Ee1NJob2LlxCCRMghe/WoW3f/gNK7dWZLhS6UMThRoaDQ3TBLYuc37XlKvTJuLA8mnAgvetICJhkGA6rYwShcxLUw90MgczYd3n5Z+799VWADt/41fWU8WHN1oD1ScOBmY+bP2tn5N+vhoaGhoaTReJuGVG+uQh3uMSPyyban3++EpGqtXoWPEF8OmderwjQ/nG+i9jV4nzPcXJeNaAHWtp1z0Nglb5DoFdXReM9Bv5+TL/RBpSlJRV46/vzMOcNRmcdzYFpCicMRkVYWlV9olvmqfnRQ2NbEbZOiBe5fyuq7BIItlK6c9vW8QOAERzgb8vAVq0C1aOyXQ4WlGYndiyFJhwHVC1E9ixytl+0xygw97W910lwFMDLLOeSA5w1adA14Hpl01MYPp/rO9zXgX+tjD9PDU0NDQ0mibYccnG+UCP36WXX6SZTDHeOM/6bLUncMwtjVuXbAOrKEQ9mc1VMERhUx9zlq1zvtfuCj6e10gZsajjC7KkrAbd2rdwpZm7dgf+9eEC3HNmXxzZqz1a5DZx5Woj4o7xP2Pm0i2YMHc9Vv/vzMauTsPBTE15mmCkrpU12ade1YpCDY2Gxo7V1mfrbs42lQ/B0vXO90Qtb4LhB3ZAVbnd+f7x34GHevF/L51kqdaCIBM+CuuqLT9Gsj/TTC3PpoglHwMb5vIkIcAPJjfMc3z/mHXAxnnpldm6q/XZ6SDgoMHWd3Yg3tRQV8W3bw0NDY0mjN+2V6Iu0QjvQXaiE9aCQYambiYqQnxPa/CKwvryr8WOTZu6orCu2vleWw+KwvU/AaubqE+9RB3wxX+ANd9lLMuNpVWY9LPTRjeXV0vTXf7ybCxYX4bLX/4eADiisFfH5hegIiwIIXj8s6X4bNFm37TLSzLoEz+bULXTe3+KfRPbbVbUZl//1kyW+zQ0mhBqkp1oYQdrkGXWWdvyW7vTih1PmNVUVlG4c431SQjw42iACKsWldusAUbPY8Plm0jBFOfH0cDHf7MUbTIU9wWGftVsQ81zqJMPWriB8a5NwjFVSAvUpOzCl4EW7YFf3rUIX5WqNdsxsp9FdN6xEihs39i10dDQ0EgZ363YhktenAUAGHZ2Xww5pqf/Qet+BD68CTj1AWDvE1MvnH0np+unEGg+ikKKDKjZqusSeHTqEhzfpxhH9+7gThCvBWK5aZcTFKZJEImkEX23IUyP2QXppq4oFK2JMo0Xj7c+71hhzTGaEn4cDXz5sPU3LANudgAcNeIL7vfmMvmYe1eNNdeqS1iszY5Kp811b+dWIDZFlFbVYcaSEpzctxNa5Ibrm2cu3YInplnm2H4qwXhzFHvMfAiY/gBw/ktAv4vkaVL1UcgwhZVZSBRqRaGGRkOD+iXJLQTyiqzvKn9AZp33by+wPgo/HwZM/69VNiUJr5sB3PA90OnAZB0CRqxjVQepDNpWzlCThABQsqhhBp/ZgLiCKKxhVuTKhRU81TFBQIjT1vJaArH8zOTbmKBqyN++b9x6aGhoaKSJMd+vsb8PmxhQ1ffGecCWX4E3z1enIQT46Q1vpWAmrAVYVG61ymwuUJiWffLLRny5NJi1x1uz1+LFr1bh0hcl76tvnwL+09HyS90AmP/bTvT/91SuzYVGGTtW4xWFhBDMXLoFW8rT9O3IjjPDjIGzEayfy6BWPEHBSpN2+Su/7GO+egxY/HH48lZMB5492grOmAlsX5GZfDxQGw9GYu2odNpZ9sWhTQ3XvzEHt749D/d9GN7NEEuc+iERJmpMU8H0B6zPSbep0whEYVCrANZHYYU2PdbQ0LAHB7mFFlkDqE2PXYrCEKsN4oDqy4edQZ0RAfboDxT3AQo7Wtuqy4BvngRGdAP+uxfw3y7AtPu965SKc296/OkPAf/cxP/lJq9HJiYpTQGq82Tbg0iapkPo1VU5RHFeKyCngNnXRIlCCi/yWUNDQ6O5Isgi34L3gI9uAkYdpU7DLQJm6B380U2WSi4A3puzDhe/8F36xFJ9QbTEALB2WyVuGPMTrnhldqAsSrzObeo91if1Sy1BeXUdHpu6BEs3pxFsJonb3pmHsuo4/jlhQeqZeCzqTvx5I658ZTaOf2RG6vkDAlGYQcVNTTkw/prUSLJUwVqEZNr0mDP9DqgS/e17YNpw4O1Lw5f3xh+AkoUWwZ0JROspajYDGYdlSjbuDEGMNRV8t3IbAOC9n9b5pHSjIMdRIBIfFwPx5kgUUrDiChFM37R+ZxX6D5+Kuyf84psl2/60olBDQ8MhCnNaOMSYUlEoDExDKQqTaYv7WkEwiOn42MlrCRjJgUR+q2QdyoD5bwE1pRZRVVtumaW66pRmMBM6AckttIgq9o+a3NTuAn6d1Px9z6lIv9pdlj+Ml04C5o21ttG2kg6hZ7czw7r+kajVNgDeJKapgCPOm/HgRENDQyMdbJhrf/23SqlI6oEoDJHX38fNx6yV24Mr3OrDx5sXzLg1JvvwJlspuSQkYdeuhWNWrJ5wq0meh6cswZNfLMcpj38ZqtxwpYQAG8xEOJ8vfrVUbdSsM2VwpscZnEh/+QiwYHxqJFlYbFlqWfawxKpKIJAymOtvBLy7mRhjZ8oCKFr/Jvem0EZNk+C8Zx2fjrkxixbhFIV6aIkCxmdjjY8qM5HI0AWrrQR+HpexeWBFTRxvzV6b3kJUQKLw1W9WoaI2gbHfr3X2/zwOmDXK5T6KVWDu0opCDQ0N2y9JENNjkYiTDbgJkQ+eKMkYiQFFxdZ3Gkglj/GHSH0jVpdZEXYB4KRhyTwkL4R0zZPoOUUkq4fRPOvzy4eBdy4DRp8RPv+mBKrIbLkHv71mF7DqS2DdDw6B1/3o5DFpEHq22XErZyBJVYVNUVHIEq16NKehodHEUW+9GNM/vvKNIihHpk2P7Xz9FxRZBU9+TgBfuYs/Bv67h6VmWvKpfAz17dPAEwcDO9e696UCMw4sngTMfcNSSgIoUQRHUKFNC2fckwqBtnBDQBcxQZAuU5ioA6oUk3hCsGf1MhQgA+OK+jI95iI21zNGHQV8/TiwbbmzrS7TikJnvL5wY8B2ksv438skCZsKMkwUyoh4cduu7Ruwep0TNDIvSRRW1zmEjW+fHFAx3ZSRH3PoogqffqsuUz4KJ98JvP/nlIn8BetLMe7H32yV3rCPFuKu93+xA9akhFieeh99f5oJHLHzE1wQ+RJ269m6zDqXyXcCiz7kD2ODmaS7qFIP0EShhkZQzH8HmD6C/0slOlct46Mw189HoY/p8a4twGN9gfvbA1P+aU0Gti63/BDRACbRHKCgnfWdbqMmz4BFGgFA1Q4rqAkAFB9gfcrMOTnzpBRWZuigT2ZmQBWFv060Prf8Gj7/bAYhwNg/Am9dan2nRFe/wcC+pznpaiucVdpexwN/XQR0T5qMeZl7E2K1L1WamqSDaKoiBZwVsqaoKOSIQm16rKGh0cRRf0yhfxL23Z7JyW8AAmIRQ4Cxk1IXStcBn97pTB6n3gO8dTHw5KHuxaKp/7QWRyWmkRU1cUxesAlVtSEUHGbCNVYLq07JZc5t267w1zg/x3/axpIcXkhbUejyscdc/18/wv+tvhYTcu9LtxQhgF5IonDzQmDeW/IxtsSUvN4gM5muRx+Ft749L9gxOUxE3/oIrhIG7JxA4Q80DKokzwFnFVtTjlZP98X8/OvsTbtq4pYpaNB++MtHrAWL337wr0+YviaLUelzHhnzUTj3Tetzbfh5dmVtHGc99TXuGP8z3vjOmvdOXmgFhly8KQ23DZ6KwuR1WfMNTlp2Px7NfQ6HGMvx4pcrgR2MSp4KcuhhXDCT7GsjmijUaN4gBJjxP2DRR+nls3khMOE6YOb/+L+3Lg6vZKKriDktHKVf+UbL1Papw6zowxTi4EJcTd04HyhProou+QSY9m/g6QHW6uXHf7O2R3KAFm2t77aikCEKqaJw+0pYb0cDKEr6LZQNpDJleiwjCqMeqzXNAeUbgaWTgSUfA9WlDqHXtgdw6TvA8UkfRbXlzmp3x/2A1ns5LyivqMdvXWINWh7YA/jxFff+qh3WJxthO4fm28QVhU3Nr2XlduDpgcDnwxu7Jg0PMwG8fZk1uRf/Pv57Y9dOQ6PZoLougUemLMHmsgALQexii8ci4Pg563DNqz+ggk6q/RBABbZll1NeVZ3Hos/blwLfj3JvrygBtiyRH0MXZBnc+vZcXP/mHPzzA38fUjbMBK96Mk1vn4MSsJPobRWKYz3MRgt81Jb/mbQIff41GXPW7JCWzZZvBDVPVUFUxLFj4Z8ttzV9Ir+lVwbAv9vDKAoJAZ77HfDB9ZaVimt/iMXFTQuAsRdbn5lCxolC53wIpYH9xnVRJvptTQZMoee8mpqAAuDH/xlQW8oUu5zpsSSwEyFAeU2c4wk9ffJ9cb81J/r0Dvn+hR8AP7yM2au2Y/97J+ORKYo+KlMgJPPtCoLqzcePXsZ8FKZB5O+qduq4rMRq1zGP6O4jP1+KUx//EqVVPv1LEEVhtROxu7VRgQc++ZUPLiS0bd4cPvssozRRqNG8sXI6MGME8O7l6eVDVwAK2gGHXWP9GVGgeidQvilcXtQvSW4h0L639X3bCsvUdtsyx6E1IFEUilGQmf11VcDaWckfTIfIKgrpqgarKKOKwpLkS7NFe2cwLBtIsXVIhZyhAz2ZmUGs/n2UNCpYn0qJWocopAMk2xR9l6MopGbJtvLPY+C3bKr1SRLyyImUfGy1p7MtljQ9bpKKQmai5UWgZiMWTwK2LgW+fqzxTX4aGluWWOe/fYX774eX6mWgq6HR5FG2MfRkfuz3a/H09OX45OcAZpYy0+OyDa7F0NvHzce0xSU4cNgU9P/3VKzYwtRJtngYYEGRVdfJlEA2Ns5X79vFjMWqdjrf2fddEp//ao3p3v9pvWufEmacH7fUVaCkLNwCG0vU+U5KJVCaZSfv0UtfW2blD09ZzO02TYKzn/oap4380q6Dx7w5GLx8REbk9Swpr8aknzcEjggKQBhz+r8rCSH4bXsliBl3xrA7JH4vwxCFo88Aln4KjD5dmaSyNu4b6IGD15glUQdUbA2eF8CdTz7qgDXfAg90Ar54wOMYpr7pvndXfAFMvBUYfZp/WhnYNpMB/6MsWUTBcVjUggoAS9AkTBLuPgK8+ILFuCuBj/+GFz+0xuNPT18uT6fArpp4YIUwAOCDvwD/3RMoWaxMksoCAXs9/Mxjw1y6nZW1mLpwU7j+IADYKqzfYT1n0Yib8qquS2B5STlGfr4MSzaXY8aSElcaLHjf+R7ERyFzAQxakwomX+E5Y98J2ehBSROFGs0bpSEGgV6gL/T2vYGzHrP+2nS1tm1fGS4v1vS4/d7W99VfOftzGJ8hfopCdsWlrtJRF3Y+0NkeiQEtkkRhSdKUV6YopGbJRcUWCQrI5f9c1ONaa6X2uWP5v3evUJsueZkeN3dFYY2z0oS6Sof0o6tUVPmw8H3g53es73SSQ30JqojCRJxvD7JBn4woTFdRuHkh8Ok/gI9vt/wqZgqJOPDG+d6KO/ZaNDWikJ1wqlajmytoP9aiPXD1FOtvCBN5MhWlsoZGc8Syz4HxV1vv7sf6AA/v7Zm8tMqKiru8xDKv2pQksoywpsc7f7PIkcf2B4a3AVZMdyUnBCirjuMvb85xNsr64QCRall1nT0xTsTDzZyWfeZ8L2WUbF6TuzAw47zar6acUxQGIRdY9Ugqk0JWUVhSVo3Tn/gK89/4P+s+lTlBJQzBsLi8Oo5FG8uwrGSX7VcxkmlFIdvGIjHIcMYTX+OmsXPx8tcKP5kyhIx6/Pjny3DsQ9Px2jfM2FxGXIYxb6VjN0WE8QXrS9H33in4v/E/29u+W7EN63ZUWm6KpPBoAC8cDzzcG9ge4jox+X2cd7dDan75UKBj0g6usm6OfxovcMKH9BcLKySBIbhnlCEK2f6RECKNjuyJvFaeuzvFwp9PdV0CB943BQcNmxKcuJz/lvU565nQ5XmB96OXOfPYi1+YhevemIOnvghHoIbBhlLrnSRTFJ7x5Fc46TFn3tK6QDIvHX+V8z2IopCB3a5Yc2PhHcneWk0Uamg0NAIMKgKBDojYAWe7pBrw1TOAjT+7j1GBvoxzWgAd97e+s4PaDvs63/18FJoCMUQHiu16OdsjMaBjn2T65ICrPTPZ6H0C0PUIoE1367gjhgJGsmuQmh6zfoyqLNPuTT/zf4s+BH5TOIz1Cmbi1Qk3B1SzRGG1o9qg7WqvATxRnNsS6Ho4n0ZF6IkEoowo3JJcZWy1l7MtXUXhtH8D3z8H/PAi8NHN4Y4lBFj+uWMSzWLlDGDFNEtxpwJ7zk1NEcn6TFo5s/Hq0Rig/VpOIdDtyOTf0c5+7W9SYzcFEcmDMRcAC94DXjvb+h2vwueLNuPTXzZKJ48jPvkVT36x3J78FLe03qkiUSg1GWbf9ztWAWucaKB44w/KOi/dzBAMMqIwAPG/vYJRFNYmrAXVJ/oBYwf7Hmvju6cdc0JWLZQpX3RmnF8ArdmFkjKWKPTPIphwRk3gsYrCJ6Ytw68by3DwiueB8o0gMz0IISbLlPxgVW4H3rwQ+Ow+ixDavMjbPNSQKwq3Jk3Mp/26WbpfioCmxzVx67yenLYMADDiE9a0VHJNMzgrfyapFBs3Zx0Aizi85MVZ+N2D0y03RTJ4lb85aRK/dHLwSqTy3mSrkKqikM4XKkMqILl6EMv/qF2X9BWF5TXutsL1e0wgHrF1EIQk9H2IwsLc8HTLuh3WNahLEG+/f1U7Las0FrmMGGT9T8A7f8JF0Rmh60DB+9ELMa/+4WXLzczku4C17jkh9Rc4aX7qgYXiCRN3vf8LJsx12g97zzburIZpEsSi7j5g5Ra+zfvd6rJ4FJe+OAu/rLPmcvd9yLgisOfrTi4RmyhUmx6z91aMyp0NkC/5aGg0F2SMKEwOflkSp9tRFpEBAL9+BOzRzz+fsg2OeWhuIVDcBzj7ScsUT7YCFEZRaMYBJNO37elsj+ZYptId+1gkZSwf6HGss79lJ+CaqXy+9KUj67Rk5klGFLj0Xett+9kwa5BTIZFws8fITI9lKsPmhGofRWGnvsD/rXQGbLlFjuLPL+iIGMBEXB2eeg+wcIL1PZOKwkom6mFYU5nVXwFvXmB9P+ZWa8BZ1BkY+Gc+XSLO+9Kh4EyPm5iPRdY0riGdqmcD7IjszGQyEoHVgZDM9dsaGk0MynlCxRb7659f/xEA8NAF/TB4YFcumRgVt2OSKIwIU6DahIl8UWWViedOQuRsL69Ai7YJz2jGLtPjVV8CZeutvzBY9aX1HmUvZIqBEWriCbz89SrcQDcQk/fdWFPORT0OMsVLBFEUeij92GAm4qRy+mLH9FrMgp2M0qAKoUwQJ/0VWP6Z9ffNSGvbpe/yadj6KEyPU0IA0+PR36zC8ImL8If+ztgmCoY4MyRETT0tSM1duyNgwATreo2asQKby6px39l9rXvCRo2lboOCICWSIQOKQkoKhx3/sZgw1LGiATJiISIz2VWZHrMLKY9+thTVXn5SZVCZHifRIkAQIjec51N5ZwkBRvazFK+3Mf5WqRsjwFrA37wAD+cA4xKDUqgH39fsCqMopL7yAWDWs8CwUnXaFPH5ryV4a/ZavDV7Lc47pAsAnuitTZhIEOLpo9CGzyP09epd+LZ2Gy587lss+c/peO27NRhO9UOSvsluV6zLEIGQ51Tm/jVscGiiUKN5IwORswAwRGGBs+3YvwPrfgCWTVFHLRbBmu/sNcD6HHCl9ZlbaJkIsKunYsfj8lEoOb+81rwPwkjMIll6HResjoAzqPIzPaZotSewz0nW95/eSBKFkkFDXbVzvIz4kZkeE+I5cG5S4IjCKofoYpWUOQV8O7O3h1UUCoM+1iyrx++c7+kqCtnjandZbSboJGHrMuf7N08439vvzV+DmjLr2n39OL8aV81MipuaorB6p/Pd3M0UdLaqWOgDIjGLaNBEoYYGDyPqWlDYLPGPV5jn9L0/rt6ON2dZLkVEReEpj3+JMX8+Al1Lf7RcAHQ6IK1+iBBikRwSsuLKl77FtlY7Mf2OQciLyd8NOyoFojCXWZQNMwag70GWBEqREBr9zWo8NHkJbqATQTPOvWfrqso44sFSeHrXk1U0pTIpZE2Pc6I8+bCp1KmbF1FIFYWhRlU0EB6L32ar02eSKGTJZ4WicPhESz34wTxHmRQzGo4oPHHHOPwp50tcU3c7znv2W7RpEWzRe9uuGjw42bL0uPb3vbBXmwLeRU0LNVFomgRXjp6N4pb5eHTwwSkqCpljGlNRyJKEQEZMj2XdGUeuV7KKQmf72O/Xcse4VN6yAvK9FYUtcsM/DyyvpeSA189x2svWpc526saoaiewOf0APGz5K7ekaaIeGt49FafIMwkiEcN1vQgBoj5EYVuUoeXWOQDUfkiriDVmrYnTe88uSLl9FEZAkBuN8Ok8gplko6JQmx5rNG9k2vSYVRRGIkC3I6zvMgfjZsIigtg/2mEfdg3QriefnirsODMLUVHoYXpMsfcJDvkDpKbS8zQ9llxTGnADAAqTEZOFEPCY8SDwv66OmXXQYCaiUq4pgyUK41WMojCADyV6Tyu3ykcNIlEotkk6KBr6lRVlmYISkBNvBWaNAua+GW7AKBKXYVal2cnEkTcCrZPqmKrt4F6s1TuB2S8CP70G/DLO+Vs2xUlTU24pc1mlXjaDJQp3N1Nb2ofIiEJ2v4aGhgXJe1w2pSjKc56pC5/7Dj+sttw6iFOktdsrMeHzLy2T5lFJs/80lM1lVepnNgdxbCitxqqt6vdKXFS8sWMtulAbZBKVJLTW72AmYykuGC8RVWGC6XF52XZudyBFIee4PvykMJ8hHNyHs070+TvOTkDLqy2yTeLbHwDw/k/rMGT0bJRV+5iMs761hfJVpseq+nmCWzwP7r+W42YySRSWb3L5Drxw2ygcE12ISbn/BECwszJAPQnBNa/9aP+soQq4CsZsXuHrEQBWbq3AV8u24r2f1iXVcymQDFwwk1QVhclry9Y7XXgoCjfsrOJIcRXyy1YgD7yvdEKs5+5/ny7G94slAW4kUD6mtUz/4KMoLMx12nvQwB2s4ldJIP36EXMA08apopBRolcT6x2SiuyCLf9HSUT1tOFVKZ/5UfsiZ964PbngJLtaMVWHl8SbuSNw2OcXW0GAFKgh/HvYkBGFwv6i/Bjf1yybCnz1qP2Taw7ZxxNqolCjmYN9cNNR7cgUhYDjB6JWGFCumwP8rzvwn2L+b9az1v7OB7nLoBMBL8fN7D5CrKAXIgb+2SF/ALkvQD9QAkc2kJINullTVkoUMi8oAMCM//IDPqnpsURR2JwioH52r/O9rsqZdMiuhQh6Tyu2yKN4u0yPmetGiGNmUdiBT0f9VwLA5DuBD28EZr8A/DoJmDfWv17igC6ouhZw2nPfc4HT/gsU901ur+XbSnWpQ7Luexpw6gighXAeP74CPHM48GgfoDyA/6NvnrD8pzQ04rUWmckOqnc702MVURjl92toaFiQvCNkc8fCPDmxIAtmsndC8GsV8rkrQiWMpHmnE4zEXU4MVv+22oMoZM+lqjbBTw7pQm2Cn/RLkfRzdvcExgwvxf41XzQXNOOc6TGpCvGuo1kEIgfVs+ZcRkUoKp285tosEbsrGbVURdb97d35mLFkC56dvkK634anojCDBmsJf0WhDDkGS1xmkCh8dD/gyf6825Uk9o5swFmRWQEzIpj32077Vy1lDDhlnrq9sKaUW8pr0jc9DuO+RWZmLvM1nSoU96aqNoGj//cFjhwxDXEvwm3lDPxu8ul4J/d+e9OBxkoMXPY4NmwuwXMzV2DLLudZTslmiR3r+gRiZJXAsmjMMgSq0/Iv5PWhikIuAm/qYJXTQRSFg6PTcV/stTRKZODju559DqjPWHERhsBSGqqwB7bhgEiSOBbVrQxqwL+HuRwlPgoNEIsYFp/Naf92Dsty02NNFGo0b3BEYRqTT1tRKBCFdNVGVG+tmuEmDynyW1sBRETQiYApIQrpoJnd98t4uaPjgraCojCFAZtn1ONkHdr2tOqc1xo44A/OfkpE/fSaNxEjG0jKXgjz3wJ+fjezq5WNAdEUuy6korD9Pk4bYQcHFDSvnELrM1HjDLCrS53Jkujz5vf/B/zxTeDgSx2ibsdq4J3LgA/+4kRKVkE0+fUjCk3TIe0puUkHWZQsj9fwk4OqnU45vQYBR93AB/0R67PNJ4LathUWafvx3xo2zNi2FVYkwwe7A0s/dbZnykVCU4HMRyH7e3e7HhoaSbDd0d9ijA84qaLQ3Xe1yFW9791pO+YKxECI566nsREL8v+MV3IeBgBsq1CTeDHDynelF1HIfK+qS/C2s3TRy6uv3jvp+qS6FPjwRpwScZRaqfYnLjPpjfOBz4c5dRaJy82LLMf9m9Smfg01KRRNj1mT5/IkUaGy5m6HMnyZeysGrnrWpxSJfR9FvRGFwe8lFz9Cdq4SMqomnsCSTeXB1J6KcUafyFrpdlfxQhE11C8eO1b0IDNrGaJs5tItuGXsj8q06kqkaKLP3gc6X0jV/YtMxKGoyxYmynitF1E4xyKp+kccsntS3j3o/9vrKJr1qCu5V1R4ZVNgXd/4IMqQ1hPmBvO7yj6fJiFWu5jyT8u6xq4DY6XE1kdGjKcB3jzWP/1DOS/iqtgU/4RBIHPFpAAlf2X3zMtHIffMznmViyDPogb8ezjC+kGlz4RgepwwieezpYOZaGg0JtiXmVkHIIBySwZZMBPAWbURJfuU1DriL8Dxd/P7cgrk5sC2olBiehzLt4ggdsC0QkIWARZRmK6iMIjp8cVjLL9GIqjvRQCY+wYw8Bp5GVJFoWTb1H9an/ueDlz6trrO2Q4xQuC6H52oa0GiPee2AG79GXisjzUgE/02UdKtRXugNDmxqt1ltQeqJswp5NsGYNkf7X+29ffdM8CUu4GdTBRuP6fS4iq0F1E4/23gkzusPM96zB3Yhl4HUVG4Y7Vb1cuqWEX4LQqwDvKJ6WsmZaO6FHhhkFWfgddavh4/ucOq0+DX/QMabZhr+VsUsbuaHov9oG16rIlCjd0TbLCLW2IfODu4d6PlC48Qa5LB9l5FefK+TAxmAgC5dUJfHUJ5d3HUGn8cH50P1DHBSCQTnZykonDDziormulPrwN9zgDadJPmXV2X4POx350ek6guA4HlnwPrZgPrZuMydnaTsqLQ573A1LEQVYi9cZalqlr9FXCnnCxiuY1054TihN2L7JAqChVM4bWxj9EtsgXdSl4D8GQy85B6JJmPwvJNOC0yG1PNw8LJm1I0Pc6JEG82VtIuhrzyA75buQ2PDT4Y5x/axbuAVN/bkRxrPiI0ANvvGaso9GgktXGn/Hs+WID2KAUCrDlzYPMPRRQyYyzaNlJ1EySLnh2gLp7m6x51iZW5n00DBNTFaitU4MroFHxkHo01pLO6DE7d6vMwM9f5wcmLccGALmhd4D03Y8/PJLAsfL572trQ41grGCZbLjv2tq8fWy/reyou3wlpYDKLFYb4zI/Y2mwtl993Px+FXOAjAPhtFnDAea50CUFfJ1cUsvtJsu8NRkRnIU+oFYUazRwZUxQqTI9VikJKzLTaw3Jyy/6pfAbaPgolikJaLhf9TbGC71IUpmF6DLh7LpXZIMWe/YGLkpJzrxU3Wb1kLwQaoXn1V5ZZUdkG779Mmj9kEiKhNme0872oOFge1ME7Md33nyoK81o65PDcN63gMvOTBGuL9t7557e2Pncyvlu8BmyEOIO8wuQ5yIgwwFo1/vh2a79ZZ/npoOdAfVNSZWG8hj+/SbcBSz5Jpk227dZ7Ofu7HQ3c+APQ6cBkWT6TCdZkKMzgeNMvwPaV1jELJ1h+EndtAnassiapfqCD194nAvdsAW5Imihp02P+tzY91thNoTSnY54VSvoROKQPhdr02I0ckSgMQdBT8o+irIr2uTLTY6uOCRPAtOHA5H8Ao47hEzHjDIswYX2nVbrSuOClYEuxP3GZHgsgyXfH5dGpWJh/DQw69mBVPmJVgswEA07ko0Fm/GUbgVmjQKqcOlHTR9XREXHSDISfwcqIwqcH4rnckbgs+rl9e3/bXonHpi7Btl0eJFMA02PZvTJZpZqs+pJz+m6lNXZ/Y1YA/3WKa0L8bmBy7CseXRNPoKImjm9+XmJvW7ZZPYauifPPoGwxwKmqah/LUoQYh7D3gd7rVCMVy9wLKcZlrIpaGWQE4KOTCzDz20q307t2f85o/D1nPD7JvUtaju1jMMQzUVHjXK+auOnpr9WuDxfMhPCClBXT3HVgx96LPwae/z3w/fNOfvS9kQIZxS5KmEEkhSosnQpMuN7f8mjem873PCFQTNlG4Jkj7XPj1pQ8VKZeikJXn8dmyrg5EnOQ+ygMqSjM8mAmWlGo0bzBEYVpTMZlwUwAtY9CuiLoR8ywkAUzoQMkmemx6kWYUyAoClMxPWYGXWaCN1+2zQY98qVmoR4D5kCKwvNeAA660PL3WFsOPC5RMIowIsDgN4D9z/JP25AQzTLofR50txXxOghYAriuiidW2QjKBW0sX4ZT7+GPL+ronT8lCtkIh2KQFBaJWtgvxaJioKLEWgmM11qDR3ayULaOf07qqt2KQtZPp0o5QNt27xOAWc9Zz0S/i4CO+zLm+z7POksmm4ngZDrbn7B+E4OUCTjPbE6BRY5SQnd3VRRqolBDg0NdQjFRYPqoGBKoRQQgBFW1CbRmkqmia8rUZukQhVGBKCyviVsRJyVpY3ZaAqycYX0VFpRo7VqhAv3iKwHye2dnkCALXn14iv6pVRGaKSj5cn/Oq4HzTHCTbNWkUD2hNZj3oqiQYX/ZasHXzgK2LUeHXl8DuBSAE/VYNW/2JbpUYCe5MpV+8p7/PvIzluBiAMCxD02363TPWX3l+XLjXvm7IScaQXUdf5+ra2q9FXYe791gVyDFSb1t5cOXX1Nn4tGpS7HXilU4JvkqHPHJIuy36wD847Q+EFETF+uvrs/dExZgxKl7AG/8Aeh/GXDkX5KHpGp6zCoKJRZIhADjr7JUwyf/G56QPd8B6pLwIqw8FIXxfMv9jtgn0qjtAyNWFOpCw23Get+HC/DGrDWY9vdB6MldO0ldmG0fzd8AoC2zK1zbMQn4az7nVWDAVXwiVpm56APrc+N8e5O0TX/6D0uAMfgNdXQjCC4T0uGyxl5kfbZoD5z6gDodK74RA8V8+TCw5Vfg0/8DjhjK7aKkm6yOXopCz+edaUuuNuMTzARJopAQea9aE09gc5kzx5r080bMXDIFZxy0Bx680MdCqYGgFYUazRspmizYqCm3lEI0Um9YRaEYcMELUtPj5IuXEpScotDjfFhCKV2iUFxltCf5HoNoSjhVlyIZZsxdjyCKwliuVc7Aayy1WSTH+w+GNcBYPyfQaTYoVI6iux4ePI9ojnNvxNVb1t/hqf+1gn6wf/udCRz/T+/86X1jX3hxhXJVrANVRU64DvhPR+CBzsCC96zV4toKy3+TWF+bKEy2Bdv0mFEUdhIC/9Bnodcg4M41wF3rgMOutrbRNub3rHMRh8OsojPXJVED7Nos36cCrRc9XzqZSyfQUlOEqg/x8o2qobEbQOl3i5mUUvWDSZL+/BhEFCqziCEhCuPCuCVEXxgTSI7VWysw6JEZGPbRQnc5SaIwSDf3Ue49eKL6HmDeW87GIKbHXi5WMhXMxJVv+BkzH/U45MFrvsWVX/4OQ6MTAbjVJ1LT46QfvaI1nznl2iaIqulxCKLwvBeccQMLj3GniQhgAK9/t9rettErii03Jpa/29kgL3YVDJ9woor3zP7GGgwpf8HfOiXVBb7kwrvLR2HcxC/rd6Kd4ZDoBgim/SoPzlYrEIVeisK3Zq8FvviPZRUx+U5nRxDT4yn/BN65nE8r+Ch8/LOl/DHrfrSsLr55QlknG1JFof/D4SlsExa42ejHCYmi0Mtsn8Vr362BSYBRM5YjjLlx0PxZsME3CCH8GHPrUut+copQ7zIM+7lnNn7/HLB4ErDma89jOUVhJlRv21d672fbovicCv05ZxZtUrU9EdIAsaghPQaQ3R/mN9OWPHtGen8EH4XWNvezlTAJThv5FYa+wc9Xy2viqI5nzxhYKwo1mjfYVaVUVCrvDwWWfOz8FpVf1Edh9U7gVUbBtmGu9ZmSotDD9JgjKgQCJ68VcFhyhYlVFKZteix0cH6mxwBDONVZZFIk6r7+soG9GDmMXpOTh1t/fpjyT8uHRzaacqqUeR32CZ6HYVhEWe0ut0KRVRT2G2z9hYVswO9hwmEThUbEWqVe+z1Qlxz0JWqB8Vd7H2tHfabBTJL3mzU9btsd2LLYmSCwgV9E4p62dXEyUbHVGgzRZ2vFdGdfqg68AWAn4+smSP8iBm+xo4tnYXutT+ioxxoaUoiTfxuMkor6UyIgqKwNGkEzAFHo9dwJz6qoKKSmmtN2bMawPFhjoy4DgZXTbUWh1wST7uoRSZIiC993dsqIBJ/6cchUMBMBqUyX05pkf/sUYmYt7sp5C88nzvZUVLkmtMx7jlYhnSioiOQA/1hlqX0+vYPmzOxX3w/q52ve2p32tv06t1SkhnxMLODQ7m3x2SKeUIv4kSiKd//E3H8iVmUCE2Et5KrG8UrzWB9EqOkxn7ImnkDEMNAeDlEYAUGJwu9aGKIQALCrxLu2DJNfnVyAyM+JOn7x1s8BuhxmfWfuyc6qWjwxbRn+yqo3ZX4HVZD6KJSfS6x0De6KjcHniQEg5knqPAVFYTs46mmTztsYGB46WuVVJYFS2fkHT02PcWApCoV+rHyjcJ3C1YFDMlq8CryPQs+kwSAIHbz6K9f4WLTsY0DrJlcUOosJdQmC3JhTqtTdAmBdcw9XRtw1XTzJpXim+coUhbtq4koT9LT65gxDE4UazRssOZPK5LMkqYLqsB/Qrpc7WnFhB8v8uLbc8qHHwojwftT8IDM99vJRyCq9Dr4EOO855zenKEwlmAkzQBZfTrQOXgPz3EIrD5KwVIVSM2NJvUTn5rLjvEDVdtmoSKJtsaAtsPfJFtnXZSDQ2sdhtohYvnWsqFAME0FZBRlR6GV6TMnKWIFlIt73XGvQV1sBvHIa7+sQsNpM3z8AC8bzZKA0mEmdsy2vpRP4xWOQoIyaO/VfwPyx8mPCtBVRqcgOcAMpCimZmzxf22Rnd1UUatNjDQ0WSh9LzGTFJgqJY0ZKoeah3DticWGS4tUXdjuKP9aQ15Ob4CTf8TmG9TxbPt3lFXT7G2Nyov2sF8kW9RiPpLgQkxcL5qOwjLRAKyMYMcIpCpntL365EtfSHzvXALNGOeahFB32AZLu61phl4soZCetoljQYK4BJStVgsJAPIBhMCaBkoyYxeaJuXcD8x1S2kwShaxvLk/+NIAljcyq0BWgQITivWu37UUfOCacIY73Nd2m7zlJMJNoxEA7wyG1IiDYWVmHmnjCRVyL6mNf1ZpfILXk93jCRP9/T0XUMPDzsFOdYEkK4UVdXPK+DjOmCWF63Om98zA0tglDYx+j6utK4NR/yfMUhBTsNZU1Nrb9uO6f6rL6nqNEWaauggsuH4X0mue3TlprefjVk+XntbNcHuWXgo96LJSzcb41xj5pGLDXoZ752PDzZ+llEi/McdjaJGxFoZAdCOejsDZhIpfp391EZTIHYf7jaXoMWKIGbn8yO2lkb/cm+7hUIs7UEzRRGAY0WltNGdDvj5bSRSO7kS5RSIMeXDxGrvzKKQCu/QLY9DO/vbYCaLmHd2RWEXSgKzOzkPooZNKJJnwFjLS+oE3wOlBwpsesBJxxMu5FQBqG9TKr2m690MRIu4DcdLn38fzvsGpIFVGUDaAvxo59gAteTD0fSpS5TI8ZRWGqyG/j3uZpepx8vuj9jeYA0dbWvb9lnptkjEStVekF4y2S0RXMhCHLWRKRIwo9iFDaJsXJxK5N1udeA4DWXa2J46+W+VbKfnnC7KOwTY8pUZjF7bU+4UcU7m4KSw2NJJREIeubLqnQI3AThSoEmnbI+sKCtlITTFFRKC0x2R/H7PqGkaIwaW3H9ymaHjP9K9kwFxur03hHskhOJktJYXCiUEKOfb9yGx745Fdcy77aJt/pJgoZVzadjR1cJGOAJxZcTveZe0sn06rJaEZ8FDLju4Miq4GJtzrlU6IwqDSJHesqCAYZR8KrhGSKwjTfM79OskiSY271T8siqiAK6xKIRgy0BkvgW2m27arFnm14CwqXolDiXoAD63LFzt455r05azHgwAoU5EZtf4/l1XVoI9QFADfeiYDYAYucpCGubYhgJrGKTfb3gu8eUROFgqIwF97uaGjU43AIb/abKjgfhXT8SBLw7BPDoHyT524uLpBY5KtnWbzIK6cC/9oSrDzRIkqEl+mxYEnEWcTbPgplZDBDFMZNgHkNKBWFgiAjKi7AiOmFeQB1fyCrT7j3YeNBE4VhsHCCFa0NAL59CrhmKlC8f+PWScON2S8CMx+0Ohc2slJYojBeC9QkgxV4mRB33Nf6SxdS02Pqo5AqCgUfaRSi4+iijsCFo61orP0vDV8XzvSY6aTZa+jloxBwiMKP/+aflqKoGGi/t+1XJ7SiMJuJhkwo/gCHKItXAeWbgdkvWIqLDfPSz7+gjeXvb+UMx4eISlG4fZUVVRmQq/wiESdKMwtKZEqDmVDTY5YozOGjnnmdn0qRRp+po24EDrzAGlkMb2NtyxhRGKDNKU2PdzdFoSIgkjY91tjNUcRELV5tdnJMcRmyJMpEr6wUoh6rJh/yiRAnWZE/d4a8jxKjHjs5MuUnCRGbKPSYF3nOs/38WQHeFg607qXrYLwwCNbyrUJhzh7mtz9Z6TJ4qNwFyCKGevrn4wp07oFBo2mmAHqYOphJELCspK2bYbYJYz6GGEggAgP8PVdOmqt28GaRivGI7GhfU9x037s/JBd8ux4R7jgFqV0TNxExDM63Ij2HkvIaX6LQ985JI806x6zfsQuvvz0Xz1zmqMK4ABCmfC5ggKCA8QEIIxLO77JsMTrdeyMQhYYPqefFEcrapgHDXxYo81XH5BoGnKKQjh9NU3iIvPOkRHJdIhlcg2VGyzZ4HuupKKRKVdEdlhdUPtspPE2PmedAaDuqPlGssvjsKIlcgdAUVZ6u48yE9D5Q9TmO+4fFT8DbhDt79ISaKAwHdlW1pgx49kjgtgVAm66NVycNN35+x4r4KiLs5JMqmIyIXGmVaQQxPV7/oyXxBrhoVlIi7sDzU68LZ3rMruywRKFP99G2u0VUrvkmXNlnjbQi9QEpmB5nsUKLDnBFv3phQY+vqwK+e8patGARxi+mDGc9bn2+fq5FGKpe/pNucyJYykyWVaBm8fEqhjgTTY9rePUdDRoEeJseq3wUioSkYcB6FZNwbSVjikIazEQSLXB3gK+Pwt3semhoJPH+Dcegx52WX2SO3GMIkgjnozC8orB9YS62VdQKLrYUfaHdR/GzGl9FoeEoCnNC+CikqI2bsN/+W5bIE3EVCqAo3LTAo8KyOnlPvOn+SgRXKLKCUUpABPZbSHgCycv02DMbanqcsemot+mxCDOMonDFdP79GML3Hff8hPBRWE1ykG+ECH7o8u/GXg+Z1JEGM5GbHrMm05Rg2lHBjMNWTAda7oGaOL9o6kuMVstMj/nj1+2oQpyJvM4FRyLyuUAEBPlgiLloLn5ctQWHeddGXgnPbSHgaTIqI/5I8nkIUS7XfvzOgd8f5JHniXQ415xa4Ljab/C6mwQoKavCHnSDz3MlU+2lBRcB59EXiaQzKxao3cURuXbUY1k2TL1F5b6aKOQJ54iwtuY6ThjLO8FMktsLO1qf0Vzv90sWMYWaKAwD2UulbIMmCrMNdDJ+5mNAj98Bo462OtiwUY8rtlqfBe08w8ZnDFGJ2ST9Tk1Otix2+UAA4F69TReqwcFyJ3KeL1H4h1FWxGj7+KQ58rgrvY9jn6ewEZuzOTgEXUFLxzQYcIi2uipL1QdYPg87H2iRaIf6XN+goKuWwovSBg3kse9pllIvKGxFZI3bFFcWzCSaKwQw8VIUKogmkSikac14A5seC+bhIiHfEP1MNkD7KNTQUOL2U/bFuM++RLcIs+DJPBNUoQcCVzAT1dyD919n0C/skfL3psKPqhj1WFaO7aMQjI9CBcRdO6rq0IlWb+tSMbm6ntLMk+fFTIajSCAB73GTtLqdDwLa72MFW0le7PWkAwYiQB1hTVbboQzv596H6l8vAvo9EDw4gA9RyMJr4s36KDzYWI4uxlYAZzrFBJmlyvLnTI/VY7c4CeGjkAbgaNcb2L5CqUSSBi/wMz1mCAjTJHjhK0u5uhWt0QVblfV356N+X0mVtwp/mlYwE77e9HmySY6dvwFv/AEAEB80mzvelyiuLnVvE9qUSQhHohBFWhdRaDhEpkkIXpi5DIcFXeeXjcHSVRQKfZmvotDjeQnj91WFVHgfNneTXchRmR4HIvAIAAOEENw45ic4IaO8a8grCq3P71Zsw/8+/RUfBijVhZ1rgXevQCuciTIUoUdiDTDpr8Dv77BcdnkpCtl7VbsLII54wI56LPJ38F6YcJHsNAOBN2DfMkR2nBkHe09ou7NJQWbhzetuZW4RJ31oojAMaGM9+FJg3Q/AtmV6QpONoJ1p2x5Ax/2AlnsCpWv9VSpT73FMKQHHzLewgzx9puGlKOx3kVUPqnJc/gVQstBJF5ZQ84NhWB0aMflOeuVM57sf4dVqT+DQK9zb48+7g5ZwxzEBYKSmEh6wg5lk4XPJBv5IB1RRGK92VrIHXgPsd3p6+Yqgq5Yq02Pqv/Ok4UBxnxD5MkSnyvQ4Ucer71i1iGcwE4WPQlHJB6Sm5qPtat/TgBPvs+q/5JOkq4MwUY+polAk5HcTolAVEEkThRoaOLxne9yU9zfl/ohhWrwegIqAikJ2QkNVERwhREyF6bGcKFQpCg32W0Q0PU5RieLnozASU0fmAJzzYt5l+ahFBXzexdLiDLusVM4mYRIMjU20TMp/fRrAAyEUhewE1ETcZd7J7leDzpcNA/gw717rx4YLgD37J3MJOUmVXXuPMamJCAwjYHuoS/qvK+yQJApVyic+r9xYBBGVv0/7EGf/tMUl+N+n1iL8OtIxSZ4GhGoxFQ5JzoFGPXb5KEyaHksUhTYqt9lfO239DkBHdVoRzFhn8aYy9OncCux1i8BEwiSoSyjyYevLjLFcpscyk0zPegVXewYG1/7EFi1XFKqavZon9CHpCH9tA+WpgNRHoWjmGuCaGSCgd2fBhrLALJDIsRFCcMmLs6wfzNq9zLWCEos+xJ+i+Xg2cS6erfgb8GOd5Xbqyonw9FHI9ns1uwDG9YPzyIsKTuLZzypNwwWLKrcfUJEoVCgKaZ3tBS3v+mQTdpNZSYZg+1WKZLcvtN0dpkAKBPV7NfdNy7yc/tUmB6ddBtZPPUV4+SjMbw0c+zfglP9YfwdfzB8b1AdgGMjMeGl7P/Z274G5Fw6+GOh+tHp/NAfodjRQWAzseUi4vG2iIQt9vtHBpJciLggoUVixxSEKWXI1U6AqPpnpsZlwVqdbtAuXLz1/knAG/TEf0+MOSR+g0Txvc3Slj0KJojAVM3V7oJYDdOprTawocRkkH/ucBB+FwO71LrHfpUK/Zd+/3ehaaGiEhBP12G16rJ56yMwJRR+FHopCIecYQxT+47Q+eOLi/sJxcEU99vZR6LnTva393s73SAye1Nj8d4BRvwM2O4ur+VC41AgBx4Q3OBKEuFVmqlN3yWJERSG/m62HJ28qMz3evsK3OurSwh1pwgAh6gjQHGigC2pVo/JRKGTQtkUOP/n3IaO27nLIvjLisRgpg4dvNilRSOcmAUyPDSbCubXBmba3qORNnpUBGSQ4beRXrjpEQFBWHUdVnVNnoiKimL7CIgpZspT4k5Ys6kNRyPiBfCf3flwRm+pkLUsenh4PVceUFIWc4pYwpsd5ivL9r7mh+O43nxNJLRUfmEiR/LKDzWz6xfr0UhSy+2oruLO2TY8l1eD6G2E/6xeUg+DGiNPgE0mbMePCgo6gKOTG/PIigdSn1/UBrSgMA9o4jah2up7NEM3aVH7LXMclO6M/vQe0TireIlGgXa/M11EGmemxqVDe7HcG8BkT7cvL7CZVyJQEYnCV+sKQj63BV1hSLatNj6miME2ikB4/5W5nW+su6eUpg5fpcXUp7LccG2E7CNjzp2SjZzCTXODoW4BOBwB7HOz9BqUmPS4fhYKJM6BUyniCqoxZZ+RhVHAJwSejKrp4c4fK9DibFcEaGg0Ev0lClCEPRKfsqnmar6IQRN4HRVSKQuf37/bugL57tsKtb89zJkYAjGQ/eVRkEUaCTjZTmUgmj2FP7oxHbBNMt6JQ8DVWVwFs/sX6SyIIUSg1DrP92wIkeQ3CEDSm6VZbKY3QCBFU5864JoYEDqj4HnPhvH+D+yhMpueZgkDHyhHu2HjS5FslXONAicLCpO/leLXLTUdJWTWmLS7hDmvbIhfR8uCKwrYtQvrDZiG8r9jTyvVSFAqba+IJRCK8otAVJoaNXu2nmAwCjny2vj861TGj/2DuelwuSSuaHnPkJjF5s2+xHbsrIdmUptqKsR45IsK7azJ8CH6X/lBZF6L47t7meuYDnN6OCmccSwjc49gUTI8d4kpVZznEa0AIQSxiuCKvhw2w5FKmRyX+F8X3Eju/q93F7dp/00TggUdQ3OssAH9wDoG4MOGnvqWKQsH0mO2O4e+j0LnegqKQEB3MpFmC3ugISxRm+eSurhpYP4d/0Fq0t6I1ZxNlnUnYZm1UURhwIk9JsHa9gXY966duXqAdZO0u4IXjre909VScUHfYG/j7EuDR/azf9XEvI1EgAb7js5+Beu46IhEgkgKh1hSCmaRLFO57KrB4kkOk9T4hPFkXBDHGX6AIanac29Lbibw0X5YoTDrX9gxmkgPktwoWvds2PVZEPWbrmkrEYRnBFYYopBHa6LXlfBRmYZv1w4L33cGKOh8EDBjifRyrzGShFYUaGr6gk3CT+CjxFHD8cQlqoRCmxzGDURQZsgi6hh31/ojIYuSiTm1q9dts/LF6HO7HKU51/BRrrDIjEgU3tYrEfBeG841a33my8tLS62cTDsHvgewapOKj8OLodAwumYk/5bVyqsXVI4iPQnmajPgo9GiXUtNjVXpKBFBFIWCNpXId1d9ZT33tOqwgN+oKYPH1sq1Ys70ClwzshkjE4Ma2rQqcdzp3ZkWdgF2blecCILyi0G67IskCRA0xmIlaNSaSNKFUfJL8aLnfrnDMm//14UJcnu9Oyz5fEUsjyuXpCiTjNUepF0Wh2spK1mdGDHUVxdQ9jY3ITbT3J+YkyjKvOrB4cPJijJrhqHylPgrFqMdhiD+QUNNGsY8yCdCuMBcl5TXC9nBtsNAQFMIyolDkWQQrN7bIQze+BdRVovWSd8EShWLdXIpCxbVL1NVynmz5qMeSvt/kyVv7ORB9FIJ4kpXZRM9oojAMaOM0IgwhkeXKh/eusUgFEZdPsAgGAPj2aStAxqC7gNb1YMLY0BDN2oKqP20SoB7MeIOgoJ1FvNSWAxt+crbntpRHXa5vVZ+MdGvsa+SHbFb61iQHvLmF6eVz8MXAQYNhv4zq617Ypsc1FvG2YDxQtdPaVvqb9dkiBYLSMKy849VW9HhA4qNQUBQGRSjT4xQUhVKiMESbs+vRDEyP66qB96+TT8j3Ptn7XaKDmWhoKOE3R7AVhXCrElSTD3ZC44ixQpgeeygKI4Zhk07cxOnQK4CvHwcA5KFOPa8efTquMuPYGa2Q75cdyC6yqJTJHsiDj4UJVNNuR1GYClEoE4GpJ9fizXUOPi1qBbLoaDiRbIPOLWmb4chdlyLTD0waGfHscU0SkqjH0tRlGxy/4S3aO9sFopAlK/50ZDcMObon/jnhF5hMG528YCOu/+F7AMDW8lrcetI+vJpONjM/+X7L1/Z71yjPxToRNVHIEuo2FKbHBERiekyTulW1CVOuXgoFDzLLBdlcIHmcGCzEN5AMV4dk2v3OsMZoiz5IX1HoKWZw5x302vUx1mJy3p3YubwYOOwFJkvv48PyPixJaGfvZ3ocQlEofveD2/SYoH1RnosoDKsoLAIf/dghCtn2JJoes0Qh/84rqNspLUfm6mDVVud9IyPkK2riuH3MbIxitvIafJnpcUJ4pmj5oo/C9Jt4Q0EThWFAG6cRbTo+Crcusz5bd7NerLs2W/73fpttEYU7fwOm/tNK06YbcNz/NV5dMwXRXJeqjPxUKuz9bQzktgBu+BYo+ZXfXrw/Nyiywb4I66PHYSTSNsxGvkZ+yGbT44qkaUxhR+90QdAgUbgZReHcN4BJt7nTFBanlrcfUbhxvvXHbgsClZsBL6IwlI9C2rdIJqmBfBQ2I9PjRI1zPY79u3UdvnnCuq+1igk/hWrBQROFGhqhTI+Dvvp502NqOisEM/GMeswXxPoolL6ODMNx4QLL15pyDpl83v8c+0SRwE2SuPpg9qIFIAoDmR77KAopeRNGyRVKUejjo9ALwXwUckd45ucNH3WhgChM9K2Zj2rk41t0UJf93O+c7/mtrbG8WZf0bSz3jXxwlzbYu7gIubEI6hi/YzWMif6UhZtcRCFfXeKUufdJyvOwIZgnEuKcT66MkLbH7i6W31LnciS8mgwSTY+DtkOTCM99ElE/E3oPH4U8zUz8/UNy+TJqq1QWcDOACASfnQzY6v8uYrkvaFNXAn9i3ENRGLJ+Juuj0CaaBdPjED4KLTWcbI+qfP43IUC7Qrc1kSX+86hHh32tKPZtewI7VgVUFIrBTNjffFl5CfXYkyUKP5q3AY9/7pjYy85++pISVFdXA8y0gTM9lioK+bErfZa3lFWjGyCYHnsoCrPI+FgThWEgNT3O8gkNDRZw0atAlwHAV48B04YD25KrFZsXOGn9JndNBWJnSl/KYiRU13FUidiIj0Wbbt4RgVkIUb0yDts3kSSYSWNeIy/YKsgsJF0qtlifRSmSaw0Nqij8+R2n7+syEGjd1foeiQKHXpla3nsNAFZMs77nFgEd9rG+F/e1Bues78I9+gfPV9Uve5oehyEKqelHqj4Kk/WQmh5nYZv1AjuQG3SXdU1+eDnpQyqoeltUFDaR96qGRiOC9eskm8DJYEiIQp5NIvLnjvZRQsZsHaSTGgKOsIvC9DW3a2lUyXcEUhSGIwrzjDp/oZPSRyFfLTdBo57kJSQ+CtVEipoolJE6vFpIDTsIi9L0OAD8TI89cHVsMrBtMgCgNHILPjaPlB/KRPhFbgvLiqamzlKzK6tl1SsvFkFcQdTYE3S/d65hBLPYEBSFlDYzYOL+2Kvu9Mn3nux5EE2PWZ+fEL8JhwdViNVxxpRMvwDaLti8FURUgjU9dgcv4QnOgIpCwJsozJAgIqy7Bjb1RsIoW6mVkAy/TuL856Xio5AFH/U4qSh0RT0OpygMIzcQr5lJCKKSFSKT+ES8pvl0GWgRhRCJQkqCBgxmwmTZw9iIPFMRFZ3wgVaemLaU2+1SFBLLA63oOkB0seHqBQXylu6vqq1LstGM6bHHZdptTI9HjBiB999/H4sXL0ZBQQGOPvpoPPjgg9hvv/3qs9j6A2t63FR8KVGikCrS2ve2PpdNBd44z4maCjSfyZk4CQ0ykWedbGerWa2IelcUepkeZ2nA9GxWFO5KEoWZUBQ2BGgQHzpYj+YCF7wEtO2Rft6XjQN2rLa+FxUDeS2T3ztavjepiXNekbMvCJQ+CuvT9DiMj0JRUShf2W8SMCWD+6DPnx9R2NSuhUbWo2mNR71nCWzUYxJwQiEzOXMpCmXEicpHIad6cpdDDAMGM06IwFtB4Q3JcewYRByzZUhRqAZvauuaGLPll663zFeTfb0sKmgqikJXEIAQoLdZFfWUBG1UkmMdBLvXh0d+xcfmkf4Jc4uSRGGZM6+RVYUmj0VQrVDI2e2QVRSq1F9BrGcUIoQ+xm84KrrIvUPh15kAiBpA1JCZLtIvagIuqKIwwRKFnJmklXdBTtSOps6bFDNlf/oPrlzD4MtmFcf+73NWUSgzY09C5i9bmaU/WcX1iUYwn30VYHxs71wjL6+uCnjnMu64lMzCORBnLpZW1GNVO/dTFLqJQhnhmpBFApbVMTmudxOFEtNjL0Uhk+793Ps8S2YFuGKfK7s/hLgj1LPPmNpHIZuvyefPvBs2l1nnno8aDIrMx1fmQaiA5VJstyEKZ86ciRtvvBEDBw5EPB7H3XffjVNOOQWLFi1CYWGafroaA6yNeSpma40BGmmV+rPr3M+qe/VOYMUXfNrmQhQmhEloNMBEnr2P9RFBuD5Q3/WURj2mz0CWkqnZ6juUEEdR2FSIwn6DLbKQqvvads8MSQhYEzu6aCEipyB1/5sy0o4Qx0SWIwpTCHyTLlFI2wBLFBoRKM3+shkyFUDgwFHaR6FGw6IpjUf9JgkR20dh8DVCdkITlfI6RN4HMQoIFiwRIFemWdtMRBCBiYin63YfSPyzuRSFGTI93llZi8c/W4oLB3RVXFsn6gH1O+UmCpN1WfY5MOYCYJ9TgEvfBQwDpoQVDEygMulkpBBPfKizoWRlWsFM/ILNBDyn/SLrkkf6pI/EHCuHuJei0PosraqTKvMAJgiIL4EVVFEoJwqVfjBt11USRWFEJP/UpsdiuzH8TIeTUCkKo8nv1XV8oCInKZN/wiHtIoZbRcYpXjcvBPY8RN0obdNjw3sB14MglmTqsYsShQ48W7wqYMiONXy6LUstCxyJf2bxeQ3bG/KKQoXpcYiFGFd8meSx363YhoUbSnHN73py/YMsmInUjYJJJP7+2HKS+/KtIEyFRhWv2tv0M7Bhro+ikDc9prVoZ6gVngRE2vdSuIlCa2ErJigKxT5TShRKfBRGJEThrW/PAwD8N+dlnB/9Gl8k+uPquuxz/1avROHkyZO536+++iqKi4sxZ84c/P73v6/PousHbJAM2tFvWQx8+Yi1Ytjv4uxSWpmm07HmJBWF7XoC13zmmB4DwHdPAZt+aT6Ts5QUhUzH01QUhfW95CBTB2W76XE2KX3rqqzo1VsEn5NNhSg0DKDrwMauRTjIfBSyg/h0TY8Tgv9TNh+/NrdxvhMERiQsiZkdbTYMbJ+ujAogqOm/9lGo0cBoTuPRGOOj0PSZcHZAKbahJTcRpool7siQUY9ZRRuvKORhwkAEFuFhhmA2ebJKpij0Mj32HxupSJx/fbgQE+dvwGvfrcH9fzjQncBwBzNxkXb0mm362fpcNtVS0LfrKTU9Vs9f1YrCmOi7Dj5kB5sNrXfGhpCpKwr3Ntard1KfhIBFDoYgCjeVVqOrJCgIANTU0UikfFAEWdpgikJe6UazUhImyfe/qMgihCCmVAmKn+xXgidznsYBxmqPSjrH1bFTf87vpRNN3a6qGOYVsMZBu0q43MU2zSkKXzweOO5O4Pi7FFVjFYUeRGEYRaEnJIrCgPQ496wzpsXYMBeY8T9XW2Dzl1QhMHgfhdT0OHzUY0dNTqSmx5e8OAsA0KVtC5x2YGe+fLYkQqTDPF9FIc0nqSgsQjUK2YAmiVrghUHJgI20cI+ox189hpb73eYi9Ijw3BIiV3NTuPrw5PnlGqLPQUZRCImZtcJHoUxRuH5nJQAD50etqO0nROfBeS1lj6SwQWf7paWWMqVdO7kT2qyHrShkfBR+9Yizv21PoPtRDV8vFdiXaQ4TDKPLYdYfxc41zYwoFPyRBZl8corCJkIUsqhP02NOUdhEoh5ngzpr23I3SdjtKHlgGo3MgN5/1vSY9R8UYYhCg5/sBYLMj2lQcmvDPOf7nv2ZemTAefdvPwDz3wL6/RHodkTq+YQB64qDInCEeXodBRMsTRRqNBCCjEdrampQU+NM/MrKypRpMwm/KULEMAGS1FIIZqIs+XCE8SveybsfnyUGKBSFQkkyZVRE3j+FURRacW7lpmqB4NhdMvVi+mAjGl5RaMgVhQvXl0rKFWArCpM/VUQhuzAVr8GOilpMXbQZxwgzL+V18TA99oOXM3xKBPG3jTE9DlSAj4/CgPe6ADXq5HQcl98G6HU8YNwfOO/NZTXorjiTitrk+0VxPZ1JfXqKQiUUC+0EQEww4bWJHfsRYAOwWN87ohTnRL/zLJJV+CVYiohVqRru68UHJUnmUb4JXgpjqzxhDD7zfx5EIa2bj6JQQcLJ8wzX13iR5mxO3PVg542/fuSZf7q0D5EqCsNHPeaTsuw4X8PvV23jiUJhNUOlKJT6YOUKTtY51yIKC4watIDkvnIkvniezL7fZuHQ3y5GV+NRPonkGWsV34E9UYoN6ODaJ1NoW4pCwZTYL5gJSXDvH9vvp4Qo9MJuY3rMwjRN3HbbbTjmmGNw4IGSVTo03qAsMIhEUciiakfD1scPrEzby5RPNrluqjBNp1MRox6vnQX0v0wxwGmCikIO9UEUUvN6SfSpbCVTZXVuLNCXess9gKFfWd9btFen10gfdoRzBVHYmKbHNFjUgRfyfhcjUSCB9MjtD663iOnFk4Dbl/qnzwTYhTOKdH0U2s9vM3gXaWQtgoxHAcuv4fDhwxuwZsHART32ePf/OfYxAODk6BxMTxxsb6eTYk77YcaBb590Z6JSFDKKNpmPQjomobqVqGFm1kehK5gJuy910+M4MyGW15ZRFMJHUShE53xm+nI7BxbqyyIxa/MEo5CihVDXFmw2tullOBWmElK/csHudYwxo+dAiFPvm34UFli9TAitulTUxrk2yh5zcO084Nsl3PVU3mvDgEkMKYlmIyFvS0pFIQ1mIpSan9iFkze+IdTArXQSvwbxV8kSHnWKqb+svtx520ThRuszr5XlMxLuZ8A3gjILzq2XwW9jUd+KQpUpPrs+wZ5XqMVd4vHLH5aiUPRRmErUYyL9DgB1jBO/TaW8atdteiwPxmGaMjNeFsl9ybFiBET+bHF+CL2iHlvgVIkAauP8vSEA3q+8EsgH+lW/iDLw7kbcZvvW+XkFMyGQEMBmnJtneJkeG0lNogxZxBOGCnqTFm688UYsWLAAb7/9tjLNiBEj0Lp1a/uva9euDVU9y5fIG+e7fQ6wYBUUsoFItjlgp0RhNM+b/JJNrpsq2HOgg0caYXTuG8CiDxXHaUWhC7Kox01FUZgNbdmOkJtrBeko6phdrgmaI2zSTmZ6LKgDUgpmIoueHJIozBX8oWVCUbjNmoBi1+bU8wgLduGMImM+CrPsXarRrBBkPAoAd911F0pLS+2/3377rUHqp5qwUkQZciVo1GN2Iu8ES2DKoQGkXJWh/ZNaQRSR1JfQ4B3J4w2Y6Q9TOB+FopI5Mz4K48xk2a++dvRg18SYkh28031bySYguI9C735R6qNQMp6VKwqZYoRpam3cxPItov+vwB7ePKEk09hzpe+YAFYANMmoywZwebPX5rXYA8DUeyxf7bI8hPuZ8JsqKxSFyuAiyfGDIZzHCdvexpEl70jzkNHXVFEYJIgJa2ofJ2wwE9b02J0PRyaLRGErxxefeB9FJZY32AbpcY9DEYXqa+I8tw6CtmA+uEvwc0w3mAmvKGSCmYTk5llKX/S2V1bltJHSKr5Ny4KZSBWFQaMec320JD037/SOegy4267X/exqlLi2ydKbkmAmvFtHmemx6KNQbXqcTWSgFxpk1nrTTTdh0qRJmD59Orp06aJM1yiDsnitFZVszAXAimnAd0+r0xJGTSVTFGYdUZhk2P1MHWWT66YKGVE44Cpn28618uNkg5ImhfpQFEpMj221ZpZeI9tJdBaYHqvIEI36Q9RDURjN5WdGqZipy4jyoD4KqT+b3CJ+e1C/fl6IMYrxeDrRPENAZnocVKVp+3rUPgo1GhZBx6MAkJeXh1atWnF/DQG/CQRVEFkTXrVSRaUeccwbWTM65pnLYRYzlD4KGRImWeH9jLW4N/Y6lzUlndKLegw3ccAsuu2qAzJlelyb8KmjYTCzbQVRqLBsaJEbk6ZXCwpFFjiFd4RkrOb4KAxGlUz7dbMdBdcTIUyP40lVG6uO5SANMBh8an3agZ1xdr/Oru35MjNHWfmA3abMkESh3eZVKkRbUcijXd0mdxWSqeas2YEHPl6E6lqnLHq8p9oxiTyGGI8roh7LSFtpMBNK2DGLnqKCMJayolC+MAFAqdyU5+lBJstcGUDduljlp9L0mKKL3K+3K5hJyK5QanrsKj+4opAQ4jK33smQg+IigmxBSmV67ElcC0ShklTk+hJ/RSFtfw6pL15v72sjCxpE4Ca83YpCCVHIwEtR6IXdxvSYEIKbb74ZEyZMwIwZM9CzZ0/P9Hl5ecjLy6vPKrlRstBynEkhqj1Y2CRJRE6UZAM5wYIqWHJ8iELZ5LqpgiU76aSz13HAIX8C5r6pPkd2e1OJesyiXnwUSsxnZD7asgmpmJPWFzRR2PDw8lHImh0DKZoep+GjUKko9DC1CYpYHhBPLgzt2gy0aQA1vj3gS4E0VfUj6RKFNbuAsg2WaXerPVLLQ6NZIux4NJvBmR57vPpVcw2pPy4iI2YgXzCE3EfhlLw7meMoyWLYdfYIOukPkRRl6vhrSSW46XkgRaF8YTzBkHvqyaUYzETou6V9OkFhrnwsoCZQwxGFPO0nBJiSlRdQURiX3TiusPDBTOJGDDEST5JcPooi13zLS1Ho1CUmCWbSTaImsnIkrrQUforClZt3oJesLqp6KqIeb8zrCZQLSZN5vPz1KgBAr107cAmts01U+48dWGJcFShIShTKfBRKVGHisVFDPQbYXlGLR6cuwZ+O7I7992jF59dIwUxUPgr/GJ2Ok8tXAomjgGhMfj1Y9D7Bin5cU8ptdi8OhOsMuWAmKtPjAPNAw6Od76xkSGgXMShTFMrrGchHoWCC685I8FHIhmmWXHeah2lEEQ2hvKaQkZsJk7hMj+mxl0anIWfWUhhGW/4g4Z7YwUwomR/xOW97X/YwhfXKiNx444148803MXbsWLRs2RKbNm3Cpk2bUFVV5X9wg8HgJ5At3E4ubdABhBGVm6dmq6LQyz8hEHxy1xTAnkMY80DOrDx7HtDgqAeiUKa4otcvW82zsymYiSYKGx4yNwriKixFSqbH9J6mY3osLNxkos2y/mhXfJF6PmFgmx5Lgpmk6qMwHdcBtRXAE/2AZwYCj/UBFn8cPg+NZoumMR614DcEiXj4KFSbHstMDGWKQkOuzhMyZhVEskk2JSOoGstAuGAm7pQsK2pwY5AEwpse5ylNj52S5bV1rg+xCQcxicT0GECLPIWiUMkThiMKuaAABvDhvPXYVefO3J7KyOoM93nL26MPOehzr1k/eVGYbuJE5g4owNicJ0vd10tFFHrl5kcUbthWKt2ujnpMg1Hw51xtuOdqYlvZsNN519vK0JCmxyqyS2p6LFMU2n7m+HvIwsv0+LrXf8SY79fi2td/FPLNYDCTQOo69juRNukHc17ESbXTgEUfAAigKMwtAm6cBfQ8jtscRPXpBc5HIeUsKIFGEWAsy5se83UqrXL6RJmpMf9bvpDiG8xEUNYpo027Apiwlm3u626/EyFXKrK/ZOVJnGeAEIIcgfA2DANFqMR/c15GwYxhaA3BJYMwdu3UKi9ZPze57kkUZhENUa9E4ahRo1BaWopBgwZhjz32sP/eeecd/4MbCnv2B/61BTg4uUbj9aD5BTOpD1VXKqirBr5+HPh+lPXbT1FIJ71hI3dlI1TKQL/JPMlypVxjQGp6LPFLlk2QOhFvJGS7P8fmCDoAL98ILP7E+lsxPblPUBTKfHD6wTaZTUVR6Gd6nGKbTcR5k5yvH0stn7CQRj1O10dhGkRh+Sagcpvze/PC8HloNFs0ifFoEn5qAicAhFzV4eQjV49E2dkihcm+22WkmxdRqK4vJQqjto/CFMfJLtNj570aJ8ICbwBfwCqisI5TFKqOFhWFLmrN+uBUMQSFufKxgBhRVAmfOcag6Hzsb1h+1j/+eSNufXse4sR9b+ikX33fRO9lfrPW8IrCBEMUSkklL0VhwLlWhGv/1vdOxg5pWs79pVB30+f8fxfl3zWU+lAepTA9lkGsi8FFPQ5OFLIkMk8UsuonmdKKga0odLsgEonCqEedflxj3YN1O+gijURRKDs+Q25VZL5Ffa9h0p8lHwVa0m4NA2i1J6o7D+A3J49rhzK8kPMo2q4Lt6BLAGbROzmWdbmrCa4oJBZTyNXbS1HoCmZiyt89/qbHvKLQgLuNc+nsAj18FsK5L87ClJCdz6WRLSoQSIKZgGBvY4P92xW0R/BRSP0Bh416nE2od9PjJgMjwKSRnRjJBiLZQE4AwJJPgM+HOb8LPVSSQPPyC2VP5HOEgaOPeXW2R/P1Q4ObHmfpdbLbchY8i9lupt0cQQdQm34G3r6E3xcT3Fp4+cJRQeqj0KfNrfjC+tv0i/U708FM6iqEOjaQsl0W9Tgo6WkPeIVnwx4Ap/Au8lqB1tjt0aTGoz5gTY9FpYfKpI1VUkWlPgpZqwrmQIW5lzRwhpACcCZuafsoBHHqaxjchCsBcTziL8fIN+QL476KQsNRFDqEm2h6LOvTCQoUpsfqqxJOUQgAN8Y+wE11t9q/465rw1h6uvxtySG9v7KNIXwU1hkxR5gG030RpAEGZQy3uloR1jw++SlGR/UEDciToqZGHfWYno94HjKizhR+u9Mry2HwUd6/FHtYskwW9ZhNGtz0OIaA7/C6amYsAU/z0lCKQs/m5yYKDfj1GpT89Yt6bCCeMPHy16two2Sa9M+cMTglOgeYeR1w/B89S+RqnCHTY76mfHo26rHrcRTfM5J3j5POiygMqKwTru1H89bh1621+L9T94MhUxQm32mmEfHlSwOZHhOChElcixgGgL0j69XHCWNfx7sqPW+nUXi1tywSFNYvUdikEGSyxk6MsjmYCVVVtN8HOOAPwEEXeae3fRQ2I0VhWKVKtivlfFEPk6CI5JnIdkJVmx7v3uh9ArD/2Za6jIMBHHqFsClTPgo9+hbTBN44j98mEoXpttnaSv63SBzWF9KKeqwg0SlRmIovIhdR2HyIIY3dC4FNj+1/inyYnV0jW+zvUVn+tluRCKSKQiISFuwk20tRaNh1Tt9HoVMiOwaJp2B6rIx6HKqSirQK4UE0uVm8WkoCNYVgJgXCeckCccgUhSYx4NBXLIOoMA1kYfgTeCLq4LjvsEyPBUijHvvny7ZFMaowABQa1dLj+NbFHxeWKKRHq5VVSdN1oX4yAkNmEml/M92EV2j4mB5HpESUm+xxKwq92+r9sVdweexz4AE4wdh8fRSGURT6k1Uq03sv+JoeA9iyqwYJ4d7S4zphe6ByRJgEbkWhaHocqB0Q+8MzwIqbNxPqo1YUel5Jl6JQ1ffx13bK+6PxsXkkfrd3BxwjWQyn70TW1QVff9Zfqew5c5P2JpEoCg2CAcZSV7l8vZ28YikqCo0ssj3WM1gKRZQyDuzEKJt9FMaTL8I9DwFOuMc/fbPyUajwR0YnpAmVolCijtnd0SRNj7OoLWuisOFR0Ab445vB0qYU9Ti5mBLE/6lpAuvnuPPIuKJQJAobyOeaxCm1dHFBBtWzQQfAqbjB0IpCjd0EnopC5qc6mImEYGCJwgA+CjklktRHYTJbhigM56PQZTwmnJzT75gwBBVk6kQhV6I8FC7swvyCmQimxyqoucnwRKF4XjKSy5QQJawSlStVWaah+C7NxQVW6ShVxNnXznCTOF7kOKco5MmBo3u3R9etCSgCH8tys6qSoqLQl8BzPVL+Sif2nPwJyQD18o16zJLGgqKQ9VEoqGq9fBTGIoZFElLQQGwZ9VHoDzEqfBByJojpcUlZjav/omWFvVd2UQRuH4XiPCdQMJNkUkk92H5I3C+6RzCJ3OesSYiPwpW2HcfEXHrVhXN7JvdJfFx9JLZX1Eqvu2N6bPUr4rN3+7vz8LpHrWT3hRAmmEk0F0jUImoQnBP91k7jjnrMzwOoej+sj8JsQtMzlq4vBJk0cqbHMkVhFpATgCXlBvyDmFD4meU2Jaj8wgX2UdhEH4kGMz3OcvIrm8zotY/C7EZawUx8fBSaCeClE4CXT3LnkaMgClM1GaZBUihJXlfZMObHssWVwIpCia9HgCEKU/BFpIlCjd0ENKKon49C5fG2qkRGFArqvIhkwRD8xMrTRyFxTI/DVNU1ieJIQoMbqxHRcDDAOzdPEfU4WOV8fBQqyFUn2LC4Paii0H+OwUa3BXii8H+xF9DN2AzHupolBxX3kJjBHetziiTvu+0KZuKSLMnGmuGCmYiExcg/9kfvVvLjVPeAEJKC6bFDjruw5yEeCkyZ0slEJ2y3TXn5S5we+SSWWRAzcNBerbm9PDGm9lEo1iHqQRQqkcmox17tLxUfhcl7ZrBBSSTjrI2l1Tj3mW8gtlWbKEwxqEmgqMcB2oFX1GN20cnXR6FkkQoAEqbPUxo06rHX/ZP6KBQVhTy+Wr6VKc8N130hBIQAOeDJ2RxSh0JD4e+T1o0l3+3CNFHY9BHK9DgiH4hky8QkHjDaMYWttmsGpsesj0IW0Wbuo7DzQZnPUxr1OMuvU1BFU0NA+yjMbqSiPk1IyF9Wkb3qK+CJ/sAj+wIb5srz2KMf/ztd02OqKCzs6GyLN4CqkNaXUx8x16JksXU9Vn0FrPmWH+SrSHTaT2uiUGM3hh8xY5v1EW+qQTURicpG/uz4VqooVPsolBGFYtTjKMzM+Shk68WUxdbODyKhJi1RKih0SElZUASufK5PJ8q5b+DLkorpMRPM5OLYDDwYe5EhmOR14E2PTUivJ9dGpJX1rCfrVzImI9Q8rVfUeXPVEs0NDaBl0vR4e6yTOg97Um8gYZKUFYVS8ukPo5gf/kThQZFV+D7/Jryfex9fN7BEYbh3nUpRGDUIPrrpGPz679Oc6yjzURjI9NjjHqnqy/Y9socilXGBFDJCli1a3X/w1849Zpu8YJO0BOdypkMUUosWVdTj4EQhISIBxNfML+ox8TQ99idppcFMoowfcUVfZxjwVhQq1OS8/llOyIswCUHM4K0UxXbu9lEYB3v3vRSFXsgiy2NtemwjyKSRXUXJZqKQmp7F8oOlj2aRCitd+PooVJCh2W5Sq8L1XwOrv3b7X8sEPE2Ps7Tr0KbHjYaaeAIrSiqw/x4ts8q/hhJBAliJSEa+Qz6z6s76KPzxZWDHKmffoLuBo24ERuyV/H1X5kyP57wKzHkNqCmzfrdoD+xK+masrXSXk2lIVAV2W181E/jwBj79AecDF422vvv5KNREoYaGErbpMTz828GDKJQGM6GKQkGdF4AolBJFNOCHHQSAWAKcVOUJhDATYd5HoeUOKDM+CrkipdePNYX1URQKpsesfs+/HHe6IH2aGM1ZVMN1jZQ4pseMisY0CXbVxDH8o4Voy5VJQkxaifSrDJVxgrgRQcwwk2bpQgLZorQXiSQBb3oMGDBQaFjzo69qeuPc6Gaf6hqImwQJEpG3cR9Inz/GB6ioYmxTt9WV/PToDwCAfhFrXBFhox5DRVT71YsB56PQhGEYKMiNwoB1TbgZEa0v8xyaxEDEcJub2gSLBDlE8eyxfU+6isIAZBUfkClom2L7TPfYsVYh8XZMj5nz2rEGaNs9ULmWhC8TUY+dlIbBrzSx7dFFYbuIQ7kK1zI9DkMUsu8RiZm7q/6Gj6IwqeYV7qffMyJb6jIJs4iRFB+J+Yq/t+2qQvt27H6h/KBEYSodTj1h95jBBoHCvIID++KSKaqygZwAHKIwp0Ww9NlkrpkulEShT2RSzuymCaHzQfWjJgTkg117gp+lYuSsDGbSxNqUBMtLynH5y7OxrcIZ4EUNA7ecuA/+Mqg3AOCaV3/E18u34qEL+mHwwK6NVdXgsNWnIQbZlUlH1AXsSCDZt9RVAksmW9/Pex7YawDQfm9+8NOyszvPVMntrx8Hdqx2fnfYG9i+0lIT1lUA6Kg6MjOQTeRoW9+y2PrMLQIK2gKlvwHbVzDH0mdDUH5TkxpNFGrsxvCbJFD/XyaRSQoDTBa9gpkoSTc+3ygzQZL5KKTJnajH4RSFUh+FLJgJV22kAFJyE8CC/ENxQK/uMBZN4A4P5qPQr47J4lx1kykKWQUiD6X5eCrBTAyeTBHVcEvMrja/wN5DE8Bd7/+CifM34NooP2GXt8b0fBQSRJBAFDGY8sAXsoWoQJNnJw1LykRgosXcl1C4+SsAwJTEYVhu7om/54xHXYtOvFiV+RE3UzE9dufjbJSr5v4Q+Ronl44Ll3/yeL/AId5gnmOpj0ImCW3PtvrYgAkDERBXHXI8TI9zVGb/nOmxcO1++wH4/D5lni54PLxyYt4vaI/EnFwyz+jStgDY7lYl0rbAXacn+gHDSj1LpeD6CFtRGD7qseiXkYWXONFteqxWFHo/+16EGdvvyNuP1R5lwUysfBOSKO/uUtz1k7V9zt9ish8S04l5ffTTWlzVdX/7N1XW2uQpM3f2Ii+zSWuRpbP9RkAQdQmrOpP6KExNUpxx0GAmOQEVhc2RKIyKRKGf6bFsULKbo0lGPa6Htrx1GfD2ZcDr5wIzHgx+XDNSFH63Yhs2llajNm7af1V1CXzyy0Y7zddJHyBvzFrTWNUMh1QIuqokUdiCIQoL2iX9DhKLpCtoB/T9A9BhH+dtf+iVQIf9gAMvkNQjRUUhXV0//SHgT+9ZJk25ycWhhghoYpses8FMqJ/EZPn7nAyc+7T1nXVtoQxmkuNOG7g+mijUaB7wmyS0hOVuQBrMJED+3j4Kg0U9ZiE1PU5uSyTzkpYZGnSSaXBjtbqoMNZlJmNl0bZISMYreUaKrnY41ZNC0SW9ZmrdYGACNUA6v2Amv5GOdnnsVSEwMHH+BkmZIfrREGaQCUTsukUMSdRjU/J+cTJX5qsyPT4xOheFX9xt/96FAnxhHmoVpcrOMPDN8q2hTY+JTSopFKkSPJDzcuDcKWi9wxKF6mAmrMLOkKQ1gZpyYOdamshWcIl18ApmkktUz55HMJPZLyjzSxWiv77QwUykY0er/upgJqmNS0wuCjhzjUJHPU6mlEQz53wUeuyjv6U+Cv2ipEuiHkvVdl7j8gA+CkX4KQpdz2oyWIt9LkZEmk7MV7y/kRRNj7MJTX8GmynI1FMiuGAm2Wx6nPRZFQsZzKQ5+Cj0VRT6BTPJUgKsMaBNjy3MfRNYPMn6vnIGcPi1PFGkgtl82lRN3GoDpx7QCfedfQBmr9qO296Zh7hkhB2RykuyEGEJutpKZxGmRXtne14RcMO3QMmv1u9OB7gXac55Up1vqipY2pf1OBbo1Nf6nlMIYJtV1/qGTPFhCERhNFduTuwb9TgVRaF7oKeh0RzR2rACGBGka3rMQEXMKKMeO5AGM0mmNxkySFlXI+LfD3PHGlw96yIFArvK1ydB3JOdYKbHCvgGM0nud0UlpbVTK3m8KxQk6jE/jt+JIr5qjK9E1tySpxuc6/fMF0uxb/e93AVxjJwqOIcaLFEoVxRKxk8BiBw+mIm6PnXRFoiYTr2JQBpRTF9cgh4Z9FFYWWeiBTU9ZvYXGsHMavngIqmRT0qiUNIvRDlFIQEe7QPU7mJykijt4E0UKkl6r2AmoQkWj7YoUfYGHbX6+ShUgd63VAPPcH0nO8/hzHWDKAqTSSGcs2EInKNIDPL5cJ4g2HSmT9Rju/Oh0YmZeniYHq8jHZh97utO7wuvf3bO0u/+SkX2xJ0iJpoeC/fTMlXmVZvRCPMQBQxmkk2zqKZHbdYXAgyG+GAmzSnqsY9ZblMAIcBvsy3H+YDbpI0ONlRkaLYr5RoD9JlY8gnw9Ujrr2KLtS1bya8gLgTCQlRnBSXUm5GikBKFbQpysWebAhS3tExEE5Kob9FsesN5ISxBV7kteVyOZVLLom0PYL/Trb823cLVw55UhmyzCUnkYNrn11WEyysVSE2PGTNsQCAKmedGFhSGpgcyY3qc4oBcQ6Ox4ceHtKFEIXEHyODmkykTheEUhdL6Uh+FhPFRqGbelHk7EGamTL8Tj+RDWmdYJoBxSdXZqMc18QSe+HwZ7nr/Z75EaX2dqS1JTogDKQoJT0bx5SguTAqmxywBGo0YqCHWWHgXsRav2KAy3JSa5T+Y7c/NXFFPpseOGi2GRDAfhbLKirWijXHHahy+7DFluqeuORHd2hX65lebMNMIZuK+X6c/+TVDNKeSK0PuhjQ93kJkIZ+d/KJc8Bf+00qaYEhCWORSGEXhxFtBCFFHHDfYBYA039+epJlbCSz0ekpwz7pkzEaET/G4VIlCro+g4yxx7Bqgf+CCmQgn7KUodPsoVCgKzXCKQrZOHBlMz63YWgTfTNom00LKVUQlikLV+y9YMBP6brVXVQBIFIM+vw0QRA1Dqij0uk7ZZHrc9GewmUKQSSOroJCtbmSLojBs1OPmEMzkt++BV051fsdy+f1+ZKhWFLpBgyEsnGD9schWQjWIMjgsEsJKb9DnvBlFPa6ps84lLyepAEiOMKSKwmx6w3khbFtZO8v6bNEus29xmXI3CGi9WTcL1PR40UeWyTwA9Py9ZQadaRB+AAXA6T+pojGWJzcn9lMUxrWPQo3dF34+CluDVRSGz5+NF2yD9dNMmLFggEV0D0EhZ5rorSgU/PmJ14AQcJM2ptC6iDDWZYnCZORaEWzQj/3umSytltJY2F7csT7ck39KBAmmx4Tba0N9D8MThawqzKI0rd+b0Q5F2KD0FSlTz1jfzOCvuxCmx51at0CizDHnc11r6Zg8hKLw7T95puvQ/UAAP0mryxIJdYnwPgrp0TJCgs8r/MMb4cicJFFoBHvXETiRZp2NvPrJ/m7wnwDcxJgR4aKas5AShXNehXnicA+ikPXfWI8Lf1JFoZoksxJIzMklfAHtt8T+K11FIXc9WEFEaMsJovhueD6+btNjhaKQ+EU9TgbiMgy7fzKYJ8ZVgT0PBUoW8e3J00dh5kyPE+y5KAIpuRWFCdczFY0YcjLUA9kUELLpz2AzhSCTNXaFS6oozJKJCVUUBo16bJNoTdj0uHSd9ZnX2gruccRQfn/Uz0ehVhS6cNz/WYEIEnWWwmfBeGdfthKq9eGjUFQQBlWgNSdFYcLq2/Ji1ksuFrU+ZROwpmN6HJKg+2ak9Rm0Xw2KlE2PJYrC/DbW5w8vOtva9QJumZty9ZSQTeTod7pYFc1jXFs0tOlxlryPNTQyjNZGUtXDKh5AN/FEkQwWmSQScYyiUEb+h/RRSPOIwyGDlHO1QJMi8TydM6iN5MnrDEqmuvP3m7BHI4Z8Ds74KFRGnVUsQqlKVBKoafZp7CWhTv6jHGHJRNBVVCECRdRjqekxV1nvukWiTJ0k5+UV9TgI2bL5F/W+Mx8DDANGROKHj6ukgdp4IqPBTKzrLCcdgiF1RaEdgZxVFDNtSkY4cne2psy1144yK9RBVSdiRJALxficVRS6Fv7SIcRUxRHuu3c3JDlPyfNoU15CXoatPk7RRyF7GPtMCKplP7DG9nwVebJeRgzyv4l0/J8w5SbsThUtr7VPTFuB2yA8I5zEmUZcssaPNDiOFcxE5qPQTRSyVvMs5IpC2bPKXiN5O3f5KBSeoUiSKHQUhc69CxutvLHQ9GewmUIQdQkXzCSbfRSGVBT6BfpoCqDXfq9DgCs+dO/3I0O1otCNzgc5vtXqqpsIUVgPUY9F0iKoAq0ZRT2uqaNEoXUuMaooTLhfdNEsWgnzhO0QOuD9pCY3R1yf2XqkGszENj1m3Cwc9w8gv7XV9uqqgBXTgPLNmamnCOlETmjrMYXpsUptm0nT42x5H2tohIRfF+ooCr3MedUTEdvPkjSYCec1KlD/JA1mQsk0YgCGNcHaK7GOj34uluEFzimWgbhJQHu+OjHqMfOdEAMSntAXsUALXiqikBJBCS6pQ9AJpGfQ+WLAsUcElrmswWhT45SU43xFsso5Ew4BajB5hZnMBlcUwuB9FLqS2xZcMuutAOrWnEK1C46B11hpGcKOKPiKugRJw/RYotyU5BWGPDLSIArlRqFOfvsmlgO7tgBFHZPXhvCkT/VOoTJq02NVu/E0PYYHUZjEjhY90LZyteL4oFA8twHgF8zEaUf8taa/UjY9Zo9jnwlu/BqEKKR9v7supsfj6wqapTQ9FiIxi0hes+/X7ARyaZ2c2onpELPcHMVYclli8k2fIZXpsRi4RoTsvhDCHKcwiRfbUExCJEYM2BHKm6KPQk0UUoQxPVb5KGwsH3+rvgJWzXR+l623PgMThdR/nwdRuG4O8OtH1rn3+yNQ3Ce1utYX/BSBfkozk7m3Gm7E8qxrSxpGefnpLxuxelsl/jKod7gD6yOYiUha7I6mx0knT7kx0fRYYgLQVB4he3Eo4P2sSPoo3OeUDNcjhTZLiPMsRhmisPtR1h8AlG0AHtvfbTqfKUh8zUiJv6iHolCMTh+TkIph66P6raHRTNAmqSiURj0OMA+NUGWRbNIbifLjpAA+w+xJDTtGSMJRFJq4p/pRvxw8wJcfTzhEYW00X1C48abHsqr7kQSeRKFBSVArD3cwk3CLP0ofhSmYHgNAe5RhC9pYAi1BaWOZHicTMsxAdUKiMgU1DZRKChXfFXUXEYlydXJBOqYPYHpMk+S39vfV66tQNFAbN1MwPZaYqSZhwnC1nyCBddjcRQQNZmLKrp/Y9ibeClwy1v7JHVG1k09rRJxzFZVUCnNoQghyPYOZeJsek6D3wjPegOwaAoHal4/pMZuSz99MfqZGFEqDmYgIpChUq5dVfkplWZtE/tSQRNzzHG0fifY7SEbGgVEUWmNCx/TYkF53SlQnSObUv/w1T7Zz4k2Ii4S5AYJYNAIjTs8xIAWYRUxh05/BZgrKzokB++IK6WC33kAI8PalEkk4gIIAkVkBf7NcAJgwFNiW9Hm1cR5w+YRQ1ax3yCJwstA+CtODYVg+C2k7q2fy6y9jLN8xx+7TAQfu1Tr4gfb9IxYBlAnWSvSXFpgobEamx/Gkj0Lb9NjqL6Wmx01FURjG9LiuGqgtt74XdvBOG7oeIZWNAN9Xq/osqs4z45l7Flh4mR6zdUgp6nEK5KYmCjWaCfx60AJYz4cq8qRfPtYkXugPbEVhGsFMojlA8l1hc1EMadIGknEql4EHBB+FdaYJuhQej7QQ8mO9MBrS/P1KjEUjHgQebzrqJmqS+01e7aPyeahUhaZoetzR2IkthBKFFlgzX3sCzORfHXfaBKtwC0VshJkDGRGYJAIYCn92nmNyLyIiecb5rYHyDe4EbXsyiRnlKZsHo6KrTaRCFFqQkWUErGLXStkCwd937P1IVVHIk13CsRvmIpnI+mAflOpSIUfH9FhGkEjrEDSYiaItSclOeUkeu9yKwqDqQu5Zly4yJ0lgoZqOj8LUxiWE81GomlMEf/4I3CbCXDATSfASvj7yBQ4zEQ90LR1CjyiIQroQbo0JOdNjyTyenktCoShkIdvuui/EUus7i2DuvlGWV1TiozBiyH0UerVkPz/FDYmmP4PNFGxVh8dDbL+4Itljehyvdsibw652OpD2+wAd9wuWh5/aLl7Dm4u4XhZZANa/jgy+ikLto9AXOS0YorD+rlMtE6Kwqi6kMpCt1yunADCALgOB0/6beoVSVhQ2J6JQ8FHoEcwk2mR8FIYg6Cq3Wp+RHGsCkkmkEqmbIwpz5GmiTECnRC0QybBvRa+oxxSxPKceJOEQlr5EoVYUauy+MAyglLRAa6MSw+quwLCc1/n9yU9Z5MkgU0WHbJAoCkUfhYGIwmT6SA6AaidLk3A+zNQ8Uth3hoEE4/ZiTf6+fB6cj0KFr0Ef5EQ9fBQqHNtzaQD+mhHWN6D3JJw5SPgZ7EQ6GqUAsSabhj2Btq5JBCZMR1JoH0Pdi1j1A/OdyG+P1EchS0D51NVIQVEYhFBmFYUyDJnkSgoQjvRgAxjUxk2L0EwBUr9n7MVM7i4wgisKDck1DkwUEkNyL0U1rKiEY+BSFGbY9JhdpHCR5CEVhZ6QEIXy9QR3Fbls3GNH004nXsdw90qZMaCef4XxUUjYX4DqzbF4Uxn2alMg9VEoW+AgZiIQUcgR8/YX9tlInnDS9DhqsG4c3NedlsmbHrv3i9u9thHiDrRi+CgKRdNjy0chky6g6XE2oenPYDOFIKYCtnmqykdhI5ge1zCh6s94NDXViO2jsA6o2gHXI7NtBX9dstGXYVDTY9UEtBn5k6s3JDtsAPV6nXZWOYOmwtyQXVRukRXQoXonsO4Ha9u62cAxtwAtO6dWIe2j0CZv83Koj8JkMJMm7aNQIOg2zAPWfCtPW77R+izsGNx0IChofpXbgfJN1vecFkB+K/UxbD+mIqJFojAnw0ShbXosN/mz6pDHmxebdYCRyyy6iUShxEw5bH3s301jEKahIQN9qlYT9XuLwEdRqHAqH5V1YWkoCp2MneeZwLAmk2wwE2VFw/ooBOpME/2qX0AharBfrC1gsObSglJM0md7OdxPZhJ4uusiukIGM1GWk6KikPqwjLCmxwZDFNqCQlFRaIE980ggDVcKpscMUWj5KBTP1SPqsZePQvqloI1rX/zQqxBr3YVJ7JefgbqEiUSK6h4/02N6jQpCKArZujqm7yGDmXgSugbzX3hOPBSFYh2UdSIEuSn5KEwShUHHXyFIM/G7PLHEnFw2FyB8eif/9BSFHCmnFLQEOWe1itI02bYFfL9yG/74wix0bJmHw3vyFoqyRSoAIInaQCpk+l4Qr5KTEW96bCsKAbmi0HaxIL+T/lGP3e2Ni+BsKwr5fOT58s9XLBKRqyY9kE3TKE0UUmTCR2FjKBiog/2cwtRNy9gX8YM9/NM3li9GL7BqTxn8FIWqiauGAzbaaz0qL3dUpBF9O5oDXP8VsCkZ8e7dKy1yIhXigcIV9Xj39VGY5/JR6H5JGtn0hvMC6xuQEOCN84Cq7d7HpEo2B6nHJ7dbf4DVZi4bB/Q+QX4M249FAyoKMw2ZuwcZ8SfWg/NpKJoq5znpQtcnNfWNhkb2wYA9MZZMfGw/TwQuc1Y+KIP8GYh4BjOJCjNo1hyMeM9gBHXz3N922mqsKEz1VC3Q5InAnoAZBuIJgjIUoQxF2NeVMUsUpvY+2rqrBnPW7JBV1r4GtNhgPgodolO8hGoTZwGB5xi0HMOupEPKySf41bXOuN5PfaPcQ4j8uwwRJpiJYeLilf8AxnUELnrV2u+5+B/gehW09a2xIRLKEtTGzYwGM6HUg/OEhyMKuWAmyc/QUY+FGvEF8OfKpRWJQsOhkcMoCi+LTZNX0Ij4Lkykei+ESljFCe3coW/VmjPO9FQW9dhuU6KiMOmj0HeBwkJ7lOKk6E/4KHEUqpAPkzM9Tt9HIWFNfpPHskebhGDKQisQ3pbyGlcfRQhPLNpVq6sMtMTiEIV8v+4k4BWFnHsCadRjK31VHZAUT6tNjw3iavZSUp+wasdgpsdixhEQRCJAlN537t4FWPDIAjT9GWymEMRfFbvCJfVR2IhEYV5R6nkUtAW6HQWs/U6dxogAe58ELJuapYpCRu0pA13pVpGcrNmNhhysIqkeVXI7Kh2SQG2S44E23aw/wCIpzLr0yG3RX1pQ5XBzMj1OmoDnBvBRGG0qjxBrely1wyEJD7xQPhk2osChl2e+Hn3OtPpeSkiThNV21v8UjChUultILmiZ8fohCqWmx2LU4zyBKKzjnweVopCYVv5h+hlteqzRTMD6lpPpuZzJCQkci4kF7TGkwUxERSH7DPoRhcyiBQEwZcEmDLIVR16KwgCVFsYC7LuHTvud/BjzLqLyDOiPmUu3uDdy5nFuwoFLQ4IpCtX3MDVFoV0Npm4mo96TKQqr4oQ7jiIC03/xT7rfjyh0FIVdjC3Yv/RroBTAuc8CuS2YhSjm/RZgEdKuK/veUR4vMZkW0tel5KNQotxLwkyawhuA3X5aGKkRhWofmd714jeKatjkh/AJwO0L3zBsU2Dx+VaRNKZp4rDIUnkFWR+FCrP7oMR/3DR9CY5QPgq/uB/ofxl/npK5gONegEcE8r7iq2VbMHnBJtxzZl8U5Dp97cu5D6N/ZCUOM5bgjvj1/FHKcVEAojDJUMumVpyPQnGf6U5rEuB3kV+47bFahR9aMT/mCnkHM7HeKRxRKOkwKVEdZ55V1YLHkzlP4/CaZ4St7vZmMn5xiWEZk4vBTKS+OTk3Bia4u6UVhU0YClMBDuzEKFuiHtcmo3rlFqaeh2EAV33qQwAalilnthKFsgicLGxFoUKt5hcMRYNXFNYj+bUzXaKQRcjog1KkrChsRkShrShMOkRPKgrrZC/spuKjMMK0DWpa3KIDcOHLDVuPw6+1/igm3gbMGe39PqFtMpLjM3HPtdphvB4iHweNehyJWmmIaRGWrAJS5aMQsOqcKwQpCFIf1W8NjSYEh+BRP99SRWGAySJVN3ApbT/PgrMu1+TNY6IjjJ9MwipHTI9JfiCmkJmAWQSOvUckMDkfhV75E499XuBNVt0qoeR+tg9PxUdhiqbHF0enYz3pgGXGATCSebA+Cm2TVSY/dtzF+24jcsWjHznoM3YzjIjdNjifdeJcLGTgSLtWyXNbbu6JvSMbkmUKho4MT6hS4qYS9VjMx0QUkSTRITM9zg+lKGTbvfU9vWAmirabBD+cc6d1VLXBTI+JV109FYXhiMLqujiU8hnJc2QYxJuc2bUZWPCev+kxLUL09WhQUpe/hpe/PBsA0KEoD389eV97e//ISgDARbEvLaKQq7OiooHmS04a8d6aXLPw7qNMArQhO/Fm7ghue6y2NKDpsdMWRdWeVQExmIk1n7JU0sF8FKpQbOzEIcZyzCX72NvcdSbSyykqCuXnyhPQMbZKAYOZZBOaivaj/hHI9JhRFMrMvRpTUZibhqIQsF5c0RyPv5i/n790sGMN8PVI4Kc3UnRk7xO1WAczSR+sj8J6vE73T/rV/i5TrIVCJBNEofZRWOsKZmJ9yswPmp7pMUMU1odpcVj49VXsPpXZMUU6wUH8IOtzxX6B9hls5GOvQCyc+jAkuamJQo1mApkSTNwPWNMR1ytSQXiwsBWFnK0Z+zwriMJQ2jzLRyEb7EA5yQ/qo5CBzO2FKj9Vuak5k2dMj1UT812bgdpKiKbHqvTqWqRGFB4dXYT38obDMJyQCrKoxyyp/MViRz3JKwpV1HMoD2+Swx1FISUBrO2CGlPmo9ArW4cpBCAQ7WI78213BmoTJBD5IAMly3jSiAmSk/wME/WYBc0mKomuLANv7inmQqtHCZykEtjLVNZw8hQjVyvJIi8JNBtIKV3TY69H21YCM0UHybNsHR/JWlJHu725fBQmTY8VROm6HVWeRRP2uhmGYg4WQFFoE64SwlhQFLJPviyYyQFkmSv/WF15oH6V2G2RrQer1qaKQt70mFXisojInncGYp24Pgfy9ir1UegqW1TS8u8Fb6JQXWcd9Tgb4dM5cfuMCE+aiPsbEjUZIgqDgL6w60M5OfkuYMnH1vfCDsB+p4c7PmgwE18fhU2f1Kk3xAqc7/V4nbbucgZN6SsKM9BmU4563Jx8FFrnIvooBKwJWy7zu8kEM6Ev7E0/ZydR6LVoFVStyhJ0mYZUUajwOUijoSYENwBievZ8wtpUaqJQoxnBy1+W46NQTT55IRKRRZllgpl4Kgo9wM47YYAQ4kS29SQcAioKmfRxJpCWO4Kn8z3o1SnMjaKiNug4gVeEuSb/uzYDTx3quEBx1SWgolBEWNNj1uUXE2GYTvrZSW9ptbOY5DLJJAFJVe48fBSFkaicZKJ5TLzNqyB1voLak1UDemhzuTx5RWEiNFFIn1lKPrCRek1OQ2XtL0CIqMcSP5DBTY9lG0WiMEmIUL7Li7BgfBS6FYUqUpyghsSQZ8jmYozpsSI4WXCfo/70u9tHYQAimv3hOa8QiUILXtfFC/xtMqyxU0IoP0T/wEf0lSw6iWsULh+FBAdihSvfnNpSGJDwIwKkhB7XYSXPLWaNYWOGCYCqPmVEoXXu/PMuf6atHMT74zrhJFFIE8h9FMpM7k1CbHNjA0LwMMnihFWKKLhwJWs0aEUhBasuUcFkJkZZoyjMgOlxUARRuqQKNohA5bbwxwdVFCa0ojBlHHCe1fZ7HFuvvRhrUpSuoDCQUtgP8VSJwqZverx+ZxUWbypDRQ3vozCHefOJqs+mYnlsm9IvnmSZ+gJAqz0brz4U9oKMRz9rmx77tC26oBVWnRcEMr+uLqIwh/9M1AlBE4TGwvqjCvvMaqJQo5nAMAx74mMSH3pDnN+w+ai0YKKkCfCPegwwz1QAxQhJTj4ZIsGL3nEfb4gbuPRxcayuJDfl+bNb7zlz/+BKeNY02yZqJGdWvtGJYp9MG9TCWLkjZJ8YMQy7DdCoxypFoUplFoE8+Al/vXniS1p3V+UijKKQPa/kcRUl1ue6H9zlBCFWk23Vi+RzyDBFfoaBugRJO+oxqyg02daSPI+CUD4KhQA5CBPMRBJpVryWFVuF8ryutUN6is+A0vTYJJ7XO1PBTPxqLaYK9vgb/PWX+ShU5BfxURSKtyEh9H+uZ1Cmhg0R6ZkQYfGGEK4/EHNymR6bQFu4/RHm1JWnYHrsrygEmH5Cqij0f95ZiDnIFrIIu0BiOPVlIWvLP6/byew3kcOJouVEpohsmkY13RlsphHElxlneixxlNtUg5kEBZ3s1QdRyK7MpJK/rW5RPF5aUZg++l8C9D0HyAnhNywkEibvJyNt0+P6UBSGNj1umt3slIWbMPSNOdw20UchgOSEzXluIk2FKTz0CqB0rWUiBgA5BcAR1zdunQCmr8qEopAh6DKNIFGPZabHfiSnEbX647DvU00UajQTGHAmCl7BTAhJTXXvdNEsUagI6CYhCl3EhCzIiUFNj+XBDsS0/iDcBLGOVRSCgNM9COM4Vcn0OrbKz0lpYiZTJnGg43OfeqjvoVvlEgasWZ9temyYjOmrvI/kTY9NJ/iGZ0kifBSFRhTxZJ1EM8Bw5Yj50uIpcWAw+8SIvs5v3kehg9qECTPFCG0OqSRXuNLv4aIeM8cnM0jLR6F4n2rKgF/Gw0h6+PM8c8OwCH0jeNRjzzYsIeHFetYGnBO4TUTdVRAMwgN1Q34+Cp0FDj4zepxXNGgWZShEWzj9B9dHZMD0WKwhAT/3MoWFDZnpMU3weN0FGDqgEC1+fh158TIYaOdbD9YM3lHtsRVKFhhzuJaYRz8Rsfs5/2AmQABFYfJ6iCSmQbzbuQGCSfM34JAc53dMoShsIjMlTRTaCKI8YlVn0SwwPV7zLfDp/1nfm7qikKRJFPpFPQ7so1CLbD1Rz+2M+sKjEP3fhUYmFIWU2KABGXYTReGvG63VwvycCIrycrBf5yLs08kaPMYY5RdrAgZYKoYmgeI+wB/fbOxauBHIR2GyTfr6KEy+pxoqmInY/0ZForDO/7kwItbzGpbcVzg/19BomqCqLxlR6KRwTW+IenLkbJe8wwgzvlWq8xSTXQlRSJJRMRMMURjcbFACJgIlDCHqsXgRAr6DbKKwIBZi1sbQuISqhFREYQXzw2PSGlhRGN70mJbFBjOREZMiacJ+J8I29xGS+voFM4lEYZKkopA1Qw0ZkMGVr5APpzCSkNk0rSzHBLHaWSIkUSjqo3jTY7eiUEb01ZIocg3ZO9B9jTMa9RgApt4DYCQAv0fJsIlY0U+iWjnn0Qt4BTNJnuu2ijj2SXuaZuUdKupxEr5Rj2l+hsHdKpq/itQVSy8jLdDWcIhCl+BNJmoJpChkz5khsAViUMzKHcyENaA3YOa1AQC0qVgFAz186yGNeswpCvlgJgAQg+lheiwjCsF8548RW6GsvbLvUmJEuIUX+zih3Ytt2yAE0QjbEAI23iyaRzXNGWx9IIjyiFVQyCZoDR31eNlU5/teh9V/efXpo5CdFKeSv58ikN6vmjLg7cvc+7ev8j5eo0FQmxCIwnTn+kFcCviBmm3GCoC6iuCkI2fK1fRASduLB3bDsHMO4PaxokHRqXyT8VGYrQhEFAZUQNenolDmrqHzQY4iMK810K5nsh7U9UOtv+/OSNQiQrXpscZuCovgUROFFF8uTQagyFfkU0+mx+5Jlawcy0ch58OMwD2TAlIih+Jc1GMIEyuBtPRhAVvm+yy4iHAFKlDUP17NVCKVYCZiwrBEoWN6TAkz1vRYdd1FJY4nuWMVFKpeAJKmx9ZxMdGcVtUegpQjKAq9am4wVAe/PUk6mG7yIRiYNg/AZJ4hy3envMoUY+Mn4DdSjH/kvO3KmSWq6LfgpscBTcSLimGU0XPwAOOjUKyD6pnw9qnKkvDydKJJrhrh1XW+ORuGQBRKrruijdLj1NeF/10Gx3LruMh8mKQXW0jKRBJresxeo9KqOp4YE4k1oX51CcdkmACo6Xkyin54Er22TENL4wjferBm8Lx5r2HlaJseSxSFnsFMUlX/ChB9FNJnOlAf7NQvAhM5ioU3bXrc1BDG9DhbgpnQ8g68EDjsqvovz57A1sekk7l2qUxq/XwMFrS16m/GLZ9kKhR1Cl+2RsZQJxCFiXSDmdhRjzNgepyTnyQKd49gJvRe5MXcL17DMBCLGIibxO2jsKmYHmcrQvko9Jng1qePQtniTM9jgduXATWlQGGx4xJDFvVYRXKm6i7Apb7RikKNpgkDbLRa2cRH3baDNHtpYBGbKBQmoexzqiIKJYUSWMM6NoiGR639t3BROQ3UmeKkVkFueoAeUZQXCyEodCgFOrEOGz1ZTB/c9DgkUcjkkTCiAKE+B5P7mfxUZnrK+ya9YMGvQ9uifKy0g5kI7zrfoDleE2xe7ck/P6Ki0DtLughKlY9h4ZBKTkEmR/LQ9sOfbw1ylNFb2WtMlMS9HI5fOHl+Nth5kE8QIvb5ZuEVtEPto9BDUWgTQQGfVK+maD+3DoL41bOO8b7WhLjvuZW/j49C4fcG0gEHYTUAoL+xnBdNsL4c+cI962bVSq6iXLBuJ0hXdVZiHyX6iK3dayAA6/yCmNJLSWv2mtnzpxwQWAseMSSgCjjj+CiUKRXFctTHc3UkLIkZPJiJiCj7DBls/dTIJr1F05zB1gdkJoqbfgE+/rsTWbi61Po0ooBMit5YRGFDOeDPZtNj4mM63KIdcNWnwOYF6jxi+cB+Z4QvWyNjEInCtE2P0/VRaDK+0mjwiyzyUfjt8q24fdx8O1pjfk4E/zu/H47vU5x23lRRmKMwu4lFLaIwbprcSqTmCdNEEKLQDBjMpKGjHgNAYXvrj6tHktD88mHnOVKZTdvvYu2jUGP3hZeiMCgxpVYUJk3vOCdULPHvpygU85UrCk1OUegR19PHFFZWRoKZqLoO5xYhiHLWRa9PUX7Id7RA9AQjGRzTPpcZXNAoJ5kyPTYdJZCdVkEgREBcEVIlJbk3+ZAWhXl5OLRHB+A3wUchIR5jLLkCkEshKAo5YklUgtqklHyyH09ZUWhBFsyEMOa6tI5Ska0iT/aZpceF9VHIb5QcW1hsp/Ru205+bqJQFczETI0otAPwpK8oNOxPnkgKEtDIL4VdPyGvsD4K2XYbMYhNCnvXJPh8iYC4xuqmhzsHkxDkoRbv596Hn8x9EE+MtMsjMFBREwdVAwYhrpWEr2EkF4WYuAPRHCBRywQ9kikK6cKA0/d7+SgUlYdyH4VMv6cIZiKeqyG00AhMcFqLJmhhpolCCpkD1V/GAb99z6eLFQBFHYGqHe48Gpwo5JnuegdLFMqcV6eDTAUz8TLF63q49aeRtaiLB11pD4h0fBR+eif//FOCI4t8FE5dtBkbSh3zptIq4NMFGzNDFCZ9D+ZKFIUA9VNoWj58mAFGVDOF6SFMMBNfH4WMb8BMI0yk+KJOAH4BVn/lbGvRQZ7W4CdRgaGJQo1mAsNgTanU/WkRKrELfHAxhT6Dz1+2kTU9VvkoTEIazEQASf6xpolhfBQaUiWTM2njg5mAPynO1NOfXGiZFwse9Zgzj7Q+gvuIcyuZAC/PKOkRhWzUY1MS9VgZzIS59hGb4BTvhzc5SIiP9suIoKjAGlO5oh6rxmuh5hz0+VErClnCiEhIhZq4LI/gcMh+5x1pwrAvJRHSOTU3lGVKFUsBCSJpMJPkPfvB3BcDI0utbUUdnfK8rrkRYUzaBQJFoUT0ND3mlHLydKneC1kduC4jUN9k+D7rzjUWj/QjCvnfbDq3qldhehxCUchF9E3CS5dhEuDkyBwcEFmDAyJr8JbJ+yg86bEvsTLfMs0OsnBC/XZyUY/Zc2IXoiMWURgzEkkuUkYUJkn9gOpfd28m9rVilPrkffUJZiLCAHiiEAZMYiBisKbbssXA7JlHaaKQQqY8qktOwA+6COif9GvXYR8gv7UTKZNFYykKG5oopGUHmSAGRbo+CnUwkmaB2gR/7xst6nH5JuD7Uc7vwo5OIJegz3kDRNKuiVtlXH1MT+TGInhu5gpXQJhU4acopIRgXYJwfgqbTDCTbEUQ5XYiaNTjJFFYn8FMIgH63LNGAks+YfppA9j7JHnalE2PNVGo0XxAJ9pEMjE2AFwXnYi7c97CHXXXKfNQKgrt7ayiMLiPQpn6QsyPwFroSzATQvXbPMB7XjA95oJouZlC97ES0PNoV5jrwUF51U2tCHNnI0482RLqSVEI5xztqMcwGUJArrgRTVNVlC0xieVqRFBYAta99xz5RCL22MgV9div7/c0PaZpkopCD+LAjxwurYoDyA2tKKQTf0oqiYpC8fKLZIOXflOm/Axveswr6QBgubmXQxTG8u0L6U32MsFMwN8zpS8+r6UPT9Nj/hz84dVGCPcpfveCHzFk73UpCmlfob5X63dW4etlW/CHQ/YSVL0mCLuaoGy3qc+XRLJcJHQJIdw9jpsEOTbRZcEklkVREKLQJA6hygczoYswzFgx4vhXVZ05fV/ypsf8+XlBVmdXpGnIFYQi+HZlgrsvhszLqIQozKJplCYKKWSdE/Xr1GFfoPfxfHrGwaaN3YkoNOOZJUA40+MU1C9BFIUaWY9al6IwzQxTVRRSYiWaC1z0GrBHP+DdK5OVCmp6XP8+CqvrrHa/R+t85OVY/YAYEMYPtXETP6zejv06t0SHIsf3KjUDVysKrTeZVhRmGGEUhX5tK0YVhQ0U9ViFNl2BI4YGyzfVZ1YThRrNELJXoAGCu3PeAgA8nPMCnz7AO1M6kWMXW1WBQZLPVBBFIWAFbSCIyI/xOd4vYArrI8tFZQl9EvGYdX31f8cj5hHV1jURZH04EkUaKdREaeBxTkrBTCywpsdAkghg568S8shKT5LqIx4bSqtx1RNfYsptv5eqX9ymkmLlovZ9irHRfQkBAhJfADBx3npcE/0ES0kXfGX2c8g/4iYOlFGPwTdBei1Kq2oBtEjZ9JhVXPG5098q4l2+QED3sOhtrMcdOe8Gqo9U7ZY88Qrk4/sWg3BE5QzuGJUyEMmcHFJUUBSqWrtJPPJkny15H+Oiikwz2GIlm5XkW4R7rNX9RVBCUczDz5SbgOCUx2aiojaB9TurcZDrGXRr4NyZhFAUStJzniiErEyhD4gnTKjsWYJcIymhJ+unmYUr6QJXEo6PwmDBQtxRj92LX8F8FLqJw7YtcgGbxhAWTAIygNk0i9LyKwrZ5CSe9OskIwVjmijMKNjVklTy1orCZgGXj8J0TY9TNWO0TTvzgD5nAK27hPed1gCmx1RRmJ8TQW5yshNWUfjo1CW47KXvcc5TX3PbaT65UfkrixKCcdMUFIWhitcQEcZHYVDT44//nn69XHUIYXocBkbI54xCMbHQ0GhqYCc4YU3tvHR7Tv7JZ4WbGVJFoeCjEGAW0qmCSaUo5GESYpuCeatMZKoMMQlx0hmCojC5zYZrwVj9UmqZ9E8YwijaSW1fj4Cmxwpi0TsSLAO1jbIU7CWhkXcpYWu9shWmx6KaSaJxq0sASzfvQg073mBNj/3YT4NVFAqmxwEXY1ds2YWx747Bv3LexBu5/7Oytdk5WTAToQqSerPYWRVP1ii1QU3ESJKyQh3E+y2a2VtUqbxM0e/a/bHRgesjzZM4BEtFtCWtIENsecBwiEJxIUAdtMOjXQRQFLoIVNU4weuZkpgeB1Xj+Zoe212UXFEYMxTnRWD7Gv962RauvzRcRKHC9DhQ30/L4/OMGny7FO+TK5hJwh0RWFTSesGJeuxzXq6FK3guLKmed5l5P0UPYyNy4RYosT4KbVNplz9THnu2KUB+DnNl2PdW8nxU5unZCs2qUMjMnRKMqkiEbFuqARNSRWMShZn2eZV2MBN6LbSisCnDFfU4Y6bHYYnCZHuMMm3eHsBkTzCTmqSiMC8WtZV/NT5EYV2CDz4yf91OAOB8HdJ0QHhFoY56nCaCKAoTAYOZFPe1PmXvq3RRXypu+pxp02ON3RZOfyqb+ASPsitPJ+2h2fEk56MQrsm7y3xO6qPQgElYc0cThAR/N/gpChMux/sK5RhRUxMGnAAGKjNU6VaDToxlhIMChChJEuUwJyPBTKgSi49OaxIi+NviCSgKNkqysoqSC+Bb00jUHp+dFZ0lZMocfck7znfhHpVW1WFPbOO2iabHRNUuALD+8NxUnZU/kApZT+uSJBlUSkabOBaPF0MiMIdybYJgL2Nr4HrJyRlGYcZqIA1/MoMNzBI0mIlnY2J9FLr6FIWiUPJMJEy/4Dsyoon4i70MI7DpsZiX33EsEcf6FgVEdwF2ZSSFB1cUWsmd73k5Ea4MdzAT/th3f/yNIdFof+jU1wsmMbhnxEUWchXmFYKqftr2Ucg9q/I+jd1zQuQnzMj7O46PzhcSEIBVUdrPg7+ikC3NMITgLgy57tVGs8n0WBOFFLJVDGp+KFMP7vamxxkmRblgJink3QD+4DTqH6LZbIMGM1k5A9i+MlmwhOQLq3RqEEVhkijMidiEnpeisKSsGv2GTcUd43+2t7GmwuzAgd4LddRjazuNfKyRIRgeisKyjcCWJUDpOuu3X9s65HLrsz6CmfhFmk8V2vRYYzcHO0eQvQE9J++seEGVv+zZsBWFjGLOPoAfH7sngsRdeFIFwyqOlG9zyQ6popDxUciOFYhdb6G+PjDgjvwpS8NvqC9FoezqpEkUMkbBbDATIDm2UtwQ0XebLOoxsT/dpJNVVb6uC83uQiFR+XhdjHq832lczew0gJQXcRSFCmJJmliO0qSiMEexWKrMNvlpRz0WptqUkHGIZv5acZGRXXnzJz3b7BOqbq482GjCkqCe3pfIqWdM8FHoZWKrzs7D9DgJN1HoHidU1/mNHeh1Dz+/8DvGIXhF0+PgZbHBrACJ6XEaPgpVpsctcqLcvXHRtIQPUrKsZBefF5xz979GYp3oF2/TY3UO7gURLl9pHay9l0S/UKbhCGelj0J3Pbh7R5x3jIr8lwYzySKmUBOFFBGJWihBTY/z3OmlEYeaO1HIPLAZNz1m8ktlUltfZnAaDQqR5Erf9DhgYIR1c4DXzwWePCSZXkYU0rYf1kdh/QczyYsxpscePgrfnLUGVXUJjJ+zzt7GBh9hTYht0+OQikJt8ZkmVMFMlnwKPNYHeOZw4PP7+LQq2KbJpP4WdzJuekwVhemaHmuiUKNpglN9pGGgpJqwUR9h3H4u6jGfi0PQWM9UsKiWlo/ChK1kC6fw8XL6D8PAPR8scI729d+lvoZ+yinpNRSCdwS7Q+rzN0mwaxo+6jE7gU4ShdQcloB7WYsqQme79zm61Jz2dv58Lq79F8bET3Q2GBGgx7GyHANYCBHhU5ZEZoookDcG3coTMTRVZdIUNDcWbrFXDDJCVHM0qQmsdVZKRaFwb+LeIWM4SAO7sEQhpyi0vnnNLgmjjhL9DiqJQq/3Omd6LJLkCuJXMq6prkt4P5MSwt5S3/o/yYGe02TuLC6JTfdMzfOAfHTlCEzhekhMdMVMfECIe37lrSgkikj0bvgRhRaZ5/S7Tr6y8+IVeAYgfezlikKvOlHiT1VXkjQ95tO7TY+9+2QDJiKE7wecs20akyVNFFLIOidbUSghCmUIq4BIF/bLtAGZZzrxzDRRmLbpsfZR2BxQJ/gdChmXw42g6qTfBNMXU2LaaecVsHNvAEVhtcT02EtRGJeYfbCKwrqEicraOBZtKMOykl0AYBOQquPqEibnLyqwvyUNOVRE4dpkG43lAwXtgKLOwEEXeefF+jCkC1+ZQpiox2EQ1heoXR/5xEJDo8mBafsys0fvAAOBCkh+sEShx8IWY6JplR8smIlJnBinEcNUk55Sn1Oy55lXsNi7kuVJs5akd2ro+NQNPoxmEtqEQ4C+SkHKAbwvLNUx1u/wwUxoJRMGH8zEJASEqbcqAqwTzISvi2huKP5wRU0V00YiwKGXY9Eef3BXXGUhJNwkuSiSJ7U5NZ9wvE0MKd4VlbVJq4pYaothjqJQqLeP2szL9FhsR2HIBscNAF+aXacU5pJhTY+9g9y4FyXc9fQfb1T7+ul29xjBztzwvd50iC27lJ0FM3kA+GN0OvYx1nEknahyjsCE6boeshr7twXH5bjo91CMyi6QiJJLGovSPoBXUfqZHrNEeMRwq/Y4BJzT0zITnKJQ3eeqrhT7vuWujjKYiUgciqfB9u389coezaA3dNRjCqmPQo9gJjI09MSkoRWFgDWJTdRmXzCT+pq0pojFm8rw59d+RGmlWx25R5t8vH3dUWhXWA9+w5o4Mh/MJKCiUFSxyiZN2eijkFEU0reOF1Eo8/kYZd5qtXETZz31NdbtqLK3qcxuolpRWD+IKNps+Sbrc9BdwO9uC5gXSxTWATkFaVfPRn29f8I+Z676RK1jtaJQo4mCVxRmJh9uu6yT5gLCsWa8BkTT4yDBTAiQJAqDKArdkJbBqZ+YPQT87EyiSpHBMj32nq6pjrTAX4/1B9+CveY/qcxLtoj2zg9r8dWyrYhJr0+aRCFXU9H02J09exxFBGrfikDynASFpZW/MJYTCZ7k2Kw2Wihm6K9Wt9uBpO52VYIoCr1Ve1V11hguNxqWKBSJKBk158Dd1oObHochG6S9CnMtDWYb/R6JeNx7pq9wEybpKgoDmh5LyqmqTaCdp9qU3h+eHBdcR0rh24/ZMlX3uCjXcM9tH8x5EQDwZ3zO1EVUFBJwR6r6rACDbzY2IWdqTPj+yR312L2Y4RDh4D79FrLUKnm2x6KbHALbIeFkC0tOUB4nN4+2y6gUue1GxGp7yWAvnNoR/u3cZXoMxvQ4BBGfRZbHWlFoQzY5oURhYEVhQ5see7Dw9QWV2iVdpKsoNJlJYhbg80WbsW5HFcpr4q6/pZt3Ye7aHY1dxayEiyhMN5hJxHvQ4RQkEoUePgoDmx43rI/CPKoo9JBhyhSFbPCRnZV1HEkIAHlKH4XWca98vQpfL3ccaqd7y3Z7qPrY8o3WZ8s9gufFKgrry11EfUU9TjWYCb1+mijUaKJgR3ShAyl4KNec7eLUDoLpsThZ8/FRSCT5gQYzcYJoqCeIMl2YTFEo+a442ns/k9JOGoyYSdooctUQnfrLwSp2nDz/8d4v6tLTVBTCcOrmKAqt36bgF1EW4AIADIPANNWKQtX7Xox6zKqIrIyTZniGZHyk9DnOXyXZ+NBJkTxPr3vCEJwyjoUqCmMhFYWOvipJXgikkX0d7OBA7sJVzz1r/mmREsHbhDRPJuqxjPD17n28oh4rG4ZHdsyihOL5d/sodJdjmR57PfVyojAIgkY9DgvRBaHLR6FIsKYY9TjC9l2CopAVZohRkaX+QO0jvRWy7lp6pJC+e1jTY0NaGbufCxn12L3dOn7FlnJ8/msJo3aUKwqjftecsM8or7xUBjsCEMQMvqGgiUIKmblTPKSisLlHPQYYtUs9+ihMx/Q4S4KZlJRbZuuXH9kdM24fZP/tv0crAJpMUUGM2JtoNEWhjCgMSDraeTSAj0LW9Di56h1WUche4opa97OnUhS2bWH1i9OXbOH9RaWlgdFwiC6mzdZVAatmWt9bdg6RV9Rpt5k2PQ67kBYU6QYz0UShhgJffvklzj77bOy5554wDAMffPBBY1dJAUbZ8f/sfXe8JEd19amemZc255VWWUIZCSVAQoQVQQhEkEAGI2MMH9jYBj6CweBAsAk2NgY+GxswyLJBssFgYxuJHIwAERRWAcVVXK20Wbtv94V5M9P1/dFd1beqblV3z8x7b+btHP1Wb7q7uqq6u7q66tS5987ChGE4nnR3GsS/ZZRnBTnIi0is9xLT4+CEqojpMTJiyyHk7NC7ZOIlfGF5QSae8My74Zv0morCilATvvBYPKxUKme+XATUNNWJehxLbx/pBDMJVim7v5/87t14yd/9GI2WG7jGMadN+3n2nvkW/i0ii1cUmiRc7GkXNK2rP01ynkzHQ0O1skShek/49prx6oqwMmFSuFbeto+0Et0Db/JI72X2nguGNOTy85kee81Pg6x9SFFotuNQhsrSxguWaCqgzhSigFpO5ceRP6F7mSGyyhFOIChPbUsoCiVcdaexFmOdF1vBTDhoc+JCRCHV2wZET9zCFQO9AOLV8VrZWu+orlta1qYt+6wT0ncnx0dhpnrM6pW9ScW5moNGUdg/gzLwhEKrrI/CBR7MBJg9RWHcqaKwt3wU7hhP2s4T1i3GUasX6X+jtaR+HZvULlC4pscdZliUdKAkyr3fzRYJqOlmWQJjDk2PRwpGPeaiE9NVQ+W8m8Lno/DPXnIq3nnhCVgyYl7foGl3CLuPlRL47LOy42UUhUDWhrsd+bjsQlpRlI0urmAThQPCegALExMTOP300/GpT31qvqsShGF6LMvNGExNH/8OvPyB97rHqZ9nR9VhEoVBtR+pCQ1m4k528+Avg6MQfTOrIOkC1x9YPihxatYmOBGUvGrt0GUjgbI6UxRGgkY9TvpFReAkfgcz+H5HiIN+h2MJfT9u3rIXtzyyD1v2TLokhGNSWDHqlSWUZOE/HAQkpHLKFGh+02OzftJJNdFQAd3aG8NlJIRZ7j3b9wMA9k410qPuvSoazKQ9H4X0vSdkJqcoDL4fJJhJQUWhDI6fiaLQ09b5RQITUzPFllfaCyaRQ4Klh3mVWIAotCJN07QVSMTUf3sHUY/pcN54r6V0gpnQ3Lg5q62k9rUFGzEETt2wTG+b7wmjKFQ8IpR5uFsX7aNQZqS+TyVNj/kUhdJS+/qujXsSNhGvzxHqPnH1613MKqvSL4MyAHznpIKZcFGPAeCpv5ect+o499y5wEIiCrsWzKRXFIXTAIC1S8y2o/zhDAI+8GjYUY87ZQrbURRe9TLgjq8lv1kfhUUVhT0YzKTl3s9WDlFY8xCFR69ehN/feBxec+5RZao8QB7U5Ei1n9YMsPOu5PcR5wGrji2Xnw5A1WWisOxCWlHo6OLtEoVtEo0DLHhcdNFF+OAHP4hLLrlkvquSA6oobH98lz9ZJt8Danpsq7DyTI9VPk4UTaknWL9V+XaxeqQI+ihkOUSe6gqZAycTT15VFgY1uqNEIcnFWUDJfP3Rc45Zs9jZl53SGVFICQdl/mpOdAsGM/HVDxbBofaBH+Mae7TpsT1mlwEfhfYUXPqfbwFFYUZE8temguu1ryhM6jA+tNY4/tWbHwUAPLhrIk1vQsIToRgw2oQAcMSKENFsImR6bEQ9Jj4Kwzxh1iqK+C1Nss7zUWgqQsmJAIC4wMLJdCNvMd99DyNBVZR+5KrlVH/CEoV5NYI+13wHYzj3k416nN8/UNNjO3iJ6bPQ7svdPkCZwdt3JO8uSgi8/ulHk/QhRaHQGYq03rwilPNJWrxOtG58Buo7EQ7aY5P3tL3YhGqoufWQoHB2g5lcdNFFuOiii2aziO6B82WmTas8ionnfwR47p8Bv/pP4D/eUFxp1C3MC1E4C1GPpbTueyfBTHqDKNyeKgrXLDE/4oooHJge83CjHnd4o9pRFALA3ofT8xnT4x7xUSilNIKZROm9qpf0UUh3Tdbdd2/IY3qs8AcXnoDf33gc/vrbd+PzP35goJbtFHoxJm1nMxPZsdf8d/k+rjJLisKywb6KYmB6PMBBDho/oKzpcdvdryZnBDODMSfvfERiaxeSb8seuQQAMCwaOF5sLVzpkGox957Y0XE96V9x9uE6KFdR0+PxehOLpExCg1jmeIYZ7RMvS+7XLf/KXQKpmyKVuAdXjHzxgZo/2sFMpK9CYEhDhiQwfRS6prV2MBPnGfhMjw1Foe9bJ40/Rt01W8kpCq0qkDINH3FWxrWSwUwyki3J59FFJ6N17LPx0Z/XPende+t70vaRVYtqwHixerGKQqWYkuXNWanysaiiMJTf5l2TuHXPNC4FmO+373m6+U03W+x+uw7m0kKxdys/KFMhitWBHfXY8FEoTP+BSSPnnlV+OZoohBn1nKzDsFlxwUxsI9+MNM5XFNL+wFAUBnwUhsCZ+YdNj4HV2IdnVG4z9uv+yFbPKx+FVvt1gpsICSFpHeLMjFwIj0iIIZV7iCnsDTvNFPV6HePj48a/OQNHAuQpCoFkElZWadQtzKuPwi6SovZ963PT40Yr1orCQyyzEi2WGZApLOyVwM6jHhck92wSpZH6cKIknyYwCtZpln0UNuPMVCDxUZgpCn2KVd5HYbZvglUU5n+xRocqWDRcTfPLTT5ACLZqW7fFmhmcpHB+BYlCKYEDO4D92xOfiHmYbdPjQTCTAeYZ8zcmjcmv9mcMuZNfelgvbHE+Ck3lVdEACrGUuKr1HOxfdGROSreeYR+FNrEirZkVnaj5VWd//MITc+rl4vr7duM/bsoITy9RuGQ9cMmngfWn6eqT6XB2jppDzrqi0CIKHV9bplJNIYJkx2FaHWMo3PyKJMecVlnXcAupPkWhQwC70OQoDdJBjprZhd8tCYHRWqWQ0oxDFqwgwkNPeC2+E5/NHnf8pCX0Ap+nFcykHSWscQ4xPc4uUxq//dmFgpl4TIcDbfhvv78ZX9v0mFEvG0WCmUzNtBPMxNQJ8xC5fV8oxmhhMpJRFDpj+jaDmRhRj61gJqHgJa24jI/CvH5KGNU374tLFEqSTpLvAAXvo5Dvm1Rt/6T2BScf9d7ZffWd2w6k25aCkPVZaTKumflyhFjS9uW/n4NgJh585CMfwbJly/S/ww8/fO4K5/wi5SkK9bkmAz1n0D1Sn5se23m1ZXo8D6SpBw/tnkSjJbFoqOIQhQNFYRj7LUVbx0RhUTNEm0SZYYhCLjJ6CLOkKPzp5l140d/+GBd98jq9b5j4KAT8kY95RWG2TznvXkNM5m2/kT5kn75B4+4Idh+r2uLQWHv5FTU9/o/fBv76CcDHjgf++nhg/NFw+llXFJY1PZadnT/AABbmb0wamDjlnumqhQqVExfxUZijKLSJHAlMYgQPH3ZxfsUtsGVo02O3HN99Ct4Bg+Tiz+fUXlsen9bnm8cZUkoYM3Mnf/X9LUQilA1mQspuQUU9popCanpMzrMm2BL+Vkh9FJKKMkShRcBoH4WM6XFe1OOQj0I9EEmJQtpWPO1awFYUZqhEnMI2DJsAjK3WbEdcdduYv93aiqZCMrIU/KIDJViy+7tM7sdy7A+O5yQJ1WC/rxVP0I+Q26XEm5slvKkfALbeaBCaeZgOuN9JKwGgOHGX1S/fJ6Q+2omPQrhRjwu9+wXSZO6vzPQSto9CMy/ODZQvWE/eE4ohIIy+Uq+WuCDfI33/mOusiMzVAGee7qohJVZjn1s3Szmoztu6N+nzHQUh80zNvjRGpNuucsfhP7cXMaumx2Xxnve8B29/+9v19vj4+NwNzDgSoIii0Dh3vhSFc8g8q0lsEcVJUdjKkU4UhfNgevzvN2zBjQ89rrcf25d0KMeuXeysRGoL94HsisX4lElmdEyoFn03bRKlkZp7Gj4KSyqdDIVG9/DvNz6C27ZmH7hDl404AUdmmjGGq265LcbvG901UU+ubclIFScfshQ799dx1KpFheo1IMG7BEdRmLbFWrHn4KCo6fHDP8t+18eBHXcCSw/1py+6kFYWZQl5BcdH4aAhDtAZ5mtMSufY7ZoeL8IUNojdxrF74g04PtqKRsSMaUM+Ci2CppCPQpmRYFHeAm7A55RTBjJlfK0i0GgxQUJ8ptMB+E2P3VpMN2OglmwZKrrgdfITRBmYI7skUEmikJRlKwpD+blqJp7MSv66qp2E03UJVgOqn7aJQilJ1GPf/VQT78D9kJzPMltRmNWb1wUp+ricAEGVQomU0JifNz0OX7s6r0zvwAczIT4K1Q1pNfC91muBEeD3Wn/rzU8KoUn7wqRHYPwsAeyV6ThnMu27vv9B4Of/4FxDCPVGKzdVFU1TOeux5jXqJwuYHmdMYU4N3Lz1mUIY/V+EmCzoh0yb85+Bek5T1j0SpL/mcmrGftPjrC/g1aVuLU3yvYzpse81UnVrcQQkm54nne33Lj+YiXVPpHRVv9r0OAqqs418ekdQ2FtE4fDwMIaHu+wYvShsFUIcZ+RBnrP2sr7LuoX5DGbyxUuB894CPO/PO8/TnhB2pCicW6LwQL2JP/zqrSw5csqhS519GZkymMRyGJ82yYyOfRQWDmZi+ShURDg19eyRYCbKPPu1TzsKzz15HU5avxRRJDBEPnD37ZzA6Yctc4hqLpgJpygcqkT459c9GVIWc/AMENHJoGl3Btu9Q6eKQmV6fM3bgV//ErBsA5/OURzmPMiiC2llMTA9HqBHMF9jUjrR8Dlnz8OPh/8vlopJY9898nAcj62I0jGXMcmh5p4+RaFWSvGBBqydQTM8O60N5xSZ6azGU8sD5dNYOoVYisMOJl0cAZI5pQ8EMxHWhF4yhCaA5a1dACKGGIV7X8tGPY4YolAk91FKW53mIw3DSirqo5C2klyiMN12FYXwKwqthmSa8dlJGLWT0xB9gQ/IRF+AjWAbQqYUVCRcZKm1zPvFwUeIccREUdhKxrQy6TFk92d6rz68WO7Xv6eOfT5GJx8DHruF5JkgjxzKivOnixFhm1yVbOzflixuEpJQpbEydPKZboRNjzfc/2VsHvmyXbNgvQEAlkkwh5gREhcBpaojYbYNPpgJl0lxonCybo6vst6Vz4qbiwkhAfIOZnRfvo9C47XUikJWUmj8Iq3VQETeNZtStX8r8EShTX+SOjNwfRTC8lEoUaF9kaTvYX9g/u00ewXqYzW5G/joMcBfkciSeaZV82XqNB+mx8c8M/u9+bvdybMbisJc58ezg6mZlh4A/MHzjtf//vgFJ+Htzz3BSa9Il7IBPQ8WjE8lz36klrTpjqMeFw5mUsD0uEyQhTh2iYsuQUU1PnH9Epx37GqsWJT0T1EktD/Bl37qJ/jk9+51zqUfezWQp0ShUhQqM+YyvnnIml/hcwZg4PNRWOvQ9HjbbcBXX+9Pp8pT37u8QeesmR63qdB3iMJBOxzAxIEDB7Bp0yZs2rQJAPDAAw9g06ZNePjhh+e3YjYMZUdJZQqSSdMKccA5Vk+1ARXZhNNPS2J67EyxzFUgzt8Th7goU1gkmEngu5J8yzyEkD0D9pRb9C4bzvIthZHMnZq6+MyO3wiktp9RuT5NIDOopoRcEsnYf2M4RaFbMzWWlezz5UyPzUJScqFU1GOdOVuGmYaJeuxUgSqVOEI4TdPmHMv0m+aqtezoyKRm3vfeJgbLmC+GTI+N95xcbyXtF3bLJdj1wn8ynkniS5FXWnkRND0GdmMJWqKabB3YDqw5Keca3PymcqMeu4i8d5yUJF1iyE2TkkBMmwmbHpN0wryfEVl0CfWldgAhDqpWEzP2N8DyUWjVlVMU+svIuUdGz2QpCu2nYARuSdMxbYi+a6xCz1FDStYPqLT88Zo0pQvOl66tKNT1FiI1Pc5X4bbrF3U2MKuKwgMHDmDz5s16Ww3KVq5ciSOOOGI2iy6PpYcCoyuAqcczyTMArDgaGMox+Zp30+M5JAov/BBwzEbgqpd1T0HZTdPjOfZRqAbC1UjgTRc8ITc9v1YxgMK+1PR4xdgQHts33QXT44LqpKYVjY4LZmL5aQqCkoldJq+V/0EuGvGrnnwE/uOmrdhfbxrm8ArUR2ErlqhWhBn1OFUU1irl36MoDac24Gc6hN1mVdTjvO+QD1QVS5QADhRZXhlKSMCiRGHXTY/b9VE4UBQOEMYNN9yAjRs36m1lVvya17wGV1555TzVyoVXpVYQ6+D2/QAwI7O+oIaW+Y5T0+McRaGjHspVFLbxPeFIMstP2QufeAiuue2x3LyK3EPfxCxPUUgn9DH3rSf3TjqTz3A5bsHtBzNJ4zQDSJ+fhJcodXwUSv8dNH37Sb0vN5iJuoec6bH0jectpShTHzuYSdj0mBLKJmmikAxryr6DigBUi7HAPdtd4p6vVXL2LfJYjMtRLBVTVloPCVGoVoySSS0YQ2Rt1TALDbQ5QXwUenwSOnUIjCsSX44RpobXYvH0o4mf5KWHAjvvdK7Brj/FdCMuRaACxZ9wftRjP4bgn9ua75FwfRQ65bo13js5g5U5dVAk1kS9aSlLzTrYtzUOmh6b6ukiRKEZndhiSSmGFhn7fO1HtVNfMBMbPncDrZTofXj3lJFHYUWhtW4iZKZxtJXFPKxFrx7ArBKF/TIoAwAMLwbeehuwb6u5f8WR+RP9dn0qdYr5CuChTOC6db1dNT2e23uhiJdKVOzFVskGpsc8lOnx8pQobHUczKTgu9mcNrc5haomcAoM1ikx2WVFYT1VFA5V3H7pAy85FRectA6vueIX2Lm/7hynisKWlKjCNj1OFYVtEIUKg7bdIbqtKIwIUVgb8adTbVYRi3mTUm16PEs+Cts2PR4EMxmAx7Oe9az+8A9M6tiOj8LDxE72WB2UKPQEkWNJQnOfSwpI62+qNtIKxNxaO3v4Mkyi8OVnHYZrbnssuV0e0+O8KWseOBJHn2URaEHTY2SPlZvAspPrkoErdsplWCP2kSpkppKmojBOeUKbdLJrrNSHgB3dk5KlLoEnGRNTPuoxa3rs8zluEdbc7XCCmVCi0Grb5rNzkUQCFu47kYPsySe53vDwPnzmgXuMfOlxx0ehFHhErsHp9X/ESuzHjSO/S840n1kZQow1q8wJEiJkMyuZec+KR7pV5YV9FALA9GhKFO5/zHH95YsGTTHdhqJQoJiKK8+sNusJ3byG4fcTbZgeR8w7aPsoZOoalzBVm5ix/ThKx0ch7X4SRaGJbBECxt9CikJSf/3L+fZUgMoQ0Ru63xkFM3CQq9jjSE7uGU02YqwUbll+VwCxvcO5r+pbRr+JXJ0A4N3Vf8NfNH+9p6jCWSUK+2ZQpjC8BFh7Yvnz2lFA/NfvJ+qOUy4FaqPJ5PCkFwNL1hXPY76IwnZ9SPlg59NqAo/cCOy8y9w/tAg4/sLkfvnymGPT41arLFGoVFd99F50GVv3TuFLv9yiTWgpdown5MPy0WRC07HpcVFyrzHJ72ejHhchCskkzCIK90018O83bMFEvYXTDl+GjSeszc+PQN03TlEIAGsWJwMrjihskvugSENWUejJO4SBj8IuwfFRqBSFHZoeA0A1RBRapsd5ExCtQOyyD7cyJv4UA0XhAAsEnSoKj434iOUuUUjecWMM5SlTBScpQgpI2ZHpcZE01YqHrDLKC4S8KOHTy96rjtGJogyo15AT7ZIvJyDxsRBLgZ/Gp+AllZ8aNVC1oASLen4+kslVFIbKdc+TEpC5Y7e0Zs5CqiSKwop1JHkb9hyoY6zRMiKI6lwdLpEnkM3E5AQrVSTKv4PapFiESQZdhk0UahI2chRSnfgoDJkeJxygO4hT/ky5u0NLLqq0C0c9TvJuDi1LdkyPO+2+qOlx2V7TS/hbJeWTYGl+TJ83LAJEIX2PmGAm5KA3jyLXrHqBSUtRaL/n9nNqFVIUqv35PgoN1R3pGY2r0GrCTAkrk8o5efoijIfAPeeWNFla3zXa5er0SeQncpyoW4WAjBPFqJG3ELrhvLH6PwlR2ENMYU8FM+lbRG0oIG7+YvJ3223Zvi0/B172ueJ5zBdR2O5Ezgc7n/2PAZ9/Lp//c94PnP82Jo/5CWaiFG9FiULto/AgJlM++d178OUbHvEeFwJYtzQhHzpWpxVtq74o3m37KPQThV+4/kH89beT1eVqJHDTe5+LpSM1FEUeUbg2vXd7JmfQaMXajPinm3fhZ/fv0ekUUUgHBNpHYRuKQvXxO4ibdneg2ktrBnj8wcT8Bmg/6jFtf9wii0JMTI+BfKKtlRLRs2V6PAhmMsDBiF9+Hos2/6/eLE8USlxW+V/2SBMVtKRARUjXDM5rekwVVYootHp5z3c6NGnmUu6Xo1giPN9immGKijHb5AkhYW37UHRiRs3mpJTmveDG4tT0OPBxZIsP2QI69eKLVkpAqtwTKjuvolBaad3c1Z5YSvbm5dCeRFHIBKdQC5qReezxySZWAvjLb92N//z2t7F0pIqnWWWETY+ttKRswdwLqYiLNmftPrNFl1ixiUI+rT3CKjviUmQxF/U4OWbeO4C6GXCNNROaPLLS5VUiHMwEABq1xcmO+jjs63OIQqZt1htxYVNohWIRpGUhtRzAN5mwopDWxexjI8TMdfpJ3xDUfUkUhXRBClbAHfO8ZhxDRMWuvZiikNRJtR3O7Ng9mQVvepzBEStCssR5M3XR4FNQ2+B86dokaERUu7GkTiD86CGecEAUdgW2qVge6Bt41NOTCeGWnwPj+b5WzHzmS1GolFVdogTsCaGKuBXVgGM3Jr8ffxDYdQ+wK/V52Wok+xT23GfWbY7QSj961YHpcWEopdszjl+D49cudo6fdvhy3LplLwB0bnpclHTouqKQlGeR13smssFCM5bYN9koRxQqH4UeMm/l2BAqkUArlnjBJ6/Tv+/dYfrIUUQhNUdWisLhNhSFg7bdJWiisA588vRsf9uKQkLkVT1EoZRulO685zhbpsfUdPi6jwG3/nt2bMVRwGX/xBOe9mLRgCgcoB9x/acwlI5nYlnW01aC4wW/ECch0EAVFTQwhIb5jqtvoB3MhJoeq4VRhxTga6k+LUUds19Q/2t8+/x7sOKGT7K1p6hVhF0tq855tQsfCaWhe0YxQ/b7iEt1PDmTuxu5isICk+8glWCY+il/iXwfaVKuSq/pIYMZP4ecj0JvKaGox9axeiOL1j3TjLHrwIwTktM1PQ48E0NGxtc3Eig9r7CDlEirktJKZz9b2o5sX25cUIaioLqtbGemKOT8cEeyaSY1WJCMEipqeiwD6VRezWo6L2AUhfa95N6LdkyPUYBYTIJwhNNlw2m3zYyQvoLJXCMSnI9CXdH0j9uLlGkLE3WLr0hWDozqUGI4lm6/ZRLqxYnC2FIOGr9oIZa7nZDp8Qlii86bDxbCvTeMotB6bvY12nAUhTAXHdLw8slPESGWWQsW/BvZcxgQhd2A8gFlR071gRKKv/YvCUn4r68EGhPlyp1vorBrpscegnV0BXB5Okm86V+A/34zMLEj2b7yYmDLz9xz5tj0uLyPwoGiUKnWXnH24XjhaYewaW7fug/AHEY9LqIoLKN0ouoMa1W8aa2oTsyU88mZpyiMIoGTDlmC27eOO+Tg0pEqxqeT8jjT44nUR6GKnlwGtsnPAG1iySHAMc8Ctvwy2zc0Bpzwwvbyo6bHPkUhbdOFFYWWArFb0JOVFvDjT6SqghQ77wTu+z5wInMv1OBMv/ODhjhAH2LVcXrhM5msleuLRdz0qvIkBGZQxQgaGBEz2D/dgOPsRlQYQsXs3B3TMvWu2ZP60qbHwk8qyqx8KQWqUVRIxZ5k7cuTkFyeJNx0nJ7/R7Wrsk1W1UjYzEBFcyf5Of2xGywkG2+a9cmiqPr8EtrqQn4YplSV9Gw1qeZ8FPJEaiw402PL36yqd1RiriM5ks5W8lFCzrxmWs3ypscJzKjHfoSIFZMiko7ysRxRyN0/5t2jRCGU6XHmUZGeWZQc0giM6bWiUBGF9f2wX5qQorAVS2wbn24r6rFAMeFo0fvN5fXu6tXe9IaPQmGWk0Qez+9Li7RS9ZwmZ5pOelNR6F6nfe2uyXy6X+T3VZRI9d5TtTguMuJPQrJjuyOjhBuYlCMoSrxxpSqiMOu91TypqKIQrqKQvGOxJKrTAAl50EQ9PmigJmJxQaKQEoqVoYw1n/GomnyYL8VE102P0+sYWZYQMyrqNB0kLFqT/J1InXSr6J3DS5NJriJZ59r0uCxRqMWYB+8kdn+6krV4xN/9dI1QLawonOb3s4rCEkQhE8ik0bKIwnq590gRhSHV39VveCpue2SfsU8I4LTDluO0938LseRNjyfTZ+MjIUMYmB53CVEE/OZ/dTE/anrs8VFIF2uqJU2Pu04UEr+iisC/7Erg1i8Dd1+bLBopc+wl6xMCNYowMD0eYEFg1bHAvcnPdvwTjrT8C84xhI6i+sWhj2A8HnOFLydcBDx8PdlBFYXJHzd6J6+Gay+YiS+1WUY1yszXpMf8VZ1V5JskStxrGhTiRZVswZod1tGIncyvrHzmZEMQE74KX9F6MmqYHkvnJJ/6RgBp1GNe9RbbKjNV1aJjXNb02OejkFMKWdmR1ICtKLTS5kRTlRDJWLRNMUbkIQLcYCZuudlvSqi4JG4ZolCRHbzpsUmAK1Q04crdo/LBTDgCWR9L/9arS9If+5x2FCJdX3vlL/Gje9I5YsAdM4ciRKeURa7TWiAgODraHsxb5yBM5WLEPmduCSP/GagmP1FvOe+8HcyEqSVbgzxTeicXaZseUxKUHEjd7RjvA1kw4vCd+Cy2HpwSl/VRaBkG+64xlK/zjhLVbtG5fw/xhAOisCuwnc/noUXkx5VaZofvUzX5oFcYFkgwE1FJTLHv+JpZDgAsSgM+TOxKz0kHqr/3s8Sn4eeenWyXWXHsAhTZUi1YrvZReBBLCpXkffGwn9RVvGurY0VhQXKviOmxzqtEMBOWKDSvabKsorAVVhQCwNKRGp523Gr2WCUSiFtSm3XTwUGmKOwkmMnB27Z7EkYwE5+ikCxe6SjJgecYx1kbr85SMJO4kdXr6GcC0/sSovCebyb/FH7zv4FjnukShQPKeoB+xKpj9U9OJZaH4eYB77FDl40BKY94iNiD/dLqD95+J7D0UEZRmNUIYIhCT5+vxPOi4Bg18V3lSWtNYqsVQSZxFriImp4S88D5j9PPJOQ3zJnpyeC3sTumx65iThiTcFIXwPvcIqZc3300o3iaNeLqSGsHmARmlrB4cELnmnWjKOKj0K5N+HdRZAQgQ8IxeYd9FGYwAiO0AZZoNaIeu29UhSgKk5MpiSn0tRVWFAaJQqUoTOfE0wV8FJLjmiRs8x7lLxYU8VGoMivXcoylEmESkkWjHhcpUT37CSuYCWB2B5IR7jn5C7PiXnXp+tOS8eKOO9J0dv3JtdH9lo/CvOvbXj0UdZAoyaR+3Lk8URjpo8l5ftUf4Gv35Psjib9MERmKwhB6iCccEIVdQSemx1EtUxT2i+nxbAUziSrmpJaSb4tS0uPA9sQcTU0goyqwmEaNndvXS5keF+UnB6bHwAFNFPr98imFZsf+7opEPW414FUDs6bHnRKF3VEUthNwBEjubaMledPjThSFg7bdm6DfpSKKwiKmx8Zi1ywpCqnCvjoMPPGyJPiXUpU//LPkezC+1azvQFE4QD9jSeaOo52udDQe9x677OzDgf8tUrZNeJnE2JDjlN9DFBY1PQ7m4h6VEKhWImIqadZZwjYq9ZRfyPSYI7wSLG3u1vs+23whzrPONP7KcDATdsJpzNzzlUwObSkI9WORp9LySeYzQ1bV8JFZyTNmbh53OXbl4DE91uIBn2+/ENT9pkE6rGN6i1N7kvJkao5bkvRRgRD8aiRz2w28YbZlq1ZGKlHiOxeOesybHgsyz7MpY0n6hsLBTIJRjxPMVFKCqL6faQPWNRQwkS0CgSKPWeQGSTFIqhIwfX2alGUkigUzKXPdjzw+BYOGk9KZb9nbPv+Yro9Cqy0IYYwxpXWFpqKQQPvlzgjusFrZrEcIvmAmmemx2dr9ZL97T+w2QvsBc2ElvAjTKxgQhd1Au6bHopIwTEMdmh7Pl6KwWxMx7c+twhMzQEIGRrVkgvrd92X7oyowujzbru/vTp0KoqyicBDwISMKFwUVhd0iCguoAENKXrqi3U4wE2ZFvNmpojDHR2EeVKTIjCjM6qOI7+FqeRN+r7pjgPnFEAkY5CP1WpQoTL9n3Lt3x38BX3+baarfdaIwbdd04awyDFSqwAs/lu370quBO/8bmEnT2X6tBkThAP0I4ke0PdNjv6LQHiu6ChG/WoViSPgUhXzvH/S3ZCgFA6SMZV5co6bHgTqHjhVTFNpnZMq9mkz6wQk5jA83L8f/YEswr4zoaoPcaMf0mJjB0VibeRNu23TOjnbrq5YuS/pqxMAeI0np9uUWahEAz/qqE8yE+haz2wEdt/siQItM6VYUqpTMR2E4mInPrNv+3XkwE0W40J2qjuTdI9/OahrMREIwzSUrvRumx+o+ZabH44lLKuYa6J5uoMh9lAXSSW3e3b6iMHIUhXEhpWKRa1At8e7t+3FmThVtiy637SWwS3UXPQSw4awkIClUW+PypapWaNNjTp3Nwb+kw9c9FPXYzYm/WXkEuUBsVN9cngnk3UO2x3PMMC1Q6CiVBSf8So2hJmTqZWhOFVMrKcwbUajYrm4RhYpUqfLEDJAMnl/2j8CGs81zo4pp+ja5qzt1KojSPgrTe3ew8oQzzVgTXUsCisJIk1kdFlhE/RokCqnpcQklbQlF4eRMcUWhlFKbHrdjHgwkwU4AQhSSNnzaYctw7jGrcMkZG0rnOzA97lE8/e3Zb5+7CLpYE4pqf8d/JT5kFYm39pTZMz1WC2dRNSEJbSgC1CEKB4rCAfoYJNJjO6bHIwHTY3vy4Z9YCvO3FcxkuKSisChRyNXRKIOYSVao6XGO2qbIJ6noXabPRJD6pDV0MywY5Yu/7OKKQmlPsqGUSa5aJyMPeRWhrS6MWUUhGcuyleem7S5pF3Omx3k+CotMoikBlhVqJDEm8KyPwiRNO4EFIsR4fuWXTB3Yynq36G/O/1kZaMWXcNuV0X5IW6tAEYXp/y3T4yJ+I81K+NOp+1RXwUwmdjrpWzJ/3NsOxVL0nHyiUCUsNz6nnFwkTOVi0ajHxUhTX/txFYX2/MvVxfL9n3OPRASccgkpSUAUCmZimx6Hliyg70kxX6YJ7WujJSvpcbNueT4KW5ogNnONkKlBJQTiWIIl7J18ewcDRWE3oCYmRRWFmkRQRCHxE9Occl4OLxaM6bGa4EXEPxbgrCaecgnw+EPA1hvcNEOLgZkDwBHndqdOBaGJwoIDiWwF/OAkU5RpKxBWFCoO7Pr7duH6+3ajWhE4/bDl5VV0Rfxp+vwTAqYpvHrPdt4N3PKlcLn7Hk7+FiIKiysKZ8i57SoKqzZRmDbFL//OuTjryBVt5QkMSPCexZoTgBf8NXDtH/j7bPVNqtTCE9tmGsBk458AT3wZsOzw7q982orCqsdcWn0nFVGo6jtQFA7Qz7AUhWWJwtFWwKqi6LvqpNOrQMD0PjwzusU8zHX6kkbLDZUrjV/+qMe2ojAyFYWWCotO9LyfJMP0ODwRzKu7Su3+JvWSbip/XrDua56i0G0rlYiEXSHzBEU8cL4IAfPxK/Wh7wlypnRJZNJgdaFzdFSDEn4fhck5FW9zIndAE4WhcRJ/zAgkIYRx74pB4hnkHbGJQpsocPVSPkUhjKjHgOya6XFSAHnPU0TU9FhatRVRRj4WnNOEg5kkeT2+KPXTuvfhLJBlCud5kroOVSMtRCiLYopCUdxHYVkE3CBEZJEkA0NyFVBWUAIy5KMQAFqWGMgX8Miuk3OP7GBHEIYrhMyHnzDTpmM/M5hJqG9hFmzYusObrun0CdyCg5tvC1Hqz9PKVZr3o6jf/R4SFA6Iwq6gUtJHoUqnFYXZCjJmJnufKJzNYCY+02MFm3hR22+9Ddi/DVh3cnfqVBDNNhWFB6sfN2V2PFKLUA0o4pTq7cHdk/j1f0yiCv7a2Yfhoy8/vVyB3VQUKuXUA/+b/CsCRm2l2syS4Sr215ulfBTSQVAo6nEIqq3awUwKNmEvDnYSvKeRF3CL+nwNmdg3U5PjZRuAlcd0t44Kqq7qvSxKFOrv4YAoHKCPYSkKS58u64GjbSgKjcmbhLzq13BBZZOVPk9RGKiSkUvIYE/qciSSYCZOPbmzgp+j/G+VS+LQY5aiJsgphk14eQKCKr/KExSC1FFYhFOnpsdqD/VRqFuJDNVI/fQoCoNRj7n2ZColbT97BrFktRFzzON+L7L2WO49FJCoEdvoUcwYxzNlpCJs88kzla97X4uPt1iygxCqgiEKq3YwE6tklWdxH4X511qvLQOWHgaMPwJsvZFNY9YirWskMIPySkugmHJUIt/EWlu6dxTMRDCmx4RM86BIkEx6tiHWYHwUtgLZ0WUJ+5m498jsqxN/mGZeXLqyLiNsFwHcsg3d5tq06i9s/4F5wUyoipH25abpscCBehOLbcVjD5GCHAZEYTegVHCy5ax6srBNj6MoiUbZnEpVFGu8pxpYMIpCsnrImXpSVCxzVZV+bGXyb46hOuaqf4nTwMHuo3CqkTzr0VrYBx69PWuWDGPn/joe2l3ShyeQvRu3/Btw9zf4NCGCn7ZBFUxhel/RwoEnvcrZq8i+ZWM17K838cO7d+Btzz2+UI6UKOwkmAmQrWypex11uIRlThIG6CnkLe5Qn5oholD5Juy2uTGFKl+ZHnuJQmV6nJpaDkyPB1gIMBSF5RUqIjSRDfXxp74skC7dnt4HseVn7rmeTj+LZRL4VpXyUZhtVoh/OUfpRCGKqTJ9KXglSjrR0yZlWVmwf1OSVc8L3TzzfRTmmx7bjyH51FOCQU2PFflHglb41IVQt943OYfzzBKesJiChxUEWIrCnfvr2D4+jRU5ikKDZtBEoZ8uMKvNX1/URjATANgnM8HH0eKxYNoQGU3bbuSQEOVIMfM9SM/Tpsf0EDE9pj4KAeNeUEPovCAfXN4vq78PXx3+QHZIkrHpsg0JUWjBITtJO9MLE20tVhc4R/r7Cbs6Zc3VDV+fwlw4oOarRiKugjmg5PjS4SqQritpv6UENvHofhXM/s+rLrXeodhaEOIjs7vIMz1WJG0h02PBBzOxfRSqPHyKQtXuQ6bJ+j4JgfGpBtZZeXPnlvVxOZsYEIXdAPWfFDddMsuGUm9QJ/BDYwlReO93gGWHAUsPBQ7JUU/Nt6Kw04nYzARw7TuB7b/K8vX5KFSwyUNukDGH0FGPi5oeF1l5XsBQH/I8BebuA9kK7HsvPhlv/teb27tna1OFaXMaODAdTkux5NAkSM7xz8/2LT8CuOzKNiphQrWZ1YuH8cjjU7jlkX3YN9nAsrGcfgOZ6XE1Elp1WRa+YCYdE4UD0+PehXaP4TFzV2R5VIMeDnIPUikKq6PusW5B9ena9NhDSjqKQsV4V8ztAQboJxBFoU/1EESo3YsoCQzUMlWH32ydg+df/AnfSdkE7qGfFq8GoP2+hSfN1mS0oI/CWoUGMzHzkAaZgTD5qAsOVNGoBfXLpsbAuiIE5VVowfrlkACc6bExRFCT9TTasRX02EunCU0AWfdYj2VN9WHR+qpSXB+FVFGYzAGe/4kfYffEDK5d38AG+7qMHCV51MwE324HwiabzevI+Oeyz9I8Y49cahzP9FNKUcjfW/u3rShs10ehxq57gbuvBQA8LpcAIlXxGz4K/abH7bhGoO3lFnmscSyJ7ptaXD3n/cA/XeScH/L3qHitr7/5fOAfS1ULEYo8ZZF7z7O+gc9tW+1wrG+4QY9oHxY5RKGhN7T+mrnkgdZ/yUhGFCb9tZm26Zge04UFV22nSWMn6rF5d21/qhF5I9jFFpv4ayPqMRcEqIii0KwzV6LqZ7LzjEuQ5hs8Pl3M8nRgerzQQP3qtRouUfj4Q9kECwD2PJCeR27/8JLESfy1f5Dt+50fhcnCbOmivXq3C6o4KaKg9OGB64BNV2XbSw/hfcJRGKbHwoxaNg9QPhyqRU2P0+oWkYgvRLQKEqvb92fvi7q3bZm0nvgC4K2356sAhQD+4bzk96FnAL/9w/JlFYTyUfjKcw7Hpi17AQB7p2ZyicJGK8bL/+F6AO37JwSASsVDFHb4KukYRwOCpvegVXbpoP/GK5NFKYWdd2Xpipge1zwqv27ADmZS1vRYX+ugHQ7QhyCKwhHLZLEIouACrgBe9w3gHy/AuBzTk5zPNS/C80eWmuns8wDgwR/z2XretZjM/zjcvnUfTl1nKijDisKMKKxGNJiJfR6ZmkkZCLBVpI/wK+NcRQ2HbOElFOiLMz3+2+/fg4tfdBqOXr0otz/jjlIaJwKSvl3GxpSdr7FJRoXGq9wh33VywUyk7U6IiXq8eyJ5D7buncbJCBOFY5uvAf7pT4ED25L6BXwUGqQ0q4AUbSkKE7Igy++K1vMDqfOIQvuIRXiU8lFoBZD43HP09k65DAIMUUh9FLL1LLuQkeVtP5tVGE+SSJksaORcg6qF/pU+w2Wj7VAbRccLOelypuXTEe9azCSqTUIyId4KzPdLjnmWjFSAfarMcsFMREBeyUY9JmljCOPdy3OBoRZ+BNQlhtNz+YaU4RS2j8KiwUw4KhfWkV0HZvDGL96EXw4LIx2Xcw/xhAOisCugHzo7oMnP/gH45rv58ygp9vQ/AG765+Qt2HFnoqbYtzWHKJxn02NVh3ZVfWpVe+WxwMY/Ao5+JvCLz/Dl6H1V/vc8QXWkRdVdqnM8SHlC/R3LUxTuGM+Iwo7v2fLDARxe4oTZ7aIbqeOPQ5ePYvlYDXsnG06AEw6bdxzA1r3JQO6kQ5bmpPbDVhTqNtyx6bG5qjhAD0H7KGwmL+E1f8AH38oNZqIUhbNIFGpFoSIK8xSFA9PjARYQyLsVCV71EEbI9DgCRpanG2SCbZfBqjpgBpIzwCs9MlNAfox68d/+GA9+8Lm04IDJlZl3Ncp8qrmmxx6iMwBfCns//U66UY8D6jW4BKNZjrvvunt24stX/BzXveuCQiSA/RyFIBNZbXqsfJ7ByDM0qZZw74Mqi5KIxqQ5t75pjiWiHtdbEqiEiEJgzTfeYOxrGW3PeZqefOg1AbbvszxQc8N74w04gDHjuPuc3PvNpRWAEcxEgG83Ct8/7WP47kMtfHjfu5x8BQBM79XbO7EcUuxIC2WiHkvhEvJCFIjobIHkbddcPas4ED3HuVrD9Dj5286MOEI+H1ykN9ZX5/OZWsCXaiTM58oGM+HyKdBH0HuzdDibQ3MxQkKL/nYEboCqKfPqKiAis11n6bL9N2/Zi+23b8NG46776+RGXw6Dy6mllYFmHnnBTBwSnvz29Z3tmcjPPeZXjrVQQAm/lmXateUXyd/aGDC6wjTZoqbHZ74aeP13gTd8D1h/arIvd6KjVhjm2vSYlNdJQBPVCS1eBzzx5cDiNeWCmXBE4hyjWVZReJCrrooqCi854zAAwDlHrZj7ezbLCt2mMh+uCO1nsF4gUhslE//1DU9tu/zI8VFY7JnkgfGDPUCvgAYzac1kJOGFHwHO/E0zXSEfhbNJFKYNSSkFax4zZ+Wj8PGHgJ9/JolGDgyIwgH6G5y/tzKnh84g6qiImejRXEJ1Kopi/roswjKkKKRBFipFKUW/GqRI1GMbUeSaHtsT1DRHlbGuRejbyAWDEAC27FHB1vKJNztFhRIOItJ1SZQ5Ej5/lrZyiPNRaKgo7TbLpHeuwBfMBIA/6rE6lVfccWWGTI+NzYCisKy/OTMPbp9JFLi5CyetSu9eY5g4ocRUSF25Uy4jTTVrF1kwEyZ/2ZnpsX3ut+Ozk3o6xD+FS7solA2eVBqedm3Cfu89x92ssxROMBOq5fTr0IL+aXWaLKfFIxVjv6sotHs0nqS2F0rcvswkAG2TdcNUmdy3nz/wON74xRv1YkSu6bHw3xsnKbv8AbRSH4XZuxlWFHLBTIwuh7yzvjxYU+nZnYaWwvxLshYCogrUupPjA2pqT/L34k8Ap78C+NmngW/+YXqe5/aHJmoUPaEo7CSgiR5F8nn3haIwuYayUY9DJigLGSrSbp6Z6yvPORxPWLcYJx+yFNfftxvAHKowVxw9q9krwm+oEmkT4plCRGFyA45YOdaR6XHVIgq7FfVYnd/Ntt1oxXjZP/wUt2/dhxedfig++cozupb3QQUazKRJ/JOd/Trg/h8AN/1Lsh1VoUc5QR+Fc2B6nKcoHF2e/N33MPCNd2X7h1L1xoAoHGABoOxEPGyKKPR4cbGYxmIxzZfhC2birSTTV0ipdGthosU6N+ijkKBaicjilPQrePwl5x4FXGIgEpFD9IRzyfpTHbWXScVHPaZVzQtmwpTsCLOyeku4yhf+t1JS8fWj5IJRVruKwkDUY3VOxRM4gycK/YpCc8zDX4cQgCw5x+JIlBBCpseU6OR8FOZR8HEwrwxTGAEx5tf7KyTqsfNIRfmFDBh+77L6fK11niZp4jZdWmWB+UqfCtu3HJu/KOKjUOXn64/4tmQoc4XZBgsHMynwMOhZNXKjJNwibOLQ9fOXnivtXsaua2TU16bofMFMVC4q+rLQdSy2wBVSSSfEqHsPy5oeR3qxiK+FkLFWDBuLK0ydzHJ7hykcKAq7BaUqtM25JlOiUEXkHV5MzhkCC00U5pBw8x3MBOhQUcjUn/p7ZBWFOUTiHKNdovDgNT0upl6LIoFzjlqJRcNVsso5yzftNV8HTn058Py/mNViFOFXrURaUaj2hUCViJ1A3XtF2sb6G91ZvrNherxlzyRufWQfYglce1s4cuAAAdBgJjTKd2UoU+YBSf+rZ9/z5KNQ9ft5PgoPOwc4/23AKZdk/87+P8AplybHB0ThAAchgkShiAqOF/OIQxv5JFIR+Gk0gEbfkBCoRcL65vDKMQmAmQ868Ot/zGuoVbI99YYpDKCWAfvr7ti4tKKQEmK5Pgq5YCYZwSeImjRT5pCyaLnWBJsvWi1607PpVNg9ifdRyIzj9z6U/PV8Z8rMeIJUmvEu8Go0UTBqtnFOjorIJgrsiMG2ukzBjXosg++7+z5ZROH6J1oVd7/9Kupxkp+03q2o+L3R95qvb4tEm01Is4LqK2X+Txppe9YxEic17sCPhv4vjo34saaU+Vern63X9Jg/r2XV31QUxtlTLxEYigPtU+i0NSHhzPNtRaHd9nyl86bHpqKQ91HopgPCAWy48osRcbzCtiUr+jhFUdNjV/UrvS4qglfVOzzhQFHYNUTVxKSrZRGFU48nf0dTonCIODL1RUfuK0VhB5MxbvRhmB4zb0qPKgqLmh4f7AEflPVsxXq2rVYLjQYfDaoqm9iwpIKVIwLT0yUiF5fFIecAF5+T/J7FclaOAFhSQUU2cOiSCqamK5hpeKLREigyUZGL7aLqCWZSlOz2YlYUhVleB+kr0x3QYCbKN2xUTaS99JtEg5lwg6w5VRTmRD2OKklkRBv7Eyf2A6JwgIWBcv1yUJkmRLHxouOjsKiiULK7RbBM0sdDBObB0vgIVCIS9di5ZGH+8s3ODdNjPom9e+noEIabSR8l4xiIsokfXe9zfZXJ4ATWiRRqp0v7sxYillTkNH+mr7PsOargx74AcTZpGCJIOPWXT/XDkmbCHsdL4LavJj9PepF9JK1/eNJOYfgoDJkep4hS1VirMoqVi0cxMyogaiOYXlzcz/VocwVWyjFM1w5HKz4EGxomGbosWoLp2uEQ8TpsaFRQGVqDaZHlv6ixDBviiq7j9FBybH1tCGJsBaZTn9u15mrMjI566yaqw1g0Ckw3k+NDzZWYria/D61VMb3sCcCBvbhm7RuxYUsFYngJphcdhpqoadqu6igKTSKnsI/CNJAOYv673JSEKGxjrEfPyVXnMogE8OHxP0Ityh+LB+uRN2330NyUlON9FFoR1tn7XoAopGpRmoV0e4Nm4EGYZLgqPcnwldUfMieYizf0O+RrQTpfbVKe1jHH9JiPeuzPn8JWFGZpfYrCJBfaz9j9p7a28l1pL9kZM5h/pmWhQCnhbNPjycRsEmMrkr+GesNneuwd/ZiYN0UhKa8T02M9iqSKwhwfhHmKwzlGc6AoLIUswq5ajZbYtm0b9u7d6z1nabOF929ci6GKwAMPPDAX1ZxVvO0py9GSgBzfgTecsRgzzTGMTu3AY4+1sH79eu8guBF3R1FoBzPpxFyDYjbaNvXLeJC+Mt2BDrfezEyPVVTB4SVZukrV//1pNbPv22wShYvXmdtLDi2Zgap/C/inFwCv+Z+eUJ8PMEBRyKgKYY8lC59czPTYOMWZwLSpKHSCmaSnB3lCkygMKwqzdDV7wcyYiJLfMvTtKP9VEULgmNVLgF2ZEkwrXwyFnv+ecYQWR/5xdfX7ueLL0bSCoSaVsKlFM6AGVQ4l1+ULXGBGazWJgzDUpN56jlICM/uT32tPZsu0FXh2+RSxNW030pOGKdVYXgCTx1+Ce456Ol4drQUqQxiqnoYHVn0s94oUTsYYjpU1PCBOQAtVvF+uMI6P4ml4QDwRVdTwfrkcK8Tv4AFkLkGehsU4XY7qGt8vPgYB4B1yFcYql+OBOFHNH44R7Ipi7In56Ogrh1biOeuAB+Kk7qdiDA/ghQCA98rVeKD2W8BRr8R6uQTvP24Eo7Vn4YGjzgREBcsr67H+3quzYCbZTcvuma5hAYgKgCYUhW6bfTaporCMKwFtGZNP+uehhnCfK5FveqzpPG+nx1euZZgem71HQhQWyCYQBIY7zXYBleuj0HrvCpvXM4pCCr1IIgSmmzFGrHT6O6LVzfwzKKP8TdwvuOkzlaHU6UJ5v6CSxKGg/bfR48gsYrVNqFLto1u/3sGAKOwWKumtpIrCxnTmZ0krCouYHqcdZmFF4Rw3KcP0uBPVhl5uznbRCV1uMJP5b75l1Viz4cetnxDrYCbJtiIJ165di7GxMZYkm6g3ED0+haFqBUevXuQc7zc0d+xHHEsctWoRhsenMT3TxMoRgb17k0WFQw45hD9PmSznOXjMgR3MpGiAmTzYn75ugK5oHqwq3K5Amx6nwUwAoJp+f+g3SQSCmTSJytYXYKQbOOPViauO6fGEkDzxBeXOH1sFrD4B2HU38NBPgK/9HnDpIahT2gABAABJREFUZ2anrgMMMBuIqu6ic0EEHdoXNT02vgXtKgolUYIUUxS6ZdvpsgkXXTBTHvf8JeR/23zEHuuXy0qqUhhEoX0dMhzMhFMUmucrX1gRAMasmXlOSRX0LFvf20hNuD0VckyPA1/15LvM3Ds2OIhTOdRH1+Afmy/AG6rXMud6VDweUphXDZG9Qd+bSZkvPXERWk94AQ5ZtRRRZS1kbRRrhqaxaLr4fGO3XIJJOYzDoyFMyxqkNBe/FmMaG6JhTMohCLkWG6LdWIwpfXy7XI69cnFaZYGj06q34kNwSGUci2Sitt8rx7C4EqMa8xYw+4cPwYEGcEiqTtwll2K1GAcANOINOHr4caAxieF4FfZjFIcNT2FsZhiTchg7opcDACr33u+/0DJm2Wkf4Jv7UCVXKJgJF0M2OcdU5JVFURViXtZxuOki9vSFBlEIsz+IBA32EapbEUVhhoqxXzrTeTeYCZ8XG/U9cKZrepz9qhOiUKE4y5D4reWiCnM+Crn6NlFx0iV1DmOFOJClt7L1aSeDptE9pDKcf6ZloYBTFKpAJqICjCxLfi8I0+NuKQqZ+tN7wioKqY/C+W++irypFCRvdDCTWasRj2//ahuEEHjuyevyE88idDATIdBqtTRJuGrVKu85DVQgqi1UahWMjMyikmmOICp1iEhiZHQEtWmJuqxgybIxjA1VsGPHDqxduxaVitv2lY/CWoeKQl8wk06/S4Zj+S7BUBQOeML2QYOZKKJQLVRRv7lxE5kiz7rhlCiseMyBu4HaCHDqy9o/v1IFfvenwNfeCNz278CtXwIu/ngW5GSAAXod1iJpLIVXReWcGhpdeEyPy/pgc/DwT4G1JzGKQqXKKJa/RGCCZF2WY3pMySP6O/ThKGR67Ccys8l8ZiHhpDND63rLyjc9Dk9YOR+FFUOZFOl6/lPto1j507sgsIYty64eryg0qmWcFw44YKYWAD7U/A38+tB1WBzvByWE3eAGSlHoy9EtsyX9Y3M76vFoVWDjUYuwelUVq8YkHo9rkENDGB6KMdIs/o4MyQpmZA0jkYCUEYQ0RSEVNDESCbTSY8NRhBFy16uyqs8RQiRhRgRQiYcwXK1gJE7SDssKRqpAtcXXrT5UQxXASHq8JisYUWRxPISRWgWQAtW4CoEhDNcaGJUCo7UasHI5dhx5Ear3fxpope3LIvAkouLjMtXvxG7wB8D0URgKTuQDrcdszoiLBjPx178AUSiEQVxG9J0gNSlbN/ss+z2yF+PdYCZUNVfiq8EFMzGIQiJ6YhYBKF8pIb2TASmS6+OOcgs+IUWhHZE8FDHcyFdmPgmT86lVVPH5f+/QhAOisHvggpmoQCajK7LG31WikP+YzglEJSEJOwpmwiy9GD4K8xSF8x+Lp7yPwrTjm0Pb46mZFn77CzcCAG553/OwbNTT7uYA6rIjIbRPwrGx8AS+lzrMbkC/tmRVTcrsPjQaDZYobOi21qGi0ApmIqW5v13MRjdEiUIgGUD20kpb34AGM2kqojAl+2rkm9SsZ9+fx24Brn1Xtvil1PGV4Z7oe4OoVIEX/FVCFEK2rc4aYIB5gbVIWma0EA5mwhOFgNW32j4K8/rca94BLDvcqKmEyFXXpAUb5xSJkJwEM4ngD6CV5dGM41L3z8mJrU6mzFP1AUxzSlbdFqhIhb0KU6GZ/N/nQ4upJQlmQp/jsdFjwC2fweqx32HzspU4cWkfhfxkPqTu08eM8/hSuxf1mJgeA1g+EqFWiTBWzeiG+Y4+qmrSbi3KtH06LRmrAagMoTYyBkwoItp81hLFCZS8YCYN2/S4qKKQMT1uZyxbhGSTXhoqQ15wwGLBTMz6RIjJa8EtQBhHgvD6KIR0fBKGFIU0Anfuncvxc0t7TcNtRPqXmh6bR9yceKUiDy6XdhWFRqG0m5Ou99hCwUx6CAOisFtQA7sWoyhUEY8B0x+U10dhjysKgeR6W638OobAmU4bRCFzXT1metwsabap+MS59FG4fzojrx/dOzW/RCHj07Ew8bMAFGVSZmY8QtDVqnwCrNHsjo9Cdb5Sw2q/kR0ScJmPwu49qKYVDbqNheYBAD6YiTI9pqRfczq7wbdczee1aPXs1LHboAToILDJAP2EDnxqhie8PkWh3bfanay5/Tszb0UEiQ/WrsAqkfqTe+BHpkJPUtPjIFNIfoUmlOZ1VSt2MBNXiQKoxSZPnu18q4j5dmRNIo3c9DVnldSLcswzMswLU6zGPvxe5b+A/WfrPkx6uQommImj9jPvwyumvsRl5Nwt7ja156NQOL/dNkcztMlEtZt/ntxeg8iyz7OIkkhxqXM0yCheinroIUq8/RIzQiZryeoW0OEmFzSoOIGi5rUmua5gRD1OJGfButp7TLP/8u910SvJJZ+IEKBMDqai0CUKAWa+7JaeUzvz3kSWwMUWsDhRjykBBvrGqr5AeC7PXmzyRT02wSoKA5co07vOmx7bNfL5KORJPN8CjcJfNl6JP6z9G2AtqghIfc/tqof8H/bSPGf+mZaFgiikKCREIVUU2hGSFfqBKNR17EBRqFc6fcFMep8oVB/WoorC2SBTfNixfxq79s9gpJbdx0f3TuGkQ5bOetk+ZKRUiZPmyVx7NmBOJGBNdMJopiYbnUY9VufPtJRT6fSZdKkb6WbTthWFsZSI+mYdroegg5m03GAmFIvWuN+TU18GrD4+2z7uObNTx27DuI6F0HsMcNDAGtsUUbIo5CsKC0zAbR+F1ikPy3W4Ux6JfxCfzHauPcnIRZGPSXaBj4u0J6MhUi+bWFUjGiHZv4IkpSj0TfKTmSFVjTKjdCe03IyZxj22wZkef3Lo75MfX30UePHfpnlEuLj+QTynchPeWv0PkrdrDGgqCuHcoxVyL6mt9P5OCAT+JlL1F6eA9CL4nLPSOfjDRHCKQpecZKvArN53ouQrrLZCKbqNbVXhGrgKrWzbbDGcgKFC5nhOfiJiSQ4W2nrGfGcUDEVh3KGisFiNDJza/FVumiRWSFFFoSePQlGPGdNjpxNjyKVgzVRe/G8BN8qxPU8101OlXM4cjQlmEkERezK7Vo8PUSOYCRCYZAjDR6F5JK/1A03ipiAzPVbtK3x3H5MrdY3N9YesB/L5cuTmwwOicCFCmRFT8o9TFNaImeXocj4vQSZ1IcwrUUh8XrWLtkyPc4KdzDG0j8KCKq+5CmYyOdPEMz/6Q0w1Wnj9+Ufr/f9zy6PYN9XA805Zj8XDc//668AZnYbY7VOYq++m6XEeGiqYSYeKQhUtsqGJwmR/56bHxa+lKBq2orB7WR9cMIKZpN8o6vrisn8G7vgv4Km/B/zyc+a5T7wMOOGiualnN0G/iwMHlwP0E4RtelxGe1Q+mEl+/rayyzsLNpD5vy1GwjFFmWmJn75qhZge57ze9ZbvnhRQ4NhpRPbdtqtKJ9bSmfxKojZyyw1GPX7wukxRCOB2eQymWsMWUcjUnfgoFJafsBAoSZGYHnMKGzKJd0yPYfjpCtbRnjxTottjnkx3m20xhyi08gsH2ekE3fveuDTn7H3LqKJQoZIGzkl8FJqEvGtUGUA6d+PaBQA0ZbGoxz7QZtPO9OKC+vfzEwn+3aXQM2KfiwfPdVE1n4AVzMQoMz2fNT0u8jTIs7WysBWENnHoKDVtzragitKuZXZ9fLqMKPTlkJVDlZzBYCGwFxGAFvHjStMlJYYbVewplxKqnKJw+Vgt8RXasI/1zhy5xx0N9RHoREyBUxQKAbzyauDcNwHPeCefl2A+mBzm2/SY1qEdcPU3FIMMEZgX7GSO0UpVXpWiHzWtKJytGiXYtX8GU42kLd62dZ/e/7VNj+LtX74Fn/rB5tmtgAc6SnSJQUDvdJfF8cMf/hBnnnkmhoeHcdxxx+HKK69Mj5APiMg64FBUQQUVzKTaqaKwmioKm7ExOOnc9Dj52021LKcoHKANUB+F2vSYKApPeSlw2T8Bh5/jfk/m4/vSDRizyYHp8QB9hA7k3UGiEMJLFEqfkotRIbK9sIyNIxP1JiZmWjoLvjamUi1oemz1/YbpsVVn80okppue74bhdL4MTAVdWFGoV4ez6TBTWG7U4xQ+VQqnKIwolVPYT1iSG90fs3620r/MPQzHSc4pMdBXq+vzrZWOoe7sa4WmueRBDDcexxnRPZ5alh8bCeZXO2d3awD8w5/egOc+/2IMH/0UHPe0F+NrX77az7eQ/ZQo5JLlmWRqWJZydtGO6bHnwnfIFWxlO416PAo+crRREkOYc2kAfzrf/aKknK2njBAj2HmoQwXeOkNRSK3yIbXVkoJtiuwqCrP6htCKarj6lw/rbWkp/2gfxZoDkwJCIhuZdnEc7Vgk6nGLeIrVikKP2bBTNrkWH1nJXdtLTj+05/2u9+kMoAehJmL3/wC45UvJvy2/SPaNWR3biS8ELvwQsPwIPq9+Mj3uRFHIyY37zEehckBbKWx6nPydbcKDdviPT87o309Ym0Q43bnfHVDNBTpRrxUZevYCHnjgAbzwhS/Exo0bsWnTJrz1rW/F61//enzrW99yV5SyOUQu1ECi1qEa0yAKOxxcUfgdy7cPe+Ay4AnbhFaAN4np8ZAn7UIiCgsuug0wQC/BURSWODVoeswrCp0ycr7PrLrCGgsaqoqQT7nCwUwoqZiaHqsjjgLJvGP1Zv441U9mMunSnbaPQiqAZ4mVAInA+S3UGFpM1JQRmz+n7qJBEQRcwpciZHocnJynqdwDjKKQmu9ZPKqdY3KMr69vrPIJZapt5Ba65uzYy66/FH9d+yxGGbJxtmHX0L5zeXc/Dw88vBUv/M234GnnnYtN3/5XvPX1r8L73/V/8a3vX2ek4/yXnywe1CW5hHw7Pgp50+MmoSNC86M6ajhz+tOZmShjejxbvEtC4IWvOHO3UExdp0CDmchYGlHuI5Z65xSF5eAqCv11AjgfheZCie9du29PA/9x06N6W3qVf1YwE2kuwOh0IdNjXTv7iAuXKPSPdfOC9lDa1FBeSgk76JW6rhPXL8arnnIkX98e4g7nn2lZKFAmxdf/nXts0ZpyeWm1Xk4XvBAVhZUyUY/nX1GoyJvyPgpnrUoATAn5nomEKHzacavwzOPX4MPX3jWnUZe5evV60NQQPvvZz+L9738/HnnkEUTkQl7ykpdg1apVWLNmDY4++mh87GMfAwCcdNJJ+PGPf4yPf/zjePZznqvTC2SDCRmI8qaQmR53x0dhoxVbDqA7+zIRC6uuwTE9HhCF7cEIZpIuHFQZH4UAMzPu45dViKTRDIjCAfoJrI/CYvCZ9iUHfYpCu28V1m+XlHIzib0dtM/E01YUJjs9/Y2tKIwi/2TKyrLeKCCd8sBVomTXHwV9FKoTiunsgqbHQ4u9SiwFbn9CFKbHcxSFFLYSpyXd+5BdMyVo1ESeJ1RsN/9sqUZfnU77VTeuy+Gv46nRnc4+Y/JvnUcXrFV9R1AHQHzJF79tVq39KEX8F0jz2S9+Fe//m8/gkRu+aYxJX/WqV2Px8pU4emUNRx+xAe9775/gELEHJz3hGFzz83vxic9ciec//UwAArVKpN3SeOstYdxDCddH4f3xehwTbWMuJCW4fabHhI6wyzHqAIE9WIrHsRhrMI5MUZgWI/h79t7Ga7BB7MLvVK9h820Xys+egm69PhPjAqbHdgtJoh5bOrk2TY/NICnmgoC9ML993CTN7fQuUcjj8RmznejHm8gKvfW2+9W8qMdKqUjr6AOnKIwJUemS920sngEQaa601urvX156GrB+CXteL6GPZwA9hqe/HXjC84BjLzD/nXJp4uOpDPpJUdhJMBPug5FHBNJ9vaAoVD4KSyoKZ9tHYZMhChcNVVFJBxG274m5Ql6EXSklJmeaxr+pmSamGy1Mz7ScY938V/SZXHbZZdi9ezd+8IMf6H179uzBN7/5TVx++eW4/vrr8ZznmAEfLrzwQlx//fVOXmUUhcoMt9ahj0KforBoG/aBToe6Bdv0uF9UpT0HGsxEEYULXVEIkO/UoN0M0EfoKOpxedNjwOpbneiwNlHIZWCaHtOJk4/YOSe6Oz9fepRETKXfQfc8s7x6y5NzARUSRxRm/zcnyqaikCuPrR6AHNNjIfTJmaLQzpoJZkICwKBtRaEyPebB+ihka2gXaE7Ite82xkeh7aomqL606+eEbCBbzJiHUh5SSkw1WpiciTHZKP5vqhEn56Xb042W8S87lmxz55vEkI+ESOp62cXPxe7H9+EHP/mlPrbn8X343ve/j5e+7OW4/sZb8Zzzn2yce94zN+L6Gzbpq817w7mAShJw2txt8hi2ru68Nk9RWG48Kuncgvne1zGE++SGYB5fWPRbueXY/UGzOmZsZ4Slb9yUb3oMqy8wXAiQmrg5FyAKyWnUV7xANp9VmGma9TBfw+LvYFPULKLQVCCa7hHcEox+NVSsEClta+XL1NdtzbyiMBSZmCImZYZ62aLoJXPk+WdaFgqOe3byrxsoTBSql6tfg5nk+ChcgKbH6uWfbdNjqihUPxePVLXU3HZaO1eIc+7XVKOFk9/7rbmsksYdf3Yhxoby29SKFStw0UUX4eqrr8azn52881/5ylewevVqbNy4Eb/7u7+LdevWGeesW7cO4+PjmJqaMvYrobzX1bpMHKALkfkozFv1zYM6v96KjY9ux6bHs6CWbVoDl3lqtv0P6kO3mUMU2oOZHlBut42i39IBBuglOGObbikKiwYzobKMoopCaczibLKJw78NfRC4+zAjX+8EyfFRmDmed5VOZtp6M//9L+o8Xith4E7MpeFnTOXnrgZyE/qgorB+oICiMBz1OPKoSXVa47f5HLkyMzM695kn/CRHNrkl6ufNioVspVKmMCyKoqbHXB2nmxIv/tSPixemYSvqHgqkfZjZtw1f/p2nJkEOCMxIsxlWLF+K5298Gq7+2jfx7Kc/BQDwlWu+i1UrV+Lcpz0d73/Xbqxbs8o4c/WatRjffwBTU9OAx7iAIvFjmtTCrJGJvXIRWJTwUdiKZUBRmJWd7DAVhb5xrKR18CDOCZDJvQeVlqm688ZNUnkUabyOb8A4Kzt4fjlFoWN6nDMvtfutTByg/vJ1awh+rKlS+4OZCDa9jy3MfB/mQ0A65sQtoybS+GsHPuHKZsuR7pnFvTv2BvpYKrCAUVpROA/MszY97sRHYQqfj0JWUdg7psc3PLgH//STBwH0nukxpxhcPFxFJSWJ5osoVB/RTgNnzDcuv/xyfPWrX0W9ngwSrrrqKrzyla80zD440LsuRCaTn5hu4vGJGSPtzv11nPuR7+OYP7oWZ3/wu7hv5wSAxOSqEyhFYaMpjYFB51GPk7/dVMs6isKBMqw95AUzoViQisIBUThA/0B04qMwT5nGvs/CnHvlKApZWIpC8/RAH/L9P8+yCKinlH5J/apGwvrm8Oc9ItcEJsBFJtb+fRkx5ioKs8TFtPZBNdDMfkNNSf+GYHgCswjfuOJnh+zpumSCmeijDnmUnReunFWKvk1u+42ta6cER34UWr/pMd+se2xsmled9PJfdckL8NVrv4d6PRlHXvWf38All15ijUnzMvMTGBxRJSEcssXry02bHpu7Hz7yUhwYWY//ap2X5eFtU1z7V0RhSuwQ9S13XgjF3imLxJNNPl3AdDq/DFdRSB6AKiC3bhwMP4PWe5RnaWamd9V2vmtrCtP3pU3oaX+MVjAT26Q5WbSQ8PctJvUfprTdXLi2W5TSMxT01kJLFhDFuk+ZQ0tvub2A+ZdkDeCiL0yPlaKwCz4K6SsRkQ4lT1GYs/oz2/jKjY/o34etHAukzBBZ/cNsocksa21YPqoJzfk3PeaPj9YquOPPLjT2Tc00cd/OCdQqEU6YRX8Oo7Xi7elFL3oRpJS45pprcM455+C6667Dxz/+cQDA+vXrsX37diP99u3bsXTpUoyOjgJ7G7rFq+cx3WxhanoGEXlutz6yF9vGk0hsuydm8JP7dgHogulxShbPtFpddQA9G2tkto/CgaKwTdBgJuOpU2mv6bFNEgyIwgEGmFN0FPU4aJtV8H22p1tmn8CSAUEfhYGPy/hWf9FG/tlkWcIKZsIkv3zmPbgwugGfaV2MP5YeVVgbpsc0sR3MhOh+2EmzWujiisqNetyYTPP1mI5LN1cazCR59r5ptDu5palasZ8ojJ1AMn5KlPNRKOxjjOmx3axoe8ojR2KmTJpPLIUROIJipBrhmrecjzW1OhZPbgmWQ7FbLsWEHMYR0U5MyGE8IA8xji/GFI6KtmNSDuF+eSiOibZhjETdfUSuxlQ6TnNoL8/lvug5z8BvS+Ca712Hc04/Bdf9/GZ84MN/hXozxvq1q7B9526zjjt3YOmSxRgdHUlMWuit8ZRh75ZMX5JHFAorivItZ34IO8encOCau7J8mTblrYsVzCQSYPshCVFgMTznOEOYNyujqLYyS6Gs9fryKkJYcopC+5raJJeouyHrUJ7ven/U43DJzWjIk8buwXnDXTPAib8cKRJFOqfYs3Plox5nvhRdRWGOGlWdZ4XGFpAgrlsLo5e0NAOisBfRD0ShGsh2w0ehYXpMuq68YCbzDEViXHTqelx21mE5qRNEeuAzu4yHTQSedMhS/Oa5R+F/bklIgtk2ffZBfYh8psdCCMf8VwAYqVVQq0SFTIPnAiMjI7j00ktx1VVXYfPmzTjhhBNw5plnAgDOPfdcXHvttUb673znOzj33HPJnuT6l48NQQLYPj6NJkwibLphvv97JxsAgGoXfRTSLqZTReFsqGUdwntAFLYH3W9K4GdpZMjCPgr72PSYm3wOMECvw1EUFu+bo9CYTETsDEQCpRSFbDccUBQW9WuR6AJDisIM1Upkmq0aSifgJ/ET8ZP4icl2ge+Gf1pvniyIMs9WAcYxR0plq8PSOkIRND0GgPt+kGSTbjpRjwVjqkcIsETVSe5R0AzZJA1D33QjIJpWWPrT58NoiMZYWf20o68qPCJX4zCxy6xfSFEIvsXqJycERmsVjA1VMdYoPs+alBFiWcFYFEHKCCPSfJ9HkRwT6bGxKMIYqeeojDDNEL8hDI8M49KLNuKq//wGNj+4BScceySOOfEUTLaAc886Ddd+/yd4J0l//XX/i3PPflKJEjjTY7fNeU00VXuLbXUVnDFHaH7i6wuztuE7HoqorisZPCqJr85r170RLzh8BneNj+HUe7IgpjSoCptHkfm69cJViAuBon5GfTCiKZdWFGaLNSXiXbM+CvmoxyZ0XyftPd4apu90EdVm9n+FEBlYXFEoHfcfSiHqBn1xc42lqlnvMIV9LBVYwNCDnxwSrieCmXQyAWM6Pjp5zTM9nmeoj9mZR6wo7HhUJZtLH4UA8OtPPhyjQxVN0M2XolCZAJVz1MqvKs83Lr/8clxzzTW44oorcPnll+v9b3zjG3H//ffjXe96F+666y78/d//Pb785S/jbW97W3YN6eVXIoHVi4e1yo+2i+kG//53bHqsox5Lo7xumR5380E1rHY6CGbSJsZWAideDIyuSP4tPQw46UV82oHp8QADzC+i9onC4ASucB9PZ5BhhUe2068oLNqDSEf1Rg9KqDGjBBhFof/a/P6l2vme0DqapEfeuE6vjTPHcgMR3Pf9JA9lwlmgpgk1SJk8/3P1tRuB1E+ytd+8ZoZI9qi67PKzavCKQjbmoaeuu+TS5Meq4/S+WPpbH8dfO8qjjqU93Z3wu8F1skHl5Ze8ANd878e44t/+G5df8gLt4/mNr3457n/oEXzwgx/GXZsfwN9f+WV86+tfw1t/5zUASFvSVeWfna304/xi5hKFRUxALeKfS+szPfYShSjXj/qg7vf9i04DLv446tXFxnFlZNdN02MAELb1Xpumx7Q9lp1K2MndaL78tTXEkFGzhLSF9teo32fHH65JrAnA8ANrw+axT44ewt/W/h+OEo8x98adTbSkG8U7u8ZiikJ9GQQViyjMquAuHfXiDKd3WJcBMiyUYCY//0xyDU/9Xf44R3TWRtwyKAyicH5fKUXGRSWiQMyXj0JlVqvUaK1OTMY7gKqWHcUuhF6SYFNccMEFWLlyJe6++2686lWv0vuPPvpoXHPNNXjb296GT37ykzjssMPwuc99DhdeeKGOImZfkmpDdFA83eTfrU5Nj9X5dtTjzoOZJH+72bRtH4Xce/M337kHV/7kAUgJ/OmLTsavnX14F2uwQCAE8Mqriia2NhcAUTjAAP0Ea0G0TJ+a66OQgYQVssJJF1YRJTsDisLC76E9UTRLpUgUhekRh02y6uu7gTJ0zf4a2opCPuqxsPIld5iRskUiZ0zWnEpz4cGRNpEge6Ks3mQHC3tSLY3oyWqf+8E3p/h5hBBDLgLWvEcYYxRtFmicmh3Xqszjnw9c/3e5ZWZmiiGNj3NaKZSjbtovUAK44PxzsHL5Utx934N41SXP1/uPPmIDrvmX/4c3vf8TuOKKK3DYIevwgY9+AhduPF+3q6JlmNvCIQa9hIonmEkSsM/MuYiQwvbzlqvkQ76iMFfESUyPVfu3zXV16/X1eUX6Qnbub5NK7bUa+l5yJvcvPv1QfOtX29gAUDS9MPIKl9wUpulxxgOr3pR//8r4Y1X1oG/zX9U+CwB4krgPb2q82UrpktpNVMgVmctPecFMQlGPcwlV0i6VqrGX5r0DorAXoTvUnM7SE2Z+TpAXzGRmEvjGu5LfJ14MLGcm7wybjupo9pt7U3pQUViGt1FkzOwrCs1OfnSokpaviML5IVnzTI/7CVEU4dFHH2WPPetZz8LNN9/MHOHve0UTyFRRyE8cOo16PFRN2sJMKzYGV52unCt9Rzebtm16zJns//NPH8T4dOJQ+lu3bxsQhZ3CHsh2qGCdV2gmYaAoHKCP0IG5fzDqsWesmEU05dIJZyzGltCuj8KiaUlUZQmBWiUzX0uUJGQiahMP3tLyP1au6XGmqopgkh6UNDCn1En9Qy5nck2P02j1/smzS80JZJN7YUW8DkVftX0UxoFgJqyPQisCNl8IR/rBIW854oCqxoworur3mhOBY5+NOqqYvoNYKTHBTLyRVdH+omeesis3X4t8tf2m+RBFER696dt6+z7SpJ513tn41re+iQ2pafav4iMB7NCl5HJkRo3UvjYUhdKjrqJl2dIwox6myoxVFPrUrJ2aHhs6Rrse6f4cq6k8ZRrg6cMLBC/1+dr0pbEFG3/za6fj0jMPwynv/Sbq9olwFwKye6H+8nVrWlGPnQUNQ1FI05l/s2AmHigfhRbje3i0k01eJBCPHbAlULhzTrZtmx7bd47WgS5F9Qb6eAawgKEGib3sozBPUTi9L/u9404+TZ6ikLv+HiQKSykKGeXYbKBpBYEYS4lCFTxj3ohC/REtf+5CNjtV7cL0UZi8W7aCsNoxUZj5KMwz1yiD2TCrLxLMhJKJ/uiWAxTGIJjJAAPMLzoyPS6vKEzKCJ1jT+CYfAKKwjLfF39SU9VWMaIew6mjcWaBz0I7X0CbNMjz2K2qwZnO5hKFabR6r482hrQx76WwLtImyDgqKNnPfXc1OSrNtNkx7qYLz2+qEPMrChV8Pgor6glEVeDV/4EDl3zBuif2/cl/6u1O27s20Xcy4huzv48wlVyFCvIQbTKTgun87JReolD3aUze1q5W7JLPtB7cyVKPZfkyYph+8XjkHDfUrWm+dt2VjznfekdODdJcmZpZZ7Y5ZqdcIh3ZrV5cwyVnbEiz5vOOPH2Egu/aGsINZiKQfVd8FBsb9TgwllPRlDlwyyp2fblgJqHezC7bB3pVS4arWLU4JU7ZD1O4/cwH5mQG8KlPfQpHHXUURkZG8JSnPAW/+MUv5qLY/kWRyQ01BejFYCaUKLz614DPX8iQiswqQo1ED27N+MsFZp9ty4E2PW5jtXy2FYW26fFIanoczTNR2FpAisJ2wGhoAWQre1RxUE+JwrVLRoy0s2F63I3HIfQ1dJ6Xgm16zJHFtCnPV7teUFhQPgq5yecABzP6YjzaCVEY6oA977KEpcLLCWbCThMDKjJRQJUcaxWIb4ZNJ+milK9e72ehUNRjezub4Cp1jp7Qkm6GMz0OimHypqKWotAl2lwYhJpN+BYOZqIUhTyoj0J9XpHPsFIU2tcT8FGoiVbDBJIqCk3xQR4RKApWdfZRvBYu7Tk3V5DMOKW1r4yiUL0jlrpKuvlyfi/d+ljlpln452M2UZ6fp3scOkCQT0UXptJQKJgJ34fbs4c2iUJSQ/oeLRup6ffFdwsr1ntXVG2XBDPJoPhml3ZNcrbBRXTnUSaYCUcm+59NXtRjSmbapUdERfs3r3gSlo96AgmiV/ojE7M+A/jSl76Et7/97Xjf+96Hm266CaeffjouvPBC7NixI//kgxWFiUIr/VxCqx49zZoShZDAlp8B+7eZaThFIQ1mwhGFALB4ffL3kNMLV3c2oP3tlWBZVMq5JgpVtOBeURSWIlfVj17sQcvCwxSqOU+9GeOxvYnPmOnUR8jRqxcZaZeN1jqqwnBVBTOhpsedM4VkOtQ12MpY7rWhKsL5iua9oNHPUY8HisIBCPpmPNqJ6XFQmVZ8wmX+tibD7Dw24KOwAPSZoW+RNj02F8wkTAWSo3LyViu/vq7psb+Opo9CrjSZ5umirKLQfgasj0IzlLV5j6x5g7rO849bjQ3LR4z9STATlyRK/oK/H3nBTLzKGbPOXFvztRCtKFREoZVbEdPj+YBdgzBtUg6+Fi6IHjCP3PJlJoXb5nJ9FBZQFNrKRb4q5ogzs1YSnrYHiDyyJ28cXEBRmD+mzn+irGrOvqZ2x+zkNPNu8K1AzReS/VZfaBGF/mAmbtRjCmp6bPsypH8FgJsf2sOWoVLQ+94kgYwqlt7b/aoBLUblmLWy8P3WRCIT+SkifbsAzMUjoxRKSM5/v6Qw6wzT3/zN3+ANb3gDXvva1+Lkk0/Gpz/9aYyNjeGKK66Y7aL7F4WIQnPVbc6hQ917FIX18eTv8iOBynDy274ezkchvZZWg8/7d34EvPo/gY1/XKrK3UasFYXFz5mrYCaOj8JUUahIzfky0cxf9WPQO/1lx/DddfVc6s0Yv/lPv8Cje6e06fEZRyzHX192Ot58wXF434tOxoWnrO+oDsrH4UwrznxGdqEPUc805IepLBxFIZM19Qs1UBR2AQtKUVjQ3+8ABwX6ZjzqKAqLoz1FoTUFdGR0tmqIyUe2/O9Z0UAhgitc5W/mbQYzsc6z0hZTmPj2c9dkkSOMpYgz7ZaSHfIq5PsoLGJ6bIIGSHEVhRZplv49ft0SrF0ybOQcWoCj3/ts+puRUGYd/WBNj4VpICjJJF5Vn1UUpiuv7jjTIii4dsne3vkchArrl63Nsn/5Ubwf4UlelxR2icKWL8q0Im/tYCaOnrCYotCuqpry+OZjsoCiML+sOCPHpHoaZu3ziMIQGXnc2sW6HK7sNOMSFXZBzzZE2Ya6Oku1hvQFUU7b8/sorBklS6Uj1qpivmPkTI+/fMMWtgwgube+u1PN61+RmB7bKKqaNKIeW/0l9VFoPD6mX9U+Cnto3jurDt9mZmZw44034j3veY/eF0URnvOc5+D666+fzaL7G6WJwvkwPc4JZqIUhcuPACZ2Js5b7LR5HV+Tc6cKYMm65N88Q5FtZUgv9RHrJpnCweejUBFS9vG5QqsNclVhIU/1q+SGxLHEvTsOaKJwpFbBy886rGtlUR+Fqhl2x/Q4+dtV02M7ohyTuaEoHAjHOocTzGSgKByg/9HOeLRer6Nez8Yh4+Pjs17PpGL20Lx4By1CnvJCUY99TCFzDtvFW4pCNcEarVUKmQnnk3mUfBKoRpl6xKtq02d6PkqeyXEIHJepNlvcPXTUIzz5GOUqCvOCmbgwFIVCGH17OKiCSf7xisIEW/dOYbLRwhg9xqR3OTubFCAnk9LpEIASBpEQaFkm0dqUUl2nrRhkydHwfWx/wm6r9dpHsTyKVLT9gR7X3jhyumgwE017SnfMyAXIseshpSL+TEVhMh/jic7Og5m4pFZsmcUaykYW/vfuiJVj2LzjANs/uGRae8/SMD32pSFZ0+CJto/Comq7hhgCYEbXpotCpqIwg/2sc90zpEScSl8lCyV2VHnBtN6YXGEW9bjYe2yEubFuR0WR41IY1x3Kp4d4wtlVFO7atQutVgvr1pmkzrp167Bt2zYnfb1ex/j4uPHvoISOCuAZ8O25H7jr6yT9PJoe797MH1dE4ciygPow6xxY+EyPewTtqOPmTlFoFjBiKwrnSXmlCNJ2zLUXEux1r6WjNawYy8zud+2v66jHVPrfDQylH/57dxzAyz79UwBdCmaS/u1m0JmZptln2DlLqtIA0BwwhZ1jEMxkgAWIsuNRAPjIRz6CZcuW6X+HHz5HEdU7eOfCk6lAP2/wM2Ellj+YiYkPvvRU3PSnz0VUkCikKhM3gaUojMhX1L5kWwHpvSX53yqnNgJwjfaKjevUJXBXmEsUpgvnPiKGNT2mkQuERZR4TI+FYgbJfpuQo/jM/96PH92zy8gjcaHuIWtIzvyFmHXmFtWFEHpxU5BrrGrT40p2LYE2b/pJmy0EytdkRFGUq22Z1IVoeku5W85HYSCYCavK87Rzj786Y9Hbo9SKOp1NSIMOSnfZdQ8TeSF3e1rJG4p6rNBuMBPy25yGucpgwBQxGAplSOPdM3Mw0RRDLAFI83JLpkpFmtYPmdKXXD1sxTZHFFJFof1u5vsozAg+9+uZqWiFQVjncCA9gp6aAczboKzXEJrczEwCn3468JXXZvvmIxJwnJoF/+ST7rE992cE4vBSeP0Z6k0fUegxPe4RxG0E5piNyLAcXB+FKVGYVmC+TI9b2jKkTMeoVtAXLqpRhLVLR/Rz2j1RNxSF3cRRqxdhqBKhFUvs3J9MPo5RJg+dIH2k3Wxa9abZB8ZWu7YJ73kSyi4sOKbHvT2ICUM1ygFROEB5vOc978G+ffv0vy1b/GZPXYU1pis14Q+19UAwE4XP/ug+3PnYfnoSo/5i+gRmYXvJSBWjQ8W+XxJKhRMiM5W6QximxzOtGPumm3Yy7zYHX6muXy63S9RRj6npsT2+lZmRJR/1OI9lVPdXjYe4Z2JNwGnwAeve+oIq2KOtxEdhmPQr0j5dwlWQepH8nKjHbi4JSZH9VnCCmeTUIl9FKow/3UPBcuGSnS4NElY8FfPBKMwqeV4Y1xeocIjBXB+FsVlfVlFYQMhgK1DzlHyFFIW57SEjl1QrtRWFPOVFj/tpl+VjQ1iDx1FrTbJnFqtjGGYwE08aUkbVqyjMHpwvwJJCU1St/kIReu47zC0m0HsaXAgT/qjHLlHo1jZR1vMkZl6LzNqBmzIipsdmgf7W0g2/8d3CrDJMq1evRqVSwfbt243927dvx/r1rp+t97znPXj729+ut8fHxw9OsjDkV2l6HzBzIPl9+FOAY54FDI256WYbp1wKbL0RGF5i7v/5Z4BvvCvbHlmadWxe02NPx9nymB73CLQZbQnSK/PjNitV0mhavt0U2VRNHYDPW9TjLkbZ7UfkPXdFOu8+MKODmXSbKFy3dAQ/fc8FeGzvtN73hHWdE4WZWrabisIwwWMT3kUGmAPkwXo5F0Qwk0G7ONhRdjwKAMPDwxgeHmaPzSo6iHrMkVAaOea5040WPnztXfhwdR9OCswO2BIYgrKtyY73HGmUnCgKs7RP/cj3cacnmKT3K1Io6rF1tSLyJqbDLs4XWagbylUUpvArCl0YgkLAqrdP1WP/Tuodifw+NDSpFoKjXJlt2/86k5kAP4aMbKLQLpMxPebeLZeMKN+Oy53RwfcpeGpOLUp9F93AMpyisOVVFKp5noc0QfJMY5lnepyVTfdo0+OIpjLPy49qnHNcum3cLkn7KPSycH6icHFjN3458vvAr9xjUZcWO2m1jHeaPFyahgaNct5Y9crmluoGKaFBofT75vQRKr0gv/ylSYTeafv+8YsfPtNfmuet8dFYv2IJ1u67lT3u9mykzQguhVurXpoiz6qicGhoCGeddRa+973v6X1xHON73/sezj33XCf98PAwli5davw7KKH9/wUcmkY14P98G9j4R3NXL4oj0+dnryJvuy35W1sErDgaOPmlgevJWSHpdUVhG6RXpBfV5k5R+NqnHaUJqEpagXk3PS4xgdApF8RcX6168kdVW7r54b3Y+niyqjhS6343vXrxMJ542DL9rxtkpH89rX3YRKH93tiv0SCYSRewoIKZcCqVAQ5GlB2PzivmOOqx8lHY0mofks42WfXlw7xjemxU4HuvTY+9CajqJFn0NGLfBfp+n7liO18roaejNBd3AVjfQ2JmFiqtKFFoO/in++19FYMpjBBSFBqPijxLAT6YSSiKaTLOy7m3miRwc6ZpzAAxdDLunqlNj9M5B0cXmFVwiS67JjmtksVsTfJD+RZbTPApBfNLyNqXqwyj8Jpoehbt6JaapwRNj3X7V992Sc7JcaPToY9Cm7Ki5SroxescH4s2nrhhGdZP3BWomUUhta04o4SgL49sv2F6bEfvtbbKBFqiKSP72sh5Zo3zILyRzLlgUfk+D7M0MQnS00DVuf/GAo5VfCSt+8b4rbVP7iFB4ewqCgHg7W9/O17zmtfg7LPPxpOf/GR84hOfwMTEBF772tfOdtH9i5DpsTQ/hPMGZRoTN839itx71ruBp70l+a0GvTapmKco9AUz6RHEbZBec6UoVIPmS8/cgPe96BS9X5sez5eiMA6bB7BYWExhEGqg9IsH9+h9i4bnwbVAGxDFlxcLYyYn6rFjejwgCjvHQvRReBD0HQPko2/Gox0oCtuJepyU4VfJ+CZwBqzxnQo4wZ3vqVyOTzlpmLrVKqbHsZApbBEKzkcIcRSpe/3puMoo2JZfZf50ueFPRRQlCtVfTrdi7jMm9jk+Cmk6YWzLXKU+r2Z09YOcWaEzbLDmPZL5nbSt7LdCFhRBKQrD704k5ufLkFcmPR6i6NvhEgJivWJjbWG+ZxxhHTxPmorCxM+0El0krSSkKPTByIPpA9eIfYBYHc6jgAIzL+qx2h/53Dx49n/2N8/Ct7+7y9gXS5Gp/vR8OVzFPFDFuddHIdkfMj2233Fvq7HeQ9tU+WnR7brgUD+ee+lCePtx3kehiVhywUzcusRMKVqJKN37YkY97iEGsCBmfQb6ile8Ajt37sR73/tebNu2DU960pPwzW9+03EoPQBBkCjMIdfmCoootFV/yndhhdiA+K4nYJ+f5N3bwUzaMT1WncRcKQprlhNxHfV4nggVVWwZv44K/TLVf+yxx/COd7wDN9xwAzZv3oy3vOUt+MQnPgEg/xpGahU875T1eODxpO0fsmwU5x6zanYr3CWoR9rNtl1vhBWFtunxfPneXFAYRD0eYIGib8ajwiYKS5yaTkoasoKaaNkHvZAyU445hI4vQq2x0/VRWCZIls6zYDCTSiSM6wndI+9nIcTIeHKmJnM6BTOu41WMtiYrQ3FFYb6fSZ2nwzLRqMe2JojKIU2NWdFvummW6d63sHrPJJK0SskbzESQVAmyYCbJdUa2YtA2PS7GXyP44rCQpU7JS1qQjvGe+9j2nXjHn30cP7vlbjz44IN4y+teid9+/9+Wzsd+FhKRobQCikc9Nghga15w3b27EMsj2ZbuLmaYisLkmSp5YVWLWQ4Ru/EY1vB103UMH6aXH7cdmNKzICHdxYoZVDGChlt4IJ8yqPgeFfk9RIhC2z2B8oGaF4md86dK3QIcGz3GlOzmywUgcfP16fTchYtib5b7TQz7u3SjHkckD6PXCqwc9RKfOCdSlTe96U1405veNBdFLQyEJjexGdVr3hDVkr+OojAl9yqkaWnT44KKwqWHAeOPAMc/vzt1nSW0F/VYnTu7hIYiMSvWl0D5KJwvX25ahdlm1GMpZc+vyNTrdaxZswZ/8id/go9//ONsGt8VRELgD59/IkZGRmavgrOEWRAUuopC67jdjgc+CrsBq3XO96JUJxiYHg9goS/GoyuOavvUzNl+BMAac1V4J3626WxbvryYYCZlTI8Bv6pPlUonbfYiaFBR6P0stPO94NQkCQwfhSoVNT1W80KmXM40joNPUcib91FFoWl67PbrlMS0dHylTY/tPBhoRaB1N63JM312hmqHaSq2j0JvoXqL0xXZadoFR5d2H4K8E74U9ZkG1qxagTf/3zfjX/7xM+leO1UYvOkx8675TI8jPuoxzYNaZ/3wnp24wFMP+tcOZmLOxwRuXnspjt9+Db7U2ohngI9ub+cdSuHUX9op0jZawKzX2CvcN3irXI1jRUKiCYtA70bUY3NxgNYl+10N+SjU34u8QiOnfw7QbM7v4or6pDcpYnrMkY6mz02ztcdOvcwyzHZvkZLU9Ng4jetX6ZX0Bvp4BrCAEVQUSjPNfCHymBO3UuKwiKIQ5oBA4w3fBy75LPCMP+hKVWcLGelV/Jyo7VWoclCKwapFyKny50tRmJkez0vxXcFnP/tZHHrooYhjsz2/5CUvwete9zocddRR+OQnP4nf/M3fxLJly8yTFzSPZU42uwHbR6G9ou1GPV7QN3husKB8FA4UhQP0Ic57E65qPhu/NZMEhisVzCRt6y1ueO8hCpMysv7V6EWZSMSsaiioKMyvf6LSCKS1+vZqxW9mZqctMtzxT+uZk+21FF1OuKDQ0WAQGgIvEcOQXkZKy/TYZwIJqshKc40L9p/ZvXLJReHR9Oj6+BSFzH0RQmpLnmDUY1tdxCgKy7xbs4XgeDiHWACAz37xqzjmrI3OmPSNr3sN/vQdb8JRhx+KT/7ZO/Hyl78cy5bQwHWeNsfslkhvphX12A1mkuej0ApmQpoKtc76lRF53VMfUlnDZzxpe98+5g9xRv2zeFiuy594FIp6nP5Ki/ApKL3RlwOKafsNmUIWSIsG/FB72oE/6jF957MDVbIgY7oyyKpQxJegufTgITtzlOt5isIk6jF/X4r0r+H6m2psuxTVDvilB2J6HFQjGif1DPp4BrCAEVJBaB+F800UKh+FlumxUhQqxSGQfSCsj5hXUbhkHXD6K4DqPEQbLAFtetyGopAzp+gmVNRjW7mniMN5VxSGzItmJpx/ojEJ0Zhkj3XtX8Fnctlll2H37t34wQ9+oPft2bMH3/zmN3H55ZcHz9Ul9NBHoFvIFIXda1v1pjn5dHwUWjuarflp1wsKC9FH4YAoHKCfUBvFHzf/D34YPwlAOTJDTUqaLFFYc/el+UteOJZm6iF1KDhFoapCmWAmoajHhMi0g5m05aOwUNRjbptXM9LPj7TOAPHFxhVV3PTYzp/fTsqhEYQtRWFAOWf72MoLZkLPPlZsxTO+8RysP3CHXRlrW9A/JOPYOM4GiCETdUocVJWfRx3MJBysJNc6Rcpk3NmYBBpThf+tbO7EUGN/uj2tx6+iMYnF0QxWDzd12hFZR6U1bZwvGpP6woX1f84H6WUXPxd7Ht+LH/zkl3rfnsf34Uf/+wO88JLLsuv1XWaBPcleTg1YoG8AMvKWcW+g8qXzlRVjYfWzs1+Rjamfw6SwJO0ManSzbUjqo5DsM+univYRhR7foJAOmbUUE2SrO2MYWi3f3NUX9diMfM4r8ji4hLLPH204vIi7ZOWW46uH3b9yPQOtp92/GFcuXbLPDXPjli3t685zv9Yj6A8v+Qcb9OSmlTSkPfcnvgBHl/vJtbmGGnDapsfaRyFDFJb1UdjjaIcozHwUzkqVNFoeReG8+yjMu2eNSeDDhxq7qgCeOMv1AgD80aPA0KLcZCtWrMBFF12Eq6++Gs9+9rMBAF/5ylewevVqbNy4sVBR/dniw9Bq2S5yMnVbUWgdt8fMs23Sf1BgQRKFg3YxwMGB8akZIPIozyKeKASSyboaFtCpzmSjhTGHDOAy4KIeF1e/OMSakyBRtqmrqkaRMUkPvuHeg+aBCLFz3xwdnOBIgJQoNMZV7nWEFgqLmh7TKayZtzv1pVGPbWGon7AgRIs6pWD3KQB8tPZZjE08EkjB/fanNYlCdUSyPgqzUzNFYV4JQWKiOYXDPn9aTj15KK+nS+Efv44AOJ7ZfwSAfa+5E7I2hjzyBABWLF+K5218Oq7+2jfx7Kc/BQDwlWu+ixUrVuKc854O4GHmLK6t+m8Y934m1JZ5Tp6PQpdszEzyp2ayxYaViwq637FMj813k39P/cjvp+xgJvZUKs/02OdjFJBO8f/Seh7+JLoqPWzNl7sS9Zi+XLSvyPIOBTPJcix3XyVM1SIp2CKQ/cSfrxzfbXFNj903i5aTGdq7xDbXxs191jeD+OVkv6TcrXB3zRv6eAawgEEnN999P/C3ZwJ//xTgYycC930/TTPfPgpJ1GP6JW8xRGGuj8JeeiWKw3bAWwSZ6fEsKwqVj0JPMJP5ig6r/Tq2Ecykl3D55Zfjq1/9Kur1JDL3VVddhVe+8pWICit9+/v6OczGFdmmx04wk0HU4+5jEMxkgAF6CmV6NaVeKGN6LNP/ZWq1rDe/b8cBZozG9Pasj8JyX4Vwcqn7dwmBShSKIGmTF74sszt7cv1W3DH8Wryi8gNfam8d1f0y/ekFTmByqIhiT9lLxDCEUmR8Ly2mUPCEqLNOBAnJ9J+S+S0gcYjY7amdNeG3iD7H9DgwVqZkLW8aHgXLVIgYs/p+xSsuuRhfvfZ7qNcTq66r/vMbeOGLX4Ko6PfbuA28glRKGPeQI6e9pvFaUcgEM0n/TjWyPmS4Fh5Lu6bHyZZtesyf40POcUlKZRSvxfLi9wtkxvkTlWV47cw78c+tC2nh5erqK51UuMhspUbmamYwE1dtVzSYiX+/T6WXlR8MZiL8RKGt1uR8QiZl8jUyfRS6RDA1pXcVhSTXgl1OL/niHygKexF0crPtVnJAAttuN9PMFyLSdOJWFrykFYh67AwkTXl4v0GZPZZSFKZ/50pRWLODmSiicJ4UNtk98ySojSXKPnpOLHHHY+MAgFMOWTp7JGNtrHDSF73oRZBS4pprrsE555yD6667zhu4hGIh01ja9LhLbUtK6QYzsbK2icGBorAbWECKQnvyOcAAfYkSi5HpV6YFhiAImB4DfP/5mR89gF+r7cIzhJvegGVdIkDGRoVNj4U/LTHdlRCoRsJwoWLUyTGdzS//bXv+HCOigb+s/SO+1NpIrsNPRGXbHFFoqbRkppxyJq2QJYKZFFfZGP7Iosiot61s8kc9lrnjVVqXJZji6+LI93wTbdtHoZsmURQGKpQKKdyxuUU8+MRvqrzqKLb+7n1YVmth8f77AgX6MS7H8JBcq7fXLRvGmKxj8YEHUZdV7F18LNZMPYAontFpHorXQlZHC+Quoe7QRc95FqQErvnedTjn9FNw3c9vxtve+5eF65nXmjRRyJaeoWjUY52HhDuw43fpetC/wWAmwqpzLk9YhCg0yTHX836Sh08z4PVRCKlJ1OnKYvwgPgP07mqCr3P76SxPDznsC2bi8/NXzEehSTDzpsd8v6bUm7k+CjXd6uYRiWKmx9B9TJYOMAnwGJHzHEzi2u3fVRpBmULmUmzT517AgCjsRSi1oIxN4q01Q3wA9oiiEEgGiJoo5HwUkuuh6HPT48yMtvg56uNxy5a9OOW930RLSrz6qUfij194clfr1ox5H4URURTORwRhdc+8PgqFcM1/YwlZSyYhcmhRuRs+SxgZGcGll16Kq666Cps3b8YJJ5yAM888M//EBcxjdTtQT6OVTaxGahGmG7EzkbW358ukvl3c+she/OsvHsbFpx2Kpx23er6rk2BBBTMxJxMDDNCPKOejUBGFxX0UJmWARLE0y2vGAOUd2beJDWaS1SoPDrHGpKCvceSoR7KNmx/ea54pGZlHmmce3NO4yW0C3kdhfmkCKKwo9LWFRZhyjtGhUjIvJ5N1zxiMKoXUNq8odM9fjCksETxRmJzDlOfM1k1CxOdPOzM99hO5USRw/nGrgS18fRzukqmcHBoDajFQK0LcuZByFFKSRejaCIBKkp+sQtYWAc1RIM5eMBmPwSYssjrzNR4ZGcalF23EVf/5DWx+cAtOOPZInPLE0zAdrJyZc+61WOliwZgey5xgJjDnfZRWOevIFbjxoceTfAr3eSkJY4gQfE81T6WYX1Jmepzs8w85ffX3+yjM/Hy7faGw7lu7hGFMrtLX55hEYVbfMZn5TMwn7TJIj0kxX7C7+FN89Ca8AYqKLMSEvrN5es6YvK/2vDpCS+fPk7MF7s08oo9nAAsYdOVFEW9qdalVN9PMFwyikAQ0UavKFXLca3qsBgT92QyzqMclBvGkl5iYaWG6EeN/bnms63VTQR1sH4V0m37gGq0YB+pNTM5YPie7DL3qV+aezVZlOsTll1+Oa665BldccYUTxGTTpk3YtGkTDhw4gJ07d2LTpk244447oIdavXpRXUC3gplQNeFwNelD8hSF/WZ6/M5/vxX/+ost+J0v3DjfVcng2J4NTI8HGKBf0J7pcaK84XwUsgoPVlHIBTMpPqmVKllAURhbahhf1ONfpmSDrprvs2Ap5zjwsXp5pRobS0tfj1JEShzfvMdJVi2tKDRxlHjMqZfhR8wxs7XT0uqa9yVvnUXV6QWVX3jTOM/K8l+pi7AUhVw5oWYCwJBzve/FpzJlqs1wsJPZg83gBm6wndQGeWcvv+QFuOZ7P8YV//bfuPySF9DD2HT73fjVr36FA5OT2LlnL+781W244+7NpWqdEO5ZLcYnmyUUhYoFs6IeE5x66FIcvnLUqLdTB0/7j7XFujBEKGbwDk+mVt7+BFkKpVK266G3PfNaP0Ev2UA12XG7f2iv3cqYvtv0AN2fHRkiROGyeB9Jw4Xv4OtkU4r+vj5MKNo9mAMRomfde+v6KKR9jDT+OvWynq9xN+yI77a5fYHvYS/NEQeKwl4ERxTWRoD6vkxhON/kGl2ZpiYnqr6G6bH5gcjQJSn1PKHVBuk1WnMn3d00A/7J5l34u+9vxr079gPw+ygEEtVhJapg844DuORTP8H+evIc3/D0o7uucFRQ3E8p30XOCkxvtJcLLrgAK1euxN13341XvepVxrEzzjhD/77xxhtx9dVX48gjj8Ttd90719WcM3RbvEX9Ew5XIzZvR2HYZ0Th3duT9/RAfXYJ+lJYUIrCAVE4QH/jsrMOg7y9eHpteiwj91PpIQoBc4HHnfyK4HayMxTMpBjCqU1feZEIzAotFFMnFcvMN8EFzEBezj1Kv1XPiG6FDS7iqUJdVjEssu+Dj8y4CSc4+2ikT2GZy/mCmdC6JueVURROerN0lT78PSzkoxCykKKQOeDUKZREjza7OOT0XHUQtj8+89xs3wXnn4OVy5fi7vsexKsueT4odX/Ghb+uf9946524+j+/gSMPOxQP/vzrhUbVHBn0N9+9F+dac4yQD80kI4uckVREKnDoslFs2TPldRcg9V8zv9hQFKoibXPpnKvMNT2OSQ3UO2+TTSKtR859cPKm/g+JmasUSdCRbpke00WAHE4XMMUlJlHIEW3+ay6mKAQgaTo7fY6PQoiU/HfBRz225g/M4ppLhqo27vkmMur1iJDj2VIHgpMl3yLYfKCPZwALGAZRmA4QlOy9mSoKe8r0mHyOFJHJmR7b4VB7JYJzm4jbIL3OPnKFs6+bKqhPfPceXH//buw6kBC2hy43I4dRolDV/xcP7NEkIQB84/ZtXauPDWUeUGnzkfcSDRRFER599FFIKXHMMccYx2TqT4n+e/DBB3uq/t2G+rB1qznXm0m/Uo0EahU+Yp7lwnDefG8uKCxEonBBv3kDLHSUUT2pCVGzlI/CBLyikFHvFFAUmn7kyhB1/ok0VU+F1mftQ37ftVRx58urgKIw3WwaUZjd65ESOFG4EWgFJCqCX8xoWHoOde/tNvG7+GPnORnkY2TX21brKAWNgPnEJXv/bIUQYEVRzYMi+tSc2cktvU5Pltr9ZS5RSK7TVhSi3LvVHXRKnvvvcRRFePSmb0NuvQnHHHmY+Yy23oQtjzyM1iM3Q269CXdu2YkHfvmtUnXh1HPuPnO88K3qRuBV/549b+1nVKWXxrhOt4eceZUvmIlwnWFmyJ2rFX82cZrUr6D0FcEfECLru+3+FwBet+uvCuVTBjbVpUDntMr0WCDGEjlOzuX6Oh4S7jXxhB5P8hXvVYT3neaiHvP1tGvCKwrt20/r6C4GZCpp0yzZJX91+b3DEw6Iwp4EVeA5psc9oigUIiMAW8T0mIt67FN19LuPQkV6lXijq5UIzzx+jbGvW0Th3dv245cPPg4A+PAlT8TVb3gKXnTaoUYaW1EIAHsmEvJ54wlJvbbuncJ0wzUj6gY6CQADYMHM9/uzxYehFpYnZ5r4+x9uxhd/9lBHpuxKUThUpaurZhpXUdh2cQNo2MuhfTxM8KrZBxhgYUKRQ2z00cgfzCRR9riTopc8aUNBRaE7ZtCTosKmxyKYNrYUhUWHEdLHAlrKuUIQKKYodGZ8CSHysFzHZunzoRUjAlZmC5HS+gsA9eFVmBajznVSojAJFEOCmTCkmf5tBzMJjFHv+LMLteI/BHcCz9/DkKJQmwWKnDGk112GdX8YskLRsHqr48jI+ed2YzzYFcIzcE+ldKMeJ32MeY7t8uDzQ68Gjn8e7OdrEC+EL1ELznnBTOyTTR+F+oKMS8q7R3l3UFJ6Ui1aOBUVaT28TCG/V2Y0Fae+G5bK22TOgkoeaB9aoIZKUbgcB5g+ylYUeoq0DjjKOk8eXNTj4CQwoDLn+tciisgsmAlt926fYJssc3no1yfwnjV70NC3j2cACxg0SrA2PVZEYbrdC36jlKqQmh7HDFHo9VHY34pCRfCVnUcPWYOqbplL/tW37gKQ9EG//uTDcd6xqx2zaEpqqvor9eEJ65diyXAVUgIfuuZO/PW37sbtW/d1pW52mWVNkhYKFgjPyWKslvQHkzMtfPSbd+NPvnY7vnLjI23np4jCWiXS75g9KGtZAYWaA6awc9D+uE/7Zo2B6fEACwDlFIVJn9hOMBM9+SX7RVGixFIUSgiyMFms/sFUJGqwlCI0J2QUkN2EgG0WpqNGm8ncevmETgFFoQSAJ16mtzkCeHrUJR+TfInpsbAjdXqCKghdapoHIJnvqoTARaeux9hQVavIuMn47SueDbzpBldBJEyqQB8LRD2mddLuL9mLoN8wf6vyBT7oJnz1534XQae15ZtgMSI/pTr0vsNXjjn3z1bY6RYhnCedbGVC4eTN0qfzdbJ9FM60Ynznju0Yn26kxQjjRTOjHoevM99HISWCFJHtO6fs2Ikv3d770ONTeP0/39D+XIKc6It0TueNyppnlcjUhOrcjDRVz8T/zDhdtgNPJGHDNyl/pk7nLkgk4EyPmQoYixEUtF3bikLaBiLh5i1yTY+z87fINdae+UfvUZcDkMmNzBR6tTRqliYKe2ACF1WT4Cq5Pgp9kzVXdttPiNtQxwEuUdgtc8k9E8m9f/35R3ujGVNFoSJZ1HmrFw/huHWLcfPDe/GFnz0EAPjeXTvwjf/79K7UD8h8sZUJALOg0N8i2iCOWDWGP734ZNy9bRw3PPQ47t85gb2TjfwTPVDvRTXKJmY+RWGtEqHejBGnqpi5jua9oEDvXS98ZzrBgCgcYAGgzAhBTYh4RaFfaSUpEQdz4uOO3DgWLGR6nI98wkZmikeREAJF+/kipsc+sFNcT7F00TdT92WTQindCauCz0ehhABGljk1pverVRllSS9DUWgRvq6iUNLaGvvZIC3IPhXqHO7ablr9Epy6+gkA7ndyZmH5YqOLg1S1I0T224HRzun3zLpmnmUsUsu24ZCEFjGbf243l5uLK2qV6pgilhwxKJw0Rgl5ikKbQ/EiSfiVG7fgj27JYjsbUY8Dqlk+y7wUMVGYwfirkGs6GjA91sozqvy10jWaMb5753ZMnxSjzTjcWZmWfk9h2Wi2oFStJPUdQ92ts2VG7gUTNKhYMBP1t+BbKDrzUUj1inZ/aJrUC6Pu0jziVsvoh+0SzRx02h6awvT5LGCBgk5ulEKvlvqa0z4Ae0BRWGEUhcqnIvVhqH0UehSFvfRGlID6AJYlvYYtB33dMj0en07u/QUn8qvLQDJYVPW1icJVi4fw5y85Fa8//2hcfNohAID90+0TPTb2TTbww7t3AsiPPmbXWWGhKPL6s8Xn4/+cfzQ++vLTce4xqwCEJmj50D5AI+qPilcU0shsfRbPpPdgEIU98J3pBAOicICDDGqi0bSG97HwqwkBpFGP3ZUswSwWlA5mUsj0WKSSET+BpEgji4LLhetHrDAb4RKFAg5BqUg3H6GWpjJMF+0yfKbHEsJYePeaUcMdHwlBJ6jW5NZ5rry6KIl6zNWNKCstwtBOp/5vXL32UWipkWxFIa0WOVLcR6Fbl6wK8xD1uEBxBpnoIT4yKLImP+OuXCltQ9K9f95ti9ilFAn1Uaj6jNjj79Imj35y707juCncsNwT5CoKcyAJcSTd9knr5VvE8D0nIQGlAJaB9Fq93A1JoQcrxrL+plbhCXlBboat/HNLtBYpgLTvsNILmyh0FzNyg5l4jlWYBR87bcj0mJ5tmx5Lg+B062j6nhS57TApt3dmiQNFYS9Cm+pSH4WKKFSKwh5oRJzpcRlFoV5G6k++ul0zWkdR2C2icCoh9ZaOhl/rihBoQeJpf/l9CAjMpBEhVi4axqkbluHUDctwy5a9+Pqtj7UVwVZKiV8++Dj2TNRx7rGr9erUQ3smdJrzjltdKs9kkLmQ0APv7yxCkdGdmNXTKHZq0OVVFFYjqAXPViwPXsVqV0Anc/3ZN2tQdf4AA/Qp2jE9thWFcVT1KgNsk2P6tkQCaDqTVQaMeWqeGaGdZ0Yp8SlsH4ptD4Mt88Rg0kJ7yeKrGr5bBImCT1FoT2QVJGCYjEubWEvLYAlIQ+piT409rcEKBiEA1vRYHyR1Edy12bJDD/T1XPsHRnrfECKLeszVyyUknd+Yx3GlsH4WrkRZWrNY6iLFZ2qrLM8WQ2La/Y6jWXSYNZkJAI3dxeo+VLHer5Dpce79yCMSMxJIZetrn161c8gUXpcjmL0mwosSAUjPBrlRqxZl8/dqpIKZuOAUeb4iTcLfdw/Cb2QeUZgRw27+xRSFJuGn0tl1tglJ43qkW3qUqu0lYNYv86VB6tV76PNZwAKFEfXYNj1OZ8O9oPRQjrEVUSilx0fhAjU9tvyjFUXNVhR2aRK7TxGFI2HlwJlHLgcANFpSk4RLRqo45dClOk0m/y9ft+vv341f+8z1eOMXb8If/cdten8zvV9HrBzDsWsW6/1xIb9y/dlGbITuZrH70B+IPMReGdBgQT5zFBX1mCoKuxlF/KAEJQd7QbneDQwUhQP0Kcr6UctMjy1yzxPIBKAqFbfvFFG+aijZ6QYz0Qs2ZcZ4pRSFbY4LOoiGLiCYiKwpUWiYyZrHlOmxz9l95PVRKIwgNDyBIlh1nPJ7GMv0ThmKQpc0U38NUzlIdowqrXMAv/m0cS1WiXm0CVWbUdPj4Li74PzIIXNkDEDOgVVCPhFkHjVpCQ7cXv6peY5aBEtyD6S2BPOZHpf2UciZHpMk2aIwf19sH4X2fCqoIMzth/LYbEoUuu883c8pscNFU+KKPAfPIk3741wu4pKJFYtcRaFLtGXn59fE/X74vmtF9/HFJCrnIj4KOXDXoXJygplYlm6hOtI242vVdtpeokUGisJehEEU2sFMeiTqMZApClWdqLKwjOlxL70RJaCJjJJMoa0oVNEGO/GrNt1ooZ4Gf1g2FiYKr379U7F9/7Sxb/noEEaHssFVJ0TP5h0H9O+te6f072a6BKaiaA0NDSGKIjz66KNYs2YNhoaG/HL91gyklJiamkarQIS9XsVMvQHZnEEsWpieTt4RKSVmZmawc+dORFGEoaGhnFx6H6r9dEKCq4GQIGoJJ8qx8mNIVpW7RbwftFiQPgoHbWKA/kTZphsJv6IwrxzOR6FgqC11/Lb4KDwxejAtgPNRaFNJgfKR53NQ6v5ekVxFh0zuJM6z8sTAuXoB93LSijRb0LMqH3HDkWmJ6bGPABKGhY6asPL52+QfmYAKWP15oG+3yQ+foNB6vvy1eQhB6xk6Z6oxKCtSFERRyNyJgqbHkUWODU1uR1yfwLa9VcTLRhCLGTRnqpiJY0w32/uGzMgWpJzR2416hAgzqDQlZqREY6aO6UZsXEczbkIiOafViFFvxoiERBw3MR1JfZ9nZAt1oX7HmLbMdeO4AQmJ6SjZ35RNTAOoCAkZNzAdJ+RUK24AUR3T9RZkQ2ImBnbum0Y0tQdDUzsAKLWVKZdqFSAKbcJcwCQKE7UZM9bz3lF1XvK3xikKaWo6nLGOfWXRr+PlE//KJw6WTgk7TzpvVvwBGtE3ZH7bsemxT1FIfi8Zyb4V65fxnhBtY1uurlnOkUMMW69emml4QYrreu1a+WAHi+IUhXSxRS9+CO6ZmHU1c2LyNRSFlGSUxh+60UusyIAo7EXoyU2LKAqtqMe9oPSILAKwRfzZlTE97qlXojgUIVHW9NheAQMSUqRaaf8+7E/9EwoBLB4Kv9ZRJHCIp/O3IVH+a7Rrf+b0lkahbaZfVHWdURTh6KOPxmOPPYZHH300mOeOvVOJI/CJEU009iOmZlrYPTGD4WqE1viwcWxsbAxHHHEEorJhtHsQ6hF15KMwPbUSZZMCZ0Wb8VHYL4pCapbdU2slBSNG9gUGPgoHOMjgVRQK/7hAkQCSUYhEUcRMVhO8fOb9uPKo7+DcbVexisKywUx8ZmNZoi6NGZl+zWfSxlGMti5Ef5/IPtf0WAIyZHqc7H9n47fxoqGb8Qz5S3KQKAodHR/gNT1G9jztcarto9BQspD+MiGS+KjHdlBrnrRTVfSQtSlcU0p1T11FIYyFdaZMOj8Kmh6b6qNINhHf9d+I1hyBR9eehm2ihbGRYYxUJIYnTV94RTGJEeyR2YL5zFgNQ2hiaGonmqhgekRgb32HjowKALtlHVNIxof7axEONPdgCA3slnXUxX59n+sYwnBKKE5hGKNWwIntsokGqhgSSd33YgoHMIEIEttkEzIah5AtbJdNRNUhtEZawMQuIG5ibOfNOOKuf0IkMwFI8voRZVXMEVm2EMJ6D2wSmmwKmiznHVenuabHMPqJ0BD05qGzDKLQKfMJF+KRe27EYWIXqaxaiOEXw/WWj6z2jqkyAphTW9po2/SY5ui5OfVG1pefsG4JgHDU4HyikCE/2aSWj0IrmrIQLglnnu5fROH6XZen9Le5kOlx3veIPlcjZaBx9lJAxgFR2ItQHUyrCd3kq1Ywk15QelQs0+PWjHsMID4XbUVhem29cC1tgAZbKAMueUvKjl7G+3YmKr4lw9XS9eHQiaJw10TWDprka6ZMjyuECBsaGsIRRxyBZrOJVsudaCj83id/hJlmjKte/xTvClc/4Id378Cf/+AOPPGwZfjEK07U+yuVCqrVak99HDqBaoOdCLlMH4VI8zMzVIM0Sr534hdxLtEgk69aL5HDBlHYAwtSnUBdy+7NwKZ/Dac95pnA0kNnv04DDFACicst38TKhTd6bsD0GAB1FWYqCoU78VLH6xjCrtFjkp3UogSWQrBA3bMJtiexzCijsl9J11w3QDLZKS2VVuLEX9iJilQC/mAmGVEYS/MJSsBDFJo5cM/JMXmzVDBc2iSlrdznyU1h/WLbnhHB1SXtVJVmmrEpcmQWB/XzFyxdypbpqzEt28DMJA7d9DeoDo/iPfFfYOOTT8e5q+s48Sfv8OQZxndbZ+Ajzcv19luf8wQcE2/BCT95B3bIZbj9af+MF//yfag0xnWaf2r8Fn4SnwoAePmZh+EZt30MJ0QP4fON1+L9tS+giuRdu7l1HE6sbAYA/KD1JGysbDLK/sDMO7FFrsP3hhO/j59oXIrXV6/FYjGN9838Ia5c/GlEM/vw5zPvxIoNJ+BjZz8O/PgPUGnsR3VmPEzKAGhZxA7ART02n5Rg2hLl//XZXtNj9Tc5zvooVHCZoOC2U+Jz3od77/pdHFbZlZZJTI/TitgL0/n+U/kDQroKPfs33W5/nOs5j7xov3HukfjWr7bjFeccrj2H8QsmBetg+bL0vr1OOvNvflgfP2Fp9028ojDylmU/E687DumWLjT34VsMs3W3vYUBUdiLUD1MM1uF0j4Km73kozBtPltvSBSP03vJMTIo9ao6FFHYi69GPqgPtTLgkneqgvr4d+4BAFQZtWI78PmEK4LdB7JVzQbR5St1oW0qIIRArVZDreafyGyfiDE500KlNoyRkZHyleoRNFDF1v0tHF5HX19HHrTpcSfBTJQP0CiLrmjnpvKnatxmnxCFM83s3ehETdx90IF2DxGY7UDV/0cfzU97+VcHROEAPYfSpsdeojCkKEygTXstQsdrugtk71jsKk6ysVGx/k0E03ZiemwX1IlLAgGXcGImqJKmz4rjfBEKoiZqwVZwCo/psUu62fXKPDG6E1Q36jEPAQnJfFM5IphXFBZ7Vr42xj0iARACI0xOhtoeR66qPGsz+7BjuoHpuAKICCMHtoSq70WjdQS2EoVWU9QghMTIgS2oygnMoIrRyUcQ1ffpNPtmDuBR2cI/XH4mHnl8CkdN3IIRsR+viq/GaP0hTSpH8SKMRFvScg7DSMWs4476DLbKFkYayf4DjXEMVbdiRExif30/RqKtiKYfx476NDADjEQtYOIR9jo0rUIeZCzdu9/yBTPR56WmxzpqMF0AyNqUL5aJoWSF68opOd/3Xgf6MfBtUJgJnLRe0+OAuo5NL6iThxBRmGD3ZAPrPXmFIAr0eWuXjOBbb3sGgMx9lM+3ahFwxBrvSzDveeR/SXz9DB9V3qp/IBI89ZnJPROe5k2z1Qs2diXTPVaUeSNJD2BAFPYiVGNtEhl5L5oeT6RS/G//ibk/qmZfcQD5Pgr7czKqTY+7UP1OiULVz2w8YW3nlQExpSnwUfn5/bvxk8279PbtW7OVUUraNCwfhe3UpxNT1l5AppLroa/ALKCbpscRCWbi81FYiQQqkUArln3TRhpEbdtTUZoNRWF/9s0a9nt29DNMtxgUYytnvz4DDNAGyvRotg8whZCPQkUC2NGPAaCSM3nTQTFY02PFIBXp33J8FM5TMBNXdQKnnly9pXPtCSESDGYiEyLQURQZikJ/Td09qi3A8o3FKQqz6gpr4sp9U6VRYvIrL2AAqyj0LAKCGfMZZsKhtiLaMz3O9pu/225n8Nxnwq9WZMMgCRX+4fKz8PxT1+Nz192P5Ugshs6MNjuKPQWboOPKTvYl+Mbwe4DpLF3iw9J/nUkwE/Opx5BMlGOr37EI85hh1rRxmchyDw3jIrJ44foopCdb1+MoCpGzbe+gdFAC23WlSuGz7PLdYkHMmjlVnY2H90zhlDZoACM/mV+Sqm7EKKttasxveuwSa37huNtHmT5zQ322py9hzuPySZ6Z0Mc582qAC2Yi8C+vezJwlcrcLou6ciAXru8/QxQy1zBfGBCFvQiOKFSmx72kwpvcnf1eQpQYp7zUTKcHkgvHR6FMI9gB5UkfbtDRacBbZcb4vFPWdZZRCq+DaQvNVozX/8sN2keiezzLQau/2mBW9Vpkf3BAuVjoRKEivjoxAzajHvPqAjXmjIRARQi0IPvGRyFVFPZUa6BtsxcWpDqBTXT+2heA0eXzUpUBBmgHieqpeA/hVRQGfBQCyZiGUxQKMnnSFaLnKaLAXgh2k4bL1+yJ7yQJO2JqUfM+5/518P21A2Ak2bkTVC46sZSSfT6RIKbHnCKLWOio43YuXDuJCGmcEEH5i0D2lQj4TY+z4hRR6JH/pSj3ZQ5N+rN7HlIxBivjSUYJgkS9JjqabnHPScis7i/4+W/wNSVlfqr1Eryl+jU8LhdjhciCBVJiliMQnbKDNLP1nhdAS7pPPJYe4jD98+CuA3hCJatbQo9l5IiOeuwpUz0Tdf6QRciZpsf2+2DCnYsx2zQPGvU4rYA9xs14Ud88x7ef+CgMKmI7Gy2ujndhNfZhF5bBlEh6iEL9+PxEmyb0fDJQ2H2Tp6/3vGhZgJFwDyJ1P+zmYysKudaemB4L9jh9v6R1dKhWwVGrFqUHOdPjrD/hTY9d9NIUcUAU9iLUapgiCqMqUKnyaXoF77jTf0z7KLSJwv5VFNJvQ1nTYw6dRmpVJr5DXTI9LqoIu3/XBPZPNzFaq+DXzj5M7z9Qb+GrNz1imB43rGAmZeDzUddvUPezlz4CswE92OvgcdF7pdrjo3unjKjaE/WEoK5EIlH2tvonmAl9N3qqWS8oRaFV/0rYT9sAA/Q72jM9NhWFhlZM2ISD9fHy+aAGVdXkf/AyrZJXaqK/J1yu5tjHnrx7JtuMyVc+hPMBF0KRd3QyaS2EpyaWfGRgIErHw4kyzJqUMirokFpM50sW420iyBfMRNWV7reEZLp8J6gLew9z/AXqRWmeNKC+iqnaJzJPt871EC02ccSY1Sc+KFWd0vbf0YDNJZUpybly/K7gWUIIXNc6DW+pfg375CKLKKRkTVFFIb8vX1GYNgvD9JhRENrbto9CqHlA+s5IS1GoXxcfaaSySo47isJIp2Jg3SPfoocHVBGs2kTTx6GXbDImQW2WydelvTZ5WfPruGzk6zhq+qpCA09fdHE/je/C9gaYBfVw+2Xu2j1ULFdb7xGXKOR8FBYjOu17XxEReeCZMjQrq2WeFzQ97j0MiMJehFYUprrwylDmD9BO0wsYWx0+LjxEYS+pI0uCkhFlg4fMho9Cpdzrnq8ztULkT/H+//4VrrntMQDAqRuW4gMvOVUfu2f7fnz1pkcM0+OsjuXbrrrHfcIBeaGUowslaIkP3TA9bungN9mK/rv/4zZveYlSNe4borBORpi9VWM6seqh70w7sOufE9BhgAF6EeUUhbzpMR143HTSO3HmnX/llqPmLcZpls88Z3KtOnuTKBQgi6gFv3dcsjviI3Fy9BAg4ywqs/Z7l50wXCvRV9kTtVBSZjLpVJMzPXZSJYQba3osYJkeW/nkBTMREdtClLmgRPpNNszlbN9udBHTJgolO4PNXCOaJNDU8BqM1hPXRDPVJGqqtEklfY7vuswxKLVEofQeS/AWVMJzPgptAoF93iXAm3gHKXEHyqy4Ksx3jBKFcUDNFaqPb58/jUkU2rBNoGNrnqfOrlX5Z6SOh4yszAUCs+6jtaonJRy/hz7/f9npLolst9eWNa/N1M6ee+rZT4m3kKmtNFK2j4Q4y6ck/e+ZS2yG9KrGIoX03B/ft4XNxUVIUci7fDARRdRLpN/0WNqLRU47sfLVSngracD0uJcowz6fBSxQ2KbHlZpLFPaSSdjiHL942tm1J+pxD70QRUEJkE7ciyl/fZ2SG0qdVJsjReHUTAtX/vRB7NyftNHzj1tjHFfX1SBkSGZ6XP6GlfGZ2MswV8cXLtQEsROikJr2U3OS4WqE5WMm4ZOkSX53qs6dK1BFYU/5VTQGQH0+RLAHowNF4QB9iDK9g18Zl73L9x7zm2gSE0GlFlIqOKrmEY7qyiYgVWAQzkeh5xwGPtPj2+KjdQppjRlpytEaHRPnEAAlyBLORyGnErPz4K6HKpIoIkg9mYytYCYSyA9m4rmGiJgz2/X2qeTsYBACQMz4xtHkI8lVEVdb1z0L1x7+B3jbzO9i9+jRzrnmWb7D5pgvisznqBah2VwMVby/7XLnJlF5s3tcjtJzYX/aBXHEF/LpKAixpp6rq4oi4+sCikJf3yB1eeHrlNb5LRkwNVbblqLQvuak71HPkvij9tQlMz1OjtviiOPXLQ4oHHKev/NOCOOeSSk1+a6mbGWDmXjvsaTUPRnvomEm0387m0T4lOcOrHecOUTIS88zs74hYUWh+74WNT026VYTRRSFkeUWK0gUOvVMtznTY0IAsyb+jKKwl7QkfT4LWKBQH7mWIgqH4Jga99IE7rCzw8cXpOlx9mJ3EohAKeU6Nz1Ozrdl+O1Cr/Z4qrVnMgmqM1SJcM1bzsebLzjOOK4IywYZYKrf7RCF6ow+EYt5oaq/0H0UagVoB743W0bU4wxv2ngcNr33eVi9OJs8qWAmSZn90Uioj8Je4gkXrOmxqPTW6GuAAQqiHR+FIX9RADcRz0x7TUWLa0hlbvJRj4GAqoZBNvnKznlv4zVZPblgJiT7kVqJxXNmfOObhHKTPptk47/n1kK4IrwYcigSWTRkN2qsMBWFnufKquM0+Zguthn1tCfFtFBT4eJbyNJfZqFIoJREiWr45dpL8Z/x0y2ilC5CpZN/xr8jrZHaX41M/2G3PrKPrVOSwEMa202XMz0WZluICLHXDhzyVgAivfdBopDUR70DVfgVhUVM0f370ieZY3ppmx63mKjHdr9iE+ZOr0OjHgvSpgJjokg4b5fGi590aHay4yLArqsNp4HYlXXO8Ik8RGlLM9M3pkJhQq8kBKR5PTnvuN1WfSSaD45KGvxiBa9xpN+j9u4H56PQSWP0MeZV0XbtqHeNvpXpyWRmemya+HO9XmABZJ7Q57OABQrW9NgmCntAUfia/wGe9BvA8z4YTuddceY7836AYXpcsv40tVZedWx6PLeKwscnEqJw+VgNpxy6zDG/Vqt8XDCTduqYDSZ7iVEpD3uis1Ch3olOCHCqvqQTzkrathYNZyprShT2i6Jwph8Uhb2kXG8L5FoGasIBDgLU4Cr7AFh8iavcSHyFpUSPReiETY8LKAoLjJE0B0HS7pVLsrJJADnO9HgkYHrsN8Mu3+8KuL752KjH3Fc+EMxEk2yI3Al0hQYzYYg14dYJoIpC/SCyqgSfiTld5xWFbpCPzNQ5MvzOAZw1iEvBmpvm2DiymuAxaxalZzHP0LvA5RJHDlFIBA3qGuPqqCe/fLBEpOLOCuahAthUAkQhH8zEKpvZp9JxSlkzjeKSKGHi5scG49GlU8KJtEWZ7dHtxdM+k7rSPil7Xte/5wIcsow+K/veu+FM/FvJHrpv274pox6AP+qxb5HE+95JCTtYE5uMeZcLYd0Tjc3UK23uaT5foEwv5M2NM/Fmb4Ng3C4YZboqQDNBpFPa4IhOO69Kxa8otIOZmM/XraexrYOZWNfNmB73IgZEYS+iNmJtjzE+CnuAajj6GcBLPwWMLAunU6SmY3rcx4pC0ueUJQqPUNGRkKkROzU9nlH+/9qIKMxBsJ+BDI+nisKVi1wn27QezThTASjVYzsKTE1cdhgder6hnbH3wvs7i+iGj8KMKDQnJIpcXzSU9YmRyIjC/7xpa9tlziWmG1l/2FPDhIWqKBz4JxygT1FGUTgsGp4jfmJGTZl8ikKjLva3S9sKukRh9q1v73vXpGa4MoZMx4xcbkPVUF+VQ0rBvOZXVr5PUlqTPgHHd0iQKBTZHon8YCasIouYHjfYsaLI0hJEhHhIlHHU3Ny+X+kipoBjCuf7jGeX7RIB2RHB7vcpzOiZ9JyK5T/sLy49jcs1TeAzPeZKsPeZBIoA0BpegT9t/Ba+1HyWNy8fXHpU6ILDpsdZ+UUUhTZBl51drI6CFsqm4dWD+cFMVFXU83ZVc1oAQMZ6vjbnki3JnzdfcFxGEnobrFt/O28zvXn8lw/uzs6VJpHtnlqMrOaOhHwUQqcpiaOfbmxGiK375LsO9dz8RFtGd/nJXZf0E+D65ZAytkhr5lTCgKsoBKTT3KtRdq7z3fP1Y1nJ6UGuf4/Jb+a6mefQS3PEPp8FLFAc/hTgqb8HnHhx8u+5H3CVHf2k9NA9v2163FPT41LoxPT4kjM24C3PfgKuev1TuuZXrZkyaEPV7nQueuzvqdceoijkQCMQKl8yzQ6iHisytqeUV23gYPFRmPmUbD8PNf6qWD4K1fu22FIUKoXhZ350P+7etr/9gucI6h0COLXFfII0zoVEFFYGsdsGOJghjJ+h6adxLLKCmTjKL7+iUE92CikKXb9VLVSI6XEM20chRaXMIinDRtAJ+V/UPsfuz041y1K+rYKErgwFM5F6ItuCfb9hLHIoIw1b5cmp4xwfhdQMOBD1WFj7ebKCTHgZ327aeoIcKqaUUlmYYz46zpbIvv9sjr75UQGTcTNgRer6RABfaD0PX2g9x1t/H3hFYaTLUvizxqvNs/StJf74AuafPp9+dnqeiImK+ShMolBkZUreeNLM29yv68wUldRAjR0lnyjdK410npTO83X7iNviowAAN9TOyl2QMU29E9hRj31EE6kUv1dICMH0vxa6NVI0afi8dCFSvchCVkGDYUetbi6AfLj2eTw5urvw+RRK7RyqVdXqN3zm1bFN9hnFuncjazc+02O37+2lKeJg5NyLqNSA53/E3Hf3N8ztfprALUAfhZTYK0v6VCKBtz/3eABZBOCOg5k0lf+/LikKc1b17nhsHEBAUUjIwGZLolbJCMNaG3XMq0+/QD3mg8VHYSftOiYTDfqNVz4ux4azj3okBD74klPxqs/9HACwdzIj4XoVuw5QonAeK2LD9us3S2i2YkzMuOTCkuFq6UjyXgwUhQP0OTqLuZrBVgLaCgkpqQ9gqmjhlWBZvp5gdSgfzMQms5qICAGSmR5z2YXWH12lUOQ74sClwFyTW15R6OYgPaRbBGGQeo7jfGJ6XPFMzrnLp6bHUQEiKMlHOIpCb1rPQUpC2lNiWEf02M5zXB2oULWPlNofN2967CO2XdJOSmHO+QMfY161F4ajKCSqOUo8/VtrI95b+0KwXNf02DSTdspmLoW7Ok9QawsuhdGUrjLVzl/71EwvmpImqmxqpu5vD2q/SKLTxip/ToGVK4HVeO3MH+LFlZ/ijhUvwHnifk+ptMYJ1J1v5UUEL3hAECGr+f6Y15IXOMQPfhGBZMyfpR6fvWBi6YZDdZLcMV/fQfz/cVX6f0N/x59o1MOFa3rspqSqZfuYs1hm9zEh5TL1UWhk6icve2mKOCAK+wWO6XE/KQrVirMvPFQPvREFoeTmyYet/fprX26dEoWKhAua3xRHSBH25Ru24DP/m3xQl4/lE4WNOMYoKtpfYaUDRWG/+ygEs8q+ENEN02P1TlQiYbRD5UeE+iiMBHDecavxhLWLce+OA30R9Gb3gbr+3VNKWdo4Z2kRZ3Kmief+zY+wde+Uc+z0w5fja793XndMLwxF4YAoHKD/ID0qoDwIYU/szN+u36iMiKPqJFdpZJ/Hj++EkG0uiGXnJIrCLH9pkQwUIcsOLg5lu+AuqVjU4+T+8sFMMt+FbhRZGKbHVTQxWqsgNizM+QkyDWbiKAo9wUySJKbSkrtbht7LIaELULB5bUOPIZK/FaKsk8gW2d3zbH/ugv+NhBR1iTyTAIlENrlvhyh0yEnyf06hRuumqqwC3JQ1PW7Cr5CiyEh6zyWAPtMsDy6YiWuKnJUOUD+W2Zie6K2yd0lCMblOXWjUYx0kyJCu8v2E3eQkBHZhGa5oXYRTxBI3UJCwFwXcujRjGEJFXXLpsZPUfUOx4CAl+zAhEkvFn/09gLTtlDA9tl0mlCmdNT22+iOuFqVJUaYfVuCiHtuoVuxgJiFFoV1u1h5dH4WxOsR3e700/mfQf1KugxVOMJM+enQL0EehUhRWOpzMqrFOx0ShCmbSJSVOyPT4NhJt7oVPPIQ9n6oGFUGozKPbqWNWn9Kn9hQOFkWhjkDcwQdQ0ntFbpdSFC4eMk2PddoOy50r7CJEYU/Vdt0pwNDi5PcRT5mVIh7aPcmShABwy5a9rNKwLdD3zF5sG2CAPkE7RKE96eUcytNjiaKQV6sFTY/1qhCnKLTJsjBs9aRBdOSaHpe4RwVNFF71lCPwmnOPsOroLg4LzkqCU3NJ3kdhREiCFkzGxlYUVhFj9RJrgVYogsUmpRTxEDl1tulKO4yA/1hWr2wc47aX7FH5nouakPsm9+bisBMwL8om9Gbhxb8d/KQ9NvKkaeyI1EXgRj2mikIS0MzOW2R/FDFRcch/QtoxdduB5cb2drkC3LsjdZvLIdvtWy3dRQyHKLTaAduWqKJQ5wNvfehezsQ9SxheIMj1Ueio8AhxJBPz+pbP9NjbH/muyfX5x6Vu51ug8Zz3GzkVGXmGFIVcfTn41Oz+IFN2umII3Rs+mIkJ+xsSCmbiXzzjWlEeAWwuzCR/e2eOOBg59wvsVbJ+8lHoNT32D/p6DXEs8f++fy8e2j0JIFHEAO7gpSwqOcTGnY+N421f2oT9002cfOhSfPo3znI6s1acKQG6F/XY30FP1JNrf89FJ+Jpx63mz48EIpEMEpRvQmV67F0JLlCffiCAQohDg5oFBDUp6ST4jCLPo0ggIvlUONNjRRR2KTjQbGG60cJff+tu7Nhfxy8f3KP3q4ijPeHAeMVRwDs3A/UDwOI1s1KEej5rlwzjx394AYBkIeHk937LON4xBorCAfocXZswkL7F7mckYBGFMNJKc4eVsRrfMUShfv0KKGSkq3prISKKwiwwGpddKUVhQdPj0w9bhguWrQVuJKcK4Sxuc+MlOvVTOyQ8RKGwTY+tupNFjgpaWLVoGDv2wIHfR2HaigKKQqO2Ht+NTlpCZpn1iDTBJ7KdZv0UcaRvD08aaEUhNQuUUo9181uWn+QWgrtnmbozIUPJeKYdwt6ujUhKSWpT7DvnIxjyiEL1jN8w83acGd2Lb8RPxvvxL/465ow/pKVCSxSFYfLNjrjtmNLKrAb09df+EG1yEmbUY00kCzMViwBxKM1LY9ObxG42p2GL8rUVn+mxoWAr0F/mpmBA+hFHUeiZWwma3tgvSTRfH9lPU/P5htKVvkbh9xXLKbkdH4WGotCso0MU2krlgOm7MKJZC9rIzb+kzF6YCigMiMJ+wYIwPfYpCnvojfDgtq378Inv3uvsX+kxvS2KPGLjG7dvw11pYIate6fw4O4JHLtmsZGmQZa02gkUwkHlwhFzB1KikJp+cqhWIsw0Y20WrYOZdKAo7K2gD+Vx0CgKu0Ds0sAvdNClFYU0mElanlbo9mg7+dE9O/G5Hz/AHvOaJcwHaqPJv1mCerbVSOhopdWYEARdIwrJDR34KBygT9Gdt0EYv9hJXVoQVTcJS3vhJd06VBS6UyWgKYsHMwl9U/OUQmWQFGMTTm5+7v1VRCfzNAX8wUwkjPu3SExj8XDVSOMjJaJ0zK19FNKox44ZLl3EtBV1vKJQmInMC2IOmSrXvGeQkg8e651qyEehN0uL+BGMroiMHSTMe9uej0L7PmftxTQ9dtOpOvsISkp+zFjT+fvizNrnO/HZ+E58dloOX0euXdtp7GFVUwKxRwWmYCsKKQmr6kPzVWcn+zzXzXAy/CKrQNBdkTR/2tfivOfGqQLNlpu7JppylLRuXXj1mh2EQ+q/7fRhJN/CikL9RLzZ5RGFtjpUQIKNTiz4t7notUrrL0XF2ivAEIUB//lB02NKK0pOG62IQv77YabtvbnLgCjsFzhEYa/MKAvA66NQmsd7GPumEocw65YO4/XnH6P3n3vsqo7yreYQheNThiMa1BvuqgglCrulKDT8hFiYTM0CF+cQhbVIYAYZQdhoKUVh+bbbjSi6vYCgmcQCQjd8FMZkgkC/30o5Qgnzw1eO6rRA5kO01zDVSN6do1cvwqufeiSGqhH+5Gu3A+gWGdAfaBK1qIKKLill5qagYwyiHg+wANCW6bG9I0ikJRNq1W0a59rnOdv+qMdlFsQ08UROMUgzGQcHALNheqxqZpwKYHx0AybkMBaJxH1EpigU7lmOKolRFELqyaRNRtnP/sxos6uEE6z4ylCy2BPUIOllKQq9lIfn+drkj+dk0Br52qvaT4OZAFK7t7F9cfrKgVEac0inkE4a7fqmrffQJZXVnlAwEkHuj+9Z0bY0I7OFsB+vugxv3XpBqTomzaMI2U5+ScGYldoQxl8uWIMZzEQ9d37lVLVlTU6lbdwUdHnUccJ+t+gpjKTQVg7T5yUT/+s+lLUOScyuiygK25w8WKo3YSsKPSNQ1a2ypRYetDI+CtnTBbuYUHxs7NffFzE9pnPTkI/CsMm0W9slU1v1efzb0tuj/8HIuV9gE4X9ZHrsW3HuI9NjNcHfsHwUb3jGMTmpiyNPUbjPIgpnbIcYyHwAAt00Pc5+2yaRSlE4NhRug4mJcUsThFlwivajHvco/1MYht+9BYzMVLz9PGI9eBTG51VNCF/ypENx1OpFqDdaOOvIFUm5UbFy41ji8s/9HCsW1fD3l5/VfiVLQr0Dh60YxevOPxr7JhuaKIylRKUP+sJuQBG5trq4Ggk0WrIjk3UDg6jHAxykcHsSMgmyiSakpnfMRDWZ0PnJFk0UMMHqykQ9TuplTh+bIIpCSLZ+CiF/0UVMj7mz7QjASR2BZnUM34nPwksrPyX1tiaT6Wn7pppYBuD2rXsDPgozRWFCCjG1OePVwM1fwFdb5zvjB5+ihwZHiASMCa1PwSacKTz/MTX3WgSMoLFts8l+6LPs9VGoFgyTC0iOSOlfcD7yaWw+HNhgJhZ5N0rGue34KHTKFNAvBvU5GFvvHK21X1GYnB9LYfjz/MWql2DXVr6uHO1riVa9kICluCwRzMSnKCT9DiVRfYpCCT5wScSRNdbY0aVp7Lq6BBDdc9TKUWA8S5soCnnqx0cU+u5z8szNexNC+cWjhCiMIQzz+vyz1HPjiDZVXxh/uVzYYzlK7NLTB6YfVuCjHptYMVbDSK1C0viJQtMFMEPCAnoxaWxmN6micK+bcfXQS1PEAVHYL7DJlT5Q4WloH4XWa99HwUymU6JwNIccKws1uPWZSjpEYdOvKIxEyVX1AOhHzjaJVD4KcxWF6UBOqYM6CWaiBgGNVmwoKH1pu3Ufuo2DxUdhN3wFZsSyeb+0E3Mh8KTDl5vlimLlbt55ANffn3y859I3II3kDMAYrfS7WrYMWoyiEEjuS6Mlu6copDd44KNwgD5FRw7sFQoQaZmikKS1zcEcRaF/TKT71UKmxxlVpdBChSgKZXBtudw3P8szH7aiMPlvr8wU7RG3+Jle881b9uJZAL79q+3AaiASvqjH1PSYlp7W9YV/g+/VT8Kf3bQaZ0WO7o29xdpHoVSESYgoJGMTy2eWzxxOuI8sy19aadyzvefSE7nFVQlqemzh1Et9BTqViRjC3CZQlozUCHlV/j10iUhe9+T1Qyj85QodQRhokOm8LGhCSWtltw/uPPt1iZlz/OSbel5u+zd9oKp84G08SRM1iWT+9bdMj3NMi51tERltn5oBSym0tRRFnumxty+XLvHmO3/ZaA2yGUgUPD+BsKl7rwpTpbf2G0Shn6BT+13FLJNrwQUQP/zpuajHdr82OlTFH150EvCNMFkvPUsMyUGpL+OH8el4YeUX5LzsLVBpsyN2br0zSRwQhf2CheijELkjiZ7BVGpuO1rrMlGoFFCeebFjetx0zXsaHQQJ8YF+dGMpEZFOS5ke5/ooTAcrSvGYmR63oShM/17+uZ/nph0bquAzrz4LT3/C7ARi6AQHi4/CbpgeS7JSTAddIUVqUd+IlGyeS9+ALUtJZ79nBws0YWrd+EpBorcwBorCARYAuvM2EMWDLWhQf9M+KLbShhSFcaH3qghR6FauaZkexwGmkCrMXJWPPSHNrY4XShAygRGyT01QSZnphvpeCUjsPFBnSTchhA4MEFuTaq3YrA7h3nXPxz7c5YwfErNFZjKufRRGyW0l54VNj7PvIzehTq5VeCezST1S4tFXhocUIAmSeur7SA0zM9Nj5+2whQdlTY8lVRQCS4arOl23ox6b6czfGUEjvM9qGMn8oIGq4aMwspS5Repotw+uftIilxKD+fBztKNfk54lTU90wiLfzVAWzMQEpzK0kTfOC/qeg02YCzRiV1HI1sfI0hNESGT5+wINKSwergLNkp2YHhtHqIgWXNPj4GlOH0BLL7uQ5e877GAmJsmcD386TkHJ9WvUKs+nKOSUpyAp1WkzsL+N9rvvr1MvTRF7X8o1QAKHKOyjR6dIzd33AY9uAibTcG19pChUpscjXSYKtQKqE0Vhum+oi0Qh7cTtmhUPZpLkoUgZmyQpg/NK+IKcnGnhZ/fvzk84D4iDq58LB4oA74T70qRqZA4pQu1HzR3yiCZKzM8lQdci5CfgX3Ve6FD3wVYBVbqgRDUw8FE4QIoPfehDOO+88zA2Nobly5fPd3XmHFykY2ObzBuNQBnCUrhZ+exe/ISu1I/zo2eYHtMKMv0mnZg7kVWd1MJ7xDxPApu/Z56ZmiNOyCzYE6coVDkvGq6k50nsmZhhJ6cRgIrMFIW+utPxg/mMXKISyNRbcUquGMFMbNLMqZXa76cBtDA+QPppy3Q3pGz6fx+hkuz/n1seTcqyvhVqOz+eKtlmFGXufTDH2EtGsu9GV4KZCICberv1yLZ9BOUoEh+Zkxg2TI9tX3z5dfQovKz6JbF4KHni1tueFziEHgnsAFivNblqSfRXdj2iiKrNuHc46ycM02Prvni85mdwfBRmKWIhWUWhbtclXSxxprwcqJq2Haj75gYz8ZCrRnquNm7eTirB9yLu/Q5/o3IRGE+7UY/D9KbdrzhRj63Uhulx+rMh7XchbY++lboexayNnD/0oQ/hmmuuwaZNmzA0NIS9e/fOVlEHB2wFYT/6KNz8neRfbQx426/oUtO8Va0oFFHYbUWh6vBbKXMhqXkNMqJwbKiCyZkWSxQqM71uRTwGzO+jTaRMziiiMHwv1MqMClygCMN26vmBl5yKP7jwhFzfc3/1rbvwxZ893PO+DHtJVj4bUBOHbpgeR0IYxGrIxEwrdHPIP2ra2pJyzqT1tunxQa8otH0Upn3GQFE4QLcxMzODyy67DOeeey4+//nPz3d1SqL89yI0CXO/PyJV9rgTVVsH5NQlqgEv/Qfga79r7B6pknevzQWRFiIr6jFbAwBlg5koK5cC/czNXzRPhasoVP0W5/B+uGZ+XVgfhcT0OLajHtM8ibrOqJOIeNNjEswksoggn2pJJLauTOkmMmKXP1Y4mIn3sSUH/jslCm/ZshfP0mPHQP2CJJlFNgqGXLV88C0ZqenF8W64APApCn132lX0ZhhLicIpDBukRGgB0iVMAgRGDnitqZmHHfVYeNKpJBmxDG99DDN01kdhVgYlEp00ZJOLZWKXb4oWEzcp3IKLlbV53PvSZBUItTMJYQX2KYp0bKyJv7gQQZVV11YU0tBCXIoMXDvhFawFCcVAOfQvhd3vet42fcQxzbbFM7TuQsBpTDDdAajzDEJeyiR2w8wBUkrvKQpnbX7U34OyHsRiy4yyD1R4Gjap2ZgE9j1CFIU99EZ4MD0zOz4KM59qyeT4Zf/wU2zastdJt2bJMB7aPYk666Mw6Vi6FcgEsGTlpK+88aE9urx80+Mkl2/dvg33bj+Ar9/6WLK/zXouGcmf6I9Uk+fTq6RLrH2zzXNFZhndjXpsDnyDisKCpsf0+Fw2FZsgM5S7vdlkZwU+olA9v+asKAoHROHBjA984AMAgCuvvHJ+K1ISIaIgeF7Otr1Hykxp7foo9BOFQgA44qnJu0bMNlctHgqWboMzf2yikhFaMtYRTrkxYyiYiVN+wTGngAAWrQH2PWycKiAMojASEVaM1YApej18DXxBBKiPQgr6XYiJb1dbUSjAqNK0OTNjeuzcA0q+mb/9PgqF8TfLSRDxZ4gaMs+xMvenCX0sHTLIXypnwmrvWTJS1URhN0yPYRG2bBpk1RYIBDNJfeZNyWGTlAjMD3mi0KkSAz5wCfvcpJlGnZ+U7z47HcwE2ZjIVaBmdY1AipCZj/Yskad9WFWNie/HZJnEvpbIOIfWXQJBX8reYCbeM7I7nNffV0QBIt6tkJG3+/r7FIUJeKKtWH19BCAHU+PoJ/7YUgLJKpZvWJcIdDOgW2ZbiQAjP/u8JN8Zhyi0Kihj4LPPAnXLlr0tvcOLzBpR2K+Dsp7F6Arg+OcD93wz2e4nopCra0w8sfYBUThbikJqard9fJolCY9dswiHLh/FQ7sng8FM2gkS4oO5Ypft/69Nj+rfi4bC3YeKivy5Hz9g7G/H9LgoumHyOpuImcHzQkRRX4EhxGSlmDYZ2wSJghLvIdDjc2p6bBOF5FJ6ldyeDXgVhV03PaYNZ2B6PED/oVvdgkHY2PMVa9pkkFBuRuYmAKw8Bnj994CJXcDVl6X7hZWoQB2JogMAWrJiEAI+8gAw+xJfJFK3QgVurrQnmAmheYCYHkMIrF0yAkxZqhPAsW7wKQqpmTCnTKR5VSyCK7JIgKyuykehSNPQvPjJrQAsRaHPRyG9i/b9jsCbhNIC1WJZeo4TsENoYpQr2653tqP43IglV62ox0tGqthGIt2WBWfiLewxDDMeNEiKnHKnMGSQEiHTY56oU2+rvxwJpO3CVFzadXN8FjqKQpPsl0nYY73LUBSy9VA+ClVCdS5Td8v0ONQ2EkGf2wbNLfPak3GKh/T1jvE9dZDF6DClKGwXMehzMGk5DtpNjk0UCre+/mAmvmPue8ARhUWhFpu44D8cQc4ugJB+yR/1mDnH9lMIGO4AaP102vo4sO1Wtk69NEXsqZFzvV5HvV7X2+Pj4/NYmx7EYef0J1E4vMTdJ2MyAOuhN8KD2fJRSAkVpRZcNFTBj//wAp1m6WgNv3/VTQCAOsOA/OKBxOdjrdpFRSF5JHTApybwlz/liNyP1TuedwKu/vnD2h/Zvdv345HHp3DieqY9dAlqsOAbYM43DhYfhfo5dPAYqI9C2keEiOYsOFC4YEpEzWVTcU2PA4OPBYxMLWo+y9n1UThQFA5QDr0yJm3nbXAnM6FIqAnUe+kqCo2MzC21ueFMK1PebMtfB3eC3USEWJKgFTpLN79ZMz1uTlvnJn+oohAA1i4dxp4d2XamhklwzOox/O3GM3Dqr74L3GNmGYksKmcsI/iJQn78IIRgiRJlehwz99ZvekxrHXpyghy0yBIBoihU5SXkgnF+CELocXdWZ3Umr35MdtjXZbZliojxnSYsYpguiLfno9BEZJNXQPDdFCK/3CnHR6E/rR39Namj8mEZIgoFIQuzfe5ztIkzaezniUqVQhjtxQeqslb5m+8ErSNpK4zyla9rVpAR9Zj8jmW4+4h8zzTY7JMMQ89bInHf1K7psXrvI0hnEYQ9S3Ud7BNx9bihsp18OdNjQ7mn/ha8VqFcQLjgox7nZEefN+2HnXZvbqtftukx7BTM/fept+cTPUUUfuQjH9FKxAEYjK7IfveTj8LTfg04sANYfjjwk08Ce+5PFIV6JNH7pOfUTPJCd930mARfUBGNR4cqWLFoyEg3lJKAdWvgdNe2cXzwmjsBZGa3XakXNVEh/Zb6vX7pCPLwjOPX4BnHmybzB+rNJGLXLCEzeZ21IjqCUkT0kqx8NlDUV2AImY9CcxAYmhDmBQdSoPWaj2AmiiAzCPn8MduCgVrvsNWh6tl2z/SY5D/wUbjg8O53vxt/+Zd/GUxz55134sQTT2wr/14Yk7ZreuzmE86D+ke2FYUmcWjl28VvmRAwZt8tI5hJpijkLiWkNC9i1uqd9bdmzFPTvxPSjHq8ZskwjBBqinRNs100VMEFpx8KbBtzith9YAbRsMf0mH4jiMreeEYR/xSE9lEYuYrCgJmdeS+klz/SOjTruNl+wu3DF4gFEJicaTl73VQ5e4KmxxzVQUkmM5haVxSFHLfGqA7prrz33zY99pJU8JseC6YeTjrrZnFKMSEinqlJ56yKsNFEn4SlFM728xDgfBQa/ZtnQWG8ttaqv0lKcdFsTTrIbBuxZHwUet4JmicPqV0FFDI9LtsWrfdM2EShN1J0SvAK87gZfMX3DsM4bp7P1D/5ABipQvkyGXiPuEQhR8rRl9M85gQzoc/R48aB91FYbNDfSzPEUgzNu9/9br1y5ft31113tV2Z97znPdi3b5/+t2XLlrbzWpCgRGEfkGsaoyuAZ/8pcNZvZeZfcQuG3rzHMT1bwUxSpjCWEvVG0mkMM4SfIgpnLEXhY3uz1e43P/u4rtZNgX7E9UC1TUncbJKEQHEfdfMFVauFrijUhG0HhI9qa5XIdP5dDTh4rBDiPQR6fC4JulYrpCjszTY7G9ABmDymx117fwdRjxc03vGOd+DOO+8M/jvmmGPazr9XxqTtvA2OVqOAWkjqiSo5L7IVbmb/W2j4ViCRNn8k/pqaNLCHjBFb6iSKkI9CNkpleiQXlqIwEV4JHMAo3Yvlo+birgpaENvEAdu30WAmwnu/9PjB49vVZ0YbK6UWjXosPYpCoyQ1meZUYPS7LJxjuXc2R90FITA1YysKVVsooygsB0Ha34cvOTWtSroA2Y2ox2DUn6zpsdB/802Ph01/aIF7wCkKAcskkgFH9sSMPtDZ1q+sIgrV/TVJOkC9W2qfX7LH+SNkqy5MQmqythx3xkdk9fdE4s42/VGPfQF7smvxPQPPPZZSK25D704S9bn9CURcUlGowL7RzMISfzKj3LXZcF2KRciVAt8PAi5BXkS551tKyY16nOY9w0Y9BmnknKIw/dtDc8RSI+d3vOMd+K3f+q1gmk4GZcPDwxgeHm77/AUPgyjsI0Uhhap33Mxekh4mPW/fug//tWkrbt26F0D3iULV4TdbmenxMGNCrPbZPgqVf8IzjliOi087tHv18ioKAx/lHoD6foZ8Gc0nYm71cwEiI2zbz0Nx4kKYK8hFoh7nPX+qOJwXRaEOZpKhV1Wws4HYug8KFdIfdgWDqMcLGmvWrMGaNWvyE7aJhTom5YI4EFdhhumbrfFo7+NfhChUhZOI9KiY5FDGOjjnlzM9dgknVl6GmFEUJpM9M3iESCPoUqWT+S3Sd9RjbqZICJt88Zsek4mpEOwtpuRjZKWxyaffrl6DG+MnQIhTQnIuM3+hymeuyNIBuFlaBKoDgclG09jjxlnlTiveDuygMEmpWd4Xn7bBONYd02NGTcXMgfRliCKmx0NoSmJ6HBojeaMep4V5kC0kWKo6WwHrC8ZjKQrNfLPtyNtesv2CEEr375pIzzPYQ/Ir+x0JgQfkepyEh2FDSsmMwSxCnpqiSpEqCvl7FnoGPCSJuB0+1/ZRWgzWwoVDFIZzdB1QmO0g+VuOaC4a4bi46bG9zJHBCcbC+Fikedi+WfdiMR6TK3GI2IO74iMA8SA5x8oiPc/ro1AhdhXTmXuG3pkjliIKZ3tQNkAO+tX0mEIpCmUrOOjrJr55+2M4bMUYTt2wrPS5f/b1O7QPQABYaZkEd4pKeuktmZkeDzFE4ZCHKFQmerUuh9H1fHMzk8EeJbq64RtvNqH97vXo/esWFAHeia85OikyFIUV/73TK/855caGj8K5ayyx5aPQsELoUXJ7NuDrR7ruo/CYjcANVyTkwxOe2508B+hLPPzww9izZw8efvhhtFotbNq0CQBw3HHHYfHixfNbuRy0Y3rsaGUMxQOXvyQ+Cs3zQlGPC9WgqKJQCEtRSE2PZdZHMtmFfNe6vUmaduddKfMgWGYiihvumen3yCDahKvyUQSFY4rIEIWUPGkh8t5vHczEURQq31wW6UV8FNpEEKdS+8zQJ/Cl+othKgp59Y0ibLhykym2tEq04CgK7ePwmh4b/K5zXmfBTDbsJ8EFhHnX2iMKHRaBIZHC70eektE2PQ4HM/GYHhd6R2E8KC6Yib2piTqlKEyjxSrFLV2gEMR/o28EoANWpOmm0ojU/Otvk8Bmu7fvk9sGLfW0TZKyIjsRqA/8faEkprw5ys4KQ3AXRTbrLqsotLdd3XCYKAznl+y0FYX5+RplBO4bR5DzdCv/nWygio31j2E5DmAbVuEjeDC3PpyPQiNgV5/4G5o1W5x+HpT1LBavy34PLZq/enQCRWjFrTlRFN6+dR/e+MUkEMiDf/HC0uc/PpGsJr/0SYfiSYcvxzNP6C5RToMvaNNjRrWofRR6FIUh8qQdmIpC8nH0BCHoFfS66XGvKzK7hcxXpDWQSP1gFTGdoG2NDmKDikLtozCcd3Oegpk0td9FNXl0J4EHA1oe02NNFHbr/T3mmcC7XfXAAAcf3vve9+Kf//mf9fYZZ5wBAPjBD36AZz3rWfNUq2JoZ1LoTOyCk8/0L2tKFiY1uqmOF0BibZKiZZke24ERgMT338RMC2cftQK4oWhB6Zjzf/8yuegL/phNVonrzj4lzIute0TJCyD7rRcH9YEwUegqtDJki2fWM0j96DmTceKj0A5W4TNnXTq1xWDiQpSEys4hnok603DlZVLQxrmcOd9kPT+YiXPVBcx6Cxxi0Y6PQpesYvJgTY+zv/a9uTF+As6K7tXbU7B9FPrrGYx6nOeegGFzuYjXFHpck879qnDJ38x3NyXU/WMAqohWCizT9xttv9l+27cnHXMlWkm37dB9humxTMezPkVhWdNjQrxxUXspkmAmJaFdIXhMj3PGXKFgJkW+T67psWDaW9rGhHlO2WstZnrMXJO1mGYfn8YwtmE4PW59I8m5K0aTd/HQVUsBEv/MiXrM3PPDxC7cO/xqTH/vEuDXP89f4Bxj1ojCfh6U9SyWHgK8+O+Axx8ATv/1+a5Ne5hjH4VKlt4uplOV32vOOwpnHLGiG1UyUEudqjVacY7pcUIeOorClBGpVrqsKCS/uYFqrxJdvR7MRN3Mhe6jkEbzpnjdlb/EQ3smce1bnp4bQbwlswEgvV3diHpMTVvnUsmnroleQyTSCHptGJP0K3zBTKpaUdgfK60D9A+uvPJKXHnllfNdjXkDnbjapBaQzFnYqMeRRYDZJJW/xEKpdL4qDTHHaiEi5EwWbIVW4YY/eS4O1Jt4eI9/rBcMZvKjj3qJwiie0eerSaPyMWcQIpZ7DCCb7Lt1dvt5kyj0++mSevxgT7p5wlakpIz2UejJ1zwnNurITqjT89VYNRRNNlOI8ZNy71hSCEzOND0HaX3ztEoB0izXhNOsY3s+Cu0ymWfFPTuymGgTlDc5ROEQGtTMMTBArwre9BhW++DSuHpjkKjkJC+6rV+ApH42YSMp/S9A3nZ/PeiwIXsvzVQqQ8P02O7L6FmSC2YSWb1YTJL7qLO8vs5zvKCiEGjXIkm9h8nfsj4KHdNdgLSIMKH39VsfM4xwVbrRIYuCCvQjhSAi9tsGcAR52PSYIuaIW6NhmMdr6Svx+mceD/yPWaKRUvKK6ZpoYbqH1IazJuW68sorU/WI+W9AEnaIM18NPPu9wNjK+a5Je5hjH4VDhEBrJ7CCinacR2q0C+XzcLoRa9Pjoj4KZ5oxPnxtEvG41mXmifZ7lOxpeQaqvQJFPPSqGadPEbDQ4DMB/8HdO3H/zgl8987tuXlQMyt6v4Kr5VpRmEMUEiJqLkllO5gJkN2rHm2yswI7+rMC9dk6wAADJGjnbXDFP0VIgHSbTIwiZzrlklS5NShq1ihgTJ4kJQpJ1GNah9GhCtYsGXbqZeZdnDyiqKT+CVuR6XJGCHPymPjR5Z9TTM5JKpNvekxhKKBi9/sBZM8oZHqc+Cgk42HP9E8YviB9SqLkel7wxEPYcqUsHyqAe0ZTDXsiXeC5BecTHMldZixWftzGKqmce2+msX2b2c9qEiPGdpmox3wdU0K3gOrYHqjY5JqdRaYoTK6pmr0RWXYy25ONHfkWJOEqAwHfuNC99z5VqAQ3BhNG+6dnSiEQx1zU41B9ELjHkvnFpRLpgmp7cwjtCgHSuuByisJOfBSq2g85lnC86XHxaw3MDUoGM6FBnIr1ZZR0Jt+pKHsv9TeOfNP8WfaOe7lBGMA28IH/+RWu+vnDOGrVGP7z956GRbMcyXVBYY59FA5Vs7wnG63SUXfr6UBltohCZWY81WgRRSFjepwSnv91y1b87z07AQDbxrNofN02PaYrnvRb4gtC0CvQK789KimkAToWMjjTY/pMrrtnV27wnVib6Zpjq1BbV+sCeabnDUJEzWcwEyC5vhYOMqIwfREq1rPsetTjAQZYECj/vXCmYIYKhzEZNBSF5omhCWCxmhVJpT4atrlp2qnLONhJlhqSFEyrTI+bYghVZGbIAgxBYt1TPQVUi6vqB0sUZtccWz4KKWnr83GsVPcuUagUhSmVSMd1Ti3UddiKQl47dd5xa7BhzeI0L/O4FCIzJ829135CxfZRyEc9ds8Lbhco2j6XNRcuCEfvyPFx6Y5PNy/G2bWH8IP4SfgdkVXRbmsT0gyw1EJkKQrLEoWu4pRNx7x/dt1s02N1nrCiHnN9ijPv8Dw7TjVmuGn39BPJvSSRv3Ofvx3hnVqihBeZywczoQq98PNry0ehNj1O/pYxPb4gugkfql3h1LVMDbj3gGtvJnXJL4C0g1HhupFgaqXrlH99pqLc69i/MmS40zAI+SBR2DtzxN4NN9vD+O9Nj2KmGeOe7Qdw17b9812d/kI0t4pC+uGZqOebMdhQK5rdjnasMEqJQk1KuvfjhPVLACTKw23j0wZJCHTf9BjgIwjrCH6904cZ6Ea03dlCsxXjip88AKCnvgGzAs4EmKphv3TDFvzd9+91zqPQ6suoeNRj/fxzTY+ponDuGgunCFGTkIOJHFM8ra0o1FGPe/EFHmCAPsK347OM7RDZoSdk0txOzrPM9RiSqlu4f+cEQxSqH3H2mykzpDR3hUJMlFnOJDg1PW5GbhA7U+UlnDGR9lFo14+ZHL7sSev17xYinBrfneVMyInYN/4Sgh1TRNpHoUiJFEpk8mPGCCYh69MubVieqdpcn2p8VG27zmEITHmCmdhEpnla8bEwp0xja8IkeUyuBC75DPCky4Pnuso37l1Mtv+i+Sq8eegDaKGiU3CEiq0obCEqHPXYV8cCd0Gnts81t13EEuGox8p8mHIoobpSH4Xa9Ji5AttiwTI1p6rgxN8gcz7JwvBRqP/jn6Vf1em501ISn6J+SCnaFGqYRKFAeOGF4oqhv/bVJv2/IFu+lMx3wyH121PPk0zZsgDgULHHTAqu77AXf8zrsxJ7foNwGwKIatluWP00E/VYo4cC1g6IwjYwQfxmHEyTu65AE4Vk1XIWSZMGISfKEoWNVqwnrBx51w2ofKdzFIXPOH4NrnvXRnz9zefj628+H8evMwMChfy2tQttEkn2KVVYryriOHKzV/Dwnkn9+8lH96nrgILgTI9t/5q/enQcIfgi41YDEb6zaMvh+jVIxeayqdjBTID8gfFChM+ErutRjwcYYAGgHUXFP7cuxOtn3qG3Bek3BTMhk1Lq/tqODGoqDG2VTYHKFDI9Vh2hOXlShNZEvYH7d6iFeU6NFKyAtcmonpizIo/psa2yFEKRF6QcdS9TMkITfgxR+KTDlurfMSLcGD2R1JxZqPVEzXX1MbGug21a6g3MQW1B2VzNMrkUNPCFf6yo7kt2jnlYOMH77HLe/6KTGUqSvze+GuQZIPpQQws4/ZXAotXBHFgiyX5+1CTcMyChpNYBOWoeg0DTMD0OVomF8DHCKfQzdUyPrXeJed5SSn2N2vSYsVpKqmAuWnD1MH0UcsXyJyfuAUyC387bgNVPROR9UnX09s1tmR6HiKksVTXiQtIUQ2Z6DKsvKpejABI3BVluOd+pQh8KY9HBXsAqVquiKcM+CimRyKYU9jm076eKQmp6bEWfDyoKe4ee652a9AlascR0I3u4A19KJWH4KNQ7Z604amI4UQ+w9wymiX+U2fdRSIhCDyl5+MoxnLphGU7dsAzLx8yBa4g8aRec+Sj1G9eL6OWox1senwIAHL16ETaesHaeazO74Agf5YNTQZFmE/Umrr9vN3563y789L5d2LzjAABi5i6E8TyLRT3uUUUhE8xEjRvb8aHar2h6icKkHxsQhQMMkKGdtyFGhO8SVWHe4l7CATATI2FPlGzVhS9DWSSVUT4AR2WhCK0f3b0Ddz6WLC6x6rlSi5fF0lLTY/ts25egE8xEb6bknrlpnmuYHgv8a/Wl5BhVMfFlJXVyp77UR6GtTPO1Kc6XF+vPyyAdTRhEs6ec/MAFwhiDf+pVZzpZ/NbTjsbTjltlnZZPXGWH2h/HLsKUyiWYjhNSOmdwpJkw/0ZEWToF0/RYIkKTtEdbtZeHhMAIM4UJKea2A3ePOxcxFYXWPExmQYogMhJQQgZNiA1fe7DeCY9bKyEEH5givQ6XPDfviSBpqasGMx9FgPsJ8nOn/xZXHvKn1omS5B9uU1EHpsdZMJM4TFTlZWcsYJQ719Qr00x9z6bYtcr03S+kEvb1a0YaVX5+brzpsbAUhZaScuCjcGHCjsLVi4RET0NHPZ4b0+MGIQQOlFQUKkJYCD7ASDcwOlQsmIlznkVc1rrsoxBQK3vS+AgMTI/bx5ZUUXjM6kXzXJPZB6fstNUBigz67S/cgJ9s3m0c+6/ff5phZkWJo25EPW4YRGEwaVehFpaoIkS12YPpU0JJYIrqwPR4gAEMdEu8TyeudpZKLZT1QXQhg5s8l6xgGUVh3GT3S2NSxRBllCfw5V2iPkAW9dg2PRbCJhWkE8xEKWNUVyYCk8NKqqJsyYSYoKaldDJb1vQ4Iwojx9TPa3ps1e/p0e25E2r728VNwSVg7TW0NUzlM0Xh/zn/aLzwtENw65f0wMJfmdB8wjFFzSEVAu1kVMzkpgHc/KNUfWoVRNKb+ziT2km4PgppAJQqys11tElkofcirCjk7mcspSY+sqjLirgyCUhdBa+iUL1LNgnIJGZMj2P2XsPq//jzlUKX9pdcO1dlsRACj2EV7hmzfXTTuNIBwhaiIwuyWCZMdRkfhb6acBrmUmDeA1PL3N51FrmSwPKBU5PcetjXYSgKs2+Hk0+AKByxI0LPIwaKwpKwVWkD5UNJKNPj/34TsDOJ2DubDtuouaNN8uZBrWaOVCuzZmqrg5nMtFBv+E2Pbdim0N0OZgIQpROjKOx10+NeJPAfSRWFh68cm+eazD44wtYmCpuxxIFUTQgAx61djLGUON+844Dho7CoorCoonS+g5kYisL0L7dav1Chvpu2CZ2OWj34rg4wgEY3nLnb32zXt5jUfZBN5wR9FPoLbK+ikg9gYShAOFIsoGJze5NidaumROH/b++74/So6vWfmbdt382WbHrvhZACISE0CRBEIKigCAiKqJQrRREQkauoYPlhu1zEflUUUUHKBbmhSe8EaUkIJKSRns0mW99yfn/Me2ZOnfLuu7vvZs/z+UDenTltZs6cOec5z/f7zbKKQuLorySi0BbvpwN3zkSPKBaHbNARJ6+6fXqLDnV6iwkc4QRKZU1cNXmE+5+y0vhk7DFl6RSq0TowmInUH+Xyxc1zVT2W+P32I7aFtHxMWz2KOd21oCD/mOcSJgiMHBXZQhvK0EUccqEz6W8OLUKr8OLSWEouSVLhKU2PofC5ZvHn80dULo9EsKS8UlGoyW0JxDBPGhJZh2nxPcR2x8fgeaYdYOUlBSwhHnEXqCgM6VuTB72vDBHWI0UhO3cNfmbhChWIQsK3OTi/rSTWtclVRCe3oea3IRFiDLYszvRYevN9+k8ibojCAYs2gWwKMnEzEMB+LEjOYdvrJ/Zadd2McmjHPlXUIz06fYKLFAvlyqjHwfWJptC9YXrsboAzXTyr8LFWSqCT9VJ8Lfd2OIuO+krZMfqBBpfw4RSF4iZLDq9u2IMcAUbXl+PhK47CUVOaADjjLBvhMcfMZ/yJQkj1qsC6jOhLf5Yq33ylrILtLVDFoLgzHleYrBsYDHYUgyjkFkCisAH8GMSphCx/MkXvcktWj/nBTZ3gFfdclE4X8nwn0hQooqIwy5iP0ezsQt8iMgkhRux0hzqfqMf0vuvUfp5Fh7r9kulxjjE95pb2eh+FoukxAFwQf0CZ1i1LIB0J49cyULkjmER6pz1Foez6h2h+I5qFkiWb8araGFhIHqtzowLLcISdenItkPdUwKHQbRzU9SvM6PwNSCwRnEnIH6QodGl6oYFhxiYCT1EonWNUeaxZtjK4iJNKqY7mphIa02NZQSr0W7Yf+wQ8olo6pxr1BkzQBoo87SSh/FUTOPOkyDMkOs/UEoWFzLmCFZDKpih+AQDSnbwFW9SWKcaSvTG1P/ggqpU3TValFHxdKk3foTA99topborxDSgd02NDFEZEu6AoHEx+pYoCtvOPPxL48mqgbnSvVccqCq++63W8sG63T2oevR3xGOCDmVDTaKqq8kNfmB6rTCJdk8ESHTm8IBql915SFVuyl8zYSwl00caScGIwk0yWYOd+h7wfW+8sDitTzi5aW1eWI9U4RaHPZDas6XEm1zPT43++8QE+9P8exxHffxQ3r1gTOp8qmAmdg5RiAJ7egjaYScwQhQYGvQFRaSGbQXnfeo7iC1hch1JwRDE9nvUxPBtfiG+lz+GO24ypm9LMNkANxScO9w2m6rqsoOCyoDI9Fu+vA97QEkqikJr7un4PNaoW+tmSiELt/fVMj22BCNIShSSk5Q1HbgnkEWGTeeyHqkY/IpFu1nuKQsXudVCJ3LdWJo52kxpoYVFSxcv3Tm4kAKADSanMx3NzgC8+zRUhttQWTMDFNgcTrDIosdyFJNpRFnkjnwgksjYdYVvI1+1C8W6xPgrdstxuQRhFoccU5oh6w5eqY0UfhUorp0DTY56gVY1zj9iLmSMeMeYEf4qiOGNLBXIKc9WwpsexWCGKwny9+eclmR5HBG+a67UtWiFC+tZNBbeHYlxjJdeOnYnh2CcE/wGoIlKpUZaaFzgblZ4lM+rHhKjH7D0ywUwOTIh+7syCJiJsRk5b0QBU9G7017QQ/vS1jS2h81Ifhb0VyATgg5lsaXFMU4fVlvllUbYp3gvMnbuzx34QGJVXKaKUTY9pX+yNCNWlBjeoCBfMRPZRSMlTajpfmSfJ27oy7jO0LOCEmcNgW060aDnio4fQUY97aHp850ub8N6ONmzc3YFfPfle6HxuMBOG2B+MisKsRhlD+43xUWhg4KH4b4NMahF44xMf0dfm04umx6E+ZxGIwngS36z6On6TPREAS2j5KxTZz0Lw/Qr3DY7nA0hI5taWQLSRnOQ30CVd3TmTvnU0mEk20PRYt1Gbj7osKPs8k2ZKwDBEIVHPGa0CyAPZjN0KfggBpvCsotDPykZa7IcxCXSTWthNqgIayhf52fRXcF/2MHzG+raUjsAGhs1CjlURqUy8pUPsc/EhvuD4sRTvlRxYR5lVC1fp5EtQ8WsBCnUAECENE/VYnc6b67FRj3UbvirTWzVNL9Qo5pPUkWxip7332sfi6exM55AY5VciF1l1pPpe+pFplmL8VcFvs1wPiyvbYneGCipN9kQaOuiI7kTLRiWRG56AtHDth6djYlMld0x8PwJaIaVR1c8/X5Fop8w3TxS6Sd0NDz+isHTWiaVjBD1AIPq5K3Wi8LFV2/HH597nFsMNVSlcd9IM1FZEk6cXBeyuUqz3TTBFotDPJPHuVzfh/tc+cP/e1eaYnfQNUZjD7nanvpF18u6HCDEycm8MKSoCg/b30vVRWLqkC+2Lg0FRaCmeg6QozBG3P1HTeaoo3N+Vccm+mGXhY/NH4YRZw1wiUYeYW2+AopANZlLApiprRt3enUU6m0MiBFnvBjNRmgH2vNPubuvGkIpEyb6fFO5zF5TQ8ZCKUAODwYRimx6rymdNAPmotf4O5sPxhIW3n1UUuqUoxUP+1xe1PXPH1GHOqFbgZYBIikKLU1JZSkUhXeQKVSp9FPK+yfj7z25qOf9Km2UWDT2nL1dUsvVYUcgt6AXCwLLdY/pbbXHn5RHfcv120zm4qCJTFxt+fmUBaIUfUSg3fiNpxn+kv4SGZFJK47VKJjvcMxYl3xkwdvOy6bE/KQjIz9LPPYsKhNJzPu+FW4fQQLFuVb8iOSh8FHrF8T4KaZvUij1KanqUnXrT0SvRgy0Q/Ny4RoQ+SMuzYngmNxOHx97k+t17O9uUG5qeqwH1vaTPXibqIygKC4l6LLVPoSgkJPRYzY5uhX+fhDGzcy/AjLVE+DdMecNqy4DGKiBvPEgsC2mo+55yk8FVEbOKSUWf1uRzTjJnVabHFDkf02PN+9IfMERhRLy2aS/3d6n7KPzxw2ukNgPAogkN+Nh8lT+NXgarKIzoR6MQiOSEH7H7nf9d5ZpCshhRF6zwKxQ0mMmutm7Xh92IEEShaHrcK+tqd14gq68K29Hqfaii7ZYKujNOm8IQSgMdKmWnSlFICTtqOu+ZHmckf0xVqeDPFV1AqSaYe9q6kc6zgvs6vcVQIYrCdIbPs7cjjcYqP19HfF3xXvBR+O3738KvnlqHMxaMwvc/PqdnhfUydL5O6QLHKAoNDIoNfnNCfMMcE0CiSSuqJ8CdVyPaO6xL7RGFOXfxptrc8ZuSqEioINx90eHAyg1OfkXh/D0hslopD1ch5iZVmR473yOVopCrJcBHoQg2SIqYQ0cUFuD9TFLNEfDkj7qi4Gtwg5kk+GAmnLY0yKmfTz225VC+QVBbtVrSSXpP2f4i3k3b8jfWJ0J/kZ+brbjf0YlwIUOgovBtMhbDiFNb1LrVPgrle8T7KFS3QzTfPDX2NOLIwrYXMIl0ikLeVFqnBnQS224eLz9x03Vncnhq7Q7t26K1fNHtdjD3NugNLMiii1UXgyoKe2Z6bFHVtLApUijIsu8Dv7rG+zsiAUlcAp7/XomuI5yjqtZaIdLkz3FJxXYy39FEOXNUIOQHiOmxIQoj4NFV2/DTR97hjpW6opCaz37hyAmYOLQKf3j2fby+eW/kCMBFA9v5+0BR2J3ln08mq39eXXl/KFeeMBVN+UW/bVs4empTr7WPkh+UoIzbFoZWBxMOosqxNyKmqggM2YymtKBSspUK0i4pVjofgN6CylegGMwkw5ge0/T0fWjrzrj3yc/UWIQbzEToALc8thY/eGi1Mk8hnHKXoFQOSxSqov0GTYzD4ldPrQPgmEUPFKJQfBVirul44RNYA4MDDUUPZqIpX+WjUEptidYMYdoWLQ2roqKBMuI2XId/GcVgaVsWWkgl6qw2PJ47OKAqfaACDsTz8cc0DhCUSRbRLxVp+/2IQkpWqYlCeaNW9UmUCV1PUZiD5Xxz2KjHWkWhj8pFrNBtF3+KECZCro7UEPz/KU2Pu6npsaDo5J6/SBT6mbjKTUjCZy3kQ8ioTnnXoCejHPGRmJkhzYiXToWsENYHALKCOq2Q+bnjH1Cf8f+yC/BpxXHRR6FqGqP0UagglyyqfA1qK9PXD7HX4BB7DZ5pOx9AM98KhY9CvwjuOU0wE7cru2bhzrk9bWmpbZ7q1X+en1Ns1YRRFAKyJUYo5EIQhREUhVw299+IeZm6PlPxM8xeMwSzuHJ1dHlAcRxRb0lRwmmJfmQh21PUU3Phm8C2kR2fJhwFrPuX2xaLTWuIwgMP7+1ok46Voi80FtRp/4emDcXCCQ146p2deH3zXolA6zNwisLghXVPISsK9S8mVbGcMmcERtdX9Gq7KCYPrcJZC8dgzbZ9ABxfbGH8DZYJ5qu90Q3dTQ+m8Kz7oSxNptCNtluCTCF9F3sj8EypQUUy03cxEbOQzhJkcznmnoimx1nUlueJwgi3S2d6/Nx7u9zfXr+GMm0YiOPK3g55wqgCHWNYRW4pB+DpLXhEIT+OxUL6mDQwMIgKPTkBOOOh2kdhgFIkFAcYnEjrl891vu8t7LKK+asF4PCun6LJasF6Mty/7LDzlzxpJvo1syASJESKqCr7KBQOMLCFenREIf0lkymWkihkVUSckgVypGK3pIJ8FAp/M52G1/b49ST5mlxFYVxUCkUpx//cY7mD8Rk8hE6rDGWkU5NLzufNS5h7Sn8LRIVYlq/psVi3ULVKHSWSvoUozlSKwr9nl+Dx7MHYTBqxDfUgxHEXw7ZArFu1NnB8FArtZuZh7hrDgnLdwYKAEn48bKKag8lt040zcpRlS/o/jQhOX510NqdVJVraeX5+vicSiYwNdq+YHucoIU6vhcD/PfKHpcgffUPLS79hTycee+Qd/EJhaBje96EqnYUMicn7XSCuQtQ7yJPlvsSt6KOQ+5shqscs4o5yJfkShcb0eECCTqJOmzsSu9u68a81O0p+QSP6gqILcnGh22fgfBT2vumx6KPQz6TNW7z2HZFj2xa+c9rsyPnKBV9tvWFq60Y9Zo55zrRLk+wq6WAmeXPV5CBQFLpBRRSmxxXJOPZ2pJHJEfd9jLuKQqdf7+9Mu7+jTHq9YCb886fRE//7rHn48GxnEXnE9x/Fxt0dhZkeKxSFYaAKZiISl4MBtF+ILgziRlFoYNDrEBfzdMnnbp5wRCHnHVAO7NEb7WN+07bYljcmpBXDg21ZaEM52kg5jprShJaONFIxGy+s3x1qoalMo1IUwrl/UtRjW/TlyP/rplYShX5Rjz3Qz5o0/9L5Q2Oib3JKFqh93Tl5ovsoFB+Ho40SSQT1B077ebesUAEFZT9jYhRe/bO3LQtP5A7CWd3XYOTkg/Gh936IZbEXudL98oogVBGqUKN5+VRNYgnm/Ga8S1HxibO8t06uXraOqFBl6SJJ3Jfzov4SAqzZ1orpTBqRKBTbAuTnPZLPNZZM9Y4EUcFi1GO3NHY9qZlM+foohF5RKLdYPc8MBaV5rNMC17WChsSniPkQnlrkiUJ3PEVOQVSFvx7nWUmjW8GIHrhE1Sj53hJLHcwk6A6y1xfYJulRMveVEUeR/IbOQDM9Lp2WDADQtaFtWUrTulKEZ9rnPGoaSKH/iEJWUVhawUyoumkgRKUVJ0690Q3pXWCJFNeZdoneIpfcLMHXsptGPR4MRKFiV5iOOTQgieOjkBJnvKLwlQ0teOD1rU5ZETqbTpHWkScKWd+ePfEN2C1EY3z7g9ZQ+VTBTEqZ3O4t5DSmx/RZGx+FBgYe+iaYCVErCqX6gxVEhUD/xlPCxGuFaoHONqO+Mol7Lj4cnzl8nKbIaKbHti0GM/H+76QjCvKV/764p5Wmx3zUY127PNNj8Z47ftskNRpjemxZ4MgaXZ8KrShkVXNCxTQ4jpDMV1GoOiMqCmePqgMAjGvwsfiJEszEclr1dG429sQakdXdE5WgSHHSo0383hf/CqT+IiCjMj1WENkq+L2qlqCmAtR9ZPf+bt80asIdiudCiSHC958Qc3jV9SlN5qVNDZ7gV/nWFPOyKkTqIoD+nckRxfXSjQ11PyS6eSdhTI8DxuqChBrMWOC2sgc+Cllis2AfhQrlLbcpFblcSyoXUJseM6kDodniEH7z3wP3OKcMpP41DVF4wMJTUzEmjiW+uMsKih36we3OhvRDUmywL01f+CjML+hdAkFjcp3LEf1ubQli6rBqbZClYsFSfLCjOtPua9BmlSLpkhYCdxzIoP0jnSVYfsvTWH7L0/jFE+8B8NSwmawczGTG8Bo0VHrjQkUyhjmjakPXG3P7LP/8O7qd8a5MQRQWosalz3JojeM+4fv/XI0Vb20LzKdS5Ibz8XVgIaMxPY4rlKgGBoMd06wNRSjFj/zjwZ0TlHIF7TFHND1mk7M+tWhLVBsJfNCBgGpDmx47Fzu+qdo3u+Vnepz/2x3plMFM8ibCUiRUoTmRfRR6psdO1GOvfB0pZkv6wGCoyCI1aRa+DFiWa4VAfRQun+sEYOSC+QUFM/Gpnz3jRL0Nr0b0yCqW5JP9KiuJJEkRyioQBQNYIalksorwpsfB83Yf4sz9W1CKCmSb2vQY+iiuhCFYLa+36BSoVFEottXmzEi932cvHAsAOGn2cPkd9SM589dh2ywBzCvo/BSFOqKQ1qD2EZq/wz7THwLkTY8jIq8o5EhPlY/CAuDlijqXlUl2vlyZPPQvTk5HoDbXF6g9xfmebM8xV2OLJD7zh2/U49Kh54zpcR7b93XiyTU7cdJBw7Uyd9Y0NT5AlA8ZwZyWKgrT/eajsG9Mj7e3diJLCFo7HZPA8kQM+7sy2ufFLkzjJfSC6jBtWA1e+NpSHPKdhwH0DjGmUjrRd6BEeUJP6VuCRAMllwaD6XFteQJVqTj2d2WwcmMLd258YxXe3dGGTC6HtDA+NVSl8NzXjkV7lxft0M/sSATtlyLRRE2YWJN9j1QOXbwLugHxiQWj8cP/WwMAWLNtH46b0eyXTeneoBiKwlJXtovQKQopcajb0DEwGIyos2T/2JHh+9G28qZ3MhVgC0umdbvahZyhKg9MEUQUsjoqnemx+Nvd7NSofoIb5dSZEINpiNkJkUgYUTnkpyi0hYikm/Z0AGW0pYyiMEfLkkk1dfs902mHW/GuQ2feGDqYCUeKCuSRQlFICJS3Xd8tGaIwIc6ZWGpCJAqjmR67JRLiEwlakVcxjfMIrwDTY+neywSzrm6V6bFMFCoa7HMcAG8SSdsiEmnEOcrXHTyfVfsolPsP2wT/KY1ePcs0FICF0fUVWHXDMqTiNv778XcFotDrlISIV+Yc5/xJCwq6dDYnkSguERcwxMhjEhs8wz9zT3wUcuNpDxSFsq61Z1CpB3uiUGQOIq2JemyLPgphcWX4mlazh0Q1LskxxxVjwQAzPTZEYR6n3fIMNrd04L2d+3HlCdOUadyIlQPI9DgrmNNS5U5J+CiM904wkxvufwu/zkcApSjLE4W6HSD2eGyAKL6amOjIveGjUOU7rdRVlz0xJ+1tULPTRLx0PgC9hbJEDA9eegRWb90nHa+rSODht7chmyPue8dGgk7EbNRWFHaPPNNjkSj0Mz2O3lno+Pnh2cOxrbULf3ju/VBjqksUspORIpjLdzIRpUv13WSRJd63lAXtBqW+AWdg0Hco1vvME3HSG0ZYFZw+oqO0tNI1jx3QQuwsthP1fJAwC1taSpDpMR1f9RxUiHv62h2e4iMg0rNKUUibGCbqMSXn1KbHHvxNj8XUnqKQUEUhM//WmtmGJgrZdunvZ9jeq1IUpt0AaILvMb+oxxHeF46QVhKFetLH7QOs2bDCx6Qc9djyJXqDoh6riDmxDp1y0M9NAGcSqSmXsIOE2x7xWsL6KKRlsu3z7qtuPkQApY/CmEoJm79eutksqm7VRCh/HbbNmh7Th+P8k80RBVFIs2vutbt5IWYkblRlHWFN21yQeyxXUehcl6V4llGouVuTP+HaxP4bGj7vSWHl5tPt96x7iGUrx9WYBZTHbUAz3Dlvg0pDSxNYUmqvUvbbx7h7cMfJgUUUlk5L+hmbWzoAAI+u2qFNw5qN6ZzmlxokRWHM6bRdB7CPwpfW73aKty0kYzaG1ZTh8EkNAPQmbezCdCD4KBTRG71Q5e+v1E2PVb7xSgXdWXHSe2BjdH0Fls5o5v5bMrkRZXl1QCZHXJVlsd45naJU7aMQyrRhQJ9lMm67z1P0h6qCG8RDEcykJ4pCaloNDAzTdjGIDQVVFJaiItjAYCAh6ieawHO/Ii7ehZJ7VI8OL+Sm4b5LluRrYMkXT2dDodpI4BSFLl9D5zDBZIaEu7/gLeR0ZpMuZB+F3hk6ZyLuERGWJmiKmN7Xf53l46OQUCf6rLpFQyaFNT3mFvkCeWTZCDsrdYkhxRld0Cv/AtW+8JRJBd+A0v33VSPK5bv31EdRKNNxfBl0blGdSiibkCWyolD2Uahus999VJ2SaCRJdacKZqIgfAgkRSERz0MUZun6jzrCN+9bU51XFS3ZyyH4G8w3JMbkYYMDATofhcANy2dJmwlMKwCo3nXitrt3FIV004C2omeKQhbuyBZdAiiXoXifwhebz7vrXa4MlY/CTx46RjM00M0Br9bgYCbieUaJKPiF5ZKaqMcDE2WSxN0DpygswuKuLyAqdjzT434iCq3eNz3uziu3fnveIThyShMA4JbH1gLQm7SxxweCIkdEb/RDb3rulV3qpsd04leK/P1g8lHoB9a8VAxm0lO4vmOZDkAIcYnCsqQtpY366hBCeKIw7pQTZkyl18srCvPlRmsGh3aGKCzFvi8iJ2xgUQwUlx4GBgMOijGHBSGs6TG/YGbfRpEYCOeDjk+TITbiFj9evpibhs/Ulcnt4hSFxG2rVANTBR3b9VM5zQ2QjlETsgAihuQkEkIMZuKnIrEE02NdS7U+CnXXyZoeC0Rhtsemxx5ERSEhCtNjn2aqkCHMmssVFMqkscxjR5tfWZbX9/WEgHxcHfVYUAxBJhmcfhJMXFP/x9K7oyA9RNJJ76NQedirJcD02DlIhDTBgVQIgTbqMSHEXWNYsJjNfn1/UV2fbanmX+JYpVcUElFgl38mvD9p/tpVQiECC1WpmE8/tNx0fEb/8Y0tP2ZbOiGcT0Z+M0JJFBbsozDqmkb/7vRk5ufe8hwfuT1D5HcmFVN8uSyxv+iJW4vr9xafl+tHMe6wxaY1isKBibK4nsV1d7cGsqJwEEQ97s6b4bHKrVjAApRGPAYi7l72MyjptGRSU9HLVpFuuUJ2ePsQPTEn7W1Qv6CDRVGoA0sG0fcuUXRFoXesK5Nz5z+sotAqsK9kcl6UvmTMdn1OhvH7qgpm0pOgKhTUtBqAGyCmlOEtAPnnHhR0ysBgsGBsPrLryXOGF5Tfn3LyX9yx52yLV+TJppRhGiMqoOR59kbS5L7//JqLEoU5bx6r8FtrQR5TtZswYecvGqJQTkckEkZU2bg+vSKaHqvKlMkYSyJBAJ6AtAR1i863XOioxwo1kLKtASSC94z4dG9/sM/9Xnp+w0MQvH7+GxXP3aUeiaPWU59VNVwu0yV6fZSbSjWc0K6asrjWN3NPTI/F763YrqAxwtO8se1h01jKW/a537+IjS1dynpZgs5RFFrucWV6WEplIOczT5NZSdK65ULQ0tLNBtb02GsD4GwOq8qrSMa1Q4zeB6NHFPqbHsuKwg/QqE3vQvBRCKWisGfzrp6YHqvJw2jluuk4olAX9ZgNucS0wXVbwSoKFZDGFbaNTIdWKgoHFlFoFIUCZKe5HlgVBCVKSj06oxj1ONnvPgqZ+9tLRCFdsCcZX3BuNM2c+ro9taj/x7TU8NRVH8LbH7TiqCm9QRQ6/7IEhjvpLdF7ZGs/wv0P2d/O4ATrR9BV2BVJZek+f6YDdDGe78uUpsfR6mDdNiTjtruI6Q4g6Lbv68SabfsB6IjCaO1gISoKczlSsu8o4G3YJASP8EEbOgYGgwX/vPRIbG5px6Sh1cGJFbCoVMo74P3UmAfScZNfqPKmjoXFghSJQvkbuA1DlGNWjlmkn71wDPAScOSUoVI6Niv97Zm1iuSRgmxROW4kGh+FCuWJ5P+M0PYLeRQDvUfoye1ioxBrfRRamuvML0QJLGfqbQX7KCxEUShucuUsyzvGrqd9iAjxzK62tPsdkAKHMPUFBjMJJCqd90Tto5CmkY+pyDiPKNSTqE4/URAUDJpryrj0LFTBTMT3Sffpj9mWyIYx9VjqC2Uhye7EsUL9fNds249v3PcBfstX6F+VpiwCDdmqMj1WvCacOppYXJs5ZSyjKOQiBTMF6xWF8UCCXGocqygMyCtaYjyFuTgdK/yrE6IeF9f0WDP++ORwII+XatPjkOXSdz+bZo5pNmCIivbm22SHfB6qZym1KV8Ol9Lv/ge6u+g7DO4VqwJ+ikI6JrDBTEpZ+UAIkaJs9rvpcZ8oCuXosu7z0jwuz2fWwHolmmvKcPTUob5OiguFKjCIF4Sg6NUVBcVQZ/UWuo3pMQBWUZjTEkaFwlZs4FCz47htcSRtIerTnzz8DmZd/5D7dzLGmB4HbL48uWan+3t0fYX7m/aGnnBj/3xzK/d3qW9gueOt8C7QvlGKimADg75EeTJWMEmoRni1kBiBmAjpuFK1cw81SQmoF25ZxJRBSCh5ZiGH5hpnzlhfIbutYdtBf+unRfIJSzXmsNErfXPLxJFneiwoVHxMj4MUhd4aRD6nulZJUcguWjVDbGijRs6/n3DtzN+We0xdoe4ZEaaNrgWLwvRY0SO1TVaB9VUsB+bQlxXWR6HYHktSH4npWbNj+WpUfURyB6A1PdZfj+qMaowQ77fsikCND1rT3N+sqamnKPR8uKn8Ibp1KJSBaoJbSCPl44kqpY9Cm/VRmL8DChc33nUBlak4LN2c1vKuW8rpmgfrnxMBFSp5aYLGDadQL7ARQIlCoRUFmx73HGqFc8S1kjuZZhSFRG2uH4b+owFylG3jupFIsjN3xBZMj9m07Ldg+slC+aXDRRhFoYAwPgpjNks8le6Chh3EKAHmmh6XhI/C3lIUev7D3KpCKgoHon/C3oI37rE7biR/rjTvkyfrL733kpIjSaMoBOAseug4JBJGPS2bHftUgUyAwgLf/OjhNe5vy/ICJgHBmy/t+XbMHlmLkXXlXDlAz/rsY6u2c39ncwQay6WiYuf+Limy9fjGSoxgrk8Fah4tjrd0IWMUhQYGPYM0onKmUnJ6kldVyeXwi2tJyVNA28SFcHfeh5Q7HlhyfbYP8QjoyDPNojyy6TE/mMrZiUQAuUQInTOJZbLlEdEskDnH1hIQ9ViizBi/ZLYFPuqxxkdheNNjpl3i3wrTUCed6vos7TkK33m5ZHocPiCJV78TyEf0t+el0eXjT4bxUShT4U4bWQFwTZnef7tKUSj7KFTn9Q1CaEG6V75Rgd00wT4KAT2Z5RB03juiD27jtUlJ1HOmx+q8zn1hCW6hbI78kX0UigXrgplUpWL63qxT/zItC5r9sOQloHcjwCFPnjXVlAP7gaXTGoumKETAM9NnY98TvqxCyvP6opfTRk5DFAa3iaq5g4lYgSjURD3Op/SQJ2/RPAs4/tvA2/cp29HfMEShAJ1fCID3z+Yudkt4QcMutqhpX2lFPe6lYCYZWbnlmrRpJIU6hctghkpRSHnWkvdRWGJu2rI5IgUWGqxgVbtdVO1XpHtC3/N/b9qLs3/1PACgrduZIJUlxcUeJRULqysZs2FZFhP12P9bQK91QlOlsh094bbFBX5fEG2ZbA7Lfvwkdu7nfQ+VJWw8/7WlqC3Xj+8ZzbtAx1/dho6BgUGhsBS/PLDKnhzjq01U7xTkozCA2NhK6gH4B4hwFDA+Nfj5nwtQcGnhSp0EMkQyNcspfBQ6eV1FodsYBRnrE/WYpQS8jVpNc4V2JfdvypcrRz3WfSKs0KbHPoQLbE4l5uXw+y7pCWjJJJ01PZY40wJVSERB1LrKVEXfUpHtLnmoJzvUkXf5wtj5kFh3FjEpf46IRKH6HvgHM1G9e+LfsgotrKJQJsGZe6TYA9BtnDo+ClU6UpXpsThW+Ru/81U6eVn1XljT48pUHJale480Yw9jCitFaedgScS5yuerhDwpNb6xCtgPnHrwCODVfvZRqMjLrtujmh7rzL2V94cx9fYK4McqqihUEY2WH3nIKtE5E2Kdj0J+k8k5VDqmx4YoBK8EScWDFYW2bSlN3EoNvKKQfwn7z/S49xWF3QpFYVyhNGJBF6Zxoyh0oZrX6ne0SwOlGsyEfd8SPmPMYADrj5BuWBTrvaO+ffZ2pPHU2p3cuZGCys0OmJAGgY4vlOwKUmnTaxXdWxSibBQh+pztC5cYHemsSxJOaa6CbVl4Z/t+dKZz2N7a6U8UahSFKkWogYFBdAQRKErFlxv12K8godgwi7gA0+MP0ADAe//Z1JzzfaZWvyro7x7PU0JGPbYIcQggbq6Un4vk2+0fzESvXOGIwnxWlY9ClTmm2xY458MFM4lueiwRSgynG6SS0j0i9rp95weRFIVyOb6mxz7wngFDmLpEodeG4XUVwC6+OdI7Y/GKUD+9QhjTY53Vq21Z+Gr6Aiy3n8Z60oxPxR/j2iXeH3V/IiHSyJDa7SrrPG+Ezr1RVsPBVphv28oMQhqLJ+FyfmNi/hnatneNoulxJpdTknoOUeg/h1FTjETZLjGfGMwknOmxs2Fu2z5RjwtEMaMeLxjXAKwvrPyc0q8fQUZ5f1TBTPi2xfNuGETXCoDXB5ws4nlm9BN9FKpMjyXTZYTfzOoDGKIQvCP4qIrCUg4wySkKSybqMXN/4yl9ugJBCPGIQs5HofNbR+x60aFL5+Xsb6h29rIBO9r9jZ6SP70Fligc7GQ0e/2djP/AYmDh+Hr8+YLDsH1fp3Ru0YQG7u+e+rOk40vQ5suND7yNe1/b4m5CiQGzgkxtwkAcz9N9oMhjybwHvnQE4jEbC7/7MLa1dgUq1j11rUAU+vj+MTAwKA5UCimW3OF8FIIfm3pXUSjnpCSIQwToxwWWPKNjqrse0yjFApHTBDOREgZHPbbExSFbnmt6HOSj0N/0WJsPtnM+lKKw56bHOYsxuWbX0756LqEdrPmgr49CMWO0OTy9cw5RGMH02BJ/sISdd+zzR0zAzMaFOCtv4WABaKwWRBJ5opd2FnYdItatNj0W30l1b4jZFu7MHoM7s8fg6vif+DzCtQBq02NxuiTXrazan8yi7wg8EY7e9BhKUpzzran1hxngo5ALZuL8w25mWiwBBLWFGoGFymQcyKSlc2y50ryTubn+isICTY/FwEwkJ9+nHvoojJxb2GyY2lyNhqoUcyzaumB702LpmA3ioyj0aRqIr+mx2Pu8f4WXhFEGSuMf5wNXaE0JBTMxRCGADoYo9POFwSoKPT9bpbugYRdbdAHW70Rh3Vjvd+2oohefzXnycd5HoXdeBTrgD3YSh4XKJJLevlL15UjbXCo8w//++wO8s32f6ycPMKbHMY4oLG4kaMuysGhiQ3BCqE3ro4COL0EBom574j3ub3Ezqhg+CkViri+INtVGVCKkv0Zqpi1uzJioxwYGxYHstS5ILeT5KORy2fwiRlzEFjITkBSFpB625X2/OXdPLlHIjClhfRRqWxCy1XQhF7RoI0Sr6GvLf+NchZGKKMxR5Yr/gtQjHeUmWJY/uWJbFsJFPc4ojytqdH9JihvOdD1cKeF8FMppZPIxWo/0vr8hCZc8/MzkRXkrR01ZFqyAyMzsOkSsJkfC+ChU3wP+sJL+5P6STY9lyISdum5V3wboBoVHKrt8us98SPWu2yqCW7gPotk3O+ciEEhPqii0WHpQIApzcmzmBWPrnf6q7fi644yiUJOCphJdP0UJZuIRhb2hKIz6NeBJW9HFQBQC8r3cMGSSdcrWpYl6/FZuXNBvEOAa+QcGWtEpCi2Lk/eK/Ue3EaU91k8Y9EThm1v24qSfPuX+7WdKnGVk/3Qg/utLG/H02p0YVlOGn5w5F1Wp0rml1LzLtjwfH1QF096dxZaWDsTzpGdFMo7yZB8w2BM/BHz+cSBZDdSMKHrxrPlfQqEo1PkoNMFMZKhMIkvd9LiUCPyNu9tx8Z9e4Y5VJmODvo+xkxxXUdgPvkGjEnQZgfw6fkYzAIYcy8jldGVkM64ywfS8GD4KxY2fviDaqH9edoEfdiPKVRQK74Lno7D/318DgwENcUiVxTIcWLUQuzBy6EaVaip/PszQHbCwvSN7jKAIZNoFb+HmDZIqwkgmV7RB18LOX0KaHjuKQp4ozBHgyXd2oDudAxJMi32jHiufDFOmN+aKDfLbbEsg47SZDWaiNT0uQFEofLyI4v725Psm+cTmChMKjrjAZi0LdKbHqu7iH/WYJ0BkTkEoUCATJZ+MDFR9RDI91mRn557K9ziEolC832HJVbG/cX5PXUUhe14zToEP/EKh9FEowPFtqL45hIikn5OONfOl7wZNp5qn/OH8Q7n8Mix1CzkfhZqseYhriHDBTOhclC7scoqxqP/mXQRWXtAjv09hlIV/zR6NSYrjWkVhKFN1vY9CPinz3ouyW5WikJKHNDqzZcuDjCEKSweihZbfC+qaHtvejs+e9jT2tKfx5pZWPP/eLhw7vbm3mhoZboAOhtGmC7nNLR1YfNOj3vGYjdvOmY9jpg3t3UZZFjBibq8Vzy7Wo/goNMFMZKhMIrM5zUS1ROCRm/3bDgDY094NwCEHT5s3EgBw1JRefr8GABwfr85CyvNR2PcfxaiKwjZGeb7qhmWuMpCOLSpz370dsvlJShN9uaiKwj7wUaj8voT010jvlS7qsSEKDQw8/DZzAj4Tf6iHpfiTAIB6LLQs3vuXnEQzGeDGM2FhSzzy5M2zV2L9r95CUjP3okokhwjQjwu8iSt/rPBgJmqiULweC/KciMDCDx5ajaNZojN/RkTYYCYuTaowPU7Gbe1yOolMXlFYxGAmnMktDwKLIX/8J4u6Z8SZHiuiYYdpVxjQ1I6iMEJeyRyaJQptLh1HYqvaaNncIV9FocIbX1hFYczS90L1cxLHDCJNrgs1PeZVw96xoI1TJ+qxrN7lFIWaDQVLJAotG2BMlvkhy2kv9yxc5aNzLJPLye2g8yGtqtOW66JX5iq69eMTgYVEzOJ6Qdaygzk+lpQC1ERhwabH4Qk9DkJ/FPtt2PKeys7EbdmP4IdKZlnjo3D/dozLrFc1Kv9/4vkoDCJiPT8EtFLvb2ZzhgZHcYO65tJMPnFMKB3T49KhLPsJk5ur8PAVR+K4vDrEb4HikSSyRBboR3NeDVQquSnN1Zgzug4VyRiScdud3HRnc3hx/e4+adfG3e3Ysa8rOGEB6Mp6gz47wLs+JTUDoVEUylAprujr4bfj2Z/wTI/7n2ig5peN1Sl8e/lsfHv5bHecGeygUf2K7aMwCuh8LqyPwvZ89OS4bXFBrxI+psd72xVEoaQozLcjVCtksH5ZKTJ96KOQHTODzLDFvOLGDCUdjemxgYGHb2Y+jfO7v4z7s4eFziONqKxiTzHcOnoWulDlWbceRz0WErELr+68uViMa59MaHD0iKJSwdqTNl3XoIAG08pZH1I+1dNgJvwhjBriBdByz/ooCtVEoQe9j0JH2a7zAZi08t8hZvGpMwW1Q0c9ZtooPV/enDQgNwAVcUU3ogIKkKRlUckK558cIVqCRkWi+fnTVBJsbj5LQQLw6Xm/ePw5lbopLFnHztvV77HY7mDUlocLSin2bZdcIoSZg1kS1aICG2DEPeZjRur9KW5YsO0RTY+d36JSmG2b2kItXP9T8ITwTI/1ZVBCjX3Xw0U9FohCkCKaHvP/FlZG3lJTMfYHEYZ/zB7n41+UIKPSxK1+ACkIPARTfxxZl9hTqq9F1TAL9r4y77pN3U/QY1k/RWHprLEHvaKwLBHDpKHVmNJchRVvbfMnCl1FoewjAADSJba48RQfXlvLEjHcc/HhXLobH3gbtz3xXp9EQn7uvV345C+eQ8y28Nw1x6KpurgBTajvq2Tc5j4K9HnpFqAZE/VYgtpHoX6iWgoopWAm3Xl162D3SahC3LbQjf41PY4aIbuty2mrE9GOIcd8TI9bFIpC0UdhT4OqsCRhMmajO5vrE6JNSRTm70VXOoen3tmJXW3ORMy2LCyZ1Ighlc6iwvMJq/ZRmCuxb6mBQf/CwiO5+XgkNx8fiT1XcBl+IMTz180FMxEJMIWaLgqyhC8vaJOWLpothZqJBWe6TBf5doFKFwqd6bGcUF4rWsCoIRXutbpDmuoa8n4BA6Me041asQGWoyiUPaY5SCHj3AtmvNX5KCzE9PjUg0cCr3p/E2L12KqDto7flKa7aoQ5IhKFhZke+ykK1abHMinokhWColDiuEWfl67qMFiwoA5mog6QJoJXFCre4yBFl/AKLps5DJOHVgLPapvLtZuHRxDzisJ8VT4dSOlSgOu36rwimS8VoVAUsoFDPPNmbz2pjzuiOeF7fYT5vx5x2+YVhZGCmdAGFM/0mHMPUSAIaL9Xjq6BeQH1e2oBmqjH/phjv4efJv4LQIj7y6qLCbyOZFncu27pFIWWDVlRWDrrxkFPFFKEWazlmAmNau2fLjlFYd68K2AR3pcBTt7dsR+AMzncuKe96EQhvYak8IBiru8r9TV6k9XSeTn7GyrSLVfypseUaOjnhsBTVRmiUAadCHdm+u8eWRH7yvZWJ5JypeDL1S+AR4tCUSgFM8n/W+jCijU7Lk/G0N2R0/piLSYyPorCFW9tw12vbubSL53ejF+duyCfV216bIKZGBgUB7J1ql6lBDjv5O+ffR8AT5gEfeq1fgD5VO4vkdTIKOYUbIk0Pb/EVym85GPUZ7is3gk56LtEoRiASlaQiMojQizUlMVdzYorJE+3S9W4wUyCTI99oh4nYza6NZeRRDpPBDE+CjVDbGjTYwaj6iqk9oSFzvSYEiGcKCNiXwtziiWmopgeq1K6t9RHbWTBUpAAfJq44mV4JjsDi2Nv4Y/Z46T0hSkKxSbIJM0zuZnc3yKNZdtyZbrxIIwfPbYFuhkAgRymCQBsqPqt0Kcs3qxX9JPIl+ltNog+Cn37ocIkXXX+lff3CDad4YOZ2DYf3Cmcj8KQpsdbVgKNU4BkhXcsJPxpWH84ikL5WNianf+r30qlj8GAsgCgxnLG6ixsNFQmsauNHWH9ApywOwOMopAep0RhlhKFqp0IY3pccnB9I/kGM/E+0irTy74w94oClQ8pFRKuX6m+U6GIv4sFulhPCuZ99MOrW0Cr1JeDHSqTSG9HuzTvU0/VWcWEri8aeO9Zd6b/lLxR1affffBtAPLzTOQ3IUTz30fe3oY/PPe+VE5ZQh3MpNDhkN3gKc+TkH3h4y+rGDPpt4RuCDVWJTFzRA0AYEtLh5uOjsMiQRzkS9bAwCAcon4CWxn1M7tAsy1ewSQROqG4G5Yo5Am1IEWhF/WY1R4pqlD8bqzSbEQryTCV0i+kopAQxSLXCYBI219Xnl8cdu6VqvGCmfjPFei3SkUCJ/1MjxU+CvXBTKL7KBRvSM5ifBTm000eWuVLJIj9KmY57VD3iwIVhbasjWE36kIps2hRfj4KBRNWSagmKQptLgtveuzg0+mrcUTXj/Cv3BypLaF9FDLJghSFrfF6PJWbzaUhhHD327Jk5ahuOJDuLWOxxPYVi5nD63pL3JbNgW22IZrBTxB3SuBmcFRRqLyX+vEwCNSHIevz2imIgFqmSlHEBcQs3kdhpGAmHjMO6W68fifwi6OAPyzn2hUET1EY8aPDilAUpsdi+YXAQg5tpDw4oQ/qq8rx/Y8fxJfrtwZmfWQy6TyikAYzYRSFkulx6awbS6cl/Ywwju29YCYa0+M+INqiwDPv8n/J+lJRyC4Ae8PUudtVKImTDvp81c+IOv83Pgo9qEg31/S4RO+T51exf9sBMEShCZAjob6S92vTUBXOz00xYTMT1TCg6RaMq+eOi4rCrkwW21o7ceEfX8ETa3ZI5aTiojqFll9Yp6WKwmTcdk24+9JHoa1QFNIgLkdOacJ1H5mRb6c3MVapEdm/CyEKCSH4z3vfxOk/fwbn/+5FbNglK3cMDAYL5DeIIR8sR/HGgm4U2+Ji2uIXalKE1XBMIdMufpF/0e2vABDIEaZIjyjM8SZdYg0KppB+Z2QTyrCDfuFRjwlxhAdc3YQAna1y210fhYrrYn7TYV3pozDO+y37dvos93cSacnkVR/MpOffDkIsz0dh/tjNZxyMpdPlYG663pPIK8T47sWSHBqoFvALLwRmnAoMO0g6xbogiUJIeNUoSCOuv+gIOZ5MZNdf7LtA25dBHBtJc74eHmEVhTHVS8Ll8Y61x2ql/GJAV9U6WFe3HwnLXk9QQMJDxzfgxNnDpXtgcYpC9TghvjcsIUcI4Qm6fFpV1GN/xayCLGagF+4QUKrSrx9SE13eR2EIKidByTJ6gxWKwld+7/y78XmmwvDjQcxXC6kCrxIX54MEVt6Cx/+9DDI93ocIRKGikHFNNf7Wj+KmARf1WEUUiopCY3o8IEB3Wvx8I7k7n5bcoYHeIb56grABOvxM53qrTeLvYqFbo+IKMmkzikIZ7E4rhN+lepui+p3rTXT1o1ltqePWs+e7JNrYhkpMGlrd522IqijsyPtTPGPBaO64F8CD4IHXP8Cld7zqbhqNGlKO0+ePxobd7fj7K5sAyIrCqNGXRdAFRipm96kiT6UopPeC+masSMbc4C2siXQmq9nQ6UH7N+3pwO+eWe/+PW/sEFx8zKTI5RgYHJAIsAKg8794zAbJsqQdHyYgLSwbQs2ZOEUhP/7RTQXOx6APMUlTyFXI+el4Ii28c4KaR7ex4qpw2DYTZTATyRrZsnhXN4QAmU4m0iWb2C+6pmKjVml6HOOu8o/Zpfh64nYAQNLK5LkpjyjMaFRL4U2P9aRTDjKnO3tULTBlKLBWXZo44seRDx4WNH+SJG2K9CfepM1uMfMAXYAXJQGhOOYSTT7m0m4/tWOeOaiopmTeqTDvl6woVKfzMz0WzTbbYzWa2ryczqZCuG+1NpgJ4/jQI1H1ROEfP3cYtrdn8Z5wXK1mk+890fRbIqbP9yN+XMoTeT6+HpWmx+VDgI49AHyIQkbh508UWo7ru6imx8tvzbfLjeIn32Q74f1+8x/AzOWhiELa3phVOIfgBjMRiPdhtWXAnnD1zxszxDlwxh+AO88B4DyzfUR0jaCB1lzcls2afUh3HVHtHafBTJhvgaQoLB3TY0MU5mGHWKBQwaBtq4nCvvALpcJ/PfoOVry1jTs2vrESn1o4FkBwoACqeOoLopAl6nrjfnVryJl4zP/5mqjHMlQmkVntRLU04Cq6+58ndMkiQxTKmNJcjSnNfU8Osohq8tuZNxUpT2h8FGZyuOuVze5zj9kWvvShyTjjkNH41ZPetFbno9DfKEYPlyhM2O6iqi98/Kn8DKby9VPfjBXJuKug5IjCAEVhIYpIGhiHoisd3deWgcGBC0vxywP1sZ2wLZ4oFHJ0C8sGtWkeoBvPdH7ggoKZ2PlYumEQOD0RyTAdOUYXyUH+olwfhcwh4pgec19/1+zYAmc+mwtneuwjqEQizpfJkg2Oj0KLI9GyWqIw5NjLNkK4P4SpRxdYwytGrcDyFIUq0o2700KBUedbHjEVxUehyvRYGcwEvHmu282tGAAxEq0DlhxUvRdyMBOZOFaBC2YiPH/LAqM6A7JWAiIIeEJOtQ4Iryj07jurCPOesP5dd/qU0H72HdawjKJamktFxJ7klM8RtYQ/Fxq1ozyiUOuKiMDKtzto79qSTI8D2hNLAk1T85l9oh7HGMuev54LzNwbSVHYE9NjgjwPw5GwwIi6cpAAohAADh1fj9H1eUJwxilemwjB/iiKQtW9tOP+3xRxDNP1P1FRyAUzEcssnXVjr7Vk/fr1OP/88zF+/HiUl5dj4sSJuP7669HdrXO3278IZXrsLm7Ug7foo6ovQAjBjx5+B69t2sv994+VW/DKBuftCiK/+sv0uJiL2V37u/DxW5/Bf/z5VQCKYCZ5Bknvo5DuppcmAdYfUJlEln7UY/oe9z9TaIKZlDYKVRSWJ9WT+n1dGTy+ejsA4C+fPwxvfesEnHGIoz6ckffTF7ctjK3ndzd7qiikJr1JRlHYF5tWrCsOCrGvVyRjSCXk7wsd+3U+Cgu5F+L31wREMaAYaPPRokCSDLGEi3yaUxSypKLgD0xUFEZ1Q6JTy9hC+8T0nK4x4vxDGgkkRWFG3SoxUmi+cTL5RaQ5EYH4bSGe2XGZoNbKRz1Wmh5b8vxL5aMwJfgoZFVGjo9CcFGPdSokSxkUwjurhM2TSoT0JKyBg0SeROM/EYr7E+KIH9h5gD7qsXxcFfWYoX7ZzBzp5fYdllwVTWRZRaFiTSK+QyIJp3s92HIlc2UAKK9z/65L8+ITQBahRXn3pTYK5QIQoh4D6o0BK+9rULhnqqjHCtNjP7UeN2XI5+WCmVAVnz9rlP+Hud6m6e5PrUKWUSX7E39OD2LHQ5H01bYJYG6wwvQ4ptCORVEURjY95stQLb+H15Ypn1mGUf8OKbPw/Y/JbgUoQisKdbBjsuBPpUyVNjL4TO79sQVFoeiKACgporDXFIWrVq1CLpfDbbfdhkmTJuGNN97ABRdcgLa2Nvzwhz/srWoLRpAPO0AIZqIYKPpDUZjJEbdd//WpuahIxnDTg6uwZtt+13l8kHTdC2bS16bHxavv2fd24aX3vW2HiUOruPP0+eoUhRlXBVQ6L2d/QyQwCCEDwPTY+beUiMJkvERv1iBH1MA3lCgUFYFN1SnUVyaxu60bmRzBiNoyzBs7hCPBFk9sxONfORrlyRiG1pTxBftvQgbCUxTGeqTIi4qMwq+r6PKhIhlzN20ooUkI0Sq47R60X/z+GqLQgGKgzUeLgbAmgRTdjAKeIwqFdGkiKAojmh6LPgqDyuEc5YccJNmSHvvK0XjzRQIwbreQFQjidAeUyGoUHxJPSIOZsIotZ74Zdwd4AF15ojBVywU18Y96zFST/1dlepyI2cq0APVRaHHmbLoR1hJJVBaxBHPvmNoUQUKUXI3i+XlLa/6a4nnCUqlYFQlYrsBoc3jWrzXRkqf6fFyzXEWhgkQQ83GmhcK1c4rC4OsRiSJtMBMfk1kxS9qWfbIR8MFMbEt+pOzfOYFMyRELdp749kyPvbHKYkj4oDdd2gcJQVJZ4K9bpBa59ro+CtnjEcZUywLO+YfjbmDDc+7heMxHnZy/eX5EIYHzfMNcL9cW97dP1GNbVpFq1dZCmwDeHDoqdKbHteWKNgHYTBox1nI25r93VBmsxkplOgsRFYVKPwMxeSPIx72AXlGoIwoVwUxKiIvoNaJw2bJlWLZsmfv3hAkTsHr1atx6660lOTELZ3rsLW5KxUchW+ex05pRnozhry9tyhOFnQCCPzSej62+NT0uZvAXukicM6oW3zp1lqvgoXB9X+mCmRgfhRLEfVL21ShVRaFrTloCJAElcER1q0FpIIqSL5cj6Ew7z1M0PS5LxPDYV47Gxt1O8IyxDRVKFek4zUSmp+R2F9PPSsVHIUV5Mu4qCrsyORBCuG9AQvg2ue0v4Nsgkoul5jPYoP8w0OajxYA8nDDfbCITBWnGb6i4YGaLyoAf/8LNBfRKJq8cZUtd8kyIHetfG3N6fGMlxs9o4InCTBefobtNTQFQUiwo6jGIpDojcMZI7j53tjj/ltUCe9nEedNjhY88zheZzqLDspCI+ygKLaooZHwU5jTPwY8YiCVlkhV8uYBjeiwGM9FB5f8fABJWXlEYs+TEfoRNxLkpJaZyhCAbQY3oPm/BVFJqg8WbHrun2G+f0GZ2zaZak4hXLxLMuqtg160yUZj/++y7gBXX4+7qS4AWoV5B5Re0SaBSPtpUsco8d1WQWO10yFIbs3Mm82yBXFbBPYBwnquTiXqckxLo7yP3LCce4/zLBAdx5oaquQlxryFoKmgLpsfEkVjqwY5fnI9CH9Njt/DwisKe6IgJZIUqgYXKVFxb6o6KiWhqfxfW5ON8Sw4fzIQnKl0oFYWqv2jnVStP3ftDNwlyJpiJhL1796K+vj44YT8gzGKNKk9ilibqcR+oOKQ6M8yiK/9BHZqPzvPB3oiKwj4wPc5xisIiEoX5soZUJjFndJ10PshHoc5n1mCGSKSw70apRj2m72UJCApdha4xPS5NWCHGfIpOJmJveVLeEa4tT6B2ZG1h7Qi5gy7i5hVr8Idn13uEdNwODNpUTKj8lUqmx4mY66OQEGdziL3fMV0wkwJeYHHjqS/IUoOBizDz0a6uLnR1eaRSa6scsXbAQEVoMPBMj3nFn6jCEX0UaueXmndYpyhk5xTs9NpTqxBNy0Mg2+X/d3ebmlyhhKIU9VhUkOTy/s94QpQfgwjQtd/5meItXqzNrzrNCumjUL7lFpKC6TEB0F0zBsnWDXgsezBOgcVdh5YU8yMGWOUg56OQ7xM5hvwpdE854acoZBEmmIkP2Ci7OrNUpchIkU7no5DPRwlGvekx+1nsLdNj7Zs06Vhg0rHYdNe/AWxU1M3Wo2gbUacF6P2RiWi3r0AQKBAobrSlCEoCVCRUD4k/Jqp++TaIGmwnnWN6TI8Q9pQaypvPzpH83rswikIazMTnRvvUz5FZRTI9drP32PTYgvidqkrF0am4HxYI/jT7N7j00GqgYaK2XIsQ7CMhiULtixODTE8rNjACNjIkH4WqstxDpbNu7LOWrF27Fj/72c/whS98QZumq6sLra2t3H99BbpACWV6bFtKoqQ/TI8pGWFZ3jXQMN7v73IULoE+Ct2ox73ffl5R6A0qtz//PubfsALH/r/HsWlPe+RyqRmzbtJK70E6m0M2b67N/udOkkuUAOsXCDt7HFFYoreppHwU5kn8hNZ5sUF/IoqisKPbm9yWxYsbjcx2N3ij9dk7XtiAPe1ptOXbNmtkjev/5uf/ehcX3f4yLrr9Zdz72paitpfCjRTPTHxFRWFlyot6DDjmx+y4L463PYl6LH5/++J7ZjAwEWY+CgA33ngjamtr3f9Gjx7tm763cdiEnmy0MwswxavB+tRlT9sWb4os+iiManqsDWaiWaRxisKQ7JO0qMsIKjhRUZhuUxfkKgp1AajyICq1krPhwd1qamomKne69+XzqBbEHjwfhXK6RIy/agIL60+5C9ekz8d3M5/Ki1YY02ONX7P6nS8qjzvtVpsBisd1kWVVC2hvo4xvDzU95tdastxMUjFFVRQWOGf0mqXq2woSQfzT1psex5gNtzBrEslfn9b0mGuJul2a8+7RgHUA/w7w8wGe0PRIFZeIsyzOFFwHcfMCABKW+PbJEH0UiqSmykdhjMnjqRZZMiva+BfXBUbKZd2+HKYn2sz1BvOEKkVhWNPj4NZE9VFIFO8xgSVZ2xJYqEiq9WwWgGys3JckdNIR7Afjo7Cyyb9xWtNjv3TixpFa0eqZHgvXpDI9LqGox5FXsFdffXX+Zdb/t2rVKi7P5s2bsWzZMpx++um44IILtGX356TMM1nUp6HrjphlKXcF+sPUiVUt0WsYOcRhz/d3OdL9qpS/cLQvTY9Zv4TsYvCeV7dgV1s33t3Rhufe2x253CBFIJ2E7uvMYOLXHpD+u/7eN33zD0aIKlv23Shd02Pn31IQE7k+Co2isCThKQmCOwv1T5iK20VX09KF0qsbWvDA6x/ggdc/wFPv7Awky1o7nUXn7Z9biMe+cjS+e9psNFWlmLK24oHXt+Ib97xR1PZSZBV+XVMK02O2/3dnctx1iYsgNxhLAS+w+P0qpg9cg9JEb85HAeCaa67B3r173f82bpQVNn2JunKFaZgG0hvEknWESAvcLjfqseCj0OLLCm16rFlIEZnaAcDPvSwF+VKPVuCpm6XyAqsGZAVhppP/u1uzOa00PSaKtSSRF5JEcKFAiFeehnBTKwq9MjzTYyGJZSnmPBbSFUPx5+yx6ECZc8fsYKLQFxyRwOQXFYUFGCFKxA8NZuLnCyyfk0dh32e/aYDK2FUV9di9BqHv88Q7TcMrCr95ykz3zyAfhcFRj9XwNT0OUcba7fv58gLWAeIt5fo3e98oAQ5vLa6dl1mWNCY5GYJNj21bJDJ50lD0qQiIa8IeymThE/WYMfn3ezepopD1URhIVqp8FIIU0fQ4X3QPTI8B+m7wz6AyFVNvoFgk1HOwkOM3t4YdBCTUboD0DZNNj4XGuLU5CFIUCiRgiUc9jmx6/OUvfxnnnXeeb5oJEya4v7ds2YJjjjkGixcvxi9+8QvffNdccw2uuOIK9+/W1tY+IwvdYBc+X4scQ0bRBRmL/lAwpKkje2YxtmzmcKw9Zj927e9GzLbwiUP872Ffmh6za7k0M7PpYk5kCiAsPX9Z6pdreF0ZxjVUYP0uvVrRsoCFExoi132ggvXdwv4LlC5RaIdQBvcVWJ9PBqWHKOrTTjficfF3+Wj/+N0z6/G7Z9a7x//f6XPwsfmjlHm6MlnXZ+KsEbWorXAWcNefMgOLJzUgmyNo787ipgdXoaU9jUw2p4+2VyBcn71M9xb7ekUyBtt2zOK6szl0ZXKcebK4MUMXRYUoCkWisD8U/gZ9i96cjwJAKpVCKiXP9foat541D797Zj3+85SZwI/C5ZEX2ixJIIPOX+MxC2mOKOSJQ9H0WLu5qnTMpl/U9uqcQlQQigrDtI4oVAczkUgVQmS1Eqy8opBZPOY0ikJaXYB2g+59KIMp5ggsi3+yXIRay+KuIxMwPO4mVTi1+wZMtD7A75Lfz7dboyhUmNK55E8EDoOFa3qs7F+MorCnpsf55FHnjKp2e0QhT4gRTgFJK2aJQhuTmQCMLAEXRlEoEoW6d8m29GOAJGhSFPHU2p34fIJN408NiYpCFaEpDhMs1aIMjkGJROkd1Kd1/wT/jortUUUPjnFRj2UCMlyvYZ6nLphJLucqFsMEM7GjkHIcUUgLysnseH9HPbYtiJdemYz3KEiKhEynOvgSgDxVrTgck1TcKlW35GBTSqMjCi3FCziAicKmpiY0NQVIN/PYvHkzjjnmGMyfPx+//e1vYQcE1ejPSRldu/gFQWBNj0fXy+G2+zOYCWveWJ6M4coTpoUugyoK+ybqMaMoZOpLMyRlIfdRFYGTRSoew8NXHOWqLFWIx+xA9eVggvi68j4K+7gxIWEL43R/wvgoLG14JkfBaTu61YFMioHPHTEB3dmcu1Bfv7MN2/d1YdMeTSROAK0dzjhmWUB1mTdmDa0uw1kLxwJwNn5uetBRU+3vyqCuIrwaKQxUmzPDaj1fMJYFDK91Ijyn4h5RSOdDcduSJltB0en9IKoQ06UgKzboVfTmfLSUcOLs4Thx9vBIefwUhbI/Lm+DNi5EPYZAgBUU9ZhBDmofhZyi0GLTR39OUukj5/N/Sz4KeaWUC62PQjGhrDIkJIdcTmN6rFmoqk2PGfM8XTATOGsXP9rGEeuE8FHItGUjaUYTG3UlxrFE3m9h4et5Wwuv7xNbHqeKwgDTYwlRTY8RPA9QcwKiioi5Bp3yki1LiHrMruFinKJQQa4Jf4f1UeivKITv395xf8EAS4r6t9PJKwpUPEUhkLTUgXWU6kcuWrf6YTpKRH5s49ouJgYlCvOHFEEq9Gb2clmAjysiknVbEDRzGVZThjXsuBD4likUhSqiUFVxBB+FYclL744yamlYUn8iBKhMxRHrkVJRyKuLcO8HO6YcmdW/2ToFAt9VpKoUhUIZOhP1fkCvsSKbN2/G0UcfjbFjx+KHP/whduzY4Z4bNmxYb1VbMML4qci5CgrLXQCxKEQJ11N0F0G1RPP2iekxc3/ZhR1LUhaizAwTtTges4u+WD6QISsKvXMlqygs0N9MNkfwzfvexLwxQ7B87siitMU1PTY+CksSomn9jn1deGPLXmXad7Y5PqR6gyg8fFIjDp/U6P79zfvexG+fXo+ujD76JDU7rkrFtabQybiN8kQMHeks9nakiz72qdw9fHjWMJSdMx8t7WmMb6rEqCEVblvQ5Sgh6RitctJOg5sY02ODYmKgzUeLAb+ox2pFIXWV4a8SKshHIafiUX8PdeOdUl3TtS+gOiFP/Xhg+inA2/c6f0tRj3WKQkoUBlyjqyhkjwkWSoQAufxGdQTTY7ZmOixKzbEs5ZgpKQqZxadKPcXlzdfMtUnlw0xxnMBmRDVMPX7BIoXnHLP8N/8pkmnBl31EJY4nApLN8f3gNstS9O1KxjJJ6Bfu/RCiHrNrF/bbGCaYiajc0yoKbbatGgIzAmJ20KY8Xyjbl0i+wrte3YzmmlQ+tUcBBhUbSlGoUFrqyiWQN09oCX4+CvnEenqVQmf1xvko9Hk3j57ajLrKJKeyI4T4M/JKH4WQ71lOIaQJRRQ6lUdW/ok+CgXTYwILVak4Z2bt1RjubZUUx+mOgHulOGbLikKeJxQ2DTT3LKb1UajcifBpZN+i14jCFStWYO3atVi7di1GjeLNp6I6be8LeKbH+jSeohBKM67+UDDQ3ZieqJaSfWp6rCYK09keKgpN1OKiQ1RRs2rbUiUKPR+F0d7FB17/AL9/9n38/tn3i0YUFuPdNOg90D5MiPNNWn7L09jc4r/bWJHq/V0+GiW4y2c8bu1wiMKaMs3CLY/a8gQ60llXgVhM0PGAX9TYOH6mTLxQ34Vd6RxScb2bCLpY8lP26yBuMJlgJgYUA20+2ttQXTMdb+KCj0Jx5ST6KAyMSgsIChy1AqalPa1KriYKO1v8q1MdHDpdTxQGmR7bAcFMQKQ5US5P3nHX6panHrdV7WapDS+YiaKpuRCeARklS9DwSE9zz5szTWQVhaKPQmWqgsDdV/d3vnX7t6Np90tCjmg1spvLuluifi7yUbevBgVMAHhVkWVz80T2mrXEkqpeWpxOUciceIuM5fOELCNIUchC9qWovpZtrV1unSxxq4PaVSWz0aDJK7oHEMH7BvTZtAzhSkEH7XqAab+f2reuPJFvndeujkwO8JsKWvJ1KYOZqIjCnH7DWkRYolB1zxzTY/lYZSqmNGm2QEIJpKQxMdMBf6JXRdqFDGbidl5VGiYAjaQWtOROXULBTHqNKDzvvPMCfceUEmIhFihZRlEIOH5j/v7KZiTjFh54fStnPttXoIuhngRM8IKZ9P6EmfUbxZKGLElZiJrEjXps/MEVDWJU2CfX7mTO9UeLghElki2LrXs7gxNFRDHeTYPeg+ubKEfQ0p52ScJZI2uU6WOWhc8uGd/r7aKkmt/GTWunM6GrLfcnCmvK49ja6ikQiwk6TofZNEjllZjd2ZzvWE3LyuQICCFqPzC69kg+Co2i0MDBQJuP9go402N5sZbOeu+l5LuL+Vv0UajnMTgdFVeW6vPcyPj9toT0Ejr26Cp18iuZHWbhlRPGw+79Qnvz2JEPhCOq1MTyiRPMRCJGuIkIYYKZqJde1NyWr0o25ZTHXAvVZQmFAZxA6rCmx4HBTJzz3SwDwfpW5EyPFT4KA0oXi9GlV5oeU7z7mKLAiIrC/L++c0bFrfL6vaKvVg7lM6vKFqIes5Yn8QDTYxGS6bEmHVvW07nZ+FL3JVhDnI2TsJ9aNpltW7L1Ki+f9GmnXKHFZAnav5HGBZXpseRXjs/HmUmL9eXzcsKVIEVhCKWh1uVFLusqFv3VlFS9F2GREzbqcQGKQvZ+RmoTwCucke+fwqZSeVJNFCZsC59ePC6wCmkkKtj0WB5zvZ/yyOvbFlXUY7H8geyj8EBFGCVSTlCtUb8xd764EQ+8vrUggqunSBfBD5obzKSPTY91KkKjKCwN0Hfi5/96F3e9sgnPvLsLAFBXkYi0gO9LcM6aIxANvdH3i+EWwKD3wPoopCRhY1US9//HEf3ZLHfBIJrivbNtHy77y0rs7Uijo9s5V1Pu/wmnRCJVIBYTLuEXYsyl5Oddr2xCZTKuzcceyxE+UEoQREV/f3yPDQwGAlTTXHZjy9dHobBsCKN4CqPAuWH5LE1boxOFSvi185Fvwdc7usUTHHIwk5w01yDE2Qx3r5c1PdYoCuMBihytj0LLCVp45yvVwE42PZeEW5gH6QIoWdzFEoVa02PRR6Fnk8o3Va5U5euPhVKx+u6jwFv3AlUK5V7UBXaItZ8yG22Xqm9XNrIJNQXwUY915GCY76vkb1Bneiwcvze3WFsm28dtS02k2pbcj4iC2KZgFYXKFlpevX5+ipV5Q5jI+i0HCMT2UqLQe4etTIdUEJcnhOmxlkzMZdzS/N9NmSgsyEchiD9RWJE3nxfS7B/zIXS8/xKaLM/kf8mkRjy1didiVsR1FEOYOdGceUUfNUdWbTs0VSWBAIsaWgqHdKf/t0BpBhwQ9dhts8hyC4pC1/T4AA9mcqCCDsx+gxMluUSfUIm4Yuehj9BdBD9oSUbBcvP/rVamicdsLD94JMY0yEFcooC9v+zvriIFMwk1aTUIheZqxw/n2u37sXa75+z7vkuW9FeTAsG+mtkcCa0w7Q2ze6ow1jovNuhXsD4Kt+SJwhF15T45+gauma7QJx9+ezve3ML7Y5o+XK1+pKCmyXe+tDFyMIQg0GE6zOYMDbjy5xc2uscqFYGjYsz7ms2RSBs/sqLQEIUGBi4CzH8zjKJQXOCwCkMxmEnUKZdj3seX/8zVH+LGXt70WFFBkKJQKQELv9z5WWY5/mPybmDdE/kC2TbIgUsc02NBrQSSJwoZZP2jHscgm/mxPrbolFkeFi2UJWL49GFjgPvZVnlwFIWsgsd/bKXnuwirKNQE6YiJPgq11neRwQUgZAu78xzgU3+VM0SskHVBooOqP6lqce9p1VDhuIplE4KZMGKPoGAm4jsh/q01PS5wKhqP2co5sm1ZyPqoyMQ+liW2R8wq76nltj3ra3qsMCFmCa2QpsdcKqImQ4u+rtc9HOK5DmjvDq4zkj9AznzfR1GYZTaUKWkoEoVjl+Ija07HS2UXOsUlq3DbOfMx8/qHovsoFMYT1aaABeC4aY3AWuFESGLfEq8x0wEkq9SJdbDjSr+w0m/3kKb/+QYzERMPAtPjgYYwHwvqG13szJSc6hei0PWDVvjXuCIZQ9x2/Kn89FHxbfSwamsr/vus+drzYcD7JVSrCwtZ4BlFYfFx3ckzcPTUJk5tN2dUnTLid6mA3UmddO2DAICDR9fh7xcu9u0bbP+LavIYVKbxUViaoGP+b55e5+7aj6gtAaIwb6bblea/J51pZxF54qxh+MJRExG3LcwIIAopQffY6h2+6QoBVRSGGXOvPnEa7nhhozv5t2Dh5Dkyccl+W6NGPqbfjbKEjc50DhkTzMTAgAGvthfh+iiM2ZKvrjbiBe9LF+KjkKlbRfz5bdC0qbR+PTU9DsBLuanAovkMURjgo5DIPgqlYCYgnsmzJphJQhPllcLzUai75/xzZZ+zBXCsbrCPQoWiUFevQMI6fn9pvf79g57VEZdvfdCqPA4AyChcxhRsehzte6OMPE1LGzrDO1g3BkQVVFswB9URhSpFYSvh5+Ci6bHOHYjft1rsU+yfCdtCNz0umLMTH3JIDLLCBTPRuP6j7fD7/quitnOEliZoUKCPQoU5aSZLFKpmhYpUOM4nDzFG5rLu66v0yyqUFd64X2iXa9sdYHpMTbnFB2XZ2IlaXJn+PL65II2K6ce7RUY3Peafj2x6bAEWMLK28EB8Uj+j7h+UkDexnHbKwUx8n6giOjbA3B9jejwwQQdWv12MrIaM8qIGD0zT44pkHD/6xMF4af1u5fkNu9vx2Ood2N7apTwfBTlOUaiOdNydzeG1jS2cig1wFChHT21CmSLyaBQzOINwqErFi65C6m1Up+KYPrwGbzOTy5UbW/DB3g43AqsKoo/MYpgL0z6dMorCksTEJmdXcV+nNzmaO6aun1rjIaUxPaYL+RF15Th4dF2osr5w1ET8Y+WWXvEpGmVzZv7YeswfWx+Yji3LIfrCL+7phkZ5IpYnCo2i0MDABbNo8VPOJGx5Md0CT4ERGPU4UQmk24BRhyrrVqkZ/dCKKnyh+3JMS+7A5fijc1BFEAVBp9BI1QJde7lDBADiDEFpiYotsf0k7//Mw99e2YStdgYT2WvNUtNj9dJLqShkg5m4fmHFRHTxLxCFYhLmOtg+sLtqMt5pjWGhvUrKyxGFki1zHiJRyJFgzIlpJwH/vBponAoRIfVB/J/KRX+0jx1/68LnVX32XIKncTJw8YsOMdw8E3h7m6IA3vSYnXMGKQrZ95GrlxanbbOFS46ZhP96TBaE+F25E7wzK6VT8V++Yhuw/U9hhs6U70cU5kiAj0JN0CC/qQoBUY+Lqg3HyEKCEGQiYX0UBpcfzUehQv2b6ZIfFkcUqhWF9B79NXs0vn7C8UBFAlbeFU5PfBSKzQScMcGCpTErD1dXTpVX6w5Ad9z2D2Yiuk/QvgSUKAwTzKR01o2GKMwjkumx8EApSdcfztPTRTA9BoCT54zAyXNGKM89sWYHHlu9gzcBKBDs4o3+zuYId9+37u3ER299Rvksvvbhafj8kRO15RpF4eCGbVu4/z+WYE+7M4E8+gePY39XJtC0mFUUdmdyRVEBmqjHpY1PLxqLRRMb0J6f5JQlbExtru7nVjHBTITvCe1PUYjnYTWOEihHopvyBoGOz8XcnGHLKlRRWJGMY0972pgeGxhwYN9Tgp2oxUR84B6hG1uJmLDcsyzsJZVeuiCi8AtPACtvBxZdoqxbF/nUDw/lDsFzVgKXHzECeOL7wLHX+6ZXjkg6RaEY2IQi5kcUCmkVikICy7mnMS+NF8wkvI9C7qlRlZ4imAmtleKuixYLvJ7F3QN2SvTSpP/ArpfuFohCp0wumIkuAqqw8CXEUpvb1o0BvroOSHnf2Uici5i4uy04TQD4qMfh8/r6KASApikBBfD3jHVRkxOfm4CstIGmVwOyiNkWvnLCVDy6aruk1JR4CrZtmo1zh8Thj3EaWp9gJkrTY8szPfZTeCojIrNRjzXvmWX5q/VUPgozWSIRJfwzURFGUgbu99DqFLbvE4Q3uazbAt9+6FplRPBRyI5fyfy7171foShk7iElCoWI8GwQJOp2jYIzPR69ENj4vH+7hOcTsyxAULNbFjxzThYhFcA5pWWJ3/1VpA8KZuIeEsdhPk1M66PQKAoHBOhcxy8kuxjMhCIe67uowSLSGW9y11ugvqT2d2Xwlxc34JdPrgMAnL9kPM48dEykstjFH13IiSbbW1o6kM0RJOM2Fk1wHKqu29mGDbvb8YEmOm1vLFoNBiZituVGUCxL2NjfFRyspFsgCitTwENvbsUbmx2lwbwxQ3DMtKG67L5lGqKwNGFZFqaUADEowlUUCqbHVGEYZVOITZvO5hArot8TOuaKPnt7gnjMRjJmozubQ0c6i7oIeampcSrRf65ADAwGAggBvpf+JC6K34ONw5YCG1kfhba08IykKGycBCzVE3m6qMcstKa1x3wNOPhTwJBxAfkVBzkFl+0sCBsmAXveVxfCKQoDFFskl08iV0xYEi+nVjpRBCkKM0HzXGb9Mm/MELz8vmAlxNwDcR8mZfGEKW03R0qxZAx7rcL15JimSC2tUCvLxT63MacIVCJi/3b5WIFuY3x9FPpxAloz1ICyhf6YsP3VdiK67Aqkcu3KczrTY3pceT3i30widg5rWYw5e+Ct5hOwmwSq5bJlAWGCmZQlYnofhc/fBjz4Vee3oHRV+jak2YmaRExncwqiRHfhYfqehce+cjRmXv+Q0IAsLOKQcxniN0/L8xAMKXfuonHAS/51ukjlx/IuFVEo+Chs2QD84iguSYZ5LLRfeKbHbHkh7oXK9DjHv08WIIw73tkwIFFd0KgiP9vxAKscsS+q2+bro1B8meJlKBWYFWwedLHja3pMKFHIH/dMj/t+YdLVB5FVq/JEYVtXBr9+ap0b3OK3T6+LXFZWoSgUnfbvyysXm2tS+J/PHor/+eyhOG3uSCePhoz1FIWmSxt4SMbUpIsIGkUWcAi+3W3duPCPL+Nnj67Fzx5di/P/50X8+YUNWLNtX+i6033wbhoceEjF8z4KhXHRUxSGJ/vYCb5YXk8RuGgtEOVJ5/rauvz9dYmgG3XledcUURWJBgYHNATz31fIFHwufSWerV4GgN3YsqQFcwujKBRpPh0poa87OL02hWUB9eMDGQol0cgSMxc8Ckw/GfjUnXpFoY/psQy9X2PublHT45haoxFXEIUstBZEYckx5jrY52ABSEJzH1joIssKhEwOlo/6UWhSvh1se/6ePQJnpr8e3J79W4PTBIC2z28zWbUsVPX7KIpEMeoxO0/0E6xQdMb9/ROrQEl9NfGpbzsbFDCI5mfbLgUz4XwUakyP81mCiMKTRLdIVA1HSUJAChrk+ChkGyu2XVYHprME5ZZg4i6MpcGwuJ8VScUcLpeDlSepRD+w6hK9mmePqgtIzIwXVM37xt8cFxFcGwSS7LmfS0Wxr4k49+O16CHujILIZUHoMdW4E1JRSPJ5u9ggXNq+bvEBXdzDMVnw52d67BKCfB69j0JFe2pHatrY9zCsSh6uj0KmP67b2YYL//gyzvn18zjn18+7vqy0pscRFibvbNuHl9/f08NWe5FVkxEWj1FRVUaJwix2t3kDZnt3tIUcICoKnbaLBGtbnihkF8R0YqQjY7M06rEhZQwYJDVmnCL2M6REdyaHrXs7kSPOB31KcxVyBLjmrtex/JanOVLRD+6k3igKDSIgGeCjMIqikF18FHsjK9dLmzOV+Ul0e3c0VxcZxkchEO17bGBw4MMbC1jFEp3O0o0IJzgfP4/aB8+/bwV4q45w7gyYuuEfUKDXwBIzI+YCn/gj0CC7sQHyBAer6AjwpQXiXGGgyWDOP+pxQkkUOs8qlyPumKa1UhB9FIpDoMUqCpk+AGAr4ZV+cgAH8KaJPj4Ky7JtGuM7Ga6PQObYD9NnYBMJoSjc9la+kMLXP4Xuc3mCQva9CkEWuxXzUY/Z9yiMCIolCr9+0nS+bZpr8g9moq+LVTtazTO932LCeLnSfJeCMz1W3JR9nRk3x6qt/pvyI0Wf4yoySTQ99imPQG16nM7mUA7RP7+mJK3psZhMkY5kYefHB9m0nE3ntHJ4TYQAH2x1fhF/RaJQZfauMItXKwpDQBhXnWFNod5WujyINr87q/trjuuDM/8i1cFB5ffUjqGmTFSBW5rf0JKYltb02OLLOPhsffv6AWYFmweN3MbucvzlxY148I2tePKdnXjynZ3I5oMc1FfyLyhl1YP8oLE47kdP4GO3PoOtGlPasOgL1VJV0pkEdGdz2Lnfe4k6A1RaKrBEIf0t3rf9nZQo9LonvT4d4WN8FBqoQMnmoHeTJSW6MjmXEB81pBw/O3Melk4fCstyyPGWDr+oWR6owqmn/kMNBhe8YCY991FoWZZLVIf9PmVzBL968j3c+MDbrum9Ct6YG7o5oVCR8jamooB+C6ki0ZgeGxgwYFUw7GIvv0Bpzc+7EnGByLMsLnpphcUvmkNFPY6qKFQqnoKr8YXO7cIRXwYA3GUfxx9nyTxJUSibPYrBTNxTbFpNkAW3SqXpsQM2qII83xeULMq/IJge8+PjTzIfw2u5Cfq8gMYEENK93Z301F6FPDctBSAWtuEZ598emOmFUcSq/C3akopI7/9OqRAUoh5bHOEYTIJsrp7t/KhowOeOmIDnrjmWL14lqnUj5son/e4C256RH7sRt2VOwsld35YTJvjnIF5FkOnxlGHV4fuLSGopfcvxBHZLR5p7Hzn9mxhJOd+QD00bikphcyTqeCZkVh/OZWHl36+Mr6LQaeXkJpYoDWiDSlGoaUMQiKX3WMeaQ4dS/Kl8FLJ1UR+FunEnBOornPae8dEzgMteB6Yu88+gVBTaKEvE8CGd+ynRX6nbFzWKS1XUY1XAmRKB8VGYB90wYYmsfZ1Oh1k2cxiOn9kMAJjSXI26Cp4o9BSF4RYm7Edj4552DKst7CO3cXc7bnzQcT7cm6qlypR60OpM90xRmM6pfRS25RVbPFHo7wfSRD02UEGnzhLRkeYVhbvzwVDqK5OYOqwavzr3EMy+/iHs68oEmjGz5QDGR6FBNOjI7UJ8FALOorI7G544e/KdHfj2/74NAHj5/T3424WLlek8v7CloSik35OyvKJw054OfOEPL+Hg0UNw4dFq5ZCBweCBeoEsLswTtjp25XO56ZhvrcGj2bnc8ag+SsP4KFTmi5BJSTboVGdHXwNMOg4/+H0LPooVAOAEb2FNjwODRYRpHPHIDY3pccKS5ylUpcPOfaU5hSbqsbSpxDTcIsS7LMvCPlTgivSFeCR1Zb61zslT5owAVufTcWsc9cL29syx2BcbAkL0m0xck/L/8gSOj2mgCvGUbEYZEjXl3rOI0i9Vn71IpJEQ9ZhFGDH8Y+Mux7xFS4HaUQCAIZXeM6hIxvMKVx6026jfD30f39vhkSdD6ldI/TkAAD0lSURBVBtwY+YsAMAJIjmeqADHFQkEu5+icMHYIRhZV47XN4XrN2jZwP+tIrkEwqWuPKH3UUjbJJw+a+EYbFhfB6xhj0bsn2ECnpAsrLyiMIzpcaQBka3fT1EokmQKlwuThw/BoePqMW24RzjSOWBY02P3jC0Gm+F7LUF+vtsD0+OKRAxvfesEVCRD0l0qVxR5Ym/2yFo8umo701a35cK/6ra9T5rz5amCEbHjaQS1aB/AEIV5uKbHTOejprXzxtbho/NGafN6UY/DddxCfUXds3IztrR04pxFY1GViuPOlza654bW9J7jy3jMRipuS+3uSGfRlcm6JtkU9RVJ7eSRJVMpuadTurCmx27AGE1aoyg0UME1PQ5450QfhXvaPKKQIpWwsa8L6AwgHdlyAEMUGkQDDcYhKQqz0RWFgPMOtHVnQxOFG/d0uL8pYa6C57O3uGMundC1RXRtIZoeA8BDb27DQ29uw1mHjVGYjhgYDE74+UA7dvpQ3P6Y/E6f2X0tytCNDhQy19SrrsIEVoiKmSNq5YM6RWEsAYxdhLS1AlelL8Boazv+TSbyRKGgXqLtez43zYkUPO/TsDQm1e4xQgpSFFKwc1/9nIJ/rrNH1uL0+aMwipppsgt/knMvhC562UA10UgvL9/bhA9wqFKvqUA0feRvX1wUnLkHisL6Su85a69Z+boIKiKf/BOaFOSMxZsesyhX+bATm2QnncA+eaTiMfz0zLnozuRQX5mEbVmSMpEqtt7fJQdB8XtKe9o98oRVYFqWhUPG1QMv5A8kykE4wTFfKksUitORMQ0V+fJ9GsJi17v830pFIf+ezRldh875o4B/57OIpvqKuxCP2ZgguIPMJcrVecJEPfZTFObHGV9FIW0ze71BMszQisJg0+NYIok7hXcyZlu475IlGPXXMoDyvGGIPMn0WFYUlsVjPTM9JkQmCf2ek8b0GACqyzSUmVie56AVAPDAgt9g13N/ws2Z0/EZQN60EglZoygsTdAOyvZtqmgIYqKDzGJFsIqksJsCH+ztwKV3rATgKPw+vWicS9CNri/HF4+a4JO756hKxdGVcV6gIRUJ7GlPI5sjmH/Dw9jfxQ8uC8fX4y9fUH/cWS6V7pDq7htdMANAMiBgjIl6bKCCzoxTBKso7OjOutG1hzDqYTfIREhFoed43PRJg/Cg6vD9XRn84dn1AByV3K6824eoRCFdVIbdoNre6pnZ+PX1bC9tzlAFe3uXv6IwlyP4+RPvYkuLQ2y+tN7x+VuWkO/P7v3dhig0GNzQmR4zr291Ko65Y4ZgbEMl0MYnJrALJAn5SkQfhSrTZZUPrzAmiQ9ddiRWbW3FkZMb5ZMBEd8JAf6SPcY7EPMhCvON+Uz3V3HBuJ24/Ijzgf3q8YoPZkJ9FKrHorjCx5drepyfT8RsSzHmqhWFlmXhB6fPYQ6wRKG8+MgSNtiJov1lDAHbwURUZojCLiTw91c2uZu0gc9Ned452FiVwoJxjO9EXWGJHhCFFYV9F1TfYR1ROGloFX73mUMwtFrj9zJ/XV/78DS8taUVR0xS9N8QOGXOCLFIDlTAwSoEdel1BK9oqr10OmOOmSgH685PMj0mekVh0o2gG3I+ISoKSVYmlBTK3YUTGl2ikMtOfJSc3bxaNZvwUeUpEVZRSIOZ+HEOCqIwsHqmzlQEH4WqPqBRu80eVQvYEUO7iKbHCqLQtq0eKQrV98mnj+mCmYAnCnm1rLhpwLdt+5B5+M8M++4HmB5zavb+hyEK8/CCmciKQmWEIgZRFYWsIimsufIuxjcgJTGoKdoZ80eHl9UWiCGVSezKq6zGNFRiT3sLAEgkIQA8v243ujM5pYlclrneVVtb8csn3sO8sUOUdapMj4N9FBr1loGHZFiikFEvnfnL59zfDYKiEAhvcp82pscGBaAy76OvO5PDdfe8KZ2PEvUYCHbbIGJ7qzfT9+vr7MK1mPBTFL6+aS92tnW5v29esUZK01QtT7L2tHdjHCql4wYGgwes8okNZOEdL8vPdX9y5jzgV3IJk4dW4Z3t+wuomlddcURhEcePqcOqMXWYRjETEPBCGh3ZxZqweKQtbkcZ1lYfAsTisKyMvwrv3UeBrlbnt2ax/cvMh6VjtsVvqCv9kYd27Oal68pkIAqXWCVToKKwdQvTSC9fhvCuMwp5urTuZFjf60VSFEZBjUJd5KcEO3qq4N+Mi3rsfKM/f2R4FxnZAKLEUhgf+/kTDRW9HLLijyP2EkKAEUlRqB6DAC8QZej+curPgL99FqhsAtp2ANvelAg9tXKXbQMPbpXAXlcV/+xIjFUUqsuODCbqMX2HfMERYBEUhdIzYtuQ8f8bkEkubZvCKApF02OhOGW5URHR0YWPorAqxbSXVWYq/JWq/+bL4/Mb0+OSBx38WKk2jb4brCj0j8grglVphFUnsYQc3Q2iwURSCgVFsXH9yTNw96ubYVsWzjx0DE7/+TPu7svNZ8zBR+eNQjZHMOnaB0AI0NLRjYbKFF5cvxttXRlMaa7G6PoKjkzduLsD33ngbQzR7OixC2KRjCWEcBGY6W+jKDRgkQpreqwgRCqSMRzO7OyWUUVhSGUWJWYMUWgQBU3VKXztw9OwcmMLAGD9zna89UGrez6qj8JUQMR4io272/GvNTvw2qYW95gfUdieDzZSlSruNEKnKHz23V0ciU/xoWlDMXuko3QZUpHAksmNuOUx3iyppV2xS2xgcADj6hOn4aePvOMd0CgK2fUJVeOObVCT6hObCiQKGeQErZJqztYrs7gAcy7JHJtdtQp+qzhuREtm5a2U6NV0eWO4tNgeswjn7P4MntypVvtksjk8sWZnvj7V+K9Wskhg6uXIiPwFqYhC7urY+7DvA3W5YfyrMVAp1+hVJKRvneZe94QorApelKvuajVVqG9f5R770SWfCF+xrVAkRUA2wJGhn6JQBdZlh5j/oqMn4hdPvIerlk3zJxQT5fx7xKT95ikzkXtQb3qccBWF+uI5zPoYMPl44PnbgEdvADY+D9z9BT6N6p33qUAXtRpHfsUhI1/7s5NO1990fjLDmB4zPgojmx4HgqmzsgkYfxSw7l/esVjSIchEYjAtm6j7jqOR/CbKZWmJ7B6ZHivuk7YPWNpgJgBQxW4OVNTL6TT1SCpZE8xkYILuauYUikJdMA8KuhOSyREQQgKl06yiMKw6iXXsvredEoVO3rJEtA9zIThichOOmNzk/l2WiLn3hwZjidkWassTaGlPo6U9jYfe3Ibr/vEGAMdB/QvXLnWJ2ONmNOPdHfvx3o42zv8FC3UwE+el//RvXsCT7+yU8hgfhQYskiGjHncI6qVpw6px/38scX1jAtEUhYQQVwFgoh4bRAWrLPjHq5tx2V9Wun8Xanoc9A5c8qdX8JrgSLzTJw/dvKoM4U8pCujG3Avrd+P259/Hh2cNx5DKJF5a75i6NVQmMaLO2dFvqEriBx8/CA1Vnipk695Oqcw9Pr4WDQwORExtrsbr/3kC8C16REMUMqCbYaKJ6vThNXj7g1acvmAU/vnm1h61y4mg7I0rqjlbbYHmoL6YtBRomgYMP1jTLh8IKhOW3KJzBPEqErYFrctBcSFYMwLrdjQB6FAmv3nFGvz3487mh2/gwiDyIFGG92ddgn+uXIetaHAP07azBAUNosLdF3aB28oShd71SCRHwJS8riKBkXXlAMM/Ux+FEomsW1v1gChkrUaiwA2CMvVE4PlbgSnLMGmkJiqqCpZM1EZBkAWbqki/9ZGf5dwRk5tw6dLJSMVjvv5NES8Xwll49Z0yZwRq3m0G3n0dgBz1WGX58JPMabg0fjduTn8cVyT+JteXquaVv6sf4M8HKApF8G8Pu4NSC5z2c5coJAlvI4VT3p72C03JatPjq9IX4HuJX+Yrz8Ii1PTYexb7T/gRqh66nGkk5QI0/iOU1Qv1n3sv8J8KP64iUbhB3pjV+Vd1msQMeBF9FI6oLXOEGa8odrFUUY/DcpLKdmjul2UBc88BnrwZ6N7njHepGmCM40qN2xQvZy0hRdNjHh+dNxK/fPI9HENVxVKQGKMoHBDwC2YSaHrM7Ayls4TzSbalpQN/eO59jlxYy+zIhg2MsL/LS9fS4UxaXKIwoilaMVDOEIVswIchFUm0tKexp60b7+/0dlfaurPYvq/LNRG+4IgJmDumDr9+ah127e+CbVmoq0jie//0duc4H4X5e5rO5pDLETy1ViYJAY+0NTAAvEm1nwownc25/ZKioSrJkYRANEUhW55RFBr0BA2C4iFy1OP82BnkQ3dzi0OwLZnUiGG1Zfjby5uQzRGkszllH3aJwiIrCmvLnYnok+/sxJPv7MQTa3bg6yfNwBtbHBLzc0dM8I1iXJmKwbZ4f0O6zSgDgwMV5ckYTwzUjnR/agSFzKYze5Tg/v9Ygs50Fi0K32ZRIQYWVSmS//OUmbjrlc09rotDPAVc9Jx2MXfJMZPcaO8Ssnp/qVRR2FiVwrjGCpfwqilPAPs1JrziYvuE72LfzQrHaXlQktCpTzH+02uqDzZdHfvx7+DGl/5XmZ8NNhFjaZNTbwGe+AHwkR8BD10LrF0BzD3bO++jKAwKZpKI2Xjky0ch98D/Aq86x+g9Cz130kSRDgPWD7U2Iq6Ca3AVhROOAr70KlAzUk7kB85HYfQ5ohioRCpeFYjCh1ASLec41W/Mci28WCGMVNyQcQDz2rIttG0LMeY5iYJISgp3pL137UeZ03FLZjkOs9/SthtMYBEJqn7hcw8IqyhUpTvsImDl7dh18EXAa+vk85UN8jG5Ae6vv2SPwTDsxuWJvwO5DBPMxGt3+qCzMeWeeqwpO9c5kMm7huFUdhFMjylO/AHw4JXAMdcCT/wwX6Ywzm1X3Hc/Ekup/JOhinr8zDXHOj9eYdNRolA1dw3NFPqfvmYTcGM+WG3NCKCqCbhqnbOZk8s5/SDfFzgfhSxRGGB6XF2WwJNfPcZ7d1SKQhYx46OwJEEHVXbw8ojCANNjhhjM5HJIMh/bXzzxHn73zHpt3s6QpsdtjBlWS3vfmx6LYFUt7Ie2Lr8TvKc9jXZBebW/M+MqNmO2Mwn44lHexObZd3dx6csUpsfdWYJ9nRn3w73qhmV4af0enP3r5/PlGqLQwAN9N/zUVCqzY7ZPi2WFURSy9fkqAAwMAtAg+FCK6qOQ9j9dxHgK2q+/vXyWSxTS46oFG/0maSPBFYgzFozGB3s7saetG/98c6sbuZhi0lB/R+LVZQn87jOH4rWNLbj/3x9g9bZ9uOH+tzBzRA0OmxBmIm9gMPCxcHzeNOpTdwLrngDmeBFSWZKBXfi7gYDYRTIhiNkWKlPxomx65WDjldxkHGy/BwC48WMHSWlqyhI4b/E4/M+z6yNbs/nChyQ4f8l4PVHoY3oczwsFbNvCfRcfDnzPOV6XJwqVYAmM2acD1cOwr/PloNYD8NYbI+vKAVc8nW/Q1BOBZTcBw+co81IkYza6szn8KfMhzIxtwNaGhQBWcyRfzHK+F2Pqyx1SkBKDZ/wPsPEFYNwSr0CG9EqLRGGIKXlZIgYw6xhKEMgb/5rCUjXq4yEgbsSFBffdqy8gmKRP1OMwCPJvrypxdL3eP11FSv/cAl06feJ24PU7gWOuAXndY3oIsxa2LXDXLBKFdGxpF6x7upHwvztxH6IwoqKQaLdQ8lh2I3D8txHb3g5gXT4PqzwcIucBZEUfA5ec50yP+XG2G8x1UHPgQk2PKQ69AJhwNNAwySMKfTZEXPiR8lF9FAa5g6A/VARk6GAminRccJdq4My/OKbYB5/Nt0uIeTCyzutrsUo24JCmTzHjImdpKiqgjenxwIDa9Jj6KAwwPRYUhSyoP8HDJzXg4NF1eH1zK55Ys8M9H9b0mCUK39zi+DqhwUz6wvRYBKtOqWPMRCjB8u9NLVi5oYXLs68r7Rt0RIwOyxKg9B6nszlXUVmRjKEsEXMVKE46QxQaePAUhfr3TDQ7BniVLEUURSHrD07vw8jAIBg9VhQGBIICHFN59nuXituwLGeO1ZnOoVph2dVbisJhtWW48aOzAQBX/GUlHnzDM3UcU1+BhROCfcMcOaUJR05pQnNNGb76d0epc99rWwxRaDDwcez1wCPf9P7+/OMALOAXR3HJ3IXJlBOc/1iwVmvMYXcuySkcvMTFcKORg4X/lzkdO0ktzj7vIhzFuLRhcf3JM3DZ0sk461fP480trfjIQcN7XLcfLMvC0OoUtu/rkk+yjusFsGQWu1Fdk5+XhlIUwifiqgA6nj/y5aOA7wgnLQs47MLgQvJN+lrmc0jCxn/azjeGJQobK+I4Z+5YXHzMJD5vshKYeIxcbx5ZSVEYEsyCnt4zaZ3AErajFzp+6QDgIz8GRh3ikB4Rwc71onDSNWU9XMxzisLo2YN8FDZVp9C2yyGVfvSJOdjS0okTZjZr01f6CGLiQUEip3/E+Q882SYFLWLKqa1IAPu8Iug8WTUf94WvotDfR6HMIYV4EHbM21CB0GfK6zSZ/Myd82WxwUzAEkxChgzdHYhieqxRITdN4fOrgpeICGt6zKCpOoUdqnFVGRhF0X+KrigU7tfUZc5/AahMxfHYV46GbQGxMsbFDb1v7HNomg6MXKAuqFp4DxnVIgBjelyqoN/39u4sfv/sevc3ECaYifeARYfxdHF2/IxhOHfxONz1yiaBKAyrKORfwHtf2+IpCvvBBxo7mLMKF0oUsqYSFC+t3+PmUxF6Q4XVKFsua3pMFZV1+YkYSxSaqMcGLMIEM1FNTHqsKMy/95ZlVK4GPUN9ZRJx23I3WYJ85opIhghm0pXJuQvVsmQMlmUhFbfRmc5p+3tvEYUsbv7Ewbg5gn94EacvGIXn1+3G31/ZFDoIkYFBSeOIKxw116+Pc/4edlBk08WmGk+lzIkr3DkXryhkMW9MHV4RNoGjoBxd6EAZDjn7Wxg1WU9cWHl3NH84fyGeWLMDJ8wcVnCdYSGtt0+9xYlWPOdTwH2XKtPpLAbqKpIACFqJQsXFKdCizQ9ofZxAYMJRmtTB6M7k3OthTY9TNsENy2dFLm8XKVzdR+EqCsW5095N3u9P3wu07/JM6pdcVlBddeXBhJ9q47jH370IisLqVBz7hOBeQT4Kf//ZhXhu3S5MHlqFuWM0SjcGoiCGVUDpXDoFmZWzsC2Lu+Y5o+pw2oiRuPvVzfk69PPrdcTn3fcjCv0i9AKY0FSJDbu9gB18kCf9tbHvXpw10S+rU2fwCWaiVhTGmdRCO9J5gipAUcrXHzKdjihsngVsc+IN+AczYdrE3Mzpw2uwY5/He7jNEaP/isXRlCFNmgPbVASMb8z7p8wxfEWH4z+bC/5y/v8BCR/fqYsuAZ79L+e32NdKjCg0rEoe9MXvSGfxjXvexDfueROAQyAGRXW0LMv9oImDNyUo6C5gneCkObSisJt/gd/cstf1b9gfikJdpLCPzx+Fqc3VHHlHcfOKNdhFoxMrPjyj6yswd0yd+7cqmEkmS1w/ObV5MoetK2iXzWBwgfahHfu7sHb7PuV/a7btk/KNqJMH+GiKQi/icVBwIwMDPyRiNr516iwcP6MZV54wVdpQCYJneqwfG1myvCL/PaHfFZ0alxKFxY56XExYloUZI5yFa1AwFwODAYOg4A0V/srZo6c04UvHTsbPz57PHS+nZIHPN+s35x2C6cMLJ4OGWXsAhHehUF+ZxPK5I7229SXmng18/DdAnJ/v8sFM1PeKBmTZA4UasTaiPzsGnPn3l9cA568AxhxWcHmAt3BnTUVDqYtYLL8VL028BG+RcXzZYec/DHlKv1SST72ZHwVqRgFHXe0swntwHylEX9QqJOM2XvjasdwxN5hJoWBFDQFEv8o8OhtgejmmoQJnLBgdiiQE/C3nCrXU2hP3zDMdRSEr/ojj6ydNl+pQiT02kGZ8OnMt8MWn5Up8iULFNTF96vuC24Owq0fWLVYNmEjHZYoAIZr6qSrRJQpzWVdRmCY+atNMPuDRIec7/44/UqriH9nFuKT7P5gygvo4Ve5p+Aj2exOWKGSQituY2FQpn/BTJwaVG9r0WHGsGGsytm/tzvur7NzrHSsL+EayZKD4fOKlRRSW7gy/jzG6vgJXnjAVb+XNeikWT2oINUGJxxzFh6QozPCRT2vL+Q4QFMyEEIItezuxrdXZRaC+RXbv70ZXXlHYH0ThNz4yE7944l2csWA0d3zRxAY8dPmR+NWT7yn9vdRVJLBoQgMmD1Wbcpw2dyReze9WJxVEYXc2h5Z8BEu6E8j6Cmnvjji5MTigkcq/G/es3IJ7Vm7xTTu6vhwXHz0Ju9q6cfKcEYqy8mbMIch96g8uZfwTGhQBn1o4Bp9aOKagvHTsvOvVTTjl4BHK7wX105mM2e7CyZkMp7Wq97YBQBQC3nfEEIUGByYseeFzwWP+OSwLVxznmJ398w0vem2ZO+diy+NXWnUVSRw1pQlvf8DPlcOiydqL5QePwOKJpecGIKxCiuUydGaZtWVxAN3YQ4S57uIvCZVGW7Ryrkyqm2UzthAIVWNUJc7Bn8K/968D3uQDIIS+vIM+ATx0DfaRcnTCWSdJt7ZuNHDFm9HaFQG6YCaAZ0oOOIFvom7YSYgQ9bihKoX1u9q5Y8UWRfgHM1H3cVWzCQHO7r4Gn4/djwcarwJanOOiohDg3x0aJ+Dsw8bgZ4++I/kqfCU2BximULgm9H4Xg8ikoTX8M+QjOvsoCpNeu3NsOq3/PllRWJGMozPdzZgeZ2DliTopcjgLqihc8Flg5DzHxHXV/VyS/8osx1oyCv+FnwVeSyiwRKEfuadROabiNn7x6QXALc7f7l1WkY6NzneplVTgwqUz8hkUa64RB/s22UWRFYVK7FEEtgkCG61bfD4lpigs7Rl+H0PyxREBiZhjpiUShfRvulgRFYVdAabHNz24Crc98Z7796gh5XhvZxv2tHd7UY/7IZjJcTOacdwM/QSF9d/B+n25+OhJuOBIvePfEbXe7tC0YR4jTxe76WwONz3oREam99JmdrvaugxRaODh6KlN+OtLG11foTpYloUz5o/GJw/VkzGewiq8j8JEP7gFMDBgQfvgc+/txu+eWc8FkKKgk3L2W1KmMLV/Y/Ne3Pr4u+jK5FzVbG+aHhcDqRA+Gg0MBizE1frEY4EhYwsqSumjULHYDoq4GoQff3Juj/L3Fnz5GjvuqOwmHMMFmCKae+EomduRLavzVsbHfwdYfEmP2liMgDIilNddwAJbVU5oiqKyAUu6fgzAM73sK7ctzTUpbGvtwkPZQ3BD4nfKNKm4jcMnNSCdIS7J3iNwajf/61SZPmeKTBT6rSOjKAoJAZ7KzcZTudlYmhgKYDuAvHsvmydHVWrc6rIE/u/yI7Hke/xmh9bFlp+6WkUw+ajrbvnUPODvtFx95FnW3UBs7CJg9OeAodO16VXBTCqSMexuYxSFLe+7SdK+Pgo7vBMj5kqJcrM/gcPjh+OqyU3AnbSQgDGDrWTaR4CuVicAFgV7L3wVhez99vpnKh7DxKYqdMSqUZ7dh4dz83A2AFQrTMoXXgiMnI+uxAhcMiwvRBJMj1/ITcWhp97if02Kdnjo5XElTHAlP0WhCWZyYMI1jRUGb1dRmB8QRX8Y//fmVry/qw0x28Znl4zD4omN3PkH8ru9ZQkbDZUpLJ870jXhdYnCiFEw+wKsLH9ojUcUjhziIxMHMGd0HSqTMYxrrMRhjNN6OjC3d2VdH4VjFBG8gvxJGgwuzBxRi8evPCY4YQjQicodL27EI6u2+6al5pomkIlBf4Ptgw++sRVfPGoiNrd04PVNLe7xVVsd83t2/KSkAaso/N4/V+HJd3a6f9eWJ0peUUijhBpFocGgQESFGutvkCqL+TLkhVZBaqZxRwDrnwRqC1NG9wV879xlrwMfvAZMPgGNzP3Z1so46WcWfIdPHoZnr5mB6lga+OFFzkHWHG3YQcDWfwNzzgQAHDG5kRtbdShGQBkRSiVlVNNjqO9flO64JzEcbYySrK98jj946ZGYd8MKbMcQ3DviMpyy5cdSGsuy8MfzF7q/ewxOUeh/nY0q0+MAH4WRmyNeE/OnzrxeBXYTYWJTFR5+ezsq8n6PRb+MLBHMVl+n8hGu6/eRFYX8tXz9pOn49v++je9//CCcOHs4MpsuRvzdh4FDP68tlr1Xlm0BJ/0/fRsAYMwix39hZSNQ52ziUFNvlyjc7EU9Z30UJsR3IN0JP9g1w/DN4/LKyxHzgC2vAHPP8m9fttv7feotDvn6v18GVv7ROcYSV35+H0fOd8b4ZBV3mI5Zdx9xP/720GN4hUx2Tow/CjjySqBpGlO+DYw5DFyIK2bT4ub0x/HT7GlYXz/e/5rcvKqox+GyBuK8/wXuOAv48A+cv+snALvfAw7/kn8+gCdfS9xHYWnP8AcQ6GJMXIx0C4pC0Xfflr2d2LLXefHf3bEf1354Onbu78Jdr27G5j0d2NzSAcsCXrx2KarLEnhx/W5gBbCnrRud1LyxHxSFQWAVhU1V3gvBhhdXoak6hSe+egxSiZjSmS6rCrnyhKnu75988mA8vXYnTjlYNhk1MCgGJjY5H7+9HelAhSLFuAaFXw4Dgz7EogkNuOsVx2H41OYqEEJw2i1PK6N7sn6KqNn+eb99wVVt0+/bNSdOQ3VZAvPG1pV8sJ5kzLkOoyg0OCAhkRbR3kfWmf/KjS2hyihIUfjx3wLP/ASYd270vH0EXwKoZoTzH/i7s2Vvh/dHshI45HPOYr52JJw4zZo57+cedoJzNDgK71+cswC/fWYdvv/P1b5t7A1FofJxFxBAYLRi8370EB8iR8DtFxyG6/7xBl7f7Pj66qt9Vlaxt7JyMU7Bj4G4/NyK6m/aDm96fMi4evz5hY3csSAfhX4489Ax+PMLG0Kn133jVUf3d3oE82VLp+CgUXWYPjxvfi+QXqxSkS2rUuHuK6VzseUXMEKlih0yjvvzc0dMwCcOGY3q/Jo1fuJ3AXxXX6aAUO4KRs4DvvqeQwjnn3V5flM2pwgVwZoelydjjoL1SXqyQ0rP3b0YQ0Cddz+w9XVg1KH+7WM3BVLVTt9s8tbXHJHtp3b72K+Ap3/imEX/7bNekXn+4/QjDsK6tiQuo5HuLQv40Nf92wZwz/Gn2Y8GpwccAjndHt5EuRCMWwJctd57fz/2a2DnO8BBZwTnZcnAWEp/rgRgiMIigfpa0CsKnRc/HrNx1bJpeHz1dhw6vh5j6itACHDdPW9g3c42fO73L0llLxxf7w5iNBrrpj0d7q5uaSoKvcHk8EmN+NeaHWioSmFyc5VPLgcNVbLkW5wcjRpSzvnNOPXgkTj14J47NjYw0OHUg0dgSnM1WjvDkYQWgNmjQjg3NjDoRZy+YDR2tXXjpgdXYX9XBq2dGZckXDB2CPZ3ZVxFIeuPd8HYIXhtY4vzTWO+a/PHDsHnj5wwYIL0GB+FBoMKEd/Lq5ZNw/f+6bhz+QJ1C8OWoTI9LkRRWNUEHP/t6PlKHFOaBR+EfuqikUzwmHjKJQkBZ+w9bnpzCKKwj8ZdXWADH3xo2lDce8nhOOW/nKATh09qkPzA+eHg0XW495LDMf6aBwD0jnoyCNutJuDyN8MFpugJOBWh/zM9be5ItLSnMXdMHU7772cAFPgO5vHd02bhuo9Mx4xvPKRPxBQvqdp8wEZnLk/GcNJBw72TnIoSgqJQ/ZtiaLXGFNhXUaj45o84GDjtNqDOUzZXlxVu6hl6uBUCq9CgcVkFUZhGDDefMQdN+Wv+0rGTPaJQdU1sX2KVasnK6IGOaDuTjMiBIwp9SKzqYcCyG6XDVMyUiNm49qQZ0doDFBb1+POPAy/+GlhyueJkEcdQtgOMnOf8FwbscxID8jRM7nm7ighDFBYJ9OMtBTOhvsqYj/uFR0/EhUfzfqK6sjnc9comd042vLYMH5s3Co3VKUwb5k1ERtSVoSoVdyNODqlIoKqs9B4jqyg8cfZwfHTeKFQkYwUHXkkKROGwCJMPA4NigI2gamAwkEAn2fs6M24wqIpkDH+7cDHe39WGo37wOADevOe6j8zAF46cIG1+NdeUDRiSEDBEocEgQ1W04BZfPGoCls8dgT1taU/5w5EYMiGxeFIj/ufZ96XjgwkPX3Ek7l25Becfofe57eJLrwKtW4Dmmb7JJjdX4+snTUdzTRlwtzpN2IArYfH9jx+EapX7iAIW55Zl4aBRde7fYwuwqGC/LWxZvY0vHTsZv3t6Hb58/FSgtg8sQZgozwgwo7QsC59dwqfpiY9Cy7IC3TTNGukQpWPqK7iAkT2C4JeRJwf12RaMHYIfnj5HfdLXR6Hmmz/nk/o8EVHoVKgy5dyLnOJ9PmR8Iz46b1T4wliXBj6+FSOBNR9mn1vYSMWCj8IeQXiOp88PcW+apgIf/r76XCnMX2MKovDyN4HudqCytAJ9lR7DNEDBBttgIUY91uGcw8binMOCHVBXJOP43y8tweq8AmTGiJreMUXoIeggCDgkqcoZbxRQP1MUzbWGKDQwMDAIA7pj3tqZwe42hyik6vRRjGmYaJ4bRQ1SqkiaYCYGBxpUTuDP+hvw/jOO6WsEWJaF4bXlGM4EkgtSFB4/oxn/89lDuU3sAwGfO2I8vnnfW1g6fWhg2klDq3HF8VMD0wFwSKH6EIQiHFNIAFqisCcmpxTs4z1jwWh0ZbL4zmmzMGtELfBreqbn9dT0QKkFACfMVPTzXsIVx03BpcdO7jtXGjRqLck5vuQiophRj1XBSk6eMwKHTWhATXk8UtRjX7CKQkEJKBZVnYq76sS/XbhYX2YhRGERUShxT02Ps0S+t3/5fEQVYPkQ77doxlooWEUtW2ZYdenQmY7ZM3z8S4YFo25+7RvHczEQBiziDCdC1Zu1EcjhPsQBcLdLA3GXKOQHbzf6aRHJvLENlQXt1PUlhlQkXX+EbIS4QlGeiGHWyBq8sbkVlgUcMakxOJOBgYGBgasI2NeZdoNBDal0FnEx28I5h43F31/ZhDN9on4PVBhFocEBh6qhwDl386qPycc5//UBLMvCUVOaghMOMJy3eBwOHV+PyUNLlwCdNaL4JrGpeAxnLSwsUrYfCl3Q//3CRWjvzmLS0GBXRcVEn/rbZaPWFoBMrnjfsyaNWa/ueMFglcrTTxbO8ff+iuOn4Hv/XIVPLxrnX6YfcTXGh2AsEgoVp33m8HG477UtmDK8DtgllqkotG4M0LJBbRJfVuf9jhfJv92Eox0yGxYwbBbw+p1BOXgsuxG/fWUP/p49Ast7ShSe/BPgdycBx16P2opiRAQuUUVhicIQhUUCjWr8zLs70coEOqAR0XrMqA8w2LaFx75yNAhIUT6+lmXhnouXYFdbF1KxWJEGCwMDA4MDHx5RKCsKAeCG5bNww/JZ/dK23kbKEIUGByImfqiPKipudNVShmVZmNkLRFyxMLGpEp9dMq5vKqvrOXF4cIGmw/PH1ve47gMdReQJIwWcYeGnpitTBdlsZxgxwXeeWNJnDh+PzxweMrLtWX8D7v0SsG+L8/dHfgwMnQ6Mmu+brRhQRWgOg3ljhuCFa49F4/pO4O8hMpx9N/D4d4ElV8jnWEVhIUhUAuk24VgZ8JEfOb9f/p/oZVbU45sZJ3DVJwp0OeZi3BLg6zuKR4KWgukxey2J0hZ+GaKwSKARmW7713vK8/3hlLe/UexrjtkWhlYPfFM4AwMDg74ENQHb09aN3z2zHgBPFB7ISBjTYwOD6JhwDLB/m2NCZtDvsCxgxeVHuRHoe4JvnToLX/3bv3GR4CudQ9QgCAzuumgx1m7fj8XG8qfXUAxF4XdPm43bnngX3/v4QUVoEY+qlELMse8D77cQPbdH3M3k45wo4vdcDBx2ETDl+B4UFg4//sTB+P2z63Hth6cXXMbQ6jIpyIkWjZOAj/9GfS7F+ChMq6IiB2DSh4C379MTVmxU5AKwaEIRfO4ViyQsFRhF4eDDhUdPRCpuI8OYHr+/qw1b9nYCKK7psYGBgYGBQVjUVyaRitvoyuTw+ua9ABwn5YMBdMMqbRSFBgbhcc7djn/CCBFPDYqHzMTjEH93Be7LOoSd8yiKo4Q5Y8FoHD21CU1VCtPSo68BXv8rcNwNBZc/b8wQzBvTQ5WTgRLVZXHs68xgyeSem/5/auEYfGph4e5G/Mg9ZQCU1i36snpqDlo7Evj0P3pWRgQsnzsSy+eO7HlBYYlC3zKYMTrdHj3/yT8FakYCc89Rny/Q1+Mr1x2Hnfu7+tyFQDBKQVHIRqcu7bm4IQqLhGOmDsUxU3kHyD9+eA1+/PA7AAanotDAwMDAoP9RmYrj9s8txL83OSRheTKGkw4a3s+t6hvQb2+XURQaGISHZZWGidYgReepv8RXb7oZj+UO7pXytdY5R1/t/GdQknjosiPx5Ds7ikNS9QJmDK/BWx+04vQFisAMXa3SoY/NG4Vn3t2Jk+cMjvmIBKsIRCGLQki9inrgxO/pzxeoKKyvTPY4kGmvoBS+a6yiNmGIwkGLqpR3ew1RaGBgYGDQX1gwrh4Lxg0+309u1ONMDoQQtaNwAwMDgxJCNl6FB3KFm/8aHJgYUVeOTxxSGkHHRil8G/7pgoV4+f096mBHp90G3Hku8JGb3UP/74w5yOVI0dSyAw6iovCyNwor58ivAm/8HVhwfs/bJCJZaorAHuJDXwf+eh4w79P91wbO9NgQhYMWrPQ6aUyPDQwMDAwM+hTsJl06S5CMD9IFiYGBwYBBShUMwsCgBPDH8xfitU0tOGFms3SuriKJY6fLxwEAk44Frt4guTMYtCQhICsK60YXVs6HrnX+6w0c9Alg7QonEvKBgJmnAWMWAVWaftoXiLHBTEqbKDRfol5EJaMoND4KDQwMDAwM+hYphig0AU0MDAwGAsoSMay4/EhMaHQCDCwYa3z+GZQGlkxuxMXHTCpMnW98nvLIFBB8pK8RTwJn/B5Y8Nn+bknxUD2sf02QWRNxE8xk8II1PY4N5h0TAwMDAwODfgC7SXf2r55HXPMt/tpJ040DfgMDg5LB5OZq3H3x4fjHq5sHjU9ZA4NBhWGz+7sFBv2BFGPOXeKKQkMU9iLmjnYWHbXlijDxBgYGBgYGBr2KmG1hRG0ZtuztxMqNLdp0rR3pvmuUgYGBQQjUlidw7uJx/d0MAwOD3sCQccDp/wP89VygcWp/t8agr1AzAjjp/wGpmpJX2RqisBdRW5HAK9cdx5k+GRgYGBgYGPQd/n7RYrzmQxICwIwRNX3TGIN+wSmnnIKVK1di+/btGDJkCJYuXYrvfe97GDFiRH83zcDAwMBgsGLmcqD+SaBWESna4MDFIZ/r7xaEQq8ShWZihtIMDW5gYGBgYDBIMLy2HMNrS9sPjEHv4phjjsHXvvY1DB8+HJs3b8ZXvvIVfPzjH8czzzzT300zMDAwMBjMGH5Qf7fAwEAJixBCeqvwH/3oR1i0aBE3MQMQemLW2tqK2tpa7N27FzU1ZrffwMDAwMDAYODBzGdKC/feey+WL1+Orq4uJBLh3MOYZ2hgYGBgYGAwkBFlLtOrisLLL7/c/T127FhcffXVWL58OdLpdOiJmYGBgYGBgYGBgUExsHv3btx+++1YvHixmYsaGBgYGBgYGCjQZ87zwkzMurq60Nrayv1nYGBgYGBgYGBg0BNcddVVqKysRENDAzZs2IB77rnHN72ZkxoYGBgYGBgMVvQ6URhlYnbjjTeitrbW/W/06NG93TwDAwMDAwMDA4MBhquvvhqWZfn+t2rVKjf9lVdeiVdffRX/93//h1gshk9/+tPw875j5qQGBgYGBgYGgxWRfRReffXV+N73vueb5u2338a0adMAADt37sTu3bvx/vvv45vf/CZqa2tx//33w7IsKV9XVxe6urrcv1tbWzF69GjjD8bAwMDAwMBgwML4tys+duzYgV27dvmmmTBhApJJOajcpk2bMHr0aDzzzDNYtGiRMq+ZkxoYGBgYGBgcSOhVH4Vf/vKXcd555/mmmTBhgvu7sbERjY2NmDJlCqZPn47Ro0fjueeeU07MUqkUUqlU1CYZGBgYGBgYGBgMIjQ1NaGpqamgvLlcDgA4IlCEmZMaGBgYGBgYDFZEJgp7e2JmYGBgYGBgYGBgUAw8//zzePHFF7FkyRIMGTIE7777Lq677jpMnDhRqyY0MDAwMDAwMBjM6LWox2ZiZmBgYGBgYGBg0J+oqKjAXXfdheuvvx5tbW0YPnw4li1bhq9//etGMWhgYGBgYGBgoECvEYVmYmZgYGBgYGBgYNCfmD17Nh599NH+boaBgYGBgYGBwYBBrxGFZmJmYGBgYGBgYGBgYGBgYGBgYGAwcNBrRGExQAMyt7a29nNLDAwMDAwMDAwKA53H0HmNwcCDmZMaGBgYGBgYDGREmY+WNFG4b98+AMDo0aP7uSUGBgYGBgYGBj3Dvn37UFtb29/NMCgAZk5qYGBgYGBgcCAgzHzUIiW8vZ3L5bBlyxZUV1fDsqxeq6e1tRWjR4/Gxo0bUVNT02v1GESDeS6lC/NsShfm2ZQmzHMpXfTFsyGEYN++fRgxYgRs2+6VOgx6F30xJzXjROnCPJvShHkupQvzbEoX5tmUJkptPlrSikLbtjFq1Kg+q6+mpsa8LCUI81xKF+bZlC7MsylNmOdSuujtZ2OUhAMbfTknNeNE6cI8m9KEeS6lC/NsShfm2ZQmSmU+ara1DQwMDAwMDAwMDAwMDAwMDAwMDAxRaGBgYGBgYGBgYGBgYGBgYGBgYGCIQgBAKpXC9ddfj1Qq1d9NMWBgnkvpwjyb0oV5NqUJ81xKF+bZGJQKTF8sXZhnU5owz6V0YZ5N6cI8m9JEqT2Xkg5mYmBgYGBgYGBgYGBgYGBgYGBgYNA3MIpCAwMDAwMDAwMDAwMDAwMDAwMDA0MUGhgYGBgYGBgYGBgYGBgYGBgYGBii0MDAwMDAwMDAwMDAwMDAwMDAwACGKDQwMDAwMDAwMDAwMDAwMDAwMDCAIQpxyy23YNy4cSgrK8PChQvxwgsv9HeTDmjceOONOOSQQ1BdXY2hQ4di+fLlWL16NZems7MTF198MRoaGlBVVYWPfexj2LZtG5dmw4YNOOmkk1BRUYGhQ4fiyiuvRCaT6ctLOeBx0003wbIsXHbZZe4x82z6B5s3b8bZZ5+NhoYGlJeXY/bs2XjppZfc84QQfOMb38Dw4cNRXl6OpUuX4p133uHK2L17N8466yzU1NSgrq4O559/Pvbv39/Xl3JAIZvN4rrrrsP48eNRXl6OiRMn4oYbbgAbI8w8m77BE088gZNPPhkjRoyAZVn4xz/+wZ0v1nP497//jSOOOAJlZWUYPXo0vv/97/f2pRkMIpg5ad/CzEkHBsx8tLRg5qSlBzMfLR0cUPNRMohxxx13kGQySX7zm9+QN998k1xwwQWkrq6ObNu2rb+bdsDihBNOIL/97W/JG2+8QVauXEk+/OEPkzFjxpD9+/e7ab74xS+S0aNHk0ceeYS89NJL5LDDDiOLFy92z2cyGTJr1iyydOlS8uqrr5IHHniANDY2kmuuuaY/LumAxAsvvEDGjRtHDjroIHLppZe6x82z6Xvs3r2bjB07lpx33nnk+eefJ++99x556KGHyNq1a900N910E6mtrSX/+Mc/yGuvvUZOOeUUMn78eNLR0eGmWbZsGZkzZw557rnnyJNPPkkmTZpEzjzzzP64pAMG3/nOd0hDQwO5//77ybp168hf//pXUlVVRX7yk5+4acyz6Rs88MAD5NprryV33XUXAUDuvvtu7nwxnsPevXtJc3MzOeuss8gbb7xB/vznP5Py8nJy22239dVlGhzAMHPSvoeZk5Y+zHy0tGDmpKUJMx8tHRxI89FBTRQeeuih5OKLL3b/zmazZMSIEeTGG2/sx1YNLmzfvp0AIP/6178IIYS0tLSQRCJB/vrXv7pp3n77bQKAPPvss4QQ5wW0bZts3brVTXPrrbeSmpoa0tXV1bcXcABi3759ZPLkyWTFihXkqKOOcidm5tn0D6666iqyZMkS7flcLkeGDRtGfvCDH7jHWlpaSCqVIn/+858JIYS89dZbBAB58cUX3TQPPvggsSyLbN68ufcaf4DjpJNOIp/97Ge5Yx/96EfJWWedRQgxz6a/IE7MivUc/vu//5sMGTKEG8uuuuoqMnXq1F6+IoPBADMn7X+YOWlpwcxHSw9mTlqaMPPR0sRAn48OWtPj7u5uvPzyy1i6dKl7zLZtLF26FM8++2w/tmxwYe/evQCA+vp6AMDLL7+MdDrNPZdp06ZhzJgx7nN59tlnMXv2bDQ3N7tpTjjhBLS2tuLNN9/sw9YfmLj44otx0kkncc8AMM+mv3DvvfdiwYIFOP300zF06FDMnTsXv/zlL93z69atw9atW7nnUltbi4ULF3LPpa6uDgsWLHDTLF26FLZt4/nnn++7iznAsHjxYjzyyCNYs2YNAOC1117DU089hRNPPBGAeTalgmI9h2effRZHHnkkksmkm+aEE07A6tWrsWfPnj66GoMDEWZOWhowc9LSgpmPlh7MnLQ0YeajAwMDbT4aL1pJAww7d+5ENpvlPiAA0NzcjFWrVvVTqwYXcrkcLrvsMhx++OGYNWsWAGDr1q1IJpOoq6vj0jY3N2Pr1q1uGtVzo+cMCscdd9yBV155BS+++KJ0zjyb/sF7772HW2+9FVdccQW+9rWv4cUXX8SXvvQlJJNJnHvuue59Vd139rkMHTqUOx+Px1FfX2+eSw9w9dVXo7W1FdOmTUMsFkM2m8V3vvMdnHXWWQBgnk2JoFjPYevWrRg/frxUBj03ZMiQXmm/wYEPMyftf5g5aWnBzEdLE2ZOWpow89GBgYE2Hx20RKFB/+Piiy/GG2+8gaeeeqq/m2IAYOPGjbj00kuxYsUKlJWV9XdzDPLI5XJYsGABvvvd7wIA5s6dizfeeAM///nPce655/Zz6wY37rzzTtx+++3405/+hJkzZ2LlypW47LLLMGLECPNsDAwMDAYQzJy0dGDmo6ULMyctTZj5qEFvYNCaHjc2NiIWi0kRsrZt24Zhw4b1U6sGDy655BLcf//9eOyxxzBq1Cj3+LBhw9Dd3Y2WlhYuPftchg0bpnxu9JxBYXj55Zexfft2zJs3D/F4HPF4HP/617/w05/+FPF4HM3NzebZ9AOGDx+OGTNmcMemT5+ODRs2APDuq99YNmzYMGzfvp07n8lksHv3bvNceoArr7wSV199NT75yU9i9uzZOOecc3D55ZfjxhtvBGCeTamgWM/BjG8GvQUzJ+1fmDlpacHMR0sXZk5amjDz0YGBgTYfHbREYTKZxPz58/HII4+4x3K5HB555BEsWrSoH1t2YIMQgksuuQR33303Hn30UUk2O3/+fCQSCe65rF69Ghs2bHCfy6JFi/D6669zL9GKFStQU1MjfbwMwuPYY4/F66+/jpUrV7r/LViwAGeddZb72zybvsfhhx+O1atXc8fWrFmDsWPHAgDGjx+PYcOGcc+ltbUVzz//PPdcWlpa8PLLL7tpHn30UeRyOSxcuLAPruLARHt7O2yb/4zGYjHkcjkA5tmUCor1HBYtWoQnnngC6XTaTbNixQpMnTrVmB0b9AhmTto/MHPS0oSZj5YuzJy0NGHmowMDA24+WtTQKAMMd9xxB0mlUuR3v/sdeeutt8jnP/95UldXx0XIMiguLrzwQlJbW0sef/xx8sEHH7j/tbe3u2m++MUvkjFjxpBHH32UvPTSS2TRokVk0aJF7vlMJkNmzZpFjj/+eLJy5Uryz3/+kzQ1NZFrrrmmPy7pgAYbZY4Q82z6Ay+88AKJx+PkO9/5DnnnnXfI7bffTioqKsgf//hHN81NN91E6urqyD333EP+/e9/k1NPPZWMHz+edHR0uGmWLVtG5s6dS55//nny1FNPkcmTJ5MzzzyzPy7pgMG5555LRo4cSe6//36ybt06ctddd5HGxkby1a9+1U1jnk3fYN++feTVV18lr776KgFAbr75ZvLqq6+S999/nxBSnOfQ0tJCmpubyTnnnEPeeOMNcscdd5CKigpy22239fn1Ghx4MHPSvoeZkw4cmPloacDMSUsTZj5aOjiQ5qODmigkhJCf/exnZMyYMSSZTJJDDz2UPPfcc/3dpAMaAJT//fa3v3XTdHR0kIsuuogMGTKEVFRUkNNOO4188MEHXDnr168nJ554IikvLyeNjY3ky1/+Mkmn0318NQc+xImZeTb9g/vuu4/MmjWLpFIpMm3aNPKLX/yCO5/L5ch1111HmpubSSqVIsceeyxZvXo1l2bXrl3kzDPPJFVVVaSmpoZ85jOfIfv27evLyzjg0NraSi699FIyZswYUlZWRiZMmECuvfZa0tXV5aYxz6Zv8Nhjjym/Leeeey4hpHjP4bXXXiNLliwhqVSKjBw5ktx00019dYkGgwBmTtq3MHPSgQMzHy0dmDlp6cHMR0sHB9J81CKEkOLpEw0MDAwMDAwMDAwMDAwMDAwMDAwGIgatj0IDAwMDAwMDAwMDAwMDAwMDAwMDD4YoNDAwMDAwMDAwMDAwMDAwMDAwMDBEoYGBgYGBgYGBgYGBgYGBgYGBgYEhCg0MDAwMDAwMDAwMDAwMDAwMDAxgiEIDAwMDAwMDAwMDAwMDAwMDAwMDGKLQwMDAwMDAwMDAwMDAwMDAwMDAAIYoNDAwMDAwMDAwMDAwMDAwMDAwMIAhCg0MDAwMDAwMDAwMDAwMDAwMDAxgiEIDAwMDAwMDAwMDAwMDAwMDAwMDGKLQwMDAwMDAwMDAwMDAwMDAwMDAAIYoNDAwMDAwMDAwMDAwMDAwMDAwMIAhCg0MDAwMDAwMDAwMDAwMDAwMDAwA/H+opOwk7bdCGAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(16, 4))\n", "\n", "plt.subplot(121, title='Metropolis-Hastings')\n", "samples_MH.plot_chain()\n", "\n", "plt.subplot(122, title='Hamiltonian Monte Carlo (NUTS)')\n", "samples_NUTS.plot_chain();" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can compare the effective samples size (ESS) of the two chains. The ESS is a measure of the number of independent samples in a chain. We divide by the total time it took to sample from the distribution to get the effective samples per second (ESS/s). We can see that the ESS/s is (depending on the random number generation) higher for the HMC chain than the Metropolis-Hastings chain." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MH: Effective samples / second [32.46792878 31.5082498 ] \n", "NUTS: Effective samples / second [35.77052168 36.59385474] \n" ] } ], "source": [ "print(f\"MH: Effective samples / second {samples_MH.compute_ess()/t_MH} \")\n", "print(f\"NUTS: Effective samples / second {samples_NUTS.compute_ess()/t_NUTS} \")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "There is a lot more to say about HMC, but we will leave that for another time. For now, we will move on to using HMC in CUQIpy-PyTorch." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# 2. PyTorch basics and CUQIpy-PyTorch \n", "\n", "**The examples in here are for illustration purposes only. You do not need to understand the all details of automatic differentiation to use CUQIpy-PyTorch.**" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In the previous section we used the NUTS implementation from the main CUQIpy package, which requires the gradient of the log-posterior to be manually defined in the `Distribution` class.\n", "\n", "In this section we see how to use PyTorch tensors and automatic differentiation to compute the gradient of any distribution. The obvious benefit here is that we do not need to manually define the gradient of the logpdf, which makes the modelling much more flexible.\n", "\n", "## PyTorch primer\n", "\n", "Before using CUQIpy-PyTorch, we need to learn a bit about PyTorch.\n", "\n", "First, we can create a PyTorch tensor in a similar way to NumPy arrays, except we replace `np.array` with `torch.tensor` (or `xp.tensor` if we have imported PyTorch as `xp`)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([1., 2., 3.])\n" ] } ], "source": [ "x = xp.tensor([1, 2, 3], dtype=xp.float32)\n", "print(x)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "PyTorch mirrors the NumPy API for array operations, so we can use the same operations on PyTorch tensors as we would on NumPy arrays. This includes broadcasting, slicing, indexing as well as most mathematical operations from e.g. the linear algebra sub-package `linalg`.\n", "\n", "For example, we can create a matrix and compute the matrix-vector product and then take the 2-norm of the result." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([14., 32., 50.])\n", "tensor(60.9918)\n" ] } ], "source": [ "# Matrix\n", "A = xp.tensor([[1, 2, 3], [4, 5, 6], [7, 8, 9]], dtype=xp.float32)\n", "\n", "# Multiply A with x\n", "y = A@x\n", "print(y)\n", "\n", "# Compute norm of A@x\n", "z = xp.linalg.norm(y)\n", "print(z)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Gradient computation\n", "\n", "Any operation involving PyTorch tensors can be differentiated! To use this feature, we need to define each tensor with the `requires_grad` flag set to `True`. This tells PyTorch to keep track of the operations performed on the tensor and to compute the gradient of the tensor with respect to the operations performed on it. For example, from the example above, we can automatically evaluate the gradient of the expression\n", "\n", "$$\n", "\\|\\mathbf{A} \\mathbf{x}\\|_2^2\n", "$$\n", "\n", "with respect to $\\mathbf{x}$, for the specific value of $\\mathbf{x}=[1,2,3]^T$ as follows." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "x = xp.tensor([1, 2, 3], dtype=xp.float32, requires_grad=True) # Say we want to compute gradient wrt x\n", "\n", "z = xp.linalg.norm(A@x)**2 # Compute z = ||A@x||^2\n", "\n", "# Now evaluate gradient of z wrt x\n", "z.backward() # This will compute dz/dx and store it in x.grad" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([ 984., 1176., 1368.])\n" ] } ], "source": [ "print(x.grad)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Mathematically we know the gradient is given by\n", "\n", "$$\n", "\\frac{\\partial}{\\partial \\mathbf{x}} \\|\\mathbf{A} \\mathbf{x}\\|_2^2 = 2 \\mathbf{A}^T \\mathbf{A} \\mathbf{x}\n", "$$\n", "\n", "which we can verify by comparing to the gradient computed by PyTorch." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([ 984., 1176., 1368.], grad_fn=)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2*A.T@A@x" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## CUQIpy-PyTorch distributions" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Because the `cuqi` distributions are written using NumPy and SciPy, we instead have to use the distributions defined in `cuqipy_pytorch`.\n", "\n", "*We are thinking of making the main CUQIpy package agnostic to the backend such that it can use either NumPy or PyTorch (or Jax, or TensorFlow etc.), but this is not yet implemented.*\n", "\n", "Instead, we use thin wrappers around PyTorch distributions, that acts as a drop-in replacement for the `cuqi` distributions. They are imported as follows." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from cuqipy_pytorch.distribution import Gaussian, HalfGaussian, Lognormal, Uniform, Gamma, StackedJointDistribution" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "CUQIpy-PyTorch distributions work in a similar way to the `cuqi` distributions, but instead of using NumPy arrays, they use PyTorch tensors. For example, we can create a 2D i.i.d. Gaussian distribution and look at some of its properties and methods as follows." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Name: x\n", " Mean: tensor([0., 0.])\n", " Cov: tensor([[1., 0.],\n", " [0., 1.]])\n", " PDF at 0: 0.1591549664735794\n", " Log PDF at 0: -1.8378770351409912\n" ] } ], "source": [ "x = Gaussian(xp.zeros(2), xp.eye(2))\n", "\n", "print(f\" Name: {x.name}\")\n", "print(f\" Mean: {x.mean}\")\n", "print(f\" Cov: {x.cov}\")\n", "print(f\" PDF at 0: {x.pdf(xp.zeros(2))}\")\n", "print(f\" Log PDF at 0: {x.logpdf(xp.zeros(2))}\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The major difference is that the gradient of the logpdf is automatically computed using PyTorch's automatic differentiation feature. We can inspect the code for the `gradient` method to see how this is done. This should look similar to the example we did for PyTorch gradients above." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([-0.0108, -1.3198])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Evaluate gradient for some random point\n", "x.gradient(xp.randn(2))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1;31mSignature:\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgradient\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mv2\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mDocstring:\u001b[0m Returns the gradient of the log density at x. \n", "\u001b[1;31mSource:\u001b[0m \n", " \u001b[1;32mdef\u001b[0m \u001b[0mgradient\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mv1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mv2\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mv2\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m#Prior case\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mv1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrequires_grad\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mv1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgrad\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mQ\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogpdf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv1\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# Forward pass\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mQ\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# Backward pass\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mv1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgrad\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m#Likelihood case\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mv2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrequires_grad\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mv2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgrad\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mQ\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlogpdf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv1\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# Forward pass\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mQ\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# Backward pass\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mv2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgrad\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mFile:\u001b[0m c:\\users\\nabr\\anaconda3\\envs\\pytorch\\lib\\site-packages\\cuqipy_pytorch\\distribution.py\n", "\u001b[1;31mType:\u001b[0m method" ] } ], "source": [ "# Inspect the code for evaluating gradient\n", "x.gradient??" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Really utilizing the power of automatic differentiation\n", "\n", "One of the main use-cases for automatic differentiation in the context of Bayesian inference is to compute the gradient of more complex Bayesian models. To illustrate this, suppose one part of the Bayesian model contains a Gaussian distribution with a covariance matrix that is a function of another random variable, say $s$. The Gaussian could be written as follows.\n", "\n", "$$\n", "\\mathbf{x} \\mid s \\sim \\mathcal{N}(\\mathbf{0}, \\exp(-s)^2 \\mathbf{I}).\n", "$$\n", "\n", "In CUQIpy-PyTorch (or CUQIpy), we can define this distribution as follows." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CUQI Gaussian. Conditioning variables ['s'].\n" ] } ], "source": [ "x = Gaussian(xp.zeros(2), lambda s: xp.exp(-s)**2*xp.eye(2))\n", "print(x)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To utilize Hamiltonian Monte Carlo to sample from a Bayesian model that contains this distribution, we need to compute the logpdf and gradient respect to $\\mathbf{x}$ and $s$! This is where automatic differentiation comes in!\n", "\n", "If we define the values of $\\mathbf{x}$ and $s$ we want to compute the gradient of the logpdf at, then evaluate the logpdf, we can use the `.backward()` method to compute the gradient of the logpdf with respect to $\\mathbf{x}$ and $s$." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Gradient wrt x: tensor([-54.5982, -54.5982])\n", " Gradient wrt s: -107.19629669189453\n" ] } ], "source": [ "# Points to compute gradient at\n", "x_in = xp.ones(2, dtype=xp.float32, requires_grad=True)\n", "s_in = xp.tensor(2, dtype=xp.float32, requires_grad=True)\n", "\n", "# Evaluate logpdf\n", "output = x.logd(x=x_in, s=s_in)\n", "\n", "# Compute gradient (dlogpdf/dx, dlogpdf/ds)\n", "output.backward()\n", "\n", "# Print gradient of logpdf wrt x and s\n", "print(f\" Gradient wrt x: {x_in.grad}\")\n", "print(f\" Gradient wrt s: {s_in.grad}\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Note that this was an arbitrary expression for the covariance of the Gaussian. You can try to change the expression and see how the gradient changes.\n", "\n", "If we compare with the CUQIpy package, we are not able to compute the gradient with respect to $s$, because there is no way to derive the gradient from the user-defined expression using NumPy and SciPy!" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-54.59815003, -54.59815003])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# CUQIpy Gaussian\n", "x_cuqi = cuqi.distribution.Gaussian(np.zeros(2), cov=lambda s: np.exp(-s)**2*np.eye(2), name=\"x\")\n", "\n", "# Evaluating logpdf goes fine\n", "x_cuqi.logd(x=np.ones(2), s=2)\n", "\n", "# We can even get gradient w.r.t x\n", "x_cuqi(s=2).gradient(np.ones(2))\n", "\n", "# But not with respect to s! This is because there is a user-defined expression for the covariance that we cant differentiate\n", "#x_cuqi.gradient(x=np.ones(2), s=2) # This wont work" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Hamiltonian Monte Carlo with CUQIpy-PyTorch \n", "\n", "We can now use the CUQIpy-PyTorch to define a Bayesian model and use Hamiltonian Monte Carlo to sample from the posterior distribution.\n", "\n", "We built the interface to exactly match CUQIpy! The only difference is that we use the `cuqipy_pytorch` package instead of the `cuqi` package.\n", "\n", "In the section earlier we already loaded the distributions. What remains is to load a sampler. Here we load a new NUTS sampler, which automatically handles all the details of gradient computation we saw in the previous section, so we do not need to worry about it.\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from cuqipy_pytorch.sampler import NUTS" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "For convenience, let us even define a function that can simply takes our defined Bayesian model and data and uses the NUTS sampler to sample the parameters of the Bayesian model." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# A convenience function to sample a Bayesian model\n", "def sample(*densities, Ns=500, Nb=500, **data):\n", " \"\"\" Sample given by a list of densities. The observations are given as keyword arguments. \"\"\"\n", " P = StackedJointDistribution(*densities)\n", " return NUTS(P(**data)).sample(Ns, Nb)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This function first defines a `cuqi` joint distribution from the given densities, conditions the joint distribution on potential data, then uses the NUTS sampler to sample." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To show how this works let us first sample a case with two independent Gaussian distributions.\n", "\n", "\\begin{align*}\n", "x &\\sim \\mathcal{N}(0, 1) \\\\\n", "y &\\sim \\mathcal{N}(3, 5)\n", "\\end{align*}\n", "\n", "This is done as follows." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sample: 100%|██████████| 1000/1000 [00:05, 176.13it/s, step size=8.48e-01, acc. prob=0.924]\n" ] }, { "data": { "text/plain": [ "array([[, ]],\n", " dtype=object)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bayesian model\n", "x = Gaussian(0, 1)\n", "y = Gaussian(3, 5)\n", "\n", "# Sample from the model\n", "samples = sample(x, y)\n", "\n", "# Plot the samples\n", "samples[\"x\"].plot_trace()\n", "samples[\"y\"].plot_trace()\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can also define a slightly more complicated model\n", "\n", "\\begin{align*}\n", "d &\\sim \\mathrm{Gamma}(1, 1) \\\\\n", "x &\\sim \\mathcal{N}(0, \\exp(-d)) \\\\\n", "y &\\sim \\mathcal{N}(x^2, 5)\n", "\\end{align*}\n", "\n", "and suppose we observe $y=1$. We can sample from the posterior distribution $p(d, x \\mid y=1)$ as follows." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sample: 100%|██████████| 1000/1000 [00:20, 49.62it/s, step size=2.65e-01, acc. prob=0.821]\n" ] }, { "data": { "text/plain": [ "array([[, ]],\n", " dtype=object)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define Bayesian model\n", "d = Gamma(1, 1)\n", "x = Gaussian(0, lambda d: xp.exp(-d))\n", "y = Gaussian(lambda x: x**2, 5)\n", "\n", "# Sample from the model, given y=1\n", "samples = sample(d, x, y, y=1)\n", "\n", "# And plot samples of x and d\n", "samples[\"d\"].plot_trace()\n", "samples[\"x\"].plot_trace()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Hopefully this gives you a good idea of how to use CUQIpy-PyTorch to define Bayesian models and sample from them using Hamiltonian Monte Carlo. We end this section with a classic example of Bayesian inference using Hamiltonian Monte Carlo." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Eight schools model\n", "The eight schools model is a classic example made famous by the Bayesian Data Analysis book by Gelman et. al. \n", "\n", "It is often used to illustrate the notation and code-style of probabilistic programming languages and whether they are able to handle the model.\n", "\n", "The actual model is explained in the BDA book or in the Edward 1.0 PPL notebook ([link](https://github.com/blei-lab/edward/blob/master/notebooks/eight_schools.ipynb)). We do not go into details here.\n", "\n", "The Bayesian model can be written as\n", "\n", "$$\n", "\\begin{align*}\n", " \\mu &\\sim \\mathcal{N}(0, 10^2)\\\\\n", " \\tau &\\sim \\log\\mathcal{N}(5, 1)\\\\\n", " \\boldsymbol \\theta' &\\sim \\mathcal{N}(\\mathbf{0}, \\mathbf{I}_m)\\\\\n", " \\boldsymbol \\theta &= \\mu + \\tau \\boldsymbol \\theta'\\\\\n", " \\mathbf{y} &\\sim \\mathcal{N}(\\boldsymbol \\theta, \\boldsymbol \\sigma^2 \\mathbf{I}_m)\n", "\\end{align*}\n", "$$\n", "\n", "where $\\mathbf{y}\\in\\mathbb{R}^m$ and $\\boldsymbol \\sigma\\in\\mathbb{R}^m$ is observed data.\n", "\n", "In CUQIpy-PyTorch we can define the model and sample as follows:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sample: 100%|██████████| 1000/1000 [00:27, 36.34it/s, step size=2.79e-01, acc. prob=0.914]\n" ] } ], "source": [ "y_obs = xp.tensor([28, 8, -3, 7, -1, 1, 18, 12], dtype=xp.float32)\n", "σ_obs = xp.tensor([15, 10, 16, 11, 9, 11, 10, 18], dtype=xp.float32)\n", "\n", "μ = Gaussian(0, 10**2)\n", "τ = Lognormal(5, 1)\n", "θp = Gaussian(xp.zeros(8), 1)\n", "θ = lambda μ, τ, θp: μ+τ*θp\n", "y = Gaussian(θ, cov=σ_obs**2)\n", "\n", "samples = sample(μ, τ, θp, y, y=y_obs)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can then investigate the posterior samples for $\\boldsymbol{\\theta}$, $\\mu$ and $\\tau$ as follows." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[5.551549]\n", "[12.458321]\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot posterior samples\n", "samples[\"θp\"].plot_violin(); \n", "print(samples[\"μ\"].mean()) # Average effect\n", "print(samples[\"τ\"].mean()) # Average variance" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Main point is that CUQIpy-PyTorch is very flexible and can be used to sample from any combination of distributions." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Bayesian inverse problems with CUQIpy-PyTorch \n", "\n", "We now turn our attention to Bayesian inverse problems. To start as a sanity check we can use a testproblem from the main CUQIpy package and compare with. Here we consider the a deconvolution problem with Bayesian model:\n", "\n", "$$\n", "\\begin{align*}\n", "\\mathbf{x} &\\sim \\mathcal{N}(\\mathbf{0}, 0.2 \\mathbf{I}_n)\\\\\n", "\\mathbf{y} &\\sim \\mathcal{N}(\\mathbf{A}\\mathbf{x}, 0.05 \\mathbf{I}_m)\n", "\\end{align*}\n", "$$\n", "\n", "where $\\mathbf{y}$ and $\\mathbf{x}$ are random variables and $\\mathbf{A}\\in\\mathbb{R}^{m\\times n}$ is a known convolution matrix." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", "!!! Automatic sampler selection is a work-in-progress. !!!\n", "!!! Always validate the computed results. !!!\n", "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", "\n", "Using direct sampling of Gaussian posterior. Only works for small-scale problems with dim<=2000.\n", "No burn-in needed for direct sampling.\n", " Sample 1000 / 1000\n", "Elapsed time: 0.019788742065429688\n" ] }, { "data": { "text/plain": [ "[,\n", " ,\n", " ]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A, y_data, probinfo = cuqi.testproblem.Deconvolution1D(dim=50, phantom=\"sinc\", use_legacy=True).get_components()\n", "\n", "# CUQIpy Bayesian model\n", "x = cuqi.distribution.Gaussian(np.zeros(A.domain_dim), cov=0.2)\n", "y = cuqi.distribution.Gaussian(A@x, cov=0.05)\n", "\n", "BP = cuqi.problem.BayesianProblem(y, x).set_data(y=y_data)\n", "samples = BP.sample_posterior(1000) # Automatic sampler selection\n", "\n", "samples.plot_ci(exact=probinfo.exactSolution)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Because we utilize the structure of the problem in CUQIpy, the sampling is very fast.\n", "\n", "We can write the same model in CUQIpy-PyTorch as shown below. Note here that we have to add the forward model `A` to the autograd framework of PyTorch. There is a function `cuqipy_pytorch.add_forward_model` that does this for us. This requires the CUQIpy forward model to have gradient defined." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sample: 100%|██████████| 1000/1000 [01:47, 9.29it/s, step size=6.31e-02, acc. prob=0.873]\n" ] }, { "data": { "text/plain": [ "[,\n", " ,\n", " ]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CUQIpy test problem\n", "A, y_data, probinfo = cuqi.testproblem.Deconvolution1D(dim=50, phantom=\"sinc\", use_legacy=True).get_components()\n", "\n", "# Add forward model to PyTorch automatic differentiation framework\n", "A = cuqipy_pytorch.model.add_to_autograd(A)\n", "\n", "# CUQIpy-PyTorch Bayesian model\n", "x = Gaussian(xp.zeros(A.domain_dim), 0.2)\n", "y = Gaussian(A(x), 0.05)\n", "\n", "samples = sample(x, y, y=y_data)\n", "\n", "samples[\"x\"].plot_ci(exact=probinfo.exactSolution)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The sampling is likely to take a bit longer because we do not utilize the structure of the problem. \n", "\n", "However, in the CUQIpy-PyTorch version, we are free to modify any expressions for the distributions.\n", "\n", "For example, suppose that we wanted to square the entries of $\\mathbf{x}$ before evaluating $\\mathbf{A}$ for whatever reason, i.e. the model would be\n", "\n", "$$\n", "\\begin{align*}\n", "\\mathbf{x} &\\sim \\mathcal{N}(\\mathbf{0}, 0.2 \\mathbf{I}_n)\\\\\n", "\\mathbf{y} &\\sim \\mathcal{N}(\\mathbf{A}(\\mathbf{x}^2), 0.05 \\mathbf{I}_m)\n", "\\end{align*}\n", "$$\n", "\n", "This would not be possible with CUQIpy, as we can see here\n", "\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", "!!! Automatic sampler selection is a work-in-progress. !!!\n", "!!! Always validate the computed results. !!!\n", "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n", "\n", "'NoneType' object has no attribute 'domain_dim'\n" ] } ], "source": [ "# CUQIpy test problem\n", "A, y_data, probinfo = cuqi.testproblem.Deconvolution1D(dim=50, phantom=\"sinc\", use_legacy=True).get_components()\n", "\n", "# CUQIpy Bayesian model\n", "x = cuqi.distribution.Gaussian(np.zeros(A.domain_dim), cov=0.2)\n", "y = cuqi.distribution.Gaussian(lambda x: A@(x**2), cov=0.05)\n", "\n", "BP = cuqi.problem.BayesianProblem(y, x).set_data(y=y_data)\n", "try:\n", " samples = BP.sample_posterior(1000) # Sampling fails because of the nonlinearity\n", "except Exception as e:\n", " print(e) # The error message could be improved" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "However, using CUQIpy-PyTorch we can easily do this." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sample: 100%|██████████| 1000/1000 [05:50, 2.85it/s, step size=1.68e-02, acc. prob=0.943]\n" ] } ], "source": [ "# CUQIpy test problem\n", "A, y_data, probinfo = cuqi.testproblem.Deconvolution1D(dim=50, phantom=\"sinc\", use_legacy=True).get_components()\n", "\n", "# Add forward model to PyTorch automatic differentiation framework\n", "A = cuqipy_pytorch.model.add_to_autograd(A)\n", "\n", "# CUQIpy-PyTorch Bayesian model\n", "x = Gaussian(xp.zeros(A.domain_dim), 0.2)\n", "y = Gaussian(lambda x: A(x**2), np.ones(A.range_dim)*0.05)\n", "\n", "samples = sample(x, y, y=y_data)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Note that this is not going to be a good model for this problem, but only added for illustration purposes." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# 5. Open-ended exploration \n", "\n", "With the tools in place, try exploring the following:\n", "\n", "- Try playing around with the expression for the forward model in the deconvolution problem. Can you enforce non-negativity on the entries of $\\mathbf{x}$? You may want to switch the phantom to one with non-negative entries only.\n", "- Try including other parameters such as noise or prior variance in the Bayesian model and sample it again. These need not be Gamma distributions, but can be any distribution you want.\n", "- Try sampling from the eight schools model with different priors on $\\mu$ and $\\tau$.\n", "- Try your own problem.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.8.13 ('pytorch3')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.16" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "39df9cdae8ebf7efb1525026a7ebb7fcd202c6f8c14fe7ef64f5e199bee61274" } } }, "nbformat": 4, "nbformat_minor": 2 }