{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Interpolation with a trend\n", "\n", "Geologic phenomena often have large-scale trends that override small-scale variability. As such, trends can make it difficult to model the variograms. As such, it is sometimes helpful to detrend the data prior to interpolation. The interpolation is then performed on the detrended data, and the interpolated result is added back to the trend.\n", "\n", ":::{figure-md} markdown-fig\n", "<img src=\"./Images/detrending_schematic-01.jpg\" class=\"bg-primary mb-1\" width=\"800px\">\n", "\n", "Detrending\n", ":::\n", "\n", "Linear and polynomial trends are often used. However, we believe that non-parametric approaches are more versatile, especially for complex examples. Here we show how to use radial basis functions (RBFs) to estimate the trend. We uses this to perform kriging and SGS with a trend." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# load dependencies\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import LightSource\n", "from sklearn.preprocessing import QuantileTransformer \n", "import gstatsim as gs\n", "import skgstat as skg\n", "from skgstat import models\n", "import random\n", "\n", "# plotting utility functions\n", "from plot_utils import splot2D, mplot1, make_colorbar" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and plot data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 360x360 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_bed = pd.read_csv('data/greenland_test_data.csv') # download data\n", "df_bed = df_bed[df_bed[\"Bed\"] <= 700] # remove erroneously high values, presumably due to bad bed picks\n", "\n", "# plot original data\n", "splot2D(df=df_bed, title='Original bed data')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Grid data\n", "res = 1000 # resolution\n", "df_grid, grid_matrix, rows, cols = gs.Gridding.grid_data(df_bed, 'X', 'Y', 'Bed', res) # grid data\n", "df_grid = df_grid[df_grid[\"Z\"].isnull() == False] # remove coordinates with NaNs\n", "df_grid = df_grid.rename(columns = {\"Z\": \"Bed\"}) # rename column for consistency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute trend" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "smooth_radius = 100000 # smoothing radius for RBF function (100 km)\n", "trend_rbf = gs.rbf_trend(grid_matrix, smooth_radius, res)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 360x360 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Shade from the northeast, with the sun 45 degrees from horizontal\n", "ls = LightSource(azdeg=45, altdeg=45)\n", "\n", "# leaving the dx and dy as 1 means a vertical exageration equal to dx/dy\n", "hillshade = ls.hillshade(trend_rbf, vert_exag=1, dx=1, dy=1, fraction=1.0)\n", "\n", "fig, ax = plt.subplots(figsize=(5, 5))\n", "im = ax.imshow(trend_rbf, vmin=-400, vmax=600, cmap='gist_earth')\n", "ax.imshow(hillshade, cmap='gray', alpha=0.1)\n", "ax.set_title('RBF trend')\n", "ax.set_xlabel('X [px]'); ax.set_ylabel('Y [px]')\n", "cbar = make_colorbar(fig, im, -400, 600, 'Bed [m]')\n", "ax.axis('scaled')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute residual from trend" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 360x360 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# subtract trend from data\n", "diff = grid_matrix - trend_rbf\n", "diff = np.flipud(diff) # flip matrix\n", "\n", "# remove NaNs, add to dataframe\n", "ny, nx = diff.shape\n", "diff_array = np.reshape(diff,[ny*nx])\n", "diff_array = diff_array[~np.isnan(diff_array)]\n", "df_grid['Residual'] = diff_array\n", "\n", "# plot residual \n", "splot2D(df=df_grid, title='Residual', c='Residual', vmin=-400, vmax=200, s=5, clabel='Residual [m]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Normal score transformation for residual data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "data = df_grid['Residual'].values.reshape(-1,1)\n", "nst_trans = QuantileTransformer(n_quantiles=500, output_distribution=\"normal\").fit(data)\n", "df_grid['Nres'] = nst_trans.transform(data) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Variogram analysis for residual data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# compute experimental (isotropic) variogram\n", "coords = df_grid[['X','Y']].values\n", "values = df_grid['Nres']\n", "\n", "maxlag = 50000 # maximum range distance\n", "n_lags = 70 #num of bins\n", "\n", "V1 = skg.Variogram(coords, values, bin_func = \"even\", n_lags = n_lags, \n", " maxlag = maxlag, normalize=False)\n", "\n", "# extract variogram values\n", "xdata = V1.bins\n", "ydata = V1.experimental\n", "\n", "V1.model = 'exponential' # use exponential variogram model" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# set variogram parameters\n", "vrange = V1.parameters[0]\n", "vsill = V1.parameters[1]\n", "vnugget = V1.parameters[2]\n", "\n", "# evaluate models\n", "xi =np.linspace(0, xdata[-1], 1000) \n", "y_exp = [models.exponential(h, vrange, vsill, vnugget) for h in xi]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot variogram model\n", "plt.figure(figsize=(6,4))\n", "plt.plot(xdata, ydata, 'og', markersize=4, label='Isotropic experimental variogram')\n", "plt.plot(xi, y_exp, '-', markersize=4, label='Modeled exponential variogram')\n", "plt.title('Variogram for residual data')\n", "plt.xlabel('Lag [m]'); plt.ylabel('Semivariance') \n", "plt.legend(loc='lower right')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The variogram sill here reaches 1, which makes sense because the variance of data with a standard Gaussian distribution should in theory be 1. In contrast, the variogram for the non-detrended data in Tutorial 2 (2_Variogram_model.ipynb) did not have a variogram of 1, which is a less desirable condition. As such, using the residual can lead to better variogram modeling, which makes the interpolation functions more effective." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialize grid\n", "\n", "Make list of grid cells that need to be simulated." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# define coordinate grid\n", "xmin = np.min(df_grid['X']); xmax = np.max(df_grid['X']) # min and max x values\n", "ymin = np.min(df_grid['Y']); ymax = np.max(df_grid['Y']) # min and max y values\n", "\n", "Pred_grid_xy = gs.Gridding.prediction_grid(xmin, xmax, ymin, ymax, res)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Kriging with a trend\n", "\n", "Here will apply a kriging interpolation to the residual and add it to the trend. This procedure is known as kriging with a trend or universal kriging. Note that simple kriging should be used to krige the residual because the detrended data set has a constant mean." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [ "remove-output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 22500/22500 [02:16<00:00, 165.06it/s]\n" ] } ], "source": [ "# set variogram parameters\n", "azimuth = 0\n", "nugget = V1.parameters[2]\n", "\n", "# the major and minor ranges are the same in this example because it is isotropic\n", "major_range = V1.parameters[0]\n", "minor_range = V1.parameters[0]\n", "sill = V1.parameters[1]\n", "vario = [azimuth, nugget, major_range, minor_range, sill]\n", "\n", "k = 100 # number of neighboring data points used to estimate a given point \n", "rad = 50000 # 50 km search radius\n", "\n", "# est_SK is the estimate and var_SK is the variance\n", "est_SK, var_SK = gs.Interpolation.skrige(Pred_grid_xy, df_grid, 'X', 'Y', 'Nres', k, vario, rad) " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# reverse normal score transformation\n", "est = est_SK.reshape(-1,1)\n", "spred_trans = nst_trans.inverse_transform(est)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mplot1(Pred_grid_xy, spred_trans, rows, cols, title='Simple kriging of residial', hillshade=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's add the trend:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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gnh0IgIgIruT+NjtIeC1J7whZYW4Z8//rYdvA16MKroOy0HYsD/W+Ct1I5WqJwtC1YbITfYYOP8JZXyzwRM6GQlczfV6z1dJOptdfVYjo+rG4Tkb3X3C59ON6h1YsYx2NG5pdd72gNeuD96haqDYg84b7omojcy7KxqygbWdW2bmdR8T4iPB5iCJD6BI2tXhGLa7JhzDETSpUsLiEtqMszaVkgZhHg5UfyYDuvf9OAN95zvpbAL6q8fl9AD73nO0uLHjgvX/TBevfC+Wzf1yWL1Pc+eAzuPK227iXqnCi+Y+jylwUNnUtAXtAONjY9DlO7bNHHOtgc5joQ3BUqrjde++9CAD4VU9qvPYD7i6S9FTbkem0uaxsUOW58w3MZxyAF7rNf/x+/eHufLY+XL3+AeKEU/Rk/cdTNhRhzc1RLnX6/uahugnG9Pfaj93D4+RYrzkMzmxPwQc9r3IcHR8CAJY9HayXfPFkOZdVhVVGB5YF7NhvMfvR3CwVcjgOAAnbkdL/P2D78skYz5ovP6HvvR10FMDTH27xhJIuLs9A80GlHj1XIgwAQ7otHAc+CxrC6z0F6pdQwediwHNXZRF+6MHVZUFy8DBc76Wevpd0z9iLzBfaV/lyBnAgKVYc2PiSmud84U+2MJhcBwAsT/W5TegfP53pffGVua5i2GjlLGDPthdFPcjWXol1H3PT/dAO4tcukdY+jW3PfBf2reoAePDXr7s64JsDb8savvPGadasbkPDNdoKpBsosz4XQXhZlpW++Arzs4dz3C/o+vrZG9bl0llnnXXW2cdnb2Ta4hvCfCEo9iLgLRuYVYp0FkQEnOmjoGsiiRwcp+ZG2RsMFI2bqyMGMLKAHZkEW5Ei6nR8DQBwslSUtRXHWPbUfbJwnOIVikbLksG/vA/xyrY5/Rnd7/b3ayDVQxNlr37OTgi0gsjCgwEtosECHrm5YwpdThloe3qo51oR/c7yMgAQehKwKMw3QnQVA8v4p/TvyoKWuswb6K0iwo+M5mnB0RDEtQCZh0EsMdcGg5ijlW775ck7MWWs22YehnzRiO0Zw6HfU4ZITiSc8bi3FnrPtlZzOO6f0s0W0HJNxQhYLOHMrWSg87QyF9MgBMd9mHFgbRlApFQoiMRLom0LVKLUZyHP5yi5jbUjpwvMEYVPixV4u5DE5ibSk4zH+rNfzOkqKj1g1Ea6DmwGUhY2EysR030VAtgtNO5RU3Jrv8x6YLJG42FFjeK5rmq4a8qq5coI29T7XOC9qpvAeyiloDBXjYQO5/VyYycB/UsLqbvwjNaB4KLS364dtypt30cztHYIvbPOOuvsMbEOoV9i/Q2Pt31FBu/n4Y29JIJIQiDQ/KFVoJG5EDTRZY9Bun4SY8Dg4lUGR+/m+nYfEoUs6OdeFSXGRAVFpIGs3BCezQRcHw5GJySy3NrS7yzBSFL4wBjnLaff3xBKUVUoiBcXREUbRMDLqdIyC/rUs7yA4VLzkIbPvP6ZrwCiSDuzBTPjgHx8I7jY8r2aXzT0be1zrWxawAj0iCrGV5/5LER3tS9OVypnXqZGNrfL9SGAa0gs4peMbePTEs5++v0ziTbegppFGZaGDC2oPOLyLUOdAaRpDgPZLvDj7D5au+r2FaXe6yzXfj++rUnVcWIIuax50JUFYhk0p0/X5w5LotiI9MLJhsYB+qIzwUFKdF+uMJ9ZEhrbEYJ7xtmvziLy9r1q7hfofK1AavhYNbbF2raB/12VZ3zxbaTu1/6/ThGu47P1eUJb7bo4o0ytfraXEPcKyJ73UyqLlQEusgRCzqKM4mixn8Ke+odrHULvrLPOOntMrEPol1gUrbC18THMVwnylfkO6V/kNmUDLsStzIWCCCrKa5rfcEgGBlGH3QRD8Qv60CNIQLN9IszSK5IytkUUZ0gGis5GN3Wj7Xep79zdUKQXx6WRb8IsI7zLeS15VWBFhH5qFDv6t3vcNKJ/sIRDZgiRiCmwDDn78FGC95OO+TyTfSb0P/e5ceoEsTNU1sr4CIiOKMl7eJ6/YkqmGKgkoj44OEAUKSqWFWl4Rq80vyjq5BJDa9mKPvSlHnAkeoxoEsETaEkLYZaZ9nleFCHzNLJ4QKV+7OvJFgBge/JhQJj0FRn7BmsXWjmTgxDkOX3lhS57lcZICvOpl3ntqzYfMBGjj/Tcu1u7yDNNLLp150MAgMHws3U50kx0X+nxUl8ijtUXfHo6rfupbt7axbcR+hqNseUzr4krZ33r3petVUz0amSOtv311Tk+9eBDF0u6s+nYur++KqswiyrAGQ1/R+E59o1sUljsAVwapdaFeEIy0ll2dqRstFGhjLNkMMCjsA6hd9ZZZ509JtYh9EtstUrw0Y9eQzrYR39AZkjId7el+dxqJFiZn5aoozA2gvfILE2byGG+UmRoTIW8PwjHNYSe0oe7JOujIofaRTmSRI83vKlIbjUjo+aawsskWcBFxi9ej+DX7GKHPDAdDJLo4rRcT7CofFH7brmpJdzE5hN3Dm+7qkhwfnSs7eC5LQ2/Eqn9noaaeSbfQlfwDV+otY9AroqIsOcHSFLC9lZ8Q+r8fMBmBdw/po95sLGh/UdRszLLkBLx+iDMpvsWTIgqswKSsy8zSgcM3wQAGPX1frwreg0v8P71ea+t/2sfuiF1AInp/igfPiKqtNmZwMFqUkeOolx2s0wXaJ7h6lPv0utLNWFt93lN6fBzRe7LY2VtzU5eC7osdi5jAllikYuigGLtPrR93p7/6TZtXRXb5ixn/Lx1eozqzPFCDKPhUzeBMkvostlrHOnzbzpBVVU12DXG8OFvxfJHUMsgeDLLyuA753DpgL5o0l7pyfuPGF/iLM9XjwYrdwP6JVYsHfY+OMTVdwgGQx04jeIUheQXPgzeh4HbYd0VsTLXQVnhlINBjw9Vj0JeH9pnQhAHo/FkjJ7YAKJLE9MqGdSM/AomQDnYYHvepQ9yVZlPIoO0dVQaKoa6jEJAZ7KhA9HdPSarVIcAgE0mRMVOwsCd8IBG2RvRRzHo9bAgBe4Ol5OE/ovGoBGmsWjbeqDL+4aq4ZlpPX/kZY64nXhSJybysw+DlafrpmBQumQ2bi/R+yGpCwOIBW3Nd1UFSmIZXjAR6Z7Lhf7Ir/KFtj/PkTAq2uPAbmqQIThniUUp4Pu853x578mLevw5E9qWDj3WHU8TfQlFHLzMRVGUJfbuvAYAGG9pEHTBwWtrVxOOipU+z/18hZwB2CjWa7cB05Lg4igK2aOBVhj0imxgr864yi6qIeNRrWVnhv3X9i3rfg4DOt0ylpkJCW9mo2zaM9Xn78oE7rJs1gAw/B0xEO6GJkYWh/3tuEGzRiyLdo6y0pdEUo3Wz80kujy7INnpdbbO5dJZZ5119phYh9AvsShyGG8OMBjOMEz1jT1O9W0+ZGAkNf2LbBXQgE2ltza3AAAFkd3te/cCotlIGIQb6Vv+uS2dxlnQsHQuoJecswIyzZCRpuajHKgUaZn+rXCanOc2/cuCdktAKGeQkwQtE6Mbvu0Jpbm9cjIGANzj1DVFgbEFOIPUwfoUVooiUC4/ffeKbks4ZEHWGILoAlW6M2p98MGN0lbuM6Q3Hg1RVtPWcSyYVm8bM+kjW1n/cBuiqnKqn8e7w3CcOgGIszPe82UjschTafM4o2zxy9qW568McMjEJD/X2VTaSlqxS+pNhqE6y4dnel//7atHAIBfu6PP3VsHQxQLnc0lvs/r6/FaLAEtQ1Xq9S2Xum21py6Wk1mf5ybiT/oNNMqAfKXIPGJSUlleTFtsLkOgs/2cWVQ5BBwlIPIwS5OquQkgAl9ZSj0Td0yHx9B85cO5IpPFsEAnb5ppxGM+C7OKglqYAnNdktKZRvAcFgtq6ZTZkp/rALudQ0h3jBzdmxvat/v7j6aMcIfQO+uss84eE+sQ+iXWG63wli94AZvJCtuR+itHkYlDEREw4SNOUxxOlb5k6oHRkfmfdZu33biBk0MtVIBCEVSf0dH3sIjSwYYis1urLIg4ZaQXWnq6BUkLX8DHVMbzeo6SBRqq8kjXx0UIhhoSLPL1oKOXKiTLeNImN8d6nJcKDdKulgz8yCnQX7APGDQztGdB0rJAnyhmkxWLUiY+BQDmS3g7Z7kuvhQkyonKY00stz15LYxT8Dy9wRjLxbqSYAhSV7VPc37MdG1KNlgMZGtLYwdBA71qdFgjwQkAYsYD0jRBZRoQhrYZKvjw6hYA4OCoCnIHWyy4EZQYOZsak9qZ9NJavCzmLKz4PG03VaIldcCqRQNs+rEBlFUBR2RZJkxUEg2GpokpULJv0359UzLTSLDEqZx9VVMlq3axClNJbGqT+3WRrxB6bxIJvCWjWTq+LeprCsFiQ+ZBBMvaUlFcrCEb0aKYBhmDaoVBX5H4gnEO06yfnh7pdWYpsnzJdvAaSHG0uJVI1Qhqy9q5F0udgZmUxcO2DqF31llnnT0m1iH0S2wcO3zRbg9Ar4FmW+nb/Jg7QUn0c2uub+xfPFHE87YNfetv3bsXdLyD9CxR6t5cfZwbO4oUR85hyTd/wnOZdG/fFD1RYmE4w7O0HYFSv09EEdVJEiYBUBCFVCHnPEJG1DPl8fYoo1sstcbI4V1dv33tFZSk9oV8IEvqYM/E3mOTCHDMhKk4+EopNwAfGCZz+pZDgkfLB+ullhcw5BSkddlHGUaoKtUON73sUtZ9rlVRYdnSAzeJ3NNDnV3tTp7R47lDVBZ7aFV4MorcYDQMAmfGVNsjwv7ue0Sgy1v4FUT/KdFkYrVFbYbjzQ8s2OaM5t1O0eQTn6blcG9GGmOJTuqyhXUptXUxMu9LVESUBZG6kAkzY/m63g6P1x/X9W1pyznlHjjTrFA2ktIQzqHLpg99fRZl7bLjG3AVFwXGioilydsPjHGZygfffmlyCEVNQVSL4GT9OMIpUkIqoTFS+hsF8hnv21D96stFwetVn3e+SkIba7+/3fMmu61mXwFAwfhQwbiFUUwftnUIvbPOOuvsMbEOoV9ig8jhneMhpmWFKVGBoeaML3CrOt9zDt6QE24CAPKlfnd78EEAwDCKkPKtbsWSj+nLPUoUIT53m4h7exSKThjfO7UiCsGPHMEkcWdQRH11wjTu0rjJDt7SmN26aNBiTj9rVaEislmQT/3KsX43HOvxtibKq+73X8SABTtiQ17GNGCfpL7EDtt+/XRL+2Jb0d6pFOw/j4QCZYbQg8vafNahaIQPSMwKDpive75QVH669xEUpf6dkytiVYQM0eVVHopMBCqSFaRhgtDwqrZ3Md1HSWaT+c6tfY6MliROavTOe7TNJK7feFPbuZc9iQ36gE06eWgVc4y5Q7mFoijgyGuf8DG4GemMofAnvCaPKjFEbXEJm9HUMrilJZ/ZbIyc8ohSCRmTknZ2dzHf1yQmv2J8gfIDfJwhPqrlHSzOYYlmZe1DrzlL1qkmTcDnJdZzVr4McN2HurFR/R3oZjf/NVgHNVpwG6LmKqkZL+zDFfML/FyvfzRWltY4eQpH3tgn5nenhEM557VFNQ/dkLklLlnMIUrDDM0Kp9iTUVGPoorNO/9wrUPonXXWWWePiXUI/RLr+SGeLT8Xd/KfRtzTt+6UiGRBhJeZT1diXEspFDVRJkva0203KPjkQiG1uq7k3ESwiGKmZE2ssiIUkDBfndWvjJvcXRMjIt32zgn97pQESNIehN5tc3FaFD5JKDOQC4rc+Le67mhfl9tXXgIAfObzmnlYSISqVP+kJ5e7RgbsC+8glLe1Qgp2qoiZkFJVKKr1yuoBmYtlxFqmZp3xD5Mx4NO78iotcPf4J+ES+l976/zuUPJNqpD6X4WgCLMriWjv3GORjP6qzlA00MZG9GJLvXeBLQPex5SzgTd5fRae3kiRG0vDtiWKrBXe6tT4qmDbyX46gfqzt7eVZZX5PHDeLcXcCpbUhRsq+NLq2rJMmrE3VorU50eKVqs8x4B+e8s47ffHbC/vr9RZoCVRc+C8B6G2Wu7WzBCwCYuZqbhVzUnXc5if3ZYuzISES8u/KJfMCZn3UV7Vc84P9rRdx9q3g55KHswXlEdIapS9YmzA8jPCc+frdli7wnPHWzcaDUNfmLxAbvLI/fVSjA/bugH9EvPeIy8yuKWA3gGs7Ddj2hG8uUMH9HrUj7B0ZA4sCZQCKGWJknU0i3KdZtWnC2HPftzLFQqrkOOMFshgmmltAIhM0ZHbZiM9dxLU4UpYJnL4uYVix+YiSuEr/RFP91h78h5dLbv6JF/lG0P6A8w5CO7NOQW2aj18+qvYo+RDPS2Zgu61D2wQz4oKKxt0wjTezK/1bQkJ1L8Qb2OWlTfaYFlCrGZqO2Gp8dGSoGzaHATbh3oNB0611CWXUBVJWr/PpaXN9we1u8O08Dn6J3wWJK9Cgk7GhpiSpR3XlCRReUQVddU3eT+Euugnus2gNwxB0ZDW1CpsLBKjrk1qLxEd0J0NQrMj3SfPUDL5Zthnm51RYE+t02q9HaNGmp5NZUk/RSMRjNsGqiOXsxn7rY/YaL98tu34lqRTSYKYbiGX6jYfWuhGr55qu75oAowL7ace0+9LFm9fkYJZUf0yz+tqRPaiqYtQ8zLhaq2moDNkUgD6+fDwGFtbO2yrSTkwwYikiP2Wa/NhWedy6ayzzjp7TKxD6JeYR4WynCvCMPRDJJZT4/z0RINV22mCd8gNAMDWhnbtAWl5FkitPFCyks0pUUbOIKRVLtq2ZIVEQgUgx0QWSSz4SCRUVuHvCdv3jk2dmr/K4x2VJY7YViNTSZiic3rpByiWiqAXH1Mkd/xh3f/mO4k4mWSyyFY4omLkygJaVnuT4GZRCPJEv0sLRUgFg6EL65OiRFZYUGpdRatZYx4AYqmTjEKSlCHtxFLuM3ASFRQdDS0HFOhcCMYZQM94b1a8vsgAv6sQM+AcWYJMZTMjIu5V1ggIa1/26HYrTV9+cVInwpCiGgTdeDxXcCZW+kAlLVZ6NU9uKW206hllLw/oeMkkMAtHSgiWVwG1V1hPoMqX+twFoasiR043zGTytB6Pz12SKnVSJEJR6D0PdFsm+QQKbOXD7Kmuv2m0Q5uK0I0RpUFT3FHR0pnYHdFzWeXoidI9F4Um6D0xIpWTLqK4KFBl7FPea3vOinLBUzI4XMmaS0r7ad3l4r1AYGqNnJFyl4LtksIBRP1Jb73GrKfv5S1pl1jUWWedddbZJ2EdQr/ERCIkySbKZRVQiwXqrNL91CrVZDmmS/27P+HSUoSdVQbyyIjIwcBaQR/wywtd3mINz2tpioR+8UGo9kMUQqEsKcsgGWuCWVtW+Yh+wcxXmLEdmaz7lk0aFOihZPAyv63rjn7urwMAlvPfCQDYW90GANxZZZiZlKpROM0nb0dzgjsrRTTPDrWfDkvSFgMqL0NfWvDRhUBZnVAEmHvar7U5oc8U9FvuzQ6xy1R688UnRj3j59i5oPFdsk9y+q8tIeiVKWWMneAK+3JkiUAmvcvjVVUFb/5rRrDNv74x0pmSDGLMj3UWF7MlsSU1EZkjyMK6UOPUUOCSvuAhdfJLcYiYPZab9K/pwIaJTVl/sKAv+z+E5VdEz3kaqIyHDCyujvd47kU43Oa2yvBaolKWL7g0kbMKEf3iV67oTPWAVatyBlctwlhUHqNEA+spZzQmiZsOt/R43mM202S7pNRt3sSeL4jQq6IMCUDmHzeqqjcKoQl7+aYAmM3YLPBZUzCl1GNvTLQdFhd7be8F7T9xmM2MPslnidWfbOabrDofemedddZZZ5+EdQj9EsvzOV67+9MoRhnyINCkVhERf5Ro6/0fneDXP60Uv8mevqF7E43AGxVLfM2/ML/nyVQj/2+hGNZyQl/2wQG8sSGYhp/Ql27Sr1KVwb9r6JEML/QsqcOjlqkNVc+5MN+wE4j5m42lkfw+AMDt/6Tn/Pfv+nQAwHDyKuJYUVrERI+CAlCG96XRT3fBeovHRk+rl9JirsQBYa6nmev3RmVcZ/WkZGi86coOwFhBwfT+OhGdsYjI1dkyPF7B4x2TmfBjdzQl/vOvHWLLtjSfvMkFG12w8rX8ri2JfAur4jSKAm2yXYm+rsjD++B9qK+a0zc9n+rMqMhJKRz0kCTmf7aipy0ajtSMDgTxq5b0QkjoKWDRldN7R3ruQqmgecb4QJTg+EjZP3D6vM4WJ2vXIpIE0TKLLw0YL5ov9HiVr33qPtbfRsT7V630uKecHRTFIvRX4kiTXazHNMoqgicVyhhlmxP1ux+dHodzAZoI1a60NdnQNpyyfmtRlhDOsklGQ5/MnytXVQb6eG+FxfIu+1DjHElqzwfpxZTVfdjWIfTOOuuss8fEOoR+iZVRgcPxHkoRlEumLxN19IlH9wpNiR8MRng51zf30+afnak/dryhqLvJj14SnS6JNH/yrqat3xgoYpnEcZBZtVJgbV6vLwpEhBsZs417p0SnwT1b1YjQkHnwRxPduApRz/jA5M4nfx8AcPdf/TYAwMGPKTra+ZXXsEPmy2D8Gq/mCAAwpd/SlSWy4NtnQYnKZhK6R+rqmqkmPhYQtbUrsDaafacHsFqRJZNWdvsTVGPtuzn7bUE2jtG8IVKj2yB4VnJ/RVW/6q26z3Y5DCX/YqutaYcxX3rVkPU19D0g6yZSpJmtJJQmTFoxjADcw9LVQmcE36vigH2jPvnhsN8oHWhLHs6YWHAN6dp1xlBgawW1gAJ5abkRTJcf6SylYvnB5eoAnppmm5v6vOeVInZD4/14G/CckbLmqWNdztxbEhNLvUUJZkeUaaA/PBSzoD+6qpaNXwt/B0zQE5Oy9XmYeVjREeOY93rahgUbXlRVzTKibkfCWdloV2cAh8c5NpnYNadYXlHqOTc2R2zLHDkFvyyjyIpiJCaJEaaaD9e6Af0SK70WSV6UFTwftHiug/RbrmuQ6Iuu6frXNu5gWOqPrsdHcTRUmlXQgxCEX68lmewx621ISpa5TpIoQo8DeY962ba0wWyZ58Ets88H+WeYWTjlOae+CnRFeKu0wqkhOXpVnKO/xeDbU7rN8CPansHguwDU+uG3vu8I8H8UAHD1szXBIk60DxZswyAWbG3roPCL9/QH8bah/qgtsOtR1wktjJ7IZkp7gIcPA7C5qiwQuLOh55nDY7qvg5+Y3kuzyjSA+XKFwYiDDge2sdHnmNgVMxi5IR6DljvLsgWDbrsSW3Wbod4bl9iLnkHg02l4YQWf1FqrGq4XX+ueRExW2bmiVMIkBHyL8IK2l9NqtT6AOLjwnIlbf1Hby8msLLNASTSFxv1D1XZZ0fVSRmW49mqhffziSL+7tuAgli0DFTIHk30Y8BxPdDCcnVhGZoHFTAf0Ime/2d12RiksYCcNBaBNUdGCmojDvagVRY3OSpohk7rmuccpX1w3YgaY59quAevvPpsIlpFuk5H+mPM+npzai1uC0mSg0tpXhQGk1o1+SNa5XDrrrLPOHhPrEPoltp8V+Puv3sOvnAwxJrIxtPbzdJHsbm0BAMaDQVBHjFpBtCq4DlxIYbd0/tOpHvcLn7Cgl6IHX/kQvDF0ZgEeCz4lAJakhB1zOvkSZxAB9TkHT4qfpXRLeJXb8ZboDxRB77xHUXe5+MMAgOyA1VheMnfPNyE/AtvItvp15NSPHCak1H31M6TNYZftUjs8PGjVIDrrcgly7UEFHTUNjy6cg0N1C2zKAI40w2nGoDH7xO5H5IDlTGcwKfvE7mef+Ga3119vFBDS+q0aUWhMDPQmqTWaX+k5r/W1r6dRDLCSVVtTPPSGBUXFwXCWmCyDmG6M6fH4kNQTjmcuG3PXOBcohAkpiQPOFm2mZQlBK3gIj7fyRM27eg0/xqS5JwS4arPFgR7vOdL6Fnf0eYsas5XTA3XHFJy1jFJVH01YF2A2WwWdcgtk1wqG1jclPLX546TWdwEabiQnmFMxdEBtDsdhLfKkaQ7089wNUGamQ6P7H52qbs92zJkmYvC2gSVKw2yoTo4CxKiRnNGUpu1emh5Sy7X2kKxD6J111llnj4l1CP0SG6cJvvDpJ3Fvfy+Asgl9chukW6VEjIPIBURtSNWEfiz13zsJ+28SZW9vk4q4VN+kIYFhr4eI2wSaFtG9pU0vfYWMt/GAkOLOXQ1aJb2P6b7RCoMeA5SblDy06uxi3vUC0leks5EoKut/ufpBVzOla+3/JFPjf/6Pwm/MuZ89QpYCzcN7j5Sp9E9RE/7ekKjI0LO4oNhnfs86aCvr6yG1P9z6gt8tuDytlnjtWI/d4z3Z4MxmZLRRAFVpMgzraM2zTueGV9obJj5Q4gLt0NnMoUZgZWFBRlnrg4TnvN5LMMusmk4tP6af2V+o++0MwzTUxKTkRJYFv66pBpq0QEK/u4vioD1uCooV22mCUp7PUFQ5VNSPrwaUKyB6fseWxoS2ihhzJlytpnrOK4UmD8VUGNyQt2EwsBgP7zF/NXHEWQ9lGvLUoyjCBbL/av86oNICFqyNcu3LjQ1tj1UGOj4+QsYENqHK2s6WxrbKpT5/Qw0P4Lm+Q0FKY37IfmPQ9ojKk7u7V8I9MopwYXVvQ8D5rH88zDD5POcdQu+ss8466+yTsQ6hX2KLIscH793BaV7iDhHEu0YaGd+gv3YSm2+zQkK/p/k7l0R0K0NXizmusoKKVSxabCkaet/H9PPbNxRZ9KIIPaIEt+4qDZQzFZsiK4LI/6oCdExn5jevEyrEKtoE9gfRjasQ8Tsyr3BjcgQAuNtXNkPx9uf0uB8p4Sk1aynotZ657jwvMuwT/X8oVv/xjEkqmckGl2WgLRryjYKPeX3ppWYxxGT6WKec8tree3iMe0SPnzbUfkuJRod1JlVIZrJUfUeEntLXvHeqdMOdwRac0RXtBliVo4YrPMjJ0jdtqeylSSgDcGhDcfO387obsq45OUkx/dpZbslM6vtfZTPkpGqaP9xQuGdii5Mo+OCdxU2smlaLcBNFKwj3y4d6LR87VFh7LaLExHIHO9fVz3y4pzGL+UzP/aY3/Ro9dzkN12fnXDFZyKQdIvrhx6MNpKQVLpk0V3JGlxV1LdTMpAfYXyP+9kwgbDweY59U4YIiXSenhzwXfxfsv7SKw702XfQ8WZckWCzmYWZj/vrIZmnh3ldBwCtQVYM4Gj9XHULvrLPOOuvsk7AOoV9iRZni7vHTGI+3sE/RrNf6WoX98xXIYfCE+gdPilP4Q0Ut18bKHZaR+sXnlpY/GCA3HzkZMDeJ6LKb6h/cJOIcxgnSVlV4M+O1x1EU5HP7ZBgksSKUdMACCSc5jHrsTSK2hTgj7zEgItlmbGCLSHhWKUJfXT3S4+4MkdwgyybVPjH/cVnqiQ7zGKeUEPjpfWVXXGUS0hUef+wc+ladJtBuWgkzgZ0i2GVRgYz8c0P6hlJ9b4DTW+o/3e8re+HpgLIoZ+AEYnU8Q1EJojYud8fKa3dlnZwT8FabpSI173xGCYcTMkO2NrbAA4fkmyhcr68PAKCC+Wc9Cta3XDD1vDygE7iB8usUK2MtNUUX1M/riDRjlooy5Bl81VYtygtWmT4rM6dtfx/vxzvICtnIZsjusUGhdqfe+9uvfggA8MSTnwZH7vbKapMa6ubFGHLv93oh9hBE1vj8mjRxiQUKIcJnhaeT4y0AwGBkKfwRNsca45nNKD9h4SEroGEVTMq6C8MM11hLkT13UZDCtXtfc8qN2eIDFSewbcL9tCH10SD0bkC/xKLIY3NrgXdtzTC+rjf2RqQ/+BmniosDfVgnGxNMvboXbi80IDkkVWycmNqiq4N7fn0avstsUguglt6Hh6quTKMLelfgKiAJwTg90PGptjPP9GUSxR6x0b2supH98LlPD4I+XQdbXL5zrG0/4Q9/uaEvsie/4m2BTiYsb4ZQsYj6HNLH4kQDUNOjhN9RI2NDtUme6veQmh77mcxHvgBtII7iMDgksemXcNrNQf/Zocfihm7/JEuojekWS+MoHE+YCRjkT3LT99aP25tP6mp/GgZXu0k+xMMk/L8K2uFWaUc/zwrd9yTPQiHxEFRtJcMExcBIXWQA4BMdzI4iDdi5KV/iVQ+xs0GamZOWFmyJLnGKJNE+iHt6H9Oe0WGNfkcXUX8zuOCeoO74f6HvTkRWlWi6wKqn/fSBIx3IP31T730y48tg+RbEXq95vtQXw2qp15DzpWsvlX5vGK7dBkWrVJTEes7BRoo+Ncn3DxU9LVgQvNfXBia9KLwsnXVlQy2p2ccOSegfS95yIZhfv6jDb87clKYVY4lL/j6DtawH+R+2dS6XzjrrrLPHxDqEfok9mfTxZ594Jw5Hr4a0dlgVFqLLfMXi0dNpqCgk6bqORhL0l31AaxYATDllPzVXTJjGRSHTPAsITxeWVJM4h9jUB7nbaEw980ObAZR1IgzPYZriEtriQ2JNxOs7IiVum1PXm31FZJtPfABHmWlYk44H/Wy6F6vlAD7XqfDdH1FU9cSXqDtkWR7pNcHXlDVLxLpgGTkJqf4xXVUp+2+TU+Ln+ymee0IvNPXqvhqxT3qmDVOgnhkRqFZGMasYgHZbuiwzoLCqN5aWvj7F9r6ms1k9SXqUcMLn5UOHS1znzVGs3Eg8qwtpajv7SXDh5JFpm9BFMmCDl6sg92APiKXEG9J2rod0qDOkqKeBxP4mYTeDrdO7HwYAxOMbENM0oS7RE6Ui4iplKv9uDy8s1KXxc6yP+yK1WH5TojIBd197LyILNnJ2EuqZmmtI9L7AJ0hS/g2j+unzNuxd12vIYiwznTHs9DQpbUGkb9IXURRhyEBpO2nLtSQPBBLqyfrQT2eHQEPmbZAd3GLe3R+lP0LrEHpnnXXW2WNiHUK/xHrjK3j+C78OP/n9fx7jvkKvkFRC1UUCFhweHaKg5OGAQlum2R00vIGA8K0yjSWOjOhnZx4OFlWFVQsJWFKM+c1TcegRoRoFMF8R0ZVGYfO1gFGoRWptANdLSKIxX/eIiScppQVG5ievcnivvlHnTIGO/l0+UmUiSIlYd55QpBjH87U+SSIgIjKNQ53P9SBmFESYAGezFPPHOqsipMutJA4AOjzYBr4ZgKtQhWBg0PE2pM57dHiksYL+oEHvrNaPt5YQZCCb1+Vj60ddf31rEzJbDx6HmqJ2DUbnG4+RG+ymvvftPd13l8jflQIwhoGS94Ep5xVjGJAIVc8QsNpiTs3vuQa5o1if0eM7L8GxE1JqlFd8jjP6wsULnmJi2Jcb4s11xhUzZrNcHKLHWpqLPqmIS4prLRgTYeWhPPeYsaTW7q6i7yTR9symjBlIil6i1xA5+t6T9d9DFEXhmekx9d8HhN2+aRKSgurKResw3DfiVr5NNaVVVdVQtzwfqT8qBN8h9M4666yzx8Q6hH6JFcs57v3CT2K+lWF87wkAwHCk3XacKFvDEhc2dzcxJQOgWhmtiQkWFAo6mU4xIjMhMREhGKWOPtyJIuKialRH4tIQtrFU+q4Wreq3EkdCpN3XfkEjdlhVonCdqDXDF4Qkdyh6tWLCzYrI+PZqieMTY67oNptbZF0Qlfekgt9SxLT5PCVKyZK5MtTjbyY9DEnXsQSg1BC7iUyFZT2bcMbUYV+k9jmLMKJYmAwovUC0bCneK2QBwYVKQ+zBknrcJavF56VDSSRstNHIr7NJ4Hzdl5zhxKTJXeGMK/NA3mDZAPU9D9fHq6vyCrEhfZ5iZ3tL+5S1SquyaOgC6LOyoM87JUKvvOD0tV/Uc6brs8XwxPB6vV/Bm0gbU/R7iU47HWMk2eIEYxKa3kZNcs84ymigvws/nOPU6/Mw3NRz/sRt9a8/T/Q8zZS6KieCYa6+8jzTWUDCZ8EF+VwPx1hPTLZL5dvIumowhmgmbdBCyQIJyNzYLfVvpd42zKJChac2jfGsD/3Muc6IsD0c6xB6Z5111tljYh1Cv8SKfIm9134eEzfAfKnowxFhxyZnatBxAaRENJ5FK6KSSHGDSQ5xhIrfjeNnAACm1nqQqeSoIcjFYoEe/fT2/r+7sMIWZJxMxkGAakWWxh1jhkQmaVsGBGJIvWglT4gIFub0Jda5y6SS0hI9jDUQDwGvXO0keREAkELR4ySiOFRcIEuVk98j1eRGrOfejRT9DZ3GAAAgNd+3JWCxJXHwOTeqBRk65aIkr9wvPKKYfuNo1ryUwGYopURhlXEM7QU3ua2nvGxZoXIm4GXIep03D18X6RCmj5uEckF/b15VIebhvCWKubV9DOF5iRDH2odyqrO6JyiYJUSp08EMS4ppWeUSxzJQVr1pdvwqYvqky1zvTXgeAozjzCZydc1bImKDrkLfdRwNUFIQq2BMRRLX3BQiI6Q9JgIxZvFRPm/X+9qPV0xuGSWyXJ8PK6pRmSR0YrIS0mBB8fdjgmqh010tmmWIul03Nwi8NTKy6ttXf4fzfd/t3IjmNmd88Bf43R+WdQi9s8466+wxsQ6hX2IrP8NH8x/HZL6BG1feBgDIS/WT5xkZBvT9xXEc5D6HzLJcloqkRjCKQhpSzqfk2E4mb+F3rKrOt/s8SeGPlZFgsqEz+smrJdOwF0tc3VIWiWGFF4iMQT9mNs/g6f/OicqqUBKvIVplCJznuMtCGQNmxF65orzyJ0SQjbXtV8lT3kytfB4ZLFD/PgDsjFkJPmRX1sg4yKuy7SGD1T4bXxg+CFw5v46CjMHiywqHC035HzKT0vyp5tuHb6BhQ2WhmEbGdmr/FWWN4EwWwLJBnZ279PXxrCwdUekGZyuYCEqbTjCL33zyYXZQEFtFPfT6ygU3ieRRbtm4nF1tvIQVSwcmU7Kdynhtm7JchV6sKsukXGcS2WfEEQbMrDUZBceq9SZY5qsKVWzo2DJN7Vy67PUnSCkhcOg/CgB4knK1WxT/ihcsuhGl4dkrWdrRYiMJyFZpwlwD5BZJsYxMXzO4LjWPgPh9S8bY+sr76mKGSvip1Ki8nilwYbIS7dqxD8m6Af0Sy73H7TLHsKggoj+0LFNa1YzUvVGmLoQpTpBRB3oQMfBJnQobxOezBSYspNujxkbOqWfizS2gx7ieJigjHciPmeTzFPWmM75EytUS9w40xf+5qzrgfmBGlTkGukYbGzg60ReDaTsXpO7ZwJ46CXG2DdbcTKhENzKKI6/tZhLjc57Q/U68yiDk5fpghrJAykFsbLQ+DoaFBSV9PRhKY+DWz7pPaFTl68LWsO9ID7R9xaPsaVvnFd0MK+2LrDBKZ14X2LaThHkqj2PJYX2HOYt8h2n7qW5jtTKdc40UdrWEro2Muu/RqoDngB2ZWyYMTHTL8KVUOiCONAHoyo036Xdzfd5OpxpQnBxNwouzoEsIhblT+ML3BYQDpQU8zW1UWVKZHaPIAz0zSXQwNcXItEcaJKowkJtrY0VKY9Kzws8pxpRNAHWOvtS/qH8sKcEw0efZSRrGYSuAbhWkKl/rj9s9961lvfBASMm3F00rYIl6W1nb76w1n8m21a6bhihMaMjFLpuHaZ3LpbPOOuvsMbEOoV9iJ2WB7zs4xFfuAMvZvwSgKnwAIJyGIyX6TpeIqPmdn5A+t0UaI6elq8RjN2dtTUu3Hip96/j4JQBAmRMJxRJqiYLH7UUWTOO7OO1hOFCEdGeuqPQqkc6U6G1aVaicbrMi2rZpeE5xrcq78HqfHqk75W0bTB0nqlqeKiLbkQg3mJ4+Zsr5jMc13ff5vAgJQAsi4m26ECwRyEsjKBUQTrX22dLyva8xVaibaQEzyuuVPR/QaGESB+X6PgI5EyxzTIaxFPslFNnKSkKfxK0U8aBD7qIguRDx+uy4Rp1cJhGiE9bGLBT5JgysGxKei/Ztka0wneqMq1CWJ67e1OB5zISgYe86okz/rhhoLuhqyVfmBslDtJLejkBLDbVKTW1RBHlGNwzdRIXXZ2g0ofsHBUoLhtpxKbQVZjFRhIJB2eHgOvtHn7uM9Ut7iSU+FY30ez4PIcqtC1817nmg2Zp7zNb7C9G2zZx8OOA6Wm+ax9lZY70s1z7f1xrB8kdhHULvrLPOOntMrEPol1jlUyyKZ/Adt/fxNVpCETtEzX36IheOAUrvURAxnYgG55LCpF71zb0VD3BUavBzmKnP+2Sqy5zysCbqNN2f4ulNRfOFBbDoly0pGTpMEiQMPo6oX/4UEetRoe27la1Qlprcs1wyyEWZ32jIOpHVwpLJUeZ6/p8/OtI2n+os40qPAcGqQjnTc+yMFaWVTAZZUUBrsVggMRRktSspCjVKFZ2WIkEWOCDqFhKeUnPb+6qmLYYalLocTzSGkcQJ9hmUdqeUvTVtqKrlgwUQM/i7sakzkJL37hXS6Pz0FDs5EbX9VAgNbRZVSQWJLaDGAxOyp177a+hKuJxyvoOrbA6la2O9L8lIryGLSxQUBFuRJnvnZb2WNKmRcS/V2VNZ6fNgiuIzBuyLcgXvTdKYz0xlGuJMo+/rOcuiQMV6tHlmPEjW7DzQakC9JA6SCUXGPiYYXS4ombuYI2EQdXtXn2kJ8sd6TQVrleZZHiRsTebBzLTiK6mncPVda9ECm0HuC/zYYVPfPEp7m7P7Bp/8x2EWR3lUnvQOoXfWWWedPSbWIfRLbJh6fNZTOXw5DO6xLETcyf4wpkbpERNFFbEhOPMFV2FpSSBLqK/05eyHAQCH9HlnU5PprXBregQAGG8qIjPAuaJ8aCzA7JgJKKzQfod+1DFnEltFBPHq0+zFyqDIMpUt2Bx9BACQyy5Oj7RdM6LsfSbnVJTNtQQmBw83o/+5Z/5wPeeMlWlyaGIOAKRMu8/J1CkzRa69SR9TfleRIun6ivCmTKCyqvaxk7rwQCCnUPhsUbC7SlxzSp/0Y/Xd5jbbYbWpsqy5iFbncslzWaLYsxVrSvqrkP46vdMx6eXubUWu8DXNzhnzhT8rz3vuTgUj+pQ3J1varsKqEKlljJHEcRykdQcD7aeT6V32hbZre2cLMVG2a9HwEhaEreAxW7CNZLeUNitw+ixtxDr7iwYxlgtjCjGpipTcENPIY/iq7mcAqEpLxDJcKsiJ3k9PdQbYJ13UE7lbPZTBaBJkfCucz04RiRro2gpH8HOD9VL/jbUlWtue+9c5rJca6eOBraYptmcUD9c6hN5ZZ5119phYh9AvsXEU4Qs3Rkicq8WuiKAO9xVhNwt8F4ETbckz6zzVKAJIbkFFX2tBFHNIV3xC/3jsBGWrHJYJLJmI1clyhT6Fj145VlS0NVS/7HGoYym4tvMxAMDp8kUAwJN0uj47VuT4w/sroHpOj3mkx9nY1G1foQSqyacmziGbKdTqkVGzGOo2h/TB3l5lmARitm5zjdcyy+kT9mmoY3rATResy2l8+VAGzAu8sSsIQ4yvzMvEzngHp5m2XZZEpZzTGEnCN32uRJorIvSKPm8n2n9psgNxZJNw9rTgzMic1mVWwZNxZFKvJf3Eg8GW7jt6DcevKYd8OjviNazHAaw0WxynSELVeUW1u9usT8trWK3mobK9JfVc2b3O/Sl5gD4GfZ2t5JXOTm4V2gac6PVn+U09/tYNVJW2a3P3WQBAsdJ95nPObLwLkhRFZXIIgYPCaxE4xhOWZOqkrKsa8Vpc34qIOJRMhsrnlOi1Um+yLjmtx6bMhuU5NAFxDePXloHdEr4+Dzef9Z1XwXfe8s3bWqku5MU/ausG9EssKoHtaYx+NMBiU3+ox6xQ5Kg9sWIw01e+psIFBbj1YrIiQMx1PfZ+n4kZ1yNS4QamnxGHh9oodTb1zwsLIjr4QAPU5ZS61xGPO4DgWf694jkoQoi7M9123KtQbh4BABK6DqYzbcf1DXUPbDJhJvUVyk1t195Af/B7rMv5cwwW3j3cxhde0+/evcVEpVz372+QGleVcOwX04k5YkC24nKLlMw8z4LaYkgksgQhTjT3TvbgjNbJZcEfdcVAsZeqzgzl77Zgmy0qPOjpmfazD8HreI4r19Q9YXNaR8XNZTwPSTPHzOodjTTZasJC4f6kwExUddCUHL23Sk9tfRAXsjQ9E83GW5qsMz9VN1lRZshyDtzcZsEkH1/pvjubz2K+1IpCg4hBd7o48oXp2iuCONi7h8GQyXGsQsQ4NnLSEMfbuzjmd2VpiUq6jSUoiXMAE6cSJs1VHMj7vI9FptefreZhcLaqRmm8PhyJd4C9PC4IfJ5PMzzf7eH9OYM8qtY2vpEk1Nq/QX98o1rncumss846e0zskSF0EfktAL4RwKcD+Dzv/Xsv2G4LwLcBeCf03fi7vPc/IiLvAfA3AfShscI/6L3/cRHZBPC/AngGen1/0Xv/7SLyLIDvhL7EEgB/1Xv/Ny9rZ1lVOJmdoExKZH2mlWeWMMMpf1kjg3Z6ui2DDglU51yNbgtSuq5THY+5J1iVPlQdMmXAbKHbWjLGZGMSAmNLIqd5TpogEdAgigISzp1NZ/W4hsDSwiNilfmYVMvVUoNns1zzuI953S/6Cr2ENMUpp+9E9W9hpaa3P1PgaSaVJFOiSHO1rChxsFEiOtW2z9muk4G6O4bQbbdHivSOFw4ndu3svYSYvZ/qeYbDAW7FDKYyOSoh6jNcVlQ+9GXfnn5LuLEynT1Fu6txgt4duq28tiNK6A6zilQnOean2j+9SJG51bs8OlBEuypmoQ5qRv+QJZrFTOQJgcaqqj0HDHzGdFmtVku7CvQ39DiLEybspOoui402e3qA3avUHlqp+2N78Wb9vGXViAzJVlgsee8j04TRc9oMoioKZPmRnj3z7Fvtg1o/PA7+R0tCmp7qrCU19yJ1aXxVIaMKZBy+43GTUEcLdVr/xUj9YoRun2sUfhFdMXz25RnXTNVG8c0MpbY9Ghn0YI/S5fJ+AF8D4G9dst03AfiX3vvfLCIp6jq7fwHA/+C9/14R+Sp+/hIAfwjAB7z3Xy0qvvILIvIPALwG4Au89ysRGQN4v4h8l/f+1qf+0jrrrLPOHr49sgHde/9B4P6VPYi2vwjA13GfDEEBGh6AFU3cBHCrsX4ieuAxNN5W+HV5tR4e0N0kIoiTBPPeEvfmhoCpXNiqTenrsGntSw/IvP5smt8JUVpOql/EajOeVL6yKpCXVhGdFDvSwip+nk9n6DGo2mfA9C0MPBE8Y1rWfkNDoUuid6PqpZGHi5a8ZkM2TEYqFAGf8npd4bEz1q7/INtzc677btJX2oNHxOvLjukjvapo9LjQwGVapFgxKWu3rwh4sNLb2x/qtleXpGKmJzhiP42CRjaR3akef5Rew5OlouJbIyJBCypzn73jk4CSWbIzJIqNU84kSKG8iacQbXJ/ygHEBRUQT7Uven4Ti4gV7pnUlIte35R0yrw8gcXyrl5VFH9woDMIF1mw3HLZq5CEZrOnzFz8hYp0VVWCvqh//sab36r7854dHCoivvnMW7GY6t8mM+B7eu40sZiPovJsZSll9czNAsYWcM/zOYZDpvoz0BwHvX0TGkPD/8yHj8eJOYsypA1fIq50vynrrTpSTh2Do1VVhaC4xZCqIA3R8L+31pm1k4W8lI3v1oOr5yURVa1Csk3g7s8MW2+M4OgbPSj6ZgD3AHy7iLwbwE8A+G+9Vij+YwC+T0T+InRw/kLu880Avgs6wE8A/DYbzEXkaQDfDeCtAP7kRehcRL4ewNcDwNXd0XmbdNZZZ5294ex1HdBF5N8AuHHOV9/gvf8XD3CIGMBnA/gj3vsfE5FvAvCnAPwZAH8AwP/Ve/9PReS3AvjbAH4NgK8A8D4AXwrgLQD+tYj8oPf+xHv/MoDPFJGbAP65iHyH9/5O+6Te+28B8C0A8OSbd/zPyhw/fe8EN4nkhm69PqRlLgskyHNa+rL51KOA0OuX+JIIIGUyx+me+m5xkwyKosTKUK7pmRtHjwcpyyIwYQb0024wzdyKQJbeNeRysdaeJFQMEvQiCnWl9F9vb9R3AYEEAohDST/xF21O1r6zFP58WeKEM5nFRBHrcGUCY7rMVjliyhUMbKZG1F1lek33SkWlz2xOsMvri+ifJTAONLO7e7cx2WK914EuN3ndk56iy48ORoj6rKZD2qndjzETeRJWfspWJTb62gd5zjR1ClslpVVzWqC3qQj4kDVYTQp3Z1eTuE7mR4G5wgkNNsYUaPOW/s4qRZIiol+dJCrceuGnAABXrj7HbTyyzBgqikl2d68BAE5PPgQAWC2P0Osp4t2itEFMaVw2Hb1U+yTLligLS/Lhs82YSM6+3hiPkWVE+BtMMKPsbZ7Rn79cwJzIrjRWFhOx7ihD5+pVlT4o8lVI/d9gstXBPuuisp5pURQoSvO5k/1kvnSTBPa+gbb9me+adpGI19o2HiFJ7izqbu7/xkDkbXtdWS7e+1/jvX/nOf8eZDAHgFcAvOK9/zF+/g7oAA8A/w2Af8a//wmAz+PfvxPAP/NqHwbwAoC3t9p1C+rD/9Wf2JV11llnnb3x7A3tcvHe3xaRl0Xk07z3vwDgywB8gF/fAvDFAL4fisZ/kes/xu1+UESuA/g0AB8VkacA7HvvFyKyDeA/A/CXLmvDtHT4kdMh9vefQ3rlpwEAu3SgmfhU5A1919Ks1KoKAkYWt48EKOkPLLhfRcT/al99icNDHi+OQ6JSVZpfnb5v8w2XZQAJhisOK/pOMQjnZr4HSCQICN2O03MRxiSnG8tjtKEQODG+sdVUBAKiK8i97rMyfcW6l0hTLIjQv++uIuEvG5hsq6XwlyjoMw/VdMLMw3j2FLoSQIwNQalXYwDV4D7CpK9Ss2/PX+Q52HgWcfqiaAzPGq4fY7GQ/3RXkeFzpd6Hnr/Kc0e4c09F1vqxMn4MTfaYKzBb3IIzcbQtPfDBVJH64YH242DcQxTpfilRsj0oJo8Qsd8ilyLnbCyhhO2NJ8hOWen9ODo5xNa2ouV8qen9R4e67c0bymy5t7eHLDPOuyJeq6tamQAaZ5FluQjtMH94RD67pfIfHJbBp98f6rlHNpsKiUYlDCPaTBCUabbjLuivF1/nbNT3mvIRlGlAVKBkxa8gb2vnWnvqWzA5xIDOSzA6y2pZ+yzVWfAt6yvWZALWz9xIPno00P1R0hZ/E4C/CuAqgO8Wkfd577+C7pBv895/FTf9IwD+ARkuH4UicAD4vQC+SVTceQn6vAH8WQB/V0R+Fvqr+e+893si8uUA/mfRiJ9A6Yw/e1k7e1GJ50YzfOGVWyhEp7UL6o4vmRUZCi57D7RcLLaILTgqCAWDzU2xomLeBoObKw7weZ6fyTStaZD2Y/Lwbv0B3hjrD3jpzT1T1a4gG9DtRWPZlwB6/HvEhJMbI/0RHTKzsOI15KVgznMd2Wi6p4N2j36CfpqELNDf87RmMRbcdsmgoy+KWmnPdNp5XZYRaz+e5XwVVCA9aXP20jTdayeCvT3NhtzcvG6Xzvaoi2O8eQV37v0kAODZgY7yN27qfV3t6+AxLdSNUSYVnBWg5u++5B8JS6n1eg45k4WsPN2mvdyONOiY4M2wV/oq03MURl/ky73PgOxgawTGDxGx6pW9PCNz+Q0c5kwIu3Zdg6OLlbbh+FhfJlVZwJGCuORLc8xAdhyylrXfBiOHY2YZ9xJ1ExUcSK30YZbNMDvRfrFBMFu2eJ9eQjqrnbss1we22YkGrTfGI3jYNlQOHaqL6PBYX6L5ogzPgUXz68zM2i0StO5bvwO06IbN4ffsQN4ctI3H2rq85vbhklvB1RAs/WU2oHvvvxPKC2+vvwXgqxqf3wfgc8/Z7ocAfM4F+//ac9b/awCf+Uk1urPOOuvsDWxvaJfLG8IqD1kucdV5HPWV8TInqsz5NrYqQJpYpGYulrjl2nAC5JY+bttwOrrHmp19cyFAgqvEtk3tOCwSXHgXanTaNHd+wLTwq3FolyGbUBM6gJB6BpAxuPUa3ShzJuVM6QIwet8ichiwitH3vapT/l+9rYHY1KBLWYaKOItDva7JFUV/vYluO5/NA60z4qzEhQ7kZ/b1crFExRR9R7qbZ5p5RNdEEvdC3UyBIvKUwdDeaAsAcHT4KsQSdlhvVJjJ1Sctrxppm07zaXB1VZyN5bmpEFKHpPAAaaYRXTaONM/JWF0ly+WrmGXaTxWTvmKib3MlmH5LllXYufaUblsoSt7f07j9jSf1eBCHCtrm8aa6P6r9F/UrsZlACW9VpMh7LE8VxW8zkG0JHc4l6KcqD1BZMWzTk4lsxuRxLdF2HZIaGbPebc76rahcCO4aNnakNppbJs+MXplhZ5dqjwyulpUFSfWaTmdHWCxMD9+eXz7/NrNzdZKPgWUJU7d1iC2Qs/TEljulmRhUx1TPBlfP0hbP3/ZhW5f631lnnXX2mFiH0C+xrKrwseVScyZWRBl8OxtyXQSxoiq81imLjsQqtgSE7kIQ1ZJezEeaEl0dEtmmAMbc3/zRLrgUiZycR0aEPuW540R94AV10TORIGBVJz6p1W90wTKgoOcBAO/9QZ2R3HiXFrccbqp/9koSI+Y1/4ZnVbHPlKt7XMYCbNOXf4d0vtWB+tktDd65CDGRuK2LSQs0BBZbHdK0h709DV5GrGNqSoolaYK58wApoMcn2ubIkl+OtEqUuBJCUW7hjMNqbloA1eioYzdCkVAfPKj8kT4nVrt0hXLF5BlTR9xRn/xh+TMAgL3kCNuUUUjTdR3zXk9RrgUIV9kce3e07UY3HDLJ6t5t9WEPR2NE9NdbKv1gpAg7LbTPq+IOTo6PtF9Wp2vLAYPB/VTvbx9AEZtPv1hrnyUCRS4OMR9HeYWT+Sm3ZXJasnFGwMq6LWjX856Ji3DvrsY7jHJpsNfmuXESQTi7sEpKwuMYGnfONaebus5b4hlXBx39snaLB1rx5XZWLqBxgRexFx8RUO8QemedddbZY2IdQr/EVvkQH3nlPbi98SJubCjS7DHp4pCSsQX9opUvIEQgKeVazeedEvWlLgr+4ZyI8CSj33OpXs2MSSxp7y7eTKpfTPaI+eTNR597hHLujlS6jzLpJyVtbTgaA+k6QjeqnaGZ2FUBLSfMiX/6PerjdLGyDgZk4YziCGPu36O3dIPI09BtUeQ4PGBSEKl+mZhwFBOovA9OcyGbJEpNilU/37urrIgrO1fQp+8XR6yjuaV+6Bk1u4vpEkPHxJWSPEX2bdP3KpElG6kvPyeX09yrFXW6tzeeRj7UthZ9in5lTPO36lK5R2EMDFZXIrsPk6Eev+d7mFPn3fy6MWmKQl+8Tb18VaAi1S/PLf2e6J7slzwvsJxqu+Zz3e/qdZ0plTPGP5YHYQbovbZ5vKGUzsEmETHFsaKqhBiryGabsL4wNlUV2ry1oX08Y2aX+dvzwiMIz1ctiB7qwLJNVS2CdXykz0mSGkul7irTCoPVcLXEosqYZdEZv3rNPFlPbhIReLcuZ10Daf4yPGrE37I1suIZZP7GSDTqEHpnnXXW2WNiHUK/xJxU6PUXEKnCy/eICHp2+gQAgC5wiCyDfzGn0NUypjwtEV3ifBDTKrwiuLJQxLT3i+ozPb2nyOfpz6uwGhzpNrLuXwwLJwH1LclS2aW0a8yiFhK5Wi6XyMZ48QW5u304bHIWMBsoYopiVp0hwttlSvogckHYasJz7/CaKmPGwAef/msneg3Wg8atTzyQE432Y1a0oR9VOKMAa3guXpnjCqUIshH9vUR0m6y3ur+/j71S/cz9GSWEWU3IVYYcBZKbv1rvkRUYiSP2W2wFPo6RpkwAYrzEfK8JmRn9LWB+QgkBwsm9k5cAAGP6s+Ooh0Gfvu3cZgys/WkVmUw4yvvQPybLPBpu8Ti6yWI+RVlaZSLd/4gJUGC1pF7PhRnHzhUV8DIZ3uN9ZdxsTNSH7uI0FKvdo+zwzhV9Jq34BCAhMcm03qYznSVMRsr5393exv6+Pjs1XYk5DOabt1iQSKjPusyOtH0xZ2DhjILIpHRX5rk2sS5D4WWg1DjLRzAGjPnkbTYqEcToKYHdwufNPOPO0lTOswdH4Y8KqHcIvbPOOuvsMbEOoV9mEiOSXey/0Ed+U1GRg/oQ7/y4+iB7T7Jgwu4G4pSi/bH6deNUlxWReh7l6LE8V8z06jhmUYeBIsSdz9Nte8McadQo74XaHxh84FGEMSVOhwM97gmROsiA6Ef94E+NDbwQ1RgLp/ICai6h6NG36Vl+rNLHZMMYKR7oEUWmVixiSh71prFCPFZErK/MtE+22OaxsUsAZERui0OdBayYobhNYaurG+rH3z/dQznVbXtjOpPp353OTnnOArtDReunGdPH6TP1JhNQNdAX+6Ck/z5lewd9nTk5ByzJDDFfrglnWaX6XpHi6kAZJhn7a8V+z5kBPF2eIhWif84C6pKC69mN6ltmu6xgCa+vT059kWUAsyttv5LXGTNxoZdcRbql2/uI/cUCKn1Z8los9lOhWFLpjFB9767OdAZk2CRRBA+qhdnswutx5nOymLJ5HRtolFwE6jJ1IS1fKpRUCRuyqImxjELmp0SBHRNPEp5Lf4OB5142ThJKEqpF4dnmCl+FEo5oIfX6o9RHaAN1f96fLQbMg9BmXkfrBvTLrBLIKsHpz3qUuQ6Y/Yk+yDc+S6eIgy1Okecx7r6i0+/BFf0h9ELNSAvMeHgGo0ZDe4qYdPIck0xSpdjt9kpskgpntEdL2beBPRaB4w8/5kDyHGlpS25TVD7on9vDbw9eeByj8L+wLot00JjwGkwlMfY+VNjxFsyMzYWg+6yqCkccRD/EH+G7xzpQTvhD29yY4MU9HQyuUr88ZYB5f6n92OcAilSQW33Q0rTJeU5YklWBKYOPjq6SKg8/fb185yGlBeY4fQ91W00jRgeP8WAr1O6MqNVdVFYxigNUXiGmYqIw2Sca6jWkpEwmSYJ8EUYV/X+7qk5QwyxR8EXgOGhTZgUrDrr5aoaysspH6wWNq6p25ZjuCWJKVLDuqL0gtq9qolC2nIHKA6ioblhXVtLPO7s7EKt1ykpF25Q4mM8aA7FvDYYhwGjJd7AvwrWb68uuIU3qpDJzn/QSPtPUzy+mjDyLhPtpmveC2n0V2mWfw++wReMNVOLa5XKRHItuepn75dE4XTqXS2edddbZY2IdQr/ExAFJP8LOk5twY0UFw11WCOozISi1ZJgE167r9PvgiEkwsQbyqkLRfZLexpiv/htGFRvqccuBIvMRk2sECYTBOEujbycG+aoKUaqYrpb+QmcO0baun6IKb26jO4aglVG7KglBN5MiSBgsTKx6jSVoZFmopLRgMO+UwlYlBb2W3uOjFOE6zmuRMADwnGqfTOe4saNp3rMTpdu5pFy7wBkTS3zUlCmwZBcmbTHJJk0meOHgCACwyU1HiVHZeNhKasmFEBBjghdnFAurIOUWcJwhZbm6cIze5xriULCAKxeRKQuyBmqReTgmQ5lZdZ0qqAhSgEsAn1l3GdKk5IHNRKq8AXVlbdvM6nlBQtq9nzJQabM8Bjct5X5x+jKyRF1VPWrFlwwm2zZZViJm4Ls30Hs2YptTzgDyrAzBY5H1AGWoJhRmhh5htsKZkouM8qrHi5OkRtS83MlEn+29pVXu8jUqDYFSc7Xw2W4mjoXko/V7v+aBac1epfX5PHuj0Bc7hN5ZZ5119phYh9AvMRd5DLYWuPYrk1BdBgwqxTGRU0CKOWRX/YtXB0r72v95RWnzjBrjnxfhGgNXTzFByXP/uaU301ea9QYo6AcN4l7BFUufqa/VnnPCgukJfbBjpsT7KgRFrUqMRYoM6Dl4JIRBffrKx0SVjo+JCWhhPMIdpuGvmPCx39c4wJudUthKcXht8SwA4JCSrh/u6T7o63UPqyViJuMknDGYNzUh8o9CcE3qSQWvsyQq7bFmZuIqXLEqQaTPGardYl+PRkPcI80wOWFQ0Gp2ggE3QuT85AgepsfNe219w3iALwViMwajzRFpJhvaf3f27qJnKest2mktFsX7KT6k2xcrnRWU5ZztsllaFBB/oOjR6vqedXDP4hqGGiOn+x689hEAwOb2E7h7W+UGtndJQaSwm1Vhms8XmFA0C7w+qywUkaI76AMr3k9b1mnzreChL9GYZ7Kdpg1vVNEsIHtLgPOUedja3QIAHO0d1ZOVAMUtOGq+8FBSrK7/2w6GWsNEGs7zdvJRaH19XW303o4hPGTrEHpnnXXW2WNiHUK/xMoyw/HJLVy/PkKRmz/VmA5EbbGhyGVAK1ac4Nq71Q+dZSwuEHlcp7P6HaJ0rdupIqhXSWf4vnuKoN4yPsJVUtX69F/GhKm+rBka87LFnNg6AgCs5vRJ+noWMKZ0bVUaqlSThvRvSoSyaXUljc5IOHNSlJgRCX6UafxvH+r1rlin8/rmBq5vq+zr0b7WwvzoQj9vx7WEqdVBbTMKzOVas3p8gFOR+Z1ZTaeXEfHHaXiiYyL11+7prGDDKj2N44CuC/rKq0z991Fl1FAyRcoSlVXy8etob75QNN9L+0EKwmiAJiBlaG1rewu5FeEJvnRDf8bE0LVJEsGRgpjhCADwU4WKWL15rn7ufnwlyO+a+Ji1WaQ+niXzGOXVvlusjnh9ep7F4hB9SkOfUDrZnhPzzZdVESQWIrbPMcW+LixRhVlTnbjD9gS2V2NG0i5EYWpaVrzFl2G2Y55yQ9iJFVx1gE94fpJ6AlWShzUWk0NUs4oC8TFElS60M9WH/FnM/kaxDqF31llnnT0m1iH0Sy2CryZ4+SWPKFF/4mhE4a1eK5EhEgjRekT93IRJOiNRdPN0igA/j4+OdMeriraG5N++7SZ52sUIIyKUnvnpmRkkRCp5ngc53xnXffhEZxAbfF0PIhdKzVmyypB+7Djw2wWRye8WZAeQ3zsYko1jPvYU+F5u+8qp+lzfOlCk/p9Ynu+KlyD5u7HJQhtkV+REYDlUIhioS8/Zcs2nCWUxBx+rfWXl6abLsOkWk2fmfbZ1RAEuMicOjg8xGioaXVBGt0osKYcol7oGmS8A8sejwnjLNSsI0P4PswkWHbFYQ+T06saDJ+CYq2AskMWCrKCqdW7xAWb1I0Xkn+s4oyDkXC5LlOSqG9KsE3o4a5QajbqA23gtnCFFFCnbP3wFu/E72GZeOwXeRpx57R28jDyfcxu9j0liSW+1n9z8/HXdlPUycLVPXWqp3TOl4ljbNe2hZFKb8f8922ACXP1hH8uVxTl4vaZWEJLobDZU1Vz1Nshu+Lw/sTJyj9Z3btYN6JeYLx1WxwOc3F3g6vP80TgdvCx4ZUk2QBX0yhO6Y0wdccQbPfKCVaHfvczs0dW+PqxPXVPK42ewtqJU5VqlI6AOglmtxawoMSVd8YAuiPce6sP+WToe4IoIBtF6Mk0YvHn8xElo62LKIBwzM0c3NPh1csqElNEWvpRJJbcGTFqhuOHzVzWL9niVYYvHfut1rd+drdT9FFkVIKkDV0GFkFow165oXxzSpTNbrpAxIDYwpUcOKCX7M59niLfU1XKd17m1qf21IoWwXJUoqGtvRafNhEqPUY/0POnVSS8t70CgyKGpK0J9dl8PcABQ5gsMx/bsrAenA70vtKXCkm1dsaDycLDL9jLQWGXwjpmilu3a0NvXM5fhb6vZaUqFVic0uNh6Ke7t/bxuw5f4JqstRSyOnfaA2VTdMTEzT4vKtOztWhodFIK+5wVDrXdagz3dgGwCei4J3o0e6b9S2DXpcyGjHmasatQ31yfJCwZIQrC0kcZZB0XXk4/0pbAOKhq5UGfMn/nj0Vrncumss846e0ysQ+iXWJUDy1uC8e4AcXwEAIgiRVAZk16SVJcbEbBFbegel+YeSEzlsCxQ8O8Zp9/m/jg8UtTx7JYi4lwS5KbVEVLFLc1Zjxs7F1CtVXPfJCod9xU9l0WB3KhcRMcjTvGt+ryrYgx6VN9j4tRppIisWDJoONB99nGKlGngVxi0vXuq5z5mglAe9wLqyeiGsSpOpiZYVYKK6CkkCRHtmc6HJbasXIGXlxqIfCv1RVILejG4t0KGwwN1iyVXqCnPQKWjfs4iX1hRozDLceyLHvXkHZH/9PAUEfs2FMVp8dy0Cs56IovpoQx4X0/nt7DISK2klIFJJZhqo7k6Kl8iptJkFen92/cf0lNSRj7BGAn0eBbwDG4FC4DChRlkyWVOofa79/R+jEc7XG5ga0enWAesKrXK9T4eHur6za0JplPVpi9LoyTa8NFSOUQz3X4dsRuC96hni235g4LypfPZtK54xKDv1taWfs61XaN+AuGs0AK6EmZM3DfUmZWggVTrxazPENdAeIvSeC4If4Mgc7MOoXfWWWedPSbWIfRLrDeu8NyvnqPMU5SV+hMdqYmjVH3dZaXI4HqSYIMUtrhFxzM/pi+kriTDc5Q5fZuUEOgvdd/hRowF0UZWrSN1W0rkiNWAXa57D6vr7BKN7EUxFkTiMRN2sgOi5m31hy6nS4iCM/Rv6hFH25pIMj1RaGizggJSxw2MRsZA48dOyc9DhiHTtAtWMxL6hjPzi6KuMh+8zpxBJC3lvSJJEBHxWm3LOWl5PUJ/SSJMDcZahtJcj9wzbfiqFoUy1LdD+QFL4jK/7/jKBNm+iUDxeAGqy9rHxqpAXzQBra3NK1jMiGoDIGQcoGfqjQxuIoZnwNMkDSb0eU9fofxAXgVfvA+It0UXlMY6zwpIlaJaq8EaLfTci8UJrl19Wtft6L2/c/yi9tFcn/FldhqCvGjJFXhSMf1ah1yAaxtBUh8Eu2z2aclyNaq3mJRRhI9ObwMAWA4VUe4wZLP6rIx1SOqszcBs9oeyqcfemlW4NWzOBl4Mv8+I253Z4MJdX1frEHpnnXXW2WNiHUK/xGKX4drkY9hJEuwQff/8oq74DgBjJpu8ddCHI+JatVLrSyL2o/kidLoxE6yi/JxIfTpVJDYZbqBPmqKRIAoiWkPohffBj1rRL/s+vqb/3ccUXUXpHfRY1d0YIl++zVnAKVGuABjp9SwpTZqywk1CP/nSkplEakRt18Lru5MoEu5Pj4Lm99uvKEvjLtt3SF+nK32QBR4znpDzOHsn2gcJqy/tpElIdnH0BRu7xBF9+zjBf7ylyUvv3tD9JlZJqbTkEoe65KS27zTMKtRysobG6RDDiSLW48PjtX3OY6cZ2ks5I0nYf9kqD+us6o/1rSH03GZwVYnU9bmOs5RDUkv7itR9lCBmDKMg2jagGXzCKANaNgrtgDGCVypNtsqPXwhtlz1SLKk7fnVDa5SenJAm6KVmpVgCUECpluRWxxMuQ+gePvRliD0YUjeJA5EaUUecafE3aHK8ktWsGTGkPiZLbMaZmG/WEGBfRm3xsObv1Rgw68lf4RLu8+kRa3N1CL2zzjrr7HGxDqFfYjE8tosKb+0JQPbDl/YUKR2T/xwTKQ4iV/vtiI4yb8kgTGKRulakAZ0bV1XI6y553hUdwE9OBROmqadEFFZxqKQTL/dARDzQJ/r4bdc06v93yUuvyicxn+kxb46UKTI19GdsDXEo6F83Hu8Jk18MqRhST5KaH5xYgger179jrPu+lC+wpNiYXdeSaPmFqW7zllGJI4o4lbyGHbJK0krXX6EfvleWSEJcgnK57OPhgBV5IPjSZxRZihV+yHidBi4rqenInEFYkQhDa8Y9L5d5SBQLFY/aAsYeDVhk6e3mp+W1pC5sZIwkQ+9BzjX4ciOUVpfC6bU7rjB54yjuhdR3S7VfsIiI1QD1ZQXhRRvjyhHCPrWhz8fRht6fF+7dw3Ozj+pxlnpOq9NqM4m8KBvc+/b8pJlgZ9MfY5Hwo8VEQh81MSx96a15n/c+sLqsfyoWVOmlTBirpnVQhfezX2ibZzbT3doIbZBWvoPNDkKxk6o6k+Z0LtwOoYL74vWHbt2AfonFUYxr25t49XSGKxXLdPHh2uJAYpmBsfcoeYNTy95kcogl/0yLKiT1RBzRp1S0eyfpikNh8LVycEykCIVw+ZHjDJIIKELlF1L95rrxH72hkaNfrBa4vaTmR0E3DIOk5rrJUAW9DKMOeg4E2Ux/GFsMHvqqLmRs1XR6vO4XVzqw7C+XiK08HV8MaU+va3NTA3CHq4/gGQZTjbZnipHWR6b2N+z3gvKibRtUOJgolERJmPK7Moi7A2hKi/iQLWsURBsc7ceejPTzS9kUW6fMqrzAzQDxAF8wwYVghZ/580riKLhaInsjW9JRsR6IrXwZEopM1zty6vbZ2tSXVVlNURR86bBknyUNlVXtjrJs0ulUj729pcBhg8eLvbpeNjduYkaxGc/nYk4te2e193zTnWNgIF5ru4jUiUOtUm+1hsq6W4Uf1pa+9omhDJpF5irhs5lpgD1NegBdn2Yp/ZNTsgWOp0cAgF7cQ59lGmPec6PthtY4aSSutgfrwF09O3BfvuKhWOdy6ayzzjp7TKxD6JdZVaKazfCenU1UnKbN6SawRIZd6l3cXeVBxdDSq6es8/nSUhHFSZYhIRJ5jkWhcyZSFKeKtsb+WQBAlGbIHYNS1Bsp29VdeiV61LeeF4qyMqIfc/MM0h6u9XSb3AC/oSqrZek9Sk5ZV0wE6vF6d5mGb8HaQZKG4tUWXLLjPcEA5WvDp3FyrPSxrR5rk9Llcm2oWuVJOsGAkDcOANhQ0DrWKPOiDpBZ+rwFildE3LnHhtNkGelRJTAxeqcdSeCo1RK0u+mayjiLskLCz8UbiKhDc8iEG9+Oevm6YLRYPU+mnOfs7J3tmwALKq9YvLoINUH1ecn4nCyXy1qjngjYdF5OWS81SQqUhdUbNTVEargbYq+KEIhdkq54zPtR5DpTGtCdJ6sZXH9L2yFGR+XCXFcShVlJFDqz5YLxgsrUI1Gjdv3uIk2X1mxHG6/rfR04NUC/4u/IJBN2d64hNleZ6U/EdN9RBmLGoHfsEqScddZBUJsVhMY0KhS1Qv/3Ad3+zD6PxjqE3llnnXX2mFiH0C8xgSa5RCcrQEE3MguiMfHjgMj2tcqjR+phNlMk8YtEf0f52wAAcXobpzPdb5uV7v/T8REAYNdqYzKp49ruMxhESvlb5OrvFNIWV1QPlAhYsDJ7QV8+2Vq4yzb401nwPVo6ehyto11BncjS57YHnIF4LlMioRIZ+kwm2UjpqCTSGRJNfvZmiX3GGAb06RdEwBuWVBNFQW0xNt95Q/0RqNEyvK8Da+aXtVqeOY+/rDAl/W/EJ7tOwKkRowXmLO1+SWXBIlS6t7qaBaKBqf1ZtSBZW0JqFFkSRpr4mNEfF4scjsqONhsry/Zn0hZRwnujplJRkeqXfsYZhBPEQVbdaq6u2BXmWy+REOFbJxfUcJ8xFDQc67MVu0GQKPQJqyXlhpJ5Hl9C+HxdhEI1hLmOyH3rczPFvk6G4ibtOqkoQ5JRnXxEnzqD1Pfu3cWECUWFWP+QirhiDIfa8XEUh0mA3ZtQ07V5SXI+IveN9b61zRvEhd4h9M4666yzx8U6hH6JlZXHNMtxNFzhdErERRRubredXYXuz6QFxOnf//aOJrhYGvgTmy8DAK5FCXZ39PV9s68+9Oc3ld1ySGbB+/vK7Pii1dvgPf27RGsZUUhlvmEvQW60JIKac8bwImmDWz5MLlCaBEBUMzAAYDgcBhlU89NPNtTX2udn89uiKEIy1MLkfIkNrpDauYgEBWHPD7Pfri7Vh3utr4ipn8TB/2mJU8YmCYQKmjTQX0BrlrzVcM+uoOdI88nadQYfp5QoiIaNndTnTKLH2UtJXfOXTw+wWdCPbe2qGxTaYpWBzKefk4Fi29zbfz/i2FBim/VhdLk6mcZTPcz6oITOtGbUAk/KMW7efFKvN+M6Vi7y1GkuDivMKGY2oib8kswQE8HaZ1xge2sLznLsrexPsObMpuVTDki6ZhL5ls+8pnmaGUWxTV2sv6v7tmrQAtepvqbBLlJinlM0jHGm1aH+ZszX7wrOTsd9+Gi9hoHdNIsFQRA0LsI9auVIXTQ/uc+XD806hN5ZZ5119phYh9AvsRwerxUl7pzMMCA86PM12COqSciV3k5TvGmikfX3jRUhpmRSvKWvKHC33wuVinaOldc92VYuNnWQsEuU89rsZ5DMiKQHdJqaBi0BVel9qMJiUrQlOc/DieLyeL4ISDwUzAg+a/AzcG9PkY6h5hsbeg19+skXRMTTo8MgbQDyqIUp2QPjdotgGisaepYV5AvGDoKfHDXirX3m+rlO3zEkK4H7bt9a1Sb7HMcxRiPtS2N4FEEAqvbFFiEGsp6qb/zxmGnmz2ztYnVqUrE8TnE2kcQ7Q9nrRS2zXPfp97YA6Gxpldt0gojcEgsClxsQVhLyQeeX95VsntjnWC7JvacscFEqUt+gPMD+aB+y0GNnjOPEZEPV/l9ty3Q6RRybwJaxVLB2Lc3v6iIaNks0JFvfo7pgREs+t4HKvSWyha/82rYiddykfiBM6qD+HVihErH6o9ZfZBAJfzNLv0SZrc9A7N4PhpOwj8VCQkvtloUVvgHIH3Uq0bp1CL2zzjrr7DGxDqFfYjkivIYNvPqxm9jZ/SkAwKePWKyACD0vjRkAHLyqHOuvfVqR+s8uFDk9wbf+s9lN/J1Y1+0mypudLfXzUwMiapb98tseU6Z0F9F6eroP7A2HgFCJUMZERzdYjzEd9dELpebIVLHaluScb43H2NzWNk+tUABFyBI+Jo41VKPNTUxJlViRETIyOdJG9H/Ac044OyiJ4k1eKRZBbCXAasepLltOdAc5g4baCKrKPUbDG9quYo/9ZIJitSiUpcefkvdv6e0t1zBSSZAyxbxk/y/ZX0XT12z7RdZ2IkOe+xS3ACYzupD9yQIojFvUqehFQK6O5PwBn7eVsThmMYpc9xsRWRaB3aLP1Fa6GQpF+JzI2vzsAfSSteIbaLZd8KGBqOtM0YtQfLWmiLD2XbsUnZQN+a4Wqm+Kc1nMIfjSTU+Xi8iFmZYxfwrKBRcLXj9nrsPRMKRwTw+0n2L2iUkpV1KhanHxz3DW169w7YJ9e8VDtm5Av8QEESKZYNTbQUE99Nx+WBxAMw5qB77AkkWhX7h9CwBwgy6Arbkuy36Br7mqrpYpg6D5VAcJU/TbXmqKd7FzCvAhrTg4FHzKHLVTnJMwBTblwhEfpmGfeh8+CUE3q+CzYMB0TvfDvXt7GFHNcMSXxepYRyG3oDtkVx/6VVEGDQKj+FmlG3uQt7e3wd8ZtvijKRi0iqwakYTN6woyOP+z9z58CElRtq2lopfA9JSJJ33We6XbxxJeSpShULMpHAYlRqvBSVfJcrXA1tUt7TcmpOSkH5auTk+3McsG5bRPFw5/XfPVAhH1cUCXTcXEopigQCJzZ0hQWVxQP97cApOExaJjwXKpuu8bdPHFVGismEzmICHIbQFsGM2zpcffDHfWL9R2ALRBQWy5xc5ZcdYdE+QCmudsJRuZW6yh6X5RRaHgZnG1ImMIcrMqVG9Xf6/m4pxOpxgPtA/HA/09muyDnbuqyjVdF6DWZz9vsA6Bejn73aOwzuXSWWeddfaYWIfQL7HYlbgyPkF1/SWA09oeEzaGTHMfU/DnhYMDRAxAXWeqfcq3+yhWmlkvccjpYokoTHVMFLNgssMLTimO8bIOYhpQMXpZGuh+rkZcPM7Bvrp9Rky192kfMwpsDYn2Vpxi9ugOqXKPfKXozrhhB0NFsqtC0WCfIDyOouAqsHNHpCtmDDqdTKfwdLEMOZNZBbVEume8D0FQC9K69hTdUDlwzrRWv6wM0cUlDuUlbQ8DgoNxf+1wRVWg4Awh0B6trimvaYt0zePFCabstwFlGs4E9xqQyBQKrT12XEm3kVM0y4KgcVBiZCq6CVJFUUC3C4qazQ70u6s7+gxFOx6HBzqbOzx8FQAw5HXGTvtcKoeIqD+WdWqkqTmGgGMDWgfU7s981bAWIrfj+FrJMiBXC/4GV0yN/ANqt8O61mfBmeOF34HRSCMJMgD2/OcmVEZ3ZZJa+howXairJecsbWu8pdvwt5IVRZA7CMHRqoW6pYnMu6BoZ5111llnr4N1CP0S6znB870enutluF2o73vGyvI96mZXfLuPRiMckMI4LeztToQ+VL/4oB9hNr2r+9G/6xmUmzKh4Qf39RhvT1Ns89ipMzqg+fUUGYzGk5DAIzxnb3MLAPA9Lyt6+6zhKlR62acu+oSI2oKlaRRhQoSZMZiWEIUU9Lcb4nHeB2pjyuOaLzIdavtOGtWIhkRlKavzzC1ByVcNpHMuFFyjh5UG2tkXlrbt6mwT7Az1HuUwWVQTH2MMwhcoAzJdT1Aq2X+LE/Vdb0QbcEMeO0xI9Nx5kAkog2/5iMHkAWduMe9dDIcIivBTk1xmwNNS/lc8Xi/tBQqoBWv3Kp1x3dm3SlITRJbW7yxgZ31Bmd5IAnL2JsjGZzFico3FEqqyPCfJx+y89XZTzvq3Q43TM0i9rTJe1QBfWjOF4ChvSAnYOYzlGUqBSi3WxmVKWYrhkDV/nVEdXRBkO57pvcpPmDQ30fWFL0LiWaik1AraClwjFrDe9EfNYuwQemedddbZY2IdQr/EegCecR5PuW1860IR70f2FQXuZZre/+alvt0HG5tYMoHoh4nUnxmQpBerv9wlfZRB+GidAOXpY36eFYyq6SkKoySavzj4EokUs1VgV4D7T0iN+c+eVp/rD58s8LYV6YlEiCbhGwd0U6OXlMczBHeTKfGesQKgZnSYsNVqteTxFMreSBMszW9Nn+aSyNzOkzhXp1z7dQbGeWY4zmqVmuRB8L06YH5EBtK2rgtInWi19GWgMBraMwlayS0hSPe5dv0zMFvpPQ+iV7wWm1FU8CHByehy89xEofQ5uXn93cgS1vEsmX7P41SkOE7n6qufn66wtW1CDdrAa/3rem5jdkiCfmpInzGQah0BC6IwkzGzbYvczm0JTA41Ry8cYO0PfyZycRZ1e5z1lddFIWyjeh/fpqzavq4Jc9d9521eZFNi13E4WzEWNJtqrOrK7m7Y1u61qQwUjjINQYJ3FWZ+oahMq2qSyDnI/A1iHULvrLPOOntMrEPol5hUHsmiwNNP/p/whfJdAICrb1OEOc+UA7ykTO04SdAnlNghqrW6ox++o/v2qhRum0kkxrLge3VABBWRBz3q9ZAEydi2H0+tLAokhJo9KzrB1/TbicYnziEr9W9nae92feZ7hQThrpzb9A2ZG6HDIvrOBSZAKBJhCN0YN1NBf5N1H8neObGkHF53BH8hpLDVDCsg8nU7yjaMpH87GSb42Ez9zVuE71FwfnMXj0DhsLJmxsI29G3O+r2DW5CYiV0xmRPmkw9CUj600WpagigwI9d8b+9VDMeMNcTq1y1YNk1E0eTmk1sAgMM7hzg91XMOWbIv7VHMbMBkJBfXyNxbQU0zzv6qqmbZ2D0p6+QqftH4ft0JfNYVXJ1lGZ3jJ29/VzNgWoeTmr9f18dYv6/SPE5rmyBc5j2KTPt7TnlgYzGZD3xvT2dHvX4fFeMHwiSJzK1LAaxcEfLDjPUUyhpa8pyTRpJV+/IerRO9G9AvsZWv8FK+QO9D34nltj44E95YC1q5MTVevMeIFKljKgp6TtNmfU79Yw/HaXbObL/cXAgcCD6TlWRWGODOvj6MVvszFMu1mWtRhh9NElsRZyoeMiNyO4mRWS3GVlFcGyXLsgyaHzk1Q3JWh3n2yhMAgKNCp7BZVqCwYqIhYGRa6WrT2OHVE/2BnfBcH2FQ9Qopk2ns6hfUBYlFTR9AUCZsBcrsc77KcYWB3emJBr1iR41yb9Pm+pB1UA5rbbfyOLPyNbjY6mbSZWMVnhoaJb4VmAztKZXueTA9wWKlL/9eqq63K1c0o7VkNm5/rue5MoywnLMlTEYSry+B0UArR4krUBR6b6qgO2JUzMagXVVn16FBw1sbP9dphu1xSdD0M9gm68dtDnJ1zVDjGbaDomhkGbVcL/VJGwP5+i71eWr6Y02hZdJdtK4Dk0U5yljbZQl6numlh3yJ57nHE1aXoDKlTRITWCTdVz4ExUMw2V/0Iny41rlcOuuss84eE+sQ+iW2BPCBssI/v1fg6vI2AGDMwN+Ib/ddpnqnzmGXdLS3XVM0ZbjkmEFS7z3EKuIQKS0ZpLJkB1MwXHgJ6L1Od+dnBvaKLEdJvWdsrKP4HtuSAkiIIk3sr4rW3+VO0qDnUdKdkvGcH91/TTcKWuUuyCLauWLTEidEmZcVDllV6YBtvkVtjc0xqXUuClSzuKWD3p7SKiWO27TObYBzmWeoTk/ZP0Tv5t4Rc/MIIgtytbwxAd5YzVGXQ4jEQvIK5+PNhBJHn0sVrbsDPPsxrnoBxVqg+fRUs7TmuVJYF3Ptq+FgXAeIrUHeECJ1W/IpTL0xAERz3wWk6MPMLaSuh21sfRGOUassthJm1lD8Ov5sI2rvy5Yb5ywlsXlbmyn+61ZvWwdO162mRdYBasf+skC/nZvdh5UrcHtOSiLvQ0qX19UNyl4kW3CUSLBgqFFyTeojz/MwUzPlznWCYyMx6yHbfQd0EfmZBzjGPe/9l32K2tNZZ5111tknaJch9AjAV93newHwXZ+65rzxLCsTvHJ6HfsvbaJ8St/GGxOlKz5Nv3RVWMJGjq0Vq5GnSj07jZmUQ23x+WoVfKymN7eiYNY+wcy/uKW+5s8YeVylD3cUh+wQADV6iFECrPS+OmbqPmHyjQ310y77y1AJPQq+akPENf2uT79/xNjAkujjY8fqC56wT3qRC/rqk4mtJeXPZhKuwqklVZn647Zuu8PrHcQRetF6xSJD6q6FGF2jrUFQyaib5iN2EV5khfcJu2tiEgWhdqqv6XyuhSa5z5wzlb4XZFbgnmjWfjAmYy4NR6/Ve7WNTJ++KJaIK+1b4X2Yr9TH3yMVdLHQ+MVyuQxKjIFhx/twzLhAP/VhndEV24qAGizlvW0FJoPfvZG0da7PHE2EfY61Ap9rs6oQvFynJK7vL+d/JWe3Oc+9ru1rbBIEu9gHptTIPi+qGFPGmeZz/c08M1KygIS4UYYNKliaupwFkzPOOCtfnfGVtxOzzm7xcOyyAf33ee9fut8GIvIHP4Xt6ayzzjrr7BO0+w7o3vsfuuwAD7LNL2XzlUO2nKC/E6EoWJsxV8Q6Z4X0jFrZq0JwGxRUOlEUHzMN3GL+JaROSjFtcqLS26T3JdFnAgDuFD+BLaLRnPsY24WTAqx8iW3WF00CrUqXdzL1z0YuRlVYrjQRMY8rYrUkfaBpVSYzwM9XtrZ0PbXdEwF6TOO3ZWmsF7Zv7Cq8w1L0ue4tZABZHCBGIyrfYgtIC6HHzoVUbrPgv6wMITosSNUc0fcNo56ZX9vXKTLGYDHBs5X5/5lw8xNHx7jKa9jgjGTgrGqVru+5KGhpbw51Viaxfnd4eqTnXHisKv27WE15Tj0OgXlgLXnJgdJocoxpEBlmS40POEQoOCurYHEPsi4aCT2BaRKQuCHzlse3ASbPpOi3qIm6//px19gtZxD9+SjcN2mL7ZT/sNqfZbVI/R1Pfka4K9A17dEmQk+rCNcp5XDEWUVqzCnSi1d5gYMD7ct0qM921FsPtng5OzOy9tR9e96U5PW3B2K5iMivF5GfEpEDETkRkVMROXm9G9dZZ5111tmD24OyXP4ygK8B8LP+YhWfx9MkAmSMxf4Mo+vklnuKaRElzUv6uV2Jq2R7WLqHFVEovPnNaxEhT0Qd0dd3jbIBx5sfAgA84yaYEEVu8rgxUe6rM/Wz75R5qPVZGh/axIgMfSyKhvwuESb95YZ6I4lg9RqDkqshEvPbj3TbxEVw5puuakQIAJ7p/QORIJvruP+EPN6FN397FVgoQdrV0HZI56YPXSSgorqgAa+lwax4ijOiiXGJ7cLNIV1VQbbArt0SnTIef8nPC+dwh7Mmq6E6NnkFxjTiWEJ1+ZB3xWSm3bFyzw/yg8Bb91YZyK8jOPvkfIKKT09IPuLx7LqXKx/qjVqhDB8kCdZnSkADmbf8ut6f9Y+32UXrdo6vfG1nf/a7CxD2Gc752jaNxKeAyFuHW1tvD7chc2NDrR8vjYBJEIrTZ7HPXA3LwZDYIWLR4CVlAarFep6HJnW1nnvfRuhvTB+62csA3v/LbjAHAAicS5FMBe7GCdfoD8zyP27zYSh9gid7/DEysJjnNlBZsFAQUw3OEoB6fCCvsHtvMMPSeR/KtQ2YLGEBqHdMNEHFi8MJVf6cFTvmgPXTe0qVfDZxYdALLxPeSQswRlEUBtWc6oo5s0CfmGiyzpI/jFKkwc+ygCApmCxNJ77C0MRW+qyStCItc8gfhjhEbKtpdIcfbEuDWpzAG1XM2mnJHXS9JAK8M9aAVk7vTKjpzAuezWbocbC3ij7OgpcMavYKbdPcOezx3s7IfZvw5b1Jt0gFwcBop3rpiLeo6cLkH5/WGa8SXprWb3aB5p7KQ8C6rKxANQPalba7KnIUVd7cDdKqMCQidZJQ+OYBApxn7PJB/4xaYqNdZzI8zzvhfQdr7t/+LgS5zwa1zwRS+RbpRR6WVmxa5xl1X3xSB0ALvlCHPX2IXGpZuZZU5lGW6xTQpiroo7QHHdD/bwC+R0R+AKE6IuC9/19el1Z11llnnXX2cduDDuh/DsAUQB+ap/JJmYj8FgDfCODTAXye9/6952zzaQD+cWPVcwD+e+/9XxaR/w+Ar4ZmV3wEwO/03h+JyJsAfBDAL3CfH/Xe/34e7/sBPAFgwe9+rff+7mVtda7EoH+KK+8ZAsIKKITNo/E2AKAkovvZu4JIFC3vJtS3DpWFFCVETgLmGbBikUXEsimDXnzrx70++gzGbRDNl6YrwWmlh9bvBICMMPeEtUq/4MZV3SeKcMqan66FfoLyYRLXtEAiWJviv3Ko+5oy4tbWdkBcIcDIwGJMxJ8VOe7S3ZQsmcThrDrSKuw7Ys1V04AJQZ0WpVBn1uxDNt4qPNl0uRTgyFw2VJy0+pxLzjoi50JVJFuaC2ZMxJ6nnIlUJWZQF87pylwbupxQA+QdGOHqmNeV6YwoJpIuE84kigJVarRRXl5h9ExXXx8AVEBFN4B5tfojykmsXtD1ix4iZ7M8KzYdoDoPVDZoiecj8ybSDjTFRoHmi7Zt66msuU/OuFz82W10xZm/ay9UHeRsJhA1j7cG68Ol27Ni18Jz8yC+0lkcAPTocrxjyUj8HYyTCFLoRjnv+RVWsJqVLIyerXDG5dJG5m/ExKKG3fTev/NTeN73Q33yf+uiDbz3vwDgPQAgSsV4FcB38ut/DeBPe+8LEfl/A/jTAP47fvcR7/17Ljjsbz/v5dFZZ5119jjYgw7o3yMiv9Z7/68+FSf13n8QuCwAs2ZfBh2oX+L+zXb8KIDf/Klo13kmUiJKjtEfHqGC+tBHPX2bX2Pl8AP6f7Plm/GB0/cBAN4xUaSzRcpUQrSbeEHkjPJkVWa0H4YTpb39/B2dOLwZggF9t35P9x9f03MuTCTKS0iUiZmwMxmpD/5lVoAfrk6CxnncQlXBb577QFNMY9K16DscbGi7PJGw91WdCm8+WxMII40xj2Mc0YW7xVnGD99TobF3j/UaxkkU/PSS1r587Xei8SAJ0Kjuzm2GPE680n3nZYkPHuk9un5o9EJLB7calD7QMkvmYTnqISREvTco6XC6eBqR03uxscFznD4NAJiWP8edI5yQQzrqMdWffb3PGMJPHJ7ibawx+yRlInrBv4szZpRNqzdq1aZ2Iup692Kk7K+c/ntLRTeEXVZl7Vs+E/oyUa0mpXB9RhTaUjvp66A52tuEhp+xdiUqufCDtqhtba30M2Jd9wmuhuu3z76e3dlzcZP9mDjWCejFOOBs1mQa9o5VwXO8xdhWIXXMueVLr0vhPvDY9im1BxXn+gMA/qWILB4RbfFrAfyjC777XQC+t/H5zaRY/oCI/OrWtt8uIu8TkT8jH8fbpLPOOuvsl4I9EEL33k8u32rdROTfALhxzlff4L3/Fx/HcVIA/wXUrdL+7hsAFAD+AVe9BuAZ7/2+iHwOgH8uIu/w3p9A3S2visgEwD8F8F8D+HsXnPPrAXw9AAx2RkjSDKushIv0HbbjtNtYFAfPb2g0fG9jE44+zUwol2tSu+a3jVxAmgUj7EahGtBPfnNX6W5RtsQpEViSKoXq5JjsBss9byTcGMUvp0ztp0+YCDXqB7RRGqJrpY6jqpAbyuO6IRGiIWxJFBFXIiHBqQZ/5o8mqo+iII0w4zm/5CmtqxrZzKTySCJj31isYV2SIBxdaiRoiNNYKhX7D0WJI1I/d+iH7oX6o0aPrFBaLU3ztRLXrFgj1qXanztb+7jKWc8e6ZjpRCml1yI9z4arK91ndjxD+IwhvLxc4SZjC1aBahBmDC3oWUn4syTyz1dMXBrz5yQFckoZl5EJvVliUZ3wYr74ug/baLnpdz8fmdciW+dQEtuCW01Wyv1YLeEc5x6udZz1def54mskvi43UOv481heApIWImvJ1+mx83xRn8vE34yuyedkOBzhdKbxLiO5VG0xszcibVFEbnjvb38i23jvf80n2zjafw7gJ733d1rn/ToAvx7Alxmd0nu/Alk43vufEJGPAHgbgPd671/l+lMR+YcAPg8XDOje+28B8C0AsP2mK78MqZqdddbZL0W7DKF/D4DP/hRs88nYf4mWu0VEvhJKpfxi7/28sf4qgAPvfSkizwF4HsBHRSQGsOW93xORBPoi+DcPdvoKUTRHrwdY4nmPQ/yIb+4NQoAvfesHcFIoihVL4y/WUZJWPSFatCQT1rIcExE8MdEzzf0QH6JP+KUTRQRP0ufXI7JLxCHjuba2NBpvglkfoc96nCYYk1EThK0IX2zf0vsgiAUyOBaUu70S6YyhGBMxRmVICDIUY3EAAypVUSAlqt0lah+R1zu1qj+VDzOEi2Rz1xI2bDbREn4yyYMNlPh1V7a07Za8RB/96Yn2Y+kQinMkbEdMtD2ghOqLlHb4os0N7JPrfj3EIPS4KftqKJpEBQAjzpQyfrfBNmxubmKrp/v3TYq1sJmJIXNesNTXHHKhyIhJYm1fVpwGqeWSgYCyskQjk8Sta21ezFipv2/3f9jGknUgZxF1G6HXq871p5+zq7aixW5ZW4TjtXDVGvtpve3hMW4hdRFfywQQbY8YB1uwmEuv34NnTCViYQs77mymsg1JkgRndSFWq5b7PHAHvD52mQ/93fSZX/TvFMD1j/ekIvKbROQVAF8A4LtF5Pu4/qaIfE9juxGALwfwz1qH+Gao+N+/pk/8b3L9FwH4GRF5H4DvAPD7vfcH0FrP30c54PdBGTPf+vG2u7POOuvsjWyXiXNF9/v+EzXv/XeipiA2199CQ67Xez8DsHvOdm+94Lj/FOofb6+fAficT6ixVYlqdoRNX4Wsw9Ky3jN9C195jSjpRoo+/esrosZVZW/uOpMvZDbTjx2Z0BOz2AbUbI17FcaUV02IEoqVIok4oBAfUuunU0UQlgn5FH3xLooaFcvpvzc/cqMkXRWIywaz9bj7uUb9E7ItyqjOwLRMz5h+Y6vnGKEGnbNc++fVqfr2N5j1Oh4Ng4RADdLWmRnNZc31Xecb28wiQoUFJRE825pxlmDMlqzydSo4RbgysoGuumcBANfIUFqWJSYtgbFQ25UtieFrBhOv2OIlPZKev/76tVqWYWmsFPq6xcrWGfOkCt2fk/cc5TqDODrW+yBugVXO+pkVnz3PjMeWFMNaPwVpYnsW6p9/jcjDTmvr10vQnYOkaf4i3vl97X5ezQtYMufQZYIbuw1TG9dghU6cxW5akszFLEdftL9jMpNWzJuILRfElch5kmPGwUaWyW1tqR4NQu8qFl1iURRhsjHBS3dKbKQ6Fa84QIUfTU8HUn8UoTRKHFP+Q8yrkXJvtLTw27EAJQM1GX+c+2WOCR80e7hswHR+3VUBNBTjeLxRQwvcgjdFK1BmVMccRRgMcpvys4Erx0DswvRC6iCaDbhWUNoohUkco8/g4gkf+hscZFMLskYRGiMHW7QebM2NFlaVgWYXBZomi2LH9hIV7FO+cJXpgGcVn+wFVHkfdFnsHD3eq+mpXuc40r7u9xyqmFPqUFh6XWVPvK/T+MuGGwBAxDf/YjrHmHViS/oXYtPs5vEzc51IFYpem7tj5Umj45TfSxm+W6tQBDQ0YiQMVmZh24Ao+FA4F47n2kHp4IJpXtnaV+v2oOPYeW6a1md/zjukvdE54/rZwzVwQNulZMBmyQLmZVbCcbCOzH0V2cuXx3EOw5B8x98BXXNV3taweLj2oLTFzjrrrLPO3uB2GcvlewD8Qe/9iw+nOW88i0SwGSf4jCciVO4aAOAO3+bvv6VJJj8Xa0r285MFNoh4rRKPKb+Z98rDN1wbhrLXBYNyzePB8QooKXZlST+w44aC5j5ATQswGkXvkPU1e4PatWHntiCOtS+WJHxnqoMzIn6jM5oAVyqNVH1L0afCT4/o25VFQOu7TIVPPDXYqVRYSYXSEHlANG5tsVwqlbAsyiA9EObUoQ1E6uJwwoDnPNQCFV6DpfPXCo9TotLNvl7fwewjAIDt+Zb2SR7D94jWiKQrS6iqGn1uhVQN8Fo6OZG+bAoKon9L1Q91UansNxlrIPv09ARFEIFi3diIQWrorMMVgMvWZwUuzA5qZB2qUl0CF0WkRuZBcsGQetiqsf36/msOkwdG6M29HhzOnrvlmTbex4XT0hJoI/XKezi6VgyZm9vOdO5jl4Y+XS50LHD8rZhr840aFP12AP9KRL6B7JDOOuuss87eoHZZUPSfiMj3AvgzAN4rIn8fDT3NXw5qi66qsLFa4TOu7uJnpoqW94gAnnhS6fcr1hFdFh5DvpjTVuCuKeZj1X0COg0onjIBFFO/0uthyVT6JWlVvuU7VKC47k+9duUKACAjapidnmDA4GrZCjYGJJbUVC4xhM5qOD9+7xAA8BkUNNpOIgwNYbZ86YUhlcojWzBRaabHG0w02FREJuvqQ3WZKlR84XXxmlZLhf5VVSExfXXOgkpLCmGgoh+neJlHjui3f+qazqqOGXuYH5/gJivRbNEPCvrQq0TbeUKK4xM7b8dydYfXaZIEROoWlCglxD4MtZfsgzLTc+6O34QsOuB1rUvamlmiV9xL6sB1qutusR9/6O4RAODdwz6eYkwlXgWHu153VT8fta/czrLuP66Xrp4xuJYP/bzUoHV2YMuPfQE6PrO6sdcZSuI5B77Az67Hbvr5z8ntaTjRQxwhzLD4m2Osqoyq8ExGfM4qBs9XROPjOA7P4va2Eg9eu6sSEUZtlvtJFb+O9iBB0QzADEr9m+A8geTOOuuss84euV3mQ/9KAP8LgO8C8NnNJJ5fLuZYeWe+yoKPerZSP2ixvAcAgVoYR1GNeNvyr40EkoLHmRNmjIjOSrI1bi2UzZAtNM0eqMV/zI9tCNH5GunbYm9PE4o2KTY1GY+wsCh8oLWpBdphFKE0eptJ4fJzQv9uFPaJ1mVtUbMszA9flBU8/bpVrNe3P1eUOkytOIdHxYPaNVjSj7F5iiBH4IMAWEwfemWyqDWFBU8xueeYbINorn25S5nenc0JejymCWTZLAORtUG/f+3w5zGifEKPmslGfzTfNSpALAGIMwbPlP2k0nOenBxhzKSlotL2VNF6YQSbmkQugreJA5HlKZ+paaIpH8flEa4Hut36cwYjWXhZQ+BAHe8I9MXG+prdcrHvHK1V9TeX+8P9uQg7ZPxwo3WkLv6cpKPzm9Laj8/FOen4dXfXNGKgln12vgqIvuRszKR255SlzosSMX3uBX9XNyhhvSCKLyjX/LDtMoT+DQB+i/f+5x5GYzrrrLPOOvvE7TIfelut8JefeY+qKIBIkJlkrRVNKMyPSXH8NA2oyHyRidWvTI3b3AuSpyd8i//bo2MACAJOhqQSNKrMM3HBkliCiD984Bsbmrd6pnco2OSO83rGwO+sfSnX95O+UZGDD32X7Jsv395iX5iwURnQMop1QS/zfecAJDIURCS4JKMAxiioYMoIZau2qCF1Q4ylLwJTJaLoVcyZRH/AhKekwnXOStzmJgDglIlGu0RS/ThGYjz2Fkoz3r2l08X9BIulorKUsreh2poldpUCAvqA1MFU/Zw85jTq1xIH/MkJE4JahB2IkyBQ1uOzc01DD/iCbX3ORuUQqSXG+BbqNhTuXeNZtFmiO38pcnZGeS7v+wJftyHi5rrWtuevbrFS2qXjmn9f5Jt/UD+7naa1LvSRsce8BB+6swRC7jPeUhS+mk2RHbHeKO9rkGe2nQLb5eFal1h0iXnvsSpK5EWBPQbayuJpfssfJSsZiUhIJLLMTgueDG1AjhwgOjiYiwMb6tKYMQjzgVv6kHze1jIUiY5aWuAN4WVEfIjsB2qTvZf4otiJBH1Z1wWPgutFt47jOOxv4/DIHvbEXiJGvUyDC8gqHmUWvERoFnKrCETq3z0W3U0XuoziOFARTfnQMiiDCiRt58oVzLhfsdKlkLpXsLhrb5jiCotAbXGAKvo6sFeNYJiYSApdNZbFWfsrdJEdZbhmVZ/K9Uo+EUfiovLhom2qb0HbycYWACAvlyhyvuBT6tuzqHNdVqgBBHg8Kw22zWfHMoLjQtA3LZ2QBQouG4N0C1zYM+Tc+uAv4mqNkzMBVNTW8puEIfaMsmL96WwstBGovQ+78IwFumE70HtOgz4OxmA7i9a7RkZyKzibmpfNRcjMyxcS1wgKyvOD3g/LusSizjrrrLPHxDqEfomVAGa+wr1VgVcPWDEGrwHAmRR+oE64MdeIBd5G/DyKI5zSnfAsp/G7RGBWdebtz+k+EfqILFgWapLyuFYZKM/rZCEL8LBFb6KWy/z0NKAXc4kEOqUl4sznoeanpdQnprnCZBjP9Vnl4YnWbcaQWRCoEesTItXYgsasxZqfUvmwLEN/+VbCk9EfTTvl9OgQmwx4gtVlLLlmTl2TKi8xWuq0GLG2JxsxGGzBVylCMLWi/yS2ykybWwCA42Od2SzTFQ6PlLI5GTIwHFttVyIx7xsp/6bORw2QJdU4xzfhWVvdtFcca55WpmNuLpQS8OY2oeuGJUXhTTLBl6HuZY0wDcHWqNwSnGp3TBuZ10sJT/F5aJvWdleEPZp/1a7A844Ttm24P1qem7XZ50Um6xObC7aR1ja+wWBst7NujLR+K0ZxnHMWuipyZJW5ZViHlsfbn2lQdDO6T8NeR+sQemedddbZY2IdQr/MnKDs9/FCtkISq+/86Jjp+KwtapXlHYCYaMh86I5RvzEDodeWu9jeVh/wEVO8e84ig/rWH9FvXjkXfHMhociCLY2K9W2VRNdATADQS9IgABagemufsiyRWSAyUAV1mVSKjMth/b1d84rIPAQvUZ9nye8srfoGg6s5Zw7LLA+0xCWDlqtynf5ogViXF1jsab/3E0Xoq3z93PPlHBnjHG6wLtyVDFiztHKNACX70BQfecrJpqLxo+MCGzPW9Uy0DyqGnJ1FUEuEKKpwGTEwm7CdlS8QRyn3txI3LV9raTOJMqTxm3ki9eJAZyLDyRC+XL+GmnrJmRzcGR96XRUqbu1b4zrx64lF/gHSTtaR+gXo+pzVtQv94uCotLdt+9IfyC7e9rxqR2fykbgmYQWvIwiWlOS4yrq2h/wcp+v1Bh62dQi9s8466+wxsQ6hX2YikCSBL0r0B+r7jWf0eZO2uCLCK6oKJIRgc8QEl6MjAEDmFDken04RDfTtnfaNJ0cEYBRFz9sSu6CnvmqISwENNonUMqlx8EOvo4MkcsH3a/TCPM/XttWEJf07s5qd3PYwUz9yL1bEuah8QOhZqM/JSzEXqa+RTs7Zwe1D7QtLqR6MhgE1GhV0QZ+yzRYc27IqSxQUgd9ZEVn2bLaiC+eisE3h1JdZLdiKmS77vX6NWC1ByUSwmKpvFL6nZBNLImlLKukz7lGyqo0vXUNKl8JkZDE5UC44mQS+Y2znYt+0AbD6a+sZH1AnyMw2WJl+miElB8bYNtJKGoJvIHOTLcA6+l5P72/NCgKiJvtD7oPUG8A6zCSDj7sFzRuP5oN4mVsu7/M3uGA2cIZW2bhMac18Q96fB0TWDxCTiWX1aa+IBJnsbUpC77HyV8/kpB+NC71D6J111llnj4t1CP0y8x5VluGZwQh7M2U/OFEf8GpFeVSil1l6Ckck/XayIv4FudO3KGX71kGO4ZSISVdhRG5yXLK2pVN0XyBDnhibwqq7r/uYpZnAYIwYfuwb7Oj36vqbrCw0Y8KNydNWvk6LNlmBihkVlro/m5MH7n1gAFSt9hg/PXIOI0oGzOjXvstzbvB4ab+HmAyairOcfabNn7CK0Kahol4aJISLHgXA7HpNWTiJkI70+u5MdZsxfd6pCV6VBaKiljJuttlmCUmpqGt78jSOJ6+wv3R2Np+vM4CcxAg/IzEk3PwOSJIR4MlmIf88ssSsgHxr9kdJuVZPHO/n2s63Rio0VsWLutCGFbqo1lGlE3cGiV+8PA8Brx9PGmWA7ovWg30cTvSAmg1J+/B9q+7JGSkAWavNdMEpG+f0ZyB/KwFKAATZYXvG9buYn/vwoVCJJX1spDYre7QIvRvQLzGBYACHDx8d4vT4zQCAxckWAOBkX3U5Jtd0ENlPMmRDHUg+sKdKjE+OVMPjmK6JgzwPLg3LAk1NnW+pP+TBliazHK9eRuX4nSk0mquDboyiKGqaYbxOOzSqozgXMtjs8TW6oWlY5HlR67BYtif3P1ppuyI+vYlzjen6uplLp6w8thkgKnmdP3jrFgDgq6/oCxFFgX6/H9oIAB/m/q/s60vtc6+o62QLPriHyjC2rA+GDiXGqfb3sxsM0jIYnc01gO3LplKitZmHoRaL0SIH/W3MS72PfsZtLcu1MopiIynHXqCWgEXXWZKOka9OuL395CxQGa9fCjwrQgHeah1SDXK5YtB8YxzojkG98ZxikRcVh5ZG0FEXsv43AM+AvT9nULTB/czAfo774770wvaYet7Aflmy0HmB04s29TUnsT6sXa999mdfGsEtybUF4Bm8nxfqintiyAD4kG684tFoGHYul84666yzx8Q6hH6JzQvgJ44Ex/vPY3miiDNbKjLfuKYJMz0LlsYV7mas8mOBRQbaTD2wArBoMdYS0tR6sW5zZ+8l/WI3x5zobEGEb3omRhesqhKgG8WCokaZ7HEaCOfq/Wz+aDN806BIorriESHKgm1ecAYRhelkQ5s8aMQY0iF10nsc7u0DAJ69pjOOz3jiJgDgdKFwt79a4dpwEwAw5Izh0ydarunpvl7fRsFAoKsbXQQ4ZUsGjvMV7t1WBcyd/rZ+RXeWISl4CZrh5i4ymmBB1CWlupb29l4LtUjTPgPgi1qfXa+/OoO6baZjujRHRwcYDowqaIFJ7hN06Y1y6hQCAmDsGCkDvSuoy+/0xGNsCph089QI1h6uJqS2xToVsVnJqF3VyKpomXlfnXHLBKTejOxegKjPuFPWvjy76iI7g/gbqPtCpN5oU11z1a8dp4nUpf2drEsnIBZMT/UZNkmIbEEX4ZY+v9EjwsodQu+ss846e0ysQ+iXWJn3cfTap+MX/sYRhu9Wv+XW260uJOsJOqI2X+GkJc7TM21s84s6hMCpOU4NcK6oihWNFYmdlEBGelxhtEULjpaGmmtBoICTiCxGTAgqRh5FCHQaCrdtDTm5uu4oD1ARIr5wotHbZ0jRSiMJft7BUH3Wy0z7YMH06ASAY8DumLOJm/SpL6m6WAHYO6VG+kQR55sG2rcLEwSz2UFVIrKEJ9OPN4Ae0qwlpPMf5dqHVk3I1kfeoTL/Nfc3pG5IrqDsf+73MR/obKw4YRxB2j8ZOfN3HWS1+EeOMmhxWccbMrdkH0oB+CL43m3/vDAJAdWEKLemqBhctXMZSl6vaGWI3OQgdeHOc7hf4oEWceFcZ+0cn/plvu/z7Bxf+hlN8/AdVwvQTja6L1JvURnbwVqBrPnT104dagBIEFkDZ3cZk9xO9nW2vsPkuYdtHULvrLPOOntMrEPol1iVAfMXgDz7WygOvx5Aww9KhO7FUuUdpgVTzw39EfWWRGJ9OCwD1Qz8jtv21Cf/zS8fAQC+eDsKyQxxW1+5gVASQ92Gtul3D+ngZdlA5kT4xmgJwl4NBgyrng/oI33zjtYo7fHaeiIY0j8/IEvFhLteY93V3STGgNQ+kIb3LlI5b9v65SIkSvV5fWO2mRLgKO2aKoGUJi/AdloyjdUYFcGSyOvf39Eaj+8ZaZ9uJZb005BHtZmIITt2cUUf9rKaB9bMPKUPPrMkoob/Ofib1zGhocsimwO9CbcwFNm6n8789zUSNtpoGus1RAFY92oRtJAgYytqxO5DglLLH97OZpKmD13O3wb1bMIYMGe+byLq+mTNwz6YL/0cn/f9kLpvo+77yQJc1J4GUg+Hs1qlRl8M1OESMWu6WlcsGWwp+OyYj/1hW4fQO+uss84eE+sQ+iUmIojjCJPJBMlY38q9CYWeYvWv2mu6LB2WloYv6yjG5FtRKUoHEF6nViUeC0WBX/tWTSApnMMBmSK1n5d+9gYqyWFp5Wo5vzucHgEAkn4/pOrnVhGowRe3z4aWRz3Fx5FVLqK/MEwSyhKpcd25qkcO/JPXtO3zw4OQqNPnFGS20hnNdeJv2UrrGYIhJ57DWAJWLaYqBY4xhh7rfJpkr+2blSVOl3qOz7+uzJqTE/VpZkzLTx1qdNtKSxfW57SiG4t8AdzV/TZ3lL1wnJFPHpJPmuh3nfFjkgzbO1fgyRsvC4ubmA8da/sArtZNYztXnOFsbWpMZF6chKQl848H6QWrKgV3hpUSzol1Zkzwsa9dyTrWayL2swyYev8aUZ/DUW+c81w037aGz/t+SP1c5gtqZI3G6rDmIp98Y1277c1dTEqjCrM6u+fsmwKPxDqE3llnnXX2mFiH0C+xqC/YfnuKxe0/iPG7FHWMr6h/LE7oa2UGH8oEhpVmIAOGSMURaroGQkzbSJ2shqPDQ/1+NIaj79ckaGu0UKOPkOBoHHAeJ02ZYZjlyCz7k4jcxK8MqedlhYxIcHpP/c/mvzd2SjZQqdDj2QwRo/pbFKuy4xwTEfuixIr7L1gybghFmPGQLI68RAvsIQ689han2wliSuGaWFLBz9Zv8A4+USbOz9xT9syNZD1DVpzUrBgDkXYbgmwxt4VgyfKCK0rXxt5mK0los7ScvxVridqM5+TkBAP2U11aj/fKBLR4iMKXAZmbz3pMida81GcqiuIw+zHEajGbMohzVahLBhK1XyCJK4gaV3A+k0XgLv5OLDO2idTvk02qB7wYdV+wvR73nH3OY740dvI4u219/NYszZ8l6NT5yDarknDf7HmN43VkXs6tsu/DtW5Av8TiZImdJz+I5KtuIh28qutiDjqkmiXzLQDA8fEK3tMNw6dhITawh/ltrZkSuIM2qukPwqr4LObzMFDatg3PDc/jGx/oeuGg9kKuFMJevkLKqkEFG2ZB0ZzHz6oqvBis1qnRFz/ApIkB9VVSESyZUp/f2wMAjLe3tQ9IbTyazjCmq2bB6xK6Q3JKHIw2R/WPJRQy5iPpTDfcvndrSoJAnegRFCM9IBzs50zFlnJdHsCjrrVprhWbPg9HpqHDF7UHTukGG66o1ZHbAGwDe9TQhLF2mCyDvsiSuI8s0+MY3bDOI2dRa6OMliVaYz6W7Pc+A7QVlgi6MRZAbQdb5WwA1gbXMwHZBh3xvq6W+3wH6MDeDpg+iEzAmcDkeXa/gf2My2V9l+ZofUYF8pzjt9tTvwhtG2lUPlq/9ybFkMVd6n9nnXXWWWefhHUI/RLrS4V3pEt85tv38IGFvqlvMRi3T9Eq51iB53QbyUDdFVFkEgAUh6qMSliF12gV3Ap0jdAtsyLt0KMMiNwm+DY1t0QluBpBxFhHEk/taLtKJ5ivLChHKQJuY6ntBcCql0DG483NBcRkoatEkVtJjCukA5oedJ8iX8+zDbNrV1FONSFpwahln0FNz+UyX9WwyqawaykxCCqCzkm4drv0KCwpcuaADVIiP39D0WxJpceUvRI5F6oNRRQsG5AumkRUz+SJykjwGmtEfpoJbUX9taWIq+mnDG4HNwgbOp3fCrM5E04zZLdikpVVVnISoWQWkqk2pjadD3VlkyArUHsMzL3ChCPULhsEpL4+EzTz4tZQetMCuj+PxnjOd+e5X/RyL08+atcjPdfa/pBG6v/Z462v1k6pZ3O2+7nHb7YnbGyyDdWZWVluCXAmpfGIRtYOoXfWWWedPSbWIfRLbBQ5/IrREDfmT2Nz6w4A4MdP1E++YJBqQcQ5TreQoS2TyqrgpoNd1W98SygqiKQyIsO7R7rPbn+KLSbN9Ikm0wYyBwBUgsjcpobg+NWYyG5W+fBd1fahm6+/8pjReXtKhHjMqkZTaj6vKHGQiOAqK7QY7XBBZNKjvrlLUxyYIFis3/3iQvvrrfRvFxVQLdeTNkyn1mR9U9MdRxQkdutLt8CUVQESpERRh0fH2gdMgIpiS/eXUEMzCmhyHW05oziWHu8abum6LOL1KfKPY52ZxFGMtKfnmJ7qc7HM1HduAmppMobn/CfLzS9rswQGdk3sS6IAEk073eUmBGZSx/mZRLE2RU/Rc3udmaH5sl4v69iunebf9J+fDap+ipH6/ZKPQvsa+7QTilq7NfvGQy78Dmghdr++DKxd1Og9yAHEJrZWre/7kK1D6J111llnj4l1CP0SkzxCcm8C2b6GjUNFTNuJMhbGRIynTAsf7C7hMopAmdvTambyjZ7D11Q8nsP82StWd9/c0J3ni+pMghKI1F0DAUSWxh8YMazWw0rzp0XNlsm9LW0fPcYSHsfcZj/TtharTQBAtmQBD1Ixj/NTJJxN7FiVH/oQ+2TTpGkPEVG2VSzaJtq2Mp/FKocLMrScXRjYKgylIfSfVecxGBIbmrKkDtQoe8p2TUIiFpFU5eBC4gmXQThrnd6XRDGKwkS5lAHT6ylCT2wmIjXaTvs9tlmvd9mbsd/uIT7VY/Zli/2jVEQXW4ISGTtlVaNjtjP3iu6POOtIkioUuDC2TNWS4YWrEbk0qIxNayZFtZOL5D6I/SK/+nko/qIkJPHuYkqjHa8Bly9E6+ewZexAZ3zxDXd7vftZxN4+U5v14rwLYm9WRWtnU38r8+Mj3aftm39I1iH0zjrrrLPHxDqEfomVLsfR8DZW+4dINljxPTLRI7UoVuQ6GN1Gkio6yw1hcpuKuf+lL+pEFEuQMdEjIqbTqR5PpC5MkVmCUoCsFPtyyiEH6pu5Ilp+7UAZN4ukhyXX5dU6Ql9YIpT3OCn0CNmCyHyl6e7zmXGllbWyOVhgTnA1MMEi0mU8a6hGSYJ0oKh2xTjATxwdAQDezESlG2mC3AS2iKiNR25Wu0p9XdzRfN2yjupT59AnILxBXnwvN+48feiVwBlbIehZccZUWh+bkFeMiaiEQEJhsV6vZw2i1SJYxmApKf2b8joP0cNNxgp60ZDfaRyhx5yBwVDXHx4eoggsJ0PfitDnc72fzjkkTJiqy96Va59jF9cI3ZoaxLXOY7Scz4AJu54jn/sgnPXzuOrahnKtTilwDld9/UsuzkHqvvXHGcRu365RWNZ2qQ9xDowPbbdcEl8fm93V472nhFsQfHvY1g3ol9jSV/j51QrDfo6EdSSPFjY46wOY0hVQJQuIuUi4LjMuoGURNhJbQJqcE07fgw42B7moQsbiwpHR99oPfeUQfhcc8MyFsEG64JHPMeWAHtw7fKIt0WjpPSA6gPvyWb2uRAed0+URAGB0VY+RxCU8XT+2vw2YRj9MkiRMS+3aZyM9/gunerwXlis8RzeF1R9Ngg6K7hlefh61BguDhObXijii91z9A67o3onZhpjurMi7kLUrVePYQOCaidignaLfU22a4Zj6j0F7xoo+1+6PyOl9TGMd/Ev6lj63/yz8tg2UbAfbbq4m0z7v9dPwpsmZGJaXuixLPU/sBqg4AEtr4IjtuuO4Mdiv23nulHp8a2ulN7I/A/Cwjc8O8PUAblTJ86mID5SE5Bvn+jgCphcFJMXXIdAz7VkLnOLc7+pcImlyEgDUxaGtdm8ljyZTtHO5dNZZZ509JtYh9Ess9x63sgwJHCaJIoeppZfbK9tQabREZNQyTt+DzkijMpDR7XpMyik5xReqEPZ7mhBUlK8AzpJVGCAzuQBS9Tw8KrpfSrYj43v6w0dKodx0UUBu1lbbtkys5matiD6a6H4l63Du3ND2JX0Nyl3ppRiwjqkFR+PIlgwC5wV6/Psq0fdb2SeD0Q0AwC+cHAe5gRDYtMSMlsaJeAlllkJSh6EiX9M1exYwZbCxpBvJoJTzcgahW9KPkz6vge6QdIi8UDfTdKpzG9NVqdUWJbS9qDK2RwPDI2qgj0fXIJyxlbm6pCpvNWFN9yUL1++C90NRXlYccRsmr0gS0Ls9X9Zfqde2p2mKiDM/XKBfHuw+iUVNV8wZ4HtusLWNEY0a2Uqfh6/dL8HvYcg84F80Nuc5uWgEQM8kB7Wt2fAWw/GMbEDzu2byUuOzFw8p7dnRdVZ7YLKh9/zo8OiSRr0+1iH0zjrrrLPHxDqEfol5ccgHQ7w6LzHdV3S11VPk1Ge1nuMl1QSjCHNRdJYtqVNtcRqjyokPqMrQaA1SFXUNRkRtpSCm397qaFow08BLKUDhLNBJlGxBQuqGz05PkQREocvFXNH3xob6tcVtQkr6id1tAEAy0Ou8vslYAY+7iQGG/LtPCG1SBDFRW5Gt0OP1Tbj8UtYNvUvEeDXZxWym1L6etZnJUL2gt87ZS9VAUUb7JOKPgv9eQrKQJd5EOX3VoSxUszYPkTl6/OzW1gN9bG9f4aHNr6395lytZGjSDd4C35RXcEwaWqw8dlljcjk/4HFshlWn6gOgkh9nHBR46k30vvzC8lD7s3oZG1NKELBurKHxgPiLEjGD9xKE7A1inoPYxTW3OCdw2lRkbO3f9Mmfs9+5+2hG0PnHCcdwjRT9CxJ2RCB+HVLXaHs9SArf2D8EQ9d/T2fUGHHWXy/SAO0WlLLgfqrXsLG9dfZAD8E6hN5ZZ5119phYh9AvMXGCQS/FdVfgrZuKilZEo0fU+Y4rRbmv3tmFiynOFet3huTEEbVBYIquJ8eK1oasEDRimvq4b/7jHiRSxL9vlYuIDPIGWrXkIEefa0o0f6On1L3o2nVMiYSF51iQfnfI2cVWWmEV6TZ9Xt8Wt7nDbZ42GYI4RkLUEhO80GUdcJzzHgUpPisiqJMFUemGHvf2KscujzNkos4wjlrHsXR/qS++zo3XPrHamSKhYkxiyDBfT9zRfe2emI/ZzkFxLvrUvY8Rpcb8mfI7O54lREUoiD5zXm9Q7CU7pcIJjg60ralNRUw9t+mL59IEnowJkzBB7E272zzsChE1+OMgNGZa8bEduCHn23Ict1gu5/nP759Y1K5Reg4T5j5JTPU+6wledTJSfa+C5G/wqzN+cl6JobZ/vC2uJT48M225h5rBUh/nwvR9qTcx6YWKP8KeSX2QvvuwrUPonXXWWWePiXUI/TIrK5Qnp3jraIgdMhw+MFW0ZgUXHP3mm5tXcEzhrsBrNXIJD+ddCW91PQvzfWsikafv9e3XrwMAXpzNcDxTn62P1n3DmVV39x5ixS8MtBB1HJ4qW+WJ3hUsKbQ1Ivq7TqRe8ppQVYHXnfAcKWcgn5Xq+umY/OqygLdEIF6neZ1jk8GNHCKn/t0ZRar+w4GyZJ4sdeud0RDXyXUfmXwsEWc7jRtNlktYsg2VcbkFMRlDk+ETuk1CNgl544WUgedfV3U3nYZo7bNzEU6PVJBtQjneOjEmQGzk7Nu8MG66fWXyCqdYcr84HrA96wjRzIlDTETuhYyapT4DoxW56uVNyFjW+8KSrdpIHWfZQG0/cRONn590dH5iUfjuHD/5/RC+7XNGbgBnUfiZBCW7Z+GxaPRfmwkTPtYMG+sL+x35an0ncdJI9Q+NXz+8NLbnti70gdrplcuoN6+PdQP6JVZ5j1We47XpDIcrnULfoj74kAHFOGHCRz7DaKzuhMWc9LTShjpLtPCoGMTMLIGIQaopH5wP72kVoLtFEbI+Q3yHP9TKkpAqAd8PoRrOKtJBbGwP7XSGZKgDScm2mxZ4P7ZkGgkZlwnXJYkOKH/7Iy8DAL78qh5vc9RHj+0I8ir8YSVSJxbZC8+0W0572he7LMd2M+ojMTdHtf4rrAe8Ohhm09swiBVGBWQH5II40XvST3a4m96HvNRBMYpKLKn6WE/5bYpv7gJ+DYftK/piKJZKXyxM89yKM2clMqMQViYKY8lRDBT3tkJmZ8Ft7br+/+29eZQl2V0e+P1ie2tulbV0d3W3uhu1pJYESCDLMoOGRUgsB5CB4VhgBmHDwGEAH/ABjxjNYHwGnwHMDGNsg9CxGcOA2Q3GCCMQGCN0EIvW7la3pG713l1dVbm/zLfEcueP3/e7Ee/ly8qs6u7KInW/c6oiX7yIGxE34t347m/5ft4p5wdA8aGv9sKp6Bhfbi9pe21BUY3YF+VUO00VQJ/AZjo2PEI1R9vccEVTyxEGaf/dAdow80038xyms6vmH3tqPJ/ROp9tJkKEgpW2RjQjWn8lNL9FSeSdyJa0VVeQ4mfnvCk1o6kw53Nm1a7OMSP4eiOYXAICAgJOCAJDPwRREqOzsoJ7n+x7jY3hUM0Er44e022Yvr66/CgubSiLGkLNExWdaZElCLkK8IlEyg7GvA0TEpXtISsYDU8hTtRM0e9NmwUmEwuRS1EUVo+SafxM+d9lPcwL+QbO99RksNJWpt6i89FXPpI6fTkhE8nIJr/rnjv0PE1Tvay8oqOZeWotdi7LChHp+1nGUX7tGbJmOker9RJRrI6+aIFOpNSmsmTA3rFV+eQN73O0Qtc0VbnSAaU6dneoTe5El0U58ufpZph5TeiMEdNUUuTY3lKzVUwt+LwYchsLSy09ETRnZlHoDKngjMmN1lEUOtuxYtF1vJsx9briTZ2xb85evVdbdKIDFVZW9DkzX2HNnmtT0EFOvWiGxx2Vse9j5DMVkZrmo4Mcp/Pa27+trW9S7MZ18SrqdmoFR/3DzJH2vTHtAtsDvZ/G1FMmyHlzY9Ly/W3JXsbQvcJmXDP9Cc2Swmc8TWguyw/o/BcYgaEHBAQEnBAEhn4I2hLhnk4Hj/eWMRrSNr2oNu4nyIBXmGA0HOcY7b0MALC9Ts30ZUt9tgSSyidCxFTay1K1t5WFsui1CyoINSnHOH+7MorlBd12e4+sslLGl086KCa6/2BLqcTpm9WRt/3sPQCAS48O8Rl/+1MAgFOZVQKinZaMpyxLoLTQSm2na0JSdPYttPU4eVShLJnib0k07C/P8lHBCp87hthle3oNrb62Uy2W2BRNYooGeiL9njkfLZSQbbgY3uZtRlKSK7OhR1mEUpShX8w/qtuyDmxMx3U763nRMZ9wY7ZzzzS1vbIYY7R7aeqYUWwKiHW1H2tGOAuLGMs5megzMBytYbF7m/Yd7f4i08y8rpcae99DZtWWyB5NvmGcb2F7W236i0w19yGKZv+FmwntOxhRQzy9OlAC4OCQxPr7mlHPOnuv6Dg9wBY/te0s9/QsvCEhYAlT3qlp29TtW19O6Mg2Z+aENXfz0R4WmADX6uizWMVWO5gzsHLi24v8zZ/2YRzW5y8UAkMPCAgIOCEIDP0QjIscD128iNff4nAfQwhHtJ91E9XK3uYLe3f7JnS6+mo+c5Oyq8JEocgMXBXXlU8YYtZi1fk8Uua4uKQMYWcAfO6ifneJbObyhCypVBvqZGcR7a4y335XmUQr0/2TsVLYci3H5y8pK+6Q0W2YDbBRW9TC7mIfWKKMZ2dX15/pMYyuikAzPQpSS6FN2TP1Cr5oaotp6UMmWxXbeuwszXAm0RBN17MKPLqoMG0HBaDV6QHEPGaH/dZmAlSOAkVLz+N9F5T5v4qMPx0bw059v/tqOiZUZlFBpkNe5eh09Jp399SXMWIIph0za7UwYRp/zKvPGQ1VQln0CLvoVjrrcmNjd5ZEwxmE14FPPWHNi+mIDLPtLi7egojRpuOR+Qim5VqzLKnZo2Em2mUeoploknmM/eBol6YN3Vjy0Zn6PFbvZit2+ZBQi0RpzJZmqyMV5oex35ugxzDdAaOeiol+11/Q9VvDDaxv6XfJQJ8TY+wJ7e0OzdnItKSG7+MrSLu/kAgMPSAgIOCEIDD0Q+AkQpFl+NClS7i4rQy6k6ld+6U3a4zyA2S7/YUSoz2mu4+VnbU7yhIyJueMRkDFKJfxiIy6pSwra2sERRTp596pdZymffdRMszh4G5tt6W3rruUQmK1ma8s6zFbHT2/hc9VmnCPOAhlVVNnNm67PjKKOPaVjyxhx2YVGW3nY8awt1stRCaTW0yzKuNIkjtfTaOY6HUuRRS6ajOKJHd1MQintu8SymC9yFYjgkLqjB2eJ30RkWVvCSLG0H/eeWX+xSVtr8MU/na7h4TbO6vjaUyumra5OjjkrHi0N1S/SclZh/kgojhCRH+CWLIVZR7KyCJZgJ29JwEASdzisj117rFVjUfl+92id0zMzQqqrK8/67d3TJiy4hfGqJNxgl5XZyeJnavxNx/YZAlWB8vrNhn7Qfb16ciV2WSh6flAHS9fJxbVmfp2Pk3Z3OnonUbRIP95VhbAztPyA3aH+mwtLy3761ldXgUAbF3cAKD1ewFgeWEJ2xs7U+0MR6xIphNCzqZsxmcyEtP+imMyoQeGHhAQEHBSEBj6IchdhWfGY+TSQberLK8q1J764LPKjNPFJW47gkQaV52mFq2xqcuIaeHooyyUOUimy9GIKfGpUoBXn1UWV8WreIL1RS9vKru1mpY5z6HVuYw41b9PtdTW+iLGy7721LJeRBSh2NZ2dhk3a1K7Znl1qGVffZk18oyYiZV9MvXd8QilM5bNeF5jV2Z/rwBPUFlfdUgW3mVKO1yMCdm7D3gg05FkWs4VaDBEW5jt1IphVFGdbp9YnL5+1+/rbKrTacPHTXtRLcsRsOIT+n2n3UbpmEdwinHyG3ruMRm2c/U5+sx6Bud3aZetBg7lpjL9hHH3VjbPriluUk4i4jYZM2xLRiFVVY4RZ4B5SdkISiZYxBRcndVqkR0unhbD8tnLTduzZ8D7WfusfX1W2AqNohX1NvMZu5a9s+gimyG56et0lZcDtrh/i/zx9mwHrK2tTX2XMXos5jMQ8Vna3tzBMn8TVpJwgXIW/tpKQZf1XU2aw9pJOCuK42b5vDr/Vq/lgDTV64QwoB+CygmGRYTRaIA7ztBckeh0bUTnl8WcVXGOVvdpAEDa4sPEFOB8rAPA7nYfSabT99gq3HDavcSHYYWyAUtnV3CZ4VQLy/rQTqjrYUkPIrtYYFjVMn8gXQ4So00djBbOrWIQM4SO7U18GrNewjifNEwOunLPfrD8jU6Y2DIBvD57L7PEDKsMxI4rRRN9AFRcZpH+0NrZMvutwmSsA5JV4JGEP9zEG294vaWX8XblzNTfWQJOiphVh0611GE9yPSc6e9FutiBs0GCNqGETmVDymuK4wQF1RoTd6eex4Ieq9Ni6KWbNJx5fD6sahUraZ+Kz2G0omaw9aHKKPRzfYbarGoUUxogTiI/6EWscWpO4NLuQzGES0y+gNew1+H+TJBJs4ZT9AiDyz59l9mBudrXijkCXWObebVDp9upE4xqKQdtxxKy6gG99H/bi3+Psg3Li5qkJrHzmvIRtYPsJWcVwXpthvhK4Z9JM9NkSYvnVb/cssyCFSgLYDpDXhJAvCyDXY+Z78S/5I7HK3osJhcR+XoRuV9EKhF5zQHbvFREPtz4ty0i39v4/ntE5EG28+Nc90YR+YCI3MvlFze2/wau/6iI/L6InH7BLzQgICDgOuK4GPp9AL4WwM8etIFz7uMAXgUAoq/5pwD8Fj9/EYA3A/hs59xYRM5yt8sAvso597SIvBLAuwGcF5EEwL8E8HLn3GW+AL4bwA8fdqJxFKHXW0AUASkFkUzEakwTxd62sq+7Tp/GGoWxxjQzZJFN25SBZvl5pP1nAAB5oVPE85GxVN3nfqds+mUbwJgOt9VM3/w7kZpXrEp86oA2p9spydGE5/UUGdBta5vYpRNzwIQKC9ErvWKh81XiW5xyWu3T+8mKPviYMv4vO5viJp/CPq1+5+0OlWukXDM0kmxrh2qVSeKQcppc5DbjoLOpMDZk6fSFT/U3lgXPimI7pBcvy3rK0M+sKJO7fFkThCaTDhLvdORsoFUzLz2Xktvmnsm1WjS1iOmgp9xm14tylZwGjAt9TnZ2NwEA7aREwnDWXkf7tj1R850lUhkLHOfjRsUic3ya01WvWqI2ykqfpwWn9VmTFe1HH0wXRd7hau3NhtZhJkzwSoiuqLZozUa1muGs+FhD8Ew/ln4mYuY7c0CPJ1ZLIPKmuKLiFItsfnNTnZmrp85ieXkZALC1pWYo+2zPX2yhoe3Mn+1sV2COqSTy6pvzTU26v4UjF1Pb7EuEuk44lgHdOfcAMJ1ZdgjeAOBh59xj/PydAH7UOTdmexe5/FBjn/sBdESkBTUECICeiKwBWATw0HO9joCAgIAbCX9TbOhvAfDLjc8vAfB6EfnnAEYAvt8591cz+3wdgA/aoC8i3wngXgC7AD4J4LsOOpiIfDuAbweA1nIbG+uXcE+/hbNM/Pkkq5HsMmQvh66//+KOlzNdYXnOW8gWltjTX/L5n8K7nla2Nxxoav59Fz8BAGh31Lbeauvb/j0XBKf76ng9u6yO10UyUO80dA5iNkc6KPdMz5w2v/uGo5pVmK2Q12r1R5MoQsa2zSk0JiO+metfeV437kUROqlVL5qp2UlUaDrNKKIVKYMaT3SWkY276EH7otVXhrlxWW3eIyYhmUNvivHsy2OpJYYdmdz6hs6CekyGMlGtnZ0x2m2Kok2GXJrNfFo0DS5CwdlAymO26KDcGeg1QAofMliwQlEpyjSjBW1vx21CaE9foNM8I1M32+vunjqMK1ehxVmLSRubHdlqnbrKoUspg06b4mZe/I1MUdAITzwAs5WLsN/22ww73JdiPw8+snQ6BX7Wtt609toRbKaTFyO/TdtmgrHd47qWKwBsbq1jcYnCc8sUf3PTs4LI2/EdZhn6vN4Rmem4fV7vRj95X/a0r+C4AhdfsHmBiLxHRO6b8+/NV9lOBuCrAfx6Y3UC4BSA1wH4AQC/Jg26LyKvAPBjAL6Dn1Moq381gFsAfBTADx50TOfcO51zr3HOvSbtpQdtFhAQEHBD4QVj6M65L3memvpyKNN+trHuSQD/0emr+C9FlY5OA7gkIrdCbe3f7Jx7mNu/iuf0MACIyK8BeNvRDh+jLJZw72aMnCJYSaosssuiEUmyDAC4/MQqss5TAIB+pqnn58lm7jml7OHPLm+hxcSamKxDYt1/cUlZX5GrXbQsHCTRY7VJEzrGIhtp3EImN6J3H5lODz62QwGnKMY2Wd5psu0eberCZSJ1NIWlrqdk+DfxVXk3JVszAZLKUpynk0GquqBmXQKU5MXsqsZAZZJhRAErjHl9FO4aUvjM5AMicd6ebREGddgL6qUw8ogsbZIbo2OC0OgCxhMLb7NwPqvyQ3lUE2HKC0xYJ3RnR+9Nkq5yWz2H0WTk2X/JsEfhDEC62u59FzbwSoZ8FnsMzctN6En9CXnOkMkGQfb1Sy2KirMFVyU+AsYSnHaHvGepiZq5fQzdc8YrkMfZtP66Wk9zJ57PTHENPTden33nZ4S8j96uX6f1+9R/hvbmEf0pkwgTTjjafKZtIhiz7mur3Z4jg2x/zEoJNP6/IkPntXgZ3xm4g23kxxXdYvibkFj0DZg2twDAbwP4IgAQkZcAyABcFpFlAO8C8Dbn3Psa2z8F4OUicoaf3wjggRfwnAMCAgKuO47Fhi4iXwPgXwE4A+BdIvJh59yXisgtAP6tc+4ruF0POvh+x0wTPwfg50TkPmhY9Fudc05EvhvAiwH8kIj8ELd9E6Ne/hmAPxWRHMBjAL7lSCfr2ojcPfjEr48xuKx2zpf9A2UH/QUm92T6Xuyly3jqAWVK/ddpVMVDpBhbT18EAFxKYlSV2vxQKpt/wy3LAIDVrrL4+ykEdak1wm3pCts2Fmkp8YrC1Wy9zbjbMdn4GdK9U+021kcU62cEgQld2b6RRDXFYZRMxmO1yOJbTMBpu7YvYSdkqo6SsWNf6b7aZ4u0+osV2XialEi62vZOpH2LgUUmTCcWOee8JEHN0KdjgaXBjowZ5oyWybHJ60+QJdr/Gdl2m2Jm7Vbbdtbvs7qIhgll7TJyJWLyUFGMMC50JgTG0Dta6SL6F+5cXYHsWXQRC2WUGqWxm+tzEhV67zqtxTp+nPfDKsqXpSXe1NdZMcIpSYy9c1txjRqi0yx5boW3OX/pxzpqyWZYloBWFCY7UDN1m6EVfAatnJ7F9tuztL6xjqWFZf2OpQ7Ttm6zeIs+81uPbPi2rUScPf/WrkbfzETxTCsczFyRxc7P+grm/OWjXPZ/N1tir95i/lGvF44ryuW3wBDEmfVPA/iKxuddAKtztpsA+KY5638EwI8ccMx3AHjHVZ+sRIjiFhaXMwjjAjtdHYhvZ5JJyapCxfmLGKxTS5nmlDecXgYAXOZUczyaIBWquTHbsKCTdYFKcB0+DDubm3jpOZ1U5F3d1hyVhQ1YDij4yy/5YKd86DsUn/j4xYt41WntxmiJCpHrasppTrEjS9CxmpjWHp/9clePc275c7C19zFdR3VD03bxNRbHdRiX6bFYFqckOhCMZIJq1zQ0tJ/Ad92EqoY2mNXFfJtOuenEGZHYa5LHHOCGpQ6Ynb72xeb6FoQVnizbUgOhgOGe3pclOrJjREj5Ih1N9IXjJqZNrkfeGV1ElTC5J+bgxcHG9D06cIidFZ4Gz4chiUw8i3b0wjvtBV8ZJ/aFwfmy5DkURenNTZfX1LTX7y+xL6y+ad7QbDdzB9UqzZEdTb/Um5CZ0MbKVV5bxicAMezTVDqbsAxi0Hlf7OnnXlfPs9trY7DLJKFlVtFilS9sMCGu00dlKpliAzmJjWnfiDSUF6d1X6704tpvMpH9f15JG/4A40Z1wEB/vfA3weQSEBAQEHAE/E0JWzw2xHGO3sKzeNFXLWLrInWRmbr/5Zk6L9e6ysh+Z/Aszr50WnviAivLvPQm3XZYOvTIJLwWOfVVLrEO5piMrGqfx4eZbn8Xt+0takKKMfSogvekeSU7ktmUzr47z92Eh9eUqS6IJkG1aDLxaosai6V/V5YGzam0RcKNdZ9Llx8DMtP8Jovhk1TM6MEAms4O1KzKtFeGGKEa6zH2dpQdr67qTMJSsre3txrNTWuI+5qUkdVbrbxuR8RpxRKZqzNVyC4w2dM+kIInPbR2aWLq0gST1Z0ZUyR+sKv3Hjzv3dUJ3Kb2RUTH5Ok+XTWcTbXTxCsxZonOwko6Zm9Z+Vt6fm1q/biiMZ238DtKOZjCZVl6U5ewNunG1uPcn30dx/ucqsbI04oziaR2Akcz23rThDH0sqpNXpYoRmZu97xyFU7R+X/5kpoYe60+t+GM4rKuX1lexnio92GP9yOjySsrrc8zlJk9i3a9xsbJ2CWaChDQP2ZNJQfDzREur9s5mO/OarfX+86GL15fBIYeEBAQcEIQGPphkBxJdgGt7Em85Jza+j74qNo937+zCQB4hLU81y7dg9Ipg2t37gQAPDlWUa3iGbV1JotLPvQwY9jjDu2Nl8nitsh4vnA1hYbbAwnZ0CLZyJjsoazKWmirmqmp6MxRmWNE51JGZpd6nfFqah+gKbYEtkvHIL8ZTp6FSy3dnXbUoZ6faY3HUYyEjrAeQ/aMzVd0KEqW4KPPaDTqS1ld6fKG6Y5P2/MF4h10nkN61sb2Iqn/JlfZ2dQZUkLRrqhdV2wv8kHdNoBOS51xZv935QQx/SZOWM1pUe3H7x0q0/zMYRsRQwdj/pwKq0o00nb7RcvIOtLYJAT03k9K3WdlRVn93vazmBRMMqrMkWriU7x3WVI7OrkcU9KhohO4QFmzRXZYEk//3K2P4jgGyP5jX4/Tno/ahu4diZ4G8n46S3wChH3gMp1xjcc6Q1pd1ed4j36KKIrQblttVzYrNrtosb0YjCTdlxgXmVM+ihDNVgvCNPYnNTX7IJ753NzvYHv4vqpN/o8QthgQEBAQ8DwgMPRD0IoEt7cTpFGGCVnu6dNaDWe9R0nUC3cAAJI0g9A++Y13ql283VJRxwntjjtFzXQsJMsScECGfScZ/F0xsNRXm/kmw8C2tjYBAGdZ53C7KuuKNlyOuczNlp6lOLuq57HL/UtLAOErXcVuzAY/nTpt7MOYNbolBhnT22lLTk1itMH6LOnFQtas7qhVo4+iCi+5iX25psx8aUIta9qCKxNWQlyzJwtLmyZm0GA0VuyJzB7OhBRWjrq4vYfTTFLxNSfJhMe5snkvieoq9HrL3IYsmTb61/MZuLyxhhZoi7awzBFt8ryGciJIYpa7ISMseI/2BuojqQomUmFSSwj46vLTrC9JYh9VFLEv00wZ/oSRMNtbQ0SmLQ8TL2v4XVALvEUS++gMb0v3DLS2odsxfR3UHqO0tvVZz5I+RiNWB+qq/vzOFvX8L2v7XUZejcYjz8zjGfEwbx9HQz5itt6oNPY5qFZq0z80iyMw6YPs4Udi7seT+R8YekBAQMBJQWDohyAVwa1Zio3RGB/f3AQAtGNl5l9/6g4AwM9XnwIADEYVbqGt9fzlWwAA0R3KBJ61HGY4XwllQtad0/6ZVVYbU79/ZrfAOoX924xRX15WO+/DlOwdO2CPTHPIpc0kchM72s7RNzsvGcQejbqdRhbG/mgBLu21z9NrL7URMRC7sBqgxTR7S6LYR1WUhRWgIIM15r9T4RRjwBdXlPHurStTNUYW+WIPUR3hYOc3k+utERq60oqPjLcZebKsjPHOM3Wd0QlFtIqKkgkmz8s6nSKC7QETnmIrwMHr471aWlnCeJ0p/zNKBB0WVpjIHiJG1Bj7NEEvwYifLdZ8gJIM3feB2ZZZlzaOM6S8n+Y3KRi3322rrXo0uogx+8Dknp2nxNaBdRy/EeA8N0lhzjrsfiZ1NIkvhMKZyUJfI5PySY5WSxm4RcS02yYFYPZ2XaZx6q/LKjP52YFVMIIcGE0yHTY+mwzF67UoqLn7XymC5crsvcnc67M73vhzQxjQD8GwLHHv1jaeHQKXn30xAODsqqoGPMDQrAU+HJUbI+O0+75M1f6WLusPL1uwYsh1sV8L5bIQROGPPGL23x4i9JiglPEHscCkkCUqIj6xPcCOVXMprFCwOfI4QHc6+BRfKBee0fDJ209rmNsqqwglUjuXLHRNMP1Ds7DDyc4EHSpPCrNTXWJaLvUjbvtXhWl2mMNNkUWZHyDLAX/EI5uaU43QilpHiTfdmFPTsjfrH6BYxJpXRezQLPDMSK938ZlFSK5tt9p6XWOGjRaVvkzMBKPOQjtZXQytULbT625JBjCL0ZKgxFHjnWGeKwt3+8zS3V19QViBcMscVQ06YDRZx2RiiUq6zhKNWjyOSCMUkSfY4fOwx/bzcuBNcJLod/HMyGYv1jhJ6mLYVH2MdvVeWxhiFGUw04+ZXmrlTr5o2klDfVC3seQ2eyZ9Gbco8uGrtlOt0NgIszxgPJ8qWL1vPJ823TRxRaVI2/+Awf5KA/1+88zx2FyCySUgICDghCAw9MMgEVyWId94KSZ7VN7raoGkn/2L2wAAq7ffDwBYbo2xyOSIikkbfTLzwifDOO+QLMwxacfyCT3KBPYKYNsqLVM5MdmjM5I1S58cDnGJFYWMQVjB5ozsOY1jxNQv6XSUca22NVzQTDGtRJDM6PJF0x99Lc8yL5B21FkLKg26aHo6XznnNT+8U9WmwOY8FCCuGMLZIQU2Jy31w63gb5ZliONp/mHs3fqxcs77uswkYWz+LJ2GSZxgrVIdlXyXqn4z5MorBEaJNyFEXZpKyLTdGvu6nQFUV8zpIDZJB1NO3Nhcx5kzapbotLU9Xy2Jio9lpSGU7SUHt0GHLp23Ft7X4nI0GqEajabWWfioyQ10l9rYuUzdHm96oDOToaUTq4mLCC3W0TT98V0m+1y+rH20vLJcO2J90pElZLFPGo7r2q9Op60V8ja5Aci+FHtvQbPEIFc7IGdDD2cLVusxD2fF81i77nt1zP1GCVOcRWDoAQEBAScEgaEfgk4U4TN7XeyeehxxfAcA4NG/vB0A0Fa/JyYjdVQOkmexS7vlkKyxdVkZ7Ig1H8dF6Z2WY0vYsQQerz1NVBXEdI9oR/3YUG2cT+8o83zw8VciTh/T82kr8+xnVp9Td+71ejglytbO3awS8S9vK8NuU3wqqio42uAjN23rnq0NWuYltifKKE+d1nYmhX4GGWySxsjpqLNUcasF6tlWCYg5F/vnAQCLtKlPegNua87kqlb1sxObNsEClfNp6Otr69zEEmaUyd5600swzHVGtbFAATAy63jCBmkLL6rCVzwachbUYlhqluh1J1EGsPJRSrt9ljJEkTOlvcHQ1zRNE6uOpMfqL2j7plwYlWfQXjbxLHOCsk/IqCfjiXekj80Z2umxE+hjSW/HpPUoAGDEpC/JpkMSsxaZ+mQIcxKYzvvKTJ3O4d4AC5Sd8NoSbtaW3vh7JsZUZkMT0YBMt+OfD6lt0zXzv1LI4Pxk/+ooIYrP2d4+E+N79PKazysCQw8ICAg4IQgM/RCMyxIPbe8gihO02psAgPOfpdT8wsOa1l8tMLW9aGEzUib8JN/QeYusdkNZXBVFnpGPGLZY8rVuKfyxVdsRwcSLYuvyz5/W8LvhSG3zuxcKZCsauZJRMMvR7m7yq9F47GuRrjBKZpWv8hblByZFgfHujK74zIzBbKYlNIoCAMZDhuZRtpVlLyGFIB/nU/vbNXjCVIoPo9zYVAZ7/haVTDDWXJQaeVK6AqWbtqfWdlWpF9PaUn6fKtJ2ntz4EAZLel4fWNNrePUiK1FxtuCvt3K4dFHPy6RxI2PorLrUSk+hM8N8Tbag01a/RSvbwXikxx8xosYxPHCbDDii5G6nvYJOl3VQKU0w5mzIqifl+aQWxKossYv29pZey87wWUwSSv6SHdt5jdmO2c3jqK7j6Vwy1W9JUnM+84kkph1s3p+m1O4+ZnqF5J7ZLWX65jlXzYlgmWbSR2HR8+zt18raAT4fRzjucSAw9ICAgIATgsDQD0MkiLMUrapCkSlT6vTVVn3uM9R2PhprRIBzLQwYV2zs+MFnlc3ctaoMvVM5REzamFTTxSrm+eg3SFEeWFcG9vF30FZ6RhnVZKPEqb+t7a2e023bjCSwmytViZjsp2TVoXXODiLGVbdaqZfNjYwBG/GyzxaBElcoeJ07IxUda59Spm8yuJp6z2gWs31X03ZGcYlngiljrLe21fZt7NF5obE6yaSarTbTSICy1HyxJW3CMaOCBu0Sf7atDH2VESdd2tfNvl0ysSgv85rhk90m7IQxE6rSkXgpiAnro+4OlNVPOMuo3C4mud5/SyqLOWMqq+m7vrc3REIbvNnJjZmPaaufFGPvz4jJqPd29dj9nkbTLHQFjhFRm4yvt9qnjmJaZVVHnFhMeO6mcyHq3AHn4/6tw31lJY8mD5eZhbVzlJR7+yPaH/s9y9ibLNo/XjPsec4Pax5rB47G3PW4M/vPTBaPC4GhBwQEBJwQBIZ+CGIIekmKqiwxSclwWlsAgKJQZpczeiOJY29rBVnpS88pq3n1sopjPTGa4BIr2g9NVMvH807H6lZxhFGpdtjhQLNUW2SGFRW9lu7JIKx0f66lM4WJz7iz2nERKuall2RXGyRbZ5fU5ipl2agNyWu3QHQuvcJu7FAxVn7I1PX2WPtixUrJifiSbhMfnTJrQy88UyrJqnJmSVr1emNoVVV4Ua998camXuDEF7uwkHWxcmstXbHcSfHfc7elLb1XC6L3ZsxSgkNLgy9LP7sQ9ndeUiaAzoJobw3r6ywvOFGBMUd/wtbu07pN0fWSsDHzEzxjtYAfsl8Rwd5AZ4CFUxv4cKznNaFNvShz1KrHzNgVPYcLzz4JADi1sooJn4tcdD+TFKgqxtbHJgcRQ1gir7ZjM/opsvvgUNqszraJawlb2/cwojpdum0+G27e3X0ytVdi0H42EE81dCUxrVlEc2LN3Uyc/LEpbx0BYUA/BIkIziYpWhKhgk5HN6ADZ4/OR4lN1zlHm1P9Fm96xh/qZKQDwVODPWxwCu2n8fyBtCwtmiaZSmJEHDg6Xaac38bP9+g+3bMJsgV9gB++fCsA4ObTWvPUpvMuQv0M8nld4LHOULO7WOxgq9QBxH64FUzSwKbYDEmLxQ9IKSsiW+HnKjXdlgitFotWUx+81tjmuUjlnVqmLJgXep0FtWG8I9TVLxE/oE9nigMi3lxkee5WVDjhgDfaHmNxQl0V1hZd39MkK0dFxoIaOC6qarOTKUTyHPJKB1mXjzDc1v4etfTc0wGTpKilnsuOfyEkTPG3JB1zMJY5tU86CaJI29mm+WnMAtdFVp8fx2pv+vLRnaxgtLk9RNLlz1tvA0o6qW0cjU27JkoQuVrHHqhVLqOGyaXyL9fpylF+CIyixgthdmifN9TzZXEEM4zhqgZ4v8+1hSTW+8+GWjauwWIWruIaXkgEk0tAQEDACUFg6IegHQle1s3w6DjHpLYVAAB2nU6Nl5eNzWSIyMA2N5XB7ZDVfojOx48/8dlodT+hbXc0ZC1jhfpOX80rlrYeVSWiiKn+i6ro+Jnfak4wlR+QaAtJqm0vOjV/3GJONbaD8cjzI0uT32VK/JMpwwI3ATGFPFNJNHOA1dUkO3IinrmaqWCPWuJI1WkbRVLXEJ2VEPCJKUBFJ5yRngmZKnapQNk2XfSqsb/tPl1L1cH570zT3VjlgPVay7zweuWrfU0Qu9TXxCzHJB1LYJdI6jR3U7YqpxNnqqRA3FMG+DQrHaULej963Kc1itEup9PuYwpv9ZgQlGd6vdvb21heUBPQMNvUQ2babqujM8GPPruJl1GMKxlpe3lOVUgvyBUj4TFXFtV5v7Ghz2tZTDN1OCCK5g8FdYq7q8NYfd+yLxrVhGqH5gFGlzlEXWZ45bUy9qOw9Xq/a5cAmIeDnKzXGzfGWQQEBAQEPGcEhn4IBpMcf/b40zjb7yKlE6lnjiKy01Nkwr1uD5fGaitv95RBjciIR/kyACCb9JAtkZ2RfS61axEtAL5yUBpFEDKG2CrxJJaso3KwZ1OHhE7LLu2xgzEZqCUWdbqoxqb9zco0TDl/zOprTnLckZn9VK/d1xT1md60IzeIUMl1NMFid6hMuNvu+tDNLtPnBwNl8VJYWKTzbdaStSmPRZ1wJvtESe1wm8fMbVlXuNFtLZEnp8RwVVVIO3qMrUxDLtfJ1obso1soUJVE4pO+vN3YJ3/Rgd2K4ZhYtJBqstd9e3rMzp4+C+dbglOjLtsxeywFuCjBgIn6ZRYXO1h3HwMAPLWg7Z5j4aKEjsvXnrsJBaUfKiYoGbEU79cR5Dzn8YiO9A47hV5f58XTYu+pdvvC8exmz9EAnwm3leZ3tm5mVnW423SasV8TW585xNGYu828ogPP8FrZ+/VEYOgBAQEBJwSBoR+CwjmslQV2B3twFLLK+Q7fI/sbMYLl9CTHulXMYaRIyuSVVqKfF2+7gJsXdPulbAkAvPSs6XD52o8Nm6SxqZQM+3NYAOL0wgKeIgO7vKU20i5lc3tW5T0W7FBcKuM6k5W9nRE1Ny0vApxpXL6ohTsKqSNW9LxMYAmeCkRG5ynK1WZBA5R1yFti/cZ6oWNn4XOVT5ABmfqEkTYVi0RYgYQcVl+zhkUWVM3oGZnhV1wkTFSSSHxRjYqyDGcYpbRG4TNLgOr0Onh4m6GDTPJZ5myon1g1JmC1rcw8Yp9+wQLvOf0J8SjGmOJlEUWw0li/29zUWcsS5SNEBItjTVR6JYtN+BmJRR+JQ8qfbpXxHnF25WWDpYCw6EhEZv7sup7DOd5zi7yJGmFQPnLF2K407vlhglMOc4j3AXx3rkzAfjwX+7pvY67U7uEhk/vb2Z/EdND1HldgY2DoAQEBAScEgaEfggIO62UBV+RIJ0ytJ+seMmZ3WOp78fG1DBLRTkzp2v7E0syVlb7hJuDFfRXTeohlv55hfPCA7Ds3O21RYNEiVbhcZ6TC00za+cTOTm3LpM3Uih10yCo/69Zb8AmrZUkWaje+svJrrsAmGdt4JnHHpJhqWVOpmYkRuZLsRZtDt9vzm1iykKXlR+yvqnS+OEItwcrZSqkNbW7qtfSWuj4OvSRLK92MLV1Vk3iKZJpWqd4KLMSCilFFPA3sUpZ2hxEiVoykqoD/NmKa/EBt3G88ran1MQtTjPLcz2hWUy0e4vicLMUv0v5rR0Bb235yWyOcojEZNmPeSzL4VjsDKmXrS10VgYtjvc7dkUoKFOUQJaOfHGPdzV9hzDMRh4rMtMs0/rsX9dzHOxRx46xKKqnreZrMbTQdlSMSIbLCE8asZxn2EdLep4jtNaTLX5GxH4kWTz8f9dqZZLzDm7jar64LwoB+GCRC0epha3OC23VmjYqDRFGynmal4YaT8QocE22yNrNJKx2YEiZx7OzuYTDgj2WZeiUcyCcMm1vb0n3bIjjFULU9vkRiOlC3OWivlTHGVoOSZollM52w3VMbm74GaUUThrl+LJHk3sEuntrRQetuO5ZV0/HOL8sYdbXGh3c8UQeeeiPlOEaHCU9Ipn88vvKNOIuyqzNCuaLN6xyzkHOFyhe9Lr2pxbRSmj9C9u1M1m2c1iaXiAN6ZS8TDpgPJXrMu1nbtUoTfP4pdVrudNVMcSs1zxdYiWoMh0cvqermuYGGB7Z72t76ujpdlxdvw9LSMgDg/OLdAIDNTe1ryzwtaYaa5IkfTE3LpWQR6y7royZxCxGfM58F6evINj6bE49JWjFfulFpjlmuj1IftpjE0xmi9VLqBJvZZTPlxhd6nh7054Yz2vnVHtOrxuwAD1ybWca3d6XwQx9tO6/94x7KFcHkEhAQEHBCEBj6ISjLCoPtAZZ7ia/kM7aEm9LqVipzWuj3sKZkDWlGdT0y9D06NR8bCz5JNra4xjBBMuJdbjMig700mmCHZpSUIXWmnzEojWH3sLOuU/NO7xEAQIvmnVeRRd7damODDLX0U+rp5KFzi4vokBWD4XY1m7L078Z0vJxm7ZWFNDLrfYwdjJnrsshKN3467xl6VYdI8o/YNFzMn0vGOFyfAEtMuxfTAp/WbYeThjlAFyankLLiE1DVafxk6qf4zRcs6kwrZrtdACttvcfCZTRimODI6rcCd7eVmW9tPwEAKCs1bWR0VO7uriEvdtkXeq+N4W9vUamTZhH1T5oTWs+vv6Dn5ROCosirZ1Yz7NZ8zILKJ4oZa0toMrHwW0vvT6KW12NPmPAkMww9lrjWGppl6FHTFHN0mn2w3vhVMuwZcnyQ9vpsXdI5ux4J2g/Te/rfxjW093wiMPSAgICAE4LA0I+AqhIMhmNEHWWwVaHv4RGTRYa7ytAn4w30lyjIlBvjUhbCXXBxMsEyFQA7C8oN10x9kTbvMZTFjUeLuJyoE7SVKtPPWJEGkbLe0c4ZjDbJQlu6LnfqpNthZfhPljmWSt1vgbZ0UyGckGmXAMYMvyy948hqW85xgtmqqE7jB2qfUpIkSMmOLfRwQtt0xMykqoj9/o728dwcwyPddiFSdvrgwiZiaon3eT4tLw5ljDFqVKSfVmusi+oInAlZMcGpy326rEZE3yuicbSvbqm311MTKyoBkF0v9ZZ104L2etNZbwnyQu/xxoZVBpqv8+1QeA14ulQQ7ernwmvti+/TaB8n4zUgghjTZ7+P8hGvS5+BDv0zrhLEZOhRQzkRQO0IbQhvRd5R2ghpxAw7vVoH6dSuR7CLz6XWV+bb0ihpNXvsK84Kbgzz+JEQGHpAQEDACUFg6IfAuQhl2UXlJppFAmBCJjcc3AEAWH9K7aD9s0DMqIy80tqfKaVPF1hf8umx4MK2btOPlH2vWTJSRGa+ZyFtDq7UdY4RLJ0+GTY1UZOkj8kn9L2c3moMSpdDRtZcqCokouw7oh327GkVgLIIm6Is8ZFd3eblZH+mh+4jHZqMzLKsLS9oJkwwRox2SgZYeMMut2V7aVWHy8EiO/R8rGLRR6DhfL/4/rtw950fAAB83pLan89keh9aFproBOKm+Z5FilhAi4jU8r2lp936HcMNO/EpXotDSQmCOnmJVaaYRORyAIw4WV64TduJjBFrtNLO1sgXti9miKBdv0WrxJKa/LxPtrKkpDGdEiIZ7Aa06PewlPo6Ccx5jXTz/fToR9mrtnkNrIva6nhfhWfkqPtLrylpMPGDI1ga8S6Yj/28/CjRi/tYu59xVbgaCn3QlvNmBQft3bTF32jkPTD0gICAgBOCwNAPQZomOHtuFTs7e9hkVZ69bZWuNTtv/5Sy5ijaxIgsqre0CQAY59rFT+wqw86y04hoI/8AK91PJtruqVVlg+ORRq2IrKEqzJ5NZlhoO12mc/cWH8M9X89oDVZUWqTdOSN9yFot/NmuJjw99HGdOXzPK7W6zvIpZaOdJMHLVpW1L9Hm2mb8eCoW6aDtiXMNCqcLH49O1psXE+wNaM89ZZErns7rIo58ZaE9fvUEKezvPqL9dvasXu/CwgLaTFlPrArRzMwhKqN6FjET9pGTUUdOGvb+aXt4zNkQutp/C70lDEfaT4Xb41LPRzj7KcrK26q3KL2ghnXgtls/S0+h/BC2mFsgsHh4H3uin30hiRIw34UPAuHshRWH+t2+TyRKaM+u/EXZ8+K8PK6Z6ws6chbbd+i+PukqxkFcc4p9H5CqL/v+mPPdEXANeUYHpPXPF9F6vti0QG6YqJZZhAH9EDjnUJUF0ngBRXUGALBxL6e3p3UA7p9jebEYKFgFZ3tDB8ok0QHepv79XoalZToHYzUdiNP9JxN9MbTbqvMxzp9EPqLuuWhVnT5NAKcZH5ilBdp8rPoxXywM0bOSclEc4TNi1Y0Z3b6p3/H6Yv7aF5MYd3Z0P8cffmZJOvwp+IelqvYpHfqvOIpEcYRxrKaCalf37C52uQ8hgig1WwQXHKD6fe3HL+7r9xdf+SBuizUcsMOBqMVz9+qPDt7kUpd4M1OJFaqWeqDzgu9memFG5p4OzGUxRKfHMD7GUaZ8q03oWXWl+NJuJZN6UiYodViwOVqLcfacPjuXL2+wvbrHACCS2ilpY71VW4rpXG4zPDaNu+jwGbEKTzbY2kBfVVGdbOSmB73NTX1JtVJ1op9aXW5k29qTMevwlH0mltnSbM/X4Pac2zsgHFJw8GB/xRO54QwrByOYXAICAgJOCAJDPwyioXlJEiHLlDOs3snCzZWaMdJUGXenI+h0VClvzJDGwUCL9rY6mwCAPN+GiSBmmVWb0WXW5iFFWf3e2mfhwnt1qn7rm5YBALclmrnUN/ODxBBqpDx5UZlXm9RmlTrknTTBKmnfF53nrKDNKTvf6buuRESn2ZiO0oQMLDXTBrvEoS467et82pIblVXlNcONCVeeMdIsEEXeidchU7+NvOyrb2XaO9PWX9HKPOtuw7TJKZ3AKkdV7Bri7WToZOMWilhVVe3J9SYJY+o0p9DJ2e2toCITtxmWmVMK0yF3dceYLo2l8acdS6iqMGYiUr/H0NKJFft2U/vqScXWIABguMdwRej9nIwL7EZW/1XPqygtFlPRarW9c9yWXoudz8c4V+foxqZDv6fPtNU4reVazBRU7XOKWlhrTWSvgsk26Pe+ot+2fv7mV9zu0MMewN4bef2NNS+s6eaFQGDoAQEBAScEgaEfAhGHOCkgyOGgbHnlTmVD2TYZWPoMAKDV3kVMm3mnT7EjeiZT1ozstyJfa3NE+jikAuJtp5SHXCJzXLnFYfHraSON9RiWobTNmqWne12A4Y5thvONN/Q7S2FfiCMs0ZE4YrLRAjW8d+gsRZb51HJTV2wnFspGpl3VolYST7Nt8y9643AkdTo6FQF3c3UsWjJMq2ohYw3WDil0Qhv1aYbcJfQvoBBfsUc4BTG5gQkdlWVeNNJDpu27rjk7qKbZWF0jk9WgaGfd3S0AhnvmlZ77mBWp7HpjyWoHZczKU4ky6fUtap337sJovMFjMGSVjHgwUD/DJDfGXnp7trFumx2Y1EEkY0wG0/1vsAQhQJBRpC01ffwehcX6eu/X1tQpn2UtX+M0tmpcYjOH2utd+0T9zeb/TRmI/Ux3LpzfveFs3c/DZ+30zz8OPt9ZNj/ftj+z4zHT98DQAwICAk4IAkM/BAIgiwrk8R7ACJM4YQgbo0iSTFPt29kEXdqCE7LaCXWwz2UmfZpgRFa1RTEuLOpteOyysr8RY/ji5DJedbPud8mpTf7x9Q3uQrGtwQBnE0a8MM7tKbK9l7Mi0tlWhoTi3y3KF5h5UCgFsLa2joq28w5t6WYQ7/f7dWcAiGOHymcW+Zx1fqyjX0yvPKXTwDPqSs9vtDPComO1HwvVM9EvK980qZlimxWAhpXOaCzNPxarhVo29NVr228Tyn5nGLpdgtnHnbLm3fEIRUxb/kS/81E0rtZZNynb2rZMQbFNlc/tpAlKq+Xqo1DIPGckAEpX+HtjUS6tFvuPnTKp9jCacOZWWPii3td6NlX5WUTFPi3YsPVRm/VMO+0VL1dsiWaOx6qc7SO178NOdt8fbubvQ7CP8s7uI1eWs7W9jlQz9KCDP09b3iCG9cDQAwICAk4IAkM/BAKHqKqQupLpQEArUXb08pt1OTSt1yqC5c7Ytme7+te5njLhR4YTrHkJAWUWe/zcyjSx59lHNYa9u/Ik1hgzvLKyDAAoKEWbMrGll6UAo2UiFr0YcjZwO+3Pp3fPI083AQAXL6vdtDVR1r1yRs9ru9fD3jalXM0MztlGwapLWcp4+yRGlE3XnBzu2ayF1No1Il5oH99g7dOYLLCftDAZm93eIk3Ium3JiI9W1sJgrNeQMOWfxNgXZSjyAmLx5gCm/zCIv0BvCTZ7sU940mXSSxB3KGJ2We91YbMq3rvKlb7qkDHiiF6ImDK1ZbFXp/Nbko9PTKJUBBPGXFUnbVmSlPlcvJRt0kXcN1nhvenrbChlmZBYyWQt56NcKBWR9NluGzFneSXPwwqNeF+Eq2qG7lnztC39mnFg4Pk82rv/WPX5XJkm6/kf0cZ/eGuHN3AMCAP6ISiLElsbG+i2O+jTybTIAWSRz9ZSYtVjHBwH1Yhmjz6n6hc5iJUSo80fXUFnlzkvW201JcTrL9Ll6RhbHOyTgX63RAdXi2aRBEBMR+etTLh5/WnNBr0p/kwAwKi4gFGh25T6PsBeqYO3OekQpYi5f8plxoEpFQ7kHKEjF/ufVclzjy17M/ajkYkQYsRtPjrQc3g1+zGRmAWK9yf5cJxDr6MJOeJypKwWZKaDVkKVS4YAikhtyqjm/+AEXhxxxplXD6BWyWhnMECyYyGbHEypcW4mmKrKUVHbp6z0fo4nLO688Yjum9RZmZ2OOaMf13MvqJvPC3ZO6qQoXmenS3MKna4VcqDgABxbwpRVH6od2aZPYqY0iKlA6kd7QRRljoRJbvmEz4kvJWVOyVozpTJFRt+n3vV8ZB/h3FfAkcbvaxhInTUldYMHvIPmh0rOOeaMZtBse8c13AeTS0BAQMAJQWDoh6CCw7Cs0C5y76RKmWteDpXNvGhFnY/DKEae0IlE5+MzZNZPU8nQjSdYWVDn3rOsDDQcanufc551P1//cQBab7JHs0nbQuN4XhZQlQBIzYRhKeObSsPXo6cBAL1uH8WiHuO9T+n53Ewmfb7FOp1l6p2XvhoOSzOldDomHSbyCFAyV790xlSZ7GMsP038STqaF96wuqzf0WoR5XUafkF2WzFJKKKzbzJRk0Iv7SFiwo6FNpopKKEzOK8mnlk6n7Azo+2CeoruHai+OlI8tUzj1IdcfmpXQ0HPckYRV9y2iFFVltzDmQLI0GG6L3UC0N5QHa6DigWfY5prSkuWEkSV3d1p+QJhh0ZI/Sxqa6Ln1WlRH90Xw048Qzd99cJmj9YRTJqKYoedAcMxTcaASzMVVah8D9rZ+cpPPvmoiStz86MmDV0vqvt8Hea4DTGBoQcEBAScEASGfgiqKsFovAK0h2hFFpKo31m41OXNTQDA4qlVSGxskXUpGRZ4vqPL9TzHxwbKOstCK8B3Wg8CAJ7d0JDEm1hvsqoEmVPm1SLLovoAEqsqVDmfUj/kMdd6WtsyK9S2u5EKBhO91Q9s3wEAuK96DADw1tt1m92khdMMVYusvBLZcpJQH53p7hOXo4iU3RW+0pAuxZyZceTtzBaKKAxBbNH+m7ZTODLg7ZGl+pPxU2WytOo4ro+i1H72Ql5jsttEz3M0maDgbMWHEFbGIutKPL7CEZl+agk4FDXz2ueJQ5Vqe8uR3pPhgNr39GFElaj6JOAVMUuGZUaxOVsBSZQBDxb0Gj68oe28iM7lNh3rcd6oV0kGPNzTmaA9S3Gc+FlGj4JnEfs0y/ReJVHmQyXziTltZ+Qa7BmaFNje/iT7rc12mCSVmjpkUwZA4QUjp0oWTfPtfexb9nNYdwBHf77EvubhOTk855nUn8O5PJ8IDD0gICDghCAw9EMQRYJON8Fqq4VexjR1Y+o0AG+P1N7YGo/QbitDskgAqzVvxKTVytAmu9rqaEJSVS0DAFKTQPVVYuowSJO5FS5jLxlbYULmtcNjjplENHLKCtNRjCHvdH9hHQDw+X1Wnx/pse5cXkTZ0UY3L+lMwZJ6qkrZaRIxxM5dxiS2ykzTTN3roU9yH3FhtTuNoee7uu3S6YVG+r0uS7PLknXvVSobPNq6BOlY2IwuclL1ijOBsqpqAjhTCWmKQtEwbLZ3Y77GCU0CuIodkFoFIDbD8D5LZoqK2IdWxowiyRg2aqn3JUbIUyYUZZYspAx4l7b1lj0oDnXNUx7TBLzyCW96CsSMeOmlKq+c0IZuUrtxFPm/19bW2B5nTL58E8Nn85G3/6eM2Mpzk+WtQzotmsX8Ad7nENX69HWd0Rlbua2fG8myP6Foat9931wbjsair7DVFb46SgLU9cCNcRYBAQEBAc8ZgaEfgm4CfO7pGCvpAtqMLEii6fheKwThRiMrfoO0TS1cUk+zuxdFgZf19buLE2VDezORGU0hKUtdN9u0zKS0V2XpmUNBlmDLLZ7fZDhEh+Jgb1zRZJIXU8b14S0mE+XrSCdkkdY2VQLWyk/oNYz4/QIwIkuzBBQjWT5CpqoAz9rZKYzkiCiHsDXYRMZooMiqIxmrNzs3nQZDGcPRhm+1SmMmVG3v6EykLXEdlmHx0yaw1GBXdcZ641xRJ/AYzxHnSSzOk30XjCN3A96XCIgZp5/R12CzNDMtR66CY7x4i5FEwucjG1uRjjp+fzYyx3w1pfVfJIhgswGNmOr1NBmtLNQ/kxdDjHYpkeADz7ngMrbiIogxYPRNO1thu4z55312ReV7zsfrm1gbfQVxHHm2bhWZ/LXYFMzuR8Pevt/OPrvi+cGRmz1C8Lyb89eNgMDQAwICAk4IAkM/BKkIbk4i3NRtwZF9TMzey202KJS0VznsbSvT6e4qUzqzpEzYRJkmVYz1HbIhRr5YBAYJmBe1KivnGXnlizqYQpb4cxAvearrrEDF7ljtostJ7GtqlswqvcgU7zsWlXF2dloo+nqMAZ+KXWay5jyfJ0d6Ta1B/eD0eex+NlMbs6qZb60loAufIh85H8fuhb/YTkybszH0PG5hsrWpfzPue6WrbNKiU7Y3NxtyshZAzdmO2YIbGX62rUWBzNN4sllTTL+ESfj6TMEkBirLzqQWgdPzaWV6f/Ny16fUt/jwvKqnLP4S4+xNdkBE5jBJmxHqp6IovYhWRHmB0cgyTsnQ85E/psnw+mCUyHIFaomClaWbAABD5kvMSgnDSX2Poulhoy6GUc8qfACMVXOZsamLs/+amf9z/B3+IHPWPZ+4CqI9fdbPvb3nE2FAPwQRHDquxMJIkK0wDJBT/wF1PdKWTp93JgUe31an4919/TH3aHZIOABcECDmAGT6JfYDKyy1moNGFTlfyLiKppNMbPBo9TKM+UIxbRjHwWeHCnp/9XgXLz6lzsVlDpgJzyF5Rqfs1cIEBe0L22znGYYFbnJAuMyXwijPsUoH8Sv7umxzcPAmGBFvFnJ+IJlOuy6lgptxsKW2zJKpfVeqBO6Uat3Yy2l3mwW5WV8zzVJM+BITmjBmM7Qh9W/N+tISbnwyUiOT3atSltQS77LGKxPIiqLwlYAqmsVKJkUtnr4VALA9eBJFqS9Sl7POKpUn4wVNSpOdWiu+NrkY7Lkw21qBSsa8hjX2CRUZeZy8HNXJXpgxf5BAWKJc5Sr0uhYqqya4vb3BVB9FkiIyc4oN2kYkGi/NyqtdWl9Oj2x2TU5kny/Uyey2c20cmNno2nDVA/gRdzpmC8yxmVxE5OtF5H4RqUTkNVfY7vu43X0i8ssi0ub6O0XkL0TkIRH5VRGtlCAiLX5+iN/f0WjrB7n+4yLypS/4RQYEBARcRxwnQ78PwNcC+NmDNhCR8wD+EYCXO+eGIvJrAN4C4N8D+DEAP+mc+xUReQeAbwXwM1xuOOdeLCJv4XZ/T0Rezn1fAeAWAO8RkZe4Q8qAC9SptbM7wFkfGqas0tiHT7dOEpyms8tYS0E2+fCuMqeOCG5fUTPMhIxnzG3HVqnG1ZO60k+3vcKQHqvhbDJhLK9QSFqaMCnk7LkWntnTdS/mtH1AVhq3lbl30MGYAk/PMAzwfVbLcqRMuOJx3nT2DFYZdrdE00+LlYcs82mwPahlAcyW4UtlRn69OZbLymQGOHOgKcH0uPeiCaodPZ8ea6XGNFntUXhsbZyjw/5pz4TP+Y5rmlzMIiTTTkfveHYOyNmXyiMwHKpJYnGB5p527TgckGWXZMkXLqgAV7tbH9cnXnEWdabS66U/GoXk/lTFzDv+fBmmCYc4MS6mM5JJrtWRhpQCKMsSMZOEzCyTsipR4WUI9HyzrIXJWM+5zWd8OFGVz2LEZztN6r701iw6aWG1RV1tXputH2sOXn9trv571tTiP+4XCNhHyF9ARnwlZu7DFOdHXB4bjo2hO+cecM59/AibJgA6olUDugCeFn2yvhjAb3Cbnwfwd/n3m/kZ/P4N3P7NAH7FOTd2zj0C4CEAr31eLiYgICDgBsANbUN3zj0lIj8B4HEAQwB/4Jz7AxE5DWDTOZ+C8SSA8/z7PIAnuH8hIlsAVrn+/Y3mm/tc6RyQlw7jtMDWiJKz3Yzf2VZmUxRs0Iab0Qb8GPW+n2b69p3dNtpGx0gnc5idUlcnPsFFYOXqo5lXb20PBRJj8WygS/Z2jtu2+ztIuzorcHR0bhdWFoeLJMcuZWD/ghIEL6IEQcTrXeZ53SVttCeswGQhnKzzaUJci70F5CmZK+tmGqsxid2yKL04l/CPEZO0LEHJzKp96QAd9ruFy7HfbIYikdTOuBmGbmGB0mizzmrShU2CImPuFTylNDZqQlcthveVblCLU1U7djF6LawjmrYW60QnzoIiJlvtWJ1VEyxz9Y32kws/Y/CdBTPu+8r0MR3zKzqbStaj+lhk+n5/+2w1SqPISycPORvr99S2v2XnJ/vDKeex5dr9MN233ildX92c7+Y4Rf0Os65ImfPXc4Dsb+XAIzjguG3lB+EFZegi8h7avmf/vfmI+69AmfWdUDNJT0S+6YU8Zx7320Xkr0Xkrwc748N3CAgICLgB8IIydOfclzzHJr4EwCPOuUsAICL/EcDnAfglAMsikpCl3wrgKe7zFIDbADxJM80SgLXGekNzn9nzfieAd/KYl77rrb+5C+Dyc7yWk4LTCH3RROiPGqEvpnEawIuu5wFvaJML1NTyOhHpQk0ubwDw1845JyL/FcD/AOBXALwVwH/iPr/Dz3/O7/+Y2/8OgP8gIv83lO3fDeAvDzsB59wZEflr59yBkTifTgh9MY3QHzVCX0yD/XHH9TzmcYYtfo2IPAng7wB4l4i8m+tvEZHfAwDn3F9AHZsfBHAvz/edbOJ/AfCPReQhqI3833H9vwOwyvX/GMDb2Nb9AH4NwMcA/D6A7zoswiUgICDgbxLEuRvUun8DITCPGqEvphH6o0boi2kcR38ELZej4Z2Hb/Jpg9AX0wj9USP0xTSue38Ehh4QEBBwQhAYekBAQMAJwafNgC4i/4eIfFREPiwifyAit3C9iMhPUePloyLyOY193ioin+S/tzbWf66I3Mt9foqZqBCRUyLyh9z+DxlHf8VjHAdE5F+IyIM8l98SkeXGd58lIn9O/Zx7RaQtIl0ReRf3uV9EfrSx/U+yTz8sIp8Qkc3Gd2Xju99prL9T5ujwHBcO6g8ReaOIfID98AER+eLGPn8iqglk13eW679FRC411n9bY5+rep6OA3KAxpKIpCLy8zzPB0TkBxvffZ/M11v6JfbRfSLycyKqKCciXygiW40++qFGW1/GfR4Skbddz2ufhyv0xx0iMmxcwzsa3/1zEXlCRAYzbV21ztRV94dz7tPiH4DFxt//CMA7+PdXAPgv0HSw1wH4C64/BeBTXK7w7xV+95fcVrjvl3P9jwN4G/9+G4Afu9IxjrEv3gQg4d8/1jjPBMBHAXw2P69CFVi6AL6I6zIA77Vrnmn3ewD8XOPz4IDj/xqAt/DvdwD4zhu0P14N4Bb+/UoATzX2+RMAr5nT1rcA+Ndz1l/183RMfXEPgJfOXh+Ab4RKZ4DPw6MA7oBmWz8CoNO4t9/SeO6F/37Z7jOALwTwu3OOHQN4GMBdfM4+AtVxOs5n46D+uAPAfQfs8zoAN88+/wD+Z9TjzlsA/Cr/fjmvtQVNonyYfXHV/fFpw9Cdc9uNjz3UybtvBvALTvF+aMLSzQC+FMAfOufWnXMbAP4QwJfxu0Xn3Pud3o1fwHwdmVl9mXnHOBY45/7A1bIJ74cmWQE6sH3UOfcRbrfmnCudc3vOuf/KdRNoGOmts+0C+AboD/dAkH0epMNzLDioP5xzH3LOPc3190M1hVrXeJhreZ6uO9zBGksOmqmdAOhAVcHsN7VPb4lt/R6feQd9ac17Zpp4LYCHnHOf4nP2K9DfzrHhCv1xpX3e75x7Zs5XV6szddX98WkzoAP1VAjA3wdg0zyv/UKYxsuV1j85Zz0AnGvcyAuo5VQOautGwD+EskIAeAkAJyLvFpEPisg/md2Y5oivAvBHM+tfBGUXf9xY3RaVUHi/iPxdrlvFwTo8NwKa/dHE1wH4oHOuqQXx/3K6/b/PmEm+juab3xARy06+lufpRsJvANgF8Aw04e8n+HJ6CoDpLT0DYMs59wfNHWlq+R+h+R+GvyMiHxGR/yIir+C6G/l3Mg93isiHROS/icjrj7D9lM4UgKbO1NWMQQfiRs8UvSqIyHsA3DTnq7c75/6Tc+7tAN5O+993A/inL9S5OOecyNwa59cFh/UFt3k7gAIqpQDo8/D5AP4WgD0AfyQiH3DO/RG3T6AM/Kecc5+aafctAH7DTSdrvcipwNpdAP5YRO6FPsTXHdfYH7bvK6CmmDc1Vv99XtsCgN+EDli/AOA/A/hl59xYRL4Dysi+GDcQjtIXc/BaqCLYLVCT0XvZzgZqvaVNAL8uIt/knPvFxr4/DeBPnXPv5ecPQp+NgYh8BYDfhmZuHwuusT+eAXC7c25NRD4XwG+LyCtmLAHXHSdqQHdH1475JQC/Bx3QD9J4eQpq62uu/xOuv3XO9gDwrIjc7Jx7hlPpi1x/ZB2Z5wuH9YWIfAuArwTwBk6JAWUAf+qcu8xtfg/A56Bm4+8E8Enn3P8zp8m3APiumXN4istPicifQG3Sv4mDdXheMFxjf0BEbgXwWwC+2Tn3cKM9u7YdEfkP0AHvF5yVEFL8W6hfBbi25+kFwVX8Tpr4RgC/75zLAVwUkfcBeA3UFPOI26+39Iv8/E8BnAHwHY3jbzf+/j0R+WlRBdXr/jvhOVx1f3CmNubfHxCRh6Ez3L++wm7XojN1Vf3xaWNyEZEmA3gzgAf59+8A+GZRvA46ZXwGwLsBvElEVkSjVd4E4N38bltEXsdp9jdjv44MsF9fZt4xjgUi8mUA/gmAr3bO7TW+ejeAzxSNakkAfAFUKgEi8iPQB/B757T3Mihr+/PGuhWzN/PH+t8B+BgHS9PhAab76VhwUH/QvPQuqKP7fY31Ca/JzAlfCS3YghnfyFcDeIB/X8vzdCPhcXCmISI9qOPvQTT0lnj+bwCvWTTC50sBfINzdcVWEbnJTFQi8lroOLQG4K8A3C0aBZVBSYKPjrqRICJnRCTm33dBZxizs9ZZNMcHrzPF9W8RjYK5E7XO1NX3x5U8pifpH5QZ3geN4vjPAM5zvQD4N1Bv8r2Y9mT/Q6iD4iEA/6Cx/jVs62EA/xp1gtYqlM1+EsB7AJw67BjH1BcPQW1zH+a/dzS++yaoA/A+AD/OdbdCmdgDjX2+rbHPDwP40ZljfB6v9SNcfmvju7v4wD4E4NcBtG7E/gDwv0Htxh9u/DsLdap/gM/S/QD+JYCY+/yfXPcR6IvrZdf6PB1TX3wNdKY2BvAs9KUDAH3eq/uhL/kfaOzzz6CD+30A/j+7n1Dz1cONvvshrv/uRh+9H8DnNdr6CgCf4H5vP87n4pD++Dpew4ehJqSvauzz49yn4vKHub7NPnyIz/9djX3ezmv+OBpRTlfbHyFTNCAgIOCE4NPG5BIQEBBw0hEG9ICAgIATgjCgBwQEBJwQhAE9ICAg4IQgDOgBAQEBJwRhQA8ICAg4IQgDekAAABG5TUQeEZFT/LzCz3fMbOdlU6+y/b8nKoH6u8/fWQcETCMM6AEBAJxzTwD4GQCm9f6jAN7pnHt0zuYPO+dedZXt/yqAbzt0w4CA54AwoAcE1PhJaBr790JFyn7isB3I2B8UkX8vWuDjl0TkS0TkfaKFLF77Qp90QIAhDOgBAYRT4akfgA7s38vPR8GLAfxfAF7Gf98IfSF8P4D/9QU41YCAuQgDekDANL4cKo36yqvY5xHn3L1OBajuB/BHTjU17oVWtgkIuC4IA3pAACEirwLwRqiS4PfJ0atKNYteVI3PFU6YRHXAjY0woAcEwJfG+xmoqeVxAP8CR7ChBwTcSAgDekCA4n8C8Lhz7g/5+acB3CMiX3CM5xQQcFUI8rkBAVcBxqX/rnPuamzstu8XAvh+59xXPs+nFRAAIDD0gICrRQlg6VoSi6Csf+OFOKmAACAw9ICAgIATg8DQAwICAk4IwoAeEBAQcEIQBvSAgICAE4IwoAcEBAScEIQBPSAgIOCE4P8HN1JKsM3yk28AAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# add trend to kriging result\n", "spred_mat = spred_trans.reshape((rows, cols))\n", "sk_total = spred_mat + trend_rbf\n", "\n", "mplot1(Pred_grid_xy, sk_total, rows, cols, title='Kriging with a trend', hillshade=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sequential Gaussian simulation\n", "\n", "Now we will apply SGS to the residual. We will use the version of SGS that uses simple kriging." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 22500/22500 [03:07<00:00, 120.08it/s]\n" ] } ], "source": [ "sim = gs.Interpolation.skrige_sgs(Pred_grid_xy, df_grid, 'X', 'Y', 'Nres', k, vario, rad) " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# reverse normal score transformation\n", "sim1 = sim.reshape(-1,1)\n", "sim_trans = nst_trans.inverse_transform(sim1)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mplot1(Pred_grid_xy, sim_trans, rows, cols, title='SGS of residual', hillshade=True)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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e6cW9BNvTrdf4t9bmOFWBPWBHb3T4EkoGbwIA2FL8F/0XkPEf4nkN0t60oedowOutPfFpJDN8Afba7NfD46cBALfZZACxJ/NwjeU7NmzRcZwdAOvGmEP66lUATgNXbOITeTvoZP2rrrUNoGGMuVPc0D8A4FvRElxxxRVX/t7Ii2JDN8a8HaxWkwPwSWPMCcdxXmeMmQXwO47jvFGH/gyAPzLG+MHknB/S979sjDkOmlxWAPzYC669AiAOwG9YtOC1juOcBvCT+HrY4qf176oyHnvR6WVxwW7CZ9UAALkwEcCO7JgFqeqZhg+xIH9bE/Icy3bbHMkwu76F5QyR/maf5z9XoMJxPE1baT5N1dP5rj3wBojsLYv3iASpah/8wVsBAM/+bgdHf+KfAQCCUaKEbIDXLXWI2BvVReSn+N3zjxKdmptpkkgmiYpuj8cRDhNV7Qj52lKbg7JtzsqWWx4M0VK/nhrzmECHpohlOQL2x96McY/oKtoh0nnQyz5AiDZieVD3sT3pgGzBPSJYn00kdVHaz4IZwYmy7+0x0dVtcSF2IbC/2Ori7TNUdUcyZ60LpYWLNJ0EFvwYy9uys81xnthau2miy1iVyNFK74WnvsXzmpzXRpzI6xZpa1ORID64S43oLpnSFjW/W0LqvkANlR7nf8rLe7U7HDe/j+OW7rAv2fA8bD2WuTRz1QY1pjGkr+ecT4Xvwe5ZBnxVyvwtt48ot7LF9no9BpuPfJwdVf8iYV73OovofsNHE86qU4VhFxCXySsSI6VMo/4c7x3ag++7k5rQpyoci2Uvx9RE5NvoeZAI7ef/o9SMIhFqht6xTBNDmi3OR3ZxsM052hiTVyzeJvpORaiZrAbP4rTMakua4/dl5ecI0bzibeSRC0j7lHlmuZsHADzq5xh9Strxj/vnEJimluEbs50esA0ei+OfaubgseRrkF3c7+P1FxduYR9Ka7i4+jF+N3UzAKAi2/xZi7Eei60kXgxxU/+vIoHMlDP3+u/HzLFV3JHhQ7mkjfcjK9wZ7kvJ9GI86Ep3PbHOxXBPmgswrofcscfYtrkpTKo3bLSodnt6NLfdIht2xx/A07sMtQ/KlLFToolkbp6bxc7aURzaTwXlyQep7hXO1wAA6eN8gBOZNeTFND4asu27O9zIXzYrJ5Vt48YpbmQlOcuGQznIZPZZTnHDX+8PUZRKeVEPy+tybPNA5xy2b0YgwEXeGNLeuJ1ijxd63MRb8TH6Mj+hz/HyydyxPXGoaoy6jQYyslVPJZIAgKe7bNdQtn7f2MH12shDAW46nhGvU6vRFBNz4vCBD7xjZB4Lcgy6SfapVqGJY7Z3CG3Dl4hH5rXQjEw5emyKGKKnPvv14ovI7r8rP8pH1oOoVGoAgHSMm867NdYJOcCdvswz/mlMZbk5t1qco/T8cQDA0m0vAwBUzzyDRoFj2hnIPHTsDo7XDjfMzhCI+NmAS+cfYvt8HDfSqgNBgY9YbB6xDJXe2g437UqDpoT+gMd6nCxCIV4vndZm3+R6bXQ4Rsno9Vi+lzUzaudoospdzzKxFx8gbUw8u8S2BEM4+dxvAwA+3ufbJKNxjPu5bnfGDrJRmrFqDY7FvPwvNxhuriPf9hUfSGPMY1rq93aHa+qwwEbCdwiJ7AGe1+aLbyyncrnM/s5MH4U3yE0/keIcNUp88deaPMZrBVC2aBZLD9mfLxmO28GaTHxjrrHXv/9Xn3Qch2/iayDfsSYXV1xxxRVXvj35Tg5b/I4QZ2gwLFrweIJY7dGZtLtDJHY4S/TQUSTKiWYPRydodooo7asFqm+v9hM9xCIR3BohMuop3CtuyRyQJEpabfA+nX4fvS5VukKBziXLwylbW2H7MtkSTp2nAyu1l+049Tuscpa95ccBAM36NCa1DKJShS9+jIh69n3UALqjIYIlhe9ZCrFU6NlynP3sTRBjKAT9hECeSGStyTYHhaI3g8/AkVmmqCgcX5Xti4UZPWDVnkWVoB8jOe62mzRFHJ6m+l0ccmysbBa2HIpPtYisE9JxskJtB8bH0PTQvBPtcSyHDtG2N6SlbnvQN0TJXa9C4YZExyEv+1n2K7ID566EHgYchVWWhdSTnMNE10Emxf83uzzmopChI3PS2A6iskoVKXKM/asIjQaF/K1JqOOwh/QRFjVKVTjnzR4Hu1Qikk0dvA6pIzTH9Hu8V3eFqn54iY7O7rNfQF9OZCdCs8yzXWpy+wc0NzjjSahpDXUh4COvfBv79xyjUWpVmgOrrRN41qKWc6QgrUKhfgdv/UkAQHJuDn2Z6Sahuac/y7rd7SbbbskEU91+DtU4x315yEXwhBztp5+hM/e7rnsW8zafp7q0sLRMG6U6zSlx3z4sTR0HAKzWvwgAyLW5Jm+IUiv+fJ/fLzdWMRxxnQ1G7EsqmdLfXFONZg12RfVBQvwtEqcJKBjlpwc2wnWi99aA4yNFEL2IHOKVF6cMgovQXXHFFVdeIuIi9KtIID7GvvvbOJRto9rl+y8qBDtBjA9uE6Edyg5xurMEAOhXiZxycb75JwkRs/YAQcUpD5WsMokJj8l+XJPdsNiyEE/RJprO8bdmnQjnwhNEArH4JUzNCCU/ylCqjOz1p36FNTdi+34CuXto9zT7iD73vorXqys23LZDOKsY8oksycY6lvN2y0v79LDRxPkGkdis2h5UPHtACGplMEJfdvaZIL9b7xOVXgLDBIcBgykPUdCKYrgXp9mXS0o66cjGHh32EVWS0MQZOkHWgxKRdnThMOZSdwMA+g0ip/UyQ+x8Y55j+1rwdNiPtPrXiklDKvH6x6SROKMwfEFpKxbvVSvWAACWbNfrviFiZaLbsWLdU+pvUj4En3+I/D7O+c1RzvmfbtCx+7Y5jvliSDWuO0Dx7AkAwIF7SXNe/8qfAQA2HmYsezGcQkB25t1tIvOD9/8AAODcV3ns7PHXoHGeKHs+wTEpBznu0SZj1eNxtqk/6KBYok146yzjtGeP0V7/1IM/x74MZ/CGo/8AANAssB3nL8g2/8xX2c6tOQzbRNnOkAh4dYv1Rubyt/PesnfXLeDggPfqeNUv5Rn88o28xjg/jY9vUpvyaS3tyNF8U+A4AKBmncHTpxlquSfPWPdEloh/o8D2tcMc686ggo4lj7jWTsphEF10mhqE3ehhZE9yD6jVDhUsMH+rxvGpz6M7YBu7Xbbr7kBCl+W92lco96+tuAjdFVdcceUlIm6Uy1UkvhBz7vgntyIViWCnzgiTsUMbmwAr0kmiyq3NLpZn+HY/KLTWkE09JFsnDJAS0gyGlEkpxD5oENUsJXiu8fvxoLJT/ULC52XD7bZpN7d8jyEcIvoe9GkXX/m4oiye/PcAgHa7jf3v+18AAJn99MZHAvT2dwdEN71uHPMp2mwDE2oDpc/vVzvnZC+/3B/gqQ2Gt82HTvJ8mwj7mI7t+fw4WasBAI5GiLxOdIhOXx0jmo94LByO09Z9RgknKUVVxJREE/UQ8TRCQ1TqtNMnexyLA2kipvUxk0xmrPsxu5/21+JlftfpEHlO1vlgXEehS/Tu63ECDyy/BQCQSHF+z1z4EwBAqV7BDUtvAgBs9ol2J9L3Kglp4EG1R9QXsaj9+Pu8btTL+fhP/QtodKkNlHY5hqVVjkVuP6NV/sE85yzT8cMOcCz3Jxi961HCV7dNrcgXTODwHa8FAFx4kkllGzu0j8eCS2yDL4xkimO4uc17HDlGxP/0Cos6pUdHAADhaAp+P8fZq/nwDHmv9cbneKznTvQ7tMVnswyH7fXof6nXubbD4SiKFdm2I2xHUFFfVpD9jilT07RL6FRXAAANhbUObfbTVthgPTbAZ8o1tSPJ640YafIORTo5Ac+VDN14i+tiee7tAIC+fAZ9L5+hTwzLSPR57SNap8EWNaOYV0wgYx96Ax4fCbGftkIuJ+Gf6bkb4B1xzi+1WY7W7imRqM7+xvK8/iu/5z+4US6uuOKKK658++La0K8io1EQ5coBtDo1eLy0m03JDtpVwmqxyDd6IhnCfIBv5rYQeV1p9BMyprjfh2wqCQB4VOg70eaxIaWKr8tOeKJYxm6Lb/4DGSKotfNMqLj12Ake2/ai3aWdPRzm9YJzTAf3nuT0zrziZzF/lEi1uEFU1g2xXb0GEVM8fwm7bSJpr5/264yX7WkIAQUUZXF7KoHv2kPU8qhiukPSOs5VawCAZ4sd7AnKXipU9NYpkUwpwqPeH6DQJcpLxJUqrsiYkEixilX+HjFRzHmoufSUyBWdYwTQjQ4jO7Yvn0Jliwhue4uo9Nj9zEVLTTNC4Yk//z+voHWP4VzVijxn+ijtvINtjrkzcFDYZbzydTeRKujMmQ/w3JZIw3wGkDbWlS3dGbDt0zkivOutTfxFkRpVOMpjFo4q7l6m80lE0Dg0RnTIue42qQmOlXresqlBtdodZErsu99HLeC/W0TPt1m8/p3mDsSynOslHZNa4rqY2qANvdnmejEeL3r6f6hPLWhzh3Hkx299NwDg3OlPoi6el9GI6fKpJOcsFJI/prGNxTmC0UaNUR49JVSNO7RH91o7umcDnRb7bGkQ9h98Fe/1/CcBAJlRDMthPgsHgxyvZlP+kwjP+bcPL+DIErWx78omAQDFnRNsl5/tS0rzeo+1Hx3IVi4t6sY3vh8A8MwXfoPtTm5jWOM90yGu7UKca8C/psS7ta8gleS9ArYS4yLMATmfoAYcLfFZutbimlyuIsH0jLP4uvehVxxh9h6xwvW5gNNZLo6KyLTeePQ0rpdT7+k6H8IvnuGxd0zzZRA1QDIowqkYF0hADsWnlKRzXZYLcH04gBIlsaaNfTykw9MWuWS9eBiXPlMDAGTu4CLNzVC9N+brDI+2zQf18p+yPTvP/orO+SkAQCjvxb5XMCswJ6fSboH3DMmRlFbSzsuSCTwmbpIFOZyyQW6OXxLPTSCQRrHITSYVFB9NiCaJXIYbzNe2t3GLzrvBzwf15mVuwNXCCQDAaoAOs061inyPanFAx8aS3MgP3PFKHvvEp9FVyGBPWarBMB3FnTaTX7rOOooezkWszo349jf9IsfyPDNtt+tf4rgZG+UCj92Tvp/3uuU+juMzzBSsNC/AF5WJq05TTrTPNbC8j47F3yl/HCWZ3o5EOV6f3+DEvisvk5xemmFfCHGb7ao73GSHfiU8yTk9NY5eSZjqKnHtTIcvzfsdmpzC0T3whnidYISfgTxfMOk4/376K/+GfShXMJu9k78pmWagcFGvjxvTJfvz2Nbczrc5ptn0ko5lOzcqp5AOcmMLal4vGxJwZRo00SXiPPeG17wXT3zyNwEAIy3ycJjzWk7wZXxqexc3+wiaJmP8MQGAj36EayF/YwE3Z7nOXhVP8npGY1ljP2em+AJbb59FsM975MXFslnhBjwJVIj655DJiG1k3FP/JsECvG65XMTC0dcBAEybLzmjENpOh8+ZL8zghUP3v8k1ubjiiiuuuPLti2tyuZoYB8bn4Pg7zyEkvpGQvKFrO0Qd911HFNnuDHBynerZrOhyX3FIiTEOkcFutQqvn8ihWCCKvFNp88vprK7P92yn2UdN9LsTJr9gkGikNiRi6fmDSCjBKTfPdkSESkcDtrdWCaBbIgJpXvoPPPaGnwUADCtCfa9pod0kqrg1Q/SdmuM5u11qBc+cXgIAzB88i2mNwUE/Ef/axIzh4b0H7UuYCypUU4jwSIzoNBfiuVMLc/AqoWgkhFrYpPmo2CW9aUoO1ZHlgyWTi0e0r4MO0XNxm2Nu4MASX8yE0nU4EDK36Hhrmjb8I4Vfihp3+xk6PKtVcps4QmLekBfpBOdmq8Lwx8CZJK/T4tz1IwNUxMjoEVdK0c/2eFbIUXJoJox7xtSaJnQIa3mec1GazoS6+IZ+GKE418EpQ+T7Z6vs530yu+UGY6QTMnWF2IebNR/tLV7X6/Nd4YDvycEZkiOw2ec9F6fJNpmNFuHVeDXkmM/P0tF+8SypbW+8/geQbvwFACA6S4e6X7w9rRbbMJddRt2hWejBHtfptJBraEBtNhtmyv4zn/9dPB+mqSvan3D88GNfg5rXDdPAaH3C8c9jjieo5T0o8127DmzEeM+RmDXnA9cBAKyUON5tUWuMPPB7uJY9Ho7xnizNbOGY+P7GAzSafOZSosfuiN46Ko06lRrh/NP/Q/8nTcNwIGTuE//78MUpI+widFdcccWVl4i4CP0qEoj0se/2i7gzFkZMdkEoTfvwEu15MYvo5sPlBu6Sra+pkD1HiTHzQuzWyMZScEIWJDKsFt/u9waIip6wiWbKYy8urBFt3LSX4WB3zRNJPFin8+vo8nN4Ls97dlq05U+q/YzFSjgqeLD5oV8DALRatA+Gm5z60Yi2153H4pi7i2hqqIIIMbVzrctjAyGipGfbbWRkT+8rXHFSoeWuLL8/3Uni8mYSAHAszv7MNTh+IYeoa8vfRqNLdHckyLFYsxkG1hPveEsaimMcdLtsV7srhsEM7cVbp5jaHYmmMLv/PgDAmRMM5/NZbEPYQ+TUiTnoiV88ItSc2EtEOOgyhLPjJ/ouFArwqlrTDYcZCrfafYDtIUCEZ+yBUQq8X+j7+SrHqRUiUi8VbAxFT5BUUpStcZuXM3nC2W23gbaP/etHVNGqc5xtmJYmYoBmu8brObJnK/nluQiTaY7e9hMY7dARPg4QaWaPiDt9lWRTVpwo3x724Y9y/P3+SdIb121SFAcrZ59EborjPamQZcvOHk9w3YUGDfRbbNfLU3RCPyS6jJhC/3Y2mYTUDzZwMJrkWMrBuFKlPXrQ5zoM+4Jopnl+UYRipSrX68+9kU7W378YRzpIBH5elYpSHWoZcRUwOemjtjcMdDDdZd/tgqoj+SbJVVzj0YgFr6o1OeC4teTITSs5qlErY2aaDufLW+xPPnEcAFDpPQUA6Kmi0bUWF6G74oorrrxExEXoV5GYz4P7ciGExiN4ZOf0qrZiUZELW7L/2sMpfKVKRDEY8O3u8dQAAP0R3/KZYAAhcWHvSxDFnBUBUUUERr4sUdv18SCiR1cAAAkhiOeLRJcZocF+q30lIiEaJyrodnnvaJKIM3pbEpbvnwIALn+QSD1+m1DW14hQlu4pAF62sT6pI9nj9QY9VXBpsZ1Fs4RugjbpiupBHla0y4lN2jNfNTeLm5d5fhxEUHaZ41Qdc0wO+eJ4RlQBKQ/tst44kddIYYund4iW444D4+X/w4MkAKBUZbhaT204lHs3Ns7S1o0ANZjNMm3yuRCjLwL+Bgo2+x7QvJ186JcBAOMJ9/oU+zued9BSZaJTZxhK96r3Mlnr1Kf5OQxvw1YfupPQ1Cht/Z/eJcq1e1t47xznmlcD3pKnbf53Ntin7W2RdPnX8B7xzke87Od7jir9XYkzPvjgGdMWPLFfRyNE29MZ3uexT/8ippNElI6Y1ILiUJ6EjQa81Oz80SyCumdXGlujrqisGP1EheJj8JaV0PWq7+F5ql/qVdJb9dwp9EQpfd5ixNTLFbmiWUEywfZ+ZWUL71Y6/6zNiJWEtJdwj9ps21O/kli2Kq3gGdFHFEUr/Y6FPqKyh8ebqn0rAjsPuLZvtxhkUrHOIpxgxEu9UdDY8Lp9hWvmjr4O+/aRvGztQdbACSopKn+cPPIrK59DZYcRTfNC6ifBCKmEqACSUalw11hchO6KK6648hIRNw79KnLwYN75zf/4PbjY6SGjor9rQgnPFpX0EiGKOL1yHF2bb+qc0qNrBDqYTdEGvt/nw1hoIy87dFzETCWRY905QxTxYLuBoLSC3QGRU0jHWIr+eGQ3jkaD7cmkiG5zskm27UkKfx+lMu3z9fO0tfYV0xxQcY6hvwrHmdjKiV4icSL2ZGwJAFDZJnLpO0VEE0RgAYvoLye6gJQSq+5NxNFRtM50g4h1Yp9d0fW9/R680gYWvC/TuBFFbtRom7zoZ3+3qjVMezhuSaXsBxS10VBky57hbQCEkFJEVRsekkOtih52YDzYUqx60lHS1ojzN6mLmvPTJpxIxNEX+u8ICY+Unl5LqsSP8/VasJOEsYqQ/6SQ9m6ni8NC7xO61lKbSDasefz154hSD0cexZyIt64PE8UnxvSbBEQlEAh6sDXiehrusg+xEMfNBNjeZHgRpQ61k4p8DzNeJiNB62/u+tewv1N51Iqck8QU77V1kkRejrTR3dJpzOxh7HVM1ZEmCH0opJ1MJrH2lQ8DAMoNpt03ahy3o9e/FQDQbxPZ/lrxE/CLKvleRX3NhSc2ev6dy8/B1nhv1ziPgyDXes/h8xAsR5FPc12e3+Yxs3HG1GcyRPodacSDYRUt+as8onTuqM6t30vtYDQeIBriGCQS1ILWt/hML+xhwetO61kMtC4GspVHgpzXikNtKtrnM3zv+37RjUN3xRVXXHHl2xfXhn4V8TthLA5vhh8nYQtxZYJEiI8GaBteFLn9Kw+dwUPrtAUP7WcBADct8Nh9USKoi8USbhI9a0hIelXE/mNFz6wobToVjKAjO/1haQGrKg+3rUiWxUwZlTjtzWOCBuw2+LdfBRyGwxzWPstohelX8l7hIdGLCdR0TB8tpbN7Ve6uWiBigsPMvev2E93sDDzwjbh0vBZRckbFHOJCdN1hFymb2sBoIFutyP8Dio9O+pM41WVfkx3a3hcPE6mPig8AAPZIe5mbzsGr4hm7yljsK3IiVmEbKp5n4FE0yU6LqeuJINuwrHjyBkaIqFRcJsbvhqo3iiCRa0/IMTSIo+5hZImj38Zhfp5S5u6yGaMpm7yl+p4tFXfYEyLCW0jF4B2L7nZCzaroikc3qQW95yCv97FCGnlliPYV0dHz8bM8PAEAuPd7fx2dv/h1jlOM97IsrrNkYgkAUG2dQz5CX4BJ0JdS2aJW5R9zTKorXKNj+wgiyrHYepYx+T6l41crXFT7D7z+63H/Jx/WeSq9F04CAJr+IGwVzQj7ub5aOWoJF87Qip7Umv/uTBJjD58Du8r1MakDO7Z5n3LZD0ta2UAUAk0VWRmpjKNnbOFsh8jcsTgW5SqzP73qw3BEf0/XW0VZFAnBDp/dXlTl+JrUBPbseSOGnRX2s8S2hwJE3wUh9Ug4jaO3fj8AYPM0NZlmT4VVRNPcUAbptRZ3Q7+KjOwRytUysoljGGkjKPYZBvUyhUVNGy6kurHwtr3cAC72uFjjUke9CuubyWaxppDG68S7EYxyEXSrXGwVVcfZLZeRlJlnW44nSxv8IW10M4kwnlFx4mc6VIXDAS6uelN8I54alt5AE9BkA643uElkU1zIa8/kMfLw/+0+HWutIo9JpFW3Uqq6FTKoqy5oVuaFm0L8e2fMh/Jco4lbR2xjTxWCDuXIC3KxTmdTu13EtM5bsfjSCD3zef6W5L03RaGAkY2YNutMiBtS0OH1N1M0fYV6FoZRjvdQ45RvcFMdBxXKFvLiy00+xPcoOUvdQk7cHUUfN9lGZwt+vYyyMY5fccj5vVn0BY1uF36Zm74ss871emG19GJIBdMYa5ymvGzzOMCbZvJsX8LwhfvuGQtf0EZuqQjzUdBMEfcSFKx++YPoxmoAgMEm197eBTrsShVu3on4QWzvMHHn6M3vBQBsd7khOXJ8rhbJpDg/6qGfIddMQskz3SbHdKxC6BsrzyE1Qwfg7DLNQ889xpqgzQ2uv0hwCoMRX/oHDtGcE2hxMzTTqiEgHp5gw49RnONWHssuWWd7Dx9kxabV3S/jgo/ztkdJac80ubHviHvmvvgYWxbH9KTDMSn3OV4/tMu2zGZY1zTjTSEZY5jnjl5yzxY4R68Q2+L66l9gcY6hwoEox2lLNVMDog3weWPYOUdKg7IS4OIBnl9zeOzmlNDVNRbX5OKKK6648hIRF6FfRTweg0jEi3pzAzt+JiU4Ug2LSgluSw2cCwdxwKJDZRCUatjlmzovQq5Rb4CZKSLBx3aJJI5OE80LbCGr6kblYACbYi98nVL/VwQn9ynlvus4COi9nI8SWd4hgqVP9pXqXZlHf3wCADA1TWQZU9IRVKsxnPBh5QNyrt5PNFl/lmh34biQ+YRgKhtHW87Py0oVPyHmSLFCw+s4OBWgGeVIj6jv+XMM/ZtZVFX3cPTKeWH1ueVn+n2gIfSm0Mn5gBd+VYqKtalBVOK8fkpjs4s2+uKl9gkll+t0FPtEN+C3/Vjx0Bxwp5caiRFCDw+J3oyfbWp424hLtW+C2tOHVe/1/h7PHXs8CMjk9qOhO9gHVYR3xFa5U95FqEsUOZAGMeVjG84r8WZpzOsFU0H8kMUEoKCShSY0BmMlI+WP3ofUDp1ujSmOQXqeYZlN8b93e2WMHc7nUIk2j5hH2VDd85CPWkenvYNgjGvSn2O7+nLa2tIw/YEY2mWi2lZR9UtlavHIiZlO7cGgz/XeVI3ZtrTRSIrtTSZ4/fLgDLxVztuij5qHneQaqFb4XKQjB3C7qANqoxUAwGyUppITA47tvzsXw48fJcq+Ly9iMWmvTl3XqxH5+/w++ORUbfg43ntlPm32qUWGkEG7zXGemyfpW6XAJLVRRw7x1kVATu58lmh+OGS/gwOOxXLkxcHKLkJ3xRVXXHmJiIvQryIGFrxWHMZTwSnVAI01RWAkDu+eEFp7MESjQwRwZC/f/Ds+vrGrqt3ZHQwwJYfYpPZnRQRN67LFrslJeuPMDKoJ3qPWJOKfhLmVVNMzk0rAiH73yF+qTbo/XQMAbIQaOP8EQ7vKPtqq/QEhV4fta61OIWaS/P+jRBuNy6Q3dcasjlMa8D4bm1tXUv8jk3R3kWwtKcHoyeIY75wlXhiF2PdSlG22K6KDhQdPVHn+bSmlSiu00esXcgrQtvx4oYj7hLJ3g3RWyRyLkZB702MhFWTf83JYm7SIzurskydi4Q0Eieh3ifKCUZ6/CTpSH6vx2PONBhYVmpd12Pa3TxNNbspv0ev3MRJyjpVPAAAySyKA6vPe4Uwck+jgh3Z5nbsHtFHbUfbvw1tEiD843AcrLru/w7nuq/7l0dfTEbf+8GcQXiCKP3wHCbbWHiH9gdfi9Rzjhcz8WL1Agq37RES146UzdO/ed/I+nW0UCgyDnFA4OEq0CYr+4fLul7BnmnbxVptrJ52hz6bdpB252WoiKoKyXpe+hk6fNuXWFrXHdo0a7NK+t2Dc51hMknqMR8ly/YnfqY+dOm3VExv1wCEB3e26z3tuHSFi07btly39v2uuDoX5XN2hxCMnUkDUUAv747JCfJXU9w7DBKrN6BaCXQ7c6ipplKsJzmNcIcQBbxRekaFtbrE9E9t8R7TWKIjo/hqLi9BdccUVV14i4iL0q0h/2MbljccwlZvHolDfugi3ynUi9bZs3ydXo/iH+4lEtjZ4zPUhoodURvbCURCJDlF3w08kvqFkof2qQr8pW/Xxtg9rGb7pGwqJO+7hMQVFCJwuVbGcIwJ5rsb27E3z+o49IekCZpaJLlodpZiDEQsbl4hAIwsWvK/lcmhcICIchX6CxzzLc2ozIjBKrMIofNKnPuRESnauPbHNx7Hep313SxXQr1cCz7qHxz7e7GIhRTSWs9i+qI+fc0Ku2wP+Xsjn8KxItZZ9SQDAkzUiuz1KxElHwogPeX6oJypi+S6sjKI2emPsVYWdthLEoiJhOgei7pMN2ZY7wFtFw5COcR4jQpEtFaRZrzewEOA9nguxPcdoAkZSdnJv2ANbNMVvyxLJfapM5LpnTEz1pln6BUKtOXQUyhkONdUOjsH5L3+GffEHERgQfZ77wkcAADsFonBnxHEbjrtIRHjN2Vnes91lMlQ6xNDarQu0qXssH+ZVsKG+RkQ8UkGU7RKReya8H8M+12BEGs1WhVpBWT6HUPkycgMSnUVjSQBAIkm0u7F7TmPNsa1UypidY7s83bDaruibdV43lZhDIshjhkOOX1DIPKfor5VKFcs6PzhN7e7NWUbW1FtE6p0y+31g7m7sFFkD944UNdM7gpzXP9xZAQBcN7ZQHtFHkPUwwezIgFXC2ik+2/32ECUPtblulJFI1SY1kmyI/TUv0s7qInRXXHHFlZeIuAj9KjK2bDQTVYQacZg0Ee8zY6E2RZoU2yol5/PhoirAB2XPXhsqGqJIhLE48CISIHIrjPh2f7RG1GeP+ZZ/nbz1z44qWParbqmiQDaUxl2XPa/vOLi8K0Qn1BIV/Whddm2/NwDERAlbJGrL5vn34KukBDBRoLcpkrEqr107/VsAAKf3kwCA3aKiYO6ex1j2Z1+O1xscJeI0hsccm9lF0JZWoISph2tEnNNq552JBHIhIsoH13n+9bJNPl4jus8Lfc8lUghMTeheeY/lNJFYVP2MD8dwhirqIFreRIwoy1shuvQaP/o+nh9KUmMoiwahMeR83jjNMd7pAs+0ee2bNN6JAefjEEEhdlI9PC+NKqOEoqGSqxpe3rPdGsKj7yKKLvKE2e8ZXdc3iZyyn0fc5pgeuYWUvZefZ7m7RplRVsAIe267GwBgbTLFfjZPZFxvq5CHp4ZRh+0ql6idzC4zHjsov0e3zjWwuXkCZ574Q46JXyRf07Qpz8qmXq6uwBqplF2AqLYv1LzoYQJTxayhP+QcW4p2iYZ5vVyaa75eW+EYDVtwRCp38NXsZ3uFvhErOInDz8GAWlmpSYR/zDBapufn2Canfahs8phgheeltaYSEWpORS9VptW159AbUJt4w9RNGkqe855FrudSrwdPaVLGkFpKMimfiGgqer4a/A7nK28xuqgV4VjmY/RTGMPn/lqLu6FfRWzHQXvsYCeyiYs9Lu77w/w8oCK5J8NcAI/7igiAEx2VGu5XMtLhGTrTzhTLqHr50H1pVeYAi6rcpA5jtctNZOgA4y1u8hnVGd1VONhFmWkito2BGONm/dxQTimk7tIOH+BY+ItIpbhZ+9tUH3c2+eDFFtmG2HwTg+UkAKC9xmM7Bb5YUGN1lkaDD9HGJ8aYfz0rHsWG3FTPfID3PvQDRfW7h5qyWy9XuRFkQUfUhtqbrNVR0cablDM1IGbA6Szv/bSchYdtBweyVGdP65zDSVWBsuVAtUdXXmbdANXsc31W2ZlURIrXs7AUburNKllLL4RbUuzL+RbH765ICHonYazxLte4qaa9fMi3PDZeK/NQW+thWyq+X5mUju0gLCdvuzHZ6LiG7DGPAZcJzpsOjqkC0jDC6yUiNFP0dY14dgFjhYsmcuLXmSQCaf3NZ1+FQZvf1WUaTC3Ribn7LDnToZdJa7CBrtKMe+JZj3X54tpQsehk+CDsMed/t8b+7cb4kuoNGM5oMkCqzzddfupGAEBHlZ0cJd/VEtxcs96jCMn521Qo6KAlMKQ6prXKZYTCyvZUglO7yXmcneGGfH78GHx66Q+bvEc0SQdq2bcCAFhPcEz++9ZDeE2Sa7Gterdx8NhInHO4ZKaw6+OLZdDjM7Jb4HViOiYU68NTUbZ3li+YG+/9xwCAM1/6A46FwhqvtbgmF1dcccWVl4i4CP0qUhs7+PPWEIXdIN6zj8iwK/PHGanaSTnM3ppNo6XfpJGj7hB5PrtJpJ3P5bAttj8LREx9qYF3TvPYh7eJVA6HDdpS4xNtooWWnJHLCnk832gAHaKrC0KhA5kXFhbpAKpUbsRWidfMH6Y2sPqlJQCAd1khY/7TSCeIij2GKnT29p8GAPjieu9/nvVI6/U6xmIq9B+iunvXK9nOzXWaC7r2GeyRU/bYAj+/VBVvdbcGADjZbOIOAZnrpqiBdIUx5CPF/mle73yxCJR4r1mZWsqq2mRPUH00hy/0iB6jqti+LmekV/PyGr8P58Hf9rWpET3ZIvpe1lgvKTTU17VgyYFa0RgHfERpoyD7f50/jKISyxYjRJPxPM0MAXHPPL1dwJJqTX7Rw3vfaxT2KafcHxSptSWGIxzI0gzw8Bf/OdsTezmAK4WyYLx+jKXRJA4RCe+cIJ9JWChy9dwjiKWpjTkOTyysr+kYrp1akQk33oQXQ81nuEsEW2+QD+VkihpEovc4lob8bZunY58cn398idf9Hs88QkmOabdJzao45BqEnOWLESLijfKDuOXAzwEAGueoBQya1H78Hl43kU+i0GJIZCfKeXRkdvIUZPYMRTGQ6bNnsa21Ktd6FksAgGMJnuN1ZtCTo3QUkhbaocbQsTlG21hHNMDrfbRCs98PgWbJ3TI1nrn8EbRkTkvkeY8nPvHrbLvmuS8t8FqLi9BdccUVV14i4iL0q0jIsnBdMobHWzlstJmUk5DNLql6kMtNoksn3sVFm2h7Qynr1yuE6g+2iALf4KsiHOFb/LZFoqBTVf7dbigpQenOXo8fj4hgK9Im8twrO/tY/Ohpnw92RshaSPXxFf7t7cmxmFxBVE63gZw15lWyaZZpK203A2hWCb3SGdoQ519FROYVSdT0be8HAJz7fS82v/h/AQAC8Z8BAGx9ibb4fW9i/+E4V+zjN/qJzm6PK7zPsA+3ZjN4bIPO0Ls9RG7tWbEaKhHH4+N/ZqbzV+pczijZ6HmFi7ZFanauXUZS4/O5VY7pYED0nE3SlvtH7V0cUn3RZ8Wwl1LyzLRqnSZFVdCPDeAI2ffkn/C2Oe5hQx3scDeKkepuFlRFJysebeMnXjqYz+K0fnudxbUSUw3VWo/tmpNWUGu1ke8RESJA1GwpUWw85r2Ty0eu+FvWHmIoY6lCJDzqsV0zs8toNrmeAnKC2mUh8mlef5IcE2xFkE+xrTspjtdqg5rczWOu32A6iUKVa3BPX+RoIqB7j9L6g8MlHHv9jwEANh76OABgIUj2zMv1B9mGJscqE96LQZfj3ygR4cdVKcqvpCTHRJD0sz2FAPveUuKOr05kHbKjyGXpmBymeaxHoaXNLvvgHfEZ+mKtg2KRz8h75kWgFhYBl9gqlwJR/NGa6tiq4tFalOtrdsyxbTW7WDzwXQCAgZINF/bQGdpSJaSxwz5ca3ERuiuuuOLKS0RchH4V6Y1GOFsqIpXp4lMniSDeewMR7K7eh/GeEEYsDkX+4VhEFe7FG/6mRSZIFMolzMm2Gg7zmJSXSOyhMpHj6qOMahjd8hwMFFpn8zMtjnMnTLRwoVTEPlU9r07CFuPUBuaDRA+3ZbN4QCRfXdn9O02l/LdFDRr0IJmh3TOpepxRobVCl+3cfFRhg+MhDr/vFwAAiSVFbdxLBBoM0EZ5oWrjjhjbc1ap3cUe+x2UdnG6Vsdt4sfutHmeNSaC6/bkZxAVQG84QF6EW/4Sj9mfJ3rf9RL1fmZzG/WBSJKCHK+lOO3uh9Jse2dkY1psXHOi7vVDn3WitC0hxAUsoxcRzYMq0jR9HEf/iOdUUEXAy/YEZT8eizffoyQpezjEYfGyjxtsV0/JOGf9nPu1KufsLako/H3eq9FiO6IKccwfYmRHp9O5grrH4ldf3EPK2fXLTOvvDh0kRBvRFB3F9E0km+qsUNNcfPnbAAD1z1xGyKHGYNuMRPqtTY71980SES/tpjE9wzGsqK6tz+G4Ly6SfqBe3ULhAq9dq1M7FE0+/EqQa29zflKJRXzi4q/z2jX2z9olMVs+e5zXazyFuCJ8pkRpMJR9uwui++7AxsrmUwCATJyawlDVhCY0GRe8XJt7ogH0xKs+Vmjj+SaPfdOQcxdLhdCY4ZxEVcFrCWx7uMcoq3a7go0L1DgmFaxyGYZ5NlrUYmy49LmuuOKKK678DcRF6FeRke1DoT6PmJ1CdoYo6qzQ4/eL9tPkiRp2m0W8zKL9NDrgZydAJCZTMFJeC2PFkuezPGYSR74QJaLr3SmkncrgwtMsPBBMMQrispd2wQMeoueZbA5nVHGnX1fdURFvHUokAbCCTkoxzPUOUYbPT+TV/BpRVjUXRPQupnmPlD4/SWmvKvkiPkukUov3kVxm5EAurQIUfR5zLE4Ud8nvxcka0UuzSA0iHidSWn2aSDM8W8d1UWoF5STHdtQgOjJCUN4++zbX9yHmJ+IqhjgG0RH/Dov5aujNoyLT5T2HOcZfu8xj5r2ch6lUEiGRea0plvugoj5k2kfWKMa8cglTYJSNx8sxaWoehwOi8GHGeyURJaK0+0SYqLIxVKr4sAtvl2ukr5qTA2ljL88xDf+uuJKRRtsYjVQJSJEYpTKTh2zNQ3LhKPxKXBsNOP4bK0S3nU6N9xnUsfgW+jc8z7A+68ZjTKkf9dnv3TUm69z4pn+KSw8w1+B5pb3PzvA6ZdHn5ocd+Ns+dZ6D0LW5hooFrs25+f3YOvNpAEBVVX8OH/0HAIBoiz6SSoZ+o/XQaaRUM/WhNtH8/Q5j6jsO12FruofHC7T731Cn1jKnBKpRrq4xcbACxsEnRRc9tHm9oaJy4oo+Cg9GyIc5j9OKWb8xwefrQxXe555NG3cHkgCAgMjq4hEi/5GfqHsUPI9yQyR38kOE0q8CAAxGbFelqsSCayzuhn4VsSwHiVQXN6d7eE6kLSElssR9XFwdMcBZfh/aKtlly2mWtbgh+MDN7EzMxvkC/39Y5om4Nq/jUq3vWKYTpjYOojqv4rU2F6dR9ZqeYtiyXi+iUT4YSS83sUKBG8KmWBwPWhb8qoKUitYAABvrLBg8/zpuRoN+DFk58WJyoO4Xi2Miwb48uP8E+xI7imabSych88nFDjf/izvcxEwkgl6XG+OotwQAeOpDVOvnXivelkQFlpJbeuJXvyjT0N0KI5saMyyvH1nFUBucLedUT8kq57psw6tzQXxG0WKLGtNHGtwwHwkxweg9kRD2RDiWO1Fe75Yb/lcAQHeTm021wg0FaYPtuor+ipPcibG95Q7ncLRrw2qzPSHxl+9WuTmYjDbx4RD+kZgdx+xnZJ7jtbnDezl6mS/6b4clU1lnwOsWHV4v0BUn/qUvI3+WXDxeL4+ZnuEYD0YsMxdPHkTprPqhsMWwzB/BFMMZN1ZZwei5z34Ifosb0MTx964pzu/TG+x/I9aDR3PylCGYuNORGUmc8bVmF5aHa3F5H1/awy6PbcqJmU2TP9xT86EVoAMxvcjNvlPjup/ysaayb7CKVJLtqTdqAMgBAwCJtFglPU3MDgmsHvedAAAsKeO30+LmOuul4z/v7eNVeZpGnpBpzoxoIrlTiX/DVhNVccHvSbIdfjmgK7s0rfoDPgRslUbM0YxV1zwONRajmRcnU9Q1ubjiiiuuvETEOBOiZle+oRxdnnf+n1/+KVzwXkRFiSc+qcS5XRXmFYruBfpobhAlewJ8Vwb8qlTTIwKK5xM4pSpGC3KeBVNEXgWxOHrluPQEg5gUvPya+M+fuEA0eu8Cr2+8FmZVoaWj9/MjVaLu888Q+SwuPYmEmBxvFIXAung4Bgp17A6GWFCf/apitE8sjs+3eb3ohOGu38dmmShvd5tIJBInqvH4hGjDs3jy3xAZjWfZ31BG3OI3EbUlUg3cnyOiSSlUMygz0UjJOk2NyQFfEgenyfmRmSLKOrn9uwCAorjm++Mx+jJfVTVXAyU3nd1RXdNQCDcN2a/ZLFHknnu+BwBw4Uu/AwBIJjhuhdbT6MuU1I+xHZ/RPBwHr1sejTGrxJZUjMj/wyr8fJcoAVYGYxzQ/wuiGbjbUpibtcIx8bEgdyozh90dqvPpNE03Z/s0lQwKPDcXnkZFqf7eibM8Tod9PMExbncagBzMUFvnj97PMdY81repkYRS86iq/milQQfjR+Xo35J58I5EHE9qLBpip4z1iJbf7V3idf1pQFrTcMS2Wh6iW7+XYxONce723/Fq9HZotttcZQFpg5A+xSVu2lc0kFaPzvumxj+doHnG6x3hkTbNTdcZJurZfrbZ6fDegYBq/07fhHqVJiVbRdYHMhttyfntr/URFqtqoc8xnukzLLIY5Rh5akBAmtbQJ3ObTW20m+Z1BnqG3/2eP3nScRxC/WsgLkJ3xRVXXHmJiGtDv4oEIhkcuPMH8EcP/DzuCIp3W7zeddmsA30xwAV24JGt2rZUlzDAt/uzXqY3V6sFLIgqwK/3aUgc5bMRnttQIknHHmMoG/VQyDMe570XhAxCsShaspWrhCLG4theOECU64Mf+UkVI9nJn+uxfZO6KiPHQWGCRpV2P68qSVNhIrKEUPS2M8Zchmhl7UusnDP7KtoQgxHaUDvtNJbexfN6m/wctMVt/jTv/Zp3lHAwzrG4UCfy8io1O6NKQbFJxaDBDdhap3Pv/AUx22WoU/gniMxx0I2oepB41D9XpXawUuMc+a1NHIzxHi0RUa19hQ7B+oDO5M420aXjH2EQJjI/J03hjWkizZ7Il1Z3ihiKkTCkhKdFJXo5It6KOiPk2hzppQiRXKFGW7dRWGs7SmS3/Krvx/ZnnwAAbCkZqRAV4ZjoBsLtDgJIAgA8co62OvQGB8P060wtHEVIVA5+IfKq/BOOzfZubVIT2JNcxNkaE5T2BKi1nC5qrulfxGpjA1Hxs79XGmknRbtzuCWncqaFVpnH9IKiXJAzuGWoIVV2qRWMvtqBP8SxzOWPAwD6srevrdMJPDNzPfo9zl82dQMAIBXj3PREnOXzJuBV5bC2qkHNRKmttG1qEHtvYGWm7P79CJxg271BJXJtcR4ymsPtyBNoaQ0u+ZiA1UxwHnZ7HMdpzwC9CNvhFfNqM8hQzrCe7a9rR9dWXITuiiuuuPISERehX0VGvQ5K557Ga9MJREu0CYdE2DSepV1vuyYe54EXA9XPjCjKpdJeAQDsBPnurPUGOO4T9W2XttqgKo97Vfndp2N7dhsl2dkPKoTwGE2QaNeJ/jxWF4+oUlFICUtwiBI8HiUKOUBXiSifVtTCcdHTDieUAOEwThcYiXCPilH2ZQdUAAaeEp95xePB5jY1hJe9nWjKWDynpTC3qcQmzn6ByCl2D787cB3tspcfY6hY3mvQFqZYFyd5YMwl6eg6S7L5rzpPoAkRgikNv9sjwvR1FXU0WERE1dcTGoN35jhXX1YKeb1k8Izoif0eosWFRfK9dy4qGSbA6zUSDlbqIvISynU0XkMRoT1cjeCGILWn+lYNAHBfPq2x5TG9Ygk9h9rPqMw+hDKK3hhQu+iqmtAzH//PsLy0zw7yRJjjJs9ZHiQBAPMz12FXpFWPddnmIz1qblXVaDWWD60Kbfkd0UYMh+y3x8M+pFMMMd268Fl8uc+19zIPKx+9YYHX+7w0pNUv34jeIo/5VPAEAOAHlPRjy0+RHuyHx08tJ5DiuD2hqKcDsjn7pFE0GiuwOvL9NDlXjsNz/AqxtUcNfL7BMMh7Bq/WvThe8QS1g2b7MpZt2cqj7E9LmuWR+3+U/VYkVXV7G5sr9BFE8/RZSOlEqcy14A8EEbH4ZbnB5yE55HP68jDbuT2/CqMkt50i0btvUilrhXOVjYp6+hqLi9BdccUVV14i4iL0q8ho2EVh6zTiniS6Y6KNXOROAEBLtR/9onNt+4aoqcJNcsih9Su9/GiMiMwO+uDr8m0+VrpxIEY0VGkSEcT7tElW/A2EhbqTQogdIdcTsvnZvT7qY3r3KyOeP5okoAhar1Rt3CaCrU0hzLMlor+UkL8dCGIpxDbmQmzXWdXchGz0Xn1/1PKh4FWatZBiUfb3PYrZ9SQSOPbjROQw1CBuU0xx8C7aLbe6AwQ9sldKY9hUjP6Cxi1Y4thOzfjQk8YwrNFeWRNiz3U4NqXwRWQaVGFi0jICIKLbFFnaduMQDs6pulKb41O4+DUAQNnh/PpUvCDY8+HgNLWMc7I/H9jgOVNposvvP+ygWONvl1WBar8q5yyqwpLjseAMiOLtONFfUxXvrS7n15FN3hewccqm1nO4TFvw/gTnelCXD6K4ho5qWd6eoNZYB8c46JdmWHwO0YgQq1B8OEikmUxyrHuiGvZ4vJhVhM5vr3IsfUGu7YgoJvbcV8OrkvztcJ++i5jFGH8rzPVRDZ3D2MP+WTaPvSRysynZ/1MN9nds9TAwXINrhnO0OKA/JiC6h53SSdyfuIVj26T/ZMrimGxtkeJgbvYw1ivU1OYs2ryDoSQAwB/lPK59gUUnao0ypqeoHW5e/jwAwGvxGG9AFcDGHQxFxxDzi3QvQK3vfJ2a+Gx/HqO4qLPTXGdWf0KtzbGwFXd/rcVF6K644oorLxFxEfpVpO90cNl+Atenvw833sI6jpsniRbyAWZb9vtEOnBWMWfTux0xjJPdv/cuAMCzxT8GAIx2h7jzlf9fAMDJZ38DABDyETUEPES0TY9KccGP6EAx4LIrnlc8+4IQ+lQogIhoQzsO0dRXZF+PeVQarXMUj9cZZRPztXUej52kdnsHTcyKUCwqEq0V/RYS1UFciCcS9iEWq/E8xfh6vUTSz5SJPG8KdHFcDv9pRRQ0hfTfN0f756P1Ds6rGMFr8kRDT8iemrGp6RRHHJM91ZuxmGTcci3Jez3b5Vi0RkR4y1YcbcVnH1j8fgBA4+IHAAA/LFu8JzlE3UcNqC2iraqQl38v++JXRNHZcA1R5fofsBUdoWIffUVxfGm3gi9/kFrBr76XqMwoLj1a5+N1IJPC8372fVVI/+kS5+i9CyqF0qVvA40+Dse5Hno211Wiy7+9WWkUoRVUNM4o6BH2sp1eRY7MzeZRq/P8+VlmZ+7u0r5dKHC8IlH2t+vsIhHgdd6yxHblQ0T+f7ZFreVno9fDGXNOjI9jUJF2losRWc/hNgw87F+jw3stKK8gbbF9AaXhh4YGDykKaE70tpdCzLiuab3d6jmCepuawv74HQC+niWcSVNDLJbOI6o6rdsjRgfF2rTtp1b4fE7vp0bde/4TKBQ4zrkstZVSReR0luqsNrrYP880/vU6rxfuM9s7J1t8o9bFTIBaikfRO30+Kkg6XFstra1rLe6GfhUZOg52RkOEL3wcA4W51Zo0GdRtLjbfkOYBb9KDnofq9m6PKqHvnPgv5CMZOEOsnn4SAHDXq/81AOD0536bx455rOVwQ/B7exgoQWYSXngowk16S84lDxwMtPHOyCQSmxT2LVOlPZhxkPJzoT24wjqjz3Yf5bFRLuxqYxd7+FzgtLg+IHNMW07EsNTnQrOJt07RFFF3uIE81Ojoety8854e/EqKSk0ciUrH35FZZW88ifAsN/eLKnT9gzPceL9W5qbxn1Xp6bsDDyFZY/9aMk+83Md7X/Zro2lY8MR4zxNP/zoAYCwSnePT5BRZ3/kkRJsCq8LNYeDn5pioiAddvOP77BCmfNysqhbV+q7MKQGNzU3xBJpvZd8/XqYp6DUZXqesGqz20MHtUt+/5mF7fmw/HYkzPSWlhXTdQQrJKENdk1m+KHqqyxlQSKi/HIfJ0SzTCbPtK21ujsmOErsih5DL8UVQq5FrZduvDbhLs8VuiX3aO38cBz38bU10DyuqBvV+HzeuqZk74XE0zlLsMwkVhBYTosfrRzTF9dTb5EvjTpmGrG2FbS7eAwCoN87hLpWl2pE5sKKX+/XijPd5oggE+OAsXf96AMCTD/0mAKDR4j2L0R0UbCWTNTkWRyyamJ7+2i+zvyE6QKPxECpVjoXPxxdCQNwuA4UkZmJLaIjT3BPnnBQnVZNCMkH6bPTlAI+o0LhvxLXkVcUik2X/r7W4JhdXXHHFlZeIuKn/V5HEQsy585/civlAAPen+PYNNcVFTYCIVEBo1WoDNSKv6JBq3yBItTeUIqLYbpeRrRHFhAI0HUzPEC1s15jCvNMhQtgbPYxmlOeXlHRR1zt4oBqX19n7MJMj4np0SFPQWXE+P7SqFPTZDC4q5TwgBLZPLHFhOb12ej3MK+X/qwqDvFFJPwWRX+VU2SfrNTiUI4o6I7PHhCEwJM1hpVJFThWdYhPHrq7XarAv04E4TIS/nRS9wG65+j8d65FWEBx00TO89u15oraTlZquzz6l++Mrley9cjamY0S1TdVkDUaCiPl4/kaY47wijWH/kGhrUmlo/IJnIyVu8Uc7nI/9YN/C2Rj+qEBkfkDjN6+wx3mH2ko/6UVTVZXScqK15aRNlnjPgEJhex0Pcik6Gzs9jkUqd0zHcK76jS044tveCRA9etY5Xpbh9WLJRURECdFV2ny7L6evh+3aqdGEtX/2NcjM8p71HYbvOapdG88v857tBryTQq/SkDpagyElnvlDUfQaHJ9qhRqqM1aCWJTPQ1O/ewNA1ZzXOCsM1XANJBqklfBaQSwepMlyZ4XmjwqYwDYQmdhvrqzgfSmO6Xml80+pmQlphp0xVbLF/hG0DU14toj2FqepsY7luA8FMtgucAzCEY7lE0L8k1DFB7e28Z6AHN7SDhJBmmUaet6rqlv7I9//QTf13xVXXHHFlW9fXBv6VWTs+NEdLeD8qIq5AFHB0TDRS1A263Fdb+l0FFaKvxU6tNU5ok1VXgn2mGmspmjntLqi46wQ6g/kJBoneN1n2s8hNSTKqqj6zYRYqaVkjn5vhIpCpPxx3ns+wHsuKuTO6XaQFnLdbRFVnZN9+5DCrY5M5fGZHfkEZOueJPucKrANb6YigRo8aJd5naNJIsOqj/c+I9tr0LYxlDYgQIdJMnQoQ82k0x+gVK4BAK4TEZhX9n/ToT207eO9LQRwi1K8x17ikLmoKIpFZ+xN+K6EMq7uqp5kLaBxS3KMRiGUxL89A7YjOscxDYiCYdXimKDdQlyp+aMux/vOmKo2idrhK7tF3Kew090KkXp+gpLlDA6ORwiKYztRo7MxKyg1kHMk4FfYogH8CjdcOERn3vZl0txWakSnxfI6jl7Hmpa+Mh2Jz/nICT7f4Bj5/THUKtQ8EuL8Hms+568jSVfv9Ef5+6E70ZPD1OvjLA0UdthUiGinUULuBgYFmDL9GpUCtYOpZaLc5N5D6J7gGkplmKpvi7p38Y77AADnv/D7mEi0x372lFyV8LOdk2SrSCKP2H7SBO+uUfsM2ET8HSVzvXx+Dg8rVf+cfBh3Jfg8jbT+akLRm+YUjLSB/XE+Y7sljls8ysUdDQXgjcgmP+BzdXhKFBbyVS0vLmK4oxoB+cmzyzaflDbwxUuLeDHEReiuuOKKKy8RcRH6VSTsd3DzwhDjUQgxoVpryPegtctP/YmZ8T40B0TdJizaXCFiUySyaIVayIoutxYmWjijiugqBHMFhZwZjWG3aEfNK2zxaDoJAOgpJXvLWsXqaAUAsMenVG7Z0G8VUdCut48zG7Qzegzt9xsNIrJejggFhSLyiqiZl6384RZRaCSmdHoPkecy4giJ1nSSMNMwRCa2rvFQo4E35kQpKtL/nqq8x/oKf4xEYKVVeV4FO6b9XJKf2aRN850Z2ib90Tg8Gu9Qiuc4lugPqoqs8e+Fr8f+dHMci8EONQajdvWDdRS9qkfZJRKPBYToVMVmya+oDYThSK0wCq0TO+wVKNQLBdCWCnJOfTiiJJpOk+Nntf0Igj6HoY7Zs/c4AGBz9wF+P+D8LOy9A70mUe7G2YcBAOUabeBLe0icNRgOsXrpEQCAN0itohrSGChipFx9HnFFYHzeIbo9reiNdzzCMM2FKYb1XfjqH8KnuQ0oMcx4Faap64WjCWw/+Vn2x6OoLoufIyWVrXzl4+i0iJKDUfY3KB/Gqc9+GABw7FXvBQCsPfJx+KK0lR+5mXbywQ6R//rzn+Pg+rM494WPAgAO3f0DAIDCKVLtxpsck0fHT+OmGPt+siBt2OH4PyGCtssVzkMqDjQ6bGsmLUI1m+i+UD8BAPCYmxHwcW2381xfK4rySgqhj7oOfNIkJ5FpY4XovhzUkE5k6TO51uIidFdcccWVl4i4CP0qErUsvCwWgd/jwVhIbFIGK+oVEVeLb+uV3RPIJ+jNH1lEtU2ROPkiNQCAE/JiqLf6lEf28WQSAFBVNMmKUKBt21hUpEJBafg7bV53vUPkdFMyhqhDdBWpEE7GQ7SVdlUkYuQYjBVbvSdHZBef5nVTY977kSZQKxExPdxVYlKcURAT1LaiyIy8v4WuimjEkqLWTREbfLjJz1YnDzNmO5oW+2vGHL+2qrLb9RGSebZ9YHjPuOztFbD03MqAkRBLwzgcLwcm0WOc9jioogwe2svb20UE4uzXjMM215SWXobIsWygMOR1Lg6IvO7dJZqPKwmmJ6KqcHAKpT5t1LERo0AiShF3NK/fBQ+gGOa7VXRhpOIOoQyRf3W8josdxo1PNYngzp6jBrI4T9RdrdLePfRGEQyKakERQ5PxnzgjStHLKCnmer7Btr9lmgUz+h4iZDs7QLvD+X9jlL/dup/RG8NNrtuxEqhmZw6gJ5raaJKx76UdanDJDG3+veYmBkP6hVoh3uOMqC+uO8vvw+EUen1qlJaX8zDq87rxaY7N2S99jF1xBuj1NX+fpMaw+PI36zrUIi+sfAEh1e09/yiLfOSkeVltjtfrPWn8WoU+qe2HaG+//FrmeUwrEuvsFj9fNbuJ0DTP/w9f4XXvXj4JALg3yLkq1J7BnllqLlMtrW3R8DpK3mpG2hiItM3RGAZaXOMVrbcfU3LZn+PairuhX0Us2yDV8iHkDaIW5yTa4r0+J1a3WFj8I8MQ+tp4U0klBykDsqIkH6czxFGL3CutDJ1zGTn1RnJmXu+lKnvKZ2GlyPOCMvcUpUaOtJCcoYOoh4uxIk7mkZxAf9FS8pHHB2eksKomH6LlGeqIn7vEdsJ0kcmx7f1nkgCAcZQP5ay/xj7JzDLyjWCpf+UwH9jLKu4cjfBz0ItjY8AH/hV5bmJGZRajMg80TANjPSSTCi/nxIXziimOdbPNF4Q9HiHu8GF83EfulcWWPIqq8zmsDaFoMRhtvH/SorOqog1wbzqJTSVZ3ifn88RMEOryZWzJ4bnVfBapEM1GHxvS/PGybbY9pASSWqiKRIubQ1+FqBcXXwYA8Kgxo8YAvrgqOw05D1DyWFeZvy05av2bZ5E/yqzIaLcGAAh02YeW6ps2PBZOaB3sV4auPea9Sn1uxHn/zUgLKNgyeVWL7OdijO0LpbnJBv0OIgm2q7hDk2FW5rKBaqdGIgmMx9zcrS7H7boM15dd4HMwdsKYnmYIbVdmipBYBy29xMc2r1epVDA9xZDIXo/9XP3qH3HclM3sCY0QVkJW0OILuad6n0M5bedS9+JNgU8BAObfxbWNAUHCfeJP8hzUy9IfwWOqeHTkML97jTKI0dc6dPqo1zmPY8PxGqgi1tDhuZ6AhaFYVdGTSTDE8c9pTZ4MK/P3GotrcnHFFVdceYnIi4bQjTHfA+CXABwBcLvjOE98k+OSAH4HwHVggc0fdhzna8aY4wD+C4AggBGAn3Qc5zFjTALAHwJYBPv3K47j/J4xZg+APwNfYj4Av+k4zn+5WjvtsY1Gu46O3UbUKHxJvy3E+fdIzrVmwIGvyzd/v0/UHVA438qAqC+JMc55qOaFdhVm6GFq8kyWYVKO0Hjc8iAnJsezqu14cYvIc4kACsfNGP2OVPGgGOPkeHuVuD/6DlCW+eR0hajsotBee4tsdv78KaRDRHe+24hMCttSd8syY/iIjj7f7eKA0qBNm/28LP6NfQqP3D9lYV6c8D5pCm2ZMkybSGccd9CtiONECGyjxb/nw0SBB1QhKDSy8B82aLZ4X1Chg22OaSbJwRjPALuanYLm5LgSeS7JiXxrwIe3ZqhhhcR2WTU1AEB5wOt7o+xTM+gASgh6W5wUAPUxtY6yOEuy6TSe6q/w2mOi00qJDrug1O5SqYDblfJe8qumpXhRzrfoaMyKKXB35zH0WlxDUweIpCMyWYViCnlsB/AOMSfafaJjj6G5bDHGEMJut4vsNBOSigX2axx19BsRaGeNiWzZ1/4ImudopmgMTgAATJPXmTvA8MPqxmkMhhzTFdEgHBywfXaM680fiCC8SBNSpEIzTK3GNRPyU6NJKwkuGCxgMFLij2rs5heZf5OZId3AoFHC1ir52ZM3vAkAEJWjv/PAH3L8Nj+DAzHOZ0Yhwx6ZI/1am8tBzv1c34tbAtTCngyzXb4i16ZXjJb22EZ1zDkKqIaAM8M1/dgux20OHswoJLXYYQKVp8UxiIeJ2IeJF2drfTFNLqcAfDeA/3qV434DwGccx3mnMcYPQGxG+GUA/8JxnE8bY96ov+8D8FMATjuO82ZjTA7AWWPMHwHYBvAyx3H6xpgogFPGmI85jrP1t981V1xxxZVrLy/ahu44zvMAYIz5pscIbd8D4Ad1zgDAYHIJAEq+RwLA1gu+jxleOAqgAmDkOM4k4Awg19W3ZG4yxsDr88GOjLGm5AFbIUsDJb805CA7MowhoRTxSoCIc6DfLqubm8UmXpshyhjJaegEyYSYKLM7flWUQcTBkpyibdUxPbJE293xEJHnSr+Jmo/oO2MlAQA5OdMGcqIVhyP4bSLqGxaI0j5wlkgqs4/oqFE7imKN4ZO3ThG5ftXPe0TCRCwtMdI1/ElsWrLLKjV/Rsjpz75EFPm2W8/BLyKxUYPHjKfYrlWljPvHFqoOx2Czw/ataUyPRNmGTFshaVYF98zw2pU+0W02w2Oa26piE57BnOqyFoK8Z1ztu2OK2saTlQoqBaLum20mf5xPcCk8XaWG9H1yxC165uFRPc/+kEh4mOGxDyux5I2dHm5P0ZHY2OYSbA+p/YS8cuD5xri8RjK0iNLJjZJe9viO6BwRoIVyyGSpcaw9xzqfC8tM6Kns8Boz/mUMZefP7qOD2FLpnXKVKDI3uxfVMpG0kcb2jJGWMuB8ekUotXPiYRR3qDUevvHdAIBWidqaLa0KGMN4eM8D4+O8p9ZDf0xn66AxBeeswgqTHMPxkGNdb7K/cbEt+gMRbGzTLxEOaF636IDuC7HP3nwXbriOqP3cFz4IAHh2i+0M+qm5xgJTSPmJ6NdsUWcoWW4WbPu+NrWfw9e/DRfOfBQA0DHip1dggwmrcla3g8Um15wnPyHA+7qmCwDJcAiOaq6GlrjuEzrnAw2O+Rt6k63p2sp3ulN0L4AigN8zxtwI4EkA/9hxnDaAfwLgs8aYXwE357t0zn8E8DFwg48B+N7JZm6MWQDwSQDLAH7+m6FzY8z7AbwfAHKZyN9Nz1xxxRVX/pbl73RDN8Z8HsD0N/jpnzuO861E9HgB3AzgZxzHedQY8xsAfgHALwL4CQA/6zjOh40x7wLwuwBeDeB1AE4AuB/AfgB/YYx50HGchuM46wBuMMbMAvioMeZDjuP8v0qLOI7z3wD8NwCY25t2njUdnCzWcVhoOTWptG7J7ibE3rP6yA2JFha6fPOXw0Q6e8N8MZSDEfz3U0Rurz5ERDIS6ZHd4jm7GaJVn/FhrOiPe5UkUlKCzFNKmS93OpiXjTAi1BBLKq05SKQSMUBRUQc9oeMfPkS4cVFJSK05G6erREpfvKTEEa/qXSpzqucVQkMH0x6OQTxDNLmlaI3lG3m9hysWpn38fy9O1H1JSL0sBHUsGkEwQmQzBI/ZrjI8MDRFG+eGxc9CrYFbskRlY4caTLZPu/EwQRS47VzCvE0baVn6WEwaUkt1SHv+ALw+9u8jRSYhHVTUxvfPsf/BJn/3+4PoKdLByD8RbfLe3yMbdsCTgG1zTMOzit4RSg4p2sgf8qA5ruk78cd7qP0Y1cPMpPl9sbyJZovrY3EP7fbFTdI1+/xEvfFYHNttouKmooLiIdmj2wwBXL20iojC/zIZjsk7KorWSLG91Q7xzLDfRi7HiJPChgizFBkTFdIO9doYiAbBJ2qEiyuMNlpefgPHuLGDffd9D48XfUTtPOkB2kL8vQHnIRpPYnaK2kmzyT70e9SCfKKp7vV6VzR4Ryn1PkuVv2yut0HTRljP1i0e+oNKId7zoqKsPEPOy7lTn0IJ9G/cPaZ2Fk+xfyUPn8X5fB626s+ORfcwkO/htOr73lsJoRHnHMcLXDPT89Qk3pFkX4aViaft2srfaZSL4zivdhznum/w71sNz9wAsOE4zqP6+0PgBg8A7wPwEf3/TwHcrv//EICPOJQLAC4DOPyX2rUF2vBf8dfrmSuuuOLKd558R5tcHMfZMcasG2MOOY5zFsCrAJzWz1sA7gXwAIjGz+v7NR33oDFmCsAhAJeMMfMAyo7jdI0xKQB3A/j3V2tDe2zhiV4Cm8U9OLTIt/izQqOqpYBDcdlFGwatICMUWgPaUWM2bWlj2XLt4UEs7KOtb0L76lVUy5kgUWpuwGmZrycQiRLpnBoyTjknW3VA1WYOhgLoiF6gbcneaatijihyi70+nhAl7n1J2vjjHcWxy/b66FoA0SiRbvFzRMkLb6MHfzbE935KkSLPj0N4eJfI+T1WDQAQirBd908T3XRzCcjxjxNNopU9cmO8Nkt0mgtH0JIts6VKT75lImJLpFyjABFswjHoSTsJiRZ1t0mEbdmi540kEZM9dX+ASFV8VEhUOQ+viFoQ8y1mVbf0OY1fRzHKdw4ZCdR1BvAHOc7tIhFiUFTJiZQSUUoXEFM9Tn//65oVB5ft8ll++JJ+9ZnRI9U618CGUPKcQ3Q5kzuKtiiJu0LfMzO0AV+sMCW+v70X+SnOUXGH/hOj2qKWNKc9B1+JXUWx1BtcZ5OEHW+cNv9cjwi2sLtyhdJ47IgETtTOaw8TM8ViSTxf/QIA4GDitfzcdx8AoCKyrkR+H9pKfLOkxaYOMtLGP7cEANg98RAAYGvtHOb28rdGg5EsMETA7SYTxbYf+xyMyNaMh2v7kSiRfr3C9XdTJApveVJgg+NmiT5iPsQ+1MsiHksBfQ+vVwfvUS4x7j6tuPsWOlgcEbW3VQlsVeWIfniOMevdnRbihuu9L9qDDUVgRUUjYcA1fq3lxQxbfDuA3wSQA/BJY8wJx3FeJ3PI7ziO80Yd+jMA/kgRLpdABA4A/xDAbxhjvGAk4fv1/b8E8PvGmGfB1Lr/1XGckjHmNQB+1Rjj6PtfcRzn2au1Mx8w+KklP57KlFATB0lph4shLweXd8yFuBIZAw43fUuJP3tGMjPIdHJw6nkUxRny5TKPMQ43vLRCHL1ymFXGRWCsAtQKoYqXuOElxSiXDAWxJubFS3qYjigczy/+EcuycN8iN7pdFYeuK/strg0+ne5jfZUP2NQbuEnsjSnRiJfHI0qqefVCD4E9fADKCkFMB3jslni0Y4MuMnpR3TAl84LGdKSNvdyqIyCTy/Xivpnq8npKrEUwx01xth+BP+LXdfhdd4Fjuq4+LXmux2DIF1e0r3uO+FtIG/1sZAo7pacAAHaYD+OyGCz3e2gdLDtUyz0tYL+fG21zD18Q2wWG41U3xNXjGyCrgtlNL+dmwu/hKJnGY+/FcoRKYrFEU0k8zs01rDC6bntSRsmHaJT99KgS0GjEfu6J0zna81fhETe3T5mJG9sK74uSsbBre5BU1md3yDnJ7OFL4NQTv8NzHSVE2RWEw7zXxMRRKpHZMR6Vw7LWxqyXLzqjEMRul2O7USJXjD+ShneLYzeRmADIQ5/9ZwCAYYXrZD5/F0pbDAYYBglW+k2xlzqTgII2MpkDGgOO5StU+uvcDMfYtzFAOU4nr2mpQlaI8zEfY+m9apZ96QU6ONfk+ni99zgAIJjjOX2tm+VRiEHNAAoDtmNOz2O0xnVSTxh0K6ovMFaAhLK+5/fzZRfwTlb7v8K1lBczyuXPwLjwv/z9FoA3vuDvEwD+XwTxjuN8FcAt3+T8136D7/8CwA1/o0a74oorrnwHi1ux6CoytSfhfP8v3I0j0RBKQTpkznX4dq6pBmJUlXkSPj8KQuJTMhWclqMzr3C6hWgMj6wQ9XS6SllXwsa9SysAgIyud9gbRlChYZEMkeyXyzTpTPi0Ax4PxpNKNko+WuyK2TGv1HjLi6p+i0mreE68MRElBO3PpvGhNaUtf4b3f9lriWyeeoxI5y1306o1k0phJIT4aIVqaXxABHUowrYk/H6ckQnjbvGFj6SBBOVMHjgO5oJE+ttjHvtrT/C3HzukykXSTDbaHSwNOAa2KtPEZOYZKTV77/J70S7Q3RJUBRmvknKGMkOlFw5g5TmaEcJBor12jxpXUMizGqMJoVaqwVfh/ffvIab44wbR6HVyGkbGYXh74j1P8Fny9FXZKkSE3Omuoy0HnTOUKULOxp5CMIOqouQPZBBU7dCEQjcnhY2nZpc4bt0qxqoyG40nAQAt1crsD2oAgEq5Bq93wqDIY3xak3HNhzPi3G8VH0c4QKdoRsWT1zZpXpnLM3hso/4QTIvXGUrrnIyXRyGU/tAcZm59JQCgcfYEx7bGseyNqOEMOpNC4zlkRYsxEN9LpUFrqlc89Z1eDV0lTvVtrl+vaA1zOvdcYBOzIpV/UDQFr3ToTF4+wmLPhU1qL+3+JjxKYym0aGqB6hWMra9TacQUrvtYmBrIos1nxT+p42t5saM9YLbLe8esafWL2sH0oZcDAA7cdrtbscgVV1xxxZVvX76jnaLfCdK2gcdrY4ycLiZ8PLYciZP6mTUdu9uNYPUZEm/lDzDUbF5833st1docDeG1GJYWi9F2OByxDmFXtvBTQznXwgYHhWafKhPh5cVVnhID32q1juUgz9uRldpWxZWQ0G3G8mJnQBtpVRWF9qjaUkIOyjON1hW77PQy0c/JRxhQ1Lsgm/8etvttVgn5LBHl/WIUDIokalWo/MGdHbxTzHaOSKLqZfVT7UwYH9bHRFUrYkDMzRD5xEREXtGxu6Mx5jU+0RxRXrktUi0lH22c+fQV2oSF5eMAAD94Pb/s9iunPoexV4yV20TmqRhR1exBokusfAkA4AtbqHSpKZSqKwCA23L0OUyq41zX8yIgoi6/n4g3IGRcHDEJpuStIi7mvlGA4+OIvTHs59gERPhmO3VUCkS12X3v4jj1iU4nafRTew5hrPR9W7Vcg+GM2jBB317U6zXec8j+jka8d17OyEGFKPXA4e9GvUhiq811amWzM/cCAAqqZBQL3oihX6RVEElYm+3yyBEbHnnR26KmUClO6uMSmc/FqQGs+Gg334/70O/R/u/zBXWPfeonkXG/30Ukwt9OBKQBFtmGjQL7tjc9hwq4rt4cYtDawi202Hr0HI1W+Fmv1zGS43/o48McmNAPJMXZ7xj8pw36Od4qx/CKnNyfX2MbbonbuFu/jfw8zxpz3OtKLBqdmiRkXVtxEborrrjiyktEXIR+FRmPQmhUr8djw0tI6+0eE+LcqLLm48je0LHTmCHwQqdLtDHrIdr60jbt2m/b70F8gcitLPtdvcwEi4s9Rsic/mMi2423FK+EYnnEF/7mGaLUjuoo7kml0BYSmUQUXKwqEqbM7x2PF4dE8tVTchTkO9lWZEw8EIA/SMTVPkM7avoOoqOFm4g82232+9HWKu6W5z+oqIi0UuvPKWRsJpvFM0oYuVd0wFACyMfWqZm8MZ/Fx4q0T0ZVIzKp2po1EVt1lLR1MJNCW4jOkt0/n5skhYgQbbiKSI/aRaO4wrbfRVKnjBKg1j/8MEIOEXnIR60nIFt6QxS7Pi+1lhQi8EWJRruqbOMThcLNw7yuu4yv9ZlgM7fDsc2LUCzmE099MIxGiJpRR7zbn1xnivytfv6dGnDME9E9WBCCNp0a26dQuK78FPWdS0gs0a+RnVf00knaifsDtq/Tq8CZJOU44jqPMQKmssvxz8/w740zn4dHNAXzi7x3v0Mk7IBrYq31FHahlPwmxziisMBkkuP1UONhgOAWiQT9B2FHXPVNtisb5rG2bWMke7YtbaPS4sk/+QC1lXfddQnHazz+7jTvWQ5wrseqHlQqFxEJi55ZRGxGIcL17UsaNz63X/NVcUwRPxEh6keCCtcUp/243caP7ef6qGv8ygoj9VuM8qnjBHaVXDUJOfa2eS9rrEiYDp/lay0uQnfFFVdceYmIi9CvIh5rgFhyBWPbgU8kR+WaIkQSjGfudVTVpbMFCLkuzCtpQ6nnKrSCdtvBstByVVSxczl69598kNSisX1EBPcvdHFS0Sk3CX00lSnTF0KJt1pX0Gdr8p0SbyaaxHqphL2yIa8ViHBujtMrf0lBTnatitflhTrfw/aUBuzLWIk7tlMDAFwfCqGtePOCIkwWFI/+dodx1ZcztSsoqq143oYSg+6cIxqt2DamI0Ru96suZA5EZ1GRkTUVZ23tOgiEqYE4Kl5hVM80l2a7PSODtRYRdU/x+qOv8N7e+2mP9lgGVdVTHThEhsEux6++w+SQzkC+jb6FgwcY+72yw6iPgDSbkRGVrP0k9iqWv69KRVXZgJf3slBFofoMTJzjtacuJBxnPwdChgtLpNf1jEfoKJFl4Q4SqJWe4zob7FITnL/9u6/QyDYKZK4obnLOGg3+PRi2EFFxjnSWaqNX66Ir6oWtSzxnevE2NGVPn5B7JVQcYuCwL58ed5BRbkU6xDXpF7lXUFE0x4d70KrxOrUh10NXNUl9bX5ORxb0/Tk8UHgAAHDMZjTxhH7g33wv00OeKEdhbM71YMR10M+yD//6q1y/7zlyFseVCLSzzQin/A2k9W1WOM8VsXtkQkE8oKI0z9HsjkyY/f2Zg3z2frU6h+UWx/mgw3tMqZDHwjLXlm+cxZSizx7d5XezRoVsprkGjAjGrrW4CN0VV1xx5SUiLkK/inR2vHjq32Yx990BjBaT/HJCAPWUqs7niQIDKQ98Aaajx4Skm4rMWJRtuA4LmztEDK+cJ1L9xBbRSyhI1Ba7QWXd2m002ix+sWEx+uC5Is+5IU8Uud9x4FOmanqSEh+nzbVZIUp1HAeDWg0AMK3olPMquzYQ0tgZjmAprh5C0mHZB6dldz/RIF3OI80ncVOCKPIG0R74G7y3N0JUEzNVbHeIqnZl151kIV6fJqIt2j7MeYkpEkpP76q2pU8FB8a9kcaxhWyTKMpRRubIyL+gcni9QgezSs+uNdmXScm9h/785wEAQeRgyw4+O8W6pTvl02ozkV4yRhQ5CnewukZ0bMmmbwS8JvVNg94A8m3GPTthor+en+27vM6aLVZ4AF+Z/QsleexA0R+1LrNyu8oLiEWj2L5EbcB6VDH9IRGhpbnu+v3+lYgkKO+hP6St+myM1wv3OjgWpm/G0RzDL0Qt7SIc4jzsbm/i0N0k2Lr40EcBAOMRrx8NcExel+wiUdF2oSzITkXRM4pQ6oeHaBiO+4Qe+BNlEW6JevetRfpTFmZvxStDtNe3e9QabT0rNVEofJf3VvhneM/qmOOVV2bmj97JZyjdC6DVop8q4GV/BoqmavZWAAC/uiYirsQOLp2gbT86Qy3jUJpjUd6lJvLT++PArgrZiJQuqmi2kgjWIo6Fapz96ElT7YlaO6JzhrLVX2txE4uuIpY15USD3wvvAQd2jYs0f7+STW7i4h30yPo36FjYXqGpJTZDlTOW5IbitZQu3YkC4mm+cZqb1dqAC66vhCCvn6riHRkvNqTmptQev/hUHt+pAQDuj/twPM5N2omKDU9Zx+eavE+zP0BIyUsT80x1NLG1sA0ey4uiikA/XediXIjx76cu8YI3z/Hvo7HolTT+hEI4F5SSfdHhwzTw+vDBS+Ls9vLlc3uKvZiEEC5N5VCcOJxU0Dhi6IgNjflZCigUEA7Kal9Spi9HPDCLDk0ThdDzGLR5PaMQ04ASP/wZfvZqHUAcOhClgSVFdWn+DfqbY2t5fKi3OBfFEjeQxXluQoURHXhZXIdKnZtNVfw9STnPAlGOf61ZQSbCzbU6Ere8o0LQKqrtlYMwFpmDX2F8M0dfAwAYt7jZ+OT8s71+RPJKTLokM1Gd7ay2GTZX9VYw73s1z1NC3FhO1U6bY53KcXMb9NpXijk3GwX9xjW9s0Vna8CXx/wCTSJ1maxaHb5E+l2+zKNxH9aDDFv83RWaMpJyqr4zwvXR83MOs60lxCLsQ3ZqTvee1OHkxFQqJXiUUj8zTQfuhPPcCnKNnqnVcbbM5/CNHo77pCB6JsPrP+JVBSnL4GPrSY63j/eqV7kWf2Svqi75/fCoALovrE1b93p0slbrdbxSJstd1bPdqdYAABfEiXNngi+F9//Ah93EIldcccUVV759cU0uV5Fg1otD755C+Vwbi++Z6Nv8GEOJLTHCwWR2BLtLlbpSnYSMydGZIGponloAponOAlNCeXGiooqqpxwJ8j1r9fo4IvNJRCqsI1V7FJCDyu+FUxCZU5TIJlQlwotGeL3EeATLS3NOo07E5JN6m5DjtNLrIxfgdfbG6NhJK2HkZUtUgWcM/9478qM0Fud3ned0xX2enyMabA5t3KwkoWe3ea/RJDFICHl7t4h5pbm3tRT9dSIbR+GZVTE1ZgyQ8susU1Fi0hzbXuoT9a7Ag/5EExHNQEKUC06LSMwKWTA+8bsbzkmoyTHe3ToBAAgrtA6OB5n0EgCg3iNCr9aI7PYvvZXfl89hHGc/oao8VaW5xxtEcfFoCiWLcz2S+SkzTU2p5KVGM+ejOeVXt7+Kn0rcBwBoKeyur0r3iTkSfPkGXVx64AGOZYaodPF60hd1n+SanBnPYThguxJi7Kw05GDWvFpi4+y21mHJXBGJ8bdilWGVo1m292zpMroXuU7nZmkGjKnKz9NBhuEerETQ1Ji+ckbJX0Oujy+KHfFlSnwqh1cR98iEpDBUS6YcWzzyoUgIPdWG3S1S8/Dm2eaxavSOLC9ek6WjOdDivTIpJvc5YNvvHPA5+PRwHTMxahc3iowsmJbDs7XEa5geWrNE2RtC3SHRc74hwzF62rJQF3f7sMd77ooK4C4h82GMx15rcRG6K6644spLRFyEfhXxh/qYv+EcglN7kY0RieSitIfvdvjmb6l+oM+7jdg0UXxIturyKaKNtbN0/Oy9cw17skRRmTDP88oWXKmL+tXDt37bY2FKKCugVP9zHSKgrxZlxw/baEZ4besykcQkoWRSyeg5u4WaUMpQCL+ryuh7VPpwpVpDUqRgc9IK0rLX9+q0HWYD/H1oDbGjgiyRCP/Tc4hc5x3aSneHIzxbUiiXbPLjJFFNTYhnaNuIt1X5JUf7+ukhUeCyysV+WcjnFp8XWfkTlBOCUVvUuGmO9TFnjG1pGVCy1X+7SJT7E6r76U8EUG7VAACJNi8kxQEeOTo9Gr9Ov4BCWX4I2fhvfOsvAQBWv/IBAEC1vgXLL/vrFNHZiRLR6PEWP9uNEfJJhrY+EyPSH60rSS3ANvSHRIw/P3cv1oZE8wVVKsp5aX8frmotBBKYnmUo4tYG1+TZGv0UkQjHrdMeoFCmUzaSfycAIBqlX6cu+ofKNjWJZGoGuzu0MydSnLPFOB3D1RqPmYkdR3CK49wQpUBc2sG9LVXuyvTxqe6TPN/DsdwjTSk9T22lKEf9rBNBSjzv/RZt8blFhhsOW9RadndPYDjm+trxKvSwJD9CWtTMgyjqI66h7BTDROeOkXM+oCCDlUdZTyfbW8NxIeipzhIAYBTgHF3yMehgrrEEnxydHdF1xBtc/xcVgny8H4Anx3n7kuz3F+S72ZS28fbJOrzG4iJ0V1xxxZWXiLgI/SoyHI1RKPQwts8jqzT0tGyPz9eIYnwBoi177EUgTC9/wJH9mhxHqBRoW/dYqzimggq3KiHjgQHt2nuUPPSZS0SF3zULDENEAudEetVQks7NS0Qfz7TbaIj8/5gItxbEIuZxiEbWHGBaNvhslDZuR6RH6SD7YnIZfFIp+d+tMMU9Qup1JQ/FVVHGBH1o9ni9k0J7h2WTtGUrnUkmcSxPNPZIbQkA8NkqU+Rnk2zXbr2JXI5jEZTGcEuGEQ9nhrzu8QQR2d5QEBWFU46UsFQRMdV0lccG/WmkVbRiS21+hwp7oEtEN+gOr1Ak9BwiXkcFRkINnusTqrQDdWx51/Qdz3/6Y/8OABCQtlLONdBUvdalbbb19dHjAACPKj11sIORxWsfEuXsv2nR7v+PbaLcjk/0ssaPumz8B+NE9Y93nwYAXN+hP8Ye9tBtUytLZzi20TyjUtoFIs0R1mFmiRovnSJd8FSO7RrZNQBAX1FD3W4VwUllJlFKRNKMKvE2uZ5bnT48Xh5fGDHyZfWsorVu+DGOidPGPxqwPVulBzW2HLeqj2NcUl3OqeAYoXn2Z6wwwdAio2i6J6gt2PYQXoUMBrQOqltse8aiJlEYFBB1RIkrH0hiiZFIlx4hMm/3aTf/81IHPznFY1cdhqoGdrn+w4pkGY7rGMrvklS91+aYz9fRQRIAUM8NEeYw4W15PrO/VaM/oNDlvXwcqmsuLkJ3xRVXXHmJiIvQryK9khen/u8sFr/bwjBFxNlTmEtYb3J7RLvvwfgUzjf4jsyrvufRKFFuK0Yv/XrLwCukWS4T2R+aJmorD4kWRnt5/d3BAHtl1+7FeczpFdoXXysb/RfaQ5x9nEinegOTYA4MiEKuk835SCyBnigE9raFdNJElQ1FXdTGwHfNEhG2WkqQKQmBxYmgFOSCgRnhrBKndtq0jS6HaMd8VPU5b0omEVK8eCjMdhyMEMUfUV+a0diVRKJhjdfrqV3zYaIjn+LkYw0HHaWRJ5VcklRRCDHtolKpIO2oOEKQY7zZ4fVjYX6/ExjBURkyn8r4Pb/D+bs+rPkUYg/HoviIxvu9UcY0hxWbvJ3g95EBsEc1yONZosZijcRMfRWvSMUWr9BGFDaJeH9hkZEYje227il6haKNlOL0LWkytwV4rBeM5ij0TmKsmrBxpctvnGWtzlBCpfam7kSoxjVXsGijHoqGN6jolPGYY1uubiDjJaoNKIHq8vMqcDFP+31/sI6LRdY0jXuTAAC/qJyrG7T1jwHsOUaqhG7lLzjGExoKm+M2p8Q21Lo4++AH1A7OfU0+g2SGaNdjAV7D9ZrSOi1NKymtSJu64wHsuuZNWsDK43/AfqWpxTRF/JYejmF1lHOQoP2+MMux2W2xDcNADf4tleyTduwXEdt0/jj/bpxGb8xnw9/jsf9kH+99qsu1bZQQd63F3dCvIuP+GP2VFlrrGTwTTgIA3hTgg3FbnsP3wIpCCatVzKpiT16ZdnVtjkM90OHBAGX9f1qJQB1t8GllTe6TeeRGK4NpVV8xfqqI8yKFSejYRmUfgnH+f6PAzMd6kg/y/jDV22mPAeQMLde5eXmTXKwhi98fCfoQkCnoOTl2BnIGTTKVhnI0RgMRxOWkvXGJC7fT5EMzp4pIsUEfWV3v8CyzF88pvLJX4GaYsLyI64UVUU1SW5tOSOaojMazYfXwlF4we9X3jBxmIfGh+NoWfCHu7tNqejjBB6x9mefO7onhZJAb5bJY+RZy3IgnHPMX1P9lnwf3LDDpq9ioAQCcNk0wU86kIlIAXg/b6lNoaEAZmYnwEvs0HqIx5Eb+4cEKAODtRV43tqQwPnGWf6WyA0sO7HcMOF5h1V3d9jCJ6MlWFbep/unFSzSnhGSCGIpPJho4CL9PBYst3rNUo7N1X4LVdESbA3/Qj2KRv43FnZJOyBQkznNggK5MLhHV1vV5+Rmb4rGN3Wdw+vE/BACMFMo7rnAN5hMEHYccjl992o/6Ks0T+6eOAwAu12jKqV/mGl9evhMbmyd4L18SAHBDhi+w81Nf09jaKCqZLV0X/zk4j3v6PLY94Kb9zxLLaIvLva5krR3tgA8r2MD0+3i5sp+HKlAd7XCdFEucQwSHMAJzJWWl3n74HwIAAhsf5fXFIHmtxTW5uOKKK668RMRF6FeRQMqPva/dA098BKNy4J8r8o29z6ZKF/QTCZzqncW0TAReIdWTQqWzcXpRVks53DtNx+HE2bg3wOvuiMNij9TeUc1g1xA5hVO85xuyNB2sKw25fSGJ9U+zHbf9MyIej6W0eYVZhRsNjNUuE+CUTzSGQEtshPEALKHaG3JidvQRZXRG1DJCCqe8ZDdwRE5Qv1CuX06riWnn1GCIlEwaYyH7l00JEooG4fFiExvniFTv208OnOtlaklv8tOeJeIs2mPEFUYZ0/hE5aS2lSreiw9QKFADieRFIRChWaC7n/1da9Vws80x7Kd43lyX7euvE5nfpBDDplWBrDD4mlT+N8tsVBwT9R3Lfg+K20TOUwmyBs6GOH4Tk8b69kPw+3jee6YYbmiLUTEm/vZKkIN/JJnEkuZot8jqPn4lrzgZIv/5VAL9uvjw48wq3y3RqZqdpulk5sa7sfHUZzjcKXHfN4kmkyWi1ESabfI4ASTTCmVUWGGnxzXa66u2ayqDqSCRc7fGMb6oAICttRMAgGArAEuJOgNx06TGRO8+mcfi0gBMew3bUa6vWpVznNG4lds0p5RKF7AbYNhppinu9h6dvlNxmmWGdhsmL+3ToyStHuev3qwBAG57+y8BAFa/8j/QVYJYRWGPEa3pWa3fJzZ6+FNVo3q3QmlDHpkDpT1OJfag2aHj1nPFlEatuGOxL4PQi2NycRG6K6644spLRFyEfhWxQgapoz4EQh3A8I09qSJ0saz6l3GG+92bn8KaEGtFDIixmBBij+jhrlzpSiLLyCHC3K3Qnjfy8djQgN8PrPaVepWbQu9+myjyaJLo931vuYw/O0jUl/QSzR8Mi+hJCTKWAZR9jxqI7JakZbQmdtTaEKaiqkGLREojhS1utNjP54Te8paFkk10daNs1C21r6i07cGwD1uIuiyb9D4Pf/PoezPeh9lFIvN52cqr0iSCEVUKaolBcmRjKGd0UtQBlqgAPimisv0+L/YpeakvrvnYkO2LOLxnAnPwW3QoXzfPdPnTZ38PAFDxE43udIk8I4ko+g22510xOkWtrsi0LDlH15+CEUqz5TW+dPGrAIBomMlMQX8EPotjafc41wvTrHZVrXLOQvI37OmPkajRPh6Ii/wtwPUWUAJPOBTFUDbfgJLHkOIY98V1fu6hTyKghKeIzf7OTnERrCvhqL+r8lpmjHyezlRvlvNQanEMhi3Np13Hdde/DQBwNvBRAMDxGlFzL0gNsde3ERAzpBPjeeUWEbYpcBzzeY3JKIN8hO1p6JiRwmK90lACfj+ScsB2yzUAgEf+JUtaVc0UkGzyGJ8qJzXWxES6QHqG5z/9+7puD4Ex778wIMLui49fkY84FQjhHXk+hxOu/5x8NqGAnPntKmz5fGIhflcsn2Ab5rkmfY0XZ2t1EborrrjiyktEXIR+FUkE+3jj0QsoD4ZIKgTrTFfEQIouERhBYDTEvapeUxwRAT8NIsbSmKFtX1i1cdM8bd1pofm1OiMcbg0RffR7vG46kAUSvFdKIY1xVSn39onWpnxe3LpEG+7lXpKfSrv+yoa89aMeomEiw6j6EBaHeGhMNJIKRVBK1dgvee6jGUYxJIVQ7pun3fJEq4MlJTgl5Sv4rCIMOl0i64wXSAmZXy9belXUohBK/e49XjxVI8KMKFQvHuX1gkrbfq5Ku+Wg3cbLp0XBKvLeLymJaWfIpBrLs4JSi/e8SyF/HXGyex0iKa83Dr8427fOPwIAV6ri9FJsS73Be85vWbgpStRXUCSFEe1wxmICVDyVxmaBtu76FtPwV7Mcx0SFPN3RQQYRJX3tv+19AICw5mGn9DAAYKpBX8Jo3EDZy/PabbY906ZmOBip6o91HKMw10x/yPFaTjBcsFrnuV5/H9s7onBW1EZQEU0N3btur2AiHlFJxBRmmwqxfy2H6DuXvBHRHBF5aptofjBWREyEYZXF2Fm0V+RTUZTLUuAuAIAvx+fCYxTu54tD3Fnwadwft7gurhfi9lheOKojMFJyz1SWa3Bki1gtHobV5Pk+i8/KIM57n9/+MwBAEmzv8tTtOFf/PAAgMuD66hu2d0rP3D+d92FTDTve4THhADWcYIDt6jurgObk8DL7d374MbanwfYhsIEXQ1yE7oorrrjyEhEXoV9FPHAQtMc4Ho9hXURRr1T9yyZf7vA6sv3ZNoyQ5lDp6UmlLiczNQBAu524kg79uRoR12KIaPkpFRmYVtSL5a0iXyb6nNjFqx6++eNKsQ7Yu8io5mGxR1trSPf8gJJ/7HEI7SZR6b2KCJjRPXxK0kl0p1ENs811W6h4kjw00UBkQ783l8GKIi/Gsh/fk/NoTBhhsFuvwSi+fkMERvsySQDAZzfZz53BBkJC5Nu6V1day3HZ7+c01pdGI7RVt9SJ8betAe3at8aoFRxJZBC0pHm02Z62TUQ4dlSb0hRxscQElj3x+zgGDlF43s95jCtl324MsA0i1LaKJkQV6dRQlRyPt48n/Dzm9iL9ATdkpTGo6lK9UYZPUS6XHvsE2/zmH+W9wkS9F7ss3HDr3vejt/NBAMAzI/Y3O+TcT2L/K5UNpJWaX6lTO9gtiLhLsef7F14L45AyoNZdAQAk6lwDVoT9q0ZEKFWvw1/lGJogUXKnz3HLR1g8JLXnZownyF5r0OlKcxiIsji5H5v7mFTl3eJvXYtjsr7D62bjjMI5dPNrUVhhLHkqQX/C+2/ip0dOpvLZEygVeH5N9NPVMsfEL/9Jxn8Ajk8Vu8ZJ9i9GjbWqWHMb7Ge12kTWyO4/4BjkFOVlq+BIJ9hCUjTIbSUP5RKv4N9tRtjYwxgcsM/PPfcptkc2+GKI7e3Uee61Frdi0VXk4IG88x9/7Z14rNdGt69KKCMukIjMDSkxqw1GNgZyRFa1gVhyjjoyE3zsYg7bl/nd7EEWw329wqP2qzCv3+ZGkLcPo1ReAQCEg3wYs3PH2bABF+tW+2uwE0r8UWid1Tc6h5vI5zt1JMR7cl2X9/Am+UBMOLw7iQ4qOn8qlQQAFBR6Nta5XSVJTXmCmIoyhG1bFYUaegifklml02igM5pULBLXuULDVlq8/tZGG29fonPV1vhMGB8n/O8LKlzdsMf4nXMMDXtbmucnMzTBfFEFoe8PehHxyiEsU0QnqIpHdY5F22pc4dgOTVJMp3mvpvqXTfC6O/YAm+LQ6YivZUEOu9hYyUw9C8kpFf0u8MUVMdxU/Ur2iUR8GA24GffFUbN0w5s5thWGGzoOx3h7ZxULi8zOvLzzRQDAsZv/EQCgvsLEm+GghaIKICcTMgkN6FiM2zTtjUaNK6XdxuOJc5xtzmTFmqiEm1zkCC6WWWA5rWpLyQTHvdNRlZ5gGj5toj6ZTSaOfr2DYY/tK+GZrQ5DG/MZ9mW7xReWKGgQ9CcREn9MIEJHZWaZYZ/1y3xJhUIRbLa/qHvwJqUK7xnuJ/W9jViY5qH9R+4DAKwouafQVhJdR+GtvjHyOnYNKwCAuSFfMB5x7aQTS1gL8EU4WOfc2wMxR05dBwDYsS7A0jPaUNZxUBW2MiGO27kAO/qj7/iAW7HIFVdcccWVb19ck8tVpD0c4NHdTSxn0sjEiIYuCOF1G6raIzPLTn8AI6SaF2dFWU66p+Tg6lcPIhyjycF4xN0iB6Pd4nRER+SZyCwsoelfAQBsd2kmKK1R7fMqzM2JAIMyUVQyluT1LPFeKDnk5lgEzaZ4O0JEiH5REzgRIg1PMIpSTf2RuSgkRL1j89gLCpULxix0uzQ5zAVp9vCr2syMn0jlKW8EPZkMQnIMHxDqPjLN9n2wdBSfLlDtbtXpTHrHAV53V4isuU1TwLHcLN6yl6aMpzf53TKopbw9wHmp9eoIQ2TpcqYFmhzjXJKOu17/6Ssp3UZzMzUgqgrm2Pb6NsdhKZSFTV8qvtgjQu+IFfI2ceLHfVlER0pUyqpeps1wwPUykV42cw86YBjgWOaJ4gUiYkdhpE1nBQDQ7XRRvUBNJB0kWt56/nGNMddWqbIDS7U2+z2apJbSNAtsbXOdjJwGRmG2uS8WyXRExc1lAstnlwAAG82nMXC4hjpKWd93D523OElOlmZjBx1p87lprs/pPeJ5aRDpb29fxPLrf5jHnz3Bsawwkef6G34CAHDxmQ+xDZUyMhGaPzyqvF0+w7VQa9JsgXEIiTjbCA/7YuW4Xiur1MoCviTaPRXIPkXzRzLJ+cwqeag8IloOOMErDu9ZcfOEgnqOFDJ5rvsgYuLJt1TpKdTnumsJjUd8IWRjqhErjibfSBQV4a8zr74Y4iJ0V1xxxZWXiLgI/Sri9XiQCwfhbQ7gH9I2GlTl8r4Ir4oiU6p7AzhXIxq4TnbF54VqVuQkyu99Dv0e3/yvEJfyw9tEpbNTRF21Fp1OZj2MeIy2c7842McJXrgvR08nMMKK6oTu7dcAANE0UdtF1eNM9/qoi3nRKHEnKuehcnywr+NHMa1qQzWiH7ukVHE5ZJekdXjtAUayixfrPKaj6wVVr/LGWB85paqvl9gOWyh3pAShtx49hweKtOcemiLK8siW3hQhlV+hj+PtAA4wsg87YprcP3ED+Hm9wtBBUmx6C1P3AABSKY77+QsMK9uOAnkPr90GtabdCm2tSZPkveTkbrXbcIJsz944f/vkM/z79us5/gn/HIyRhtSnLbg74HWzEVXk6dtICWlGw/ytUuMcl5TEtC9P5+NO+Dz2Bu8DAFRrRKrVMlF3OEKtYMN/Fosj2nNbQzkAy9R6ygHRNNQtTEWIQisRIvKpLFHlhS65yle3uFaT0wn0xPuwM2J7Bp/4VwAAn49z6DE+JGJEqr48NQf/LO3Ro/Ncf5HoDBqqupW7/nYAgHOSqLtY0HPxqp8GAJx/8A8xGomjf552/zPP0xncF9f+zPQyLjQeAAAczb4BANAQGg+L1KzRLCPaoK/CNrz3RpnPU8zL9uVTROwYA6UGEXRVEQ0xccSPVXEr40+jtCXCrRt/AABwaoVaRX3EfuZ7h1AdM3mpOeZ3drvGsRSJ2H452K+1uAjdFVdcceUlIi5Cv5o4Doxto2ZsWEMinZpswUXPpEJ6DQBwOJPCm5YIIz8qO+/eCef2eaKbTP4x3DnD85cjSQDASAkf/S5tiaeCvM+9Hg8shQVOXr09JVQ4BPMYeyzEFbVQqKmG5ZCodlvnfma7hyWlOO8V+dUksSU2ln28X8DBGK/ztDSIvEIKT6pG5o0hRTl4PMgowmeCtr+iY3yqUL+QSCApO/+nZYhu7vK36+Oq3hPu4/tnMuoHUdYjW7S5vlyVlPwxtqW2s43pGpHWrH4biW88OuBgHAvkUG8RCRZ3WdvS47lNn+znshNGu0KUPD1F7acjDvauTZS6Huc9I80K9jlEuYkYNZCvZVRxp8f5PPCmH0HpKSarbBSZ8t9SZIgjpO9pldFqUbsJh5JsuxLP5mTbnyDbw/vfibnbqF08/pH/EwDQThCVNkpE9dlsAnaP52dTJIZr9vibP63QxlYZhTI1j5DhvbeVABUSKZdPvPQwXTw95vrIK+gtEhRPfUQUCpE4Pl8gH/rhr7GfESOa2xvfxWOHG1+vUFTkPHhjnNedx6ghRReXeL3kAfS1VoriU0/HaVNv+dju9fbDCFqc2+LuZV2P89DcIjJeSh9DNSRa24AS8+Qj6Q15TqLMZzAUDWEQ5W+WqkKdGZDALNbgmMSzcdRiXJ8nTv4px3SZamyoxmOqjQvIBdgvo0pHhsOOrqKhhi1lTV1jcRG6K6644spLRFyEfhUZgsRWW90u0opVjfU5bIuy5Y4UkRG1h1jw8FWdU91KWxEj976WBSquC2VQVjRJs8i3+/1TtKU/r9jwRFtp3Z0qMhHaIr09Xq9rM3bd62cbEh6gKVQ0IcMqKu7YESp9w0IMRv8PC9XmhrJV+9n22XQaF2WLtxWpEx2yv6+dZj8FCtGsVWF0j4FQ7SQR6MkJwoODXVUvykd5vW6dBVafqak4gdNFVREIRy2in+MzRD7VWo39UzSOCRjsqjjH9bElXi+umPcK79Or9uETej/8ih8BAKw9wYILY9lrn+9XEAlTg/EVlNKdZvtqEOEY2JdewoNAk+3yKgnnZ5c5CA5NsTj3hT/BeMzzAqIFrnmIGH1jRgklE1m0vNTYBhY/O0pk8fVoj45Fae9NHrkZtYuMnBj7eExKUTS7HmovaexBO0zUXlAMfigmWlrNa2o+jcslHp+1ecxopPyGHm3WXs3LeBzFLWkVGGlwLJ8bcGyPeKmJ+apxvClNraRuURvYrbMNO+c5n6FwBtXTJP5qVYiOA4o1745Y2KJ6mprT9saXEfLT5+AP0E7vm9xLuQTJcQIj2dMnNMjtLp+nYUxEY6XTyClXYSC/0h/ucP5+WFpGIkYNpe9r4ZKg9H7RKGQHHNtsbonX9+5gMcw1WBvUeH6RxwyHk/yFOYQNn9mhzbGIGdIL2F6OWzPDMb/W4iJ0V1xxxZWXiLgI/SrSsg0erlvY2TqEuWmSL23vEuG8/aDioUXItV0uI92hh/zdC0R/JzuKwdZQZ8cz+D0VM5gPEIENekRHs6ph6FEUht+XRGmXUQwdQyRQtRQLe4n3jGUCQIho5bOiGL1ORFCLivDYrjVwT57/f05o/pSIrfJDFbwYDhFRlEtAFKw+oVq/jhkr3Xk4GmEoMq6dIO9dUAX5uxMqT+bz4THZ1SPSDvbOEZ1NYqgvlYBDioPfELoKyZY8rRj4S1VeI2o8GCjFe6ysyNkyy/P5lF26E9lFysPIktNfYr3KPQdEnlRjqbaUFcGT6xwnf3AFABAUMuwNVCu2KRu4x0Z+4X6OiYf9Xamz1iZUVGPm6D3YPfNJnj+m9pNP0e5ekPax064i7iVqzCUZaWKLEnesMm65614JAOhUqxiJBiEVonbWk308N8v21bYryGbZT29emckNHlMrUnXw216EkyKXKrM9OZUvLJQYBRIJaQ3FEgjLL/QRZUOfLiUBALfavEZmegobW0zrn5um3d9SbdLyLrXG5HgOK1WO6ZSf5RCjoo8+uMRxrFR172gM9pBzvSaKAg8BP6bTuj6CGIgMzas5HosJb0Dwjeg4jGGT69OSf+NnCfyxrTqhkyxdr6eLO/SMtbW2x21eL79Av8W4W0GlQm3al1IY1VCZ4SJ8K+6uo1NjY/MRrsHUFD93duhfsLdeHBu6u6FfTZwgMD6IgGXQGnAxTM3yoZmN8e8dbWZ9x8EZDzfpwDYf7pkoF4G3zYU98PXxFqX6byuUy6PNwqmIHa+lyjC+NdQSNIM4Haqa0xk+nCUlCPWdPrpK/KkOyIXRDvIBmVPKfsrvQU1p/AnxgRxRVaLQhPqh34etgsopcX5P+GgGSnxaN2xfzzHoiA/dUd3Lo0rkyellVDMDvEwUAlvaoEZyGM2quPDt++Ooi27gYxc4Fm+fUYq+wiw/3+CDjEEJr85w3CJ+jnuxxQ0mKDNXKB7GsEKTiCfEF+uzm3/E31RrdMoJYnGaztBagy+LRI39ioxUJakvKodxF1urZGQciHVwaYEc6h6ZbVZPfBS+ADcSa6yw1gA/4xGOW2lcQhh0lvf6YuiUs7DdYQp/7TxZF9ebD6Nr8dpnW2zXkSHHNC6z1nDsoFqjOWVG9TyHUa67/7LOeUk7Xbw1wPF63KIJ59aC0ucTBCK+DscxHluA0+A8vD3DcX+3TBNew3YOhh3kcjQLrRe5gXt8nJtynOvG12oi4ScoKLQJfqbn3w0AKCrJqqei4D6/ha6HZolkMgkAqEBF2NtcL7OzR1ExZ9nmsjZQMT76vAwbbOQa2JE5Z77OsRiH+MxEFW7bL/CeXmt0pWj1uMW1PZO6AwBgsuQgCtYM1AwkwE16Zvl6AMDmygMAACc8humwzYMB1/SlS0zAgkKai5kXh1LFNbm44oorrrxExEXoV5Gof4A75tdwIhhET2jytggR1HyF6KWZJZKqdbsYqX5mUE5Lv2gBEkEitLa9iZ4qoYQV0tiVmcFj8dhanGikMhhgfkQ0GwgQDU1qZs4o4agV7mGlw3veN0uip7TKrwSlRj88HGOuT0SfE5lWLEH05gXv+YcbW/ihOV6zESK66Ki/tSBRx/+4TJSb861jWsRfNwbYvsttXrfcoUodDPjhC7IdYZlcOkoa8iuc8vOXV/HKHE1T7z3IsYxJG7AUynkoK/72YRYJfRfv0wE1nKOmVN+uAQDmfQexHeAYmDpRdjpLTUQEkuhbHcyp7uVQyPBikWh+UaFnPpl/LK+FQZfjduOddLKeO/lRAIBHFANevwWPwzaGxJddaRFVjlSLMuwPo1XjPYYWtYpSheN2/BU/yXspHLV3cRsftXn+7QGaRLx93isqDvZIcoiRNKOx7h3sc6wDPiLYeGATDzS5Lo8qVLXl5boK+HnvYZPIdWvjMsIxXi/fZxhkacRxbHd5TmiQQkJmsG6Ga2Zd63ZWbRhEaygZrS/F1dp+OoozKZpRBgNORLdXQrXLtdzeEaLu83kYGWmTR+9D+wmuJ7/MKRtb1Db27yHf1cj3DJw1kdHlxYLq45zFpdlUA7rG2I+0JYbICRlagWZA5yk+Xwt3vQGZNvtVr9K0d/4UzSi5aZpaG7tldA3HpQfxskvzXXWo9c2VeO9rLS5Cd8UVV1x5iYhLn3sV2bOcdf7XX3krqkMbF5W6fnadCOAdM6oBmiIKLA5HWFe43ZqIu35ohqj3pvRbAADrzsOoKdQviglyJfr47VXaRaMj2kNfmYgjITtlXDzXW33ZSIXQEgtJ9DWHTSWrtAe8/uc2iUxuCgWvUAe0ZRefUi1Q3wStDQaYVSJQW2n95SGvJ94tPC2bbmIwwB5RqVqiEjCyTQ59bJc/EERbNnnbiHNdHOxbSsTqjWwshHj/SJzob1JhyIwmBGNEQPmAHwnwOlZbiAw8J5DlOFYqFeST8jF0iYg9qkbkRPhZG4/gVVJUXzb9uJKjon7R6YrKOuJE0BTdbcwsaWxo8+40VE/WM4V0krbbRpfo2xMUsViS8+orDuG0iODSGba5VBF1bfIW3szwPr3hLmyFSE5CQ0tV9iUoH87+Pa9CvUFagFaLY5mQxtUKcw051hgdVeP5s4mjVARxbwhRKwr16KvxWA5GWhepFG3JHWdd40iDcqSXRUDDczJGRJ0TbfSfrNG/8L0JHwLiGQ+ostZk3AJC6okUNYmxDXx1zBDHksjCDnt5g6joBvzdKUDJWakUn6Nmh/Z/vzTgYbiNlSa/m+tRCw7FFVrq5bw2ehzbqBOFrapG5S7HJNDhvXLJ63X9NYR8HJeU/FWrw4cAAKOqOPsjQyTGROA9n/xn8lHl5RuBtL1Xv/G3XPpcV1xxxRVXvn1xbehXET8MFscGx6wETquuYSRMJPClKhHZzSrkkEinsTtW6KGXx7ZU4KJrc6iX42/E1jZtcu1oXb8RHc0nee6sn2jrTy5t4btySsxwiDIiSUXIlIkwwu0BKvK0R5XK3bZ4r7vnGb/15UrzSir2tFDVwTgRRuj/x95/hluWntWh6JhzzZVz3HnXrlzVVdVdnbNaQq0ciCKDDdiIZHN8bB/bx8fn+nDte48vjjgckk02BiMkjFAOLamlzt3Vlbpy7V07r5zTTPfHGKsQPEBJBkrQrPd5+tm9d83wfe/3zTnHm8YrpH2j14XdJ7LJzhJehEUpOimbv08ZLG3bxbaIu+ZED/A7O/SHvjuv7j+xKGqxSU9Tzm8g2uHLpsql7SEOJiaomPo6oMyYV5qc77kGdVQbO9gb5dgzSc6v5XJOyYZoAkZRuMrQuaIy8IC6HIUUi+g5Lk6EOc9Igve63CYKLbTUmEKFLcFACglZFZUWU9nCSeomonS+eDSDvkm/rhlU5ZWQdaZKNF7IHUZXKZImeO3ZAnVTqxFpZ9L0ffu+h+42xxwWJE4J3cIP6ZzrCEWp02CBlky9yUyPelC+4WoL+7K8/7sznFcC3DtJZb9sqSgm2I/CCvDak6YVZoh6vB7kfeZD24jKCjjoU//xJnXzD9Q9aZy3cVaFTgttntd1eA/X4N4JD5m2WW2/gjtKnNd4mTq5oVjGsTyJuFqtlzEecT4VPWt9X9YB2JjCc9sYyMpEXx2VOtyLrixMT7TD2dJ92BkRbQdEJudLX1uyFgCg7dLKqa4zZbiYU5OVAvek3zUQdjlmP8frWCraqjT1XPaT+FrIFKFPZSpTmcrrRKYI/RbieR76/T7umH83HjJIMPQlNVYwQV/kp7boP3sQDSwIcdZVjDMWLcCgTdSw+MCb4K4ToXtt5S+rH+HdQrs1ZZe8be8cqvJb19TPdO+EZsDit9j0TZSDRChBtVCblY84ZBFNpi0TXxTiKgoth+gOREI9RVOGeZOSN9mm7zEZ4xy6ytQxlRu+Eg3DUPu3X32N/s+/dpDNE2xZJP1aA0X1EF0f82+f3iHyedsM/YxWsYBZZQeURUnQ0Bzishy68md+djWBtRmitLdklR2k8E8wQn0ZiQAuChHuVZPHXIrjqvuctzUcIt6ib9RSgdcetaubmWNxT6P8MgBSE+w4ROZDtbJL1nns3fczO2XrysdQiNzDgYgyNV0gYq3tMlOk2dxFQGsRjIiCWL7cSJL7YtvhPTOxNM6BujhkqNGIwfVNx7jfas2rOFRkPvxMhMj6SogEYZM1Ou942Nfg+UcKjwIAzoTYzq1foy89pyyfrUgZqSb/3xaqDWgu8YSIrZwhZlucVzzGv8VVT3Fji5kiM4M7EFEP0WeLahKiQqWjJY53e5djuG7VcaRCtB6Lcr4rEc7vxirpfcOhBEKqORhHRf6mXra7ERJ61YYjHA1yja+WqMugrL2BrIvCgPpbrX4KEEVCbJKjHlS8IkC99awxAuqFG7K5B5uquYjIMd73+6iZtA4DjT+I0NMF6mZD2Vq3W6ZB0VvIvr05/5//07cgPoriWpovDk/pd2lVZO7KLAyOBlhUdeYn5SpIis/k7Qa72Dh+E2aaL9dtvVWdCf+JgpFBvRRLVgobSuFqK8g62SZnFFh8JJXEovpK9lq81317WMxxpseGxFYggJZSJb1JWmBbvBQKUp1t9xCX62fG4Eb25bYIKS0tIxN+zR4jrEDipO/onLoZpec4lovlKmzpqaufV9QtZkbphwdjEczIdTFSt6BdBfAWi3zxfUyul+1mDPv0UB/O8R7Pye3zJvF8DFwfeRVyNTo8b8L4ONKHMG8l4KiIJpzlPQdlMQpGaCaXo9Rtsh1CYB8fUG+VH9Z5FaKEE3M6JwDH4dyD+ohcVZFJ2+Nc/B4wk2W/TMPUx9EUP734gcY21y4aTqNpsmgmpqBlPMafIX24W+0t7L3zGwAAdpcujs21pwAAq3Gemxh6GLd47dkoC2T+1egUAOC7+nwpJuc1X3+AxC7HdVZ86vu05ukc1zzaTqGhFEZL6YAT5siWL6bHcQZ5udzcCe9+lKmWvS51HE/yujvRi+hucE9bqsh0qnq+5BILD0NwC+Ip0nvqxojX/cAq9fW398RgDsRZn6aO+waBgyeeIlcVxo1KEy4mgIY6iM/wg7Gh4GvAALbkzjyoPqEhi8c6qore8lycmvSxlX4mro6JezIJ6uhd3/Hz06DoVKYylalM5auXqcvlFtLyPHx4NMD1soVYh2mAKaXo9ZVa92iBLgTbcZCpEhW8R9wp5ZD4m5VaFY5HYGT5xZ9XcGmrSkRQHBHdbCeInlcHu1gQo+ML+vZWxMS4IFeFY5oYNZU6pQDPpUufAwBE9/D6rudiR12VMjKBUymZoXKH+DBuFgANNOamUgaTAaF7uYiWAxmYKnQKxFS8VCdiebDDuX2qY+KgqAJ8FaRsCsUXxPdyvT9Cw1JAeMh7r8zSHXK+xuu9UW6BL/otHFM6W9LlPL97dk46oM5fq9UxVIejodxOP32ViPU7F6jbQN/AWBZQoEkd2ilaDsaAazaTEEcJaohWOQd70nOzx7UadHlO5PBjCCuYPdhlcBTiaQmLQsA2fQyGQqNKpYvLktiprvJYizrae/QtiG4xGJe7i+yUCc3l+vPk7j745vcjrr9tPsMipLEqp2YHnNON0TaW49TPCwbdRt+fpLXRHaqPqdJvl3OL+Dc+udLvVMl/w6JOl3tkWByaG2gkqfdci2i7kuN6Xpe1d3TYhuPI5dignowM9297wHmObFpehfQSDKV3ph0+P5Ukn69Vm3PJJlxEXOpwS1bsaVlab5gPaZ5DzIlhc6tK/Y/THJfR5EnZENc+lItiS5bCutbjHnUuSnMKyMxmMSvOm4HmNRZnzQe2aREGbRt75OryNB5rLIoKdc/q6Tm93fInvtANwzj9FVyj4vv+m/+MxjOVqUxlKlP5n5RbIfQAgHf+Cf9uAPgff3bD+QsoBuCbBkbVQ9i8RvQYlF/v6x4kIsgHiFJtw0JT3NgzLgsh6mEinvMtBlEOeS6WKipdDxOFjlQifyPEr/oHdhQgrEXxAwd0nhDKIyqVf35X/SADJmwh1qQCSO0ukU6pSeQzyvi40+A9BupoU550P1dwyI5FcVVBy0PqgHRB5fx10Rnc6REJWV4WnaL8lCpm2iOf96tiR3xiJotVMdkdVKyhIkKwnNIq4YyQVdygGFSnHaU2FtRTVEmNuDsRR16FMrb42g0VANUsIrJd00K9TfR5SAHZ9x9mIC/Z5rnRQAajGZ7/XI3FMwcNoq2eQTQ/Gv2+33bgcy10CKwg/c6tAVH0q2unb+o/3eaaB5RS6ChuMQ6MYY651kGXllEiobL+GVEbdIimxy5w8M3fAQB47WO/CAC4PiDityzFCgYD9BQ/mDn5RgBA/4tcj/qIgeN4JofKKvfIA3kGH0fi9/YXOb/nquJxH13AogrP9k0K2Xpcj6H4vZEysRjh+lV93js9IOJ/3GJ8aJzqIZvg//+GGDHfMHgBABDxOPZ2jMi90gIK2jMth9e7qHL8T9RVtDNax0EF5rOyit8sKofnFKO62OvhhNhOP9/jde5WfOIlxRC+f576K1pFtNVlLKzYSsDmfJ9T4POBHQP5NPf/OCMKDGcSIFbqpWHgTJ//9kqZen/fDOeyIG7282I+vd1yqxf6+33fX/uTDjAM40f+DMczlalMZSpT+Z+UaZbLLSSUmvEL9387CveEkY4SHVwTGvrOb2WKVk6oxvF8ZPX/M4qQY4YoZoJyO7U69sjPmFzmv+0oS8YwiPR/7Qq/8sczF3FMfTw/JZS2USGC3a+6hbvjETRtIohD8qtH20RDQ/k890YPY93lWONBlb3LL2iIJiAaCaMhn3lOKXb/pco0sOPyE+ZEATAGsFggIqkIvewMRWfgiZY0Hr1JxtUWUg3rOksJWgXXhjb8PhF1SWmYHXW4sdRfdVE84qFAEF6Ce9UbihddqWaf6RCqz1sBXFBxysPy0y/bRM1I895DZ4gLSs88Jn/xrvye4xatC2I14Fp3gKIIzmZUah4VUhwL0T61U8bXZ6mLgLrrRFK8bke+amtsIuCqkEVphWFkAAAL8ySt2tomsj78wPfB7cmHLORZucGil1pNtA9zR2D3VeKvbBSo4EZbCKveS7gmP+4+EYkl5qgTW8/8yOXPD+5WYOjYgpDrXSmeE69x3AvF/dhJqU+oeMZR580WZ0jbPLt8DOcvkK7YUfl9QFQAH1axz2mRy70/M4+Yr8IpFcRdjYssTP0BrnQ7eCjGY9rKNPlchTpYv0ISsVj6Et5c4n64a5Hpi7+ywT0w6PG6DyVpFdwRiqAT5/UcFbcNOurSpd/3OObNdSwIdXdj3L810UDHrQA2lG2zJqqPB+XHnwvRin9Nu+iHv+WX/uJluRiG8W7DMF4xDKNuGEbbMIyOYRjtP+/BTWUqU5nKVL5y+UqzXP4tgG8CcMb/KwbpY1kPD3xbD9deTQAZ+hMXHyFqfK5JtDwpz6+5Lkpq3uDJj1fq8MudU/7tuRzQ6TT5twbV348SkaSUfZHKEK0dyabx6TbveVK+7qVlIoyM+of+7vou9gmkzatMva+QvaGl2vKv42lRqR4VfW6wTxSSNHlOwoohLSrcvjoWvTPHrI+hfs/Id+0nkhi1OIf9ysJRfwtktaWaoxFSshgyE7+sStnrE0ug18ZsTg0U5B+PCsEOlOc+Y94PAFjYeyfOr7E/qK/rVZV18O4ULZpGfATfV9cl0dH2ZAE8cOcPAgDObv0KHu3Rrz4IEuWuKMPmUkI+3BtEdDlvCIhsLKeOOUkh9pqIvb5xz+LN3P6ICoBiiomMlNVjhgOIJ/m3do/rGejxnq0W5xALE9ntvPZJ1NurAIA9e98OAEikVvhzdAEAUN54GSvH3gIAWL/EbkmWukD1o0TA/3Etib+T4VrMpFkmb/V5z6bHfp9+TP1g0ylsKpZxZ1gUFR6zWzZXeL3aehUlj3pOxZlbvhN8DQCQ30+EPuxUkI3uky7UxWvExhYPqDlJUfv4eruJfXqTjKvU036La7cY5zo8EI3j5RrvX1Ju+kFlZ93Y4nUufnQB/XfzOh2PetNWxHcvcP+1Td67ao+xKfR/RLnpB2Y5py3VUzidNhDnM7HdYd79/IAUGtGsrCx46ASVQaOaipGe3fqoyfEp3/12y1f6Ql8HcPav2sscAHzfxHAUh9GMYJBbBfD73WZsmfMf2uJDekfGgaeCCs8XU15XrG5KYTs8G8dVcU6sizNiRU1pTzVo9Dws/uqY7+JbFEisya0yp6rNuDhZsDiDnRpfCimxPv7mrjoqqXXWwtjBogKTJV174jKwZXJWtyvIZ9X0OqKWbgq8HhQT4lCpWpbnIagm2D1tCSVtodbji67c72OfGvoGlcLZqfFeZpxjeL4zxH3g2CctxnoKsob0Qt+qs/NNq7WFYpHBvV2PaXjxxQz1WGMQ2K/6OB7nS2GswGsszDmdfvFD1MnscVwfPQ8AKILB6X6QAcucPpKlDF8ajh3Ac9dVWDTPcZ4v023hqa3NtwBYdvm3dFRB6DE/Iu2EXDCDIZxdvkgyEY7Z08t/tsgX4LUyOUbccQG2xfOrqsDctJvUY4BjyecPYefaU9RbmDoul1ncUwqQZ+gflRo4dOyHOK4CPxavfuGnAQCJMF9i1Qr1eC8WcL8C+5NUPaiYae+QL85evAW44qa5g+3komvUdchV96YbL6PdY2DZE+87snzhTV4cbb34Gq6PFf3V0ouyHlazb7kXP16p32QH3VjnnnnjAe674kk1wz5eAAyuf1FusT0ZPgef2maq8F59RLJBCw/LzZNQ0L2pgr1Skr/X/CS+uM0X+aNJznfX5u9Zn/u42W1iKaUqWaX6unoef26L9zyptNLbLV/pC/1/A/ARwzA+h98vVoTv+//6z2VUU5nKVKYyla9avtIX+j8H0AVZfkN/2psahvE+AP8UwFEAD/i+/+IfccxhAL/xZX/aB+D/9H3/3xqG8ZMA3gPG564C+D7f95uGYawAeA3ARZ3zrO/7P6TrPQVgDhBRBvBW3/fLtxqrFbCRS2/BPllCrUykk1tkT8WQUG+9fhwAcKZ6Bbs2Ue1bVSY/iY12Bwy4HVodITlDxFBRo+Z4XY2RhZ6bKqoJ21EUbaKNZI6opSsE6wnpxAMmIGTpKZD47bP5iRYBAB9f38SC+CnGshyWQwwgNYSOWmYLjoKOprZFQMyOZaH49MSd1PaRU6HOqMfv+2GXZvjFGJFiJhLFdpPzK8iCcANiw1MgNptKoSGmyKY4RCbm8qKCpK20Oge3PAQb1Fs6pvTAIS0cR+O8tFtGUPdMjzi/VJ4/OyHyqqxVX0RcLpGNMtNODyyynB9jBo7fqGDkx3bKWFiifj7zMoOXR46wNGMSwN4ajDAbp/59h9d1Ewpqit9jGAlgy6eeYnJ1jV0F7tTHNBMj2h0YXYBbCPl5lrLH1LN0tcqCsWs7n8Te4sMAgHh8Hl8u9pBrGLEWYYjP25M15grtmpr/cyMGkx8ZbiOUCElP3EM9BWCXZslTM1daxMYWdXj1uY8AAGaPkCPGUJqfZ3TRsvhIZUGEHxhzXeflggzF+LMQzOF/NMS7o718ws4AAL5gK10Ws6jUOL9Hl8nd8ogYN+87RlR+qttHQsyJL21w7N8p9ByeZypoQtefjyXwtFD7oy09awnu6a5cm4l4DA/oPFOuRojbyFcQeeA4yGi/thRMzSpom1SAN2x8bYrwv9IX+rzv+8f/DO97FvTJ/8wfd4Dv+xcBnAQAwzACADYBfFD//EkA/8j3fccwjH8B4B8B+Af6t6u+75/8Yy77XX/Ux2MqU5nKVF4P8pW+0D9iGMZbfd//xJ/FTX3ffw34fZTzFcibwRf1ms7/8nE8C7oy/1zEMgzMWkF0Ejsw1JPxQSHpnpDOlTz9hZsby3hkhb5SGEIiQrUTcqxGwMZAQbiWUv7kakVT6YtX+yLOSphwhkQimQZRYzJNJNCU79ryx7hH3OYhofBrTaIrQ30/V3t3IRInshyC97jmEm3FRzzG9jy4O0TOGbHeFZWuNZAFMFZ8oBNy4ZaJMHND+qEtBUfNABHQfDiACw59vhWb6PQVdaa5J5cBAMyGgpjNEkXWmkS1R4Tk7EnxkYJ1T3dv4KTD2EC2TtTmZInugzq2EY2joj6XaYvzO9Tgmh2eYRAxPGtht8rgohfh9bZ3WGoRSRJtLUvHneEiTJOI89gDXJNOi4g1HOY5z3XGuFdsmfUO/5ZUWuaa0txerNTwjUnOc4gmAMBQG6j1jc9SF0VaCUljB6O9XKNfW/tlAMB7okTCMaV02ikH0Rx9770m/eDdlvaDCmeWV+7Gxhc/BACIxoga7Tx9890GLZt5kZzZ5T6Q5J7MxDIAgFaI6xFOMoC8U34RlvjwI9r3uxc+DQB4rblKHR98E3oOzQtvk/sqoqByNq190mEgtZvoYEYpiftEVwCbc9in1MLDUQ8pMSha45LGyj14x+IjAIArgc/iqR2Oa2DzHtURkfrBIJG6arkQrIXxeIboO+ZQJysB6qQncq7gRgTHV7gWm/6zAIDmvJ5p0d1fMYIIi+piwq56WPGlXQX+j4qO4nbLV2oX/DCAjxmGMfgapS1+O4Bf/2P+7fsBfPTLft+rFMvPGYbx+B869hcMwzhlGMY/Mb6Kr8lUpjKVqfxlkK8Iofu+/1W33zAM41MAZv+If/rHvu//zldxnRCA94JulT/8b/8YgAPg1/SnbQDLvu/XDMO4F8CHDMM45vt+G3S3bBqGkQTwAQDfA+CX/5h7/iCAHwSAeD6Kmj2GYdoIyE92UX0c746qa40682zk8nitS/96bNJHUwUIntLxIuEg+jZ9lxlFwhfU3xMi0FoU2Ver38HYIDoYq3Q8sSZu7IUMx9LrI6cMhS0hp09uMNPg+xep/h87WkVFVAQfuMqUtcfVGWjG51ii4TACA47ZjRJRJ5SSVZBPuaXCoJDroyne8k/16Nu8v0dEfNAlAnIzPhZjsk5EXPSYkP68uM77rouw0gDvUVedy4ofpGRtJBSnOFjIwmxSP7spom5Put0HIvaDcQdfUIHMfUJO1pD3qjdoOew/8XVou+TbNjfkz07xnm2lH2b6nG8+U0NR6H+1KbKwEsd1QOhyYCYwVCpi2Jf+lN55WjQGmyMbgxytiZkokeaFIcdzT4hocKdLjnynb6Og/pnvTBCFDweiYg7RCjpYehjOSJ2FROlgRok0mz1adLXdZXQGXJOa9JZXtsvA5LkTRLMdGaOgjCSURcqVIeVuZYsZQaHYCN2WLCL59EeeOgMpPnD5+lOIZ9WP1qG1EnKZ/nh9+0sAAEul/EHHwp1R7v9+QwRoKk47ZKobEQbohWhFTUiwxt4kHZX+9weNFIqLovztiLpXloynzLCkaIhd08ZM9C7Oq8HndFvPYrDLuXViXUQ2qDdXGUQ5hQ374Hq+IZPBKRXd7RFB33Cd43t4mc9yrfW1KdO5FTnXrO/7O/8zx/i+/+SfdnCSdwB42ff93T90378O4N0A3jxJp/R9fwRl4fi+/5JhGFcBHALwou/7m/p7xzCM/wrgAfwxL3Tf938WwM8CQGFv9q9cquZUpjKVv5xyK4T+EQD3/Bkc86eR78AfcrcYhvF2MJXyCd8XxOTfiwDqvu+7hmHsA3AQwDXDMCwAGd/3q4ZhBMEPwae+kpubMJAwTeyMq3hnXkU4USKdSb/JiS/8vUcu4dqQKMrSl3ugrJRFUcg+tTPG/kATALBH55dbRBhpob7ZFH/2E1Fc1pf+hjoXJQ2imCMivgpHo3hN2TIPxzMAANdj553dwSmeMx5joUjU/+QSiySWlAM8FLEUah4Mnyi5lCA6i/WJ9loj/jysopFLoSs4K2tlf2xS6MS5zKfo29x0n0FQGHBBjr1JB6WJ//hcuYY7VOi0rWPyyiX2lAnjN6ibYiaB3TgRk6HrpkQ/3BFNbz5o4RvnicYqIq8qqPy7bRJ1vfrCDaTyRLVjEWNNOtOcEsrdaRF9PZ7JoiK64aqKrgZ9brdnlX8c69RxRJZITz0nXTXKsAe8bjKVxJWRspIGvMfhOaLwcpkx+r46IkW8IJwhdWoqs8l1hVLdgs5Zx/weotjtKrnxekNaJrPp/Zzv4FV0wH0RC/A811aCmqD5MVk/frCEZ5SJtC+pWIHogUOiuI0FlxHKcuyjAfWeSnAvDYairR31kbRpLVUT3DOJPvdXvKA8b1Ez7I3ejYp1RfcXGZoQdbU6oZr2EXP4rBVKhzlf0GLwfe5nb1DG/gCfrfpARUjGCQDAHe/4AY5ri/1WQ6ksaldY6DR2ZTFp/+4Oua6Ga6ASpp/fgbpKVVSXkOLv6AJ3qevWmuh4X7SJNx9q0W+fSvFZut1yKx/6XfKZ/3H/dQDMfLU3NQzjGw3D2ADwMIDfMwzj4/r7vGEYH/my4+IA3gLgt//QJf4DgCSAT8on/tP6+xsAnDYM4xSA3wLwQ77v1wGEAXxcdMCnwIyZn/tqxz2VqUxlKn+RZUrOdQtJLqb8u3/8AeyJWphVxsWJhLJc5OedHxGRDRfCN0l7fCH0oJDwkZiaOrgOtlX6bim/uyR0e8wkh884TR/40LLxUoW+2+tC6EUhw/3yEfdiSZTV5m5TVW93i5Z0TiXyrhVEXbS2WVV4Ouq7OPHjr7U7KCqnNtoigk2IjKwdJPKJDlUlueAhrJzy53XvgpDnUpf56AsLB1B3idzqyiTYFOXpQZVbn+uPkVcu9FVTebxdHpNRY4v/dp3I5y2ZEEqqxltKcH5tteeLy/cfNIMYCcU/tSEftRBYeMzxesHf93HnHVocSVUJmuoOX07y3JHn4Sm1wDO0jhfV8OKHlzmGi2MHl5TxYCuT6b1pVatmZb14BmRYIalqy76IqOJ93ntd7fVSO0AzIgpmm+Ob30uLa9BgecVa8wVEbCLEScN7P0hkHfKIEEuFg2h0qP+GOtE7Osb0uIc83hpV00ZflkdYFbvLfaLv/fvfAADY3bqA+7/lfwEAvPihfwEAaHbox+4lea7ZAMJ5zvmZNrNd7lYrtpUsUfPumJZSxt2PYU77vEa0bLuTxiDcd5FwCnvv+WbOS7GWjdd+l3MaEXX3jMHNfp7hMVGxZXH/Bs0MAODw40yCC2ey2H2RhvnqiNlFvp7hNU8L1Oui6Ks2QBbv7ww5l3O7tC7yAQPvUAV3RJS6Ee2PjMsxtBWH+vp3/PRtJeeadiy6hVhWEKXCDBpDC6+pbUp7hgvsK1Fmd9JQtxJAPJ0BAPTVOeeAOtEEHb5Q9gctKCsLFYuboiFelEshmt/5JjdJLxXA56sMKrXEK2FZfHnE1Isy5QOGAncJBWlbPT5gMzG9JGMxhOVyGcnFshPmpm/JpXPHzBx+/ToDpk9yyBgHeY/+hMMlpYbVPaDWnwR2OVZDLITdAF/+m7t9mLN80OyAgqFpMSd6Kss3xriuD+BRNdd9SR+5oAKK37SPJnx7NEJ7rBJzvSxKYhGcS7FE4rx/GqMOH8w75mg4fljplVGV4ycdCzUFPx9L8QWZa/KteGSRnCSJvs6JeDcbUl/q8AX8jgUVnYT5UrRcHwHN/QFx37iiZ8i6PKbf7N1MeTNVfLQQY3ButcE132euAAAGyTLCHvUlWhVcvMyYf9TSyz84xEG9fxrqn5l3mF64/yibMV84/yEMxcDYSHLusRavG5njz6frnOexfA4XpO83KHBtip4id+djAABn3MXLH6QhPFDx3EaCH7sJv32qkERVXPDnmwoS+pzv9i73Vl5c+1ut01gM0Y0S1MfMkVtK+QQIGgGsnyJXTVfpuyMFMZfmWOgV8NcR7PE5Gpp8NiIhAoaYUjA99STYeOZjqFQZxA+q49aWqSIwzdsOmHD6nEMzwA/ru1O8flfYd78BpMSBZAmMoS82VI2zUOUYbrdMe4pOZSpTmcrrRG6V5fIRAD/i+/7q7RnOXzwJGD5S5hjFpINFZReORMZ0eYNm6VmDwZ37sw6WVDhiy5TruERHwRQRwOZ4gFdEevWYxQt2ZL5dq/PcQFApaOMYvv0g0cupDpH1q6ss+f7INjvmOOMYDs/RdJ1XIVHEn3B/q2NOrYaU3AodsS6+LU40+kyC5Fe77QbuXyAaPqtuRq06fy6L6zkQ5fd/aITgikLA7fF6OUMIPUaUZbb7yBqcV1Zc8KZ44Ced0XOhIPbN0XJ4ocnruHJbzKkzzQ2lsp2IhmAJLW8q4DkWKirXqf/obARlkYN1dcw7Z3n9X7rEnwuRUziuIqjykMemohzzxga77NxxB1Hu6u4nsauA5FJHHOJRztu0OYcDqTC6Pc59qUukH1I5eWwk66wURK/G+QXUuWc0JuJfldXT75zVOUkgohRCBUEzEbEbqpjpeHAG6wGuebrF60VzLKrZWRfrRWyMhtwxmTB1+cEmz39Tl3shLuTaqNXwdos6yTj8WVUR3c5Z7g9n3ERf9AlujPurKcK5OQVJjaiJQov//w+z3F+TQPhYz0GjJSKt2D5kMwf1NxZHGbJM8jOkPIgGfVze/Dj1Las2EuCkyjUVg2Us1Nsq6IpSB50eXUGFJbp5Tn30/w0A6MW7KJu0zkrq/nS6K+oKRYqtSBSOx7HOipTuM20+g/vk9jkeiiKm4rG+WBU7fVorcfXY6o15zu2WWyH0XwDwCcMw/rGyQ6YylalMZSp/QeVPROi+7/93wzA+CuCfAHjRMIxfwU1v4F8NtsWw72PFdXEwn8U1BTN3Jj7qeQbPMFanb9fDQAVEN8SvHIkL0VWaAIDCXBp3CQk/LarNvR0ixPtzRKBBpeP5hoff3iK6jYXFIV4kiuy26X9sjgc4FBV/t3y4V+QXLyjIGYxEsKay+4JS1Z7uMf1rS3NZCgcRE8K/J09EdyFKFPJShRbFdpXHvms2hbxIiDY136biAHNCPm7Qg61cxFhGSLDKMSzNnAQAlAMXUFdAcSXO623JugjVOd/7FZNA0MBQvu+8aIJrHlE4hrxu3itgU+j/dGuFY1YQ7tEFonHPzZDQDMCcKBN6SpEMKvj1yukPAAAWZg8hECNa+4Ud+oC/NSoK1THXNVDv3+zENBDRmF9V0Nwjyp0zDiASIILr6+kZijc7r6KyiNL7xvYAxRT3RytIFH7Dp3/78zuc7/tyJn5XKX7frODb9vAZAEDF5BotOGksmIwx+KKhOKyCtfOywJDUXqj28d4M98pIfWSX00w/Ta8wDTKBfYhfZVxio84iqPsUAHQdrvme7KNoioogaFFPtTr3+GyRtL5eSoU4PRNmlKmbZpu6NeQ8L28/BwA4+aYfQrTyeQDsYwsAhoqahgGueWCUxGyJ49iuEKnn4vSvX7383wAAzhzX6ueuAvstWkaGulwdUEHbrOgHUtEkeiXu+4DD8x7Oco1CI+6bRqcBp6buRTPaQ0ouGHa4BwLJv7jkXGMAPTD1L4kve6FPZSpTmcpU/uLIn5i2qAKefw3gfwD4iS8v4vmrIrnllP/k330QDyQT2FZxyekKUZHniKp10hghHEZOqY0hkepnhNpmVIgzChg3KTZ/b5Vd5x9TN5vghARL/ukmDBRFBOYKeX64THR1PEYP2MXhEDEh1+MiAjsUzQAALEXya/YAMdETvKbS+nySv58TEZjb6eEtKtAwF/hvUXnk/ov6QN4jpLecz2NDFkhOpEa+UO6MKAWulquYUWaPKUQcULqcGVHn9XwUH1gngluUvmuT1FABnIyKfqKxKAZxNUsQSVhYBTJeixgjmUjgnHykCypeskWtOkmZXA4GUJRP+aKyWWZG8gGLLTVuETk6VhOxLNfGE46pK7vo93S9u+HBFQHVoqhr4yo9Hzd5bDRQwPIi/cKVOhFspUv0fWiWaYGNMYtZPMtHu8Nr+/KBt6Mc32+rLH9xvIP3HGD200+8RP397b3cJ7MOEXU0GoPj8P4jn/v0I4bIyBRfeLf2SXIug852EwBg9Sc9RJndkp6jJThqV5EscZUWT9wNADjzkX8LAOiquMbxhpifPUldqgPVlY3PAABMm3s+ESciTiYLaIlOAdLpYMwx3P3O/xf/bJqw5L/euvQUAKDTp946yoZKxY/AN2gJlQN8nqyhaItlvcREj7AT9PCyxprQfn1IhGOBPnXsRMc3s4xMkbV1LB47Usxl5HqwlOE2kHW2rLhMS3GrZ2SN/tT3feAvVNriPwbwPt/3z92OwUxlKlOZylT+5+VWPvQ/zFb4V04MGAhaFmACY/mLLTUMaHUz/N1oAgACloWIiLIOycfZVKR8U6RRlfYQi7pOOku/4Cfloz4uP1xH/54LGBCoRU/3/N4ZIhxb/sa90RDSyoNu6rxrNSKxwJjLWx8McaeaxGXlQ++LLuBtKSKLWKmAy12ivYMjjmvVIwp6Uqj76SoRVaHVxpwKlCb+tzXlaYcVZ+hHYrgmAq9ZjT3VIfIJJjgua2TiHhVBWcqEWRKinhRkvSrf/6xtI9NVAYkhK0gFJLG0SvnDNkrKcd+2J5YDxxNWfOBsrYZskCht0vO0rXz7uEjEuuo1mk6lUAsRnTm1JnUqv/N3J+iPvjqqYc7g34YqJ8/5LMu3Myx+6bcDaNS5JsEgxzefXQEAXKqQKCyufp2xaBqBCHV5VqRXwRbH+1CG+6PdT6KhNoM/cEREYg0Ruo2IVh0nh5bPjJKQMkPeMMM1e0EZHX/733Dtv//7rt5EmgdSomcok0yr0+EcfN/FzBILnc585KcAAJEw90mjQ9S8tPe9N63MXkXZNku8nnODVkdffU0P3/ttKK/+R+ptjfM7ft+PAQDWPv+LAIDd2tWbtMKJAi2S+Qz1Vt5hCf9u5VWkRU0cl9XpNuQPT/O6F+rUyZ2hJQTierbkM3eUpTKM8NhsJovyWMVt2uOuyznFNDfD9XBOz89JFcR1VNRXUIwlrJqQ2y3TStFbSGFP2v/6f/gY7s5l8GlxrjSbTI/KFLio5S0+TN2Oi5U5cm0X5Tp4UJwPnjbDF1od7NfLC+J7uKqGwxN3zTlRnd0Z72BG3Cb3mTR3/Zz4Lkzxq/f7SKrwJ6INGNRL8ZVJGuRwhP2qbr2hZKWqAqcHgny4g5YFT3shoxdmULzlvQE3e8GKai6AP+A9o+FJI16Op9XkPf1YHHX9f0TXVdYXkhpfOp3CSEUpjj5GVVW0RuXeiukFmA9E0QrwpTOSuZ0c8phEWGZzKIBRXC9g7w+Geiy5fbYHIxRUDTnhqM/oY9cVk5+5q16oCCJT5APqqUmxqzFMnpszzSr2TNxp+nhYMt9DNnVTLBWwU+VLr5QiT87MDF9Qlx12IbL4fsarRgu7He6zJ5YYHN1ypD910EmObQSUSpru6iUm3pGBGAFTsRR+vs4g4btVVZxXoPJTNvX38d9kQVb8nuv4zr1NAMBiiMfeUAXvoSHHsDD3AJYefSfvr31WfoV9UCdM1BurL6PcoOsoEeYzkkwrlTPIce50aez3an0sztKd0+jww9Pt86V4z8m/zutvP4drLo9P1vnhL+SPAABsm+Cj7e1gbPF5Gol/Pqj1NBSYrGovZLs+MupDe0acMqaenabOvTOQgqjSEaqreEyN2SfPx6g/QE7uyR2BHleFhJNiw4Iqnd/9rp+9rS6XaWHRVKYylam8TmRa+n8r8cn9UbNdtNo07QIqv0+4NI27MZqi/X7tJjrelyAiSYrjPCBOkTelkzc7oBtKK+zYRAcHVUZ8aEVBRITgqsS+2eE9gxmiwUSQ6C8ai6Ird064PUlx5HVmFJhFOISB0EVcHC7HFzmXa+IqGYxHyMkFMUGaSTlU4prLxi6Do/PRPKwkkVdT/BvVLhHKGf3MD23kJmySKvbJioslpaCv4RqwPY65qBS7K0K7UbHf+UK7HkJIz/J6I0+IacTxtYXsPM9DMccinN6wCQBYmWWBy7U+0/qW/RicIM+buHmGLY55MUJU+doMEWO024fZ4lqk5TqbMDumDQX5YnGketRFQ2g0r8KzdoxrZvk5WDHqztY9c4eYFmg9S4QeUJ1/2AjjpPqpZptco6RK7NtJHvPhq2t4q5UBAHTDXM9sgr+/Jktpud7A22foxhnK8psEBM9WmNaXf4S/P77YwxeGSp31uVb7ZY3ZMXHZWBGMhEK763TDzB5/AADwykd/EgAwsBpILHDPVTvs4lVVJ6WiQcskqucgGJ8HfLkuDVplKyW6V0KyZod2FXssWjI7Bu/Z7oihMcOx2EEPXpVzzs5RBx+bWIlV/rw/x7WzHBPhNu+5IDfiRaUvLkpH9tBFIkHL+Xk93zMVmk95Wa492AiOZNnOcs0jetYubdG8TslSut0yRehTmcpUpvI6kSlCv4W48NF2XVwfjxFSx5iRTd/k1R2x9aVZGBGwDyBo8v/bSovakP8uUCeKuMtfgF/k/9eEbp9UUU1EeWptBeLibgCVtBCqRyTREbrNqxipGjUQFh+7bRL9laHekS0ijP3h6E1+5s8IkQyFJCyh8lw4hLQ67uxqzJk1pQfOitRJvtNxa4yoN+lWT0ywaXLMe1QSvRAOYSxrpatA6fykg5H8lYN2A0mhNKhEvBTl7/9N3dnfqBRPP9hAYJP3CioOkBFqNiP8+269gnKNvupgnMdcqhAB74Z5z/Sog9KQcY2c0kVrKu/f7hEFrshvvh5xYA7+oH+856kwpc25HCzGYUIpgx2uTSJNAq/oSL1eQwGkDeo/IL/91ed+FQBwRil79wZVkOUGMJLFNlQXoYD89mHFGd4wW8T/s9YEAPy4KUKwMffAGyNHAQD1mRv4xU1aCH9TJG2RPK2gv5Hk2nd1vY0W8AMxovmJBXiuIrZK814AQKe+hoJLBO31ed2eEPu97/3fAQCXP/1LsALqFBV6GQAAc8K0pSCBArJ14zLa8lHL5Y3MEl3NxTv5c2fjOeyCjJGmx4MGKqnPiLUy4oRwPsz97m/Tn/2eSccvFQ0FRbbVC/RQUQLCXJ7HFBLcJxWXczFGPdRU7PamkGIYWT4zX9hmsHzJMtEwabnku+pqZHL9fNnfZlOTus0yRehTmcpUpvI6kSlCv4UYZgDhVBKGFUQwRHTQbvHrHpV/8cYFFqIsHH4ORRWZhOV3HitDZK/Bb2ev00dYqLsl/3FI9eDJABFFNMCv/mDdwb37nwAAbBSfm4wIALA2ZJR+wcqgrJS8bXGmzykVMaux7DYaUNICasoacYT+DivlMRGPo6OiiKYKK9Lq4DMpZ07K/+l2fLS7RJFzc6RtTQdZYj8WukQoBF9l/J7m3hJF61CZMVvuCHOeeLyjRL7n1Nux3T7Je+ZpDW27DmICPXMgGuqq/LqYX9G8TbhxItWWxbXZUWZIWtk0vuci6LIMfU+c5FCY/QQ1qwyFmq1iMCeGqHjsxzEq0La4Rn11nYp2DmL/YfrDK+VTHLuojvcffQ9/3z2LlE+/9eyRR6kT9Qm9b4uIcah+nQ8ES3Ckk4Csn3GEqG83wLn9p1OL+L+WOS7L4D7LRZkx4oP7ImvP48f2ipJgkkXlKo7i0TKJRqm/QjGLqtI82y2i02Wh22aNCDkXPIatF6inhYeZ7TKJB3S07xLZfajtsHAq5DMrJZlkTMMwef3dKrNg/JSBsMN9cLmvIqHTH+T4Frmncvmj6JZpcYWL3JOfabJ46IEmOIfFGIZjWnF9UKfjFvUfD1E3EUMphDMGNpQGiwb1XvD4LGczfA7ORk3U26LtUAekmCzo44pJfG51DW8v8RlbEA3FGfntN2WRzKepk9stU4Q+lalMZSqvE5ki9FtI0DAwZwWRCIWxUZOPNMmv+caLzIpoXiQCShSW0BOV7bvT9G3+nrJLNpX3fTzuINcm2sjEVWjTIWJyIspgUZm/t7eFC5fpA94r/+KWdQoAEJV/utJq3qSyLahvqSfkFBZaeM524e4QkezVMUsZoo60SKasBGCKSvShMJFIN815VVREIWZg+HkDrk1EvV0jmrSK8sfKX37CDCMiGllH+ezVyXU8XveJXAFrHq2Crvz2N4QmH1liLKJi87oLqSSayj9fVn73uTQH1B+S4nUl/Ag6NusA6mpAEVdmTSZMlFb1e9jd4fHlNn/mM8wmcWUxnSi8EQAwiG6h2ScidOT7PmwTaZshzvPzo5fhnacOslki/vu+4Uc4rhskUvP8IFILbGgRWaB1sPa53+A51gEAQEdEXJnECloDntdpyjIyiZb3g2v2L4+MUanTAklGlFXSZaOMCTFVu1PFHaX3AgAuNz4MABh1FWOJcy8k60SwoVwYSXV06orKIVTVPQ+8BQBw49rzyBVZ8r/zHCltY1n6mHdvPAsASCSWEApR70qlx5EHqMvLL/wmAKCW4xp2h0BBxTc1ZQy94NHKC3/qFwEAB48+drN/rOnzuo9laA2PRYOQ6GVxOM19dUP6yTq0PPoD7tFEkfP0fBO7ilWUVLHXC/CYvpprzMWiyMoSvaECvXCNekvqmT42OwM9ojBsji+rubxDMamA87XxoU9f6LcQw/dhOS6u9huAqvmqOyoWivOBO/CNPDYcq2FOC/palQGUA6kMAOBVFTB8odnCYVVrHpwUgxjcMH2Z4TmXJudy7AE8W2KrrG6XnBiFjLi8ZT4HbQc1vWzm5e6YFDFNCkD2ZTIIKIUwNGEzVJBvWy/SfH2M8OTFa9NcjGiz1mTIdQNyjzgBmKqIHaQ59he3aKrfJ1O9O+ohFpd7R3man9ML/RtKNMeb2y0cLFGn6yYfrEnK2hcZn8T37eO9V9JJvKQP1NUOTeHDaZq7igWj3jyD3Sx1ykcPiIurY6huR/ODDFpWEwAwm2bAb/Ek+c8nRSaFA3wxX/zkL8CSiyontplynS6DCaf7o5m74PnU+1aFqZGFdbpg8ktMuYvuXkXlKhkKe9sv6TpMv1vZQ5daOsU1b7c3kIzypT8w6L6IBviSLlf5wjt65E1wQfdHs86X85G936axs1jo6rO/jstX+OJtlLg/zqkI5ojSIhsh7rfEVhbZPPdKN8F1CI7purl6ifsvHMqhW1ZLwRY/mpEO93hMrInJhAUryP/vD7jW6+df4LzHPLbkcD0yfhD5MPX81jhTHL2BUkO7TBtttDu48/4fBwC88vK/AfD7bqfYDNez0tvEUHH1eXWICqor1CitYzsZzi1ZweMun92ggu9OiJunZfFZvrBdxoNJ7s/ZeQa3f3eN/OoHPL7g7wnnERHDpL4zmFNKY13V1KHO1+bVOnW5TGUqU5nK60SmCP0W0ncDeLmRQr2WRCQiRJJkAGr3jHjH94iPOzhASLwPl8WlHBOzXUaBy1frs9g3z+PPy71w0hUvisrLRy6ve3nwBbjqArzanjQrJkrIJNWDc7OFewsZAEBL7g6nz+vOKlVxJhRETc162w2OZ6RA5YQ1bhgxUdjmOOZmiAhfdRmInZRF5/T592NxtFWgFFHh0wMLRGYNoXAzaKEltLKiYNJx8cC31OWoGQDQItoeiz3ysPhsylGipN0R3Q/Jchl36zo76g4TqBD6L+ZOAgAqiQtYEZd8u0sdTophbDEP2oEk0ioq6XaIbi986ZcAAKEg598qE7kPhh0Mu0R5PY9pfPWk+Gm6K7zeMIoDJ94BAEhtnAIAXHmGPUCrGTIfxuMRBFT6fvAtfw0AEP3i7/DnMgtuGhfJ6dLt9rF4hKh9NsQAanmNrqFolkj70qXPI5pUAVaU123sEj2vXmcTZSQ8dGNcoz09unsOKMjaAs0fN8n9tmPswK/x2vkluclGSj9dIIreGp3C2uiULq0OVg7vXRdrom8chD3i/x+45+sBALtX6AqKhBS4HHH/pqNLqLaJ9F9w+VztF9R2oxxXbes0Cse4FsUQLQ/Xpi5mQixqKhtn0De53/tDzrdtT4qraM12EuoXUM/D1/6Yn2fnr3GH6+qAltNKPoteWf1yJxxJkUlKIqXX7GErQesmu8pjkgtKoyzRNty2/mJ2LJrKVKYylan8JZEpQr+FmKaPSNTG6s+EMFZa4dw7+PUdXxcz4JubAIDOeISafKsJfdUHSpe7qr6TyfgefK5BlPdQjkjkksq396qcvx/l139nbCMkv2BMRTRtBXqCQtjeTdwAXA3wHvlJaX2DSCWZsRBWaXktQwQxpwDsuS2io+VgHLUBA4C9HaLmYInHbOkeKd0q1OvgeEEIWpbDQL1K1Q0Ttg94Qjh1WSLzSqMcyBe+GIsgppLpz6wxKPhNs/QfJ/fJF9nlPDdcD+du0LfqTdgqJwU4qrL24KPmN3l/FTqFNYZOTI72dhV3lL4HALAZIJpt9YjmH3zo+3mOgqPl7U/ByxHZn27RsjmepN/+ukvLYbHfxe4mx1ypnQEAZDMMlm/uMFhYyt8JS8G4xgUizFBIfWm/9MsAAFeBhmishJ740Ls9pt9t7fC6iRitoML8CqpNdpxKRRhUtSwVg6UU0O41MGvR7z+7l1zsNzY+BeD3+endppgGDQMRlaoPKvzbSBzg27ur1HV65qbfudWjjhtg4DoJBpVbrStwXepu9QyD+eUaybWOHGJwNa6uUK12GUGxQB7Ncy/1drnmyaDiHt0Gznz033GeCc49JGqIWov7BVEfpvjif7XFf7tfPVlLI+67vYW38dxMAs0yYxcTHQ/Uf9RM8plZCsXwQoR7OtHms/Et6uBly7Lsh3x09epcV//fIx3ec1bMj9dlOd1umSL0qUxlKlN5ncgUod9CRv0QVl/aA2f8Uwh4TwIA/C59zMvvVUm1+LXDiTye31ahTpRoMiku8KCyS+4v9lFQ9yB/TDQTUeperEQk8J8uE8UctQY3+caPqP+lLwtgj9LMLqRS2BE6vjPJY/Y66v8TVKcV30Zf3OT7hIgt1VunlMbod2y4Kni6KLKv1IiocUnWwfldIsb5UAh5pRB21EP0hgqCQg7nlAhaiIsC1xM1wbEE/ai7Qd47YI8xll4WNfb1Af2d+4Xafkt0uhdW57GvwGyIb1BRR0fZJas+ubsdw0AyRivq4/Lfn1TaYlBkU8ga+MT6zwEADo2IpJfSJwEAtWvMYCmuMEbimiOEwPMdpT362xzvnhjXaqZ0FFtb7Hs5ViZNOsp5L8wxy2XQG9wsCUeJ90ykmW2BHWarWENerzJ4Cb0LRJ/LyxyXG+Xa2Tbntrr9SYRk7XR6RMlBldwvLXBv2n4b5Qr1lRkw5bWQ4fV2a8w8GctCvL4+wp0Zrv0rgyYA4C6f+ySkGA68HELqFHUpyn1w2OYxiSjXzjSDaI1o5XVUXJVOci8m99KPv/nsfwIANPtVzKSpC0t7adfn3lnwWIyULKbQHfBZ2BnQsoG6Zs1GaYm0Iz6KY+ri/cv8t0iN4/GiKsgq04/fCVZhEJgj2CRSLxUYw8iLpuGCdQFdpYKGhfANpR7/klI5x8NLeHKeFkNtYikLGlfbtOROxDL4WsgUoU9lKlOZyutEpgj9FjKul7H+3/89xuMxTvxvKwCATI7oLyxf29gWJahvI6xmC4PxpPGAskuaRJybrSoeKjUBADnlA49UJFRoErV98x4ilYqdhDHx26lYaEG+6/M9Qg07YOL5LhH1u5XfXusTHSUjIrbyPcSUZdNVVkpHyGI2wfE90ynDrfI6gUnTEyGyXI6I2C0QFXm9HsrqKTpXVIFSmOO6vkO/Y9DzMBbSn1Mfyb4QT1HUAn4ggq4pFCV9H5VfNaRMhZatUuoF4OoGs0ZeiBDBnlRxlKUuRWV7gJDiEw/PEUGtq5HBUfX7zCcK2Aq1NR6iv7yxAgBo1oj0V7c+BAAY+WPE2rzHI3nGHjpBXn+krJl4fAZWmMi+PlA9gRCnL790Ij6Pnih+K6fYFKLfXQUAxCyuedVm5klkPob+dY6rUuYxQwUJEiLZSkULSMXot6+D1AiDHsfjhpg7vZLbC9Mn+t9dYw68H+DYzYAambR573R+BEMxlmd3aJ3EckTEe+P0CZf9l2F3OL/DJVps0V2u6+F7mAN//uX/gnyMupzQKLTb3L/nPv/zAICA/Nu26cBR3v9Ziz+X1T83n1GWUXsNlixAJ8brhXdUAOWKmtgKwG5w7BllSDmGyLj6tOAs1UysZI+hrb1T6VY1PvrQj9//Pupz9TruU2MMR6RoazKT/+Y+Xufl9iIOqV/vQTWy6DVpScZFNueMJtGk2ytThD6VqUxlKq8TmSL0W0goOYvFJ96PUdtB+4Y63Rf5lc+JZMoV0q6PQjBBZBgM0Yc+6NFPuPWc6GUfD8L2RFQkytNDCWWT2KwEdNTp3vKBgQiz8qr6HPQnObJcukNmALNCCWFHZFgpIokJ1Wuz42JFKPusMk4MdTC3lAWSTSXx+Q0it7FNvJzI8jp7lRGwLFrSWjyC/qQsWkh/ICrgoano/9BGQb7ktvLG42EiqEB4UvFZudk04L1pInxfiP25viyTLn2cb1i4CtOiLpai9HEux3nO2RER8Qt9G9tlIq/9KsU+HufPVZd6MysVHFPWwsQ6CCr/vFhkhadRY4ZGo9tAX1TEOfCcWrAhXYv+YeMcYsqZf2T+XQCAbZs5zfZYSM91YBiiUdg9zTksqpahTZrZMwHq884by0jM8Lw1g3naniXfvBjW0rEiRmPNR+3XUOL1Vy+xzP/44z+MsJpgtEScFlFsJakc9naYOdh3j6MwlE31Q4eJWGNl7hfPF1Gbm0d5TpWlu0LEKfq6x90mACAUDMM0+TfPo5XhgXvQtjmHsPZtPB5Hc8h99qhJq2KrvQoAqI8476p7DhnQEslHaQ1MqnxrYfrqwztRIMZ936urfD9P3bYjzEQaKa4z3G3CnNRfuGoTqEYtF09/CADQT/YREVXvz7e4p787pSYn4F66MxFDShllz8uC3qP2iqaoCvoNseHdZpm+0G8hvunBjYyx8PAQhSwb3x6cpAfqJfvpLW6kWg24+9AqAODpD7PwYfeLXNil98k9EKzj5Rr//1iBm6Ejd8oX9VJMyD3w0MIcXmwoHa3NfwuoSfTqiOdkAwFU9CLfnZT+K9A4c7MhcQZbDb4wIqImqA7FdyHSjUwyjXSaf6ttfx0A4DMqZX8wJ7a+MV8AhmlgwvqYbvEFN1QgyRDL5HarhcOiG5g01w7oIxKWGR2KJ9FTZ6KuyvkXCzTx70zTFZTdzwc30R/jsZTS4wJ8gde7NLvnxMG+nEzj62Z5zNNNHvMrV/gwfvs+fowHIRuNqoqfXAWskyx4iufpUoo3+OJbj1fhqKiqN+LL7NKYa3aXw5dQJXQJ+6w3AgA21plKOFLPzlCAL/pIOIyeGg/D57xu8nLPkGP8WIr3ubazgZkG9bNUVOAvzjUK6dx0ehFb20wHDAT4t8UgC4BGM9TJK0//JApxFuMsZu8BAJQ7Z3m9Ns9JxlcAAJnsIlxbbJKBFzQHvYhVCOSGRkjscs3nZx7j+B5mOmD/Bj8YQTOF3QYLpCZuj4D2YCyrYLw+4H1niPkU+4NuGnyuWmkVPo2ox7wRR6tPV1RCjIrDAl+219p85gLRBg4MuOcMuVbafe5Tb4b3+tlrfB4qZR9/76iK0vTS9gSenATPGYYtnFOvgPenuMae6DH2ztC1tN9u4Wqb7qxHPTWBV5qsOeB1R0vT0v+pTGUqU5nKn0KmCP0WMpuz8fe+YxOZYBDPdTMAgAsq50/J7WAqqNZrhrBWo7mYmCESnvnbPCYUInIyDB/xpNIVVWAzUiqiH+JyVDpER9fqLXyhS3TbjRAZHqzz3DcmmIr2kn0JXaXmRVXMVBXqPiI0vieQxosygX0FUIdy5eyZoRulMRxhWbUQhZVTAICza0RVO+KZfvoGzfA7i5t4QH0ax3Kx5ESq5blEM7MzBXQVHIwJDRlKV3TFjR0CsJDi/dcdIfXWhFubKHJWc/hYtY6YR7Tm/CELxNF9TizM3+wqc2+W49t7lPeaCfP367U6DiZUZOXzXt4ldg9KzP9jjkFB5RfsIUpKk8uo1+ZSgToYrov2IVxCrSHXiE+dRoJ0zzgTl1e7j4TS2K4FeWypL7dAi2Z80ReHfTSCp1Wan1AP0IxcEhN3wXjUhy/UHjPokrheIU1DxKWFUszNYMuke2d3U4Vhcoek07RA6k2mPCbyR+HaTY5ruAIAqFp0vfh6RRw7+X7cOEtUmthP1sXBKtMiA1Gi596ghlhBdAA+94xFNSELplN6HsfdrXkYp7mOHbGXirATiRH1F4xb8OVOscPqnqWgeSnDveTbDgYh6tlSWb+tHqWpEcf1HSvcm825MYw+UXyox2O7PucZkJVbMuIwZ2hZRRvU+33f9HcBAJfEAllcuAuxHXXv8riH4rLWV2XRzNXVz/c2yxShT2UqU5nK60SmCP0WEvXDODHei4AbgJsUpyuIpl7cUMf1LNFvNn4S7Ra/+Nm9/FL7SmMayWcdDNdxWP5hU+pv9ojEEkq7Ol8n+riw3YSrYFVV9R2R4SQV6xQAoB4MY8mcBHqIYo6JBjdpEo14IR99FV84A0ImVyi3o4IjLxzFrD7vI1kO19WXs2PQ/9y/TGR3I30Nx+Rbjqm7ki3//X4h2O5ojLIrdamUfqS0xYMqpFpIz2K1Tt/lnM20wAmF76QbTsHhuAPxOFrqjHOtQT1dC9Hvfq/Q0Wa1iqRSLrttIsS0SrDT6vd5x9ws/j9fInr61n0Mms37PGbrFQYUO1nqqF0FnlAZesJh7CLcpy6+pA5L9zgBfNjh+n9LkAHcboj7ZJLml7KWUMwT7R0ccT6V8SoAoFzjvUpFIu3GaAd9IfG7Hvr7AIDB2ikAQLPJ+ySyi0CD8xyNafnNp4n4+yMFba0kZsUrPMgzIFn3GI+YcLwvxoW0m9sAuDbXRH4VGU5okBm0nbffhkyBaaPnPv0fOb53/z0AgLcjzvjkEEaTFkfGot6KmRM8RnTPvvrW1nJ1lBWTSWwqCUB85qV5+tYrvdfQb3Jf+Up3fOTeHwMAnN34BQBA2p7F6RQtjV6rCQAwDd5jq0V97Vf/0XwwgG1RJPhxpYKOeGwvw/uMG2MUY+rClTssvfO6mRLXt9Oqo6cCLFOFZ+LXwzjOeTdEXne7ZYrQpzKVqUzldSJThH4r8QPwvCzSyRzyolA9onS8F12mJELE9+FMD1AxgmGuAgDm4kqNk4+50beQVdZHXmX362Oij5RItdJpooYj8Rm8VCZ6KRj0655SkUlbRRnH5xPYsfldHioav6PuSCml9+0tvA1Vj0RUdfmdrwlhN+R/fiJfxJeaRLVN0fD6rjI5domMlx4m8uz3LWyrB6WhsadF+BRQx/RhJI4vyvK4QxbEQoRz6ctXerVTwVjkZTX5PWNlIsVUnrqZdKr51nwe/6pO/3BlVb74JY7h8wOWla9/bID5t3Et3jpPdHZoQhDmcG4rvUV82z1NAMAHL/D8vzNPJLs7YuZIxOX6fndkFmM1H4lbtCA+CKL6t8zTWvn/vnYN3zibAQDYnopLZBV03Y7mtgpzV+RsypxYUIzAdojkukPq9qOdHbxdzTSam/zb/N1vBgCMnvkfAICtG1eQyTM91lE/2uWD1MHGdTakqFarmC2RuGvgM7vFDxE9xwey6Czuj3xhBqsb9LdbORWBKRUxYTPGceapf4186hiP1713XiDZV6fLLJdEtIitPkvqk2H660tvYtektS8SUUMdkXasIK643GevNRmT+vFZ7v9qncVSgVgAOwnqdGnATKRXn2e8I8jtgXL7OvYUGGf5pPzgURXYbYtKYJZGI37hRgc7W8wcum8P1/HtFveS1eU+9IY+XO2ZgAr+Tn/0/9bYqTc70IGjYihblkNcKaL7Q/z7z1c5htstU4Q+lalMZSqvE5ki9FvIEB1cdD6H9GoU0RwRTUN+45jadblC6NGEj26PiMJRG6zrtQlhE5Hn0WQS7ojIpCqf8Lp8yztqC7fbEWFVysKb5ogoPr3Fb29R/u1LA113t4JEiIjirnki2E+t8zojtbh7eeu/oa4Mmr4KixLyUY+VT/65jU0YKpR6tSqfpqUc5PEKAKC8TfQdic9iNkz0fVV0piX1cbwhxG45XZzMExo9u82/bdk8/4hKvHOWhf1qWvF714nKHrXUoGKrrTEQLSfGUXzjHurrv7aJPMfKpNgzw0Ke//3vlxAGj7+qOEe/revISnAjHg6KyvbhJdEzjKnvSU/WSSFUMXAHbI9jtm2O6/sKpIFd95hVEovNYsaivvcn2cpuNGTh2WiWTSc22j6sAVFss0FkmA8y6yMU5j4J+BkAwJtXlnBO9MXbN/4fAMDsea5rNMLsj8GoAc+jvjsT+tfrEc2TCNtMr2Kjcoo6oIqRrXMOxST92q6Ka9xAFNkk/eMhkWptznB/XK7x+kedRbgu91wps4/HlEmV0OmI0iH/AIoFrkmjRtT9/O8wc8g0qHNL6/tgPoU9RfV7VaFdYqQ6AF3fdjexq+ywpYH6zIkFa//8OwEAV+3fQdfkuJ6vMN/+G2c57xMm1zcWom4ikTC+8U4+n9Ehx3PB5z4+Kt+3F/bQbigmsCnCOYsO8lic1+n5Lj494Bp1ajz/Xdo7v1xtAgCeFBccozK3T6Yv9FuIBwNjK4jLsT4wEKui0gMfLKqzUEeBOHMEtI4CAIYOHwTHVn9QFS7EAThiPLyhqs/VMs8JWNxIqTQ3zqevFXHHmObyco4P85VtPozb11S1euw05uRqWd+lm2Epw8017Im7w/LgKE2xIxfHp9d5TCZMEzkfjaIy4svdGZE/u1lVB6SBWOwy4txIl7GjB+xEcVIwxYdnwjvy6ZaBxJAP9+MLdFecGXAO610V6fSHN3tzPr5M99WZTerpjgSfiB1VSWbcNpbCPP+dR1iI8pLSR9+XlU09Bkw1Kc7KtbQrEz+jF+e47GApywDkQoLz+6j4Z95X5vV9pVWOUiZymRUAQK3OB7hS4brOpOl++L9mxhhqnskc3SnDLa1jnTp+NHoItRm+yF8cNQEAAfUHDaX5UntR139sdy+WCnpxi2v+OTWQfnColLu9Pjodpj++YnHsB1UMY/nUWzgcwTDBD2BUAfGwR1dJpsAP4qjH625efR6lGbo0qnUGGHNJvQRjXLv55ONwxaS4vc17Ly2wsnbXYiC13+/C8uiiSaqfZy3OMTy3zcrpe0Nq2NxNwAhpvykI3Abn0PA0l56Bh8Rq2Rrzb2G5iV5+jTzy0WgUX9im7v6PA3wuPzbmz1eqfB4e0h76W+kiwhY/Gj814DyLKtA7XuEYCuk8zqcUqG/x+XRDSp1s8Vyz6GNbVcCrejYekavx+9W56z9e57xvt0xdLlOZylSm8jqRKUK/hfRdFy/UW7AMAymhvnKDptiMgo7lLlFqONRATubtzhZR0YElui1e3ua38wH0YSjN7uXTRNsTVBsSGvRBZHHfiU1cvEHUl3WJjvbMqVtPVhRwQ6AlvvGrfV5nRQHYL4kRMdkfoas0xZTcKocUUNxq0Ey90jyHuEzKRIqWh9NjgYU1Q6RoBTMAgOvVHjYjRC+LMf5bUlwxX9Q935oM3ewyU1UA9WCYY7/o8Dpev4aIIEXO5JiPLREpjsVeZymA7AdMrIqn5ah4PbZl5g4dztvqm1AWGTIzdE1F1D802+F1k4UiKnWi5WMlIrl70yybb4SavF5Xrq/aCwgGWT4/sIlmwwHOqd2iu23+8GMYVon24vuJ2mfuYjl/e40ovLX5GlpVupTeEWUvy1aOv7sBjv3xNK0GP+hirOD4b9aIZjtt6uDuNC2BwFoBpRIDp9eCHPMozHV4R4apdh+wL8DQvnqHTRdGbazgZYVWY1HdoQLhGeQXecxLNpkZEw0i18UQC9jatauYOfA4ACCdJRq9fJk88LMlBmRT2RzO3Pgt6kko2U3xmXlCrrWIeOXHpgNXRWgnxPXvKO124pKMjeKIiEM/UOJGaXiiUKDHCdXwAIbSTpvqxft4hvvjrNyTcQVHW50mwgqY7le/3Vd3OYZVWTOjCLAmi3snrII1j+NrxWgNhapBfG+JbrAXZG1XZXUa2rffu8hz1OH1tskUoU9lKlOZyutEpgj9FjL2gS3fgG2bGHeJIAoF+hWv7KiEX7zo3qCLfIzIZCz+7LECZIWCUOWwBl9FOI5QfOMMEcnKt3M5kkmV/u92EE8SOQxspoFtlImuRmOiQj/iwksToZzdoF/78JhINiJWwe1aDabQii8Ww6xB5JMs0jd5I1ZCo875vWmePsTUPNHGq6ILOKHCpy+2TBRUINIT+t6jgqfvj3Gcn3WquL5Bv2lJaZ6Py9d9v9jrtkZRPLPFez3ucxx1BWknndtjk0DlaIQPi+XP9ZnOt1cslb443S3Duknc5VY5rpUwiaT2PcjUv2unfhfdVJNz73I+Tyll8MhwUiRCPYZHMYRCtFKW5ojwbZv6q1Y57tWzn8CRt/0NAMB4TB20WkRrwSKtK2PnOvbOvZ3nVZgaOVAapVvmfBdnTwIAOoMbuMskmm0tsZdowCOqvaICl2JwCKNGFPnWhQznru5BdfXlfFdiEdk8feW27hWNqfCpQ+vg8PFvBgDsvvhRmCnulcMKgHsKdpuWLLqTj+HKmY8DAEIh7uV0hvqbdEaKxu/GSCm3XfmUM6JBqExYQlVtFowEcTTFOT9tsHhp2eE6rookbmR30Gup16pYEdMJ3nstQiv57PYOHihQB6kW917GVDGYRd/6IEJL5WPdCs7vcE/+aJLWydtWOL4zbRW/mSZssae+Ic11qMsCvCjCt5OhBKwh53l3SkVporWIqjNVIPC1wcpThD6VqUxlKq8TmSL0W0gwEEApGYfve4grGp+LSG2z9L+NhSa3bxxFc0TkHDCV4hfmOakMj1mtW3jjDBHE7j0i8HqoCQAo5ZhxkhAh1WbtJHbW+eUPxYlIForsj3hwhhbA1qCImIitTh4gkruwxfE9on6mldgSFtRpZ02l57tNIsycapZXolEU8rQUMqIbWIkQDb2sAqFJT9H78wVA6XFtlVt7Vc6vOUcUkw2GkQoS3daF1loqc8/Eibp3vDHON+m7fWKOyPfXniWqNJLM7nl/lGO6aASQSlEXtrJxjqkP6Zp8r9H+CIFZ6s6sEOV1VRo/6tLaaLvXEReynPQzhayVHaWP7u9RR4nIHAyVsHsux2dg0kOyq7GYuPH0hwD8fqZPJMbrdepE/kYgglSK6xVXL8yeSKHKXcZLmnWi6Nm5O9Bo0cd/l8ZlJzi/viwdbzyGI5KrZFd85R716OrYuncD1R1ah29+378HANRe+TQAIJPjdZrKPFl5/Jtw9akP8noJItdajftj4QAznirrryGb4dgHSn0dqNO9o+KoemUN6YyIsIYinNsi8t0Tp3VWi3AdQqaBD1RJ9vWWCGNJwTDXY8XnPrFzabSq1GG3xbUPd7jHV0q0SNaTSbgqkiuHGCPobPPfZvKMjWwHqM9z7S7++n72ef2i4k1XN3hOz6ZO3pbx8QZZogWXcYoXDT7TbVmPpmGi3uS+KvrU1x41K/UdIvTeYFr6P5WpTGUqU/lTyBSh30ICnodsf4BiMo6MfLXr7UkXdn6xbRVEBKwIQipaqW4zO8LJE2nmY/x2hqxFVHv0cVthfuUfmCFSyip7w1XJ8VJ4Fy+pKGImwWOv7jK6fkAFTG+eKeFMXU0Y1MPzoHzUA/l0ZyNjVOtNAMA+ZaN4EaLneWXE2IaBBeXXX1E2SX1ElPb1RZ5zRn0i5+MxvCZq11k1tGirx+ZwQJQV8lw48ttPCIueFs1ASs0Uipk0fvQEkdLAoDXxA4+sAgBuDLg1O0PO6c5sFl+XJjr7VIc68EY897iyb5KzCTRFypU1lzQe6m2g/OXZxEm0WswYsgzq9kkVKLkBzgEG7+O5BkbS80g0uvEox5WIca2adgv7nqAv2tkikjMmGUXy/7cqV28Sk42HTQBAIcH90cgwq2RHpFjetnsz2+h6mHPv7zJTam+A6xAzZpFIcs+5Dq/rejzHDlF/BgzkPRYvdUSnPHPnGwEAm5fp845k6T/u9/tIZZm9028zkyOZEJ3vIfrdh80bMAzulZY623dTtNj6suAQ6SMk2oRdNavIjZUxpTzvxDz3y+VuFQ+JOrlVo5UyH78fADCX4ViurX0SZ1RB/5kKdfAdC1zHfUOOvWMaWFPv0Jz278WY9sCYvvmoqIuTiRg8dRh6V4z3eE2drfZ5anYSDmGtwefR7HE9v07xsLU5HVN2kYrzb+0R9RUOqrBLhVPdEvf+7ZbpC/0WMvRcnOt1sd9zURfHyctKI0uovVksLtJnLwV7TJfBpf/wUwCA5e/6UQBAMnoKAPDQvIXVNq9TSp0HABw2uRnOqvqzrbStzeEQntL5zq/zZfoQrUCcbfKY1c0tlHsMNC3E+dBcFlnKXr3Q96QzMFS12dI9Tqhac6guQg84K7DnVQxR4st+S8f+wg4fkIjLY6PjEWLqULSiPMFIkS+vqkzZp+tNXGjwek8u8gVci/OclFIRD5qhm3wZeYdbsaeWagdiHO8npYtMp4NglB+GnD4Uh1UsNJIu0t4CLLEgWmLYK+Y5l9Y1BhjHwzpSCa6R7/G87ogPcEXsfGmDSg4Hwygpte/Vi7/BcQ7pHigtPcSfRRs7L/OlbI8599yigpEdvvhsO4CoGjzbDnVS10vxFZ9jeDJA10ZvvIayuHhO5Pi331NQ77iK1EJWAPaYOjTFKfKSzebT94LFPumoBSfCPXPl078CADj0lr/GMTTo2rOVenf5U7+OO9/z/bz/eQKQPffzg+OLvTKzdCdq18n30g7zRTesqwOVOngtWo+iP2DA9ag4jH66zCKw98WVQqhm4jkzCdT+IM9Rvc5jd2uswj2dGiIs/pT37Mnwuo4+Amk9Q4MIgmqAfrbKl37nJvMnX7qzAkXfsziLT1yjCyc94J4+sMw9NdIzGfLDCMb4t+iQY7VVCTxhZzFsA211oEoqBTnkcb9mUspb7l3A10KmLpepTGUqU3mdyBSh30KCwSAWZko4s5GEqwIex+YXfF9sFQBQ94kE8plVVBv8Qpf2kcu6dEAMhSN+38OjAcpDnh9RF6EvqXR/V2iop6IJZzyDTlsMeUkiuivqkjR0FbgJj7C/RPN/q0P05/tEchfFYrczruCICinuVf/NgSgAkmGaqc+1rsFUz8gJH3dAfC/fPU/00RE/SrlWxUPiB/dEoj7pu3hZ6Yvr4xwa26Q0mF8gojuR5TkRBR29roNigGNtyb2TDnK+/RhR6azG/YXtbbxlyPmcnCP6dvvqfDRPhLhVvYJIRUhYLHjH3smUwvWnfxsAYEXjqNcYLIxEqe9CiPzbfoG/e22eC9O+SZkQXyYS83bFWXOFjaSDVhITXBSLEz1WV4lyZ+Y5t1ptHf3BhPecQblai9bZmxyiZEOtfQJBEwlPHDM25/L1URYqWeq01GjtotXmHPat8N9GJgN//QZ15HpFhEKcT31MtHj5U2QqXNjHYrJLX/jPAIBkfM/NQOfWJRYLxZdkDajBcu3aS9jZkfswRd6Xj3nsH/q49sL65ikUZBGZLvfSDxxksLa11QQADFa5T+bTWYQUHB/LsrkQ45x+a5Uo/39NHcIX2nTrPCx3kxWkvmbl8gun6xjquXwpQn0dFrdRQQVHbdE/bI9sHJf7xOrzGLOn7s5Kj4zEszetzrpNXWZEWVGSyymQDaCiBtd79pBTplGhbgYjuvhChuggb7NMEfpUpjKVqbxOZIrQbyEx08RdsTh24hl0hAqWZ4ggdvtENXMKllb7Q4xGRGmL76PPMBgkArAULH2h10dYTHuXT7MQor2fAbFUiuimuct/H9oDFErqUBQksgkqMFnM8OdGK4iAutdUNlmCncwx6NevESFXVge4+9FVAMBpzWFR/uxmj/7BcCyOTRUQBUJKlRR5Ujo6YWGk37BkWaiKhXBmg+jWLdLamHRCujs7wgP3EJkHxaZnbPLn7Bz9s03jMnYDHFdvLOZKsTXOBsQwGOA5b16YhS0LxN7lmANJbl+zRv0X/Ag6MVow5RF1evp3f57Hyu8eSySxNXgFAHBi4fs4dzBouKR+nAHxa5tmAK06dRnpqeGqUFpUBWSu4yEjy2Nnh6jbEOOjpfhAp7+FiCXKABWn5TKkCfAm5e6KT4y6ZzEbOsn7h7mXZhYY4K1t8vqB4BhLCyzxv7hGTvKHhJoXDrAL0frmM9htEd1izHUcgrppVVncVCpynwXDaYxukBmyWKCFee0zvw4AWLzvXQCAUDSLmPbMaEx9LWSJdr1dzmHstVGvixW0yL2969ByGGutripd88AohgMxzmsjwb8tiZHx7xzhuMKdMMrae22T+8NR/9YcaEGYKR+7irM8qTTWgSgPnA6fnYys2ZIRxUDo3fSIuvckGadY9xmDqG2XkVe8yVTQfNzn2CMhrkeuUIA3oiUZLHEcqDAAO7dEeoSNVVpwt1umCH0qU5nKVF4nMkXotxDP8zAcDPD4fA1n1SfQbPHLf3CWpd1lpQvWG/MYO0SGJ1bkj55Q7qYzAID1chNHZ4mUvGNEMdtbRFsG6LNLiqzI73h4bI4IsRogIrhapU/T6ColbnsZtnp2puLya7eJgK0Rkbtbc3CnEGVYZEeQv/6sugcNXRdNcZrvlVtxUtgyGvP6yypsyQTjuCzO7kqA2SN7Byp0UgbLff4Yz3u6kLor3RHh9Xd2GFeYnduPgPpbXpPPfEbu64F6dx5UuqGb9FELKz1TaDZZp0XjK7NlJzfAaMixXlW6430tZmYYBY5lXBkjYxItr11mYUupRJS254EnAQARES55joPOMxxrLML59XvSv9IYQ8E40mn6xSsGszTGG/JdN/l7Z1SGZWQAAI06UwZ9n0UvhSX+bG4/z99j92JmL1H251/5SQCAGfw2jkcFbMnoAsY29VNRmbw75nXH13jvXK4EP8S911FRlKdsoJXHv5tzUmeedqWM+Ax10q1yzJ7Bc+sXngUAtDqXYAWIWCfxkoei3P9bWerIrw3RdRkLKfnUyUiQsSIqgXllhUTGQdTqROb7s0yNDKjkvjekZdGJNHAizGdhWwVsh0w+BxdNjvNQdQ5Z0SCfKfO5OqSMoviEPz7FvdW70UNOmS+7Bq3s8xeVpqkSfiM6QiZJ1N1LMmW1f53WaDDB61y69tpNjvTV536H84lkOM41Pv/dMTOnbrdMEfpUpjKVqbxOZIrQbyEjz8f10Qi1ThvlNhFKSJSnOREONZVDnUx7WL3KHOQLFkuKty7Tj33fCSLZdm8FL9+Qb9PndeYWiTpGA/qjw0n6OGPZFnIOv7k7+jnsyGetjjUIOcimRS6lLjMBFTeUhayPwr/p1w2ph+KZJlHbxLrIxuNYShO9TMilnvGJeI60iUbm07IADBMJofWQyIieVkbNuxaJ2j64uY135tRtvcPrJqJETBsiFjMrQCKpvqdJZXZUqJNCiFYLAtRxb1gBRLeaESVBVz08uyNaAEv2DDbkq71XZEnxOpFn3CRCH+S6MLtqSOJwzJ4yWUZCno3TRMu9VgUjrXG7R134rnqDJjmnSDSDkDJX5rvMHtkSPUOrTCsGADp9otFCnn76zf5TPPYF+m7nZx/gdGMJVG4Q5SFPdLqzxs5AHmiZ2I6N2dIKAOCzyir60SCLcvIzzJt3nQGKQcZUogPut0GU8+sqU2qg/O/c/AJe+9hvAgCOveO7AACW6AzWNtgNajQaIqPCrnaAKNxWQY+rXHgrZMJyuC/Wqswlz6p46ZhqJJw+1yHu7kEqK8Izh+PbbRM1T0jOknMp3DWmvqsl/hxWmQ2UUxMXz/dwZaT4Uop/e0UFbAVZe6mg6BsyHsbK3Crk6A9vSBdVFbvNh+9AQF2ykm3GEzoW8/b37mfG1E7gY+iGuHd2t09x7l2eEwyINiKnlkW3WaYIfSpTmcpUXicyRei3EMMAgqaJoRFHRgi2UiEiWVW/ynCaX3vHGWFugd/ISplIbN8JZRYE1Err9CKGvsqW14hE5h4n8n/Hidd4zoTw3yzgqvqOrlWIFibt74JCoEEzhUGfiHXck286RnTw1iLHC9PEqM6x+kJVK2rxtir/ttfrAmoHl1VmQUk+zaj84hF9/zujIWx1kP9smegqa6rkWejoHYUcigMe07SJ+G1l4+QjRM0BLwEoAyZeFwLrq4LVU6YCeL1oNIdugL7MbIc6OKff7xAqcsIuSur9aSvm0HXoy0zYjCvsm3sTnKToAPp/kEDtwid+jscmaGW4bg1tgz7+gaWqSJs6dRyiQStWxMZZZjR46mKfDhJ5jjJCsJ4Lry2yMFUkLuXZOKJhc83aLf5E6zpcV3GIg8xxvp76JABgxycqLPX3o92h7/f7Q9xnIWXEOBB51QNP4sqXWN2aECGYaTAT6bXPMfMnX1SDleU7kCgoK+USfdNdlcjbQRFlmSNUW2p0IiuoL6rcuqo5f2trC98xS2suKv98qqMMpAB10vKoz+bwCup9+v0TFrNdYnGeeznBea5UO0iYnFdRee0jSwi/wzUaD128I81rl+NE+FGb8x25HG9VtMOmEwDUmjRt8Jl5yeAxd48Vt7KisBWr2BkxQ0fhEpx54dcAACfu/ibUd2iF5WZUR6F90q9y35qqIbjdMn2h30J6YwPP3zARibZxYJabqUsvAZbF1YEw/77l2fDUeDccpVmaUBBoNODGnL0vgpFeSPkDfMiz80x52mvxYUwptTA7k0ddmyuV4csHPs14e8wXSzTRu5l215A5uezrpdjg3+OlHK7qxZnt8gGNK/B3h35eHI/xynoGAPDWWd6jJdZFX+l3Tocv5nOdPh5UQ+pBkT8jCtIlTT4x7tDB8r7vAQBYN/4bdaBmM6m40jPbNQRcpQgGZSym6ALaGIuTfcQHLxj2kVewq2zQ1bISkCmtYJ9bDcAQY1/WYvl+JMZjPY9zqO1cR6vNl/z8PF9og0mq5BxT/57qMFi6v1tCQl2Xigl1RwryRZdO8KN8ofIbsBVMtrpc+z0lul7CGa6zs2kgXRA1gs15bTlqwJ3kuoQbXM9QMIFsnjq5cpXumGSKaXR7PO6lttuEEeZaOyqaGVXoppk17wUAdPp9BIOTkvomAODQg98EAFjo8t5bq3SLlC89g0QyQ/1sPwMAeN4luMiov+qh0FG8GucLblfMlYfEwX5EQOeJlVk4A+on1xBoAXW9IC72urkKAGgkAui3udZLGk8vxHU8asSl40X0XAKGrrj652eY0tjo0223HSmjuUU9R8NiAJVuU3l1EktMUkxdVH0+RzWbc3hELsLrCvK745cQGZykXlLUX3aSzis359rl5+AbCjTLFRpP8vm29SwuHmYgG/hJ3E75mrhcDMN4n2EY5wzD8AzDuO+POeawYRinvuy/tmEY/8uX/fvfMgzjgq7z/9Pf3mIYxkuGYZzRz6/7suO/Q38/bRjGxwzDKPy5T3QqU5nKVG6jfK0Q+lkA3wTgZ/64A3zfvwjgJAAYhhEAsAngg/r9TQC+HsBdvu+PDMMQIw6qAN7j+/6WYRjHAXwcwIJhGBaAfwfgDt/3q/oA/BiAf3qrgRrwETAdhEJphFXU4zj8mVTwpq7y6LlIBJkSCzReO8MgV61K0+zAPI85e30e0SIDpoZM9Dk1SLyoYF1C3U4O1WvIiVhoQcxAYRBp9tX/MpaxsKHAGFTsYCq4tynkuFRvYUF9FpdEaHVBnYvCrtL8uja+8xjR2O/c4DE5g0gnGSZSuapuMxGrixMKEB8Vk2JcLhd0ee9YMoaXrv5bAEBWzHghBafqDY49FIqKYRowxcseD/Av/sTNEyRCzsaX8fyQpeYr4hDLqJDEFqLt7taQEA2DobLyYpbf7UpVCKw3RjTMfzOUSne1yc6PkRbPvTdHNJman8HVGwyQhnKcQzisAiPN97e7LXy9yb9dj9EtE9hhADwaIrK2nS6iIQVnLfUF7fJehQKD6LUx0W/H3YRr03LwTKL5cptjP77/6wEA26mPIbrLtciE6G5wRGNgKEh9+hP/HofuIUps1FnOP1I/WbMlay3LYG7ZeQU1FY1ls0SapSCRdWpAZNz1KwirOO4R8b07EV4n0aSV9uZgAM8luD8vgi6hu2xaPTc2aYXGtGbzhgfMKuhYI6odqogs1eec+uYQYTGQNh26NDpyWYUjvM5eP41xlue3c/y3jSbdHkst7qWZLMfQdXfwWVD2isN9vMFz07JCAyMT3R7PPyIKhtU57umX1e3ogfboJglXzeLfGuoZbGkvbL72tSks+pq80H3ffw0ADMO41aETeTOAq77vr+n3Hwbwf/s+qep8n34I3/df+bJzzgGIGoYRBuABMADEDcOoAUgBuPKnncdUpjKVqfxFkr8sPvRvB/DrX/b7IQCPG4bxzwEMAfw93/df+EPnfDOAlycvfcMwfhjAGQA9AJcB/OgfdzPDMH4QwA8CQDCVxKC3jLvyVzDrEbnuFPnzklLZKj0iFtPqYDggosit0Bd5QMHHsVLjvvfRq/jINpFOv8OikrOiGI2qbD0c5rGf2jExq7JoU2l3+RDPLYluIGSP8Q35DABgV8G0a7tERwGDqOPVXg9zIkDaifJnUpSjLzaFzCwHYaH2vUUFFsec19MvEsk9dBetjyOJElyPY8wMOK6IAqleiWMo18tIg+cnwnt0DK9b7TIYVu/1EDbVlQdETOFJMROItjz5PIElHFSKY8/lmNs78mdnqQvDLCCbJBlUIMjxtTq8ri3e8FikiFicfv7rvY8AALbUFf6oLIiGutHEoyXEskTxk+KqnHpaNtr04T5cKqKj4rHTopNNiws8oZRLc2RibYMF66uA6AAAXVlJREFUTmFxt5dKROjrXaYk7qqo7HjySXhoUj8Kgi77TD/cWqf+9yWPYiAqiEx6QknAH7W6uvYkdrB+lnjUN6iLyqvck7MnSOhVPMSCKu9FD9uiSij3Oc5oSsHqPsfpB4ZYbBC9h9VRa19BlL/q8WqOfZyMUE9Ri0HWif+6MeA+ToZpfXy++RQOVxQzWqZOE+p6NZ7QQAR68Pqap+iZGzXqAF1OuFSchTeJD6nQbCEqSgP1nO3KR+9mXHxbh8e489ynL4iq+FyNa74esGGOaVUfVfri8iRIvsCf53fLOKJuTRHFSbZzQvojzn8nTIvkdsufmw/dMIxPGYZx9o/47+u/yuuEALwXwH//sj9bAHIAHgLw9wH8pvFlcN8wjGMA/gWA9+v3IIjq7wYwD+A0gH/0x93T9/2f9X3/Pt/377NiX5t80qlMZSpT+Wrlzw2h+77/5J/Rpd4BIu3dL/vbBoDf9sm+/7xhGB6AAoCKYRiLoK/9e33fv6rjT2pMVwHAMIzfBPAPv5KbBwJjpLIbONOM4aUyX+7JNCPvnktkYcqFX9mMIlUg2m7WiQ6WYvyS3yF/4RcrTeTVECMQUOWDUqiOzhLh3ejR9zoeu5jL0g++rWh6QE0ZPPnvc9k0zlQZsc+r8Gckv/bpGhFeLhjGVRGJvVNFR5s2kc9Q/RizAQu/eIPI6G/eyQyRD2xwHG+4l2j0jRmitWQ0gvKkmcBIDm011UjIchgaJpY9WiCDMX3AhhBPSKmXUTOL1oDLGgtw7LYoAMZCOmkvw2sMfSzYK9StSX/qbpLXDbaIUn1/hHqDFKxJoSpLqZeGSV23ezcwHPP42Sz910mTY/BFuWv5ogkYD5GLcg6V7rbuQR0ElZZ3z2gGv2kTNTY0h3/6K/Qp/4Pv4liq9hB3JEWN7Dc59zZ98tkokWxD5eueE8L8Hjap6Gzw/FKaRF6bFfYEXeu14IjiwGsQ8WaUCeMnlGUxOoqRyWv6HtfcVSZSTDGa608x+2gwqmCUV+HUNuc+a1LX2TmV5cPGL22w+Oj+nmIQG0Tqe/ZyDBvbn0NmQGvO5BIjHOI8k1HuqXqLns5ONIZ6UP7wJucyUrMV3+A+zEXyaNnUV8KidRAoqZOV0mNNP4dMlOPp9JiWGVXh2U7jFO854jVyThaOsnbGm7y3jDJcV/ex/zU/h5/cUbZYiJZgVXs9nqWF+Kn6LLbi3IPFPq3gezMcn5nj+Ax17rrd8pehsOg78AfdLQDwIQBvAgDDMA4BCAGoGoaRAfB7AP6h74s+jbIJ4A7DMIr6/S0AXvtzHPNUpjKVqdx2MSYtpm7rTQ3jGwH8ewBFAE0Ap3zff5thGPMAft73/XfquDiAGwD2+b4aP+KmG+a/gMh7DPrQP2MYxv8BulIuf9nt3ur7ftkwjB8C8OMAbABrAP6676u2/U+QWGneP/Jt78fm59vo14ke7/5bROF2+wkAQDSt0vFmBBuXiPZWHuAX/HCKCPgNGUKBp0YuNjv8igeNJgDg4RxRX06+yYoI+083G3hMPTtTMf4s2/y3mtB3MmCiUOR3qq0iJFd+9okPauw4OCsknhTB2Lod0TFEN+XtJJ7cz5hzU/7+FTWXWJCPORehfztpJXDWp3843yNSCmlO89kJsVEL7ev8t8iEGMxlpkckybH0+wOMg7yOWlEiqOwRZ8B7hvqTDBkLPYOIvKs4QNZW0wlVfnSGHUTUWzMlH64RIFLqO0RviWgSmyJOmnWJfCdl/EllnJQO8O/97euAmn1cvMQiHdPmHHJas+3RGfxsl/7XZp3jOVbgvO8JKyc/aGExQHRXcaS3qoij5Dufz/Ke3U4HR+5/HwDg6pVf5LhM+qpTqmnYqj8D0xbyjdPya7boo04nmSHiB3OIWNRTs01UPB5Syfvf9L0AgKL2zeoXPgjHVkGMoHUsqZaFdVomjtPDuSD97IUt7sVYmLoICyEf/7pvwZnP/lsAwNLhbwEAGCqpr21N8JPaLPbWEbIyAICgrMb6cJU6iPKcveajqHXp0281FOtJ7tU8Jw0vLHQVy4pGWKA0GtFK6Q24zp6yYAJtC16Q++pf1ng9z6V1+74FXu+FWhNNFdi9+Hne61se4eskNmnj6Dp4/hrX8+4Mrag3GtwPsUnf1wh1+8T3/pOXfN//I1Oz/zzka5Xl8kEoBfEP/X0LwDu/7PceoDY5f/C4MYDv/iP+/s8A/LM/5p4/DeCnv9qxWmEfhX1j9M6mYUWUMtjlQmfz3DDLOT6UjXwIgyYDMskw+VjeUlIVm9INc7DR0EM944f1t0m6Il/Bn9RmG3a6iIi/2dbL3hF/9jN1cnbkYhdxp8630pNAGzewr56gPdvGgwt8wV0Vl0tikunY5YZ8+I40bvR47SeU4jgjF86vXOIL4XtSHO/s7L3wwMCRev/CNGjC7lbUechKwYzyXou5kxxXh0lIkyKRSCqCis+xljq8V1TumEZbLJUKbjrhHi7qpX+gS3dWEPxIhtU70wwYyCfJnZPNcb6rO08BAMZKLTXcJGbFp1Jb54fZCpLdsCemvPh+vlyjc3ux9QqrNGPiwh6ql+dIgbtqyMZbchz75TDHvE+upaz4blq9PpwyH7X9+RUAwNnCKnU84PqWq3Rr5TPHcPXUhwEAqRTdHfklVrluX/u0rnsQWy0GlkdD6icoVspEhvvt+upnkE3xXmFxsUfVIHziamnNqVPTuIVKmR+8mUV+PGrlK7quGkO7F1GU+8rXR7js8mWb6fA+rz31IcSCfKlKTWhv8kXe6ylQL3dPwIzerIgNC4AM1aR7yXsYADB/x+Oov8x7PB3gS/uJLj8mpjp8BsNpHH2Ir4LLL3FelQR1+XSf5zxQoW6Ws4+hafB6719Rf9tRBgBw1uM+3DVSqG9T7yt3ndG9KI9a3G+/OqjgXQf5AH3wPD9mx/Zy7KmAmCLVXet2y18Gl8tUpjKVqUzlK5CvicvlL5NkV/L+G//JO+C5EVTWVgAAVvIUAODv7aMJXBVy/9VLUXgqxQ4FiEzeox6GR+YYpHuu3cNAHVaSSrfKqMuPLaSyqjW50LCwT11m9qeJDtwoEco5BYWOBy24cgscErJ+USX/2+0mx+sbGAnZHyqok7l6ir7cJLrd2Wnh+/cTLebkajFlCneE9KMNuTq8vQinidKGCrxFh5xnY0CEfmD+zag2iHj76lepjD1UTY7P6wwRsNWP01cKm+591RNPdUMFGzNBzDhMSay0xNYo94oLjiVipbB3D91gvS7Pb9tEsqYspN3OLkIqwHLkkrBUwh4Jyo2RJLp3nR5U34T9Rx8FAKxfY+pfW5aNvWgj2FFRT5S6bFZoYaU89T5dBGpCwHHRMsTBey7mHgIAtHq0FjYaN7C/yALnfIHIutfZ1pxoFVhBF47LOW816A4IeRPqAOovncxi5i52G7I3xfTZokvNcbiHcod475g/xq4YHYdyyxTkXhiPxFcUSWN1wGKZ5IAo/JUxU/OW2hxn0Irj4EPfwXm8+iGeb3PM0Sh1PhwQ2Z5414+j+vLHqDcRrDS7nEunRWsqHsnCCFKXnQSfg7bSbDMD7oXm4CoWCgwiH77/rQCAzfO0qkyT1kWtx36flXoVlhfV/GhxddJ0l91QED5jmVhToV5VPEe/+0XO7x3HuZfekpzDWpj7/l/8PP/tX3w7XaxJW5ZmcOJy+Ynb6nKZIvSpTGUqU3mdyF+WwqKvmUQCwNGkifKojeVj9IufWuOX+/M1oq7FjIJz7gwGQyI3xIggzowYyLO2ibJOlEq4oqBLu0F0MLaIULpC2vUBUc0T+TiYbg9EVViUVWfzsLqK7zRbWFHfUm9M1HBBhS6XVlXCnn0Vy+KjrrcVDFIHpcPiF+t1VnCuQ4T0hNgLg7IKohNyrphS76o76I9pVQSMCTuiUiSzTE+r1i+iF+a9egrEFoO0DkoKxI7nEnh5nfo6POBWHAeoi6LYEkcW52TuhGCn+f/jBR3bUiFWX93YjRSSd9D/2vwSO9wP2+LqFstePJfAF/uTGAP19JhFdDtWjNwwGJ+IRuLoiw+9vMlell2RSz2tVMc7q1EEo1z/M0q7Q4BoDyp/P7qTRyEmTvgREZ2l4GOfRgLmZx/jfI2PYzwS77nKyA++mSRnL/7OT/Bcfwam9lBeJehjccKPh+r3efRbcOV5BnIX9tNqWSwx6Nva5RyaV4mwd/p1WGLP7HYYXI0kirqXiszsMWbB9MQdQ75lWVOvjlhYdOdoHldf+K8AAC/cpCqgrlIu91JOyP/V3/0pzC6SSKzXpnUSVEekvk8aBKfbI90pgLzWZEZJArsKoO5buAvXtpnQltpi/GQguoKwqA4s8JzxbAunK/RxHx5zb8bWeczJHOMJXX8bWTF2TrjNX9rDMTwe5BpeDg7xuRb39Ju+hWMPBNQJTEvf7n55lvXtkylCn8pUpjKV14lMfei3kOKejP9N/+gxfMPKEj5e51f9ele0nCGmPG1vEpWagSQcl5kv332AKOuQeg0+3yWC3TcEhkWilVdrTQBATyjwQZXwG2Gl+Q16SIu2NWISSWwOec4kA6VpO7ggrvNtle47yoj59H9g1x/ryBCPPUyfvim/4Iqof+PKokmHQjDly0+Iu3spxqKarQTRRkSkTjCAtvzPE/94XlkqsQkJVSIIO8Cxloe0ZAJ94gfTIeJfWbwb10NEOLUKLZmSiLNOjTmXkyP6mltZD6Gm+OPTvMc5k+uxUNMe9oBogIg1xuGgGecYIq6IuNq7WAoTaVljcco7vF4synWZdMwZjXsIBXl/U12qoHmP4px3d9hDSDS1qrCHKe5uU8Vgds9HQLTCcdEgzC8SLV+7SgrbcISZN8VCAesb5wEABx5h9kZQ/udEkMixcuEZjLQPbKUb9tWDtd2jnzwe3Yf8EjNWcgtEt9ee+xCvF+T1tlx2I0o7s2jGaUGOa7xOzuTaK4EK2dwimm1R6qZ4vaEKxlzFZ/o9B7YyuHLqszoai/5AObTdkYrybBOJKPU+O0uf/HCkHp5DWq6xaB5DW3S3Ku6Z6DEqKmV7FEI0xnUMB6nDqugLxh3u53vu/XYAwCutDyCiOriAsr1afe6hWTCzyQq62I7QQrCl0109I2FxxC8VCqjrOdoQBfAj3kkAQEq9DLaUTfP29/z01Ic+lalMZSpT+epl6kO/hYRMEwvRKD5xYwvu5G9OEwDwA4tEW78coN/RtW1klRax1GBWy6Tj+AH1QLxWr8NSGX5Deb0eiCReaypzRb7rF3sjHHCIWiyhdj9KxPjiOi2BI4nEzVz1pvovttoiCHuYKGb/HaeQ9NTxxSQy6QpZG/K7LySimPHoN63E1SAgyz6V0Z6oXU2iPztsw4zxXjsqgkorh9i2iMZNcw6+KQrcknzm2/Tv2iE6Glc3XkVulmNN5dXRpkfE9LjB302VzKcdA2U19wh4nNcBdYC3QspHD2UnDZCwssLMh2trH+IfbI53b6GE0a6IukzGJ8a2Otuo23xApGLRWBI1+XfTMVKwmmr60VQiv2uPMA/6btsRda1pqnTdJJINJZuoV3gPqA/q7i6PtdTYw5ZFsrs9wGyJ97r+7G9xnNEJDS/HHU/OwB4S+abVl/PymPPMmLQW+4MNtM5x3Xpl+oebOTJhDOT/zY04vnQ6j7D2jpPkdU/ZtBKOO/SbN5tXoF4rGAhBWxYtQd/nP9TiF5DrCL3LUu1ailf0uTABl2vm+Q5GjnK/yzx2QkCXzapAaNxHIcsc/JHF7KLxxEqbIcHYTu8FeB2Vqky6EUXVWSzG/XL1IimQjy29FYMIrc1On37/oDKR5pXrf73+CcQ1r2dF57syIf8K8VinPMZKaAUAsF9v0O0K9dXt8d6pDPfW7Zapy+UWkljI+id++E2IxRw0anxYSnmanm/Pc9Gui9VwczjEXgWrCiqgGIqbPKeCGTcaQ23Il/zEVK/ak0gKX2Yj1XgGAdwV5+aadD5KiZvc1jGv7FTQV9CyLTOyOuKa2qr4vDMTx9PXuenbbb5Q3rhMF5Cr9T8Uj2KpzxdjRC4bS5WdJx5m1d+N11jw0huV4Zoc8+SlXWnyI7A3xfQ+z+/BUEBzUqXp3dxr/OmMHAyNiS6oH1sVosmACqdyDKp1epsYZPgC6F7Xy1FdvvYV3wQAqDUuwVXD7iOPfScAYO0VBunaYT7IRtOHM+SJexZZUHR1m3zhxfhRzU/c26E2rK64YMKTblVqM6euOhgCATFshpS2GFeVYEAB3lAojOqYH4b6rtwJZkH/xvGGLK7PYFS+mXp49G7y2K1eICtks80PjunHEVEg1nZ5vVGJL+nQjgK8XhPZFO+xU+Z89i6+EQAwt4/sjedeYeA4HFhAOsP5TLovTdI8Te1jx+lh22DQPNUjkMmmOeZanwFjC3Fs9JhSmhzR9TVpAp5S56dmb5XjdfvwFGQf7cjVpxdxOs1gfmlmFuurp3Ud3mtmP70Xne0LGtcQ0Adlq6pK1gznFxBvS6XKezruECp2Rkft9GaV8nj0beSO33r2IyjXTgEAhg6fx6jJubS6/ECM0YM7FHCbp1uzo05U11SFXNRH5r0/8jNTl8tUpjKVqUzlq5epy+UWEg4ZOLgniM3dYwgpINMZEBX97PM0DZMlmm/3zgEQWp4QqewriAVPyN2GgWqdKHnfnHogdogkWgKwjoKTY8/Dqgox9quZrTUgku1FOJaPb5RwMEtU9O4Vjue5Hk3zhNwD6UAAxRm6hTyPwapJit686IFnomEYaug7IthDcYmI9cKLv8NjZklrEAqm0RsQLY7ETe6Jn3u3RuQ0NhrIRpi6uffOvwYA2LnC61gBosF+YBuG0ilddTq6iYTbYv+TTkIRC8EhdeurZNxRL9BOm+vhoIFKVNzXn//PAIDgvFxBN8Qqmc9gyyBa31Cj321xh1htItl6ltfIdqPIiGHyQpz6L8qYUktJJIJJDEI8v6kiGqtf1L2IkMfjGqIy7YM59dwEXSVR9XQtj2n1DYZdLM4+zjkvEAknNyZBW/4MheIoV4lc247SRevimCnynMZwBLX3xNIcA35rG3Rb9Hty48Wpx2G7A7+l4jHx2lfqTCctqD/q7OJx+Otcq8wiXTg9FSrF1b/VMHzMJolm+2ExJ6qQpymOeUOB3f6oj4O5NwMAOsVVAEA+y+veWCdFRCwWhJPkONptntd86XelA+pz6b63w1LCQTTBoOj2Fq83v8z9W+5QVxiEkYkyUJyPTfjy5eo6z2MajeuwDD4HWTXXrvksKFqTlVdwo8jK4pgwMRYLdLHeYWQ4p+i09H8qU5nKVKbyp5ApQr+FRAMmTsTjsIsXMLNIdPyZTxBJmGlBWcFx23GQUWDHEtFWuEL0NhvnF3010sRAxRJrKgcPqm/ohnoY2mORNHvXb/q4UwqgropZ8HKbAdTx6DhW+7zeRXUu3yMSJisy8eP7eExpjhdVGLPP4r3isiSC9QC6BaIoV8yMYfXGnF04yd9FLLV97hVEheyD/sRHyusbQ0WmTGCmRIT+zOV/CQDItYXkwhxnKryC+EAWTUBQ3CJS3/CJ9DtCjulwEiNbHPAzRM1VcYhvbzP9zrFcJMV1HosQHWc9jstZIAJz6zkkgtRdJ6qUtTD1HUzSUipLnynPheFkAAB3DanTSR8VWwjUNC34Y8VNYrR+Bioo2tzm+iYTaSQSSqesEunP3/d2zrcjLvaqKCMiVSQPngQAXHuK/OO++NlDQepqe/c0rLCCsib1VZwhqo9avI7jDFDXONa3WRBXyDAVcaxgZCJCVIm0CUfxltICA+FWgP7o9U0W7bjjE9j/AGMpg20GW7tNvj6ysywQCpoAtriOsZCYJ58kFcCpj/8rAEDPJiIOOBYaDVkXc7zn7J38GZCVOxq2UQrSQrjU+azmwLiHDF6sPf9hJBVEDZpck6YYGnvn6c/2DRWr5Q6j1eLflHUIK8j94oq+PJmYhaHEgXKd+yoX4rpuZajzyEYI83s5jp0K9TQUb3tFcY6YiLxut0wR+lSmMpWpvE5kitBvIRHDwP5ICC0nhrZKu+fv4s/6Kv147So/7+1sHaeU4jQS4jkSFSmW/OLnWh62Rc7VFflVWWlzaluJtywQsX+hnsKW+Mb3pIh4Pn2D/tnBgAigvTVE5DARXF8wY1Qn0p58rVOJBLaUpmgpzTCXJMK2lWEzSACRZIbjGtMv2PRIoZpqE8ldq9J/6XRtxHv8W1oplnGL16uDqNR1PWxtEWUvZOjbrIyYCTAXZ4pYLrOIVoeIaTjkPGMxjiGjAqOdAtF8rJ9G2+cxaZ/3ziueMDNDZFcenMFIGUTDEXVwdZe+6aiKaYbmOl4QVWqnTgvrhOYQEOP+iTmOwesG0BNNQEbodjhWWqYr+tZADEF1yAlaSne0iMaz84oLGCYA7oOsinJq11h2v/L4ewEAjS9clk6WsfPiRwEAVkj7rN4EAIRDomQIA/GI0hMDPKa8QWtqjwi3usMyumryFQqKnmE4sSi5M7rK4Jnd8yBWHiDCr51la95ojPts7xLnZMVKcFVKnz3+AABgpJRXp0udXL1xCisrXItqmf71M59k6uXCIq+/tv5xjtsfYKj0x83rTwMAWmWmVUZTXN/ZheM4c+kXOeIk93i7w3jRnkXGBdr9DdTK1M/KHqL5fIaI3QMRteqB0GrVEUvQgthSX1unzv0/PsfFnz/0BNDnPl2cp49/fZ1ZUPPKxGqE6lhdI3ofi9Z3KUErJZ/k9eo13fQ2yxShT2UqU5nK60SmCP0W4vg+mmMbjutiTfnLnscvdXyGvrnedf5suw4OF4kuTm8RtX2hTIS5OilnDpiYz/1Bf6wx8ZOH+XV/TZ2HnHEBW+tEhk8bzKS58nO8bmXjJwEAiaUfgd1j9sna4yxu2FQe+nF1tx/2+7imay6rQKk9JLqadGdp2WOstHhMT0h/UvSy3qcfNaB8e9M30QsQ/Y2aRGdpodqEiMpqoxpaPWaN5OR/DqtzUV+kWLXaLoIR3isSoS/e9YiqAuqDOWvL726FgbiKouSbHgd4bGeNyN2NDrAnxYITRzXe1YByh1tEYE7CQtPmOmYSKmRRcwg7pdz6iX/VC8NVZ6Zmg/cYjvh7XD1Lo5HEzQKb8i6tjX1HmHZ85fyzAIC5I0+gu01LIZxkyf/hJ94GADj/0V8GAOyoocTc4iOIxXkPw5x0a+LvIxUfpWNZVGu8V0bkXOsj+slxmXPKZOfgC6E2RfYWiqruoU8feMZgjKO2eQHDz1A/6T2MDwWViTR7gPsvaFlw5XiuvEqq3UaFtLTZAi2uxcU7kCqSevjatS8AAPbf+c0AgOQM9RUv8xw/46E/ocQdcl7XB8zVX1onwk4UvwOFEPVlG7REHNE+e2puko4fxPweZvZEU4ytQIV6HVl/hQXGU2qNS/AcWmrRBH+2RJU7VgHf+oVPIp2iRdlocf1Cqv0IqitXzEnCUgwqHacl2e/JMlSvXmNOVVi3WaYIfSpTmcpUXicyRei3kIBhIBWyEBvbOJSSjzpJNPXaNpFxfkWI2gwhLb94Mskv9qJKxO8XcjnTbKPXaAIAjib5lb8qv3azRyQ1o/6hayMDew8TSa+fFXJSNP7QO/5PnnNmBMsgsrTlp1/KE8V35Dff7HaxkMkAAHpCWQ39LCgPesYzYAhBD1VxWu+oUcaA6PQN6gFpRgPw1KvTVZKK2yciCamPZtbM4qIhetsR9ZMKE6VVR/SDOt0CDh9jjnpWjTcuP8PqRRMcy8Cnroa5JhyRhoVEHZwXEVJTpE5hJ4K+GhUMbWYbpDNcj2ialsMzbhsPhIhiCzbPTxlEZN0Esy6MhhBZIoLrMaK856v0o570qVu7Sd1m5t6Nbp37YSQiqd1N/j4AfcLnT52DY1DfMV8VlAtEx6EQFTg3x0yKZvUSEmIW64yIpK9ZHEOuJ/qHpo++TytlVOU4lvJEyb0u94tlZjE2JnQM3FeNwSr1FmMO/EBxC6ffwmafaHS/S5++53D/hme1ZqefQ+4YLY+5e+gPt06LynmWYw9HIphwLyzN08ftKDOpW+EcbId7wfQTSHWJqAPxXZ2v+fVoYa6d/QgCohkuFhl7qNfo3+52mwCAVLqA9H5WlhrKjtm6yHz7uhqhjMayqGNFrPcYuwhI7wM9nwVbPUGTHgYD7tt+gOvZbXI8e5dOUjfWKtyuaj1ECbHR5HWvhmjpFHyVMd9mmb7QbyEBGEh5AcA0bzb9/Q3xcoQjXPixzQfnaDSEhkz7PXpZb4g3ZCiXR3k4hDLxcFVBpbE4NeobPOdCki9Hy0kgFmsCAIy2XjLz3IBWiS/U+fdGEJvlMl6v0VQ9nOb41jp8aQSCr+Eu9dQ8WaT743KNm3VWHYNaEcBt8QGf0cv/353jy/6v7eUxI31NqraNjErC51y6Bew+/y1q8MXZyIyx0uR87tjPNrFXyuyJOWEhjAfnsPryb3M8Dl86pkzqRIL3bjsc00J/P4wcX2JNny/efks9Lidum0EIvgKnoxLdFBvqTTrX4EP5rQffg402X862Pmq7FXWbiXPe8QR/VvwbCGiNHijwRRys01TvqI/sqa2fQajHfeEp5bK7JW6SMO8ZSFo41W8CAB5RQVH9ClPr0imuR6fKF1W9dxG2QzdTPM5/2xvlOIcdzrcTKMMbKD3R436zLAYECwWO10cMAaXfTZ7yJCbX5YdsO7/KazQayGjdartMw8vlCVYuffK/AACKS/ejfIquN+8Yg6KJfXxpjxVYtx0HMTFD7nkjS+mrF+hi6TTo+jJ8vjgddwPrEd4/oA/1fcX3AADOrPA+iUoIkRivvVt5TTpuShe8zuJdb5SDBdj84ocAANd36e6ZSzNAO1alXDq1gPhA7jXRBUCcK9ebXI/Do0cwUo/5XomutIhSLatVrvny8qMIZAkKGi1+tN0if3ea1HmqKo6B2yxTl8tUpjKVqbxOZIrQbyGu76E57qFgWfhsQ+ZUWME5i6gqz48++lYMmzWi9kUhlaZLlPWKutBsbt+Lkfo0JjI0CTNJIgFjkcjJ8RgAPbm4js0Rv/R73iByqTcQDfa7TCsLRbYRU3/DwZgoPiHEdGSJKHyrl8WmONfDKmYKqxBoVWl58/EM/nOdpsP3ZNQlpsB7nxNndFrFTfcm0zcDpNkQCyzqXZqcDaV8ZUNJbCXoCjl18UMAAE9EXrkY3St9+xpuhHlM2uO1o0Pxv6tPay9G/HWjfhkFm7p82qIJfY/cGEMFdr2+jd0eUyVLoNVzRIyMVaVTbm9cwdwcEWbdpmtkO8JzRi2uUUDEW37cx0d2qMP3iWrBKsiFE+F1f2Gni7stnpfyOY6EzPiMukutOT4cpRyGfc5ve4epeu0GEXsmwz1QzOxDWERd22OWwMdDGs8c1+dcpY1DKkaDWDTrdbpnTjz8rQCAV178DzeRuKlxNYdMJTRNuu/uCNJNs5E5g2SNwcdBlNdZ334KAJBNMuDYr68jLUbC7nWi5bZBXWT283qhaBTXnqLFVW8QuRZz4mK3SLPwcofrcDgcwkyae/i6gvGn1n4PADAfY8k+jBByWVoKnk/LIZuiu2d1jemVsUIROy9yrAHTkg5FBNak5ZVQCub1tS8hn6GLpG9zfPNy7yRCnFuz9xraIRF3NWR9ZqhHW30HvEgRy3fSInKeJXGa3yXij3ni/o9OArS3V6YIfSpTmcpUXicyRei3kJ7t4IVyDSkrgIMK2iyoyOesUp4mXYCCwSB68i0vihrXnOUxtsNzrVEMyRIDdo7DQKkZInJKWUQETfnhL5bLyOd57Ulvy2PqyXjBINnW0ZCBony+u/KTN/v8mRY3+0I2iVd36UfsithqXhQCp9U38fJ2Ge8o8ToJWRM/spemhw8GxjylMw5bfewJ0z/ZVrqcMc95D64RRUYQxVUhuJbRBAA8oGBfX4G70LwJV2lkoSGvHY/zno7P8Q6iKs22m9gZk6jpTUH6sy0FtiZdkwADsTSPr5Spn3yacQVT/VphWvAD4rVWt5+21nU7yHEmDK7Pb7abCOg82yICM8s8xyjx7+9byGKjTYTpiQ7hklJC45rnnlgYjxpEsaMx5zUrH3UiMeFkJ/qLRnw0PKbvXQ9z7Q/syAKQVbUyU4LiuthpE02m1Dnn6qtEjP3oELbaWkby8vsnRUQ1oF/brTAlMZwKYz1IC6skizKY5trlc8elWgOdTZ7Xl8WWFPpe/9KHeJ9oGvWWqHQDSrlM0ALZ01H3LNGEX2vVkL3OSRzPcH91lVxQ3mDRT9Y4iNU1Ivuk4gmGKB0m1MT9fh+FFfryN8+THiAaJCJvlegLr7eJmlsZG7UB90XR43UsU5TR6vkacHdhiRu+Iwa29IDjC4jKurr6IhJZnr+xyxTOmRzTZdOyaNwJl8BtlilCn8pUpjKV14lMEfotJBK0cGhuBudqTRj6/n3uCv2M715m1sBlod5+q42OikxObTPTIZHll78vKtvU4jbCERUZBXleVC3p28r0CA9E5BRsIjwpPpIPtquUx/uUshfyfZRFAdobCR0ruyEdURGG4eOIqFyhfpmfF+3novysd5cKiIjatNchWpykgZ1WL9U5S6RVbhBb6uRz5CC71e+KyCg8x7kYYwNHVVI/VHZQrE0dxNKciz/0cFRZMpUR4aSnDu1GgMjzmJpH1AsWUpqft6sekuo67+apx4Zbh9kydA8i/WqP8Yik5rkZfBFldbsPZ4lcIUqHSc/OmiyK712cxb87z3m6yqT5pLJKCl2i+s9XelhWo4Y3RPm3I7ISomNaAqZvotZa5bhA/25PFMe2S11n1AjC83yULPqQw+oPGhIdgqdmKXc6h5ESIVVzTETshtRbVH0+w+kEttTLNStaBkdNMSbpletBIuGYH0TW5r8VM/QNB4Ncs2Sa+3d36/RNCtxsjn7okZpVuKBObmydw54Fdjgq1xifuH6F6zpToo/+Fyv8/f6ghbaojqMD9bd1+TMdJ8odDsaIhrhvjzzOhiWXv0jCsgmB12BrA5XNUwCAziR+k+X4sn3GZ5wIdR0NjG/2P50rvYHXgSzXAcdlxSxcFk3DXYpT2eKNMyPaW/ESNs6SwiCb4L0ietZqzYu6rpra3maZIvSpTGUqU3mdyBSh30Icz0Ot18dqt42Hi0TO15NElXX5ugMiP3quFkRYebItWyXGfSKAkkrun5xvYp+I8zdUhHFKflDPpM+1VCSyGjhJJNSubV654VvKYFnVvfuehzkV5VyqMU92UWg+JjRy5+I8Lvu89gSh3Fsi+nAmqHfYx1jt22zlgm8oRnBW/ntbJdCZgIdlk+jq0lX6EJNZ5YQrayAQCCKr/Gy/z+uFgxzn0jL9javbH4Or/qJDnz/bDWb+GMpVhwjLMnbuJiHVKMV7t1zqKdKnbquxIHJBUQf0qP98jmi5CSLh0MC66ac3okR5H9rgmL9Opf9p+dTLgxEiGY75V7eI4J5cUFaK8uSj3SDekuU6zg+4LxzVJcRBFB0OBZAtqKGCTxQ5VF58JMLxjWyivyNv/Ru48ulfkg5Y8BRQxk/QpP4LBx9DbkWFSJ8kyo6oaCse5fiCzTVkwhzjMMnxeCMifLPI676mPTTXSSCfoj/dUb/WdILzntQFZLKL8IVcHYdzsEeyvOK83vyM2vIByKvXadtg3OOlMYt99mgfO7aNqAjOTIM/cxmes73LOXmOhbCem83zp6iLIPU0U+R4z57+aRSibDmXEfFZvcnzh6KYyGS414N2AJl5rkmnQ1/6aKAahiitg/2lB5DcYg9S5LhGN3aY1ZPLMjuq272MVJL3cuQrL93B7BvnNHWU3P+gNPF3cTtl+kK/hbTGHn5vvQcrEMFL4mV5U4EP7g2VSZ5t0lztdcIYqlLUlYslklRnIPG15Ho2+h0FxmYVrFJQNS+mQEuNoPvdLpJ6ORvqDHRCboYL+nlps4LDUV4vGOUL74KY3mpJfijMSg1xVX/OKmg7m1A1qoJLZ+oNlMWpkdVDPOm+tCUOixPKlPtsr49vy/LfbIOuJa/Gh/reB78LAHD5td++WU1q6MGd38v+jfawCQBIBObQU4CtUKQOaqoujbSkxwj11uv2MTTogsgGGUyOq4lvXyb1HkQxUrvRgapTA/qwxlJKX3RrsHx9YPQhODTDuTy3y3MMpUGu9Lr4oRm+2J6NcR32KnUzqnX+wZUYthUUtUdyJYk2szFmcHV+9jDabc758BFyiteCLGSxwpxLZIYv6EajgT33fyMAoPy5f8a5N6m/k+/myyEcDmPtWRZpRcIc39DhOgZDCvDGvwSzpvTJaobX8eVa8vjyfyDCl5KRiGLvsTcCAE4/y7TD5YffynMnQOLFz6HVpqvq+JM/CgBYf/7XAQBrO3wBHlh+M0y1Uo/FCFoiY47vcw7TNE1VH7818QSCIf8P6HunTFdmTBxEg+EQc0t8WW9vfQ4AMOpzHV2PH9hEYA6DEfdgY0NcMPMMQHe7DIoeesPf4Dif+TX0uvyw57J064xjahCuoqHt1bPIFcUfM+S/Jef4UXLHXPO5+ftu9t3tNvlvl194CgCQLvKDUbtEF+TtlqnLZSpTmcpUXicyRei3EMMAwmEfe1JBBA0isI9UFFBUwDObYvClfOEE3DTRnuPQNBw6RBIXVHjgxH1sjIhKD+/KLSCz8mxTnYIUpBshgOtNotw9CZ6/3qjpd14/l5vHhy5zHIk0Tc25DJHPiRgDgQ9ksthVQHNzl+MJKsVxPkdrYz0SwUF1NfrYBZ7XV+eecFQISPwe37d/BZ/ZprVSUOH1kTh/f/bZ/8R5Wg4WTXJzZ/YyrSxQoEm9sELzdPt3/gl2AzTfM1sZAMBSnOixl6e5PPaV9lkZIzYiinW1DgMxH06KfLrWCAG5asZpnte2qTe/S52YYwNJi+b1efGh5GQ9DRKc97x+IhbF9SHvkdeaWAZ15PfFWRI9hrkAUV8zQj21Bk0AQMIkOi0t34P2+Q8BADaukxFzKGto/gDT8TbPMN0wllrB8kNPAgCKMeptt0s31I2neQzg3GTqtGQp7NZYLt8Ocm/l3BmkU/ukJ+7PREzl6UP+fmZIV8LK+DCuniECDoZ4vc4O18WcsHHWNm4yO57/9E8DAALqjuQG1W0puw85USSk5RI6/7GfAQC8zac10MkTCe9uXkQ8yrkvLzOQWvUVgO7Qajn5zr+DmLiGUiUi30unPsDrWJznNvqoyXV00OD+KotGIWhync9+4tcAAIceeS/QYWC3WSZ6j2gMgyGDy9nZx5CZXwEAbF2hTvbn2F3qunjbh5ttzB/7OgBAPEdrwq2LumH9FOfikp/+dssUoU9lKlOZyutEpgj9FmLAg+X3kLLj2BYa8uXzzipAud6jPzo5E0E8x2NeYVwL29+u4Jf8yR3bQVC+6U2lO7bkc7WCRCOdzkkAwGB0Gq5DtFgNMYizN0/UMegq2Brt44bIvfo9lTyHhMA8HhODj2OLRC9OSZ3M+0Tbu+qG4wcsiG8IdoUo2RVp0qDIcZ1L0+8burF5k9rgzlkGnD58g+M7oW7qJTeKzdZzAICdGkvYDzokbBqpl+S+/d8Af40dbRpimowIbY/F0mcOiTmuptqYsYhuQypYugGi5wNrRFmxbBDjkBBTnFbPr11n2uJjUIch00QkyjlfE8HVZTXyOany/oytQGArAS/OYz4ToL6W5KPPZuhndb0x+lZF41LQWBzZplIur59/GokYLaGtHgtlvB6V3TsrJIxJgHEB5z9GKycs6oBQiDqpVKn/lQNvhqMUvW2b/uu2QZQa7fHeHbOGUVnFUDEFxCfFWyr6OWBx3/hWAPk9JwEARl9Fb2Xq+urFpwAArfFFDFrUxd7lOwEANXX9GcV5n40Ln0LirX+T8xIZXThIHUQjKoVv8xpX05cRHzPuMva5Ng89/hMAgGtfZGes8Xh8M1Uzvkif9+gFWRug9bNstTBf5DOy06KVWOyt8FamSNcsIv6Nsy9g5h6m2S4fpPWz9gUi/tkZXr+xcxFQ2u/+h78dALD7mtbM4H57EVdw6HnGc+KKFRgKGA/T3Nt1lzq/3TJF6FOZylSm8jqRKUK/hbieifYggRdHNnJRlX2rtPipVZZvd1UOHsnfwKhOZHL0W4k+QkLmi8oWONt10OsSkd+bIVqJBIiARwP6HbNxclPH4os4+2lm0Ox7IxHZYETk2hIVarWaQ/eciLIe5nVOxulnDxpKv7MdBDd5flLFM4eU6nimy3OPhoP4Yp3op3SE2QbJSBMAUFOWy4+tELmfG3sYqlFjt8VjHp+jdVAWLa9v+ZhJUwfbHpHThevkOseE1XUQwow6PHlJ+TZbHLuRJ4L99w3eZ/P0XiRLJFR6tKB+jRN6hQTPjXoBOEpDm1VmzVtmuFbrTfq5i0EftTHXa6SCrB/Nqj9nguuRrhNNDsItZAYrAIA3g+Nxg8poEqmZ446QUw9LM0Y9TYpeehbRbqu+if5QnefT9GsbSgFtqjjH8Yj+blQ+jb0zb+T0LO6Tzd3zOka9aJtlBJXhk/XFq54iGv1sm1kXd1ghBJVCOlIapatuOn5ANLBpxjJCkSAq10l+te9+ZrfEk5xn4AyphiN9C12L8ZeAKaIycZVfMWhBxIdreO0TtC4mnafmSiy8aTfL0hfnNFsoorZKn/lchEU+fVm8Kw+/i3pTuizANEcAsILUrS/LNR3KwVC86jNBrvHdUVqLCVmsjs34x6B2Ae4zKoLSOHLLzKJJq39BMmujVuY8m3XuxbqslbOiTlirOTgRpn6+FOIcqsp0+oYg3wnl2BhfC5ki9KlMZSpTeZ3IFKHfQgKWgUwmiGY9j5pIr4Y9+qMnvSfdJtXYqIcRKRAZxg6StGqgbimXVT6fTScx7BHRvTxBLRWRfi3x941V+mcDoToOPkYksCVi/n6F6HF2nn7b2VQbsW8m2itFOL6XyiLZt4giW+MILieJGFYvEhH/reNEaU8EiPC2IjUsiwjrgZR8+x79sZsW0ceECCodi2M+Msm5phIyKn9vqhAKho92hciosMwxd0QpEJojoivX6jArHEdynvOsxnmPn7nG60ei1FUml4UZoC90x2NZ+dfLf/+rm0SeC/4u3jUpmvGoi49vKG9cGT/tsg0lruBAiWPv6Q+pIX3LrsvxzWeWsblNBDY7I6SJVc47pGYWu3U4VSLgcIj+Yscl2turLvSO/Qq6Hd7D84lua11aGyOT4wzr74vZB+F5XD9jQkCVpN4C8u03GpeQ/P+396VRcl5nmc9b+97V1bu6pW5tlqzFux3b2RwncUwmxAkZDk6AkIHMAEOGEzgsAc9A5sxwCIEhmRyyEPZAyGYIGGLiNc7qJV5kLZastSX1vlV1VVfXXnd+PE9JJUWyLE8sifb3nNOnq776lnvf7373e973vos8caZDPE93k21v+Y3Hw358Qd4xVyn0f9jPcZby0V6c0/gbWr0etQqZfU1+7EuzKkihY0L+GCJhnrvZICNOhKnZvK7O/n9wZyd+6bX0nLmsTl/wDmkvjSbHwoK0x0azCfSzn7OHuQ6QGuG4b6UdKBzcg2gXx+vMDnqlbL3u5wEA+5/8EuVXNpRrHENvVg3WVIxrA8/GueawkB8FACQDhpEs70PDKVXCPmkdWv9Y/9p3o1sJ60a//xVeu8oxcKWfbVm/OoJPH2GispuUluGWDDXeZonyelWVY/NCw5vQz4FmI4Ji/nKUJ4OIZVRgeY9Wxpb14CnAqFGvoyE3r8IiF+oCQRUeLnOi60zHEY1q0k9wwizmOejnZjlRtSrmlMoTqNX4AMxPcEIZ3kj17+oEJ8CueALzYU7WqSAfctffUt85WX/nN5/AnZ/k/oNrcmy7zALPOT704WYCG5WPwq/F36wCoN6gPCNRlcbbt1zCuBZlL+vhQJ5SZscplYDLRAJYlgtdeon9+45cFLdNcjKMNQJwfi0eaUL7syN8EJpNugC+vY+/T3XPYK0WLavGif3paU467+nhRJoI9qGql+6mFGU82V+QvNj2+6KLuFKj3tXYr3iFfXAhynEBXOyrT5VQUcWkVDdd63wLlFtAZofa2l2IyiR1oMbJbLBMuUeUIdA374dfUZ6RYBoAUOygiSQ+xzEVCbAN1cYcstEd3DbJfs0pcKq7wfb2DvQiuzwKAAiXVLjc8d6/LsFFuoXgcVwps9oVZU7oJcm6IlNGUEFmCwsLiCXZn9aC7JrNLGJtqvYTiqRQKHLiDKc5kS8oZ/pTIcroo7fXYEutF4vMWFpkrSkoZ9Mg87XXigtoqAKWKctnyxVzYR8n4mJ2LwpzfNGMbGSZuYl9zIMu2oB8cQpJRe0eiyjnfZEmy36VKnyuxhf3UCCCZbA9LslrNaOUxU65A889vA9DSUZ5loMcr9+U62wxz0l8yMXxvkGac9Yao0enA2xzTQvHARV8v9DwTC4ePHjwsELgMfRzwO9vINmRhc8fQE8v39j1JVbpqYXJXgaGyRRnDwwjvoqf0SCjLpaUdVFh+NHmHNb38Y2/a4aLkNGE0gQ0FVsPnmNhfDMOP8ZrrH8bzR5bxO4zcTLO52dm8NY1ZKyPzPF8VyTJ1hbrvPatf3wVrkhStdym4xJN/q+pfmm9UMOROtsYEVO6UoWVn58m81k/x+1XZVK4V1V5XI6q64jSIRR6lIu6kEOnCuWWdN6WOaC8zL5k6w1ktLgX87M979pIVv9oludfrvD3V3WmUVZu8kpd+WhUH/X7OZmCaotYpYyHSwUe92b1YVoBRolAAM8o501c7mnDCggymRJai2yhSAA1pQmYn6QmU1RgylW3/DT7+eQx+MUE18RVI7ZImQSV3dDnb55Q8ctyHezqJvuuSn5F5UcpzDtsyfwIAGAhwWCXXQ22YXWCsknN55DUgrMD76srSuuJUP7F3BRuMbrmBRSEttikVhAA70ujQRlPzT6FRJRjqKlamy13wXpVOWgKBfSt4gLi+BjzshSkPV6pnDHNBUMyRnNOvEMpDWSaCwQp86MHmPsHLojV17HWbDNPmS7sZOBOdo6upqvXXY1SgYx6coJMPRIgN6+1atBGSicKNaeUsXOXcis9oTqu995Pdv/YNTvw9j6ZkFRLd30jDQDYpFQaXcvDmC9xgTjRxefoVQmaDOcU7r++GkRPhbItyj2xV0FgT6XYh/4cx+aFhsfQPXjw4GGFwGPo50As0MQ1XUt4stGNiXHaJNPDZMLFgmycs2QNPRv3oSF2N5QmsxjPpwEAnVpY3JDOYEeO9rVSju5a5QoZT48CQJaatD9Of8Ww9VfJgnrjvGYrOfOYaoMOxaLYq+CgphJwPTlGNnP7AFlcKlNCTGHQxRyZTVn5syM1so495TyOadHzWtnM/Tqmw8c+lcQym3mHNw2oNuYctYnsPNu3roesdKwcwrhc13yyQ3coq16wInbUn8YD42RVN5Z4fKCXTP3V0jJWN2jb9RUNGbkpVuM8/oEs27tBLLAQi2FZAUkbxBobWisIKLx/VTCEGS1kdRvZZ00h8dES983H2M/OagAdCS6ELRZoI52T697Ob3FRbmjNNdh56J8BABv7GbKfi5Nh5lRFaPtrfhl7v/fXAIBjoB3W9zyvOdjPSj6PNrg2EqmUkTjOayUStH3foapG2VwOALC8nEVBVYy606woNDTC7IOFvLQNM1TlnpktkR0H/ZTpuu3UAMYOM8GXLxzDwTADZSJaILb9zPftjNdZrmaxvMQxNzBI17xsg2O8qKyGYRdBTfIvaS2llTrApzWHvj6lAMjPYmbPt3lunbdPibiWSxzzZYsg2cfF1eACtYuSqlPVxYzXr3sXqkscg9/MUYO5pZfs+HidWtqW20cBANVKNyaU/3yL0m3EFLQ1r+pE/sI4/HxsEK/z3ncHeO01tWHJpIFcnn1vaSDjIdXqLXBMVepyrb3A8Bi6Bw8ePKwQeAz9HDAAIZ/hsu4pjIbFNpQYqNFsVRyiDXAoZidqULZC45eb/C3eVErQhSzWqybp8TUMKS4pvH16gbbAcoksdfj9AWxMkd0WwjzfMQX/DCmp1tzyMhJiG2Fds6I861VVJ4qEAkCejDAYJaNIRsnWCmKpM4EgVrXqlcqDJS5XywnZJDMKfnH+GnzTqoweYV/2lchIBrI833y9ie0BXqOusOg1PrLmXB+H3a7JabypW1Vh1I51RfYlKK8NC7PdheoSgk6pU4Nsx+0pagmPT5OVXh3oRiQgu7Vc/6pFymCNPEQQBbYpv3i0zv+JilwA+9jvBblblgN70F1gexIhBbLIM6me5T5Tk/vRkeS2mdlR7iuPmuIC23X82bkTbhk9fsr48SSDXzBPO3lmkMd8OVfGRjCx003SAJPL0q562YdAsYBkF/t5d44s+44jHCd9St+aCAwjEqftN6p1hakZsvBwF91uw2PsUzK0BvEyWTxUp7Vz4wjbPscEVfnFJkIhtrGpnPqJAsdFqEnWHe/tOZG+t1Jm/7LKib/xVnq3zO9goFJH5yCOZvl5sZIDANiY7keS19nzzJ+iJ0X7d88AbdSVGmWajFNLqNZqyOUYCDei56qyxHvzHzQ2gwqma/qb8FfSAICanxpEfYFjal0n23k8PY70HD2F5CmMdZ1vBAAU5XlVKI0Cql2QLVM72Nh8NQBgb5haR2eHPOEuMDyG7sGDBw8rBB5DPwdifh+uTUTxRN7hxkEykq9N8a28aYCeCTMKN9/iC6AkO+8VWhHPyKc7o6RR31zIYV7MuV5XRfs6WVtUhS3mJ8kwegaPoyZvg40hnm82TbZ2fYrHTieTWJLXR137LmvfQSWk6quMIJdmW2fnaesLzJBJZbq4z3VJh6BsrqkMfWybCha6XEnEGiCj210soaZKTEUFlRxTSoIDCqe/tSeDkgJsAirScSDHNlyWIkMc6u1BUWwquZQGAGzY8mMAgMIcvUqyZdqck/44clUVv6iyzQdq1FbS0lCq2SoyPTz3/DLZVEPeLUGlVxhyEVTl3RFtkolFVaFoVZ4y3akUD5cXg4isIYPLTuR4fJ2JqYIZynp86iASqkDVhDwehrg24mtVYVpcQLXGc8Z81EhepfqUyz5qG60CJD82mDmxVnBsgdrdt3K0yd8+y/vS1bUaJfl+39Zkf7sz9JOvVXmMz4LI58mSwxEe15HgfawqcGdghImqSrkJOH+asuzl+Y4+R6bZ10m7dj3wFKryJgqFqQUEFkVhmxzjnau2IRQXK04oKVcHz3v4e/fz2kp5nEylsWHgbQCARQVHZcsM4FlUENaa/tdgzVbKcv+T/8TjOhl8hDo1isP7/wXVJsfcZlUSk6jRGOTYak7w/jYCBVSL5LAJxZR8tcmYg1sXeOyq3gFMyXOoqURijWMcQyE9V6nUWvhM9Ut9XO/KFqj9rFM92XpM9WovMLwJ/RwoVqt4YmwC/bEInle+8vEsb/56n/Kaa9A+Oz2N1yrb4pKq3/T18waPKWfzhngcA8rW6JN74JQq24wp+Mif1ULQ+j0Y1mLS5NKpC5YJ5QKp1ppo3caGMtz9oibk/gAfxkp9EoESB/JoXSW3tMjaAM9XbQaR02Q8r4WjtNTlhNzvwio59oZgB2p9ypmuiMwHFzgRLC1x8rk6WUGH8sU3JctnNCFESyqx5w9ioBSQLPiAtdzlJhzNUVjk9s7OLtSjesB8/F+Ret+tvCq1kKGk/CXNFM9TKfDprtf5Er58/a2YyLOazMI8J/1MJyfk/T6+RLYpJqS+HIK/qOCxKs87P89JMpXkAllP5zDG52g26eugvF2HqvVI/9174B9Q1AuwK8F76w+o9FwHJ+apLMfHgj+EGR8nkJzcH5PqZ0PjZm4ui3S33DOVk2RmkgupTS1c+30hbLqCboFTo9/V8dx3aYyLfGmZ7Wpzo6gqAOjYPpp7vldldaLrZ6/j+dCLqlwF45tZeWqj8rQUlD0zsX4zXLNV0i16SpszfZz4ilrcjKd7ceR5LrwuFnhv1qxhjvGN67gYOTe2G88/yWyIpRoX+ueOKXir+1oAwMF0HgU9G9t1r76l8og3HeO41bsTjVgDxQZ/i1f4UnrDal7Ld5TjsMu36UQuHifTWTTMsd705QAA9VoIcb0kZ2Y4sXdn2L8uPYMNf2vUX1h4JhcPHjx4WCEw59y593oFIzHY6bb/whsRCOUh7RsRBeds1OtwtRYTi80mqnkVjg6Qzeb1oj6oPCZDwQAaEbLiJ7I5AMCy8nJf2UdzSlAqd9k57FFx4lu6yXbjftKNy2vKtd3psLjIc29IyMyTFevwkXUkEinMJ8g+758mQ8mJMd7SSRbTDIRO5HkPiV1FVNUoscTzJlTkORHvQk65pve3cpIHyRi/L7e3+FIBGzrIAP0x5SQp0yQRm1dNz2gIi/NyaYwpj0egZQrisWOTDPJYP/I6PHeMFXuinZSfT2aK+7JkeNfX/KjFlVFQOWYCWvj0a+E5bHEk+1umLTLLTsn2UR+ZXqFIVT1Vr+KyCu/1eIJt71fB67hLAwCqoSLCygMSrJOZB5XXvkd5ZSaKO1DJUpYx1QAthpSJMcrn75O7KaN3jORwjQp4PyNzVE2BWDc1mI0zGK+h0eqfTHoLjhrXdI3y3BZ4DRKqmxk23msnjXB8nHlRkgmyVPMZOtIKnpmnvJf8lGkGvC+PFB/FlfURAEBHa6FyM9l7uJP3qqVdAUBcz8jUEw8CABJbb2K/DzHHUTSWRH5mp+TFsTwzyzGqNVcMDKzB1DTbWqnxudq8mZkYd+WYR3+5WkWnFj8PLtLc1FQ/E3WZ1pTpMrkqhdEix2dG9+OK1XThPFJlQNC6xB0Imlwvi3xWpmepdcaiaQDAltf9BI488VUAwLEZanut/P3D/VerXdQoXv+ejz/lnLsOFwgeQ/fgwYOHFQLPhn4OmAGBIHB1fwdMC5sFJTdaqJKRhLV4tS0zgG+H5dIlu+6SGOfaXrK1uXIZo2KqxQLtbo1mDgCQViDEmhhZ5TeWlrG1h+ynonzQW5Rl74jx/JlACpC71nIrjWBUId5y3StYAAUF6Oxa4DWdcR/n5xAoR6IoqyL7ZaolGgnxvE6LXkOD1wMADh5/AIEEt21rkF2N+pd0TdmwARTnuE0FndDZIJOtqJ9xXxyxPv44WSdzs7qSfI3Khc1P2/zCwhF8pkh75U+LHSdkh35zJzWkWqWG46pvWVN2v3vnyTTf1kUG2l12iCiZVkhaRTowAgC4qT4KAPAFeH7EHeabZL4ZZVJccGSKi8Z1gEQwiK4aXegKVdrkh9e9AQCw6iomeZr9+m7U5SZXTKvGrCpGHVqQhtPHsbSplMZzqvt6tZ9MvRLl/ViVpmtcqXAY3UMMKDp8lNV95NGJgRq1vGajiYYYqgvx+GyWrHGgn8x8YkJVd+LdGBvjwmRnB2VZL5HVW4TyvDyaxvZrf4F9GGcSuZq0zqzqpPZcedOJQKKqxuvAlcy5PvrE1wAA+xe/AQAYDLwKqSQ1v5aWkVRSuqUlyth8YRQCvOexBrXOo4cZhJf08X6ORWdQkYbWI01hqqVhyVU4keY4yc/lcW2UgVz7M2T+ew7Sjn/DrXcBALr6+rDjwU8AAMrLlN98g3JK+F8PANj98Bdhup87tTh9laPm1aqTWmpS1hcaHkP34MGDhxUCj6GfCwYEgk30w4d4mIyiIEZRUSh2Q14IT8+NY7sq5Ez7yDSXnQJ6xFhWx2JIyo3viSIZRVWeJ1MlspHv5WVrtgo2yRbZkE0+JxfCCTHhuZl5XF0nk8bqNM8jb5VcSa5yJaBXDDOVJvu5OcY2J8ts30g4imZa6YHnyDq6jGwm1kWb8NFjrBFajJQgry34VUFmRKx5oIP9HAsHMSv5+Expb2VnDMntsJCrIJIipxhTetldWbLTt6Z4vpat3hUX8TrVQ/34PvbrgyNkka36qIF6Fevi1IT+YY5aU1rrAf2qqgO/Q7lgkgVZ3uQ0baSttMar19CL42DhfhxVYqy4XEPDcpGUSR2+nKHgaA9PxOn54JNW9ujdH6aMEx3I91D7aWl5wTr/d/iocfWUySp3N/LwK395papKQ0o0lq0dV7sHkBcrjQXE4lXdqKSxU4kWUJmh983q1VvUPsq05Zmxqp829sLyDMplytKfIRNeLvJ8KaVJ6GpsQk1j0NXYl4lDrBWbGbgcADD6rbsx/Op3ch+F6M/uZyrbYmkUADAcuQoAUC1XkMiwXY0ytaB8nmsafrlQVkqLSEoLK6gy1sgg3Ub3+ZhGN4UQPr2f4+oDxnF7nZ/eRuUANSZfQ8nvUlFUlvi5PyPNsovXfPLhjwAAbrjj99CVZhqFYylqA7MFHjNQpVb2N/VnMFTmeAjI1TjmKLe81j1Wr2M9UuDjuJDwGLoHDx48rBB4DP0cSAQNr+oLo1Kv4iqFEI8H+B48LGbeCTKokt8PlJUQSfUbq6rn2ClWHmzUsVGh2N1DfOPHxPgPFtIAgIWqwtarJXxtnPu+ZUiVVsT0u5IK3GjU8YySEg3Nkx04FaJYkj/zst+Hew/TDvjOQTKJtR1kp/uVSgCNHCBf66j6NZ9TcM+SUqmqAIS/6UMlxX7VxVTmcmQ6mSC1jkDIh54YGW+H6nAuNHitYJDymwnl0CkPkT4x18Aq+SAr4ZPKjyKaaeLBI9Q8Vvfo2mJvXWle8/jUNJIKXDm8xLWCN6VbKY8pt1AohOWggm8KlIFfQUe9XfQRn5jYwX3jIWxVacj+KG3WM1Gy3qUO9XthAWuWpe2oDuex52kvjkk7aDb88KsnIT1yNaXu3Z7gsTsUbHZNRwKdS1w3WL2GvtZHlxkiP3uUHijLywPwqThFSmkHhgPUKo6vJSOujxURj1FjCHax4MbwFobP773vz7hPk5pKR3IQdZfjNeZ4HxvSSKqqklSrNjH9DP3ZN72WxS+iSWpMY7KhZ3rXwWRXnzrwCK8hT6muTrL4ySna332IIi9NMqa0Fj4/x19xmVpaR2pjK2YJCylqQRhTdaoeXnupI4vf3s5noaFCFvNZ2scRpYzSTfZ/bXIVliLUxlI1tifu57UqqtKVHz2IaITn25L4Sfa3g+3cO/WPAIB328AJz5zuLp7n6DHGTYRqaQDAzCH68V9oeAzdgwcPHlYIPIZ+DkR8PmxNxhBAFEWt/LdKsW2V58SY/MnDoSC+s0D7ok8Mp7eDb/K42H2tXkexKEdb2SS/dEQlwRwZ+3WryNB2WxjRCJmmBcmWH1BE4U1KApZIJhCW33IrSq9V/MrE/K1cwpBsv1n54YZkzx5RKoHIYgilAJlvsMhtjbTYVoBaxzEl7RpyYeyVp8+18lSotZyH89IAYgvId4iVyqtkVjEPfrHvNdEuIECW+LQSWW2TdtCRpNeAT2x+oVlFs0rGekUnmWrLOyIov+NoRwe+OEXGtVHFCSaUbnjJz2tuCjQQaRV4qKkMWYO/lcpk7kF5hSwvVRG3VZImZRtaUkRhnayyoxkClIRscPNtAIDYUfomlys831xpPwrqZ0I27qs6eHxN2t2wCkt0L21CrUZGWPGlAQDrUjzv/ADTIFRKYaRSvGbLXl+pUDtLqC7qdG0czSLPnZ+lx4XbpbiCBJl7Lsfr1Os1pKKM+vQ5+l5X5b+/kKOd/Dn/cdxc4jUPf58+2129vNdlH0P2Y7U0Zo8ykrOVTCubpVbmD/OZKRnbsuDPIXeIYzrTweRe80ujPLaDrHdm7ih6u6k1HQ3xHs345Wuu2qCZeh/yiv7MBNiHaJqaUkhM22fsSzgSRaPBcbVc5rM2ryRiXSHa5tF0qDd4r1ssO6DI0VRd6xXVMAKK1J6cpDbQ26M+VCiL/MLFSc7lTejnQMj5MFiJAlHDIcVyB2T2WCzygejUwmXBAZEkRbpXRXZvCvGYYJiT95wmLOCk++N2ao9YnOc+UZ3/1bEgBi6nCpyKcCBuynCytQon2Q219ZhOcLFsWcelpM7Py/zzyGwXmo6mh6CKEnfKxOGfULWZZBURZVX8ZpBqaV+TbX9e5opilf/3LhUxnKF71tN6QWxT7u6JGh+Ckcb1iKnq0HxdGSf1Usu7SqvD6I2phqjcMfdJZd+6rOLOw3woM5UQbh2muWN7lfKOxdT2Cidt8/lQVA73WxR63ZtumVUok+enZzGihc5KhC9HX2vhOsQF1fXbmeNk12OfRFmLe8PrbgQA1Cb5Uqsr215hKYuEj8cVtQjdqGtyjfNlkK+OYiivAK6gqho1OYEX9JL7xrLywAR2oRMjAIDxA8ykmEopm2Gcfctlp5BZfRUAwGkSzOZaC7OUZzA+gQJ4zw8fZPh8X4b1L5PKNV+sMrCnkKui3mTb+1oTUx/H9pMTPO9rOjMo5jmm+4dV3/MAX1yDAwz2WX39a3Do21+nvLvpGpk79AgA4NgUX9hHwzzvGl8cVS1ixuKcHHMKQPPXec8j8Rzqcj3cVqdraCzF/hV87Fsksho1xyLT1UWOxXSafZib4WQd0RhbXi5j7c3voCxVPWv/g38FAIhGOJ5HDz2ERIwkCqZC0mWO46Zywz9uz2HDPJ+Vcpq/NeZo1unv54sh4X+FuS2a2Y+b2R4za5rZWSOpzOxXtN9uM/uCGaskmNlaM3vczA6a2ZfMaIw1s7C+H9TvI23n+i1tf97M3vKyd9KDBw8eLiAuJkPfDeDHAPzp2XYws0EAvwxgi3OuZGZfBnAngL8G8AcAPuac+6KZfQbAzwH4tP5nnXMbzOxO7fcTZrZFx24FsArAg2Z2mXOu8UKNLDVq2F0cR28xjA1dpNLZMN/KkyWyqhm5yG1Z1Y+aGNeru8ioa2K1+1vVa7oz8EtdmymTNa4Wc93j6Ea2rkZ1cEt3J3apGpHT4mW/FlQjcsWycAbVxigAYFT79Cmp0B6x51RHFHVVUoor33VrsXExTtYVaoYQjpBlp2VO+Lc5XjtQVdY6hdq/pb8XGZlwOjPKrqehtFBgG5YKc6j2sM8f20c2s0U5wPvU362RIBblAvc6ZY+sx7nvolwnw/OUdTZSx811su1qL2+ZP8v21FLKXpkv4QOruM/zJZ53QZVz5tSHy9IdMJlhykrclXKsf5kaobvbnu9+jsfkptGVoOvm4QN0k8tkeH5fjbLtTqzFYpasc2IPc4evGtEC6hiDpdYM3IojxxlQ09/BrIhTNbLjHvC+fGANGd6fHNyL94WUgC3N+1AsMegnGCTrLaXH8dTxTwEAruz7WbYnwMXG6QrNUcdjZaTl2ro2Q5OND3I3nKBZZPM2Je8KPganqP1laRnDckPt7VHStGwIft03/yDbmiqQdS/MUEMsPnQPqiUy0yNPM01DNc179fUpapojCi5zBSCQ4vnqVW4bCsvsEeIx9Xr/iXHbWqhsmdkaMos8tPBV3Bxm8FKsj+1KKOnYwfEHuH2R4zDTs+mEFls6wCyLrUpKZZmYujJdcI5jJa8Ap6aC+IJ+7nt1d+8JzS1Vp9ZUVmqCcJLpGUJBRdNdYFw0hu6c2+uce/5F7BoAEDWzAIAYgAkzMwC3Arhb+/wNgHfo8x36Dv3+Ru1/B4AvOucqzrkjAA4CuOGH0hkPHjx4uARwSdvQnXPjZvZHAI4BKAG43zl3v5l1A8g5p5UkYAzAoD4PAjiu4+tmtgigS9sfazt9+zFnRRMOJecw46vCKegl0UuW5hTmnFRAymKpjMMzZCI39pGhT5TJNqYU7r8930A0rdBzHT83z0Wd9w7L/qmqNofmFxBUaH6nqpIvy27f0LEHao+csK1mxbvH58kWWjm2r85UkWuQSXfUW0Eqsv3J/S0ZaCLuI6v4nlIZjIjp+yDmLpmstQiiqkUakD26FCazi7aCYuJz+I7cKTes4jVU1AiPy06+JR47USM1UGFbW+549xRylGOc593U6MOS6jTGimSw+TLPn1T/I9EIJovUEOKqZmQKSLkWZG2oGYJO1WlC1BgCNTLEfY/+OQCgrvqvjUATyxWeLxTUIusk1xcyaQ6d3t5NKJVYyb5c5b7HDnGYNZUPffRoDsUq23psjOsAnRmOj5xfwS+qQl9uNpGM0oa7aesdAICENMPnvvOXlHE4gseWVcNy/98BADpiYorSVtb44ydcNWcUYLR2hNpBKEJGPbqf6x3DG29EXTVdd0+RWXeD6wJ5sfq6q6MfbPP009REOuSm2b+K7Tt6+HEUi5T3yCC50mSDGsPl3Tx2xKQd1UvobY4AAILSSBpaV9hwI/OkH3/qXhyY4LV641foWjzPwQC1jEKxjmaI5zx65B5ukz17PExmvlGJzJayx1F4+G91TT5P/QPUeo6Osp09PWuR6SfLnt35eQBAOs59muBYDC/WEO/k8RMVjqEQqMksztO23yUN/ULjZWXoZvagbN+n/93xIo/vBJn1WtBMEjezn3o526zr/hcze9LMniwuVV/uy3nw4MHDDwUXPX2umT0C4Neca1U0OOW3Hwdwu3Pu5/T9vQBuBPBLAGYB9IuF3wTgw865t5jZffr8qMw0UwB6AHwIAJxzv69zndjvHO2bBVAEMPdD6fC/f3TDk0U7PHmchCeLU9ENIO6c67lQF7ykTS6gqeVGM4uBJpc3AnjSOefM7BsA/iOALwL4GQD/rGPu0fdH9fvD2v8eAH9vZn8Msv2NAJ44VwOccz1m9uSFzGl8KcOTxanw5HESnixOheQxciGveTHdFt9pZmMAbgLwNTFmmNkqM7sXAJxzj4MLm08D2KX2flan+E0Av2pmB0Eb+V9o+18A6NL2X8VJZr4HwJcBPAfg6wB+6VweLh48ePDw7wkX3eTy7wEe8zgJTxanwpPHSXiyOBUXQx5eLpcXh8+ee5dXDDxZnApPHifhyeJUXHB5eAzdgwcPHlYIPIbuwYMHDysEr5gJ3cz+l5ntNLMdZna/GdPoGfEJ5XjZaWbXtB3zM2Z2QH8/07b9WjPbpWM+oUhUmFnGzB7Q/g/Ij/4Fr3ExYGZ/aGb71Javmlm67bcrzOxR5c/ZZWYRM4uZ2dd0zB4z+0jb/h+TTHeY2X4zy7X91mj77Z627WvtDHl4LhbOJg8ze7OZPSU5PGVmt7Yd84gxJ1Crf73a/j4zm23b/v62Y85rPF0M2FlyLJlZ0Mz+Ru3ca2a/1fbbr9iZ8y19XjLabWZ/acbSVWZ2i5kttsnod9rOdbuOOWhmH7qQfT8TXkAeI2ZWauvDZ9p++z0zO25mS6ed67zzTJ23PJxzr4g/AKm2z78M4DP6/FYA/wbAQB/3x7U9A+Cw/nfqc6d+e0L7mo79EW3/KIAP6fOHAPzBC13jIsriNgABff6DtnYGAOwEcKW+d4FpX2IA3qBtIQDfbvX5tPP+NwB/2fZ96SzX/zKAO/X5MwB+8RKVx9UAVunzNgDjbcc8AuC6M5zrfQD+5Azbz3s8XSRZXA5g0+n9A/AeMHUGNB5GAYyA0dZHAETb7u372sa96e8LrfsM4BYA/3qGa/sBHAKwTuPsWTCP08UcG2eTxwiA3Wc55kYAA6ePfwD/FSfnnTsBfEmft6ivYTCI8pBkcd7yeMUwdOdcvu1rHEBr8eAOAJ9zxGMA0mY2AOAtAB5wzi0457IAHgBwu35LOecec7wbn8OZ88icnl/mTNe4KHDO3e9Opk14DIDyheI2ADudc89qv3nnXMM5t+yc+4a2VUE30qHTzwvg3eCDe1aIfZ4tD89Fwdnk4Zx7xjk3oe17wJxC4TOd40XgpYynCw539hxLDozUDgCIAqgCaD1TP5BvSee6V2PegS+tM42ZdtwA4KBz7rDG2RfBZ+ei4QXk8ULHPOac8lWfivPNM3Xe8njFTOjASVUIwE8CaKl5J3K/CK0cLy+0fewM2wGgr+1GTgFKiHH2c10K+FmQFQLAZQCcmd1nZk+b2W+cvrPMET8K4KHTtg+D7OLhts0RYwqFx8zsHdrWhbPn4bkU0C6PdrwLwNPOtZK5AwD+Sur2/zjNTPIumW/uNrPV2vZSxtOlhLvBiOlJMODvj/RyGgfQyrc0CWDROXd/+4Eytfw0GP/Rwk1m9qyZ/ZuZbdW2S/k5ORPWmtkzZvZNM3vti9j/lDxTANrzTJ3PHHRWXOqRoucFM3sQQP8ZfrrLOffPzrm7ANwl+98HAPzuy9UW55wzs4vmQnQuWWifuwDUAXxevwUAvAbA9QCWATxkZk855x7S/gGQgX/COXf4tPPeCeBud2qw1rBjgrV1AB42s13gIL7geInyaB27FTTF3Na2+SfVtySAfwAnrM8B+BcAX3DOVczs50FGdisuIbwYWZwBNwBogFHWnQC+rfNkcTLfUg7AV8zsp5xzf9d27KcAfMs59219fxocG0tm9lYA/wRGbl8UvER5TAJY45ybN7NrAfyTmW09zRJwwbGiJnTn3Jte5K6fB3AvOKGPA1jd9tuQto2Dtr727Y9o+9AZ9geAaTMbcM5NSpWe0fazXeNlw7lkYWbvA/A2AG+USgyQAXzLOTenfe4FcA1OsvHPAjjgnPv4GU55J5hjp70N4/p/2Jiz52pw8kubWUAs5WWXhdrwUuQBMxsC8FUA73XOHWo7X6tvBTP7e3DC+5xzquFG/Dm4rgK8tPH0suA8npN2vAfA151zNQAzZvZdANeBppgjzrF+opn9I4CbAfydvv8umEvp59uun2/7fK+ZfcqYQfWCPydqw3nLQ5paRZ+fMrNDoIb7Azmp2tDq35jIUQeAebxwv89LHq8Yk4uZtTOAOwDs0+d7ALzXiBtBlXESwH0AbjOzTqO3ym0A7tNveTO7UWr2e/GDeWSAH8wvc6ZrXBSY2e0AfgPA251zy20/3Qdgu9GrJQDg9WCqBJjZ/wYH4AfPcL7NIGt7tG1bZ8verIf11QCe02TZysMDnCqni4KzyUPmpa+BC93fbdseUJ9a5oS3gQVbcNrayNsB7NXnlzKeLiUcgzQNM4uDC3/70JZvSe1/I9Rno4fPWwC827lWCQ3AzPpbJiozuwGch+YBfB/ARqMXVAgkCSe8oy4lmFmPGYuVSgPdCC50vxDa54cTeaa0/U6jF8xanMwzdf7yeKEV05X0BzLD3aAXx78AGNR2A/BJcDV5F05dyf5ZcIHiIID/1Lb9Op3rEIA/wckArS6QzR4A8CCAzLmucZFkcRC0ze3Q32fafvspcAFwN4CPatsQyMT2th3z/rZjPgzgI6dd42b19Vn9/7m239ZpwB4E8BUA4UtRHgD+O2g33tH21wsuqj+lsbQHwP8F4Ncxv69tz4Ivrs0vdTxdJFm8E9TUKgCmwZcOACR0r/aAL/lfbzvmf4KT+24Af9u6n6D56lCb7H5H2z/QJqPHANzcdq63Ativ4+66mOPiHPJ4l/qwAzQh/WjbMR/VMU39/7C2RyTDgxr/69qOuUt9fh5tXk7nKw8vUtSDBw8eVgheMSYXDx48eFjp8CZ0Dx48eFgh8CZ0Dx48eFgh8CZ0Dx48eFgh8CZ0Dx48eFgh8CZ0Dx48eFgh8CZ0Dx4AmNlqMztiZhl979T3kdP2O5E29TzP/xPGFKj/+sNrtQcPp8Kb0D14AOCcOw7g0wBaud4/AuCzzrnRM+x+yDl31Xme/0sA3n/OHT14+P+AN6F78HASHwPD2D8IJin7o3MdIMa+z8z+2ljg4/Nm9iYz+66xkMUNL3ejPXhowZvQPXgQHBNP/To4sX9Q318MNgD4PwA26+894Avh1wD89svQVA8ezghvQvfg4VT8CJgaddt5HHPEObfLMQHVHgAPOebU2AVWtvHg4YLAm9A9eBDM7CoAbwYzCf6KvfiqUu1FL5pt35tYYSmqPVza8CZ0Dx5wojTep0FTyzEAf4gXYUP34OFSgjehe/BA/GcAx5xzD+j7pwBcbmavv4ht8uDhvOClz/Xg4Twgv/R/dc6dj429dewtAH7NOfe2H3KzPHgA4DF0Dx7OFw0AHS8lsAhk/dmXo1EePAAeQ/fgwYOHFQOPoXvw4MHDCoE3oXvw4MHDCoE3oXvw4MHDCoE3oXvw4MHDCoE3oXvw4MHDCsH/A3pbblu9RX5+AAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# add trend\n", "sim_mat = sim_trans.reshape((rows, cols))\n", "sgs_total = sim_mat + trend_rbf\n", "\n", "mplot1(Pred_grid_xy, sgs_total, rows, cols, title='SGS with a trend', hillshade=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Variogram analysis\n", "\n", "Let's compare the variograms of the residual data and the SGS residual to assess simulation performance." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# compute SGS variogram\n", "# downsample random indices to speed this up\n", "rand_indices = random.sample(range(np.shape(Pred_grid_xy)[0]),5000)\n", "\n", "# coordinates and values of simulated topography prior to back transormation\n", "coords_s = Pred_grid_xy[rand_indices]\n", "values_s = sim[rand_indices]\n", "\n", "VS = skg.Variogram(coords_s, values_s, bin_func = \"even\", n_lags = n_lags, \n", " maxlag = maxlag, normalize=False)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot variogram\n", "\n", "# extract variogram values\n", "\n", "# experimental variogram (from beginning of script)\n", "xe = V1.bins\n", "ye = V1.experimental\n", "\n", "# simple kriging variogram\n", "xs = VS.bins\n", "ys = VS.experimental\n", "\n", "plt.figure(figsize=(6,4))\n", "plt.plot(xe, ye, 'og', markersize=4, label='Residual data variogram')\n", "plt.plot(xs, ys, 'ok', markersize=4, label='Residual SGS variogram')\n", "plt.title('Variogram comparison for detrended data')\n", "plt.xlabel('Lag [m]'); plt.ylabel('Semivariance')\n", "plt.legend(loc='lower right')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compared to the Sequential Gaussian Simulation demo, the variograms have better agreement.\n", "\n", "Download the tutorial {Download}`here<./8_interpolation_with_a_trend.ipynb>`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Edit Metadata", "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }