{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Input feature selection\n", "=====\n", "\n", "In this notebook we will compare different selections of input features, i.e. coordinates or order parameters used for an MSM analysis. We will study ways of making reasonable feature selections and distinguishing good from bad features." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'2.0.2'" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pyemma\n", "pyemma.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook has been tested with 2.0 or later. \n", "\n", "Now we import a few general packages that we need to start with." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "matplotlib.rcParams.update({'font.size': 14})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we import the pyEMMA package that we will be using in the beginning: the coordinates package. This package contains functions and classes for reading and writing trajectory files, extracting order parameters from them (such as distances or angles), as well as various methods for dimensionality reduction and clustering. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import pyemma.coordinates as coor\n", "import pyemma.msm as msm\n", "import pyemma.plots as mplt\n", "# Switch progress bars off, because this notebook would generate a lot of progress bars\n", "pyemma.config.show_progress_bars = 'True'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Helper functions\n", "------\n", "We define a few notebook-specific helper functions in order avoid duplicate code in subsequent analyses and visualization." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def remove_constant(X, threshold=0.001):\n", " if isinstance(X, np.ndarray):\n", " X = [X]\n", " Ds = [np.max(x, axis=0) - np.min(x, axis=0) for x in X]\n", " D = np.min(np.array(Ds), axis=0)\n", " Ivar = np.where(D > 0.001)[0]\n", " Y = [x[:, Ivar] for x in X]\n", " if len(Y) == 1:\n", " Y = Y[0]\n", " return Y" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def project_and_cluster(trajfiles, featurizer, sparsify=False, tica=True, lag=100, scale=True, var_cutoff=0.95, ncluster=100):\n", " \"\"\"\n", " Returns\n", " -------\n", " trans_obj, Y, clustering\n", " \n", " \"\"\"\n", " X = coor.load(trajfiles, featurizer)\n", " if sparsify:\n", " X = remove_constant(X)\n", " if tica:\n", " trans_obj = coor.tica(X, lag=lag, var_cutoff=var_cutoff)\n", " else:\n", " trans_obj = coor.pca(X, dim=-1, var_cutoff=var_cutoff)\n", " Y = trans_obj.get_output()\n", " if scale:\n", " for y in Y:\n", " y *= trans_obj.eigenvalues[:trans_obj.dimension()]\n", " cl_obj = coor.cluster_kmeans(Y, k=ncluster, max_iter=3, fixed_seed=True)\n", " return trans_obj, Y, cl_obj" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def eval_transformer(trans_obj):\n", " # Effective dimension (Really? If we just underestimate the Eigenvalues this value also shrinks...))\n", " print('Evaluating transformer: ', str(trans_obj.__class__))\n", " print('effective dimension', np.sum(1.0 - trans_obj.cumvar))\n", " print('eigenvalues', trans_obj.eigenvalues[:5])\n", " print('partial eigensum', np.sum(trans_obj.eigenvalues[:10]))\n", " print('total variance', np.sum(trans_obj.eigenvalues ** 2))\n", " print()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def plot_map(Y, sx=None, sy=None, tickspacing1=1.0, tickspacing2=1.0, timestep=1.0, timeunit='ns'): \n", " if not isinstance(Y, np.ndarray):\n", " Y = Y[0]\n", " if sx is None:\n", " sx = -np.sign(Y[0,0])\n", " if sy is None:\n", " sy = -np.sign(Y[0,1])\n", " Y1 = sx*Y[:, 0]\n", " min1 = np.min(Y1)\n", " max1 = np.max(Y1)\n", " Y2 = sy*Y[:, 1]\n", " min2 = np.min(Y2)\n", " max2 = np.max(Y2)\n", " # figure\n", " figure(figsize=(16,4))\n", " # trajectories\n", " subplot2grid((2,2), (0,0))\n", " plot(timestep*np.arange(len(Y1)), Y1)\n", " xlim(0, timestep*len(Y1))\n", " yticks(np.arange(int(min1), int(max1)+1, tickspacing1))\n", " ylabel('component 1')\n", " subplot2grid((2,2), (1,0))\n", " plot(timestep*np.arange(len(Y2)), Y2)\n", " xlim(0, timestep*len(Y2))\n", " ylabel('component 2')\n", " yticks(np.arange(int(min2), int(max2)+1, tickspacing2))\n", " xlabel('time / ' + timeunit)\n", " # histogram data\n", " subplot2grid((2,2), (0,1), rowspan=2)\n", " z,x,y = np.histogram2d(Y1, Y2, bins=50)\n", " z += 0.1\n", " # compute free energies\n", " F = -np.log(z)\n", " # contour plot\n", " extent = [x[0], x[-1], y[0], y[-1]]\n", " xticks(np.arange(int(min1), int(max1)+1, tickspacing1))\n", " yticks(np.arange(int(min2), int(max2)+1, tickspacing2))\n", " contourf(F.T, 50, cmap=plt.cm.nipy_spectral, extent=extent)\n", " xlabel('component 1')\n", " ylabel('component 2') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "BPTI 1 ms trajectory - load data\n", "------\n", "\n", "We will be working with the 1 millisecond trajectory of Bovine Pancreatic Trypsin Inhibitor (BPTI) generated by DE Shaw Research on the Anton Supercomputer [1]. In order to make the data size manageable we have saved only the Ca-coordinates and only every 10 ns, resulting in about 100000 frames.\n", "\n", "Note that we're not permitted to distribute the BPTI data. If you want to reproduce the exact results of this notebook, please request the BPTI trajectory from DESRES and downsample it to 10 ns steps. \n", "\n", "First we define coordinate and topology input file by pointing to a local data directory. Note that instead of using a single trajectory file you could specify a list of many trajectory files here - the rest of the analysis stays the same." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "trajs = '../../unpublished/bpti_data/bpti_ca_1ms_dt10ns.xtc'\n", "top = '../../unpublished/bpti_data/bpti_ca.pdb'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Ca-coordinates**\n", "\n", "First we consider choosing all Ca-coordinates (note that rototranslational degrees of freedom have been removed by RMSD-minimal fitting of the trajectory to the first frame." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "174\n", "30-10-15 16:29:45 coordinates.clustering.KmeansClustering[2] INFO Algorithm did not reach convergence criterion of 1e-05 in 3 iterations. Consider increasing max_iter.\n", "Evaluating transformer: \n", "effective dimension 4.81902095678\n", "eigenvalues [ 0.95477203 0.89949737 0.85764384 0.76554856 0.72135052]\n", "partial eigensum 6.68992889499\n", "total variance 5.33667900376\n", "\n", "30-10-15 16:29:47 coordinates.transform.PCA[4] INFO Running PCA on 174 dimensional input\n", "30-10-15 16:30:00 coordinates.clustering.KmeansClustering[5] INFO Algorithm did not reach convergence criterion of 1e-05 in 3 iterations. Consider increasing max_iter.\n", "Evaluating transformer: \n", "effective dimension 9.42735815979\n", "eigenvalues [ 0.17034809 0.10263445 0.10167745 0.0483409 0.03773888]\n", "partial eigensum 0.573103425877\n", "total variance 0.0574201421163\n", "\n" ] } ], "source": [ "feat_Ca = coor.featurizer(top)\n", "feat_Ca.add_all()\n", "print(feat_Ca.dimension())\n", "tica_Ca, tica_Y_Ca, tica_cl_Ca = project_and_cluster(trajs, feat_Ca)\n", "eval_transformer(tica_Ca)\n", "pca_Ca, pca_Y_Ca, pca_cl_Ca = project_and_cluster(trajs, feat_Ca, tica=False)\n", "eval_transformer(pca_Ca)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Ca-Distances**\n", "\n", "Now we use all distances between Ca-coordinates" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "30-10-15 16:32:22 coordinates.clustering.KmeansClustering[8] INFO Algorithm did not reach convergence criterion of 1e-05 in 3 iterations. Consider increasing max_iter.\n", "Evaluating transformer: \n", "effective dimension 85.1086494478\n", "eigenvalues [ 0.97603302 0.93427989 0.88602223 0.83468868 0.83193541]\n", "partial eigensum 7.8961664454\n", "total variance 14.6719432932\n", "\n", "30-10-15 16:32:26 coordinates.transform.PCA[10] INFO Running PCA on 1653 dimensional input\n", "30-10-15 16:33:01 coordinates.clustering.KmeansClustering[11] INFO Algorithm did not reach convergence criterion of 1e-05 in 3 iterations. Consider increasing max_iter.\n", "Evaluating transformer: \n", "effective dimension 11.7194878699\n", "eigenvalues [ 1.80467864 1.36923127 1.06418058 0.77112797 0.42292931]\n", "partial eigensum 6.83086807824\n", "total variance 7.67381384831\n", "\n" ] } ], "source": [ "feat_Cadist = coor.featurizer(top)\n", "feat_Cadist.add_distances_ca()\n", "tica_Cadist, tica_Y_Cadist, tica_cl_Cadist = project_and_cluster(trajs, feat_Cadist)\n", "eval_transformer(tica_Cadist)\n", "pca_Cadist, pca_Y_Cadist, pca_cl_Cadist = project_and_cluster(trajs, feat_Cadist, tica=False)\n", "eval_transformer(pca_Cadist)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Ca-inverse distances**\n", "\n", "Ca-inverse distances were tried. They perform very similar to direct distances, and have therefore been removed from this study" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "feat_Cainvdist = coor.featurizer(top)\n", "pairs = feat_Cainvdist.pairs(feat_Cainvdist.select_Ca())\n", "feat_Cainvdist.add_inverse_distances(pairs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Variable Contacts**\n", "\n", "Now we consider contacts between Ca's. The contact function is set to 1 if two Ca's are closer than 0.75 nm, and to 0 otherwise." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "30-10-15 16:33:21 coordinates.data.MDFeaturizer[2] WARNING Using all residue pairs with schemes like closest or closest-heavy is very time consuming. Consider reducing the residue pairs\n", "30-10-15 16:36:12 coordinates.clustering.KmeansClustering[14] INFO Algorithm did not reach convergence criterion of 1e-05 in 3 iterations. Consider increasing max_iter.\n", "Evaluating transformer: \n", "effective dimension 12.4097115119\n", "eigenvalues [ 0.93538308 0.89259459 0.85679721 0.81071188 0.69866224]\n", "partial eigensum 6.58438571621\n", "total variance 5.74535042602\n", "\n", "30-10-15 16:38:44 coordinates.transform.PCA[16] INFO Running PCA on 337 dimensional input\n", "30-10-15 16:39:07 coordinates.clustering.KmeansClustering[17] INFO Algorithm did not reach convergence criterion of 1e-05 in 3 iterations. Consider increasing max_iter.\n", "Evaluating transformer: \n", "effective dimension 26.1270345699\n", "eigenvalues [ 2.12419933 1.53409615 0.87023551 0.62361894 0.5045552 ]\n", "partial eigensum 7.5992737387\n", "total variance 10.2307042748\n", "\n" ] } ], "source": [ "feat_vc0_75 = coor.featurizer(top)\n", "feat_vc0_75.add_residue_mindist(threshold=0.75)\n", "tica_vc0_75, tica_Y_vc0_75, tica_cl_vc0_75 = project_and_cluster(trajs, feat_vc0_75, sparsify=True)\n", "eval_transformer(tica_vc0_75)\n", "pca_vc0_75, pca_Y_vc0_75, pca_cl_vc0_75 = project_and_cluster(trajs, feat_vc0_75, sparsify=True, tica=False)\n", "eval_transformer(pca_vc0_75)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# collect all objects that we want to analyze in detail\n", "labels = ['Ca coords', 'Ca dists', 'contacts 0.75']\n", "ticas = [tica_Ca, tica_Cadist, tica_vc0_75]\n", "tica_Ys = [tica_Y_Ca, tica_Y_Cadist, tica_Y_vc0_75]\n", "tica_cls = [tica_cl_Ca, tica_cl_Cadist, tica_cl_vc0_75]\n", "pcas = [pca_Ca, pca_Cadist, pca_vc0_75]\n", "pca_Ys = [pca_Y_Ca, pca_Y_Cadist, pca_Y_vc0_75]\n", "pca_cls = [pca_cl_Ca, pca_cl_Cadist, pca_cl_vc0_75]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualization\n", "--------\n", "\n", "We project the simulation trajectory onto the first two PCA principal components and onto the first two TICA independent components in order to get a visual impression of at least the tip of the iceberg of the dimension reduction. We will do a more quantitative analysis later" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/marscher/miniconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors == str('face'):\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6kAAAEtCAYAAADqYSZUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXmcHEXd/9/FQLLJkrAhEQk/wASD4AlKQIGgAUGDBhRc\nRBE0HoCKCo+oiEYBDSKeXHKr4TGKSjSoqwnwCEETUO5DETmTAAmaDeRg2d2ETf3+qK7p6prqY67s\nbPJ9v17z6pnu6qqa7t7Z/vT3UlprBEEQBEEQBEEQBKEV2GqwJyAIgiAIgiAIgiAIFhGpgiAIgiAI\ngiAIQssgIlUQBEEQBEEQBEFoGUSkCoIgCIIgCIIgCC2DiFRBEARBEARBEAShZRCRKgiCIAiCIAiC\nILQMIlIFQRAEQagapdRspdRGpdSugz0XQRAEYfNCRKogCIJQNZE4cV8vKaVWKqX+rJT6YMZ+eyql\nLlZK/UMptUYp1a+UekYp1aWU+phSaljGvl91xntVnfOveR5CAim2LgiCIDQcpbX8fxEEQRCqQym1\nESNQzolWbQO8GngPUAJ+qLU+3dvn68BZgAJuA+4C1gE7Am8Fdgfu1lrvGxhPAU8Ar4hWfV9r/cUa\n517zPIQYpdRs4MPABK31skGejiAIgrAZISJVEARBqBorUrXWJW/9IcBN0cfdtNZLo/VfAWYBy4Bj\ntNZ3Bvp8J/BFrfWhKdvmA/8LHI4RmP9Pa72hynnXNQ8hRkSqIAiC0CzE3VcQBEFoGFrrm4F/Y0Tk\nvgBKqQnA2cB64F0hYRjtewPwrpSuT4yWVwI/B8YBR1Uzt3rmoZSaoZT6jVLqCaXUi5GL8CKl1Ieq\nmYPT37GRa/RzSqlepdSTSqlfKKX28doNV0p9WSn1oFKqJxr3L0qpYzL6fn/UZk001weiPipcmJVS\nS6KxRymlfhB9Xq+UOstpc6hS6q/R+KuUUvOUUntmjH9k9N1WKKX6IjfqhUqpT9VyrARBEIQtj60H\newKCIAjCZoeKlhuj5Ucx/2+u1Vo/lLWj1np9RWdKvRw4EnhEa32bUmodcBpwEvDrKuZVzzwuBf4B\nLARWYETyu4CfKaX20Fp/vcgEIrfln2IskCuBudFyF2Aq8DBwd9R2GHADxgX5X8AlQDvQCfxKKbW3\n1vqrXv/fAr4c9TkHeCGa57eAdyql3uFZnzUwDLgF6AAWAGsxrtUopTqBXwF90XIFcBDGTfqBwPc7\nCbg8avc7oBvYAdgLmAFcVuQ4CYIgCFs2IlIFQRCEhqGUOhTYAyNQraVySrT8c43dWnE5G0Br/aBS\n6l7gYKXUK7XWjxfsp555vFZr/aS7Qim1DcYF+ctKqcu11ssL9HMiRqDeARymtV7n9LcVRtBZTscI\n1D8BR2qtN0btzon2P1Mp1aW1vj1avz9GoC4D9tNa/zda/xVgHjAd+AJwnvs1gPHAP4GDtNa9zny2\nBa4AXoq23eNs+wHmQYEfM3Qy0A/spbXu9o7X9gWOjyAIgiCIu68gCIJQM0opdZZS6myl1LlKqbkY\nS5wGLtBaPxW1Gx8tn65lAOATwAAmHtXyU4zAOjG0Xwo1z8MXqNG6DRgL69bA2wt29VnM8TnZFahR\nfxu11s86qz6GEfuftwI1arcS+Gb08RNee4BZVqBG7Qcwgnej177cBDjdFagR7wHGAL9wBWrE2RiL\na4gBjLBNDqL1cyntBUEQBCGBiFRBEAShHs4Cvo6x4E0FbgVO0Fp/oUH9HwLsBtzkWSp/gYktnaGU\narpXkFJqV6XUj5RSD0exmRuj5FFzoyY7FeijHXgt8B+t9f05bUcBrwSWa60fCTS5OVru7ax7E0Zw\n3uw31lo/CjwDTIj6dunTWj8YGONN0fLWQH9rgfuIXbstc4CRwENRjOt7lVIvC/QtCIIgCKmIu68g\nCIJQKxXZfVNYAewJ7FzDGCdFy2u8gZ9TSnUBR2Msfr9p1jyUUrth3Gs7gL9grMVrMBbDicBHgOEF\nuuqIls8UaLtdtFyRst1aXDucdXn7rMB89w5MyR3Lf8PNy/39J2cOZbTWP1RKdQOfBj5H5BKslLoV\nkzH57pS+BEEQBKGMWFIFQRCEZvPXaFnUJRaAyAL33ujjtdZ66Vgxj462nRTuoTHzAD4PbA98TGt9\niNb6NK31WVrrbwA3VtHP6mj5/wq0XRMtd0zZPt5r574fT5jQPlAZV+r39/KU7cG5aa1/prXeHxgL\nvBv4MSa29gal1LiUvgRBEAShjIhUQRAEodn8FNgAvE8p9eqshl6ZlI8A2wB3AVenvFYCh0blZZo1\nj0kYIRey1r6twLgAaK17MBmCd1RK7Z3Tdh3wOLCzUmpSoMnB0dKNFb0H43471W8c9bEz8GTkqlsE\na/UM9bcdxtU4tdi61nqN1nq+1vokTNKr7TGZgQVBEAQhExGpgiAIQlPRWi/FJNoZBvzRrwVqUUod\njnGltZyIEUGf1lqfFHphss/a5ErNmseT0RgHe+3eWWRcj4ui5RVKqdFef1sppVzr5E+icb8bZf61\n7cYBX8Mcm5947QFmuhZLpVQJ+F7U14+rmOvvgOeB4wLH6mxgtL+DUupgf12Etca+WMX4giAIwhaK\n0jr1IaggCIIgBIncbYvGpNp9voZJtLQVps7m3Zg6ni/HuINOAu7UWr9ZKTUVkwDoAa11qtVRKfUK\njIhcAewaZbJt2Dyi9q/HlNPRmERJK4DXAe/E1Gk9Fjg7cv8tchyuAU7AWIF/Hy13wojgH9t+ohI3\nf8aUzvknptzNSOAYTJ3W72itz/T6/jbwJUyc6VyMKDwck7Dpr8DbtdYvOe2XABu11rulzPV9mPqo\n66Pls9F8Xoupk/pWYILWelnUfjUm3vVvwFKMMD4ImIyxiO9f5BwJgiAIWzYiUgVBEISqqUWkRvvt\niUmqczCwK9AGdGMyxc4F5mitNyilfg58ADhVa31JTp83AIcCR2utf9fIeTjt9wdmAW/EJB28D2Od\nXAPcQhUiNervOEws7d6YpEvLMYL5+1rr+5x2wzExscdhsv1uAO4HfqS1/lVK38cCnwH2wrhLP4bJ\nhvx9rfV6r+2TmPMYFKlRm0Mxov5NQB8medQZwJmYmq8THZF6Mka874WJWe0DlgDXApdFLs+CIAiC\nkImIVEEQBEEQBEEQBKFlkJhUQRAEQRAEQRAEoWUQkSoIgiAIgiAIgiC0DCJSBUEQBEEQBEEQhJZB\nRKogCIIgCIIgCILQMohIFQRBEARBEARBEFoGEamCIAiCIAiCIAhCyyAiVRAEQRAEQRAEQWgZth7s\nCYRQSknxVkEQBKGhaK3VYM9hKCP/mwVBEIRGk/a/uSVFKoDW8r+wFs4++2zOPvvswZ7GkESOXW3I\ncasdOXa1U+2xU0r0aSO4a+7cwZ6C0CJc8atfcfKxxw72NDZvOjsZDowFeoA+oH/6dJgxY1CnJQiN\nYnJnZ+o2cfcVBEEQBEEQhFZj7lz6p09nObBm+nT6584VgSpsMbSsJVUQBEEQBEEQtmhmzBBhKmyR\niCV1M2Pq1KmDPYUhixy72pDjVjty7GpHjp0gDC77vPa1gz0FQRA2Y1Qrxn4qpXQrzksQBEEYmiil\nJHFSnSiltMSkCkILMnu2WYrFtTXo7AT5rSzE5M7O5iROUkptA4zXWi+rpx9BEARBEARBEKpg9mzo\n6mI40Aas6eoCSaw0eMyezfCuLtqAvs5OSXJVJ3VZUpVSewN3a61LjZuSWFIFQRCExiKW1PoRS6og\ntBBO5t/R0aq1wCqgH0SsbkoccToeaB8BK3olI3MRsiyp9YrUvYB7tdYNjW0VkSoIgiA0EhGp9SMi\nVRBagIAgYla0bSb09HpiVf5mm0dkyd4OaAfGjwCmAVOARcCCWKyuAXlwEKBmd1+l1JOABtL+sQ+L\ntguCIAiCIAiCUAs2rjQDV5xaenqhfWb8XgTqJiQSnGu6ugAjSMcviLaJQK2bTEuqUqoPuAZ4NKXJ\nTsBpYkkVBEEQWhmxpNaPWFIFoQl0drJdTpM+TMxpO7Frr09d4jSyzm7xwjayjALVi0rHwt2OiNOi\n1Ozuq5S6E5ittf5Ryva9gXtEpAqCIAitjIjU+hGRKggNJBI1Y4ncRAP09OZ3s5Y6BJHnrrrFxlA6\nCajGRqvqFvxb2jGskXpE6oVRm8+lbJ8EXKW1PrghM437FZEqCIIgNAwRqfUjIlUQGoAvTqcBxwPj\ngG6n3RJvv5lJ0dpIcToaaD+KhIvqFiNWvQRU9jj09MIKtqDjMEg0LXFSsxCRKgiCIDQSEan1IyJV\nEOrAT3h0FHA8DOwOq3cxTdrWxc3bVsfvS89jBOwcygKqZvfekCibAkwG7mLLSvjjH4tAEioRqs1F\nRKogCMIQpasLDjgAtt9+sGcytBGRWj8iUgUhgBvHmEEiA+wsYDL0TIS+UdA9zLQZtz5ubwVrUKwu\noTYR5VhQE5mBJxixXB4jEqs98zwxvCkYjN+YvHI+m3pONonWFiCKRaQKgiAMUZSCD34QfvGLwZ7J\n0EZEav2ISBUEB0/wrc1pXrZaRtbTvo5YoHYPh3GRCrRCNSRSXUqPYsRqJCZXUMDqmVa+ZjIMjDFz\nsuP5/ed9vzzchE9pfQ2qm7FzPvsYxOzIkWBmMOewCRGRKgiCMERRCiZOhCeeGOyZDG1EpNaPiFRB\niIgy8pbddqdE6xd57RY47z0x6FpQaxGpFt/yWRarob/VkMtx5OrbMzHZtEKszsyeR4Jp3ucpgTYp\nx2rQXWwHy4oZiVO3xFD5OMBmK1ZFpAqCIAwhNmyAbbYx75WCCRPgyScHdUpDHhGp9SMiVdjiicSp\n77Y7MMZsLj3vtO329h2XLlAXlmDqQFio5olUS1mszvTiSd2/WSdpk2/ZtXGxdtzy+9WOm3E1jIvf\n2uNTMV+L23cUd7tFxMRCunUbtoi4WBGpgiAIQ4SXXjICtbcXhg+HraICX/KTWB8iUutHRKqwxePH\ndDoiL4++jmjpCFSLtaRWI07d/tx9fLFajqucPr1y7o4V9emo9kpeXGzR7+nOLQt/DNdymxBosNla\nE4PJrAjEBG+G379ukaqU+glwqtZ6nbe+HbhYa/2xhsw07ldEqiAIWyT9/dDWBscfDx/+MLzjHWb9\npvxJ3LjRWHBVDZLullvg1a+GHXds/LzqQURq/YhIFYYcnZ1m2WgLVIZFMoRvPfWp1sXX7dfi7+OL\nVby5Mi4Wp91REGStLsfuXIoI0xAVIjuUuCnv9yc6L3nUZZFs4jXl12qtt8TQULBAN0KkbgR21Fr/\n11v/MuBZrXWpITON+xWRKgjCFsWtt8JXvgI332xEKphkSccdZ95v3AirV8N998HBB8OqVfDcc7B7\ngSf41bL33jBpEpxwAuy1l3E3LkqrJnoSkVo/IlKFIYPjQtlOEy1Rfs1Tz/3XsnqXbIFai8XSxU14\n5OOKvpA4XRjdwc8HDid2Oy4qVIuKU9eFOK1t2zpof5JEuZ2ENTjt/Hnne3S4FVBHfdlNeE2Vs0XX\nWf92KLhL1yxSlVLbAwpYCbwGcEVqCZgOnKu13qlx0xWRKgjClscZZ8B3vgPr1sGoUfG688837zdu\nhNNPhx/+0FhVp02DG25ojoVVKdhhB/jvf+EDH4Brr61u32r3aTRuTK9FRGr9iEgVWh5PSIwfYVY3\nPa7PT6TkWFX7OmJXWpdGiNNqsXOx4nR+tH7xgFkeWKoUqllztBZiSIpw12UYKvvIErYdTyVdflPj\na6FClI0fQWXSphDVxLyGxqAFXZEDLsPWEt3KYjVLpG6ds68byvxQYLsGzqp1Ys3k7ruNReKLX6zc\n9uKLsGIFvPKVm35egjDUef5544b6hz8M9kw2T/70p/i9626rtRGqAGvXGoHaDAYG4vFqZTCfMT73\nHIwdKzG8grDF4d+kOwlo2hfBeOs62tVFf6NdIefOZU3kBjp+HrRPgZJNlDQq3Z0WmiNQfRFoy9yE\nhCkA0RwWd2BMUCWYauc8KmkFtf374tR+R0uFUF2dfN/XEffritW+DmgfhxGpmHPZ439BzzU2cb4n\n+I3DjF9ghCZAX1eXEZru9ZAmgKeYMdqXwCQ3brazc3ASG6Vd9xPMddgeuU2341z7gy2oC5InUg+J\nljcD7wPcXFzrgaVa62eaMbF6+fa3zTkIidQzzoBLLoGFC+Gtb60t7krYPDnqKBg3Dq66arBn0rps\nv/1gz2DzY8MGWL7cvLdCFOKkST7bbRdev2YNjB5d32/aJz9plitX1t7HYArE//1fs+zthREjBm8e\ngiBsYubOpR9Y3tnJKmBsL4w+3dy015Up1nW/TMGKBNfl101GBLFABSPsrIjzXXXdONNq8UUpxO68\nkCJQATqA1caSatvNL8H5jlAtOsbUAUeUe0LVxbWqumK1bXXkLn0YlCZA+5xI+AOrogcBvqW8jC2T\nk2VNXVDQChqJ4LL7sBWok50206B9AbRHYrffXiebSqhG5XKiCCEjUKdhhLrNrrwoWt8bi/3+2bNb\nzqIaIlOkaq0XAiildgOWaa03ZrVvJewNX4jV0R/G1Knw6KMm9krYclmzxiSr2WEHuP56c5MvIjXM\no48O9gw2T779bZgzp3K9Kzb//W944IHsfjo64Mor4cQTa5/L1VfXvq9l4yD+p9iwYfDGFgShBZg7\nl/7Zs1ne1WVuynvrE6e2dmV7oIkb+9j+fYLiNI3uYUnx5xJyg02LaU20yRCmlgqBagmI4zNKcPhI\nY1Ud54zvxrK64xyeP8UKQmLVMrA7cA60H2/E6uh5Zn17ygPInl5jLWde9pg1x5NOiOY1BkrdGNG6\nIKN9LUSWUWgRN+JBJM+SCoDWeolSql0ptRewA7CVt/23zZhcraxYAbfdlr7dvdEWl7ChzSGHwAUX\nwBveUHsfHdEPs70WxLKezsc/Ptgz2Dz5z3/i964QdX+fJk82oQp5PP104+YFsHSpGXfkyOL73HFH\nY+dQDXlCXhCELYAZM2DGDNZElqaqrUYhF0pIWuimRMsJZmFrjYbEpGtFdbEW1SxR6rvR+uLQxxel\nWRyY05ftz1pVs8SvxdZ8rZYst2dXrNqESj6JBEt5FHxgkbBQ2rnYpFh5LsnV4tVLhUF2I24BColU\npdShwC+BNEe/FKe0wWGnnDROf/97/P6mm5qTHVNoPj09ptzFjTfWJ1KFYgwMwF//2twx6il9MpRx\nxeh554XbFBGozeD22+HUU6vzLli2zCR/+vOf4WUvg4kTmzc/n1tvNctf/tL8T9/SriVBEBxqFKdW\nKFTEOY6Lmw6Mya59WpTQfr5FNE0Q+lbRIqLTb+NbP9PGOqOgoHX7c92a66WvA9gX2naHkidWywK1\nmWJuCuXz39cB7c9jrotplC23wykokl0ykj9NsgmeurpYM0RKyjSSQiIVuBDoAr4CrGjl1LsPhdI7\nOfgzP+UU+PSnmzefoci990Kp1PrC729/M8tGX41b0k3tU08ZV9Mf/Shet369cRn9zGeSbX0XzoUL\njcu8y4knGkve/Goe5TqUSmY+Z5xR2/5DlUZew834dX7uuer3eeEFuOYauPTSTV/jFeBjH4NddoFD\nD910YwuCMETxrFgJd9JFlGP8rDBNSxqUZjFNE2q2NihUZt6FQAxpTpKlxe4Hz323iICt6K+gRdTN\nCgzh45BVJifUNpQ1GIyLdAdQOg0jHGfSeKwFHseleyYwzQjkdihnHwZzvbT3mhjXeunpjV3LbWKn\nVByPgb6uLnp6o/jdBWauFfG3Q0zkFq2T2gO8QWv9ePOnVHsJmv5+I6weeSRe53fzhz/AkUcm13V3\nw1e/CpdfXsNkN0OUgmHDzPFsZayY/PKX061P1fSjtXk/ZkxtN+VDkRNPNDGIa9fGZU9uvx0OOKDy\nb6e3N+nyud9+Sa8EMFlVn3uudlHSCuVLBoNPfAJ+/OPK9WeemX9tu8daKeNJcued+R4laYQe0nR0\nmKzOPi++CJ/6FDz+OPzlLybRU2j/TSlS/fFjN34pQVMvUoJmMyISZVn0Q3MtNzYh0WBeU06d04Rb\nb4jIouqWlnGFVJ7F0I+3bFtdWcPUugw/HPVrs/FWiMWiGYEDcaZFxWotAjVNpENl3dUssizTO69K\nit3So8Ack8F2BQ0oteK4elckZsrBCsJ6YqCtRRVqSPbleQKspYn1XBtEzXVSy42Uugm4QGv9x0ZP\nLmW8mkRqkZujPfc0CUhczjvP3Ay2rn140zLUROqb3mRKDtXbz8EHG/dhMFmhv/Od+uY3FLDfffXq\nOGPsbbfBgQdW/j0sXgxTpiTX+W1EpNZGmvX+jW80ng1Z9PTEDw9sPzNnwje/2di5hM6p2/aii4x3\nwy9+UWzfPKxFNC3DcRohkfrtb8OZZ4pIrRcRqZsBXh3RPJpyg+vdjA/KTXRBcWqzArdTWd5jYPek\nu28R8WXFlVsH1Cb7GU1l8iW3bExQNBYRqynZgrPEahGBGqqpCrW5PbsCP21/26bjqcptrlCtWZhl\nWdMdVkTWzbTrxp7Pmq9r5wFSzZbPSKw2/UFTA2iESD0aOBf4AfAAkMifqLW+pwHzdMdrmkjNcuUU\nkWpQCoYPh75G+C00iYEB2DpyVm+USPXZEq4H+90/8xm4+GLzPk2kXnZZpWu8iNTGUI+L+Xe+E5fa\nsv184Qvw3e9W39fFF8PnPhfetu22sM67CSs671quh+nTYdEiUwpnm22K7xcSqWadiNR6EZE6hMmI\ne0ulaKmOGudgb/I3qTuiM4fxQPtRBF1GE0Jj+vTKmpx2v8mxC3CeK2vpeaCbciylFcD22Casd3OS\nVtUzShnCsQ6hCpViNXOcjngfX6C6Ij3NEuongfLJcpe2/acd57JVemaV15T34CZkPbXXQ9myCZWx\nyyn7DJolc4iUmWmESM0qKKC11jV4umeOV7VILSI0LrwQTjstvY9f/Qre//6qht0scd1fW5UFC+Dw\nKDr/jW+Ee+p4TCIi1WC/7403wjvfWewBT1obEanVUY9IdWN4Q+ezGj760UQoTpBnn4WXv7xyvCxq\nmUut7vz+nC6/3NZ+FZFaLyJShyBOGZWQwMqkm4S1ry4h6WfLtXOYQIVoq9tdM2MOZXHq1TNtf5Ky\nwIFAIp6c41jO+JpCmkBNfNdILE20fUfuv4+9EuaOzKhx6pIlWHPqrx6YJYSdNhAWqG5sLSSFqmsR\ntvun4bsNFxGoLtaqmhuPmfbgxnqMLQpYZgN9VFhfbaKtJTTmb2czpxEidULWdq31klomljFew0Tq\nCy9Ae+TTcvjhRtyk8f73G6G6pTMUROpvfwvve1/8uZ65ikg12O97+eUmzrARInXlSmOR32WX4vMR\nkVod551nhJzfT7NE6p13mnI4/nhZ1CNSq90/fU4iUutFROoQwxOGLu32hvz4OMYyRKb1b/r0/Dk4\ndUbHBzZvcksqJMVqAy2plkxLn3MsfSt12ZLqCFRrSXUFnk9CWNYRq1qEUPxpnkgNJYIK4QtXNwmT\nG89aSKjaY72ESqEYtUmI0wBVPTQJlCxqqBfCZkyWSC1cJ7WhM9qEVFNU/te/hve8B447rnnzGerc\nfjvsv/9gz0L+1ocKO+xglpuj4P/LX+CSS8zvxmBSzW9cHkVEpz2XrR6zLghbLIF6iz49vbB2Hoxf\nAKXIohiyBg6MAcbEmVTHLyIWqzmJlyxpcwB4rLeOm/ha4+7mzi1nQ22bF2VD9YRK+4goZjf6nmX3\nZMcCbGNSQzVOg3RA2xjgnChD7BKYVCAmNQ/XXXdxB+lC1brjjvLaFBSsVqC61FJexopq383YFbCH\n49RkHQlTbfbkYSa7b55Ytdctu0NpQnSsHctokTjkqiz6c+fSP3s2y7u6WAWM7W39hEVDgaIlaFBK\nvQs4BdgNeIfW+iml1InAE1rrPzdrgvVS7c3xhz4kIjWLAw6ANWtgtP9YdhOzJZWJ2dQ089hu2GDE\nzbbbNm+MTcW118J11w32LExm8q98ZdONZ0VxKNuvIAiDSAFxCrGFEIBeGH26EV8lz6qasA4CHAal\nySTEah5pJTQakVjGzWBadR3JGTPonzGD/kisju0NC5eElS0lYVKoREoutt7nZGi/KxLEE2LrqbVA\nQizWDifbEpnJOirFq51nAcHqCsqpnktwkYRRIdLEKlR+z/lWIEeCtahYheiatsd6CrSnXLsV1vNq\nLfpRORgrVls9YdFQoJBIVUp9CLgCuBp4O2DTWJSALwEtK1KvugpOP32wZ7F50QpWsWefHewZCFn0\n95vkWz6nnmoSMLXCNbQ5EScHqo+f/rTYWABvf3v94wmC0AAykiL1zIubhYTh8s5OeohrK7pW1ZCF\nsCxWJxDH7mXQvqhyDjXHnaZ8z/boe7YDq7q66K+mrE0kVpfPns2qri7aegOJcCK3aL9Oqi8kffHm\nYi2O7jHtGwVtHcBEI7TcOqlpZMVyAlDyrKnrvPch3PPsJEeCpIB0x84qNVMtWWLVxQrX+SU4vBax\nOobEgxYcsZooHVOv5TMSq0L9FLWkngGcqLW+Vin1cWf934BvNH5ajeMLX4hF6oYN2W2FocPNNw/2\nDDZfaq1z6bqd3nWXyRDss3Rp7fMSmsvTTxdrZ6+Fhx5q3lwEQShAKFuumxSp21iObExeFmtJlqTp\n64gthOPWxyVWrAWxLbJO5WGtVzhitVw4oOiNfFaCG+d7ts+E0dYa1tlZtZW2HyPCy8fCE6eWttXm\n1QHsHAnWcTllV1LLsoxNLn2BujBHuGWyzntv/VzXUenyC0nLao0xq/VircV5dWEXd0TuxyOhk9h6\n7QpV1xPArWcLsPNEaLdidaY5NELrUVSkTgJuC6x/gcp4/Jblzy1r7xWE1iEkSAcK1EybNy+/jbhp\nty533VWsnXgxCEKTcTLJZpEomRESVFFMHodB+6MmLm+8TSLT2Ql4yYNSYiHL70c5FrSxxeIR26I4\nzNKEsJAsSmZGXS/20I6xAugrOIY9ltVm7W1bbTIDjyU+diG6h9dvfSzi6rt4gHBM6qiU964YDVha\nF7vbS85ypLEcd1tr5vqkldhNmFQkK7GbkGkqgdqwKbG28yHoAgyVwrRhRH+fTY01dWqlprElxLsW\nFanLgT30ndSZAAAgAElEQVQA3w5yEPB4Q2ckCMKgEhKSRepUFqmrawXw734H732vuP02ika4+261\nVbF2IlIFoUl4ZU4saZYAt9yFjSXtS7OAuTGQ3TBpTrT++Ow4yApGJt9nubiCIxw6oH0cMCcpJItY\nsMqxot539RnYHUp2jDkwKUrwVIR6S8oAtM+CPSbDqjdk1wgtKlbdc1BzLKpPmkD1yRCsizGisiJO\nNPpe1YhTor7Od8rZdA+LEiWVzCtt/8UD0Tww7crJlQJxwu5Dl8TxnwBMg9HzjBt6JpFwtH+btVjr\nc/G8BrLowTyE2ZzL2hQVqVcCFyqlPgEoYFel1FuB7wJnN2luQosi1jAhxMMPx+/zrhFxFW09iv5d\nF7GqC4JQJaE6oi5+/OcEEjGSlqxMs4kYyEjo2RInUKxMiMUVDlmxhG7s4M5EVlVHSObdiAOJbLp5\nJLIRHw/j5+TtUXyMrHI8AGNPN1btsXOgwxH+EB9ba32EbLEaEqh5Yg8IW1GtFbKoQHVJiWMNCtbo\nAUbFfP05Rfv65WxsKZudMUJzXCRWy1ZV15oauSSnCdWsuN7u4dGDkzFQ6s4/BK5wdD0Pxs+M6uk2\nQiimue5n4WTZ7uvq2izFatESNN9RSm0H3ITxirgZY2n+ntb6kibOT2hBxPolhJg1a7BnsOXSiL/J\nopZUyeorCA3Ey1TrWgwZFzdzLXtuZlmXQm6NNvZxJ7P0629mCiFXbDjiZTEkBZClg7I1bGqkwK1V\ntc0KySIiYVy+ZdMnIVYbMEbpUdJrbkaWtFWdndAL4483CajGTgYiq+p8kmVVyq6yOVbVqgRqs/Fj\nXKNzvhiMYHTbhsSysw+EBaobU2rjTBNW1awSO0THd2T6dsi3/icI1dSNLO2lCeYhyOh5sLaryyTt\nqkUohh5QRQ9NMrEPYRyxWlWG6yFA4RI0WuuvKqW+BbwG2Ap4SGtdY+JpQRBalfZCj7aFzY2iltQX\nXmjuPARhiyFDoLplTiAcX1ekhibkWOXSrF0W9y4vRaQClSK1w7RZDCweBQeODWRktXVDm0RZWC6i\n7NZclET5ndWRKzHALOOqPD4SqgD9kRWsjcg1exrl+N7uYTDXszCayZnFVO8cVmPNrot6kiOFHkgU\nuX7czx1hN12Lmz25Ij412j+LzEzL/XHc6sDuUc1aTIbrPqA/imNOJOryagn3dUTeCOdA+/HGKyAh\nVu1g06enTyRy7fdLRvVEmbZthu5UFnhlc2Czi1EtLFIBtNY9wJ1NmosgtDSXXgof+cjmL+J2r+If\neRppgqeIq+jTT8Py5bDTTvXPY0uhr6/+67KoSP3vf+sbRxCEiCgxSvlP196UjgtbS61AzY0b9Qha\nSleTXpLEbncJtbUBpaMD2+1na21bZ8QqHXDgyEiwjoI9C5YPSaOvI7xv6VFgTpxRuJ3KOrBuH7lu\n0uuoqG06KcpYvDY6j+NHmDFtjO/Do5LnKCGyrBgtJUu7pIlT61LdUIuqPW5FxWqR+q+WrGsr2rbY\nt7QTC9VUgeqda3tc7DFME6euxXrc+uQ1M7C7sbi3T4HXzYzjmEPi1OLvXxarS+LkZGuh/DeeFu+a\nVs+4pxfISUbZiFrD/dDSlteidVJHAKdiaqTugLGkWrTW+g1NmJvQomypMamnnAK77AJHHDHYMxm6\n3HBDfptFi2DvvUUMVcPUqXBnnY8Pi/5db799feMIglBJuS7nhHidbz31xWk11ragOC0iRCE/u1He\ndrfkSSRWyyVEOqCzilqXlrQEUaXngbsAGy8YrR87D8Z7dWDLfQUS7VQw1inFY92VJ8dWNABOC2dH\nDp2nkGAtwoFpoteS4w4bJE+sjvK25/Wfdh351tvV5jqwca3nD09e48FSNM48/FhoX6D6wtTSFphf\nuYbqBCeOuUrr+0BUlskmJ2tfgrHiWxbEb7NKQlnxmUdNAjOQmKlcW7gFxWpRS+qPgKOA6zClaNwI\nKIlQFIQhwsknwyc+AfvuO9gzyWblysGewdCiaPmYLIqK1BEj8tsIglADUXKkgTFJ4ZQmTgtb1ayo\ncMWpfZ8mMGu0bAb76aCyRqcjVudHltUiYjXkAm3butbTcsxo5G65vKvLxIvOBGYZIWGTTrlZjV1c\nK2gi4dEwyqK1bV0yCVWhDMkeRZJQhaytftvU68E//xbfMhpyAfYFqvu+6EOO1d77yBW8/OAiSoB0\nhmNVThWoAdxjkydM8x6CWKtoPfRMhL43RNfGYdGDEzAlogCWRALRq1+csIw2WjCmJWZa4JSEsmK1\nhVyGi4rU9wLv11rf1MzJCEKrM9StyFdeCW1tzRepecdp9uzmji8IgjAUKMcxWsZVCqdUcVpUSK4j\nKVSsMPX3f7GtYIcFGB79k+m/E14ERvYlBasVNLskxer5Tsxqx1PJLtNcoNs6TK1Sn36Ib/S7uujB\niIL2RRiLtX0YMDwsKF0LaMIt16sRWk5G5QjdQtbuwPlz65JmZU1uCCHR6grVet17i1hcPaGaVXIG\nKGxFdQlZTi1FMmNnCVzXVdx9qLSwZNzZx0XXRiIx1O6RcI0yXNvY0gSNFKhZiZmOD9cWbpVMwUVF\n6ovAsmZORBg6SHbfoYPWcO+98KY3DfZMkjzyyGDPQPAZ6g9gLLvsAk89ld9OEGqms7M+a4NTb3G8\nlyzJtcYVFqd5saWu1dTu6wvS4ftCwURMVWHF6os2HsErqG3/ViOhOmWXZMxqkZqiT48FxsLOq0wt\n1vYpMCly9+3p7KTPbC4f64HDwjGjPr71MihaA5lkMy3daVlvIRZskCiv4vbpkxgjZDF3P+exzln6\ngjWtrT92Hn5/7lgkRXoavkCdj1ezNcoY3D0sdtEGIxJ9N/FQzLfPuAyx7u7vWm5t3dhQ1mKIs09z\nTpS4aUmydvCqKHlTFoViUSOLgP1rT4QV2OzhSzDx8POMlbUPTCxtEZFa729hDkVF6neBzyulPqm1\nSBRBGCosWgRvfeumf7DQyPEefxxe8QrYuqo0b9Xzz3+aZE1jmphtspncemt9+xcVqbvuWt84gjBk\ncbLx1mRtcMRp2aJxfA3itIhA8N15V5MUpsM9d5ph+xX/HvWQJlatdfUpWLxLnGRpliM68iiL1YnQ\nPhnGR7GpQDkBjo0Z9TPuHl7RW5LDqRSK/ufCohTCwtEt0eJaF8mJRc0Tp3kxw6MD60KCtV7yBG+e\nMCbbulw+H1EZGte66otVKJYx24pdiMWqv7/PuPWxOIWCLsZOQq72RSZTsKU9JcSmpxdWdHayBqoT\nik5YQel5jGBdZMZZmxErm6De38KCFL3tOxQ4CJimlHoIeAkTi6owiZOObPjMhJalFSwuW20FGzcO\n9ixan/Xr89s0g0ZeI5MmwUUXwWc/27g+Q7zudeah4HXXNXecZnH33fXtL4mTBCGFQKmYquoSOvFg\n5XqLx8dlZmyinaA4DZV9ybOk+u68VpxaYeoL0tKE9Lk3goEllWNasWpdgSEWKP/ECKdRMLMDsNZV\noPPF/OF8sQqV4hTyE09VuJCWMpIgVeN6nbfdE6rlMXyqFadpAjBLxIYyN+eRVjM3D3ecQPui7s8z\nrQW6VFnixxWrRco5ubVsfbGaRlFx6lNO3hQl5Ari1E5u74ZJNga7s5M1Ob9DobCCNqDUjRGuUWKn\nNiD1mVC9v4VVUlSkrgKuT9kmltUWZddd4bzz4EMfGuyZNJ5Jk8RldEtibd6T4AbxYoEboFalXut1\nUZE6ejQ891x9YzWTyZPF3VdoEF6ykfEjMG5xU2D8ImBBgRu0zs6kOJ1CwqLnZzMFT/QUqVOaJ0pH\nZYnSagIPfQqqFzueK1aH7Qfr74jWY2JXwYhWgNWRcI2y1S7uMNbV+WONWC1iXbViFfLF6XyS1tSE\nFa7fnKepUcxkxXmqVsS5uOfUCrMU99+K9tWI09B7t9806vnfW+ulFRCrfqmZVCu26zZcit2AfbHq\n4gtU+7DIXgPlhFmOWB3nGQDcuNdayylZBsZA38T4c5pL8rj10LG7EbST5sCKeVGNVu93KNeLfxzG\n5deOB5X1XRvxW1gDhUSq1rr+kYRNzlNPwS231CZSt9kme/sddxjL08hAPMamoNmun5sLg2X13tTj\nnn8+HHeciUesh2qEXqsFPnzhC83t/+ST4YorYIcd4MEHmztWPbznPTAvp76cIBQiuslaE9U6XNFr\nyphAXH9zdPRqxyvlAJVxp05GWffGM1eghoRJljAdTtJymSdKN24X+PIZbLUmva8g65LzGFhilnaO\n6++odD+2omP5nUawdgD/L663euDYKG41YGHMS4Lk4rrTukJ1YalSpARrdrpJqerFF6QhsVrkmvD7\ng6Sr98i+cJsOav8urth1MzlDthtvaLyU7L8hS2qWK/xi21cBsRq6ZrLEqi8W/bjXakspFYmNLW93\nvkNbR1S79zQYP8Vkr17R1WWyWU+fDpHVsx3HbXgmMC2y1i6hXK6pB8KuwwHrKdMw2YrHUS6bNX5B\nXGPW/mbWK1SrutVXSu0GvAZjPf2X1vqJukYfRNrb4de/hne/e7Bn0lx+/GO4+urG9/vmN8M3vwkz\nZ+a3rZYbboALL4Q//Sm9zWC5+raCq7NQyZe/bF71CsdWE56bkrzv3tFRrN1g01s0pkYQijBjBsyY\nwZrZs+nr6jLZYedVhvFZsboWY02ApGsv4+LanG2r0+PZytQqUMGIvzRhmiVI+3bMmVRENUmAt1rj\njF9ArGbhC5CxJGqMFkoulNfGFSuBBD2pVu7QZ0jX8bVaX4vEm+ZlbbafR3pxwY0S21CfBTZFuNrs\nv5AhTrMyJpdIrUkbunbcBxZQKVaDjE2KVsjOLgxh9+MsrEV33PpYDJddhYnKLPV6v0N+XOsCylmF\nV5AiTluAQiJVKTUa+AlwNGDlwVZKqd8AH9Na1+PsMChcf72xBArVY4Xahg3N6f83v4H5OcEi++8P\nDz/cnPE3BXvuCYsXw9ixm37sv/41fv/GN5rsv4Khmocfg/3A4h3vgBtvbFx/v/hF8vOddyZLFdnv\nu/XW+X+fjeTlL6+u/ac+1Zx5CFs4M2bQP2MG/VasYm7+fMqWVS9rr0/buji2bepwwvGOITEUytDr\nx5qWJpApTLPE6Ppx6dsAhnWn79/2bOW6jdsFLK8ZYtUXqsP3jeJXPUGFEaq52WCrEV4dnqB1XEwr\nBGqIqP5rgry7Y1/M5cWAFrGaWvJKCr3YVilUa6Goy7C1sObhx+S6DyfcsbIEqv9wZ1TsAhzCf5Bx\nYKkyqZZrXXfxRavvHpwXw1pUnFqsq7FfoglM5urSBBgfxapmJl0iEqctUm4mRFFL6oXA64GDgduj\ndQcAV0TbPtb4qYXZuBGeeSbfre/EE+Gqq9JLbxx6qFmOHDm049CaRRFrSS0WlbvvNgKtvT29zVZb\n5fezww7Vj91sHnsMdtut2Pz//W944onmi9SQkHr00fj9u98tItWl1a2ELqee2liR+stfJj+nifDh\nw4vHg++9N9x3X3jbK18Jn/uc+R4hDj7YxL4+G7jvFYRBw4pVp7SJf9/txp4OpGQLz7WmplnM3Cy9\nQXEKMCopTNNEZZogXZfxT2xUyj5p4rXt2XguWWI1S6haqrX0FTWfuKLI0pG0rqYmsaqGLOti1ndz\nxZ3bR9o+aeJ0+L5x7K/fthFitQh5SZog7CYcyjIcitd21/n747gAp+HGtFIpVrNKFlXg1tN14qfd\neNYiAtVtn2eVBfNQrHS8cfG1yZAsCbfeFhanlgK30wAcCZyotb5Va70+ei0ETgTe27TZBfjZz4qV\nQLjySrPcbbfsdjvvbJbf+EZ98xrK9PdDn/f79NJLzRlr8mT4/Oez2xQReeef35j5VEuW9Wz33WHO\nnOJ9+eLwgQeGlkjaHBmsmNR9981v4zOYpWDs38FnPlOsXYgnnoCbb06u27AhTpL1utfBu94VPs5v\nfrPxuBCEQWP6dPoxN3z2vrv9KGj/PiZz72HpAtUSvOF0E/H49U19gTpsv9i1t2w9jQRq347xC4wg\n9V9gBKn7emqreKzQy29vBa3fr8Wdw8btPKtuNF9wvgPx93JxhZctV7MaU2c17eXPPY11zsvi7FeX\nQF3rvAJ9V8wt7bivBZblfJ8X28ICdfi+8QMN931oX/fVCPzvsbwt/bv7xymr3qu7Le/hRcjimvby\n9lk8ED+sSHMgmu+8Zg7Er/nAGSUjbOeONGK1e3hUampYvkC1pWwgqrUa1Vu1rywGdgdOw3hzTDPr\neiKBWk6MVI9AXQDMAe4yy555zRHARS2pIzAZfn2eo7rohLrJyyo5eTLcdVf8Oe9G0lr0Xvay+uaV\nxoYN+UmIBptDDoHVq02dSJcnn4SJToYx32qTdWz328+UDDnhhMptV15pErCkUUSktirrqvjn5Wcg\n3WsvuP9+eMMbGjefkEh44YX4fegcDlbZmlagmbHOa9YYK/bkyZXb2mr4FX3ta+ufE8CyZUbwFhXd\ne+wBRx9drG1nZ3WW+s99Di6/PJ6LUuF53XEH/OEP8L73Fe9bEJpJwq0ux2PWJk6ydVHPcC11Ua1Q\nIN966lpOIRanlizXXdda6t/wLvE+T3Dee9bGRF+jNibHHdYdHjvhAlwlbgIet1xL0X3TcPu0+BbW\nvPq0aaWA0sYuKgRH9lW6eOcREqL+dt+q6hMaK2Rxdc+Juy6tLz+Jk39NuZZjL4FSarZri389dKSs\nz8P7PjZxk5tca763PQ/rLuxbVn1CltNaMga7JW2YYuqvjp9nDm85yVsOw6GceGl8SlxrXeJ09uzM\nzUVF6m3AN5VSJ2itewCUUtsC34i2DQpam7jEZcvM5yOOgKefrmyTxYknwqc/3bgESu7N1cKFxmWt\n1a1j99xTaUkFY4V2596d8v8mxJ13woc/HBapeQxlkVoNIUHUrDjfEBdeCOeea1yOp04167SGgw5K\ntvOv3+HDjfUdjKt8KMPzYMdr1srKlcXabdxYvaD96lfhRz8ylsLZs7Prvh52GNx0U3X9F2X1ajP3\n7beH226DAw8053iHHeLfUkhaakekxLUMDMCUKbBokfFK2XprWLIk3j5uXHV/z489Fr/XOvs6uuYa\nuOyy5NwWLiw+liAMBqt3icVpOVvsKmLL4DrCiZEaIU59N948cequnxBY74uTkFi1QrVvx3DMapZZ\n0rr+hgRVkfhGv+si7tUQFqxpbdPG8s8h1G6dzNovT4xmYffNE6uhuRRNulQkLtbtz15T9vjZGF3f\n1TcP97qsRqBmuAK7QtVfX4RQPKtLmltvI0raEMWqtk+B9pkwujc/t5X988qLa+2DirI3hejszC2P\nU/T24X+AtwDPKKVuVUr9BfOs780Yg3LDWbnSuINZXngBli5NtrnvPnjNa2DaNHj96022Wd9NNU8g\nHnOMWboxrv4+69enC7Qzz4Tf/S7+fPzxZi5QKZhr4fOfTx6H229Pxmg98wx8LCci+OqrjdtcvVYi\ne8PoLy2NElihG9OTTjI3162KjXGuhtC1mSfuXnqpcda+06K/3A0bYFjkdvKPf1S288dbsSJ+X+81\nrlRswc/6W7344qQFuFk8+CD09ORfy6eeamLe09i40Qh/pYw4VcoIVDCxn5/7XLK9/92LiPxaHwS8\n+c2xFda1/A93/ls89FDSu2TbbcNj//73JhFXR4eJ//fjS9MsoWnYfu015+7/7LPGGu2yfHny8xln\nFB9LEDYlfR3w2Cvh4VHG9e+MknEJXLyE2D3VClTXtdcKVNe113XrfXGPSpdeH9ctF6d/MALUvrJI\n2x4UbM5YeYmYqiEkeNZlvGptG3IBDbmEhvZ3XVbdhwz1uM9aF93QqxHU0lcRt+BqvrPbl3uc7bFM\nO6c+HSStp0UEagfJ/TLwBWlRgZqH79YLxdx6q2FgdxOGwBwTljB+hPM6ynt937RpPyrc14peeBJY\nM306/XPnVidQOzsZHtWPnpjTtGid1AeVUrsDxwGvjlb/DJijtW5Kwv/p041Ll71BOekkuPZa+MEP\n4jau9e/BB81NzNy5SRFXixVz6VKYMMG8f/JJuOACuOiiZF9LlxpLw7e/bSwJ73mPWe9myPzyl83y\n+edhzBh45zuNmFm2zLjM2XiuW24x59cX4QA//KHJbmlvvg44IPm9broJfvpT+MlP4n0GBsyYlgsv\nNOJjn32SrncbNphMmEVvdv12/rEdNsyI+XqTAYXmc9VVcOyx8Pa319d3Hl/6EnznO+nb047Vn/9s\nltVcb7WIzVe8wlxH7vnOotqb9lASsVr+hq6/3rh8F2HZMiOafvaz9Db/+Y85xvvtZx7MhFxm07j3\nXhPfWNTtfttt4SMfyfZCcUMKLFqbc1oqGUvzrbea9d/6VrLdSSeZ5XPPmQdQoe+S9qDmyitNiZU0\ny2YRli2LfzvtufXP8aujX/kDDjDW1oMPTm638aBWzD/9tLGifvzj5vOvfmX+XkN9Z2G/d6lkEit9\n6EPx/uPHm/ksXhy3X5v3KDjixhtNNmRB2NS4rr1zR3pZYq1br2899eNOIZwUqW/H4i69tm/Lkhq+\nzBKKWVTt2KOaFD8RGq9esqyuReNRQ+69vps25FsufcHox+fWS1piqmrm6OJbQ+sR5G5fWVZVn2ot\npw24frIEaqima4hGufZWw8DuUBqHiSlNTMZpE8XTW1dhonKTdZWsCdVbnQWcnr5LYUcsrXWP1voq\nrfXno9dVzRKoEN98LFkC221nsqFCdtKdv/0NXvUqeOtb43XXX589jnsDdd55ZrnXXmb5ve8Zl9eL\nLjKfly41dUfvvdeIWHsTtmiRuTn1b8qfecYsrRi98UYjgi65xLj6aW32+e1vk2527r4QH4tQcqdQ\njO6FF4ZjbO+7z9xwWrq7zfcpmiSpiJj97W+Tn4tcwytXJvv23QN7esxSayPAq7npDd3E3nyzqZEb\n4l3vyu4vqtFeNUqZ68klJFL/9CeTQCmN5cvN/B95xJz71auNUEgrx3NH9L9oYCA7i/W115pMrG95\nS+W2Wqx8IYtsGv/6l+kzL4vr/febkjlukqFZs9LF5C9+YUTdm95kXEOrwT2eX/uaiZO0XHZZ8txZ\n1+eLLzZCTetif1Njx6YnTAod429+M31biP/5H/PycR/uuVZxm/XZPd9WaB93XPyAzMUeh/Z2Y4m1\nFnkrCN25fu975jqEpFfEAw/ECZTc373HH6+0xN52WzJO/oEHzPexv43/+U/lHCE/gZ4g1IJ1Pih7\nnU7BlJwZY8Tp6l3g6bGx9XTmQOTa61pOQ9ZTa9mqKCnjJUXKcuvNs5yGeCDw8knbN8uiaudZpA5r\nor4rjRFoa1NeWRS1zrr9Q6UVPESWZdQViqEEUo2gSJ+1WGsbmXDJ4idWgnyrahGLa5GESym4yZSy\n2viEMgOHkif15Qjo0vNQehRKN5n3NbPEe3XHr9LzUd/dwCIjTh9zrKdVC9TOToZ3dTEWp370LCDH\n4FA0JhWl1D4Y197XABr4F3CB1vru6mZaDHszY29I7rknuX3iRHOzmMWxx5on+lm4CUusBdCKoi9+\nMdnWWlct110Xv58yxcRhWtybs3XrwiUbrBi703tgdddd5ubVJtC57bbKG1OlYN48OD3wBMJf5woG\nG38GSfEH5oYvlLRn5Upz0+2Lx5BY/N73kvVnjznGtPvpT9Pdkt0EQkqZZCtgroGnn4YPftB8nj3b\nxOqFxN3TT8eZmtesMXOeNs3c6PrzPOEEI/be/37zec89jSg54QR429uS8zr2WGPVse68tVg/H3rI\nLL/4RTOu9QbQ2ow5bZoRAWAE0W9+Yx6EbNhgHjjss0/SkrVypbHEt7fDTjvBKacY190s8X733cbN\n0+J+D3tt3X9/5X5PP51d7iltTH/9ypXpyclsDGOe+DrrrPh9b6+xvH7ta/F5t5x/Pvz3vyY5l73G\n+/rM+cwrXWVZtsxY7BYsMEIYjLfDI4+YGHaXtjYTS2n/jseMqXRLzUIpYyF3KQX+me2wA/z978X7\nveACs/zhD8219MILZm4uq6J0eGnnceutzYPBgw4yMaw+A94/YitS00IDDjrIXIf2PPT3m+RHjz1m\n5uAnbwtdE27M65NPmt+Yri7zOxHyRsn6foJQQYE4KSBpDZgGHA+MiwWqmxhpYeTaW445dWNP0yxu\noZqnbmbcWuJOl3htMx6IJtr49wW2nwneejuWH6c6amMcn2pjU8vJk0LFRZtMkVqdWaQJ3GqTG6XR\nDGFaD0UtrI2wpLr9WFzLedFaq0WTauUJ1Tosrn4Mqy1hY5MngUmg1D3MWFRtSaq2deY3JGRRLT2P\nyag70wjH9qNMuZlQLea8PnocrRCMO51GOTHSKmqMO62TQiJVKfUh4H+Bm4E/RavfAtyhlJqhtc5w\n1KsNt5ZjiCVL4PDDk+ustdWy7775InXUqEqrx8BA9fFet9+evu0PfzCvPNatM9YkK+asRS0tGchR\njq/4a18LZ5+djCvL4q9/TVqcIbYgu3R1mYRUI0YYSxGEBfM++5j3jzwStrjc4XmX/PCHsZXH3kBa\n69WDD5rlqafGcXwAP/95+vfZZRdzw7399sZV040T/uMfjYX0t7+NBTDADTck3Yf97+Umjlm0KDzu\nxo2xJQ3M8dppJzjySCM0lEpmYb3kEpOsyH7vOXPM65WvjNusWGGug/FRpfiDDjJW8J12Mp+tRbSn\nx/ydFInV9L9bSAT5rFsXvul3++rvN8fAf4DR1WVcyS077JAvaEOeAmlxn/vvH4tqNy62vz92s3e5\n6y7jvdDfHwupX/3KiJxQ+xUrzIMnlxEjTAx8iEmT4vfVCFSLe5zvuMNcezsGjA777Ze83oowdqyJ\nlb/oIiPeXaxnRZaI+/7307f5CdesS3Xa7+eHP2wemtlr9oYb0vu2/Tz3XHp/55wTv3/Vq9L7EZEq\n5OK5ouWRJk6hUqDOh3SBmiZOISxQ06yR1SRFKiJOXUJC1fY5IbA+lFCpGqHq1k0NUY+rZq0CNU+Y\nQrUpyT4AACAASURBVLY4s+IuzzI5WALVFZ9ZcyySFTiLvP3T6rUGXcrJFqJuvdVaqdX1Npqrtagm\nEi5F91+uWLUkxKo3dulR4nIv0br2eeb3KiRU+0YF+ngeuCDZBwAhv9h5dSRFahBFLannAl/TWiei\nq5RSZwLfxMSnFkIp9Wngi8COwD+B07TWKRKgOq69NhkTaunvzy7xYG/YBzsj6eg6nu499JCxDI4v\n8N+1p8dY6CxZrolHHGGWvb3wiU+Y9zaJyrnnxmLw7gx7+qJFSXdJMNaZ//kfIzCsRdrGwdmHDa5A\ndXFvbG3MHJib8eefrywDM316OFvqtGlGuKS5yhbBune6c7Pzu/RS+OhHk+03bIjPkXvzv//+8fv/\n/Cd5Hl96KdvNfWYUK3DzzaacEJjzYUVtHmmi6owzYguvP5Zlr73MQ4HQ/Pxz/rWvhce55BKz9MX2\nIYeYeO0QIasvwCc/GV5v3X2vu878rXzrW8YF9IknwiI1DWsVbya11EzN4rnn4uO1ww7x+r4+440B\ntSel6vX+sbkC+v3vr0wotnRp/JDAx3+QBfVn+t5vP9Nvs0qMCZsBjjgtl1mYVmC/KcDksDiFAtl7\nXddeSyj+FCoFqm9FbbT1NITdrx6rKgyeRbWR4tQXLtVYDvvvTBeB9QhU3006S+TnUVRQu7jicmRf\ner1WuwwJ1TSBanFjVP3zmRWnXESsVnvp5Qlf7/r3xaq1qkKyLI39/Ri3PraEutZTv9xLX1cXBITq\n6l1MmMGeu0BH5K3oitwnicRnHoMkTi1FRerLgFAU31wg5dazEqXUscAFwKeARcApwHyl1Gu01k9l\n7lwDNt6qlhqEQ5UVK/LbnHtunPikXorEHvolTSz33BNbYKvBtaD7DxZ8d0ZLWjmPf/2r+vGvu85Y\nlf/yl2wLzac/Ha4RWa2lLctK7/L2t5tMsrNmVSbjKRp37HLZZZUu9V//emVs6zXXFIv5tG6zRUkT\nqFnklNzi+OPj9zZr9hVXVFpNW5lhwyqTMeVhY0tdXI+HjgYlIXHdfUNeLFlWYNcd3VLPg8NLLzUP\nvmx5JUGoIHLtrUjkMYHcWqe+OIXYegpVCtQK6ykUNv9UU++0VoHq91GNVdXiJlIqIlTzrKnVUItA\n9cVpPcLUJyRUswSqm+go1M4XqO66IsewWstoLdZU//v6feQJVIsvVKupleuL1by6ty4hK24Ify6e\neC7HqkYCNSFWPRfgciSTExfag7Fu2nqk/V1d9ICpWTrFJETqmWj2X1iCccOgrQPanwSWxBbUfti0\nAnTuXPo7O1llP88zDwXzULqAH5RS6o/A9Vrrq7z1nwDep7U+PLxnRT9/B+7TWp/srHsEmKu1/oqz\nTpuw1+pxv86wYemlJEJf+8c/jq2FwtDgwAOT2T5r5cgjjZVw333zb4wPPRT+7/+MxXePPeofeyih\ntUlGtd12+W2F2nBrLVu23z6OH3VphvdH1r+E0Hhu+89+1ljG162LPS7qmeM3vmEejNRCZcIvhdZ6\niFbwbQ2UUvquahNmDAUisToWc9/bfhQJS2mINOspOAI1Kw41JFLTLKhQaUVthPX0fufp5V6FU5QY\nQkIVKoVqIutqJFJt7VSIa6du5T69jRSAFVhWpPXfGYsZ229IgLoCc1MI1JDFMU3ENTpzb0igumSJ\nVD/Lby0WVP97pllRLbWKU5fQuR/lbStKne68FVQxDzcDsBVRbi3Vcf3Gotq2LhKZjjXV3g60AZOi\nh2sDhyWTLt23E+y5DsY+gBG6jqtw4ey8boxciGpdgWfPhq4utsOI1NHAtpD6v7nor9KfgPOUUpMB\na9fZHzgKOFspdbRtqLX+bWB/lFLDgDcBfoGPG4FAFGP9VOsq5idnElqfRghUMAmSirpZ/t//meWW\nJlCFwcPGg7c69brn+lx9dWP7E4Qgc+fSP3s2yyOrRPs8GL8AmBUZ9EJJSRzrKSQFakPIcvEtaj0t\nIk6z1kG6eE2zqLqEBGo1WGvqsP2MoBq+L7xoBU5fsjxJiEYI1Fppduxpnjgtgp2DFatF3ZBdcWv3\nscIzz8Jcr0B1KZpEyaWIKLXXbbUCtkqhbBMrQdIF2ArV7uGRG/AwYCzsPBHaJ8P4u2C8Db2KMuT2\nBAqO7rkucvXtxvwuLDCHrNBRd8IgMunqYk1XV3GxOmMGzJjBmtmzWWOtwBkUFan2FunE6OVyifc5\n7TZlHMbA7RcJ+C8mPrXh+Jkn8+juzm8jbJ5IYpXi1OI6LNSHHxvcqjRapPqluQShafg3T70w/vRw\n9kxrrUgTqPMpwMg+I7gqhIHjL1iNQF3ideML1DQRmsf9L9UnVH1CVtQKMuJTrSXuxTbKQrVR1CJQ\nq7E6QmMSIxUVqEXdpaudk9veF7hF3IDrFachrNtvvTVGOwLvQ336MbCOQHUtpKmlaqI+F0d9+LGq\nrkXV/r507wTjIrHadpiJVQ2JU0vbuiiedQlld+EyafGooRj9DHp6TbtVXV30d3UVL03j/N7S1ZXa\nrJBI1Vo3+NajCGc776dGr+qQm2lBaDxpLvSCMNjJ51wWLlzIwrTU6EMcpZQCvgy8D3gOuExrPc/Z\nviPwjNa6UXa9LQd78xS5uVmraimyWAyMSXfxhVigZtZR7KDyxtcVHrYWKlQvUBslTkN9VOsSbKnF\nimrxralQKVShUqxWa2FrlAUVmpuhtxEW1EbiC9Y8sdpogepaU7PiU/1nHqF2aQ88Qn+vfl+O2EzE\nP0a/C4nfg9Xe+45kuRo3TtVn6vBYrI5bb9a1BZ7nlBMu2WdCC8wi1XLpueGWE8hFtZ/TaF8C7TNh\ndK85Fas6O028azVitV6R2iC6gQHg5d76l+NlQjac3fQJ+TTKdVQYeogltThuhlhBcLGW1FYQq1On\nTmWqkzXpHLdezdDnC8CZwGXAdsAvlFI/dHM7AC1wFoY+oyGR7bevI5kgCTIsqDYONbQ+yKhYoKaJ\nU3//Jc77qgSq7zqWkynK9ucL1VqsqY3kxTYjfNKyCRchS6CGzpUbdxlKguTHeloamb23kTQqM7Dr\nPlyNZbVafCumL1SL0IjyNClYoVnxwMq9ltzxU4RqiLJ4HWleUweMO7CNXYW47MzAGCh5f+btRI91\nurqMQAzEiBaJyU8I4IiyAC6SNbgghUWqUmpv4O2YTL/2F1MBWmv9pbz9tdbrlVJ3A+8A3NyyhwHX\nFZ5xBrZGX60880wjZiEMRTbW8aB3S6MVBIjQmsi1scn4OHCi1vpXAEqpK4E/KqWGa61Pz951CydK\nkpSGjcEqWxOcmK+nx2a79iZuRt1kSRCuizrKTZhUQKAWde9NFadZMU3dFBKqteBm9q2WWgVT0XjF\nagWqxVoEX2wrniRp/R3VC9V6xKm7r38cs/qtJjNwiCyx6sas1mNV9R9K2PPon/O081vE+lrtfDyh\nCSkC1cUT1db9F98i6zF1IE6sBEag+jVRIQpT2B1Kk6H9LmhfBKPnmcPSY71FcCynTt3nNEqPYn5/\nZhp33xVE9VShuAW1IIVEqlLqdOC7wFJMTKm1OymqS8P7A+BnSqk7gNuAT2LiUS/P3Ksgu+7aiF6E\nLRGxpAqtxtveFi4d08qISN1k7Ar83X7QWt+jlJoKLFRKlYDzBmtiLYsTa5VWTrzdjb9y3HttzUHI\ncOu1N4h+Jl+7zRWnw1LEKTTBvbeaZBsNFqqh2pW2/EwmOeawRiTfyXPvLRrbmJXNNsuKmCdWG205\nraW/essA5VlWGyFY08RqHtXWWs3CjYd1hGquQM3pI02ougI1TZz6DIwBDovE6vHQPoeyC7AtuxVK\nEOdSFqeLTJbgtZgsw80Qp5ailtQvAJ/SWl9Rz2Ba618rpcYCMzH/Jx4E3tWoGql+bUhBKIqIVKHV\nuOWWxiciajYiUjcZ3RihusSu0Fr/Wyl1MLCQyrCaLRdPnLZbiwEYlzaXCfHbgd2NOLWuva44TRWm\n9n3IajqccKmZRgnUusSpv18dQnUJ4Ri2kDXV1kktQpoLbRYhIVJExFSbfKcagfWiJ1x9sdpqMaf1\nWlWhMp4YKgV8SOhXc1zdc5YXQ2rbFK21Ws314IrMrH1DucECVtXDndjUWsSpz8AYYAxwjkkIl2c1\nhci19y4S4rSHqIxNtSVoqqSoSC0Bf27EgFrryzBxNA2nJCkihBoRkVodI0ZAb29+O6F2lIJTToGV\nKwd7JsU54gj4zndErG4CFgNHA39xV2qtH1ZKHQLcMiizaiXSEoFEN2YW9wbNr33qi1Nwap9CttU0\nS5hCbSVmljjvmyJQ3f0bZFGt2ZpKZZ1UqD3GsRnitAjud19NbHm1sayuC3CrCVSXRlpVIekKnXZO\n88rZpInYIufRXpe+UK3Xmur2Xev15PTlxqdWK1BLzyc/V/zWOacgrT9XoNoSNptKoEJxkXoF8FHg\nq02cS93stddgz0AYqkhManV85Svwta8N9iw2fy7xC3y1OG9842DPYIvh25i64xVorR+KhGpOFfbN\nmEigDidOBlLOVOlYDlxRCtkZeyviTd33IctpUXEKYYHaMHGaJwbTxGiDhGrVN/zRwfUFalFxGkqq\nU5R6hEUafn/uNQJVCFSrgIpmBmoCjUiwVG/5Gpc8EZuFTbaVJlSL4Lsa+0I1RJWJnRZ3UHb7tb9L\n46IxsoRq6VFgjrNiSjnRMADtE6I3OZbUgTHGRdgyel78fo3NytsCltSzgAVKqXuBfwC2CIVNnPSx\nZkyuWvYrGI8+MaOukLBlIpbU6vjUp0SkNpo99oCLLhrsWdRHe7tZiiW1uWit7wfuz9j+T+Cfm25G\nQ4++HPG0MC35SUigulQjULPE6RKnz4YL01DbkCANCNWsuqmNZv0dtVlO68n0m4bNIizEhIR1NcK1\nFutqo3CzQlfj+hvCvd4a/QxhtRGqi4nK24w0ZWjGDYOdqRSqZcvnTFgRebuNBphHBTYGv5QTk5qI\nZ51iki/1zKuxPmqVFP2lOReT2fcejDdzrYmTmkpHwR+kWbOaOw9h6CEiVRhsXv1qeMc7BnsWjUFE\nqjBUCFlRKwSq694L2S6+lkYI1KrEabNcfOsQqvVYUYsK1CzxWMR108as2nMZsqZai51d1ipW06yo\nhalXAdVrjXXVW0oftQhXX6xCc0vYWLKEKtQnVpuATaZEKRKqo5Ii1QrUntPjjLtgkhsF6TXZzNtP\nN+EQpZzsvmWxOiESq/XURy1IUZH6KeBDWutfNnT0BrN1wW8jsauCjytSP/AB+GVLX+mCIAhCo6hJ\noOJ8dt0OE8IjR6DmidM6hOnro0k+WNWddppVNcf1162VOqGK4aAyeZIvUNMEoXvM84QqhIXDaO99\nllANjZ0nVkPuqH5ZGthEsaijvPdFhWra9ZN1XXl9FxWu9bgCh45rFm5JHLfOrsUVq1CdYC3qLlxU\nzDoPWxYPGKvqrJKZ094dRqiWngcuMBbOFUQxowUEYz+wprOTVb0wdp5x520/CkoZdVIHdofSOGAO\ntC+JxeoKoK+zk/4GxqoWFam9GCtqS1NUfKZlzBw+HPr7GzcfYejgilR5iJGPxPA2ns3J+rg5fRdh\n6JIXsWYTJEEySRIUEKhrSd6MBq2o1CZQE+K0emGatw7yxGtIrHpCtVFuv23PwlZrqt/PL/2S545b\na0KcrLhHf8y8GEn3GtnkVlSfLKFab+HQGiyuvmjNcgVuBK74dc+ja1WFZD1VaExNVUvWAxR3HG/7\ngSWT6Xfv5dD+JMa912f69Prn143xnQ0wMCaKcV0S2NjVtclF6gXAaUqpU7RuXcfIV7yiWLsddgiv\n3357WLGicfMRmstBB8Ff/9qYvtyr+sMfhp//vDH9bq68lFYrXqiZ8WnFG4cYt99uHvg1gyOOgD/8\noTl9C5sJnZ0MB8Zi7i/bj8IkTIqsAqEMvpAUqEFcQeoKVNfNd9h+leVlICxQc62n2eI0TXwWxd0/\nXbD6FtQCQnUJ1VtTXUoTIHpwUBYQRfHb+qK1SE1N9zwXGbvo/OoSqC7+uapHaFahuOy1HCLzIUNB\nF2NXtLqCNeQK3EiG75u8zlyrqitWodK6mkajNH5AnJ4/AHuuho6noHSTt98U44Y7aRGsmNdFj01s\n5OA/xmkjTi4X+q1MzfobJWZqdr3UoiJ1CvBW4N1KqYeAlzCxqDZx0pENnVWVvOxlcMIJMHJkcv3J\nJ8MVgcqub3tbuJ/3vhcua1BxHK2NNeH++5NZhy+4AE47rfZ+3/AGeMAv3r2F8rOfwYQJjenLFamH\nHdaYPjdnBgby22zuLF1a/MHYOefAWWdlt9l55/rn1Gwuvhg++9n48xNPVLZ5y1uaN/4115iHiYJB\nKfUT4FSt9TpvfTtwcaskNdwkROI0UQ/VSwjS15GMQfWtpxX4bp/+DWq1AjVkPQ269nZ7y5gscbof\n61O3udxRVoGVfVYK1hyhanFdfi2u9dKtkWrLz2RZUa04qScm0RWQrmBNs2ClCdR64yOzBGrdrr6N\nNO15ZAnTrHbBc1pFPGyoNmvIFTiEe46KWl+tUIVKq6olZF1tBikCdRGOOH0UEzsKcdZylykwfkq0\nk2VBxpheLKqf9bwiOdNNlBMzNbscTdFS8aswuaFuAf4TfX4uWqbG5G4qliyB73+/cv2hh1auyxKI\nH/qQWRY5zgceWLnOZrb89a/jdW1tSav7qafCiy8m99MaHnwwf0yA++6DdTl/40cfHV5/7rnFxhgq\nFBUIRRjn/M/dEl0V//Wv6toXjf8eqnzxi7Deu9/r7zdZjcFkEt911/T93ZjmdevCmce1Nl4xTz4J\nH/0ofOEL1c9zU2dY/sxn4vcTJ27aTOkXXQRjUlyPXvWqTTePFmMGMCKwfiTwkU07lUFi9myGd3ay\nHTARmDQC2r+PKb8w2QjUvg5YvUtsPX14VLZAPRxjtQjilpupVaAuIUWgdnsvw+tZV35Z9mN9xaso\nWfv448TzSvnsimv7fZZkDO4K1DTssRy2X1RvtgGuni+2VVo9V6e8T7OOVjuPRs19U7Nxu+ICNW3/\nVEZRWFiXJsQvlzRLtP8QIe2hQmh/9zylXSv2GllLdaWNihIQqLNK8HA/vOUhGHszlM6CnvfBP3rN\n67F5JlFSkNNg4ByzZIHzmpN8DZwDPftCz8T4d/Lpsea3ss85VaXnkwJ1FbBm+nRjPW1SGZpCIlVr\nPSPj9dGmzCzib38zyzPPjNddcYVxy9XavHwLqqXNu8ZKJVNoPo2xY83SvfH65CfhzjvhppuSFtGv\nfhU+Fj2j3mknePRRWL3azOeYY+J2220HP/kJ3H037LKLWTdiBFx/fXLs170OTjklue7DH47f77GH\nmYdSsO22Zt3HUp6Rh8T5UUeZ2pYujbzB3K6O37MQrgD1jwuYBxMQzobqXitZnHpq/L7ZVqzf/x5W\nrqyvj2Zmft1zz+ra77hjfptNSdHyU0V497vN394228B558Xrhw0zlsRvfasyQ/gvf2k8OgBe/nI4\n9tj492nbbeGd7zSx8LNmweOPJ8eaMMH8RmyzTfVzPfnk5Odhw8Lt8rjmmur3CVlRG83nPmeWc+Yk\nLbhgashee615b6/HH/yg+XNqBZRS2yulov9YbB99tq+XAdMxD5Q3X2bPhs5OtuvqYiyROD2KhDh1\nb7q6hyWtp7nuvWlUI1DXjwsLVIhjTyvce80yT5iG2I2+Qi+XtD4rxWpSOKcKVYv9nrXWHXWFKjRW\nrLq44iO03R+zyDzS2tTl5tskrCB1X43sN5UqxCpUCtaix7JaoRoSq+410WixmhEnPasEn1wNkx6P\n3WtXzIMngf7p0+mfO5c1mIRFPacTW04nQ88x8O/J8LfXmKV9rXoDrDrEvHr2NcvVuxhRaoVpd+A+\novQoJjHT6fBYLywH+psoTi1FLakAKKV2U0pNV0q9Wym1W7MmBXDvvWb55jdDT4+5MbQ3oiedVOwm\n+V3vMssLLzTLdeuybwT9G/Xf/x4uvRQmTzbCz7WiHHww/PjHRjjecgtMmlRpXRoYMDesL3sZvOlN\nsGxZvO0976kUzEcckfzsit2HHzbzsGhtxn/rW0385D//Cd/+ttlmxbaLjRH7wAfidW/wXXMCLFsG\nN96YXNcZlYjf1/lbXu38yO+zT2U/kyYlPy9cGL+3c7rllnjdb34Tv7fn3T0/VsRaq+cBB5jl+ecb\ni3FPT34SrCOPhFWrzI2wfyxqdSk89ljo7a1cf8QRSWttFn7M3atfbZZXXw2f+ERy26gaPH3+/e/k\n5z32MMs//zncPs198z3vMcuddkquv/VWszz66FhkZLFhA3z96/HntKj3v/wlvH70aPj73+GuUPKA\nALvuGou7s8+Gp5+Ot33wg8a6+brXmc++Vb1UMg9BfJfwY4+F//7XvA8lZlPK/B589auw227Getpo\nPvlJ6A7kVDnvPLMti2OOMe3OPz9/nFe+srp55WUxsL97fny51iY84vTT4bjjktuWLjUPrz7wAVi+\n3PxW9/fXF0oxxOgG7GOvh0ia3/4DXA1cOjhT20TMmAHRTdoqItezeRiReleU7RJoc3RWd8FY6fk4\niZPWOcu1VCdQIY4/tQL1AbzkSJXW0yLCNE98ZpElWH2yY18DPzhp4UjrqrrdTDJsv8aK1ZClzK73\nCYmcLLfftLmFRFFNrr4p5yMkNou8mk3uWKO8VwGsWHWvC8h/oOC2T3MZTju39YrVdYGX7SeF+Riv\nj74OjIf9FFMqZiyYG5UoxKGd6AHd8TBwmBGi9+0Ec0fCGSWznDvS/P497Dywc62k49bHr51Xmdek\nx5PW28fmwcPAmrlzm1YX1afQr4ZSarRSai7wGHA98DvgMaXUdUqppjjE7713fCNnLaVF66Ba7M3i\nEUfAP/5hLJhFsLGk06cnb1I//nFzg//3v8dW2smT013N0rIIW3wx+c53mhuzgQFz0zV9uhHWS5em\n93HrreYG7jWvidcdcwzMmwe/+11SDIKJ47T4ZVY2bjRjWUstGOvvYYfFVmAwon9goFIwzZ9vkqa4\nYmFB5Ad/5ZXJtm5csO176lQjVKdPN0L3qqtMjPCxx5rtBxxgvpfL7NnmQcGiRcaN+ktfMuds5MhK\nq5IVexaljBi98MLYVdvy7LPGeu5aq7/5TXL56U/NtTFnjjm+L7yQTMb1wQ+a5apV8PnPh/s46KDk\n5y9/GaZMMWLwjDOMJ8FppxnL+IoV1bneHndcfL1eeql5uGBdfdPie2+/3Sy/+93k+uuui5O4ud4B\nEyea63H69OSDFrf/b30rfr/11vHfSpqr+r77muNy1FGw++7Judjvv88+RnD759LnkEPg8suNOD7r\nrOTfuO+F8OlPm2Oexn77mQdplp12gte/Pnt8aFwstctll4UfWhx2mNn2j38kH5S5jBhhrrMvfen/\ns/fucXJUdf7+czKamWRMCN+MSgTcAYMiK+IFWDVRI14IbnYXdFx3Naxxd1nxssrKeuHirhcWfuAN\n1gvidVRWUbPGy2CiKBtXAi4EEQREE2AQSAAnMMkwmZ6B4fz+OHW6Tp0+p+pUdXX3zKTeefWru6uq\nq2uqqzvnOe/PJft9nvOc/MdWi8bC//7v8OMfq8faedZ66lPVb+IZZ8RgKwR87GPJz+j730/+Hi1b\npiI55s/fp0L1j4tuAK81nh+HylB6qpRy3+gIvn49k2vWsAPlKOzcAJwNbFWVL3tGFaj2TUFfxsTl\nRjyAei/wB2BHBKjzj4UFfx1BxiJ47CA1CK8dAHueFbund8+L4fQHBLunQCaYmprM+JemEFAtVRre\ndSh0Al6sH7A0iAsBVQ0pPrA1nbKQAkiT1xXLSy0NUFNUpEJyuxUEyU3Cqv1563UhOa2hfXlNuWDV\nB6S2TFAdNbaNnm+ZVpD566coF3T6lcClsOwkOBx4CirFYdnHgdOUM7r9aQpEtU6I7ldFdUT0b2Bf\n9DXvGUveltytfjd7r1NwytrOwKmWCCnWK4T4CvAi4J+AaMjKi4BLgC1lF2cQQjiLCD/0kBpU5wlT\n3bGj0elJf2/47nfVYLjV+ulP1QCyrHrJ55+vBpr2/oRQjoMOjbv8cgV1552XHNTp1x10ENx7r1r/\n/vfH65cvV6GK4+PxxIEQCla/8IXG91y/Xg0eX/lKuPJKBQfme+n3PvNMBS1p5+HTn4aXv1wNslev\nDj9n5t83PKzg4OKLlSv+P/+jwDhNjz0GV1+tAHfrVvXeLr3jHeoYH300vIXN7t3KNT35ZPX8m9+E\n175Wuf0/+pGKFnjpS5VDlzbB8pGPKLf7da9LhjCDcuAPP1x9bpddFod8X3SRCmk1c/xuvz3peH/m\nMwqOsxx3HdZaqylAND8bKWMAveCCGIK++13l/N97r3Iy778fvvY15Y4tXBh/biedpCYm3vOeZOTB\n+Hg8mfIXf6EmdUDB/6OPuiMtPvIRlcO5bp2aTNDauTP+jXB9ftu2KbB3XXM6b1VPiOzdq17fquq2\ntu6/X/2tT3sabN+ultmgdtNNSXDes0ed47VrVSTG29+e7zdoZER9D5/3vPzH+sQnquP71a/UhMLj\nH6+u2x/+sLzfQf33N/4OCqSUcwpjhRD9wB+klG1pCiWEkFvbPEjJpcFBGBpiP6LiSdpdOEyFtKUV\nS0p1T80Q37p7avRATcs9hZS2Msm8U2iERJdDmgWeaerG/eN0h9Wwxyyu1FhMqc/9WFf6Nf/P6I/u\n7QJK80eSeakJyDJG9XZrEhMwfFCRBbDNFGPKkv3epRdKAi/EtcMZbYfq10LOCtau3qsu2ZBqXw+6\ncFLWxIWr5VFWP16f7HxU4/mKLgWbA3uVw1lvO3MVzt83SP7GuQDVjDDRhZG6Hor3m6ja26KiSFpH\nDwx4/28OhdRdwElSyv+1lr8E+J6UstR6iz5InYuq1RpzZ4sqDVLf8Q6VT2fLBakHHqjg3t7P3r0K\nOMzjFUIBr11ISghV5OlZz4rDNH2QOjamwpVNR8qnxx5TA1wz9DlNDz4YO9bm33P44cqFfvKTxj6c\nBgAAIABJREFUw/YDCgIOOyx+/qEPwYc/rJy8m25Sg+48kAoKct7whnImpyYm1N9jFtbS58sVgm1L\nQ+rnP69C6n/+cwUxzUoI1fbpnnsUlB5yiHLYjz8+/TUXXKDCcq+/XsGyK1RfCDXBYechn3uu+tsf\neCC+7vU1Z0OqlArgL77YH1I8k3XzzXF4Mqi/8cQTVXj4XXfBc5/rdxjvvFOFH3fy53Z4GG69NU7P\naFZCKHC324nNRUiFeiXfo4AnYUVHSSm/W/J7zWxI1RocZL+hISeo3rYoOYBLwCmEA6od2uuDU/C0\nlXGH9mq53FKX0oDVB6Su9WmQCjaolgSpkB9U0wAjbxhwK2A1DVJLc087CKk1xwxwUaUVz/JdC6Hy\nAWsooNpKA9ZQWLVlw6vdG9UBqqumFWwuj2pb1JZEuaTWV13/xqUBas9oBKYjqDSJTe2p2GsrDVJD\nAwUX4K7i+yDZ/bIrpagsQIVkYSdTd9/tzlPNK1eBqnvuUVDrUleXur3sZcl8U1tPeEIYoIKC5FBA\nBRXO+7jHNfb1vO228H1oLV+uBvOPPKKKIC1bBmefnR3Wnab588uLnliwQEUb/N//qUmDrVvVgD0E\nUEGFW555JpxyisqdNIG8Gb3zncrBfvzj4zDXkLDM5z9f5Zu+7GX+bf7+791RD2aRsAMOUH8PqN9b\nsyCZPpa//ds4FHu2yQRUrSOOUN/5rO/9TAiP7e8vN/z5Gc9ITkLMZQkhXgFcBvgmipv4dZrdqqEY\ns3cTsBK6+qBnCfTNBxYacAqN7ilkA6or7xRSqvbS8Njlnppw6gLQPC6q3tYHq5NM1tcdSi0Bqscy\n1QCqwXK1o9Eam6dAdapPgWrtgBhWHtsvO2x1/rGNoFE0R7XZ1jJZagmgNiENmGlwmPa6spW2X30p\nztuNorWcoOrru9oKuVoduXJNbXDdQxJUx4jBVL8+er5lGuhSt1XdgFUbwk5lGKARSJ0aoT6pNh7V\nU6n/ArUBULMU6qT+FHU6T5ZSjkfLngB8DVgspXTUk23ioPYhJ7XT0oPUU0+Ne8R+4xvKhTjdV9Y6\nQNdeq/II9f6nplQ4q77mpYwL7Pj61palxz9eQWqrLykh8jup+6KEULnSaZ+7EKqQk+m+F9Vdd8En\nP6mK8OwLmphQkx8h1+Edd6hQ4X3h53YuOqlCiFuA64AzgZ2t/o+z405qFM6r5fMJ671ST0Llah2i\n3Ib1EZxCinsKLQfULPe0WTj1yQWr9jITVP0hvxlOKsSQ2m9smtUzVcvloqWF/WZp8rpyKgNnwWxL\n+6FCYQe1VZDZSunrIbej6gHaUDcewsN9ffK5sdAIqlluqrnccFRBhf+61Ddl9FONep+myXZTxydU\nfn+N1of6QjnhvkcCP0b1XrsREMCRwF7geCnlzeUdbgWp7dSLXqQK4/z2t/nbkBSRL1+slWoXpD74\nYPGqwPuSbrxR5bmmuXirVqnCTHZxnUrl6t57VQ76vvBzO0chdRx4tpTy9syNy3m/zkFqVMnSDg4w\nx3i9Onc/ak5vh/g2AKpZuKSlgFrMPfWB6bX8wrnc1rG82LncBtPQsN8YVJuEVHCDKmTDSRpsuNRM\nOHCefdv7LxVSHXAaEto7G+FUq2xIheyJjjIddR+oFoVUvS5atqILzp9udFDrOasXonqiApwD9Kvf\nwzR1KvS3aUiFet7LGwBdI/VW4L+klI6GG82pgtT26YYbVAGUBx9MFtFplToBqbfcovITQ6quVqq0\nr+mee1rfJ3gmaI5C6hXAhVLKy9v0fu2H1MFBuoeGYnd0AQpCtVZG9/3RfeQceOEU3IC6x3iuHZQ0\nSC0BUNNCe+3noWBqq1lQLRVSIR+ogruITiioFi2sZCqkKmzW66AJSDWoJTTndDbDqVYrIBXCHPmy\nYDUEVE1ITQNUUxGsntMVu6l19/QK4GzVy1S/+9LobXpPQv1eHp3urroKKLUSVkuB1HaqgtT2SUNq\nu053JyC1UqVKleYopL4G+A/gEyhMesRcL6X8Vcnv1z5I9cHp2mh9xEZ6sFVbEvf9S4VTiMN79eMW\nA6orvDfUPS0Kp7ZcsGqCaT5IhRhOm4BUyAmq4Az/LQIaaaDqahljKgtWS2k5Y7mns8E59eW6Fjmu\nkIJaTgXkr7pyVJtpS+NTqyA12nbFUuWmHj7WCKi7QRU8MSqe90Zv17uAuruamG9yyVXtV++7JDVd\nOEkIcS5wl5TyEmv5qcCBUsoPNH+YlTqhZz4zvQ9k2frXf1V9DytVqlSpUtPSI4VLHOskqtTG7NS6\ndUwCk1EOau8ELNPha2sVnNaigVxtUWP7hZkGqHnDe9Pg9CayHb1nkwSla/lFA6iahZN8RZQKFVDK\naFvWnCII6eqPYUNDYajT6QPULDi1t8vjrOZSYJ9QWz33NQeqUwaxmBMGodJFsFoKyyaE+s5TBqjq\nCQMTVn2fqetaCQHXLEDNC6chl0S/uuslgtQIUPX0k37L8QngdANW0xQBqn79YqJ81YGB0mHVpdCc\n1LuB10gpr7OWHwusl1I+tdSDqpzUOauNG1U7nNvbkkFVqVKlSkpz1EntT1svpRwu+f2KO6lm0aO8\n+3C5qudQD1vTLqrZB7X0EF9IQupw9NpED9TWAmoInGrZkKplg2pxN9UR8pvWgkaraSdVK2cv1ZAQ\n31BItd8jZD/BTmoJ7WU67aiWqczrIEsBIcKh7WpspcGqDaku9zQr/9SnaNtzuuKWNIliSZfCzg0q\nRBfUb2YrVFZxpTIKJ9WAZ0op77SWPw24VUpZauv6ClIrVapUqVKZmouQ2m4VglQr3GycJgY2RvGk\nZUb47/RhflANruILFqCC10UdjlY7XdTmQnxdgJoHTrV8kKqOJwbVUkN+syC1NEDVsgCkaAXgPHAa\nsu/CkJphl+2roApNwmpg+5o8rWr05+8CVR+gutxTl3Pqugys7ey+qbrdTM9oDKraAXVJh+6GSOe0\n+vbTbL5qGX1S7wZeCtxpLX8xcE/uI6pUqVKlSpUqNS0hxKuBtwOHAq+SUt4thDgFuENK+bOOHZgR\napYo3KFbHAwNURsayger69czCewYGGB8ApZtUODbtRJ6jwYOobH8r09FANVUSquZsgC1CJzmVd6Q\n3yMZs0A1Rf2lH64lK6zTDuMsAp/NqtB7Bp7PEDjTINvysNs2y+6nCzlgNbDPqisM2Cfdr7f7mHRH\n1QbUJuB0hZG8cYK12ch86Ite33MYdK1Vv43691arASoDtGNoiHHinFat3gXQu5q4EvDQELuHhkot\nrhQKqZ8DPimEmA/o//ReAZwHnF/KkVSqVKlSpUqVgiWEeCMqH/WLwMuBx0eruoD3Ev9/3X65ADWq\nxNu7CZbTxMBmzRpqQ0Psifal99szqgZqI67YLtNF1YCqlQaopkwXFVIr+UL+IkmmWgmorvzUYhpB\nuajR/Y2PJosntUV6ZJ8Cq2Wr1FzUgvmnIbJBdaqvWK7pTJH+W2xYhQBgdVwnPoW43tPD2aDqclCz\nDs/1epKAmqaaCaqnASuh9yrqsKojWfKCZC1K1dB/Sr2QXfTbu9hwbXfrtI4SQDVPC5rzgNOI+2dP\nAhcBZ5Qdm1uF+1aqVKlSpTI1F8N9hRA3AedJKb8phBgDjpJS3iGEeA7wEynlk0p+v3zhvr7KkpYS\nzeMDdpsI+Y1yU8cPUQM0s7Jvoh+qC1DNXqiQzEOFwGJJ4Xmoear4NgOpaaG+6tjyhfuq4ysY8ttv\nvXlIyK9dJTbIMXPAR6sg1ZQJrFkuqhd+SgRVV0jwTHFU9efazPG4Kgi3KvzXpZD856xw36xCSSnr\nfW7qKqNnal/001MP/3W0lKlX6Q2QOdloq3dB8/1Uywj3RUp5hhDiP4AjokW/lVI28UlXaoU2b97M\nqlWrOn0Ys1LVuSum6rwVV3Xuiqs6d4AyJK92LH+YsPn71mrdOli3jt2Dg+zWIWMTEVwa6l2g/hA7\nLM2nujNr5KPes9STi2oDqpYGVC0NqFoaUE0NG4/rLmqsrEJJPpXVZiZERRzU3NV9TQ2TBNVRsttr\nmKGd0AheTiixQjrbAaiQL7x3etgDqmO01VHthMzPs+jxlAKoEBz+ayv0mtrbkwTVUf+mCenvhVm8\neDS5TheCW2EUhwNU7MxCBasj3VGeqhFa3LO/uvR6V0Lv2bB4Iv031lTafyS6H2uzxZN8yhWXIaV8\nGNqQJFGpsKqBW3FV566YqvNWXNW5K67q3AGwA3gGcJe1/MXAzKmhbsBqbWgIJtyuqtkSofcqx350\nCxqjsu/owSnFklyAauahghXmSyMQmS4qpFbztVUkzLeVCq3smya3i2pIh/zeROymDuMH1bF5sZtq\nhqPaoGoqT5indrrSYDJPD9OWwe8sAFU9aZMnZNj3GeZVWfspoiLVf83fGA2s+nfENVFjAinR+kBY\nBQNYo+eruiNYnR87qxwThQH3Q++wgtUsmROHpsqq7JuldicPVKpUqVKlSpXK0eeBi4QQ/wgI4KlC\niJcAHwU+2MkDcyrqfaoLcSybMEDVAE+ArqOt144Aa6PHfXF4rwmoZ9twCtmtZurK4aLWDyi+t13U\nUEAt20Ut0nrGlh3qW1itBFWtx/YLc9Omrm2yNYy1fVFY9bqpkN3/M0UhlX9DQa8M1zXrvfJAs29f\nhVxUrQA3tawJib3W92lhLd1dtaE0AFbr0tCqq/86YLXnMOjqAy7NPvTeYeDsGFbLqOabRxWkVqpU\nqVKlSrNQUsoLhBD7AVcAPcCVqFSjj0kpP93Rg0tRNypHNeGkXgX0qzHW9P4xrNZlPNftZrz5p1rm\nY7tQkpYZ5msXS0p1UZtXmYAa2nLGpTRgbSrU19YwxUBVKxOyCoZx5lW7QolDlKctTTtlFznyrW9G\noRMUXjVxvbhc1KxKv1oaWjWsLkHRn46r9ZnqKbCq1RAO3BWHAENjCHCWNMxqWCXKP+0mPKe1GQUX\nTmqnhBAz76AqVapUqdKs1lwrnKQlhOhF1YuYh+pd3pKReqE+qVpGEaVluAsoAapi5GkOSI2kw3vX\nL0yBU0gP801U83UAqnZRXX1RHT1RoZiTmgapoYWTsookqWNKd1GLFUyCZLiv5TybVX59fVMhOcg2\niyhBY1hpkKMWXQgaJMsM93XBaZ7CSXneK8RNzQuonc5LLaI8Yb6FgTXl5zLrM7cVAqkQhwCb139I\nmxpzfco2OgzY7KUKcT9VUEWVslRbYhRfGkG5r5uaL5ZU18AAR+P/v3lGOqlzdSBRqVKlSpUqlS0p\n5TgQODrqgAYGku1oPBV+9wBsgGWboOtSVRTJ1OjByj19X1cKnLrkbTdjAKqWDahaNxmPrRzUI1vg\n3oXAZ4jyAKqtdBfVkY8aomH8/VNNN9WlkPBfWyHgWMQZdYFKFhDnCi0uKUd1NoJpUeVqSWOqRAc+\ny021K/9qhQIqJC8NR36rCahFVVuSfNwDsH/c1mZZ1NamcBux6P+ErMSCGQmplSpVqlSpUqV0CSEW\nAO9C9Uh9EspJ1ZJSymc7X9guBcJpoggHatCzfC10nQPTr1Tb1ZYYgLqL/GNKs92MC1DtMF+tYWMf\nJYb6ggLIVlb2zQuoabmojS5qDpm5qbbSqv2G9PX0wUhXf2vCcm04NYFEh5G78l/z5r4CqaCa5aLO\nBThtplhSbmANBNVmeuSGtqbJqn6dIruf6iojZ7Vvikwl4NRx6fUAvDKqGRDB6vgGlb6xa2iIyaEh\nSIu2GRyke2iIHoyIGk9xJqggtVKlSpUqVZqt+gxwEvAdVCsaM1Wmc2kzroHIOSgHbRiVf7rJ0R81\nmoWvDQ2xc0INgLqiHqj3LI0AdbjJY0sDVLNYktdF1UqHpzvoCWo/0yrlKZQE6WG+bZXtpoaAajuU\nBqf2su5jGl3V1IJJLVArc0GLyC5ENhM+0wa1KKfZ5Z5mAWronJABlT4Htc9IHjVDfbu2AX1xaoUG\nVBec1hap1+pteohAtT+qL7CJer7q7oEBt6tqT1qeBKwETvf/eRWkVqpUqVKlSrNTJwJ/LaW8otMH\nUleUe9qDURxpNQpQ+1QIr56F770KlpnN5QcGADUAWrYA1Qd1fwWo6xcalSx9uVRLjPU6H1XnojZU\n87VkhvmWrG6667mo5mOIYbIMR9VXIKkZB9UtO9S3YOgv5HeNioT8NiOXc5aVdzh5ndtVDXF2G0DW\n46ZqdzBvXmo7e6baYArhcFrkM26qiBI0AKrr85p/bHhOahqcuhQKqIHhvbaL2jNm5JduRU0WAl0r\ngaMbQ281rPYYp8WVn9oQDeML+V2/nsnBwXp1994NsHhD+p9aQWqlSpUqVao0O7UX+ENb33FgID2c\ny1C9CfxKdTe9v5Hf9MrG5vI7o82XLwCinNTRg1Vlyo0EyG47EwqoPg2nrewjy03No6Khv2mVe13u\naQig2i5qU6G+ZSjNTW26wmva+xYAVHs7l6uaJqfjmhL2O2/3zANVF5xCOYDaqs86BFCzpD9zX1iv\nLdtFDXmNITO01wTUBJxOegD1bJVPCqoGAKuhay3Qp36fa0sa4RQi93WYeluaRCRMyP8LRs/s3RGs\npqn8KcMmJYR4mxDiTiHEhBBiqxBiZaePqZMSQpwhhLhOCLFbCPGAEOIHQog/dWz3QSHEvUKIvUKI\n/xFCHGGt7xZCfEoI8UchxMNCiO8LIQ5s31/SWUXn8TEhxKes5dV5c0gIsUwI8dXompsQQtwS9V80\nt6nOnSUhxOOEEOcKIe6IztsdQoiPCCG6rO326XMnhHhJ9Ft2T/S9fJNjm6bPkRBifyHE14UQo9Ht\na1HLlrmijwLvFkK0rdjgfkD3wICCVY8SGLQ6uu8zwsmWqNv0YcDRqBYHH1dw2gCo81WbGSC9tyCo\ncaYLUNPkGqwHVL00lRfifKG3Wa1izO30Lc97ZIX8QgfDfE21wM3Opalr3eG9oYBqv87er3lzyQlI\nKWGoPnCbt9t9g9a40VN9fve0bYA6ZtxC5Ng2C1Bdkw02oC4xbrYWUyjMd0VX8gYKTjWgrprOANRt\nwIUwfjpsn1DRK7tQj8c3oPpQb1Xb9d6pXqNvXdug6wrgUvX6nRNwJ6q67+T69cETl3WtWwfr17M7\nqkPg04yCVCHE64ELUdkrz0Hl2GwUQhzc0QPrrF4KfBp4IXAc8CjwUyFEvUC/EOJ9wLuBdwDHAA8A\nVwghnmDs50LgNcDfAC9GfUWGhBAz6hpohYQQLwBOQWUWSWN5dd4cEkIsAbagztWrgcNR5+gBY5vq\n3Ll1JvAW4J+BZ6CK2rwNOENvUJ07QEWC3oQ6PxNY+ZMlnqNvoP4vOR6FS88Dvt6Cv6dTegXwemBY\nCLFRCPHDCP5/KIT4QZ4dhU4QL18Ah2DA6uBg9s7744e1RXEYWW2Jyjc1YVUDam2JAtSRbK5Kwukf\naARUPajMygn0FUwqQSGACG5QNaE0C0z1P9dyWyFhvultZ1zPHSq7fFdLXcAm3FOf0gDXB6xFQNUF\no75toREIfZAZombdU9fxmPL+PWP4wTRtHY3LpofDHVQTVF2AamsxSTgFP6BGz11QCjGY+txTiPNQ\ne8YUcHZdAayFnRuU+6nhcnL9enajgHP7hAJQE1a7HrLgdIPadgdRaG/RlmRaGdWAZ1q477uBr0gp\nvxQ9f6cQYjXwVtTgb5+TlHK1+VwIcTLq+noRcHk0g34acJ6UckO0zZtQg7o3AJ+PnIO/B9ZJKX9m\n7Ocu1CDnJ236c9qu6G+/FHgz8EFjeXXe/HovcK+Ucp2x7C79oDp3qToG+IGU8vLo+R+EEEPAn0F1\n7rSklBuJIjiFEIPmurLOkRDimSg4XSGl/L9om7cAvxBCPF1K+fuW/6Gt1y7ge551wYWTjAnit6Iy\nld6OmiA+Qkp5t729bj2a1sy913o+vb+C05HIqOsz8p1qkePQYxTwqC1SgLrZzLdaqmbPgMbQXr3M\n7IVaRLaLqosmFajsm1Y8yYTGSetMhjqqrn2FrAsJ8YUQQA1UWnXfVilvuKbP1WwWUF378l2bdlXg\nvKG/RWSG/hYtZlQUbNsuDaWOAkmtqAQdoiYq+UIjnIao4Rdp/XomUTUBasDSCVh8elTYCMrti5pT\nM2ZWXggxHzXLbQ/AfoICskpKi1Gf20PR80OAJ2OcNyllDfhf4vP2fODx1jb3AL9l7p/bzwPfkVL+\nHDBD4qrz5teJwLVCiG8JIe4XQtwghHi7sb46d35tBI4TQjwDIApRfRmgobU6d9lq9hy9MFr0QuBh\nKeU1xr6vRv1f+0LmgKSU61Jub86xq/oEsZTyd1LKd6Im3N9qb6jDxHbrWfSCg5WR+ep2z9LYXR09\nWN3uWarazWy22imcAKxYihpjmoO7xfjlywN09UZtsXww6XM6Q/aXd5+hOailAapLw8bjnKHVQIrj\n5nDLXCG2oWG3ZQJq6H6DHdUSq9A2G/qbBrd5vlu1Awq45IvID+3GucvjntrSvy160mFvjgJkrkPW\nhxV9J7Y4ADTNPTWVFoHiPcr165lcs4YdqB//nRvUrazf/CKaSU5qH9AF3G8tfwCYAw2fStNFwA2A\nHnjpc+M6b08xtpmWUu6ytrkfNRickxJCnAIcinJfIOksVOfNr0NRIaqfAM4Fngt8SgiBlPIzVOfO\nKynlZ4UQBwG/FUI8ivqNPUdK+blok+rcZavZc3SAsc0fzZVSSimEmHP/pwghDgWOQP3G/VZKeUeO\n1+oJ4gusVc4J4t0tmEUfsUw800G11eCoQth4ve5IGaNDX2/UVDVXLMmu7muv0zKrAefdv0u+0N7s\nIkkF4fTGR+EoY4hpu6nDJMLAC8sVBqqho2hPy1bBqes9ijr+QFOuql1wqdliSvNH/EBaRhuhzAJZ\n5nkIBHgXnJrXTJFia5De+xfS+6HqjzTax5bpxt6nUMxBZbWqpptarMgqbNRNRsXeFmsmQWqlDAkh\nPoEaNKyUUoaEcnWuT16HFTlZ/4E6V/rrLEi6qT7ts+ct0jzgWinlWdHzG4UQh6FCAD+T8dp9+twJ\nId6JCi3/G+AWFOBfJIQYllJ+OePl+/S5C1TWOWpbAaGZICHEYuDLqNxc3VxynhDiv4G/l1KGjNby\nTRC3aLCiZ/59cJoYlHXRCKpaex3LbEDNclGH/ceZpWuZz7FMFd9BpLLgFDoAqFqhoJo1qDcBJ8tF\ndQFqHiAsG1DtSq+22+Y6tqCwXy0zhLVJtbLqbx5Q9bUZCq7knNHv1Oec2pMa9ueg1dVf3H1NA1Qt\nC1Rt6d/Cvsl0x3SkW6VV9OwfXT5X5TjOCFbTUjraoRkT7ouanpym0Sl4MnFl+n1WQohPogpkHCel\nHDZW6W+y67zdZ2zTJYRYam1zgLHNXNMLUf/D3iKEeEQI8QjwEuBtQogp4unw6rw1agdwq7XsNuCp\n0ePqmvPrLOBcKeW3pZS3SCkvRTnSunBSde6y1cw5srd5orkyynd9EnPnPF4EHIkKKV8Y3Y5DocBF\nHTmideuYXLOGXUSpopuAYVWEY8ndqtqk1ki3uq1fqOD0fV3uVjPmoKxv0gDWJTSOzU0ocA0wNaCW\nUNU3RC5ALBLa61NayO8d9HjDe1sOqD7dZD0fju6LnPsQYDGhUxcwsm/murK0sObuk+laZh8nFHCB\nSwoB7rkvvuVVFoS2NXc1J7T7znfW52CH/NpyVfINkfFR6rDfE4h/+w4fU7+lh4813vTvZN+kyvnv\n2oYqfGQUTWq64FGbNGOcVCnllBDieuBVwH8bq14JfKczRzUzJIS4CHgd8DJHsY87UQOuVwHXR9v3\noDrT/Wu0zfXAI9E234y2OQhVtfXqVh9/h7QBMH9dBPAV4PeoENZtVOfNpy2ov9HU04mHE9U155cg\ndrS0HiN2+Kpzl62yztE1wBOEEC808lJfiKrpM1fO418CJ0kp/9dYtjlKdfgeqrhUlnJNEF/yrW/V\nHz//T/+Uo5/1rMY9rlvH5Lp17BgYYNcELD0dli2ArnNg6dHQc4jKO3Vpy3TskNbD3PT9QjVI29wV\nDdxGcbedKaol0T76SXFT8/dHdRVQ0mDpC/3NUhnOqVaxPqgZwHGUY3jZsuJJlouaVy449cGkLX29\nhW7fcrlANefnW9RNzYLQPCG/Pjc1lzIc1VDZIcC2W++q7lsETE0ZefcrumJA7ZuEg3apir2JnyHj\n1Cd+Wo2eqLuI2sV0WFtvvpnrb7klaNsZA6mRPgF8XQhxLWoQcSrKPfhc6qvmsIQQn0EVhD4R2C2E\n0L8eY1LK8SjH6kLgTCHEbSj4Ohv1zfwGgJRytxDiS8AFUT7Wg6hzfSPw0/b+Re2RlHI30YSRlhBi\nL/CQlPLW6Hl13tz6JHC1EOJM4NuokNV/JnIDq2suVd8D3i+EuBPlRj8X+Bfgq1CdOy0hRC9wWPR0\nHvAnQojnALuklHeXcY6klL8VQmwCLhFC/BNqouAS4IdSym3t+ltbrAWosYetB0mpj2Eq7wTxW17/\n+vCji6pG7hgYYHwClkUVI3vXwvLDoO9gVSBJg6ct7SA0hPXuQl0No8C9tMQBbdBRj3NU+I2B9Tcs\n4shoQOwK+fVV+rVh0wWtoc5rXjj1K8vxSlnvglPwA2p/wOG4lOaiFs1FhSRspoVk6mtuxsBpmkxQ\ny6CmVoX7NpuTCoGhvrYCQXX+sWHXjat/LqjrQF8vi8mG07QQ9whQzV6oq6aVS7rk7tgZZVPK/ldT\nr8q7iwJ5pYOD0KKc1KOf9azE5OYXvuP3IWcUpEopvx2Fb50NLAN+A7zaVQJ/H9JbUXlYP7OWfxD4\nMICU8gIhxAJUvuD+wC+BV0kpzfzo01A9Vr+FGtj8FFgbmNs6VyQxctqq8+aWlHKrEOJElOP8AVRb\nj7OllBcb21Tnzq1/QXk6nyF2oj5P9F2F6txFOga4MnosgQ9Ft0FULmVZ5+gNwKeAH0fPv4/qvTpX\ndDXwESHEyfrcCNVL9sPkc4tbO0Ec9eLbPTDAfhtg2Qbo/bhyVZ8TuaqruoEuT56plnY4dagPAAAg\nAElEQVRO9b12T7VsF9WXU5Ym2019No0hqgEqmptaNBQ4tK2MrfwuqgdQ88JpETmdtRKcMhs0sypH\n76ERMEInSppx+kuRUWzJLp7UDKCmuah5ALUlRZYsUG0mp9SUDahluKdQB1Sne3phHLZbI2UmcoNa\nXxRO90OFHC0Gdg4NURsa6kgBJTF3xjyVKlWqVKnSviMhxJEoAF+IcpEFKkd1L3C8lPLmHPt6K6pH\nsp4g/hcp5VXWNnJrs+Fig4N0Dw2xFFh2ErAWpg9TrWc+twTOtqtWmv1QfXCqZQKAzhGbf2yycJKd\nk2oOrnWFX73v4ei+oVeqPYiOnx9pQZMNqr6+qUVVFE4hDVB9wNECQO03Hpvgt8jImtDQoiE1ASCO\nUF87DNOWz/00nbD6cVjb2Ey8h0alAWsapNp5jeYEi7dwUhEZf1QZkFoGoJr7cBXKqn/mGYWizL/H\ndZ1oZVX2zdLkdY3hvWlFkXzXhN7WEd47sNeAUztst2xgNJzTpag/p119Uo8eGEBK6Sx6OKOc1EqV\nKlWqVKlSmKSUv4kqb78BeGa0+OvApVLKiZz7uhi4OHPDMrUJlcwSKVHBVwOp+XiP8dxWKxyqfpJu\naj3k185LdYf9QqOjqqGyKKz6Qnr1e4UoP5xmrSuofuNxM4BahtJCe9OkgdaE1TRIWVjzX6t2pV8N\nTWYeZKmwOgPkAtyibqoJqPp5/XppkZsaet2Y241ayxzhvZ1S1q9oN7S14m/lpFaqVKlSpUqVMtW0\nkzowwH7A8gXAOcDRMH4I/PopKid1I0ZBJGhobt+0iwru6r56oGz2Ss3tpiaX2Y4qNLqqZShPvmkx\nOA3YpoiT2m88dgFqqpumZZzjtNYzafKF+rrc1KJMbAJsWni6Sz53tTCselxUrbxuap6KveZnGvq6\ntEkK1/G7FHLd1I8rwE3NykMNBVcrvBdiQNVhvqCq+Jq5qGa4r0v6qiot3LfovgKV5qRWkFqpUqVK\nlSrNUgkhno/Kzz0Cld/7W+BCKeX1LXivYpAawekyohCytTB+jMpFXb8wbjujCyV5IVUvc4GqHvCn\nASqUCKmQBaqQHf5bROWAqVYoZBSAVHCDar/xuAxAheKQquUqmOTKR21WrmiA0CgA89qGAqBqXQs+\nyAsF1Xa1lLFBtah8Lnze0N9mIdXazgWoEEOqVgJW1xKkZgondQ8NAZFz2sKqwLMOUoUQM++gKlWq\nVKnSrJbvP8LZKiHEG4GvoYpQ/TJa/AJUr9R1Usqvl/x++SDVAac6//S2RbF7CgagQiOkupaZoJoX\nUKEkSIUioAphsJq/Kq9SWDGkPIARsG2om9pvPE4DVBNInFVdMyDVBNS0EFtTvsq+eWE17fSb1y+0\nCVYdB5TlQmaBalt7nkbKEwKcBrShsOoD1byQap9+C06hEVChEVK1nC1owP01vXDm90edlZA6E49r\nNuiDH/wgH/zgBzt9GLNS1bkrpuq8FVd17oor77kTQsxFSB0GPi+lPNdafgbwFillf8nvFwapZnGk\nBcClfjgFD6CCG1L1chtSswAVGgfmRYonQYCb6l7ugtVmVVp13mZfEwKp/da6ek5eHgcVcrmoriJJ\nPhjMW+UXvADilGuixVweIteEDHhANaC4UJZcsNoJQDUVCqutAtUQSM24LooCan39FPREh11zfMwj\n8/1hwjMNVtMgdZ5rYaVKlSpVqlRpxuuJqF7GttYDT2rzsah8poEB9hsa4lkLYNnHgU0qtHf0YDVw\n2uwoDmIO2HIVsNHbLqwlnbP6QNOCmUJ9FiN58yvDK+H+hkUFoNK9j+L7KqFfZRkqWqjIlstBTQNU\nvdx108elb4uNm9Yi43ZwtN3BxuMsNQOopvTfqP9uZxEgz6RInu+BC/Tmj5TT97So0iC557745lOr\nim+Zsndrfc5b7CrmuHtFp6m2SKVMjMxXk3/mbf1CdT96sJogZK2KZlkG7AcwMJDvzTqkqrpvpUqV\nKlWqNDu1GXgZsN1a/lLg5209koGBevuCZVZhJFOrppOgqh3VFV2OgZtVkBMcz7UW1mBvNHDX1VC7\n+kn0hSyifmI31Su72m/6ch9c2k5rs0Dr1wilVuvN66L6KvkGKaVYkgtOQ5xNe7u0FjRLrHX2/n3X\np1mtuhlAdYUu637A9WvePiDHdWT3SE2TBj7bVdWg2k5nNQ2Os3JWQ/Oay5K5+0U0XG9bptXv3kbC\nK/r2TTU+H5mvnNeRYi2W3WpjTmqaKkidY1q1alWnD2HWqjp3xVSdt+Kqzl1xVecOgB8B5wkhjgau\niZa9EDgJ+KAQ4jV6Qynld1tyBNFgpofG3NNaNIC3w9F8oFrXEsIH8Pa2pqM6n0ZQdQ3O5480DrTT\njqHeiiZEer/ZzlProNSlkkHVVkiP1DTVDlDQkWgjYmh62J9/CmGuZlo47yLPdikVWTcuhS3gdtGy\nWigV0eR1jdV/na1qPL1F84AqqM/DFf7r+v6UpdJDe8E5k1AGoKbNh9kfwSi5owk0oPZYh9+3qBFU\nVzmc2iAZ1X2XAb0LouJLAwMtq+6bpiontVKlSpUqNaWHH4bHPQ56WtCqsizN0ZzUYBtKStl0ek8i\nJ9WG0wXAalIBdSSqA6QHUmZ4W3CFX9uNMtdBRs5eSW1owAOpIQPqGRJuW1cL2s/kLZakZQNJQ15q\n9OGbDmoWoOYpehTomq7ocucRNrRR0tfq3TQHqPo4fEWW7GtdKyRPNQ+kmvIVVjJhtR0hwc3CKaQD\nalZOKsSh4eB2113yTHa4Kvu64LQnuhbs39mR+UlH9fCxHHmpdqG7lajvbvS6PRSsFJyhtJzUykmt\nVKlSpUpNaflyOOIIuPLKTh/JvqUywLOQotl2UL30AAWoK9XDrm3R8r54/fT+auxWWwIsVQMp01HN\nrcXEA39zEK/DIbXLpEMhgbrVoR0k0xnSbtCix2JQ1W5qPwpUn00MqhrOErAa4prawNdpaA1xVFvs\nugbJAaimfIAaYk6HtgzByp+OpIFiVTdstNfbUNpMLm6eCANIcVWNPyivmxqqTuasQnP552my2xq5\nPs8Ql9T4GHTYr1bfpKrgq0G06yHjddZp1b+vvdHXc8n+sJwYXnvvBLYCZ2e0oxkcpDvaX+8CYkDt\nU497N8GeCdWDdXJoqG2OaqqTKoQQwPuB1wIPAhdLKTcY6w8A7pVSFv1vxve+lZNaqVKlSrNEQsAB\nB8DOnZ0+Er/mopPabjVU97Uavy9bYGy82npxBLD0K6d1+9MaHdW6CwXZTqopl6tqOqppbiqEVfkF\nt6OqVdhZTVO7B/pZIOpZb7upRZzUVBfVA6guRwv8rlYWsGbV0Elxv5wuqnnN7sEt0+n1baOVFjEA\njU6qrQSsNuGoprWnadZJneprPsQ3FVBzuKn2REioa5+nX+qS2JlfNW04n1cY211lvW6T9dz8rV1p\nPO4H1ubslWrXFljd+qrAhVvQCCHeA3wAuBhVEOpNwCellGdG6w8AdpQ9m1tBaqVKlSrNHgkBT34y\n3Ndkr/VWaq5CqhDiOcDLUZV+9f/FApBSyveW/F7uFjRG6G9v49q6FhPN0kdFlXY9Ow5PaxjkQ3qf\nVFs+UE1rTZM37BfSQRVaBKtl7SNUabDqWFc2pLrCfEPazLjCLlPCL033KjE5UgBW6/uwAVUrbZ+L\nrG18sBoS1p4lH6iGQmre/ql5QFW/tqWQCsE5qa5rDbL76Ya2JVoEK5YmAXXpTcBWGD9dbZI2bzGO\n+/fWnPcoDJdR6C/69S3MR20GUm8D/l1K+a3o+fOAy4FvSClPryC1UqVKldqr++6D+++Ho47q9JHE\nqiC1MxJCnA58FLgLuB/Q/3FqSH1hye+X3ifVCAP2qRs4hLjA0vgxURuFbnhflwdSfb1Tbdmg6nVT\noen8VFPBwDqbYLUJUM0LqVmACmEuqg7vNeDUDs91VVE1nVBw5JT6ZDtmPkA1/ozE67TsnFMfrNpR\nApAfUqE4qOYFVK0s6HS9LgRUXZAaHOYbAKpZfXdt+AytCq11MJzTBQN7VXhv73XApbBzQ+R8phx9\nsJp1PgcHWx7a20xO6lOB/9NPpJS/EkKsAjYLIbqA80o7ykqVKlWqBMDwMPT3u9f97d/C5s0w0+bx\nxJzCv1mjfwXeKqW8pNMHAqjBTMaAZnJwkDuHhli6ISrQASw/DHganLAwqo5qKzQXz8xThWS7jkRu\nqkOuyqVmfqpWP42gqqHMhtWGKsDhlX79KmMfIdL7d4FH2rpAuVrPhAKqrRRAtaHUrnpq5pOuIgo9\n74ItuldqGqyOOR77rtMQaPE5bj47rQiggqdVTYayADVNvhDetIrAecJ+C8nV38p8f4+LmqY9xKBq\nV/rV14XxGa/oUtfjQbui3FETUDvU8qVBba7maysLUkdQoDqsF0gpfyeEeBmqP9uTW3ZklSpVqrSP\n6pBDFKj+yZ/AXXdBrQbPeIZaNzWV+tKOaaZBM6jzdvXVcNxxnT6SlqkL+FmnD6KwNgEroatPDdQG\ngI0LgaWRm2XCqR5TZoFDJ2UWVtIqXGBppqhA0aSbcLegcUGYBpGsHpct0kh3DKrOIl76mNOuN3Od\nb0LFBS2+ojvmPtOqAtvwlBdW2ykzlDe0XU0WqOo2RaZ8LYuKKiTM16e0ljTG8tqiKGx3JSzeoMJ4\nJwcHcx6oQx0GzDKUBalbgNcA/2sulFLeJoQ4DvifVh1YpUrt0k9+As9+tir8UqnSTNFkNHBasQLu\nvXdmQuBM1p13whe+AOedN6fP3SXAm4GzOn0gOi81szjHunVMDg0xDoxPQO9VQL8apPUtgvONYkob\nIQZWl7JA1QyLzJLLKbJdVK1+3GG/4AZVKBFWs7c90nNi2tuHNVJ/+99Sy2zpoQHUBtFV03FONFjF\nu7RCK/Lq054GqpDslWnuPwRQXde0WckachZQCpSvR6pWHvAsU+YxaWDVYct5YNUM9XX13w2V6aba\n0p+zlSc9Mh96Dokq634clp0ODA1RQ1XTteXKQx13LKsNDamQ4ZniyhZQFqT+f8DzXCuklLdGoDpQ\n+lF1SNu2qVYKVdjavqXjj1f3550H739/Z4+lUiVbk6Ukpux7OvTQ+PGuXZ07jhbr34FNQogbgJuB\nR6LlOif171t+BFbRpPGhITU4Cii0sQfV2kBXpFxyNxx+sBq0DaBCMDd3wQkuYNXOaqirmhi4p8Ba\nGYNoH6hCCqwW77Hqg9LQ7bLhteQWNK5cVPeGwJiCqulh9RmavVFNZwtSc1F97Y7sXr3eCZE8rWNM\nx9+3Hhph1VwXCqha+pzkgdW88oFq2eBZVPrYTFjN66r6Qsrta62orK/a5i71W1dbBNigGqnXVTXd\nrOKrq/8aVX/HJ9T9TqA2MFB6b9N2KRVSpZQ3AjemrL8FuKXsg+qUnv50+Ld/gw99qNNHUilE998P\nS5fC40rq9nvGGRWkVpo5msPuX9t1xx2dPoKW6T9QlX1/BeyPVTippe/saj+zGtikWh6MDw2xe2jI\nWxWyFr2u7qaiwn6XAD1L1KCtbwr6ouq/qzCA1eWuuioBQ7JFh+0gtaI/pFYaqIIDVrNc1eTyUDAN\nkbmvUtzW0FBfrWZDfVP6oepQ3rS+vImCSc1Ig6kdmu6TXUypKKCaKgqrod+FLEd1JsiE1RBXNa1y\nNLgnQ9LkclP1BEr02JxE0a24+iJQ7dlfgWpd/dF99BMxvX/cB7VnFHhl1Et1bbTdcOS2XgXLA3+P\nZ6pKGt7PHf3ud50+gkqhOuAAOPdcBZeVKs01zTZIncnHO4ejY94KvFFKeVlb39UHqNHs/rJNEXwC\nu4aGVPP3nIOjnrHIXUCBRhpkAJl1UACjYEyULDZvd+Pg3MyZMwsn2SGZ/dH9cMr7ZYGqUy5XNRxQ\njyUsaf1a5juX+4G1JDfVVTApVC6XywEMZt9JLQ2rAzT25z0BBaq2+5pXiTxqG1TtNjO20q7dEEDV\nIKW31SHAttJ6pRaR7aLq70szn3NZMnNWG2A15YQXCfM1lbdfqqXaEuiJwHN6/8Z1tUUq2gQisEVN\n7PXsH8Gq/gnpV+uWRaAKKFCFWQOqFaRWmtXasaPTR1CpUmv1yCPZ28wkjY7CAw+oyJSZojkMqRMo\nF7W9iqr47h4cpDY0pIB0QwynWouJC+7WYRUa4XYt0Bc7BBpO9UDMzhl0yjfmNPP15h/rB1XTIbJB\nFdJhddh3UEVUDFBD4dS1fRqwpoOq8fzGR2N32CycNIw6R7pQ0Ni8/ADj6mGZEuqr1Tep3HifTGBd\nFS3zToKQcu1F0pC7xQclJqy6pD9a/aWp78cCUJdcbWmgM8WUygTUvL1TtTLd+ZRZre5jioOqLx8V\nEoWUtkw3ToqMzFfQ2aOLWluACso57RlVl0bXQ8Q/D8PR/VXGxtHv8U7UFTQbQ34rSK00q9UK9+aB\nB+BJTyp/v5Uq5ZGUcNllsNuKUrr66s4cT6j+8R/hv/8bTj4ZvvIV6GrSncgrKWGjNZr88Y/bewxt\n1IXAaUKIt3ekufi6dUyuW8ekAavLHJuZsAqW83p0MnzNdAl8cJroY2mGRPpadeQBVVCwqgfFIbDa\nHz0edrx3mpua2ke1NXCatQ8bWEsB1TxKhGU6/mYTHszWM5FsF7XH2oUOI9fqm4qvN1B50C5tdrSz\n8UFrJqxq2aHAJjeZXxjtxpotlVzqNJy2UqGwmgWnaXmqOue5iGw4TZuMcFR2NqtMp6nrIWArCkaj\nHFRzYtD8CRxn9sKpVgWplWa1/vjHcvf3yCPw5CfDL38Jf/Zn5e67UqU8khJuvbXTR5FfY9Eg6+tf\nh499zD/h80//BBdcAEtyhkJl6ctfVqBs6qzO175tlVYCLwH+XAhxK/AoKhdVF076y7YchYbVgQFq\nwFLchsJioPckguAUGgG1njNoF0vyuajmoD4VVAFdyNflqkI6rBZxVZsE1DQ4PRR/kZc7nPVC3fvV\nwKrfP4bVEvqk5pUJDwtrjSGUgS6qDa0AB0X3GmBNaK07rUbosBkmbMqG1lRY1aHAWmarJb1ef4m0\nq5oGqmk9U4tU8/XJzke1W8q0OszX15YmT15zHVStwlwhcn2WeQBVu6mj0XUR9eW1+/eaqjumlxLn\n/IPzW97AubO4si8EQqoQ4svAu6SUY9byXuBTbakgWIIeeADuvhue//xOH0mlsvTtb8O3vlXe/v76\nr9X9aEjj+A7oscfgmmtUW5JKqiL35ZfDaad1+khao3lGB4zf/x5++tPWvt/OnbDMZYUV1CWXwAc+\n4F73hS/A614Hr3xlee8Hqr/sPqRdwAbPuvY7q+vXMzk4yI6oxUwv8fitdwFwDtAP04cl4RQUGGTC\nKSQBNe/vdEOrjmh5lqsK6bCa5apm5qa6ATWve5oGp2nb+MD1WKYSzqrfVW3STXX1u9R/uwkPk9cl\nw3y1i2qAg+2i9hT4v/wgjHzoqcbJExew6vd2uasruox8VWgM+x2jMYzc5ar6QLX7mCScBkFpB9oR\n2d+horJB1bx2XC5pkQJpoSG/WYDqm6AIOP2mazq+IUqbgFnfViaPPE3AGrQOWOBYvhB4U2lH02Kd\ncgocfXT6NnO4VUEpevDB1rXEkBL2+MK12qQbboiPZSbq5z+HlSuzt9tX9J//Cf/yL50+inK0axdc\nfz3cfrt6LmUSUi+4AN7+9ta9/+23w1OeUu4+H3wwff1M/Z7NFkkp16Xc3tzp4wMFp70noVyAo2NA\nrS2KQUArM9ytyORhWusIDat1EBpTt3m748Fuz33JQXDe3LhcKgaoh1ILAlSf0l5vv5+/aFPKeRnO\nOIAsF8x0UW0X0TocExJri+LJkCyZ2zVcl9EpCAnHzK3QIs0ahuy/xy6OVMQ1DYG42gH+qr5Z34n5\nI+Hfm7F58a0s6e9z3nY0WqGVlUMAdRGJNkl6UkU7/y6nf19W6lUghPh/Qoil0dP/Fz3XtycCa4D7\nW36UJelRO7rGsa7VTsVs19Kl8La3tWbfX/sa7FdgwqvIQPexx9xtKe66K17fjGo1mJjI3i6vbvQ2\nhGqPfvlLdb7PO0+FVc4m/eQnzX+urdQ//qOaRNOTQMcck4TUL32p/Pc0r6e9e9X9G96Q/bqHH/ZP\nVpnfx6zWL7fdVn5Ro7vvLnd/s0FCiEOFEGuEEH8uhDg0+xVtVjSxZhdGMtU3Fd0mY6dKh1M2W3U1\nIdsdmbpW3aaHLVglOaj1gWqR8MZEqG849PoA1afJ6F+omgFdZ+ivdlH7A3dhV15NC8EcJU7Auzu+\nbdkF7+uC9QvhtmgiZPTg7JueNHFdm9AcqDZEAmi5gMQEmzS3TU++6Ou5YcIlTcaOfYCqoTQNTk3Z\nEKrBNM+kThlgmgXcCVh1fABZubyhE2WucHTt+nsAtVKjsq6IEUBn/d0aPde3+4EvAp9t2dE1qWuu\ngVNPVY/vuCMeoD70UOO2z31u+46r1ZqczM7VvPRSGMk5IawBTofTCQGnn+7dnDPPhC1bwvd/zz3q\n/qUvVffbt8OrXpXvGEP17W/D057mz/lrFmZWrgzPaX35y+HNgZ5HXtdw7154dpHiFR698IXqu3Tm\nmepWpnbtAl0dvRU6/ng45JDW7b9Zfe97yecTE9kA94xnFHcjt22D5zwnfq7fK2Si7uCD4TWvSS4b\nKzAD3Irq3F/9avn7nKkSQiwWQqwHtgPfA74PbBdCfEcI0YF4PiVdeyYRCRcxjA8C6ptFoDqwVw3g\nEnl/euCXt7WD7aZOXhcAqx5XVcs1+PYdT+42NI0qAqjm4zywOqOk4csXeqlBVRfRGlOgeva0gtXb\nFrlvI/OTtzT1jKmbOZGilZZLCDkB1SXz++JzU22lgmoGoIZCqUtFwFTLBahluqmNO2/drn350hGc\nnuMBVO2iFglRn6vKugKOi24ArzWeH4eaG32qlPKc1h1ecxocVDlRoIBkU1QJyzWou/nmth1WS/Tr\nX8eDzPe+N7s67cknx+cmVP396t4EuE98wr/9eecVC0393/9VwPKjH8EVV8B998FUyiyT6/Pctg3G\nx1V4rEu6Yuqf/mn2Ph94IHaZQnXDDfCb32RvJwRceWUSzkZGknDS05MdYn3bbSqf1j4X998fdhw+\nuc67boniOu9pn1OW+vrgL/6iMeR7+XLVv/ijH23cvw1x//d/jfuVEr77XfX4D39Irjv33MZlnZZ5\nXnX4uUs33qjyVO0JlVWrYPNmda6k9EOs3dpmXo7xwOgo/Pa3yWUhkQN/+MOcbgfTCV0EHAm8DJV+\nsxD1//Ozo3Wd1+r4oS/0UkPAkrvV7aBdSVf1BDLc1JAwO1fYrwt8nCHAuEG1/v45ZjW9Lmp2qK+p\nUEC1l2cBa3NuahkKcFG19GDeAaqmq6pvm43b+oXxbaTbD6tmXquGCBtUfXIC6hjZfJR38sV2U72K\nviiP7ecH1NkgG4Lt486bg+q71sxQajPk1wWRromzRcDBOOF0YG/loIYodVgipdwspdwMHAp8Xz+P\nbldLKe9ty1GWrLmYB3X99eq+VlNwZ6q/Xy3P0kMPJQeQ2o197LHkQPiqqxQAmtq7Fz7zGf++v/IV\nWBzNAu63X2Nhot27k59LXx+8613q8bJl8OEPq8c//7kKR3QNdIVQIcOgejQ+4QlqwK5DuaemFMyF\n6LHHVI7eAw+oar//8A/+bffubTwe83xJmS+M/I1vVPca1iYnG0HKDmn8r/+C73xHQb1L09NJ4Fm1\nSuU4ujQxoVp4XHkldDvK8eu8yAceUPfj4zGgdHer1+WVCThmVMP4uPocLr9cTb6ceGK87pJL4FOf\nip9PT8MLXtCYBzk0BK99bfz85ptjcD/rLOWwvuxl+Y+5VTK/B2mTZ9oFtX/Pfv5zFZLf3a3A8z//\n0/16fc3+9rdw4IHx82Z/H+1rcGoqzrO9Lxrf689Iv9dMDsOe4fpL4BQp5c+llFPRbTNwCnBi+ktb\npHXrmFyzhhqKHcY3oNoljEQ9/gwY1Tfd+8+WE1QjR4KDSQwCORg4MLotxg+qLlfVViiopjlG/f5V\neWW7qGWAZMtA9aiCTSPM0Gp93l0uqmuyQTuMDpd+yy4Fi1umlbu6kcbb5q4IVLtjUNXXaR1QLVCF\nGFRdbmqiErUJqO1SA3gZgFpUU33xbaYr9e9swwdhtUXSMq+VClCzFTR3LqUcBhYIIV4khDhRCPEa\n89baQ6wUIt1y4bDDVJis1g9+oMJ0dYjz2JgazEPjYPS971X3QsS9Qq+5Bl796mQ12UcfVQCo9Ytf\nwA9/CO94h//4rr5avfcjjyj4Mit+/v73qg3FNdf4X3///Sof8h/+Ab75zeS6qSk46ST1+JZbGl/7\nutfBr36lBu3PfKaC7yzXZ3BQOXhPfrJ6fvnl8DjP/70a2M87T8HkD3+YXH/XXe4KpjZo/vmfq3P/\nk5+o56sNB+LpT1e9J7We+lT3sXz728nnejLg9NPhec9Tjx98UIHMBk9N0MFB9Znr47MB3ITQd79b\nnVMzLNuVE3jiiaodiUvj40lX/4474LOfVW6/vs70tbpxo4JrKeNQflDXx/vepx4feqhyToWAN71J\n5U+aOvJIFQKtvzO33aacx5ki83tZtFKt6XLedJOCwMMOU5/XS16iluvigFu3qrDbvLmcITD761+r\naIvly9Vz7dYeeGByH3ryaMeOePKjUpAWoAo+2noQMnqNtFLr1jG5fj071qzhTmDnBmAtdF0BvQEF\nM6HRtTJBtX5bSgyoB6M8Zf34QOCpxFBrKgRU80q7qS44NlMuEhA3Mwf7aW1qftPSqrAGPGQB6hLU\n56sr/BohlYniNEuVg3WO4WTp2/nT6qbDLg8fUy5+SFXglhZTKkOJAkrGZ1a0eBAkQ3lNYM2C1pBt\nXdEILWln4wBUu9hUVl6q/o67Jkc8142ZtuBzUHUqRGixr31BoS1oXgFcBvw/zyatDBwvLA1jdvjg\nXHNSBwfjxzqvE+CyyxrbsyxeDB/6kHr81a/C2WfDW96iIOOLX4y303A2OqqAJjpD6NMAACAASURB\nVM2J/cu/VCGpkB3Kt22buv/0p2MXTL+v7QCbGhtT+ZAu/fjHcT7fBRcoYDG1dWuy7VBWKDQ05gem\n5dvp9/PlaZqhulIqKB8bS0IWNP79996bdKwHBpLrb7hBAWetFp/3L30pPp/HHBMP/r/whfj9dS7h\nL3+pJjQ0QEDSuTN7Pz/+8Y3hoQCf/KS6t0Hw0UfVdTY1BeefD9//vgKu005TzvOVV8IRR8CddyZh\nXMuuYqudOFAw+vSnJ9cfYET77N4dA9jXvuav6F1GISIh1OSBnZ9ZlkIqaWf9nn35y8pZ3b49/rwA\n/u3f1P3f/Z26P/74fMc2PKzg1wwTtr83f/gDnHFG/Fz/VunfE33sdtj9I4/Ek0JnnqkiEa4t2GN9\njutq4CNCiJOllOMAQognAB+O1nVWUf/UHQMD7JqApafDsgXQtRpYC/SpYkq2ekYbB2p9k7CqG9VX\n0NAJdhjwUti4NHKy7kYNGu+lsSelr99kXpl9Ihc9Frek0e1ohqPtMtvQ6FYuzam9uadNQLaGHTt8\n2m45A41wCjGcmsuMdjRmYRpIh0kzJzBPPqBuT6Ovzc1dcRuaRNuZvDmGvtzVPdZ6ff2m9Uit76TE\nyQW7NyqU467q749+XLpSBnJZvVL1NZgGqBlyVfG1c/TN5z3RYXGVqpK+Z0Itm6nzIq1QaFzGRcAQ\ncCawU8rZgXlf+Yq6tyvGzo6jD9P27f6iO3/7t7FjYVY21m7j9u1qkPn5zyun0KW/+ivoCqisaIf/\nmrr6alWoCZSjaeujH83ef1reoBkCCo2FU0xwL1uf/axyq9N0+OHq/oYbYjfTlquI1Y4dScfa1vOe\npyBJyqQzPT2tPrOtW+NlOqf2i19M5um+7W2xcwvKZbzIkcmWVhkbkrmPF14IH/94HFJ7/vnq/sYb\nFewW0cUXJ59r59wn04175zuLvWeotm4tF1JbUUzIBvXvfMe/bZ7fx3vuSbr6Ou/fJzslwJcXf+qp\n8WTL5ZcrN7iSU/8C/Bi4VwhxIyBQfuJeIOe0Qwu1fj2TwI6BAcYnoHcDLNsErIaulajWNC5YHVOD\nNhsGbNkAMoDKNdzYb4GCTlBy9ZvUPVTLkgtUtY56nJWbmtRvWBSUl1pU3ThOYtmyC/bVQdIBH7a7\nN3VtI6AWgFOfY+Vq85EHTvV1aWvVdLJvaqkqsz2f7gXcjFygWobKgtMGxzjg+5QFqlpZgDqasd6Q\n71qqLTKuyZXAJvW29aH24GDSSZijCnVA+4GPSCl3zBZABX+e01wq3JEVondv9J/yKafEy8yQUH0u\n7vVkFz/ySHY+6+houtO4YkVYTmya7nPUquiETPAD5fj9+Mf+7c2/2weoPmWBIcRA8bOfxct8Ew4A\n//RPyeeuHFadC5zneEZH43Ymv/51c8WaypB5PkL1nvcUe6+y8ynzti66+OL8r/lsSk32PL2i7aro\nV12V7zh8vxtf+lJ4/ripvAXOZruklL8BDgPeA1yPav3+HmC5lHLmlQNcv57d69ezA7h5QoUBj58O\nXKhCgbu2+V9qhlfq0MzDx+A5O1SI5kG7YPnt6nbQLjh1FL60V4V4ruhHhQD/KSoMGGLAMfNUi4b9\n+lrS6Pfoj+6dldbbG/LbFkA11R+64VgjICysxSG8i4kB1RXWG4Xznh8VpdGhu3b+s5kDbd6KyhX2\n21TrpKwKwCEuapFeqUXU0p7BHZI+dy5XWl+HUMiYNl1U87rTheNs1ZYQ/zw4Is72BYVC6tXA4a08\nkEqtlW/gmaeiZxkyq69+6lPwlKeEve7OO1tzPHl1zDFw0EEqZDdECxa09ni0rjYC+0LgtoiyXNDZ\n1jfVli9nNkudnrZ717tURew8Kgvm7CJVdkE0U3lzXp/5THWfB8DPOivfe8wFSSnHpZRfkFK+O7p9\nUUrZgi7NJWr9eibXrGEH1HNWx08HLo1g9SEDIMas/NQpY6BntGzwgUa9UImGGnOgWST3K63Kr60O\ntJLwQWh39C9Ldj7qtcQlb5P5qH2Nj7OKJmmA94X6FpGn56QGga5t8TXVCmW1r0lokeeWpTJd1FZr\nbJ77NpOk20z5bs3K+K3R12bTyohSmqsKvXIuBj4mhDhFCPFnQojnmbdWHmAebdgQlsM1l3Tccdnb\nwMypnvnpT8eP3/lO2Lmzc8dSVPfeq/pTzlRNTamiQ6H6+tfLed/f/a6c/XRSeXsHQ+chFfK30WlV\nfmdalMp1BU2qbSnumq3dTdQEmY0SQpwrhHiLY/mpQoiPdOKYgrVuXQJWdxIVWDob5axu88NqFpza\nyxKVgUENIHODahPht8PRvTNsPftHxwTFEJkwGgqnUCKgase4P7pPO8dphXz29uQCfRNQe+9UcMpa\n4muqIKzWlsDowSoE856l6lbvsdod37Q2RvdbzAmSNJnAmrZt4UkPi4TLaj8TGu7bkvxSS822obHl\na+eTNWGQAqjrF6prprZIXVO1JdHjRe6Q355REj8Ps2muoiyFQup64BnAJcA1qJAifSuhLF45es1r\n0ovvhKqqLllpNuvSS+Mc4BCV8Z2BZG7rbNUTn5j/NWVPABVJR7DDuDultPxvO6+4Uik6GXBk+vMr\n4E1tPpZiimB195o17AK2T8TVgG1YhcZQOZ9c4XNADAImqIK7tYlPaW6qdo308Q07Xp+SjxqitOq7\nWnng1LXPpgHVp1AX1c4PtkfoxiHVXVQDUNkKnK2up/o1ZU2AZEnDqQ9KR6zT21Q+6hLH4zwhpZk9\nUiO1sj9qpx3Tsvu8ugp3adm/L2YIeoqDmgDVlM+3Z8y4Rl1pNPtAPiqEF046tKVHMcP01a8Wz0+r\nVKnTSstJdemyy1Rbn1Y5gjPFxZ8tOnSO/trm6RVcKVhPxG3F7QKe3OZjaU5RJeDJwUFqQ0OMT8Cy\nDdC7CThHpYr1eqoB+6TzBetVgbtgi8+p8kHv9LCR49dEldQZWvwrDU4hAFBNmYDaH92nFUyyFVq4\nRsv4LPsmDUC9UPXn3QnsBlizpvGaWg1dngrT2uGCGExNpcHoRv8q53E7l4+RrAq8mCSk56pKbXx+\nnQDUdriopmoHpE+AZF1fobBvSsNp9DgrxNe8nnyFvXqsSa7xKIGj+Q7Js0tBkBr1SZ0zmjIuive+\nV+UZmpoJ4Xshmo2hspVmrsxep2WqVTmyM0Wu3rzNqGhht23b4rZOc0Xf/36+7WfLb3eJuht4KSq1\n09SLgRbWNW+hNKwODFADlk7A4tNVCwYNq9OHdfgYIa6Q2nOff6A/XN7bXct8jiUevNxBD4c2OWQt\nBVBdeaj91nNfLmo91DeypXwAMYoX7FZ0GS7qKMpB3aSYrgb1fmSTAEND7ASWTUSgakyATB8Wtz2q\nLYrhVAOphs/C+YV58p8XkR5dntU+KTGxkqG06zdNrajsCwp208C2lcWaigKq8TikWNbmrsYq5WZb\nmp7RyEXdClylJlz2oCr7TgKsWZP/OGepQp1UhBCvBt6OclVfJaW8WwhxCnCHlLJALc1y9ZEc2TcH\nHqiKeBx0kGp/cqxVxEv3V53p+uMfw7d1tX6p1JxmSohlWWqV05U3X3K2KavtSrt01lnprWVmo/Lk\no+6j+hzwSSHEfED/P/wK4Dzg/I4dVRky2tbswoDVk5QDlgaq2gkzQWMjRo5gU3K4qRq6pvqSvVL7\nydEnFcxeqa42NC5QNRUCrb5Q4aYcVGjMQ4XkAD4UUDUoTF6XbD9jVva1Tv/mLuibDz1LoPdo4BxY\ndrZynyajBuPdwNJoN71mQcOzqbdC6nllY39eSLqjtlN6gmed81rT7lgWsI4Rnn9qtk6autZRlTbA\n/Tedx7JDZrOg01YzgNpMIa68gOo5pVums0FVF/gCD5yOAJcCm2DnhIJTHRGwr4T5agVBqhDijah8\n1C8CLwd0nc8u4L3E/zl2TLoxfah271aQCo1FRDZsSDagn6maS610ZqO+8IVOH8Hs0AmllLabeUrr\nDdwJtXoyYHgYHve4+HezHcrrjM51196WlPLjQog+VC9zPTc/GT2/oCVvOjBQd6faovXrmRwcZMfQ\nEOPEPVa7zsHZXzUTUEeJIaDZVqR2v0k9iF7UlwRVULCqQTXRJzUGU1shoGoqJFfVJX/+qT4+12Ni\nF9WVh2qG+ZYJqMb+zbDKkW4YeQr0LYXl+ysjcfmlsQu1zFNpf3wC9uhrighyD4G+6DToUHFfGK9r\nuXcyRIfwugBUr3Ndk66KOb4evxpUXW6qPu9pRYX0Z5QXVvXkjEt5QdUlH6D6wDRRkCvji+4C1LQ+\nvT4Zjv9G3K673b+3XoXagtPxCRWuXgMm90E41QrNcn4fcIqU8jTgEWP5L4Hnul/SGf3oRwreHnkk\nfbs0wLv99nKPqVKlfVnbt3f6CFqj82eYT2W2d2qFDjkE/uzPWvsett773nzb/+IXrTmOmSwp5Rmo\n3NQXRLcnSSnf36qe5vsB3QMDqpl8u2QUV9qBKoRT769qFcAJAlRTe8h2rRrCUI2duIoozR+JB+W+\nXqmJMFk/CDZCY/5qv2kKB1RLaWG+rjzUEECdvC4GVLM/qnlYGRVwR7ph+9Ng/BjgNOj9uB9Qd0Yg\noAt26Wuq9zrVT7VvKtn/NESZbn1aTvSY8RjyTaK4evzWr1trR/N2J28u9dyX35lsVf6pDaj62Mpo\nYVREacb0qP8asFsk6Z69XdtQob1r1aTK9gmVv7F7zRom16/fZwEVwsN9l6N6pdp6mPR5hbbri19U\n93b/vjyqCr1UqlQpS/d16P/HdmhgAN70JviLv0guf/jhzhxPqMrq/zrbJKV8GGhRY6Gkli+IQtCG\nhtg9NNTeELR162DdOnZHIZzLNkAvcfhvbUkgoOrHZfd0MPP75o8kHdVRkuG/OeRzVE353FVbPsDN\nBtTAMF8bUOePhAMqxIAKSUC1wnztkMrNXXFP3JEotrdvESyJXFWGUaG9RO4pCk61SzXpuKaWABxs\nFN4ivTBSU+HkNqC6tMRa78tNzRv2a4Oq6bT6clbnj+TLSy3iprrgNETtclHNCQfr9G6ZBoz+veDu\n4cswibzTXUR5p+2MVpnBCoXUHagWNHdZy18MzDnfsYLUSpUqZWkuF+n57/9Wt9n2N+bJ069UXItR\neVLdRAOqGaoTQFX0nSawcE0N9lqOlB7sa6ByVfq1w35NucIgM8N+G0OANUTasKpV1F3NDach/VDt\nQkkJ5QRUux1LYAEiXUF15GnQd7Byrbr6UeGUG9T1m1BUAXgPUVGlldDVp/Jc++YDC9VmOoQzqIqv\nTzZsNhN27gv71cpTRMmnPKBalpvaygJJRaQB1XbyXdzvKPRl9/C1iyLV4XQfDu11KRRSPw9cJIT4\nR0AATxVCvAT4KPDBFh1bg/7rv1S7jB/+sPl9fetb8KEPuddVkFqpUqUszTaAK6KpKZhfXmRhpTmg\n7RMtzJMaHKR7aChzs6VEIZxWXmrPqJVLCKwidlVZarhduoLqqPEYYEktAohfJF0qJ6wGFKXJ6h3Z\nAKqgANV8HCsLVkPkCiEuBKeQDagNLqoh08Uye1G6ANUa9LsK1OhKvAlHFXebj17ytfNYNZ1sPeOC\n1RVdAW5qs3BqA65PTje1CZXlqLoUCqRZ7WW0HtvPuN6ML7cdtp/momr5gDRHJyonoJ5dFUUKUWgL\nmguEEPsBVwA9wJUo6P+YlPLTLTy+hL7xDZVzGqJXvCJ9/RVXtB9STzwRzj4bjj46uXzzZnj96+H+\n+5PL3/hGWLoU/vM/W3M8lSpVKi5fXvvUFHR354PYT3wifrx1a3PHVaauuw5WrOj0UVSaSdoN5Yei\nDQ7C0BD7oeAB/HlEvQuA1YCnwm/PmALVvikV+gsKWFehIOOELti41HBXTUDVj+t9KWukwmqaQ5Vn\n4J4AVWh0VbXiwbwbNN3w6tu2cf+O5z44hXAH1RXmG1okKSMH1dUaxobVhFYqp3TPhH+fPun92bAa\n7KqGAKoLQu0+qbay3NS88kUGNAOqM80ZdckEVNekCTirS6dJXzMmoI6fXhVFClVwCxop5VlCiHOB\nI1AFl26VUjZbGy+XNKCOj0Nv9D/ZPfe4q2zefHPx9zHzmiYmYMECeOABmDcP+gpOGE1MqJ5/Rx6Z\nhNSxMdiyRe1/eloVfOqJfmu+8Q1YtKg8SD333HL2U6nSvqI//hFGR+Ewx2DYB6G6aNvoKLz97SoC\nJEvnnBM/fvOb8x9nuyRlYy7uvuAoVzJUJqBacLoY1WKmrpXW9v3qLq39TI8xwNeuqgbWAZS7tgoj\nZ1UX6NGAakJCFqzWQXVReshviJygCkkn1e2umkoHUns/Kcvswkgu9xTcRZK0Eq6Xw80yoaAAoJpu\nahqs1tvT9JE7J1i78yNGX8s0V9XrphZxUH39Ul0gm9U7tSzlAdVWgGmom1qG9DVpPnddkx5n+wSU\ni3rQrkZA3V3BaZCCIRVASjkOOEqItV6mM/qKV8A118CePfDyl8Pvf19sn69+dfY2CxfCd7+rioj0\n9cEdd6jlb30rnH46LF/uft3PfqaKN73udfCTn8Dxx8frJiaUC9PTA4sXq20A/vmf4eKL1aDvc59L\nP64iBULOOiv/ayrtG7rmmk4fwczSJZeodiuDg3DVVW4QM5dNT8NzngO/+U287KtfVRNNq1fDySfH\ny486SrXMeu1rW3b4pcnlFtu9Sw8oua1epX1EAwPJ3pUnoaDUijQyW8yYPSx7PANDva62JO4/WDOc\nVV2ttV4MJ4KNLS4Y0q4qqIHowihntfsYK5wyIOzXlqtvagOoQjqs4ljnkm92PQNMIRtOwe2gJsJ8\nA/JQPYCa1nPSbvHhdE6JQi1HUafpKv/+GjQCRNefWeV3pDv5XhpYtavaAKpFqvXast3UNFCddF2j\nOZU26eJrU5MGpe2sxJtVOMkO87VDfBdageBmf97o+tTXZUO+u/GZrJo2rj0d4ksUjVIBapBC+6Qu\nAN6F6pH6JJKta6SU0tUlqzTt3q2gT0tD6X5NTFoCbAyM0XjNa9S9dkj0wO2QQ5ItEqamFDj39cHa\ntcpxkDIJqKDAF2KH5TvfUfcXX6zuf/1rBcGgXn/UUao34XnnqWXPfrZykvXzSpWa1Yte1OkjmFk6\n9VTo6lKRDyHasUNFb9xxRxy2f8MN6v7v/i4JqTfdpKrnasidnFSQOxNlQ+rYGJx5ZnLZAw+051hu\nvx1GRtxtcL74xfh8V5olivqf7rL6n7KahIPaBXU40qHAaU6qrVpOdgwCibSQSp/T5Krwq0dOJqxq\nUPTCKjRCaZ4QL2PbNLfUVL/x2OWcpuafjvnhVO/PBFQjrNLsg2rKrJZ60K54uW/iomsb9f6TWrr4\n16TOgR4aoidazmqgP1kx2pTdlkY79OrNkvcNEJMXVE03NSvs16Wpa6nX1AouoGQUBNPyhf9q2dd8\nq6HU1zqnLuNE2314tdLg1Nefl+TEScMkytLY4e+LzKTakqj/7mpVPboGTA4OVqAaoFAn9TPAScB3\nUK1oTF+h5cFeq1cnn0vZfOjqvIAOsWvXJp/XavCxj8XP3/c+eOlL40HTWWep9abDcsUVyX3ce2/8\n+I1vdL/v734XP374YTWovemmONy5O/oxPOOM7L+hUqVK+XTLLere/B7/67+qcP1t29R3ePt2uP76\neL3+XXja0+JlJuB94AOq6JvZM1YIBXwzOQzf5aRelceJKFEnnqgmAr76VTjhBPjrv4aPflSlT5xy\nSmeOqVKTWreOyXXrmBwcpDY0xPiEGsSxIblZr9Xnsusc6hDhUm1JEk5tyLDVEJ5pwk4WFGTlpprV\nfX2taNJgFXICq0seMM2yF/qNx1mFkSC9xQw05p9CMKDabTyW3G208NDy/TZtalzUu0D1VtTtlHpp\nLMZVWwL3LPXs05BZmGlVCKz6QNUXHeAD1bQiSuZEinZUgyv9mknakfIAayuUCqWeE2qGlpuAmgWn\nkLs/rynX5Mr0/tB1mppoO2QD7OxEC69ZKBHS71sI8SDweinlFZkblyAhRKIPua9ASTNasULlgvr0\n6KMq3C9L8+erSsHHHqsGst/8pnJGdQjvgQcmwTREl10Gf/M3+V5TqVKl1ktK+Ku/gh/8QP0+PBqN\nHefNayy49qY3KaCazbrmGnjBC9TjVvwO59GznuWuNXDPPSrSJFsCKWWH/4rZLSGE3NrK/n1RCLBL\nZradCyi0TEBNg9OGXqpmSKbZU1UDgV6v8/40AMw/Ns5L1YP32gHJ/Dyzwq8NFcOOg7PDgE01AGug\nNJz6wnd9ssN6s1xTcMMpNLaYAW8opR7ke+H00rh9hylHiRIAltE42VF/zUQUbr4W6IPxQ9Ty2qK4\n767tnmrpqq3m9hBfXxDnyzp79mIsy5L5Gvu6BHdOqun45wn9TcBsQDiCDa6ZTqfndbby9DyF9Aq+\nvsJIkLzOfYWSjPBzl8NvaiByUfUERr036kPAhVVfVFNHDwx4/28OdVL3An8o42CEEG8D3gMcANwC\nnCalbJj/EkJ9Zi99aRnv2qg0QAX45CfD9jM1BSedpKrw7orCTjSgQn5ArVSp0syVOaf3qDFWdFUE\nn+2AaurBBzt9BH6FAWqlWaH16719V83luwcGlOt6ugKPLgtWs5xTr3yAasrO+zPly+Nzuala/dH9\nsLHM5axqpTqsKdv7epqGKBVOHQWRQuFUH0cKoCYKz4xQh9N6bt+aNUF/wu6hIbonjBxoA1h7P04i\nvNec5Kj3W7VA1YRTM8z4IOLX18OADVc1yFH1yVVIKaslje2ohki7rmC0WtIH4FEolKa9Tn93Gvbl\nCN3NUgic2t8Bu6T4Evfj0FxoW7UlarKt6zToXQm9Z8PiiajS78DAPg+rLoVC6keBdwshTpUh1qtH\nQojXAxcCb0UFZrwd2CiEOEJKebe9/cBA0XdqXu95T77td+3K3iZUnXYsKlWq5FZImsBckv4tclVQ\nb7fuvLPTR1BpxmjNGmpDQ+whzlPVyp2DWpqs4kl2tdM0UIV0WDXlCwn2yYZT/f4hcoX22nAK6c6p\n+X4e99R0pzSYaiWKHkV5pXuIepzmDZWM8p8TLGKkk3VtUxWAe1ETHkuAgyJodQFpqMxqwCtsUIVi\nBZXy5Kfqz6PZ1jRFCoTlUbNwmtX31L4eIXkxmH9aoINqA6rp+EPknJrS0fn9wGrVDmlZ1A6pDqtV\nCHBdoZD6CuDFwGohxK3Ao6hcVIEqnPSXgft5N/AVKeWXoufvFEKsRkHrmf6XVapUqVKldksIlfd5\n222dPpKZAcqVOiyjZU09fNNyUXWf1CAtLOm4zFy/ebuVXVI7IIY7Das2qGq5nFVTw8bj0DKVN1HM\nPQ0qiOQJ64V0QDXd04Nj19QM6YVkjmfPWHKgP563v+ngIN1DQ04HFVD5qjpn1QTWqHhXL9DbD/Ql\nw8ptaQfWDPeFZKsasPKfE6HUxE5+iPIWUIIwWM0MCW5l50l9gQTCaZYz7ANU2zE1r0vr+f/f3vnH\nSVXVffz9ZQkWR2BpMQUx0UANTanAVFCxR0vNUmzTJ6VCH3/bk5o9mUlaipqVpWU/zNK1eJ5KKSyn\n/FE9kYoWaOVvH7FAMVACAXHZRV3P88e5Z+fMmXtn7szO7Mzuft+v133NzL3n3nvm7N3d8znfX2nd\nexNjpUM/US8+OnyWx2F/rB0ar9pDWpG6Hrgt4Vgqy6qIDAPeBXwlOHQ3oLlFPe69t949UBRFsVmL\nL77YJo1TlLoSV7JmTmHypNSWrtZIHEVlaJa0UNn8O6kUjZ/l17eqOhHox6mWqrs4scj9Vybs35v0\n1tOwxmlvXXvDe4bJkVpgflO+1dQXphBjufRumWq9yhOn4xJiUcEmTuphUf57X8tkRkDTgvhkXX6C\nJT8WFXLxqEXpjVithGLZqetKCnGa1mU5jTXfESNOITm7tCPMMu1qoTLPCtBi6wgd5GpD+4yKtgwq\nViGlSDXGzK3CvcZi/x28GOxfi41PVSKuu67ePVAURbHx9opSVyKx0Uyy9TSklFDtavFEkW9NHUl1\nxIGLTQ2FKhQXq44kQRnXt4kp+pN0vXLFKSS79kKyO6UTqJ71tG1LflxnUZyLZEyW3jiGt7XlxOn8\naOe8wnZrOr3ENTGsdtcDmjth3IfjF0e6RsYnSgopyCJNUMKk1WuTVqyWOh4mCILkmOpKa6r6pM4g\nXOIaIeWKU4i3nhaxmkJ6y6kTqHtsLkzmtYLkZ8pnE+nE6vps1pZKGoTxqmktqQCIyK7AFKz19Elj\nzD9q0isAvui9nxVtiqIoipKGxdGm9EvixOnh9GRghZh4r4hibplgRayLXZ3VDXf4QqFSi2rP5DyI\n23OCL86qCoVCMU60+n3rLUnCFMrL2AvprFU70eM2eVW3rR3Z4xYZ/fyK/bx6fsZpSl+1teVcwSMx\n2RHpsMw08qxcPYmXUkz8t0bbprY2Ri+yZZIyVwPTbCbgdcPggrBeZgwFNTXJTxK12Lfqh6RdPIkT\npXFtkoRqiC8YnfgsFR9a7HjTxMqSHyURlpNxFMsk7d5D2eLUEWc97Vn0KMPyucmV38I+t+AtxJFL\nrvQysH4QJldKJVJFZBRwI3As4P7CDRGRnwMnG2PSroV1A9sH+7fH/r0I+GKarimKoihKDLPIX9z8\nUn26oVTG3LlWHGSzAGQ6YZyzpM0sfmrTxOQaqmAtqY4wZhCIz6KaBl+oOq3pMpYWs6rm3buIhbUc\nQjHq4wtT1zcoP+Z0fLQvISHS/KbIYrrZWkwzLvnZOvLcd5smUjLmMxULF7Ipyrg5blEUT4q9Ng9C\nx/nlidPY62PF6vjzraU2Mx92nwa/3BueGmnFakmLaYSLx3XWuD12glkjc4K3R6xuJpdsyz2boelt\nI+kEqiNOqOa5rsdQTnxo0nUqsZImCdGQ0NW8mPU0pThNytybl9DrvgpipR1BrehmbCKlTGT5dwsq\nXQzOUjVp66TehI0bPQ14INp9AHA9sMQYc3Kqm4n8CXjYGHO6t+9p4FZj0qR7bQAAIABJREFUzEXe\nPpMy1FVRFEVRUqB1UntLzeukJhFYVUtRyiV440658iI9gsDVSi1VJxXs5N6vkxrS4+7oWVT90jRd\nQYRTnFjtLaEQjSOtOI2zmIaJkLCfZ7Rai2meG2R0Oe6jx2XXn9T3/LwmFi4uNG0gL7Nv3qS9mMXK\nt6qOqMzKVZQw5jWKV924E3yvBeYF4sYXqU4QtW2BSX/3xmiivcYzb4OF2wQ1fN3z6D+HcXVTSxFa\nZMO6v/UirRD1iRPlvbSeFisn42edzrOi3pcri1TyuSyFF3sPg6OOarE6qWlF6npgtjHmnmD/QcBt\nxpg3p+mIiBwH/Bg4C7gfOAM4CdjTL0GjIlVRFCWf22+HD36w3r3oz6hI7S11E6mOaAJXih4X4dnA\nuflC1SW5cTGEeUIASovUUgLVkReX1wdiNU6UOhGaROjWW0ycxiVBIvfeufNOXZ2cQCZMeOQkRl7m\n3UCsVixSoUdIkqZtpfhi1XMxfr7VCk0nVsMyO/44dZxvx6gnIdi51o34b+M9y6z/TELvxGq44OJI\nK1TLEZTFrplUv7Rc4krKhHV4vXbliNOwHFLPLf0FmNCFvLfPWpTFnGpcqx9QDZG6BZhujHk82L8X\nsNQYkzqRu4icCXwW+z/kUeA8Y8x9QRsVqYqiKB7GwIEHwn1pYrOUGFSk9pa6i1RHe3vx436ZmiDR\nzcadrFumE6gQI1IhJwp8kepbndImmYkTq75QhcrEahpRWlB3Mo4EcZqUdCaY9DuX3gnrIbOMnuQx\na4BNRx2V4v5ANluYuXkmMC06XqlI7Uva2xmdzdpnzotXdUITrCg6Y6MncOZYC+9qsGIkm2U8uYRP\n3YcFltnwGYVksepIEq1JQrUvicsEnURoAS5V6zRlOZk4cZokTP2M0+HiyZpOuwhTFZE6yCgmUtMm\nTrofuExEPmaM6QAQkW2BS6NjqTHGfBf4bjnnKIqiKNBSjcQpitLfSTEB7MpmeRnI3AnMhKaxuSQ3\nBQK1GKPIn+hXwy3SZf91xCVXSkMqUVoiuLZ7ZUWWU7CT/h6BugJrVbrTsyilnahHMXmrowQymUUw\napEnViM34YYWAnPnsimbtXGw84D50DwG9hgJV0WLIm1bvLqvK63g7oC879KRzdLRCZn7oGmaHeoz\nAFpgXrl//+NiV+NoicRiLcveQE4MJ4nTYn2NE6Jx1wjbxJSTCYXp2JhUvEniFDwLauTm+zKDwy23\nHqQVqecBdwH/FJGHAQHeAWwB3l+jvinKgGHMGNiQkIlSUdKy22717oGi9F9cqZCi+EmTwgRK23TB\nlijRTKkkM5Ds8ptEKFbjjoUUCNMYUVoq4U1SzCkUFahxyWZ6k0CGuXPZ1N7OJk+sjvPEacNZT2Pw\nXZqbNkBzC4wdBrOi5+75VphAlNTpahh3PpDN5pLmkLPEOjf15s3QNgyI4lTzStW4hEpxFDvmP47u\nkQlFYjHX4UoEbVKJoqR++YSW0VIUEaehKA1r9DoKxOkG8mJQ88Rpgz+X/ZW0dVIfFZHJwAnA26Pd\nPwYWGGMq/ZOkKIOGP/85ncCYNAmWLwdRp8Sq8/rrMLSsolv156ST4Kabcp/dc/Hb38Jhh1V+3aFD\n7XgoymDBj0tNZUX1J/huIu0+b00hVMsVqD7FYklLidJys6eGrr1Q1L0X4jPVVg1PrHZFVsX+IE59\nnCWUidaaOjb48T/fave1jIHMz2HSnOgcLwGTT/NGK2zbyIndPG8A93MrJkqLkVTyxvW7VKbrUveM\nu34xy2h4jhf37ASnX4u2WDZlFwMMVpyWEqR5+3xxqq69dSH1lC1y872hhn1R+og3vQkmTrRiKOSm\nm+zE2HHqqXDIIXDCCX3WvV7x/e/DaafZ9zfcYPvfl4waBS/HrD5OnmxjCr/yFbjgguTziwnZ1ath\n/Pjk4/Vi+HDYmqZydR9gTE7IjRwJm71/PE21nFjViAsvzBepjkMP7Z3oPvhg+P3ve9c3Rek3TCzc\nVdLNN44WgKB0R5xQLSVQw5jUJBJjSosI0yRBWqyeJCSX7Ahj/JKISnFUDa80x0AUAeuGwbq3wYQW\n65KeeZDEbNRgBdPYkVZkrRuWE6yLm+AIT7DmWVnTEv5s/VI37ngY++qelZeD8zfGXM9RjjB1bWJq\n7IK1LK/zBDvkC9dQnEJUNiZlaalicaf9bdGkP5N6iiMi7wbOBaZgsxo9CVxjjHmoRn2rGkccAXfc\nUbrdYOH55+Etb4m31o0KXC+MseMXcthh1pqTxCc/CZ2d8MMfputTnGXn5pvhE59Id75jXFSfYPVq\n+z5JpLa2wvr18N//DSeeWHh89myYMAG+9a3y7r92LTQXyUEwe7YVqZdeChdfXHj88suTz+2tFXCX\nXWDFitLtyqWrq7qW31NOgR/8wL7/3Ofgy18ufc4558C11+bvG+jW6KYm+MlP4KMfLd32tdfs4pRj\n+vTGFqnVco9/6SU44wy45ZbeX0vppxxewTnFXH6hsMZkokU1hQU1bXKjkCRhmibzalxMYEJJmbzP\nFCaf6akXWSv6qxDwYqGbW6zAXDessJlvVS1FyyqbnXoC1nUdrFhdN9xWhO6p+estyC4psrgQVxYH\n4I7W4NxQtCYRCtYkV944MerjWU1neeK0eXPuWWvBCvyukbAHdmx9K/Os7nhx2iM+S+Fq+c5r4GRd\ng4BU1aJF5ERgKbAD8BvsgsUOwFIR+Vjtulcdzj673j2oPeu8PAvTpiW3AxgxIvnY7NmF+1pa4Kmn\n8vede27yuTvvbEWDExppePVVK4jj+nn99fZ1Gy+H9MEHx1/nyCPzz43joINyAsb1Obx3JgPf/Gbp\nfoc4a92nPx1//I2ovvo559jXe+6Bjd4/+KlTc++3287+LFeutJ99kVEJ//iHFdHr18MLJSoTpOXA\nAys/97jjSre58sr4/cu8edhFF8E11xT+DAGefhr2379w/yWXpOtjvQmF9sknw2c/m/v87/+e7jqN\n5OZsTLy3gc9LL1XnXmPGxC9CKQOcKL6vZ4481k7uXdIksJPgvK0VO/N1mx+LCclJXZwofHVpTiz2\nCMjNwRYxZFNuK0mM1dTPxusnPSomULfpym2Q+56jyE+O5L57CoE6q9uOaVcLMBaYaV1WM2BLBZXK\nwjyQaG8vLI80DzgcMrdC6yM2wVQc64bZ2qjPvM1m8924kx1TtyXhrIphjKUvONO6Zt8RvOZZY+MW\nLdy2E7nnZUfss7RjtI2Mju8ETIEZU2H+VJg/EWZEGzsF1wsFajEX3Y2RcN1s2+yx2bZv25I7zxe3\nmRVR0qMHU2xzbGmgNZ2wAuvau3XhQhWofUzaqcvlwBeMMVf4O0XkQuAybHyqUkdaW3Pvly2zk9vD\nDoO77y6c6CZZmA44oPCYs6zuvnvuPuvXx1/DiQQnqtLi+pt0vU98Ak4/3fZlyxa77/e/h7/+1VqE\nfIZEyy6hNXPHHaGtzVrb/vhHKwCTGDPGjkU5zJ8PV19t7/+HP8DMmbDrrvCZz1hLo2PbbdNdL05w\n+SJ9773hkUfS9+8DH7Cvxb53yDHHwNKl1iqdxD1R5eSf/jRfMPlut0n85Cfwy18muwovWJDr87/+\nlX/srW9Nvu7OO8Ozz9r3kyfDkiX557/tbdaa/aUv2c9JLtqNgIj1eli71n6eMgWuuqp31zzxRPu7\nkMZCXStGlhmiVy777Qd/+pN9n6LKmjJQiOoLjgYmuZqbUSmQrhTP3IxiFqhiViQnDn2rqm/p7HH/\nDS9SqlMJbr1pLadxtSeT4k7julNEoPp0jQR2sfGXTRNh3BygE9Zns2zNZuub8bStzb7W0gIW1e9t\nJSofE+LE6hzYPcoy/XxrTLteMqs7twhzBDnBOaMp3gXY3zejVMZr5/IbPiObyV/MSSj98sMtMGGV\nFYtdLdDm1Sp2uPvHCdQkN93Qiu/H//qW17CmaSk0Y29jkMqSCmwHxDlMLQTeUr3u1IZGsiL0JUki\nwd//2GO593Hxjp//fP5nZ81rabGTPxf/CTkrYRoOPjjnmpvkHrvrrvZ1eLQ8+ba35Y4NGZKzGDur\npMOY3DW//337+uc/w3nn5dxpf/hDO58ZNiwnbB0vvQRnnpn7/N732tePfCT5+7S22vOGDIFZs+wz\nd/bZOXHh2HFHK1rdxHnEiHSxksbYvgLssEN5Yw2VuTsuWgT//Gf8sXnzclZrgOOPt2LKZ/vti19/\nyJB8AR/iFkjWroXubnjmGftz2W03ey8XUx0+5+EiiRN6YM//1KfyLe3velfxftYTkfwFqDg+9KHi\nxx98MP/zggXw7nfbBaw4l/O+pq0NHnoo97taDfzFq332Kb6ooQwA2tuhrY3RUZ3JOIG6blhhZt8j\nimwzmoiPrSsWmxlnVYWc9bMgqVFoaU2wvIbWU3evUKD61tJQoMZZTv3ESGUKVN+d0tHVEiX9WQDj\nZsMuwGhgeFtbTiz2Fe3tDG9rYzQwHhiezVa/D21tDG9rYzz2u8YKVKw1bs0i6PgwcI2tJzvp78kW\nwjQ40RZaU/3yKuVYVJd057ZEfIunY2TMFllH57fCU1vhrlWw+52QOQea3mNfd78T9nsCzl1lLZ+z\num3caTGBWsytvHljvmXVCdSm5dD0W2z93sgyuobS22oi114VqHUlrXxbDBwCPBPsPxj4YzU7VAsO\nOwxuvNG6yg1E3vc++3rJJfFJVorhhGAScQJyzRorlMBmo3XMmGGtVnFccYWdFC9ebD8vXgyvvGJj\nQvfaK/6cadPyrSC77567vhMmS5ZYd84wHtFx0km2rzvuaD870e1P7LujP8rDhuVci32c9fEzn4Fb\nb42/Tykh4TPcmyiVcs0OeeIJK7CcZRSsBff88634inNRrsSSVOo52nZb+PWv8/cdfHD++KxeXb1k\nRUOG2EWK73wnt2/SJPvz/PjH01/HP//EE+3zd9dd1v15552r09dqkiau9vTT4Ve/Kt3ujjvy48sP\nO8yO6aWX2s9XXVU8qVc5rFlj/7fPmJG8CDBsmHXzd8/Mu96Vv+jVG668Es46y76fONFa1gd6jPKg\nxbNijSKqrTnHiqUkV8nQGhjWTQRsXF8TLNkp2F/K6yK0qjpczGooVPOSLMUQJ04dcZbSkDjLqb+/\nRM3JOBffOLpGWmHQ1QLNk6HpXMjMhEl+TF9bW+1j+trbGe6Xc4mE46hq9iHhHj4dnYUlStZns7RG\nZXWaDofWOdAy2br3xsWrxuEskT4umdLYrVF8aoJFtaoUWayZ3wRnbLQxtE3LgQVWpLuxGL4IOw4j\nIHM47D4HJkXjMHZY7jtVQupyMaVQt96GIK1I/Q1wpYhMAx6I9u0PzAa+KCLHuobGmF9Ut4u9Z8gQ\nK1YGqki96y77+sUv2g2soHIWwBA3WXPixblTphVMTqBCTuCBjZXz4+V89t4bHn44f9+229oJdhpO\nOcXGMN54Y/7+Um65Q4fCBz+Y7h5xbqfG2Anu4YfDvkVK4pU7AR4+vDLx+PaoANSpp1rLMOQ8BZLE\nfiX4f5+vu866/f7oR7l9cYLuZz/LF6mhhboWFEs0VYqTT7Yiddiw4smu6olI6efEt2gXIy6meddd\n7fVXr4YHHig8Xik77GCTp1WCE5e9IZOBPfbo/XWUBsZz7c0QWbEOB+Zg4yMjQjdffwIfJ7h6LFLD\n4Q63yDaS8kt7+GIyFKyQTrRWU6CWEqf+sYhiAnXs1lyMpW/hyktKMxGYb8uxjHNCoVYuwMHzMIpI\nPM63h6vWh7hFkZnRsXkx4tS7x9bo3nRaocpMuxbSAtb6GOG7tua5qwKMhUw0xs1esqVm97NrzQlV\niLL/YoVqnjt73GKD+zkmPAdpuKob9ggEascimxXXLQ5sbW/PHwfsODjR3tVSeTIuX5xyZ+7n0YHW\nM+2PpBWpLsfpqdHmc13wuQ+mpkopvvrV5GOhoPrsZ+Eb38i3ouy1V74rMFhLnbNIOspxO+1NbNgN\nNxTGJYakScRTCTvvXPpvWl9baZwFvLk5N65pxUq5nH22tXj5ItWPj3VUYwzmzLEWzh/8oPaxhIcc\nYhMrNTLDh5duk5ZiLq/jx8OxxyYfL4fJQY0/P0Y4DaXcxBUFiK2nOW6RLefBfKv1mqNn0QlVZ2ly\n+PFwblIflrVgI/HxqE4kbkmxwhW65SZZWaFQtMYJ1FKUsp4WO6cEzg2zR4SsDBoEZWhirVjVFAkx\n4rTn3p3A+VasVq225cKFbG1vZ3U2SweQWQSjFtlD5XxPv5Zq0wYrMp01GmJiKWPK+zTNzL3PYK81\nabLNevt8IFb9jL+hYHUsaSncH7p4l2LsVvtsgPVmaJoTLSItgq5ocSAvftfPvr3AfqfMxMJasWno\nEahB3KnzcIdcH0qibr4NQSqRaowZEMLzC1+Ayy6rdy/qT2hR+cxn7OZz5JFWGGYyuX1xLrWlEvHc\ndptNwCNSvbiwX8TY6tesqe/ktq9FqrOeHnFEzqrp/6wccZltKyH8fvvsU/41rrsu3rrW0pLLcPzj\nKqVgu/fe0tZRkZygakRX0Oeey8Vt9wb33Vyt3lLtesuYoJTC8cfb+sCVnq8oRfHqaXZlszR3wrjz\nrYWraQ5kxgK75JcA8a2pjvDzHSRYm9xs11l6QotmuaK1mGBNqnmaRFw24jiBWsLF18e3ojrraWYZ\nPRaykNAbuirCMInAqhnHy1iBWtU+eAskmyKxCunv0eH3dyUwNidKi7mr+owCiBn/zGyboGnSZBi7\nUy4WO3QBjuOI4HcgtJynIcxg3O25fu8VicdMKE595tmXpiimPKlubIhvtX2Z+OdhHDmrain6xDVd\nKcmgSil06aUqUqF0Iql3vxve/36bIbMU//EfNo4saWL55jfbVxEbl/rJTyYn4wFrcbn2Wvj61wuP\nuQl2XJkc3wW5HvR2gj9ihK0rmxY3FscdB0cfbc/1z+/osKK1WL9WrYKdwnirBMLrlBu/OWaMtcjG\nidQNG2xio9BS3htL6syZpdv4NKK7b9qfTRwXXdQ7V+je8LWv5X9Oegavuqowcdby5TaGVFHKxonV\ntja6oCf2j/nWktM8hh6XynDSHtIjUJOsqJDLdhqSxg3X4WqtghWrEC9M01hRQ+sp9FqgOmZ12/Ie\nLauiJDTzrPBLqKgCRNZEqKk4dTGhSdS8tqUnVns+l0Pk8ss6YIxXw3MdsMAez7MAQ0+Zm6Sx74l5\nnQ+tE637rBOrs8rwzPFFaakMuz5xbrrdY4DDrHdDZkHCiXfmnqlm8heafKuqi8fNczFfDszJfyY7\nKLSsQ86qGhdH7NPRCWuyWWt5VbFaN1KLVBGZCvwbNtOvs6wKYIwxCZGISn8kzAZajCFDbFbbJLff\nqVOtgPy3f7MW3J13Li5w3vpWO3lNim1tVHorUltb4fnn07d34y1it+ZmK0wdzh23WL8mTIjfH9bE\n9a+zzz7lC9QTTihdczZOkPalZXzkSPscu0WVRuK88+DRR8s7Z/58u/Wlhfgvf7HJj+JcweOIq7Xs\nJ2JTlIqI3DHXOxdgb7Lrx/7FCdW8Ehz+ZDspPq4lRZti+IJ2S2BddcQJVP+8YtbT8HiZpZ+OwGZe\nDa2na4BN9Zi4xyUsmk9e/CF44hT6xm2zjHHYihVhLxO56Houv7447Uk2Rb7ILmXQXN3WlnvuR0Ri\ndRo074I1OacgTpRWGiPq46yqPd8T8sSpH7Pa5SeZ8qyqznW/R9BH7r1J1wjFas8zM7F4XzMLYJJb\nJMhm2ZTNajxrHUglUkXkfOCrwLPAi4CbUor3XhmkFHPPGznSuuKWw9ChjR+XdtxxubIu06db63Mc\ntSp/5ESdX3d1WEx2wEpEiquJ6zN6tH399KfLy6YLVviF2Y8PT3L1iejoSC92qkWjupn2NuNtOc/A\n2LGwbl1l93nnO8u/n6LUCicGelgJTWOjBDOt8ZlQ82jxXnciX4Ru9j67ifwoSmf+LYpvgb3XWlm3\n6YK4v4O9FaYlrKc9dS3XQ2YF8GBUvoPIolfHeL1YkUfxhEUNQ4k46sQantlsZeLI+z/bvDG/hmgp\nCmJjnSAEug8rvyt5rKTQSuz/vObOZWskMP3YXSr8H13g+hsT3xuH+1n0/GaqQO1z0k6hPwOcaYyJ\nKdAxcJg0ydZiVBqTWifSKYcbbsiJ1KVFwoZGjCid8AnKT5AzNspe6SdLGjkSNm3KCcpKOPvs+P0u\ntvWEE8q/ZpxoKSVA+1qg9nf22CPeAn766fGLDkl87nOF8enlEv68VbQqdce5VVI4WfeFqp8FtSAe\n1Usqs8QXrr5gHUmye3DZdMWLyXDGXcqlN2VCJLDf76pumLoqJ06dlWo11F/4xYi8TBSXWbPETLUg\ncE13cdQhzpXZlc5JQ15CosBVtnlzYbbrkERxGlmrIcrBVEa8qKPpt/TE2Ja14OEyIbtFpgjfjXjc\nApvAyrnoNhPv7tvRiY3ljYnn9XGxqzWLp1ZSkVakNgG/r2VH+grfAhYyZYqKVCUdo0ZZV+a//a10\n27FjS7f5wx/y3XVLccABNtlQKADC5EmlBMLpp+fXhr344vh27jqVlJXxz3n5ZTt2SnVJWuT43vfK\nu86551ZfpFbqTfCBDxTW4lWUcgndKhmTm6w7t8YkoeoTlmFZ3AR3tEaCtariNCLp72RSTGmFwhRy\n4rSndEgQd7q13uI0JEiW1W/EacjChWyFXBw1yQl/oLShPq/sToyITOuyWyw2FpLjRSG+fIyf1Khc\na3z4+9scI4x7kjNhLdOlrpdmqqXitDFIO324HjgJuKiGfekTxo9PPtao7n5KY3LaafDtb1fnWpUk\nyYmzmDY15ermpsG5aDre8pb4du53oxKrmH/OyJHx1xk3zgpYpTKq5WXQVEY9vLSkrb8ccsghKlKV\n6tO0IecGXEyoOlxWW8iP1dtjJLRFmVMXt0aCtZvKBOtG0seLhgI0sKSWqmkZWojnN8EZQV3LNYvy\n4/salkis9nvCsjYUitXMCMiUCJMBCqynIaWEao84XUmP+3FebGxUvmXcIttPX6h2uTI6oRU2JmY0\nDV3Ye3R0RkJ1pbWmxllwu8fksgjHuU0XWEZLMRCeqwFAWpF6CXCniPwVeAx4LdrvEiedXIvO1YJi\nk7mPfxxuvrnv+lIPitVPVcrjzDPt1mi8732596UypYZ1b5NobYUFCyoTqXGZl8PrLF4Mr71W2E5J\nRzVd4bffHl58sXS7n/8cPvzhwv3hz9Z/HsvhIx/pvVVXGaREE8xN0YR6TWeU6Res2+C04kLVESdO\n/Um+cxueNRxosiU8eqyrxTIDh5Rp+UyymjqBmlRiBOAq7/3YrTDp7/mWrhX0A3E6EIkpa5Mh33WX\nFF5ZSS64TRuKH+9pU0yguj5i3Y/DxEb+s9jrBY+jjmJrNpvLYhyJYrC/v4lMs/fNBBbgmmZ5VmpG\nWpF6OTaz71+wocv9NnHSyCKrlbNm9Vk3+pRXXrEJdo45pn9P+vwkQfXkyivr3YP0hJbSShGBE08s\n/7w1awrdnb/8ZXjve/P3NWJW3b7miCPgjjtKt6s1BxwAi0q4TEFyrGsoUkeUSPWfRLXqKiuDlIT4\nxXF3AodbC1CzswAFQhXyS3CsG2aPl4rnK6AabsAp7+kLVN/6G+IL7swK4JrK3DCVGlEsuZInVsuJ\nB21ajhWe90HTTGBicWtrGrYuXMjqKIt26/lWTGfmQ2YiFbv25hGNQ56F2fv9LUqR7MhK/yKtSD0T\nONEY89NadqYvSHLpnTu3sni7/kAmA6+/3v+/XyZT/+RJr71WG5fIgcJuu8HTT+c+x1lRL7ig7/rT\nG3bYAV54oe/uN21a5SK1mr8Xt95qr/emNxVv1x0mlonQpFdKQxHEL/ZM+rET9sw0YJecAHVZf0PW\nRdnT85IuOXdf73/CEQBNkTXVpxyxWqbrb5xAdWIUYpLhONEyD57pVHFaU9rbIZtlOGVmHQ6e2+Yg\nE3DTxNJC0/85u+zHoxZF8aQzqSj5UVwffbE6iioveBRJllWMhs7yrKQmrWzpxFpRG5qHHird5owz\nbC2/kJtusq+H9SK1dhoXud5SqXWhqUmzbFaDoUP71zjGPeu1ZMmSvr1fLUmT8Kqa/Nd/5d6fckp5\n5555ZnI8cbk0NaVLduS7Z192mX19/vn4WqcuLvX97y+vLxMmwJw58JvfxB//0Ifs67hx8ccVpYe5\nc9m6cCGbsC6taxYB84AHbQ3QllW25AokWyEhEqbD4KmRsHCb+PI1R+DFhsYlNopjpLe1eFsJkgRq\n82a7tayy4jSzzCZEanoPdHwY1pwPD3XCpoULdSJfC9rboa2N0dks44FdgNHA8LY2eywt4XPbacsB\nMSf6eS4vPKVpQ5T8akFUOqjTnrseKyB7nv1r7PnOFbhioj6uBp6iRs+UG4ejjmI9FN1WEyX70ue6\n35PWknoNcK6InG1MvW1ZycS58ob1NrfZBpYtg9Wr45PVvPFG4b5774UDD8zf9/GPw49+lPt82212\nUvv2t8OTT5bf97Rcd52dmO29NzzySO3uo/R/0vym+lavanjDNDeXbtPIfOlLcMkl9v2998Z7Xowd\nay3G99+f7pq77WbF1v/+b/zxxx6zIsv/+1WuS/lZZ9mtLxdQfM8MZx1PinGeOhUefNCWyimHFSvs\nfYYMgZNOyi0m+rzyinWVdvWY1dNBKUqUUXV1W5u1qnqZSpsnwwTg+dbk052VNba2qoezqEIJq2qp\nrLxFhOqMpvysw3kC1WVojcqHdCzqB3VEBwptbQwnl603M9vunuRiJKMyKWW5oXrJldYDrZ0w6vx8\nqyiQVy4mrw5pdK+tRdzf08S8lupjzRkoybKUVKS1pM4ETgRWisgdInK7iPzKvdaqc93dtiRCHG61\n3k8MM3kyPPpo6esOGWInjXHMmVO4b+ZMOPro/H1hAqKjj7bXfeIJKw58AdubupWHB773jbtEoPRH\nDj449z5OAJTLttvC+vWl2zUqF18MF0U5zFsSJofPPZcsOKHwd/Qm0AWMAAAYR0lEQVS66yCuxN39\n91txuuee/Scm1z0vf/qTFZ6ubm4p12A3JmkTdTmGDs2J4STrbiYD//Efuc+l+qIoSZSyKPluwLO6\nc1sSR5Czqs5oImcdTbCaunbzvW1GzAbFBWquw9HrnSh9RQkraa8qsM2da8XqUUexmkKrKNfY92sW\nWTfu1cCmo46y4tEJu8Ai+UynXcBgDlbgBtbXTURWSRWGSh1IK1LXY0vf/gF4Mfr8Ejnrek0YMsQK\nz5BbboEbb7Tv/Uk2FE4Qy7UshJNJd73bbssJ42uusa513/1urp8hvtjd6GUDjKtnuOee0NlZuP+0\n03Ii/IUX4KmncjUmk+oiKko51MLy1l8EVxKvv557f/fdufeXXmpfR4ywv3+vv56ckfjkKN+5Mfkh\nBP5477+/9egI2X773i1sVYuDDircN3Kk7d/06fa7TJmS7lru72hvnrcvfxkeeCD3t9/nE5/Ive9P\n7vhKHWhvZ3hbG+OBSSMgczU9ZTs6dimeHGns1sIN8gVrnHh1YjLPBdhz53Xi04la/xpXdef2u21+\nU367ghjUlPUwlRqQICQ7IuG4AisceyX8ontsiu7xTGf+PdYTI05jrhHnRrwmSni0mijhkFrclTqS\nyt3XGDO3xv0owFlj4iaBH/mIfTXGuud+6UuwdGl+m6uvhq1b4xO3+Pd4+OH8TKPbbgv33WetpyFT\np8Izz8A559jPp5xiMwLHubC5iZJvsT3+eFsL8o47bPbM2ZELyLJl1k3y17+2Bewd118P551n32+/\nvd12282K4wMPhL32Sv5uipIGtcwXct55hbG8H/gADBuWv8+5lf7f/+Uy3bryayeckC+mpk+3ltn7\n74d997UuqnE00s/jd78r/M7bbZefTCptf92i2i67VN6fN78Z9tsv33tGa1srqWlvZ3g2SzMwDlt3\nkqh0RveYXI3HYvhCMI4w4ZITqnm1VxNiWF1bv+yNS9bUFnPtnj5tzc/YqzQIQcKfmrhZV+Menvt7\nz/maDVdpENLGpAIgIrsCU7BlZ540xvyjJr0iZ43xReruu9sJoc+QIbDzznaDnKvXpz+d7h6HHAKr\nVuXvnzHDTlL/EqSKCidkQ4eWjrE666z4axxzDNx+uxWdrkTDO95Rus8iNvkTWFGb5LasKGkYMsTG\nZoe/A4OZ7beH446z7/fc076+5z3Jgmy33ezrWWfBt79t34dlV6ZNgw2RK+HmGk8kXR+qzQknWNdl\nn7Qi9cor4WMfs9bj3rLDDtDVVVje6LnnbGI5taQqeUTZVUdTWHfSZUf1Beq6YGEmLktu3vEEYRu6\nBkMgVoNjcWJzAl7W4VcL+xb2T2lAXAxle3vthF814jSjmFcVp0ojkUqkisgo4EbgWMClFhoiIj8H\nTjbG1GzadfjhcPPNNrlIGhe4PfaAv/2tvHvECb04F96kkgtJHHpofkypCFx7bS6xkrO6OOIyVIaJ\nn3yOPLK8/ihKiAjcdVd6t83Bxvjx9rWU8DnySDj22Nzn/fevbQK1YoTWz0oJY0Bvuqnw2mkzII8e\nXR2B6hg+PN+iCvGJ8JRBTCBOexLY+ElmInz3WCcMw7ItEB+z2uxZ85sj912/7irkW0R9QlHaUyLG\nu0+GXJmQZi9O3u9j0rmuNqYrP9KBZylT+pb+IP76Qx+VQYWkSdYrIjcBBwCnAQ9Euw8ArgeWGGNO\nrmqnRPKSCK9YAbvuat3kli7tG5e46dNtNkr/XkcfDb/6VWX3/8EP4IADSosBfzJsjI17+9e/tMSC\nUltee00TziRx3HHwhS9ANguf/3xjueSGLF0K73xn9X6WIrB8uf37m7Rw98IL5SdEqhWPP26/u7Nu\n+4gIxhi1s/YCETEP9rcYtTg338OxYtVnYsL5K4PP93nvi10jYQHHCc4eMemSG/n3SXsPx8rgszs/\nIcOroihKozCtrS3xf3Nad98PAbONMfd4+xaLyKnAbUBVRWqIKwtTbzeuY47JueyVS7l1Dx+IlgKG\nDlWBqtQeFajJ3HKLfc1m69uPNOy7b/WvOWpUvEAFG5fbKAIVcu7ZitJD5Aq5ta2NLqLSHYuwqSA9\nMiPiTrZWyERSXgPPoyovJNXLupt4nxT3SDp3DdAF5ZU6UZR6ES0oaVys4kgrUkcQn8X3JaDmlRFd\n0o2+FKlxk/aTTrJbX7Dffn1zH0VR0jF9+uCswVnvxUFFqQpBgpgCOuMnM11l3KI5pdCMI+194u6R\ndK6KU6Vf4Hk7ZKJd67NZtmazml14kJNWpN4PXCYiHzPGdACIyLbApdGxmjJhgnX5/ehHa32nHAsX\nwrp1pdvVgsceq899FUVJ5tBD88vTDBaqFeOqKA1BJFbjSNqfltTn9yJBTW/7qCgNQ1JSszthVGfk\nCdDWVv2syEq/IW2d1POA/YB/isgfReQeYBXwHuDcWnXOZ+LEvl3RHz8e9t677+7n89a31ue+iqIo\nPhs2NEbNVkUZUKh1U1Egm8UlwR7l9s0EDrdu7Rk874b29r7tm9IQpK2T+qiITAZOAN4e7f4R8N/G\nmGIRG4qiKEo/paWldBtFGVC4yXBvhGRkISqKuuIqg53IqyEvXvz8XCZqjadWUmX37WvC7L6OGTPg\n/vsbO7tmbxGxNQCHJxTuVhRFUcpHs/v2nn6Z3TctkbAcjrXeVJQNNya2LgnNuKsoHt7vH6g4HUwU\ny+6btgTNFcCzxpjrg/1nADsaY75QlZ7mrjtoRaqiKIpSfVSk9p4BK1Lb2hgOtJJzO3TWnFRCMim2\nrggdi+w91oPG3CmKoxfx2kr/pBoidRVwrDFmWbB/X2ChMaaqUZRJItXFpKpIVRRFUcpBRWrvGXAi\nNa6G6vzo2H0phGQgTkcBmdnYuLqJJe69Ephny8eoWFUUZbBSjTqp25ErOe2zHti+0o6Vy267wdNP\n99XdFEVRFEUZkATW0x6BOhEYa5tkoKd8TAewqa0tZ1VNsp7OBKZB95jit28aa++XuS93j/XY+DwV\nqoqiKOlF6irgYGBFsP9A4Pmq9qgIv/sdPPdcX91NURRFURRFURRF6WvSitTvAd8QkWHA76N9hwJX\nAlfVomNx7LST3RRFURRFURRFUZSBSdoSNFeLyFjgWsgl34o+f6VGfVMURVEURVEURVEGGWktqRhj\nLhSRy4Ep0a4njTGba9MtRVEURVGUGrFwIVvb21mfzdIBjOuEzDxycaXzKrzuxNJNmpaTlzhpDVoT\nUlEUJWRIOY2NMa8YY5ZGmwrUBmTx4sX17kK/RceuMnTcKkfHrnJ07JRY2tvTt507l60LF7IJm3Dj\nmU6b0dcXqJkRNinSOGA8MDybZXhbG6OzWcZj94+bjU26dC50T05OmtS0HJp+CyyAjvNhTae97yZg\n68KF/U6gPvjYY/XugqIoA5iyRKrS+OjErXJ07CpDx61ydOwqR8dOyaO9HSLxOLytrTyxunBhnlhd\n02ktnD5OrO41AnYBJo2w4jTzc6w4PayION0QiNNF9j6riayn/TSb70OPP17vLiiKMoBJ7e6rKIqi\nKIrSUMSUglnTCR3ZLJuy2VzJmDRELsCrfRfgEYXNMlcDE63VtBhNG7DF+xYAd0b9wlpOy+qXoijK\nIERFqqIoiqIo/YtInObVOp0NzIRx95ETheWK1blzYe5cWxMVyHRGNVDBxqvOKS1OoTDu9GWiOqjQ\nby2niqIofYkYY+rdhwJEpPE6pSiKovRrjDFS7z70Z/R/s6IoilJtkv43N6RIVRRFURRFURRFUQYn\nmjhJURRFURRFURRFaRhUpCqKoiiKoiiKoigNg4pURVEURVEURVEUpWFoOJEqImeJyAoR6RSRB0Vk\nZr37VE9E5EIRWSYim0RkrYj8SkT2jGn3RRH5p4hsEZE/iMiU4PhwEfmWiPxLRF4RkV+KyI59903q\nSzSOb4jIt4L9Om4xiMg4Ebk5euY6ReRxETkoaKNjFyAiQ0XkChH5RzRu/xCRy0SkKWg3qMdORA6K\n/pY9H/1efiKmTa/HSETGiMiPRWRjtP1IREbX+vspykBH52qKotSahhKpInI8cA0wH5gK3A/cISI7\n1bVj9eVg4Dpgf+C9wOvA70Skp2y4iFwAfBr4JDAdWAv8VkS29a5zDXAs8O/AgdiM/VkRaahnoBaI\nyH7AqcAjgPH267jFICItwBLsWB0J7IEdo7VeGx27eD4PnA78J7A7cA5wFnCha6BjB9iSlo9gx6cT\n7/cSqjpG/4P9X/J+bAGRdwE/rsH3UZRBg87VFEXpE4wxDbMBfwauD/Y9DVxR7741yoad3L0OfCD6\nLMAa4EKvTTO2LNtp0efR2PJsH/XaTAC6gffV+zvVeLxGA89gxf4fgG/quJUcsyuAe4sc17FLHpvb\ngZuCfTcDt+vYJY7ZZuDj1X6+gLcDbwD7e21mRPt2q/f31k23/rrpXE033XTri61hVuVFZBh2lfvu\n4NDdwAF936OGZRTWAr4h+rwLsD3euBljuoB7yI3bu4E3BW2eB55k4I/t94FbjTF/xE5+HTpuyRwD\nLBWRn4nIiyLyVxE52zuuY5fMHcB7RWR3gMhF9RDg19FxHbvS9HaM9o927Q+8Yox5wLv2/UCH10ZR\nlDLQuZqiKH3F0Hp3wGMs0AS8GOxfC+zQ991pWK4F/gq4iZcbm7hxG++16TbGrA/avIidDA5IRORU\nYFfghGiX71Ko45bMrlgX1a9jrarvBL4lIhhjvo2OXSLGmO+IyATgSRF5Hfs3dr4x5ntREx270vR2\njHbw2vzLP2iMMSKi/1MUpXJ0rqYoSp/QSCJVKYGIfB27UjnTGGNKtSeI8xpMRJasy7Fj1e12k29N\nTWLQjlvEEGCpMeai6PPDIjIZOBv4dolzB/XYicingJOwcZKPYwX+tSKy0hhzY4nTB/XYpaTUGKX5\n/VYURVEUpcFpGHdfYB02nii0FGyPjU8a1IjIN4DjgfcaY1Z6h16IXuPG7QWvTZOItAZtdvDaDDT2\nx674Pi4ir4nIa8BBwFki8ir2eQMdtzhWA08E+54C3hq912cumYuwcVm3GGMeN8YswFqkXeIkHbvS\n9GaMwjbb+QdFRIC3MDjGUVFqgc7VFEXpExpGpBpjXgUeAt4XHDoMG0c0aBGRa8kJ1KeDwyuwE673\nee2bgZnkxu0h4LWgzQRs1taBOraLgL2AfaJtKvAg8JPo/XJ03JJYgv2OPrsBK6P3+swlI9jEPD5v\nkLPw6diVplpj9ACwrYj48af7Y5PPDYZxVJSqo3M1RVH6ikZz9/068GMRWYr9Y3cG1nrwvaJnDWBE\n5NvAHGwym00i4mI+NhtjOqIYq2uAz4vIU1jxNQ+bMfN/AIwxm0Tkh8BXonisl7Bj/TDwu779Rn2D\nMWYTsMnfJyJbgA3GmCeizzpu8XwDuF9EPg/cgnVZ/U8ia6A+c0W5DficiKzAWqPfCZyHzfCrYxch\nIhlgcvRxCLCziEwF1htjVlVjjIwxT4rIncD1InIadqHgemym5eV99V0VZQCiczVFUWpPvdMLhxtw\nJnYlvQtYho0prHu/6jgeb2Bda94ItouDdpdg3TQ7saVWpgTHhwHfxLrqdAC/BHas9/fr47HsKUGj\n41ZyrI4E/haNy1PAJ2Pa6NgVjkkG+Fr0N2wL8HdsLcFhOnZ532+W97fM//t2YzXHCGjB1kV1i1Y/\nAkbV+/vrplt/33SupptuutV6E2M0V4eiKIqiKIqiKIrSGDRMTKqiKIqiKIqiKIqiqEhVFEVRFEVR\nFEVRGgYVqYqiKIqiKIqiKErDoCJVURRFURRFURRFaRhUpCqKoiiKoiiKoigNg4pURVEURVEURVEU\npWFQkaooiqIoiqIoiqI0DCpSFUVRFEVRFEVRlIZBRaqiKIqiKIqi9GNEZJaIvCEib07R9loRWSYi\nXSKyoi/6pyjloiJVUWqIiLSLyO317oeiKIqiKIMCSdmmHbgZMDXtjaJUiIpURakSIrJYRL4V7P5P\n4MR69MchIt8TkW/Usw+KoiiK0htE5HwRWR5Z/1aJyBXesXeIyO9EZIuIrBeRm0RklHe8XURuF5EL\nRGSNiGwUkStFZIiIXCYia6P95wf3fENEzhaRX4tIh4isFJETgzZp732OiDwvIi+JyI0iMiK4zmdF\n5JnoOo/49xGRiVFfjhWR30Z9eVxEDnXHgf+Nmv8rantj0lgaYz5ljPk2sJx0olZR+hwVqYpSQ4wx\nm40xL9fr/iIiwAeBRfXqg6IoiqL0BhG5EpgHXA68HTgWeDY6lgHuAl4GpgOzgQOAUKQdBOwMHAyc\nAXwWuBM7Fz4A+CLwVRGZGpz3JeA2YB/g+8CPROTdZd77QGAK8G/A8VG7c7zvdzlwEnBW9P2uBK4X\nkSOD61wOXAPsDSwDfhr14Tngw1GbKcAO/vUVpT+iIlVRqoCItGP/AZ4drWB2i8jOobtvZG39johc\nHa24rhWRT4lIc2Tx3Cgiz4rIR2PukbjKWoTpwHDgvgq/10Ei8icR2Rz17c8ismcl11IURVGUchGR\nbYFzgQuMMe3GmBXGmGXGmOujJicA2wAfM8Y8boy5BzgNOFZEdvUutRE42xjztDHmp8BfgO2MMRcZ\nY56JrvcsVkj6/NwYc0PU5gqsxfLcMu+9CTjDGPN/xpjfAre6+0Qi8zzgFGPM3caYZ40xPwF+AJwd\n9OXrxphfG2P+DnweeDOwjzHmDWBD1GatMWatMWZz6kFWlAZERaqiVIdPAQ9gV093AMYBq7CxHmG8\nx4nYf1j7Al/Gror+EngceBc2RuRGEdnenVDGKmvIMUA2+gdWFiIyNOrXPdhV232BbwDd5V5LURRF\nUSpkCnax9fcJx98OPGyM6fD2PQC8EZ3reMIY4/8/fhF4LLjWi8B2wb4Hgs9/8q5b6b3XAG+J3k8B\nmoG7ogXhzSKyGWvt9YUuwCPBNfCuoygDiqH17oCiDASMMS+LyKvAFmPMWrc/crcN4z0eM8ZcGr3/\nuoh8Dug0xnwrOudS4AJgBvALb5X1MGPMkui8Z0XkPdhV1t8U6drRwEXF+i4i84DVxpgbo8//A1yL\njVUZjRW5Lvvf08WupSiKoih1ICmu0heGr8ccey1mXxoDjn/dSu/t7uNej8K67fqE/ev5bIwxdoqh\nBidlYKIPtqL0LYb8lVCAtcCjPQ2MeR3rtlPJKmsPIjIJ2AUbL1OM2cBD0TlDgSOAx40xL2Gz/90l\nIlkROU9Edkr1LRVFURSlOjwJbAUOTTj+BPCOyC3YcQB2jvukt6/SLLb7B5/38677ZBXu/QT2+000\nxvwj2FaV0c9Xo9emMs5RlIZFRaqi9D1xK7fFVnP9VdZ9vG0K8L4i9zkG+J0xpjOpgYiMAXY0xjwc\n7ZoOPGWMeQXAGHMy8B6sy++HgP8TkWL3VBRFUZSqEcVWXgtcKSJzReRtIrKviJwRNflvYAs2odFe\nInIQcD02lvQf3qVCi2ecp1PcvtkicoqITBaRC4H3YsN0ABZUeO/w+30N+JqInCQik0RkqoicISKn\nJg5MIc9i5w5Hich2kRdWLO4ewHhgmIjsE93zTWXcT1Fqirr7Kkr1eJXa/E75q6yLyzjvaOCmEm0O\nBv7ofZ4F/F5EWo0x6wGMMY9grb9fEZHfAJ8A7i6jH4qiKIrSGy7Eehh9AZiAjR29GcAY0yki78cK\nx6VAFzYbr5/dNi4/RNp9X8Rmzv0m1vNprjHmoWre2xjzBRF5EfgM8F1stuC/Al8JzknEGPNPEbkE\nmwH4B9jxOTmh+Q3Y///uun+NXneh0OVYUeqC5MdxK4pSKSJyPfBu7D+zDmA9ViS2GmM+GLVZDDxq\njPlP77zHgFu8OFVEZA1wmTHmO9Hny4Azgf8C7gW2xbocdRtjbojpy3bAP7FW0n8V6fM3sXG0nxOR\nJmxCiHnAZCCLdSn+JbAa61r8Y+A7UYZDRVEURRmwiMgbQJsx5hf17ouiDDbUkqoo1eNr2JXLJ7Ax\npLtSuIKatKJalJSrrD4fBJYWE6gRhwBPiMjHsNkTfwbMxMaobsGK1VuBsdiV6wXAVaX6qyiKoiiK\noiiVopZURRmAiMhtwH3GmK8VabMdsMwYM7HPOqYoiqIo/QS1pCpK/VBLqqIMTJYAPynR5hBsQiRF\nURRFUQKMMZpgVFHqhIpURRmAGGO+mqLZXti4U0VRFEVRFEVpGNTdV1EURVEURVEURWkY1I1BURRF\nURRFURRFaRhUpCqKoiiKoiiKoigNg4pURVEURVEURVEUpWFQkaooiqIoiqIoiqI0DCpSFUVRFEVR\nFEVRlIZBRaqiKIqiKIqiKIrSMKhIVRRFURRFURRFURoGFamKoiiKoiiKoihKw/D/V+Hs3szNoQQA\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7QAAAEtCAYAAAA4MSwMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXmYXUWZ/z/VEdIk2jQYSAsmYAyCGCUIOKgRGwY1EkXR\nUXAbW2lEcdDozwVcMIg6OjgaVEQQpR0U4hoZRYIgttqDIItBFlmULRISiKETSHdDSOr3R526p07d\nOtu95/btTt7P8/Rzzz33nDp1lnu7vvVuSmuNIAiCIAiCIAiCIEw2OtrdAUEQBEEQBEEQBEFoBBG0\ngiAIgiAIgiAIwqREBK0gCIIgCIIgCIIwKRFBKwiCIAiCIAiCIExKRNAKgiAIgiAIgiAIkxIRtIIg\nCIIgCIIgCMKkRAStIAiCIGyjKKX2VkptVUpd4K0fiNbPblffBEEQBKEKRNAKgiAIE4JIYLl/Tyql\nHlZK/UYp9ZaM/fZTSn1dKXWLUmqDUupxpdQDSqlfKqXerZTaMWPfTzrHe06T/W+4H+OAX3ReB9YV\nRik1qJTa2lyXBEEQBKF5lNYN/z8TBEEQhMqIBJIGTo9W7QA8F3gdMAX4qtb6/3n7nAZ8BlDA1cD1\nwKNAD3AYsA9wg9b6kMDxFHA3sFe06r+11h9tsO8N96OVKKX2xpzjgNb63c76HqALuFtr/WQD7Q4C\nL9NaT6mmp4IgCILQGE9pdwcEQRAEwUVr/Vn3vVLqCOAKYLFS6mta6/ui9Z8AlgD3A2/SWl/nt6WU\nehWQJlJfiRGz/wO8GninUuoTWuvNZfpbQT/GHa31GmBNu/shCIIgCM0iLseCIAjChEZrfRVwB8b6\neQjULI9LgCeAo0IiMtr3cuColKZPiF7PA34AzACOKdO3ZvqhlOpTSv1UKXW3UmokclMeUkq9rUwf\noraeppT6ilLqH0qpUaXUX5VSHyLl/3xaDK1S6ujIxftBpdRY5DI9qJR6nz3fyJJ+mHmbcBH/rdPO\nC5RSFyul7o3aeUgpdYNS6qtKKZlMFwRBECpD/qkIgiAIkwEVvdq4zXdh/oddrLW+LWtHrfUTdY0p\nNRM4GrhTa321UupRYDHwHuBHJfrVTD++CdwCDAIPYgT1UcCFSql9tdanFemAUmoq8BvgYGAlcCGw\nC/BpoDerS1477wG+FfXlEmAdsDtwANAHnAM8gnEJ78NYt5c4TdwbtfMC4FpgC/C/wD0Y9+Z9gPcB\nnwRKuzkLgiAIQggRtIIgCMKERil1JLAvRsxaC+iC6PU3DTZrhegAgNb6ZqXUn4HDlVLP1lr/vWA7\nzfTjeVrre9wVSqkdgMuAU5RS39Jary7Qzv/DiNmfaq3f5LT1ReCGjP2U9/5E4HHgAK31Oq9fuwJo\nrTcApyulDgdm++7hEe8EpgKv01r/wmtnZ2C0wDkJgiAIQiHE5VgQBEGYSCil1GeUUkuUUp9XSv0E\nWIGxJi7VWq+KtntG9PqPRg4A9GMsiP/jfHQBRuSdENovhYb74YvZaN1mjOX2KcC/FmzqXZhz+ZjX\n1r3A10p2awsB66nWen3JdgDGAu1s0JKNUhAEQagQEbSCIAjCROMzwGnAKRiX2d8B79Baf6Si9o8A\n5gBXeBbQizCxsH3jEeeplJqtlDpbKXW7UmqTjUUFfhJtskeBNp4GPBt4ICSQMdeuKN8HpgG3RfG4\nr1dK7VZif8syjDD+uVLqe0qpf1dKPbuBdgRBEAQhFxG0giAIwkRCa607or8pWusZWut/1Vpf5G33\nYPT6zAaO8Z7o9XvegdcDv8TEjb6uYFsN9UMpNQe4EePmuxr4NnAGJibV9mtqgaZ2jl7XpnxeOJOx\n1vqrGHfh+4APAD8D1iilrlJKHVSineuAlwFXAf+Gceu+K0pUdVzRdgRBEAShCCJoBUEQhMnIH6LX\nom65AEQWx9dHby/2svRuBd4QffaecAvV9AP4MLAr8G6t9RFa68Va689EMam/LtHOhuh1ZsrnPWU6\npbW+UGv9YuDpwCLgO5iMxpcrpWaUaOcarfVrgW7gpRixPhO4SClV9loJgiAIQioiaAVBEITJyAXA\nZuCNSqnnZm2olNrReftOYAfgeuD8lL+HgSOjkjyt6sdcTFzwTwObvrzAcQHQWj8K/A14ZmT19ekt\n2pbX7gat9WVa6/dgLKy7YoStZQvU4pGz2tmstf6j1vozGKsvmOzSgiAIglAJImgFQRCESYfW+j6M\ne+6OwKVpLrFKqVdjkkpZTsAIyZO01u8J/QHnYpJD9bewH/dExzjc2+5VRY7rcQHm//mXXIGplHoW\nsYjMJcpcHMJafzc56/6J6f9egXZeopTqDLRjrcUjRfskCIIgCHkoSTYoCIIgTAQil1+ttZ5SYp9P\nY5JIdQBXY8rUPIYRYYdhLKHXaa3/RSnVi4nr/IvWen5Gm3thBOeDmNI0W6rsR7T98zEliDQmCdSD\nwDzgVZg6uMcCS1LK4vjH3hHj+nwIcBPGZbkbeBPwe4xFdEBr/W5nnwHg34G9tdb3R+uGgUeBazBx\ntAoTC3swxqL9YnstnJq1KzFlhkaBe7XW31dK/Rwj1P+AqU37GPA8YCHGRfqQlARWgiAIglAaEbSC\nIAjChKARQRvttx9wEkZEzQY6gXUYsfUT4Pta681KqR8AxwEf1Fp/I6fNy4EjgTdorS+psh/O9i8G\nPgcciCnTsxL4Mkb0/ZaCgjZq62kYS/GxmPjXezCJpn4O/J16QXsBRtA+yxG0J2IE9QEYa+oYRpBe\nDJyjtd7k7N+BiYs9DpgV9X9Qa32EUuoVwFuAfwH2jD5bBVwO/LdTekkQBEEQmkYErSAIgiAIgiAI\ngjApkRhaQRAEQRAEQRAEYVIiglYQBEEQBEEQBEGYlIigFQRBEARBEARBECYlImgFQRAEQRAEQRCE\nSYkIWkEQBEEQBEEQBGFSIoJWEARBEARBEARBmJSIoBUEQRAEQRAEQRAmJU9pdweaRSklhXQFQRCE\nStFaq3b3YTIj/5sFQRCEqkn73zzpBS2A1vJ/sxGWLFnCkiVL2t2NSYlcu8aRa9cYct0ap+y1U0q0\nbBVcf/75lbRz7iWXcOLrXldJW+1mWzoX2LbOZ1s6F9i2zme8z2VKfz+dwLTo/QiwacEC6OurpH25\nN41xcH9/6mfbhKAVBEEQBEEQBEFoli3nn8+mgQHGhoZq74WJjQhaQRAEQRAEQRAES18fWyqyyAqt\nR5JCbcf09va2uwuTFrl2jSPXrjHSrtsPfwg33zy+fZlsyDM3uTlo333b3YXK2JbOBbat89mWzgW2\nrfPZls4Ftq3zmSjnoiZ7/KlSSk/2cxAEQWgUpeCII+A3v2l3T7YdlFKSFKpJlFK6qhhaQRAEQTi4\nvz/1f3PTFlql1A5KqdkN7HeYUup/lVL/UEptVUq90/nsKUqpLymlblJKPaaUWq2U+oFSalaz/RUE\nQdjWcOf05syBH/2ofX0RBEEQBEEYT6pwOX4ecE8D+00H/gJ8EBgFtPfZgcDnotfXAbOAFUqpKU31\nVhAEYRvDFbT33ANXXdW+vgiCIAiCIIwnVSSF0kBp1yyt9WXAZQBKqQHvsw3AK911SqkTgVuB/aJX\nQRAEgaSgBdi6tT39EARBEARBGG9yBa1S6h6yReuOJK2rrWLn6PWRcTiWIAjCpGFkJPl+dNS8bt0K\nJ58MZ589/n0SBEEQBEEYD3KTQimlxoDvAXelbLIHsFhr3bD7slLqUeD9Wuv/Sfl8R+C3wMNa69d7\nn0lSKEEQtltUNNVofwbd96OjMG1avQVXyEaSQjWPJIUSBEFoPVP6+wHYsmABtKLM0MAAU2w93lYd\noyBZSaGKuBzfDPxFax2c41dKzQcWN9G/TJRSTwG+D3QBrwlts2TJktpyb2+vlGgQBGG755Zb4NnP\nbncvJgeDg4MMDg62uxuCIAiCUIyBAaYPDTEtejsyNMTY0FClonNKfz+d0NJjVEURC+1Z0XYfSPl8\nLvBtrfXhDXcixUIbidmLMYmnerXWDwX2FQutIAjbLdYie9VVcPjh8XuAxx6Dpz5VLLRlEQtt84iF\nVhAEoQVEFtNdgW6gaydgIWxcDsPACDBGk9ZURyzXjgFsHK3wGA3QlIVWa/3BnM//BjQsZtNQSu0A\nLAP2J0XMCoIgCIYjjqgXrqec0p6+CIIgCIJQIZGQtRbT2ZGQZSHQA10LoWuxIzobsaY6x9gjWtXl\nHKdrMaYuTcTY0BBbYEJYa6vIctwQSqnpwD7R2w5gr8h9+Z/AauDHwMHAa83mqifadlhrPTbe/RUE\nQZhsXHuteV23DmbMaG9fhG0PpdSpwOeBs7XWJ7e7P4IgTCKc2MxW0XIL4sCAeW3mGAWvgxWy3UDX\nMdSELD3AmmijhdC1AoZHw23k9cE9hmXjKLDc/LXTOptH2wQtcAhgqyVq4PTobyB6PTpaf4O3Xx8Q\nTB4lCIKwPfOQ58dy3XXm9fjj4ZJLxr8/wraLUupQ4ARMPXlxahcEoRiOy2wrcMXY8NAQI0NDbGqB\n+LLxpUBjcaWeW69lOGXzmuvvUmIh2ywZQtZlIgtZS9sErdZ6EGOZTaPhrMmCIAjbIzfdFF5/xx3j\n2w9h20YptTMmWeO7gCXt7Y0gCJOCkMtslSysX9VFFFs6NMT6qpIZeTGsUNLF14+BPaa+zwCs8Paz\n7sXzm+u+24c8IQvm3NYzcYWspS2CVil1GPAR4IUYN+13aa2/522zBDP7uwtwLSZp1G3j3FVBEIRJ\nw/33t7sHwnbCecCPtda/U0pJ8ixBENIJiKeay2xV+NZK+35NFFu6ArqbFbZefGktthTTfl3sqp8U\nL7S/b21d42zf572v0Cpbl/DJ3ovoPGByWGVd2mWhnY5xU/oexn044a6klPo48GHgncCdwGnAFUqp\nfbXWj41zXwVBECYFjz/e7h4I2zpKqROAOcBbo1XibiwIQjp9fWzBuOVCZA201kc3DrQMa6K/FVEb\nazK2XWH+rEBrWJz19UF0DsMAo0bIsjAWgd3R3zAw0t9vXJ0hLIT7gB4Yc/NbRMud66L3Ra+LG0dL\n0uJaS9wU9cPPjly7B1CLwWWFOb8R9xg2XjiNNgve3LI9tQ2V+i7wQa31o9766cDXtdbvbqgDXsme\naLZ3NfA1rfV/Rus6gYeAj2itz/P2l7I9giBst7j2sW9+E046qX6bffeF228fvz5NdqRsTxil1L7A\nH4AFWus7o3WDwM1+UiillD7hta+tvT9o3305eL/9xrG3grAN4iQQqrMAtqMPTcaN1omqPAHnClnH\nmtiV4b58fyTMKoujLeGuuzp6rbNMe27DY76QbZTA9bFCHjxBnXXNV6a3kUYrLLnX3347NzgxU9/+\nxS9S/zeXEbRbgR6/fI5SajdgjdZ6SiOdDQjaOcDfgEO01jc42/0SWKe17vP2F0ErCMJ2iytozzkH\n3ve++m1E0JZDBG0YpVQf8F2oTfgDTMFYabcA07XWm6NtpQ6tIFSFJ6KgPXGNNhGS7UOjQtFtJyFs\n+wgLrIBQWx3YbJr3vuYy24rfohLCNvf8msC18NYEcZrw97Mj52HbWVz/0UYvk/J4uChn1aHNFbRK\nqV0BBTyMqQnrCtopwGuAz2ut9wjsnktA0L4EGAJma63/4Wz3XWAPrfVCb38RtIIgbLe4gvbcc+HE\nE+u3EUFbDhG0YaJkUHu6q4ALMKFBX3DzXIigFYRqCIo/YlE3LjGOIcsqsfWuIXEdiq3140pTLI61\n4xWh1YI/R9iWFpEFcYXsWDd0OumRg8K2mT6s8V4tK5LLrjW3Fc9llqAtEkPrGsBDSZk08JlGOtYA\nQeW6ZMmS2nJvby+9vb3j1B1BEISJQ4fkhm+IwcFBBgcH292NCY/WegOwwV2nlBoBHpGkjYJQMYGy\nLjVxtCKKdfQTEVUtbP2MvK67KqYPXSugexRWl+1DXx9b+vrYNDDA2NAQI5j6qd0nJs8zlKjI7j8h\ncGKEXQtx5SV2Inwh6y5bUVtzYcY5flYfrFD1tqkdy77Oi9q1ynA+dTVwbYKs1Tjxu+Nwr4pYaHuj\nxauANwKPOB8/AdyntX6g4Q4Udzm+FHhIa/0ub3+x0AqCsN3iWmi//W044YTwdvIzWRyx0BZHKfVb\nTAztB7z1YqEVhEbwsuH6dO1U7+4JLbCMhcrs+EmEIuvfxuUVHD+QBXhczjOnT4XazxL+TZbZSSSN\nIiliLa51tu6zrLhc14ILdVZc/9h1beZZ0Cu+N01ZaKN6sVZo3q+13lpp7+q5B3N5XgncEB27E1iA\nKfUjCIIgBBDRKow3WuvD290HQdgmKBiTef9o+LNEht200jENkjheoMxM107UZ8Uti2OxvXtoiF3b\ncJ4u1tWboaFCccKd/gpH+KcJwyKEBGziuBli1h47KGrXAAPAiviZslmbbd87nTbAayclcVTLYpZz\nKFy2R2t9r1JqulLqAGB3oMP7/GdF24oyI+8Tve0A9lJKzQf+qbVepZRaCnxCKXU7cBfwKeBR4KKi\nxxAEQRAEQRCECU1BIesKhpGMbYOlY5qwlCUSLUWuxjWB00PsGlwVkbB9eGCAEc/l2qXq86wRcPUu\nXb/WyfZTVMymCde1nTBzLPyZFbOd67KPUydqIzFqLevrIXb5Xp4ubIFEoqhWx8yWobCgVUodCSwD\ndk3ZpEz01iEYF2YwcbGnR38DwLu11v+llNoJOBvYBbgGeKXWelOJYwiCIGyz3HADHHRQu3shCIIg\nNERaUqRIILrutr4bpxt3moixtfsTxzKWFmNpOO6oVnx12sRNC4Hlpi8p2qs8fX1sgvE7zzS3YeJ4\n5SKxyokSQtZCm2Nl9VnrKMg1neavZywpbF0x675mCmhPjNaSip1/vrnW/f1hYdvn7F+Vi3nFFBa0\nwFnAL4FPAA82E7gauTFnCmCttRW5giAIgsfBB8OGDcl14nIsCIIwSYiSCRHVdA1hRUOd9TGQUGka\nwCh0eW1YLVU6cZRnKR1eDrNXAEuh2816u7gFtV4zSCRbgkQyoqKiMwvrNu1fx9mRUL3fPwbU6vLW\ndGsk/sdmZIvZzuFYiA7PjYXsGkfQXtoBi7bG69KstSHcY9cstBnW9C3nn1+fpMsVtiviez1RhKyl\nTB3aTcALtNZ/b22Xasd7CvBZ4DjgGcCDwA+AJVrrLc52LU0KNTYGnXWO8YIgCO1FKRgehm7nH9a3\nvgXvfW94+4kodkdG4LHHYPfd292TJJIUqnkkKZQgFMcvzVM6HrEBt+VGyuxMHxqqJWyC2MpXWshG\nbeXuF7Jih8rgOMmJmrYeBpJThbDutkBdyaGxeUZMZrkLd/+NOA51Yf1+kBS2PVE7tj3fQmtJy4Lc\n/TcScbO+hTbrOrjPZTvqH1uaqkNb21CpK4ClWutLq+xcxvFOAz4I/DtwM3AA5jZ8VWv9OWe7lgna\ntWuhpwe+9jU4+eSWHEIQBKEhQoL2nHPgfe8Lbz8RBe1xx8EPfzjx+iaCtnlE0ApCSRwBUVWm4DSa\nEXy1ZEmUENxe/6xbb65Aysq0PD8QG1plfGdK7d0gASHr4rsKd95CwrqdEOrRed0XiXUrasdd0Fqc\nezAeFvgsqhK0bwA+D3wF+Auw2f1ca31jk/30j/cLYJ1bpkcp9T1gF6310c66lgnav/8d5s41y1qb\nPyVDnO0a+xxIvU+h3YQE7Te/CSedFN5+oolGgAUL4P/+b+L1TQRt84igFYQGKVoqJqcNP7GRiy2J\nM26ZaUPxqUtJCM+gsA1ZS21MZ09SvLUqA68V8EFrbYqQ9S2rVoS6onLj8lhQAvG1OSY+P+uGbGNo\noQ2CdgKRJWjLDMt/AuwLnAv8Ebje+buu2U4GuAw4Qim1L4BSan/gcOBXLThWITo64He/a9fRhYnA\nqafCzju3uxeCEObyy83rhz7U3n4UZaIJWUEQhLZThQWsr49NCxaYOEhndddOkWBaal5n72SE2q4Y\n4cbAQPPH9pjS38/0oSHmYI7XdS4mxex889p1rlk/B5g+NGT64THNX7Em+bauLM18jCis4Dy3LFjA\nGMnryELT97EjYXiBsabe1B0ncEp0NXrvi9lhYjG5ZcEC1ttjrDDbsMaI1pljsZgtQue6+K/7b5FF\neJj6mrPbGGWSQs1pWS8CaK2/qZR6JvBXpdSTmL5+Tmv9rfHsh8+998LLX97OHgjt5LrrTMyfUIyb\nb4ZnPxum1f03ElrBJZeY1912M6/Pf765B4IgCG2nCrE0QRLQtJSKRGXIQrtxFFjuZAamhcmcHCvx\nbNeyuTh6XeosE4ltoqRDURkea51NuPxGllcWQmfkohukx/lzEkd1j8JqL6lTFm4fXHfnusNliM5a\nrdgeoC9KOLU8shpHAn5XHJfqvtjq62Pjcse6TbupdWbtsdeRsFhbunYySZ8ANhV95ibw969UHdoW\n9qMOpdQHgHdhkkLdChwInKWUuldr/V132yVLltSWe3t76e3tbVm/vvlN2HdfOPTQlh1CmMBcf328\nPDYGK1fKs5DFC14AH/84fPGL7e7JtkVe6MMhh5jX7sA/w4nERLDQPvgg3HHHIIODg+3uiiBsmzhu\no83STPbalhMJuCriX5slKzEUtDhTbcGkSq6YdZm9U1yGBzLiVx1ha110g6QIW5utOI9EMirvOJ3r\njLDMyjzsZjKu9acPuhZCV0oM7fDc7D7VYnR7HBfkkKh1XIxDuNd6JLxJgk3Qnu9e9ExlUTiGFkAp\ndRTwfoy19pVa61VKqROAu7XWv2mmr4FjrcVYZL/urPsk0Ke13sdZ13QM7WOPwZQpsJP3hfFjaO0g\n8sgj4Yormjqk0AZOOw122aU5d0z7DGhthNp//dfEGJRPVJSChQvhggtMgjWhGuxz6MfQWrSGW281\nltqZM826O++Effap37advPjFcM011XyH/vhH015ZlDK/9XPmuOskhrZZJIZWKCxsCtJ0kp9WEUjE\nVItNLNhHP8txFdcqREuvX1pd3UDfbD8aPV8ryMF5tmwpH2esEYyxdRJHFSbQdugYIbKspzXB6WU5\n9vGTTPnMHItcml1Wkiip1OyzlRnr3Cq8Z2ovqCQp1Nsw8bPnA+8F9tda362Uei9wjNb6VZV0Pj7e\nQ8DpWuuznXWnAsdrrec665oWtM94BjznOfXxsa6g9Rkagpe+tKnDCuPI6tWw555m8P/II4234wpa\nd1kI41oS5TpVRxFBC6ZOrfv51q3tTWyntSnVM326eX/ooXDttc0/G//4B8ya1Vg79nqsWAGvepVd\nJ4K2WUTQbsdkZaZthoqS/FRG2nlSonRMKJNuxdcK2iRko7qllkQSIsfVN3XSI7B/3XmE9nfEpy82\ngxmRi5Dm1lwhha2yDm4G5Jqodayy9486AhTqn1dLkWfOeabKTtiUJuWZUqPpgrZMDO3HgRO01hcr\npY531l+DqRdbNT8HTlFK3QPchnE5/hDwvaoO8LOfwZVXwpo1sGVL/edZg6PvflcELZgB8n33wbOe\n1e6eZLPnnuZ1eDh7u6Lce2817WzLjBTxXxGaIk/A+eL1pptg/jj8Y07j29+GE0+M+72m6GAih9Dv\nd1kWLoRNmyTeWxCqpG6+rdHfn6zfiiqyApchrzYqsTtpTYS5MZt9feGsvwupr6/aKI577cblTbaV\nQdCybF2AIRalK7ykSlC7DpZhgEiA14TtwvzJgS19fWwaGODuoSF2HYXuE+P70Tmf+menkf87a2j+\nnpCegbhUVzxhe2kHLArUu90YWWbdZ87/PFjTt+6A1F2zacTZmScKZQTtXODqwPrHiOKbK+ZDwEbg\nbGAm8CBwHhWK5ze+MV5++OFy+27dWlUvJjcXXmi+J9ub9W2iC/iJwGmntbsHgs+vf129oL3ySiMo\nX1XAR+eee5Lv77vPvD78MFx9NbzuddX2rSzTp8OyZe3tg7BtMaW/vzkrRiR8Jox7bRH6+upFRpSI\nKDfeMUSU0Kaw1bOFZAq46JzGZkBnDyaD75rovFc4sYquRdYTFHnuq0XpdARI106A46KbS4F4RSB8\nHXxx5MSuznbvYSTw3TZcbPKqwvc7euYeHhhg/dAQuy6PnrljvO0azfDbxGSDvaeNCljXMuuLWYBF\nW72EVFVmMk4pf9RIErFSv4XOb8hYFN87nOJGbynjcvw34CSt9a+VUo8CB0Qux+8CPqK1fl6hhiqm\nGZdj33rhN/PnP8MLX5i+//Ym4kKcdRYsXjzxr0VVrq8hd82Jfu7tIu/7JTSOvbaPPALz5sEDDyQ/\nt9f60Uehy5lunDev2qzHd91lwjXcY2Zx6qkmQdiXvgQf+1j4+/SXv5jszGW47z7Ye+/mXI4tL3gB\n/OUv4nLcLNu7y7Fbu7KhuDPPgjfZ6kUm8N1qneQ3mTixjuPi5phFlmtwdB5jM5KiJVEn1C2ZsiJ7\n37x4SchOQgSO62nZ6+ecZx5ZQtaKuDoX3wESrtBZNBWvWeI8ipA2eZGF/zyUJU/IuvSMwV5roPMW\navfcxs5u8rwCUj0L3HPy7lUzE0lN/xZCre8HUo3L8XmYLMP9gAJmK6UOA84ElpRopxBKqWcAXwRe\nDTwNuBt4n9b691UfK4TW2WIW4PHHYerU8eiNMJFZvRr22CN/O0GomrvuqhezLr5YG6vQR+i00+CM\nM+L3l10GBx5o4lkPPjh7349/PD1J2BlnwI9+VK4vBYwJhdm8ubq2hO0Qv1TJQuPC1r3cWOfW51lb\nU1xRa1lZo3Imk8ZaC6YmKtQsLbZsjJ9oJ1F+JGCVbct5F3ANdi1wCTHa45RXmQHMi1xg++L93H2s\naLm0w7wuyvAEXNOZUyZmhrGgsibq6/IcN9G088wjRchaEsK2BziF2vOcJmwrud99fWzq66uVxGkW\nayHsTnl2Xfznwb1XeRMRUF7I2nZr351mrLPOxEvTHhHN/ha6RBZbMu5nmbI9/6WU2hm4AvM9uQp4\nHPiy1vobRdspglKqG/g/4PfAUcDDmMzKD1V5nCxWr87fpq8PLr645V2Z0IjVzcTnynUQ2sGLXpT9\nuR8PWmWohCtmwWR+P+ssuPzyYt+Hn/0svL5s+AfAL35Rfh8IX4+//rWxtoTtnMDgrWaBWxPHVCZq\nYHrWVtfuPJh7AAAgAElEQVSSUZe1tQ9mD2ASvURuq5NK2EYD0rH+flYDjJrrwdLoc1cYTAQxG8rQ\nXEDI+gKklrTHru+BmXNjoQOxgAVwIx6WOevB1LC0LNqaPJYvbse6k9ZRt+ZoqfPMI03IepbqhLCd\nTyLG109eVWUW3ao8GhLC2D67AWttSMxC/XMRErZZQvbSjvoJjqwJjYbIssqWuY4V/BY2QhkLLVrr\nTyqlvgDsD3QAt2mtH226F/V8DHhAa93nrLuvBcdJpaMjf5tly0TQXnRRu3sgjCcjI0Y8HHts+X3d\nzNBC45QRpXnX+7zzTKbhF7yguT6BiaMtk5zJrensMp6TQ5ILQWga37LluPDVSnDMjWpR2phK6wLa\n31+zmIWErFvCoxtqiXZmR9ZahobaVxeyEQYGau6ONeEUcnX0qHTc7iXGCZHnlpkmZC/NGjdGk4tW\niKaJWIBVm+LlWdOTnx0/YlxLXYJlYZzYR4vVmOuHhthC/nmWwfahJlwDCThDZXN8C203kYiK+thO\n3DjiotfJnmPnOrPtvhRzPQ5NiPjPU0jUuvvXrPKRZd39nRiLzsWex+yQq7i15jdq4c34LbTfm9rp\nRZMZdpJlrL+/aVFbStACaK03Adc1ddR8Xg9cppT6IdCLcf0/3y3h02qmTBmvI01urmv1kyBMKJYv\nh7e/vTFBe++95ZNpbdki30WfKmPATzwR3vAG+OlPm+sTwJNPZgvoK6808bOWNFfpRkRmoxMl4lkh\nNExayZY+6txJ13RGFrrIBbV7fiRsB4gHj86+w3OT1pqZY9FgMCD2JgUhK2DAZTMhzKpKahPoQx6J\nONlACZg0IesLU4trWc0SshZfxB5HLGRrMZKQfY0Cn3XtFGVwHSWZmCpwPxLu3yXwha27zo8jTouj\ntbGWIyVjScrEy4YSZIX2tzo0LfkX5NeZ7VxpkoSl1ZiFbCGb2rTndn5fdP/2mhG7tluvDnut0+KA\nE78vntgEsjOJ5/wWWhKx5C2gsKBVSu0EfBD4V2B3jIXWorXWFczx15gDnAR8BfgCpmTP16PagE2L\n2rVr0+O3LDKIFoT28sAD8MxniuioklZayEdGTPxsGq94RbF2minBoxSsWwdPf3qx7eXZEhoilCDI\ns6rWuZROi61zPfOM22nnPOg8BViT3M/iDnL3sguRBcVasiY0WfVo0xJCWcET0fQ5BhLh5JGV8KmI\nkF21KSlK04RrES7cCgcMR0meVlJL9lOE2rPpMXunqGRLhrhxX5sRtkBQyLpRfaEUJN0Uu1cQPkcg\njgFOEf6uoK6rf+svO88B1AvTumsUue9at3lrsezsqxe2a93fiRx8K20oltoK25lzoTsKV+iyItKb\nnElgrbRlyPgtzLTyF0wMVoYyFtqzgWOAH2PK97hDgaqHBR3An7TWn4ze36SU2gd4f9SPpkirRXrL\nLSYLKBRzORaE7QmtTYxkET7/+caOceSRJhZTqfyawU8+aRL47JT2z2wbpYwI8wVsKwVtAU++Qtx0\nU/l97rwzXl67trigFYRSZCUIml9vlb20oz4m8jgwymoaLOqOJtfn5Sd/GeuOSsFMBittKJtqkYGu\nd245/wIa68PC7N2AOjfJIkLWdRMOvXfxLbAh0oRsLZ64AOuHhugc9c4/IuQ269dItW7DjVprQ0I2\nESMbcbfznar1r8y98vGfrz6nP+4xQu31JF99d+FQBuqZbryyE//tZpW2pYRmr4DOpcaCOjw36lae\nu7pHSNTWuu+I27WdsNZOnnlfppCluJa4KyJz0izntzCTwATDloLPdBZlBO3rgTdrra9o+qj5rAZu\n89bdDswObbxkyZLacm9vL729vZmNp8VuDQzAl79slu+/v0g3BWH74bHHiruYf+pTxbZ7+GHYbTez\nrDX85jfF+/OBD8A552x/VrZmzjc0SZCWnKldjDRgkrnxxni5zPWJtx2M/gQhQMEEQSEx6wubM1OW\nZ2UlAOp0kshEyXRY3vRZtYQidVqDRBatphPSQKESO3n4ZXSKCtmgCvfEQ0jsuiL3OIwwCcWhjkHh\nmOktUJ8C3o+bpF7I+st1SZ0axN7TGlEpGZz1dTqrj+znpgw57YRKJ9n7npVxGqL41UCWYZvcagvG\nhXrjaJQIq8fsc19P/cSX+913yeuD7a9Lz1h0Lt65Z2ZbzoqjLfBbGO4YickNOzljBX8VeQDKCNoR\nYLxk3v8B+3nrngPcG9rYFbRFSIvRct3l/vSnUk0KwjZP2iTPqaeaEi5lLaXWWmhFhfuqVL418dZb\nyx1PMBMIEz0513hOUMTH6o3+LKePXyeE9hENzvJICLRAopNUIWsFiX3N8KFc5SzPmu65qXZEMbhz\n4+RQXQDL4yyheTQ1aGzkOhUVkXagu7j5epdFSuzkUTRONmiBTTMpW5/TDGx7tXs/DRbtDQd0R7su\nhdk2M2zBUjSl3UA97PnPLOD7GxS6PSSOOdudrIie2zRX8I2jmPJOUGoiIsFKZzlnfzeZ1Vi3EXz2\n/POE5JpOWLO3uVedM6LkbwNRqa0oI3nN5X6p6cvwXLipu17Mhsg6ftFMx3nlgmqTJ/Z+uecQxVyT\nNklUQsi2sp50GUF7JvBhpdR7tW75kOOrwNVKqU8AP8LE0J4MnFpF4//+7+H1P/yhyVwM25/VRxDy\nWLs2vP6LX4TRUVi6tLn2y37nttfvaLPn/eMfw5vfXE1fJjvb6zO03eO5o+aRliBorDs5KK2JnGHq\nxay/7B/AWXbFjaVmeZkbDZr7YlFbxDXXCoiyg0jX4ppHowPdKupdNmQ18kgrudKUmC2JbXvZdKAD\nLt0Vjp8XJfoZhK6VUcmYIpQV8ymutYkEZc42rgU5GJNJuP5slyNss7TyMDAcuemWEuSetb/I89C5\nrv4crAjMCwew3BQF/h7QHcXH98VJmdwY+/t64DvRF8oXswnPDEfINlKixxWxIWt/Jvae9SUTS5Wa\nHIncr32vi1aV4CojaI8EXgYsVErdBjyJiZ1VmKRQR1fVKa319Uqp12MSQn0aU7LnU1rrc6o6Rh5S\nzkEQknzta+mfjVYQ3O9baoUwl1/e3P6PPGJe7767+b6kcf31cMghjd3Lvfdu/tjPe16xbeVZ285I\ni6vMw3GZdS2y35nmWWN9Ebu+RN/80X13vbhZ5FrMogGzremYh28Zy3XjDVk78xhvi03ofjZQesZP\n9NMuMeuyapO578dhnrNFe5t4670iC2AhSlikXUJxoqHP8iy3efVnrbD1cSc3ABg11ulCWYajeGP3\nueochWnLoXt5sefDWmkhKQrThK0b/7poa0DYnmL66gpZKCZmywrZLBHbkLu4Oxlh3+c9V1WGD5Sg\njKD9J/DzlM8qHxZorX8F/KrqdgVBaIys7LNPPJG/f554KCsuJrLbbCu5557m9j//fFOu5/DDq+lP\niHe+07wOD0N3AXc1l2YTOt1xR/FtRdBuJ2QlKSpCTzILcVDI+iLWvt88K9nWDquowxWz7rLz3VkG\nYVHbU+w8fMvYSH9/2FKSZe3Mwx3orgl87gnZhq2yjSad8ggJWUgXs0FaIGZdlmGEzqXRvbeurUWw\ngqaIkAklCcqyTNZiMx18t9ZgDC7E9ygStm7G22GcpFFRjO36oSEjam1cZ+SCXGt/HQlrYCJ5Vl8f\nmwYGGBsaMnG6y81f6HlxrbS+qF3bGYvLrOuSSO4UCduenvzET1bMplll81yGXVwh20zMc4IiLt/j\n6F4corCg1Vr3tbAfEw4Z6AhCcZrxaHjiCdhxx/h90e/e9vodbVbIr4ziilrphXJblNLvoIPg738v\nt2+z9/Xqq8fvWMIkoEkrnh8j+44OR8jeS72AhVjEdvZCXgnAscFo/3Shu4qMzLh2AJmHIxqicTbD\nQ0Ost27IkF5ip6jFtUAfLF07AY51bmxoiCIVu1IzF/dl9NGjqJCFHMtsGfL8ayNmTc+31GVZUO05\n9IxRux4zHWEJ9bVi/etQhFBmXb92sntM97h59Wg7ST4PnTiXLtqHhdDdF60bIPFsdWME7ZSojVB4\nwcZR4MT63wJf1EIcU+uem3uui3Kum71Wi7Ymn63jvO38WFm3JE/evXH7V0mGah87QVXwO9YOylho\nAVBKzQH2x1hl/6q1bqHjWu2YpwKfB87WWp/c6uOBDHQEwefJJ1vT7s9/bmI6/e/c9mqBzePRR5vb\nv1X3MUQjbs1Pe1pzx2wsy7Eg1DM8N2CRvZfYjORbYTt7o1fXnOGaXgPsMB82rzTC9mFiC+56YFev\niYiZY2bA2rmOWq3LRrDNjkQJn0qX2MkQJWkkSsfsZNwYrbXWzcibluw8LylNWiynS2VCtqx11m6f\nImxnTTfleqDe1TTNQucLnZCLam2bHtOOFTx5QrZnrHj8qN/XRoQsOJMtUEumFHR5t8I2gJ0s8dsI\nsXF5ZCV2niV7yr6wteQJXEvo2hXJVBxqI8/1uJbAayzuoytqoZrSS2Unj6pkSk4ytMKCVinVBXwX\neANgb0mHUuqnwLu11k0Os1KPeyhwAvAXWuDanIYMdJpn69Zi2WqFycGUDEuDmyG8LNZd2dYfle9e\nNiWTuqcyUfMEzJ3b3P4T9byEyUOdkH2A2K3YCtnNs7IF7NZdSRK97wgE1u7g7D82WG+tHQYiC60d\n2HauA74Y17ssQmhg3+2sa7bETiFG68WJFbZpuMKnrJANudJCvntxUxbZgtZYi7XKLtpq7q8vXrMS\n+rhxrEUsrK64bQa3lI1rSUzEcGYIWfvMpIlN+1ymxW7XJkFStnMnS9KwfRgejeJrc4Rt7bwC9yN0\nH8rEv+ZNHJSdWLATF9CgtTbwHYfwdWq5uHXKcGVRxkJ7FvB84HDgj9G6lwDnRp+9u3Qnc1BK7Qx8\nH3gXsKTq9rOQQXXzTJkC//mfcMop7e7J+HPttcbStP/+7e5JdWQJ2quuipff//5y7T7+uHm97770\nba67ziQZCqHU9vV93by5mnZWFx0FjzNveUtz+4uFVmgUm7il5lrsCtm7SVpiayLWE7BjzuhubPd4\nufOhaKEHOr0A0w5gh14SJj8rbK3bcTc1Uds5DKyMxeymyGU49/yiOMI9vPWVldgpwN1DQ+w6GhAh\nVkjb47j9g9galyFk08Qr1Iu9poVsSGQOB5Yz+hQSsjXLewHGZiTFVRlx64rQLEJWWnvN/Pqsrptx\nQswOkBo3bZ/JkLANiVnbRi3OFlg/NETnqBPz7bZxTL0Hg9+HTRhLblDYzi92P1xX5b1IzxidRlZ8\nblbsrcuirfX7+8I201qbMvEQutbTbPZpV9hWTSgxXcYERRlBezRwjNb69866QaXUCZhkUZULWuA8\n4Mda698pNb52vu1toLNhg3FlfOYzq23XxuttKzz1qfDYY/nbHXoo7LEHPPBA6/vUKi66CG6/HT77\nWfO+o+CP6je/We44oTq0Pi96kamhOqOAO1kef/6zuYcve1nzbQnV85TSgTBJylhot7ffeSFMnZB1\nXYutkLXxsDvMJyFirYB1xasvbLoBos+7o21rApfYFNRBvbUW4O5VZj8raNdRE3hjUCzZysBAXZdq\ng/8yYtZz8yyd8CUSMLXxvmMRHp4bCbR55qPEoHt+dPwUi6wvZvNcQFOFrHvvSlhZM2vQ+u2VtOCm\nESo1Ywm5wfrn78Z+piUgssmQQhMAfgxoHfaZiaibAOnrYwsk6ign3Mn7SLXsArVnbgvA0JC51IEy\nPV0LqU3CEOgDAwM4p2zacM+hoFjLSiqVh2vVzXKBzyTa3gpbN3FXYWFb4FqPRdbSjaOR+IfqRa2T\n+yDxTGSEV5QZOuyEyXTss57457gyIqE8B3hrtGpchx7bm9vasceaciBVD/C2tQHj1KlGDN1wA+yy\nC8yZ0+4etY4zzmhM0KbhPgtuJlpfyG7enEwSFdo/9L4or3wlrFu37T2b483ee8O991bf7njeF3kG\nti/qrIKRiLK1ZM/0kz09PKveGutaYq2IDVnmLINAr9OBmuVu9+R2nWtM2x1RI1bYjg2afty4ijOH\nYdnz4Ip5sNeXzUB9zomwOie2zJIbj7iUdFHbQ8Iy2rWCmrXElgIqQieOJW1pss3c7KwpA+ZQLGiR\nTLSZYjb03idt+zSx6n1uS/PUZa+mwuy0JSmTTRfqrbTNkBAuC6OVPdFySrxsYRaaZ/b+ArHehUpU\neWR5CjSSbKu0mCWZERviZypN2LrUnjd73X3hODDQ8izFCfr62BJlqF7tWM+zKCNorwbOUEq9Q2u9\nCUAp9VTgs9FnlaGU2heTBGqB1tomOlPRXx1LnKCy3t5eent7m+7D9jbQefjh1rS7rcXPnnCCyeD6\nwhe2uyfjT7OC1uXBB+PlW29NfrZuHUyfXv/sTOZnSWtz/bal35UyltTxdANuzEI7GP0J2yq1+CvH\nGmnFbMIqezfJGFlrkc0SsvZ1MHDga5zl3ug1IWyJ2/NFLZg+jA3WrMWrhmG/+fDROfCJf4PuHuga\nCBy3hACw1pjZi0kVtdZ62glxXcoVyVJARZidE6dbVsilJXiCbFfNTBfjoieTZZXNs8BaV/IMUQut\nE7ah8jChzMQzu9MFWSErbaPYiQ5r4c2xzlVF3W3rKZZozBJyNS6a2KmRBFw+9rkOCVsfX9x2Qu16\nd+1kYovbTl8fm/r6GOvvz43TLyNoPwRcDjyglLoJIy6fj7FIv6qxnqbyYmAGcKvjaTwFeJlS6kRg\nuta6Fkm2pKosKQ633FJ5kxOaG29sTbuTWYSE2HHH7VPMQvOC9tZb4dnPNsvTnRIUZ50FS5emCxk7\n2bKtPUuTnc7K/XIMF1/c2hq5LrH47cWqDa1BqdPHpwPCuGAf1Zr1xxGzvaMkrbLDwJR3RFbZ7nq3\n4iwR64pXvPWHOtv2Rq9W2Pqi1n5oMyDXRG2ULGolnNkdWWuPhJkLAtZNN3eFE8foc/9oXHmI0bCo\nHZthBuczu+PsqZ3zSdQS7SoqoD2rrEuZ2FFIitmQZSuNoJj172saZcVuSNjaex5tswo4EyNsj5tm\nBEhPpyMwKxK1oXjYNDHruzMXyXi8trO8hdeSSPiz0Fl2RO24i6wSLrRZQtYSun6h2NmiMbNZBIVt\nIMbWUvMMcCzi3ZRI9tZitpx/PpsGBhKZ0H3K1KG9WSm1D8YF+LnR6guB72utq37ElgN/ct4r4ALg\nTuALrphtFb/9bauPsG1hBoHt7kXr2ZYsbGVp9v665WJCbaVd240bqzm+ZV2bXLlg2/qetMrq+sMf\nwnnnle9PI3zqU/Hy1Kkwe/b4HFcYf7qhFueVELP3km2VtRbZkJBNCFgvk5HPNdHo2ArbXpLiyA6I\nx6L0qh3rSYhaov45GZBX3Qr7dcOsPeG4yIC8aCuwt1muiZW50DkPOvtICFsrZm0s4fr+/qCoHes2\nA2Ebl1cTtjOiAbAdBBchzaW5QayY9d2I8ygsZv11Vv37SazTaMJau8YKWzuJEPjf5daUdeumFiFL\nzLqvWVZaS9EkU7k4z1EtK68jLFspskKi2tahLkJRLwHXOl6FVTaLkLC1fahLINUdfZ/XULOITyMc\np2/vQVZ28qJzP4Xp66tG0AJErsbfbrJLRY6zAdjgrlNKjQCPaK1va/XxTR/yt9mpAT/7bZU1a+AZ\nz6hfP1EG71Onxtl0m2FbEiR53H578n2zFtoe559S1jVsJFZ2vO/LwAB8//tw5ZXFtm/nRMjvf28y\nbh94YPo2GzdCV9Z/pgj3Opc5p1/9qvi248nNN8fLN9wAs2a1ry+Thagu/BuA5wCPY2TdqVrrWzN3\nbBNThoZMzOYxQB8ML8gTs731Qta3xtaE7BrvtQDXeGafXqf97ihZVELUkoyntTjVf6yFj27zOivy\ngDluGhw/EomhW0i6b2Ji0kaATQADA7UELC6uW/ZxOEJrzHGNtcI2DTc5UIkkO1mMdYfFbMiFeNb0\n5PtcMZs2El+fsgzFBS6Eayc5fVs2HZY51xs863iGsK0trzGTGPe1IPuse51rAjwU6uG6DJM8bfvM\n1SX+sfv1OEmMrMBqNo62KG78Ls3FwPoTLCFhafHFb9HJmWY5YBi6/0bNk2Pjci+7sStmndjWsaEh\n8DNDRyEIq2kgYVyTlBK0SqmDgMXA/pgkTX8Flmqtb2hB33w0Uod2wjLRr1eV/XOF0/OfnxwUp23X\nDNdeC7vvDs96VjXtZdHXZ0othSYnGnExffWr4bLLzLJ7PULX5q67zOv06fWfAYyMwK4pgwYrtK6+\n2iTteuUry/e1DD/5CfzmN+X3a5XwdksXrfJKWBbJ5uxaz7Po6DDi9JWvNLHkRXnta9M/+/SnTQIy\nS7sS8nV1FRP1Ai8HvgFch4n2/CxwpVJqf631I23tmUtUu3APoOtcYD7cMc/Ulj3TjZdNJH4KWGWH\nSRGy8Uj90Byb0TVMI1Zy0avrhtzrbOxnQE7D1rKwfxFuKZjaQHUlQTHQdUyUKCeyesx2EjWNRWLo\nO47ZahnEmVTt/4OeHNdYZ5Bsj5kWP1s0VrGMmCW0voyIdbH/fwKlhAtbbjPEbAg/G3Fu0ijrXo6x\nyO+7Lq6rDEnX4cqsqg7WNb3Wx4Br+sZRGPbK9XQdQyLTdpm41SpJiGqKW2ezMmi71K0bBxHrxzlb\nEX3AsDPZNQCsqPfaSCUStg8PDCRKHqUK4XGgsKBVSr0N+B/gKsDOtx8K/Ekp1ae1vrAF/auhtR6n\nqCrDli3520x0ETcRUMoMsEdGYN99y+27fr3Zr4pSQlXdK7+dH/0Invvc8LZVceihMH++KTfTar73\nPXjVq8K1QBsRtM99bixod9ghXh8SdbYckk025G+zfn3+s/Da15rtWv3dnGhW+pNOgrPPNsuNfF/K\nXK+//a01ceQ2iWK7flcn2j2dqGitE86lSql3YDyqXgJc2pZOubhCNhJPY/Pg2r292rKumE1zMbZi\n9hrwrbF5ItblUEayRS1kxFw6wZYZWCvkhVvDFheIrofPQqh52vfFQjbNjXcZsZXJF1p1Iss5fq3s\n9fLITdERL5Yyrp2F3Yyz3Igb9YnME7ZFrLUZ57pqk7mf/rW22WpTr/UaYHGcyXd2lLm6G2BuuqWx\nmdhXiCc6bB8ttdIwEMdNe8K2y0sS5sdHjxehS2P7UtQtOJSZOKuusb3HzeC273si+Fgh2zMGe61x\nvDaiZ2aEqKZ1GSHqJW0aw8S7toMyFtrPA5/WWn/BXRm5H52BiaetjHa7NRURtGNj45/JeqKSNQg9\n7DBT3iNtm7/8xbi3vvnNyfVHHWWsk1UMcKsUtO7Ad5ddjPV0WyLtWk2dWr/u7rvNq3/vLM97Xrzs\nCq0qXI7d9eMtgjZsyN/GJavGbhW8/e1mwugDH2hs/zL9qkr43X9/HLNqj1+FoJ02LX8bn5e+tJoa\nx9spXRg7Q3uts5GQnYZjaZzvZTJ+gPqSPFbMjuxfWsj2UkwFDNKZLWpNY/Vs3TV2O3bxrLPWKnv8\niDNQHYiFpO3lrssda5hLJC7ttYKCVibPWts5wxFakVXY9mHTggUArB4aMqI2Elu+Ra6Ie2dIzKaW\n3sFbX2VgX5awtXQHlhsQa/4EQta1tq6eI0ND7HGiud/dfUkXZFtux7XSWpfmwgwbd3dXSFnxN9Np\nK0vY1uqXlswm3FKcKbui7sah70vQtb075XPyBalLqG3/XkBsnV201RGy6zDPzOLYPbi0kPWoJW1q\noyAqExW3G/CjwPqfUKsYXinWrenFwBHAkxi3pl1acKw63IF4Ftdf39p+THaUMsI/i5NPNnVwfdqZ\nvCcLf0A/HmJq5crWHyOPvfeuX2ezFh99dHgf976635WspFBp1zMrZt3uM15WtrKCttUceCC87W2N\n71/WzbeK65wWr9qIy/GiRfHy4sXF97vnHvM6NNS6rM3bAWcBfwb+2JajDwwwpb+f3YaG2G8nmH0u\nsAzGjjQuxl/Y1cTLJsTsMLGY3TonR8yav0MZ4VBG6GWs9jet4J8VvrEYzoi9Hcb0xWZW9gmIIStm\nZ47F8ZOsiJrCDDa3LFhQO/Wa+/FC4JT4Wtl6vLmDc5KfX9phhMx9VpTY03L6QF8f9PUxFvVh42jU\nD+cSWMtr3l/hBFD2ft7rLK8nW4DmERKju5K0yobab1DMuufoWgBrFszoXifudyRO7LW217lznXlG\nrIB12ysi3C7tKGdRHOtOWlprgtWK2j5qLslZdVzLUnu27PPluNtnNZ34zInhtd+JrD9I+b7Y5w7v\nfeBv1abkXxpBoUzcho8Vs7XfBzsB4sS6ViJE22zdK2OhHQQOB/7mrX858LuqOmRpt1vTQQfBFVek\nf/6nP8GLXgT/+EerezI5+O//hq98pX69UvmD37TPqxQnrXI5dmMXtxXSzueAA8q3NX26cZU+8EDj\nqtrI8e37XTKmssb7HjSaIKtV/ezoSI89LkJZC20rv5uNXKM99oiX0+KsfbZuhdWr87cT0lFKfQXz\nP3mB1uP/Szilv59OqHMvHuuOxdmZmwiX5bFiNtPFeE1NhLrW2GnO8li03Bl0WozpZcyz1HoMYqy0\nDQzmlwHLpsGFnXDA3KiJpVG24lEY6e8HouvkWK/HZtS7F9v2fELWIz82r1bXcl5kjXP6sD7qgzUu\nh2JpXbfXMtlfC9eSzUrqZDuXR5YF09/fvZfDJMs05WDdjiFZ79Vaatd0Qs882GsGdJ6CcR1fDN2j\nkRXcut2neCvU6ACmxe6obvIpP1a57rnoTsZsQyycIFBKCuI5Ijemu888LzVL7nAsJv3nqSt6nlYD\nY9Ez1Ukci2vZOErsCWDVxELjTmLdne11guzfkCz8axL0FPCfmbT77223KrxV+jOY0q59Zmrfr0YT\nhU1wl9QygvZXwH8qpQ4mnol9MXAMsEQp9Qa7odb6Z9V1sca4ujXluRw//enj0YvJw1e/Gha0Rfhd\nynRIUQFUhFa5HEvcXT7WipuHjbFOEzhZ93CiC9rxiOmdOrX4cXq8f2gTaVIm1JeHHjKTh2mxu647\nvKq1FSsAACAASURBVBurnUXRRFhCGKXUV4E3A4drre8NbXPuJZfUlg/ad18O3m+/ag6e4l5sBdp3\npjlJglzLXANiNk/I+u/zhG2MdT0uyTCpwusdHeazCw+OhO18mB25FrKQhGtxo+VuIClkXSFjGeuG\nsQVRHO9SE8vZ7cbxBuJn/RIxReqeTmiyRGsJUQuBWEv7/2caLNrb/J7PjO5318pIxDku3UEhG2Hb\nXdYR18AFUy4oVcjiZNImW8wmYn2jmGprHbSXoQvqRK1LTdT2mHPqWgEszy71a7l/NIoldk1kVthi\n+uLG8NprFRKyWd+RQkI2b73FnlDedoF9yrgtg1OWJwM7cTgNWD80NK4Jn66//XZuuOOOQtuWEbRf\nj15PiP5cvuG9r6AscB3j6taUJ2j33HM8elEtjz1m3DanTDHvTzzRCNFGYs6KkmbNOfNMOPxwOPjg\n1h3bonW1mVOrcDnu74fNm00SpolG1eKmqDuwjbH1ty8jaMdrgmGkwUJ4rbTQlmHt2uT78bbQfv3r\n8bJ/7NB3tb8ffvGLYv0sKmiFxlFKnQW8CSNm70zb7sTXva7aA/tCNhqI+haVOjFrS/NYMUt3KTGb\nJWTv5Faew/OCn1txO40xRgoL3QK41sXu+sQw7+gwdWkXOcIW6gfrjSSkyROzLsNz41q1tURQ1t00\ngCtqXcZN2DZTiseliJW9iBqL8O9vnbiNhGjPvFjYckq2kA2xDCNswYhbuy4NX8xa6sSstcoujoWs\nTSA0AolEYZ3zk6LWJqyqlfCJXJS7Fhpr7cbRcN/cYxAStRZP9Od5Krhkuf42RWj/rOekhFfH2Iyo\nDFIBEh4w0e9t93KToXr90NC4JH86eL/9EhOh3/7FL1K3LSxotdatEKmFyHNrWrJkSW25t7eX3t7e\nUu2/5jXwy18m1xUVQBPJspHH054Gp5xiyrIAnHeeEbVVZSxdv764u9/HPmZex+P6PVKhTT/kctwI\nF1xgnrEsQbt5M+y4Y2PtTyRCYjN03eyzMxkstH6N3qK0qp/NCsyy/Wr2eP/xH/HyOefA5z6X3Zcn\nnmjueHkMDg4yODjY2oNUiFJKAacAb8QMw8/RWi93Pu8BHtBaT2nBsc8G3g68HtgQHQvg0ahWffVE\n9SoT7qqRlc93m02I2XuJLbObZ8WledyY2Z9TV47HTfxkxWxIyPrLrrC1+7gWW+t2XCmetc8Oss/E\n1Ai1whaS1ra87KshssRsWpbcmrW2oDHatehVLmx3pVz8bNa2aWOdsi7jJYQtpIvbZZGwPW5a+H6X\n5cxN2dY+91lwn4GEmHXdi1fEmXTdON9NAwN1icI6e4B5sYitE7VgJkWWxtZoK2xdIWuPsb6/P66X\nahOiOd4K7kRYEUoJ2aLuxnmkPSfO+7LW2VTcTPFOKa/aRELkcbG6v7+tWY19StWhbQdF3JpcQdsI\nl1wSWy0teRZa33o0WbjTm0uvsv/Ll8PxxyfXVR1vVwVPPNG4UAzVEW3VM5CXTKtVFMkq3Eh77nUL\nWRSPPDJ8nIlooS3LRCgjdN558J73hD9rZf82b87+fL03aGzEm8JNMNXIufgToaeffnr5RsaXjwCn\nAucAOwMXKaW+qrX+hLNNq74N78PUhPcrMS/B1KStlDorQTS4slZZ6zr7jg7PKuu6GW+eBU9bTFya\nJ1/M2qRPWUIW4BoGOTRKURwStr6oTaWXupqyzbJqkxG2ZxbcvrIBcYDhucn3wfjKpg+Ssr4747NG\nKVqex+1DFiWFLYQnJdLud9q9zUwwZPtSkWjqhmSxq4GB+o0Wm5fOpWb+qXZo16oYsDDW6seOph+j\nViIomggrGifrUljMFnE3Dt3ros9p4J74Me1QP/FU+65FwnTYWrij65TlAQNJj4suO0nR3990luQq\nKCVolVLzgX/FZDy2j4ACtNb6YxX3rbBbU1n22Qfuuit+HxpcH3hgvDx1qrFuTtSsu2Uo4t6XxZYt\ncNNNYavuxz42MQXtddcl3198MbzznY23V0UM7WSbCMmjTBkeqJ9AAti4Mby9fe8/q1lle0ZHjYv9\n7rtPrGv9+OPNW91POw0+W7FsKPM7UPY7vaage5MldL/y7mEjtaAn0nPRAMcDJ2itfwiglDoPuFQp\nNVVr/f9aeeB2emvVXAYja9/azpR4WVfMTnlHactsSMyGhGwRXDGbtM5mmCw7HyruFwhNW4GKipRQ\nHOciT6sXrWdaGyAPZ8RNEmfftdbZ1HI9Lmkum8MUK7XTKGnXvcz9aEZ4Zxwn1SKfJ8rcyYDucI1c\nN6kUPc4zEIkfv/7s/aMwEiVjssmcuvwqBoupdxFeQS5dOxmxtXHUuMaOUJ8MzZ1c6RmLOkG9IMy1\n2JaZKAm5s6ftWzRhWXS/bb8XBf6Pu9bzbpuXxt6TZTB7ILK2RkK25gHTRy2m2KWyyacWUFjQKqX+\nH2bi5z5gLWaGFiJBW3XHqnJr2nFHk1Ck2/miL1pk6h9++MOw//7h/dyamZdfDi9/uRHBz3mOaavd\nIq1Rms0o+pOfwHHHFXcLXJWapq0atDbuu+9+d/o2Nl5w993Ns9BMPG2ZwXazz0jW/vfcY+Kh/eQ+\nE5Gy19u3ttr9y1ho77yztbHhjfKmN8GKAv+Us2jFed12m0nK5ccGb9li6kS7E3wTYZIqxG67wcMP\nF/9Nm+SCdjZwrX2jtb5RKdULDCqlpgD/2a6OtYLEI98TW1fWdGaIWbfOrJ8AqoCYdWlUzOaT8wMe\nqkFr8eJoExSMwbMZasEMhsvE1ta2qUDY+rVPGxKzw95rHq0Uti4VWtxrpFlzGxHDefu4Lu3Rsitq\nIRa27jOQcBf3hO3sFaZmLgSErIPdJq2L9t9VTbA6WGELBC2NLq4QdK21rsC15zpruvfcWVGbJW5D\nz1jR58626Qpazzrr9t+NZXa/g8H6wj1AXxyPDCQS7DVbPmm8KWOh/QjwPq31ua3qjEclbk2bNxtB\n4wpadyBjBe0zn5ksweNu8/KXJ9e5g7kqkw2NB81aaDPisXnssfp199xTfPA7OAglw5/ZutVYhbME\n7ezZ5vWss+AtbynXvk9VWY6bHUzPmWNqJd9yS3PtjAdlz9Xf/qGHwuvdaz/RxYnt3+WXt7cfadxz\nj7FqQ/J37kc/gre+tdj1/c534A9/gH/+E179ajjppLidssycmUxcVeT4//Iv8OCD242gXYcRtffa\nFVrrO5RSh2PSG81sT7daR81d0LHO1rkZ2+RPm62Y7Y1cjHtgze5x8qca6WLWWmddMZsmZF234xBu\nQqhgyZ5MAiNRV2SE3ufgZ6i1g2ArSBZRXNxWIWz9gbNbEzVNzCYo46bpb9uosM0q0ZO1Lq0fWRRx\nX806ZrPu1imiFrwkVc4zsCbKVO0K21rsq00SFpjc9ZNG+WxZsKBu3eqhIYZHIzdZFy+zdwi/VJQV\nh1luyKVEbdZzVea++C7u3fGEVBERm2pZday1kC76E+1FziM2brlN0XF1lBG0U6gXly2jSremUMyj\nUrBsWew6+5KXmMGbu42PFX8zZ7Ynhvayy8xAsRm0NoPql7wkfu+yZUvYHdTy+9+XP15RDj/cWJ82\nefb3m25qrAYqGDdWG4u6226NteGTFUO7aVN1iZzyhIB10fXZZx/4t3+Lk3+VJXTP7ruv8cQ8Nuts\nUWHjHz8vttZlIloOW80XvlBsOz9W1eVPf4qXP/xhuOgiIyhD99y10H7xi7Bggdn+3e+OJ5YefzwW\ntD4ve1l+X+0khs8TT8CXvgSf+pTJ0H7bbXD++Y3FUE9yQft/wBuAxC+y1vp2pdQRwG/b0qtxwpbm\nSRWzbrzs8AuSmYwhtc5smpgtY5F142fTY2cdy+yh5Nef3bwy/8BZg2NnwJ0mZiFetgP7SztiK9V4\nCFsoLmZLlUlxSROTZRJGNStms/pBA+v9yY008q5P1jPoi9po+zLC1lrjO8GktFtILWEUxGJ2PZQq\nDTMWuS9vHHUstUtJxNoXwS0V5XosgPkeNJpgC0i/9ptnpXzg778q6HZcqx9cVsg6jM0AciyyncNO\noq/ontmJh/Es45NFGUF7LvAu4JMt6ksdSqmTgI9ifv1vBRZrrYeqaRuOPTZ+X8RyabfZccd6d8jx\n4Kij4NFH4alPbbyNrVth4cI4q6jWycHjLrvUC6XHHoNrroGDDkom6AkNHp/+dBMzZ0WM1vlJYVxC\n5VDmz2988Pn0p8f1JhudhPjrX82A/Ywzsq2E998Pe+0Fb35zcpt162CGEyP0v/9b7viWDRtg553j\n96tWmfJHH/1ovE5rU7/3t95wVmv4+99hbsosJWRng957bzjssPj9616XPfEBcV/t66OPJvvj989d\nDiVl27Ahmfzn6qvr97dWvY0bswVciK1bzTXYuNG4ck+dGsfXu8+7P+Ey3vjXrqsrvJ3Pgw+mf3bB\nBfHyH/8Y/yaE7vF732u2ATNx8uxnw0tfmtzG1oXdeWf4+MeTnz2lZCrCG2+EK64wy3PmwAMPmGzt\nZ58Nd99tBC2U/35PckH7RSCYn15rfVskav9tfLtUEidZy5Sh9H/ruwKzo5iusXmxmD0zlMk4LV62\ngJhthpB11hezg3R61tmAu3E36fGzY4PJ7Sx51llHQLmxsssAIjdRV8hamq1Pe2mKsC1CISELxcRs\nEZFbpZBtllB/Q+tci11RS19e1ma/nZBLc8qzZ92Q07CZiiEqHbMOU4t4PiZecyDKWBxZ/UaGhmpC\n1ce30nZiwhK6nERGbmhCHjPHkhMpPv53oC4eeTjldb33HooL2BD+/ZuedPUuOmnk4sev+67JidJL\nAySyVU+ERFAuZYYWnwFWKKX+DNwCWJlik0JlOH2WRyl1LGaO5X3AEPB+4DKl1P5a66YiM0MDGetu\nd+WVZsB11FH128yZY16/+c14XbPxcGVxBdQrXgHf/W5ykJ+HPfdPfcq8XnttcjD66KNmYH/DDfCi\nF5mB64tfbD5773vj7S66CF7/+vr21683otSKGK3rk8LkDSR/+1vjThvq+623wrx58Tr3evjZi//6\n11jMuqRZf0L8x3+Ya3DjjbGg9YX88DB86EPxe2vp/8c/zHO1227Jc3ZLM151lbFM/+EPJkZ76lT4\nr/8yz6AbtwjGbf5d74oH8GAScX30oyZT9y23gC3XZYXtihXw9rebiQq7XilzXXyxkpcs3BWIaaLc\ntfT58b2f+ASceqpZdpOyAXz+8/Hy179uhPqtybA1XvEK4zZ+7LHmmrn4Iviww4zoAfP8vvWtcPLJ\n9f194gkjWh94wFzDD34w/uyMM+LvSUeH8RJ4xSvgy18On3sWzYinSy81IRGNeilY/vzn/G3++tf4\nHr7lLeZ8wUwUuPfTlpvKs4i+9a2mLI9LUSvqgQeaPrthDg88UL/dH/5gvlOvfe32Y6HVWt8E3JTx\n+a3gBX5OIGzm4pDzrTv+9BO53NQNvaPAAxSPl3UHaI6Ytfi1ZkOuxlm4YtYv2wME6s8WtM52RCrd\ntc7uEBj65FkCo+WQ2LCi1ib1abQ+bSi7quXSDtN2mZI7DQvZsi6cZUiJYWwL671Xn0bcqN1tfaGc\nZgEucR0yxVYPxmLbB11rjLDduDzjdnpCt5v68jJWzLpC2scVbzOjbV0rrU/DQrYZERsiancVsGxP\nahNTEJc3sudWmzxIwX42NiNQPxhgJTWL7MZRWA0TqlSPSxlB+3lMhuMbgV1ocVIo4MPABVrr70Tv\nP6CUWogRuJ9I3y2fkCjZKXJTsAO4EFOnpmdcbZQnnjCuoZ/5TLHt3UHYlVcasTVrlrGC3nFHUuxZ\nrrkmjhX2XQg//OH67d/ylliUWTELpuzHM55hlt/+dthzz3AfZ86MhcD998frzz8fTjghOcANDUCP\nOKJ+nVKmXxdfbCw+X/mKsRzbPth2lDK1db/1Lfjv/w7379RTTR++9S2T5Oq73zVt7rBDsh7mO94B\nF14Yv7/6anPc3XaDj3wkedylS8PHsoLavvrWqaOPNi7CKwMeZSEBcsEF8POfJ9eFruGf/mTahaSQ\nW7TIvG7cGItci32mv/Ql42JsseIlK173bW+DQw4xcYyWb32rfrvjjzft+5Mhn/50vHxmVHPAn9RY\nsyb2qvAt0K7l2vLFL5rXa64xf9/5DnzS8S+x1+2ss5JC1u3TnDnGMwGM6/tNnoRI81Tw+U1GsIZS\n5hm89lojln0PjNe8xojZ0DPinkceRbINu0nyli0zfxAWkkUI9a1of1euNNva6+/yy18a6yzEngNW\n+J53npmMy2MyC9pJS1TfMJjZdKH3Gg1MrZB9Rwes8oWsdTH242V9MTuII2YNoVqzIULuxiGLbMjV\n2IrZoHX2UK+BotbZInR7rxlY0bisgSCvLCHrUqYsSqqItTQqZhtN/tRuIeufV8jq5/er2URXdv+Q\nBTjPahvhl4spRE/8Z+ud1sgyHnlWWYjFLIRFbTBJUoBa0jlL6JnLE7KdvfkHKvIdt+0696WIqC1C\nQsTaOb+QkJ1gVlkXpQv+V1dKDQPv1Vo35UZe8Fg7ApuA47TWP3XWfwOYp7XuddbprHNQygi95zwn\nXnfyyea9O9C/5pqkeHNJi6e1Fq5mBkY33wwveEF+G1obK9Hb32762dcH06cbYXbssfCDH5jzSYsr\n/PCHjRjbnvn618NWukaw13nDhmTCMZ8bbjAD8he/2IjMc85JrwU63rzxjUa03XCDcd/s6IDrr8/f\nb8cdi8XTrlwZWxW31djWkKU7xFFHmRh4CLutf+hDJib06qvrf4eUguc/32QbBiPUraUbzL1Li1f1\n26ma3/8+PSZWKXj/+03/LKedZmJu7cSh7yZcVR+L/CZv3Jj0JHFRSqG13kaf2vFBKaWvt7P4AwNM\nGRpK1pO1CVsgNloGBqQJ9+KQmE3Ul3XELMSuxgkxW+9q7FtnoT5+NivpU1rcbL2gdU7Ut866gta3\nzo4NxtZZu/2uJN+nLBcpyeMO2PO290WsXyokS7wWGTymWsHS1qW54zZLmpANCboQRSzn/r5Z79dn\nbFclaf1Oc7fupu5Zs/HZkCwbAylWwCz8+Z3QxKxjlYWkmLWEYkzdPrgW3TWdSS+BWqy+pUoh65Il\nat3vv//d74ZZeybj4t3rXepaR0LWWshtcq6JImQP7u9P/d9cxkI7irHOjgczMEmo1nrrHyI3z32M\nHztpCQ12ypbCqGrgVbQda637/veN6Lj4YvP+fe8zSWH+4z+y9y8Tx7qtEorLbDXWumRjDieKmAX4\n6U/NX1mKTuBsqyLWxU5s/frXJtZ7992bay8tPtePMZ4xY2LUxc57Fvxn4PTTW9eXsoiFdhxwhOw0\noiykVsgGXAMhHkzWBpJZVlkbL1tCzFp8MZtGlpCFbMsslLTOhgiJ2SbIE4yrPItb0Rq1Fj+ZTq7F\nNUSWYMv6LE/IFnWXDdX8rJpG3KPdfcq4sYZc1dPw+2WvU8hq2x1Yrhp/xF9QAbhxsY3ElkJAzOYJ\nWagXszvMTzaaleCts7e8N0bEqk2wbLrxtDhuWhwbb7NMZ4ragEV2MlJG0C4FFiul3p9pEm0jDz4I\ne+wRD1SWL48/u+suMyNvExsVEbnjQdFBvytIb789+Zlb6/Xmm401x+cPfyjfNyGf7UG0Cels2WJc\n1V/1KvP+pJOSFsmy/OIXcVZniLOK+yEOL3oR/OpXjR+nKrJ+Nw89tN6tfSLw7W+bkIg77mh3T7Yv\nQuNdP2lLnZhNs8raeNmQmE11Mzavrqtxoi+esH0Oz8uMo/XjZfPFrPWnjOil/qKErLN5+MICEhl0\n66RMmsXTtxxG7/1kP3VW1oBFtnIR6+KcWx15mYqLiK6QmA1d4zzcexFan7XOF0zuukbiMbP2yRO7\n/rPhl4/JeFYaxhVYzuRXHr5om5lyv607ro0vTbPONsXYoPmd2rwyFrVFv9M+WRNa3rqiYQA1nGRP\nvpC1xvdhTJKuTdBeK62TSDBEGUG7ADgMWKSUug14EhM7a5NCHd1gF0OsA7ZQX0tvJlCXq3NJlM3G\nJPvpZdOmXqZPjy20Dz1k3NzAxHRefnnzmTDThMymTUZ8htxQf/ADEyM3NGTchdeurbe8XHllfRzv\n5s2wenV2P22s6tFHm5qSFltbN63Ey/aEm2VXaJyi3521vn/FNsiKFcmY70suMa7DjZZu2rDBJM+y\npXhsDezbboOHHw6XnmrnpEpWLoEjjoiT7WWRVUO6ah59FL7xjfrEcIODgwwODo5fRypCKfVd4INa\n60e99dOBr1edrLFR6hygvAGqO5BsWswORo1miNmi1tkQocRPoZhZ04WAmLWuxpYskZVmnc2zIDZi\n4cwRtS6ZAjewfem+pGFH166ozRK4Zcm6ro1aIbOswq0WsmlY6+HYYHq7rtBNE7UZ18QmAytFyFK4\n3AtRmJ+xf4QvbEOZjl1RGyIzdtYn7xksKmRD1tkioQYZrO00wj5ooV1Jwr04rdmasB0aYv3Q0Pi7\nHzuePlmUEbT/BJanfFapfVNr/YRS6gbglYDrFPkK4Mf+9lbQ3nabiVFcutRkirUJj9wM37Nnm9dz\nzklmK65qUHjUUcY9OCQgL77YxBU+9akmocmcOfDOd5rPtDbJft7wBpNN9rOfNedx000m9jMvoZhr\nFVIK9t3XCONvfMOsC2X73d5ohcvx9mihLfoslckmPVk55pjk+wceMMnjnnzSfHfHxkzNZxs/a5k6\n1WQD9+PwbQKuN72pPsv1vHnxJIH73IUygk8Ezj+/2DPQCu+YwUF41rNMGS2tTSzvkUeaZFI2FtnN\not3b20tvb2/t/ekTyTc6mz5MflB/um4a8E5gQgjaBFHcbMgqUlrM2hqzUFrMFsFaaUMiFtLjZU0X\nXDEb4boauyPHtNjZ0LYh/MG0L0yLkiFqXQoL1rRj5K3LskTlidoy9WTt9kVpVNS6++etL5oht2x8\nZlYbISG1eVa2qPVxPl9GbCm0dWizsg3XhOziuBatjd0E6ByFPZZHSaK8kIUsQiLOFbfusv0dCp5X\nGXZYFd8za6VtFN96Hoidta8hy7i99uBlO3assrYEj73WI1BL2uczeyfoHoXVUUmllgtbL2Ql76tX\nWNBqrfua6VcDfAW4UCn1J+Bq4L2Yx7cud+qLXmRKbNx8s3lvM+zmlSGpkle8An74w9hFUCmTVbSn\nx8S9vuQlpvyGxZYAsgPYDsfFYVfnB7ZsqY577zWvd9yRdKlzsw0LwnjgZkre3sirtfrEE0bsTo/+\nCf3gB8nPX/jC+tJIDz1kruknnBzv7Q7+yLLQFp3QKJu/oAi2rNMb/z975x4mR1Hu/08lRieJLEuI\nZAETEPAICBIBFTXooqjReMML8lPQPbIcEA4ajxdA5YiiyMVLOCgIBl3FS1DOiRciEVFXzoo5IBiU\nuxpCAjHhsmxCNrsQsvX7o7pmqmuquqt7enZmk/48zzw7093TXV3TM1vf/r71vu9USbYuu6y+fFBC\n6dO2RwgxAxUdBTBDCGHeZpoMvJn6HBStx04ClUSomNUDzv7ob2CYse3OVqjUhR1DsiOrSRezxrzZ\nbsKyEGt3tlFXMBR9nEBR2/Dx7PfZ4tQ8pn18l6g1sUWqLXAbmSOb5Lg2sr/xELL2fE4XprhNErV2\nHVzDzdfiKtWldTiy+mtfFUt9fYwODLAOGBqBzgaErVmaxhazmtRw46KiAdIw+z3tBk8KMZfWTPxk\niNltixdX+9o+hOmQdywHdMKoZgpbV0b8+fhtVbI5tAAIIfYBDkS5sndLKVflamwKUsofCyF2BT4D\n7A78FXiTqwbtLbfA/Pn20mw04rSdeqoKFd511/hyXbfx+OPz77ukOB57rPh97ogObSitFlvtii5n\nZJbneeSR+u3e6pjEsffetefnnltos3LRaPmyO++sRc00g6TEZ7pO8QTF9B7ucqyXqNrxLUePFasl\neqL/i4nu7Gqyi9kV+oh+MZvmzppC1Ra3toiF+vmykEPM2u6sTaOuoMut9M0TdZEWTpkHl5D1vXYJ\n3CHPXx/NSvKUFKcZ+t6QhE+Fili7sUPxOZ62a5vm1JqvHS7tskm1BEVVYTUUiUu9j2j83rEc0CJr\nYIBt4HToqqHIGYVtEqY7G5KNO0bSZ5cHl5hNyGpuZpcGd4bpagkf3UeROB2KpgWN9vYCxPo6VlbN\nuumwBRhupkPb08Mw6jrYgmrnnKTSTWQQtEKIDuDbwDsAPYyZJIT4b+CD9hyeIpBSXgZclrphAWze\nnP+99p3/kvZkizsXSEmTKAWtmw99qJj96EiUVtLoZ2zWvS3JhJ65/VvgncDjxrqngAeklDmrBzcR\nI9zYKWZX43dmx/ZJSf4EjYhZG5eA1Wyx1qXOmVUNSBGzDmwxobEzzvrW+0har+dGahoV1A795Hxu\nY4pVnyNrPk/rk2aS5NomnWOamG2qkPW8R4e7mxl3k67DBJfWFLVMM9zaLiP8eCZU9NfF4QAmhZo6\nhW2ICR3gzjrnz7qutyQaDQv3idlOnGI2rVRSlS7URJX5kUiMQo8hykTvwA4FH5d5tD09bOvpYThy\njrek5OTI4tBeDBwMHAVERUh4BXB5tK6wuTpCiF2AzwNHA3uh7kZfC3xGSllEhbE6yoRB2z95E/Uk\nUTq0fm65pdUtKGk2OulcyfgipeyHasTUGillg155c4kNSLvUgDJczHa7y/JAopg1cYnZLVQyJ4UK\nE7LG3xAxWyU6MVcCGZ8TaIq4pJFRkvtq49qPKVyyilvfsbO4vj4nNq2tRWMez3eM0PNKCjHOI4S8\n4cQZP7AQURvg0pqitoohbNdXoKviFrYd86FjYXL5GC2uwBGK3EOdW+tK/mSWCtPE2hvyWRblzup+\n9mWdtn8/KKDu79zoYQhbF5tGYB0trEdrCNukuUJZBO1bgWOklDcay/qFECcBP6XY5BN7RI9PoMKp\nngtcCvwIeEOBx6lSJk3a/pnRhH9ypaD1M5qz9lvJxKHMnt5apJSrhRDThRCHALthFVGRUv5P/2qI\npgAAIABJREFUa1rmIAoL1O5sVcwm1Zm1xaxmiFQx6yvPkwefkIUCxKzPnXXhc0t9u0gbkOcJJW5E\n3KYdtyi7widqXWHLafsJXZc0vkj7fPKI2ZD5sHk/oCyi1uXSGqIWasKrKhajX6kF+mtkOLaV6DVL\noKOPunIydS4h8bDUqrBdRKYw5MLd2Uax3VlzWWcBYtZkLlWHnIW1xc45za2kp6cwQTsVlenYZhBS\nsylnQkp5JyqMSrNKCPEJ4FohxLOllA0ECLspBe32Tyk+x5dJackVSsaVM86ACy4odp+HHVbs/kqy\nIYQ4GjVO9A2n2+JbWE3oYbiziWJ2p4XUleXB2LafYDGbFGpsC9Uk+q1ta0IWEsWsxhSzWXDNYTT3\nZ+MSakXM63uEevcoj7jNI6KT3uc7ri1q7e3s8GXzfVlxfftCHfM0MRskXE2yilhPR2QNP7bErIkp\nEGOu7SRD1FKrG1sVYMbcWjMbry2uYmGpRPMtFxILQzbrzUID7qyrpBLk/46ZSbgaLNHTEMbcWjP7\ncVPnyRZMFkF7E3CuEOIEKeUwgBDi2ajQ4Jua0TiLnYEnocDbrgaloN3+cdXwbJRmlALaXtAlaQB2\n2glOOgm++lWVlfzmm1UyoDL79vhx/vnFC1ozsVVJS7gYNR3nU8A/pWy/meupSaxdzuw4iNlQkoUs\npIpZczCqxWwed9YmTRgWWbcU/KGQATVJGybpXJOErhmSndcVLjqyK1TMZhKyTeh4M/TdVdYnDcf1\nYJaWsZ1Fnbiomom3D3/mYxeO+ZZ7mG7tXCPbsdUuHS0CRmI6HH99+L5rvrI9dn/6hKy5zHGToHpz\nYJIRxm2USDJr7Sa6tDrz8UIrvDitXmibkUXQfhT4FfCQEOJ2VMmAg1ECsylhwBohRCdwLnBFs+YK\n7bRTM/Za0k4cdxx85CPF7rN0If1MNZIL6NDUr31NlVG5+WZVgmb//VV5qTe9CX75y9a0c0dCiGKT\ndf3LvxS3r5Jc7A28VUq5rtUNCUWHG9cNHGPZjKmfM5siZosUsraIBZ8jazw/wljUHf31DEaDsF0x\nG5fAzCtizWM1Qpp7rNfldWnztCUrRQlY17zmouZbVhkP6y4BO+w4waU10WLWzsJbeRRYiRKyOjEU\nGV1CQ9iuGhhgxgh0ngwdx6ASITlwitk0QrdL+l4lZTM2l7mO3ZlN1DrZToSsJksd2r8KIZ4PvBc4\nIFr8PeAHUsqU3FMKIcQXUHeSk+g25+lGLvAvgLXAJ0Pbm5VXvapZey5pF3bbLX2brEx3FLMummXL\nYMGC5h+naFw3D8bGYO1auPhi9fqyy+C88+BHP1KO7caN49vGHY2i/bvxuP5LErkJ2B/4R6sb4mKy\nOd+pq5aYZQnEQ42hvjRPYDZje65sHjHrErAav5A1XoeI2ayhxmk0IohcrlGSqPW5sxo7vLeZbq2P\nJNFvDuib0S7XPofwJ+tquCxPkzvXlZgsFFPUgjcbrylmO/9OnSvbsLiKhO1gb6/6hVgKHUClBzhI\nhTfrm2vgELOhgjXP99BXYzZEzGo8ohasMkmjNUc65tJaNw7aZp5sA2SqQxuFGn+rgeN9DSWCk6h+\n0pGY/SWqTNCbpZRPud9yjvG8m/jEFTf77Rd//axn1W9TlnkJ481vhmuvbXUriuX881tTp/If/4B9\n940vqxQ6Q338OPhg9/LZs2vC6qij1ANgzz3HR9B+8pNw4YXNP86OznOe466v22684Q3Q399Pf39/\nq5uSh8uALwsh9gD+Amw1V0opb2tJqxKozlmrCzU2xWxXbRtoipgNF7HgFbKQPF/WNSiNZTbWFGBZ\nNloixNyHa15fGi5RC+4+KNKlTRIU9ropa5PbFeLOFq0lM82bbYEj6wuPtQnILn2c9dolZoueu7lt\n8WJGe3sZopYFuWLP5c/izObF7jefkLXXJX3kDlGryyTF5iabP4vboZDVBAdMCiHOE0Kc7Fh+ihDi\n3JB9SCkfk1Lel/IYifa7EyqJtADeJKVMkJfnGI/uoPP59a/rlz3+eDwz61RPPaYQXv3q+mWf/7x7\n2+7u/MdJ4qUvrT0/5pj69XfeWXP+BqO7iKGC4rWvheuvV3Mgf/pT+PnP4c9/rq1fsQJuuw1uukm5\ncvZNNrN/rr4a7roLvvhF97EuvTT+eulS2HVX9fz669XfD39YlYk5/nh1bJO994avf109/4fhY9x3\nn9r3fffBk0/Chg1w+ulK8JxxRm27sYxB7lu3wq231l6ffz68+MVh7+3qUmLPnH/a3Q3f/rZ6PjgI\n//wn/OEPsHo1LI/SrL/sZbXt/9//U3///d/h97+Hn/yktu6jH63dvDn66Lh4tgXoS16i5pY/9VR8\nH4ccEt9OSvUZApx6am151iRcxx8ff32bMRR/+cvV37vucr/3Na+B666rvTb7zxavF1wA999fvw/T\nbXzMSH9nX5e6f8eTiy8uZv6rPbXixBPV52eee38/PO956vkSq8L8C19Ye/6OdyQfS9+ouPVW+NOf\nlDOflSOPjF/bl19ev013t/rOHnOMuuZdv6f6+gH1HTfp7YXu7m7OOeec6mMCcQ3wAlT5vD8CfzIe\nLS+cVSEajy0CuuCBrijc2EwG5Zs32wIxu4JpDkfWDi82XFnXfFmXmHW5s43MnwXVZ+YjD1Pmxh/m\nvjUuwZhlPqpr26ziIWlQHyq4IX4udhtCQ42HiEcOhKK3z12ep8XhxTbmtT6D8U1gZNLXl/qo/g5Z\nmdbBENnNbLftyLrEbCf1vx9pbTLc7+OAq8aU+33iFuXQHjIEe61XNw0qdwDnAwthzVLlgD8yb55y\nwLcDMQsgQnNICCHWAu+QUt5iLX8pcI2Uck5hjVJi9npgJ+DtgJnV+DEp5VZjWwmSgQGYNw/e/374\n3vfUfMkf/aj2ps2ba4O5q6+GY4/1H//ss1WJl49+NLmd99+vxNJ11ylhODqqBoBHHgn77KOExymn\nqMH2woVKMH/1q3DuuWq7efPUe/bdVw0q9UMI+NjH4IgjlMNx+ulqGy3Ghoag03Gh/+1v8Pznw7vf\nDT/+MTz8MLzxjTVxpQXGmjVKGB1yiAr5PPVUldxo8mQl3qZOVa7rNdeo7ZcuVYPXt70NfvYzteyu\nu+CAA+rbsG6dOs7uu9ev+8tfVN3Kq6+GK69UffTrX8MLXlDb5vjjVb8ffnht2caNqobsM59Zm7M6\nPAw//KFKNORCCHjve5W4/YcjGE8I5cAn3bR43/vUMaRU19Lhh6s5g9/7HpxwQm27zZvhPe9Rov62\n25QQBLjjDiUSt21T7V6zRvXBvffCO9+pHMl/+zfVxlNOUQLTFAxCwL/+a03MCqGuIfuzHx2td3Gf\nfhqeYcRfCKGu6cceU9fPLrvAypXqGhgeVqJ1l11q18hDD8Eee8T3uX69Ev577VXbJ6j+GRtT18+q\nVfCWt6ibJU8/HReWIXzoQ+qa2H139feoo1T/nH66+t/kKhMzPKyOU6nAN78Jb3+72vass2rtW7EC\npk1T56t/8s45Bz73OXXMyy5T3+eurlpfHnSQOo/bboNDD4XPflb9NkyeDJ/6FHzpS2q7zZvVdXTB\nBXDaabDzzrW2LVum5gevXg3/+7/qutH9duqptZs1732vuvZPPhkuuUR9Rj09ys2+5BJ1A+nZz4ZF\ni9Tn9qUvub9jaTzrWeqzPvJI9TDF+oEHqmt082b12d13n1oG6jfgyitVJMYDD6gbVB/7mPt3SHPS\nSWq7LGHO73mP+u2aPVsJYP3egQHVXilV37zqVfDXv6rv0/OeV5+c6oILahEW112nbu5dfLH6fHbb\nTf0mHn20+h103XgRQiClbPu86EKIvZPWSylXj0tDHAghpJwKLIHRg+D/9oYTtJhdDawiPm92bJ+4\nmB1CiVmIBK17zmzWEOP0+bEaxzxZdeA43dFfn6tiilnTna0KWksZ2eGerjDgRgRsGr5kQEnC0f4d\nSHKcIH924RAR6cvCa5PW5iLIU2vW+RllVVtJNnTS9hFp10BImKwhzMxwY6iFHFfnzt5B3VzOVIe2\nr4/JAwNBH9ucqVQTQw3tB7db3XLCJCMTsyvs2Fzm+tqGznH3CVnX+iQsIeudj6znyEY1ZmOZoifo\nPNnDe3u9/5uzCNpR4AAp5f3W8n2Bu6SUjqDdfAghuoHfAhLl0GokcJQ1x1Z+73uSE05QAnK33dSg\nbM89lQAyWb0aOjqKr0e6bZsaML/ylcnbZB3cA3znO/DBDyqBsXSpciH22EMJ3cmTlej8t39Tg7KR\nETWw1kLb5oor1CDwkkvcx9qyRQ36N2+GKVNqTt7YGNxwA7z+9WowPGVK80vgPPGEEuiHHtqc/duC\nz8XXv64GxZsLLxIVxtKlSkTPjn4r//jHuNOUhdNPV9+Ns89O3k4I+M//VEIvjalTlZjWPyH6Jsgz\nnwnf/a4S443y17/C3XfDu96lrsO0z8zEFNygvjO77eYWWK7r4cEHlWt/2GHuUPCPfxy+8pXaDQvN\nc5+rfgu0a23z8MPqu7vrrkr877uvSpZlfqc2bVI3UU6ui4lpjIsuUu0dj3D6O+9UvzXf/Gb4ey69\nVLmsq1er750W1DZDQ+ozmznTv6/581UER9YIC5g4gradEUJI+TMYmqcGkDExOwg8Mv5iFnw1ZE0y\nClloQMxCbGTsmrtoC9pCSrukkJThNlTYJonavILW996sJInZosKhk4RPJjGrGxWCr+FpcasO9DXg\nE7RpJZGMvy5BC8pB9Alar+gyhGwnRkmwJHrUTbUHuuJlejTVmti2qM0jaEOFrLk8y/2Kznoha9ad\ndQnZ7SHhk6YoQfs34ItSyj5reQ9wtpRyX9f7mo0Qoh0rFRTG00+rAb1vPqLmqaeUkHjiiTJjc0l+\nHn5YObVTprS6JY0zNqbOp8ue/tZknnpKCdws4rukeIaHVURBnhuYE0nQCiHeBJwG7AO8Xkq5Vghx\nErBKSvmbFrZL3jMMV06Di/QctdXUi1lXqLEWtCkZjRtxZ5PnyeYQsq7XLkHrE7PgT8bjK/8BxYtZ\nVztCM7VC+uC9ETGbRBYRGuIw+vaXpa0+0ZP5pkQOQRq8r0BBG1Ij1fN98AnarlEVElvNbpwiaCf3\n9lIB9iASsovwfm1NXK6siU4M5S3d4xK0GMt9UQG+Gyd5hGy0vUvM1gnZhbVyR77avROVJEGbZcj1\nTeBrQohnAvqf5NHAl4CCqxuWaJ7xjHQxCzU3uhSzJY3QjEzQrWLSpPEXs1AfGVLSGqZP3/6zMAsh\n3oeaP7sYeC2gb0VNRlUFaJmgBXjdNGNwuJpaEqgQMVulTcRst/WWpIG8PWfWmQgqA7ld2SwjZmPU\nPmVuXNQmZUDWQs3MKKwPG5AoqDCSBLNru6xkFd2Fidk2JGS+bIqA1KJ2tNPIvjsfWFq/fZ2QhaqY\nHT0oXld2g8OBdbmyJgvGaqI2F1nErIuQazdUzC6v7Wp7E7NpZCnb8xUhxExUIXcdXvxk9LrMGVpS\nUlJSUjK+nAGcJKX8kRDiRGP5CsCThnD8OA64yF64dbaS2xAXszaOUOO8JGU0LlTMNlqaRwubtLIp\nTcmCa8XaZhG1Nno3ncRrlJrkcWWLCAU2BbduxwxrXVpbs7Sj6WK2ESWfs0PturMuHOt0Fl5NVWju\nF23apUrroDPwRkJ2GtE8WJOF6k9lUZS12BK2bYfr5o7veivJRaZ7ElLKs4DnUMvvt5uU8sztOuZ3\nO2aClqloC8q+y0/Zd/ko+y0/23Hf7YeqRWuzmWhs2Gp0uGH9wNdaYIf2ObAzG+fBX1c2QMx24s9C\nWmSdWVfmYXN5HXZjxhnfvFr9eQ46HlkpctCfJFjt8NKixKyLQp3ZTuqvA9cyTcKJJN1Qsd82lLAu\nojo31UA7ousrylW99yAlSjkTOi5XAnYflCtbJ2YjNo3AppOBPqjcoLL57rXeKlODcjO7sgV0NBfz\nt64Us4WR2WSXUm6WUt4cPZ5oRqNKxofteJDXdMq+y0/Zd/ko+y0/23HfrUOV7bE5EnDkdx9fFqQl\n5Bp1zAnoJzERVFb8ocY5xKzreeXhYsWsjU/cVhsyjkI2T3blgBsVTX1/6H5t4eoSso2IWbvvmhpm\n3MB14ROz9vkkTAVPwqwEZ4paUEmbhvaD0aPVhh3HGCHGFmuiubbrUGVoNp0MnB8XtjaZhW3R153v\n5kizrvEdjEaixktKSkpKSkpaxxXAxUKIV6IqAsyJEjVeBFzWyoZpjoP6sbU5mDdrztbhDjUOnT87\nLmK2JTRLyFr7DBFdoXVgh8g2cLe33Trb/WgUlyNri7VGxUbDYrZotdPg/kznPWnXxnPTpbXKmwM1\nUbuhEgnbecCZ0cZGFuM1I3DPiDr08OLFDC9ezCBK2G5aigpFXqkyJ7vcWmjArQ2NLMjy1bT7qxS3\nuSnzcJaUlJSUlExApJQXCiF2Bn4NVFDl7p4Eviyl/HpLGxexBNwDtDFrQtkQVjIoP/1UEkWtPWc2\nVcy2Yr5sQ5iTVJux34i0ubwQXvc14TChiXe9x8+K3V7fXNCkdjQipreuzChqi/qcG1RK5met+yxp\nPq3xeraRoE8nNoK4uEwqP5On9Ezl0ezzal3h0V70vpPmEofg+jqnfMX1DYC99AIr2MV82+jAANt2\ngKRQwWV72hUhxMQ+gZKSkpKStmOilO0BEEJMBw5ERV3d1Q7TgYQQ8hMyKtmzGliFGqRNPgGmdAeW\n6qk5tHbIsU/QFiZmEwbnTjEbksl4Upql1QiNih5HO0Lq4kJ2QevCFAcuinBjNb72ugRFEqFtaigZ\nVBFiNsM1FvKZp5Xwsf66yvZoIWuKWPCXnxnEn63XW84nCmFOy3xslu3xluwporRUWsZv329Op78P\ndaZjMLJFmzcClloZj7fjOrQT3qGdSIOOkpKSkpKSopFSDgO3tLodNlUxqweGW2dDJRrIm2K2AFyZ\njAsRs/Yg01Vbti1oxCYKFLPgznYc4tKmCda062DK2mJFbasJcmmbcJMiiSyfeRoOMWu6sk4hthJV\ndmZ5mJDNi6uMjysMusp4iFkb++aAxbJJsCA6j1n2NjNV5me6oGM+dER9umYEtvT2MrydlvGZ8IK2\npKSkpKRkR0QIMRX4CKoG7W7E82JIKeWLWtIwjRayg0Ritlstd4Ubx0gXijrs2FeSxy1mHfNlu603\nNkvMOt1ZfZAE4WGKjFQBlEfUFnRHIUnUuvo0z2GTRK3tgmYVYJC9TY2K7ERR26LPMQT9WQeGGdu1\nU8FTP9UOLR4H4WXWn42FGxfRnXlrMHscbhcxcd5V69/RTqjMBA6K7iHOhznasR0YYMvAwHYnbEtB\nW1JSUlJSMjH5BnAM8BNU+R5zCk7rp+OsRonZ2OAwn+u0gml1Ycfpriy0XMx6hWwKLrdML0sUtqHz\nawNFdKP4mpGi44MxhaxZx1cvzyNss9BS53gcRazt0po3MFw1ViNMZ7a6qwQxO0Rzxawr1NiJeX3m\nFaZZCAzX1ph9ur5SC+E2w6tN57Yyl2qd347IrWVgQM2vneBhyJpS0JaUlJSUlExM3g4cK6X89Xge\nVAhxKvAJlEq8E1gopRxIfWPwvMEuXC6tS9Ta6+v3Y3FE/SIgXMyGkCpiGxSTwcLWpyZzCiGfOEwK\nN/Y1I08TkkrhmH2RJmz1foqY+9uImPWWYgoladscHTxlbuM3M4zPe+0wLJlONW7EDpGtQOwr2rEc\nGFHPt4yj2KoLNy74a5NKgpg1hax9Y8CVUEuTNCc5a3KtiUIpaEtKSkpKSiYmW4A143lAIcR7UGlX\nPgQMAKcB1wkhDpRSJiuErStVQqgG0KLVFLbpQragObPgdmcbEbAan5DQQsyVWChV2NpubQMj8jxi\n1kejYja0Hq4p0PLO/Q1pTxLBCaEanS+btL8ClFhOp7sqagGMeZ90KWFbGaq5h0TzPTvMObS9vU1x\na2131pnd2O7CooVuoCtrClmfiK0YbYglh+qj6XOS24UJXYdWCHGqEOJ+IcSIEOJPQoh5rW5TKxFC\nnCWEuEUIsVEI8bAQ4udCiBc6tjtHCPGQEGKLEOJ3QogDrfXPEkJcIoR4RAixWQjxMyHEnuN3Jq0l\n6scxIcQl1vKy3xwIIXYXQnw3uuZGhBB3CiFeZW1T9p2FEOIZQojzhBCron5bJYQ4Vwgx2dpuh+87\nIcSrot+zB6Pv5gcc2zTcT0KIXYQQVwkhhqLH96KyOO3KRcB/CCHGMznifwDfkVJeKaW8V0r5YeCf\nKIEbJ3SMbm4Xc1CjzCYOVjCt+ojTLmJ2yHh42Lqy9rAZ7Y+LCPu1az9eUtph78vVFpspa+NisNN4\nuA7veh7UntnpYjbJqTbXVbrr3x9azzZP/dugtvo6rUiSPhyL0CiKtBsBxuesxeIS4IRJcOU0FSa7\noaLmeg7tB6MHAXOBHmARdBwDc6bCPsD0gQEm9/ZCX19Y2zxkTgYFtW7bG383pnWt6yciQMwuGKvN\nPdaPWcajMlR7gBKylTtQybXOVzvZtFSFF68CHpk3T7my26GYhQns0DZ0l3j75dXA11HZLicBnwdu\niPrkcQAhxBmoAckHgPuA/wR+LYR4gZRyc7SfRcBbUd+pQeCrwLVCiMOklFbQw/aFEOII4CTgLxhz\n0Mp+cyOE6AT+ANwIvAl4BPU/6GFjm7Lv3HwKOBl4P/BX4BDU/dQngS9A2XcG01Hfye8C38OaH1pg\nP/0QeC7wBkAAi4Grove1I0cDRwLzhRB3AU+j+kagkkIV2m4hxDOBQ4ELrVXXA68o8lhx3CHI9dt4\nXo+rmPUotpBQzhAXLM2xzVTfNCe2kLVxmYN5hKxNqDNrY4Ygm/txhSEXRaqYzShi7URqITivz4Kd\nW5MEF1OL2tnTIxEZubV6/ueszloiI52h13Rs14wYYcgNOoxmmR7dtqTES9Vz8K0wAyHsLs0oZm1X\n1i5vBAlubAuTa7UDE1bQYtwljl5/WAgxHyVwP9W6ZrUOKeV887UQ4gRgI2qgsSy6i78Q+JKUcmm0\nzQdQ4uO9wBWRG/FBoEdK+RtjPw+gBk/Xj9PpjDvRuX8f+FfgHGN52W9+Pgk8JKXsMZY9oJ+UfZfI\nS4CfSymXRa/XCCGuBV4GZd+ZSCmvA64DEEL0meuK6ichxAEoIftKKeX/RducDPyvEOJfpJT3Nf1E\ns/MY8FPPumYkhZoJTAY2WMsfxmelZqEbVYsWqBex5u5tcZkgZu39a3xithVCFopLXpQpK7LjPSa+\n+qPQXFMxaa5sI9hzRPOUo2nk2HnII2Tt92ZJTGZfC3muAS1sHQJXi8eqqB2LO6fVREamsCXK0BuF\nzWadX2vPL62GPWthGyBmoSZ61w4Tj+JP6gfz4/MIWXPf4BezFc9PTIliQgra1t0lnnB0oL6yj0ev\nnwfMwhjkSilHhRA3ovrtCuAwYIq1zYNCiLujbbaLAbKHK4CfSCl/b4Xwlf3m5+2oyIirUcPFdcBi\nKeU3ovVl3/m5DjgjchHvjUJkjwLOi9aXfRdGo/308mj5y4HNUso/Gvu+CRiO1rWdoLVuJLUf9gDM\nNah3uRpHACuSdpykna11rozGjgElkC5mE8OLHRTlyppkEXf2HNu87bHDS5shZot0ZL3HCDh/fa5F\nO7Z17nmSEjIwr7lGxG0djmvW7B/zOkgLL05qlnWavqy9mg2V2tzaKtqqWZrcjDRcwnbZpPq2pIUh\ne4UtJH+kvt+dCLMdpphNErKjM9XfCtTd55uGcmjbgr4+JhfgricxIQUtzb5LvP1wMfBnQA/QdN+4\n+m0PY5ttUsrHrG02oAaN2yVCiJNQobLvjRaZ7kbZb372AU5FhW+eB7wYuEQIQSRqy77zIKW8VAjx\nXOBuIcTTqN/jL0gpvxltUvZdGI32k1nX5RFzpZRSCiHa/v+KEGIf4EDU79bdUspVTTrUo8A26q+t\nWah5tHGuRN1OHeuAg/dXQfU+tLDtxnJpNVlDjnFnNHYNKieCkIX8Aq8oIQvZxGySoxRaTzaNRkKs\nk9zHcSnHEyhqNfo6zCJsQ6IJsgrZpCYnuLM2dtZek9HoveZXsWMqDI0k7zOEWaNKOHeNGm4ttVBk\nl9h2idzZ041kUva5us7f0x8ud1a3MxNRmDbLM76vyUzu7aWCEthZw8b/dM893HrvvUHHmaiCtiQF\nIcRXUe7EPCllSOhZ62sWtgghxAuAL6L6apteHD3S2GH7LWIScLOU8tPR69uFEM9HzWn/hv9twA7e\nd0KID6PC249DlT55MXCxEGK1lPLbKW/fofsuA2n9NJ7JlApHCNEBfBt4B6CHQpOEEP8NfFBK+USR\nx5NSPiWEuBV4PfDfxqrXoWrhxjkGNbDbunMUP5iBOpdWv98lbD2urKY7+ptVzGYVspAuHsdTyKaR\nJXNxEa5skkBs1jlWjx0Y+m1StFvrnOOcUdRCg65tgJjNI2TtQzi2TXNnNRsqhphr0q1El1h0iVuN\nbrMtbO25t16Bm/Aec/9QS/4ERs3eCO3I2ozONH665tOwm10IfX1MHxhgGqo7OqY6wsZThO3h++/P\n4fvvX339rV/8wrvtRBW02e4S72AIIb4GHAscJaVcbazSl/ss4EFj+Sxj3XpgshBiV8vN6EIl/tke\neTnK9b/TiDSeDBwZzaE7KFpW9ls964C7rGX3AHOi5+U15+fTKEf2x9HrO4UQewFnoURK2XdhNNJP\ns4DfG9s8x9xxNPVgN9LtwVZxMXAwKlRdR+K8Arg8WvfBJhzzq8BVQoibUSHZp6Cut28mvstF5WEY\n3S3u6KTOE0sZ4aaJWfv41echrmxOR3a85mkmEdKGZgnZJJotZH0kubM29rpGBG5RolaTJG7rruGc\nYjbvNZDg1vpK0ZiMdhpiLnIeOyGhEnV2TGFrPu8yxO36Sr176wtLNsWqqxRQUvIp27F2hRqb4lYz\nOtNYHiWFGkL1U0sSQkXhxRVUiFTHVNTn5yjLVGS94QkpaDPfJd6BEEJcDLwbJWbtOV/eMzXEAAAg\nAElEQVT3owZmrwdujbavAPOAj0fb3Apsjbb5UbTNc4H9UYOX7ZGlwM3GawF8BzVn7jzgb5T95uMP\nqHM0+RdgdfS8vOb8CGqummaMmmtY9l0YRfXTH4FnCyFebsyjfTkqw3K79uVbgWOklObNi/5oCsVP\naYKglVL+WAixK/AZYHdUhu43BVUX0IP5SahJX6NdNVFr0o0KOzbFaeKcWtzhxd3RX1cCKNuZNQkV\ns6HJlKCxeqdJYtTcbyNCqxli1nz/EG7Hc7S/8ezFaaQlOtJtCv2MQpzbpPNqVjbqxORPgWHGJo18\n/h6N7ponamI7pzHnMSPazdzgKNfjO569vPPvsNdMOKQTbu+MC9vUkj+B6BI9Gp0kS88ljglWB5U7\nUP8BF1rZjQsQibno6WFbTw/DfX2sGhhgxgh0LrWErG5jgYJ7QgraiOLuEm8nCCG+ARyPStSzUQih\nb2U/IaUcjuaDLQI+JYS4ByXUPgM8gSpXgZRyoxDiSuDCaO6YLm9xO3DD+J7R+CCl3IjKBl1FCLEF\neFxKeVf0uuw3N18DbhJCfAr4MSps9nSUy0h5zSXyU+BMIcT9KJf7xcBHUaVpyr4zEEJMB54fvZwE\n7CWEmAs8JqVcW0Q/SSnvFkIsBy4XQvwb6sbC5cAvpJR/G69zzchUVKZjm0GiPCHNQEp5GXBZpjfZ\nA/xJgzVRC/UubTfGXFr84jZJyOr92s8zhxkniAEoVsCG7sclNoYKrFhYtDNrJs+xBWFSKaJGCRFu\nodTNk0wRto2I9UJJDXtQNCuLdYI7a5J5zmgBxMKbDSpDkVDsUz9TlR542UHQ1VVzbNPcWpu0UGMT\nU9RCgqBdSfsIWZtI2A729rIFNf+5GUJWM2EFbUN3ibdfPoSaM/Yba/k5qJq0SCkvFEJMRc1v3AU1\nNHi9lNIMjliIqmd4NWrAdANwfOBc3O0FiTH/ruw3N1LKPwkh3o5yss9GlUH5TDTg1duUfefmo8Am\nVL/o6RJXEH1Xoew7g5cAv42eS+Bz0aMPNVe0qH56L3AJ8Kvo9c+Af2/GCRXETcC5QogT9LkKIZ6N\nuobax1WuS7Bj2DdaTGYJPXaJWIgLWXCLWZtU+yejszUepW180yZnUF/3MlDLxGhmmPF4CtusYtbn\n0uo2m/0+aCxPErY+UZvm0prhw1nK7sQICJFvUTi86c4WKmR1RuToPpntzq63XtsusSlkierfgiob\nVFkEL+iCvSJhe+U0tS6vW2vXnLVZb9Tprdgu7fp4Gwdp33qz2xYvZrivr5AawkmI7WvMU1JSUlJS\nsmMghDgYJb6nodxmgZpTuwV4g5Tyjha2TfJzamPqrbNrA/spc6mqAT1wH+2qhR4P4R6L93sO1m29\ntgWZ+TrTvFmjEUmubJKItUVQCEl5flxi074BYD7PEIXq3X8WQnIUmW0yrw8XSeI2LWxXf2ZZRJvr\ns5xhvYZauxs5l1j7jZ37Ej1lEraB871dc2ezXgO+z7yz9pg9PS7gzMRHSVQFZkJIrc6iuwfQcQxK\n1M6Fof2UoLVFrM0hQ/XHiYlEqCY3mjMVWBTfvxa2tqi159CaDm2amPW28VGUK7scNi1VfTHcpkK2\nGRze24uU0pnMccI6tCUlJSUlJTsyUsq/RlnF3wscEC2+Cvi+lLKAAhcNoge62o2LuVWRFTtpsDaA\nN+fTulzabpLxiT2NT8zmSZ4DyfVZXYN8l4Pq2iYLaeIj6ZihwqXI8qdF0Yw5qEWRq+SPEbWQ25HN\nSKPurOu6KNjdT5o7ajJNP4mSIjEfOnugcpAK200TtmZSpU3mL2ckFEcjQbtpRM0FpSs61f1q2ZEX\nYGVHjgTsEuoFrKvO7Ghn3FF2tnc9scRPbVNntg0oBW1JSUlJSckEJQo1/lar2+Fkb9SobxVxUQuR\nILFCj3WSqM7d3EllfOGzSY4sFCNkIZ8ra5Mmau119r50Ezut1/Z6176y0EwRGyLsobjQ40p3MaG1\nrmvSxLwJ06iobYiEOPMpc2vXte7f0f54uHVIM+zrI+Vm0tphWGK4tNU5ogmKrJrltyt6LKplyV0z\nAlt6exmNmjJnqvXmSPRVFqmKYaawNY8fCzk2fhpcmZS36FOKBDOoUGAzI/KJ1vmBErr6WHXleNZH\nj66onVEiq9HO2rYbKtb2WKI7jSjrcLuGJBdFKWhLSkpKSkomKEKIw1Dzgw9EzS++G1gkpby1pQ0D\nZu8JawH2QQ2SB1HzDWOilppLq0UtuB3atEG2a71LzE5yxYkahApZ+5ihIjBU0GFtZ+4/aW5sXiGb\nFuqcdT6u6/MI3UfRyZRCRK3vJsUg8WiDJEL7yeswB6jJsRn5aiSbxzavcd03oaLWFYIdyBKASTWn\nMikpUx1zUcJ2PsxZWBN1HbaYNdh0slpvCttRq92xYy1Pbv8Q0KG3m6/2uRf1+/QmmtJOcBQ2rB1h\nXdqmMp+quNVZmvfCELPagSasfJEOx55GeO3XicqEF7RCiHIScElJSUlJofjm6bQTQoj3Ad9DJcz6\nZbT4COBmIUSPlPKqljUOuGoMTtgT1nZSK+QF8Ii5VULocYhD6xtUB7myKY4sNObKuuZcmttnFZ5p\n7m0eIZtlvm6IQC3CYGxWZmDTkRwPcrm0kKgm9XckUdQGkFfUNiBmTZZNUqG6XaP1olYLTGe4seXW\nugSoXRqmMgJ7pAnbDKWBNo1EojZ6X0g6+ZgbG81/tds4bWlU3sYSt3QZ741IvW3R11ed99uJ2mcz\nar+2E5PSN2l/pJTlI8fjs5/9bMvbMFEfZd+VfVf228R5ZO27CcQXgbOllK+TUp4dPV6Hyv5/bovb\nRteoCjGcPZ1agpgZ1EKPqwPqaHg2abAmPl11YjsdD5PKw7VHdZlLzA4RGxJuXel2ZUPE7Azc4Zcu\nMWgvn4H7/aEMWo80ZjgeLlzt95H0eeQhVMzqz8z+7FzLQo5RZHbqIvohFxktdNsl1v3iE+EhYjbg\nWrCTJ5lhuJ1/V+Ivde7sXKAHlaApCv/dNKJCkdehvg7D8+apDLvz5rGOKGPxQlQpnjvUsXJjiWnd\nZufjDpQj26eOr8Ws3cZBqLZz09KorZaQ1efppa+Pyb29TB8YYA9UKHbHMaqfOo5Rr/dAfZTTe3uh\nr6+BTmgvJrxDW1JSUlJSsoPyHFT9Z5trUGW0Woo3CUsnRqmTlfH5tGZ9WlOY6mRRLlziFwLqy3oI\nCTGe4VgWimv7EDe6Vei2pbXJXJ9FEA9RczPzlu5JErA2tkOrP+OkNpthx+ayPLRrQqsk5zrvTZeo\nT3WG3+NQ4caHDDUoKKFamqdaqmdpMfvqWK5qpgIMR4JPh+1qt5P50aOLdKx2diwHov0PDgzAwID7\nGIuoObQGHVNr7weVsGobMHlgILYPiMTvUnVM27kuPPS4r6+locyloC0pKSkpKZmY9ANHAfbQ8NXA\n78e9NQ6WUF++okpMODpELdTm1PpEq4vEcjwpYcahrqy9LA+mk5UUultEWO+Q57mrTb7XWnxmPZ6J\nSwRW+8Co51p0TVpNaAi5izQBa5+z6XRmOo+ExujQ/LSEZiGkZe/2NSMhIrouaZnBccCJW2Cv9Uat\nVzOstkE6ptaEaBZ06HEFlOtrzNFdZ4XtxoRsYJtHZ0b77qLqLHf0KZHZOVLrTtf+9TzaavvOpCq6\nYyLVaKeLNSPNFbJaTLcylLkUtDsw3d3drW7ChKXsu/yUfZePst/ysx333S+BLwkhDgf+GC17OXAM\ncI4Q4h16Qynl/4x345YlTWrSLq0pXqBWo9ZMFKUZTRhB2iJWU4Qza7uyndZfyKYnDCFbrU0Z/XWK\n/yJCWF1iNE0o+5xk17mGnH/aR2G6tRAubPPMiU36fCHcfS3cSQ/4sIso65NFzOZxZw3RO3u6mk9f\ndWVXqmRNQ8TnjGYRilro2UEgnQQkS5of38eGisqADMBMNce2Okc3Z/vM/dvPq8K0BzrWR8fR7TKE\nrJ1oqvr+uVSTY5nC1ocOb25GMigz6ZT++m7p7W1JbVwxweYL1SGEkBP9HEpKSkpK2gchBHJiJIUa\nC91WSjmuOTOEEHK2NATakPGAKONx9Fw7WVq0VEMyjRHdmGNUPdqVUcg61Ice2OcVs7bAS3M/O+vD\nL6Fe/NvzDIsg9lmYf/Vz243Fep10nlkc2TSSnM4iyCLaAi+jOnzubGK4cSN3LlIa5QvJDnFmk+Za\nJ7E3fGJ6vSu7ZmlNYNlhsjHx6OiqmEjsjDIH34GaZ7qw5ljGBFyUIGkP4qG8owfBA5E4NefxgpXE\nCTK7yHY7TcysyuZcYVPE2vVoXXVr7URTdg1dHV7cFHEZubIzsD63qA3raI4bfHhvr/d/c+nQlpSU\nlJSUTEDGW6Tmxhxrm8LIdOS0G1fprp9XCzWBagpbn5htJfYgX5+C4VYdRz0LxuKiVm+TJmxDt9PH\nXjuc0EZN0nP7s/PRiIlo7zt3tmAHSWI2TaDpc0o697R2Vq/tIkn4IJLmFlfLZ631b+PD11fG8mr0\nAVbZGU1PD9tQYaqaDmO1rs8KcYGYlyF7/yiBaIpHLZJjYcIZSBKyruXmc1vEanRG6Gqbjfe40hRo\nITsKzQn/NUKMq+ibENHnOy1arOf3jodbm+jQCiEEyhh/J+qrfJmUcqmxvgt4SEo5udkN9VE6tCUl\nJSUlRTJRHNp2xunQ2n8HrWUhTi243dok0uYbusIvbZc2Kdw4DcuVNVlgeOy+EG1TrLrEsG9bF3Uh\nzebnkeTQ2tsnPYfGBG1esQhh4iyPmIV4uwZxt9PXRjtk2itq87q0nk5Lc2Zd/ZXm0IZ8BzrjN28W\njMHLVtdcWp3pV+8mKQlSkpitCuU+/O6gUcJmjuUA+0J7E0sHefCJ2Q0u1WlhJ9CzfwsWjNW7tOa5\n22WAxqXWrCFsYyHHTWxDIw7tx4GzgMuAnYEfCiG+JqX8lLFN+U+/pKSkpKSkBQgh5gKvRWU81sMg\nAUgp5Sdb1rAQdC3WIKcWYm5tFlGrt51kWmyaoXhNTrMeJ9QG/DrLrRZ+tgB0keLKQso84wjfexe4\nAs6j/fmEbdWl1djnEnJOISG3eersppHHSbRJErNpIj5E5PvcZH1Na/T1Vids0w6WgSx1le0m6MOH\nlqRyYF63yybBsn3gxC7Y6yDoiOZ/2vNSczmxAYEaoyjRtWnEOG5UQ9YlaE2nFrIJWxMtZr0Z3yNC\nfgfAErMrqYZZNyvEN5GeHrb19DDc18fowMD4imkHaYL2ROAkKeXVAEKIK4BlQohnSSk/1vTWlZSU\nlJSksm4djI3Bc5/b6paUjCdCiI8BFwEPABsAHa4kjOftgSmczL8hohbCQpBtqhmS18e3jTm20YG1\nsNi6siY8tLAdWqs2CxW1hpCFdFc1K6aQ1a4NqEGzDl3OEoqcpJ3MsNE6dzdU3Gah6P2Z5BGzaetM\ndNtDRS0khCCH3DHJSCMhxhAXs46mmdeKjyunwYK94ZB3QeXofM3QVB1Kg+DLxxDT5pxWVzhwVmFr\nz4NNc19DcYlZnb24FUmYqhjCtp3L9swB/k+/kFLeJoToBvqFEJOBLzWxbSUlJSUlARx6KGzaBFtS\n0zuWbGd8HPiQlPLyVjfER50jCNlFLfjdWhd2NmSfsIVI3BrKzOfWhohaS8hCMWJWC1hTvM4ajW+z\nwUgcY863czm2s5MyKuMXJrE5uK1yabPiukySxGyIhkzSmnlFLXjc2lBRm/ChhLiyIbtPuM41Idf7\nskmwbAYsiPZjhtK6qFinVRWVCQmRXGzB0Zvr3fNQoSZMtVsL4cLWFrNZk77Z/aj7qO3ErEmL25Am\naB9FidrVeoGU8l4hxFGo+nezmtaykpKSkpIgHn8cnnqq1a0oaQGTgd+0uhE+jkMN3DILoVQ8g/w6\nIbub+qtr2JrrTXFbFbXgdGtDRW30d+1wmFvlwxSw2pXxJZhxYQpfLW4X4HCGpjeQTdnnuOelGc5s\niJgt6jj6xgyEiVpNahhywA2cpOzdJraYTesDV1/lFLOu62xJdD0eF2UQ0teqLXBNQRkTs33UCVmz\nqcNQN8+ziqcET+VRQ7QmXJOjM+szFOu2+sRs6HfNN8++MkRQePWOSpqg/QPwDuBGc6GU8h4hxGuA\n3zWrYSZCiLOALwLfkFKePh7HLCkpKSkpaXMuB/4V+HSrG+JiwVhNSC2xRW2IEHKWOzGGrNppNYWq\nFrEm9rLKw3HXNhaK7HBrGxC1Swhzreww4lmjVGt2gqqNOXpQNmGr96U5kfrwR1voZhK4eURtM4Sr\nC7ufZiSsM43Q0PbZ29miVm9j1tR14aqz6xW2rg8/pcGuGr0h11CCi22L2aJD6m3qxOxKlJBd6t5e\nm8lD0bzOupJAPSRmL9bHSZvPa683v5tZxWxSsjiw3GsjU7TH1N4hSRO05wOHulZIKe+KRO27Cm+V\ngRDiCOAk4C+025ygkpKSkpKS1vFZYLkQ4s/AHcDWaLlOCvXBlrUMOGRIuRULKkCSqE3DNcdwbEay\nkHXtVw84XaJXC1uXW9tEUZsoZI1Be8dUqMyHSk82YWuHcdplSiA9RNnEGUIOYZ9po2J26+zsWYwh\nWcwWiSlqrcsoWNhCPMwejOvfFrWBziyE9VtaNmOr77IIWR2tkZdYzdWFtURIUBOsNlrYptW2TTwm\nYYmqXPVj00gTsRC/IWU6wmnh1TsiiYJWSnk7cHvC+juBO4tulEYIsTPwfdQd6HOadZySkpKSkpIJ\nyBdRGY5vA3ahzZJCVYZqNRO9olYTNN8y2pkpZkOErG9dZ/R+7dj63Nomi1qfkDUzl04eGGDGUpiz\nvF7Y2oNoLWJtZ0sPzPfCL4hdIcqJQsT8HJNEbV4xawvANFFrnpdPoDVK0rnYTm1WYQv1rm0scVTC\nwW0x6ytBZeLLqeYRs0UnOkvbTywJ0vJ4eZrhefMAqhl2bWEbE7KO8OJQ0oStLwmU6/uTVcRW26A/\n9jLk2EuaQ9tqrgB+IqX8fVQTt6SkpKTE4KqryvmzOzAfAt4npWzE/GgaeiDoFbU+zMG+HWrsE7Pm\nOD9NPNnhpZ12SLLt1uYUtREuUWvPk+38O7XB6vJa06olMKJB+6YR6EBtW4m6YVYkak031lVH054f\nqAfi+n06sZQdltyou1ZXZ1jjE6Zp9WbtkkqaJMHaqJjNIshDIg9882t9eBNH4Xdl08hYzrlRbDF3\nYpTE0JcMqorxvYBanVOdhGgbwMBAdfNgIasd35xi11drVn+HqmI1ErbOMlsGLiGb2jclVdpW0Aoh\nTgL2Ad4bLWr53eaSkpKSduP97/evGx2FqVPh/vth773HrUkl48cIyp1tT1ZCRY+/XQNGc9A/aL2u\ndMfFrD1fdnS3ZBHbbzzvTjiuKUBdbu0kj21siqnA+YYuMQuG+6IH1otgjg6rHBhgdGCAGdFuO44h\nNgew8qgaWNsDX7OOpsth8g3GXVlZtZituwmRFlqc5rhnEXS+95ufgx2Rm4W8DnIaeTM925mQNaZb\nm1fIpmH3YcHu7IlbYK/1tRssaeHzowdFmYgXRTVkI5d2sLcXoJrwqfr9CHFkjaRSIeHIId8dE1di\nNnt5Evb3uXpjKmpjB0A0HWFwYECJ+nbIdNxC2lLQCiFegAqlmiel3KYXR486zjnnnOrz7u5uuru7\nm9zCkpKSkvbk9NPhjDNUTdqNG9Wys89WTm6Jm/7+fvr7+1vdjDwsAhYKIU6TUrbfTd+FwCIlarVL\nW001OmT8NQf8W2cbYtZwZUEJTe3KDpEsYgFWAEc4lkNN5Hpc1TiG5WbOdeyk/rlD1ILfmQVHCZC5\nwBLo6FMD+E0jkeu0COeg25cF2RS15jKNPRj3hUpWhWyagDWfj1e5ntB5te1Gkpj3idnqezMK2Sx9\n5LqmHejrOEtN1aqQvYNquZ0KKnyeLhjar/491Wv4oCgioUuJuY7lqNt5GPNkFxHmtlrhy51Lo/15\n3m9mMDYJnS+rcwmEUCdkXd+5uah+mA8dC6HTuPG1rV1K+LQA0Y7/A4UQPcC3iSIJIiajXNptwHQp\n5dZo27b8P15SUlIyHpiTMaRUrz/zGTj3XFi/HnbfvbauJAwhBFLKtp/mIoT4BfAq1LjsLuBp1P9J\nnRTqrS1sm7wb2D8aaI4eDQ90KdF0wiRY+xCqIKAWPkP4xazLldV/+42Drkhp1BGOZd3Ui1Bd5qey\n3nBoh5SQMOcldhJ3Z639zJ7ud2V1OR5IqWmptUvKQN0nWsEteF2uLHjEbJITbmMLWnP7NEdWh3Pn\nwTVPNE8yKN3eRkOUzX1l6Ys0MZsVex6teV6ukGPPTRrbnTXDZ9NErenI2jVU65zVufWurSnq7ORQ\ngNNhNb8PvlI/eo66dnjneLIg20I7RJza89ghXRC7pgzE2u/CEuc6HHt7FbaH9/Z6/zcHObRCiG8D\nH5FSPmEtnw5c0oRMikuBm81DAd8B7gPO02K2pKSkpKTGtdeqv1/4ghK027Ylb18y4XmMauBZHS2/\nhTGKGrjOWa7clVmd9fMzgXQxa7qy+m9/9LxOxPqypnTFt9Xitp+aqNUurQ491m2ww461mNU4npuh\nxk5XNkTMQnBWVjOsWO9bD6DTwoshwJV1CVmfuM3iztoCznydRdy6XEg9tzkE+1yShHsRYtdF0WI2\nK0kRBwn43NoFY8qdrM4P76slOxuOBNdwXx9bBgYYihKeESU8q3TVhK1Zh3Z0ZhR+HIXmo5931dZr\nzPeZYlaLabMNowMDMBK5tRAT1xqXkF1fiYcRJ32/zTnsYEStGHiFbMLPGj01t3bTSCRsd0DHNjTk\nuAc4E3jCWj4N+ABQqKCVUm4ENprLhBBbgMellHcVeaySkpKS7YXbrNmUpaDdvpFS9rS6DWlUx2yG\n41F1/fS82ZiYjXCJWdOVrYpT30jPXN5V/1q/XwtbV+ixnkvrw+MAmm6WS8z6SMqiGurYJAlbH7YQ\ncYrZNGdWY4rZNEfSFnA68Za9PlTYalFrfoZphJ6X6z15hW1IX4w3tpi1bsykzZv1ubQbKlCZGf8a\nTUNlJt4GTI6SOVUPP9+9nzpR+yheR7bueteOLoHlbvS82vWAKUCt7++GSjziIg37+21+P+3Q4pir\nHIVnh7AjuLQ+EgWtEGIGtXmrM4QQTxurJwNvBjY0qW02kja441xSUlLSrnz2s61uQUkrEELsAxyI\n+h95t5RyVYubBCi9p5MYjc6E2ztVuHFVIGkxG6MzLmZdIcZOMZtUz0KnMvW87qc+cZTp0oZiDKRN\nAeASs675rT6C3VzzPR5h66xDO5ZtLqSTRoQs1G5muBIeZRG2tqg1M1BDegbitPUm9nadjnWucGOT\npL7Q5E3+lNRfrpsxCSHGSaRdOw9E0Rmd1rzPoUjM+kJ9q9ewI9LAxrWuWvJHY4hCl/7cgvERLlft\ncX3n7OzgvvZk/X6DW8hu8sXgWJhlvnYkIatJc2jNj9LljEpUYfemI6U8ajyOU1JSUlJSMhEQQnSg\n8k28A6gWiRBC/DfwQXua0HgzZypKzB6kBrXLJlnurMYMNfaJ2f7o+Qqoide4iD2CLc52rGCasa0e\nMUevV3TVu7QNYIcaJ2U1dTkzLrIIWd97tbA1Ra1ZoscUtbPTyiqZZBGy4HZlXdhurfneUMfW7tsZ\njmUmrjDbLA6uva0r9Nrslyx9UX1/DnHrmj+rMc/ZcGXzOrIaHZmgQ3I3VID9IrfWSHjmErI2rjng\naVEHdd+rQIczhv7J8DirNq42hny/wePIGuHRIQzvoEJWkyZoXxP9/S3wTuBxY91TwANSyoea0bCS\nkpKSJDZuhCefhN12S992R6VMBLXdczFwMHAU8Mdo2SuAy6N1Ree3yMYiJWZHO9XAdgnEw1ftebO2\nmDVdWagTsz4B2234L/1Uqtu5hS01x7c7+ptF2Dq206HGIeGIaYPeRsSsvZ80UZuJRoUs+AWcvd4n\nbMEtbn3lfHxzapM+a70ua2iyq3/yiFmbRsUtuMtMdbpD5bM690m1VjdUAMOtTROyUH/dhhCLaDDC\njTVJAnEIQNd6NtqQhhkJAfWusu877hOyei7sIJHjmsYOLGQ1iYJWStkP1XCmNVLKlLLAJSUlOzpC\nwKRJzZ+/OX8+rFhRirYkzL7ZtAk6OvzblkxI3gocI6W80VjWH9Vx/ymtFrRz1YDu9k7LnSX6ayeB\nctGPI8S4Jma7ncGDNfR6LWxXVOsG6bBjI/y4n3jWYz1/twIkDewTmp82ty5POHEMhz73HitB1EJU\nL3NSLTGUN/w2TazFDtrtXh4q4PS2PvHmE7dJohb8yaJ8AjZLKHKzxKxNEeLWcGah3pnNImyTxKyJ\n6dZqQuaF2/WUbbEYE4cYzy23sy4st6eHbah5vVXMUj4QJLw1vsRs3nnwK6kTsmbSqpIwgpJCSSlX\nCyGmCyEOAXbD+mmXUv5PMxpXUpLGk0/C5MnwjLasqDz+PP44TJkCz352a9sxNg63vtatU3/vuw9e\n+Up45JHmH3Mis/PO6ibAdde1uiUlBTIVlenYZpAoGWgrGZ2pBq/LJlnu7CBqgD/Z2NjlzvZjiVk1\nUk0Ss9OsZVuibuhmNEHUJlAt3ZPVolPOZ5Kg7fw7wWV5nOiBsKbHvw9bBCSVHjkOWGKHHbsEXVKX\nZHJk7TsCjh2HiDe77I9P1ELcrTWXu86pESGr26HbZ+Lsj9DQAKtRSaLffIvpVFu7WIv63I8jWcDq\nGx62+F02yS1qdQSAGX5fdWujZYmJkXAvr9yhD2CstEOLXW6nSyT29LDNyHi8BRgagTkLqZUFCvyO\nuuavO8/JKiOkheyOPA+2EULL9hyNuoZ997QaTSdQUpKLPfeE178efvjDVrdk/DnwQPjTn2DatNqy\n5z0PDjgA/vhH//tCePBB+POf4S1vaWw/ebnxRnj1q8Pc17/8BR5NcTe++U140YvgFa8opn0TleV5\n5hGVtDM3AecKIU6QUg4DCCGeDXw+WtdSzFDjRHe2ATFrC1ibaYxWRa0mLmoTyKZP+N0AACAASURB\nVJoUKmIJQDS43+AQtZWhaDDeR20AnmXQ7BgIdxKFSfbUv1+XP/GJWLN9CyqWmMkbcmtTJ97S4nwT\nDpgkbrOKWqiJO7NJRYYYFypkze1TRK3ui6SSRvr7Fh1+LXAR8bngPpYQljRK4xW2qGvQdlyr2Yzr\ndkS8Di3u7MW6dzK5nbawHYE9lhrzfTMKW2893Kj9pZAtjlAhejFwLfBcYLKUcpL5aF7zSppBTw88\n9VTj+1m8GN7znrBtp0yBn/88eZuzzoLLLsvWhsceg9tvh7e+FRYtSt8+jY0blShMWt9sNm5U4aFp\n3H23ciXPPhvuuKP23r//Pf+x77xT/T3rLNWnaVx1FRx2WP7j+dDnsMWY7PLoozA6Cv/8Z3zbyZHL\n88gj8Le/uff3oQ+pc8rKEUfAS14SX6b7aCJQhmNv93wUldLoISHE74UQN6LGpC8jNtxrDRtMcWS7\ns4A3CVSM/GJWo7czHd26+bd19WzzYbqayybVz0/t/DtUbqBak/OeEfVYsxQ2nYxSCCtxJ21eH62L\n3rtmRGU2HUT93bRUrbPfmyZmK0PqMWtUiY0FY6oZIaLGiVfAdVIX4+olcLspc2sP3/HtcGj7OjMz\nEQ851qdhv3/rbLeYtdsJOM9zbEb9w4mjf3wuuG6PeW6DVttXR48hWPuQupaTHmCEp0eEhCa75mxv\nqNSuUV17tv6NqOv/OPVd0d+de6LvgX6sih769IYXL84uEnt62LZ4McPz5rEK9V3btBT1q9qH/ztq\nUXm09jC/vyyMf3+H581jW552llQJDdTcG3irlHJdE9vSUqSEZz5TCYPZs5Xg27YNdt211S0rnu9+\nFz73Odhrr7DtFyyA3/xGhfeaA+STTlJ/r746fR9PPw1ve5t/gD0yAuefr57/+7/X5l/q7YWof49e\nJyX84hfqceyxsMce6e0x9zE8XAvRffBBWL3ave2aNarPihIJq1apa23KlNqy979ficQXvrAmUgFu\nvhkuugi+8hX4/vfhU59Sy1/0IiV+N26E//ovtezpp5W4O/JIuPBC5Uruuqu7D022boWDDlLnl7at\n5tpr62ufFoHu4+nT1fPbblPC+dRT4dJL4R//qG07KfoH+q53KWe3rw8OPRQOPrh+v3//O+y3nwqJ\nvuUWeOlL4aijoL9fudoDA/CJT8AnPwnz5sH//V/8/du2qT56+GF4znOKP+/x4Kmn1G+dzdVXq+vs\nK19Rr//6V3j+86FiDD62blU3kY4+On59JnHbbSoU/rWvzdbOkRGYOtW9TkoVav6CF6jXjzwycT+P\nRpBS/lUI8XzgvcAB0eLvAT+QUoZUXGwqXncW/APvmDubLmZHU0RtxXJndeix1VKyx/smY7tXVVc2\ncmbWjEQhkIsXAzDa21sNc+w8GTp0KRPtCFkJY+wSHcN9fawbGFBz/6Dq1A7tV5vDbGddropZwwWb\nFQmJ6nza6bBWf2baFJyBarzLSLUFXJWsDqT9vgCVaTqUIU6tufu0ubUuXCV5fEK2Dkd/eIWrY90k\nfXBH//j6wSxpZL7Vdqo1tmttoXtzSYYSPxqXWwv1jm0ssdNC69qPvjtNJXJsB83vp+3Yen7KqjgS\nPu3oJXaaQai7ehOwfzMbYiOEOEsIcYsQYqMQ4mEhxM+FEC9s5jGffhr23x9OO00NWvcf1zMeH7Zu\nVX+FUHPphgL+R/zyl0rMao45Jn1w+sc/qn7cc8+a4AAlal/zGiUI1q5VguxnP1P9rTHnX86cWe8C\n3303DA7WBPCIMWzbc08VKqsF0dat8Otfx129Zz1LnbsWwjvtVDuunod5//1q4A7wwQ/CLrukh2ve\ncw98/vOqPRdeqNzEJPbdV4nNd79bfR5PPKHELNRcwOXL4cwz4WUvg2uuUTcjPv3p2j60k/v00+oB\n6jPdc0+4917V3895jjrP4WF1nGuvVevvuSfeHlOo20Ju1ara/jUrVqjPAeDkk9Xfxx8nkfXrlTC/\n5x7VlgMPVMddtUoJSB+ve536+5e/qL/77qtuMEDt+tLueU+Puq5mzVKv10b/dW+8UQm0j3xE9esR\nUamO3/9eteW445SQfeQR1ca3va12/D/8QfXfL36hXs+fn3ye7cI119Qv80VBfPnL8NWv1lzuF72o\n/jfwP/8Tdt89m0v9trcpAZyVadOU+37BBer3QvOb38DSpbW2XXqpynR95pnZ9i8l/OpX2dvVbkgp\nh6WU35JS/kf0WNwOYhasRFCmO1vpJj3UuHExa24T6uYm76xfCYJO1ODfNNeiv4n1O12aua9PPVxo\nMetgGsYk6b4+Jg8MMA1DCFtidgk1xzg0q3H1ZoSNLeRSRVxeMWsSuI8kpzaEQeuRtB3E+0Bf2/q4\nWR1ZzWiXeiRRJ34D+8d0q11OtZ4urh+rrdemgx39td3aEJe2a7T+5or50ITUcR0PtFuroyFiju3K\nlEef2s6Mqigd2eIRMsBuEkK8A/gi8FXgL8BWc72UsnCPRgixHPgRcAtKeH8eeDlwoJTycWM7GXIO\naUgZF17m8u0J7bxdfXVcKN53nxKtBx+sBqzr1qn5mXa45bZtyjUzxdrYGLz4xSr09+tfV0I2zeE7\n4ww1UAU48US48sr6bUynUH8Od9+tRFAay5bBG99Y+0xf8hLl3H7+83DIIfXbT5+uBIvN/ffXhyBf\ncolykTVveAMcfrjqU9M5NNutn999twqjPfjguPOVlcFBmGH9P3vpS5XDloW3vx1uuEGJ6a1blXN3\nzTXK7QT12T7+eC1SwTwf+zM+88zaTQZ7W1DXx29+Ax/7mBKErhsE+j3vfndNjM2cmTxH9thj4cc/\ndq/zOXcnnFC7eZCXdvltCHXTNWedBeedV3u9bp1yUfV86fPPV461/nymT4dTTlGC1zzWj36kbgKk\nMWeOuqlw111qfnco9nm5ojXOPz8uZLN8JqtXq++26z1CCKSUGXt2/BFCnIcqn3e5tfwUYE8p5dkF\nH28X1P/io4G9ULXqrwU+I6UctLaVs2U02F2NGvyuQg2od1oIdMKWA931Zg1B24iY1WiXVs+l1Q6t\nmkcbTYg7glqG407U/FkzIdTWlX5B6xGzOkHOIdH5Vd3QlcTcJnVe0TxY05l1OT+W27MmunXRCXQc\nQ6zu73ozIZfFcdQcWy0gNlTi71n7EPXOOuQXtF6XMZTAWGB7Xq3p1NpzSSFcb+vm+84f4mI25EAu\nV1aL2UpKTGtd/xn9k6UP7GaFlDZKuZHjy3gcUsrKxI5sKNShjW4EZXZJo/dVsL63HurmyWZs9+Te\nXsjxvu2Rw3t7vf+bQwVtUs5SKaWcnLC+EIQQ04GNwNuklMuM5YUI2rGx2lw8k6Rdj42pwVXWAWWr\n2LRJZToNQUr48IeVeDN5y1vg+uvjju3HP64Gu5pXv1q5Xo1y2WVq7iMosbh0KSxx/WduAUnCzmTv\nvdXA/6UvjV9fp5yiEhW1C52dYW79nDnwwAPK/U2LYPjKV9TNjbExJd7NG0b77eee63vbbermyET4\nTmX92dm0Sd0kes1r0rfNQiOCVou6EHbfvX7+ckgf6PYdeijcemt83ciIcr9dDm6eayCPoL31VtW2\n+LEnjKBdC7xDSnmLtfylwDVSyjkFH++FKEH7HeAuVF6NS4GHpJRvsLaVbKbm8gwCjxh1Z8f2abo7\nqylc0O5DsJg1BWOsvMhKVPjhUrWsLsQ40jQuhyqWXKYveh4JYO3KQs0pS/q3qYWt3j4WIp5FzIJH\nzBlKKCmkFlIEbqCYhWQxB+mCLhSfoA9NgJUkZjVJojZJ0EK8H4oWtHpZBkFri1m7tI2LpghaS5Dm\nTshk7CeNRvavP46ylE8xgnbvpPVSytV5GpYFIcTuwEPAPCnlTcbylglaIVTo5oMPNnz4cWHKlPqw\nUR9Z5lHuiIQK2u0RKeEHP4Djj0/ftr8furvhAx9Q4dKh+58IfXr11codDuW001R4bNHObta+mjxZ\nRTC84Q0qhNsVsRBKFkHr2v6yy9S8aHN5d7ea5jA9R0KaPIL2v/4LTj89vm4CCdpR4AAp5f3W8n2B\nu6SUzxqHNrwR5dLuLKXcbCyXPEhNGCW5s1rMQuHuLBQkaJ9Y5HVnQ8QseOpl9kXPE4Ssnf01dm5G\niRDtykI87DP0PnCikIWcc0YzCFpIELU53VlNFkEXQpCYzSBkwR1mPB6CFtJFbQOC1idk7SzAUC9u\nixa0k3t765zVhjMN+6YMmOQUyntQc3/LubfJgja4Dm2hLcrHxcCfgQYLkrixnYdQHnqo2HY0k1Ax\nW1JSNKFidiLxnvdkE7QhmatDGR1V0Qvf+U72927bBp/9rBK0rb5x4BKgv/89vPnNzT+2PvcPf1hN\nSZg1K9ytbiPWAq8G7reWHwmM163WnYEnwU4bHDGENXcW/4C+KmZruGrNau4jPpn7X6hPs5EsZgNx\niaQAMQsOEWvShUrepJ/jFrK+13qZDhU2WTBWE7W6baawjc2NdQlYlytrL7ezBxfB2IwcocgZcZWx\nKZwCxKxenhZ6PB4M4T4l33Lq58hC/ffBvCGj15vXua8WbWYMt9MO7e9Yrh5VYTswwOjAQLhgLkpY\nWs7xHDNqg1o714wYbdxBha2L0CzHCCHeBJyGCrZ5vZRyrRDiJGCVlPI3zWpgdOyvAq9AubN1Q6Bz\nzjmn+ry7u5vu7u7Mx1jfBr8XJROHk06Cb32r1a1oHaed1rx9t1pkNYvvf7+4fT3wgLopnEfQQk1I\nuvIGjCf2Z62Tfv3ud/n3+cQTtURvobz85f1AP/vuGxZ50EZ8E/iaEOKZgP4/fDTwJeCCZh9cCNEJ\nnAtcIaWsDzJ0On2d8fVO463+H3JaUieXmE0n0J218QzgbWe28+/UTsWX48cTWpwUhuncjaN7TsQS\nup75tGllX524Qo2hmGRQ4y1qE0SZk1R3tiAxa65vVNS6sh2b2H2g69TmwBVurOsxj3ZGonVmvUPr\ncmerLK81MxdRtuJH+vrYMjAQy1bc9FqwAQ6uc07uImpRG+tRwnZ5/GMaHRhgW3R+OzpBglYI8T7g\ncmAx8FpAFxqZDHyS2j/SwhFCfA04FjjK5xSbgjYveQeGJTsmixfv2II2tB5vuyRO2t5oVPTr5GGD\nTR4zurjvPrjiCjXv/oYb4usaCX8GlT37gAOyh0IrNdPNP/4Br3oVwOcaa8g4IaX8ihBiJiqCSYcX\nPxm9vjB0P0KILwCfStmsW0p5o/GeZwO/QLnEn3S+4xuoEeLjwPNH40mORndLPFhdndgGaMidtXEM\n8s15qF2jsNf6KEyyj+pAPDY4tUga1IeQlGBn1mitFMqCCiwgmisbOctVp1YfN0kx5FYTEZMGw8KO\nneRR3RH2HFqNFqSuUjaNnqtNyHzZJFyiNkn4u6IKGhW1GYS/6wZLtSRPQORBVczWptMXQ08Pwz09\nsTJZzRSyplBNI+Yc91B0JbEJyZ/uuYdb7703aNtQh/YM4CQp5Y+EECcay1egEkQ0BSHExcC7UWL2\nviL3vW2bGtBoh8KsBWpiZ9EsKdH89rfZa2vuaGwpbkzaltx+e5gIG0tKq5eDG29M3yaEn/2smP1k\n4Qc/UAnDvvxl+J//KXbfIVOZ0vjCFxrfx3gipTxLCPFFQOd/v1tK+UTG3XwNVb82ieroNxKzvwTG\ngDdLKZ9yvuM0jPmzFX/tWQ9J4cYmPnfWrkEbJ8doMWEwH3NlV1JN+LSOyHU5OcpCbM2V1eQRsq45\ntS50yflZUXiyV9iaYi5JPwa5sx60AMslbBsQtUnYbm3oexohi5g131O0Uwv19XlzOrUBSe+BuFvr\nbKInTH9TgcXIti1ezHBfX3PCdjNmQa6SlN18B+Xw/ffncCMD6bd07UQHoYJ2P1QtWpvNRDW8i0YI\n8Q3geODtwEYhhP72PyGldFVGC2bNGlX39DWvgZ/+VC17hqcnLrusPQXt008rl/CUU1rdkh2XUsym\ns7bZ05RazD//GSZoi3aqTzqpmP386U/F7CcLSSWYGuWCDEG2Ppe7kXDnVhElY8pYtCv2/seAx0K2\nFULsBFwHSOCNUsrk21YhUQD9IUd2kyZmk93ZKNw4BM+cy+OAE7dErqxRkmfNiDp1PXAeHBhgxtIo\nzFEL22jgmkXMmiI2z/zCWZ0113ZBBVUUESVs60StSdE6MrewTbFQp8z1J4ZKwiXuQnDWurVUoX2O\necSs+d4iRS3Uu7VJTqy9ztrODDc2owNsqm6tdc/KKWajElWFE4UhF4kr6ZQ5DzYRTwRHSRihgnYd\n8ALgAWv5kcA/6jcvhA+h/mHa4czn0KArfOCBquao6U74BO2aNY0cqXncfbdKClMK2pKSHZesdYdt\nGi2v9fjjsMsu2d5z6aWNHbOkdURi9npgJ9TN5p2iZQCPSSm3et/cBJKSQLmoiVlr1NhNQLkenNmN\nF4ypQXnlUYoNjRwnzORRQTTizhZKk9xaaE6yK00jYrZI9GeXFILsIuDmiysZlLMJQ5ZwXW/9hWqk\nQ1PnuBaBlXQqF0nh1ZGoLzMd+wkVtFcAFwshegEBzBFCvAq4CCUwC0dK2bR0JcMOf9cnaEtKSvKz\nvWfWbvUc4S99qbXHP+EEuPbaxvdz4YXNdW5dbK/Jx5rMYcDLUDebzWlAEjgKKCgYXtFPpRp2vIVK\nNTFUhYqzdI8tZm13VtFl/U3ArD2rR6mGmL1qDA4ZMlxT7bAsgjkLgREYNBybOZ75cSGhw9rFzROa\nbO7DzIi8zEgSVZ1LayfqauY8+9zzaZuAKeamrA0TtXmSYVXW5xe1tjOblDhLtyePW62bH1K6x2AJ\nwCTl/Lvm0GpipXgg7r5aTuyaZs5xLQKrxI7NphEgSj7VCDpx1SBt2g9tQGjZnguFEDsDvwYqwG9R\niSe+LKX8ehPbN24MDKRvIyXcdhscdljz21NS0q5kEQIf/nDz2lGSv9xYURQ1N/iMM4rZTxZKQZsd\nKWU/1SDV1mKKWpcrmxpqDOHZjTuJubNazHaNOlwmUKHEkajtjOb91WUtzXq+Q2FlfHzoEM/1FY+Q\nhfoatK66s9sbppA1o5nTRO14u9NBYtbhWttt8wlc251NE7MJ196ySNS63NnqHPOF8TmxvkusbQWc\nY56si+rXqcH5v1uA4XbshzYi2JeUUn5aCHEeKvHEJFTR9qyJJ9qW/v70bb79bejtbb0rA+VgrGRi\nUHQypHYj9LegWb8Zre5fKWHDBlX2rNEMxeNNO/yOl/hZwbS6TMemSwvJQtbel8JQk+bc2cRQ47U1\nMbt3XMxW5826iERt1ZnpwStkQ+bCjs50i1qNb66iWbYnUci6/tr4wo3zkOTONlqyJ2QerUvI2q+H\nom1sYduWYjaQNOdW37wxX7u28bCEWnKoDYaorZaw6qslS0tL+TZRhGzHVHfCqpBzDKUt+6LNyBRo\nGyVjuqVJbWkJt94a7rj29taef+YzzWlPSUnJxKHVoqgRQVvETbH//V9Vt/WGG8L64vrrGz9myQRj\nBukOXzdWYihdeDEedgz1otZcbuMONaYmZrtJDqO0Qo1nT1eDdZ3RuDpv1ue4ziVThHMSumanLWpN\n59XGnhvrDC/Geq7/NhxqnGIf+0r4NLv+LCSL2Rkkn3uqmA2wzbOEHTeaACoLIS5sZ/262dNrz+1M\nx9Xw4j5ic0AnotuYlPCpw5jjWoYGt4bQOrRTgY+gatDuRjzkSEopX9SEto0Lhx+eb1D6xS8W35aS\nkpKJRasd2m3bmrPfUIaH4Sl3wRYn41W7+YknYKedkrdp9c2IHZKtK2FKt3peeRjYzRElWROzGi1M\nzfm0ANMYrROy/dZr5c4aqtIUs5CeCEpvEw3gdRIoszyPrxRP9XSahC1mfQJW43RlzeeuGw+5w42H\nCBK140FSVl+7maFituE25ZxLm9pnAcmytDtr1+fVfaFL9dh9kyJiF4zV5s5WazGvBxbWtu2YqsJv\nRwcG2AYTSvCZpX50Dds5lpAtQ4NbR6hD+w3gGOAnqPI95lCgHBaUlJTskExq8WzClTnyfbSSa64Z\nn+OEJCMrBe040gk8ol8MUY1pNMfe3dHfFXq7LlZEwlaHHvuErbnOxDlv1jxWyBzUKNzYdGcrQ1QH\n6ptGIndGl+YYp9IbSWLWFrIQIGbTaGbm31w0OLHXLNOjd2XOoTW3aVTI+txo7b76hG3uUOMEUesT\ns/pch9amfi9m7xkXsWBELQy5hazJnKnACGwZGGhOHdhmEpX60cKWKNS4rRNX7SCECtq3A8dKKX/d\nzMY0iyuvhF/9Cn78Y/f6wXG6SdgMfvc7OOqoVreipGTHZPPmVregPRkbg61b4VnPat3x0ygF7Thg\njqvNMM9Jg8RUX4pLa8+nNYVtmJC1kkDpY6bNnTUG9rF6s3eoBToD67oR2GNpdmE7OjP+OmgurdEm\nV7Zim7V2VYcQHZhnTLR1ZQtK92TAdmk1LmFrLi/SlfXhcmubEWrsE7OxbWbX5g475tJqMWu6sdWI\nhWiOrOlYVkNzLeZMNVzNgQGGYWIJwUjYPhLNqS2FbOsJFbRbgHGvyCqEOBX4BOrfwp3AQillQD7i\nOH19yVmMRxrMPtYKtDOjS1089RTcdRfMbeP/JyUl2xtXXQXHHpu+nSmepMw2f/UnP4G994aXvCRz\n88aFIccA+Ygj4JZbkkVjM93lUtC2ETqEESKhGP2TqqyHUUfI8RHEXFotbLVIdQlbc30cx7xZ3aYs\n7e806s1G8wHXjBjz5IB1AwMMjUBngLA1hawWqJWh2vI0YWsmgLLFbJ2ATaJBkzPsAFk6u4UkJX7y\nvqdAEZ8WgtxIeLaZACpJzFa3N0QtxObNmmLWJWT1TZ7h6HsxODBAZcSadxrRcYz6rmwagaGBAQYn\nojCMhG1J6wkNmLsI+A8hxi+3rhDiPagk919ApVa46f+3d+bhchRV//8cQuBCIFwgMWELAdnXAPKq\nECEgIBIQ4ceriCIBgqiIBhCQRUFlUQQBURSIEEAU18CLQTZfAlzEhZ2wL7JITMLyxkCSSyCp3x/V\nfbumpnqb9c695/M8/cxMd3V3dc30dH3rnDoH+JOIpPq9LFoEB/sz0gcohx5qX+P5az/7GWy3Xfvq\noyiDkaFD88v4lBVSn/oUfOEL5c/TKl56qXrdPwqEDpw2reFV6aOIy7HmHm8Tbue6a17yvpvEevoh\nqIymlHT0/8rKfYv7OWG0t8/ocBCoItbZyN34xGGeq3EUudjtfPdiO/JFNGLX68nS/Zxd3HW1kitm\nywrYpgveJhISml0T0he/XM2kNFoRQdo1J1nc/Ro117iImA0RDeq482ZHufdDVN040m9fyLZJk+y8\n0/HjeRMbDOrlxU5E4L0rT9MFDOnpae7DQRmwFBW0ewCfBl4UkT+JyE0i8j/xa5PqdjxwlTHm58aY\np40xXwX+DXwpbYd//hN+/esm1aafMi/qD3SilVlROp2NNkreH300nHFGuJxvoR1IxMIwdF3PPJO+\nXzMDWl2f5n/p0O75z4Ob+UknvWtepcic4JYb7b2vtGCluha7n+sUsxXWWUdsViYUSihlj5yDDSz1\nMH4crEzc/J4TlyXzGV3B0RDqNq420zrb4GOnidssmuliXZeQdUR1Xvoin6GvVN8DAfq8BIrMF08T\ntkfb19lYb4eF48ezdOrUzrLQKv2GomPUbwA3pGxrePdMRFYAtgfO8zbdBuzU+POVKz97dqNrUDtx\np1Dz0iqdwLe/DS+8AFdf3e6aNIa//S15f/nlMGKEvcZm8nodFpxmMGRI+rZrr03f9sILja9LzCOP\n5JcZaAML/ZYsK1/sZtk1D7rflxIgyu0x+zlyQjlzMtLzxJ3zCjFLppg9cRiMXlRpnQ3lnASqnZ7T\n5tHGVq0pybHcFCBk6CQ3bc/o3mQe7cFY1+NY1JZyPS5LSPRVibtWuBpnBD+CYvloW0lacCh3e93U\naFaP57jHX5tzDzQML6CSBlJSGkkhQWuMmdTkeviMAIYAc73188gYD2qWqPvd7+Cgg5LPjbQCG2Nz\nM37sY7XtX08eyiweeqg5x1UGN9/6FvzgB+2uReO4997Kz0X+g2oRUu4+d95Zfv9WcMst8PGPV647\nzx+SdGimhfSvf80vo7SAtL51PPdwOayfYTx30I0yO8EpXzGnFhJzZkqSV3e+7ASyxSzzU8Xseusk\n1tnSRO6UvSM8N+KHsaJ4epKvEqCrZGCpUb3WSja6FyZ22bm0saU2Fra5ojZND+blYvVpi5h1z9UA\nURuytrZCDDcsdVGgDQpdtydkoTIYlL/Nobc7+m2XjertCFsVskqjKDWLSEQ2BLbAWmWfNMY0cYy9\nOGeeeSYAr70G9uk1oaHHv/jiSkHbSOH8+OOw997lOrmue3ERC+1jj8H731+uXttvX6680hhGjox/\nxwOXr38ddt7ZLgONtPswy+X4/vths81glVWaV69WcMwx1VbXLLfidrv8Vn4PM6NFaRrd2EAzvTMD\ncxbj9CXvqxa1M6kUqFVW24gPeZ/jU+SJ2XcfThWzcZoeiDruzvxZn4pYy/HcQN+Y7FhlZxNZp6ZO\ntZc+eTKzIRxYqoBn68RlSeoe11rbVEttK4ktm0EBWIeozXIbjreVFrYZwbAyBWyWdTVtkKCgRdaf\nP5snZD3rrO/OPqereqAnzjFbGBWzSgMpJGhFZDhwJXAgENsElxOR3wNHGGPeanC9XgeWAqO89aOw\n82griAXtE0/ApZdWHyxPLJYVqI0UtGWErIgNArWy49cUW2izOo7bbAMnnVRb/QYzt98Oe+7ZuvM9\n/zzcc0+5//gNNrBzxxvN44/Dllva94ccAr/8Zf3H3GMP+yoCK6xQ//Hawac+VZn+y/eQKCLS/Ht+\nxx3h5JPhe9+rv37tJPRflvW/lOWq3Iy6ZDOByoHQJvuNDxbcznJaP951w+yaFxa1MTOpFq4ubtnQ\nfNn4fLGQBVh6baqYja2zfZFcb0mq5dNLwOV4DtbfDBJxu7cVq3HHv3fyyPBqYgAAIABJREFUZJaO\nH08XXiTYEmK2ZtK00JuB7UNfSSIBhwYlggduoKU2VQgWEHRZgrRIpOKQsM2dP1umDYqI0hKuxP71\numLWTZ8VErPdVIjZOP8yJDln00hzxVeUVlB0jPxiYGtgN+x/7srA7sA20baGYoxZAjwA7OVt2hMb\n7bip+POvfAHbzrlXfvCnuEN97rnZ+y1Ki2AxiPnOd5L3o70B/2HDrAC76qrqsrWw+eb2dfjw9DIr\nrgi77FK5bt11k/drrlm9zwUXWAvf1luXr9MFF9jXJ56o3rbFFsn7bbYpf+wQP/1p8n7s2MYcsyih\nfKh+HXZyZud/yOk0u9Fw9/aiMvrUYqEFeOed7OO6/E+zwvDVSK0DfEX+R3/4w9qO/cwzsO++9Z9f\naTZOJz0WnH7kY7fTPcFb/HVx+bHOe9cq6weAyhGzFZGN0yK5hnCsuBXuxqOBbwDXw5jLYLOVYENg\n454eNlsJxhwAwy+z2/kGfWK2d0S0dNtlblcSlGdOhWm4DuKvIiRm6zpovDSaAsd99+HqlDXBXLQP\nl3NLLhUMKq8NGtQ28TUUEbPufbUGye9/bLJtvWF2/vi1y+y9EIvZ0b3J0kcTUuYqSlmKCtpPAEcZ\nY+4yxiyJlpnAUcAnm1S3HwKTRORIEdlcRC7GPg5+lrZDIyynv/99fgf+lVeytzcT3+IRC9oFC8rt\n95GPJO+zUoJsvz0ceaSdU/uTn+TX76yz8su4FO1Urrpq8n633dLLjR5dPOK7e+5bb63cFrdnbC3d\nfvvsYDx51/HYY9Yd8z//gRtuCJfp6rIW16eeghkzrLeB+1ubNw8Weu5jw4fDDjuEj7d0abhexx5r\n1x9/PPzxj9bdNYtPfzp7u89RR4XXdzkdrxEjKre91WgfjwL4lm23re69F0480b4fMyZZ//nPw6xZ\n4X2KUtaS6XPddeXPWYYbb4RHH80vUy9F2m7//cPr580Lr3eZMaNcfZQWMTRyO3Y73n0Rjx1R6wrZ\n7sAClSLWXbrmRcd41ItkPDMzAJQvZisiG99Cn1BNGx+uWH8L6R390Vixer0VsL6I7d3KEbHRf2Uc\nCGpuowWs+z5PzLrWPVcoFXLJbZSwLXicLGFXj7CtK7KxW/cGtEeaiIXKa4wjF0OuVXa9dSqFrCtg\nR3ujOF3NGKdQlBopKmhXwkY69nkTb+pIozDG/AaYApwOPISNbryPMaa0nCwjdA88sOzRW4vf8S3a\nEXY7gFOmVAq4//qv9P0efBCmToVx42CddSq3PRz4Dz3ttOqgNccfb19rdTG89dZ8wX744fZ11Cg4\n7LBiaYxcd9FttoFdd00++66jq68etpAW4cQT7bVvsIH9vFfkd3DTTUmZ+fOT42+6KeyzD3zJS1C1\n3HKV7uaQbfFNc391rb4TJ1beHyELpG+9hvQcnv/+d3J9Pln3YdH5o0UF5DbbJL/DWbOs18WGG2bv\n89GPJu+XWy4RsiLJINeQIYkrdoj4Gt99N1n33ns2YFLWNSxbZvfddtvsOmbh/zZqud8WLoRPfAJW\nW81+PuWUcLn1AtnAywaoKyKKl18e3n4bvvjFyvUjR5Y7Vwi10LYAV2SmpgCJesW+qPX398Wsv270\nvETIxrk806yyBcVsn6uxU6W8PnzV9izr1Wjo3SNatoL5G9kltsS6C7RZzMakidpSJy9juS1bnmwx\n668PiVtXKDYlMFSNSrBIvfzrCbkY+1bZselCVlE6haKC9i/Ad0Wkb1q4iKwCfIcmugAbY35qjNnA\nGNNljNnRGNOTVb5WC21ov403Ti9/xRWVn2MX5bfessIkjVAqiZdfDpd9+23rRnzvvbZMfNz33qss\nlyZojz22cpsb9fOQQ2CllZLPn/ykXcqS1vmeMKHSRffII+Ff/6o9TUeX9xA3prqzftppNp3S//5v\neB+X9de3r7EbcGzJmTkzXfQUmfO51lrh9RMnVn5eaSVbV9clMhYQafhiJWbHHcPrywYBi3HrGouW\nUFuGrLrGWPGb5k7citRS8XV/4xuJ6N5ySztIMGNGdVTip59OrPBDh9pX33p83nnFAxjNnm1duFdY\nwV7v1Kn2uD9z/Eruv98Kx4UL4bOftetiMZhmGa0lj238+y5D/DsbMwaefRbOPrv6u04TuWn/ZfUw\nZox1/4/vd9cVPibNihti2TL4xz/sdSktxhWQVVbagKjtmle9uMfyrbGxiK0SsjOrrbJxXcbS15k/\nGDhyEWw7H9af44jZadhATtNtzsxgqpFJk1g6fjy92O0vL7blmUKSa9YTxr0jqsVrWep2N/bFLKQP\nIrj1C4namsVfWqepQRbdmkS3R1PFbR3ndgV5yCLr/t7j33zIKuvMk4VkQCe0rD8nWbpmYX/b0f0R\n55PVXLJKOyga5fg44FbgVRF5BBDsnNpFQI0JZxrHpZfajn0s+u68M+yWKlK8M+h24v2OuO8eOW4c\nvPFGYmGbONG6crosXGjL+ed3Rc1mm8Hdd1urm+tiC4no8gWsf7y337ZurT/+sRWQRx9t17/6alLG\ndVH9zGdsvXfYwbrC/va38N//TRC3HVxBHHP77dXrnn8+3zIWs9Za1sLnExITJ58M55xTvX+ICy6A\nE05IPo8cCS+9ZF1pfXfakJXpgQdgu+2y6w5WzEyZYqNiDxliv6uNN4bx46vLptU1jTwxGP8OttvO\nivo0AZx3rGOOSaxh3d3p7vWu2y1U5l5Nu8fqjWo7fXrlZ/97BStUDj7Y/qb9eyUkwjfZxIpdSL77\neN7mfvtZgXnggfDd7xav57PPJu9D7te77GJF4UEHJcG23N/dvHnwvvdV7vPoo9ZLIcsi736vxtiB\nJP97KsNGG9nXJ5+0/z/xf1V3d+VgVitzYN9/f/Xv64Yb8uvw7rt2gOPEE5Pvt562UYqx3jDo+wuZ\nT6UoiiMexwwdZwvEQaLiHLUuXQFf84pgT+7JSIQsVFtlxyYd+YnLrJDtmu9EM45zzkbpdXJzZgZy\nbM5fDN1HO0GeYva2rm1dUJGap9cbTHMpI3ivD62c773WQrezf1qQqFKBk/zKuSdoEF0T8kVtZoAr\njyxRW5c7csFzhK5lqPegdn8rfuTiDCpc7VO+hor7Y4oXsVvzySptpGge2sdEZGPgECAe978W+IUx\npu1xzY45pvLz7rvbgD633WYjh/Y6bhNZFtRaGDHCzq103VFnzLDrrrjCChwRmBtl1F261AaAuf32\nSqvou+9aa9EoP65zRGw5++1vK9efe26l+6crhG++2VojfFxhEbvunXSSFQJZnTzXzc+3zh59dBLF\n1qWImD3iCGvVfeqpRKSuu6616kJi8evtte1wwAH2O/cFbRqui20eIUFbJoVR/P0tXGgHFnxhUgub\nb15tNYRK62wsdPbe2wqOLLI6/yLJ76mMS+a3vpW8T7Pc1yt8/MBXxx9vf8vHHQdrrAFz5lhr6O67\n2/b6S4rvyNZb2znNfr3i7y62+K2/Plx+uX0/bVq6uBepdHEPeTvcdlvl53PPrRS+l12WvB81Cq6+\n2kZUduu52mrZ38nIkZVzrMsMIFxyifXqKIJI+1LuhAbSsrjnHnufrLQSnH++nUIRc32w1680hfg/\nqZCoJfEdy7NAhkQsJIIgtsrGdYitst3WvTLuwK8/p1rIckuGRTaLFGHLdOfSo8G54e7veW/omkRF\nqh9X4HbNh1Hd6W7HMwL3ZOGUPWXyzhYRtTGlxW2DO2gxaaK2jJAtQjMtuGluxDEhEZvWF+hOXt1B\nnVjMulQENfOE7Hwii6wKWaUfUDgPrTFmIXBFbsF+wh13hDtdq6/e2POkBQqKxd+pp9rX2OVwjz1s\nxFU/CFHRNCbHHVe9Lst6lCXgP/95+OpXk/NvtFG2oHUtu3FHP43ddssPNhSLsJ//3L4++2wiUl95\nJREasSBdcUX7vcYcdxxceKF93ygrUdl5gD4nnmgF+oorFheza/hJzD0efLDyt/zEE9b1cqutknU3\n3GC9BDbZpHr/X/3KWuJjammr8eOhJ9PhPyHtt1zvdxTaf8oU+zsQSVyG43tvp52sddHniivC7rFH\nH23TNIWsoNtumz2/tazQAvjd79K3HXaYXXyyfp9rrgkvvph8ji2sRfjKV+xShFZaZOvFjRr+9a+3\nrx6Dmb5cqGmillfsujRrbSYBEQu5Vtlrl8HoRYF5spGQbYjVyRO2UKkZu4DZzkDYytOj/LMHYK25\noyv1fO+IfFELOdbZIuQ8j3iTyu/SF7UQForx99MoK2YWobyzcZ1yUw6l0ApBnHfeIpbY7pTtPt3V\nuWVj+jwVIHhvxB4LC1XIKv2IwoJWRHbAzgjZAjDAk8BFxpgHmlS3lhHqJI4bl1hH/vOf+s8Ru3HO\nnFn/scrgBqfxufrq6nV/+1t6eVeo5KWJGT8+LCay2HhjG3HZdyNNo0jHev3189N3uNQraJdfPt3K\nnsawlIdKjD+HNZ4b6aY0GTkyPVDOwQcngvaQQ4q3x09/2tgct/73lTY1IGbnnSvnvKZZBQ89FNZe\nO3y+0KDKBz9oF5/llisnAttBmUBPRx9t5xK/8YbdL89yn0Xc9jvvHPbEiBGB++6rXn/11WGBrgxs\nDsYKrCpRG2L+KzZgUyyOigifNBEbDW4VtspOo6qz3jAXykjY+vjG097Jk601Nxa2Xi7artcTi+2o\nXitqR/faebSxddYVs4Wss661NU/IxrjW3Hh/V9RC/xG2IfJEaJk5t3kit+ixQnUqmzs2tN0nsK0q\nqrc7+PEwKmSVjqGQoBWRzwLXAP8L3Byt/hDwdxGZZIy5tkn1axtu5zkUzGmgkhfY5Zhjwp3qM88s\nf66Q+6TregnZgqcIhx5aPZ80SwinWfWaxb771h68J08IhyiT8mX8+PD831rxBWlW4DWovr40K+g1\n19Rep1pZuLC29m8m/u86vk9XXNHWdcmS4p4gPnvtZb0j3EjQMXO8KK733FNdZlyb+q5K+4mDzVwf\n3S+ZaQpicVRECPgd/qGEO/tjqRKzvltlKq3qtIdyzcViNhBlHiqv4UiiAFGOsI2tb30DCe401Zgq\nF/CC9Y3bNrbWxt8bVAvbNAH57sPNE7W1uP42InhUrcfJ2qeMmM3CKZflZtzbrel4lM6kqIX2bOCb\nxpiKWYsicgrwXex82o6liKVvsKR4iIPUpPHjH4fXh1K75JHXpj092RazZnwnv/5144+ZhZu6pwx+\nPtp2kpYH16esq6orgF97LTyPuF1kBd1qF/794Lf30KHWRfuii8ofe8iQsJgN8WbRuXglGCz/vwMZ\nV9hmWmtdUeu6ibr4VlgIB7/ppkrM9iumTWNITw9dwMrY6g5fCbiIYLCoUGAoV4xMjL15PGEbbO+Q\nmHVdiYsQW2vTXJAhX9RCa4IpZVGPmA3NZw3xbiDXWdHjFg3ylDNnNm++bBWjsYMqt+SUU5R+QNHQ\nHiOB3wTW/w5oQNibSkRkdRG5RESeFJFFIvKyiFwqIkWdYkoRcjP9+McrP7sBXJTGkDfvcOeds913\ni3RyQyIqS1gtt1x2wJuPtT2md3vIauuiYqPoPNM4orTrRtxMMdtJc0Lz+E3gX9r9fuI5583ke99r\n/DFb8R2demrYuqzUzsTAs/VgbMd6vWFU55R1c9XGojYO7BQvI6N5sRtGyxrRa3yMsZWvsZiNyYrg\n2kqGTJ7MsJ4e1gDWBsasFM2fvR4YRyExG9M1317XtvOtUJkY5RI9mMr2rpgz2e0s/md/WxYhgRV/\nVzF5grHeYEq1ptQJ5aDNwv0d+tdYy75ZC1R+B6GUO0WoQcz2dnsRt7389EOKBtRQlBZS1EI7E9gN\neM5bvytwVyMrFLF2tJwIPAGsC1wK/IompAkKRcHdf3/bwYmDFF18caPPOrh57rkkiE8nkZU2ZbDS\naEF71VV23vB559Vep8FIfxbmafmy+xNDh/b/OdSdSCwm3Si8FdbatB1dN9Y8K6z7SiLc/NyaLl0p\nAR2bzrRpDOvpqbTIuu7FgRQ+vpj1Bbl7LaOcsmkWW5cq661vqS3ikhxyQYb8KMgutbgg1yOEiwrZ\noqI1c354sUOkHq9I6p3Q+u6wkA0N6AQHTEbTlzt5+EpRtG5F6acUFbQ3A+eKyAeAOOTHh4EDgDNF\n5MC4oDHmD/VWyhjzOPD/nFUviMiJwB9FZBVjzNv1niOPrq5KQXvppc0+4+Di/e+v/xjtcEPcddfq\n1EmDgVaKpTXWgPVKemfVQ38WgmVxAz/F19Ws+2TatOJTDJuR5me11ZKAfSNHWrf0elhuuYH1W+gP\nxEGLoNJKGovbgwEigXX9MHglFkOuKIKgeA2J1r5zOO7FsSWqKnJrzDTCAaGmTi18nYVIcy/eG5hE\naroeV2i4QsS/lq45yTFcUTuny7bLjOWcgQSnWhVzbSEsZt35t1nizHVBDonaPHyBmiVwy4rZspbY\nNLKEq+9D6AbPqoU0IVvkeCliti+qd0xgulhvdzSX9vXK7d3Y+0NR+iNFBe0l0etR0eLiz6psVobC\n1YB3aOH9pJ2bgcOMGUku33rQuXzVFGmTUBRin3XWgVdfLXdcxbLppnDBBfDee60750c+Urxsvd9l\naH/3//nII+t3dRZpbfsNBjadBeuPgJeiTnFI3PaxHFbcDoPr16mM0uuK177OeSQWsqyV9qTeqzsf\nsFmRjUOk5Kftng7DocJC60Y0zry+h73rmZSk+omFsDuoEJMlbCFjjnNosMElb/58nqjMymML4XQ8\ntZyrjKswVLdFmYjQRfHbLssbgcA2hzSrbEVU7xgnijYk6aH6cMRvP/DUV5RUCglaY0yzRGohRKQb\nG3zqcmNMnYlVlIFCmU7yPvvApz4VnmNYBn++9Zpr2rQoA50997TXGYoAXeR7CEXB9geM/EBLrRK0\nA2Hg6pJLbM7VO+9M1jXbQtvuwGTu99aI7/CLX9RBlIbzPejaGzYdFwk0zxrkCi1X5E4EZgxL1sc5\nY8HpmLu6Ji1ojbN+QcBdsiVC1ickbKfDmFuocD3uE6axsHWFbCDVUDeRMJ6U7JuXszYkbKGEuC1K\nUSutK0KzUv4U2T9UhzLkidhara4ubhuGxG+aVdY7t/t9xd9plZidhf3dTPF+M/HvbhJ9gykQ/e4c\nMRu6fxSlP1E4D20jEJGzgFNzik0wxtzt7LMKcBN2qs1J4V3OdHePlvoZCB1dn1pSxAwUGtFZ3XVX\nG7TooYfs55/9DLbcsv7j9gfWWit927e+ZZfQPVGkXQ86KL+Mionaib8X9/spk7O2FsrkKK43v3OI\nsWMbedyZ/OQnM9su0gcaL8c5VQ+oFLaxxTYr6vCpvoCdEy1RXsyXUzrYRVy43NO2TMj6+MJ2Maw9\n3REYnrAFkjaYUm1ZXgQQ738RdEXeurH7cTyfdkbAPJEmbCEl/U+RebU+eaLWT/uTlcvWp5a0N0XI\nm7vaCFGbR4qQDYlYSAaGqlyMp9F337i/mSwvgT68AaOljcznpygNorCgFZFxwEexEY/jv0QBjDEm\nRWhWcSE2n20Wff8+kZi9GVgG7GuMWRLe5cyCpy/HQBS0++2Xvb2rC3r7W2qDFJoR5TiPbbeFBx9M\njrHmmgNjkGDWrNpS0Wy2Gey+e+PrA/DlL4fTMyrFWHFF+9qsgYIy7rnNqMPMmUkd6rmnN90Unn56\nAmeeOYHXX4fzzwf4dgNqqLw2fjyLenoqLJCusI3dYoNzQ6FCxC6Y3iaLarNxhO3snp5EYHjC1hXz\nCxbDbCrbwd1/zBSsqB0NbEWFZTwUpCvGFUZpVttXoNL1OG9erUsRK2kZYZsmZP3zNELI5h2j0Rbb\nlHOnWWOhcoBo/TmOJ4Nz/7xJ5W8my0ug7zfn0CHdQ2UQUkjQisgJwA+Al4C5QNw9Eed9LsaYN4BC\nDpoisirwp+j4HzfGtHwu+kAUtJ/9bPZ23+JxwgnNq0u9lO0kN6NTvc46jT9mO6jVyjxrVjFLYCii\ndZ51bccdw+vf/354/vn8cxZlIN3n/fVamlGvRkUcX3315H1/bb8BQyTI2Bu6JkWCq+h+A51Jk1g4\naRK9kydXWs5ikXFLpdvnyjjiwhn5q9BVkaXNDxIF1fOYfYF7MGGLbQVZorYWK24WfpTkkJjNErJl\n5rNmzR/OKe9Hkc5kWOVc8Yp2zDhmmkUWvHQ8oXnjLnleAq0IlqYoDaKohfbrwJeMMZc1szIxkZi9\nDVgV+CSwarQO4A1jzLutqUcrztJattkme/s661S6EvZnQbvaauXKb7st/O53ja3D+xqehbmzKHqP\nrLJK9bpa3UU32KCxgnYgpGKKv4cttwTXG+xPf2re9ZUZIOrP/6XudfTnenYiI3t6kmi+Lo6wjYPS\nKJalU6cGA0f5dEfLbCcn6NpEuWy9Nu2an8yn9d28fYEbstzGVERCDolUVzS6QY7Kitss1+RahWw3\n1YK0EULbE54HpxQLBUKbEQVCqxg4iERuloj1j5kZ0dsRs6lWoRQvgQHpEaEMWIoK2iHAn5tZEY8d\ngA9irbPPOOsNNh/u3aGdGs1g7Nzsvz9cdFHyuT939k8/HQ47DDbZpNh3ddppcMoplR3+egkJtcFE\nPelY0nKThvJCu1x9dWU05Ho54giYMKFxx2sH8e9/xAi4555k/d57N/+cRVhhhebVA+x118pBByX3\ncS1u90o6Y1JyT/cFpQm51ha12g5kAoGj4lQ/PnEA+bQUQJCIG9dSGweLcgWum+IHClppY3yRmyVu\ns4RkPWI2T8j6DZhXF3+bb6WN3vtRuF38AYRYdM7tgiOJ2pzKgYTrM4RxTJaY7WMO5fC8BFTIKp1E\nUUF7GXA4cFoT69KHMWYmzUv/o2TQSYF5urpg442LlxdpXKCcD30I/vpXWL6lYdUGFmkW2jyhtPba\nxdIAFWXIkHK/o/5ImYGFj34U/tyA4cky38GYMenbNt88HD3bJe9/6Ygj4Pjji9fH5etftwvY/xSl\nefjui28CXYthZSd4lApbh4CwDd12w1cCLiKz3fx0Rmni1he1uYTcZH0h6IvbtHJF89VCTUI25A6c\nOqs3L/iVc0w/snCM6/7rp19aHzuHfFRvpbgFK3CLkCZm+4KoZVQ/i9hLQIWs0kkU7Y6fAdwiIg8B\ns4DY5TcOCnVEMyrXbgajhfb00+Hii5PPcWCZRmEMvPhiY4+ZxejAw/2kk+Bvf6vvuH/4AxycN4Ta\nz7jkkvwyraSIy/H229sgXEo2ZQTt7bfXZ1mPKTOYk/VfOmkSnHxy6+qitJDAPLyFnsXHD0xTIWyp\n3n9QWo0mTWIp0NvTw2wCVtk8t+1I3LipgGLxE4sqnzgqcmxayLTU+pbONMEKieAMCdsi6X1KClnX\nehok2l51fTnzW0O5kaG6LVMDnjm4gwtQnTc4JlPAZlBTyp3BdH8pA4Ki3YCzsRGOHwRWp8agUJ3G\nYBS0ruvekiXN6SiOHdv4Y4ZcGl97DdYIBII44AC71MNaa8Fdd9V3jFbz/vc39njf+EZ9+6e5HLt0\ntyItwgCgjMtto/7XdtiheNksAX3SSbDTTvCRj6SXyZsv717T44/Xl0rLmMH5398MqiIThwLKZOVl\nJRzRV/HEbJo12011BH3Ct+v1JL+tzyhHNFW5xUbzPSty02ZZZ4sIW5f5FIuE3Agh6+FaWfus077Y\n9SIMZwnZGDeSd6jN4+1uvuC0dFZ9OWVzBKw9SPS6t03JM9yNjt3Tw1LQe0kZUBQdp/8S8FljzI7G\nmH2NMftFy77GmJxEMK1h++0rP9digfDTr5Tp1IRc4rbdNnlfNP3Iyy8n77/2teLnv+CCSqEYEniH\nH178eBCOTNsfeeGFcLThESMaY4kaCPzyl41Pr3PGGfXtX0TQdiJ+zl2bBsZy1FGV29z/rW99C8ZF\nVhZXoB57bP4560kdVav4K/r/eOCB1a68f/hD5Wd3Xvv3vmdf3QGTvAEo9z7fYgsrakMYA//3f9nH\nUvIRy59EZJmI/L+0crOxhriF48fnR0edNMm6Oo4fz5vAU4ttzswX3P21A16MOdh0LdOwOWun24Up\n0fo5iSjyXWFdRkW5TLedb0XWkYvg2mVw4jDHfdcPthQKvhRa57JGtHQXXNbw9hmbbFtvncQNuIwT\n1cRl9vri6zxykV03cZm95vh4B2M/x2I2bqM8erurl5dGWyE7N8UiGzOq16bh6e6BrjuA70VL9F2m\nMhpruf8GcJH1fNhsJdgQG7BtyOTJmhtPGTAU7e4vxlpn+y2/+EXyfskSOO88+37ZsiTI0V//al/T\n5ms99ljl57wOW3yOCy+0rwsW2Nc114SHHoKHH07KfuADyfsFC5L/kE9/OnzORx6x9Y63//732XU5\n6qikzGOPwTvv2PeuQL7yyuxjxFx3XWWk4ywuvdR2INvJBhu09/ydwGc+01j38U02qX++4UATtL/5\nDUyfDt//fuX6WIztv7+9X269Ndm24YbJ+5VXhl//Gu6803oXABxyCJxzDvzoR0m5GTOqz13Wojh3\nbvK+2QGbfv/76oGlLHfzww+Hf/0Lzj03WZcXfM0/fvyf9KtfWREbL1Bp9b+7JeEFByQnAPEdnOql\nVZMQdYTtaypkyxEQsi9HVrnZ2PdMibbPKWjpi1h/jhVWo3sTkZcrbH2yRCpUCtWsJT7WWCqE7Ikl\nhWwsWI9cZEV7LBx9Ie+L3NG9SflaKCJiISBkD4YFR8PL0+2y4OjoYmNxm0UsbK+H4ZfZgG0bAsNi\nYasoHU5Rh9KLgCkicowx/S9s0Esv2aAj771nXWRdy6IIHH00fPCDdolrH3IrK2vNiztNU6bY11VX\ntef/zW8SS8vPfw5HHplYQX7+c1vusMPs4gvaVVeFO+6Arbe2n6+7Dq65xnY6hw61UYffeANOPRWe\nfdYGQ/n4x+21bLopfO5zsNVWyfFWX90Kh7iDXIRDDile9ktfsosyuJgeSCORxq67htf7gvaMM+C5\n52qvU6tZsCCJAv7Nb1rLrPufst9+1tK64YbwwAOw3nr2/2HPPW1WqAweAAAcOUlEQVTE7bPPhquu\nsvfy9ttbj45NNrFLzIUXWjF37LFWDD/1FIwcWX/d3XRTjQqUVoaQoL3xRrjttnAqrC22gFcyPBHT\n/ruz0pSJZLs5K2FEZEfgq9hsBHMzC9cjRFXEluNh+tIhBecsRy7dxPltweYDjvoqvY4ATZv32fU6\ndI1IUgBN7MKaRdJckbNcjn2yLLi+G7PnWuy6C7ukBbYKuQq7rrzxa+8IG7wJkvapRcS64jWeH5vm\nVhyfo2s+dM3CDlJM8Vzvp06FadN4s6enfFC1eNv1MHwODI+PPXmy5plVOpqignY8sAswUUSeAN7D\njsrGQaE+0aT6FSIUQdOdO9nVZaPS5uEL3Dyrx8SJ1a7G73oZco84wi5grch+IKGzzoJ994VPftKK\nWbBRSGOGDEk6nIsX2zotWVJpHbvzzsSCce21yXq3bqNGZV+LohRlv/3KWeXj37XPRhtVfv7c56rL\nnHcePPpo8XO1kvi61l3XpoPy/y++8hXYay/73nUtFrH3/emn2/t4u+3CUxbuuqtS3PX0wNtvw3yv\nc3jHHbXVf8gQO6jQjgGp0PV+4hN2SSMrnVNI0OYNveo82fJE+eB/CRxljHlNtBFbRzTXuHfyZGaT\n5KftS3t0S8ngP/F+cwBnikNQzMZzcUcngaXiQEYTuxLhuN4wL1dtowi4MGelyolJW++LySy36yKE\n2mz+RmEh63/2oyJnCtm8OeTxXOmMIooyUJEiBlcRmZax2RhjSs7OLIbYp+XNwMeA/zbGVDneikif\n0XjpUmsBMcZaAF591VpF0o9f+TnUFFnP6/5nq1aU5rJokXVdzrPqxffNppvCH/9YLV79cp16L/3k\nJzag0Xbbte6c8+dbz4uYt9+GYYF0FHm8+aadHvHvf4ejgRehiJ6Jv1v3u37nHetK/Z3vNOa7N8aK\n2pdfzv7PjxGxzwp/ADLZLhhjVK15iMh1wOvGmK9Fn5cBBxlj/hAoa+7PsPYMmTy5uUGepk1jSE/P\nwAwkFV1bF+n5aWNiMRSXHePlq+0dEbbO9qV+iYQVhPeb2wU/Xzk9CnJFpGCfPCEZuLAyOV/LEIvJ\nmN6URg2J3z7hH1vJoa+d0oRtUMi+nhwjDqj2JilCNvAbyMpFnFSA2sSyovQDPjB5cuqzuZCgbRci\n8nVgArAPGQ/N+BqWLbMd7aKXpIJWUZrDW29ZN/m8ebudLmjbhYgNpHTNNfXNIb/sMvjCF2q3Vubt\nd9BB8NvfVpZ1v+s5c2oX06G6LFlSLJidiC23ZEna9sEjaEXkLODUnGK7AWOAk4APGGPeiQacl5Ix\n2HzUfknMyB023ZQPbLYZTJvGsJ4eVqZ5aXiGTJ7c19Ef0Kl+SghbqM5XG0fddSPxgiNmpwG3RHNv\no+P3ubWOs/u/NNqKtBnL5aT2IUfcZrBeILqwS56QDbkJh+aw5rkTZ1qvHXdvqGzr3q0S8e+z/pyw\nkA2luKqgrKB1vs/YJT1VLCtKP+H+p57igaef7vt8xU03NUbQisiGwBZYd+MnjTEv1FnXrHPtCPye\nZJ5OrqAtf47Kz2UE7VFHweWX13RaRVEiVNDWhgjcd1+xqRTNrkcW7vfa7O/6tNOsK3cRcS5iB1t6\nUzqwg0zQrgmsmVPsFeBS4POAKyeGRJ//YozZxTtupYXW6YCvje18Nzy/rCOW4w5+1TkG4hzBHGEb\nylfri1nIthICFd8dF1Ehan++cnr18oRuFn6AJ1fMZqW3cQlZVUPpctL2d48RErJ+eipIAjCnCdtR\nvdD9HFUDB7lCNqaIoA2IbRWySidTt4VWRIYDVwIHkjzMlsMKziOMMW81qK7x+VbFRlX+ijHm1jy3\nploF7U9/Cl/+cvK5jKBduNBGJVUUpXZU0NbG88/bYFPtnsKYdf677oJddqku2x++axE7f3lxypzD\nwSRoiyIia1OplQR4DDgOuNEY86JX3gpar+M9xhVXgSBGNYnOgFjOOkchwdCJRO0QiykIBwpy86G6\n1tlcl9dowGDt+LiT6HOrfaQ7PQhTFr7YDUUoDs2FDYlZV4imBbbycV2u53ZZa3Ocjic+TtX+eQG4\noOq7cC3bQIWQhZJiNibr3qKyjuparAwEGiForwJ2Ar4A3Bet3gm4DLjXGHNEg+oan6/UPJ163Kbd\nDlkZQdsfOmWK0un0J5GjlKfM/+PcuXDzzeXzYTeD1Ve3gQOffz68XQVtMcrMoXXdgPusSSQd+bo7\n2ykWq4ZbgTuBgKXat9BCpbCtsjwG5ljGAm2MY6GNj9PbbUVtTC3iNos8N2NXgMaUSUtUioD7bqoY\ndb6LCsE5pbJYXdbT0IBOvcdUlH5IIwTtG8ABxpi7vfW7ADcYY9YI71lRtmnzdM4444y+zxMmTGDC\nhAl51XH2t6977mlTRoS2b7UVzJpVuV474IpSPyJwwglw/vntrolSCyLwu9/ZPNtjxybr+/v/47x5\nNojUiKhDP3PmTGbOnNm3/dvf/rYK2gKUDgrlic6miMxWnKNDCA4iBOZY9o7ItkLGgw59oswRs+4x\nXoqO6Uf0jWmEyI2FbUjQVrkFl8F1z/WEf1ZZ39041bvAF7Yp1DXA45yDInVSlA6jEYJ2EbCjMeZx\nb/1WwN+NMbnOt82cp9MIC23aIRYutBFERWwk07fftvlf+3uHTVEUpdmI2BzXI0bke7t0EmqhrZ/M\nKMetiEA8kKMclyFtrqUTHCoVz1pb5Tbr4bvvQrq4DVFE8IYEbc1iNmWOaYWLcKiNvP0qRGiOeHQH\nGdKEbb0u+EMmTwYG5yCOMrBphKC9A1gAHGqMWRitWwW4BhhujNmjUZWtZZ5OvYL2rLNsQJEsPvYx\n2HtvOO64mk+lKIoyYFFBq7jkpe1RWkxI2GaJNpeHo9e8clQHm2qUsI3n2rpRjnPnuoZIEbF9LsNQ\n7b7rRYYORYEuKz7TXPCBirzC6jKsKAmNELRbA7di771HsCJza+w9/DFjzKyM3eummXNoX30V1lrL\nup8piqIotaGCVnFRQdtPyQqgVS8p6YCKiNoyOWQr8rbOiVbOydrDwUuvE5xfneYeHAvbgLtxTYHG\nsqznUwbp/G9FyaAheWhFZBhwCLB5tOoJ4DpjTEqcyMbRTEGrKIqi1I8KWsVFBW0/x4/CmzGvszBO\n4ClX1OYJ2ljMpuWBrcqPG4vXW5xCt1CIBSk9Vlc4+sGVKoispzVFJU4jIGxVyCpKNQ0RtP0VFbSK\noijtZ8YM2HdfGDcOHnqo3bWpDxW09aOCtjNwXV/rJZR3FRJR6wtaX8j6+WL7XIidAFVQLUoDaWZz\n65lG3xzajPmtfZGfG/37doStCllFqaYRLsfnAC8ZYy7z1n8RWMcY882G1LQGVNAqiqL0D0RU0CoW\nFbQdRCSkGkFfWh8nmvL8jSoFbZqQrUodFJjnClbs1YNrCfUJCdm68ySXZdo0FbKKEiBL0C5f8BiH\nAgcG1j+ITcXTNkGrKIqi9A922QV2373dtVAUpRSTJrG0EQJq2jQW9fTw8mIYE6e/AbpGwChHPWYK\n2WlUidhGi8iF06bR29PTl4qoKldvQEi31GKqYlZRSlNU0I4EQvHj3gBGNa46iqIoSqdy113troGi\nKO0itvJ2QxJkanQiWGNRm2qRbVUgpEjAu8J2fizCCeSWVddfRen3FBW0rwC7Av/01n8E+FdDa6Qo\niqIoiqJ0Bn6AqQPoczeOcVPqhFyL2yIiPWHLYmB6HXVwXLdVBCtKaykqaH8GXCgiKwB/jtbtAZwL\nfL8ZFVMURVEURVH6KV50Xn/ubIiKSMWOa29foKV2CMFI2L4WXU+tQtYNrrWop4feWo6lKEpNlEnb\ncy4wBVgxWvUOcDFwSjujMmlQKEVRFKWRaFCo+tGgUAOYUP7UA+hL2ZNKSrCnN+lci6YbJdqNjtzy\nQFKKMghoRFAojDGniMjZwBbRqieNMW81ooKKoiiKoihKPyckZmPLLNgUO2k4QhYqIxd3IkExG7XD\n8FuwLswRCzVysaI0leXKFDbGvG2M+Xu0qJjtcGbOnNnuKnQs2na1o21XG9putaNt19nc/9RT7a5C\nw+j4a5k0iaVTp7Jw/HjeBG4AXl6M9d/LWRZMr8wh2w2sjU2jM6Snx6araSNlvxu3HWZj22HBdLu8\nHLlRvwksnDq1LWK2439rDgPpWmBgXU9/uZZSglYZWGgnr3a07WpH2642tN1qR9uus3ng6afbXYWG\nMWCuJRK2Peutx5vAU4utiMta5qccam1s/tphPT0MmTy5bcK2pu/GE/izcYTs+PFtdTUeML81Bta1\nwMC6nv5yLYVdjhVFURRFURSlj3HjWHrGGUmk4Bzc3K8u3dEynw4NqORETI4/K4rSOlTQKoqiKIqi\nKLUTCbo8eidP7nsfi1p/7mlfQKUOFbaKorSewlGO+ysi0tkXoCiKovQ7NMpxfeizWVEURWk0ac/m\njhe0iqIoiqIoiqIoyuBEg0IpiqIoiqIoiqIoHYkKWkVRFEVRFEVRFKUjUUGrKIqiKIqiKIqidCQd\nLWhF5Msi8k8RWSwi94vI+HbXqZ2IyCki8g8R+Y+IzBOR/xGRLQPlzhSRV0VkkYjcKSJbeNtXFJFL\nROQ1EXlbRG4UkXVadyXtJWrHZSJyibde2y2AiKwlIldHv7nFIvK4iOzildG28xCR5UXkHBF5IWq3\nF0TkuyIyxCs36NtORHaJ/s/+Fd2bhwXK1N1OIrK6iFwrIvOj5RoRWa3Z16fkE303l4jIk9F3/LKI\nXCoia7S7bkUZKH2Won2NTiTt+d8pFHkedwpFn5H9kUY8s/oTWdcTfU/fF5FHomfrbBG5TkTWa2Ud\nO1bQisingYuAs4BxwF+AP7W6AfsZuwI/Bj4M7A68B9whIqvHBUTkZOB44CvAjsA84HYRWcU5zkXA\ngcDBwEeA4cAfRaRjfy9FEZEPAUcBjwLGWa/tFkBEuoF7sW21D7AZto3mOWW07cKcChwNHAtsCnwN\n+DJwSlxA266PYdh78mvAYpx7ExraTr/EPk8+hk0ksj1wbROuRynP2tFyIrAV8DlgF+BX7axUUQZY\nnyW3r9GJpD3/O4Uiz+MOI/cZ2Y9pxDOrP5F1PcOA7bD/bdsB+wPrAbe0dPDBGNORC/A34DJv3TPA\nOe2uW39Zoh/Ze8DE6LMA/wZOccp0AQuAL0SfVwPeAT7jlFkXWArs1e5ranJ7rQY8h31Y3wn8SNst\nt83OAe7J2K5tl942NwFXeeuuBm7Ststst7eAzzf6NwZsDiwDPuyU2Tlat0m7r1uX4G/h49F3uEq7\n61KgrgO2z+L3NTpxSXv+d9KS9zzutCXjGfk/7a5byeso/czqz4t/PSll4ufplq2qV0eO4IvICtiR\n89u8TbcBO7W+Rv2W4Vgr/P9FnzcARuG0mzGmF7ibpN12AIZ6Zf4FPMnAb9vLgd8aY+7C/uHEaLul\n80ng7yLyaxGZKyIPicgxznZtu3T+BOwuIpsCRO5GuwEzou3adsWot50+HK36MPC2MeY+59h/ARY6\nZZT+RTxQsajdFcliEPRZ/L5GJ5L2/O8k8p7HnUbaM/Lmttaqfoo8szqdeKpOy/4Tlm/ViRrMCGAI\nMNdbPw8Y3frq9FsuBh4C4g5a3DahdlvbKbPUGPOGV2Yu9gYckIjIUcCGwCHRKtedQtstnQ2xLkA/\nxI4ObwdcIiIYY36Ctl0qxphLRWRd4EkReQ/7f3yWMeZnURFtu2LU206jnTKvuRuNMUZE9LnSD4nc\nK78LXG6MWdbu+uQw0Pssfl+jo8h5/ncSec/jjqLAM7JTKfLM6liiAbwLsJb02a06b6cKWiUHEfkh\ndqRnvIns/zl06h943USjf2dj22ppvJpio7SDtt0ilgP+bow5Lfr8iIhsDBwD5D1AB3XbichXgcOx\nczofx3Y+LhaRF40xV+bsPqjbrgR57dSplpgBg4ichZ0rl8UEY8zdzj6rYN0RXwFOamL1lBxq6Gv0\nK+p8/vc36nke9zvqfEZ2Kh13D7mIyPLAL7BeG/u28twd6XIMvI6dN+NbIEZh/dIHNSJyIfBpYHdj\nzIvOpjnRa6jd5jhlhojIml6Z0U6ZgcaHsSPoj4vIuyLyLjbYyJdFZAn29wbabiFmA094654CxkTv\n9TeXzmnY+XO/McY8boz5BXZkPQ54oW1XjHrayS8z0t0oIgK8j8HTlu3gQmzwmqzlH3HhSMzejJ2f\nta8xZkmrK1wDA7LPktHX6CQyn/8iMrS91StF3vO408h7RnYqRZ5ZHUckZn+FDdr3UWNMS6cgdKSg\njR5gDwB7eZv2xM55GrSIyMUkD5hnvM3/xN4seznlu4DxJO32APCuV2ZdbKdioLbtdOwNuG20jAPu\nx96Y44Bn0XZL417sNbpsArwYvdffXDqC7ZS7LCOxDGjbFaNR7XQfsIqIuPNlP4wNeDNY2rLlGGPe\nMMY8k7MsBhCRVYFbsPfIPsaYfj13NmYg9lly+hqdRObz3xjzbhvrVpa853GnkfeM7FSKPLM6imjg\n59fYe2k3Y0zrI2u3OjpWoxbgU9hgEEdio2ldjI0Qtl6769bGNvkJ8B/spPnRzjLMKXMSMB84APvD\nux74l1fmUqwr10exLh53Ag8C0u5rbGFbzgQu0XbLbacPAEuwLoMbAf8dtdOXtO1y2+7y6Jr3AcZG\n7TMP+IG2XVVbDcN2NMdhgzR9M3q/XiPbCWv5exT4EFbMPgbc2O7r18UArIoddJgV/de4z7ih7a5f\ngfoPmD4LBfoanbz4z/9OWYo8jztpKfKM7K9LI55Z/WnJuh5sfIAbovpv5/0ndLWsju1upDob+EvY\nkY5erEvS+HbXqc3tsQzr1rTMW77llTsD65qyOOrUbeFtXwH4EdZNaiFwI7BOu6+vxW1ZFbZf2y21\nrfYBHo7a5SngK4Ey2nbVbTIMOD/6D1sEPI/N47aCtl1VW01w/s/c/7grG9lOQDc27+x/ouUaYHi7\nr1+Xit+A/4xbCuzS7voVvIYB0Wcp2tfo1CX0/O+UpcjzuFOWos/I/rg04pnVn5as6wHWz/hPyEzv\n08hFoooqiqIoiqIoiqIoSkfRkXNoFUVRFEVRFEVRFEUFraIoiqIoiqIoitKRqKBVFEVRFEVRFEVR\nOhIVtIqiKIqiKIqiKEpHooJWURRFURRFURRF6UhU0CqKoiiKoiiKoigdiQpaRVEURVEURVEUpSNR\nQasoiqIoiqIoiqJ0JCpoFUVRFEVRFGWQICITRGSZiKxRoOzFIvIPEekVkX+2on6KUhYVtIrSTxCR\naSJyU7vroSiKoijKoEAKlpkGXA2YptZGUWpEBa2itAERmSkil3irjwU+2476xIjIz0TkwnbWQVEU\nRVHqQUROEJFnI6viKyJyjrNtaxG5Q0QWicgbInKViAx3tk8TkZtE5GQR+beIzBeRc0VkORH5rojM\ni9af4J1zmYgcIyIzRGShiLwoIp/1yhQ999dE5F8i8qaIXCkiK3nHOUlEnouO86h7HhEZG9XlQBG5\nParL4yKyR7wd+N+o+GtR2SvT2tIY81VjzE+AZykmgBWl5aigVZR+gjHmLWPMgnadX0QE2A+Y3q46\nKIqiKEo9iMi5wOnA2cDmwIHAS9G2YcCtwAJgR+AAYCfAF3S7AOsDuwJfBE4CbsH2m3cCzgR+ICLj\nvP2+DdwAbAtcDlwjIjuUPPdHgC2AjwKfjsp9zbm+s4HDgS9H13cucJmI7OMd52zgImAb4B/A9VEd\nXgb+X1RmC2C0e3xF6URU0CpKixGRadiH5THRyOhSEVnfdzmOrLiXisgF0UjuPBH5qoh0RZbU+SLy\nkoh8JnCO1NHbDHYEVgR6aryuXUTkryLyVlS3v4nIlrUcS1EURVHKIiKrAFOAk40x04wx/zTG/MMY\nc1lU5BBgZeBQY8zjxpi7gS8AB4rIhs6h5gPHGGOeMcZcDzwIjDTGnGaMeS463ktY0enye2PMFVGZ\nc7CW0Cklz/0f4IvGmKeNMbcDv43PEwnS44DJxpjbjDEvGWN+BUwFjvHq8kNjzAxjzPPAqcAawLbG\nmGXA/0Vl5hlj5hlj3ircyIrSD1FBqyit56vAfdhR2dHAWsAr2Lkp/vyUz2Ifbv8FfA872noj8Diw\nPXZOy5UiMireocTorc8ngT9GD7tSiMjyUb3uxo4G/xdwIbC07LEURVEUpUa2wA7M/jll++bAI8aY\nhc66+4Bl0b4xTxhj3OfxXGCWd6y5wEhv3X3e5786x6313P8G3he93wLoAm6NBo/fEpG3sFZkVxQD\nPOodA+c4ijKgWL7dFVCUwYYxZoGILAEWGWPmxesjl19/fsosY8x3ovc/FJFvAIuNMZdE+3wHOBnY\nGfiDM3q7pzHm3mi/l0Tkg9jR25szqrY/cFpW3UXkdGC2MebK6PMvgYuxc2tWwwriOAriM1nHUhRF\nUZQ2kDYP1BWR7wW2vRtYV8Qw5B631nPH54lf98W6Drv49ev7bIwxtouhhixlYKI/bEXpvxgqR1gB\n5gGP9RUw5j2s61Ato7d9iMhGwAbY+T1ZHAA8EO2zPPBx4HFjzJvYKIi3isgfReQ4EVmv0FUqiqIo\nSmN4EngH2CNl+xPA1pFrcsxO2P7wk866WqP5ftj7/CHnuE824NxPYK9vrDHmBW95pUQ9l0SvQ0rs\noyj9FhW0itK/CY0IZ40Su6O32zrLFsBeGef5JHCHMWZxWgERWR1YxxjzSLRqR+ApY8zbAMaYI4AP\nYt2OPwE8LSJZ51QURVGUhhHNBb0YOFdEJonI+0Xkv0Tki1GR64BF2GBNW4nILsBl2LmvLziH8i2p\nIQ+q0LoDRGSyiGwsIqcAu2OnCgH8osZz+9d3PnC+iBwuIhuJyDgR+aKIHJXaMNW8hO077CsiIyPv\nriDxOYC1gRVEZNvonENLnE9Rmoq6HCtKe1hCc+4/d/R2Zon99geuyimzK3CX83kC8GcRWdMY8waA\nMeZRrFX5PBG5GTgMuK1EPRRFURSlHk7Bei59E1gXO9f1agBjzGIR+RhWZP4d6MVGJXaj/IbiWRRd\ndyY2gvCPsB5Vk4wxDzTy3MaYb4rIXODrwE+xUZMfAs7z9knFGPOqiJyBjYQ8Fds+R6QUvwL7/I+P\n+1D0ugHVbs+K0hakct65oiitQEQuA3bAPvgWAm9gBeWaxpj9ojIzgceMMcc6+80CfuPMq0VE/g18\n1xhzafT5u8CXgBOBe4BVsG5PS40xVwTqMhJ4FWt9fS2jzj/Czvv9hogMwQa7OB3YGPgj1q35RmA2\n1r35WuDSKNKjoiiKogxYRGQZcJAx5g/trouiDDbUQqso7eF87IjoE9g5rxtSPTKbNlKbScHRW5f9\ngL9nidmI3YAnRORQbBTJXwPjsXNqF2GF7W+BEdgR8V8A38+rr6IoiqIoiqLUilpoFWWQIyI3AD3G\nmPMzyowE/mGMGduyiimKoihKh6AWWkVpH2qhVRTlXuBXOWV2wwZ7UhRFURTFwxijgVYVpU2ooFWU\nQY4x5gcFim2FnSerKIqiKIqiKP0GdTlWFEVRFEVRFEVROhJ1j1AURVEURVEURVE6EhW0iqIoiqIo\niqIoSkeiglZRFEVRFEVRFEXpSFTQKoqiKIqiKIqiKB2JClpFURRFURRFURSlI1FBqyiKoiiKoiiK\nonQkKmgVRVEURVEURVGUjkQFraIoiqIoiqIoitKR/H8D946iL9Az4gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7QAAAEtCAYAAAA4MSwMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRVFGJCpoFUVRFEVRFEVRlBHJ/wc+JPrdPvUqOQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i,Y in enumerate(pca_Ys):\n", " plot_map(Y, tickspacing1=2.0, tickspacing2=2.0, timestep=0.01, timeunit='$\\mu$s')\n", " gcf().suptitle('PCA ' + labels[i], fontsize=20)\n", " savefig('./figs/pca_' + labels[i].replace(' ','_') + '.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7QAAAEtCAYAAAA4MSwMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nPBvAidkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7QAAAEtCAYAAAA4MSwMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n3AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7QAAAEtCAYAAAA4MSwMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nl2QQFGgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i,Y in enumerate(tica_Ys):\n", " plot_map(Y, tickspacing1=2.0, tickspacing2=1.0, timestep=0.01, timeunit='$\\mu$s')\n", " gcf().suptitle('TICA ' + labels[i], fontsize=20)\n", " savefig('./figs/tica_' + labels[i].replace(' ','_') + '.png', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is apparent that the PCA projections strongly depend on the choice of input features, whereas the TICA results seem to lead to qualitatively similar pictures, i.e. TICA seems to have found about the same slow processes, whereas the large-variance processes are very different. This is encouraging for TICA." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have a look on the total variance for PCA and the total kinetic variance [2] for TICA." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEfCAYAAABvWZDBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# total variance\n", "for i, tica_obj in enumerate(ticas):\n", " plot(np.cumsum(tica_obj.eigenvalues**2), linewidth=2, label=labels[i])\n", "text(1.2, 13, 'TICA ', fontweight='bold')\n", "xlabel('eigenvalue index')\n", "ylabel('total kinetic variance')\n", "legend(fontsize=14, loc=4)\n", "semilogx()\n", "savefig('./figs/tica_totvar.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEfCAYAAABvWZDBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4FFXbwOHfWSCFBAi9hxpAukgVxSBdUUARwQ8FVKRJ\nUbG+vhR5FUSKICgiTUAQFEQEKSoEpEgv0mvooZckQNo+3x8TQpYUNiHJpjz3de3F7pkzM88umzl7\n5jQjIiillFJJZXN1AEoppTImLUCUUkolixYgSimlkkULEKWUUsmiBYhSSqlk0QJEKaVUsmgBopRS\nKlnSrAAxxjQyxiw2xpw2xtiNMV0SyfttdJ530io+pZRSSZOWNRAvYDfQH7gFxDuC0RjTHqgDnE0o\nj1JKKddLswJERJaJyMcisgCwx5fHGFMK+BLoBESkVWxKKaWSLt20gRhjsgNzgWEictDV8SillEpc\nuilAgKHABRH51tWBKKWUur/srg4AwBjjD3QBat67KZF9tH1EKaWSSEQSvK4mVXqpgTwBFAXOGWMi\njDERQCngc2PMyYR2EhGXPgYPHpwujpeU/e6XN7nbk5Ke0p9bevj/Sw//d/fLk5xt6fX/LzP+7aX0\n/198aSktXdRAgK+Bn2K9NsAKYA7wnUsicoK/v3+6OF5S9rtf3uRuT2p6epCSsaWH/7v75UnOtvT6\n/5cZ//bulyep29Li/86kRqkU74mM8QL8ol+uB0YAvwGXReRUPPmPA1+JyJgEjidpFbtKWUOGDGHI\nkCGuDkMlk/7/ZVzGGCSD3sKqA2yPfnhgNZpvj/5XZSHp9Vetco7+/6k70qwGktK0BqKUUkmTkWsg\nSimlMpFMXYD4+/tjs9liHtmyZaN48eI8++yzbNy4MU7+X375hVatWlGoUCHc3NwoWbIkbdq0YcWK\nFXHytmzZMua4derUSYu3o5RS6UqmvoXl7+/P2rVrcXNzo1atWoSFhfHvv/8SGRlJ9uzZWb9+PXXq\n1EFEeO2115gxYwYAbm5ulC9fnmvXrnH27Fnatm3LwoULY457+vRpSpUq5dAt7t9//6VKlSqp8l6V\nUiol6C2sZChWrBgbNmxg27ZtLFq0CIDIyEjmzJkDwJQpU2IKj2bNmnHmzBn27NnD6dOnCQwMpEOH\nDg7HmzlzJiJCvnz5KFu2LADTp09PuzeklFLpQJYoQGKLXWswxiqIJ0+eDICHhwezZs0if/78MXl8\nfX3p2LGjwzHuFDadOnXilVdeAWD27NlERUWlZuhKKZWuZIkC5OzZs9SvX5+HH36Ytm3bApAjRw46\ndeoEwL59+wDw8/OjUKFCiR5r3bp1HDlyBGMMr7zyCp07dwbgwoULLF26NBXfhVKZS5dFXWj8fWOe\nmfsMz859lsbfN2bYmmExP/JEhHpT6mGGGnYG7UyVGKLsUTHnupdd4k4avvbEWhpOa8jeC3tj0s4F\nn+Pdle9y4tqJVIkxPcsSBUh4eDhbtmxhz549FC5cmNatW7NmzZqYxu87X547NZLE3Kl9VKxYkTp1\n6lC2bFkaNGgA6G0slb7Zxc6naz9l+ZHlCea5eusqU7ZPISwyjLn/zmXytsmcDT7LyqMrOXXdGu/7\n57E/uRB6gcUHF7PowKKYi3BsoeGhXAi9gIhwNvhsTNqdi3JoeCgzd80kIDCAJYeW8Nuh3wgIDGBQ\nwCBKfVmKat9U4+LNi2w+sxkA/xn+RERFYBd7ik3JERwWTJlxZcg/Mj+FRhWi6OiiNJ3ZNCbGlrNb\nYoYazFBDQGAAAE/MeIINpzbQ9deuAMzfO59iY4oxauMoSo8rzW8Hf4tznss3L3PmxhkAztw4w4TN\nE2KOe/CSNfH4+ZDzmKGG//z1nxR5b2klSzSily5dmmPHjiWYr27dumzduhUPDw8CAwMTrIXcvHmT\nIkWKEBISQo4cOfD09ATg9u3bhIeHkyNHDs6cOUOBAgWS/8aUSiW/HfyNZ398FgD7IHu8P5ienvM0\nvx/+nUeKPsK2c9scthX1LsrXT39Nu3ntHNIHNRrE0MbWeOAoexTZbNloMrMJq4+v5oPHPmD4uuG8\n3/B9Rm0YxSeNP+Gjxz9iy5kt1J1SN1nvo0OVDsxrPy/ebTuDdtJ7aW9GNR/FoyUfddgWeC2QYWuG\n8ffJvzl85XCCx+9Xtx+VClSi9++9Y9JK5i7JvPbzeHTa3WO+WedNJmyZEGf/LjW68G3rb3l7xdsc\nuXqElUdXAlDIqxAXQi/Eyd++cnt+3vdzzOupz07l8OXD5HbPzYqjKwgKCeLg5YOMbDqSb7Z+wxOl\nn6Busbq8Xut1cmTLEbOfXewcu3qMcnnLJfhjOKUb0bUAwWpEf+ONNwBo0aIFs2fPjmkHOXbsGBs2\nbKBz587MnDmTrl273jm/wzHuxDJmzBgGDBiQ3Lel1AO7HXmbw5cPU61wNYf0gSsHMnrjaAAC+wfi\nkd2D7Lbs5M+ZnzM3zlAsVzFsnyT9psRjvo/xd7e/Aei5pCe/HfotptYRn4AuAfxx7A8+/ftTh2Os\nO7nO6XMuenERZfOW5UbYDRr6NsQudjaf2Uzvpb3ZEbSDh4s8zOznZnPs6jEKexUmZ46cVP2mapLf\nW0YxsulI3vvzPYe0RS8uok2lNg5p2gsrFbz++usxBcOKFSsoVqwYVapUoWTJkvj5+cV04b1zi6pa\ntWpERUU5PJo2beqQRylXeXvF21SfVJ1lh5c5pK84ao1n+umFn6g/tT5FRheh8teV+W7bd5QYW4Kh\na+KfVajnIz0TPd/89vMBOH3jNN9u+zbRwgPA/3t/h8IDoLVfa2Sw8EqNV+Lktw+K2xbRdl5bqk+q\nzuPTHyciKoKZu2bSYGoDdgTtAGBH0A6qfF2FZ+Y+Q90pdTN14QHEKTwAyuUrl+rnzdQFiDHGqXYN\ngGnTprFgwQJatGhBnjx5OHr0KCLCU089RY8ePQgMDGTt2rUYY3juuefi7H8nbc+ePezYsSNF34dS\nzoq0R/LN1m8AKJG7REz6mRtn2HNhD145vPAv7U9QSBAAF0Iv8MYSq/Y9dM1Q/nrlL0rlKcXgJwYz\nvc103qj1BuNbjWdxx8V0qdGFWe1mkds9N71q92JUs1EMbzKcOf/O4f8W/h+jNoyKOV/d4tbtqQ5V\nHLvAx9a5eme+bPElL1V7iR61ewAwvuV4+tTpw8y2MzEYfn7hZ4wx/PLiL5TKUyrOMQSh/tT6dPu1\nW7I/szfrvJmk/E3LNo2T9katN6hayLlC6pcXf0EGC/v77HdIn9d+Hnnc88TJ371Wd5Z0WsL2N7Yz\n6elJ7O65G8ChsJ3z3ByqFKzC393+5q36bzGjzQwq5K+QlLeVLJn6FpZSWc2awDX4f+9PxfwVWdtt\nLW+teIsB9QYQJVG88ssrVCxQkd86/YYZav2w8vHw4drtazH7Xxh4gYJeBZN0zrLjynL82nHyeuTl\n6u2rAMjguH+bIsKEzRPot7xfgnnuZ8OpDTSc1jDJ+8Xml8+Pee3nUWtyLT5o+AHDmw5n/cn1tPqh\nFY3LNGbxwcUxeUc0GUHzcs2pNbkWAJ8++Sn96/Wn26/d2HJ2CzPazOCJ0k/EvL9pO6bx+m+vA9at\nuidKP8G54HP8d/V/eanaS5TxKUOZvGViji8iCILB+R+7D0LbQKJpAaJUXO+seIcx/4zh3Uff5dSN\nU/y450cATg44Sck8JbkZcZOcOXLyzZZv6P17b+a3n8+7f7zLiesnKOpdlP199pPHI+6v4MS0nN0y\n5vbYU35P0f6h9nR7OP4aQURUBO/98R7PVHyGJ8s8maz3eCviFosPLqbjgo5xtj3/0PMMemIQey/s\npXLBygSFBGEXO755fLkQeoHKBSvj7eaNl5sXwWHBeLt5x1y47WLHZh78pswjkx9h+7ntXHnvCnk9\n8z7w8VKSFiDRtABRWdWVW1ewGRs+Hj6Ehoey7MgyGpRoQLFcxfD7yo+jV4/yd7e/uXzzMm3nWeOe\nGpRowIbXNsQcQ0S4HnYdHw8fwiLDsIudbLZsuGVzS3I8L//yMrN3z7aOm4xaRXKtOr6KJjObxLw+\n9845CnsVTpNf8onZcmYL125fo1m5Zi6NIz7aiK5UFnYz4ibVvqlG7cm1ibRH8saSN3jhpxeYt3ce\n125fI5d7LgrkLECDEg0ceuDc26XVGIOPhw8A7tnd8czhmazCA2BY42FUKlCJqc9OTf4bS4YnyzzJ\n2BZjASiXtxxFvIu4vPAAqFO8TrosPFJDelnSVinlhKWHlsb0clp9fDVtKrZhzr9zeGflO7hlc2NH\njx1cu32NbLZsAKztupYZO2fw30b/TbWYSvuUjtMgnFa61+pOWGRYoo31KvXoLSylMoC5/84lf878\nlMxdkspfV45JP9z3MH5fWStF1y1el02vb3JViCoD0FtYSmUBsedhirJH0ef3PrSY3YKQ8BD+7fVv\nzLYyPmV43PdxAF5/+PU0j1NlbVoDUSodWXJoCUMChtClRhf61uvL2hNreWKG1U20fL7yHHrzEMYY\nVh5dSRHvIlQvXJ2LoRdZe2Itzz30XLpoA1Dpl9ZAlEqHwqPCqftdXRpNb+QwueCtiFs8N+85hq0Z\nxtErR2nzYxu2nb07x9TpG6fp8VsPjl45CliN5NvObWPGrhkA5PW42w30hcovxBQQzcs1p3rh6gAU\n9CrI85Wf18JDpTktQJRKAXP+ncOWs1v4++TfDgPRZu2exS8HfmHfpX0cvnKYxQcX88zcZ2K2d13U\nlcnbJ/PCTy8A8GzFZ/Hx8GH7ue3sPr+baoWrUb9EfdyzudOtZvJHWyuVGtK0ADHGNDLGLDbGnDbG\n2I0xXWJty26M+dwYs8sYE2KMOWuM+cEYUzItY1Qqqexi5/P1n8e8HrXRmtJDRBi/aTxgzfX0aMlH\n8Xbz5lzIOTw/9eSvY3/FDNrbEbSDoJAgPLJ70KmqtU7N9zu/B2DpS0vZ23svfvn90vJtKXVfaV0D\n8QJ2A/2BW4Dcs+1h4H/R/7YBSgLLjTHZ0jhOpZwWHBbMI0UfoYxPGfzy+dG0TFMi7ZH8dfwv9l7c\nS1HvorxQ5QVyu+emczVrAbLbkbexi50FHRbwSNFHACg6uih2sdO1ZlcAxvwzhvMh58nnmS9NJsZT\nKqnSdByIiCwDlgEYY2bcs+060Dx2mjGmB7AXqBT9r1LpTh6PPMx+bja3I2/jls0tZjqMcZvGAdC7\nTu+YQXp96/Vlyo4pVMhfgSZlrVHUI5uNpMnMJrxU7SVsxkadYnVoWLIhR64cIbtNh2qp9MtlvbCM\nMcFAHxGZmUie+sAGoISInL1nm/bCUunW6Run8R3ri1s2N069dcphgsI9F/ZQIGcBingXiUk7eOkg\nvnl88cxhLVIWFhlGpD0SLzevNI9dZV5ZpheWMcYNGA0svrfwUCq1/HP6H+p8VydJixvFp0TuEuzu\ntZtvW38bZ3bbqoWqOhQeABULVIwpPMCaXkQLD5Xepcv6sTEmOzAbyA20TijfkCFDYp77+/vj7++f\n2qGpTGTdyXX8c/ofetbuibebNyJC2x/bcj70PB+v+piArgEPdPyqhao6vUaEUqkhICCAgICAVDt+\nuruFFV14zAWqAP4iEncRYfQWlnpwTWY2YdXxVQxvMpwPHvuAgMAAGn/fGIDgD62pvu8VFhnGrN2z\n2Bm0k8FPDE7y2hlKuVKmvoVljMkBzAOqAo0TKjyUelAbTm1g1fFV5HbPTc/a1pKtn/39GQBD/YfG\nW3gABIcH029ZPyZumUiJsSV48ecXHaYdUSorSetxIF7GmJrGmJrR5y4V/bpkdFfdn4B6wEtWdlMk\n+uGRlnGqzO/Omtx96/bFx8OHrWe38sexP/B28+bNugkvcVogZwG61+oOWKPPbcaWIosQKZURpfU3\nvw6wPfrhAQyNfj4UKAE8CxQFtgFnYz10rmaVYraf287vh38nZ46cDKg/AABvN2+ef+h5etfuTT7P\nfInu/3aDt2O617736HupHq9S6VVajwMJIPFCS3/KqVS3cP9CAHrV7kWBnAUAqFSgEj93+Jn42tUu\nhl6k44KOvFX/LVpXaE0pn1Is6LCA4LBgHi76cJrGrlR6orPxqixp7Ym1VMhfIU532tgu3bzE6A2j\n+eHfHzh14xStK7Tmt06/pWGUSqUsXRM9mhYgKrUdu3oMv6/8YhrJ17+6Ps7SsEplJJm6F5ZS6UnZ\nvGV5scqLADQq1UgLD6XukS4HEir1IKLsUTFrgj+okc1G4pndk4GPDkyR4ymVmegtLJXpdF7YmduR\ntxnZbCRl85Z1dThKpRt6C0upRBy6fIi5e+ay+OBih5ls/7f2f7y78l2CQoJcGJ1SmYvewlKZyoh1\nI7CLnVdrvopvHl8Art++zhcbvuBG2A06VOmQaM8rpZTztAaiMo0T104wa/csbMbGB499EJM+edtk\nboTdwL+0P3WK13FhhEplLlqAqExj5PqRRNoj6VS1U8wKfksOLeG9P63R4jpqXKmUpQWIyjR8PHzw\ndvPmo8c/iklbsH8BAF45vGhZvqWrQlMqU9JeWCpTCQkPcZhJ9/LNy/xn1X947eHX9PaVyvJ0JHo0\nLUCUUipptBuvUkqpdEELEKWUUsmiBYjK0PZd3BfvFOxKqdSnBYjKsA5cOkC1b6rRfHZzouxRrg5H\nqSxHCxCVYQ0JGIJd7JTLWy7FJk9USjlPe2GpDOnf8/9SfVJ13LK5caTvEUrmKenqkJRK97QXllLA\n4IDBAPR4pIcWHkq5iNZAVIaz/dx2Hpn8CB7ZPTjW7xhFcxV1dUhKZQgpXQPR2XhVhlOpQCW+aPYF\nYZFhWngo5UJpVgMxxjQCBgK1gGJANxH5/p48Q4DuQF5gE9BHRPYlcDytgSilVBJk5DYQL2A30B+4\nBThc/Y0x7wNvA28CdYALwB/GGG+UUkqlOy5pAzHGBGPVLmZGvzbAWWC8iAyPTvPAKkQGisjkeI6h\nNRCllEqCjFwDSUwZoDCw8k6CiNwG1gKPuioopZRSCUsvBcidNUbP35N+IdY2lYUtObSEuf/OxS52\nV4eilIqWEXphJXifasiQITHP/f398ff3T4NwVFoLjwqn37J+HL92nOy27LxQ5QVXh6RUhhAQEEBA\nQECqHT9JbSDGmAJAOWBX9C2m5J00bhtIWeAIUEdEtsXKtxS4ICLd4jmGtoFkEV9t+op+y/vxUIGH\n2N1rN9ltGeF3j1Lpj0vaQIwxuYwxP2HdUtqA1Q0XY8yk6K63D+o4EAQ0j3VOD+Cx6POpLCo4LJhh\na4cB8FmTz7TwUCodcbYN5HOgONYYjlux0pcAzzlzAGOMlzGmpjGmZvR5S0W/LhldlfgSeN8Y084Y\nUxWYAQQDc5yMUWVCn6//nIs3L9KgRAPaVGzj6nCUUrE4+3PuWeA5EdlpjIl93+gAUNbJY9QBVkU/\nF2Bo9GMG8KqIjDTGeAITsQYS/gM0F5FQJ4+vMpkoexTLjywHYFTzUVi9vZVS6YVTbSDGmFCguogc\njW6/qCEix4wxDwMBIpIntQONJyZtA8kCIu2R/HXsL1qUb+HqUJTK8Fw1DmQrVi3kXm+gbRQqFWW3\nZdfCQ6l0ytlbWB8CK4wxVYAcwFvR7RR1gUapFZxSSqn0y6kaiIhswBoR7gYcBZoAZ4D6sbvdKqWU\nyjp0PRCVrkRERXAz4iZ5PNK8WU2pTM9V40A6GGPi9KE0xrQxxrRPqWCU+nrL11SYUIEF+xa4OhSl\n1H0424g+BLgZT/rN6G1KPbCLoRcZHDCYC6EXyJEth6vDUUrdh7MFSBngUDzpR7CmNlHqgX286mOu\nh12nebnmPFPhGVeHo5S6D2cLkKtAxXjS/bBGiyv1QHYG7eS77d+R3ZadL1t8qYMGlcoAnC1AfgXG\nGGNiChFjTCVgLLAoNQJTWYeI0H95fwThzTpv8lDBh1wdklLKCc6ORM8D/A7UB85FJxfFWre8lYhc\nT7UIE45Je2FlIutOrmPY2mHMaz8PHw8fV4ejVKaU0r2wnO7GG73sbFPg4eikHcCfrrqKawGilFJJ\n47ICJL3RAkQppZImpQsQpxdXMMbUxxqBXpC7bScGEBHpl1IBKaWUyhicKkCMMQOBkVjdds9yd5lZ\nQyJLziqllMq8nG1EPwV8LiITUj8k5+gtrIxt9fHVLNy/kKGNh5LPM5+rw1EqS3DVdO65sXphKfXA\nIu2R9FvejwlbJvDdtu9cHY7TbtyA//4XTp+Ou23bNnjmGXjuOfj338SPc+QIvPcedOsGs2fD88/D\nons6w0dFwVdfwdtvw8WLVlpiv5cWL4YvvoBbt2DnTpg8OW6egACYPh1u37b+3bw58TiVuh9nayDf\nArtE5OvUD8k5WgPJuCZunsiby96kjE8Z9vXZh0d2D1eHlKADB6BwYZgzB4YOtS7m3brBtGmO+f73\nP6twATAG2rSBVq3gjTcc84lA1aqwb59j+tChMGiQY74nn7Qu+u7ukDMnhIfDunVQs6ZjvokToW9f\n63WZMnDqFMydC+1jzVJnt8NLL8G8eeDjA9euQalS8PvvULmyY77hw2HLFrBF/7ysVw/69QNPT8fz\nnjoFGzdax7x1C2rUgIEDoUABx/e2eLH1Obq5QbZs1jm8vOD11+N+3mvWWO+zWbO429SDS+kaCCJy\n3wfwH+AS8APwPvB27Iczx0jphxW6ymguhV6SvCPyCkOQhfsWujqcRIWHi1SqJJItm4h1yRR59FGR\nDRvi5g0JERk0SKRfP5EcOay8bm4ix4455jtxQqRMGZHGjUU6dRIpWlTk6adFbt2Ke8xt20R8fe+e\nG0QGDIib74MPRHLmFClXzsrj4SHy66+OeU6etPLcOU7BglZ8GzfGzeft7XjONm1E7HbHfIGBjnlA\npEgRkWvXHPPdvi1SvHjcvD16xP+Zv/uuyBtvxL9NPbjo62aKXYed7YXVHQgBGmKtC3KvMQ9Uiqks\nY9DqQVy9fZUmZZrQtlJbV4cTQ8SqOcR2/jx4e1u3k/z8YMQIaNcubj6wflEPHWo979cPPvnEOmb2\ne/7CfH3h2DHnYqpVCwID4ccf4dAhyJ8fbt50jDUy0qoZ7NgBJUrAt99aNZTGjR2PVbIkhIbC5cuw\ndKl1u+3wYYiIcMz377+QL59VS4iKss4VEAB79kC1anfzTZp093nlypA3LzRqBLlzOx7v+HGrxuXn\nZ7222aza1Isvxv+en3jCeo8qY9BxICrNiAg9lvRg+s7p7Oixg6qFqro6JOx262L400/wxx9xL/h2\nO+zeDVWqQA6dIDhGVJRVILm7Ww+VMehAwmhagGRcJ66doJRPKVeHwb590L07bNhgvV6wwGoEVyqz\ncuVUJhWB9kBJrKVt4e5AwldTJBhjsgOfAB2x5to6h9XuMkREou7JqwWISpawMKuh+LPPrFs4RYpY\nDdFaeKjMzlUrEj4N7AZaA69hTe3+NNAOa2R6SvkI6AH0jT5Hf6A38GEKnkNlAXY7fPcd9O8fd9vC\nhVZ7RUSEVQPZv/8BCo9bt+72r42Ksk6c3ty65XzeCxdg/Hjr/tQdIlbDyYkTjnlv37b6H8duSLHb\nrQ940iT44QerEeSOv/+2qnnLl0Nw8N1j9+4NnTpZXcNiO3zYqiZGRt7NGxRk3W+cMuVuOlh9rGPH\nrNKGMy3twDbgo+jnwViLSHkAP5OCvbCA34Dp96R9DyyOJ2/yuyKoTO34cZHHHrvb42frVsftdrvI\na6+JBAQ84Il+/lnE01OkWTORnTtFypcX+eqrhPNv2SISGemY9uuvIlWrivz44/3PF7srVHCw1WVp\n3DiRN98U2bs34Rh9fUVWrXLu+P7+1ofWvfvd9Dlz7n6Yo0aJRERY6W+/fTd9zRor7fLluF2uQkJE\nFi1yTGve/G58sdNv3xa5eVOkRo27aa+8YuV9803HvG3bWun//BP3nDdvWttefDHutj177r63c+es\nbnGNGlnn6dnTel+DB9//88qASOFeWM5e2EOAstHPrwBVo59XA06mWDBWbeMEUDH6dWXgJNAznrwp\n+bmqVLLx1EbZembr/TOmkJ9+EsmTx/pmFy5sXZfv7YKaLLdvx02LfQEFkSpVRHbscMxz8qTI+fMi\ny5db/Xs7dLh7AT5xwupzC9a2Oxfh2LZvF/nhB+si/tRTIleuWOnBwSKPP+54/juFhN0uMmOG1f82\nf35r28SJd4+5YIFI587WBfncubvpP/zgeLzDh61j1anjmL5woUhUlEihQo7pmzdb7/XeC/bVqyJT\npjimzZplfQ716zumHz0qsnRp3GNERlqfYey0Zs2suP/7X8f0zp2tPtgiInPnOm576qm4faY7dox7\nvlKlnPpaZDSuKkDOAVWin+8F2kU/fxgISdGA4DPADoRH//tJAvlS8GNVqeF2xG2p8FUFsQ21yfLD\ny1P9fNOn3/37b9NG5NKlFDrwzp3WBWXJEsd0u936RX5noEOjRtaF/Y5jx0RKl7YGk9wZhDFggGOJ\n9vXXIhUrWtvy5RM5dOjutl27HAdvgMi0aXe39+jhuO2996z0ixdF8uZ1vNDeOee5cyLG3N2WN6+1\nLTzcGpCSL5/Iww9b2yZNsvYJCRFp3fruPlOnWuk7dojUrn03fdOmu3GPHy8yYoRVw7Lbrf+MiROt\nz2vuXCstKsqqRTz5pMiHH1o1gf37rW19+lhxjBhhDTq583kvWCAyebLI/Pl3P6ubN63C787n+Npr\nd9/vb785fkYvv2yd946ICJEvvhBp105k4ECRsWNFPv/87nvMZFxVgPwKvBH9fCRwDBgM7AL+SLFg\noF90YdUBqAJ0Bi4Dr8aTVwYPHhzzWL16dYp+0OrBDVszTBiCVJpQScIiw1L9fNevW5WACRNSqNYh\nYv3qvTOyrlWr+A98+rT1CzskxDE9KEikQoW7F69u3RwvXndERloXbxCpVu1ungsXRF544e7+r7zi\neP6wMKtmsm+fdaGOfXts/nxrnzx5rFrQHX/95XhBBZGDB60L6YABIk88YRUmy5bFrXXt2mXd94s9\nWjAy0rqQx67JqHRj9erVDtfJlC5AnJ3KpBzgJSK7jTFewCisQYWHottATt73IE4wxpwH/iciX8VK\n+w/QVUSidmQTAAAgAElEQVT87skrzsSuXOPApQPUnFSTsKgwVr2yisZlGt9/pxQQGRl3LEe8rlyx\n5vSwJdKP5M4kVXY7dOxoTSDlkcRpV86cgf/7P3joIWtyq4SCCw62zjdkCDwaPVZ3zRqrQbpaNWuE\n34gRjvOJ3M+SJdbowthzn4SHWwNevLys9547993tmzdDxYqQJ0/S3qPKMDL1OBBjzAVgqIhMjJX2\nIfCaiJS/J68WIOlUlD2Kx6c/zsbTG+lWsxvT2ky7/06pISICtm+3JnOKbcIEGDAAHn7YKiCKF4+7\n79dfQ58+1vMPP7Qmu0qssFEqA3DVbLxpZRHwgTHmKWNMaWNMO+At4BcXx6WS4PCVwxy8fJBiuYox\npkXKz3KzY4c1UWCivVMvX4aWLa25MWJPOytizQAYFQVbt0KdOta8Gvd2IS1d2ip4pk61Boxo4aFU\nHAnWQIwxwUAZEbkU/TwhIiK5E9nufDDW7bGhwPNAYaz2kLlYDenh9+TVGkg6dj7kPIHXAqlXot79\nMztJxLoL9O671p2YYcPg44/jybhtm1XCBAZaU+n+8gs0aHB3e1iYVfP45hvrNhFYU8N+l3Gmllcq\nOdLsFpYxpivwo4jcjn6eIBGZkVIBOUsLkKzlzjTqS5dar3v2hDFj7mkSELEGsA0YYJUwtWtbhUeJ\nEvEfNDzcmkP9zBn48ktrtkKlMrE0bwOJnl6kBbBJRC6l1IkflBYgWcfZs/DII9Yg5Lx5rUHI8Y4c\nP3sWKlWyGqR79bJKmKQ2eiuVibmkEd0YE4Y1uC8wpU78oLQAyTpErE5QQUHWCn4lSyaSeeFCa4qN\nl15Ks/iUyihcVYBsxprK5M+UOvGD0gIk/RAR5u+dT/vK7clmy5Yq5wgNtSoT2VLn8EplCa7qhTUY\nGG2MaWeMKWmMyRf7kVLBqIzpu+3f0XFBR56f/3yqncPL657CIyTEqpoopVzG2QJkKda8Vwuw5qq6\nFOtxMXVCUxnByesnGbhyIACdqnZ6oGNdvw6vvmqtn52oDRugenVrDnallMs4u6Ttk6kahcqQRIQ3\nfnuD4PBg2lZqS4cqHZJ9rH/+sZotjh+3ZvFeuzaepWMjI+HTT63+u1FR1lqvvXvrGA2lXMSpAkRE\nAlI5DpUBfb/re1YcXUFej7x88/Q3mPgWC7+PqCj4/HOrN21UlLUO+NSp8RQegYHQuTOsX29tfO89\nqyDRwkMpl3G2BgKAMaYY4MvdFQkBEJG1KRmUyhgW7F8AwLiW4yjiXSTJ+4vA80/fpvCK76nJI/i/\nU5tPP01gje3u3a3Co1gxmDULntRKsVKu5mwvrGJYI8Ifj2eziEia943RXliuF2WPYvHBxbSt1DZZ\ntQ+AtS9NotHcXtht2bANGQwffRR/V6vDh61lBMeN0wF/SiWTq7rxzgcKYC34tAVoiTXVyDDgLRFZ\nmVIBOUsLkMxBIqOwlytPtpOBVkKjRk4M9lBKJYeruvE+AbwvIgcAAS6KyELgPeCTlApGZT0mezay\nnThuTTFepIjVel6jBhw65OrQlFL34WwbiCd3u+teAQphrQWyH6iRCnGpTGbePMgmkbTvmMBXrmlT\n2L3bmvAqPBzKl48/n1Iq3XC2BnIQqBT9fBfQyxhTCuuW1pnUCEylP+tOriMoJChJ+4SFwZtvwtSO\nK6n6UnXObUpk7bGCBeG332DBAu1dpVQG4Oxf6TigaPTzoUBz4DjQB/goFeJS6czF0Is8N+85Kk+s\nzKHLzt1eOn4cHnsMTk9cxG88QyXZT5ElUxLfyRjIlSsFIlZKpTZnx4HMjvV8uzGmNFaN5KSI6Ej0\nLKD/8v5cvHmRxqUbUz7f/W8vbdwIzzwDLS7/wPd0ITtR0K8fZuiQ1A9WKZUmnKqBGGPaGmNy3Hkt\nIqEisk0Lj6zh1wO/MnfPXHLmyMmUZ6dgM/f/2ths0PHGZGbxslV4/Oc/1pobemtKqUzD2b/muUCQ\nMWaSMeax1AxIpS9Xbl2h59KeAAxvMpyyecs6tV+9evDRq+ewITBihLWmeDLHiiil0idnx4Hkxlpm\n9v8Af+AkMAeYHd21N83pOJC0sWDfAjr83IFHSz7Kmq5rnKp9ONi0ySpNlFIu55KBhPcEUAzoiFWY\nPAxsF5HaKRVQEuLQAiSNbD27lTzuefDL7xfv9qgoXadDqYzA5QVIdBDuQGvgv0B1EUnzG9tagKQP\nt25B69bW8I3OnV0djVIqMa4aiY6xPGmMmQqcB6YC24AmKRWMyljCwqBdO1i1Cv4Z8CNh+466OiSl\nVBpythfWKOAUsAxrTqzuQBEReU1EVqdkQMaYosaY740xF4wxt4wxe40xjVLyHOrBRURAhw6wYgX0\n8p7FV1dewr2FP1y75urQlFJpxNkayKPAp0AxEWkjIj+JyO2UDsYY4wOsx5pv6ymssSZvAhdS+lwq\nfsFhwaw6virRPJGR8H//B4sXwyteC5h4sytGBHr1Ah+fNIpUKeVqyWoDSS3GmM+Ax0Ukvmnj782r\nbSCpoM/SPny99WtGNBnB+4+9H2+eAwesjlVNI5bxU0QbbJER1opQQ4emcbRKqaRwWRtIGmkLbDbG\nzDPGnDfG7DDG9HF1UFlFQGAAX2/9mhy2HLTya5VgvkqV4O9ZgfwU9ZxVeLz1FgwZknaBKqXShfRW\nA7mNdftqDDAfq5vwV8AHIjLxnrxaA0lBV29dpcakGpy6cYohTwxhsP/g++80ciQcOQLffquDBJXK\nAFK6BpKkJW3TgA3YLCL/iX69yxjjhzVp48R7Mw+J9avX398ff3//NAgx8xERuv/WnVM3TlGveD0+\netzJ+THfe89al1YLD6XSpYCAAAICAlLt+OmtBhIIrBSRN2KlvQx8IyLe9+TVGkgKCQoJot6Uely9\ndZWdPXc6TFciArt2Qc2aLgxQKZUiMnsbyHrurjtyRwUgMO1DyTqKeBdhZ4+dLHlpSZy5rv73P6hV\nC6ZO0cJaKeUowRqIMeZfJ48hIlI9RYIxpjawARjC3TaQ74APReSbe/JqDSSVffGFdZeqgjnMxjIv\nke/32VCxoqvDUkolU5pNZWKMGeLkMUREUqz/pjHmKeAzoCJwApggIhPiyacFSCr66ivo1w8qcJAd\nPo3Jee2cNXJw3jxXh6aUSqZ0MRdWeqAFSOqZNg1eew0qsZ9tuZ8k540geOIJWLIEvL3vfwClVLqU\n2dtAVBoICgli0OpBhEeFx7u9Rg1okGcfW3M1tgqPxo1h6VItPJRSDpzqxmuMMUA3oBNQEnDHGq9h\nsG5hObfKkHI5u9h55ZdX+OPYH1y7fY3xrcbHyfPII7Dyv3/jNfA8NG0Kv/4KOXO6IFqlVHrmbA1k\nIDAaa/bd0sAvwB4gLzA9VSJTqWLMxjH8cewPCuQswIePfZhgPu93esDPP1sTXmnhoZSKh7MrEh4C\n/iMiPxljgoEaInLMGPNfwFdEuqd2oPHEpG0gSbT17FYaTG1ApD2SJZ2W8HSFp10dklIqDbmqDaQE\nsCn6+S0gd/TzH4H2KRWMSj3BYcF0WtCJSHsk/er2iyk8/voLpkxxcXBKqQzJ2alMgoCCWGuhn8Sa\n3n0nUA6rLUSlczZjo0rBKnjl8OLzZp8DsHYtPPMMPHlrCTWkBHW663BzpZTznL2FNRU4LSKDjTE9\ngbFYNZJawHwReT11w4w3Jr2FlURR9igu3rxIEe8i/PMPNGsGbUNmMcN0w1YwP2bXLihSxNVhKqVS\niasmU+xO9O0uEZlkjLkKPAb8DHybUsGo1JXNlo0i3kXYtg1atoRXQ8YxjgFWHfK116BwYVeHqJTK\nQJytgfhi1UDs96QboKSInEyl+BKLSWsgyRAVBVUqCy8dGswghlmJo0bBO++4NjClVKpzyUh0Y4wd\naw30C/ekFwDOi0i2lArIWVqAJO741eMU8iqEl5tXnG1H526m3Ev1EJsNM2UKdOvmggiVUmktva0H\n4gWk+Nro6sFcDL1Ik5lNyOeZj6UvLaWwt+OtqXKd6sKVCZjixaFtWxdFqZTK6BItQIwxX8V6+Zkx\n5uY9+9YFdqVGYCp5bkfepu28thy/dpz8OfOTyz1X/Bn76ErBSqkHc78aSLVYzx8CYk+eFI41Mn1U\nSgelkkdEePXXV9lwagMlc5dkccfFmMickMPVkSmlMqNECxAR8QcwxswA+onIjTSISSXT0DVDmbtn\nLt5u3ix5aQmEFKXZY+d4s+1pOo6u4+rwlFKZjFMj0UWkq4jcMMZ4GGOqGmOqGGM8Ujs45Ty72Dl6\n9Sg2Y2Ne+3kUtVWnW6OjzDzWkKfGNSd8+x5Xh6iUymSc7YWVAxgOvAm4RSeHA18BH4lIRKpFmHBM\n2gvrHiLClrNbKO9Zl56P7mbcwRYUJYiImrXJ8ccyKFDA1SEqJ1i945VKvkQWCnRJL6zPsaZy74G1\nbjlYAwmHY9VidBBBOmCMoaJ3Xd6pv57JB5/Gh+uEPfYk7r8vglwJNKardEl/HKnkSssfIM7WQIKA\n10Rk6T3pTwNTRSTN57/QGkj8jmy6TOEGZcglwdxq2Q7PX+aAh95tzEiifyW6OgyVQSX2/XFVDSQP\ncCSe9GOAT0oFo5x3NvgsAMVyFXNIL18vP0GfjoOd68n1wyTI/qBDfZRSKn7O1kA2AdtEpHesNAN8\nDTwsIvVTL8QEY8qyNZDAa4E0ndkUt2xurOm6hoJeBV0dkkpBWgNRDyI91kDeBZYZY5oA/2AtZVsf\nKAa0Sqlg1P0dvHSQprOacvrGaWoXq43N6LL2SinXcLYb71qgAtbsu7mwpjCZD1QQkb9TIzBjzIfG\nGPs9o+GztN3nd9NoRiNO3zjNY76PseyFleyacdHVYSmlsiinaiCxZuP9zz3pxhjjm9Kz8Rpj6mNN\nIb8bXbAKgFPXT+E/w5+rt6/SrGwzptSZzuFynalzZS2zD66i8zgdKKhUWmjdujUFCxZk+vTprg7F\n5Zy9/xEIxDeIID9wPMWiAYwxeYDZQDfgakoeOyMrkbsEr9R4hTYV2zA25+dEVfOnwZXfiTBu1Hko\nxNXhKQXA+fPn6d+/P+XLl8fDw4MSJUrw1FNPsWzZMleHlmKMMTpWJ1p6nI13MvCTiKwx+r8UwxjD\n2BZj2fTBT5Qa+TjehHIwZ018/lpIxfplXB2eUgQGBtKwYUPy5MnDiBEjqFGjBna7nT///JNevXoR\nGBjo6hCTJDIykuzaizFRidZAjDFfxWqD+MwYMz7W42tgASk4G68xpjtQFvg4OklvX8USeeYC1b/o\nhjehrC/1Er4n11NYCw+VTvTu3RubzcbWrVtp3749fn5+VKxYkT59+rB79+6YfGPGjKFGjRp4e3tT\nokQJunfvzvXr1xM9dnh4OB999BGlS5fGw8ODcuXK8dVXd5tH165dS7169fD09KRIkSK8/fbbRETc\nnSAjLCyMAQMGUKRIETw9PWnQoAHr16+P2R4QEIDNZmPZsmXUrVsXd3d3Vq5cyc2bN+natSu5cuWi\nSJEiDB8+HHAc6Llw4UKqV69Ozpw5yZ8/P/7+/ly44LB0UqaVbmbjNcZUBD4FHhORqDvJ0Y94DRky\nJOa5v78//v7+KRFKunA78jYe2R0HAOYoUZhLo6ewefU5nlj0FsamFbSsLKH6eUI9gJOaPymuXLnC\nihUr+PTTT8mZM2ec7blz5455ni1bNsaNG0fZsmUJDAykb9++9O3bl5kzZyZ4/C5durBu3TrGjx/P\nww8/zOnTp2NqNGfOnKFVq1Z06dKFmTNncuTIEV5//XVsNhujRlmXp/fee4+ffvqJ6dOnU7ZsWUaP\nHk3Lli05fPgwRYrcHQf9wQcfMHr0aMqXL4+3tzcDBw7kzz//ZOHChRQrVoyhQ4eydu1ann/+eQCC\ngoLo2LEjn3/+Oc8//zzBwcFs2rTpwT/QFBIQEEBAQEDqnUBE7vsAZgC5ncmb3AfQFbADEbEediAK\nq7DKcU9+yawmbZkk5ceXlzM3zrg6FOUCzn63rUt/3EdK5U+KTZs2iTFGFi1alOR9ly1bJu7u7glu\nP3TokBhjZMWKFfFu/+ijj6RChQoOaTNmzBB3d3e5deuWhISEiJubm8yaNStme1RUlJQrV04+/vhj\nERFZvXq1GGNk4cKFMXmCg4PF3d1d5syZE5MWEhIiPj4+0q1bNxER2bZtmxhj5MSJE0l+36klse9P\n9LYUu24naTbelCy44vELUBWoEf2oCWwF5gI1xQUTNrrC6A2j6bm0J0euHGHZ4czT8KhSXkJFQkrl\nT1oszh9o1apVNGvWjJIlS5I7d26ef/55IiIiCAoKijf/jh07sNlsNG7cON7t+/fvp359x7HMDRs2\nJDw8nCNHjnD06FEiIiJo2LBhzHabzUaDBg3Yt2+fw361a9eOeX706FHCw8Np0KBBTJqXlxfVqt29\nMVOzZk2aNm1K1apVad++PZMmTeLSpUtOfxYZXboZhSYi10VkX6zHXuAmcFVE9t1v/4xORBgaMJSB\nfwzEZoclG5qTfWD2FPsDVyo1+fn5YYyJc0G+14kTJ3j66aepUqUKP//8M9u3b2fatGmICOHh4Ynu\nm5D7jbxOiIhgszleAr28vO57vtjnstlsrFy5kpUrV1K9enWmTp2Kn5+fQ5tPZpZuCpAECFmkIf2j\nvz5iyJoh5L9l2Dy7Kk+vXMnzq/uwZkHW+TWjMq58+fLRokULJkyYQGhoaJzt165dA2Dr1q1EREQw\nduxY6tWrR/ny5Tlz5kyix65ZsyZ2u51Vq1bFu/2hhx7in3/+cbiwr1u3Djc3N8qVK0e5cuVwc3Nj\n3bp1MdujoqLYuHEjlStXTvC85cqVI0eOHGzcuDEmLTQ0lD174q6tU79+fQYNGsSWLVsoVqwY8+bN\nS/Q9ZRopeT8sLR9ksjaQ4X8Pl4f7ZJdT3oVFQC5QQBb2XSV2u6sjU2kto363jx07JkWLFpVKlSrJ\nTz/9JAcOHJD9+/fL119/Lb6+viIismvXLjHGyOjRo+XYsWMyZ84c8fX1vW87wosvviglSpSQBQsW\nyLFjx2Tt2rUxbRpnzpwRLy8v6dmzp+zbt0+WLFkiRYoUkYEDB8bsP2DAAClatKj8/vvvsm/fPune\nvbvkypVLgoKCRORuG8jly5cdzturVy8pWbKk/PHHH7Jnzx7p0KGD5M6dO6YNZOPGjTJs2DDZsmWL\nnDhxQhYtWiS5cuWSH374IUU/26RI7PtDCreBuLwgSHbgGfSPLCFB036VEJunCMjObA/Luh8CXR2S\ncpGM/N0+d+6c9O3bV8qWLSvu7u5SrFgxadGihUPj9Pjx46V48eLi6ekpTZs2lfnz54vNZku0AAkL\nC5P33ntPihcvLu7u7lKuXDmZOHFizPa1a9dKvXr1xN3dXQoXLixvv/22hIeHO+w/YMAAKVy4sLi7\nu0uDBg1k/fr1MdtXr14tNpstTgESGhoqr7zyinh7e0vhwoXlf//7n7Ru3TqmANm/f7+0atUq5rh+\nfn7yxRdfPPDn+CDSsgBxajbe9CizzcZ7c8tepH59/vJuS+V1kylfzdPVISkX0dl41YNIy9l4tQBJ\nQyLC1B1TKZizIG0qtYmz/dzfR8hZrRx5fHR8R1amBYh6EFqAOCGjFSBnbpyh+2/dWXZkGQVzFuRQ\n30P4eOhaXCouLUDUg0iP64GoZBIRfvj3B/ou68u1W9focsCL1puqYH81N+hKs0qpDCy9d+PN8N5Z\n+Q4v//IyHhev8fsPhZkxL5T2gQEs6f+nq0NTSqkHogVIKmtX8Tle35WTveNy0urIeW6Qi9/bTabj\n1GauDk0ppR6I3sJKZSVnHOG7X24CsKVgKwot/JanHivp4qiUUurBaSN6CrKLPe4a5WFhBJZvwoVn\nu1Pnq1d0Bl11X9qIrh6E9sJyQnoqQK7fvs6AFQPI7Zabca3Gxc0gkvBc2krdQwsQ9SC0AHFCeilA\n/jj6B68tfo3T105RLtidtUOPUzRXUVeHpTIwLUDUg0jLAkQb0ZMpJDyE3kt703x2c9yPn2LNZG/+\nGpePs1vvP5unUurBVa1alaFDh8a8LlOmDGPGjHFhRFmPFiDJNO6fcXy7+RveWW9j98TsPB4UQq4c\ndorfPOzq0JRymfPnz9O/f3/Kly+Ph4cHJUqU4KmnnmLZspRf28YY4zBd+9atW+nVq5dT+3bt2pVn\nnnkmxWPKarQXVjJV3fsE67/JRf2LwYCdU/4vU/LnsZA/v6tDU8olAgMDadiwIXny5GHEiBHUqFED\nu93On3/+Sa9evWKWoE0t+fVvL81pDSQRN8JuMGPnjHjvJ/qXd6P+xWCueRfn1k9LKLl6phYeKkvr\n3bs3NpuNrVu30r59e/z8/KhYsSJ9+vRxWGBpzJgx1KhRA29vb0qUKEH37t25fv16ose+cOECbdq0\nIWfOnJQuXZpp06bFyVO6dGlGjx4d8/rbb7+lQoUKeHp6UrBgQVq2bElUVBRDhgxh5syZLF26FJvN\nhs1mY+3atQB88sknlC5dGg8PD4oWLUqXLl1S6NPJnLQGEo+9F/YycctEZu6aSWhEKCVylaJpOcfl\nNPM0rUPIoJH4vP0G5MnjokhVVmaGxt8WKoMTaEBNYv6kuHLlCitWrODTTz8lZ86ccbbnzp075nm2\nbNkYN24cZcuWJTAwkL59+9K3b19mzpyZ4PG7du3KqVOn+Ouvv/D09OStt96KU6OJfUtr69atvPnm\nm8ycOZPHHnuMq1evsnr1agDeffddDhw4wNWrV5k1axYAefPmZcGCBYwePZoff/yRatWqcf78eTZt\n2vSgH02mpgVILH8e+5NP//6UgMAAskdBmwPQc11ejvtcgv73ZDYG76HvuiROpdKbI0eOICI89NBD\n983bv//dPyZfX18+//xz2rZtm2ABcujQIZYvX8769etj1if//vvvKVu2bILnOHnyJF5eXjzzzDN4\ne3tTsmRJqlevDljL1np4eODm5kahQoVi9jlx4gRFixalWbNmZM+enRIlSvDII4849f6zKi1AYtlw\n8BDHdgYwbHMOXtuWg6JhN4GrbF+2Hfq/4OrwlHKQ1JpDStQ0Ejx2Erodr1q1iuHDh3PgwAGuX79O\nVFQUERERBAUFUaRIkTj59+/fj81mo27dujFpvr6+FCtWLMFzNG/enFKlSlGmTBlatGhB8+bNee65\n5/D29k5wnw4dOjB+/PiYfVq2bMmzzz6Lm5ub0+8tq9E2kFgazReOf2n4eEMERcNucqVoZW6PHE+t\nH993dWhKpWt+fn4YY9i3b1+i+U6cOMHTTz9NlSpV+Pnnn9m+fTvTpk1DRAgPD090X5OEwbje3t5s\n376d+fPn4+vry/Dhw6lUqRLnzp1L8HglSpTg4MGDfPvtt+TOnZt33nmHRx55hJs3bzp93qwmSxUg\ntyJuMW3HNFr90IrwqLhf1vrvtCAqmxuXmr+ErFlLvjN78Hi3L/jouh1KJSZfvny0aNGCCRMmEBoa\nGmf7tWvXAKttIiIigrFjx1KvXj3Kly/PmTNnEj12pUqVsNvtDu0RJ0+e5OzZs4nuly1bNho3bsxn\nn33G7t27CQ0NZenSpQC4ubkRGRkZZx93d3eeeuopxowZw5YtW9i7dy8bNmy47/vPqrLELaxjV4/x\nzZZvmLZzGldDr1D/NMx7aBEv1+rgkM+janm4coECsRr8lFLOmThxIg0bNqR27doMGzaMatWqISKs\nXr2aESNGcOLECfz8/LDb7YwdO5Z27drxzz//MG5cPNP/xFKxYkVatmxJjx49mDx5Mh4eHrz99tt4\nejou+xz7NtqSJUs4evQojRo1Il++fKxevZrg4OCYNpoyZcqwfPlyDh06RL58+fDx8WH27NlERUVR\nt25dvL29mTdvHm5ubvj5+aX8h5VZpOQC6w/6AD4EtgDXgQvAYqBKAnkTXDg+to//+ljMECP53kPe\nbo4czO0uArLgv+uc2l+ptObsdzs9OnfunPTt21fKli0r7u7uUqxYMWnRooUsXLgwJs/48eOlePHi\n4unpKU2bNpX58+eLzWaTEydOJHjc8+fPy7PPPiuenp7i6+srU6dOlapVq8rQoUNj8pQuXVpGjx4t\nIiLr1q2Txo0bS/78+cXT01OqVasmM2bMiMl78eJFad68ueTKlUtsNpusWbNGFi1aJA0aNBAfHx/x\n8vKSunXrytKlS1PhU0pdiX1/orel2DU7Xc2FZYxZDszFKkRswCdAA6CyiFy9J684E/vgviMoH/Af\nXtgHHnY7ADfylCDqq6/J+7KORFXpj86FpR5Ell3SVkRaxn5tjHkZqzbyKLA0sX2DQoIo4h23B0eH\nUKiyx44dw4Xarcj/n17kbt0Ksqert66UUhlOer+K5saqiVyNb2NEVAS/HPiFCZsnsP3sDs4OPENu\nd8f2i0qfvcaNnDfI/U53CpUpkwYhK6VU1pCubmHdyxgzHygH1L73fpUxRop8UZQbV8/x4h545kB2\nbHNX0KbWk64JVqkUorew1IPIsrewYjPGjMG6dfVYQo0dNceeo0YQeNghL5Hk/+M21ErbOJVSKr0K\nCAggICAg1Y6fLmsgxpixQAegsYgcSiBPTOQX/RqQ5/2euL30AtzTtU+pjEZrIOpBZOkaiDFmHPAC\niRQed1x+sRf5P+xBwRo10iY4pZRSMdJVDcQYMxHoDLQF9sfaFCwioffkdaobr1IZjdZA1IPIsmui\nG2PsgAD3vsEhIvLJPXm1AFGZkhYg6kFk2VtYIpKl5uZSSqmMTC/YSimlkkULEKVUhuHv70/fvn1T\n/Lg2m42FCxc+8HEWLFhA5cqV8fDwoEqVKixatCjR/DNmzIhZVvfex7Zt2wBrrfn4tq9cufKB431Q\nWoAopRRJWxQrPhs3bqRjx468/PLL7Nq1i//7v//jhRdeYPPmzQnu07FjR4KCgmIe586do3PnzpQr\nVy7OaogrVqxwyNu4ceMEjpqGUnJmxrR8kIFnLFUqMRn5uz1q1CgpX768uLu7S4kSJeTDDz+M2bZ7\n961gaYcAABDiSURBVG5p0qSJeHp6Sr58+aRr165y/fr1mO1dunSR1q1by5dffinFixeXvHnzSrdu\n3eTmzZsx240xDo8TJ05IVFSUvPrqq1KmTBnx9PQUPz8/GTlypNjtdofYZsyYIVWrVhV3d3cpXLiw\ndOnSRURESpUq5XDMMmXKiIjIyZMn5dlnn5V8+fJJzpw5pVKlSvLjjz8m+N47dOggzZs3d0hr2rSp\ndOrUyenPLzQ0VPLkySPDhw+PSTt+/LgYY2Tr1q1OHSOx7w8pPBuvywuCZAeegf/IlEqM099tiP+R\nUvmT6IMPPhAfHx+ZPn26HDt2TDZv3iyTJk0SEZGQkBApWrSotGvXTvbs2SNr1qyRChUqyPPPPx+z\nf5cuXSRPnjzyxhtvyIEDB2TlypXi4+MTczG9fv26PProo/Laa6/J+fPn5fz58xIVFSUREREyaNAg\n2bp1q5w4cULmz58vPj4+MnXq1JhjT5o0STw8PGTs2LFy+PBh2bFjh4wZM0ZErKndjTEydepUOX/+\nvFy6dElERFq3bi3NmzeX3bt3S2BgoCxfvlyWL1+e4Pv39fWVUaNGOaSNHDlSSpUq5fRnOH36dMmR\nI4ecP38+Ju1OAeLr6yuFChWShg0bys8//5zgMbQA0QJEZWEZsQAJDg4WDw8P+fbbb+PdPnnyZMmT\nJ4+EhITEpAUEBIgxRo4ePSoiVgHi6+vrUHPo3r27NG3aNOa1v7+/9O3b977xvP/++w77FS9e3KE2\ndC9jjCxYsMAhrXr16g7rjdyPm5ubzJo1yyHt+++/F3d3d6eP0aBBA3nuuecc0i5duiRjxoyRTZs2\nybZt22TQoEGSLVs2mT17drzHSMsCJF1141VKJYEk8Z59UvMnwb59+wgLC6NJkybxbt+/fz81atTA\ny8srJq1BgwbYbDb27dtH2bJlAahcubLDWuVFixZ1WMo2IZMmTWLKlCmcPHmSW7duERERQenSpQG4\ncOECZ8+eTTC2hPTv35+ePXuyfPlymjRpQrt27ahVK/Um29u7dy///PMPv//+u0N6/vz5eeutt2Je\n16pVi8uX/7+9+4+SqrzvOP7+rGEhIP5ICyxQKCFSYYkpiQJBCOS0tuVIaKMmzaGboiwaI9UumvSH\n1SaKaRBCOTRVj+LB7AaRQ0KkZmvkV+mWGNquBpcfKiwqQREWQdMikR+F/faPe2dz97I7Ozu7O3Nn\n9/s6556de+9zn/nOPLvznfs8d+/zLosXL6asrKzL4smED6I753LCWklg0YTxodg8PZJoDCeCa82a\nNWu48847KS8vZ+PGjezYsYN58+Zx+vTpDsVbXl7O/v37mTNnDvX19Vx99dXcf//9rZYvKSmhoaGh\n2bYjR45QUnL+PEUtWb58OcOHD2f69Oltlh0/fjz79u3LqN6u5AnEOddhY8aMoXfv3mzevLnF/aWl\npezatYsTJ040bdu2bRuNjY1N85RD82TSkuLiYs6ePdts2/PPP8/EiROZN28e48aNY+TIkbz22mtN\ndQ0cOJChQ4e2GhtAr169OHfu3Hnbhw4dyi233MKaNWtYsGABy5cvb7WOSZMmsWnTpmbbNm3axOTJ\nk9O+JoBTp06xcuVKysvL2ywLUFdXx5AhQzIq25U8gTjnOqx///5UVFRw9913U1lZyeuvv05tbS2P\nPvooAGVlZfTt25fZs2eze/dutm7dyq233soNN9zQ1H0FbV9KO2LECGprazlw4ADHjh3DzLj88svZ\nvn0769evZ9++fTzwwANs3bq1WV333HMPy5YtY9myZdTX11NXV8fSpUub1bt582YaGhr45S+D+esq\nKirYsGEDb7zxBnV1dTz33HOMHTu21dgqKirYsmULixYtYs+ePSxcuJCamhrmz5/fVOahhx5qljBT\n1q5dy/Hjx1tMIFVVVaxevZpXX32VvXv3smTJEh555JEu+X+YduvMAZVcLvgguuumCvV3u7Gx0R58\n8EEbOXKkFRcX27Bhw+zee+9t2r9r166my3hTl+geP368af9NN91kM2fObFbnfffdZ1dccUXTen19\nvU2aNMn69u1rRUVFduDAATtz5ozNnTvXLr30Urvkkkvs5ptvtgULFjRdjpuyYsUKKy0tteLiYisp\nKbG5c+c27auurrZRo0ZZr169mo674447bNSoUdanTx8bMGCAzZo1yw4dOpT2PVi7dq2NHj3aiouL\nrbS01NatW3fe6ykqKjrvuGnTptmMGTNarLOqqspKS0utX79+dtFFF9n48eNt1apVrcaQ7veHTh5E\nT9TNFNvDb6bouiu/maLriFzeTNG7sJxzzmXFE4hzzrmseAJxzjmXFU8gzjnnsuIJxDnnXFY8gTjn\nnMuK3wvLuQRq6z+ynUsCTyDOJYz/D4grFInswpI0T9J+SSclvShpSr5jcs4511ziEoikLwHLgG8B\n44BtwHOShuU1MNdpampq8h2C6wBvP5eSuAQC3AV8z8xWmNleM/tL4DBwW57jcp3EP4AKm7efS0lU\nApFUDHwK2BjbtRG4OvcRpdfZf0jZ1tee49oqm+3+9m5Pgs6MLQlt11aZbPYltf26499eW2Xauy8X\nbZeoBAL8JnABcCS2/R0gs1lZcqg7/hJ7AsltXUn+AMr0OfOhO/7ttVUmiQkkUXfjlTQEOAhMNbPn\nI9u/AfyZmY2ObEtO4M45VyA68268SbuM9xhwDhgU2z6IYBykSWe+Cc4559ovUV1YZnYG+Dnwh7Fd\nf0BwNZZzzrmESNoZCMBSYKWkWoKk8VWC8Y9H8xqVc865ZhKXQMzsB5J+A7gXGAzsAq41s7fyG5lz\nzrmoRA2iO+ecKxyJGgNxzjlXOLpdApH0OUl7JNVLmpvveFz7SFon6T1JP8x3LC5zkoZJqpH0sqQd\nkr6Q75hc5iRdIukFSS+FbXh7Rsd1py4sSR8CXgY+C7wPbAc+bWbv5TMulzlJ04D+wI1m9sV8x+My\nI6kEGGhmOyUNIriacpSZncxzaC4DkoqAYjM7JakvwefoBDM7mu647nYGMgF42cwOm9kJ4Cecf0mw\nSzAz+w/gRL7jcO1jZg1mtjN8fITgf7o+kt+oXKbMrNHMToWrHwZOA6fSHAJ0vwQyBHg7sn4QGJqn\nWJzrkSRdCRSZ2dttFnaJIeliSTuAN4Hvmtn7bR3T3RJI9+mPc64ASfoIUAV8Jd+xuPYxs/81s98F\nPgr8haTL2jomUQlE0lRJP5Z0UFKjpBtbKJNusqlDND/j+C2an5G4LtQJ7ZfiXwRyrDPaTlJvYB2w\n0Mz+K1exu07928PM3gFqCOZjSitRCQToB+wEKoCTxD5IMphs6gXg45KGSLoQmA5syFHsruPt11S0\n60N1MR1qOwWTuFcCW8xsVe7CdqGOtt9ASf3DxxcDnwnrS8/MErkQXEU1O7btv4HHYtvqgW9H1mcC\ne4F9wM35fh09delA+20muH3/r4C3gIn5fi09bcmm7YApBDdC3Q68FC5j8/1aeuKSZftNCNusLvw5\nO5PnStytTFoTmWxqcWxXs8mmzKwaqM5haC4D7Wi/a3IZl2tbJm1nwfQLF+Q4NJeBDNuvFvhke+tO\nWhdWOgU12ZQ7j7df4fK2K2xd1n6FlECcc84lSCElkIwnm3KJ5O1XuLztCluXtV/BJBDzyaYKmrdf\n4fK2K2xd2X6JGkSX1A8YFa4WAb8taRzwrgXzgfhkUwnm7Ve4vO0KW97aL9+XnMUuK/ss0Bgu5yKP\nn4iUuQ3YT3CflheAKfmO2xdvv0JfvO0Ke8lX+3Wru/E655zLnYIZA3HOOZcsnkCcc85lxROIc865\nrHgCcc45lxVPIM4557LiCcQ551xWPIE455zLiicQ55xzWfEE4hIjnIrz+nzHkQ1JNZL+OQfPUymp\nw/PdSNot6ZudEZPruRJ1LyzX45UA/5PvILJk5GYu9zvonCl/cxWv68Y8gbjEMLN38h1D0pnZ+/mO\nwbkU78JyOSPpryW9JukDSTsllcX2N+vCkjRR0nZJJyW9KGl6WGZqpEyppGclHZd0RNJTkgZF9ldK\nqpZUIemgpPckPSHpw+H+r0hqkFQUi+UpSc+Ejz8m6RlJhyWdkPRzSTPaeK2/kPS12LZm3VySiiUt\nkvSWpF9JqpUUv+V2vN5mXVhhnQ9L+rako+F78B1JipQZGMb/QRhXeQv1XixpeXj88bDeK8N9fcIu\nryci5YdIOhZ/ja5n8QTickLSPwBzgHnAGGAh8Jika1spfyHwr8ArBPM5/y2whEi3i6TBwFZgJzAe\n+H3gQuCZ6Aco8BmgNNz/JeA6oCLc9wPgYoK5EaLP/cfAynBTP+BZ4BrgE8CPgKclXZ7mJbfURRTf\n9r0wtlnAWKAKqJb0iXbWWwacASYBtwPzw9eZUgmMJHj9nwf+HBiR2hm+V88Cg4EZwDiC93WLpBIz\nOxXGOEvSF8Ly3wdeMrN/TBOr6+7yfRtiX7r/QvAB/AEwObZ9GfBsZL0RuD58fCvwLtA7sn9WWGZq\nuL4A2Byr89KwzFXheiVwAII7T4fblgObIus/Ar4fWf8ywVhMcZrX9J/APZH1fwe+G1nfD9wVO6ap\nDPAxgttuD4uV+Rfg4TTPWwlUR9ZrgJ/FymwEHg8f/074fkyK7B8OnAW+Ea7/HvA+0CdWz0vAX0XW\nK8I2WQocBQbn+3fLl/wuPgbicqEU6ANskBT99tyL4IO2JaOBXWZ2OrKtNlbmSmCqpPi4gBF8QL8Y\nrr9iZtHnPQxMjKw/CVRJ6mPBt+0yYK0FM7mlJuv5JsG388Fh3H2AHa3EnolPEQyGv9L8ZInewL+1\nox4jOAOLOgwMDB+PIUggTe+dmb0p6VCk/JVAX+BoC7GMjBz3T5L+hOAM54tm5tPZ9nCeQFwupLpK\nPwe8Gdv3f2mOa+tqIxF0c329hX3RAfmzsX1G8+7bn4RlPi9pC0FXT3QsYgnwR8DXgH3ASYIunOI0\nsTW2EH+0fFEYx1Wc/x6cTFNvS+LHWwvPne6KqyLgCDClhX3HUw8kDSD4MnCWX89+53owTyAuF14B\nTgMjzKwmw2NeBWZHzgoAJsTKbAf+FHjTzOJJIirt5apmdlrSDwnOPAYAh2NxTgaqzGwdBIPKwGXA\n3jTVHgWGpFbCY0YTzE0NQfeQCLqBas47uvPsIUgQEwm63ZA0PBobwfs4CDAza+2MEGAFUE/Q9bha\n0kYz294lUbuC4IPorstZcOnpEmCJpDmSLpM0TtJXJd3SymFPEYwRPB5eaXUN8HepKsOfDxMMgK+R\nNEHSSEnXSHosHAhPyeT/Jp4EphOMvayO7asHrpf0SUlXhGV7x+pVbH0LUCZpmqSxwBPABZH3pB5Y\nBVRKuiGM/SpJX5d0XQbxtva80e2Y2V5gPcEFC59WME92JZGzHDPbBPyM4OKD6ZI+KmmSpPslTQGQ\ndBswFfiymT0d1rEqdTWb65k8gbicMLO/B+4j6G7aTTDQex3wRivlTwAzCa5O2g4sIhiHgGBOZ8I+\n+MkE3UXrw3ofCvenxk4yuRoKM/spcJBgzODJWPm7CLrEfkpwtdK28HG0jnidCwmSyDNhbFsJzjqi\n5hBcibWY4IyrmqAb6Re0Lv48mby+mwjGmlLxPNnCc1wb7n+c4KxlDUE31dvh1WbfAW43s1QX5Pzw\n59I0sbpuzudEdwUjHMB9GhhgZu/lOx7nejofA3GJJelGgjOUt4CPE/S9/9iTh3PJ4AnEJdlAgm6v\nwUADwRVXf5PPgJxzv+ZdWM4557Lig+jOOeey4gnEOedcVjyBOOecy4onEOecc1nxBOKccy4r/w/8\nHyh5GhEV2gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# total variance\n", "for i, pca_obj in enumerate(ticas):\n", " plot(np.cumsum(pca_obj.eigenvalues), linewidth=2, label=labels[i], linestyle='dashed')\n", "text(1.2, 13, 'PCA ', fontweight='bold')\n", "xlabel('eigenvalue index')\n", "ylabel('total variance')\n", "legend(fontsize=14, loc=4)\n", "semilogx()\n", "savefig('./figs/pca_totvar.png', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What does this tell us about which input feature to select and which transformation method to us? \n", "\n", "TICA [6] is expected to perform better than PCA or any other method in terms of a transformation method to resolve the kinetics, because TICA has been demonstrated to be an optimal linear combination of input features in terms of resolving the solve processes (see Perez-Hernandez et al in [6]).\n", "\n", "Within the TICA results the Ca-distances show the largest kinetic variance, which according to [2] indicates that this is the best feature selection. \n", "\n", "Let us put these indicators to the test..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MSM analysis\n", "------" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we estimate Markov state models and compute implied timescales [3]. According to the variational principle of conformation dynamics [4], models with longer timescales are preferable. Since we cluster with equally many states and in such a way that randomness is taken out of the clustering, this means that the corresponding selection of input feature and transformation method (PCA vs TICA) should be preferred if they lead to longer timescales. Furthermore, we prefer models that achieve converged relaxation timescales for shorter lag times.\n", "\n", "The variational principle applies to systematic modelling errors, and we therefore need to compute statistical errors using Bayesian MSMs as described in [5] in order to see which differences are significant." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "maxlag = 500\n", "tica_itss = [msm.timescales_msm(cl_obj.dtrajs, lags=maxlag, nits=5, errors='bayes') for cl_obj in tica_cls]\n", "pca_itss = [msm.timescales_msm(cl_obj.dtrajs, lags=maxlag, nits=5, errors='bayes') for cl_obj in pca_cls]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVkAAALfCAYAAADL87GDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUuRJ1jnnUuRJ1jnnUvQ/xCb0+0Hi1FgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = subplots(3, figsize=(5,12))\n", "#axes = axes.flatten()\n", "for i, its_obj in enumerate(tica_itss):\n", " mplt.plot_implied_timescales(its_obj, ax=axes[i], ylog=True, dt=0.01, units='$\\mu$s')\n", " axes[i].text(0.2, 500, 'TICA ' + labels[i], fontweight='bold')\n", " axes[i].set_ylim(1, 1000)\n", "savefig('./figs/tica_itss.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVkAAALfCAYAAADL87GDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl8VdW5v5915swhM2GWUUFEUawDEQeCFavV29Zqa3vb\n/lqtllpsrfcauGKV3l5vrb1Sq97aOtThVm3VKlWiIkYqioCMMigkzGOAzGd+f3+ss8+Uk0DCCWFY\nD5/9Ofvsvc7aax+Sb971vu96txIRDAaDwdAz2Hp7AAaDwXAiY0TWYDAYehAjsgaDwdCDGJE1GAyG\nHsSIrMFgMPQgRmQNBoOhBzEiazAYDD2IEVmDwWDoQY57kVVK5SulPlZKfaKUWqOU+lFvj8lgMBgs\n1PG+4kspZQNcIuJVSmUCa4AJIrK3l4dmMBgMOHp7AEeKiIQBb+RtBuCLe28wGAy9ynHvLgBQSuUp\npVYAW4CHRKSpt8dkMBgMcAK4C+JRSpUA7wJXi8jnvT0eg8Fg6HVLVilVoZT6u1Jqm1IqrJT6doo2\ntyilapVSbUqpJUqpC1P1JSJ7gAXAuB4etsFgMBwWvS6yQBawErgNaAMSTGul1HXAb4H70OL5AfCG\nUmpA5HyJUionsp8HTIz0ZzAYDL3OMeUuUEo1AbeKyNNxxz4ClovITXHHNgAvichdSqkJwGOAQgv0\ng/GfNxgMht7kmM4uUEq5gLOA+5NOVQPnA4jIYuDMLvR57PxVMRgMJxQiopKPHQvugs4oAuzA7qTj\ne4Cy7nYqIif8dvfdd/f6GMy9mns9me61I451kTUYDIbjmmNdZPcBIaA06XgpsLO7nc6aNYsFCxYc\nwbAMBoNBs2DBAmbNmtXh+WNaZEXEDywFKpNOTUZnGXSLWbNmMWnSpCMY2bHPiX5/8Zh7PTE5Xu51\n0qRJnYpsr2cXKKWygOGRt/8EfgW8BtSLyFal1NeAPwO3oIX1ZuA7wGgR2dqN60lv37PBYDjxUEoh\nKQJfx4LITgLmR94KOhUL4EkR+W6kzQ+BnwN9gVXAdBFZ2M3rGZE1GAxppyOR7fUULhFZwCHcFiLy\nCPBIuq5puQuOl+mIwWA4dlmwYEGnMZ5et2SPNsaSNRgMPUFHluwxHfgyGJKpq6vDZrNhs9l46qmn\nens4BsMhOSlFtispXJMmTYr+UttsNux2O/369eOqq65i0aJF7dq//PLLfPGLX6SkpASXy8WAAQO4\n+uqrmTdvXru2l19+ebTfc845p0v38O677/Iv//IvlJeX43K5KC8vp7Kykueff75L/RyvKKVQqp3R\nYDAcdQ6VwtXrqyR6YVWGdIWLLrpIlFLidrvlvPPOk7POOkucTqcopcTpdMrixYtFRCQcDst3vvMd\nUUpF248ePVr69esnSim55pprEvrdunWr2Gy2aHullKxevfqwxnT33XdHP+N0OmXUqFEyePBgsdls\ncuaZZ3bp/o5VvF5vyuO1tbXRe3/qqaeO8qgMho6JaEs7zTkpLdnuUF5ezgcffMDSpUt55ZVXAAgG\ngzz33HMAPP744zz55JMATJ48me3bt7N69Wq2bdtGXV0dX/va1xL6e/rppxERCgoKOOWUUwB44okn\nDjmOt956i1/84hcAnHXWWXz22WesXbuW2tpadu3axbRp06Jtb7zxRoYPH05OTg4ul4tBgwZx2223\n0dR06JrmL7zwAhdeeCE5OTlkZmZy+umn8+qrr0bPL1y4kClTppCXl4fb7WbUqFH88pe/JBgMRtuE\nQiEeeOABRo8ejdvtJjc3l0svvZT58+dH2yxYsCBqzT/++ONcfPHFZGRk8OijjwJ6ZjBixAg8Hg8X\nXXQRn376abuxtrS0cOuttzJw4EA8Hg+FhYWce+65PPjgg4e8T4Ohx0mlvCfyRjct2SFDhkSPvf76\n61Fravr06SIicvbZZ4tSSjIyMmT37t2H7Hf48OGilJIf/ehHcs8994hSSkpLSyUYDHb6ua985Sui\nlBKbzSbLly/vtG12drYUFxfLmWeeKcOGDYuO+atf/Wqnn/v1r38dbZuXlydnnHGG5OTkyD333CMi\nIu+++644HA5RSklBQYGMGjUq2v7666+P9vO9730venz48OFSXFwsSimx2+3yxhtvRPuKt/5LSkpk\n9OjRMmfOHFm5cqXY7fboOE499VTJzs5uZ8nefvvtopQSj8cj48ePl2HDhonL5ZLJkycf8v/BYEgX\ndGDJ9rroHe2tuyLrdrvl3HPPlXHjxkUFxuVyRd0FmZmZopSSsWPHHrLP999/PyqUixcvlo0bN0aF\n49VXX+30s6eddlpUdA5FsghXVVVFx+3z+VJ+pqWlRbKyskQpJV/4whekoaFBRERaW1tl3bp1IiJS\nUVEhSikZNGiQHDx4UERE/u3f/i16D6tWrZLPP/88+n7atGkiItLU1CQjRowQpZSMHz9eRBJF9pJL\nLomOKxQKybe+9S1RSklubq5s375dRERmzJjRTmSvvPJKUUrJfffdF72PxsZGWbJkySG/I4MhXXQk\nsielu6A7tQv8fj8ff/wxq1evprS0lCuvvJL33nsvGrDS3zGHFYyx3AojR47knHPO4ZRTTuG8884D\nDu0y6Mp13n77bcaMGUNGRgY2m41f/vKXgHZz7N2b+mG+a9asobW1FYBbbrmF3NxcADIyMhg5ciQA\nH3/8MaADd3l5eQDccMMN0XEtWbKEpUuXRt9b57Kzs7nyyisBWLFiRfReLG666SZcLhcANpuNVatW\nAXD++edTXl4OwHXXXdduzFdddRUAM2fOZODAgVx22WXcf//9FBUVHfI7MhiOlEMFvnp9MUJv0Gkk\nsAMGDx7Mpk2bOjw/ZswYlixZwoYNG9izZw8lJSUp27W2tvLCCy8AsHHjRvLz8wHwevUDdv/xj3+w\nb9++DgVizJgxrFu3jsbGRlauXMnYsWNTtnv22We54447AO1PHjBgAHv37o3eQygUSvm5ePFOFsFk\n4s9b+yLSLvKfql2q65aWJtcBOrzPf//732fUqFG89tprrFq1iiVLljB//nyeeOIJNmzYQGZmZqf3\nYTAcCdbCpnvuuSfl+ZPSku0JfvCDHwBaLL/97W9TX18fPbdp0yaeeeYZAF566SWam5sBbVE2NTXR\n1NREIBAAIBAIRNt2dh0R4Xvf+x6bN2+Ontu1axePPfYYAB9++CEAubm51NbWsmjRIiZPnnzI+xg9\nejRZWVkAPProo9EgmdfrZcOGDQBMmDABgDfffJODBw8CRAOASinOPvtsxo8fbyVnR9PKmpqaeP31\n1wEYN25cO2s8+f3pp58OwAcffMDOnbro2osvvthuzIsXL2b06NHcf//9vPHGG7z22msA7Ny5k/Xr\n1x/yng2GHiWVD+FE3khD4Ksj4lO4XC6XnHbaadK/f3+x2WzRFK5JkyZ16LudPHnyYfl141O47Ha7\njBgxQoYMGZKQwvWHP/wh2qa8vFyGDBkihYWF0WObN2/usP8HHngg2i4nJ0fGjh0rOTk5MmvWLBER\nWbBgQTSNLT8/P+pnVUrJDTfcEO3n//2//xc9PnTo0Oj1HQ6HvPnmmyKS6JN97733EsaxYsWKaOAr\nJydHRo0aJR6Pp51P9hvf+IY4HA4ZPHiwnHXWWZKbmxv9jOVTNhh6Gkzgq3siO2nSJLHZbIclsiIi\nf/vb3+Tyyy+X4uJicbvd0q9fP7nyyivlzTfflNraWrHZbGKz2aKCFc8jjzwSDYgtW7as0+vMnz9f\nrr32WikvLxe32y1lZWVyySWXyHPPPSciOm/3pz/9qRQXF0teXp5873vfk4cffjjaf2ciKyLywgsv\nyAUXXCA5OTmSmZkpY8aMkVdeeSV6fuHChTJlyhTJz88Xt9sto0aNktmzZydkR4RCIfn1r38to0eP\nFo/HI7m5uXLppZfK/Pnzo20WLFgQHVOyyIqIvPTSSzJ8+HDxeDxy3nnnySuvvBJtb4ns888/L5dd\ndpn069dP3G63FBcXS2VlpSxcuLDTezQY0klHIntS1i64++67TYEYg8GQFqwCMffccw9yLJY6PNqY\nAjEGg6EnMAViDAaDoRcwImswGAw9iBFZg8Fg6EGMyBoMBkMPclKKrHkkuMFgSBeHWlZrsgsMBoMh\nDZjsAoPBYOgFjMgaDAZDD2JE1mAwGHoQI7IGg8HQgxiRNRgMhh7EiKzBYDD0IEZkDQaDoQc5KUXW\nLEYwGAzpwixGSMIsRjAYDD2BWYxgMBgMvYARWYPBYOhBjMgaDAZDD2JE1mAwGHoQI7IGg8HQgxiR\nNRgMhh7EiKzBYDD0IEZkDQaDoQcxImswGAw9yEkpsmZZrcFgSBdmWW0SZlmtwWDoCcyyWoPBYOgF\njMgaDAZDD2JE1mAwGHoQI7IGg8HQg3RJZJVSo5VSo+LeVyqlnlVK3aWUsqd/eAaDwXB801VL9k/A\nOACl1ADgFaAPcAswO71DMxgMhuOfrorsSGBZZP8rwEcicgVwI3B9OgdmMBgMJwJdFVk7EIjsXwq8\nEdnfBJSma1AGg8FwotBVkV0D/FApVYEW2Tcjx8uBfekcmMFgMJwIdFVkfw58H1gAPC8iKyPHrwY+\nSuO4Dhul1ACl1AKl1Bql1Aql1Fd6YxwGg8GQii4vq1VKOYBcEdkfd2ww0Coie9I6usMbTxlQIiIr\nlVKlwFJguIi0ddDeLKs1GAxpJ23LakUkCAxXSmVHOi4ErgTOP+JRdgMR2WVZ1CKyG+22KOiNsRgM\nBkMy3V2McBuwVSm1CJgOfAaMT9uouolSajxgE5HtvT0Wg8FggG6KrIjcABQDtwMtwH1AQxrH1WWU\nUgXAU8APenMcBoPBEE+3l9WKSFBEFonIfwJfAA52px+lVIVS6u9KqW1KqbBS6tsp2tyilKpVSrUp\npZYopS5MOu8GXgb+U0Q+7M44DAaDoSfolsgqpb6rlDrDei8iIcDXzTFkASvRLog2ICEqpZS6Dvgt\n2loeB3wAvBFZcYZSSgFPAvNF5NlujsFgMBh6hG4V7VZKzQCuAfoB7wG1wBARue6IBqNUE3CriDwd\nd+wjYLmI3BR3bAPwkojcFbFq3wNWAFZk75sisqaDa5jsAoPBkHY6yi5wdKczEbkPuE8p1Qe4CLgE\nOE0pVQfUAK+LyAtHMF4AlFIu4Czg/qRT1USyGURkIXolmsFgMBxzdEtkLUTkALpIzCsASqli4GJg\nDHDEIgsUoQV0d9LxPUBZdzuNfx7PpEmTmDRpUne7MhgMJykLFiw4rGcFHlPP+Ep2FyilyoFtQEXE\nYrXa/Qdwg4iMSt1Tp9cw7gKDwZB2jtdnfO0DQrQvPlMK7Dz6wzEYDIaucUyLrIj40ctkK5NOTUZn\nGXQL80hwg8GQLo75R4IrpbKA4ZG3/wR+BbwG1IvIVqXU14A/owuDfwDcDHwHGC0iW7txPeMuMBgM\naacjd8FhiaxS6kF0sv9CEQmneWCTgPmRt0IsDetJEflupM0P0RXA+gKrgOnxPtouXs+IrMFgSDtH\nmsKVATwPuJVSr6OzCeZ1VOmqK4jIAg7hthCRR4BHjvRaFrNmzTJZBQaDIS0cKsvgsN0FkZVV5wBf\nRtePHQK8jRbc10Rk75EO9mhgLFmDwdATHJG7oIMOhxET3HOBxWjBff5YroJlRNZgMPQEaRfZpM6L\ngS8BVwH/FJH/PuJOewgjsgaDoSdI67LaZCKugj9FtmMe45M1GAzpIm0+2RMFY8kaDIae4Hhd8WUw\nGAzHNUZkDQaDoQc5KUXWLKs1GAzpIu3LapVSVwC3AqcAlZGlr98HNonIO0cw1qOC8ckaDIaeIC0+\nWaXUN9B1Yj9DL0ZwRk7Z0cteDQaDwRBHV90FdwLfF5GfAIG44x8CZ6ZtVAaDwXCC0FWRHUbqEoPN\nQO6RD8dgMBhOLLoqsjuAkSmOTwQ2HvlwDAaD4cSiqyL7v8D/KKUuQJckHKiU+lfgv0ljlayexmQX\nGAyGdNET2QWzgemAJ3LIB/xaRGZ2c4xHFZNdYDAYeoK0FoiJPM3gNLQl/KmINB35EI8ORmQNBkNP\n0KNVuI4njMgaDIaeoNtVuJRSr5H4WJiOEBG5qpvjMxgMhhOSwyl1WM9hiuyRD8dgMBhOLA4psiLy\nr0dhHEcVU0/WYDCkC1NPNgnjkzUYDD1B2p6MoJRyoh+oOBBwxZ8Tkae7PUKDwWA4AemSJauUGgW8\nhi4OYwOCaKEOAj4RyemJQaYTY8kaDIaeIF1PRvgtsAzIA1rQubJnA8uBfznSQRoMBsOJRlfdBecA\nF4lIi1IqDNhFZJlS6g5gDjA27SM0GAyG45iuWrIKaIvs7wX6Rfa3A8PTNSiDwWA4UeiqJbsGba1u\nBBYDdyqlQsAPgM/TPDaDwWA47umqyM4GMiP7M4HXgXeBfcB1aRxXj2LyZA0GQ7ro8TxZpVQhcEBE\nwkfU0VHCZBcYDIaewBSIiWBE1mAw9ATpepDiL5VSN6U4frNS6t4jGaDBYDCciHQ1u+BGdJ5sMsuA\nbx/5cAwGg+HEoqsiW4wOciVTD5Qe+XAMBoPhxKKrIrsVuCjF8YnAtiMfjsFgMJxYdDWF61HgQaWU\nC3gncuwy4D+B/0rnwAwGg+FEoKsi+xugCPgfwB055ou8vz+N4zIYDIYTgu4+SDEbXRwG9IMUm9M6\nqh7EpHAZDIaeIF0pXKOVUqNEpFlEFgP5wKNKqbuUUvZ0DdZgMBhOFLoa+PoTMA5AKTUAeAUoAG5B\nL7k1GAyGk4q5c2uYMmVGh+e7KrIjieXJfgX4SESuQOfPXt+tEfYCs2bN6nStscFgMBwOc+fW8IMf\n/C/V1R2Ht7r6ZIQmYKyI1CqlXgdqROR+pdQgYL2IeI541D2M8ckaDIZwOLaFQonvU22hEAQCEAzq\n/WAQ/H64+eYZfPzxfZFe0/OMrzXADyMCeylwV+R4OakXKRgMBkOXOJTgJW/BYOJmiWAopIWwpQWa\nm/Xrxo1QXw9NTfp9a6veysvBbgevN7a1tcGGDbqt1Z91TadTi67IoSW0qyL7c+BV4GfAkyKyMnL8\nauCjLvZlMBjSyNy5NTz0UDU+nwO3O8iPf1zJ1KkVab2GSOfWXmciGAjEBNASrUBAby0tiSLY3Ky3\n1lZ9vF8/LWzxIuj1wtq1cPBgrD9rDBkZMWvT5QK3Gzwe3VcoBA6H3pxOfV4Eior053JzddvMTBg2\nTItvXh7k5+utqAgGDoQ+feD73w/y/vudf2ddElkRqVFKFQM5InIg7tSjQGuX/8cMBkNamDu3httu\nm8fGjbH48+efV9HWBlOmVBzSCkwlgMlT4+ZmqK2FvXsTRbC1FQYM0GJlWYCWCK5eDfv3J/YbDmsh\nC4XA54sJocej98NhLWyWCDqd2posLtZtPB4tdh4PlJSAzab7y83VwldYqEW5oABycrTAOp26nbXZ\n7YnvUx07HO68s5IdO6oSvvdkupwnq5S6ArgVOAWoFJGtSqnvA5tE5J3OP937GJ+s4VhEJGaJWUIU\n/z5e7Pz+mAXo9+vj06fPYMmS+9r1W1Y2k3PPvZeBA7WVlmwJrlwJe/a0n24XFGihsdpZQiiit3gR\ndDhg0CAtbpYIejz6evv367Y5OVoE8/J0u759tSBmZ+vjbrfupysieLhC2NPMnVvDnDlvMW/efUde\nT1Yp9Q3gMeBx4GbgNBHZpJS6GbhGRKaka+A9hRFZQ7rpTBitLV4cLWH0+fRU98ABLRgiiX7C1lZY\ntgy2bdP7Xm/M8uvbVwuc1X7fvlmEw7Pajc1mm0WfPrMoL28vgh4PNDTodjk5erOmxPEiaJ1zuWJC\neDgiaLeDaic5Jy4dLUboqk/2TuD7IvK8Uup7ccc/BH5xJAM0GNLF4fomk63HVFu8KCaLZGurnj7v\n3KmFsqEBGhv1VlamLTlLLNva9OuGDdq6C4X09S1cLm3RZWYmbk1N+nxxMWRl6Tb5+dpyLC3V+3l5\ncM89QRYvbv9dTJoU4qWXOhZBm+3kEsLeoKsiOwz4IMXxZiD3yIdjMHQPy1p87bUa7rxzHnV1MR/Z\n2rVV/Oxn8IUvVNDcrKfHPp/+TLzV2NICa9bA1q1aFNvaYpZjYWGi5djaqoXW4dAWrDV1drv15vVq\nazAzMya42dlw0UVaLEtL9VZUpEXS44lNvS3xs9tTb6kQqeS22xJ9g0OH3sXtt19Onz49/e0bOqOr\nIrsDvSBhc9Lxiegn2BoMaUUk5n+0rEifT4tdWxvs2AGffqpFLxCAp56qZtu2xCDE1q2zue22mUDM\nms3M1OKWynJUSluO2dl6y8uDIUN0MMWyJPPzY0EVaxptiWBHAtmTFqNlqc+ZMxOv147HE2LatMvT\nnl1g6DpdFdn/Bf5HKfX/AAUMVEpVAP8NzErz2AwnOOFw4hQ8EIhNrQ8e1L7IHTv09Lq+Xr+uXg1b\ntmhLMRDQ/dhs2iocMgRaW1P/SI8YYefBB7XlmJMTS91xOhOFMJVAHisBlkMxdWqFEdVjkK6mcN2v\nlMoD3gI8wHx0qcNfi8jvemB8h4VS6mV0MfF3ROSrvTWOk4HD9Xcm+zCtpPDGRi2SO3bA7t2wbh2s\nX699mk1NWmAt8Swq0tP0goJYas6ZZ8L48Tpl6LTTYOhQbV1mZekp9/XXB5k/v/24hwwJccUVPfzl\nGAwp6Koli4hUKaV+iS51aEOXOmxK+8i6xm+BP2KeM9ajpMrF3LChij17YPz4CrZt06K5Zg1s3659\nn/v3x6bgwaDOrSwo0IJZWKiPhcNaLPv2hf79tUU6bJiekmdl6S0jI2Z5Wq+ppt+3317J5s3tfZPT\npl1+NL4ig6EdJ8wjwZVSk4BbD2XJmhSuw0dET8utoNCXvzyDTz5pn4vpcMxE5F7y87UANjdrYczP\n10JaWgojR8Lpp8eCPJmZMQHNzIyJp7Udif/SyluM+SYnm2n0yYyV3GstVzvS/aScvZp33qH62WeZ\nvXBhWlK4UEqVAhcAJSRV8RKR33f7izD0KuFwzB/a0ACffQZLl8LixfDRR9onGgql/nEZNszOAw/E\nfJjxApqV1V5Ae9rHaXyTvUS6RMwSsvhlaanW7ia3sfqI3w+F0n+fSkW3mo8+Yt7vf8/sHTs6rPXa\nJZFVSl2PrilrAw4AySahEdnjgEAglrd54IBe//3ee3r/s8/g88+1BXvqqTr9aNw4OOccmDs3yPLl\n7fvr1y/ExRdrAe0oxcjQA8SvjxWhZu5cqn//exw+H0GXi8qbbqKisrJzUYtfQZFKxKyE3vg2qdr1\nxOxQqcREXmtfqdh1rbw3q63DoX8Qt26NFSqwymcFgzB2rHbiQ+y+AgF4802d8Ozz6fdW7t6ll+op\nmbX22NpefRV27aJ6xw5me72d3kZXLdlfoTMJfiEiwa5+Z6mIZCf8DDgLXc3rOyLyVFKbW4A7gDJ0\nJbCfiMjCpK6MDyAFPl9sum+J6BtvwIoVUFcXS4zPzYUrroBLLoGbbtLi6vHEAk5ZWTB+fCV33NHe\n3zl9+uVkZPTePR4TWOKVJHztigWkOpZcNCB5La1lmcUXE0gStZqPPmLeo48ye+fO6LGqtWvh5pup\nOPfc1GMWSRSy+G3v3lgycHyRg1Gj9A+L5RS3tgULdCTTWspm5dpdfrl2wlviZInVX/6ihdB6b/U/\ndWrMWR8vaq+9Brt2xb4z0OOeMEH/cMb3HQjoVSLx4mf9YXG79eetdna7vhfr+4xPKXE49OoRjyex\noozDoa2UvDwce/Yc8kejqyKbh66+lRaBjZAFrASeAp4mSSyVUtehA1s/BBai6ya8oZQ6TUS2xjdN\n45iOG6xov9frwOkM8t3vVnL++RXs369FdO1abZlu2KArHDU365+nsjI4++zYVlioBbVPn1jOqNOZ\neK1rrqnA5TpOcjEtUTocoYt/n0rs4iubxAtdvLVnoVTXrbp4kbP2rUorlhPbKhZgtamu1mkaTU3Q\n1ET1woXMPnAgodvZO3cy89lnqbDb4ZlndPtky/WKK1KL2tKlsYhlPCUleizJotbSEvu+RWK5cK++\nGotUxguVz6f7s45nZurXTz+NVXSJb3/++XrfSkxO1Weq/eT3Vkkuq4/4ggnJy+Dic/qs7z0+x89m\nI/jNb+ppYCd0tXbBo8AaEZlz2B/qApGi4LeKyNNxxz4ClovITXHHNgAvichdkfdvA2PRgr0f+IqI\npCy9eCIFvl55pYbp0xNXN7ndVbhcU2htrcDt1gGnoUN1tH74cF03Mz9fGxf5+Tpqn5l5nE7zrURb\na1F/Sws0NVEzbx7VL7yAw+8n6HRSefXV7a25jsQwXuiSxc9yJlv7ydPZeNat05ZdW1viMrHLLtNf\nfnKRgiee0NMMn0+LlfWLfNZZWmQth7n1uQMH9L2LgMvFrECAWZaFF8es3FxmnXVW4rI0a2maJVSd\nidLh7FuCFd+nJUyphKqzwgfxIteRlX0kx9JMzdy5zLvtNmZv3IiCtAS+fgK8qpS6FFgFBOJPikha\n6xcopVxoN0Ly48argfPjrntZV/qdNWtWdH/SpElMmjSp22M82vh8+vdr61aYMaM6QWD1+dnk5Mzk\npz+tYMIEbXj06RNbF5+RcZytVbfq4Vlbc7O2sKw6e/HY7dQsWcK83/2O2du3Rw9X7dkDublUTJwY\na2vV6ksWuzFjtGUHWsAs5/XTT+vcNGupmbXmdsoUvTwsvo/WVp38a00b4i3iJ5+M/UdkZsbKVTkc\nOgnYWmZm5a2l2qzIovWf6nAQnD4dPvyw/dc3bpweuyVyPSFeJykLFixgwccfs2PCBL2WcGPqRa9d\ntWR/jJ667wP2EJvaR0RcTj+SQSdbskqpcmAbUBHvg1VK/Qdwg4iM6sY1jjtL1uvVvtPt2/W0v6ZG\nb599NotQaFa79uefP4t33pmF55h/GFAEy49nbZEpMI2N2lqLJ77Scrw/Y9s2qKtjxm9/y311de0u\nMXPYMO79yldiovnWW9rSjBcMES1eVlEDr1dfJzNTn3e5tMh5PLHUCWslRLxgxouh1TY3Vy81iy9S\nEP+aXLgglXUX/5pEvEVlcdfQoVz+P/9DxdSp6fqfMnRCuqpwzQB+JiK/Sc+wDB1hCevWrdqv+uyz\nsarxX/hxI/ERAAAgAElEQVQCfPOb8MorQZYsaf/ZnJzQsSewVsTW59M319gYs0gDgcS2lu8tM1O/\n7tmjBXHXLu3zyMzU7/fsiZ378EPYvx9HsnUbwb53r472WQI4eXIsYTfZUrSKn2Znpw56WKLYmQge\n5TJXlpDOnDMHu9dLyOPh8mnTjMAeA3RVZO3ox88cLfYBIaA06XgpsLN988Nj1qxZx6SboK1NC+uW\nLbB5M/zf/8H77+tjhYV6ZvrNb2r/amkpjBuXuvJSr61usiLKVkqDZZE2N8eCQ1ZE28r3cjp1cAf0\nF2CJ50svwaJFui+rrL0VbCop0VN0a9lYURH8679CURHBP/5RV6JOInTmmfDUU4e2Eo+XQgUpqJg6\n1YhqL7BgwYJOn37dVXfBA0BDun2vcf2nCnx9CKxIEfh6UUSqunGNY8JdYGUFtLY6sNmCXHllJSNH\nVrBsmQ4cL1qkjanzztPCeuaZOmiVl5eoA0d1dVMwSM3f/071ww/jaGsj6HBQed11VJx5pvZVWpF6\na/odvw72ww9h/nzt89i9WzuWm5t1YVS7XQur36/Fs6RET7H79NGlr0pKtJAWFenzOTn6fHZ2bL1t\nZKuZN89Mmw29Qkfugq6K7O+BbwCr0WlX1jzP8sn+uBsDywKGR97+E52L+xpQH3m0zdeAPwO3oGvZ\n3gx8BxidlMJ1uNfrdZGdO7eGadPmUVsbs0AzM6sQmcLIkRVceKGOv5xzji6E0qePnqX2GPH1BK2q\nLtZ62riK0zWLFrXPxSwsZMrEiVQ4HNovWlyszez46fyePbrPzEx9M0VFulBBv346l8wST+sJdpaA\nZmfHItbW62FYmjVz5/JW3LR5spk2G44C6RLZBXFv4z9oiezF3RjYJHQ1L6tPa5BPish3I21+iH5S\nbl90VsP0FIsRDvd6vSqyTU1QWTmDDz9sXwPg9NNn8thj90afl+R2p+GCVuJ1fEksK/hjpQSlWrFi\n5WqGQloYd+5kxt13c99nn7VrOhO4Nz9ftxswQFd4scpnWQKamakFMn7NbXZ2+7zFkzhabTi+SUvg\nS0QmpW1EsT4XkFQDIUWbR4BH0nXN3vDJtrXpwNVHH8GKFam/9rw8O+ed143Om5tjT7uzlndZQpoc\nVILEp+B5PFrstmzRftDPP9cWaX29/mxGhn7t1w9HfX3Ky9tPPx3uvz+WVJ4sovGbwXCCcSifbE9O\nQo9Z4vNkexq/X6+8+vhjeOABWL4cXK7UC+aysg6zmEUwqKPze/dS87e/Uf3SSzgCAZ14f+21VFx4\noRa87GwtqA0NOk1h2zYtvkOHxqJr1rZlixbdkhI45RSorNQW6YABevpvtxOsqtIrgZIIlZbqJPse\n9WkYDMcmlsF2zz33pDx/yN8KpdRrwDdEpDGyHz+lj0dE5KojGu0JRCikNW3FCnj5ZfjrX7Vxd++9\nkJdXyYMPVrFpUxeyAqzyWDt2wL59EA5Ts3Qp8x55pH3ivctFhculVX3PnlghjWBQT8dPOUUXbi0v\nh3PPhWuv1f5RKwfUSoa3ntUc2SrvuYeqVEGln/zECKzB0AGH85tRT8z/au2nFNl0Dep4I/lpAd/8\nZiUlJRW8/DK8+KKuYvXAAzpDYMQIyM2tYMiQQ9QACIe1A7e+Xgtrc7MWSI9H+zp376b6T39KEFiA\n2du2MfPOO6no10+vmz3jDC2qAwZoYS0oiAWVLDGNE9LOAksmF9NgaM/ct+by0HMPdXi+q4GvQcBW\nEQknHVfAQBFJfsDiMYdSSu6+++60+WRTPS0gJ6cKm20Kp59ewfXXa5E99VQO/dRQv19bq1bifSCg\nLcSsLO3PfPllnQa1Zg20tTErGEz5YLVZY8cy6/HHdaqTlVBviajxixoMUUSEsIQRpFv7896Zx89+\n9TN2u3bDe+mpXbAJHeFPru9VGDl3XJQZSadP9qGHqhMEFqCpaTYjR85k9uwKTj1VB9iTg+Y1c+dS\n/dBDOFpbCdpsVF51FRWjR+uTHo8Ww7o6/eRAa9u/X0/rJ02Cc84h+Ne/an9EEqG+fXX+l8FwDCAi\n3RaxVPuhcIhQOESYsN6XECJCSCLHJUxYwtE20f0Ux1VkUi5IdL8zrM877XpJ94PPPcjuKbv1yQ6K\ncXVVZDsaRRbQeeXaE5SmptRfYZ8+di68MPXsu+bll5k3fTqzN8cM/6p162DMGCp27NCZAjt36gDV\n6NHab3rDDTq3NCtLvxYWUnnGGVTdfnt7H+m0aWm/T8OxjyVmYQkf8X5YwoQkRDisX0MSEanI++j5\npGOpjqcbhUIplfAaljCBcABv0ItDOeiT0cdKqSIkIXxBH7UHa/lk5ye0BFpoDbTSGmilLdhGUWYR\npxadijfopS3YhjfoxRv0snH/RlbuWRkV9ZCEEIRsVzY5rhy8QS8Hdx+EUzsf72GJrFIqvrThL5VS\n8QvEHcAEoL1JdQLj8+lCS9u3p84UyMsLtRfYhgbYto3q++5LEFiA2Xv2MPO996gYP14L6rhxsbXy\npaU66p+bS3x17IqrrgK73fhIe4BUApT82p1z7aypiBAJQjgcjlpn1ufjxcuy4lK9B/jonx/x6huv\nEpAATuXk6i9ezbkXdFCwuzMUIFrMbMqGikzDbMqWUuCsV5uy4bA5Il3ofyEJ4Q168YV8UfHyODz0\nz+0PQDAcjB7/bP9nLNyykBZ/C22BNlqDrXiDXkqzShlbOradCG46sIkVu1cQCuvvz6b0L1yGIwOP\nwxNtp5TC4/DgUA4C4QAOmwOX3RXdmvxNBEIBMpz6cx6Hh+LMYoozizm7/OyoqOZ6csl2ZZPpyCTD\nmYHL7mLGJzNYQooCInEcriUbX13rVCC+NJIfWAr8+jD76nWONE/WqjXy4ouwa1clWVlVtLR0kCkQ\nDOpsgI0btch++imODkqi2U87DX7xC+287dtXB66ysztN0D/Z1qvHTwtDEiIYDkb3Q+EQgVCAN+e/\nyZN/fRJf2IdTOfn6VV/nwokXdkmw0jbeFNPQzoTKErRkgbPOOW3OlJ95//33+cOLf2DbOdui19nz\n4h5yPblMjC/xGIcv6OOg92CCAPqCPnLcOYwqGkVYwviCsXNr963l7U1v0xpspS0QE7uy7DLOKT8n\n+t4Sw7qDdazcvTJ6H9b34LQ7sSs73qCXkITwODxkODKwKzv+sB+XLSKADhceu4dGXyObDmyKimC+\nJx+Pw8OwgmFcMewKctw5ZDmzyHRm4nF4cDvcuO1u3A43LrsLm7IluBui/+fWMSXdCtvblZ1rp15L\n7cO11HtS55BD1wNfTwI/FpHGrg/p2OBIVnz5/brU4KefwsMPa+284w5oa6vh1VeT6gdMGq+zAurq\ndGbAP/+pA1fAjHA4dTm+Sy7h3nnzTvh0qI4EMhgORqd2/pAff8hPIBTAF/IRCAfwB/2HnH5+9M+P\nePSFR9k5Ibb0t3xxObfdcBsXTLwAODyR6wm8QS/7WvcRDAcJhAL6NRwgy5nF0IKh7drvbNrJh9s/\nJBAKRL8PX9BHaXYpFYMqoscD4QCz75nNqjGr2vXhes/F6OtGc17/8xIE0Bv0sq1xG+v2rYtagBJR\nGksM/SE/LrtLi6BTi2AwHMRld0VFLMORQa47l7LssqgVGLUI7Z4E69Bj9+j+nPrVaXPitDmJ2Pnt\nxa+bCUt2Zcdus+OwOfSrcsT2445Z7x02BzZl69IW/3My9625zHl+DvOemJeWFV//2q27Ps6ZO7eG\nBx6opr7eQSAQZM+eSiZNquCnP9WF6zetaGK7LMYhXoJ+OzmfFYKtRVfHf+IJrcoTJ8L06TB8OJWL\nFlH1+OMJ6Vd3DR3K5bffflwIbFjCHQpkKBzSYhDyxQQyTgwCoRQr0JKwKzs2ZcNus0f33Xb9C20J\nQke8Me+NBIEF2DFhB4+9+BgHSg8QDAcpzSrl4iEXJ9xLIBhgff16/rb2b/hCvoTxDswdyNQRU6Pv\nLZFcV7+OV9e/Gr1/yx/ZP6c/kwZPira3Xnc272TN3jVREVMoUHp6W5hRqNvFfcYb0NNsS3Bs2LDZ\nbDhtTh5b+hhOuzMqVDsO7kj5fWS4Muif05/WQCseh4dcd25U9CYNnqQtP7sbj11bgC6HtiLdNjdO\nu7aaj1T8LGvecidExU7ZE97HH4sXP6VUlwTwaDN18lSmTp6KeiL1H+guWbInAl21ZFMVc+nTp4rb\nb5/CrbdWsOqD9sWSq3JymCJCRUuLDl5985s62p+VBYMHQ3ExNe++e8wWMQmFQ1Gh8Yf8eINemnxN\ntPhbeOfdd3hp7ksp/X6C6F8I9A+7ZVFY+5ZwpkJEaAm00ORrQhDKc8oTzvlCPlbvWc1zq5+jwdtA\nk1+PpzXQSklWCZMGT6LZ30z1H6s58IUD7fpXCxSeyzxRd4BSikAoQEhCWqgiU9iwhBN+6R02Bx6H\nhzx3Hk6bE4fdERU2pRShcChq7Vk+PmvK6rQ5cdgcMTFMfo2cj9/iBchpd0YtLkts4n29QPT9v8/4\nd5aduqzdfY9fO57Z93X0sGpNvPglWIFxgpf8nXTV8usN8TvapKVAzIlAV0X20ktnMH9++2Iul102\nk7feupcZU6ZwX3V1u/MzCwu5d84cXRxlwADtY7UeRdzLBMPBhCl5a6CVZn9zNOrqD/oTpkMKhcvu\nYvGixTz07ENsnxCzwPt/3J+f3vhTJk6cSDAcjApgk6+JRn8jTb4mHDYH48rG0exvTtgsy9Eb9OIP\n+aO/7NmubIoyixLaOmwOMpzaks1yZpHlyiLXnUu+O598Tz59MvqQ7crm5d+/zKYzN7W753GfjmPW\nPbNiwqXsOOz6NVXgqqPXdKOUiv4Biv4xskWECVtUYOMte+szdps92ubd997l7sfvpm58XbTvwUsH\n86ubfsUXL/viSS1+R4t0PRnhhOBwA1+trbBvX+qvKBDQFpmjoSHlefvgwXr9f58+R70QtDVNt0S0\nxd8SE1F/K0EJJgRjbMqGy+7SAufMxu7W9yYiNPub2dW8i13Nu3j4+YcTBBZg2znb+K+n/4v54fns\naNrBit0r9C+uEI2UK6XI9+ST7cwm26W3LFcWHoeHiQMnUpBRQEFGAbnu3Oj55M1ld0WDXparwnJR\nxAercq7J4bG/PMbOc2Mug74f9eWr13+VXHduglBFre1k4UoWPLT422y2hIBUZ/tW/4faTxffuupb\nFGYUMuf5OXjDXjw2D9OmTWPq5GNjdnQi849//IPXX3+9w/MnrcgeCq9XF3U5cCB1ipbHE4QNGwh2\nILKhoqLYA/l6ABGhLdjGK/Ne4ZG/PEJrsBUHDq784pVMOH9CQltriue0Ocnz5EWtF2/Qy+7m3TT5\nmxhZOJLdLbujgrqreRcb6jfw3ub3sCkbwXAQaUptydntds4oPYMLB17Id8/8rhbGOEF1O1LXbBSR\nqFDG+3jjRTMsYRp9Os6qlIoGXCyRtnyJ1rT8gusvYGzpWB594VG8IS8Z9gymTT85xMbyDRrSS2Nj\nI3V1dWzevJm6ujo2bdrEpk2b2Lx5M1u2bOHAgfbuqXhOSpE9FH6/Lja1dCls3VpJdnYVzc1xKVqn\n/DvTrjoNnnmGyi1bqMrPZ/bBg9Hz6V4QYAlqa6CVRl8j+9v2s79tP4sWLmpnte14YQc57pyEtB0R\nodHXyLp965izeA57W/fS4G2I5gyCFrPizGL6ZvelNLuUsuwyJvSbwNWjrtbHskq5c/2dfEj7J6IO\nzBnIl0d9OZr/GS+czf5mmvxNKe/LruzRdBtLjDOdmVGrOv6Pg+UXPByuufwarrn8mq58xYaTmIMH\nD0YF1BLR2tpa6urq2LJlCw0dGFIWTqeT4uJiduxIHXw0PtkkXn+9hvvuq6atzUFtbZDi4kpuuQWq\nq9/C57PjcQeYdsVQpj7zCKxaBf/5n9QUFfHWs8+mJYglIniDXloCLVFBPdB2QKcuCdFAjNvh5sd3\n/JgPR7YXPccCB1+6+Uvsbo5Ypi27sCkbpVmlOG1O+uX2Y1DeIAbnD6Zfbj/KssooyixKKWKWaAbD\nQRa+v5DfPf+7dlPxm6+7mXMvOBe7smvr0umJWpxW9Do5wOO0O40/0NDjiAgHDx6MCmhdXR21tbVs\n2rSJuro6tm7dSmNj5xmpLpeLkpISysrKKCsro2/fvtH9srIy8vPzaWxs5JprrjE+2UNhZRLU1cWs\n1qysKgL7czmHxTjCbQT3t5Fzb62ukPXAA3DjjVTk5VFx441dvl5HgmpFjC1BzffkJwiSN+hl2c5l\n1DXWpew3PyOfEQUjuGjQRZRll1GWXUa2KzuhjSWc1nbAdyBlQrbT7sTj8JDjzuHaL15L35y+PP3y\n0/jDfjLsGfxw2g/5UuWXohFng+FoIiLs37+/UxFtbm7utA+3201paSmlpaXtBNQSUZRC0L8i4cir\ntV+zejUvp3h4p4WxZOOYMmUG1dWJmQTZzOUrGTfyRFvM71KlFFPuuouKqqqEZa6HS1jC7G7ezbp9\n6/CH9OI5m7KR4cjA7XC3E6u9LXtZvXc1a/asYdmuZWyo38CwgmHUv17fLicUYML6CfzX7P+KTttT\nYa2yyXBmRF9ddldCmpERTkNvIyLs27cvpYhu3ryZrVu30tLS0mkfHo+HktJSSsvKKC0ro6SsjJK+\nfSkpK6O4rIys3FzCShFGPxo7HLdZ7ztSyZWrV/N/mzax9ze/0UJsLNnOaWlp/3WM4qEEgQWYLcLM\njz+mohsCu691H2v3ruWdBe/wxptvECSIS7m47urron7U/W37eaf2Hd7e+Dbr6tfREmhhWMEwLh58\nMTePv5nTS04nw5nB+wXv899P/zc7JsR8QeWLy7n+W9dTnFUcFdDk/EyHzdGjK5sMhsNFRNizZw+b\nN29mU0RAN27aRF1tLVu2bGHbli20tbV12ocnI4OisjKKSkspLCujsG9f/VpWRmFpKVm5uR3+vHsB\nH9DmcLA7IwOf3U6L00mT00mbw0FGKMTg5ma8djs+ux1vZNuSlcWKggIaqqsJ/+Y3nY7vpBTZjlK4\nQqH2mQRZ+FL2YfelPt4RB70HWb9vPfvb9rPq41X88cU/JqwzX/+n9YxcPZKNuRupb6vHruwMLRjK\nt874FteMuoaCjIJo22A4yP62/YwaP4p/49945Y1XCEpQR9J/cnJE0g29jzVdDsW9hpKOBcJhdu7e\nzebNm9lcV8fm2lq2btrE9ro6dmzezO6tW/GnepBnHBlZWRSWlpLbty95/fqR068f2f374+nXj6Ky\nMk6x2/E7HPjtdrwOBz67na1ZWVQXF+Oz2fDZ7QRsNgI2GzmBAIMiomkJZ5vdTrPDQavTGX0igT0c\nxiFCRjBIkc+HOxTCEwrhjmy2cJjT6+tZFQ5zYMEC6OQZX8ZdEKGpCW68sYZXX50HxHyyEzOGUNNW\n1679zClTuPfNNw95vWZ/M5/v/5ydTTvJdGaS7crmRz/7UcqA1eClg7nlzlsozCjk9NLT203V2wJt\nNPubcdqdDOkzhL7Zfclwdt2aNpyYzK2p4aHqanwOB+5gkB9XVjK1oiKhzaFE0ToWRFd+CkT2A3H7\n/vjPhsMc2LWL3XV17K6rY3ttLTtra9lVW8vezZvZv20bwUMYJLY+fXAMGIAaNIjMAQPoV1yMa+BA\nbAMHIoMGESoooN7tZntmplUgDIn4SG0iZAWDeOJE0BMKoUTw2u36eDBIRjBIZjBITiBAvt+PJxhM\nEM4EAUULrfVqj+yn2n7xwgss//3v9Y0Yd0HnbNoEb79dwZgxUFw8k3BYF3v5YvGlVD37J2bHCfPh\npGhZpdg2N2zGbXNTklUCQIO3gQ0HNqT8TEFWAZcMuSThmIjQ4GvAH/aT587jrPKzKMwoPOx0JsOJ\nQbwAptrm1dTwH/PmsXl2zED4tKqKHwMTKioIoUXSstTC6GlyEMhJupYAu4H3gaZQiPqdO9lfV0dj\nXR3U1ZFTW8v+ujoO1tXRvG0bYb+fTikshMGDUYMG4Rg4ENeAATgHDCA8eDCe/v3JyMqKCl12IECx\n1xsVPE8ggHvHjgQRtATSHQ7jFGknhKmE0R45nmqzdXD8cPjaaaex5/bb2dGJy+CkF9m5c2t48MFq\nVq1y0NIS5Otfr+Suu+7V1QX37YMvf5maiROZ6XZj9/sPWbM1EAqwpWELG/dvxGazUZxRHF0n//gn\nj/PnlX/G35r6h9Jtcyf00+hvRETon9ufAXkDyHUfG8tyDV1D6FwgQ2jBsyxH6zV+P3nu5QW2Ak1A\nM/Dn6mq2zk6sUbBt9mwemzmTPRUVbAHejOsvhBaX7FCI0u3baayro3XzZny1tQTq6mDzZqSuTj/l\nONVj5eNwFxSQVV5Obnk5+X37UtC3L0VlZZSUllJSXEy+240nFMIlkmgJtrRgW78+pRB2JHzJ53ub\n88aMAeDFH/yATzpoc1KLbKrncz3+eBXjxsHUKefDH/8In39OxfvvUzF8eKd9hSXM9sbtrK9fT1jC\n5HvysdvsiAgvfvoiv1v8O3whH1cOv5KzB53No395NMEn239xf772ra/R4m+hJdCCx+FhVNEoSrNK\nO1wxZeh5Dkcg48UwlVBanv7OROEA8DbQABwEGtECmgFcGNmP3/YAW4hZuNJB9ba9SrG0rg7/5s2c\nUldHqLYWX20trbW1NG3ZQtP27TQGU69qtMjNz6e4tJSSSHS+rG9f/VpWRklJCRkZGZ0L4yH6P945\nb8wYTu3fn2v+8IeU509qkU31fK66utnMmTOTqUVumDkT/uM/YNiwTvsJhUOs3rOa7U3bKcwojK6i\nWrN3DQ8uepAtjVuYOHAid5x/B3mePACyXFm88PcX8IV9uGwupn59KiPPGkmGM4PTSk6jIKPApE91\nk3jfpCsY5JbKSqZEpsyHEkg/iQKZKgEuDLREtgAwEC0wgcixNrSV+RLaymwBWtHWpwcYR6JgNkbO\nOwBXpE1mZHMA24BsoAQ4Bf2sp5zIsUIgX4Q7Dhxg2T/+oavJr1+v6xjX1dG4ZQvv3ntvp99Xn4IC\nyjrIEy0tLcXtNn/kj4STWmR9vva3n81cwh8+y6yLHyAIVI4YQUUn6U6hcIiHX3yYp15+ChS4lIvK\nyZUsdi5m6c6l3DT+Jr404kvtfKgTJ05kwnkTaPQ1YrfZGZg3kH65/dotGjB0jKAF0Zpqe4HXa2qY\nPW8e2+KmzqurqrgJODcSBFJo8WwgJoAtaMHzo5+lZB1rjhzfBvw1cq0AMZ+fA21tNkbeW+LnibTL\nQotjLlAA9AHyI22yI+0LgLxIP27AGfm8K9K/PbI5gHAgwMb161m9YgXLly1j2bJlrFq1ivr6engo\nxWOplaKwsDC6Yqm8vDxBQEtLS3GZJxh3GRFBwoKEhGWLlvHu397tsO1JLbJud+I0Jpu5XMFt/KWh\nNnqs6q67ICsrpQ/WEthfPfWrhKWmHz35EZWTK/nrjX8l05mZ8BlrPX8gHCDTkcnY0rEUZxVHn35p\nSCReRH1o0bOswzZivsoQsBd4sLo6QWABds6ezZMzZ7KjoiJqPe5FPzPJ+vNpJZ870dZhDlogs4lZ\nlZVokSxAi2a8Rdknsu+K9OEmZpVaAhn/au13NldpaGhg5cqVfPLJJyxbtozly5ezdu1a/CkCTVlZ\nWRSXldGWmYmzpITMzEy+dOaZVF5wgRHRw0REi6aEY1s4FCYcbL9JSP/krVq5ivf/730m7p3IG7yR\nst+TUmStPNnvfreSDz6IFX8ZxUP8hcTnb83euJGZc+a0E9lQOMTK3St5+uWnEwQWQC4RGtc2RgXW\nKhnoDXlx2BwMyhtEaXapCWShrb14EbUsSsuStJYvNqOFcR8wFNgP1KOj4HuA7cASINiBb7LRbqcZ\nLYh9gTOBa4lZlNloa9JDzJq0hNISzlRieSihPBxEhC1btrB8+fKooK5YsYItW7akbF9WVsbQoUMZ\nPnw4w4YNY+jQoZSWlpoFJilIFs5wKKxfg2HCgbAW0UBEOMMdpLNG/oPD3jCB+oCuGxsSgg1B/vnX\nf9J/b3/exViyCVilDj/5BDwe6N9/JiUldgpXrdMRiCTsScnSoXCIFbtXsLdlr34IWwp8YR9tgTZa\nAnrJX9+cvvTL6UefjD4nla81SKKItqJF1PJpxj+2MIAWzwNoQf0zOghkiS2R1zL0FLwIbXWWAmOA\nbwB/CAZJtYr89FCI35BoRSZblkcDn8/Hp59+miCoq1evTlnpyel0MmjQIIYNGxYV1FNOOYXs7JPb\npZRsaVr7oUAICWoBDQVDhIPhxB+weCzhbIs0CEKwMUigIUCwIUjgYIDGFY14t3sJ+8NIMPZ77shx\n4Cp24chzEG4JMyTy7z3eS3mpk1JkQVfb+vnPq2locDBihPDzn1/CoocWQXV76yHk8cT2wyGW71rO\nvtZ9FGUW0eprbdceQInCaXdyRuEZFGYUnjDugOSE91srK5lcUYGPyPJEYiLaTCxw5AfeBTYDO9Ei\neiDSZmDkfQtaOIsjr4OA8yKvA+KOZ0U2axofb20OqqxkelUVG+NcBkPvuos7Lr+c0p75Sjpk3759\nrFixguXLl0en+xs2bCCYItqel5fH0KFDGTZsWHQbOHAgdvvJkQ+dSjSjU/VA4lS9o0ICyqYteRHB\nZrchrdratISzYVkDLXUthFvDicKpwJnvxJHnwJnnxJHrwJHrIHN4Jlmjs3AVu3CXuXEXubFlxD1B\n2K7w/MajnfudcFKKrJW6tWmT/kX84AO47bYqfvjlc6h6660OFx5YAlvfVk9RZhGbD25mQ/4GMmoy\naKuIra8euGQg/37Lv3Nu/2488/4YJQT8raaGn8+bR12cgK2squJrQE5FBbXADmAwOhC0Dz2V34MW\nXitIlIcWzNFoAT0FbY0WExPQrEjbeAF1ceip+ZcqKrABc2bOjK74mXb55e1WPqWTcDjMxo0bWbFi\nBZ988glLly5l5cqV7NzZvniPUor+/fsnTPeHDRtGQUHBCTfdTxZNCQnhcJJoRqbsnQmntaFA/Fo4\ng2JgLrMAACAASURBVAeDNCxvoHldM8HmIOG2MGGf9pXa3DbCwTCO7Iho5mnRxAXZp2bjKnRp4Sx1\n4yxwYs+yRwXa5rAlbk4bNrtNj8GuEsajlOLiGy6m+nfVnL/j/A6/h5NyWW1lZVW7alsAs0Z+iYvb\nVvLWyJHRhQdWbdhgOMiKXSuob6unMKOQYDjIrf+4FRHhG7nf4LlXn8PldJHrzGXa9cd3/YAw2iJt\nQVub9WiR/OmMGay5r/33xsyZOO+9lwx0QOgsoJyY5VmMnt5bQSTLCrWE0xLR48GJ0trayurVq6PW\n6SeffMLq1atpbW0/o3G73QwZMiRhuj9kyBAyulFY6FghWTQ7tTg7IEE4gVBbSFuaKxpoXt1MoCFA\nqDlEqC1E2BfGnq2t+WBzEEemQ4tmXqzIkaOPA2cfJ65SbXE68504sh1RYbbZI2IZL5w2W4JoWkLa\nHZYuWsq7L77L3E/mmmW1FqlStwAu3bGGC2//DhUpHk+zZs+aqMCKCL9a+Cs8Dg8PVD7A/rb9/GXK\nXxhaMLSHR55+BC2orehZTz3aD7odWAAsR/srNwONHQSVxtrt/AFteR7PAprMrl272gWjNm7cSDjc\nXkAKCgoYOnQoI0aMiE77y8vLj/npfjQVKZVwxolmKBCKRtTboYhadlGLL6Bo+rSJxuWN+Pf7tfUZ\nsTgduQ5sHps+1hjE5rHhyHNgc9p0HeVcB54BHpwFTtwlblwlLpx9IsLpiAhnsrXpiLM440Szu8LZ\nFcafN56hpw5l7jVzU54/KUU2OXULoITdjGvdDt/5TrtzO5t2sr1pO6VZ2qv3xPInWFe/jv+98n9p\nDbRSmFHIkD5Denzc6cBLLIJfjw40BdB5oG8Ci9HT+wDa8uwPXAxMB34XDLI4RZ99QyEmpDh+vBAM\nBtmwYUOCdbpy5Ur27dvXrq3NZosGoywLdejQobqwcy+zdNFS3v/b+4hfwAkTr57IuHPGxQJDQR0Y\nCgVC7VKR2qFImBbbHDa8O700fNKAf58/QTgduQ5cfVza93kwSKAxgHIo7Bn6D4w9y66Fs78HZ6ET\nd6k7Gjhy5GhxxaaF0+6wY3PY9Ocd9qi1GS+aR0M408lJKbK33lrJu+9WEQjMJpu5jOIhxtg+ZFam\nh6tWrqRi0KBo27ZAG4+//Dhz35hLgACNbY3Ul9fz/O3P47A58Aa9KStmHQv4SRTUA5Fj+4FNwGfA\nemANMT/pcOBbwPnEpvxWTmhBZSW3pQgqTbv88qN0R0dOY2MjK1euTBDUtWvX4ktRKSozM5NTTjkl\nYbo/ePDgYyLvNJqGFJmqL1u0jPl/ms+Fuy+Mtnlzy5u0fL2F08eeHk0IjheqcEuY5nXN+Hb78O31\nEdivA0SObAfuvu6ESHuwMYiEBWVX2DJsOLK1n9Pdz4271I27rxtnbixoZHNrUYz3a1oWZzvRtKf3\nyb3HGielyE6aVIFSMLjw61S0VPOU94B2RDZB1fTpYLNRMXUqIsKjf32UR//yaEJh7NIPS1m7ZC0j\nxo9gfN/xvVpu0Ir2tzkcOINBvlVZyVkVFewjJrIfAB8DG9BRfIVe2jkCuAJtpVppUQXEfKfJP/ZW\n8OhoBpW6i4iwdevWdsGourq6lO1LSkraBaPKysp69Zc/HNKWpmV1Bn1BQv4QIX/7qfvCvy9MEFiA\niXsn8t4T75F/aj4ZgzKikXZLPP37/UhAB4psnohw5jhwFmv/ZubwzGjQyJHrwO7RlmW74FDSVP1k\nEM6ucFKK7NSpM/D7HQwNLNYCG0f84oMtDVt45uVnEgQWYPcXdvPMq8/w9CVPU5p9tBODYrxaU8NP\nkqL9q6uquAyQigo+QlusLnQC/li0hXoOOiBVRGyJ5+HaZlMrKo5JUQWor6/n7bffZu7cubz11lvs\n2rWrXRuHw5Ew3beS+XNykgv+HR2SVxSFfFpEg/5gNMdTEBRauMJtYUJtIVx9XPh2+bQVusuHf1sH\n5Qb9EPKGCLYGcRQ68Azx4MjVUXd7rh17hj1lRN3usLcXTZsRzu5wUorswoU6Qh5sXADUtjtv93pp\n8jXx6d5PEVtqn1VIQowoGtGDo0yNoANUO4B7q6sTBBZgz+zZ/GPmTK6tqOA7/5+9846zojr///u5\ndSsLLEvvoCCgIkqxsK6FhQRigvkaa2KM0VhBo8YEJK6FxBiTCJigxoIlMSbWn4ICKriggghRlFhB\nkV4X2Hb7+f1x7ty+5S7bOe/Xa1537syZM2fmznzuc57znHOAAWiBzUdX/XPQVf/W3RxTPwKBAGvW\nrOG1115j0aJFrFu3jthomdzcXAYOHMhRRx0VsVD79u2Lo4YGvKbA6nFkVe2D/mBESIO+YHzokujY\nS5vNhsPtwLvHy65XduHZ5sG3xxdXZUeINAq5ClxIlqSM18wems3QWUPjQ5ESw5GMcDYpR6TIQglQ\nRCWpRxcKZLhZv2s92c5s3JI6TX5GdLSt5sCDrupvCn/+G/ioBrHob7dzK7o/fQ661b+9sHXrVl5/\n/XVee+013nzzzbieUg6HgxEjRjBmzBjGjBnDwIEDm0VAlFKRRqRQIETAF4gIaVLwfLhBKVQdwrfH\nh2erB89OD9mDs7Vlai27vPgr/Ngz7Dg7Ock6KovMvplk9M7QYUqdnDjcDuwuO/YMO2d/eDZvPPwG\np+44NXKqd3q+w8QLJpLVJSu50IZG48MPP2TVquSZTiyOYJGFz6jkQr7kmRhrdsagQYz4yblU+Cro\nktWFYeOGseq5VXBW9Oh+H/Tjxmk3NnkpQ+hGqm+BneiGqgeAjYT72gcC7EtxXLdgkOa3sZsGj8fD\nypUrWbRoEa+//jqffvpp3P4ePXpERPWEE05oshjUxIYmyxINeoPxMaGiOxyIXS9Op5OQN4R3l5fq\nrdVse2Zb1CIVQYUUjhwHnm0eHSDfx02HUR0iYUt2lx27Wy8OlyNSpU/0eY4pGoPdbWfFiyu0M94F\nE6dO5MSTT2yS+2GIMnLkSPr378+zzz6bcv8R2Rkh1rT4PjdwDHNwFxYSzMzkzGuvwXeMOzKe6w//\n/UOyt2eTty2PykAl2Y5sZlw6gynFU5qsjBXorqeb0fGqpegBnSHaWDUS2FRayu8WL2ZTQmv/nFba\nGFUflFJ8+eWXERdAaWkpnpixIzIyMhg5cmREWHv16tVo505saAr6gpHGplAwhESa6KNCGqwM4tvt\nw7PNQ9WmKqq3VePb6yN3RC6+3T68u7wEygO4CnS13ua2JVmkNqd2D9jdduyueB+pqcq3DQ4cOMDU\nqVNNZ4RUnJa7hnOPP5OBb78JQFl1Gau3rcYmNr7a/xUHPQd59KpHyXBk4A14ObXvqU0yU4Ef3Q31\nG3RI1QrgY7R7wIpTHYbuw98DHXJ1RmEh3Wkbrf21cejQId56662Itbply5a4/QMGDGDMmDGMHTuW\n4cOHH1YIlWWJqqCK84/GNjRZWH7LUHUIZ64TFVR4d3vjGpz2rdwHQW3p2rPtODs7yRqUhbuntkjd\nXd04OmsL1KreO9yOeCFtY3GfhvQ4IkVWZBbjxtnpkOvnJ5v20/Unv4zse27Rczz0n4dQovhq71cU\nFxfTwd2BvVV7Gdt7bKMJrBV6VelwoAIBioqL+aKwkGXomNYBwCXoSIBe6EFUOpHcYNWaW/trIhQK\n8dFHH0Ws1dWrV8cNmpKbm8uJJ57I2LFjGT16NPn5+Wnlv/a9tZQ+X4ryKpRDMa54HCNGjKizoUlE\n2P/ufso/LcezNaaxCYUz10mgMoCri0s3OHVz4eruot81/XB3dePMdyJ2iYio3W3H7owJebK3vjhq\nQ/NwRIqs3X4Xy5aB+9AeGDAHztQzxC5cupCSx0riQrbeW/4er3V9jQsmX0DnzM6Ncv6FpaVclxB6\n9e7MmWQA4wsLuRjdKaA/OiqgPUz+sWfPHpYsWcKiRYtYsmRJXG8qm83GsGHDIqJ69NFHp90d1Yoj\n/aD0A95a8Bbjd4+P7Fu2fRnBi4MMP2o4vp0+qrdV4+7uJlQdiliklnXq2+/DnmXH1VnHiWb2CVft\nw4OJiEOiVmmGFlJLRG0OI6SGZI5IkXU4YNXShSz97Swcfj+Bq6+mePp07v/P/UkxsdvGbGPR4kXM\n/PHMRjl3FTA7RegVs2dz7KxZPFhYSDd0mFVbxu/3s2rVqoi1un79+rjwqi5dujB69GjGjh3LqFGj\n0o5TVSFFwBvAX+3HX+HXVirwzsJ34gQWYPzu8bz5lzcj06GqoMLZ2Ulmr0xtkXZzkXNsjvab5rsi\n1md9GpwMhro4IkU237WQJTdMZ/bG8CwIS5cyc9Mmdgxx6np6Ak6HM2mOrnQJoqME3gH+V0PoVabd\nzsDDOkvLsnnzZl5//XUWLlzI8uXLKS8vj+xzOp0ce+yxjB07ljFjxtCvX7+0xEoppX2nngC+Ch+B\n6rB7wYb2iQYUwUNBAntSz4zq7uKm30X9tKh2diEO3XAVCYNy25N6LxkMjcERKbK9KqYx+9CmuG2z\nN27k6Yw8Uo10ku04PLtyL7pr69/RkQLZgUDKcX4zg6nmRm29VFdX8/bbb0carL788su4/b17945E\nARx//PFkxAx+Xh+shilfpQ9/pV9PDyKAgurN1Rx8/yCHPjqEd48Xm8uGo4ODgL8Gke3lpttZ3SID\nkJgGJ0NzcUSKbGaoD7rdPp7j6cj2ZZUEzoi+qIPWDuL68KDd6VIJfAb8Cd15oAvwF8BfXMwf2+hA\nK3v37uXpp5/mlVde4Z133okbWCUzM5NRo0ZFhLV79+5p5R0K6rApf5UfX4WPkD+EQkWq7oFDAXYt\n2sXu13ZrK9gGWQOzyJ+QT+7wXFxdXAQ+DVD6j9K4fvzv9HyHiedPJKNDeiJvMDQGR6TI1tTTq2uX\nzgQGbGbwfweT5c6iW1Y3pl8/Pe0BuAPoGNfngXvQo2BdDFwPDAVyCgvpTdsKvVqzZg1z5szhP//5\nT9xsqYMHD46EVw0bNiytLqtxLoByHwFP+M9NIFgZxJntpOLTCso3lHNowyH8+/xkDc6i+w+6k3ts\nLu6ebuwuO64cF85MJ3a3nfGDx5PVJcsE5RtaDe2iM4KITAHuQ3vo/qCUerSWtCqHVzmfn/EIuyPb\nbxnQj2+nHc8L5Yt44UcvMK73OAqyC+p1/th5ryQQ4PTiYhaHB2g5AbgTGIu2ZNsSHo+HZ599lrlz\n57Ju3TpAB+GPHj2as88+m5NOOolOnTqllaflAvBWePFX+nVIlUDgQICKDRWUvV9G1VfRWQayBmWR\nPTSbnKNzyOyfic1l06Ka5YzEmxoMLU277owgIg50jbwIbTSuE5EXlVL7azqmgsnkcyI38xabOnVj\n+JhjGHLhRP7foQcZVjCMTpmd0hLY6YsXx1X9V8ycyQDgT4WFTEV3IGhLA7Js3ryZv/3tbzzyyCPs\n369vY05ODt/5znf4/ve/n1Yvq1BQjyzlr/LjLfdGhuizOWzYXXaqvq5i0582EawKokIKV2cXnU7u\nRIdRHcgalKX77mc7cWW7IrGnBkNbos2LLLqpaoNSageAiCwCioF/1XbQZMpxu7qw96mnmPidU1jy\n1RK2PbeNW0+9lV659ReRuUuWxAksQHD2bLrOmsXVhYW0FS+gUoo33niDuXPnsmjRosgUKwMHDuTc\nc8/lrLPOqlfDlVJKi6rHj6/cR9CrG/NCnhD2TDvBA0HKP9HV/4pPK3DmOckZkUPuyFxyh+TqXlNZ\nTlw5Lm2pOk3XUkPbpj2IbE90F3+LrehOUjUyfnwJ3dZ+ju2M0xg7uZD91fv5YMcH9O/Yn9G9RpOf\nVf8eRhU1+CCddnubENiDBw+yYMECHnjgAb766itAj2ZVVFTE1KlTGT58eJ0iZ/Xx91X48FdpF0DI\nF8LzjZ6u5NBHep4ne6YOlcoZpkW1x/k9cHZy4sx04sx24sjQ4VRGVA3tifYgsmk7lZe9dTv2IU/B\nTTpqYEf5Dt78+k2mHDUFh81Brqt+gfG7gd2B1CFDGa08HOuTTz5h3rx5PP3005GZVvPz8znnnHOY\nMmUKnTun7t0W22U1ZAsx+ozRHDvi2MisoARh6xNbObD6QGT2xOxB2dEIgALdSOXMceLM0KNMmVAq\nQ3umxUVWRAqBm4nOJH2ZUuqJhDTXALegZ0nZANyglFoZ3r2deMu1N1Dz4I6A3VsF27bB8OG89PpL\nlDxWwsd7PuZQwSH6/qgvZw88u85ybwUeBr4qLiZj5kw8rSwca/ny5RQVFcVt8/v9vPzyy8yZM4eV\nK1dGth9//PFMnTqV0047rcburCqkWFO6hqUPLo0Lj1qxYwXeQi99PH0o31COd6eXzAGZdD2nK7kj\ncnH3duPMCFf/M7Wl2tj9+D/88ENGjhzZqHm2Vsy1tj1aXGTRPUjXA08AT5JgmYrI+cD9wNXASuBa\n4DURGaaU2oKevmqEiPQEDgGTgDtqO+GlE37JgxlZvPXf1dzwtxvYfOJmAD7kQ/745B/pl9ev1rCt\njWiB/SPwncJCLgT+0crCsWJFdufOnTz88MPMnz8/MiVLRkYGxcXF/OAHP2DAgNQz7Vr+VW+5F+8h\nL8v/vTz1PFKvvU3fCX3p8aMeZA7IxJHhiEQA2N2NL6qJtJeXsT6Ya217tLjIKqVeA14DEJEFKZL8\nEng8JixrmohMQovuDKVUQERuApYRDeEqS5FPhN3vreE3UsVz0y9h24WH4vZ9c+I3zHtmXkqRDaFn\nd30YmANMRQ+i3aOwkB+3shhXpRTvvPMOc+bM4aWXXsLv9wO6F9bUqVOZOHEi2dmpe7IF/bqXlafM\no4cErA6y45kdVH1alTJ9Zu9M+lzcx4RVGQwpaHGRrQ0RcaHdCPcm7FqCnhMQAKXUK8Ar9c33Nf4L\nCj70eONazCw8IU/c94WlpcxZsoT9DgflgQAbi4u5oLCQP6HHdm1NVFVV8Y9//IP58+dz5513AnqU\nq1NOOYVzzz2XUaNGpWxYCgVD+Kv8eA56CHqCeiCVgOLQmkPsXbEXz2YP9jx7ynmknHlOsgva+pA2\nBkPT0Ko6I4hIOXCtUurJ8PeeaPdnYYwPFhH5LXCRUmpoA87Rei7YYDC0K9plZ4R0SXUTDAaDoalo\n7c6zvehRArslbO+GngbLYDAYWjWtWmSVUj5gLboHVywT0KMHGgwGQ6umxd0FIpKNnm0FtOj3E5GR\nwL5wiNafgadE5H20sF6Fjpd9sCXKazAYDOnQGizZ0cC68JKBjnFdF/5EKfVv4AbgNuC/6KiC74YF\n2BCDiBSKyP8Tka0iEhKRS1u6TE2FiPxGRNaIyEER2R2+7uEtXa6mQESuFZGPwtd6UETeFZHvtnS5\nmoPw7xwSkXktXZaG0uIiq5RarpSyhRd7zPrPYtLMV0oNUEplKKVGx0YaGOKwOnZMB6ppQJfjNsTp\n6DDlk4Ez0cP4viEi6Y292DbYAvwKPXLmicBbwEsicnyLlqqJEZFxwBXoZ7rNPsutKoTL0HgkhsO1\nd8Jup4PA95VSC1u6PE2NiOwDfq2U+ntLl6UpEJE8dHvM5UAJ8LFSalqLFqqBtLhP1mBoJDqga2a1\n9vZr64iIHTgP7VorbeHiNCUPA/9RSr0tbXxYNiOyhvbCHLTP/r2WLkhTICLHoq/NjXYF/Ugp9XnL\nlqppEJErgIHAReFNbbq6bUTW0OYRkT+jG0RPU+3X//UZcByQh7Zk/yUiZyilPmjZYjUuIjIEmI3+\nLa3xQiW8tEmMT7adcqT4ZEXkL8CPgDOUUl+0dHmaCxFZCmxVSl3W0mVpTETkp8Bj6E5IFna0NRsE\nspVS/hYoWoMxlqyhzSIic9BW3RElsGHstILooCbgReD9mO8CPA58AfyurQksGJFtV9SjY0e7QUT+\nClwC/AA4KCLdw7vKlVKVLVeyxkdE7gFeRQ+WlIv2VZ6OHju5XaGUOkjCWG8iUgWUKaX+1zKlOjza\n4z/hkUytHTvaGVcDOcCb6NkxrOWmlixUE9ENeBrtl30DHSs7SSm1tEVL1Xwo2nDjl/HJGgwGQxNi\nLFmDwWBoQozIGgwGQxNiRNZgMBiaECOyBoPB0IQYkTUYDIYmxIiswWAwNCFGZA0Gg6EJMSJrMBgM\nTYgRWYPBYGhCjMgamh0RWSAirxxp5zYcmZgBYgwtQZP3RReR5egpS65P2HU9LTg2qYg8CFQrpW5s\nqTIYmhcjsoaWoMUGYVZKlbfEeQHC06h8D7iwpcpgaH6Mu8DQUigAEZkkIitEZL+I7BOR10VkaGxC\nEckWkSdFpFxEtovIzSLyqog8nipjEVkAFALXhqeTDolIX2tfrLtARJaLyN9E5E/h8+8WkWkikiEi\nD4rIARHZLCIXJpzjVyLylYhUich6Ebm4Htc8Gj19TINnWw5P+74qfC8OiMjq9joVenvBiKyhpckC\n/owWoNPRY4m+IiLOmDR/QovmD4Cz0UP9nUbNLodp6PmwHgO6h5et4X2pXBUXh887BrgHuB94GdgA\njAKeAB4Tka4AIjIbuAy4BjgG+D3wkIh8t45r/QHwqlIqVEe6lIiII1yuUvRUNGOAvxA/i4ChtaGU\nMotZmnUBFgCv1LAvGwgAp4S/5wBe9MSBVposYD/wWC3nWAbMrevcwHLgnYQ0u4GXYr47wmU4N1y+\nKuDUhGPuBxbWcd0bgB/U4/7cBvws5vs/gbFAZyAEFLb0b2iW+i9t3pIVkY4iskZE/isiG0TkupYu\nk6H+iMggEflnuOp9ENiJrmH1DScZBDiJmZJEKVUFfNJIRVDA+oRtu4GPY84XQE813hUYhh4QfXG4\nyl4enk/tKvQMqykRkcHAAGBxPco0FVgbPs4BfAfYoJTaj/6TWBx2l9woIn3qdZWGFqM9NHwdAsYr\npTwikgVsEJFnlVJ7WrpghlqxquyvAt8CVwLb0FXf/wGuOo5vzIazxHmjVA3bbDHnnYIud235xPID\n4A2lVHVtBRGRTkAvpdRH4U2jgc+UUhUASqmficj96KlnzgFmi8gPlFJLasvX0HK0eUtWKRVSSnnC\nXzPR1TpPLYcYWgki0hkYgp4g7y2l1OdAB+L//DeixWtMzHFZwIg6svfRNEbE/9DPWH+l1KaEpbZ5\n1L4PvFSP/E8H3o75XgS8KSL51gal1Hql1L1KqTPQ7o5L070IQ/PRHixZRCQP3RgwGLhFtWCYjiEt\nyoC9wJUisg3oBfwR7ZMFQClVISKPAX8Qkb1od8JtaIuytljbb4AxItIPqERPJpkqfapwshqt5HB5\n7gPuC4dkrUD7jccBQaXU35NOIFKA9qmeW0t5Lc4Evg4fZw8fcxtwoYi8inZLvIyez2wgugHsb/XI\n19BCtAuRVXqGy+PDrb/LRGSJUuqrli6XoUYUgFJKicj5wFy0D/RL4Gbg+YT0N6MbnP4fUI5uZOpK\n7TWW+9BRAf9D+1AHoKv3idEFqaINau0ooZSaJSK7wuWaj3ZZ/Re4t4ZDvge8X08X1hnA/0Tkx+hw\nr2fRkRRr0Q1uRwH/AboAu9ATLP6hHvkaWogWn0hRRArRD+sooCdwmVLqiYQ01wC3oENxNgA3KKVS\nxhqGp4peppR6rkkLbmgxRMQNbAb+oJT6S0uXpy5E5CVgpVLqvjrSFQBrlFL9m6VghmahNfhks9Gt\nu9OBahKsiLClcz9wNzASeBd4zWpVFZGuIpIbXs8DxpPcWmxow4jISBG5SEQGi8gJaAs1G23ltQXe\nAZ6pR7oz0G4vQzuixS3ZWMKhMNcqpZ6M2bYa+FAp9YuYbV8AzymlZojIGOAhoj66v8Qeb2j7iMhI\n4O/oRrIAump+s1Lqvy1asEZGRO4EPlFK/buly2JoPFq1yIqIC91ocYFS6vmYdA8AI5RSRS1SUIPB\nYKgnrb3hqwtgRzv4Y9mN9s+mjYi0nn8Vg8HQrlBKJUWmtAafbLPT0t3smmO5/fbbW7wM5lrNtR5J\n11oTrV1k96J7AHVL2N4N2NH8xTEYDIb0aNUiq5TyoeMDixN2TUBHGTSIkpISli9ffhglMxgMBs3y\n5cspKSmpcX+LN3yJSDY6wBp0qMs9wCvoHjpbRORHwFPoYeXeRfd4uQwYrmrvxljT+VRLX3NzsHz5\ncoqKilq6GM2Cudb2SVu7VhFBpfDJtgaRLQLeCn9VRLs0LlBK/Syc5mrgV0APdM+gG1UNnRHqcb4j\nQmQNBkPzUpPItnh0gVJqOXW4LZRS89HdFxuFkpISioqK2tS/pMFgaJ0sX768Vvdji1uyzY2xZA0G\nQ1NQkyXbqhu+DK2HkpISbDYbNlv0kSkqKsJms3HGGWe0YMkMhtaNEdk6sITEWux2O7169eKcc87h\nvffeS0r/4osv8p3vfIeuXbvicrno06cP3//+91m8OHlA/EmTJkXyHT16dFrlWrZsGT/84Q/p2bMn\nLpeLnj17UlxczDPP1KeLfMPRo/tphg8fzrhx4xg+vP7z+C1YsCByzd9+mzjmtcHQDmnpAN4WCBhW\nt99+u1q2bJmqD6effroSEeV2u9XJJ5+sRo0apZxOpxIR5XQ61fvvv6+UUioUCqnLLrtMiUgk/fDh\nw1WvXr2UiKipU6fG5btlyxZls9ki6UVEffLJJ/Uq0+233x45xul0qqFDh6r+/fsrm82mTjjhhHrl\nkS7WOW0222Hl8/jjj0fy+eabbxqpdAZDy7Fs2TJ1++23Ky2nKTQn1cb2vIRvRL2xRHbAgAGRbQsX\nLoyI3A033KCUUurhhx+ObCsuLlZ79+6NpN+8ebN65pln4vKdPXu2EhGVn5+vBg0apERE3XTTTXWW\nZ8mSJZHznHjiiXFCtXv3bvXYY49Fvl9yySVq8ODBKicnRzmdTtW3b181bdo0dejQoVrP4fV61bXX\nXqvy8vJU586d1fTp09VvfvObJJG17k1RUVFk21NPPaVOOOEElZubq7KystRRRx2lLrjgAnXw4EF1\n6aWXxv2pWEtJSUmdxxoMrR0jso0osq+++mpEIG688UallFInnXSSEhGVmZmpdu3aVWe+Rx11BBus\njQAAIABJREFUlBIRdd1116k77rhDiYjq1q2bCgQCtR73f//3fxGx+/DDD2tNm5OTowoKCtQJJ5yg\nBg8eHCnzeeedV+txt9xySyTtwIEDVdeuXVVOTk6NInvGGWcopZT66KOPIscdddRR6vjjj1d5eXnK\nZrOprVu3qrvuuivyhyIiatSoUerkk09Wjz76aK3Hbtu2rc77aTC0NEZkD1Nk3W63Gjt2rBo5cqRy\nOBxKRJTL5Yq4C7KyspSIqOOOO67OPFesWBERrPfff19t3LgxIjAvv/xyrccOGzZMiYjKy8ur8zyJ\nIjxz5sxIub1eb8pjKisrVUZGhhIR9cMf/jCybejQoXWK7HPPPadERA0ZMkSFQiGllHajvP/++6qq\nqkoppdSCBQsi+WzevDmSV32ONRhaMzWJ7BHZ8NWQbrU+n481a9bwySef0K1bN6ZMmcLbb78dabDS\n9zi+YagmFixYAMCQIUMYPXo0AwcO5OSTTwbg8ccfr/XYdM7zxhtvMGLECDIzM7HZbPzud78DIBAI\nsGdP6plQvvrqK7xeLwDnnXceAFlZWUyePLnO85122ml06tSJL774gk6dOjF69Gh+/vOfs2/fPjIz\nM+PK35BjDYbWSF3dalvcsmzuhUZwF6Ri9OjR9XIXVFZWqtzc3IhFmZeXp/Ly8pTb7Y5s27NnT43H\nn3feeRFL8KOPPqox3dNPPx2xjnv16qXGjRsXqaonWpGxxFbbY/3Iv/zlL+u0ZJVSaseOHeree+9V\nF1xwgRo+fHgkrxdffFEpFd/wlViGuo41GFozGEu2abnyyisB8Hg8XHrppezbty+yb9OmTTz99NMA\nPPfcc1RUVADaoiwvL6e8vBy/3w+A3++PpK3tPEopLr/8cjZv3hzZt3PnTh566CEAVq1aBUCHDh34\n+uuvee+995gwYUKd13HUUUeRkZEBwPPP63HSq6qqWLRoUZ3H7tixg927d3PLLbfwzDPP8MknnzBk\nyBBAh5yBtootrPtQ32MNhjZJKuVtzwtNZMkqpeJCuFwulxo2bJjq3bu3stlskRCuoqKiGn23EyZM\nqJdfNzaEy263q6OPPloNGDAgLoTr73//eyRNz5491YABA1R+fn5kW02WrFJK3XzzzZF0/fv3VwUF\nBRE/bbjHXNy9sSzZpUuXKhFRBQUF6vjjj1cDBgyIWK2PPPKIUkqp9evXR/Lp3r27GjdunHrnnXfq\ndazB0JrBNHw1TGSLioqUzWarl8gqpdQLL7ygJk2apAoKCpTb7Va9evVSU6ZMUa+//rr6+uuvlc1m\nUzabLRK2FMv8+fMjwrJu3bpaz/PWW2+pc889V/Xs2VO53W7VvXt3deaZZ6p//vOfSindaHTTTTep\ngoIClZeXpy6//HL117/+tU53gVI6hOuaa65ReXl5qlOnTuoXv/iFuvXWW5PcBda9sUR206ZN6uKL\nL1ZDhgxROTk5Kjc3V40YMULde++9cfn/9re/Vd27d4/ci4ULF9b7WIOhtVKTyB6RYxfcfvvtZoAY\ng8HQKFgDxNxxxx2o1jjUYXNjBogxGAxNgRkgxmAwGFoAI7IGg8HQhBiRNRgMhibEiKzBYDA0IUZk\nDQaDoQk5IkXWTAluMBgai1Y/JXhzY0K4DAZDU2BCuAwGg6EFMCJrMBgMTYgRWYPBYGhCjMgaDAZD\nE2JE1mAwGJoQI7IGg8HQhByRImviZA0GQ2Nh4mQTMHGyBoOhKTBxsgaDwdACGJE1GAyGJsSIrMFg\nMDQhRmQNBoOhCTEiazAYDE2IEVmDwWBoQozIGgwGQxNiRNZgMBiaECOyBoPB0IQckSJrutUaDIbG\nwnSrTcB0qzUYDE2B6VZrMBgMLYARWYPBYGhCjMgaDAZDE2JE1mAwGJqQtERWRIaLyNCY78Ui8g8R\nmSEi9sYvnsFgMLRt0rVkHwNGAohIH+AloBNwDTC7cYtmMBgMbZ90RXYIsC68/n/AaqXUd4EfAxc2\nZsEMBoOhPZCuyNoBf3j9LOC18PomoFtjFcpgMBjaC+mK7AbgahEpRIvs6+HtPYG9jVkwg8FgaA+k\nK7K/Aq4AlgPPKKXWh7d/H1jdiOUyGAyGdkHa3WpFxAF0UErtj9nWH6hSSu1u1NLVrzx9gKeAAiAA\n3KWUeq6W9KZbrcFgaHQarVutUioAHCUiOeGM84EpwCmHXcqG4QemKaWGA8XA/SKS2UJlMRgMhjga\n2hlhOrBFRN4DbgS+BE5stFKlgVJqp+W2UErtQvuGO7dEWQwGgyGRBomsUuoidPX8l0AlcDdwsBHL\n1SBE5ETAppTa1tJlMRgMBmikoQ7Dvb0uU0o9cvhFanAZOgOlwM+VUqtqSWd8sgaDodFp1KEOReRn\nInK89V0pFQS8DcyrUET+n4hsFZGQiFyaIs01IvK1iFSLyAciclrCfjfwIvD72gTWYDAYmpuG+mR7\nAo+JyE4ReVZE7kE3fjWEbGA92s9bDcSZmSJyPnA/2iUxEngXeC0cVYCICLAAeEsp9Y8GlsFgMBia\nhMNyF4hIJ+B04EzgDCAXXWV/VSn17wbkVw5cq5R6MmbbauBDpdQvYrZ9ATynlJoRtmrfBj4CLFP9\nEqXUhhrOYdwFBoOh0anJXeA4nEyVUmXoQWJeCp+kAC22I4C0RTYREXEBo4B7E3YtIRwyppRaie7u\nW29i5+MpKiqiqKjocIppMBiOQJYvX16vuQJb1RxfiZasiPQEtgKFYTG10v0WuEgpNTR1TrWew1iy\nBoOh0TFzfBkMBkML0NpFdi8QJHmEr27AjoZmaqYENxgMjUWbmhK8hoavVcBHKRq+/qOUmtmAcxh3\ngcFgaHQOq+FLRP6CjkNdqZQKNXLBsoGjwl9tQD8RGQnsU0ptAf4MPCUi76PDt64CugMPNmY5DAaD\noSmolyUrIg8C3wPcwKvoaILFSqnqwy6ASBHwVvirIhqGtUAp9bNwmqvRwyz2AD4GboxtCEvzfMaS\nNRgMjU5Nlmy93QXhoP/RwA/Q48cOAN5AC+4rSqk9jVfcpkNE1O23325CtwwGQ6NghXLdcccdhyey\nSQeKDCYquGOB99GC+0xrHqDFWLIGg6EpOGxLto7MC9DuhHOAd5RSfzzsTJsII7IGg6EpaJIeXxZh\nV8Fj4aXVU1JSYtwFBoOhUair51erCuFqDowlazAYmgLT48tgMBhaACOyBoPB0IQYkTUYDIYmJG2R\nFZHvishCEfk0ZuDsK0TkrMYvXtNgxi4wGAyNRaOOXSAiFwMPAY+gu7cOU0ptEpGrgKlKqYmHV9ym\nxzR8GQyGpqCxGr5uBa5QSt0A+GO2rwJOOIzyGQwGQ7skXZEdjB6kJZEKoMPhF8dgMBjaF+mK7HZg\nSIrt44GNh18cg8FgaF+kK7IPA3NE5FT0aFl9ReSnwB+B+Y1ctibDNHwZDIbGotEH7RaR2cCNQEZ4\nkxe4Tyk1q4FlbFZMw5fBYGgKGnWAmPBA28PQlvD/lFLlh1/E5sGIrMFgaAqadBSutoQRWYPB0BQ0\neBQuEXmF+BkLakIppc5pYPkMBoOhXVKfoQ73UU+RPfziGAwGQ/uiTpFVSv20GcrRrJjxZA0GQ2Nh\nxpNNwPhkDQZDU9BoMyOIiBM9oWJfwBW7Tyn1ZINLaDAYDO2QdAeIGQq8gp6p1gYE0EIdALxKqdym\nKGRjYixZg8HQFDTWADH3A+uAPKASHSt7EvAh8MPDLaTBYDC0N9J1F4wGTldKVYpICLArpdaJyC3A\nPOC4Ri+hwWAwtGHStWQFqA6v7wF6hde3AUc1VqEMBoOhvZCuJbsBba1uBN4HbhWRIHAl8FUjl81g\nMBjaPOmK7GwgK7w+C3gVWAbsBc5vxHIZDAZDuyAtkVVKvR6zvhE4RkTygTKlVKixC9dUmM4IBoOh\nsTCdERIwIVwGg6EpaJQQLhH5nYj8IsX2q0TkrsMpYGunvBy83pYuhcFgaGukG13wY3ScbCLrgEsP\nvzitl48/hs8/b+lSGAyGtka6IluAbuRKZB/Q7fCL0zo5dAgOHoRt2/S6wWAw1Jd0RXYLcHqK7eOB\nrYdfnNbJ1q3gckFWlrFmDQZDeqQbwvUg8BcRcQFvhredDfwe+ENjFqy14Pdrke3UCWw22L0b9u2D\n/PyWLpnBYGgLpCuyfwa6AHMAd3ibN/z93kYsV6thzx5QSgssQG4ufPYZnHIKSF3DmBsMhiOetNwF\nSvMbtG92XHgpUEr9uj3GRSkFGzdqYbXIzNR+2V27Wq5cBoOh9bBwYSkTJ95W4/50Q7iGi8hQpVSF\nUup9oCPwoIjMEBH7YZa11XHwIFRUgNsdvz0vDz79FILBlimXwWBoHSxcWMr06YtZsuTuGtOk6y54\nDPgL8JmI9AFeApYD1wAdgF83rKitky1bkgUW9Lbycti+Hfr0af5yGQyGw0cpCIX0Erseu6TaHgxC\nIAAeD9x99xI2bpxd63nSFdkhRONk/w9YrZT6roicASygjYhsfbrVer1aRGtq4OrYUftmu3XTkQcN\noaICHA7IyGjY8QZDe8IStHQEL1b4/H6orobKyuhifa+ogA0b9Ke1rboafD4YNEgLps+n33uvV+/7\n7DMtpsFgfBlcLp1WBEIhB9rOXF7jdaUrsnbAH14/C3gtvL6JNhQnW1JSUmea3bv1Taypccvh0Dd8\n82Y4Ko1BHpWC/fvhyy+hrEzn73RqF0Tnztr/m5Wlfb+2dAPsmolgUJfNNPy1LhYuLGXu3CV4vQ7c\n7gDTphUzeXJhg/NTKn3Bs7YHAnrx+7WAlZfr5/3AAbDboapKL9XVeqmq0h1+PB69WGLn88HAgdHv\n1uLx6Jpm7HktsrJ0bdPlin46nTq93a7XrcXthsGDtdGUeMzRR0NOjn4nO3TQaTp2hP799faMDLji\nigArVxYBRcAdKe9jQ4Y6vFpEXkWL7Izw9p6k7qTQJlEKNm2Kb/BKRadOOl3v3loU68pz3z744gvt\n683Ohq5d9b5QSD9omzbpB9MSr9xcLbwdO0aF1+k8/OuLJfaFiF2sl8N6oGMfcAuHI/6hdLuji8MR\nXez2+HUjzg2nJlFbtKiUW29dzNdfR6uuX3wxk/374ayzCuN+22Awas0dPKj/9A8c0A265eX6eauq\nirfuPB5Yv15/t7YFAnq9d+94K9Dn0+lTddwR0S62jIz4Z8bp1DHoTqfebu3LzYVhw/R67DEuF+zc\nqY2TvDxd5s6d9XpmZvJz53Bow8Bm09ut9ZQLIWwqiAQDUd+A9en3x9wUL7+e2o/pm37Jxu1/rvE3\nS3eOr0LgZfT0MwuUUj8Lb78HOEop1eqnoKnPADH798Pq1VERrI2yMujRA4YPT71fKdi7Vz9A5eX6\noalLkC2sh9vvj/5TZ2ZGH6jsbC2+lrtBqdSCafmPUglmMFi7tW63xy/vvVfKs88uwedz4HQGOO+8\nYsaNKyQYJG6xymPlHbueKM6xL4/TmSzK6YpzY1t0tVFbFbau6q1VxfV4tKhZVVjLytuyRQuVVd2t\nqtK/Wa9e8e+6zwcrV97G3r3JjS822yx69LgrThy9Xn1P/eE6qVVjs8Tn2GP1b2L9HpYQrl8f/Z0y\nMvSzmJEBY8ZE01u/aWamLq8lgllZenvs75n4R1yn+CUsdWLd5Nh/F+sz9ubFfvr9dbdoW4odLvTC\nVZ8w75kPWbz2wcOfrVYpVSoiBUCuUqosZteDQFU6ebVmvv22/kLYsaNO37dvvOUbCmmXwxdf6Jek\nQ4f6iXYs1kMbSyCgrY5du/Q5RKIPnfXSxGIJU6JYut3puyRWrCjlT39azNatUWtp27aZ3HQTjB9f\nfxGL9aF5PPqPKlacE7EEOtHKiRVp60V9881SfvObxWzaFC3jV1/NpLoaiosLa23M8Pm0MBw8qJcD\nB/RnRka0GmtVb6ur4ZNPotstEfP5oF+/qJUX+w5/+230Oq0yWL+RJVKx17dlS/S3jRWjMWOitZqs\nLP0MulypX+Vu3ez89rfJIuh26zJY9y5VjcNadzrTE79GdSUpFWNFBpPFMtYSSRTNmh4k66bHvhA2\nm74Z2dlpF35y0UlMHtEfmfRgyv1pTwkOFAPXishAoFgptQWYgPbLvlnrkW2AUEgLWH17dFkvyJdf\nwqhR+ne3xLW6WgtvuuJaGw6H9gfl5MSXGZrOh6uUtqgee2xJnMACbN06m3//exbjxxfyz3/GP9uW\n9X3RRfF/FtaL+K9/xbsfrPQXX6w/E6ug//mPFkGr1mYZKCecoO+Bzwevv76EHTviy7hp02wuvHAW\n2dna4i4oiL6fseKY+Cdl/YENGJBcVXW74X//02ksn5/LpQVvyBD9rsYKpssF33wTfY+tWkhOjn7W\nLAu+psUSvkTBte7lF18E2L49+bcbPjzIT34SX01uEXdNbLN8onUZa5bX9aMkEmNRRpasLP3iNdOF\nlq5YwZKnnqpxf1oiKyIXAw8Bj6B9spaH0A78inYgslVhezyd36dDBy3MGzdqa8Xr1dtihbCpWLEi\nWn13uQKcf35xWlZlbdx2m/7z2LlTfw8GUz8u27fbefFFeO+9qAvC8vWGQvD119H3KPZd2rEj+p7F\nvn8PPZQsai6XdrdY75RVY3M4dP5W+prKmJdnZ+JEne6441Jbjj6f3h5r3YnE+/RiBS9RAGNrFZaY\n1fQ9cf1wufnmYrZsmRkXTjRo0AxuuGFS40avNKQK7vNFLYFELOsyoQoe8SnZW3f4femKFSz+05+Y\nvXUrNQVypWvJ3gpcoZR6RkQuj9m+CrizQaVsZVQ10OmRm6sFKS9PC2xzkKr6vnXrTCB19f2TT3Q0\nxI4dWjh37NDL3Lm68QKilvjWrdrve8wx0LOn/hP56qtAynKUlwf54ANtIVoWXaw/L9bSi/1upbGq\n/JYLw3q3LMvLWk98F2Or0ta2iy8OsHt3chlHjgwyf37dAthWsXzO8+bNwuOxk5ER5PrrJ6X2RcdW\nwVNZl1bLVaxFWVMVPJbEKrjd3uAqeKslEND/9uEYsSV//zuzt9Y+Nla6IjsYeDfF9gp0Z4Q2z/79\n+qVNl8zM+vtxoXEs0GefTV19f/rpWSnzevll/SdSUABduujPoUPh6ad1TPDWrdEW2x49oHt3/Tli\nhP7cv7+YRx+dGXfOfv1mcPfdk5g4MdqAEita9d3WWNxySzFbtyZbdDfeOKnZ/vwahBUvFbtYDuTa\nlpg0k8cOY/KYY/Q2y0f56afJDTtWS2pNwldTFbxV38BasPxLqV7QXbvgzTfjg2srK3Ujy1VXJadf\nuxZmzIi88A6rmlcL6crJdnSHhM0J28ejZ7Bt8+zfn55YNoS6LFCl9O+8f79e+vfXvr5EPv889c9X\nXW3n0CEtmonLtm26oalrV22hdusWjY7o2VM/W1266PepQ4doS7LbDTZbITmBFbw5fwDuQAivw8ZZ\n51/KJeeMBMLxOokvrvU9FF4PpdhX23Fp7ps88RT4c5B5f52Jx+MgIyPA9VefxeSzx2oneRqilXJf\nbGR6baEDdYUWJHY3qg+1CWOqdIlVcKdT/5htyWS3/EpWeIUlgjk5kKoz0WefwezZ8YLp82nH/W9+\nEx+gW1WlX4r33ou/J6GQHhnquuuS01dVxTUIBOrx26Ursg8Dc0Tk54AAfcNhXX8EStLMq9URDOrf\nMrHRqy6rM12rtCYL9N57Z/GHPxRSVqZ/886ddVmmT48XWaV0q3f37gHKykji88+DTJmiQ3169NBC\n2r8/jBunhbR792hoTYcOUT+kFd9KKBRtNq+qhp161PLSpUspe2w+r+3fETnXzKcepjTbRuHYsenc\n6iYl98PVnLT3dRx+PwGnk9z1bshM4eqor2jFYpnhsT1VYs3zVGmsxXLy1pTPYVK6YgVLnn0Wh89H\nwOWi+PzzKRw/vlHyrhdKaVG0WidTtfju3g3PPRcVTEs8e/SAX/86WdQ++wweeUT7kGKd4bm5sGpV\nNL11TEVFdK4oy3LPzNSNJTfdFA04j/085pjourUkpold3O7Ib1a8YgUzwz7Zmkg3hOteEckDlgIZ\nwFvooQ7vU0o9kE5ejYmIvIgeTPxNpdR5Dc2nqirZP1+X1Vnb/tNOK2TXLh0j+8UX0cVRgz+ic2c7\nd9yhxb68XD+Pu3fDW2/plvg9e/Syd681iHgxbvdMvN7oufPzZ3D55ZM480z9Z9+hg34es7PjG3uA\nqO/N64U94cj0Q4eSHdPh1qElCxcye8eOuF2zd+xg1pNPUpidndqy8Pl0L4vYbjaWI7YJqp+lK1aw\nOMFPNnP3bujQoXkFp5mJbYCxmBleT+u6PR4tbJYVWFWlhSsrC849N5rO74+KYElJVORE9EPWowd8\n73vxwb/V1boatWVLsg947Vp45ZXUIjd0qP7Mzk4Wv1QiGLsvRhDrJDHAOdXgBlZQc3hb4THHwBVX\nMOuVV+CDD1Jm26DZakUkGxiGHsXrf0qp8rQzaURE5HQgF7i0LpGtrTPCrl3w4Ye6umxx3XW3sWpV\ncpD3scfO4je/uYt77rmN9euT95988iyGDbuLl17SIT1HHx39vOee21izJvkYh2MWIneRn6+NgIKC\n5E+rKm/99mvWlLJo0VJCITtZWUGuvnoC55xTGH22QqFoLKHHExXS8vL48BjLQjh4UDto9+6FM87Q\n69u2wdatlDz9NCV7kzv2ldhslHTooE3mxIjyQECHXUD8w+t2w+jR8VHwNpt+Ed99Nz4Pu13/YxQW\nRlvArE+vF9asiZT/ts2bubuiIqmMswYM4K6LLtL5r1uX7BTOyoJTT01dnvfeS3Yo5+bqPxWrfNZx\nlZWwYkX0nlqfOTlQXJwcUFpZqf9FYx3VoPM/++zkh7SiApYt0+sx4nHbP//J3V98kXzdJ57IXX36\n6N/csvKs6vZll8VbjdXV+iVYuTK5+gz6z9FKq1T0n9vl0us5OdHYtFjxq4+VaLV41iSItQlfKtdM\nQ0gMF4mNlYvtJeN0xnchs9nA6UQ6djz8zgjR61WVwJqGXUnjo5R6W0SKDjefsrLkbqs+X+pb9NVX\nOsh7y5bU+71eO1dcAVdfrZ/p9ev1u/2vf8Gnnxbjcs3E54taoF27zuC66yYxaVL8861U9M/Tqt12\n6BCt8rt95XhXvo+jupqAzUn3wDFk7PxGi2V5efRAiFZZ3e6oUm/bBnfeGXXWWg+T3w+//732OYSX\nQFZWymsNHnOMropZvSOs89Xlk4z9tPYFAjrg2GqgsRotQPdjTkyvlC5f2Cqq6YG2HzqkRwipqtLX\nmuh7tdt17wMrb+s8Pp/+o0n0z9rtWowSr83v1/c+Mb2Ijk2rqetX7B+/JbglJam7OVkWY0xah8eT\n+rrXroX//jfqXM/I0KLmdMKrr0YFzrISBw7UDvq6rMTEF6Wmbm41iWIsVot9be4b69m1BK8mAUwV\nRFyvvrRN56dOW2RFpBtwKtAV4sejVUr9rZHK1SLs2wdr15bywgtR/2pl5f6UaUeODDJvHlx3XYBV\nq5L3V1YGeeABLaxff63dPqNGwS9+AcceW8gHH8C//z0Lr9eO2x3kRz+aFPHjWj2KrC6vnTrp/t55\nedrAsdsBn4/S55/njV//mtnffhs578xPP4WrrqLw+ON1qMCmTbqF+ZtvtKW2a5cWmW3btC/C6p87\nfLgeKaN/f63g+fl6e4xIFB93HDP/9re4KumMPn2YdOWVOgQhtodAqiDyml6ixHiqROvQ+qwHgeuu\nI9UPEjz6aB3425qJFaRUf0Q1fYZCBO64Az76KCnL4Nix8MAD8Y1tdVmDtWH9iSSSKHixfWhbVRey\n5ifdzggXoseUtQFlQGK9u82KbDCou2T+/e/x/tX8/MvJz/8l+/ZFB4Do3XsGP/rRJADOP18HgW/b\nFtuQNYNQaBI5OXDDDVq/ErvHjh9fGBFVy1Lds0c/Sx076rjVjh1jRNVy1G7er8WzvJwl990XJ7AQ\n9pHecQeRZjcrw27ddJVxyBA480xt/XXpEu0qZSm6Utpa6dBBq7tl4WRkUDhxIhx3HLPmzcPu8RDM\nyGDS9ddTOHly6psaKxixVlviNkuULZG2yhPb66eunj9hir/zHWZu3hznO57RoweTvvtdIq2EliUV\na1E1wG3WYlhWHUQsyuJzz2Xm7t2pr9sa+irREky0/mqyAlMtsWnasAA2B+kOELMZeAK4UymVOjI9\n3QLo6ISbgVHo0bwuU0o9kZDmGuAWoDt6JLAblFIrE9KcDlzXUJ9seTkUFd3GunXJvtKhQ39Op049\nYqzOCQweXMjKlbrG+MEHpbjdS8nJsdO5c5Cf/nQCRUXJ0QWWnnk8WkssLA3s2FG7tRwO9EtfUREd\nqGD/fp3BgQOwfDmsXk3Jxo2UlCe7w0v69aPkrru0kHbooE9mtbbGVl8zMvRJ8/KiY7dZ3Z1aI6lE\nO4V4ly5ezNLHHsPu9RJ0u5nwk59QeOaZtUcAJG6zSLV+ONsaK58U20pfe42l8+frP8DMTCZcdx2F\n3/sehuZBRBrFJ2uNvtUoAhsmG1iPFu8nSbCOReR84H7gamAlcC3wmogMC4+bEEl6OIWorAS/P/Xt\nyMrqzV/+UsInn2hRfeAB7Vo45RSYMgXuvruQ3NyoqMZGQAUCUU2z2bSe5edrbbNcYRFNq6qCveEJ\nxPbsifqqli6F0lLdXcvj0T6xQYMI5Ofr/QkEu3TRLWV+vy6oNYpIrJhmZrb6LotJxHbxqoXCn/6U\nwp/+tHnK1IoonDqVwqlTW7oYhgTSFdl/AZOBeY1VAKXUa4QH/xaRBSmS/BJ4XCn1aPj7NBGZhBbd\nGeHj3gCOA7JFZAvwf0qp1emUo6wM3O7U/x1OZ5BrrtG17cJC7dobNiyqUV5v1NAEvb1DBx0N0KFD\ndEi4WJdB6cKFLLn/fhyVlQREKJ4yRftRt27V/XM/+0y3lu3bp8NhunSBc86BiRO1D8Hrpfjtt7WP\nNLaK2Ls3k669Fk48MXritiamBkM7Il2RvQF4WUTOAj4mOksCAEqpRh2/QERcaDdC4nQXARz2AAAg\nAElEQVTjS4BTYs6bItYlPfbv1/7VTz+dSWVl1L/au/cMnM5JuFzw4IPxDbxWuFxOjp4dwbJOU80L\nFkvpCy+w+IYbmL0laojPXLUKbDYKu3fXI5gcd5wejqp37/iukH6/diN07EjhRRfBwIHMevxx7D4f\nwczM2n2kBoOh2UlXZK9ED2u4Fz2OgVW1l/B6Yw8S0wU9wlfiBNy70f7ZBhE7/UxRURGnnVZEeTmc\ncUYh994LgwbNwuHQ/tcBAyaxcmUhTzwRDSUE3SY0fLj+rCGyKZnqavj6a5b89rdxAgswOxRi1tFH\nUzhvXnR6BGvp1k2fyBogIUbFCwcO1GJrMBialeXLl7N8+fI606UrsrcBNyulap5roQ2QOMeXNU2G\n3w8nnVTIHXcUYrPpyKfrr9ejVFVV6S6pxxxjDZKcxgmrqnQI1dq18PzzOD79NGUye1aWjlNsCxN9\nGQxHOEVF8ZOx3nHHHSnTpSuydvT0M83FXiBI8iSN3YAdyckbRnm5NhidTrjrLr2trAx+9SuYNk3X\n2EeO1MZkWljiumaN7q9dWgpTphAYPlzPGpdAsKBAi6zBYGg3pCuyC4CLaaaxY5VSPhFZi56N4fmY\nXROA/zQ038Qpwbds0a38FoGAHrDntNN0W9OIEbX7WUsXLmTJ3Lk4vF4CbjfFV16p+zS/8AIsXqwF\n9Xvf0z1+evSgePNmZt55J7Ot7qbAjEGDmHT99Q29JIPB0ELU5TZIV2QzgZ+LyER02JXV8CWAUkpN\nS7eA4XEQrEm1bUA/ERkJ7AuHaP0ZeEpE3kePZXsV2h+bekKdehDrLqiu1qGnBQXR/XPm6Aat2bN1\nJ6jaYq1LFy5k8fTpcYI58/33IRiksKICxo/X4tqnj24dy8+n8PTTIT+//kH9BoOh1VLpr+S9ze/V\nuD/dzgjLY77GHmiJ7BnpFjA85sBbMXlakrYgZjbcq9HT2/RARzXcmNgZIY3zxXVG2LJF+16t4Q03\nbIAbb4T334dBg+rO77aJE7l7yZKk7bPy8rjrgQf0CEKDBjXA12AwtA2UUqiwHKRat963VOtNcVwo\nFCKcQ9J6iFBc/pFjVIiQCiVtr+24ECHeXfEu856Zx/Yx26GEw++MoJQqSid9PfNcTsIYCCnSzAfm\nN9Y5Y90F334bdRUoBffdpxu76iOwAA4r3CAB++DB8P3vx09ha2gWFi5dyNx/zsWrvLjFzbSLpjF5\nQu21hNiX2Ppe07qVriWOiX3BY9cB3nzrTZ548Ql8yodLXFzyg0s4/fTTowISIygKBQpChOKFSIUi\n508SnhTnT3UfpYaqn0IhNfQZavC+Gs4nSGR77LpSimAoSFAFcdldOGyOuOMFYeuhrZT7yiPpAqEA\ngVCAY7seS15GXuQ+BVWQ5159ju0F22FZyuIBDRyFq61juQsqK3VkQdeu8PzzustrRYUeOateVFYS\nqGFSsGCXLu1SYF9d8ipzn5mLJ+TBLW6uueAaJp01KflFrOUTSLnPEgLrxY/7tPaFX/xUwhFSIVaU\nruD+f9zPtjHbImX+5P5PuG7ndYw9TQ8sHisqDRnqs6WxBCdWRFa/u5q//uuv7BgTbQ/++vGvKasu\n4+TTTo5Lax2bKh/ru01s2MWetA8gGNLC43JokUpk84HNlPvKI+IUCAXwBrwc0+UYslxZcdsDoQBv\nb36bnRU78Yf8+IN+fCEf/qCf0/qeRseMjknpF29czM6KnVoEQ0ECKkAwFGR83/HkZeQlpV/x7Qr2\nV++PPCuW6A7JH0KmIzMp/a7KXfiCvqRn1S52gipISIVw2Bw4bA58u3xQBAwA3k79e9UpsiLyCnCx\nUupQeD22Sh+LUkqdU1d+rYm9e/W4A4sWLWHtWgcQ4KKLisnPr8dcW/v2weLFFG/fzszMTGbHWLRt\nqRFLKRX3gPlDfv0Z9OMJePAEPHgDXjxBD28vf5t5z8xjx9joi7xh7gau2nUVY09Nf2aEkApFrIWg\nCpJhz4hYFrEv/M6KnVT6KvGFfPgCPvwhP76gj165vXA73HHlf/S5R+MEFmD7mO3M+dccrux1JXkZ\neXH7bGJjw+4NHPIdShLc4QXDycvIS7Ki1u9azwHvgfANDFtaIhzf7Xg6ZiTPE7RuxzoOeA5E73n4\n5R3VfRSdMuPdSCLCmu1rKKsuS0o/uudoOmd2TirPqq2rWPyPxew7eV/SdT/+wuP4+viSRG135e64\nex8MBTmp50l0cHdIEp21O9ZywHMg7k9SEPrm9cVldyWlP+g9SCAUiNwb6xiHOHDanRGBspbqQDVK\nqYiw22127GJnd+VuspxZcWntYkcpRUFWAQ6bA6ctml+mIxNByHRkRvKw2+xcMPwCbGLDZXfhsrtw\n2pzYbXadn82OQxzR9Zhtke9ix2HXn9axVt63fnwra+oY9bU+luw+ov5Xaz2lyNYjr1bFs8+W8tBD\ni+NG0HrzzZksXkzqWT5B+xQ2b4aXXoLf/Y7CKVPgpJOY9fLLekCSZm7ESqwaX3/h9Uw8a2JELCPi\nGfRT7a/GG/RGRNMT8OAPJo9uVe2vpsxTRoWvgkPeQxzyHmJf1T7efendOIEF2DF2B/c9fR+ZezIJ\nhoKRalRIhTi598kRS8Qf9GtLJeRn3fZ1UZEiaiV1y+mGXewRsfcFtUVjWRWWBWJ9dnR31C+h3RF5\nebZUxHfysNjv2c+irxaR5UzuObL10Faq/dVWYSJ8feBrMh3JE75tK9+GJ5A8fuvmA5vJdCan31G+\ng+pAdVK1dlv5NjIcMfN1h9+gnRU78Qa9cWkFYWf5TtyO5DCX3ZW7KfenHjd/T/UeVm9bHSdUHdwd\nyHHl4LQ5cdqdkc+u2V2TRM1hczC+73jsNjtuuzuS1i72OEG0iS2yLiJxQiTo74eD5RaIPY+1bhMb\nDpsDGwnfY0U75hib2CJ5CZL299jf8fbLb2f6X6ez8YSapzisU2SVUj+N+Xo7sEUpFTfopOiz9k33\nxrUUJSUljBtXxLPPvpEwRKGea2vevFlxIhsJ0fJ4CAQCFFdVUfjpp3DLLXDllRT26UPhNdc0aZmD\noWCkOmV9Lly6kJJHS9gyOiosH9//MVftiLcsq/xVHPAciIhmubecfdX7GNl9JLnuXMqqy9hfvZ8y\nTxll1WUs3bSUA54DiAghFSIQCmDDpge3TIHNbmNYl2E4bGGxC1sree48MhwZ+nvYWnDanZza+1Sc\ndicumwuH3RF50a2XOm49nFds1bU2Zrw9g3WsS9p+XMFxzD5zdoojGpeafIeR/XVcQ0OPv/XdW1nL\n2qTtgzoOYvrY6bXmWR9EJElM7TY7NmyR2kdE2GKELlaMD0fYrO+tjckTJrP+o/U8+o9H2VjDXLLp\nRhcEgR5Kqd0J27sAu5RSrX4kEiu6YPt2mDSphI8/LklKc/rpJSxfrrenDNECJl5yCYVz5zY4asCy\nQD0hDy5x8Ysf/YKzzjgLX9CHN+ilyl9Flb8KT8BDla+KoApGjg2GgpR5yri75G4+O/6zpLyHrh/K\nhdMupKy6jDJPGW9seoO9VXuxiS0imkopOmZ0JD8rn44ZHclz55GXkUdHd0f9maE/O2V0omt2Vzq4\nO/DLW3/JqiHJA2IXbizkiTlPJG0XkZQvRsQVkEJQ6jomVfpYlr61lN8+8lu+OfGbyLZ+H/Tjrivu\nYsKZE5KOr+v5VzVU0CKNUTUcH/HnNdPxy5Yv4+4Fd/PtSdHxhft+0Je7rriL4jOLD0vYbGJ6HdaH\nxhrqsKa/kmwg9fwXrZRt2yAjI/WoWxkZUUFbMndunMACzAZm7dxJYRoCGwgFqPZX4wl4eHnJy9zx\n6B1sHR2dYWDDAxv46Y6fMvCEgZRVl3HQc5ABnQaQ587joPcgBzwH2Fe9j/3V+1n81WK2V2zHX5Z6\nIOst5VtY/s3yiHieN+w88jLy6JzRmW453SjIKqBTZicyHBm4HW4yHBlJVUS7RP1TFrdddltS1WjQ\nukH86rpf0b9T/3rfi6bkx+f8mM6ZnZn3zDw8IQ8Ztgyun3Z9ndEFbZ3BPxxMzw49j7jrbgvUS2RF\nJHZow9+JSGyTugMYAyTPfdFK8fv1qFsXXaRnNdi5M1qNHDRoBtdfPyny3eH1psoCe8xI/bF+UZe4\nuPK8KykqKqLCW0GZp4xD3kMRH55Sivn/mh8nsKB9m79/8ve4duhBEYIhLfT5Wfl0yuhEx4yOkc+J\ngyeSn5XP8+ue53M+TyrbmB5jeP5Hz0cFM+zAP1yLxHph417k61rfizx5wuRWV6bm4Ei97tZOfS3Z\nY2PWjwF8Md99wFrgvsYqVFMzc2YJu3d34vPP9xAI7MXhOJ9evXpw9NG5TJ8+Kc4fW9Po5MEM3WCx\ncOlCpj0wjU2jNkX2ffzAx0z9Zip5R+fxxb4v+HL/l2w5tIVu2d0QET7f/bme6zeBvh37Mu3MaRRk\nF9AztyddMruQ5coi25kd8XXGNlacEjwlpWV503U3JbVaNxbmRTYY4qmrW226PtkFwDSl1KHDLlkL\nISJq/vy3ufPOxezYETtu7EwefHBifFRBZSWlM2eyeO5cZsfcpxmDBjFpzhyOO+tUJl8+mXePfjf5\nPG8J9rO1Bdk9pzsDOw5kWMEwBncezJN/eZJ1w5IbZyZ8M4HFjy1Oy8G/cOnCeMvywtZnWRoMRwI1\n+WTTEtn2gIiosWNnsnp18lxeEyfO4vXXw8NwBYPw7rtw5ZWUDh7MUp8Pu9eLP8PNSZdfQtexAznk\nPcTNM27mfyP+l5TXgA8HcM/d99A3r2+kmp/pzCTLmcXiNxentEDnXDfHCKTB0EZprIavdkF1derL\n9nhigiO++AIefRRcLsp/dgmrXn6Eg/4qQsEKnFUbqfxsPQs+WsD+3amnDB/UcRDnDTsvpVXaVnyb\nBoPh8DkiRdbhqDmqoHThQpbcdx+OLVv+P3tnHidVce7v5+119mGYgVnYhh0VkCACbiMmiJhERW9M\n7k00Gr2amMXEmGh+IhGv4SYmJkZJYhJvEqNJjNnUCEEgCoLIoiK7LAIzMIAMO7P2THe/vz+q15nu\nWWAWmKnn8zn06Tp1znlP0/Ptt956qwp/aSmZ/30zv37mgbiY69rfrIWhZtLeC266gD+//Oe4jqyh\na4fyja9+o9lmv41tWiw9gx4pstddN42dO2dy4kR8VsHUydksvPtu5uyKCuqQf7/A7pvjJ4HRjynj\ntozjh1f+kBG5I5hSPMV6pRaLJSE9UmS3b3+dlJS+VFXN4pxznBQUBPjGN6az8sk5cQILMNBfy+4E\n10jzpDGhaAJgvVKLpSegqhw8eJDS0tLItmvXLt59911KS0uTntcjRXbzZj8HDx4jL0/53Oc+yne+\nYzIK3v7BzCZ1jydZyyvT3f1m2LJYejLBYJAPP/ywiYju3r2bsrIyysvL8SXJm2+OHimy69aZzILD\nh+Gpp2YyZoyZEMbv8zHfA0/mgc8NJ92wYyCkz3dT/Yno4IOha4fyta+eHbNsWSwWQyAQ4MCBA5SW\nllJWVsbu3bvjRHTfvn3U19c3e43MzEzy8/PJz8+nsLCQwsJCjvt8rDl8mG3/+EfCc3qkyMayZ09o\nQpjJ55Hpq+Sm4XD8xujx9JcdTB99FVVlDTbmarGcwQQCAfbt2xcnojtDIrpnzx7279tHQ0Pioehh\nsrKz6ZOfb7bCQvoUFJBXUEBuQQG5+fl409IIAkHMpGnvbdrEq7t2cehXv0q6TlWPF1mAuloHbNnC\n67V7OP65+GPV1wWpKmvg1d++2jXGWSzdEIWIWLV2q/P7KS8vZ09ZGXtLS9mzezd7d+1iX2kpB8rK\nOLR/PwF/sjGahsxevcjNz6d3QYER0MLCiIDm5udzKC+Pwykp1Dud1LpcnHA6+dDlYujJk9T6fDQ4\nnfhU8IngU+H50jIqf/KTZu/Z40U2g/mkbvw9s//7z2xtSLzKQV3wrJr7xtJDmb9sGU8uWoTP5cLr\n93P3tGl8oqQVE9DHcCriF8AMPw9vgUavjcui0y/F429ooGLvXvaXlXGotJRDu3fz4a5dHCwtpaKs\njCMHDhAMJDvbkJ6bS2ZRERn9+pHevz9HRo3i6MiRBAcNIlBcTE16OpUiSGUlwYYG9jid+BwOfE4n\n9Q4HJ91uGpxOgoCo4lTFGVRW5fYhvb4ed70fjz8Q2vwEnS1LaA8V2dnAFDKo5jrXTfzh2HE4BiuL\nYE+C2imOlASlFkvXokTFa96yZdy3cCG750TTErfNnEkFcHlJSbOiF/va3PhPxSxP7QPcQOxfhSO0\nbQV2AzVAVei1BhgHFNXXU7F3Lx+WlnKwtJTDu3ezrayMY2VlBEtLzdR4wbipquMRgX79YNAgKC5G\nBg3CMWgQrgEDSOvXj6zCQlLdbjzBIJ5AAE8gQJoIg1RJCQRIPXKE1A8/JDUQICUQwBsImLoNDUY8\nfX68NT7c1T48NT6cATPtoAAOh+B0OXA4BYcIjlD59w8fYcPSpdBecxd0B0REU1MfpH9/J0OOPMer\nR6MpW//bH2YWA1Oj9e1wV0tnEPbwEnmEPsw8oj6iIhfeD/PAgw+y9ntNh4pPmDWLHzzyiBEKYBNG\nCKuJCmBYBIeG7hPeajHLVm2MsSkspoOA7Jh6tUCdz0flnj0ESkuR0lJk926krAzKytDSUoL795uV\nRZIhQlp+PpmFhWQXFdGrsJDehYXk5ufTNz+f/D59yHA6SQ0EcKvijLEnLHrOmP3GG4Eg6jdb0Ocn\nUBcg4POjgSDhBY/EIYhLcDhbN0n42zu28vSRfXz45E/BDquNIvIIjz8Ob/9oKbwRFdlffwrGboXq\nv+bQf8JY28llaTNKYqH0Y6arqycqknVERVNjzg9iRLAytFUB/YB8oqJYHdoWAW8Dx12J/5Q3OZ3c\nSlQ4a0LXd4U2d2jbDWQBXoyHGn4txCx5kgak1NbSsGcPdaWlVJWWUrV7N7p7N7WlpdSWlXHi4MG4\nz6GxnIrDQW5enhHMwkIKCgtNT31BAQUFBfTp0weP251YIMEIdAsxVwANKoGGAEF/kEB9AH+dH3+d\nHw1ELRKHIE7B7XEicuoyeOHwUQC8eMttbEpSp0eKrCoMGwYrnc5IytahDNjzDvx+PWy/eCKPPGM7\nuno6jUUy9n3Ys/QRL5x+4me2r8IsjFcJnASOYlbxKQSKiApmWFDXYDzNsHcGUeH1ABkxWzpGIMcD\nG/1+4pYrCTEkEOA7obrpofNSQtdyYTy/sOA21NSwr6yMfaWllJeWsnf3bsp272bX7t3s3bOHw4cO\nNft5ORwO8vLyKAiJZmFhYWS/oKCAvLw8XEl+DE4FDSpBf5CgP4i/3o+/1k/AZ8Q1apRZHsnpdiLe\njlm+xlPlo2jNPiuysWRmQm4uZI4ZyU0Vr3P8U9Fjd1e6+E7J5K4zznLaNO4A+uq0aVyVIC4Z9i59\nNBXMcLZk7KqhionZv09ULE9gxLNfaKsiKqiVofrHiAqlC+Ml9gL6EC+aGZjVpa/BeJUZQA7QG8jF\neJNejEB6iRfJxdOm8Z2ZM9kVE5Md+sAD/HD6dMLtsKqqKsrKyiIpTrt27WLXrl2UlpayZ88ejhyJ\nX+22MU6nkz59+kRyRGMFNCyiTmf7r0ClqgQbjJgGGgL4a41nGiemAg6XA4fLgdPTeatgrX9vPW88\n9waXHryURSxKWKdHiqwqvP3aK/zq1T9w/L/ijx2/3s+SD1Zxf9eYZmkF4Q4Yf6PXeuBfy5YxZ+FC\nymPEZuPMmXwJmFRSQpBop0wVsB0TczxJfEdNLpBH1MMMi2ZYdD0YjzAVI34niQpjPsZrzAxtvULX\n64URx2RCGfsa3lrLjSUlpASD/PArX+H4sWP4jx5lVFYWT//kJ8y8+2727t3L0aOJZ4wL43K56NOn\nT5xwxopp7969O0REw6iGPNOGkJiGmvnBBiOm4aXXHU4H4hLcHneH2dJaVi5YyaUHL222To8U2cDx\nz/LCrQsYmF+ZcF4Cm7LV+QRILJx1CbZwh0847ncc4y0eBX6+aBEfzolflfbAnDk8PGsW6SUlVGOE\nMew5ErpmuCldiBHDgtB+JlGPMjf03k3rhNJFtMnf3tTU1LBx40bWrVvH2rVree+999i8eTM1NdE0\nxMZLbLrdbvr27ZvUE+3duzcOR8cvmhgR05CghsU00BCIBnLFNPPFKbjTukZMVRX/cT91H9bRcLSB\n3pf0blJHGloOQfRIkR3ScIRnGo5zVZLBHzZl6/SJ7QCKFc0GjKcYFkwfpme6cSdJENMU3wqsAg5j\nhPQkJoaZghG7oxiBzMU0q6uTxPyGOZ08GqqTRmKhjPUiO0MoW4Oq8uGHH7Ju3bqIoK5bt45du3YR\nTJDulJuby6BBgygqKorzRPPz88nJyekUEY21XQOhTqiGIH5fSEzrA3H/4eHefHdq13umGlR2/2w3\nvg99+A76cHgcePO9pBSlkHNxTiTjQFXxn/QT8Deftws9VGQPsY2lwN2HYfOLsO/66DE7L0Hz/DMU\n76xzuXD7/dw2bRqXlZSYFB6MYMbGNBtzDNMbvh+oICqeqRjP8VCo7ChRb9OPSRfKxyw2V4Tp8e4f\n2s8KnZ8O3Or380aC+w4OBJhxug/fwfj9frZt28b69etZu3Yta9euZePGjRw+fLhJXafTSXFxMcOG\nDYvbsrOzu8ByIp5poCFAwBdq6vv88WLqFBwuB65UV9Il3jsKf7XfCGdoq/uwjoG3D8SZEh/+EIeQ\nMykHT54Hb4EXZ6oTX4UP334fFfMrqNtfF9lQKM4u5kX3i/Rq6JX03j1SZPswkimUQT1k9QPfK3De\nYdibncsTj/XsnNhwXma4Ayg2fvn6smX8YuFCDsQ0x7fOnMn1QL+SEg4AB4CDGE9xFEY0w8J5GNPT\n7sCIYiZGPIsxgjmMaCdPIVHxTCPqfbox3qebxF/eb0+bRvnMmexs1AH0tenTE9TuOk6ePMmGDRt4\n7733Itv777+fcJan9PR0hgwZwrBhwxg+fDjDhg1j0KBBeDxJpojrQIKBYKQTKuyZ+usSiKmza8Q0\nEVsf3Erd/jq8Bd7IljUmKy4PNlAXMOK7r466A3UcW3WMuv11+A76cGe7SSlKwVvkJW1oGr0v601K\nUQquLBfny/n0e68fb85/0/SIJqBHDkbIYB6f4Qv8H4dImQlz/wW7T5rFEUs+0b0FNrZHvZ5ovmUl\nRlAbpyA5MU38Y8CPkyS8M2sW8sgjuDFimIXpOR9OVDTDzfl8mopnWDTDAupqZENbmb9sGXMXL6bO\n6SQlEOBrV17Z5uGl7YWqsnfv3khz/91332X9+vWUlZUlrJ+fn8/QoUMjYjps2DDy8/PbtLhmexAM\nxMRMff6Id6rB+FxTh8vETTvTvroP66grr4t4pGHvdMg3h5A+JL1JfX+1H2ea8Vj9J/1x3qhvvxHW\nhpMNJizQL4WUohRSClNI6ZdivNmUxJ194XBIMBiksrqSW756ix2MEKaKT1Djyad3/yP43gwyx5/D\nXbfd1C0EtnHSey1GQKsx3mjjCJKTqMBlh46/G9rWAbtC57sAf5J450inkycwnmkq0aa7l6beZ1v+\nFFUVDYa+yIFg0v1Iek99gEBDgPEZw/m/a4ZAEBxuk9ZTsbki0ivtdDtN3qRDoptT4t87Qr3YMe9b\nor6+ni1btjRp7p84caJJXZfLxaBBg+LEdOjQoWRkZCS4cscREVN/vJgGQ6OgIDoKyul1doqYql/x\nHfbhynThSm/6nauYX0H90XpSClJIK04jZ3IO3nwvnlzj2WtQI038WEGt2286tFOKQkLaL4Ws87Lw\nFnnx9vUm/D8OBk0IRAMa9wMDxmN3epx4Uj2kelKTPk+PFNmxGX1ZMOhQZErDMo7x9Jo/MHrxhWdk\nqCBI006kxsMtw8MkG/flhUXUhRHR2AR3Cb0ewLR0tgJbMALrxMQ7J2OS3UcBP/P7eTuBfcWBAFfF\n2ttYEANKMKjUhvY1qAT8AYL1RhgjsbyGAOrX6H6gla2sUE90pEc6RhQD/oCxJbShRPfbiDgFp8uJ\nw+3gRNUJtu7eyuYdm9m0fRObt23mg90f4E8wIikrM4shQ4YYD3XYcIYOHcrAgQNNCpLQOcIVStwP\nNASSjoKKJO57nLhOYxRUWzmx7gQnN540HukBH/VH63H3cjPwtoFkjc1qUn/g7QOB+CZ+1dYq09Rv\n1MRPKUpp0sSP/bxjO+fC348Iodxbp8eJ0+vE5XFFQiEOlyNOlBuOJ59CsUeGC6YVwaI7mx67quyq\nTpvSMEh0/HlsYnxsqlJYRMN/to0T4x3A28uW8fKiRTSEEu//M9QRFUsA2IsR0ncw49fLgfOADzBe\n5jDM2PVhmGb+MEIpS6p46wN46gMseOMNvr18Cbsf/X7k2oO+eR8PjZjIFedMiHhErUKI8xgbC2Rr\nvceOJhgMsmf/HjZv28zmbZvZsHUD7+94nw8PfdikrohQ0KeAQf0HMXjgYAYPHExx/2J69+rdspA6\nzPmNP5OEnrZIpG5EpGNeUaKjoOpCY/T9gWh8NJy473R06GesqjQca8B3wPTUpw5MJX1Y0+b8sdXH\nqD9cj7fAS0phCp4+HhxuR+QarW7ih7bYJr4SbQ01542Gt/CAhnD6WGt/AI8fP871119vwwVhfEky\nRdo7PzZA/GiicMJ7JUY8E9E4lSiL5ClEy5ct45eNEu/3zTRL6FxUUkIZxjv9CSZsEMCkPg0ErsX0\n1I8KBBlcHyCrPkBafQB3nR+pqsdf3UB9dT1VvgCVoR/i891DeKDgGM9++V58HhcpDQFuHT2ZqedP\nOqOE8VSpratl285tbNmxhY1bN7Jp2ya27dxGdU11k7pej5eB/QcyuHgwQwcNZfCgwQwaMIjUlOTN\nxuZQDXnZ5h+TGhRKBI4c00aeVkuEfrg6exTU0RVHOTjvoEmBSnEY8SxIwZvvTVg/Z1IOGlB8h0zz\n/sTaEy028VP6GTEWh0Rjo6EWVDAYJFgT+rFP5o12wo9MmB4pst4OyI9twPSex0mOz9QAACAASURB\nVI4QapzG5CI6Uqg9Im8vLFoUJ7AA5XPmMGvWLAIlJfQGhgSDXOMPMsoX4JzaBvrVNJBWWY+rugFn\nTQOOhmiUtlaVOoeJWTrcDlwpLjwZ8T3YHy+5jI+XXNYO1ncth44cYsuOLWzatomNWzeyZfsWdu/d\nnTD3NCc7h+JBxRExHTxoMIUFhTgd7SdcEW/0DOiNT4S/2o/vQHxHU/qwdPpO79ukbvrwdAbdOQhv\nvjfS4RQmUBcw12kUK22uie/MckKQqEca8kb9daaNFxsbPR1vtKPokSJ792HY+CIcaKf8WD+wFpOe\nFB42Ge5l7wg2Aa8C7ybpiMqrD/Loqr30rawnPagRm5yY5mfki5jhxuFM7F2czSxfvpyXX3gZrVfU\nrUy8YiKpmalGULdt5P0d73P4aNPcU4fDQf9+/Rk8cDBDBg1hSPEQBg8cTK/s5DmQ3QkNKOJsKkhH\n3zrKnt/siXqkhV6yzs8ifWjTpj+Ap48Hv9dPTVlNJCWqbp9p5jecbDDXCYlprwt7RZr44pJIDD+W\nQF0Ah7trvdHToUeK7Cfq4ZMBePUfQH0KhcPO5bt3/88pdXoFgfWY0Un57WxnonutA/4P2BBUHEkW\nfRtY5eMiBUdOSrv/iscKmHiE6z5zHZddduZ4tv9+7d/87Ic/w3HEQTnlHOQgL6x+oUm91JRUBg0c\nFCemA/sPxOs5e3901r+3nlULV5lmlRsmXzWZ8z9yfpN6/mo/lVsqmyTnpxWnMezbw5rUz5mUQ85F\nOU2+SxpQk04VjpMmauKH4qWZozPx5ntx57ojnY+R66CoKA6nI+KNOt3OSCfTmeCNng49UmQfBOYP\nzifzZAO//vazp5y6pcBmTJggr43nLl+2jBcWLaLe5cLj9/OZmA6rKsyoqHpgWugeC1X5t0J6Q4BJ\n+yv5/J4TVPc9n59/8z72/OSHkesOuvc+bh9/SYfE4JYvX85zP36OC8svjJQ9V/4cAJdecmk0k8Af\nJBgIgkJKr6YhmEB9gKM7j0br+s15DreDwvGFTerXV9Wza/GuSLpROP7mTnNzzn+cw7ad21i6cimv\nrXiNVe+uIqjxTf5ssnG73UwaPokx08YwZNAQ+ub1jQwx9Vf7OfzvwxzbfMz8MTtCHn+ak9yS3Kb2\n1wU48e6JSL1wp5UjxUHW6Kbtl2B9kJrSmmhHVegch9tBSlHTz0cDprOn8fXFKTi8iSP0sbNBhVlS\nvgRup4nQNhxr4Oiyo3gLvKQNSaP3xb3xFnhx5yTurAg2BFvdxM+5OAdPvgdHuiM+9CGY1DmPE4fH\ncdZ5o6dDjxTZh3Hww/4Obp14z2nlxm7F9NI3jUo1z/Jly/hxow6rXTNnshj4sKSErZie/ixVfhZU\nnAFl4r6TfKf8JB+p85Of4SE7w4NcdhlHf7+VeQMvwRF0EnQE+OSMaUwdN+mUnwlMrGvf6n3UHqul\n9kht5PWPa//IRUcuiqt7YfmF/OPZf7D1nq2RxPRwTCyzKJPrn7u+yfXrjtfx5pw349NhXEJaXlpC\nkQ36g1Rsqoh0rFX7q9l0aBPrD61n4683UnE0fibVIooYxjCKKaaAAtJIY0X2Cm6YfAN9LuzT9IEV\nArWBqIcVNJ1MzvTEP1RBX5AT752Iq0sQXFmuhCLrr/Kz74/7IvXCqULuXm6G3d/Uc6w/Ws+2h7bF\n2xNUPHkezn303Cb1fRU+Fj22iI/xsbjykmMlrF60uonIpvZPZei9Q+M/gnAvfigNKlkT31voJesj\nWfS5uo/JAgiJvqKR9K9ws97p6j7e6OnQI0X2QYIEqiu47Zr/arlyEnYCpZiRTW0lUYdVxZw5rJk1\niwsuvYwKVSoCypD9J7lmXyXj6vz0y/DQK82NI2ZGouXLl7Ppxbe5sXxapOztF99m+ZBRcU34oD/I\ngfcOUHe0jtqjtZEt0BDgiv+5IlKnvrqehpoGqg9Ws/7Z9bjT3LhSXBHvw5Ekz+Fk6UmGXDnE9OyG\nc2FD3ua8L80zHRb+mN7fQLDp+4ByfNdxnrvyufj82kCQgD/APt3HB/IBO9lJuZabXvgQGZLBcPdw\nRnhHsLduL9MapjWx0XfEx97f7aX82XLzLB4HDq8D8Ujc+8i+x0GwNsj+v+xPWK/3pb0TnhOoCeDw\nmB+NMJ7eHkY+PLLV3w9vHy9jfzG21fU9fTxkjcyCbU2PaX18fDO2Fz+uib+vDhxE4qPeAi+9R/Q2\nSf55nogXHvZGw1tP8UabY926daxatSrp8R4psiP7jiU4eAPr39zF0OuGtnxCI/Zgvs99aOMIptBr\nfZIOq+PiwLX3BHfur+QjNQ30z/CQk+LCnZK4/ssvvBzXdAfjWT7/8+fJPZhLQ3UDDTUN+E762P36\nbuMxikRzB/3Kc1Ofo6GmIdL8dqe5cae78aR5Ih0QDpcDd5o76czy3lwvgy4fFPVkHVGPNjJyyilR\nz7XR+yavDuHQ8UMse2cZS1cvZcU7KzhReSLyATqdTkYNH8UF51/A+LHjKR5YHGn6J2o2L++7nCs/\nfyVjx4014l4fNJvPvKovpiymPLwfqAsQPBlE6zV6zBcaaeZLfA4SGm3mTSzgccKd4FjkNeYa4m36\ngyCukIeYZBoDf7Wf/X/d36SJ7y304inwkDIwheyJ2XgLvTgznNF0J+uNtppx48ZRXFzMCy80jf1D\nDxXZb+Xthdcd3PmPL+JNm9umDq8DmN79PFo/Bd5R4F/AP4HvAO4k6xSNPlzFwxXV5HicpDQTU/VV\n+Xjtvtc48PYBRtLUQ/Id8XFk+xE86R7caW6y+mcx4a4JTUTUne6OlLVmyGRwebBJTHZN/zV8/iuf\nZ9hlTZu9bcFX72PNujUseWsJS95awvZd2+OO5/fJZ/zY8Yw/fzxjzh1DWmpawuuEm8arF62OdM5N\nmTYlUi5uMYnuiTvG2404MU8gwuFXbYgX7obqhmbP0XqNfx9QHB4HBY4CXnO8xseC0ZDBa87XGOsd\nS9AfJPP8TPKuyjOx1wx3VETd1hvtaHqkyB759DHzym6+/vOvA7RKaA9jevdziZ+1PlEn1kUlJazE\nCOvbmGVFvg2Uq7LrY1Nxf+f/0fCD6MipAffexz0XXEphovHToZjkvtX72Pf2Po5sO0JmUSapBalG\n9RvRe1RvLnug/Xv8wyGIf77wT5NW43XwuU99josnXWzmCE1CslGFpeWlLF21lNdXvs7q91ZT54sO\n0fB6vIw+ZzTjx4xn/NjxFObHx2qbG1k2ZswYxowZY+4dTu4P5wPHmBI+FlMQf6xRWZsGAoTxYDzP\njNOfx1XRJnm0GjSiO7J+JIUbClm1YhUSEBwZDqZ/fDrjLx4f9UZDLQvrjXYuPXJYLbPjy1oznPY4\nsBIza35syyxRJ1b/mTO55KqreL+khGuBEuB14PeBIHmV9Vyz/Qj7nnmat+ctxhnTYXX3LXdQX1XP\ngbUH2PXvXexfs5+0vmmcKDtB9oBsiiYW0W9iPwrGFeBKcSXs7V/Tfw2fv/fzp5xWFVnpsyHYdJhs\naFyvK8WFw9VUNFr6462qruKttW+xZNUS3lj9BuUHyuOOD+w/kPFjx3PB2As4Z8Q5uN1Jhua1UiMi\n9kjT98n2Wzoe+4xxzxu7m6C8LXVPu9zS6dhhtS3Q0nDaWsyY/yyahr6SjbraM2sWPysp4R/AZ4NK\n8Yk6vrj1MBf6g3z47irWv/IOn47psFrx3Arm/KmC/ONmWjt3mpuC8QUMuXII/Sf1T5gKFfEs//JP\ngr4gDq+Dz3+6eYGNnVw52BCMTooRFgOn4EnzkNIrxYQV0k3eossb6gBzt249ejAe7Pr161mwYAH/\n+te/WL16NQ0N0eF2GRkZXHDBBUyePJkJEyaQl9fWRDiL5czHiizND6cNYEIETsxw2MYk68QqdTq5\nLqice7yWe7YcYlxQGZLuIcvj5FsJOqwuOX4JK7JWMONbMxh4yUAyizJbZftll10WEdXw2kkNNQ2R\nGa00qHEej9PjxJ3ujopomqfJBBmnw+HDh1m8eDHz589n8eLFVFRE06scDgfnnHMOEydOZOLEiYwc\nObJDF+azWM4EerzI5sxL5Wv/m3w47TbMPATJfKyqJJ1Yvtp6HnizjHMVhmR4yMLEBctWllNZVpnw\nnNxhuZx343mttj3oD1JfVW9W8wwJabhjKz0tHU+mJ+KBRlJu2rljw+/3s3r16oi3um7durgYbG5u\nLhdeeCGTJk1i/PjxZGV11GBji+XMpEeKrPwbLtsLe92pfPEL9yXt9CrH5MImG2zwKrB/2jT6zpxJ\nRUzIIPeeb/PVIRdyTbqHTMyIpZW/epetL241Sx33TizMyUbzxOKv89NQ3YAGFafXSfbAbNLy0vCk\ne9rUlD8d9u7dy4IFC1iwYAGvv/46J0+ejBxzuVyMGTOGSZMmMXHiRIqLi2280NKj6ZEim3Gxm8vW\nX8G0r92ddMTXcWAjJpMgkUT8Dfgd8FRJCT946x08Qy4lo94BDj9Xz7iKOy++lMr9lSx6bCV7VuzB\n4XIw8rqRXHDnBYzcODJxh9WnP9/kPqpq8l1rGxAEb7aXvFF5pPZObTJDVkcSCARYsGABTz75JIsX\nL4471q9fv0gI4Pzzzyc19dSm+7NYuiM9UmTTfJ5mBbYOeA/T0ZXoA3oGeBGYAzz0yiJyfr2UG3df\nGTm+5u9r+P1uD/q64k5zM/neyZx7w7mReGdLHVbh0VfB+iA4ID0vnbxReaRkp+BKMjChozhy5Ai/\n+c1v+PnPf86ePXsA8Hg8XHDBBRFvtbCw6VBYi8Vi6BYpXCLySeAxzPiAR1X1N83U1RtvhOFrh3JV\nkoUT38bMCRteXDk2D9bp91MzbRqfLynhR0Fl0OU3c82bw5tcY1XeKn7wkx/Q59zWDbwN1AdMfNUf\nxOlxklmUSXrfdFKyU067M+pUWLt2LU888QQvvPBCZAXV/Px8ZsyYwdVXX91lS09bLGci3TqFS0Rc\nwI8x+f6VwFoReVFVjyY7J9MHc3buZNbcuU1E9iRm0EE4DpsoD7bXzJn8T1C5O3MYmyoTx1d7DezV\nosA21Jhhryh4Mjz0HtabtNw0PJmeLolj+nw+/vrXv/Lkk0/y9tvR1bwmTJjADTfcwMSJE202gMXS\nRs56kQUmAptV9QCAiPwLM0Pgn5Od8NIBKC+C3EPlTY6VE58LmygP9vicOYz8yre4+qavs+l4TcJ7\nJOvECk/CApCWm0bO0BxSe6XiTkuSeN8J7N27l1/84hc8/fTTHDlyBID09HSmT5/OjBkz6N+/f5fZ\nZrGc7XQHkS0C9sW8Lwf6NXfC0U/AIiBn/i7mL54fyS5oCJ2cE1M3WR5sr4CbTV+aR25ZLsszlnNZ\nVXQAQGwnVrjjKrxURlpeGnkj80jplYLL23Ufv6qyZMkSnnjiCebNmxdZdmXIkCHMmDGDqVOn2g4s\ni6Ud6A4ie8pB5WOfqGXu89EJYg4RXQU2jKtxHqwqY/60kWm/8XLMe4yvPv1VPqj6IK4T6+ZP38yk\nj0yi5lANCKT3MR1XqTmpnbag3dKlS5kyZUqT8pMnT/Lss88yd+5ctm83k7A4nU6mTJnCDTfcwOjR\no8+6lKt169Yxbty4rjajU7DPevbR5SIrIiXAt4DxGK/0C6r6+0Z1voyZX6UAs1DAN1T1zdDh/cR7\nrv2B5JM7NiJ2SO0umi5w6Jw2jbQbb6LXSTcpJxvotfMI5xwtIHXAOXz66f8gNSeVQgq59NJLo6lW\nIngzvfQ5pw8pOSk43Z0fx2wsslu2bGHu3Lk899xzVFeb1Vd79+7Ntddeyyc/+Ulyc5uuAHC20F3+\nGFuDfdazjy4XWcykcxuA3wPP0sgzFZHPAD8F7gLeBL4CLBCRc1V1LyYZYLSIFGH6raYDD7f25uEh\ntScwvWaxAw9WA1tP1jF0xSH+48DFodLhLM1Zxie+No3UHNOcDgaC1B6uJaMggz7n9iGlV9cIa2P8\nfj///Oc/eeKJJ1i2bFmkfMyYMdxwww1ceumluJKEQywWS/vQ5X9hqroAWAAgIs8kqPJN4HcxaVl3\ni8h0jOg+oKp+EbkXWEI0hetYa+4du0Jt4w6vaoxSZzz5fIzAGqYcK2He3+Zx+eWXE6gPUHuslr6j\n+9Jr4JmxqmlFRQXLli1j0KBB7N+/HwCv18uVV17J9ddfz5AhQ7rYQoul53BG5cmKSCXwFVV9NvTe\ng9G7/1TVv8fU+xkwWlWnnMI9zpwHtlgs3YqzMU82DzMB1sFG5RWY+GybSfQhWCwWS0fR+UOJLBaL\npQdxpovsYcyUrvmNyvNJuPCKxWKxnFmc0SKrqvXAu5gRXLFcCbzV+RZZLBZL2+jymKyIpAPhGVYc\nwCARGQccCaVo/QR4TkTWYIT1S5h47C+7wl6LxWJpC2eCJ3shsDa0pWAyp9aGXlHVvwDfAB7EzEB4\nMfDxkABbYhCREhH5p4iUi0hQRG7paps6ChH5fyLytoicEJGK0HO3flmJswgR+YqIrA896wkReUtE\nPt7VdnUGof/noIjM7WpbTpUuF1lVXaqqjtDmjNm/LabOU6o6WFVTVPXCmNFelnjCAzu+jln/sTun\nq10O/Ay4CPgo4Af+LSI5zZ51drIXuA/4CHABZvHjl0Tk/C61qoMRkcnAHZjv9Fn7XT6j8mQt7Ufj\nnOPuTijsdAK4TlXnd7U9HY2IHAG+o6pPd7UtHYGIZGP6Y24HZgMbVfXuLjXqFOnymKzF0k5kYVpm\nrRrtd7YiIk7gRkxobVkL1c9mfg38VVXfkLNtxqJGWJG1dBeewMTsV3a1IR2BiIzBPJsXEwr6tKpu\n61qrOgYRuQMYAnw2VHRWN7etyFrOekTkJ5gO0Uu1+8a/tgJjMasi3Qj8WUSuUNV3utas9kVERmKW\nz7tUVQPhYhKvZ3pWYGOy3ZSeEpMVkceBTwNXqOr2rransxCRxUC5qn6hq21pT0TkVuC3mEFIYZwY\nbzYApKtqQxeYdspYT9Zy1iIiT2C8uh4lsCGcnAHZQR3Ai8CamPcC/A7YDvzv2SawYEW2W9GKgR3d\nBhH5OXATMAM4ISLhCYMqVbW66yxrf0TkB8A8zIycmZhY5eWYuZO7Fap6ApMlEkFEaoBjqrqla6w6\nPbrjL2FPptmBHd2MuzALWbyGWR0jvN3blUZ1EPnAHzBx2X9jcmWnq+riLrWq81DO4s4vG5O1WCyW\nDsR6shaLxdKBWJG1WCyWDsSKrMVisXQgVmQtFoulA7Eia7FYLB2IFVmLxWLpQKzIWiwWSwdiRdZi\nsVg6ECuyFovF0oFYkbV0OiLyjIi80tPubemZ2AliLF1Bh49FF5GlmCVLvtbo0NfowrlJReSXQK2q\n3tNVNlg6Fyuylq6gyyZhVtXKrrgvQGgZlWuA/+oqGyydjw0XWLoKBRCR6SKyXESOisgREXlVREbF\nVhSRdBF5VkQqRWS/iHxLROaJyO8SXVhEngFKgK+ElpMOisjA8LHYcIGILBWRX4jIj0P3rxCRu0Uk\nRUR+KSLHRaRMRP6r0T3uE5EPRKRGRDaIyOda8cwXYpaPOeXVlkPLvq8KfRbHRWR1d10KvbtgRdbS\n1aQBP8EI0OWYuURfERF3TJ0fY0RzBjAVM9XfpSQPOdyNWQ/rt0BBaCsPHUsUqvhc6L4TgR8APwVe\nBjYD44HfA78Vkb4AIjIH+ALwZeAc4PvAr0Tk4y086wxgnqoGW6iXEBFxhexahlmKZiLwOPGrCFjO\nNFT1rN6AXsDbmEX0NgNf7Wqb7Nbi/9kzwCtJjqUDfuDi0PsMwIdZODBcJw04Cvy2mXssAZ5s6d7A\nUmBFozoVwEsx710hG24I2VcDXNLonJ8C81t47s3AjFZ8Pg8Ct8W8/xMwCegNBIGSrv4/tFvrt+7g\nyZ4ELlPVj2C8oXtFpE8X22RpJSIyVET+FGp6nwA+xLSwBoaqDAXcxCxJoqo1wKZ2MkGBDY3KKoCN\nMffzY5Ya7wuci5kQfWGoyV4ZWk/tS5gVVhMiIsOAwcDCVth0PfBu6DwXcDWwWVWPYn4kFobCJfeI\nyIBWPaWlyzjrO77UNL3qQm9TMR5HXfIzLGcI4Sb7PGAPcCewD9P03QJ4Wji/PTvOGq8bpUnKHDH3\n/STG7uauE8sM4N+qWtucISKSA/RT1fWhoguBrapaBaCqt4nITzFLz1wLzBGRGaq6qLnrWrqO7uDJ\nIiLZIrIe86V/UruwB9nSekSkNzASs0De66q6Dcgi/sd/J0a8JsaclwaMbuHy9XSME7EF80NerKq7\nGm3NraN2HfBSK65/OfBGzPspwGsikhsuUNUNqvpDVb0CE+64pa0PYek8znpPFiKLr50f6phYIiKL\nVPWDrrbL0iLHgMPAnSKyD+gH/AgTkwVAVatE5LfAoyJyGBNOeBDjUTaXa1sKTBSRQUA1ZjHJRPUT\npZMl9ZJD9jwGPBZKyVqOiRtPBgKq+nSTG5jw1SRMTLclPgrsDp3nDJ3zIPBfIjIPE5Z4GbOe2RBM\nB9gvWnFdSxfR5Z5sKCXlnyJSHkq1afKrLCJfFpHdIlIrIu+IyKWJrqWqFZhf9nEdbLbl9FCAkOh9\nBiMUG4G5GEHxNar/LYyY/ROzcOJ64B2aDws9hvFmtwAHgXDssnF2QaJsg2YHSqjqLGB2yK5NwCJM\nHHVXklOuAdao6qHmrhviCmCwiNyMyWB4AZNJUY7pcBsO/BXYhonP/gF4tBXXtXQRXb6QoohcDVyC\nyQ54FrhLVZ+NOf4Z4DnM6qRvAl/BfPnOVdW9Ie+1VlUrRSQb88f4KVXd3smPYukkRMQLlAGPqurj\nXW1PS4jIS8CbqvpYC/X6AG+ranGnGGbpFLo8XKCqC4AFEEkib8w3gd+p6m9C7+8WkekY0X0AKMbk\nKIabj49Zge1eiMg4TK/+GiATuB+TSvVCV9rVBlYAz7ei3hWYHFhLN6LLRbY5RMSDSQb/YaNDi4CL\nAVR1DfCRTjbN0vncg+kk82NaPSWqur9rTWodqvqjVlYdjcm2sHQjzmiRBfIAJyamFksFZhRPmxGR\nro2PWNqDjwJrTeOl+yEiZ4uHbmmEqjb5UnZ5x1dX0NUjQDpje+ihh7rcBvus9ll70rMm40wX2cOY\n5PT8RuX5wIHON8disVjaxhktsqpajxleOK3RoSuBt071urNnz2bp0qWnYZnFYrEYli5dyuzZs5Me\nPxNSuNIxuX9gemF/ALyCSR7fKyKfxqRwfRkjrF/CpHCdp82PsEl2P+3qZ+4Mli5dypQpU7rajE7B\nPmv35Gx7VhFBE8RkzwSRnQK8HnqrREfbPKOqt4Xq3AXcBxRiktbvUdVTmpOzp4isxWLpXJKJbJdn\nF6jqUloIW6jqU8BT7XXP2bNnM2XKlLPqV9JisZyZLF26tNnwY5d7sp2N9WQtFktHkMyTPaM7viwW\ni+Vsx4qsxWKxdCA9UmTbksI1ZcoUHA5HZHM6nfTr149rr72WlStXNqn/4osvcvXVV9O3b188Hg8D\nBgzguuuuY+HCphPiT58+PXLdCy+88HQfq0N45plnIjbu2dN4jur2IXz9hx9+uF2ud/DgQW677Tb6\n9u2L1+vlvPPOY+7cuS2ed+utt8b9Xzfews+/dOnSpHVee+21dnkGy9lDSylcXd7x1RU094Ekw+Px\nMH78eHw+Hxs3bmTevHm8+uqrrFixggsvvBBV5fbbb+eZZ56J1B8xYgTHjx/nlVdewel0ctVVV0Wu\nV15ezuLFiyPv3333XTZv3sx5552ZC4+G4k1dbUaLVFdXc/nll7N9+3bS0tIYPHgw77//Pl//+tc5\nfPhws0I+bNgwJk+eHFf2/vvvc+LECVJTU8nJyYk7Fv5OxNKrV6/2exjLWUG4Ez3pd6urh6J1wdA3\nbQuXX365iogOHjw4UjZ//nwVERUR/cY3vqGqqr/+9a8jZdOmTdPDhw9H6peVlenzzz8fd905c+ao\niGhubq4OHTpURUTvvffeVtn0zjvv6HXXXae5ubnq8Xh00KBB+vDDD8fd7+abb9b8/Hx1uVxaVFSk\nd955p1ZUVETq3HLLLSoiWlxcrH/5y1905MiRmpaWpiUlJbpt27a4Oo232bNnq6rqt771LT333HM1\nOztbXS6XFhYW6i233KIHDhxolb1LlixJeP3i4mJVVd22bZvOmDFD+/btqx6PRwsLC3Xq1Km6cOHC\npJ/Nj3/8YxURdTqdunHjRlVVvffee1VE1OPx6MGDB1v1GauqnjhxQrOyslRE9Mtf/nKkPGx37HfC\nYglpS1PNSVTYnbf2ENl58+ZFBOGee+5RVdUJEyaoiGhqamqr/pCHDx+uIqJf/epX9eGHH1YR0fz8\nfPX7/c2et2LFCvV4PCoi6vV6dcyYMZqfn69XXHGFqqoePHhQi4qKIraMHj06Un/EiBFaVVWlqlEB\ndbvd6vF49Nxzz1WHw6Eiopdccomqqj7yyCORHwAR0fHjx+tFF12kv/nNb1RVdfTo0ZqTk6Njx46N\nO3/ixImtsnft2rU6efLkyPUHDBigF110kd5www2qqjp+/PjID9GECRN0wIAB6nA4dM6cOUk/n6lT\np6qI6KhRoyJlb731VuQef/rTn1r8vwnz/e9/P/IZ7dq1K1IeFlmPx6PZ2dmanZ2tkyZN0r/97W+t\nvral+2FFNkZkH3roIV2yZEmrPriwyHq9Xp00aZKOGzdOXS5X5I9szZo1qqqalpamIqJjx45t8ZrL\nly9XEVGHw6Fr1qzRnTt3RkTg5ZdfbvbcK664QkVEc3JydOvWrZHydevWqarqd7/73Ygn984776iq\n6quvvhq5/ty5c1U13kudN2+eqqp+85vfjNhVV1enqqrPPPNMpKysrCzOlg0bNmgwGIy8f/rppyN1\nw6KUzN733nsvsh+2I9YbV1XNyMhQEdE333wzUlZeXh7xtBMxcuRIFREtKSmJlH3wwQeRezz66KNJ\nz42lrq5OCwsLVUT0P//zP+OOhUV2wIABOm7cOE1NTY1c/6mnnmrV9S3dx92hKQAAIABJREFUhyVL\nluhDDz1kRTbywKfoyYbFw+Vyab9+/fSaa67RlStXRuqF/9DOP//8Fq95++23q4joOeecEym7+OKL\nVUR0xowZzZ4bFvPbbrst4fGrr75aRURHjhwZV56Tk6MiorfeequqRkU2JycnUidWJPfs2aOqqr/7\n3e+Siuyzzz6r48eP1/T09CZN/rAwtmSvanKR/exnPxv5MRsxYoRee+21+vjjj0e88UQkEtkdO3a0\nWWRjP4vYHwRV1UOHDsV5tnv27NGCggIVER02bFirrm/pfiQT2R7Z8XUqFBcXs2tXsiWcYPTo0bzz\nzjts376diooK+vbtm7BeTU0Nf/nLXwDYuXNnpKOkrs4sV/Wvf/2Lw4cPk5eX16w95v/09IntqHG5\nol+Hlq7/5ptvcsstZjm2vLw8Ro8eTWVlJe+//z4AgUDgtO199tlnufbaa3njjTfYsmULixcv5pVX\nXmHp0qW89FLihV8HDhwY+T8IE7s/cODAFu8bDAZ57DGzUszUqVMZNy5+ybi8vLy4/58BAwZwySWX\n8I9//IO9e9s8nYalm9MjU7g6gjvvvBMwYnnLLbdw5MiRyLFdu3bxhz/8AYC//e1vVFVVAeD3+6ms\nrKSyspKGhgYAGhoaInUTEe79fumll9ixY0ekfMOGDQBMnGhWzt6xYwfvvPMOAK+++irHjx8HYMKE\nCW16rrS0tMh+2G6A1atXAybrYOPGjaxatYqbb745UtaSvevXr4/sp6SkNLk+wLJly7j++uv5xS9+\nwdKlS/nud78LwJIlS5LaO336dAC2b9/Oxo0bAfj73/8OmGyAj33sY4BJtRs1ahTnnHMO+/fHL7Dw\n8ssvs337dkSE+++/v8k9/vjHP8bZX15ezptvmqk0iouLk9pm6aEkcm+780Y7dHwl4wtf+EKkWRru\nTOrfv786HA69/vrrVVV1ypQpSWO3V155ZYtx3bfeeku9Xm/kHqNHj9b8/HydMmWKqqpWVFREOr5S\nUlL0vPPOU7fbHen4qq6uVtVouCD2ucKhARGJhAY2bNgQKSsoKNDJkyfrihUrdPHixZHy3NxcHTVq\nlObm5kbK3njjjVbZqxrt4PJ6vTphwgR94IEHVFW1X79+mpqaqiNGjNBx48ZFnuPSSy9N+vlUVVXp\niBEjVEQ0LS0tsu9wOPTBBx9s9lnDXHTRRSoiOmHChIT3CH92ffr00bFjx2pKSkrkHs8++2xS2yzd\nG5KEC6wn2wIiEueZNcdvf/tb/v73v3PVVVeRnZ3Nzp07UVU+/vGP88UvfpHS0lKWLVuGiHDDDTc0\nOT9ctmnTJt57772E97jooot46623uO6668jOzmbHjh2kpqZyxRVXANCnT5+IV5mTk8OOHTvIz8/n\njjvuYMWKFRHPNNEzhctij40ZM4ZZs2aRn59PRUUFa9as4fjx40ydOpVHH32UoqIifD4f5557Lk89\n9VST81uyF+DJJ59kzJgxiAhr166NeLy33347559/PseOHeP9998nPz+fm266iT//+c9J/w/S09N5\n4403uOWWW8jIyKCsrIxRo0bx+OOP88gjjzT7rADLly9n1apViAj33Xdfwnt8/vOf58YbbyQzM5MP\nPviAnJwcrrzyShYvXhzx5i2WMD1ygpiHHnrIzsJlsVjahfAsXA8//DB6Js4n29mInYXLYrF0AGJn\n4bJYLJbOx4qsxWKxdCBWZC0Wi6UDsSJrsVgsHUiPFFm7JLjFYmkvzvglwTsbm11gsVg6AptdYLFY\nLF2AFVmLxWLpQKzIWiwWSwdiRdZisVg6ECuyFovF0oFYkbVYLJYOpEeKrM2TtVgs7YXNk22EzZO1\nWCwdgc2TtVgsli7AiqzFYrF0IFZkLRaLpQOxImuxWCwdiBVZi8Vi6UCsyFosFksHYkXWYrFYOhAr\nshaLxdKBWJG1WCyWDsSKrMVisXQgPVJk7dwFFoulvbBzFzTCzl1gsVg6Ajt3gcVisXQBVmQtFoul\nA7Eia7FYLB2IFVmLxWLpQNoksiJynoiMink/TUT+KCIPiIiz/c2zWCyWs5u2erK/BcYBiMgA4CUg\nB/gyMKd9TbNYLJazn7aK7EhgbWj/U8BqVf04cDPwX+1pmMVisXQH2iqyTqAhtP8xYEFofxeQ315G\nWSwWS3ehrSK7GbhLREowIvtqqLwIONyehlksFkt3oK0iex9wB7AUeF5VN4TKrwNWt6NdrUZEBojI\nUhHZLCLrReRTXWGHxWKxJKLNw2pFxAVkqerRmLJioEZVK9rVutbZUwD0VdUNIpIPvAsMV9XaJPXt\nsFqLxdLutNuwWlX1A8NFJCN04Vzgk8DFp23lKaCqH4Y9alU9iAlb9O4KWywWi6UxpzoY4evAXhFZ\nCdwD7AAuaDerThERuQBwqOq+rrbFYrFY4BRFVlU/C/QBvglUA98DTrSjXW1GRHoDvwfu7Eo7LBaL\nJZZTHlarqn5VXamq3wcmA8dP5ToiUiIi/xSRchEJisgtCep8WUR2i0itiLwjIpc2Ou4FXgS+r6qr\nTsUOi8Vi6QhOSWRF5DYROT/8XlUDgO8UbUgHNmBCELVAXK+UiHwG+CnGWx4HvAUsCI04Q0QEeAZ4\nXVX/eIo2WCwWS4dwSpN2i8iDwPVAP+ANYDcwWFU/c1rGiFQCX1HVZ2PKVgPrVPWLMWXbgb+p6gMh\nr/YNYD0Q7tm7SVU3J7mHzS6wWCztTrLsAtepXExVvwd8T0RygMuBjwLnikgpsAyYp6p/OQ17ARAR\nDzAe+GGjQ4sIZTOo6puYkWgWi8VyxnFKIhtGVY9hJol5CUBE+gBXAKOB0xZZIA8joAcblVcABad6\n0dj1eKZMmcKUKVNO9VIWi6WHsnTp0latFXhGrfHVOFwgIkVAOVAS8ljD9b4LfFZVRyW+UrP3sOEC\ni8XS7pyta3wdBgI0nXwmHzjQ+eZYLBZL2zijRVZV6zHDZKc1OnQlJsvglLBLglsslvbijF8SXETS\ngeGhtyuAHwCvAEdUda+IfBp4DjMx+FvAl4AvAOep6t5TuJ8NF1gslnYnWbigVSIrIo9jkv3fVNVg\nOxs2BXg99FaJpmE9o6q3herchZkBrBDYCNwTG6Nt4/2syFoslnbndFO4UoHnAa+IzMNkEyxMNtNV\nW1DVpbQQtlDVp4CnTvdeYWbPnm2zCiwWS7vQUpZBq8MFoZFVFwIzMPPHDgb+jRHcV1T10Oka2xlY\nT9ZisXQEpxUuSHLBYUQFdxKwBiO4z5/Js2BZkbVYLB1Bu4tso4v3Aa4BrgVWqOqPTvuiHYQVWYvF\n0hG067DaxoRCBb8NbWc8NiZrsVjai3aLyXYXrCdrsVg6grN1xJfFYrGc1ViRtVgslg6kR4qsHVZr\nsVjai3YfVisiHwe+AgwBpoWGvt4B7FLV107D1k7BxmQtFktH0C4xWRH5HGae2B2YwQju0CEnZtir\nxWKxWGJoa7jgfuAOVf0G0BBTvgr4SLtZZbFYLN2EtorsMBJPMVgFZJ2+ORaLxdK9aKvI7gdGJii/\nDNh5+uZ0Drbjy2KxtBft2vElIvdh5nL9b2Ah8EmgGHgMmK2qPzsNWzsF2/FlsVg6gnabu0BE5gD3\nACmhIh/wmKrOOm0rOwErshaLpSNo1wliQqsZnIsJN2xR1crTN7FzsCJrsVg6gg6dhetswoqsxWLp\nCE55Fi4ReYX4ZWGSoap67SnaZ7FYLN2S1kx1eIRWiuzpm2OxWCzdixZFVlVv7QQ7OhU7n6zFYmkv\n7HyyjbAxWYvF0hG028oIIuLGLKg4EPDEHlPVZ0/ZQovFYumGtHUwwijgFczkMA7AjxFqP+BT1cyO\nMLI9sZ6sxWLpCNprZYSfAmuBbKAakys7AVgH/MfpGmmxWCzdjbaGCy4ELlfVahEJAk5VXSsi3wbm\nAmPb3UKLxWI5i2mrJytAbWj/ENAvtL8PGN5eRlksFkt3oa2e7GaMt7oTWAPcLyIB4E7gg3a2zWKx\nWM562iqyc4C00P4sYB6wBDgMfKYd7epQbJ6sxWJpLzo8T1ZEcoFjqho8rQt1Eja7wGKxdAR2gpgQ\nVmQtFktH0F4LKf6viHwxQfmXROSR0zHQYrFYuiNtzS64GZMn25i1wC2nb47FYrF0L9oqsn0wnVyN\nOQLkn745FovF0r1oq8juBS5PUH4ZUH765lgsFkv3oq0pXL8EHhcRD/BaqGwq8H3g0fY0zGKxWLoD\nbRXZnwB5wBOAN1TmC73/YTvaZbFYLN2CU11IMQMzOQyYhRSr2tWqDsSmcFkslo6gvVK4zhORUapa\npaprgF7AL0XkARFxtpexFovFcrYwf/4yrrrqwaTH29rx9VtgHICIDABeAnoDX8YMuT0rmD17drPD\n4CwWi6U1zJ+/jDvv/DWLFiWPvLZ10u7jwERV3S4i9wDXquoVInIF8IyqDjptqzsYGy6wWCyNCQZb\nvwUCZvP74aabHmTFiu+FrtI+y884gYbQ/seABaH9Xdg8WYvF0gGotk0Ag0EjgOEtEACfDyorYds2\nOHIEjh8328mTUFUFw4aZOnV18ds775jyhoaosAaDkJUVrtOyhJ7KVId3icg8jMg+ECovIvEgBYvF\n0knMn7+MJ59chM/nwuv1c/fd0/jEJ0o6/L5tFcCwWMWKYHh/zx4jgrFCWFUFQ4YYoautjQpgbS2s\nXm1e6+vN8fD1+vY1ZXV1RiT9fvB4TB0RcDrB5TKbxwMnTkBGBqSkmK1XL0hNNcdTUyEzE7KzISfH\nbIMGmbL77/ezcmXzn09bRfY+4GXgW5jwwIZQ+XXA6rb+51gslvZh/vxlfP3rC9m5M9o1snPnTFTh\n6qtLWi2AibzA2PfHjhlBOnYsun/ypBEdvz9eAOvqYMUKqK6OeoPhbeBA8xqu7/OZc4JBI4IOR7wQ\nDhsG6elG8MJCmJJixDclxRzLzjYeZk6OKc/ONsKZlWWOezzmWk6nuX54a/y+8TFpEgCIMnPmNL7+\n9Zlxn3tj2pzCJSIuIFNVj8WUFQM1qlrRpot1ATYmazmTCTeNw3G/ZPuBgPHU6uvN/h13PMjKld9r\ncr0RI2bx6U8/QlFRtNlcUxMVteXLjUj6fGYLe4TDhpn6jZvPJ08aG0WiHqHTCQMGGCELi19YDPfv\nN+KWnm4EL+wRDh9uvMWwCGZmmi0tLSp6zYlf7PHmRLAzmD9/GXPnLmbhwu+1z1SHIvJx4CvAEGCa\nqu4VkTuAXar6WvNndz1WZC3tjWrLohgMGvGqrzceX6xXFy4PBMx+TY0RwJoaWLXKNJ0rK02zOXxs\n1ChTP1xvy5bZ1NbOTmDdbFyu2eTlGaHzeqMCmJoKBw8a7y4tLV4IR40yYpiZGS0Li2FGhhHO1gjg\nmSCCnUWyPNk2hQtE5HPAr4D/w8Rk3aFDTkwo4YwXWUv3pzWxyZa8xfBrbKyvsUD6/cazq6yMNqGP\nHjVxxOJic42amvht5UpzTvha4Y6U7GzjKTY0GPFLSzNbZaURqrCHmJYGBQVQWAh5eea87Gz41a/8\nbNzY9LP46EcD/P3vzTePe4oIthuN4yuBQLMfYltjsvcDd6jq8yJye0z5KuB/TsFci+W0CHt/YdH7\n17+WMXPmQsrKojGyLVtmcvfdMGlSCX6/8f7CfxNhTzC8rV4Nhw6ZOGJ1dTS2OGKEqV9TY8rDr4cO\nmb8ziDad3W7o3980h9PTo4KZmgrjx5v93r2NSPbta0SzTx9T1qtXNG6YbEv091xc3DQ2OHToA3zz\nm9Pp1aujPv0znERimGw//IsXblKEf03DgelweSCQ+F6u5FLaVpEdBryVoLwKyGrjtSyWhIS/7+Hv\neLg5HRa88GtNjfEKjxwxzdfqanjiiUVxAgtQXj6H+++fhcNhOoBUTbM51msMv544YUQs/D4vzzSP\nhw0zHSpZWdGtVy+zhTtYPB4jsM0JpKOtw39aSdhTnzt3FnV1TlJSAnzta9M7JbvgtGmtGIZjLrFf\njtgvS/gXNyyMbSEcYA73usW6+U6n+TKEyxqxbPlyFj33XNJLt1Vk9wMjgbJG5ZdhVrC1WBIS+7cQ\n2/yO7YSpqzNCefKkaRo7HKb5Hd5OnIDFi01nSm1tNB1H1Qhdnz5QUZH4K11U5OSuu4znGPYas7KM\n2LrdTQUymTd5JvOJT5R0rKi2xiPsajF0uZKKYUewbPlyFv74x8wpL0865LWtIvtr4AkR+W9AgIEi\nUgL8CJh96qZazhZi450ej5+77prG1KklTYQzNpWnpsb83YVbVLW1UeFcsAB27DCxx5qaqHB6veZ6\nvXpBbq7xInNzTWrOuHFQVGTingMHmv2MDON93nqrnzfeaGr36NEBZs7s1I+q67BieHqoxjedwl/k\n2lr44APjBYRiRouWLmXOkSPNXq5NIquqPxSRbGAxkAK8jpnq8DFV/dmpPtPpIiIvYiYTf01Vb+wq\nO7orYU/z5ZeXMWvWQvbujf5mb9o0ky9+0cQ7q6th3jzYsCGaQ1ldbb6vgwebv9XDh83fa+/eRjid\nTujXz3iYhYVmv6jIvObnR2OaYU/T5TKvYa+zMd/+9jTKy5vGJr/2temd8VG1THtl7seWh/aXrVjB\nohdfxNXQgN/tZtp111EycWI0iBvOvYrdTyaC4fLU1K4Xw2DQfInCeWY+n/lyxI5OCItgOCctnIYR\nPjZ2LJGAfGz5li3m2rGfPURTLlJToykZqamwc6f5bEJfQldlZYvmn+pUh+mYqQ4dmKkOW75TByIi\nlwOZwC0tiaxN4UqOatTzrKqKepv79sH27fx/9s47zorq/vvvM3Pbdpbt9LKACAhCFBVYiUYs2DCP\nkmhiemKKRtMfkcREMckv0RhTNM2aYnt+iVGjbBQFYiJgYJeiFBcWWPr2u7u3zcx5/jh3bt9lF1iW\nMp/Xa153ypkzZ+be+dxvP/zud3dx6FB6LKbXuxi4J5Ydk5WlCLS4WL0LQ4aoz4oK5RAqLo7/fm3C\ntBeX6+i93XbcYtw2eUnv1OjeRutncph0R4CJ2/YL3FckEmDiZ8L6irfeYumDD7KkIT5ByaJhw7j0\n61+nas6cI7tub9DQELf5JC4XXKDGl0pqTz+twi8CgeT2F12knk8iYQYCsGZNXL2xYb+/9o8tkQgP\nHVLX9XjUPq9X2Z6mTlX2Ibu9HcO2f7/6MSYa2+1YtV78EO/6yle49+23AaXaH4vaBdF7lJ3AmiM5\ntz8gpVwuhJg70OM4mWAY8T/7lpZ4Hrdlqd/87t1qefFFpSGpWNDMP5cxY3R+/3slnWZnx+2ciUu/\n2jPtNKWowXf+uROZ/9i4eD6lYcDGjZmJsD8IMFES9HqTj/UHpKT6+eeTCBZgSUMDix95hKrEbAN7\nuekm9WUlklowCPffr9QNO0XLjmG74YY4aSae89//qucnZXyxvYu2JJxIap2d6p/UjkmzMxA0Ta2X\nlyef85GPKFuQne6VSKr9GXtmBz8n3k9iEQUAy2LelVeyaOdOluzb121XfSZZIUQZMAsoJaVUopTy\n133tz0H/w87y6eyMx3L6/bBjB6xbB5s2KV7IylKEeuCAyuAZNUoJJDffrLSt++4zeOut9P5HjDC5\n4IJjPGgp00MM7DzMRFKwg0szITVCPlUSPB4E2FtYVtzr5/cr+4rXm9xGSvjhD2HnTtXOtg0GArhK\nSzN2q2/fDg8+mJxKZhjwxBPquSWqwj6fauP1Kk+iHWKRk6PO8/mSpcGsLLj++uQ0r8Slh7CmPj+b\nBGKLSbyJBJhKhEerrSaGg2Tygkb3VV1/PZSVsfhPf4Juyqf2NRnho6iashrQAqTeiUOyxxmpgfef\n+9w85s6tor09LqHaWUQ7dsDq1bB0qXo/QWlVZWUqw+fss+GjH4XJk5WNND8/rtYrL37mWMw+2TsT\nA1sT051sb5lNnqFQ5vPtH7295OamickrVq6k+plncIXDGB4P8xYu7F+VORG2SmCTpd+v1i+5RJFV\nR0c8fcvvhwceUCp3KBSvVqLrcOaZigwT23d0xOPLcnLUFxQNyDUyZSIA5pgxcMcdmYnQ6+2brTWV\nxDIRm73e0ZG872iQKeSjB+JLc6xlsjsfbrsPqBo/nqrPfpZ7uzmvr381P0JFEvxASmn08dyMiEYn\nfAOYjqrm9Skp5RMpbb4EfBMoR1UCu11K+a+Urk5aQ2tfTYG2BlxdvYIlS5IdUbW1izj/fND1KrKz\nFbHaDtFRo5Q2dtFFMGOGItMRI5TX3vbO+3zd/8a6jcW8fHZcvUwNbE310NovXKITRoj4C5JY9ugI\nkBhSY2NRdP2IiHbtWmW3a2uLG6lbWuDyy9XDSiXBf/xDSZf2y2p/aT/7mXo2ubnJS3GxCpmwg3AT\njyXmtNr73O6Mw5y3fDmLHniAJXv2xPbdOWQIl3384yrIN1UatLMtEr8H6Hk7sVhBIpnZhJZKfInf\n6ZEQ3YmgYRwDHEnR7ulSyu3HbABCXI4yP6wDngS+KKV8MuH4QuAp4IvAv1B1Ez4FnCml3J3Qbi7w\n5ZPF8dXZCTU16r3sK+zf33e+cxf//W+6I0qIxQwbdg8XXqiIdcwY9VlcrN5l22Ofqo32CCnjNofm\n5mTvbapjwkaixJn4svUjEh0RiVg8cyb3/OAH8P/+n/IQJ6rbXV0wZ456IDZZ2suePXHbbqItsbRU\nPcxUQsy0ba/bKsHhkFgFJtF2bJeoygS3mxXvvMM///pX9EgE0+vlko99jKqLL06X8o5UwnPQI45J\n7QLgaWA+8ItjMipASvkK0eLfQojHMzT5GvCYlPIP0e3bhBCXoUj3zuh5rwFnATlCiN3A/5FSnrCl\nF9valNPU7VbE11cYhsqBr6vL/PVNnarzxz/GHVHZ2d0KQN0jEolLaY2NKq3KjpW0o/ddLiV9DdQL\naFnKtrhunfIqt7Tg6iZmUV+1SjlR7PAbuxpKcbEKxrX/gVIlTZsgc3KOzMZoE6Rpqudpr/f0R297\nxn2+ZA+5/cy7+fOquugiqr71rb6P0UG/oq+/mtuBF4QQFwMbiM+SAICU8pjWLxBCeFBmhNTpxquB\nmKtFSvmhvvR79913x9bnzp3L3Llzj3iMfUVjo6q2npen3pvewu9XAthrrymb6tChkJdn0Nqa3ras\nzGTSpD4MypZS7bitxka1neghHjRIhQr1t71z+XLliWtsVB64gwfVmC6+WBGdve/AAdXG61UPs7gY\nzj4b4913lfSZAvP88+EXRyEb2I44OxIhUcpMbQdxidMmTLsElr0kFjdNJU4HJwXefPPNXs0V2Fdz\nwW3Ag6hZEA4St4NGQ8TklD6PNLl/P0rlfzK6PQRoAKoSbbBCiO8CN0opzziCawyYuaChATZsUHzl\n8Ry+fSAAf/87PP881NcryfTyy2HuXGVP3bp1Bd///tI0R9TPf36YnPVwOO7JtqVU+5m43d2Kvhnt\nnYeLxdy0SQXZ2uXu7et9+MPKhpFImgcOwHvvKZtnIKDIvahIGZKHDVOBtmVlSlUvK1P5sSk2j0xj\nvHPYMC5LHGOicTtVNYd0uyTE09AyLXaAbyYp08Fpg+7MBX0l2YPAj6SUDxzLwSX0f0qSrJRKCt26\nVXGGywUrV67gmWeqCYdVeurChfOYM0cR4zvvKKFr82Z1/uTJipPmzFG8VFqqeBB6EXgvZdzJ0dys\n1OquLnVM1+M2xl6o/N3aO4uKuOe734VZsxR5NTfHSXPpUhVyZFcy6uxUYrkdE5lImoch0IxIzYwy\nTVa89Rb/fOEF9HAY0+PhkquvpmrmzPg5uh6XMD2euFru83VPlg5hOjgMjpVNVkdNP3O80AiYpE/S\nWAZ0H/17GNx9993HzUxgWUo427VL8YamKYK9//6lNDTEJdDduxdF21WxfLnKkrr1VvjQh5TjasgQ\nZf5MFbDSioKEw4rkbCm1uTkupXo88fCfI4ArHM64Xw8E4OGH4Uc/UtfMy4uTZWkpTJzYOwJNlCzt\nlMnD2S9t+7DHo2ynXi9VH/84VZ/9bLrdMtET7sDBMcLhzAZ9lWTvB9qOte01of8kSTa6722gVkr5\nhYR9W4HnpJR9LvlxPCVZw4DaWiU8lpTE93/lK3fx9tvpUQE5OYv5xCfuoapK1S8dPjye398turqU\nZNjUpC5kF0u1Kz33xqMtpSLHzZvVP8LmzSpw9oILYPt2FQe2fTt3rVnDvRmIdnFlJfd885txAvV4\nkr3iqep4d0h1+LjdmR0+iaR5CoT4ODg1cKwk2Szgs0KIS4H1xB1ftk32tiMYWA4wLrqpASOFENOA\npmiI1gPAU0KI1ahatreg4mUf6eu1jidCIRVi6fcnEyxAc3Pmxz5unM6iRcqH063N1p5oyXYM2aRn\nS6m5uX0b6LJlcO+9SnIsKFDk3NmpqlevWKEyj8aMgQULmHfhhSx6/HGW7N0bO/3OigoVizlypNrh\n98crV3u9yq6R6CXPpI479ksHpzD6SrJnouJZARLtoYIjTwY4B1XNi2gf348ujwOfllI+K4QoAu4C\nKlBRDVckxsieaOjsVHZV01Q2WBs7dsA998DWrZnzOMrKTIYMSdlpTxhvk2ogoPZHCWxFbW333n4p\nlad982Yl6U6YEJdM6+rUp9+vRObx4xWZjhmjiLW8PD79aDQ3vUrToKiIxX/7m4rFzMrisi98garL\nL3fUcQcOusERVeE6mSGEkN/73vf6zSbb2qoI1u1OFioffliFdObmwgc/uIJVq5ayd2+GqIBLzlPE\n19ysMo06O1UDO7Yzweuf0dtfXs6lFRVUNTVBYtEKIRSRjh4NY8fGJdSyMkWKdj1Du9iHpikjcFGR\nCoewA24d9dyBgyT88Kc/5Pd//D3ba7cfm9lqT3b0p0320CFFsPn58RjY995TBFtXpyIErrsOJk2C\nd95ZwS9/+U+CAQ2fK8StHz2b+ROHqVhVKeOhVD3Eet315S9z76r0nIvFHg/3zJihqrpMnqzItLQ0\nTpB2ymskEifU3Nx4dWybUB2J1MEJACklEon93mZal1FFur/bWpavTCt4AAAgAElEQVRF9Cwsy+L1\nN1/nB4/+gF0f2AV3H2GpQyHEi8BNUsr26LpEmQcyPAt5de8e26mFv/1tBT/9aTVtbS5ycgw+8pF5\nDB1axcMPq7jYhQth0SKYMkVFCeg6XPnBGVxZnh2PUbXL4/WUAmaaytD7/POwZg0uW8pNgT55cjzw\n3q5cZWdCSam8/xUVySlhjk20X5H48vbX9quvv8ojzzxCSIbwCi+fv+HzzLtoXqxdJtJIXE/s07Is\nLCx1TMq0dUtasXMtqbZjRCQVESFRbROJScb7SWybicS6E4YkEpGRgo6ubY9IMIgKBEIITMvkV0//\nShFsD+iNTbYp3n1sPSPJ9na8A41jFcJlGPDkkyu4666l7NuXXKRF1+GjH63i9tuV5DpiRFTTlxJ2\nN6ggfZ+vd3m1r78Of/6zquJumsqTdsUVGO+9p8IXUmAKoWy4UioCtSe1sosWnCJZRaZlYlhG2hIy\nQwSNIKZlxsgg8TOJcCRJL3WMcDKRUoZjaZJPSpvjhVVvreKRZx5h38y4iei9X73HLY23MHPWzB7O\n7B42maSuJ27bBNabYwJFTKaML7rQyfXkJrUVCNqCbWxv207QCBIyQoTMECEjRI4nh1GDRmFYBhEz\nQsSKEDbD7PPvo2Z/DWErTMSMqONWhAJfAeMHj8ewDMJmmIilju3z72Nz42Y1juiYLGmR68mlLKeM\niKX6tq/REeqgLdQW+z3EcAAVDlDf/XM87Nsmpfxkwub3gN1SyqQKx0I9xRGH6+tEQWJa7ZHAsuLJ\nSb/6VXUSwQIEg0uYNm0xd9xRxZgxCemzXV2qeHRTEyvefZfq55/vPj21sVHVp1y+XBVGHj4cbrkF\nrrpKESYwb9kyFh08mFQw+M7hw7ns1lvhvPOOsGjBwCETYRqWQTASJGhGX7boCxc0gjHitCGljL2k\nuqajCyWdixQ7cqaX/3Dt7OVo+juWsKRFyAhhSYscTw6vLH0liWAB9s3cx59e+BOeMR5Mqf6QSnJK\nmDl0ZuzZRkxFUnUtdby+43VCRiiJXMpzy5k9Yrbaju6LWBG2t2znzfo346QZ/SzNKWVa+bSkthEz\nwn7/ft5rei/t+WS5ssj35idd0/4E0NAQQqAJDU1o+Fw+irKKcOtutWhqCZthGgONuDQXLuFSn5oL\nj+6hPdSOW3fj0T3keHJwa24KfYUUZxfj0T14NA9u3Y3X5SXfm8/QvKG49Hg/uqZjWRYRGcGjefC5\nfHh0D27NzV3v3cXa0WthNLA883fVV5FmO8rDfzBlf1H02CmvczY1KXL1+5U/qLvZAnJzdc48M7ph\ne/k3bQKPhxVbtqRPFVJXB/PmUVVYqIi1vl5lUF1zjQryz8lRqn9npzL+AlUXXACFhSz+y1+Utz87\nm8tuvZWq+fP7+SkcHlLKbkkzYAQIGYoobQklaAS77UsTGrrQ0TU99uJkubK6JbGVK1fyzAvPEJZh\nPMLDwmsWMuc41JO1pEXYDBM0ggQiATojnSChOKc4RmY2iezx72H1ntWxZxEwAoTNMIW+Qs4Zek5a\n+/rWepbvXB4jS0taaEKjJLuECcUT2NS0KeOYtrVs4+7ldyep87Y05tbiRKUJjYgZUX9O0efsEi4O\ndBxgT/seXLorRmhu3Y1lWYwvGq/IRnfj0Tx4XV5y3DkUZhXi1hSpuTQXbt2NS7hiRGcTlFt3q+Oa\nG13oitg0V+y7FohkE0N03X7WqX+yRwpNaLE/ZV3oaFr896YLHU1oMbK11zXU5+033s53f/9d6mfU\nd9t/X0m2u7/mHKD7t+QUQEeHItfEhCbThHffzRyOlZMTDbwPBBS5HjqkJFCXi+pnnkmfKuTQIRb/\n5S9UXXcdfOELquCrELHK97FcfnuSrLw88HiomjVLZTcdJ4TNcEzasSWhQCQQJ8uoxBk2M2eHIUAn\n/gPWNR2fy0eOO+eYSH4rV6zkJ0/9hL3nxmN56x6r4+qDV1MxqYKuSBdBIxj71IRGUXZRGqk1B5p5\nv/n9mDRm/0H4dB+luaVJqqphGnREOmgPtaeNx1aHY1JX9FNKSXuoPU5C0T8P0zKp2V8TIym7/ZD8\nISyctJAsVxZZ7iyyXFl4XHEp7GDOQTazOe3600qnce8N96ZdX9fi8pBtV7VNHN2tZyS8owneTHhG\nMWLLQHKx9QSSS9yfKOkK1Hpf9h0NPn71xxmcNZhf/OUXLGVpxja9IlkhRGL5ovuEEF0pfZwLpBsH\nTxH89a8ruO++aiIRF1lZqs7AlClV3H03lJbOIxJZxMGDKbMFfOVS2LtXmQfcbsXKUbja019GAP2s\ns+BLX1LhVK2tKha2oiJOqn0p23UUiJiRmEoejARpC7XhD/vxh/z851//4YVXXiAiI7iFm2suv4ZZ\nc2YlvRQ57hzyvflHPQ4pJRErgiUtWoOtNAeaaQ400xJsYWfrTtbtX0d7qJ3OSCeBSICgESTyzwhc\nnNzPofMP8fTfnybSFkmSiF2ai5LsEj4w5AMxUst2Z+PRPRT4CrCkhdflJcuVhc/lI8udRVFWEZWD\nK2NkZUtluqbHpDRbgtPEsY/OkFImqef2543X3MjDzzycZDKoWFXBtQuvRdd0ZXM0LUJmKKkvIUTs\nmdgag6ZpuIU7aZ9NcpnIL5HAbPLKtK8/SO5EwPxL5jP/kvmIx45uZoTE6loTgUQxJQz8F/jpEY1w\nANAXx9eLL67gttuS6wxs376ISAQuuaSKO++soqUFnnwyYbaAL1zE/Ipc5ZSKSq+AKsP19NMYW7Zk\nvJbpdisnVWmpItWsrGNxu5mvZZkxdT0QCeAP+2kPttMR6SBixitYCiFi0tLGNRv53XO/o+GcuBR+\n8LmD5PvyM6rjlrToDHfiD/vpCHfgD/vRhc6U0im0hdoUYQZaaA42s61pG0vrliqyNINEzAimNGMv\n+eCswRRmFTLYNzimjro1N2MLx1KUXURxVjGluaX8pfYvGSW6CcUT+O2nf9s/D/MIYav9NlHa2z2p\nwUIIvLpX2RddOXhdXry6l/HXjmdU4Sge+9/HCJkhsvQsPv+Vz3PFh644LPE5ODoc69oFjwO3SSkz\ni2InAfoaJzt79l289VZ6nYGxYxfzxBP3MG1aSr2VffuU9KrrKk0VFNn+8Y8q/Oraa1kxZAhLH388\n2WE1ejSXPfQQVVdeeaS3lgZLWjHvbNAIKiINteMP+QkZIZVrjZJm3EIZ/lNVyUR86etfYvUZq9P2\nn7/1fH645IdxSTPQwqbGTTxR80TMliUQMTXTsAzyvflJpJnrySViRijOLqYsp4zy3HKG5g+lNKe0\nT6aEr3zjK7w9Ib1S2Plbz+cXPzlmteaTYEcxJBKlaZmYmGmqdGJIkUdXdkyP7sGre2OEaUvC9rOz\n1/tLOnZwbHBMahekRBqc8lBTO2V+RIMG6cycqYTUFS+/TPWDD+JqbsYA5t14I1UTJ8IPfqBSWl0u\nVZX/a19TM1wWFsKkSSx+8kn0UAjT5ztih5XtZbZtov6QP0amic4k2+Pu1b1ku7P7pM4HIgFW713N\n6n2rk5Opo/jPnv8w/8/zk0iz0FfIJ6Z+guLs4qT9g7MGU+At6JbIjxYLr1lIw1MNSdL2sNXDuOHm\nGw57ri1FGpaRRpypSCRL2/Hj0T3kenJjxOlz+eJkKZLJsr/u38GJh1MjYLIf4PerObhycjI7toqL\nzRjBLr3tNpZsj097tmjjRgiHqSoqgk99SlXZdrtVEZWhQyE3l6rzzqPqppt6NRbDMpKJNOynI6TU\n76ARTHrhbW+tz+Uj19NzsRgpJU2BJt5vfp8tTVvYcGADDf4GLh97OQ3+Bna17WJX2y7aQ+0MyRtC\nobeQFlrS+pk5ZCa/+uSvenUv/QlLWlww6wJMy+T5l54naAbxaB4WfHQBU86ZQlNXU1qcY+Kz04Wu\nnElR26zP5Ys9S9s5lSpZ6kJ3VG4HPcIh2QwIh5Vmn50N06fPY9WqRUDmabCrH3wwiWABloTDLB43\njqqf/1zl2I4Zo2yt3SQBSCmV1z4hnKkj3IE/5E+zkQIxT7TP5WPdqnW9DlcyLIO9/r0x8vz1O7/G\nsAw0oWFYBoN8gxiWN4zGrkYmFE3gQ2M+xMiCkZTmlKIJjZXlK7n/qfuTpMShq4dy3U3X0RXpSgre\nT/RCp20fA490KoQQaGhomsaM82dw7gXnqsgF3RcjTju+sTvJ0lHFHfQHTkuSPZzja9MmFZKq5umr\norgYRo5cTFaWTk5OdBrs+VXQ2YkrGrOaCr2gQNVjte2yKQhEAuxo3UFLoIXOSGeSs0MgYl7qXHcu\nujezarlyZTrp7X5yN1satxAcGmRL0xZ2te1iSN4QDnQcYH/nfkqySxieP5zhBcP59LRPM75oPCML\nRlKRV4FLy/xzsOM+z5hxBp8NfpaXX32ZiIzg1bxc/7HrufDCC2NB46ke59h2lADtuEM7aSBxPdEp\n09fjDhwcT4TDYXbv3k19fT2vvvoqqzLUELHhFIhJQXOzKqVaWqqiqTZuhN/+FubPV8kHMXR0wOrV\n3HXrrdz77rtp/Sy+9FLuefXVtP2mZbK7bTdbmrbg0lxku7Nxa+4jIorunDwsg0FXDKI8p5wxg8cw\ne/hsxg0ex9D8oXj0nicXMyxDhW5FzRAaGvm+fEqySxjkG0SOJwef6/iEkjlwMFAIhULs2rWL+vp6\n6uvr2bFjR2zZtWsX+/fvz5g2fSyKdp/SkBL+8IcVPPdcNX6/i23bDD75yXlceGFVMsG2t8Pq1bB2\nLfPq61lUWMiSlrit8s6xY1VqawqaA81sPLCRgBFgkG9Qt5Lj4dDY2ciy+mWsP7QeJqQfnz5kOr/9\neO/ClWwp1ZQmEolH91CcXUxxVjG53lxy3DmOk8bBKYdAIJBGotu3b6e+vp5du3Zx4MCBHs/XNI3i\n4mLKysqoqKhg0KBBPPfccxnbOiSbgL/8ZQU/+1lysZfq6kUsWADDhkXn0WpthTVr4MUX4U9/ouqe\ne6CggMXPPYceDGaMFAhEAmxr2kZDewP53nyKs3tRFCYBUkrWH1jPU+ufYtWeVZjS5IOjPsjwvOFs\nIT3m1qtlnoDQllJDRggLC4Eg35vPqEGjGJQ1iFxPriOlOjgl0NXVxc6dO7uVRA91Y+azYZNoeXl5\nbKmoqIitFxcX40rwsbS2tnZLso65IArLgvPOu4s1a9JjYqvO/ghzSlpwdXRgBALMa2yk6uBB+OUv\nVcGWstR5HqN9SkuZBhq3oGs6g3yDMrbrDrvadvHQ6odY1bCKoBGkIq+C+ZXzuemsm8j15Ga0yQ5b\nPYyv3/x15syZE1P7I2ZExcLqboqyiijOLibPm+dIqQ5OWnR0dMRIdOfOnWzfvj1JEm2yS3t2A13X\nKSkpiUmiiWRqk6jeh/Kfra2tLFiwwDEX9AQ1s0v648jlZUa9V8296+LmgEUAd9xB1fXXd+vYagm0\nsOnQJjrCHRT6CtNMA90VMZFSsvHgRl55/xWW1i3Fq3u5YdIN3Dj5Roqyi5L6sKMInv37swStIC5c\nXHXDVUycMZHGrkbyvHmMKBhBYVYhOe4cstz9l0HmwMGxhN/vj0mhqSS6e/dumpubezzf5XJRUlLS\nrSQ6ePDgPpHo0eC0JNnU6ALTVMVfNC09JvYMHuKJYHJs6BJg8YYNVGUg2KARjJkG8jx5lGSXpLXJ\nJIHueHwH/9j6D97NeReX5uLyyst54tonGJY/rNv7sKTFlHOmMGHGBLy6l8G+wZTklJDrySXHk3PE\nNl8HDvobbW1tPZJoa2trj+e73W5KS0spKytLI9CysjKKiorQjtPMHjU1Nbz9dgYHdBSnvbng5ZdX\n8JOfVNPU5GLz5gYsKx/LeiB2/DLfCF4Jps/ZePeFF3J3Qr6yJS32tO/hvcb30EXPpoHuogLKV5fz\nk/t+whnFZ/QYbRA2w7GKT8PyhzEsfxgFvswStQMHxxtSSlpbW2MEWl9fHyPRnTt3snv3btra2nrs\nw+PxUFpamlESLSsro7Cw8LiRaG/gmAu6wcsvr+CrX11KXV3c0ZWX9xnGjv0yBQUl+HwmI/YVw/p0\nkjUTKmJFzAjrD6znYOdBBmcNPqwE2RTMbC8akj+EiSUTuz2vI9xBwAiQ5crizJIzKcstO2xIlgMH\nxxpSSpqbm2MkajuUtm/fzq5du9i1axd+v7/HPrxeL2VlZd1KooWFhSdN/PO/N27k2fXruz1+WpPs\nQw9VJxEsgN//B8rKFvPqq3eDZbHiBzqLNtSwJEH6TQzR6gx3sm7/OoKRIKU5pRwO/979b95vej/j\nsUxRAYZl0B5qx7AMynLLmFI2hULfyfMDdHDyQUpJY2NjTApN9Mzv3LmTXbt20dnN/HI2fD5fjERt\nAq2oqIiRakFBwYD8hmV0sRLWu9u2ADNhPdN2zcaNPL19O4d++1v43e8yXvO0JtlQqJsMp2DUIL5n\nD1X/+hfMnMni3Fw1+0BCiFZLoIV39r2DR/NQmFV42OvV7K9hycolnFd1HrtW72LPuXtix1KLmHRF\nuugId+DW3YwpHENFXgXZ7uyju2EHDlAkeujQoYzhTTaJBgKBHvvIyspKItFEAi0vLyc/P/+oSVTS\nMxEm7kslwFQytPf1Bp0uF60eD2FdJ+RyEdJ1grpORVcXZcEgIV0npOuEdZ2Xtm3j0M9/3mN/pzXJ\ner2Zi7/4fKaaieDPf4b166latoyqyZOT2jS0N7Dh4AbyPfmHjS01LZPHah7juXefY3HVYmaPmM3K\nlSt59u/PErJCeDUvN9x8A7Nmz6I11ErYUNOQzBgyg6KsIifMykGfIKXkwIED3ZLo7t27CQZ7nsgk\nJycnZhPNRKK5ublpJJpIegY9S4k9EaKZcE639wiENS1GgCGXi7xIhKKQKkoeiR4L6TobCgt5d/Bg\ngrpOILovpOuM7OhgaFdXrA972ZudTYtHmeGkEEjU5KS6lGSZJj7TxBtd9uf2XIQJTnOSve22eWzc\nuIi9ezMUf6mthZ//HL7xDZgYt5Na0mJb0zbqmusoyi46rP31YOdBFr+xGICnFjwVMynMmTMnFoJl\nV9ZqCbYwPH84w/KHkefNO9a36+AURFNTE7W1taxbt44XX32Vd2pr6WppQRqZBQgbeXl5lCQ4lsoq\nKigtK6O0vJyS8nKyc3NjpJhKiB1Ae8K23aYnWIAlBK6o2S3RZVWXl8e2QYPocrnocrvpcrkI6DpD\nOzsZ1tWlSDSBBLfm51Ofl4cANCljc2K5TRMpBCFdx21ZMTIUUmIJgSe6nRcOU2Ka5IZCYFnkRyKU\nJJBnIol6TTNGrB4p0aJj11ATGt7X0nLYKWFO6+iCUAhuuWUFTz/9T84+Wyc/3+RD5+XSuvxVXKtX\nYwjBvD/8gaqFCwHl4NpwcAMHOg5Qkl3SozrUGmzlm//8Jjtad/CRSR/hU9M+lSaRdoQ76DK6yHHl\nMHbwWEpzSnHrJ8/ssg6OHyzLYvv27dTU1LBu3Tr+u3Yt69evZ9/evZlPKCrCpeuMLi+ncsIEisvL\nGVxeTlF5OYVlZfiSKs33jHa3m8asLAIuFx1uN50uF51uN4NDISoCgZhkaJPhloICthQUENE0DCEw\nNQ0LGBwKkWMYSaQZ0TRcliqO5Las2OIxTQrCYQaHQkmE5zNNXJaFzzDITiFDX8LiIk6EqcSYuC2i\nS+J6pu3u8J+NG/nl9u3sfeABOBZFu08V2HGykyfP5eDBKj7ykSoefhhWv/4yS7/6VZbU1cXaLlq0\nCHJzOWfeRazdt5ZAJJDm4EpNLJg+ezqPtz6OQHD/vPv5wJAPpI2hqauJAl8BZ5WdxSDfIMeRdRrD\nQqnX9tLe1cXGjRtZX1ND7bp1bFy7lm2bNhHI4GzyeL0MHT2aVk2j5bbbYOpUmDQJ8vIwAHHrrcy+\n+eYYETbrOmvy8ni3sJCQphHWdcKaRkTTKAqFKAkGYxJjKKped0TtkgC6lOhS4rIsciMRCsPhuORn\nGHhNk/xgkA8Eg+QYBtmRCLmRCDmGQVYKIXpNE49lHZYQdXpHhPb28cT5kyezfds2Xpoxg/3dtDmt\nJdn162HOHPj97+H66+GuSy/l3urqtHMWX3opV//hHvwhf1o8aqbEAl6HkdNH8uhtj6a1t6TFoa5D\njCgYwcTiiY699RRDImGaJJNnEAglfIaAffv3835tLXXr1lG3di11NTXsratDWunzfGWVllI2bhyD\nJk0iZ9IkPGedhVVZSX1BATt/+lP4/vfTznF997uUffvbSRKfBYR0XanChkF2dCkIhxkUDqcRYaIE\n6UIRWU+E2BcJ8VQRLZw42Qx46aUV3HGHmoH2F78wyM6ehysUythWdnXQ2NWYMUTrmReeSSZYgIth\nyNYhaQRrWAZNXU1MKJ7AmMIxjvR6gsN24GRaUsnSXjLZJtuBHaZJ/dat1NXUsGvdOg7V1NBRW0vo\n4MH0E3QdJk9WUunUqWhTp+KeMoX8ggIKAgGyIxFyoktuZycT2tpY2tLCzgzXPqOpiW+uWXNY1bk3\nEuKp/GuVUoIkXr5Qpuzr5lNKCRZEOiPd9n1akuzLL6sZaHfsUA6vlSth795FXJyXOfavQ5d49cyV\nrcIynHF/yEom7KARpD3UzvSK6ZTnlR/F6B0cDi+vWMFD1dWEXC68hsFt8+ZxRVVVEkkmSpndEWZ3\nrqNDQA3QAjQBrdGlCJgKHPL72bV+PftqamiuqaGtpgZj40bI4NHX8/LImziRwRMmUHrGGQytrGT4\niBEM0jRyDYOcSASXlOhbtqCjXlj7002cJIeMH89vvvY19j0Qz1Yccscd3DhxIiOO5mEOEFIJLdO+\nnkhPWmpdWvEl1iZhn92+T0id2UNAINh9yNtpSbIPPVQdI1gbdXVLGDVpI8kTzcB3xoxmxI3zup14\n0CMyZ1wlJhb4Q34MaXD+8PP7XInLQc+wgAhqXvoIimDvWrqUXUvi3+LGRYv4AnBuVVVGaWwvUA00\no8iyDfADxcAHiJNoW/TzUPS4JiW+hgbctbVo69axq6aGVTU1dKZMR2RjcGkpw8eOZfi4cYysrGRM\nZSXl5eW4hMBFnEC1YDBJ4uyNrfHCyZPxAH/98pcJu914IhEWTJzI+Smhh0eKjMQGvSI9aUWJLxPp\npZLh4UivN1MXCTUdkf3QYutCzTqCAKELNF2Ltz1a9BARd1qSbHdJCBd1hJk9bhyLR4+OzSJ71s0L\nKJnZvWo/YvoI1ry4BvOiuKKYmFjQEmjB5/ZxbsW5TjJBH2ERJ89wdAkAnUBXdEnVIx6srk4iWIC9\nS5Zw9+LFDKmq4nzipJm4AGQDuUA+MBxFskTXJ4TDBDZvpqWmhv1r17Jn3Trq16+nI0MhE5fLxbCR\nIxlTWcnYykoqKysZM3YsBXl5vSbNvsAmqZlnnMm54ycmkVykK5KR9DIR3xGRXm8wEKR3HFG7rpaV\nL63s9vhpSbIeT2ZF8MqmWs6651tU3X47oAqxvFn/Zkbp07AMlu1YxhvyDb7zie+w7PVlSYkFs2fP\n5lDnIYpziplaNtUJzUqBSTKBRlDk2YkiUptARbRtI3Ag+rkH2BXtZ1Z0//7o54ZuJqscrOvMAwpQ\ns5rnRZf86OImTnwdLS3srq2lft066tat41/r1rF9yxaMSLrdLS8vj7Fjx1JZWcm4ceOorKxkxIgR\nSQWdD4dEYosRXQrZWaaFNCXSjK9bphU7p08QmYkucV3TtZhb/2QjveOJ2nW1LH9qObMPzKaadKc5\nnKYk++lPz2PZskWYZlziuWjI55jQ5oeEabr3+fcBpM1iuqVpC7e/ejsRK8LDVzzMuKJxLLhsQey4\naZkc7DzIqEGjOKPkjNNuFlSDZPIMkSx9dhF3ENmB7Ieibc4gbus8iCLObcCbKAkwguKDQUA5sAUl\ncU5D2UQfMww2ZRjTWNPkFsCXsLilZM+OHbxXU8Ommhpq//tfNtTWsmfPngw9wJAhQxg7dmyMTCsr\nKykqKkIgkonSgEg4EtvXE0FKsxcMaROdpj5tgtTdutp3SrukBga2OSTTH0zL2y0YHQZmwGT568uZ\nfWh2j32dliT7y19WY5qNZGcvZHRJgOEdmzirs5l7cnOYt2oVVVdeiWmZ1DXXUeAtSIqDDUVCbC/c\njjZa45eX/5JxReOS+o6YEVqCLZxZciajCkcNzA32I15esYIHq6sJuFy4DYNPzJvH+VVVSQSaSbu0\nbY6dQAPwGxSJNqMkVzs0SKLIshwoiy6TgbnR/YUoCdRu60Kp+TkoVb903jy+t2gROxJMBmPvvJPv\nfPCDaO+8w5raWtauXcvatWvZtGlTxmpRHo+HkSNHUjm6kjFjxjB6xGhGDhuJz+NTUqWhCNLyW7S2\n9Vz3FIiRpNBEfF0XaC5npt3+gOFXBGgGTKyAhRlU64NmDELzpAs8O36xg3BTWLUPWurcoMmUX0zB\nXRDXQKWUyLCkraYNaUqES6TbqzLgtCTZt95SU8xoXS8zbc/H+KMRfVHaYNHtt4MQjKuaTsgMsf6t\n9WlxsOJ1wS1n38KUsilJ/QYiATrCHcyomEFp7uErcp0sMFFhSM+tWMH3ly5lbwKBbVm0iC8Do6qq\n2Ae8D9SjVPpmYAZKGrVVei+KOAUwFrgIGAmUAINREmrij9KFIlCbRLMBT3TxJrSVUmJFLIbPOA9f\naxc/vvHjNO7fS2DfPgLtfq7/8f9gWukBVgX5BYwaPorRw0czevhoRg0fRUVZRXL8sgbCEBimoUhS\nU/ZDhySPDaQpMYMmepau/ohS0LiskUhrBDMYJc0ogY78/MgkEgRlatl6z1bMoInm0dA8GsIt0Nya\nIkYhsEIWZkgRqhWysAwLPUdHy9LABGlIzIjJtvu2qeP2ErYQLoHm1dTi0TBCPacvw2lKsjbO4KE4\nwUaxpK6Ou37xC5h0J/ne/IxxsPJiSc1bNXBtfF9HuANTmlww4oJuIxFOJnSivOn7UXZQC/hNdXUS\nwQLsW7KEHy5eTKCqCglkoYiyFKXCnwlcSFwK9aEkUPtV8ujhhWgAABqCSURBVBAn0RzSSVQYFmbE\nxIpEPw31ggS6IrQHIhgBAyNksHPXTlb+dyXL31nO2zVv0xlIDscTQjC0YiijRoxi7MixjBk1htGj\nRlNYcPjqaScLatfV8vbSt5VNxQ3nXXoeU8+e2u/XDe4PYnaYMQnQ6lLS4+DZg3HlJFOMlJK6++sI\n7gnGpExpSDSPxrCbh6Fn6UnEZoZM/Bv9WJGofhQtoiAtyfs/fh8rYiW1l4aMkaDUlflGQ0NogtZV\nrXGC9CmS1HwauRNyY2QsvIqQhUfEiDR2jldD9+jobh3NFf2TrRG8/rvXmbV/VrfP57Qm2Ry6ST7o\n9NNpdFKaXdqrONiQESJshrlg+AXkeHqfE34iwUBJq4dQIU0hlA20HXgFZRPd3o0zZ4iucx+KJDXS\nSTSPOIlmAW5LokdMXBELEgg0EiXNDps8g0ZyZzaEeuZrNq5h+ZrlvLnqTep31yePqWIIZ515FpWj\nKxk9YjQjho/A68kc63wqINEBY2P5weUAMaKVUioyikqDnmJPRvX5wMsHFHF2mphdarGCFmVXl6Fn\nJ5BgVBJsWt6EGTRj5hAbzSublf3Zlhyj5wEx8nIPdqP5NHSfnkyCCUvB9AJFcF4943HNq87XvFGi\nVDUEeh0PK3QRJ063Ik9N1xC6iGktQhMZpeyZF83EleXijefegHWZ+z9NSfZuYC6dZH7p2nWTHJci\ny8PFwZqWSWuwlZnDZp50BNuBklb3olR728bZCvwe+DcqHjQXmAIIw6AuQz/FpskkKcmOWHgMC1fE\nRI9Y6BETK2AQCUYwggZGwKA9EMno7Em0U2ouDZfPhTvHHVPHpZRs3b6VN//zJq+/9TpratYQjsT/\nALOyspg6aSozps5g+lnTKSlOn1vtZII0pDJTZHix2ze2E24OK4mx08ToMnjj7Teoaq1Kajf7wGxW\n/GkFrqdchJvC8T6j5OEbqkp0pkqOMixBRxFOglTXuKwRPUtPIjXNqzF4zuAkFVrzdU+IuldXtswj\neSYkJBokkqdUx0zDVNJCNFJCd+nonjh56i49Rpb2MxCaOGqTj56lkzs+1yHZZNwNwGY6+YT+Nk+Y\n7bEj3x49ilE3XhYjzIXXLGTbo9touiA+ZUxiHGxToIkzS85Mm0n2REQEJZkeRJkBbGnVADYCbwOr\nUbb80cD/AS5HSaIA6+fN41f/9052/fC+WJ8jv/ZNPjP6HNzVdUSi10iUPmPEGbVh+gp8GYkjE1rb\nW/nX6n+x7K1lvPn2mxw4dCDp+NhRY5k+dTozps5g/NjxsbCp2nW1/O/v/7ff1WYpZcYXtGNbB5GW\nSJK0ZwZMBs0chCvbpVTq6D4raHHg5QOEDoSwwkrdlYb6E8qbnIfm1lT7oOrLDJoY7Ubsj0q4BMIl\nYhJi2hiDkvxz89GzdPQcHT1bT1KDY2To05KIsrff0bFAmtTZXViaIPYnrHv1OHGmSpz60RNnXzBt\n2jRGjRrFM888k/H4aUmyur6YGTN0CgtNLm2dwuI1/0GfMwfT56Pyo/MYf+GMWNvzZ52PtlLjjNoz\nyPZmx+Jg58yZQ1OgieEFwxk5aOQA3k33kChptRUlrbYk7F8O/BNFtm2odNCZwAKUPdWWaksMi8L2\nEK5DnUwwh1NYchZPffHrhDwufIbJJ6ecxyVnn4fmOvowNdM0Wf/eet749xss+/cyat+txUoolFKQ\nX8DZU85mxtQZTJsyjYL89Mkje6M2d9V3EWlNIcGQyeDzB+Mp9qjIgSihWUGLvc/tJbAzgBVWzg8r\nYiEjkqKqIvRcPdaP3T7QEFCkZxEL3ULCwVcPKpKLqsf2p56tk3tGbowIXbkutCxNbfvS22u+KCkm\nPPNVP1oFG9KfqW+4j+E3Dz/q76avSE18sJMf0mA7El0J9k53srqeSKAnI07LKlxut6S9HXw+VCEO\ntxvWraMl0MLbDW8nFYL56+a/8ur7r/LI/EeS/h3bQ+34XD7OHXruCVVJK4wizUPAPuJxpXuAv6Ik\n1YMoW+k4lKR6ccL5g4DSQISsthByr5+uxk6wlOroyfUcEzJNxIHGA7z5nzdZ9tYyVq5aSZs/Poup\nrutMqJygTABTpzN6xOiMM5Q2LW+ic0cnkZYIL2x6gbmBuWlt3ip7i+vOvQ4rZNG+qR3TH480sElA\naEJJkxEZV4l9GmjE1WBfVCLM0XFlRcnQGyW+hPVEMtR9esxW2F/I9OeysnQlc2+ee0yl+FSJU1rd\n8Iem1HVb8kyydaaq7KdAhIZThSsFUoLHE10xDPja1wDY1rwtKfV1+c7l/Oad33D/pfcn/RCCRhBL\nWkwrnzbgBPvyihX8rLqaDpcLaRhcMW8eM6uqCAHvAmtQZoAQKqvpPOBqVKqohSLbcktS4A/hbgoQ\n3Osn3BGmU4DL5yJrcFbSva9cuZIXnnkBGZYIj+CahdfEZnjoDULhEGtq18Sk1a11W5OOlxaXMqls\nEuO0cYwSo3D5XRhvGHS82MHuc3fjKnBhdpgYfgOjw8DwG0SaVXhPj3ntEWU7cw9yUzayLNm2mECG\nttf5ZJOabCJdVb0q9t3Mndc7gu21ug5x+6Y3wVEUJc4kAj3Jnl9/4rQk2aws0DTgUCPU18OVV9IS\naKGpqykmxW5t2spdy+5i5tCZTCqZFDvXnj32/OHnk+XOGpgbQMWuPr1iBd9eupQ9CWFVGxYtohho\nrqpiGopUr0fFodo+gSKgNGziawtiHeiga38nAcMiqAvcOW6ySzLXWFi5ciVP3f8U5zScE9v3VMNT\nAN0SrRkxWf7H5bz25mus27OOzW2bkyI2PJqHsbljGe8dTyWVFHQVYL2r4hGtLAszx8Rd6CZ7VHbM\nXugZ6cGV58KV60LPVeq1K8+F5tFY86M1GdVm7zAv5dec2tXPpp49NR5JgCJL0zCTnEUxJPwh2XZz\nW10XLhF3Euknv7o+0DgtSbagAFa8/DLVixbh0jSMj3+ckTdeyvgLZ8SyuzY2biQYCjLrE/H4Nykl\nTV1NTC2fOmDVtDpQZoB64P7q6iSCBQgsWUL24sX8oaoqNi9TNlAB5HeE8bQE6NrrJ9gaJCQlLq8L\nT75H5aofBi8880ISwQKc03AOj3zrEeo8dRSOKcSd7aa9pZ2Nhzbyrv9dthnbaKY56ZxyXzmTSicx\nZfQUJo6ZSNagLEWaeVHSzHEh9CN7oc+79DyWH8ygNs+be0T9HSkkMjZzYOL6YY8lVLfqFr2sRKW5\ntKSYTs2tpTuIThF1/UTGaUmyha6UaWaqq7l98wY2fHQ+f934qko+mKAOPfG/T1CcU8ycOXNoDDQy\nZvAYhuYPPa7jNVG5/DtQoVYdwAqgtpu4VY+uUwSUGRa+9hDyUCf+vX46QiZo4M52k13cu4pgUkra\ndrWxd81emjc3Z2zjzfWSMzeHde3reKf+HTbUb1DZUVHkZOcwdXI8vKpocP9FYkw9eypSSlZXr1ah\nSG6ouqSKyZMnY4bN2D2plXSSS0NvCC0TUuoMxFRoQcyubBNcYrpt7Lyo1Bg73ybCTOsp1a0Sz3cw\n8DgtSTa34TaWGMk1Px/ctY8RLz1Hw/VtSfsbzmng2b8/y5RzplCcXcz4ovHHbZydxKXWMLAV+AfK\nxjoXGN1N3GppV4iKtfvobOwkkOC08uYfPhg/0Bxg+2vb2fHaDkIdIUKtIRAw5Jwh+Ip8sbqAXXRR\nRx3v8z5bOraw9K9LY30IIRg3dhwzzlIOq3Fjxx2R7TqpCLOUhw0qtzHpzElMmTIlOQ4yQ/2AJEIT\nyaRo30cmAlM7DkN2DhxEcVqSrMcYDqQXVra0zHnIAVNVPZ9SOqXfK2pZKKm1HpXO2gy8iEoM8ALX\nAV9Fxbf+d948frdoUVL91OFf/SYLR80g5A+lOa26Q+OWRt759Tsc3HCQkD+EpmsUji1k1NxRVF5W\nSf7wfIQQGK8b/PRHP6WlpYUGElKNI1A4qJCzzzqbD0z9AFMnTyUvNz6luV2JKqleaS/IUugiVmdU\n1/WkmNtEB0uilOiovw5ONJyWJNtdppdmZX4cGhrTyqfhdfVfWmYXcak1BLwBPAPsBoYC3yceEVAM\nDA1EmDl6KkOGHuDxW6Jxq5bJZ86exYemzezxWuGOMPvW7mPvmr3sXbMX/14/2SXZVM6vZNz8cRSP\nL05SN+sb6nni2Sd4+sWnaferxA0hBIOzBzN92nQu/9DljBg6IoncIl3x2qs2UWouLbYeq0KVIG2m\nEaZDlg5OAZwSJCuEuBL4KUrA+7GU8g89td/MbXyOdfyOQ7F9Xx85jGuvvIwn/vUs7bPjGWAVqyr4\n3Kc/d8wzuux5qDpcLizD4LJ58zizqoqHgbdQZHoO8D1gCKqwynDDoqA5QHhXK52NATo18HVGGFa7\nLxa2461MrrVgmRYH1h9g20vb2Ld2H548D231bZRMLmHoOUOZc9ccis8oTot/tSyLN/79Bo8+8yjL\n314es2OOHTWWKy+9ktnnzyY7NzstaDwTaTpwcDrjpCdZIYQLuB9lpvQDa4UQf5VSZvbSAB3Mp4Rp\nfJ2VvF9QxJCzKvjAZ2/irItn8acl/8uUjVNwu9y4cPHhj32Yz133uWM65pdXrODWpUuTap7WLlqE\nBEZUVfEF4DLUP0aJlFS0hdD3+vE3tNFqSeW4Kslm5cqV/PmhP6eFVFmmhW+9j50rdtK+ux1pSbIG\nZ1ExvYIJ106gfFo5Lm/mr76lrYWn//Y0jz//OA37lEnA7XIzZ9YcFixYwJmTz+xVJIIDBw4UTnqS\nBc4FNkkp9wEIIf4BzAOe7umkq/BjeUr498/u5IKLp+Bz+Xhn7zsUTSzi0UWPYkmLpkATs0fMPqYJ\nBwZwX3V1EsGCCr06e/FillRVKam1M0zugU4CO1vpCplobo2swqwkybC7kKrffOs3zC+aT9GEIqZ/\nZjojqkbgyclc6AaUzbSmpobHnnuMl958iVBYVRgrKSnhmquv4cqrrqSgID2F1YEDB4fHqUCyQ1BZ\nozYaUGbMblFVdTfj/7OelqoLOWvOaHwuVY3ohS0vcPWEqxFCxAq/5HnzeuqqT2gBaoG93YReCaEx\naZ8fUd9KsDVIp67hyc8cFRDpitCxuyNjP2WTy7jp0ZsyHrNhBA062zp5dfmrPPH3J6jdXBs7Nn36\ndD784Q8zc+ZMdP3ESRl24OBkxKlAsn2OYly+/G7I+jHeG67kz2+t4pWlr7C3cy8NrQ3M+uws2sa1\nUZJdwoiCYzNjvYGaMWAb8HOg3sgcxZBzqIPw+gO4c9zklKaXTbRMi4b/NFDzeA0HNxykzWzL0Atp\nhZIBLMMi3BHGMiz2HdrHc689x19e/AuNzY0AZGdnc9lll3HttdcyfPjxLyjiwMGpigEnWSFEFfAN\nYDpKKv2UlPKJlDZfAr6JmvppE3C7lPJf0cN7SZZch6FCSbvF5Rd/m5cMg+d8Jo/85RH2zdwXO/bI\nM49gWAbfuvFbx8S73YqSXt8F7kRNz/7xefN47c472XdfvGTgiDu+yWdmzOo2SWD7a9tZ/v3lmCGT\n/GH5zPr2LCoLK/nzz5NtsquHrebmG27mrTVvcc7EczACitA1j8b6hvU8+uyj/GPpPzBNFZg/atQo\nFixYwCWXXEJW1sClCR8NampqmDZt2kAP47jAudeTDwNOsqiC+euBJ4AnSZFMhRALgQeBLwL/Ar4M\nvCKEOFNKuRtVA2WyEGIIqlzqZaiIp27x/rLPsld/hB//8RH2XbAv6VjDOQ0srV7K9z7xvaO6KROo\niy4vAQ+jCl9/Dxg94zyq3j3Ik1/8OpEsDz7D4FNTL0gLvQp3hKlbWsfmFzbT1djFuCvGMfUTU8kb\nokwYE5mI7tL5+7N/xwqpfP+F8xcy44wZPPSnh5hz/hzkUMnzLz3Pr3/zazZv3gyo6lYXXnghCxYs\n4KyzzjrpQ6VOlZexN3Du9eTDgJOslPIV1AwnCCEez9Dka8BjCWFZtwkhLkOR7p1SSkMI8XVUaKkd\nwtWSoZ8YKlnIT0yd/XXvwwUZGhyl87wNJb22ov453kIlEMwHKg90YK4/gLclwLCahNCrMWGMoEH9\n8nq8+V7qltax882dDD13KB+45QMMnTk0zasvpeTcaecyY8IM0MBX6COvPA/fIB/miyb3/u5ennji\nCTo6lO22sLCQq666iquuuori4uKju0kHDhz0CgNOsj1BCOFBmRH+J+VQNQn0KKV8EZUY1Su8Ep0n\nYktAdZSKXFdun8cKSnrdgbK9NgD3AhOBXwKVpkXptmY6t7ew5r01PPPrZ5LU/N+u/y3V4WrGuMaQ\nVZTFmdefyczbZpI1OF2FD3eEMQIGQhPklOWQPzkf3yAfFhYvvfQSDz30EG+88Uas/aRJk7juuuuY\nM2cObrc7rT8HDhz0H06oot1CCD/wZSnlk9HtISi+qkqwwSKE+C5wo5TyjCO4xolzww4cODil4BTt\nJvNDcODAgYP+womeutOI0sLLUvaXoVL9HThw4OCExglNslLKMPBfVAZXIi5BFaZy4MCBgxMaA24u\nEELkoOb0A0X6I4UQ04CmaIjWA8BTQojVKGK9BRUv+8hAjNeBAwcO+oITQZI9B1gbXXyoGNe10U+k\nlM8CtwN3AetQUQVXRAnYQQKEEFVCiL8LIRqEEJYQ4hMDPab+ghDi/woh1ggh2oQQB6P3PenwZ558\nEEJ8WQhRG73XNiHEv4UQVwz0uI4Hot+zJYT4xUCP5Ugx4CQrpXxTSqlFFz1h/dMJbR6WUo6WUvqk\nlOckRho4SIKd2PFVIMCRTZxysuBCVHTc+cBFqOzl14QQhQM6qv7BbuBbwNnADGAZ8DchxLGb6/sE\nhBDiPOBzqN/0SftbPqFCuBwcO6SGw53qiJqd2oBrpJQvD/R4+htCiCbgO1LK3w30WPoDQogClD/m\nM8DdwAYp5W0DOqgjxIDbZB04OEbIR2lmPWb7newQQuioWd59qPk0T1X8FnhOSrlcnOR53w7JOjhV\n8HOUzf4/Az2Q/oAQYgrq3rwoU9ANUsotAzuq/oEQ4nPAGODG6K6TWt12SNbBSQ8hxAMoh+hseera\nvzYDZwEFKEn2aSHEB6WU7wzssI4thBATgCWo79K0dxObC/jkg2OTPUVxuthkhRA/A24APiil3DrQ\n4zleEEL8E2iQUn5qoMdyLCGE+CTwKCoJyYaOkmZNIEdKGclw6gkLR5J1cNJCCPFzlFR3WhFsFDon\nQHRQP+CvwOqEbQE8BmwF7jvZCBYckj2l0IvEjlMGQohfAR8DrgXahBDl0UN+KWXnwI3s2EMI8SNU\nWeIGIA9lq7wQVTv5lIKUsg0VJRKDEKILaJFSvjswozo6nIr/hKczekzsOMXwRSAXeB01O4a9fH0g\nB9VPKAP+iLLLvoaKlb1MSvnPAR3V8YPkJHZ+OTZZBw4cOOhHOJKsAwcOHPQjHJJ14MCBg36EQ7IO\nHDhw0I9wSNaBAwcO+hEOyTpw4MBBP8IhWQcOHDjoRzgk68CBAwf9CIdkHThw4KAf4ZCsAwcOHPQj\nHJJ1cNwhhHhcCPHi6XZtB6cnnAIxDgYC/Z6LLoR4EzVlya0ph25lAGuTCiEeAQJSyjsGagwOji8c\nknUwEBiwIsxSSv9AXBcgOo3KVcBHB2oMDo4/HHOBg4GCBBBCXCaEWCmEaBZCNAkhXhVCnJHYUAiR\nI4R4UgjhF0LsFUJ8QwjxkhDisUwdCyEeB6qAL0enk7aEECPsY4nmAiHEm0KIXwsh7o9e/6AQ4jYh\nhE8I8YgQolUIsVMI8dGUa3xLCPG+EKJLCLFeCHFTL+75HNT0MUc823J02ve3o8+iVQix6lSdCv1U\ngUOyDgYa2cADKAK6EFVL9EUhhDuhzf0o0rwW+BCq1N9sujc53IaaD+tRoDy6NESPZTJV3BS97rnA\nj4AHgReATcB04AngUSFEKYAQYgnwKeBLwETgh8BvhBBXHOZerwVeklJah2mXEUIIV3RcK1BT0ZwL\n/IzkWQQcnGiQUjqLsxzXBXgceLGbYzmAAVwQ3c4FQqiJA+022UAz8GgP13gDeOhw1wbeBN5KaXMQ\n+FvCtis6huui4+sCZqWc8yDw8mHuexNwbS+ez13ApxO2/wzMBAYDFlA10N+hs/R+cSRZBwMKIcRY\nIcSfo6p3G7AfpWGNiDYZC7hJmJJEStkFbDxGQ5DA+pR9B4ENCdczUFONlwJnogqiL42q7P7ofGq3\noGZYzQghRCUwGljaizEtAP4bPc8FXA5sklI2o/4klkbNJXcIIYb36i4dDBgcx5eDgYKtsr8E7AI+\nD+xBqb7vAp7DnH8sHWep80bJbvZpCde9EjXunvpJxLXAa1LKQE8DEUIUAkOllLXRXecAm6WUHQBS\nyk8LIR5ETT1zNbBECHGtlLK6p34dDBwcSdbBgEEIMRiYgJogb5mUcguQT/Kffx2KvM5NOC8bmHyY\n7sP0jxDxLsp0MEpKuT1l6WketWuAv/Wi/wuB5Qnbc4HXhRBF9g4p5Xop5f9IKT+IMnd8oq834eD4\nwZFkHQwkWoBG4PNCiD3AUOAnKJssAFLKDiHEo8CPhRCNKHPCXSiJsqdY23rgXCHESKATNZlkpvaZ\nwsm6lZKj4/kp8NNoSNZKlN34PMCUUv4u7QJClKBsqtf1MF4bFwE7oufp0XPuAj4qhHgJZZZ4ATWf\n2RiUA+zXvejXwQDBIVkHAwEJIKWUQoiFwEMoG+g24BvA/0tp/w2Uw+nvgB/lZCoFgj1c46eoqIB3\nUTbU0Sj1PjW6IFO0QY+JElLKxUKIA9FxPcz/b+8OcRoKgjiMf6NQOPCYOgQnIOkBOAKHQHGGAgnH\nIA2GQ4ApITg8hqTBoUkGMVjoQ0wfbb6fnrcZ9c/u20kWPoBn4OKHT06ARWa+/7butynwEhGn1LjX\nnJqkeKIu3CbALbAHLKkHFmcD1tVIfEhRGycidoBXYJaZ12P3s0pE3AH3mXm1om4feMzMg7U0prVw\nJ6t/LyKOqFv9BbALnFM72/mYff3BA3AzoG5KzcBqixiy2hRn1CXZJ3U0P87Mt3FbGiYzLweWHlLT\nFtoi/i6QpEaOcElSI0NWkhoZspLUyJCVpEaGrCQ1MmQlqZEhK0mNDFlJavQFTaBYymxNMtcAAAAA\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = subplots(3, figsize=(5,12))\n", "#axes = axes.flatten()\n", "for i, its_obj in enumerate(pca_itss):\n", " mplt.plot_implied_timescales(its_obj, ax=axes[i], ylog=True, dt=0.01, units='$\\mu$s')\n", " axes[i].text(0.2, 500, 'PCA ' + labels[i], fontweight='bold')\n", " axes[i].set_ylim(1, 1000)\n", "savefig('./figs/pca_itss.png', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above plots clearly confirm that TICA is much better than PCA at least for this system, and that Ca distances performed overall best for this system and within this set of features." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Overall measure of quality**\n", "\n", "Implied timescales are not really clear scores because different timecales may show different trends. We thus employ the total kinetic variance [2] of the MSM as a final score. The conclusions are the same as the above - independent of the lag time used." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAEdCAYAAADn46tbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ng8FgMLjx/wNtJ58os780wgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lags = tica_itss[0].lags\n", "colors = ['blue', 'green', 'red']\n", "kinvars = [[(M.eigenvalues()**2).sum() for M in its_obj.models] for its_obj in tica_itss]\n", "for i, kinvar in enumerate(kinvars):\n", " plot(0.01*lags, kinvar, linewidth=2, label='TICA '+labels[i], color=colors[i])\n", "kinvars = [[(M.eigenvalues()**2).sum() for M in its_obj.models] for its_obj in pca_itss]\n", "for i, kinvar in enumerate(kinvars):\n", " plot(0.01*lags, kinvar, linewidth=2, label='PCA '+labels[i], color=colors[i], linestyle='dashed')\n", "text(0.2, 40, 'MSM ', fontweight='bold')\n", "xlabel('lag time / $\\mu$s')\n", "ylim(0, 45); ylabel('total kinetic variance')\n", "legend(fontsize=14)\n", "savefig('./figs/total_kinetic_variance.png', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "References\n", "---------\n", "\n", "1. Shaw DE, Maragakis P, Lindorff-Larsen K, Piana S, Dror RO, Eastwood MP, Bank JA, Jumper\n", " JM, Salmon JK, Shan Y,\\n\",\n", " \"Wriggers W: Atomic-level characterization of the structural dynamics of proteins.\\n\",\n", " \"*Science* **330**:341-346 (2010). doi: 10.1126/science.1187409.\\n\",\n", " \n", "2. Noé F, Clementi C: Kinetic distance and kinetic maps from molecular dynamics simulation. http://arxiv.org/abs/1506.06259\n", "\n", "3. Swope, W. C., J. W. Pitera and F. Suits: Describing protein folding kinetics by molecular dynamics simulations: 1. Theory, J. Phys. Chem. B. 108, 6571-6581 (2004)\n", "\n", "4. Noé, F. and F. Nüske: A variational approach to modeling slow processes in stochastic dynamical systems. SIAM Multiscale Model. Simul. 11. 635-655 (2013)\n", "\n", "5. Trendelkamp-Schroer, B., W. Wu, F. Paul and F. Noé: Estimation and uncertainty of reversible Markov models. arxiv.org/pdf/1507.05990 (2015)\n", "\n", "6. Pérez-Hernández G., F. Paul, T. Giorgino, G. De Fabritiis and F. Noé. J. Chem. Phys. 139, 015102 (2013); Schwantes, C. R. and V. S. Pande, J. Chem. Theory Comput. 9, 2000 (2013); Molgedey, L. and H. G. Schuster, Phys. Rev. Lett. 72, 3634 (1994)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 1 }