{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Jupyter environment detected. Enabling Open3D WebVisualizer.\n", "[Open3D INFO] WebRTC GUI backend enabled.\n", "[Open3D INFO] WebRTCWindowSystem: HTTP handshake server disabled.\n", "\u001b[1;33m[Open3D WARNING] Read PLY failed: unable to read file: noisy_filtered.ply\u001b[0;m\n", "\u001b[1;33m[Open3D WARNING] Read PLY failed: unable to read file: gt_filtered.ply\u001b[0;m\n", "Loaded source point cloud with 3067 points.\n", "Loaded target point cloud with 50438 points.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "RPly: Unexpected end of file\n", "RPly: Error reading 'view_px' of 'camera' number 0\n", "RPly: Unexpected end of file\n", "RPly: Error reading 'view_px' of 'camera' number 0\n" ] } ], "source": [ "import open3d as o3d\n", "import numpy as np\n", "import numpy as np\n", "import open3d as o3d\n", "from scipy.spatial import cKDTree\n", "import scipy.sparse as sp\n", "from scipy.sparse.linalg import eigsh\n", "from sklearn.cluster import KMeans\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from sklearn.cluster import DBSCAN\n", "\n", "# Load source and target point clouds from .ply files\n", "source = o3d.io.read_point_cloud(\"noisy_filtered.ply\") # source point cloud\n", "target = o3d.io.read_point_cloud(\"gt_filtered.ply\") # target point cloud\n", "\n", "# Convert point coordinates to NumPy arrays for convenience\n", "src_points = np.asarray(source.points) # shape (N_src, 3)\n", "tgt_points = np.asarray(target.points) # shape (N_tgt, 3)\n", "\n", "print(f\"Loaded source point cloud with {src_points.shape[0]} points.\")\n", "print(f\"Loaded target point cloud with {tgt_points.shape[0]} points.\")\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def get_embedding(points, num_clusters):\n", " k = 10 # Number of nearest neighbors\n", "\n", " # --------------------------\n", " # 2. Construct k-NN Graph\n", " # --------------------------\n", " tree = cKDTree(points)\n", " # For each point, find k nearest neighbors (excluding itself)\n", " distances, indices = tree.query(points, k=k+1) # k+1 because the closest point is itself\n", " indices = indices[:, 1:] # remove self index\n", " # Build a sparse affinity matrix W (using simple binary weights or Gaussian kernel)\n", " N = points.shape[0]\n", " row_idx = np.repeat(np.arange(N), k)\n", " col_idx = indices.flatten()\n", " # Here, we use a Gaussian kernel based on Euclidean distance\n", " sigma = np.mean(distances[:, 1:]) # use average neighbor distance as sigma\n", " vals = np.exp(- (distances[:, 1:].flatten() ** 2) / (2 * sigma**2))\n", "\n", " # Construct the sparse affinity matrix\n", " W = sp.coo_matrix((vals, (row_idx, col_idx)), shape=(N, N))\n", " # Ensure the matrix is symmetric\n", " W = 0.5 * (W + W.T)\n", "\n", " # --------------------------\n", " # 3. Compute Normalized Laplacian\n", " # --------------------------\n", " # Degree matrix\n", " deg = np.array(W.sum(axis=1)).flatten()\n", " D = sp.diags(deg)\n", " # Normalized Laplacian: L_sym = I - D^{-1/2} W D^{-1/2}\n", " D_inv_sqrt = sp.diags(1.0 / np.sqrt(deg + 1e-10)) # add small epsilon to avoid division by zero\n", " L_sym = sp.eye(N) - D_inv_sqrt @ W @ D_inv_sqrt\n", " print(vals)\n", " # --------------------------\n", " # 4. Compute Spectral Embedding\n", " # --------------------------\n", " # Compute the first few eigenvectors of L_sym\n", " # We compute num_clusters eigenvectors (skip the first trivial one if needed)\n", " eigvals, eigvecs = eigsh(L_sym, k=num_clusters, which='SM')\n", " # Some implementations drop the first eigenvector (corresponding to eigenvalue 0),\n", " # but here we assume num_clusters is the desired embedding dimension.\n", "\n", " # Use rows of eigvecs as features for k-means clustering\n", " embedding = eigvecs\n", " return embedding" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "RPly: Unexpected end of file\n", "RPly: Error reading 'view_px' of 'camera' number 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1;33m[Open3D WARNING] Read PLY failed: unable to read file: gt_filtered.ply\u001b[0;m\n", "Loaded point cloud with 50438 points.\n", "[0.8109923 0.71877468 0.60283045 ... 0.23441541 0.17450092 0.13439465]\n", "DBSCAN(eps=0.005, min_samples=10)\n", "Cluster labels assigned: [0 1]\n" ] }, { "data": { "image/png": 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/w0UXXQSHw5Fw36KiIni93qSiqZPBbDYrv09OTmJkZASnnHIKfD4fDh48mHa7v/3tb/Hzn/8c3/ve93DGGWfE7c/r9WJkZASNjY1gjGHPnj0p9yOKIp599llccsklaGhoUF6vrq7Ghz/8Ybz66quYmJiI2ue6666LsmSdcsopEEUR3d3dCfvp7+9HU1MTrr76apSUlCivn3DCCTj77LPx5JNPpjx2ANiwYYMSsXvkyBH8+Mc/xiWXXILKysq4a5tqamqiLCgOhwMf//jHsWfPHgwMDACYstaecsopKC4uxsjIiPKze/duiKKIl19+GQDw6KOPguO4uFHUqVj6brjhhpjX1J9zIBDAyMgIduzYAQB49913k24bgPL5qdch5grZUvbXv/415YCxpqYmtLe348Mf/jBGR0eV8+71enHWWWfh5Zdfjmkz3rlLxO7du6OsuCeccAIcDgcOHz4MYOq78Pzzz+OSSy5BTU2Nst3KlStx/vnnz9r+22+/jaGhIdx4441Ra/wuvPBCrF27Fk888UTMPtrxn3LKKcp4ZuPgwYMoLy9HeXk51q1bh7vvvhsXXnghfvOb3wCYCl7bvn17VDYIm82G6667DkeOHMGBAwdm7SOT8cVjYmIio+vwySefRFVVFa688krlNb1ej5tvvhkejwf/+Mc/UmpPvi9dddVVcDqdyutnn3021q9fn/Y4ifyARGIesXbtWuzevRsf//jH8fjjj8Pj8eDiiy+e1QWkxuPxAEhuMvvIRz6Crq4uvP766wCAxx57DD6fb0ZXMwDceOONWL16Nc4//3zU1dXh2muvxdNPP530GLW0tLTg0ksvhdPphMPhQHl5ubKYfHx8PK02m5qacMMNN+DKK6/EZz/72aj3jh49qggtm82G8vJynHbaaWn3Nzw8DJ/PhzVr1sS8t27dOkiShGPHjkW9rnVZFhcXAwDcbnfCfmQBmagfWQykw+rVq/Hggw9iZGQEe/fuxZ133gmdTofrrrsOzz//fNS2K1eujBFwq1evBgAl12B7ezuefvppZQKWf3bv3g3geEBMZ2cnampqokRvOixfvjzmNZfLhVtuuQWVlZUwm80oLy9Xtkv1c5YfmmZ7+MoGH/zgB7Fr1y588pOfRGVlJT70oQ/hD3/4Q1KCsb29HQBw1VVXxZz7X//61wgGgzHHHu/cJSKeq724uFi5boeGhuD3+7Fy5cqY7eK9pmWma3zt2rUxD1EmkynGja0ez2wsW7YMzz33HJ5//nm8+uqrGBgYwOOPP46ysjJlPIm+b+rxJiLT8cXD4XBkdB12d3dj1apV4Pno6T/ZY4rXHgCsWrUq5r14544oLGhNYh5z+eWX4/rrr8ehQ4eS/rLJ0ZXJ3JCvvPJKfPGLX8Tvf/97NDY24ve//z2Ki4tjIq21VFRUoKmpCc888wyeeuopPPXUU7jvvvvw8Y9/HA888ACAxFYgbR65sbExnHbaaXA4HLjjjjuUPH3vvvsuvvSlL6WVesftduOyyy7D6tWr8etf/zqm/7PPPhsulwtf+tKXsHbtWlitVvT29uLqq6+es1Q/giDEfT2VB4JcIAgCNm3ahE2bNmHnzp0444wz8Lvf/U4Rd8kiSRLOPvtsfPGLX4z7viwqs4XaaijzgQ98AK+//jq+8IUvYPPmzbDZbJAkCeedd17Kn/PKlSuh0+mwb9++tMeY7HfCbDbj5ZdfxksvvYQnnngCTz/9NB555BGceeaZePbZZxNeOwCU4/r+97+fMDWO7G1Q95cs+XbdznQuksFqtaZ8badCpuOLx9q1a9HU1IRQKBS11jrbJHu9EgsbEol5jN/vB5C81UMURfz+97+HxWKZMVm2TE1NDc444wz88Y9/xFe+8hU899xzuPrqq5O68RgMBlx88cW4+OKLIUkSbrzxRtx77734yle+gpUrVyqWsbGxsaiF5tqn1L///e8YHR3Fn//8Z5x66qnK611dXUkdsxZJkvCRj3wEY2NjeP7552GxWKLe37dvHw4dOoQHHngAH//4x5XX47nOk3V3lpeXw2KxoK2tLea9gwcPgud5LFmyJMUjiUVOT5Oon7Kysqymftm2bRuAKXeSmo6ODjDGos7PoUOHAECprrBixQp4PJ5ZJ+AVK1bgmWeegcvlmtGamGr1D7fbjRdeeAFf//rX8dWvflV5Xba0pYrFYsGZZ56JF198EceOHUvr8ywuLo6b5Die5YbneZx11lk466yz8MMf/hB33nkn/vM//xMvvfQSdu/enfB8yK5gh8ORU/GTiIqKCphMJnR0dMS8F+81LeprXBtE1dbWNmNC+FxQX1+f8Psmv58pqV7bF198Md544w08+uijUS7jZKmvr8fevXshSVKUNVF7TOp7uBrt9SpvH++7Fe/cEYUFuZvzgHi56MLhMH7729/CbDYnta5DFEXcfPPNaG1txc033zzjmkI1H/nIRzA0NITrr78e4XB4VlczAIyOjkb9zfO8Eo0XDAYBHJ+s5LVnwNT6P9nSKCM/aastEaFQCD//+c+TGr+Wr3/963jmmWfw8MMPx3WjxeuPMYYf//jHMdvKgmu26gWCIOCcc87BX//616jSboODg/j973+P9773vUl/HjNRXV2NzZs344EHHoga0/79+/Hss8/OagFOxCuvvIJwOBzzurzGUWvF7uvrw1/+8hfl74mJCfz2t7/F5s2bUVVVBWDKivfGG2/gmWeeiWl3bGwMkUgEAHDZZZeBMRY3Ybf6M7JarSlVkYj3OQOIiqpOla997WtgjOFjH/uYsqxDzTvvvBNzfatZsWIFxsfHsXfvXuW1/v7+qHMJTLnJtchWQfn7leja3Lp1K1asWIEf/OAHccc4PDyccHzZQBAE7N69G4899hj6+vqU1zs6OvDUU0/Nuv+2bdtQUVGBe+65RzlWAHjqqafQ2tqaMGNDrrjgggvwr3/9C2+88YbymtfrxS9/+UssW7YsK2vu5AfZZK/vG264AdXV1fjc5z6nPJypGRoawje/+c2E+19wwQUYGBiIyqQQiURw9913w2azKUtv6uvrIQhC1D0cQMy9WX1fUhs0nnvuuaTWbBL5DVkS84Drr78eExMTOPXUU1FbW4uBgQH87ne/w8GDB/Hf//3fMe6h8fFxPPTQQwCmUnPIFVc6OzvxoQ99CN/4xjeS7vuyyy7DjTfeiL/+9a9YsmRJlDUvEZ/85Cfhcrlw5plnoq6uDt3d3bj77ruxefNmZV3LOeecg6VLl+ITn/gEvvCFL0AQBPzmN79BeXk5jh49qrTV2NiI4uJiXHXVVbj55pvBcRwefPDBtNxX+/btwze+8Q2ceuqpGBoaUs6RzEc/+lGsXbsWK1aswOc//3n09vbC4XDg0UcfjbtGSK5icPPNN+Pcc8+FIAhKgnEt3/zmN/Hcc8/hve99L2688UbodDrce++9CAaD+N73vpfysSTi+9//Ps4//3zs3LkTn/jEJ5QUOE6nM+0Sgt/97nfxzjvv4P3vf78i9t9991389re/RUlJCT7zmc9Ebb969Wp84hOfwFtvvYXKykr85je/weDgIO677z5lmy984QtKENTVV1+NrVu3wuv1Yt++ffjTn/6EI0eOoKysDGeccQY+9rGP4Sc/+Qna29sVV/Arr7yCM844AzfddBOAqc/i+eefxw9/+EPU1NRg+fLlMWmF1DgcDpx66qn43ve+h3A4jNraWjz77LNpW6iBqWv1Zz/7GW688UasXbs2quLK3//+d/ztb3+bcXL+0Ic+hC996Uu49NJLcfPNN8Pn8+EXv/gFVq9eHRVIc8cdd+Dll1/GhRdeiPr6egwNDeHnP/856urqFA/BihUrUFRUhHvuuQd2ux1WqxUnn3wyli9fjl//+tc4//zzsWHDBlxzzTWora1Fb28vXnrpJTgcjrjlPrPJ7bffjmeffRa7du3Cpz71KYiiiJ/+9KfYuHHjrGUE9Xo9vvvd7+Kaa67BaaedhiuvvFJJgbNs2TKlCtRccdttt+Hhhx/G+eefj5tvvhklJSV44IEH0NXVhUcffTRmXV86yIaARx55BKtXr0ZJSQk2btyIjRs3xt2+uLgYf/nLX3DBBRdg8+bNURVX3n33XTz88MPYuXNnwv6uu+463Hvvvbj66qvxzjvvYNmyZfjTn/6E1157DXfddZeynt3pdOKKK67A3XffDY7jsGLFCjz++ONxjRrf/va3ceGFF+K9730vrr32WrhcLtx9993YsGFD3IcVooCYl5hqIoqHH36Y7d69m1VWVjKdTseKi4vZ7t272V//+teYbU877bSopKs2m42tWrWKffSjH2XPPvtsWv1fccUVDAD74he/GPd9beqOP/3pT+ycc85hFRUVzGAwsKVLl7Lrr7+e9ff3R+33zjvvsJNPPlnZ5oc//GHcdCOvvfYa27FjBzObzaympoZ98YtfZM8880xM+oXZUuAkSjIs/8gcOHCA7d69m9lsNlZWVsb+/d//XUnloU7rEIlE2H/8x3+w8vJyxnFcUsm0zz33XGaz2ZjFYmFnnHEGe/3116O2kY9fThQtkyjdRDyef/55tmvXLmY2m5nD4WAXX3xxVDJtdXvJpMB57bXX2Kc//Wm2ceNG5nQ6mV6vZ0uXLmVXX311VEofxqKTaZ9wwgnMaDSytWvXxu1ncnKSffnLX2YrV65kBoOBlZWVscbGRvaDH/yAhUIhZbtIJMK+//3vs7Vr1zKDwcDKy8vZ+eefz9555x1lm4MHD7JTTz1VSdWjTaYdL11MT08Pu/TSS1lRURFzOp3siiuuYH19fTGfXbLJtGXeeecd9uEPf5jV1NQwvV7PiouL2VlnncUeeOCBqETh8a6RZ599lm3cuJEZDAa2Zs0a9tBDD8Wkm3nhhRfYv/3bv7GamhpmMBhYTU0Nu/LKK2PSCf31r39l69evV1LLqK/dPXv2sPe///2stLSUGY1GVl9fzz7wgQ+wF154QdlmpnM3UzJtLfX19THpiV544QW2ZcsWJYn6r3/9a/a5z32OmUymhOdVzSOPPMK2bNnCjEYjKykpmTGZdjJjj8ds6cRk5GTaRUVFzGQyse3bt6eUTDuZ8b3++uts69atzGAwJJ0Op6+vj916661s9erVzGQyMYvFwrZu3cq+9a1vRaUwS5RM+5prrmFlZWXMYDCwTZs2xaRTYmwqPc9ll13GLBYLKy4uZtdffz3bv39/3PRLjz76KFu3bh0zGo1s/fr1lEx7gcAxNs8r5QmCKBiWLVuGjRs34vHHH5/voRAFxiWXXIKWlpa014USBDH30JpEgiAIIqvIQXcy7e3tePLJJ3H66afPz4AIgkgLWpNIEARBZJWGhgZcffXVaGhoQHd3N37xi1/AYDAkTIlEEER+QiKRIAiCyCrnnXceHn74YQwMDMBoNGLnzp2488474yZcJggif6E1iQRBEARBEEQMtCaRIAiCIAiCiIFEIkEQBEEQBBEDiUSCIAiCIAgiBhKJBEEQBEEQRAwkEgmCIAiCIIgYSCQSBEEQBEEQMZBIJAiCIAiCIGIgkUgQBEEQBEHEQCKRIAiCIAiCiIFEIkEQBEEQBBEDiUSCIAiCIAgiBhKJBEEQBEEQRAwkEgmCIAiCIIgYSCQSBEEQBEEQMZBIJAiCIAiCIGIgkUgQBEEQBEHEQCKRIAiCIAiCiIFEIkEQBEEQBBEDiUSCIAiCIAgiBhKJBEEQBEEQRAwkEgmCIAiCIIgYSCQSBEEQBEEQMZBIJAiCIAiCIGIgkUgQBEEQBEHEQCKRIAiCIAiCiIFEIkEQBEEQBBEDiUSCIAiCIAgiBhKJBEEQBEEQRAwkEgmCIAiCIIgYSCQSBEEQBEEQMZBIJAiCIAiCIGIgkUgQBEEQBEHEQCKRIAiCIAiCiIFEIkEQBEEQBBEDiUSCIAiCIAgiBhKJBEEQBEEQRAwkEgmCIAiCIIgYSCQSBEEQBEEQMZBIJAiCIAiCIGIgkUgQBEEQBEHEQCKRIAiCIAiCiIFEIkEQBEEQBBEDiUSCIAiCIAgiBhKJBEEQBEEQRAwkEgmCIAiCIIgYSCQSBEEQBEEQMZBIJAiCIAiCIGIgkUgQBEEQBEHEQCKRIAiCIAiCiIFEIkEQBEEQBBGDbr4HQBDE/MAYQzgcRiAQgE6ng06ngyAI4HkeHMfN9/AIgiCIeYZjjLH5HgRBEHOLJEkIhUIQRRHBYFARhRzHged56PV6CIIAnU4HjuNINBIEQSxCSCQSxCKCMQZRFBEOh8EYA8dxCIVC4HkejDEwxiBJkvIex3GKWJQtjSQaCYIgFgckEglikSC7l0VRBDBlNWSMKSIx3vbJiMZ4+xIEQRCFD61JJIhFgGw9lCQpas3hTM+IsiiURaAsGiORCMLhcJRolN3TJBoJgiAWDiQSCWIBI4u6AwcOoKqqCk6nM21X8WyiEQB4no+yMpJoJAiCKFxIJBLEAkWSJMV6ODIyguLi4qyuJUwkGsPhMEKhkPI+iUaCIIjChEQiQSww5HWEavfyXAizeKJRHodsaZTf1+l00Ov1SvQ0QRAEkX+QSCSIBYQ2OCXZ9Ye5QF6vqB6bJEl49913UVlZiaqqqihLozp6miAIgph/SCQSxAJBttqJohiTEDsfhJcsGuX/BUFQxiy7p3mejwmEyYexEwRBLEZIJBJEgSPnPoxEIjHRyzIcx0GSpHkaYTRy6p1ElkataNSuaSTRSBAEMTeQSCSIAmYm97KaQhBWatEou8blyjByVRgSjQRBEHMHiUSCKFAS5T6Mh2y9yweSEXXyNiQaCYIg5g8SiQRRYMi5CSORCBhjswpEIL9EIpB6EE080Sj/BINBhEIhAPHzNJJoJAiCSA8SiQRRQEiShEgkMqt7WUs+icRsiDZ1/WhBEGJEo9rSKAfB6HS6pM8XQRAEQSKRIAoCdVCHuo5ysuSTSASyn45nJtEYCASUbWTRqK47TaKRIAgiPiQSCSLP0QanpCoQ5X3yRSTOhShLVjTKFkYSjQRBELGQSCSIPGam3IepMJNInA9RNB+JveOJRkmSSDQSBEEkgEQiQeQhyeQ+TKfNmV6fKzGUD6JrJtEYDAaxZ88erFixAhaLhUQjQRCLFhKJBJFnJJv7MBXyTdjki+tbRuvCd7lcWL58OURRhCiKCVPukGgkCGIhQyKRIPIIOQ9gtqyHMvlUcaVQkAUhcDzljmzdlUWl1j2dznpRgiCIfIVEIkHkAbIAOXjwIMrLy+F0OrMqNhK1FQqF0N/fD4fDAZvNNmdBJYWGLP54ngdwXDRGIhGEw2ESjQRBLEhIJBLEPKPOfTg0NASHw5F1YREvcMXtdqOpqQmCICAQCEAQBBQXFys/ZrM5ZwIn39zNqZKKaJTzNMruaYIgiEKBRCJBzBPxch/yPJ8TAaUWiYwxHD58GIcPH8aqVatQWVkJAJicnITb7cbg4CDa29uh0+liRGO2xrLQmE00AvGrwZBoJAginyGRSBDzgLq0HnBcZOQqn6HcbjAYxN69e+H3+7F9+3Y4HA6lpF1RURGKioqUgI3x8XG43W709/ejra0NRqMxSjQajca0x1PolsTZSCQaw+HwjCUESTQSBJFPkEgkiDlGnftQLSSA3CW95jgOPp8Pr732GkpLS7FlyxbodLqEfQmCgJKSEpSUlAAAIpGIIhqPHTuGAwcOwGKxKIKxqKgIBoMh6bEsNuKJRvk6kC2NHMeRaCQIIq8gkUgQc0QyuQ9zIRIlScLY2BgmJyexYcMG1NbWpizUdDodSktLUVpaCgAIh8MYGxuD2+1GV1cXvF4vbDZblGiUI4PjsdAtibMhr1eUSUY06nS6RSmwCYKYP0gkEsQckGzuw2yLRL/fj+bmZvj9flRVVaGuri4r7er1epSXl6O8vBzAVJS02+2G2+1Ge3s7/H4/HA6HIhiLioqiRBERzUyiMRQKKVZIbSAMiUaCIHIJiUSCyDGp5D7keT5r+QyHhoawb98+VFZWwul05tR6ZzAYUFlZqQTBBAIBRTQePHgQoVBIEY2hUCij9YyLgWREYyAQgMFggM1mI9FIEEROIJFIEDlCdi/L0cvJJMfOhiVRkiS0tbWht7cXGzZsQHV1Ndra2pQgmbnAZDKhuroa1dXVYIzB7/cr7mn5/4mJCcU9bbfbaf3dDKhFo3x9dHV1wWazoa6uLm41GBKNBEFkColEgsgB6ZbWy1Qker1eNDc3AwB27twJq9WalXYzgeM4WCwWWCwW1NTUoLW1FRzHwWazwe124+jRo2CMoaioSBGNc5XYuxCRz4s6eTdw3GKdqIQgiUaCIFKFRCJBZBnZephOab1MxFxfXx8OHDiA2tparFmzJiZqOl/gOA56vR51dXWoq6sDYwwej0dxT3d1dYHjuKh0OxaLJa+OIR+QrxP5vGgtjZIkIRgMzphyh84pQRAzQSKRILKENvdhOrWX0xGJoiiitbUVg4ODOOGEE1BRUZGVdnNFvIhuu90Ou92OpUuXQpIkJbH38PAwOjo6oNPpoiyNuawGU0gkCn4CoAhBOUejnCdTLRrlIBidTpfVWuEEQSwMSCQSRBaQgwrkoJN0a/amKuYmJyfR3NwMnU6HxsbGhFVR8kkkAjOnwOF5Hk6nE06nE8uWLYMkSUqOxsHBQRw6dAgGgyHK0mgymeZw9PlBsp+n+lrUisZAIKBsI4tG2dJIopEgCBKJBJEB6qjTdNzLWpKNbmaMoaenBwcPHkR9fT1Wrlw5Y+BHPonEVM8Pz/OKGAQQVQ2mt7cXBw8ehMlkihKNySb2LnTSfRAh0UgQRDKQSCSINEk3OGUmkhFzkUgE+/fvh8vlwpYtW1BWVpZRu/MhIDPpL141GDliuru7Gy0tLbBarVGJvfV6fbaGnjdk6zNLVjTKbmkSjQSxeCCRSBBpoC6tl83JcjbBNj4+jubmZpjNZuzatSvpfIOFbEmcDZ1Oh7KyMkUsh0IhRTR2dnbC5/PBbrdHJfaeqRrMYieRaJQDYQKBAHiejwmEIdFIEAsPulMSRArI1pXx8XE4HI6sT4yJxBxjDN3d3Whvb0dDQwMaGhrmLGo6F+Q6sXdFRYUSwBMMBpXI6UOHDiEYDCqisbi4GE6ns2CrwcyFKNOur5VFoyiKEEUxYcodEo0EUfiQSCSIJJHdy2NjY2hubsbpp5+e9UkwnpgLhULYv38/JiYmsG3bNmVtXqbtLhaMRiOqqqpQVVUFAFGJvVtbWxEKheB0OhXR6HA45nnEyTGfeS9lUSiPI55olN3T6rrTJBoJorAgkUgQSaDNfcgYy8mEx3FcVOCK2+1Gc3MzHA4HGhsbMwrIyBeRON+C1Ww2w2w2R1WDkS2NPT09EEURkiShr68PlZWVsNvteSlucnUNpkoi0RiJRBAOh3HkyBFUVlbC4XBEWRpJNBJE/kMikSBmQJ37UC6tJ4vEXMDzvFLG7/Dhwzh8+DBWrVqF+vr6jCbU+RZmWvJlLOpqMLW1tWCMwev14q233oLH40F/fz8AROVotFqtJG5mQCsaR0ZGUFxcrIhG+X1BEJQ8jbJ7miCI/IJEIkEkQJIkRCKRmOhlrbUvm3Ach0gkgrfffht+vx/bt2+H0+nMSrv5Qj6NRYtcLpDjOKxevRoWi0VJ7D06OorDhw+D5/ko0Tif1WDy+VyqUZcP1Foa5e+UthoMiUaCmH9IJBKEBnXuQ9mlp56Mc2lJ9Pl8GBoaQmVlJbZs2ZK1KNxcCtt0yBdL4mxwHAeHwwGHw4H6+nqlGozL5YqqBqPO0ZgooXm2KZRzqHWLJ3JPh8PhGUsIkmgkiLmHRCJBqNDmPoy3bioXgkuSJHR0dKC/vx8OhwMnnHBC1qOm84V8GkuqqKvBAFNrVScmJuB2u9Hf34+2tjYYjcYo0ZhsmqJ0KIRzOdvaydlEI1kaCWL+IJFIENMkm/tQPZllY5L2+/1obm5GJBJBfX09AoHAnERNzyf5NJZMEAQhqhpMJBJRqsEcO3YMBw4cgMViiUrsna1qMIVyDlP9nsQTjfJ3MxwOK9uoRaMcPU0QRHYhkUgseuT0HZFIJKnSevJ72RCJQ0ND2LdvHyorK7Fu3TocO3YMfr8/ozbjMZtIzJdI2UJHp9OhtLQUpaWlAKCkTHK73ejq6oLX64XNZosSjQs9sXem15Yc5KJuTxaNsqWR5/mYijB0PRNE5izsuxNBzEI6pfVkC4csKNNBkiS0tbWht7cXGzZsQHV1tdJ2LtYO5pMlMZ/Gkmv0ej3Ky8tRXl4OYCrnpdvtxtjYGDo6OqKqwciiMdnE3oUi7LM9zlREozp6uhDOFUHkGyQSiUWLJEkIhUJJWQ/VqC2J6eD1etHc3AwA2LlzJ6xWa1TbuRBQi0mY5TMGgwGVlZWorKwEEF0N5uDBgwiFQnA4HFGJvWcSjYUgfHJ93alFo9xXPNGoXdNYCOeOIOYbEonEokN2L8vRy6mWD1NbElOlr68PLS0tqKurw5o1a2IskYtBJNLkfBx1NRi55KMsGvv6+hCJRKKqwdjt9qi1eoXAXFo81TWn5b6B4w+EiUoIkmgkiPiQSCQWFYlyH6ZCOpZEURTR2tqKwcFBnHjiiUpd4Xht52ryzydRkU9jyRc4jlOqwdTU1IAxBp/Pp4jGo0ePgjGm5GgURbEgzuN8usVnEo3BYHDGlDskGgmCRCKxSJgt92EqyPsla0mcnJxEc3MzdDodGhsbZ8yjR5ZEQobjOFitVlitVtTV1YExBo/Ho4hGn8+HgwcPYmhoSBGO+VoNJl/GpBaNgiAo6XYYY+js7EQoFMKKFStINBLENCQSiQWPurQeED/3Yaokk1CbMYaenh4cPHgQ9fX1WLly5ayBLoshcAUgS2I6cBwHu90Ou92OpUuX4p///Kfiph4ZGUFnZ2dUSh45sfd8ihtZgOWrwFLfCyRJUpafMMYQDAaj3NN6vV4Rjel4IAiiECGRSCxo1LkP1bnXMmW2hNqRSAT79++Hy+XCli1bUFZWlnS7c2lJzIZgTmcsRObIlsaysjIsW7YMkiQpib0HBwdx6NAhGAyGKNFoMpnmdIzyNVcIn7ksZuV7hNbSGAgEAIBEI7GoIJFILEhSzX2YKjNZEsfHx9Hc3Ayz2Yxdu3alVHEjlyIxnyBLYuZoz6FcU7qoqAjLly+HKIpKYu/e3l4cPHgQJpMpSjRmK7H3bOTb9RcP2YqoRv0QNZNo1OZoJNFILBRIJBILDsYY/H4/2trasHr16pysJ4on5hhj6O7uRnt7OxoaGtDQ0JBWUAytSSSSZaZzKQgCSkpKUFJSAmDKui0n9u7u7kZLSwusVmtUjka9Xp/V8RWSJVGSpFlzVCYSjZIkKaKR5/mYNY0kGolChUQisaCQU12Ew2EcPXoUa9asycnNWbt2MBQKYf/+/ZiYmMC2bduUMm2pshhEIkCWxGyQ6jnU6XQoKytTlj6Ew2Elsffhw4dzUg2mkERiOmsnE4lGURQhiiICgQCJRqKgIZFILAi0uQ9li0Ay1oF0UIsut9uN5uZmOBwONDY2ZuTCWywikcgOmQgNvV6PiooKJR1TMBhULI3t7e0IBAJR1WCcTmfK36VCEomZVFCSiVd3Wi0atYEw6rrThXCOiMUHiUSi4JmptF4uIoWBqclAFEV0dnbi8OHDWLVqFerr67MSNT3X0c0UuFKYZFv0G43GqGow6sTera2tCIVCUYm9HQ7HrKKqkERiLqKwZxKNkUhEeT9e3elCOGfEwodEIlHQyNbDRMEpuRKJAHDo0CGIoojt27fD6XRmpc35sCTOh4WRrJr5j8lkQnV1Naqrq5V1vrJo7OnpgSiKSn7G4uJi2Gy2GNFYSJ9zvMCVbJNINEYiEYTD4SjRqK47netxEUQiSCQSBYk296FWIMo321xMUiMjI/D7/SgqKsLJJ5+c8botNYuh4gpZSLLDXJe7s1gssFgsqK2tBWMMXq9XEY3d3d1gjEWtZ7TZbAVlSZQkaV6s6iQaiXyGRCJRcMi5D2UrYSLXTLZdt5IkoaOjA93d3TCZTFi6dGlWBSKQO5GYTPLvuSSfxkKkDsdxsNlssNlsWLJkSVQ1GJfLhcOHD4PnedjtdgCAz+eDxWLJa7GYD0m/ZxONwPHoaW2eRoLIBSQSiYJBXVovmdyH2RSJfr8fzc3NiEQi2LFjB1paWgouwCRfhNl8T8QLhXwQNTLaajCSJGFychJDQ0NwuVx46623oNPpYqrB5BPZCFzJNolE44EDB2A0GrFs2TJwHBdTQjDfjoMoXEgkEgXBTMEpiciW9WxoaAj79u1DZWUl1q1bp9yEC0kkyucqX4RFvghWIjfwPA+n0wmdTofe3l6ccsopSjWY/v5+tLW1wWg0RonGVJLO54J8+W7MhHoZjex+lh+cZUujVjTK0dMEkQ4kEom8R11aL5X8YrOVzkum37a2NvT29mLDhg2orq6OajtXbuFcRTcTC498/1xl4aWuKQ1MJfaWq8EcO3YMBw4cgMViiVrTOFfVYLRjLQTkIBv53Kpfl++XoVBIEZWyaFRHTxNEMpBIJPKWTEvrZSK4vF4vmpubAQA7d+6E1WrNWtszsRgsiZSzMTsUyjmMd73pdDqUlpaitLQUwFRi77GxMYyNjeHIkSPweDyw2WxK9HQuqsFoyUd3cyISjTUZ0cjzfEwgzHzfE4j8hUQikZek417Wkq6Q6+/vR0tLC2pra7FmzZqEN+NcWvyyLebU7SZ6jyg88v2zS/Y61uv1KC8vR3l5OYCpCkZyYu/Ozk74fL6oxN5FRUVZT5KfDw9QyZJsJHayolG7prFQzgORe0gkEnnHbLkPkyVVi5UoimhtbcXg4CBOOOEEpRJFPHK5JhGYW5E415AlMTsUwjlM9zo2GAwx1WDkdDttbW0IBoNwOBxRib0zFY1zkScxW6Rr9VSLRvn6kUuZqqvBkGgkZEgkEnmDOvehes1NuqRiSZycnERzczN0Oh0aGxtnjbycC7fwXLU7NDSEYDCI0tJSmEymrPZL5JZ8n7yz9bBjNBpRVVWFqqoqAIhK7N3X14dIJBJVDcZut6csouYjT2K6ZKuEIAASjcSMkEgk8gJJkhCJRDJyL2tJRiQyxtDb24vW1lbU19dj5cqVSd18c+VuVqe6yCbxRKIoijhw4ACGhoZgNptx6NAhmM3mqIjTXKwDowkmOyxkS+JsmM1mmM1m1NTUgDEGn8+niMZjx45BkqSYajCzjaPQ3M3ZtnrGE43yTzAYRCgUAgASjYsMEonEvKJeIyPfpLN1w5lNJEYiEbS0tGB0dBRbtmxBWVlZSm3n0pKYbQGqFYkejwdNTU3Q6XTYsWOHkkpjbGwMLpcLXV1d2L9/v7IOrKSkBE6nM2vrwApB4BQC+T45z4Xw4jgOVqsVVqsVdXV1MdVgurq6wHFclGi0Wq1xS3gudHdzKqjvxYIgxIhGtaVRDoLR6XRZecAn8gcSicS8oQ1OyXZR+5lcwuPj42hubobZbMauXbtSztE2F4EruWq3v78f+/fvx9KlS7Fq1Srlc9DpdCgrK1PEsnodWGtrK8LhMBwOB0pKStJ26anHQmRGIQjt+bDOaavBSJKkVIMZHR1FZ2dnVEoeObH3YrckzsZMojEQCCjbxKsGUyjnlYiFRCIxL0iShOHhYYyNjaG+vj4nN5F4lkTGGLq7u9He3o6GhgY0NDSk1fdcBK7kgkOHDmFoaAgnnniiEhQgrwHVol4HxhhT1oG5XC4cPXoUAFBUVKSIxlTKrhWCwCEyJx+EF8/zcDgccDgcqK+vhyRJSmLvwcFBHDp0CAaDAZFIBKOjozAYDHm/NjcfgmxSEY2CIMBgMJBoLEBIJBJzijr3oVy2a9myZTnpSysSQ6EQ9u/fj4mJCWzbtk1J7JsOhRa44vf7AQATExNobGyExWJJeVwWiwUWiwW1tbVgjGFychJutxvDw8Po6OiATqdTBGNJSUlC6yxNENkj389lPj4M8DyPoqIiFBUVYfny5RBFEePj42hqasLw8DCOHDkCk8mkpNrJh2owWvLRNZ5INE5MTGDfvn3YsWOHUndavaaRRGN+QyKRmDO07mV5HVyuULuE3W43mpub4XA40NjYmHE1B57nlTJY2SbbAnRoaAh79+4FAGzevDllgRgPjuOirDOiKGJiYgIulwu9vb04ePCgEgRTUlISkww5H8VDoVEI5zAfLImzIQgCSkpKwHEcNm7cCIPBoORolKvBWK3WqDWNuU7sPRuFEImtFo2yMJTXoAeDQQQCARKNBQCJRGJOkNMqqHMf5lokypbEzs5OHD58GKtWrcqaazuXuf6yVc1FkiS0t7fj6NGj2LhxI/bt25eF0cVHW3ZNrqChToYs57XLlat+MZLvk2khiETgeCSvLFjUa3PV17Ic0GWz2aISe+t0czeVykIr3yyJiRBFUYmAVl8L8jkXRRGiKCYMhMn2WnUiNUgkEjlFvgnI0cvqp8RclbZT993X1weO47B9+3Y4nc6stZ3LsWdDgAYCATQ3NyMcDmPnzp2w2WzYv39/lkY4O9oKGsFgEC6XSwkeCIfD2LNnj2JptNvtUa52V0SEkQMGwiKGQxHUG/XoCUVwLBhGvVGPdRYTwAGDoQjK9AJ8EsNBbxA2HY/1Zj0scSZtiTEwAMICmXAKQWgXkkgE4ovueNeyLBrb29sRCASiqsFkMwvATGMtFJE4UwlBWRQC0aIxEoko78tiUV13uhCuqYUCiUQiZ8yW+zCXQmtkZAQDAwMwm83YuXNn1p/0c2lJzLTtkZERNDc3o6KiAuvXr1duwvHanamfoMRg5DlIjGFSlGAXeIQZMBAKw6njwYFDhz8Eu8BhhcmAoYiE4XAEYBL2eoMwcRw2Wc1YatKjPcLgszixrKQM7VYnOvoGsMlehBdHvRjuHcVSKYwKqw3dZisEiwUjoojhkASvJGEsIsLEcQgwhnFRgoXn0GAywiYIGAmFYRQ4SIxDbygMgUmoNhmw3W5Go9OCkMTQFYygQi9gIBRBZyCMBpMeuxwWVBlndxmyaWHJcxy8ogS/KKFUnz954fJlHIlIRyRKjKHdH4JXlLDeYoRJyL0YSkV4GY1GVFZWorKyEsDUA5k6C0AoFIpK7O1wOLIq6OR7ZqGLRC2JRGMkEkE4HE4oGgvlPBQqJBKJrJNs7sNciERJktDR0YHu7m4lH1ouXEG5SIETkCTops/VaDgCMRxBsV4HkTGMR0Q4BB4igP5gGE5BgMBz6PQH4RB4WHgO+zwBjA70w9Lfg+pVqzFZXIo3Jnx4d8IHgeMg8UasDEWwd8wDVziC5SYD9nsDGAiEsMGkR5VJj7c9QRg4wC7waPEEoON5lOl5dPqCEDkeRTyHQ4EQJAaYBR59gTA4Dlhi1iMiAUOhCMYjIsZFETyAUoFHuUEPjyhhUpoSmmPBMCZ4K/7h4+ARLAhYTLADgARMeEOIjAcQ5DgwgQeDABGAAIBNbQJeZBgKB8BN/y0jTm9zNBzEQV8Ijw9PgAk8JiMiBAARBgQZg4EDHjcZsNVhwS6HGeusJogM6A+FUawT0B8I4e86C7zjPjCfiEPBEMp0AsbCERwOhFCk12GH3YIqvYC3vQEYOA6NDgtWmA1zKtoWgiUxKDH0BsNo8gZQpddhm92EA74Q/jA0jmP+IIoMArbaLFhtNWCZ0YBSvQABU9bgbJ5r+bucTpsmkwnV1dWorq6OygLgdrvR09MDURQV0VhSUgKbzZaRsCk0kSi7m1MlFdEou6dJNGYfEolEVlGX1gNmzn2YbZHo9/vR3NyMSCSCHTt2oL+/P+PgkiP+IHoDYSw161FnNMAvMfQEQ/BIDJiepMcjIow8ByPHYSgcAQegRCegOxBGmDFUG3Vo9wXhiUhYYTaiIxCEKyRiuUmHg74ARkISlpoN6PKHMRQOIyRYwQ+Owz0wgRUWI8r0OrR7A4iAm243BAbAoePRHQhBAAcdgGNeDyRRQkNlA3RehtGxQfgiEYyLIsBxEHR2vHRkCBFewIQkwcJxCDJgMiLCIXCwCjqMhCNgYDBy3NQxArBwHCYlCWBTYs3HAPk2LGFKmHX6w2CYEmqS6sclSugOBcEARADoIEIEEAaPyZCo7O+DLAJ14HRT7QCAyCKY6poDBIDD1GQTnN6ex3GhyAPgpsfgEhncIgPCkjIWWWgCwJg3hFZfCE+MTmClyQiB4zAQiQCihCCAfsGGV/onwPEc/BIDx03tG2JTfbw27oVl+jxyDHjONYmTHBacW2yDkQOaPUEU6XU40WqEXSfgaDAEPcehTCegPTBVuWKN2QizwGNSnDoCG8+hLxiGT2JYbjZAl4RgyXdLIhA9xqAk4a1JP4ZCImoMAlq8Abw86cdQKAITx2G12QiA4Z1xH8YkgA+E0TwZgEUnoEjgYeB5FOkENDoteF+pHZY0rIxq4ToWEWEAoJvB3ZzqsWqzAHi9XsU9ffToUTDGUq4Gox0/UDgiMVvrJ2cTjUD8ajCFcp7yFRKJRNaQrYeiKEZ9mRORTZE4NDSEffv2obKyEuvWrYMgCBgcHMyo/f0eP37RM4JDXj/MPI+VVhMMHNDlC8MfCKJSFHBy7yiOBYIYCUVQazRgMCTCFQ6hVK/DaDiEsQiDQ6fDZCQCryTBIQjwigxeUYRR4BCUGPyiBBPPI8IY/CIDeDP4sQAiHPCOxw8DA3wSwHGAHkBgWqgIAGQJHBEjkAQeOkGPcc+UKJMtb1P/M4icgLGgBB4Swjj+5ZcATIgMAkIIY6ptHlNuVg7AJJgi2qTp1+QpTf49onpNFmLypx/BlHDjAISm35cFpSz05Nfk9mRBxzgdBEEWfyI4UYQEBggcOAhR+8j9CdPj1I5ZVG0bnj6PkyEJfaGp9ECiagwRXsA4A3QimzqHKmHMAPjDDAIiU5ZNAGMRCZ3Bcbw6NgkRPMbCInQcUGvQYYnZgJ5gGGGJTVkqwyKCooh6kxEbrAZMRiQMhESUGnVwhUT0BwIoM+rR6LBiu8OMKr0O7YEQGAPK9Tq0eAOQGOCbHtFIOIKgxFBt0IGfFhsiYxA4+foS4dTNnYucMYYgYzDxPFwRCW1MQHkghNFwBM+N+bBn0oehcARGQYA/ImFSlBCaPr/9wQgEDvBLUM57gAHjIRH905+okQOGIyKKdQLOLLJCzyd3XCJjGA2LeNHtwWBYRJ1Rh8P+IHqCEaw2CjDyBuwAkHns/3HUib3lajByYm85EEZOySOLxtnyjcqRzYXwgADkLl1PItEYDodnLCFIojE1SCQSGaNebKyOXp6NbIhESZLQ1taGnp4ebNiwATU1Ncp7maztO+oP4Z5jw3htzItJBnAQ0eEPg8eU0AGAQxCwp2cYEcYQZoAeXkTY1Pt6TImJKTEWVkSLHlPWswgAPnJcvHimz8OUUOGnhBMDwiIwgWkRxKYsbvKZlS1knCiCE3SKVS2I42JIFkpTIoxTxJza6gfVtgxTIkveT26TIVrIyW0m+l99G1YLOXnc6u0xfT6g6ltuQ/6ZsgQKEAS1ABQhiVOtCAIHhuMuLfVY1AJSOyaG458np9pPtjyqzxfT7Kd+LwwgJALj4tSnIgvnoUgYLb4wwsoxhRVhfyzkxzuTfggA/AA4NrVNEIA+IGLPRACPGARUGHQYCYsIAbDxPEbCU98zk6kUbx1zIQQOo+Ewqk0GNDrMEMFwwBuCQxAQkCQcC4Zh1wnY4TBjqUGPFl8Iep7De2wmLDXq0B+KIMAY6o166HgeEmOIMMAQR3xJjMErSrAJPHwSQ18wglI9jyAD9nn8MHIcxiMi3vIEwYHB7QmgSzLgr12DCIkSXBEJnsj0Q0o4olxb8kNBaPrky9em+nzLn42fAZ2+IP4yPIZlJj3WWGbOYSgHQr054ccLYx50+IIYj4gw8AL8koSAxPAOAwRTEd7sGMBysx7LDAYsN+tRY9Ch3KCDNUuBKBzHwW63w263Y+nSpZAkKW6+UW01mKjPoADS36hJ192cKvFEo2y4kC2NHMdFiUY5eppIDIlEIiO0uQ9TyXEli8R0IyC9Xi+am5sBAI2NjbBarXHbTwXGGAZDEfysZxivTfgxyY5boAKInbQiIlMmrxCObysLGbWoBKCIBbU1Tbu2Djg+IUYQa207biUUwYkAN30Dlq1akmb74xawqVZFRIs/dZ/q13kcF2xAtJVPFkjqNnho+4s+V2prnjwadRvy+2rLHx+nHUnpQwCvmnskiGDTlj9J4MBDiLJ4Spp25Lbl99X/q4WtVvSqt+Fx/DNSn0eo3ov3Po+payHCoj//CKbObwjAKAPGgyK6g6JKZB4X8JxgwMD4lBU0CEDvC+NVtxeMA4LTlmcwKNbhl8c8sPHCtHuboVLHY4nFCF9EgjsSQbXBgJMdZkQYwyF/CCUGHU6ymlCsF/DuhB8cAL3A4YA3AJEBOo7H0emlD+A4DIbCgCQhAsArHj/PIfDgvSFl7FrXvyCfZ9V41d8HtXCXf/cy4IA/hL8Mj+O6mlKU6OOLkKFQBPs8Afxj3INmTxBj4Qh80vRDmigqD1oBABKnx+RkAE2eAAwcYAVgN+iwzWHB1ZVFqEki0ClVeJ6H0+mE0+nEsmXLIEkSxsfH4Xa70d/fj7a2NhiNxijRWEjpb4D5S/wtr1eUUYvGUCikiEpZNKqjp4njkEgk0iZe7sNUUD/xpbpvf38/WlpaUFtbizVr1sS9CaUqEv2ihL8Mj+Gp0Qm0eAKYFI+7WYHoiR6ItjwB0YJKa1VTCxS1+FG3o4ghLtq6IlvT1GORRHFqjZ7qJqgVm4qlcfrveFbBeKgnY/U2smiKd0bV50It/LRrF+O1C83raoGmFr5AbN/R50kAE9QudhEQAQ6SEgSjHqe6r0Qub7V7Xe4LiBayWhe8+vOWt1W3r0P0Z6C2rKoFNqbbl62samuv7DJXP2iImLKyCWy6TXZ8DMCUpdMlikq7oyEJ7SG/0lZbwI+3JqdEZ4BNicy/8RMwcsCYyMBNj93Poscgo/7MteJb/dmrlznoVO3wLLoN+bjlbbXneDzC8MZkAKf6Amh0Rj8gAkC7P4hHhibw7qQPQ2ERwenvs9yv2lopjzEEgLGpdbcTAAYDEQxHPOj0BbDUZEClQY8ag4ByvR5rLAaU6LM7hfI8H5VvVBRFZT1jT08PDhw4AKPRCEmSMDg4iOLi4owLA+QaSZLmxJI4G8mIRrmEoDoQZrGLRhKJRMrMlPswFWRhl8qTpiiKaG1txeDgIDZt2qSkoUjUfrIiMSxJ+F3/KB7qd2EgLCGE+O6uaDcqFyOO1MJAFh/aiUjrrtUKL8bFTrRRbUgimCAct8BEjel4/zHjnf6MtNYy9XgTCVf1PhHEihlOta06kETbj3qdouyS154TOQBFQvSxa62L8cSE3MbUuRHACQCDAAYGiUXApoNgeOG4E1r+jNTCTi3i1FYv+VzJ/2uPH6q/MT1e9f6JLJLqc6w+dvU5UW8b73xoP0t1H+pzo/49jGiLd4Cp2mOAd1ocxrvG1WPVWl7V28iWw6j9uOMPPxFMCVu14AaiPxe5HfnakD8bjyiiJxiGyNjUe9PXeG8ghP8dHMdLY16MRaSYhyL5uAVVH0zVB3B8PK6IhLc9ITR5pqyhAg+U6gWcU2LHJ6qKYcthih5BEFBaWorS0lIAU3XWe3p60N3dje7ubrS0tMBqtUYl9p7vajBaRFHMuzEBiUWjy+VCR0cHtmzZEndN42ITjSQSiZTIxL2sRS0Sk2FychLNzc3Q6XRobGyMWaujJdk1iSJjeHRoDL8fcKMvLEW5hNWTnnoSBKYmUUl16PEmZnniibEWInpSV8M4LsbSJk3/yyQJHK+LEW4zWiZVP1q3tXbcWrEUrz11v2ormdqNGE/4RR0Lx8WsTVTvF88VrhVO6n3iie9oKx0HntNBEuTtRIiSOLUOUABkG6HSNxdfDKoteepjizeGeAJca1UG4p/reMJsJguuVoSrxY58dKJmP06znfpz4uL8rT4uSfOe2uqtPRdA9PgFTFnrGIDIdEeMAyQWfexqgSgfG6/qS8dPuev/z+XB4UAYS00GnOk043Aggr+PefHKpA9jkakHPvVSCPV1qz4nU48Vsf1KmBKVshucSUAgKKLNG5jzNEQ6nQ52ux1GoxHbt29HKBSKqWykTew9l9Vg4lEo7nFZNMoR03JFsFAoFFUNZrGJRhKJRNLI1sN03ctakhWJjDH09vaitbUV9fX1WLlyZVI3nWQsiRJjeGJoDP/TN4JjITHGKgXECkVlImMMjIt+PZ5VR90GED15qrc53h9TtpMnLEmSAJ5Bx+uUdWtAtCVJK+60gkG7jVbMqsendZmqxUEigaE9lnhiQd1WImGlFYhawaPuTzturWBO9FkAAsCrBYkESNORzDwHDlzUscQTxlrk86aOqpYRVe/NJKCZalvZUqh1eyvnh4s+NrVbXt2e3H+8B49E1kyGKUuvtr3jQUTR2+oQ+9nL41ePUd5P6XvagiiLRnkfSdPO9OFCkM8NB5i4qdyi3f4QjgRCsPM8XnRPYlKU0B+KwCcyxR0u96eOwtdaQDmwqAcL9fljmt8jALqDYfxj3IvzSuxJpSvKFmrRZTAYUFFRgYqKCgBT1WDkyOm2tjYEg0GlHKac2HuuXb/54m5OFnm8akuj/DCwGEUjiURiVrS5D7NVgF1eODyTkItEImhpacHo6Ci2bNmi1FNNhtlEYqcvgCdHJvDkyBi6AiJmyqgoC4B4Vji1AFSvvYsXRBLPJYjp92QxIL+jTJqSCJ4XYoSZ1hKnnuS17UuIfkEtTuK5deO52plme604iyf8oGpPDQOLEY/qsarHoT5WeezxrKfy/+pxANHBQVpL5/G2eHD88fbBRDBpWlLwHCSVlEsUmJPI9R3vRztO7blVLxeIfYiYbptFXyfye9pzp/1dPTbtPuprTL1sQGtBVLcjC0Smee94m5xy7oEpi5wc/KTuS7ssQ+t6FjAlDjkG6DkgIgECB0TAEI4APk7EaEhEiDsuOqFqP57NTx6ziClrpvocqT8XtZtb/pz7QiJ+PzQxlbfRYVHSD+UaeYlPPIxGI6qqqlBVVQUAUYm9+/r6EIlE4HQ6UVRUpJTDzLWVTxTFgrAkysSLxpbnO7VolH+CwWBUyp3XXnsNOp0O55xzztwOPEeQSCRmRF7Yq65IkM0npZmE3Pj4OJqbm2E2m7Fr1y4YjTOnuojXdiJ3UKcviG90DaBpOoI5ngVRRi0GgOOTqQgurtBRTzyJ3teKBPVEfXw7CUxiikBUW2DUFi2t8JA07ctjBscp41KLJa3I0FoatWdQbkMrMlmcbdXHHN0WFzN+bR/x2lALFa1VTy0Kj/cSXzjFs2Cqz5XEAeCP3x7ZtKURAESeA6dazyiPP56LXDte7YOC9vi1gk19XFBtKwBgHIsZv/YhIuYaQOz5jgqIirOdug3tONUCLN5SA604V4tgbSYAreiW91cLT46ptmGAOG16lN3V6lRCcl+iqi3tcciCb2ocXEw0f6IHAg5T6zcPeIP4Zb8LkgTsKrLMSV3wVFLgmM1mmM1m1NTUgDEGn88XFQgjSVJUCUF1DfVsjrfQROJs41XPg7KLWv557LHHYLVaSSQSCxt57aHb7VaeNnNhRo8nEhlj6O7uRnt7OxoaGtDQ0JBW34mslD2BEL57ZABvjvvhn6WNeBP08cmGxUw88SZTeaKaab2W1hoJSQR4ThGIwPFJVTsmuQ15X+141BO2uo14FjXtRK+2QKmFiNY6qBYWWjd3vLWH6n3incN4lkEgelxqIaUeh9aCphW96vFoPwttW8ePiYfEy5+hBCaJ4DD9cMFPyQl5PFpRqj1X6uOS24fqd62wks+p+vcpMcPFTaHEENufdjzxPnf53Gj7Ult2ZeQlD9rcmloRrP1b7lPUbKO9NtTXkfr4lT4kgOenTIbhacuhOidoPIusOvUTos5j9DpErThkmrbU3wMvgCZPCD8WR+CTinFOiT3nFsV0RRfHcbBarbBarVHVYGRLY3d3NwBEJfa2Wq0Z3/fnKk9itkhnvGrR6PV6Fff/QoBEIhGDLBAnJibwr3/9C2effXbO1lloRWIoFML+/fsxMTGBbdu2KakgstE2MFX3+Afdg3h1zDerQFSjFR9s+jeteIHqb22UrloMaCdO+XceACcyMIGbcoEieuJWj0VrCUvUh9ZlOZvVT95GLSbUY9VO4Nr25Ne0x6/dHpr94lnR5H7V+8WLmtb2oQ24kLdBnNfV78cT0Or3ptrgo9YzAhI4SQIDA+OPSwztg4Ba7MS7JmTkftWWaK2w1rab6DzLY1dfA1KC7bWfjbpftWCMt75Pba2T/+am99Qeo1bAafvSXsvqsctTd4SbKqUnsmjBqf2OqgUiVGPmVNsrY5i2tMe7ltXj1ApwP4A2fwQ/6XVhXJRweZkDjOMQlKTpfJIc9Bygz5I1LZtl7uRqMEuWLAFjTEnsPTo6is7OTgiCEJPYO9W5oBAtiZmIWq/XC5vNlsURzS8kEoko1KX15OiuXKIWcm63G83NzXA4HGhsbMw4/5e67YAkocXjx+/6XXhu1ANvCu3EswRpLR/q3+MJopmsRmqxIUmYWmg1LTS0wiyelUjdnnYyUwegaEWCPFZOs22845D/jidI1MQTlPGOW/uaVmDL/8drI57ghWYfbfta1O+pz5F2X20bWiuc0gKvbmvKNc0AgOfANM5zrRCOJ9hnEuHxzpXWOhqvr0QWu0RCUX1etEsMErUvj0UtzuKNX30dx7Ncqs+B+vOW39cBCLP4lnH1sWiXAwhxtlOOl4u1HELzd6LrKwLgSEjET3tdeHx0EkFROh40wxiWmI24ttKJk+yZF/3LZZk7h8MBh8OB+vp6SJKEiYkJuN1uDA4Oor29HXq9PirdzmwZJnI53lyRqUj0+XwkEomFR7zSeupFurm0JIqiiM7OThw+fBirVq1CfX19VvqT1yQGJAm/6nHhr8NjOBYMI5hBm9EiYWqaSCQOZWuQeht1G9GT+fSaT55Xfp9pQte2GW8c2v9lZNdg/HFEj1HbXzxRMNM44q2LY3FHFdtfIkub9n3t+LXRzfH2U/cX36IVf3yJxht9TniNmjq+nlFSWRq1Y9cKrXj9akc1k4hVj1HEzGgtcGpLrPocqQWcYvnGlEhSTybHg7BYjOCS21ELydkePuQ+FSHJos+VpNlXfQxa4Rfvuplqh0VFXyf63snnRX1Ni9M/QyLDkDcUI4qPBn1YZzbmtUjUIteULioqwvLlyyGKolINpq+vDwcPHoypBhNv3fhicDer8Xq9MdW/ChkSiUTC3IfyFyXX0WmHDh2CKIrYvn07nE5n1trlpl0+D/aN4sEBF4amk+qm3d70/0z1SjzRBMROQFqitpUkYJbzO5Poifd6rLXrOPEEg9ZaGivq4vcVXwBGbxf/vES3OpMAS0SicaRy7tV/qwVfIvEVry+1JTZ+37GikUWZy46LRi2JLNCJmO38z7RPvONPJNzkNYkM0cJLba07vj+nWCPliGZ1P9pxaoU3oEp9M72dqNo30UOa1iIoI8XZXn6Fxdkequ2031LttRJvX3m8lji1sNNhvixzgiCgpKQEJSUlAKYyT8ii8dixYzhw4AAsFkuUaNTr9QVpSUw1SFINuZuJBcVMuQ9TTXadKiMjI/D5fHA6nTj55JOznvRV4jj8gzfhH/2ZCcR4FoV4lkStYEw06Ue9LomQCxDHm0LiCaGZLGyJ2pit7ZkE10x9JtNG/HEnnjDT+ZziCYVU95tJtiZznMl/S9SiUZq6BgBM5XdRS6OZrYiJmM0COxOJrhVZBMvtx3OHy8cvQmvF46Ishtp2tWM/vt/U37rp9uT0N+r91NvFay9R8FS8da2JBKI6BZD280jlXD835oVDz+P8YjssGVRpmSkFzlyi0+miqsGEw2Elcrqrqwv79++HzWZTxKTFYpn3xN7JkImolYOBSCQSBY8692Gi0nry37KFMVtIkoSOjg50d3fDbDZjyZIl2ReIjOExlxfPCDa4w5lZENVEWz045V+tqJptf0CaNk0Icd6b+e+UrJRJ7hNv/0Tu6lTaSGYMyYjf2ZhJmM+2j/pvpNjGbMc0O4ld02oro9xXMp9FOucwUXCT+n1t24msv2rro3odrPbzmekhShZmsgVRdjGrg1MSWSS1f2uXE0D1/mwPdNpjU5+nRNet9jriAAQANHmD6A2FAcbhsnJHnB6TI18tc3q9HuXl5SgvLwcwFYTocrlw4MABHDt2DB0dHTHVYPLRDU2BK9GQSFyESJKESCQya2k9OaN8Ni2Jfr8fe/fuRTgcxo4dO3Dw4MGsl7YaDUfw5NAEfj04jlEuOzehZCf9pLabTm+jZG9OYr9k2k3V5T0XbSQeN4v5bTaRnEx/qZDpcSbbdmrEE43H34oOgsmO+3K6l6gWtRHQakEko7XCqaPZtUFQ8YSaFu3DFq/6kV9TRzJrU9qoxaXaYhjPWpnMw5N8fOpzo404n+07q94/DGAoLOGJ0UnsLrbCqUvv3lQoFUzkajAHDhzA1q1bwRhT0u20trYiFAopORqLiorgdDrzQvzSmsRoSCQuIuQC5uFwWAlGmS1AJJsRzkNDQ9i3bx8qKyuxbt06CIKQdRH6ituDX/eO4N0JPyaBafdd5szmSo23XVwkKcp6GK8N7XtJtZvkNqm0kYnLMtM20u1v4TGDaMzSkcdbY6n9XSsW1T2rXdGJAkNSEfxAtEBUWyHVATRawRrPGppojWA6aF3W8ZjtfhABcCwYhk+UMhKJer0+rX3nGvneLggCdDodqqurUV1dDcYY/H6/4p7u7e1VqsGoE3vPh2jMRCTK7ma73Z7lUc0fJBIXCdrglGQrp2RDxEmShLa2NvT09GDDhg2oqanJavsyb4x58P3uQbT4QjNWUMmU9ETQtBuRj735JOeeXmhkzwq2uFCJRmna+RonCCYVZntAibedLMC07tZUXf7a9hmOT0raPIZqq6R2n0SCMFUytaQns/24KOLFMS8+UO6EPo1glnx1N8dD7a1Sw3EcLBYLLBZLVDUY2dJ49OhRMMaiEnvbbLY5qYuciUgMBoMQRZFEIlFYqHMfplo5RU5Rky4+nw9NTU0AgMbGxhgzfLZE4p4JL753JPcCMS0kadoskuyNpzAmgFyRydrExYc2CGb6u8QhajlDOsRbAxnvc9GuYc0E9WcvR0Or3d7avmZyG2e6BCFXTErAr/rdCIkSPlxVDGOKQrGQRKK6nOtMqKvB1NXVgTEGj8ejiMauri5wHBcVOW2xWHIiGjMRiV7vVAZecjcTBUG83IepfqkycTf39/ejpaUFtbW1WLNmTdwbWzZEYqs3gG90DWLvnAvEJKaUJNLbLE4Sn7v8EIiFaOlMFATDpWRljLf2UM57GE84ZlPUq9c+JopMRoK/C4UIgN6IhF8OjmFYlPDpmhJYU4h2LjSRKAhCyvMOx3Gw2+2w2+1YunQpJElSqsEMDw+jo6MDOp0uSjSaTKasiMZM1nx6PB7FSrpQIJG4QEmU+zBV0hFxoiiitbUVg4OD2LRpEyorK7Pavpo2bwD/r703Y4GY3kQ30/mcdgOmfTOPNx0vJBbyseULMwfBJBKN6qj2eIEnicRapqJNnfxHDhJJ1G72BWJu0nzNhFdi6AlG4BWlBSsSs5Vjl+d5OJ1OOJ1OLFu2DJIkKTkaBwYG0NbWBoPBECMa53rMcmTzXLjF5woSiQsQSZIQCoXSth6qSdXd7PF40NTUBJ1Oh8bGxlnLNqUrEodCEbw14cX/9Axjry+csQUxq5OO4l7O5Oa40EVivlOodqqZSE40akXfXLr/5Yjl7Cbdyj8EAHVGPf6t1IYKQ2rTcL7kSUyGXAlanucVMQggqhpMb28vDh48CJPJFCUakynzKnvfMnE358oNPl+QSFxAyBe4HL2cqUAEknc3M8bQ29uL1tZW1NfXY+XKlUndHNJZ83jIF8R3jgyiedKHUZHl13RO7uUFwsK5yScmOff0XHy/1PkRtesP5465+95aAHyw1IYzi1Jfu1ZolsS5SNcTrxqMHDnd3d2NlpYWWK3WqLrT8SLE1dHY6bDQ0t8AJBIXDMnmPkyVZCx9kUgELS0tGB0dxZYtW1BWVpZS++FwOOntO3xBfLWjH+96/BnVYM4+mbqXCWK+SRAEk2bUdLJoE2gDC9OOq8YP4PkxH7Y6rNhoTa0EnCRJBWOpmi9Bq9PpUFZWpsxFoVBIEY2dnZ3w+Xwxib11Op0yf2ayJtFqtRbM55MMJBILnHRyH6bCbJa+8fFxNDc3w2w2Y9euXSnXvEzF3XzIF8D/6+jHHk8gvyKYs+JeJoh8Ir31jJkw96sC548IgP3eIN6Z9GOdxQAhhXt2IVkS82WscmLviooKAFOpauTI6ba2NgSDQTgcDqVSSroFHnw+34KqtgKQSCxo1KX1gORzH6ZCIhHHGEN3dzfa29vR0NCAhoaGnAbG7Jn04esd/djrD+XXeqWCci8vnKdbYq7JnWiMlwh7MeAB8MCgG1aBw+XlzqT3yxfhlQxz5W5OFaPRiKqqKlRVVQGAkth7eHgYAPDqq6/C4XAolkaHw5HUOfd4PAsqshkgkViwSJKEkZERTExMoLa2Nmc3jXhrEkOhEPbv34+JiQls27ZNWTycDsmIxNfGvPhO9yD2+0N5NJHIrrjCuFlPQSKRyBbZE43ZSoRdiPSFJbw16V+wIrFQxmo2m2E2m2G1WjE+Po6tW7cqlsaenh5IkhRTDSaeUWSh1W0GSCQWHOrch+Pj4xgcHMSSJUty1p9WxLndbjQ3N8Nut6OxsTGpiLFU2lfDGMOzrkl8v3sQ7YE8cjDL7mWCIKZRi0YGMEmVFVtduC+Whb7+cCYYsOCTaRfKWIHjlk+5Gkxtba1Sak8Wjd3d3QCgVIOxWCwoKiqCIAhzJhJ/9rOf4fvf/z4GBgZw4okn4u6778b27dtz0heJxAJCm/tQvdA2V8hrEhljOHz4MA4fPoxVq1ahvr4+Z4Exsjj8fb8LB3wBDEcymEayfX+Kci8Xov2DUusQuYabqpnO4XjwyxwFwRQaDECrLwx3RERxkrWcCykFTr66mxMRb7wcx8Fms8Fms2HJkiVgjCmJvUdHR/GTn/wEDz/8MLZt24ZAIKAIy1wFrzzyyCP47Gc/i3vuuQcnn3wy7rrrLpx77rloa2tT1lxmExKJBUK83IeZVENJFkEQEAwG8fbbb8Pv92P79u1wOpN3jcyGViSGJIaHB1z4xbFh9Iv5ZGOIE71cGPdpDSQSiblm7oNgCgUGoD8chicFkVhI1rlCGiuQnKjlOA4OhwMOhwP19fVYt24dzjvvPDz//PN45JFH8M9//hN1dXU488wzceaZZ+KMM87AsmXLsjbGH/7wh/j3f/93XHPNNQCAe+65B0888QR+85vf4LbbbstaPzIkEvOcmXIfZlpXORkCgQAGBwdRUVGBLVu2QKfL7iWjFok+UcIveofxYJ8bbimPBCKTpnRVAd3sCCJ/IdGoRscBJfrkrYiFZEnMpMTdfJCO5dNoNOKss87CWWedBZfLheXLl2P37t148cUX8T//8z+47rrrsGTJEjz88MM4+eSTMxpfKBTCO++8gy9/+cvKazzPY/fu3XjjjTcyajsRJBLzmNlK6wmCkDORKEkSOjo60NfXB5vNhhNPPDEn5nNZJI6EIvhO9yCeHJmAN4/0YWFFLxNEIbK4RWOlXgdLkvcY+YG6UPLwiaIYN2l1vpKpqPV4PHA6nTjjjDNwxhlnKK+9+uqrWLVqVcbjGxkZgSiKMaVuKysrcfDgwYzbjweJxDxFth7OVFovV+5mv9+PvXv3IhwOY/ny5ZicnMzZTYnneXRLwD3tPfjnuB+hnPSSDmyq+gQJRIKYY2YKglH+yS7ztAqDA2DjeUiYKtU3G/L9fr4siRJj8EoM9iRrTReauzkSiWQkEn0+X0zFFZvNhvPOOy/Toc0bJBLzDG3uw5kqp+TC3Tw0NIR9+/ahsrIS69atQ39/P8bHx7Pah5p3/GHcy9nQM+7Po/yHhZjeJhMWl+WGKCRUQTAAclYJZp5EIgPQ5gvhzQk/djlnz6+XjEgMSwzdwRCKBQE6nsMbE37oOeA9djMcSa57BKYEYYc/BIHjUGfQ4V8eP553ebDfG4BNL6DRbsWpTjPWmA0Jx1No7uZMRW2uo5vLysogCAIGBwejXh8cHFRyPmYbEol5hFw5Re1SmMmCl01LoiRJaGtrQ09PDzZs2ICamhoAqVVESZXHh8fx7b4x9HB5dBkq6W0WiVCKWy2GRCORryw81/SIKOHhoTFstRlhmkVQzeRujjCGl8d8eMI1gXcnfQhKgFUnYCQsQmSAg+ew0mJEo8OM80rsWGqK7wZmjOHtST+ednvwxrgX7ogEh07AhChhVGRTRt1ABP+cDOKX/UCd0YDdRRZcUe5AlTG6TVEUwTgOI+EISnQC+Dx3k2cajZ1rkWgwGLB161a88MILuOSSSwBMXRMvvPACbrrpppz0mUez8+JFXVpvJveyFkEQlH0zefrx+XxoamoCADQ2NkaZy3NhrQxJDL/sHcavekYxxoC8ibbNp/WHM6eWy1IfiY534U3ExEKl8K9VEcBL436ctfco6k16vMdmwilOC060maDXfD8TzQ9PuSbx4OA4OvxBjKtOwXDo+L3bLzEMegJ4yxPA65N+/HdDFUo1ATN7PAE8ODiGdyb9GI5ICE+/PhKKnQNEABMMOBAIoW0ghIeGxnGi1YgLS+0QGMNz435EwnqYxkNoG+uBgRfw0QonLi2Ln4g6H8hkDSVjTKkJnUs++9nP4qqrrsK2bduwfft23HXXXfB6vUq0c7YhkTjPzBacMhOyMMxEJPb396OlpQW1tbVYs2ZNTDvZXvc4FhZxZ9cg/jYyDr/84rzfMOKkt1nQpHq86ok4R+4+gsgKhSkaQwCGRAlD3iDe9QZx3+A4SvU8TrSZ8b4SK051WqHj+biRzU+MjOMbR0fgkpJLTB4C0OkLISRFr4Tc6w3gK12D6AxGkGrpAhGAS2J4aTKA1yYDkKZfY9ADgakteIj4/fAYdjotqDbkp/QQRREmkynt/T0eT8yaxGzzwQ9+EMPDw/jqV7+KgYEBbN68GU8//XRMMEu2yM9PapEgWw9FUUxJHMrIZnFRFFNOTSOKIlpbWzE4OIhNmzYlvMCy6W4+GgjhK50DeG3cqzyh5p5ZziljUyI1xaoHBYtsoUxbEBfmJEwsVhI84Ey/lY/XqwjAD6AnLKHH7cULbi/qTTrcXFuKHUK0QeCp0Ql88+goRlO8RbtECZ/tHMR2uxlnFlkADvivI0NoD0YyLhEQFXzIjq8nlQAERYbSFNZFzjX57m6Wuemmm3LmXtZCInEeUJfWS8W9rEXeJ1V3sMfjQVNTE3Q6HRobG2E2mxNumw13M2MMr4/7cEdnH9qCkTkuwzXDeZUFYi7azpRcWFeV481m2yQaiUJBe62yqe8EMP29yM9E8wEA7YEIHhgYw8ZKq3Lff3J0At84MoyRNG6oIQBv+4J41xfEA4Nj4HnAk6QlMl04AKvMBhjy+IE8E5Eol++j2s1ERmTiXtaSatUVxhh6e3vR2tqK+vp6rFy5clY3dabu5ghjeHjAjbuPDmJw3sKXtTd/Nv1S/t6ssg5jczT/adOXqKYd9fnO93Of7+MjsoAqalq+ThXRqPyTF0iYumUZmASO5/HnoTH8oGc0LYGobdcr/5JjdADWWAy57ygDMlm65ff7wRgjkUikTzK5D1Ml2YTakUgELS0tGB0dxZYtW1BWVpZU+5m4mz2iiB91D+N/B93w5EuCbFksLRoRoBXEc/lBcJp5ls1t9wSREjNcr/MsGnkAK8wGSJKEl3gz/nZsFK4C+y6V63hssc+e5mc+ycSS6PV6AYBEIpE66tyH2tJ6mZKMiBsfH0dzczPMZjN27doFo9GYUvuiKKZUsHw0HMHeyQDu7x/BK/mU/zBj97KWPBeaeSeItZab/JmEY8lP12MUefO5LlTyRzSWChzOKLLin+Nj+AtvxniBCUQOUyJ3qzX5uWc+yEQkejweCIKQUeBLPkIiMcdIkoRIJJIV93I8ZrIkMsbQ3d2N9vZ2NDQ0oKGhIe3gmGRFYtOED1853I9DvtBUUFs+wKb/ycmkmqdiIuuCOBdoJuEo17TyzzyR7+euQMj7azAV1NerdimF8k/WKRF43FhdhNOdFnylbwjjXOGt8+UB6DkOESRXWWa+yEQkytVWCqnCTDKQSMwR6tyHssDKRW6oRCIxFAph//79mJiYwLZt21BcXJxW+8mm2ZEYw1+G3fjOkREMRfLGdqhZmL4YKOD1llFjVgcVKP8QRJ4Qz8qY/eu1WODw2ZpifKDCiUlRwr6glLW25woOQJ1BwFWVThjzXEBlaknMdfqb+YBEYg6Qo5yOHTuGZcuW5UwgAvHdzW63G83NzbDb7WhsbITBkP5iYbVITMRERMR3jwzij0PjCKbdUw6Ys2CNfGEhCeL8cfURxOxk/3p1Chxuqy3FpeUOuCISvto9hEN59PydDBwYlugFfL2+HI3O/BZQsmEnkzWJJBKJWZGth8FgEIcOHcLy5ctzml1ebUlkjOHw4cM4fPgwVq1ahfr6+oz7lkViIpd2lz+EL7b34m1PYC4C5JJkPoM15glFEC9U8USikSgk0r9ebTyH1WYDrq5w4PxSB4bDEfxn1xBensij9d1JUiZG8NWlVdiV5wIRmJo/GWMZi8R8rSaTLiQSs4Q296Gc3DqVgI90kANLgsEg9u7dC5/Ph+3bt8PpdGalfY7j4lorJcbwf8Nj+NbhAQzmjzrMw2CNOaAg1h9mmwTrwxaTYFwkh7kwSE40FgkcrqsqxieqisBzHIbDEXy2cxBveQIFJxCtAD4YdOPUorXzPZSkkA0hZEmMhkRiFoiX+1AWiZFIJCN372wIgoDJyUkcPnwYxcXFaGxsTLv2ZCK0InE8IuJ73YP40+B4/gSnAItQLKWx/jBP42wyg6yMRKER+5AjMIYzWQCnexnG3AxOpxOvjPvQVIACEZgSvOsQKRjLmnr+ToeFmEgbIJGYMZIkIRQKxeQ+lJ9Gsln3OF7fHo8HXq8X69evR11dXc6DYw55A/hyRx/e9Qbz2L28CFiMFtOkIdFIFBJT12utQYdLii0Ie8bR2tqKcDiMf9gqEEB+p41JRIWOgzmPq6toSbc8rgwFrhBRyO5lOXpZe3HJbtpMS9olIhAIoLm5GYFAALW1tViyZElO+gGmnqxCooj/HXDhv48MYijb6jCT+0gyYmmhWc8WncU0U8g1TeQ3ZToeN9SUYEeZHRxXC0mS8OcBN17tG0NMEvoCuWSXGXQFlQ6mUOo2zzUkEtMg2dyHyVZDSZWhoSHs27cPlZWVsNvtOTfne3kBd/SO4VlPKA+jlwvkjpkVFqHFNOuQlZHIL0wccFN1CS4vm7qXS4zht0PjuLt/DBMAYh9ypv+ffisfr1kLz2GjSZeR6JprMhWJcp7EhQaJxBRINfdhtkWiJEloa2tDT08PNmzYgJqaGhw6dAihUChrfWh5a9yLb/MOHPXkro/UWYxiaSGlt8knZhCNC84ETeQjAgM2Wg2KQPxJzwjuG5yAL9EOMfeA/HrQ0QG4sNiG00zAYAFZEjNJfwNMuZtLS0uzOKL8gERikqhL6wFIKvdhNkWiz+dDU1MTAKCxsVF5YhEEISfrHgOihHt6RvDr3lFMcvl0mSxCsbTg09vkE9OiUXZJ51UVGGIh4gXw+a4h3LW8Ag8OTeAxlyfFQJX8Wk6x3WbEV5aWYWJkeNG5m+vr67M4ovwgn2b/vEW2HoqiqKw1TIZsicT+/n60tLSgtrYWa9asieo/V+sef9E7grt7R/Mrqm4xiqVF51LPJ+amqgZBHAlG8OGDfYmth0kzv8speAAnOywwCzzGZqnSlW/IgSvpQu7mRYg292GqkU+ZikRRFNHa2orBwUFs2rQJlZWVcfvIpiVRYgx/HhrDr/JSIObhpJxLj2S+HvOihdYzErkjc4EYj7m9Zkt1AnbYzQAyt8zNNdmwJJJIXETEy32YaoBIJiLR4/GgqakJOp0OjY2NMJvNWe9Dy2AwjP/q7MfzY15KbzOfLLp604UKiUai0MjdNVvCc/h8bQm22EwAoBhWCgWKbo4PicQ4qN3LmeRNSkfAMcbQ29uL1tZW1NfXY+XKlTN+0bLlbn5tzIMvdfThWCiP7IeLMRegbD1Ur4UjCoT8WhtGELOT4Jqdfmu269bMAZUGHYoFAddXF+Gs4uMiaTFaEkkkLnBmy32YKqmKxEgkgpaWFoyOjmLLli0oKytLqo9M3M2TkQi+f3QIvx8YRzjtVjIlzjledK7WRWgxXdCQlbGgoI8Dqa7B5QF8rNyBzy8pAwPAa+5di8mSyBiDz+cjkbiQyYZ7WUsqVr7x8XE0NzfDbDZj165dMBqTy7Kfibu5acKHL3T04VBg/uThceTFfYtRLJF7eeFDonGxogcgAtlZwjOnWZlmvmY5cDhBP7WBViAChScSJUlSyummA1kSFzCy9TCd4JSZSEbAMcZw9OhRHDp0CA0NDWhoaEipf21d5WQIihJ+1TuKn/eNwJvUrnN0V1q07mWARMJig1zTCx09gGqDgCvLHXhuzIf9viBCBb2KJFo08pAw2t6GVzskFBcXKz9ms3kq52OGomuuEUURBoMh7f1JJC5AtLkPsykQgSmROFOi61AohP3792NiYgLbtm1DcXFxWn2kYklsnvThto4+HPCnaj3MaRjvIrQeYhG61In4kJVxIfL+Mju+UV8OjuOw02lFmzeI27uH4Z/vgWUJCy/gvB3vgeD3w+VyYXBwEIcOHYLRaERxcTF8Ph+cTud8DzNpMnE3S5JE7uaFhhycIlvhkkmOnSozrRd0u91obm6G3W5HY2Nj2k8wybq0g5KEe3tGcG/vKDx59TTL5tiFkg8sUlFMJAmJxoXAeERS5pQNFiOqdDwKx/k6MwKAc4qsKNbrwRkMcDqdWL58OURRxNjYGNxuN7xeL8bHx+FyuRQrY1FRUd5aFzMRiT6fD4wxEokLATk4JRgMKomxc1X7OJ6VjzGGrq4udHZ2YtWqVaivr884OEaSJKVMYDzemfDiPzsG0BrIp9J60LiX80q55o7F6FInMmS2CFQiHynSHZeEPcEwPtU+AO88jidb6AFcUWbHV5aWxcw5giCgtLQUpaWl8Hq9KCoqgtlshsvlQnt7OwKBABwOB4qLi1FSUgKHw5E36xYzEYle79QnSyKxwJGDU7q7uzE4OIht27blTCACsSIxGAxi79698Pl82L59e1ZM8fJFHa/uZFCU8NOeYfymzw1PvqVUWYyu1sV4zESWUQlGxkBWxvzEwEHJF/jmhA9fPDyA/kie3YPTwADgk1VFuLm2BMIs9zJJkqDX61FRUYGKigoAgN/vh9vthsvlQm9vLyRJQlFRkSIarVZrTufkmchUJOr1+qQDTguJRSMS1bkPdTqdUmIvl6hF4ujoKPbu3Yvi4mI0NjZCr9dnpQ/5KUx7gb855sHXugZx0J9n1sPF6molgUhkG1kUkms6rxAA/FuJDecXW/GHoXF8+9hIni3xSQ8OwKeri/CpmpKk5s540c1msxlmsxk1NTVgjMHr9cLlcsHtdqOrqws8zyuCUQ6CmSviGVqSxev1wmKxzJvAzSULXiTGK60ni8RcIwgCIpEI2tvbceTIEaxduxZ1dXVZD44BoKx99Igivt89hEcGxvJvgfSidLWmKYoX0ykisohGNKaYHJnInEa7CZutRtzWNYjnxvzzmH82u+gB1JgMSc9fs1nmOI6DzWaDzWbD0qVLIUkSJiYm4Ha70d/fj7a2NhiNRkUwFhcXZxR9nOl4Z8Lj8SzIknzAAheJiXIfZrOU3UyIogiv14vBwUHs2LEDdrs9633IATeiKKLF48eNB4/hSD5VTZGZzZK2EINXFqUoJvKKqGuPUu3kGjvPYZXZiG8eHc2/h/QMWWrUYeu0Cz0ZUs2TyPM8ioqKUFRUhOXLlyMSiShBMN3d3WhpaYHNZlNEY1FRUVYrusgV1tJhoaa/ARawSJwp9+FciMShoSEcOHAAHMdhx44dOY3oEgQBxwIh3HrUlTuBmLaII/cyQeQH8+CaLoivQHZ8wWYAP11Zhb+OTCw4gbjBrMc9q2pQZUh+Hss0mbZOp0NZWZlSeSwUCinrGdva2hAMBuF0OhX3tN1uz6i/TNckzud6ylyy4ESiOvdhotJ6Op1OyY2YbSRJQltbG3p6etDQ0IAjR47kVCCGJQl/11vxt0MDGM+3dS+L0pK2SEUxUYDQesZsoQdwcakdjQ4LHhkan+/hZJWtViPuXVkFpz61eSzbtZsNBgMqKytRWVkJYCoIRl7P2NPTowTByJbGVESbnCEkU5G4EFlQIlGSJEQikVlL68mWxJnSxqSDz+dDU1MTAKCxsRGMMXR2dmatfTWMMbwy5sHthwfQqXPmXwaZxWhJW5SimFg4UBWYZOAxNXHqeQ41egHvdViw3WHGVpsJd/WM4Okx33wPMSsIAN5XYsM3l5XDkIaFLtdl+cxmM2pra1FbWwvGGDweD9xuN0ZHR9HZ2QmdTqesZSwpKYHJlNhVLmsGEomxLAiRyBhTopdl4TeT+JspbUy69Pf3o6WlBTU1NVi7di14noff7581h2E69ARCuPPIIJ5zeZBvsct5aUmbi6EsRlFMLGAWm5Ux+eO5vrIIN1QXYSgiYqlRD57j4I2I+NLhITw74cu75/V0EABcU+nE5+pKoUvzvpbN+XU2OI6D3W6H3W5XgmDGx8ejgmBMJlNUEIw6w4gc+JlJ4AqtScxTtMEpyVROkS+EbJjDRVFEa2srBgcHsWnTJsUUru0nGy5njyjinp5R3N83ikn1nShf7teL1ZJGAjF16HQVGItNNMbHwnPY6jDBohOwTDd1f58UJXysrQ8teZduLD2MHHBbXSk+UuFM27ghG0fmK1G2nEpHLnUrB8G4XC50dXVh//79sNvtUVHTmRTWWKgl+YACF4nq3IepfMDytpFIJKOQeo/Hg6amJuh0OjQ2NsbkdNKmp8mEf477cFtHLw4Hc7OWMmMWpVCS3XGL7bgJYqYqMAvz+2ABcKLViGq9Dk+4PNhoMaLepMcjw+M4sAAEopnncIbDgo9WOvEee2b5CeU5L1+qqWiDYILBINxuN9xuNw4ePIhQaOrzO3LkCIqLi1MOgpHzJC5EClIkxst9mMoTQKZpcBhj6O3tRWtrK+rr67Fy5cq4F5Q60XUmtHgCuOHgUbjEPHVkLEaBKFtNCWLRM4OVcfrtQucMhxk/aqiARRDww95RPDg4DoEDznba8JjbU/AuZhOAX66sxg5HdpJXZ+q+zTVGoxFVVVWoqqoCYwyDg4M4dOgQJicncfToUTDGotYzzpYo2+v1ory8fA6PYO4oOJGYKPdhqqQrEiORCFpaWjA6OootW7YoTybxyFSMusMRfK97CH8eGkcgrRZyzSK1pEWJ4kKfHggi28iiURaLhe2artEL+F5DJazT7mU9x8HPAIkBj7o98zy67HBBiTVrAhFA1PKvfIfjOOj1ehgMBmzatAmMMUxOTsLtdmNkZCQqCEZe06gNgvF4PGhoaJinI8gt+WELThJJkhAMBhGJRMBxXEZrCNIRbxMTE3j99dcRCoWwa9euGQViJv2MhUV878ggTnmrHb/PV4HIou76iwS2OK2mRB5SCA8n3HFRyE3/gJv6Dsk/eX4cjTYTHltfhyLdcYvYjdXFqNItnHvANqsR/7lk9rksFdLx8M0n6vgEjuPgcDhQX1+PLVu24JRTTsGGDRtgMpnQ29uLN954A2+++SZ+97vf4aGHHsLw8DD8fn9W3c3f+ta30NjYCIvFgqKiorjbHD16FBdeeCEsFgsqKirwhS98ISa139///necdNJJMBqNWLlyJe6///6Ux1KQlsRsXHyp5EpkjOHo0aM4dOgQGhoa0NDQkHT/qYhEnyjh0aEx3HVsGCORzNcx5ozFKJQWa1AOQWSbAqoCc1qRBcWq/ICMMfxxeAKDkfwWt8kgALis1I476ssgZHnt4FxGNmeDmYJYBUGICoIJh8MYGxvDP/7xDzz44IO46aabYDKZIIoiNm/ejF27ds2YbicZQqEQrrjiCuzcuRP/8z//E3e8F154IaqqqvD666+jv78fH//4x6HX63HnnXcCALq6unDhhRfihhtuwO9+9zu88MIL+OQnP4nq6mqce+65SY+FY4wV1NUeDAaz0s4///lPLFmyBDU1NTNuFw6HsW/fPkxMTOCEE05ASUlJSv28+uqrWLNmzazrFfqCIVy5rxtHQukEpsxBTTtZJOUqvU1OhWeG52emseVs3Dn6TGcc71zWRszzOox5/yBUKJb8VD/n+XBNxx+jAODO+nK8v9wBAAiIEr50eABPjs9nPZXsfG90AG6tLca/VxXnxNo3NjaGlpYW7Nq1K+tt54Le3l6MjIzgxBNPTHnf7u5uXHTRRVi6dCkOHz6M0dFR7Nq1C2eddRZ2796Nk046KW3BfP/99+Mzn/kMxsbGol5/6qmncNFFF6Gvr0/JqHLPPffgS1/6EoaHh2EwGPClL30JTzzxBPbv36/s96EPfQhjY2N4+umnkx5DQbmbs0kyFj63243XXnsNjDE0NjamLBCT6ScgSvjz4Bgube5KUyACx9XbHJDXE2cOyHuxkA1U1pwCcQMSCxWNa1q+NrN8TeoArDXpcJbTgssRwPdKjbi5uhinO8zYaDbg7CIz/mtpGS4utQMAugMhXNBybJ4FYnZwChx+sbIS11WX5MwdvJAsibNRX18Pq9WKz33uczh27Biamprw/ve/H2+99RYuuugiBALZXzD2xhtvxKTcO/fcczExMYGWlhZlm927d0ftd+655+KNN95Iqa+CczdzHIdsGD9nEm+MMXR1daGjowOrV69GfX191tc+RhjDHwfH8OOjQ+jPZ9cysIjXH2J2gVjop0TrRqdceERekb0qMDyAtWY9PlzhxCUldhiFKRvJW2/1oN5agYqK+EaAdyb9uPZQH3wF/txk4oDP1Zbg3BI7qlOowZwOclq6QiGT8TLG4PV6YbPZwHEc1qxZgzVr1uDGG2/MeiENmYGBgSiBCED5e2BgYMZtJiYm4Pf7Y1L2JaLgRGK2EAQh7prEYDCIvXv3wufz4eSTT4bT6cy4H61IfH3Mi8939KE3bcvhXKESSoW1KkFDil/SvFh/OAd9z2olpQTKRD6R/vV4gdOMW+rKsNykj5m0Z0v6/NM+d8ELRAAIMiACLucCEch9Sb5sk2lhDVkkalFfa7fddhu++93vzthOa2sr1q5dm/Y4csGiFYk6nS5GvI2OjmLv3r0oLi5GY2NjVNmedFGLRJEx/HloHLd39cOT58bD/BBK2STJtTyLxr2MNI4ze1YdYjGQa2WVnGis1Av4TkMVzEJ80TKTtecFtxdvTha+ixkA9ADWWdIvHpEKJBJj+dznPoerr756xm2STaNTVVWFf/3rX1GvDQ4OKu/J/8uvqbdxOBxJWxGBAhSJuXA3S5KEzs5OHDlyBGvXrkVdXV3WTMQ8z2MkHME/+kfxP72jOBrKLLH2nLAohJKWPKw5nbPgFWThOMnKSOQXHDiU6nm836KDNxCAy++HEAnhVHDo75ZQXFwMp9MZI14kSYp7v2/2BvAfnQPId39PMth4Dj9bWYVGx9xUBclGydu5RBTFtKuviaIIv98Pq9U643bl5eVZS7i9c+dOfOtb38LQ0BAqKioAAM899xwcDgfWr1+vbPPkk09G7ffcc89h586dKfVVcCIxWwiCgFAohEAggObmZoRCIezYsQN2uz2r/YQ4Af8xEkH/yFBW280NMwilhTznLziraQIUy18ujpOsjHMPnVcnz+PyUhsuKbPDIvAo1+uiLIbBYBAulwsulwu9vb2QJAlFRUUoKSlRKmkkcjc/MzqJ8FweTI5YatDhvtXVWGqaGysisLgsiV6vFwCyqh2OHj0Kl8uFo0ePQhRFNDU1AQBWrlwJm82Gc845B+vXr8fHPvYxfO9738PAwAD+67/+C5/+9KdhNBoBADfccAN++tOf4otf/CKuvfZavPjii/jDH/6AJ554IqWxLGqR6PV68dprr6GiogJbt26FTpe909HiDeA3faP4v0kewXxP9wHMv1Car9OzWKym8nHOydpSsjISuaXBqMO1VUW4oswBfobvr9FoRHV1Naqrq8EYg8fjgdvtxujoKDo7O6HX6xEOh+F2u2GxWKKsSYPhfPP6JP/dtfMc1loMOK/IiivKnQld7bmi0ERiJtHYskiczd2cCl/96lfxwAMPKH9v2bIFAPDSSy/h9NNPhyAIePzxx/GpT30KO3fuhNVqxVVXXYU77rhD2Wf58uV44okncOutt+LHP/4x6urq8Otf/zqlHIlAAeZJjEQiGddCliQJb7/9NtxuNzZt2jRrrsRUOOQN4LPtvWj1hVRuirnKY5hmH0ntm+tjmIf2syIQcznubLStsQ7nhSguANGYF+dpJgrgwTMHY2ww6vH52mKcVmSDgc+sbVEUMT4+jr1798JkMsHn88FmsylWxt96JfxscDzp9nSYEmdGgcd2mwmXlTtg5Tm8OOZDszcIM8/hvQ4z9ngCeMcTwFBERCil2Xf2LBN6ALfWlOCT1UXzWu2ks7MT4XA474IwEvHuu+8qDxOp0t7ejsbGRvh8voISxsmy6CyJPp8PTU1NCIVCsNvtWRGIjDGMhCP409A47ukZwZhUKLo7H9fhzQWL5bjjHGdeHDIHcKrvCLmmiVngAVxaYsU3l1VAl6WJWBAElJSUgOd5bNy4EQaDAS6XC263G62trVgdjmCNrQpd0KFI4KDnOAxEJIiYukr10wbzGr0O73VacH11MSrjRA6faIsOEvjIdFYSUZLQHQjjXx4/9vtCONFqxAqjDq9OBPCvST/a/CFMSgxGnsN2mwknBSYxyevQpjehPRCGgedwptOK95XaIHAc2vwhbLGaUG/KPOAyUwrNkpipu9lisRRMCcJUWVQisb+/Hy0tLaipqUFxcTG6urqy0u7Xuwbx0IC7sNavzLd7eb5YLMddEMdJuRmJmTECOK3Iig+V23GKc+bAgHSRA1cMBgOqqqpQVVUFxhh8Ph82uVwYHXVhfHwMPM+juLgEPkcRBLsdW4rsM7q6Z0PgeTRYjGiwGKNeP8lx/Di9ogSRMTh0Ag4cOACz2YDly2vjtrdO0858IklSVpdv5ZpMRKLH45k1aKWQKZxPMQNEUURraysGBweVLOUjIyNJ126ejb+PeQpQIC6yyZdN/7MYjrugP98EATBAAR8TkSoCgC/XleD95U7Yc7yeLl7gCsdxsFqtsFqtWLJkCSRJwsTEBFwuFwJD/ZjoPIS3LBaUlJQodX1zEc1rVR17IVnnMokWng8ytSTKibQXIgUnElP9IDweD5qamqDT6dDY2KjkB0qmLF+yfG15JW7rGMBAODfJEngAOg440WqCTSfgglI7TrCa8JRrEq+MeSFJElaMDqBi5Sqc7LBgp8OC18Y9eGRoHP8a98Ilsul2GKRF4WbVksuo3nxiobnRKQBmMVIk8Pjh8gqcUpR76wxjLKmqGDzPo6ioCEVFRWhoaFCCXVwuFw4dOoRgMAin06msZ7Tb7VkXDbMl/c4nCknQApmJRJ/PR5bEQoQxht7eXrS2tmLp0qVYtWpV1EUbL5l2upxRbMffTjThvKYuuCIiBEzNZUq+7FnWb8tvGTkOlXoBIxERNoHH2SU2nFZkx9kl8Z9S1trMuHUpEAgE8Pe/t+PcpeXKdmeWOHBmyVRh+r6xcfy15SBW8MApW07AEBPwhGsCL7o96AuGscpsQIQxdPhDiDBgh9OC8bCIPZ4APJKkGWWBUVhxWRmw0ARiPEg0LlR4ABvNeny+rgwn2U0wzpHAkOM2UxU0er0eFRUVSo46v9+vpNo5evQoAKC4uFgRjakkL05EIQmvQqvdnMl4yd1cgEQiEbS0tGB0dBRbtmxBWVlZzDayJTFbtRUrDXq8sKUBf3d7sMFqwkqLEa+4PXjo2BD2enxY5XDgrGIr/jXpR5FOwNWVxWjxBzEaFvFv5Q44eB6M42BJw7UiX9yiKMasAxkYGMCB/ftxRl0dVq9eDZ7nUQ/gRksZbqyLPS9aDnkD+PPwOJ4bcGFYYqg0G9Fg0qPVF0JvMJzfiWbVbtecicU8ECYFsf4wF1BuxkLHynM4v9iKqyqLsHYe1tTJIjHTOcBsNqO2tha1tbVgjCmu6YGBARw6dAgmk0kRjMXFxWmt10uU9DsfKaTazYyxjFPgkEjMI2b7kkxMTKCpqQkmkwmNjY0wmUxxtxMEIWlXQ7KU6HV4f0WR8vfpJXZs5kXs2XMUZ2zcBAC4VrX9WnvmT5fA8adgSTpe60+SJBw8eBB9fX3KOsx0WG014TarCZdHJuH3+7Fp0wrlvYgk4c0JHx4eGMNbkz74JYYTLEa4RAld/iD882nEm9N1efOYjqSg1x9mE7IyFgI8gPVmPZabDLi2yokVJuOc5/BTI98zsym+OI6D0+mE0+nE8uXLEYlEMDY2BpfLhc7OTvj9ftjtdkU0OhyOpARVoVkSC2Wsskcx3fEmU5KvkCk4kZgIxhiOHj2KQ4cOoaGhAQ0NDTN+8eWnhkgkktMFttlc+5gI+eKW+/H5fGhubgZjDI2NjbBYMi/FxPN8zHHoeB7vLbLhvUXxvyA9gSAeHZ7AUCiCS8ocGAmJeN49iWaPH+UGPd5jN+HVcR9afUH4slbLejG4XYHFc5zpohGNFAAzrwgAlpv0+GZ9ObZm6eE4G6Trbk4FnU6HsrIyxaMVCASUVDv79u2DJEkxrul4c1chCa9CcjfL8xpZEuOzIERiOBzGvn37MD4+jq1bt6KkpGTWfdQu2lwST1xlG47jFDE6NDSEffv2obq6GmvXrs3aTYXn+ShLZTLUmYy4ZUl0rcrzyx1Rf392+v9/tR7EC14R3TYnttrN2GAx4vHRCbw54cORQBgipiYaHYBgog4Xjdt1sQTiZJGoc0VWxrmihAc+WFGEKyucqI6TQ3C+yYUlcTZMJhNqampQU1OjVIFxuVwYHh5GR0cH9Hp9lGtaNmIUkkgsJHezKIrgOC4jSyKJxDxC+2V2u91obm6G3W7Hrl27krYKqoVVLpHd2rn+gnMch8OHD2NwcBAbN25MK3P8TAiCkLJITIUSvQ4XGcPYtLZOea2xeMpCKTGGTn8QDp2ASoMeE+EInnd78LzbA6cgYEvEj8cHR9BusMMFDiV6AdUGAZ3+MMbE3I15XpCFMAmbDCDXdC6x8hwuKLHhrNE+rKksR11t6XwPKSHycqP5WuvHcRzsdjvsdjvq6+shiiLGxsbgdrvR3d2NlpYWxTWdrZRtc0GhCdpMrJ5erzfr820+UXAiUYYxhq6uLnR2dmLVqlWor69P+Ys+VyIRyO2XJhAIQBRFuN1u7Ny5MyfrI3JtEZ3JUslzHFZZjq8tdUyv/fy3UjtaW1sxNDSEH514IkpLYyejibCIP/QM4n+PDWLQYAbjOGy2mdATCOFYMJLngTeIdZmS9TAHJAiAofOdErUGAZ+uKcG5RVY4dALedfVAyHOhkM016dlAEASUlpYq97JQKKRETQeDQezbty/KNW21WvNq/DKZCq+5JFPXuFzOcaFSkCIxGAxi79698Pl82L59O5xOZ1rtCIKQ86ezmSKPs8HIyAj27t0Lnuexbt26nF2subYkpurOlssrchw3Y4CSQy/gygonlrbvxzmnnhP1nsQYWrwBPDzoxtsTflQb9TjBasI/J31o8wYxJkrgADh4Dj6JzWPCdFp/OHdMC0ZFIJKVcTZWmfT4zeoaVGncyfkmwOKR7xHD6iowo6OjWL16tSIcDx8+DJ1Op7ilS0pKYDTmR9WVxWZJJHdzHhEKhfD666+juLgYjY2N0OvTr1OZzVyJieB5HhzHZb0fxhg6Ojpw5MgRrFu3Dt3d3VltX0s6axJz1f7w8DD27t2b9LpLjuOUBepRfXIcNtnM2GSLv5A+IEkYCIZRbzKA4zgc9Yfwv0NjeHZ0At3BMHQch1qOoVdk8OVMPND6w/llpgAY5Z9FiZUHPljmwBeWlEEX5/osBJFYSAmqGWOwWq2orKxUqsCMj4/D5XKhp6cHra2tsFqtipWxqKho3qx5i0kkejwesiTmE0ajESeccAJKSkoyvgHNhbs5F/3IllS/348dO3bAbrfj2LFj8+YOnqv2GWPo7OxEV1cX1q9fj9ra+DVM47WdTrojE89jmfn4k/lSswFfrK/AF+unEuhKjKG3pweDg4PYsHkLnhydwJMuDywCj7OLLHhnIoB/eXwYDEVQbzLAIXBo8gSj1kkKAGb/1PJ7ol1UxATALK7cjDyAbTYjPlzuxAUJkvyryXeRmO+WRDXasU7Vkp4qCbhixYqoKjBtbW0IBoMoKipSrIy5qAKTaJyMsYJxN2caZOP1emG327M4ovyi4EQiAJSVlcW1DKVKIYpEl8uF5uZmFBcXY8uWLYoLey7cwfMpQsPhMPbu3Quv16sI41TaBrKfloGfXvDOGINZJ+CyymJcVlmsvP++ivj7BSQJb455YeB57HRa0B+M4LHhMTzv9qDTHwLHJJQH/egTDPBwhXGjXZwsjgAYHYCtNhOuq3Jiq90SVU94JgrFkpjvYwSQVPCjugoMYyyqCkx3d7ciKmVLY6IlOpki38cXiyXR5/NlJc1cvlKQIjFbzMWaRLmfTAWWOlBnzZo1WLJkSdTNLdeCdz7XJE5MTGDPnj2w2WzYuXNnyksMciUS5bZTPS8mnsfpJcdFbo1JjxuXlOOG2lIcOHAAg4ODWLlyJQ4fPoydp52Gl91evOCehFUQ8P4yB15we/CMaxLtviBC020YOSBYcBUI5zEJeU5YOBVgdJiyGN5YXYJNNhNsaSS8LgQBViju5lTzOXIcB4vFAovFgrq6OkiShMnJSbhcLvT396OtrQ1ms1lZz5huFZh4yPfDQrIkpjtWxhhZEhcyc7EmEchcwIVCIezbtw8ejydhoM58W/py1b681iaZBOmJkPfJhvU5XtvZOC+BQABNTU2QJAmNjY0IhUJgjMHE8zin1I5zSo/fhDbazbhl6VT+ycFQGCOhCNZZTWCM4Z0JH/44MoGX3R4MhUXwHFChF+AKiQhiyr1tAzCO40YvIhcUnpVRD+BEqxGfqHJiu90Chy6zSb4QRGKhuJsztc7xPB9TBcbtdsPtditVYBwOh2JltNvtafclz0OFcF4BClyZjYIUiYkCEVKlENzNY2NjaGpqgsPhmDFQZ6G5myVJQmtrKwYGBhLW306lbbnNbCOvd8wEt9uNpqYmlJaWYsOGDRAEAeFwOKl2Kw16VBqmrwmOw/YiG7ZPV8AJSQwRxpR64EFJQuuBVlgMOjSsWoXXxzz409A43hj3YShy/LPVc0CYFGSWyU/RyAGoMQi4rqoIF5c6YM9iibxcPJRlm4VqSZwNnU6H8vJylJdPPWzKVWDkIBjGGIqKimatAhMP2S1eKCIxUw8TWRIXMPksEtVlBleuXIlly5bN+KXLtYjLRa1rNWqR6Pf70dTUpJQVNJszK+MlJ8vNhUjM9IHl6NGjaGtri8n1mY0HIQPPwaASH0aeh4GfalfHcTi12I5Ti6dubqIoonncgzADNttMCEgMT7s8+OvoJFr8IYgATrAaMBgSwQCcW2RBuz+MtyZ9GFtg+crnhvlzTVs44L1OC9ZZjLi20glLjtyChWBJLIQxArlf56etAiO7poeGhtDe3g6j0RhVBWamJT+FVJIPyMySGIlEEAwGyZK4UBEEAcFgwiJvWe0nFQEXiUSwf/9+uN1ubNu2DcXFxbPuk2vBm8t1fXL7kiRhZGQEzc3NqKqqwrp16+a1rGAypCs+JUnCgQMHMDQ0FLeUZLas5VoStctxHNZbjMr5NgscLi134FJNGcV4TEREPDvt3r6k1I4wmxKYz4x50e4PI8gYSnU8QoxhQsx/69LcM3dWxktKrLhzWQX0c2A9KwQBVkju5rmqDMNxHBwOBxwOB5YtW6ZUgXG5XOjq6sL+/fuVKjAlJSVwOp1R9+lCKskHZJbD2OPxAABZEvONbH1RdDodvF5vVtqaiVSsfBMTE2hqaoLZbE6pzKDsoswV8pc+V5n0OY5DOBzGnj17sG7dOtTV1c2+U4rt50J0peNuDgQC2LNnDxhj2LlzZ1xLaS7XgGb7PDh0Ai4vj14ne31NCa6vmRK+flGCiZ+a4DyiiOfdXvzh2CDGGYd/qy5GQGL4+5gXh/zhxHW5FxXZtzJaeA531pfjwtK5m8wKQSQWirt5PvMOaqvABINBuFwuuN1utLS0QBRFxTVdXFxckCIx3TlN1g+UJ3GBkk/uZsYYent70draiuXLl2PFihUp3WDnYs0gkJt1feFwGG1tbUrQhsMxu/UqVfLFkhhv/WGidvM50CYVzKp1bjZBwCVlDmwcG4IkSVhdPSUkb56u7+sOR/DPyQA2WY0o0+vwnNuDR0cm0OQNwLMo3dozWBkxc9nAEoHHRSU2fLKqCJUGHfg5FmyFIBILzZKYDxiNRlRXV6O6ulqJ7nW5XBgdHUVnZ6cyVwwMDKCkpCRpQ8d8kYlI9Pl8MJvNBeVeTxUSiXkgEiORCA4cOICRkRGcdNJJcWsQJ9NHrgNXciEwJicnsWfPHiVnVy4EIpA7kZisJZExhmPHjqGtrQ2rV6/G0qVLZ7zpqyOyszk55Ep8pkO8cRTrdTiv5PhT+UWldlw0bf3yRER8unMAr08G5myM+Ye6bCAAMPAMqEQEu40CLq1wYn15KcDz4DG/EaaFIBLJkpgZHMfBZrPBZrNh6dKlkCQJXV1d6O/vx7Fjx3DgwAHYbDbFyjifVWASkYlI9Hg8sFgseX+dZ0JBisRsfSD5IBI9Hg+ampqg1+tnrEGcSR/ZIttCq6+vDy0tLVi+fDlqa2vxj3/8I2cTy3wGrsy2/jBRu8DCFYnpHJNNJ+DuFVW4rWsIL477kqhUkz4WSYTZoEdYYpiY/9MVCwdU8ByuqirGB0qsCE2MY3R0FK7Odrxy8IDi/istLZ23SaxQRGK+jxHIX5Gohed5JT/jSSedhFAopFSBOXjwIMLhMJxOp7Ke0WabvWpPrslUJC7koBWgQEVitpjLZNqhUCjmdVkkLV26FKtWrcroJpDrPIZyH9kQopIk4eDBg+jv78fmzZtRXl6unJ9cBsbkak3iTOddXn8IIOH6w3jkKrfjfN+QM8WhE/DzVdWQGMM/J/x4aGgMr08G4JEyP091Bh2+sqQU2+xmvPvqK9i+aTssFguCEsOfhsdxx7FRzLfHu0zH48ISG9471I21NXWoqpp+4DAdr7Th8/mmBKPLhcOHD0Ov1yuCcbbI1GyT79dbPrlxZ6JQRCIQLboMBgMqKytRWVmpXJuyaDxy5Ah4nlesjLmsAjMTmcw5Xq83L4RuLlnUInG+kmmLooiDBw9iYGAAJ554IioqEtRvy6CPXJANl7Y2aEMuZzRX0dPZZibLnNvtxp49e1BeXo7169endFzy+ciFSEzU5lzf6DI5Np7jsNNpwU7n1PXjEUX8eXgCj7k8OOgLIZUQrhKBx+31ZTivOP7N3shz+EhlEVr8IfxxZDLtMadKkcDhzCIbbqkuhp9JCDJgrdkAnuPw9lB3XNHAcRysViusViuWLl0aE5na0tKiRKaWlpZmlDR5NgrBSlco7uZCGSeQWNCqr025CszExARcLhf6+vqiqsCUlJSgqKgoa1VgZiKTQJuFXpIPKFCRWMjuZp/Ph6amJnAcl5UcgPH6yBWZCq3R0VE0NzejoqIC69atixJNuQyMkdvP1ZpEbbuprj+Mh7x9tsc8k0iUX5+rNBvZFMA2QcDHq4rx8aqpdFEDwTD+d3gCj7sm0R2K/V5wAKw8h2sri3BDdTH0/OzH/OnqYjw+Ogl/jtzPeg5otJtweZkDuxwW2ITMExLHi0yVrYw9PT0AgOLiYpSWlmbdklMIIpEsidkn2bHyPI+ioiIUFRWhoaFBqQLjcrnQ3t6OQCAAp9OpWBkdDkdOPqtM3c0LObIZKFCRmC3mWiQODg5i3759qK2txZo1a7L6pc9nd7O67vTatWuxZMmSmG1yJYrU7ecy76A8IYqiiAMHDmB4eDjp9YeJ2gXm1pK4kKgy6vGZulJ8pq4UQYnhObcHr074cYLVCKeOx067BSX61CaGWqMefz+hHo3N3VldD2kXjotVXZKTYLqfodFojEmaPDo6GlXPVxaMmQYZFIJILIQxAoUjZoH0RZe2Cozf71eqwBw7dgwAFMEoV4GZz/ECC78kH0AiEZIk5fwpjed5eDwe7Nu3Dxs3bkRVVVXW+8hXd3MkEsG+ffswPj6esO40MCVecil0c+luBqYmm2AwqKw/zCQISdtuNskXkTiXE56R56KipDOhRK/Dn9fV4Y5jw3jXE4xb/9rKcwhILEZIGjnAxnMIM2Cj1YgLSmzYXWRFqT6923Cm51CdNHn58uUIh8OKJaetrQ2hUAhOp1MRjVarNaU+C0GAFYobdyFaEmfDbDajtrYWtbW1UVVgBgcHcejQIRiNRmWdbbprbRljGS1x8vl8ZElcyMjrHXKZ/NPv96OjowORSAS7du3K2VPHXFkSU+lDTm9jsVjQ2Ng4a76sQhSJ8nXjcrmwd+/etNYfxmOhi0SgMGr7xmO91Yj/XVsHxhjemvTjpXEftthMON1pgUdkioXSI4p4fcKPCr0O6y1G6LnsieNcnDu9Xo+KiugAGNmSow6AkX9mmpTnculCJhSKha7QRGK215Vrq8BEIhGMjY3B7XbHrLWVXdPJnC/ZsEKWxMQUpEjM5ppEYOpCyUXE3/DwMPbu3YuioiKIopjTi2mu1iQm24ccub1s2TKsXLkyqc8slyIx10mk3333XcWVnq3rM1eCLh/EWSFMzLPBcRy2OyzY7ji+cL1ENS/ZBAHnFOfOypDLc6gOMliyZAkkSVICYLq7u5VJWbYyaiflQhGJZEnMPqIo5jyBtk6nQ1lZGcrKygAcrwLjcrmwb98+SJKkpIEqKSlJmAZKnhNoTWJiClIkZgvZxZltccUYQ0dHB44cOYL169fDZrPhnXfeyWofWuTjyKWLJxl3syRJaGtrQ29vb8qR27m2JGZbHMlR6gCwefPmrESpq8nF+Uh0HuYrjx6RHnN97uRUJfIa23iTstrKmO9VNmRylU0h2xSSSJyPsWqrwHg8HrjdboyMjKCzszPKCl5cXKxcn6IoZlQT2+v1pr3uvFBY1CIRyH6uxGAwiObmZgSDQezYsQN2ux2Tk5Nzsl4QyO06oGRyAjY1NUEURTQ2NqacGqCQ3M3qVD5AbirF/H/2vjzKkbO+9mrrfZF6US/T+97TPT29jqcHYmy8DTbrM06eCSQmPDg4xg8Thx2TEHghfjgseQ6QBQeSw9g5QGICNrEHL8TgATzdUu/7vmtrdbf2rd4fk+9zSS2pJVWVVKXRPccH4+4ufSqV6rv1+/3uvcmuJIq96pNBMFL5eYVuymRebHd3F/Pz83Qed39/H2VlZaIlYlKYmwSkRxJT+XnLZDIUFhaisLCQ2kAdHBwEVcFJCkxubi4nkuhwODLtZjGCzy81n16JZrMZ4+PjKCkpQX9/P515JK1goat8gLDzldGIlsVigV6vR1lZWdRM4kSPzxV8Hpu8V2Llc/nyZUGV02I/ppTXIVWI6dyFmxczGo2YmZnB0tISpqeng1p/YjIflkq7WSrrBITdgxKBQqEIqoJ7PB5YLBbs7+9jZ2cHgUAAer2e/k48Ai273Y7CQu6CODFDkiSRT/Axy8cwDJaXl7G8vIz29vZjc2nJqvIBws1XktcIPVcMw2B1dRWLi4th33u8xxezBQ7DMFhfX8f8/HzQexXaXofvY2aQHhDrZ6lUKqkv47lz5+imbDabsbq6GrRpp7o1nRGu8A+xrzUrKwuVlZWorKyE2WzG7OwsSktLqeG8QqEIstrJzs6OeKyMcEXE4GsD5UoSPR4PxsfHYbfbI1q8JKvKJ7Q4I3QmkW1vMzQ0BLVazen4Yq4ksv0PBwcHodFoeDt2JAhFEsOt1Wg0YnFxkYoRNBqNoC0jKWzMGSQOct2ys3xJygZp/a2vr2N6ejpIlVpcXJxUgiGVCl2qW7jxQGprValUqK2tpQKtg4MD7O/vY2trC7Ozs8jLy6OzjKH3xUwl8ToAl5lEq9UKvV6P4uJiXLhwIWIFT2gVNYEQIpxIx7fZbNDpdMjJyYnJ3ibe4/MNLkTO6XRCp9PRlJxQ/0MpVxLZleD6+nq43W7Mz8/D4/FArVZT9WokdSAXiKllKjVI5dyFXjNyuZxuts3NzUFVxsnJSQQCAVrFKS0t5c0wORKkVElMZuY2F4it3RwNoUba7OuzqakpyDt0fn4ebrcbzz//PORyOe644w7YbDbeYvlWV1fxxS9+ES+++CJ2d3dRXV2N9773vfjsZz8btL+Oj4/jgQcewGuvvYby8nI8+OCD+MQnPhF0rB/84Ad45JFHsLq6itbWVjz66KO48847E1rXdU8SE5lJZBgGa2trWFhYQGtrK+rr66PeaIRSUYeCj2zlaJDL5fB4PNjd3cXExATq6+vR2trK201W6HZzIuefPX94+vTpiJmkyYr84wo28fT7/ZiamoLZbMbQ0FDQhkw88sxmM5aWlpCVlUXj3fioMkphYxYzxC64INftSWtkt/6IKtVsNsNgMGBhYQE5OTmUMAqR5Sv280gg9hYuG1Jba7R7Gds7FLh2X1xcXMR//Md/4IknnoDD4cBjjz2GnZ0d3HbbbWhoaEh4LbOzswgEAvi7v/s7tLS0YHJyEh/84Adht9vx2GOPAQAODw9x++2349Zbb8W3v/1tTExM4I/+6I+gVqvxoQ99CADw6quv4t5778WXv/xlvPWtb8WlS5fwzne+E6Ojo+ju7o57XZIlialqN3u9XkxOTuLg4OBY25HP10kEQr+GXC6H1WrF3t4eenp6UFFRwfvxxWKBEzp/WFdXx9uxY4WQwhWizgaA4eFhZGdnw+Px0N9he+T5/X5YrVaYzWaaqUqqjKWlpQlXGaVSDcsgMSSSV05UqWzDZPZ1V1xcTEkjHwIYKbWbpbBOQFrt5ngj+fLy8vDBD34QH/zgB+F2u9HY2IiOjg78y7/8C/74j/8YDQ0NuO2223Dx4kW8/e1vj2stFy9exMWLF+n/b2pqwtzcHL71rW9Rkvj9738fHo8HTzzxBLKystDV1QW9Xo+vfvWrlCR+4xvfwMWLF/Hxj38cAPDFL34Rly9fxuOPP45vf/vbca0JkDBJ5AvxEKvDw0PodDrk5+fH3WIVm9l1vHC73djc3ITX68Xw8LAgw7pCkS1y7FgJKLvCFsuDgFCVRKFIos/nw5UrV1BWVkbTYaK9jkKhoIQQCK4ykiQOdpUxlmqPFKo3YoeYzyEfFbpQw2Sn0wmz2UytTIh3IxmJSGTkRSrtZqmQWUB67eZE15qVlQWPx4OPfexjaG9vx9HREV5++WVcvnwZTz75ZNwkMRwODg6CfBivXLmCG2+8Mehav+OOO/Doo49if38fGo0GV65cwZ/8yZ8EHeeOO+7A008/ndAaMiQxhplEhmGwsbGBubk5NDU1oampKe4bi1izlWPB/v4+9Ho9cnJykJeXJ8lowViPzZ4/HB4ejil/WUqVRIvFArvdjo6OjhPHJCKBLUQgVUaLxYKlpSU4nU6a91taWhrVTiJTSUwcYj93QrRxc3NzUVNTc0wAs7Gxgenpaep9V1paGrMARirkS0rES0pVz3griWx4PB54PB6auFJYWIi3ve1teNvb3sbL2hYXF/H//t//o1VEANjd3UVjY2PQ75GO3u7uLjQaDXZ3d491+SoqKrC7u5vQOiRLEvm6ASmVSrjd7og/9/l8tKrU399PqynxQortZvbsZVtbGxQKBba3t3k7fihSbYFjNpsxNjYWdf4w0rHFXklkGAZzc3PY3NxETk4Op9kZNthVxtbW1qBqz+rqKpRKZVC1h1QZpVC9ETvEfA6FnvWLJICxWCyYmpqC3+8/JrxKxTr5glTIbCAQAMMwadtuZsNutwPAibF8n/rUp/Doo49G/Z2ZmRl0dHTQ/7+1tYWLFy/innvuwQc/+MGE1scXJEsS+UI0YkUUvNnZ2XjDG94Q1S+Jy+vwBT5Jls/nw+TkJPb392nLlRiPCoVUVRLZZJjkL8d7bDFXEr1eL8bGxuB0OtHR0YHV1VXui4uA0GoPqTKurKxgamoKRUVFKC0tpebyGSQGsZ+7ZJOvcAIYi8UCo9GIhYUFZGdnU8LIHomQSrtZKtU5co+VwlqBayQx0X3dZrMBwImdtYcffhj33Xdf1N9pamqi/769vY2bb74ZFy5cwN///d8H/V5lZSX29vaC/hv5/5WVlVF/h/w8XmRIYgTytrW1henpadTX16OlpYXzRS+lSqLNZoNer0dWVhYuXLhAv0RCkjhy/GRb4MQ7fxgOQlng8HG+bTYbRkdHkZ+fj/Pnz+Pg4CBqLB+f74Od99vS0gKXy0WrjGazGQzDYHp6mm7eUrH4EAvETG5SSWLZApj6+nr4/X5qY0JGIsjDis/nE/V5JJASmQWkQxK5iGwcDgfy8vJOfK/l5eUoLy+P6ZhbW1u4+eabMTAwgH/6p386duzh4WF89rOfhdfrpffLy5cvo729ne5dw8PDeOGFF/DQQw/Rv7t8+TKGh4fjeHevQ7Ikka8vTCix8vv9mJmZwd7eHnp7e2P+cON9HSHAB6nY3d3F5OQkamtr0draGnSRJsOHkc8c7dBjh54bMn8ol8tjnj8MB7G2m41GI8bGxlBbW4u2tjZB02FiQU5ODk6dOoVTp05ha2sLW1tbyMrKwtraGqanp1FUVERb04WFhZLYFFOFTCUxdigUimMCGNKadrvdmJqaog8qJyVspApSqSSS/UEKawW4tZttNltcEX4nYWtrCzfddBPq6+vx2GOPwWg00p+RKuB73vMefOELX8AHPvABfPKTn8Tk5CS+8Y1v4Gtf+xr93Y9+9KN405vehL/+67/GXXfdhaeeegpXr149VpWMFZIliXxBqVRSYmK326HX66FQKHDhwgVejVyT5ZOY6GsEAgEsLCxgfX0dZ86cCVuaToYPo5Aziexjm81m6PV6VFZWorOzk9NNTWztZrZBdldXF6qrqzkfk2/IZDKoVCq0tLQAuKaeN5vNMJvN2NjYgEwm46xcTXeIhYSFg5hIYihyc3Ppw8ovf/lLNDY2wu12Y2trCzMzM1QAU1JSArVaLQrCIxWSSNYp1s8+FFwEQXxH8l2+fBmLi4tYXFxETU1N0M/IPbu4uBjPP/88HnjgAQwMDKCsrAyf//znqf0NAFy4cAGXLl3C5z73OXzmM59Ba2srnn766YQ8EoEMSaTEilTQampq0NbWxvsXUsztZrfbjbGxMXg8HgwPD0ccxE1Gu1lon0Su84eRji2WSiK7fR4uJlIsN+/QdWRnZ6O6uhrV1dUIBAI4PDykhHFmZoZGt5WWlqKoqEg07yNVEAPRjwYxk8RQFBYW4tSpUzRhg1QZp6en4fP5gnJ8hUgeigVSIolSEa0A3IUrfFYS77vvvhNnFwGgp6cHr7zyStTfueeee3DPPffwsi7JkkS+PhiZTAan04nJyUmcOXOGd4NoArG2m4m9jUajQX9/f1SPu2SYdQvpk+j3+zExMcFp/jAcxBLLF2qQHa59LpZKIhCZ6MjlcqjVaqjVajQ3N8PtdtM5xs3NTVplJKTxeq0yipmESYUkhs76qVQqVFRUoKKiAgzDwG63w2KxwGQy0eQhcu2x1fpCQ0rqZimsk4APkpjukCxJ5ANOp5NG4fzO7/wObxmM4aBQKOD1egU7PnmNaHY+bLATRWKJFgSkXUn0er1wOBxQqVSc5g/DQQyxfFarFTqdDqWlpejq6op44xMLSYyHQGRnZ6OqqgpVVVVgGIZWGTc3N2mVkbSli4qKJLVJpSukQhKjkS+ZTIaCggIUFBSgrq4uyBN0eXmZqvWTMUcrFfIlJT9HgJ+ZxHTHdUsSDQYDJiYmUFpaCrvdLihBBK4ROJfLJehrxDr3SLwfLRZLXBU1QlqE2gCEmts0m82Ynp6GXC7HuXPneL+JpXomcXt7G1NTUzHniIuBJAKJtUxlMhmKi4tRXFyMpqYm6o9nNpsxMTEBhmGCqoxiFCHwAbF8hpEgFZIYj2o41BPU5XLRa29jYwMABLv2pEISr7d280keiekAyZLERG9AbIFGV1cXSkpKsLu7K/hNTSyJK3a7HTqdLqGKGrlJCUkS+azIsecP6+vrsbW1JciNNlXtZoZhMD8/j42NjZiV+GIiiXwg1B/v6OgIZrMZ29vbmJubQ35+Pq0yxprCIRWInYSJfX0At3tZTk5O0Bwt+9qbnZ1Ffn5+kAAmUTJCZqmlcO1KrZLI1QInQxLTDC6XC2NjYzR/uKCggLaA/X6/oPMlYshu3tvbw8TERMLiHPJlEupGwCdJ9Pv9mJychMViwdDQEORyOX3a5xupEK6wDbLjydIWC0kUKpe6qKgIRUVFaGxspCIEs9mMyclJBAKBIMU0nyMHyYYYPsNokEIlkZxDPu5lcrk8qMLt9Xqxv78Ps9mM2dlZeL3eYwkwsZ4fcm8R+/kEpFPxBK59/mJSN4sV1w1JJJFrZWVlGBgYoISQTXykThIjvQbDMFhYWMDa2hq6u7tRVVWV0PHJlynV+conweFwQKfTUSuj7OxsHB0dpTTyj8/j2u12jI6OIi8vD+fPn4/bhFoMBCMZG16oCMFms8FsNmNnZwdzc3PIy8uj7UMpVhnFTBqkQBKFJF8qlQparRZarRYMw8DhcFCLp6WlJahUKvrAotFoon6HpWRQLaV2MzmvXGYSM5XENADDMFhaWsLKygo6Oztx6tSpoJsC8XTy+XyCzi+lqt3s8XgwNjYGl8sV1d4mFpDzluxUlHgQyf9QaOV0siqJ4QyyuR6TDSls7omAncLR0NAQVOkhWb8ajYZWesQOMRD9aJDCdcRnJTEaZDIZ8vPzkZ+ff0wAQ+Iqo1k8SYkkSqndTPYxLjOJWq2WzyWJEpIlibHcgAhBcjqduOGGG1BUVBT295RKpWg9DONBaLvZarVCr9ejuLgYw8PDnCulMplMUENtLmSLbSDd2dl5zIxUSNFNMmL5ohlkxwOxtJuB1BKd0EoPqTLu7e1hfn6ezrNWVFSIxlA5FGImYWK5xqIhVW1ctgAGABXAWCwWbG5uAkDQAws5l2L+vAmk1G7mmg7jcDgy7WaxI9qGx/b/6+vrS6n/XzJfgxChjY0NzM3NoaWlBQ0NDbzdYJJheB0vQucP1Wr1sd8h718okihkJfEkg+x4jwmkvtIjpg0vtMro8/nwyiuv0IhOr9dLN+3S0lJek5gShdhJWKqvr1ggFvLFFsAQiyeLxULHIsjsrMVi4SSASQak1G4myuZEP3+73Y7CwkKeVyU+SJokhgO74tLW1oa6uroTLwIxiEr4gEKhgM/nw8TEBEwmEwYGBnhvnQn5PhI5Npk/VCqVdP4w0rEBYTZXoc6JTCaD1+vFb3/7WwCRDbLjPaZYIFaio1QqIZPJ0NTUhNzcXGqobDQasbCwgNzcXNoaTOWmLabPMhQZkpgY2BZPRHy1s7ODpaUlzM3NwePxoLi4mFYZ+Uz84ANSajdzJbQZ4YoE4fV6MTExgcPDw4gVpXAg5EpIJIOIejweeDweOBwOXLhwQRD1ppjazSaTCWNjY6iqqkJHR0fUmxNbdMP3pi5UJdHj8WBvbw8VFRVRDbLjQaaSGB9CDZV9Ph/29/dhsVjopk1i20pLSwX3WwXES67ZSPX1FQuIR6KY16lSqaBWq6llmcPhoK3p5eVlKoAh/8QrYuMbUqskciG0GZ9ECYDdbj44OIBer0dBQQEuXLgQV1RXslvBQtyUDAYDxsfHAUAQw2gCodvNsRz7pPnDSMcGhFFmCyGK2d7exs7ODoqLi3HmzBleYygBcRANMawhXiiVSpSXl6O8vDxItWoymbC4uIicnJwg1aqQG6aYyY0USKJUvAfZZJYIYGpraxEIBKgAZm1tLSgBJlXpQ36/XzIxmVyMtMl3P1NJlADY83fNzc1obGyM++aULOEKwP+TFsMwWFxcxOrqKtra2jAzMyPozVlokghEH36OZf4wHMg5SbafYbxgG2RXVlZympkJB7GQRLETiFgQTrVKFNPz8/NBrUFSZeTjfaf6s4sFUiCJ8aStpBKR7odyuZwSQgA049xisdD0IVLlLikpScosrdSEK1z2YpvNlplJFDt8Ph/Gx8exv7/Paf4uWZVEgPuFyYbH48H4+DgcDgfOnz+P7OxszMzMCFryF3omEYh8o4l1/jAcyJO40CpkLvB6vfTzHB4exu7uLux2Ow8rfB2RSKLY225SgEKhQFlZGcrKygCAVhlJazArK4vOkmk0Gl7cBsQKKZBEKawRiJ14hWacHx0dwWKxYHd3F/Pz83SWllx/QuwR1xNJzMwkSgB6vR5+vz9uwhCKZMwkki8OXwTr4OAAOp2O2tuoVCp6bD6JaCiEnkkEwlf74pk/jHZ8sVYSiUF2bm4uNcgWKpUEEEc1SgxrEBJ5eXnIy8tDbW0t9cYjZspOpxNqtZq2psUmQOAKKRAwKbWb410nO32IKPbJLO38/Dzcbrcg15+Qew/f4KPdnJlJFDnOnDlDlYhckIxKIvEY5ON1NjY2MDs7e6y9LnQiCnmNZJLEROYPox1fqJlELseNZJCdziRR7ASCb4R64zmdTprAsbKyApVKRauMJSUlUauMqf7sYoEUSKLU283xIHSW1ul00sjK1dVVKBSKIAFMonOF10sl0e12w+fzZdrNYkdOTg4vpEupVNIMZyHBlST6/X5MT0/DaDSiv7+fbjgEMplMcKudZLWbgWvjBJOTk7BarZz9AcnxkxmfdxJOMshOZ5IoljWkCrm5uaipqUFNTQ38fj8ODg5gNpuxvLyMqakpFBcX0ypPQUFBWDIjZoIjBZIolUoi3+uUyWS0yl1TU4NAIECvv/X1dUxPT9MEmJKSkrgiK6WkbuayVjIGlKkkXidQKBRwuVxJeZ1ECZbD4YBer4dMJotqbyN0VVTIdjPwelWOPX84PDzMS2SikKbX8R6XbZAdzQBcKCKVaoImdgKRTLCrOK2trUFVnrW1taAqpEajkcy5E/s6pUBkAeGrc3K5HBqNBhqNBsC1WXcySzs5OYlAIBBk8xRNACMln0QulUS73U7JdrpD0iSRry94MtrNXF7HaDRifHw8Zj9AqbabyfEtFgsWFhY4zR9GOrYYLHBcLhd0Oh2A6AbZya4kJnvDTDVRFStyc3Nx6tQpnDp1KqjKw875Ba6pK9VqtSiJjhQI2PXUbo4HWVlZQQIYEllpMBiwsLAQZPOkVquDRiOk1m5O1FeSiFakcP1whaRJIl9IhnCFvE48JJFhGCwtLWFlZQWnT5/GqVOneH+NeCFku5lhGDAMg9nZWXR1dcX0fuOBkMKVWI97cHCA0dFRlJaWnmiQLeR6wyGZpO16uLnyAXaVp6WlBS6XC0ajEYeHhxgfHw+qQpaWlqbcTJlACiRRKu3mVJLZcJGVRIC1sLAAl8sVNBohNeFKooETNpstQxKvJyTDJxGIj8B5PB5MTEzAbrfj/PnzMQ/ICj2TKBQJJfOHfr8/ZkIcL4S0wInluNvb25iamoo5T1uo9QrVdo8XmUpi/MjJyUFlZSUWFhZw4cIF2Gw2WCwWrK+vY2ZmBoWFhbQ1XVhYmLJNTAokMVNJjB9KpTLI5okIsIiht9/vx8rKCioqKjgJYJIBru3m68H+BpA4SUzXdvPh4SF0Oh0KCgqovU08ryF0O5hvkY/D4cDo6ChUKhVyc3MFm/NIVSWRbZDd29uL8vLymI8rFElMNcSwBqmCXBPsKmNzczM1UzabzdjY2IBMJqMVnmRv2FJ4AJACkQXERRJDwRZgBQIBvPzyy8jOzsbGxgamp6dRUFBAr794BDDJAB8kUQrXD1dImiTyhWSRxFiqfJubm5iZmUFTUxOamprivgiToW7mk2iRecvq6mq0t7fj1VdfTXnsXyLHjbQpsg2yz58/H5caTkiSKIZNXAxrkDJC7w1sM+VAIIDDw0NYLBa6YbOrjEVFRYJucFIgYFJqN0thneTzbmxsRHZ2NjweD02AmZqagt/vD0qASbXoI1NJjA0ZkghxVBIDgQCmp6ext7eHvr4+Ws7n8zX4AF8klGEYrKysYGlpKai9LKQwRkh1czjCE84gm4/jcoUYSKLYCYTUIZfLoVaroVar0dTUFKRYHRsbA4CgKiMf7gFsSIGASaXdLIVzCbweFEHWmpWVhcrKSlRWVlIBjMVigdFoxMLCArKzs3lNIIoXXCxwyEzi9QBJk0S+vuBKpTKlwhWn0wm9Xg+GYXDhwgVOGZtCt5v5OH40/0OhzbqTFctnMpmg1+uPGWTHe9x0JYkZJI5EPrtQxerh4SHMZjO2trYwOzuL/Pz8oCojV1KSqSTyh0AgkHQClQjIPTDcOWULYOrr62nOucVioQlERABTUlKSlHlaLnY9drv9uvBIBCROEvkCIW9C39jCESwSN1dZWYnOzk7ONy2xt5vJ/GFWVhYuXLhwbE5KaJIodCXxJIPseI8r1hhBPiCGNUgZid6rZDIZiouLUVxcTKuMpC04MTEBhmGg0WgoaUykyigFkiiVSqJU1hlaSYyG0Jxz4g1KBDByuTwoAYbvSjdZb6KVRIfDkakkXk8gF4rQbvEKhQJutxvAtZvo8vIylpeXOcfNhb6G0MKVREkoiZ87deoU2tvbw95MhM6GFlK4EotBdrzHTWYlMZkbkRQ2PbGC72sitC14dHQEs9mMnZ0dzM3NIT8/n7amYxUfSIEkSmGNgHRSTMjsZCLnNNQblMzTkhn9goICShjVajUvFWAuJNFms2UqidcTyIUitMcTqVgSMYPNZsMNN9yAoqIi3l9DKCRC4iLNH4aDFGcSyZp/+9vfAohukB0P0jlxRSxrkDKEIDgymQxFRUUoKipCY2MjvF4vVUwT8QHblzHSdS4FAialdrPYzyXAn8Am3DwtaU1PT0/D5/MdE8DEe34YhuEsXOEaEysVSJok8vXFIU8/Pp9PUJsIUkm8cuUK8vPzceHCBd7Nb8XWbvb5fJiYmMDBwUFM+ctCevgJNeNns9ng9/uRn59/okF2PMgIVzIIh2R+diqVChUVFaioqAhK39jd3cX8/Dzy8vKC0jcISZACSbzeyJfQEKrimZWVFXQN2u12WCwWmEwmLC0tISsrK6g1Hcv8JtljuLSbhfDyFSMkTRIBfjY8mUyWFIUzKaG3tLSgublZkBuUQqGAx+Ph/bgE8ZBQu90OnU4Xcf4w0vGl1G7e3t7G5OQkAODMmTO8fqbp3G4GMpVELkgFuQlN3/B6vdjf34fZbMbMzExQhcfv94uegEmpkiiFdSYjt1kmk6GgoAAFBQWoq6uD3++H1WqFxWLB8vIypqamUFRURB9cIglguJJEu92ecgufZEHyJJEvCEkSA4EAZmdnsbu7i/z8fLS0tAjyOoB42s2xzB+Gg1TazWyD7K6uLkxMTPByXDbSWd0sdgIhZqT6syNQqVTQarXQarW0wkMyfq1WKw4PD+F2u+kcmdjm6jKVRH6RitlJhUJBBVatra1wuVxBhvIAgsYjiAAmHpFNOGTUzdchhCJXLpcLOp0ODMOgo6MD6+vrvL8GG0KSrFiOzxbkJKLulYIFDpkpJZGJZGSA7xabkOrmDKQNsX2G7ApPfX099Ho9cnJy4Pf7MTs7C6/XSxXTYjBSBqRTSZTKOsVAZnNyclBdXY3q6moEAgEqwtre3sbc3BwdjyBpKYl+jzIkUULgqyoihFei2WzG2NgYtFotOjs7YbVaBW9pJ8NMOxJxiXf+MN7jcwUfkYJsg2wSmUja+3xXeJLdbibD3Mm60YulIiY1SOG8kdb0qVOnwDAMHA4HzGYzNVLOyckJMlJORZUxQ774RTLvHbFALpcHWT2xxyOWlpbAMAz0en3Qg0uspDFjgXMdgk9yxVbzdnR0oLa2FoDwohLyGsmwwAmtmiUyfxgOCoVCMGNzrueGGGTX1NSgvb2dvn9yY+S73ZJMkkgIIsMw8Hg8kMvl9B8hILZKmNQg9vPHvr5kMhny8/ORn5+Puro6+Hw+WK1WmM1mzM/Pw+PxQK1WJ7RZc4GU2s1SWafYRgrYYI9HEKV0SUkJJY0qlYq2pTUaTURRKRmtyFQSrzPwRRK9Xi8mJyfDVtOUSqXkK4nkJsAmiYnOH4aDGGcSGYbB2toaFhYWwlr4kPMg1UoiwzCUmCsUCjAME/TfZDIZdQDgkzRKoSImRkjhvEUbvVAqldRImVQZyRwZUauSOTMhq4xSUGAD4idfBGKrJEZDIBCASqVCXV3dMQHMysoKpqamaNZ5SUnJsaxzm82GwsLCFL6D5EHyJJGvLzkf5Oro6Ag6nQ55eXkR00SSUUkUut0MvP50y2X+MNLxxTSTGAgEMDU1BZPJFNEgm1yDfK9baJJI/gkEAmAYBgqFgtpHEHNw8nP2NcVHlVEKm7OYIfbzFysBY1cZa2tr6WZtNpuxsLAAl8tFq4ylpaW8Vhml0saVUiVRCucTOE682QIYAFQAY7FYqADmueeeg1arxV133QWHw8FrJfHtb3879Ho9DAYDNBoNbr31Vjz66KNBe+r4+DgeeOABvPbaaygvL8eDDz6IT3ziE0HH+cEPfoBHHnkEq6uraG1txaOPPoo777yT09okTxL5Atc25/b2NqamptDQ0ICWlpawX2pSpRHyy5SM7GYAcLvdmJ+fx8HBAa+G4EL7JMZzbCI6AqIbZAtVSSSkVihBDPmHvBb7NdgkkJBIv98f8e8SqTJKoSKWQWJI9JoN3azZVcbl5WWoVKqgKiOXTGMpVRKlQL6ksk7g5KonWwBDss5/8Ytf4F//9V/xZ3/2ZwgEAvj617+O3/u938Ob3vQm5ObmclrPzTffjM985jOoqqrC1tYW/vRP/xTvfve78eqrrwK4Zp93++2349Zbb8W3v/1tTExM4I/+6I+gVqvxoQ99CADw6quv4t5778WXv/xlvPWtb8WlS5fwzne+E6Ojo+ju7k54bRmS+N9ItBVM7G22t7dx9uxZaLXaiL/Ljv8TkiQKWUkkN9WRkRHk5uZymj8MB7G0mw8ODjA6OorS0tITDbIJSRKikggIs5mFEr1oID9nX7+EMJKHHrLeWNvSUticxQopkGu+rtm8vDzk5eWhpqYmqCW4tLQEp9OJ4uJiShqJYjWeNUqB1EhlnUInlvGJeNZKss4feeQRPPLII1hbW8OZM2fg9/vx4Q9/GLu7u7jxxhtxxx134M4770RnZ2fc6/nYxz5G/72+vh6f+tSn8M53vhNerxcqlQrf//734fF48MQTTyArKwtdXV3Q6/X46le/SkniN77xDVy8eBEf//jHAQBf/OIXcfnyZTz++OP49re/HfeaCDIk8b+RCLlyuVzQ6/Xw+/24cOHCibYO7Pg/Lk/A0SB0u9loNAIANBoNurq6eL95iaHdTKrCLS0taGhoiGnjEcLTUIgKJdlwtra2wDAMysvL4yb50aqM8balpVLNERvEfs6E+FxDPfGcTifMZjMsFgtWV1ehVCqp8CCW5A0ptHGF7jzxCanMTgLcCC2pGn7rW99CXl4e5ufn8dxzz+G5557D1NQUnnjiCU5rs1gs+P73vx+UyHblyhXceOONQffqO+64A48++ij29/eh0Whw5coV/Mmf/EnQse644w48/fTTnNYjeZLI50xiPEklFosFer0eZWVlMUexkSqLGMyu4wXb/1ChUKC+vl6QG1cqE1fYBtm9vb0oLy+P+dhCzA/yTRIJmWttbcXe3h42NzcxPT2NoqIiKiQIHdA+CSdVGSOJX8S+OYsZ11MlMRpyc3NRU1ODmpoaBAKBY8KDoqIiSioLCgqOrUcKDyjks5YKSRQy1pZPcM1tVigUyMnJgUwmQ3t7O9rb2/G///f/5rSmT37yk3j88cfhcDhw/vx5/PSnP6U/293dRWNjY9DvV1RU0J9pNBrs7u7S/8b+nd3dXU7rkjxJ5AuxziQyDIPV1VUsLi6ivb0dtbW1cd1okuFjyPfTJ/E/PDw8xA033ICRkRHBiJyQM5XRSGKoQXa8Q8lCkFs+SSJ7lrCgoACFhYVoaWmB2+2m/nXr6+uQy+WUMJaUlMSdLR5aZWT/w77uyXdNChu1GCGFc5bMNcrlcpqs0dLSApfLRauMa2trUCgUQVVGlUoliTZurCMhYoCU1M1cSWJeXt6J7/VTn/oUHn300ai/MzMzg46ODgDAxz/+cXzgAx/A2toavvCFL+AP/uAP8NOf/jTl3/UMSfxvxELe2GbRkZSufLwOF/A990jMo3NycjA8PIysrCzJ5Suzjx2OcIUzyI4XYq0kEuELO4aKfdPJzs4OSiiwWq0wmUxYWlrCxMQE1Go1JY3xznyFa0sTwmi1WiGTyeD1eunv8W2xk67IVBJPRk5ODk6dOoVTp04hEAjg4OAAZrMZa2trmJ6eRmFhIVwuF1wuV8rXGg3seV+xQyptceDaWhMd+bLZbDEVER5++GHcd999UX+nqamJ/ju5z7a1taGzsxO1tbX49a9/jeHhYVRWVmJvby/ob8n/r6yspP8b7nfIzxOF5EkiX1+ek4QrNpsNOp0OOTk5nM2ik0ES+Zh7NBgMGB8fR21tLVpbW+kNQMi5x2QLVyIZZPNxbK5gE6xEwDbIZh8v2uuRakxbWxucTidMJhMljdnZ2fRGFq9/HfvaWVtbw/LyMk6fPg2lUimIxU66Q+ykQUzESy6XQ6PRQKPRAACtni8sLGBlZQXr6+tBVUYxtUylVkmU0kwiyXGOF3a7Paa0lfLy8rhGltggn7vb7QZwzV3js5/9LBWyAMDly5fR3t5Or+vh4WG88MILeOihh+hxLl++jOHh4YTWQCB5ksgXopG3nZ0dTE5Oor6+Hq2trZxufslSH3N5DYZhsLS0hJWVFXR3d6Oqqiro56lqCfN57JMMshM5tlAVnkSOy67aJToDmJubi9raWupfZ7FYYDKZMDMzA4/Hg5KSEkoaY7GAIE4ARqMRg4OD1DaJLX5JlpG3lJGpJHIDqZ6vr6+jpaUFSqUSZrMZ6+vrdEaXkMZ4Z3T5BhHXiPVcsiGlSiIXQutwOHj16/zNb36D1157DW984xuh0WiwtLSERx55BM3NzZTgvec978EXvvAFfOADH8AnP/lJTE5O4hvf+Aa+9rWv0eN89KMfxZve9Cb89V//Ne666y489dRTuHr1Kv7+7/+e0/oyJPG/EW4mMRAIYG5uDltbW+jp6Tk2FJro6whNErmQOJ/Ph/HxcRwdHUX0P5Ryu5kQp5MMshM9Np8gm0O8pICtNuZLJKJQKOiTMYmlMplM2Nvbw9zcHPLy8lBeXo6ysjIUFxcf2yzIzKfH48ENN9wQ5DkZSfwSauTN9mOUymYkFMROGqRCZOVyOdRqNdRqNZqbm+F2u6kv4+bmJmQyGa2ul5aWJr3KKCXiJaW1cpmfjLXdHCvy8vLwb//2b/izP/sz2O12VFVV4eLFi/jc5z5Hq53FxcV4/vnn8cADD2BgYABlZWX4/Oc/T+1vAODChQu4dOkSPve5z+Ezn/kMWltb8fTTT3PySATSgCQK1W52u93Q6/Xwer0YHh7mLcxbaJLI5TXYLXUyfxgOUm83//a3vwXDMFENshM5drJylqOBLRQRSkUsk8lQUFCAgoICNDQ0wOv1wmw2w2QyYWxsDAzDoLS0lFYZfT4f9Ho9cnNzMTQ0dOIYRDKMvKUMKREwMSPcGrOzs1FVVYWqqipqokwI48zMzLGoNqHfoxTOI8H1YoHDd27zmTNn8OKLL574ez09PXjllVei/s4999yDe+65h6+lAUgDksgX2MRqf38fer0eJSUlGBgY4NXTMFnRfPESrUjzh+Eg1Xazw+GAx+OJy7YoVgiVFBMrSTxJoCIkVCoVKisrUVlZSTdWk8mEjY0NTE1NQSaToaioCE1NTXGfcyGMvDMQHmJuNxOc5JNITJSLi4vR1NQEj8dDq4wTExNgGCaoypjojNtJa5TK9Xw9qZv5KhpJARmS+N8g7ebV1VUsLCygra0NdXV1ghjCiqmSeNL8YTgkoyXM9yazvb2NyclJyGQynDlzhvfPVaiZxFhIYqhAJZUzTOyNNS8vD1NTU6ioqEAgEMDo6CjvFjtcjLylCikQsHSsdmZlZQU9DB0dHcFsNmN7extzc3PIz8+nVcZwIxeJQEok8XqqJGZIooTA182S3NRWVlYwODhIFUN8IxkkMVYSF8v8IZfjJwJyQ+RrI2QbZJ8+fZpWtviGUO3mWAzA+Z4/5ApivL6+vo7e3l6UlZUBgCAWO0D8Rt7pADF8ztEgBSLLJXGFVMeLiorQ2NgIr9dLq4yTk5MIBAJBiulEx1qkRhKlslYxtZvFDsmTRD5AZvEAYGhoSNALQMhWLfs1TiKisc4fJnr8RMGuEnG94fh8PoyNjVGDbIVCQduyQlQSk91uFiNBDAQCmJ6exv7+PgYHB1FYWEh/Fslix2g0crbYIcePxcg7nauMYoEUSCKfa1SpVKioqEBFRQUYhoHNZoPZbMbOzg4VdpH0l3iqjFKIDiSQUruZS9XTZrOhtLSU5xWJF2lBErlUcXZ3dzE5OYmamhoatyMkxNBuZs8ftrW1xX0TSkYlkevxwxlkE88pITawZM8kJkOgEi88Hg/GxsYQCARw7ty5E2e0+LbYYSOakbfUq4zXGwETCkKJQmQyGQoLC1FYWEiFXfv7+zCbzZiamoLf74dGo6FVxmjXtlSqc+ThW0rt5kTPq8PhQF1dHc8rEi/SgiQmgkAggIWFBWxsbKC7uxuVlZXY2NhICoGLJyM6EUQicYnMH8ZzfD7AB0kkKttTp04FGWTzWaUMRbJmElMpUIkGu90OnU6HwsJCdHd3x71ZRLLY2d3dpfNehDDGO+8Vq8UO+V0pbMpih9hJolAdhXBQqVTQarXQarVBVca9vT3Mz88jNzeXVhnVanXQ9ScVksi+H4kd5EExM5MYG65Lkuh2uzE2NgaPxxOU0yuGKp9Qr+H1ejExMYGjoyOcP38+qA0YL+RyuWBEl4guEiGJJxlkkw0hlSpkLsdlV8PIz8SwEVssFoyNjaGmpgYtLS2c1xSvxU683nUnWex4vV5abfT7/aKrMkpBFAKIe24y1hQivhFaZfT5fLBYLLBYLJiZmYHX66VVxtLSUsmQRKklwwDIzCTGiLQgifFs0MTeRqPRoL+/P8jeRqlUHjPU5hvJEq6wX4PMH5LWK1dDWKHnKhOpVMZikM0WxfANodvNbCIjJtKytbWF2dlZdHR0cE6tiYSTLHaKiopQVlaG8vJyFBYWchK/uFwuTE5OorCwENnZ2UFG3mJqS4udgIm9kiiWTGSlUhlUZbTb7bBYLDAajVhYWIBSqYRCoYDZbIZarRZtOzdDEtMXaUESYwHDMFhfX8f8/DxaW1tRX19/7AaRTpVE8qXd29vDxMREwvOH4SBkuzmR47vdbuh0uhMNsoWsJArVbibnQmwCFYZhsLi4iM3NTfT19aGkpCQpr8u22CEJGSRfen19Pchip7S0NC6PU9IyLyoqQldXFyXo0Sx2yL8nE5lKInew7aLEAnYFva6uDj6fDwsLC7BarZibm4PH44FaraZVxtzcXNGsn8z4iWU90cB1rQ6HI9NuTjf4fD5MTU3BYrFEtbdJF5Iol8vpDWZ1dRVnzpxBZWUlr8cX8j3EQxIPDg6g0+lQUlJyokE2qQIJVfET6rg+n09UBNHv92NychJHR0c4d+5cSm+Y2dnZOHXqFE6dOsXJYsdqtUKv1+PUqVPHWuZitNgRw3UQCWIkYKFIVbs5HiiVSuTm5oJhGHR2dsLhcNCxi8XFRWRnZ1PCmIgbAJ+QSlsc4KZsJtVeLuNaUkNakMRoNyNSHVCpVLhw4UJUxWW6kESZTIa9vT3I5XLO84fhIJZ28/b2NqamptDS0oKGhoaYNiUh/Qz5PC5p2eXk5GBychIlJSU0G5mvKMFEQOIq5XI5zp07l/Qs22hI1GJnb28PU1NTaG1tRW1tbdTji8FiR+yVRCmQRLG0m08CGS+RyWTIz89Hfn4+6urq4Pf7qWJ6fn4eHo8HxcXFlDTm5eUl9b1JzUiby3cz025OI5BWa01NDdra2k68MJIxkyh0Fc5ms2FrawtyuZxav/CNVLebGYbBwsICNWsuLy/n7diJgs9KIlug0t3dTSsIOzs7mJ2dRUFBQZDSN1mbwdHREfR6PdRqNbq6ukRfOYjFYkcmk8FsNqOnpyfu6yhUiZ/MKqOYyY0USCKZmRTzGoHIFTqFQkHvAQDoPcJisWB5eRlZWVnUYkej0fAaLRsOUvJI5GKkDVw71xmSKHEQe5v19fW4rF6SUeVTKpWCvcbe3h7Gx8dRXFwMpVIpCEEEUksSQw2y4/2yCrV2viqJoRF7CoXimOcamcHT6XSQyWRUtJFIzF2sMJlMmJiYQF1dHZqamkS/uYYi1GLn6OgIs7OzODw8pPOVVquVk8WOGKqMYoDYK52AdEyqY23j5uXlIS8vjz4QWa1WmM1mLC0twel0Qq1W0wSYeJON+FynGMCFJAYCgYwFjhTBvuCJoa/L5cLw8HBcJCIVymM+QDY5Mn/o8XhgNBp5fQ02hD5PkYhcOIPseCHk7CDX48aSoKJSqVBVVYWqqioEAgEcHBzAZDJheXmZzuCRtjRfLaeNjQ3Mz8/j9OnTCXtrigmBQABLS0vw+Xx4wxveAKVSmRSLHTJCwLXKKHblsJQqiWJHIBCI+z6nUCho2xkAnE4nzGYzzGYzVlZWoFKpgiID+agySq3dnOhaHQ4HGIbJzCRKFWT4vLi4GMPDw3Ff/MlUHvN1k/J6vRgfH6eVtcLCQmxtbYlGWMLX8dkG2bGMDkQ7tlAziV6vN+G/TyRiTy6XQ6PRQKPRoLW1NWgGjwy2E8Ko0WjiPmck93pnZwcDAwNhbYWkBqKEVyqVGBoaohtwOIud9fV13i12YjHyPulzEnulTiokUQqVLz4qdLm5uaipqUFNTQ38fj8ODg5gNpuxvLyMqakpFBcXU9JYUFCQ0Od2vbSb7XY7AGTazVIDsbeZm5uLS8QQCoVCQaPbhAKf+cE2mw2jo6PIy8sLqqyJSX3M9fgnGWRzOTafSFQQQ64FPiL2ws3gGY1GTE1NwefzBVXHTorM8/l8mJiYgNPpxLlz55CXl5fQmsQE4heq0Whw+vTpsJtaNIudtbW1oFmweC12gJONvNl+c2RmTiqbL4EUSKJU2s18k1mFQkHFXeTB0mKxwGw20+ubrZiOtYoppUoil7U6HA4olcoT75/phLQgiZubm1hcXMTAwAAnvzalUkmfFIQCuTi5PnmR+cP6+nq0trYes+wQmsQlg4TGYpCd6LH5RiLt5tAEFT4tbkJn8Gw2G4xGI7a2tjAzM4PCwsKI1TGXywWdToesrKygapuUQVJhamtr0dzcHPN5jtVip7y8PO72fqQqIztrGjjelhZ7q1QKJFHs55BA6Fm/3NzcoOubVBlXVlZoFZ2QxmhVRqnNJCa6VpvNJshMp5iRFiTx1KlT0Gg0nK1BktVuBq5dqIlsvqHzh+H8D4V+H8kgoR6PB7/97W8RCASiGmTHC7FY4IQKVIS8wbKjwJqamuDxeMIaUJeXl0OlUmF8fBzl5eXo6OiQzI0/GnZ2djA9Pc05FSbUYsfhcNDzGM1iJ57jR6oysr/P5Lsn1o1ZCgTsemo3xwr2+EpLSwtcLtexKiO5/ktLS4P2r+ul3UxI4vWEtCCJCoWCFxKRLA/DRCtx4eYPwyHVFjVc4ff7sbq6ivLycnR3d/PaxhBDuzmR+UM+kZWVherqalRXV9PqmNFoxOzsLNxuN/Ly8pCfnw+XyyXpNjPDMFhdXcXq6irOnj1L7UL4Ql5eHurq6qhvXTiLHUIac3Nz4zp2pCqjz+eDyWSCQqGAz+cTXVwgIA2SKJV2cyrXmZOTE3SfODg4gMViwfr6Ou1GkCrj9UISrzf7GyBNSCJfSAZJTPR1jo6OoNPpkJ+ff6KyNxnqY9IO4/vGsLOzA7PZjJKSEvT09PB+gxTSAieW47IriGJIUCHVg8PDQ/h8PnR0dCAQCMBkMmFhYQF5eXmU6KjVaslsBIFAALOzszCZTBgcHBRcjRja3rfb7TCZTNjd3cXc3Bzy8/ODvC3jPY/kwZLMl/b09NCKvtgsdqRAEjOVxPjArjKSWV3iy7ixsYFAIIDs7Gzs7u6ipKREVCb7ofD7/Qmvz263J92oPNVIC5LI5xyX0Gba5HXiIXG7u7uYmJhAQ0PDsciwcBC60seubvB1A2MbZJeWlqKoqEiQL2IqZxLZ4gQxEESyptnZWRiNRgwMDKC4uBgAUF9fD5/PR61hJiYmEAgEUFpaivLycpSWlop2I/D5fBgfH4fb7ca5c+eSnlDDzuAl3pZcLXbInGh2djYGBwepYIY9vyiGuEACMVzb0SClSqIYSGIosrOzg6qMk5OT8Hg82NjYwPT0dFCVUah7eaLg2m7OVBKvYwhpdM1GrCSREKe1tbW48pfJ8YV6og9NmuCKUINs8mQqBITySYw2kyikQIULyPiCx+PBDTfccIxMKZVKVFRUoKKiIsgaZm1tjQ61E4udRK0z+IbL5YJer4dKpcLg4KAoRDcqlSqqxQ6JU4tksUNU2SUlJejs7AwiDUJY7HCFVCqJYl8jII2Kp1wuh0qlQkFBAZ15JlXGsbExAAjyZUy1MpiLuvl6M9IGMiQxCGJqN3u9XoyNjcHhcCRkCg4IZ0vAJ0kk2drZ2dm0jS6keloon8RIM4nJFKjEA6fTCZ1Oh9zcXAwNDZ1o5RJqDeNyuahogxj0kspYSUlJSuwwyEhGaWnpMTIlFsRrsWOz2aDX61FTUxOTKltoI+9YIAUCJgXyBYi3khgKdnUuKyuLGv6ThyKz2YytrS3Mzs4iPz8/qMqY7PfH1ScxQxIlCD7bzWIgifHMH4YDe5MQYrPmIr5hI5JBNldj6mhI5kwiX/6HfIOYzldWViZsTJ6TkxNk0Lu/vw+TyYS5uTm43W4q2igvL09Ku9dsNlNLqMbGRtGc65NwksUOwzAoLy9PKOkm1ioj24+Rjw1bCiQx027mF5HWyX4oIlVGi8UCi8VCr2+NRkNJYzKqjFxJYqbdfB2DDIIL/cWMRrDinT8MB642O7GAC9k6ySBbyJnKZKmbU61gjoTd3V1MTU2htbUVdXV1vByTXf2KJNogbeni4mLez8X29jZmZmbQ2dmJ6upqXo+dTLAtdnJzczE/P4/q6mq4XC78+te/FtRih08jb7EnwgCZSiLfiLUgkZWVFTR6cXR0BLPZjJ2dHXqvIK3pRAResYCLEjtTSZQw+PC/Iy03oeX84WYf2fOHPT09qKioSPj45AYvxtSVWAyyhSSJQvkksmcdxShQYRgGKysr9PoqLy8X5HUiiTaMRiP0ej0ABLVTuTzEMAyD5eVlrK+vo6+vj5ORvljAMAyWlpawsbERFIWYLIudk4y8Y30PYrjmoyFTSeQXieyZMpkMRUVFKCoqQmNjI7xeL/VlnJqagt/vD6oy8tWR4FpJFOreKVakDUnkA8mowAHHK4lc5g8jQYypKyQ39ySDbClWEtm2QOS8iIUgBgIBTE9PY39/Pyl2MGyEijYODg5gNBqxsrKCycnJhBNL2O9paGgoLVpAgUAAMzMzsFgsx95TOIsdo9HIq8VOLEbesYhfpEASpbBG4PoisyqVKkgoZ7PZYDabsbu7i/n5eeTl5dEqIxc7Lq4ksbGxMaG/lSoyJJEF8rQstA0Om8BxnT+M9hpiSl05ODigubknGWQLTRKFOC+kcksMjsk/qYbH48HY2BgCgQDOnTuXUmWhTCaDWq2GWq2mubHhEkvKy8uh0WgibgJEle31ejE0NJR0ixsh4Pf7MTY2BrfbfeJ7YldrSQWGq8UOGydVGU8Sv0iBgGXazfyC7/l3dkoU6Ujs7+/DbDZjZmYGPp8PGo2GksZ4KulczbQz7WaJgq82YrKi+Xw+Hy/zh5EgptSVnZ0dTE5Oorm5OSZRgZDqZiEscBiGgUqlgtfrxa9+9Sta8UlkboxPEOV4YWEh78k1fCA3Nxe1tbWora0NaqcSw2g20SHklq3KZvsFShkejwc6nQ4KhSIh255YLHbIeQxnsXMSQquM7H/CVRmlQBKlUKFjz4iKHUKPaKlUKmi1Wmi1WlpJN5vNMBgMWFhYQG5uLrXYUavVEe915EEn45MYO6R/h+UZyfBKlMvlMJlM2Nzc5Dx/GAnJSF056fhsg+yzZ89Cq9XGfGwhK4l8ziSStlxOTg5uvPFGqk4lc2OE6JSXlye1ikc8ympqanh/ABEC7HZqR0cHbDYbTCYTtra2MDMzg4KCAhQVFWFvbw9arVa0FjfxwuFwYHR0FEVFReju7ub8nqJZ7Kyurh6z2ImXZIdrS4caeRNnAr/fL6q4QDakQGTFZpsVDcmseLIr6cT0n1QZZ2dn4fV66SxjSUlJULQo2Ve4VBKTOa4jBmRIYgiEJlcejwd7e3vweDy8zR+Gg5DVOODkdnOoQXY871MoL0NybL4IaDiBCtmA29vbKdHZ3t7G7OwsCgsLKWFMpKITK4gfWUdHxzHluBTAbjU1NjbC4/FgdXUV6+vrkMlklISXl5ejpKREstVEMoJRVVWFtrY2Qa6Hkyx2NBoNvWbjjRsL15a22WxYWVlBSUmJ6OIC2ZBCG1dKlUSh7NZigVKpDJrXdTgcVCy3sLCAnJycY4SRi7pZynn2iUCad9cwkIJX4tHREUZHR6FQKKDRaAQtWydDuBLp+OEMsvk6Nlfw0W4mxsTRBCrhiI7JZILRaMTa2hqUSiUljHyZTzMMg8XFRWxubqaN2hcADAYDNjY20N3dDa1WS4nO4uIiHA4HNBoNtdiRyg3cZDJhfHwcTU1NaGhoSMprsi122tra4HA4aJVxcXGRs8UO+d5XVlaipaUFAASx2OEDUqgkSokkCt1ujhUymQz5+fnIz89HXV0dfD4frFYrzGYz5ufn4Xa7AVx7kCakMdbrgLS5M5XE6xxC5TeTubyGhgZkZ2fDYDDw/hpspKrdbDabodfrUV1djfb29oRuHGJuN4cmqMQqUMnKygrKOt3f34fRaAwynyZEJxEhht/vx+TkJI6OjnDu3Lm0GK5mk97+/n5oNBoACEt0jEYjVUASosNFASkkiK/j6dOnEzLJ5gt5eXmoq6tDXV1dVIudWAzR9/f3odfr0dDQgIaGBvqdEMJihw9IQbhC5ibFTmbJQ7PYZp4B0Idx4uFqNBoxPT0Ns9mMpaUlZGVlUYudWB6MMmbaGfA+k8gwDObn57GxsUHn8ra3t5My95jMdjPbILuzsxM1NTUJH1usFjh8GWTL5XJ6Y2Lbmezs7GB2dhYFBQWUMBYVFZ34Om63G3q9HnK5HOfOnYtbzSpGED/Ng4ODqKSXTXR8Ph8sFguMRiMmJiYQCAQ4qXz5BsMwWF1dxerqqugqvVwsdgwGAyYnJ9HW1hbxex+vxQ75d6GQyvZorJBCSxyQTsVTJpMhKysLKpUKvb298Pv9tMq4sLAAl8sFtVpN783hqowZdbOEIcZ2M7EfcblcQXN5yVJQJ6vdTDzrjEYjBgcHacWHj2PzjUSPLVSCSqidCWlLE3WqXC6nhLG0tPTYxmaz2aDT6aBWq3H69GnRb3yxwOv1Qq/XIxAIYGhoKGbBj1KpDFJAEpXvxsYGpqenUVRURCtjBQUFSa3QMAyD2dlZGAyGpHtVxot4LHa8Xi8WFxfR3d0dswCPq8UOH5BKu1nsawQQNHYjdrDtbxQKBSWEwDUCSMy8l5eXoVKpUFpaiu3tbfT29qKoqAgOh0OQSqLb7cYNN9yAsbEx6HQ69Pb20p+Nj4/jgQcewGuvvYby8nI8+OCD+MQnPhH09z/4wQ/wyCOPYHV1Fa2trXj00Udx55138rK2tCGJfIEvAkfmDwsLCzE8PBw0XC90lS8Zr0GOH6tBdiLHFgKJzCQmM0EltC1ttVppKzU0E9lms2FiYgJ1dXVoamqSxIZyEojFTV5eHs6cOZMw6T1J5SvETGgkkFEAm82Gc+fOxZ2OkmqEs9gxGo1YXFyE2+1Gfn4+7HY7Dg8Pk2KxwwcZkUKVTgprBKRTSQSiV5Dz8vKQl5dH8+itVissFgseeeQRTE9Po6urCwCwvr6O+vp6Xu+3n/jEJ1BdXY2xsbGg/354eIjbb78dt956K7797W9jYmICf/RHfwS1Wo0PfehDAIBXX30V9957L7785S/jrW99Ky5duoR3vvOdGB0dRXd3N+e1ZUhiCPiYSSTzh42NjWhubj52MSXDZicZlUSn04krV67EZJAd77HFMJMYi0BFSIQTGpAW4OzsLADQKmM64ODgAHq9HhUVFWhvb+f1XIeqfMPNhCYacRcNpCrKMAyGhoZS3vLmChKltre3h0AggL6+PkrAhbDYASBIlVEqlUQpEC8iWhH7+QRiF9iwq4y/+tWvMDs7iyeffBLj4+O48847oVarcfHiRVy8eBG33XYbiouLE17Tz372Mzz//PP40Y9+hJ/97GdBP/v+978Pj8eDJ554AllZWejq6oJer8dXv/pVShK/8Y1v4OLFi/j4xz8OAPjiF7+Iy5cv4/HHH8e3v/3thNdFkDYkka8LVKlUUgVUvAg3fxgOyagkCt3SdjqdMBqNaG1tjckgOx4QIifEjTxWAsr2fwNiF6gIBaLay8vLg9vths1mQ11dHex2O0ZHRyGXy4MqY1KzhSFzbc3NzairqxP0XIfOhBLyvbe3FzR/V15ejuLi4oTXwldVVEwIjUMk81lCWuwIUWWUgnBFCmsEpENmgcTTVjo6OvC+970Pf/u3fwuj0YhXX30VP/vZz/Dnf/7nuPfee/H5z38ejzzySNzH3dvbwwc/+EE8/fTTYZ0Zrly5ghtvvDHo4fKOO+7Ao48+iv39fWg0Gly5cgV/8id/EvR3d9xxB55++um41xMO0tpJkoBEyVWk+cNIryFklQ+4dtMkprZ8ghhkm0wmaDQaNDU18f4a5IYjBEmMpd3Mnj8Ukxmwz+fDxMQEnE4nbrjhBnpTYW/OCwsLcDqdQWppsbc3NzY2sLCwgK6uLkGM5aOBbZlB4r/I/J1erwcAlJaWory8HKWlpTHbOZG4zbKyMnR0dIjmGuICv9+P8fFxuFyusNGBQlvsRBK/kAfKeKqMUpj3kwr5koIIiIBLJJ/NZkN+fj5ycnJwyy234JZbbsFjjz2G9fX1hApLDMPgvvvuw4c//GEMDg5idXX12O/s7u4ey4om98jd3V1oNBrs7u4eu29WVFRgd3c37jWFQ4YkhiARknh4eEjjz0LnD6O9hpAtDyEqiT6fD+Pj47SK5XK5eD0+AXsj4PsmeVK7WSiBCle4XC7o9XqoVCoMDQ0FkZXQzdlut8NkMgVVxghh5FIZ4xvkgWN7exv9/f1Qq9WpXtKx+buDgwOYTCasrKxgcnISxcXF9Fzm5+eHPZck7aa+vp73KnuqQNrmAGKODozFYidR26dI4hfSATipyphpN/MHsXgkxgI+SGIo6urqgv7/pz71KTz66KNRjzUzM4Pnn38eR0dH+PSnP53QepKFDEkMQbzk6qT5w0ivAQj7BMZ3S5vEhxGD7O3tbTgcDt6Oz0boTBLfx450XLESRPIQUlZWFlMcHamM1dfX08qY0WiETqejqTCkMpaqtnSor6MYTbBlMhnUajXUajVaWlrgcrlgNBppOzVcZWx3dxdTU1OSTbsJB7fbjdHRUeTk5KCnpyehe1Ykix1i+xTNYicWRLPYCWfkLQUCJoVqJyAdMgtwI4nE/uakz+Thhx/GfffdF/V3mpqa8OKLL+LKlSvH3BsGBwfx+7//+/je976HyspK7O3tBf2c/P/Kykr6v+F+h/ycK9KGJPI5kxiLcCUQCGB+fh6bm5tx5RIDr5NELhdsLK/BF8kKZ5AttLgEgCAzleHWTdpVyVIwxwMyq9fU1JSQoo5dGQsEAjg4OIDRaAyaGSObd7La0h6Ph1alpOTrmJOTg9raWtTW1h6rjHm9XuTm5sJut+P06dOorq5O9XJ5gcPhwMjICDQaDU6fPs0LGYjHYicRf8uTLHb8fj+8Xi/972IaKWFDKuRLSu1mLmu12+0xeSSS++lJ+Ju/+Rt86Utfov9/e3sbd9xxB/71X/8VN9xwAwBgeHgYn/3sZ+H1emn1/vLly2hvb6dWc8PDw3jhhRfw0EMP0WNdvnwZw8PD8by9iEgbksgXYqkksucPh4eH4zbXFJIEEfDRbmYYBuvr65ifnz9mkC20TQ0f8XnhEEoSQwUqYiGIxJx8eXmZt1k9uVwOjUYDjUYTpJZmp5WQG5xQbWlSkS4sLORVEZ9ssCtjRMyxt7eH/Px8TE9PY319PS5DdDGCVLCrqqrQ2toq2HuIZLGzvr4e5G9ZVlbG2WLH5/NhenoagUAAarU6JUbesUIqJFFq7eZEuyc2m41Xj8TQNjU5dnNzM91r3/Oe9+ALX/gCPvCBD+CTn/wkJicn8Y1vfANf+9rX6N999KMfxZve9Cb89V//Ne666y489dRTuHr1Kv7+7/+el3VmSGIITiJX8c4fhoNMJktKbB4XkkU2PmL+G2qQncpsaC6QyWR0JjE0Yk8sN7pAIIDZ2VkYjUYMDAxwsleIhry8PNTX19O2NEkrIVU+tlo63vztcLBarbQiLSTpSCbYyTDnz59Hfn4+PB4PbfETQ3QutjCpAJmrbGxsTFq2NBDsb9nS0nLM35KLxQ4ZcXA6ndSkPRVG3rFCKiRRKusEuHXvYq0k8oni4mI8//zzeOCBBzAwMICysjJ8/vOfp/Y3AHDhwgVcunQJn/vc5/CZz3wGra2tePrpp3nxSATSiCQmI3Fle3sbU1NTaGpq4mxeLDRJ5HJ8tkH2hQsXwg6VC9luFvL45LhinT/0er0YHx+Hx+NJqvGySqVCRUUFKioqqGAjtC1NSGMi84N7e3uYmppCS0vLsSdoqcLn82FsbAxerzcoGSYrKwtVVVWoqqqKaguT6LkUGgaDARMTE6KYqwz1tyTm8vFa7JDPyu/3BwlvUmHkHSukQr6k1G7mYyZRKDQ0NIQVVfb09OCVV16J+rf33HMP7rnnHkHWlTYkEQiuEiWKcGbaXOYPo71OMhJR4sXBwQF0Ot2JBtnJSHQRiiQyDAOv1xtULRADiK9eTk4OhoaGUlZxYgs2WltbqZWJ0WjEwsIC8vLygnwEo21kZGRhaWkJ3d3dvHx3xADyIJWVlYXBwcGIn1U0W5iFhQXk5ubSc6lWq1NOCjY3NzE/P48zZ86I7rNin0sAMVvseL1e6HQ6KBQK9Pf3R/2sQsUvhDCmosooFZ9EqbWbuaibhYjkEzvSiiTyAaVSSW8KMpmMzh+63e6E5g8jIRmVxHhJFlFqNzc3n2jdIcV2M9v2Ynp6GlqtFmVlZaJ4Ciat2MrKSrS1tYnqpsu2MvH5fMdEBmy1NLstzTAM5ubmsLe3J2jbPNkgBuaJiDlCzyURv0xMTCAQCHASbHABwzBYXV3F6uoq+vr6OOevJwOxWOyo1Wpsb28jPz8/LkPzcOKXZFcZpVRJlMI6Aem1m8WADEkMAVt5TIbsi4uL0dfXx2tlR0ztZuJXt76+HnOlVGrtZlIVkMvlGBgYoFWxyclJTn5tfGB3dxfT09OSaMUqlcpjbWm2j6BaraZzjEtLS7Db7ZLMK44EQuZPnTqFlpYWTlVopVIJrVYLrVYLhmFwdHQEo9GIjY0NXgQbsYIkRe3u7mJwcBCFhYWCvI6QCLXYsdls2N3dxfLyMv3eLy8v826xk4iRd6yQCvmSUruZy1odDgdvtjJSQoYkhoBcQNvb25ibm+Nl/jAcktGujeX4bIPsk5JiQo8vFZIYKlAJl4dM/NoKCgroZiPkxkzWtbKygtXVVZw5cyYm2wQxIdRH0Ol0UhPv+fl5yOVyVFdXw+l0Ijs7WxIbXjQQOyIhyDzJRC4qKkJzc/MxwYZSqQwSbPC1KROBmtVqxdDQkChnJOMFIWg7Ozs4deoUmpqaaJWRbbFDqt98WezEauQdK6RCvoS0cuMbmUpi/EgrksjHTCLB/Pw8ent7Bdu4lUql4JXEk/KP2QbZ58+fj+tmKXZ1NkE0/8PQSDaPx0Nn79bW1qBUKilhTCRGLBrI5myxWDA0NCTJ6k0ocnNzUVJSgrW1NWi1WlRUVMBsNge1UknFlg+1dDJBZvWSFR0YKtjY39+HyWTC/Pw83G439bfkErsYGrMXauorVRweHmJ0dBQ1NTU04CBcis7a2hqmpqZ4tdiJxcg71ipjIBCQxPdEKusEuJPEzEzidQ62ya/QlR2hK4nstnm4Nnk4g+x4QAQgQsVb8UES41UwZ2Vlobq6GtXV1XRjNhqN1CyZTXK4zIuROVe/348bbrghbTbn/f196PV61NTU0FZsqPcd2ZhJvB1R+IpFPBQKhmGwvLyM9fX1lM3qyeVylJaWorS0NEj8QmIXib9lPK1UIuaQyWQxx+xJAeQajGTdE1r95tNiBzjZyJvc02LNl5ZC9V0qFU+Am8gmI1y5zkFUvcXFxcjOzhZ8aDwZwg/geLRdNIPsRI8vxA2CD59HLgkq7I25vb0dNpvt2LwYITmxRDUR2O126rMpZTPpUJA4uvb29mPXVKj3Xbh4O0JyNBqNaDbGQCCAmZkZmM1mDA0NiWKDYFe/Q/0t2UIi8k848udyuTA6Ooq8vLy4xBxih8lkwvj4ONra2mK+r0Wy2FlcXIzLYicSolUZT2pLS4UkSkXdTEg6l5lEMdwDko20IomJViNC/Q9/+ctfClrlA8Jb7fCJcKkuJxlkJ3p8MZFEUt0k75sPixuZTIbCwkIUFhaiqakJLpeLtqWXl5cpyTnJxoQYFLMrbVIHUcWurKzg7NmzKCsrO/FvQuPtiFp6cnIypQpfNtit2HPnzqVE0BQLwvlbslupxcXFVH2en59PR0xKSkpiygGXCvb29jA5OYmurq6ExQVsi5329vaYLXbiOT4QucoYKn6RCkmUyjrJnpCZSYwPaUUS40UgEMDc3By2traC5g+FJnDkNYSsJJIbDfliuN1u6PV6+P1+DA8Pc1absm90QiARkpisBJWcnBzU1NSgpqYmiOSQ2btwlZzt7W3MzMyErbRJFexkmMHBQRQVFcV9DIVCEaTwPTw8hMlkopFsoSQnGcSajJ3I5XJJtWJDW6mhDzMkl76srCyhEROxYmtrC3Nzc+jp6eF1RCicxY7RaMT09DQdPyHf80QeIqIZeft8PrjdbvrvyTbyjgdSEa5wIYkMw8But6fF7Hi8uG5JItkIPB7PMf9DoUUZ5DXcbrfgrxEIBOggt1qt5q29JGS+MhA/SYwmUBES4UiO0WjE6uoqpqamoFarIZPJcHBwgN7eXpSWliZlXULD5/NhYmICTqeTN4sbdlu6ubk5bMWWEEah2tJOp5NmS3d1dUli84sE9sOM0WjE+Pg4CgsLcXh4iF/84hecSY4YQPLNe3t7qcm2EAhnsWMymagrQn5+Pj2XXC122PnSZWVloosLDIWUKolczpvQiStiRVqRxFiJAXv+MJwDv9DKYyB5RNRgMGBlZSUmg+x4IaT4Jh6SKJaIvdDZO5vNhsnJSdjtdmosTTaa4uJiybabSdqISqXC0NCQYJW20IotqeRMTU3B5/PxJiQiILnsFRUVaG9vl+znEwrSiu3s7ER1dTWtioRaPxECXlRUJPr3TgRFGxsb6O/vT6pRO3v8pLGxEV6v95jBfKIWOyQL3OFwYGhoCFlZWYJZ7PAFqQhXuK4zo26+TrC1tYXp6emopClZBE7I1yBPn2RWTIiILSFb5rGSRK4CFaHgdrsxPT0NuVyO3/md34FcLofZbIbRaKQKekJwElFRpgo2m43GNsabNsIFoZWccMbT5HwWFBTEfR2YzWaMjY2hqakJ9fX1ormOuGJjYwMLCwtBrViZTIaCggIUFBSgsbERHo+HkpzR0VEq2iIkR2zXJjH/3tvbw+DgYMo3bpVKxYvFDpmD9Xg8UfOl2WM1XCx2+IJUhCtc1unz+eByuVJ+raUC4vr2C4hI84fhkKyZRKFIIjHI9vv96OjoECyDVUhD7ZOOLYRAhS8QIqVWq3H69Gn69EoEBoFAAAcHB1RFOTk5SX3vysvLRdv6I8Kburo6QQzmY0U442mill5eXkZWVhYljCUlJSduDDs7O5iensbp06dRVVWVpHchLIhR+9raGvr7+6FWqyP+blZWFqqqqlBVVUWvTaI8D1X4prrdRhTn+/v7GBoaEl2ST7i5UELA2RY7JJWIEHC/309nxvv7+yNW508y8o7HYocvSKndzCW3GUBmJlHqiLRpRZs/DAcpVxLZBtkFBQWCqkOFJomRiHqoQIU8PYsBRMASjUjJ5XJoNBpoNBq0tbXR1t/u7i7m5uaSmvoSK4jwpqOjA6dOnUr1coKQnZ0d1JYO529JSA7bk5JhGKytrWFlZSWt5kXZmdnxxuyxr83W1lY4nU5KwBcWFpCbmxuk8E0mOQgEApiYmIDdbsfg4KBoH6bYyMnJCWuxs7CwAKfTCY1Gg5KSEuzt7UGhUIQdf4qGeCx2hKoySqXdzIUkOhwOAMhUEtMRZP5QrVbH/AVUKpXwer2CrksIkhhqkH316lVBFdRCkulIBFQs84fhsLGxgfn5+bgrUqGpL6QtTVJf2JWHZN+M2RUpKRApthkyERgYjUZsbW1hZmYGhYWFtMq4tbUFg8GAgYGBhJTZYgSZaTs8PORFUJSbm0sVvj6fj8bbhc6FlpaWCmoK7/f7MTY2Bq/Xi8HBwZRZI3FBOIudvb09rKyswO/3Izc3F4uLi4JZ7AhVZZRSu5mL/U1OTo4kyDDfSGuSGMv8YTgoFAq4XC5B18YnwYpkkC2V6LxYjy1WgkhmpHZ2dtDf38/JfzK09UeqYrOzs/B4PEFiDaGTWthm0vFWpMSAUH9Lkq5B1NLAtREAt9stGRuPaCBjJh6Ph4oe+IRSqQxS8h8dHcFkMmFzcxPT09MoLCykDzR8VsBJOoxcLsfAwIDoZiQThVKpxO7uLkpKStDV1UWrjEJZ7MRj5B0ryNhPupNEm82WNAsusSE9vm3/DfIBkvnD7e3thPKXk9Fu5ksZHM0gW0gSJ/TxQ48tVoEKsYJxOBw4d+4c8vLyeDt2pNSXzc1NzMzMJJz6Egt8Ph/Gxsbg8XhEbSYdD7Kzs6HVarG9vY3CwkLU19fDarUGEXBCcqQWlRjq7Sg0kWLPhRICHq4CToRZiW7OHo+Hjs/09PRInsgTuN1ujIyMoKCgAN3d3ZDL5YJb7ADBYsNoRt7x5EuT44odXNrihCRej0grkgi8bhrt9XoxPDyc0KZNTGeFhFKp5EywTjLITkYlUeh2s5gFKi6XC3q9HkqlEufOnRPUdDlcVYwt1uDTQ9DlckGn0yE7OxtDQ0NpU7khcXS5ubmUcFRWVlICbjKZsL29jdnZWcGqYkKAvK/8/PyURT1mZ2cH5Z6zZ+/Y4pfy8vKYW+AulwsjIyMoKipCV1eXJKpVscDpdGJkZIQ6BIReW7FY7LAJeLwVY3IeIxl5x1NlZN+XxQ4ubXHikSjm+4BQSI+7/3/D4XDgypUrUKvVnNoSyaokciGisRhkC0nigORY4IQq9sTyJT08PIRer0dpaWlK4s1CxRrEQ5AdbUfa0vGQ16OjI+h0OpSVlaGjo0MSN/9YYLPZMDo6GvZ9hW7KHo+HtqXFMBcaDez31dnZKYrvR+jsnd1up+dzfn4eeXl59NqMVBWz2+1Bn5cY3hcfcDgcGBkZiet98WWxEwnh2tLkvntSlZFtvyN2cJ1JzFQS0wA5OTloa2tDVVUVp5tKstTN5MsY7xdsd3cXExMTNGs60nsVOvovGepmMUZSGQwGTE5OisZTL9RDMFzqC/l5tMq62WzG+Pg46uvreTdeTyX29/eh1+tjtu7JysoKqoqRudC5uTm43W6UlJRQkpPKNjwR5dXU1KC5uVm0nxcRZtXX18Pr9VLxSyTj6aOjI4yOjqK6ujptMs6Ba0RjZGQEFRUVaGtrS+h9JWqxEytOstgJrTKS+7MUPiOuM4nXo7IZSDOSqFAoUF1dzctxkkESgfg8phiGweLiItbW1mIyyFYoFIKqtIWqVDIMg+zsbNhsNly5coUSnGRbboRb1/r6OpaWltDV1YWKioqUrSUSQlNfnE4nreIsLCzQKk5o6svW1hZmZ2fTyisQuJY2MjU1hba2toQys9lzoZGSSghhTGZSCTH/bmlpQV1dXVJekw+oVCrqF8p+oCFVsfz8fDgcDpw6dSqtCCIhvqdOneKV0Ida7Ozv71O7ImKxw8XjMpr4JRAIwOl0UrKYCiPveOD3+xOeNb5eI/mANCOJwLVNkvjnJYpkxfIB1y7cWJ72iHLRZrPh/PnzMT3VSLHdTG5CRUVFuPHGG2kVh7RRyVNyaWmpoDOAoQgEApidnYXRaMTAwEBSY8C4IDc3F7W1taitrYXP5zuW+lJWVga/3w+z2Yy+vj5B82+TjfX1dSwuLuLMmTNxi9fCIVJSidFoxPr6OhUfcBVrnITd3V1MTU1JntCHPtDs7OxQori1tQWj0UgJjtja/PGAjAaRSrZQCBW6ORwOmEwmmEwmLC4uBs0tq9VqzhY7NpsN8/PzqKqqEtRihy9k2s2JIe1IIh9IRuIK+RLFQuLYBtnnz5+PeVBZSu3mSAKVcG3UlZWVYyklQiYveL1eTExMwO128+I9lyoolcqgKs7+/j5mZ2epUezq6irsdruoU19iAam4b21tnZg2wgWhdkVErDE/Pw+32y1Iig6J2Tt79izKysp4OaYYYDAYMDMzg66uLlRVVVFTdJPJRNXnYmnzxwOr1QqdTkdHU5KJvLw86nEZmn3O1WKHzIxWVlaitbU16P4dSfxC/j1V4KJuvl5zm4EMSQwL0m5mGEbQdkcsbe1Qg+x4vmRCVxL5On64SKlwij921cHhcMBoNMJgMGB+fl6wlBKn0wmdToecnJy0Uvr6fD4sLy/TbGmfzweTyYS9vT2a+kKqDslso3IFsYQisW3JevpnizXa2tro9UlSdPLz8+n1mcj5ZBgGy8vLWF9fF5T4pgJEUd7d3U1HaNim6GzxC9sShi1+EeP1abFYoNfr0draitra2pSuJXRuOZLFDrk+o+0zdrsdV69eDZoZJec/kpF3ohY7fIKLujkzk5hG4KPdzL7QhWxxRCOJkQyy4z2+0IkrHo+H0zFCI/Zi/RLn5eWhvr6eDsOHqlHLy8uh1Wo5zTFarVaMjY3RQXMxtU64gBDf3Nxc9Pb2QqlUIjs7O0hcQM7n6OhokIebmNt+bDPpc+fOpczrUCaTBaXokPNpMpno+YxHXMAwDB11GBoaSqvNiowEnD17NmKaD7vNH3o+dTodZDJZkCVMMsdQIsFkMmF8fBwdHR28zMnziWgWO3q9PqrFjs1mw8jIyImzlaGzjIla7PAJrrF8XEISpIy0I4l8gB26ngqSGM0gm4/j8wWu7Wa+ElRUKlVQ24/dVvH5fHRDjscOZnd3F9PT05ITBpyEw8ND6HQ6aLXaiJXp0POZytSXWOF2u6HT6aBSqZJiJh0PQs+n1WoNEheUlJRE9BAMBAKYnJzE0dERhoaGJDvqEAp23GO8M76h55NYwpAxFLVaTc9nXl5e0quMBoMBExMT6OrqQmVlZVJfOxHEarGTn5+PmZmZuNX0XCx2+ATXmcR0ejiLB+K5k4oIpHzu8/kEzQgNR+JOMsiOB2JOXBEqYo9UaYgP2dHRUZAdzElzjGTzWl1d5U3wIBYYjUZqnRSrdU/oMDxR95IsZLKBlJeXo6CgICVtP7vdDp1Oh+LiYtGbLoe2pUkblYxNsNt++fn5GB8fh8/nEyRmL1VgGAYLCwvY2dnhHPcol8uh0Wig0WjQ2toapOZfWlpCdnY2faBJhjvC3t4eJicncebMmRPdJ8SISBY7u7u7WFpaot0jo9HIm8VOsqqMXEmi1GJJ+UKGJIaBTCZLSTRfLAbZ8UCMiStkwDkZEXvs6LDm5mY4nU4YjUYqLgidE2MYBtPT07BYLBgaGkqrm8LGxgbm5+c5VTdC1b3sLOSVlRVkZWUl3a6IeAVK1TIl1EOQqKV1Oh38fj9UKhVaW1tFTXzjAcMwNA98aGiI1xhLIFjNHyrW8Pl8QWINvqvgZLYynURFOTk5KCoqwsLCApqamqBWq5NisUP2CT6rjBl1c2JIO5LI1yaRDJLIttqJ1SA7Hgj9HuKdeQwVqCTbhDU3N5eq/ciGbDAY6JwYcO09pVtbj6305XOuJjs7m3q0hW7Ifr8/4dSXWEEqo+kyEkDafsXFxTg4OKBzY6urq5ienk6aml8okNa5zWbD0NCQ4ArlcGINdhWcz+jFzc1NzM/Po7e3N61spI6OjjAyMhJk3xPOYmdhYQE5OTmcokHjNfKOt8rIRWPgcDgy7eYMgpHMaL6FhYWYDbLjPb5Y2s2JClSEAnsOhxjdkvdz5cqVIIIj1Taf3+/H1NQUDg8PBVf6hm7IpM1P5pqKi4vpz/lYBzH/7u7uFqWpeaIgMXvl5eVBsW1kQw4XbadWq0VfQfX7/RgfH4fb7cbg4GDSv1Oh2ecketFkMlGPy0STSojBfrqpzklniyQwhSLUYoeIX0jVlszaJmpZdJKRd2ixIVqVkfwtl8SVTCUxgyAolUrBvRJlMhk2NzcRCARwww038N7eTEYlMZbjCzV/yAcsFgvGx8dRXV2N1tZWANduCAaDAevr65ieno451k5M8Hg8NPbs3LlzSd2UQ9v8LpeLtvkXFxeRm5sblPoSzwMD2wom3cy/iadeuPhA9oZMou2MRiPGxsYAQHTqXjZ8Ph90Oh0AYGBgQBTrC41eJB6XoWKisrKyqN95Mr/c398vGYP9WHB4eIiRkRE0NjaioaHhxN9XKBTQarXQarUnWuwkYlkUqcrIFsIAkdvS5OeJkESStJRO40fxIO1IolTazQ6HAxaLBSqVCsPDw4Js4qQyJpTfYyyVRHYFUWwEcXt7GzMzM2hvbw+yGCIVh1CCEy3WTkxwOBzQ6XQoKChAd3d3yi1rcnJywqa+sAkOSdGJVsEhqTcmk4mz4EFsIJYpsXjqhUbbHRwcwGg0Ynl5mZrMs9W9qYTH48Ho6CiysrJw9uzZlF+L4cAWE7E9GdlVW0IY1Wo15HI5fVjZ2NhIu2vx4OAAo6OjCRuAn2SxA4DOhoZa7MSKaFXGcG1pdkhDInA4HCn/LqUKaUcS+YKQJJEYZJMZDqGqPAqFgg4Ap4IkstsCYiKIDMNgaWkJGxsb6O3tjejPBoQnOAaDATqdTpT+gUTIUVVVhba2NtGcc4LQ1BdCcJaWljAxMRHRDsbv92NiYgIOhwPnzp2TTOJGLNjZ2cH09HRCoiK2GpWoe0MfatgVnGSOebhcLoyOjtKHlVSPmMQKtpiIfOdNJhMmJiYQCARQWloKn8+Hw8NDDA4OptWsGleCGA6xWuwk6pBwUpXR5/PB5XIBeH0uPt5rMVNJzOAYhCCJDMNgY2MDc3Nz6OzshN1uF7wdDHBzmo+GSCQx1QKVaAid04vnBs8mOOwW1dzcHNxuN51jLC8vT8kco8FgwOTkpGSEHKEEJzRFh6jP1Wo1lpaWIJfLMTQ0JIp2JV8gZtInPazECrY4i01wyOhBsrLPHQ4HRkZGUFJSgtOnT4vm+x8vwj3UzM3N4ejoiLohkNnQVFlA8QUy7tDc3CzY/SOSxY7JZMLq6iqUSmVQXncifqehVUafz4elpSUUFxcf25diEb94PB54PJ4MSUwX8Nlu5nMmMZxB9uLiIufEkmhgf1GEQDgiLTaBChtut5u2OLnO6YX63RHl5ObmJmZmZngXapwEQjbY0WZSQ7gUnd3dXaysrEAul6OiogJWq1U0VVsuINXszc3NuM2kY0U4ghPJdJrPa5SkclRWVoqyms0FW1tb8Hq9eMMb3gCZTEbFLysrK1CpVEEER0rXKCGILS0tSY0QzMnJoQ4JxLifT4sdANRtoa+vjzpyxGPkbbfbASCtKsbxIO1IIl9g29NwRSSD7GT4GMpkMsFeI7SSmCz/w0Rgs9mg0+mgVqtx+vRpXm/gocpJl8sVZOibk5MDrVYryBwjwzCYn5/Hzs6OYGQjFVCpVCgoKMDh4SFqamqg1WphMplo1bakpISScLGkvsSKUK/AZDxEhFZw2KbTRExECCOZu0sEZNyhrq4OjY2NoroHcEEgEKAdiMHBQTruUFNTg5qamqBkIvY1Ss6pmMcj9vf3odPpUp4xHWrcH85iJx5j9EAgQBX1bMFUvBY7hCRm1M0ZBIEvAhfNIDsVht18H5s8kQEQrYKZzBOFU40KgZycHLp5sIUaZGibkJvS0lJOZNXv91PfuXPnzqXVYLXZbMb4+DgaGhrQ0NAAmUyG0tJSmlJiNBqpeXFhYSE9p2Jv+ZHPzG63J8UrMBLYmyIMWAAAl1tJREFUptM+n4+qpdlzd/F6XFosFuj1esmMO8SKQCBA52EHBwfDPpSwCQ5Rw5JK+NzcHGd1r1AgBLGtrS1IvCcGcLHYIZ+Zy+WKqKiPZuTNbksfHh4iNzdXVF2xZCLtSCKf7WaureCTDLKTQRLjNbyO99jANYsLmUwmSoJIkkZOnz6NqqqqpL9+6BwjEWrMz89zqoh5PB7o9XrIZLK0imwDXhdydHZ2orq6OuhnoakvJCKMtPxSkfoSK3w+H/R6PQKBQEq8AiNBqVQG2ZccHh6G9bgkLb9w329CMDs6Oo59ZlIG299xYGAgps+MfY02NDSEVfeKwbKIkPr29nacOnUqJWuIFbFY7JBrtLCwEFNTU3A4HDFbLkUz8v7e974Ht9sNr9crua4FH0g7ksgXuMwkkpSL1dXVqAbZySKJQr0G2Sw8Hg+ysrJERRDZbVi+k0YSRWjObGhFrKioKGiOMdK5JFnFRUVF6OrqktTsUzQwDIO1tTUsLy/HHG2WlZUVlPpCWn7sGDYxmKK73W7odDpkZWXR2SgxQiaTobi4GMXFxVRYQEh4pCxkQurTzdjc7/fTMSEu/o7h1L0kypI9GxqNhPMNs9mMsbExSZL6cBY7JpOJuob4fD4oFAq0tLQk/BpkL/vWt76FS5cu4YUXXrguCSIAyBjSK0wTMAzDixhkY2MDe3t7GBwcjOvvfD4fJiYmcHh4iP7+/qiKKDK/8sY3vpHrciPilVdeQUdHB8rLy3k9Lhn6ffXVV+H1elFWVgatVnui110y4PP5aEuvr69PEm1Yt9tNrUssFguys7OD5hjJk67VaoVer6fm32Ih5VxBSP3u7i76+vpQVFTE+Xgk9cVoNMJmsyVdTETgdDoxMjKC4uJidHV1iaq6GQ/YLT+j0YhAIIDc3FzYbDacOXMmrQgiMQCXyWTo7e0V7J5GZkNNJhP93nOJtosFUiaI0cAwDCYnJ2G1WqHVarG/vw+bzZaQxQ7DMPjOd76DRx55BM8884yge7TYkXYkEbi24XLF9vY2NjY2cMMNN8T8Nw6HgxrH9vb2nli5MJvNmJycxJve9Cauy42IV199Fc3NzbzewNmDvjKZjG7GBoMBDocDJSUllOAk++nL5XJBr9dDqVTi7NmzkrRLIZsxITgAaCVsY2MDbW1tKR0w5xsk05c8WAlB6tkVMYvFEjQEz0WocRJI5GNFRQXa29vTitTPzs5ia2sLubm5cDqdKC4uDlJLS/W9er1ejI6OQqVSJdUAnOSfExJO5u7IdcrHvZQQxM7OzpSM3wgFYkdktVqD5kbZFjtmszkmix2GYfAv//Iv+PjHP46f/OQnuOmmm5L8bsSFDEmMgL29PSwtLeHChQsx/T4pdVdXV6O9vT2mTYcYl958881clxsRv/71r1FXV8fbE+NJEXukhWo0GnFwcEBbqFqtVvDqzeHhIfR6PUpLS9HZ2SnZig0bDMPAarViaWkJ+/v7VMBBNg4xqyZjgdfrxdjYGLWoSEZLmC3UMBqNYBiGnk8+Z8T29/eh1+tp9q1USVMoyDjN1tYWBgYGUFhYGKToT1ZFTAiQhJicnBz09PSkbN3suTuj0YjDw0MUFBTQ67SoqCju64mk+qQjQZyZmcH+/j4GBgYi3hPZFjsmk4la7Ph8PuTm5qKnpwcMw+DJJ5/EQw89hKeffhq33nprkt+N+JCWJNHj8YDr2zKZTJiensaNN94Y9fdCDbLjUYgdHR3h17/+NW677TZOa42G1157DVVVVbwo1+JNUCGiAoPBQKs3QlnBECNpkjWaThvy3Nwc9vb2aNuLTcKlpOwNhcvlgk6noxtyKub02DNiRqMRDocDGo2GnlN26ks8IEIOMapGuYBUEE0mE/r7+8M++JGKGKncimk2NBrcbjdGRkZEmRDj8XgouTGbzZDL5UHil5Pa4UajEePj4wml+ogZhCBaLJYga6JYQCx2vve97+Gxxx6DVqtFY2Mjrl69in/913/FO97xDgFXLh1kSGIEEHPRaFW+QCCAmZkZ7O3toa+vL25xhMPhwCuvvILbb79dsM19dHQUpaWlnCKWSLQfEcDIZLK410taqAaDASaTCTKZjJdIO4ZhsL6+jqWlJXR1daXVXBRRVjqdTvT19R0jLGTjMBgMMJvNVFTA1esuGSC+lSUlJaKq+pKNw2g0Yn9/n6omy8vLY67ekEzwdBNysL0C+/v7YyLQ7NlQk8mEo6Mj2l0QU0qJy+UKmhsVw5oigaQ9EdLIfrApKys7Nq5BCGK6XY/kAZpkuXPpqhweHuILX/gC/uEf/gFqtRoulwu33nor7rzzTtx5551p9aAXLzIkMQKOjo7wm9/8JmK52ePxQKfT0TZZIhUHt9uNl156Cbfffrtgm6Rer0dxcTEaGxsT+vvQBJVECGIo2JF2BoMBXq8XpaWl0Gq1cfmyBQIBzM3NwWAwoLe3N22MpIHXDdgVCkVMs5Xs6g0RFYhJTMQGacPW1taiublZtBsysS4hBIdUb6J5XK6urmJ5eRm9vb0oKSlJwaqFAcnOdjqd6O/vT3g+zu12UxJuNpuRlZUV1JZORTWZRAiSMRWxXo+REPpgk5ubSwmj1+vF5ORkWhLE+fl5mmCWaMWf4JlnnsF9992H733ve7j77rsxMTGBZ555Bs8++yyuXLmCoaEhvPrqq5K7NvhAWpJEr9fL2RswWpUvmkF2PPD5fPj5z3+OW265RTCBxcTEBHJzcxOyAzhp/pAPkNkbg8FAVaixtPu8Xi8mJibgdrvR29vL+SYhJrDTYRJRw4ZrobL9GFM5x0jGAqTWhmU/2BiNxiCPSyIqIHN6/f39nNXZYgLb37Gvr4+3exXbsshkMsHr9fIu1DgJdrsdIyMjqKioSIsIQfa8rcFggM/nQ3FxMWpqakTd6o8HhCAS9xGuQrfLly/j93//9/EP//APuPfee4/93GKxYHx8/LoVsGRIYgREqvKdZJAdDxiGwXPPPYebbrpJsI17enoaCoUC7e3tca8tFQkqTqeTbsT7+/t0WFur1dLWlNPpDJplE1OVjCssFgvGxsZ4rbI5HA56Tq1Wa9hzmgxsbGxgYWFB0vnSAIISNchsqFKpBMMw6OrqQnl5ueTJBoHX64VOp6MVbaG+a+RhkRDGw8NDwedtScZ0dXU1Wlpa0uYzA64JLycmJtDa2gqfzxfU6o/XDkZMIKKpnZ0dXgjiyy+/jN/93d/FN7/5Tbzvfe+T3PlIBjIkMQL8fj8uX76MN7/5zcjKyorZIDtePP/883jDG94gmPJ3dnYWDMOgs7Mz5r+JV6AiFIhJKpm5U6lUKC4uhtlsRkVFBTo6OkQzy8YHiClxR0eHYAkIZI6RtPtUKpXgCSUMw2BpaQmbm5vo7e2FWq3m/TVSBb/fj7GxMRwdHaGwsBBWqxUqlYpuxCUlJZK9Rt1uN0ZHR5GXl4czZ84k9X2QtjTbuoRUGLnMMBOQbhCJ6kwn7O7uYmpqCj09PUH+uOHOKfs6FavBOwG5j2xtbWFwcJDznvnLX/4Sd999N772ta/hAx/4QIYgRkD6lGBY4OPDJjdEv98fZJB9/vz5qAbZ8ULo1BWFQhGzJVCoQCXVCSoqlQpVVVWoqqqC3+/H0tIS1tfXIZfLYTAYEAgE6MYh9htcNDAMg9XVVfoAEkvSSKLIyspCdXU1qqurabuPtIBJZi+ZY+SjrRgIBDA9PY39/X0MDQ0l1cRaaHi9Xuj1ejAMgwsXLkClUgW1UKenpyWj7A0FMQBXq9U4ffp00oludnY2TdIJBALUP3B2dhYejwelpaWU4MTbliaiROKEkE7Y3d3F9PT0MYIIHD+n5Dqdm5uj4xNEMS3G8Z3l5WXeCOKvf/1r3HPPPfirv/qrDEE8AWlZSfT5fLwQr8uXL6Ovrw+zs7MxG2THi5dffhlnz54VLDZuaWkJdrsdPT09UX8vNNScD4EKXyAkamVlBWfOnEFZWRmduTMYDHC5XEEG3lLZiIFrJIpYivT19fH6ABIP2Jm9RqMRdrudsxWMz+ejubd9fX2S93Rkg1TZotn3sOdtSbuPnfqSl5cnmu8YGzabDaOjo9BqtaIzACetfnKdsv0Dy8vLUVhYGHW9+/v70Ol0aG1tTStDeuBaJ2JmZgY9PT1xPWgyDENHUkwmE6xWK/Lz8ykJ59uuLBEsLy9jfX0dg4ODKCgo4HSskZERvO1tb8Of//mf46Mf/WjK35vYkSGJUfDzn/8cAFBdXS1Ya/OVV15BZ2enYNWj1dVV7O/vo6+vL+LvsOcPZTKZqNpjpBJlsVgikii73U6FL4eHhymLX4sXYiZRobOh+fn5lISftBEDr6v/lUolenp6JJl8EwkkWSneKls4w2mxWRaRNmxNTY2olecEoeMT0VqoJG2kvb1dsHGOVIHkv589exalpaWcjkVU/aQ1DYBWbuNxn+ALKysrWFtbo8btXDA2Noa77roLn/rUp/Dxj39c9Ne3GJAhiRGwvr6O6elpNDQ0oKOjg6eVHYcQsXlsrK+vU5uAcEiVQCUWeDwejI+Pw+fzobe3NyYSxc5ANpvNyMvLoyKNRFIKhAKJD1SpVKInUWQ2lFQayHxYpJk7QqKknlUcDiRmr7KykpMalh29aDKZqGURsddJxfVArImk2oZlt1BNJlOQAl0mk9HAg3RKGwH4JYihIE4J5Ptvt9vpQ3hZWZng8YtkDIcPgjg5OYk777wTH/3oR/G5z31ONHuB2JGWJJHMESYCtkG2QqFAZ2enoErM3/zmN6itrRUsaH1rawtbW1s4d+7csZ+JmSDa7Xbo9Xrk5+cnbDPk8/mCDLzlcjmthqVSUHB0dASdTifJ+ED2RkwsNgi5KSsrg8PhgE6nQ3V1NVpbW0V1TXEFUZ43NDTwmuoTrdUfzhxZCJDINqlZE0UCW4G+tbUFh8OBnJwcVFdXJxxrJ0ZsbW1hbm4uab6codXwrKwsep3y7XO5traG5eVlDAwMcLaUmpmZwZ133okPfehD+Iu/+Iu0+OyThQxJZIG0yHw+H/r7+zE2Nob6+npBnzxfe+01VFZWCjYfs7u7i5WVFQwPD9P/RgQqYlAwhwPxpeKTaLDJjdFohNfrDSI3yarcmM1mjI+Pp0WeLztNw2g04ujoCABQXl6O9vZ2UQ6/J4pk+juGtvpJNVyo+bC9vT1MTk6mXWQb8PqcHnF3IB2GWIzRxY7NzU3Mz8+nzLidGPiTtjRbUMQ1V56kaPX393MOSVhYWMDFixfxvve9D3/1V38lqYdyMSBDEv8bbIPs7u5uKJVKXnOPI2F0dBQlJSWCtXcMBgPm5+fxxje+EYC4BSrA65Fm7e3tgp13NrkxGAy0ckOqjELNBpL31tnZKVjlOFXY3t7G9PQ0Kisr4Xa7E460EyNItSYV/o6JpL7EA/Lezpw5c0wNK3UQEhXahg1njM6u3Erh4Ya8t0TiYIUAEWkRwnhwcICCggJ6rcbz/d/Y2MDi4iIvBHF5eRlvectbcPfdd+OrX/1qhiAmgLQkiYFAAF6vN+bfj2SQrdPpoNFoBJ3PGRsbQ0FBAZqbmwU5vtlsxtTUFG688cZjEXti+sIQD6yNjQ309PTwPlsTDU6nkwpfrFYrNfHVarW8zNwwDEPVecl+b0KDYRg6WH727Fla0QhHbvjI6k4mGIbB2toaVlZWgt5bqsDO7DUajVTVT8hNvA83pJ3X29srCqLBJ0gl6qT3FknZK+aHG0Ki+vr6ROs56vF46PefXbktKyuLGhNKyG9/fz/n97a2toaLFy/irrvuwuOPPy6q/U5KuK5JItsgu6en55h4ZHx8HPn5+YIROODaMG12djZaW1sFOT4ZRr/ppptEO3/o9/sxNTWFw8ND9Pb2crY44AK2WtJkMlEFqlarhVqtjvu8kRlXos5O5XvjGwzDYHZ2FgaDAf39/REHy8O1+sXuHcgwDBYWFrCzs4O+vj5RxuyxrWBI5SYWKxi2uXm6RQgCoHZZiVSiiEiL/BMruUkWCPkVM0EMRSAQoJZlJpMJDocDGo2GnlfiQEGq2nxUR7e3t3H77bfjlltuwd/93d9lCCIHXLckkW2QHWmDm5qagkqlQltbm1BLxczMDGQymWAK6sPDQ7z22mu48cYbAYivvex2uzE2NgYAgvhQcgGZuSFVRgB0E46l1ef1ejE+Pg6v1xuzOlsq8Pv9mJiYgMPhQF9fX8wtOnb8msFggM1mE51lEbFdslqt6O/vT4pwhCvCWcGwk3TItcowDObm5iixT7eHluXlZWxsbPCihg2t3DqdTmo4nah3KBdIkSCGg8PhoCTcYrEgNzcXubm52N/f5yVMYHd3FxcvXsTw8DCeeOIJSXQtxIy0JIkMw8Dj8UT8ObHoOMkgO5FIu3gxPz8Pr9eLrq4u3o9NWim//OUvUVtbi4qKClEYoxLYbDbodDpqlSLmLzPDMHSOyWAwwO1203SScNUwl8sFnU6H7OzstMuXJnm+MpkMvb29nEQ/LpeLVsMsFovgIo2T4Pf7MT4+DpfLhf7+/rjTPMSASJXb0tJSmM1mHB0dYWBgQBKzd7GCdIW2t7cxMDAgCPll53Un23CajAbwMacnJvh8PjpmpFQqaepTol0Gg8GAO++8E2fPnsW//Mu/pNV9N1W47kiixWKBTqdDVVXViQbZCwsLcLvd6O7uFmqpMSeixAu2QMVkMmFvby/IBkar1QqW1RsLiMqXZKeKhbjGAnbqg8FgoEkaRPji9/uh0+lQVlaWdvnSTqcTOp2O5vnySeyJZREhN6TVp9VqkzLHSGL2AHAmv2IBO/VlfX0dPp8PRUVF9FoV2ucuGSDVUaPRiP7+/qRUo0NnbmUyWZCgiE9ywqV9LnaQGEEy80sEhSShqKioiLalTzLxN5vNuOuuu9Da2oqnnnoqLb6/YsB1RRLX19cxNzeHjo6OmCxnVlZWcHBwgN7eXgFWeQ2xJKLEi0gClVCPO7/fTzfhZM7bbG5uUmPbdFD5hlbDGIaBRqNBa2urKAffEwXxdywvL0dHR4eg7yucApVUGISIXiSV32gxe1KF3++HXq+Hz+fD6dOn6XyYWFNf4gHDMHTmN1XVUTJzR6qMZOaOD5/LlZUVaiadbrOjxHopUovZ7XbTtjQ7TYfMh7K/o/v7+3jb296Gmpoa/PCHPxTV2JLUkZYkEbh2gRGwDbLjGYpdX1+H0WjEwMCAUMvExsYG9vb2IiaixAtSQfT7/VEFKmwDX4PBQOdthMw/ZhgG8/Pz2NnZETSvOlXY3NzE7OwsTp06RSsNCoWCntNUVm65ghhJp8LfMVzlNrQaxgV2u51aUUnN3PwkkNEAuVyO3t7eoAdBkvpCyA1JfUlV/Fq8ILOjBwcHGBgYEM3ML5m5C/W5LCsrQ3FxcczXF3ENSEdxkcFgwMTEBHp6emKyXiIFDnJeL1++jFdeeQW33347brvtNjz88MMoLS3Fv//7v4vmOkgXpD1JDDXIjudJM1paCV/Y3t7GxsYGbrjhBs7H4pKgEi7/mLSl+Xg69/l8mJychN1uR19fnyTEALGCbd/DttwgNzZyXknllmwYUpmX2d3dxdTUlGgqv+zoRYvFgpycnKBqWDzXPfFHTceEGLfbjdHR0Ziqo+FSX9RqNT2vYvu+BgIBKpwS8+yo1+uFxWKhLVQAQdWwSEScWGbxIcARG4xGI8bHx3HmzJmEfUfn5ubw1FNP4bnnnsPY2Bjy8/Px4Q9/GO94xzswPDyc1HvrX/3VX+HTn/40PvrRj+LrX/86gGudiYcffhhPPfUU3G437rjjDnzzm98ULH5XSKQtSfR4PDg8PMTIyEiQQXY82N3dxfLyMi5cuCDQKq+V3JeWlji/Bpk/5MPihrRPDQYDNUUmhLGgoCDuY5OcYqVSibNnz4q+QhEPAoEApqamqBI2UlUrtHLrcDiCKrdi3eTW1tawtLSEnp4ezqpDIeDz+agCnWzCsSrQSXVUqlnF0eB0OjE6OoqioqKE8rOTnfoSD4i4yO12o7+/XzKtRZKDTM4r2wqGTcTJA2c6E8Tu7m7OhMlut+Puu++G3+/Hhz/8Ybzwwgt49tln4fP5cPHiRbz1rW/FPffcI+h+89prr+F3f/d3UVRUhJtvvpmSxPvvvx/PPPMMvvvd76K4uBgf+chHIJfL8atf/UqwtQiFtCWJ6+vrGB8fP2aQHQ+MRiNmZ2fxO7/zOwKskJ/XIBF7fr8fAP8WN8Q3zGAwwGw206zOWH0DDw8PodfrJZlTfBK8Xi/Gxsbg9/vR29sbF9FzOBy0wnhwcICioqIgG5hUV7TYowF9fX2SGJhnK9BDzaZDiTiZhxJLdZRPkPY5EU5xvZbYgiI2EU+FdyCZr/T7/ejr65P0Aych4mwrGJVKBbvdjsHBwbQjiCQfvKurizNBdDqduOeee+B2u/Gf//mf9FwFAgG89tpr+OlPf4pf/epXuHz5smDzxTabDf39/fjmN7+JL33pS+jt7cXXv/51HBwcoLy8HJcuXcK73/1uANecUjo7O3HlyhWcP39ekPUIhbQkiYFAAK+88goaGxs5XYz7+/sYGxvDTTfdxN/ieHyNZCeohPoGymSyqCkaRqMRExMTtFKTauLDJ/hU+Xo8HkpszGYzbZ9qtdqUVG1IdfTg4EAyPoGhIPZP7BEKQsQDgQBWV1c5tbvEiqOjI9o+b2lp4f3aYRsjEyJORBpCRloC18iqTqcDAPT19UlmXCMWeL1eTE9PUwcKAJKaDz0JZrMZY2Nj6OzsRFVVFadjuVwu3HvvvbBarXj++edT9gD7h3/4hygpKcHXvvY13HTTTZQkvvjii7jllluwv78f5GdZX1+Phx56CB/72MdSst5EkT7fMhbkcjmGh4fBlf8qFApaoRMKcrk8oddgW9wkK0FFoVDQzYBsFgaDAbOzs/B6vUHzdtvb21haWuLlqVFsODg4gF6vR0VFBdrb2zmf+6ysLJw6dQqnTp2iYgKDwQC9Xn8iEecbPp8PY2Nj8Pl8OHfunGRaeaGQyWTIz89HY2MjGhsb6Rzj+vo67HY7srOzsb+/D6VSKUlVbzhYrVbodDo0NDSgsbFRkNeQy+XQaDTQaDRoa2ujgqLd3V3Mzc3FnPoSL4gAR6FQoLe3N63U5wzDYHV1FVarFefPn0deXh5VS6+urmJqagpqtZreX8VgOB8PyFgHHwTR4/HgD/7gD2A0GvHzn/88ZQTxqaeewujoKF577bVjP9vd3UVWVtYxw/OKigrs7u4maYX8IS1JInBtk+CDJPp8Pp5WFPk1AoFAXH/DRaDCF0I3C+LFtrq6isnJSchkMtTX10s6GSAcSHW0ubkZdXV1vJ97oobWarVBNjCEiLNtYPiuLrANwAcGBtKqUpOVlQW73Q6v14uhoSFavR0fHwcAwTzukgVSqWltbY3J3osv5OfnIz8/Hw0NDUF5vWtra9SyhOsDjsfjwejoKDWmTzeCSOIfBwcHKQFUq9VQq9VoaWmB0+mkqt7FxUXk5ubS8yr2BxwSC9vR0cGZIHq9Xrz//e/H+vo6XnzxxZRlqW9sbOCjH/0oLl++fF0oqaV3N0wiFAoFrdgJ9UUk1UqGYWIiHHwKVPiCTCZDYWEhcnJycHBwAL/fj4qKClitVqytrfFqV5JKbGxsYGFhIWnVUblcjpKSEpSUlAQR8fX1dUxPT0OtVtPzylWBns42MOz2+dDQEG2fa7XaIDHB0tISJiYmguYYpbAJEDuR06dPc96IuSArKwtVVVWoqqoK8mSdnZ2Fx+MJStKIdX6XKLTz8/PR3d2dVtclmfslFmiR7o25ubmora1FbW0tFWqRh1V2QklpaamoKv+kst3W1sZ57tfn8+FDH/oQ5ubm8PLLL6dURDcyMkJjLQn8fj/+67/+C48//jiee+45eDweWK3WoCLJ3t4eKisrU7BibkjLmUTg2kXFtVXs8/nw85//HLfccotgMyEejwcvvvgibrvtthMtKoQUqHAFmdHLycnBmTNn6Pli25WYzWbk5eXRShmf7SghQZ72t7e30dvbK4rqaKj6lLT5ElGgW61W6PV61NTUoLm5WRKfSazw+/0YGxuDx+NBX1/fieSEtE+JoKiwsJASxkSU/UJje3sbs7Oz6O7uFu18JTuv22QyBc2HRhNquVwujIyMoLi4GKdPn05rgpjI3C/bMcFkMgXloJeVlaVUAEcIYmtrK2pqajgdy+/34/7778drr72Gl19+OaUPQsC1ud+1tbWg//b+978fHR0d+OQnP4na2lqUl5fjySefxN133w0ANMQjI1wREfggiQzD4LnnnsNNN90kWEXB7/fj8uXLePOb3xzxKTBUoCI2gkhm9LRaLdrb2yPezH0+H1VKm0wmqFSqIKW0GDcBv9+PqakpHB4eoq+vT5SVUKJAJ5tFPOfVYDBgcnIy6W3KZIBtJJ2I9ZLH4wk6r6HK/lRfr+vr61hcXERvb2/KWm+JgCRpkAdHkvpSVlZGDeedTidGRkZoZVtM9zuuYMcIDgwM8CYMI9ZlRC0d7rwmAwcHBxgdHUVLSwvne0ogEMCDDz6IV155BS+99JJo71Fs4QpwzQLn2WefxXe/+10UFRXhwQcfBAC8+uqrKVxlYsi0m6NAJpNBLpcLOpdIvriRCK0Y5g+jYW9vD1NTU/SGEG19SqUSlZWVqKysRCAQoErpiYkJMAwTFBEohrkjj8dDs3zFLOJQqVS0zef3+6mBN2lHsX0D2fN2m5ubmJ+fF3UVKlG4XC6Mjo5yUp9nZWWhuroa1dXVVNnPbvOlyhidYRisrKxQs2Up2BOxkZ2dHSTUIud1cnISgUAAxcXFODg4QEVFRVoTxMHBQV5jBHNycmhbmp2mQ85raWkpVUsLdS8j5vTNzc28EMSHH34YL730El5++WXREsRw+NrXvga5XI677747yExbikjbSqLf7+eF3L3wwgsYHBwU9EZ8+fJlDA8Po6CgIOi/i5kgEkXeysoKzpw5E1O0UrRjEaW0wWCA2+2mG7AQAo1Y4HA4oNPpUFBQgO7ublGQ1ngRat5LohfLy8tht9tp+zzd4hHJfGVpaSk6Ojp4r6CEM0bXaDR0PlTIOUa20GFgYODYPUPKYBiGPnQS0aCYU1/iBcMwmJ2dhclk4p0gnvS6R0dH9D5gs9kE8WU9OjrC1atX0dTUhPr6ek7HCgQC+PSnP42nn34aL730ElpaWjivL4PEkCGJJ+AXv/gFzpw5I2g758UXXzxWERCjQIWAZGGbzWb09fXxavpKcnoJYbTZbNSHTavVJkVIQGb00i2qjZzXtbU1eL1eFBYWorKyUvKCIjYODg6g0+lw6tQpQXwCw8HhcNAN2Gq1CmYDwzAMpqenYbFYeG1TigWkClVbW4umpia4XC7alrZYLKJKfYkXDMNgZmaGfnbJIojhEHpeyRgFl3z5o6MjjIyMoKGhgXN6USAQwJ/92Z/hySefxEsvvYT29nZOx8uAGzIk8QT88pe/RHt7O6dK2UlgE1GxC1RIyojP50Nvb6/gpI0INAwGA6xWKwoLC2nFRogqCrt9XldXx/vxUwkSZ+ZyudDV1UWrYSTtgRDxoqIiUV1zsYLYwDQ3N3OuZCQKYgNDEorIfCiXDRi4tnFOTk7SlAcpqK7jAZljixSRGC71RSq2RYTc7+/vY3BwUFSfHbvdbzKZ4PP5glTosbSlbTYbrl69ivr6es7+nAzD4P/8n/+D73znO3jxxRfR1dXF6XgZcEfaksRAIACv18v5OFeuXEFjY6Og0nVCRMvKyhAIBOD3+yk5FNNmbbfbodfrkZ+fzzllJBEQIQHZgHNycqhSmg9iQ3KK03FGz+PxUDPiUBEHewM2Go2Qy+WUMJaUlKRcoBELdnd3MTU1lXIbGDbI3C05r36/P2gDjnWMgq3QllJWcawgXnrEe/QkkPhFUg0jOehitC0iBNFqtWJgYEBUawsFaUuT83p0dETb0mVlZWHV/TabDSMjI9QZgevrf+UrX8Hjjz+OF198ET09PZyOlwE/yJDEE/Daa6+hqqqKs4w/Gq5cuYKGhgaaZEIEM2ICiQ8USwvW7/fTm5nRaKRpMFqtNu6KDRkm39vbQ29vr+SEACfB4XBgdHQURUVFJ3rNsf3tjEbjsSQdMcaDEf9KrrOxQoI9x2g0GmG324Pi7CK1H71eLxVP9fb2ivL8cwGp/ra1tSV8j7Xb7fReQNr95JpNZVWcYRjqzyl2ghgOoSr0rKwsel41Gg1cLheuXr1KRzu4gGEY/M3f/A2+8pWv4PLlyxgYGODpXWTAFRmSeALIALyQ7avf/OY3qK6uRkVFhejmD4FrXmwzMzNob28XlCwnCkJsSE6v3+8PUkpHa0X5/X5MTEzAbrejv78/pbNCQuDw8BA6nQ6VlZVoa2uL69piD7wbDAZKbJIh0Ih1fcvLy1hfX0dfX58o/CtjRajPZX5+PiWMhNiQpJGsrCycPXtWkuKpaCBKcT7i2gjYdlBms5lWxZMVa0lACOLh4SEGBgZiNg8XK4hrAmlLezweMAyDkpISnD59mtO9gGEYfOtb38KXvvQlPPfcc7jhhht4XHkGXJEhiSdgbGwMhYWFaGpq4mFVx8EwDCYmJmA0GqHValFRUZFUT6uT1ra0tISNjQ309PSgtLQ01Us6EaRiQwgjUfQSYsNu1ZEWrFwuT8sqjclkwvj4OJqamjgPkwPH50MLCgqC5kOT+XBDqr8k+UDKKt9QYqNQKKDRaLC/v4/i4mKcOXMm7vuBze3DttWFU5oc5GeJb15vb28Pk5OT6O7uFiy9iF0VN5lMcLvdCaW+JPK6U1NTODo6SguCGAq73Y7XXnsN+fn59H6bqOk8wzD4zne+g0ceeQTPPvss3vCGNwi8+gziRdqSRIZh4PF4OB9ncnIS2dnZaG1t5WFVr4MtUAkEAtSqxGAwwO/309ZpqjwDiYn0wcEB+vr6JLsJs5XSR0dHKC4upqkkMzMzMbVgpQhS/RVqRi/UaJoY9xKjaSEJIxFxHB0dpV31NxAIYHd3F7Ozs/S/JZLX/fy0ARPbR+ivK8bNbamLMAuHnZ0dzMzMJHU8gLgmkOotSX0h7VO+HnLYAqPBwcG0mx91Op24evUqtFot7Uy43W4602w2m6FUKikRj1a9ZRgG//zP/4xPfOIT+MlPfoKbbropuW8mg5iQIYknYGZmBgDQ2dnJ+VgEJA86EAgACFYwsythe3t71DNQq9UmbSaMbSLd29ubNjc6kkiwtbWFo6MjZGVloaamJqEoO7GC+Feurq4mrfpLFJKkegsgyMCbz4ccn8+HsbExeL3etBRxHB0dYXR0FJWVlWhtbaUPOcTfLlbfwF8tmTG5fYTemmLc0CgeH8ytrS3Mzc3h7NmzKe1MhJu346pCDwQCmJiYgMPhwMDAQNpdm4QglpeXo729Pez9MnSm2ePxUFFRYWEhnfdmGAZPPvkkHnroIfz4xz/GLbfckuy3k0GMyJDEE7CwsAC3243u7m4eVnU8Yi/azYg8/e7t7dFNgt06FaKNYbPZoNPpUFxcjK6urrSbgyIq2JaWFmRlZdGIwOzsbHpeha6ECQW2AKe/v59X/8p41hBqjF5aWkofcrhsnGQ8QKlU4uzZs6K2PUkExOOxrq4OjY2Nx65B8pDD9g0k12yoQMMfYHDg9KI4VwWFXBzXMhEY9fX1icrAPdQGJhEVeroTRCJSIQb1sdwfQ6u3DzzwAHw+H9785jejpKQEX//61/HDH/4Qb3nLW5LwDoBvfetb+Na3voXV1VUAQFdXFz7/+c/T13e5XHj44Yfx1FNPBaWkCDUOIRWkLUkErj0tcsXy8jKOjo5w9uxZzsfimqDicDhoVeHg4IC2TrVaLS8tN7PZjPHxcdTW1qK5uVmSRCkS2AkxPT09KCt7vQVHIqzIzUwmkwVVwqTQivb7/UE+emJowbI3idB2f7wJGk6nE6OjoygoKEhoRk/ssFgs0Ov1Mftzkhx0QmxSJdCIFeS719/fL2r3gHDpJMXFxUHpJKEIBALUfzQdq9uEIHLN0d7e3sa///u/45//+Z8xOTmJkpIS3H333XjrW9+KW2+9VXBz+J/85CdQKBRobW0FwzD43ve+h6985SvQ6XTo6urC/fffj2eeeQbf/e53UVxcjI985COQy+X41a9+Jei6xI60JolEgcUFa2trMJvN6O/v53QcviP23G43JYwWi4WKCLRabUIxS5ubm5ibm0NnZyeqq6s5rU1sCAQCVOTQ19eHoqKiqL9rtVopsSEWMKQSJsbqFbFJYRhG1OMBoZWwcIrecLDZbBgdHUVZWVnaZfkCgMFgwOTkJDo6OhL67oVesx6PJ8i2KJXXA1Ggb2xsoL+/P+p3T4wIvWaJ6TxJfQFACeLAwEDaid/cbjeuXr0KtVqN06dPc/7uPfPMM7jvvvvwne98B2VlZfjpT3+Kn/zkJ9je3sab3/xmvPe978W9997L0+pPRklJCb7yla/g3e9+N8rLy3Hp0iW8+93vBgDMzs6is7MTV65cwfnz55O2JrEhQxJPwObmJnZ2djA0NJTQ3xOBipARe16vl24Q8ZpMkyzY7e1tnD17VlRtID7g8/kwMTEBp9OJvr6+uCpspKpAyLjdbhe83R8vXC4XRkdHkZeXlxKD80QRWgmL5HNJWrDErDfdCOLOzg6mp6d5U/kyDAObzUaJDaneRquECQWGYbC4uIjt7e20yJkmpvPkugWujQvJ5fKUR+0JAbfbjZGRERQVFaGrq4vzd+/y5ct4z3veg3/8x38MIoIk0/qnP/0p5HI5Hn74Ya5LPxF+vx8/+MEP8Id/+IfQ6XTY3d3FLbfcgv39/SArrfr6ejz00EP42Mc+JviaxIoMSTwBu7u7WFlZwfDwcNx/G02gIhSIyTSZtVMoFJQwqtXqoDYd2yOwt7c3bfJ7CdxuN3Q6HVQqFXp6ejg/5ZN2v8FgoOpIcm5TkaN7dHQEnU6HsrIydHR0SLYFG8nnMicnB+vr62htbU27iETg9Rk9IUUcJKfXYDAkNf+YbVE0MDCQdvcWn8+HkZERuFwuKJVKarVFKrhSJ4wejwdXr15FYWEhuru7OV8nL7/8Mn73d38X3/zmN/G+970vZQ97ExMTGB4ehsvlQkFBAS5duoQ777wTly5dwvvf//5jI2rnzp3DzTffjEcffTQl6xUDxNc7ExkUCgXNUY4H8QhU+IRCoUBFRQUqKipoLJjBYMDExAQYhqHVmvz8fIyPj0OpVOLcuXNp1yYhAhyNRoPTp0/zcv7z8vJogL3b7abV28XFRdo61Wq1KCwsFPwmaLFYMDY2RvNSpVxhk8vlKC0tpUPxh4eHWFlZwerqKmQyGUwmE50TTbWBN18g76+/v19QE/CcnBzU1NSgpqYmKH5Rr9dDJpMF5R/zVYVmGAYzMzMwm80YGhqSPGEKBclAl8lkuHDhAlQqFRwOB70fzM/PxzxKIUZ4PB6MjIygoKCAlwriK6+8gt/7vd/D17/+9ZQSRABob2+HXq/HwcEBfvjDH+IP//AP8Ytf/CJl65EC0rqS6PV6aRUvUVgsFkxMTOBNb3pTzH/D9/whHyB5p2xrnZycHLS0tKC8vFyUs3aJghCouro6NDU1CX7+SeuUVG9VKlWQZyDfDwjEiLijowOnTp3i9dhiwPr6OhYXF9HT04O8vDy6+R4cHNAsWdI6FcN3Kx6wW7CpUqADwXOMRqORN6PpQCCA6elpyUbRnQS/3w+9Xg+/34/+/v6w902xpL4kAq/Xi5GREeTm5vIiEPv1r3+Nd73rXfjLv/xL/PEf/7Hovq+33normpub8Xu/93uZdnMEpA8zEAjxVhLZFUSxEETgWqtbo9HA5/Nhc3MTtbW1UCqVWFlZwfT0dMRUEqmBzHglk0AplUpUVlaisrIyYvWWr2oNm0CJNac4UZCEn83NTQwMDFBhQH19Perr6+HxeCipWV5eRk5ODiXjQrZO+QKZvTKZTBgcHExpC1Yul6OkpAQlJSVoa2ujKvStrS1qMh8vGQ81khbDzC6fIAQxEAhEJIgAoFKpUFVVhaqqqiAyPjc3B7fbTX0DxTLXTEAIYk5ODi8E8erVq/gf/+N/4C/+4i9ESRCBa9es2+2moqMXXngBd999NwBgbm4O6+vrCY2apRMylcQTYLPZ8Oqrr+L2228/8XfJ/KGYKogEDMNgfX0dS0tL6OrqChqSD00lUavVdNZOKpUAhmGwsrKCtbU10UQIhvMMTNQYnVSgtra20NfXJ2obkURACJTRaIwpZi+cbRE5t2Ks1pCotsPDQ9FYFEUCGaUgil5CxqN5iJIWrNvtTksbGL/fD51OB4Zh0NfXl1DnJVzqS6JxdnzD6/UG5YRzJYh6vR533XUXPvOZz+BP//RPRbEXfvrTn8Zb3vIW1NXV4ejoCJcuXcKjjz6K5557Drfddhvuv/9+PPvss/jud7+LoqIiPPjggwCAV199NcUrTy3SmiT6fL6E5gnZcLlcePnll3HHHXdEvNBTIVCJB2wLmN7e3qgEw+VyUVJjtVpRWFgYZK0jRgQCAToD1dfXl7IWXjQQ1Sk7PUOj0dDqbTQyTggGiUgU6+eQKIgRcaIejyTWkpxbj8eTUJSdUCAEivjoial6dBJCyTiAoDlGpVIJv9+PsbEx+Hw+9PX1pfx88w2fz0cTqPr6+nh7AGFHW5rNZjqmwiX1JRH4fD6Mjo5CpVLxQhAnJydx55134qGHHsJnP/tZ0eyFH/jAB/DCCy9gZ2cHxcXF6OnpwSc/+UncdtttAF43037yySeDzLQrKytTvPLUIkMST4DX68ULL7yAW2+9NezTY6oEKrHC5/PRDSpeCxjS3iPWOiThIVnijFhA3p/b7UZfX59kKp9Op5OSmmhknB1D19fXJymCEQvI+yMEg2sFim0BYzAYaJQdIePJruARghEIBCRPoMhcMyGMLpcLGo0GTqcTSqUSAwMDaTXbDFz7/HQ6HeRyOXp7ewWrUPv9/qA4O5/PFzQjKlRllrw/hUKBs2fPcn5/MzMzeMtb3oIPf/jD+MIXviCKPSIDbsiQxBMQCATw/PPP4+abbz62QZMKot/vF117GbhGRPR6PbKzs3HmzBlOG1Q4cYZWq0VFRUXK5sFcLhd0Oh2ys7PR09Mj2Q2KTcZJe4+IXhYXFyX//iLB4/EEVTCEeH/EDNlgMGB/fx/5+fmUMAr9oMOOERSSYKQKBwcHGB8fp/dZ8qAjVVFRKJJFEEORSOpLIvD7/RgdHeXt/c3Pz+Mtb3kL/uAP/gBf/vKXRVcwySAxpDVJ9Pv98Pl8nI/z3HPP4Y1vfGPQl1OMCmY2Dg4OoNfrodVq0d7ezusXlmSdkkoYsSepqKhIWpuEeASWlpais7MzbW5IxKZke3ubxq1VVVUl9dwmAyRmj/iwJeN9sVWnQqvQ3W53kMl5unxuBITgkwcYv99PSY3ZbEZ2dnbQHKPU3r/X6w3KCU8lwScPOiaT6diMaHFxcULnlsxYAvy00JeXl3Hx4kW8+93vxle/+lXJfd4ZREaGJMaAF154AUNDQzRSSswCFeCaRcrU1BSam5tRV1cn6PqIeo/MMfr9frrx8um9xgbJmE4Hj8BwsFqt0Ov1qK6uRklJCa2EBQIBujmUlZVJtjJFYvbIA0wqPj+2Ct1oNAadWzJrlyicTidGRkZolFm6bZgnEWDyEElII5/nNhkQE0EMhc/nCzq3xD2hrKwMpaWlMXWLQlXaXN/f2toaLl68iLvuuguPP/542l3v1zsyJDEGvPzyyzh79izUajWtIALiE6gwDIPV1VWsrKzgzJkzSbdIYRgGh4eHQV6Miap5I2Frawuzs7M4ffo0qqqqeFi1uGA0GjExMYGWlpaglBH2uTUYDHC5XEHiDKmoSa1WK3Q6XdI8LGMB+9wajUaanpGITYkYCLCQcLlcQVFtJxECovAnpMbhcASdW7HNELNVvj09PaIiiKEId241Gg09t+Hmb4nIyO/3J6zSZmNrawt33HEHbrnlFvzd3/1dhiCmIdKaJAYCAXi9Xs7HeeWVV9DR0QGNRiNagQpb4dvb20urnqkCsXsgpMZms3HKPSYeehsbGzh79ixKSkoEWnnqsLm5ibm5uZhyfNniDLZtkZgjwQgBbm1tRW1tbaqXExHEpiQ0fvGkebDDw0OMjo6mbc40qZCWlJSgs7MzoffHtoA5ODhAQUEB7Tyk0gIG4N8GJtlwOBx0nILM37JTXxiGoSK4aD6PsWJ3dxcXL17E8PAwnnjiCVET6gwSR4YkxoBXX30VDQ0NKCsrE2V72ev1UoVob2+v6J7OgdfVvCQ5o7i4mKp5TyI1JMVhf38ffX19J3roSQ0Mw2B5eRnr6+vo7e2FRqOJ6+9DxRkFBQWU1KR64yUgJuddXV2SspQI9QzMzc2lpIYdt7a/vw+9Xo/GxkY0NDSkdtECwG63Y3R0FOXl5bxVSMViAQMEG0n39PRIjiCGwuv1UusiMtssk8kgl8sxODjIeY8wGAy488470dvbi3/+538W/QhBBokjQxJPAMMwNMi9uroaFRUVoiJhDocDOp0O+fn56O7ulsSXlZ17bLFYKKkh9i/sDYhNgNPRAiYQCNAUjlhMpE+C1+ulpMZkMiE7O5ue21Sp0NfW1rC0tISzZ8+KwuQ8UbCzj41GI41by87OxurqKtrb21FTU5PqZfIOm82GkZERVFVVobW1VZBrKNwcI9uPUUjrICLC4SuKTmwgPogOhwMKhQIej4e2/MvKyuLez8xmM+666y60tbXhySeflLStUwYnI61JIsMw8Hg8Cf89EaeQSg0p4xcWFqKiogJarRZ5eXk8rjg+7O/vY2xsDFVVVWhraxNFxShehJIaYv+i1WqhUqmg1+vpzVsKBDgesE2WhfB4DJdKQqpgJSUlgm+G6ZwSQwRbq6urx/J5+Zq/FQOOjo4wMjKC2trapM2QkhlRct3a7fYTZ+0ShcfjwcjISNqq0IlRvdPppD6WdrudVnAPDg7iSn3Z39/H2972NtTW1uIHP/iBZGahM0gcGZIY4e8iCVRCDaaJ71pFRUVSvcG2t7cxMzOTVtULv99Pb15EKZ2fn4+2trakkJpkwuPxQK/XQyaTobe3V3BSwVahG41GeL3eIFER3wScVEjNZjP6+/vTLiUGuDZDOj8/j+7ubuTm5h5L0yGEXEydh3hwcHCA0dFRNDQ0oLGxMWXrcDgclDBarVY6x8jV65IQRNKFSaf7C/B6lrbdbsfAwEBYQheu5U8quKH33IODA7z97W9HWVkZnn766bTr6mQQHhmSGOZv2Akq0RTMxHeNGEzn5OTQCqNQRr1sAYdYMor5htFoxPj4OCorKyGTyYKsHsSazRsPiEdgQUEBuru7k/5eiFkvmRElitNERUWh8Pv9dHPq7++XLEmKBuIiEG6G1Ol00gcdQmrENiN6EsiMJbHREgtCvS6VSiW9L8Qzx+h2uzEyMkK/g+lGEBmGweTkJI6OjjA4OBhTxY/YQpFz+8wzz2BiYgJ33nknbr/9dtx///3Iy8vDT37yk6SJ47785S/j3/7t3zA7O4vc3FxcuHABjz76KNrb2+nvkDi9p556KihO7yTxXwaxIUMSQ34/UYNsUgUj1QQhEkn8fn9Qhm+6CTiA16szp0+fpgIHEgdGSI3QVTAhcXh4CJ1Oh4qKCtFYpISqeUm6QyLjFGSGNB1i6MKBPKRtbm6iv7//RBeBcDOiYjeZNpvNGBsbQ1tbm6i7FGxSQ6LsSBUsWsufEMTCwsKYbHykBoZhMDU1hcPDQwwMDCT00McwDPR6PS5duoTLly9jYWEBRUVF+PjHP453v/vdSbt3Xbx4Ef/zf/5PDA0Nwefz4TOf+QwmJycxPT1NuxP3338/nnnmGXz3u99FcXExPvKRj0Aul+NXv/qV4Ou7HpDWJBG4dkOIBXwmqLATSQwGA+RyOSWMiW4MpD0JAGfPnk27Uj97fu3s2bMRFb6hVTDiaUcqNWKekSEm4I2NjaivrxcFQQxFqKiI2GjEUh13u93Q6XTUQkTK1d5wYBgGc3NzMBgMCYmMQsUZpDpOxBliOF/EpqijowPV1dWpXk7MCBdlF84WihBE4vMoxu8gFzAMg+npaVitVgwODnLeJ5xOJ+655x4cHR3hfe97H55//nn8/Oc/R21tLd72trfh7W9/O974xjcm7UHdaDRCq9XiF7/4BW688UYcHBygvLwcly5dwrvf/W4AwOzsLDo7O3HlyhWcP38+KetKZ6Q9SfR4PDjpLQqZoBIIBLC/v09JDdkYKioqYp6zs9ls0Ov19MYmhs2ET5DZmcPDQ/T19cU1v8b2YmT7BYptFoxYwEjJBDxcjB3ZdEMfdhwOB0ZHR1FcXJyW1Rliw2S1WjEwMMC53UaMkEnnQQzm6AaDARMTEzH5dIodpOXP9gzUaDQwGAzQaDTo7u5OS4I4MzMDi8XCi82Ny+XCvffeC6vViueff54Kz+x2O37+85/jP/7jP/DCCy9gamoqaTPHi4uLaG1tpdfpiy++iFtuuQX7+/tQq9X09+rr6/HQQw/hYx/7WFLWlc64rkliNIGKEAhtm5L2SEVFRcRKAqk+1dbWpqVBr9frhV6vB8Mw6O3t5bQ5ulwuem6tVisKCwuDrHVSAYZhsLa2huXlZUlbwLCrYAaDAQBohTErKwt6vR6VlZWSVdlHQyAQwPj4OJxOJ/r7+3mv4hPjeUJquLb8E8HOzg5mZmZSktQkNLxeL3Z2drC4uIhAIICsrKwgcUY6PHQzDEOFYnwQRI/Hg/e+973Y2dnB5cuXI4YXMAyTtO97IBDA29/+dlitVvzyl78EAFy6dAnvf//7j3UMz507h5tvvhmPPvpoUtaWzpDOMBfPYBiGVg+B5ETsyWQyaDQaaDQatLW10Siw+fn5oAi78vJyKJVKmsDR2dkpqdZPrGB7PJ45c4bzzTonJwd1dXWoq6sLUqEvLS0hLy+PEkahREWhYBgG8/Pz2N3dxeDgYMpTcLhAoVDQKldnZyd92JmenobH40F+fj4KCwvh8/nSag6R5Nz6fD4MDg4K8t5kMhkKCgpQUFCAxsbGIMutxcXFY8kZfF+7W1tbmJubk/RDTDT4/X6sr6+jsrIS7e3tsFqtMBqNmJ2dhdfrpRXcsrIyUY+rRAIZgzCZTLwQRK/Xi/e///3Y2NjACy+8EDXdKpkPhA888AAmJycpQcwgOUj7SqLX66VEkIA9f0hc6FMJhmFgs9mC1KbZ2dnweDzo7u6GVqtN6fqEwMHBAXQ6XVI8Hn0+X5AKnbRNtVot1Gq1YObAU1NTODo6Ql9fX0r9NIUCUaGT+UqDwUA97cjDjpha/vHC6/VCp9NBLpejt7c3JQIpcu2Slj8h6/GqeSNhY2MDCwsL6O3tTcuoy2hRguz7LpljJElQ5eXlkvjOkgdRg8GAwcFBzmMQPp8P/+t//S9MTU3hpZdeEs3e85GPfAQ//vGP8V//9V9BdkyZdrPwuO5IIp8CFSHg9/uh0+lgs9mQlZVFQ9sJqUkHwYrBYMDk5CRaWlqSbq/BFhUJZTDNVvhybaGLFcSnM3R+LTR+saioiJ5fKXklut1ujI6O0pg2MbQkyXwz20e0tLQ0YZU/sfHp6+sL2mDTBU6nE1evXkVZWRk6OjpOvNezK7gWiwV5eXm0gpuqtKJoYBgGCwsLtFPBldT6/X7cf//9eO211/Dyyy+LYnaaYRg8+OCD+Pd//3e8/PLLaG1tDfo5Ea48+eSTuPvuuwEAc3Nz6OjoyAhXeMJ1RRLFThBdLhf0ej0UCgXOnj2LrKyssJnHxItRilWa9fV1LC4uiqJCyjaYJpsuOzUjEWLgcrmg0+lERS74BiEXZ8+ejVp9Yrf8o+Ueiw3Ex5IIxVLdaQiHcKkkJGotlgouyQqPxcZHiiAEMdGs6UgRjGKZYyRuENvb2xgcHOT8ABYIBPDggw/ilVdewUsvvYTa2lqeVsoNf/zHf4xLly7hxz/+cZA3YnFxMa2a3n///Xj22Wfx3e9+F0VFRXjwwQcBAK+++mpK1pxuuC5IIjHHFkrBzAeOjo6g0+lQUlKC06dPh92Y3G43JTQkHpBY64i9NULaIjs7O+jt7RVd5YJsuuT8ulwuOtxeXl4e0yyazWbD6OgorVyIkVxwAalcbG9vx00uyKZLWv4KhYK29fhom/IFu90e9BmK7T4RCSSVhDxMkntDeXl5UBIU8Xnc2trCwMBAWnqtOhwOjIyMQKvV8jLKQh4mCWF0u90pV6ITuzC+COLDDz+M559/Hi+99BIaGhr4WSQPiPTZ/dM//RPuu+8+AK+baT/55JNBZtrEZzcDbrguSCK7mpgMgUq8IN5kjY2NaGhoiGl9YokHjAUkgcNms0liPo+oTQlhtNlsJyaSkISKurq6pGXcJhOBQIDaa3CN2Qu1hQoEApwruHyA5BSfOnUKLS0tkv0MSdQauTdkZ2fTa3dvbw8GgwEDAwOSav/HCofDgatXr6KiokKQWWf2vcFoNOLo6Igq0QkhFxrEzJ0Pkh8IBPDpT38aTz/9NF5++WU0NzfztMoM0gVpTRIZhsFjjz2GW265Ba2trSlvEYSCYRhsbGxgcXExKGEkXoSLBySEMVlK3khgZxSTFrrUEK7lT2ZEc3Nzsbe3h6mpKdEnVCQKv9+P8fFxuFwu9PX18TrmQPwCyQMP8Qskc3bJul6sVit0Ol3Kc4r5ht/vpxXcvb09BAIBaLVaVFdXi6JtyifsdjtGRkZQWVmJ1tbWpNz3XC4XFRZZLBbk5OTQkQoh5hhXVlawtraGwcFBXgji5z//eTz11FN4+eWX0dbWxtMqM0gnpDVJPDg4wHvf+15cvnwZzc3NeMc73oF3vetd6OzsTHl7KxAI0PSGs2fP8tZ+TUY8YKyw2+3Q6XRpZQIemkiSlZUFj8eDtrY21NbWSrb6FAnExxIAent7BbW3CVelCZeawTdIDF1ra6toZrH4BIlp29/fR1tbG22dEtstKdu/ENjtdly9ehXV1dUpqwKz5xhNJhMA8Jqos7q6itXVVQwMDKCwsJDTsRiGwZe+9CU88cQTeOmll3D69GlOx8sgfZHWJJHAarXiJz/5Cf7t3/4Nzz33HGpqaihh7OnpSTph9Pl8QZUZoTa/QCBAqwhEycs1HjBWWK1W6PV6VFdXJ+2pPpkg3mTb29soLCzE4eEhreCKXZgRK1Kt8CXm6CQ1o6CgIMgcnY/zu7e3h8nJSUkl4cQDkmZks9mCcnzDjVQkg5ALAZvNRscExBI4EAgEgirkbrc7SFgUr0sFMeQfGBjgLDRiGAb/9//+X/zt3/4tXnzxRfT09HA6XgbpjeuCJLJxdHSEZ599Fj/60Y/ws5/9DGVlZXjHO96Bd77znRgcHBScMDqdTuj1emRnZ+PMmTNJMx6OFA+o1WpRWlrK6/sm7dd0rcyQiLb9/X06n8du6xmNRirMIF6Mqa5cxwsSs6dWqyMKqZKJSHN2XNp629vbmJ2dTcuUEeD1pBiXy4X+/v6olUJi/0JEcWTGuby8POUjK9EgRoIYinCJOsQaKlRYFA7r6+tYWlrijSB+4xvfwGOPPYbLly9jYGCA0/EySH9cdySRDYfDgf/8z//Ej370IzzzzDMoKirC29/+drzjHe/A+fPnea+cHBwcQK/XQ6vVor29PWUbb6R4QDIHluj7ZkfQpevGS6rAHo8HfX19YSsChJDv7e3BaDQGEXIpzIEdHh5So3MxVoFDCTmxJ4nH65JYMaWribTf78fY2Bi8Xi/6+/vjehgNl9lNCI2YlOg2mw1Xr16lkaVSgdvtpg88FosF2dnZQXOM7PNLZtb7+/tpdnKiYBgG3/zmN/GXf/mX+M///E/ccMMNXN9KBtcBrmuSyIbL5cLly5fxox/9CP/xH/+B7OxsvO1tb8O73vUuvOENb+CctkCqa83NzairqxPNxhvJ+oUdDxjrcebm5rC3t4fe3l7ONzQxwu12Q6fTQaVS4ezZszGdGyLMIKpSr9cbRMhTkeIRDRaLBWNjY2hsbKRJKmJGOK/LaAbTDMNgeXkZGxsb6OvrS8vr1Ofz0Tz0vr4+TtdYIBAIMp9nK9FLS0tTdv0SJbrUCGIoyAMPqTICoHOibrcbS0tLvJidMwyDf/zHf8TnP/95PPvss3jDG97Aw+ozuB6QIYlh4PF48NJLL+GHP/whfvzjHwMA7rrrLrzrXe/CjTfeGNeAN8Mw1HxYDAbS0RAaD2i32+mGG80PzO/3Y+L/t3ffYU3e6//A30HFxZ6KMkQBEUGGo9ZaF2XISFDbaoe29quttZ6rra2jHrt7WjttrdXOo+e0tlYSwFEVB2odbSVhiIAUBVQgYYS9EpLn94e/5zkEUBnZ3q/r6nWV8ACfREje+Yz7vnQJzc3NOt1jaUjsIRxbW9s+F1hmH182MLa0tGiU1jH0wQG2E46fnx9GjRpl0LH0RccC02x7y8717Nhe2uZaI5BtJThgwAAEBwdrdda64xvKyspK7ve3r/vs+ooNiGy5KXPR8aR/WVkZFAoFbG1t4ebmBicnpz5XFWAYBv/5z3+wbt06HDhwALNnz9buwIlZo5B4F+3t7Thz5gwSExORnJyM1tZWxMTEQCAQYM6cOXf8w2Vry1VXVyM4ONjkOht03Nje0NDQbXvAtrY2jS4x+tpjqU9sn2ltH8Lp/PiyBwcM0U2ntLQUV65cMfo3Mr3B7gOrqKhAfX09Bg0aBLVafddOMaZKoVBAIpFg8ODBejlo1HGfHduCsWMBb12or6+HRCKBp6enWZUq6ojdK+vv789VU2ALpLOB3MrKqkfPQwzDYM+ePXjppZeQkpKCefPm6eEeEHNCIbEXVCoVzp07B6FQiKSkJNTV1SE6OhoCgQDh4eEaRaIrKyvx5ZdfIjo6GsHBwSbZQq+j7moF2tnZoby8HPb29kbbvqy/2ELnuu4zzZ7kraioQG1tLdcxQ9c9j9mZ7uLiYrMNT2q1GllZWaivr8ewYcNQV1fHHcxwcXHp8QuuMVMoFBCLxRg2bBgCAwP1/rfIhhm2XiDbglGbfY/r6+shFou5pgPmqLy8HHl5eV32ynZ3cIt9fO90MG7fvn1YvXo19u3bh+joaH3dDWJGKCT2kVqtxl9//YXExEQkJSVBJpMhMjISfD4fnp6eeOKJJ+Dl5YWUlBSTD4idtbW1obi4GDdu3ADDMNwMgq4Djb6VlpYiPz8fAQEBem3x1LmbzrBhw7jHV5snTdlWiVKpFKGhof2uvWaM2AMcCoWCO+Hb3cGMjifRTS0wtra2QiKRwNra2ijerN2u73FvDhZ1VldXB4lEAm9vb3h6eupg1IYnlUqRm5uLSZMmwdHR8bbXqVQqyOVy7vFVq9VwcnKCUqmEl5cXFy6Tk5OxYsUK/Pzzz4iPj9fX3SBmhkKiFqjVamRkZCAxMRE//fQTbty4AXd3d2zevBmxsbFmUTOvo/LycuTm5sLPzw8uLi4m0x6wpxiG4TobGHp2rb29XaObjrYCDVvGp7a2FqGhoUbfKrEvelIInH3BZffZATCpk+gtLS0Qi8Wwt7fHhAkTjO7vrePBosrKSu7gFlvAuyfbU+6FgMgebAwKCoKTk1OPv67jPtG3334b+/fvR0hICLy9vZGSkoIff/wRCxcu1OHIuzpz5gw++ugjiMVilJeXIykpCQKBQGPMb7zxBr799lvU1tZixowZ2LFjB3x8fPQ6TtIzFBK16KeffsLKlSvx0ksvwcLCAklJSSgoKMDcuXPB5/MRGxsLe3t7o3si76mOh3C6ezJrb2/nAmPH9oCmVFyaYRjk5eWhqqoKISEhRjW71jnQ8Hi8Ps3QdGyzFxoaqrcDB/rE7s+ztLTEpEmTehT2OpeGUiqVGieljW2/bXNzM8RiMZydneHn52f0f18dD8ZVVlaisbER9vb23O9wdysubLtEtiqEOWILugcFBfW7bNjly5fx0UcfQSgUgsfjISgoCHw+H/Hx8QgODtbL78jhw4dx7tw5hIWFYcGCBV1C4pYtW/D+++9j9+7dGDNmDDZv3oxLly4hNzfX7FbdzAGFRC1gGAZvvfUWtm7dil9//RURERHc7fn5+dySdE5ODh588EEIBALExsbC2dnZ6J/YWWq1Gvn5+T0OTx3bA1ZVVWHgwIFGv6TX8ZR2aGioUT9hdVf6pSe1LtnTrzweT+dt9gyFXX61srLCxIkT+3USveNJ/44neQ39u8EWkTbWWpY90dLSwi2Zsh112MBoZWXFHRgbN26cWRblB25VFLh06ZJWAiIApKWl4dFHH8VXX32F+fPn48iRI0hJScGRI0dgb2+P+Ph4fPLJJ3p7Y8jj8TRCIsMwcHNzw9q1a/HKK68AuDVT7Orqil27dmHx4sV6GRfpOQqJWrBlyxbs2LEDhw4dQkBAQLfXMAyDq1evQigUQiQSQSKR4P777+fe5Y0cOdJon+jZAtJtbW0ICQnp9Qvk7doDuri4GE1xXoVCgczMTJMMT93VuuxYuoi9L62trcjIyMDQoUMRGBho9EupfcHOrjk6OsLf319rf1PNzc3cLDl7kpcNNPreh8uWgBk9erTRdhnpLaVSyQXG6upqDBgwAEqlEu7u7vDx8TGK5whtq6ysRHZ2NgIDA7VSUeD333/HokWLsHXrVixfvlzj96KtrQ1paWk4e/Ys3nnnHb39znQOideuXcPYsWORkZGB4OBg7rpZs2YhODgYn3/+uV7GRXqOQqIWyOVyKJVKuLq69uh6hmFw/fp1LjD++eefmDp1Ktftxd3d3Wie+FtbW5GZmYlBgwYhKCio3+FJn+0Be6qlpQUZGRkYPnw4Jk6caNLhqbuevA4ODrC1tUVpaSkXnszxRbehoQESiUTns2sKhYJ7w9PxYJGzs7POt1Ww+/O8vLzMtgRMdXU1MjMzYWNjg+bmZjAMw82SOzo6mvTfJ6uqqgpZWVmYOHFij1837uTChQtISEjABx98gFWrVhnN60fnkHj+/HnMmDEDZWVlGr3SH3nkEfB4POzdu9dAIyW3QyHRwBiGQVlZGUQiEUQiEc6ePYuQkBDw+Xzw+XyMGTPGYH/wjY2NyMjIgIODg06CReduJNpqD9gbbLBwdXU1iX1dvdXS0oLr169zJ9FtbW25WVxzOqzC7l1j6+fp69+RPcnLbqtge3brooXdvbA/Ty6XIzMzkyvo3rHANDtLbkwF6PuiuroaWVlZmDBhglaqJqSnpyM+Ph5vvfUW/vGPfxjVcxiFRNNHIdGIMAwDmUyG5ORkiEQinDp1CgEBAVxg9PX11dsTQHV1NbKzs7muBrr+udpqD9gbbAs6Ly8veHl5GdWTq7awL7re3t4YOXIk92Irl8u5PWCmfBId+N991HUty7u5XQs7bcyAsffR19cXo0eP1uKojQd7H8ePHw83N7dur2FnySsrK1FfXw9bW1vuMTaFNz3sffT399cISX2VmZmJmJgYvPbaa3jllVeM7m+YlptNH4VEI8UwDORyORcYjx8/Dh8fH/D5fCQkJGh1v1VnZWVlyMvLg7+//22frHWJXTJlZxh72h6wN9gyPoa6j/rAnprs7j6ytQJN+SQ68L9WgncKFobAzoCxb3ra2to0Tkr35ne4qqoK2dnZRncftYmdXevNfWxtbeV+h+VyuV6X/fuiJyG4N3JychAdHY2XX34Zr732mtHdX+D2B1deeeUVrF27FsCtIukuLi50cMVIUUg0AewLzv79+yESiZCamgp3d3fw+XwIBAIEBQVpZVmLYRhcu3YN169fR1BQ0B0LuupTT9oD9kZxcTGuXbvW65pkpuTmzZsoKChAYGDgXU9NqlQqjYNF7JIpexLdWPcvskFfWxv/daW7faJsC0ZnZ+c79jpnT7/qu6C7PrEBsT+za90t+7MzjMZwOK6mpgYZGRla64uel5eH6OhoPPfcc3jrrbeMKiA2NjaisLAQABASEoJPP/0Uc+bMgYODAzw8PLBlyxZ88MEHGiVwsrOzqQSOkaKQaIIaGhpw6NAhCIVCHD58GC4uLoiPj0dCQgLCwsL69ITI9pmWy+UICQmBlZWVDkbef921B2QDzZ1ebAHNDiPBwcGwtbXV06j1p2Mh8ODgYNjb2/fq6+90sMiYikvfuHEDf//99127UxgjtvQL24LRyspKo2MR+4IvlUpx+fJlow/B/cHOkmpr+RX43+8w+xirVCpuFtfR0VHvlQtqa2shkUi0tlWgoKAA0dHRWLZsGf71r38ZPAB3durUKcyZM6fL7cuWLcOuXbu4YtrffPMNamtr8cADD+Crr76Cr6+vAUZL7oZCoolramrCkSNHIBQKcejQIdja2iI+Ph4CgQDTpk3r0Yu6UqlEdnY2lEqlSfWZbmtr48JMTU3NHfsdq9Vq5OTkoL6+3mw7jDAMgytXrkAmk2mlzV7nJVOFQqFxsEgX+0R7oqioCMXFxQgJCYGdnZ1BxqAtnXvyssv+PB6P6/hjrrPdbAkYXc6SMgyDhoYGbpZc3/Uu2dPo2qr1eO3aNURFReHhhx/GJ598YnQBkZgfColmpKWlBceOHYNIJML+/fsxZMgQxMXFISEhAffff3+3L+pyuRxXrlzB4MGDERQUZLAX/v7q3O+YbQ/ILklnZ2dDpVIhJCTEJE9E3o1arcbly5dRV1eHsLCwu86q9hZbXFomk3EvttreJ9qTMRQWFqKsrMwse02zy/5FRUWor6/HwIED4erq2q+ex8aqsrKSW0bXRgmYnupc75J9Y+ns7Kz1w1tsQNTWafSSkhJERUUhNjYW27ZtM6vfB2K8KCSaKYVCgZMnT0IoFCI5ORk8Hg+xsbFISEjAzJkzYWlpiQsXLmDx4sX45JNPsGDBArN50uncHpBhGAwZMgQBAQFG2+2lP1QqFbKysqBQKBAaGqqXwNb5lCm7x+527dX6i22XWF1djdDQUL0XsNaXkpISXLt2DZMmTQLDMBpLph1rBZrqmzngf/sstVUjsK86z+IOHjyYC4z9fZ6or6+HWCzWWr/p0tJSREZGIjw8HDt37jSb52pi/Cgk3gPa29tx+vRpJCYmIjk5GW1tbQgKCsKFCxewcuVKvP/++2b5pNPY2AiJRIJhw4Zh8ODBJtMesDfYTjEWFhYIDg42SHhobW3llqRra2vvuOzfF+wsKbtVQNuzpMaCPTQWGhoKGxsb7na2PBQbGFtaWky2ViAbEI1tnyU7i8t2fQHQ5724bEcctrRWf0mlUkRGRmLGjBn4/vvvjWZfMLk3UEi8x6hUKmzcuBGfffYZrKyswDAMoqOjwefzER4ebjZ79djCw+7u7lzrMlNoD9gbbI9iY+oU03HZXy6XY+jQodxjbG1t3etQrlKpkJ2djdbWVoSGhuqt56w+sS07S0tLe7SM3l2twJ4e3jIktiSTsQXEzhiG4fqiV1ZWoq2tDU5OTnB2dr5r+SI2ILJF3furoqIC0dHRCA0Nxe7du016BpmYJgqJ9xCGYfDPf/4TO3bsQFJSEmbOnIk///wTiYmJSEpKQmVlJSIiIiAQCBAZGWm0J5zvhq2d5+Pjc9vN4mq1GrW1tVwtRmNoD9gbTU1NkEgkWu9RrE3t7e0atRgHDRrUq1nc9vZ2ZGZmQq1WIyQkxKT6afcUe+JeJpMhLCys1zOvra2tXCivqanR2ItrZWVlNL8X7EntoKCgu5ZkMiYdyxdVVlaioaEBdnZ23HNFx1De2NiI9PR0rgFBf1VVVSEmJgZ+fn74+eefzfL3nxg/Con3iLa2Nixfvhznz5/Hb7/9Bn9/f43Pq9VqSCQSJCYmQiQS4ebNmwgPD4dAIEB0dLRRFqftDlsaZeLEiT2erejcHlCpVHIvAvpqD9gbdXV1yMjIwOjRo7lZUmOnUqk0upHweDyN5bzOoVyhUCAjIwMDBw5EcHCw0f0baAPDMMjPz0dVVRXCwsL6PYvfuUD64MGDucfYkFsrpFIpV8/SlAJid24Xyq2srJCXl8etXPRXTU0NYmNj4eHhgX379pnUlgJiXigk3iPKysrw/PPPY+fOnXctN8GWi2EDY2FhIebOnQs+n4+YmBjY29sbXTBhl+xu3ryJ4ODgPpdGYUtmsIGxY3tAJycng7+bZwsPG7oFXX+ws7jsPsaOhzKcnJygVCq5ZfTAwECjn9XtC4ZhkJubi5qaGp2cRu8cyoG+77Hrj/LycuTl5Zll4Xo2lJeXl6O6uhoDBgzAyJEj+719pa6uDvHx8XB2dkZSUpJZbrEgpoNCIrkjdraDDYyXL1/GrFmzIBAIEBsbCycnJ4MHRl0VAtdHe8DeYJfsJkyYoLXCw4bWXc9uALCxsUFQUJBZvkCyb8IaGxsRGhqq81p9bChnZ8CUSqXGHjtdvfFhA6IpFjzvqebmZqSnp2PEiBFwcHDgDr709TR6Q0MDBAIBrKyssH//fqPeY0ruDRQSSY+xdeqEQiFEIhEyMjIwY8YM8Pl8xMfHY8SIEXoPjO3t7cjOzkZbWxtCQkJ0+oLb3NzMBUZttAfsDXYZ3RxnZFjspv+hQ4dydRn1+Rjrg1qtxqVLl9Dc3IywsDC9v9FgZ8rZwNixuLQ2H+OysjLk5+ebdUBsaWlBeno6XFxc4Ovryz33dT6N3tzcDEdHR66A9+0e46amJixcuBAWFhY4dOiQ2ZZ5IqaFQiLpE4ZhUFJSwgXGv/76C9OmTUN8fDz4fD5Gjx6t88DI7lsbMGAAJk2apNelYLa1mkwm63V7wN7o2E/bHDqM3A67z9Ld3R3e3t7g8XhdWjDa2Nhwj7EpnsJn61kqlUqEhoYafOsCcOuND7sk3fExZotL90VpaSmuXLmC4OBgODg4aHnExoENiM7OzvDz87vjc11TUxM3w8g+xk5OTmhsbERQUBD3/R5++GEoFAocPnzY4IXit2/fjo8++ghSqRSTJk3Ctm3bMHXqVIOOiRgGhUTSbwzDoLS0FCKRCCKRCOfOnUNISAgEAgH4fD68vLy0Hhibm5shkUhga2uLgIAAg+5ba2tr4wJjTU0NrKysuE4Z/ZkNYJf6KysrERoaarKnze9GLpcjKyvrjoWH2ceYLa3DHhhwdXXVeqcMXWBPajMMg+DgYKMIiJ2xj3FlZSWqq6sxbNgwLjD29ODazZs3UVBQYNYBsbW1Fenp6XB0dMT48eN79bvX1tbG9atesmQJXF1dMWfOHOTm5mLAgAFITU01eE/5vXv3YunSpdi5cyemTZuGrVu3Yt++fbhy5YpRly4iukEhkWgVwzCQyWRISkqCSCTC6dOnERAQwAVGHx+ffr+gs7NObm5uWvl+2qRUKrnA2Lk9YG9KkrD71hoaGsy6gDTbns3Pzw+jRo3q0dd0d4qXDeXGeApfqVRyBc8nTZpkErXuuitf1PGkdHdvytiAGBISAnt7ewOMWvfYgOjg4NDv0lN1dXUQCoV45513UF1dDUdHR8THx0MgEGDevHk636t6O9OmTcOUKVPw5ZdfArj1XOTu7o41a9Zgw4YNBhkTMRwKiURnGIZBdXU1UlJSIBQKceLECfj6+oLP50MgEPTpSZZ9Fz527FittLvSJfaFViaT9SrMtLe3IysrC+3t7Wbbaxr430Gc/rRnYztlsEumAwYM0KjFaOiT0exJ7UGDBmHSpEkmWcpHrVZrnJRmGEbjUMaAAQNw48YNFBYWmvWWiLa2NqSnp8POzg4TJkzo95sRpVKJZcuWoaioCKmpqcjLy0NycjJSUlJQWVmJqKgorFq1CvPmzdPSPbg7hUKBYcOGITExEQKBgLt92bJlqK2tRUpKit7GQowDhcS7OHXqFObMmdPt5/766y9MmTIFxcXF3VbXv3DhAu677z5dD9EksLUI9+/fD6FQiNTUVHh6enKBsSelTsrKypCXl4eAgIC7lvExNmyYYQPj7doDdqwPaCqzTn3Bzjpp8yCOWq1GTU0Nt4+xY4F0fZZ9YSkUCu4gTlBQkMEDqzawf8fsY9zW1oZhw4ahubkZkyZNMttDVW1tbRCLxbC1tdVKQGxvb8f//d//4fLly0hLS9NYxmUYBtnZ2UhOTsbEiROxcOHC/g6/x8rKyjBq1CicP38e06dP525ft24dTp8+jT///FNvYyHGgULiXSgUCsjlco3bNm/ejBMnTuDq1avg8XhcSDx+/DgCAgK46xwdHY1y75ExqK+vx6FDhyAUCnHkyBG4uroiPj4eCQkJCA0N1XhBVavV+PHHHzF69Giz2OvEzszIZDKN9oB2dna4evUqbGxsMHHiRLMIFd0pLi5GUVERgoODdbYs2TnMKBQKjVqMug7fbMtEKysrs/23ZKsdXL9+HUOGDEFLSwvs7e25YG6o5VJtUygUSE9Ph42NDQICAvodEFUqFVatWoX09HScOnXKqN7wUkgknZnnNIUWWVpaavwRK5VKpKSkYM2aNV2eLBwdHY3qD96Y2djYYMmSJViyZAmamppw+PBhCIVCxMXFwc7OjtubExoaimeffRYnTpxAWlqayQdEALCwsICTkxOcnJy4GnY3b95ETk4OLCwsYGFhwe1RMqdw0bHgeVhYGGxsbHT2s3g8Huzs7GBnZwcfHx80NjaioqICRUVFyMnJ0Wm9y5aWFojFYtjb22tl1slYXb9+HTdv3sTkyZNha2vLnfivqKhAQUEBrK2tNU5Km+LjwM4GW1tbay0grlmzBn/88YfRBUQAXIcpmUymcbtMJjO6sRL9oJnEXhIKhXjkkUdQUlKC0aNHAwA3k+ju7o7W1lb4+vpi3bp1iI+PN/BoTU9LSwtSU1MhEomwf/9+tLS0YNCgQfjss8/wyCOPmOXya21tLTIzMzF69Gg4Ojpys1/G3h6wNxiGwZUrV1BRUWHwk9psSZKKigrU19fDzs6OW/rv7+xXc3MzxGIxnJycen3y1ZSws8GhoaHdnsZVKBTcwZfq6moMGTKEC4y2trYm8biwAXH48OFamQ1Wq9V4+eWXcezYMaSlpcHLy0s7A9WyadOmYerUqdi2bRuAW+P28PDACy+8QAdX7kEUEntp/vz5AIDffvuNu62qqgr/+c9/MGPGDFhYWEAoFOLDDz9EcnIyBcU+ksvliIuLQ01NDUJCQpCamgoej4e4uDgIBAI8+OCDZrGUzx7E6dxmjy16XFFRAZlMZnTtAXtDrVYjNzcXtbW1OmlB1x+de/Gys199KV/U1NTEdd/oWFzZ3BQVFaG4uLjHs8EqlQpVVVVceR0LCwvuMe5P+zpdUiqV3H5SbbSGVKvV2LBhA/bv34+0tDSt9HfWlb1792LZsmX4+uuvMXXqVGzduhW//vor8vPz+3zAjJiuezYkbtiwAVu2bLnjNXl5eRg/fjz38c2bN+Hp6Ylff/31rpuJly5diqKiIvz+++9aGe+95Pr164iKioKfnx/27NmDoUOHQqlU4syZM9i3bx9SUlKgUCgQGxsLPp+POXPmmGQ3jvLycuTm5t71IE537QEdHBzg6upqkPaAvaFSqXDp0iW0tLQgNDTUqP+d2NkvmUwGuVyOoUOHcmHG2tr6jqGP7RYzevRojB071qwDYklJCUJDQ/u0XaDj4aL+tK/TJfZE+uDBg7Vy4EitVuP111/HL7/8glOnTsHX11dLI9WdL7/8kiumHRwcjC+++ALTpk0z9LCIAdyzIZEtGHsn3t7eGi/A77zzDrZt24bS0tK7zuRs374d7777LsrLy7Uy3ntFQUEB5syZAz6fj23btnW7xKpSqXD27FkkJiYiOTkZDQ0NmD9/Pvh8PsLDw41qpup2rl+/jsLCwj61LWO7ZMhkMo32gM7OzkZ1WKBjKR9j6TDSU93VCezuNDrwv7qdHh4e8Pb2NuCodYvt/BMWFqaVjiAd+3ZXVlaipaUFDg4OBuuNDtz6d+9Ysqi/AZFhGLz77rv44YcfkJaWhgkTJmhppIToxz0bEnuLYRiMHTsWCxYswMcff3zX61esWAGxWAyJRKKH0ZmPpqYm/PLLL1i+fHmPZmPUajX++OMPLjBWVlYiMjISAoEAkZGRRtf/tOPhjZCQkH53V2htbeUCI9vyi63FaMiwrFQqNVomGsMMUV+pVCqNOoE8Ho/bK2phYXHXbjHm4OrVq7hx44bWAmJ3mpqauP24DQ0NOmt1eTtsQGTLT/V3DzDDMPjwww/x1Vdf4eTJkwgMDNTSSAnRHwqJPXTixAmEh4d3WYIGgN27d8PS0hIhISEAAJFIhM2bN+O7777D008/bYjh3pPUajXEYjESExORlJSE0tJShIeHQyAQIDo6WqenaXuCYRjk5eWhqqpKJ4c3dNUesC/jkEgk3H4uUz5w0xl7Gr2iogJSqRRKpRI2Njbw8vIy+cNF3WF7h7Mn0vV14KjzXlErKysumPemc1FPtbe3IyMjAxYWFggODtZKQPz888/x8ccf4/jx4wgNDdXSSAnRLwqJPfTYY4+hpKQE586d6/K53bt3Y8uWLSgpKcHAgQMxfvx4vPrqq1i0aJEBRkqAWy/m2dnZEAqFEIlEuHr1KubNmwc+n4+YmJguS4b6GM+lS5fQ1NSE0NBQnS8Ld2wPyO6vYwOjLl5kWWz5F2Poqa1LVVVVyMrKgpeXF9RqNSoqKtDa2qpRWseUlte7w856l5aW6jUgdtZdG8aOLQK1UZYmIyMDPB5PawHxq6++wr/+9S8cPXoUU6dO7df3I8SQKCQSs8fO4CUmJkIkEiE3NxezZ88Gn89HbGwsnJycdBoY2b15KpUKwcHBet9r1df2gL3V1NQEsVgMZ2dnsy7/UlFRgUuXLmkcOGIPF7HLpY2NjdxeURcXF6M+sNMdtlB2WVkZJk+ebDTbNtjORexJaXbp39nZuU9ddVQqFTIzM8EwDEJCQrQSEL/77ju8/vrrOHz4MO6///5+fT9CDI1CIrmnsC9+bGDMzMzEAw88AD6fj/j4eLi6umo13CgUCkgkElhaWiIoKMjge/M69zq+XXvA3qqvr4dEIsGoUaMwbtw4sw2IbL/pwMBAjVZqnbW0tHCBkd0ryj7Ow4YN0+OIe89YA2Jn7NI/uyytVCrh5OQEZ2fnHpWJYgOiWq1GSEhIv/82GYbB7t27sWHDBhw4cACzZs3q1/cjxBhQSCT3LIZhUFxcDKFQiKSkJPz111+47777EB8fDz6fj1GjRvUr7LBLr8baZo9tD8iGGXZWxtXVtVf162pra5GRkQEvL69ue5ibi7KyMuTn5/e63zS7V7SiogJyuRzDhw/nAqMul/77gmEY/P3335BKpQgLCzPagNhZx7qilZWVXJkodum/80yuWq1GZmYmd/JeGwFxz549ePnll5GSkoK5c+f26/sRYiwoJJoJLy8vlJSUaNz2/vvva1TIz87OxurVq3Hx4kU4OztjzZo1WLdunb6HapQYhsHNmzchEokgEolw/vx5hIaGQiAQgM/nw9PTs1cv5g0NDZBIJHB1dYWfn59RBYHudDyQIZPJoFarucB4p2U8thi4j48P3N3d9Txq/bl58yYKCgr63Tu8u/11bL1LQ3ciYRgGBQUFkMlkmDx5stHPeN4JWyaK7arTcSZ3yJAhyMrKglKp1EpABIB9+/Zh9erVSExMRFRUlBbuASHGgUKimfDy8sIzzzyDFStWcLdZW1tzMwH19fXw9fVFeHg4Nm7ciEuXLmH58uXYunUrVq5caahhGyWGYSCVSpGUlASRSITTp08jMDCQC4x3W05lZ9Y8PT0xZswYow+InTEMg7q6Oi4wsst4rq6uGid4ZTIZcnJyMGHCBIwcOdLAo9adkpISXLt2DSEhIbCzs9Pa9+289D9gwACNpX99zjyzbRMrKysRFhZm0gGxs84zuRYWFhgwYAACAwNhb2/f77/P5ORkrFixAr/88gvi4uK0NGpCjAOFRDPh5eWFF198ES+++GK3n9+xYwc2bdoEqVTKHZzYsGEDkpOTkZ+fr8eRmhaGYVBdXY2UlBQkJibi5MmT8PPzA5/PB5/Ph7+/v8aLzN69e1FbW4v58+ebxcxad+0BHR0dMWjQIEilUgQFBcHZ2dnQw9QZtgXd7XoUa0vHTiQVFRVgGIY7kOHo6KjT0jodA+LkyZNNohh9X6jVamRlZaGxsRHW1taQy+UYNGiQxknp3gbzgwcP4umnn8Z///tfLFiwQEcjJ8RwKCSaCS8vL7S2tkKpVMLDwwOPPfYYXnrpJW4pZenSpaivr0dycjL3NWlpaZg7dy7kcjns7e0NNHLTwTAMamtrsX//fgiFQhw7dgxeXl6Ij49HQkICzpw5g9dffx1bt27F0qVLDT1cnWhsbERBQQGqq6vB4/FMpj1gb3Useq7LAtK3+9nsTG5FRQUUCoVG325tHn5iGAb5+fmoqqoy+4CYk5ODpqYmhIWFwdLSUmNPbmVlJRiG0WgReLdgfvToUTzxxBP44Ycf8Oijj+rpnhCiX6bbBoFo+Mc//oHQ0FA4ODjg/Pnz2LhxI8rLy/Hpp58CuHUqs/OhArZZu1QqpZDYAzweD/b29li2bBmWLVuG+vp6HDx4EEKhEA8++CDa29sRGxuLgIAAqNVqozuo0l8Mw0Amk6G+vh5Tp07FoEGDUFFRgdLSUuTl5cHOzo4LjMbUHrC32MMb5eXlmDx5st7rA/J4PNjZ2cHOzg4+Pj5obGxERUUFioqKkJOTo1GLsT/BnC0NJZfLzTogMgyDy5cvawREALCwsICTkxOcnJw0gnlBQQHa2tq4k9Ld1bxMS0vDk08+iZ07d+KRRx4xxN0iRC9oJtGIbdiwAVu2bLnjNd11gAGAH374Ac8++ywaGxsxePBgREREYMyYMfj666+5a3JzcxEQEIDc3Fz4+/trffz3AoZhsHHjRnz33Xd45ZVXkJWVhUOHDsHBwQFxcXFISEjAlClTTL4TB3uogT312jk4ddce0MXFBa6uriYVPjrOrBnj3rympiZuf119fT3s7Ow0DmT0VOeAaMqh/k7YgFhfX4/Jkyf3KFQzDMMF88rKStTU1ODTTz/FvHnz8Mgjj6C0tBSLFi3C1q1be9w+VJfee+89HDp0CJmZmbC0tERtbW2Xa65fv45Vq1YhLS0NVlZWWLZsGd5//32Dl+Qixo9+Q4zY2rVr8dRTT93xGm9v725vnzZtGtrb21FcXAw/Pz+MGDECMplM4xr2Y7YgMOmd9vZ2PPvsszhx4gTOnz8PX19fALdK3xw9ehQikQgLFy7EsGHDEB8fD4FAgOnTp5vcEzPDMMjNzYVcLseUKVO6DU5DhgyBh4cHPDw8NA4KFBYWGqw9YG+x97OmpsZoZ9aGDx+O4cOHc9tL2Me5oKAA1tbWXGC80+PM3s/a2lqzD4i5ubmoq6vrcUAEbs3kWltbw9raGmPHjkVVVRVmzZqFAwcO4L333gMAxMbG4v777zd4QARu1WJ9+OGHMX36dHz//fddPq9SqRATE4MRI0bg/PnzKC8vx9KlSzFo0CD861//MsCIiSmhmUQz9dNPP2Hp0qWoqqqCvb09d3BFJpNxSyevvfYaRCIRHVzpo8cffxxZWVk4evQoRo0a1e01ra2tOHHiBEQiEVJSUjBgwADExcVBIBBg5syZRt+6rb/tBLtrD8jOMBpTjUC1Wo3Lly+joaFBL20TtU2hUHBddTo+zi4uLrC2tuYeZ3Zmra6uDmFhYSZ3P3uKnSmtqanR2v1MT09HTEwMYmNj0dzcjNTUVHh6eiIhIQECgQBTpkwx6BaTXbt24cUXX+wyk3j48GHExsairKyM22K0c+dOrF+/HpWVlWa1l5hoH4VEM3DhwgX8+eefmDNnDqytrXHhwgW89NJLiI6Oxu7duwEAdXV18PPzQ0REBNavX4+cnBwsX74cn332GZXA6aPff/8dAQEBPa6bp1Qqcfr0aSQmJiI5ORlKpRJxcXHg8/mYPXu20bVuU6lUyMrKgkKhQGhoaL9fTNj2gGyNQEtLSy4warM9YG+xQbi5uVljz5qpam9vR3V1NdeGcdCgQdwextLSUjQ0NCAsLMzoft+0RRdL6ZmZmYiJicGmTZuwdu1a8Hg8NDY24ujRo0hOTsbBgwcRHx/PPd8awu1C4uuvv479+/cjMzOTu62oqAje3t6QSCQICQnR70CJSaGQaAYkEgmef/555Ofno62tDWPGjMGTTz6Jl19+WeOFoGMxbScnJ6xZswbr16834MjvXe3t7Th79iwXGBsbGzF//nwIBALMmzfP4EudSqWSe1HRRsuyzm5XI9DV1bVf7QH7Mo7s7GwuCBv7zG5vqdVq7nEuLy8HwzAYMWIERo4cCQcHB7M8XHXlyhXutLY2AmJOTg6io6Oxdu1abNy4sdvfTaVSierqaoNu3bldSFy5ciVKSkpw9OhR7rbm5mYMHz4cv/32G6Kjo/U8UmJKKCQSYmAqlQp//PEH1x6wuroakZGREAgEiIiI0Ps+Prbf9ODBgxEUFKTzQzfaag/YW2zvXpVKhZCQELMLiCy2/EtDQwN8fHy4x1qlUmmU1jGXw1UVFRVa21Oal5eH6OhorFq1Cm+++abe3rz05dAihUSiCxQSCTEiarUa6enpXGAsLS3FQw89BIFAgKioKNjY2Oj057e2tkIsFsPa2tog/aY7tgdkg0xP2gP2Vnt7OzIyMsDj8RAcHGxyh4l6qrv6gMCtQFVfX889zmyRdHZZ2tQCc8eAqK1T6QUFBYiOjuZOAutzO0RlZSWqq6vveI23t7fG1ghabia6QCGRECOlVquRnZ2NxMREiEQiXLt2DeHh4eDz+YiJidF6r9+mpiZIJBI4Ojp26SRjCHdqD+jo6NjnYKdUKiGRSDBo0CBMmjTJ5GfQbqc3ey3Zki8VFRVobGyEvb09d/DF2PcuMgyDwsJCrq6lNgLitWvXEBUVhUceeQQff/yxSSzL3+3gSnl5OVxcXAAA33zzDV599VVUVFQY/b8vMSwKiYSYALacBxsY8/LyMGfOHPD5fMTGxsLR0bFfoa6hoQESiQQjR46Ej4+PwQNiZx3bA1ZUVKClpaVPM18KhQJisRhDhw5FUFCQSbz49wX7BqO1tbXXh45aWlq4x7ljzUsXFxejqxvJdsYpLS3F5MmTtbI1o6SkBFFRUYiLi8MXX3xh9L8j169fh1wux/79+/HRRx/h999/BwCMGzcOVlZWUKlUCA4OhpubGz788ENIpVI8+eST+L//+z8qgUPuikIi0Zvi4mK88847OHnyJKRSKdzc3PDEE09g06ZN3ItYcXFxl84wwK0T3Pfdd5++h2yU2I4gbGDMysrCzJkzwefzERcXB1dX116FvNraWmRkZMDT0xNjxowxuoDYnc4zXw4ODlyQuV0gamtrg1gshpWVlUGW0vWlY0AMCwvr19Jxx5qXcrkcw4cP5x5nYyhhxLZO1FZALC0tRUREBCIiIrBjxw6T+B156qmnuj1VnZaWhtmzZwO4FXxXrVqFU6dOYfjw4Vi2bBk++OADs91mQbSHQiLRmyNHjmDv3r1YsmQJxo0bh5ycHKxYsQJPPvkkPv74YwD/C4nHjx9HQEAA97WOjo4mt09KHxiGQVFREbeH8eLFi7jvvvvA5/PB5/Ph5uZ2xxfy6upqZGVlYdy4cfDw8NDjyLWnubmZC4y360LS0tICsVgMOzs7BAQEGDzc6IpardYoW6TNvxmlUqlRwmjw4MHc46ztrQ89ce3aNVy/fl1rrROlUikiIyPxwAMP4LvvvjPbbQiE9AaFRGJQH330EXbs2IFr164B+F9IzMjIQHBwsGEHZ2IYhsHNmzchEokgEolw7tw5TJ48GXw+HwKBAB4eHhov5Hv27EFbWxsiIyPh5uZmwJFrD9sesKKiArW1tbCxsYG9vT3Kysrg4uKC8ePHm21AZOtaKpVKnZfz6a6EkbOzM1xcXHR6Ip1VVFSEkpIShIWFwdraut/fr6KiAtHR0QgNDcXu3btpho2Q/49CIjGof/7znzhy5AjS09MB/C8kuru7o7W1Fb6+vli3bh3i4+MNPFLTwjAMpFIpkpKSIBQKcebMGQQFBUEgEIDP5yM1NRX//Oc/sX37dixZssTQw9UJhUKBGzduoKioCAzDcG3rXF1djbo9YF+wAbG9vV3v5XzUajVqamq4cM4wDFdax9HRUeszcsXFxSguLtZaQKyqqkJMTAzGjx+PPXv20IoFIR1QSCQGU1hYiLCwMHz88cdYsWIFgFtP2P/5z38wY8YMWFhYQCgU4sMPP0RycjIFxT5iGAZVVVVITk6GUCjE8ePHoVarsWjRIqxfv95sZ9fYwzijRo2Ch4cHt1RaXV1ttO0B+6JjvcfQ0FCDzoJ1PJFeUVEBhUIBJycnODs7w9nZud9jKykpwbVr1xAWFqaVclA1NTWIjY2Fp6cnfv31V5PvtkOItlFIJP3Wl8KvpaWlmDVrFmbPno3vvvvujl+7dOlSFBUVcaf2SN8wDIP3338fH330EVavXo2srCwcO3YM3t7eiI+PR0JCAgICAkxis/7d1NfXQyKRwMPDA97e3hqfM9b2gH3BBkS1Wq2Tzjj9wTCMxgGjpqYmODo6csvSvQ1k169fx9WrVxEaGgpbW9t+j6+uro476CUSiagUDCHdoJBI+q23hV/Lysowe/Zs3Hfffdi1a9ddQ8n27dvx7rvvory8XGtjvtcwDIMNGzZg9+7dSE1NRVBQEIBbL5QHDx6ESCTCkSNHMHLkSPD5fCQkJCA4ONgkAyN7WnvMmDHw8vK647W3aw/I7q0z5sCoUqmQkZEBhmGMLiB253YHjJydne/aHeXGjRsoLCzUWkBsaGiAQCCAtbU19u/fr5X2fYSYIwqJRK9KS0sxZ84chIWF4ccff+zRfqUVK1ZALBZDIpHoYYTm6R//+AdSUlJw/Phx+Pj4dHtNY2MjfvvtN4hEIvz2229wcHBAfHw8BAIBpkyZYhKnPeVyOTIzM+Hj4wN3d/defe3t2gO6uLgYXZ/j9vZ2jd7apvBv01FraytXWqempobbL+ri4tJlv+jNmzdRUFCA0NBQ2NnZ9ftnNzU1YeHChRgwYAAOHjxodvtTCdEmColEb0pLSzF79mx4enpi9+7dGi9sI0aMAADs3r0blpaWXKsokUiEzZs347vvvsPTTz9tkHGbg8OHD2PixIk9Dk7Nzc1ITU2FUCjkXkjZwDh9+nSjDCVVVVXIzs6Gn58fRo0a1a/vdbv2gLo6jNEbHVsKmmJA7EyhUHS7X9TFxQX19fUoKChASEgI7O3t+/2zWlpasGjRIiiVShw+fFgrB18IMWcUEone7Nq167ZBj/013L17N7Zs2YKSkhIMHDgQ48ePx6uvvopFixbpc6ikg9bWVpw4cQJCoRD79+/HwIEDERcXB4FAgAceeMAoToNWVFTg0qVLmDBhAkaOHKnV7327wxguLi5wcnLS6zIvGxAtLCwQHBxs8gGxs/b2dm75v6KiAmq1Gi4uLvDw8ICdnV2/lv9bW1uxePFi1NfX4+jRo1pZtibE3FFIJIT0mFKpxKlTp5CYmIjk5GSoVCrExcWBz+dj9uzZBjkdKpPJkJOTg4kTJ8LV1VWnP0tb7QH7or29HRKJBAMHDjTrntMAUF5ejtzcXIwZM4arfQmAm2Hs7fJ/W1sbnnjiCchkMhw7dkwrs5KE3AsoJBJC+qS9vR1nz57Fvn37kJycjObmZsyfPx98Ph/h4eF6OQxQVlaG/Px8BAYGwtnZWec/r7O+tAfsC6VSiYyMjHsiIEqlUuTm5mLSpElwdHQEoLn8X1lZifb2do1ajHeazVUqlVi6dCmKi4tx8uRJ7nsSQu6OQiIhpN9UKhUuXLjAtQeUy+WIioqCQCDAQw89pJPDAeyBho5hwpB60h6wL5RKJSQSCSwtLREUFGTWAZGdFZ40aRKcnJy6vYZhGNTX13OPdWtr621nc9vb2/HMM88gLy8PJ0+ehIuLi77uSrd60r8eALKzs7F69WpcvHgRzs7OWLNmDdatW2fAkZN7FYVEQohWqdVqXLx4kQuMZWVliIiIAJ/PR3R0tFYOC7A184KDg41y6bC79oBsLca7lXvpqGNAnDRpklGdsNY2dl9pUFBQr2aFO87mHjx4EGfOnEFMTAwefvhhvP/++5BIJEhLS+MOxxlST/rX19fXw9fXF+Hh4di4cSMuXbqE5cuXY+vWrVi5cqWB7wG511BIJOQ2tm/fjo8++ghSqRSTJk3Ctm3bMHXqVEMPy6So1WpkZWUhMTERIpEIxcXFCA8PR3x8PGJiYmBra9vrwwhFRUUoLi7WWs08XVMoFFyIkcvlsLKy4mYYraysbvt1SqUSYrEYQ4YMQVBQkFkHxMrKSmRnZyMwMLBfs33Xrl3Dnj17cOjQIVy6dAmWlpZ45ZVX8NRTT2HcuHFaHLH2dO5fv2PHDmzatAlSqZSbXdywYQOSk5ORn59vyKGSexCFREK6sXfvXixduhQ7d+7EtGnTsHXrVuzbtw9Xrlwx+JKVqWIYBpcvX0ZiYiKSkpKQn5+POXPmgM/nIzY2Fg4ODncMjAzD4Nq1a7hx44bW+vbqm1Kp5OoD3qk9oEKhgEQiwdChQxEYGHhPBERtHTxSq9V4+eWXceTIEaxevRqnT5/G8ePHMX78eCxYsAALFixAYGCg0RRK79y/funSpaivr0dycjJ3TVpaGubOnQu5XG6UM+fEfFFIJKQb06ZNw5QpU/Dll18CuPXC4+7ujjVr1mDDhg0GHp3pYxgGBQUFEAqFEIlEyMrKwsyZMyEQCBAXFwcXFxeNF3G1Wo3ExES4uroiLCzsjjNwpuJ27QEdHBxQUFCA4cOHm31AZGtbBgQEaC0gbtiwAfv378epU6e4lox1dXUaheJ/+OEHPProo/3+ef3VXf/6iIgIjBkzBl9//TV3XW5uLgICApCbmwt/f39DDZfcg8z32YeQPlIoFBCLxQgPD+dus7CwQHh4OC5cuGDAkZkPHo8HPz8/vPbaa7h48SLy8/MRFRWFn3/+Gb6+voiOjsaOHTtQWlrKHT5Yv349/P39zSIgAsDAgQMxYsQIBAUFYdasWfD19UVraysyMjLQ0tICS0tL1NbWwlzfx1dXVyM7Oxv+/v5aC4ibN29GUlISjh8/rtGz29bWFkuWLMG+fftQVVWF+Pj4fv+8jjZs2AAej3fH/zovFZeWliIqKgoPP/wwFxAJMTbG3eyTEAOoqqqCSqXq8sLl6upKe4J0gMfjYezYsVi3bh1effVV3LhxAyKRCCKRCOvWrYO9vT2USiX27NljkDI3+jBgwADY2tqisLAQLi4ucHNz45Zhgb7XBzRWcrkcWVlZ8Pf310rxc4Zh8O677+Lnn39GWloafH19b3ttbw4O9dTatWvx1FNP3fGajqG1rKwMc+bMwf33349vvvlG47oRI0ZAJpNp3MZ+bAyHb8i9hUIiIcRo8Hg8eHh44MUXX8Tq1auxePFinD17Fr6+vhAIBJg0aRL4fD74fD7Gjh1rNPvK+qutrQ1isRjW1tYICAiAhYUFnJ2d4e/vj5qaGlRUVCA3N9eo2gP2VU1NDTIzMzF+/HitBcQtW7bg+++/x8mTJw2yHOvs7NzjNzAd+9f/+9//7hL6p0+fjk2bNkGpVHLlfI4dOwY/Pz/aj0j0zvTfkhKiZU5OThgwYEC37+bpnbx+KBQKLFmyBH///Teys7Nx7tw5lJWVYeXKlTh79iwmT56M+++/Hx988AHy8/NNekmWDYg2NjaYOHGiRmjg8XhwcHDA+PHjMXPmTISEhMDS0hIFBQU4ffo0srOzIZVK0d7ebsB70HO1tbXIyMiAr68v3Nzc+v39GIbB1q1b8eWXXyI1NRWBgYFaGKXusP3rPTw88PHHH6OyshJSqRRSqZS75rHHHoOlpSWeeeYZXL58GXv37sXnn3+Ol19+2YAjJ/cqOrhCSDemTZuGqVOnYtu2bQBu7Xfy8PDACy+8QAdXdKy1tRWLFi1CeXk5UlNTuxTKZhgGNTU1SElJgUgkwrFjxzB27FjEx8cjISEBEyZMMJkl2dbWVojFYtja2iIgIKDHM6MMw6CxsREymUzv7QH7ig2IPj4+GD16dL+/H8Mw2L59O95//30cPXrUJMpT9aR/PaBZTNvJyQlr1qzB+vXr9TVMQjgUEgnpxt69e7Fs2TJ8/fXXmDp1KrZu3Ypff/0V+fn5Ou8PfK+TSqVYu3Yttm/fDjs7u7teX1dXhwMHDkAkEuHIkSMYNWoUBAIBtzxtrIGRDYh2dnaYMGFCv5bO9dUesK/q6uogkUgwbtw4uLu79/v7MQyDb7/9Fm+88QYOHz6M+++/XwujJIR0RiGRkNv48ssvuWLawcHB+OKLLzBt2jRDD4vcQUNDg0apEycnJ8THx0MgEGDKlClGExhbW1uRnp4OBwcH+Pv7a3Vvpa7aA/ZVfX09xGIxxo4dCw8Pj35/P4ZhsHv3bmzYsAEHDx7Egw8+qIVREkK6QyGREGKWmpubcfToUQiFQhw8eBDW1taIj48Hn8/H9OnTDXboo6WlBWKxWCcBsbPbtQd0cXHBsGHDdPZzWQ0NDUhPT4e3tzc8PT37/f0YhsGePXvw8ssvIyUlBXPnztXCKAkht0MhkRBi9lpbW3H8+HEIhULs378flpaWiI2NRUJCAmbMmKG3PXwtLS1IT0+Hk5MTxo8fr9fT2X1tD9hXDQ0NEIvF8PLygpeXV7+/H8Mw2LdvH1544QUkJiYiKiqq/4MkhNwRhURCyD1FqVQiLS0NiYmJSElJgVqtRkxMDBISEjBr1iyd7eFjA6KzszP8/PwMWr7ndu0BXVxcYG1t3e+xNTY2Ij09HZ6enhgzZoxWxpycnIyVK1fil19+QWxsrFa+JyHkzigkEkLuWe3t7fj999+RmJiI5ORkNDc3IyYmBnw+H/PmzdPaHr7m5maIxWKjCIid3a49oIuLC2xtbXs91sbGRojFYowePRpjx47VyhgPHjyIp59+Gj/++CMSEhK08j0JIXdHIZEQQgCoVCqcP38eQqEQSUlJqK2tRVRUFAQCAR566KE+7+Frbm5Geno6XF1d4evra1QBsTOVSoXq6mpUVFSgsrISAwYM4AKjvb39Xcfe1NSE9PR0jBo1CuPGjdPKmI4ePYonn3wS33//vVH0WybkXkIhkRAT8v7770MkEiE/Px9Dhw7F/fffjy1btsDPz4+7Zvbs2Th9+rTG1z377LPYuXOnvodrstRqNf766y8uMEqlUkRERIDP5yMqKgrW1tY9+j5NTU0Qi8UYMWIEfHx8jDogdqZWq1FTUwOZTIbKykowDHPH9oBsGB45ciTGjRunlft68uRJLF68GDt37sTjjz9uUo8fIeaAQiIhJiQqKgqLFy/GlClT0N7ejtdeew05OTnIzc3F8OHDAdwKib6+vnj77be5rxs2bBhsbGwMNWyTplarkZmZicTERIhEIpSUlCA8PBx8Ph/z58+/7ZJsQ0MDJBIJ3NzctBaaDIUtYM4efOncHrCtrQ3p6elaDcNnzpzBww8/jM8//xxPP/20ST9+hJgqComEmLDKykq4uLjg9OnTXL242bNnIzg4GFu3bjXs4MwQwzDIyclBYmIikpKScOXKFcyZMwcCgQAxMTFwcHAAj8eDRCLB448/ju+//x7Tp083q4DDMAzq6+u5bi9tbW0AAHt7ewQGBmrlpPiFCxeQkJCALVu24LnnnjOrx48QU0IhkRATVlhYCB8fH1y6dAkTJ04EcCskXr58GQzDYMSIEYiLi8PmzZv1UhfvXsIwDK5cuQKhUAiRSIRLly5h5syZCA0NxTfffIPFixfjk08+MZoC3rrQ3NyMixcvYsiQIVCpVFppD3jx4kXw+Xy8/fbbWLNmDQVEQgyIQiIhJkqtViM+Ph61tbU4e/Ysd/s333wDT09PuLm5ITs7G+vXr8fUqVMhEokMOFrzxjAMrl27hu3bt2Pbtm1Qq9WYMWMGBAIB4uPjMXLkSLMLO2zXGEdHR67mY1NTEzfD2Jf2gBkZGYiNjcWmTZuwdu1as3vMCDE1FBIJMVGrVq3C4cOHcfbsWYwePfq21508eRLz5s1DYWGh1kqSkK6ys7Mxb948rFmzBsuWLYNIJIJIJMKFCxcwdepU8Pl88Pl8uLu7m3z46Ulbwc7tAW1tbeHq6nrb9oCXLl3C/PnzsXbtWmzcuNEoHqP4+HhkZmaioqIC9vb2CA8Px5YtW+Dm5sZdk52djdWrV+PixYtwdnbGmjVrsG7dOgOOmhDtoZBIiAl64YUXkJKSgjNnzty1WHFTUxOsrKxw5MgRREZG6mmE95bMzEyEh4fj5ZdfxmuvvcbdzjAMysrKkJSUBKFQiLNnzyI4OJgLjN7e3kYRhnqDPaRiZ2eHCRMm9Gj8ndsDMgyDM2fOYPHixQgICEBubi7mz5+P559/Hm+88YbRPCafffYZpk+fjpEjR6K0tBSvvPIKAOD8+fMAbvWl9vX1RXh4ODZu3IhLly5h+fLl2Lp1K1auXGnIoROiFRQSCTEhDMNgzZo1SEpKwqlTp+Dj43PXrzl37hweeOABZGVlISgoSA+jvLe0trZi3LhxWLNmDdavX3/b6xiGQUVFBZKTkyEUCnHq1ClMmDABfD4fAoHA6GsoArcColgsho2NDQICAvo0XoVCgT/++ANvvvkmxGIxRo4cCblcjiVLluCbb74x6sdg//79EAgEaGtrw6BBg7Bjxw5s2rQJUqmUW07fsGEDkpOTkZ+fb+DREtJ/FBIJMSHPP/889uzZg5SUFI3aiLa2thg6dCiuXr2KPXv2YP78+XB0dER2djZeeukljB49ukvtRKI9xcXFvepPzDAM5HI5UlJSIBKJcPz4cYwdOxZ8Ph8JCQnw9/c3ugMvCoUC6enpsLa2xsSJE7US5tLT0xEfHw8nJyeUlpbCy8sLCxYswMKFCxESEmJUgVEul2PVqlUoLS3l9gAvXboU9fX1SE5O5q5LS0vD3LlzIZfLYW9vb6DREqIdxvUsRAi5ox07dqCurg6zZ8/GyJEjuf/27t0LALC0tMTx48cRERGB8ePHY+3atVi4cCEOHDhg4JGbt94ERADg8XhwdHTE8uXLcfDgQUilUmzYsAF5eXmYNWsWQkND8cYbbyAzMxNqtVo3g+4FhUIBsVgMKyurPs8gdlZcXIwnn3wSTzzxBAoKClBZWYm3334bV69exaxZszB27Fh8/fXXWhh9/6xfvx7Dhw+Ho6Mjrl+/jpSUFO5zUqkUrq6uGtezH0ulUr2OkxBdoJlEQggxIg0NDfjtt98gFApx+PBhODk5cUvSkydP1vsMo1KphFgsxtChQxEYGKiVn19aWoqIiAhERERgx44dXb5na2srjh07hsGDByMiIqLfP6+jDRs2YMuWLXe8Ji8vD+PHjwcAVFVVQS6Xo6SkBG+99RZsbW1x8OBB8Hg8REREYMyYMRphNjc3l9tn6e/vr9WxE6JvFBIJIcRINTc348iRIxAKhTh06BBsbGwQHx8PPp+P++67DwMGDNDpz2cD4pAhQxAUFKSVgFheXo6oqCjMnDkT3377rc7vQ2eVlZWorq6+4zXe3t7dluy5efMm3N3dcf78eUyfPp2Wm4nZG2joARBCCOnesGHDsGDBAixYsICbXRMKhXj00UcxePBgxMXFISEhATNmzMDAgdp9OlcqlZBIJBg8eLDWAmJFRQViY2MxdepUgwREAHB2doazs3OfvpZd+me7zEyfPh2bNm2CUqnkCocfO3YMfn5+FBCJWaCZREIIMTEKhQJpaWlITEzk9sjFxMQgISEBDz74YI8KV99Je3s7JBIJBg0ahEmTJmklIFZVVSEmJgb+/v7Ys2eP1kOttv3555+4ePEiHnjgAdjb2+Pq1avYvHkzZDIZLl++jMGDB6Ourg5+fn6IiIjA+vXrkZOTg+XLl+Ozzz6jEjjELNDBFUKIzrz55pvg8Xga/7F7vYBbe89Wr14NR0dHWFlZYeHChZDJZAYcsWmwtLREZGQkvv32W5SVleGXX37B0KFD8dxzz8Hb2xvPPvssDh8+jNbW1l5/7/b2dmRkZGDgwIFam0GsqakBn8/H2LFj8eOPPxp9QARuzeKKRCLMmzcPfn5+eOaZZxAUFITTp09j8ODBAG5VFUhNTUVRURHCwsKwdu1avP766xQQidmgmURCiM68+eabSExMxPHjx7nbBg4cCCcnJwC3usYcOnQIu3btgq2tLV544QVYWFjg3LlzhhqySVOpVDh37hyEQiGSkpJQV1eH6OhoCAQChIeH37V/t0qlgkQigYWFBYKDg7WyHFxXV4e4uDi4urpCJBJxAYsQYvwoJBJCdObNN99EcnIyMjMzu3yurq4Ozs7O2LNnDxYtWgQAyM/Ph7+/Py5cuID77rtPz6M1L2q1Gn/99RcSExORlJQEmUyGyMhI8Pl8REVFwcrKSuP6hoYGJCUlYcKECQgJCdFKQGxoaACfz4eNjQ3279/fbTs+QojxouVmQohO/f3333Bzc4O3tzcef/xxXL9+HQAgFouhVCoRHh7OXTt+/Hh4eHjgwoULhhqu2bCwsMB9992Hjz/+GH///TdOnz4NX19fvPfee/Dy8sLixYvx888/o66uDg0NDYiNjcX333+vtRnEpqYmLFq0CEOHDkVycjIFREJMEM0kEkJ05vDhw2hsbISfnx/Ky8vx1ltvobS0FDk5OThw4ACefvpp7qQoa+rUqZgzZ85da9mRvmEYBjk5Odi3bx+SkpJw5coVWFlZYdiwYTh69Ci8vLz6XSy7paUFixYtQnt7Ow4fPtxl1pIQYhqMf/cwIcRkRUdHc/8fFBSEadOmwdPTE7/++iuGDh1qwJHdu3g8HgIDAxEYGIjXXnsNUVFRKCwshIODA0JCQvDggw9CIBAgNjYWzs7OvQ6Mra2tWLJkCVpbW3HkyBEKiISYMFpuJoTojZ2dHXx9fVFYWIgRI0ZAoVCgtrZW4xqZTIYRI0YYZoD3EIVCgUcffRTNzc24fPkysrKykJubi4ceegj//e9/4ePjg/nz52Pnzp0oKytDTxad2tra8OSTT0Iul+O3336Dra2tHu4JIURXKCQSQvSmsbERV69exciRIxEWFoZBgwbhxIkT3OevXLmC69evY/r06QYcpflTKpVYvHgxbt68iaNHj8LW1hY8Hg/jxo3D+vXr8ccff6CwsBB8Ph8ikQj+/v6IiIjAtm3bcP369W4Do1KpxFNPPYXS0lIcPXqUikkTYgZoTyIhRGdeeeUVxMXFwdPTE2VlZXjjjTeQmZmJ3NxcODs7Y9WqVfjtt9+wa9cu2NjYYM2aNQCA8+fPG3jk5q2goACrVq3Cvn374ODgcMdrGYZBWVkZRCIRRCIRzp49i5CQEPD5fPD5fIwZMwYqlQrPPPMM8vLykJaW1ueOJoQQ40IhkRCiM4sXL8aZM2dQXV0NZ2dnPPDAA3jvvfcwduxYALf2r61duxY///wz2traEBkZia+++oqWm/WAYZhe7zdkGAYymQzJyckQiUQ4deoU/P39wePx0NzcjDNnztC/HSFmhEIiIYSQXmMYBnK5HHv27MEHH3yA06dPY9y4cYYeFiFEiygkEkIIIYSQLujgCiGEEEII6YJCIiGEEEII6YJCIiGEELPQ1taG4OBg8Hi8Lv3Cs7OzMXPmTAwZMgTu7u748MMPDTNIQkwIhURCCPn/2JZ0nf9bvXo1AGD27NldPvfcc88ZeNSEtW7dOri5uXW5vb6+HhEREfD09IRYLMZHH32EN998E998840BRkmI6aC2fIQQ8v9dvHgRKpWK+zgnJwcPPfQQHn74Ye62FStW4O233+Y+HjZsmF7HSLp3+PBhpKamQigU4vDhwxqf++mnn6BQKPDDDz/A0tISAQEByMzMxKeffoqVK1caaMSEGD8KiYQQ8v91LgL9wQcfYOzYsZg1axZ327Bhw6gWoJGRyWRYsWIFkpOTuw3tFy5cwIMPPghLS0vutsjISGzZsgU1NTXUHYaQ26DlZkII6YZCocCPP/6I5cuXaxSd/umnn+Dk5ISJEydi48aNaG5uNuAoCcMweOqpp/Dcc89h8uTJ3V4jlUrh6uqqcRv7sVQq1fkYCTFVNJNICCHdSE5ORm1tLZ566inutsceewyenp5wc3NDdnY21q9fjytXrkAkEhluoGZqw4YN2LJlyx2vycvLQ2pqKhoaGrBx40Y9jYyQewcV0yaEkG5ERkbC0tISBw4cuO01J0+exLx581BYWMi1GiTaUVlZierq6jte4+3tjUceeQQHDhzQmO1VqVQYMGAAHn/8cezevRtLly5FfX09kpOTuWvS0tIwd+5cyOVyWm4m5DZoJpEQQjopKSnB8ePH7zpDOG3aNACgkKgDzs7OXfaIdueLL77Au+++y31cVlaGyMhI7N27l/v3mT59OjZt2gSlUolBgwYBAI4dOwY/Pz8KiITcAYVEQgjp5N///jdcXFwQExNzx+vYWnwjR47Uw6hIdzw8PDQ+trKyAgCMHTsWo0ePBnBrm8Bbb72FZ555BuvXr0dOTg4+//xzfPbZZ3ofLyGmhEIiIYR0oFar8e9//xvLli3DwIH/e4q8evUq9uzZg/nz58PR0RHZ2dl46aWX8OCDDyIoKMiAIyZ3Y2tri9TUVKxevRphYWFwcnLC66+/TuVvCLkL2pNICCEdpKamIjIyEleuXIGvry93+40bN/DEE08gJycHTU1NcHd3R0JCAv75z3/CxsbGgCMmhBDdoJBICCGEEEK6oDqJhBBCCCGkCwqJhBBCCCGkCwqJhBBCCCGkCwqJhBBiQs6cOYO4uDi4ubmBx+NpFIgGbrWpe/311zFy5EgMHToU4eHh+PvvvzWukcvlePzxx2FjYwM7Ozs888wzaGxs1OO9IISYAgqJhBBiQpqamjBp0iRs3769289/+OGH+OKLL7Bz5078+eefGD58OCIjI9Ha2spd8/jjj+Py5cs4duwYDh48iDNnzlA5GEJIF3S6mRBCTBSPx0NSUhIEAgGAW7OIbm5uWLt2LV555RUAQF1dHVxdXbFr1y4sXrwYeXl5mDBhAi5evIjJkycDAI4cOYL58+fj5s2bcHNzM9TdIYQYGZpJJIQQM1FUVASpVIrw8HDuNltbW0ybNg0XLlwAAFy4cAF2dnZcQASA8PBwWFhY4M8//9T7mAkhxotCIiGEmAmpVAoAcHV11bjd1dWV+5xUKoWLi4vG5wcOHAgHBwfuGkIIASgkEkIIIYSQblBIJIQQMzFixAgAgEwm07hdJpNxnxsxYgQqKio0Pt/e3g65XM5dQwghAIVEQggxG2PGjMGIESNw4sQJ7rb6+nr8+eefmD59OgBg+vTpqK2thVgs5q45efIk1Go1pk2bpvcxE0KM10BDD4AQQkjPNTY2orCwkPu4qKgImZmZcHBwgIeHB1588UW8++678PHxwZgxY7B582a4ublxJ6D9/f0RFRWFFStWYOfOnVAqlXjhhRewePFiOtlMCNFAJXAIIcSEnDp1CnPmzOly+7Jly7Br1y4wDIM33ngD33zzDWpra/HAAw/gq6++gq+vL3etXC7HCy+8gAMHDsDCwgILFy7EF198ASsrK33eFUKIkaOQSAghhBBCuqA9iYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpAsKiYQQQgghpIv/B9aQ5ZlzlwVPAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_clusters = 10 # number of clusters you want\n", "# --------------------------\n", "# 1. Load Point Cloud\n", "# --------------------------\n", "# Replace 'your_point_cloud.ply' with your file path.\n", "pcd = o3d.io.read_point_cloud(\"gt_filtered.ply\")\n", "target_points = np.asarray(pcd.points)\n", "print(f\"Loaded point cloud with {target_points.shape[0]} points.\")\n", "\n", "embedding_target = get_embedding(target_points, num_clusters)\n", "\n", "# --------------------------\n", "# 5. k-means Clustering on the Embedding\n", "# --------------------------\n", "kmeans = KMeans(n_clusters=4, random_state=42).fit(embedding_target)\n", "target_labels = kmeans.labels_\n", "# clusterings = DBSCAN(eps=5e-3, min_samples=10).fit(embedding_target)\n", "# print(clusterings)\n", "# # kmeans = KMeans(n_clusters=num_clusters, random_state=42).fit(embedding_source)\n", "# target_labels = clusterings.labels_\n", "print(f\"Cluster labels assigned: {np.unique(target_labels)}\")\n", "\n", "# --------------------------\n", "# 6. Visualization\n", "# --------------------------\n", "# Color the point cloud based on cluster labels\n", "# Create a color map (each cluster gets a different color)\n", "colors = plt.get_cmap(\"tab10\")(target_labels / (num_clusters - 1))[:, :3] # use tab10 colormap\n", "\n", "# Assign colors to the original point cloud and visualize using Open3D\n", "pcd.colors = o3d.utility.Vector3dVector(colors)\n", "o3d.visualization.draw_geometries([pcd], window_name=\"Spectral Clustering Result\")\n", "\n", "# For a quick 3D matplotlib plot:\n", "fig = plt.figure(figsize=(10, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "scatter = ax.scatter(target_points[:, 0], target_points[:, 1], target_points[:, 2],\n", " c=target_labels, cmap=\"tab10\", s=1)\n", "ax.set_title(\"3D Visualization of Spectral Clustering on Point Cloud\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(15943, 10)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "embedding_source.shape" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1;33m[Open3D WARNING] Read PLY failed: unable to read file: noisy_filtered_4.ply\u001b[0;m\n", "Loaded point cloud with 8499 points.\n", "[0.81044259 0.76071882 0.56220598 ... 0.23399371 0.16625845 0.1393772 ]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "RPly: Unexpected end of file\n", "RPly: Error reading 'view_px' of 'camera' number 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "DBSCAN(eps=0.01, min_samples=2)\n", "Cluster labels assigned: [-1 0 1 2 3 4 5 6 7 8 9 10 11]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_clusters = 10 # number of clusters you want\n", "# --------------------------\n", "# 1. Load Point Cloud\n", "# --------------------------\n", "# Replace 'your_point_cloud.ply' with your file path.\n", "pcd = o3d.io.read_point_cloud(\"noisy_filtered_4.ply\")\n", "source_points = np.asarray(pcd.points)\n", "print(f\"Loaded point cloud with {source_points.shape[0]} points.\")\n", "\n", "embedding_source = get_embedding(source_points, num_clusters)\n", "\n", "# --------------------------\n", "# 5. k-means Clustering on the Embedding\n", "# --------------------------\n", "clusterings = DBSCAN(eps=1e-2, min_samples=2).fit(embedding_source)\n", "print(clusterings)\n", "# # kmeans = KMeans(n_clusters=num_clusters, random_state=42).fit(embedding_source)\n", "source_labels = clusterings.labels_\n", "print(f\"Cluster labels assigned: {np.unique(source_labels)}\")\n", "\n", "# --------------------------\n", "# 6. Visualization\n", "# --------------------------\n", "# Color the point cloud based on cluster labels\n", "# Create a color map (each cluster gets a different color)\n", "colors = plt.get_cmap(\"tab10\")(source_labels / (num_clusters - 1))[:, :3] # use tab10 colormap\n", "\n", "# Assign colors to the original point cloud and visualize using Open3D\n", "pcd.colors = o3d.utility.Vector3dVector(colors)\n", "o3d.visualization.draw_geometries([pcd], window_name=\"Spectral Clustering Result\")\n", "\n", "# For a quick 3D matplotlib plot:\n", "fig = plt.figure(figsize=(10, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "scatter = ax.scatter(source_points[:, 0], source_points[:, 1], source_points[:, 2],\n", " c=source_labels, cmap=\"tab10\", s=1)\n", "ax.set_title(\"3D Visualization of Spectral Clustering on Point Cloud\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 0, 0, ..., 0, 0, 0])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clusterings.labels_" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def write_ply(points, output_path):\n", " \"\"\"\n", " Write points and parameters to a PLY file\n", " \n", " Parameters:\n", " points: numpy array of shape (N, 3) containing point coordinates\n", " output_path: path to save the PLY file\n", " \"\"\"\n", " with open(output_path, 'w') as f:\n", " # Write header\n", " f.write(\"ply\\n\")\n", " f.write(\"format ascii 1.0\\n\")\n", " \n", " # Write vertex element\n", " f.write(f\"element vertex {len(points)}\\n\")\n", " f.write(\"property float x\\n\")\n", " f.write(\"property float y\\n\")\n", " f.write(\"property float z\\n\")\n", " \n", " # Write camera element\n", " f.write(\"element camera 1\\n\")\n", " f.write(\"property float view_px\\n\")\n", " f.write(\"property float view_py\\n\")\n", " f.write(\"property float view_pz\\n\")\n", " f.write(\"property float x_axisx\\n\")\n", " f.write(\"property float x_axisy\\n\")\n", " f.write(\"property float x_axisz\\n\")\n", " f.write(\"property float y_axisx\\n\")\n", " f.write(\"property float y_axisy\\n\")\n", " f.write(\"property float y_axisz\\n\")\n", " f.write(\"property float z_axisx\\n\")\n", " f.write(\"property float z_axisy\\n\")\n", " f.write(\"property float z_axisz\\n\")\n", " \n", " # Write phoxi frame parameters\n", " f.write(\"element phoxi_frame_params 1\\n\")\n", " f.write(\"property uint32 frame_width\\n\")\n", " f.write(\"property uint32 frame_height\\n\")\n", " f.write(\"property uint32 frame_index\\n\")\n", " f.write(\"property float frame_start_time\\n\")\n", " f.write(\"property float frame_duration\\n\")\n", " f.write(\"property float frame_computation_duration\\n\")\n", " f.write(\"property float frame_transfer_duration\\n\")\n", " f.write(\"property int32 total_scan_count\\n\")\n", " \n", " # Write camera matrix\n", " f.write(\"element camera_matrix 1\\n\")\n", " for i in range(9):\n", " f.write(f\"property float cm{i}\\n\")\n", " \n", " # Write distortion matrix\n", " f.write(\"element distortion_matrix 1\\n\")\n", " for i in range(14):\n", " f.write(f\"property float dm{i}\\n\")\n", " \n", " # Write camera resolution\n", " f.write(\"element camera_resolution 1\\n\")\n", " f.write(\"property float width\\n\")\n", " f.write(\"property float height\\n\")\n", " \n", " # Write frame binning\n", " f.write(\"element frame_binning 1\\n\")\n", " f.write(\"property float horizontal\\n\")\n", " f.write(\"property float vertical\\n\")\n", " \n", " # End header\n", " f.write(\"end_header\\n\")\n", " \n", " # Write vertex data\n", " for point in points:\n", " f.write(f\"{point[0]} {point[1]} {point[2]}\\n\")\n", "\n", " print(True)\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1, 1, 1, ..., 1, 1, 1])" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "target_labels" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True\n", "Saved cluster 0 with 1 points to cluster_0_target.ply\n", "True\n", "Saved cluster 1 with 50437 points to cluster_1_target.ply\n", "True\n", "Saved cluster -1 with 1 points to cluster_-1_source.ply\n", "True\n", "Saved cluster 0 with 6 points to cluster_0_source.ply\n", "True\n", "Saved cluster 1 with 10 points to cluster_1_source.ply\n", "True\n", "Saved cluster 2 with 7 points to cluster_2_source.ply\n", "True\n", "Saved cluster 3 with 49 points to cluster_3_source.ply\n", "True\n", "Saved cluster 4 with 92 points to cluster_4_source.ply\n", "True\n", "Saved cluster 5 with 2738 points to cluster_5_source.ply\n", "True\n", "Saved cluster 6 with 1141 points to cluster_6_source.ply\n", "True\n", "Saved cluster 7 with 1576 points to cluster_7_source.ply\n", "True\n", "Saved cluster 8 with 48 points to cluster_8_source.ply\n", "True\n", "Saved cluster 9 with 110 points to cluster_9_source.ply\n", "True\n", "Saved cluster 10 with 340 points to cluster_10_source.ply\n", "True\n", "Saved cluster 11 with 2381 points to cluster_11_source.ply\n" ] } ], "source": [ "import numpy as np\n", "import open3d as o3d\n", "\n", "# Assuming 'points' is a numpy array (N x 3) of your point cloud\n", "# and 'labels' is a numpy array (N,) containing the cluster label for each point.\n", "\n", "# Get all unique cluster labels\n", "unique_labels = np.unique(target_labels)\n", "\n", "# Loop through each cluster and save the corresponding points as a PLY file\n", "for label in unique_labels:\n", " # Extract points for the current cluster\n", " cluster_points = target_points[target_labels == label]\n", " # Define a filename for the cluster\n", " filename = f\"cluster_{label}_target.ply\"\n", " \n", " # Save the point cloud to a PLY file\n", " write_ply(cluster_points, filename)\n", " print(f\"Saved cluster {label} with {len(cluster_points)} points to {filename}\")\n", "\n", "unique_labels = np.unique(source_labels)\n", "# Loop through each cluster and save the corresponding points as a PLY file\n", "for label in unique_labels:\n", " # Extract points for the current cluster\n", " cluster_points = source_points[source_labels == label]\n", " # Define a filename for the cluster\n", " filename = f\"cluster_{label}_source.ply\"\n", " \n", " write_ply(cluster_points, filename)\n", " print(f\"Saved cluster {label} with {len(cluster_points)} points to {filename}\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1;33m[Open3D WARNING] Read PLY failed: unable to read file: noisy_filtered_2.ply\u001b[0;m\n", "Cluster labels assigned: [0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "RPly: Unexpected end of file\n", "RPly: Error reading 'view_px' of 'camera' number 0\n", "/home/sy/anaconda3/envs/vision/lib/python3.9/site-packages/sklearn/base.py:1473: ConvergenceWarning: Number of distinct clusters (1) found smaller than n_clusters (3). Possibly due to duplicate points in X.\n", " return fit_method(estimator, *args, **kwargs)\n" ] } ], "source": [ "import open3d as o3d\n", "import numpy as np\n", "from sklearn.cluster import KMeans\n", "\n", "# -----------------------------\n", "# Step 1: Load or create a point cloud\n", "# -----------------------------\n", "# Option 1: Load a sample point cloud file (replace the path with your file)\n", "# pcd = o3d.io.read_point_cloud(\"your_point_cloud.ply\")\n", "\n", "# Option 2: Create a synthetic point cloud for demonstration\n", "# num_points = 1000\n", "pcd = o3d.io.read_point_cloud(\"noisy_filtered_2.ply\")\n", "# pcd = o3d.geometry.PointCloud()\n", "# pcd.points = o3d.utility.Vector3dVector(np.random.rand(num_points, 3))\n", "\n", "# -----------------------------\n", "# Step 2: Estimate normals required for FPFH computation\n", "# -----------------------------\n", "pcd.estimate_normals(search_param=o3d.geometry.KDTreeSearchParamHybrid(radius=1e-4, max_nn=300))\n", "\n", "# -----------------------------\n", "# Step 3: Compute FPFH features\n", "# -----------------------------\n", "# Adjust the radius parameters based on your point cloud scale\n", "fpfh = o3d.pipelines.registration.compute_fpfh_feature(\n", " pcd,\n", " o3d.geometry.KDTreeSearchParamHybrid(radius=1e-3, max_nn=100)\n", ")\n", "# fpfh.data is of shape (33, num_points). Transpose it to (num_points, 33)\n", "features = np.array(fpfh.data).T\n", "\n", "# -----------------------------\n", "# Step 4: Cluster the features (using KMeans in this example)\n", "# -----------------------------\n", "# Here we choose 3 clusters; adjust n_clusters as needed\n", "n_clusters = 3\n", "kmeans = KMeans(n_clusters=n_clusters, random_state=0)\n", "labels = kmeans.fit_predict(features)\n", "print(f\"Cluster labels assigned: {np.unique(labels)}\")\n", "# -----------------------------\n", "# Step 5: Color the point cloud based on cluster labels\n", "# -----------------------------\n", "# Define a simple color palette for clusters\n", "# (For more clusters, extend this list with additional RGB colors)\n", "colors_palette = np.array([\n", " [1, 0, 0], # Red\n", " [0, 1, 0], # Green\n", " [0, 0, 1] # Blue\n", "])\n", "# Ensure labels map correctly to colors:\n", "colors = colors_palette[labels % len(colors_palette)]\n", "pcd.colors = o3d.utility.Vector3dVector(colors)\n", "\n", "# -----------------------------\n", "# Step 6: Visualize the colored point cloud\n", "# -----------------------------\n", "o3d.visualization.draw_geometries([pcd])\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "vision", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.20" } }, "nbformat": 4, "nbformat_minor": 2 }