{ "cells": [ { "cell_type": "code", "source": [ "%load_ext autoreload\n", "%autoreload 2" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-11-27T08:00:15.975767Z", "start_time": "2025-11-27T08:00:15.911967Z" } }, "outputs": [], "execution_count": 1 }, { "cell_type": "code", "source": [ "from lux.lux import LUX\n", "from sklearn.datasets import make_classification\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import accuracy_score,classification_report\n", "import sklearn\n", "from sklearn.ensemble import RandomForestClassifier\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import shap\n", "import lime\n", "from anchor import anchor_tabular\n", "from sklearn.preprocessing import MinMaxScaler" ], "metadata": {}, "outputs": [], "execution_count": null }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:27.114406Z", "start_time": "2025-11-27T08:00:26.262465Z" } }, "source": [ "dataset_size = 1000\n", "neighborhood_size=100" ], "outputs": [], "execution_count": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Create synthetic classification dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Make moons" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:27.194557Z", "start_time": "2025-11-27T08:00:27.122865Z" } }, "source": [ "X,y = sklearn.datasets.make_moons(n_samples=dataset_size, noise=0.25, random_state=0)#factor=0.5\n", "Xdf = pd.DataFrame(X, columns=['x1','x2'])" ], "outputs": [], "execution_count": 4 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:27.968555Z", "start_time": "2025-11-27T08:00:27.889060Z" } }, "source": [ "X_train, X_test, y_train, y_test = train_test_split(pd.DataFrame(X), y, test_size=0.33, random_state=42)\n", "X_train.columns = ['x1','x2']\n", "X_test.columns = ['x1','x2']" ], "outputs": [], "execution_count": 5 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:28.369278Z", "start_time": "2025-11-27T08:00:28.000207Z" } }, "source": [ "X_train.plot(kind='scatter',x='x1', y='x2',style='.', c=y_train, colormap='viridis')" ], "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 6 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:28.502713Z", "start_time": "2025-11-27T08:00:28.414896Z" } }, "source": [ "#xgb_model = xgb.XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n", "from sklearn.svm import SVC\n", "svc = SVC(kernel='rbf',probability=True)\n", "svc.fit(X_train, y_train)\n", "svc_preds = svc.predict(X_test)\n", "print(accuracy_score(y_test, svc_preds))\n", "\n", "print(classification_report(y_test, svc_preds))" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9181818181818182\n", " precision recall f1-score support\n", "\n", " 0 0.93 0.89 0.91 153\n", " 1 0.91 0.94 0.93 177\n", "\n", " accuracy 0.92 330\n", " macro avg 0.92 0.92 0.92 330\n", "weighted avg 0.92 0.92 0.92 330\n", "\n" ] } ], "execution_count": 7 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:28.720891Z", "start_time": "2025-11-27T08:00:28.536235Z" } }, "source": [ "from sklearn.linear_model import LogisticRegression\n", "xclf = RandomForestClassifier()\n", "xclf.fit(X_train, y_train)\n", "lr_preds = xclf.predict(X_test)" ], "outputs": [], "execution_count": 8 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:28.809675Z", "start_time": "2025-11-27T08:00:28.742920Z" } }, "source": [ "print(accuracy_score(y_test, lr_preds))\n", "\n", "print(classification_report(y_test, lr_preds))" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9272727272727272\n", " precision recall f1-score support\n", "\n", " 0 0.92 0.92 0.92 153\n", " 1 0.93 0.93 0.93 177\n", "\n", " accuracy 0.93 330\n", " macro avg 0.93 0.93 0.93 330\n", "weighted avg 0.93 0.93 0.93 330\n", "\n" ] } ], "execution_count": 9 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:29.036518Z", "start_time": "2025-11-27T08:00:28.851841Z" } }, "source": [ "fig, ax = plt.subplots()\n", "point = [1.0,0.0]\n", "ax.plot(point[0], point[1], 'or', markersize=8)\n", "X_test.plot(kind='scatter',x='x1', y='x2', c=y_test, colormap='viridis', ax=ax)" ], "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 10 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:29.130314Z", "start_time": "2025-11-27T08:00:29.067458Z" } }, "source": [ "X_test_appended = pd.concat((X_test,pd.DataFrame([point], columns=['x1','x2'])))\n", "y_test_appended = np.concatenate([y_test,[1]])" ], "outputs": [], "execution_count": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decision Boundaries" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:30.102091Z", "start_time": "2025-11-27T08:00:29.162036Z" } }, "source": [ "\n", "h = .02 # step size in the mesh\n", "# create a mesh to plot in\n", "x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n", "y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "\n", "\n", "# Plot the decision boundary. For that, we will assign a color to each\n", "# point in the mesh [x_min, m_max]x[y_min, y_max].\n", "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])\n", "ZZ = xclf.predict(pd.DataFrame(np.c_[xx.ravel(), yy.ravel()], columns=['x1','x2']))\n", "\n", "\n", "# Put the result into a color plot\n", "Z = Z.reshape(xx.shape)\n", "fig,ax= plt.subplots(1,2, figsize=(12,3))\n", "ax[0].contour(xx, yy, Z, cmap=plt.cm.Paired)\n", "Xdf.plot(kind='scatter',x='x1', y='x2',style='.', c=y, colormap='viridis',ax=ax[0])\n", "\n", "ZZ = ZZ.reshape(xx.shape)\n", "ax[1].contour(xx, yy, ZZ, cmap=plt.cm.Paired)\n", "X_train.plot(kind='scatter',x='x1', y='x2',style='.', c=y_train, colormap='viridis',ax=ax[1])\n", "ax[0].set(title='SVM decision boundary')\n", "ax[1].set(title='XGBoost decision boundary')\n", "fig.savefig('dataset.png')" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but SVC was fitted with feature names\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Confidence plots" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:31.068161Z", "start_time": "2025-11-27T08:00:30.134928Z" } }, "source": [ "import matplotlib.pylab as plt\n", "from matplotlib import colors,cm\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(12,3))\n", "\n", "y_test_proba = svc.predict_proba(X_test_appended)\n", "confidence_svc = pd.DataFrame(MinMaxScaler().fit_transform(pd.DataFrame({'SVC_0':y_test_proba[:,0], 'SVC_1':y_test_proba[:,1]})))\n", "\n", "y_test_proba_xg = xclf.predict_proba(X_test_appended)\n", "confidence_xgb = pd.DataFrame(MinMaxScaler().fit_transform(pd.DataFrame({'XGB_0':y_test_proba_xg[:,0],'XGB_1':y_test_proba_xg[:,1]})))\n", "\n", "X_test_1 = X_test_appended.iloc[y_test_appended==1]\n", "X_test_2 = X_test_appended.iloc[y_test_appended==0]\n", "X_test_1.columns=['x1','x2']\n", "\n", "cmapp = cm.viridis\n", "\n", "\n", "c=0\n", "cmap = colors.LinearSegmentedColormap.from_list(\n", " 'incr_alpha', [(0, (*tuple(cmapp.colors[c]),0)), (1, cmapp.colors[c])])\n", "ax[0].scatter(X_test_1['x1'], X_test_1['x2'], c=confidence_svc.iloc[y_test_appended==1,1].values, cmap=cmap)#, ec=None, s=10**2)\n", "\n", "\n", "c=int(255*.5)\n", "cmap = colors.LinearSegmentedColormap.from_list(\n", " 'incr_alpha', [(0, (*tuple(cmapp.colors[c]),0)), (1, cmapp.colors[c])])\n", "ax[0].scatter(X_test_2['x1'], X_test_2['x2'], c=confidence_svc.iloc[y_test_appended==0,0].values, cmap=cmap)#, ec=None, s=10**2)\n", "ax[0].set(title='SVM uncertainty in predicions')\n", "\n", "\n", "c=0\n", "\n", "cmap = colors.LinearSegmentedColormap.from_list(\n", " 'incr_alpha', [(0, (*tuple(cmapp.colors[c]),0)), (1, cmapp.colors[c])])\n", "ax[1].scatter(X_test_1['x1'], X_test_1['x2'], c=confidence_xgb.iloc[y_test_appended==1,1].values, cmap=cmap)#, ec=None, s=10**2)\n", "\n", "\n", "c=int(255*.5)\n", "cmap = colors.LinearSegmentedColormap.from_list(\n", " 'incr_alpha', [(0, (*tuple(cmapp.colors[c]),0)), (1, cmapp.colors[c])])\n", "ax[1].scatter(X_test_2['x1'], X_test_2['x2'], c=confidence_xgb.iloc[y_test_appended==0,0].values, cmap=cmap)#, ec=None, s=10**2)\n", "ax[1].set(title='XGB uncertainty in predictions')\n", "\n", "ax[0].plot(point[0], point[1], 'or', markersize=8)\n", "ax[1].plot(point[0], point[1], 'or', markersize=8)\n", "\n", "\n", "fig.savefig('uncertainty-point.png')\n", "\n", "h = .02 # step size in the mesh\n", "# create a mesh to plot in\n", "x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n", "y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "\n", "\n", "# Plot the decision boundary. For that, we will assign a color to each\n", "# point in the mesh [x_min, m_max]x[y_min, y_max].\n", "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])\n", "ZZ = xclf.predict(pd.DataFrame(np.c_[xx.ravel(), yy.ravel()], columns=['x1','x2']))\n", "\n", "\n", "# Put the result into a color plot\n", "Z = Z.reshape(xx.shape)\n", "fig,ax= plt.subplots(1,2, figsize=(12,3))\n", "ax[0].contour(xx, yy, Z, cmap=plt.cm.Paired)\n", "ax[0].scatter(X_test['x1'], X_test['x2'], c=y_test, cmap='viridis')\n", "\n", "ZZ = ZZ.reshape(xx.shape)\n", "ax[1].contour(xx, yy, ZZ, cmap=plt.cm.Paired)\n", "ax[1].scatter(X_test['x1'], X_test['x2'], c=y_test, cmap='viridis')\n", "ax[0].set(title='SVM decision boundary')\n", "ax[1].set(title='XGBoost decision boundary')\n", "\n", "ax[0].plot(point[0], point[1], 'or', markersize=8)\n", "ax[1].plot(point[0], point[1], 'or', markersize=8)\n", "fig.savefig('decbound-point.png')\n", "plt.show()" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but SVC was fitted with feature names\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" 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A/fv358iRIxw5coRdu3YxduxY/vzzT9OyMnjWH7/Yn1WoUIEiRYqY+jN7+72MGTOSL18+Jk6cyJQpUzhx4kSKplEnx9I1w4t9TGxsLDt27KB169a4ubmZXTM0adKE2NhY/v33X8B4zVCwYEHq1auXolgqVKjA5s2bGTx4MLt37yYmJsbu+G19xomyZMmSpC9PyTVD3bp18ff3N/2u0+no0KEDV69eNU1/37lzJ3Xr1iVHjhxm+3br1o3o6Ohkp2/bw57Yd+3aZfG65kUPHjygd+/e5MiRAwcHBxwdHcmVKxeA3dcMn3zyCQC//vqraduMGTMoUaIENWrUSMG7k9KbHIRL/wnlypXj66+/ZsWKFdy/f58vvviCmzdvJplm1LNnT0JCQli/fj1gnIru4eFB+/btLR5bURS6d+/O4sWLTdO3qlevbndsidO2smTJYrbdwcEBX19fs23BwcFs2LDB7GLD0dGRYsWKAZhuKjx8+JCsWbOarXu3x5AhQ5g0aRL//vsvjRs3xtfXl7p163L06FGb8SeXLT1r1qxJpqW5ubnh4uJits3Z2ZnY2Fi7Ynzxc3p+W+K5QkJCLMbzfLuUsif2kJAQsw7fWtydO3dmxowZfPjhh2zdupXDhw9z5MgR/Pz8kr2YSe49OTs78/HHH7N06VJCQ0N5+PAhf/75Jx9++CHOzs6peZuSJEmv3aRJkzh48CBLly6lQIEC9OjRI8n3YM6cOQGSDMA6d+5sGmC/8847yR4/e/bslCtXjnLlylGrVi2GDBnC0KFDWbFiBVu3bgXs78/sbacoCjt27KBhw4ZMmDCBd955Bz8/P/r165fsml97hISEJHt98GIfExISgl6v56effkpyzdCkSRPA/JohNcnTpk+fztdff83atWupXbs2GTNmpFWrVkmWob0YF9h/zfDi+wRjv2fPgB/S95rBnthDQkKsxphI0zQaNGjA6tWr+eqrr9ixYweHDx823Uix95rB39+fDh06MGfOHAwGA6dPn2bv3r3/2VJu/8/kIFz6z3F0dGT48OGAMRHH89599118fHyYN28eDx8+5K+//qJDhw54eHhYPWa3bt149OgRs2fPpnv37imKJ/FL+sXEXYnr1p6XKVMmGjRoYLrYePEnsYSan58f9+/fT/EddwcHBwYMGMDx48d5/Pgxf/zxB3fu3KFhw4ZER0dbjT+5dWP3798nU6ZMKYrBluQSnCVuS4zF19fXYjyAKabEAfWLidWSW49tL19fX4KDg23GHRYWxl9//cVXX33F4MGDqVu3LuXLl6dEiRI8fvw42WNbyoT+ySefkJCQwLx58/j111/R6/X07t071e9BkiTpdTp//jzDhg2jS5cudOjQgQULFnD16lW+/fZbs3aJa8QTb5Qnypw5s2mAnZLSoCVLlgQwPXW3tz9LSb+XK1cu5s6dS1BQEJcuXeKLL75g5syZDBo0yO44n+fr65vs9cGLfYyPjw86nY5u3bpZvGZIHIz7+fklm3jOFnd3d0aOHMnFixcJCgpi1qxZ/Pvvv0lmjL0YP8hrhkS+vr5WY0x09uxZTp06xcSJE+nbty+1atWifPnyyQ70E1m6Zujfvz937txh3bp1zJgxgwwZMiSZWSG9+eQgXHqjWUookjht58UEFC4uLnTu3Jlt27Yxfvx4EhIS7JrSnS1bNgYNGkTz5s3p2rVrimJMrDG+ZMkSs+1//vlnkoznzZo14+zZs+TLl890wfH8T+L7ady4MbGxsWbZvVMqQ4YMtG3bls8++4zHjx8nyQaaqHLlyri6uiZJknL37l3TFK9X6dy5c0mmKS5duhRPT0/TE5C6dety/vx50/T0RIkZw2vXrg1gykB7+vRps3YvXuClRO3atYmIiEhyjKVLl5r9rigKQogkT6t/++03DAZDis4ZEBBAu3btmDlzJrNnz6Z58+amJ0aSJElvMr1eT9euXcmUKZOpEkelSpUYMGAA06ZNY//+/aa2rVu3pmjRoowdO9Ysa3dqJWYoz5w5MwB16tQBSNKfHTlyhAsXLpj6s9T2ewULFuS7776jRIkSZv1TSp7sJvZfL14zvNjHuLm5Ubt2bU6cOEHJkiWTvWZIHMA1btyYy5cvp3qpFhifsHbr1o1OnTpx6dIlizfu7f2MX5UdO3aY3Rg3GAwsX76cfPnymZ7+161bl507dybJDL5w4ULc3NxMpdnS6prB0nXN8xIH1C9eM8yZMyfF5yxbtixVqlRh/PjxLFmyhG7duuHu7p7i40jpS9YJl95oiaXHmjdvTuHChdE0jZMnTzJ58mQ8PDzo379/kn169uzJzz//zJQpUyhcuDBVqlSx61w//PBDqmIsUqQI77//PlOnTsXR0ZF69epx9uxZJk2aZFZ7HIwlJLZv306VKlXo168fhQoVIjY2lps3b7Jp0yZmz55N9uzZ6dSpE/Pnz6d3795cunSJ2rVro2kahw4dokiRInTs2DHZWJo3b07x4sUpV64cfn5+3Lp1i6lTp5IrVy4KFCiQ7D4ZMmRg6NChfPPNN3Tp0oVOnToREhLCyJEjcXFxMc06eFWyZs1KixYtGDFiBAEBASxevJjt27czfvx4Uw3ML774goULF9K0aVNGjRpFrly52LhxIzNnzuSTTz6hYMGCgHG6V7169Rg3bhw+Pj7kypWLHTt2sHr16lTH16VLF3788Ue6dOnCmDFjKFCgAJs2bTJNd0zk5eVFjRo1mDhxIpkyZSJ37tzs2bOHuXPnkiFDhhSft3///lSsWBEg2VJ7kiRJb6Jx48Zx9OhRNm/ebPbdN3r0aDZs2ECPHj04efIkrq6u6HQ61q5dS8OGDalQoQK9evWiVq1a+Pj4EBoayqFDhzh16lSy5ctu375tmrobFRXFwYMHGTduHLly5eLdd98FoFChQnz00UemtemNGzfm5s2bDB06lBw5cvDFF18A9vd7p0+fpk+fPrRr144CBQrg5OTEzp07OX36NIMHDzbFVqJECZYtW8by5cvJmzcvLi4ulChRItnPq0GDBtSoUYOvvvqKqKgoypUrx/79+1m0aFGSttOmTaNatWpUr16dTz75hNy5cxMREcHVq1fZsGGDadD9+eefs3z5clq2bMngwYOpUKECMTEx7Nmzh2bNmpkG/i+qWLEizZo1o2TJkvj4+HDhwgUWLVpE5cqVLdaktvczflUyZcpEnTp1GDp0KO7u7sycOZOLFy+alSkbPny4KefOsGHDyJgxI0uWLGHjxo1MmDDBVCavfPnyFCpUiIEDB6LX6/Hx8WHNmjXs27cv1fF9/vnnzJs3j6ZNm/L999/j7+/PkiVLktxkKly4MPny5WPw4MEIIciYMSMbNmwwVQxIqf79+9OhQwcUReHTTz9NdfxSOkrnxHCSZNXy5ctF586dRYECBYSHh4dwdHQUOXPmFB988IE4f/68xf3KlCkjADFhwoRkX38+O7o19mY8jYuLE19++aXInDmzcHFxEZUqVRIHDx5Mkr1cCCEePnwo+vXrJ/LkySMcHR1FxowZRdmyZcW3334rIiMjTe1iYmLEsGHDRIECBYSTk5Pw9fUVderUEQcOHDC1efH4kydPFlWqVBGZMmUSTk5OImfOnKJnz57i5s2bSd77i9lBf/vtN1GyZEnh5OQkvL29RcuWLU3Z2hN17dpVuLu7J3n/L2ZPtSRXrlyiadOmYuXKlaJYsWLCyclJ5M6dW0yZMiVJ21u3bonOnTsLX19f4ejoKAoVKiQmTpwoDAaDWbvAwEDRtm1bkTFjRuHt7S3ef/99cfTo0WSzo9sb+927d0WbNm2Eh4eH8PT0FG3atBEHDhxIcszEdj4+PsLT01M0atRInD17Nsnfxd5/b7lz5xZFihSx2kaSJOlNcfLkSeHo6Ch69eqV7OsHDx4UqqomqR4SFhYmxo4dK8qXLy+8vLyEg4ODyJw5s6hfv774+eefTZUyhEg+O7qLi4soWLCg+Pzzz0VgYKDZsQ0Ggxg/frwoWLCgcHR0FJkyZRLvv/++uHPnTpL4bPV7wcHBolu3bqJw4cLC3d1deHh4iJIlS4off/zRLCv7zZs3RYMGDYSnp6cARK5cuax+bqGhoaJHjx4iQ4YMws3NTdSvX19cvHgxSfbyxPffo0cPkS1bNuHo6Cj8/PxElSpVxPfff2/W7smTJ6J///4iZ86cwtHRUWTOnFk0bdpUXLx40dTmxeMPHjxYlCtXTvj4+AhnZ2eRN29e8cUXX4hHjx6Z2iTXR9r7GdesWVMUK1Ysyfvv2rWrzc8oMd7PPvtMzJw5U+TLl084OjqKwoULiyVLliRpe+bMGdG8eXPh7e0tnJycRKlSpZKtZnL58mXRoEED4eXlJfz8/ETfvn3Fxo0bk82Obm/s58+fF/Xr1xcuLi4iY8aMomfPnmLdunVJjpnYztPTU/j4+Ih27dqJ27dvJ/m7JH7mDx8+tPjZxMXFCWdnZ9GoUSOLbaQ3myKEEK911C9JkiQlcfr0aUqVKsXPP/8s72pLkiRJkmTRhg0baNGiBRs3bjTlBpD+W+QgXJIkKR1du3aNW7du8c0333D79m2uXr1qcRqgJEmSJEn/v86fP8+tW7fo378/7u7uHD9+3GICN+nNJhOzSZIkpaPRo0dTv359IiMjWbFihRyAS5IkSZKUrE8//ZQWLVrg4+PDH3/8IQfg/2HySbgkSZIkSZIkSZIkvSbySbgkSZIkSZIkSZIkvSZyEC5JkiRJkiRJkiRJr4kchEuSJEmSJEmSJEnSa+KQ3gG8apqmcf/+fTw9PWWyAkmSJOmNIIQgIiKCrFmzoqry/verIPt7SZIk6U2Skr7+rRuE379/nxw5cqR3GJIkSZKUxJ07d8iePXt6h/FWkP29JEmS9Cayp69/6wbhnp6egPHNe3l5pXM0kiS9TkFhMSydNZiuLaqQsXA0igoGfS10DnnSOzTp/1x4eDg5cuQw9VHSy5P9vSRJ6aHXpKGMbVgSvxKRxEb44eLZLL1Dkt4QKenr37pBeOKUNC8vL9kpS9L/GS8vLz4ePJN93zWi4bBP8coURlzESRzdC6KqrukdniTJadOvkOzvJUlKD04uznh6uOHlZcBJccPFU37/SObs6evlwjRJkt4qfu7O7M9Vi+jLUWgGBWfPOPQxK9I7LEmSJEmSJEkC5CBckqS3jINOZcqAEXx7MpoHW+IBcHKPxaAPT9/AJEmSJEmSJAk5CJck6S2kKgqNKzcl+MxJ9PHGVTfCsIKEuDvpHJkkSZIkSZL0/y5NB+Hjxo2jfPnyeHp6kjlzZlq1asWlS5ds7rdnzx7Kli2Li4sLefPmZfbs2WkZpiRJb6E2pXOzt3R7rv5+kegwVxycDRjiTqR3WJL01pF9vSRJkiSlTJoOwvfs2cNnn33Gv//+y/bt29Hr9TRo0ICoqCiL+9y4cYMmTZpQvXp1Tpw4wTfffEO/fv1YtWpVWoYqSdJbRlEU+jSqz/fB8UTeepqDUtHSNyhJegvJvl6SJEmSUiZNs6Nv2bLF7Pf58+eTOXNmjh07Ro0aNZLdZ/bs2eTMmZOpU6cCUKRIEY4ePcqkSZNo06ZNWoYrSdJbSFEdQRj/29njAQlxwTg6+6dvUJL0FpF9vSRJkiSlzGtdEx4WFgZAxowZLbY5ePAgDRo0MNvWsGFDjh49SkJCQprGJ0nS26fEO02IOHGO+FhHFAV0DuvRtJD0DkuS3lqyr5ckSZIk617bIFwIwYABA6hWrRrFixe32C4oKAh/f/OnVP7+/uj1eh49epSkfVxcHOHh4WY/kiRJib5qVJujRdtzc9o+YqNcUHUCfdzF9A5Lkt5KadXXg+zvJUmSpLfHaxuE9+nTh9OnT/PHH3/YbPtigXMhRLLbwZgQxtvb2/STI0eOVxOwJElvjcYli7AuOJDoJ64AOLmeI+bJvnSOSpLePmnV14Ps7yVJkqS3x2sZhPft25f169eza9cusmfPbrVtlixZCAoKMtv24MEDHBwc8PX1TdJ+yJAhhIWFmX7u3JEliCRJMufl4sg7H81g3+IthN7zBMDV5zymxeKSJL20tOzrQfb3kiRJ0tsjTQfhQgj69OnD6tWr2blzJ3ny5LG5T+XKldm+fbvZtm3btlGuXDkcHR2TtHd2dsbLy8vsR5Ik6UV1C+flcvm+PF572rQt6sFGQGZMl6SX8Tr6epD9vSRJkvT2SNNB+GeffcbixYtZunQpnp6eBAUFERQURExMjKnNkCFD6NKli+n33r17c+vWLQYMGMCFCxeYN28ec+fOZeDAgWkZqiRJ/wc6lC3I+qA7hFwzXry7Z75PbMTudI1Jkv7rZF8vSZIkSSmTpoPwWbNmERYWRq1atQgICDD9LF++3NQmMDCQ27dvm37PkycPmzZtYvfu3ZQuXZrRo0czffp0WbJEkqSXliODG72+m8/EWX/w6HKGp1vD0jMkSfrPk329JEmSJKVMmtYJT0yyYs2CBQuSbKtZsybHjx9Pg4gkSfp/5+7syD3fQhii9QCouiiMa8OTTwYlSZJ1sq+XJEmSpJR5rXXCJUmS3ggemSAmHgAnt2iiHq4EDOkbkyRJkiRJkvR/QQ7CJUn6vzP2/U/5ffsBHp5zQ2jg7vcEfcL19A5LkiRJkiRJ+j8gB+GSJP3fyeHjQbcvpvP37N8If5QBAEPcAYQWY31HSZIkSZIkSXpJchAuSdL/pYzuTvybpzbRVyLRDArOHnEkxP6JrB0uSZIkSZIkpSU5CJck6f+Sg6ry4xfDGHY6nuDNcQA4ucUh64ZLkiRJkiRJaUkOwiVJ+r+lKgrFilQh+s6957bKBG2SJEmSJElS2pGDcEmS/q95O7uSEBOFphlLlMWE/YFmkLXDJUmSJEmSpLQhB+GSJP1f61w+L4scAwjanYA+3gFX7zjio/akd1iSJEmSJEnSW0oOwiUpjYWHRHB48wkObTpO2KPw9A5HeoGzg47v+wxm4P5zPD7vAoCLVxAJccHpHJkkSZL0X5EQn8Cp3ec4uOEody/fT+9wJEl6wzmkdwCS9LaKiYpl9oDf2bZgF/oE4zpjB0cddd+vwadTu+Pm6ZrOEUqJFEWhTMV2RBzfTobC+XFySUDnsB7N0BpVlym9w5MkSZLeUEII1v60mcWjVxIeEmHaXqJ6EfrP/ohcRbKnY3SSJL2p5JNwSUoD+gQ93zYZy5a5O0wDcON2A9sX7mFww9HExyWkY4TSiwY1qMXRYu25Pm0/MZGuqDqBQf8wvcOSJEmS3mCLR69k5ufzzQbgAOcOXKJ/1W+5dzUwnSKTJOlNJgfhkpQG9q46xJm9F9C0pDWnNYPGhX+vsGf5gXSITLKmbvHCHAi6RXy089MtcekajyRJkvTmCgl8wuLRK5N9TTNoxETGsnDEn685KkmS/gvkIFyS0sCm3/5G1Vn+v5eiKmz89e/XGJFkD52iECNUxNPJC6ruCPEx19I3KEmSJOmNtHPJXhBJb7Yn0vQae/48SHREzGuMSpKk/wI5CJekNPDg1iM0g2bxdaEJHtx+9BojkuyRwdWRuPqfE7TtFDERLugcBA6OOwHLf0tJkiTp/9PDuyFWb7gDGPQGwh7KpKySJJmTg3BJSgMZAzKgqIrF1xVFIWMW79cYkWQPRVEY0LQxSzM149GiSwCoDoLY8DPpHJkkSZL0psmQ2TvZZWfPU1QFz4werykiSZL+K+QgXJLSQMNutRFWOmaBoGH3Oq8xIikl3i1VmKP3LhERYrxwcvE6RGzk4XSOSpIkSXqT1H2vOppmeaaUqlOp3LwcHhncX2NUkiT9F8hBuCSlgTqdq5G3ZK5kp6mpOpVcRbJT74Ma6RCZZI/S2X0o2OcX1kxawZM7XsaN4k76BiVJkiS9Ufxz+dG6X5NkX1N1Cg5ODnQd2eE1RyVJ0n+BHIRLUhpwcnFi4o7hVGzyDrwwK71cg1JM2jUCV3eX9AlOskuxgIxszViC+IfGLG2Kok/niCRJkqQ3Te/JXXnv2zY4uTiabc+aLwsTdwwnb8lc6RSZJElvMof0DkCS3lZevp6MWvc1gdeDObP3AkIIilcrTLb8AekdmmQn4egCeuNUQ2ePMKJD/sHNtzpJ7qxIkiRJ/5dUVaXb6I60G9ico1tPER0RQ47C2ShWpRCKIvsKSZKSl6ZPwv/55x+aN29O1qxZURSFtWvXWm2/e/duFEVJ8nPx4sW0DFOSXpmYyBi2zN/FgmHLWD11Iw/vhhCQ158GXWvRsFttOQD/j+nV5H2O/r2D8CBPANx8L2JIuJXOUUnSm0X29dL/G4PBwKFNx1k0cgVLxqzi8rFruHu7U7N9FRr3rEvxqoXlAFySJKvS9El4VFQUpUqVonv37rRp08bu/S5duoSXl5fpdz8/v7QIT/oPMegN3L0SiNAEWfNnwcnZ0fZOr9mW+buY0XcucTFx6Bx0aAaN2QN/p+Vnjeg9pSs6nS69Q5RSqHbBnFzvNYP9o1pQbUQvPH0j0LQo5F9Skp6Rfb30KgXdfEBUWDSZc2bC0+fNyyp+9cQNRrw7keBbD9E56BBCsGDoMopXK8ywlQPxySwrn0iSZFuaDsIbN25M48aNU7xf5syZyZAhw6sPSPrPMRgMrJryFyunbOBJcBgAnj7utPisEe991wZHpzdjML539SEm95xp+t2QYDD997oZm1F1Kp9M6ZYOkUkvy9vNiTsOOgx649Bb0weDc7F0jkqS3hyyr5dehUMbjzF/6DKunbwJgM5BR60OVeg57j38svumb3BPPbj9kIF1RhATGQsYHxAkuvDvZb6uN4qZx8bj4ChXe0qSZN0bmZitTJkyBAQEULduXXbt2pXe4UjpRAjBpB4z+XXwYtMAHCDiSRRLx65meKsJZh1gehFCMP+7pViaeSaEcSD+JDj0tcYlvRoujir3HNwxxBi/Lp3drxLz+O90jkqS/vtkXy8l2r5oD9+1+IHrp58t9zHoDexevp8+FYfw6F5IOkb3zOppm4iJjEUzJC1LZtBr3Dh7m/1rj6RDZJIk/de8UYPwgIAAfvnlF1atWsXq1aspVKgQdevW5Z9//rG4T1xcHOHh4WY/0tvhxI4z/L3oH0im3LbQBEe2nGTPnwdef2AvuH3hLncu3kdYLguOZhDsWyPrTP8XuTs50LzPHDYt2sjjG8a14a4ZrwMyW7okpUZq+nqQ/f3bKjoihmmf/ArC2Lc/z6DXCH0Qxrxv/0in6MztWLI32QF4IlVV2bVs32uMSJKk/6o3ar5MoUKFKFSokOn3ypUrc+fOHSZNmkSNGsnXVB43bhwjR458XSFKr9HGX7ajc1Ax6JPv8FRVYcPsbdTpXP01R2YuMjTaZhtVpxAVZrud9GYql8ufwzW/4vG6X8n4eeGnWy1fiEmSZFlq+nqQ/f3bas+fB4iLibP4umbQ2PXHPj6b3gN3L7fXGFlS0eHW+3FN04h4HPmaopEk6b/sjXoSnpxKlSpx5coVi68PGTKEsLAw08+dO3deY3RSWrp98Z7FATiApgnuXQl8jRElL0uezDazoBr0Glnz+b+miKS0oFMVxHN/5tgnR0h2moYkSSlmq68H2d+/re5dCcTBwXq6S32CgUf3Hr+miCwLyOtvtUKlzkElR8Gsry8gSZL+s974QfiJEycICLBc1snZ2RkvLy+zH+nt4JnRw+bg1t3b/ZWcSwjBpSNX2fnHPg5vPkF8XILd+/oG+FCx6TuouuT/76QoxprhlVuUeyWxSumjVoFs/PvgFmFPy5W5+JwjNiL9l0NI0tvAVl8Psr9/W3lkcEfTbN/QdPd+NU/Bg24+YM+fB9i76l+ePAizvcNzmn/S0NoYHINeo3Gvei8XoCRJ/xfSdDp6ZGQkV69eNf1+48YNTp48ScaMGcmZMydDhgzh3r17LFy4EICpU6eSO3duihUrRnx8PIsXL2bVqlWsWrUqLcOU3lB1OlXnzN4LFl9XVYW67738VPTzBy8x5aM53Dr37KmKRwZ3uoxoT6u+je2q9dl7SlfO7b9EVHi02XoxRTXuO+DX3m9MJvf/opjIGE7sPEtsVBx5iucgT4lcrz2GQv6eOA9cwILxH/BB705kzB0G3H/tcUjSm0b29dLLqNGuMnO/WWrxdVVVKFSxAJmyZnyp8zx5EMaUD2fx78ZjpklMOgcd9bvW5LNpPXBxc7Z5jMY967Br2T4uHLyc7I2DVn0bU6hcvpeK8/+ZwWDg7N6LhNx/TMYAH0rUKCLLu0pvrTQdhB89epTatWubfh8wYAAAXbt2ZcGCBQQGBnL79m3T6/Hx8QwcOJB79+7h6upKsWLF2LhxI02aNEnLMKU3VN33q7N8wloe3HmE9sK0dFWn4uXrSdOP67/UOS4fu8bAOiPMSooBRIZGMfPz+cRFx9FxcGubx8mWP4AZh8fx69eLObDuiGkgXrhiAbqP7kiZOiVeKs74uAT2LD/A9kV7CH0QRkBefxr3rEuFJmVQ1Td+QkuqaZrGopErWDF5A3HRz9YMFq6Qn4HzPiVX0RyvNZ7cPp4czvwOHR8lQG5QVJmcTZJkXy+9jKz5slC/S03+XvxPksRsKMYKI91Gdnipc0SFRzOgxlDuXws2W0Vk0BvYtmA3Qdcf8MO272wO+JxcnPhh61AWDl/OX79sJybCWKosU3ZfOnzVkpafNXqpOIUQnN5znr9+2catc3fx8HGndoeq1PugBq4eri917DfdvjWHmPn5fB7eeZYJP1O2jPSe0o2a7SqnY2SSlDYUIazldP7vCQ8Px9vbm7CwMDlV7S3w4M4jRrSewJXjN9A5qICCQW8ge8EARq79mpyFs73U8b+qP4pTu89ZzHbq4OTA8vu/4JXR0+5jhj0K5+HdELwyepA5p99LxZd4vEF1R3LjzG0UVUFoAlWnohk0KjUry7CVX761T9ln9J3Luplbkiy9VnUqrp4uzDwynqz5srzWmN7/eSKT3/HHv7Lx4iv6YW7c/OpjdaGg9H9P9k2vnvxM3x4J8QlM7f0L237fjaooKDoVQ4IBNy9XBvz6yUsPwlZM3sCvXy9KOsh/zqh1X1O5uf3LxuJi4rh/NQidowPZCmR56Se2mqYxtfcvbP5thykpraIYuz//nH5M2jWCLLkzv9Q53lT71x5mRJuJxl+S+RN9t+wLarav8nqDsuKDsV8xuWkZMpeKIDYiMy6erdI7JOkNkZJ+SQ7CpTeeEIJzBy5xcudZhCYoVrUQpesUf+knwI/uP6ZT9o+ttlEUhb4/f0jz3g1e6lwvY0iTMRzffjrZGwWKqtDuyxb0Gv++3cfTNI3gmw8x6A1kzuWHk/ObOYC/eyWQ7oX6WXxd56BS7/0aDJz32WuMCo7efsCVBYNo3L0RGXJEAKBPqIODY/7XGof03yL7pldPfqZvn8AbwexbdYio8GiyFQigRttKOLvaniZuS4+in3Pn4j2Lr6s6lcrNyzFi9aCXPldqrZ62kVlfLEj2NdVBJWfhbPxyarJdS+QSPQ56QsSTKDJl9XllOXReNU3T+CBfHx7cfmgx16lvVh+W3Jr1xkxNl4NwyZKU9EtvVIkySUqOoigUr1qY4lUL226cAqHBthOyqA4qjwOfvNLzpsSdS/c4uuWkxdeFJlg/ayvvD2uLq7uL1WMJIdj82w6WjV9L4PVgwLj2vVnvBrw/tM0rudB5lf5etMdqiTqDXmPH0n30m/XRa72RUC5nZrL2n82ObxpRf8SnePmFIbTY13Z+SZKkt1VAHn/aDWzxyo/7OMh6P64ZNB7eDbHaJi1pmsbKKRssv67XuHn2Dqd2n6N07eI2j3d23wXmD13G6T3nAeNN6xrtKtNjTOc37mn6uf2XeHDrodU2IfefcGr3ed6p+3JL+yTpTfL2LiaVJBsy+HvbbKPpNTIG+Lz0uS4fu8aWeTvZuXQvoQ/tz8Z6ctc5bN30jo2M5cqx6zaP9dvgJfz48RwCbwSbtkWGRrF8wlq+aTI2RRnhX4fHgaHYmuKtj9cTFRr1WuJ5noujjgdOzmgGOQVdkiTpTZcxi/V+XNWpZMr2confAB7eDWH7wj1smb+LW+ftL6EXdOOB2Vro5OgcdJzYccbmsQ5vPsHAOiM4u++iaZtBr7FnxUE+Kz/YdBP+TWHvg470fCAiSWlBPgmX/m9lypqRMnVLWF0TrnPUUbN96tei3Tp/hx8++ImrJ248O6aDjiYf1eOTKV2TXcv94M4jYqPi8Mvh+3T9moKtetTW1rkBXD15gz8nrnvaOOm+Z/45z5a5O2nxaUN73laqXTt1k6AbD/DM6EGxqoWsTi3LGJABW6tlHJwccM+Q/lPshBaR3iFIkiRJFjTuWdfqmnDNoNGwe+1kX7NHdEQMP348hz3LD5j1WyVrFuXrhX3JnCNTkn3CH0fwJDiMDH5edpVoQ8FmO32CngndZqAZRJL+U9NrRIZGMeuLBYxa97V9byyVHt0LeZrLR0exqoVw97JcXs7eBx2v4oGIJL1J5CBc+r/24Q/v8Xm170CIZDu3riPapygp2/OCbz3k8+pDiQ6PMdtu0Bv4a/Y2wh6EMfTPL03b9689zKKRf3Lt1C0AnF2dqNDkHZsDUUdnR/KVzm21zaZf/rY6tRtgw+ytaTYIP//vZaZ/+ivXTt40bfPN6kPPse9Rv0vNZPep90FNlnxvuWSRzkGl7nvV02VNu6NOJRQntATjk3BHlzPEhDnh6l32tcciSZIkWdekV102/bqdwOvBSfpBVVUpUaMIFZu+k6pjG/QGvm06lvMHLyfpr8/uv8gX1Ycy6/gE07XEzXN3mPftUv7dcMzYXoFyDUrj4eNO5BPLM7sMCQaKV7O+LO/QxuOEPQy3+Lpm0Pj3r2OEBD7BNw0GtU8ehDH901/Zv/aw6YaHk4sjzT9pSM9xnZN98FCsaiEy5/KzuSa8VK2irzxeSUpPchAuvXEiQ6PYtmA3+9YcIiYylvxl8tCsd4M0qb1ZsGw+Ju0ckbROuI87XUd0oGWf1JcbWT5+LdERMck+ZRea4J+V/3Jg3RFunLnN8R2njWu3npvdHBcTz/61h3FycUSfYEj2OKpOpWH32njYeBp8+9I9qwNwIeDe1SD731wKXDp6jYG1hycpAxdy/wkTus0gLiaeZsmUmsteIICWfRqxbsaWJK+pOhUXDxfe+7ZNmsRsi6ezA/k7j+XcqtmUfq8ann6RuHgdA0ohv1YlSZJsM+gNHFh3hK0LdvHo3mP8svvSsHttKjcvh87h1SbgcvdyY8o/o63WCU9t0q9//zpmNvX7eZreuNZ89dRNZMqWkVO7z7J39SE0g/ZswC7g+N+njf2/hYlvqk4lc85MlGtYymosdy8HmqqnWCKEIPB68CsfhEeFRfFF9aEE3gg2m3EQH5vA6mkbCbrxgOGrBiZJLKeqKp9N7c7wdydYfP+f/Nj9jUnKJkmvirxalN4oN87eZlDdkYQ/ijB1UDfO3GLLvJ28P7QtXV+yVmhyilYuxK+nJ3P56DXuXwvGI4MbpWoXf6knrEIIti3ck6S+uRkFhreeYN5hvtD5aAaNBCFwcXchNirW1LElliorXCE/H02wnRnd2cX2e3H1sJ7YLbXmDPwdg16zOI3ul0ELqft+9WQTy306tTvevl78OWkdsVHP6oQXqpCfL3/7hIC8/mkSsz3alS/J9Mi+ZF34C55fFnm6dt+A/FqVJEmyLiYyhm+ajOXsvoumPvDGmdv8+9cxStYsyvd/DbGZbDSlfDJ7M3r9YIJuPuDS4auoDjqKVyuMT2bb+WGs2b5wj9WBr9AES8esfNa9J9MVagYNRVFwcXcmNjLO7HiqquLu7caodV/bHIg6uzlZHYAncvd69TXHN8zaxv1rQclO+ReaYP/aw5zec55StYoleb1Ky/KMXP0VP/efx4Pbj0zbM2X35dMfu1G9TaVXHq8kpTd5tSi9MRLiE/im8RgiHkeaTelKfIK7ePRKchfP+dL1QpOjKAqFyuenUPlXU2YqPjaeuOg4642evkVbHaaxQxP0+L4T2xf9Q9ijcLLk9qPpR/Wp+34NmzcLLh29xqnd5622UR1U6nSqZj3eVAi6+YAz/1yw2iYmMpb9aw5T7/0aSeNSVT4Y3o62A5tzatc54qLjyFk0O3mK53zlsaaGu4sDCeqzv1989E2c3AqlY0SSJElvvumf/cb5g5eBZ31g4v+e3XuBmZ/P58tfP0mTc2fJnfmVZgh/HBRqux+3Y8m3EILYyDi6jGjPiR1nuHPpPm5ertTtXJ1mvevbTC4X8SSSjb9st34SBbLmy0LuNOhDN/76t9X8NDoHlS3zdyY7CAfjQLxS87Kc3XeRkPtPyBiQgeLVCssn4NJbSw7CpTfGvtWHeXTvscXXVVXhz4nrzAbhmqZxYscZzu67iKIolK5TnBLVi6SojmZacHJxwt3bjaiw6FdyvJiIWOp3rUXHwa1TtF98bDzfNR1LQrzlzOeKouDs4sS7nzd92TCTCLlvO5upzkHlkY3SMK7uLlRq9uatty6Z1ZcbIXfJEVoe9wzROLruIS4yGmePMukdmiRJ0hvpcdATdi7dZ3HgqmmC7b/voefYzmTwe/aU+tb5O+xfe4S46DhyFctBtXcrpktOkBf558rEpSNX7XoCbY8suTMzZc+oFO837ZNfuH3Bci10AAR0H90xTa6RQmxkLzfoNR7cemS1jaqqlKwh135L/x/kIFx6Y5zYccZq8jBNE1w+eo2YqFhc3V24ffEew1uN5+7lwKfrxwSLRq0gb6lcjFr7Nf65/F7vG3iOoig07lmX1dM2vpqOWUnddPE9Kw4SaiVJC4CiU5jw9zAC8rz6qd0+dpSBMxg0MvhneOXnfh3K58rI3q4/smPa19Ts1RLvrOEIcRWQg3BJkqTknPnngs1+0aA3cHbfRaq1rkhMZAw/fPATB9YdQdWpKKqCIcGAZ0YPhizuR/lG6ft927B7HXYvP/DKjueWiqnij+6F8M/Kf21WSukxtjO1OlRNbWhWZcjkZbXWuqpT8c0qM5xLUiI5CJfeGPYOVoUmCH0Yxpe1hhMeYiwNZdA/S/p18+wdPir1pbEkiAIlaxSl8Yd1uXHmNke3niQhXk+hcvlp2L2W2V32V639oBbsXr7f6tN9e6g6lbINSuHmmfKO+cw/F9A56Mw+nxdpeo0chbK+TIgWZc2XhULl83P52DWLFwdOzo5Uf7dCmpz/daheICfveZeg4t0EvLOCrXJykiRJ/8/sKseFsa8XQjC6/RSObT9t3NegGVNvYEzi+l2zceQslgNDgp6chbPT5KN6ODk7suuPfYQ/jsQ/lx+NetQhd7EcafV2eKdeCSo1L8u/fx176a9/Vw8X3qlfMsX7ndt/yeYAHCBb/iypCcsujXrUYcmYVZZnOBg0i9VQJOn/kRyESykWHhLBw7shePq4kznnq3vaXLRKIbYu2GXxdUWB7IWy4erhwpppmwh7FJ5sp6MZNKLDY7j5NNv57Qt3WT9zK2Ac0ApNsG/1IX4fvpwhS/pT/d2KqYpX0zS2/b6HtT9t4saZ2zg4OlC5RVnafdmCQuXz4+OfgRFrvqJPhcGpOn7iewZSnQXc7hlnaTh9v9eE9/m6/ig0QbLl1rqM6IC7d/rX+pYkSZKeiY+N597VIHQOOrIVyPLK1uYWqVTAYhbsRIqiULhiAS4ducqRLSeTbSM0gQBunrkNwN0rgexfexgwLnPSDBqqTmXVj3/R5vOmfDy5a6qnYZ/+5zwrJ2/g6LaTaAaNgmXz0bp/U2p1qIKqqgz980s6ZvuIiMeRqTp+oo6DW6cuIV06L8EDaNmnEZvn7eRJ0JNkysAplKxZjLINrGd3l6T/J2p6ByD9dwReD2Z0+8m0y/IhvcsM4r3cn9K30hCO7zjzSo5fu1NV3DO4oarJdyZCQNsvmqEoCjuW/GPXXV8AzSCe+29jWRChCfTxer7vOIWrJ26kOFaDwcC496YxuedMrp++hWbQiI+NZ9/qQ/Sr8i17VhxM8TGT4+blxvBVAylWJXXJvkrWLGb1KbiiKuQungN3L7fUhmhTqZrFGLPxG/xyZjLb7ublyidTutF+UIs0O7ckSZKUMnExcfz69WLaZfmQj0p+Sc+in/N+7k9ZM31TsjdSUypL7sxUaloWVZf8JaiqU6naugJ+2X3ZvfyA3eXKhME8oasQzxK7rpq6kdVTN6Yq3k2//s2XtYdzaPNxEuL0GPQal45cZWznqfzU5zeEEDg5OyYpw2k3xfieOw1pTachKcv7kqhY1UIoFq6dEqk6lWJVrdcZfxnembyYtm80RV+4XlF1KnXfr8Go9V+jqnLYIUmJ5JNwyS73rwXRp+IQosKizaYaXTp6jcENRzNsxZdUa526J8qJXN1dGLX2a75pPIaEeP2z8hxPS3U06FqLRj3rABD5ChKeCSFQUVg5ZQODF/VL0b5b5+0yrQF7/maAQa+BAj98MJ2SNYuSwc8rVbE5OOpQHXSUqF4Ed+/UD5Crt63EnIG/E/YowmK98vYDW9p1rHtXA7ly7DoOTg6UrFkUr4yedsdRtn4pFl2bwek95wm68QDPjB6Ua1gKZ1dnu4/xX+HoGo4QcSjK2/feJEl6u8XHJTCk0RjO7b9oNm380b3HzPx8PveuBNLnp54vfZ4Bv33CgBpDuXclCIEAgekpdY5CWfl89kcAryy5KcCy8Wtp2acRDo72X/revxbEtE9+AYFZydHEz2bDrG2UqVuS6u9WxCuTJ9ERMSmKycHJGEvOwtnImj8AzaClqkZ6pqwZqdW+CntWHEy2r1d1KjXbV7GrNnjEk0hO7T6HPl5P/nfykr1AgN1xZM7px5Tdo7h1/g6XjlzDwVFHqdrFX3lNckl6G8hbUpJd5gxcmGQADs/WbE35cBbxcZYzcNurZI2i/Hp2Cu/2b4pfDl+8M3lSqlYxRqwexMB5n5ruouYolNXiXfSUMOg1Dqw/kuL9Vk/fZHlamzCuUd86byf+ufwoUrmgxaf7lugTDMTHxHNkywkG1h7BiskbUhwjGNdbj9n4DW5ermZ3yRP/29nNmb/mbGPb77stZlB/eDeEwQ1H061gP8Z0msrINpPokPUjZvSbm6K/uaqqlK5dnEY96lC1VYW3agDuF1AIQ+AjhAY6B4346KUILSK9w5IkSUqRrfN2cmbfBYvrttf9vIULh6689Hl8Mnvz85Hx9J7SldzFcuCZ0YPcxXPw6dTu/PTvWLwzGW9gZysQgKa9mqzjoQ/CuHbyZor22Thnu9Wp3qpOZe1PmwBo2K12yvv6eD36eD03zt5mcs+ZDGs5Hn2CPkXHSNR/Vi/yl8kNPOvjSfwfVeHKsWss+X4VoQ/Dkt0/IT6BmZ/Pp0PWXoxsM4kxnabSvVA/vqo/ige3H6YollxFc9Cgay3qdK4uB+CSZIEchEs2PQ56wsH1Ry0nThMQ8SSKg+uPvpLzBeTx5+NJXVh6azYrH8xjwvZhVG1VwWzQ2+zjBq+sHEhCXMo6PIPewK1zd6xPyxNw+fh1AD4c9x6KqqRqLVriVLpfBi3k0pGrKd4foMA7eZl3YRpdR3YgV5Hs6Bx0pqf3cdFxXDh0hYndf+areqOIiYo12zfsUTj9q37LyV1nzbbr4/Wsn7mVMR1/fCXTE//rJrZtzW+hntxf+4SEWEec3RPQx99M77AkSZJSZMPsbVjrqXQOKpt/2/FKzuXm6cq7/Zvy6+kprH40n19OTaZV38a4ejxLQtqga80UD2ytiY9N2cOCizZKj2kGjctHrwHQ4tOGZMyaEdUh5ZfWiX3yka0n+XPi+hTvD+Du7c6Pe7/nqwV9KFa1EM5uzsYZBk+zyd+9HMjCEcv5sNgX3Dp/x/z8QjC28zTWztic5Jro1O5z9K/6ncXBuyRJqSMH4ZJNQTcf2hxo6RxU7l8Nek0RQY12lajYrOxL17pUVYV8pXKnaB9FVWxeFCiqguPTaWYlaxRl9IYh+GbLmNow0TmorPt5S6r398nszXvftsEzkycvZsNJ7PzPH7jMr18tNnttzfRNhNxPmmQlcb8D645w+p/zVs8ddPMB237fzdYFu7h7+X6q38ObzFGn0rddF9bu3UnUE2OSOSGzpEuS9B9z/1oQ1rp7g17jzmv8Hs+YxYePJ3UFeOn+XuegI2eRbCnax9HZEat3JcA0vd3L15Mf/xlF4fL5UxsiQhOsnbEZgyF168udnB2p36UmFRq9Q3xMvOmYiTRNEPEkiqEtxpvNMDi3/yL7Vh+ymOz2cVCozTX1UeHR7PnzAJvn7uDM3gvyBr0k2SAH4ZJNHhlsZ67WDOKl1i6nlE6nY8SqgXwwrB1evvavTX6Rpgla9W2con1UVaVco9JWp8NrBo2KTd4x/V6+YWkW3/iZjyd3TVWcBr3Gmb0XUrVvouunb3F27wUrddg1tszfSVRYlGnblnk7rT4F0DmobPt9d7KvRTyJZHjrCXyQ7zMmdv+ZST1m0r1wfwY3+p4nwaEv81beWCL9E9RKkiSlmq0knaqq4OnzeqtZtO7XhO+WD0jxAPp5qoNKrY5VTNPc7VWpaVkUK6NwnYNK5RblTL9nyZ2ZafvHMO3AGFzcnVN14+BJUCghL1Ha1KA3sGb6RouDYM2gEXg9mKNbT5m2bft9DzorT/A1g8bmuTuTf03T+H34ctpn+ZDvO/7IlF6zGVBzGN0K9ePs/oupfh+S9LaTg3DJphyFspKraHarnYmiKlRLZa1ng97Att9307fSEFr7duP9PJ8y79ulPLpvvRNycHTgg+HtWHZvDr+d+5G556fSok8j+0769K3Ufa86dTpXS3HM7Qe1tLhOTdWp+OXwpVqbSmbbdTodbb9oRr+fPwQFqx1echwcX648zNl9F21WMUmITeDqiZum30MfWJ9+ZtBryV4sxMcl8FW9UcnWTT2x8wxf1BiW4gQ2kiRJUtqq+1516zeYNUHtjinvMxOd2nOOEW0m0jZzD9pl+ZAfukzn8rFrNver2a4yv56ZwsJrM/j1zBR+2Pqd3edUdSoBefz5ZEq3FMdbv0sNPDN6JP+ZKMbu7d3PmyZ5qWilgkzaOQI37xfysdg5KFdTkZwtUdDNBzwJtt536xx1Zjf2QwKTn/H2vLCHYckO7OcOXsLi0SuTTPUPvB7MV/VGcuXp0jxJkszJQbhkk6IodP++k8W7qooCLT9rRMYsKU++ER+XwLfNxjGx+89cOnqNyCdRBN96yPIJ6/ioxABunLll8xiOTo7kKpKdnIWz0XtSFzzsuEufp3hOvvztE776vU+qSmaUqlmML3/9BFWnmjrnxI42Y4APE7YPw8nZMdl9m3/SkN/OTKHZxw3IVzo3hcrns1leRNWpVGxaNsVxPs/+muHP/jODn7fVpjoHNdlp9nv+PMDVEzeSfYqu6TXuXw1i24Lddgb036Tp386p95Ikvb1a9WuCq6dLsoNOnYNKrmI5Un3Dfdn4tQysPYJ/Nxwl7FEEoQ/C2L1sP30qDGHrgl0291cUhYA8/uQuloOy9UtRtXUFm1PFM2T2ptOQ1sw4NC7FT8HBuM56/LahePp4gPJsEK2oCg4OOr5d+jn5S+dJdt9C5fPz++Wf6Dn2PYpUKki+Urko37i0jfcIOYtke6lkZnYN9IX5NYFvgI/NBwPeft5Jjv3wbggrpiSfOFZoAoNeY8GwZbbjkaT/Q2k6CP/nn39o3rw5WbNmRVEU1q5da3OfPXv2ULZsWVxcXMibNy+zZ89OyxAlO1VtVYFB8z/Dxd3Z+BTXUWdMNqYqtPi0ER9P6pKq4y4ds4rjf58GXli3ZNCICo9hWKsJKcqM6ujkSN33qltt4+DoQOjDcBYMW8akHjPtugufnEY96rDo2gw6DWlNxabvUO3digya/xkLLk0je8GsFvcTwrgmq3i1wvSe3JVpB8bw9cK+ODjqkh0oK09riLb4tGGq4kxUslYxq2v9AFzcnSlYNq/p90Y961h9KmLQG0vHvWjb77utrpsXCLbMT35q23+Vi6OOu47e6KON79vF4zYxIZvSOSpJSnuyr397ZM6Ricm7RuKXwxcwrqNO7AMKVyjAxL+H4eiU/A1ma87svcDcIUsAzJ64Gut5CyZ/OIs7l+6l6Jjv9muSZKbVi1SdysZf/mZk20nsXfVvqjKt5y+Th0XXZ9B/5kdUaVWeSs3K0nVEB5bcmkWNtpWt7hvxOJIseTLTcXArJu8Zxej1g8lVLIfFAa8Qxpl2L7P+3T+3H5ls5KAx6A2UrlPC9HuDrjWtPglXdSqNn5aIfd7uZfut3gfRDBqHN58g7FG4zbgl6f9NmtYJj4qKolSpUnTv3p02bdrYbH/jxg2aNGlCr169WLx4Mfv37+fTTz/Fz8/Prv2ltNWgay2qt6nInhX/EnQ9GM+MHtRoVxm/7L4pPlbg9WD2rTnEiskbkk0EAsYv76AbDzi69RQVGpex67iapnFgnfWSY/oEPU+CQgHYuXQv2xft4Ys5vWnyYd0UvQcw1sTsNqqj3e2PbDnBT33mEng92LTNN6sPH03swojVXzGyzUT08XpTeRhVVdA5OjB85ZdkzZclxfE9L1eR7LxTvyQnd561uM67RtvKZplpW/drwrbfd/M4malqiqpQqVlZStYomuQ4j4NCLZa4AUAY27xNXB11dP1iNn/OGUT7TvXIVDACV9+7QBzw9pRjk6QXyb7+7ZKvVG4WXp3B0a2nuHjoCjoHHeUalqJQKhKORYVFsXfVIVZO2YCiKhb7e0VR+Gv2dj75sZvdx/57yV5UB9WsfveLHgc+AeD0nghO7jxL7U7V+HphH3S6lE33dvVwpdnH9Wn2cX272gfeCGbyh7M4teucaZuTiyOt+jZh1NqvGNzwewKvB5s+E52DikGv0fHrVsne2E4JnU5H2wHNmf3l7xbbZMqWkTJ1ipt+L1a1MNXercj+tYeT/I1UnUrGLBlo3T/ptPvQB2GoOhVNs5JITkDYo4hUzUSQpLdZmg7CGzduTOPG9ie9mj17Njlz5mTq1KkAFClShKNHjzJp0iTZMb8hXD1cadS9dqr3j42OY1KPmexZccC4wcZdbEVVOH/gkt2D8LBHETy8E2J3PIkDy6kfz6FIpQLkKZ7T7n2tuXzsGmt/2syp3edQFIVyDUqRu0ROfu4/L8l7Drn/hHHvTaPauxWp3bEqD+8+JjYqFgcnB0rXLk7jD+uSKWvqM6s/b/CifnQr0Nfieuz96w7zwc12ZMmdGQDvTF5M2z+GST1ncnz7aVM7BycHmn5Uj48mdkn2jr1/zkzcvXTf4mBfURUy50j5zZs3XZEsGTnU4FserZ1Cpq9KPt0qM8RKbzfZ1799VFWlQuMydve9LxJCsHLKX8wf+gcJcQk2vwY1g8bJ3WetN3rBuQOXrA7AXzw+wK5l+yhSsQCt+zVJ0bkseXT/MX/N2saelQeJjYwlb6lc1GxXmV++Wkx4SIRZ2/jYBP6cuI6Tu89SrkEpgm8/Iio0CkVVyFU0B00/qkeBd/JaOFPKtO7fhH9WHOT8v5eTj/veY/atOUz1dysCxpsg3yztz69fLeavOdvMypSVqlWMgfM+xSdz0uVpmbL7YrBRLlbVqfj4W1/aJkn/j9J0EJ5SBw8epEGDBmbbGjZsyNy5c0lISMDRMekUqLi4OOLi4ky/h4fLKS9vKiEE33eYwpEtJ+0elwhNJEnQFnTzAbuXHyD8UThZ8vhTu1NV43otUp7sLJGqU9gwcyv9ZvZK1f7PWz9zKz/1/Q2dTjUN8jf+9rfN97xv9SEUFUBBCMH737Xl/aFtX7osy/MCrwdbTYgWExnLnxPXG5PHPeWX3ZfxW4dy72ogV45dx8HJgZI1i+KV0XJW+sY96xr/zhYITdCkl31PFP5rVEWRWdIlyYrU9PUg+/v/kvUzt/LLoIUp2ifsofnfMyo8mj3LD3DvSiBu3m7UbFfZbKmXQ2qSlwlYNfUvWvVt/NJ966Wj1/i6/ihiImNNg/yQ+084vOmE1f0uH7nGlWPXUFDQNEG5hqXoNeF9m5npU0Ifr+fWhbuWGyjwy6CFVG1V3pQXx9HJkU+ndueD4e04tfsc+ng9+d/JS/YCARYPU7tTVeYMXIjBwpNwVadSrXUF0zWaJEnPvFGJ2YKCgvD39zfb5u/vj16v59GjR8nuM27cOLy9vU0/OXLkeB2hSqlw6chVDm08brXkVXIe3TU+2TboDUz79Bc+yPcZ87/7gzXTNzGj71w6ZO3F2hmbAfD08SBfqVxWk5wlx6BP+V345Fw6eo2f+vwGwnzdm/03HZ6ujRewePRKVk5OPuFJav296B90Vi5cNL3Gtt93J5uEL1v+AGp1qEq11hWtDsABqrQsT+naxZNdF67qVAqWzUu9962v3Zck6e2Umr4eZH//XxEfl8DvqUjGFRkaZaqPvX3hHjoE9OLH3nNYPW0jC0f8SffC/fnhg+nExxmzcFdo8o7VnCWWBN98aLPyhy3xcQl823Qs0RHRZtc09tbGFhqmJVtHt55iaIsfXiqeFx3deoqosGgrAUDQjQdcPHw1yUuePh5Ua12RWh2qWh2AgzF5a7dRHZJ9TdWpuLg70220/Uv2JOn/yRs1CIekWR0Tv9As3bEcMmQIYWFhpp87d+6keYxS6uz6Y7/VAaAlD5+WwJozcCEb5xifKGsGDX2CASEECXF6fu43j51L96IoCh2+bm1x3Zk1qcmS/rzwxxGMe2/aSx3jRfO+XUp8XPxLHePS0WtM6DaD9/N8yvaFuzHorazdAuKi4zj41zG7LyaSo3PQMXrDYJp8VB9HZwez7XXfr86EHcNxcnFK9fElSfpvS2lfD7K//684ufMsEU+iUrxfXHQ8EY8j+fevY0zoNoO4mHgQoE8wmAa6O//Yx48fGZP4Ne9dP9WlO1N6o/55mqYxqcdMwh6GI1Ke5y1ZZ/65wNFtp2w3tOLR/ccsGLqM7kX6M7HHz3bts2PxXmKj42w3tKLD163oO+NDMrwwXb1o5YJM3fc9OQqlvr67JL3N3qjp6FmyZCEoKMhs24MHD3BwcMDXN/n1o87Ozjg7y6RH/wURoZGIVKyPdfNw4UlwKOtnbrE6MFwwbBm1O1Wjdseq3L10n4Uj/7T7HKpOpVzD0imOLVFkaBSfVxvKvSuBqT5GcvQJBtb/vJW2A5qnav91P29hRt+5pqQv9hrecjxVW1Xg22WfpyoTLoCLmzP9Z/aix5hOXPj3CkIICpXPZ7PsmSRJb7fU9PUg+/v/iojHkane18nFid+HL7eYxE1ogr8X/0OX4e0JyOvPqHVf802TsXbPsFMUyFE4W6qThAkh+PGj2ez6Y1+q9rdm4Yg/KdegVKr2vXj4Cl83GE1sVFyKZhuun7mFw5uPM2nnCPxz+aXq3Iqi0OLThjTpVZdzBy4RHR5D9oIBcvAtSTa8UU/CK1euzPbt2822bdu2jXLlyllcIyb9dwTk8U9xjipFVajephIH1x+1mfwj8PoDrp821hX/YHg7aravYrOGqPEkzzqR5xkMBvQJegs7mVs+Yd0rH4AnOrTxuNnvFw9f4Ycu03kv9yd0yf8ZP/X5jdsXk5Z2uXj4CjP6zgVI0QA80YF1R1gwdHnqgn6Op48HFRqXoWKTd96oAbimaVw6eo1j209x/1qQ7R0kSXolZF//dgvI52+70QtUnUrpOsUJD4ng6okbVmezqarK3lX/AlC2fim+nPuJ3ecRAtoNNC8BJoQwTXG35dTuc2yZZ7umeWpcO3nD7PcHdx4x95uldC/cj845ezO89QSObT+V5GFEfGw83zX7IcUDcNN5bj9iaIsfXmr2GxjLv5aqWYzKzcu9cQPwe1cDObb9FJeOXktVmTpJSgtpOgiPjIzk5MmTnDx5EjCWJTl58iS3b98GjFPLunR5Vl+6d+/e3Lp1iwEDBnDhwgXmzZvH3LlzGThwYFqGKb0mDbvVSlEHoepUPH08aNSzDnevBqLYMaKODn+WdKzn2M64urtYXTOmqAoODjq+W/6FqQTYka0nGVRvJI2dOtLYuRMflx7Ilvm7LH5xa5rGxjnbUtX52eP5qWKrfvyLvpW+YefSfTy4/YjA6w/4a852Pir5JXtXHzLbb830TalOVAfGC5P1M7cQE2k5kdt/1a5l++mSvw99KgxmcMPv6VqgLwNqDTPdxHkZOtX42SVez0Q93IgQ9l3gSdJ/kezrpecVqViAbAUD7LsJ/pSmaXQa8i4PblvOCZBIURWzvr7ue9UpWDav1b5e1RmDafN5Uxp2qwXAnUv3mNRzJs3c36Opa2faZfmQ34cvJyrM8lT6jb9uf6l+1Zr42ATTdca5A5foWfRzlo9fy93LgTy8G8K/fx1jcMPvmfn5fLMB854/DxL2KDzV1yCaQePGmduc3PXyeXHeNNdP32JAzWF0K9iPwQ2/p0+FwXQt0Jc9fx5I79AkKW0H4UePHqVMmTKUKWMscTFgwADKlCnDsGHDAAgMDDR10gB58uRh06ZN7N69m9KlSzN69GimT58uS5a8BQwGAzv/2I+Lu/WphDoH1bRu3Mffm3Gbv+GnPnNZMXG9zbu0iqKY3YEPyOvPxB3D8c3q8/TYOlOiMFcPF/KWykX7gS2Yf2k61Voby3SsnraRbxqP4fSe86ZB1I2zt5nccyaTP5yVbAzR4TGpWv9mr2z5jTcHju84bar7+fxTAs2gYdAbGNPpRx7cfmjafnLXuVQ9AX9ebFQcl49ef6ljvGk2/baDsZ2nEnzzodn2c/sv8Xm177hx9raFPe1Tv0gAayOjCLlsnO7o7hdCXMR2G3tJ0n+X7Oul5x3edBxhEFZnvqk6FZ2DarwR7uTAVwv6cPPsbb6qN9Lm8Q0JBuMg/ymdTse4Ld9RskZRs2MDODo5kDV/Fmp3qsaPe0fTe0o3FEXhwqErfFL2a/5etIf4WONN0tAHYSwdu5p+Vb4l/HFE0hMDdy7ef+l+1RKPDO6oqkpMVCxf1R9FbFSc2TVH4iB77U+b2bFkr2n7mb0XUpVv53k6Bx3H/z7zUsd409w4c4v+Vb/l3IFLZtuDbjzg+44/smXeznSKTJKM0nRNeK1atayv4V2wIMm2mjVrcvz48aSNpf8sIQRTes1m2++7LXbKhSsVIIOfF1Gh0QTkyUy5RmWo9m4FY01xO+5YqjpjTdMX62kXKp+fRdd/5sjmk1w+eg0HJwcqNClD/tJ5khzj9sV7zBqwAMA82+nTAe+2Bbup0PgdararbLafs5sTqk5Nsyfh9bvUBGByz1lW2xn0BjbM3k7PsZ0B49q3V2HH0r3sW3MIH/8M1OlczVRD/L8oJjKGWV/MT/Y1zaARFxPPr18vZuzGb1J9jsyeLgwYOpcBI99nRMeWZC4ejqImf0EnSW8D2ddLiXYs2csPXaZbTLCXrWAWchXJQcTjSDJk9qZYlULU71KTQ5uOM+uLBTaPrygKrp4u1GhbyWy7l68nE3cM5+rJGxzedAJ9vJ6C5fJRvnFpdDrzAarBYOD7DlNIiEtI0m9rBo27lwP57evFDPg16TR3r4weKIry0lO3k7wvVaFxzzoAzOw/n/gY6wlZV0xcR733axj3fQV9vUBw7eQNZn2xACcXRyo1L0fRygVfaYnU123OwIXG2QUWrs1mfj6fmh2q4Oru8pojkySjNyoxm/R2Or3nPNsW7Lba5uK/V4zJwwwaFw9fIVvBrATfesjOpbaTn+gcVNy93fl0avfkX9fpqNSsLJWalbV6nI1zthsH0xbucqs6lbUzNicZhDs6OVLt3QrsX3P4ld4hV1SFsvVKUqZuCQJvBNuepieMtcYTB+Hv1CvJzqV7XzqmrfN2Gj8XTTB/6B+07tuE3lO6vnQ2+fSwd9UhYqMsZ4LVDBpHtpwgJPAJvgE+qT6Pi6OOMP9SiMiXyzorSZL0XxETFcu0T34BYblU173LQQRee2BcsqMJNE2jYY/a/D7cdv4RRVVAwJe/fYKza/Kz6vKXzpPsTfbnHdt22mp/qhk0/l78Dx9P6oK7t7vZa7U6VuPEzlc7bVtVVbz9PGkzoDlCCLsePFw/c5u4mDicXZ0pVasYm37b8VIxaHqNI1tOcnzHGRCwbPxailUpxMi1X6U6iV16enQvhGPbT1ttExMZy77Vh6j/Qc3XFJUkmfvvXUVL/zkbf7FvDZVBr4GAhDg987/7g5mfL7BroFehyTvMODyOgLzPpqLfvRLI2X0XCLwRbHecV45ftzgAB2PHfO3EjWRf6zTkXRRVtVD2RDz3Y+SXw5f5F6ex8OoMfj7yA6XrFDfbQ+ego1GPOoxYMwhVVTm4/qhd7+HB7Yemi5/W/ZqgGV7+br2miWclYoRxrfnC4ZYzz984e5upvX+ha4G+dC3Ql6m9f+HGmZdfa/0qPLj9yPa0PfGsNr0kSZJkn70r/yUmMtZmO82gmWaYHVx/lK/rj06yPCg5AXky88O2odRo++xG+JPgUM7uv8jVkzfsTrh17eRNm9ckCXF67l5Ommy1TudqZM2fxcL+Sft6BycHRq37miU3ZzL/4jRafNYwSVm1olUKMm3/GHwDfLh98Z5dnyHAk2BjrfNqbSqRMcAnVTXTX2RIMJjKmF44dMWYed7C5xr6MIwlY1bRq+QA3s/zKd82H8ehjS9X3vRVeXj3sc02OgedXTkIJCmtyCfhUpq7ezkwVU9jT/x92nibyMau3Ud3NGZex5i59JdBC7l87Nk65hLVi/DxpC4UKp8fAH2Cnh1L9rJxznYe3X+MRwZ3arSrjKIqKApY6z+er3n9vPyl8zB20zeM6TiVsEfh6ByMibk0g0LpapHkLRrD3esuuLgKqrb9gGrtO+LkbMwCHIA/E/8ezp1L97h89DoOjjpK1iqGz3M1N609vX1efGwCD24/wj+XHwXeycuAX3szpddsVJ3ySp/Sr5i8nnaDWuDu5Wa2fdvvu5nUcyaq+ux8wbcesOm3vxk491MadK31ymJIDe9MnnYtG/DK5PkaorFMCD3E7UBErwItCFR/FLc24FwPRZFf25IkvXnuXwtC56jDkGCwex/NoHH56DWb7RRVoVnvhrxTtwRgzBw+e8Dv7FtzyDSg98/tR5fh7U39jBCCs/svsmzcGm5duGvsW2sUxTOjJ5qV7OuJHJ2TZup3cXNm8q4RDG89kctHr6HqBIoCBr1Clpzx1GoZyu0rLmgaFK9Wlka9h5g9Se7704d0HdGBEzvPkhCXQP4yechdLIfpdXv7eoDj20/TpFc9nJwdGbNxCF/VG0VkaJTVzPIpkfi3Obb9NOVfKOF648wtBtYZScSTSNP5Ht4N4fDG49TvUpOB8z5N19ly3nb04ZpBI4Nf+j/lFwlnEFFLQX8eFDcUlwbg2gZFTf/YpLQlr+akNOfl62Gx5qc1ejs6cgcnBzLnzAQYs5p/12xckruw5w5c4osaQ5m0cwSeGT34stYIngSHml5/eCeEG2duozqoVgfgOp2gaqNbaA9qorh/AG4foCjPpsSVqVOCpbfGcnBJS25ccMTZRVCpYRi5Cj7fqarguBXV+YMkx89RKFuSsh53Lt3jzN6LhNy3fVc30fN30Rv1qEORSgVY9/NWTuw4w93L9+0+jjXxsQkc3XrKbGr+zXN3mNRzJkITGJ77WycOxif1nEmBsnnJUzznK4khNaq3rcTP/eeb7vS/SFUVCpXPb7qpkx6EFo0I/QjiD/PsLtRlRPwecCwLPr+hqO42jiJJkvR6efp4pCo3iqpTbM7aEpogR6GsADy6/5i+lb4h9GGY2XVF8M2HTOz+M2GPImjWuz7DW45PMnX83hV7ylEK/LImkCNTS7Twd1Hce6HoniWCy5TNlxmHxnF2cxtO7nmEZhAULR9FmeqRmI87A1EyJs0v4uXrmWRZW3hIBIc3nyD0QZjNhwEAKOZ9ff7SeZh/cRqbf9vBP6v+5eaZ2yTE21di1Rqdg8relf+aDcINegPfNf8hyYA/8W+/feEeCpbNR6u+jV/6/KmVNV8WCpbLx5Xj1y1ee+ocVKq3qZTsa6+LFjENon4GdIDxukQkHIeoOeCzEMWxYLrGJ6UtOR1dSnO1O1VL9Z1ZB0edxTInqoNKnU7VcPd2R9M0pn48B6GJJOfSDBqGBAPTPvmFATWHmw3Azdo9HSwmN6VLUQSKKmj14UPQAhERExGPuyOE+V1rR2071Zs9ocugYDr0ffDCABxAg4TDCIP1C4EnD8IY3Oh7ehT5nB8/ms36mVuttjed38XRdFMiUa6iOej384fMuzCVfKVypahsjDUxEealy9b/vMWUfT45qqqwwc73kVYy+HnT8etWyb6mKAooCj3Hvfd6g3qBCP8e4hOXH2jm/5twAhFuO3uwJEnS61a9TUWrGdEt0QwCN08XC8u5jE/BMwb4UL5RaQAWj1pJ6MMwi8vH5g5ZzJhOU2yu3bZ0PlDo2O8BOjUaov9APGqF0N80b2K4RbF3zvLeF0F8MDCYsjVfHIADxEGs9coYBr2BOYMW0iHbR4zv8hNzBi20PQAHEJCzaHazTd6ZvOg4uDUzj4ynzRfNrLw/+wlNJClT+u9fx3hw+5HVGy4rf9yQ7vW4P/zB2Jdbyi3XcXBrvHzTb9abiNn0dAAOiQPwp6+AFoZ40hMhrCfok/7b5CBcSnO1OlQhR6Gsqaqtmfg0/MWBseqg4hvgQ4+nSchO7T7Hg9uPLK5F0jTB9dO3CX0QZvOcTi6OpnMqqkBRBE4ugmFzb5K7UOKgWkDCcYiaa7av0EIw3tG0QbP8ZDs2Oo6BtYdzYkfKyoWoOpX679fAzdM12dcVRaH9V61SdZGUnByFzZ/aH99x2uqUd4Ne49jf1hOlvKzA68FcOnKVx0FPLLbpOqoDXUa0N/2dE7O/+mTJwKh1X1OqVrE0jdEaYQiB2LVYXoOhQewGhMH2+klJkqTXKXNOP5p+XC9VGbWjI2KNZUR15vuqOhVVVfn69z7oHHTEx8azfeFu6/lbNMGhv07YPGdiH6Bz0KEooOqMnWPHfsE0/SAxL4gBRDgi7OsXTmJP3hAdaNbXHM/oN5dVUzagT3xqbUf/rCgKfjl8eadeCYttmn/S4NVkNleUJDP0Tu85j87R+nVO8M2HPA603A+/rNCHYVw6cpW7l+9bvO4rU6cEo9Z+TQb/DMCzvt7JxZGuI43XAelJRP2G5WGYAbRgiN32OkOSXjM5HV1Kc86uzkzcOYKRbSZx4d/LxsGtgt1rlBUUCpbLy8VDVwHj094GH9Sky8j2ZMxizGAddOPBK4s3g583XWa25+imtRhizlK4bBT12z3BM8OLU5g1RPRicO+Nohi/SBVdFgS2ptEroFou8/X3on+4ffFeigbLqk7FP5cf3cd0stquTqdqTOrxMwlxqZ+mpupUshUIoGhl82lS9nT4imJ8yr9l7k6ObT+FZtAoXq0wzT6uT+acfqmO6fjfp5n7zVLT2kJFUajQpAy9JnxAriLmTwsUReGDYe14t38TDm44RmRoFAF5/SnXoNRL11p9aQnHAFt/GwMkHAVd+k31kyRJSs5n03qgKAp/zTE+AVZV1eLynxfp4/UUrVKIy0euGm/AK/BO3RJ0GdmBIhULABD6MNxU19sSBfu6z7joeL7943NO7DhIRNBWAnLF06hTCNnyvvj00WCchZRwBcXRGAeqPUuWDPDcNPYX3b8WxF+zrT8pf1FiDfTBi/olKb32vMw5/SherTCn95xP0fGTEIJGT0unJbJ3bJ8Qr+fvxf+wa9l+Ip9EkqNwNpr0qkfRSqmfYh108wG/DFpklgsgd/EcdP++E1ValE/SvlKzsvxxezZHt54k8PoDPDN6UKnZO0my3r9uQosGva0s+zpE/EEU12avJSbp9ZODcOm18A3wYfqBMVw6cpXjf59BM2h4+now58uFxMdan26jqArv1C3J6PWDiQ6PwSdLhiR1HZ3dki9XkhoJCXrqf1CTui3+hph7WB0UaY9AhILytD65S2MIHw1Yek86cKqOostk4XVjcjMFBWHlMsLNy5XoiBgQ4OrhQsPutXl/aFu7SolkDPCxKxNtclSdiqOTA18t+CzJoPudeiW5fz3Y4hMKnYNKziLZ6ZLvM+Ji4k0d6LkDl/hz0nqGLO6fZJ2cPQ6sO8KINhPNtgkhOLLlJGf2XmD6gTHkKpojyX7u3u6mOqtvDjun7wn7Ex9JkiS9Lg6ODvT7uRedhrzL3lX/EhUWjW9WH1ZM2sDdK/etjo4VVSEhNp7VIfN5HBSKp49HkunCTq5ONkfZKZnsVaBsXmq2jECE/mK7sf4iPB2EKw7ZEY7ln944tfC9rbiDSz2Lh9uxZK+x/KeNdfSOTg4kxOtRVYXKzcvx/tC25C9jvQwbQO5iOTi3/2KqkrIm5vH5eHJXMucwv14pWbMYq6ZutLIzZM7hy7dNx3Ln4n3TsS4ducrW+bto+VkjPpveI8VP6oNvPaRPxSFEPpcMDuDWubsMbzWBQfM/Szb5q85BR8Wm1kvUvn72/k3Sd0q/lLbkIFx6rQqVz2/KUg5QuEJ+Pis/2Oo+mkHj5rk7ZPDzJoOft9lr964G8vuw5exZedDmuV3cne3KPGq6S6vYO7B34t7VQHYs3svjoFB8/VpRt8UasuR48W69CooTiueXVo/2JDjUZokPTx8Plt6aRXRELN5+XqZM6/Zo0KUWS75flfL1WgpUaVGOLiPak6dEriQvt/iskenpR3IMBo1j206REK9PmsxFg7Gdp5KzcNZkj21JQnwCU3rNMn5eL3xkmkEjNiqOmZ/PZ/y2YXYfM105lsL2cxwFHEu/nngkSZJSwS+7L+/2b2r6vVrrivQq+aXVKcpCE9w8dwdXD1ey5TdfVhUTFcvS71cZ+xgbo2x7c9C4e7sZc6hodvb1ihORoVH8vfgfbp27g4trWarUvkLRcuEoStL+VPEcgqIkvzwMIOxhOKqqoNm4pzrn9GScXZ3wyOBucblZcup0rm53PpkX5S+dm87ftqFa64pJXqvY7B38c/vx8E5I8jcQBCiKyv2rxtw3iX+PxJsB637eQvaCWVOcuO23IYuJeBKZ5EZ/4vXS9M9+o3qbirh62P8ZpRvFHXR5wHATy/+gDSiO77zGoKTXTa4Jl16JmKhYQgKfEB9nfZrYiwqWzWdal2WJqlOJj41nSq9ZfFruawbUGsbqaRu5ePgKn1UYzJ4VB62uD0vU+ds2dsXU8rNGACjOtbE+NVjFoJbj5/7L6VawH0vGrGLL/J0s/uEKXSsV5bfv876QYEUDxRP056ye3z+3H07OglJVIqlYP4ysecxvHKiqQpY8frh7u+OX3TdFA3CA5p82xNvPM8U1RQu8k9fiABwgV5HsfLWgj2m6XCKdg4qqUylWuVCSAbiJME5xW/vT5hTFdHjTCcIeRVjswzSDxvG/z/Dg9utdQy2EgefvYNv7ZEbRBYBzfSznFdCBc20Uh+wWXpckSUo7+gQ9IYFPkiTrssXL15PCFfLbTBbm6OTIwhF/0q/Kt/SpNIRfBi3k5rnbfFV3JH9OWk9kaJTV/RVVoU7navhkyWA9IAWaf9IQRydHcCoPuFhvjxM7Vyl0yNqLmf3ns3neTtbMOMyAlrkY1LYYEaEvfmc7Iwy3kiRvfV7mnJnQDBr5S0RTqUEYhd+JQlHMewsHJwcyZctI5hyZUjQAByhauSDlG5VOcV/v4+9Nu4Etkx2AA+h0Osb8NQTPjB5mf8/Efr9IxYIE33po9Qn8n5PWYTDYP6Mr4kkke1f+a/VaLy4mjj1/2n4g88qJOETMakTMXwgr+X6epygKint3LF8dqKB4gUtTC69LbwP5JFx6KddO3WTOoIWc3HEGIYzZzBt0r0OX4e3wDfCx6xhVW1Xgn5UHLX5hawaNo1tPoXNQjW0UOLv3ovF3g2bzrrerhwsfT+pC04/qowBzv1lqsW2nIa2fJeZyqgwORUF/CZJd562x6MdSrPt5iynO55utmOmJp7c/HfoGP7fLA0TYYDCEoHj0SnJEIQQfjdDI7HsOr4zPDnbqgDvTv87O3WsuaJqgSa/6Vt8zGNebrZ+5lUObjmNIMFC8WmFaftaIQuXzM+Wf0YxuN5nrp2/ZXT7u2smb9K/2HTMO/UDOF5KyJar7XnUKlM3LhplbOfb3aQx6A0ITBN4I5tyBS1aPb9BrHNp03GYc5u8x2K7pfEE3H77UmvOUELE7jBnMxXPr6AwhiOjlKG4dbO6veI9CPL4O+sTauQJTSntdLhTvsa88ZkmSJGvCQyKY/90fbF2wy5RTpEzd4nT/vrNpvbYtVVtV4MC6IxZfV3UqMdGxLPl+pamO95Vj11k55S/j8iwb3ZSiKjTqUYe+M3py8dBVBtUfiSE++YFe4Qr5eX9om6f7eSDcu0LULyR/EoWTR1syvstvpqeuz9dCP3dYZWSP3Excde259dJxEDUXkXDOWFZSSXq53fB9N8pXuEiuQs9KjQXecmLOyKwc3OJtqgDz4vK7F0WFRbF1/m7+XryH8JBIshXIQtOP6lO1dQWGrRzIlF6z2LVsv3GZmx2p158EhzG281T0T5fmJSdX0RzMOz+VLfN2snv5fqLColFUlQd3HnHh0GWb53h4J4TAa8FkL5jVZluAR3dDbE6r1znoCLwebLVNmjDcR0TPevqLA8K1PYrXNyiKk/X9XNtD/CmIXcXzJcqM/+2E4jMbRXVLs7Cl9CefhEupdnTbKT4p+xUn/j5jeuKrTzCw6Zft9CoxgId37ckeCu0HtQSUZJN9PH+X1fQFLIyDVX2Cwebg8b3v2rA88FeafmQctHYc3JoRqweRo4j5IDJbgQBGrBlEjzGdn51bUVF8fgWHfE+36DD+X0YFdEQzlD8nW8/AumyGH3ExSd+YiJyMMCTtLETkdPIXWGY2AAcoXiGKqRuukjVPAiWqF6FGW+u1LQ9tPEbPYl+wZvom7l66T+D1YHYu3UufikNYMXkD2QsEMPvERD6a2MXuqXuaQSMuOp7fhy2z2i5n4Wx8Nr0HU/eNRjNoBN9+aPej4JSuXfP0cbdrWr1HhteThEXE7UGEfmrMamr+CiJ8KCLa+mcHoKgZUTKuQPH8FhwKgpIBHAqgeH6D4rsSRc34amPWHhvv4kcvQcQftusiTZKk/x9PHoTSvVA//pqz3Syp54kdZ+lf9Vu7b57WbF8Z/1x+yVZKUVQFzaAhDMI0AAdjv5PcciOzfRWF8o1Ks/TWLAb80htHJ0dKVC/CrCPjqdCkjNm1hYePO93HdGLyrpE4uz6bhq549AeXd5/+ltjXP3267dKMOUPjLFdfMcCZfz04f/TFAZMG8QcgdlOSfUTcQTyVfuR8oYypf454hv92kxrNw3D3cuOD4e0sv3GM66Q/KjWQ2V/+zpXjNwi+9ZCTu84xuv0UhreeiM5B5ZslnzP9wBhc3J1TtA571hcLSIi3PLvRy9eT9oNa8vOR8RQqn5/7V4NIsJE073n2JuwD8PDxsNlGGLTX1tdb/geph5g/EKFf2OxLFUVF8R6LkuFncKpgzC2kZgW3riiZNqI4lXu1EYt4ROw2RNRiROxWhIi1vZOUpuSTcClVDAYDw1uNtziAi3gcyfguPzFp5wibx8pfJg/DVw1kbKepxMbEodOpgIJBb8DRycE4xT2V44LMOTIluYtctVUFqraqQGx0HJpBw9XDxWLHpOj8wHcdxP2DiNsOIgbFoSC4tmHBFxtsdiLRETrOHPKgXK2IpC/GrAGP3qZfhSEIomYlbQfoHMDNw8BXMxXyVf8WB0fL/9cNCXzCyLaTMSTozabDJw5wfxm0kIJl81KyZlE2/bodRbHv7jgYL4j2rj5EVFiUzeyiq6dutFlL9Hk6B5ViVQrZ1TZRlZblmfbpr8/Ku7xIgewFAshTImeSlwwGA3cv3UczaGQrEICTi4271jYIIRDh4xJ/S75NxERwbY1iI9+AorqDexcU9y4vFZM1QiQgwn+AmD8wLrt4uhZdlxO8J6M4lUqzc0uS9N8xovVEwh9HJvua0ASj2k1mzeMFNpdGObs6M3HHcAY3+p77V4NM1SgMBgM6B51p5lRquHi4kCmbr9m2PCVyMeavb9An6ImLjsPV0xU1aTFvABTFASXDOERCF0TMGuONVDUzimtrrp9z5fqpr6yeX6cT7NvkTbHy0S+8oiKil6G4tjBtMfYVowEtyfRzVQWhQb/xQUTo5pIlt+VKKkIIRraZSMj9x2Z9eGKfe3jTcRaNXEGPMZ3ZveyAMSFqCm6yRjyO5Mjmk1RpmTTr+PPO7b/IrmX77T4uGNfjB+TLYnd7v+y+FKlUgEuHr5rdpHmeEFDDQnLX4FsPiXgSSeYcmV5RbXBr1zUC4rZDwklwKmP1KIqigEt9FBfbsxtfhohZbbw+EWGY+nrFAzy/QnHrmKbnliyTg3ApVTbM2mazTMip3ed4EhyKz9MajdZUbl6OWScmsO333QTffIi7lxtl6pVgVNvJLxWnq5U1VC52ZlRXFB241EZxqW3aJoTgHzuSwQHERifX6asIwx3Mhv4x66weR+cARUpdQnG1Pqjd9OvfSQbg5sdRWT1tI66eLty9HGj1WMkRmiD0YbjNQfim33bYPQAH402Cx0GhtPTugkCQp3hOMvh745nBg7ylclG/S008X7gb7uXrSdsBzVn2wxoLwUKPMZ3NbrJomsba6Zv5c9I6Qu4bkwS5ebnS7OMGdB3ZPvWDcf0FMFy33kZEQNxucGmYunO8QiLsu6c1yRP/oTz9X8NdxOMPwHclimPqS8lIkvTfFxYSwfmD1qcXx8fEs3vZ/mQzU78oIK8/Px0ax84le7l46AqOzo4UKp+fTb9u58rxG6mKUdUpuFlJxuXg6ICDt32Xu4pjERTHImbb1s+cbXM/TVjq6zUw3DLfpD8PhquWY1DBM0MsXj43gKSVPRJdOHTF6mcmNMH6mVt577s2bF2wK0X9cSJ7ZjRunb/r2XJBOyiqQtZ8/nTO0Zu4mDj8c2fGP2cmvP288MvuS/0uNZOdpt5tdCcGNxidbO5SRVFo3Ksu/rnMl50d3XaK+d/9YSpfqupUqr1bgQ9/eJ+APPaUmUstHSJmDYqNQfjrIGI2GJdBPtvy9H8iEeHDABXFLX1rpv+/koNwKVX2rT5kV7trJ29SrmFpq20uHLrCvG+XcnKnsWaioipUaVH+pdfwOro4UqGx9XOnVvCthzwJCrOrbc4CyU35EaBmMN+iBWGcAmetI9OD9gR0li84Tu46a/FOMRgHu6d2n6PJh3WthW2VrRsYQgieBIXadazn13RfOnrVlHgl8cJPURUQMHfIEr5a0Iea7auY7d/9+44gBCsmr0czCFSdsS6tq4cLn03vQfU2z6buCyH46bPfkmRxjw6PYeXk9Vw8fIUftn5nTNaTUpqdyd80+5ZppCWhvwqxFm5coAEJiMiZKD5TX2NUkiS9afavsa+vP7TxuM1B+OOgJ8z79g92LNlrmr2Uv0weqraqkNrJboCxT7P0BPRVOLr9lM02QoNcBSwkYXuhr8cQZN+JbbQ7vee8zZwoUWHR3Dhzm6iwF5/Q2yfiifVEeADBtx/ZNQB/Pv/MtVM30QzG/7517g63zt0BxVhXfunY1bTq25hPfuxmNnPhnbolGLriS6Z8OIvI0Ch0DjrTcrRmH9fn06ndzc73z8qDfN/hR55/2qEZNPavOczJneeYcXhcqgbixsSrtv7FGowlbNOZEAZExHjrbSImgWsr22vYpVdOrgmXUsXetTyj2k+hU87ezB6wgMAbSddAn9x1lgE1hnJ6z3nTNqEJDm44yqC6I/DP7ZfsWnGbFGj7RTObT2tTK8GuLPCCTAHx5Ey2YzagvJD1UlF9sf3F/jRjphX2rvnyzZr6tcWXjlyz+nrE40hjPVcbHBx1FK74rGRdcplPhSYQQhAfl8CYzlOTJHhTFIVyjUpT7d2KZM3vT47CWWnzRTP+uDubht1qm7U9f/CyxTJqmiY4vec82xbsthl3stRnnfnl0GLUCD6NY0AyCXXUtLz7bh8RswHLGdgBDBC3FSFSlgFZkqS3i8WlPi84uOEobf17MqrdZM7svZDk9SfBofSt9A3bF+0xO+a1UzcZ2uIHvHw9k10rbovqoFLgnbyUa5h2y2fs+gwUqNs2ufJrCopLK/NNqm8y7ZJho529fb2qU1O9VvrRXesDyYT4BOJj48FWKArkKZETZzdnEMI0ADcjnk2lX/vTZv4Ym/RGcd6SOWnYrRa5imUnS97M1GhTibnnfqTfz73MlunFx8Yz5aPZxqn/LzyUMOg1IsOi+GXQIhtBW3grig7bb1gHuvTv60k4BtoD621EKMSnQ1Z5SQ7C/x8Y9AbOHbjEka0nkx0Ip0apmkXtahcTEcOjuyGs+WkzvUp8ydl9zzpnTdOY2GMmBoOW5E5uYhIwnYPO4rRqME6tVlTjHVYHR52xFIcCrfo0puso25moU8s/lx9uXrbKhSi8+5GFp6NqMmuhXFpg/Sm4Dpzro6jWE5SUrl0c1UoZGFWFUjWzka90bnIWyZaiRC2JrN1VXz9zKx2yfUR8TLzN4/ywbSj+OZNP1JOEMF50PD/13KA3MKbTVAbWHsG+1Ye4dyWI2xfuserHvxjaYnySMjqbfv3b6rkUVWHD7G22Y0mOQyFwKMSF0MqcWAid+rcjYy7jbAkR93TKoJIBnKun7vivkl1lVAygJZPLQJKkN9bNc3c4suUEl49deyVJFotVLWxXu4S4BMIehnNg3WEG1BzGiknrzV7/ffifPLr3OGmN56cDpDN7zludwQXg7Ga8sevgqHtWDqtCAcZu/sbiWu9XoWC5fCg6a/2koETFSDwzJPdwwgGh+pr/LRxLgi4HVgdyirfNvqJkzaI2p5i7ezuSq2h2GvWok+JSZYqiEBtlucTa+X8v816uTzi3/5LV5weqTqXT4Na0+bwZcdFxVq/pnvfnpHXExTw7/4ZZW+leuD9rftrMrXN3uX8lkD0rDzKg5nBunL1ttu++NYeJCrV8naLpNfavPUzoQ/tmNCZl67rJgOJqX1ncNGVnybQ3YYbe/yM5CH+LCSHYMHsbnXJ8zOfVvuObxmPokq8PX9Ufxd3L91/q2C37NknR4E0zaMTHxjOs1QTTl+rJnWd5cOuhxUQsmkHj/tUgqrauYPm4msDdy502nzelxaeN6DaqI4uvz+SzaT3Q6aw96Xs5Ti5ONO1Vz2qnptNpVGsSChgThpiXDH+ICGmDiN1h2qQ45ATXziRPBRxRPPrajK1Jr7pWa7FqGtRt8TfE7+OzaT1s1m1NTtb8ySdU2b18Pz/1+c3mkwNFVSjfuAwlaxTl3IFLdq8l0wzGMmb6BOPxFwxbzj8rjHdwE4+ReFFybv8lpnw0x2z/O5fuWz2X0ASB11J3o0pRFBTP7zgaVJbSPtnwymwcwMYGnsBZM16QKl7fvRlTvtQAki+79zznpNMoJUl6I53df5FPyn5FrxID+KbJWD4rP5juhftzcMPRlzpuvlK5yZLHcnKwF5kSgH61yDRrKTY6ju0Ld1sdMOoTDNR7r7rxezSZPklRFeJjEmjUsw4t+zSm/aCWTNv/PT/uHU0GP+8UvquUaflZY0RyT26fRUf9Ds+egpsPMg0QPhgR8YNpIK4oKornYKxRPAfZ7CsKV8hPDgvlQp9GQvnaD3DUz6DdwOZkyOxte+z4fAyqQlYLydMCbwQzuMFowh5Zv1Grc1Dx9vOidb8mXDx8FZ2j/ddl0eExnP7H+ODmxM4zTP/sN4QmTP+OhACEsXze4AajzQbszyf+s0RoguBbqZ0ybu2DVMClNYpj8VQe+xVSA+xsZ+3fkZRW5CD8Lbbsh7VM//RXngSb3+k7tfsc/Sp/81L1FH0ye/Px5JRlbhaaIOJxJLuWHQDg3hX7koI1+bAuTXrVs3jM6IgYdi3bT68J79NpSOskiTnSygfD21HgnTwWB7EGg8qa3zIjBCjKi1/ZBkAzlrHQwk1bFa/vwP1j4IXOV5cbJeMiuxNlWcswq6iCY3s8EGGDKVO3GGM2foOjs51Ja1SF7AUDKFo5aRxCCBYMW26zk1dUhfpdajJ85ZcoipKiThmM7y0hXk9MVCxrZ2y2UjZGY/ey/Swc+afpLrlnRg+bNx1sz3CwTHGuaKwv/xwn9QCoASjeU80y5L4uQghEwhVE/FFjBn4A1Y7ssC7N3owbBpIkWXV23wUG1RnBtVM3zbbfvxrIsFbj7U4iasnQPwfgkMLvaZ2DypqfjKW5Hgc+sZnIVeeg4uXryXd/fpFs/5W4LGnrvF006FqLHmM6U7RyoVTN5EqpsvVL0nZAc6ttVs3KbBp8m4f09MZD9HyI/8e09UJoOaacHc+kk704HfLcgwbFG8Xre5uJsoQQbDl/G+fSuZ/bV8G3TXm8B9R4+lOTq1kbEx82Dx/fR0w/MCZF10dCEzTsXjvZ19ZM20RcbLzNJ/EFyuZj6t7R+PhnSNVyg7ho48B6xaT1Fh96aAZjUtdJPWZyZOtJNM1Yqsye8qXu3qmtw23h353iCu4fo3iPSeVxX44wBBn7+oQrxr5fteMGmuILTtYz4EtpI80H4TNnziRPnjy4uLhQtmxZ9u7da7Ht7t27jXdBX/i5ePFiWof51nkSHMrvw5OvSawZNKIjYvh9xPKXOkebz5vx3fIBBOS1f92LzkHH+ad3x+398nPzcuPEzjMWv/M0g0bI/SccWHfE7jheBVcPVybtGknPse/hnSm5QY2gVc9HVqZeCSAOYtaatiiKDtXzS5TMB1C8f0TxGoOScRlKps12l4z6e9E/Vl8XmsLfK3yIj34E8Xsp16AUH0/uavO4iqqgc9Dx5W+fJHvhc/viPeONFesPDOg6sgOD5n1mqtFasck7KZomlym7Ly5uzlw8dIXYSNt1LhePWsFHJb/kq3ojKd+otNUbFKpOpd77NeyOJTmKmsn8d585KH67UFybvNRxU0PE/o141BgR0hTxuDPiYU20xz0g+g9s3i0RMYjopYi4/U8T0UiSdbK/Tx8z+s3DYNCSfLclPin8qc9c0+yh1ChYNh8/HxlPmbol7N7HoNc48/Qppj03NjVN4Oblxund51GtDNZUncLaGZvtjuNVUBSFjyZ+wNA/B1C0eXn8apXAt3xBlOf6rWbdQjA89zUZHJOP0yE1TT/BMQUQUYvQhGDCyhWweSJdvJ/QLVMmXI/nZdyO/mjes1Ay77c5AA+LSWDExG8ofnMNA5qFk3NQMVyzZqTUt9mY2M2RmR09TD9j33Vl+rwq3A7egn8uP37YOtTu991jTCeLg/bdy/cnm8Pl+c+seLXC/HRwrOlperkGpTAkpKwvyV0sB0IIjm0/bXPAv/vPA6YZn5lzZbK6HENRFPKWzEU2C7P6UkSXHSXDTBSf31D8DqB6DkBRXm/ea6G/hva4B+JhTWNfH9IU8agxRPyAzb5e9YKYZYiYjQjNdiI+6dVJ038ly5cv5/PPP2fmzJlUrVqVOXPm0LhxY86fP0/OnEnr9ia6dOkSXl7Pkk/5+b2eJ5tvk78X77WZIXv3sgP0n9kLVyulPWyp2a4yNdpWIvB6ME+Cw/i82nc290kccFVs+g6OLo4kWLlD7pvVhyx5/GxOEdY56ji95zw12r66DKnRETFsW7Cb7Yv2EP4ogqz5/WnSqz7V3q1gmuru4uZMh69a0uGrlhzaeIwFw5dz9WnJEHcvyJLT1rpoFZFwNslXpKJ6gWvTZPewJejmQ+P6NSt///hYldAQJ/z9boEzNOxWm41ztnPr/F2LHV2pWsX4cNx7FCqfP9nXYyJsJ/HS6XRJBvAt+zTmr9nb0DRs56V7ut5fURRunrtr83zwbGrgqT3nObvf8gW+qlNx93KlZZ9Gdh3XXopTaV7l/U6hhRnXausyoSjJJH5LbBezDhE2CPMOWDxNwGLHhVDcJkSc8UkWagB4j0VxrvoyoUtvMdnfp48bZ25x7eRNq21CH4RxbPtpKjZ5J9XnyVsyFxO2D+NJcCiPg0IZ3/Unbpy+bXWfxL4+g583JWoU4dz+Sxb7F82gUbN9ZUa1m2x1cGfQa5z4+0yq30ey59Y0Dq4/yl9ztnH3UiAeGd2p27k6jXrUMSU002uC3VFn6dYwGO9MPsTHqiy9lpHTSx1IeBhOsWquGFRPEvQ6ftxel8ZRsfhkfpZY7f4DD2a6eOD6oD8fNi5LppJ5UHXGax/f0rlo8eMRVpxrTKdy1mcfaUIwaPVKRpbIQUBjB8CNH0q58avTKbpVrEvWpk7A89dUDnT1qsnAZRdYNBCyFwigZZ9GrJuxxeI5/HP70XVkB+p/UNNim5hIy2vFgWQHwOUalSZ7oawEXguyuQRNURVK1ihK9oJZeXj3kX3l1Z6e8uHdEEa2mWT1ekIg6P59p1czk0JxRHFJfrbmyxAiBgwhoHqiqJaXXAj9NURIOxAxmL1pww3bZVOfthPhI57+4goen4F7r9cyy+T/XZoOwqdMmULPnj358MMPAZg6dSpbt25l1qxZjBs3zuJ+mTNnJkOGDGkZ2lvv4Z1H6HQqes3yxbZBbyD0QfhLDcLBeEcxa74sZM2Xhfxl8nDt1E2LTxsNegPv1DPeTXf3dqfDoJYsHr3S4rG7je6EzsHOqdIv8YUhhIC4bYioxaA/y8P7rgx8NxfBt/XGrzQBD+484vjfZyjXsDQj136Fk7N5GauKTctSsWlZgm4+IDI0iszZPUFfJdnzmQeeinJYVnhl9LD6tBdAUQTuXgmgGJ/gu7g502/mh/zcdx5XT900+x73z+VHt9EdqPteDaufcUBef5vlUgx6Q5I1bNkLBDBs5UBGt59MQpz1pzUZMnvTul9j9qw4yOwBC6y2fZGWTAJAs2P7efHD1u/IlM3OzLWvmYg/joj8CeL3P93ijHBtjeLRF0VnPnARIgYRPjLxtxeOlIqn2loQ4smHkHExilPZlO8vvfVkf58+HtyxL6HSg9uvplySj38GfPwzULlZOW6ds3zTVuegUqFRadPvXUd0YFC9kcnWeFZVheptK5GraA77+vGXHBuIhPOIqAUQtxuDXs+Y3gXZv9HwrP+6BddO3GTVj38xZc8oAvL68/mSJXzrF0tAl0Km6eYDg4pyNeNBgsMUru7MwdWdOXBS4OPWxchUNBrluXuvQstM7mueOHqBl79xHXVchBPOnvHoHAz4vVOWnf8so23pr3FMZi2z3qAx/s8/yHN+A6EaKE0aAcab/H7Foun3eVviwhyBUADuntXIXtwYgOLmiC782b+Tzt+8S/CtRxzdetIsf4unjzsNu9em2+iOpplqluQoFMDVk5av9XQOKrmKmtc41+l0jN30DYPqjCT4lu2Snn1n9OTe1UD6V7X9cOd5tgbsDo46vpz7KZWavZl9mTAEIyKnQ8w6jH9jBeFUDcWjX7IzIkXEhKcD8Bf79tQkZoxBRE5CwQAen6Rifykl0mw6enx8PMeOHaNBgwZm2xs0aMCBAwes7lumTBkCAgKoW7cuu3btSqsQ32refl42M40qioJnRuuZtlOq/aCWFr+UVZ1K5pyZqNLy2dqTD4a3o/2glqg61ZThXFEUHJ0d+GRKNxp1r00GPy+yFQiw2vEaEgyUrFUsVTELIRDhQxGhfSHhCIgoxnyUgYd3E0zT+eDZF/ux7af4fZjlqfxZcmcmf+k8eGXKBI4VsP5/MwOKc61UxW1J7U5Vky//8ZSqE1SsF467pw5cavM46AkD6wzni+rDuHbqlvn3tgqP7j1mfJcZfF7tO8IfW07C4p3Ji+ptK1mcSqioCt5+XlRunrTjq9y8HDOOjLea1R0g/FEEgdeDGd/lJ7vWe9nLuNY9K3lK5HrpY10KvINHBuvl34QWiYhejhYxERH5C0J/x3r7uN2Ix+9B/L/PbY2DmBXGBH+GF2aKxG4HEZnKd5BsBIBAREx+hceU3hayv08/Gfysl6xMaTt7Nf24PjrHpDObEgkBrfo9W4JTqlYxhv75JW6expv+pmomQI32VRg0/zMAytQtYXU6us5BpWz91JcjEzF/IULehdgNIEJZNt2NA5uMA1HT4E0YrwueBIcyvPUEYuP1OJ5Zg2PezGbrvb2yRFCmX3EaflfV9FP726r4FTcOwA0JCgkxKoYEBUUF3wIRePlHoBkUokMK4+zZlbgI47I8/zqCcU1ys2zEe3z/XdckP/O+68hHxTTaftuIWV1bomZ4tpzPoFfx8I3CN28oALERKg5OKncumA/KDHoDMz+fT+ecn/DvhqNmU8MV1Tj7b+WUv3g/96dcOmq9DGmLTxtZvdlv0Gs0+7h+ku0Befz57dyPNpP9CU1w48xtxn/wExGPX2VfZrwWTe46JC0IYUDE7kCLmIIWMQ0Rf8zqNHlhCDT++4xZTeJNFuMMtgOIx50QcfteaP8Q4naTqpvr1uKO/NksX5GUNtLsSfijR48wGAz4+5uvF/b39ycoKCjZfQICAvjll18oW7YscXFxLFq0iLp167J7925q1Eh+nWZcXBxxcc+mxYSHy380AHU6V2PBsOTXhIPxS6hCkzKpqh15/1oQgdeD8czoQf4yecxKg9TuWJVb5+6wZMwqdA6qccrR007L28+LsZv/x955h0lRbG38V92TNyeWnINESUqSLBkFRETMWcyIOWLGLGbFCKiIAioISlJyRgkSJOe4bN6d2F3fHz0bhp20gN5P3fd57sWdrq6u7umpU+fUOe/7WICWo6Io3PzSVQy5pz+Lpiwn+0QulWqk0O3yTsQlGQECIQQX3dabD0ZPCHkvKVWT6Hhx23LfCwCuGeD8xv+Hzo6NdrauC/1cpC6Z+cEcrh4zDKs1D1yzkXomQq0Mtn4IJYG9mXm8P+9HPAVtQasd+trCDMpOYBeJqdW5v08fYqxntjNes3E6PS+vzS9T9iBl4AJJKBJFkVx13zGIuQ6X08593R4sJukrYxx00PzZFNtW7+SpIa/w2sKnQy68bn3lGjYt3kr2iZyAlEJFVRBC8NCEOwO+/9I4svNoxMCRrulMHvudUd945uo7xZC6ZOPiLTjznaedGaJLyVNffcmtMYeofHUdwIvmVVDNgd+nLJyKzH0GcAMqEh3yX0PaL0XEP4U4JTNCSg8y+0EMgp8gu9r6CWTeq4jEV0rO8R3E0AE/m4ZZB69B7ibUs1BHV4F/DSrs/f8ODdvWo2q9dA7vPhZyTnTE2zm/f6ty9517Mo9dG/aimlQatq2HzVGyO1qpRipPT3+Apy55BZ9XK3ZgjbkeHpp4N3WaBZYhdL6kHef1bcmSqSs58OchHHF2LhjanuoNShicB47sHTZVWtflaZcMSe2Iv0THGKvXI/j+47QydrIImk/nRKGXcc/dyOM3DSO1kUFy68yyoFrPRWrrscZ5EeIUHWqvwH1sAzbTXIw9bUGhrw/Wys3xOk2oln44Uow51BJ7GfnHfiA2PYvUc/IZ9nB/vO6yawCTxYc9zij5SmlYUuaWsd/KYxcv5bUF5xOTLBECbHE6leMAinbUJSB4646P+OnjX4rtfGl7L3XQ/IHt3Mw8Hur1DJ9uHUdy5aSgz6bXNV1ZPHUFa+duCHDGhTACMJc/NJj6reoEPRfg6J7w2tWqSWXhN8vZumpH2HanA4/Ly/pfN9NpcGjlnbMB6d2MzLod9CMY7pZEFrwLpuaQ9G5QOypzX/TLip1quzVAGO9v2uKSdYJ2mLO6GCqGxwjmO/4fyKz9i/GXMweculiXUoZcwDdq1IhGjRoV/92hQwcOHDjAq6++GtIojx07lqeffjrosf8yqtRJ5+Lb+jDj/TlBU79Us8q1T5VPR3v3xn28c/cnxWQrAFXqVuKG56+g2/CSWtHrnr2cDoPO48cP5rJrw17ssTZa9WzOOec3AIK/A6lVkxl678Cg13U73cydsDDkuIQQPPPDQxHlKEJBFnyOsVttGKBNK2NQFImuh96Vdea52LXqZfJTDrEjOx0j0pAF/Mn+zJr0OLSeB3q0Q5jTgeiI6/SCTGa+diuZne8gwR6YodC+djXqpUbOWpBaBjLrGu59cRcWtRo/T0429LUV0DVBcpqPB985QIP2wxGxo1kw/hcORiJTKxqfprNpyVa2rtpBk/YNyc3MY+2cDXichdRpUYdGbRuQVj2Fd9e8yIQnp7Dgy8XF6eWtejTjmqcuo0mHRmH7jwaHdx8LltF4VuB1+7CfZnJInstH0toviHvgRsy2LHxuFclAVEreS+mai8x9tNRZpdLvnVORmBAJp8xnrvkgs8NcWQPXLKT+OEJJQPp2g/MronfAy+ms65lQ4YRXIAgq7P3fD4M07BqeGvpKyDbXPzciYnpxaeRnF/D+6M/55csl+Py7pY44O4Pv6sc1T11WbGvP69uKCTveZtb4+QZxlq7TtEMjmnVuTKWaqXg9XsyWQIfS5rDS65rQtcY/fTQ/7E7hzS9dVca5jxaycAqlLcehPRZys8Ivg2MubcuwKltJbWRkgeUfysauTEC4vWAbgJSPI4TxbKVnCzLnQYR2ApupaG4XgAV76hCEqTNqnErptD4hLMSmD8OV/Tu2xDXYYl3YYkMTjrrzkrHGGdrPmheSbB9y0VWwZcU5nD/QKC/zeVUUVUdR/JJo/n2S2R8tCNrnqdA1iTPfxazx87n6yWH4vD7WzdtI5pEMUqom0aZXa1STytPfP8g3L8/g+3d+Ivu4EaCo1rAqwx8cTJ/ruoXpPxpbL8k+/tcF2dzOSHw9ZwapHUFmXg2ySKu8lK33bUFmXgupM4rfHQCpZ4J7DsWM+mV7NfS83YvAdiFSLzBK1CJCYNh5PUzfp0Kt0A7/G/CXOeGpqamoqlomCn78+PEy0fJwaN++PV988UXI44888gijR48u/js3N5caNWqEbP9fwu1vXo8txsr0N2cbdT9+zyW9diUe/PyOsFHK3Rv3sX3dbswWE60vbE72iVzu6fRYGZmRI7uP8/yIcTjzXfS7sWfx543a1qPRx7dx4M9DfHDfBCaMmVJs+2o1rcENz4+g48XRSSLMn7SY3Rv3hTyu+TQO/nmY+i1D308oSKmDbwvlcekS6lZGjbXz5dpsbqpdk5ppganHanVBcv9zMVnKn0I1uG43cjb8hp4f6BRlfLeHlxLbcm2fEpmUZIcZyymBB5l9N/j2YLZIRr1ykKtGH2XlvASc+Qq1Grlo07s1puQPiiOw8yYuRCCQUd6/alJZOm0li6YsZsb7c/F5Ss6r18LMg5/fTFKVVvS/+UIuvqMvMfF2YpNiiE+OLInV6Lx6CCHCLsAQkFw50ZAZi7BrXl4kV0kiNqn8mSFF0KXELGTxroguW2Oxlcx1Ukpk3jiCFkUaLcA5BRl7W2CEXNuNMVWHq5f3gXYQXTsBJ4cCkUjyBJiaIOLHIAu/BO8fRk2ZfjjyedFInlTgP4UKe/+/RafB5/P45Ht5+65PyDmRWzzFOOLtXP/cCAbf2S/kuZlHs/h9wR94PT4ata1L5brp3N99DHv+OBDgLBXmOZk89jsO7TzKY5NHFQdXUqulcO3Tw7nsgYv55JGvmDV+HtPfnAVAfEocQ+8dyPCHBhWTmYbD4V1HmeY/NxgUVbB/66Eon0oQeH8neifEgFQJYEF3qB+XHHT9hJQ+RJLhCAnL+ZDyI7h+QLqXAxrC3BoclyKU8CVKiJLno3lVdL0VxryvI1iPyep3GmXJsl01g5Z8PRfekI0aE0+RXTGZA9cPUhPoQo3I2VIauqazeOoKKteuxIf3fUTOyZIMlKQ0GPlqNzpcciNt+7akbZ9ziU2MweqwkFI1OWJdvz3WRvVGVTm4/XDIpZem6dRoWJXNYchUzwT1Sku7/QWQBRP9ddrBnrdmkKa5fgb7oJKPfftDtC8NFXy70PUukDkcfNujGI0CKd8a13MvAt0Jeug1dfEY1Sg1xitw2vjLnHCLxUKbNm2YN28eQ4YMKf583rx5DBo0KMyZgfj999+pUiX0i2C1WrFao4/w/ltxfP8Jjuw5TlxSLIV5TqaPm8W6uRvQdZ1mnRrRoHU9qtStRM3G1WnRtUnISfLwrqO8ePXbbF1Z8sNWTArJ6Ym4nZ6QNUDvjfqMbpd3wufxsXvjPlRVwRFvZ3S3MTjzXAET7f4tBxkz+GUennQ3Pa/sHPHefvpkQVhHUSiCnz5ZELAbHz0EpzpFzdsXBN0FtybH0eD2RK5M03HYVSr3bEVynWA10oaxdOVZ0H1ViI5FxofZfgRbnAvbBXBqHXl65/pU3ljIsa/HFI/01yOHSbzkcfo1N3aTpHczeNcGnJdaxcfAa0pFM+UfoJQQj2Udywnv9J4CIWDlj2s5uP1wmRS+PZs93H7+u2iaCAy4PDcigAcgFCrVTKPDoLasnLku6EJBMSm07XUu3Yd3Ytl3q6MeczQQimDwnf0CSivOHKcsOrU9oO2McI4E11yIuabU4BxEs3CUBROM0oooF5kibjTC0tLP3g5Sz0Me74iRJh8MKli7INTUEMcr8F9Fhb3/+1CQU8CeTftRVENX+8cP57HgyyUU5hZSpV46XYa2p/o51UitmkS7Aa1D7oC7Ct28fefHzJ+0OGC+rVy7Ekf3Bk8VllKy6JvlXDSyN007NWL7ut14XV4q16nE8yPe4M81uwL6yj2Zx2dPTObgjsM88OkdEZ2z+ZMWoyihHUVdkyz4cjF3vXtTGWLU6BA4J1er4yE+yRd2Nzy8fdTBPQfp/RNhNuywUGLBcSXCcWVUI5LSS8HxmcSmlxDnqWYNlbVB21vjje/GXWhF1wX2WBdqcgIgcRdakFKgqDpI8HpMeJ1mjv2ylPSkCzihfE8Yrt4yyDqWw8vXvUNROnvx5yckY69diPmWRXjdxvOJT4njklEDuPzhwREDLkIIho4ayJu3jQ9+XBE44uxc8fglzJu0MCKTenmgqApNOjaiVuPqZ63PoHDNJHyGmYJ0/ogo7YSLaGR7NaRrIRR8DDInurHE3IBibgrmphB3HwD6yasNDqRQ6wURC38B43sFAvGXpqOPHj2aq6++mrZt29KhQwfGjx/P/v37GTlyJGBEtQ8dOsTEiRMBg021du3aNG3aFI/HwxdffMG0adOYNm3aXznMfzT2bTnAe6M+47dTJDsURRTX125cvJX1v27myseGctFtfUL2dfJIFqMueJycjEDHUvfpZBzKDDsOV4GbxweOZcuK7cVsm6pJQdP0MpHOIqP25u3j6TTk/IA6s2A4svt4eCILXfLHsj9Z/sOaqJy90hBCIC0dA2SbGrRw0rhNAdvXO1BTEqlzczzt5RGqOiStrjyfpFpFKVLGc3LlgPSdos/qPoI9tR8irl3g59pR0I6BkowwBe7g6LqTwhM/I0yBO+iK2Yc11ktaKzdpreoVf96wsDHH5s1g8tfrOIpK7Yv6Mah2SVp9UOgnwbcLzOcAULVeOsf2nYg6Ou7zahz48wjBAgu6VnaHd/+Wg4wZ8jIPfn5n2BTEItz74a2M3vokB7cfMYIu/u6EIqhcuxL3f3o7ccmxVK5TieP7o5Qt8aNBm7rs/H0PQojA8wQ079yYoaODl0NEi42HjtHOFofZHkJyTw9NalcCFeQpOp3WXpD3UuRTXd9H0b8fCeMQ1sAAmFDiIO4hZN4zQU5QQFgRsfdHf40K/KdQYe//WhTkFvLRg5OYO2FhgIpE6eyh/VsOsn/LQZp2OocX5zwe0gHXdZ2nL3mF3+ZvLMPDEcoBL4KiCj68fwLHD5w0dt1PGUMZSJg3YRH9buhJ886Nw/Z9YPvhiMoeXrePKS99x/AHB2OxhZfzOhXC2gXpWUaRYTFbJINvOsGkVysHrQtXTAp2R6CN8cU/AKe29SwtpVpRPqhWjdh0Yzwnd8ShH84mvq0Da0xJMNTjtJD9uw8l0U5CPTe5B+z8OvEHamWcoPXbI1BVY4z7n5nJVMWKEJIOnhwa334Luk+QUrcB2XtyjfVYlFBUQWFuAac64AYMW+8tFa/NPZnH509+zYFth3ho4l0RAy79b+7J5mXbmP/F4oAdesWkYDKZePq7B6lSJ50+N/Tgp48XRHwvSiO5ciI+r0Z+dkGArReqIDYphvs/+RtYvyMSo+ogT1kTmBqAWhO0A4TNzvSti34ctuGI2PvKfCziH0GeHI4hZ1f2vRBxjyLEmSknVSAy/lInfPjw4Zw8eZJnnnmGI0eO0KxZM2bPnk2tWgYD8ZEjR9i/v0Rn0uPxcP/993Po0CHsdjtNmzZl1qxZ9O/fP9Ql/tPYv+0Qd3d8DFdB2Z2r0oa1aBL68vlptOjWlNY9mwftb/obP5KTkVcux6Y0Ni3eGmCII0UvnXkuln23Ouxu+NTXZ5J7MrLz4nF6GDPkZa58fCjXPXN59IMGMJ9rGFE/ThRWRbmmBY16Z9M3xk37K88nppILxaRhMhuLDl0HX6GCnjsfi/Jb2T4VQC9xOqV3KzLvJfCUMAVL87mIuAcRFiNwoCh2HGlDTu0JkBRmLMEStwPFVER+I7E6PNS4OIGhvfvi85g4uewEY2a0pSA2nvYdrQxtNIvgdrAkOtvvpgtZN29jdM9JGOno6D5jtztUo9Ij978Pb93xERdccn5E0rPEtATeWf0isz+az+yPF5B5JIvkyon0u7En/W/uSUyCkS7+0twneLDXMxzbeyIg4BQOjlgbby57ns8e/4rfF/xRapDGu7p9zU6aXRB+kRgKn6/cQKtVn9DwkYuxxxUgJaz5eS+Hd+6ldrMatO7VAsVUg9LcA8HhAzWQoV2YaiBtg8D1A2erEl6owVPKRcxVoMQg894AvVRqsbkVIn4MwtzgrFy/Av8+VNj7vw5up5sHez7NzvV7y9jnAHIt/39uWbGdiU99y80vXRW0v/W//MHauRtOayy6Jtnx256QYwgG1aQw++P5YZ3wzcv/ZOm0VVFlZk16eiq/zd8UNtAQDNJ8LsYcXGIDL7/rOLv+sLPsp0QUVfqDyUZgIblyPH3P38PxFfuoVtgAq8ODxVFKMuUswesyc3RhDh/tL6RlmwvJefEFalhLbOUxtwu9113sXbuFRpPns6lqCx64ZT8Pj29CrT/jqNQkh5P7kvha93H3HSc5WFCHbZ8XIFSQLhA2G7rJh6IItCidWV2T6JpBBhYcQT6XsODLJfS5vjutegRfZxZBURQe+PwO2l/Ulhnv/czuDfuw2C10ubQ9g+/qR7X6RkbMHeOuJ/NIFitnrish+42ArOM5TNr1Dl+/+D0/ffpLMQu81CRWm4UNv26mar3KZ00HuzC3kBkf/EBylSQ6DT7PWOeotcG3ldDvigpq3YBPhBAQew8yp6zTfNpQkxGibIafMDeBlMmGlKm31FygVkPE3o+wDzh7Y6hASAhZnlzUfwByc3NJSEggJyeH+PizK8nx/w2PXTSWtT+vj9ppVk0K5/dvzTPfPxT0+NBKN5CbEc1u3dmBalK56olLueqJS4Me/2PpVu7t8mS5+3190TMRI+5FkM6ZARPezB0XYl/po80lPVAdYE9wYXWUEHh4ClU0d3Ws7rsidx57F2gZRrTTNQejpvcU/S8EIml8mV3JoGOVErwbka7ZSD0fp6susZW1Usch70Q8ug/yNx3nw+37eeSSX7CppSKywoGotKI4wqn5NB7t/zy///JH2EhzkZRMs451+GP5zuKFStQQcN/Ht9P3+u7lOy8MPG4vS6etZPmMNSz6ZkXE9mk1Unj+x0e4p9PjuJ2egN+NogiEInh+1qOnJX9z5Vtjea1dNSq3Mwh1nh++jUVTDyIUY9e9Us1UHv1qFI0bvwPu+QRPUxMg4hGVliFE4A6PlG7ksfZAQZDzyg+R+A7C1jvkcSk18G4CmQtqDYSp/HwLFQjEf8k2/V34rzzT79/5iffu+axcpUOOeDvfHv046G7xy9e9wy9fLTmrab6R0Lh9Q95a/nzQY84CF1fUHElBTmHUO55CEVzxyCVc92x0QXfp24M8eak/08i47zW/xDHtwzQ2rYoBCTHxdlSznZRqyVx4ZRd6X9cRh6srU//sQdyyHFq0a0/MOQmoVh1dFzj3eXEfOBIVp4qfIs3//4HtN/+5HVevUQxt2wIATZe4PYeNmnPtCGbVjjmmP8LcBE2XKDiRJzpwoiCJj75uzCWVk5l74AgDRpykXrxBnPvrga6c+NlLk8rpTPVV4rGbRvHDuB/56KHQnAtFz1Xqkta9WvBbtAH6UlBNChcMbc/jk+8t97mhIKXkj6XbmDdxEQu+WoInClK1KYfH82i/58twGxRVH17x6CVc/9yI0x7T1S88yGsDWlHp3Dx2rvVxR4dF6JqO1WHlphevZNANecjc8PrmIvnboLrfRqr4qtMeWwDsI1BOJXs9BdK3C7SDIBLB3Dyo016B6FEeu/SXs6NX4K9B5tEsVs/+rVwBWc2ns2X5n0GPSSnJi2LH+WxC1/SwOuXT35wddeSzCKpJ4Yf3fo7KCZfSg8x9ll25rTmUX415qy3cUjWFKnemYrGXsHK68lU+vG87/UdeSoNWrZB2BZlR3S8NEWpsAvLfJjyhlo4hOfEYpP2KEKHrqKRegMy+BzyLARMCiQOJdjweEXsrzvwEYiplEl/JGHdiVRv31m/D15+eJKF7FSrH5tM6bRnWuGEBKUaqSeXZGQ/z6WOT+fHDebgL3cWfq2YVj9ODUATn92/FiIeHsPyHxWxeHqmuuSxUk8rR3cciNywHLFYzPa7oTKuezaNywi12C2/f+UkZBxyMzBEBvHbT+0za/W5UJEKlITWtOKp+eLtk4bcH/J8bP9CMgyd58MJneH/tKKqnrgE9h0BH3DB6IuGFMg44gBBWpJoE2tlxwiOxmwuhgr9WPFpIKcGzAlk4GXx/gohF2PuD/VKEknj6Y61ABf7jmPXhvKjJM4tQmOvk0M6jQZnEM49k/a0OuKIqJKSGJuf8dfIy8rPKN7dJXTLj/Tlc9eSlIWUvA9rnveFnqjbue9KbNZmz4UKUZBNJfYy5uyir6pyL2pDSrSnrMnxI50Os37yR21o2J62TBYutZG0QlyrISqqJdEYutPblFPLZ3MWcFx/LuT06IMwlNqaJlHzy22JSE6qAXxOaYj1oAeQCn4DaCBwXgTCB8xHwruWCPrDbF8fNvedgNxWNTaV77UO4H5pBRqGHpxPsCCG47IFBxKfEMeGpb8g4WMIV44izU5hnkHnWblqDYfddTEq15NNywjWfzqHtR8p9XjgIIWjeuTHNOzdm+Q+rIzrhQhH8/Omv7N60v2xQx//nVy9M58Kru1CjUbXTGpOUp6wh/GsKd6Gbd+/+FKvtJvpc0h48qwm6TrRfHdQBB8DcwM/vc6YSoyIqOVFhqgemehHblYb07UEWfgVuf3mHtSPCcYXRVwWiRoUT/g/FiQMnTysjStP0oLIxQggS0xPJOpp9dgYYBRRV0Hlou5DHNyzcXO6FgubT+XNVdE6iu2AxY6d3Y7jNTL20FJp1SyelUQFCeHDmqMz5/DjHDxQw+5NdFOZpLPn+AyYf+ACzRYH4scis6zG+hBBM10B4Rmt/O/0oeFaCNTSxnMx5sFTKfKl6QD0bcl/CkfA6Xnc/fO4d6IWbiKlsJ7leHpff3YPsVVn4Mlx8M7MFDa8cQXOrD7tZRVWMd8BiszDytWu59unL2Pn7XqSU1G9VB1uMlcJcJxa7pZgEJzYplikvz43i6Z4y/ggBlzOBxR5dXWC1epVZ/dPvIY9LXXLiwEm+en46dZrXpEHruqTXSovY77S1G7hT24ejjpFapmtl3wddl/h8PiY9t5RHJ01H5r0OrtkUf5fmVojYexDW9qEvZG4F2hHO2DCrdQ2d0igh9Wwo/BbpmmnUuan1EI4RYO1WHDGXUiJzx4Dza0pLnsm8zQaBTPIXCFP9EP3ngPMHpG87CDvC1gvM5521VMEKVOCfjqP7TpyWvQ+VJZdWPaXcAW4gtLBDFOMIV3b2x9Kt5WLuLkJeZj4nD2dFnKelngvuuegSCrXKLFrXgEIrvHCLQDWduusngN9gW0mZ2X0Xnktyg3yE8OLKU5CF29CVusSkmUipH/3mxV2N+2KJ8WKxBZYQpjRLYdT2WJx/Tir1adUgPeQDk8u00XxeJs1pTudL82ic/AcoCYikt7GbTNSwBC7z+97Qg17XdmXn73tx5jmp1qAKadVTip1wR5w/S07TSK1qIeOIu2wNfBgIRYQNuJwpkqsml+EtOhWxiTH8+MHcsFkVqknh8yen0HVYByrXqUSD1nWjtjlejzfQzgc57ZNHp9Drmg9Q3OOh8MsSEjWlKiL2ZrBfEbJ/YW6OJHzGQtSwD466qZRecM0xpPy0gwZ3keMSsA1GKCXKMdL5IzLnfowb969HCvcaSisJLyPsF4fu370A6V4JSISlDdj6Bt14+K+gwgn/hyI+5fQmufysAl6/+X3uHT+yDBN0/5t6Mnnsd+UyhBabGbPNTEF2YeTGpSHgknsGkFw5CSklW1du57f5m9A1ncbtG9Cm97kh6pkjw2yLzJq69Wgmi8ZP5q7Le5LasChd24jE71rlZdSFv+AqCHR2ck7ksuy71XQb3glhbQfJk5FZI0GeBS1F7UDIQ9K3E9zzwpwskPnvYkqdjdlaAxnTHFfGdExxJhwJThy9bYCNy3r04Misifx+4DB/5OfT9Krn6dKwpv8a+7FZs2nWsWoA+3VsYqBkV81zqnHxyCbM+GAzZS1PMAKXkiNdhnUIcw8lKMgtZO2cDTjzXdRoVJUmHRqGNY4x8Q6adT6HP5aElzJp0a1JWCe8CBOf+sb4DwHtB7Th3vG3klw5KWjbxTuPk/rDC7R+aAC22Hx0TTBt3J6gbXWfzpKpK/F+dieWxFeR+hjQjxkp6CFqtEtDOK4yHOEQ0HUIR+4udRCKgoh/IurFhvTtRmZe5dcL9S86tCNIzyKwDYCEV41dc+cUvwMOgUECCXoOMvMmSJuPEIEmxygHeRRDUcDYGZKFE4yAQ9IHCCX4c69ABf5LiE+OxZUfWjs6FF68+i1eWTCGxLSEgM/7XN+dnz/7tXydCYM5vbyEmIqqUKdZDToNOR+AY/tOsHjqSgqyC6havzKdL20fnYBICJitUSxj9Qx+P9GSJVMttImJoVF6Gj1GNSQmMdp1i7FGyD+ch118ghA+0MB5pCtSiaL0TZixpViJTTGu53Gq+AqSAIFQCrAnF5LaKB8anX6gelir/rzzzpfc+8h9xCUMCaliIbWTKPohGraMB7VpsS0ocr6LoKoqd7x1DU8P+wgh5CnEdWFsvS7peWWXqMasaRrrf/mDEwdOkpAWT5ve50Zkve9xeSc+2bQvbDCo17XdmP7Gj+Gv7dNZ/O0KFn9rZNHValqDUR/cQrNO50Qc9/pfNwf8Xb+NiXl6LwBceQpv37GNuV/sY/3CHbTtPQoZe7vh1GICtXrkdG9bP8h93k/uVva3JiXRrY9jbkVEKTMmpQuZdTN4VlHMXaMfRub+AQUTIPlLhJqG9O3yO+CnjssfeM95EMxNygTdpXcHMusm0I9Q5HpK52TIewGSxiPMLaIa578NFU74PxRV6qYXsz2XhzUS4OdPf6V205oMvTeQDfqSewYwb9IiThw4GVWfXYZ14N4Pb+Wh3s+yfe2uqK+vmlSGjhrADWOvIONwJk8NeYU/1+xEMSkIBJpPo2q9dBq2rcdv8zeWK1qvqAqdwjCkSykZv2Ah7ffM5uq7uhOTZBhXT4GCKx+mj9vHly8Fd+ZUs8qfa3aVSKGpaSDDs8ZHP/CE0MdcCwhP6CVB22U48qaaCDUNW+qtaL5cCk/8hGorxOzwYY93UndEOnVJp22unUM/TWDsb+nc33MuqlaUdiaQ1u4GYZypbtCr3fHOGJLSnuDbN7ZSmH9q2nZZ4ywEXHxbH9KqpxAOuq4z8alvmPraTNyl0s1qNq7GsPsvJuNgJge3H6Zq/cq07tmcpp3OKV5AXPX4pTzc57mg/QohaNi2Ls3LS7omYfVPvzPqgid4d82LxCUFLpCklHy3eiX3NzoXW6yxQH584AbWzAmddq/5dFz5LixWs8FGrpQE06SUfkPtMchRhC3wPiytIPZeZP4blN5tBhVN08jNNBOX5MUUYlY/uNtGevO3sIXIuJDaUaNeUqmMUGKQUjeCTHoWgSse/3Vds8DcFOm4EVnwMaG3yTRDf9z9K9h6lVzPvcpvzINkjXg3GtdO/rpiR7wC/3n0uqZruQPkYJC3jr3qLV6a80TA5007nUPXYR1Y9G3kMh6AqvUrM/anx1g4ZRmfPf515BOgeDo4t3tTHvvK0BV/Y+SH/PTRAhCGrda8Gu/c9QndR1xQ7nsTiqBOs5okpSdGbLt0r8A5TeGme/oQm1yU9l6I1MGZoxCs1F6Ikl1yqSlI50Ycyo+UnuOsYhHIRRGv7xE9UdRWxX+rJokpuTuKP8joylkPbEAoOpGz58CY/wXWuBIlDt0pybckYoq9nm/WbWTnjHuJ1d1kmBPpf90Y2tfQDHJY9wKK1xKmRhA7GmELztVywSV9eHpqFu+P/pqj+0qcY0UBiUSeIuWqmBSqN6hC18siB9yXfb+at+/8mJOHs4o/i0uOZfiDg7DarWxft4v45FiadjqHdgPbFDvn/W7qyTevzCA/pyDoOtUWa2XoqAHMKlVeFw32bz3IAz2f5rWFT9OkfcOwbfMy89Flbdw79uNrkhqgy26L03lgYkNSqjuKSYWFsMAp6ympnQSZBUpqmXItIWyQ+I7htKJRYuuNH9XeP+Op1SAXJUTVXG6WSoH3aqo2D16XL/Uc0E+ASEKoxrpM5r0KnjX+FkW/xaLA+wFk9mhEyiQjBT1s1EwgC75AJDwVcD2ZdbW/DA8C3nE9G5l5HaTOjip1/t+GCmK2fzB+m7+Rh/s+Zyzey/ktplZL5ou97xXXvjoLXEx4cgqzPpyHK8qJK7lKEre+eg1jr3wzuosK6DTofO754BaSKiXgcXm4tdUDHNl1tIyjrahKcTp0tBCKwGI18+nWcVSqWTY9Ldfp5bV3n+a2DrVIO19BNWv4PAreE8vIPbaaq9o2Cdu/alIZdv/F3PiCkUYkC79G5pafOK7swO2ItOUB6T6loee9CQUfEtE4qw38k3oawj4U7EOL+9T1QpwnvycmrYSkTdcFGRutfPLjMq4ZsYsqMUXMxapB4JbybUhHHMCVv48/fpmAu+AwtRrHs+fPprxx+6/kZRWgmlR0TUcogotv78PI1641mNXD4P3RnzN93Kzw91gKNRtX48lv76NWE0Pq7efPfuXNkR/i82kIRSAwSNEatq3HMzMe4od3fmby2Onl/q0oiuCap4dz5WNDiz/TpeShjz9gVA0v6T1iMFk0vC6FQUnz8bpDp4vb42x8d/LzMs9COn9A5r9naIkDiBiwD0PE3m3ozpZu616CLPjMX2sGWNqxZWNfnrviS6598Ag9LsnGbDFuctvvdpbOTuT3xbHs3GTniW/uo8ulHU7pbzEy7y3wFQViLGAfBJYOkDM6wsNJg+RpkBFp58MEjitR4h8r/kTPvM4fdQ/9vETyl8XqAf90/Jds09+F/8ozzTqWza0t7yfnZB76adRyf/zH68XzpJSSnz5ewJfPT+P4/owIZxoQiuC5mY/w1CUvB8ijhWwvBJXrVOLp7x8srkl/8/bxzPpwfnByOWHsxLoK3OVyxh+bPKokKB4GT/28jOuP/0Kta9KLP8vYA/f2Ws7R3cFr0eu2qMWH618FQPoOIjN6RD2uU+E2XY49tTpetxmTxYsQoPkGopoCU86lZy0yM3SasgEF1Dogc/E5rsUSa9jyEytMvLD6EDFpNbkt7hhJnauhqBKfW+XAtLUsrpvIred+SeB86yeKS3glZAoxgK7ls23JBDIPbSa5skpsSkueuXoT+zYfMkhbpUTXJc07N+bxKfeGzBwrwqpZ63ji4pcCZEjDISbRwaj3byn+rneu38Nj/V8g82h2MWmsrunEpcTy3MxHOHk4i5eueQt3YWQCt9JQVIUmHRryxuJnw7bbsuJPRnV+gvRbW3JF1R1USkiiqtmBZUAbUqqfAODXr3JIrzuojEMvvRuNcrRipRwFrBci4u4tU08tfbuQBZ8bAW/pAlMdsF/FkGo/MOTGQ1x8fQaJqcb3eWS/mVXz4ln+UwLb1sdz4ZU9GfXhraf0t9e4tnsuxY62pSPEjISsm4Hwa3+RMguZfRdou8O2Q62Jkja/5LoFnyDzXib0l61AzK0ocWePzO9/iQpitv8IWl/YgjFT7+eNWz4gJyPPqKnS9RLNzjCTW8ahTI7sPk71BlXwuDw83PtZtq3eWS4DmHUsm4ljpkRfyyXh8K6jJFUydn0XTlnOwT8PB22qazquAjfn9W3Fmjm/o6ol9WtF7J1AwC6ZzWHl2RkPB3XAl+zYz/Fvn2bUVReSVDMP0CjMtGEx6VjVZaRWger1XBzabQ2qFwpgtXvoOsSO9P5hRJClh9MukisFEXN7SAccALU6UUXHtR3Gv/pJZN7zRh1S8lcINQVFcRCTdgXgReouCjJmEFupgEotXdxRpSu/TVYZX6ML6QmCwXUWUznmIDL3BUTyxyEvZ4utRduLS4IQ1VtCu8FXsOKHNRzaeZSYBAcXXNKOlCqRU4qP7j3O9Dejd8DB2OW5t8uTjN/wKqnVUuh7fXfaD2zN3M8XsnfLAWwOGxdc0o5WPZrx7t2f8sN7P59ePaNuLFpLO+E5Ti/1N31LzMCRmCzZeJ0msk50w+cJXS+vqAr9buhZ1gHPf9+/u13qvZMFUDgR6VljpIEpjuJDwtq5DJt+XvZkTh418/romrz7WDWSK/koyFPJzQyc4vMyA7VLpfN7ZM5DgdfGA87p4PqJwB33YA/nhD+9LBqUklLSCwLk+oLDhHTN/dc44RWowOkiKT2R1xc/y3OXvcauDfsQigBJVGzpQgjW/7q52An//Imv+eqF6eVOAX/37k/xeaPjo5BScmT3MZIrJwJw/EBGaAfcP8aUqklkHs2mMNdZbN8VVRTX3hatM4rWOTe+cGVUDjiAx6ejlLr0R3dPYer7SSFVPkwWwYAbqiI9v/sJq8rnzJ0Kq+8b8g9eTWz1NHweFZ+rHbb4sjXfUq1GZBlL3R+s1VHyxuMRt2CJkTjOsdNx+iJ27LcSM/paYpNLdpjTupzHym8Xceu5p35/xkORuU8ajmApO1MaihpLk253BHz20UbJpiVb2bL8TxRVofWFLajfKrKKhpSS90dPMK4dpT0uyC7k+SvGYYux0X5gG+q3rMOkPe+xZOpK1v/6B0hJs86N6Ta8I2vnbOCZYa+eNnfBH0u3cWT3MarUTQ/ZrnH7hlSrX5lDH67nvXgHVR/vxgNiKVX8DvjRXT7mTDrB2NmBkp7Ss8bY9Q2wqbpRJ+1ZBsnfBMiAClM9RMKzkFASFHAX7KYwdzpfvlGZyW+lk1bVg64JThw2UxxUEZCbdYqt9+00dMFLkRMCBh9RhGC4fzTgXcPpPFjp+jnCebrBkfMvccLLgwon/B+OToPPp92A1qya9RtHdh8jNjGGfVsO8N1bP6H5wv+opG78EGd/vICtK7cHTckKf75haKPRaC5Cfqna8V+/XhrgUJ8KXdPZt+UA4ze8xsz35rBh8RZUVeG8vq3oeWVnNi7ewsZFm5ESWnRpQq9rupapYdZ0yStTv+ZSfQfn3d0VW2weUkLhiZrEVOqNlAIpnIiCd7j6gaOMHVm7zDgccRo3P3GEXpdlYbY8ZJSAi2Sw9eFMHXCsPZCOG4Kuh6R2BJn3mhEFLReKUoj2I3MeRiR/ZHzqWYcs/Bp8O3AIL4UHG2Kr0oT49Hw6jTyPplsVdJeXHT824JemzRnRdBZSO1quFCGL1UzXyzoCUJjn5Oie47gKXBE1OX+dvAxFKScxj4SC7AKmj5vFLa9cAxg645c9MCig2cHth/nh3Z+j7zcIMo+WLGiynV7efPdxbrviSuLS/Gy0Sjsq1azL1WOGldSUl4JqUkipmszljwTqwEvffmT+uJIbCoBu6IwWToTYkSHHJvPfJT3pA8CoZXM7VY7sC551ULlOSe251POROU/4r3vqtTUjEBANRJIRKNIOBemnCL5TnOko0wRl9JkwFajAvxnVG1Th/d9eYevK7WxbZZRvxSbG8NI1b4c/UVBsY/dvO2Q44FAu0yV1yeFdR1FUpVws7YW5ThJS41k6bVXYeLXUJQe2HebtVWP5ff4mlkxbgavATYM2dRlwSy/yswpYPG0FzjyDJ6T/zRdStV50dunHjdvotm0iCVf1APLQfTDwmqN8Nz4BqStlap0vuSWDy+44TlLaemTmB4AZbAMBB1BO7pti6Disi9A8b6Kaa2OyBNZfS+lB5r8PhV8Q3gEv6c8YbawRkPF/KzqgCVF2LSdBhivrkYXgngP2IaHbnAIhBC26NKFFlyZoPo2DO46wd/MBqtavHLaue8dvuzm04zTY0yV8/PAXtBvQGiGMrMeeV3YOIPzTdZ33Rn1W/r5PwcnDmWGdcCEEoz4wSjE9uYXkH89CqVVicyvXM/H8zAa4slZhT24HCKO8K+chDGc3SD21dCFzxyBSvgp5Xelejin3VhJT65OdYULXBMcOWMuOTxVUqR3IMyNznqK0PF8JDJWeyPC/VJYO4NxPaKddNdoEnBrF7+Y/ausrnPB/KJz5Tn75aikb/E5o8wsa0++mnsTEO1jz8+9MfT08KUV8alzxJDPzg7mn7UqW5zxFVajRqIQkIi8zP2LteUFuIXWa1eTu924uc6xui1oMvrNfyHOP5BQy4Z0HuWHA+aS2qIKiuPAUmpB0w5FWHb3gG4NQymeQbHS7OIeGLbby4u212LnJjqYJ7LEar0zdSZ0mLgJUq2QmOCcD8UBeOZ5E6ZWIMOpks29HJr2HECWGS2pHkCeH+utxT5cNWwPPIvSjLUFJBv0gpXc2baYdaCc24XFcji3eS5q/ZC25TVvqLHby1NSBPHT9YWyOdExK9NsmuSfz+PSxycz9/Fe8HmMHv0q9dK57ejg9rgjOkJt1LNuQhynnreq6ZO7ERcVOeDDMn7T4tJh3S6M0sdHorz7n+db1SW9vDLYwMwZ7kkFCctUTl5KQGscXz04j61g2YNTJXTC0Pbe9fl1xFgiA9PxeygkOeYfIwq8QIZxw6V6GzH+T2o2gQYtCdv1hR9fLfldCSFKr+GjRZgpSrwvChsy6lfDOcBTvtFIJYaoBjuuReaFS+FRQUsFaKp1TJBjOu8wKcQ6AFpJRvQIV+K9A0zTWztnA0mkrKcx3UaNhVfre2IPKtStRkFOAxWbG4/KGPF/qkqadGgHw8ycLUEzKaaW0lxcWm5kk/054fnaBUQMeYYI3mVRGPDKEEY+UdQY7huF6CYUcp5edn93LtQ/cQHxlY65xZ2wlvbqXqVs2897j1Zj7TTJFalMjnznMkJtOTdH3gmsGiDi/o3CaqyVtPyL7Vkj5GtQSJ1xKn8F/4VlOdA64AZevN9bK56KaJF63idxVR9nYoB3xqTFkLf4DtWdjFJNEcyvsnreQ/t3Dkb6ZkL4D5ebH03Wdaa//yDevziD7uFHva4+zc8nd/bnyiaGYLWWd8axjOWU+ixb7thxk7+YDQWX3ADYv+zPqEotwKHpvw+Hcbk15ZcEY3hv1GXlBnpxqktiTN5J/fC+O5HaGZK12MEyPGnjXIn17EKayGQVSz0Nm344QHvpflcHXb6UHtfVgkMD2HjoH6T0fYW6Enj8evKvDXDvKd9p8HsJ8HtIZjhdCRziuDPzIdA74dhPWcTeFr8P/t6LCCf8HYsvK7Tw+cCx5WfkoQgEkC6cs45NHv+S5mY/Qpve5VK2XztG9J4I6HkIIBt/Zr1hb88juY6dlVwwpinjyMvOiIk/TNZ2BI/sU/129UVV2/r4n5LlCEVSrHx2z46mYvu4Pkhe/x+03XUB8up/Z9EQsMSlDwPUj8tgwDOc5EFVre3hz1g5mfJbCynnx9Lgkm3rN3GGYKHMBC9Glq526FeD/b89iKJwAMTeVHMl7LQoH3AZEw5hbCHpRJDKwP5X9KAWvU1AwHMWUihpjxeLwUe1CM6PqtGXtm2+T5fWyNqkxj458kJgIzKV5Wfnc1f4RDp/yTh3ZdYyxV73FkT3HA9K6i5BaLRntNJ3k/OzwO7aZZyi7p6gK/W7sCcCxHCcN//wRS/crgBw8hSa+/8CGPXYBrS9sztzPFzLro/kU5BjPu0ajqox49BJ6Xd21uD9Dzus5cE4Kdrmy0I8ipTcgSFPcV8EEigIrd714kPuG1AcfAWmWQpEIAfe8cgDVsw2Z+YfBH+BdU6a/8kLEXA/aHkMz1dQMfH8QmMKuGHrhSeMDxi+EinRcAQXvE3rhaS6XvEoFKvBvQ05GLo/2e57t63ajmhR0TSIUwVdjp3PzS1cz7L6L6HtDD378YB66XvZ3pJoUGrSpR4PWBrfH4V1HT9sBN4Kk0Z2rqAq9rumGzWHs0lWtXxktQiq7alKoVDM4o/fpwsZW9qTUw3PMU6z4JewNwAk2h2T06wfpdVkWU96pROWaniAOeBE0kLn+YHY0aijBtv110E8gsx9CpJSa+10zS8mPhkJgirpH6Y+jehNAkncilk1TVrC3scpzg2YjBPx6oCsffnoMm9tFYUwCtww+zPkJW8P0ryOU8nEqSCl59Yb3mDcxkJjOmefky+ensX7hH7z269Nlyq9SqyWX6zqnoojsLBjO1NYLRXDOefXLrDuLFHw2Lt5qaJZ3aczuDXv59rWZHN55lESzmSU9d5B0sCXWOC95S0+g1EojtUkhsZVy8eTNxRRtRqO2z6j9PhXO74uDQENvPcGiGYkc2Wc9paTCIMYddvtxatQ6hswcjoy5HfJfPc0nUgQVzOeBmgKu+WDr6y9XUyhNEAs6Iv55hDmQYV44rgir7AJaWcf9P4IKYrZ/GDKPZnH9OffgyneVSQMXQmCxW/h06zgKc53c120M+dkFxYazaDfw/AGteXr6A8VO+LDKN5J9PPe0xnP9c5cz6elv0Xxa2HR2IQQdB5/Hk9/eVyyNtmnJVkZ3DU9sdt8nt9P3+uDMnaHw8pyFDD08nxoj6mGxedE1gTu7MfaUTsjCb5C5T0TuJGqoxg6fez5nlJqupCPSFiGEgtRzkcfbE7kOPB4jCHD2IKWKU7+WWL+h1DWBrivkHoxh7lfzqH3Fs7SvE0y/1MAHoz9nWgRytS/2vFdG1zXjcCZX1BxZbqZ/MFKsJ+16N+Txz5/8mi+fm1bufsFYGCZXSeKD317hl337SFz0Lq2v6Fwc2Jn3WRav3fo7uq4HHbuiCHRdctc7N3Hx7UYAShZONjS1o4YFkb4paDq/fqw1hoyJgR0b7Yx/piobl5fsejRqWcANjx2hZaco08sjwu9kW/uAngfe5ZSks0kgBpQYQ3rNPgDsw4PK5Ui90JA/820h0BE3Aosi4WWEfVCZ8/6p+Lfbpv8F/s3PVErJvV2eZOvK7SGd38enjOb8/q14uM9zbFn+ZyBfiiJIrZbMG4ufLZ5vX7nhXRZ8sbjc+uCqSaHTJe3Y+dseju49HtaRV0wKqVWTeWfV2GLmclehm+FVbza0qINM8ao/W+jxyWevJlR6/2TrzjF8MiOdqkfXctWVI0lv6zSyrU6cplOi+FN89eNnNDaR+lMxCZd+8jLwbiT8LngMRRKqAB7LLdiS48k5msCuxz5gauWamNUzXcqbKBdRgJS4fHAgsyEnPv6NYAvAka9fy9BRA085TXLLufexb8vB07L3k3a/S+VTUq2L8MfSrdzb5fTIcoUisMTZaPzSBTgOrio94ogBJABdETTO3U5VVObFVCfedZQbLr2GyhcYWSr60TeIJqtRJH+FsLQt23/2vX7H13hPck6qfPxcVX6ZnojPa6ypU9K9DL/rGBdff7LUxlEEXpfwowGkQQRo6WhkjuKjJChkNRRehA0sHRGOKxHm4Co0eu5YKPyMMtmgSLBdgkgY+69RQimPXapwwv9hmPTMt3zx7NSwEemW3ZvxyoIxZB3L5scP5jH/y8UU5jqp3qgqF93ai67DOxazogN8cN8Evntrdvm0PxVB007n8NK8J/ht3kaeuex1vG6vMameEgROSItnyN39ufyhwQFRUSkl40Z+yOyPFpTpXyiCc7s1ZexPjxUHC6KBlJKrnxrJ60O7UamFUf/t8wzCbE03dBCPdwxwWs4KTM2NCLknslRJOIi0FQg1BendhjwZmqn074BHOx9TajdM1pJ3wpln58CMHcyIacXoQYNRSk2Y0rcf3bubwWkf4ioMHzzoPuICHv3ynjKfT3zqGyY98225ximE4MaxVzL8wdDO2qGdR7iu4d0R+0qvnUbGwcxiLgXVJOl6aW1uful6xi36jVtiD1O5b6XiwM6MN4/y7v0bI/SKvy+Fr/Z/QFJ6AjLjwgj10wFngm0QSuKLQY/qx9qALLszcOygmYzDZhLTfFSrc2akQgFQUsHcHOyXQt6bhjReGQOvgpKMSJ2JUMLveki9EFnwERR+VZKabmmPiLkNYY1OV/6fgn+7bfpf4N/8TLes+JN7Oj0eto0j3s6Uw+NRVJUFXyxm1kfzObrnOAmp8fS+thv9b+4ZIK245uffebT/C+Uah6IqxCQ4eHf1iyDg4d7PcnjXsaAlPiaLiZ5XduaG50eUYche9M1ynh8xLqBGHQynPS4plndXv1gmOHsm+GrJ29Rfu42Gl3VGsUoc8YWGikUhqLlnsDMY9xTkPXVGYzPYyA2bpR87H2R2uc53m0ZgT60GQP7JWPQQZLJ/OXRBwfY83vhpDfuU2ojDVjInrCr+fpPSE/jmSFly1/W//sHDfZ5F12XUjrgQghZdm/DqL0+FbLPxUAbPf/gZSC/ipIPMT1YigzjQJrOKLcZWKotO0nxIAyo3Pcz1w/tgTT87z9Me58Rs9eHzCJTMV4lo85U0/2ZM2TWvnn2fnx8o8DeXl61yYKcVi1VSp4kzsGzyTCBiwNQAYR+C9O4A5xfBGgECkTQBYW0XtjspJbi+QxZ8Aj4/ibBay8ims18eWTv9H4QKJ/xfapQBRrZ+gF3r90Zsd/+nt9Pnuuh2kI/vP8Et596PM99VxqgKVZCQHIfb6cGZb6Q+W+0W+t3UkxvHXlmcbpZ7Mo85n/3KlpXbUU0KLbs1o1G7BljtFqrWSw/pSOu6zndvzubb12YU60XGJDi46LY+XD1mWFiCj1NR4Pbx0gcvcluLFNI6WTFZfLhyq2KLNyKx0jXHkFf4SxCJ0TQyRKW1CCUeqR1Gnuh2VkZVPpgAH4gYRPwYhP0ioAB34UEUsQKzXTNYONebGT/nNxr2vZv0GA+dUl9B9S4jL1vl0ibNIl4lKT2B+z+9g/iUWBq2rVecGSGl5Ls3Z/PFc1PLsHiHQp3mNXlz2XPYY+1h2/U2XRbR2J/XtyUPfH4nmxb9TvXqM6lRayGqkkeWtx7fvOZlxEO3klglC69L4YELf2Pz8hNRjRGMoNW1z1zOiIfaIU9Em9mhACZEyncBjKmloWfd45cbOd1Id3lQIjMmnTOROfeFaasY8mqxt0fVs5QayBzAGl4p4B+Mf7tt+l/g3/xMP3n0K759dUZEgtUOF7flme8fiqpPXde5t/MTQZVQFFVBURUSK8WTcTDT+FDA+f1acfu464tTdL0eL8u+W83yGWvwuLzUbV6L8/q1wh5rI61GCjHxwRm2AdbMWc/nT3zN9rW7ACM42fnS9tw09qqz6oBLPZdrn32EV4d2plKzkmwxZ5bA5JqAKs5kJ/ss2PqEcQh7fwD0Ez0i1AqXhZQqTu16YqsnntE4zhZyjsThy5N4Dufw1oI/2LOvESLLyck5v/HsDw9htVk4p12D4vUiwO+/bOKduz5h/9ZDUV3DYjPz1ooXqHdu7TLHpJS89dMceh75lSodW4Aq8GYU8tHPq1kzyYRzX6CttiXHcPP8p9i/+ygmZR9JSXuZtqsZL2krqXNzjTN6FqfClaOgFn6FKiJ/xyL+WYRjeNBjsvBbZO5jQY/9JfDLjEntGPJEV0K/8wqYz0VJmRJVt4ZyUw4gQST+a3a/S6PCCf+XGmWAETVuJeNQZsR2lWqlMWnXO8UOTiTsXL+Hp4e+ytE9x1FNKlJKdE2nRZcmPPHtaGwxNnZv2IuuS+q2qIUjLrzTU15omsahHUfRfBrVGlQpl/MNsG7/MbZNfJR+V15Ich1jZ9CZbcUaNwRFNd4DWfgVMvep0xjdmcuQhYcCpqYoqSUp03rGUD9h3F9PoAOA/TKEWsVgubb1RoiS77cgt5BfJ8+nXa9jpNU1nkPO0TgKN2fhLXDy1abtXHX5LlJNBxhUv3lI2ZdgSK+dxs0vXlXMqA7GIu+FEeNY9sOasI5zWs1Uxq9/tQwjfjCMbHU/uzbsC3lcURUuHX0RN714GTLzRn+9tE6BL4GXp3bhjhb1Se1swWTW+OC+PUx7Y2fU9wigqgrdr7iABz8ZZOyERwORhEh6G2E5v8whqZ0AmYfUjkHWdfy172cRTOC4AiX+cfTMm/x1jGHeT7UGSlrZLJf/Kv7ttul/gX/zM331xveY+/nCqGTIPvvzLao3iI4/JT+7gOevGMfan9ejqApCCDSfRmq1ZJ749j7OOb8+uzfuozDXSdV66aRWSznTWymD4/tPkJ9dSFqNlICd+rMF6dvP9c+8wMuXd6dSkxw0r46W9QsmPVza95k719HBhKi0tDhLSM97MwI3RmhoojaaCF0eVhYKqDURag0jhdjUEKHEFR/Vpc7eTQfYsuJPso5mY7KaqN+yDo071sehfg/6YYpszY8TU6jbpAat+jkCOHOyD8dRuDUTX76TT9ftYt0EievASexxNobc1Z9rnrqsOCNSSsl3b8/m/VGfhx+1qvDm8uc557zgRJ37sgpY+fxQ+j9yHXEpJUGXI7O93HsgBv3130v6qp/KoA576HJeS4S51LaxBHv9ZJJqGetHV8Y+vvsoKar19qmwOqxc9/RwZP4bmLXFRA6SmxBx9yFibixzROr5oB9HCgtkDPU7sH/De1rkhBdMQOa9QKQ1hkhbZKwhK1ChE/5vxdwJC6OeEI7vO8Gu9XuLCVkioX7LOkzY8Tbr5m5g2+qdmMwm2vY5N+D8Jh0anda4g6GI3X3bqh2oJpW2fVvS4aK2ZUg8okGu08O8t27ilnuuIbmGsZuef6wKsen9Meph/FBCS04EhwIiBXD7pR3+qt1GHRF7S8AnIu4eZFZZRvizD8VIgYp/KmgKVObRLO7t8iRHdh1DIrn3rVb0vS2NhMp5JFQ2AXHc3r4r679SWdWqKR37bGH5nISoHfFje0/w3OVvUJjvpN8NBvmZ2WKmVc8WLP0uHJsnPPjZHVE54ACD7+rPaze9H/K4lJIBt1wIzqngNerBfjtxHttm2Lj3irb+wI6GMwvmTgjtzIeEENhjbKBWBSUlMrmP40ZE3L0IYQkcp3sFMv9N8P7m/8QC5pbg/Z0zq/2KBr6SWjX9JBEXAnr2XziWClTg34t9Ww7w69fLotMBVwRLp6/i8ocGR9V3bGIMY2c/xp5N+1g16ze8bh/1WtWm3YDWxWVq9VtG1nuOFkXs7itnrsXr9lG/VR0uvLoLlWqevZ3vMjilDMaTl4NVXx/5PFNj8G3nr5tHFbBfGlCmIxxXIAu/9JcVle+6qtyLKveW4wyBSHoIYS67ltM0jVeueouFU5YHlBoo6gb6XZnH3S8GBp5tIpmHBlanzYVVGHp3PVIqW6nTWiWxah6JVc2AmdtqdeF+dTVHnxE481x89cJ09v95iCe/uQ8hBEIYZYdWuwW3M3jZlBBw2f0Xh3TAAQrdGnGqgmIKfH7Wc1J4fO8qvPeUrG2SK1tI790NW2wwUlujhNF1dC9WMY1ZH57Psf3RkN8GIr1WGre8fA66Oy7CVyrA3AaR9C5CCSzfkL6DhnypazbF/ECm5uBzA2fA0h8VVLC0N8ahZxt/R+Io0rOgwgkvNyqc8H8I8rMLePO28eU6pyh9PFooiqHBfV7fVuU6r7xYN28DT1/6Gs58Z7HRn/XRfCrXqcTYnx+POqJfhGW7DjAwNg57knG/7oJGxKZ3LdvQ2hlEYvT1V2pNRNLHhn5j9t2g7S7XuKKFiH0AYesT+Jm1CyS8hsx9PDqNxdOCYqSeJ30Q1AEHeOnadzi293jxYvCNu35nwbdpPDD+XBIrCazxEF8pnw4jz+PYwlwKWhwmvrmJ1UeakjFxQ9QjGXfreDoNPp/45Dh+ePdn3rnrE4QQIReh14y5jJbdjdR3n9fHsu/XsGLGGtxOD3Wb16LvjT1Iq16yg9Pr2q6snLWO5d+vMRRV/d0WLTZuf+N6qtarjJ7xJbpUeWvpIPo7zQy9qyH2eCMynn/wBKp3Mq6CJlHfVxE0n0aXYR2M5+y4xq8NHuze/EGRuPvKfCdGOcXdBJLneAxSHyUFLN0MkjMtG+Rp6LCGhTEurEagBLUW+LYReoUhQD27aX0VqMB/BW/e9hFed2jZsdJQVAVXOW09QJ3mtajTvFa5zysPjh/I4NF+z7Nvy0F/gF0yd8JCPnr4Cx754m4uGBK+jvR0IZTy7q7bEYmvg6WdoeXsnveXjAtLZ0R8YEqxUNMg+Utk9m2g7f9rrlvMXP10UAcc4Pu3fmLhN8sBAkoVdE2n+5Aj6BoopfY0egzJ5pt3KvH7r0dYN/8oAG17VWbUO81J91dPqbEmEvOOcMJiQvO/z0unrWLhlGV0v/wCtq/bxeiuY4qlTIOheZcmXD1mGOBnKV+1g/kTF5F5LJuUKkn0vq47VA8M6GQfs5KY7ia5bi7JtwcjCnOh+RQ8eXqANZWahvD8ilVZD0DV2rmcOGQrH1+SqtB9xAUACMfVSNeMsO1F/FNBHPD9yJPDDEb+0jbWtxkQYBsK2k7Qc0DbE/XYooeOcFxljE+thoxIEqyAWvkvGMe/HxVO+D8EC75cgtcd6YdQAqEIqpXTmf07sH/bIZ64+EV8Hg0kAfVux/dn8EDPp/ls25sBtUPh8M6vy+m5/TvqPtAHa4wTqYPZ3jRoWyEsEP8YMueB8J2amkLs3QhrV4OtXGoGGYtnGRR+GO2tRgdze0Rs8B1vYR8I1h5I1yzIfZroZNDCQQW1trGLKWLAfhHCcQUixOR54M9D/DavLPHYxsUneKD3LCas3IbPWR3NcQW2BC/V+9oZ3mUgmlflsjU5vFitHnveO4w7xxlxZLqm8+JVbzP645G8N+ozgJAOeK9ruhYb5WP7TvBQ72c5tOMIiqogdZ3lP6zhi+emcs/7t9Dvxh4gC1EUlSemjGbm+3P57u3ZHN5pLBqad27MZQ8Mom3floybs4B9a2tTuSCB6y5pRForDUV14nWpaJnzcJh+AxNceJnC3MkyaoZhRVU45/z6nNvN/17G3ATe9YZGfEAKpArCETQoIqULmfNo0dM65Qqaf9fZh5L6A1LPQR7vRPnfF2Fki+hHKSszFhcgMyYcw5Du2WH6kgjH5eW8fgUqUIEDfx5i05JwclKB0LwaNRtX+wtHdHrQfJqfxO1o8d9F8Lg8PDv8dd5a9jyNwuxwnhmiyMZS0sFxA8JxWQkXRezdSEt7yH+nhCzyrMDkn0PLjkuYG0DqXPAsN+QrtT2c8U6nWs+wCwKwdELEXIMwtwjaVNd1po37MeQl06t5AhxwAJtD55Vpu3j6htrs2OhAUSWHdudxeLeL9Aa2sEMbN3I8XS/ryKs3vIfX7Q3p5Fapm86Lcx7HbDHj9Xh58aq3WDx1JapJQfPpqCaFGe/NodeTwynNRhOX2p3d6/6gdstDKKewxksJzmwHVlZhdc8pe9FSFZwDrjrM74trh72XgFNVBXusrVgJRVjOhbhHkHljCbSppYMiZfWxZd4LZR1wwLD9AjwLEWmLEcKEfnKEPzOunO+LUhn0Y0SUGbP1hdxnMXbfg0EFa/eIJKwVCI4KJ/wfggPbDqGaFHxRSCUoqkL7gW1IqZIUse3fjenjZqFrelAHS9d0Mg6eZOHXy+h7Q4+o+lu5+AsuG9IZa4yxW+lx98FqD601ajCSmpF5L/qdjaIDCWDri4i9I8Aplc4fkHmvnLEkSXCoZdJ3pJQBRlooDoRjGLq2Dwo+5rRrgUQiIvVHhBpc2iMYtqzYHvJYXrYJXQdVOYhS+Dr5+dcRWy0Rq8MNgONCM0/XPZeZtqN85+qIOd9E4Re/4ckKTbj224KN/PjB3IjjWjt3QzFnwcN9n+PonmNASfReajpCSLYvfY5uvZ7FZj1sPAJzSwbdfDOD7nwLZ74Lk1nFYrNwLMfJi2Pv4cYLW2K9vjMmq05sijHOghMaVm08FqWozkzh6oeTWb3AR/bxnEBHvBR1gMls8CqkVnEy9HYHfW+oBO6FSGsXw5FNfBdcs4w0RN/uUkGRqwLfP+kB969I5+ygLOgl0Iz+9CcRSgIkPIPMeYSoDbO1DyL+cUOCx70QWfgV+P40MiXsA5C2y0A/gp77gqEuoNYCSw/w/BrkGgqYW4B9SHTXrkAFKlCMg9ujz2IRAhwJDi645K/ZUT4TLJ+xlgN/Hg5+0C+i8u2rM3h8yui/dVxgBct5EDsKxVLilErvFmTOE+Db9NdcVsQH2PYytl4oYL0A4p9CZl1zZtdK/BjF1iXq5plHszlxIHSJVFaGidSqXk6lGEqr6uXtn3awebWD/fs70PfWNpgspXbRPToFtgR0X3bAeYW5Tma+N4c9m8Lv/B/ZfYzDO49Sq0kNxj8wiT+8HuIe7lym3eaaPtps9ZaEXXIeps453Ystk64JNJ+K2epDCFDMNRC+9UQq4erYz0O7gW1YPfu3kPw0iqogFIHV6qHPFS6G3duC1OSFSL0PQok12L/NzZEFE8DjL7GzdkI4rjWcdD+klOD9HeleDO5fwjwVCXoGuBeDrQci4VnkyeH+ksko1odKKiJ5ohGk8f2JLPwCPMuN6IS1o7EDriQg899FaodASYSYG6HgHcryI/k3DuIejHzdCgRFhRP+D4E9zh5VfZiiChJS47h93PV/w6jKjyXTVoTdQRTCqG+L5IR7NY3nJnzIi63rk9jAcPxceVWxxUVOrxP2/mDrY0QP9UzDETY1LxOhloXTkLmPRHFXpyIWyCdQOzkYNMPB8e1CFnxqyE9IJ1KtYUyEjhEI4c8IsPaGgkmEjkaGg4KIuaFcDjgQltSvIFdl9fw4zuuRh2ry4VA/RjuehBSxuLy9ia2aRHLdPIbd3ZMBeyWay8svaYLvt3RAzXSTvXIb3tzANHvNq7F11Y6I48o6mo2rwMXvC/7gYJBFnhCSB97aT49LsgMfvXcjMvsOROxofKYb2XAkly0H91NnzXjuvLEL8el5FOmu67rAeXgXdtP0U3rXSa09gHdWtefDByayZOrK4ve5eoMqXP7IEKQmObB1F90G/EzdRtuM90rbgMzWDCc38Q2E5TywDwqqgy19O8G7CendDoXf+scUTY29z5A+U85B2C8BJRWZ86SfTCccBMSPKdHytnVH2EoY3KVeANl3Iz1LKOFYkMZ5lk7g3VAqQGAFx6VGiYWILpulAhWoQAmiJT0VQiAUwYOf34nFZol8wt+MZd+vCipjVgTNp7Ps+9VlnNG/BKYGCMc7RrDTcl5Zrg3fTmTmCJDucnQqQCSBjIanRwX7xUg9FwonIgun+Mm24sF+CSLm+pLgq7kZqHVPs/xNAXPrcjngYKh3hMO8b5Jp2CI4i7kQgiYd42gxqBWlncC8zHgyvv8Zz5HWSG1xmXPWBcmyC4b92w7jSI1nS/xOXrk2mfjmiSjmU98pF6bBV+FI8EuOqSp64Zf4XN1R46phsugoqpFJ6syMxZLQALw9IWyquIoa058xU+/ji2em8sO7P1OQY6xZYhNjuPiOvjRu34CNCzfTtNVKzu+6CEX1ItiJzNUg9ymIG218t5a2QbW/pXYSPCuQ2lFwfgPaXqKz9QLp22MIhJnqQ8o0ZO6z4FkS+dSYu41zAMznIBKeKxmPlFDwDjK/yOEuGotmcM9omaAXBU6EoQ0e/xjCVDuKMVcgGCqc8H8Iulzanq9f/C5sGyGg46DzaXRefdbN3UCLrk2o3rA8zJl/PUKRbxRBSomzIHJ92+ertnNF3naqXtsURfXgzDHxxJD5bFoyiaTKiQy46UIG390vJPOqEKoRDQ85DrefEbI8UMDaDRLeQ1BoTKwnhwJuykYoVTA3Q2KDjMEYpBf+iKx2wEhfcv0MyZ+DdgKyrid0erHiXwxkBb+OUglOIzW4RdcmYYnhJ75amdZd81FMAoGO0LMQZOFQPsF16DzU1B44Epw4/MHewU260XVFDp4CLys7Cb5b0QzXugOA/3vPyMVqt4RdkJmlRjdxCOvVV1Jj1R+MwckyWYVFVMcrDAexy0XZ9ByabZxQqiufNOPR45ix+k9SVt/GOec0pHZSAim3n4/FloeuCZxZaSjaUkysw246ddHhT+e39SK1moXHvrqXnLdyObL7GPZYGzUbVy8eu571Dbg3+8+TFH+3egYy83pImVqS7lXUyncQmfMgeNcGufPodrSld2dxv8LaBVKn+1PTw2TQ2EegqKGzR2TOA0YpBpTtx7MUEl5FqDWNY6ZGp1GPWYEKVKAITTo2JCE1jpyMcJkv0KRDA87t1oyThzLZsGgzLbo0+X8l9+Mu9ESUhfR5NXRdL+aGiQSvx8tPH//CD+/9zKHth7HarXQZ1oFL77uIWo2rhzxPCCvC1jvkcZn3OkgP0WeaqaAkI1JngrAjpQ6Zl4NvJ2XnWgWEHeyDkCcv9dd9+68jcwyn3PkdpEwGtSYy6wa/MxYCSm3Qgx33azbHlT+zICk9kWoNqnBo55GgpmbeN0kMvukE1er4EKLkGWmyJlrM5djiyz63uORcUi/qA1OXlx2pEJiskd0Ps9SotnI+x196gFez92HbnIIY0hKGtQFbaAUdNcHYLTfeqsCx2ZPzgR9BhXzuxc54BAWn9KAAKiL2RswmM9c/N4IrHx/Kvi2GzFitJtWLA1/tuv+JzJ1f6tyi799trOOEFeG4IqB3Kd1G2YFzGmUJz6Kx9dK/TjDY1IWpNiL5E/QTg0HbGroPtXpICTQAnF8j898OPg7vBrANRcS8a6TKqzVCljJWIHpUOOH/EDRoXZfz+rVi3dwNZSPLAgSCOs1rsnT6KpZOX1V8qG2fc3lo4l0kpiX8zSMOjjrNavLn2l0hjbNqUoLqQJaG06OxbvEELup8LopqkH0MrzkPZ54xmZ08lMkXz01l3qRFjFv6LMmVTyMt370wQvpvEUotemwDEQnPGWllxCKU+sjkzw1tcv04xs/N75BZ2kPCy5AxEPASaCj8z8a7Hpn/nrFbLwsJ7UjpkPgWFH7srzMuPTy7wcjtnIa0D0UoiVHck4H0WmlcMOR8lv+wNuCdU1TJ4BszGHLzCSxWSdkJ34IlvhW6MpTCk8tBFmKJy8Ee58Le2wpYqdy7O+1/PsLuC4ruWDDPlcYFbXuwYkYwJxQ6yMM8wBripBdmKNTQdaoCF3CQ21nPy/I8VoqqXHx9BpoPVP/sJiVM3HARtuVHqWyz0/W8elS614HZWmT8vLjyzKiWfsSkVkZ6aiGzl/tvq9R3ZmqMSHo/YBclITWehNRACQrp3RgmnUwHNGT++4ikN0vO0U4iMy+PzJoeCQVvIu0DihfjQkmG+DHI3CcpK8GjgFobETfakDxzTkV6N4MwI6zdjVowbT+45we7kh8CCj6ElB//XzkAFajAPxVmi5mrnhjGu/d8GrJNg9Z1+HPNLjYv314cKK1avzIPT7qbxu0a/H2DDYM6zWqy/Ic1SC24rRdCULV+etQOuMft5fGBY1n/yyZjapZQmOdk3sSFLPhqCS/MerSYrLM8kHo2uBcQnfPjn0NNjRCJbxXXwQoBMslv671rMdw/AfhAqYxIehdZ8DFoBwjK6SHzkNmjIWakwRcSEgIcw4z1QMFHBAbmzWCqjXTNNQIEpuiUcYzxCy67/2LeuPVD7nrjXPreXJkdKwt5cOAyWnbKZsQ9x6le95RNACUWNXk4ZpOO5lPxeU1Y7SWZBIW5Dgo370T31QYCSyx0XafXNV1ZPft33IXBsw86yMM8KNYS+8p36EJBkTpy5wH47ne4ZwpMuA4uOrfMeW5ndBlYFqub2MoqcBu6Ds4THmxyAoIcEAnG91u0YwxYbJYyakNSepB548JeR+aNMxjx/esGKaVBsOpexBlJjbkXIH0HEaaS4JNIHFsqo6P0elEBLIjEcYAbWTgb6VkM0ocwNzfeKWGkoIe5E3BNh7h7EOrZU0r6r+Mv1wl/7733eOWVVzhy5AhNmzZl3LhxdO5ctqajCIsWLWL06NFs3ryZqlWr8uCDDzJy5Mior/dv1g115jt54Yo3WfnjOlSToe/p82nYHFbscXZyM3LLpHorqkLNc6rxzuqxWO3/+/TQeZMW8fK174RtM3bO47TtVXZyBXD7NB559nYeHtadSs2M1OEj23WuOaesHrFiUugwsC1PTY9AxBYEsmCifyc8wiRpv9zYebR2Q6jBsw6k9IF7EdL7hzERW7sjzOcgnbOQOfeG71/Eg3QRnmRLBce1KPEPI317kQUf+SOslBq/8DOhf4ywtA5/zVLIzy7goV7PsH3dbn/Kms7jH+2jQ58chIAyfpe1FyLhBaMuuRQK87M4/ufXpNc3Y42VQclSco/Gs+mrX1hxIofSwY1cYSVuiY/7l30FBPCmFKPoLp+iI/1W1WTGz7GkuIz3w6p5GdqvF6ntbVhsJYzDmlfB51bxFabgSOtXTDpmjMdrGDnvRsBk7Cqb20TlaOq5Y6FwIuG1SVRE+oZiw6znvQ4F4zkjo+yHSJ6MsLQJ+Ey6fjFSzHx/+BvZjYVB7N3gXmwwAqNTnGaODkoVo2yjcFKEewGRugBhqmBDD4d/s20qQoW9PzuQUvLV89OZ9Mw36LpEVRV0XSJ1Sc0m1di3+WCZcxRVYLaYeXvVWOo0q/k/GHUgThw8yVW1b0M/JeBurZJItesSqa8dMMzSKanQGgJfy8E8dMmlmNSS2f6LZ6cy8elvggbwhSKISXAw+cAHfLJ4KTlLJ9Do2A66PjKa1LrZuPKqYYsbEHSc0rcLmdEvwt2YwHwewtYNzK3B3CKkLZDeP8C9BCm9CEsLsHQGPQt54gIizu+m1uBbH76dWhcl7WeDgLPwayMIKovK3yTF5FpxjyBirotwX6XGLSX7N02gVouStUZ+Bjh8b6BpGoGxEgHWVihJPfC6zRz78A/mHz1Y8l1KOKkrrN7flJOT1wdcRyhQ85zqfLTpdT59fDJfjzUyPBMvbEK9NgdIkYXU23GIIdOXIglu74vegF+HXcCBhuUnJRS6pHOrFlTpVyNAqszrVFFJRdj6lSlZCAbpXoLMKqvtXeZ6SZ8grMY8KD2rkZlXlXvMZaFAzG0ocfcEjsm303D83fMpJnKz9kDE3gOoyKzrQD9hnF9s700Qew/kvxLpTgwyuQrS1bAoj136S53wKVOmcPXVV/Pee+/RqVMnPvzwQz7++GO2bNlCzZpljcSePXto1qwZN998M7feeivLli3j9ttvZ/LkyQwdOjSqa/5bjXJp7N64jyXTVuLMd1GzcXXycwr4+MEvwtaM3/fxbVGTnf2V0DSNF0aMY/HUlUGPC0UQlxTLO6vHUqVOWV3vPRn5bH92EJ2euonYpDwObPZyS+tF+Lyho+1f7ns/QK4qGkjnbGTOqIjtRMqPQdkto4Ge9zIUfE5E/cWIUME2ACXxVYNc5uQlBDfiikGikTa/XEyWXo+XJVNXMufzX2nQ9A9ueGh92PYi5QeEuUQWxOvx8kDPp9m6Yju6LolLNjNuQWdqnlt2B8TrMeEpDAwW6fk+YhrfBvnOoAa5uB3gtFnZ99ZdVLuoDSab4TgKIXEklNSfSx0KjrqJqTIywPE+W9BzHgbnD0R0XCutKpYm0Y93NMhWzgJEwssI++Cgx6R2DKQT1MoIYUN6fjd24IPuAqmAHXAR6R0VKbMMht8KhMS/3TZV2Puzj6xj2Sz4cgkZB0+SWCmBRuc34MELnw7ZXjUpXDCk3f+A7Cw4Zn4wl7du/6j478SOjbi4524GXDcIa1LwOUVKQcEujXE/reWxB18j1mpC0zQur3Yr2cdzQl7LZLPQYEwDHmlflbjmsSgmHUe8Me+78ptgi70g+PX0LOTx9oTfCVcQcQ8iYm6IeM9Br+FehsyKxNNTWp0iXLMElPQ1xi7siQv9DlVwWyOSPjYCyFHCnfcl1rgCPC4zFpsXzScQJ98KXitvro6ScjnOfDsrx05nfutbqZQYQ+KSI8xauw1xro3CL/cghMBxZXXMRSnfAuyxNnRNGuWJUmL35fJQ63TSutVH1Z04zrkTcgsRYb4SHXDabRxbcQHxCU5eW3IhhdklnDlVqzsYdf40zKoHkb7ZKEEshV//3MveyU/SunI66ZWrkto/AZPFh+briWqqF9Xzks4fkTmRf2si4XVD7QbQcx4F53ecuRZ9ybov6Nj0XCOzTklCKIlIvQCZ0cvQ8y5z7aL670ibAAoi7iGDbK4CIVEeu/SXpqO//vrr3Hjjjdx0000AjBs3jjlz5vD+++8zduzYMu0/+OADatasybhx4wBo3Lgxa9eu5dVXX43aKP8XULdFLeq2KCEgu73tg4b2cQgIIZgzYeH/CydcVVXu+/R2Vv64Do+rrA6q1CX52QWMf2ASY6beH3Bs9b6j7J70EH3uNxxwgPcf2BLSAQcjurtr/d5yO+HYukNurD/CHAwCTA3BdCaOh5noUuDMGCnrYaAaAQtZMIHQxB66waDpnG7IZPlh7NQvQDpnGhO0qRbCfimYWyGEsbvS44rO9LiiM/rJYeA9Na05YCDIwq8RCSULxQVfLmXzsj+L/87L9HJjq1+wx6qYzMZYG7ZN4ckprXAk+jBbTlmczVwJ+ZEJ6RQgxuXmHEsWSuXcMsfzD57AYfkWpJeYxMf+EgccQKg1wv4ejUaxRpZDEfSzKIUjQpeeCDUwsCULPiZQoqQ0NAyCwUiwGiUPFfhPo8Len30kpSdy6eiLiv/+/ImvUUwKeghyU82ns2T6KlyF7qhlPv9KXDSyN/MmLmTrSoNwUw6sQ4+GSSTXCe1MA1iaWRg08zhr9mXSvWElMo9kh3XAAdLbN6R7xgriWlxbvD6QEgpP1CCmUseQ5wklCWnp6ie1CuMY2QaGvX5YRLGralDGxwHHCW1fRYkes2tOBIddRRaUdcKldyOy8Bvw7QElAWEbALZeCGHBHDOYgozviEktxJ1vQuRNxSRKHHCJHZ/SHFBQTGnFQfEk1cKd1TKQ2nE+ds7ipetaYWtYjw2x21CEoPXQeiTUKCSUV62oOqpJB3Jh0krIKQzaLuAcIMbpwvOSxpImdblvWCPia7oRio7PbSZvp+Stj9ow/Pqa1BRlA/7dG9Vm5bUvsfWLh6k1sA0mi5+UVTuA5jXWIGZbdYSICfOIo8z+Kt1OCx00KTfClBcKJR6UUmsM18wwgf6iHfFI0I11bwXOGv4yJ9zj8bBu3ToefvjhgM979+7N8uVliRoAVqxYQe/egeQZffr04ZNPPsHr9WI2l100u91u3O6SSSI3t+zi+9+OrOM5YX05KSVZR7P/tvFEwsoZa4M64EXQNUPrOftETkAt+1tfv8nrA/qQVMMwsAc2JLDm58jSYSZL+V9zIewQdz8y96lgRzEIUB4+ozpYYe2KLHg/QisLkfWeNYTdv2h1LyT8BC+R7oUIvxMu9Wxk5g3+NGW/c+39DemcCrZLobjG3Q/fTsJHSzXwbQv4ZNb4eQhFlEkjdOaXjHPdvGNcWmUubXunY7WXfF/2OJ27Dq3FrAiIQPIDgCJQZvxGwYC2mPQlCIy5QeEoDtNx0A1CHWwXR+7rdGG/BPLfCtNA9deIlVoYKKl+zc4zhIgHa+gFZ2lIKaN4X/ypavgIuVtuv6REY7cC/0lU2Pu/B9knciPaHF3Tyc8u+H/hhGcezWLbqp3Ff0sIOo8f25NASrUmCCUL1bQNISSqouL115NHZcMVFZMQCL+jp/mqI8R5xFRKi3iqiLsXeXKFf4RB7FvMLeVWFwmAuYUReA0Z1PdD20mkwLywXwYYqdDhJbY08Kw00uKF2ahFzn0WnF+UOk9BuudDQSNI+hxFTSEm9Up07Thm31gQJQztHr0takoPrNbA5yN1QVqbCzCl2REK3Nj2PBwX1KFgj6T1oD4IIUhtkB3+vkvj+/VQDntf52QBSQP7kdqohMPHbPVhbw1XHmzJs6ur8H4I0Zx3pn/Ia/16kVg9t9S52wFDntXnVfAWtsWe0DJ4B+YWfib7vYTMPlRrG+2KoFYmkjRadNAQ5QgMSdevhGXaRadE/STY2BRDScjSoVyjrEB4hMvuPCNkZGSgaRrp6YE7L+np6Rw9Gjx6d/To0aDtfT4fGRnBIzhjx44lISGh+H81avz36hLTa1UqU1dVGoqqULnOGRiQs4xDO4+imsKTseiazvH9Jd/5jxu3cavvEHY/B4UrPxlHpd4oavhX2BZjpWnH04vcCccViPhnQSQGHlCqIJI+RFg7nVa/xTC3MmQfCPcsIuyAA9ivQpjqGk6VjMwsjyzZaZbZ94Fvq/+vIiPin4BdU/3kL6UgIsnnGLXnpXF0z/GILLkAXrfOiplHWPjNgeL/pSWvRZzcGZ1BBtAl+gkVe2xzzPomTPpGTPofKEWEZ0olRPKEv5TBW6hVELGjQhxVjVTw2MC6V+G4jLMxHYvYu8shDSaJXAohDckcVMq+p6rBkBo3KvAM6fPXoH+ELPzSUAmowL8aFfb+70FajZSIc6nZZiY++f+HQsHRvScCyuTEtO38uOF3MnbEk5cRh7vAmKvS6+RgsqxANZUEcCWSomVNYlo8dVvUCrvOkZpG6Yo81XQQqf+AK/u3iOMU5saI5C8MhyrggAMRey8iNgJ3S6T+hRURE6l2OJyDBKAau5BFAXc9j+gcOX+fhZP8DjilzvPbfN9Og1TOPw5FTffbev/zVhOwVumG2aqjaQoepwWP04Ir30beFp3lyxfgc6p48xUWrl6Mc3sOxNs5tmg1xxevJvtoYhTjhIKsGHzHnOWy99q+oxxctIzsI4HXyNybwOLfVnNT+9AZoIO6D2f34qVkHUrAXWglLyOOvMx4PE4Lmk/BZNaxJ6xG6ieCni+EQCQ8i2G7T7Xfxmci4dlAPXj7JZy5A66ApQuYg3MnBYebyJmXirEhEMzWY0YkvBa4KQNI7yZkwafIgk+Q3k3lGE8F4G9gRy+jvRxBEzJY+2CfF+GRRx5h9OiSmozc3Nz/nGEecPOFbF62LeRxXdPpf1PPv3FE4RGbGIOuRyagik00nLmfNh8g5YcXaDW6J7aYfHRNoKjNSamSxIVXd2H+xEVlyF/AeGcG39kPe2x0uqvBIBzDwT4EPMuNlGG1GpjblpmIwP+u+jaDdhzU1KDa46eOj8T3jFox35+UsFcXRUkjGeUYROzNEDPSqPfJvpPIOuKq4fxjEHhE0pWUBZ9CzPUlJCW2flD4FaGNiATPUvSMixCOa8A+lPiUuIiphKHQ78pMdkyKpSHOsKGKYigKIiUemTcGo5YZjGeqgLUHJIxDKLbTGkswhJrPROxtoKQhC941tLsBMIFtgFFTdWpNvuNqo05MO0JYA63WNb4/1yyM+zP525sN4hXH1VGPXQgFaWoAvh2Efs8Ug1Am/jFk/vt+1ndp7Oo4LkfE3BpAwifdyw1JM/0ERQRB8CzSfiki/smoyG4q8M9Fhb3/a9Hrmq5MeHJKyOOqSeHCq7r8v9ENL7LhRchZt5uZe2JZqW+hur6PllaNbtcMIKFGIULxz0FSkL0/hrlunZHVEwHjfRjxyBCeHzEu6HVUk0K85mNxbG3a7RNYHSYUVUM166iJa9E8v6F5VTRPU+xJ5xEs9VZYzoXUWeDdCNoeY46zdEQojqDXlL6DxtwprGBpEzn4GTMSfIeM4HaxjS+9IxrO1guw9UPEjwFhR897CzxlyWjLnKPWQwgLUmoGYWtIaOBda5DHmg2GeWHtjSwieNUL8eSDNQ5UVUe1l2TnFVZLYq/u5cBnn+BVFDZua89i2+90z9/BD5begM6lL33KXlSybalYnce56bLhpHfwlCF2jUkqgHR71DvhuhDkV4vD3PMYz32+kLjCot1wQV6lhjx8/yekxoa298NaN+bPai/y/OdjMWcd5naTJO3h3lhK3Z/PraJaYgLmMqk7KTw5E8XkwmTvhSn5K2Tey4HyoubWBo+ApWXgRc0twTYAXLMJ+52LBLD1AtdikMcx3hV/poa1NyLhxfJlYpqbgmcVodcXCpibIBLfQxZ8AM6pBn8MKlj7IGJvD+A/ktoRg+Xdu4GSAISONJ9rMMurVaIf238Yf5kTnpqaiqqqZaLgx48fLxP9LkLlypWDtjeZTKSkBK/ptVqtWK3/+7Sr/yW6Xd6RWR/NY+vKHWXky4QiaNmtKZ0Gn39Wr+nz+lj+wxpW/rgOr9tLvXNr0+eGHiRViiyF1nloO94f/XnI40IR1G1ekyp1jfdkzcEDXFuzPrYYIw1R8w7AYjdqUO965yYyj2Szds56VJOC5tOL/+02vCPXPXvmLI4Go3m3sG2ke6mh+6iVpG+h1ob4RxFhzhVqKqR8h3TNA/dc0AsNXW/XFCJGLeMfLtZ81LMfAs+KKO5GIhwjjP90L6WsbNWpzbOMAIG5uTFex7XIwqkE1z4vBd92ZO5j4F5K7+u68ckjk6PaDT91rD6PYMbRWjxE8Eh0Geg6sud20E5Nj9YN+ba8lyHhyXKO45RReTcjCz4B1zzAgzTVRziu9qeYl0ypwnGpkZru22kYM1OtkBJxQkmE5K8NKTH3r5R89zYjCGQbiFCT/IsqgdQfA9dcI4VdSQVbH6MGrJwQjmuQuY+HawH2YQg1HZH0PlK6DHkcER9wr8Zz2YjMuokSI19qcen8FindiMRI7KsV+Ceiwt7/PahUI5UrHx/KF89OLXNMURVik2K56olLz+o1pZRsW72T+ZMWkX0il7RqyfS5oUdUDOw1GlWlVtMa7N9ysDjA4s7M5+DYrRwE1sU7WODdQG/zIUz+wLYmdVYl1OWhJyaSYC8pSeg2vBOHdx3js8cnF9fFK6pA1yRV61VmzORRxFVK5PlP36Hl9DUkqCrnDutNyjkFqBYd1aJDzHqcWRnYk/oHHa8QAiznAqF3GKXvIDJ3DHiWUjxPiziIudlIWw8SoDf6VhGJL6B7hoPzW9COgZoC7mURSpGMALKS+Lpx/cIpUBBeYcY/UkTMtcZ/anuiKHdSwb3En/kEWLuAqZG/BK0oQFbW6YtNLeDaPv2xt0oCXVD46x5MbTriSD+fHr87QUBcyysoPGZmwcRZyCMZmKvFIITh6Prc/j6L/hnQEnX671HcHyhSsjA+hQ3fxmHFhUcpeV+sGbt545V7oip1tgKFwoSOr7icoRhSoh/vi5BHkUoK0nY5uiWOmDQji0zXfsTr6YIl5SsjMKNngJIaIB1WGkIISHgZqVaFgkmUbBYIg0nfcaWxLjQ1MgIo8Rq4FxvrMGEzmM5N5Vc/EPbhfg6YUNARjmsQahoi/glk3MMg8wxVnVMCTFLPR2Ze6d80MM4thvcP41jKjL804/Dfgr/MCbdYLLRp04Z58+YxZMiQ4s/nzZvHoEGDgp7ToUMHZs6cGfDZ3Llzadu2bdD6sAoYMFvMjP35ccbfP5E5n/+K121MDhabmf43XchNL10ZMf27PDi69zgP9X6WwzuPoqgKUkoWfbuCCWOm8MBnd9DjitCSNACp1VK4+LY+zHhvTlBGdykl1z83ImiUT+oCs62EBMrmsPLC7EdZ/+sfzJu0iKyj2aRVT6XvDd1p3L7h36JdbMhU3EwZp1nbh8y6FRLfR9iCp0RJ90Jk/sfgXW18oDYAczQajCaEP8Va+nYbDnwUEPHPl5rAo0yJkiXthKkmJH+MzLodZA6ha5v8z8L9Exdffx4/vJPMycOZ6CE0Y0OMluVz4lkkq3A7G4jBGz5hWwhkghkGOggeIJDg/BIZc/1py2lJ11xkdpEkiP++fTuNRZn7F6RtCELmgVodLO2NBVmU7PlCrYRI+gCpHQa/XjfmtkENmVBiwXHJad1DAOxDjUWg+ycCMy/8MjcJLwSQuQlhMxYCQSDz3vGfH+w7luD6Aem7NUB7tQL/DlTY+78P1zx1GQlp8Xz53LSSDCMBrS9swd3v3kSlGqln7Voet5exV77J0umrUE0quq6jKIJp42YxcGRv7nrnRhQl9KwshOCG50cwZvDLQY/78gppVtiIga++EDBrDApRZnbFo5fQeWg7Zo2fz/6tB7HH2ekytD0dB5+H2WK8M8/ceg8+XeebdVs5/OMbmFP6YI8vwGw1dl5Va5QB3SCQ2jFk5mV+Is1SI5Z5yPzXQc9AxAcPakrfTmT+eH8Wk9coczOPAD0Sr4FusFyDsaOd/150g7VdDPZhRReP7pxStlwIFZI+RWbdAvIg1jhjLeVxWbDYPLhz3VjirFjsHipdaKaIxDPuslTA2JG2Fy8FXdhjXVz8QG987v7EphhEpN+8cpSPHjJSmEc+fYgPxlTDLDWmYI5o76UA4mPo++aN9D2LmR9up0CoEtXkQzXpmGw6Wr4wKrf0k+iehZjj+yEl+DxmzFYvuncf2Bv5He/gzndpCGFGxD2AjLnN2D2XXmMXWi0rtyaEahAF0/2M7kuYakL800agP2Dd5t+IsQ0JIB8UwgwihIqO8zt/hl8wW68Zx5zTIeaaMxrzfwF/i0TZBx98QIcOHRg/fjwfffQRmzdvplatWjzyyCMcOnSIiRMnAiWSJbfeeis333wzK1asYOTIkRWSJeVAXlY+O9btBiFo1LYuMQlnlzDJ5/VxY5NRHN13IihDq1AEry96hmadzgnbj+bTeHfUZ/z4geE8KqqC5tWwx9q45/1b6HlliSP/1E/LuOHYfGpeVwWpC4Ry81m9pzOBlNKQfdAOEHxCEqBURqT9WraWpuBTZN6LBO5GR0pBL+lXxD+DcBjRTZn3KmF3pgESXkexl0yy0rPGiFiGhRVRaUUZR1BKF7hmIwu+At/GsOPE1IATBZ/x3OVvsG3VjgjXC8QFA7JZOiuB9vIIT2MQPAXVDS1KE/u8CvQu+84f3mth2U8JuApUajbvQafLH8NiLd9CX+rZyOOdMYjyoiGNqWLUg5VDIuZ/ASk1cE5FFk70p6arhpZ9zA0IS9vo+tDzkMfbErGmMWZkGV3T/wr+7bapwt7/vfB5fWxbvdOQKj2nGum1IhOQlRfjbhvP7I/mh8xiuu6Zy7ny8cjf1bxJi3jr9o9wFbhRzWpxxt6gO/oy8rVrz+omQRGufeYeXrmkA5WalTi5zhwLZvtATJbTC1Touc9GKMcCkToHYaoT8Jn0/IbMvA6D46X0uUW1xOGcZBWsF6IkvY30bkWeDB7UCoBtsD9d2bCWUrqQxzsY6ihhEEzSTEoJnpW4shdhTkrFZNEpyNCx+j7GpzfGlNIVk1XH4+/aEgM+t0L2cR8p1Y3rnzyok1jJhMlP6iYlrP0hnycuW4nmM96tpu3y2bzKWGe0l4fD2ntjd1vAD7fBReWpiy4fNJ+C59g6rGpg6r/LdzG2Ko1QVEn+4Xzs6pcoMTdBzMi/ZePnTCDdq4wdcc9SQANTYyNjwjY4ZBbHqdAzhvrJfEPZewGmpiip08/WsP9R+H8jUTZ8+HBOnjzJM888w5EjR2jWrBmzZ8+mVi2DqvDIkSPs37+/uH2dOnWYPXs29957L++++y5Vq1blrbfeqpArKQfikmJpfWGLyA1PE8u+X8PhXaHTmoQQfPPKDxGdcNWkcvc7NzHi4SEsmbqS/OwCqtRN54Kh7bDHlOy0rdt/jDprPyT2qv5ALlJGJ6Twt8G7HrT9YRpI0I+AZw1Y25V86tvpd8Ah0HkuPamFc8hNYOvjP8VFxLRyMDRIS8PcFtT6RqpaKDZM+9DgO7HCBvZLkK4F4As3Tgm+HVSqmcLbK15g+7pdfPHsVNbOWV+csQGQWj2ZFl2bsmjKMnRdoqoKmqazeXUcIFgpqvKU7MgDrCEOb0A1nQrI+ATE569B+xcDru52Cl6/rwYLv09CUSRCAc23mbj7buGhiXfRrn/r8M+sNJzfEbUDDqAfNXYRkj5HWNtHf50QkHo2eNYCGphbnLWaKyFUcAw3AjrSYMwt90JC5hH5uQiQ2ac3yAr8v0eFvf97YTKbItrZM0HWsWx+/mRB2DKib16dwaX3DcRqD18i0OvqrlxwSTuWTF3Jkd3HiEuOpcul7UmtVk7p0HJA+DwUMbtpPhOarzP2hLqEJ0INjaJgZfgMMhXpnI6Iuy/gPJk9CsN2nGqjdSLPmxrCPtjfWRC97jIQoFYKcKiEsCHtw6Hw8yBjMMZtMF+X1VIXQoC1A7a4vehZr+ARtbDrmwGwKKuQ2X/gEbUx6VsA8PAmZkdXUJ1MGzeT1bN/4/cFh0msZKHbZbWwxViw2Csz/c2NaD6JalaRumTzqhhiE3Tyc5TI9j4hHu/b3dDbueH46uKxblkbw7pFcWia8dVLaXCfnNu1KS17NCXq1aN2EumcgFnfiFUty2djM81Az0hFE4k4lJ0gQea/AdKDOAtBZik9xppR5oJaE0xNzppzL6ztENZ2/ixUGbXjHTjAUzJByjY4u7Kr/2L8pTvh/wv8FyPjmk/jl8lLmfn+XA5sO4Q9zkb3yy9g8F39yq+PHQFjhrzMiplrwxpmRVX4yT05bJpaNMhyevjkiaHcMOoakqsbP2hnVn3sSf97vfMiSNdPpdKTQ0MkvFxiSAE993koNlmHWAAAYf1JREFU/ILQBr3IsQ3u4BqMrbf5xzAfmX175MGKVETKFwhTCQOs9O1EnrzSmOyLx+Kf7E1NEMmTwtb16NmjwPUz4QMAJkT65gAj4ixwsfbn9eRl5lO5bjotuzdFURSyjmWzcMpyMo9kkVI1mW6Xd+Txgc+w47f96BqYpUYXDtKJw8ThIV9YONm+O4N++Qhp0ZDHz6P0rsKzN9di2U8JSD3QgAkhUFQja6NJh2jS/0HPvt+fSlgeZlMFTE3KHRGWvoNI1xyD6M+7G/TD/vT/ondBgKWTQf4iMPgHbL3KwYx+diGlC3msLeHl9BRE3ANRsAT/O/FftE1/Nf6Lz3TTkq1Mf3MWGxdtQQhodWFzLrlnII3bNTir15nx3s+8fecnEdu9PP9JWvVoflavfTZw3ZO38fLl3ajUJAdXXjVscQPOqD+p5/qzfcJBBdtAlFLcF9K90AjGRkSw0i7FmOOTJyGE6s/G6khkVQsFkfgGwtavZBzSaezGe9cXfVJyXeFAJH+BMDcO2aMsnIrMfTTiXYjkLxCWEg4iXdfZuGgLh3cdIzbRwXl9W2KPteNxeVgybRX7thzA6rDSafD5LJ66hC+e/Q7pX06UtvfxeHBaY2j7wRhMl1+OXnAjeNdRtPb46ctkxj0Quszsxheu4PKHh4Q8HnCvzu+ROQ9G1TYQJkTaEoQa/bpb6vngmoP0bgDfdiOVWz9JwHesNgDrhQjFBCLJIOkrxzXONvTM6/0cRKHWfQpY2qEkT/g7h/X/Bv9vdsIr8NfD5/Ux5pJXWD3rt2It5vzsAqa+PpNZ4+fxyoIxNGhdN3JHEXBw+2HeuPVDNi7aErGtrunomn7GTni200sd6cHiMCYjT+E52JP+n6X2KlFOhKe28/5BJD1vMINaqRS7Nn7JlDvBUcqRsXbz60xnEolkTWbdCKlzjXofMOpzU2cgCyeB83vQc0CtZpC3OS4z9NLDQFi7I12zw7bB3KJMFNceY6Pz0LK7w0npiQy5O5A057HJDzKq8xNkH8/Gq6ksoBYLMORqap5TjddnPgM2mxGusPUvdpR3b7GxdFZi8EchJVIKJj0zlbE/PRZ+/MU3ezp1Zzr4/kD69pRJUQw+Lg8y5wlwfReppZFO5lmKLFq85cZDwliErddpjPPMYOy0DAbnNMIGlmyD/75BVaAC/zJMfX0mH94/sZh8FGDJ1JUsnLKce967hYG3nvlv31ng4v17P2fOZ79E1d7jikJG898A4QAshA80EsTWbyUqXWhTI/CVXl8phppG/DNGthIGgae0DQDXjxH605HZoyGlPsJsBGeEsEPyJIMks+BL0A6CEgu2QYiYayJnVlkvIHK5nKWMbJaiKLTs3oyW3ZsFtrRZAsoOAarWH8bmZTv5bcEmBODFsPe/mupgsZp5ae4TmPxBcyGHIXPWAKD5YMLLlSnZuCiLL5+fxqC7+gVkWobG6XJSaAbreUx0KiWy8Etk7kuUkLOF6nYHFO7w23od8p5HxtxkbMaczk72GUI4hiM9y8K00BGOMydF/i+gwgn/h2PKSz+w5ieDSbL07rSu6TjzXTw56CW+2PPeGdVcHd17nLs7PkZBTmHkxgKqN6yKyXz2Xy3VEpnw4m+HuY2R5h2OeVRJAcspDmexBmc4g+Y1NMDNTY2acyUerF2KHWPp248s/BScM0DmRzFYP2GG+xekuS04v0G6FxqkLZY2iOSJAbvk0UBaLyRSKnzGwePsWfUbMfF2GrdvWO53sUrddD74/RV+eOcn5nz2K7kn80itlsLAW3sx4NZeOOJKAgUi9m6kexHIfBbPTEQ1STRfcKOsazpr566nIKcgKu4EYe2KdJZlJY4KegYQhROe84g/iFAe+BdjMs/Qek2agChV+vB3QcTehXT/6g8GlV0girgH/6fR+wpU4J+MLSu38+H9Rj29VoqPpei/37x9PE07NYqKtTwUfF4fj/V/gc3L/4yKRFMIQZ3mp3+9fxKEMCFtF/sDpKEcYA1hP6VmW1iJqoRJxEDKDwjvFhCqQeypVgZA6gVQOAlZONkob4syrVoWToL4xwz+FudMY25WaxvkcZYO5UpxFmplpFId9AMh27icPjbPWY6iJtPovPplJOoiwWI18/ysR5n7+UJ+eO9nDm0/gi3WRvfLO3HJPQOKFXMAsPWHwq/Bu57Na+xknQjvOLsK3Kyds4HOl0RhG60dMNyjaAntiqAi9ZNRfTvS+R0y9+ly9l9KeaTgQySms5L+Xm5Ye4GlK3gWU/bdVoyyBmvvv39c/0BUOOH/YGg+je/f+Slkariu6WQcymTFzLVcMOT0F+VfPDuVwtzCMvJnoTD4zn6RG0UDXWLVff/PisADIYQKcQ8jc+4N3SbuweKd5+LPbD0jRBL9yH8JkqcgHMMCPpbeTUYaOW6irlEGwIQs/B68D/lryf3fqW8zsvBzQ8/ZPjzo7nUwCO9vyBAOuJTw9duV+PzFFGAsAEnpCVw95jIG3tqrXAuAxOQTXHP/bq4ZpYFSCWHrC9aeZZ+rqSakfIPMHUN+zgFEmMi4MUgoyHVGR2Bo7WHUZ2mHKF9KOmXr8YMNxbcTXDMjtgvTAyCQ+W8irF9FuNZ+cM1A6hkIJR3sg8+4xlyo6ZAyFZn7ArjnUfxuqdURsXcHlGNUoAIVKB9mvPtzwA74qVBVhZnvzeHu906fuHTp9FVsWrI1qraKSeH8fq3OKhv7/3eI2JFI988gCykbeBbGzvWpKd3W7pD3IhHhXYNwLzAy3UpB6rnIk5f5uVuKbH00Nl8D1wKkd61fZswfLPdtQ7png7kVMuY2hLWjIcMaAVI6jbKoENi00sEjl9fF6zHY281WM/1u7MEtr1wdkTOgNFQ1l34j9tB3aB6IOISlPdiHIJRA+VshLAZ7e95Y8nOiU4cpyA5PTFfct5KMtA8D5xQicu0EQCsOnISDlBoy7/Vy9BsCBR8Zai9h5EmlngvOGUhtl5FJae2NsJwZmZ3BnP8uMv9Ng6iwiPBPxIDjCkTsPcXZGxUIjwon/B+M4/szSiRKQkA1q2xdsf20nXCP28svXy0JafhLQwhBuwGtz0pK3L6sfKa+dx/X33g9MQl5/v7/f/6ohX0AoBs64bIUGYVIRMQ/jLAHqUOyDYL8d/21P+EZpWXhRISlVfEnUmp+ptUIKUxBoYNnkfFvgHHx/7dzqrHbq9aHhBcMfXDPEmTh90jtOCePV8andCe1dg8stphSOpGByM1SuXdQPQ7vCUz9yjqWw1u3f0R+VgEjHolcnyWlROa/7ddFLUrpU4wUeFNDSPoMoQayAgtTHUTyRKo1+wJN/yFs/1aHlcS06GpJhTD7JVuuM1L5oiHDK6rpi0bX0/UTUaUthoUO3rXoBRMRalWwdgooKZBSM95T55f+awkjiJI/DhkzEhE7qlzBkWKWfO9mwIywdkMkvmXsuGj7jBROU8P/ScpcBSrwb8LGxVvD2mHNp7NhceRysXD4+dNfUBSBHobzBQzel+TKSdxzBg7/3wnVnAfkAmfGG2BIdH6FzLnfqN8thgnsIxDxDwc5pw7S2hvc84lkL2TBRIi5NSC4LLPvA2336Q1YZoEv0/+HHviv93fIvgUpEiDuPoTjcqR3G9I5BXw7yM12kF/YkcTqfYhJqOwn2iprmzQNXh9dnV+mJaPrgqR0C9nHPXjdXhZ8sYBjew/z9PePoZoEkOO/fhxGav8pw3UvQWbdQcnmgjCyq/LfhKTxCMt5/pYFgAuhgEgYRe1OF1Orybsc+LMwbAZHlXqRg+FFEPGPIfVj4P6FErscKXvRbOzQR4J3YxS67dHAg8x7DSzngaVtmQCAdM5E5jyKUUKhAhJZ8BHS0hGR+DZCiYv6SgZL/gqkezHgRZibI2Lvhtg7wev/LZgbRixhrEAgKpzwfzCUEFqaAZCgnEEqen5WfgCLdSg44u1c/9wILhrZ+6zIjTz+yau82r8zqc2MFPjCjCQcqf8P09H9EPaLwNYX3EtBPw5KJb8DFCLCrJ80UnqcX0foWQPP6oBPZP5bfjbq00ERG2uESLq2G5l5FZgagG8zC39IZP8OK10u2kTtRj9CNhw+VIPkmn2DmFJ459FqHN5jQ9eCO3QTxkyh7409SKqUEPR4MVzf+x1wKFkAFO3e70Jm3QYp3wZ1HC+85mI+fuRHfHpwp1ZRFfpc1w1LOTRGhakmpP5sEKm45xtstdILniUhzlARcQ9F1bfUczlraR95zxnfsHBAzEj/wk4g88f5HXAos6AqeB+UBIi5Ibrxupchs+/2v4uGKZGFnxqEfkkfIizlYJ6vQAUqEBaqKbK9N52h7T22PyOiAy6E4NJ7B3Lp/RdHnr//lyhlE8y2XOBr8o8nEJM2+IwILIX5HEiZaThSvu0gbGC9AKEkBW0v9RyjTtq9DMN5DAOZbZSe+cvCdO8ef9D8dBBJ+qzomjnI3CeRrrngWcrOTTEsmhFHi475tOm6EMX1AlmHYhExI0iwlXVCF0xNYv63yVjtKq/8dAGNu1jJPaaw4MsjXHSnkV21b9NMqtTJwZ5osLtrXgVvQWtsiSU2Qvr2G/Ycb6lr+P+VTmTmTZD2M4UZa4hJPxowhuoN4OM/OlKQqfLowDVsWXky4LhQBJVrV6JFlyZRPjv/Tnvi++Bdi3R+D1qGUVrgnkeoQLmIuy/srnTJzYbfPCsXnJORzsmAgrT1Q8Q/i1Bike7lRrCo+FmWehc8K5HZdyGSP4/qElI7isy6GXx/UmzrmQS5zyMS3/mflL/9W1CxPfEPRlqNFKrUrRR23a75NFr1PH3m0pgER0SnWlEFQ+7qz+A7+501vU8l7wTCYUSD3QVxOFIv5XSlRf4uCGFG2LojHMONf4M44FLq6LnPGdrizm+ILq3slJ+p8/vTHKFCUTQ0MnTAC77NfPNuKh6X4Or7jlGzfolESlr6ASzaR3i9gbvdBXkKS39MDOmAg8GY+suXoRxXA8Yu+AeEfsE1Q6Pc+xtSupGFX6FnDEI/1hb9RC/ibV9y97uXAZRx0hVVIbVaMlc9OSxYx2EhhAVhvwgl8U1E4vtFn4ZobY6avE+oNfi/9u47TqrqbOD479zps73SBdRYsWsEbGAFu7GAGgQLVixRY6JGRRPFEo3GFkterGCJYo1dwZ6Ail0sUQGVun13+j3vH2e277Rts7s8389nY3bmzr1nZ5d57mnP07VZ8A7oBnTdTei6W0wnv35u8sPr7jTlUVKdNvINuvK0FrkIojQF+egydMWJaL2BJGwSohfsMmkHrCQdccthscuk7bt0jZKhRVhW8oHATXYYxczrp/XtDjiw5a5HULf4U+qrcwgHXWgNueXVhOue6PK5lVIo93Yo/9Eo3yGJO+CB59Frdoe6vwJp5NQBWsX7huSf18nZZDSoG36bz//r5+m5RZx08Sp23KOOxty6+UV15LnvIRAopO39yAsPF6MsuO3dvdhyTw/RsJP8QTZHnD8Iy6GxHJqNd1iDrzCEHbOIhp04XDbewiWEg181nUc3VYvp6P7EBkIEa15o6oBHgi7CLb5iMYuc4hg3vbkTZSOa70ksh4XDYXHBvWdkXObL/J53wSq4Gqu4cWA5SYx2DE3vxI6eyKNgQ/AFdOVJaB1B191O4t+/DeF30ZFPUp5V6zC64oT4lgZoFet1LbryFHS0kys1hHTC+zPLsjjm94cn7FM5nBajxoxgh73HdHxAGjw+D3sdMy7prLsd0+w7reeyluuYqRXdW3TsZ+zam7DXHY697lDTaY5+1z0nr78dGh6If5NOh8vRqnan1tF4YpZMOQC3WcKdNs2q5W6+/sTP/lMqUQqsFuMgjvg6Gper9bL4qnVOYkk64GD2L65dsS755e1VbfbBdXgmdPAV9Prj0TWzIfqVKbcW+xFddwsHHPo3/vzUNDbacljTK5xuJ/scvwe3vn9N128kI0vis+CJ2hhCN6Qu8wOA71B6bHFS/V3owPOkzOyrqyH8QcrT6fp/kviGKQaxb+PL+IQQ3eGwWZNMFOzgo1UpE+8POeOALl3jgOkTk8+EK5h80j5dukZvqWuox+XPweWJ4PJEmibGtd0cxLRdj26Yj73+OOx1B2FXnm1W+HRD5V4dXoyuvgDzmZvG6jMwuUMcLcpsRT7txJXjP597DzK5b9Ia7po9lHOvW2lKjbcIRZZlvryeyvg5m+8HV690o21FoM6sULMcsabzKaVRlqbx7bQcNk53tMXzLS4Sep1UGd+JVTV95/JGmn63Lk8Eh8NcX8dUq20bY3bfghsXXsl2E7ZO+73oiNYBswc62TG116F18i0HgEmA69qe7u+C2RBZambuI4tJvv3BYcqgphJ8GWI/0PHvxgai6Pr7Mm+qAKQT3u8ddOq+TSWdGperNY72lY0o5S/PXpzx6F9bv73sKDx+d8cdcWXaMHyzNEcA+zgdWoReuz/U323KhUS/goaH0esORDd0bQRd2w3o+nszfRWqVbmLTtwcqHyTLKP0WZMkJoN/9i/MK+awE9cTS7mqTdFY1iOvMIZSydtp25rCVB3gtGZStVnmF/2s+fvmq4C9jl/v9gD3fHoT9339d+788HoeX3UvF903i+LBHc9eZEIHnib5Co0YNDyJjnxmkunpxPv4lVVostb2CN1uW0PiQ9vP2OjYOnT4Q3RkmblBDb5A8humNAO8ECItI7cczqXzf4fD6WgViy3LwuVxccUTv2fQyLIkZ0htrynj2XSH0R3GesthMWLzYew3fa8uXaO3rPjkJTxbb4zbG0Yp0+mrWz0IT/6RgBls1+sPRtdcYepNR7+B0KvoyhPR1RehdddWJTWv4ko/Zquck9rkvsl0f60LPBNQRQ+gck8nk6Rin76fw3a715l91gluGU1qjxgt93MXlUVBac6b8CbvPFoDSrP6G81ts/5HOGARbrD4119raVjnb3pNJOAg3DARl2fT5pPbVSnb6LEXUL/i+6ZVdko1fwE0rNfAftz5wW3c+cH1zF/xD25840q2ipc165LQouYEZInEVqKDL6DDH6PtiqSHqvzZQOe3RSRmpblaUnUc63XAtD/8MVoH43E82T1jrBMVXUQj2RPezymlOPPmE5kwdTeev+sVfvxiBTkFfiZM2Y2Jx+6O19/1f+QjNh/GTYuu4vrpt/H9p8ubHnd5XRx57kHM+MvAqAdo9r2cRes9SdDY2dA1l4Brc5SrkysLwv8BHUjz4Piy8byLIfQadu2NgAPl2R2cW0I0vQy2oFClLzQnL/NPQdffTboj8yu/83DMmWtajYp3TANRcO1CwchD2OWAJSx5ZUXCjPra1ux93O4dPtd0TJIOazMbYt+R+GYjBpFP0OuPZEhBEIqHo7xHo/Xe3ZPoz65Mcu1GAfT635j/q3LQTdlD229XUP5j0aoQqn9PylnrjFim7E06nJs0/V8d+wldc3V8lqIx2/lGQKq/4xjE0imbJ4RI1x5HjuWBb27l2X+8wscLP0dZih332YaDTt2X0mFdL//n9ri44bUruHHmnbzz5H+bZ4QV7HzA9vx+7plp1lnuW8INpbj9B5M7yHzmaq3N/uNY497ixlgY73gHnwbX5pBzSqeup3UIwm+TXgc8nvTLeziaHHTlmaZyiWtL04boB2meB1TBdSjfwfE2aLPyLfod6ay6W/mdh423Svf+JAJWGeTM5IAZa/nuwsXYMc3sY/+Da7oiEjbtfe5us0z5/HvOwF86EZNM1sbl89KyY6e1DWlsg0KH8bkWwDoHdpvKKGiNVweh5lkKnTaFG+WhvAeh7d+grNw0f64k7MrUxwBU/y7+27LQnv1Mcl7HsHaHKddWppJL5ZlJy751oqGmrSqX5KVrYyhHi1ivQ+jamyEwv7lzrnJBFZLyHqeDzrxIj3TCB4itxm7GVmMzWWqcmU23H81dS//K10u+44fPV+DN8bLz/tumV9qpn9ANj2L2uiQKeBa6/kFU4XWdO7+dYvl102WGgXc/cAyH2uvQxGjc36XDi4DMboJ0/T2Q9weUcpgyVIU3oqt+hxmlT/7h6suxCYcsctIaUddmCVT+JZx49a589MYl5man7fJGBYfN2oeykmew1z0LdjU4R6P8U8Gzb1Mm7eqfniPfk3hUvlkayWcaZ8pj36PDC8G1HTr3IrOvL43yLAk5hmFuJtKcNdH1UP9Pk0286N7Wy/HiLN9kbBRUn5PgJJnNrhhRiHwJqgR0RYLXO8C1E8o5yjQ19gt6/dHtBxpiad4w2CvRWnd5JY4Qoln5RmWcfM1xPXb+3MIcrnj8QtYsX8snb36J1poxu23RukZzP2PHPLTKxh35IOVAtq7/P/DP6PAzOiWdZulQlR+vqbwn1N5kEpE2fr6H36M5I3eal22YD57xKKvYfO4W3oquON5Uq0gn1gcttE0a6XdiYK9D6TAHzJzF03f9gZ//txo7ajd1wOM/ICO3GsaEw2qxK6ZDdDlYhaZijK+5c1yz5gPy0qn2oqsADdpOvFIu1pi1XqEjS6HuTnT+pSjPbgn37qcl3f3eTWyzsmL9Eih5ssMSoMq1OZQ8hF47CTNA0dHfTCfivV0BjpFmNWfC17ohXtNe6yi68vT431yLvxNdl6Ij38hC29XtysiJ1GQ5ukibUorNd9mUA2ZMZK+jx/VaBzwW7eZkVYmE3yZ5oIolyYKdhsi3qY8BVNEdJkjVXoPpYDa2qXH2Okj6/3Q1NNyHrjwVu/oS7Oo/gY5B8b/Ad5TJnp3EnodU8fbzBUTT6OcaDnTgaTbdYTTXv3I5Q0aXt3rW5XFx7EX7cOofH0LXXm+ChP2TKX1RNQtddTafvf0Zs3a9mGduX5DGMvhMxf+WIh9D5fHoNbuh6+7o9NJD5TuStDvgTUxSFLOkO8F5vQeAM1FCxU7uV4x906ID3vbvxwEqF1VwVfNVam9JUJYmzevHvjV75oUQ/U75RmXs+9s92W/aXj3eAQ8Hw6z8+mdW/7i2W/Zjp77g+6TsadrrTJnFTtDR9F6ncs9AFV4PdX8H3ZjRu82sfCaf95EP0OuOwq6+Arv6jxB6A4oeNLXHrfKkL91l7xoWv56H05X0sBY0OvAvfLk+blx4JdtPbL9CcJdJ23LdvypxhS40KwHtnyD6Bbr2avT6Q1m38iv+MuUmrjhsdhrXa70XPZ32mQ77eqg+H71mPHbV71MuE0/IvRtYpWSWnygGdpWZYU5AOYbEK5J049+9rjBbKTs8pwUoVME1zSXKgi9C+B0yq4neUtQMWomMyUy46HNWfv0ztAjE33+2nIev+Qsz/nIsm++8SZJXdlEaCTW69EEZeSeNg3wo15bYVX8k8Ux1mkleWgq/RVNd6MBjYJWjiu6F/D9Dw4OmFncHZTN2mlDLX04dyQHHVmAr3SoxW8c02GsBGLP7ltz39a188uYXrPjqZ/z5PnaZtD05sakQXdfmZzA3HJ8sfI8/TlmLbUP5IG8aNwROUO7OL4fS1aZsV/g/6MK5WFZm45LKtTnaNw0CD2Z4YQvdMN+UtutI+D8Q7UxSnlRM7VWjcYTdCd5DULlnNdUz13Y9BJ+la9naHeiGx1rUdhVCiGaBugAPXvk4z9/zKg01Zin0RlsO47hLjmSf4/foseumkzwrfmTnLhB6kXRmMLVnf1TwZbB/7tx12rHBXgmBRwGFxgZuhIKrscrfRof/i66+vMO647kFNsM3CbH8Gw9DR4dwptM7iK/uKx5cxHUvXcaKZT/x6VtfoRRsN2FrBpc/CPXvNbcNaHxPqtas4dzJl7FulUVevptYlBTb3nSLrXidiUsxCD6NDr+NLnkGy5FZ/gSlnJB/JbpqFpnNTscg+BzavqzDZfHaroeGZB3Yzt5ztnyPPJja64BrZ1TumSjP+OYrNDyC6Zx3thOuoeERdO55svItQzITLvqUH79YwTl7XU5xzUpUi3IsH772Keft/ic+efOLnru4Z1eSj447wPXrzp/frkl9jFVs/ht6g24vV0WMpqXb9np0xXTQ1aicE1Dl70Dele1e4XDAudev5P+uGUwwoEg9SaFMhtfG75Riu7225uDT9mPvY3cnN+dLU1u1g59Na/j7H4Zh2zba1rz3Uj5V6x0kKPNteCaD/wS6nD0//B5UX5DWLIzWIXTgKezKs7ErZoLygX9mfO9Uuuyksyw68Cg99/Ec74j7jkOVLUIN+gCr8LqmDrhp3npMboSuiHV6JkkIMbAFG0JcuPeVPHHz800dcIAVX/3EtdP+zrxrnuyxayv3TqSMr6qg86Wk7FrS+fxWyoMOvUn3l1+1aa5eEUFX/wEdeg/l/jWq9AUofgRUXrtXTbtwNYueLuTn700uoeThULWbXR+x+TAOPGUfJp+8D0M2LoCGeSTq2D16aynrftHYUZvqCmfqFXeqGPIupKPfm60LCXIyIZ08z4w5eD2sOwJtp15mrbVGh/6DXf1H7IpT0KGFkHcRWBu3bVyKM0XAXtPxU8GXMsgV1BkKHEOgdBGqfDFWyUOtOuAAxJbT+Q54nK6kqaMv0iadcNGn3Hbl4+x8SoxLTp1K6a9MIoz1v4SwYzaxaIwbTrwd2+7ih0UCypcqwVysTabyDDlHk/yfnGUSsQBd7wClEgNdiW74F2BqX5u9VO1vBgpLYpw2+xdWfutl1Qp/isAcQ/l+k/jp8H87vAbAsqU+VnzrRdsmoEUjFrdcNBxlJbkZiC6DnNPAs1/8gcZzd6JTHnoeQi+j7Vp0w5Po+nvRgedaJYjT0eXotQegqy+C0CsQXgQN/4SGeyF3Fqr4UVTRA+BIIxurVZj4uej3dDkoJhWD8CKUYwhKdZCB12p/g5Y5q3lQSQghWnjq1hf45sP/tUve2fhZP/ey+fz83aoOXtkN3OPAMYrEnV8F/mmdzheinCNJOYOp/PEY0DYRbM8wdaPjta/tStC17Y5xOExH3OuL8dl//SnzsSj/lMRPRr5OmE08FoMX5xU3ZTkH+MfsYUTDSQb6dQPKMRiVdxkmvpvfXZRtoPhU/IOL8A0ZS5BTSRn/9Zp4ObEoOvgGuv6f6Ib56FhzR1nrELrqdHTlNAg8DeE3IfAk1F4Hrs2geAGq6D5Ied8YpzreL61jy+nZrpiG2A8oZSfes20V0fUywG3yLoi0SCdc9Bk/ffsLKzYr5vjRG1G2VR1KwdfvhLnhpMWAyai96vs1fLKoZ2bDlXMjVMENmH8WLYOz+f8q7w8o986dP7//WJJ3rGyULx7UXNvS/aPjHaj7GzoUXyafJIuqUrDZ9gGGbBSJZ1pP0DbfFJQrWYLAxB/0q1e0/wAfvnE4Xk80wYtiX6NCr6MKb0UVzTWdcecYcO2YpA2J6Zpr0WvGo2v+iK69Ed24l6z+cezoL+iKE0z9cqD5dxmfcaj9C9pei274P4gtS3ElhfIenvjpriSQSVeSbLTKKjJ74FKGiGSB20Z5D+1My4QQA9yzd7zUPmlnC5Zl8cK9r/XItZWyUEV3xDvBLT/j4v/fvVe8xFcneQ8n+WenA3xHoZQb5dqGnu+Ea4j8F7v2drPaK/Y9ye4vyodHGfPrBnBtR8c/hwMcG4PvmE61JlBn0VDX+vpFZRG8fp2k4x9B192FypmGKn0e/MeBcxts//44PTbhoLl/8A/OB2fy/e+mEf9Cr9kDXXUauvav6JrZ6LV7YlfPxo6tQ1dfCqGF8YNjrf8betEsMQ8vgcDjJP/9WeAei3J0XL1AWfn07IB7XJKSr8p3eBdP7gDfoU1JdUX65B0TfcZP36xCuzTK1bwR+Kw9FhEKtP6AWvn1Lz3WBuU7GFXytElaZg02y628k80MZ87JGZ9Px1ajA0+hGx5HWxuBZ2867rgo8BwIngnmO/8JdP9y9I5E0JUz0eEPTTmKVB8JKgdV/Ci4d23zuB9yZsVrXybh3oVEP1d+UfvH9zsmVRIVCx1YYEb3PbthFf0dq/RJrJL54NqZjAcy7J9oXlIVb4+ug9pLYd1e8b17iQKmguqLIZQqeZ/D/F35E9/AKG+CveLdxgGu7ZMeoXLPpTGJSwfPgueg+GBBR++xw+zf8+7XwXNCiA1ZLBpjzYrk1UK0bbPymx6M9c5NUaXPo3LPAcdok3TLtSOq4CZU0Z0Zz4JrHUAHXzJVVqJfQe4fGq/U5kgHOIagcs803/qOwMwg9sJe2vpboP6ueELWNDp+eZeB7zhaz3Ba4NkPVTIPZSVJzuvaDFTHz3v9Ng5n647rPr+pIpp0AWB8b7WOoJybYuVfhlX6BA7PwYQDDtxeM6jc8PMaiK5O/bMRa5EMr3Hpvg2BebB2PASfIXHnWkPD/VB/G8nv0+L1zHPPTnyId1Iabe0ilZ88u7vvKLCGkDCWO0aCaywd3x9aoNyoTpbz29BJYjbRZ/jzWpfeSpQZ25/fwfLZbqRcm6MK/tylc2gdQFdfEf8gbxHsnNuZPcyBp+PlNgCrBOWfDjkzm5NaeCaCfwY03EfrhBldSZ6RSBRd+1eUfyo69GqS4xzgOwjlHI4qvg8dXW6WgyuPSfZhJc+0DpiOsXNziH5L2+C1zdg6CksjVK1z0hi8CoqjJM+VZoO9Dm1XAq5WiU9U4U3oimMh9jO9sdzPZGJtv8SvHedmZuY+WTkP30FQcyWp63F3Vgzl/23SI5R7eyi62yy9t9dhArQplYdvKir/UoitQFedE9/n3/iLssE9DlV4I6ptLVchxAbPcli4vS7CwcS9Lsth9Xyst4oh98zmDnEnaG06ZLru763LOVmDzVap4GumUgQAbvAeisq7wFyb+Kqjwr+hqxo7ao1xsTHWd6YkZZL21t0KJc+kPq9jBMo1BuXeFp13LoQ/NG1zjUE5Bqe8jlI+tP84qL+33XWcLtjr0CoWPl3YtCQ9vziaRjnSCDq2FiwfqEKUUrg8w7BjU2hYMxdH7C281icp29Y90ijdogpM7fYkyUmVYyjatSNEPuzGtrVkgX9q0kElZeVBycPoynPiCWFbxHLXdqjCm0Hlo6svjicdjJ+XGDiGogpvRjlH91D7BzbphIs+Y8uxm+F8c3HSYxwuB9tP3LqXWtQ5WtvoyjPb11wEU6/a/glKnkLperPO2jGyXWdFKQV5F4N7Z3T9/aakFhZ4dgfnr6D+zu5tdGQJ2nWd2ScXW0H70V0LcKP8M8xNR+QDdMPjJsuqKkD5KtDeySjlSXoZU7v0jnjt0tU0B2cLp8vmpEt+4abzm5PhrPnJTV5hIElWdgXR79FrzMy8du2Ayjkd5Z1obhRKnjHLzhoeg9h3Gb8t3c9l9pKlyMKulAddcDVUn5/BuR00Z85PcdPmPxHlGZvyjMqzO5S9aZblRb8HKwc8+6Ac8eR7zo2h5FlTdzfysWmDezeU61cZtFsIsSFRSrHXMeN5fd5bxKIdDyrHojY77J2oTGMf0jAXXXtt+8ft1VB/DxT+E+UcYSp4OIZ3mCFbefeFkifQ9XMh9KrZKuTcHLyTTfkyInTf4HsEIkvBNwUCj5AoVqjcc1HKQkdXoAOPQPgDwIHy7IH2HZ1weXXbc+jIMrOfus2gwrHnruadFwqIhMC2FWt+SmfA1oJ1E0yLrSGQMx38J2A5cvGVnQmhX6Hr58VLY3Z7fdPMFd6K8uyaxnG3w9o9yKzNLTrKyThGmxJ1KSjHMFTpE+jIJxBeDChw74pyNd9vq6JbzORLaCEQNqvd3ONkGXoXKN0rRRl7T01NDQUFBVRXV5Ofn5/t5ogMnXP/81xofcRG08qJRWGS+5V2x/jzfZz21+kceMo+WWhhajr0DrryxCRHWJAzEyvvgs5fo+5udN2NmIDW+NXFoFP0CMo5FF15WrwMSOMYXRRUMarodnDtgK65HAKPYTp9MVqVusIBjnLwHgXOkRD5FNBmL71nginzAWi7FgJPoAPPxEujOSD2AwDPP1jMPVcNJVDv4KBp6zj72p/SGCFvZAK9yvsTKueEVs/Y4U+h4mh6Zf9VEmrQ52nPEOu6O0wJtaQc4NkHHCMg9pMpR5cgIU5TG/IuRuUk+xsV3U1iU/eT97T/+uHzFZy5yx+IhqMJ94YrS3HgzH0565YTcbkzW1Uz4/IzuH7qBMq3qiZYOwxv3kHd0exWtF2HXjMeCCY4QoFzc1TJ050u3aRD76OrzozPsjeORndxq5rvGFT+FejqyyD4JI3lS815Hai8P6JyTkAHnjEroZqei/9MALjMcnPfZHDvAZHPQNebGVHvIU2DDVrHIPSKWaYf+xHwNq0M+OpDP3PO3IhVyz0MGx3kn28tI7P+nALPRFThbU33FmDKfum1+4FOvuWhp6nCu1DeiWkdq0PvoitPJuXv1ioF/4kQ/QIiX8Tf0yRb5FxjsUruz6TZoosyiUs9NnxRWVnJtGnTKCgooKCggGnTplFVVZX0NTNmzDB7O1t8jR2berZGDByFZalvpBpqAvzt1H/w6kNv9kKLMqcDT5F8L7INgX916Roq91RU2UJU7lngPQj8U8G5bZfOia4w2UdLnkIVPQg5J5oMsQU3ocrfNGVdGubGO+DQHCwab6CiQMjMpNf/DarPM8vpGx5AV52JXrsvOvK1ab+Vh8qZgVX6JKr0lVbL+A6aVsEjH3/OH2//keGbhqipdKRRGq2RCUa69mp0dCU6/DF25WnYq8ZAxVF0HKy682MwxY2WVZbREm2Veybk/i7FUTFU7mlY+X9AFcxJ2QEHBzrSg6X+xAZH4r3I1KitRzDnhUvJL05ciUHbmn/f8yo3nfKPXmxZBkKvkbgDDqDN/vAurMJSnrGosrdQ+VeB9xCzh9x7GF2KW3YFSrmwCq9Flb5sZkr9x6PyLkGVv2064JEv4h3wxnJnLX4mNBA2Zaka5kHVGWZ1XsNDJsHZmvHowLOm/cqB8k7CKp6LVfY6uLah8f5oix0bmPvuV8x55DsOnr6e775ovSUxNQ2h1yGwAB1bhV1zDfbqHdFrdkzQAVdt/ttZab73zhFpn1F5xkPJ4ynOrVD+E7ByZ2IV/i2exyfZpIKOT6iIvqrHlqMfd9xxrFy5khdfNPsHTj31VKZNm8azzz6b9HWTJk1i7ty5Td+73ZLyfkOV6mPy3osfZuKxu+Fw9EIW8UzEfiHlaKZdldEpdWyVWd6uY+DaFuXaDOUYArlnN71PdkXXEmOoeN1QpRR4dm23jErrKLr+nxmetcX7YK9GV0yDshea9sOZE1fF9xw38/o1E4+oattCmjv8qfbJWeiaqyC8MHUTlR/yb4Dqc4HEGcNTco2HyLtJ22Qy5GfIf5pZHhZ+u935wIacs+IZdoG0OvgaOll6R4iOSLwXnbHdXlszf+U/OG/3y/j6g+86/EjXtubVh95k6sVHMHLL4b3fyCR0bC1p7dmOrQfnpumdUwcg9Ka5R3CMMJm1rRyzr9dvymHp+vvRweT/tpJyjGr6v8o5CnLPane/pevvJ7POqk1zhzCIrr4QrGKUZ7fWh0U/peV9gWXBjnvWseOeLet2Z7IPXqHr74Xaa9PIyaLMoHbgRYh1diBagRoMKhav/d1ROy1zn5bm77zpVa4x2LkXQt31HV/XtZOZHGl6KPn2P3OM5GXpy3qkE/7ll1/y4osv8v7777PrruZG/p577mHcuHEsW7aMzTdPXEPX4/EweHDqpA9iYFJK0bhDwnLCSVduzf9d8XmHx67/qYLP31nGtntu1ZtNTErH1pp936lYZemdz65H11wBwedoOeKpXTuhCm5AOZtvSpRnHDr8Fp1L4uICV4r3Mfp9u85yZmJm6XnDo5B7RovH07nxdoLvSJT3QDQKKk9IcXwsvQ44gA5AzUV0qTa7KoLCv0LDw1B/O+1vIhzg3MQk28uAtqug8jSIfES7pHzWYFTeRSjfgc3NUG60ayxE3k9yVtuUcROiG0i8F10RDUf59sP/Jc8R5rR4Y97bzPhzmjWZe4HWMQi+RFrxNo1EZibB2/+h625rvZrJGgIFf0Z59mx+zD2WrmyrSmufcmgRXVv2rtB1t7bvhJNGx9Eajiq8HnTQvB+RD5Ic3FhyLZ0BAx3fY9+VrXsKCmabWFt5Cq0HH8DM8rtTV4pp2zJtm9wC7ZLxAngg9zRUzsxWeXeUdx90ZEnyE2c4ECB6V48sR3/vvfcoKChoCsgAY8eOpaCggHffTTZTBAsXLqS8vJzNNtuMmTNnsmbNmp5oouijDh+zJf/55lNq1phZ2WMvG8rMaxMvs65el0Y26l6ka68BnWx5GpglRYlvJrRdh26Yj105C712bwg+S7uAG1mKrpiKtluU8PIdGS890omlVp4JJtO1ThZ0u6Nkmo0OPtfqEWXlgmsHkn8cRVHeSSjPOCzPWFIH8kzeg1h8BL0L6TF0NTQ8iMo9B5X/5zblQDymfnrxvA6T8iQ8pdYmwV+kMdtrm78B+2dQHSzfc++U+uRRWY4uuofEe9EV9dUN2EnqhQOgFNXranqnQekKPA3Rj1McpMC1A8o5ssNntY6hg29gV/0evW4yuva69tuJ7FXoylPRof80n9W1Obh2JfNbeAVWOZo8tF2X4tiu5k6xIfIhOra+1aPKux8pa6h790e5dzIdeKuItDvYaR3TDQnb6m5Gecajih8E144tnlAmMWnJY6hUkxpt1d8T74BD+/c+BLHKdolvtWfv1OeN/g+ts5sHRyTWI53wVatWUV5e3u7x8vJyVq1alfB1kydP5uGHH+b111/nxhtvZPHixey9996EQqGErwmFQtTU1LT6Ev3XDiNKGHv+P5k/534qVpgSTluNLUx4/OBR6c0o9wZtV0DwRVIGL6sMEpSH0pFP0Gv3NrPfoVfMnqsOg0vMlOaqf6jpEWUVooruATLdV4VJnLL+cPTaCeiGh+kwX6NzVMK6nxnpIPirnNNJ/L45wLkFuMc1P+Tdn+T77ns736QNgUfN3lb/FFTpa6jSf5v99eXvofKvgOj32DVXYledi10zp2l/fEKRpfEsr4kGPyx03R3tH479j5Q3LcF/p/6RhEiDxHvRFfklebi9yZfM6pjNoFHt/8aySTc8SOpbaIXKu6Tj19tV6PVT0FWnmZVusf8lupL539obWp+58GZwbJxRmwGzhLpyKnrNeOyaq9B2Q8fHuXckeYxNU9tBBd8x8cmCBDWncaH8xzU9YjrtyeJ5Y2La3mJD9At05GuUeyesknkmP0/Jk6iyt7CK7wUrD7v2FhPrqy9Bh95M2hHWOoSuvzv5ZQPzW0+6ACqcYhYcTJZ+2RfeZ2XUCZ89e3a7RCptv5YsMX8UHWWC1FonzRA5ZcoUDjroIMaMGcMhhxzCCy+8wNdff83zzz+f8DVz5sxpSgZTUFDAiBHpJ0IQfdNGRXm8m78J0SST3MpSjN5mIzbdoQ/VJox+R1qzxb6pKKt9AjptV6IrTgTdeGOZqiPZPsGbcu+MKnsV3HsleI0CXEAhZhl4m48AezW65soOM3Ir5QX/ce1fkxGHKbHW9tzeiaajihX/UjTdADhHo4ruaVUGQ+WcTOLg6yCtJW/dza5Aa7OkXSkL5dzUjIYrN7rqbHTF0dDwiFnC2PAAev3B2NWzEwZnU7M9RYK/6CftArMZ5Ejxt6MT3HgJESfxXvQGt9fNfidMwHImiStKse+0PRM/nw3RZaQccHdug3Jv1+FTuuo8iDZutUt13xD/rI/+2PSIcpSgShdAziw6joONsbQAaBw8bxkXgtAwD105A63b50JR/mlptCsVn6mW0vK8jlJU0VxQjQn5GuO9AuVFFd1tSro18h4IjuF0HAtVi9d3lzTvb+yfm1vhGGpqqjvK0fVz0WsnmkR1wZdM0rjKU9Drj2ofqxuFP0xjP3sUQm3ywuj69NqbctWDyJaM7qZnzZrFl19+mfRrzJgxDB48mNWrV7d7/dq1axk0aFDa1xsyZAgjR47km2++SXjMxRdfTHV1ddPXihUrMvmRRD9kWQqHw+Kc20/pdNmPHpFOkgxU4vqagSfiWcIzWDrUwYe6cpRhFd+DKvw7ODdr8YzPZEAtfxdyjsYE2ATXqr+zVcBvOnfu2eDauelnyVys1Sh3q3P7j0eVvQE5Z4DnAFPmpPAOVMkzzXWpG491bYUqvB2UL94OJ00pLhwbx1cadOffRmOwT3aIn47SbOiaP5tVDUDzex6/uQnMQ1dMQYcWte+M6xBp/Qxttz84NyZ5512BY6Mkzwsh8V70nt9efhSFpfk4EnTEZ1w1ldKhxR0+lzUpk1uqdh3QRjryBYTfJeNOrt1mabfyYOWdgyp5GjwTaZX92zPBlEYr+juQqGKGbVZcBZ5s33rPbvEOPnRuRtwB/iPN4H3bc7u3M7PH+VeBdxJ4J6HyLjVZ4D2tKyQo5UEV3W+S1AGtYr3KgbyL6d6yo2mey2r/96iDL6Fr52AGOxr3isd/x9HP0WsPxq5/BG3Xt31hetdsF+tHpdFeZcrFij4po8RspaWllJaWpjxu3LhxVFdX89///pdf//rXAPznP/+hurqa8ePHp3299evXs2LFCoYMGZLwGI/Hg8eThVkv0Ws8vta/381/vSmn/XU6W49PnPAnK5xbmRqOqZKXeSZ0+LAOvkbGy6gdiW9ylXeS6czaP5sPb8dQlPLFE8A8RvIbAAc68ATkzITgv9GxVSirBHwHoor/z4zuNsyH6I+YhGZh2icT6YD3kPjNQoI2O4ag8s5Nfo6mn28iuN+G4LPoyGeg3CjPRHDvDvZ6dMM8IJDOmeJtbwycbTnA/WuTnT4hB/h+025QSMfWxVcrJPm9Rj5GV84Ex6ZQ/E+T9R5Qzs3QqfavqTzzN9fyId8x6IbkdUGV//jk5xUbPIn3oreUDi3m1vev4Y7z7uPdZxY31Q0vHV7CtMuO4sCZ+2a5hR3w7BdPmJoojmqUd5+OnwotwnRsM+yEJ4j3yrUFquguM9NqV5is5PFOol11foprKRPLfUdBaGF86bIbPBOx8s5Bu3dCNzwA4SWgI5iSbKlivQMcw82gfaKrtsn4noxyjoDSFyD0Jjq8CHTUVATxHgLKZ/LMRD4m/funRO23QBWADpN44EKZAQHnNu2e0XV3kjizuzZl02ovR9ddB4W3ojy7m6ecv0ryuhacbe553XuAVQ722gSvdYB7d1QaiQFFdvRIdvQtt9ySSZMmMXPmTO666y7AlCw5+OCDW2VK3WKLLZgzZw5HHHEEdXV1zJ49myOPPJIhQ4bwww8/cMkll1BaWsoRRxzRE80U/cSIzYdy7+d/o2p1NSXDihn+q8Q3admklBNyTkfX/iXBEZaZ3XUkaH8HS8KSs1C+5AFMKQWOYW2u02ASiSWlIfQWun4upoPtQBOD2msg5zRU7jlY/inmSG1D+C10w1Nm/5E1GKwCE9Dtn+JNHYLKmQH+E7p19YKycsF/bPv5YkcZFN1tOrdJ67g6THKz/Cug5sr4SHPLmxXLJFkruBGqL4bwW7QP3sqsgugo83n4bdK+0Yp9j66YDqXPoZTb1H+vvcZkb09UBsU/1RzbsjWuX6FzzoT6O2gf2C2TBC+NGx8h0iHxXnSH8o3KmP3k71n/SyUrv/4ZX66XTbYf1fdKkMapnJPQwefpuPPkMJ0j74EdvJL4tqVM4qAFrl1QbWN52zZZxe1naKM/kjwGaYj+gF47IV5yywnYUHcj2r0nqvBvWEV3NR8dWYYOPAKRr81MtHMTU70j8mG8ET7wHYXKnYWyijL4GZNTygHeiWbwva3C29AVJyTZVw9NAxG5F0HwGYh+Tfus5g6zgjC6LMl9nIbcczoecE834aluQFeeDiULUK5foZzD0e7dk6yOsEyWc1frJMVKOaDguvh9TgdZ2lUeKv9P6bVJZEWP1Ql/+OGHOeecc9h///0BOPTQQ7nttttaHbNs2TKqq01nwOFw8Omnn/LAAw9QVVXFkCFDmDhxIo8++ih5eXntzi82LCO3HN7naoR2yD/NdETr78F8qGtMsI2Z5WEFVyV+rXvb+Id4Op02h1lS3Jm608qL2ReerCSXbrFfDZozikZNCS7lbiozppQFnr1Qntb70LW+zLwXaFNOS2W0+6XLlGdXKF+IbngEAs9BbE38vkeZpd5WHngPRuWcgHIMQ7t2RNffA4GngBCoQvBPQeWcjLIK0UW3oquvgOBTtL7p0mZgo/JEdNE9KGeLZDk6cZKp9mIQ+wGCr5oVB1YOFNyIrprV/HwTC5xbonLO7Phnzz0XHBuh6++EWHxbgco3Axa5Z7XruAvRFRLvRXcpGVJEyZDu67z1FOXa0nT+qs7FDFQ35iiJgWMwqmhuh0uxzWu3Tr3KqUk8WVn+HzrXUKuI1DPXQbAbY1WLdoXfQVeeCsUPN8Vv5doc5bqi3RnMLHw9OMrbZfHuacpRDqXPoAMvQuAhiC4HHQVlmRisnOAej8qZgXLvhPYfCw33mdVy9lrABd4DTQkw12YQL+Gm627qOH9K9Z/QyoPyHtDiwUxivQZi6Pq5qMJrzM9QcBV6/THxLYYtY70DlA9V8NcOJzCUZzcofhhdd0u8Ex9/jXcyKvd3rffXiz5H6Q7TIPdfNTU1FBQUUF1dTX5+++RXon+YfsVZ3DBlT8q3qiZYMxRv/sHZblJGdPQHs5w79jNYhSjvoeDaNukssI58g15/MKmXVFlmRFQDsW8AN3j3MwEmzZqQdtVF8dJnnU284kOVv5NRya3+wnwkhgF3B6Pdq9FrJ5FwqZoqRJW9hrJMR0KHPzYJ2dJmgXcSVuHNzdcMf4yu/weEXscMaJSYffX+k0xHPdXPEvsJiIBjmHS+s0hiU/eT91QkMuPyM7h+6gRzD1E7DG/eQT1yHW1XQ+ApdORTUC4zGO3ZB6USZ3zXOmqSd9lrSbmFy7GJWY0V+QSIgWt7M3CcYFtbu2sFnkVXX5DiqORLoVXR3A7qfQ8MJimds90kgdYavX4qRJfS8XujoOghLM8uTefRa8a3SKybBpWDNeij5mvGVscnAh6Pr4Bzg/dQVO7pKGfqPC46th50FVjlTfcgovdlEpd6bCZciA2Zco5C5aUKfG1e4/oV5F2Crr2a1nu44qPY7n3BdzQEn4bQv5sfpx4CT6ADT0LRHWkFZ5V7Gjr4Emb0toPl1SkHAgLm9Y4h5njXNgOmQ2463h2P5OuG+UCSzOK6Cl1zDapwjvneta3ZxxX9lvQGPGywW+9jV+7tUO47zc2CDoHKSXtVgVIKnP1gBYkQQvSYZKu+ukZZBZAzPaPF5Uo5ofBWdOX0+Da0tlugRkLuuRBbAXV/MyukGo8Jv4cOv43OORUr78LUF/MeAPV3J4hBjfcQyeK9w+y5Vl7TMXRujHIMTftn1TpKOPA1Ls9wLEffGyhLODAdWQLRjzp+DgAN1ReiyxbGq0W40f6pUH8vaSd3a7NSTjkGofL/hM672GQ+V37zt5Imk/Q3QeJf0Sf17vpQITpDDajFGkmpnOmmfId7PKYjboFrO1ThLaii21G6It4Bh9Yf9DEghq48x4zMp7qOcxNU8QPxTjTxa8WX0zVlP0+h5hJT3qRyOnrNOOyaq9EZLb/uh4LPk3KAIrigKfupUgpVcJPZO5dWhlkHuDpezaCUG2Xl9fqyfiGE6G9slxdi5rPam7eGQMU7WW5Ra8q9vclq7jsmHh8Aaxgq9wJUyQKUa1vTAW+ZYRua/3/93ejQotTXUW5U8f0muai5CE23/o50Vs7FzEx/xbHoypPQaydiV8xER1NXJohG1hOseQiP/220/RjBmqVpXK9v0MGXSdlFsn8xieLiVM6Z4ByT+nXm6Hglkw6eUQ6UlZ9RB1z0T/IbFn2TUk19HW/eL4QCy/H4NoyySsqzG8qzG407RVouibYb7iNp9k1CptxIzompr+PeDkpfM/uIol8Bnnjm8hB63eQ0WtqyDSFoeBAd/RaK7jUJQwaitOpt2qaz7j8GiCdKK34Aqv8E0c9Svlb5pnS5mUIIsSE76rCzWPnsbPJGTcKX14Cv+HNgM6As201ropyjUAVXQsGVaK1bx/r6O1K82oGuv79dLpYOr2MVo4rvR0e+bk7+5doBXDug1+4eXxafTMtBAA3ht9EVx5jEYkkyb8dCL+ErCBMOunF7w1jO/wKbAv1g1ZyuJ60Z7Yb5TRVvlOVHF98H1X+Ibx9LvvpN+X/b1VaKfk6mVESftMMeU6h87yNCDWZZsNvzIlqvT/GqgcUscWoOylpHILqM5DOxCh35OINrWCjP7qicU1A501DO4SjnJuDansw/HmwIvwOhVzN8XT+Sxr4sUGYwIk7H1kLVrBSZU+NJb/L+mNbeLyGEEIk9/fZzDNl9Ir48s30oWO0FCrLbqCTa5YsJf0TyTmDMZCXP5BquzUzumJyTUe4dzT2G/1gyj/UxsKvQdckHCnRsNFqD22sqvwSr8gBfhtfKDuXcJL0Do80Z2bWOQfUlEHqF5L87Be49TVk4sUGTTrjok87bZw++2PEkvvvrawTrvSgL7FjqZdYDm0XqsiaK7ljgovJnm7JbaS2hbslCNzzW5ev3Wb50kqxpU1s98KxJ7lJzJcR+IWlQdm2LKrwDlcYKBiGEEMnFVi3DUWpmXMMBD96C44F+lJgyrdVk3bDizD8jXqc603PFILAgntisY96CcYQDexOo9NGwblN8RVM6cZ0s8aVZKjH2E7ruH2i7DgL/gtCL8ScSTJaoMlTe71FFd8hycyGdcNF3bT9qGF9WryYaSpxldEOilAPcu5L8n22sW7KYKtdWqOLHwb07mdUztSG2ssvX76uU7zemdFkq9lp09QXoqvPjo+IplqXlX4by7tstbRRCCNHMjpbSbzp/cWaZebLY64A0lqKnvI6ViyqeB/4pQMcl1RILgV2V9AiPf1N8RdPwl+5Nf+pyKKsYPPukcWQUXXczumIKum4uyX9nFuQcb1YeJsmeLzYc/edfhBAClTOTxDOqFlhl4D2we67l2gyr+B5U2TuQd3m6rwKrtFuunwkd/RG79kbsqvOwq69AhxfTmeqLOrYOHfkUHV3e4fNKWVBwbTpnMv8JpZHIDSDyeepjhBBCbBh8v4knbEt0m65ROTO65VLKysPKn40qfw+Kn8rglQ7o5VJY2q5B19+PXXUBdtVF6MAzSWfjE5+nAR35HB1ZhtYd12xX+VeB8qdxNtssS7f/R/J4ryHyZcZtFQOXrIUQoh9Rnj3iZczmYIJzjKaRV6vI1PNUHZfX6vQ1HaXgGYuuTedobWaLe4nWGl13C9TfgZnp0IBCB+abDPOFt6espQ2go/9D114HoYU0BlHtHIPKu6DdygLLuzc6/2p0zRVAx8G7WTrl3iCdZZJa2xB8Ad3wsMkNoLzgnYzynyD7yIUQYgBRVhEU3YuuPCWeJKwxjsTzhxRci3Jt083XzEG5t8K2SsFel+po8E5Cqd7b461Di9CV5wBBGqu56OBTUHsDFM9FOVNne9d2Pbrub9DwWPw8mMmLnJngn95qb75ylEHxw+jKUzNMXpeIgkQl0dq2M/wxuuEBCL0NaHDvjPJPR3l2Tev1on+QmXDRZ1ko7BYdmEj9e50a8RxoVM4MVOnz4P8tuHYC93hU3mWo0ldQrs165prOTcG5LSmXpjt/Bb6DeqQNHQo8Eu+AgwmCLcq5hN9HV/8x5Sl09Dv0+qMh9CatOszRz9GVJ2HX3tZuVl35j0aVvw2O0anOnsYPYYFn9+Rn0TGzvL36dxD5EHStuSloeBi97mB0eHEa1xFCCNFfKPeOqLLXUHkXgXusKR+ac7KJ9b7De+7Cvqmk7h64TEmuXqIj36Arz8B0nDWtYr29Dl1xgtmXnewcOoiumA4ND9HUAQezfaz2GnTFSe3KrCrX1qiyN8B7aJotTfa+2SjPxJRn0A2PmezzwX+DrgRdBaE30JXT0HV3p9kO0R9IJ1z0WYPzvbxbtBX1P9poDd6CesJ1/8p2s/oE5dwUK/9SrJL5WMVzUTm/RVmpy35ouw5d/wD2uiOx1+6DXXEKOviqmWVNdc38ywAXCTvizi1RxQ+iVKb7yjpH6xi67s4kR9gQegkd/TH5eWquAd1A+5Fsbb7q/45eNxndIgsqxPeMOUeTes98sr2IFngPRznKk5+iYb4JyED7+vBhdOUZaB1I0Q4hhBD9ibKKUDknYxU/gFUyDyvv9yjniJSv0zqGDr6MXXGyifXrj0LXP5iyowqgcqaDYwQJuwgqF1X8MMr1qwx/ms7TDffRFJPbiZmZ++CzyU/S8AhEPyXhlr7IO+g1u6KDL7V6WCk3yrU96eXHSXQv5QBrKHj3T/pqHf0WXXMZ5udsXx9e1/0VHV6SRjtEfyCdcNFneZwW1//xRi5+7RtWv2k6Mu6c+iy3qv/S0ZVm1rT2alOvOrYCwu+gq85EV51tSqAlodzboYofBte2bZ4ogbzZWKVPm45pb4l+A/aqFAdZEHoj4bM6tgrCb5NyKVnsB3TF8Wi7otXDyjOBVCXjOj53/KPXvTuqYHbSS2ut4zcgidigayDwfNLzCCGEGPi0Dsfj+ixTFzy2AiKfomv/gl5/qIl7SSirAFX8CHgm0bqb4DUVQsoWo9zb9ejP0E4wVYJThQ4mL4+qG+anvo5uQFedgw692/pxz56kt7KtfbsAsAahiu9DpViOrhvmkbxr5kDXP9iJdoi+SDrhok9zOR2M2mZ/Qj/8lO2m9GtaaxOQ7dW0Hk2OB7XQq1D/j5TnUe7tsEoeR5W+aPaflzyFKn8XK+e4nmp6Ym2WjXVMJT8utoL0AqsNdqWZkW7JewhYxSSe7U50bhtyf48quif1ygFdA7HlKdrpQGdYM1YIIcTAo+tui+c3geaOazzux35BV52d8hzKUYJVdDOq7G1U0X2o4nmoQUuwCq7GsrKRaT7VVkQNOpj8kNhK0ov3yuSaafmIcyPw7EfmWfY1uPdClb2Mco5KfXh4CckHG2IQkZnwgUI64aJfUVZnRiIFkY8g+gWJP9w1uv6BtPbcax2F2GpTmiRV0OtJzlGY5fHJxMC1hRmEiP1k9pW1XI6nCjK4oI0OPN3qEWXloIruA6uw8ZH4f1N9tFoQerlVEpjE0gn63VMfXgghRP+ldTC+5znRvVIMIh+jI5+kd0J7bTzW15N4qXUvcG5BqhliXFsDoO0KdORrdKxNcjmVbiZ3GyIftVsxoAquA9cOzddr9d8kwu/E37909FJ9eNEnyF2b6PMcygGx5s5j/ZoXyCk/ABlDykD4P5gP7iQjrLoaot+Ba8vEhwSeQdde2zpzqmMjyJ+NSpFcrLspqwDtPQSCT5Nwybc1GG0HYf2hJqM4AG6073BU7u9MIjnHaIj9QFoj5HZN+3a4toDS1yD4HDq0CHQYCEJ4MYlvWmxzIxRbk3I/uLJy0c6tIfplkvNFUZ7xqdsvhBBi4Ip+AzrVvm/LxKe2W8ta0JEv0dWXQLRF+UyVCzlnQM4paQ4gdx/l/y26+sMkR9jgHotdeXp8C1q8yol7PCrvfJRrW/AdCg0Pkl4mc8CuBcfg5jZYuVD8kNnGF3jGrI5TXgi9nOJEUbMywXdE6mt69koR6x3gmZBe+0WfJ70Y0ecdt+PWPPf9N1T8kA9ATvkKgrVvZ7lVA1XijqgOPImuvrB96ZLYCnTlKejQOz3ctvZU/h8SJJBxAB7wHgTVZ0P06xbPhSHwBLriaNCVqLwLSDuLuXNkx+2w/Cj/MVhFt2MV3wOubTpoUwfSHB1XuaeSPOHLMPDsk9a5hBBCDFTprhZMEuuj36IrjoXoV22eqEPX3WBKfPU274HgPSz+TcsBgPissP8kqP4dhBbR6mcLv49efyw6vNjUVVf+Nq9PxAmOQe0eVcpCefbAKrwBq/helP/YNM6lwE4z1vunkjQBLqD809I6l+j7pBMu+rzRpbmccOn93HzLA6z7rjD+aHU2m9T/uHch5eivKoAEdTa1DqNr5iR4odlrpmuuaVfKq6cpqwhV8i/IOR1UYfxRlwnWxfdBU0Kztu2Kmb1xdbejvPubZWakyupuxwNkGu1yjCZ1DXFvq1H2pOfzTkblNu7ja1yKZuqkYhWjiv+JUrKwSQghNmjOzUDlpDjIBtcuCZ/VtbfEc6kkuGeovztlcrfuppSFKrgOlX81OFrcp7h3RhXdC5EPErTZlDLT1ReDNQRV/JDJUp6UA7wHoqz81A1zjiJ1p16Dc+PU5wKUYzCq6B+Am9ZdNAtwogpu7NWs9KJnSSdc9At5Xhc/FG6KHTCzgcpKXWZDtODaKb6nKtFeIgX+3ybO3Bl60yxXT0hD7Jv2I+e9QFn5WHnnocr/gxr0MWrQp1iF16Iin5C8IxyDwL/QOozyHQHl77fY79WWBe7x4D04vUZ5DwTlI3FwdoDvNyjlS+98gMo9G1XylMlO69oO3GNR+VegSl9CpRnghRBCDFxKecF/PEljj3ObhEvRtV0LoVSZyIHgc11pZqcoZaH8R2OVPY8a9Blq0OdYxQ+CYyhElpJ0+1dsOUSWoFxbospeA//JCY51gFWIyjs/vTY5hoF7NxLfW1ngGGbqvKdJeXZDlb1uBt5dO5n7kpyZqLJXUL4D0z6P6PukEy76DTu3BB00nSpPTi0Na58gq4lC+hGlFKrwNrDKaJpBBZo+AjwTUblnJj6BvSa9C6V7XA9QSqGUD6XMz6Rj35MygYkOQLzsmGX5TQbY3PPjGc8bT5xr9sAV3Y1SqRLBxV9i5aDyG1cOdLBU3jEUlXdOWudqdV7XVlgFV2GVPI5VfD/Kf1xa9eGFEEJsGFTuOeDeI/5dy/ijTKmsolsT7+m2K0l9X2WhY9mL9RCv3d0Yj6M/pPei6I/x11pY+X9AFd5pVg40cYBnf1TJEyhHqtnyFm3JvyKe9K3t/YYDM3t9fdN9SdrndJShcs/CKpmPVfIoVt4FpsMvBhRZvyj6jatmnM/828/ntzkTKNmiHn/ZemKxFTgcHe/TFa0p50ZQ+pyZ/Q08A3Y1OEeZJdaefVEqSYfVKkvvIuke1xtUHmntj2uxdE8pB+SeDjknQ/R/gA3OjVHKk/nlfQeCVWTKxUQWxx/1gf83Zla7N2uqCyGE2CAo5YaiuyD4EjrwqOl8WkUo32HgOxJlJckSbhVhOu7JOuI2qs/F+jS0GbBW3n3As7eZJdd1ZnDcKsr88s6RUPKkKWsWfB6zAk+BZ09U7jmoeNZ2IdrqsZnwq6++mvHjx+P3+yksLEzrNVprZs+ezdChQ/H5fEyYMIHPP/889QvFBmHjkjyOPPsW3r3rXuoq43t17FT7bkVLyspH5ZyEVfoUVvkbWMVzUd4DknfAwWTsVMn2RymzT8uZOLN6b1PeySRfUucA924d3pAo5UK5NjdL1zrRAW86j2ccVsnDqPL3UaWvoQb9Byv/CumAiwFF4r0QfYtSDpTvQKzi+7HKF2KVLkDlzEjeAQfzvGdfUq4i8x3SfY3tKveOYJWkOMjbYnVAM6UUyjkS5dq6Ux3wpvM4h2MV3oAqX4wqfRVVvhir6C7pgIukeqwTHg6HOfrooznjjDPSfs3111/PTTfdxG233cbixYsZPHgw++23H7W1tT3VTNHfKAg6mhdwRAKfkH42UNFZSrlReX9M9CygUPmX9HrZkmSUa6t4xvCOPuYUoFG5Z/VOW6xilHOE2a8nxAAj8V6IgUPlnQeqbWKwFnJOQaWZVLQ3KOUyS/CTHZN7OspKlbCuG9pi5aCcG6WX1E1s8HqsE37llVfyu9/9jm222Sat47XW3HzzzVx66aX85je/YcyYMdx///00NDQwb968nmqm6GeK/W4+8A4muM786Xrz1xKsejLLrdowKP9RqIJr2484O4aiiu7q9Trh6VCFN4Fnv/h3JruoeSIXVXg7yr1ztpomxIAh8V6IgUM5N0UVz2uzXxpQOajc36FyL8hOw5LxTUXlXURzeS9n/L+WqZ6Sk/4AoRC9pc/sCf/+++9ZtWoV+++/f9NjHo+Hvfbai3fffZfTTjsti60TfUWO28lFF9/DdTedz4WHjKd8hwa8hesx+5ckz2BPU77fgPcQCP8X7PXgGAKunTJOOtJblPKhim5FR7+D4Cto3YBybgLeA2RWWogskXgvRN+mXFujSp9BRz43+VFUDnjGZVTRozcppSDnFPAdCcF/o2OrUFapKTXm6EP714Vooc90wletMjUHBw0a1OrxQYMG8eOPPyZ8XSgUIhQKNX1fU1PTMw0UfUZJrpeRE8+k5p37Kdv+VygFDZUP4S04AivFfifRdUq5wLNbtpuREeXcBHI3SVnNUwjR8yTeC9E/KNfW0I/2NSurCPzHS6wX/UJG01ezZ8+OlwFK/LVkyZIuNajtnlKtddJ9pnPmzKGgoKDpa8SIEV26vugfTt51S+ZGcln1piYaceAvChKqfzvbzRJCiAFB4r0QQgjRczKaCZ81axZTp05NesyoUaM61ZDBg02Sh1WrVjFkyJCmx9esWdNutLyliy++mPPPP7/p+5qaGgnMGwCv28FfzrucGX86iRtKJlE+phqlI9lulhBCDAgS74UQQoiek1EnvLS0lNLS0h5pyOjRoxk8eDCvvPIKO+ywA2Ayri5atIjrrrsu4es8Hg8eT+dLCIn+SymF9haCNtnRnZ51aB3qUkkpIYQQEu+FEEKIntRj2ZSWL1/O0qVLWb58ObFYjKVLl7J06VLq6uqajtliiy1YsGABYDpU5513Htdccw0LFizgs88+Y8aMGfj9fo477rieaqbo53JHbEf05wq0BqcnSrhhPlrXZ7tZQgixwZB4L4QQQmSmxxKzXX755dx///1N3zeOdr/xxhtMmDABgGXLllFdXd10zEUXXUQgEODMM8+ksrKSXXfdlZdffpm8PEm2JTp2y7QTuPqBezn16WrKDizBkxMmGvkRp2urbDdNCCE2CBLvhRBCiMworeNreQeImpoaCgoKqK6uJj8/P9vNEb1gbV2QZy87mCMvPpWC8ipiEYtYZD/c/pHZbpoQQgASm3qCvKcikRmXn8H1UydQvlU1wdphePMOynaThBAbgEziUt8s7itEBkpzPKybcA6rX/6MYJ0Xh8vG4XoFGFDjS0IIIYQQQogBQDrhot9TSnHRYYdyt38v1j/2PQAOl02w7ssst0wIIYQQQgghWpNOuBgwjt5xO5Z+/xn1lTkAeHPfJlT/YZZbJYQQQgghhBDNpBMuBoxdR5Uy7NTbeO66J6j6qXEfxldZbZMQQgghhBBCtCSdcDGgbD9iEM8O2ZnQyjAAnpw66tc+AdjZbZgQQgghhBBCIJ1wMQBd9duzmf/im6z7MgetIadsPbHo99lulhBCCCGEEEJIJ1wMPBuX5HHs+bfxxu13U7OuAIBo4G20Dma5ZUIIIYQQQogNnXTCxYBU7Hfz9sg9CHwXwLYVnrwQkYbHkLJlQgghhBBCiGySTrgYkFwOi5su+DOXflDN6pciALhzgth2XZZbJoQQQgghhNiQSSdcDFgOS3Hg+MNZs/QjomEnALHIYwRrJWO6EEIIIYQQIjukEy4GtCO234g3tjmcbx75H4EaHy5PDG/emzSsfQ7JmC6EEEIIIYTobdIJFwOapRTnHXwQgQln8/jfF1LxvzwA/GU/E4v8kN3GCSGEEEIIITY40gkXG4QdNxrEfufczsKb7qRmrcmYHgm8h9aRLLdMCCGEEEIIsSGRTrjYYJTmuFk4ZGcCKyJoDd78ekJ1DxEJrcp204QQQgghhBAbCOmEiw2Gy2Hx1z/cwJ0fVrHy33WEgy68eREczmcJNXyZ7eYJIYQQQgghNgDSCRcbFLfTwexTZvHB0ANYfMtb1K7NxXJosD/JdtOEEEIIIYQQGwDphIsN0uE7bM0dntE0fB8DwJNbTf3al5GM6UIIIYQQQoieJJ1wscE657CZLHrpVapWmozpOWU/0LD+YWLRmiy3TAghhBBCCDFQSSdcbLB2HT2Y/S64h7/N+5hV7zuIRS38JQF07HGCtV9ku3lCCCGEEEKIAUg64WKDVuR3M/v3c3i8cjhfPvAtDdV+nJ4Y3ry3CdYtyXbzhBBCCCGEEANMj3XCr776asaPH4/f76ewsDCt18yYMQOlVKuvsWPH9lQThQBAKcXZkw9AH3ABC65bQOXKfAAs66sst0wIIfo+ifdCCCFEZnqsEx4Ohzn66KM544wzMnrdpEmT+OWXX5q+/v3vf/dQC4VobZthZbw4fHdCPwYAcPsbqFv9GFqHs9wyIYTouyTeCyGEEJlx9tSJr7zySgDuu+++jF7n8XgYPHhwD7RIiNT+MmUm828/j2nFEynZop7cQVWE6h7Gch6Ayzs0280TQog+R+K9EEIIkZk+tyd84cKFlJeXs9lmmzFz5kzWrFmT9PhQKERNTU2rLyE6a2RJLrMuvYvb369j+bM1hANuPLkRHO7nqV/3BqCz3UQhhBgQJN4LIYTYUPWpTvjkyZN5+OGHef3117nxxhtZvHgxe++9N6FQKOFr5syZQ0FBQdPXiBEjerHFYiByORxcceJpfDb6YBbe9h7Vv+RhWZqc0m+oX/cwtt2Q7SYKIUS/JvFeCCHEhiyjTvjs2bPbJVJp+7VkSeczSk+ZMoWDDjqIMWPGcMghh/DCCy/w9ddf8/zzzyd8zcUXX0x1dXXT14oVKzp9fSFaOmibLdjh9Fu4Ze5i1ixxY8csckobiIXnE6r/JtvNE0KIHiPxXgghhOg5Ge0JnzVrFlOnTk16zKhRo7rSnlaGDBnCyJEj+eabxB0ej8eDx+PptmsK0VJZnpc/XXwjf3v6KQ7+6iM2OuxX+PICaP0G9auXkTPoQPrYghIhhOgyifdCCCFEz8moE15aWkppaWlPtaWd9evXs2LFCoYMGdJr1xSiLUspLjj8CP77w1gW/P1SJh23H8Wja8kZ9DOBygdx5R6K01WU7WYKIUS3kXgvhBBC9Jwem8Jbvnw5S5cuZfny5cRiMZYuXcrSpUupq6trOmaLLbZgwYIFANTV1XHhhRfy3nvv8cMPP7Bw4UIOOeQQSktLOeKII3qqmUKk7dejhnDYhXdx8zPf8Msim2jYga8ohOIJgtUfZrt5QgiRFRLvhRBCiMz0WImyyy+/nPvvv7/p+x122AGAN954gwkTJgCwbNkyqqurAXA4HHz66ac88MADVFVVMWTIECZOnMijjz5KXl5eTzVTiIzkeFxcec5l3LfoXbb5v3+xxTE7k1tcj6NgCXVrviOn7DCUcme7mUII0Wsk3gshhBCZUVrrAVVzqaamhoKCAqqrq8nPz892c8QA9u3aKv79j4s47qi9KNmiHqUgVOeSmuJCiHYkNnU/eU9FIjMuP4Prp06gfKtqgrXD8OYdlO0mCSE2AJnEpR6bCc+WxjEFqR8qelq5x+L4Wdfx13n3cfzH9QyeWILbF8AO/AsVOhKlZEZHCGE0xqQBNu6dVRLvRSLhUJjauga8NQGCtQ2EtfyNCCF6XiaxfsDNhK9cuVJqhwohhOiTVqxYwfDhw7PdjAFB4r0QQoi+KJ1YP+A64bZt8/PPP5OXl4dSKtvN6ddqamoYMWIEK1askKV+3UDez+4j72X3kvez+yR6L7XW1NbWMnToUCxLyhp2B4n33Uc+A7qPvJfdS97P7iPvZffq6P3MJNYPuOXolmXJLEM3y8/Pl3+s3Ujez+4j72X3kvez+3T0XhYUFGSpNQOTxPvuJ58B3Ufey+4l72f3kfeye7V9P9ON9TIcL4QQQgghhBBC9BLphAshhBBCCCGEEL1EOuEiIY/HwxVXXIHH48l2UwYEeT+7j7yX3Uvez+4j76Xoj+TvtvvIe9m95P3sPvJedq+uvp8DLjGbEEIIIYQQQgjRV8lMuBBCCCGEEEII0UukEy6EEEIIIYQQQvQS6YQLIYQQQgghhBC9RDrhQgghhBBCCCFEL5FOuEjb1Vdfzfjx4/H7/RQWFma7Of3KHXfcwejRo/F6vey000689dZb2W5Sv/Tmm29yyCGHMHToUJRSPPXUU9luUr81Z84cdtllF/Ly8igvL+fwww9n2bJl2W5Wv3XnnXey7bbbkp+fT35+PuPGjeOFF17IdrOEyJjE+q6ReN89JN53H4n33ac7Y710wkXawuEwRx99NGeccUa2m9KvPProo5x33nlceumlfPTRR+yxxx5MnjyZ5cuXZ7tp/U59fT3bbbcdt912W7ab0u8tWrSIs846i/fff59XXnmFaDTK/vvvT319fbab1i8NHz6ca6+9liVLlrBkyRL23ntvDjvsMD7//PNsN02IjEis7zyJ991H4n33kXjffboz1kuJMpGx++67j/POO4+qqqpsN6Vf2HXXXdlxxx258847mx7bcsstOfzww5kzZ04WW9a/KaVYsGABhx9+eLabMiCsXbuW8vJyFi1axJ577pnt5gwIxcXF3HDDDZx88snZbooQGZNYnzmJ9z1D4n33knjfvTob62UmXIgeFA6H+eCDD9h///1bPb7//vvz7rvvZqlVQrRXXV0NmGAiuiYWi/HII49QX1/PuHHjst0cIUQvkHgv+guJ992jq7He2QNtEkLErVu3jlgsxqBBg1o9PmjQIFatWpWlVgnRmtaa888/n913350xY8Zkuzn91qeffsq4ceMIBoPk5uayYMECttpqq2w3SwjRCyTei/5A4n3XdVesl5nwDdzs2bNRSiX9WrJkSbab2e8ppVp9r7Vu95gQ2TJr1iw++eQT5s+fn+2m9Gubb745S5cu5f333+eMM85g+vTpfPHFF9lulhAS63uRxHvRl0m877ruivUyE76BmzVrFlOnTk16zKhRo3qnMQNQaWkpDoej3Sj4mjVr2o2WC5ENZ599Ns888wxvvvkmw4cPz3Zz+jW3282mm24KwM4778zixYu55ZZbuOuuu7LcMrGhk1jf8yTei75O4n336K5YL53wDVxpaSmlpaXZbsaA5Xa72WmnnXjllVc44ogjmh5/5ZVXOOyww7LYMrGh01pz9tlns2DBAhYuXMjo0aOz3aQBR2tNKBTKdjOEkFjfCyTei75K4n3P6mysl064SNvy5cupqKhg+fLlxGIxli5dCsCmm25Kbm5udhvXh51//vlMmzaNnXfemXHjxnH33XezfPlyTj/99Gw3rd+pq6vj22+/bfr++++/Z+nSpRQXF7PRRhtlsWX9z1lnncW8efN4+umnycvLa5q9KSgowOfzZbl1/c8ll1zC5MmTGTFiBLW1tTzyyCMsXLiQF198MdtNEyIjEus7T+J995F4330k3nefbo31Wog0TZ8+XQPtvt54441sN63Pu/322/XIkSO12+3WO+64o160aFG2m9QvvfHGGx3+DU6fPj3bTet3OnofAT137txsN61fOumkk5r+jZeVlel99tlHv/zyy9lulhAZk1jfNRLvu4fE++4j8b77dGeslzrhQgghhBBCCCFEL5Hs6EIIIYQQQgghRC+RTrgQQgghhBBCCNFLpBMuhBBCCCGEEEL0EumECyGEEEIIIYQQvUQ64UIIIYQQQgghRC+RTrgQQgghhBBCCNFLpBMuhBBCCCGEEEL0EumECyGEEEIIIYQQvUQ64UIIIYQQQgghRC+RTrgQQgghhBBCCNFLpBMuhBBCCCGEEEL0EumECyGEEEIIIYQQveT/AT8z090zRA61AAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lime explanations" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:31.176777Z", "start_time": "2025-11-27T08:00:31.114119Z" } }, "source": [ "point" ], "outputs": [ { "data": { "text/plain": [ "[1.0, 0.0]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 14 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:31.272956Z", "start_time": "2025-11-27T08:00:31.208390Z" } }, "source": [ "explainer = lime.lime_tabular.LimeTabularExplainer(X_train.values, feature_names=list(X_train.columns), class_names=['0','1'], discretize_continuous=True)" ], "outputs": [], "execution_count": 15 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:31.410370Z", "start_time": "2025-11-27T08:00:31.297139Z" } }, "source": [ "idx = len(X_test_appended)-1\n", "exp = explainer.explain_instance(X_test_appended.iloc[idx,:], svc.predict_proba, num_features=2, top_labels=1)" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but SVC was fitted with feature names\n" ] } ], "execution_count": 16 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:31.605705Z", "start_time": "2025-11-27T08:00:31.447250Z" } }, "source": [ "exp.show_in_notebook(show_table=True, show_all=False)" ], "outputs": [ { "data": { "text/plain": [ "" ], "text/html": [ "\n", " \n", " \n", "
\n", " \n", " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shap explanations" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:31.856580Z", "start_time": "2025-11-27T08:00:31.726123Z" } }, "source": [ "shap.initjs()" ], "outputs": [ { "data": { "text/plain": [ "" ], "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 18 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:31.979412Z", "start_time": "2025-11-27T08:00:31.917949Z" } }, "source": [ "point" ], "outputs": [ { "data": { "text/plain": [ "[1.0, 0.0]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 19 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:41.006413Z", "start_time": "2025-11-27T08:00:32.009388Z" } }, "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "# use Kernel SHAP to explain test set predictions\n", "explainer = shap.KernelExplainer(svc.predict_proba, X_train, link=\"logit\")\n", "shap_values = explainer.shap_values(X_test_appended, nsamples=100)\n", "\n", "# plot the SHAP values for the Setosa output of the first instance\n", "idx = len(X_test_appended)-1\n", "shap.force_plot(explainer.expected_value[0], shap_values[0][idx,:], X_test_appended.iloc[idx,:], link=\"logit\")" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using 670 background data samples could cause slower run times. Consider using shap.sample(data, K) or shap.kmeans(data, K) to summarize the background as K samples.\n", "100%|██████████| 331/331 [00:08<00:00, 37.08it/s]\n" ] }, { "data": { "text/plain": [ "" ], "text/html": [ "\n", "
\n", "
\n", " Visualization omitted, Javascript library not loaded!
\n", " Have you run `initjs()` in this notebook? If this notebook was from another\n", " user you must also trust this notebook (File -> Trust notebook). If you are viewing\n", " this notebook on github the Javascript has been stripped for security. If you are using\n", " JupyterLab this error is because a JupyterLab extension has not yet been written.\n", "
\n", " " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Anchor explanations" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:41.086145Z", "start_time": "2025-11-27T08:00:41.021021Z" } }, "source": [ "explainer = anchor_tabular.AnchorTabularExplainer(\n", " ['0','1'],\n", " feature_names = X_train.columns,\n", " train_data = X_train.values,\n", " categorical_names={})" ], "outputs": [], "execution_count": 21 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:41.224392Z", "start_time": "2025-11-27T08:00:41.134463Z" } }, "source": [ "np.random.seed(1)\n", "print('Prediction: ', explainer.class_names[svc.predict(X_test_appended.iloc[idx].values.reshape(1,-1))[0]])\n", "exp = explainer.explain_instance(X_test_appended.iloc[idx].values, svc.predict, threshold=0.95)" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prediction: 1\n" ] } ], "execution_count": 22 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:41.319346Z", "start_time": "2025-11-27T08:00:41.256490Z" } }, "source": [ "print('Anchor: %s' % (' AND '.join(exp.names())))\n", "print('Precision: %.2f' % exp.precision())\n", "print('Coverage: %.2f' % exp.coverage())" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Anchor: x2 <= 0.29 AND x1 > -0.17\n", "Precision: 0.96\n", "Coverage: 0.45\n" ] } ], "execution_count": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LUX explanations" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:41.689247Z", "start_time": "2025-11-27T08:00:41.353346Z" } }, "source": [ "lux = LUX(predict_proba = svc.predict_proba, neighborhood_size=100,max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(X_train, y_train, instance_to_explain=point,class_names=[0,1])" ], "outputs": [ { "data": { "text/plain": [ "LUX(max_depth=2, neighborhood_size=100, oversampling_strategy='smote',\n", " predict_proba=)" ], "text/html": [ "
LUX(max_depth=2, neighborhood_size=100, oversampling_strategy='smote',\n",
       "    predict_proba=<bound method BaseSVC.predict_proba of SVC(probability=True)>)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 24 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:42.010294Z", "start_time": "2025-11-27T08:00:41.724387Z" } }, "source": [ "preds =[int(v) for v in lux.predict(X_train)]" ], "outputs": [], "execution_count": 25 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:42.104269Z", "start_time": "2025-11-27T08:00:42.044313Z" } }, "source": [ "sum(preds==y_train)/len(y_train)" ], "outputs": [ { "data": { "text/plain": [ "0.8880597014925373" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single rule justification" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:42.222828Z", "start_time": "2025-11-27T08:00:42.153711Z" } }, "source": [ "lux.justify(np.array([point]))" ], "outputs": [ { "data": { "text/plain": [ "['IF x2 <0.11804039403796196 THEN class = 1 # 0.9537037037037038\\n']" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Counterfactual explanation" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:42.565592Z", "start_time": "2025-11-27T08:00:42.254554Z" } }, "source": [ "lux.counterfactual(np.array([point]), X_train, counterfactual_representative='nearest', topn=1)" ], "outputs": [ { "data": { "text/plain": [ "[{'rule': {'x2': ['<0.11804039403796196']},\n", " 'prediction': '1',\n", " 'confidence': 0.9537037037037038,\n", " 'covered': x1 x2\n", " 547 0.434572 -0.019075\n", " 872 0.222299 -0.253391\n", " 404 0.280332 -0.185768\n", " 125 1.713620 -0.375723\n", " 420 0.773221 -0.123677\n", " .. ... ...\n", " 214 1.768187 -0.212819\n", " 466 0.074815 -0.229663\n", " 121 1.332775 -0.436298\n", " 106 0.652965 -0.639610\n", " 270 1.260014 -0.344153\n", " \n", " [256 rows x 2 columns],\n", " 'counterfactual': x1 0.870092\n", " x2 -0.044982\n", " Name: 43, dtype: float64,\n", " 'distance': array([[0.13747515]])}]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Whole tree justification" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:42.665641Z", "start_time": "2025-11-27T08:00:42.601166Z" } }, "source": [ "print(lux.to_HMR())" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% TYPES DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%%%\n", "\n", "xtype [\n", " name: 'class', \n", "base:symbolic,\n", " domain : [0,1]].\n", "xtype [\n", " name: 'x1', \n", "base:numeric,\n", "domain : [-100000 to 100000]].\n", "xtype [\n", " name: 'x2', \n", "base:numeric,\n", "domain : [-100000 to 100000]].\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%%% ATTRIBUTES DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%%%\n", "xattr [ name: 'class',\n", " type:'class',\n", " class:simple,\n", " comm:out ].\n", "xattr [ name: 'x1',\n", " type:'x1',\n", " class:simple,\n", " comm:out ].\n", "xattr [ name: 'x2',\n", " type:'x2',\n", " class:simple,\n", " comm:out ].\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%% TABLE SCHEMAS DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%\n", " xschm tree : ['x1','x2']==> ['class'].\n", "xrule tree/0:\n", "['x1' eq any, 'x2' lt 0.11804039403796196] ==> ['class' set 1]. # 0.9537037037037038\n", "xrule tree/1:\n", "['x1' lt 1.447603464126587, 'x2' gte 0.11804039403796196] ==> ['class' set 0]. # 1.0\n", "xrule tree/2:\n", "['x1' gte 1.447603464126587, 'x2' gte 0.11804039403796196] ==> ['class' set 1]. # 0.5\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n", "% File generated by LUX \n", "%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n", "\n" ] } ], "execution_count": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Iris example" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:42.774198Z", "start_time": "2025-11-27T08:00:42.692053Z" } }, "source": [ "from lux.lux import LUX\n", "from sklearn import datasets\n", "from sklearn.model_selection import train_test_split\n", "from sklearn import svm\n", "import numpy as np\n", "import pandas as pd\n", "# import some data to play with\n", "iris = datasets.load_iris()\n", "features = ['sepal_length','sepal_width','petal_length','petal_width']\n", "target = 'class'\n", "\n", "#create daatframe with columns names as strings (LUX accepts only DataFrames withj string columns names)\n", "df_iris = pd.DataFrame(iris.data,columns=features)\n", "df_iris[target] = iris.target\n", "\n", "#train classifier\n", "train, test = train_test_split(df_iris)\n", "clf = svm.SVC(probability=True)\n", "clf.fit(train[features],train[target])\n", "clf.score(test[features],test[target])" ], "outputs": [ { "data": { "text/plain": [ "0.9736842105263158" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 30 }, { "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:03:42.504351Z", "start_time": "2025-11-27T08:03:42.225063Z" } }, "cell_type": "code", "source": [ "#pick some instance from datasetr\n", "iris_instance = train[features].sample(1).values\n", "iris_instance\n", "\n", "#train lux on neighbourhood equal 20 instances\n", "lux = LUX(predict_proba = clf.predict_proba, neighborhood_size=20,max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], instance_to_explain=iris_instance,class_names=[0,1,2],n_jobs=1)\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(iris_instance))" ], "outputs": [ { "data": { "text/plain": [ "['IF petal_length <2.449999988079071 THEN class = 0 # 1.0\\n']" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 35 }, { "metadata": {}, "cell_type": "code", "outputs": [], "execution_count": null, "source": [ "## Generate counterfactual\n", "cf = lux.counterfactual(np.array(iris_instance), train[features], counterfactual_representative='nearest', topn=1)[0]\n", "print(f\"Counterfactual for {iris_instance} to change from class {lux.predict(np.array(iris_instance))[0]} to class {cf['prediction']}: \\n{cf['counterfactual']}\")" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:43.477281Z", "start_time": "2025-11-27T08:00:43.413802Z" } }, "source": [ "#have a look at the entire rule-based model that can be executed with https:://heartdroid.re\n", "print(lux.to_HMR())" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% TYPES DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%%%\n", "\n", "xtype [\n", " name: 'class', \n", "base:symbolic,\n", " domain : [0,1,2]].\n", "xtype [\n", " name: 'petal_length', \n", "base:numeric,\n", "domain : [-100000 to 100000]].\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%%% ATTRIBUTES DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%%%\n", "xattr [ name: 'class',\n", " type:'class',\n", " class:simple,\n", " comm:out ].\n", "xattr [ name: 'petal_length',\n", " type:'petal_length',\n", " class:simple,\n", " comm:out ].\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%% TABLE SCHEMAS DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%\n", " xschm tree : ['petal_length']==> ['class'].\n", "xrule tree/0:\n", "['petal_length' lt 2.449999988079071] ==> ['class' set 0]. # 1.0\n", "xrule tree/1:\n", "['petal_length' gte 2.449999988079071, 'petal_length' lt 4.550000190734863] ==> ['class' set 1]. # 1.0\n", "xrule tree/2:\n", "['petal_length' gte 2.449999988079071, 'petal_length' gte 4.550000190734863] ==> ['class' set 2]. # 1.0\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n", "% File generated by LUX \n", "%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n", "\n" ] } ], "execution_count": 33 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-11-27T08:00:45.021902Z", "start_time": "2025-11-27T08:00:43.508288Z" } }, "source": [ "import graphviz\n", "from graphviz import Source\n", "from IPython.display import SVG, Image\n", "i2edf = pd.DataFrame(iris_instance, columns=features) \n", "i2edf[target] =clf.predict(i2edf.values.reshape(1,-1))[0] \n", "cfdf = pd.DataFrame(cf['counterfactual']).T\n", "cfdf[target] = clf.predict(cfdf.values.reshape(1,-1))[0]\n", "lux.uid3.tree.save_dot('tree.dot',fmt='.2f',visual=True, background_data=train, instance2explain=i2edf, counterfactual=cfdf)\n", "gvz=graphviz.Source.from_file('tree.dot')\n", "!dot -Tpng tree.dot > tree.png\n", "Image('tree.png')" ], "outputs": [ { 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"text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 34 }, { "cell_type": "code", "source": [], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-11-27T08:00:45.083542Z", "start_time": "2025-11-27T08:00:45.067421Z" } }, "outputs": [], "execution_count": null } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 4 }