diff --git a/docs/advanced_examples/LogisticRegressionTraining.ipynb b/docs/advanced_examples/LogisticRegressionTraining.ipynb index 649aab5f7..e5b91a008 100644 --- a/docs/advanced_examples/LogisticRegressionTraining.ipynb +++ b/docs/advanced_examples/LogisticRegressionTraining.ipynb @@ -35,15 +35,32 @@ "from concrete.ml.sklearn import SGDClassifier\n", "\n", "\n", - "def plot_decision_boundary(clf, X, y, n_iterations, title=\"Decision Boundary\", accuracy=None):\n", + "def plot_decision_boundary(\n", + " X, y, clf=None, weights=None, bias=None, title=\"Decision Boundary\", accuracy=None\n", + "):\n", " # Create a mesh to plot the decision boundaries\n", " x_min, x_max = X[:, 0].min() - 0.1, X[:, 0].max() + 0.1\n", " y_min, y_max = X[:, 1].min() - 0.1, X[:, 1].max() + 0.1\n", " xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.01), np.arange(y_min, y_max, 0.01))\n", "\n", - " # Predictions to get the decision boundary\n", - " Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n", - " Z = Z.reshape(xx.shape)\n", + " if clf is not None:\n", + " # Predictions to get the decision boundary\n", + " Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " Z = Z.reshape(xx.shape)\n", + " learned_weights = (\n", + " f\"Learned weights: \"\n", + " f\"{clf.coef_[0][0]:.3f}, \"\n", + " f\"{clf.coef_[0][1]:.3f}, \"\n", + " f\"{clf.intercept_.reshape((-1,))[0]:.3f}\"\n", + " )\n", + " elif weights is not None and bias is not None:\n", + " # Compute the linear model for the mesh grid\n", + " linear_model = np.dot(np.c_[xx.ravel(), yy.ravel()], weights[0]) + bias[0]\n", + " Z = np.round(1 / (1 + np.exp(-linear_model)))\n", + " Z = Z.reshape(xx.shape)\n", + " learned_weights = \"\"\n", + " else:\n", + " raise ValueError(\"Either 'clf' or both 'weights' and 'bias' must be provided.\")\n", "\n", " # Define red and blue color map\n", " cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n", @@ -52,11 +69,7 @@ " plt.figure(figsize=(10, 6))\n", " plt.contourf(xx, yy, Z, alpha=0.3, cmap=cm_bright)\n", " plt.scatter(X[:, 0], X[:, 1], c=y, edgecolor=\"k\", cmap=cm_bright)\n", - " plt.title(\n", - " f\"{title} (Iterations: {n_iterations}, Accuracy: {accuracy})\\n \"\n", - " f\"Learned weights: {clf.coef_[0][0]:.3f}, {clf.coef_[0][1]:.3f}, \"\n", - " f\"{clf.intercept_.reshape((-1,))[0]:.3f} \"\n", - " )\n", + " plt.title(f\"{title} (Accuracy: {accuracy})\\n {learned_weights}\")\n", " plt.xlabel(\"Feature 1\")\n", " plt.ylabel(\"Feature 2\")\n", "\n", @@ -112,12 +125,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -136,10 +149,9 @@ "y_pred = sgd_clf_binary.predict(X_binary)\n", "accuracy = (y_pred == y_binary).mean()\n", "plot_decision_boundary(\n", - " sgd_clf_binary,\n", " X_binary,\n", " y_binary,\n", - " n_iterations=N_ITERATIONS,\n", + " clf=sgd_clf_binary,\n", " accuracy=accuracy,\n", " title=\"Scikit-Learn decision boundary\",\n", ")" @@ -156,7 +168,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -164,30 +176,30 @@ "output_type": "stream", "text": [ "Compiling training circuit ...\n", - "Compilation took 1.6214 seconds.\n", + "Compilation took 1.8093 seconds.\n", "Key Generation...\n", - "Key generation took 2.9457 seconds.\n", + "Key generation took 2.9453 seconds.\n", "Training on encrypted data...\n", - "Iteration 0 took 2.6715 seconds.\n", - "Iteration 1 took 2.3884 seconds.\n", - "Iteration 2 took 2.4512 seconds.\n", - "Iteration 3 took 2.5658 seconds.\n", - "Iteration 4 took 2.4878 seconds.\n", - "Iteration 5 took 2.4159 seconds.\n", - "Iteration 6 took 2.1622 seconds.\n", - "Iteration 7 took 2.1569 seconds.\n", - "Iteration 8 took 2.1827 seconds.\n", - "Iteration 9 took 2.6446 seconds.\n", - "Iteration 10 took 2.5463 seconds.\n", - "Iteration 11 took 2.6463 seconds.\n", - "Iteration 12 took 2.4633 seconds.\n", - "Iteration 13 took 2.7384 seconds.\n", - "Iteration 14 took 2.5046 seconds.\n" + "Iteration 0 took 2.6532 seconds.\n", + "Iteration 1 took 2.4209 seconds.\n", + "Iteration 2 took 2.3242 seconds.\n", + "Iteration 3 took 2.4530 seconds.\n", + "Iteration 4 took 2.3382 seconds.\n", + "Iteration 5 took 2.1582 seconds.\n", + "Iteration 6 took 2.3391 seconds.\n", + "Iteration 7 took 2.2885 seconds.\n", + "Iteration 8 took 2.2345 seconds.\n", + "Iteration 9 took 2.5815 seconds.\n", + "Iteration 10 took 2.5815 seconds.\n", + "Iteration 11 took 2.4369 seconds.\n", + "Iteration 12 took 2.1219 seconds.\n", + "Iteration 13 took 2.2504 seconds.\n", + "Iteration 14 took 2.3065 seconds.\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -226,10 +238,9 @@ "accuracy = (y_pred == y_binary).mean()\n", "\n", "plot_decision_boundary(\n", - " sgd_clf_binary_fhe,\n", " X_binary,\n", " y_binary,\n", - " n_iterations=N_ITERATIONS,\n", + " clf=sgd_clf_binary_fhe,\n", " accuracy=accuracy,\n", " title=\"Concrete ML (training on encrypted data with FHE) decision boundary\",\n", ")" @@ -251,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -279,15 +290,15 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Sklearn clear accuracy: 98.83%\n", - "Full encrypted fit (simulated) accuracy 80.12%\n" + "Sklearn clear accuracy: 97.08%\n", + "Full encrypted fit (simulated) accuracy 90.64%\n" ] } ], @@ -325,12 +336,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - 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", + "image/png": 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", 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" ] @@ -390,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -405,7 +416,7 @@ " random_state=42)" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -436,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -449,7 +460,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -466,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -479,7 +490,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -505,93 +516,17 @@ " prediction = model_inference(weights, bias, X).squeeze()\n", "\n", " # Compute the accuracy\n", - " return np.mean(prediction == y)\n", - "\n", - "\n", - "def plot_decision_boundary_on_client(weights, bias, X, y, title=\"Decision Boundary\", accuracy=None):\n", - " # Create a mesh to plot the decision boundaries\n", - " x_min, x_max = X[:, 0].min() - 0.1, X[:, 0].max() + 0.1\n", - " y_min, y_max = X[:, 1].min() - 0.1, X[:, 1].max() + 0.1\n", - " xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.01), np.arange(y_min, y_max, 0.01))\n", - "\n", - " # Compute the linear model for the mesh grid\n", - " linear_model = np.dot(np.c_[xx.ravel(), yy.ravel()], weights[0]) + bias[0]\n", - " Z = np.round(1 / (1 + np.exp(-linear_model)))\n", - " Z = Z.reshape(xx.shape)\n", - "\n", - " # Define red and blue color map\n", - " cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n", - "\n", - " # Plotting the results\n", - " plt.figure(figsize=(10, 6))\n", - " plt.contourf(xx, yy, Z, alpha=0.3, cmap=cm_bright)\n", - " plt.scatter(X[:, 0], X[:, 1], c=y, edgecolor=\"k\", cmap=cm_bright)\n", - " plt.title(f\"{title} (Accuracy: {accuracy*100:.2f}%)\")\n", - " plt.xlabel(\"Feature 1\")\n", - " plt.ylabel(\"Feature 2\")\n", - "\n", - " # Create a custom legend\n", - " legend_elements = [\n", - " Line2D(\n", - " [0],\n", - " [0],\n", - " marker=\"o\",\n", - " color=\"w\",\n", - " label=\"Class 0\",\n", - " markerfacecolor=\"#FF0000\",\n", - " markersize=10,\n", - " ),\n", - " Line2D(\n", - " [0],\n", - " [0],\n", - " marker=\"o\",\n", - " color=\"w\",\n", - " label=\"Class 1\",\n", - " markerfacecolor=\"#0000FF\",\n", - " markersize=10,\n", - " ),\n", - " ]\n", - " plt.legend(handles=legend_elements, loc=\"upper right\")\n", - "\n", - " plt.show()" + " return np.mean(prediction == y)" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Weights: [0.72654068 0.81735826]\n", - "Bias: [0.48378998]\n", - "Accuracy: 50.00%\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Weights: [0.69626815 0.87790332]\n", - "Bias: [0.24189499]\n", - "Accuracy: 56.00%\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -603,166 +538,112 @@ "name": "stdout", "output_type": "stream", "text": [ - "Weights: [0.75681321 0.9687209 ]\n", - "Bias: [0.09071062]\n", - "Accuracy: 61.00%\n" + "Epoch 1/1 completed. Accuracy: 0.94\n" ] }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Weights: [0.84763079 1.08981102]\n", - "Bias: [0.09071062]\n", - "Accuracy: 62.00%\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Weights: [0.84763079 1.02926596]\n", - "Bias: [-0.09071062]\n", - "Accuracy: 73.00%\n" - ] - }, - { - "data": { - "image/png": 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", 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ZjvHnn3+mWLFijm/KAdzd3Rk0aBBRUVGsWbMmWf1HHnkk2TelTZs2BUhzxqzrjR49mhUrVrBixQrmz59Pjx49ePXVV5P1miVNMTxkyJBk+w4dOhTAMXzmRjz11FPJHsOmTZtis9k4fPgwkNj7ERcXx/PPP5+s3vUTLQB4enpisSS+rdtsNs6dO4efnx933HEHf//9d4r6ffr0wdvbO9m2bt264eXlleyb+uXLl3P27Fl69eqV7rlYrVY8PDyAxG/Oz58/T0JCAnXq1En1+Nlh4cKF2O12unXr5nhOnz17lmLFilGxYsUUvQOenp7069cvRTvXPi5Jr4+mTZsSHR2d6gxqGTlx4gRbt26lb9++jmFVANWrV6d169apTmM9YMCAZL83bdqUc+fOERkZmeZxkoYGnjt3js8//5xhw4bRrVs3li5dyp133snrr7+ebpznz5/HNM00ex9mz55NnTp1qFChAgD+/v60a9cu2fPFbrezaNEiOnTokGrPSdLz+EbeVzJyM9dzy5YtHDx4kMGDB6eYTOXaeHr37k14eHiy59Ls2bPx9vamS5cuQOKQT9M0M5zYJel6Xbp0iZUrV9K3b1/69u3Lb7/9hmmavPXWW2nuO2fOHNzd3enWrVu6x4DEEQKQ+PhcL2m4X1KdK1euOF7HqdVNqgcwbNgwjh8/zsaNGzl+/Dg9evQgPDycSZMmMWXKFBISEnj++ecpVaoU9erVY/369SnaTHquJQ0RFblVKMkSuY1ERUU5ZgHbt28fpmkyatQoChcunOxnzJgxQOK9UQD79++natWqWTqWp6cn//vf//jll18oWrQozZo146233koxrOh6hw8fpmLFio5kIUmVKlUc5dcqVapUst+T/mBnNrGrVq0arVq1olWrVnTr1o1Zs2bRvn17RowY4bg36vDhw1gsFscHyyTFihUjX758KWLKioziT2q7YsWKyeoVLlw4xQdhu93Oe++9R8WKFfH09KRQoUIULlyYf/75h4iIiBTHLlu2bIpt+fLlo0OHDsyZM8exbfbs2QQHB2dq9q+vv/6a6tWr4+XlRcGCBSlcuDBLly5N9fjZYe/evZimScWKFVM8r3ft2uV4TicJDg5O9QPljh076Ny5M4GBgQQEBFC4cGFHknkj55J0He+4444UZVWqVOHs2bMphn/eyHM7KZlwd3ena9euju0Wi4VHHnmEY8eOpTtcN4mZyv0xFy9e5Oeff6Z58+bs27fP8dO4cWM2bdpEWFgYAGfOnCEyMjLD94wbeV/JyM1cz/379wNkGFPr1q0pXry4I7G02+3MnTuXjh07ZnmWxaTr1bhxY0qWLOnYXqpUKZo0acKGDRtS3S8qKooff/yRNm3aJJsVMKPjXH8PKUBMTEyyOt7e3snum7u+7vVfzBQtWpQGDRo4np8vv/wy9957L/feey8TJkxg5cqVzJ8/n06dOtGuXbsUQ3aTnms3mliL5Faawl3kNnHs2DEiIiIciYLdbgcSv4lMbQ0TIEVSkVWDBw+mQ4cOLFq0iOXLlzNq1CgmTZrEqlWrqFWr1k21nSS1KaYh9Q+JmXXvvffy008/ERoaSrt27Rzbb+ZDQGo32INz4584cSKjRo2if//+TJgwgQIFCmCxWBg8eLDjel/r+g9LSXr37s13333Hhg0bqFatGosXL+bZZ59Nkfheb9asWfTt25dOnToxfPhwihQpgtVqZdKkSY4PsNnNbrdjGAa//PJLqo+tn59fst9TewwuXrxI8+bNCQgIYPz48ZQvXx4vLy/+/vtvXn755VQfy+xwI8+NpAls8uXLl2L/IkWKAIlJ2vUJ3LX7G4aRaiL33XffERsby+TJk5k8eXKK8tmzZ2fqnrGsSOs1l9brKSeup9Vq5dFHH+Wzzz7j448/Zv369YSHh2fY05uaoKAgIDFRuV6RIkVSnWADEieViI6OpmfPnpk6ToECBfD09OTEiRMpypK2JcVSvHhxbDYbp0+fdjxnIHFim3PnzjnqpeaPP/5gwYIFbN++HYC5c+cyatQoGjZsSMOGDZk+fTo//fRTsscq6blWqFChTJ2LSF6hJEvkNjFz5kwAR0JVrlw5IPEb7+vXXrle+fLlHX80s6p8+fIMHTqUoUOHsnfvXmrWrMnkyZNTzHKYpHTp0vzzzz/Y7fZkH+qThvSULl36huLIioSEBOC/oTylS5fGbrezd+9eR48awKlTp7h48WKymPLnz5/im9q4uLhUP9xkRlLbe/fudVwzSOwtuP6D8IIFC2jZsiVffPFFsu0XL17M0geY+++/n8KFCzN79mzq169PdHS0Y+KU9CxYsIBy5cqxcOHCZB+Ok3pGkzjjG+u02ihfvjymaVK2bFkqVap0Q22HhIRw7tw5Fi5cSLNmzRzbDx48mOk4rpd0Hffs2ZOibPfu3RQqVAhfX98bivdaFouFmjVr8tdffxEXF5esVydp8pOkCUJS4+bmRvny5VM919mzZ1O1atUU1xMS11WaM2cO48aNo3DhwgQEBGT4npGZ95Wk3pHrX1NZ6T3O7PVMmk1x+/btGb4n9u7dm8mTJ7NkyRJ++eUXChcunOaXVempVq0a7u7uqa5fFh4enua1mj17Nn5+fjz44IOZOo7FYqFatWps2rQpRdmff/5JuXLlHL1wNWvWBGDTpk20bdvWUW/Tpk3Y7XZH+fVM02TQoEG88MILjscyPDw8WVIWFBSU4lyTrsO1760itwINFxS5DaxatYoJEyZQtmxZxzefRYoUoUWLFkyfPj3VBODaacS7dOnCtm3bks04mCStb9Wjo6Mdw1CSlC9fHn9//1SHrCRp27YtJ0+eZP78+Y5tCQkJfPjhh/j5+dG8efP0T9YJkmYSq1GjhiMmIMXMce+++y5Ast6u8uXLs3bt2mT1Pv300zS/ec9Iq1atcHd358MPP0z2WKc2i53Vak1xPb777rtMLUB7LTc3N3r06MG3337LjBkzqFatWqYWsU7qObk2hj///JONGzcmq+fj4wOk/OCcFUkJyfVtPPTQQ1itVsaNG5fisTBNk3PnzmXYdmrnERcXx8cff5xqHJkZPli8eHFq1qzJ119/nSzm7du38+uvvyb7MHuzHnnkEWw2W7JlD2JiYhxTr6fXEwHQsGHDFB/Gjx49ytq1a+nWrRtdu3ZN8dOvXz/27dvHn3/+icVioVOnTixZsiTVD/VJj2tm3leSPqxf+5qy2Wx8+umnmXw0Mn897777bsqWLcuUKVPSHNKWpHr16lSvXp3PP/+c77//nu7duydb9iGzU7j7+/vTtm1bNmzYkOxev127drFhwwZat26dYp8zZ87w22+/0blzZ8dr6XpHjhxJce9g165d+euvv5Jdkz179rBq1Soefvhhx7Z77rmHAgUKOGYBTfLJJ5/g4+OT7P3uWjNmzODo0aO8+uqrjm1FixZ1xBEfH8++ffsoVqxYsv02b95MYGAgd911V6rtiuRV6skSucX88ssv7N69m4SEBE6dOsWqVatYsWIFpUuXZvHixY6bnAGmTp1KkyZNqFatGk8++STlypXj1KlTbNy4kWPHjjnWVxo+fDgLFizg4Ycfpn///tSuXZvz58+zePFipk2b5khGrhUWFsa9995Lt27duPPOO3Fzc+OHH37g1KlT6U57/tRTTzF9+nT69u3L5s2bKVOmDAsWLGD9+vVMmTIly/c8ZOT33393JINJ57RmzRq6d+9O5cqVgcRkq0+fPnz66aeOoUehoaF8/fXXdOrUyTFNNCRO9T5gwAC6dOlC69at2bZtG8uXL7/hoTCFCxdm2LBhTJo0ifbt29O2bVu2bNnCL7/8kqLN9u3bM378ePr160ejRo34999/mT17drIesMzq3bs3H3zwAatXr+Z///tfpvZp3749CxcupHPnzrRr146DBw8ybdo07rzzzmRrNXl7e3PnnXcyf/58KlWqRIECBahatWqW7s+pXbs2kDiNevfu3XF3d6dDhw6UL1+e119/nZEjR3Lo0CE6deqEv78/Bw8e5IcffuCpp55i2LBh6bbdqFEj8ufPT58+fRg0aBCGYTBz5sxUv1CoXbs28+fPZ8iQIdStWxc/Pz86dOiQartvv/02DzzwAA0bNuTxxx/nypUrfPjhhwQGBmZpnbCMPP3003z++ecMHDiQsLAwSpUqxcyZMzl8+DBLlizJcP+OHTsyc+ZMwsLCHL2Bc+bMwTTNNHtO2rZti5ubm6P3c+LEifz66680b96cp556iipVqnDixAm+++471q1bR758+TL1vnLXXXfRoEEDRo4cyfnz5ylQoADz5s1z9DZnRmavp8Vi4ZNPPqFDhw7UrFmTfv36Ubx4cXbv3s2OHTtYvnx5svq9e/d2PJeuHyr40UcfMW7cOFavXp3h5BcTJ05k5cqV3HPPPQwaNAiADz74gAIFCjjW+brW/PnzSUhISHeoYO/evVmzZk2yc3z22Wf57LPPaNeuHcOGDcPd3Z13332XokWLOibxgcTX54QJExg4cCAPP/wwbdq04ffff2fWrFm88cYbySZuSXLp0iVeeeUVJk6cmOw9umvXrowfPx673c769euJiYlJ8YXCihUr6NChg+7JkltPDs1iKCLZLGmq46QfDw8Ps1ixYmbr1q3N999/3zH1+fX2799v9u7d2yxWrJjp7u5uBgcHm+3btzcXLFiQrN65c+fM5557zgwODjY9PDzMEiVKmH369DHPnj1rmmbKKavPnj1rDhw40KxcubLp6+trBgYGmvXr1ze//fbbZO1eP4W7aZrmqVOnzH79+pmFChUyPTw8zGrVqiWbCvva46U2RTyZmB48tSncPTw8zMqVK5tvvPGGGRcXl6x+fHy8OW7cOLNs2bKmu7u7WbJkSXPkyJHJpvM2TdO02Wzmyy+/bBYqVMj08fEx27RpY+7bty/NKdyvn+I6tampbTabOW7cOLN48eKmt7e32aJFC3P79u0p2oyJiTGHDh3qqNe4cWNz48aNKR7j1KZET81dd91lWiwW89ixY+nWS2K3282JEyeapUuXNj09Pc1atWqZP/30k9mnT58U05xv2LDBrF27tunh4ZHh9Uor3gkTJpjBwcGmxWJJMc33999/bzZp0sT09fU1fX19zcqVK5sDBw409+zZ46jTvHlz86677kr1mOvXrzcbNGhgent7m0FBQeZLL71kLl++PMW1iYqKMh999FEzX758JuA4z9SmcDdN0/ztt9/Mxo0bm97e3mZAQIDZoUMHc+fOncnqJE3/febMmWTb05rOPDWnTp0y+/TpYxYoUMD09PQ069evby5btizD/UzTNGNjY81ChQqZEyZMcGyrVq2aWapUqXT3a9GihVmkSBEzPj7eNE3TPHz4sNm7d2+zcOHCpqenp1muXDlz4MCByab5z+h9xTQT36NatWplenp6mkWLFjVfeeUVc8WKFalO4X6z19M0TXPdunVm69atTX9/f9PX19esXr26+eGHH6Zo88SJE6bVajUrVaqUoiyzU7gn2bx5s9mqVSvT19fX9Pf3Nzt27GiGhYWlWrdBgwZmkSJF0p0ePWk6++sdPXrU7Nq1qxkQEGD6+fmZ7du3d0zHf71PP/3UvOOOO0wPDw+zfPny5nvvvZdsKvtrDR8+3KxTp06K8qioKLN3795mvnz5zMqVK6d4Du7atcsEzN9++y3NcxHJqwzT1BLbIiKSUq1atShQoAArV650dSiSwyZMmMBXX33F3r1705yA43Z39uxZihcv7lgsXLJu8ODBrF27ls2bN6snS245uidLRERS2LRpE1u3bqV3796uDkVc4MUXXyQqKop58+a5OpRca8aMGdhstkxNCiMpJa3l9vrrryvBkluSerJERMRh+/btbN68mcmTJ3P27FkOHDiQ7D4+kdvdqlWr2LlzJ6NGjaJly5YsXLjQ1SGJSC6kniwREXFYsGAB/fr1Iz4+nrlz5yrBErnO+PHjGTJkCDVr1uTDDz90dTgikkupJ0tERERERMSJ1JMlIiIiIiLiREqyREREREREnEiLEWfAbrcTHh6Ov7+/Zr8REREREbmNmabJpUuXCAoKwmJJu79KSVYGwsPDKVmypKvDEBERERGRXOLo0aOUKFEizXIlWRnw9/cH4Msvj+LjE+DiaERERERExFWioyPp37+kI0dIi5KsDCQNEfTxCVCSJSIiIiIiGd5GpIkvREREREREnEhJloiIiIiIiBMpyRIREREREXEi3ZMlIiIiIpIrmFgsCRiGDa0clPNME0zTit3uBtzcBVCSJSIiIiLiYhZLHAEBJ/D2jlaC5UKmCVeu+BAZWRy73eOG21GSJSIiIiLiUnYKFTqIn5+V/PmDcHPz4GZ7UuRGmCQkxHHhwhk8PA5y+nRFbvTuKiVZIiIiIiIuZLXG4eZmp1Chknh6+rg6nNuah4c3Vqs7MTGHsVrjsNm8bqgdTXwhIiIiIuJCScMDDcM5H80NAywWNOzwBiVdh5t5/NSTJSIiIiKSxxkGuLuDpzUeq6e7Y7stNp5Ymzvx8Yn3G0nOUJIlIiIiIpKHubmBr1dC4i/fL4QFC+DCBcifH0vXrnh36YK3B1yOcSMhwbWx3i6UZImIiIiI5FFubuDrY4dlv2L07w+nTiUrNxYsgKJFMb/8Et/77+dytMUliVb+/AazZv1Au3adcv7gLqB7skRERERE8iDDuNqDtWwZxoMPpkiwHE6dSixftgxfrwSn36t16tRJXnrpeWrWLEfRop7cdVdJunfvwJo1K517oBtkmiYTJ46mcuXiFC/uTadOrdi/f2+2HlNJloiIiIhIHuR+9dYro39/sNnSr2yzYTz+eLL9nOHIkUO0bFmb339fxfjxb7N+/b8sWLCMpk1bMnz4QOcd6Ca8//5bTJ/+Ae++O40VK/7Ex8eXLl3aEBMTk23HVJIlIiIiIpIHeVrj4fvv0+7But7Jk7BwYeJ+TjJ06LMYhsFvv4Xy4INdqFChElWq3MXAgUNYseKPNPcbM+Zl6tSpRFCQDzVrluONN0YRH/9fXP/+u40OHVpSsqQ/pUoF0KJFbbZs2QTAkSOH6d69A2XK5Cc42JeGDe/i119/TvU4pmkybdoUhg17jbZtO1K1anU++eQbTp4MZ+nSRU57HK6ne7JERERERHKhfPkyquGeOMlFFhgLFmDt1o18nqmXX7yY+bYuXDjPypXLeO21N/D19U1RHhiYL819/f39mTp1BsWLB7Fjx78MHvwkfn7+vPDCSwA89VRPqlevxeTJn2C1Wvn33624uSV2wQ0fPpD4+DiWLl2Lr68vu3fvxNfXL9XjHD58kFOnTtKiRatr4gqkdu36/PXXRrp06Z75E84CJVkiIiIiInnVhQvZWz8dBw7swzRNKlWqnOV9hw17zfH/UqXKsG/fMBYunOdIso4fP8KgQcMdbZcvX9FR/9ixIzz4YBfuuqsaAGXKlEvzOKdOnQSgcOGiybYXKVKU06dPZjnuzFKSJSIiIiKSC6XXq2QYEBgI5M+ftUav1o+IuPl1s8ybaGDhwvlMn/4Bhw7t5/LlKBISEvD3D3CUP/vsEAYNeoL582fSvHkrOnV6mLJlywPw9NODGDr0GVat+pUWLVrRoUMXqlatfnMn42S6J0tEREREJI8xzcSFhs2uXbO2X9euifs5YWHi8uUrYhgGYWG7s7RfaOhGnnqqJ61bt2XevJ9Ys2YLQ4e+SlxcnKPOiBFj2bhxB/fd147ff19FgwZ38tNPPwDQu/cTbNlygEceeYydO//lnnvq8OmnH6Z6rKJFiwFw5kzy+9ZOnz5FkSLFshR3VijJEhERERHJg2Jt7tClCxQtmnFlgGLF4KGHEvdzgvz5C3DPPW344oupXL58OUV5RMTFVPcLDd1AyZKlGTbsVWrVqkP58hU5evRwinoVKlTi2WdfZOHCX2nf/iFmz/7KUVaiREn69x/AzJkLGThwKF9//VmqxypduixFixZLNp18ZGQkmzf/Sd26DbN4xpmnJEtEREREJA9KmozP/PJLsFrTr2y1Yn7xRbL9nOGdd6Zis9lo1aoeixd/z/79e9mzZxfTp3/AffelnsSUK1eRY8eO8P338zh4cD/Tp3/g6KUCuHLlCsOHP8e6dSEcOXKYP/5Yz5Ytf1GpUhUARo4czMqVyzl8+CDbtv3NunWrueOOKqkeyzAMBgwYzDvvvM7PPy9mx45/eeaZ3hQrFpStCyPrniwRERERkTzINOFyjBu+99+PuXhx4jpYJ1OZzKFYscQE6/77uRxtccpQwSRlypQjJORvJk9+g9deG8qpUycoVKgwNWrUZvLkT1Ldp23bB3nmmRd56aXniIuLpXXrdgwfPoo33xwLgNVq5fz5cwwY0JszZ05RsGAh2rd/iJEjxwFgs9kYPnwg4eHH8PcP4N5772fixPfSjPGFF14iOvoyL774FBERF2nQoAkLFizDy8vLeQ/EdQzzZu5Yuw1ERkYSGBjIvHkR+PgEZLyDiIiIiEgWuLnFUKTIQUqWLIuHR9Y/+Lu5ga9XQuIvCxdiLFiQOItg/vyJ92w99BCQmJAlJDgz8ltTXFwMR48e5PTpsiQkJL8e0dGRdO8eSEREBAEBaecG6skSEREREcnDEhIg8rIb7u7g2bEz1m7dHGX22Hhi49y4Zk4JyQFKskREREQyYJomhw79Q2TkWQoXLkVQUMWMd8rFbDYb+/dv5sqVKIKDK1GoUIkbauf48TDOnj1KQEBhypSphmEYTo5UMss0IS4O4nDHiEmc4t00wTSdM8mFZI2SLBEREZF0/PXXT3z11UiOHdvu2HbHHU146ql3qVixrgsjuzHLl3/G3Lmvc/78katbDGrXbsfTT79PsWJpL+p6rd27/+Dzz4cSFrbBsa1kyer07/8mtWs/kA1RS1YkJleujuL2lqdmF1y7di0dOnQgKCgIwzBYtGhRhvuEhIRw99134+npSYUKFZgxY0a2xykiIiK3hnXrvmPChAc5fjwIWA7sB75j795oRoxoQVhYqIsjzJoFC95k6tSnOH++KbAO2Ad8xpYtOxg2rDFnzhzJoAXYvXsjr7zSkn374oAFJD4mv3DsWGHGj2/PH38sys5TEMkT8lSSdfnyZWrUqMHUqVMzVf/gwYO0a9eOli1bsnXrVgYPHswTTzzB8uXLszlSERERyesSEuKZNm0Q8BCm+QtwH1AO6Irdvg6brQqffTbUtUFmwYULJ5k1azTwMjALaAyUBx7Hbv+DqCgLc+eOy7Cd6dMHY7NVx27/HehC4mNyP6a5HNNszyefPI/NptkV5PaWp5KsBx54gNdff53OnTtnqv60adMoW7YskydPpkqVKjz33HN07dqV995Le4pHEREREYDNm38hMvIkMJaUH5m8sdtHsGfPOo4d25Pzwd2AkJBZmKYbMCKV0iLY7QMJCZlDbGx0mm0cPryd/ftDMc1XgOtnwbMCY7hw4Rhbt65wXuAieVCeSrKyauPGjbRq1SrZtjZt2rBx48Y094mNjSUyMjLZj4iIiNx+zpw5jGF4AlXTqFHHUS8vOH36MBZLBSBfGjXqkJAQQ0TEmTTb+G84YZ00atQCDE6fzhuPya3KMMBiSfxXXOOWTrJOnjxJ0aJFk20rWrQokZGRXLlyJdV9Jk2aRGBgoOOnZMmSORGqiIiI5DIBAYUxzVggrfuU9jnq5QUBAYUwzaNATBo19mEYFvz88qfbRqK9adQ4CJjX1JOcYhjg4QHe3hAYCAEBif96eyduV8KVs27pJOtGjBw5koiICMfP0aNHXR2SiIiIuEDduu3x9PQHJqdSascwJhMUdCflytXM4chuTPPmj2K3XwS+SKX0ChbLR9St+yA+PmkvsFqhQh2KFq1I4mOS2vR17+DtnY86ddo6JWbJHDc38PVNTKYWLYKHH4ZWrRL/XbQocbuvb2I9yRm3dJJVrFgxTp06lWzbqVOnCAgIwNvbO9V9PD09CQgISPYjIiIitx9vbz969BgFfAAMBpK+eN0JdMc0l9G378Q8szZUUFBFWrd+AsMYDEwEzpGYKG3EMB7Aaj1Ejx6j023DYrHQr98k4CfgUWD31ZIjwHPAJzz66Bg8PX2y6zTkOm5u4OMDv/4KJUpA9+6wYAGsXJn4b/fuidt//TWxnqsSrfz5DZYuXeSag7vALZ1kNWzYkJUrVybbtmLFCho2bOiiiERERCQv6dx5GH37voWn55dAKQzDG7gLf/+1DBs2lwYNOro6xCx59tlPaN9+IFbrOKDw1fNpRKFCxxg3bhnly9fKsI1GjbowZMgs/PxWAlWutlEaT8+ZPP74uzz44AvZfBaSxDDAywuWLYMHH4Tr+hYcTp1KLF+2LLG+s78XOHXqJC+99Dw1a5ajaFFP7rqrJN27d2DNmpUZ75wDlixZyEMP3Ue5cgXJn9/g33+3Zvsx81SnYVRUFPv27XP8fvDgQbZu3UqBAgUoVaoUI0eO5Pjx43zzzTcADBgwgI8++oiXXnqJ/v37s2rVKr799luWLl3qqlMQERGRPMQwDB56aDj33z+Av/5aQkTEGYoUKU3t2m1xd/dwdXhZZrW68eSTU+jW7VX++usnrly5RIkSVahR414slsx/996iRU8aN+7Kpk0/c+bMEQIDi1C//oN4eflmY/RyPXf3xH/79webLf26Nhs8/jgcPZq4X1ycc2I4cuQQ99/fmMDAfIwf/zZ33lmN+Ph4Vq1azvDhAwkN3Z1xI9ns8uXLNGjQhE6duvHCC0/myDHzVJK1adMmWrZs6fh9yJAhAPTp04cZM2Zw4sQJjhz57+bUsmXLsnTpUl588UXef/99SpQoweeff06bNm1yPHYRERHJu3x8/Gne/FFXh+E0gYGFadWq30214e7uScOGmVtWR7KH1Qrff592D9b1Tp6EhQuhoxM7YIcOfRbDMPjtt1B8ff9LsqtUuYtevfqnud+YMS+zdOkPhIcfo0iRYjz8cE9eemk07lczx3//3cYrrwxm69ZNGIZBuXIVee+96dSqVYcjRw7z0kvP8ccf64iPj6NUqTKMG/c2992X+r2A3bs/BiQmhDklTyVZLVq0wDRTu8ky0YwZM1LdZ8uWLdkYlYiIiIiI8+XLl3GdBQuy1uaCBdCtG3h6pl5+8WLm27pw4TwrVy7jtdfeSJZgJQkMzJfmvv7+/kydOoPixYPYseNfBg9+Ej8/f1544SUAnnqqJ9Wr12Ly5E+wWq38++9W3NwSE7DhwwcSHx/H0qVr8fX1Zffunfj6+mU+8ByQp5IsERERERH5z4UL2Vs/PQcO7MM0TSpVqpzlfYcNe83x/1KlyrBv3zAWLpznSLKOHz/CoEHDHW2XL1/RUf/YsSM8+GAX7rqrGgBlypS7mdPIFkqyRERERERyofR6lQwjcR2s/Gkva5aqpPoREZDOALFMSW+EWUYWLpzP9OkfcOjQfi5fjiIhIQF///9m9X722SEMGvQE8+fPpHnzVnTq9DBly5YH4OmnBzF06DOsWvUrLVq0okOHLlStWv3mTsbJbunZBUVEREREbkWmCbGx0LVr1vbr2jVxv5tNsCCxd8kwDMLCsja5RWjoRp56qietW7dl3ryfWLNmC0OHvkrcNbNxjBgxlo0bd3Dffe34/fdVNGhwJz/99AMAvXs/wZYtB3jkkcfYufNf7rmnDp9++uHNn5ATKckSEREREcmDbDbo0gWKFs1c/WLF4KGHMp6JMLPy5y/APfe04YsvpnL58uUU5RERF1PdLzR0AyVLlmbYsFepVasO5ctX5OjRwynqVahQiWeffZGFC3+lffuHmD37K0dZiRIl6d9/ADNnLmTgwKF8/fVnzjkpJ1GSJSIiIiKSB8XHJ/775ZeJMw2mx2qFL75Ivp8zvPPOVGw2G61a1WPx4u/Zv38ve/bsYvr0D7jvvtTXpi1XriLHjh3h++/ncfDgfqZP/8DRSwVw5coVhg9/jnXrQjhy5DB//LGeLVv+olKlKgCMHDmYlSuXc/jwQbZt+5t161Zzxx1V0ozxwoXz/PvvVnbv3gnA3r17+PffrZw6ddJ5D8R1lGSJiIiIiORBpgkxMXD//bB4cWJPVWqKFUssv//+xPrOGCqYpEyZcoSE/E2TJi157bWhNGpUlYceas2aNSuZPPmTVPdp2/ZBnnnmRV566TmaNavJn39uYPjwUY5yq9XK+fPnGDCgN3XrVqJ//260avUAI0eOA8BmszF8+EDq169C1673U758Jd555+M0Y/zll8U0a1aLRx5pB8Djj3enWbNafPXVNOc9ENcxzJu5Y+02EBkZSWBgIPPmReDjE5DxDiIiIiIiWeDmFkORIgcpWbIsHh5eN7A/eF3dbeHCxGnaL1xInOSia9fEIYKQmGAlJDgx8FtUXFwMR48e5PTpsiQkJL8e0dGRdO8eSEREBAEBaecGml1QRERERCQPS0iAy5fB3T1xoeFu3f4ri42FuLjEH8k5SrJERERERPI40/wvkYqJSZzi3TSdOzRQMk9JloiIiIjILUTJletp4gsREREREREnUpIlIiIiIuJCSb1Omo8ud0i6DjdzOZRkiYiIiIi4kN3ujt0OcXHRrg5FSLwOdnvidblRuidLRERERMSFTNNKVFQ+zp49DYCHhw+GYbg4qtuPaZrExUVz9uxpoqLyYZoZrPCcDiVZIiIiucCxY7tZvvwzjh3bjbe3H40adaFBg864ud34N6kCFy+e5quvhrN16wrsdhslSlSmX793qFSprqtDE0kmKipxJeGEhNNYNNbMZex2iIrK57geN0pJloiIiIvNn/86s2ePwmIphN3eGIvlEOvWPULJktUYP34ZBQsGuTrEPGnjxh94883umGY80AQIICJiFcOG1adNm6cYOHCaq0MUuYZBVFRxLl8ugsUSjzqycp5pJg4RvJkerCRKskRERFxozZq5zJ49ChiN3f4K4IndDrCZ48c7MmFCJ957708NHcqiixdPX02wKgI/AuWvlkQCL7B8+adUqHA3bdo85bogRVJhmlZstpv/kC+upc5IERERFzFNkwUL3sIwHgDGAZ7XlNbGbp/BgQN/sX37GhdFmHd99dXwqz1Y1yZYAAHA50AF5s6d4JLYROTWpyRLRETERS5ePMXhw1sxzb5p1LgXqzWYTZt+zsmwbgnbtv0GNCZ5gpXECvTj/PnwnA1KRG4bSrJERERcJCEh7ur//NOoYQB+19STzLLZbCT2WqXFD9CaRCKSPZRkiYiIuEiBAkEEBBQDlqRRYw822x4qVKiTk2HdEkqUqAysJvEerNT8iKdnekmYiMiNU5IlIiLiIlarG23bPo1hfAmEXFcajWEMxN+/CI0bd3VBdHnb44+/A8QAzwO260pnASu5555HczwuEbk9aHZBERERF3r44ZHs2LGe7dtbYZqdgJbACSyWGbi5XWTEiJ/w8PBycZR5T4UKdXjggQH88ss0YD3Qj8RhmT8CqyhWrCJPP/2RS2MUkVuXYZqmBiSnIzIyksDAQObNi8DHR8MKRETE+eLj4/j1189YunQ64eG78PT0o2nTrnTqNPTqsDe5UStWfMGcOeM4dy4csOPpGcA99zzK009/hEUrvopIFkVHR9K9eyAREREEBKSdGyjJyoCSLBERERERgcwnWfoKR0RERERExImUZImIiIiIiDiRkiwREREREREnUpIlIiIiIiLiREqyREREREREnEhJloiIiIiIiBMpyRIREREREXEiJVkiIiIiIiJOpCRLRERERETEiZRkiYiIiIiIOJGSLBERERERESdSkiUiIiIiIuJESrJEREREREScSEmWiIiIiIiIEynJEhERERERcSI3VwcgIiIiia5cieLcuWN4eflRqFCJG2rDZrNx6tRBwKRo0bJYrTf2p/7cueNcuXKJggVL4O3td0NtREVd4MKFk/j7FyRfviI31EZucvHiaS5dOkf+/MXx88vnsjhstoSr19i4eo2tLovlVrvGkj3i4mI4ffow7u6eFClSGsMwXB1StlOSJSIi4mIREWeYNes1Vq2aRXx8NAAVKtSnR49R1K3bLlNt2Gw2fvzxXX788UMuXDgKQP78JXjwwefp1Glopj+Ib9r0M3PmTGDfvj8AcHf3oWXLnvTq9XqmP0SHh+9l5szX2LhxIXZ7AgA1arShV69x3HFH/Uy1kZvs2fMns2aNZtu2XwGwWNxo1KgLvXq9TlBQhRyLw2ZLYNGiyfz444dcvHgcgAIFStGx4/M8+OCLOZpsHT8exjffvMoff/yAadoAqFnzfh57bAIVK9bJsTgkd7tyJYq5c8eyfPkXXLlyEYASJarSrdsIWrTo6drgsplhmqbp6iBys8jISAIDA5k3LwIfnwBXhyMiIreYyMizDB3aiDNnzmO3DwJaACcxjE8wzRAGDfqSVq36pduGaZpMnvwYa9fOBfoCj1wt+RbDmEHjxg8zbNhsLJb07xJYteobpkzpi2E0wzSfAYKAECyWDyhUKB/vvLM+w0Tr2LHdDB/ehCtX/LHbBwN3A3uxWD7AMHYzbtwvVK/eMsPHJbfYtm0VY8e2xTQrY7e/AFQA/sZimYK39yXefnsdJUpUzvY47HY777zTk/Xrv8M0+wHdABOYD8ygefNHGTLkmxzpIThyZCcvvdSUmJjAq9e4FhCGxfI+Fstexo9fTtWqzbI9DsndYmIu88or93LgwA7s9meBB4AIDONLTHMxvXq9Qbdur7g6zCyLjo6ke/dAIiIiCAhIOzdQkpUBJVkiIpKdpk17jmXL5mK3hwLlrykxgSdwd5/H118fT3d42l9/LWXChPbAXKD7daXfAd149dUfqV//wTTbuHw5gj59gomL6wp8SfLbtg9gsdTjvvse5tlnP0n3fF577T62bz+C3b4RyH9NSSyG8QCFCh3ms8/2Zpjw5QY2m40nn6zIuXNlMc2fAc9rSs9jsTSkWrUyTJiwPNtj+eOPH5k4sROJ17PrdaVzgUcZPXopdeq0zfZYRo68h127TmK3bwDyXVMSg2G0oUiRE0yfvjtPXGPJPt99N4lZs8ZhmuuB2teVjgLeYPr0vRQvXj6VvXOvzCZZevaLiIi4SFxcDCtXfnP1W97rP2gYwBskJMSxZs3sdNtZtuxTLJY6pEywAB7GYqnHsmWfpdvGmjVziI+PBSaS8uNBOez2gaxaNYvY2Og02zh58iD//LMCu/01kidYAJ6Y5kTOnDnAtm0r040lt/jnn5WcPXsQ05xE8gQLoAB2+6ts2/Yrp04dyvZYfvnlUyyW+qRMsAC6Y7HczS+/fJrtcYSH72XHjtXY7aNInmABeGGab3Dq1F62b1+T7bFI7vbzz59imo+SMsECGInFko8VK77I6bByjJIsERERF7lw4SSxsZeApmnUKIbVegfh4WHptnPkyB7s9rTaALu9GUePpt9GeHgYFksFEocIpqYZcXFRXLhwMs02TpzYe/V/acVSH8Nwz/B8covjx8MwDA+gbho1EofEhYfvTaPceY4dC0vnGhvY7c04diz7H9f/zjWtWBoDRp65xpI9EhLiOXfuEGk/T3wwzbq39PNESZaIiIiL/DcM/XgaNeKx20/i7Z3+cHU/v8B02gA4hq9v+m34+ARimqeBuDTbAPD29k+3jURpxXIa04zPM8PvfXwCMM044EwaNY456mU3X9+Mr3FOxJHxNT4BmBk+Z+XWZrW64e7uTdrPExOL5dgt/TxRkiUiIuIi/v4FqFbtXiyWj4GEVGrMx24/R5Mm3dJtp1mzbhjGIuBoKqXHMIwfaN48/TYaN+6K3X6exPt7rmfDYvmYu+5qSWBg4TTbqFChDgULlgY+TKPGVNzdvalbt326seQWdeu2x83NC5iaRo2PKFSoLBUqZP9ses2bP4xhLCT1D61HMIwfM7zGznDHHfXJn78EaV/jj3B398mRe8Mk9zIMgyZNHsZi+RxIbYhxCDbbzgzf2/IyJVkiIiIu1KPHKExzC9ADOHh1aywwA4vlaRo06EKZMtXSbaN16/7ky1cUi6U18DuJk2aYwDoslvvIl68wrVs/nm4bpUtXpWHDh7FYniVx4ovYqyUHgUcxzU306DEq3TasVis9e44B5gGDgdNXSyKB/wFv0LHjYPz8rr9fK3fy9y9Ax44vAK8DbwGXrpacBl4A5tOz5+gcmTq9desnCAwshMVyH7Ce/67xWiyW+8ifvzitWvXP9jisVjcefXQ0MBsYwn+9fJEk3s/3Jg89NPRqz5vczrp0eQmr9QyG0QHYcXVrArAQi6UbFSs2pFat+1wYYfbS7IIZ0OyCIiKS3TZs+J7333+CK1cisFrLYprnsNsjaNSoGy+++BWenj4ZthEevpcJEzpz/PgOrNbigIHNFk5Q0J2MGvUDwcGVMmwjNvYKU6b0Y/36+VgsARhGIWy2g3h5BfDCC5/TuHFqky6k9OOP7/H1169gs9mwWktht5/ANGPo0OEF+vV726WL52aVzWbjyy+H8dNPH2AYXlgsxbHZjmC1WunTZxIdOw7OsViOHdvD6693Jjx8F1ZrEGBis52gRImqvPbaQoKCKuZYLD/8MJmZM1/FZjOxWktis4UDcXTq9CJ9+vxPMwsKANu3r+HNN7sTGXkSq7UMpnkJu/0c1aq14uWX5xEQUNDVIWaZpnB3EiVZIiKSE2JiLrN+/XccO7YbLy8/GjXqQsmSVbLUht1uZ9u2lezYkTiz2113NaNGjVZZ/sB77NhuNmz4nitXLlGiRGUaN34YLy/fLLVx6dJ51q6dy5kzRwgMLEzTpt0pVKhEltrITc6cOcq6dfOJiDhD4cKlaNasB/7+BXI8jsRr/Bvbt6/BMAyqVm1B9er3uCSpiYw8x9q1czl79iiBgUVo1qw7BQsG53gckrvFx8fx55+L2L9/Cx4eXtSt254KFVKbcTBvUJLlJEqyREREREQEbuF1sqZOnUqZMmXw8vKifv36hIaGplt/ypQp3HHHHXh7e1OyZElefPFFYmJicihaERERERG53eSpJGv+/PkMGTKEMWPG8Pfff1OjRg3atGnD6dOnU60/Z84cRowYwZgxY9i1axdffPEF8+fP55VXXsnhyEVERERE5HaRp5Ksd999lyeffJJ+/fpx5513Mm3aNHx8fPjyyy9Trb9hwwYaN27Mo48+SpkyZbjvvvvo0aNHhr1fIiIiIiIiNyrPJFlxcXFs3ryZVq1aObZZLBZatWrFxo0bU92nUaNGbN682ZFUHThwgJ9//pm2bdNeuyE2NpbIyMhkPyIiIiIiIpnl5uoAMuvs2bPYbDaKFi2abHvRokXZvXt3qvs8+uijnD17liZNmmCaJgkJCQwYMCDd4YKTJk1i3LhxTo1dRERERERuH3mmJ+tGhISEMHHiRD7++GP+/vtvFi5cyNKlS5kwYUKa+4wcOZKIiAjHz9GjR3MwYhERERERyevyTE9WoUKFsFqtnDp1Ktn2U6dOUaxYsVT3GTVqFI899hhPPPEEANWqVePy5cs89dRTvPrqq6muKeHp6Ymnp6fzT0BERERERG4LeaYny8PDg9q1a7Ny5UrHNrvdzsqVK2nYsGGq+0RHR6dIpJJWmdfyYCIiIiIikh3yTE8WwJAhQ+jTpw916tShXr16TJkyhcuXL9OvXz8AevfuTXBwMJMmTQKgQ4cOvPvuu9SqVYv69euzb98+Ro0aRYcOHRzJloiIiIiIiDPlqSTrkUce4cyZM4wePZqTJ09Ss2ZNli1b5pgM48iRI8l6rl577TUMw+C1117j+PHjFC5cmA4dOvDGG2+46hREREREROQWZ5gaN5euyMhIAgMDmTcvAh+fAFeHIyIiIiIiLhIdHUn37oFEREQQEJB2bpBn7skSERERERHJC5RkiYiIiIiIOJGSLBERERERESdSkiUiIiIiIuJEeWp2QREREZGssNvt/P33MjZt+pmEhDgqVKhN8+Y98fb2y/FYIiLOsGrV1xw/vgdvb38aNepK5coNMQwjx2ORW5tpmuzcuY4NG74nNvYyJUveScuWvQkIKOjq0G4bml0wA5pdUEREJG86c+YIY8d24OjRf7BaKwL+2Gxb8fYO4KWX5lK79v05FsuyZZ/y6aeDsNkMLJZqwAlstmNUr96akSO/w9c3MMdikVvbpUvnef31h9i1aw1WaymgCHb7P1itFgYOnMa99/ZxdYh5mmYXFBERkdtWfHwsr73WhuPHI4H12Gx7sNk2AweJiWnMG2905tChf3MkltDQJXz88dMkJPTDNI9hs4Visx0GFrF9eyhvvfVojsQhtz7TNJk4sSt79mwHlmKzHcRm+wvTPEZCwqO8/34/tmxZ4eowbwtKskREROSWs2HDQk6c2I3dvghoBCQNySuFaX6P3V6URYvezZFY5s2biGG0AD4GkoZrWYCO2O2fsmXLz+zfvyVHYpFb2+7dG9mxYzV2+wygLf991C8MfIbF0oBvv53ksvhuJ0qyRERE5Jbz55+LMIwGQI1USj2x2/uyfv3CbI/jwoWT7Nv3B6b5NP8letd6CIulEH/88UO2xyK3vj/+WITVGkRignU9C3b7k+zYsZqoqAs5HdptR0mWiIiI3HJiYi5jmoXTqVGE+PjoHIkjUVqxuGEYBYiNzf5Y5NYXG3sZKETaH/GLXK13JadCum0pyRIREZFbTqlSd2GxrANS/zBpGCsoUeKubI+jYMFgvLwCgd/SqHEQm20vpUplfyxy6ytV6i5sth1AeBo1VuDrW4jAwPS+gBBnUJIlIiIit5w2bZ7Cbr8IjAGun0j5V0xzMe3aDcj2ODw8vLjvvn5YLJ8AO64rjccwhuHtHUiTJt2yPRa59TVv3hMPDy9gGGC7rnQrFsvn3H//E7i5ubsgutuLkiwRERG55RQvXp7+/d8B3sYwWgIzgO+BvhhGe+6++wFat348R2Lp3n0MwcGlsVgaAoOBRcDHWCx1MIzFvPjiV3h5+eZILHJr8/UNZPDgLzGMb7FY6gHTSHy+PYfF0oQyZarw8MOvuDbI24TWycqA1skSERHJu/78czELFrzNnj3rAChYsAzt2z9Dx44v5ui3+ZcvR7BgwZssW/Y5ly+fBQxq125Ht24jqVKlUY7FIbeH7dvX8u23k9i6dTlg4u9fhAceeJKHHnoZHx9/V4eXp2V2nSwlWRlQkiUiIpL3RUdHkpAQh59fASwW1w3ksdlsREWdx8vLF09PH5fFIbeHmJjLxMZG4+dXAKvV6upwbgmZTbLccjAmEREREZfILV+UWq1WTTogOcbLy1dDUV1E92SJiIiIiIg4kZIsERERERERJ1KSJSIiIiIi4kRKskRERERERJxISZaIiIiIiIgTKckSERERERFxIiVZIiIiIiIiTqQkS0RERERExImUZImIiIiIiDiRkiwREREREREnUpIlIiIiIiLiREqyREREREREnEhJloiIiIiIiBMpyRIREREREXEiJVkiIiKSLex2O5cvR2CzJdxwG6ZpEh19ibi4mJuKJS4uhujoS5imecNt2GwJXL4cgd1uv6lYnCE2NprY2GhXhyHZSNc4b3NzdQAiIiJya7lw4RTff/8mK1Z8zZUrF3B396ZZs+48/PBIgoIqZqoNmy2Bn3/+mMWLp3LqVBgA1ardS5cuw7n77jaZjuXvv5fz/fdv8++/KwEoWrQSDz44kLZtn8VqzdzHoOPHw1iw4E3Wrp1HfPwVvL3zc999fXnooZfJn79opmO5WaZpEhIyi0WL3ufgwc0AlCtXl86dB9OsWQ8Mw8ixWCR7mKbJqlXfsGjR+xw+vAWA8uXr0bnzizRt+oiucR5imDfzlc5tIDIyksDAQObNi8DHJ8DV4YiIiORqZ88eY/jwJly4cAm7/QngbmAvFst0PD2jmDhxFeXL10q3DZstgUmTHuavv5Zgmt2A9sAlLJYZ2O1/MGDAVNq2fTbDWJYuncr06c9hsTTAbu8L+ANLMIzvqFfvQUaM+DbDRGv//r8ZOfIe4uICsNufBioAf2OxfE7+/AG8/fbvFCpUIjMPzU0xTZPPP3+RJUvexzDaXn1cTAxjPqa5jM6dh9Gv39vZHodkH9M0mT79eX7+eSqG0Q7TfBiwYxjzMM1f6dJlBH36THJ1mLe96OhIuncPJCIigoCAtHMDDRcUERERp5k+fRAXLtiw27cC/wMeAV7Dbt9ObGx5Jk/uneGQvRUrviQ0dDGm+SMwB3gUeBq7fQMwiOnTn+fUqUPptnHy5EE+/XQQ8MLV/Z6+2s5cTHMRf/65iJUrZ6TbhmmavPNOb+LiKmK3bwdevXo+/8Nu38KFCwl8+ukLGT0kTvHPP6tYsuR9YCqmuRToA/TFNH8BpvDDD++wffvaHIlFsseWLb/y889TgWmY5k8kXuN+mOZy4B2+//5Ndu5c79ogJdOUZImIiIhTnDt3nNDQH7HbXwNKXlcaiN3+P44d287OnevSbeennz7BMDoA7a4rMYCJGIY/v/76Wbpt/PrrZxiGPzDx6n7Xao9htGfJko/TbWPnznUcP74Du/0t4PpvrEtht7/Cn3/+yLlz4em24wxLl36CxVIVeCaV0kFYLHfw88/pn4/kbonXuCbwVCqlL2K1VuDnnz/J4ajkRinJEhEREac4cmQnpmkH7kujxj2AG4cP/5tmG6ZpcvToP5hmWm34Yrc35dChtNsAOHToH+z2ZoBPGsdpw9GjGbdhGO5AizRqtME0bRw9ujPddpzhwIF/sNvbkDJhBDCw29uwf3/65yO5W+I1vo/Ur7EFm60NBw7oGucVSrJERETEKTw9va/+73waNSKABDw8vNMoB8MwcHf3TqcNMIyz1xwrdR4e3lgs59Kpce7qcdJvwzQTrsadehtJ9bJb4vmmfz4ZPSaSuyVev7Sf95Dx815yDyVZIiIi4hQVK9bD378okNZQvi+wWNypXfuBdNtp0KAjVusMIC6V0u2Y5h/Ur98x3Tbq1+949V6sHamUxmGxfE2DBum3Ubv2A1gsVuDLNGp8TkBAMSpVqpduO87QqFFHLJYFwIVUSs9isfxAo0bpn4/kbonX+FtST+pPYxg/6hrnIUqyRERExCnc3T3o2nU4MB14G0ha2yoBmIVhvEqrVv3Jn79Yuu107jwM0zwC9ABOXlOyGYulM0WLVqRRoy7pttG4cVeKFKmAxdIJ+PuakhMYRg8M4xidOw9Nt40CBYrTqlV/DOMVYDZgu1oSA7wFfErXrsNxc3NPtx1nuP/+AXh6umOxdAAOXFOyD4ulPd7e3rRpk9q9PJJXtG37LB4extVrfPCakjAslvb4+Phx331PuCo8ySIlWSIiIuI0nToNoVOnocBLWCzBWCzNsFrLAI/RsGFHnn76/QzbKF++FiNGfIeHx3IMoyQWSyOs1mpAHYoWdWPChOW4u3um24aHhxevv76cokXdgNpYrdWwWBphGKVwd/+VESO+o1y5mhnG8vTTH9Cw4YNAL6zW0lgszbBYgoGX6dx5GB07vphhG85QsGAQ48f/gq/vXqACFktdrNY6QEX8/A4zfvyyHF2zS5yvUKESjB//Cz4+u4HyWCz1rl7jO/D3P87rry8nMLCwq8OUTNI6WRnQOlkiIiJZFx6+l5UrZ3D69GECAwvTokUvKlSonaU2oqIusnr1N+zbtwl3d0/q1GlH3brtM72IMCSuufXXXz+xadNS4uNjqVChDi1b9sbPL1+WYtm3bzMhIbOIiDhDkSKluffefgQFVchSG84QG3uFdevm8++/IRiGQdWqLWjSpJvu1bmFxMZGs3btPHbsWIthGFSvfg+NGz+Mh4eXq0MTMr9OlpKsDCjJEhERERER0GLEIiIiIiIiLqEkS0RERERExImUZImIiIiIiDiRkiwREREREREnUpIlIiIiIiLiREqyREREREREnEhJloiIiIiIiBMpyRIREREREXEiJVkiIiIiIiJOpCRLRERERETEiZRkiYiIiIiIOFGeS7KmTp1KmTJl8PLyon79+oSGhqZb/+LFiwwcOJDixYvj6elJpUqV+Pnnn3MoWhERERERud24uTqArJg/fz5Dhgxh2rRp1K9fnylTptCmTRv27NlDkSJFUtSPi4ujdevWFClShAULFhAcHMzhw4fJly9fzgcvIiIiIiK3hTyVZL377rs8+eST9OvXD4Bp06axdOlSvvzyS0aMGJGi/pdffsn58+fZsGED7u7uAJQpUyYnQxYRERERkdtMnhkuGBcXx+bNm2nVqpVjm8VioVWrVmzcuDHVfRYvXkzDhg0ZOHAgRYsWpWrVqkycOBGbzZbmcWJjY4mMjEz2IyIiIiIikll5pifr7Nmz2Gw2ihYtmmx70aJF2b17d6r7HDhwgFWrVtGzZ09+/vln9u3bx7PPPkt8fDxjxoxJdZ9JkyYxbtw4p8cvIiK508GD/7Bp01ISEuIoX/5uatdui9VqzVIbFy6cYv3674iMPEOhQiVp3PhhfH0Ds9RGXFwMf/yxiGPHduPt7UeDBp0pXrx8ltowTZMdO35nx461mKZJ1arNuOuuZhiGkaV2RG5H58+fYMOGBURGnqVw4dI0bvwwPj7+rg7rhoWH7+OPP34gJuYypUrdSf36HXF393R1WLcNwzRN09VBZEZ4eDjBwcFs2LCBhg0bOra/9NJLrFmzhj///DPFPpUqVSImJoaDBw86/mC+++67vP3225w4cSLV48TGxhIbG+v4PTIykpIlSzJvXgQ+PgFOPisREXGVqKgLvPXWo2zdugyLJQDD8MZmO0XBgqV5+eV5VK7cIMM27HY7c+aMZsGCtzBNA4ulMDbbSTw8vOjX73+0azcwU7GEhi7hvff6c/nyWazWIEzzInb7FZo378Xzz3+Kh4dXhm2cPHmQiRO7cujQ31gsBQADu/0cpUvX4tVXF1CsWLlMxSJyu7Hb7Xz99Qh+/PE9TNOKxVIIm+0EHh4+PPnku7Rp86SrQ8yS2NgrfPDBE/z++xwsFl8MIxCbLRx//yIMGTKD2rUfcHWIeVp0dCTduwcSERFBQEDauUGeGS5YqFAhrFYrp06dSrb91KlTFCtWLNV9ihcvTqVKlZJ9I1mlShVOnjxJXFxcqvt4enoSEBCQ7EdERG4tNpuNsWPb888/fwHzsNvPYrOdBP7iwoVgRo9uQ3j43gzb+fbb1/n22zew21/BNE9gsx0DDhMX15vp059j5cqvM2xj5851TJz4ENHRDYFd2GzHsdvPAB+zdu13TJnSL8M2Ll+OYOTIezhyJAL4Fbv9zNU2VnD0aBQjR95DVNTFDNsRuR3NmvUaP/zwDnb7GEzz5NXX8SHi4rozdepTrF07z9UhZsnkyY+xfv0i4FPs9jPYbMeBHURF1WHChI7s3v2HiyO8PeSZJMvDw4PatWuzcuVKxza73c7KlSuT9Wxdq3Hjxuzbtw+73e7YFhYWRvHixfHw8Mj2mEVEJHfasmU5YWEbsNu/Ax4B3K+W1MFuX0ZcnB+LFk1Ot43o6EgWLHgLGA6MBQpcLQkGpgIPM2vW2HTvAwaYO3cCUA3T/B6ofHWrDzAA0/yYdevmceTIznTb+O23rzh//jh2+wqgNYl/3g2gFXb7Cs6fD+e3375Mtw2R21Fk5DkWLXoPeBV4Dch3taQk8CnwIDNnjiGPDPziwIGt/PHH99jt04EnAe+rJXdimj8AlZk//w3XBXgbyTNJFsCQIUP47LPP+Prrr9m1axfPPPMMly9fdsw22Lt3b0aOHOmo/8wzz3D+/HleeOEFwsLCWLp0KRMnTmTgwMwN3xARkVvT77/Px2KpBrRIpdQfu70fISHpf3v9119LiYu7DLyQSqkBDOLcuUPs3ftXmm1ERV1g27Zfsduf5b9E71o9sVgKsG7d/HRjWbNmPqb5IFA2ldLSmGYn1qxJvw2R29Fffy0hISEWeD6V0sTX8alTYRw4sDVnA7tB69Z9i8VSmMQvj67ngd3+DJs3LyU6WhO7Zbc8M/EFwCOPPMKZM2cYPXo0J0+epGbNmixbtswxGcaRI0ewWP7LG0uWLMny5ct58cUXqV69OsHBwbzwwgu8/PLLrjoFERHJBS5fvojdXorED1GpKU1MTAR2uz3Z35Xr20j8rjIozTb+q5dWHBHJ6qbkgWEUT7cNgEuXLgCpj+pIav/SpW3ptiFyO4qKuohheGOaKddbTZTx6zg3uXz5IoYRTOpf2kDi+ZhcuXJJcw1kszyVZAE899xzPPfcc6mWhYSEpNjWsGFD/vhDY09FROQ/xYtXwGKZhd0eB6Q2fHw9hQuXTzPBSmoD7MCfQGqTZKy/Wi/tGQLz5SuKh4cvcXHrSBzmd73T2O1hFCv2VJptAJQoUZEzZ9Zzzej4ZCyW9QQHZ22mQpHbQVBQBUwzGtgC1EqlRuLrOK9MHFO8eAXs9i+Bc0DBVGqsx9MzgICAQjkc2e0nTw0XFBERcYb77nsCu/008F4qpVswjHm0bZv+jGLVq99DoUJlMYxRwPWTKUVisbzBnXc2JyioYppteHp6c889j2GxfAwcvq7UBMZgtVpp0aJXurHcf/+T2O2hwMJUSn/Ebt/I/ffnrRnSRHLC3XffT758wRjGq0D8daUXsVgmUaNGG4oUSau3OXdp2fIxLBYTGEfie8i1DmKxTKN16z6ayj0HKMkSEZHbTsmSVejadSQwAugBLAf+AF7DYmlB2bLVaNcu9VETSaxWK4MGfYphrMFiaQTMBv4CpmOx1MXD4yhPP/1BhrH06DGWAgX8sVjqA/8DQoEfMYwHgGk89dQU/P0LpNtG3brtadiwK4bxCDAQWAOsBZ7DMLpSv/5D1K/fMcNYRG43Vqvb1dfxCgyjKTCXxNfxJ1gsdfDyOs1TT6X2ZUzuFBhYmCeeeBf4EMNoDywh8T1lEhZLAwoVKsAjj4xybZC3iTyzTparREZGEhgYqHWyRERuMaZpsnz5ZyxY8BanT+8HwNPTn9at+9Kr1+uZfs/fuXM9M2eOYseO1QAYhoU6ddrTp89ESpW6K1NtnD9/gq+/HsnatfOw2RLXaixVqgaPPjqaRo0eylQbNlsC3303iSVLpnLpUuJyJ/7+RenQ4Vm6dh2Jm1ta92iIyPbta5g5czS7dq0FEl/H9ep1pE+fSZQocYeLo8u6deu+Y+7cCRw9+i8Abm5eNG/eg969J5E/f1EXR5e3ZXadLCVZGVCSJSJya7Pb7YSHhxEfH0vx4hXw8vK9oXbOnj1GRMQZChQIuuEPMVFRFzl9+hBeXn4UL14ew0hrYo60xcfHER4eBkBQUCXc3bVkiUhmnTlzlMjIsxQsGEy+fGlNhpE3mKbJiRP7iYmJomjRsvj6Bro6pFuCkiwnUZIlIiIiIiKQ+SRL92SJiIiIiIg4kZIsERERERERJ1KSJSIiIiIi4kRKskRERERERJxISZaIiIiIiIgTKckSERERERFxIiVZIiIiIiIiTqQkS0RERERExImUZImIiIiIiDiRkiwREREREREnUpIlIiIiIiLiREqyREREREREnEhJloiIiIiIiBMpyRIREREREXEiJVkiIiIiIiJO5ObqAERERPKyixdP89NPH7Jy5SwuXTpDwYIlue++fjzwwDP4+Phnqo2YmGg+/ngAGzYsIi4uGsOwUqrUHTz++HvUrHlvNp9BcidPHmDx4imsXbuAmJhLBAffwQMPPEWrVv1wc3PP0Vgk94qOvsQvv3zCr79+xblzR/H3L0yrVo/Rvv3zBAYWdnV4Ii5nmKZpujqI3CwyMpLAwEDmzYvAxyfA1eGIiEgucvLkAV5+uQURERew23sClYAtGMa3lChRmTffXI2/f4F024iOjuKppyoQGXkaeAC4BzgJfAlEMGDAh7Rt+0x2nwoAu3dvZPTo+4mL88Ru7w0EYRghmOZP1KzZhlGjfsTd3SNHYpHcKzLyHCNHtuTYsTBMsxtQEwjDYplNvnwFePPNEIoVK+viKEWyR3R0JN27BxIREUFAQNq5gYYLioiI3KDJk3sTEeGJ3b4bmAYMAWZimn9z/Phxpk8flGEbkyZ1JjLyLLAMWAoMBd4GDgENmT59MNHRkdl2Dkni4+N4442uxMVVx27fD7wDDME0FwO/sm3bKr7//s1sj0Nyv08/HcTx4ycwzc3ANyQ+76dht+/i4kV3Jk/u7eIIRVxPSZaIiMgN2L9/C3v2rMdufxsIvq70Luz2V1m37lsuXjydZhtxcTH8889a4HHgvutK/YFPMc04vvnmVafGnpo//1xEREQ4dvu0q8e+VitMsz8//TQNmy0h22OR3OvChVOsW/ctdvtrwF3XlZbAbn+LPXvWcfDgNleEJ5JrKMkSERG5AXv3/gUYQPs0anTCbo/n4MGtabZx8OA2TDMO6JhGjSpAWXbvXn8zoWZKWFgoVmt5Un5wTtKJyMgTnD17LNtjkdzr4MGt2O0JpP2c7QAYhIWF5mBUIrmPkiwREZEbYLW6ASYQk0aNaAAslrTnmHJ390xWN6XE9i0W640FmQWJ5xNz9Zipib6mntyu/rv+aT1nE59Dep7I7U5JloiIyA2oWbMVhmEBZqZR4xu8vAK54476abZRpkx13Nx8gRlp1FgDnKBJk243FWtm1KrVBpvtOLAq1XLD+Ibg4LsoWPD6oZFyO6lUqT6engEk3ouVmpkYhoUaNVrlZFgiuY6SLBERkRtQuHApmjR5BIvlZeC3a0pMYA6G8S7t2z+Ll5dvmm1YLBbuvbcXiRNeTATiryndDjyGu7sfnToNzYYzSK5atRaULVsbi6U/8M81JfHA/zDNRXTtOgzDMLI9Fsm9vL39aN/+WQxjMjCX/3o+TWAFFssImjTpTuHCJV0XpEguoCRLRETkBg0cOJ0qVWoDrbFY7gZ6YLFUBnrSuHFXevYcn2EbzzzzMVWqNAFeJXECje5AE6AaVus5Jk78DYsl+/9cG4bBqFGLKFbMF6iBYTQDumOxlAFG8PDDr3DPPX2yPQ7J/Xr2HE/jxl2AR7FYqpD4vK8N3EeVKnV47rnpLo5QxPW0TlYGtE6WiIikx2az8fffv7Bq1UwuXjxDkSIlad26P3fd1SxLvT7r1n3LvHkTOHv2BB4e7tSv35E+fd7Ezy9f9gWfivj4WNavX8C6dd8RHX2JkiXvoE2bpyhXrmaOxiG5m2ma7NixlhUrvuT06aPkz1+Eli0f4+6778dqzf57CEVcJbPrZCnJyoCSLBERERERAS1GLCIiIiIi4hJKskRERERERJxISZaIiIiIiIgTZSnJunLlCuvWrWPnzp0pymJiYvjmm7TWTBAREREREbk9ZDrJCgsLo0qVKjRr1oxq1arRvHlzTpw44SiPiIigX79+2RKkiIiIiIhIXpHpJOvll1+matWqnD59mj179uDv70/jxo05cuRIdsYnIiIiIiKSp2Q6ydqwYQOTJk2iUKFCVKhQgSVLltCmTRuaNm3KgQMHsjNGERERERGRPCPTSdaVK1dwc3Nz/G4YBp988gkdOnSgefPmhIWFZUuAIiIiIiIieYlbxlUSVa5cmU2bNlGlSpVk2z/66CMAHnzwQedGJiIiIiIikgdluierc+fOzJ07N9Wyjz76iB49emCaptMCExERERERyYsMU5lRuiIjIwkMDGTevAh8fAJcHY6IiIiIiLhIdHQk3bsHEhERQUBA2rmBFiMWERERERFxIiVZIiIiIiIiTqQkS0RERERExImUZImIiIiIiDhRpqdwFxERyW2+/XYSoaGLcXf3oEuXl6lTp22W2zhwYCtLl04lPj6WWrXuo2XLXtkQacZM02THjt85dmw33t5+1K79AH5++V0SS24SEjKbv/9ejru7Jw888AwVKtyd5TbOnQtn69YVJCTEUaFCHcqXr5UNkWYs8Rqv5dixPXh7+1+9xvlcEktU1AU2b/6FK1eiKFGiMnfd1RTDMFwSizOcO3ecrVt/IyEhjooV61KuXE1XhyS3uRuaXXDmzJlMmzaNgwcPsnHjRkqXLs2UKVMoW7YsHTt2zI44XUazC4qI5D6rV8/ioyl9iTdtjm0G4OXlzwcfbqNo0bIZthEZeZ6XXmpIePhe4L8/hZ6eAYwYMY/atR/IhshTt3v3RqZMeZzw8F0knomJu7s3Dz44iF693sBqteZYLLnFli0rmDjxYWJjI67ZalCsWAXeeWcDAQGFMmwjNjaaTz55jtWrv8G85rlSsWJDhg79mqCgitkQeep27lzP++8/wYkTu/nvGvvQqdNgHn10fI5dY5vNxqxZr7J48QfEx19xxBIUVIXBg7+kcuUGORKHs8TEXObjj59lzZrZya5xpUqNGDr0G4oXL+/C6ORWlG2zC37yyScMGTKEtm3bcvHiRWy2xCd0vnz5mDJlyg0HLCIikhnbtq3iw/ceo4Rp4wcgDrgITAHMmEs8O+AO4uLi0m3Dbrfz7LN3Eh5+GJgMnAfigcXExhZj3LiO7Nu3KVvPI8nBg//w2mutOXkyH7AaSABOEB8/jO+/f5vPPx+cI3HkJvv2/c3Yse2JjS0M/EjitbkAvMfJk0d59tmq2O32dNswTZOJE7sSEjIf05x8df94YBH795/n5Zebc/78iew+FQD279/CqFH3cepUQWANidc4nPj4F/nuuzf58suhORIHwGefvcDChe8QHz8cOHE1ltWcPJmP115rxcGD/+RYLDfLbrfzxhsPsXbt95jmeyS+E8QBP7Bv3xlefrk5Fy6cdG2QctvKcpL14Ycf8tlnn/Hqq68m+9alTp06/Pvvv04NTkRE5HrvvtsLL2A90AlwBwKBQcACIN4Wz/TpA9Nt46efPiQy8hQwF3gRyE/iCPoOwO+AD1OnDsiuU0hmzpyxJCQEY7f/BrQg8U9zMWA88A5Ll07l5MmDORJLbvHxx09jml7AOuBBEq9NPuAFYD6RkadYvHhKum38888qtmz5Bbt97tX98l1tpyN2ewiXLl3JsA1nmTNnLDZbaez2FUAzEq9xceB14E1++ulDTp8+nO1xnDixn59//hjTfAcYR+LzzAK0wG5fQUJCMPPmjc/2OJxl27bf2LbtV+z2b4HnSXwncAc6YbeHEBl5iSVLPnBtkHLbynKSdfDgQWrVSjmW2dPTk8uXLzslKBERkbRcunCCviR+RL1eW6AS8Pvv89Jt45dfPgHKkpimXa8I8AT792f/N/qXL0cQGroYu/05wCeVGk9jsfizZs3sbI8lN9m3bxvQHyiaSmkHoDy//DIt3TZCQmZhsVS+Wv96xbDb+/Dbb9/cdKwZiYq6wKZNP2G3Pw94p1LjGQzDh7Vr52Z7LGvWzMFiCQCeSqXUF7v9Of74YxHR0ZHZHoszrF49E4ulKpDa0N4g7PbH+O23mTkdlghwA0lW2bJl2bp1a4rty5Yto0qVKs6ISUREJE02oHIaZQZwF5AQH5tuG5cvXwSqXN0jNXcA8SQkJNxYkJkUFXXh6n0kaZ2RD4ZRkoiI09kaR26SOAwwnsRrkBoDuJPo6Ig0yhNdvHgau/0O0rvGly5l/+MaGXkO07ST9vn4YRjBOXKNIyJOYxglST2hB7gD07QRFXUh22NxhsRrXAlXX2OR1GR5dsEhQ4YwcOBAYmJiME2T0NBQ5s6dy6RJk/j888+zI0YREREHK/B3GmV2YDPg4ZnWh8hEAQGFuXhxC4kpW2oTDmzBMDxwc8veSXgDAgphtXpis20BWqdS4yJ2+wEKFeqTrXHkJhaLBcPwxDS3plHDBvyd4cQXhQqVwGr99eq946lf4/z5S95csJmQL18RLBZ37PatwD2p1DiP3X6YQoWyP5ZChUpimgeACBKH1l1vC1arZ6YmFckNEq/xGmw2O6n3G2yhQIHsf1xFUpPlnqwnnniC//3vf7z22mtER0fz6KOP8sknn/D+++/TvXv37IgxmalTp1KmTBm8vLyoX78+oaGhmdpv3rx5GIZBp06dsjdAERHJVgWKlGU2EJZK2WzgCPDAA0+n28ZDDyXd9D8jldIDwAyqVKl/c4Fmgre3H02aPIzF8hFwLpUakzGMeFq0cM208q5y550NgK+BfamUzgSO07nzsHTbuPfefthsh67Wv94+LJbZ3H9//5sNNUM+PgE0btwVi+UDEidYud7bGIaN5s17ZnssLVr0wjRjSZzs5XrnsFg+olmzR/Dy8s32WJyhVav+2Gz7gTmplO7BMObRpk2/nA5LBMhikpWQkMA333xDq1at2Lt3L1FRUZw8eZJjx47x+OOPZ1eMDvPnz2fIkCGMGTOGv//+mxo1atCmTRtOn06/K/jQoUMMGzaMpk2bZnuMIiKSvV59dRE2DBoBH5GYVO0AXgL6Al6evvTqNTHdNu65pzfFi1ci8d6UYcD2qy19DDTEYjF5/vkvsu8krtGz5zh8fGKwWBqRlEDAJuBx4HW6dx9FgQKp3YF263rhha+wWg2gETCV/67ycOBxihYtzz33pN+7d8cd9WnRojfwxNX9dlxtZyoWS1OKFClJ+/bPZ+dpOPTsOR5v7ygslsYkfhVwHPiLxGfsmzz66Fjy5SuS7XEULBhE9+6jgAkkPr82XY1lJhZLI3x8YunRY2y2x+EsVao0olmzRzGMfsDLwE7gMPAhFkszihcvQ9u26U+CI5JdsrxOlo+PD7t27aJ06dLZFVOa6tevT926dfnoo4+AxHHbJUuW5Pnnn2fEiBGp7mOz2WjWrBn9+/fn999/5+LFiyxatCjTx9Q6WSIiuc/OnesZM7o1cXFXHCtcWYF8BUvw8ce78Pb2y7CNuLg4xoxpzY4dG0icxhrAIH/+YMaOXUrZstWzKfqUjh3bwyefPMe///7m2BYQUJzu3V+hXbuBeXqR2Bt16NB2xo59gPPnj/PfOmZu3HlnQ8aP/w0PD48M27DZbMybN47Fiz/kypWLABiGlQYNOvPMM1NzJLFJcuzY7qvXeKVjW2BgED16vMYDDwzIsWtsmiZLl05l3ryJREb+N4V99eqteeaZjwgOrpQjcTiLzZbAnDljWLJkKjExiffpWSxuNGz4EAMGfERgYGEXRyi3msyuk5XlJKtFixYMHjw4x4fdxcXF4ePjw4IFC5Idu0+fPly8eJEff/wx1f3GjBnDP//8ww8//EDfvn0zTLJiY2OJjf3vhunIyEhKliypJEtEJBfasmUFq1d/g4eHNw8/PDJTixBfLzLyLCtXfk1s7GXq1GlLhQp1siHSzDlxYj/Hj+/By8uPypUb4ubm7rJYcot9+/5m06af8PDwplWrfjd0v1BsbDS7d28kISGOMmVqULBgUDZEmjnh4fsIDw/D29ufO+5o4LJrnJAQz+7dG4mJiSI4+I48v2hvTMxl9uz5g4SEOMqWrXnb9f5KzslskpXlO3qfffZZhg4dyrFjx6hduza+vsnH7Vavnj3f/J09exabzUbRosmncy1atCi7d+9OdZ9169bxxRdfpDobYlomTZrEuHHjUmzfvBk02lBEJHepVas1tWqlNmFE5gUEFKJz55xbDDY9xYuXz/Mfdp2tQoW7qVDh7ptqw9PThxo17nVSRDcnKKgCQUEVXB0Gbm7uVK3azNVhOI2Xl2+uucYicANJVtLkFoMGDXJsMwwD0zQxDOPqLD6ud+nSJR577DE+++wzChXK/LdeI0eOZMiQIY7fk3qyfv8dPD2hXr3siFZERERERG4VWU6yDh50zarzhQoVwmq1curUqWTbT506RbFixVLU379/P4cOHaJDh/8WIUxcewPc3NzYs2cP5cun/LbQ09MTT0/PFNubspaQ7xsSFlaQSpWUbImIiIiISOqynGS5YsILAA8PD2rXrs3KlSsd92TZ7XZWrlzJc889l6J+5cqV+ffff5Nte+2117h06RLvv/8+JUtmbd2E14p/yRq3HcwK70VIeDBhYdDr9ppRV0REREREMiHLSdY333yTbnnv3r1vOJiMDBkyhD59+lCnTh3q1avHlClTuHz5Mv369XMcOzg4mEmTJuHl5UXVqlWT7Z8vXz6AFNsz5ZFH6LB9O4TMIpR6hIVX4q23gmnRQr1aIiIiIiLynywnWS+88EKy3+Pj44mOjsbDwwMfH59sTbIeeeQRzpw5w+jRozl58iQ1a9Zk2bJljskwjhw5gsWS5fWVM69ePToQSoewaSwJv5tQ6hES0pKwMDSEUEREREREgBuYwj01e/fu5ZlnnmH48OG0adPGGXHlGknrZEXMm0eAj89/BaGhEBbGqPABhFGJcNSrJSIiIiJyK8u2dbLSsmnTJnr16pXmdOp5VZpJVpJZs/7r1TpXnaBqmhhDRERERORWlNkky2lj69zc3AgPD3dWc3lHr150aBHFhKBpvFTwcwg/TkgIzJrl6sBERERERMQVsnxP1uLFi5P9bpomJ06c4KOPPqJx48ZOCyxPqVcv8X6t0FBNjCEiIiIicpvLcpKVNH16EsMwKFy4MPfccw+TJ092Vlx5kybGEBERERG57WU5yUpa0FfScE2vVoewaYwKh7DwSoSEBzuKRURERETk1pXle7LGjx9PdHR0iu1Xrlxh/PjxTgnqllCvHvTqxYSgafRiFi1YTcj355g1K3FiQhERERERuTVleXZBq9XKiRMnKFKkSLLt586do0iRIthsNqcG6GoZzi6YGVene18Sfjez6EU4wQQFQa9ezo1VRERERESyT7bNLmiaJoZhpNi+bds2ChQokNXmbg9Xe7U6tIhy9GoRfpy33lKvloiIiIjIrSbT92Tlz58fwzAwDINKlSolS7RsNhtRUVEMGDAgW4K8ZWhiDBERERGRW16mk6wpU6Zgmib9+/dn3LhxBAYGOso8PDwoU6YMDRs2zJYgbymaGENEXOTo0V0sXTqVrVtDME2TGjWa0rbtQMqUqebq0PK0mJjLrF49kzUrZxBx8RSFipTh3vueoEmTbri5ubs6PBERcYEs35O1Zs0aGjVqhLv77fGHwyn3ZKVn1qz/erXOVSeoWkH1aomI061ZM5f33usNFMRufwiwYLX+gN1+kuef/5xWrfq5OsQ86eLF04x+pTlHju2hrQF3mCZ/WyysttupdldTRo9dhqdnNvztEBERl8jsPVlZTrKuFRMTQ1xcXLJt6R0sL8r2JAs0MYaIZKtjx/bw3HNVsdsfBT4DPK6WxAPPYRifM2XK35QtW8N1QeZR48e04ei2Vay0J3DXNdvXAg9YrDRv8yTPPPOJq8ITEREny7YkKzo6mpdeeolvv/2Wc+fOpSjX7II3ITSUJSF+hFKPMCo5kq3rqadLRLLis89eYOnSudjtRwHP60oTsFjKcO+9D/D885+5Irw869ixPTz7bGVmAql9J/Y68Lq7J199fRI/v3w5G5yIiGSLbJtdcPjw4axatYpPPvkET09PPv/8c8aNG0dQUBDffPPNTQV926tXjw4topKtrVWJsBQ/ISFovS0RybRt29Zit3ckZYIF4Ibd3oVt29bmdFh53s6dvwPQNY3ybkBsfCz79m3KsZhERCR3yPTEF0mWLFnCN998Q4sWLejXrx9NmzalQoUKlC5dmtmzZ9OzZ8/siPP2cd3EGKkZde5hwmhISHgwYWEaVigiNy+VlTlERETkBmU5yTp//jzlypUDEu+/On/+PABNmjThmWeecW50t7OryVZqJoSGsiRkf+KwwvBKzJoVrCGEIpKmGjWacezYHOz2j0htuKDV+j01arR1RWh52p13NgXgO+CxVMrnA57unlSoUCcnwxIRkVwgy8MFy5Urx8GDBwGoXLky3377LZDYw5UvXz6nBidpuG5YIeHHNYRQRNL0wAPPAheBJ4HYa0rigWex20/Qrt1zrggtTytR4g7q1GrDMIsb268rWwO8aVi4p1U/3Y8lInIbynKS1a9fP7Zt2wbAiBEjmDp1Kl5eXrz44osMHz7c6QFKGurVg1696NAiynH/VlKypURLRK5VosQdDBkyE4tlLhZLKeAZYCAWS2kM4wsGDfqCsmWruzrMPGnQi9/gE1yRGhi0NwyGAi0sVloAFe5sQv/+k10coYiIuMJNTeEOcPjwYTZv3kyFChWoXv3W+yOdo7ML3oxr19uiJUFBmoVQRJI7dmw3S5dOZcuW1VcXI25Gu3YDKV26qqtDy9NiY6NZvXrW1cWIT15djPhJGjfuqsWIRURuMTm2TpaXl9eN7p4n5JkkCxzrbY3692HCCjbUelsiIiIiIk6UbVO422w2JkyYQHBwMH5+fhw4cACAUaNG8cUXX9x4xHLzrg4hnNBlW7IhhLpXS0REREQk52Q5yXrjjTeYMWMGb731Fh4eHo7tVatW5fPPP3dqcHKDNDGGiIiIiIjLZDnJ+uabb/j000/p2bMnVqvVsb1GjRrs3r3bqcHJTdDEGCIiIiIiLpHldbKOHz9OhQoVUmy32+3Ex8c7JShxonr16FAPOsya9t/EGCEtCQvTxBgiIiIiItkhyz1Zd955J7///nuK7QsWLKBWrVpOCUqywdVerQlB02hxbkGyIYQiIiIiIuI8We7JGj16NH369OH48ePY7XYWLlzInj17+Oabb/jpp5+yI0Zxlnr1oF49JoSGsiRkP6HUIyy8ErNmBatXS0RERETESbLck9WxY0eWLFnCb7/9hq+vL6NHj2bXrl0sWbKE1q1bZ0eM4myaGENEREREJNtkep2sAwcOULZsWQzDyO6YcpU8tU7WjQgNZUmIX2KvFpUIJ5gWLdSrJSIiIiJyPaevk1WxYkXOnDnj+P2RRx7h1KlTNxeluF69enR46U5Hr1YLVqtXS0RERETkJmQ6ybq+w+vnn3/m8uXLTg9IXEQTY4iIiIiIOEWW78mSW9jVtbUmdNmWbG0t9WqJiIiIiGRepmcXNAwjxf1Yt9v9WbeNevXoQCgdwhLX1poV3ouQ8GDCwlKvrpkJRURERET+k+kkyzRN+vbti6enJwAxMTEMGDAAX1/fZPUWLlzo3AjFNa5O994hNBRCZhFKPSA4RbWwcF9CwoMdu4iIiIiI3O4ynWT16dMn2e+9evVyejCSC9WrR4d60GHWtFSLl3A3odQj5PvqhIUVVK+WiIiIiNz2Mj2F++3qlp/C/WaFhkJYWOKwQnoRTjBBQaAcXERERERuNZmdwj3TPVkiqUplWGFYeCXeekvrbYnkRlFRFwgLC8U0TSpWrEtAQEGXxXLo0L+cOXMYf/9CVKpUD4tFczGFh+/j+PE9eHv7UblyI9zc3F0dkjhZePhejh8Pw9vbn8qVG+oai9yilGSJc1w3WUYo9QgJaUlYmCbGEMkNYmOj+fLLoaxa8RWxCbEAeFjdad7yMZ548n28vf1yLJZduzbw+bSB7D241bEtqHBpevV7myZNHs6xOHKTY8f2MP3jp9m2fY1jW4GAQnTtPpp27Z7TRFO3gKNHd/HxxwPZsWO1Y1tAQHF69HiVtm2f1TUWucXoa0NxnqtTwDvW27o6BXxIiKaAF3Elmy2B18e1Zc3yzxiVEMs+YD8wwRbPxlVfM250a+LjY3Mklt27NzLq1ZbkP/QPi4FwYC1Q58xh3nqrG6tXz8yROHKTEyf2M3J4Q67sXMcs4DiwCegceZZPPx3EvHnjXRyh3Kzw8L0MH96EXbtOAnNIvMp/ERl5P9OnP8d33010cYQi4mxKssT5ktbbCprmWG8r5PtzWm9LxEU2bPiebdvX8JPdxqtAeaAc8BKwwm5j554/WLt2bo7E8tXnL1LdnsBa004HoDjQFFgE9AS+/HRQjiV8ucXcOWPwvxLJBruNnkAQUBv4HHgN+Hb+BM6fP+HSGOXmzJ49hpgYf+z29UAPEq9yHeBLYARz5ozjwoVTLo1RRJxLSZZkn2t6tV4q+LmjV2vWLFcHJnJ7Wfnr5zSxWGmZSlkD4D7Dwm/LP832OI4d28OusD8ZYbfjeV2ZAYwCIi5f5K+/fsr2WHKLK1eiWL9uPs/bbaR2d9wwwAOTkBC9ceZV0dGRrF+/ALt9EJA/lRovYZpW1qyZndOhiUg2UpIl2euaIYRJvVqEH+ett9SrJZJTzp85Qi27Lc3yu007588czfY4zp07BkDNNMrvALwNC2fPHsv2WHKLyMizxNsSqJVGeSBQxrBy9mz2Xx/JHhcvnsZujyftZ35+LJYyjteHiNwalGRJzqhXz9Gr5RhCGIKGEIrkgID8xdhtpP12v8swCMhXNNvjCAwsAsCeNMoPA1dMu6Pe7cDfvwBWw8LuNMqjgWO32WNyqwkIKIhhWEj7mR+FaR7VNRa5xSjJkpyjiTFEXKLFvX35zbSzJZWyncBPJrRs3T/b4yhduirlSt3F24ZBav1qbwO+nr7Ur/9gtseSW/j4BFCv/oN8aLFyOZXyaUCU3U7z5j1zOjRxEj+//NSp0x6L5UMS0+brfYxpXqF580dzOjQRyUZKsiTnaWIMkRzVrFkPypepTmuLlS9J/Jh3BfgGuMfiRongSrRs2Tvb4zAMg979J7MWeNAw2ASYwD5gADAV6N7rdby8fLM9ltyke49xHHPz4F7DwirATuKsi6OA4Ri0bfcsxYqVdW2QclN69hyH1XoYi6U1EMJ/V/lVYATt2w+icOFSrgxRRJzMME3TdHUQuVlkZCSBgYFEzJtHgI+Pq8O59YSGQlgYS8LvZha9CCeYoCDo1cvVgYncWiIjz/HRB/34M/QnTP57269Tqw2DXvyGfPlybqjSn38u5rNPnuH0+XDHNn/vALr3mkD79s/flusF7d79Bx9N6cOR8DDHNi93L9p3fJGePSdgtVpdGJ04w65dG3j//ScID9/l2Obh4UunToN59NHxWoxbJI+Ijo6ke/dAIiIiCAgISLOekqwMKMnKIaGhLAnxI5R6hFGJcIJp0UKLGIs424kT+9mxYy2maXLnnU0IDq7kkjhsNhvbtv3G6dOHCQgoRO3aD+Dp6e2SWHIL0zTZtWs9R4/uwsvLj9q1H8DPL5+rwxInMk2THTt+5/jxPXh7+1O79gP4+ga6OiwRyQIlWU6iJCsHXdOrFUo9QmhJUBBUqqRkS0RERERcL7NJllsOxiSSvnr1EmchDA2lQ9g0RoVDWHglQsKDHcUiIiIiIrmdkizJfa4mWxNmTfuvV+v76oSFFVSvloiIiIjkerrLUnKva6Z7f6ng547p3mfNcnVgIiIiIiJpU0+W5G7XDCEkZFbixBjhlXjrrcRZCK+nni4RERERcTUlWZI31KtHBxLv1UoaQgjBKaqFhFQiLEzJloiIiIi4jpIsyTuumxgjNaPOPUwYDQkJDyYsTOttiYiIiEjOy3P3ZE2dOpUyZcrg5eVF/fr1CQ0NTbPuZ599RtOmTcmfPz/58+enVatW6daXPKJevcTsKZWfCV220YtZtGA1hB9n1qzEmeFFRERERHJKnkqy5s+fz5AhQxgzZgx///03NWrUoE2bNpw+fTrV+iEhIfTo0YPVq1ezceNGSpYsyX333cfx48dzOHLJMfXqOSbL6MWsZJNlKNkSERERkZyQpxYjrl+/PnXr1uWjjz4CwG63U7JkSZ5//nlGjBiR4f42m438+fPz0Ucf0bt371TrxMbGEhsb6/g9MjKSkiVLajHivCg0lCUhfomTZVCJcIJp0UL3aomIiIjIjcnsYsR5picrLi6OzZs306pVK8c2i8VCq1at2LhxY6baiI6OJj4+ngIFCqRZZ9KkSQQGBjp+SpYsedOxi4vUq0eHl+509Gq1YLV6tUREREQk2+WZJOvs2bPYbDaKFi2abHvRokU5efJkptp4+eWXCQoKSpaoXW/kyJFEREQ4fo4ePXpTcUsucM16Wy3OLdB6WyIiIiKSrW6b2QXffPNN5s2bR0hICF5eXmnW8/T0xNPTMwcjkxxxdWbCCaGhLAnZ71hva9asYE33LiIiIiJOlWd6sgoVKoTVauXUqVPJtp86dYpixYqlu+8777zDm2++ya+//kr16tWzM0zJ7TQxhoiIiIhkszyTZHl4eFC7dm1Wrlzp2Ga321m5ciUNGzZMc7+33nqLCRMmsGzZMurUqZMToUpud3UK+A4topJN9x4SokRLRERERG5enhouOGTIEPr06UOdOnWoV68eU6ZM4fLly/Tr1w+A3r17ExwczKRJkwD43//+x+jRo5kzZw5lypRx3Lvl5+eHn5+fy85Dcol69ehQDzrMmsaS8LsJpR4hIS0JC0NDCEVERETkhuWpJOuRRx7hzJkzjB49mpMnT1KzZk2WLVvmmAzjyJEjWCz/dc598sknxMXF0bVr12TtjBkzhrFjx+Zk6JKb9epFh9BQOoRNY9S/5wijISHhwYSFJa5xLLev6OhIQkJm8VfoEhLirlCmfG3uv/9pgoMruTq0G7JixZdMn/4cCXFXALC6e/H44+/Stu0zmW4jPj6Wdeu+Y/26b4mJjiCoZBXatHmK8uXvznQbpmmyY8fv/Pbbl5w5eQD/fEVo0aIXdeu2x2rN2T9LZ88e4/PPX2THv6sxbQkUCapI795vUrPmvZluw2azsWnTUlavnsXFi2coUqQkrVr1o1q1FhiGkel2DhzYyvLln3LkyG58fPxo1KgLTZs+godH2vcRi4hI7pSn1slyhcjISAIDA7VO1u3iurW1CNLEGLerQ4f+ZdyoVlyMOMM9BuQ3TX6zWLlgt/PU0x/Srt1AV4eYJS++WIeD+zfjBtxP4ljxZUAcEFzyTqZO3ZFhG+fOHWfMq/dwJDyMJoaFEqad361uHLcl0LnzcPr2/V+GSYXNlsD7U/oSsmY2FSxu1LUnsNdiZZPdxp13NGDU2GX4+gY64Ywztm7dt7z3dndspkkrIBD4FYgAmjXrwbBhczJsIzr6EuPHd2DnzjVYLHdjt9+BxfI3dvsemjR5hCFDZv6/vTuPi6r6/zj+mjsIiLK4K+S+pJWaSxiaiWW5xdetUhO/araXLbbZolZolqWtlpWl9cVcf2laZppGppmYW5YluS+ICyqIKMvM/f0BEigzLA7LwPv5eMyjvOfew+fOQZkP59zPwcOjgtM+TNMkMvJFFix4FcMIxG6/EYvlCKb5E7VrX8nEiSuoUaOeK25ZREQuU5nbJ0ukWFxcGGP77yqMUQ6lpJwjYvytBJ2JZzcmK0yTecAhu41RmHz00SNs27Yqz35KiwULXmPv7k3cAhwBvgYWZf7/bcDhgzv47LOnnPZhmiavTfgP9rg9bAN+Nu3MAfbZ0nkTWLToDVau/DTPWObNi+Dnn77kCyDGns6XwEa7jZ+Aw/9s5L23h1/GneZfYuIJ3npjEFeZJvuA74H5ZLwnjwBr1szh66/fzrOf99+/j7//3gL8gN2+CfgSu/0vYA7r1v0fs2ePy7OPH3/8HwsWvApMwm7fB8zBNKOAPzh2LIVXXumLfh8qIuJelGSJXCx7YYxq36kwRjm0du08jp+KY6HdRv1sxysCbwNtDCtfL3qzZIIrhC+/HEdFYAGQfSv2AGAuGTM4S5a87bSPHTvWsnP3Zj6zp5O9RqsH8CQwAAuLF77mNBlISTnHsiXv8CgmQ4Hsc143AlPtNtZv+JojR3bn/+YK6bPPniLdNPkKyL7lfEXgHeAaYNHCSU77OHZsP+vWzcdufx3IvrzQAgzCNEfz7bcfcv78WYd9mKbJwoVvYrH8BxgDZJ/1uhq7fSb792/h999XF+j+RESkZCnJEnEkOJiwZ67KmtUK5UfNapUTmzd/z/WGlaa5tFmA/9ptbNmyArvdXtyhFYphS+N2wDeXtorAIMDDbnPax5Yt31PL6oGjrdyHYXIobjfHju132Mfu3ZtITE5gqIP2wWT8UNq6daXTWFxh27Yf6Ag0yqXNAIYDpxKOOR3jbdtWYZp2wNHDm//l/PkEdu7c4LCPU6fiOHRoO6b5XwdndMFqrcvmzcsd9iEiIqWPkiyRvGTOakUETic0fmGOvbWkbLLZ0qnoZEbGB7CZdrdZwmUhI5lyJD9Pm9ps6XhjwdETVxWzneesj+znXswTsFqc9+Eqdrvd6X1XBMzM8xzJiNMCOCpM4ZP5tfJ+Txy/KxmjVxzviYiIuI6SLJH8yFxCGDFgW469tTSrVTY1axbML8AJB+1fWQyaNrwWq9VanGEVWhoWFgO5fUy3AwuBtDz6aNo0mP22NH530L4YqOJbjZo16zs4A+rXb4mntQJfO2hfDqSaJs2aFX2lmQYNWvETcNJB+1dAJS8fPDwcVzvMiNMEljo4YxGGUYGGDa912EfVqoEEBASR8Q7mZgc2WwzNmnVw2IeIiJQ+SrJECuLiwhjZZrWio3N/ifvp1m0EFg9P7sNC6kVtXwDfm3Z6/efxEoiscDp2upM4Mp74yT73ZgIvAfuBa9vc6rSP4OAwalSpw/2GlYSL2lYDMywG3Xs/7LSSnp9fNW4MDWeSYWXbRW1HgNGGB1c2bkvTptfl674ux8iRU0gHHuDSBHMmsAq48aZhTvto1OharrzyBgzjaeDQRa1/YBivcsMNdxIQUNNhH1arldtuexCLZRYZ5TeyO4NhPIC/fx1CQvrnfVMiIlJqqIR7HlTCXRy6uNx7LmIJIjRUJeDd0YYNS5j82gBqA0Nt6fgD3xhWfrbbuKXb3TwyakaB9kAqaYMG+ZOcnEhz4C4yfsM2F/gD8PT0YeFCx8UZLoiJiealsd3wSjnHf+3pBAI/WQy+Ne20aX0zL4z7lgoVvJz2kZR0mnHPh7J//+/0N+E6THYBkYYVL99qTHx9HYGBTS77fvNj1qxnWfTVZAKBYWQUAPka+AW4Iqg570/7M8fei7mJi9vLs892ISHhFHb7XUAzYDMWy0Lq1m3BpEmr8fWt6rSPtLRUJk7sz+bNy7BYemKaXYEjGMb/qFAhhVde+Y4WLTq64pZFROQy5beEu5KsPCjJkjw5eDhraWxbogkmKr4VgS2rab8tN7R37+8sXfo2v/26mLS0VBo1akPPsFF06nSHWyVYFzz3XBf++nNN1hIGO9C4aTBTpjguzHCxuLi9fPPNu/yy5kuSzyURFNiUW3o+RLduI/LcD+qC8+fP8v33H/PD8o84dvwA/r7VuPHm4fTu/QhVqtQq+I1dhrVr5/O/L57nRNweTEwq+vhx0y33MGLEG3kmWBckJBzn22/f54cf/kdi4nGqVatLjx530737/fj45FZu5FLp6WmsXv0Fy5Z9xOHDf+PlVZkbb7ydsLDHqFOn8eXcooiIuJCSLBdRkiWFFh0NMTEsjW1LJOHEEkRgIIQ7KkQmIiIiIqWaNiMWKWnZ99vKVixj8mQ9qyUiIiJSljkumyQirhEcTBjRhMVM/3cJYVRXYmLQEkIRERGRMkhJlkhxCA7OSLaiM5KtsbEQE9uMqNigrGYRERERKRuUZIkUp8xkKyIy26zW/7UiJkaFMURERETKCj2TJVISMp/VigiczjPVZuTYb0tERERE3JuSLJGSosIYIiIiImWSlguKlDQVxhAREREpU5RkiZQGKowhIiIiUmYoyRIpTVQYQ0RERMTt6ZkskdJIhTFERERE3JaSLJHSSoUxRERERNySlguKlHYqjCEiIiLiVpRkibgDFcYQERERcRtKskTciQpjiIiIiJR6eiZLxB2pMIaIiIhIqaWZLBF3lW0JIVGRRBNMTGwzJk8OIjS05Ga1TNMkLm4PyckJ1KzZAF/fqiUTSBl09Oh+/v77F3x9q3LttbdgGCXzezLTNDlyZDfnzp2hZs36hR7jAwf+ZM+erdSu3YjmzUMK1cf582eJjf0HDw9PgoKuxGq1FqofKdtsNhuHD+8kPT2VwMCmeHtXKumQRKSMU5Il4u5KUWGM6OilzI18kV37fgfAw/CgY6fbGTb8dWrUqFd8gZQxe/f+zmuv9uPo0T3YM49V9PDkll4Pcc89bxVrLL/+uph5s8eye/8fQMYYd7rhDoYNn0z16lfkq4+NG79h2rv3cCrhKGbmscrelRk4JII+fR7PVx/nziURGfkiq1fM4GzKWQBqV7uCPrePoVevh7BYLAW9NSmDTNPku+8+ZOHCNzlxYi8AXl6+3HrrCIYMmYCPj28JRygiZZXFNE0z79PKr8TERPz9/UmYOxc/H5+SDkfEuehoiIlhbOwDxNCMWIpvVmvVqs95553h3GSxMMo0uQL4GXjT8CDVrxqvT9lIjRp1iz6QMubAgT958tHWVLbbeAboChwFPgC+Azp1uoNnn51fLLGsXPkZ7703km4WC4+YJkHAGjLGON2/BpOnbqRatSCnfWzY8DWvT+xLXeAZ4DpgFzAV2AgMGvwSgwePd9pHSso5xj7fhYO7N/OY3UYYcBaYBUQCffqMZuTIKZd5t1IWzJz5DIsWvQEMAYYDvsBSDONdGjZswWuv/YiXl362i0j+JScnMmiQPwkJCfj5+Tk8T0lWHpRkiVuKjPx3Viu+FYEtMwpj5MYVCVhy8hnuHlabO1KSmQlkn0M4ArQzPGh+4yCeGP2/y/9i5cyoUa1I2L+dLUCDbMdN4FFgGvD+tB3UrduiSOM4ezaBu4fVYXDqOWaQc4wPkzHG13QN57HHZjrtZ+jgqtQ8e4poICDb8XTgP8Aqi8GXC87i6entsI/Fi6fyv5lPsc40ue6itreA0cA772ylYcPW+b4/KXv27v2dxx5rDbwBPHVR6yYslo4MHz6Rfv0ubhMRcSy/SZYKX4iURbkUxoiJ4ZLXhWIZl7u58dq18zifco4J5PzwDVAHeNyezrqf55GcnHh5X6icSU5O5ND+7TxMzgQLMt7n8WSs+f7ii+eKPJY1a+aQlnaeCC4d4yDgUXs6P//0JcnJZxz28ccfa0g4e4oXyZlgQcZ9TABSTTsLF77mNJaV331If5NLEiyAR4A6hgfff/+J8xuSMm/lyhkYRm3gsVxa22Gad7Bsmb5PRKRo6JkskbLqosIYGR+Fc4omyCX7bR05sou6Vg+usKXl2t4JSLWlER9/GB8fx7/1kZwOHvwLGxnvX26qA02BuLg9RR5LXNxu6hseBDob4/RUTp064vA5l5iYDVnn5qYt4Ans37/daSxHju6jM7kvwqgAXG9PZ/+RXU77kLLvyJHd2O0dyPiuyE0njh2bW5whiUg5oiRLpKzLLIwBOy9pCmOpS4plVKoUwAnTTjKQ26La/Zn/9fHxL2Dw5VvVqnUAOOCgPY2M5Zi1iyFxrVQpgGOmnfNAbgv58jPGVar8ez+Nc2k/CqQCvr7VnMZS2ceX/UmnHLbvM6xUrlzFaR9S9lWuHIBh7MBud3TGfipWDCjGiESkPNFyQZHyIHNW65JXtmWFofELC73fVqdOd5Bst5Pb0zg24D3D4OrmHalWLdAFN1N+1KhRjwC/6rxHRvJxsTnAKaBPnyeKPJYbbriTM3Ybn+fSlg68bxi0uvpGqlSp5bCPzp0H4WV48DbkOg/1Hhk/lG6/3fnyx05dhjDTsHI6l7a1wBa7jc6dBzntQ8q+G24YiN2+lYzyLBdLwDBmERqq7xMRKRpKskTKu8xkK2LANsKJJJQfIfZwgZ7VqlOnMTffPJzRFoN3gKTM4zHAnViINk0GDXmliG6gbBsydBI7gL7AjsxjycBHwH1AjapBdOw4oMjjCAxsyk1dh/KoxeA9Mqr5Qcb86B1Y2GzCwLtedtqHh4cHt/R6kCXAPcDBzOOngFeAV4ErW3Sidu2GTvvp02c05718uMWw8isZCVsasADoa1hp1rgd113Xu5B3KmVF+/a9adr0egyjPzCfjO8SE9iAYXTH0/M8ffuOLtkgRaTMUnXBPKi6oJQrmSXgl8a2JTK+J7HVWhEYmL8lhGlpqXw0/WF++OFTPLEQYFiJs6XhVymAh0bNKJZEoKyaO/cVFnz5EmmY1ADOAOeB2jXr8+bUzfj5Fc+Gz2lpKUz/8CF++GEm3hYL/plj7F+pCg8/9hnXX983X/1Mnfpffo76H3Yynis7RcaMZ9NmHXjttbV4eOS9kn337s28Mak/scf2U8PqwTnTJMluo22rmxn9zDz8/JwvOZTy4cyZk7zxxhC2bl2OYfhisVTEZjtGjRqNGDNmHk2bti/pEEXEzaiEu4soyZJyKTqapVGViSa4wPttHT9+gF9++T+SkxMJDGxKSEh/p+W4JX+Sk5P48stx7NmzhYoVK9OnzxO0anVTicRy9Og+fv11UeYYNyMkpF+Bxzg+PpbZs1/kyJE9+PvXYNCg8TRocE2B+rDZbGzduoJ//tmIh4cn7dr1VNl2ydXevb+zadMy0tNTadKkPW3adMdqtZZ0WCLihpRkuYiSLCnXsu+3Rdd8z2qJiIiIlEXaJ0tELp+LCmOIiIiIlCdKskTEORcUxhAREREpT5RkiUj+BAdnzWqFEwnbf8+a1VKyJSIiIvIvbUYsIvmXub9WWHQ0RH1HNPHExDYjKjYoq1lERESkvFOSJSIFFxxMWDCERU7/tzBGVFdiYlQYQ0RERETLBUWk8FQYQ0REROQSSrJE5PKoMIaIiIhIDkqyRMQ1VBhDREREBNAzWSLiSiqMISIiIqIkS0SKgApjiIiISDmmJEtEik54OGHR0YTFTGfs9nhiCCEqNigr2bqYki8REREpC5RkiUjRylxCGBEdzdKo3UQTTExsM2IIuuTUqCgIDVWyJSIiIu5NSZaIFI/gYMLImNVaGtsWckmyognSskIRERFxe0qyRKT4ZC+Mwc5LmsNYythYVCxDRERE3JqSLBEpfo4yp+BgIrIXy/i/VsTEVNOsloiIiLgVJVkiJWzrnj3878cfiTt9miuqVWP4zTfTom7dkg6r5ISHkzBjBjNXvsyJFBvmP5WoWftB/vrrFYYNs+a7m+PHD/Dpp0+ye/dmrFYr7dvfRnj4BLy9ffLdR2rqeebMeZn167/CZkujfv2WjBw5lTp1GhfolqKiZrN48RSSkk4SEFCLQYPG0759rwL1cfLkEX74YSYHD+6gYsXKhIQMoHXrmzGM/G93mJJyjrVr57N9+4+YpsnVV99Ily6D8fLK/3timibbt0exbt0CkpMTCQq6km7dRlC9+hUFuh8REZGyzGKaplnSQRTEtGnTeOONN4iLi6N169a89957BDv5FfeCBQsYO3Ys+/bto2nTprz++uv06pX/DzeJiYn4+/uTMHcufj75/yAikpe09HTufucdIn/6iTpWK81Mkx3Acbudh3r25L377y/QB+iywGazUX/kSA6fPIkf0ArYA8QCFSyetG63hx49gvKc1Zoz52Xmz3kJgPZAEvAn4GVYeW7ct7Rt2z3PWP76ax3jn+/KeVsazYEA4DfADtz2nye4556pefaRnJzEo6Ou5tjxA9QEmgI7gFNAg/otmfrWZjw88v5d13ffTeeTj0bhiZ22WDhqsfCPLZ3mTa7jxZeW4edXPc8+du3axMSXexKfcJx2hgcG8Js9Hf/KVXlu7FJatOiYZx9JSad4NSKMP/5aRyOrB0GmyWbgvGky/O436dPniTz7EBERcWfJyYkMGuRPQkICfn5+Ds9zq09w8+bNY/To0YwfP57NmzfTunVrunfvzrFjx3I9/5dffmHw4MGMHDmSLVu20LdvX/r27csff/xRzJGLXOqZmTOZt2YNnwEHbDai7HYO2e28C3z43XdMmD+/pEMsdu1Gj+bwyZNMBOKAn4EDwDzAMFPZvrkJUVEQGQnR0bn3sX79IubNeYmewEHgV+APYBtQz27j1Vd6k5h4wmkc588nM/75rtS0pREN/AWsBw4DdwBLl7zFypWf5nk/Y57tyMnjB5iVee1a4AjwNrB//3ZeeSXvX/hs3PgtH374IPfb04m12/nZbmOnLZ1VQPyeLUya8B/y+l3Z6dPHeGlsNxqdOck/ZCRX0fZ0dgPXJJ8mYnx3Tpw4lGcsb75+B4d3/spyYJctnTV2G0fsNh4z7Xz66WjWrVuYZx8iIiLlgVslWVOnTuXee+9lxIgRXHXVVUyfPh0fHx8+++yzXM9/55136NGjB08//TQtWrQgIiKCtm3b8v777xdz5CI5nTxzhunffcc402QE/67b9QRGAY8Dby9axLmUlJIKsdglnTvHn3v3Mgx4HqiYedwK3Am8CaTaz1PnxASIPZyVbF3s81nPUhtYCNTJdrwV8C2QZrcxa9YzTmOJjHyR87Y0FgPXZTteE4gEmgBzvhzvtI/Dh3dyYP92XgGG8e8YewGPAY8Af2xdSVLSaaf9fDV/Ip0tBu8B/pnHLMBNwOf2dP78ez1//fWL0z5WrPiEtOREvrXbaJLteENgqd0OqedYvny60z527drE5m2rmGG30T0zBgBfMsbmVouFhXNfyTPhExERKQ/cJslKTU1l06ZNdOvWLeuYYRh069aN9evX53rN+vXrc5wP0L17d4fnA6SkpJCYmJjjJeJqK7Zs4Xx6Ovc4aL8HOHXuHD/v2FGcYZWoN776inTgXgftw8j4B2vv0amEE0koPxK7Pf6SWa1jR/7hbjKSmYs1BToDv/22zGksv/66iGuBNrm0eZAxPvHxh7Hb7Q77WLLkHeyZ5+bmHiAdnM6IJSbG8+fO9dxr2rOSmuy6A0FWDzZs+NphHwDRv/wffU07NXJpCwAG2m1E5zELFR29hGpWD/rk0mYB7jVNdu/fTnz8Yaf9iIiIlAduk2SdOHECm81GrVq1chyvVasWcXFxuV4TFxdXoPMBJk2ahL+/f9arbnkuQCBF5lxqKgBVHbRXu3BeOZrJOn32LPDvvV+sMlABOO/rS1hoEhGB03mm2oxLZrVMHL+vADUAe3qq01jS01MdxnEhRhNIT093eM758xn3U8VJHwDnzp1x2Edq6jnA8f0YQACWrPMc9pOS7PQ9qZZ5jjMpKefww4Kj0iMX7ievWERERMoDt0myistzzz1HQkJC1uvgwYMlHZKUQa0bNgTgewftyzP/27JBg+IIp1QY0KkTFv6994utBc4DIc2bZ9RzDw8nLDQpa1aL2MNMngyeFXz4zkEf54AfgJq1GzmNJSjoStYBjuaxlwEVPSrg6enpsI+WLUMBWOGg/cJ9tmlzi8M+qlSpTZXKVR1+nxwA/rKl06BBK4d9ANRv3JbvDQ9ym3czgWWGlfqN2zrto0GDVuy1pfGPg/blQOWKvlSvrl9MiYiIuE2SVb16daxWK0ePHs1x/OjRo9SuXTvXa2rXrl2g8wG8vLzw8/PL8RJxtbaNGxPcuDHPGwYnL2o7ArxsGHRv3ZpGTr5Xy5obr74aH09PXiWjomB2Z4DRZMxkvX/fff82BAdnzWpdSLb8qg5hJfDVRX2YwDggARg6dJLTWEaMmEwK8DRckph8DywG2gTntnDuXzfdNAyfCt48Q0Y1wewOAy8BVfyq06JFJ4d9WK0e3NLrQWYYVjZe1JYGPI6Fit4+3HjjYKex9Oz1ELvs6byVS9t04A+7jR69HnLaR6dOt+NfqQqPWQwunl/dBnxgWLn51nvw9PR22o+IiEh54DZJlqenJ+3atWPVqlVZx+x2O6tWrSIkJCTXa0JCQnKcD7By5UqH54sUp8+eeIIjFStyjWEwHpgLPAe0MgxS/fz48OGHSzjC4rdk7FhOA62BJ8l4TyYCzYEtwLN33nnp7FG2Wa2IwOmMaDyASp51uB24nYxCFR8BIWQUaOjQoa/T2SOAJk3aE9r1v3xMRgn4D4DZwGCgN+DvV53HH//caR+GYfDok5HszIz/5cz7GQNcAxyzGIx5YXGe78nttz9Hg8btuNFicA8wB3gLaG14sMQweGz0bCpWrOy0j6uuuoEBA57lKeAWi8FnwCygp8XgISDstlFce63z98TT05snnp7DKsNKK8ODKZmxPAiEGFZq17uawYNfyvN+REREygO32idr3rx5DBs2jI8++ojg4GDefvtt5s+fz99//02tWrX473//S1BQEJMmZfyW+pdffqFLly689tpr9O7dm7lz5/Lqq6+yefNmrrnmmnx9Te2TJUVpb1wcr3/1FZGrV3M2NRV/b2+G3XILz/bvT2A1Z08FlV2/7txJv1df5cSpU6ST8ZugSt7eTBk5knu7572/FZGR/N+hVoyL+YFdJ9aRShoAfj7+9O7zBIMHO68KmN1XX73B4v97jdNnMuYbvQwPrr3uNp58cna+NzXevj2KDz98kCOH/sZGRuGMeo3a8Oijn9Go0bX56iMlJZmvv36LFd9O49ipI1gtBsEd/kP/AWO48soO+erDNE3Wrp3PkkVvsHPXJgCaNmzNbX2fJDQ0HIslt9Ial9q9ezP/t/C1jA2a7Taq+dfklp4P0rfvk/j4+OarDxEREXeV332y3CrJAnj//fezNiO+9tpreffdd+nQIeNDRmhoKA0aNGDWrFlZ5y9YsIAXX3wxazPiyZMnazNiKXVsNhtnU1Ko7O1d7jYgdiQ1NZV9x45Rt1o1KlasmPcF2UVHQ0wMXx+6ls/Se3HMaEi9en6EhxculuTkJFJTk/Hzq17o8UlNTeXMmRP4+9fM1wbEuTFNk3PnkvD09MbDo0Kh+oCMIhYAXl4FfF+zsdnSSUk5R8WKlfOdoImIiLi7MptkFTclWSJuLDqapVGViSaYGJoRSxChoRkrDEVEREQKKr9JVuF+nSoi4g6CgwkjmrCY6SyNbUs0wURFdSUmBpo1U7IlIiIiRUPrkkSkbLuoMMaFcu/Z99YSERERcSUlWSJSPmQmW9nLvcdujycyMuMRLhERERFX0XJBESlfwsMJi85cQkhbImPDiYoNIiYm99O1rFBEREQKSkmWiJQ/wcEZz2tFR0NUJNEEQ+ylp8XQjKjYoKxLRERERPJDSZaIlF8XCmOw+tK2mBgVyxAREZFCUZIlIuWbo6wpc6YrLGY6Y7fHE0NI1rLCwu63JSIiIuWDCl+IiDhyoVjGgG1ZxTKIPaxiGSIiIuKUkiwRkbwEB2eVgA8nErb/nlUCXsmWiIiIXEzLBUVE8iNHsYzviCaemFgVxhAREZFLKckSESmI4GDCgiEscroKY4iIiEiutFxQRKQwwsOzlhCGxi+E2MNZSwhFRESkfFOSJSJSWCqMISIiIrlQkiUicrlUGENERESyUZIlIi539vx5jp46RbrNVug+UtPSOHrqFOdSUlwYWeEkJidzPCEBu93u+KTMWa2w0CTmtZyYNasVFeW6RMtmS+f06WOcO5fkmg5LWFpaKqdOHSUl5VxJhyIiIuJSKnwhIi7z699/8+r8+Xy7aRN206Sqjw8jbr2VF+68kyqVK+erj7hTp5gwbx5frFrFmZQUPAyDftdfz4sDB9KqYcMivoOcvt24kdcXLODnv/8G4IoqVXigd2+e6tcPrwoVcr8oswphhAsLYyQnn2Hhwkn8sHw6p5NOAdC2dTduH/gi11zTpbC3V2Li42OZP38CUatmcS71HFbDSseOA7hz4Fjq17+mpMMTERG5bBbTNM2SDqI0S0xMxN/fn4S5c/Hz8SnpcERKrW82bqT/xIk0B+6327kC+BmYYRgE1a7NmsmTqebn57SPQydOcMPTT3P21CkesNu5DtgNfGgYHLZa+T4ighuuuqrobwZ4/5tvGPXxx3Q2DEbY7QQAy4AvLBZuvOYavnnpJceJ1gXR0RATw9jtdxBTLYRYgggMhPDw/MeRnJzIi2M6c+TAn4y027gJiAM+NqxsM01GP/UlnTsPLPR9Frfjxw8w5qnrMROO86A9nfbALuADw4NYjwq8PGEVzZuHlHSYIiIiuUpOTmTQIH8SEhLwc/K5RklWHpRkieTtfGoqVwwbRqfkZBaaJtlTj51AR8NgYPfufPDgg077uX3SJDZs2MD6zCTtgmSgh8XC4erV+eeTTzCMol3pfOD4cRrdcw+PmCZvAZZsbVHALRYLb9x9N4/36ZO/DqOjWRpVmWiCiaEZBAble1Zr1qxn+X7xFNbZbbTOdtwGhGPha8+KzPziCD4+zhPY0uLVCX04/NsyfrWnE5jt+FngVsPK/hr1mPbRriIfYxERkcLIb5Kln2IictkWrltH/NmzTLkowQK4Ehhlt/O/Vas4e/68wz7iTp1i8a+/MuaiBAvAB5hsmuw5fpyVW7e6NvhczFixgkoWCxPImWABhAK3mybTv/02/x0WsjBGenoaq77/iPsvSrAArMAUTFJTzxEVNTv/sZSg+PjDRG9cygsXJVgAlYDX7TYOH93L9u0/lkR4IiIiLqMkS0Qu258HDtDAaqWJg/ZuQFJqKgdPnHDYR8zhw9hMk5sdtHcAKhkGOw4evMxo8/bngQNcb5o4eoqsG7AzLg5bQQp7FKIwxunTR0k4m+DwPQkEWlg9OHhwR/7jKEGHDu3E7mSMOwHeFsNt7kdERMQRJVkictkqeXtzyjRJddB+LPO/Pl5eTvvIfu7FEoHzdrvTPlylkrc3xywXz2H96xjg5eFRuCVtF/bWypzVCuVHh7NaXl4+WV8vN3YgHjPrvNLO27sS4Ph+TgMpph1PT/e4HxEREUeUZInIZesXEkKC3c78XNpM4COLhXYNG1K3enWHfVzbsCH1q1XjIwftnwFYLIRdd93lB5yHftdfz1a7ndwmmFKBzwyD/iEhWJwkYnnKnNWKCJxOaPzCrFmtyMh/T/H1rUrLqzrzsWGQW/H4b4AjtnRCQvoXPo5i1KRJO2pWqeNwjGcAVsOD667rXZxhiYiIuJySLBG5bFfXq0e/4GAeMgwWklGUAeAk8CiwwjR5YdAgp0mJ1Wrl+YED+RJ4kYyZK4A0YCbwnMXC3d26EVitWtHdSKaw4GBa1a3LAMPgJzISRYCDwJ0WCwcsFp7q74LE5sKs1oBtWbNaxB4mMpKsV5XqL/Kr3WQk/84A2clIsIYbVlpfE0qzZoWoC18CrFYP+g8cyxfAeOBM5vFU4FPgRYvBLbfeQ5UqtUssRhEREVdQdcE8qLqgSP4knTvHoNdf59vNmwm0WgkE/rDbsRsGb917Lw/16pVnH6ZpMnH+fF768ksqWiw0t1g4AByz2bjrxhv57LHH8i6b7iKx8fGEvfwym/fto5HVij+wzWajsrc3s59+mttcPaOWWe79wt5aBAZlNW3bt4jlv40Fu42rLFZOWEwO29NpdfWNjHlhMZUrV3FtLEXINE3mzn2FeXNfpqLF4MrMMT5hSye0y12MenQmFSp4lnSYIiIiuVIJdxdRkiVSMBv/+Yd5P/9MYnIyTQMDGXbTTdQMCChQH4dOnODz1avZd+wY1Xx9GdKlCy0bNCiSeJ2x2+2s2raNpRs3kpKWRptGjRjSpQu+RflvQWaydbH4lBQG/x7E7uTTnLfWonnzATz2WMfLW7JYgo4fP8jq1Z9z/Ph+fH2rExo6RBsRi4hIqacky0WUZIlIqREZmTXTFRXfisCW1fK935aIiIhcPu2TJSJS1mQrlvFMtRm5FssQERGRkqckS0TEnWTbbyt7sYzJk51vbCwiIiLFx6OkAxARkUIIDiaMaMJipv+7hDCqKzExaAmhiIhICdNMloiIu8o2qxUROD1rVktLCEVEREqWkiwREXd3Yb+twOlZSwhjt8cTGaklhCIiIiVBSZaISFmhwhgiIiKlgpIsEZGyRIUxRERESpwKX4iIlEUqjCEiIlJiNJMlIlJWqTCGiIhIiVCSJSJS1qkwhoiISLFSkiUiUl6oMIaIiEixUJIlIlKeqDCGiIhIkVPhCxGR8kiFMURERIqMZrJERMorFcYQEREpEkqyRETKOxXGEBERcSktFywHzqWksPCXX/hj/358vLzoe/31tG7YsKTDklLGbrez+vff+XH7dkzTpFOLFvRo2xar1VqgfnYeOsTCX34h4exZmgUFMfCGG/D18SmiqMWlwsMJi85cQkhbImPDiYoNIiYm99O1rFBERCR3FtM0zZIOojRLTEzE39+fhLlz8XPDD4rfbNzIsClTOJmcTCOrlVOmySm7nbB27Yh8+mm3vCdxvT1xcfSNiGD7wYPUsVqxAodsNprWqsWisWO5ul69PPs4n5rKPe++y+w1a/AzDGpYLOy12ajk5cWHDz/MkNDQIr8PcaHoaJZGVSaaYAgMuqQ5JrYSsQQRGqpES0REyo/k5EQGDfInISEBPz8/h+cpycqDOydZG3bupPOzz9LTNJlimjQB0oCFwAOGQUjLlnz3yitYLJYSjlRKUmJyMtc+8ggeJ0/yid3OjZnHNwD3GwbHKldm2/vvUzMgwGk/Q6dMYeGaNbxrmgwFvIGDwPPAbGDZ+PH0aNeuCO9EXC46GkfTWFnFMuhKYKBmtUREpHzIb5Kl5YJl2Kvz53MlsNA0qZB5rAIwGPC22+m/bRsbdu7k+ubNSy5IKXFfrF7NgRMn+AfIvoj0emCF3U6jpCQ+Wr6csYMGOewj5vBhIn/6iY+Be7Mdrwt8DhywWIiYM0dJlrsJDnaYOV1YVjh2ezwxhGQtKwwPL+YYRURESiEVviijklNS+Oa337jfbs9KsLLrA1xhtTJ/3briDk1Kmflr1tCbnAnWBbWAO+x25v/0k9M+Fq5bh69hMDSXNgN4yDT5JSaGw/Hxlx+wlA4XimUM2JZjvy0VyxAREVGSVWadPX8eu2ly6ZMUGQwgkIylYlK+JZ496/D7BOAK8v4+STx3juoWC95O+iAf/YgbCg7OKgEfTiRs/z2rBLySLRERKa+UZJVRVStXplqlSvzsoP0k8LvdTrPAwOIMS0qhZnXr8rNh4OjhzJ8Mg2ZXXOGgNcOVQUHst9nY76gPwNvDgyuqVbucUKW0yrbf1ryWE3Pst6VES0REyiMlWWWU1WplZPfuzDAMdlzUZgLjALthMPzmm0sgOilN7uvRgz/sdj7Ppe1rYK3dzv29ejnt484bbsDX25sxgO2itgPAu4bBXaGhKuVe1uWy35ZmtUREpDxSklWGPXf77TQICqKTYfAiGbMJC4BbLRamAW/de2+eFeOk7Lu5dWtGduvG3cAw4DtgBXAfcLvFwoDrr6ff9dc77aOStzcfjRrFfIuFGw2D2cAaYAJwnWHgU7UqE4fm9sSWlEmZs1oRgdMJjV+YNasVGVnSgYmIiBQPlXDPgzuXcAc4lZTEuNmz+fyHHziTkgJA+0aNeH7gQPqFhJRwdFJa2O123l26lHcWL2ZfZnGKoIAAHg4L4+n+/fHI54bEK7dsIWLOHH7++28AKlaowOAuXZgQHk6dqlWLLH4pxbLttxVDMwgMUrl3ERFxW9ony0XcPcm6IDklhUMnTuDj5cUV1auXdDhSStlsNvYdO4ZpmjSoVSvfydXFjpw8SWJyMkHVqlG5YkUXRyluJ3O/raWxbYmM70lstVbaW0tERNySkiwXKStJlohIictMtsbGPkAMzYgliNBQJVoiIuI+8ptkuc0zWSdPnmTIkCH4+fkREBDAyJEjSUpKcnr+qFGjuPLKK6lYsSL16tXj0UcfJSEhoRijFhGRLCqMISIi5YTbJFlDhgzhzz//ZOXKlXzzzTesWbOG++67z+H5sbGxxMbG8uabb/LHH38wa9Ysli9fzsiRI4sxahERuYQKY4iISBnnFssF//rrL6666io2btxI+/btAVi+fDm9evXi0KFDBOZzr6cFCxYQHh7O2bNn8fDwyNc1Wi4oIlKEVBhDRETcSJlaLrh+/XoCAgKyEiyAbt26YRgGGzZsyHc/F94MZwlWSkoKiYmJOV4iIlJEgoOzZrXCiYTtv2sJoYiIuD23SLLi4uKoWbNmjmMeHh5UrVqVuLi4fPVx4sQJIiIinC4xBJg0aRL+/v5Zr7p16xY6bhERyYfMZ7XCQpOY13IiofyYtYRQiZaIiLijEk2yxowZg8Vicfr6O3O/ncuRmJhI7969ueqqq3jppZecnvvcc8+RkJCQ9Tp48OBlf30REckHFcYQEZEyIn8PJhWRJ598kuHDhzs9p1GjRtSuXZtjx47lOJ6ens7JkyepXbu20+vPnDlDjx498PX1ZdGiRVSoUMHp+V5eXnh5eeUrfhERKQLh4YRFRxMWM52x2+OJIYSo2CBiYiA8vKSDExERyVuJJlk1atSgRo0aeZ4XEhLC6dOn2bRpE+3atQNg9erV2O12OnTo4PC6xMREunfvjpeXF0uWLMHb29tlsYuISBEKDobgYCKio1katTujMEZsMyIjVRhDRERKP7d4JqtFixb06NGDe++9l+joaNatW8cjjzzCoEGDsioLHj58mObNmxOduaYkMTGRW2+9lbNnz/Lpp5+SmJhIXFwccXFx2Gy2krwdERHJLxXGEBERN1SiM1kFMXv2bB555BFuvvlmDMNgwIABvPvuu1ntaWlp7Ny5k+TkZAA2b96cVXmwSZMmOfrau3cvDRo0KLbYRUTkMmTOamUsIZzI2NgHiIltRlRsUFaziIhIaeIW+2SVJO2TJSJSykRGsjS2LdEEE0VXAgOhWbPcT1UCJiIirpTffbLcZiZLREQEyLUwRgxBl5wWG4uKZYiISIlQkiUiIu7nosIY5JJkRRNETGwzJk8OIjRUs1oiIlJ8lGSJiIj7Cg4mLJhcq2CEsfTfZYVRXYmJQZUJRUSkWCjJEhER95db5pRVLGM6Y2PJKpahJYQiIlLUlGSJW4mNj+fud9/lp23bOG+3UwG4qmFDpj3wAJ1atCjWWCJ//JEXIyM5dPw4dqCypycDOnfmowcfxNPTs9jiSEtPZ8aKFUz/9lv+PHSISl5e9O/YkSf79eOa+vWLLQ5XSUxO5v1vvuHT5cvZFx9PtUqVuKtrV57s25e6+dhXD8A0TeauWcP7S5eycdcuPKxWerRty5P9+tHpqquK+A6kVLmwrDByetaslvbbEhGRoqbqgnlQdcHSY29cHK0efpjUtDQGAx2AvcAM4Aww55lnuP2GG4ollqc/+4wpixdTHxgJVAG+BZYDdatV45+PPiqWRCs1LY0+ERGs3LaNPsDNpskxYJZhcNQwWDJ2LLe0aVPkcbjKyTNn6DpmDDGHDjHYNAkGdgMzDQPDx4fVkyblmTiapskD06bx8YoVdLNY+I9pchaINAx22O3MGDWKu2+5pThuR0qb6GiIiWFpbFsiCSeWIAIDNaslIiL5l9/qgkqy8qAkq/Ro/sADHImNZS3QMtvxk0BXYJfVypn/+z8Mo2j32N55+DBXPfggtwORQIVsbV8BtwODu3Rh9pNPFmkcAK8tXMi4//2PZaZJt2zHzwP9LRZ+rViRg7NmUcnbu8hjcYURb7/Nkqgo1tjtXJ3teDxwk2FgBgaybdo0LBaLwz7mr13LwMmTmQkMz3bcDjwIfGqxsOvjj2lQq1ZR3IK4g+holkZVzpjVohmxqDCGiIjkT36TrKL9NCriIvuPHuWf2FieJWeCBVAVeAdIttl4e8mSIo9l9KefYgWmkTPBAugPhAFfr1tX5HHY7XY+WLqUoRclWADewDTT5HRyMnPXrCnyWFzh5JkzzPnpJ565KMECqAZMsdvZfugQa3fscNrPtKVLCTWMHAkWZPxjNxWobLHw8fffuyxucUPBwYSFJhEROJ1wIgnlR6KiIDIy1/oZIiIiBaYkS9zC91u3YicjgclNF8AHWPX770Uey/Z9+wgBqjto7wOcTU8nKTm5SOM4npDAwVOnHL4nDYFWViu/7dpVpHG4yp8HDpBiszm8n5uBihZLnvezafduwuz2XNsqATfZ7fz2zz+XFauUAcHBGfttZSZbofwIsYezki0REZHLoSRL3IJP5vNNZxy0pwBpgHeFi+eWXK+C1Uqik/YLMXp6FG1dGc/Me3X0npiZbZ7F8J64woX3y9H9nCNjjPN6Xz2tVod9AJyxWPByk/dEikFmspV9VovYw5rVEhGRy6IkS9xC/5AQPC0WZjlon0fGB/AHevQo8lh6X3cdW4HtubTZgZlATT+/Ii98UaVyZa5v0oRZFgu5PVi5Fthjs9G7ffsijcNV2jRqRC1fX4djPAewmSY92rZ12k+v4GD+Z7WSnkvbAWC1adL7uusuL1gpe7LNaoUTqVktERG5LEqyxC34eHtzS7t2fAK8D1kfoE3gB2AUEBQQUCyV9F4ND8fbMOgP/J3teBLwMLANeGbAgCKPA+CZO+5gtWnyHBkzPRdsAcINg2vr16db69bFEsvl8qxQgSf69+cj4ANyjvH3wGjDYEBICI3r1HHazxN9+rDPbmc4cDrb8b1AP8Ogpp8fQ7p0cXn8UgZkW0KYfVZr8mTNaomISMEoyRK3sfj552lZvz6jgCvIePbpGuAWwKNiRX6ZMqVY4qjs48OS8eM5aBi0ADoCtwG1gI+AoaGhPNmvX7HE0i8khDdGjGAyEGQY/AfoYBi0BSrXrs2SceOKvNqiKz3drx8P9OzJw0BDq5W+QEvDoAfQrkULPn3ssTz7aNekCbOfeooFVitBFgu9gVCLhcbAEV9flkdE4KtKoeKMCmOIiMhlUgn3PKiEe+kz56efmLRwIXGnTuFbsSIjunVjzIABeBTxM1AXO5mYyJgvvmDZpk2kp6fTNDCQySNGENK8ebHGAbArNpZPVqzgzwMHqOTtTf+QEPpdf73bPI91sc27d/PpypXsO3qUapkzT7dce22BEsYjJ08yY8UKNv7zDxU8POjRti13deniNuXspZTI3FtrbOwDWeXetbeWiEj5pX2yXERJloiIEBnJ0ti2WXtrERhEs2baW0tEpLzRPlkiIiKuosIYIiJSAEqyRERE8kOFMUREJJ+K9yEWERERdxccTBjRhMVMz1pCGBXVlZgYtIRQREQAJVkiIiIFFxyckWxFZyRbY2MhJrYZUbFBWclWbpeIiEj5oCRLRESksDKTrYjIf2e1YmKbEUPQJadqpktEpPxQkiUiInK5wsOzZrWWxraFXJKsyO2tiIptpWRLRKQcUJIlIiLiCtmWEMLOS5rDWJqx31bmssILl4iISNmjJEtERMSVHGVOFy0rVLEMEZGySyXcRUREiku2/bZC4xdqvy0RkTJKSZaIiEhxytxvK2LAthz7bUVGar8tEZGyQkmWiIhISQgOzprVCicStv+eNaulZEtExL0pyRIRESkpmbNaYaFJzGs5MWtWKypKiZaIiDtT4QsREZGSlst+WyqMISLivjSTJSIiUlqoMIaISJmgJEtERKQ0UWEMERG3pyRLRESkNFJhDBERt6UkS0REpLRSYQwREbekwhciIiKlnQpjiIi4Fc1kiYiIuAsVxhARcQtKskRERNyJCmOIiJR6SrJERETckQpjiIiUWkqyRERE3JUKY4iIlEoqfCEiIuLu8iiM4egSEREpGkqyREREyorwcMKiowmLmc7Y7fHEEEIMQZecFhsLMTEQHl4CMYqIlANKskRERMqSC7Na0dEsjdoNuSRZ0QQRE9uMyZODCA3VrJaIiKspycqDaZoAJCYnl3AkIiIiBXDNNXRJ2QTEX9LUJe0rvqMnm2jHDz80ISUF2rUr/hBFRNxNcnIi8G+O4IjFzOuMcu7QoUPUrVu3pMMQEREREZFS4uDBg1xxxRUO25Vk5cFutxMbG4uvry8Wi8XpuYmJidStW5eDBw/i5+dXTBFKXjQupZPGpXTSuJROGpfSSeNSOmlcSqeyMi6maXLmzBkCAwMxDMeF2rVcMA+GYTjNUnPj5+fn1t88ZZXGpXTSuJROGpfSSeNSOmlcSieNS+lUFsbF398/z3O0T5aIiIiIiIgLKckSERERERFxISVZLuTl5cX48ePx8vIq6VAkG41L6aRxKZ00LqWTxqV00riUThqX0qm8jYsKX4iIiIiIiLiQZrJERERERERcSEmWiIiIiIiICynJEhERERERcSElWSIiIiIiIi6kJOsynTx5kiFDhuDn50dAQAAjR44kKSkpX9eapknPnj2xWCwsXry4aAMtZwo6LidPnmTUqFFceeWVVKxYkXr16vHoo4+SkJBQjFGXPdOmTaNBgwZ4e3vToUMHoqOjnZ6/YMECmjdvjre3Ny1btmTZsmXFFGn5UpBx+eSTT+jcuTNVqlShSpUqdOvWLc9xlMIp6N+XC+bOnYvFYqFv375FG2A5VdBxOX36NA8//DB16tTBy8uLZs2a6d+yIlDQcXn77bezfsbXrVuXJ554gvPnzxdTtGXfmjVrCAsLIzAwMN+fa6Oiomjbti1eXl40adKEWbNmFXmcxcqUy9KjRw+zdevW5q+//mr+/PPPZpMmTczBgwfn69qpU6eaPXv2NAFz0aJFRRtoOVPQcdm+fbvZv39/c8mSJeauXbvMVatWmU2bNjUHDBhQjFGXLXPnzjU9PT3Nzz77zPzzzz/Ne++91wwICDCPHj2a6/nr1q0zrVarOXnyZHPHjh3miy++aFaoUMHcvn17MUdethV0XO666y5z2rRp5pYtW8y//vrLHD58uOnv728eOnSomCMv2wo6Lhfs3bvXDAoKMjt37mz26dOneIItRwo6LikpKWb79u3NXr16mWvXrjX37t1rRkVFmVu3bi3myMu2go7L7NmzTS8vL3P27Nnm3r17ze+//96sU6eO+cQTTxRz5GXXsmXLzBdeeMH86quv8vW5ds+ePaaPj485evRoc8eOHeZ7771nWq1Wc/ny5cUTcDFQknUZduzYYQLmxo0bs4599913psViMQ8fPuz02i1btphBQUHmkSNHlGS52OWMS3bz5883PT09zbS0tKIIs8wLDg42H3744aw/22w2MzAw0Jw0aVKu5995551m7969cxzr0KGDef/99xdpnOVNQcflYunp6aavr6/5+eefF1WI5VJhxiU9Pd3s2LGjOWPGDHPYsGFKsopAQcflww8/NBs1amSmpqYWV4jlUkHH5eGHHzZvuummHMdGjx5tdurUqUjjLK/y87n2mWeeMa+++uocxwYOHGh27969CCMrXloueBnWr19PQEAA7du3zzrWrVs3DMNgw4YNDq9LTk7mrrvuYtq0adSuXbs4Qi1XCjsuF0tISMDPzw8PD4+iCLNMS01NZdOmTXTr1i3rmGEYdOvWjfXr1+d6zfr163OcD9C9e3eH50vBFWZcLpacnExaWhpVq1YtqjDLncKOyyuvvELNmjUZOXJkcYRZ7hRmXJYsWUJISAgPP/wwtWrV4pprruHVV1/FZrMVV9hlXmHGpWPHjmzatClrSeGePXtYtmwZvXr1KpaY5VLl4We+Pj1ehri4OGrWrJnjmIeHB1WrViUuLs7hdU888QQdO3akT58+RR1iuVTYccnuxIkTREREcN999xVFiGXeiRMnsNls1KpVK8fxWrVq8ffff+d6TVxcXK7n53fMJG+FGZeLPfvsswQGBl7yw1EKrzDjsnbtWj799FO2bt1aDBGWT4UZlz179rB69WqGDBnCsmXL2LVrFw899BBpaWmMHz++OMIu8wozLnfddRcnTpzghhtuwDRN0tPTeeCBB3j++eeLI2TJhaOf+YmJiZw7d46KFSuWUGSuo5msXIwZMwaLxeL0ld8PJBdbsmQJq1ev5u2333Zt0OVAUY5LdomJifTu3ZurrrqKl1566fIDFykjXnvtNebOncuiRYvw9vYu6XDKrTNnzjB06FA++eQTqlevXtLhSDZ2u52aNWvy8ccf065dOwYOHMgLL7zA9OnTSzq0ci0qKopXX32VDz74gM2bN/PVV1/x7bffEhERUdKhSRmmmaxcPPnkkwwfPtzpOY0aNaJ27docO3Ysx/H09HROnjzpcBng6tWr2b17NwEBATmODxgwgM6dOxMVFXUZkZdtRTkuF5w5c4YePXrg6+vLokWLqFChwuWGXS5Vr14dq9XK0aNHcxw/evSowzGoXbt2gc6XgivMuFzw5ptv8tprr/HDDz/QqlWrogyz3CnouOzevZt9+/YRFhaWdcxutwMZs/Y7d+6kcePGRRt0OVCYvy916tShQoUKWK3WrGMtWrQgLi6O1NRUPD09izTm8qAw4zJ27FiGDh3KPffcA0DLli05e/Ys9913Hy+88AKGoTmH4uboZ76fn1+ZmMUCzWTlqkaNGjRv3tzpy9PTk5CQEE6fPs2mTZuyrl29ejV2u50OHTrk2veYMWP4/fff2bp1a9YL4K233mLmzJnFcXtuqyjHBTJmsG699VY8PT1ZsmSJflN/GTw9PWnXrh2rVq3KOma321m1ahUhISG5XhMSEpLjfICVK1c6PF8KrjDjAjB58mQiIiJYvnx5jmcdxTUKOi7Nmzdn+/btOX6O/Oc//6Fr165s3bqVunXrFmf4ZVZh/r506tSJXbt2ZSW9ADExMdSpU0cJlosUZlySk5MvSaQuJMKmaRZdsOJQufiZX9KVN9xdjx49zDZt2pgbNmww165dazZt2jRHqfBDhw6ZV155pblhwwaHfaDqgi5X0HFJSEgwO3ToYLZs2dLctWuXeeTIkaxXenp6Sd2GW5s7d67p5eVlzpo1y9yxY4d53333mQEBAWZcXJxpmqY5dOhQc8yYMVnnr1u3zvTw8DDffPNN86+//jLHjx+vEu5FoKDj8tprr5menp7mwoULc/y9OHPmTEndQplU0HG5mKoLFo2CjsuBAwdMX19f85FHHjF37txpfvPNN2bNmjXNCRMmlNQtlEkFHZfx48ebvr6+5pw5c8w9e/aYK1asMBs3bmzeeeedJXULZc6ZM2fMLVu2mFu2bDEBc+rUqeaWLVvM/fv3m6ZpmmPGjDGHDh2adf6FEu5PP/20+ddff5nTpk1TCXfJKT4+3hw8eLBZuXJl08/PzxwxYkSODx979+41AfPHH3902IeSLNcr6Lj8+OOPJpDra+/evSVzE2XAe++9Z9arV8/09PQ0g4ODzV9//TWrrUuXLuawYcNynD9//nyzWbNmpqenp3n11Veb3377bTFHXD4UZFzq16+f69+L8ePHF3/gZVxB/75kpySr6BR0XH755RezQ4cOppeXl9moUSNz4sSJ+mVdESjIuKSlpZkvvfSS2bhxY9Pb29usW7eu+dBDD5mnTp0q/sDLKEefoy6Mw7Bhw8wuXbpccs21115renp6mo0aNTJnzpxZ7HEXJYtpap5URERERETEVfRMloiIiIiIiAspyRIREREREXEhJVkiIiIiIiIupCRLRERERETEhZRkiYiIiIiIuJCSLBERERERERdSkiUiIiIiIuJCSrJERERERERcSEmWiIiIiIiICynJEhERtzB8+HAsFsslr127drmk/1mzZhEQEOCSvgprzZo1hIWFERgYiMViYfHixSUaj4iIFI6SLBERcRs9evTgyJEjOV4NGzYs6bAukZaWVqjrzp49S+vWrZk2bZqLIxIRkeKkJEtERNyGl5cXtWvXzvGyWq0AfP3117Rt2xZvb28aNWrEyy+/THp6eta1U6dOpWXLllSqVIm6devy0EMPkZSUBEBUVBQjRowgISEha4bspZdeAsh1RikgIIBZs2YBsG/fPiwWC/PmzaNLly54e3sze/ZsAGbMmEGLFi3w9vamefPmfPDBB07vr2fPnkyYMIF+/fq54N0SEZGS4lHSAYiIiFyun3/+mf/+97+8++67dO7cmd27d3PfffcBMH78eAAMw+Ddd9+lYcOG7Nmzh4ceeohnnnmGDz74gI4dO/L2228zbtw4du7cCUDlypULFMOYMWOYMmUKbdq0yUq0xo0bx/vvv0+bNm3YsmUL9957L5UqVWLYsGGufQNERKRUUZIlIiJu45tvvsmR/PTs2ZMFCxbw8ssvM2bMmKzkpVGjRkRERPDMM89kJVmPP/541nUNGjRgwoQJPPDAA3zwwQd4enri7++PxWKhdu3ahYrt8ccfp3///ll/Hj9+PFOmTMk61rBhQ3bs2MFHH32kJEtEpIxTkiUiIm6ja9eufPjhh1l/rlSpEgDbtm1j3bp1TJw4MavNZrNx/vx5kpOT8fHx4YcffmDSpEn8/fffJCYmkp6enqP9crVv3z7r/8+ePcvu3bsZOXIk9957b9bx9PR0/P39L/triYhI6aYkS0RE3EalSpVo0qTJJceTkpJ4+eWXc8wkXeDt7c2+ffu47bbbePDBB5k4cSJVq1Zl7dq1jBw5ktTUVKdJlsViwTTNHMdyK2xxIeG7EA/AJ598QocOHXKcd+EZMhERKbuUZImIiNtr27YtO3fuzDUBA9i0aRN2u50pU6ZgGBk1n+bPn5/jHE9PT2w22yXX1qhRgyNHjmT9+Z9//iE5OdlpPLVq1SIwMJA9e/YwZMiQgt6OiIi4OSVZIiLi9saNG8dtt91GvXr1uP322zEMg23btvHHH38wYcIEmjRpQlpaGu+99x5hYWGsW7eO6dOn5+ijQYMGJCUlsWrVKlq3bo2Pjw8+Pj7cdNNNvP/++4SEhGCz2Xj22WepUKFCnjG9/PLLPProo/j7+9OjRw9SUlL47bffOHXqFKNHj871mqSkpBz7fu3du5etW7dStWpV6tWrd3lvkoiIFBuVcBcREbfXvXt3vvnmG1asWMF1113H9ddfz1tvvUX9+vUBaN26NVOnTuX111/nmmuuYfbs2UyaNClHHx07duSBBx5g4MCB1KhRg8mTJwMwZcoU6tatS+fOnbnrrrt46qmn8vUM1z333MOMGTOYOXMmLVu2pEuXLsyaNcvpvl6//fYbbdq0oU2bNgCMHj2aNm3aMG7cuMK+NSIiUgIs5sULzUVERERERKTQNJMlIiIiIiLiQkqyREREREREXEhJloiIiIiIiAspyRIREREREXEhJVkiIiIiIiIupCRLRERERETEhZRkiYiIiIiIuJCSLBERERERERdSkiUiIiIiIuJCSrJERERERERcSEmWiIiIiIiIC/0/gehtADy0o7QAAAAASUVORK5CYII=", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Weights: [1.02926596 1.02926596]\n", - "Bias: [-0.15118437]\n", - "Accuracy: 75.00%\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Weights: [0.99899343 1.02926596]\n", - "Bias: [-0.39307936]\n", - "Accuracy: 92.00%\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Weights: [0.99899343 1.02926596]\n", - "Bias: [-0.78615872]\n", - "Accuracy: 92.00%\n" - ] - }, + } + ], + "source": [ + "batch_size = sgd_clf_binary_fhe.batch_size\n", + "\n", + "# Initialize the weight and bias randomly\n", + "# They are going to be updated using FHE training.\n", + "weights = np.random.rand(1, 2, 1)\n", + "bias = np.random.rand(1, 1, 1)\n", + "\n", + "# Shuffle X_binary and y_binary\n", + "perm = np.random.permutation(X_binary.shape[0])\n", + "X_binary = X_binary[perm, ::]\n", + "y_binary = y_binary[perm]\n", + "\n", + "# Plot the decision boundaries before starting\n", + "plot_decision_boundary(\n", + " X_binary,\n", + " y_binary,\n", + " weights=weights,\n", + " bias=bias,\n", + " title=\"Decision Boundary before training\",\n", + " accuracy=accuracy(weights, bias, X_binary, y_binary),\n", + ")\n", + "\n", + "\n", + "def train_fhe_client_server(\n", + " X_binary,\n", + " y_binary,\n", + " batch_size,\n", + " fhe_client,\n", + " fhe_server,\n", + " serialized_evaluation_key,\n", + " weights,\n", + " bias,\n", + " n_epochs=1,\n", + "):\n", + " acc_history = []\n", + "\n", + " for epoch in range(n_epochs):\n", + " # Shuffle X_binary and y_binary\n", + " perm = np.random.permutation(X_binary.shape[0])\n", + " X_binary = X_binary[perm, ::]\n", + " y_binary = y_binary[perm]\n", + "\n", + " for idx in range(X_binary.shape[0] // batch_size):\n", + " batch_range = range(idx * batch_size, (idx + 1) * batch_size)\n", + "\n", + " # Make the data X (1, batch_size, n_features)\n", + " # and y (1, batch_size, n_targets)\n", + " x_batch = X_binary[batch_range, :].reshape(1, -1, 2)\n", + " y_batch = y_binary[batch_range].reshape(1, -1, 1)\n", + "\n", + " # Encrypt the batch\n", + " x_batch_enc = fhe_client.quantize_encrypt_serialize((x_batch, y_batch, weights, bias))\n", + "\n", + " # Run the circuit on the server\n", + " results = fhe_server.run(x_batch_enc, serialized_evaluation_key)\n", + "\n", + " # Back on the client, we deserialize the result\n", + " weights, bias = fhe_client.deserialize_decrypt_dequantize(results)\n", + "\n", + " # Compute and store accuracy\n", + " acc = accuracy(weights, bias, X_binary, y_binary)\n", + " acc_history.append(acc)\n", + "\n", + " print(f\"Epoch {epoch + 1}/{n_epochs} completed. Accuracy: {acc_history[-1]}\")\n", + "\n", + " return weights, bias, acc_history\n", + "\n", + "\n", + "weights, bias, acc_history = train_fhe_client_server(\n", + " X_binary, y_binary, batch_size, fhe_client, fhe_server, serialized_evaluation_key, weights, bias\n", + ")\n", + "\n", + "# Plot the decision final model boundary\n", + "plot_decision_boundary(\n", + " X_binary,\n", + " y_binary,\n", + " weights=weights,\n", + " bias=bias,\n", + " title=\"Decision Boundary after training\",\n", + " accuracy=acc_history[-1],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -774,14 +655,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Weights: [1.08981102 1.08981102]\n", - "Bias: [-0.72568497]\n", - "Accuracy: 94.00%\n" + "Epoch 1/2 completed. Accuracy: 0.89\n", + "Epoch 2/2 completed. Accuracy: 0.79\n" ] }, { "data": { - "image/png": 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s2dIsVKiQeeLEiRTbDB48ONlrEf98JhT/Xt+3b1+S9rdf++joaLNWrVpm27Zt7dsOHTpkWiwWs1evXknec/ExWa1Ws2zZsuYjjzySaP8777xjGoZhHj161DTN/16HaXn22WdNi8WSZIpn//79TcAcOXJkou19+vRJNO2ZdE4X/O6770zA3LJlS5J9ffv2TTTN77777kv0vMTbt29fovdWTEyM2bt3b/vv2XLlypm7d+82TdM0O3ToYA4fPjzNuEzTNGfMmGEC5rlz59LVXiS30XRBkXzK09PTXmXw0qVLbNy4kX79+tlHcy5evEhYWBgdO3bk0KFDnD59GoBly5Zx//3320e2EkppmpCbmxvOzs4EBgZy+fLldMf4008/Ubp0aQYMGGDf5uTkZK9sdfuUmEceeSTRNJQWLVoApGuqE8SOEq1fv57169ezZMkSBgwYwKuvvppoqtJPP/0EwOjRoxMdO2bMGABWr16d7vO73bBhwxI9hy1atMBqtdrLYf/yyy9ER0fz7LPPJmr3/PPPJ+nLxcUFiyX2V7jVaiUsLAxPT0+qV6/O9u3bk7QfPHhwkm+4+/Xrh6ura6IKi2vXruXixYv4+/unei4ODg44OzsDsZXCLl26ZP9GPLnHzwrLly/HZrPRr18/+2v64sWLlC5dmqpVqyaaugixz9mQIUOS9JPweYl/f7Ro0YLIyMh0Te263ZkzZ9i5cyePP/44RYsWtW+vU6cO7du3t7/GEho+fHiif7do0YKwsLAkVdkyi81mY+DAgVy5coUPPvggzfZhYWEAid5/8WJiYliyZAmPPPKI/XXbtm1bSpYsmei1tWPHDo4dO8bzzz+faIQR/vvdcuHCBbZs2cLQoUO55557km1zJ1q1asW9996bZHvCa3/58mXCw8Np0aJFotfwihUrsNlsTJo0yf6euz0mi8XCwIEDWblyZaLqrosWLaJp06ZUrFgRiJ2+a6YxigWxo+kODg7069ePbdu2ceTIEWbOnGkfSb9x44a97aZNm1i2bNkdVb6M78fFxSXJPldX10SPc+PGjRTbJezLwcGBZcuWcejQIf7++2+Cg4OpXbs2K1euJCgoiGnTpnH69Gm6d++Oj48P3bt3JzQ0NEm/8a+1+NkHInmNkiyRfOratWv2ezUOHz6MaZpMnDiREiVKJPqJn8Zy/vx5AI4cOUKtWrUy9FguLi783//9Hz///DOlSpWiZcuWzJo1yz4VKSUnTpygatWqST641KxZ074/ods/dMX/EU5vYle7dm3atWtHu3bt6NevHwEBAXTr1o2XX37Zfm/UiRMnsFgsVKlSJdGxpUuXpnDhwne1PlBa8cf3XbVq1UTtSpQokeTDrc1m491336Vq1aq4uLhQvHhxSpQowe7duwkPD0/y2PEf8hIqXLgw3bt3T3TvzKJFi/D19U10L0hKvvzyS+rUqYOrqyvFihWjRIkSrF69OtnHzwqHDh3CNE2qVq2a5HW9f/9++2s6nq+vrz0xTGjfvn306tULb29vvLy8KFGihD3JvJNzib+O8ffhJFSzZk0uXrzI9evXE22/29d2Rj377LOsWbOGBQsWcP/996f7uOQShHXr1nHhwgX8/Pw4fPgwhw8f5tixY7Rp04ZvvvkGm80GxP5uAVL9/RL/hUlGfwelJbnXP8CPP/7IAw88gKurK0WLFrVPcU143Y8cOYLFYkk2SUto0KBB3Lhxw54IHTx4kH/++YfHHnssw/HWqVOHr7/+miNHjtCsWTOqVKnC+++/b0+k4qeqxsTEMGrUKB577DEaNWqU4ceJTzJvv98U4ObNm4mSUDc3txTbJewrXpUqVWjQoAGurq5ER0czZswYXnvtNYoXL07//v1xc3Nj1apVuLq68uijjybpN/61djfJtUhO0j1ZIvlQSEgI4eHh9kQh/kPO2LFj6dixY7LH3J5UZNTzzz9P9+7dWbFiBWvXrmXixInMnDmTjRs3Uq9evbvqO56Dg0Oy29PzzXBKHnzwQX788UeCgoIS3YNxN3/YExZMSCgz458xYwYTJ05k6NChTJs2jaJFi2KxWHj++eft1zuhlO7TGDRoEN999x3btm2zf9v8zDPPJEl8bxcQEMDjjz9Oz549GTduHCVLlsTBwYGZM2faP0xnNZvNhmEY/Pzzz8k+t7ffM5Xcc3DlyhVatWqFl5cXU6dOpXLlyri6urJ9+3ZeeumlZJ/LrJAVr+2UTJkyhY8++og33ngj3QlAsWLFgOSTvvjRqn79+iV77ObNm2nTps0dRpu8lN6fKb33krv2v/76Kw899BAtW7bko48+okyZMjg5OfH555+nWLQjNffeey8NGjQgICCAQYMGERAQgLOzc4rPS1r69OnDQw89xK5du7BardSvX9++3ly1atUAWLhwIQcPHmT+/PlJ1ke7evUqx48fp2TJkvZ7uW5XpkwZIHb09XZnzpxJdG9nmTJl7DMebm8HJLkPNKF3330XR0dHRo4cyalTp9i6dSvHjh2jQoUKzJo1i0qVKhESEkLZsmXtx8S/1tK6X1Akt1KSJZIPffXVVwD2hKpSpUpA7FS8du3apXps5cqV2bt37x09buXKlRkzZgxjxozh0KFD1K1bl7fffjtJlcN45cuXZ/fu3dhstkQf6uOnaKW04GlmiomJAbAvvFm+fHlsNhuHDh2yj6hB7MKgV65cSRRTkSJFkiyQGx0dnewHlvSI7/vQoUP2awaxU6hu/3C7dOlS2rRpk6Rox5UrVzL0oaRTp06UKFGCRYsW0bhxYyIjI9P1wXvp0qVUqlSJ5cuXJ/rAGz8yGi8zvoVOqY/KlStjmiYVK1a0f+jMqMDAQMLCwli+fDktW7a0bz927Fi647hd/HU8ePBgkn0HDhygePHieHh43FG8d2vOnDlMnjyZ559/npdeeindx9WoUQNI+rxcv36dH374gUceeYQ+ffokOW7UqFEsWrSINm3aULlyZQD27t2b4u+h+Nd9Wr+DknvvQdLR79QsW7YMV1dX1q5dm2ga3Oeff56oXeXKlbHZbPz777/UrVs31T4HDRrE6NGjOXPmDF9//TVdu3ZNdoplejk7Oycaofrll18A7M/fyZMnuXXrFs2aNUty7MKFC1m4cCHff/89PXv2TLb/WrVq4ejoyN9//50oGYyOjmbnzp2JttWtW5dNmzYRERGRqPjFn3/+ad+fnDNnzvD666/z3Xff4ejoaJ8aGJ+Uxf/39OnTiZKsY8eO2UfoRfIiTRcUyWc2btzItGnTqFixIgMHDgRiy+G2bt2a+fPnJ5sAJCwj/vDDD7Nr165kq+il9K16ZGSkfcpIvMqVK1OoUKFkp5fE69KlC2fPnk1UXS8mJoYPPvgAT09PWrVqlfrJZoIff/wRwD5lqkuXLgBJ7m945513ABKNdlWuXJktW7Ykavfxxx+n+G16Wtq1a4eTkxMffPBBouc6uXstHBwcklyP7777LtlvmlPj6OjIgAED+Pbbb/niiy+oXbt2uqr/xY+8JIzhzz//5Pfff0/ULv4b9OQ+EKdXfEJyex+9e/fGwcGBKVOmJHkuTNO030eUmuTOIzo6mo8++ijZONIzfbBMmTLUrVuXL7/8MlHMe/fuZd26dfbXWHZbsmQJo0aNYuDAgfbXc3r5+vpSrlw5/v7770Tbv//+e65fv86IESPo06dPkp9u3bqxbNkyoqKiqF+/PhUrVmT27NlJrmX881+iRAlatmzJZ599xsmTJ5NtA7HvvfDwcHbv3m3fdubMmQxV/3RwcMAwjETv1+PHjyepaNezZ08sFgtTp05NMrJ5++tuwIABGIbBc889x9GjR5Pc25jeEu7JOXToEPPmzaNbt272LxX69+/P999/n+QHYn+Xff/99zRu3Njex4EDBxI9r97e3rRr146AgIBE95J99dVXXLt2jb59+9q39enTB6vVyscff2zfFhUVxeeff07jxo0pV65csnG//PLLtGzZkk6dOgHYq3rGPw/xyxqULl060XH//PMPTZo0yeCzJJJ7aCRLJA/7+eefOXDgADExMZw7d46NGzeyfv16ypcvz8qVK+03JEPsN9jNmzendu3a/O9//6NSpUqcO3eO33//nZCQEPv6SuPGjWPp0qX07duXoUOH0qBBAy5dusTKlSuZN29esvdvBAcH8+CDD9KvXz/uvfdeHB0d+f777zl37hz9+/dPMf5hw4Yxf/58Hn/8cf755x8qVKjA0qVL+e2335g9e3a61v/JiF9//dWeDMaf0+bNm+nfv7/9m/r777+fwYMH8/HHH9unkgUFBfHll1/Ss2fPRNOennzySYYPH87DDz9M+/bt2bVrF2vXrr3j6S0lSpRg7NixzJw5k27dutGlSxd27NjBzz//nKTPbt26MXXqVIYMGULTpk3Zs2cPixYtSjQCll6DBg3i/fffZ9OmTekuGd6tWzeWL19Or1696Nq1K8eOHWPevHnce++99lFBiJ2mde+997JkyRKqVatG0aJFqVWrVobuuWnQoAEQW0a9f//+ODk50b17dypXrszrr7/O+PHjOX78OD179qRQoUIcO3aM77//nmHDhqW5ZlDTpk0pUqQIgwcPZtSoURiGwVdffZXsFwoNGjRgyZIljB49mkaNGuHp6Un37t2T7ffNN9+kc+fONGnShCeeeMJewt3b2ztD64SlJTw83F644rfffgPgww8/pHDhwhQuXJiRI0cCEBQUxKBBgyhWrBgPPvhgooIU8c9DWq+dHj168P3332Oapn1Ub9GiRRQrVoymTZsme8xDDz3EJ598wurVq+nduzdz586le/fu1K1blyFDhlCmTBkOHDjAvn37WLt2LQDvv/8+zZs3p379+gwbNoyKFSty/PhxVq9ezc6dO4HY5OKll16iV69ejBo1isjISObOnUu1atXSXXila9euvPPOO3Tq1IlHH32U8+fPM2fOHKpUqZIoeatSpQqvvvoq06ZNo0WLFvTu3RsXFxf++usvfHx8mDlzpr1tiRIl6NSpE9999x2FCxdO9KUMpL+EO8ROP+zbty/33HMPx44dY+7cuRQtWpR58+bZ29SoUcP+u+t2FStWTDKCVbNmTVq1amWfdgixyyA0bdqUVq1aMWzYMEJCQnj77bfp0KGDPTECaNy4MX379mX8+PGcP3+eKlWq8OWXX3L8+PEkI+rxgoKCWLJkSaLns0KFCjRs2JDHH3+cJ554ggULFtC4ceNEswTOnz/P7t27GTFiRJrPk0iulZ2lDEUkc8SXBI//cXZ2NkuXLm22b9/efO+99+ylz2935MgRc9CgQWbp0qVNJycn09fX1+zWrZu5dOnSRO3CwsLMkSNHmr6+vqazs7NZtmxZc/DgwebFixdN00xasvrixYvmiBEjzBo1apgeHh6mt7e32bhxY/Pbb79N1O/tJdxN0zTPnTtnDhkyxCxevLjp7Oxs1q5dO1Ep7ISPl1yJeNJRHjy5Eu7Ozs5mjRo1zOnTp5vR0dGJ2t+6dcucMmWKWbFiRdPJycksV66cOX78+ETlvE0ztmzzSy+9ZBYvXtx0d3c3O3bsaB4+fDjFEu63l9yPj2vTpk2J+pwyZYpZpkwZ083NzWzdurW5d+/eJH3evHnTHDNmjL1ds2bNzN9//z3Jc5xcSfTk3HfffabFYjFDQkJSbRfPZrOZM2bMMMuXL2+6uLiY9erVM3/88cdkS2tv27bNbNCggens7Jzm9Uop3mnTppm+vr6mxWJJUqZ82bJlZvPmzU0PDw/Tw8PDrFGjhjlixAjz4MGD9jatWrUy77vvvmQf87fffjMfeOAB083NzfTx8TFffPFFc+3atUmuzbVr18xHH33ULFy4sAnYzzO5Eu6mGVv2vFmzZqabm5vp5eVldu/e3fz3338TtYkvOX7hwoVE2+NfM2mVY49/7OR+El6H239n3P5ze+zJ2b59uwmYv/76q2mase9dR0dH87HHHkvxmMjISNPd3d3s1auXfdvWrVvN9u3bm4UKFTI9PDzMOnXqmB988EGi4/bu3Wv26tXLLFy4sOnq6mpWr17dnDhxYqI269atM2vVqmU6Ozub1atXNwMCAlIs4Z5SOfNPP/3UrFq1quni4mLWqFHD/Pzzz5PtwzRN87PPPjPr1atnuri4mEWKFDFbtWplrl+/Pkm7b7/91gTMYcOGJdmX3hLuphlbrr1cuXKms7Oz6ePjYw4fPjzd5cxTOmcgye9g0zTNX3/91WzatKnp6upqlihRwhwxYkSyf0du3Lhhjh071ixdurTp4uJiNmrUyFyzZk2yMdhsNrNx48bm6NGjk+w7fPiw2bJlS9PT09Ns2bKleeTIkUT7586da7q7u6f4t0wkLzBMMwvuqhURkTylXr16FC1alA0bNuR0KJKLPfjgg/j4+Njv+5SkfvjhB3r27MmWLVvsy0xIxtSrV4/WrVvbF/4WyYuUZImIFHB///03jRo14osvvmDw4ME5HY7kYn/++SctWrTg0KFD2VKYJi/q1q0b+/fv5/Dhwyo/fgfWrFlDnz59OHr0KCVLlszpcETumJIsEZECau/evfzzzz+8/fbbXLx4kaNHjya6j09E0m/x4sXs3r2bmTNn8t577zFq1KicDklEcpAKX4iIFFBLly5l6tSpVK9enW+++UYJlshdGDBgAJ6enjzxxBM888wzOR2OiOQwjWSJiIiIiIhkIq2TJSIiIiIikomUZImIiIiIiGQi3ZOVBpvNRmhoKIUKFVKVIBERERGRAsw0Ta5evYqPjw8WS8rjVUqy0hAaGkq5cuVyOgwREREREcklTp06RdmyZVPcryQrDYUKFQLgs89O4e7ulcPRiIiIiIhITomMjGDo0HL2HCElSrLSED9F0N3dS0mWiIiIiIikeRuRCl+IiIiIiIhkIiVZ6bRkCQQF5XQUIiIiIiKS22m6YHrt20vghaYEB0O1auDnl9MBiYiIiIhIbqQkK52+uO8t3rzwLMGh1QgM9QWUaImIiIhIZjKxWGIwDCtaOSj7mSaYpgM2myNwdxdASVZ6PfII05bPY1VofYLwI3BZHYKDi2lUS0RERETumsUSjZfXGdzcIpVg5SDThBs33ImIKIPN5nzH/SjJygh/f7oHBdE9eB4Tw/oSHNqEwFBfgoPB3z+ngxMRERGRvMlG8eLH8PR0oEgRHxwdnbnbkRS5EyYxMdFcvnwBZ+djnD9flTstYaEkK6P8/MDPj2lBQawKPEIQfgSHViMgwFejWiIiIiKSYQ4O0Tg62ihevBwuLu45HU6B5uzshoODEzdvnsDBIRqr1fWO+lF1wTvl50f31teY5jMPfwJgz24CAyEgQFUIRURERCT94qcHGkbmfDQ3DLBY0LTDOxR/He7m+VOSdTf8/GKnELa+xpLa02nNJgg9TWCgEi0RERERyT6GAc7OUMjtFt7e4OUF3t6x/3Z2VsKV3TRdMDPETyEMUGEMEREREclejo7g4RoT+49ly2HpUrh8GYoUwdKnD24PP4ybM1y/6UhMTM7GWlBoJCszxY1qTfOZl2hUKyAgpwMTERERkfzI0RE83G2wbh1G2bIY/fvHJlkbNsDSpRj9+2OULQvr1uHhbsMxh4ZYihQxWL16Rc48eA5QkpXZ4qYQTnt4F/4E2JMt3aslIiIiIpnJMOJGsNaswXjoITh3LvmG587F7l+zBg/XmEyfOnju3FlefPFZ6tatRKlSLtx3Xzn69+/O5s0bMveB7pBpmsyYMYkaNcpQpowbPXu248iRQ1n6mEqysooKY4iIiIhIFnJyiv2vMXQoWK2pN7ZaMZ54ItFxmeHkyeO0adOAX3/dyNSpb/Lbb3tYunQNLVq0Ydy4EZn3QHfhvfdmMX/++7zzzjzWr/8Td3cPHn64Izdv3syyx1SSlZVUGENEREREsoiLwy1YtizlEazbnT0Ly5fHHpdJxox5BsMw+OWXIB566GGqVKlGzZr3MWLEaNav/yPF41577SUaNqyGj487detWYvr0idy69V9ce/bsonv3NpQrV4h77vGidesG7NjxNwAnT56gf//uVKhQBF9fD5o0uY91635K9nFM02TevNmMHTuBLl16UKtWHebOXcjZs6FZOn1RhS+ygwpjiIiIiEgGFS6cVgun2PuvMsBYuhSHfv0o7JL8/itX0t/X5cuX2LBhDRMmTMfDwyPJfm/vwikeW6hQIebM+YIyZXzYt28Pzz//Pzw9C/Hccy8CMGzYQOrUqcfbb8/FwcGBPXt24ugYOwQ3btwIbt2KZvXqLXh4eHDgwL94eHgm+zgnThzj3LmztG7dLkFc3jRo0Ji//vqdhx/un/4TzgAlWdnJ35/uQUF0D57HxLC+BIc2ITDUl+Bg8PfP6eBEREREJM+5fDlr26fi6NHDmKZJtWo1Mnzs2LET7P9/zz0VOHx4LMuXL7YnWadPn2TUqHH2vitXrmpvHxJykoceepj77qsNQIUKlVJ8nHPnzgJQokSpRNtLlizF+fNnMxx3einJym7xo1pBQawKPEIQfgSHViMgwFejWiIiIiJil9qokmHEroNFkSIZ6zSufXg4mOYdhwbETsW7U8uXL2H+/Pc5fvwI169fIyYmhkKFvOz7n3lmNKNGPcmSJV/RqlU7evbsS8WKlQF46qlRjBnzNBs3rqN163Z07/4wtWrVubuTyWS6JyunqDCGiIiIiNwh0wRr1C3MPn0ydlyfPrHH3WWCBbGjS4ZhEBx8IEPHBQX9zrBhA2nfvguLF//I5s07GDPmVaKjo+1tXn55Mr//vo8OHbry668beeCBe/nxx+8BGDToSXbsOMojjzzGv//uoW3bhnz88QfJPlapUqUBuHAh8X1r58+fo2TJ0hmKOyOUZOUkFcYQERERkTsUZXWChx+GUqXSbgxQujT07h17XCYoUqQobdt25NNP53D9+vUk+8PDryR7XFDQNsqVK8/Ysa9Sr15DKleuyqlTJ5K0q1KlGs888wLLl6+jW7feLFr0uX1f2bLlGDp0OF99tZwRI8bw5ZefJPtY5ctXpFSp0onKyUdERPDPP3/SqFGTDJ5x+inJyg3i19aKG9VqzSYCl4VpVEtEREREUhRfjM/87DNwcEi9sYMD5qefJjouM7z11hysVivt2vmxcuUyjhw5xMGD+5k//306dEg+ialUqSohISdZtmwxx44dYf789+2jVAA3btxg3LiRbN0ayMmTJ/jjj9/YseMvqlWrCcD48c+zYcNaTpw4xq5d29m6dRPVq9dM9rEMw2D48Od5663X+emnlezbt4ennx5E6dI+dO3aM/OeiNvonqzcRIUxRERERCSdTBOu33TEo1MnzJUrY9fBOptMMYfSpWMTrE6duB5pyZSpgvEqVKhEYOB23n57OhMmjOHcuTMUL16C++9vwNtvz032mC5dHuLpp1/gxRdHEh0dRfv2XRk3biJvvDEZAAcHBy5dCmP48EFcuHCOYsWK061bb8aPnwKA1Wpl3LgRhIaGUKiQFw8+2IkZM95NMcbnnnuRyMjrvPDCMMLDr/DAA81ZunQNrq6umfdE3MYw7+aOtQIgIiICb29vwhcvxsvdPfseOCiIVYGesYUxqAY+KowhIiIikh85Ot6kZMljlCtXEWfnjH/wd3QED9eY2H8sX46xdGlsFcEiRWLv2erdG4hNyGJiMjPy/Ck6+ianTh3j/PmKxMQkvh6RkRH07+9NeHg4Xl5eKfSgkazcy8+P7sSOaq0KrU/Ans4EhtYhOBglWyIiIiJiFxMDEdcdcXIClx69cOjXz77PFnWLqGhHEtSUkGygJCs3iyv3HjuFcDoTQ4cTHFqNwFBf+24RERHJeqZpcvz4biIiLlKixD34+FRN+6BczGq1cuTIP9y4cQ1f32oUL172jvo5fTqYixdP4eVVggoVamMYRiZHKullmhAdDdE4YdyMLfFummCamVPkQjJGSVZeEL+2VkDsqFYQfgQuq0NwcDGNaomIiGSxv/76kc8/H09IyF77turVmzNs2DtUrdooByO7M2vXfsI337zOpUsn47YYNGjQlaeeeo/SpVNe1DWhAwf+YMGCMQQHb7NvK1euDkOHvkGDBp2zIGrJiNjkKqejKNjyVHXBLVu20L17d3x8fDAMgxUrVqR5TGBgIPXr18fFxYUqVarwxRdfZHmcWSau3Ps0n3mJyr0HBOR0YCIiIvnT1q3fMW3aQ5w+7QOsBY4A33HoUCQvv9ya4OC8VQZ46dI3mDNnGJcutQC2AoeBT9ixYx9jxzbjwoWTafQABw78ziuvtOHw4WhgKbHPyc+EhJRg6tRu/PHHiqw8BZE8IU8lWdevX+f+++9nzpw56Wp/7NgxunbtSps2bdi5cyfPP/88Tz75JGvXrs3iSLNQfLn3h3fZy70Telrl3kVERDJZTMwt5s0bBfTGNH8GOgCVgD7YbFuxWmvyySdjcjbIDLh8+SwBAZOAl4AAoBlQGXgCm+0Prl2z8M03U9LsZ/7857Fa62Cz/Qo8TOxz0gnTXItpdmPu3GexWlVdQQq2PJVkde7cmddff51evXqlq/28efOoWLEib7/9NjVr1mTkyJH06dOHd99NucRjnuHnZx/V8icA9uy2j2op2RIREbl7//zzMxERZ4HJJP3I5IbN9jIHD24lJORg9gd3BwIDAzBNR+DlZPaWxGYbQWDg10RFRabYx4kTezlyJAjTfAW4vQqeA/Aaly+HsHPn+swLXCQPylNJVkb9/vvvtGvXLtG2jh078vvvv6d4TFRUFBEREYl+cq24Ua3ura+xpPb0RFMIlWiJiIjcnQsXTmAYLkCtFFo0tLfLC86fP4HFUgUonEKLhsTE3CQ8/EKKffw3nbBhCi3qAQbnz+eN5yS/MgywWGL/KzkjXydZZ8+epVSpUom2lSpVioiICG7cuJHsMTNnzsTb29v+U65cuewI9e7ETyGMG9VqzSYCl4VpVEtEROQueHmVwDSjgJTuUzpsb5cXeHkVxzRPATdTaHEYw7Dg6Vkk1T5iHUqhxTHATNBOsothgLMzuLmBtzd4ecX+180tdrsSruyVr5OsOzF+/HjCw8PtP6dOncrpkNJPhTFEREQyTaNG3XBxKQS8ncxeG4bxNj4+91KpUt1sjuzOtGr1KDbbFeDTZPbewGL5kEaNHsLdPeUFVqtUaUipUlWJfU6SK1/3Fm5uhWnYsEumxCzp4+gIHh6xydSKFdC3L7RrF/vfFStit3t4xLaT7JGvk6zSpUtz7ty5RNvOnTuHl5cXbm5uyR7j4uKCl5dXop88RYUxREREMoWbmycDBkwE3geeB+K/eP0X6I9pruHxx2fkmbWhfHyq0r79kxjG88AMIIzYROl3DKMzDg7HGTBgUqp9WCwWhgyZCfwIPAociNtzEhgJzOXRR1/DxcU9q05DbuPoCO7usG4dlC0L/fvD0qWwYUPsf/v3j92+bl1su5xKtIoUMVi9ekXOPHgOyNdJVpMmTdiwYUOibevXr6dJkyY5FFE2UmEMERGRu9ar11gef3wWLi6fAfdgGG7AfRQqtIWxY7/hgQd65HSIGfLMM3Pp1m0EDg5TgBJx59OU4sVDmDJlDZUr10uzj6ZNH2b06AA8PTcANeP6KI+Ly1c88cQ7PPTQc1l8FhLPMMDVFdasgYcegtvGFuzOnYvdv2ZNbPvM/l7g3LmzvPjis9StW4lSpVy4775y9O/fnc2bN6R9cDZYtWo5vXt3oFKlYhQpYrBnz84sf0zDNPPOUmXXrl3j8OHY+c/16tXjnXfeoU2bNhQtWpR77rmH8ePHc/r0aRYuXAjElnCvVasWI0aMYOjQoWzcuJFRo0axevVqOnbsmK7HjIiIwNvbm/DFi/Fyz6PfygQFQXAwE0OHE0w1QvGldWstYiwiIpJekZFX+euvVYSHX6BkyfI0aNAFJyfnnA7rjoWHX+Cvv37kxo2rlC1bk/vvfxCLJWPfvd+6FcXff//EhQsn8fYuSePGD+Hq6pFFEedvjo43KVnyGOXKVcTZ+faqjSlzdo79KVs25QQrodKl4dQpiI6O/ckMJ08ep1OnZnh7F2b8+Knce29tbt26xcaNa/nyy48JCood7SxSxCAg4Hu6du2ZOQ+cAYsXf8XJk8coXdqH5577H1u27KB27bopto+OvsmpU8c4f74iMTGJr0dkZAT9+3sTHh6e6oy3PDUz8++//6ZNmzb2f48ePRqAwYMH88UXX3DmzBlOnvzv5tSKFSuyevVqXnjhBd577z3Kli3LggUL0p1g5Rt+fuDnx7SAeawKrU8QfgQuq0NwcDGqVVOyJSIikhZ390K0avVoToeRaby9S9Cu3ZC76sPJyYUmTdK3rI5kDQcHWLYsfQkWwNmzsHw59MjEAdgxY57BMAx++SUID4//kuyaNe/D339oise99tpLrF79PaGhIZQsWZq+fQfy4ouTcHJyAmDPnl288srz7Nz5N4ZhUKlSVd59dz716jXk5MkTvPjiSP74Yyu3bkVzzz0VmDLlTTp0SP5ewP79HwNiE8LskqeSrNatW5PawNsXX3yR7DE7duzIwqjyEH9/ugcF0T14HquoT0CoP4GhvgQHg79/TgcnIiIiIgkVLpx2m6VLM9bn0qXQrx+4uCS//8qV9Pd1+fIlNmxYw4QJ0xMlWPG8vQuneGyhQoWYM+cLypTxYd++PTz//P/w9CzEc8+9CMCwYQOpU6ceb789FwcHB/bs2YmjY2wCNm7cCG7dimb16i14eHhw4MC/eHh4pj/wbJCnkizJBHGjWt2DgiAwgCD8CA6tRkCAr0a1RERERPKYy5eztn1qjh49jGmaVKtWI8PHjh07wf7/99xTgcOHx7J8+WJ7knX69ElGjRpn77ty5ar29iEhJ3nooYe5777aAFSoUOluTiNLKMkqqPz86E7cqFZofQL2dCYwtA7BwSjZEhEREckFUhtVMozYdbCKpLysWbLi24eHw91WZrib0g7Lly9h/vz3OX78CNevXyMmJoZChf67x+mZZ0YzatSTLFnyFa1ataNnz75UrFgZgKeeGsWYMU+zceM6WrduR/fuD1OrVp27O5lMlq+rC0oa4sq9d299jSW1pydaW0sVCEVERERyL9OEqCjo0ydjx/XpE3tcZpS+q1y5KoZhEBx8IO3GCQQF/c6wYQNp374Lixf/yObNOxgz5lWiE1TjePnlyfz++z46dOjKr79u5IEH7uXHH78HYNCgJ9mx4yiPPPIY//67h7ZtG/Lxxx/c/QllIiVZ8t/aWnHl3luzicBlYSr3LiIiIpKLWa3w8MNQqlT62pcuDb17xx6XGYoUKUrbth359NM5XL9+Pcn+8PAryR4XFLSNcuXKM3bsq9Sr15DKlaty6tSJJO2qVKnGM8+8wPLl6+jWrTeLFn1u31e2bDmGDh3OV18tZ8SIMXz55SeZc1KZREmW/CduVGuazzxeLLbAPqoVEJDTgYmIiIjI7W7div3vZ5/FVhpMjYMDfPpp4uMyw1tvzcFqtdKunR8rVy7jyJFDHDy4n/nz36dDh+TXpq1UqSohISdZtmwxx44dYf789+2jVAA3btxg3LiRbN0ayMmTJ/jjj9/YseMvqlWrCcD48c+zYcNaTpw4xq5d29m6dRPVq9dMMcbLly+xZ89ODhz4F4BDhw6yZ89Ozp07m3lPxG2UZEliCaYQxo9qEXpao1oiIiIiuYxpws2b0KkTrFwZO1KVnNKlY/d36hTbPjNXya1QoRKBgdtp3rwNEyaMoWnTWvTu3Z7Nmzfw9ttzkz2mS5eHePrpF3jxxZG0bFmXP//cxrhxE+37HRwcuHQpjOHDB9GoUTWGDu1Hu3adGT9+CgBWq5Vx40bQuHFN+vTpROXK1XjrrY9SjPHnn1fSsmU9HnmkKwBPPNGfli3r8fnn8zLvibhNnlqMOCfki8WI71TcIsarQusTENaZ0GJ18PFRYQwRERGRzHSnixH/dzy4xh22fHlsmfbLl2OLXPTpEztFEGITrJiYTAw8nypwixFLNktQ7r178HQmhg4nOLQagaG+9t0iIiIikrNiYuD6dXByil1ouF+///ZFRUF0dOyPZB8lWZK2uGRrWkBsufcg/AhcVofg4GIa1RIRERHJBUzzv0Tq5s3YEu+mmblTAyX9dE+WpJ8KY4iIiIjkeqYJNpsSrJykJEsyRoUxRERERERSpSRL7oyfn31Uy58A2LPbPqqlZEtEREQk/eJHnFSPLneIvw53czmUZMmdSzCqtaT2dPuoVmCgEi0RERGR9LLZnLDZIDo6MqdDEWKvg80We13ulApfyN1TYQwRERGRO2aaDly7VpiLF88D4OzsjmEYORxVwWOaJtHRkVy8eJ5r1wpjmmms8JwKJVmSefz948q9z2MV9QkI9Scw1JfgYPD3z+ngRERyt5CQA6xd+wkhIQdwc/OkadOHeeCBXjg63vk3qQJXrpzn88/HsXPnemw2K2XL1mDIkLeoVq1RTocmksi1a7ErCcfEnMeiuWY5xmaDa9cK26/HndJixGko0IsR342gIFYFehKEH8FUAx9fjWqJiKRgyZLXWbRoIhZLcWy2ZlgsZ7DZgihXrjZTp66hWDGfnA4xT/r99+95443+mOYtoDngBWwEbtKx4zBGjJiXswGKJMMwrFgst9BAVvaLrcrolOoIVnoXI1aSlQYlWXchKAiCg1kVWp+AsM6EFquDjw9KtkREEti8+RvefvtRYBLwCuASt+cfLJYeVKjgw7vv/qmpQxl05cp5Bg8uh2lWBX4AKsftiQCeA75kxIh5dOw4LMdiFJG8J71JlgYjJeuoMIaISKpM02Tp0lkYRmdgCv8lWAANsNm+4OjRv9i7d3MORZh3ff75uLgRrIQJFsSOZi0AqvDNN9NyJDYRyf+UZEnWi0u24su9t2YTgcvCVO5dRAq8K1fOceLETkzz8RRaPIiDgy9///1TdoaVL+za9QvQjMQJVjwHYAiXLoVmb1AiUmAoyZLsEzeqNc1nHi8WW2Af1QoIyOnARERyRkxMdNz/FUqhhQF4Jmgn6WW1WokdtUqJJ6A7JkQkayjJkuyVYAph/KgWoac1qiUiBVLRoj54eZUGVqXQ4iBW60GqVGmYnWHlC2XL1gA2EXsPVnJ+wMUltSRMROTOKcmSnOHnZx/V8icA9uy2j2op2RKRgsLBwZEuXZ7CMD4DAm/bG4lhjKBQoZI0a9YnB6LL25544i3gJvAsYL1tbwCwgbZtH832uESkYFCSJTlHhTFEROjbdzy1arXAMNoBfYA5wAQslmo4Of3Byy8vwdnZNYejzHuqVGlI587Dga+A6sB04H3gQeAxSpeuylNPfZiTIYpIPqYS7mlQCfdsFBDAqtD6BOFHYFgdfGoXU7l3ESkQbt2KZt26T1i9ej6hoftxcfGkRYs+9Ow5Jm7am9yp9es/5euvpxAWFgrYcHHxom3bR3nqqQ+xaMVXEckgrZOVSZRkZbOEa2vhTyi++PiAv39OByYiIiIiBZ3WyZK8SYUxRERERCSPU5IluZMKY4iIiIhIHqUkS3IvFcYQERERkTzIMacDEEmTnx/4+TEtYN5/hTGW1SE4WIUxRERERCT30UiW5B1xo1rTfObxYrEF9lGtgICcDkxERERE5D9KsiRvUWEMEREREcnllGRJ3qTCGCIiIiKSSynJkrxLhTFEREREJBdS4QvJ+1QYQ0RERERyEY1kSf6hwhgiIiIikgsoyZL8RYUxRERERCSHKcmS/EmFMUREREQkhyjJkvxLhTFEREREJAeo8IXkfyqMISIiIiLZSCNZUnCoMIaIiIiIZAMlWVKwqDCGiORiN25cIyTkABcvhtxxH1arldDQw4SGHsJqjbnjfsLCThMScoAbN67dcR/Xrl3m1Kn9XLly/o77yE2uXDnPqVP7uXbtSo7GYbXGEBp6iNDQw1it1hyNJb9dY8ka0dE3CQk5yLlzxzFNM6fDyRaaLigFk58f3Qmie3DsFMKAPZ0JDK1DcDCaQigi2S48/AIBARPYuDGAW7ciAahSpTEDBkykUaOu6erDarXyww/v8MMPH3D58ikAihQpy0MPPUvPnmNwcHBIVz9///0TX389jcOH/wDAycmdNm0G4u//OoULl0xXH6Ghh/jqqwn8/vtybLbYRO/++zvi7z+F6tUbp6uP3OTgwT8JCJjErl3rALBYHGna9GH8/V/Hx6dKtsVhtcawYsXb/PDDB1y5chqAokXvoUePZ3nooRfSfY0zw+nTwSxc+Cp//PE9phmb6NWt24nHHptG1aoNsy0Oyd1u3LjGN99MZu3aT7lx4woAZcvWol+/l2ndemDOBpfFDLOgpJN3KCIiAm9vb8IXL8bL3T2nw5GsEBQEwcFMDB1OMNUIxZfWrZVoiUj2iIi4yJgxTblw4RI22yigNXAWw5iLaQYyatRntGs3JNU+TNPk7bcfY8uWb4DHgUfi9nyLYXxBs2Z9GTt2ERZL6hNYNm5cyOzZj2MYLTHNpwEfIBCL5X2KFy/MW2/9lmaiFRJygHHjmnPjRiFstueB+sAhLJb3MYwDTJnyM3XqtEnzecktdu3ayOTJXTDNGthszwFVgO1YLLNxc7vKm29upWzZGlkeh81m4623BvLbb99hmkOAfoAJLAG+oFWrRxk9eiGGYWR5LCdP/suLL7bg5k3vuGtcDwjGYnkPi+UQU6eupVatllkeh+RuN29e55VXHuTo0X3YbM8AnYFwDOMzTHMl/v7T6dfvlZwOM8MiIyPo39+b8PBwvLy8UmynJCsNSrIKkICA/wpjhNXBp7YKY4hI1ps3byRr1nyDzRYEVE6wxwSexMlpMV9+eRpPz8Ip9vHXX6uZNq0b8A3Q/7a93wH9ePXVH2jc+KEU+7h+PZzBg32Jju4DfEbiOwqOYrH40aFDX555Zm6q5zNhQgf27j2JzfY7UCTBnigMozPFi5/gk08OpZnw5QZWq5X//a8qYWEVMc2fAJcEey9hsTShdu0KTJu2Nstj+eOPH5gxoyex17PPbXu/AR5l0qTVNGzYJctjGT++Lfv3n8Vm2wYUTrDnJobRkZIlzzB//oE8cY0l63z33UwCAqZgmr8BDW7bOxGYzvz5hyhTpnIyR+de6U2y9OoXiafCGCKSzaKjb7Jhw8K4b3lv/6BhANOJiYlm8+ZFqfazZs3HWCwNSZpgAfTFYvFjzZpPUu1j8+avuXUrCphB0o8HlbDZRrBxYwBRUZEp9nH27DF2716PzTaBxAkWgAumOYMLF46ya9eGVGPJLXbv3sDFi8cwzZkkTrAAimKzvcquXes4d+54lsfy888fY7E0JmmCBdAfi6U+P//8cZbHERp6iH37NmGzTSRxggXgimlO59y5Q+zduznLY5Hc7aefPsY0HyVpggUwHoulMOvXf5rdYWUbJVkiCakwhohko8uXzxIVdRVokUKL0jg4VCc0NDjVfk6ePIjNllIfYLO15NSp1PsIDQ3GYqlC7BTB5LQkOvoaly+fTbGPM2cOxf1fSrE0xjCc0jyf3OL06WAMwxlolEKL2ClxoaGHUtifeUJCglO5xgY2W0tCQrL+ef3vXFOKpRlg5JlrLFkjJuYWYWHHSfl14o5pNsrXrxMlWSLJ8fOzj2r5EwB7dttHtZRsiUhmcXePn2pyOoUWt7DZzuLmlvKUFABPT+9U+gAIwcMj9T7c3b0xzfNAdIp9ALi5FUq1j1gpxXIe07yV4LxzN3d3L0wzGriQQosQe7us5uGR9jXOjjjSvsZnADPN16zkbw4Ojjg5uZHy68TEYgnJ168TJVkiKUkwqrWk9nT7qFZgoBItEckchQoVpXbtB7FYPgKSK7e+BJstjObN+6XaT8uW/TCMFcCpZPaGYBjf06pV6n00a9YHm+0Ssff33M6KxfIR993XBm/vEin2UaVKQ4oVKw98kEKLOTg5udGoUbdUY8ktGjXqhqOjKzAnhRYfUrx4RapUyfpqeq1a9cUwlpP8h9aTGMYPaV7jzFC9emOKFClLytf4Q5yc3LPl3jDJvQzDoHnzvlgsC4DkphgHYrX+m+bvtrxMSZZIWuKSrfhRrdZsInBZmEa1RCRTDBgwEdPcAQwAjsVtjQK+wGJ5igceeJgKFWqn2kf79kMpXLgUFkt74Fdii2aYwFYslg4ULlyC9u2fSLWP8uVr0aRJXyyWZ4gtfBEVt+cY8Cim+TcDBkxMtQ8HBwcGDnwNWAw8D8SvnRQB/B8wnR49nsfT8/b7tXKnQoWK0qPHc8DrwCzgatye88BzwBIGDpyULaXT27d/Em/v4lgsHYDf+O8ab8Fi6UCRImVo125olsfh4ODIo49OAhYBo/lvlC+C2Pv53qB37zFxI29SkD388Is4OFzAMLoD++K2xgDLsVj6UbVqE+rV65CDEWYtVRdMg6oLSiJx5d5XhdYnAH9C8cXHB/z9czowEcnLtm1bxnvvPcmNG+E4OFTENMOw2cJp2rQfL7zwOS4uaf/9CQ09xLRpvTh9eh8ODmUAA6s1FB+fe5k48Xt8faul2UdU1A1mzx7Cb78twWLxwjCKY7Uew9XVi+eeW0CzZskVXUjqhx/e5csvX8FqteLgcA822xlM8ybduz/HkCFvZut6TnfLarXy2Wdj+fHH9zEMVyyWMlitJ3FwcGDw4Jn06PF8tsUSEnKQ11/vRWjofhwcfAATq/UMZcvWYsKE5fj4VM22WL7//m2++upVrFYTB4dyWK2hQDQ9e77A4MH/p8qCAsDevZt5443+REScxcGhAqZ5FZstjNq12/HSS4vx8iqW0yFmmEq4ZxIlWZKsoCBWBXoShB/BVAMfX5V7F5G7cvPmdX777TtCQg7g6upJ06YPU65czQz1YbPZ2LVrA/v2xVZ2u+++ltx/f7sMf+ANCTnAtm3LuHHjKmXL1qBZs764unpkqI+rVy+xZcs3XLhwEm/vErRo0Z/ixctmqI/c5MKFU2zduoTw8AuUKHEPLVsOoFChotkeR+w1/oW9ezdjGAa1arWmTp22OZLURESEsWXLN1y8eApv75K0bNmfYsV8sz0Oyd1u3Yrmzz9XcOTIDpydXWnUqBtVqiRXcTBvUJKVSZRkSYoSjmqFdSa0WB18fFCyJSIiIpJP5dt1subMmUOFChVwdXWlcePGBKVxU8zs2bOpXr06bm5ulCtXjhdeeIGbN29mU7SSr6kwhoiIiIgkwzGnA8iIJUuWMHr0aObNm0fjxo2ZPXs2HTt25ODBg5QsWTJJ+6+//pqXX36Zzz77jKZNmxIcHMzjjz+OYRi88847OXAGki/5+YGfH9MC5rEqtD5B+BG4rA7BwcU0qiUiIiJSAOWp6YKNGzemUaNGfPjhh0DsvORy5crx7LPP8vLLLydpP3LkSPbv38+GDf+tLD9mzBj+/PNPtm7dmq7H1HRByRAVxhARERHJt/LddMHo6Gj++ecf2rVrZ99msVho164dv//+e7LHNG3alH/++cc+pfDo0aP89NNPdOmS8toNUVFRREREJPoRSbcEUwjjy70Telrl3kVEREQKkDwzXfDixYtYrVZKlSqVaHupUqU4cOBAssc8+uijXLx4kebNm2OaJjExMQwfPpxXXnklxceZOXMmU6ZMydTYpQDy86M7QXQPjp1CGLCnM4GhdQgOVmEMERERkfwuz4xk3YnAwEBmzJjBRx99xPbt21m+fDmrV69m2rRpKR4zfvx4wsPD7T+nTp3KxoglX1FhDBEREZECKc+MZBUvXhwHBwfOnTuXaPu5c+coXbp0ssdMnDiRxx57jCeffBKA2rVrc/36dYYNG8arr76a7JoSLi4uuLi4ZP4JSMGlwhgiIiIiBUqeGclydnamQYMGiYpY2Gw2NmzYQJMmTZI9JjIyMkkiFb/KfB6q9yH5Rdyo1jSfebxYbIF9VCsgIKcDExEREZHMlGdGsgBGjx7N4MGDadiwIX5+fsyePZvr168zZMgQAAYNGoSvry8zZ84EoHv37rzzzjvUq1ePxo0bc/jwYSZOnEj37t3tyZZItoob1eoeFASBAQThR3BoNQICfDWqJSIiIpJP5Kkk65FHHuHChQtMmjSJs2fPUrduXdasWWMvhnHy5MlEI1cTJkzAMAwmTJjA6dOnKVGiBN27d2f69Ok5dQoisVQYQ0RERCTfylPrZOUErZMlWS5uba2JocMJphqh+NK6tRItERERkdwmvetk5amRLJF8SYUxRERERPKVPFP4QiTfU2EMERERkXxBSZZIbpJgbS1/AuxrawUEaG0tERERkbxCSZZIbuTnZx/V8icA9uy2j2op2RIRERHJ3XRPlkhulaDce/fg6bGFMUKrERjqa98tIiKps9lsbN++hr///omYmGiqVGlAq1YDcXPzzPZYwsMvsHHjl5w+fRA3t0I0bdqHGjWaYBhGtsci+Ztpmvz771a2bVtGVNR1ypW7lzZtBuHlVSynQyswVF0wDaouKLlGQMB/hTHC6uBTW4UxRERSc+HCSSZP7s6pU7txcKgKFMJq3YmbmxcvvvgNDRp0yrZY1qz5mI8/HoXVamCx1AbOYLWGUKdOe8aP/w4PD+9si0Xyt6tXL/H6673Zv38zDg73ACWx2Xbj4GBhxIh5PPjg4JwOMU9Lb3VBTRcUyStUGENEJN1u3YpiwoSOnD4dAfyG1XoQq/Uf4Bg3bzZj+vReHD++J1tiCQpaxUcfPUVMzBBMMwSrNQir9QSwgr17g5g169FsiUPyP9M0mTGjDwcP7gVWY7Uew2r9C9MMISbmUd57bwg7dqzP6TALBCVZInmJCmOIiKTLtm3LOXPmADbbCqApED8l7x5Mcxk2WylWrHgnW2JZvHgGhtEa+AiIn65lAXpgs33Mjh0/ceTIjmyJRfK3Awd+Z9++TdhsXwBd+O+jfgngEyyWB/j225k5Fl9BoiRLJC9SYQwRkVT9+ecKDOMB4P5k9rpgsz3Ob78tz/I4Ll8+y+HDf2CaT/FfopdQbyyW4vzxx/dZHovkf3/8sQIHBx9iE6zbWbDZ/se+fZu4du1ydodW4CjJEsmrEoxqLak93T6qFRioREtE5ObN65hmiVRalOTWrchsiSNWSrE4YhhFiYrK+lgk/4uKug4UJ+WP+CXj2t3IrpAKLCVZInldXLIVP6rVmk0ELgvTqJaIFGj33HMfFstWIPkPk4axnrJl78vyOIoV88XV1Rv4JYUWx7BaD3HPPVkfi+R/99xzH1brPiA0hRbr8fAojrd3al9ASGZQkiWSX6gwhoiIXceOw7DZrgCvAbcXUl6Haa6ka9fhWR6Hs7MrHToMwWKZC+y7be8tDGMsbm7eNG/eL8tjkfyvVauBODu7AmMB6217d2KxLKBTpydxdHTKgegKFiVZIvmJCmOIiABQpkxlhg59C3gTw2gDfAEsAx7HMLpRv35n2rd/Ilti6d//NXx9y2OxNAGeB1YAH2GxNMQwVvLCC5/j6uqRLbFI/ubh4c3zz3+GYXyLxeIHzCP29TYSi6U5FSrUpG/fV3I2yAJC62SlQetkSZ4VFATBwawKrU9AWGdCi9XBxwetrSUiBcqff65k6dI3OXhwKwDFilWgW7en6dHjhWz9Nv/69XCWLn2DNWsWcP36RcCgQYOu9Os3npo1m2ZbHFIw7N27hW+/ncnOnWsBk0KFStK58//o3fsl3N0L5XR4eVp618lSkpUGJVmS58UlWxNDhxNMNULxpXVrJVoiUrBERkYQExONp2dRLJacm8hjtVq5du0Srq4euLjoc4VkrZs3rxMVFYmnZ1EcHBxyOpx8Ib1JlmM2xiQiOcHPD/z8mBYwj1Wh9QnCj8BldQgOLqZRLREpMNzdU/4wlJ0cHBxUdECyjaurh6ai5hDdkyVSUKgwhoiIiEi2UJIlUpCkUBhj1iwVxhARERHJLEqyRAoiPz/7qJY/AfiE7baPainZEhEREbk7SrJECqoEo1pLak+3j2oFBirREhEREbkbKnwhUtCpMIaIiIhIptJIlojEUmEMERERkUyhJEtE/qPCGCIiIiJ3TUmWiCSlwhgiIiIid0xJlogkT4UxRERERO6ICl+ISOpUGENEREQkQzSSJSLpo8IYIiIiIumiJEtE0k+FMURERETSpCRLRDJOhTFEREREUqQkS0TujApjiIiIiCRLSZaI3J24ZCt+VKs1mwhcFqZRLRHBZrNx/Xo4VmvMHfdhmiaRkVeJjr55V7FER98kMvIqpmnecR9WawzXr4djs9nuKpbMEBUVSVRUZE6HIVlI1zhvU3VBEckc/v50Dwqie/A8VlGfgFB/AkN9CQ4Gf/+cDk5EstPly+dYtuwN1q//khs3LuPk5EbLlv3p23c8Pj5V09WH1RrDTz99xMqVczh3LhiA2rUf5OGHx1G/fsd0x7J9+1qWLXuTPXs2AFCqVDUeemgEXbo8g4ND+j4GnT4dzNKlb7Bly2Ju3bqBm1sROnR4nN69X6JIkVLpjuVumaZJYGAAK1a8x7Fj/wBQqVIjevV6npYtB2AYRrbFIlnDNE02blzIihXvceLEDgAqV/ajV68XaNHiEV3jPMQw7+YrnQIgIiICb29vwhcvxsvdPafDEckbgoJYFehJEH4EU41QfGndWuXeRQqCixdDGDeuOZcvX8VmexKoDxzCYpmPi8s1ZszYSOXK9VLtw2qNYebMvvz11ypMsx/QDbiKxfIFNtsfDB8+hy5dnkkzltWr5zB//kgslgew2R4HCgGrMIzv8PN7iJdf/jbNROvIke2MH9+W6GgvbLangCrAdiyWBRQp4sWbb/5K8eJl0/PU3BXTNFmw4AVWrXoPw+gS97yYGMYSTHMNvXqNZciQN7M8Dsk6pmkyf/6z/PTTHAyjK6bZF7BhGIsxzXU8/PDLDB48M6fDLPAiIyPo39+b8PBwvLy8UmynJCsNSrJE7lBQEAQHsyq0PgFhnQktVgcfH7S2lkg+N316b/766y9stm1AuQR7wrFYHsTHJ4o5c3an+o38mjUf89FHTwMrga4J9pjA8xjGh3z88RFKlaqQYh9nzx7jqaeqYJrPAu8CCR/vR+AhRo78mA4dnkyxD9M0eeaZ2pw544bNtgFI+IHqJBZLM/z8/HjllWUp9pFZdu3awMSJ7YA5wO0J5nvA88yYsZlatVpmeSySNbZvX8vkyZ2AecBTt+19GxjLG29s5d57m2V/cGKX3iRL92SJSNZQYQyRAics7DRBQT9gs00gcYIF4I3N9n+EhOzl33+3ptrPjz/OxTC6kzjBgthEaQaGUYh16z5JtY916z7BMAoBM0icYAF0wzC6sWrVR6n28e+/Wzl9eh822ywSJ1gA92CzvcKff/5AWFhoqv1khtWr52Kx1AKeTmbvKCyW6vz0U+rnI7lb7DWuCwxLZu8LODhU4aef5mZzVHKnlGSJSNZSYQyRAuPkyX8xTRvQIYUWbQFHTpzYk2Ifpmly6tRuTDOlPjyw2Vpw/HjKfQAcP74bm60lkPwsFNPsyKlTafdhGE5A6xRadMQ0rZw69W+q/WSGo0d3Y7N1JGnCCGBgs3XkyJHUz0dyt9hr3IHkr7EFq7UjR4/qGucVSrJEJHvEjWpN85nHi8UW2Ee1AgJyOjARySwuLm5x/3cphRbhQAzOzm4p7AfDMHByckulDzCMiwkeK3nOzm5YLGGptAiLe5zU+zDNmLi4k+8jvl1Wiz3f1M8nredEcrfY65fy6x7Sft1L7qEkS0SyT4IphPGjWoSeZtYsjWqJ5AdVq/pRqFApIKWpfJ9isTjRoEHnVPt54IEeODh8AUQns3cvpvkHjRv3SLWPxo17xN0Xti+ZvdFYLF/ywAOp99GgQWcsFgfgsxRaLMDLqzTVqmX9jaZNm/bAYlkKXE5m70Uslu9p2jT185HcLfYaf0vySf15DOMHXeM8REmWiGQ/Pz/7qJY/AfiE7baPainZEsm7nJyc6dNnHDAfeBOIX9sqBgjAMF6lXbuhFClSOtV+evUai2meBAYAZxPs+QeLpRelSlWladOHU+2jWbM+lCxZBYulJ7A9wZ4zGMYADCOEXr3GpNpH0aJlaNduKIbxCrAIsMbtuQnMAj6mT59xODo6pdpPZujUaTguLk5YLN2Bown2HMZi6YabmxsdOyZ3L4/kFV26PIOzsxF3jY8l2BOMxdINd3fPVAu1SO6iJEtEcoYKY4jkSz17jqZnzzHAi1gsvlgsLXFwqAA8RpMmPXjqqffS7KNy5Xq8/PJ3ODuvxTDKYbE0xcGhNtCQUqUcmTZtLU5OLqn24ezsyuuvr6VUKUegAQ4OtbFYmmIY9+DktI6XX/6OSpXqphnLU0+9T5MmDwH+ODiUx2JpicXiC7xEr15j6dHjhTT7yAzFivkwderPeHgcAqpgsTTCwaEhUBVPzxNMnbomW9fsksxXvHhZpk79GXf3A0BlLBa/uGtcnUKFTvP662vx9i6R02FKOqmEexpUwl0kmwQEsCq0PkH4ERhWB5/axVTuXSQPCw09xIYNX3D+/Am8vUvQurU/Vao0yFAf165dYdOmhRw+/DdOTi40bNiVRo26pXsRYYhdc+uvv37k779Xc+tWFFWqNKRNm0F4ehbOUCyHD/9DYGAA4eEXKFmyPA8+OAQfnyoZ6iMzREXdYOvWJezZE4hhGNSq1ZrmzfvpXp18JCoqki1bFrNv3xYMw6BOnbY0a9YXZ2fXnA5N0DpZmUZJlkg2Sri2Fv6E4ouPD/j753RgIiIiIlonS0TyIhXGEBERkXxASZaI5D4qjCEiIiJ5mJIsEcmdVBhDRERE8qj03zkqIpIT/PzAz49pAfP+K4yxrA7BwSqMISIiIrmTRrJEJG+IG9Wa5jOPF4stsI9qBQTkdGAiIiIiiSnJEpG8Q4UxREREJA9QkiUieY8KY4iIiEgupiRLRPImFcYQERGRXEqFL0Qkb1NhDBEREcllNJIlIvmDCmOIiIhILqEkS0TyDxXGEBERkVwgzyVZc+bMoUKFCri6utK4cWOC0vjkdOXKFUaMGEGZMmVwcXGhWrVq/PTTT9kUrYjkCBXGEBERkRyUp5KsJUuWMHr0aF577TW2b9/O/fffT8eOHTl//nyy7aOjo2nfvj3Hjx9n6dKlHDx4kE8++QRfX99sjlxEsp0KY4iIiEgOMUzTNHM6iPRq3LgxjRo14sMPPwTAZrNRrlw5nn32WV5++eUk7efNm8ebb77JgQMHcHJyuqPHjIiIwNvbm/DFi/Fyd7+r+EUkBwUE/FcYI6wOPrVVGENEREQyJjIygv79vQkPD8fLyyvFdnlmJCs6Opp//vmHdu3a2bdZLBbatWvH77//nuwxK1eupEmTJowYMYJSpUpRq1YtZsyYgdVqTfFxoqKiiIiISPQjIvmACmOIiIhINskzJdwvXryI1WqlVKlSibaXKlWKAwcOJHvM0aNH2bhxIwMHDuSnn37i8OHDPPPMM9y6dYvXXnst2WNmzpzJlClTMj1+EckF4sq9dw8KgsAAgvAjOLQas2b50rq1RrUKqmPHdvP336uJiYmmcuX6NGjQBQcHhwz1cfnyOX777TsiIi5QvHg5mjXri4eHd4b6iI6+yR9/rCAk5ABubp488EAvypSpnKE+TNNk375f2bdvC6ZpUqtWS+67ryWGYWSoH5GC6NKlM2zbtpSIiIuUKFGeZs364u5eKKfDumOhoYf544/vuXnzOvfccy+NG/fAycklp8MqMPLMdMHQ0FB8fX3Ztm0bTZo0sW9/8cUX2bx5M3/++WeSY6pVq8bNmzc5duyY/Q/mO++8w5tvvsmZM2eSfZyoqCiioqLs/46IiKBcuXKaLiiS3wQFQXAwq0LrExDWmdBidfDxQVMIC5Br1y4za9aj7Ny5BovFC8Nww2o9R7Fi5XnppcXUqPFAmn3YbDa+/noSS5fOwjQNLJYSWK1ncXZ2ZciQ/6Nr1xHpiiUoaBXvvjuU69cv4uDgg2lewWa7QatW/jz77Mc4O7um2cfZs8eYMaMPx49vx2IpChjYbGGUL1+PV19dSunSldIVi0hBY7PZ+PLLl/nhh3cxTQcsluJYrWdwdnbnf/97h44d/5fTIWZIVNQN3n//SX799WssFg8MwxurNZRChUoyevQXNGjQOadDzNPy3XTB4sWL4+DgwLlz5xJtP3fuHKVLl072mDJlylCtWrVE30jWrFmTs2fPEh0dnewxLi4ueHl5JfoRkXxIhTEKNKvVyuTJ3di9+y9gMTbbRazWs8BfXL7sy6RJHQkNPZRmP99++zrffjsdm+0VTPMMVmsIcILo6EHMnz+SDRu+TLOPf//dyowZvYmMbALsx2o9jc12AfiILVu+Y/bsIWn2cf16OOPHt+XkyXBgHTbbhbg+1nPq1DXGj2/LtWtX0uxHpCAKCJjA99+/hc32GqZ5Nu59fJzo6P7MmTOMLVsW53SIGfL224/x228rgI+x2S5gtZ4G9nHtWkOmTevBgQN/5HCEBUOeSbKcnZ1p0KABGzZssG+z2Wxs2LAh0chWQs2aNePw4cPYbDb7tuDgYMqUKYOzs3OWxywieUBcshVf7r01mwhcFqZy7/ncjh1rCQ7ehs32HfAIEF8cqSE22xqioz1ZseLtVPuIjIxg6dJZwDhgMlA0bo8vMAfoS0DA5FTvAwb45ptpQG1McxlQI26rOzAc0/yIrVsXc/Lkv6n28csvn3Pp0mlstvVAe2L/vBtAO2y29Vy6FMovv3yWah8iBVFERBgrVrwLvApMAArH7SkHfAw8xFdfvUYemfjF0aM7+eOPZdhs84H/AW5xe+7FNL8HarBkyfScC7AAyTNJFsDo0aP55JNP+PLLL9m/fz9PP/00169fZ8iQ2G/5Bg0axPjx4+3tn376aS5dusRzzz1HcHAwq1evZsaMGYwYkb7pGyJSgKgwRoHy669LsFhqA62T2VsIm20IgYGpf3v911+riY6+DjyXzF4DGEVY2HEOHforxT6uXbvMrl3rsNme4b9EL6GBWCxF2bp1SaqxbN68BNN8CKiYzN7ymGZPNm9OvQ+Rguivv1YRExMFPJvM3tj38blzwRw9ujN7A7tDW7d+i8VSgtgvj27njM32NP/8s5rISBV2y2p5pvAFwCOPPMKFCxeYNGkSZ8+epW7duqxZs8ZeDOPkyZNYLP/ljeXKlWPt2rW88MIL1KlTB19fX5577jleeumlnDoFEcnNVBijwLh+/Qo22z3EfohKTnlu3gzHZrMl+rtyex+x31X6pNjHf+1SiiM8UduknDGMMqn2AXD16mUg+Vkd8f1fvbor1T5ECqJr165gGG6YZskUWqT9Ps5Nrl+/gmH4kvyXNhB7PiY3blzF3V23xGSlPJVkAYwcOZKRI0cmuy8wMDDJtiZNmvDHH5p7KiIZ4OdHd4LoHjzPXhgjMLAOwcEqjJFflClTBYslAJstGkhu+vhvlChROcUEK74PsAF/AskVyfgtrl3KFQILFy6Fs7MH0dFbiZ3md7vz2GzBlC49LMU+AMqWrcqFC7+RYHZ8IhbLb/j6ZqxSoUhB4ONTBdOMBHYA9ZJpEfs+ziuFY8qUqYLN9hkQBhRLpsVvuLh44eVVPJsjK3jy1HRBEZFso8IY+VqHDk9is50H3k1m7w4MYzFduqReUaxOnbYUL14Rw5gI3F5MKQKLZTr33tsKH5+qKfbh4uJG27aPYbF8BJy4ba8JvIaDgwOtW/unGkunTv/DZgsCliez9wdstt/p1ClvVUgTyQ7163eicGFfDONV4NZte69gsczk/vs7UrJkSqPNuUubNo9hsZjAFGJ/hyR0DItlHu3bD1Yp92ygJEtEJDUqjJEvlStXkz59xgMvAwOAtcAfwAQsltZUrFibrl2TnzURz8HBgVGjPsYwNmOxNAUWAX8B87FYGuHsfIqnnno/zVgGDJhM0aKFsFgaA/8HBAE/YBidgXkMGzabQoWKptpHo0bdaNKkD4bxCDAC2AxsAUZiGH1o3Lg3jRv3SDMWkYLGwcEx7n28HsNoAXxD7Pt4LhZLQ1xdzzNsWHJfxuRO3t4lePLJd4APMIxuwCpif6fMxGJ5gOLFi/LIIxNzNsgCIs+sk5VTIiIi8Pb21jpZIpJ4bS38CcUXHx/wT32QQXIp0zRZu/YTli6dxfnzRwBwcSlE+/aP4+//errvV/j339/46quJ7Nu3CQDDsNCwYTcGD57BPffcl64+Ll06w5dfjmfLlsVYrbFrNd5zz/08+ugkmjbtna4+rNYYvvtuJqtWzeHq1djlTgoVKkX37s/Qp894HB1TukdDRPbu3cxXX01i//4tQOz72M+vB4MHz6Rs2eo5HF3Gbd36Hd98M41Tp/YA4OjoSqtWAxg0aCZFipTK4ejytvSuk6UkKw1KskQkiaAgVgV6xhbGoBqhqDBGXmaz2QgNDebWrSjKlKmCq6vHHfVz8WII4eEXKFrU544/xFy7doXz54/j6upJmTKVMYyUCnOk7NataEJDgwHw8amGk5OWLBFJrwsXThERcZFixXwpXDilYhh5g2manDlzhJs3r1GqVEU8PLxzOqR8QUlWJlGSJSLJSjCqFYQfgbTBx0eFMURERPKz9CZZea66oIhIrpCg3Hv34HlMDIXg0GoEhvrad4uIiEjBpCRLRORuxCVb0wLm/TeqtawOwcHFNKolIiJSQKm6oIhIZogr9z7NZx4vFltgL/ceEJDTgYmIiEh2U5IlIpJZEqytFV/undDTzJqlcu8iIiIFiZIsEZHM5udnH9XyJwCfsN32US0lWyIiIvmfkiwRkayQYFRrSe3p9lGtwEAlWiIiIvmdCl+IiGQlFcYQEREpcDSSJSKSHVQYQ0REpMBQkiUikl1UGENERKRA0HRBEZHs5udHd2IXMbZPIQxsQ3AwmkIoIiKSDyjJEhHJCXH3anUPik22JoZCcGg1AkN97btFREQkb1KSJSKSk1QYQ0REJN/RPVkiIrmBCmOIiIjkG0qyRERyCxXGEBERyReUZImI5DZ+fvZRLX8C8AnbbR/VUrIlIiKS++meLBGR3ChRYYzpTAwdrsIYudSVK+f58ccP2LAhgKtXL1CsWDk6dBhC585P4+5eKF193LwZyUcfDWfbthVER0diGA7cc091nnjiXerWfTCLzyCxs2ePsnLlbLZsWcrNm1fx9a1O587DaNduCI6OTtkai+RekZFX+fnnuaxb9zlhYacoVKgE7do9Rrduz+LtXSKnwxPJcYZpmmZOB5GbRURE4O3tTfjixXi5u+d0OCJSUAUE/FcYI6wOPrVVGCM3OHv2KC+91Jrw8MvYbAOBasAODONbypatwRtvbKJQoaKp9hEZeY1hw6oQEXEe6Ay0Bc4CnwHhDB/+AV26PJ3VpwLAgQO/M2lSJ6KjXbDZBgE+GEYgpvkjdet2ZOLEH3Bycs6WWCT3iogIY/z4NoSEBGOa/YC6QDAWyyIKFy7KG28EUrp0xRyOUiRrREZG0L+/N+Hh4Xh5eaXYTklWGpRkiUiuERQEwcGsCq1PAP6E4ouPD/j753RgBde4cc05dOgcNlsg4Jtgzz4sllY0b96JsWNTr14ycWJ7du3aBPwEdEiw5yrQBcMI4ptvLuDunvIf88xw61Y0Q4dW5OrVSthsPwEJR+F+wTC6MmDAq/TvPylL45Dc7623BrJ167q41/19CfaEYLG0pmrVMrz55q85FJ1I1kpvkqV7skRE8goVxshVjhzZwcGDv2GzvUniBAvgPmy2V9m69VuuXDmfYh/R0TfZvXsL8ASJEyyITXI+xjSjWbjw1UyNPTl//rmC8PBQbLZ5JE6wANphmkP58cd5WK0xWR6L5F6XL59j69ZvsdkmkDjBAiiLzTaLgwe3cuzYrpwITyTXUJIlIpLX3FYYozWbVBgjBxw69BdgAN1SaNETm+0Wx47tTLGPY8d2YZrRQI8UWtQEKnLgwG93E2q6BAcH4eBQmaQfnOP1JCLiDBcvhmR5LJJ7HTu2E5sthpRfs90Bg+Bg/TKSgk2FL0RE8qJEhTHmMTEUFcbIZg4OjoAJ3AQ8k2kRCYDFkvKfWicnl0Rtk4rt32JxuOM40yv2fG7GPaaRTIvIBO2koPrv+qf0mo19Del1IgWdRrJERPKyuCmEiUa1loVpVCsb1K3bDsOwAF+l0GIhrq7eVK/eOMU+KlSog6OjB/BFCi02A2do3rzfXcWaHvXqdcRqPQ1sTHa/YSzE1/c+ihW7fWqkFCTVqjXGxcULWJhCi68wDAv3398uO8MSyXWUZImI5Adx92pN85nHi8UWQOhp+xRCyRolStxD8+aPYLG8BPySYI8JfI1hvEO3bs/g6uqRYh8Wi4UHH/QHVgMzgFsJ9u4FHsPJyZOePcdkwRkkVrt2aypWbIDFMhTYnWDPLeD/MM0V9OkzFsNIbpRLCgo3N0+6dXsGw3gb+IbY1ztx/12PxfIyzZv3p0SJcjkXpEguoCRLRCS/UGGMbDdixHxq1mwAtMdiqQ8MwGKpAQykWbM+DBw4Nc0+nn76I2rWbA68SmwBjf5Ac6A2Dg5hzJjxCxZL1v+5NgyDiRNXULq0B3A/htES6I/FUgF4mb59X6Ft28FZHofkfgMHTqVZs4eBR7FYahL7um8AdKBmzYaMHDk/hyMUyXkq4Z4GlXAXkTwpQbn3IPwIpA0+PmhtrSxgtVrZvv1nNm78iitXLlCyZDnatx/Kffe1zNCoz9at37J48TQuXjyDs7MTjRv3YPDgN/D0LJx1wSfj1q0ofvttKVu3fkdk5FXKlatOx47DqFSpbrbGIbmbaZrs27eF9es/4/z5UxQpUpI2bR6jfv1OODhk/T2EIjlF62RlEiVZIpKnxSVbE0OHE0w1QvGldWslWiIiIncivUmWSr+IiORncVUIpwXM+29Ua1kdgoOLaVRLREQki+ieLBGRgkCFMURERLKNkiwRkYJChTFERESyRYaSrBs3brB161b+/fffJPtu3rzJwoUprZkgIiK5hp+ffVTLvrZWIFpbS0REJJOkO8kKDg6mZs2atGzZktq1a9OqVSvOnDlj3x8eHs6QIUOyJEgREclkCUa1pvnMs49qBQYq0RIREblb6U6yXnrpJWrVqsX58+c5ePAghQoVolmzZpw8eTIr4xMRkawUl2wlGtVaFqZRLRERkbuQ7iRr27ZtzJw5k+LFi1OlShVWrVpFx44dadGiBUePHs3KGEVEJKupMIaIiEimSXeSdePGDRwd/6v4bhgGc+fOpXv37rRq1Yrg4OAsCVBERLKJCmOIiIhkinSvk1WjRg3+/vtvatasmWj7hx9+CMBDDz2UuZGJiEjO8POjO0F0D06wtlZgG4KD0dpaIiIi6ZDukaxevXrxzTffJLvvww8/ZMCAAZimmWmBiYhIDlJhDBERkTtmmMqMUhUREYG3tzfhixfj5e6e0+GIiOSMgID/RrXC6uBTu5hGtUREpMCJjIygf39vwsPD8fLySrGdFiMWEZG0qTCGiIhIuinJEhGR9FFhDBERkXRJd+ELERERQIUxRERE0qAkS0REMs7PLzbZCopNtiaGQnBoNQJDfe27RURECiolWSIicufikq1pAQlGtZbVITg4ewpjfPvtTIKCVuLk5MzDD79Ew4ZdMtzH0aM7Wb16DrduRVGvXgfatPHPgkjTZpom+/b9SkjIAdzcPGnQoDOenkVyJJbcJDBwEdu3r8XJyYXOnZ+mSpX6Ge4jLCyUnTvXExMTTZUqDalcuV4WRJq22Gu8hZCQg7i5FYq7xoVzJJZr1y7zzz8/c+PGNcqWrcF997XAMIwciSUzhIWdZufOX4iJiaZq1UZUqlQ3p0OSAu6Oqgt+9dVXzJs3j2PHjvH7779Tvnx5Zs+eTcWKFenRo0dWxJljVF1QRCSdgoIgOJhVofUJwJ9QfPHxAf8syFk2bQrgw9mPc8u02rcZgKtrId7/YBelSlVMs4+IiEu8+GITQkMPAf/9KXRx8eLllxfToEHnzA88BQcO/M7s2U8QGrqf2DMxcXJy46GHRuHvPx0HB4dsiyW32LFjPTNm9CUqKjzBVoPSpavw1lvb8PIqnmYfUVGRzJ07kk2bFmImeK1UrdqEMWO+xMenahZEnrx///2N9957kjNnDvDfNXanZ8/nefTRqdl2ja1WKwEBr7Jy5fvcunXDHouPT02ef/4zatR4IFviyCw3b17no4+eYfPmRYmucbVqTRkzZiFlylTOwegkP8qy6oJz585l9OjRdOnShStXrmC1xr6gCxcuzOzZs+84YBERyeOyqTDGrl0b+eDdxyhrWvkeiAauALMB8+ZVnhlenejo6FT7sNlsPPPMvYSGngDeBi4Bt4CVREWVZsqUHhw+/HfmBZ2KY8d2M2FCe86eLQxsAmKAM9y6NZZly95kwYLnsyWO3OTw4e1MntyNqKgSwA/EXpvLwLucPXuKZ56phc1mS7UP0zSZMaMPgYFLMM23446/BazgyJFLvPRSKy5dOpPVpwLAkSM7mDixA+fOFQM2E3uNQ7l16wW+++4NPvtsTLbEAfDJJ8+xfPlb3Lo1DjgTF8smzp4tzIQJ7Th2bHe2xXK3bDYb06f3ZsuWZZjmu8T+JogGvufw4Qu89FIrLl8+m7NBSoGV4STrgw8+4JNPPuHVV19N9K1Lw4YN2bNnT6YGJyIieZCfn73ce3yyFV/uPTOSrXfe8ccV+A3oCTgB3sAoYClwy3qL+fNHpNrHjz9+QETEOeAb4AWgCLEz6LsDvwLuzJkz/O6DTYevv55MTIwvNtsvQGti/zSXBqYCb7F69RzOnj2WLbHkFh999BSm6QpsBR4i9toUBp4DlhARcY6VK2en2sfu3RvZseNnbLZv4o4rHNdPD2y2QK5evZFmH5nl668nY7WWx2ZbD7Qk9hqXAV4H3uDHHz/g/PkTWR7HmTNH+OmnjzDNt4ApxL7OLEBrbLb1xMT4snjx1CyPI7Ps2vULu3atw2b7FniW2N8ETkBPbLZAIiKusmrV+zkbpBRYGU6yjh07Rr16Secyu7i4cP369UwJSkRE8rgEo1rTfObZR7UCA+8+0bp6+QyPE/sR9XZdgGrAr78uTrWPn3+eC1QkNk27XUngSY4cyfpv9K9fDycoaCU220gguSnpT2GxFGLz5kVZHktucvjwLmAoUCqZvd2Byvz887xU+wgMDMBiqRHX/nalsdkG88svC+861rRcu3aZv//+EZvtWcAtmRZPYxjubNnyTZbHsnnz11gsXsCwZPZ6YLON5I8/VhAZGZHlsWSGTZu+wmKpBSQ3tdcHm+0xfvnlq+wOSwS4gySrYsWK7Ny5M8n2NWvWULNmzcyISURE8ou4ZCvRqNaysLsa1bICNVLYZwD3ATG3olLt4/r1K0DNuCOSUx24RUxMzJ0FmU7Xrl2Ou48kpTNyxzDKER5+PkvjyE1ipwHeIvYaJMcA7iUyMjyF/bGuXDmPzVad1K7x1atZ/7xGRIRhmjZSPh9PDMM3W65xePh5DKMcySf0ANUxTSvXrl3O8lgyQ+w1rkZOX2OR5GQ4yRo9ejQjRoxgyZIlmKZJUFAQ06dPZ/z48bz44otZEaOIiOR1CUa1Xiy2wD6qFRCQ8a4cgO0p7LMB/wDOLqkXKvLyKgHsIDZlS84ODMMZR8esLcLr5VUcBweXuFiScwWb7SjFi5fL0jhyE4vFgmG4ADtTaGEFtqdZ+KJ48bI4OOwitWtcpEjWP6+FC5fEYnEi5fO5hM12IluucfHi5TDNo0BKCeoOHBxc0lVUJDf47xqndH/eDooWLTjvHcldMpxkPfnkk/zf//0fEyZMIDIykkcffZS5c+fy3nvv0b9//6yIMZE5c+ZQoUIFXF1dady4MUHp/Cp08eLFGIZBz549szZAERFJXiYVxihasiKLgOBk9i0CTgKdOz+Vah+9e8ff9P9FMnuPAl9Qs2bj9Ad1h9zcPGnevC8Wy4dAWDIt3sYwbtG6dc6Ulc8p9977APAlcDiZvV8Bp+nVa2yqfTz44BCs1uNx7W93GItlEZ06Db3bUNPk7u5Fs2Z9sFjeJ7bAyu3exDCstGo1MMtjad3aH9OMIrbYy+3CsFg+pGXLR3B19cjyWDJDu3ZDsVqPAF8ns/cghrGYjh2HZHdYIkAGk6yYmBgWLlxIu3btOHToENeuXePs2bOEhITwxBNPZFWMdkuWLGH06NG89tprbN++nfvvv5+OHTty/nzqQ8HHjx9n7NixtGjRIstjFBGRNNxlYYxXX12BFYOmwIfEJlX7gBeBxwFXFw/8/Wek2kfbtoMoU6YasfemjAX2xvX0EdAEi8Xk2Wc/veNTzIiBA6fg7n4Ti6Up8QkE/A08AbxO//4TKVo0uTvQ8q/nnvscBwcDaArM4b+rPA54glKlKtO27eBU+6hevTGtWw8Cnow7bl9cP3OwWFpQsmQ5unV7NitPw27gwKm4uV3DYmlG7FcBp4G/iH3FvsGjj06mcOGSWR5HsWI+9O8/EZhG7Ovr77hYvsJiaYq7exQDBkzO8jgyS82aTWnZ8lEMYwjwEvAvcAL4AIulJWXKVKBLl9SL4IhklQyvk+Xu7s7+/fspX758VsWUosaNG9OoUSM+/PBDIHbedrly5Xj22Wd5+eWXkz3GarXSsmVLhg4dyq+//sqVK1dYsWJFuh9T62SJiGShuLW1JoYOJ5hqhOJL69ZpL2L877+/8dqk9kRH37CvcOUAFC5Wlo8+2o+bm2eaDx0dHc1rr7Vn375txJaxBjAoUsSXyZNXU7FinTs/rwwKCTnI3Lkj2bPnF/s2L68y9O//Cl27jsjTi8TeqePH9zJ5cmcuXTrNf+uYOXLvvU2YOvUXnJ2d0+zDarWyePEUVq78gBs3rgBgGA488EAvnn56TrYkNvFCQg7EXeMN9m3e3j4MGDCBzp2HZ9s1Nk2T1avnsHjxDCIi/ithX6dOe55++kN8fatlSxyZxWqN4euvX2PVqjncvBk7DdJicaRJk94MH/4h3t4lcjhCyW/Su05WhpOs1q1b8/zzz2f7tLvo6Gjc3d1ZunRposcePHgwV65c4Ycffkj2uNdee43du3fz/fff8/jjj6eZZEVFRREV9d8N0xEREZQrV05JlohIVgoIYFVofYLwIzCsDj61i1GtWtrJ1o4d69m0aSHOzm707Ts+XYsQ3y4i4iIbNnxJVNR1GjbsQpUqDe/wJO7emTNHOH36IK6untSo0QRHR6cciyW3OHx4O3///SPOzm60azfkju4XioqK5MCB34mJiaZChfspVswnCyJNn9DQw4SGBuPmVojq1R/IsWscE3OLAwd+5+bNa/j6Vs/zi/bevHmdgwf/ICYmmooV6xa40V/JPlmWZH377beMHz+eF154gQYNGuDhkXjebp06WfPNX2hoKL6+vmzbto0mTZrYt7/44ots3ryZP//8M8kxW7dupX///uzcuZPixYunK8maPHkyU6ZMSbJdSZaISBaLG9VaFVqfAPwJxRcfH/AvWLcjiYhILpbeJCvDZZPii1uMGjXKvs0wDEzTxDAMrNaUqvhkr6tXr/LYY4/xySefULx4+r/1Gj9+PKNHj7b/O34kS0REspifX+z9WkFBEBhAEH4Eh1Zj1qz0TSEUERHJLTKcZB07ljOrzhcvXhwHBwfOnTuXaPu5c+coXbp0kvZHjhzh+PHjdO/+3yKEsWtvgKOjIwcPHqRy5aRD4y4uLri4uGRy9CIikm5+fnQniO7B8/6bQhjYhuBg0jWFUEREJKdlOMnKiYIXAM7OzjRo0IANGzbY78my2Wxs2LCBkSNHJmlfo0YN9uzZk2jbhAkTuHr1Ku+9955Gp0REcrMEo1rdg+cxMRSCQ6sRGOpr3y0iIpJbZTjJWrhwYar7Bw0adMfBpGX06NEMHjyYhg0b4ufnx+zZs7l+/TpDhgyxP7avry8zZ87E1dWVWrVqJTq+cOHCAEm2i4hILhWXbE0LSDCqtawOwcHpK4whIiKSEzKcZD333HOJ/n3r1i0iIyNxdnbG3d09S5OsRx55hAsXLjBp0iTOnj1L3bp1WbNmDaVKlQLg5MmTWCwZXl9ZRERyO39/+6jWKuoTEOpPYKgvwcEqjCEiIrlPhqsLJufQoUM8/fTTjBs3jo4dO2ZGXLmG1skSEcllgoJYFegZWxgjA2triYiI3K0sK+Gekr///ht/f38OHDiQGd3lGkqyRERyoQTl3oPwI5A2+PioMIaIiGStLCvhnmJHjo6EhoZmVnciIiIpU2EMERHJxTKcZK1cuTLRv03T5MyZM3z44Yc0a9Ys0wITERFJkwpjiIhILpTh6YK3F5YwDIMSJUrQtm1b3n77bcqUKZOpAeY0TRcUEckjEkwhDMCfUHzx8VFhDBERyTxZNl0wfkFfERGRXCXBFEICA2ILY4RWY9YsFcYQEZHsleF651OnTiUyMjLJ9hs3bjB16tRMCUpEROSO+fnRvfU1pvnMw58AWrOJwEAICIgd7BIREclqGZ4u6ODgwJkzZyhZsmSi7WFhYZQsWRKr1ZqpAeY0TRcUEcnD4qYQTgwdrnLvIiJy17JsuqBpmhiGkWT7rl27KFq0aEa7ExERyToqjCEiIjkg3UlWkSJFMAwDwzCoVq1aokTLarVy7do1hg8fniVBioiI3BV/f3u591XUJyDUn8BQX4KDVRhDREQyX7qnC3755ZeYpsnQoUOZPXs23t7e9n3Ozs5UqFCBJk2aZFmgOUXTBUUkv9h/6hRzVq9m/c5/MU2TtvfXZESXLtSuUCGnQ8teQUGsCvSMLYyRCVMIb968zqZNX7F5wxeEXzlH8ZIVeLDDkzRv3g9HR6dMDV1ERHJWeqcLZvierM2bN9O0aVOcnArGHw4lWSKSH3yzeTOPvTsbg2LE2B4GLDg6LMdqO8enz45kSLt2OR1i9kpQ7j0IPwJpg48PGZ5CeOXKeSa90oqTIQfpYkB102S7xcImm43a97Vg0uQ1uLjob4eISH6RZUlWQjdv3iQ6OjrRttQeLC9SkiUied3BkBDuG/ksVttA4BPAOW7PLWAEhvEpO2a/y/0VK+ZckDnlLgtjTH2tI6d2bWSDLYb7EmzfAnS2ONCq4/94+um5WRC4iIjkhPQmWRku4R4ZGcnIkSMpWbIkHh4eFClSJNGPiIjkLh/9/DMGRYCP+S/BAnACPsLBKM0HP67OmeBymp8f+PsnLve+LCxd5d5DQg7y9451vHVbggXQEhhvs7Lxl8+5du1KFgUvIiK5VYaTrHHjxrFx40bmzp2Li4sLCxYsYMqUKfj4+LBw4cKsiFFERO7Chl3/EmPrCbgks9eRGFsfNuz6N5ujymX8/e1ra71YbAGEnravrZWSf//9FYA+KezvB0TdiuLw4b8zO1oREcnlMpxkrVq1io8++oiHH34YR0dHWrRowYQJE5gxYwaLFi3KihhFRCSLJbMyR8ETN6rVvfU1+6gWoaeZNUuLGIuISMZkOMm6dOkSlSpVAmLvv7p06RIAzZs3Z8uWLZkbnYiI3LUH778XB8v3QFQye2NwdFhKu/vvze6wci8/P/uoln0KYSBJphDee28LAL5LoZslgIuTC1WqNMzqiEVEJJfJcJJVqVIljh07BkCNGjX49ttvgdgRrsKFC2dqcCIicvee6dwZuAL8j8SJ1i3gaay2s4zs2jUnQsu9EoxqTfOZZx/VCgz8L9EqW7Y6Det1ZKzFkb23Hb4ZeMOw0LbdEDw9C2dv7CIikuMynGQNGTKEXbt2AfDyyy8zZ84cXF1deeGFFxg3blymBygiInenetmyBIx+AQfL1zhaygFPAyNwtNyDxfiMz0Y9S52CWFkwPdIojDHqhYW4+1blfgy6GQZjgNYWB1oDVe5tztChb+fwCYiISE64qxLuACdOnOCff/6hSpUq1KlTJ7PiyjVUwl1E8osDISHMWb2adTv2YZomD95fkxFdu1KrfPmcDi1vSLC2VgD+hOKLjw/07RvJpk0BcYsRn41bjPh/NGvWR4sRi4jkM9m2Tparq+udHp4nKMkSEZFEgoJYFehJEH53tLaWiIjkXVm2TpbVamXatGn4+vri6enJ0aNHAZg4cSKffvrpnUcsIiKSF6SzMIaIiBRcGU6ypk+fzhdffMGsWbNwdv5vUctatWqxYMGCTA1OREQkV0pHYQwRESm4MpxkLVy4kI8//piBAwfi4OBg337//fdz4MCBTA1OREQkV0ujMIaIiBRMGU6yTp8+TZUqVZJst9ls3Lp1K1OCEhERyVMSjGq9WGyBfVQrICCnAxMRkZyQ4STr3nvv5ddff02yfenSpdSrVy9TghIREclzEkwhjB/VIvQ0s2ZpVEtEpKBxzOgBkyZNYvDgwZw+fRqbzcby5cs5ePAgCxcu5Mcff8yKGEVERPIOPz+6E0T34HmsCq1PEH4EBrYhOBiqVVMVQhGRgiDDI1k9evRg1apV/PLLL3h4eDBp0iT279/PqlWraN++fVbEKCIikreoMIaISIGW7nWyjh49SsWKFTEMI6tjylW0TpaIiNy1gID/RrXC6uBTu5hGtURE8qBMXyeratWqXLhwwf7vRx55hHPnzt1dlCIiIgWBCmOIiBQo6U6ybh/w+umnn7h+/XqmByQiIpIvqTCGiEiBkeHCFyIiInIXVBhDRCTfS3eSZRhGkvuxCtr9WSIiIpnCzy822QqKTbYmhkJwaDUCQ33tu0VEJO9Kd5JlmiaPP/44Li4uANy8eZPhw4fj4eGRqN3y5cszN0IREZH8Ki7ZmhaQYFRrWR2Cg1UYQ0QkL0t3kjV48OBE//b398/0YERERAokf3/7qNYq6hMQ6k9gqC/BwaA/tyIieU+6S7gXVCrhLiIi2SooiFWBngThRzDVCMWX1q01qiUikhukt4S7Cl+IiBQgl69dIyg4GNM0aVS1KsVS+QOR1fYcP86JCxcoXqgQftWqYbGku+BtvnU4NJSDhoFXxX1MuvE3a842VGGMfCY09BCnTwfj5laIGjWa4OjolNMhiUgWUJIlIlIAREZFMfazz/hi/XpuxMQA4OLggH+bNsz+3//wdHPLtli27d/Pc/Pm8fexY/ZtlUuUYOaQIfRt3jzb4shNDoaE8MxHH7Fx7177ttJeXrzS5CpTvf5h0pn/CmNoCmHedOrUfj76aAT79m2yb/PyKsOAAa/SpcszKiYmks/oa0MRkXwuxmql+5QpLFy7lldjYjgMHAGmWq18u3EjnSZNIurWrWyJ5fcDB3jw1VdxOH6clUAosAWodeEC/WbN4qtNm9LoIf85cuYMzceN4/S//xIAnAb+BrpGRDBq7VqmOjoyzWeefW2t0D1hBARoba28JDT0EOPGNWf//rPA18Re5b+IiOjE/Pkj+e67GTkcoYhkNiVZIiL53LJt29i4dy+rbDZeBSoDlYAXgXU2G78dPMg3W7ZkSyxjFyygts3GZtOkO1AGaAF8DwwERn/8cbYlfLnF5K+/xu3GDX6z2RgI+AANgAXABOD1JUs406UL3VtfY5rPPF4stgBCTxMYCAEBORm5pNeiRa9x82YhbLbfgAHEXuWGwGfAy3z99RQuXz6XozGKSOZSkiUiks99vm4dLSwW2iSz7wGgo2Hw2dq1WR7HwZAQtgUH85LNhstt+wxgInDx+nV+/OuvLI8lt7h24wbfbt3KSJuNYsnsHws4AwGBgbE3Y/n70731NfuoFqGnmTVLo1q5WWRkBL/9thSbbRRQJJkWL2KaDmzevCi7QxORLKQkS0Qknwu5cIG6NluK++uZJiEXLmR9HGFhANRNYX91wM0wCLl4MctjyS0uRkQQbbVSL4X93kBFw+BUwufEz88+qhWfbMWPainZyn2uXDmPzXaLlF/5RbBYKhAWFpKNUYlIVlOSJSKSz5UsUoSDqdxUf8AwKFm4cNbH4e0NwMEU9p8AbpimvV1BULRQof9v797jc67/P44/rs81O2GbM1tzJirk0DQSsiLydfyGkKSDDuqbTjo4FEWKVJTOvv0mwjdCJaIRyeSUiOV8mDnbxtjh+nx+f2zWpl3XNrt2ft5vt+v2/fZ5f66X1+d6j+219+fzemO32djlZDwBOJzVZ5JhVWt84Mz0Va2ICBVaRY2fXyVsNgPnX/nnsazD+PtXLci0RCSfqcgSESnhBnfqxArLYksWYzuBJZbFvbffnu953FCrFs1q1uQtmw1HFuNvAn5eXvyrdet8z6Wo8PP1pUfr1kw3DC5kMT4TiDdNBrZvn3WAtGIr06rW/9QYoygpV64CrVrdhWG8R2rZfKX3sayLtG9/T0GnJiL5SEWWiEgJN+DWW2leuzZ3GAafkfpj3kXgC6CTYdAoKIh7O2b1xJZ72Ww23rj/flYDPWw2fgMsYA8wHJgBvDJoEGW9vfM9l6Jk7IABHPXwIMxmYxVgktp1cTTwLPBYt27UqV7ddZAMq1pqjFH0DBz4Cnb7QQzjdiCCv2f5JWAUd931BFWq1CzMFEXEzWyWZVmFnURRFhcXh7+/P7Fz5+Ln61vY6YiIXJXTcXE88O67fBMZScZ/9Ls2b87nTz1VILcLXrZ4wwZGfPABh86cST9WwceHcYMGMeKuu0rlfkG/7trFsGnT2BkdnX7Mt0wZnuzRg/EDB2K323MeLDKSJRHliCSEKBoSTRAdOmgT48L255+/8M47DxAd/Wf6MU/PsvTs+R/uuedVbcYtUkwkJMTRv78/sbGx+Pn5OT1PRVY2VGSJSEmy99gx1uzYgWVZ3HLddTQMCiqUPBwOBz9u28bBEyeo7OfHnS1b4uN1Zc/B0sWyLNb9+Sd/Hj5MOW9v7mzZkoBy5a4uWGQkREWxJLoFkYQQQUcCA6FhQxVbhcmyLHbs+JmjR3fj41Oeli3vpGzZ0vMMokhJoCLLTVRkiYhIsZVWbI2OHp6+qhUYCIMGFXZiIiLFU06LLK1Ni4iIlFRZNMaI3q7GGCIi+U1FloiISEmnxhgiIgVKRZaIiEhpkGFvrcurWkQfZfJkrWqJiLibR2EnICIiIgUoJITuRNI9aubfjTEiOhIVpcYYIiLuopUsERGR0ibDqtb4wJnpq1q6hVBExD1UZImIiJRWaowhIpIvil2RNWPGDGrXro23tzetW7cm0sV3gY8//ph27dpRoUIFKlSoQFhYmMvzRURESiU1xhARcatiVWR99dVXjBw5krFjx7J582aaNWtG586dOXHiRJbnR0REMGDAAH766SfWr19PcHAwd9xxB0ePHi3gzEVERIo4NcYQEXGbYrUZcevWrbnpppuYPn06AKZpEhwczIgRIxg1alS273c4HFSoUIHp06dz7733ZnlOYmIiiYmJ6f8dFxdHcHCwNiMWEZHSI20T4/TGGHQkMFCNMUREStxmxElJSWzatImwsLD0Y4ZhEBYWxvr163MUIyEhgeTkZCpWrOj0nIkTJ+Lv75/+Cg4OznPuIiIixYoaY4iI5EmxKbJOnTqFw+GgWrVqmY5Xq1aNmJiYHMV4/vnnCQwMzFSoXemFF14gNjY2/XX48OE85S0iIlJsqTGGiMhVKTX7ZE2aNIm5c+cSERGBt7e30/O8vLzw8vIqwMxERESKuEGD6B6ZtrcWLQiPHkREdBBRUTBoUGEnJyJS9BSblazKlStjt9s5fvx4puPHjx+nevXqLt/71ltvMWnSJJYvX07Tpk3zM00REZGSSY0xRERyrNgUWZ6enrRs2ZKVK1emHzNNk5UrVxIaGur0fZMnT2b8+PEsW7aMVq1aFUSqIiIiJVdISPqzWpeLrcvPaqnYEhFJVaxuFxw5ciRDhgyhVatWhISEMG3aNC5cuMDQoUMBuPfeewkKCmLixIkAvPHGG4wZM4Yvv/yS2rVrpz+7Va5cOcqVK1do1yEiIlKshYSkFltptxCOjoao6Ia6hVBEJE2xKrL69evHyZMnGTNmDDExMdx4440sW7YsvRnGoUOHMIy/F+c++OADkpKS6Nu3b6Y4Y8eOZdy4cQWZuogUQ3EJCYRHRLA0MpLEpCRurFePh7t0oWFQUGGndlU+W7GCxz/8kMSkJAA8y5Rh6rBhPNK1a45jJCYnM3/tWuavXUt8QgINg4N5qHNnWtSrl+MYlmXx844dfPbjjxyMiaFyQAADO3TgrptuwsNuz/V15cWRU6d46pNPWL19O6bDQZ3AQCbdey+dbrwxxzEcDgff/vYb//dTBMfPxVG7amWGhnWiQ5Mm2Gy2HMfZum8fH/3wAzsOHcXP15u+bULp164d3p6eV3FlBSSt2BofPvPvdu/bmxIeXknt3kWkVCtW+2QVhri4OPz9/bVPlkgps/3AAbqMHs3x2Fg62WwEWBYrDYMzpsl7Dz/MY926FXaKudLqqafYsncvHkAXUu8VXwYkAY2Cg9kxY0a2MY6ePs0dL73Ezuho2tlsBFkWa+12jjgcPNurF2/cd1+2RUWKw8HQadMIX72aBoZBK9Nkj2Gw0TRpe+21fDtuHP5ly7rhirM3b+1aBr35Jg7LIgzwB5YDscCAW2/ly2eeyTZGfEICXV99jbU7t2M3muMwG+FhbCLFjOLuW9oRPvIpyni4/n2mZVm8HB7O6/Pn42HUIMVsj2GLxrTWUK/6Nax67RVqVqnijkvOXxn21gpnENEEERioVS0RKVlK3D5ZIiIF5WJiIl3HjqVKfDx7gR8si6+Aw6bJCODxDz9k5bZthZxlzk2aP58te/dyO3AM+AZYmPb/7wJ2HT7MM5995jKGZVn0njCB+JgYtgFrLIs5wH6Hg7eANxcu5NMVK7LNZfxXXzFn9Wq+AHabJl8CkabJamDHX39x/7RpebjSnDsVF8fgN9/kOsviAPADMI/Uz+RxYM6aNUz75pts4zww/X3W7zoA/IjD3Ax8SYq5C5jD/HXrGTN7drYx/u+nn3h9/nxgIinmQWAOprUa+IODJ+zc9errFIvfh6oxhohIOhVZIiJX+GrtWo6cPct806RWhuM+wDSghWEwdeHCwknuKoz58kt8gPlAxq3YA4C5pK7gTFu82GWMtTt3Erl3L5+aJhl7tHoATwN9gbcWLHBZDFxMTGT64sU8AQwGMq553QpMMU0WbtjA3mPHcnxtV+uZzz4j2bL4Gsi45bwP8A5wAzB5wQKXMQ6eOMH8dWtxmJOBThlGbEB/LGsk07/9gQuXLjmNYVkWkxYswmbrDowCymQYvZ4UcxbbD+5l1e+/5+r6CpUaY4iIqMgSEbnSD5s3E2oYNMhizAYMNk1+2LIF0zQLOrWr43DQFyifxZAP0B+wZ3MtP2zZQnW7HWdbud8L7I6J4eCJE05jbNq7lzMJCQx2Mj6A1G9KK7ZudZmLO/y4bRttgLpZjBnAfUBMbKzLOV65bRuWZQLO7oe7l/OXzrNh926nMWLOnuXPIwewrCFOzmiPh/0alm3e7DRGkZRhVWt84Mz0Va3LxZaISEmnIktE5AopDgc+LlZkfAGHZRWPW7hILQx9XIzn5GnTFIcDbzKvPmXkk+E8VzEynnslT8Bus7mM4S6mabq8bh/ASjvPmdQ8bYCzDe5T/4SUbGNc/hOzYsOGd4F8JvkirdjKuKoVvf20VrVEpMRTkSUicoWQhg1ZB5xyMr7QZqNVnTrYC7gT3tVKBhYBKVmMmcACJ2MZhTRowAGHA2c3rS0CqpUvT62qVZ3GaFKrFl52O86edFoGJFkWIQ0bZpNN3jWtXZvVwBkn418D/l5eeLhoWpGapwUscXLGQjwMD26sU8dpjMCKFakWUJnUTzArO0l27KF1AXwm+SrDqtZzlT7RqpaIlHgqskRErjA0LAy7hwcPk9p9L6MvgGWWxeP/+lchZHZ17m7blhhSn/jJuPZmAeOAg0BY8+YuY3QPCSG4QgWGGwaxV4ytAj6x2Xi4WzeXnfQq+fkxsEMHJhkGV7YNOQY8bRiE1KvHTQ2yulHTvaYMG0YKMJzUIjSjz4GVwD233eYyxo116xJ67fV4GM8AR64Y/QO78Rp339KWqgEBTmPY7XZG3NUFwzaL1PYbGcVjGA9Txb8SvUNDs72mIk+NMUSkFFEL92yohbtI6bR4wwb+PWkS1YFBDgf+wLeGwRrTZFhYGB+PGJGrPZAKm3///sQlJNAIuIfU37DNBf4AfD09uZBNkweAyKgoOo8ejUdiIoNNk0Bgjc3GUsvi9mbNWDxmDF5lyriMce78eTq9+CLbDx6kj2XRCtgDzDYMypcvz+o33qB+YGBeLzdHnp81ize//ppAYAipDUC+AX4BGgcF8ceMGZn2XszK/pgY2j7/EidiE3CYA4GGwGYM2wIaB1/DmonjqVg+q6fh/paUnEzP1ybx/ebfMGxdMK3bgGPYjS/wLnOR5a+OoU3jxu645KIjQ7v3SEKIoCOBgWhvLREp8nLawl1FVjZUZImUXr/v3887S5aw5NdfSUxOpnndujzavTv/btu2WBVYl7V/4QXW7tiRfguDCbRq0IANU6bkOMb+mBjeXbqU+WvWEHfxIg0DA3nozjsZGhaW7X5Ql124dImPfviBT5ct4+DJk1QuX55BnTrxeLduVKtQIfcXlgfz1q7lpS++4GBMDBbg5+vLfbffzptDh2ZbYF12MjaW6d9+y2c/RnA6LpagSlV4uEsnHu7cmfI5/L6RnJLCF6tWMeO75ew+eoSyXj70vzWUJ7t3p16NGnm4wiIurdgaHT2cKBpqby0RKfJUZLmJiiwREZF8Fh7+96rW6aYENqmkVS0RKZK0GbGIiIgUD2qMISIljIosERERKXxqjCEiJUjObqAXERERKQghIXQnku5RM/++hTCiI1FRaowhIsWHVrJERESkaMmwqjU+cGb6qpZuIRSR4kJFloiIiBRNacXW+MCZ6bcQRm8/TXi4biEUkaJNRZaIiIgUbWqMISLFjIosERERKfrUGENEihE1vhAREZHiQ40xRKQY0EqWiIiIFC9qjCEiRZyKLBERESme1BhDRIooFVkiIiJSvKkxhogUMSqyREREpPhTYwwRKULU+EJERERKDjXGEJEiQCtZIiIiUrKoMYaIFDIVWSIiIlIyqTGGiBQS3S4oIm5lWRb7YmKITUigdtWqVCxfvrBTKjEOHj/OL7t2UbF8eW6/8UYMo3B+T2ZZFnuPHSP+4kVq5WGOdxw6xNZ9+6hbvTqhjRpdVYwLly7xV3Q0nh4eXBsUhN1uv6o4UrI5Bgyg3rJlBO9bSdOAdiyIvp+I6CCiomDQoMLOTkRKIhVZIuI2SyIjGRcezuYDBwAoYxj0bduWSffdR80qVQo3uWLs9/376f366+w/fhwz7VhZDw8e7NqVtx94oEBzWfTrr7wyezZbDx4EUuf437fcwhv33cc1lSvnKMbSjRt56N13iYmNxUo7FuDtzdiBA/lPjx45inH+4kVeDg/n8+XLiUtMBKB2pUo807cvj3btis1my/W1ScljWRYffP89kxYs4vCpGAB8y/xMp8rLCK31Igejb2Ty5CA6dNCzWiLiXjbLsqzsTyu94uLi8Pf3J3buXPx8fQs7HZEi678rV3LfO+/QyWbjccviGuBnYIphgJ8f66dMIViFVq7tOHSIVk88QVnT5DmgI3AceB/4Hvh327bMe/75AsnlsxUrGPbee9xus/GYZREErCF1ju3+/qyfOpWgSpVcxvhmwwb6vvYawcBzwE3AHmAqsBEYO2AAYwcMcBnjYmIit734In/s3csTpkl34AIwCwgHRvbowZRhw/J4tVISPPf557y5cCEwELgPKA8swW57hxsDvBnV6Am22W8hgo4EBqoxhohkLyEhjv79/YmNjcXPz8/peSqysqEiSyR78QkJBA0ZQu/ERD4HMq4hHANaGQadbr2VL0aOLKQMi6+mI0Zw+OBBtgC1Mxy3gCdILbb+mDGDxsHB+ZpH7IULBA0ZQv+kJD4m8xwfJXWO7+zYkc+efNJlnCoDBlDhwgUigYAMx1OAfwErbTZi58/H29PTaYypixYx6vPPWWdZ3HTF2NvASGDrO+/QrE6dHF+flDy/799PsyefBN4EnrlidBOGrQ1v3NaOZypVYnT0cKJoSDRBBAbqFkIRcS6nRZYaX4hInn21di0XEhOZQOYfvgFqAE+aJvN+/pm4hIRCyK74iktIYOfBgzxG5gILUj/nsYAdeOGLL/I9lzlr1pCYnMyr/HOOg4ARpsmc1auJdzHHa/74g1MXLvAymQssSL13fQKQZFlMWrDAZS4ff/89fbIosAAeBwINg49/+MH1BUmJ98mKFXgY1YCsCv+WmNa/+eCP3WqMISL5QkWWiOTZnmPHqGW3c42T8bZAosPB0dOnCzKtYu/Pw4dxkPr5ZaUy0ADYFxOT77nsjYmhjmEQ6GS8LXApJYVjZ886jbEhKir93Ky0ADyB7WnPeznN5fhxbnEyVgZobZrsPXbMZQwp+fYciyHFvJnUr4qstOXAibSvkwzt3p+r9InavYtInqnIEpE8CyhblpOWhbM1jMs/MvvrlttcqVGxIgCHnIwnk3o7ZkHcyhxQtizHLYtLTsZzMsc1KlQAnF/PcSAJqJRNt8IAX19clWEHDYOAcuVcxpCSr0K5stiNAy7OOEh5nwxfJxn21rq8qkX0USZP1qqWiOSeiiwRybN/t23LBdPk8yzGHMB0w6Bdo0YEZtMUQTKrWaUKVf38eI/U4uNKc4CzwFM57MiXF3ffcgtxpsl/sxhLAWYYBh2vv55qaYVUVvq3a4ePYTANyOph4PdI/ab0Qt++LnPp1749swyDc1mMrQU2myb927VzGUNKvn633ILD3EZqe5YrxeJhfM6gDlmsq4aEpK9qXS62Lq9qqdgSkZxSkSUieVavRg2GdurESJuNd4DzacejgH7ABsti7MCBhZdgMfba4MHsBHoCO9OOJQAfAg8BwRUr0qdNm3zPo0FgIEM6duQJm433SO3mB7AbuBvYZFmMuecelzE8PDx4oGtXFgMPAIfTjp8FXgVeB0IbN6ZO9eou44zs0YNkLy/uMAx+JbVgSwbmA70Mg5B69eh2U1ZPbElp0q1VK25q0Ai70QuYR+pXiQVswG7cgbdnAiN79sz6zRlWtcYHzkxf1dIthCKSU+oumA11FxTJmaTkZB6fOZNPf/wRT6CCYXDM4aBS2bJ8OGJEgRQCJdWrc+cy4csvSQaqAPHAJaBu1apsnDqVii66G7lTYnIyj33wAZ/9+CPeNhsBaXNcuWxZPn7ySXrefHOO4tw7dSpfRkRgkvpc2VlSVzxDGjZk7aRJeHhkv4Xj5r17uXviRPaeOEFVu52LlkW8aXJH06Z8+dxzVCqgz0SKtjPx8fR/cyortm7CbpTDZvMhxXGSmlVq8L9Rz9CqQYOcBQoPZ0l0CyIJIeJ0UwKbVFK7d5FSSi3c3URFlkjuHDp5kv/98gtxCQk0CAykd2ioy3bckjPnExIY8+WXbNm3j3I+PjzVowe3NW1aKLkcOH6chb/+SlxCAg0DA+l1FXMcffo0L8+ezb5jx6ji78/Y/v25oXbtXMVwOBws37qVjX/9haeHB3e2bKm27ZKl3/fv57tNm0hKSaFV/fp0bt4cu92euyCRkRAVxZLoFoQzSO3eRUopFVluoiJLRERE0kVGsiSiHJGEpO+t1aGDVrVESoucFlnZ35MhIiIiIqlCQuhOJN2jZv59C2FER6Ki0C2EIpJOjS9EREREckONMUQkGyqyRERERK5GWrGVsd070UfV7l1EVGSJiIiI5EmGVa1BhGtVS0RUZImIiIjkWYZbCDOuak2erFUtkdJIjS9ERERE3EWNMUQErWSJiIiIuJcaY4iUeiqyRERERPKDGmOIlFoqskRERETykxpjiJQ6KrJERERE8psaY4iUKmp8ISIiIlJQ1BhDpFTQSpaIiIhIQVJjDJEST0WWiIiISGFQYwyREktFloiIiEhhUmMMkRJHRZaIiIhIYVNjDJESRY0vRArZ1n37+L+ffiLm3DmuqVSJ+zp1onFwcGGnVajCf/qJUV98wdnz5/Hx9OThLl149Z57sNvtOY5x6ORJnv70Uzbv3YvdbueuVq2YMGgQvt7eOY5xKSmJV+bM4ev160l2OGhSqxZThw2jXo0aubqe2RERTFm0iDPnz1MtIICx/fvTtVWrXMU4duYMn//4IzsPH6acjw99QkPp1KwZhpHz35VdTExk3tq1/LR9O5Zlcev11zOgfXt8vbxyHMOyLCK2b2f+unXEJSRwbVAQQ8PCuKZy5Vxdj4g4ocYYIiWCzbIsq7CTyI0ZM2bw5ptvEhMTQ7NmzXjvvfcIcfEvzvz58xk9ejQHDhygQYMGvPHGG3Tt2jXHf15cXBz+/v7Ezp2Ln6+vOy5BBIDklBTuf+cdwlevpobdTkPLYidw0jR59M47ee/hh3P1A3RJ4HA4qDVsGEfPnMEPaArsA6IBXw8Poj76iKAc/DD/ypw5jJ8zB4BWwHlgB+BtGCwaM4bOLVpkG2Pdn39yx4svkuBw0AgIAH4DTODJf/2LqQ88kG2M8wkJ3DBiBAdPnqQq0ADYCZwFmtaqxaa338bDI/vfdc38/nue+PBDygAtgeM2G1EOBzfXr8+SceOo7OeXbYxNe/bQ/ZVXOBYbSyvDwAA2miaVy5Vj0ejRtGncONsYZ8+fp+f48az580/q2e0EWRabgYuWxZv3389TPXpkG0NEciEyEqKiGB09nCgaEk0QgYEwaFBhJyZSeiUkxNG/vz+xsbH4ufj+W6x+gvvqq68YOXIkY8eOZfPmzTRr1ozOnTtz4sSJLM//5ZdfGDBgAMOGDWPLli307NmTnj178scffxRw5iL/9Nznn/PVmjV8BhxyOIgwTY6YJu8CH3z/PRPmzSvsFAtcy5EjOXrmDK8BMcDPwCHgK8CRksJ1jz6abYyF69fz6pw53AkcBn4F/gC2AcGmSY9XX+VUXJzLGAmXLnH7iy9S2eEgEvgTWA8cBf4NTFu8mE9XrMg2l7bPP8/RkyeZlfbetcAxYBqw/eBBur76arYxvt24kUc++ICHTJNo02SNabLL4WAlsG/fPnpPmEB2vys7ce4cnUePJjg+nr9ILa42mCZ7gUYJCXQdO5Yjp05lm0v/N97gj927WQb85XCwOi2nJy2LkZ9+yoJ167KNISK5oMYYIsVWsSqypk6dyoMPPsjQoUO57rrrmDlzJr6+vnz22WdZnv/OO+/QpUsXnn32WRo3bsz48eNp0aIF06dPL+DMRTI7Ex/PzO+/Z4xlMZS/79v1BEYA/wGmLVzIxcTEwkqxwJ2/eJEd+/czBHgR8Ek7bgfuBt4C4i9dYvGGDS7jPD9rFtWBBUDGm/qaAt8CSabJc7NmuYzxcng4Fx0OFgE3ZTheFQgH6gOvfPmlyxi7jx7lj4MHeRUYwt9z7AU8CTwORGzdyrnz513GmTRvHrfabLwH+KcdswG3AbNMk5937eKXP/90GePj5ctJSEhgqWlSP8PxOsBi08RMSmLmsmUuY2zas4fl27bxsWnSOS0HgPKkzk1nm43X587NtuATkaugxhgixU6xKbKSkpLYtGkTYWFh6ccMwyAsLIz169dn+Z7169dnOh+gc+fOTs8HSExMJC4uLtNLxN2Wb9nCpZQUnN1w9gBw9uJFft65syDTKlRvfv01KcCDTsaHkPoP1vivvnIZ58CxY9xPajFzpQZAO+D7335zGWPhr79yI9A8izEPUufnyOnTmKbpNMY7ixdjpp2blQeAZHC5InY6Lo61u3fzgGWlFzUZdQausdv5JpvC85tffqGnZVEli7EA4G7T5JtsVqEWR0ZS2W4nqxsCbcADlsWWgwc5evq0yzgicpXUGEOkWCk2RdapU6dwOBxUq1Yt0/Fq1aoRExOT5XtiYmJydT7AxIkT8ff3T38Fl/IGBJI/LiYlAVDRyXily+eVopWscxcuAH9f+5XKAWVIbUbhionzzxWgCpCSkuIyRlJKitM8IDVHK5s4Fy5dAqCCixgA8RcvOo2R3deJkRb/YjafycXERJefSSWy/1q7mJiIP6kri85ikINcRCSPQkIyrWp14Kf0VS0VWyJFR7EpsgrKCy+8QGxsbPrr8OHDhZ2SlEDN6tQB4Acn45dv3GpSu3ZBpFMk9GnbFht/X/uV1gKXgNBGjVzGKeflxfdOxi4CPwK1qld3GePaoCB+AZytY39HaiMOT09PpzE6NGkCwHIn45ev8/bmWa2XpapeoQJVy5Vz+nVyCNjhcNA0m6+TpvXqsdwwyGrdzQK+Nwya1qvnOkbt2ux1OPjLyfgyIMDHh2B1GRTJfxlWtcYHzkxf1dIthCJFR7EpsipXrozdbuf48eOZjh8/fpzqTn5gql69eq7OB/Dy8sLPzy/TS8TdWtSrR0i9erxoGJy5YuwY8Iph0LlZM+pmUwyUJLdefz2+np68TmpHwYzigZGkrmRNf+ghl3Hubt+eFcDXVxy3gDFALDBx8GCXMSYPHcol4Fn4R2HyA7AI6JpNH+Uht91G+TJleI7UboIZHQXGAdX8/Gjroqufh93Og1278qlhsPGKsWTgKaCctzcDbr3VZS6PdO3KX6bJ21mMzQS2mybDs+m62rdtWyqXLct/bDauXPPaBnxgGAy94w68XRSeIuJmaowhUmQVmyLL09OTli1bsnLlyvRjpmmycuVKQkNDs3xPaGhopvMBVqxY4fR8kYL02VNPcczHhxsMg7HAXOAFoKlhkOTnxwePPVbIGRa8xaNHcw5oBjxN6mfyGtAI2AI8f/fdLlePILUIq1mpEn2BvqQ2qvgQCCW1QUPP1q1drh4BtKpfn8EdO/IRqS3g3wdmAwOAbkAVPz/++5//uIxhGAafP/00u9PyfyXtekYBNwAnbTb+99JLLmMAvNC3L83q1eNWm40HgTnA28CNhsFiw+CLkSMp5+PjMsYt113H83368Axwh83GZ8AsoKvNxqPAE3fdxe033ugyhrenJ+HPPstKw6CZYTAlLZdHgDaGQYOaNRk3YEC21yMi+UCNMUSKnGK1T9ZXX33FkCFD+PDDDwkJCWHatGnMmzePXbt2Ua1aNe69916CgoKYOHEikNrCvX379kyaNIlu3boxd+5cXn/9dTZv3swNN9yQoz9T+2RJftofE8MbX39N+KpVXEhKwt/bmyG3387zvXsTWMnVU0El16+7d9Pr9dc5dfYsKaT+JqistzdThg3jwc6dcxQjKSmJe6dNY8n69SQ4HABU8vVlRI8ejM1FIfDm11/z1v/+x4n4eAB8DIPON93E7KefzvGmxhHbt/PIBx/w15EjOEhtnNGkbl0+e+IJbqxbN0cxEhITefubb/jw2285fPYsdpuNHq1b81yfPrS+9tocxbAsi3lr1/L2woVs2LMHgJZ16vBkz54M6tABmy2r1hr/tHnvXt5YsICv168nxTQJ9PfnwTvv5OmePSmvfyNFCl9kJEsiyhFJSPreWh06aBNjEXfJ6T5ZxarIApg+fXr6ZsQ33ngj7777Lq1btwagQ4cO1K5dm1kZ2jPPnz+fl19+OX0z4smTJ2szYilyHA4HFxITKeftXeo2IHYmKSmJAydOEFypEj7ZrNQ4Y5omp+Li8Pb0zNPf3/MJCSQkJVHZz++q5ycpKYlT8fFU9ffP0QbEWbEsi/MXL+Lt6UmZq4wBfze58PHKqgdjzqQ4HFxMTKScj0+OCzQRKSBpmxgviW5BJCFE0JHAQGjYUMWWSF6V2CKroKnIEhERkWIprdgaHT08fVUrMBAGDSrsxESKr5wWWfqVuYiIiEhJpMYYIoVGRZaIiIhISabGGCIFTkWWiIiISEmXYW+tjKtakydrVUskP1z9k9MiIiIiUryEhNCdSLpHzfy7MUZER6Ki1BhDxJ20kiUiIiJSmmRY1RofODN9VUu3EIq4j4osERERkdJIjTFE8o2KLBEREZHSTI0xRNxORZaIiIhIaafGGCJupcYXIiIiIpJKjTFE3EIrWSIiIiLyNzXGEMkzFVkiIiIi8k9qjCFy1VRkiYiIiIhzaowhkmsqskRERETENTXGEMkVNb4QERERkZxRYwyRHNFKloi43YVLlzh+9iwpDsdVx0hKTub42bNcTEx0Y2ZXJy4hgZOxsZimWah5pDgcnDh3jvMXLxZqHu5SlOZYRHJBjTFEsqWVLBFxm1937eL1efP4dtMmTMuioq8vQ++4g5fuvpsK5crlKEbM2bNM+Oorvli5kvjERDwMg14338zL/frRtE6dfL6CzL7duJE35s/n5127ALimQgWGd+vGM7164VWmTIHlEZ+QwMQFC/hk2TJOnj8PQOdmzXihXz/a33BDgeXhLtGnTzNh3jz+b+VKzicl4WEY9GnThpf79eOGWrUKOz0RyamQEAgJYXz436taUdENCQ8P0qqWlHo2y7Kswk6iKIuLi8Pf35/YuXPx8/Ut7HREiqylGzfS+7XXaAQ8bJpcA/wMfGIYBFWvzprJk6nk5+cyxpFTp7jl2We5cPYsw02Tm4C9wAeGwVG7nR/Gj+eW667L/4sBpi9dyoiPPqKdYTDUNAkAvgO+sNm49YYbWDpuXIEUWnEJCXQcNYqoQ4e43zS5DYgBPjYMtloWs595hn7t2uV7Hu5y6ORJbnnmGS7FxjLcNGkF7CF1jo95eLBiwgRCGzUq7DRFJLciIyEqiiXRLQhnENEEERgIgwYVdmIi7pWQEEf//v7Exsbi5+LnGhVZ2VCRJZK9S0lJXDNkCG0TElhgWWQsPXYDbQyDfp078/4jj7iM03fiRDZs2MD6tCLtsgSgi83G0cqV+evjjzGM/L3T+dDJk9R94AEetyzeBmwZxiKA22023rz/fv7To0e+5gHw/KxZvL9oEWtNk2YZjjuAwcAST0+OfvFFsfn3qdeECWz+7TfWmyaBGY5fADobBieqVGHXhx/m+xyLSD6JjGRJRLnUVS0aEk0QHTpoVUtKjpwWWfouJiJ5tmDdOk5fuMCUKwosgGuBEabJ/61cyYVLl5zGiDl7lkW//sqoKwosAF9gsmWx7+RJVmzd6t7ks/DJ8uWUtdmYQOYCC6AD0NeymPntt/meR3JKCp/+8AMPXVFgAdiBt4CLSUnMjojI91zc4ejp0yzeuJEXryiwAMoCk0yTv44f56ft2wsjPRFxh5CQTO3eO/BT+rNa6kIopYmKLBHJsx2HDlHbbqe+k/Ew4HxSEodPnXIaI+roURyWRScn462BsobBzsOH85ht9nYcOsTNloWzp8jCgN0xMTjy0NgjJ46fO8fpCxecfiaBwPV2e4F8Ju6w+8gRTBdz3BbwttmKzfWIiBNqjCGiIktE8q6stzdnLYskJ+Mn0v7X18vLZYyM514pDrhkmi5juEtZb29O2K5cw/rbCcDLwyPfb2m7fK3OPhMTOIXrz7UoyW6OzwGJloWvp2dBpSQi+Smt2Mq4qkX0Ua1qSamgIktE8qxXaCixpsm8LMYs4EObjZZ16hBcubLTGDfWqUOtSpX40Mn4ZwA2G91vuinvCWej1803s9U0yepngCTgM8Ogd2goNheFmDtULF+eDtddx8eGQVbN45cC0Q4HvUND8zUPd2lZvz7BFSo4neNPAA/DoFsBzLGIFKAMq1qDCNeqlpQKKrJEJM+ur1mTXiEhPGoYLCC1KQPAGeAJYLll8VL//i6LErvdzov9+vEl8DKpK1cAycDnwAs2G/eHhRFYqVL+XUia7iEhNA0Opo9hsJrUQhHgMHC3zcYhm41nevfO9zwAXujXj/WmyQP8vQJkklpgDTUMOt1wAyENGxZILnnlYbfzQr9+fAGMBeLTjicBnwIv22w8cMcdVK9QodByFJF8kuEWwoyrWpMna1VLSiZ1F8yGuguK5Mz5ixfp/8YbfLt5M4F2O4HAH6aJaRi8/eCDPNq1a7YxLMvitXnzGPfll/jYbDSy2TgEnHA4uOfWW/nsyScLbH+q6NOn6f7KK2w+cIC6djv+wDaHg3Le3sx+9lnuKsDVlv+uXMnwGTMwHQ6aGAYngMMOBx2vv57/vfRSjvcgKwosy+LVuXN5de5cfNPm+CBw0uFgUPv2fPrEE3gW4B5kIlIIMrR7jySECDoSGIj21pJiQS3c3URFlkjubPzrL776+WfiEhJoEBjIkNtuo2pAQK5iHDl1iv+uWsWBEyeoVL48A9u3p0nt2vmSryumabJy2zaWbNxIYnIyzevWZWD79pQvhH8LTsfF8X8//cTOw4cp5+NDn9BQ2jRunO+3LOaXwydP8t9Vqzh48iSVy5dnYIcO2ohYpLRJK7ZGRw9Pb/euvbWkqFOR5SYqskRERETyUXh4+qpWFA0hMEirWlJkaZ8sERERESn61BhDSiAVWSIiIiJSuNQYQ0oYj8JOQEREREQEgJAQuhNJ96iZfzfGiOhIVJQaY0jxopUsERERESk6MqxqjQ+cmb6qpVsIpThRkSUiIiIiRU9asXX5Wa3LxVZ4uG4hlKJPRZaIiIiIFF1qjCHFkIosERERESna1BhDihk1vhARERGR4kGNMaSY0EqWiIiIiBQfaowhxYCKLBEREREpftQYQ4owFVkiIiIiUnypMYYUQSqyRERERKR4U2MMKWLU+EJERERESgY1xpAiQitZIiIiIlJyqDGGFAEqskRERESk5FFjDClEul2wFLiYmMiCX37hj4MH8fXyoufNN9OsTp3CTkuKGNM0WfX77/y0fTuWZdG2cWO6tGiB3W7PVZzdR46w4JdfiL1wgYZBQfS75RbK+/rmU9YiIiLZGDSI7pF/30IYHj2IiOggoqJg0KDCTk5KKptlWVZhJ1GUxcXF4e/vT+zcufgVwx8Ul27cyJApUziTkEBdu52zlsVZ06R7y5aEP/tssbwmcb99MTH0HD+e7YcPU8Nuxw4ccThoUK0aC0eP5vqaNbONcSkpiQfefZfZa9bgZxhUsdnY73BQ1suLDx57jIEdOuT7dYiIiLgUGcmSiHJEEkIUDYkmiA4d9KyW5FxCQhz9+/sTGxuLn5+f0/N0u2AJtmH3bnq/9hq3XLzIX8Beh4PjpsmXwOotW7h74kRUY0tcQgJhL77IpaNHiQCOOhwccjhYD/icPEnYiy9y4ty5bOM8+N57/O/nn/kIOG6a7HE4OAD0SExk8NSpLNu0KT8vQ0REJHshIZnavXfgp/RntXQLobiTiqwS7PV587gWWGBZ1E87VgYYAMwyTX7Yto0Nu3cXXoJSJHyxahWHTp3iB9OkPWBLe90MLDdN4s6f58Nly1zGiDp6lPDVq3nXsngQ8E47Hgz8F2hnszF+zpx8vAoREZEcUmMMKQAqskqohMRElv72Gw+bJmWyGO8BXGO3M2/duoJOTYqYeWvW0A3I6im9asC/TZN5q1e7jLFg3TrKGwaDsxgzgEcti1+iojh6+nTeExYREXEHNcaQfKQiq4S6cOkSpmUR5GTcAAJJvVVMSre4Cxecfp0AXEP2XydxFy9S2WZLX8HKKgY5iCMiIlLgMqxqDSJcq1riFiqySqiK5cpRqWxZfnYyfgb43TRpGBhYkGlJEdQwOJifDQNnT+etNgwaXnONk9FU1wYFcdDh4KCzGIC3hwfXVKqUl1RFRETyR4ZbCDOuak2erFUtuToqskoou93OsM6d+cQw2HnFmAWMAUzD4L5OnQohOylKHurShT9Mk/9mMfYNsNY0ebhrV5cx7r7lFsp7ezMKcFwxdgh41zC4p0MHtXIXEZGiTY0xxE1UZJVgL/TtS+2gINoaBi+TupowH7jDZmMG8PaDD1I1IKBQc5TC16lZM4aFhXE/MAT4HlgOPAT0tdnoc/PN9Lr5Zpcxynp78+GIEcyz2bjVMJgNrAEmADcZBr4VK/La4Kye2BIRESli1BhD3ED7ZGWjuO+Tdfb8ecbMns1/f/yR+MREAFrVrcuL/frRKzS0kLOTosI0Td5dsoR3Fi3iQFpziqCAAB7r3p1ne/fGI4cbEq/YsoXxc+bw865dAPiUKcOA9u2ZMGgQNSpWzLf8RURE8k14OEuiW6TvrUVgEA0bam+t0iqn+2SpyMpGcS+yLktITOTIqVP4enlxTeXKhZ2OFFEOh4MDJ05gWRa1q1XLcXF1pWNnzhCXkEBQpUqU8/Fxc5YiIiIFLDISoqJYEt2CcAYRTRCBgTBoUGEnJgVNRZablJQiS0RERETyKDKSJRHl0le1ogmiQwetapUmOS2yis0zWWfOnGHgwIH4+fkREBDAsGHDOH/+vMvzR4wYwbXXXouPjw81a9bkiSeeIDY2tgCzFhEREZESQ40xJIeKTZE1cOBAduzYwYoVK1i6dClr1qzhoYcecnp+dHQ00dHRvPXWW/zxxx/MmjWLZcuWMWzYsALMWkRERERKFDXGkBwoFrcL/vnnn1x33XVs3LiRVq1aAbBs2TK6du3KkSNHCMzhXk/z589n0KBBXLhwAQ8Pjxy9R7cLioiIiIhTaoxRqpSo2wXXr19PQEBAeoEFEBYWhmEYbNiwIcdxLn8YrgqsxMRE4uLiMr1ERERERLKUYVVrEOFa1RKgmBRZMTExVK1aNdMxDw8PKlasSExMTI5inDp1ivHjx7u8xRBg4sSJ+Pv7p7+Cg4OvOm8RERERKQUy3EJ4+Vktoo8yebKe1SqtCrXIGjVqFDabzeVrV9p+O3kRFxdHt27duO666xg3bpzLc1944QViY2PTX4cPH87zny8iIiIipYAaY0ianD2YlE+efvpp7rvvPpfn1K1bl+rVq3PixIlMx1NSUjhz5gzVq1d3+f74+Hi6dOlC+fLlWbhwIWXKlHF5vpeXF15eXjnKX0REREQkk5CQ1GIrMpLuUTMZHQ1R0Q2JiA4iKkp7a5UWhVpkValShSpVqmR7XmhoKOfOnWPTpk20bNkSgFWrVmGaJq1bt3b6vri4ODp37oyXlxeLFy/G29vbbbmLiIiIiDiVVmyND5/5d2OM6IaEh6sxRmlQLJ7Jaty4MV26dOHBBx8kMjKSdevW8fjjj9O/f//0zoJHjx6lUaNGRKatxcbFxXHHHXdw4cIFPv30U+Li4oiJiSEmJgaHw1GYlyMiIiIipYUaY5RKhbqSlRuzZ8/m8ccfp1OnThiGQZ8+fXj33XfTx5OTk9m9ezcJCQkAbN68Ob3zYP369TPF2r9/P7Vr1y6w3EVERESkFMtwCyER4emrWpMnB9Ghg1a1SqJisU9WYdI+WSIiIiLiNpGREBWVfgthBB0JDES3EBYTJWqfLBERERGREiFDu/fxgTPT273rFsKSRUWWiIiIiEhBSyu2MrZ7J/qo2r2XECqyREREREQKi4vGGCq2iq9i0/hCRERERKREctIYIyI6KH1YihcVWVKsRJ8+zf3vvsvqbdu4ZJqUAa6rU4cZw4fTtnHjAs0l/KefeDk8nCMnT2IC5Tw96dOuHR8+8gienp4FlkdySgqfLF/OzG+/ZceRI5T18qJ3mzY83asXN9SqVWB5uEtcQgLTly7l02XLOHD6NJXKluWejh15umdPgnOwrx6AZVnMXbOG6UuWsHHPHjzsdrq0aMHTvXrR9rrr8vkKRERErlJICN1J3cQ4vTFGREeiotQYo7hRd8FsqLtg0bE/Joamjz1GUnIyA4DWwH7gEyAemPPcc/S95ZYCyeXZzz5jyqJF1AKGARWAb4FlQHClSvz14YcFUmglJSfTY/x4VmzbRg+gk2VxAphlGBw3DBaPHs3tzZvnex7uciY+no6jRhF15AgDLIsQYC/wuWFg+PqyauLEbAtHy7IYPmMGHy1fTpjNxr8siwtAuGGw0zT5ZMQI7r/99oK4HBERkauX1oVwdPRwomhINEEEBsKgQYWdWOmW0+6CKrKyoSKr6Gg0fDjHoqNZCzTJcPwM0BHYY7cT/7//YRj5+6jh7qNHue6RR+gLhANlMox9DfQFBrRvz+ynn87XPAAmLVjAmP/7P76zLMIyHL8E9LbZ+NXHh8OzZlHW2zvfc3GHodOmsTgigjWmyfUZjp8GbjMMrMBAts2Ygc1mcxpj3tq19Js8mc+B+zIcN4FHgE9tNvZ89BG1q1XLj0sQERFxr/Dw9FWtKBpCYJBWtQqRWrhLiXLw+HH+io7meTIXWAAVgXeABIeDaYsX53suIz/9FDswg8wFFkBvoDvwzbp1+Z6HaZq8v2QJg68osAC8gRmWxbmEBOauWZPvubjDmfh45qxezXNXFFgAlYAppsn2I0dYu3Onyzgzliyhg2FkKrAg9R+7qUA5m42PfvjBbXmLiIjkKzXGKJZUZEmx8MPWrZikFjBZaQ/4Ait//z3fc9l+4AChQGUn4z2ACykpnE9IyNc8TsbGcvjsWaefSR2gqd3Ob3v25Gse7rLj0CESHQ6n19MJ8LHZsr2eTXv30t00sxwrC9xmmvz21195ylVERKRAZdhbK2O794gIFVpFlRpfSLHgm/Z8U7yT8UQgGfAuc+XakvuVsduJczF+OUdPj/z96+WZdq3OPhMrbcyzAD4Td7j8eTm7noukznF2n6un3e40BkC8zVYgXyciIiJuFxJC9xDoHq7GGEWdVrKkWOgdGoqnzcYsJ+NfkfoD+PAuXfI9l2433cRWYHsWYybwOVDVzy/fG19UKFeOm+vXZ5bNRlYPVq4F9jkcdGvVKl/zcJfmdetSrXx5p3M8B3BYFl1atHAZp2tICP9nt5OSxdghYJVl0e2mm/KWrIiISGHKcAthxlWt8PDCTkwuU5ElxYKvtze3t2zJx8B0SP8B2gJ+BEYAQQEBBdJJ7/VBg/A2DHoDuzIcPw88BmwDnuvTJ9/zAHju3/9mlWXxAqkrPZdtAQYZBjfWqkVYs2YFkkteeZYpw1O9e/Mh8D6Z5/gHYKRh0Cc0lHo1ariM81SPHhwwTe4DzmU4vh/oZRhU9fNjYPv2bs9fRESkQKXdQnj5Wa3LxZae1SoaVGRJsbHoxRdpUqsWI4BrSH326QbgdsDDx4dfpkwpkDzK+fqyeOxYDhsGjYE2wF1ANeBDYHCHDjzdq1eB5NIrNJQ3hw5lMhBkGPwLaG0YtADKVa/O4jFj8r3bojs926sXw++8k8eAOnY7PYEmhkEXoGXjxnz65JPZxmhZvz6zn3mG+XY7QTYb3YAONhv1gGPly7Ns/HjKq1OoiIiUFGqMUSSphXs21MK96JmzejUTFywg5uxZyvv4MDQsjFF9+uCRz89AXelMXByjvviC7zZtIiUlhQaBgUweOpTQRo0KNA+APdHRfLx8OTsOHaKstze9Q0PpdfPNxeZ5rCtt3ruXT1es4MDx41RKW3m6/cYbc1UwHjtzhk+WL2fjX39RxsODLi1acE/79sWmnb2IiEiuRUayJKJcerv3aILo0EHParmT9slyExVZIiIiIlKsZNhbK4KOBAaqMYa7aJ8sEREREZHSSI0xCp2KLBERERGRkkaNMQqViiwRERERkZJKjTEKhTYjFhEREREpyUJCUjcyjoyEiPDUxhjRDYmIDkofFvdSkSUiIiIiUhqEhNA9BLqHz/y7MUZER6Ki1BjD3XS7oIiIiIhIaaLGGPlORZaIiIiISGmjxhj5SkWWiIiIiEhppcYY+ULPZImIiIiIlGZqjOF2KrJERERERESNMdxItwuKiIiIiMjf1Bgjz1RkiYiIiIhIZmqMkScqskREREREJGtqjHFV9EyWiIiIiIg4p8YYuaYiS0REREREsqfGGDmm2wVFRERERCTn1BgjWyqyREREREQkd9QYwyUVWSIiIiIicnXUGCNLeiZLRERERESunhpj/IOKLBERERERyTs1xkin2wVFRERERMR91BhDRZaIiIiIiLhZKW+MoSJLRERERETyRyltjKFnskREREREJP+UwsYYKrJERERERCT/laLGGCqysmFZFgBxCQmFnImIiIiISAnQuzftN22i/Z73SDx2gT2H6rMjOZDERGjZsrCTcy0hIQ74u0ZwxmZld0Ypd+TIEYKDgws7DRERERERKSIOHz7MNddc43RcRVY2TNMkOjqa8uXLY7PZXJ4bFxdHcHAwhw8fxs/Pr4AylOxoXoomzUvRpHkpmjQvRZPmpWjSvBRNJWVeLMsiPj6ewMBADMN5D0HdLpgNwzBcVqlZ8fPzK9ZfPCWV5qVo0rwUTZqXoknzUjRpXoomzUvRVBLmxd/fP9tz1MJdRERERETEjVRkiYiIiIiIuJGKLDfy8vJi7NixeHl5FXYqkoHmpWjSvBRNmpeiSfNSNGleiibNS9FU2uZFjS9ERERERETcSCtZIiIiIiIibqQiS0RERERExI1UZImIiIiIiLiRiiwRERERERE3UpGVR2fOnGHgwIH4+fkREBDAsGHDOH/+fI7ea1kWd955JzabjUWLFuVvoqVMbuflzJkzjBgxgmuvvRYfHx9q1qzJE088QWxsbAFmXfLMmDGD2rVr4+3tTevWrYmMjHR5/vz582nUqBHe3t40adKE7777roAyLV1yMy8ff/wx7dq1o0KFClSoUIGwsLBs51GuTm7/vlw2d+5cbDYbPXv2zN8ES6nczsu5c+d47LHHqFGjBl5eXjRs2FD/luWD3M7LtGnT0r/HBwcH89RTT3Hp0qUCyrbkW7NmDd27dycwMDDHP9dGRETQokULvLy8qF+/PrNmzcr3PAuUJXnSpUsXq1mzZtavv/5q/fzzz1b9+vWtAQMG5Oi9U6dOte68804LsBYuXJi/iZYyuZ2X7du3W71797YWL15s7dmzx1q5cqXVoEEDq0+fPgWYdckyd+5cy9PT0/rss8+sHTt2WA8++KAVEBBgHT9+PMvz161bZ9ntdmvy5MnWzp07rZdfftkqU6aMtX379gLOvGTL7bzcc8891owZM6wtW7ZYf/75p3XfffdZ/v7+1pEjRwo485Itt/Ny2f79+62goCCrXbt2Vo8ePQom2VIkt/OSmJhotWrVyuratau1du1aa//+/VZERIS1devWAs68ZMvtvMyePdvy8vKyZs+ebe3fv9/64YcfrBo1alhPPfVUAWdecn333XfWSy+9ZH399dc5+rl23759lq+vrzVy5Ehr586d1nvvvWfZ7XZr2bJlBZNwAVCRlQc7d+60AGvjxo3px77//nvLZrNZR48edfneLVu2WEFBQdaxY8dUZLlZXuYlo3nz5lmenp5WcnJyfqRZ4oWEhFiPPfZY+n87HA4rMDDQmjhxYpbn33333Va3bt0yHWvdurX18MMP52uepU1u5+VKKSkpVvny5a3//ve/+ZViqXQ185KSkmK1adPG+uSTT6whQ4aoyMoHuZ2XDz74wKpbt66VlJRUUCmWSrmdl8cee8y67bbbMh0bOXKk1bZt23zNs7TKyc+1zz33nHX99ddnOtavXz+rc+fO+ZhZwdLtgnmwfv16AgICaNWqVfqxsLAwDMNgw4YNTt+XkJDAPffcw4wZM6hevXpBpFqqXO28XCk2NhY/Pz88PDzyI80SLSkpiU2bNhEWFpZ+zDAMwsLCWL9+fZbvWb9+fabzATp37uz0fMm9q5mXKyUkJJCcnEzFihXzK81S52rn5dVXX6Vq1aoMGzasINIsda5mXhYvXkxoaCiPPfYY1apV44YbbuD111/H4XAUVNol3tXMS5s2bdi0aVP6LYX79u3ju+++o2vXrgWSs/xTafier58e8yAmJoaqVatmOubh4UHFihWJiYlx+r6nnnqKNm3a0KNHj/xOsVS62nnJ6NSpU4wfP56HHnooP1Is8U6dOoXD4aBatWqZjlerVo1du3Zl+Z6YmJgsz8/pnEn2rmZervT8888TGBj4j2+OcvWuZl7Wrl3Lp59+ytatWwsgw9LpauZl3759rFq1ioEDB/Ldd9+xZ88eHn30UZKTkxk7dmxBpF3iXc283HPPPZw6dYpbbrkFy7JISUlh+PDhvPjiiwWRsmTB2ff8uLg4Ll68iI+PTyFl5j5aycrCqFGjsNlsLl85/YHkSosXL2bVqlVMmzbNvUmXAvk5LxnFxcXRrVs3rrvuOsaNG5f3xEVKiEmTJjF37lwWLlyIt7d3YadTasXHxzN48GA+/vhjKleuXNjpSAamaVK1alU++ugjWrZsSb9+/XjppZeYOXNmYadWqkVERPD666/z/vvvs3nzZr7++mu+/fZbxo8fX9ipSQmmlawsPP3009x3330uz6lbty7Vq1fnxIkTmY6npKRw5swZp7cBrlq1ir179xIQEJDpeJ8+fWjXrh0RERF5yLxky895uSw+Pp4uXbpQvnx5Fi5cSJkyZfKadqlUuXJl7HY7x48fz3T8+PHjTuegevXquTpfcu9q5uWyt956i0mTJvHjjz/StGnT/Eyz1MntvOzdu5cDBw7QvXv39GOmaQKpq/a7d++mXr16+Zt0KXA1f19q1KhBmTJlsNvt6ccaN25MTEwMSUlJeHp65mvOpcHVzMvo0aMZPHgwDzzwAABNmjThwoULPPTQQ7z00ksYhtYcCpqz7/l+fn4lYhULtJKVpSpVqtCoUSOXL09PT0JDQzl37hybNm1Kf++qVaswTZPWrVtnGXvUqFH8/vvvbN26Nf0F8Pbbb/P5558XxOUVW/k5L5C6gnXHHXfg6enJ4sWL9Zv6PPD09KRly5asXLky/ZhpmqxcuZLQ0NAs3xMaGprpfIAVK1Y4PV9y72rmBWDy5MmMHz+eZcuWZXrWUdwjt/PSqFEjtm/fnun7yL/+9S86duzI1q1bCQ4OLsj0S6yr+fvStm1b9uzZk170AkRFRVGjRg0VWG5yNfOSkJDwj0LqciFsWVb+JStOlYrv+YXdeaO469Kli9W8eXNrw4YN1tq1a60GDRpkahV+5MgR69prr7U2bNjgNAbqLuh2uZ2X2NhYq3Xr1laTJk2sPXv2WMeOHUt/paSkFNZlFGtz5861vLy8rFmzZlk7d+60HnroISsgIMCKiYmxLMuyBg8ebI0aNSr9/HXr1lkeHh7WW2+9Zf3555/W2LFj1cI9H+R2XiZNmmR5enpaCxYsyPT3Ij4+vrAuoUTK7bxcSd0F80du5+XQoUNW+fLlrccff9zavXu3tXTpUqtq1arWhAkTCusSSqTczsvYsWOt8uXLW3PmzLH27dtnLV++3KpXr5519913F9YllDjx8fHWli1brC1btliANXXqVGvLli3WwYMHLcuyrFGjRlmDBw9OP/9yC/dnn33W+vPPP60ZM2aohbtkdvr0aWvAgAFWuXLlLD8/P2vo0KGZfvjYv3+/BVg//fST0xgqstwvt/Py008/WUCWr/379xfORZQA7733nlWzZk3L09PTCgkJsX799df0sfbt21tDhgzJdP68efOshg0bWp6entb1119vffvttwWccemQm3mpVatWln8vxo4dW/CJl3C5/fuSkYqs/JPbefnll1+s1q1bW15eXlbdunWt1157Tb+sywe5mZfk5GRr3LhxVr169Sxvb28rODjYevTRR62zZ88WfOIllLOfoy7Pw5AhQ6z27dv/4z033nij5enpadWtW9f6/PPPCzzv/GSzLK2TioiIiIiIuIueyRIREREREXEjFVkiIiIiIiJupCJLRERERETEjVRkiYiIiIiIuJGKLBERERERETdSkSUiIiIiIuJGKrJERERERETcSEWWiIiIiIiIG6nIEhERERERcSMVWSIiUizcd9992Gy2f7z27NnjlvizZs0iICDALbGu1po1a+jevTuBgYHYbDYWLVpUqPmIiMjVUZElIiLFRpcuXTh27FimV506dQo7rX9ITk6+qvdduHCBZs2aMWPGDDdnJCIiBUlFloiIFBteXl5Ur14908tutwPwzTff0KJFC7y9valbty6vvPIKKSkp6e+dOnUqTZo0oWzZsgQHB/Poo49y/vx5ACIiIhg6dCixsbHpK2Tjxo0DyHJFKSAggFmzZgFw4MABbDYbX331Fe3bt8fb25vZs2cD8Mknn9C4cWO8vb1p1KgR77//vsvru/POO5kwYQK9evVyw6clIiKFxaOwExAREcmrn3/+mXvvvZd3332Xdu3asXfvXh566CEAxo4dC4BhGLz77rvUqVOHffv28eijj/Lcc8/x/vvv06ZNG6ZNm8aYMWPYvXs3AOXKlctVDqNGjWLKlCk0b948vdAaM2YM06dPp3nz5mzZsoUHH3yQsmXLMmTIEPd+ACIiUqSoyBIRkWJj6dKlmYqfO++8k/nz5/PKK68watSo9OKlbt26jB8/nueeey69yPrPf/6T/r7atWszYcIEhg8fzvvvv4+npyf+/v7YbDaqV69+Vbn95z//oXfv3un/PXbsWKZMmZJ+rE6dOuzcuZMPP/xQRZaISAmnIktERIqNjh078sEHH6T/d9myZQHYtm0b69at47XXXksfczgcXLp0iYSEBHx9ffnxxx+ZOHEiu3btIi4ujpSUlEzjedWqVav0/3/hwgX27t3LsGHDePDBB9OPp6Sk4O/vn+c/S0REijYVWSIiUmyULVuW+vXr/+P4+fPneeWVVzKtJF3m7e3NgQMHuOuuu3jkkUd47bXXqFixImvXrmXYsGEkJSW5LLJsNhuWZWU6llVji8sF3+V8AD7++GNat26d6bzLz5CJiEjJpSJLRESKvRYtWrB79+4sCzCATZs2YZomU6ZMwTBSez7Nmzcv0zmenp44HI5/vLdKlSocO3Ys/b//+usvEhISXOZTrVo1AgMD2bdvHwMHDszt5YiISDGnIktERIq9MWPGcNddd1GzZk369u2LYRhs27aNP/74gwkTJlC/fn2Sk5N577336N69O+vWrWPmzJmZYtSuXZvz58+zcuVKmjVrhq+vL76+vtx2221Mnz6d0NBQHA4Hzz//PGXKlMk2p1deeYUnnngCf39/unTpQmJiIr/99htnz55l5MiRWb7n/Pnzmfb92r9/P1u3bqVixYrUrFkzbx+SiIgUGLVwFxGRYq9z584sXbqU5cuXc9NNN3HzzTfz9ttvU6tWLQCaNWvG1KlTeeONN7jhhhuYPXs2EydOzBSjTZs2DB8+nH79+lGlShUmT54MwJQpUwgODqZdu3bcc889PPPMMzl6huuBBx7gk08+4fPPP6dJkya0b9+eWbNmudzX67fffqN58+Y0b94cgJEjR9K8eXPGjBlztR+NiIgUApt15Y3mIiIiIiIictW0kiUiIiIiIuJGKrJERERERETcSEWWiIiIiIiIG6nIEhERERERcSMVWSIiIiIiIm6kIktERERERMSNVGSJiIiIiIi4kYosERERERERN1KRJSIiIiIi4kYqskRERERERNxIRZaIiIiIiIgb/T8W2FcwCyTfggAAAABJRU5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+ "image/png": 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" ] @@ -791,56 +671,46 @@ } ], "source": [ - "batch_size = sgd_clf_binary_fhe.batch_size\n", + "# Let's rotate the dataset 90 degrees and see\n", + "# if the model can learn the new dataset\n", "\n", - "# Initialize the weight and bias randomly\n", - "# They are going to be updated using FHE training.\n", - "weights = np.random.rand(1, 2, 1)\n", - "bias = np.random.rand(1, 1, 1)\n", + "# Define the 90-degree rotation matrix\n", + "rotation_matrix = np.array([[0, -1], [1, 0]])\n", "\n", - "# Shuffle X_binary and y_binary\n", - "perm = np.random.permutation(X_binary.shape[0])\n", - "X_binary = X_binary[perm, ::]\n", - "y_binary = y_binary[perm]\n", + "# Apply the rotation matrix to X_binary\n", + "X_binary_pivoted = X_binary @ rotation_matrix\n", "\n", - "acc_history = []\n", + "# Plot before training\n", + "plot_decision_boundary(\n", + " X_binary_pivoted,\n", + " y_binary,\n", + " weights=weights,\n", + " bias=bias,\n", + " title=\"Pivoted Dataset\",\n", + " accuracy=accuracy(weights, bias, X_binary_pivoted, y_binary),\n", + ")\n", "\n", - "# Train for one epoch and plot the decision boundary at each iteration\n", - "for idx in range(X_binary.shape[0] // batch_size):\n", - " batch_range = range(idx * batch_size, (idx + 1) * batch_size)\n", + "# Train the model again with the pivoted dataset\n", + "weights_pivoted, bias_pivoted, acc_history_pivoted = train_fhe_client_server(\n", + " X_binary_pivoted,\n", + " y_binary,\n", + " batch_size,\n", + " fhe_client,\n", + " fhe_server,\n", + " serialized_evaluation_key,\n", + " weights,\n", + " bias,\n", + ")\n", "\n", - " # Make the data X (1, batch_size, n_features)\n", - " # and y (1, batch_size, n_targets)\n", - " x_batch = X_binary[batch_range, :].reshape(1, -1, 2)\n", - " y_batch = y_binary[batch_range].reshape(1, -1, 1)\n", - "\n", - " # Encrypt the batch\n", - " x_batch_enc = fhe_client.quantize_encrypt_serialize((x_batch, y_batch, weights, bias))\n", - "\n", - " # Run the circuit on the server\n", - " results = fhe_server.run(x_batch_enc, serialized_evaluation_key)\n", - "\n", - " # Back on the client, we deserialize the result\n", - " weights, bias = fhe_client.deserialize_decrypt_dequantize(results)\n", - "\n", - " # Compute and store accuracy\n", - " acc = accuracy(weights, bias, X_binary, y_binary)\n", - " acc_history.append(acc)\n", - "\n", - " # Print weights, bias, and accuracy\n", - " print(f\"Weights: {weights.ravel()}\")\n", - " print(f\"Bias: {bias.ravel()}\")\n", - " print(f\"Accuracy: {acc*100:.2f}%\")\n", - "\n", - " # Plot the decision boundary at each iteration\n", - " plot_decision_boundary_on_client(\n", - " weights,\n", - " bias,\n", - " X_binary,\n", - " y_binary,\n", - " title=f\"Decision Boundary at Iteration {idx+1}\",\n", - " accuracy=acc,\n", - " )" + "# Plot the decision boundary for the pivoted dataset\n", + "plot_decision_boundary(\n", + " X_binary_pivoted,\n", + " y_binary,\n", + " weights=weights_pivoted,\n", + " bias=bias_pivoted,\n", + " title=\"Decision Boundary after training on pivoted dataset\",\n", + " accuracy=acc_history_pivoted[-1],\n", + ")" ] }, { diff --git a/src/concrete/ml/deployment/fhe_client_server.py b/src/concrete/ml/deployment/fhe_client_server.py index 7cb941505..37d470e1e 100644 --- a/src/concrete/ml/deployment/fhe_client_server.py +++ b/src/concrete/ml/deployment/fhe_client_server.py @@ -14,6 +14,7 @@ from ..common.debugging.custom_assert import assert_true from ..common.serialization.dumpers import dump from ..common.serialization.loaders import load +from ..common.utils import to_tuple from ..version import __version__ as CML_VERSION try: @@ -26,25 +27,23 @@ from importlib_metadata import version -class Mode(Enum): +class DeploymentMode(Enum): """Mode for the FHE API.""" INFERENCE = "inference" TRAINING = "training" + @staticmethod + def is_valid(mode: Union["DeploymentMode", str]) -> bool: + """Indicate if the given name is a supported mode. -def ensure_tuple(x: Union[Any, Tuple[Any, ...]]) -> Tuple[Any, ...]: - """Ensure the input is a tuple. - - Args: - x (Union[Any, Tuple[Any, ...]]): the input value + Args: + mode (Union[Mode, str]): The mode to check. - Returns: - Tuple[Any, ...]: the input value as a tuple - """ - if not isinstance(x, tuple): - return (x,) - return x + Returns: + bool: Whether the mode is supported or not. + """ + return mode in {member.value for member in DeploymentMode.__members__.values()} def check_concrete_versions(zip_path: Path): @@ -179,7 +178,7 @@ def _export_model_to_json(self, is_training: bool = False) -> Path: """Export the quantizers to a json file. Args: - is_training (bool): If True, we export the training mode. + is_training (bool): If True, we export the training circuit. Returns: Path: the path to the json file @@ -187,7 +186,7 @@ def _export_model_to_json(self, is_training: bool = False) -> Path: module_to_export = self.model.training_quantized_module if is_training else self.model serialized_processing = { "model_type": module_to_export.__class__, - "model_post_processing_params": module_to_export.post_processing_params, # TODO + "model_post_processing_params": module_to_export.post_processing_params, "input_quantizers": module_to_export.input_quantizers, "output_quantizers": module_to_export.output_quantizers, "is_training": is_training, @@ -204,25 +203,26 @@ def _export_model_to_json(self, is_training: bool = False) -> Path: return json_path - def save(self, mode: Mode = Mode.INFERENCE, via_mlir: bool = False): + def save(self, mode: DeploymentMode = DeploymentMode.INFERENCE, via_mlir: bool = False): """Export all needed artifacts for the client and server. Arguments: - mode (Mode): the mode to save the FHE circuit, either "inference" or "training". + mode (DeploymentMode): the mode to save the FHE circuit, either "inference" or "training". via_mlir (bool): serialize with `via_mlir` option from Concrete-Python. Raises: Exception: path_dir is not empty or training module does not exist + ValueError: if mode is not "inference" or "training" """ if isinstance(mode, str): - mode_upper = mode.upper() - if mode_upper not in Mode.__members__: + mode_lower = mode.lower() + if not DeploymentMode.is_valid(mode_lower): raise ValueError("Mode must be either 'inference' or 'training'") - mode = Mode[mode_upper] + mode = DeploymentMode(mode_lower) # Get fhe_circuit based on the mode - if mode == Mode.TRAINING: + if mode == DeploymentMode.TRAINING: # Check that training FHE circuit exists assert_true( @@ -245,7 +245,7 @@ def save(self, mode: Mode = Mode.INFERENCE, via_mlir: bool = False): ) # Export the quantizers - json_path = self._export_model_to_json(is_training=(mode == Mode.TRAINING)) + json_path = self._export_model_to_json(is_training=(mode == DeploymentMode.TRAINING)) # Save the circuit for the server path_circuit_server = Path(self.path_dir).joinpath("server.zip") @@ -367,23 +367,17 @@ def quantize_encrypt_serialize( Union[bytes, Tuple[bytes, ...]]: the quantized, encrypted and serialized values """ - # Ensure x is a tuple - if not isinstance(x, tuple): - x = (x,) + x = to_tuple(x) # Quantize the values quantized_x = self.model.quantize_input(*x) - # Ensure quantized_x is a tuple - if not isinstance(quantized_x, tuple): - quantized_x = (quantized_x,) + quantized_x = to_tuple(quantized_x) # Encrypt the values enc_qx = self.client.encrypt(*quantized_x) - # Ensure enc_qx is a tuple - if not isinstance(enc_qx, tuple): - enc_qx = (enc_qx,) + enc_qx = to_tuple(enc_qx) # Serialize the encrypted values to be sent to the server serialized_enc_qx = tuple(e.serialize() for e in enc_qx) @@ -401,13 +395,13 @@ def deserialize_decrypt( Args: serialized_encrypted_quantized_result (Union[bytes, Tuple[bytes, ...]]): the - serialized, encrypted and quantized result + serialized, encrypted and quantized result Returns: Union[Any, Tuple[Any, ...]]: the decrypted and deserialized values """ - serialized_encrypted_quantized_result = ensure_tuple(serialized_encrypted_quantized_result) + serialized_encrypted_quantized_result = to_tuple(serialized_encrypted_quantized_result) # Deserialize the encrypted values deserialized_encrypted_quantized_result = tuple( @@ -434,23 +428,21 @@ def deserialize_decrypt_dequantize( numpy.ndarray: the decrypted (de-quantized) values """ # Ensure the input is a tuple - serialized_encrypted_quantized_result = ensure_tuple(serialized_encrypted_quantized_result) + serialized_encrypted_quantized_result = to_tuple(serialized_encrypted_quantized_result) # Decrypt and deserialize the values deserialized_decrypted_quantized_result = self.deserialize_decrypt( serialized_encrypted_quantized_result ) - deserialized_decrypted_quantized_result = ensure_tuple( - deserialized_decrypted_quantized_result - ) + deserialized_decrypted_quantized_result = to_tuple(deserialized_decrypted_quantized_result) # De-quantize the values deserialized_decrypted_dequantized_result = self.model.dequantize_output( *deserialized_decrypted_quantized_result ) - deserialized_decrypted_dequantized_result = ensure_tuple( + deserialized_decrypted_dequantized_result = to_tuple( deserialized_decrypted_dequantized_result ) diff --git a/tests/deployment/test_client_server.py b/tests/deployment/test_client_server.py index e56172e52..90d57f733 100644 --- a/tests/deployment/test_client_server.py +++ b/tests/deployment/test_client_server.py @@ -15,10 +15,10 @@ from torch import nn from concrete.ml.deployment.fhe_client_server import ( + DeploymentMode, FHEModelClient, FHEModelDev, FHEModelServer, - Mode, ) from concrete.ml.pytest.torch_models import FCSmall from concrete.ml.pytest.utils import MODELS_AND_DATASETS, get_model_name, instantiate_model_generic @@ -376,12 +376,12 @@ def check_input_compression(model, fhe_circuit_compressed, is_torch, **compilati ("inference", True, None), ("training", False, ERROR_MSG_NO_FHE_CIRCUIT), ("training", True, None), - (Mode.INFERENCE, False, None), - (Mode.TRAINING, False, ERROR_MSG_NO_FHE_CIRCUIT), - (Mode.TRAINING, True, None), + (DeploymentMode.INFERENCE, False, None), + (DeploymentMode.TRAINING, False, ERROR_MSG_NO_FHE_CIRCUIT), + (DeploymentMode.TRAINING, True, None), ], ) -def test_save_mode(n_bits, fit_encrypted, mode, error_message): +def test_save_mode_handling(n_bits, fit_encrypted, mode, error_message): """Test that the save method handles valid and invalid modes correctly.""" # Generate random data