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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Correlation between variables using correlation matrix \n", + "\n", + "correlation_matrix = df[df.columns].corr()\n", + "print(correlation_matrix)\n", + "\n", + "#Using heatmap\n", + "sns.heatmap(df[df.columns].corr(), annot = True, fmt = \".2f\")" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "fd690c0a-bc2b-4fad-ae6b-1bd0ccd46c10", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " X1 X2 X3 X4 X5 X6 X7 X8 Y1 Y2\n", + "0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", + "1 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", + "2 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", + "3 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", + "4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", + ".. .. .. .. .. .. .. .. .. .. ..\n", + "763 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", + "764 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", + "765 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", + "766 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", + "767 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", + "\n", + "[768 rows x 10 columns]\n" + ] + } + ], + "source": [ + "#Handling Outliers\n", + "#(using InterQuartile Range method)\n", + "q1 = df.quantile(0.25)\n", + "q3 = df.quantile(0.75)\n", + "iqr = q3 - q1\n", + "lower_bound = q1 - 1.5 * iqr\n", + "upper_bound = q3 + 1.5 * iqr\n", + "\n", + "outliers = df[(df < lower_bound) | (df > upper_bound)]\n", + "print(outliers)\n" + ] + }, + { + "cell_type": "markdown", + "id": "93cc1cae-29fd-485b-a53a-579a7a59291c", + "metadata": {}, + "source": [ + "No outliers observed" + ] + }, + { + "cell_type": "markdown", + "id": "caf0e635-a2b4-445e-b1c7-8909dffe5520", + "metadata": {}, + "source": [ + "Splitting the dataset into an 80:20 ratio for training and testing using the sklearn library." + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "bf43b576-e0b7-4de0-b21c-0c53f660a83b", + "metadata": {}, + "outputs": [], + "source": [ + "X = df[['X1','X2','X3','X4','X5','X6','X7','X8']]\n", + "Y = df[['Y1','Y2']]\n", + "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size = 0.2, random_state = 42)" + ] + }, + { + "cell_type": "markdown", + "id": "af8ad5d6-a0d6-4411-b356-aed875f9b060", + "metadata": {}, + "source": [ + "Train a multivariate linear regression model from scratch using numpy, pandas, and matplotlib. Additionally, train a linear regression model using the sklearn library on the training dataset. Also train ridge and lasso regression model using the sklearn library on the training dataset" + ] + }, + { + "cell_type": "markdown", + "id": "3f449228-96d5-4f6c-905d-f5584fc40a53", + "metadata": {}, + "source": [ + "Equation for Y1 :\n", + "Y1 = b0 + b1*X1 + b2*X2 + b3*X3 + b4*X4 + b5*X5 + b6*X6 + b7*X7 + b8*X8\n", + "We can see from Heatmap that target Y1 majory depends on X1, X2, X3, X4, X5\n", + "so now, Y1 = b0 + b1*X1 + b2*X2 + b4*X4 + b5*X5 + b7*X7" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "f5d61050-e99d-4dbb-8667-34f41b61efbb", + "metadata": {}, + "outputs": [], + "source": [ + "X = df[['X1','X2','X7','X4','X5']]\n", + "Y = df[['Y1']]\n", + "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size = 0.2, random_state = 42)\n", + "\n", + "X_train = X_train.to_numpy()\n", + "X_test = X_test.to_numpy()\n", + "Y_train = Y_train.to_numpy()\n", + "Y_test = Y_test.to_numpy()\n", + "\n", + "X_train_with_one = np.c_[np.ones(X_train.shape[0]), X_train] \n", + "X_test_with_one = np.c_[np.ones(X_test.shape[0]), X_test] " + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "b399a379-96b3-4e1e-b952-2fb5ef96a1ed", + "metadata": {}, + "outputs": [], + "source": [ + "#Multivariate Linear Regression\n", + "def multivar_lin_alg(X,Y):\n", + " theta = np.linalg.inv(X.T @ X)@(X.T)@(Y)\n", + " return theta\n" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "1ad31e84-60af-45ac-932c-fe360276c065", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(154, 1)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "theta = multivar_lin_alg(X_train_with_one, Y_train)\n", + "Y_pred = X_test_with_one @ theta\n", + "Y_pred.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "7cdc904b-4f39-4e85-a95c-16c4fc50cf07", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Squared Error 9.217904316138153\n", + "R2 score 0.9115639331408548\n", + "Root Mean squared Error 3.036100182164309\n" + ] + } + ], + "source": [ + "arr = np.linspace(1,154,154)\n", + "plt.figure()\n", + "fig, axis = plt.subplots()\n", + "axis.plot(arr, Y_pred, label = 'predicted')\n", + "axis.plot(arr, Y_test, label = 'original')\n", + "legend = axis.legend()\n", + "\n", + "plt.show()\n", + "\n", + "mse = mean_squared_error(Y_test, Y_pred)\n", + "R2 = r2_score(Y_test, Y_pred)\n", + "rmse = np.sqrt(mse)\n", + "print(\"Mean Squared Error\",mse)\n", + "print(\"R2 score\",R2)\n", + "print(\"Root Mean squared Error\",rmse)" + ] + }, + { + "cell_type": "markdown", + "id": "35c4023f-aeb2-4785-844c-17e81014a88e", + "metadata": {}, + "source": [ + "With scikit_learn library" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "f626f258-d0b7-4fc5-bc5b-0ebd1d8c1d18", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Squared Error 9.217904316155117\n", + "R2 score 0.9115639331406921\n", + "Root Mean squared Error 3.036100182167103\n" + ] + } + ], + "source": [ + "lr = LinearRegression()\n", + "lr.fit(X_train,Y_train)\n", + "Y_pred_linear = lr.predict(X_test)\n", + "\n", + "mse_linear = mean_squared_error(Y_test, Y_pred_linear)\n", + "R2_linear = r2_score(Y_test, Y_pred_linear)\n", + "rmse_linear = np.sqrt(mse_linear)\n", + "print(\"Mean Squared Error\",mse_linear)\n", + "print(\"R2 score\",R2_linear)\n", + "print(\"Root Mean squared Error\",rmse_linear)" + ] + }, + { + "cell_type": "markdown", + "id": "9f3050ea-315e-47ee-85c8-fc219ae4594c", + "metadata": {}, + "source": [ + "RIDGE REGRESSION" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "8487e48f-b651-404d-9a55-7ad5cac1190e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Squared Error 9.568597814649316\n", + "R2 score 0.9081993990105641\n", + "Root Mean squared Error 3.093315020273447\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import Ridge\n", + "ridge = Ridge(alpha = 0.2)\n", + "ridge.fit(X_train, Y_train)\n", + "Y_pred_ridge = ridge.predict(X_test)\n", + "\n", + "mse_ridge = mean_squared_error(Y_test, Y_pred_ridge)\n", + "R2_ridge = r2_score(Y_test, Y_pred_ridge)\n", + "rmse_ridge = np.sqrt(mse_ridge)\n", + "print(\"Mean Squared Error\",mse_ridge)\n", + "print(\"R2 score\",R2_ridge)\n", + "print(\"Root Mean squared Error\",rmse_ridge)" + ] + }, + { + "cell_type": "markdown", + "id": "436e990e-0703-4561-b6ff-8fda0d8a5112", + "metadata": {}, + "source": [ + "LASSO REGRESSION" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "e5b9f77b-7499-406b-856f-2d79257e975e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Squared Error 11.644696315644097\n", + "R2 score 0.8882814242146329\n", + "Root Mean squared Error 3.4124326096853688\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import Lasso\n", + "lasso = Lasso(alpha = 0.2)\n", + "lasso.fit(X_train, Y_train)\n", + "Y_pred_lasso = lasso.predict(X_test)\n", + "\n", + "mse_lasso = mean_squared_error(Y_test, Y_pred_lasso)\n", + "R2_lasso = r2_score(Y_test, Y_pred_lasso)\n", + "rmse_lasso = np.sqrt(mse_lasso)\n", + "print(\"Mean Squared Error\",mse_lasso)\n", + "print(\"R2 score\",R2_lasso)\n", + "print(\"Root Mean squared Error\",rmse_lasso)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "045e1f80-856d-4e35-a6fd-878d813f91b6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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qq6tZunQpn376KXPmzOnS4xQRkd6trq6Oww47jJNPPplRo0aRkZHBxx9/zNy5czsclXXggQfyxhtvcOSRRzJx4kReffXVDmc1v/jii3n22Wc5+OCDueSSSxgzZgyWZbF69Wrmz5/PZZddxtixY5kwYQJut5uTTjqJK664gkgkwr333ktNTU13Hv4WXXrppVx66aWbbTNhwgQmTZrElVdeSTAY5IADDmiZfX3PPffktNNOA2DXXXfl1FNP5c4778TlcnHEEUfw5Zdf8qc//YlAINBqnzfccAP/+c9/GD9+PL/+9a/ZZZddiEQiFBcX8+qrr3LfffcxePDgbjtukR9KE72JpNjhhx/eMiHcMcccw29/+1uOP/54rrrqqm3eZyAQYO7cuWRkZHDqqafyi1/8gt13353f/va3rdrl5ubyyiuv4Pf7OfXUUznrrLNIT0/n6aef/qGH1Wn5+fksWLCAww8/nKuvvpqjjz6aefPmcdttt/HXv/61pZ3f72+ZGO+qq67i+OOPZ82aNcyePbvNPg877DA++ugjsrKyuPjiizniiCM4//zzef311zniiCO25+GJiEgv4PV6GTt2LP/85z855ZRTOOqoo3jwwQe58sorN3uXep999uGdd95hxYoVHH744R0+45yWlsZ///tfZsyYwT/+8Q+mTJnCCSecwN13383gwYNbRsKNGjWKZ599lpqaGqZNm8aFF17IHnvswd13390dh92lDMPg3//+N5deeikPP/wwkydP5k9/+hOnnXYab775ZqubEg899BCXXnopjzzyCMceeyzPPPMMzz77bJu74QUFBXzyySdMnDiR22+/nSOPPJLTTjuNWbNmsccee+juufR4hm3bdqqLEBEREREREemLdKdcREREREREJEXUKRcRERERERFJEXXKRURERERERFJEnXIRERERERGRFFGnXERERERERCRF1CkXERERERERSRFnqgvobpZlsW7dOjIyMjAMI9XliIiIYNs29fX1DBw4ENPU9fEfSlkvIiI9TWeyvtd3ytetW0dhYWGqyxAREWmjpKSEwYMHp7qMHZ6yXkREeqqtyfpe3ynPyMgAmr6MQCCQ4mpEREQgGAxSWFjYklHywyjrRUSkp+lM1vf6TnnzMLZAIKCgFhGRHkVDrbuGsl5ERHqqrcl6PcgmIiIiIiIikiLqlIuIiIiIiIikiDrlIiIiIiIiIimiTrmIiIiIiIhIiqhTLiIiIiIiIpIi6pSLiIiIiIiIpIg65SIiIiIiIiIpok65iIiIiIiISIqoUy4iIiIiIiKSIuqUi4iIiIiIiKSIOuUiIiIiIiIiKaJOuYiIiIiIiEiKqFMuIiIiIiIikiLqlIuIiIiIiIikiDrlIiIiIiIiIimiTrmIiIiIiIhIiqhTLiIiIiIiIpIi6pSLiIiIiIiIpIg65SIiIptRXFzMokWLUl2GiIiIdJNYLMZLL72Uss9Xp1xERKQD5eXlTJgwgRtvvDHVpYiIiEg3SCaTnH766Zx77rnU1dWlpAZnSj5VRESkhwsGgxx11FFkZmby2GOPpbocERER6WK2bXPRRRcxd+5c3n33XTIzM1NShzrlIiIim7Asi2nTptHQ0MB7771HRkZGqksSERGRLnbrrbfy0EMPMX/+fMaMGZOyOtQpFxER2YRpmpx55pkccMAB5Ofnp7ocERER6QZHHnkkP/rRjzjooINSWoeeKRcREdnAtm3+9re/0dDQwCmnnEJRUVGqSxIREZEu9sILL7B06VL22GMPpkyZkupy1CkXERFpdu2113LFFVfw9ddfp7oUERER6Qavv/4606dPZ/78+akupYWGr4uIiAB33303f/zjH3nhhRfYe++9U12OiIiIdLGPP/6Y4447josuuoiLLroo1eW0UKdcRET6vHnz5nHJJZfw6KOPMnny5FSXIyIiIl2ssrKSyZMnM336dG677bZUl9OKOuUiItLnHXLIIfz73//mmGOOSXUpIiIi0g3y8vL4xz/+wTHHHINhGKkupxU9Uy4iIn3WBx98wN///ne8Xq865CIiIr1QdXU1V1xxBdFolKlTp+J09rz70uqUi4hIn7RkyRKmTJnC//73P2zbTnU5IiIi0sUaGxs5+uijmTt3LuFwONXldKjnXSYQERHpZqtXr2bSpEkccsgh3HvvvT1uGJuIiIj8MPF4nOnTp1NaWsqCBQvIyspKdUkdUqdcRET6FNu2Oemkkxg+fDhPPvlkjxzGJiIiIj/MTTfdxKJFi3jvvfcoKChIdTmbpTMRERHpUwzD4IEHHmDQoEF4vd5UlyMiIiLd4NJLL2X69OnsvPPOqS5li/RMuYiI9AnRaJTTTz+dL7/8ktGjR5OZmZnqkkRERKSL3XrrrTz++OMEAgF22223VJezVdQpFxGRXi+ZTHLGGWfwn//8B7/fn+pyREREpBs88MADXHPNNTtc1mv4uoiI9Gq2bXPRRRcxd+5c3nnnHYYNG5bqkkRERKSLPffcc/ziF7/gvvvuY9q0aakup1PUKRcRkV7tnXfe4aGHHmL+/Pn8+Mc/TnU5IiIi0sXq6+s555xz+MMf/sA555yT6nI6TZ1yERHptWzb5tBDD2Xp0qUUFRWluhwRERHpYrZtk5GRwaJFixgyZEiqy9kmeqZcRER6pTlz5nD88cdjWZY65CIiIr3Qd999x4EHHsjatWspKirCMIxUl7RN1CkXEZFe5/XXX+eUU05h7NixmKaiTkREpLcpLS1l4sSJZGZm0q9fv1SX84PoTEVERHqVTz75hKlTp/LrX/+a3/zmN6kuR0RERLpYbW0tkyZNon///syZMweXy5Xqkn4QdcpFRKRXuf766/nZz37G7bffvsMOYxMREZGO/fOf/ySZTPLKK6+QlpaW6nJ+MMO2bTvVRXSnYDBIZmYmdXV1BAKBVJcjIiLdJB6P43K5aGxsxOPx4HT23LlMlU1dS9+niEjfkEgkME0TwzBa/vb3VJ3JJt0pFxGRHV51dTX77LMPL774ImlpaT26Qy4iIiKdZ9s2Z599NpdeeimGYfToDnln6axFRER2aI2NjRx99NHYts1BBx2U6nJERESkG1x55ZX861//4s0330x1KV1OnXIREdlhxeNxpk+fTmlpKe+//z7Z2dmpLklERES62O23386dd97Jq6++yn777ZfqcrqcOuUiItLj2bZNeX2UcCyJz+2gX4YHwzBYunQp3377LU88+yJrox6+/KqMbL+Lwhw//QNeTfQmIiKyg+go6yORCE888QR/+8csMofvyfxemPXqlIuISI9WUh1i4YoqiisbiSYsPE6TIbl+dstzkj14BBff9xJ//aSGkurPiCaTeBwOBmf7OHSXfKaMGUhhjj/VhyAiIiKb0V7WF+WlMTrXQWZmFuf8eTZvLa/hsad7Z9b3mInebrnlFgzD4OKLL27ZZts2M2fOZODAgfh8Pg499FC++uqr1BUpIiLbVUl1iOcXr2FpaZAsv5ui3DSy/G4e+OsdHHbQgfxl3hJe+bKcVdUhTAOyfS4cJqyuDvHiZ+t4ZEExJdWhVB+GbER5LyIiG+so6+e9/hb7/mgU1z7yWq/P+h7RKf/444/5xz/+wZgxY1ptv+2227jjjjv429/+xscff8yAAQOYMGEC9fX1KapURES2F9u2WbiiippQnBH56aR7nDhMg4/nzuHNJ/7Krsecy+frGgjHEnidJtlpbvxuF1k+N16XSTRusbS0jgXLK+nlq3/uMJT3IiKysY6yvnr1t8y+6VcU7juB1VZOr8/6lHfKGxoaOOWUU3jggQdaTdBj2zZ33nknv/3tb5k2bRq77747jz76KKFQiCeffDKFFYuIyPZQXh+luLKRgkxfy/NiH789l4duvYaTLr6B/DEH0RBNkLQNfC4nBk1tDKPpdxuIxm2WrAtSXh9N4ZEIKO9FRKSt9rK+fN1qbr34NHbd92B2P/4iGmPJXp/1Ke+U//KXv2TKlCkcccQRrbavXLmSsrIyJk6c2LLN4/FwyCGHsGDBgg73F41GCQaDrX5ERGTHE44liSYsfC5Hy7blSz7j+HMuZf/JJ2BZkLRsLNvG4Wg9yYvTbPo9iUUoliQcS27X2qWtrsx7Zb2ISO/QXtavK17OsF1/zClX3IqNo09kfUoneps9ezaffvopH3/8cZvXysrKAOjfv3+r7f3792fVqlUd7vOWW27h+uuv79pCRURku/O5HXicJuF4knB1Gbn9B3Li+VcAUB9JYJrgMA1MwyCZtDE3CuuE1TSEzYGJ3+3A53a0+xmyfXR13ivrRUR6h42z3kyESSYS7DH+MH487tA+lfUpu1NeUlLCRRddxOOPP47X6+2w3aZT3Nu2vdlp76+++mrq6upafkpKSrqsZhER2X76ZXgoykvjq6Vfc+1ZP+XN55/AMAwMwyDd48DrdJDuceI0bMLxBDZN4WzbTb8bgMdlMHpggH4ZntQeTB/WHXmvrBcR6R2as76kopY7fnM2D958JUCfy/qU3SlftGgR5eXl7L333i3bkskk7777Ln/729/4+uuvgaYr6AUFBS1tysvL21xN35jH48Hj2XH/gYiISBPDMBjmj3HBzHPpN3QUe0+cRtKyCcUSrA9GGFWQwcAsH0vW1VETjpNojOF1mUQSFomkTZbfxa4FmYwfntcr1jDdUXVH3ivrRUR6B8Mw2G9IFjdd8nPWrlrJVffM6ZNZn7JO+U9+8hO++OKLVtvOPPNMRo0axZVXXsmwYcMYMGAA//nPf9hzzz0BiMVivPPOO9x6662pKFlERLaj2tpafn7SNHYaVMDFf3mQskab6qpGPE6TUQUBxg3LBeCVz9fxzjcVlFSHqQnH8Tgc7JTj7zVrl+7olPciItIR27a56ZpLWfXlJ1x3/xwSgXyK+2DWp6xTnpGRwe67795qW1paGrm5uS3bL774Ym6++WZ23nlndt55Z26++Wb8fj8nn3xyKkoWEZHtKBqNMnr0aP72t7+Rk5NDeX2UcCyJz+2gX4an5Yr4eYcM57g9B1FSHaImFCfb76Iwx0//gHeHvmreWyjvRUSkI5Zl4XK5eO3VV9h///37bNandKK3LbniiisIh8NccMEF1NTUMHbsWObPn09GRkaqSxMRkW6SSCT43//+xz777MNTTz3Vsr1/oP3nkQ3DYECmjwGZvu1VonQx5b2ISN/zwQcfMHbsWO65556WbX016w17R15lfSsEg0EyMzOpq6sjEAikuhwREdkM27b5+c9/zty5c1m+fDk+X+8MX2VT19L3KSKyY3niiSc4/fTTWbBgAWPHjk11Od2iM9nUo++Ui4hI33LVVVfxzDPP8Oabb/baDrmIiEhf9tprrzFjxgzuuOOOXtsh7yx1ykVEpEf485//zF/+8hdeeeUV9ttvv1SXIyIiIl3sgw8+4Gc/+xlXXHEFF110UarL6TFStk65iIjIxkaNGsXjjz/OhAkTUl2KiIiIdIMBAwZwxRVXcOONN6a6lB5Fd8pFRCSl3nrrLXbbbTemTJmS6lJERESkG6xatYrS0lL2339/Zs6cmepyehzdKRcRkZR57733mDx5MrNnz051KSIiItINKioqmDhxou6Ob4Y65SIikhKff/45Rx99NGeddRYXXnhhqssRERGRLlZfX8/kyZNJS0vjySefTHU5PZaGr4uIyHa3bt06Jk2axKRJk7j77rsxDCPVJYmIiEgXsm2b448/ntraWt577z0tWbkZ6pSLiMh2179/f6655hrOPfdcHA5HqssRERGRLmYYBmeffTb77LMP/fv3T3U5PZqGr4uIyHYTDAb561//immaXHjhhXg8nlSXJCIiIl3Itm3++te/UldXx/Tp0xk6dGiqS+rx1CkXEZHtIhKJcNxxx/H3v/+dYDCY6nJERESkG9xwww1cccUVfP3116kuZYeh4esiItLtkskkp5xyCt988w3vv/8+mZmZqS5JREREutg999zDH/7wB55//nn222+/VJezw1CnXEREut3vf/973nrrLf773/8yZMiQVJcjIiIiXezNN9/kwgsvZNasWRxzzDGpLmeHok65iIh0u/PPP5/jjjuO3XbbLdWliIiISDc48MAD+fe//60O+TbQM+UiItJt7r33Xt555x0KCws1jE1ERKQX+uijj7jjjjtwu93qkG8jdcpFRKRbPPHEE/zqV79izZo1qS5FREREusGyZcuYPHkyX3zxBbZtp7qcHZY65SIi0uVee+01ZsyYwR133MEpp5yS6nJERESki61Zs4aJEydywAEH8MADD2AYRqpL2mGpUy4iIl2qsrKSE044gSuuuIKLLroo1eWIiIhINzj11FMZMmQIs2fPxunUVGU/hL49ERHpUnl5ebz55pvss88+qS5FREREuskDDzxAfn4+Pp8v1aXs8HSnXEREusSqVas48cQTqa2tZd9999UwNhERkV4mFotx+umn87///Y+dd96ZrKysVJfUK6hTLiIiP1hFRQUTJ06kvLwcr9eb6nJERESki1mWxZlnnsm8efNIT09PdTm9ioavi4jID1JfX8/kyZNJS0vjhRdeUKdcRESkl7Ftm0suuYSXX36Zt99+mxEjRqS6pF5FnXIREflB7rjjDmpra3nvvfcIBAKpLkdERES62MKFC7n//vuZO3cue+65Z6rL6XUMu5cvKBcMBsnMzKSurk4niyIim7Btm/L6KKFogsZYkjS3A7/HSb8MD7Zts6S0ntpQjEyfi7x0N9GEjc/toF+GBwDDMIjH41RUVDBw4MAUH82OQ9nUtfR9iohsnm3brA9GWFMTBmBwto/+AW+rrM/yu9l1QDqVjXHCsWSbvF+9ejU77bRTKg9jh9KZbNKdchGRPqqkOsTCFVV8XlJLcVWIxliCNLeDotw00j0OVlWHKQtGaIgkiCaawnl4fjpFuWkMyfXz2v03s/uoEVx++eXqkIuIiPRQJdUhXvmilA9XVFHVGAMgN81NQcBLTThOWTBCLGGBbeN1OyjM8pOb4cHjNFn/+Tt89uYLzHvlJXXIu5EmehMR6YNKqkM8v3gNH62sYlV1iGTSItvvImHZfL6mlmc/XcvHxdUYNhiGjWVBbWOcpaVBguE49/3lVp785yMU7frjVB+KiIiIdKCkOsQjC1Yy76sy6iMJCgJeCjK9lNaGefGzdXy4ogqv00H/DA+heJKVFY18WlILNpQt+4S7fnshvkG7sq4umupD6dV0p1xEpI+xbZuFK6qoboxhJW2SSZt+AS+GYZDuSbKwvIFowiI3zUVlYxSnaZCb7sa2bSoaorw8+xG+ePZ+/u/qu7D6j8K2bS1/JiIi0sPYts2C5ZUsK63H6zTpl9GU9ZZt0RhLYtk2pgHhWIJwvGmI+qBsH5UNUd58byEf/O0iJvzsNPb56ZksXFHF4Gyf8r6b6E65iEgfU14fpbiykQyvi6pQnEyfqyVkg+EksaSF0zQwTJP6SAKXw8TAwDRM/HacpXMf5fiL/sDBRxxJcWUj5fW6ei4iItLTlNdHWbIuiGVDls+9UdYnaIgmSPM4sQ2D6lCMunAcn8uBwzAJeFx88eqjjN7/cE656PcMyPQp77uZ7pSLiPQx4ViSaMIiw+MknrRw+Vwtr8WTSQAMo+kKu2XbTb8AViKOPyOdMRfPYrd9huN3OymvjxKOJVNyHCIiItKxcCxJaENGu5zf34uNJ5vukrscDmJJi3jSAkwcpoGViON2ORg+/SqO/NFATNPE7zaU991Md8pFRPoYn9uBx2mStG1cDpN4wmp5zeVwANDUFzcwm3rn1Kxayut/OIm69WvxpqXjczkIxRJ4nCY+tyNVhyIiIiId8Lkd+Ddk9KZZbxoG8aSFDbgcTR3ySEOQd/50Dqs/eRO310u6zwugvN8O1CkXEelj+mV4KMpLoyESJ9fvoi4Sp3l1zIDPgdthkrRsbMsiw+uktrSYD+69nLyd9yTmzyU/zcOAgIf1wQhFeWkty6WIiIhIz9Evw8PogQEcBtSGYxtlvZN0j5PGaALDtsnxu0lzJPno/iuxkgncO/2I/DQPBZnelqXUlPfdS51yEZE+xjAMxg3LJTvNjcNh4DANyusj1IVjlNfHKMj04naa1EeTpMXq+PzBK0nbaTT9j7oIn9vJrgUZrKwKkeV3MW5YriZ9ERER6YEMw2D88Dx2KcggkrBYWxsmFEsQiVukuZvulls2eEybzx+9nkhtOUNOvhFfRjZ77pRNYyzJ8ooG5f12oGfKRUT6oMIcP1P3HNxqnfLacJx0j5Mxg7MYP7xpnfIP572NN7s/u57ye9LTvAzPTyfT76YoL41xw3IpzPGn+lBERESkA4U5fmaMH0p+RtM65WXBCAAFWT722imbmnCcb75eStXalYw9/8/kFRZRmOUHA+rCcUYVBJT324FhN49j6KWCwSCZmZnU1dURCARSXY6ISI9i2zbl9VFC0QSNsSRpbgd+j5N0RxLTNFleHaMyGCI3w0deuptowsbndtAvw6Mr5j+Asqlr6fsUEdm85mHoa2rCAAzO9tE/4KW6uprSiJPKYIi8gJ9dB6RT2RgnHEsq73+gzmST7pSLiPRhhmHQP+BttS0ej3PssVMpKChg1qxZMCgzRdWJiIhIVzAMgwGZPgZk+lq23X777dx7770sXbqU3TfK+v4BTei2valTLiIiLSzLYsaMGXz66ae89957qS5HREREusHDDz/MVVddxVNPPYXHowncUk2dchERAZqGtl1yySW89NJLvP322+y8886pLklERES62Isvvsg555zD3/72N0444YRUlyNo9nUREdkgFovx7bff8sILL7DXXnuluhwRERHpBosXL+baa6/l/PPPT3UpsoHulIuICCtWrGDYsGG88sorvWpCl44mtunsMTZPiKeJb0REZEdVXFxMYWEh1113Hb1trm/LslhSWk9tKEaW383oggxMs3P3n1OZ9eqUi4j0cc899xwnnngiixcvZvfdd091OV2mpDrEK180LQFT1RgDIDfNzdihOUwZM3Crl3cpqQ6xcEUVxZWNRBMWHqepJeFERGSHsmLFCg444ACuuuoqLrrool51YfnDFVXMWbSG5RUNxBIWbqfJ8Px0pu89mLHDcrdqH6nOenXKRUT6sLfeeouTTjqJ66+/vtd1yB9ZsJJPV9fiMAwKAl4woKohxryvyqhoiDFjfNEWg7akOsTzi9dQE4pTkOnD53IQjidZVhqkrC7M1D0Hq2MuIiI9WllZGRMnTuRHP/pRrxuy/uGKKu56/RtqwnEKMr343U5CsQRL1tVxV02Ii44YucWOeU/Iej1TLiLSR3366af89Kc/5YILLuDqq69OdTldxrZtFiyvZFlpPV6nyaAsHz63E5/LyaBsH16Xg2VlQRYsr9zs8D3btlm4ooqaUJwR+emke5w4TIN0j5Ph+enUhuIsXFHV64YAiohI71FXV8eRRx5Jbm4uzz33HG63O9UldRnLspizaA014Tg790sn4HXjNE0CXjcj+qVTG44zZ9EaLMvqcB89JevVKRcR6aPi8Tinn346f/7zn3vVMLby+ihL1gWxbMjyuVsdm4FBps+NZcGSdUHK66Ob3U9xZSMFmb4230/z+u7FlY2b3YeIiEgqxeNxdtttN1555RXS09NTXU6XWlJaz/KKBgoyvZhG626taZj0D3hZXtHAktL6DvfRU7Jew9dFRPqY0tJSwuEwY8eOZezYsakup8uFY0lCsSQALmfba89upwmGTSiWJLyhXUf7iSYsfC5Hu6/73c6WCWFERER6kkQiwSeffML+++/PE088kepyukVtKEYsYeF3t9+lTfM05XRtKNbhPnpK1utOuYhIH1JbW8ukSZO4/PLLU11Kt/G5HfjdTeEaT7QdshZLWGAb+N0OfO72Q7h5Px6nSTjefhCHYgk8TnOz+xAREdnebNvm/PPP56c//SkNDQ2pLqfbZPnduJ0moVii3dcbowncTpMsf8dD9ntK1qtTLiLSR4TDYY455hiSySQPPvhgqsvpNv0yPIweGMBhQG041uo5MBubunAM04TRAwP0y/Bsdj9FeWmU1YXbPEvWvNRaUV7aZvchIiKyvf3ud7/jySef5IUXXuh1Q9Y3Nrogg+H56ZTVRbDs1hfhLdtifTDC8Px0RhdkdLiPnpL16pSLiPQByWSSE088kdWrVzNv3jxycnJSXVK3MQyD8cPz2KUgg0jCYm1tmFAsQSiWYG1NmEg8yagBAcYPz9vss/SGYTBuWC5ZfhfLKxqoj8RJWjb1kTjLKxrI8rsYNyy3Vz2PLyIiO7a77rqL2267jWeffZb9998/1eV0K9M0mb73YLJ8Lr4rb6AuHCNhWdSFY3xX3kCWz8X0vQdvdr3ynpL1Ke2U33vvvYwZM4ZAIEAgEGDcuHG89tprLa/PmDEDwzBa/fT2f7lERLqDaZoceOCBzJs3j8GDB6e6nG5XmONnxvihTNptABleJ2XBCGXBCBleJ5N2G7BVy6E172fqnoMZVRCgLhynuKqRunCcUQUBLYe2lZT1IiLbz+jRo3nsscc48sgjU13KdjF2WC4XHTGS0QMzqQ3HWVnZSG04zuiBmVu1HBr0jKw37BSu5fLSSy/hcDgYMWIEAI8++ii33347ixcvZrfddmPGjBmsX7+ehx9+uOU9bre7U3d4gsEgmZmZ1NXVEQgEuvwYRER6umeeeYapU6ficrlSXcp21zz0bE1NGIDB2T76B7ydvuJt23bLRC8+t4N+GZ4fdNW8L2WTsl5EpPu99dZbjBo1ioKCglSXkhKWZbGktJ7aUIwsv5vRBRmbvUPenlRmfUpnXz/mmGNa/X7TTTdx77338sEHH7DbbrsB4PF4GDBgQCrKExHZ4d1+++389re/ZcGCBeyzzz6pLme7MwyDAZk+BmT6fvB++ge8XVRV36KsFxHpXgsWLGDKlCn84Q9/4LLLLkt1OSlhmia7D8r8QftIZdb3mGfKk8kks2fPprGxkXHjxrVsf/vtt+nXrx8jR47knHPOoby8fLP7iUajBIPBVj8iIn3Rww8/zFVXXcXjjz/eJzvk0vMo60VEutaXX37JlClTOO2007j00ktTXY5so5QOXwf44osvGDduHJFIhPT0dJ588kkmT54MwNNPP016ejpDhgxh5cqV/P73vyeRSLBo0SI8nvZnwJs5cybXX399m+0a0iYifcl//vMfjjrqKP76179y/vnnp7oc2URfG26trBcR6Xrr169nr732Yv/99+eZZ57B4dASnT1JZ7I+5Z3yWCzG6tWrqa2t5dlnn+XBBx/knXfeYfTo0W3alpaWMmTIEGbPns20adPa3V80GiUajbb8HgwGKSwsVFCLSJ9SXV3NCy+8wJlnnpnqUqQdfa1TrqwXEel6lmVx3333cdZZZ+H16hGrnmaHeaYcmiZzaZ78ZZ999uHjjz/mrrvu4v7772/TtqCggCFDhvDtt992uD+Px9PhlXUR6d02nqDD62p6OiccS9IYS5LmduD3OH/wpB093eeff87y5cuZOnWqOuTSYyjrRaQrNed9KJqgMZbE7zIJxa0+k/X19fU89NBD/PrXv+aCCy5IdTnSBVLeKd+Ubdutrn5vrKqqipKSkj47q6CIdKykOsTCFVUUVzZS2RClYkPnPGFZJG1Iczsoyk1jTGEW44bl9sqlrFasWMGkSZM47LDDmDp1aqrLEemQsl5EtlVz3n9eUktxVYjqUJRYwsLjMMlOc/f6rI9Go0ydOpVVq1ZxxhlnkJ2dneqSpAuktFN+zTXXcNRRR1FYWEh9fT2zZ8/m7bffZu7cuTQ0NDBz5kx+9rOfUVBQQHFxMddccw15eXk62RSRVkqqQzy/eA01oTg+l4PKhhiV9VGqGmOYJhRmpZGwbFZXh4gmLMrqwr1ujen169czceJEfvSjH/HII4+kuhyRFsp6EekqzXm/ujrE+mCUxkiccCxJKJYk6XbgiSZ6ddYnk0lOPfVUlixZwvvvv68OeS+S0k75+vXrOe200ygtLSUzM5MxY8Ywd+5cJkyYQDgc5osvvuCxxx6jtraWgoICDjvsMJ5++mkyMjJSWbaI9CC2bbNwRRU1oTjD89L4dHUt4WgCh2ng2TCEPZJMslOOj4r6GAnLoiYUZ+GKKgZn+3rF8Dbbtpk6dSo5OTk899xzuN3uVJck0kJZLyJdoTnvqxtjWEmbRMLCBgwM+md4aIglsYCEZffKrAe44YYbeP3113n33XcZOnRoqsuRLpTyid66W1+bTEekr1kfjPDogmKy/G4sqymwTWBNbRi3o6lTHktaDM9PByAcTzJmcCZJy+aM8UW9Zu3p9957j1GjRpGXl5fqUmQrKJu6lr5Pkd6vOe8dpsHna+paZb3LYRJPWsSSFoOzfVg2vTLr161bx5o1a9hvv/1SXYpshc5kU49Zp1xEZFuEY0miCQufy0E8aRFPWhimgWXbOE0Dh6Pp/yctC7fTJGFZOAyDaMIiHEumuvwfJJFIcPnll7NmzRoOPPBAdchFRKTXas57h2G0yXqgJe9Nw+hVWQ9w//338/rrrzNw4EB1yHspdcpFZIfmczvwOE3C8SSuDVfLbas5lG2Syab/7zBNYgkLp2mStG08ThOfe/ut52lZFl+ureO9byv4cm0dlmV16vVN2bbN+eefz6xZswgGg91ZuoiISMo1533StttkPdCS900d9dRkvW3blNWF+aS4mk+KqymrC7PxoOTOZj3A7NmzueCCC1i3bl13li4p1uNmXxcR6Yx+GR6K8tJYVhpkWF4auWluSuvCpLkdBCNxbCDL78bjMqioj9E/4KEhmmDXggD9MrbPkkofrqhizqI1LK9oIJZoumM/PD+d6XsPZuyw3C2+3p7f/e53PPnkk7zxxhvtrvUsIiLSmzTn/dJ1deT6XZQGIxuyPoHDhHAiScDrJJqwUpL1JdUhXvl8HR+urKaqMQZAbpqbscNymfKjAtbVhjud9fPnz+f000/ntttu4/TTT98uxyGpoU65iOzQDMNg3LBcyurCrKhspH/AQ204TkMkQSRuYZrgdThYH4zicpg4TZNsv4txw3K3y8QvH66o4q7Xv6EmHKcg04vf7SQUS7BkXR131YSYMLo//1myvsPXLzpiZJuwnj9/PrfddhsvvfQS+++/f7cfg4iISKptnPcN0QROh4lhJFvWLPe6HZiAwzS2e9aXVId4ZEExn66qxmGaFGR6wYbqUIx5X5Xx+ZpayuoihOPJrc762tpaTjjhBC699FIuu+yybj8GSS11ykVkh1eY42fqnoNb1inPS3dj2zZpHicJyyKSTJLucTIkx79d1y61LIs5i9ZQE46zc790TKPpiaGA1026x8m35fU8sqAYn9tkZP9Am9e/K29gzqI17FuUjWl+/7TRhAkT+PDDD9lrr73a/VzbtlkfjLCmJgzA4Gwf/QPeVicmzScx4VgSb/Ms9XELn9vRcldhS/sQERHZnjbO++Z1yqNJC6fDwO0wSfO6tnvW27bNguWVLCsL4nU56BfwYtCUlQNdDsrrI3xcXI3DgP2KcjDNpuH0W8r6rKws3nzzTfbcc88OP9uyLJaU1lMbipHldzO6IKPVPraU9YZhbNU5g3Q/dcpFpFcozPEzONvXJnzCsSSNsSRpbgd+j7MlhLaHJaX1LK9ooCDT29LhbmYaJmluF6uqwowuCLT7ev+Al+UVDSwprWf3QZm8+uqrzJ07l7vuuqvDDnlJdYhXvijlwxVVrYfPDc1hypiBFOb4KakOtVzAqGiIUlkfBSA/w0NeuoeA10ltOM7XZfUd7kNERCQVmvP+kJH5hKIJGmNJ/C6TUNxKSdaX10dZsi6IZTU9LtfcIYemu/uGYRCOWmT6ncSS4N0o7tvL+pKSEi6++GL+8Y9/dJj1sOVH47aU9UV5aQzJ8bO4pHaz5wyyfahTLiK9hmEYPWrZk9pQjFjCwu9u/0+tw4SkZeMw2z9xSPM4Ka+PUhuKsXDhQo4//nguu+yyDk80mobPreTT1bU4DIOCgBcMqGpoGj5X0RBj4uj+fLiyaV13n9NBVUOU+kgCw2j6/tymydtfl1MditEv3ds0BG+TfcwYX6SgFhGRlOlJed988R+jaQK6TVm2jYWNASQtC2g98dzGWV9VVcWkSZPIz8/H7+84Z7f0aNxJ++3EyqrGDrM+L93Dxyurmf3hKiIbzlPaO2dQ3m8/mn1dRKSbZPnduJ0moVii3deTVtOzb0nLbvf1xmgCt9OksmQ5U6ZM4bTTTuOGG25ot23L8LnSerxOk0FZPnxuJz6Xk0HZPrwuB8vKgsz5pITqxhjD89Moq48QiVsMyvYxMNNHOJ7gq9I6IvEk2GAa4HU72uxjwfLKVrPJioiI9FU+t4M0twPspqXaNmUaBiYGNuAw23a9mrPeTZwpU6bgdrt58cUX8fl87X7epo/GBbxunKZJwOtmRL90asMxHllYTFVDtN2sj8STlNWFiSUSlNZFiMaTDMzytnvOoLzfftQpFxHpJqMLMhien05ZXQTL3mQJNNuiMRYnP91NYzTW7uvrgxGG56dz1x+u5rDDDuOee+7p8C55y/A5G7J87lbtDAwyfW4isSRfr68nw+uiIZqkqiFGps+FQdPwOq/Twfr6KAnLJtProjGWJBq3Wu3DsmDJuiDlG4bBiYiI9GX9MjyMHhjANJtGyNl834m1bRvbtvF5TJKWxaars22c9a/PeYSKigrmzp1LZmZmh5+3pUfjsvweSqrDmKbZbtYHvC5K6yKU1ERwO00sIJb4vmblfWqoUy4i0k1M02T63oPJ8rn4rryBunCMhGVRF47xXXkD2T43M8YXke33tPt6ptfJ9L0H88wzz/DEE0/gcHS81mo4liQUSwLgcrb90+52mti2TSRu4TAM4gmLhGW1GmpnGhBPWFg2uF0mlm1vGGr3/T4wbEKxJOENnyUiItKXGYbB+OF5jBoQIBJPsrYmTCiWIBRLsLY2TCRhsW9RDgOz/HxX0dhh1l9xxRX897//ZcCAAZv9vC09GudxmiQsG9uy2816t9MklrCIxJOYhrHRsHpatVHeb1/qlIuIdKOxw3K56IiRjB6YSW04zsrKRmrDcUYPzOSiI0Zy5oHD2n19RLaTr2ddTnj1F+Tn5+P1bv7ZOZ/bgX/DJfh4ou3wuVjCarob7jJJ2jYuZ9PycBsPtbPspg69aUAsbmEaRquhdrGEBbaB3+3At+nlfhERkT6qMMfPjPFFTNptABleJ2XBCGXBCBleJ5N2G8DVR+3KlUeOapP1uxYESC54hDdm34/T6WTgwIFb/KwtPRoXTVg4TQPDNNrN+uZJ4bwuB5ZttzusXnm//WmiNxGRbjZ2WC77FmV3uGzJpq/7HTZXnHsy9dUV7Lrrrlv1Gc3D55aXN1AbjtHP+f1yJjY2deEYXreDoYE0GiJx+gc85Ka7KauLkJ9hgg2RRJL+GR7qwnHqInEGBLx4Nsxi37wP0zQYPTDQsmyaiIiINHXMzztkOMftOajd5cUKc/xtzgWen3U3f3/6MX45b95Wf07zo3FL1tWR7nG2GsJu2Ra1oSiFOT5s2ybd42iT9cFI0+RwScuitDaM3+3A7dxoyVTlfUqoUy4ish2Ypsnugzp+Rqz59WQyyf/93/+xZMkS3n//ffr3779V+28ePvfN+no+XV3L2towOWluAKobYyQti72G5LTMvr6iopEBGV5qQzHWbjh5CPhcDM9N59OSGkLxJEnbbhm2tvE+xg/P0/qlIiIimzAMgwGZPgZktj9J28bnAvfffz/XX389//rXvzjkkEO2+jOaH427qybEd+UN9A94SfM4aYwmWB+MkOVzt8y+3lHW9w94qWyIUZDpJZqwWFcbafecQXm//ahTLiLSg3zyySe88847vPHGGwwdOrRT720aPjeU/IymdcrLghGg7ZqjA7N8LWuX5qV7aJ5YNS/dTcDv4tgfD2xZp7yjfYiIiMi2CYVC3Hzzzdx///0cd9xxnX5/86NxzeuUl9dHcTtNRg/MbHed8k2z3jAM9h2aw/F7D25Zp1x5n1qG3cvnuQ8Gg2RmZlJXV0cgEEh1OSIiHYrFYrjdburr68nIyNjm/di2zfpgpN3hcxu3Ka+PEo4l8W4Yoh6JW/jcjpahalvah2w7ZVPX0vcpIjuKrsp6aFoeraNH42DLWW8YxladM8i26Uw26U65iEgPcM899/DII4+wcOHCHxzSWxo+19ymf2Dzk8dtaR9dYeMTho1PEjpqF4omaIwlSXM78HucHbYXERHpaRYtWsS0adN44403GDFixA/e35YejduarN+ac4YfamuzvrltX7xIoE65iEiKzZ49mwsvvJBZs2Ztdtmz3mbjoXXRhIXHaVKUl8a4Ybmthsw1t/u8pJbiqsYNnXInRbl+xhRmtWkvIiLS03zzzTccddRRTJo0iWHDhqW6nO1ma7O+ue0rn6/jw5XVVDXGgA3D6YflMuVHBb0669UpFxHpIpvezfW7TEJxi7SNlhTZdNjY/PnzOf3007nttts444wzUnwE209JdYjnF6+hJhSnINOHz+UgHE+yrDRIWV2YqXsOpjDH39JudXWY8mCEhGWT7XcRjiVZVR0imki2ai8iItKdtiXr161bx8SJE9l3332ZNWtWqyHmvdnWZn1z20cWFPPpqmocpklBphdsqA7FmPdVGRX1EWaMH9prs16dchGRLrDp3dzqUIxYwsLjMPG5nbgcBl6Xg/wMD3npnparxE8//TSXXHIJl112WaoPYbuxbZuFK6qoCcUZkZ/eMiQt3eNkeH46yysaWLiiikFZXhauqGqZCTZh2U1D2DDI8NhUNERJJm1qGmMsXFHF4Gxfrx/eJiIiqbOtWf/eO+9QWFjInDlzcLlcqT6M7WJrs35wdtOw+QXLK1lWFsTrctBvQ9YDDHQ5KK+P8HVpPQuWV3JCdmGvzHp1ykVEfqBN7+Y2RBOEY0nCsSQRh0lVYxTTMMlLb7pinpfu4dNvSiirC/P7P97JkLz0VB/CdlVeH6W4spGCzLad6Obn34orG1lSWk9xZSMZXhcrK0Nk+lwtIW0YBgGvi6pQnIHZPoorGymvj27x2TkREZFtsS1Z/3nxelaX13DipJ9ywgkn9KlH1LY268vrowAsWRfEsiDL727J+ua2mT43deEYS9YFe23W942xEyIi3aT5SnDz3dx40gLAwCA/3UM0niRpgddpYpoQjif4dsUqHrx0Om+/9C8+WlWb2gNIgXAsSTRh4XO1f3LidzuJJixqQzGiCQuHYZCwLFyO1pHldpokLAunaRJNWC1rqouIiHSlbcn6tVX1vPKXK/nnbdewcEVVnxmy3mxrs775wkZjLAmG3SbroSnvDQxCG9r2Rn3r3w4RkS7WfCU4w+uiujGO1+WgMZrE53KQtMEGLMDpNGmMJiHSwJwbf0F2/0EcNvmnra4S9xU+twOP0yQcbz9YQ7EEHqdJlt+Nx2mStG2cptlyEtQslmjqkCespoljmp/lExER6UqdzXqPafDyPTP57qvF/Ozsi5X17WjOet+GZ/HT3A6wjTZZD015b2Pj3+i5/d5GnXIRkR+g+Upw891cwzCwbBun2fS/AAZgGgaxSIg37rwEw+Hk7BvuJSsjvU/e4e2X0fScXVldGHvDd9SseSmUorw0RhdkUJSXRkM0QU6ai7pwHBu7pV0wEifX76IxmqAoL61lfXUREZGu1JmsT1oWn8z5K6sXvc0vbnmIocN3VtZvJuv7ZXjol+Fh9MAApgm1oVhL1je3rQvHcBgGowcGem3Wq1MuIvIDNF8Jbr6ba9s2pmGQsJr+FzZcQbdtEo21ONxejrjkLjIzs1pdJe5LDMNg3LBcsvwullc0UB+Jk7Rs6iNxllc0kOV3MW5YLqZpMm5YLtl+F07TxGEarA9GqAvHKK+P4DANHA6D7DQ344bl9sqJX0REJPU6k/WGlSRYvobDLryd4buOUdZvIesNw8AwDMYPz2PUgACReJK1NWFCsQShWIK1tWEiCYtdCjIYPzyv12a9JnoTEeD7JT7CsWSrZTxk85qvBC8tDZKT5qKsLkKax0EwnCDN7WiaqsSyqF9fQv/CIna69K8UBHykexysqGxkVEHvveq7OYU5fqbuObhl7dLy+igep8mogkCrtUs3bvd5SS2rqkPUhuOkuZ0MydE65SIinaGs3zZbk/UGECwrYcBORRxw/h+V9Wx91je3nTG+iPx0Nx+urKYsGAG0TrmI9CHNS3wUVzYSTTQ9n9u8jEdv/gPYFZqvBJfVhWmIJHA6TIgnse2mJbvcTpPlL95DzZL3OeLa2eSkZdA/4GFFZWOrq8R9UWGOn8HZvi2eIDa3O2Rkfsu6sGluB36PUyeUIiJbSVm/7baU9R6Xg/Iv/st3T/2Bgy5/gJxdd1fWb7C1Wd/c9rxDhnPcnoNYUxMGYHC2r2k51F7+/alTLtLHNS/xUROKU5Dpw+dyEI4nWVYapKwuzNQ9Byust6C9u7mxpIXDYVDy5hNUfPwqh/z6Dvplp5OX7sYwjHavEvdFzcuidFU7ERFpS1n/w20u6xuLv2D50zez29FnMWzUbsr6TXQmww3DYECmjwGZvm6uqmdRp1ykD2te4qMmFGdEfnrLVch0j5Ph+eksr2hg4YoqBme3XWNSWmvvbu6Lsx/j2rkP8/cHH+O4qVMBiMQtDRkUEZHtRlnfddrL+lXffMX/zfwdp55xJn/80x0YhqGsl05Tp1ykD2te4qMgs20QN1/VbH4GSHcpt2zTK8EfZPq47777OHvGySmsSkRE+jJlfdfaNOtj672ccfpp3H333X1uLXLpOuqUi/RhzUt8+FztzwjqdztbngGSrbdo0SJGjRrF2WefnepSRESkj1PWd4+ysjKCwSB77bUXe+21V6rLkR2cOuUifVjzEh/heJJ0T9s/B83LeHhdJmV14Q4n3fghs7n2tplgFy1axKGHHspNN93Er3/9a6D9YwQoqwvzxdog0USSotw0dhsY0FV2ERHpUj0h67vi/T1JXV0dRx55JIMHD+bll18GOs769cEIJdUhakJxsv0uCnP8fWLiMukcdcpF+rDmJT6WlQYZvtFzZtAULuuDEfpleHh+8Vo+WllNVWMM2LA8xdAcpowZCLDNs7n2tplgv/32W4466iiOO+44fvWrXwHtH2PA62R1VSOLSmqpboxh2ZDmdrDbwExmjC9i7LDcFB+JiIj0FqnOeuhdeR8Ohzn22GOJRqM88sgjQMdZXxuK8b+SOtbUhIkmk3gcDgpzmp5JnzJm4A537NJ9DNu27VQX0Z2CwSCZmZnU1dURCARSXY5Ij9M8I2ttKE7/gBe/20kolmB9MIJhGNRHYnxb3ojDMMhNc4MBVQ0xkpbFzv0zyPC6sGy71WyuZXVhsvyuzc7m2tFMsFvz3p6orKyMcePGseuuu/LCCy/gcrnaPcbS2jD/Wbqe0towHqeD3HQXDtOgPpokEk+yU46fK48cpY55L6ds6lr6PkU2L1VZv/Fn94a8tyyLadOmsWjRIt5//3122mmnDrP+nW8qKK+PYBjgdTnwOk0iCYuEZZPtc7H/8DxmjC/aYY5dOq8z2aRxkiJ9XPMSH6MKAtSF4xRXNVIXjrPLgAzy0t2srYngdZoMyvLhczvxuZwMyvbhcZosWl3DsrIgw/PTSPc4cZhGy2yutaE4C1dU0d51v01ngu3Me3uqzMxMTj75ZObMmYPL5Wr3GE0TSoNhakJRLNvG5zbxuZx4nE5y09xkeByU1oWZ80kJlmWl+pBERKSXSEXWQ+/Le8MwOPTQQ5k3bx477bRTh1lfFowQiseJJSwsyybL68LvdpHtdzd1zuNJlpUFWbC8coc5duleGr4uIi1LfGz8LJRt29z79nIsG7J87lbD3QwMvC4nkWiEaDxJQzRJwPv9Nb4tzebam2aCDYVCvPbaa/zsZz/jpptuatne3jHWRxKsrgqRSDZNrBNL2iQsG5fDwMDA73aRtON8vb6eJaX17D4oM1WHJSIivcz2znroXXn/9NNPM3XqVC6++OKWbR1lfWldmKRl4DANwCBpN90JNTDwuZyE4wkisSRL1gV3iGOX7qc75SICfB+ORXlp9A94icQtQhtmYnU52/6pME0Di6YrwPFE27u6freTaMJqdzbXrZkJtqP39iTxeJwTTjiByy67jIaGhlavtXeM8YRFJG5hY+N2Gti2jbXRFXKHw8CxYX3T2lBsux2HiIj0Ddsz66H35P0dd9zBqaeeyqefftpqe0dZH01YWNgYTX3yNlkPTecAoViyxx+7bB/qlItIu3xuB353U8i0F8SWZWNiYppGu0HePJurz902iDeeCbY9m3tvT2FZFmeffTYffvgh8+bNIz09vdXr7R2ja8PstgYGsYSNYRiYG905SCZtkraN12WS5Xdvt2MREZG+qTuzvnn/O3re//Of/+Q3v/kNjz32GPvvv3+r1zrKeo/TxMTAtgGbNlkPTecAfrejRx+7bD/qlItIu/pleBg9MIDDgNpwrNUzTzY2kXgCr8fE43KQ7mkdKM2zuRblpbUsCbLpvovy0iirC7d5lmpL7+0pZs6cyXPPPcdrr73GLrvs0ub19o4xw+tkp1w/TkfTiYjbYeA0Nyw1g00oFieetNilfwajCzK26/GIiEjf051Z37z/HTnv33zzTc466yzuvPNOTjrppDavd5T1BZk+HKZN0mrqgDs29MltbMLxBAbgdTsYPTDQY49dti91ykWkXYZhMH54HrsUZBBJWKytDROKJQjFEqytCRNNWOy9UzajBgRYUdFIfSRO0rKpj8RZXtFAlt/FuGG57a7DaRgG44blkuV3sbyioVPv7SmOP/54XnzxRfbZZ592X2/vGC0LCgI+sv0eTMMgHLMIxxNEEwmqGmLUR5MUZPqYvk+h1isXEZFu151Z37z/HTnv9957b/7xj39w4YUXtvt6R1k/IODF73LhdjaNMqiNxAnF4tQ0xogkLLwuB6MGBBg/PK/HHrtsX1oSTUQ2q6Q6xCtflPLhiiqtUw489dRT/PjHP2b06NGtttu23WrynH4ZHgzD2OQYkySSNh6nSXkwytKyOqpDcWwb/FqnvE9RNnUtfZ8iP0x3Zn3z/nekvP/yyy/56quvOPHEE1tt37qst3BvmCOmqjHK1+vrWR+MEktaWqe8j+lMNqlTLiJb1DzEbE1NGIDB2T76B7wtV3c7Cqmt3fe2vnd7e/HFF5k2bRr33XcfZ599dsv2LZ1s2LbN/1bXsnBlFevrIjhMA4/TJNvvIs3jIuBzUpSbxm4DA7pD3kcom7qWvk+RH647s74r3r+9FBcXc8ABB3DggQcye/bslhq3JuvL66OsqGjgy3VBqhuiRDesS57mcjA4x8/I/ukU5vhbfa/Se3Umm7QkmohskWEYDMj0MSDT1+Hr27qcxw957/b07rvvcsIJJ3Dddde16ZA/v3gNNaE4BZk+fC4H4XiSZaVByurCTN1zMAD//a6CmlCcQdn+ljZldWGy/BYHj8zX1XIREUmp7sz6rnj/9lBeXs7EiRMZNWoUjz32WKsO+ZayvjDHTyxh8XFxdZt2ZXVhqhqjDMjM7/D7lb5Nt2RERLagrKyMY445hnPOOYff/e53Ldtt22bhiipqQnFG5KeT7nHiMA3SPU6G56dTG4qzYHklC5ZXbrbNwhVVbSbAERERke3Htm2OP/54AoEA//73v/F4PC3bt5T1C1dUYVnWVrVT3kt7dKdcRGQLBgwYwFNPPcWRRx7ZarhZeX2U4spGCjJ9bYahNd8RWLIuCMCgbH+HbYorGymvj/b4OwgiIiK9lWEY3H777QwdOpSMjO9XQNmarC+ubGRJaf1WtVPeS3t0p1xEpANlZWVcdNFFRCIRJk+e3OZ573AsSTRh4XO1v8ao3+0kFEsSiiU32yaasAjH2l/DVURERLpPMpnksssuo7i4mLFjx9KvX79Wr29N1kcTFrWh2Fa1U95Le9QpFxFpR11dHUcddRQffPABiUSi3TY+twOP0yQcbz9gQ7EEfrcDv9ux2TYep4nP3X6Ii4iISPewbZtf/vKXzJo1i4aGhnbbbE3We5wmWX73VrVT3kt71CkXEdlEJBLhpz/9KZFIhFdeeYX09PR22/XL8FCUl0ZZXbjNM2LNs9iOHhhg9MDAZtsU5aXRL8PTbccjIiIibc2cOZPHHnuMl19+md13373dNluT9UV5aYwuyNiqdsp7aU9KO+X33nsvY8aMIRAIEAgEGDduHK+99lrL67ZtM3PmTAYOHIjP5+PQQw/lq6++SmHFItIX3HDDDSxfvpx58+aRl5fXYTvDMBg3LJcsv4vlFQ3UR+IkLZv6SJzlFQ1k+V2MH57H+OF5m20zbliulkaRXktZLyI90VtvvcVNN93EnDlzOOCAAzpstzVZP25YLqZpblU75b20J6XrlL/00ks4HA5GjBgBwKOPPsrtt9/O4sWL2W233bj11lu56aabeOSRRxg5ciQ33ngj7777Ll9//XWrCRg2R2uXikhn1dfXs379+pa/TVuypbVLt7aN9B19KZuU9SLSE9m2zWeffcYee+yxVe23NseV99KsM9mU0k55e3Jycrj99ts566yzGDhwIBdffDFXXnklANFolP79+3Prrbdy3nnntfv+aDRKNBpt+T0YDFJYWKigFpEt+t3vfscuu+zCaaed1un32rZNeX2UcCyJz+2gX4anzdXwrWkjfUNf70Qq60UkVebNm8dzzz3Hvffe22YC1y3Z2hxX3gt0Lut7zDPlyWSS2bNn09jYyLhx41i5ciVlZWVMnDixpY3H4+GQQw5hwYIFHe7nlltuITMzs+WnsLBwe5QvIju4O+64g1tvvbXNrKtbq3m5k6K8NPoHvO2G79a0EenNlPUikkoffvgh06ZNIycnp9Mdctj6HFfeS2elfJ3yL774gnHjxhGJREhPT+f5559n9OjRLWHcv3//Vu379+/PqlWrOtzf1VdfzaWXXtrye/PVcxGRjvzzn//kN7/5DY8//jiTJk1KdTndxrIslpTWUxuKkeV3s+uAdCoaYqypCQMwONvX7slD8wQ1a2rCWJZFKJbEaZpkpbkZXZCxTSc20rco60Uk1ZYuXcrkyZM56aSTuPnmm1NdTrfZNOtHFzQ9BrTptvayu/m91Q0RqkNxctPcZKd5lPXbQco75bvssgv/+9//qK2t5dlnn+WMM87gnXfeaXm9vZPDzV1t8ng8eDya1VCkr9h4iJjX1RQYkbjV7nCx5rCpaYxi2VCY4yMRbuTXv/41d955JyeddFKqDqPbfbiiijmL1rC8ooFYwoINf0udpoG1oU1umpuxQ3OYMmZgq2fhX/milA9XVLGqKkR1Y4ykbeNzmeSne9h1YCbT9x7M2GG5qTs46fGU9SLyQ2w6HDw/3U1FQ6zd4eHNF5JLqkPUhOJk+10U5vi5+OKLOfjgg7nvvvt67Z3rTbPe7TQJeJxgQDCSaNk2PD+9TXY3v/d/JTVU1EeJJ21cDoN+GV5+XJilrO9mKe+Uu93ulslf9tlnHz7++GPuuuuulmfLysrKKCgoaGlfXl7e5oq6iPRNG0+mUtEQpbK+6RnT/AwPeemeVhOrNIfNktI6ahvjJCybDK+T3QdlcssT85my/24pPpru8+GKKu56/RtqwnEKMr1gwzflDVQ2RHGZBqMGBMhJd1PVEGPeV2VUNMSYMb4IgEcWrOTT1bWEIglqQzESloVpGETjSeoiCf5XUsu6mhAXHTFSYS0dUtaLyLbadOK0aDxJJGHhdZp4XI5WE6kBvPL5Ot7+uoI1NWGiySRu02SnXD8TLriRn+47HKcz5d2fbrFp1vvdTtbVhvm4uBoMg136pzM0L41QLMGSdXXctVF2N793TW2YYCSOZYHPaRJLJqmoj/DxymplfTfrceMQbNsmGo0ydOhQBgwYwH/+85+W12KxGO+88w7jx49PYYUi0hOUVId4fvEalpYGwYaqhij1kQQN0QSVDTEAlpUGeX7xGl7631ruev0bFq+uIRxL4naaGDWr+fCOc/nwy+/4rNrk+cVrKKkOpfioup5lWcxZtIaacJyd+6WT4XVRE4oTjSfxu0wMw6AsGMHjMBmU7cPrcrCsLMj731Xw/ncVLCutx21CKJYkYdlkel0EvC5cTgfReJI0l0ltOM6cRWuwLGvLBYmgrBeRrbNx1mf53WR6XayuDrFkXR2rqkNkel1k+d0sKw3yyIKV3P3Gt7z42TpWV4cwTcgwE3z14GV89uF/eas4zOxPy/pE1ge8bhwmVDZEMU1wmgaVDTFMIOB1M6Jfekt2JxIJ5ixaQ1VjFNuysSwIeJ343E4CPg82kLQsasMxZX03SumlomuuuYajjjqKwsJC6uvrmT17Nm+//TZz587FMAwuvvhibr75ZnbeeWd23nlnbr75Zvx+PyeffHIqyxaRFLNtm4UrqqgJxRmen8anq2uJxC0GZfvAhoqGKGV1EfbaKYvvyut555sKGqNxMjwOgpEkzsYKPnzwSrKH7ga+AGV1YQYEPCxcUcXgbF+vGta2pLSe5RUNFGR6MQ2TSDxJXTiGDXhcTpyWTUM0QV0kQbbfTabPTV04zqJVtYCNZYPDNGmIJfC6HC3fjcthEk9a1EcTFGT6WF7RwJLSenYflJnKw5UeSFkvItti46wfkZ8OBiwrC5KwbEb0S6eyIUZxVSN7D8lmWF4ar31ZSlldZEO+maQ74MOHZxIPVpA9aDiReJJlZUEWLK/khOzCXp31AHXhBPWRBGkeF7ZNq6w3DZP+AS/LKxp4+Ysyllc0kOF1UV4fa5X1BuB1OmiMJRmgrO9Wne6Uh8NhbNvG72963nDVqlUtE7ZsPHvq1li/fj2nnXYapaWlZGZmMmbMGObOncuECRMAuOKKKwiHw1xwwQXU1NQwduxY5s+fv9XrlopI71ReH6W4spGCTB8N0SRVDTEyfS4MDDAg4HVR1RijIZoEw6CkOsxOOX7qwnHMSJCF91xKev8h7H36dcQwqWyMYRgGxZWNlNdH6R/wpvoQu0xtKEYsYeF3N/25T1oWCatpJUzTMDBNiCZs4smmK99upwmGTX0kQfPpigVYto3L/P4ExtwQ2AnLxu1sulteG4ptt+OS7qWsF5FU2zjrDcMgGIm35L1pmC1ZXx9JAE3zyTTEknicJukuB4sf/wPBtd9x0CX34s7pRzieIBJLsmRdsNdnPUAsYWHZNk7TBNtulfUAaR4n5fVRyoIRYgmLdI+zTdYDOB0mkUQShwnhqKWs7yad7pT/9Kc/Zdq0afziF7+gtraWsWPH4nK5qKys5I477uD888/f6n099NBDm33dMAxmzpzJzJkzO1umiPRi4ViSaMLC53K0POfscrhaXnc7Teqj8abwsZs6jg7TwLJt1n/6Ok6vn/3OvhmHy43btglGEliWTTRhEY4lU3hkXS/L78btNAnFEhuGs5k4NwSuZdskLRvTMHA5mq6sN00CZ5DhdQI2teE4Jk2d8Lhl43Z8/15oGhLXPHFMlt+dikOUbqCsF5FU2zjrAeIJq1Xet8p6wLIhadnYNjSWfkflt58y7oI7SMsfhIUNcQPbtgnFkr0+66Hp+zENg4RlYdu0ynqAxmgCt9NkQMCL22mS3DBnzMZZD5BINm1PWijru1Gnnyn/9NNPOeiggwD417/+1bJsyWOPPcbdd9/d5QWKiGzK526a2CUcT+JymjhNs9XV31jCwmmaTeFjNHUc47EYhm2z08HHc+BFf8flS9vQNonTYWCaBh6nic/tSNVhdYvRBRkMz0+nrC6CZVt4XCaZPjcGEI0niMSTpHucZHqd2NjUhWOYJuw9JIu9h2TjMJrurqe7nUTiSewNnfF40sIAMjxOakIxhuentyy7Ijs+Zb2IpNrGWQ+0yfuNs97lMDENcJgGdjJG+qCRHHHdM2QO3hmAZNIGmlZ18LsdvT7rATJ9TjK8TkLReKusB7Bsi/XBCMPz0zn6RwMYnp9OQyROutvRKuttIJJIkuZ2EIrFlfXdqNOd8lAo1DKkbP78+UybNg3TNNl///03u6aoiEhX6ZfRNLN6WV2YdI+D3PSm56BtbGzbJhhpWlsz3eMA22ZwlpsFD11H8av3EUlYONxNQ9YsmtrmpbmxbZuivDT6ZfSuZZZM02T63oPJ8rn4rryBYLhpeRiPy0EobmHbNv0DXiIJi7U1YSLxJKMGBDhgRD4HjMhnl4IMYhb43Q4cpkFdJE4wEieeSOJxOWiMW2T5XEzfe7DWMO1FlPUikmobZ71tN62Y0pz3lm21ZH2G10m6x4HXZVK36FU++/uFNEaiLVlvYxOONz2S5XU7GD0w0Ouzvi4cI2lBbrqHpNU0YjA3zY0F1IVjfFfe0JLdTqeT6XsPJifNg2kamAbURxKEYwmC4SgGTXPLZPncyvpu1OlvdcSIEfz73/+mpKSEefPmtTxbVl5eTiAQ6PICRUQ2ZRgG44blkuV3saKikQEZXrwuk7U1YdbWhvG6HPQPeFhR2Uh2mpvwWw9Q/e2n5O01qaXTXh+JUR4M43KYDMj0kZ3mZtyw3F418UuzscNyueiIkYwemEltOM76+iiZXicj8tMZnp9OLGlRFoyQ4XUyabcBzBhfRGGOn8IcPzPGD2XSbgMYmO0j2+/GaZobJtFxkOl1skdhlpZI6YWU9SKSahtn/fKKBhoiCYpy0nCYBt+VN+AwDYpy02iIJlhR2Uhi+UK+ef4uhh7yM2KWQU04RigWp6Yx1rSEmsvBqAEBxg/P6xNZv7KyEYB9i3LYtygbwzRYWdlIbTjO6IGZrbK7+b37Ds0lL8ODYUI4YeEwTfIzvOw7NEdZ380Mu3l8wlb617/+xcknn0wymeTwww9vWcbklltu4d133+W1117rlkK3VTAYJDMzk7q6Op1IiPQyG69dWtkQpaKddcoXPH0P//j7Xdz5yL/4xhjUap3yTJ+L0QMDHDAir2U9897MsiyWlNZTG4qR5Xez64B0KhpirKkJAzA420f/gLfNyYpt26wPRlhTE8ayLEKxJE7TJCvNzeiCDF013wY9PZuU9SLSU2zNOuXB5Z9y2yUzuPyaa9np0P9rtU65x+GgMMfHISPzmTJmYJ/L+ubh5ptuay+7m99b3RChOtQ0EiE7zaOs30adyaZOd8oBysrKKC0t5cc//nHLP6CPPvqIQCDAqFGjtq3qbqKgFundbNumvD5KOJbE62r6exSJW/jcDtIdSQ4++GBuuOEGpkyZ0hI2NY1RLBsKc3ykeVz0y/D0yqvm0nPtCNmkrBeRnmLjrPe5HeSnu6loiLX8PvPKS0hLS+P2228HYH0wQkl1iJpQ0yNbhTn+di86i3Snbu+UA3z33XcsX76cgw8+GJ/Ph23bPfJfdAW1SN9UWVlJXl4eyWQSh6N3TegiO74dJZuU9SLSk1VWVpKbm9syMZnu5kpP0pls6vS/uVVVVfzkJz9h5MiRTJ48mdLSUgDOPvtsLrvssm2rWESkC82bN4+ioiK++eYbdchFtoGyXkR6urVr17LPPvvw4IMPYpqmOuSyQ+v0v72XXHIJLpeL1atX4/d//0zGiSeeyNy5c7u0OBGRzvrwww/52c9+xq9+9StGjhyZ6nJEdkjKehHpyaqrq5k0aRKDBw/mlFNOSXU5Ij+Ys7NvmD9/PvPmzWPw4MGttu+8885aJkWkB9jcM9btPTu96XNazcuEbLqtpw1Z3fT58MHZXr74cgmnT5vMuCOO5uRfXollWbpyLrINlPUiPVtns37T97T3XHZPzPqNJxq1bRuP06S2vp7zT/kZoWiSu/72KMG4ga+HPlojsrU63SlvbGxsddW8WWVlJR5P71rzT2RHs/EMpRUNUSrbmY1841nGN53R1OM0CfhcYNsEI4mWbZu+L9U+XFHFnEVrWmZSjyYskpZF7TcfYwz+ERU/PoNfPrWY3QdmMmN8kZbwEOkkZb1Iz9XZrN/0PR3NYN7Tsr6kOsQrn6/jw5XVlNZFqG2MEU4kCdesZ11dgsHH/Z7fvrqSotxyDh3Vjyk/KugxtYt0VqdvIR188ME89thjLb8bhoFlWdx+++0cdthhXVqciGy9kuoQzy9ew9LSINhQ1RClPpKgIZqgsiEGwLLSIM8vXkNJdahV+yy/m6LcNADmfVXGvK/KwIai3DSy/O5W70u1D1dUcdfr37B4dQ3hWBLDgFBdDTVVVZiFezJ42lU4nU7iCYtPiqu59bWlfLiiKtVli+xQlPUiPVNns37T92T53WR6XayqDrFkXR2rq0Nkel09LutLqkM8sqCYeV+VUVkfJRxLUB+NUbNuFQlvLgX/dyOuQA7hWJKVlQ28+NlaHlmwskfULrItOn2n/Pbbb+fQQw/lk08+IRaLccUVV/DVV19RXV3N+++/3x01isgW2LbNwhVV1ITiDM9P49PVtUTiFoOyfWBDRUOUsroIe+2UxYrKRhYsrwSgJhRnRH46hmFg2zZldRG8zqZrdWX1EQbl+Ej3OBmen87yigYWrqhicLYvZUPELMtizqI1VIdiZHgc1IUTJKNhip+6FkegHwOmXoltAwY4TAOfy0FpXYRnPilh36JsDWUX2UrKepGep7NZv3BFFYOyvC3vGZGfDjR12pNJmxH90qlsiFFc3cjeQ7J7TNbbts2C5ZUsKwvicZpYdpKGSJyy+Q9Q9+U77HT+g5hOLw7DwGEaJG2IxJIsWxdkwfJKTsgu1FB22eF0+gx19OjRfP755+y3335MmDCBxsZGpk2bxuLFixk+fHh31CgiW1BeH6W4spGCTB8N0SRVDTEyfS4MDAzDIOB1UdUYoyGapH/Ay5J1QZasC1KQ+X3o1kcSVDXGyPK5yfS5qWqIUR9JAE13yfoHvBRXNlK+YZhcKiwprWd5RQO5aW4aYxYOO8mSx2eSCNXRf9J5OEyThNW0LEo8aeNymLicJl+X1bOktD5ldYvsaJT1Ij1PZ7O+uLKRJaX1Le8xDKMl6zN9LkzDbHrPhrzvKVlfXh9lyboglgU+t5NgOEHpf5+h5pOXKfjpb3B5fADELRunaYINCcsmkrBYsi6Y0tpFtlWn75QDDBgwgOuvv76raxGRbRSOJYkmLHwuB7WhGAnLwuVwtbzudprUR+PEkxZZfjehWBIAn+v75cLiSYt40sLla3pffTROPGG1vO53O1smiEmV2lCMWMIiy+cimUyydPYfCZeuYOBpt+HOyAEgYYMN2DYYG+6YRxIWtaFYyuoW2REp60V6ls5mfXl9lNpQrOU90DbrW96zIe97QtaHY0kaY0kwmiZvW/vhy5S+8QgDp12Fv+jHmAZY9oac3/Aey276CcWSKa1dZFt1ulP+7rvvbvb1gw8+eJuLEZFt43M3TdISjidxOU2cpkk8aeFxNoVwLGHhNE1cDpNQLIHf3bQ9HE+S7mn6M+ByNL0eT1jY0NTe+f1gmlAsgcdp4nOnbt3vLL8bt9MklkhiGuBOz2L4aTeRzC5gww1yjOYfoymwk5ZNmtsky+9OWd0iOxplvUjP09ms9zibsq/5PekeZ6us97gc379nQ973hKz3uR2kuR1gNz1a53C6KTz6QtJHH0gyaX+f90bTRXgA02j68bsdKa1dZFt1ulN+6KGHttm28XMbyaSuTolsb/0ymmZbXVYaZFh+GrnpbsrqIuRnNA3rCkbiDAh4Sfc4WFHZyOiBAQC+Lqtn+IZnyjO8TnLT3JTWhQEoyPKR4W36E9G8JMmogkDLkmmpMLogg+H56fz3nbcZsMueDDvml8SSFpUNMRJJC8MAt6PpxMLlMJruCCQsdhmQweiCjJTVLbKjUdaL9DydzfpRBQFGF2SwpDTIstIgw/PTW7K+LBghz2k0vSfTS4bX2WOyvl+Gh9EDA3z0ySf48wYx8sDJrK0JE44nsbGxLBuHaeAyDRKWhWEYOE0Dr9Nk9MDU1i6yrTr9THlNTU2rn/LycubOncu+++7L/Pnzu6NGEdkCwzAYNyyXLL+LFRWNDMjw4nWZrK0Js7Y2jNfloH/Aw4rKRrL8LsYPz2P88Dyy/C6WVzRQH4lj2dA/4CGSsIjEkwzI8GJZUB+Js7yigSy/i3HDclM6eYppmji/fp2P772MspVfNx074DYNbBssq+nKORvukDdEExRkejlhn0JN8ibSCcp6kZ6ns1k/blgupmm2vGd5RQMN0QRFuWk4TIPvyhtwmAZFOWk0RBI9JusNwyAztJa37riQr9/+N5YFfo+zaRWIDVlvWTZJ2yaRtDEN8LodjBoYYPzwPE3yJjskw7Zte8vNtuzdd9/lkksuYdGiRV2xuy4TDAbJzMykrq6OQCCQ6nJEutXG65BWNkSp6GXrlP/rX//ixBNP5Mob/8z6gvF8V95AKJYkaVlYNiTtprv6LodJutfJ7gMzOX3/ncjwuakNxcjyuxldkIFpmi13BEqqQ9SE4mT7XRTm+Okf8CrQpdvtqNmkrBdJvc5m/abv6enrlC9fvpwDDjiAsQcczPifX8cHK2upaowSjiaJJpNNw9ftps57msdBUW4ah+ySz9ihOS1D2wdn++gf8AJNE8c1RuOUVIcxDchO87ScC4h0p85k0zZN9Nae/Px8vv76667anYhsg8IcP4OzfS2TtHhdTYETiVv43A76ZXhadTg3bd/cBmizLdUd1bfffptTTjmFX1z+O2IjDqO6vB6HaZLpMxmQ6WXanoMY0S+d0roIsYRFUV4ajZE4/1q8juUVDcQSFm6nyfD8dA7ZOY+1tWHe+aaCkuow0WQSj8PB4Gwfh+6Sz5QxA1N+UiLSEynrRVKvs1nf3nt8bgf56W4qGmI9KuvXr1/PhAkTGLXbj5hw/vV8sjpIJJ7E5TDJzXEzZlAm+w7NxuVoem48J82NwzT4cGU1f33zO6oamyZ1zU1zs8uADLJ8LpaW1fPVuiDBcBynaZCV5mJ0QSbT9x7M2GG5qTxckRadvlP++eeft/rdtm1KS0v54x//SDwe73Hrl+rquUjvsGrVKv5078NUDp1IbaRpWLrf7SQUS1BWFyHL5+KiI0a2BOyHK6q46/VvqAnHW7VdXRWiMZbA7TSJJ22choHXZRJNWMSTdtPQveF5zBhfpI65dJuenk3KehFJhWg0ypW/m0nG2Gl8WR7DYRjkprnBgKqGGEnLYq8hOS0ZXVId4pEFxXy6qhqHaZKb7gYbSuvClDdE8TgdJJIWCcsi3ePEsgADHIZBvwxPq/MGka7WrXfK99hjDwyjaTbEje2///7MmjWrs7sTEdmsb775hoqKCsaNG4dn76nUrqtj537pmEbTnYGA1026x8l35Q3MWbSGfYuyAZizaA014XirthkeF+keB+vqwhhAvwwvgQ1rvPpcNvXRONG4xdLSOhYsr+SE7MKU3zUQSQVlvYhsT+FwmBdeeIETTzyRcSecz4v/W4fXadIv4/tHygZlOygPRlhWFmTB8kqmZw1mwfJKlpUF8boc9At4MWj6u2VumJq9sj7S9Nx8bhqm0fToWn00QbrHQU0o1nLeoKHskmqd7pSvXLmy1e+maZKfn4/X6+2yokREANauXcvEiRPZd999ySzaneUVDRRkels62c1Mw6R/wMvyigaWlNYDtNs2krAIRpI4TZNo3MIwwdiwyqlhGPhcTsLxJNG4zZJ1Qcrroy3PpIn0Jcp6EdleEokE//d//8fixYvZ+4DDWLIuiGVDls/d6sK4gUGmz01dOM6SdUGWDKxvams1LZnanOeRhEVjLInH5aCmMY7LYZC0wHQ0Z72DxphFfoa75bxh90GZqTp8EWAbOuVDhgzpjjpERFqprq5m0qRJDBo0iEcffZRP1zYSS1j43e3/2UrzOCmvj1IbanqerL22ScvesHyKjY39/QKnGzjNpkBPYhGKJQnHtOyT9E3KehHZHmzb5txzz+X999/nvffew+VLJxQrA2hZO31jbqcJhk0olqQ2FKMxlgSjaYLXZknLxrJtDDZkPWBtNOrHaRpEEuBxOqgLJ1rOG0RSaas65XffffdW7/DXv/71NhcjIgJgWRY//elPMQyDl19+Gb/fT5Y/jttpEoolCHjdbd7TGG16TjzL3/Rae20dpoHTNLFto+mK+iYj0xMbpm11YOJ3O/C5Hd13kCI9jLJeRLa3P/zhDzzzzDO8+eabjBo1ivXBCP4N2RtPWHhcrXM4lrDANvC7HWT53aS5HWAbxJMWHmdTW4dpYBoGCYyWu+fmRnfcE1bTMmrRRLLVeYNIKm1Vp/wvf/nLVu3MMAwFtYj8YKZpcumll7LffvuRnd30jPjoggyG56ezZF0d6R5nq2Hplm2xPhhh9MBMRhdkALTb1us0CXgdlAUtXA6wLbCxW55BC8ebItzjMhg9MNAyE71IX6CsF5Htbfr06RxwwAHst99+APTL8DB6YIDl5Q3UhmP0c37/TLmNTV04hmk2ZfToggxGDwzwXUUDtaFYyzPlXqdJmttBfTCO09F0l7z5RnpT1icJeB3UNMbYbVBWy3mDSCptVad802fLRES6g2VZ3H777Zx33nlMnTq11WumaTJ978HcVRPiu/IG+ge8pHmcNEYTrA82zb4+fe/BLZO1dNS2IZok0+fC4zSJJi1qGmN4XSaRhEViw+zruxZkMn54niZ5kz5FWS8i28vs2bMZNWoUe+yxB7vuumvLdsMwGD88j2/W1/Pp6lrW1obJSWu6k13d+P3s6+OH52Ga5oa2DXy6qpq1Nd+3TVo2GJCf4SWetCivj5DmdrasY94QTdIvw9PqvEEklbpsnXIRkR/Ctm0uv/xyHnjgAY488kiysrLatBk7LJeLjhjJnEVrWF7RQHl9FLfTZPTAtuuNdtR2j52y26xTXhOO43E42CnHr3XKRUREutHLL7/Mqaeeyt/+9jf22GOPNq8X5viZMX4o+RmlfLiiirJgBGhae3zs0JxWGd3Utoj8dDcfrqxuaZuX4eGAnfNa1ilfsi5IndYplx6s0+uUA6xZs4YXX3yR1atXE4u1nhzhjjvu6LLiuoLWLhXZMdx6661ce+21vPbaaxx++OGbbWtZFktK66kNxcjyuxldkNHhle6O2tq2zfpghJLqEDWhONl+F4U5fvoHvLpDLt1uR8gmZb2IdLX33nuPCRMmcMUVV3D99ddvtm1zTq+pCQMwONvXYUZ31BagvD5KYzROSXUY04DsNM9mzxtEukq3rlP+xhtvcOyxxzJ06FC+/vprdt99d4qLi7Ftm7322mubixaRvuvVV1/lmmuu4emnn95ihxyahrJv7fIlHbU1DIMBmT4GZPo6Xa9Ib6esF5GuVllZyTHHHMOMGTOYOXPmFtt3Jqc317apc+5lWL6eHZeeq9OXiK6++mouu+wyvvzyS7xeL88++ywlJSUccsghTJ8+vTtqFJFe7ogjjmDu3Lkcf/zxqS5FRFDWi0jXy8vL46mnnuJvf/ubRqSJbKLTnfKlS5dyxhlnAOB0OgmHw6Snp3PDDTdw6623dnmBItLzNQ8bK65sZH0wwuaeitm47fOv/odbb70Vl8vFhAkTtmPFIrI5ynoR2VRnsn7j9p8sXcmZ5/yCxsZGjjzySBwOLTcqsqlOD19PS0sjGo0CMHDgQJYvX85uu+0GNA1LEZG+paQ6xMIVVRRXNhJNWHicJkV5aYwblttmsrSN2xZ/8xWzrp7BYcccz0nVIXbKTUvREYjIppT1IrKxzmT9xu2XrVrPfVeegcM0+dcnqzn8R0M0kapIOzrdKd9///15//33GT16NFOmTOGyyy7jiy++4LnnnmP//ffvjhpFpIcqqQ7x/OI11ITiFGT68LkchONJlpUGKasLM3XPwS3hu3FbZ0M5T17/C8aMO4yxJ13Kv/+3tlVbEUktZb2INOtM1m/cvry2gX/ddCF2PMLFf53NqqDF84vXKO9F2rHVnfKKigry8/O54447aGhoAGDmzJk0NDTw9NNPM2LECP7yl790W6Ei0rPYts3CFVXUhOKMyE9veT4s3eNkeH46yysaWLiiisHZTZOuNLcdnpfGDb+9nCEjd+NXM+/A4XS1aqvnzERSR1kvIhvrTNYbhtGq/ZJXH6V8zUqu+8dz5Pfvj23bynuRDmx1p3zQoEEce+yx/PznP+fII48EwO/3c88993RbcSLSc5XXRymubKQgs22wGoZB/4CX4spGyuubhsA2tzVNk/Ovu5PMnDycLjdAq7bNS5iIyPanrBeRjXUm6/sHvK3a73T6BRx41M/ILxjcYXsRabLVE709+uijBINBjjnmGAoLC/n973/P8uXLu7M2EenBwrEk0YSFz9X+hC1+t5NowiIcSxKOJWloDPHgdb+i+Osv6T94CF5/WrttRSR1lPUisrHOZH1z+9cevZsPX5uDx+tjQGHRZtuLSJOt7pSfdNJJzJ8/n5UrV3LOOefwxBNPMHLkSA477DCeeOIJIpFId9YpIj2Mz+3A4zQJx9sP1lAsgcdp4nM7cJk2z/75Cr5b8j8ysnI221ZEUkdZLyIb60zWAzwx6z7enfMA/uy8rWovIk06vSRaYWEh1113HStWrGD+/PkMGjSIc889l4KCAi644ILuqFFEeqB+GR6K8tIoqwu3WRaleRmUorw08tPd/P7yX1Oy5FNOmXk/Of0KOmzbL8OzPQ9BRDqgrBcR2Pqs75fh4cknn+Taq6/ggmv/RP6u+2+xvYh8z7C3tMjgVnj22Wc599xzqa2tJZnsWcNRgsEgmZmZ1NXVEQgEUl2OSK/SPMNqbShO/4AXv9tJKJZgfTBClt/F1D0Hs+KLjzn66KN58rlXWGkO2GxbzcYqfcWOmE3KepG+aWuyPsuVZOjQofzud7/jZ6efu8X2ynvpCzqTTZ1eEq1ZcXExDz/8MI8++ihr1qzhsMMO4+c///m27k5EdkCFOX6m7jm4Ze3S8vooHqfJqIIA44blMjjbR+Ehh/DNN99QUFDQap3TTdsqoEV6HmW9iGxN1huGwRdffEFBQdNouM21V96LtNWpTnkkEmHOnDk8/PDDvPvuuwwaNIgZM2Zw5plnUlRU1E0likhPVpjjZ3C2j/L6KOFYEp/bQb8MD//85z+ZPXs2L7/8cktId9RWy6KI9BzKehHZVEf5vXTpUvb6ySm89NJLDB48eIvtlfci7dvqTvm5557LM888QyQS4ac//SmvvPIKEydO1H9cIu2wbbtPBVHzMifNXn75Zc466yz+8pe/YJrmZtuKSM+hrBfZen0961evXs3EiRPZb7/9GDBgwBbbi0jHtrpT/sEHH3D99ddz2mmnkZPTdvZkEWmy8RDtaMLC4zQpykvrM0O23nvvPaZPn84111zDhRdemOpyRKQTlPUiW6evZ31lZSUTJ05kxIgRPPnkkzid2/xErIjQiU75559/3p11iPQKzZOh1ITiFGT68LkchONJlpUGKasL94nJTf785z8zY8YMrr/++lSXIiKdpKwX2TJlPcyZMwefz8cLL7yA16u74SI/lC5riXQR27ZZuKKKmlCcEfnpLUPY0j1Ohuens7yigYUrqlomROnJbNumrC7MF2uDRONJhuT6yc/wEE3YHQ7Ri0QieL1ennrqKVwuV48/RhERkc7qbVm/PhihpDpETShOls+Jz+0k3ePE73G2m/WxWAyHw8H555/PGWecgd/fuy8+iGwv6pSLdJHy+ijFlY0UZLYN4ubnqppnIe3Jz1iVVId44oNVvPVNBdWNURJJGwzI8rnZtSCDoty0NkP0ysvLOfjgg7n55puZNm1aio9ARESke/SmrH/l83W8800FJdVhQvEklmXjd5sMzPIxakCAMYVZrbI+mUxy+umnk5uby9///nd1yEW6kLnlJt3nlltuYd999yUjI4N+/fpx3HHH8fXXX7dqM2PGDAzDaPWz//77p6hikY6FY0miCQufy9Hu6363k2jCIhzrWev7bqykOsTdb3zLC/9bS3VjlHS3A4dhEE8kWR+M8HlJDcFwnGWlQZ5fvIaS6hDBYJCjjjqK9PR0JkyYkOpDEJEeRlkvvUlvyfpHFhTz4mfrWFUdwrIsDNsmYVnUR5KsqQ7x9fp6Pl5Z3ZL1tm1z0UUXMXfuXM4777xUH4JIr5PSTvk777zDL3/5Sz744AP+85//kEgkmDhxIo2Nja3aHXnkkZSWlrb8vPrqqymqWKRjPrcDj9MkHG8/iEOxBB6nic/dfpCnmm3bvP9dBYtX12BhUxDwErcAAzK9bnxuB8Fogq/W1TEsz09tKM47S9cydepUGhoaeO2118jIyEj1YYhID6Osl96kN2T9guWVLCsLEokn8ThMTNPEMA0yvS48LpOEZVPVECWRtKgJxVm4ooobbriBhx56iJdeeokxY8ak+jBEep2tGr7emYlfOvMf6ty5c1v9/vDDD9OvXz8WLVrEwQcf3LLd4/G0u9SCSE/SL8NDUV4ay0qDDN/oOTP4/rmtUQUB+mV4Ulhlx8rroyxaVUsoniTL7yZhQSxh4XKYGIaB2zSxLZv19VHKgjH6B7x8+sVXrC0tY968eeTn56f6EETkB1DWi2xZb8j6Jeua5osBA7fDoDEWb8l6l2kST1okkjZlwQiDc/x8u66aF156maeffpqDDjoo1Ycg0ittVad8jz32wDAMbNve4qQVyeS2D9epq6sDaLMMy9tvv02/fv3IysrikEMO4aabbqJfv37t7iMajRKNRlt+DwaD21yPSGcYhsG4YbmU1YVZXtFA/4AXv9tJKJZgfTBClt/FuGG5PXbil3AsSX0kjmXZuB0O4kkL27ZxGE0DakwDDNMgnrBojMbxJRvJHjyCV9/+gKJ+ukMusqNT1otsWW/I+sZY0/PjAJhGm6zHANuwiSUswnU12L4A/3r1TYYp60W6zVYNX1+5ciUrVqxg5cqVPPvsswwdOpR77rmHxYsXs3jxYu655x6GDx/Os88+u82F2LbNpZdeyoEHHsjuu+/esv2oo47iiSee4M033+TPf/4zH3/8MYcffnirMN7YLbfcQmZmZstPYWHhNtck0lmFOX6m7jmYUQUB6sJxiqsaqQvHGVUQ6PFLpPjcDjK8LkzTIJZMYm54rjNpNwW3ZYNt2bicJv+dfQ/XnzsNJ0nSvK4UVy4iXUFZL7J1dvSsT3M7MM0NFw0su03WY4NhG1R/u4gbTjucmrXLlfUi3cyw7Q3/FW6l/fbbj5kzZzJ58uRW21999VV+//vfs2jRom0q5Je//CWvvPIK7733HoMHD+6wXWlpKUOGDGH27NntzvLc3tXzwsJC6urqCAQC21SbSGfZtk15fZRwLNnhEmI9jW3bPP3xah58r5iGSIx+GV6qQ/GWZ84iSYt4MglfzmXJ83/n/357N8ceczTT9x7c449NpKcJBoNkZmb22GxS1ots2Y6a9c98UsKLn62jrDaMZUM8aRNJNGV9NGmBbUPlcj6//zL2nXwiF11zg7JeZBt0Jus7vSTaF198wdChQ9tsHzp0KEuWLOns7gC48MILefHFF3n33Xc3G9IABQUFDBkyhG+//bbd1z0eDx5Pz3yOR/qO5mVRdiSGYXDAiHwWrarlvW8rKAtG8LscYENdOIaFQfKbd/n2ub8y9aKb2O/gn/ToIXoisu2U9SJbtqNm/fjheXyzvoHaxhg14ThYNrZlUxePY2Bg1q1l2axrGLn/EZxwwVXKepHtoNOzr++6667ceOONRCKRlm3RaJQbb7yRXXfdtVP7sm2bX/3qVzz33HO8+eab7Z4AbKqqqoqSkhIKCgo6W7pIt2me3KW4spH1wQidHIDSYxTm+Pn1T3bmp3sMIjvNQ2M8SdK2cbkc9A94yYxXMeXs33Diyaf0+CF6IrLtlPUi7esNeV+Y42fG+CKO+fFAhuT4MU0T2zBwmiYZXgcBO8iIH+/Pb/94F9P2KlTWi2wHnR6+/tFHH3HMMcdgWRY//vGPAfjss88wDIOXX36Z/fbbb6v3dcEFF/Dkk0/ywgsvsMsuu7Rsz8zMxOfz0dDQwMyZM/nZz35GQUEBxcXFXHPNNaxevZqlS5du1fJLPX2IoOz4SqpDLFxRRXFlI9GEhcdpUpSXxrhhuTtskNm2TVldmC/WbpihNVjKHqNHksSxwwzRE+nJeno2KetF2upted98gaGkOkRNKI4Rrcdl2AwZPBC/x6msF/mBOpNNne6UA4RCIR5//HGWLVuGbduMHj2ak08+mbS0tE7tp6P/0B9++GFmzJhBOBzmuOOOY/HixdTW1lJQUMBhhx3GH/7wh62e1EVBLd2ppDrE84vXUBOKU5Dpw+dyEI4nKasLk+V39Yq7yUuXLuXAAw/kxhtv5Pzzz091OSK9wo6QTcp6ke/19rxvbGxkwoQJ9O/f///bu+/4Ksu7j+Of+8yc7EECCWCYiijiwCq4F4JKVayrLtq6R11V66i7rqfDWtTWqlD71FFbUarCA05EcKEogiKbMELIHmff9/X8ERMJBEggycn4vl+vvCTnnNznd+WO+eZ3j+ti2rRpiS5HpFto96a8K1FQS3sxxvDygnV8s7GaIc2sVbpicy3D8tO79OQoa9eu5bDDDmPUqFG8/PLLeDytnoZCRJqhbGpb+n5Ke+rueR+LxTj11FP55ptv+PDDDykoKEh0SSLdQmuyqdX3lAP84x//4PDDD6egoIA1a9YA8Mc//pHXXnttVzYn0iWV1ERYXVpHfkZgmxBumPxldWkdJTXNL+nT2ZWWlnLiiScyePBgXnjhBTXkIj2Msl6kXnfOe8dx+NnPfsaCBQuYNWuWGnKRBGl1U/7kk09yww03MH78eCoqKrBtG4CsrCweffTRtq5PpNMKRW0icYeA193s88k+D5G4Qyhqd3BlbcOyLA477DBee+01kpK61uyyIrJ7lPUiP+jueZ+fn8+MGTMYOnRooksR6bFa3ZT/+c9/5m9/+xu33357kzNno0aNYtGiRW1anEhnFvC58XtchGLNh3AwGsfvcRHwNR/inVU0GuWDDz4gJyeHp59+moyMjESXJCIdTFkv8oPumvfvvPMOAP/zP//DgQcemOBqRHq2Vjflq1at4oADDtjmcb/fT11dXZsUJdIV5KX5GdArheKq0DZLojTMaDqgVwp5aV1nLV3Hcbjooos499xzCYVCiS5HRBJEWS/yg+6Y908//TQnnHACn332WaJLERF2oSkfOHAgCxcu3ObxGTNmMHz48LaoSaRLsCyL0YNyyEz2smJzLTXhGLZjqAnHWLG5lsxkL6MH5XSZSV+MMVx77bW8+eabvPHGGwQCgUSXJCIJoqwX+UF3y/tXXnmFyy67jCeffLJVyxuKSPtp9cxNN910E1dddRXhcBhjDJ988gkvvPACDz74IE8//XR71CjSafXPTub0A/o1rltaUhPB73ExLD+9y61b+sADD/D000/zf//3f43rEotIz6SsF2mqu+T9nDlzOPfcc7n33nu59NJLE12OiHxvl5ZE+9vf/sb9999PUVERAH379uXuu+/mF7/4RZsXuLu0TIp0BGMMJTURQlGbgM9NXpq/yxwxb/DOO+9QW1vLj3/840SXItLtdYVsUtaLbKur5/369et5/vnn+dWvftWl6hbpijpsnfLS0lIcxyEvL29XN9HuFNQiO/bmm28ycuRI+vbtm+hSRHqMrpRNynqRrm/58uWsW7eOo48+OtGliPQY7bpO+bHHHktlZSUAvXr1agzp6upqjj322NZXKyIJ89Zbb3Haaadp3WERaUJZL9J9bNy4kbFjx2o5Q5FOrNVN+XvvvUc0Gt3m8XA4zAcffNAmRYlI+/vss884/fTT+eUvf8kVV1yR6HJEpBNR1ot0D5WVlYwbN468vDz++c9/JrocEdmOFk/09tVXXzX+e8mSJRQXFzd+bts2M2fO1OWv0q66+n1cncn69esZP348EydO5JFHHtH3UUQAZb0knrK+7RhjOP3004nFYrzzzjukpKQkuiQR2Y4WN+X7778/lmVhWVazl64FAgH+/Oc/t2lxIg2KyoONM55G4g5+j4sBvVK61IynnUl+fj4PPfQQF154IS5Xqy+YEZFuSlkviaSsb1uWZXHDDTew//77k5OTk+hyRGQHWtyUr1q1CmMMgwYN4pNPPiE3N7fxOZ/PR15eHm63u12KlJ6tqDzItC/WURGMkZ8RIOB1E4rZfLuxmuKqEKcf0E9h3ULl5eU89dRT3HzzzZ1yBmURSSxlvSSKsr7tGGN4+OGHueSSS5gwYUKiyxGRFmhxU15YWAiA4zjtVozI1owxzF9ZRkUwxpDc1MZL2FL9HgbnprJicy3zV5bRLyugy9t2IhgMcsopp1BbW8uVV16pGYpFZBvKekkEZX3b+vWvf83jjz/O2LFjdYZcpIto9XWrDz74IM8+++w2jz/77LM8/PDDbVKUSIOSmgirS+vIz9g2iC3Lond6EqtL6yipiSSowq4hFotx5plnsnHjRmbOnKmGXER2SFkvHUlZ33Z+97vf8cc//pFp06Zx4IEHJrocEWmhVjflf/3rXxk2bNg2j++zzz785S9/aZOiRBqEojaRuEPA2/zlksk+D5G4Qyhqd3BlXcsdd9zBp59+yqxZsygoKEh0OSLSySnrpSMp69vG7NmzueWWW/jf//1fTjjhhESXIyKt0OqmvLi4mPz8/G0ez83NZePGjW1SlEiDgM+N3+MiFGs+iIPROH6Pi4BP9zjuyPXXX8/s2bMZOnRooksRkS5AWS8dSVnfNo455hhmzZrFWWedlehSRKSVWt2U9+/fnw8//HCbxz/88EOdgZM2l5fmZ0CvFIqrQhhjmjxnjGFTdZgBvVLIS/MnqMLO7Q9/+AOzZs2iT58+jBw5MtHliEgXoayXjqSs3z1z587l/vvvx+12c9xxxyW6HBHZBS2e6K3BxRdfzHXXXUcsFmtcLuXtt9/m5ptv5sYbb2zzAqVnsyyL0YNyKK4KsWJzLb3Tk0j2eQhG42yqDpOZ7GX0oBxN/NKMp59+mptuuol//etfiS5FRLoYZb10JGX9rvvqq6845ZRTOO+88xJdiojshlY35TfffDPl5eVceeWVRKNRAJKSkrjlllu49dZb27xAkf7ZyZx+QL/GtUtLaiL4PS6G5adr7dLtmDZtGpdffjlPPvkkZ5xxRqLLEZEuRlkvHU1Z33qrVq1i3LhxnHjiiTz22GM6aCHShVlm6+uEWqi2tpZvvvmGQCDA0KFD8fs75yVF1dXVZGRkUFVVpRmnuzhjDCU1EUJRm4DPTV6aXwHUjNLSUgYMGMCtt97K7bffnuhyRKQZXSWblPXS0ZT1LXfUUUfh8/l4/fXXO+3/myI9WWuyaZeb8q5CQS090ddff80+++yjP2REOillU9vS91N6ojVr1pCdnU1aWlqiSxGRZrQmm1p0+frEiROZOnUq6enpTJw4cYevfeWVV1peqYi0meXLl3Pdddfx3HPPse+++ya6HBHpYpT1Ip1fOBzmvPPO45ZbbuFHP/pRossRkTbSoqY8IyOj8YxbRkZGuxYkIq23ceNGxo4dy1577UVqamqiyxGRLkhZL9K52bbNT3/6Uz755BN69+6d6HJEpA3p8nWRLq6yspKjjjqK5ORk3nrrLVJSUhJdkojshLKpben7Kd2dMYbLLruMf//733zwwQfss88+iS5JRHaizS9fF5HO67HHHiMej/PGG2+oIRcREemG5s+fz/PPP8/s2bPVkIt0Qy06U37AAQe0eMKozz//fLeLaks6ei7dleM4uFwubNumoqKCXr16JbokEWmhzphNynqRzqkh7zdt2qTL1kW6kDY/U37aaac1/jscDvPEE08wfPhwRo8eDcBHH33E4sWLufLKK3e9ahFpMWMMv/jFLxg6dCi33XabGnIR2W3KepHO55///CdTp05l5syZashFurEWNeV33XVX478vvvhifvnLX3Lfffdt85qioqK2rU5EmvXrX/+al19+mXfeeSfRpYhIN6GsF+lcZsyYwaRJk/j973+P2+1OdDki0o5aPdFbRkYGn332GUOHDm3y+LJlyxg1ahRVVVVtWuDu0iVt0t387ne/47bbbuONN97ghBNOSHQ5IrILOns2KetFEmv+/Pkcd9xx3HDDDdx///2JLkdEdkFrssnV2o0HAgHmzp27zeNz584lKSmptZsTkVaoqalh8uTJ/OMf/1BDLiLtRlkvkliPPvoo559//jZXq4hI99Tq2devu+46rrjiChYsWMChhx4K1N9n9uyzz3LnnXe2eYEiUi8UCpGWlsY333xDIBBIdDki0o0p60USIxQKEQgEeO655/B4PC2efFFEurZWN+W//vWvGTRoEH/60594/vnnAdh7772ZOnUqZ511VpsXKCL1Z6fOPPNM5s2bx8CBAxNdjoh0c8p6kY63efNmjjjiCO655x7OPvvsRJcjIh2o1feUdzW6z0y6uq+++oojjzySn/70pzz++OM6ai7SDSib2pa+n9LV1dTUcOyxx2LbNu+9955+jkW6gXa9pxygsrKSp59+mttuu43y8nKgfs3S9evX78rmRGQ7Vq1axbhx4zjxxBP585//rIZcRDqMsl6kY0QiEU4//XQqKyuZMWOGGnKRHqjVl69/9dVXHH/88WRkZLB69WouvvhisrOzmTZtGmvWrOG5555rjzpFeqR58+YxYsQInnvuOS2HIiIdRlkv0nFWrVpFSUkJs2bN0lrkIj1Uq8+U33DDDUyaNIlly5Y1mYF1/PjxzJkzp02LE+mpampqCAaDnHfeecyYMQO/35/okkSkB1HWi7Q/YwwlJSUMGzaMhQsXas4YkR6s1U35p59+ymWXXbbN43379qW4uLhNihLpycLhMKeeeipXXnklAC7XLt1lIiKyy5T1Iu3v3nvv5Uc/+hGRSERZL9LDtfry9aSkJKqrq7d5fOnSpeTm5rZJUSI9lW3bnHfeeSxdupQpU6YkuhwR6aGU9SLt64knnuC+++5j2rRpuhpORFp/pvzUU0/l3nvvJRaLAWBZFmvXruXXv/41Z5xxRpsXKNJTGGO44oorePfdd5k1axaFhYWJLklEeihlvUj7eemll7jmmmt4+umnmTBhQqLLEZFOoNVN+e9+9zs2b95MXl4eoVCIo446iiFDhpCWlsZvf/vb9qhRpEeIRqNUVFTwxhtvsM8++yS6HBHpwZT1Iu1nzZo1PPzww0yaNCnRpYhIJ7HL65S/8847fP755ziOw4EHHsjxxx/f1rW1Ca1dKl3B4sWL1YiL9CBdJZuU9SJt57vvvmPgwIF4vd5ElyIiHaA12dSqe8rj8ThJSUksXLiQY489lmOPPXa3ChUR+Oc//8mFF17Il19+yb777pvockSkh1PWi7S9b7/9lsMPP5zf/OY3XHvttYkuR0Q6mVZdvu7xeCgsLMS27faqR6RHmTFjBpMmTeL3v/+9GnIR6RSU9SJta926dYwdO5YxY8Zw1VVXJbocEemEWn1P+R133MGtt95KeXl5e9Qj0mPMnz+fM844g5tvvpnrrrsu0eWIiDRS1ou0jbKyMsaOHcuAAQN46aWX8HhavfCRiPQArf7N8Nhjj7F8+XIKCgooLCwkJSWlyfOff/55mxUn0p0FAgGuueYa7r///kSXIiLShLJepG243W4OP/xwHnnkEQKBQKLLEZFOqtVN+amnnoplWW3y5g8++CCvvPIK3377LYFAgDFjxvDwww+z1157Nb7GGMM999zDU089RUVFBYcccgiPP/64JsWSLmvt2rUEg0H2339/9t9//0SXIyKyDWW9yO6JxWLMnTuXY445hqeeeirR5YhIJ7fLs6+3hXHjxnHOOedw8MEHE4/Huf3221m0aBFLlixpPCr/8MMP89vf/papU6ey5557cv/99zNnzhyWLl1KWlraTt9DM7JKZ1JaWsrhhx/Ovvvuy7///e9ElyMiCdKTsklZLz2N4zhccMEFvPPOOyxbtozU1NRElyQiCdCabGpxUx4MBrnpppt49dVXicViHH/88Tz22GP06tWrTYoGGtdEff/99znyyCMxxlBQUMB1113HLbfcAkAkEqF37948/PDDXHbZZTvdpoJaOova2lqOPfZY4vE47733nn4eRXqwzppNynqR3WOM4brrrmPKlCm8//77HHDAAYkuSUQSpDXZ1OKJ3u666y6mTp3KySefzDnnnMPs2bO54oordrvYLVVVVQGQnZ0NwKpVqyguLmbs2LGNr/H7/Rx11FHMmzev2W1EIhGqq6ubfIgkmm3bTJw4kfLycmbMmKE/GkWkU1LWi+yeRx55hL/85S9Mnz5dDbmItFiL7yl/5ZVXeOaZZzjnnHMAOP/88znssMOwbRu3273bhRhjuOGGGxov7QUoLi4GoHfv3k1e27t3b9asWdPsdh588EHuueee3a5HpC253W5OPfVUxo8fv83Ps4hIZ6GsF9k9Y8aM4aWXXuLoo49OdCki0oW0+Ex5UVERRxxxROPnP/rRj/B4PGzYsKFNCrn66qv56quveOGFF7Z5buvJZowx252A5tZbb6Wqqqrxo6ioqE3qE9kVxhimTJlCJBLhqquuYtCgQYkuSURku5T1IrtmxowZrFmzhiOOOILTTjst0eWISBfT4qbctm18Pl+TxzweD/F4fLeLuOaaa5g+fTrvvvsu/fr1a3y8T58+wA9H0RuUlJRs92yj3+8nPT29yYdIotx7771ceeWVLFmyJNGliIjslLJepPXeffddTjvtNF577bVElyIiXVSLL183xjBp0iT8fn/jY+FwmMsvv7zJ+qWvvPJKi9/cGMM111zDtGnTeO+99xg4cGCT5wcOHEifPn2YPXt243050WiU999/n4cffrjF7yOSCE888QT33Xcf06ZN031lItIlKOtFWufzzz/n1FNP5corr+Saa65JdDki0kW1uCm/6KKLtnns/PPP3603v+qqq3j++ed57bXXSEtLazxKnpGRQSAQwLIsrrvuOh544AGGDh3K0KFDeeCBB0hOTuanP/3pbr23SHuaMWMG11xzDc888wwTJkxIdDkiIi2irBdpueLiYsaPH8+Pf/xjfv/732/3dgsRkZ1J6Drl2/vlNWXKFCZNmgTUH2G/5557+Otf/0pFRQWHHHIIjz/+eOMEMTujZVIkEaqrq5kxYwZnn312oksRkU6oJ2WTsl66K2MMzz33HD/96U/xer2JLkdEOpl2Wae8q1JQS0f69NNPWbZsmc7uiMgOKZvalr6f0pEqKyt5/PHH+fWvf90mqxKISPfULuuUi8iOffvtt5x00km89dZbiS5FRERE2kEwGGTChAk8//zz1NTUJLocEekmWnxPuUhX4DgOizdUs7qsDp/bRX5GEmlJXpL9HvLS/O12v9e6des48cQTOfTQQ3nqqafa5T1ERESk/rLx4qoQi9ZXE4nZFOYkk5vmJxI3BHzudsv7WCzG2Wefzdq1a/nwww/JzMxs8/cQkZ5JTbl0Gx+vLGPqvNUs3lBFTThO3DZ4PRZ9M5IY2T+L/fpnMnpQDv2zk9v0fY0xTJw4kT322IN//etfeDz630pERKQ9FJUH+edHa3j3u82U10WI2wYsyAz42Ds/jQE5KQzoldIueX/PPffw0UcfMXfu3CbL+omI7C51D9ItfLyyjIdnfsva8iAey8JtgXFBNOawuiyIZVlE4g7FVSFOP6Bfmwa1ZVk88cQTDBkyhEAg0GbbFRERkR8UlQd57O1lzF22mbgxpPrc1IRtwvE4m6rDxOJxspN9fLuxul3y/tprr+XMM89kr732arNtioiA7imXbsBxHF7+rIiNVSFSfW48bhdYFql+LxkBL5ZlsbEqTCxuUxGMMX9lGW0xv2EsFuOKK65g5cqVjBo1SpexiYiItBNjDB8u38wXaytwMOSnJxFzAAsyknwEfG6qI3EWb6hiUK9kKtsw7//4xz/y3//+l9zcXEaOHLn7gxER2YqacunylmysYemmGnxuN36Pm6jt4HXX/2hblkWSt/6xoooQqX4Pq0vrKKmJ7NZ7Oo7Dz372M1555RUcx2mLYYiIiMh2lNREWLCmkmDMJjPZR9yBaLw+7y3Lwudy4bFcbKqJUFwdpXd6Upvk/ZQpU/jVr35FOBxuo5GIiGxLTbl0eZXBKOGYg8sCXBbGGNxbTPDicdX/OxyzcX9/GXsoau/y+xljuOGGG5g+fTozZ85kyJAhuzsEERER2YFQ1KYmHMNxDD63G8eYJnnvssByWcTiDsFonGSfZ7fzfvr06VxyySVMnjyZM888s62GIiKyDTXl0uVlJvtI8rpwDOAYLMvC3uJytbhT/+8krxvbGPweFwHfrq8rOmvWLJ588kmmT5/OAQccsLvli4iIyE4EfG7Skry4XBZR28ZlWU3y3jFgHIPX4yLZ5yEYje9W3ldUVHDBBRdw5513csUVV7TlUEREtqGJ3qTLG56fxl690/hwRSkWBp/bRThu4/a4McYQjtn4PS76ZwWojcTZOz+dvDT/Lr/f2LFjWbhwIXvvvXcbjkJERES2Jy/Nz0GFmXxRVElVMEpeWhI+j4twzMbldhF1HOLGoXdaMn3SfawsDTJsN/I+KyuLjz76iGHDhrXxSEREtqUz5dLluVwuzhzVn/yMALVRm7jtgDHURmJUhWIYY8jPSMLrcZOV7GX0oJwm65caY9hUHWbV5lq+Xl/Fqs21bKoON04O0/D8X6Y+z3kX/gxjDMOGDaO4KsRnq8v5bHU5xVUhzPeX0m2qDrO6tK7JNkRERGTXWZbFYUNyOaB/JhYWxdVhPBZgoCoUJRS1Sfd7GF6QwcrSIJlb5f3Osr7hNZ98+Q1HHXsCi1cWsddee7GpOrxN1m+5PeW9iLQFnSmXbuGQQTncMm5Y4zrlkbCD7YDP66JvRhL79ctsdp3yovIg81eW8VVRJavLgtRF46T43AzISWG//pkUZiezpjzI22+/wzN3XMIJ51/NUx+sorIuytJNNZTVRQHISfGxV+9UMlP8VIdiROIOfo+r3dZKFRER6Wn6Zyfzy+OGkpPia1yn3DYGr9dNZsDH8Pw0MgLebbJ3Z1k/elAOADM+/ZbbfnY6mX368b+fbaZyXgmVwSh139+XnpPi45BBORzQP5M15UFWl9Yp70WkTVimmx/aq66uJiMjg6qqKtLT0xNdjrQzx3FYvKGa1WV1+Nwu8jOSSEvykuz3kJfmb3KGvKg8yLQv1rG2PMim6gjxuEPA7yYYtfG5XaT4PVQFo7gr1/Dvey7hqAlnccxFv2LOd5spr4vSK81PQWYADGysClNSEyY71cfRe+aRnxEgFLMprgqRmext87VSRaRrUza1LX0/exZjDMVVIRatryYSsynMSSY3zU8kbgj43E3yfmdZ3zs9ifSAl3BdNc/e+jOSkvxc+fBUPl0fZGVp/d8Sg3NTSfa5KQ9GCUbq71UflJfKnr3TCXjdynsRaVZrsklnyqVbcblcjOiXyYh+mTt8nTGG+SvLKK+L4tgG2zbkpSdhWRZpSYbNNRGKq0KE4zaLn/sDBx5xPOf98g6+WFtJOGZjMLhd9cut1b9v/XYjUYeNlSH6ZgZI9XsYnJvKis21zF9ZRr+sQJODAiIiItJ6lmWRn5lMfuaOm9+WZH3cdvi2uJolM/6BZUe55Q/P812loaw2SprfjWVZ1EbjZKf6yPcmsXh9FeV1UQqzk0nx1T+vvBeR3aWmXHqkkpoIq0vrSEvysqo0SEbA2xigFhZ+j4u1ZWEKc1IZc9kDHLF3P+qiDhurwzhARsBHXcQmEqtfo7wuYpMR8BKzDRurw9SE46R/v80t10rtnZ6UwFGLiIj0HDvL+vQkLxsrg0Rtw14nnMd5F06CpHQ2VpfgYEj2eQGoDccb894BfB4XG2sijVkPKO9FZLdoojfpkUJRm0jcwW1ZxGwHr6fp/wqxYA0LJ19F6XcLcAdScSw3MdshEq8PZZ+nfo1U23GwHQfHGHzfbyMad4jZTuO22mKtVBEREWmdnWW9123x0T8e4ps3nsHlcuFPzWyS9W63hdttNcl7C+qXZdsq60F5LyK7Tk259EgBnxu/x1U/QYzbRSz+Q7DGIiFmP3oDJhYhre8QPC4XXnf9h7+x8a5fI9XtcuF2uXBZ9QEN9UfQve4f/tfa3bVSRUREpPV2lPUAc1+czLrP3qLPPodiYJust7+/5H3LvDeA45htsh6U9yKy69SUS4+Ul+ZnQK8UasMxcpK9VIXrl06z4zHefOwWastLOOKaPxC0kshJ9pKW5CEtyUN+ehIu6pdfSfG78Xtd+L0uUvxuqkIxLCA/PYm0pPo7QxqWTBnQK2W31kYXERGR1tle1gN8/uY/+PKN55hw/f9QsNdI3Bak+t1bZL1FMBojFIuTmuTB73Xh81i4qL8iLj/N35j1oLwXkd2je8qlUzDGUFITIRS1t5k5tT1YlsXoQTkUV4WojcRxuyxKasLUrlvKppXfcvyvJtO3sLB+9nW3RW0kTrLPQ++MJJI21c/a6jim8RI15/uD736fiz4ZSTgGgpEYm6rD26yVKiIi0hN1lqz3ODG+mPkSY35xJ0MOOuL7+8INK0vr6J2exIBeqRRVBFlVFsTndtHX5yEUtSmvi5LkdZMR8OLxuBr/NghG48p7EdktWhJNEq5h/dBErPe55dqlyzeUE7E8BFw2g3pnNVmnfMva0gNerVMuIrtF2dS29P3s/Dpz1jesU75lfZGYTVldVOuUi8gu05Jo0mU0rB9aEYyRnxFoXO/z243VFFeF2n29z/7ZyfTLCrB45v+y6KUXef6Nd0kP+Jqsa/6jgdnbHNkH2FQdZl1FCIB+WYHGmVY78iyAiIhIZ9dZsj65Yjl/vecc/v7KTPbea2iTrIf6LN8yw3NTfZTURLbJ+u39baC8F5FdpaZcEqZh/dCKYIwhuamNYdbR633+/e9/5/677uCFF15g5B7Z2zzfsMzJ1vpkBOiTEdjmcS2DIiIiUq+zZP3ixYu54KyJnHXWWYw/bP9m36u5vN9e1m/vbwMRkV2hid4kYRrWD83P2DaIt17vs71Mnz6diy++mMmTJ3PWWWe12/uIiIj0RJ0h69esWcOJJ57IcccdxxNPPKEz2iLS6agpl4RpWD804G1+6ZCOWO9zxowZ/OY3v+GKK65ot/cQERHpqTpD1n/66afsu+++/POf/8Tt1nJlItL56PJ1SZiG9UNDMZtU/7Y/iu253mdxcTG9e/fmiSeeaPNti4iISL1EZn1NTQ2WZfGTn/yEM844Q2fIRaTT0plySZiG9UOLq0JsvQhAe673uXLlSg444ACmTp2KZVkKaRERkXaSqKyPRCKcfvrpXHrppQDKehHp1HSmXBJmy/VDV2yupXd6Uruv97lp0ybGjh3LiBEjOO+889psuyIiIrKtRGS9bducf/75LFmyhL/97W9ttl0RkfaiplwSqn92Mqcf0K9xbdCSmgh+j4th+eltvt5nVVUV48aNIzs7m//85z/4fL4227aIiIg0ryOz3hjD1VdfzVtvvcWcOXMYOHBgm21bRKS9qCmXhGtYP7S91/usqqqib9++TJkyhbS0tDbdtoiIiGxfR2V9PB6nqqqK//73v4wYMaJNty0i0l7UlEun0J7rfdq2zdKlSxk+fDivv/56u7yHiIiI7Fh7r+29aNEiRowYwfPPP99u7yEi0h400Zt0a8YYLr/8ck488UQikfZbA1VEREQS58UXX2T//fdn4cKFiS5FRKTVdKZcurU77riD559/nrfeegu/v21ndhUREZHEmzVrFhdeeCGPPPII+++/f6LLERFpNTXl0m09+uijPPLII0yfPp3Ro0cnuhwRERFpY5988gkTJ07k+uuv58Ybb0x0OSIiu0RNuXQYY0zjBC9J3vo7J0JRm7qoTYrPTbLf06aTvuTm5jJ16lTGjx/fJtsTERGRnds6740xrK8MA9AvK0Dv9KQ2y/rk5GSuuuoqHnrooTbZnohIIqgplw5RVB5sXAplc22E0u/DOu442AZSfG4G5KSwX//M3V4e5cMPP9Q65CIiIgmwdd4XlQWpCEWxsPB5XOSk+DhkYDYn71ewW1lfVFREZWUlI0aM4OGHH27DEYiIdDxN9Cbtrqg8yLQv1vHNxmowUPZ9U15UEaS4OkKSx03cMawtD/LpqnKmfbGOovLgLr3X/PnzOeGEE/jHP/7RxqMQERGRHdk679eVB1lbHqSyLkbMdsgIeKkJx/m/xcVMnbd6l7O+rKyME088kTvuuKONRyAikhhqyqVdGWOYv7KMimCMwbkpFNeECUVt3O76I+Zet0U4ZtM7zU/cMcQdh4pgjPkryzDGtOq9Fi9ezMknn8z555/PlVde2U4jEhERka1tnfcbq0OU1ETwe130TvdjgNpwnL6ZSSR53XxbXM28FaWtzvra2lpOPvlkvF4vf//739tnMCIiHUxNubSrkpoIq0vryM8IUBuxKauNkuR1UxexSfZ6SPZ6qI3EicQN6UleyutipPo9rC6to6Sm5UuYrV+/nhNPPJFjjjmGJ598ss3uVRMREZGd2zrvN1aFMQaSvR5clouAx92Y9xkBH44DSzZUtyrrHcfhJz/5CZs3b2bmzJlkZma234BERDqQmnJpV6GoTThmE4vbrC6tpbwuStS2sY3B47Jwuy3ijk15XYSqUJSKuigWhkjcIRS1W/w+vXr14sorr+Sf//wnbre7HUckIiIiW2su7+OOg/v7vzRdFgRjcTbVhAlG4zjGIRi1W5X1LpeLM844g1mzZpGfn99OIxER6Xia6E3aVUVdlG82VlNSEyYYtakJx/G5XViWhceCqG0oq41SXhfDcQALoktshvVOJ+DbeXNdU1PDtGnTuPDCC7ntttvaf0AiIiKyja3zvioUwxgIx2wCXg+VoSjhmE11MI7LBT6XRWbA16KsN8YwZcoUzj33XC655JIOGI2ISMfSmXJpN0XlQf771QbWVYSoCdlkBrykJXmIxh2C0TjrKoNsqAwRcwx+jwuvxyLgdVFSHWHRhkpWba7d4fYjkQinn3469913H7W1O36tiIiItI/m8j49yYPjGMpro6yrDBKMxPF5XKQlubGAupjNspKanWY9wAMPPMCVV17J119/3f6DERFJADXl0iLGGDZVh1ldWsem6vBOJ2YxxjBvRSlLN9XQK9VHdqqPSNyQ6veQ7HNjjEMwaojZBr/bIhqzsW0DWGQle7Esi39/vh7HcZrdvm3bXHDBBSxZsoRZs2aRmpraDqMWERHpOVqb9Q1f01zepyV5Sfa6iBuwHTAGvC4XteE4cceQFfDhsthh1gM89dRT3HXXXbz44oscfPDBbTlcEZFOQ5evy05tueZoJO7g97gY0Ctlh+uJl9REWLKhGseBPhkB4rZhc22EukicJJ+n/t4z6u8jq43Y1LfjEI472MaQmeThmw1VLNlYw759M7bZ/u23387s2bOZM2cOAwcObMfRi4iIdH+7kvWw47x3e9xY1Ge8baAiGAPA64baqIVt3HxZVLndrJ89ezZXXHEFTz31FKeddlo7jVxEJPHUlMsONaw5WhGMkZ8RIOB1E4rZfLuxmuKqEKcf0K/ZsA5FbeqiNlgGr9uF32OR7HMTjjvUhuPEbJu6mI1l6id/cbssLMvCbVnEbUNpXQS3y8WyTc0H9aRJk/jxj3/MiBEjOuLbICIi0m3tatbD9vO+PBilJhLD8/01mXEH3BZ4PC68Lguv20VdJEZ1OM5HK8qazfoxY8bwwgsvcNZZZ7Xn8EVEEk6Xr8t2bbnm6JDcVFL9Htwui1S/h8G5qVTuYD3xgM9Nis8NxiJm11+WZlkWSR4XddE4jlN/ZhwLvB43SV4Pvu+naLUADMTihlWltU22/+yzz/LFF18wbNgwxowZ0/7fBBERkW5sd7Iems97gJpwHDcWbpeF8/0B+BS/B7/bhTEQtw1+rxvj1L//lpewf/7550yZMoWUlBQ15CLSI6gpl+3acs3Rrdf9tiyL3ulJ211PPC/Nz/CCdFwuqAxGMdSHeTju1F/SZoH1/U+fx/phmy6XRdx2iDmQ5HFRURdt3P5LL73EJZdcooleRERE2sjuZD00n/cNWZ8R8GBZ9U255/sr4rbM+nDMISPZS2ltmCUbawBYtmwZ48aN4913323RPe0iIt2BLl+X7QpFbSJxh4C3+eVKkn0eSmoiza4xalkWYwb34rtNtXy+ppz1FSGyU3wEo3GqQjFcliHF5yEcs4naBi8GtwscxxC1HZL9HvLS/YTjhlDUZvbs2VxwwQU88sgjXHDBBS2q3xhDSU2EYCROXdQmxeeu326aH4BN1WHWVYQA6JcVoHd60jZ/kIiIiHRnu5P10HzeJ3ldROI2EQM+j4tIvP4suO00zfoUv4eBvVKoDsepDEbZsGEDY8eO5eCDD+aZZ55pUSYr60WkO1BTLtsV8Lnxe1yEYjap/m1/VILROH6Pa7trjPbPTmbSmAHkpvr4eFU5xdVhYrZDktdFv6xkQlGb4uoQwahNzDbE4/VHxP0eN4XZyST73CT73NRUbGbixIlcf/313HjjjS2qvWHCmq+KKlldFqQuGifF52ZATgr9spOprIuydFMNZXVRAHJSfBwyKIeTR+TvcEIbERGR7mR3sx6az/tQzCY9ycPw/HS+K64h5hjiTtOsH5KbSpK3fr6ZjICXs846nYKCAl5++WW8Xu9Oa1fWi0h3kdDL1+fMmcOECRMoKCjAsixeffXVJs9PmjSp8VKnho9DDz00McX2QHlpfgb0SqG4KrTNJWQNy6YM6JXSeDS6Of2zk7nsqME8OHEEd54ynHt/vA8XHFrIXr1TGZCTTLLPQ3ayl76ZAfpkJJGd4mNQr2QCXhduy2J4QTr7Dilk+vTpPPTQQy2qu2HCmk9WlbGmPIhtO2Qle4k7hqWbavjPgnW8tnA9pbUR8jOSyE9PojYS5/8WFzN13iqKyoO79X0TEZEfKOs7t7bIemia9/f+eB/OPLA/owqzOWnfPhT2SiHZ66JvZlJj1g/OTaZPhp9N1WEG56ayT0E6kydP5r///S/JyTtvmJX1ItKdJLQpr6urY+TIkUyePHm7rxk3bhwbN25s/HjzzTc7sMKezbIsRg/KITPZy4rNtdSEY9iOoSYcY8XmWjKTvYwelLPTy8Asy6JPRoBRA7I5eGAO4/bNJyvFh8ftIjvFR8yuv0TddgxJXjeOgYht6OOt49XH7iQYDHLMMce0+DK2+SvLKK+L4tgG2zbkpSeRnuQjL81PeW2UimAUB4PHskjyugn4PBRkBEjyuFi6sYZ5K0p1H5uISBtR1ndubZX1DdvqkxHg4IE5nHvIHvTNCrCqLMje+ekEfG6qQjFi8frL1pO8HlZsriPdZ7Fy2h9Zvnw5+++/P9nZ2Tt9H2W9iHQ3Cb18ffz48YwfP36Hr/H7/fTp06eDKpKt9c9O5vQD+jWuXVpSE8HvcTEsP32na5e2ZJt+j6vxfjDHAa/PRa80P/vkuPjrTReT3zsXl6vlx44aJqxJS/KyqjRIRsDb+IdEJG6IOQ4x2yEj4Kc2ahOJOSR53ViWRUbAR1UoypIN1ZTUROidntTqsYmISFPK+s6vvbN+dWkdwwsyWL65jmA0jjEQsR327pPGty89zCcfvA1339bibSvrRaS76fT3lL/33nvk5eWRmZnJUUcdxW9/+1vy8vK2+/pIJEIk8sMModXV1R1RZrfWPzuZflmBxoleAj43eWn+3ZoopWGbR+2ZSzASpzYSJxyzsSyLbJ/DeWdMIDnJx/Tp0wkEAi3ebsOENWl+DzHbwRv44Z402zEYU3+E3eOyiDsG23GA+vvkfB4XFhbBqL3dCW1ERKTtKesTrz2zvmGbfo9FaW2UqlCMjICXqX+8jzmz3+Ddd99lzz33bPF2lfUi0t106qZ8/PjxnHnmmRQWFrJq1Sp+85vfcOyxx7JgwQL8/ubvbXrwwQe55557OrjS7q9hWZSO2Oatt97Kpk2b+PDDD8nMzGzVNhsmrLGNwet2EYs7+L+fUdbtsrCs+veNOwaXZeHe4ix8NO5gMCT73Duc0EZERNqOsr7z6Iisz8+sP+v+7rvvMnnyZN58801GjRrVqm0q60Wku7FMJ7mhxrIspk2bxmmnnbbd12zcuJHCwkJefPFFJk6c2Oxrmjt63r9/f6qqqkhPT2/rsqUdBINBNm/eTGFhYau/1hjDywvW8c2GKqqCMYprIuSm+r9fJ9Vh8fpqqsIxPC7ITw+wR68ULKzvL6EP47YsJuxfwFmj+mvJFBFpN9XV1WRkZPS4bFLWSwNjDEuXLmXYsGG79LXKehHp7FqT9Z36TPnW8vPzKSwsZNmyZdt9jd/v3+6RdWk7xhiKq0J8WVTJys11pCZ56J8VoDAnhZQkb6sveTPGcOONNzJ8+HAuvvjiXWrI4YcJa4qrQtRG4rhdFiU1YZK8bkIxm+xUHy6XRW04hm1M46Vr5XVRbGM4cI9MxgzupZAWEUkQZX3n4jgOi9ZV8uGKMqJxhz2yA4zsl0lqwLdLl7dPnz6df//730ydOnWXGnJQ1otI99OlmvKysjKKiorIz89PdCk9WlF5kH9+tIY3vt5ISXWYuF1//5bHDb1S/fxoQA5jhvZq1eQwDzzwAE888QQzZ87c7fq2nFymYe3SylCMVL+HIbnJTdYuLa4OA1q7VESks1DWdx4fryzjD7OX8vX6asIxG8eAy4LUJA8/KszmhH37tCrr58yZw1lnncXtt9/eqklcm6OsF5HuJKFNeW1tLcuXL2/8fNWqVSxcuJDs7Gyys7O5++67OeOMM8jPz2f16tXcdttt9OrVi9NPPz2BVfdsReVBHnt7GW9/s4macAyoD2gHiDuwuSbC/JWlRG2b4qoQpx/Qj/7ZyY0zrG89eYwxht8/9gR33nknTz/3PEcddVSb1Ln1RHJ1UZsUn5tkv6dxrdVN1WHWVYQA6JcVoHd6ko6ai4i0MWV91/TxyjLueHURq0vrGptxi/q8rwnFmbeylJjjtDjr3533KaedMoHzLvoZt99+e5vUqKwXke4ioU35Z599xjHHHNP4+Q033ADARRddxJNPPsmiRYt47rnnqKysJD8/n2OOOYaXXnqJtLS0RJXcoxlj+HD5Zr5YW04wEsflsnBZFo4xuLFwHINtDFXBKBsqQ+Sl+Zm/sgxjDB+tKmd1aR2RuIPf42JArxQKs5NZsmYjd915BxOuvIvNOSN5ecG6XV5+ZWs7m7CmT0aAPhktn9ldRERaT1nf9TiOw78+XUvR982sz23hAC6rfhnTmOMQjjosL6mlMDuw06xfUx7kN9f9igEHHMbQU6/h35+vV9aLiGyh00z01l566mQ67WFTdZjf/d9S3ltaQk04jsdtEbMNLgv4fgIVxxjAkJ3sZ9yIPsRtQ7LPQ8xxyM8IEPj+fq9lm6opKqulX04aBf4Yubm5hGL1Z9czk72NR91FRLojZVPb0vezbX29vorrXvyCtWVBvB7X97OYQ/25cjDGIW4bfB4Xp4zMx+d27zTr+6dAemoyMdzKehHpEVqTTbt3Q4/0KKGoTU04Rtyub7y/j2YaQnpLUcfBOIbVZUHK6iIMyU0l1e/B7bJI8bnZsGwxb9xzAVWlm+jdOxe3yyLV72FwbiqVwVjjUXcRERHpWJXBKKGojaGhGd866+v/bRtDLOZsN+uDNdXMfPASli/4gF45mfj9fmW9iEgz1JRLiwV8btKSvHjcFmBRH6MWsG2g+lwuQnGbumicgsxAk/u3VixfzisPXUPewGFEvOnUhOONzzVchra6tI6Smsg22xUREZH2lZnsI+BzY2HhGNg26+v/7bYs4sY0m/Xl1XX85+HrIBbGn7+nsl5EZAfUlEuL5aX5Oagwk4yAB4whZjv1k7wZU3/pumOwHYML6JPhJx53SPG5yU37Ydmais2b+NNNk8gu3Juxl9+NDcTiTpP3SfZ5iMSdxiVMREREpOMMz09jZL8M3G6LaNzGRcPtaXx/T3n9qivZKT48LrbJejse5+l7r6Vm83pO/fVkPCnpynoRkR1QUy4tZlkWhw3J5YA9skn2e3AcQ9x2cJz6Br3hnrOMZB8FmQF6pSUxICeFcOyHIP70vRlk5uRx9JUPErYtPC4XXk/TH8NgNI7f4yLgc3f0EEVERHo8l8vFWQfvQb+s+gnSonb9gfdY3CYadzAOJPlcDMlLJTctsE3WF61cStGyxRx/w2O40nKV9SIiO6GmXFqlf3YyvzxuKGeN6k+fzAAuV/2lbQ3rlOem+Rk9qBdHD+vN+YcWsl//TIqrQkTCIRzbZuyZk/jNEy/QOyuNTdVhslO8pCX9sAiAMYZN1WEG9EppXM5EREREOtYhg3K4/7QRHFiYRZLXjWPANmBZkBbwMGZQL07ar6BJ1htjCIeCDNhzH/7w8nsMHrKnsl5EpAUSuiSadE39s5O5ZfwwLhpTyJdFlazcXEdqkof+WQEKc1JISfI2rk1qWRbry6p56FeXUtC/kJ/fdB8R48bttsgMePG4XNSG4yT7PASjcTZVh8lM9jJ6UI7WERUREUmgQwbl8MIlh7JoXSUfrigjGnfYIzvAyH6ZpAZ8TbK+uCrEP/72OIveeZXfPjdDWS8i0gpqymWXWJZFfmYy+Zk7Xsqkb2YSH055gI3Lv+bHl/2a1WV1+D0uDh6Yw08Oql+7tGGiF7/HxbD89DZbu1RERER2j8vlYuQe2YzcI3u7r+mfnYzz3RxmTf0959z0CEVVEWW9iEgrqCmXdnXLLbfwf29M55133mGPvUYQitoEfO7Go+s/GphNSU1km8dFRESka3jjjTe46ZdX8Ogf/8jZky5V1ouItJKacmk3wWCQefPmMW3aNA4++OBmX9OwLIqIiIh0TbNnz+bWW2/ll7/8ZbPPK+tFRHZMTbm0iw0bNlBQUMDcuXN1NFxERKQb2rBhA/n5+fzxj39MdCkiIl2aZl+X7WqYHXV1aR3FVSGKq0KsLq1jU3UY8/16pc2ZPn06gwYN4rvvvlNDLiIi0oltmfWbqsM4jtPk8+3l/erVqxk1ahRPPfVU42RvIiKya3SmXJpVVB5k/soyVpfWsbk2QmlNBKhf8qxXqp8BvVKanaRlzpw5nH322dx2223sueeeiShdREREWmDLrI/EHSIxm3DcIcnjwu914/e4ms37kpISxo4dy957782kSZMSNwARkW5CZ8plG0XlQaZ9sY5vNlaDgbLaCDXhOLWROKW1UQC+3VjNtC/WUVQebPy6L7/8kgkTJnDxxRfzm9/8JlHli4iIyE5smfWZyT4ykrysLQ+yZEMVa8qDZCR5yUz2bZP31dXVjB8/nvT0dF599VX8fq0zLiKyu9SUSxPGGOavLKMiGGNwbgrFNWHCMYe+WQEKMgKEYzbFVWEG9UqhMhhj/sqyxkvbSktLOfPMM/nTn/6ky9hEREQ6qS2zfkhuKil+N6vL64g7hiF5qdiOYXVZHSk+N4NzU5vkfU1NDf369ePNN98kLS0t0UMREekWdPm6NFFSE2F1aR35GQFqIzZltVEyAl4sLLAgPclLWV2U2ohN7/QkVpfWsXjFWnJSfBx33HEcd9xxiR6CiIiI7MCWWW9ZFtXhWGPeuyxXY9bXhOOkB7z0Tk9i5aZq3v9oAUePHsVrr72W6CGIiHQrOlMuTYSiNpG4Q8DrJhZ3iDsOXvcPPyY+j4u44xCzHZJ9HqqqKjnj1AlccsXVO50ATkRERBJvy6wHtsn7LbMeIMnr4l+P3cMZp57M6k0VynoRkTamplyaCPjqJ3YJxWy8Hhcel6sxlAGicQePy4XX7WJtSSXP3HUVZVU17HvmDfx93mpeXtD0PnMRERHpXLbMemCbvN8y6yvqovz5fx7gq3enM/7aR/jXF5uU9SIibUxNuTSRl1Y/s3pxVYgUn4tkn5ui8jrKasIEIzGqwlFyUnyEIxEev/MaqjcVceMfnmOfQf2anRBGREREOpcts95xHIwx+D0u1lcEqQ5GKK2NkJPiJW47/O+zf+Hz6VM48ZcPM/aYo5T1IiLtQPeUSxOWZTF6UA5Li6t5beEGSmoiVNRFWWmCeFzQKzWJQTkpfLKmkrQ+A5h07a0UFhYCkOr3MDg3lRWba5m/sox+WQFN+CYiItLJbJn1M78upi5qU1YXoaIuxoqSWtKSvGQle1mwtpywN50jfvEbxp90Mh63i1S3S1kvItLG1JRLs6pDcUpqIkTjhrQkL9F4/b1llcEo/zdzJoMPOIxfXH8b/bKarlNuWVbjBHAlNRF6pyclaAQiIiKyYxahuE1pbYSYbZMW8BCNO2DBgk8+wp3Tj/2PGMdBA7LJTvH98FXKehGRNqXL16UJYwzzVpSyoSpEQUYSI/tlsE9BOgcVZnHIwGxiX/6Xz5+5jeoNy+iT0XwIJ/s8ROIOoajdwdWLiIjIzjQsiWY7DntkJdM73c++BZns1zeTMYOySa5cxVdP30z1l2+RnuwhK8W7zTaU9SIibUdNuTRRUhNhyYZqHAeyUvwEfB5S/F4CPg9rP5nF4mlPMOrC23HnDmZzTaTZbQSjcfweFwGfu4OrFxERkZ1pWBItLclLeTBGbloSqUlekrxuKjeuYd4TN7HHwcezz9hzKamuXxpta8p6EZG2o8vXpYlQ1KYuaoNlmiyFtuar+cz+690cccGNFIweRzRu2FAZok96UpN7yYwxbKoOMyw/nbw0/27V0rCtovIgFcEYWcle+mcn03ur9xQREZGWa1gSLc3v+X4ptPoz4XUVm5n2wJX03ftADj7/FlIDfjZWhonGbEj64Wx5W2d9SU2EukiMovIQLqv+pMDw/DRcLp07EpGeQU25NBHwuUnxucFYxGwHv6f+CHhOv8EceeFN7HXMGVSFohTmBMhJ8bNicy2905NI9nkIRuNsqg6Tmexl9KCc3Wqci8qDvPHVBt7/bjNF5SEito3f7aZfVoCjh+Vx8oh8+mcn73xDIiIi0kTDkmi2MY1Lofk9bpLSMhl54tkMO+5sYpaHgowkqkMxNlSF8Hvd7ZL181eW8eHyUhZvqKY6FMPjsshM8TI8P4MzD+rHIYNy2nDkIiKdk5pyaSIvzc/wgnSWb66lMhjFXbWeYFUZe+x7CPudcCYlNWHclsUhg3IYPSiHj1aVN0704ve4GJafzuhBObvVMBeVB5k6bzXzV5RSGawP6KyAl0jcoagiyPQv17O5JsykMQPVmIuIiLRSw5Jo32ysJjvFy7qSCiq+fp99jj6NgyZMYnNthD5pXtwui2P37k1Wspc1ZcE2z/ppX6zjm43VLNlQTThuk5bkwXHqz+QvXFvBhoog1x6/pxpzEen21JRLE5ZlMWZwL77bVMvcL5Yw5/dX0Hfvg+i150GU10WxjeHAPTIZM7gX/bOT6Z+dTElNhFDUJuBzk5fm362j5g0TzX1bXE04ZpPkdZGW5MXCIuA11ERiRKIO326oZt6KUs7K6q9L2UVERFqhYUm04qoQVbUhPvzrbVRvKqL3fkfheAN43C7cbousFB8nj8inX1agzbN+/soyyuuiFFeFidgOvdMDuLAwxlATiZPqd1MRjPLygnUcPCBLl7KLSLemply20T87mQl7pjD5ypvJKhjAXmfdTHF1mJwUH4cMymly6XjDsihtpWGiuUjMBiwCPjcWVuN7BbweQjGbcNxhyYZqLcUiIiKyC/pnJ3PqyAJ+et5NVK9fzvE3/5Wg5SfF5aIwO5n9+mc2ORve1lm/urQOl2VRWhclI+DF1STr3dRFHXLTfKzYXMuSjTXs2zejzd5fRKSzUVMu23AchysuOod+uVm8+OrrVNn1k7v0ywq0+yRrDRPN2Y4By+B2NX0vz/efOwaCUVtLsYiIiOyivz36EF9/9B6vvTGLQXvtQ13UJsXnJtnv2e2z4TvSMNGc4xjitsHnbjqDu8dlEY6D3+OmKhSnMhhtlzpERDoLNeWyDZfLxZ133slBBx1EXl5eh753w0RzbpcFxsJ2DK4tGvO4Y+prtCDZ59ZSLCIiIrvoZz/7GePGjePwww/p0PdtmGgubAwet0XUtgl4fviTNO4YXBZE4jY+j4vMZF+H1ici0tF0g440sm2bO++8k9LSUsaPH9/hDTn8MNGc3+sGDKFoHEN9I26MIRSLYwFJHhfDC3Z/KRYREZGeZsqUKXz88ccMHjyYww8/vMPfv2GiOWMMvVJ8VIdiOE2y3ibF56KiLsrg3FSG56d1eI0iIh1JTXkP1rDO6KrNtXy5tpwfn/sz/vDoY3zw5TIcx0lITQ0TzQ3rk07A6yEcc6ioixKMxqgIRQnHHPw+F8MK0hkzuJcmeRMREdkJYwzFVSE+XVXGHX/4GxdffDFvvP8JxVUhjDEdXk/DRHNZKT76ZATwul2UVIeoCUepDscwxlAbsclK9nHmQf00yZuIdHu6fL2Halgb9KuiSr5cV8Vnr/yVTXP/xeCLHuIPC0LM2vgFk8YMSMgyJP2zk5k0ZgC5qb7GdcorQjH8bjd7ZCdrnXIREZEWKioP8sZXG3j/u818+fEHfPv3O8g95iJmxfbmuxcXJixT+2cnc/oB/eiTUYbP42LJhmqqtE65iPRQasp7oIa1QdeWh/iuuJpF896h+P3nKTznTlL32IdwzOaTVWUUldVx1sF7MKxPCkXlQdZWhPB73Bw2OIcR/TLb9ch1/+xkLjtqMKcd0Jei8iAVwRhZyV76Zye3+2RzIiIi3UFReZCp81Yzf0UpGzeVsPR/7yb74AnkjjmTumicFZtrKKuN8PW6Sk7cpzfRuN3hWd8vK8BRe+ZSF4lRVB7CZUFWip/h+Wk6Qy4iPYZlEnHdUgeqrq4mIyODqqoq0tPTE11OwhljeHnBOpZsqKIyGOXD5WUEI1GiG77D33dv4sbgBhxjiDsGr9si7hhi309y7rIgyetm377p3HDCXjqCLSKyC5RNbUvfz20ZY/jXZ0VM/3IDGytDVASjVK5cRMoewzFYxJ361VYajnHbTv3KJqCsFxFpC63JJh2C7GEa1gZNS/Ly2Yfvs2b23zGWC3/fvXG7LNwWRGyHsG2IOxCMGaI2bHnkJhyz+XxNBXe8+jUfryxL2FhERESkeSU1EZZsqKZyczFfv/AQdXV1BPbYF7fLjcuycByHmANRu/7DNsp6EZFEUVPewzSsDbru26/46KnbsWMRLCw8bgvLsrAdMAbq5z7/gceqP3IOFj6PhWNgXUWQlz9bm7BJ4URERKR5oahNaXk5H/z5BoKb1wEW3u+zvv4sOWx9I5gbZb2ISCKoKe9hAj43lRtW8dRvLqXgwGPJOWbS95euWRgMdkPobpHUFmC5rO/v4zbYDvi9buK2w8KiKpZsrOn4gYiIiMh2mXiE6Y9cC0Dhuffg8QfqH99O1gO43Mp6EZFEUFPew+Sm+vjv5Dvpv/eBHH/JbbhdLmJ2fTg7jmk8O77lAfGGH5Its9tt1Z9JD8VsKoPRDqhcREREWmrKE48Srirl8Gv+gDuQigXYjsGY+vvNDTS5JM7a6r+grBcR6Siafb2Hcblc/OOfL/BBUZjVFXFS/XVUherXAbe+n+XUGOpTeaspALf81Db1Lwl43WQm+zqoehEREWmJ22+/nZN+ch6vLouw6ZtN2FGbeMNBeOozfcuob2jGlfUiIh1PZ8p7iNraWsaPH88nn3zCISP25OxDh3DEnr0YkpdKWpIPj9sFjqm/VN0Cv8fC8/1PhwMYx2C+79bdLojEbDxuF/v3z2B4floCRyYiIiJQfwb8V7/6FZMnT8bv93Pofntx5dGD+dGAbNKSPPg8rsYz5Bbgcf3wh6BBWS8ikig6U94DRKNRfvKTn7Bs2TL22GMPoH5t0LOy+rNnXhrTv1xPWW0Uj9siHHdYtbmOzbUR4o5DXTBODIh/H+AuyxCN108E0y8rmTNH7aF1REVERDqBRx55hD//+c/MmDGj8bE9clK4dfww/vHRGtZXhEjyuojaDss31VBSE8XBKOtFRBJMTXk35zgOkyZNYuHChXz44Yf06dOn8TnLsjigMIteaX7mryxjdWkdkbhDdrKPsrooFXVRNlSFKK4KE7N/uKBNa5eKiIh0Ls888wy33XYb//rXvzj22GObPLdHTgoXjh7QJOszA8p6EZHOQk15Nzd37lxmzJjBu+++y+DBg5t9Tf/sZPplBSipiRCK2gR8bnJTfZTURFhXEcJxbIrKg6ytCOH3uDlscA4j+mXqqLmIiEgnUFNTw2233cYTTzzBGWec0exrlPUiIp2XZepvHuq2qqurycjIoKqqivT09ESX06Fs28btdlNWVkZOjo5yi4h0Fj05m9pDT/5+KutFRDqn1mSTDn92U3/9618ZO3YsjuMopEVERLqhhQsXss8++7B27VplvYhIF6bL17uhf//731x55ZX87W9/2+ayM2MMxVUhFq2vJhK3GZCTwj4F6bo8TUREpAtZsWIF48aN49hjj6Vfv37bPG/bNnOXl7G5NkJuqp/Dh+TgdrsTUKmIiOxMQjuxOXPmMGHCBAoKCrAsi1dffbXJ88YY7r77bgoKCggEAhx99NEsXrw4McV2Ee+88w7nnXceDzzwAD//+c+bPFdUHuThmd8yaeqn3P7qIu7+7xKuev5zrnr+Cz5eWZagikVEpDtT1re94uJixo4dy/7778/UqVO3ObD+34XrOeupj7jp31/xwJvfctO/v+Kspz7ivwvXJ6hiERHZkYQ25XV1dYwcOZLJkyc3+/wjjzzCH/7wByZPnsynn35Knz59OOGEE6ipqengSruOJ598kquvvpqbb765yeNF5UH+/M53vLpwPRW1MbICXvJSfTgOfLq6nIdnfqvGXERE2pyyvu3997//JTc3l//85z/4fL6mzy1czyMzl7Jycx1pSW4KMpJIS3KzanMdj8xcqsZcRKQT6jQTvVmWxbRp0zjttNOA+iPnBQUFXHfdddxyyy0ARCIRevfuzcMPP8xll13Wou32lMlfamtrSU1NJRaL4Xa7mxw1N8bw0qdr+dsHq6iLxMlL8+Oy6p83GKpDUcJxh8MG9+KRn+ynS9lFRNpZT8mmrSnrd084HMbtduP1eolEIvj9/ibP27bNWU99xMrNdfTLCuC2fshz2zisrwgxMDeFf116qC5lFxFpZ91iordVq1Y1Xp7VwO/3c9RRRzFv3rztfl0kEqG6urrJR3e3fv16RowYwcsvv4zX692mqS6pibBgTQXhqENGkrexIQewsEj2efG63SzdVMOSjTozISIiHUNZ33LxeJyzzz6bq6++GmCbhhxg7vIyispDZKd4mzTkAG7LRVayl6LyEHOX68o4EZHOpNM25cXFxQD07t27yeO9e/dufK45Dz74IBkZGY0f/fv3b9c6E628vJwTTzyRgoICTj755GZfE4ra1IZtHAw+77a73O22cLsM4ZhDZTDa3iWLiIgAyvqWMsZw6aWX8uGHH3L99ddv93WbayPEHUPA2/w8vgGfh7hj2Fwbaa9SRURkF3TapryBZVlNPjfGbPPYlm699VaqqqoaP4qKitq7xIQJBoNMmDABy7J4/fXXSU5ObvZ1AZ+b1CQ3LiyiMWeb523bYDsWSV4Xmcm+ZrYgIiLSfpT1O3brrbfyr3/9izfffJNhw4Zt93W5qX48LotQLN7s86FoHI/LIjd127PsIiKSOJ22Ke/Tpw/ANkfKS0pKtjmiviW/3096enqTj+5qzZo1xGIxZs6cSVZW1nZfl5fm56DCLAI+F1XhGI75oTE3GILRGDHbZq/eaQzPT+uI0kVERJT1LRAOh/noo4945ZVX+NGPfrTD1x4+JIf+2QEq6mLYpulBeNs4VARj9M8OcPgQrWkuItKZdNqmfODAgfTp04fZs2c3PhaNRnn//fcZM2ZMAitLPMdx2LBhA3vvvTcff/wxffv2bfZ1xhjWl9fy9JwVfLq6jGSvi7jtUFwVIRiNEYnHKauNUhOxyc8IcOao/prkTUREOoyyfsfWr19PUlIS7777bpP77rcWj8d5ZcFa7nvjG7ICPjxui3XlQWrCUeKOQ004yvqKECk+D5NGD9AkbyIinUzzNx11kNraWpYvX974+apVq1i4cCHZ2dnsscceXHfddTzwwAMMHTqUoUOH8sADD5CcnMxPf/rTBFbdPGMMJTURQlGbgM9NXpp/h5fe7c773HTTTbz66qt8++23eL3eZl9XVB7kf2Z+y9vflhCK2TTMse9yQcDjIm4MLguSfW4OHpDNpDEDOGSQjpyLiEjbUtbvmtdff52f/OQnfP755wwfPny7r5sydyVPvr+CstooTkPWW+DzWJTXxbBC9ZesD8xNYdLoAUzYv/kD+SIikjgJbco/++wzjjnmmMbPb7jhBgAuuugipk6dys0330woFOLKK6+koqKCQw45hFmzZpGW1rkusS4qDzJ/ZRmrS+uIxB38HhcDeqUwelAO/bObv897Vz3yyCNMnjyZN998c4cN+W9eXcTcFWXYtsEFuF3gGHAcCEUdCnv5OfOg/hxUmMU+Bek6Qy4iIu1CWd96c+fO5cwzz+SWW27ZaUP+P7OWEow6uACvCwwQcyAUM6QnWZxxYD8OGZTD4UNydIZcRKST6jTrlLeX9l67tKg8yLQv1lERjJGfESDgdROK2RRXhchM9nL6Af3aLKyfeeYZLr30Ul566SV+8pOfNPsaYwwvfLyaB2cspS5i43aBpzGEDXHbwXYg4Hdx+/hhnHvIgHY7yi8iIs3rKetqd5TulPWLFi3iyCOP5JxzzuGJJ57YbkbH43GO/f37FFWEcbnA63I1vtYYh0jc4HHBhP3y+d1Z++vgu4hIB+sW65R3BcYY5q8soyIYY0huKql+D26XRarfw+DcVCqDMeavLKOtjnuUlZXx+OOPb7chh/o1yd/5tpRQzMHlAo97y11s4XG5cLkgEjO88+1mSmq0LIqIiMj2dHTWV1RUMHHiRCZPnrzDg+avLyqmpCaCywKvy2ryWsty4XVb2A4sWFvJko01bVKbiIi0j4Revt7VldREWF1aR35GYJvgtCyL3ulJrC6to6QmQu/0pF1+n6+//po999yTm2++eaevDUVtKoNRzPf3jMNWgW7VP+IYQ1UwTihq73JdIiIi3V1HZX1JSQnRaJQjjzySI488cqevL64OYzfcRL511lN/X7kBwjGHymB0l+sSEZH2pzPluyEUtYnEHQLe5u/RSvZ5iMSd3Wp8Fy5cyGGHHcYzzzzTotcHfG4yk31YlkV9VG915N7UP2JZFhnJHgI+3V8mIiKyPR2R9dXV1YwfP55rrrmmxV/TJz0Jt6uhGd/2LL1j6lv1JK+LzGTfLtcmIiLtT035bgj43Pg9LkKx5oM4GI3j97h2ufFdsWIF48aN4+STT+ayyy5r0dfkpfk5dlgvAl4XjgNxe8t1Sg1xx8FxwO+1OHZYLnlp/l2qTUREpCdo76wPh8Ocdtpp1NbW8tRTT7X4604Z0Ye8ND+OgZhjmlw+b4xDzDa4XXDQHpkMz+9ck+aJiEhTasp3Q16anwG9UiiuCm1zL5kxhk3VYQb0Stmlxre4uJixY8cycuRIpk6d2uIJWizL4og9e3NQYRYut0XcgWjMJm7bROMOcQdcbouDB2RzxJ69NcmbiIjIDrRn1tu2zfnnn8/SpUuZNWsWubm5Lf5aj8fDzw4bSMDnwnYgGnew7fq8D8cNFtA3K5mzf1SoSd5ERDo5/ZbeDZZlMXpQDpnJXlZsrqUmHMN2DDXhGCs215KZ7GX0oJxdanwDgQAnn3wy//nPf/D5WnfZWf/sZO47bQQn7dOHZJ8bY0HcAQdI9rk4aZ/e3HfqiDZfwkVERKS7ac+sd7lc7LvvvsyaNYvCwsJWf/3PDh/ETWP3Ii/Nh2XVL4UWd8DnttivXzoPn7EfhwzKafV2RUSkY2lJtDbQlmuXhsNh3n//fU488cTdrssYw4aKOt5cVMyGyhAFmQFOGtGHgqwUnSEXEUkgLYnWtrpa1gO8/vrrjB8/vk3WDo/H40z/cgNfra8m4HVz4vA89uufpTPkIiIJ1JpsUlPeRowxlNRECEVtAj43eWn+Vje+8XicM888k88//5xvv/2WQCDQTtWKiEgiqSlvW10p6wEee+wxbrzxRubNm8fBBx/cDpWKiEiitSabtCRaG2lYFmVXGWO4/PLLmTNnDnPnzlVDLiIi0snsbtYDPP/881x//fVMnTpVDbmIiABqyjuNu+66ixdeeIF33nmHvffeO9HliIiISBt7++23ueiii/jd737HBRdckOhyRESkk1BT3kmceOKJHH744RxyyCGJLkVERETawb777suf/vQnrrzyykSXIiIinYia8gT7z3/+w0EHHcRhhx22y9vY8h43v8eipDrMovXVAOzXL4N9+2ZoshcREZEEWbJkCWvWrGH8+PG73JBvmfVJXhe2bfPhinJqw3EG5aZwxNBebTJpnIiIdDw15bthdyd8eeONNzj77LP5y1/+wsUXX7xLNWw5G+zqsjoWra+ivDZC3DG4LIuAz82IggyuPGaIlkURERFppd3N+rVr13LiiScyevRoxo8fv0s1bJn1m2sjLF5XxbrKIBHbwTIWXo+LwuxkLjtyEBP277tL7yEiIomjpnwX7e7SKB9++CFnnnkmt91222415NO+WEdFMEYs7vD5mnLKaqMYwOdxk+SxiMQcPl1dzr2vL+bOU/ZRYy4iItJCu5v1paWljB07lsGDB/Pcc8/tcg0NWR/wuFmyvorlJTXEgSS3i2S/m6jjsHxzLQ+8+Q2AGnMRkS5G1zTvgoaA/GZjNZnJPgbkpJCZ7OPbjdVM+2IdReXBHX79unXrOOWUU7jooou45557dqkGYwzzV5ZREYwxuFcyizdUURmK4XJZpPjcuADHWGQEPLhdFusqQrz82Vocx9ml9xMREelJdjfrjTGcdtppBAIBXnvtNZKSWj9re5Osz01hY1WQteVBjGWR6nPjsiziDqT5vCT73FSFYkyZtxrbtnd12CIikgBqyltpy4AckptKqr++6U31exicm0plMMb8lWXsaPn3vn378uSTTzJ58uRdWt8UoKQmwurSOvIzAhRXR9lYFQZj4XO7sSwXLpeF7RiMsUj2eTAGvt5QzZKNNbs6dBERkR6hLbLesizuvvtuZsyYQUZGxi7VsWXW10Zslm8OErXrz9i7tsh6x4Df48bncbG2PMjc5WW7OnQREUkANeWttGVAbt1QN6xfurq0jpKayLZfW1LCnXfeiW3bnHPOObs1IUsoahOJOwS8boLRONF4/R8GDfO5WdT/UWGMweO2AEM46lAZjO7ye4qIiPQEu5P1juNw5513smnTJo4//nj69Omzy3VsmfWxuEMoGscYcLvqa9oy692WhctlEbMdNtduW5eIiHReaspbacuAbE6yz0Mk7hCKNr10rLq6mvHjx/Pmm28SDod3u46Az43f4yIUs0n2efB56gO64ep0Q/0fDpZlEbcNYJHkc5GZ7Nvt9xYREenOdjXrjTFce+21/OlPf2LTpk27XceWWe/1uAj4PFgW2E79gfgts942BscxeN0uclP9u/3eIiLScdSUt9KWAdmcYDSO3+Mi4PshyCORCKeffjq1tbW8+eabpKam7nYdeWl+BvRKobgqRJ90H/kZSWAZYraNMQ6OY3C7LCzLEIzGsSzYtyCd4flpu/3eIiIi3dmuZD3A/fffz9NPP81///tf9ttvv92uY8usT/W7GZKbjM/tJhp3cLbIepcFkbhNNO6wR3Yyhw/RpK4iIl2JmvJW2jIgt76XzBjDpuowA3qlkJf2w1Hq22+/nW+//Zb/+7//Iy8vr03qsCyL0YNyyEz2srI0yPCCDDIDXmzHEIzaOIDLMlSF4tiOoV9WgDNH7aH1ykVERHZiV7J+1qxZ3HPPPbz00ksceeSRbVJHk6zfXEd+RjJ7ZAfAGOqiNo4xeFxQE4kRjNpkBLz8bMwArVcuItLFqENrIWMMxVUhFqypINXvxu2yWF5SQ004hu0YasIxVmyuJTPZy+hBOU3uQfv1r3/NW2+9xYABA9q0pv7ZyZx+QD+G5aeTEfByUGE2fTID+DwubMchFHPwe10cPCBby6GJiIi0gOM4LN5QjdeqX1Z0WQuz/vjjj2fOnDn8+Mc/btN6tsx6LNinbwZD8tJI8bmxMdRGbAwWQ3JTue2kvbUcmohIF6R1ylugqDzIG4s28vHKMsrq6idKS/G5yUz2EbMNfm/9ZW7D8tObrF163333MXLkSH784x/Tq1evdqmtf3Yy/bIClNRECEVt/B6Lkuowi9ZXA7Bfvwz27ZuhM+QiIiI78fHKMl5esI4Vm2uJxh0whiSfm8q6GDlp/maz/q233uLtt9/mgQceYMyYMe1S19ZZn+R1Yds2H64opzYcZ1BuCkcM7aUz5CIiXZSa8p0oKg8ydd4qPl9biduyyE9PAgvKaqMUV4XICHg5eVgeg/JSyUvzNx41f+yxx7j33nt57bXX2r3GhplgG+RnJjNyj+x2f18REZHu4uOVZfzpre+oCMXIz0gi2echGI1TXBWiqCLIMcNyOXRwryZZ/9lnn3H66adz+eWX7/ISpy21ddYDnJW9+3PUiIhI4un06Q4YY5i3opRvN9aQ5HHRNzNAwOch4PXQNytAktdNUUWQtRXBJiH9/PPPc/311/Pss89y0kknJXgUIiIisiOO4/DygnVUhGIMzUslPcmHx+UiPcnHkLw0QjGbD5aXkZvqa8z6pUuXMn78eM444wwefvjhBI9ARES6MjXlO1BSE2HJhmocA5kBX5Oj4BYWGQEfjgNLNlQ3rlVaWlrKpZdeyu9+9zsuuOCCRJUuIiIiLbRkYw0rNteSn5GEy2r6p5HLctE7PYkVm2tZsrGm8fFLL72UQw89lL/97W+6RUxERHaLLl/fgVDUJvj9GqRez7aB6/O4wKqf7bxhrdJevXrx5ZdfMnjw4A6tVURERHZNZTBKNO6Q7Gv+z6IUv4eSmgiVwWjjYy+88AKZmZl4vd6OKlNERLopHdrdgYDPTfL3a5DG4s42z9dPAmOR7HOzduV3HHPMMZSWlqohFxER6UIyk334PC6C0Xizz9dF4vg8LnzEGDduHB9++CEFBQUkJyd3cKUiItIdqSnfgbw0P8ML0nFbUBmKNlmr1GCoCkVxuSDPVcN5Z/yYzMxMMjMzE1ewiIiItNrw/DQG56ZSXBXGMU0PwjvGqV+XPMvPXb/8BUuXLmXgwIEJqlRERLojNeU7YFkWYwb3Yq/8NMJxh/WVIYLROMFonPUVIcIxm/4Bm0dv/BmDBw/mhRdewOPRHQEiIiJdicvl4syD+pEZ8LK8pJaqUJS441AVirK8pJYMv5tv//UICxYsYNasWRQUFCS6ZBER6UbUlO9E/+xkJo0ZyIn79CEtyUNxdZji6jBpSR5O3KcP9uJZpCQn8dprr5GUlLTzDYqIiEinc8igHK49fk+GF2RQGYqxqrSOylCM4QUZHNerho/em83MmTMZOnRooksVEZFuxjJbXpPdDVVXV5ORkUFVVRXp6em7vB1jDJuqw6yrCAHQJ81LQVZK43vosnUREWmptsomqdeW30/HcViysYbKYJTMZB975gbw+XyUl5eTnZ3dRhWLiEh315ps0pnyFrIsiz4ZAUYNyObAPTL51VWXcO+99+JyudSQi4iIdBMul4t9+2Zw+NBcPprxMscddxy2bashFxGRdqOmvJWMMVx77bXMnDmTiRMnJrocERERaQfTpk3jsssu48ILL8Ttdie6HBER6cY0K1kr3X///Tz99NPMmjWL/fbbL9HliIiISBt77733OPfcc7nvvvu45JJLEl2OiIh0czpT3go1NTX87//+Ly+99BJHHHFEossRERGRdvD0009z+eWXc+uttya6FBER6QF0prwV0tLSWLRoET6fL9GliIiISDuZOnUqLpcLy7ISXYqIiPQAaspbSQ25iIhI9+bx6M8jERHpOLp8XURERERERCRB1JSLiIiIiIiIJIiachEREREREZEEUVMuIiIiIiIikiBqykVEREREREQSRE25iIiIiIiISIKoKRcRERERERFJEDXlIiIiIiIiIgmiplxEREREREQkQdSUi4iIiIiIiCRIp27K7777bizLavLRp0+fRJclIiIibUh5LyIiPZkn0QXszD777MNbb73V+Lnb7U5gNSIiItIelPciItJTdfqm3OPxtOpoeSQSIRKJNH5eXV3dHmWJiIhIG2pN3ivrRUSkO+nUl68DLFu2jIKCAgYOHMg555zDypUrd/j6Bx98kIyMjMaP/v37d1ClIiIisqtak/fKehER6U4sY4xJdBHbM2PGDILBIHvuuSebNm3i/vvv59tvv2Xx4sXk5OQ0+zXNHT3v378/VVVVpKend1TpIiIi21VdXU1GRoay6XutzXtlvYiIdHatyfpO3ZRvra6ujsGDB3PzzTdzww03tOhr9IePiIh0NsqmHWtt3uv7KSIinU1rsqnTX76+pZSUFEaMGMGyZcsSXYqIiIi0E+W9iIj0JF2qKY9EInzzzTfk5+cnuhQRERFpJ8p7ERHpSTr17Ou/+tWvmDBhAnvssQclJSXcf//9VFdXc9FFF7V4Gw1X52tmVhER6SwaMqkL3UHWrnY375X1IiLS2bQm6zt1U75u3TrOPfdcSktLyc3N5dBDD+Wjjz6isLCwxduoqakB0MysIiLS6dTU1JCRkZHoMhJud/NeWS8iIp1VS7K+S030tiscx2HDhg2kpaVhWRbwwyytRUVF3WJCmO42Huh+Y+pu44HuN6buNh7ofmPqTuMxxlBTU0NBQQEuV5e6k6xT6glZD91vTN1tPND9xtTdxgPdb0zdbTzQfcbUmqzv1GfK24LL5aJfv37NPpeent6ld/TWutt4oPuNqbuNB7rfmLrbeKD7jam7jEdnyNtOT8p66H5j6m7jge43pu42Huh+Y+pu44HuMaaWZr0Oz4uIiIiIiIgkiJpyERERERERkQTpkU253+/nrrvuwu/3J7qUNtHdxgPdb0zdbTzQ/cbU3cYD3W9M3W080r66489LdxtTdxsPdL8xdbfxQPcbU3cbD3TPMe1Mt5/oTURERERERKSz6pFnykVEREREREQ6AzXlIiIiIiIiIgmiplxEREREREQkQdSUi4iIiIiIiCRIj2rK7777bizLavLRp0+fRJfVYnPmzGHChAkUFBRgWRavvvpqk+eNMdx9990UFBQQCAQ4+uijWbx4cWKKbaGdjWnSpEnb7LNDDz00McW2wIMPPsjBBx9MWloaeXl5nHbaaSxdurTJa7rSfmrJeLraPnryySfZb7/9SE9PJz09ndGjRzNjxozG57vS/oGdj6er7Z+tPfjgg1iWxXXXXdf4WFfbR9KxlPWdj7K+c+8nZX3n3j/Q/bMelPc9qikH2Geffdi4cWPjx6JFixJdUovV1dUxcuRIJk+e3OzzjzzyCH/4wx+YPHkyn376KX369OGEE06gpqamgyttuZ2NCWDcuHFN9tmbb77ZgRW2zvvvv89VV13FRx99xOzZs4nH44wdO5a6urrG13Sl/dSS8UDX2kf9+vXjoYce4rPPPuOzzz7j2GOP5dRTT238Jd+V9g/sfDzQtfbPlj799FOeeuop9ttvvyaPd7V9JB1PWd+5KOs7935S1nfu/QPdO+tBeQ+A6UHuuusuM3LkyESX0SYAM23atMbPHccxffr0MQ899FDjY+Fw2GRkZJi//OUvCaiw9bYekzHGXHTRRebUU09NSD1toaSkxADm/fffN8Z0/f209XiM6fr7yBhjsrKyzNNPP93l90+DhvEY03X3T01NjRk6dKiZPXu2Oeqoo8y1115rjOn6/w9J+1PWd27K+s6/n5T1XUN3yHpjlPcNetyZ8mXLllFQUMDAgQM555xzWLlyZaJLahOrVq2iuLiYsWPHNj7m9/s56qijmDdvXgIr233vvfceeXl57LnnnlxyySWUlJQkuqQWq6qqAiA7Oxvo+vtp6/E06Kr7yLZtXnzxRerq6hg9enSX3z9bj6dBV9w/V111FSeffDLHH398k8e7+j6SjqGs73q64u+pBsr6zk1Z37kp7+t5El1ARzrkkEN47rnn2HPPPdm0aRP3338/Y8aMYfHixeTk5CS6vN1SXFwMQO/evZs83rt3b9asWZOIktrE+PHjOfPMMyksLGTVqlX85je/4dhjj2XBggX4/f5El7dDxhhuuOEGDj/8cPbdd1+ga++n5sYDXXMfLVq0iNGjRxMOh0lNTWXatGkMHz688Zd8V9s/2xsPdM398+KLL/L555/z6aefbvNcV/5/SDqGsr7r6Yq/pxoo6zvvPlLWd+79A8r7LfWopnz8+PGN/x4xYgSjR49m8ODB/P3vf+eGG25IYGVtx7KsJp8bY7Z5rCs5++yzG/+97777MmrUKAoLC3njjTeYOHFiAivbuauvvpqvvvqKuXPnbvNcV9xP2xtPV9xHe+21FwsXLqSyspL//Oc/XHTRRbz//vuNz3e1/bO98QwfPrzL7Z+ioiKuvfZaZs2aRVJS0nZf19X2kXQcZX3X09V+T21JWd9595GyvnPvH+V9Uz3u8vUtpaSkMGLECJYtW5boUnZbw8yyDUeVGpSUlGxzhKkry8/Pp7CwsNPvs2uuuYbp06fz7rvv0q9fv8bHu+p+2t54mtMV9pHP52PIkCGMGjWKBx98kJEjR/KnP/2py+6f7Y2nOZ19/yxYsICSkhIOOuggPB4PHo+H999/n8ceewyPx9O4H7raPpLEUdZ3PZ3991QDZX3n3kfK+s69f5T3TfXopjwSifDNN9+Qn5+f6FJ228CBA+nTpw+zZ89ufCwajfL+++8zZsyYBFbWtsrKyigqKuq0+8wYw9VXX80rr7zCO++8w8CBA5s839X2087G05zOvo+aY4whEol0uf2zPQ3jaU5n3z/HHXccixYtYuHChY0fo0aN4rzzzmPhwoUMGjSoW+wj6TjK+q6ns/+eUtZ3/n3UHGV956K830rHziuXWDfeeKN57733zMqVK81HH31kTjnlFJOWlmZWr16d6NJapKamxnzxxRfmiy++MID5wx/+YL744guzZs0aY4wxDz30kMnIyDCvvPKKWbRokTn33HNNfn6+qa6uTnDl27ejMdXU1Jgbb7zRzJs3z6xatcq8++67ZvTo0aZv376ddkxXXHGFycjIMO+9957ZuHFj40cwGGx8TVfaTzsbT1fcR7feequZM2eOWbVqlfnqq6/MbbfdZlwul5k1a5YxpmvtH2N2PJ6uuH+as+VsrMZ0vX0kHUtZ3/ko6zv3flLWd+79Y0zPyHpjenbe96im/Oyzzzb5+fnG6/WagoICM3HiRLN48eJEl9Vi7777rgG2+bjooouMMfVLB9x1112mT58+xu/3myOPPNIsWrQosUXvxI7GFAwGzdixY01ubq7xer1mjz32MBdddJFZu3ZtosverubGApgpU6Y0vqYr7aedjacr7qOf//znprCw0Ph8PpObm2uOO+64xpA2pmvtH2N2PJ6uuH+as3VId7V9JB1LWd/5KOs7935S1nfu/WNMz8h6Y3p23lvGGNP2599FREREREREZGd69D3lIiIiIiIiIomkplxEREREREQkQdSUi4iIiIiIiCSImnIRERERERGRBFFTLiIiIiIiIpIgaspFREREREREEkRNuYiIiIiIiEiCqCkXERERERERSRA15SLSLMuyePXVV9v1PY4++miuu+66dn0PERERaZ6yXqRzUFMukmDz5s3D7XYzbty4Vn/tgAEDePTRR9u+qJ2YMGECxx9/fLPPzZ8/H8uy+Pzzzzu4KhERkc5JWS8iO6KmXCTBnn32Wa655hrmzp3L2rVrE11Oi/ziF7/gnXfeYc2aNds89+yzz7L//vtz4IEHJqAyERGRzkdZLyI7oqZcJIHq6ur417/+xRVXXMEpp5zC1KlTt3nN9OnTGTVqFElJSfTq1YuJEycC9ZeDrVmzhuuvvx7LsrAsC4C7776b/fffv8k2Hn30UQYMGND4+aeffsoJJ5xAr169yMjI4KijjmrV0e5TTjmFvLy8beoNBoO89NJL/OIXv6CsrIxzzz2Xfv36kZyczIgRI3jhhRd2uN3mLqPLzMxs8j7r16/n7LPPJisri5ycHE499VRWr17d+Px7773Hj370I1JSUsjMzOSwww5r9g8KERGRjqCsb0pZL7ItNeUiCfTSSy+x1157sddee3H++eczZcoUjDGNz7/xxhtMnDiRk08+mS+++IK3336bUaNGAfDKK6/Qr18/7r33XjZu3MjGjRtb/L41NTVcdNFFfPDBB3z00UcMHTqUk046iZqamhZ9vcfj4cILL2Tq1KlN6n355ZeJRqOcd955hMNhDjroIF5//XW+/vprLr30Ui644AI+/vjjFte5tWAwyDHHHENqaipz5sxh7ty5pKamMm7cOKLRKPF4nNNOO42jjjqKr776ivnz53PppZc2/hEjIiLS0ZT1raOsl57Ik+gCRHqyZ555hvPPPx+AcePGUVtby9tvv914D9dvf/tbzjnnHO65557Grxk5ciQA2dnZuN1u0tLS6NOnT6ve99hjj23y+V//+leysrJ4//33OeWUU1q0jZ///Of8z//8D++99x7HHHMMUH8528SJE8nKyiIrK4tf/epXja+/5pprmDlzJi+//DKHHHJIq+pt8OKLL+JyuXj66acbw3fKlClkZmby3nvvMWrUKKqqqjjllFMYPHgwAHvvvfcuvZeIiEhbUNa3jrJeeiKdKRdJkKVLl/LJJ59wzjnnAPVHpM8++2yeffbZxtcsXLiQ4447rs3fu6SkhMsvv5w999yTjIwMMjIyqK2tbdV9bsOGDWPMmDGN9a5YsYIPPviAn//85wDYts1vf/tb9ttvP3JyckhNTWXWrFm7dS/dggULWL58OWlpaaSmppKamkp2djbhcJgVK1aQnZ3NpEmTOPHEE5kwYQJ/+tOfWnVWQUREpC0p61tPWS89kc6UiyTIM888Qzwep2/fvo2PGWPwer1UVFSQlZVFIBBo9XZdLleTy8wAYrFYk88nTZrE5s2befTRRyksLMTv9zN69Gii0Wir3usXv/gFV199NY8//jhTpkyhsLCw8Q+L3//+9/zxj3/k0UcfZcSIEaSkpHDdddft8D0sy9ph7Y7jcNBBB/HPf/5zm6/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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,6))\n", + "\n", + "#Manual model\n", + "plt.subplot(1,2,1)\n", + "plt.scatter(Y_test, Y_pred, alpha = 0.4, marker = 'o')\n", + "plt.title('Manual Model')\n", + "plt.xlabel('Actual Values')\n", + "plt.ylabel('Predicted Values')\n", + "plt.plot([Y_test.min(), Y_test.max()], [Y_test.min(), Y_test.max()], 'k--', lw = '0.9')\n", + "\n", + "#sklearn model\n", + "plt.subplot(1,2,2)\n", + "plt.scatter(Y_test, Y_pred_linear, alpha = 0.4, marker = 'o')\n", + "plt.title('sklearn Model')\n", + "plt.xlabel('Actual Values')\n", + "plt.ylabel('Predicted Values')\n", + "plt.plot([Y_test.min(), Y_test.max()], [Y_test.min(), Y_test.max()], 'k--', lw = '0.9')" + ] + }, + { + "cell_type": "markdown", + "id": "22238012-1a44-4309-ac00-93f34345269e", + "metadata": {}, + "source": [ + "Propose energy efficiency improvement suggestions based on the insights from the model results, focusing on building design elements that most significantly impact heating load." + ] + }, + { + "cell_type": "markdown", + "id": "e93ce2c7-e9b7-4e4c-8e22-4ed21c6081a9", + "metadata": {}, + "source": [ + "As to decrease the heatt load and increase the efficiency we can decrease the value of features that have a correlation of above 0.6 like X1;\n", + "We should increase the feature like X4 as they decrease the heat load value which increases the efficiency" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}