{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "5aabde2d-fdef-441d-8d95-c9adbf735609", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Antal rækker: 79890423\n", "Antal søjler: 14\n", "Kolonnenavne: ['LON', 'LAT', 'THICK', 'geometry', 'EAST', 'NORTH', 'vx', 'vy', 'v', 'ith_bm', 'smb', 'z', 's', 'temp']\n" ] } ], "source": [ "import pyarrow.parquet as pq\n", "\n", "parquet_file = pq.ParquetFile(\"C:/Users/Jens Gorm Rytter/Final project/filer/bedmap_train2.parquet\")\n", "print(f\"Antal rækker: {parquet_file.metadata.num_rows}\")\n", "print(f\"Antal søjler: {parquet_file.metadata.num_columns}\")\n", "schema = parquet_file.schema\n", "column_names = schema.names\n", "print(\"Kolonnenavne:\", column_names)" ] }, { "cell_type": "code", "execution_count": 2, "id": "d7584438-b8a6-49fd-ae25-ee7fa4e8ed03", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "#df = pd.read_parquet('C:/Users/Jens Gorm Rytter/Final project/filer/bedmap_train.parquet', columns=['ith_bm'])\n", "#print(df.head())\n", "\n", "df = pd.read_parquet(\n", " 'C:/Users/Jens Gorm Rytter/Final project/filer/bedmap_train2.parquet',\n", " columns=['EAST','NORTH','THICK','v','ith_bm','smb','z','s','temp'])\n", "\n", "#print(df.head())\n", "#print(df.tail())" ] }, { "cell_type": "code", "execution_count": 3, "id": "54125bb9-831e-44f3-b74d-559059ccbb53", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('float64')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['THICK'].isna().any()\n", "(df['THICK'] == 0.0).any()\n", "df['THICK'].dtype" ] }, { "cell_type": "code", "execution_count": 4, "id": "9dc61f1a-1e36-4f24-b6ed-f655e1cfd5a0", "metadata": {}, "outputs": [], "source": [ "#df1 = df.iloc[::100]\n", "df2 = df.sample(frac=0.01, random_state=42)" ] }, { "cell_type": "code", "execution_count": 5, "id": "f00e42c0-359f-4750-bdc1-301fc1197b7b", "metadata": {}, "outputs": [], "source": [ "input_data = df2[['EAST','NORTH','v', 'smb', 'z', 's','temp']]\n", "truth_data = df2[['THICK']]" ] }, { "cell_type": "code", "execution_count": 6, "id": "8e67e4d8-841e-4c80-8c68-e00dd122fe72", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 35078.91574418687\n", "r^2: 0.9623693350487905\n", "Mean Absolute Error (MAE): 124.4621\n", "Time used by LightGBM: 51441.3 ms\n" ] } ], "source": [ "from sklearn.metrics import r2_score\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error\n", "from sklearn.model_selection import train_test_split\n", "import lightgbm as lgb\n", "from lightgbm import early_stopping\n", "import time\n", "\n", "start=time.time()\n", "\n", "# Split data set into training and test set. We choose a 75:25 division here. \n", "\n", "# Dataset is shuffeled before the split (to avoid any ordering). By using a fixed\n", "# random seed number (42), we can rerun and obtain the same result (for reproducibility!).\n", "\n", "X_train, x_test, Y_train, y_test = \\\n", " train_test_split(input_data, truth_data, test_size=0.25, random_state=42)\n", "\n", "\n", "# Feed the datasets to LightGBM:\n", "lgb_train = lgb.Dataset(X_train, Y_train)\n", "lgb_eval = lgb.Dataset(x_test, y_test, reference=lgb_train)\n", "\n", "# Parametre\n", "params = {\n", " 'objective': 'regression',\n", " 'metric': 'rmse',\n", " 'boosting_type': 'gbdt', \n", " 'learning_rate': 0.1528, \n", " 'min_child_samples': 27, \n", " 'n_estimators': 262, \n", " 'num_leaves': 84,\n", " 'verbosity': -1\n", "}\n", "\n", "# Træn model\n", "model = lgb.train(params, lgb_train, valid_sets=[lgb_eval])\n", "\n", "# Forudsig\n", "y_pred = model.predict(x_test)\n", "print(\"MSE:\", mean_squared_error(y_test, y_pred))\n", "print(\"r^2:\", r2_score(y_test, y_pred))\n", "mae = mean_absolute_error(y_test, y_pred)\n", "print(f\"Mean Absolute Error (MAE): {mae:.4f}\")\n", "\n", "\n", "# Print the time usage:\n", "end = time.time()\n", "print(f\"Time used by LightGBM: {(end-start)*1000:.1f} ms\")" ] }, { "cell_type": "code", "execution_count": 26, "id": "5b5ada77-9d8d-4461-8c2d-981992cbf2e2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 34517.79\n", "R^2 Score: 0.96\n", "Mean Absolute Error (MAE): 87.7256\n" ] } ], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "\n", "model = DecisionTreeRegressor(random_state=42)\n", "model.fit(X_train, Y_train)\n", "\n", "y_pred_dt = model.predict(x_test)\n", "\n", "mse = mean_squared_error(y_test, y_pred_dt)\n", "r2 = r2_score(y_test, y_pred_dt)\n", "mae = mean_absolute_error(y_test, y_pred_dt)\n", "\n", "print(f\"Mean Squared Error: {mse:.2f}\")\n", "print(f\"R^2 Score: {r2:.2f}\")\n", "print(f\"Mean Absolute Error (MAE): {mae:.4f}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "4dcfefa6-160f-4a52-ace3-c7a265196da5", "metadata": {}, "outputs": [], "source": [ "afvigelse = y_pred_dt - y_test.values.squeeze()\n", "procent = abs((y_pred_dt - y_test.values.squeeze())/y_test.values.squeeze())" ] }, { "cell_type": "code", "execution_count": 28, "id": "0f6264e7-551b-4947-a671-1e9eb31716d8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.16090302320984906" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "procent.mean()" ] }, { "cell_type": "code", "execution_count": 49, "id": "790e9487-3d08-46ba-a63e-1ec65f74be5b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Antal værdier større end 10: 144\n" ] } ], "source": [ "count = (procent > 10).sum()\n", "print(f\"Antal værdier større end 10: {count}\")" ] }, { "cell_type": "code", "execution_count": 32, "id": "60dce5e3-6e0f-41c5-a0c0-fb8b9b32127d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.919153064264576" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "\n", "np.quantile(procent, 0.99)" ] }, { "cell_type": "code", "execution_count": null, "id": "ae06a142-7c39-48f0-be33-f5f9e482ddaa", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "indices1 = np.where(procent > 10)[0]\n", "#print(indices1)\n", "\n", "thickness = y_test['THICK']\n", "\n", "count = (thickness < 100).sum()\n", "print(f\"Antal værdier mindre end 100: {count}\")\n", "\n", "indices2 = np.where(thickness < 100)[0]\n", "#print(indices2)\n", "\n", "indices3 = np.where(afvigelse > 1000)[0]\n", "#print(indices3)" ] }, { "cell_type": "code", "execution_count": 42, "id": "0f4731ff-603c-4dea-aa15-04b432f4db97", "metadata": {}, "outputs": [], "source": [ "east = x_test['EAST']\n", "north = x_test['NORTH']" ] }, { "cell_type": "code", "execution_count": 51, "id": "14235b7a-9fd4-4a1e-9838-f68918936cdd", "metadata": {}, "outputs": [ { "data": { 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.scatter(df2['EAST'], df2['NORTH'], s=1, alpha=0.5, label='All points')\n", "plt.scatter(east.iloc[indices2], north.iloc[indices2],\n", " color='green', s=5, alpha=0.7, label='THICKNESS < 100')\n", "plt.scatter(east.iloc[indices3], north.iloc[indices3],\n", " color='orange', s=5, alpha=0.7, label=' Deviation > 1000')\n", "plt.scatter(east.iloc[indices1], north.iloc[indices1],\n", " color='red', s=5, alpha=0.7, label=' % deviation > 1000%')\n", "# Labels og titel\n", "plt.xlabel(\"East\")\n", "plt.ylabel(\"North\")\n", "plt.title(\"DecisionTreeRegressor correlated data\")\n", "plt.legend(loc='lower left')\n", "#plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 38, "id": "19035b80-d5fb-4cb6-a09b-042e7214a2a0", "metadata": {}, "outputs": [ { "data": { "image/png": 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a8NZbR/GXPw1CeXl2rZkOH+7Caf9yEG1tbRSgfIQClA3CbK+ioqIgBKh+/fqhoqKCnXWewnec/1i94179UgfPfO/T8hW248KA79kbYXa3KC8vQnl5ts0Lc6P1ynfCZyRKCCEkEPbUzNf+HwZGNdYnP4QQQkiYoQaKEEIKiLAJTgAoNBFCCIkUFKAIIaTAGdVYn3XBSghNnYkSACWIxXMTnYoQQghxC034CCGE5FwL1C1IEUIIIeGHAhQhhBAAwIhVDfY7+YSq8WqqdRYRkL5ShBBCcg1N+AghhABA1s3oVCEqjP5ZhBBCiAo1UIQQUuBEUXCJYpkJIYTkB9RAEUIIiYxAEpVyEkIIyV+ogSKEEEIIIYQQh1ADRQghHtAFMfBTOyICOjgNrkAIIYSQ7EANFCGEuMQUAS6IyHDZjIxHCCGEEHsoQBFCiEc6EyVp+YsYXpsQQgjJbyhAEUKIS4Spngj7rZru+SFE0XSPEEIICScUoAghxANOhKgRqxqSHy9QiCKEEELCBwUoQgjJEKFxkoUo1bTPKxSiCCGEkHBBAYoQQjyiE5JMkfgYDIIQQgjJDyhAEUKIR5pq67CnZn6a0KQTomLxNgaYIIQQQvIA5oEihBAFnUmeW5pq6zBiVUPSRypTZA0WzfoIIYSQ3EEBihBCAmBUYz1i8e7//UiwG4u3oTNRQuGJEEIIyTE04SOEEA1uhB7VNE/+7ofwJKDwRAghhOSeyAhQd955J/7lX/4F5eXlOP7443H55Zfj1VdftT3umWeeQVVVFfr06YOTTjoJ9957bxZKSwiJOm79lVShSZdkNxP8FMQIIYQQ4p3ICFDPPPMMbrjhBjz77LPYtGkTOjo6MHXqVLS0tBiP2bt3Ly666CJ8+tOfxvPPP4/58+fjG9/4BtatW5fFkhNCoopTIUoISvL+1BYRQggh+UlkfKCeeuqplO9r1qzB8ccfjx07duDcc8/VHnPvvfdi+PDhWL58OQDglFNOwXPPPYeGhgZceeWVQReZEBJxnGp9RMAI3XZCCCGE5BeREaBUEokEAODYY4817rN9+3ZMnTo1ZduFF16I1atXo729Hb179047prW1Fa2trcnvzc3NAID29na0t7f7UfTQIu4v3++zkOE7tmf8mhUoreiFF668xdVz2n3NTRi/ZkXOny3fcf7Dd1wY8D27g8+JZJOirq6urlwXwi1dXV247LLL8N577+F3v/udcb8xY8Zg+vTpmD+/ZxV527ZtOPvss/Hmm29i8ODBaccsXLgQixYtStv+wAMPoF+/fv7cACGEEEII8Y33338f06ZNQyKRQEVFRa6Lk0JzczPi8Tj2/nUwysuz6z1z+PBRjPz4gVA+lygTSQ3UrFmz8Je//AVbt2613beoqCjlu5AX1e2CefPmYc6cOcnvzc3NGDZsGKZOnZr3Fa+9vR2bNm3ClClTtNo5En34jq2ZsG4pAOCFK28J5LzxihZsmXKbr+dW4TvOf/iOCwO+Z3cIiyFCskHkBKgbb7wRjz32GLZs2YKhQ4da7jto0CAcPHgwZdtbb72F4uJiHHfccdpjSktLUVpamra9d+/eBdOBFdK9Fip8x3perrk1kPO24igAoK3oaNaeO99x/sN3XBjwPTuDz4hkk8hE4evq6sKsWbPw61//Gk8//TRGjhxpe8ykSZOwadOmlG0bN27EGWecwYZGCAkMU/S+Q4ky36912dZZvp+TEEIIIWYiI0DdcMMNuP/++/HAAw+gvLwcBw8exMGDB/HBBx8k95k3bx6+8pWvJL9fd911eP311zFnzhy88sor+NnPfobVq1ejro6RsQghweA2f5QfUIgihBBCskdkTPjuueceAMB5552Xsn3NmjWYPn06AODAgQPYt29f8reRI0di/fr1mD17Nn70ox9hyJAh+OEPf8gQ5oSQQLATnoJMhlu1YQF2VC8O5NxyiHaGZs8uaoJmQgghuScyApSTYIFr165N2zZ58mT8+c9/DqBEhBBiZlRjfXLCy4kvIYQQkj9ExoSPEEKyxajG+uRHhy5pLpAuKGXDnO/Rc1Zi/+G4o31HNdYby+4Eap8yZ8SqhuSHEELCxpYtW3DJJZdgyJAhKCoqwiOPPJLy+/Tp01FUVJTyOfPMM1P2aW1txY033ogBAwagrKwMl156Kfbv35+yz3vvvYerr74a8Xgc8XgcV199NQ4dOhTw3fkHBShCCHGBmPiGaQK8o3pxYOZ7ABCLtwV2bkIIIeGhpaUFEyZMwMqVK437fPazn8WBAweSn/Xr16f8fvPNN+Phhx9GY2Mjtm7diiNHjuDiiy9GZ2dncp9p06Zh586deOqpp/DUU09h586duPrqqwO7L7+hAEUIIUj3NelMlKAzUZKyjyo02X0PG5mYEsbibaG/vyhALR4hJMxUV1fju9/9Lq644grjPqWlpRg0aFDyc+yxxyZ/SyQSWL16NZYuXYoLLrgAEydOxP33348XX3wRv/nNbwAAr7zyCp566in89Kc/xaRJkzBp0iT85Cc/wRNPPIFXX3018Hv0g8j4QBFCSFDoTO10E127yW8UJsdeykgfLn9x8w721MzPSWRHQkh+oSYaNuU9dcLmzZtx/PHHo7KyEpMnT8bixYtx/PHHAwB27NiB9vZ2TJ06Nbn/kCFDMH78eGzbtg0XXnghtm/fjng8jk996lPJfc4880zE43Fs27YNY8eO9VSubEIBihBS0BTa5FRokaIg7BUiI1Y1JE0m5SAkhVZPCclH/trWB2Vt2TX+amnrTuQ+bNiwlO233347Fi5c6Pp81dXV+OIXv4gTTzwRe/fuxbe//W3827/9G3bs2IHS0lIcPHgQJSUl6N+/f8pxAwcOxMGDBwEABw8eTApcMscff3xyn7BDAYoQQgoE2QRvxKoGClERglpAQkgmvPHGG6ioqEh+96p9+tKXvpT8f/z48TjjjDNw4okn4sknn7Q0++vq6kJRUVHyu/y/aZ8wQwGKEELyGFlzEXMWrI/kmM5ECYVbQoivVFRUpAhQfjF48GCceOKJ2L17NwBg0KBBaGtrw3vvvZeihXrrrbdw1llnJff55z//mXau//u//8PAgQN9L2MQMIgEIaSgkVf289FMSqe52FMznxqNkNJUW0fhiRASGd555x288cYbGDx4MACgqqoKvXv3xqZNm5L7HDhwALt27UoKUJMmTUIikcAf//jH5D5/+MMfkEgkkvuEHQpQhJCCpxCEKBFVkIITIYQQE0eOHMHOnTuxc+dOAMDevXuxc+dO7Nu3D0eOHEFdXR22b9+OpqYmbN68GZdccgkGDBiAz3/+8wCAeDyOr33ta7jlllvw29/+Fs8//zz+/d//HaeeeiouuOACAMApp5yCz372s5g5cyaeffZZPPvss5g5cyYuvvjiSASQAChAEUIIgPwXoqjZiC5MvEsIyRbPPfccJk6ciIkTJwIA5syZg4kTJ+K2225DLBbDiy++iMsuuwxjxozBV7/6VYwZMwbbt29HeXl58hzLli3D5Zdfjquuugpnn302+vXrh8cffxyxWCy5zy9/+UuceuqpmDp1KqZOnYrTTjsNv/jFL7J+v16hDxQhhHwEo52RsEHBiRCSTc477zx0dXUZf//f//1f23P06dMHK1aswIoVK4z7HHvssbj//vs9lTEMUIAihBAJpyZuauLdqCHKH8Wy5xtO6lIs3oZRjfV8X4QQEgJowkcIIS5RtVRR01pFrbz5jJO6JPJCmX4nhBCSXShAEUJIASFPwDsTJTksCdEJQ3wnhBASfmjCRwghLskHMyrmGsotqiBr9S4oVBFCSLigAEUIIQWEmIxTeAoHFGQJISR6UIAihJACQUR044Q99zjVYsrvihH5CCEkHFCAIoSQgAhDpD5RBpqBRZ+m2joKUYQQEgIYRIIQQgImDD5TciQ3El2oPSSEkNxDAYoQQgIkDMKTyugly5L/j1jVQK0GIYQQ4gKa8BFCSEDkWngyhSzviHemCU1M0koIIYQ4gxooQggJMaMa65MfN0xYtzT5v53/kzDvY5JWQgghxB4KUIQQEgHcaodeuPIWy99j8bbkhxBCCCHOoQBFCCEhx6tp3Z6a+UntU3Ei5meRCCGEkIKFAhQhhISYoPySGNacEEII8QYFKEIICSFBRMYrTsTQVFuXDIXdmSjBnpr5DB7hI1UbFuS6CIQQQgKGUfgIISSkjFjVkHHeH93xOuGMQpQ/HEqU+fLeCCGEhBdqoAghJKTE4m1Zj4zHvFCZIUwj5VxbhBBC8gtqoAghJIQEqcEwnXtUYz1i8cAuWxBQ80QIIfkPNVCEEJJH/OsdPwIAnP6DH+W4JIQQQkh+Qg0UIYTkCaOXLENpvMjz8fSDIoQQQuyhAEUIIXnA6CXL0BHvRKyo27Cgo+Kodr9RjfW+C0qynxaFMBIW5IiIO6oX57AkhJB8gyZ8hBCSB3TEO233uWzrLFTGW7JQGkJyz6FEGQ4lynJdDEJIHkIBihBC8ohdM27Ubp+9swYnHfN2INcUkeeofQoHs3fW5LoIoYLaJ0KI39CEjxBC8gAR/a29vR1AuiC17PRGXLZ1VqDXJuHhsq2z8Og5K3NdjJxCgZ4QEhQUoAghJMuouZ06EyVZEUIePWdlil8IyW+qNiyg9oUQQgKAAhQhhBQQnFDnP8tOb8x1EQghJK+hDxQhhOSYILVPI1Y1BHZuQgghpBChAEUIIVlG9s0I0k+DwhMhhBDiPxSgCCEkIFRfJ5mgHdzHr1kR6PkJIYSQQoUCFCGEBEiuhKhjh76H44a/h1i8LbBrEEIIIYUIg0gQQkhAVMZbcChRhlGN9VkPqXzCMc1o79WZDBohm/Mx7DghhBDiHQpQhBASEGGJeCeEJ2qjCCGEkMyhAEUIIXnEhHVLcWffU/CPIxVoKzr6kQlhSVJ4YnJRQgjJDX9tG4y+rdmden/Q1gFgb1avWQhQgCKEkDwk0VyGVhxFZ6IkuY3CEyGEEJI5DCJBCCF5xAtX3pL8XwhPNN0jhBBC/IMCFCGE5CGdzSX2OxFCCCHENRSgCCEkD9k148bk/7IZHyGEEEIygwIUIYTkKQxXHi2qNizAZVtn5boYhBBCbGAQCUIIyWMoREWDUY31qIwD+w/Hc10UQgghNlADRQghhISAQ4myXBeBEEKIA6iBIoQQQnIMQ8wTQkh0oAaKEJK3jFjVgBGrGnJdDEIIIYTkERSgCCF5iRCcmAOJEEIIIX5CEz5CSOQZ1VgPoMcMasSqBgpOhBBCCAkEClCEkEgjhCf5/5gUyIy+JYQQQgjxEwpQhJC8hcKTP8h+ZAyLTgghpNChDxQhJC9QhSUKT4QQQggJAgpQhJCcI5vheUEIS+pfQgghhBC/oQkfISSn+CU8mb6TzKHZHiGEENIDNVCEkJwxYlUDOhMluS4GIYQQQohjIiVAbdmyBZdccgmGDBmCoqIiPPLII5b7b968GUVFRWmfv/71r9kpMCHEERSiCCGEEBIVIiVAtbS0YMKECVi5cqWr41599VUcOHAg+Tn55JMDKiEhxAteTcRGNdanmQDKEeMIIYQQQvwmUj5Q1dXVqK6udn3c8ccfj8rKSkf7tra2orW1Nfm9ubkZANDe3o729nbX144S4v7y/T4LmbC9493X3ATAW3kmrFuK0o/WgOTjS4t6YeyP78KuGTf6U8iIEbZ3TPyH77gw4Ht2B58TySaREqC8MnHiRHz44YcYN24cvvWtb+H888837nvnnXdi0aJFads3btyIfv36BVnM0LBp06ZcF4EETD684zv7npL8f/369cn/lwwclbatEMmHd0ys4TsuDPienfH+++/nugikgMhrAWrw4MH48Y9/jKqqKrS2tuIXv/gFPvOZz2Dz5s0499xztcfMmzcPc+bMSX5vbm7GsGHDMHXqVFRUVGSr6Dmhvb0dmzZtwpQpU9C7d+9cF4cEQCG84/FrViT/j1W0AQBeuPKWXBUn6xTCO86UCeuWAohuveA7Lgz4nt0hLIYIyQZ5LUCNHTsWY8eOTX6fNGkS3njjDTQ0NBgFqNLSUpSWlqZt7927d8F0YIV0r4VKPr/j1q6jyf9j6P4/X+/Vinx+x5nSiqN5Ee6e77gw4Ht2Bp8RySaRCiLhB2eeeSZ2796d62IQQgJADSAhovtlmmuK5Bf5IDwRQgjJHQUnQD3//PMYPHhwrotBCPEJEYlPFZ7UyH4UooiAdYEQQkgmREqAOnLkCHbu3ImdO3cCAPbu3YudO3di3759ALr9l77yla8k91++fDkeeeQR7N69Gy+99BLmzZuHdevWYdasWbkoPiEkSwjhyWt4dJL/UIgihBDilUgJUM899xwmTpyIiRMnAgDmzJmDiRMn4rbbbgMAHDhwIClMAUBbWxvq6upw2mmn4dOf/jS2bt2KJ598EldccUVOyk8I8Z/KeAv21My3FZZothVuciHQUIgihBDihUgFkTjvvPPQ1dVl/H3t2rUp3+fOnYu5c+cGXCpCSC7ZUb04+b9OiKLgFB1GNdbzfRFCCAk9kdJAEUKIW62B6htFwk02tEIU0gghhGQCBShCSGTwKjxRiCIqe2rmU5AihBDiCQpQhJBI4FR4EhH5VKGJQlS4oTBDCCEkKlCAIoREDpMwZdoei7chFm9L/q4TsEjuoVaIEEJIFKAARQiJBOrEWghAIg+UEI5E8lyBLh9ULN4WYEkJIYQQks9QgCKERAahobALW95UW5f8iONUKEQRQgghqWzZsgWXXHIJhgwZgqKiIjzyyCMpv3d1dWHhwoUYMmQI+vbti/POOw8vvfRSyj6tra248cYbMWDAAJSVleHSSy/F/v37U/Z57733cPXVVyMejyMej+Pqq6/GoUOHAr47/6AARQiJNKpw5CR5bmW8BZXxlqCKRAghhESSlpYWTJgwAStXrtT+vmTJEtx1111YuXIl/vSnP2HQoEGYMmUKDh8+nNzn5ptvxsMPP4zGxkZs3boVR44cwcUXX4zOzs7kPtOmTcPOnTvx1FNP4amnnsLOnTtx9dVXB35/fhGpPFCEkMJAmONVxltS8jyZoN8MIYQQkjnV1dWorq7W/tbV1YXly5djwYIFuOKKKwAA9913HwYOHIgHHngAtbW1SCQSWL16NX7xi1/gggsuAADcf//9GDZsGH7zm9/gwgsvxCuvvIKnnnoKzz77LD71qU8BAH7yk59g0qRJePXVVzF27Njs3GwGUANFCAkVcnAHJ8KTU2TzP0IIIaSQaG5uTvm0tra6PsfevXtx8OBBTJ06NbmttLQUkydPxrZt2wAAO3bsQHt7e8o+Q4YMwfjx45P7bN++HfF4PCk8AcCZZ56JeDye3CfsUANFCAkNsvAUpKCzo3oxqjYsCOz8hBBCiMrfPhiE0ljvrF6z9YN2AMCwYcNStt9+++1YuHChq3MdPHgQADBw4MCU7QMHDsTrr7+e3KekpAT9+/dP20ccf/DgQRx//PFp5z/++OOT+4QdClCEkILET+0WIYQQEmbeeOMNVFRUJL+XlpZ6PldRUVHK966urrRtKuo+uv2dnCcs0ISPEBIaRL4mwD5xrqytqtqwIPkhhBBCSCoVFRUpHy8C1KBBgwAgTUv01ltvJbVSgwYNQltbG9577z3Lff75z3+mnf///u//0rRbYYUCFCEktNgJUXL+p0OJMkfHEEIIIcQ9I0eOxKBBg7Bp06bktra2NjzzzDM466yzAABVVVXo3bt3yj4HDhzArl27kvtMmjQJiUQCf/zjH5P7/OEPf0AikUjuE3ZowkcICTWjGuu1SXTlPE5CeBJ/xT4yTsKbk/xgVGN9MqEy3zshhDjnyJEjeO2115Lf9+7di507d+LYY4/F8OHDcfPNN6O+vh4nn3wyTj75ZNTX16Nfv36YNm0aACAej+NrX/sabrnlFhx33HE49thjUVdXh1NPPTUZle+UU07BZz/7WcycOROrVq0CAPzHf/wHLr744khE4AMoQBFCQoJJc9SZKMGIVQ3JibAqGAl0+aDkfeVzkPxGCE+EEELc8dxzz+H8889Pfp8zZw4A4Ktf/SrWrl2LuXPn4oMPPsD111+P9957D5/61KewceNGlJeXJ49ZtmwZiouLcdVVV+GDDz7AZz7zGaxduxaxWCy5zy9/+Ut84xvfSEbru/TSS425p8IIBShCSM7p1ijZ7yOQtU+AOWKfKkSp5/FLoArinMQ7uvdOCCHEnvPOOw9dXV3G34uKirBw4ULLCH59+vTBihUrsGLFCuM+xx57LO6///5MippTKEARQkKBanIlm2HJApNOu6Az8xOoAk0Qk+um2jr6XoUMCrKEEEKCgkEkCCGhQZ706gSiPTXzjRNjIcCIwBJWQlIQk2sm6CWEEEIKAwpQhJCc01RbpxVqxLbOREmK5skkXJl+UwnKvItCFCGEEJL/UIAihOQcK/M3k7ZIFlZUwcVKkDEJTyNWNaSERSeEEEII0UEfKEJITnEisDgRopweQ98YQgghhGQCBShCSM5wq+1R93diMjeqsR6V8RYMLU/g0XOsQ6R2JkooYBFCCCHEEgpQhJCckKnw5JQ9NfNRtWGB7X4UnAghhBDiBPpAEUKyjhdNkoqbZKk7qhdj/2GbRFOEEEIIIQ6gAEUIySlOhac9NfOT+3YmShCLt7nSSu2oXuypfIQQQgghMjThCxDT5M5qwmg1IWSIZJJveKnTe2rmp0TSs0qiGxSjlyzDa3NnZ+164n5pZkgIIYTkHmqgcgDDJJNCR9YmeaGpti7FhC8XbSqoXFK5ug4hhBBCnEENVMjYUzM/ORkUE0wKXKTQEW1ACE0i8a7cNuT/neaBisXbUn5zKtR1xDvTzmWlHRqxqsGz9qg4EUtejxBCCCG5hxqoEKIKTpmu1hMSZbyYtdol5o3F29KEJ6foNEJ2wlMmvDZ3dlJgJIQQQkjuoQDlI+qkzRQlzI0wRO0TKXQ6EyXJjxucCl5uFih05wxSeCKEEEJI+KAJn09055kpSzPVEdHCBNQkEeIOL5oXJ+1M3cfLMYQQQggpPKiB8gE1SefoJcsApE/8MlnlJoTo8SIIZRua3xFCCCH5AwWoDBHCzqFEGYBup/Su4R+kmO50JkooPBFSgNB3iRBCCMk/KEBlgBCShPAkE4u3BeL/MKqxPvkhpBBR25XaFqLeNqJe/kKiasMCVG1YwHdGCCEFBgWoDNE5t1fGW1AZb8ko0pfAa9JdQvIRu0WJfIlYybZNCCGEhBcKUBmgBosQ7KheDKBbkFL3s0ONDiYQE0d1csiJFslHhJZ1xKqGFK2r1YJEPghOMmzb4edQogyHEmV5V/cIIYRYwyh8GWISjg4lypIClF9kkoyTkCjiJIJlvk1e8+1+8hm+K0IIKUyogQoA1TfKjS+U3aozV6VJIcKJKiGEEELCAgWoAFDNjOSAEqYAECNWNaQJWvIxfvhTERIVTKasAl17sWPEqoZkioFs4CbYCwPDEEIIIdGBAlSAyBO/WLzNOEEasarBKCDZTaq4Mk/yFVPdtmovdnTEO7MiRDkRhkQENzWPHMkPKBATQkj+Qh+oLKNOCjMJda5G/xMTSwpVJJ/R+QGOaqxPtoco+AnqhCa22/xA9MNAz3sWgYUIIYTkB9RABYi6AmklPIlku24nUeIc8qBNSD7gxvxNxrQo0VRbh+JELONyOUG0YyeBZBjFLb+QBfhDiTIKT4QQkodQgAoAVTME6MOPm8yQnEym5GsEkbCXkFySqfmTyUfqtbmz0RHvtDy/G38kJ75YVufSCU/jFmTPT4t048WnzgoKxIQQkt9QgAqApto6rRAlUCdUQpCSB3AxAJvOYzJT4sBN8gE39VjsK9qRWJQwtZFYvA2V8RatGZ3cNt0IcerkWxwrInGq5xL5g0ztO5vBLkgPQSxG0ReKEELyDwpQAWEnROlQtVFiAqieR0wY1QkihSeST4j67GRSq7YRL+asI1Y1oDNRkvw4vbaT8niBQlS48FtLRQghJLowiESANNXWaVcf99TMT9mufvd6LULyDVmQMdVxk//fqMZ67aKCaaGhqbYuzS/RDlOZ7Nqj1WLHy4tn216X+Ivd+/IiOPnRrxNCCAkn1EAFjGmiJLarf70MuPLgz3wyJMxksoovjg1SC9BUW5dmCkiIV2gVQAgh+Qk1UFnATogC0n0vZDM9YVqkm9CZVk5Nq++E5BJRh53WT7l+W0XX84uqDQtQGe/xXaJml2QK+2FCCMk/KEAFjGqqJ7aZhCcdshClIiaVnOiRqKFrG1aoJnZB43biK+6HE2ZCCCE6mlqOQ29k7iPrhvYWWlMEAQWoAFEFIyemdVZR96wmj8JHhJM3EmacaF1NyL5OVj5RmeA1Zw/NZvObbAvvhBBCwg0FqBygCkmqeZ6VYzoHcZIvZOpkrwaPqIy3JE3v1GuIhLaygFS1YQGT2BYoXgTwoPtfWhMQQkh0YBCJLKBO0NQB0onwJCMP4k21dckPIVFjT8385McL8mKETngSf0XeJRlTjqZMoDAWDWLxtowD9gSB13IRQgjJLhSgAkaNsudkX4FVRD23g6x6LuY0IblA1EO7aJG6+ilyq+k0uKZcaabvQUDhKXpQWCGEEOIFmvAFiGlCpfp76PZzMrB7ibQnzhuLd38PypeEEB2q2Z6uDsuCk1w/rQR+JyHHdf5XfiS8Vc9Nwk8Y3xf7YUIIiQ4UoHKEPIFT8zi5PY9JAHMySZBNRkrRC3f2PQUT1i3FyzW3uioHIU7RCVGAWZix05S6zdekXo8TVyIw9ctezxNGQY0UHlwoJcR/aMKXRXSDaSzepp0gismdaQCWJ5teov1Z8cKVt2R0PCFOyWSCaUp2a3fOPTXzKTwRS/wQnggJA6Ma65kUnJAAoAYqy+gijwkhSoQhFwKVbiIoIkHF4m3JSaAbx2M5F5XuOyHZQvYPtKp/YvCXFw1MEwKnApkuopraJsTv4lrUJhQGQbxnnT+f/BsFeSKQ+x1hFeIWjueEBA8FqCxj6thMmigdVuF0TZNRK38sQrKN08S5gOy312bps+R24muatMptSxbUvPgckmjh1/sVYfNHNdYbE6DL/TiFKAKkpmboTJQA8Y4cl4gQYoImfFnEq7Cii1gmD7YiCpmbiH9WjF+zQnt9ClskKNRJply/5frsRfMk6q7byJO6a7ENFAZqnRmxqsG1lt+EnAxahlFRCxtZeKqMt3QvGDV394vnbrrD0zlFigi/guUQQnqgAJVF5Jw3utDL6oRNnfBZCVGqGZ8XIUr4Pu2acaNxH04gSRDI+cx0K/FqfXYzIRDHCp8pXR12GpWPGqj8R1cXRN/stP+TEzbLiPOIumjy4yOFhRjnRZ07lChLqX9bptzm6nxqbj1qNwnxn0gJUFu2bMEll1yCIUOGoKioCI888ojtMc888wyqqqrQp08fnHTSSbj33nuDL6gDRIfmZCIo7yNWQsVArnaMXgUcNxNDaqRILrGbcDoxYa3asABVGxYk/xcmVzJ2uaWyhaoJoabCP9Tnqk5kVXT1xIQ6Cbart5zkEqDHoqQ4EUNxc+oUzc8xl+M4IZkRKQGqpaUFEyZMwMqVKx3tv3fvXlx00UX49Kc/jeeffx7z58/HN77xDaxbty7gkjrDzYApa6xU7VWmQpSTqGVceSdhQxeJUv2r/q5jR/ViHEqUpWwzacJI/uFGG6TWEyt0AripH2VdK2zkeleciKE4ETPu67fAw7GdEG9ESoCqrq7Gd7/7XVxxxRWO9r/33nsxfPhwLF++HKeccgquvfZaXHPNNWhoCM8KrurLZNrH7QDrl72+130J8RuxcGBqJ6rDvuzHoh53KFGWYmZlCm2e6zrP1eFgMfWrTk1JnZw7Fm8LVZ0i2cWN5rg4EcNrc2fjtbmzjft0JkpszyW063awLhLinbyOwrd9+3ZMnTo1ZduFF16I1atXo729Hb179047prW1Fa2trcnvzc3NAID29na0t7cHUs7i5j7df4u6v8cqelajOptLMPbHd2HXjBvRL96RdCqNVbRhXON/Jf2Wipv7pBwnymzir1d+M20f8b/dcRPWLXV0DRI+nLzjsFJalL7eE5PWgDqbS7rbkNIWOqXjxP4vXHlL2jPYfc1NANKfja6tZIvSj8rbqdy76BN0RPkd5wLxfmXEs9t9zU3dQXWa+2DXjBtdP1O7OqVezyl8x9Gh30eR9DqbS4zvqxS90FnUC7tmz0ruU9qrCLF4F4Ce91zc3Cc5TzCd69xNd6AEvWzrRil6pcwh8gG2B5JNirq6urpyXQgvFBUV4eGHH8bll19u3GfMmDGYPn065s/vWWXZtm0bzj77bLz55psYPHhw2jELFy7EokWL0rY/8MAD6Nevny9lJ4QQQggh/vH+++9j2rRpSCQSqKioyHVxUmhubkY8Hkf1UzPRuyy7URHbW9qw4bM/CeVziTJ5rYECugUtGSEvqtsF8+bNw5w5c5Lfm5ubMWzYMEydOjWwiieHDReryrKWRyC0T0CPlqqzuSRlJVo9zs3qUnt7OzZt2oQpU6ZotXPyNURZrCL2kfDh9B2HETW8PpDaDkzEKtpSNLeAfbsQ11Lrt6j7mdb7CeuWIl7RHZDAbYQtO6L8jvMRU13KBL7jaDB+zQrEKtpc9TdyP1daVITvHH8SFn7wKv54pdmsT1xHxu6aYq7gR38WFoTFECHZIK8FqEGDBuHgwYMp29566y0UFxfjuOOO0x5TWlqK0tLStO29e/cObKBq7ToKINUe/+WaW9P8H/b8R7dgN2JVA5Ao/uiYOSn7vJ8oTnFI/fi672vtnIUNtc7O3+5e308UAzhKx+cIE2R9DgrRToCeetvjC3A0bX/RDjoAoOLDnv8By3uX/QtO/tkPUup5K46is+soTlm20tJPwY6+8cNogznctR9E8R2HlUwS3Yp6a+qL7bBK4Mx3HF6S/UiiOOUdCf8kue2LOnLyz36QMn4Lk+M+FYdTzqHWidauo4Ay9tvVi9aP+szOrqN5U4fy5T5INMhrAWrSpEl4/PHHU7Zt3LgRZ5xxRqgammlg3lMzPylEOR14xbnsnM+PG/4eAO8TA+YuIblC5HIytYlYvC0ZNMJtPR3VWI9Y3Py7X07XQQpOxF8yDRufyUITg4hEEyd1Ru7DvETSFceLPkvt86z6SIABJAjJlEhF4Tty5Ah27tyJnTt3AugOU75z507s27cPQLf53Ve+8pXk/tdddx1ef/11zJkzB6+88gp+9rOfYfXq1airi47mpDNRktLROc1eb9c5Di1PYGh5IilIeYGDO8kFIlpe98QhNfS0KjDJkfvcJN8lBOjpX7O5YFS1YQHz80QQOa+SXF9U4ehQoiwZDt/0jp0KN2rS56baupRjWYcICY5IaaCee+45nH/++cnvwlfpq1/9KtauXYsDBw4khSkAGDlyJNavX4/Zs2fjRz/6EYYMGYIf/vCHuPLKK7Nedq+ona+b1cw9NfOT4VPl46o2LMDQcm/lsVuhJyQohGbJD0yrs2IbJx4EYH4mkhlONEtWfdG4xv/ydC1qlwgJnkgJUOeddx6sggauXbs2bdvkyZPx5z//OcBSRQMhRAn76/2Hu6UgN6ZEaT5ZAXTSdmYHpLBJ931yhxDA7MwAxeKDCbktmDTEVpPvEasakqvUXuu7qQwkv+C7jQZqn6G2/+42rz/Wri2fcExqcAR1IYmCPiHZJ1ICFHGP2rGG2ffCaoAhxMlE0k5D5Wai0VRbp9Xgsp6SIAlzH02sEX2G6TeBvIAio5rflUbLy4KQgoKtk3jGzszJTQZ2sY86AR6xqoH+ACQF1cfAKZms0qp12SSoZXMleE/NfPp2ERIwwifNrdZ79JJlxt90/YSV79KDk1Kv3VRbh+JEDMWJGIDMA50QQtxDDRQxIoc69yLAiEmukwmek4knzfsKDzXcvlwPnfhEZeI35XVS4qQuy20qk3qdbdMdq/QHhBQSVhFyhWAzeskyY7oDRxr15hKgr/63TNIoEEIyhxooYkREOMtU+5PJZMtLeFeSfwhNpIqVJkrUHS/1WBWexHXk+qhGyHRLVKNl+dEnEBIVDiXKLBdhhF+xTEe8M/nXy0KM0C4LdEnECSG5hRqoAkLuyFXtkJ2gIjvfO8UvbZGcD0suG7VR+Y+VT4FAp2US9VmtO36XLVNE+bJhhsd24x3hs8JnV3iY2qbTPHNeQ+A31dZh7I/v8nQsISR4qIEqEGS/EV2HLk9S1dUuk5CVTVR/D05kCgdR78T731MzP/lR9xMfGS91RT2XqHdWfg1e2VMzP6ttKxOBstATaFPzVrjo2mhnoiQt6IfYryPeiVi8DZXxFs/X3DXjxpS/hJDwQAGqAFD9RkxMWLdUu93qmGw6r8paBVJYiHdvEo7sBBCdwOX22kCPaQ6Q3brvNBiLFZlM5AAKD6Qw0S3KOF1IybTNEULCCwWoPMdu0pOyyt78kZleRfeqmfgAer8HsSqfCyGKFB6md58Ngbqpti7pSyXIli+QH+1L9tPw8ryykQMuzLDfIYIRqxqSCym6PkCYe4q+gmHpCclP6ANFbKmMt+BQosz4uxhE1NU21fmWkxDilEwi08kTms5ESYoflV1yW4GIogWkR7tSfa501/MTN5EER6xqQL94B+7sewomrFuKl2tuxWVbZwGwT1zlNMJeoQlPgiD96Uj4MQWWAWD0Y6TwREj+Qg1UAaHLGaMzDXrhylvSjpU1UnYTqEOJMryzr3/atYLwHyH5h5+TVK9aoo54Z/IzesmylDYi6rUahS8I4UkQi7fZnlu0L6FJFu340XNWAkByEUSn0bLTcpn8zgqNQr9/0oNaF3SROgkh+QsFqALBSb6cWEXPiprdypl6Pln7ZIrYJ/uPuMVpMl0/fEVI7gjq3anmd1b7eA2UEGSABTFZs2sHxYkYipvTu3U/V8JFGaiNcfcs3CQWJ8HgJrG7lcbJ5I9LP11CCgcKUAWAGm5VaKLEdtPET550DS1PYGh5AkBPRD9x3J6a+dhRvRg7qhenmPrJ5890cimEMruJil+5q0huyHWkR4FaX5tq65JtRjbvU+tZEPVOFp6csPOmG4znMS2kmCIYqqiTykJvZ3Jfagc1E7nHyfhgJWDpNMEm7SyFKBJFFi5ciKKiopTPoEGDkr93dXVh4cKFGDJkCPr27YvzzjsPL730Uso5WltbceONN2LAgAEoKyvDpZdeiv3792f7VgKHAlSeIwtPToUYOYz5jurFScEJQMr/unPqJqFCO8UJRGGQqXYiyImHmk/MSXAE1QdKp0k1TaD91NTIQV1MqGVVCaINFroQBTh/ruwDw4OsPbTTDuYqh5qIjGuKkEtIEHziE5/AgQMHkp8XX3wx+duSJUtw1113YeXKlfjTn/6EQYMGYcqUKTh8+HByn5tvvhkPP/wwGhsbsXXrVhw5cgQXX3wxOju9WyGFEQaRyHPkAVs3ODhJBvjoOStRtWEBhpYnsP9wjzO6mMzJDv8iAhGQ6nSd6cDjdOLBVb/c4tdkOltClPhu0vKIetetdU09j6x5sKufmQTFENiZ4dkJT4JMJvEiIIfaZ/hxf1HEy7OkEBUOdIsecoJ5ue3nGp1fMiFBUVxcnKJ1EnR1dWH58uVYsGABrrjiCgDAfffdh4EDB+KBBx5AbW0tEokEVq9ejV/84he44IILAAD3338/hg0bht/85je48MILs3ovQUINVAEhD9xWpnWyL5RgR/Vi7D8cT5roySvhlfGW5CqelUaKkLAyqrEeVRsWpGh55Pai0/w4cRpXJ2lVGxagasOCUEzKvGJKKEpIvhB1IZf+dkRHc3Nzyqe1tVW73+7duzFkyBCMHDkSNTU1+Pvf/w4A2Lt3Lw4ePIipU6cm9y0tLcXkyZOxbds2AMCOHTvQ3t6ess+QIUMwfvz45D75AjVQJMkLV96C9evXG1e7ZP+mQ4my5KTSFOJcF9qcFAZhEpydaFkr4y1J89T9h+PG8u+pmZ/MqWQV2l+9vpiQ7aheHGnhSYWhvUlU0aUHCNtCgBiT3SKnbiDh4s0jFYgdLc3qNTvf7xaUhg0blrL99ttvx8KFC1O2fepTn8LPf/5zjBkzBv/85z/x3e9+F2eddRZeeuklHDx4EAAwcODAlGMGDhyI119/HQBw8OBBlJSUoH///mn7iOPzBQpQBED3RKi9vd1yH110PTGJNA08sqBlhTwJC2ryLQ8oUV9hDDN+JGrVnUdXR1QTUd157IQncWx3viSzqZzXeqlzOg9C6BixqsFRvfbDrFZu73tq5idXu9muSLYZvWQZOuKdKabjTlHN9HTjWFQXCShEEZU33ngDFRUVye+lpemCXHV1dfL/U089FZMmTcKoUaNw33334cwzzwQAFBUVpRzT1dWVtk3FyT5RgyZ8BYoYKITJkpMBQgw24lhVeDJNnpyu1APh0lwQ93h9f25WfnXCkptgDXIZ5f8fPWdlMmeSihCqTD5SJky/+13PnU6URPkr4y1JTVom1xKCkzAH5oSNZJMRqxocC0+6/kHtN0z51qKaA40LGkSmoqIi5aMToFTKyspw6qmnYvfu3Um/KFWT9NZbbyW1UoMGDUJbWxvee+894z75AgWoAqWpti5lQKiMtyQj/YxfsyLFhtoUfEIOhS4wDTLyOdRBa8SqhrSkpEHAwaQH8Y7DhBMhyq6OOA0rnYkQdihRhkOJMlf11cl5/RBo7MqgRvJze01dbhy5/YsQ0WGrWyQ/kCPn6dJpWB3nhCgKSX7AvG7ERGtrK1555RUMHjwYI0eOxKBBg7Bp06bk721tbXjmmWdw1llnAQCqqqrQu3fvlH0OHDiAXbt2JffJF2jCV6D0BHzo0Q6JtYhYRRtiOAqgZ1JrNyESq89CMFM7Y13uDfE9Fs+e7TmFqHAj+wupOBGegNR3bFp1lhF1W9RDO1M0t3593W3N2b5VGxa4TnrrJkKlrIEC/E2wK857KFEWaFJhQnSYIkGaBAPTIkqhCVFu+ieS/9TV1eGSSy7B8OHD8dZbb+G73/0umpub8dWvfhVFRUW4+eabUV9fj5NPPhknn3wy6uvr0a9fP0ybNg0AEI/H8bWvfQ233HILjjvuOBx77LGoq6vDqaeemozKly9QA1VgmCLv7amZrw0eoY3Sp6w4y/+LyajbQYgTruyya8aNadvknCi5wqkwoE6KTGakbuqhHxowgaq9dbpAcChRFuhKsCj/oUSZL8KT7r4YOIZ4QdUuCeR2ZJUMWuyrnlNG1E2TGa/uHIQUEvv378f/+3//D2PHjsUVV1yBkpISPPvsszjxxBMBAHPnzsXNN9+M66+/HmeccQb+8Y9/YOPGjSgvL0+eY9myZbj88stx1VVX4eyzz0a/fv3w+OOPIxaLmS4bSaiBKjCsJoAT1i3FnX1PSduui1Zkwi7LuxWFuPqXS8KkjXNTFqv6ZdIe2UXiE8eIyZPpPN1mcPZllPPJOMUuIIsfZBpAQnVMV5+pG39HQkwITXBxIgYo7U3NRSZHgxXjj6jfqjWEqJ9y+5Z/D1sUvmwQpnGA5J7GxkbL34uKirBw4cK06H0yffr0wYoVK7BixQqfSxcuqIEijhCDlfrXCtkfRfg4qX5X6mo17bCjR67zjciTHp0Ar06K1HooTyDE/5lOKkS9dpIrSi5XJhO4EasaMKqxPunLqPvdiX+YHVb3Ip6tmAAT4hTVf7E4EUNHvDNtP53wpP6vRuxUxyJxHo43hBCvUANF0njhylvQu3fv5Hd1hU7WSKnfrUz+1ES7utVqaqByh5dnH4ZJsk7bI1ahe/yb0h3NTffrx4qsV/O4TK7dVFuX0lYnrFuKl2tuBeDve+q+Rs+zlp+7qp2iVpk4Qa2fxYlY8q8QotS2bIeoe93BJtxplxiSnxBiBwUoYos8EQXSByL5u2oqZfpfd3y2BixTPihO9qwJw6TCasVYrV/qRN8P5ES62cZJrrQ9NfMxrvG/UrZlIjyp96oueqh9gRfTRVLYqPVT9DHjFixDm2S+p9M6AeYUA+o23UKfqZ5S+CeE2EETPpJEF0RC0FRbl/z4hR/mRH5Dkw49pkl4EPXChJ1png69UJUZO6oX+x69zg1W9627P7/fjdX1rTTRhOgQ9VPNwfTy4tkp++nqndwO7YSdPTXzU3IZqqa/rLOEEDdQgCKu0U3IxACk0zipPifqd93gFaRpmN2EkkJUN7mMyif8E3RRuYDMNBzZfL+XbZ3l6/ncCE/ygkhTbV2ynckBM8Rn9JJl2nOaBEWT0Kzml+MKPnGCqU9+bW66ECXysLlZxDD5PKpQiCKEOIUmfMQT6iBkNSnV5X/SOfYLhK9UkCZjpmzzpAddPq9sYTWREe9p9JJl6JJMfOwi7eWKy7bOwqPnrMz4PE5W2AGgvb0d69evN+6ny7+mTlRldlQvTjHlcxoQgxCnmPoZefFGDSqhmtg57atMJoO6cYkQQkxQA1UgqHlp/CaTfDs64QnosUPPdZS3KBBUJvmwTYTl8rw2d3ZaMBMgnHmI/NZEZYIc/VI1mzKxo3qxoxDlah2s2rCAGl1iSdWGBY7abEe8E8WJWFqwGLu+rzLekqyH6n5y3Zf7liDMy4MYg9m2CMkd1EAVCGr+llwhT3TlcLJqbg/inKAH0VwHjrAS4pzW61wJgo+esxKXbZ2Fk455OyfXlzGt1jt1lneacFSOfiZyZoUhAAkJL27zhznVNusEM/k4te6HZZx0AoUnQnILNVAFRK4nMLqIXeLTHWo21WcqjEEmiDOcrAw7wcnEXnYMB1InY52JkpzXez/M9/zGqTBkQm6vpt8BJtYl9pjqiBy2XGhKrUxNVbxqoqOwiEfhiZDcQw1UgZHLyaQcRtYKho8lbt+/aeU418KTYNnp1tndc4EfbUxt02H1QyPhRY7cqOZu0iHaupz+QhUoVOHpUKLMc547v/oQP/sijo+E5B5qoIhvOO3U1YzwOqxs1UkqYRxMw1gmkj3USJtsv4WLU98fMR640a6IeiXqmuzfJ+OmP1IjxOZC26Nec8K6pVkvAyHEGmqgiK/oIreJAU1nqqGuWMvfmZTTOWEUWMJYJpJdWAcKGzWK3ugly1LM8OTf1SAwduafqqZTHnsq4y0Z5WoLg8A/YlUDdl9zU66LQQgxQA0UCRQndujyarXO/EeENCf+EnRkxmwThklPmDh30x2o2rAgJQS5X6iCkZu0BqQwkOtAcSKW/H/0kmVp/Y4sPA0tT2BoeSJNi6kiouvp8CI85SrnnRXj16zIdREIIQaogSK+YzXo6QYoOztzrmLnL6I++CX8hL2uiHDmYQws4ZY9NfNDN+Ek4UAVoEUIcvHXjv2H0x2gZN9YU3/htf13h1IHDnk6mhBSiFADRbKKaeCTnYJlwj4hjjJh0tgUykR8/+E49h+OB6IVUtky5bbAryEipBXK+yP2mPxXRRJcNZKe3A8dSpRh1/4hOJQo02qEgtZs+jHe+KHZV8vR2UwzdkLCBjVQJOvIA6Y6yDiJ4uW31qKQyfUztLu+mDD5NbER1+zOUZSZn4QX8u164r3I7ZiR+AhgnULAqt3T51UPc6kREi6ogSI5RR4QxGq2mmlehivdhYmfK8+sQ/6jTuyoOSaiTqi+TmpbNrXtpto6NNXWGSPr+YWsDfZDM+yHkGOVpJoQEg6ogSK+ISc+FMi5OkyoeTzU1euqDQs85/EAugedzkQJ+u2L4eXFqRGg5OS9JNzIdcTt+xJ5ZWTtCJO8OmfcgmUAkNJ+CLFDbnd2yPvI48WO6sVJwaYzUZLUxOiECbeJs7vPUea7gBaEpohaXULCBTVQxHe8CCO6AVZeeZSdh8XHj/J0JkooPEUML8KTQJ6E8L07py3e/Rm9ZJn29+6Jcs+zpZaPOG13e2rmG4UngTBFFVYKVlorN4gxJmyLKTTVIyT8UANFfEVObChreDKx3/bDj6M4EUObJrM9B6ro4HZ12QoKT5lDc6L8QxZ81bYm9+cCneBj8oGz0qA01dal5YhSUfM8CfwSfrLtn2hHU20dxv74rlwXgxBigBoo4hvqgKv6N1mtSusmxocSZb4MaqZVcwpP0SLT9yXyylB4cs9rc2cnP4Bew0Tn/+gj2pgTczG1HYl+1mlgGBUr4Um+piw8qeODW83njurFodM+yeyacWPyf1pLEBIuKECRQFE7fDnEq1Wo1zAMFqMa67MSbprYk2ldyHVdykeEwNSZKKHwlEc4iZyna08d8U7HAsyoxvrkR8XuHEJoEn/lsoiFOrtzyNfWRZIMI1zwIyRcUIAiOUc34PnpMKuunrtFJD8luSMTczEKT8HhJEgMiR6mNiO263I0CdS2KgRsUVfUc8v7OxVirCwT3Iwd4j5E2cIqRMmaKEJIOKAARTLGTqMkBk/hAOwUMbCaVipJ/mMV0j5TMk12SboRwhOFqMLCrZ8T0CM8yUJUZbwl4z5eF0VPtG22c0JIEDCIBPEdXcAIeWBVcz2pv8vkUnCi5iL3qOGKRzXW+/5emKDSO14SpZL8QfTlapQ9uc3a1QXhg5RpkBhdND2T4CT3IRSuCCFeoABFLFHtxNXvMmIQdSIc6YQoJ2WhUFN4qBOyQqgH6qQuKIEkiGdJ4Sn6iIh7QrMjTOZ0C1qif6+Mt7gK+qMKXlb1RifkiP2d+qmaFkqaauuS52fdJYQ4hSZ8xIg8aFmZWIi8TGo+DzuESZ+T3DzivDTlK0zkeiGSaWaKl5xi2SBbwpMgkzaV7bKS7CDeo9DoWPX/ctvU7Wdqq3ZBKexQr6WLpqcLxW4qC+suIcQNFKCIr1gNQnYhpHX28UC6RssqghOJNk6iMzrdN2qIOu10Vd7va3sl394D6Ub0w6pgIrdBU58t9rNbUHMqOFm1g0OJspQyqtdUj+XYQQjxA5rwESNeJ2+m49wMWrpBUJfIsRDMuUg3pnDDXDnOHLdtSDZ7EsTibWyPeYaqXbJCFbRMJt1W1zDRfW33ofJFHZXLYkr0SwghbqAGinjGqSbIra+TaYKsmyh3JkqokcpDrIQi+bd8Ep6ECWy2cyp5FXh0z74y3pLik8J2mT+I+qkTPsQ7roy3pEXEcyusqNpMP+tPlEz1RjXWY8K6pa6PYXsjJDtQA0U8IXfSTiZgpoFXlxMkFu85xikiAhMjqkUbJ+9Onlzl2/vO9r1kqi1Sg8HIPjMy1EzlB6olQI+wnKp90kXEc4Latp0KX06i6sn7hL0udt+7u2MKLdAOIbmGGijiGrfCk7yvX4OYWKkXwSuAnlwg9MkoLEYvWabdzpXY7CG3Q5LfmDSPov8dWp5IbrNi9JJlKW3XlENQvq64tlXgoXxaUHGKrq9j/0dIsFADRTzj1QHYzUQrFm9L0TLsqZmv1UDI4XNlu3euxBUmnDwEj/yMe9pk6oSX5CdqagGgJ9S5bMJpCm0+eskydMQ7AdjnYRJClOrPJMrhhGybxWaKaDvt7e1Yv3695b5WfR3Hv/CRSPRDr/Y+Wb3m0fdjWb1eoUANFPFENjplMVAKQUhgNzEzRV1STRw4yY4mdu+f7zV47J4xhaf8Rx4DZCHJ9L9gxKqGpPBkhdA4yakudMJTIVobjFjVwDGMkBxDDRRxTTaEJ112e6fIflQqYnW0Mt7tr8EVuuihTpY64p1JTaRX81LiHHXSJoQlJiMtPHZUL05O5N1YJFgJPKLf1wkH8rggfo/F7UOX5xtqX0cIyT7UQJHQIQZD8ddqYNZpm2RMuacOJcqYnDei6BzLVS2lE6dy4h71WcrPOd8nraQbNcqiQGiCRjXW2waQ0NUVpxHyomaOFxS6fIm68U61vGB/SIg/UANFQoU6OJqEJ6eTtVGN9R+tWlpfh5qoaGIX2ZGTBX9xaz5L8pOqDQuMeZ8EVkKUyOtUnOj2zRBa5O7z2F9f1kTJC2GF3IfLPr+qj5r8P32DCfEHaqBIaHEb0tqEPLCLrPVitVMWpEY11qNqw4KUFVYSPsTAL96riABWGW+h8ERIwAjBSG53uvxPJpxq/E3WA3LfrVsIywcyuQ9x7J6a+dr3Iguc9KMixDvUQJHQYpfjx+kEWQzCqrmJODcz00cP2QfAtNJNbQghwXAoUWYrMOmEH9FmOxM92icZ0Q9HKWdTUIxqrMdfr/ym5T7ys9FrnNzn4iKEOCNyGqi7774bI0eORJ8+fVBVVYXf/e53xn03b96MoqKitM9f//rXLJaYZIJJSNKFtNVhGohFeHT5tz018z0lfxSreFZlpTaEEJIPCF8bNcKe3HeqmmDx0WmNdOe2Q839FtUFMLtxYfyaFQCACeuW2o4jTgXNqD4rQsJGpDRQDz30EG6++WbcfffdOPvss7Fq1SpUV1fj5ZdfxvDhw43Hvfrqq6ioqEh+/9jHPpaN4pIA0WkX1OztugFFl79EPZcbIcouYzwFp+xC235CgkXuL2UhStWA6Nqh0Dq9Nnd2gCWMFjpLCyFkFhc5P49TUzydxQX7TULcEykN1F133YWvfe1ruPbaa3HKKadg+fLlGDZsGO655x7L444//ngMGjQo+YnFmFQszMh5P5yaYakrklbsqZmfHKDk849essxoVy80THL+DSEciWNoMpZdxHtU35e84k0IyQ7qBFwOa1+ciPkiPIlzqucQ/UBUhQC1rzKNJep2eUxyg04LSF8oQtwRGQ1UW1sbduzYgVtvvTVl+9SpU7Ft2zbLYydOnIgPP/wQ48aNw7e+9S2cf/75xn1bW1vR2tqa/N7c3AygOyN4e3t7BncQfsT95fI+S4t6IfaRXP/CNTc5LktpryLEPjr2hStvAWB9H6VFvdL2Ke1VhNLD3U3iEw3LsfOmGzB+zQqUVvRCZ3MJiouAWEUbxLpD50fn6N4GjP3xXdg148aU6+y+5qbk/2GoP2F4x36y+5qbMH7NimSdEe9JkC/36YZ8e8cknbC+479e+U1MWLcUQHf/KMr3yuxZyX28lnn8mhUolc4p2r5g14wbQ/c87BDjkK7su6+5CVVrV3bvh14pzxPofh794h0ffUtdC+9sLkmOS2kYjgHCV5/cEvXyk2hR1NXV1ZXrQjjhzTffxAknnIDf//73OOuss5Lb6+vrcd999+HVV19NO+bVV1/Fli1bUFVVhdbWVvziF7/Avffei82bN+Pcc8/VXmfhwoVYtGhR2vYHHngA/fr18++GCCGEEEKIL7z//vuYNm0aEolEittGGGhubkY8HseI1d9Gr359snrto+9/iKavfSeUzyXKREYDJSgqSjUK7urqStsmGDt2LMaOHZv8PmnSJLzxxhtoaGgwClDz5s3DnDlzkt+bm5sxbNgwTJ06Ne8rXnt7OzZt2oQpU6agd+/euS6OY8avWYHi5l7YedMNKdvFSmi8ogUnHNOtSfzHkQokmsvQ2VySpi0SnP6DH6Gj4mjadnl/cW6VzuYe0wjT+XNJUO9Y9zyEJtDN8W6O0R0vr7x6PVfUkd/xGY/9EEBqvQTCWTeJc8LcV8ttEeiuaxPWLUW8ogWJ5jJP7XLCuqWWfXaYMI0NuvsWGjTTfVWtXYnvHH8SFu1pQssxnSm/GTVMsNFAGciH/lJYDBGSDSIjQA0YMACxWAwHDx5M2f7WW29h4MCBjs9z5pln4v777zf+XlpaitLS0rTtvXv3Dt1AFRRhuFe7EOayvXZnVwk6jxallLk7uEO3ENRWdBS/OvcHyeM6E8Voqp0DEy3lHYBGL3vyz36QLNPLNbem5NtInrurR/CSyxM2J10371h+1qZ7kJ+H1X4C9f22ovu5fXzd910/p27/ge6uLBb/EMJART2X7GdQCP5qvXv37nkvFR8CAH318oww9NUqoi2LvvDj674PoLsfbsXRlH4UsO/rAeB9mz47TLTiaEqIdxGU6MzfLEyLXNj60TMyvcPWjwyEWo7pTO4riCF9kQ8QQSJ6+kEnWIWct9svTIStLZD8JjICVElJCaqqqrBp0yZ8/vOfT27ftGkTLrvsMsfnef755zF48OAgikh8olv4aXM0sALdQSc60LPCLgd3AIAdHnOKqJnugVRBSD2X6dxiIAqbEOUUOXKhk3twIjy5eb92MCyvNVGscyT/EIKE2l5j8TbbfiVKQr8umIapj7JbJCytcB/ny2l/qAukRAhxTqSi8M2ZMwc//elP8bOf/QyvvPIKZs+ejX379uG6664D0G1+95WvfCW5//Lly/HII49g9+7deOmllzBv3jysW7cOs2bNMl2C5Bh5sBEDqxr9DkgfpMQg4DSakR3yICRHBQTcRSuS962Mt6Bqw4JIZn83JWy02qZDfb/ifbmZ5IvnJ9eFyniLbWJPt5EdCSGZEYu3JdumXRuPWp/olKbaOsf9m9q36c4lsMqnZULkO3QiPJkWCBnllJBuIqOBAoAvfelLeOedd3DHHXfgwIEDGD9+PNavX48TTzwRAHDgwAHs27cvuX9bWxvq6urwj3/8A3379sUnPvEJPPnkk7joootydQvER3SDUlNtXSAdu9dVfNm871CiLGWSHzWNlJtJgJv78kMTtaN6Mao2LACgz3MCUBMTZkasakBxIsb8QBGnasMCVH6UF+8QkOzvhOma0GZbafLd0m2WHX5timq+pxKUAOl2ccrquFGN9cm8h14EOELyiUhpoADg+uuvR1NTE1pbW7Fjx46UYBBr167F5s2bk9/nzp2L1157DR988AHeffdd/O53v6PwFAFETg81r4fTPB9NtXVJrZEXYaqpti5lcPBj4i3OoSbpzddVV7crqG7ek5P3EeWcMIVGvraBQkMsYAwtTwBIF55U/Hjv4hyiv49qXXKjwRc4MdVz6tuk2273PczCKiHZIFIaKFLYiESMMlUbFuBQosw4WfbqH+NkcBCDmbiGE98grwO8mwANYcFkbimIxdtsVzFN57B7Bhzco4XqxxgV7Op4oSCEJxUrrYudya0Jtd8NI2f++134sLIIR4brEwer44CuH9Tdn909m7Tvput6xWTSXejtgBQWkdNAkcJAXlEUA0JHvDNNUyE0OnInLu8TZIeuTtKdDE7CBl2Uy60ZRFgHKPm+5PtTUd+fOtjbBeKwws5EhoQT2ScjqkRV8+EHwjxZ9MWPnrPScv9M+jC5/9DVmTD0j0J4ArrHLFM0O9nSwglWZslCGJUXpToTJSnPa8SqBstr6RapZJ8pnVWI7jhCCgUKUCSv8CI8ZeIUqxOinAaJ2FMz36gpkc8R1VVunSBltTpqNyGSn6npGVs9U+KecQuWYdyCZVm7Hh3To4OuDYpFDPHXpJnaUzPf84KHHNTHb1Nrp1RtWJB2b6KtNJ9YhLY4cGR4z29eBOzOREla/jaBHJRDd9+qebSd4CkwnVP0qaa+Vfb1JaRQoABFQoXaQYtJeFNtXfKjQ3Tgwv8pk2t6JYgBPB8HJHUAt4twqOZy4iQ7e7TFuz+jlwQnRAktcxT9WOw0rvmMqplQ27XQSJmEKC+o0VFFhLtsC09Auj9r66kfoPXUD/D+8E68P7wTHfHUxLfqApAVujFJPF+d6aNaFoHcruQopE7GUidl0hGl9ktIJlCAIqHDrUBjMilw05GbwqC7LYOYVBTihMoNXk227ITjEasaAp3sFyrCfDZbwmsUQ/0XImpfLdqeWk+ExsbPd5rLPvZQogylL/bV/qYTWgRO6rWT8U8E6jChu7bTc3sl6ma4hLiFAhQJNXaDTRC5RdxMEnV25X4MUk59iqKG1eqmKV+KVfQnne+buvJLvPPa3NkpzzOICZipjudLnS8EihOxZJCf0UuWJSfvQjMi+0hlIoSHqT98eXFqcAg/6q+8kBeLtyFW0f0cd824Mdk/HkqUYf/heNqxYhySBSe1DEEvSlCIIoUEBSgSOnThU712/F4jPTnBS5lkHyk/V9mjtGLvxMxSTp4so7PRj8p9RxU7/wc/8Ss3EMkuVosWQnByEzBBJpd9m0nraqqfakAUq3qsaomcWkHsqZmPd/b1T9lmFX1PJ0TJien9frYUokihQAGKhApTZ+52QiU6cTtTBxk723AdYQil68a2PqzoNElOI/TJ/m9u3x9xRjafKYWnaKG209fmzk6JBCdrRoTfklP89J9yi+ybJ+M0+IWb4D864UkWRCasW6rdX2Aah0wCUize5usiFP1SSSHCPFAk1HQmSrQDrpPcE35qn8QAYRr8R6xqsJ0YOBmk7K6jQ13xkwezbEx8/YwSaBqI7YQnN4xqrHd8HHOckEIik7bcEe80JsrOhMp4izFIgh1qnsBxC5almd4JTP2zH+OIVQ5A8cy6f099Zp3NJUDf9PJl2hc5MZU2jb0qap8tC4NczCL5DDVQJFTIHbtVB241gMi5o3S24m6xW10Tq5RW++lM0dzkS3KK6rwc9Mqg15VLk7+ATovkp/CUyfOIqnaPELd4reuqyZsu+Xku2pGT4DKmiIJuw627iQxoCnikjnsvXHlLync5xYVOsLLLMaXTTLlJOWFVVkZKJYUCNVAkZ6imWqbcEyZ0q3ryd3nlUYesibDLDO90MFFX3ezCcvtBU22d5YAlyjRiVQNKi3phycBRluczrUL7nY9KvD8rAUkM9E6uqZtI2CXudVpGq2uQYPGilSXOGL1kWZrmSFC1YUFGyamF8FSciKEDPT46bjQ6O6oXZyRwudFcqf2oUw2MU1Q/JTvhqam2DmN/fJfxfFbm7jpTQKu+T/Y9tHveOsHLbgwiJB+hBorkBNEJqzmA3Prz2NlxOxkMrIQnWZvjJjGv7lxuzuF24NZFsZPzfng5p+ldqEJEJlGx7ARc3f9Oz2nyYXBbVjUaonin1Ehlj6jlh4oCQngC0vtBIeRctnWWq3PKGvCOeGouJNF+3AplfvQvojwm8z1B0EK6PB7oxh61rxJR+FQfKBPifLr7UPsvUR43Gn7TGCtbfRBSKFADRXKGkw5XaB90q1t2mh4xUOh8gqwmY160FOp1hNZHXplzOjjL+8laOqeTCHkVUb3mrhk3Yv369SnbrMpnek5e7dudarG6y5S6cmqliVLPW7VhASrj6SvQfmiN5Hcqwg37de6okE1NHCdm/pHSj35k3ezm+ZrabyzeptXadyZKjBoutQ9x20+OW9BtkmcnFIn+UL2WaWHFL22K7llloy7LY8+oxvo0TZqTMcnOMoNtkhBqoEhIUTUboqN30nG7tf12ismPSaCzBRfbvQhPMm4dsp2u2ibzjUgr/FZaJa+hiFWs3oE6ebG7nry/VdSpIAb9ptq6gtRIiXvOhtBYSIJp0Kj9i8lf51CiDDuqF+PRc1Ymt6ntTIcu+p4ON+1fx+gly9AWB9ocuri6NQ/PNJqnqj13qqFRy6n6Pul8R1XfLdGXy1YeJjNB07O26keBdH8xv8YFQqIEBSgSOqySrQI9nbhqKifMEXQDX6YTaKeTZJMQ5Td+5PDQlc3Ksdj0bP0ol3A8Nj0vqwFat/otJ+4MguJELMU0UpSvkPwAsinYUIgyY2o3pnboJDCP6XmrJmjyvqKPtZtIyxN7udxy/6zLASeOHdVYn2Ye6AUn9+sFt32fPHZZoeZIUxcX3ZRLtZbIBCthU3duBpkg+QIFKJJznCYe1GHS8gSlcQCcCVF+5SQK0iZf5zcFONO0OSmXVYAPtyvCdpEO7SZuTiYobnhtbqrZUKHloMrFfVKISmf8mhUA0rUM8v9qLiXTRNq0j4xVEAThNyX7QenyPsmR4kQZRqxqSPM9NSHvl4kQJe7dz3rlVjDQCaQysu+TfG5d/yk+dpo/2TdUN06aFqvEOKCaA9rhp7BGSJigAEVyimzyEcQESR0gdI60allM55Fxq2Wp2rAg+XGL1SDlZ0Q8nYOz7h5NK4hWq41OfGacTsqtBmHd4G8XTWv0kmVcFSWhRW2HI1Y1JAUnu32FUCP6Hjd9ljiXzl9GbcPiOmqEPXk/ue+z6resfApFW85UgNf5QOn2cXtOGVmzZLoXFaNpZHO6P68JNReXH6Z1bha8dO9H9K9BLmwSf7n77rsxcuRI9OnTB1VVVfjd736X6yKFDgaRIDlFaA78XtE2JV8UgQiEI61s0y3/lcvnJ17DAptWcf1EOB2ryMEbTAO43cDu1B9Lh/wORH1xGtpcPV5HpqZAhASJ7NfidjKs6wPt8uuZFk102mr5Oro+V7TT7nOm/qb2vWo5dLjVfmSK02A5psirJqEzk/QKdn2fUyHZiRBrQtdXy8F+dO9UPmehaOqjykMPPYSbb74Zd999N84++2ysWrUK1dXVePnllzF8+PBcFy80UANFcoJV8AUnqCG6dYjVULUzlyPUZcv5VThlZxN1BdkJXgQzu/ObovvJ5VOdrOWVSnkVV86lIvtgiHdYnIihOBHz9E6dTpSorcoNfvj95QKdKav6UX83BVJJml1VpLYVGasAMk4Wq3QR9lRkbbpof4cSZdr+1PS+3OSD8hs3AotdWzf9bqelcYvcJ5qeqVXgBxmrft6ubF76Pp3pp+j3o9im85277roLX/va13DttdfilFNOwfLlyzFs2DDcc889uS5aqKAGiuQML5N1p8fIK6F2A5kTzYeMl8l5rv033IQdd1JW2eciFk/V4MmCj11odPU43UAro2oO5dVOkbjTLV4mM1xBzT5OknyGFdH+dOWvjLcompqeYwRuNRTd7alnm9fw07q+TjbFq9qwAO/s65/c1835s72gJHBah9xqntwe66YPiVW0ocPx3tJxH2ns7fpVFbUuWqUTEb/rrq07L0BfqFzR3Nyc8r20tBSlpaUp29ra2rBjxw7ceuutKdunTp2Kbdu2BV7GKEENFAkVfk+QnAwW6kBm8puyOy7s+DFome5Zfl5iFVrNu2K10qiaB9mtkNqFzhVaKJ1vnVcNkim3FskeJv/FsOIkYAPQI0QB5kTeblHbiO48TqNeijqv8+HUBSOQNcZqO8ylEGwVZdQt6rMLIoiM8H1Sw5nbtQHV11fXFwpNp1Otuhx8ArDOqehU6xWltuwXnc36EPCBfj6qR8OGDUM8Hk9+7rzzzrTyvf322+js7MTAgQNTtg8cOBAHDx7MyjOKChSgSOjwY6LvNA+SQDfwqQOOHK43CpNoOWqSn4O727C5djlQVD8Bu/dmOp8Ibfza3Nl4be5sozOzmvfKzb3QATr3RKHtAen9mJVpqduQ+2JCZEKe6Mr/69qWKUm5LBipix9DyxMYWp6wLaf6ruQ+Idf4aRUQVPqKXTNuTNtmJXRY5SZ0o1Gzez9WpoSm8lkJWrm20CgU3njjDSQSieRn3rx5xn2LiopSvnd1daVtK3RowkdChRzaNtudqzAPE2XQDThRNiNSkQd5VVsE6O3WrdCFEldX1dVVS90Ey+5apgAhuvPJ6CJvmd4lB/TooeYl8oJTU1c1dDegE4LSNTi6ibU4TjVv0q3wC81ue3s71q9fb1lGVeNj9Vx09+2krxNmeDqzXIGct08293VjVhxmdBYMgLO+zCnj16xAZ5c+OIWT8unqnWpuLejet/s3K62hVd0wmXOqQZwA9rXZpKKiAhUVFZb7DBgwALFYLE3b9NZbb6VppQodClAkNHi1+fcTJwNTPnb4so+G7DvhBrsw8OJ3Nw7QOnTCk5P6Ir/bfBGCSTc6fw2vBDGxtzunSWugE0xGrGpAaVEvLBk4Ks03RnffVsEa3ASUGNVYn9L2ZB8mpwss+dh3RgHTe7bLnRdEWxDtMwhBk2ROSUkJqqqqsGnTJnz+859Pbt+0aRMuu+yyHJYsfNCEj4QCpyYPwlZ79JJlAZeo8LASKtT3o5o2ug08IWyz7XyjdMimlF7xUn4STjIxlzKFk1YjhDnRxJh8PHRadRlT3VNDY5v8oSrjLaiMt2jP43ahQPjF6PrXPTXzUfpiXxTt6+spAESY2phfZdGZAgfh16Oa8ukiN1qhq8Ne8+7ZRXl0gtvyk+wyZ84c/PSnP8XPfvYzvPLKK5g9ezb27duH6667LtdFCxUUoAghjjAJUXaDn26w1Tmeu8GPCZA6ERDfrc4dpkkgcTe5Mx2r+n2Y6qXOf0dNT+BX/RDCliyApQSX+CiMebzCrF0S5XTqX+VkEvvy4m7/QqeMaqzPabjyIJHriHh2ThL0+oVTfzKrQCZutUt+5d7TQSEqPHzpS1/C8uXLcccdd+D000/Hli1bsH79epx44om5LlqooAkfCQVW4cR1uBnEReSobITNVQfQIJIEe2VUYz1K0Qt39j0FQPoztwpDbBfS3WRjL+5dDoFrdS43z8rpaqdfZiimRJi5fr/jFvRoC15e7LxdRBVdtDq3dUetr04nb24mq4C+rqs+fKboezLFiViyz3PSTwp/I4Epwa2uDP32xVCixIcYvWSZbZ+rJlDV+RtmawHCrs0HUZZMzJ/tGL9mhaVQ7zT3lgmTv50b7EKUm3zy1LQUXKQKB9dffz2uv/76XBcj1FADRUKHXcS2XE9Y84EJ65YCCNbXzO178loWEQLdzkk+E5wkF80VbfHuD/GGk3epC5mvbrObfIptQphRBUDTuWXhyYQqIKn31JkoSdNYyGZ6csROwZn/flfafl5wG2EwU0xtXQ4QFARywm+/zYJjFW0pmkhdegY7jZT6fgVqFFTTsepvpn3t+mMRXt1NTilCwggFKBIK5BwTQfikBKl9kicYURLu3ISgtTpGRRZydTlG5ImAbhJg+qg4DSdvClvuNP+J1XnD8L474p0A0rVP49esyOj+woopF1QQ96leS82tZJULR7e/6a98LlX46Rr+Qcp3+fctU26zvQf5GlUbFiRN6koSwOSLlqTt//Li2WiLA80nFrkWnmTTXPW+s5Hzx/QerHw4vaKeI4i+QCx0CdR6p9bPTKKKylHxdPXS7ry6a9td10qIcusbS0i2oQkfCR2q+UWmav0ghacRqxqAeGqZoxbq3CpcuSl8rVVWejminxzKWVxLTKYy0eL48Xx1IXydEiYzkzAIcdnGKix4ENfSXac4EUuWQWe6VZyIJYVbGV19E/fT025SEW1O/BavaAHae36vjLegasMC7Khe/JGQ1L39UKIsWc+F4JTsD2sMN4xUYdzpM851m7DqE4JqI7m4Z/Ve7Mzf3QhPTs/pBrvrq+OAOn7SrI+EFWqgSCgR5hZytLawIFbGrPwoTKvkunOFBd0gJbapK8i696Em3tT9puL0/k3+R5kgopeFyRwvCPJZwHKbKFTd1+7dm/KVAd2aP6GhUdt6U20dXps7Oylk6YKmWJVX9aMUZRF1VnDupjuS/w8tT+CyrbMwtDyBcwfvAZDabtSAF04RSXVNhKFv9hphTu7Lw6itfeHKW1K+mzSeTbV1KXXQjRWHXR/sVoB2oz3S5R6T/zotIyG5gBooEgpMGgldctZcYurIM3GCzWSFTUyqnEyMOhMlQLzDdj/1/Gnn8ID8ft1qoTIVnkzPNhtBRUjw+CkgivqtRlhTk3/qrq/77bW5s42h0uX/hfbIZKrqlr8fGYCh5d2RIIIwVxNkM+qcCa/CE9Cj7cjWOJNJsme7pOOmxO926PZR66zbBNNWBGFOSUguoABFQoMpg31YhCiTk7g6gfAyyVe1V04Rq9FiAmZHZ3MJ0NdcBlNkLh2ZmMA5RS1PLB7s9fKRIJJhhh3RBk337TZimkmIkoM7WJn6daAk2Y/Jiy1AahuujFsHXTiUKMOemvlob2/H+vXrkWguQyuOJn8TuO0XvBBk1Dk3ZZDRRYITz9sqqIGVptHvMrphwrqlyaipduf2SxCR36tqdWAX2VDGycKXek67SK2EhAma8JGcYzIHU7/n0rxCdr4G/BtodaYWbgbcHdWLkx83dDbrnbrlfCZOCWqw48qkc0TiV6uJSj4wesky28AGVnlvMsFNuxTXHb1kWdIPyo3fn04TJm83HVO0ry86EyV4Z19/HEqU4VCiTJu0NFOTqDCYVFlN2N1iilAXFGF4fibkMcmPvl1o+EzIedjkACSEhB0KUCSnuJ2o52IiKPJICcTgog64slma24FHHfyDuk+RgFP81eHFLMc06Km+HLIvlRq8wumgqUb4KnREXRHPY/yaFQCAXTNu1O4XVUasakBHvFMbmEHgdGIqh4JWtcmm3E2688vPVPwvB5cQZZXPq7Z1IeiIjxr1T9c3iHesImvE5PYmhE4/Ju6qJj4X7dDuPlQft1wuxojn42WhTPWBEjgNKZ4JTvtk07VVQd0qx6Bd/jQuppEwQhM+kjN0pgJ2E3e1sw2yYxX+RQJhPiPjd7Qiv1YmZfM7XRk7m0uAj0x//MLq3Zkikqm4WaUXE1WBEPys/DUA99pDr8f5iS5KlhP8rJ9BY5Wc2O092JmXqsEnrNqd3AfoUMtmVc9lJ3knaQR0iagB/QKIHMlP97zkaIF29ySIcgS0sJit6vIseenn1XeR6XtxMo7atQ236IKj2BHV+kfyHwpQJCc4WXFy0nFnY4B3ah5nipDkpox+rObqVsl7nm+P0tlqcPSShd7qfZnCOYtyOZkgOw2Ha/L7kK/ldHIVBuFD9f3ShTEWWAU5CDumib/qa2NVD9J95pxrUtXFEvl/+Tcvk0Cr/Zz2DfLz0fkyyoK+zldLfK+MtyQDTFhh1/+a6mM2iVrKCIHTdz5+zQosGTgq+d3P8c6vZ+f1HDpLArUvoy8UCTM04SORJ8gBVJ2Im8LdqquM6oQp20kBs2lak8mA7nc5Zed5Gatn7yRpr6rtyhV2k9Wm2joUN0e3W7e7Pzd1LYiE3NlGrY9pZsPN6YF3xP5eTInl69r9ryuPYPSSZYEvPphCXkcRN2HUxTvQ9VVuxxlTBD43706E1ldD7APu+nfdwhDNtEmYie5ISyKNqWM0+RqoCCFFzpHiNzqbdXlSYjfQ6CYwTsuZyaquWm6df1KsIt2fzI0fkpro2KlPglwmE14HTZOPgVUYabvziNV82bck2whBwGmd2HnTDQGXKFh0uWGCFob21MzX+iGJawqNlM6EV4ec90nUIauIgDpMfYuTeqAuIMjnOpQow679Q4zHihx8ahl1VgO6Mgp/qyAXHbLhA5RN3Pb3dv1tpkIU0FNn7Nrf0PJE8iNwKjjZ9cVR0Z6TwsSVAHXFFVc4+hDiBDWogFuKE7GsaQb8SjZodS4/fW2aautSno1poHLyDtwkADUdrztXEEKUrDGsjLe4npxGfSIWBNnWnvqJE82jQF2UMdVBVfNh1R6sHOzV72JBRmhv1FxUMiJAiFUwGLEYpWtnpnuTIxw6nQCrZSuxtw4MJaI++JVU12270dWjTLTJumvbadp1+Z/cMLQ84di/TkbnzxoG82kSfTZv3my7z/XXX+/p3K5aZzweT/k8+eST6NWrV9p2QuwQg7pYmVVXeu2QI3LpIlX5iRrCHNBPStICNVhMQDIdqJzQEe9McabvTJQkTX5U0x9dGVTBSXz3MqE2+aPowtUHYfcu1xHxXkTobwGFp3SiKjjJmPyqAHPQBnU/WTOueyZNtXUpfZrVooROwyNj0nbK96FG4VPr7o7qxdq+VJTLJPQJX0W5X7YTpHTtpiRhvo+wEpTZcyZCVEdFd6CfeEV3/ZO1QU60slYh/Z1GfrUam2RN56PnrEz+f9zw91K0sCpy+a00/BSiSKZcdtll+POf/2z8/YYbbsAvf/lLT+d2JUCtWbMm5VNSUoIlS5akbSfEClPSQt1g7cSm2m/zB6/Iq7F2ZZIFETXpYz5MWr1MRlRhzU/kaGZ25MPzB7qTcPqpPYryc9FNxEz106TZVvsinW+QHAlPh7yQYNU+7HyLZM2TXKflhQKryGpWmHxRdOU1XePlxf4JT9nSRgRlLlYZb0kzqdSh3qea78zrAo/u+enOZbeYJWvmRjXWa+9JFqJMmig398EgEiRTrr32WlRXV+Nvf/tb2m+zZs3Cz3/+czzxxBOezs0ofCSrqCtiVhHFRjXWp6yiylHbMlkpFKZdTjty2f/BaWRAAGkhg03aNXWQEAOu2+S4KiISV4pgIueBSvjf/CvjLcn7tBr85GcSdOJEq4mRfF0xyYjFox2+WcWv+/CrXmYTU70yRZAbsaoB0BhRmNquVX8gFkN0oatNuczkBRS5LQnUaJYiT5BTAcOt8CRvF5ozu9xKfgtP2ZxEB5mWwqrtqPnEVAF+y5TbHF9TMKqx3lILqlvA1JVHDY8v3seO6sUpQtRlW2d99F93A9Kl/XAKfZ+IXyxduhTvvfcepkyZgm3btuGEE04AAHzjG9/A2rVr8eSTT+LTn/60p3MziATJGmoCRsD5wG+VH8jLgGflH6NDt6rrxNxMXoXzYhvuB3KOLWEKIv4C3py9Zd8pP4QfPydJcjAAuwHcpG2IgvCk89lQk6xG4T6CxGoiJn7zy+dFRpj9CqHTq/ZODZ+u63OyZeYknlfQJtN2BO2T52byrrMikFGfU9WGBcmPfA4Zv/x6de9I7q9VDZeMSWOvbjcJhJkIT4T4zU9/+lNUVVXhggsuwNtvv43Zs2dj9erVePzxxzF58mTP56UGimQdKxt8gdsB0k1uH7cr6E7zD+mEPLGCrFtNVnHyXNwg5w+KxdtQGW9BIlEO9AUSzd1l8TsIh5X2yU2S3Ew1jFbPWrfKHOUVT1kjIN+X0E74gZjIR0n7JNC9W1l40iESP+s0RFaIfmv80O5ICvsPx7GjenGar50w5etMlGiTTKsLL3J9roy3oKSrF9Ce7gula89yu8tUs5rtdmLyScv2dXXo8u3pjpPbjCw4VW1YkNZPqe9v14wbsX79ekdldoJcfztQYjlumuqJuv3Rc1am3BeFJxI2evXqhcbGRnzuc5/DuHHj0NLSgsceewznn39+Rud1JUA99thjKd+PHj2K3/72t9i1a1fK9ksvvTSjQpH8JNPEi24m4DLZChQgJkTq5CwWb8u68KSWS0zI4hUtQLsIInFUm+BWHKMinp3TsOCZaqbkwV28Q7/eX1NtXXIF1srZXUwM1Pfn1/tyUgYnyBHhxv74rozLpSNswpOfUStVdO1CrudyW9CZ4ArEMxPCrbyCL+q0qQ2qiGvKk9Xi5l5oLe8ONKAKYlH2WcsHdPVTNXuThWOxn9wntLe3A+j2Z3y55lbPZdEleZeFaoFdYAlTWxOLBKY+n8F6SK744Q9/mPz/vPPOw+9+9ztceOGFeOmll/DSSy8lf/vGN77h+txFXV1dXU537tXL3uKvqKgInZ3OBoQo0NzcjHg8jkQigYqKilwXJ1Da29uxfv16XHTRRejdu3eui5MyeTV1zLI2wWmelUw7cLcTE53gl41BRI40JoSoDxLluLPvKZj7zz1o7TrqSiCVTQHl81rtK5D9nNxqoXQTVzv8Ergu2zoL+w/HtQJwpuf2Qwumu8+wteOg0PlpeEHXnnWBalQTZHmhRK6jlfGWZE4coYEyXVfXr8kaRZMAX4peuLPvKZi/ey9aj3ahI96ZFKDksuSq7wmKsE7EdWOQrn6axg6d4BKLtyXf87wPXkErjvpyz6Le6cpk8oOS78EK01js9xhsIszzNVG2Ycu+g159+2T12kc/+BBvzP52KJ9L0IwcOdJ2n6KiIvz97393fW5XPlBHjx61/eST8ET8xa2fgd2Kt13EK4EpwaofCH8ANwNCtgZ+NaqhSQtmyiIvYzXRs9tXzfvkxm/Kq2+Un894R/ViR+GCrfKr6PbzgzBNIr3g17MQkcG8+AM5iUim20+eLKrtbP/hnkgUumhlVqHMZR8jN1o/p5qsKBPW+m41BtmlfnBzT37kI1S156bre+l7nS5k+N0PEmJi7969th8vwhPgUgN1zTXX4Ac/+AHKy8s9XSyKhHlFw2+CXrn2umIsr9RmskovyGQQlu3WdWZc2Vppc4P8/EqLemHJwFEpGiidf4uTVXkgfZC1M7M0CVe649RtYXiWVqg5g6w0D4IgTDejooHKVJsgm8iqeDmfLsiNfH6TCauK3KbkCJ5W1zHVc1MUur9e+c2Ud2zaL+xtJl8Qz9+kSRLoIjLq3pE4Tn3PdmUA/DVp9ctX1A/h0Qlhnq9RA5V/uNJA3Xffffjggw+CKgvJM9QVJjmKlJcIeH4MDJkKTwLT6rE4f2W8JXSTl+JEDLtm3AgAyb8mnK7Km/axizgoO0vrnmXUhCdAr+nUaUXk/aIcvCLqqBpxNdGyCd07U83m3tnXP2l6bHU+q0iepihpuragK5OTNiPySgkNXi40An5oI3KZcNUq1LpJ0yOsA6zqhps+L6j796t/0t2Ln5o3Qkw8/fTTGDduHJqbm9N+SyQS+MQnPoEtW7Z4OrerIBIulFWEJPGr83MTaU9HppNwp+Y0YZvsq/4xgqbaurRwuroVUhNWApVVzit50mCaQERNeJI5lChLEyDVuhu1ewqCTJ9BJn2BacLpJuqe6bdME0KLPEAmk7wRqxqw+5qb0rZ7eZ6vzZ2dU+HDTzIdH7zi1oQcsBd43N5HUPfdPQ5kFvyp5zw9UHgi2WL58uWYOXOmVvMWj8dRW1uLZcuW4dxzz3V9btdhzIuKilxfhBC/MJkByuY8dqtdsqAQZCSvKCBHhbLLjaUza8qEfvtiyaSbUR0kTZM2WYD0K4Q08Q+75M129dsUmEH0J7IArVtMkE33RCQ2uTzZ9GeSk+Tmsh/MtG2olg1hbWujlyzTJmvOJk6C7MjP0qpeqMFQnAqU8lhu5U8rEtKr43ahjtnEHS+88AK+973vGX+fOnUqGhq8LSK5FqDGjBljK0S9++67ngpD8gtd5+x1omyKbiSwmhBZlUPkSSo05LC4QoiyC7Uu8EN46oh3oiMuv0tvIerDgBqeWkWu8xz4w4Oob+KdmHyqVHNSq9V0Ea3Pqi2pwpMVal0Ju6mWF/wQdPIp0mDQuB2DnQhEctuxWihy6kdowipUOiE6/vnPf1r6DxYXF+P//u//PJ3btQC1aNEixOM5Xj4hocTJ6p8cmtcrukSogP2qsgnTxN2vMMlhpWrDgqRZoprs0ytOTKB0TvbCH8Aqp06YsUtI2SOwZ2+VfPyaFWjt6s4R5Lb+RmElPxN078RqMcXKtNXO9NVpn6TmjzMlAM4Xk7ugCHt99aJddNqW/V6gcfosreqlTtvlZqymwEQy4YQTTsCLL76I0aNHa3//y1/+gsGDB3s6t2sBqqamBscff7ynixEC9EzWMzFpUgeJMIYRDyMT1i3FnX1PAWD2U7LDjZ+InVAkzJeiqn3KdLISpFlfrKINSLju4lPI57YiC1FW6N6xnVbKatKn829yE1ikqbYuxZeRRKeeZir8WvWTYhHADqfPyu0z1ZVNbhdyX2cXrVA+JwUokgkXXXQRbrvtNlRXV6NPn9Tohx988AFuv/12XHzxxZ7O7SoKH/2fiBVCi2AXiEAeRKKwmppL7ZMQNKs2LMhYQ+T0eLd5rdxyKFGGHdWLLYNyqBqqqCNPAqzybrnJleZkv0wEU6s6IMoZhfZrhRoZram2LmWb7h3ZTeiEL5HoN+SIk0B34IZCpNBz/2TSVuyipobpmTr1q5JRA+zIY5AuUmU+WoSQYPjWt76Fd999F2PGjMGSJUvw6KOP4rHHHsP3vvc9jB07Fu+++y4WLPBmFeV7FL5f/epX+MIXvuCpMCR/sBOeuKpkj5pXSAR5CEq4Uc9rWqG3yt0k72P3jrvPrReQ8kVwEgjfGKAnSp8qQMoryE7fs5XJzgtX3uI5D5TdtfPJlEzUc/HMnQZSMf0uvw/Tu+EEsPDI9J2bjjflL8s2TvqrzkSJsc8yBX9StVNsO8QNAwcOxLZt2/D1r38d8+bNS8oxRUVFuPDCC3H33Xdj4MCBns7tSgN19OhRHHvssXjppZfwt7/9LeW3Rx99FBMmTMCXv/xlTwUh+YM8sVId6P04pw4nq5vyqrmTlVCx8pXpRNHLqqvVNYNaxdVdUzUtkgcvk8mFzglfxY02LF+Q78VJSHy7Oi00G7kSZPJxIuO2XYmVcqF9z8dn4jf51KZ1ZFMbJK4V1vpnetdu+qym2rrkGBK2+yPR4MQTT8T69evx9ttv4w9/+AOeffZZvP3221i/fj1GjBjh+byuNFCvvPIKPve5z+H1118HAFx22WW45557cNVVV+GFF17AtddeiyeeeMJzYUh0sQpJqnaWVjlOrPBL+6L6LtidMxMzqEyiDsoaC5UgVhrtIiipGjE7LZGshZIjj+m+C2StVj5OtJzck84E1vRevLYlv8inCY3Ot0+t49QoeScf27OJbKUscBM+PFfotLphyXNFCov+/fvjX/7lX3w7nysN1H/+539i5MiRePTRR3HVVVfhkUcewac//Wl85jOfwRtvvIGGhgYMGzbMt8KRaOBWSHht7mzPHaLdtawGrabaOqOj66jG+jRBL9cDvnp9scrodaVxT818dDZ/JNA0mwUwK4f4yngLhpYnMLQ84SlCnii/6bd8Fp4A+5VX1SdHRn0vwpdG9bEh7uEKN/GbbGiiVKuAMCJryQBvbSzTyL1horg5huJElj/NhTtGXHHFFY4+XnClgfrjH/+I9evX45Of/CTOOeccPPTQQ/jmN7+JmTNnero4yR+EtsFNPo5cdPxOI2+p+2e6ouj1WDnHhpgoZ+KEvmvGjVi/fj1iFW3osNhP9geRwzsf+uj3oeUJz2UQqHWFwpPZB8BEoQYk8BsnfkuE2JErf6Sw1lndWOs21Ho+CU8k+wSZdsmVBuqtt97CCSecAACorKxEv379MHny5EAKZuLuu+/GyJEj0adPH1RVVeF3v/ud5f7PPPMMqqqq0KdPH5x00km49957s1TSwsNLMkM3wowc4c+P87nFi6+JkzLrULPA+yE82WGl8VDf7f7DcVsTPt0EQgycUQ1b7pVM/JTCOjkCnPkmZutaJBw4nfCGKXKcH4TdHykXyFYTMk7bcr7VEZJ91qxZ4+jjBVcaqKKiIvTq1SNz9erVy3OUJy889NBDuPnmm3H33Xfj7LPPxqpVq1BdXY2XX34Zw4cPT9t/7969uOiiizBz5kzcf//9+P3vf4/rr78eH/vYx3DllVdmrdyFiN/Ck5Ns6G7xI8+FHV7NFSrjPYluRzXWozPu74BsitCmi3oksLt/edLQrblq09roi0S6+RZpL0hE1Du/E2VmgpgEmbSz3fXI32uRaCAn6bYiW75C2SBf7sNPMs3jxGdKwozrMOZjxoxJ5oM6cuQIJk6cmCJUAcC7777rXwkl7rrrLnzta1/DtddeCwBYvnw5/vd//xf33HMP7rzzzrT97733XgwfPhzLly8HAJxyyil47rnn0NDQQAEqi+gGye4JkX3H6nXCKK8GOg2ZasJk9jd6yTLfNULq6q0Qpg75ehV75CAPqq+TKaiFmstDFqJkwUr4UcnnEu+DE2X7SaVcF3X7ycmSg0IVslU/B4EfZkysE9lj3IJleHmxP32aXT0WdSNMiwLEf9QxgO2ZZBOn/k2//vWvXZ/blQDlVc3lB21tbdixYwduvfXWlO1Tp07Ftm3btMds374dU6dOTdl24YUXYvXq1Whvb9euwLe2tqK1tTX5vbm5GQDQ3t6e99nfxf25uc8J65aiVLIEFcEJ5HOUohfGNf4XXrjylp5tRd3HFDf3wicalmPnTTeknfv0H/wIZSj29NxFmTqLeqUd/9crv+n6nH+98puYsG5p8j7Gr1mBWKW7Z2XHuZvuQInBqrYU6ffhBSfvWLwbAIihF0q6UstUil7obC5BrOKjiHrNJehzOP09incQH5ZIXq/0o/P1PhpDSVcvlKIXXrjyluTvu6+5KS/b2e5rbkr+b3d/uvYC9LyXmFRH1P3k9hjkcywt6pVSDkFnUfq2TMsh18d8rBte8NJXO6GofxEmfns5/nhben/slGcvWJj831S+8WtW8L06IKj3nC2Sc4N4B8b++C7smnFj8r2L734S1edEgkP1gXrggQdwySWXoLy8PONzF3U5yY4bAt58802ccMIJ+P3vf4+zzjorub2+vh733XcfXn311bRjxowZg+nTp2P+/J5VsG3btuHss8/Gm2++icGDB6cds3DhQixatCht+wMPPIB+/fr5dDeEEEIIIcQv3n//fUybNg2JRAIVFRW5Lk4Kzc3NiMfjGLmoHr369MnqtY9++CH23j4/lM8l25SXl+OFF17ASSedlPG5XGmgBB988AE2bdqEv/3tbygqKsKYMWNwwQUXoG/fvhkXyA5hPijo6upK22a3v267YN68eZgzZ07ye3NzM4YNG4apU6fmfcVrb2/Hpk2bMGXKFEe+bRPWLdVu72wuSVlZkvdTV9XHr1kBoFsTpdNCeWH8mhWIVbSlXSvMnLvpDgBAorkM8Ypuk7ktU27z/TpW71i8J/HcxLsBkNQ2AUjRPsnb5P3EPQDACcd0a3H/caQCW6bclnYdksqEdUuTz1O3Qmtqd4JS9MLCvmMxZcoUTLz/XuN5/EC0NYDvM5u47avDhNyvAMHVzXwgyu9ZIPdXcvoM2YIBgHbO4LZPERZDhGQD1wLUY489hmuvvRZvv/12yvYBAwZg9erVuOSSS3wrnHr+WCyGgwcPpmx/6623MHDgQO0xgwYN0u5fXFyM4447TntMaWkpSktL07b37t07sh2YW5ze68s1t+oDQVR8mHJ8K44C0PtrdFR8iM5ECV6tm5P2mxeEfXUMRyP1vrZf9J2PnuVRtBUddeSArSLehRP/Lt07fj/R3R2c/LMfoKm2Dq/+x5wee/VET1fRVDsn5XoAgIoPASAZGn37Rd9J+nPtbTkGQ8sTaCs6io+v+35KGUg6L9fcmnzuumdkbHf4KOpVUS+gL3DGYz9Ea1ex8Tx+0Np1FEgU04clR0RxXErpVwCcsmwlw/HbELX3LPvy9o13+7rKfq6xuJRG46M5gG7OIMYip0TpGZHo40qA2rZtG77whS/g0ksvxS233IJTTul2VH755ZexdOlSfOELX8DmzZsxadIk3wtaUlKCqqoqbNq0CZ///OeT2zdt2oTLLrtMe8ykSZPw+OOPp2zbuHEjzjjjDDa0gJEdg60m9H5G2ckH59TKeIsn4UnGa2QrXUJWq8FLDq6hC9axo3pxciDdfzie8X0VEplEnWxvb8f69es/Wtk96nPJCMmcptq67uiiiRJ0xDtzXRziI3Zh7MW7l4nF27TjVqGluyDRwlUeqO9+97uYMWMGfvWrX2HSpEmorKxEZWUlzjrrLKxbtw7Tp0/Hd77znaDKijlz5uCnP/0pfvazn+GVV17B7NmzsW/fPlx33XUAus3vvvKVryT3v+666/D6669jzpw5eOWVV/Czn/0Mq1evRl0dV0v9QO0E9ZH2skPUhadRjfUYP/RNXxLUehVKva4CO8l5QuEp+2TDNCoWb0tOfghxSyzeRu1lnqFGaTVFbdXlSHRjRUGIEx577LGUz9GjR/Hb3/42bbsXXGmgtm/fju9973vG32+44YZAE+t+6UtfwjvvvIM77rgDBw4cwPjx47F+/XqceOKJAIADBw5g3759yf1HjhyJ9evXY/bs2fjRj36EIUOG4Ic//CFDmAeIVdjipHndR6tKQXeS8oqWuLZpsFYngOp9xOJtgZVXhPY2IUweRPjvR89Zqd3Pj/K5FaLsrknBKRx4CRVt12YIcYpuYsxJcv5yKFFmHNPUxU5TmhCxPZ9yhZHsc/nll6dtq62tTfleVFSEzk73mnBXGqgPP/zQMpBCPB5PCQEeBNdffz2amprQ2tqKHTt24Nxzz03+tnbtWmzevDll/8mTJ+PPf/4zWltbsXfv3qS2imSOKmS4XYX2c9VaneTJOUbkDlunqbLTpJn28wNRnkOJMuw/HE8TjsTvnYkSHEqUGYUnQlRUZ303Wlq3Gl1OcIgJ0W9aLRKR/GNH9eKUBTR1LJY113tq5ic/OqjhJl45evSo7ceL8AS4FKDGjBmDp59+2vj7b3/7W4wePdpTQUh+INssm+yXZcHLrmMUK1BWv4nfTUKUitXkUHTgTjVVpvO7mYCKclppa4oTsYKapM7eWYPZO2tyXYy8QkxYqjYsSPmobcyq7sp1m+Y27lD7KxJNRBuIutl4kAShaWS7IV645pprcPjw4UDO7UqAmj59Ourq6rB+/fq035588knMnTsXM2bM8K1wJNxYmeLZOX867VTFqqXaecrfK+MtScdVJ+ZG6j6m1S+xn8ikLj5WA6fTiah8jabaOuPzEL8XWpSqvx8ZgL8fGYDLts7KdVEihwgBHKtoS/ooCRPQyngLDiXKUj4CN5NCTmbcU+iCps4XJsrQtFWPrp7vqZmfHMvkMc+uTZh8pAhxyn333YcPPvggkHO78oG66aabsG3bNlx88cUYO3ZsShS+3bt34/LLL8dNN90USEFJ+JCDB8h2zHbCk9uBR0z6nHaeTbV1aaYCanmdIo4VQpTAqdmfF9+TQkIIvvniKyX81YD8mDDrIjMS7+ypme9ZczFuwTK0xbv/f2W2fmFh9JJlBbfYkm0YGc5/ZH9L1ffS5CNFiBNE7tcgcCVA9erVC//zP/+Dhx56CA888AD++te/AgA+/vGPY+HChaipoclNIaHT5Fh1dPL+TjvEHdWLU/YVQow8iMk5JsS5Y3F9IAg3DqlqGeXyW02UhbDFgdYesSqtCpq79g9JBs2IGl4E9SB44cpbkukanAr8bskHITHbeK0bLy+ejXELllnu0xHvDK0QlW91hcEN/EOMmTSLJEFQVFQUyHldJ9IFuqPhfelLX/K7LCQPUIUoq0HGKmKfek61YzUJKPK15ch5apl017Arg4zIZaFuF2V1IzyZhMlCGJw7EyUoTsTSOqLORAkO5aJAGRDmqHVyu6TwFF2cCFFA+DRR+VpXghaiJqxbijv7noIJ65bi5ZpbA7tOmNGZ7+drfSLBMGbMGFsh6t1333V9XtcaKLtCFBUVoaOjw3Ifkt+4EaKcomp/VExCiBNhxq3wZLfdzQS6kIUnwP5ZRcVvYvSSZShGOMzdXrjyFq2fqh91SjWPJdnn5cWz0d7erv0trMJ7PhOkmbZoy/GKwohgqD5Hq3E9jHWdhJNFixYhHo/7fl5XAtTDDz9s/G3btm1YsWJFoPaGJDo4sVs2+RXZDbi6TOZWWJnTeRGeTJoGv1bG8n3C4ZSwmMKZEPWgEP2EnGqPCckncumLU7VhQd74iqro+vruxU/9voS4oaamBscff7zv53UlQF122WVp2/76179i3rx5ePzxx/HlL38Z3/nOd3wrHIk2TgQBOReEwE4Qkfe3EtTkjlbnO2XXEevK0H2tnhxTotP3OrBSWNITZsEJSNWCdsQ7Q19ev6D2iRQqQfkRui1DPo4ZOuEJSB+38/HeSbAE5f8EuAxjLvPmm29i5syZOO2009DR0YGdO3fivvvuw/Dhw/0sH4kAXiZVdh2hKWeKKjyZzmUSjuRw5G7RCUkjVjUkt6tOsLqw0FGcgDJ3TTpyeHAvwlM28siMX7MipX5mijCHFR9CCpVcTOSjYs6cCaZ+0euYTUhoovABQCKRQH19PVasWIHTTz8dv/3tb/HpT386iLKRCOA2YIKMrD0Socq9hiyVj5M7WjmEufzda3kFcievduxWE+NYvC2y9tv5uvrphUyfg6iHQdaFXTNuxMfXfd+Xc2XSzgnJB3LZ922ZclsyomYhoJr3i76HYxBxy9GjRwM7tysN1JIlS3DSSSfhiSeewIMPPoht27ZReCpg/FhB31MzP5ksV9YoiaSf4jcn17fqWNVkolbnFYxqrEfVhgXJXEUyTbV1thNK00q9MFv0Q7MTVs3Q6CX2kcJIj0AdFKIt6eqwGyg8FRZR1JST/ELOwSgT1jGPFB6uBKhbb70VH374IUaPHo377rsPV1xxhfZDCotMV4R2VC9Oc47dUb0YQ8sTGFqeSE7+dPmg5IHeScd6KFGW/Dg9Rodd0mCrCadTAc5JGfw4jx1e3y8nYWbkZ6rzAwwCP66xp2Z+8kPyE7ZbkkvksdM0jlKIImHAlQD1la98BVdddRWOPfZYxONx44cUDkGaoj16zkqcdMzbKUIUkG4yl6kmR/iJ6M6hszt3El3QhDzxzET4yfYAsqdmvqfnns1yVm1YgFGN9ZHRfqlCSFDPSixEZCpsZ1to4kQ++/CZkyhAfygSBlz5QK1duzagYpAoki0/npOOeRuPnrMy+d1ukBf20yZBRv3NFOHHHIUv9Vy681s9mx3Vi5MCYWW8xZNdt1dfsUxQc3HpQszmkig6WWfjPT56zkpUbViQ0fPJtvA0qrE+dPWLEBIsTlKUUPtNwoLnKHyEmPDLvwcAPt73AJad3piyTRVOdEKMVd6nptq6tGOcdMq6+9FFJdMJT6qWSzVZ9Bo4g/Sg05JFAVHuIMvuJX9MNiIF6q5HLUjuiWKQmyBwMo6xvrrD7plajWsc80iYcB2Fj5BsUjv2mbRtYnU6k1DkQaxux+Jtrjr4HdWLMxYyc5VY0S4vx2tzZ2ezOEmiOvHLRrnd1E1OCguTqLafIHDSN1NT6o5MxjsKTyRsUANFAkN0eG4mY1b+SEBqB5yryGAmJ3r5ftV7Nk1M7AaFMK/Kc0DLT3JV1zh5J2HCLmcgAxl0o47XflqgEBJmqIEivmPKl+QU4aNUtWFBiobFlAk+GxM+cW2T0CCXRZfjx8pnyEoQaaqto/BEsoZTwT8oKESRMKLma5PHIq9+rPmAKjjZ4fYZyf7KhfqMSXihBooERrd5gz4Xkgl536HlCVy2dRaqNizAiFUNyZXAzkRJSkfqdtLl1t/EqVOrLtmoV+FHvqa4v6hEl8sEoYG8bOusXBel4KEwQwoZtf6LvtzUp8u/h9VqwE+yEeyhqbYu5TzUapEwQQ0UCQwvHah6jIhWJyLrmSLc6aKZ6SLx6QQnq/DO6jnFKpidRkqUWfzuZjJqGiQ64p0YvWRZzvyLskU2clsRPRSaCOlB1x7s2khYrQb8xGQN4hdOIuISkmuogSKhZkf1Ysvwy/JAZfJLsopyppus62y4ZXt4u8FRJMr10ulzhY24xWmdKYRVcULCgJOFiKi0RXU8DFp4IiQqUANFQo+pg5ZNJtT8EUL7JEfdkzVSsjBlF8lOp/XSTVr9Wr3XCXqFohk4bvh7GFqeyHUxIoMb4QlAsk1w0kNIsFi1NXXsihLsO4jMiBEj8Prrr6ds+8///E/813/9V/L7vn37cMMNN+Dpp59G3759MW3aNDQ0NKCkpGeu8+KLL2LWrFn44x//iGOPPRa1tbX49re/jaKioqzdi1soQBHPqIOD+t20wuYm3LfdACQHbLALJ6tLnisLTyJohWyi58Zk0AnyMSaNmZOVyaiY8qmBQASmiYMQnkTiZE72zXSbt9onx2WoZUL8x64vl/fLNLCSn+iub5eWwu43v3H6bEk4uOOOOzBz5szk92OOOSb5f2dnJz73uc/hYx/7GLZu3Yp33nkHX/3qV9HV1YUVK1YAAJqbmzFlyhScf/75+NOf/oS//e1vmD59OsrKynDLLbdk/X6cQhM+khF2jrUqbgJKiE7UShCTcZsXSre/8LkSpn+m1cFsmNqZgkZEJZiEeEbimcrbTfXg0XNWpghPxBlOwv6L4CuckBCSGV77Jl3fl2uBSmAVYTaXfQbHgfBTXl6OQYMGJT+yALVx40a8/PLLuP/++zFx4kRccMEFWLp0KX7yk5+gubkZAPDLX/4SH374IdauXYvx48fjiiuuwPz583HXXXehq6srV7dlCzVQxDNCABEDgCqQ6MzlTBodle5zlqR8l49TByE5yIRVeXVlkjmUKDOuGKrXVP2nnJhjmDRXcgS/WBwo2tcXQI+mSRaaOuKdltcIA+L9Hfrouy7AhxUcNO1REzGr9XbCuqUp+0fNVIgQE3KfnK3JvWkcsEOUT+3T5LEo16Z8uV5UsbM0qNqwIOkLneuyRhkhsAhKS0tRWlqa8Xm/973v4Tvf+Q6GDRuGL37xi/jmN7+ZNM/bvn07xo8fjyFDhiT3v/DCC9Ha2oodO3bg/PPPx/bt2zF58uSUslx44YWYN28empqaMHLkyIzLGAQUoIgvODVzC9q51u3gJnfccrAKsd2uLE7302E1aHYN/wCdiRIUJ2IAgNfmzk65Rq6SCDtFzn8FeJ90EGusTElfuPIW9O7dO8slIiR4ctH/yQKPk0h7ah8mFtx0QZGyKTyFdSFFHovVZ5dPC2q9m4FYa3av2fnR9YYNG5ay/fbbb8fChQszOvdNN92ET37yk+jfvz/++Mc/Yt68edi7dy9++tOfAgAOHjyIgQMHphzTv39/lJSU4ODBg8l9RowYkbKPOObgwYOhFaBowkcyxirAgtt8TSbzLifHWg2qcg4pdX9dSHIn0fbEQGjVuavnkH2r5N+bauu0GjzZz6mpts51Xq1c01Rbh+JELCWKoVMtJHGHH0JnWMyJCLFCCCO5WGgRfZfXPkw1DWdf2INpLOWCmj+88cYbSCQSyc+8efO0+y1cuBBFRUWWn+eeew4AMHv2bEyePBmnnXYarr32Wtx7771YvXo13nnnneT5dIEgurq6Urar+wjTPQaRIHmJVccvryaZEhJaHS9M8nTCwqjGeuNvOlTBxK2vlHyc7pry+WStkm4yKvYVmiUZ9dymIBNRIwrBLqKM33Ui1+ZEhNhhFznVb0x5/9y0E7XMUezLcwmfV+ZUVFSgoqLCdr9Zs2ahpqbGch9VYyQ488wzAQCvvfYajjvuOAwaNAh/+MMfUvZ577330N7entQyDRo0KKmNErz11lsAkKa9ChMUoEhg6OyanZg99IQe7xGiMlHhi/MA6aZl4pqivLpjBGqodHm7fE6re1RNP4RwkS+5NWRfrqjeA6EQ5SeMKBZt8sl8LKyo47NAHivZH2WPAQMGYMCAAZ6Off755wEAgwcPBgBMmjQJixcvxoEDB5LbNm7ciNLSUlRVVSX3mT9/Ptra2pK+Uxs3bsSQIUOMgloYoABFfMWJOZtOOHGLWzM2dX8neZ10+1uFOJf/tzpfLN6GLiWsdD5OrJxMwkWEvmyvKBNCgkUEvom6Bjof++awYRon7II+kdyyfft2PPvsszj//PMRj8fxpz/9CbNnz8all16K4cOHAwCmTp2KcePG4eqrr8b3v/99vPvuu6irq8PMmTOT2rBp06Zh0aJFmD59OubPn4/du3ejvr4et912W6hN+OgDRXzDTgiR/XdMApAsnAgBxUnnKfvXuEXVGPkxYO6pmY/KeEtapL6qDQuS2yvjLWkhvqOOeF+qj5cVQ8sTuGzrrKCLRhwQRT+7qFCoE/GopF0g4YXap3BSWlqKhx56COeddx7GjRuH2267DTNnzsSDDz6Y3CcWi+HJJ59Enz59cPbZZ+Oqq67C5ZdfjoaGnrlBPB7Hpk2bsH//fpxxxhm4/vrrMWfOHMyZMycXt+UYaqCIK/wyR7E61qnpnG5f3TaryaBpgq+eQ2hT3JhzONWq6BISA9GdcDmJUEXCS1TrXVgp5OfZEe/U+nv61cfpIpMG/bxpkpk9+HzDzSc/+Uk8++yztvsNHz4cTzzxhOU+p556KrZs2eJX0bICNVDEMaaIcioi8Z6aS0loXZxmO5d9n/bUzHekXRKr5/Iquuk40yTftF1NSuplVUwIVUPLE9prjljV4FmTFiaaauuSHyt2VC9OSZ5LCMkPRL461YTPb58iIaCJRNFBw0k9IQSgBor4hNWgOHrJMuAjnx+TVsZqRVJoaLz4TpkS7DrRPOmuZ3J2VcsLIE2AFMftqF6cNFmTc4LIZSpOxNKS6Ebdl4AQtd3RNCd/8fPdyqbOujGkOBHLav9IISp7RN0ig+QvFKCIY0wDoio8qcED3AxsdtofOyFKF2pc/t5znlRhSI4epzPVk323rK7fXf703+WcU3tq5uPRc1amBaOQ712s3o5Y1QDE9WHPCYkSFJ4I0JPDyU3gmB3Vi7X+oqxD+Q0jIJIwQxM+YmTEqobkx0RQHVwunNhlszy71S6vPj5q4Aj5mlaTASFQBVGmqMDBNPuMaqxPfryi60M48S1sdMKTXf/FSJ2EkDBBAYoYsZvkmCZVXiZHdj5OJoFGvpbX6GFOBA9hX68mzdWVx873R0Sdq4y3aMOrq35csXib42ea7xGvKETlBprPEL/wIjxZHUvyF50/NSFhgQIUsUSXeBawDiCR6bVkZP8l1ZfJieZGRRdaXCAHrXAqHDpdodcJhyKQhF0YdTfPtCPeSSGK+IYfjvnUNhEr8l1zTgjJT+gDRRzjJZS3W4QvkNOgDwJdxD2dNkoEbbDSdpnuT2eGJPtOqeHI1fJVxluSQtOj56xMaqEOId1vzMukNd8nqlyFzD5+1SmGticm8r3fIoTkJxSgSOgRgRucROEzmfCJybdfwp+s/RrVWK9NHCtPDGStlwjZvf9wPOWcQhjThUhXBSw5ql+YMT0PUng01dblvXaUkDDBCHaEBAcFKGKLOvE1hRr3A52WZ1RjfUqEPB17auY7MivcUzPf8Uq4uq/u2k6jA76zr3/yHuQgEocSZSnHyYKYuF73NfSR/ay0XmGCwhMBGIqfkGwiFh7VBThCSObQB4r4QhCTeDUint01dL87KZdOayWOs/KzMoU611GciKFoX1+8s69/cpsqPOnObyeYmvy5wgQHbkIKi3ELlmHcAmtto+jfaNoZHMWJmNY6IuxkGvmTkGxAAYr4gp+mcboodk4FNHU/u3I5ye/kRgCQhSh5wHpt7my8Nnd2MpGuGk1Kd98iaIYut1VUhJKolJMQ4g8jVjXg/eGdeH+4OfWC3C/nImVFoaBqfKMkRAEMGETCDQUokjFh6+RUIcpNDho10h+Q2WqY1YClarmclE93PCGEBIFVQB1dZFaxzSqlRNjGi3xHTY0R9uevBpGilpKEFQpQxDfCPKGXO2BT2HCd9kgebHT/y1oiEfJZFwDCCqsBrTgRszyWeVEIIUFg6rdM28Wkt6m2jrl7iCfkuiWPq4SEEQaRIL6gGyzD5riqG/hFuYWZnCxE6QQbeZvascv3KodtdhLswUkwCKt9ohKVjxASXlL7POeT10z6H7t+0cl+2UCOtsp+1l96gjHBccRdQnINNVAkI6xMPKJg2y5MUawCSejQde52poI6Ac7tQKw7B80bCCF+Y9d/m5Ks2yG0U061VFbJz7NJlCf0uRY+7ZDLJ9c7k080IWGAAhRxjfAJirLwJNuE67CK/CcGUt2x6rPRCVGq/4DuGqJsIvBEFND5RRD/CLvvAsk/TP1jtvqkME38o9IPm8j1sxy3YBlOn2WOzKiWL+rPm+Q/FKCIa+w64jAIT1Zl1JXP6eqiup96LvG7vN+emvmW5n668opV16oNC1C1YUFyBVZX9jCs0smCEyf6wcFnS4LEiWbI1M8E1f/oopbmilz3s5mSK980EZmxLW69n1w29nUk7FCAIp5w0gnnesVLDg4hhytX93ET9U7sK5/HJEQJ3EQBFAwtT6R8gG6hKtfP1ISq0ePgFxx8tiQbuOlroixUZAq17npGNdYnFwDF2GAnQAHpQpSIwsfnTMIGBSjiGaFZUQWGsERg0iW61YUoV7FaBdOZJ8rnVLVBXoSnqg0LsP9wz0gj/g/LKqwTwvD+8w2hheSzJdnCSV0rZOFJwMl9KqMa67V+ax1xc24w+Vgg1ZpDjLl8ziRMMAofyQg52lyY6BZ00rfrhCiTP5Kd8CT2NUWgkqPwqee28hOr/KjcshAVdvbUzE8+L07wg4PPlpBwEraos9lG9P/d5ufdVhT7D8eTC3+jGuttzfu7x8ye8VkWnsTYLY/Xhfy8Se6hBopkTNQ6MdncTP7InbNI5meVi0I2K1ATFKr5LICeAcZO4DyUKEv+FZ8oEBbNY74SJQ0kIaQwGVqewLmD9wBI7bPcjA8i/6EqcKnfw7h4SwoHaqBI3iKvXjlBt8Ll9DiBnM9CR/fv3QKVGEx0ZoRCaLLaR3/uHjoTJZETbvOVqg0Lkv/7LQiZVmQnrFuKVhylUEs8Y2WCnI0cTWHKA2WiqbYOo5csc2Selu+MH/omTjrmbQDAo+esTPtdzWUom+sJ0/fRS9Ij9cnjIHNEkbBADRTJO3TZzJ1gt5/X6IK681oJNqLM8kDjZfJA4anw0An/DDpBMkVo6U11KRt1LMz1OErpJoJCjFEf73sAy05vNO4n3qP8PuVn99rc2drzylilICEkW1CAInmFF5W+SciSO3Wr8OHiWJ2Jgt15dZMCrwNDpgIXCQ5hiumn9kn1vROTignrlqbsF4YkpCT/UPsYXY47v68RZiGK6LVOOmTNUyZjVaELrSS30ISP5BW6DtVuQM/EJKDbpEC9TknKOYVAJEwKZTMGNyZ6TqDgVBjIvnpCkOfkkgSBLgiOQA4eExTs06JF7dhnjL95eZdivGT/RsIGNVAk75GFKpOgpDMJUKPoqVh16KrwpG5Xj7XLwq6zC7cjiBVhvxF5PtwMjlEeSP0ou/o+Gf2QBIWV8CSjpnIIG1HoC0kPqhlfLk1HCTFBAYrkPXJEPcDe18krbk3vTJ2/zmyla/gHrgcLUZ4wTmgyJWoDp8iZBvhbdl1i6BeuvAUAkn8JyRQrwUPUazn/HSGZQh8nEnYoQJGCxEoTlQlWSXZ1v9utjFZtWIDKeAvGD30TlfEWjFjVgNFLljleSZUnNCNWNWD8mhUAgPFrVoRiNTYTrUnUhCg73zenyKH37fD6fHU50AgxERXBKSrlLFSENYLT/oZad5JL6ANF8h4xaKqdssnMzglufJecarx0g4FIRig4bvh73SHOHZwzKoOLm3JGIayxiVwKfFUbFrgOYCF8D0TSZzUEMcl/nLzvKAglUSgjsYZ9DwkbkdFAvffee7j66qsRj8cRj8dx9dVX49ChQ5bHTJ8+HUVFRSmfM888MzsFJqFDjVZmtYqvJtiVMUW7s0oUqF5LNumSy6ZDFaLs9jfRVFuHWEVbyvcoEUbhyemKqZ3Pmxsq4y0pH6eIsso5qewQwpO4rptjCSHECzrTZELCRmQ0UNOmTcP+/fvx1FNPAQD+4z/+A1dffTUef/xxy+M++9nPYs2aNcnvJSVMwFbIOIlWZpf9XEXt3J1qtLwKMJkMJi9ceQvWr1+PXTNu9HyOXJEvg2im9yE0SW6FGbfhzE2aUy/aLEJIdlDTG0QREbGWkDATCQ3UK6+8gqeeego//elPMWnSJEyaNAk/+clP8MQTT+DVV1+1PLa0tBSDBg1Kfo499tgslZpEBTfJdgFrrYNTMy1dJDVdNLpHz1mZon2K6sQ1X6NgCWHI6WDvpxDotC4MLU9gaHkCO6oXY0f1YgwtT9ges6dmPooTMRQnYija1xd7auZ3m45+RNT8zwgpBLxEaw0TYiyW8ysC7G9IOImEBmr79u2Ix+P41Kc+ldx25plnIh6PY9u2bRg7dqzx2M2bN+P4449HZWUlJk+ejMWLF+P444837t/a2orW1tbk9+bmZgBAe3s72tvbfbib8CLuL9/vs1RaN+hsLkFxUff/MbfrCfEOjP3xXUltzvg1K1Ba4ewcnUW9ksdOWLc0pUzq83/2goXG39ySq3dcWmS+v6jz1yu/ifFrVqTUBRlRL1648pa0exdBPbxqBEXdkM+rvuNffWpZ2ncn7+CV2bNSzvnXK7+ZTNJbivx7j1GiUPrqQsfte1bbbNTYfc1NALrLLv4XOLmfKNxzSTMQy7IhVCeVeYFQ1NXV1ZXrQthRX1+PtWvX4m9/+1vK9jFjxmDGjBmYN2+e9riHHnoIxxxzDE488UTs3bsX3/72t9HR0YEdO3agtLRUe8zChQuxaNGitO0PPPAA+vXrl/nNEEIIIYQQX3n//fcxbdo0JBIJVFRU5Lo4KTQ3NyMej2P8zHrESvpk9dqdbR9i10/mh/K5RJmcaqBMworMn/70JwBAUVFR2m9dXV3a7YIvfelLyf/Hjx+PM844AyeeeCKefPJJXHHFFdpj5s2bhzlz5iS/Nzc3Y9iwYZg6dWreV7z29nZs2rQJU6ZMQe/evXNdnMAYv2ZFSjCFzuaSlO9im4z4Xc6tI1bjxb6xira03DvytdRzyudVzx0UhfKOs41aF3bNuDGpXZIxaahMv3khyHes3lMUfenyAbbjwoDvuQfRx1qNk8JiiJBskFMBatasWaipqbHcZ8SIEfjLX/6Cf/7zn2m//d///R8GDhzo+HqDBw/GiSeeiN27dxv3KS0t1WqnevfuXTAdWL7fa0fFh+iQN6jfP9om22DHcBQAUp5LK45+tE/3b0gUpz231q6jQEI0s6PJ7cWJGADg1f+4FaMa61EZb8nqM8/3d5xtWsW7/ajenPyzH2j3O/lnP0hz7n71P+Zo982UIN7xq/8xJ8WPTXc/JHuwHRcGhf6eZR8oq+dQyM+IZJ+cClADBgzAgAEDbPebNGkSEokE/vjHP+Jf//VfAQB/+MMfkEgkcNZZZzm+3jvvvIM33ngDgwcP9lxmUtiIXDgmp9YRqxocTyhfmzsbQLfDvhpRbfSSZeiIdyaDE4ioRPkSiS6fKDQH56baupTw5swPRQjJFuxvSFiIRBS+U045BZ/97Gcxc+ZMPPvss3j22Wcxc+ZMXHzxxSkBJD7+8Y/j4YcfBgAcOXIEdXV12L59O5qamrB582ZccsklGDBgAD7/+c/n6lZIiJE1TlZR+cSE2bSPvEJvEqY64p0p39WIaq/NnY1YvA3jh76JynhLymSVhAddfqem2rqUj0y+aGvU+2C9JIRki3yL5kqiSSQEKAD45S9/iVNPPRVTp07F1KlTcdppp+EXv/hFyj6vvvoqEonuEL2xWAwvvvgiLrvsMowZMwZf/epXMWbMGGzfvh3l5eW5uAUSApxO9OSw1F7yUfjRwYtVtqHlCdc5fLyQj2HGnSAnmA0iUaxV0mbxzKMogFitAkfxfggh4cdNyhFCgiQSYcwB4Nhjj8X9999vuY8cULBv37743//936CLRSKETlsgb3OTQFfuxOXVeCGAxOJt0rm9d/iPnrMSVRsWpOTgCRo3Zoj5hHjGmZiIqMeqdc507qhOCnT3QuGJEOIne2rmO7LsICSbREaAIsRPxMTPS8Zzk/AkvqsTyFi8zdEEWT5O7N9UW4cd1Ys5Kc0y8vMW2j8hYIm6Y3onXt6VbkIg+xlFxeaf9ZQQEgTC95LCEwkLFKBIwdGZKElZzXIqRFlpFuy22wlRJr+qHo1WehmCotAGKKugIEC34CTvM6qx/qP35F74VhHH6yYGOmGcEEIKlUIbm0i4iYwPFCFB4VZ40n0HnK++FydiyTDmQI+QZKelovAUHFbPVvxmMr1TP+rvKrp6Eou3af3PoqJ5UsmGzx4hJL8R/qlcSCJhhBooUpC40RyYBBsnGikdHfFOFCdiaaHKTVqqTLUcTilU4UmHSXCRTSsFsuDj1I9ONs+T0flIRUmIstPmEUIIIfkANVAkr7CKIrenZr4nnye786q/7amZr530ytftiHemCE9ixT5bwlIUMa1Gyt8zWa0UGiQ7gcUkaDp9dyaBXA5VH+VVV/H8gohoSEjYEZE18yWqab7cByF+QwGK5A2jGustJ7F2v9uhG0R0wpPuf0FTbZ02rLUcoMAqjxAxm0/K78JrIAe7563+bjexsBKkoxp5zwmHEmU4lCjjxIsUHG77iKiQi/uIkvadFB4UoEheYDVhdruaL/tvqBoreRCRQ5bryqELmy7+VsZb0vxETIOFSWBQhYZ8x6Qdkn2PZKEkmxocK8HcToiSPybtZVgxPWOdPxghhULYF768aJVyZR1hF/WUkFxBHyiSFwQx6ZSFJ9k/SfipyIOk3LmrkfOsEELUjurFlvtFaVIdFE4nJTo/paCQw4zrBngRXc+tv1wU3ne3iZ4+P1nYJ5CEBI3T9BXZxq3glOu2rC5KRqFvJIUBNVAkr/GyauUlaa3bTn1oeSL5v054cmpDbzW45ZMdvhW6Z5DNQd8qSl9qQuWe/cM4sXJDGPybZF8xrk5HlyD7pzD0f5n0Rf9ve/ex5266w9VxVRsWJD8qOhPysFEoYxeJNhSgSN6SyaTKKtiEk6h8dr+ddMzbSSFKLadVVDf5fE6FtlyvIGYD+R5zITzZbXdaFzlhcI7XZ0zCQ9DCUzauY0K1UvDCP45UAAC2TLnN8TFyO7BaDAyzJkf33KJm3kzyH5rwkbzAFBZahxCA1P1lwUh3LtGpj1jVgNFLluG1ubPT9tlTM98ysAQAXLZ1Fk46Jr38ItO6VRnk/eUymchH4aknkW3qO5G/5xJZI2UyP7Ey75HrgO5+5HPmakIhBz3JJQybHiy6BM86xDtwYqqqq/dur6NeS3e+QqR7HOz57sav1iuiP86k79WZ5onxMNNzExIU1ECRvMBNB2sXBc2J4AIAo5csS/tdHuCFI718jDCp+PuRAdh/OI5DibKUAcJt9D2riUIhDDphNPMQdUA3gZTNzewE/jC/vzCtBouyhKU8+YLTdmUnwKrvRTUfE9/dCsKm/dVyRzmaqRvNE4Ckv+WO6sWWfrV+LjqIcTTTfthkiRHVd0fyH2qgSN6grkY7yfmkClG6/cV5us9t9l2RJ8bqeYWGrDKOFMEJMA8QVqvrxYkYOuKdyXML/BhsdKvJYaH7XrPnPySvjJqiKupQV4JNmDRRYZ00VG1YYBvwhEQfvxYlTNpYoKeOu5nMq+dRNVc64SkoZKsHJ32lOjYBuW3nQQRkEM/E63lT60K0/URJ/kMNFMlL3Drpi1VQ+Tg1PLb4vzgRA4CkAGN1bXX1U+THcVo+00D02tzZyXLI+LUKWBlvCUWgAJlMAmpkgpsgBV4CRITZmVsmbPWBBIeXPHRqX+VkEu2lv5I1jlbly6Zw4jayZljavN/mr17vS9UgRz3IDikMKECRvEOYxKkDqJxvR45EpJqTqDlsdBGLOuKdtmYnamADcU4x8BcnYlohyCk6HyzAewSjsPuSyO9Bfb9h0tiIsrjJheRm4pELzSCFJ2KFlzop+psgJsvZEFDUPmdUY70x8p1Afk5h6LP8XCgT5oNqfkM3qAtQYXhGhJigCR/JK0xOzHaDtOj01ahF6kCsBi1I/d+641e3mQQgN6iBJ6yuZ0cYTfZMZNvvyc2zUctmClqi4sYcKNvQbI+YcFpf1b5Z7pP9qvPZnnCr5RbCiJWpa67bt1hADOqZs68ghQI1UCQvMWlTdNokITwNLU+gMt6SppkSv9tpPIRGSbXJt1uVzBT5eroy2BF2zZMg2/mTvPiCZSrYufWlcIKcKymMQTdIdNDVHy/9h9+amLD0YbLwULVhQWhzlOVaiFMxWU2wryJhhhooUhBYhY0+lChDZbwF+w+bvf51ZgmyQ7MI6mCaDAS9KpfpJCQqGd6tNG5+4jQIhHpMpjh5D1F4TyT/MOdV8rao4Ze2SI56GYa2Iff1akTOMJQvbGZxagoS+j+RqEANFCkY5E5adVoVpnuHEmXJ7bJZ36FEmXYlUewrfKJ0OBGehJYql6uVXq6di/JmawKg82GStTmqZkfG5GNnd34guFVXPxJ7ksLFqV/RiFUNlpoXP/sM9Vxh0/ZkW2AavWQZRi9ZhnEL0lNshIFxC7rLdvqs7vLp+jq5nrG/ImGGGiiSl9gldNStVsrCk/xbTwjyFq1te1NtHUY11mu1VFEYADId5HOx8hvm5yrqgxVOkjn7hS5BJSFukOuzyQ/UTSJcv/qMMGh0wkibS+15ttm5ssf/VyeYhyVKISFWUANF8grdipZpkHW6Wiki6Akt1WVbZ2mvMbQ84aKkqeyoXpwWwEJH2FZYBWEtl1fcCBm6qFE6oUVscxpUwo4gV/IJkRF1V+cHKuqxXeLTsGuLgkJomoMQ9tTxriPeiY54p6sARdn2M3p5cU/Z7PrZQqkjJJpQgCJ5hxshCkg1pTJ12HYdvR9BIlSzQhVRtjCFlJZzsuQb6kr7iFUNaRoiWRhSBSLds1HzjJmwm9RQeCLZRtfGrZKAA+k+QCqFUPfc5tNyi5pI3c21cik8CeR6VRlvSVpy5Ou4QvIHClAkL9HZ4TuN4mYa1E2duRBodEEoMp0gmPwJwiRE+UHYJ1K6iYacT0xgdx+mPFZOr+nkGm4I+3Mn4cdukmtXx5xEh8y3/s5vvAhCpmN0kfCCjt6p5o+i4ESiAH2gSF7hxP/ECSYbfauAEKoJXlCTUxE1MN8ISxQtgWnCIIRwWQCS37XVfbi9P51viV/PSF1cIMQrXjQspgAqugS1gL15M3GH7p3J2vZs+0oyfxSJGtRAkbxDngzqgknIJntWJlVuBSA18IQfmJKr5utgI5v85DKHip1ZjJ1QI6+qCy2iDlMkPlNZ/ILCEwkaofGXfYDk7wK1fTlpN/mGVy2Pn0KOKQdTU22dZTRRQgoVaqBIXmKaFMr5oHQTVzm3k1N0woyfySF1kQHzDfXevLyHoHC6GitM+sT/bjDtH8QqsJccV7kiTPlziHdEPVbzuDEiZDputT/ZeIa6BSLTb+o+qj9cZ6JEq71nGydRgxooUnCoq2myXwqQunKaK0RY9Hw01XNKLgdUdVJiWp1Vv5vqjZN7UfNGBTkxikKyyrAI0MQbXgPyyOg0VoVAtoM76PArmqJsSSDeo2wqSKLN4sWLcdZZZ6Ffv36orKzU7rNv3z5ccsklKCsrw4ABA/CNb3wDbW2pGs0XX3wRkydPRt++fXHCCSfgjjvuQFdXV8o+zzzzDKqqqtCnTx+cdNJJuPfee4O6LUdQgCIFgzqJtUrYF3TkJBmRRDeTQSWX5m5BkkshyspkxWndsKtHpt+CNJcR1wwqtHIQ5GPdzld0fZHXgCiy5qqQyPb9yu/Hylwvk3aoS/dAok9bWxu++MUv4utf/7r2987OTnzuc59DS0sLtm7disbGRqxbtw633HJLcp/m5mZMmTIFQ4YMwZ/+9CesWLECDQ0NuOuuu5L77N27FxdddBE+/elP4/nnn8f8+fPxjW98A+vWrQv8Hk3QhI8UFKo5AZDb1fjLts7C0PLuCH6xeFtK0l4AjnJLcXLpP+ozdTvgezXBcRqMIlOiMIHZUzPfU7JWklvU9wZ0T8pFfR7VWJ9iQiq2m8z7Cumd5+JexTNXhSa1/3EzzjjVPvoV9InkjkWLFgEA1q5dq/1948aNePnll/HGG29gyJAhAIClS5di+vTpWLx4MSoqKvDLX/4SH374IdauXYvS0lKMHz8ef/vb33DXXXdhzpw5KCoqwr333ovhw4dj+fLlAIBTTjkFzz33HBoaGnDllVdm41bToABFCpKegbx70PBjsqpOGqwGQ10yXq/IvjdOmbBuKV6uudW3MkQZu4l5kMKTis73q5ADPqiTavrPZBev/aLcH8kLVE41TjrUd2/yqYkiXsqfab9gEpysrpMJdjnDSPA0NzenfC8tLUVpaWmg19y+fTvGjx+fFJ4A4MILL0Rrayt27NiB888/H9u3b8fkyZNTynLhhRdi3rx5aGpqwsiRI7F9+3ZMnTo15dwXXnghVq9ejfb2dvTu3TvQ+9BBEz5S8Ngl0XVDLN6G44a/h+OGv2e53/7Dcew/HMej56xMyx/VmSjBoUQZDiXKsGv/EMMZemiqrfN0D4Vuf+4k6lUuJ2Zy8JBC9AMRqO9AmBhx5TpYvD5fO+2tnGDaabJUnc+h3CYKrS9z64eko6m2DscNfy8lca2M2v/I2+3em5d3XCiUJrrQ51B2P6WJbl+iYcOGIR6PJz933nln4Pd78OBBDBw4MGVb//79UVJSgoMHDxr3Ed/t9uno6MDbb78dVPEtoQBFCgIrHyFdIlSryfWoxvqk35ITRi9ZhtFLlqUcfyhRhnf29QcAvLOvf1oOqUxwMph2NqeHbC+UCanTcMG5HPTVazsR5MR9jV+zIqhi5Qxx/3JbNQVYsUoQWmgTba+opqSmfdSPSqYRRAupXwoa8SzlNiAiyNq9H7FIZ1rEcfuORIh6tsfs8sYbbyCRSCQ/8+bN0+63cOFCFBUVWX6ee+45x9ctKipK29bV1ZWyXd1HBJBwu082oQkfyXtkUw/ZXMsUKrt7m3m13zRxE5O7Q4my5IA0bsEy4CMF0+gly9AR70yx/x+9pOd3wOwPY4XqUyC2WQ2Ku2bcmFR5F+oExUoocTvh8zPog+nadkKUKMOuK7+J9evX+1aesKC2Dd2ig5XwJP8fdZOvoFH7Rl1/ou7jVFgK4vkX2vv06psEpPdVQojSBf4wJdvV+S65ea/ZiDRK0qmoqEBFRYXtfrNmzUJNTY3lPiNGjHB0zUGDBuEPf/hDyrb33nsP7e3tSY3SoEGDkpomwVtvvQUAtvsUFxfjuOOOc1QWv6EGihQMwvTH6aqXVzMhdQJRosSBMK3iOTVlsSq/G3+DQoYDtzvCpgnQtRU3q9leE5cWEk76o2zlqPMjIma+4vTZ+/mO3CzumaBZX3gZMGAAPv7xj1t++vTp4+hckyZNwq5du3DgwIHkto0bN6K0tBRVVVXJfbZs2ZIS2nzjxo0YMmRIUlCbNGkSNm3alHLujRs34owzzsiJ/xNADRQpQMSAq3bu8oqqatYnd/Y7qhdrzfdMA0KbomES9vvFiRhemztbe4zVwCNHtNLh1lem0AayfJ9wTVi3FHf2PSWQcwcZGdBtOdxgWkknmZOLCXy+t2G3+PkOrDTgcr47VahV34looybtJckP9u3bh3fffRf79u1DZ2cndu7cCQAYPXo0jjnmGEydOhXjxo3D1Vdfje9///t49913UVdXh5kzZya1YdOmTcOiRYswffp0zJ8/H7t370Z9fT1uu+22pHneddddh5UrV2LOnDmYOXMmtm/fjtWrV+PBBx/M1a1TA0XyH7mzNnXcYruVjbc8aRNmD3bIwpMQlsRAoxOehG24em2BbiWWg1F+40RY8EM7FBWNjMk/R24bTu6Dk/Bg8VvLFzWzLyvfsDDiJC+c/OxlnyjdcZmYGZLocNttt2HixIm4/fbbceTIEUycOBETJ05M+kjFYjE8+eST6NOnD84++2xcddVVuPzyy9HQ0NMvxONxbNq0Cfv378cZZ5yB66+/HnPmzMGcOXOS+4wcORLr16/H5s2bcfrpp+M73/kOfvjDH+YshDlADRQpEOwiBgFI5mByeg6nQlRHvDNtm2kSYMqLMaqxHpXxFlR+JJDJ/h9Oc26Q4AlKmLXS/HTX257vL1x5i2sfKKchjXON2WcxHSc+GWwj1uR6cUbN2xf2+ilTGW9J8YcNO26Sg0dhoYVkh7Vr1xpzQAmGDx+OJ554wnKfU089FVu2bLHcZ/Lkyfjzn//stoiBQQ0UKUjEgCwPbm6EJ6eYTPSs0F1LDVzhZqWQpOLHqriTKGXq/qbJvy46lt01BeoxmUzWwj45tXvOQYR558q5M9Q25aR9CW27k2ccFSFERS63m8it2UD0OV76QqfjS6GmXiCFATVQpOCwG7D9Hqy9CDNqhCvV78qkkYjF2zhoWeBnNDaTQKS+F1M0s0wn5yL6opUZjd+EKbQ7kP4MTQlcvUDhyRluBSdAHznUjqgJUSYLhaoNCxxbLwRJJu3D6XvmQh7JZ6iBIuQj7GzAsz2hUiNc7ahenEywq9vPjnzNEeSUXJidWGmdVDLRAMl1YMK6pQDg6l07meiEcQIrl6mpti7tu8Bt27XLfUQTph5EdFOn6IL3iO06jUhUfPPcEAZNlKnN2z1r9Xcu2JFChRooUrC4SVaaq9VoP6MrNdXWYeyP78q0SJHFT9t9Uw4xJ9GmTHXJ7h06jWTl3QcqPbKW07LlEjGB6/HjMj93t/ehe+b5Npn3Cy/tS36+uol4Pj1r1YogDJooKyGKkSsJsYYaKFKQOJlIhSGKksluXl61pamRc+RJgRvzEq/Ckg67iFVOj/EDUX/cahFygdO6LhJmC0TaAHEOJ1hpo2mWlI7X+ql7H/n8fIUVQRTQaQJFPyH3Fab3JY+fHKNIPkINFCk4nApPgjCYKMjl8bq6PmJVA0qLuGbidYJmymdile/EdB71HFZ4nZzumnGjp+PCjtVzVvO3dW/r/i5y1zh5T4ze5xx5Mcfk12Q1gVbfk/x++Jyzj9MIsaKt6dpT96JfNARFQrzC2RQhCmLFWs5zkSt0Pk8mMwq7Vb5YvA2xinBrGcKOnSbK7h24CcOdSZmcEmbTPBW5LXr1IXOriSKpmPyR+DzdcShRlnPzPS+Y+gv5/essJnI9jhISBNRAEWJATMh0WddzhezvoZZJDXVOgkFdcdUlPnYrmHg5RndtL0RBiLKatItIhLp2qot42JkooWbDA14XbkgqUWhvVpj8P0WuQh1hGT8J8RMKUITYoJoFhWEA9CI87amZ3x1Eom9QpQqOXE+A1UmDE02Tk+TNpnNahUIHwiXUA5mHhJcZ1VivXbG2ul9d+H75GcrBHyg8uUcNmR8kYehf8xk/xjCdEMUFPFJoUIAiREE3wTLl8gkaVdORqdZp14wbXUdoyzXqQJ2rCbBp5dXtOUzf3eSLisXbfCmPHwQRmUsWiER0NzdCo659UnDyhqxZOIRghSgKT9kh0zFM1+9EJTgGIX5BAYoQB+g0EGIAylY42rBMmLOJVc4YK5OtoJCvKU/wgVRBwo/kyVbvWs4Rlss6EbRmQjxHuxDZ8vVVwZOTcu8I4WloeSK57ZBmP6fJoeX3JN5tJvVX1lbmWkD2a2EtW/XWVF6TJlxs7+4DkbaP/LsgTFpyQvyGAhQhDrB2/s/OyptJmBBOu/m2AmglPAG5G5xNJoR+5JnyIhDlUkAQ5Q3qXcimgbrEuKrgJocwN0WEI+7Zf7j7Yer6GJ2ppF19kN+lH4sAYRCe/KD72flyKiNONbl2kS4r4y0pC4e6/eW6EBbzd0L8glH4SMFjN+nNxQq/yJ0hol5Zhb7eUb0Y7+zrnxeRjkx5Q8Iw8LrxoclEkArDvbrB7/Kq0S91z1K+ZlNtXdo74cq3f3hZmNlTM19bL0z5xjKpQ3763un6HrkPHtVYnxZlLkpWAaIt2UWYtXsfTk3Hm2rrbKNnEhJVqIEiBO6c4MWAEOQkTXZ61/2mkusVWL/QrUaHQaCwynEj49d7kJ9D2AJG6Mj2O+puGz0RKVUhyioiGHGOmxD9Avk9mOqurr/1Uody0Teo5tp+liHIflwdT6x8fdX3k4ngIzTzYe/DCHELNVCEAMkEm2HKmt5UW4fiRCxlWxiECT/RPXPVJEjdP9vksj7sqZmfNtEJs6bRj2el3q/aBpxo9/bUzMfQ8kSK746OIAJg5Ct2fY9OcwPozSzl38OC6f5EfexMlPjm45TtPkWY2YqP7Lcpf3SaX1NZVUFStZqQc4blywIfITIUoEjB01RbZxtyWjZJMZmhBMFrc2cny5dvwpOKGKhNgRR0obyzVaZcYbp+2CafgL/PSp1wyZM5uf3pzPcEj56zEoA+sad8LuIcu35IbsPyhF0NLBDW5266P12gGC+4SYXgF2qZ3Y4juqTyqvAkX0N9v6oJeq77VEL8ggIUIR/hZGDJdyEm15gSpppCedvZ8otzyquhQWIl8Hhdec6GEOXnxNAvxKS1I96Z1BDrfrdCBD+Ist9K1BDmk+ID6PN0RVUr4bXueDlu/JoVnq4lsBKeZCFXXohQoxrKlhCyFm70kmUYvWSZse8QQpROWBa+ZKbFDUKiAH2gCNFgFTHIi18AcYY80XKzSm0SooIQmpyE//VyvBuCmHz6mQzXTzLRVpjSC3AhJDdEwZ8vKHTjhlVfMGJVA0qL/FvjtspBJzC1/9fmzk7b1hHvTP5veqdW7/pQooztkEQaaqAI+Qh1AuxkQswBwF9knx+x2qn6RMnfrQZoJ07TVvtb4aWuZLK/jFMhx2r12kqrlYm2LtPknKr/hNX7zfQduDk2m1rMqLOnZj4OJcqSHxNRXXzyo8+3O0cY6pnfZVAXuTh2kqhDDRQhH+GlQ4/qJCCMWK3Eiohr8r52z96tNkWYicl5nvwc5P1YffczUadY/e7+npk/md+ToVi8LWn+JVaqnbQ1L9o9tuHMUZO/6t6XbHIbRS2U39pZq3oqrtXe3o7169d7vobX3HTiGJNWWvV5skMIT1F994TooABFiA1+hnTNlCCSEebSdMtuYhyGlVgn2N2Hl4mM1wSjE9YtxZ19T0GsQj9RkScxpvOL+mB1/SBXkCvjLRhansD+w3HLSbkON22k2wfDPs9RU20dRi9Z5uicUcQUBdPpMU6xEqJm76wBAGw5MMpoeknc01Rb57jdAOmaIjsfJ7dQiCL5Ak34CLHAjV9LtvDzWmGIRKaLfKUT6GLxNtvQupkmsNWFDXdzvFXZvJw3CCHFrhx+CtNeAmfI9VGXc0eNiqn7zWnZ3CSJfW3ubK0vCHGHeL+diZJkexXBBP5+ZEDOypXP5NpcTh1jwpyKgRCnUIAiRMEuH9T/3979R0dR3vsDf4f8WMKPLMVcCalgQtCijV+kSWuRKnC+BYP3WK2Ue1NOewzVgj9AIaTcGm4VbBN6aQBbaBXPVWKPpem3h0utFdrkXgVur9gDVLxiK5VIjBVStZpdQMmPzX7/iM/w7OzM7MzuzM7M7vt1Tg7sZmb2mR+bfT77eebzdNY2xpR2FR8G6QiixOvZkZnx+tAl0ZGXy+Kqq7HJw+0EL2StjK4dq50Zy2WHw8PX48sLV5vapgganSwvbfVa6w2NVsqQO8Hr175bUulomylSIMjXmjgXDJ7cJT5bzHyBkszfCbe/qCOym2+G8DU1NeHZZ5/F0aNHUVBQgN7e3oTrRKNRrF+/Ho899hg++OADXHPNNfjxj3+MT3/60843mDKG1h/+ZMeW28GuDyK3v5U0I9G+6n3Ye7WinOBkEHVsyQpT901Y6fBabUMq65jtxJF9Uv1boJdR6KxtVLJLWtk+8f62kgkkc6xMYmtmmF6irFEy1VOJ/Mw3Gaj+/n4sWrQId911l+l1Nm7ciM2bN2Pbtm04dOgQSkpKMG/ePJw5c8bBlpLfiW/iEnUq5A+mdA1JEB9Ofgh+UqU1Jl/O+iUaMudmJirTzk869iedw3oy7fx4QaL3m94xF+ddVO3j/U+pszI0Wz3psXqyajWtgMzqlx78goQygW8yUOvXrwcAtLa2mlo+Go3i4Ycfxtq1a3HrrbcCAJ588klMmDABO3fuxLJly5xqKvmc/MfdbBBVtr3F1FxERh8comyz0WtmWscv0bGRqzfJ1MtqTdTphmTPj5Vvi9PJyetN3meng111lThKjZUhkHJApFcIRBQW4PlJXaJzIxdZsWMoq1wUQi5YoVUsgueYMolvAiirTp48iZ6eHsyfP195LhAIYPbs2XjhhRd0A6i+vj709fUpj8PhMIDhcqIDAwPONtplYv8yfT+d8Po37gMQf+ym79qEUcHh/0fCBfjUY5txbMmKuPWv/uGPESgagVyMcPT4e+0cv/6N+5T5itRtem3ht5T/y3MaHVuyImbZwMeJ9IjGpJNe2U8j8jWid31Y4bVzrEdMEvqpxzYjkDMCuUX9iIQL4s6vLa+FEQgWncPMPd/BgXkPYPquTcp1I3j9eMncPMdaxw7BQdPtUa+rvG/DI311DtLB6nlWn5tITvznSQAjcGXb95X/mxEJFyAvZ/j/V7Z9/8Lf3HABAsF+QLVNsXyuxvbT8flGlA450Wg06nYjrGhtbcXKlSsT3gP1wgsvYNasWXj77bdRWlqqPL906VK8+eab+N3vfqe53rp165Rsl2znzp0YNWpUSm0nIiIiIvt9+OGHWLx4MUKhEIqKitxuToxwOIxgMIiqf2pCXv7ItL724MB5HPl/az15XPzM1QyUXrAiO3ToEKqrq5N+jZycnJjH0Wg07jnZ/fffj/r6euVxOBzGpEmTMH/+/Iy/8AYGBtDR0YF58+YhPz/f7eb4kpwpAaA/F8/H37Snw/Rdm5TXDOTk4LsXT3HtHIu2AMNV4tTHC4Dl46K1jVS3mQ567T62ZIXyu2Ta7fX3sXwNqMmVA9XLvbxwNa7veAgAcGDeA8rz13c8hFB4dNz6iV5La3m/8Mo5Vr+fk11P/V7w4vs1WWJfk7nWrJ5nq6+lPg967xdR2VP+PJPPm/y8WFacQ633sVPEiCGidHA1gFq+fDlqa2sNlykrK0tq2yUlJQCAnp4eTJw4UXn+nXfewYQJE3TXCwQCCAQCcc/n5+d7sjPihGzaVztVtDUDRar7dULDb7G4eTCiQ6aP8dSNWzAYjCR9f0wfhj5u0xDywnnAxfHnOF334PRhSPn/tF0/iD9eAC574ofK/+V7zPTa1xcdintO7bInfuip+4v07vkRbTy+tB5l21sMrxGt+3oq2poRwAhsKLzCU+9jcX9fIuI8ad2bkZ+fj4M3fhdVe9fG7Fd/zhAKg2fQGxodd54/1Hn/AZlxP5Tb5/hPtd9OanJv9XrHl9ajoq1Z+Vsg/gZ46T2brD4MpXytmT3PVl/rT7XfjqlYKv99jlF0HgAwqGqT+DuFUJ50H+pQzHkT51pezyle+XtH2cHVKnzFxcWYNm2a4c/IkcmlOsvLy1FSUoKOjg7luf7+fuzfvx/XXnutXbtApEuubCRYnax16sYtKbdDdEq6ljXg6H33xP1edObTUX7W7GSnckWoRBWlzB5LL8wPZZWZNovOiVfnNjJbEUxcp3r7LPZPXaXtyIImpQy2ep4wMb+VYHWyXUos2WOpDvwBGFZ/86t0XmvJvlYyE16L5cXfX/lzxu72EXmRb4pIdHd34/3330d3dzcikQiOHj0KAJg6dSrGjBkDAJg2bRo2bNiAL3/5y8jJycHKlSvR3NyMyy67DJdddhmam5sxatQoLF682MU9oUyhlxURj9UfSGY+PPSqheWFcpNup9wmrdcCtKvXiflbRIe1au/auM6rCPAKQsCfmlZpbkeuypQJ3yinm5kqjkadH7NVIJMhv67W9Z1MUGfUgdbLduhVd5N/58XOmzoz57U2Jjq/ZqmDYvk61DpvTldr8+r14DfiOIqscTZVkCXyTQD1wAMP4Mknn1Qez5gxAwDw/PPPY86cOQCA48ePIxQKKcusWbMGH330Ee6++25lIt329naMHTs2rW2nzKbuAOh15Kx8aItlT6zRDkqs0Os0y98YGpVhv7A/1ie7VM/lJIaLqJ83U8par2NtNrPkpeDNzP6qlzHb/pcXro6ZSFccNyfKvBsFLlbXVZ9frQyF+L+TExGni/r8e7GNdpi6cQsQvPBYfR3rXUNOBTlezdS6JVEwCxhPkmvmeGbqtZ2MwPuDyMsfTLygjXIH0vt62cI3E+m2trYiGo3G/YjgCRguEFFXV6c8zsnJwbp163D69GmcP38e+/fvR2VlZfobTxnL6nATow8b+XfjgueSbpMV6s6MXcPcyra36HaO1cdAtCGZiYnTMfwwmeEtZpgJiLSOjRGjjop6G1b2y2jZZDpHYh29ddXPqx9XtDXHXWN+lIkTY1ftXatkr2XqLLp8/uzYfzPXs9+vFzdoTWSuh8eXsolvMlBEXmPmmzstWt+suvHBoy7QIIhhReOCUO4tSaQ/qP38uOC5mPtTZFpD+hIdU/UkkLk632zL64oJHZP5Rtvp82IliFLTmqhSi11D68R6ekPoUpVoG+qMlNh3v3bavJQR1ZPKeRVDfk+sWYWy7S0YDEYAxP+9EddUKq9l9hrIpEDVbnoTHKvJQX86M4dEXuObDBSRl9ndMe8NjU5bx1Dvxm118KS1j2aGGCabTdM7plrfNBsdf6Pslxbxzbg6CMskTu1P2fYWzSxmouGhyQ7JGxc8p/wQkbO0htlm2t9GIrOYgSKyid49G1bXlW8sl0vMOkXOEgla2Q29bxaNgqhEGaypG7forj98HAxX15To2BsdU3VWS/BqtsBsFipVVgOcC0HUhc6VXtY12Q6YHDSpi5uQe9TnwmhYsF3XLzMeqbP6Pkxn9VYiL2IGisgBqXygdy1riBlrno57PcYFzykfhEZFByramnXvcRDM3kdl9MGb7L1YThwnrY6/28PG9OZVMtuudAeETr6e34InP5XTd+I618p4u/1+8rrKHVt1s7tatLLoqdA6Z3ojFxjMUrZgAEXkkEQfJEbV+uRgxulv+MQ8OiJgUt80rEcriJLbbuYbTa3sk3obWj9qVjoXRrTuxVBXgBPtcoscPGmVe56+a5OpbThBK1AyEzwl054jC5p8FzwJfgii7Op8y+df/lvGIMq6dH7xoZ7H0MwcagyeKJswgCJykPoDRR0AqDsNclCSzvlh5O13LWvQ/aAeFzyHS8aGcMnY4ekCqvauVb7ptKMDZJTZUrc32epvZjohXijyYYZRNTu9QEqv825XECofX6P5x0Sb5eGq2cTL+1vR1mzrlwTqCY2F3GA/76GRGF0TWu8lo0xTJFSQ9OeG0ZQCWo/1niPKZLwHishB6g820WEQY//j75uKvWdoXPBcWr5ll+/9UX+Iy/cpyPc0ma3QB5iv2CTvq5kOpnq7orKf1mvZMXeQFzoJRvsXcyzC5jqm6s6yHffdJVpfq/1evc/Mbl7fz3QUT/HLFxRu0Hr/HVuyQnNZvdEJqVxjekOD4+/TvfB7L/xdJEo3ZqCIXJJK0Qk7Ve1dG3NDvtawQfFtZmdtI/7e/Qn8vfsTcVkg8Vjd6Uo0548edSYj0YTA8jqZ/oFuNH+S2cDJaEhkuq9How6fXiCt98272SymX1XtXYvrOx5SHtt5r4v6b4ETwV46vpgQx8Sv10K6s5NmXk9kqOVlU8lyEfkdM1BEaaT1TX+y1ebscmRBk2YHTD28Ru9DVv0BemGfjO/dMvPBK3fg5KpP8jeiRsPEMpnW8Svb3oJAjvH3Yl7PgGgxyorJv6toa8Y4F99L6WbmfjcrnMx2W5nnKxVu/z1NhdX3ph3HLJWiP378W0JkF2agiBwkMjJGxQ+0PpiM7pNygt4Hsfqmb70KWnIbzQ69s0KrZK5REQ69bVi9z8fsshVtzaa2bef9Ymrq1xbDfuyuyGXmtY0k2+kzc2z1ns+GgNrv7Mi6qLdhZZixF139wx+ntL649o3+NmmNNjCDmSfKdsxAETlMZGS0mK1Y59bs7nrD8QQzgZNoe7KdWHWQaXQcjL59TvaGdTP3BFnpdDjVmde7zoyuPzsks235OCS6rvUymomuTSAzM5FHFjRhYGAAe/bswcsLVyM/P9/tJqVs+Dylfr8VMyKxOmsbY96fWn/LtP52ifte9ebpYvBExAwUUVpofbDL5WHV9/h0LWtAZ21jSt+gWu3YJioXrvWhqbdsohLFVuYzsRI8aVHfq5VMJytRe61s08nOh147nOpYJhuYifXMHguj9rPTrM/Llf4E8bchN9jvi/am02DREIDheaCSJb8/8kK5hr+XpWuSbiK/YgBFlCZa3/ypKxtpLZcsca9Qsu2Tt5OoTfIHs5l7n8zsozwflFjPSKJvSs2+rkwEtmbWM7ucul1206vY5ZVAQz6vVq7PccFzyvLyNow63WbmrslU4rh4PSgZFzynFK5gEBVLvJf13tNm5YVyNYMnQP/6YPBEZIxD+IjSSB5OJXdoRRlxvaFgqXQArQz/02qfGEevtY2uZQ2YunGL8tiOwhHiNQVRmtwMediJ3mslW6Zb3dFINFeK0bri9ZNpi1HQ4VagIO+PIGdYjehdW1rPy0GUVoETrwSJblOfB7eGAJsh5pQD/H/PklVmh7EmIt8jarQt9cTlRn+XBCeHHRP5GQMoojQz6uRZ6ZSblUr5cPmeIr1OmPpD2Q6p7rdR8JQMu78Vd+pb9oq2Zry28FuObFstUdCiNwTIytAgcc35tRy128wGsV4gAqled5vhS4nuc9T6G61XmKeztjHuuvHD9UOUbhzCR+QBdnf4E23XDK3XTrWimVwRTlSHsovWHFTq17ZKtFOuPiiG6onXcnsuFPVri9LWdpe4lpm5J0w+RmpWinnI15vIUKjXzwvlZnX2Set8+Cl4kvmtvamw829HornU1MUkAP1Jc4koMWagiDzC7iFnXuuIiA9tJ29OdrrYgLrQRzLrCXYEj/I3xF7o+Kj3M9ljLvZlXPAcekOjY+Yq0wqenMiC+o38d8JPweTTX9iGm3+/XHns5eGGdrP7PCU6bry/jMg+zEAReZi48deNzrHIupgtF63+kak/uEXlvlQ6EMnM62SVugiFnbqWNVgu9GHUDvXzLy9cbXqbVo9lKuct0bpy8ATEBonytWilaEe2SHauLLc9/YVt+OuZC/MPiEw1pYdWoZVsCWKJksUAiog0iQ9VdSfVbMcm0XKpdH7lYXVOd6LTUcXNrs5iZ22jpcBJi5Ugyo5jr3dsReZJ/ZoyuYAJGfNbQJLMnG0UT11QRGT/tSYlz+aqlURWMYAi8jA7hybpdaD0skYy+QN1XPAcqvauVX7Uv5fpFRrQ63ib6bzL7cykD3q9fZezQ6neg6ZHfT6M2pKojYkyWfJQTqO5xcwMRxoMRjAYjBgulw3kjrEWPwRPvaHR6A2NVgKnTMsupiNjrvWaWnjvE1HqeA8UkcfZ2ZGYvmsTNhReoTyuaGtW7jMxSywrhlgJ4j4c9TfH6nu49PZHlHLPJvK9S1buC3MicFRX8lKfN3leoWSvyUSdRzOdy0zrWKdK7vjqHRs/fNHghzb6jdF7hQETUWqYgSLKQtN3bVKCJyA+GDIihniIb4xlesNu7Lw3I9M6Won2R+4EmcnMpFJ9Tx3E6X1rrjd/jMiEaAWDZq4BeX128BKTz3WmvS/IWbzniSg1zEARUVKS+cDNDfbHZTCS6Sj75cPe7ASvdu1PRVszAil8L6Zuh1bQo7cvXcsaDM9luo6BH4kqdE9/YVtS69t57Oya3JViyV8qpJLFtZNXqncS+REzUERZIlGHyGyHycoHrtxJkG9eFnNAZcOHt9hfoyqFRhJlf/Set2MeKKtlyd3qdDt1b1g6rDpaiylj3rO0jlOZJ68cw0z/2yC+SEqnRPPuscQ5kTUMoIgymHoIVioV2qwM8wMudLb1Ot3qYV5mqj+JwhV+6Vw5Nd+VnkioAJHwhWGUdhwnUW3P7Dfm6a7iJQqZZAv5nKZacdHs66ST3JH3y/vcDHWFu3QOU5Vfx0phCSLSxwCKKEMZ3VMiOtniPqbe0GhTH+bjgudMdY4TZS6SGX9f0dYcc9+VH78xdTKwMCrOkemsBvdecuB0BX792v8xNXzP6XOpvj7duHbE3HeiGmMmko9zOo5xJh9LIrcwgCLKQseWrLC8zpEFTTHz8qiHTYn/G1UCk7+BtTrniOgE+LUzoN5vM6yWE/fCfRVOk6+7TMg+HVnQZOp6KNveolz7Tmae3L736cSaVUoQlcnk4+zHL4OIsh2LSBBlKK2O0MDAgPL/SKgAucH+pDpMwx3X4UyQHEQ5OQzEj8FBKp1RrUp34jmRUTTa/ssLV2Parh8k/fpeN1xFcvj/Vsrw+5V8/cvvYye4HURlC1HEwQvD53jOiaxhAEWUxYyqrqUasOiVupZ/58egyGlGle/UczUlkulVtuTAyY9ZST9JFLDbycoE4n6rGqhubzreoyJA03uP+OXYEXkJh/ARZSl18GK22hug/42/+CA2Cp4EzvWjrWtZQ8xcSslOjlq5Y2tGHl+toZ+RUAGD8TTw2vVUtXetb+9/k49lOgOYRPejEpE5DKCIyFJWQ29ZK2XQvTBkxcvEsUw2eBKczMqIUtPp6lRrTejbWdvI4MlAMmXzzWzTKy4ZG0pqPbk6abrvP5Lfk+k+lnyfENmHARRRltPKFumVrRbLqjvmiTrqYj11h4HffurTOzaJOkGiQMixJSvQtazBkWNctr0lJghOZ0fQTHaTYtlxDXixgMvTX9hmugiHLFH23UluXq8sVkFkHwZQRKQw+nDXyhxZ6VAxePIf9eSbRt/YO5HtoNQl8z7TOpddyxqQF8rNmAp56r91Tl+38ntHvv/J7tcwIibwdSPzRpmpqakJ1157LUaNGoVx48ZpLpOTkxP38+ijj8Ys88orr2D27NkoLCzEJz/5STz00EOIRqMxy+zfvx9VVVUYOXIkpkyZEreNdGMARZTlrE6Uqr4/R2tds6XMyftEpwu4cF4TDcF0onPGTJN1yQZPek6sWWWpwIPXpTuIAhAXRNnFqO3ya8lzAxKlqr+/H4sWLcJdd91luNyOHTtw+vRp5ee2225TfhcOhzFv3jyUlpbi0KFD2Lp1K1paWrB582ZlmZMnT+LGG2/Eddddh5deegmNjY249957sWvXLsf2LRFW4SOipCTqAKgrxjFo8oZ0VUB0IuNotQphIum4kb9q79qY+dO0qIdEGrWlbHsLXv/Gfba1T+v1gewpzKG+ptwq7pAMMQ+amTL+mV6Rk9yxfv16AEBra6vhcuPGjUNJSYnm7372s5/h/PnzaG1tRSAQQGVlJf7yl79g8+bNqK+vVzJWkydPxsMPPwwAuOKKK3D48GG0tLRg4cKFdu6SaQygiMiUZDoT2dAB86uy7S0Jz49WmXt1R1+vUybmGbOb366p3tBowxLgw0NjzW3Licze8PkbHobr9YDBKfI1pZ4c3K5jYnfwDwxPwizaaybgld+v2Xqus1k4HI55HAgEEAgE0vLay5cvxx133IHy8nLcfvvtWLp0KUaMGB4Ed/DgQcyePTumLTfccAPuv/9+dHV1oby8HAcPHsT8+fNjtnnDDTfg8ccfx8DAAPLz89OyHzIO4SMiylJ2dOiMOmLiHrlM76yZuadEK9C0khEwe66q9q5VMhNG21Lf45Tp58gs9XGwM2vjRPBvVLFz6sYtmtk1nmv3BD44j8D7af754DwAYNKkSQgGg8rPhg0b0rLP3/3ud/HLX/4S//mf/4na2lqsXr0azc0X3lc9PT2YMGFCzDricU9Pj+Eyg4ODeO+99xzeA23MQBERZQm7K9hpdS791Dmzo60ig2S1Ot1wNs9cm8wGT8PnY3TCuZG6ljXEFYigC5y6hp0q3KDX3sFghPPtkeKtt95CUVGR8lgv+7Ru3TplaJ6eQ4cOobq62tTr/uu//qvy/6uvvhoA8NBDD8U8n5OTE7OOKCAhP29mmXRiAEVElMH0Om1yp1leJlFn2mhonp+CJzuYCUISDXOUaW1DHaB1LWvAwMCAYbus3BOTbefMTlYyOm5UvZPfp+OC50xdF5S5ioqKYgIoPcuXL0dtba3hMmVlZUm34/Of/zzC4TD+9re/YcKECSgpKVEyTcI777wD4EImSm+ZvLw8XHTRRUm3JRUMoIiIsozVjIPc+WPwNMzKt/pax8bMOVC/htV71pJpF5ljNavjRpaP55eSUVxcjOLiYse2/9JLL2HkyJFK2fOZM2eisbER/f39KCgY/qKovb0dpaWlSqA2c+ZMPPPMMzHbaW9vR3V1tSv3PwEMoIiIsp7RDe5+Dp7kohd2DdfT4sT+Ww2eiMzivVBkl+7ubrz//vvo7u5GJBLB0aNHAQBTp07FmDFj8Mwzz6CnpwczZ85EYWEhnn/+eaxduxZLly5VhhAuXrwY69evR11dHRobG/H666+jubkZDzzwgDI8784778S2bdtQX1+Pb37zmzh48CAef/xx/PznP3dr1xlAERFlMrMdb6PhY0a83gmzem+SHjcngvb6Mc5Gfj0nvB+K7PTAAw/gySefVB7PmDEDAPD8889jzpw5yM/Px09+8hPU19djaGgIU6ZMwUMPPYR77rlHWScYDKKjowP33HMPqqur8YlPfAL19fWor69XlikvL8eePXuwatUq/PjHP0ZpaSl+9KMfuVbCHGAARUREKmY7WV7qRGpVlLNaOtpL+y3f80RkBYMkSpfW1lbDOaBqampQU1OTcDtXXXUVDhw4YLjM7Nmz8cc//tFqEx3DAIqIiCzzUvBkxEoA0lnbqDs5abr3l4ETJcuocIlf3rdEXsd5oIiIKEZnbaNtQ9/sMnXjlrS8zpEFTQAQUwo8mU6nmGdJnQETzzNLoE3MY5VoLiuvSXRexVxhVjKilTu2xvxrhdY1y+CJyD7MQBERURyvZUAGgxFM3bgFJ9as0vy9nZ1DEUSlKhIqMDyOLCOeOYyyPoD14aR243VGZC9moIiIyBcGgxFcvTz1TFQ6sj+Jgie5LcxIxbMriE2nREGKuB5SDaTMXiuRUAEioQIGT0QOYABFRESe17WsAXmhXPQnqAqYiOh8Oh2weC2D5xdHFjT5MngSjIIV+ZqzGkSJ5c1et8MVNPuTei0iSoxD+IiIyBdOrFmFK9fGZqDKtrckDFZEB1I9j5VdQ+isbKeztlGzQ8uAS5v6WNk5r1cq5HZZmRRZvgbVwZBe1jK3qB+5GNINnoyCKr2524goNQygiIjIN/7UdOEeKKvfrIvCGHZ2KuWMltlOPYMlc+R5yLxW1MQJDHaI/IND+IiIyHdSqcrnxOS62dDBd1PXsgbLgaeTQ9dEsJNqMNxZ22gpe2nXtogoNcxAERGR7wwGI8gL5WIwGDG9jt2ZHwZNzkqlFPdwcOvc+bEaqJgJfmRl21sQyBn+jjsSLkDn0nrd7aifYxBF5DwGUERE5EsiiDLD7H0qWkFRbrDfcqdUzk6xQ5teWvcb+YkydDE80u2mEJEODuEjIiLfsZJNMrOs3nAvvU64enn5NRg8uUsMZfP7sc8tunDtsZIekbcwgCIiIt9QVz8rCKW2LfEDxBaZED+A9vAqGYMnb/PbXFt61w2DKCLvYABFRES+oNWBlKvyJbstOViySi+7xeCJ7CJnoojIGxhAERGR54mJQe24r0UET+r7p8T21fdB6X3zz+DJX/xyXrQyZX69n4soU7GIBBEReZ5TnV+zHVN5wl69wCmZOaHIeTwXRGQ3ZqCIiCiriADIqAS6yEJFQgVKZsroHhQRPI0Lnot5TGSVVsAXCRVwAmYiD2EARUREGcNssYCuZQ0Js0/qoXy5wX7dbY8LnlOCJ4BZD6f5qShEMiKhAkTCHwfxYQZPRF7DIXxERJRxkhlGZ3ZiXL1tH1nQZOn1KDmZHDgB8fNAHVuywt0GEVEc3wRQTU1NePbZZ3H06FEUFBSgt7c34Tp1dXV48sknY5675ppr8OKLLzrUSiIiShd1SXM1o5Liejfqmw2iqvaujQmYkg2eEu0D6TN7rpwwdeMWAMCJNdaqQIrrTi+4TxQc8noh8gbfDOHr7+/HokWLcNddd1lar6amBqdPn1Z+9uzZ41ALiYgoXdT3I4n5nNSdajG0Tu6YGg3D0xrWp9fZrdq71mqzyQZeGB45GIxgMBixNDdTomtQ77qcvmsTAO1rnojc4ZsM1Pr16wEAra2tltYLBAIoKSlxoEVEROQWEeho3aekR3Q4c4OJt63ebmdtY8YPHfOTztpGXwUQRtdOKtfVhWtae9JnInKGbwKoZO3btw8XX3wxxo0bh9mzZ6OpqQkXX3yx7vJ9fX3o6+tTHofDYQDAwMAABgYGHG+vm8T+Zfp+ZjOe48yXLec4IAZQBAeVm+2HJxyNHVjxUWgsACAvXIC8nI+fDI/UnJz0o9BY5H28LWVZAJ96bDOOLVmB1xZ+S3lu+q5NCBadS/k4v/6N+5T/m91WtpzjRF7/xn2uHQOr5+21hd9SMknq9bR+BwCHv3YnOjo6cPhL92JgYCDmNeOXH4GXF67O6msim/ed0i8nGo1G3W6EFa2trVi5cqWpe6B+8YtfYMyYMbj00ktx8uRJfOc738Hg4CCOHDmCQCCguc66deuUbJds586dGDVqVKrNJyIiIiKbffjhh1i8eDFCoRCKiorcbk6McDiMYDCIuVX3Iy9vZFpfe3DwPJ4/ssGTx8XPXM1A6QUrskOHDqG6ujqp7f/zP/+z8v/KykpUV1fj0ksvxbPPPotbb71Vc537778f9fX1yuNwOIxJkyZh/vz5GX/hDQwMoKOjA/PmzUN+fr7bzSEH8Bxnvmw6x5U7tmo+r84uiQyV+ncvL1wd801+bCbrwnNeq4KWTec424jrUWSTjM6zvCxdGDFElA6uBlDLly9HbW2t4TJlZWW2vd7EiRNx6aWX4vXXX9ddJhAIaGan8vPzs+aDKpv2NVvxHGe+bDjHx5fWa98HE8qLuRcqEh1SHg9+/Jy4V+RPtd9W7kGJRIcAALkYUtbtXHrhCzUjiaqrOSEbznGmUq451QS54nqUz2v1r3+Evo+vSfn66sMQ73mS8L1A6eRqAFVcXIzi4uK0vd7f//53vPXWW5g4cWLaXpOIiJwVEyypij/olbqW53LS6oSyYAQ5JdG1Ja7H6bs2YUPhFQmXI6L0800Z8+7ubhw9ehTd3d2IRCI4evQojh49irNnzyrLTJs2Dbt37wYAnD17Fg0NDTh48CC6urqwb98+3HTTTSguLsaXv/xlt3aDiIiSUNHWrPwYkavzieBJrzKf0ba0OqeiVLreeuzQUiLqa0dvLicG8ETe5psA6oEHHsCMGTPw4IMP4uzZs5gxYwZmzJiBw4cPK8scP34coVAIAJCbm4tXXnkFN998My6//HLcdtttuPzyy3Hw4EGMHTvWrd0gIqIk6AUnRpOJ5gb7DcuaA9aDKEA7q8XgicwQ146Yn0wLgyci7/NNGfPW1taEc0DJBQULCwvxu9/9zuFWERFRuujNxaR+3mgyXL0JTJ0MgMR9WkbBHmWHRPOUGf1ebzgqEaWfbzJQREREVu5Xkofxaa0v/m+2Y9q1rEH5MctPk71SeojM05EFTXG/E9dsJFQQU11PXWyCiNzFAIqIiHzLKHjS+r94bFRAgrwhk4NPreBJpg6WGDwReQsDKCIi8iUzwZMgd8bd6JyyA5ycTAqixPWaKHhS4zxPRN7DAIqIiHzHSvAkuNUZNwqe1PshKv15SdXeta6+/tSNW3R/d+XaLbh6uf7v0+XKtcZtKNveolyb8jmXzzeD7MyX+/5Z5L53Jr0/759N3DCyjAEUERH5Tmdto/IjKpqNC55LWHUv3cx0ikWHWg6cvBJEuR08CVpB1NSNW9AfBPqDLjRIox16gZ44l/K1KQInUSnSi4EzEeljAEVERL4mD4kSQZTorJopZe4FXuw8u11Ou2tZA/JCucpjdYAyGIxgMBiJC6A+/7XNuHLtlrQc07LtLUo7BoORuNfUCp4EP1yXRKSNARQREfmeOogCYjuo8jf9XiVX+PNK57o3NBq9odGuvf6JNatifrQMBiMxwdWLT9WjIASM6s7VXN5OXcsalGtL65yJ86k1tFT9XDJVHonIHQygiIgoI2gFUWKYn0xvqJU642JnBqairVn50SJ3mrU60PL603dtSvga8o+Xg8ZUyMdJHUQd3bYKRW9GtVaznXx9aZ07OYhSl9YXjxk0EfkLAygiIsoY6gpnImARgVTXsgbNTEbV3rUYFzynLO/k8DX1a2iVUmd5dXPUQZTsxafq09YOrUBdMBPAZmqQS5SpGEAREVFGObKgKWbYmV4wJG7cr2hrxiVjQ7h+YicqLzmVMHjSy/QYZZjUnWu7AjT5NbU68IlKupvh1WBO7LfZ7I0bQYpRBUE1BlFE/sEAioiIMo5cpU8rAJAroInhfulok1Ybk6U1lE9re1oBhpnOeqrtc5K6/WIfE+2Xl6vdcRgfkX/kud0AIiKiRIwmwjVLZCzkrMy44DlcMjYEAHjjbLHyvNF9KZFQQdJFHsRrq7ddtr3FkQ600TbtOKZuEO1WZ9dyg/2IhAp0j6U4Z0ZzhaWLui1+Ov5ExAwUERFlAa3gSfjrmSCe/sI25bHRfFIVbc0xv1NnuhJlbIyqrBllRoy2K//OTCEMv1d6k0ube92JNati2quu1if+79WsGBFpYwaKiIgyTnyHVLuM9N+lTNPTX9imTBw7LnhO+b+4n2p4qN+Fe6uSGd6WKNNk9PvO2sa4gMgoeNJ6Xl0xzmsd94q25oTH9cSaVbrtzg32664/LngOvaHRaQ8ejdor82tGkCgbMYAiIiLPs9KhHM4SXcg2iQyAqNJmtC25ip8IoAS5MEWywZP4V90Gs/vXWduIK9u+b/m1BXWA4qWOupXCGlrtTnRO1BUavcJLQwuJyBwO4SMiooyUG+yPK1tuJWBQV/NLpaiCOgNhNvOjtdzLC1drLqtVpMLsNmWJKgo6QZSRz3TqIEm+pvQm4yUi72EGioiIMopW4CCGUVkt1mDXHE3JZHr0MlbTd23ChsIrACQe8qZV8CI32G95qKDTvJodspv6XDhVPISInMUMFBERZQXxDX+qGRat9cR8UnYFHlYyViIwTLTOuOA5Jcsjgig9TpUv99o9V16gPibMQhF5HzNQREREJg3PHxWb+XEiKDDKSry8cDX27NmDSLgAkeiQ5jJa99PIwxHNsDuIEnNvpSPrIs6JF7I7Zq4Po7L5ROQ9DKCIiIgM6JVAlzvGbmQNji1Zgcue+GHM68ttVFfZk4fmpbvDLgp7iLY6WXEuHVmuRMcxURvUwTeDJyJ/YQBFRERZQXRa5WF2IpOk15FN971AVqmDJDGZrPx7mVND8xLROvaC3RmpdAYjyQTOXq2CSETm8R4oIiLKKuogQi9boBc8RUIFcdkoL5Wglu/18prO2kbNY+W3e6PMTJhMRJmLGSgiIso6WpXmxHxRetTZHTUvBVGCF6u86U3gaxSwyut6hZkgSj38MxIq8OQ5ISJrmIEiIqKsJGdDEgVPgjxkS6sT7IWOsdgvsW9ezO50LWuI+wFiKwVmEvV14cVzQkTmMYAiIqKMJZcs1ypfru7YTt24RVlPj5igV72+/H+913OayIpoddjt7LQ7sW9yRkcriDIb5HqF+tgwiCLKHBzCR0REGUndgRUZGXVHNjfYj0EUIC+Ui8FgRClVriY69epy4FpZJ/UQwUQT3qYiUdbLqQqBTmSK9CbU9Vuwob72KtqaPTnEk4iSwwwUERFlDTNV9uwKOPQCJruzQXqvAZjbFzcyZVale2ik2WMhHzdxXvXWFcU9BC8M9ySi5DADRUREGSlRxkfd0R0MRpT17A4m5DLeuUFnC07Icy5ZYSVD5sZ9SifWrErr61nJGqoDYqNrKFExEiLyPmagiIgoq6izBGY7s72h0crwPa3OsTqLU7a9BZFQgeEcSOp1UwnctLIf6qIMettPdnihejijHrFvfhuKl6i9WiXtxbHUK9kOMPtE5HfMQBERUVYR5aWVe5pUv7cyfEtvcl6543xhOF1sG7Skep9UJFQQs+2qvWsBDAdSIthRl9FO5jXNBk7qtvlFsufBTGDk1mTGRGQfBlBERJR1jIagycGGTA4AxL0syWSM9DrQdnSsjTrwYr+cKiphxE/Bk1nDxUYuHMtM3Eci0sYAioiIsorIyqQi0bA8cZ+L2aFaTgRPw1k2Z17L6jYybciaOngChs+5nJUUmcdIqMCVoJWInMMAioiIMlp8RbrRcRkokT0w09FVD3/TC6K8GDRw+NgF4rqwcp4unGv9bJNRyXIef6LMwCISRESU8eTAqLO2EUcWNOHIgibNoXriOa0CAXpzPpl5zg1iX3pDo3XnWMpGcnEIK4UtxHlVB9ry+VYP9ZSX9XKpeCIyjxkoIiLyPbljahS8qH+nziDJw63ExLpCbrA/rgCD+rUTvX46iY783y0MJcxEZiaxFefQzLlTXzNy1T0GSETZgQEUERH5XqLOq9H9SJ21jTFZCKWzLQVPgtZ9LqK6ngi+rMwf5KRsDpoEpwMarYCciDIfAygiIsoI6kBIJgcTWtmDrmUNMeuqs09q8r0wcnbDa0FUNoq/5234/+J8TN24BcCFiXnFfF1WAk718sncT0VE/sV7oIiIKGNodWDNdmrFcomCp0REQMXhXO7QO9/ifJxYs0oJnsTyVgMfveX9NlEwUbK6urpw++23o7y8HIWFhaioqMCDDz6I/v7Y+wO7u7tx0003YfTo0SguLsa9994bt8wrr7yC2bNno7CwEJ/85Cfx0EMPIRqNxiyzf/9+VFVVYeTIkZgyZQoeffRRx/fRCAMoIiLKKkaZIbMToWptQ+6Imw2i1L9XPy7b3mJ7p9ypwK6irdmWEvF26FrWoBQBcXN+prLtLahoa2YwTRnntddew9DQELZv345XX30VW7ZswaOPPorGRqmgSiSCf/zHf8S5c+fw+9//Hm1tbdi1axdWr16tLBMOhzFv3jyUlpbi0KFD2Lp1K1paWrB582ZlmZMnT+LGG2/Eddddh5deegmNjY249957sWvXrrTus4xD+IiIKOsYBVEn1qyKmedHb3iXesig1UBHdKrFcD+jTrZW8YpkqF/TLl4MENTDMp3CrBNlo5qaGtTU1CiPp0yZguPHj+ORRx5BS8vwe6K9vR1/+tOf8NZbb6G0tBQAsGnTJtTV1aGpqQlFRUX42c9+hvPnz6O1tRWBQACVlZX4y1/+gs2bN6O+vh45OTl49NFHMXnyZDz88MMAgCuuuAKHDx9GS0sLFi5cmPZ9B5iBIiKiLGI2GyAHK0ZV95INaowyT3rtSzaToc6CiKxMNnT85YxgsgGj0XFXH0OjQiVEbgqHwzE/fX19tr9GKBTC+PHjlccHDx5EZWWlEjwBwA033IC+vj4cOXJEWWb27NkIBAIxy5w6dQpdXV3KMvPnz495rRtuuAGHDx/GwMCA7fthBjNQRESUFeSKeWZodXor2prjJuFNlOnQyh7J5dL11rGL/DpiOFteKNe27QP+CBCSyeKpA1t5P80ETywqQbLou39HNCe9Q0qj0eH3/6RJk2Kef/DBB7Fu3TrbXqezsxNbt27Fpk2blOd6enowYcKEmOU+8YlPoKCgAD09PcoyZWVlMcuIdXp6elBeXq65nQkTJmBwcBDvvfceJk6caNt+mMUAioiIskYy98OI+3p6Q6Pjgich2SBKXl8sZ6SztjHlb1xF8CQXUshkucH+uHvSEgV88hBOWWwmKv78EXnVW2+9haKiIuWxnPGRrVu3DuvXrzfc1qFDh1BdXa08PnXqFGpqarBo0SLccccdMcvm5OTErR+NRmOeVy8jCkhYXSadGEAREVHWsZKN6A2NNrU9Qb53Su6Ei9ecunELIGXC5GX0yq0DyWV5tIaeDQYjWdfhN8r2WWW15DmRFxQVFcUEUHqWL1+O2tpaw2XkjNGpU6cwd+5czJw5E4899ljMciUlJfjDH/4Q89wHH3yAgYEBJaNUUlKiZKOEd955BwASLpOXl4eLLroo4T45gfdAERFRVhCdXtGZTmWYnFxtrqKtWbODLmc+hLLtLZol0rUCHTlg0gqepu/aZHh/jh0BGADc/PvlqNq71pOFIpJh5jhoBUji3jEGT5TJiouLMW3aNMOfkSNHAgDefvttzJkzB5/5zGewY8cOjBgRG1bMnDkTx44dw+nTp5Xn2tvbEQgEUFVVpSxz4MCBmNLm7e3tKC0tVQK1mTNnoqOjI2bb7e3tqK6uRn5+vhOHISEGUERElDVEeWvBTBCl1+G2ElQkM9eQeO1EHX6934t15W1YbUfV3rX465nhdJmb5cBTkSgQNbMeMBwQM3giGnbq1CnMmTMHkyZNQktLC95991309PTEZIrmz5+PK6+8El//+tfx0ksv4b/+67/Q0NCAb37zm0o2bPHixQgEAqirq8OxY8ewe/duNDc3KxX4AODOO+/Em2++ifr6evz5z3/GE088gccffxwNDe69HxlAERFRVrMSRJkZzicCDfGvVkW/3GB/zFC/ZLJDkXDyleXMqGhrRm9otPLj5+DBjuPkh0IZROnS3t6OEydO4LnnnsMll1yCiRMnKj9Cbm4unn32WYwcORKzZs3CP/3TP+GWW25RypwDQDAYREdHB/7617+iuroad999N+rr61FfX68sU15ejj179mDfvn24+uqr8d3vfhc/+tGPXCthDvAeKCIiyjJ2BQJGwVSiyXrtKIV+bMmKpNZLRiYED1b3QavUfCYcByI71NXVoa6uLuFykydPxm9+8xvDZa666iocOHDAcJnZs2fjj3/8o5UmOooBFBERkQmiKIRe4CTuebISEKUjq6OVYbPyupkSNCQqHCKOk/p+NvWQTz9n4ojIHgygiIiITBClykUHW5Q0VwdUZjrZ6QxKjAICI5kSOAEXgiO9czNcCOTCY/W+6wVXRJSdeA8UERGRSWazD3ZOhJsqdTCQbRkU9bkwM9eWWteyBgZPRKRgBoqIiMgCuYMtlzP3cpW6TMomJUsvADJ7rxOPIREJDKCIiCiryB3mVDvFRxY0oaKtOebeJy9lnzKZOI+J7jsTQy+T2TbAwImI4nEIHxERZS0nJodNds4nJ5Rtb/FUQJdo4l85o2cn9fkQbciUyYGJKL0YQBERUVZRZxRS6URXtDVjXPCcJ++PGS6M4L12AdrD5qyKhAosVT3srG2MGWZp5jWZfSIiLRzCR0REWaeztjGmA60ehmdlO2bIWaBEr6Hu2Cfbifdi51+vTcm0NZksnzycTyu49OIxIyLvYQaKiIiyUjqr05ndtl3BEyWmLvrBY01EZjGAIiKirJXOTrMIoqZu3GJqeXbo7ae+H0wEUTzWRGQFAygiIiKkt6CAXhDFjrxz1PeEiWIfPOZEZBXvgSIiIvqYCKKc7FQPBiMAhrMhWkP71PdnpYvIzog26c2HZHZ9M9T7aXQfmjp7lOywSCvrEhFpYQaKiIhI4mTwJDruucF+5Ab7dQMlN7MiZdtbLAdwUzduQV4oF3mh3JRe26hqoBz0GB07PZ21jeisbWTwREQp80UA1dXVhdtvvx3l5eUoLCxERUUFHnzwQfT3G5dnjUajWLduHUpLS1FYWIg5c+bg1VdfTVOriYjIb5INXKx05vXmJPKjqRu3YOrGLUpWzQlWKhjq4TA9IrKTLwKo1157DUNDQ9i+fTteffVVbNmyBY8++igaG43/IG7cuBGbN2/Gtm3bcOjQIZSUlGDevHk4c+ZMmlpOREReZ1fn2sqEtXbORWU3cV+QmeMSnfwRopM/AjA8NNGpQEodRJltH8DgiYjs54sAqqamBjt27MD8+fMxZcoUfOlLX0JDQwP+4z/+Q3edaDSKhx9+GGvXrsWtt96KyspKPPnkk/jwww+xc+fONLaeiIi8TnSy0xnIeLFjn+z9S/LQOyuBpLqUuBaxbSvbJSJykm+LSIRCIYwfP1739ydPnkRPTw/mz5+vPBcIBDB79my88MILWLZsmeZ6fX196OvrUx6Hw2EAwMDAAAYGBmxqvTeJ/cv0/cxmPMeZj+c4eXnhkcgt6seVbd/HywtXW1r3tYXfAmD9uIv1rKzr1Dl+/Rv3md7m9F2bEJC+g42EC5CXA+QWDQc7Zo/h69+4D5U7tirrAfH7FcAIIDio+btMxveyNTxOlE450Wg06nYjrOrs7MRnPvMZbNq0CXfccYfmMi+88AJmzZqFt99+G6WlpcrzS5cuxZtvvonf/e53muutW7cO69evj3t+586dGDVqlD07QERERES2+fDDD7F48WKEQiEUFRW53ZwY4XAYwWAQ/3fMYuTlJM662mkw2o//OrvTk8fFz1zNQOkFK7JDhw6hurpaeXzq1CnU1NRg0aJFusGTLCcnJ+ZxNBqNe052//33o76+XnkcDocxadIkzJ8/P+MvvIGBAXR0dGDevHnIz893uznkAJ7jzMdzrK9yx1bl/8eWrNBdJreo33IGyug17dweEH+Op+/aBAC6r3H1D3+MwaIhAPr7DUDZjtG25GUi4QIcW7JCOa6J9lNeV96GWFfeJvG9bJUYMUSUDq4GUMuXL0dtba3hMmVlZcr/T506hblz52LmzJl47LHHDNcrKSkBAPT09GDixInK8++88w4mTJigu14gEEAgEIh7Pj8/P2v+gGXTvmYrnuPMx3Mc7/jS4S/Hyra36B6b40vrDX+fiDx3UkVbM1AEDAKYtusHyjJa9z7pzT9lNBeTOMd9GA6O9F6jbygK9OZgMBjBZU/8UPc+p8LgcIGl3tBo3f3/U+23L7T14+MpjllX7bc115H3L07ReURCBcj9eB8i0SFetyp8L5vDY0Tp5GoAVVxcjOLiYlPLvv3225g7dy6qqqqwY8cOjBhhXP+ivLwcJSUl6OjowIwZMwAA/f392L9/P/7t3/4t5bYTEZE/JSqUkMo8QeOC51C1d+3H/x8ORtTUQZEcXMiT6w4XTUg83CcSKogp4qAOuE6sWYWy7S3KMnpB2ZEFTQlfS2v7gPljprffRER+4osqfKdOncKcOXMwadIktLS04N1330VPTw96enpilps2bRp2794NYHjo3sqVK9Hc3Izdu3fj2LFjqKurw6hRo7B48WI3doOIiHykoq3ZsU6+2La8fVGRrmx7i6WKc13LGhAJFSASKtDNVmnNPZXuAEbdts7aRmWfxb+5wX5W2yMiz/NFFb729nacOHECJ06cwCWXXBLzO7kGxvHjxxEKhZTHa9aswUcffYS7774bH3zwAa655hq0t7dj7NixaWs7ERH5jxxcGA2jU9PL4ugFK/J2kw0czK7XWdvoWtZH7/jJmTP5OTkTR0TkNb7IQNXV1SEajWr+yKLRKOrq6pTHOTk5WLduHU6fPo3z589j//79qKysTHPriYjIT5wIMrQCCPVzXcsakBfKjXsOMA6StIIQK+0gIiJrfJGBIiIiShenMjXq7VbtXRuXsTqxZlXcemYyTLnBfkRCBaayZV4PorzePiIiX2SgiIiI0ildnXhRcEKPlWF9cpGIZF7LCxg8EZEfMANFRESkwcnOfGdtY8KApqKtGbnBCwUWrNCu9BdfEdBtDJiIyI8YQBEREaWRCBqOLGiKC6L0skfyvVCBnBHYOKFCc5vqkuiAtXukiIgoMQ7hIyIiShOjSXTVwVNnbSM6axsTFpKQtyn/XwROiUqcExGRNQygiIiIXCIm2tUKnmTJljgXQRRLghMR2YdD+IiIiFxiNiskB0ADAwPYs2dPytskIqLkMIBKQMw1FXQWHnkAAAs8SURBVA6HXW6J8wYGBvDhhx8iHA4jPz/f7eaQA3iOMx/PcebjOc4OPM/WiH6aeo5QLxmMDmTFa2YDBlAJnDlzBgAwadIkl1tCREREREbOnDmDYDDodjNiFBQUoKSkBPt7funK65eUlKCgwHo1T9KXE/VyqO4BQ0NDOHXqFMaOHYucnBy3m+OocDiMSZMm4a233kJRUZHbzSEH8BxnPp7jzMdznB14nq2JRqM4c+YMSktLMWKE927xP3/+PPr73amIWVBQgJEjR7ry2pmKGagERowYgUsuucTtZqRVUVER/1hnOJ7jzMdznPl4jrMDz7N5Xss8yUaOHMkgJoN4L0QnIiIiIiLyKAZQREREREREJjGAIkUgEMCDDz6IQCDgdlPIITzHmY/nOPPxHGcHnmci72IRCSIiIiIiIpOYgSIiIiIiIjKJARQREREREZFJDKCIiIiIiIhMYgBFRERERERkEgMoitPV1YXbb78d5eXlKCwsREVFBR588EHXZtAmZzQ1NeHaa6/FqFGjMG7cOLebQzb5yU9+gvLycowcORJVVVX47//+b7ebRDY6cOAAbrrpJpSWliInJwe/+tWv3G4S2WjDhg347Gc/i7Fjx+Liiy/GLbfcguPHj7vdLCJSYQBFcV577TUMDQ1h+/btePXVV7FlyxY8+uijaGxsdLtpZKP+/n4sWrQId911l9tNIZv84he/wMqVK7F27Vq89NJLuO6667BgwQJ0d3e73TSyyblz5zB9+nRs27bN7aaQA/bv34977rkHL774Ijo6OjA4OIj58+fj3LlzbjeNiCQsY06m/OAHP8AjjzyCN954w+2mkM1aW1uxcuVK9Pb2ut0UStE111yDz3zmM3jkkUeU56644grccsst2LBhg4stIyfk5ORg9+7duOWWW9xuCjnk3XffxcUXX4z9+/fj+uuvd7s5RPQxZqDIlFAohPHjx7vdDCLS0d/fjyNHjmD+/Pkxz8+fPx8vvPCCS60iolSEQiEA4OcvkccwgKKEOjs7sXXrVtx5551uN4WIdLz33nuIRCKYMGFCzPMTJkxAT0+PS60iomRFo1HU19fjC1/4AiorK91uDhFJGEBlkXXr1iEnJ8fw5/DhwzHrnDp1CjU1NVi0aBHuuOMOl1pOZiVzjimz5OTkxDyORqNxzxGR9y1fvhz/+7//i5///OduN4WIVPLcbgClz/Lly1FbW2u4TFlZmfL/U6dOYe7cuZg5cyYee+wxh1tHdrB6jilzFBcXIzc3Ny7b9M4778RlpYjI21asWIFf//rXOHDgAC655BK3m0NEKgygskhxcTGKi4tNLfv2229j7ty5qKqqwo4dOzBiBJOVfmDlHFNmKSgoQFVVFTo6OvDlL39Zeb6jowM333yziy0jIrOi0ShWrFiB3bt3Y9++fSgvL3e7SUSkgQEUxTl16hTmzJmDyZMno6WlBe+++67yu5KSEhdbRnbq7u7G+++/j+7ubkQiERw9ehQAMHXqVIwZM8bdxlFS6uvr8fWvfx3V1dVK5ri7u5v3L2aQs2fP4sSJE8rjkydP4ujRoxg/fjwmT57sYsvIDvfccw927tyJp59+GmPHjlUyysFgEIWFhS63jogEljGnOK2trViyZInm73i5ZI66ujo8+eSTcc8///zzmDNnTvobRLb4yU9+go0bN+L06dOorKzEli1bWP44g+zbtw9z586Ne/62225Da2tr+htEttK7X3HHjh2oq6tLb2OISBcDKCIiIiIiIpN4YwsREREREZFJDKCIiIiIiIhMYgBFRERERERkEgMoIiIiIiIikxhAERERERERmcQAioiIiIiIyCQGUERERERERCYxgCIiIiIiRx04cAA33XQTSktLkZOTg1/96leWtxGNRtHS0oLLL78cgUAAkyZNQnNzs/2NJUogz+0GEBEREVFmO3fuHKZPn44lS5Zg4cKFSW3jvvvuQ3t7O1paWnDVVVchFArhvffes7mlRIkxA0VE5EN1dXXIycmJ+6mpqYlZrrm5Gbm5ufj+978ft41IJIINGzZg2rRpKCwsxPjx4/H5z38eO3bsAADN7cs/dXV16dhVIsoACxYswPe+9z3ceuutmr/v7+/HmjVr8MlPfhKjR4/GNddcg3379im///Of/4xHHnkETz/9NL70pS+hvLwcV199Nb74xS+maQ+ILmAGiojIp2pqapRgRwgEAjGPd+zYgTVr1uCJJ57At7/97ZjfrVu3Do899hi2bduG6upqhMNhHD58GB988AEA4PTp08qyv/jFL/DAAw/g+PHjynOFhYV27xIRZaklS5agq6sLbW1tKC0txe7du1FTU4NXXnkFl112GZ555hlMmTIFv/nNb1BTU4NoNIovfvGL2LhxI8aPH+928ynLMIAiIvKpQCCAkpIS3d/v378fH330ER566CH89Kc/xYEDB3D99dcrv3/mmWdw9913Y9GiRcpz06dPV/4vbzsYDCInJ8fw9YiIktHZ2Ymf//zn+Otf/4rS0lIAQENDA377299ix44daG5uxhtvvIE333wTv/zlL/HTn/4UkUgEq1atwle+8hU899xzLu8BZRsGUEREGerxxx/HV7/6VeTn5+OrX/0qHn/88ZgAqqSkBM899xzuvvtu/MM//IOLLSWibPbHP/4R0WgUl19+eczzfX19uOiiiwAAQ0ND6Ovrw09/+lNluccffxxVVVU4fvw4PvWpT6W93ZS9GEAREfnUb37zG4wZMybmuX/5l3/Bd77zHYTDYezatQsvvPACAOBrX/saZs2aha1bt6KoqAgAsHnzZnzlK19BSUkJPv3pT+Paa6/FzTffjAULFqR9X4goew0NDSE3NxdHjhxBbm5uzO/E37iJEyciLy8vJsi64oorAADd3d0MoCitGEAREfnU3Llz8cgjj8Q8J+4F2LlzJ6ZMmaIMybv66qsxZcoUtLW1YenSpQCAK6+8EseOHcORI0fw+9//XikzXFdXh3//939P784QUdaaMWMGIpEI3nnnHVx33XWay8yaNQuDg4Po7OxERUUFAOAvf/kLAODSSy9NW1uJACAnGo1G3W4EERFZU1dXh97eXt25VD73uc/h8OHDGDHiQrHVoaEhfPazn8Uf/vAH3e0+9dRT+PrXv4433ngD5eXlyvOtra1YuXIlent77doFIsoiZ8+exYkTJwAMB0ybN2/G3LlzMX78eEyePBlf+9rX8D//8z/YtGkTZsyYgffeew/PPfccrrrqKtx4443K368xY8bg4YcfxtDQEO655x4UFRWhvb3d5b2jbMMMFBFRhnnllVdw+PBh7Nu3L6Y6VW9vL66//nocO3YMlZWVmuteeeWVAIbnbCEissvhw4cxd+5c5XF9fT0A4LbbbkNrayt27NiB733ve1i9ejXefvttXHTRRZg5cyZuvPFGAMCIESPwzDPPYMWKFbj++usxevRoLFiwAJs2bXJlfyi7MQNFRORDdXV1+Nvf/hZXxjwvLw/f+9738OKLL+LFF1+MW2/WrFn43Oc+hy1btuArX/kKZs2ahWuvvRYlJSU4efIk7r//frz//vt49dVXkZd34Ts2ZqCIiIiGcSJdIiKf+u1vf4uJEyfG/Hzuc5/DU089hYULF2qus3DhQjz11FPo7+/HDTfcgGeeeQY33XQTLr/8ctx2222YNm0a2tvbY4InIiIiuoAZKCIiIiIiIpOYgSIiIiIiIjKJARQREREREZFJDKCIiIiIiIhMYgBFRERERERkEgMoIiIiIiIikxhAERERERERmcQAioiIiIiIyCQGUERERERERCYxgCIiIiIiIjKJARQREREREZFJDKCIiIiIiIhM+v/nz4k+Qe9+KwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from scipy.interpolate import griddata\n", "from scipy.spatial import cKDTree\n", "\n", "# Antag at df2 har kolonnerne: EAST, NORTH og THICK\n", "x = east\n", "y = north\n", "z = afvigelse\n", "\n", "# Opret et gitter (grid) til interpolation\n", "xi = np.linspace(x.min(), x.max(), 300)\n", "yi = np.linspace(y.min(), y.max(), 300)\n", "#xi, yi = np.meshgrid(xi, yi)\n", "\n", "#xi = yi = np.linspace(0, 10, 300)\n", "X, Y = np.meshgrid(xi, yi)\n", "\n", "# 3. Interpolér værdier\n", "Z = griddata((x, y), z, (X, Y), method='linear')\n", "\n", "# Interpoler THICK over gitteret\n", "#zi = griddata((x, y), z, (xi, yi), method='linear')\n", "\n", "tree = cKDTree(np.c_[x, y])\n", "dist, _ = tree.query(np.c_[X.ravel(), Y.ravel()])\n", "dist = dist.reshape(X.shape)\n", "\n", "Z_masked = np.ma.masked_where(dist > 10000, Z)\n", "\n", "# Plot kontur\n", "plt.figure(figsize=(10, 8))\n", "contour = plt.contourf(X, Y, Z_masked, levels=15, cmap='viridis') # eller 'plasma', 'coolwarm' osv.\n", "plt.colorbar(contour, label='THICK')\n", "plt.title('Konturplot af THICK')\n", "plt.xlabel('EAST')\n", "plt.ylabel('NORTH')\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "id": "d46cc55b-cca0-4746-a262-d7526f8751a1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Min Z: -2094.069307738571\n", "Max Z: 1727.9410920659043\n" ] } ], "source": [ "print(\"Min Z:\", np.nanmin(Z))\n", "print(\"Max Z:\", np.nanmax(Z))" ] }, { "cell_type": "code", "execution_count": 100, "id": "4dd5284f-7073-4649-bcb2-001bfd3d3956", "metadata": {}, "outputs": [], "source": [ "filtered_df = df2[\n", " (df2['EAST'] >= -2.484181e+06) & (df2['EAST'] <= -1_600_000) &\n", " (df2['NORTH'] >= 400_000) & (df2['NORTH'] <= 1_500_000)\n", "]" ] }, { "cell_type": "code", "execution_count": 101, "id": "e7f7e3b2-7440-4616-94a7-e423dd12ecf2", "metadata": {}, "outputs": [], "source": [ "#filtered_df = filtered_df[filtered_df['THICK'] >= 600]" ] }, { "cell_type": "code", "execution_count": 102, "id": "b2e44528-b2c6-4d17-9a55-5f13fcc760aa", "metadata": {}, "outputs": [], "source": [ "df2 = filtered_df" ] }, { "cell_type": "code", "execution_count": 103, "id": "cd9835f3-ab2d-466e-b3b9-2c56dc3447a3", "metadata": {}, "outputs": [], "source": [ "input_data = df2[['EAST','NORTH','v', 'smb', 'z', 's','temp']]\n", "truth_data = df2[['THICK']]" ] }, { "cell_type": "code", "execution_count": 139, "id": "a01ded5f-6971-4370-8534-ebb628abc0b5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 27725.91567078283\n", "r^2: 0.8493315325095445\n", "Mean Absolute Error (MAE): 101.7297\n", "Time used by LightGBM: 2301.8 ms\n" ] } ], "source": [ "from sklearn.metrics import r2_score\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error\n", "from sklearn.model_selection import train_test_split\n", "import lightgbm as lgb\n", "from lightgbm import early_stopping\n", "import time\n", "\n", "start=time.time()\n", "\n", "# Split data set into training and test set. We choose a 75:25 division here. \n", "\n", "# Dataset is shuffeled before the split (to avoid any ordering). By using a fixed\n", "# random seed number (42), we can rerun and obtain the same result (for reproducibility!).\n", "\n", "X_train, x_test, Y_train, y_test = \\\n", " train_test_split(input_data, truth_data, test_size=0.25, random_state=42)\n", "\n", "\n", "# Feed the datasets to LightGBM:\n", "lgb_train = lgb.Dataset(X_train, Y_train)\n", "lgb_eval = lgb.Dataset(x_test, y_test, reference=lgb_train)\n", "\n", "# Log-transformér målvariablerne\n", "#Y_train_log = np.log1p(Y_train)\n", "#y_test_log = np.log1p(y_test)\n", "\n", "# Opret LightGBM-datasæt med log-transformed y\n", "#lgb_train = lgb.Dataset(X_train, Y_train_log)\n", "#lgb_eval = lgb.Dataset(x_test, y_test_log, reference=lgb_train)\n", "\n", "# Parametre\n", "params = {\n", " 'objective': 'regression',\n", " 'metric': 'rmse',\n", " 'boosting_type': 'gbdt', \n", " 'learning_rate': 0.1528, \n", " 'min_child_samples': 27, \n", " 'n_estimators': 262, \n", " 'num_leaves': 84,\n", " 'verbosity': -1\n", "}\n", "\n", "# Træn model\n", "model = lgb.train(params, lgb_train, valid_sets=[lgb_eval])\n", "\n", "# Forudsig\n", "#y_pred = model.predict(x_test)\n", "y_pred = np.maximum(model.predict(x_test), 0)\n", "#y_pred_log = model.predict(x_test)\n", "#y_pred = np.expm1(y_pred_log)\n", "\n", "print(\"MSE:\", mean_squared_error(y_test, y_pred))\n", "print(\"r^2:\", r2_score(y_test, y_pred))\n", "mae = mean_absolute_error(y_test, y_pred)\n", "print(f\"Mean Absolute Error (MAE): {mae:.4f}\")\n", "\n", "\n", "# Print the time usage:\n", "end = time.time()\n", "print(f\"Time used by LightGBM: {(end-start)*1000:.1f} ms\")" ] }, { "cell_type": "code", "execution_count": null, "id": "9f42b703-590d-472b-ab2b-2ed7d34cce90", "metadata": {}, "outputs": [], "source": [ "afvigelse = y_pred - y_test.values.squeeze()\n", "procent = abs((y_pred - y_test.values.squeeze())/y_test.values.squeeze())" ] }, { "cell_type": "code", "execution_count": 110, "id": "815198d7-64d5-4aed-9030-f640c804b836", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Antal værdier større end 10: 42\n" ] } ], "source": [ "count = (procent > 1).sum()\n", "print(f\"Antal værdier større end 10: {count}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "25b3d028-fc26-44ce-820a-2932bdd458da", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "indices1 = np.where(procent > 1)[0]\n", "#print(indices1)\n", "\n", "count = (thickness < 100).sum()\n", "print(f\"Antal værdier mindre end 100: {count}\")\n", "\n", "thickness = y_test['THICK']\n", "\n", "indices2 = np.where(thickness < 100)[0]\n", "#print(indices2)\n", "\n", "east = x_test['EAST']\n", "north = x_test['NORTH']" ] }, { "cell_type": "code", "execution_count": 121, "id": "c17e6624-d3b4-4d81-868b-93afa7db4fd1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.scatter(df2['EAST'], df2['NORTH'], s=1, alpha=0.5, label='Alle punkter')\n", "plt.scatter(east.iloc[indices1], north.iloc[indices1],\n", " color='red', s=5, alpha=0.7, label='procent > 10')\n", "#plt.scatter(east.iloc[indices2], north.iloc[indices2],\n", " # color='green', s=5, alpha=0.7, label='THICK < 100')\n", "\n", "# Labels og titel\n", "plt.xlabel(\"Øst\")\n", "plt.ylabel(\"Nord\")\n", "plt.title(\"Punktplot med fremhævede punkter\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "c9d04d41-2e39-4a74-b438-e085f41a10f1", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.10.17" } }, "nbformat": 4, "nbformat_minor": 5 }