diff --git "a/credit-scoring (1).ipynb" "b/credit-scoring (1).ipynb"
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+{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.11.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":12927655,"sourceType":"datasetVersion","datasetId":8180275}],"dockerImageVersionId":31089,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n for filename in filenames:\n print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import warnings, numpy as np, pandas as pd, matplotlib.pyplot as plt, seaborn as sns\nwarnings.filterwarnings(\"ignore\")\nsns.set(style=\"whitegrid\", context=\"notebook\")\n\nfrom sklearn.model_selection import train_test_split, StratifiedKFold, cross_validate\nimport pandas as pd\nimport numpy as np\nfrom sklearn.preprocessing import OneHotEncoder, StandardScaler\nfrom sklearn.compose import ColumnTransformer\nfrom sklearn.pipeline import Pipeline\nfrom sklearn.metrics import (\n accuracy_score, precision_score, recall_score, f1_score,\n roc_auc_score, roc_curve, precision_recall_curve, average_precision_score,\n confusion_matrix, ConfusionMatrixDisplay, classification_report\n)\nfrom sklearn.linear_model import LogisticRegression\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:04:43.325958Z","iopub.execute_input":"2025-09-01T06:04:43.326354Z","iopub.status.idle":"2025-09-01T06:04:45.418938Z","shell.execute_reply.started":"2025-09-01T06:04:43.326327Z","shell.execute_reply":"2025-09-01T06:04:45.417451Z"}},"outputs":[],"execution_count":4},{"cell_type":"code","source":"RANDOM_STATE = 42\n\n# ===== 1) Load =====\nCSV_PATH = \"/kaggle/input/credit-scoring-synthetic-data/synthetic_e2dabba50a1a4fbcabd601f7883eef1e(in).csv\" # change if needed\ndf = pd.read_csv(CSV_PATH)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:04:48.769871Z","iopub.execute_input":"2025-09-01T06:04:48.770353Z","iopub.status.idle":"2025-09-01T06:04:49.004740Z","shell.execute_reply.started":"2025-09-01T06:04:48.770327Z","shell.execute_reply":"2025-09-01T06:04:49.003429Z"}},"outputs":[],"execution_count":5},{"cell_type":"code","source":"# ===== 2) Detect target & basic cleaning =====\ntarget_candidates = [c for c in df.columns if c.lower() == \"default\"]\nif not target_candidates:\n raise ValueError(f\"No 'DEFAULT' column found. Columns: {list(df.columns)}\")\nTARGET = target_candidates[0]\n\nid_cols = [c for c in df.columns if c.upper() in {\"CUST_ID\", \"ID\", \"CUSTOMER_ID\"}]\nX = df.drop(columns=[TARGET] + id_cols)\ny = df[TARGET].astype(int)\n\nprint(f\"Target: {TARGET}\")\nif id_cols:\n print(\"Dropped ID columns:\", id_cols)\nprint(\"Shape:\", df.shape)\nprint(\"Class balance:\\n\", y.value_counts(normalize=True).rename(\"proportion\"))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:04:51.858932Z","iopub.execute_input":"2025-09-01T06:04:51.859310Z","iopub.status.idle":"2025-09-01T06:04:51.889569Z","shell.execute_reply.started":"2025-09-01T06:04:51.859284Z","shell.execute_reply":"2025-09-01T06:04:51.888561Z"}},"outputs":[{"name":"stdout","text":"Target: DEFAULT\nDropped ID columns: ['CUST_ID']\nShape: (4995, 87)\nClass balance:\n DEFAULT\n0 0.709109\n1 0.290891\nName: proportion, dtype: float64\n","output_type":"stream"}],"execution_count":6},{"cell_type":"code","source":"df.describe()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:05:09.078923Z","iopub.execute_input":"2025-09-01T06:05:09.079754Z","iopub.status.idle":"2025-09-01T06:05:09.319466Z","shell.execute_reply.started":"2025-09-01T06:05:09.079713Z","shell.execute_reply":"2025-09-01T06:05:09.318354Z"}},"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":" INCOME SAVINGS DEBT R_SAVINGS_INCOME \\\ncount 4995.000000 4.995000e+03 4.995000e+03 4995.000000 \nmean 112030.816016 4.184128e+05 7.200020e+05 4.489922 \nstd 121991.815056 4.384830e+05 9.975662e+05 4.382761 \nmin 0.000000 0.000000e+00 0.000000e+00 0.000000 \n25% 8950.500000 7.575250e+04 1.998050e+04 0.980800 \n50% 61229.000000 2.891120e+05 2.271580e+05 2.977400 \n75% 191468.000000 6.234835e+05 1.095794e+06 6.799900 \nmax 662094.000000 2.911863e+06 5.968620e+06 16.111200 \n\n R_DEBT_INCOME R_DEBT_SAVINGS T_CLOTHING_12 T_CLOTHING_6 \\\ncount 4995.000000 4995.000000 4995.000000 4995.000000 \nmean 6.176271 6.731365 7336.379580 3252.797998 \nstd 4.924046 14.994629 7483.619666 5182.946091 \nmin 0.083300 0.006800 0.000000 0.000000 \n25% 2.246250 0.684450 1314.000000 61.000000 \n50% 5.125400 2.368600 5185.000000 1008.000000 \n75% 8.986100 6.259600 11095.000000 4196.000000 \nmax 33.235100 251.571000 43255.000000 39918.000000 \n\n R_CLOTHING R_CLOTHING_INCOME ... R_EXPENDITURE_INCOME \\\ncount 4995.000000 4995.000000 ... 4995.000000 \nmean 0.453754 0.056720 ... 0.933820 \nstd 0.242308 0.038266 ... 0.169589 \nmin 0.000000 0.003400 ... 0.666700 \n25% 0.257050 0.028550 ... 0.807250 \n50% 0.438900 0.047500 ... 0.922100 \n75% 0.639750 0.075000 ... 1.028200 \nmax 1.058300 0.251700 ... 1.662800 \n\n R_EXPENDITURE_SAVINGS R_EXPENDITURE_DEBT CAT_DEBT \\\ncount 4995.000000 4995.000000 4995.000000 \nmean 0.716500 0.651286 0.945345 \nstd 1.220073 1.385736 0.227328 \nmin 0.067600 0.033800 0.000000 \n25% 0.161150 0.101200 1.000000 \n50% 0.333400 0.238000 1.000000 \n75% 0.719300 0.658050 1.000000 \nmax 10.001900 10.005300 1.000000 \n\n CAT_CREDIT_CARD CAT_MORTGAGE CAT_SAVINGS_ACCOUNT CAT_DEPENDENTS \\\ncount 4995.000000 4995.000000 4995.000000 4995.000000 \nmean 0.220220 0.180981 0.994194 0.174575 \nstd 0.414437 0.385041 0.075982 0.379641 \nmin 0.000000 0.000000 0.000000 0.000000 \n25% 0.000000 0.000000 1.000000 0.000000 \n50% 0.000000 0.000000 1.000000 0.000000 \n75% 0.000000 0.000000 1.000000 0.000000 \nmax 1.000000 1.000000 1.000000 1.000000 \n\n CREDIT_SCORE DEFAULT \ncount 4995.000000 4995.000000 \nmean 587.779980 0.290891 \nstd 62.274917 0.454219 \nmin 300.000000 0.000000 \n25% 551.000000 0.000000 \n50% 595.000000 0.000000 \n75% 634.000000 1.000000 \nmax 773.000000 1.000000 \n\n[8 rows x 85 columns]","text/html":"
\n\n
\n \n \n | \n INCOME | \n SAVINGS | \n DEBT | \n R_SAVINGS_INCOME | \n R_DEBT_INCOME | \n R_DEBT_SAVINGS | \n T_CLOTHING_12 | \n T_CLOTHING_6 | \n R_CLOTHING | \n R_CLOTHING_INCOME | \n ... | \n R_EXPENDITURE_INCOME | \n R_EXPENDITURE_SAVINGS | \n R_EXPENDITURE_DEBT | \n CAT_DEBT | \n CAT_CREDIT_CARD | \n CAT_MORTGAGE | \n CAT_SAVINGS_ACCOUNT | \n CAT_DEPENDENTS | \n CREDIT_SCORE | \n DEFAULT | \n
\n \n \n \n | count | \n 4995.000000 | \n 4.995000e+03 | \n 4.995000e+03 | \n 4995.000000 | \n 4995.000000 | \n 4995.000000 | \n 4995.000000 | \n 4995.000000 | \n 4995.000000 | \n 4995.000000 | \n ... | \n 4995.000000 | \n 4995.000000 | \n 4995.000000 | \n 4995.000000 | \n 4995.000000 | \n 4995.000000 | \n 4995.000000 | \n 4995.000000 | \n 4995.000000 | \n 4995.000000 | \n
\n \n | mean | \n 112030.816016 | \n 4.184128e+05 | \n 7.200020e+05 | \n 4.489922 | \n 6.176271 | \n 6.731365 | \n 7336.379580 | \n 3252.797998 | \n 0.453754 | \n 0.056720 | \n ... | \n 0.933820 | \n 0.716500 | \n 0.651286 | \n 0.945345 | \n 0.220220 | \n 0.180981 | \n 0.994194 | \n 0.174575 | \n 587.779980 | \n 0.290891 | \n
\n \n | std | \n 121991.815056 | \n 4.384830e+05 | \n 9.975662e+05 | \n 4.382761 | \n 4.924046 | \n 14.994629 | \n 7483.619666 | \n 5182.946091 | \n 0.242308 | \n 0.038266 | \n ... | \n 0.169589 | \n 1.220073 | \n 1.385736 | \n 0.227328 | \n 0.414437 | \n 0.385041 | \n 0.075982 | \n 0.379641 | \n 62.274917 | \n 0.454219 | \n
\n \n | min | \n 0.000000 | \n 0.000000e+00 | \n 0.000000e+00 | \n 0.000000 | \n 0.083300 | \n 0.006800 | \n 0.000000 | \n 0.000000 | \n 0.000000 | \n 0.003400 | \n ... | \n 0.666700 | \n 0.067600 | \n 0.033800 | \n 0.000000 | \n 0.000000 | \n 0.000000 | \n 0.000000 | \n 0.000000 | \n 300.000000 | \n 0.000000 | \n
\n \n | 25% | \n 8950.500000 | \n 7.575250e+04 | \n 1.998050e+04 | \n 0.980800 | \n 2.246250 | \n 0.684450 | \n 1314.000000 | \n 61.000000 | \n 0.257050 | \n 0.028550 | \n ... | \n 0.807250 | \n 0.161150 | \n 0.101200 | \n 1.000000 | \n 0.000000 | \n 0.000000 | \n 1.000000 | \n 0.000000 | \n 551.000000 | \n 0.000000 | \n
\n \n | 50% | \n 61229.000000 | \n 2.891120e+05 | \n 2.271580e+05 | \n 2.977400 | \n 5.125400 | \n 2.368600 | \n 5185.000000 | \n 1008.000000 | \n 0.438900 | \n 0.047500 | \n ... | \n 0.922100 | \n 0.333400 | \n 0.238000 | \n 1.000000 | \n 0.000000 | \n 0.000000 | \n 1.000000 | \n 0.000000 | \n 595.000000 | \n 0.000000 | \n
\n \n | 75% | \n 191468.000000 | \n 6.234835e+05 | \n 1.095794e+06 | \n 6.799900 | \n 8.986100 | \n 6.259600 | \n 11095.000000 | \n 4196.000000 | \n 0.639750 | \n 0.075000 | \n ... | \n 1.028200 | \n 0.719300 | \n 0.658050 | \n 1.000000 | \n 0.000000 | \n 0.000000 | \n 1.000000 | \n 0.000000 | \n 634.000000 | \n 1.000000 | \n
\n \n | max | \n 662094.000000 | \n 2.911863e+06 | \n 5.968620e+06 | \n 16.111200 | \n 33.235100 | \n 251.571000 | \n 43255.000000 | \n 39918.000000 | \n 1.058300 | \n 0.251700 | \n ... | \n 1.662800 | \n 10.001900 | \n 10.005300 | \n 1.000000 | \n 1.000000 | \n 1.000000 | \n 1.000000 | \n 1.000000 | \n 773.000000 | \n 1.000000 | \n
\n \n
\n
8 rows × 85 columns
\n
"},"metadata":{}}],"execution_count":8},{"cell_type":"code","source":"print(\"Dataset Shape:\", df.shape)\nprint(\"\\nColumns:\", df.columns.tolist())\nprint(\"\\nMissing Values:\\n\", df.isnull().sum().sort_values(ascending=False).head(10))\nprint(\"\\nTarget Balance:\\n\", df[\"DEFAULT\"].value_counts(normalize=True))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:05:47.910628Z","iopub.execute_input":"2025-09-01T06:05:47.910934Z","iopub.status.idle":"2025-09-01T06:05:47.923446Z","shell.execute_reply.started":"2025-09-01T06:05:47.910914Z","shell.execute_reply":"2025-09-01T06:05:47.922065Z"}},"outputs":[{"name":"stdout","text":"Dataset Shape: (4995, 87)\n\nColumns: ['CUST_ID', 'INCOME', 'SAVINGS', 'DEBT', 'R_SAVINGS_INCOME', 'R_DEBT_INCOME', 'R_DEBT_SAVINGS', 'T_CLOTHING_12', 'T_CLOTHING_6', 'R_CLOTHING', 'R_CLOTHING_INCOME', 'R_CLOTHING_SAVINGS', 'R_CLOTHING_DEBT', 'T_EDUCATION_12', 'T_EDUCATION_6', 'R_EDUCATION', 'R_EDUCATION_INCOME', 'R_EDUCATION_SAVINGS', 'R_EDUCATION_DEBT', 'T_ENTERTAINMENT_12', 'T_ENTERTAINMENT_6', 'R_ENTERTAINMENT', 'R_ENTERTAINMENT_INCOME', 'R_ENTERTAINMENT_SAVINGS', 'R_ENTERTAINMENT_DEBT', 'T_FINES_12', 'T_FINES_6', 'R_FINES', 'R_FINES_INCOME', 'R_FINES_SAVINGS', 'R_FINES_DEBT', 'T_GAMBLING_12', 'T_GAMBLING_6', 'R_GAMBLING', 'R_GAMBLING_INCOME', 'R_GAMBLING_SAVINGS', 'R_GAMBLING_DEBT', 'T_GROCERIES_12', 'T_GROCERIES_6', 'R_GROCERIES', 'R_GROCERIES_INCOME', 'R_GROCERIES_SAVINGS', 'R_GROCERIES_DEBT', 'T_HEALTH_12', 'T_HEALTH_6', 'R_HEALTH', 'R_HEALTH_INCOME', 'R_HEALTH_SAVINGS', 'R_HEALTH_DEBT', 'T_HOUSING_12', 'T_HOUSING_6', 'R_HOUSING', 'R_HOUSING_INCOME', 'R_HOUSING_SAVINGS', 'R_HOUSING_DEBT', 'T_TAX_12', 'T_TAX_6', 'R_TAX', 'R_TAX_INCOME', 'R_TAX_SAVINGS', 'R_TAX_DEBT', 'T_TRAVEL_12', 'T_TRAVEL_6', 'R_TRAVEL', 'R_TRAVEL_INCOME', 'R_TRAVEL_SAVINGS', 'R_TRAVEL_DEBT', 'T_UTILITIES_12', 'T_UTILITIES_6', 'R_UTILITIES', 'R_UTILITIES_INCOME', 'R_UTILITIES_SAVINGS', 'R_UTILITIES_DEBT', 'T_EXPENDITURE_12', 'T_EXPENDITURE_6', 'R_EXPENDITURE', 'R_EXPENDITURE_INCOME', 'R_EXPENDITURE_SAVINGS', 'R_EXPENDITURE_DEBT', 'CAT_GAMBLING', 'CAT_DEBT', 'CAT_CREDIT_CARD', 'CAT_MORTGAGE', 'CAT_SAVINGS_ACCOUNT', 'CAT_DEPENDENTS', 'CREDIT_SCORE', 'DEFAULT']\n\nMissing Values:\n CUST_ID 0\nT_TAX_12 0\nR_TRAVEL 0\nT_TRAVEL_6 0\nT_TRAVEL_12 0\nR_TAX_DEBT 0\nR_TAX_SAVINGS 0\nR_TAX_INCOME 0\nR_TAX 0\nT_TAX_6 0\ndtype: int64\n\nTarget Balance:\n DEFAULT\n0 0.709109\n1 0.290891\nName: proportion, dtype: float64\n","output_type":"stream"}],"execution_count":9},{"cell_type":"code","source":"numeric_cols = df.select_dtypes(include=[\"int64\", \"float64\"]).columns\n\ndf[numeric_cols].hist(figsize=(20, 15), bins=30, edgecolor=\"black\")\nplt.suptitle(\"Numeric Feature Distributions\", fontsize=18)\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:05:55.801068Z","iopub.execute_input":"2025-09-01T06:05:55.801549Z","iopub.status.idle":"2025-09-01T06:06:13.445145Z","shell.execute_reply.started":"2025-09-01T06:05:55.801524Z","shell.execute_reply":"2025-09-01T06:06:13.444002Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{}}],"execution_count":10},{"cell_type":"code","source":"plt.figure(figsize=(15, 10))\ncorr = df[numeric_cols].corr()\nsns.heatmap(corr, cmap=\"coolwarm\", center=0, annot=False)\nplt.title(\"Correlation Heatmap\", fontsize=16)\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:06:55.798909Z","iopub.execute_input":"2025-09-01T06:06:55.799458Z","iopub.status.idle":"2025-09-01T06:06:57.308375Z","shell.execute_reply.started":"2025-09-01T06:06:55.799430Z","shell.execute_reply":"2025-09-01T06:06:57.307017Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{}}],"execution_count":11},{"cell_type":"code","source":"# Target vs. Numeric Features (Boxplots)\n# ================================\nsample_features = [\"INCOME\", \"SAVINGS\", \"DEBT\", \"R_DEBT_INCOME\"]\nplt.figure(figsize=(15, 8))\nfor i, col in enumerate(sample_features, 1):\n plt.subplot(2, 2, i)\n sns.boxplot(x=\"DEFAULT\", y=col, data=df, palette=\"Set2\")\n plt.title(f\"{col} vs DEFAULT\")\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:07:49.366669Z","iopub.execute_input":"2025-09-01T06:07:49.367044Z","iopub.status.idle":"2025-09-01T06:07:50.244426Z","shell.execute_reply.started":"2025-09-01T06:07:49.367017Z","shell.execute_reply":"2025-09-01T06:07:50.243417Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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5. Categorical Variables vs Target\n# ================================\ncat_cols = df.select_dtypes(include=[\"object\"]).columns.tolist() + \\\n [c for c in df.columns if \"CAT_\" in c]\n\nfor col in cat_cols:\n if col in df.columns:\n plt.figure(figsize=(6,4))\n sns.countplot(x=col, hue=\"DEFAULT\", data=df, palette=\"Set1\")\n plt.title(f\"{col} vs DEFAULT\")\n plt.xticks(rotation=30)\n plt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:08:02.389949Z","iopub.execute_input":"2025-09-01T06:08:02.390316Z","iopub.status.idle":"2025-09-01T06:10:34.988189Z","shell.execute_reply.started":"2025-09-01T06:08:02.390292Z","shell.execute_reply":"2025-09-01T06:10:34.987129Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"","image/png":"iVBORw0KGgoAAAANSUhEUgAAAjAAAAGUCAYAAAArlBgKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAABKxElEQVR4nO3de1hUdf4H8PcwMgjBoCiooSijQWgiWIEEYXhDBlPzl5oGlqHmuqWQbZKPuqhtmlre72JecldNrQARUURRo/USeQ9FRiVXxDQHcEBu5/eHy6zTAA7DwHDk/Xoen6f5nu/5zuecgebNOd9zjkQQBAFEREREImJh7gKIiIiIaosBhoiIiESHAYaIiIhEhwGGiIiIRIcBhoiIiESHAYaIiIhEhwGGiIiIRIcBhoiIiESHAYaIiIhEhwGGiIiIRKeZuQsgMpcbN25gw4YNOH78OPLy8mBpaQk3NzeEhIRg5MiRaN68uU7/8vJy9O7dG3fu3MG6devQu3dvAMCePXvw6aefPvH9nJ2dcejQIYPrKywsxKZNm5CcnIycnByUl5fDxcUFvXv3xpgxY9CmTRsAQHR0NL777jvtepaWlnB2doZSqcTEiRNhZWWlM667u3u17zly5EjMmTOnynFtbGzg4OCAbt26ITQ0FP3794eFhe7fQOHh4fjjjz+QkJCA5cuXY8WKFU/cTh8fH2zduvXJO+S/fv/9d8TGxiI1NRW3bt2CRCKBQqFAv379EBYWBrlcrrfOm2++iXPnzuHvf/87Ro8erbf8z5+hVCpFq1at4O/vj6ioKO2+fnw7T5w4AQCQSCSwsbGBo6MjPD09MXToUPj7+xu8PfXJmDr79OmDmzdvVjleQEAAYmNjAaDGzzcmJgajRo3Svl6wYAFiY2MREhKCJUuW6PX/97//jTFjxmDp0qUYOHCg3vI5c+Zg27ZtyMzM1Knzueeew9q1a7Vt9fUzR40TAww1SYcPH8aUKVMgk8kwZMgQuLm5obS0FKdPn8bChQuRlZWFuXPn6qzz008/4c6dO3B2dkZ8fLw2wLz88stYsGCBTt8ZM2bA09MTI0aM0LY988wzBteXk5ODd999F7du3cLAgQMxcuRIWFpaIjMzE7t27cLBgwexf/9+bX+ZTIbPPvsMwKPgk5KSglWrVuHGjRv48ssv9cb39/fHkCFD9NpdXV11Xj8+7sOHD3Hz5k2kpqZi8uTJ8PHxwerVq2Fra1vlNvTv3x8uLi7a1xqNBjExMejfvz/69++vbW/durXB++Xs2bOYMGECNBoNBg8ejG7dugEAzp8/j/Xr1+PUqVPYuHGjzjrXrl3DuXPntJ9bVQGm0uTJk9G+fXuUlJTgl19+wXfffYfTp08jISFBLwi2bdsWH330EQCgqKgI169fx4EDBxAXF4eQkBAsXLgQlpaWBm9bfTGmTg8PD4wdO1ZvLCcnJ722mJgY2NjY6LT16NFD+9+CIGDv3r1wdnZGamoqCgsLq/2Zqav6+JmjRkwgamJu3LgheHl5CQMHDhRu376tt/zatWvCpk2b9No/+eQT4Y033hA2b94seHl5CQ8ePKj2Pby8vIRp06YZVV9paakwePBgoUePHsLJkyf1lhcUFAhfffWV9vW0adMELy8vnT4VFRXCiBEjBHd3d+HOnTs6y9zc3ITZs2c/sY6qxq20du1awc3NTZgyZYpOe1hYmBAaGlrlOnfv3hXc3NyEZcuWPfG9q6JWq4VXX31VeOWVV4SsrCy95Xfu3BFWrlyp17506VLBz89P2L9/v+Du7i7k5OTo9dm9e7fg5uYmnD17Vqd94cKFgpubm7B3716d9uq2s6ysTIiJiRHc3NyEBQsW1HYTTc6YOoOCgoQJEyY8cexly5YJbm5uwt27d2vsl56eLri5uQnp6elCt27dhD179uj1+emnnwQ3Nzdh3759VY4xe/Zswc3NrdZ11vVnjho3zoGhJmfDhg3QaDT4xz/+UeVflB07dsQ777yj01ZcXIwDBw5AqVQiJCQExcXFSElJqZf6kpOT8euvv2LixIl46aWX9Jbb2toiKiqqxjEkEgl69uwJQRCQk5Nj8honTJiAgIAAJCUlQaVSmXz8qmzfvh23b99GdHQ0OnfurLe8devWmDRpkl57QkICgoOD8dprr8HOzg4JCQkGv2fl/jd0H0qlUsyYMQNdunTBtm3bUFBQUG3fOXPmwNvbG0VFRXrLPvroI/j7+6O8vBwAcO7cOURERMDX1xeenp7o06ePQactTVFnXcXHx6NLly7o1asX/Pz8EB8fX2/vRU0LAww1OampqejQoQN69uxp8DqHDh2CRqNBaGgoHB0d4ePjU2//I64MRlWd4qmNynkMVc0JefjwIe7du6f3r6SkxODxBw8eDEEQ8OOPP9apTkMdOnQIzZs3R3BwsMHrnDlzBtevX0doaChkMhn69+9fq8+tpn1YHalUitDQUBQVFeH06dPV9lMqldBoNDh8+LBOe1FREVJTUxEcHAypVIq7d+8iIiICv/32GyZMmICZM2fi9ddfx5kzZwyuqbZ1lpWVVfnzUVxcrDeOWq3W6aNWq7XLSkpKkJycjNDQUABAaGio9lQsUV1xDgw1KYWFhbh9+zb69u1bq/Xi4uLg7e2Ndu3aAXj0P+LZs2fj3r17cHBwMGmN2dnZsLOz076Xoe7duwfg0TYePHgQycnJcHNzg0Kh0Ou7a9cu7Nq1S6/9q6++0n7ZPImbmxuAR5OhG0J2djY6deoEmUxm8DpxcXFo164dXnzxRQCPPrfdu3fj0qVL8PDw0OtfWFioDXJnzpzBihUrIJPJEBQUVKtaDdk3L774Itq0aYN9+/YhJCRE23748GFoNBoolUoAQEZGBtRqNWJjY9G9e3dtvycdhatLnceOHYOfn59e/6lTp2LChAk6bX+edPv4ZPXU1FTk5+drf6b69euHWbNmYe/evXj33XfrXD81bQww1KQUFhYCqN2E2j/++APHjh3TOWQ/YMAAzJkzB/v27cPbb79t8hprUx/waLLin79wXnzxRXzxxReQSCR6/fv27YuwsDC99sovNENUTtx88OBBrWo1Vm33S1lZGRITEzF06FDtPujVqxdatWqFuLi4KgPMn79UnZ2dsXDhQrRt27ZWtRqybyQSCQYOHIgdO3bgwYMH2m3bt28f2rRpow1ddnZ2AB4Fm+eff96kE4Orq7NHjx6IjIzU69+xY0e9tuXLl+tMyn18snN8fDxeeOEF7Xq2trZ47bXXEB8fzwBDdcYAQ01K5f9oa/Olm5iYiNLSUnh4eOD69evadk9PT8THx5s8wNja2tZ63oqVlRXWrFkDAMjNzcWGDRtw9+5dvStnKrVt2xavvPJKnerUaDQAahcG68LW1rZWn9vx48dx7949eHp66nxuvr6+2Lt3L/72t7/pXQY+a9YsuLq6oqCgALt378bJkydrdcSnkqH7RqlUYvPmzTh06BBef/11PHjwAEeOHMHIkSO1ocvHxwfBwcFYsWIFNm3aBB8fH/Tr1w+vv/66UbUZUmfLli0N/vl46aWXqjwKmZ+fjyNHjiAsLExn//fs2RP79++HSqXSu+qNqDYYYKhJsbW1hZOTE65cuWLwOpVzJh6/r8XjcnJy0KFDB5PUBwAKhQIXL17ErVu3DD6NJJVKdb5wAgICEBISglmzZmmDjaldvnwZAHQuW61PCoUCly5dQklJiUFf3HFxcQBQ5ZEEADhx4gR69eql0+bp6ak9TdOvXz+MHj0aU6dORVJSUq2CWuW+qeqIxeO8vLzg7OyMffv24fXXX0dqaiqKi4u1p4+AR0dqli1bhl9++QWpqak4evQopk+fjq+//ho7duyoU4A0tE5jJCUloaSkBBs3btS7tB149Hs1efJkAP87alPVHBvg0byg6sI4NV0MMNTkBAUFYceOHcjIyIC3t3eNfXNycpCRkYGwsDC8/PLLOssqKirwySefID4+vsqrX+pSX0JCAuLi4vD+++8bNYaTkxPeffddrFixAr/88gu8vLxMVl+luLg4SCSSBrtpW1BQEDIyMpCcnIxBgwbV2Fej0eDQoUNQKpVVTvr97LPPEB8frxdgHieVSvHRRx9hzJgx2LZtm97cj+qUl5cjISEB1tbW2tNANQkJCcGWLVtQWFiIxMREODs7V/l5eXl5wcvLC1FRUYiPj8fHH3+MxMREDB8+3KC66lpnbcXHx8PNzQ1//etf9Zbt2LEDCQkJ2gDz7LPPAkC1V7SpVCptH6JKvAqJmpxx48bBxsYGM2bMwO+//663/MaNG9i8eTOA/x19GTduHAYOHKjzT6lU1svVSMHBwXBzc8OaNWuQkZGht7ywsBCLFy9+4jhhYWGwtrbGunXrTFofAKxbtw7Hjh2DUqlEp06dTD5+Vd566y04Ojpi/vz5VX7R3b17F6tWrQIAHDhwABqNBm+//bbe5zZw4EAEBQUhOTn5iVddVV62vHnzZjx8+PCJNZaXl+Ozzz7D1atXER4ebtAN25RKJUpKSvDdd9/h6NGjOhN6gUdX+QiCoNNWOX+nNleN1bXO2rh16xZOnjxZ5b4fOHAghg0bhuvXr2uvpHJycoKHhwfi4+ORn5+vM9b58+dx5swZBAYGmrRGEj8egaEmx8XFBYsWLUJUVBSUSqX2TrwlJSXIyMhAUlIShg0bBuBRgPHw8Kj2VE6fPn0wd+5cXLhwQXtX2LqytLTEihUrMHbsWISFhWHgwIHo2bMnLC0tceXKFSQkJEAulz/xKpSWLVti2LBh+Oc//4mrV6/q3Dvl2rVr+OGHH/TWad26tc4RlbKyMm2/kpIS3Lx5E4cOHUJmZiZ8fX21jx1oCPb29li5ciUmTJiAoUOH6tyJ9+LFi0hISNAeUYuPj0eLFi2qPcLWp08f7Ny5E4cPH8aAAQNqfN+IiAhMmTIFe/bs0TmNWFBQoN03xcXF2jvc3rhxA6GhoZgyZYpB29WtWzd07NgRixcvRklJic7pIwD47rvv8K9//Qv9+vWDi4sLHjx4gJ07d8LW1tagL3Vj6rx9+3aVPx/PPPMM+vXr98T3jI+PhyAI1V7t17t3bzRr1gzx8fHau/ZGR0dj3LhxGDp0KN544w04OTnh6tWr2LlzJxwdHas8Gnn9+nVtaH1c165d8dprrz2xThI3Bhhqkvr27Yu4uDjExsYiJSUF//rXvyCTyeDu7o7o6GiMGDECFy5cQHZ2do2nh4KCgjB37lzExcWZLMAAj+YkfP/999i0aRMOHDiAlJQUVFRUoGPHjhg+fDjCw8MNGmfs2LHYvn071q9fj/nz52vbjx8/juPHj+v19/Hx0QkwJSUl+OSTTwAA1tbWcHBwwAsvvIC//vWvVT4Lqb716NED8fHxiI2NxeHDh/HDDz/AwsICCoUCEyZMQFhYGO7evYv09HSEhoZCKpVWOY6fnx+sra0RFxf3xAAzYMAAuLi4YOPGjRgxYoR2zNzcXO2+sbGxgZOTE7y8vBATE1Pr02ohISFYs2YNOnbsqPdz5OPjg3PnziExMRG///477Ozs4OnpiUWLFhk098qYOi9duqRd53HOzs4GB5hnn30Wzz//fJXL5XI5evbsicTERERHR6NZs2bo1asXtm3bhtWrV2Pr1q148OABWrVqhUGDBuHDDz9Eq1at9MZRqVRYunSpXvubb77JANMESIQ/H5skIiIiauQ4B4aIiIhEh6eQiBpISUmJzm3Wq2JnZ4fmzZs3UEWNQ3Fx8ROfxWNvb1/ne54Q0dOFAYaogWRkZGDMmDE19pk3b552AnFTkZiY+MQHE27ZsgW+vr4NVBERiQHnwBA1ELVajQsXLtTYp0uXLlU+IftplpeXh6ysrBr7dOvWDfb29g1UERGJAQMMERERiQ5PIZlYRkYGBEEw6QPXiIiImoLS0lJIJJIn3iUdYIAxOUEQ9O6aSURERE9Wm+9PBhgTqzzyUvlAOCIiIjLMuXPnDO7L+8AQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkejwKiQiIiIDlJeXo7S01NxliJqlpSWkUqlJxmKAISIiqoEgCMjNzcX9+/fNXcpToUWLFmjbti0kEkmdxmGAISIiqkFleHFycoKNjU2dv3ibKkEQoNFokJeXBwBo165dncZjgCEiIqpGeXm5Nry0atXK3OWInrW1NYBHD3F1cnKq0+kkTuIlIiKqRuWcFxsbGzNX8vSo3Jd1nU/EAENERPQEPG1kOqbalwwwREREJDoMMERERCQ6DDAiJJSXm7uEJof7nIioceFVSCIkkUqRPWMmilXXzF1Kk9DctRMUn801dxlE1Ejt2bMHn376qfa1TCaDvb093N3d0bt3bwwbNgy2trba5cuXL8eKFSuqHe/YsWNwdHTEb7/9hr59+1bZp0ePHti5c6f29dWrV6FUKiGTyXD8+HHI5XK9dfr06YPnnnsOa9eu1Vt27tw5vPnmm5g3bx6GDRumU2d6ejocHBwAoMaa/iwlJQXt27c3qK8xGGBEqlh1DZrMTHOXQURE/zV58mS0b98eZWVl+P3333HixAl8/vnn2LRpE1atWoXnn39ep39MTEyVVzf9OXwMGjQIgYGBOm2VgaJSXFwcHB0doVarsX//fgwfPtxEW6XLwcEBCxYs0Gn7+uuvkZubqxPiqqrR1BhgiIiITCAwMBDdu3fXvn7//feRnp6OiRMnYtKkSUhMTETz5s21y4ODgw36ku/atSuGDBlS7XJBEBAfH49Bgwbht99+Q1xcXL0FGBsbG71aEhMTkZ+fX2ON9YFzYIiIiOqJn58fJk2ahJs3byIuLq5e3uP06dO4efMmlEollEolTp06hdzc3Hp5r8aEAYaIiKgeVR6ZOHbsmE67Wq3GvXv3dP7l5+frrV9UVKTX7/GbwMXHx8PFxQWenp7o06cPmjdvjoSEhPrdqEaAp5CIiIjqUdu2bWFnZ4ecnByd9oEDB+r1dXV1RVJSkk7b8uXLsXz5cp22LVu2wNfXF6WlpUhKSsJbb70FAGjevDn69OmD+Ph4jBs3zsRb0rgwwBAREdUzGxsbPHjwQKdt+fLlOlcnAf97VtDjRo4cqRd2KicEp6Wl4f79+xg0aJB22aBBgzBx4kRcuXIFzz33nKk2odFhgCEiIqpnGo1G72GQL730kkGTeDt27IhXXnmlymVxcXFo3749ZDIZrl+/DgBwcXGBtbU14uPj8dFHH9WqTjE9MoEBhoiIqB7l5uaioKAALi4uJh23sLAQqampePjwIQYMGKC3PCEhAVFRUdpQIpPJUFxcXOVYle1WVlYmrbE+McAQERHVox9++AEAEBAQYNJxk5OT8fDhQ8TExKBly5Y6y1QqFZYsWYLTp0/jpZdeAgA4OzsjKyuryrFUKhUA4NlnnzVpjfWJAYaIiKiepKenY9WqVWjfvj0GDx5s0rHj4uLQoUMHjBo1Sm9ZSUkJ1q1bh/j4eG2ACQwMxLFjx3Dw4EH069dPp++3336LVq1aoWvXriatsT4xwBAREZlAWloasrOzUV5ejt9//x3//ve/cfz4cTz77LNYvXq13umZ/fv3V3knXn9/f7Ru3brG97p9+zb+/e9/Izw8vMrlMpkMr776KpKSkjBjxgxYWlpi5MiR2L17N6ZMmYL/+7//g4eHB+7fv4/ExERcuXIFX3zxBWQymd5YmzZt0rkBHwBYWFhg4sSJT9ol9YoBhoiIyASWLVsGALC0tESLFi3g5uaG6dOn6z0LqVJMTEyV42zZsuWJASYxMREVFRUICgqqtk9QUBD279+PtLQ09O3bF82bN8c333yDlStX4uDBg9izZw+srKzQrVs3rFu3Tu9xBZWqenaSVCo1e4CRCIIgmLWCp8y5c+cAQOd20vXh4tvhfBZSA7Fxd0fXbVvNXQYRmUFxcTFUKhVcXV31jkKQcWrap7X5DuWdeImIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIx9WrVzF27Fh4eXnB398fCxYsQElJibnL0sGHORIREdUjobwcEqlUNO+tVqvxzjvvoFOnTli+fDlu376N+fPno7i4GLNmzaqnSmuPAYaIiKgeSaRSZM+YiWLVtQZ93+aunaD4bG6t19u+fTsePHiAFStWoEWLFgCA8vJyzJ49G++//z7atGlj4kqNwwBDRERUz4pV16DJzDR3GQZJS0uDn5+fNrwAQEhICP7+97/j+PHjGDZsmPmKewznwBAREZFWdnY2FAqFTptcLoejoyOys7PNVJW+RhVg9u3bh7/85S8IDAyEl5cXhgwZgl27dkEQBG2f8PBwuLu76/27evWqzlgFBQWYPn06fHx84O3tjcmTJyMvL0/vPX/++WeMHDkSnp6eCAoKwrp163Tej4iIqCnJz8+HXC7Xa7e3t4darTZDRVVrVKeQNm3aBGdnZ0RHR6Nly5b48ccfMXPmTOTm5uKDDz7Q9uvZsyemTZums2779u11XkdGRiIrKwsxMTGwsrLCkiVLMH78eOzevRvNmj3a7OvXryMiIgL+/v6IjIxEZmYmFi1aBKlUioiIiPrfYCIiIjJKowowq1evhoODg/a1n58f7t+/j6+//hqTJk2ChcWjA0ZyuRxeXl7VjpORkYFjx44hNjYWAQEBAABXV1colUokJydDqVQCAGJjY9GyZUt89dVXkMlk8PPzw71797BmzRqEh4dDJpPV38YSERE1QnK5HAUFBXrtarUa9vb2Zqioao3qFNLj4aWSh4cHCgsLodFoDB4nLS0Ncrkc/v7+2jaFQgEPDw+kpaXp9Ovbt69OUFEqlcjPz0dGRoaRW0FERCReCoVCb65LQUEB7ty5ozc3xpwaVYCpyunTp9GmTRvY2tpq206cOAEvLy90794dYWFhOHnypM462dnZcHV1hUQi0Wl//EPRaDS4deuW3oehUCggkUga1UQlIiKihhIYGIgff/wR+fn52rakpCRYWFjoHBgwt0Z1CunPTp06hcTERJ35Li+//DKGDBmCTp06IS8vD7GxsRg7diy2bt0Kb29vAI8mINnZ2emNZ29vj/PnzwOA9vDYnycqyWQyWFtb12mikiAItTpiVBsSiQTW1tb1MjbVrKioiBO8iZqYhw8foqKiAuXl5SgvLzdqDKmZbmJXqbZ1Dx8+HFu3bsWkSZMwYcIE3L59GwsWLMDIkSPRunVro/fD4/VUVFSgqKgIFRUVOssEQdA7+FCdRhtgcnNzERUVBV9fX4wZM0bbPnnyZJ1+r732GgYNGoRVq1Zh/fr1DV1mlUpLS3Hp0qV6Gdva2hpdu3atl7GpZiqVCkVFReYug4gaWLNmzfDw4UOj1rWwsIC1tTWau3YybVEGqHzPkpISvaBQEysrK6xevRoLFizAhx9+CBsbGwwZMgQffPABiouL61zXw4cPUVZWVu2ZDkPnnzbKAJOfn4/x48ejRYsWWL58uXbyblVsbGzQu3dv7N+/X9sml8uRm5ur1/fxCUiVR2j+PFGppKQERUVFdZqoZGlpiS5duhi9fk0MTaZkeq6urjwCQ9TEPHz4EP/5z39gZWWF5s2bGzWGUF5u1B1xTUEoLzfqgpSuXbti06ZNpi/ov5o1awYXFxdYWVnptGdlZRk+hqmLqqvi4mK8//77KCgowI4dO6o8FfQkCoUC6enpeoeiVCoV3NzcADwKPu3atdNLgCqVCoIg1GmikkQigY2NjdHrU+PEU3dETY+FhQUsLCwglUrNfirIGBKpFI2taqlU+r8jU38KhbX5I71RTeItKytDZGQksrOzsWHDBoOet6DRaHD48GF0795d2xYYGAi1Wo309HRtm0qlwsWLFxEYGKjTLyUlBaWlpdq2xMREyOVy7XwaIiIianwa1RGY2bNnIzU1FdHR0SgsLMQvv/yiXda1a1ecPXsWGzZsQP/+/eHs7Iy8vDx8/fXXuHPnDpYuXart6+3tjYCAAEyfPh3Tpk2DlZUVFi9eDHd3dwwYMEDbLyIiAvHx8Zg6dSpGjRqFy5cvIzY2FlFRUbwHDBERUSPWqALM8ePHAQDz58/XW5aSkgJHR0eUlpZi8eLFuH//PqytreHt7Y3Zs2fD09NTp/+SJUswb948zJo1C2VlZQgICMCMGTO0d+EFgI4dOyI2Nhbz58/HhAkT4ODggMmTJ+O9996r3w0lIiKiOpEInJVoUufOnQMAnVNa9eHi2+GiebKp2Nm4u6Prtq3mLoOIzKC4uBgqlQqurq5GT+IlXTXt09p8hzaqOTBEREREhmCAISIiItFhgCEiIiLRYYAhIiIi0WGAISIiItFpVJdRExERkfldv34dsbGxOHPmDK5cuQKFQoGEhARzl6WDAYaIiKgelVcIkFqY5zl2xr73lStXcOTIEfTo0QMVFRWN8jlwDDBERET1SGohwRff/oScO/kN+r4dHOWYNryXUev26dMH/fr1AwBER0fj/PnzpizNJBhgiIiI6lnOnXxk3frD3GUYzMKi8U+RbfwVEhEREf0JAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4voyYiIqpnHRzlonrPoqIiHDlyBABw8+ZNFBYWIikpCQDg4+MDBwcHk9RYFwwwRERE9ai8QjD6hnKmeG9j7sR79+5dTJkyRaet8vWWLVvg6+trkvrqggGGiIioHpnrMQJ1ee/27dsjMzPTxNWYFufAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERE9gSAI5i7hqWGqfckAQ0REVA1LS0sAgEajMXMlT4/KfVm5b43F+8AQERFVQyqVokWLFsjLywMA2NjYQCIx331dxEwQBGg0GuTl5aFFixaQSqV1Go8BhoiIqAZt27YFAG2Iobpp0aKFdp/WBQMMERFRDSQSCdq1awcnJyeUlpaauxxRs7S0rPORl0oMMERERAaQSqUm+/KluuMkXiIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhKdRhVg9u3bh7/85S8IDAyEl5cXhgwZgl27dkEQBJ1+3377LYKDg9G9e3cMHjwYqampemMVFBRg+vTp8PHxgbe3NyZPnlzlg7h+/vlnjBw5Ep6enggKCsK6dev03o+IiIgal0YVYDZt2gRra2tER0dj9erVCAwMxMyZM7Fy5Uptn71792LmzJkICQnB+vXr4eXlhQ8++AC//PKLzliRkZE4fvw4YmJisGjRIqhUKowfPx5lZWXaPtevX0dERAQcHR2xdu1avPPOO1i2bBk2btzYUJtMRERERmhUD3NcvXo1HBwctK/9/Pxw//59fP3115g0aRIsLCywbNkyhIaGIjIyEgDQq1cvXL58GStXrsT69esBABkZGTh27BhiY2MREBAAAHB1dYVSqURycjKUSiUAIDY2Fi1btsRXX30FmUwGPz8/3Lt3D2vWrEF4eDhkMlnD7gAiIiIySKM6AvN4eKnk4eGBwsJCaDQa5OTk4Nq1awgJCdHpo1QqkZ6ejpKSEgBAWloa5HI5/P39tX0UCgU8PDyQlpambUtLS0Pfvn11gopSqUR+fj4yMjJMvXlERERkIo3qCExVTp8+jTZt2sDW1hanT58G8OhoyuM6d+6M0tJS5OTkoHPnzsjOzoarqyskEolOP4VCgezsbACARqPBrVu3oFAo9PpIJBJkZ2fD19fXqJoFQYBGozFq3SeRSCSwtraul7GpZkVFRZwfRURUjwRB0Pvurk6jDjCnTp1CYmIipk2bBgBQq9UAALlcrtOv8nXl8vz8fNjZ2emNZ29vj/PnzwN4NMm3qrFkMhmsra21YxmjtLQUly5dMnr9mlhbW6Nr1671MjbVTKVSoaioyNxlEBE91QydvtFoA0xubi6ioqLg6+uLMWPGmLucWrG0tESXLl3qZWxDkymZnqurK4/AEBHVo6ysLIP7NsoAk5+fj/Hjx6NFixZYvnw5LCweTdWxt7cH8OjoiaOjo07/x5fL5XLk5ubqjatWq7V9Ko/QVB6JqVRSUoKioiJtP2NIJBLY2NgYvT41Tjx1R0RUv2rzR3qjmsQLAMXFxXj//fdRUFCADRs26JwKqpyvUjmPpVJ2djYsLS3RoUMHbT+VSqX317JKpdKOYWNjg3bt2umNVbnen+fGEBERUePRqAJMWVkZIiMjkZ2djQ0bNqBNmzY6yzt06IBOnTohKSlJpz0xMRF+fn7a82aBgYFQq9VIT0/X9lGpVLh48SICAwO1bYGBgUhJSUFpaanOWHK5HN7e3vWxiURERGQCjeoU0uzZs5Gamoro6GgUFhbq3Jyua9eukMlk+PDDD/Hxxx/DxcUFvr6+SExMxNmzZ/HNN99o+3p7eyMgIADTp0/HtGnTYGVlhcWLF8Pd3R0DBgzQ9ouIiEB8fDymTp2KUaNG4fLly4iNjUVUVBTvAUNERNSISYRGNCuxT58+uHnzZpXLUlJS0L59ewCPHiWwfv16/Oc//4Grqys++ugjBAUF6fQvKCjAvHnzcODAAZSVlSEgIAAzZszQO6rz888/Y/78+bh06RIcHBzw9ttvY/z48UZPlj137hwAoHv37katb6iLb4dDk5lZr+9Bj9i4u6Prtq3mLoOI6KlXm+/QRhVgngYMME8fBhgiooZRm+/QRjUHhoiIiMgQDDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOkYHmO+//x6//fZbtct/++03fP/998YOT0RERFQtowPMp59+ioyMjGqXnz17Fp9++qmxwxMRERFVy+gAIwhCjcs1Gg2kUqmxwxMRERFVq1ltOv/666/49ddfta9PnTqF8vJyvX75+fnYvn07XF1d614hERER0Z/UKsAcPHgQK1asAABIJBLs2LEDO3bsqLKvXC7HF198UfcKiYiIiP6kVgFmxIgReO211yAIAoYPH47JkycjMDBQp49EIoG1tTVcXFzQrFmthiciIiIySK0ShpOTE5ycnAAAW7ZsQefOndGqVat6KYyIiIioOkYfIvHx8TFlHUREREQGq9M5nqNHj2LXrl3IyclBfn6+3pVJEokEBw8erFOBRERERH9mdIDZsGEDvvzyS7Rq1Qqenp5wd3c3ZV1ERERE1TI6wGzZsgW9evXCunXrYGlpacqaiIiIiGpk9I3s8vPzERwczPBCREREDc7oANO9e3eoVCpT1kJERERkEKMDTExMDA4cOID4+HhT1kNERET0REbPgYmMjERZWRk++eQTxMTEoG3btrCw0M1DEokEcXFxdS6SiIiI6HFGB5gWLVqgRYsW6Nixo8mKuX79OmJjY3HmzBlcuXIFCoUCCQkJOn3Cw8Nx4sQJvXUTExPRuXNn7euCggLMmzcPBw8eRGlpKV599VXMmDFDeyO+Sj///DO++OILXLp0Ca1atcKoUaMwfvx4SCQSk20XERERmZbRAWbr1q2mrAMAcOXKFRw5cgQ9evRARUVFtU+87tmzJ6ZNm6bT1r59e53XkZGRyMrKQkxMDKysrLBkyRKMHz8eu3fv1j7i4Pr164iIiIC/vz8iIyORmZmJRYsWQSqVIiIiwuTbR0RERKbRqB5W1KdPH/Tr1w8AEB0djfPnz1fZTy6Xw8vLq9pxMjIycOzYMcTGxiIgIAAA4OrqCqVSieTkZCiVSgBAbGwsWrZsia+++goymQx+fn64d+8e1qxZg/DwcMhkMtNuIBEREZmE0QHm5MmTBvV7+eWXDR7zz3NojJWWlga5XA5/f39tm0KhgIeHB9LS0rQBJi0tDf3799cJKkqlEmvXrkVGRgZ8fX1NUg8RERGZltEBJjw83KB5IpcuXTL2Lap14sQJeHl5oby8HD169MCUKVN0glJ2djZcXV316lMoFMjOzgYAaDQa3Lp1CwqFQq+PRCJBdnY2AwwREVEjVac78f5ZeXk5bt68iZ07d6KiogJTp06tU3FVefnllzFkyBB06tQJeXl5iI2NxdixY7F161Z4e3sDeHSTPTs7O7117e3ttaelCgoKADw6HfU4mUwGa2trqNVqo2sUBAEajcbo9WsikUhgbW1dL2NTzYqKiqqdl0VERHUnCILBF9HUy9Oohw0bhtGjR+PEiRPw8/Mz9i2qNHnyZJ3Xr732GgYNGoRVq1Zh/fr1Jn0vY5WWltbLkScAsLa2RteuXetlbKqZSqVCUVGRucsgInqqGTr/tF4m8VpYWCA0NBRr167FlClT6uMttGxsbNC7d2/s379f2yaXy5Gbm6vXV61Ww97eHgC0R2gqj8RUKikpQVFRkbafMSwtLdGlSxej168JL+82H1dXVx6BISKqR1lZWQb3rberkNRqtV44aCgKhQLp6el6h6JUKhXc3NwAPAo+7dq1086JebyPIAh6c2NqQyKRwMbGxuj1qXHiqTsiovpVmz/Sjb7s5z//+U+V/3799Vd88803iI2NxUsvvWTs8AbTaDQ4fPgwunfvrm0LDAyEWq1Genq6tk2lUuHixYsIDAzU6ZeSkoLS0lJtW2JiIuRyuXY+DRERETU+Rh+B6dOnT7VJSRAEeHl5Yfbs2bUas6ioCEeOHAEA3Lx5E4WFhUhKSgLwaM5NdnY2NmzYgP79+8PZ2Rl5eXn4+uuvcefOHSxdulQ7jre3NwICAjB9+nRMmzYNVlZWWLx4Mdzd3TFgwABtv4iICMTHx2Pq1KkYNWoULl++jNjYWERFRfEeMERERI2YRDDypP6ePXv0AoxEIoFcLoeLi4tRc0B+++039O3bt8plW7ZsQdu2bTFnzhxkZmbi/v37sLa2hre3Nz744AN4enrq9K98lMCBAwdQVlaGgIAAzJgxA23atNHp9/PPP2P+/Pm4dOkSHBwc8Pbbb9fpUQLnzp0DAJ0jQvXh4tvh0GRm1ut70CM27u7ous30d54mIiJdtfkONTrAUNUYYJ4+DDBERA2jNt+hJpnEm5WVhZs3bwIAnJ2d6+0KHCIiIiKgjgHm4MGDmD9/vja8VGrfvj2io6OrPR1EREREVBdGB5gjR45g8uTJePbZZxEVFYXOnTsDAK5evYqdO3fiww8/xJo1a3Su+iEiIiIyBaMDzKpVq+Du7o5t27bp3POkb9++CAsLw+jRo7Fy5UoGGCIiIjI5o+8Dk5mZiaFDh1Z5wzYbGxu88cYbyOQkUyIiIqoHRgcYKyurGh94qFarYWVlZezwRERERNUyOsD4+vpiy5YtyMjI0Ft25swZbN261eQPciQiIiIC6jAH5m9/+xveeustjB49Gp6ennB1dQXw6Jb9Z8+eRatWrfDxxx+brFAiIiKiSkYfgenQoQPi4uIQHh4OtVqNxMREJCYmQq1WY8yYMfjhhx/Qvn17U9ZKREREBKAOR2DKyspgZWWF6dOnY/r06XrLCwsLUVZWhmbN6u2B10RERNREGX0E5rPPPsNbb71V7fJRo0Zh/vz5xg5PREREVC2jA8zRo0cRHBxc7fLg4GCkpaUZOzwRERFRtYwOMHl5eXpPdn6ck5MTbt++bezwRERERNUyOsC0aNECKpWq2uVXr16Fra2tscMTERERVcvoAPPqq69i+/btuHjxot6yCxcuYOfOnXyMABEREdULoy8RmjJlCo4ePYrhw4ejT58+6NKlCwDgypUrSE1NhYODA6ZMmWKyQomIiIgqGR1g2rRpg927d+PLL79ESkoKDhw4AACwtbXF66+/jqioqBrnyBAREREZq043aXFycsIXX3wBQRBw7949AICDgwMkEolJiiMiIiKqiknuMieRSNCqVStTDEVERET0REZP4iUiIiIyFwYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEp1GFWCuX7+OWbNmYciQIejatSsGDRpUZb9vv/0WwcHB6N69OwYPHozU1FS9PgUFBZg+fTp8fHzg7e2NyZMnIy8vT6/fzz//jJEjR8LT0xNBQUFYt24dBEEw+baReDVr1QrlFfyZaGjc50RUk2bmLuBxV65cwZEjR9CjRw9UVFRUGST27t2LmTNnYuLEiejVqxcSExPxwQcfYNu2bfDy8tL2i4yMRFZWFmJiYmBlZYUlS5Zg/Pjx2L17N5o1e7TZ169fR0REBPz9/REZGYnMzEwsWrQIUqkUERERDbXZ1Mg1s7OF1EKCL779CTl38s1dTpPQwVGOacN7mbsMImrEGlWA6dOnD/r16wcAiI6Oxvnz5/X6LFu2DKGhoYiMjAQA9OrVC5cvX8bKlSuxfv16AEBGRgaOHTuG2NhYBAQEAABcXV2hVCqRnJwMpVIJAIiNjUXLli3x1VdfQSaTwc/PD/fu3cOaNWsQHh4OmUzWAFtNYpFzJx9Zt/4wdxlERIRGdgrJwqLmcnJycnDt2jWEhITotCuVSqSnp6OkpAQAkJaWBrlcDn9/f20fhUIBDw8PpKWladvS0tLQt29fnaCiVCqRn5+PjIwMU2wSERER1YNGdQTmSbKzswE8OpryuM6dO6O0tBQ5OTno3LkzsrOz4erqColEotNPoVBox9BoNLh16xYUCoVeH4lEguzsbPj6+hpVpyAI0Gg0Rq37JBKJBNbW1vUyNlFjU1RUxDlpRE2IIAh6393VEVWAUavVAAC5XK7TXvm6cnl+fj7s7Oz01re3t9eeliooKKhyLJlMBmtra+1YxigtLcWlS5eMXr8m1tbW6Nq1a72MTdTYqFQqFBUVmbsMImpAhk7fEFWAEQtLS0t06dKlXsY2NJkSPQ1cXV15BIaoCcnKyjK4r6gCjL29PYBHR08cHR217fn5+TrL5XI5cnNz9dZXq9XaPpVHaCqPxFQqKSlBUVGRtp8xJBIJbGxsjF6fiB7h6VKipqU2f6Q3qkm8T1I5X6VyHkul7OxsWFpaokOHDtp+KpVK7y83lUqlHcPGxgbt2rXTG6tyvT/PjSEiIqLGQ1QBpkOHDujUqROSkpJ02hMTE+Hn56c9bxYYGAi1Wo309HRtH5VKhYsXLyIwMFDbFhgYiJSUFJSWluqMJZfL4e3tXc9bQ0RERMZqVKeQioqKcOTIEQDAzZs3UVhYqA0rPj4+cHBwwIcffoiPP/4YLi4u8PX1RWJiIs6ePYtvvvlGO463tzcCAgIwffp0TJs2DVZWVli8eDHc3d0xYMAAbb+IiAjEx8dj6tSpGDVqFC5fvozY2FhERUXxHjBERESNWKMKMHfv3sWUKVN02ipfb9myBb6+vhg0aBCKioqwfv16rFu3Dq6urlixYoXeEZMlS5Zg3rx5mDVrFsrKyhAQEIAZM2Zo78ILAB07dkRsbCzmz5+PCRMmwMHBAZMnT8Z7771X/xtLRERERmtUAaZ9+/bIzMx8Yr/hw4dj+PDhNfaxs7PD559/js8//7zGfj179sTOnTtrVScRERGZl6jmwBAREREBDDBEREQkQgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMEREJiSUl5u7hCaH+7xpambuAoiIniYSqRTZM2aiWHXN3KU0Cc1dO0Hx2Vxzl0FmwABDRGRixapr0GRmmrsMoqcaTyERERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoMMAQERGR6DDAEBERkegwwBAREZHoiC7A7NmzB+7u7nr/Fi1apNPv22+/RXBwMLp3747BgwcjNTVVb6yCggJMnz4dPj4+8Pb2xuTJk5GXl9dQm0JERERGEu3TqDds2AA7Ozvt6zZt2mj/e+/evZg5cyYmTpyIXr16ITExER988AG2bdsGLy8vbb/IyEhkZWUhJiYGVlZWWLJkCcaPH4/du3ejWTPR7hoiIqKnnmi/pbt16wYHB4cqly1btgyhoaGIjIwEAPTq1QuXL1/GypUrsX79egBARkYGjh07htjYWAQEBAAAXF1doVQqkZycDKVS2SDbQURERLUnulNIT5KTk4Nr164hJCREp12pVCI9PR0lJSUAgLS0NMjlcvj7+2v7KBQKeHh4IC0trUFrJiIiotoR7RGYQYMG4Y8//sCzzz6LESNGYNy4cZBKpcjOzgbw6GjK4zp37ozS0lLk5OSgc+fOyM7OhqurKyQSiU4/hUKhHcNYgiBAo9HUaYzqSCQSWFtb18vYRI1NUVERBEEwdxkG4++n+YjtZ4WqJgiC3vdydUQXYBwdHfHhhx+iR48ekEgkOHToEJYsWYLbt29j1qxZUKvVAAC5XK6zXuXryuX5+fk6c2gq2dvb4/z583WqsbS0FJcuXarTGNWxtrZG165d62VsosZGpVKhqKjI3GUYjL+f5iO2nxWqnkwmM6if6ALMq6++ildffVX7OiAgAFZWVti8eTMmTpxoxsr+x9LSEl26dKmXsQ1NpkRPA1dXV1H9Vc3fT/MR288KVS0rK8vgvqILMFUJCQnBxo0bcenSJdjb2wN4dIm0o6Ojtk9+fj4AaJfL5XLk5ubqjaVWq7V9jCWRSGBjY1OnMYgIPB1DBuPPytOhNn8EPHWTeBUKBQDozWPJzs6GpaUlOnTooO2nUqn0ErtKpdKOQURERI3TUxFgEhMTIZVK0bVrV3To0AGdOnVCUlKSXh8/Pz/tubXAwECo1Wqkp6dr+6hUKly8eBGBgYENWj8RERHVjuhOIUVERMDX1xfu7u4AgJSUFOzcuRNjxozRnjL68MMP8fHHH8PFxQW+vr5ITEzE2bNn8c0332jH8fb2RkBAAKZPn45p06bBysoKixcvhru7OwYMGGCWbSMiIiLDiC7AuLq6Yvfu3cjNzUVFRQU6deqE6dOnIzw8XNtn0KBBKCoqwvr167Fu3Tq4urpixYoV8Pb21hlryZIlmDdvHmbNmoWysjIEBARgxowZvAsvERFRIye6b+oZM2YY1G/48OEYPnx4jX3s7Ozw+eef4/PPPzdFaURERNRAnoo5MERERNS0MMAQERGR6DDAEBGRaDVr1QrlFbyBXUNrDPtcdHNgiIiIKjWzs4XUQoIvvv0JOXfyzV1Ok9DBUY5pw3uZuwwGGCIiEr+cO/nIuvWHucugBsRTSERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDoMMERERCQ6DDBEREQkOgwwREREJDpNPsBcvXoVY8eOhZeXF/z9/bFgwQKUlJSYuywiIiKqQTNzF2BOarUa77zzDjp16oTly5fj9u3bmD9/PoqLizFr1ixzl0dERETVaNIBZvv27Xjw4AFWrFiBFi1aAADKy8sxe/ZsvP/++2jTpo15CyQiIqIqNelTSGlpafDz89OGFwAICQlBRUUFjh8/br7CiIiIqEZN+ghMdnY2/u///k+nTS6Xw9HREdnZ2UaNWVpaCkEQcPbsWVOUWCWJRIKy98fDorSs3t6D/ie/uRXOnTuHkT0dUF7ewtzlNAlSqQXOnTsHQRDMXUqt8fezYfH3s+HV5+9naWkpJBKJQX2bdIDJz8+HXC7Xa7e3t4darTZqzModb+gHYKxmLVvW6/ikr8UzVuYuocmp79+j+sLfz4bH38+GVx+/nxKJhAHGXLy9vc1dAhER0VOvSc+BkcvlKCgo0GtXq9Wwt7c3Q0VERERkiCYdYBQKhd5cl4KCAty5cwcKhcJMVREREdGTNOkAExgYiB9//BH5+fnatqSkJFhYWMDf39+MlREREVFNJIIYp/mbiFqtRmhoKFxdXfH+++9rb2T3+uuv80Z2REREjViTDjDAo0cJzJ07FxkZGXjmmWcwZMgQREVFQSaTmbs0IiIiqkaTDzBEREQkPk16DgwRERGJEwMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMUTXKy8vNXQIRPUFFRYW5SyAzaWbuAogaG41Gg+XLl+PBgwfw8PDAK6+8go4dO5q7LCL6r6KiIuzcuROjR4+GpaUlBEGARCIxd1nUwHgEhugxp06dwoABA/Dzzz/j9u3bWL16Nd577z1cvnwZvGk1kfkdOHAA/fv3x7x587BlyxYA4O9mE8VHCRA9Zt68ebhw4QKWLFkCe3t75ObmYtKkSZDJZPj000/x0ksvmbtEoibrp59+wsyZM9GqVStYWFjg/v372LBhA5599llUVFTAwoJ/kzcl/LSJHrN//368+OKLaN26NSwtLdGhQwcsXboUeXl52LlzJ+7evWvuEomarLKyMrRt2xZz5szBe++9h/LycqxduxYAGF6aIH7iRP9VVlaGDh064MaNG9q28vJyKBQKhIWF4fTp0zhw4IAZKyRq2nx9fbF161a4ubnh1Vdfha+vL44cOYJTp04B4MT7poYBhui/mjVrhueffx63b99GVlYWgP+dWx87dizs7e1x9OhR3L5925xlEjVZlpaWAICSkhJYWVnh9ddfh4ODA9avXw8AkEql5iyPGhgDDNFjxo0bhwsXLuDkyZMQBAHNmjVDaWkpZDIZRo0ahfT0dOTl5Zm7TKImTSaTAQBefvllBAUF4dKlS/j+++8BPDqSSk0DAwzRY9q0aYOhQ4fi22+/RWZmJoD/nVsfOnQoBEHAr7/+CoBXPhCZU+X9X0JDQ6FQKLB161YUFRWhWbNmPJXURDDAEP1JdHQ0rly5gu+++w7379/XHpYuKCiAk5MT7t27BwC87wSRGVX+YaFQKBAcHIw//vgDsbGxAIC0tDTtHyD09GKAIfoTa2trLFy4EIcOHcKGDRsAPJocmJ2dDY1GgxdffNHMFRIRoHsUpkePHtizZw8mTJiAv/zlLzh69CiPkj7leCdeoioEBwfj8uXLWLduHX766Sc899xzOHbsGF544QV07tyZd/4kagQsLCxQUlKCwsJClJWV4T//+Q9sbW2xbt06BAYGmrs8qme8kR1RDY4ePYqjR4/ixo0bCAgIQFhYmLlLIqLHXL16FWFhYSguLsYnn3yCUaNGmbskaiAMMEQG4BEXosappKQEmzdvRnh4OJo3b27ucqgBMcAQERGR6HASLxEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4DDBEREYkOAwwRERGJDgMMERERiQ4f5kj0lLhx4wY2bNiA48ePIy8vD5aWlnBzc0NISAhGjhypc5v18vJy9O7dG3fu3MG6devQu3dvAMCePXvw6aefPvG9nJ2dcejQIYNrKywsxKZNm5CcnIycnByUl5fDxcUFvXv3xpgxY9CmTRsAQHR0NL777jvtepaWlnB2doZSqcTEiRNhZWWlM667u3u17zly5EjMmTOnynFtbGzg4OCAbt26ITQ0FP3794eFhe7fc+Hh4fjjjz+QkJCA5cuXY8WKFU/cTh8fH2zduvXJO+S/fv/9d8TGxiI1NRW3bt2CRCKBQqFAv379EBYWBrlcrrfOm2++iXPnzuHvf/87Ro8erbf8z5+hVCpFq1at4O/vj6ioKO2+fnw7T5w4AQCQSCSwsbGBo6MjPD09MXToUPj7+xu8PUQNiQGG6Clw+PBhTJkyBTKZDEOGDIGbmxtKS0tx+vRpLFy4EFlZWZg7d662/08//YQ7d+7A2dkZ8fHx2gDz8ssvY8GCBTpjz5gxA56enhgxYoS27ZlnnjG4tpycHLz77ru4desWBg4ciJEjR8LS0hKZmZnYtWsXDh48iP3792v7y2QyfPbZZwAeBZ+UlBSsWrUKN27cwJdffqk3vr+/P4YMGaLX7urqqvP68XEfPnyImzdvIjU1FZMnT4aPjw9Wr14NW1vbKrehf//+cHFx0b7WaDSIiYlB//790b9/f21769atDd4vZ8+exYQJE6DRaDB48GB069YNAHD+/HmsX78ep06dwsaNG3XWuXbtGs6dO6f93KoKMJUmT56M9u3bo6SkBL/88gu+++47nD59GgkJCXpBsG3btvjoo48AAEVFRbh+/ToOHDiAuLg4hISEYOHChbC0tDR424gahEBEonbjxg3By8tLGDhwoHD79m295deuXRM2bdqk0/bJJ58Ib7zxhrB582bBy8tLePDgQbXje3l5CdOmTTOqttLSUmHw4MFCjx49hJMnT+otLygoEL766ivt62nTpgleXl46fSoqKoQRI0YI7u7uwp07d3SWubm5CbNnz35iHVWNW2nt2rWCm5ubMGXKFJ32sLAwITQ0tMp17t69K7i5uQnLli174ntXRa1WC6+++qrwyiuvCFlZWXrL79y5I6xcuVKvfenSpYKfn5+wf/9+wd3dXcjJydHrs3v3bsHNzU04e/asTvvChQsFNzc3Ye/evTrt1W1nWVmZEBMTI7i5uQkLFiyo7SYS1TvOgSESuQ0bNkCj0eAf//gHnJyc9JZ37NgR77zzjvZ1cXExDhw4AKVSiZCQEBQXFyMlJaVeaktOTsavv/6KiRMn4qWXXtJbbmtri6ioqBrHkEgk6NmzJwRBQE5OjslrnDBhAgICApCUlASVSmXy8auyfft23L59G9HR0ejcubPe8tatW2PSpEl67QkJCQgODsZrr70GOzs7JCQkGPyelfvf0H0olUoxY8YMdOnSBdu2bUNBQYHB70XUEBhgiEQuNTUVHTp0QM+ePQ3qf+jQIWg0GoSGhsLR0RE+Pj6Ij4+vl9oqg1FVp3hq4+bNmwBQ5ZyQhw8f4t69e3r/SkpKDB5/8ODBEAQBP/74Y53qNNShQ4fQvHlzBAcHG7zOmTNncP36dYSGhkImk6F///61+txq2ofVkUqlCA0NRVFREU6fPm3wekQNgQGGSMQKCwtx+/ZtuLm5GbxOXFwcvL290a5dOwBAaGgojh8/jnv37pm8vuzsbNjZ2Wnfy1CVIeTGjRvYuHEjkpOT4ebmBoVCodd3165d8PPz0/t34MABg9+vcv/duHGjVnUaKzs7G506dYJMJjN4nbi4OLRr1w4vvvgigEefW1ZWFi5dulRl/8LCQty7dw+5ubnYv38/VqxYAZlMhqCgoFrV2tD7hshQnMRLJGKFhYUADJ9U+8cff+DYsWM6V6kMGDAAc+bMwb59+/D222+bvL7aTPgFHk2Q9fPz02l78cUX8cUXX0Aikej179u3L8LCwvTaaxPqbGxsAAAPHjyoVa3Gqu1+KSsrQ2JiIoYOHardB7169UKrVq0QFxcHDw8PvXXeffddndfOzs5YuHAh2rZtW6taG3rfEBmKAYZIxCqvmjH0yyUxMRGlpaXw8PDA9evXte2enp6Ij483eYCxtbWt9bwVKysrrFmzBgCQm5uLDRs24O7du3pXzlRq27YtXnnllTrVqdFoANTu6qq6sLW1rVUgqDxC5unpqfO5+fr6Yu/evfjb3/6mdxn4rFmz4OrqioKCAuzevRsnT56s1RGfSg29b4gMxQBDJGK2trZwcnLClStXDOpfOWdi1KhRVS7PyclBhw4dTFafQqHAxYsXcevWLYNPI0mlUp1AEhAQgJCQEMyaNUsbbEzt8uXLAKBzqXR9UigUuHTpEkpKSgwKFXFxcQCAyMjIKpefOHECvXr10mnz9PRE9+7dAQD9+vXD6NGjMXXqVCQlJdUqjFTum44dOxq8DlFD4BwYIpELCgrCjRs3kJGRUWO/nJwcZGRkICwsDEuXLtX5t3jxYlhaWpp8Mm/lfIvKL2BjODk54d1330Vqaip++eUXE1WmKy4uDhKJpMFu2hYUFITi4mIkJyc/sa9Go8GhQ4egVCr1PrelS5fC0dHxiZ+bVCrFRx99hLy8PGzbts3gOsvLy5GQkABra2vt3BuixoIBhkjkxo0bBxsbG8yYMQO///673vIbN25g8+bN2i+5cePGYeDAgTr/lEplvVyNFBwcDDc3N6xZs6bKgFVYWIjFixc/cZywsDBYW1tj3bp1Jq0PANatW4djx45BqVSiU6dOJh+/Km+99RYcHR0xf/78Ki/dvnv3LlatWgUAOHDgADQaDd5++229z23gwIEICgpCcnLyE6+68vX1haenJzZv3oyHDx8+scby8nJ89tlnuHr1KsLDw6u9yR+RufAUEpHIubi4YNGiRYiKioJSqdTeibekpAQZGRlISkrCsGHDcPLkSXh4eFR7KqdPnz6YO3cuLly4oL0rbF1ZWlpixYoVGDt2LMLCwjBw4ED07NkTlpaWuHLlChISEiCXy594L5iWLVti2LBh+Oc//4mrV6/q3Dvl2rVr+OGHH/TWad26tc4RlbKyMm2/kpIS3Lx5E4cOHUJmZiZ8fX21jx1oCPb29li5ciUmTJiAoUOH6tyJ9+LFi0hISIC3tzeAR6f9WrRooX39Z3369MHOnTtx+PBhDBgwoMb3jYiIwJQpU7Bnzx6d04gFBQXafVNcXKy9E++NGzcQGhqKKVOmmGKziUyKAYboKdC3b1/ExcUhNjYWKSkp+Ne//gWZTAZ3d3dER0eje/fu2LFjR5U3R6sUFBSEuXPnIi4uzmQBBng0d+L777/Hpk2bcODAAaSkpKCiogIdO3bE8OHDER4ebtA4Y8eOxfbt27F+/XrMnz9f2378+HEcP35cr7+Pj49OgCkpKcEnn3wCALC2toaDgwNeeOEF/PWvf63yWUj1rUePHoiPj0dsbCwOHz6MH374ARYWFlAoFJgwYQLCwsJw9+5dpKenIzQ0FFKptMpx/Pz8YG1tjbi4uCcGmAEDBsDFxQUbN27EiBEjtGPm5uZq942NjQ2cnJzg5eWFmJgYPguJGi2JIAiCuYsgIiIiqg3OgSEiIiLR4SkkIqq1kpISqNXqGvvY2dmhefPmDVRR41BcXPzEZwbZ29sbdT8WItLFAENEtZaRkYExY8bU2GfevHkYNmxYA1XUOCQmJurc5bgqW7Zsga+vbwNVRPT04hwYIqo1tVqNCxcu1NinS5cuVT4d+2mWl5eHrKysGvt069YN9vb2DVQR0dOLAYaIiIhEh5N4iYiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHQYYIiIiEh0GGCIiIhIdBhgiIiISHT+H5OaZtN6gpB9AAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{}}],"execution_count":15},{"cell_type":"code","source":"# 6. Default Rate by Debt-to-Income Ratio (Binned)\n# ================================\ndf[\"DEBT_INCOME_BIN\"] = pd.qcut(df[\"R_DEBT_INCOME\"], q=10, duplicates=\"drop\")\ndefault_rate = df.groupby(\"DEBT_INCOME_BIN\")[\"DEFAULT\"].mean()\n\nplt.figure(figsize=(12,5))\ndefault_rate.plot(kind=\"bar\", color=\"coral\", edgecolor=\"black\")\nplt.title(\"Default Rate by Debt-to-Income Ratio (Binned)\")\nplt.ylabel(\"Default Rate\")\nplt.xticks(rotation=45)\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:10:44.155517Z","iopub.execute_input":"2025-09-01T06:10:44.155818Z","iopub.status.idle":"2025-09-01T06:10:44.530001Z","shell.execute_reply.started":"2025-09-01T06:10:44.155799Z","shell.execute_reply":"2025-09-01T06:10:44.528495Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{}}],"execution_count":16},{"cell_type":"code","source":"# ===== 3) Train/Test split =====\nX_train, X_test, y_train, y_test = train_test_split(\n X, y, test_size=0.20, stratify=y, random_state=RANDOM_STATE\n)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:12:14.210024Z","iopub.execute_input":"2025-09-01T06:12:14.210411Z","iopub.status.idle":"2025-09-01T06:12:14.224942Z","shell.execute_reply.started":"2025-09-01T06:12:14.210386Z","shell.execute_reply":"2025-09-01T06:12:14.223746Z"}},"outputs":[],"execution_count":17},{"cell_type":"code","source":"# ===== 4) Column types & Preprocessor =====\ncat_cols = X.select_dtypes(include=[\"object\", \"category\"]).columns.tolist()\nnum_cols = X.select_dtypes(include=[\"number\", \"bool\"]).columns.tolist()\n\npre = ColumnTransformer(\n transformers=[\n (\"num\", StandardScaler(), num_cols),\n (\"cat\", OneHotEncoder(handle_unknown=\"ignore\"), cat_cols),\n ],\n remainder=\"drop\"\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:12:26.280630Z","iopub.execute_input":"2025-09-01T06:12:26.280967Z","iopub.status.idle":"2025-09-01T06:12:26.291372Z","shell.execute_reply.started":"2025-09-01T06:12:26.280943Z","shell.execute_reply":"2025-09-01T06:12:26.290072Z"}},"outputs":[],"execution_count":18},{"cell_type":"code","source":" #===== 5) Logistic Regression model =====\n# saga supports l1/l2/elasticnet & large sparse OHE matrices; class_weight helps imbalance\nlogreg = LogisticRegression(\n penalty=\"l2\",\n solver=\"saga\",\n max_iter=5000,\n class_weight=\"balanced\",\n random_state=RANDOM_STATE,\n n_jobs=-1\n)\n\npipe = Pipeline([(\"preprocess\", pre), (\"model\", logreg)])\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:12:46.523941Z","iopub.execute_input":"2025-09-01T06:12:46.524320Z","iopub.status.idle":"2025-09-01T06:12:46.530487Z","shell.execute_reply.started":"2025-09-01T06:12:46.524297Z","shell.execute_reply":"2025-09-01T06:12:46.529290Z"}},"outputs":[],"execution_count":20},{"cell_type":"code","source":"# ===== 6) Cross-validation on training data =====\ncv = StratifiedKFold(n_splits=5, shuffle=True, random_state=RANDOM_STATE)\nscoring = {\"roc_auc\": \"roc_auc\", \"f1\": \"f1\", \"precision\": \"precision\", \"recall\": \"recall\", \"accuracy\": \"accuracy\"}\ncv_res = cross_validate(pipe, X_train, y_train, cv=cv, scoring=scoring, n_jobs=-1, return_train_score=False)\nprint(\"\\n=== 5-Fold CV (Training) — Logistic Regression ===\")\nfor k in [\"roc_auc\", \"f1\", \"precision\", \"recall\", \"accuracy\"]:\n print(f\"{k:>9}: {cv_res['test_'+k].mean():.4f} ± {cv_res['test_'+k].std():.4f}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:12:58.906044Z","iopub.execute_input":"2025-09-01T06:12:58.906992Z","iopub.status.idle":"2025-09-01T06:13:12.101105Z","shell.execute_reply.started":"2025-09-01T06:12:58.906957Z","shell.execute_reply":"2025-09-01T06:13:12.099657Z"}},"outputs":[{"name":"stdout","text":"\n=== 5-Fold CV (Training) — Logistic Regression ===\n roc_auc: 0.6510 ± 0.0163\n f1: 0.4696 ± 0.0148\nprecision: 0.3871 ± 0.0115\n recall: 0.5973 ± 0.0250\n accuracy: 0.6079 ± 0.0109\n","output_type":"stream"}],"execution_count":21},{"cell_type":"code","source":"# ===== 7) Fit on full training & evaluate on test =====\npipe.fit(X_train, y_train)\ny_pred = pipe.predict(X_test)\ny_proba = pipe.predict_proba(X_test)[:, 1]\n\nacc = accuracy_score(y_test, y_pred)\nprec = precision_score(y_test, y_pred, zero_division=0)\nrec = recall_score(y_test, y_pred)\nf1 = f1_score(y_test, y_pred)\nroc = roc_auc_score(y_test, y_proba)\npr_auc = average_precision_score(y_test, y_proba)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:13:12.102646Z","iopub.execute_input":"2025-09-01T06:13:12.102984Z","iopub.status.idle":"2025-09-01T06:13:15.732474Z","shell.execute_reply.started":"2025-09-01T06:13:12.102961Z","shell.execute_reply":"2025-09-01T06:13:15.731152Z"}},"outputs":[],"execution_count":22},{"cell_type":"code","source":"print(\"\\n=== Test Metrics — Logistic Regression ===\")\nprint(f\"Accuracy : {acc:.4f}\")\nprint(f\"Precision: {prec:.4f}\")\nprint(f\"Recall : {rec:.4f}\")\nprint(f\"F1 : {f1:.4f}\")\nprint(f\"ROC-AUC : {roc:.4f}\")\nprint(f\"PR-AUC : {pr_auc:.4f}\")\nprint(\"\\nClassification Report:\\n\", classification_report(y_test, y_pred, digits=4))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:13:22.204642Z","iopub.execute_input":"2025-09-01T06:13:22.204953Z","iopub.status.idle":"2025-09-01T06:13:22.224687Z","shell.execute_reply.started":"2025-09-01T06:13:22.204933Z","shell.execute_reply":"2025-09-01T06:13:22.223220Z"}},"outputs":[{"name":"stdout","text":"\n=== Test Metrics — Logistic Regression ===\nAccuracy : 0.6527\nPrecision: 0.4369\nRecall : 0.6667\nF1 : 0.5279\nROC-AUC : 0.7071\nPR-AUC : 0.4588\n\nClassification Report:\n precision recall f1-score support\n\n 0 0.8252 0.6469 0.7253 708\n 1 0.4369 0.6667 0.5279 291\n\n accuracy 0.6527 999\n macro avg 0.6311 0.6568 0.6266 999\nweighted avg 0.7121 0.6527 0.6678 999\n\n","output_type":"stream"}],"execution_count":24},{"cell_type":"code","source":"\n# ===== 8) Confusion matrix =====\ncm = confusion_matrix(y_test, y_pred, labels=[0,1])\nplt.figure(figsize=(5,4))\nConfusionMatrixDisplay(confusion_matrix=cm, display_labels=[0,1]).plot(cmap=\"Blues\", values_format=\"d\")\nplt.title(\"Confusion Matrix — Logistic Regression (Test)\")\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:13:33.107313Z","iopub.execute_input":"2025-09-01T06:13:33.107644Z","iopub.status.idle":"2025-09-01T06:13:33.438821Z","shell.execute_reply.started":"2025-09-01T06:13:33.107623Z","shell.execute_reply":"2025-09-01T06:13:33.437766Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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\n"},"metadata":{}}],"execution_count":25},{"cell_type":"code","source":"\nfpr, tpr, _ = roc_curve(y_test, y_proba)\nprec_curve, rec_curve, _ = precision_recall_curve(y_test, y_proba)\n\nplt.figure(figsize=(5,4))\nplt.plot(fpr, tpr, label=f\"LogReg (AUC={roc:.3f})\")\nplt.plot([0,1],[0,1], \"--\", color=\"gray\")\nplt.xlabel(\"False Positive Rate\"); plt.ylabel(\"True Positive Rate\")\nplt.title(\"ROC Curve (Test)\")\nplt.legend(loc=\"lower right\")\nplt.tight_layout()\nplt.show()\n\n\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:14:51.215969Z","iopub.execute_input":"2025-09-01T06:14:51.216366Z","iopub.status.idle":"2025-09-01T06:14:51.566245Z","shell.execute_reply.started":"2025-09-01T06:14:51.216340Z","shell.execute_reply":"2025-09-01T06:14:51.564162Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"","image/png":"iVBORw0KGgoAAAANSUhEUgAAAeQAAAGACAYAAAB8yxG1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAB2kklEQVR4nO3deVhUddvA8e+w7yDuuCEaiBq5K2IuuC+5oKmVuyY9WaZWb1q9ZmlmZlpqqVmGmmmW4gqkWe5lmmtqbojmhgjKvs6c9w9f5mFYh2FgBrg/1+VVc+acM/f8HOee365SFEVBCCGEECZlYeoAhBBCCCEJWQghhDALkpCFEEIIMyAJWQghhDADkpCFEEIIMyAJWQghhDADkpCFEEIIMyAJWQghhDADkpCFEEIIMyAJWQhRbmg0GgYMGMCKFStMHYqORYsW8eyzz5o6DFHOWZk6ACHKi61btzJr1iztY0tLS6pWrUpAQADTp0+nZs2aea5RFIXt27fz448/cunSJTIzM6lfvz69e/dmwoQJODg45Ptae/fu5YcffuDcuXMkJyfj5uZG69atGTlyJP7+/kXGmp6ezsaNG9m9ezeRkZFkZGTg4eFBQEAAo0ePpmHDhoYXhAnt2rWLu3fvMmrUKAB8fHz0um7dunW0b9++RK+dmprK119/Tbt27fLca+zYsaxdu5Z9+/bRvXv3Er2OqLxUspa1EPrJTshTp06lbt26ZGRkcPr0aUJDQ6lTpw67du3C1tZWe75areb1118nPDycNm3a0LNnT+zt7Tlx4gS7du2icePGfPvtt1SrVk17jaIovP3222zdupWmTZvSu3dvqlWrRkxMDHv37uX8+fNs3LiRVq1aFRhnXFwckyZN4vz583Tr1g1/f38cHBy4fv06YWFhPHjwgL///rtUy6q0DBo0iKeeeooPPvgAgO3bt+s8v337do4cOcLChQt1jgcEBOiUsyHi4uLw9/fnlVde4dVXX83z/LRp04iJiWHDhg0leh1RiSlCCL1s2bJF8fb2Vs6ePatz/JNPPlG8vb2V3bt36xxfuXKl4u3trSxYsCDPvfbt26c0adJEmThxos7xr7/+WvH29lY+/PBDRaPR5LkuNDRUOXPmTKFxTp48WWnSpIkSERGR57n09PR84zFEZmamkp6ebpR76eP8+fOKt7e3cvTo0QLPef/99xVvb+9Sef3Y2FjF29tbWbp0ab7PR0REKD4+PsrNmzdL5fVFxSd9yEKUUJs2bQD4999/tcfS0tL45ptv8PT05PXXX89zTWBgIIMHD+bQoUOcPn1ae81XX32Fl5cXb731FiqVKs91gwcPxs/Pr8BYzpw5w/79+xk2bBi9e/fO87yNjQ1vvfWW9vHo0aMZPXp0nvNmzpxJYGCg9vGtW7fw8fHhm2++ISQkhB49evDkk09y8eJFmjZtyvLly/PcIzIyEh8fH7777jvtsYSEBD788EO6dOlC8+bN6dmzJ1999RUajabA95Ttl19+wdraWlve+tJoNISEhNC/f3+efPJJOnbsyOzZs4mPj9c579y5c0ycOJH27dvj5+dHYGCgtovi1q1b2q6C5cuX4+Pjg4+PD8uWLdNe37FjRwD27dtXrPiEyCZ9yEKU0O3btwFwcXHRHvvrr7+Ij49nzJgxWFnl/89s8ODBbN26ld9++40WLVrw119/8ejRI8aMGYOlpaVBsfz666/A46bd0rB161bS09MZPnw4NjY2VK9enbZt2xIeHs4rr7yic25YWBiWlpb06dMHeNwHO2rUKKKjoxk5ciS1a9fm1KlTLF68mJiYGN55551CX/vUqVN4e3tjbW1drJhnz55NaGgoQUFBjB49mlu3brFhwwYuXLjAxo0bsba2JjY2lokTJ1KlShUmT56Mi4sLt27dYu/evQC4u7szZ84c5syZQ8+ePenZsyeg24ft7OxM/fr1OXnyJOPGjStWjEKAJGQhii0pKYm4uDgyMjI4c+YMy5cvx8bGhm7dumnPuXr1KgBNmjQp8D7Zz0VGRgJw7do1QP+BSvnJvoe3t7fB9yjMvXv32Lt3L+7u7tpj/fr1Y/bs2Vy+fFnndcPDw2nbtq227/bbb7/l33//JTQ0FE9PTwBGjhxJjRo1+Oabb5gwYQK1a9cu8LUjIyN56qmnihXviRMn+PHHH1m0aBHPPPOM9nj79u2ZNGkSERERPPPMM5w6dYr4+Hi++eYbnnzySe1506dPB8DBwYHevXszZ84cfHx8CvzBU69ePe3fvRDFJU3WQhTTuHHj8Pf3p0uXLkydOhV7e3tWrFhBrVq1tOckJycD4OjoWOB9sp9LSkrS+W9h1xTFGPcoTK9evXSSMUDPnj2xsrIiLCxMe+zy5ctcvXqVfv36aY9FRETQunVrXFxciIuL0/7p2LEjarWa48ePF/rajx490mmF0EdERATOzs4EBATovGazZs1wcHDg2LFjwOPaLcD+/fvJzMws1mvk5OLiwsOHDw2+XlRuUkMWophmz55Nw4YNSUxMZMuWLRw/fhwbGxudc7ITYnZizk/upO3k5FTkNUXJeY/iJi991K1bN88xd3d3OnToQHh4ONOmTQMeN1dbWVlpm3YBbty4waVLlwqcthUXF1fk6yvFnBRy48YNEhMTC3zN2NhYANq1a0fv3r1Zvnw5ISEhtGvXjh49evDMM8/k+bstKr78+v6F0IckZCGKyc/PT9us2aNHD55//nlef/11IiIitMm1UaNGAPzzzz/06NEj3/tcunRJ51wvLy/t8YKuKUr2PS5fvlzswU85qdXqfI/b2dnle7x///7MmjWLixcv4uvrS3h4OB06dNCpTWs0GgICApg0aVK+98huxi6Im5sbCQkJ+r2BHK9ZtWpVFi1alO/z2fGpVCqWLl3K6dOn+e233zh06BBvv/023377LT/88IPeLQ4JCQlUqVKlWDEKkU2arIUoAUtLS2bMmMH9+/d15p9mN83u2rWrwOS2bds2AG3fc+vWrXF1dWX37t0FXlOU7Hvt2LFDr/NdXV3zTXJ37twp1uv26NEDa2trwsLCuHjxIlFRUfTv31/nnPr165OSkkLHjh3z/ePh4VHoa3h5eXHr1q1ixVW/fn0ePXpEq1at8n3N3H38LVq0YPr06WzdupVFixZx5coVbVO8PjXfW7duaX9gCVFckpCFKKHsaTJr164lPT0dAHt7eyZMmMD169dZsmRJnmv2799PaGgonTp1okWLFtprJk2axLVr11i0aFG+zbPbt2/n7NmzBcbSsmVLnn76aX788Ud++eWXPM9nZGTw8ccfax/Xq1ePyMhInebif/75h5MnT+r9/uFx32mnTp0IDw9n9+7dWFtb56nl9+3bl1OnTnHo0KE81yckJJCVlVXoa7Ro0YIrV66QkZGhd1x9+/ZFrVbz5Zdf5nkuKytL+2MkPj4+T3n7+voCaF/P3t5eG2t+EhMTuXnzJi1bttQ7PiFykiZrIYxg4sSJvPbaa2zdupXnnnsOgMmTJ3Px4kVWr17N6dOn6dWrF3Z2dvz111/s2LGDRo0a6SRHgEmTJnH16lXWrFnDsWPHtCt1PXjwgF9++YWzZ8+yadOmQmNZuHAhEyZM4JVXXtGu1GVvb8+NGzcICwvj/v372rnIw4YNIyQkhIkTJzJs2DBiY2PZtGkTjRs3LnZfdr9+/XjzzTf5/vvv6dSpU54+7IkTJ/Lrr7/y0ksvMWTIEJo1a0ZqaiqXL1/m559/Zt++fXkGjOXUvXt3vvzyS/788086deqkV0zt2rVjxIgRrFq1iosXLxIQEIC1tTVRUVFERETwzjvv0KdPH0JDQ9m4cSM9evSgfv36JCcns3nzZpycnOjcuTPwuLm+cePGhIeH4+npiZubG0888YR2ZPnRo0dRFEWWzhQGk4QshBH06tWL+vXrs2bNGoYPH46lpSWWlpZ89tlnbNu2jR9//JHPP/9cu5b1lClT8l3L2sLCgoULF9K9e3c2b97MmjVrSEpKokqVKrRt25Y333yzyBqYu7s7mzZt4vvvvycsLIwlS5aQmZlJnTp1CAwMZMyYMdpzs38ULF26lI8++ojGjRuzcOFCdu3axZ9//lmsMggMDMTOzo7k5GSd0dXZ7O3tWb9+PatWrSIiIoJt27bh5OSEp6cnr776qnakc0GaN2+Oj48P4eHheidkgA8++IDmzZuzadMmlixZgqWlJXXq1GHgwIHaJUjbtWvHuXPntEuLOjs74+fnx6JFi6hXr572XvPmzWPu3Ll89NFHZGZm8sorr2gTcvYo8vr16+sdmxA5yVrWQohyY9u2bXzwwQfs37+/VEaRGyomJobu3buzePFigwfkCSF9yEKIcmPgwIF4eHiY3QYOa9euxdvbW5KxKBGpIQshhBBmQGrIQgghhBmQhCyEEEKYAUnIQgghhBmQhCyEEEKYAZmHXIBTp06hKEqx914VQgghsmVmZqJSqfRawU1qyAVQFKXYO8sUdJ+MjAyj3Ksik3IqmpRR0aSMiiZlpB9jlVNxconUkAuQXTPOuVm5IVJSUrh48SKNGzfOsyqT+C8pp6JJGRVNyqhoUkb6MVY5nTt3Tu9zpYYshBBCmAFJyEIIIYQZkIQshBBCmAFJyEIIIYQZkIQshBBCmAFJyEIIIYQZMKuEfOPGDWbPns2gQYNo2rQpAwYM0Os6RVH46quv6Nq1K35+fowYMYLTp0+XbrBCCCGEEZlVQr5y5QoHDhygQYMGNGrUSO/rVq9ezdKlSxk3bhyrVq2ievXqTJgwgX///bcUoxVCCCGMx6wScmBgIAcOHGDp0qU0a9ZMr2vS09NZtWoVEyZMYNy4cfj7+7N48WLc3Nz45ptvSjliIYQQwjjMKiFbWBQ/nJMnT5KUlETfvn21x2xsbOjZsycHDx40ZnhCCCFEqSn3S2dGRkYC4OXlpXO8UaNGrF27lrS0NOzs7EwRmhBCiDKmKArpGeoS3yctQ13m632X+4SckJCAjY0Ntra2OsddXFxQFIX4+HiDE7KiKKSkpJQovtTUVJ3/ivxJORVNyqhoUkZFq4hlpCgK6ZkaUBTe+/oEUfcSDb6XBWo0WAJQr7oNH3iWLAcoioJKpdLr3HKfkEtTZmYmFy9eNMq9oqKijHKfik7KqWhSRkWTMipaeS8jRVHIVCsoCnz7Swz3HmaW9I7Utommuk0sF5K9yVIebzAUFRWld0ItiI2NjV7nlfuE7OLiQkZGBunp6Tq15ISEBFQqFa6urgbf29ramsaNG5covtTUVKKiovD09MTe3r5E96rIpJyKJmVUNCmjoplTGWlrtsW/sNCasGctZ96f1Ab0TKSJCQns+TmcO3fuATClX1Wa+jbjzu2bNGzYsETldPXqVb3PLfcJObvv+Pr16zRp0kR7PDIyEg8PjxL1H6tUKqNtT2Zvby9bnelByqloUkZFkzIqWlmXUe6+XQWYtfwwkXfijXJ/Lw9XFrzSCRVga2Opd632woUL7Ny5k7S0NGxsbOjXrx9+fn6kpqZy946qxOVUnNp1uU/IrVq1wsnJifDwcG1CzszMZM+ePXTu3NnE0QkhROWUMwErwEwjJt9shiZhgIyMDCIiIjh16hQAderUISgoCHd3d6PGWBxmlZBTU1M5cOAAALdv3yYpKYmIiAgA2rVrh7u7O2PHjuXOnTvs3bsXAFtbW4KDg1m2bBnu7u54e3uzceNGHj16xMSJE032XoQQorLSaBSmLzmgVwLOmVSLq7hJOKeDBw9qk3GnTp3o2rUrlpaWBt3LWMwqIcfGxvLaa6/pHMt+vG7dOtq3b49Go0Gt1h3S/uKLL6IoCmvWrCEuLg5fX1+++eYb6tWrV2axCyFEZZPfFCMFmLZ4P3ceJOc5P7/kW5KkWhJPP/00t2/fpkuXLnh6epb56+fHrBJy3bp1uXTpUqHnrF+/Ps8xlUpFcHAwwcHBpRWaEEJUavn1ARfVDO1RzZHPZnTVJmBTJV+AxMRETpw4QdeuXVGpVNja2jJ27FiTxFIQs0rIQgghTKOwBTUM6QP28nBlyfQuWFiYJgHndPnyZbZv305KSgr29vZ06NDB1CHlSxKyEEJUcsXp882toD5gU9aGs2VlZbFnzx6OHz8OQK1atUo8lbU0SUIWQohKTKNR+M/H+/Lt883NnPqAi3L//n22bNnC/fv3AejQoQPdu3fHysp80575RiaEEKJU5U7Guft8czPX5JvbuXPn2LFjB1lZWTg6OjJ48GCzrhlnk4QshBCViKIoZGRpSEvPYvrnusl4xVvdzaLPt6Tc3d3RaDQ0btyYQYMG4eTkZOqQ9CIJWQghKglFUZj99XEu34wH7miPV4RknJiYiLOzM/B4kY+JEydSu3btclGjz2ZW+yELIYQoHYqiEJ+U8f/J+L+8PFzLdTJWq9Xs3buXpUuXEh0drT3u4eFRrpIxSA1ZCCEqhOJOW/rqrS5UcXUqN/3C+YmNjWXLli3cvXsXeDy9qWbNmiaOynCSkIUQopxTFIW3lh/mYlScXufXq26Di6M1drblMwUoisLp06cJDw8nMzMTe3t7Bg4cqLPBUHlUPv82hBCikstZI07LUOuVjL08XHlvQisir10ut7XitLQ0du3axfnz5wHw9PRkyJAhuLi4mDiykpOELIQQZqaw5mcofOWs9XP6YGeT/yYJtjaWpKamlttkDHDmzBnOnz+PhYUF3bp1o2PHjlhYVIzhUJKQhRDCRAranMHQrQp9Pd1xdbIp1wm3KG3btuXevXu0adOGOnXqmDoco5KELIQQJlDcft/85F45qzwP0CrIo0ePOHDgAP369cPa2hoLCwsGDRpk6rBKhSRkIYQoQ9m14qL6ffXZJ7giJuCc/v77b3bt2kV6ejp2dnb07t3b1CGVKknIQghRRgqqFefX71vRk21h0tPTiYiI4PTp08DjrXnbtWtn2qDKgCRkIYQoJbn7iPOrFVeGft/iuH37Nlu3biUuLg6VSsXTTz9Nly5dKszArcJIQhZCiFJQVB9xdq24MteEc/v7778JDQ1Fo9Hg4uJCUFAQDRo0MHVYZUYSshBClEBBU5QK6yOWWnH+6tevj42NDV5eXgwYMAB7e3tTh1SmJCELIYQBFEUhLUOt1xSl3H3EUiv+r+joaO1yly4uLgQHB+Pq6lopy0cSshBCFJNGozB9yQG95gpLbTh/mZmZ7NmzhxMnTvDcc8/h7e0NgJubm2kDMyFJyEII8f+KWiELHi/cMW3xfu0+wlD4FCWpDecVHR3Nli1biImJAeDevXvahFyZSUIWQlQ4iqKQlp5VvGso/gpZHtUc+WxGV+wk6epFURT+/PNP9u7di1qtxsnJicGDB9OoUSNTh2YWJCELIcq9nIttpGdqmPnlMaLuJZbqa3p5uLJkepdyu49wWUtOTmb79u1cuXIFAG9vbwYOHIijo6OJIzMfkpCFEOWGsdd+zo8+K2SBNEUX182bN7ly5QqWlpb06tWLtm3bSvnlIglZCFEuFGcgFeifWHOTRFs6fH19CQwMxNvbWzuqWuiShCyEMFvZNeL8BlLllr3X76XLl/DxaUIVVydJrCb04MEDwsPDGTx4MM7OzgA8/fTTJo7KvElCFkKYpYJqxNkDqXKn2uy9fm2sLGSQlQkpisLJkyeJiIggKyuLn3/+mWHDhpk6rHJBErIQwqxkL7iRX41YBlKZt9TUVHbu3MnFixcB8PLyqvA7NBmTJGQhhNnIb/3nnDVi6d81X1FRUYSGhpKQkICFhQXdu3fH399f/r6KQRKyEMLkCtojWGrE5cM///zDDz/8AIC7uztDhw7Fw8PDxFGVP5KQhRAmU9h60Ovn9JElJ8sJLy8vqlatSr169ejbty82NjamDqlckoQshDCJwqYxyfrP5u/atWt4eXmhUqmwsbFh0qRJ2NnZmTqsck0SshCiTBU0aCvnvGHpKzZf6enp7N69m3PnztGrVy/8/f0BJBkbgSRkIUSZya9WLOtBlx+3bt1iy5YtPHr0CJVKhVpd+EYcongkIQshSk3OpS4L2iVJBm2ZP41Gw+HDh9m/fz+KouDm5kZQUBD16tUzdWgViiRkIUSpKKyPWGrF5Ud8fDyhoaHcuHEDgObNm9O/f39poi4FkpCFEEanKAUnY6kVly/Jycn8+++/2NjY0K9fP/z8/ORHVCmRhCyEMJqc84mzk3HupS5lwJb5UxRF+3fk4eHB4MGDqVOnDu7u7iaOrGKThCyEMIqCmqg/m9EVe1v5qikv7t69y/bt2xk8eDC1atUC4MknnzRxVJWDhakDyO3atWuMHz+eFi1aEBAQwMKFC8nIyCjyuocPHzJ79my6du1KixYtGDBgABs3biyDiIWovBRFIS09i9T0LP7z8b48ydjX0x07G0sTRSeKQ1EUfv/9d77++muio6PZs2ePqUOqdMzqZ2t8fDxjx47F09OTZcuWER0dzYIFC0hLS2P27NmFXvvaa68RGRnJjBkzqF27NgcPHmTOnDlYWloyfPjwMnoHQlQOha2wJWtPlz9JSUls27aNa9euAdCkSROeeeYZE0dV+ZhVQt60aRPJycksX74cNzc3ANRqNe+//z7BwcEFbmodExPDsWPH+OijjwgKCgLA39+fc+fOsXv3bknIQhhJYYkYZMBWeXT58mW2b99OSkoKVlZW9O7dm9atW8sPKRMwq4R88OBB/P39tckYoG/fvrz33nscOXJEm2xzy8rKAtBugp3NycmJlJSUUotXiIoo59xhneOQbyKWFbbKr8jISG3XXs2aNRk6dCjVq1c3cVSVl1kl5MjISIYOHapzzMXFherVqxMZGVngdbVr16ZTp06sXLmShg0bUqtWLQ4ePMiRI0dYtGhRaYctRIWR3/aHBclOxDKXuPxq2LAhXl5eVK9enR49emBlZVYpodIxq9JPSEjAxcUlz3FXV1fi4/M2j+W0bNkypk+fTv/+/QGwtLTk3XffLdHm2IqilLiGnZqaqvNfkT8pp6KVRRnl3v4wP561nHl/UhtsbSxR1BmY01+ZfI4KpygKp0+fxtraWltGgwcPxtLSkoyMDL0G0FYWxvos5ZxCVhSzSsiGUhSFWbNmERUVxaeffkr16tU5evQo8+fPx9XVVZukiyszM5OLFy8aJcaoqCij3Keik3IqWmmWUUaWRvv/bwTVxsYq7xeJtaWK65FXSi0GY5DPUV4ZGRmcOXOG6Oho6tevj6WljH7XhzE+S/puR2lWCdnFxYXExMQ8x+Pj43F1dS3wuv379xMREcGOHTvw8fEBoH379sTGxrJgwQKDE7K1tTWNGzc26NpsqampREVF4enpib29fYnuVZFJORWtLMooLT0LuAPAk818y92UJfkc5e/GjRvs37+fpKQkLCwscHJyokGDBjg4OJg6NLNlrM/S1atX9T7XrBKyl5dXnr7ixMREYmJi8PLyKvC6q1evYmlpibe3t85xX19ffvzxR1JTUw0qUJVKZbQPrL29vXz49SDlVLTSKiNFUZi14oD2sYO9PXbldEEP+Rw9plar+e233zhy5AgA1apVo1+/fsTFxeHg4CBlpIeSfpaKM77CrBYG6dy5M0ePHiUhIUF7LCIiAgsLCwICAgq8rk6dOqjVai5duqRz/Pz581StWlV+KQuRj+xFPbL/xCdlaEdQe3m4YlvOasdC18OHD1mzZo02Gbdq1YoXX3yxwOmjwvTM6ufvyJEjWb9+PVOmTCE4OJjo6GgWLlzIyJEjdT5EY8eO5c6dO+zduxd4nMg9PDyYOnUqU6ZMoUaNGhw+fJjQ0FBeffVVU70dIcxWUaOpF7zSSUZOl3OWlpY8fPgQOzs7Bg4ciK+vL/DfaaLC/JhVQnZ1dWXt2rXMnTuXKVOm4OjoyLBhw5g+fbrOeRqNRmdjbCcnJ0JCQliyZAmLFi0iMTGRunXrMnPmTEaNGlXWb0MIs1fYaGpZ7rL8ysrK0k5dcnFxYfjw4bi7u+c7e0WYnxIl5IyMDM6fP09sbCytWrUyyk4gjRo1IiQkpNBz1q9fn+dYgwYN+Oyzz0r8+kJUdIqiMHP5Ye3j9XP66CRgWdyjfLp58yZbt26lT58+NGnSBABPT0/TBiWKxeA+5HXr1tGpUyeef/55Xn31VW3/bVxcHO3bt+enn34yWpBCCONJz7E1opeHK65ONtjZWmn/SDIuXzQaDfv37yckJIT4+HgOHz6MoiimDksYwKCEvGXLFubPn8/TTz/Nhx9+qPOX7+7uTocOHQgLCzNakEII48n5VS19xeXbo0ePCAkJ4cCBAyiKgp+fH6NHj5a/03LKoCbrb7/9lu7du/Ppp5/y8OHDPM83a9Ys32ZlIYRp5W6ulq/t8uv8+fPs3LmT9PR0bGxs6N+/P35+fqYOS5SAQQn5xo0bjB49usDn3dzcePTokaExCSGMIL9NItJyNVfL1Kby6c6dO9puwTp16jB06FCqVKli4qhESRmUkF1cXPKtGWe7evWq7BgihAnps0mENFeXXx4eHrRp0wZ7e3u6dOkiy2BWEAb1IXfu3JnNmzfrLOCR7cqVK/z4448EBgaWODghhGGK2iRCpjaVL4qi8Pvvv+ssLdyvXz8CAwMlGVcgBtWQp02bxvDhwxkwYADdunVDpVKxbds2tmzZwp49e6hevTovv/yysWMVQuhBo1GYtni/9nHuaU0gU5vKk8TEREJDQ7l+/TpXrlzRDtqSv7+Kx6CEXLNmTbZu3crixYsJDw9HURS2b9+Oo6Mj/fv354033jDKnGQhRPEoisL0JQe48yAZ+O+0JvnyLp8uXbrE9u3bSU1NxdramubNm5s6JFGKDF4YpGrVqnz44Yd8+OGHxMXFodFocHd3x8LCrJbHFqJSyTnH2KOaI0umd5FkXA5lZmayZ88eTpw4AUCtWrUYOnQo1apVM3FkojQZlD1nzZrFmTNntI/d3d2pVq2aNhmfPXuWWbNmGSdCIYRBPpvRFQsLScblzaNHj1i9erU2Gfv7+zNx4kRJxpWAQQk5NDSUmzdvFvj8rVu32LZtm6ExCSGMQFJx+eTo6IiiKDg6OjJq1Ch69eqlXZ9aVGyl8rd8//597OzsSuPWQohCyIKJ5VNqaip2dnaoVCqsra0ZMWIE9vb2ODo6mjo0UYb0Tsi//PIL+/bt0z7evHkzR48ezXNeYmIiR48elcEHQpSx3KtwifLh2rVrbNu2DX9/fzp27AggzdOVlN4J+dq1a0RERACgUqk4c+YMf//9t845KpUKBwcH2rZty8yZM40bqRCiULk3jZBVuMybWq1m3759/P777wCcO3eODh06yMDYSkzvhBwcHExwcDAATZo04cMPP+SZZ54ptcCEEIaTVbjM24MHD9i6dSt3794FoE2bNvTq1UuScSVnUB/yP//8Y+w4hBAGyl6zOi3HutWSis2ToiicOnWKiIgIMjMzsbe3Z9CgQfj4+Jg6NGEGZOieEOVQdhJWgJnLD2ubqoV5e/jwIbt370aj0dCwYUOGDBmCs7OzqcMSZsLghHzgwAFCQkK4cOECiYmJ+W6IffHixRIFJ4TI6/HSmAcKTMK+nu7Sf2ym3N3d6dWrF1lZWXTs2FG6FYQOgxLyzz//zLRp02jcuDH9+vVj48aNDBgwAEVR+PXXX2nQoAE9evQwdqxCVHqKojBrxTGi7iXqHPfycH3cb4ysU21O1Go1Bw8exMfHBw8PDwDat29v4qiEuTIoIa9atQo/Pz++//574uPj2bhxI0OHDsXf359bt24xYsQI6tata+xYhajUFEUhOV2jTcYe1Rz5bEZXScJm6uHDh2zdupVbt25x/vx5XnrpJVngQxTKoCF9165do1+/flhaWmo/YFlZWQDUrVuX5557jtWrVxsvSiEqMUVRSE3PYuaXx1i09a72+GczumJva4WdrZUkYzNz7tw5Vq5cya1bt7C1taVr166SjEWRDPqE2NnZYW1tDYCLiws2NjbExMRon69WrRq3bt0yToRCVGIazePdm3L3F8t+xuYpPT2dsLAwzp49C0C9evUICgrCzc3NtIGJcsGghNywYUOuXbumfezr68v27dsZOHAgarWaXbt2Ubt2baMFKURlknME9bTF+7VbKQLUqmLNx1M6UcXNWWrFZiYhIYGQkBAePnyISqWic+fOdO7cWeYWC70ZlJB79uzJ+vXreeutt7CxseGll17i5Zdfpm3btsDjdVnnz59v1ECFqOgURSEtQ53vNCaPao589FI7Iq9dliZqM+Xs7EyVKlXQaDQEBQVRv359U4ckyhmDEvLEiROZOHGi9nG3bt1Yv349e/bswdLSki5dutChQwejBSlERZRdEwYKnU/s5eHKkuldSEtLlURsZhISErCzs8PGxgaVSkVQUBCWlpayuY4wiNFGGbRp04Y2bdpoHyclJeHk5GSs2wtRYRRWE84m05jM38WLF9mxYwdNmzbVLiMsuzOJkjD6sL/Y2FjWrl3Lxo0bOX78uLFvL0S5krMWDIXXhOG/idhOkrDZysjI4Oeff+bkyZMA3Lt3j8zMTO1AVyEMVayEHBsby7Zt27h58yaurq706tVLu81idHQ0K1asIDQ0lPT0dNq1a1cqAQtRHuhTCwbdmjBIbdjc3bt3jy1btvDgwQMAAgIC6NatG5aWMuJdlFyxtl8cNWoUjx490i6T+fXXX/PJJ5+gUql45513yMjIoFevXkycOFH2QxaVVkFTlXKSmnD5oigKf/zxB/v27UOtVuPs7MzgwYPx8vIydWiiAtE7IX/++eekpKTw3nvv0aZNG27dusVHH33E/PnzSUxMpFu3brzxxhvUq1evNOMVwqwpSt5knLsWDFITLm9SUlI4fPgwarUaHx8fBg4ciIODg6nDEhWM3gn5xIkTPPfcc4wcORKAxo0bY2lpyYsvvsiQIUP46KOPSi1IIcqL9Ay1NhlnL20pteDyz9HRkUGDBpGQkEDr1q3l71OUCr0T8qNHj/Ls2dmkSRMA2UhCiHxkL20pyp+srCx++eUXGjRogK+vLwDe3t4mjkpUdHp/W2g0mjxrsWY/lqYbUZnlHEmdlmNEtdShyqeYmBi2bNlCdHQ0Z8+epWHDhjKvWJSJYv18//vvv7G1tdU+Tk5ORqVS8ddff5GYmJjn/F69epU8QiHMlL4jqUX5oCgKf/31Fz///DNZWVk4ODgwaNAgScaizBQrIa9du5a1a9fmOb58+fI8x1QqFRcvXjQ8MiHMWFEjqX093bGVzR/KjZSUFHbu3Mk///wDQKNGjRg0aBDOzs4mjkxUJnon5HXr1pVmHEKYpdwLewD5bvog84nLr9TUVFauXEliYiIWFhb06NGDDh06yN+fKHN6J2RZ6ENUNoqi8Nbyw1yMiivwHBlJXf7Z29vj4+PD9evXGTp0qOxUJ0xGhoAKkUPuAVqFJePsTR8sLCQRlzdxcXFYWVnh4uICPB7voigKNjY2Jo5MVGaSkIX4f4X1C6+f0we7XH3C0ixd/iiKwtmzZwkLC8PDw4PRo0djYWEh61ALsyAJWQjyX2Erm6+nO65ONpJ8y7m0tDR2797N33//Dfx/a0h6Ovb29iaOTIjHzC4hX7t2jXnz5nHq1Cnt6jjTpk3TqykpOjqaxYsXc+DAAVJSUqhTpw7/+c9/GDhwYBlELsqztHxW2JIBWhXHv//+y9atW3n06BEqlYquXbvSqVMnLCwsTB2aEFpmlZDj4+MZO3Ysnp6eLFu2jOjoaBYsWEBaWhqzZ88u9Nr79+8zYsQIGjZsyNy5c3FycuLKlStkZGSUUfSivFIUhZnLD2sfywpbFYdGo+HQoUMcOHAARVFwc3Nj6NCh1K1b19ShCZGHWX3rbNq0ieTkZJYvX46bmxsAarWa999/n+DgYGrWrFngtZ988gm1atXi66+/1m6F5u/vXxZhi3IuZ+3Yy8M1T1+xKL/UajXnz59HURSefPJJ+vfvr7O4kRDmxOD2mjt37jB79mx69+5Nu3btOH78OPB49OK8efO4cOFCse958OBB/P39tckYoG/fvmg0Go4cOVLgdUlJSYSHh/P888/LvqSiWHLXjhe80kmapyuA7C1ira2tGTp0KIMHDyYoKEiSsTBrBiXkq1evMmTIEMLDw6lbty6JiYlkZWUB4O7uzl9//cV3331X7PtGRkbm2V/UxcWF6tWrExkZWeB158+fJzMzEysrK0aNGkWzZs0ICAjgk08+ITMzs9hxiMpDascVS0ZGBmfOnOHPP//UHqtZsyZPPfWUCaMSQj8GNVl/8sknODs7s3nzZgA6duyo83yXLl0IDw8v9n0TEhK08wJzcnV1JT6+4LWCHzx4AMC7777L8OHDeeWVVzh79ixLly7FwsKC119/vdixwONf2SkpKQZdmy01NVXnvyJ/pignRVGY+eUx7eP3JrQy678n+SwV7t69e+zcuZNHjx5x584dmjVrhpOTk6nDMjvyOdKPscpJURS9W90MSsjHjx9nypQpuLu78/DhwzzPe3h4EB0dbcitDaLRaIDHPwxmzpwJQIcOHUhOTmbNmjVMmTLFoAXiMzMzjbYed1RUlFHuU9GVRTkpikKmWiEjSyHq3uNNUWpVsSby2uVy0VwtnyVdiqIQGRnJP//8g6Io2NnZ0bJlS/79919Th2bW5HOkH2OUk74LzhiUkLM/9AWJi4szaMUbFxeXfHeNio+Px9XVtdDr4HESzsnf35+VK1dy48aNPHs568Pa2prGjRsX+7qcUlNTiYqKwtPTU+Y7FqIsyil7Fa73vj6hTcTZPp7SCTszH1ktn6W8kpKSCAsL48aNGwB4eXnRuHFjvL29pYwKIJ8j/RirnK5evar3uQZ9AzVt2pQDBw7wwgsv5HkuKyuL3bt3G9Rn4+XllaevODExkZiYmDx9yzkVlTTT09OLHQs83rHKWHs929vby77ReiitcipsXWpfT3equDmXi9oxyGcpW1ZWFhs2bCAhIQErKyv69OlDkyZN+Oeff6SM9CBlpJ+SllNxvlcMGtQ1efJkDh06xHvvvceVK1cAiI2N5ejRo0yYMIHIyEgmT55c7Pt27tyZo0ePkpCQoD0WERGBhYUFAQEBBV5Xp04dvL29OXr0qM7xo0ePYmdnV+Jarij/0nOtS+3l4crm+f35cX5/PpaR1eWSlZUV/v7+1KpVi+DgYFq3bi1/j6JcM6iG3KVLFz766CPmz5+vHdj15ptvoigKTk5OfPzxx7Rt27bY9x05ciTr169nypQpBAcHEx0dzcKFCxk5cqTOHOSxY8dy584d9u7dqz02ffp0Xn75ZT788EO6du3KuXPnWLNmDRMnTpRfgULH+jl9ZCnMcur+/ftoNBpq1aoFQPv27WnTpg1WVubd3SCEPgz+FA8ePJhevXpx9OhRoqKi0Gg01K9fn06dOhk8stHV1ZW1a9cyd+5cpkyZgqOjI8OGDWP69Ok652k0GtRq3T1qAwMDWbx4MV9++SUbN26kRo0avPrqqwbV1EXFo+T4f9kqsfxRFIXjx4+zZ88eXF1dCQ4Oxsbm8Y8qScaiojB4UFd2/2qPHj2MGlCjRo0ICQkp9Jz169fne7xfv37069fPqPGI8i/34h+ifElOTmbHjh1cvnwZeLzWQVZWlmyVKCocgxLy008/TZ8+fejbty+tW7c2dkxCGFV6rsU/bGXxj3Lj2rVrbNu2jaSkJCwtLenZsyft2rWTFg5RIRmUkNu1a8eWLVvYsGEDNWvWpG/fvvTt2xc/Pz9jxydEiSiKQlrGf7s3ZGnM8kGtVrNv3z5+//13AKpXr87QoUMLXc9eiPLOoIS8ePFi0tLS+O233wgPD2fjxo2EhIRQp04d+vXrR9++ffH19TV2rEIUi0aTd49jScXlg4WFBTExMQC0adOGXr16YW1tbeKohChdBo+GsLOz09aMU1JS+PXXXwkLCyMkJITVq1fToEEDIiIijBmrEHrTaBT+8/E+7jxI1h7z9XSX5mozpigKGo0GS8vHg+4GDRrE7du3DVrUR4jyyCjDEx0cHBgwYADdunUjNDSUJUuWaFfOEaKsKcrjmnF2Mvao5shnM7rK6Gozlpqayu7du7G2tmbQoEEAODk5STIWlUqJE3Jqaiq//vor4eHhHDp0iIyMDOrXr0/fvn2NEZ8QxZZzEJdHNUdWvNUdCwtJxObqxo0bhIaGEh8fj4WFBZ06daJq1aqmDkuIMmdQQk5PT2f//v2EhYVx8OBBUlNTqVOnDqNHj6Zfv340bdrU2HEKobecc44/m9FVkrGZ0mg0HDhwgEOHDqEoCu7u7gQFBUkyFpWWQQm5Q4cOpKWlUaNGDYYPH06/fv1kv1FhUtkbRyjAtMX7tcclFZunhw8fsnXrVm7dugVAixYt6NOnD7a2tiaOTAjTMSghBwUF0bdvX9q0aWPseIQotvxGU4PMOTZXGo2G7777jri4OGxtbRkwYADNmzc3dVhCmJxBCfl///d/jR2HEAbJHsCVXzJeMr2LDOIyQxYWFvTp04dDhw4RFBSEm5ubqUMSwizolZCPHz8OoN0wIvtxUQzZYEKI4kjLNYDrsxldUQG2MqLarNy+fZvk5GS8vb0BeOKJJ2jcuLH8HQmRg14JefTo0ahUKs6cOYONjY32cUGy17q+ePGi0QIVIrfca1R/NqMr9ray0YA50Wg0HDlyhP3792NjY8NLL72Eq6srULx9YoWoDPT69lq3bh2AdjH37MdCmFLuNartpL/YrCQkJBAaGkpUVBTweOMY2RBCiILplZDbtWtX6GMhTE3WqDYv//zzDzt27CA1NRVra2v69u1LixYt5O9IiEJYGHLRmDFjtIu+5+ePP/5gzJgxBgclRHHJ17x5UBSFXbt28cMPP5Camkrt2rUJDg6mZcuWkoyFKIJBCfnPP//kwYMHBT4fFxen98AvIQylFH2KKGMqlQoLi8dfKx07dmTixImy0IcQejJ4BExhv3Zv3LiBo6OjobcWoki5B3QJ01EUhfT0dOzs7ADo1asXzZo1o0GDBiaOTIjyRe+EHBoaSmhoqPbxihUr2Lx5c57zEhMTuXTpEp07dzZOhELkI/eALlkAxDSSkpLYvn07mZmZjBkzBgsLC6ysrCQZC2EAvRNyamoqDx8+1D5OTk7WNk3l5ODgwMiRI5kyZYpxIhQiHzmbq2VAl2lcvXqVbdu2kZycjJWVFffu3cPDw8PUYQlRbumdkJ9//nmef/55AAIDA3nnnXfo3r17qQUmRH4URSEtQy3rVZtQVlYW+/bt448//gCgRo0aDB06lBo1apg4MiHKN4P6kH/99VdjxyFEgXJuHDFz+WGdZTKlubpsxcTEsGXLFqKjo4HHUyB79OiBtbW1iSMTovzTKyHfuXMHQNsclf24KNJ8JUqqoI0jQNarLmuKorB9+3aio6NxcHBg0KBB2qUwhRAlp1dCDgwM1Fk6M/txUWTpTFEShW0cseCVTtjJetVlSqVSMXDgQPbt28eAAQNwdnY2dUhCVCh6JeT58+ejUqm0zVLZj4UoLYqiEJ+UIRtHmFhUVBQxMTHajWJq1KjBc889Z+KohKiY9ErIQUFBhT4WwpgUReGt5Ye5GBWnPSYbR5QttVrN/v37OXz4MCqVCg8PD+rUqWPqsISo0Iz6DZeRkUFWVhYODg7GvK2oZNIy1DrJ2NfTXTaOKENxcXFs3bqV27dvA9CiRQuqV69u4qiEqPgMSsi7d+/mzJkzvP3229pjy5cvZ+XKlSiKQteuXVm4cKGs1iX0pigKGVka0tKzmLXyqPb4+jl9cHWykSbqMnLmzBnCwsLIyMjAzs6OAQMG0KxZM1OHJUSlYFBCXrNmDU2bNtU+PnnyJMuXL6dr1654eXnx3XffsXLlSl5//XWjBSoqLkVRmP31cS7fjAf+O4Lfy8NVknEZ2rFjB6dOnQKgfv36BAUFafcuFkKUPoMS8r///suQIUO0j3ft2kW1atVYvnw5VlZWKIrCnj17JCELvaRnqP8/Gf+XTGkqe7Vq1UKlUtG1a1c6deqU70p8QojSY1BCzsjIwNbWVvv4yJEjdO7cGSurx7dr1KgR33//vXEiFJXKV291oYqrk4ykLgMajYbExERtLbht27Z4enrKiltCmIhBP4Hr1q3L0aOP+/nOnTvHjRs3ePrpp7XPx8bGysAuYRBbG0vsbK0kGZey+Ph41q1bx9q1a0lPTwcezzOWZCyE6RhUQx4xYgQffvghV69eJTo6mlq1atGtWzft8ydPnqRx48ZGC1JUbLKvcdm6cOECO3fuJC0tDRsbG+7duye7MwlhBgxKyKNHj8bW1pYDBw7QvHlzJk2apN0L9dGjR8TExMjiAUIvsq9x2cnIyCAiIkI7cMvDw4OhQ4fi7u5u4siEEFCCecjDhw9n+PDheY67ubmxdevWEgUlKo+c+xrXqmKNrbUMJCoNd+/eZcuWLcTGxgLQqVMnunbtiqWlzO8WwlyUeGGQq1evahcQqFOnjjRVi2LJ2Vw9vkd16TsuJQcPHiQ2NhZnZ2eGDBlCw4YNTR2SECIXgxPyL7/8woIFC7TJOFvdunWZOXOm7JUsiqTRKLr7GksuLjUDBgzA3t6eHj16yIBLIcyUQQn5wIEDTJ06FQ8PD6ZPn06jRo0AuHbtGps3b+bVV19l5cqVdO7c2ajBioojeyenOw+SAfCs5Yy1pWRkY7l8+TLXr1+nd+/eADg6OjJw4EATRyWEKIxBCfnLL7/Ex8eHDRs26Pza7t69O6NGjeL555/niy++kIQsCpSz79ijmiMf/ac9ly79Y+Koyr+srCz27t3Ln3/+CYCnpyc+Pj4mjkoIoQ+DRtBcunSJwYMH59v05eDgwJAhQ7h06VKJgxOVw2czumJhIbXjkrp//z6rV6/WJuP27dtrW6+EEObPoBqyra0t8fHxBT4fHx+vs5KXELnlHMylQuYil4SiKJw4cYI9e/aQlZWFo6MjgwYN4oknnjB1aEKIYjCohty+fXvWrVunnc+Y05kzZ1i/fj3+/v4GBXTt2jXGjx9PixYtCAgIYOHChWRkZBTrHiEhIfj4+BAcHGxQDKJ05R7MJUpm586dhIWFkZWVRePGjXnppZckGQtRDhlUQ37zzTcZOXIkzz//PH5+ftopFNevX+fs2bNUrVqVN954o9j3jY+PZ+zYsXh6erJs2TKio6NZsGABaWlpzJ49W697xMTE8MUXX1C1atViv74ofbkHc3l5uGJrY0lqqokDK8eaNm3K2bNn6dGjB+3bt5epY0KUUwYl5Hr16rFjxw5WrVrFwYMHCQsLAx6v/DNmzBgmT55sUELctGkTycnJLF++HDc3NwDUajXvv/8+wcHB1KxZs8h7fPLJJwQGBnLnzp0izxVlLy3XYC7Z0an41Go1d+/epXbt2gA0btyY1157DWdnZxNHJoQoiWI3WavVamJiYnBycuLtt98mIiKCs2fPcvbsWSIiIpg1a5bBtdODBw/i7++vTcYAffv2RaPRcOTIkSKvP3HiBL/88ots+2imcjdVy2Cu4ktKSmLDhg2sXbuWR48eaY9LMhai/NM7ISuKwuLFi2nbti2dO3emdevWTJkyRedLoaQiIyPx8vLSOebi4kL16tWJjIws9Fq1Ws3cuXN56aWXZMcaM6MoCqnpWfzn4306TdV2NrJso74UReHcuXMcOnSI6OhoLCwsePjwoanDEkIYkd5N1lu3buWrr76iVq1aPP300/z777/s27cPjUbDihUrjBJMQkICLi4ueY67uroWOqob4Pvvvyc1NZVx48YZJRZ4/CWYkpJSonuk/n/naGol7SRVFIXZXx/n8s3//v3VrurAh8FtdcqkspdTYdLS0tizZ492KmGdOnV45plncHZ2LvHns6KRz1HRpIz0Y6xyUhRF7245vRPyxo0badq0Kd9//712Z6d58+bx/fffExcXZ9IdY2JjY1m6dCkff/wxNjY2RrtvZmYmFy9eNMq9oqKijHKf8iYjS6OTjGtVsebFXlUKXASkspZTQeLi4jh16hSpqamoVCp8fHxo1KgRt27dMnVoZk0+R0WTMtKPMcpJ37ykd0L+999/efnll7XJGOD555/nu+++48aNG0ZJyC4uLiQmJuY5Hh8fj6ura4HXff755/j4+NCmTRsSEhKAxysWZWVlkZCQgIODA1ZWxR+/Zm1tXeLNMlJTU4mKisLT0xN7e/sS3au8URSFhORM4PEAu6/e6oKLo3W+vxYrczkV5tdffyU1NRU3Nzd69uxJamqqlFEh5HNUNCkj/RirnK5evar3uXpnqfj4+DxJt0qVKgCkp6fr/YKF8fLyytNXnJiYSExMTJ6+5ZyuX7/O8ePHadu2bZ7n2rZty+rVqw1axlOlUhltIX57e/tKtai/oii8tfwwF6PitMequDphZ1v4R66ylVNR+vTpg4ODAwEBAajVai5evChlpAcpo6JJGemnpOVUnFkkxao2lvb0lM6dO7Ny5UqdvuSIiAgsLCwICAgo8Lq3335bWzPONn/+fOzs7JgxY4as5WsCaRlqnWTs6+mOrQziKtLff//NuXPnGDFiBBYWFlhZWREYGAgg/cVCVHDFSsiffvopq1at0j7WaDQAvPvuu3mq9CqVih07dhQrmJEjR7J+/XqmTJlCcHAw0dHRLFy4kJEjR+rMQR47dix37txh7969APj6+ua5l4uLCw4ODrRv375YMYiSUxSFmcsPax+vn9MHVycbmW9ciPT0dCIiIjh9+jQAp06donXr1qYNSghRpvROyPk1BwNGHczl6urK2rVrmTt3LlOmTMHR0ZFhw4Yxffp0nfM0Gg1qtdporyuMK+dOTl4erpKMi3D79m22bt1KXFwcKpWKp59+mpYtW5o6LCFEGdM7Ia9fv74049Bq1KgRISEhJY6lrOIVeeXcKGLBK50kGRdAURSOHj3Kr7/+ikajwcXFhaCgIBo0aGDq0IQQJmDQ0plCFCR3c7Wk4oKFh4dz/Phx4PF61AMGDJBRr0JUYpKQhVGl5WquloFcBWvbti3nz5+nR48etGjRQloShKjkJCELo8ldO5bmal2ZmZlERUVpt0asXr06r732mlEXsxFClF8G7YcsRH5yD+aStar/Kzo6mtWrV7Nx40b+/fdf7XFJxkKIbFJDFkahKAppGf8d+S6148cUReHPP/9k7969qNVqnJycZIaAECJfkpBFiWQn4pnLD2trxyCDuQCSk5PZvn07V65cAcDb25uBAwfi6Oho4siEEOaoRAk5Ojqa48ePExsbS+/evalVqxZqtZrExEScnZ2xtJQmy4pMo1GYvuSATiIGWZUL4Nq1a4SGhpKcnIylpSW9evWibdu20moghCiQQQlZURQWLFjAhg0byMrKQqVS4e3tTa1atUhJSSEwMJCpU6cadStEYV4UJW8y9vJwZcErnbCzsaz0iScuLo7k5GSqV6/OsGHDZI9uIUSRDErIX3/9NevWrePFF1/E39+f8ePHa59zdnamV69e7NmzRxJyBaUoCvFJGdpk7FHNkc9mdK30iVij0WBh8XicZJs2bVCpVDz11FNYW1ubODIhRHlgUEL+8ccfGTx4MDNmzODhw4d5nvfx8eHgwYMlDk6Yn/x2cfpsRlfsi9jFqSJTFIWTJ0/y559/Mn78eOzs7FCpVLRp08bUoQkhyhGDvkXv3r1b6Fq79vb2JCUlGRyUMF/p+eziVJmnN6WmprJz504uXrwIwIkTJ+jUqZOJoxJClEcGJeSqVaty9+7dAp8/f/48tWvXNjgoYb5yrlNd2XdxioqKIjQ0lISEBCwsLAgMDKRjx46mDksIUU4ZlJB79uzJpk2bCAoKwsnJCfjvXsmHDx8mNDSUiRMnGi9KYRY0GoVpi/drH1fWPmO1Ws2BAwc4dOgQ8HjHs6FDh+Lh4WHiyIQQ5ZlBCXnq1KkcO3aMQYMGaQevrF69ms8//5zTp0/j6+vLSy+9ZOxYhQllj6q+8yAZqNzrVP/2228cOXIEgBYtWtC3b19ZcUsIUWIGLZ3p7OzM5s2bmTRpEtHR0dja2nL8+HESExOZMmUK33//vexaU8Hk3DTCo5ojS6Z3qZS1YwB/f3+qVavG0KFDGTRokCRjIYRRGDw01s7OjpdffpmXX37ZmPEIM5S7qfqzGV2xsKg8yTg9PZ2///6b1q1bA+Do6Mh//vMf7RQnIYQwhso7V0UUSlEU0jPUKMC0xft1mqor06jqW7dusWXLFh49eoS1tTV+fn4AkoyFEEZnUEKeNWtWkeeoVCrmz59vyO2FieU31xgqV1O1RqPh8OHD7N+/H0VRcHV1pUqVKqYOSwhRgRmUkI8dO5bnmEajISYmBrVajbu7u/Qhl2O55xrD45rxkuldKkVTdXx8PKGhody4cQOA5s2b079/f+zs7EwcmRCiIjMoIf/666/5Hs/MzOSHH35g7dq1rFmzpkSBCfOwfk4f7Gwssa0kU5wuX75MaGgoaWlp2NjY0K9fP/z8/CrFexdCmJZRO8Ksra0ZNWoUAQEBzJ0715i3FiZiZ2OJna1VpUlIlpaWpKWl4eHhQXBwME899VSlee9CCNMqlUFdTZo0Yfv27aVxayGMLiMjQzt1qVGjRjz//PN4eXnJ9qFCiDJVKkNFjx49Kn3IwuwpisLvv//O559/rrNJyhNPPCHJWAhR5gyqIS9fvjzf44mJiRw/fpwLFy4wefLkEgUmTEcp+pRyLykpiW3btnHt2jUATp06RWBgoImjEkJUZkZNyK6urtSrV4/333+f4cOHlygwYRq5FwGpiK5cucK2bdtISUnBysqK3r17axf9EEIIUzEoIf/zzz/GjkOYSPYCIEC+i4BUpPWqs7Ky2Lt3L3/++ScANWvWZOjQoVSvXt3EkQkhhAEJOS0tjSVLltC+fXtp4ivnCloABCrmIiDHjh3TJuP27dvTo0cPrKxksTohhHko9reRnZ0dP/zwA40bNy6NeEQZym8BEKi4i4C0b9+e69ev0759e5544glThyOEEDoMqh40a9aMy5cvGzsWUYYURSHt/5uq4b8LgAAVZhGQlJQUfv/9d7p164aFhQVWVlaMGjXK1GEJIUS+DErIb7/9NpMnT8bb25shQ4ZIs185k19TdfYCIBXF9evXCQ0NJTExEUtLS7p27WrqkIQQolB6fwMfP36cRo0a4e7uzsyZM1GpVMyePZt58+ZRs2ZNbG1tdc5XqVTs2LHD6AGLkkvL1VTt6+leYQZvqdVqfvvtN44cOQJAtWrV8PHxMXFUQghRNL0T8pgxY/jkk08YMGAAbm5uuLm50bBhw9KMTRhR7u0Us62f0wdXJ5sK0UQdFxfHli1buHPnDgCtWrWid+/e2lW4hBDCnOmdkBVFQVEeLxmxfv36UgtIGF9Bo6m9PFwrTDK+dOkSW7duJSMjAzs7OwYOHIivr6+pwxJCCL1VnE5DUaDCtlOsCMkYwN3dHY1GQ4MGDRgyZAiurq6mDkkIIYqlWAm5onx5VxbZzdT5jaauCCOpExMTcXZ2BqB69epMmDCBmjVrYmFRKku0CyFEqSpWQn7zzTd588039TpXpVJx4cIFg4ISJafRKExfcoDIO/E6xyvCaGqNRsOhQ4c4dOgQY8aMoX79+gDUrl3bxJEJIYThivXN3LFjRzw9PUspFGEsipJ/Mq4Io6kfPXpEaGgoN2/eBB73HWcnZCGEKM+KlZAHDx7MM888U1qxCCNJy1Brk7FHNUc+m9EVFeV/wY/z58+zc+dO0tPTsbGxoX///vj5+Zk6LCGEMIry3XYp8lAUhZnLD2sffzajK/blvIk6IyOD8PBwTp8+DUDdunUJCgqiSpUqpg1MCCGMyOy+qa9du8a8efM4deoUjo6ODBo0iGnTphU6l/T+/fuEhIRw5MgRbt68ibOzM23btmXGjBnUqVOnDKM3vZy1Yy8PV+1ymOXZxYsXtcn46aefpkuXLlhalv/3JYQQOZlVQo6Pj2fs2LF4enqybNkyoqOjWbBgAWlpacyePbvA686fP8/evXsZOnQoTz31FA8fPmTFihU8++yz7Nq1C3d39zJ8F6aTu3a84JVO5bqJOpufnx+3b9+madOmMoZBCFFh6Z2Qy2IP5E2bNpGcnMzy5ctxc3MDHi+F+P777xMcHEzNmjXzva5169aEh4frrKndqlUrunbtyrZt25gwYUKpx24OKkrtODExkX379tGnTx/s7OxQqVT069fP1GEJIUSpMqsJmwcPHsTf31+bjAH69u2LRqPRrk2cHxcXlzwbXNSqVQt3d3fu379fWuGaDUVRSE3P0lkSs7zWjq9evcqKFSs4c+YMP//8s6nDEUKIMmNWTdaRkZEMHTpU55iLiwvVq1cnMjKyWPe6fv06sbGxNGrUyJghmp38lsUsj7XjzMxMzp07x40bN4DHP6gCAgJMHJUQQpQds0rICQkJuLi45Dnu6upKfHx8PlfkT1EU5s2bR40aNejfv7/B8SiKQkpKisHXA6Smpur819jS0rN0krFnLWc+DG5baq9XGmJiYtixYwdxcY/fR5s2bXj66aexsrIqcflXJKX9WaoIpIyKJmWkH2OVk6IoerdWmlVCNpZly5bxxx9/8PXXX+Pg4GDwfTIzM7l48aJRYoqKijLKfXLSKArLd0VrH78RVBtHWwsuXSr9/n5jiY6O5q+//kKj0WBra8tTTz1FjRo1uHLliqlDM1ul8VmqaKSMiiZlpB9jlJO+O86ZVUJ2cXEhMTExz/H4+Hi9NwvYvHkzX3zxBR9++CH+/v4lisfa2prGjRuX6B6pqalERUXh6emJvb19ie6Vk6IozPzyGHGJWcDjmnGbFs3KXb9xgwYNuHjxIlWrVsXb2xsfHx+jllNFUlqfpYpEyqhoUkb6MVY5Xb16Ve9zzSohe3l55ekrTkxMJCYmBi8vryKv37t3L3PmzGHq1KkMGzasxPGoVKoS1bBzsre3N9q9AFLTs4i69/jHi0c1Rz5/vRsWFuUjGUdHR1OjRg1t+U6aNAkrKyv++ecfo5dTRSRlVDQpo6JJGemnpOVUnEqSWY2y7ty5M0ePHiUhIUF7LCIiAgsLiyIH+Bw7dowZM2bw7LPPMmXKlNIO1aTyW42rPCRjtVrNnj17WLlyJWfPntUed3V1LXc1eyGEMDazqiGPHDmS9evXM2XKFIKDg4mOjmbhwoWMHDlSZw7y2LFjuXPnDnv37gUer+41ZcoUPD09GTRokHZVJ3i8T25F23wgvRzON37w4AFbt27l7t27AJViOpoQQhSHWSVkV1dX1q5dy9y5c5kyZQqOjo4MGzaM6dOn65yn0WhQq/+7x++ZM2dITEwkMTGR5557TufcIUOGsGDBgjKJ3xTMfb6xoiicOnWKiIgIMjMzsbe3Z9CgQfj4+Jg6NCGEMCtmlZABGjVqREhISKHnrF+/XudxUFAQQUFBpRiV+TLfVPx4UMSuXbu0+2I3bNiQIUOG4OzsbOLIhBDC/JhdQhZFU0wdgJ7u3bvHhQsXsLCwIDAwkI4dO5p1bV4IIUxJEnI5k3tAlzlr2LAhvXr1okGDBnh4eJg6HCGEMGtmNcpaFC33BhK2ZjSg6+HDh3z33XfaFbcA/P39JRkLIYQeJCGXI+a8veK5c+dYuXIl165dIywszNThCCFEuSNN1uWAoiikZ6jNcnvF9PR0wsLCtPOK69Wrx4ABA0wclRBClD+SkM1cfrs5gXnUjm/fvs2WLVt4+PAhKpWKzp0707lzZywspOFFCCGKSxKymUvPUOdJxr6e7iavHV+/fp3vvvsOjUaDq6srQUFBFW4BFiGEKEuSkM1czilO6+f0wc7GElsbS5PXjuvXr0/NmjVxd3dnwIAB2NnZmTQeIYQo7yQhm7Hcg7jsbCyxszXdX1lkZCQNGjTA0tISS0tLxowZg62trcl/HAghREUgnX1mLPea1aaa4pSZmcmuXbtYv349Bw4c0B63s7OTZCyEEEYiNeRywlSDuO7du8eWLVt48OAB8LjWLoQQwvgkIZspRVFIy/jvBhplnYoVReHYsWP88ssvqNVqnJycGDJkiF77UgshhCg+SchmqKCpTmUlKSmJ7du3c/XqVQB8fHwYOHCgbGYuhBClSBKyGco91cnX071M+4/T0tK4ceMGVlZW9OrVizZt2khfsRBClDJJyGZu/Zw+uDrZlHpCVBRF+xrVqlVjyJAhVK1alRo1apTq6wohhHhMRlmbObsymHMcExPD6tWruXHjhvaYr6+vJGMhhChDkpDNTO7BXKX9WidOnOCrr77i7t27/PzzzzKKWgghTESarM1IWQ7mSklJYefOnfzzzz8ANGrUiEGDBklfsRBCmIgkZDNSVoO5rl+/TmhoKImJiVhYWNCjRw86dOggyVgIIUxIErKZKq3BXHfu3GHdunUAVK1alaFDh1K7dm2jvoYQQojik4RsRnL23pbWYK7atWvj6+uLnZ0dffr0wcbGxuivIYQQovgkIZuJ3BtJGPO+f//9N40bN8be3h6VSsXQoUOxtDTt9o1CCCF0yShrM1EaG0mkpaWxdetWtm7dyq5du7QjqCUZCyGE+ZEashkyxkYS//77L1u3buXRo0eoVCpq1qxppOhEeaZWq8nMzDR1GKUmPT1d+18LC6lv5EfKSD/6lJO1tbVRKziSkM1Ezv7jkqRijUbDoUOHOHDgAIqi4ObmxtChQ6lbt25JQxTlmKIo3Lt3j0ePHpk6lFKl0WiwsrLizp07kmwKIGWkH33Lyc3NjVq1ahllzI8kZDNgrP7jxMREfvrpJ27evAnAk08+Sf/+/bG1tS3xvUX5lp2Ma9SogYODQ4Wd4qZWq0lPT8fW1la6ZgogZaSfospJURRSUlK4f/8+gFFmq0hCNgPG6j+2srLi4cOH2NjY0L9/f/z8/IwZpiin1Gq1NhlXrVrV1OGUKrX68Sp3dnZ2kmwKIGWkH33Kyd7eHoD79+9To0aNEpenJGQzkLO5urj9x1lZWVhaPp4iZW9vz/Dhw3FwcMDd3d34gYpyKbvPWLbPFML4sv9dZWZmljghSweCieVuri5OQ+Ldu3dZuXIlZ86c0R6rW7euJGORr4raTC2EKRnz35XUkE0szYDmakVR+P3339m3bx8ajYYjR47g5+cnAzSEEKIck4RsQhqNwrTF+7WP9WmuTkxMZNu2bURGRgKPt0l85plnJBkLIUQ5J9/iJqIoCtOXHODOg2Tgce3Yroja8eXLl1m5ciWRkZFYW1vzzDPP8Oyzz2oHFghR0S1btoyWLVuWyWvdunULHx8f7Z8nn3ySPn36sHTpUtLS0sokhpz2799P586dycjIyPNcSEgIPj4+vP322/leGxgYyAcffJDvc4MGDWLmzJl5ju/bt48JEybQrl07mjdvTmBgILNnz+b69esleh8ZGRl8/PHHBAQE0KJFC8aPH6+tYBQmMDBQ5+8j55/Tp09rz1MUha+++oquXbvi5+fHiBEjdJ4HmDlzZoH3+uqrr4DH056GDBnCzp07S/R+i0NqyCaSs6nao5ojS6Z3KbR2HBcXx6ZNm1AUhVq1ajF06FCqVatWVuEKUWnNmDGD9u3bk5qayr59+/jiiy948OBBgQmuNCiKwpIlSxg3bly+68/v2LEDgL179zJnzpwSr1G/aNEiVq9eTe/evZk7dy7u7u7cvHmTLVu2MH36dLZt22bwvefNm0dYWBgzZ86kZs2arFy5knHjxrF7926cnZ0LvG758uV5fowsWrSIa9eu0bx5c+2x1atXs3TpUt544w18fHzYsGEDEyZMYPv27dSrVw+Al19+mZEjR+rcKywsjLVr19K5c2cALCwsGDduHMuXL2fAgAFYWZV+upSEbAK5m6o/m9EVC4vCm6rd3d0JCAhArVYTGBhYJh8OIQQ0aNCAFi1aAODv709kZCTbt29nzpw5ZdZVdOzYMa5cucLgwYPzPHf9+nXOnz9Px44dOXr0KPv376dXr14Gv9aBAwdYvXo1L7/8Mq+99pr2eNu2bRk6dCi//fabwfe+d+8eP/30E++99x7Dhg0DHq+X0K1bNzZt2sSLL75Y4LVNmzbVeZySksL58+cZPHiw9vswPT2dVatWMWHCBMaNGwdA69at6dOnD9988w1z5swBoH79+tSvX1/nfp9++imNGzemSZMm2mO9evVi4cKF7N+/nx49ehj8vvUlTdZlTN+makVROH78OHFx/90fOTAwkF69ekkyFqIQV65c4cUXX6RFixa0bt2aqVOncufOHZ1zEhMTeeONN2jZsiX+/v4sXryYNWvW4OPjU+T9fX19SUtL0/m3mZCQwJw5c+jUqRPNmzcnKCiIw4d1F/tRFIXly5cTEBBAy5YtmTp1KkePHsXHx4djx44V+prbtm2jbdu2+c6g2LVrFyqVig8++IBq1aqVuIl1zZo1VKtWjZdffjnf57t162bwvQ8fPoxGo6FPnz7aY25ubgQEBHDw4MFi3Wvfvn2kpKTwzDPPaI+dPHmSpKQk+vbtqz1mY2NDz549C71/dHQ0J06c0LkXPJ5n3KVLF0JDQ4sVm6Hkm72MpevRVJ2cnMyOHTu4fPkyHh4eTJgwQTvXWAhjURSF9Ay1SV7btpS2F7179y6TJk2ifv36fPLJJ6Snp7NkyRJGjRrFjh07cHJyAmDWrFn88ccfvPnmm9SpU4fNmzdz/vx5vV7jzp07ODo6UqVKFeBxn+j48eOJjY1l2rRp1KxZkx07dhAcHMzWrVu1SX79+vUsX76cSZMm0aFDB/744w/effddvV7z6NGjDB06NN/ndu3aRZs2bahXrx59+/blhx9+IDExsdDm34JkZWVx8uRJevXqhbW1dZHnq9Vq7aY1BVGpVNr5uZGRkVStWhVXV1edcxo1asRPP/1UrFh37dpFnTp1aNWqlfZYdl+0l5dXnvuvXbuWtLQ07Ozs8r2XRqOhf//+eZ5r2bIly5YtQ6PRlHqLiCTkMpbzo5tfU/W1a9fYtm0bSUlJWFpaynQmUSoUReGt5Ye5GBVX9MmlwNfTnY+NsIlKbuvWrSMrK4vVq1drVyXz9fWlf//+hIaGMnr0aK5evcrevXv5+OOPtU3ATz/9tE6tKieNRkNWVpa2D3nPnj1MmzZNm2R27tzJP//8w/bt22ncuLH2fjdu3ODLL7/k888/R61W89VXXxEUFMQbb7wBQKdOnXj48GGRiej+/ftER0fnW3s/e/YsUVFRjB8/HoABAwawfv16fv75Z22TcHE8evSIjIwMPDw89Dp/3Lhx/Pnnn4We065dO9avXw88bknI74eCi4sL8fHxesf58OFDjhw5woQJE3SOJyQkYGNjk2e5YBcXFxRFIT4+vsCE3LJlS20fc04+Pj4kJSVx7do1nnjiCb1jNIQk5DJU2CIgarWaffv28fvvvwNQrVo1hg4dSq1atco4SiHKr7/++ou2bdvi5uamPdaoUSOaNGnCX3/9xejRozl37hwA3bt3155jYWFBt27d+Pbbb/Pcc/r06TqP+/fvr9PXeeTIEby9vfH09CQrK0t7vGPHjtrBVvfu3SMmJobAwECde3Xv3r3IhBwTEwNQYHO1tbW1tgm4RYsW1KtXj507dxqUkLPp+0Pp/fffJzk5udBzHB0dDY6jIOHh4WRmZjJgwIAS3+vatWtcuHCB//3f/833+eyWkJiYGEnIFUlBa1YnJiayceNG7t69CzwehNC7d2+9moyEMIRKpeLjVzpVuCbr+Pj4fL80q1atqq2BxcTEYG1tnaemVtAKd2+88QYdOnQgMTGR7777jt27d9OuXTvtKN2HDx9y4cIFmjVrlufa7Fp0QUlVn7XFs7cBzD1yWqPREBYWRrt27bCwsCAhIQF4nOTXrVtHdHS0dttVS0tL7drMuWXvagSP+3NtbW3z9LkXpEGDBno1WWdzcXEhKSkpzzkJCQl5mrELs2vXLnx8fPD29tY57uLiQkZGhnZTiJz3V6lU+b7Gzp07sbKyol+/fvm+Vvb3cFlMdZOEXEYURSEtx5dfzkVAsnffsbe3Z+DAgTqj/IQoLSqVCjvbivUV4ObmpjPYKltsbCyenp4AVK9enczMzDz9rPldB1CvXj2efPJJANq3b8+wYcP47LPPGDhwIA4ODri6uuLj48OHH35YYFzVq1fP9zViY2OLfE/ZSSQ74Wb7448/iImJISYmhrZt2+a5LiwsTNuU7e7uzoMHD/K9//3797U/DKysrGjVqhV//PEHWVlZRQ4gLW6TtZeXFw8ePCA+Pl4nOUZGRubp9y3InTt3OHnyJDNmzMjzXPY9rl+/rvM9GhkZiYeHR77N1bt378bf37/AH2SJiYkAOq0upcXs/jVeu3aNefPmcerUKRwdHRk0aBDTpk0rcl6doiisXr2a77//nri4OHx9fZk1a5Z2uoIpKYrC7K+Pc/nmf/tI0tPSsLGyx9LSEktLS4YNG4alpSUuLi4mjFSI8q1Vq1Zs3ryZ+Ph47RdsZGQkly5d0g6Kyp6zum/fPm0fskaj0Ws6j6WlJW+++Sbjx49n8+bNjBs3jo4dO3LgwAFq1KihrZHmVqtWLapXr86+fft0ps/88ssvRb5m3bp1sba25tatWzrHd+7ciYODA19++WWecSbz589n586d2oTctm1b7WCvnJuMnDhxgkePHtGmTRvtsfHjxzN58mRWrlzJK6+8kieeAwcO0KVLF6D4TdadOnXCwsKCPXv28OyzzwKPWzUOHz5c4Kju3Hbt2gWQb3N1q1atcHJyIjw8XJuQMzMz2bNnj3Z+cU5nzpzh5s2bTJkypcDXu337NoD2B11pMquEHB8fz9ixY/H09GTZsmVER0ezYMEC0tLSmD17dqHX6jMZ3FQy1YpOMm5Wx4KQb7/mySef1PZjZfdTCCEKp1ariYiIyHPcz8+PMWPGsHXrVl588UX+85//kJ6ezmeffUbt2rUZMmQIAE888QQ9e/Zk3rx5pKam4uHhwebNm0lLS9OrGb1jx460bt2akJAQXnjhBQYPHsymTZsYM2YMEyZMwNPTk8TERC5cuEBmZiavv/46lpaWTJ48mfnz51OtWjXat2/PsWPHtGNGChu4aWtrS/PmzXVGgaenp7N371569eqFv79/nmuGDh3Khx9+qK15jhkzhp9++onnn3+eCRMm4Obmxo0bN1ixYgVt2rQhICBAe22XLl2YNGkSy5Yt4+rVq/Tv358qVapw69YttmzZQmJiojYh61urzVarVi2GDRvGwoULsbCwoGbNmqxatQpnZ2edhTq2bdvG22+/TUhICO3atdO5x65du2jVqlW+A89sbW0JDg5m2bJluLu74+3tzcaNG3n06BETJ07Mc/7OnTuxs7OjZ8+eBcZ8/vx5GjVqVCab9phVQt60aRPJycksX75c2zygVqt5//33CQ4OLvDXp76TwU1P4eVeThw/dpR4ReHChQt07txZ+oqFKIb09HSdBSuyLVy4kAEDBuj8OLewsCAgIICZM2dqpzzB4xrkBx98wMKFC7GxsWHIkCE88cQTbNiwQa8YXnnlFcaPH8/OnTsJCgpi3bp1LFu2jJUrVxITE4ObmxtNmzbl+eef114zevRoEhIS+P7771m/fj3+/v68+eabTJ8+vcgpSr179yYkJARFUVCpVOzfv5/ExMR8FwqBx7XHhQsXsnPnTl577TVq1KjBpk2bWLJkCQsWLCApKYnq1aszaNAgpk6dmucHwZtvvknLli3ZsGEDb7/9NqmpqdSoUYNOnTrlm9iK491338XR0ZFPP/2U5ORkWrVqxbfffqtTBhqNJt8pVVevXuXSpUu89957Bd7/xRdfRFEU1qxZo20t/eabb/JUzLJ/2HXr1q3QgWeHDh2id+/eBr7b4lEpRfXIl6EXXngBV1dXvvzyS+2xhIQE2rVrx/z58wkKCsr3ut9//51x48axbds2fH19tcc/+ugj9u7dy6+//lrsWLJHYmb3HRkqJSWFM+fOs+jH63jZ38TJ6nHzzlNPPUXfvn3zDM+vrFJSUrh48SK+vr6yb28BDC2jtLQ0rl+/TsOGDfPtQ6tI1Gq1dq5pcfemfeGFF7CwsND2d5aFzz77jG+//ZZjx44V+ncTFxdHly5dWLNmTb79xcVRkjKqTNRqNefPn2fkyJH8/PPPBba0FvXvqzi5xKxqyJGRkXkmv7u4uFC9evVCFx83dDJ4WVAUhX9v3aap0yWsVBpsbG0Z0L9/iRO9EMJwP//8M3fv3sXb25vU1FR27drFiRMn+OKLL0rtNa9du8aOHTto2bIl1tbW/Pnnn3zzzTc899xzRX4/ubu789xzz7F27doSJ2Shv/Xr1zNw4MAy6/Y0q4SckJCQ76AmV1fXQieNGzoZvCiKopCSklLs63Je/78rD+GUeA4rlYakLEemjB9JjWruJbpvRZSamqrzX5GXoWWUnp6ubQIsaOpLRZHd4KcoSqHv1c7Ojm3btnHjxg0yMzPx8vLi448/plu3bqVWRtbW1pw6dYrvv/+elJQUatSowYQJE5gyZYper/niiy+yadMmUlNTS7R5hL5lVNmp1Wrq1atHUFBQoeWkVqvRaDSkpqai0WjyPJ/dzaAPs0rI5iYzM5OLFy8afL2iKKRlKsSl1cXWIh1L5/o8uH+P2JhoI0ZZsURFRZk6BLNnSBlZWVlp57NWBkW91zZt2uTbX1yac02rVq3KihUr8hzPysrSWVCkIA4ODkyYMAGNRmOUOCvT58FQ2f3lhZV3eno6WVlZhbbi6vsDyqwSsouLi3bOV06556zld11xJ4Prw9raWrsUnqE+8EzhyrXrNKjfAFcXR1mPugCpqalERUXh6ekp+zsXwNAySk9P586dO9ja2lb4PmRFUbTfA/JvLX9SRvopTjlZWVlRv379fMcEXb16Ve/XNKuE7OXlledXRmJiIjExMYUOrzdkMrg+VCqVUQYY2VhZ4ObqJIOV9GBvby/lVITilpGFhQUWFhbaOe8VWXbTYs4NDYQuKSP96FtOlpaWWFhYYG9vn2+uKc6PHrPataBz584cPXpUZ0WaiIgI7dSFguScDJ6tsMngQlRGZjShQogKw5j/rsyqhjxy5EjWr1/PlClTCA4OJjo6moULFzJy5EidOchjx47lzp077N27Fyj+ZHAhKpPsee4pKSnSHSCEkWUP0DXGehJmlZBdXV1Zu3Ytc+fOZcqUKTg6OjJs2LA8u61kjxjNSd/J4EJUNpaWlri5uXH//n3gv2unV0RqtVo7WEmaY/MnZaSfosopexbO/fv3cXNzM0pZmlVChsdzh0NCQgo9J7+J+yqViuDgYIKDg0spMiHKr+xtPLOTckWVvXexlZWV7CNeACkj/ehbTm5ubkbbJtfsErIQwvhUKhW1a9emRo0aZGZmmjqcUpOamkpkZCT169eX5vkCSBnpR59ysra2NmorgyRkISqRij7SOnthhsowxctQUkb6MUU5SXuFEEIIYQYkIQshhBBmQBKyEEIIYQbMavtFc3Ly5EkURSnRIu7weGh8ZmYm1tbWFXaqiTFIORVNyqhoUkZFkzLSj7HKKSMjA5VKRatWrYo8VwZ1FcBYH1SVSlXipF4ZSDkVTcqoaFJGRZMy0o+xykmlUumdT6SGLIQQQpgB6UMWQgghzIAkZCGEEMIMSEIWQgghzIAkZCGEEMIMSEIWQgghzIAkZCGEEMIMSEIWQgghzIAkZCGEEMIMSEIWQgghzIAkZCGEEMIMSEIWQgghzIAk5BK4du0a48ePp0WLFgQEBLBw4UIyMjKKvE5RFL766iu6du2Kn58fI0aM4PTp06UfsIkYUk73799n4cKFDBo0iJYtW9K5c2def/11bt++XUZRly1DP0s5hYSE4OPjQ3BwcClFaVolKaPo6GjeeustOnTogJ+fH3379mXHjh2lHHHZM7SMHj58yOzZs+natSstWrRgwIABbNy4sQwiLns3btxg9uzZDBo0iKZNmzJgwAC9riuL723Z7clA8fHxjB07Fk9PT5YtW0Z0dDQLFiwgLS2N2bNnF3rt6tWrWbp0KW+88QY+Pj5s2LCBCRMmsH37durVq1dG76BsGFpO58+fZ+/evQwdOpSnnnqKhw8fsmLFCp599ll27dqFu7t7Gb6L0lWSz1K2mJgYvvjiC6pWrVrK0ZpGScro/v37jBgxgoYNGzJ37lycnJy4cuVKsX/wmLuSlNFrr71GZGQkM2bMoHbt2hw8eJA5c+ZgaWnJ8OHDy+gdlI0rV65w4MABnnrqKTQaDfrur1Qm39uKMMjKlSuVFi1aKA8fPtQe27Rpk+Lr66vcu3evwOvS0tKUVq1aKZ9++qn2WHp6utKtWzflvffeK8WITcPQcoqPj1cyMzN1jt29e1fx8fFRvvnmm9IK1yQMLaOc3nzzTeV//ud/lFGjRimTJ08upUhNpyRl9MYbbygjRoxQsrKySjlK0zK0jO7fv694e3srW7Zs0Tn+wgsvKGPGjCmtcE1GrVZr//+tt95S+vfvX+Q1ZfW9LU3WBjp48CD+/v64ublpj/Xt2xeNRsORI0cKvO7kyZMkJSXRt29f7TEbGxt69uzJwYMHSzNkkzC0nFxcXLCy0m3AqVWrFu7u7ty/f7+0wjUJQ8so24kTJ/jll194/fXXSzFK0zK0jJKSkggPD+f555/H0tKyDCI1HUPLKCsrCwBnZ2ed405OTnrXHssTC4vip72y+t6WhGygyMhIvLy8dI65uLhQvXp1IiMjC70OyHNto0aNuHPnDmlpacYP1oQMLaf8XL9+ndjYWBo1amTMEE2uJGWkVquZO3cuL730EjVq1CjNME3K0DI6f/48mZmZWFlZMWrUKJo1a0ZAQACffPIJmZmZpR12mTK0jGrXrk2nTp1YuXIlV69eJSkpibCwMI4cOcILL7xQ2mGXC2X1vS19yAZKSEjAxcUlz3FXV1fi4+MLvc7GxgZbW1ud4y4uLiiKQnx8PHZ2dkaP11QMLafcFEVh3rx51KhRg/79+xszRJMrSRl9//33pKamMm7cuFKKzjwYWkYPHjwA4N1332X48OG88sornD17lqVLl2JhYVGhWhVK8jlatmwZ06dP1/7bsrS05N1336V3796lEmt5U1bf25KQRbmwbNky/vjjD77++mscHBxMHY5ZiI2NZenSpXz88cfY2NiYOhyzpNFoAOjYsSMzZ84EoEOHDiQnJ7NmzRqmTJlSoX4AG0JRFGbNmkVUVBSffvop1atX5+jRo8yfPx9XV9cK9wPYnElCNpCLiwuJiYl5jsfHx+Pq6lrodRkZGaSnp+v82kpISEClUhV6bXlkaDnltHnzZr744gs+/PBD/P39jR2iyRlaRp9//jk+Pj60adOGhIQE4HF/YFZWFgkJCTg4OOTphy+vSvLvDR4n4Zz8/f1ZuXIlN27cwMfHx7jBmoihZbR//34iIiLYsWOHtizat29PbGwsCxYskIRM2X1vSx+ygby8vPL0yyQmJhITE5OnnyH3dfC4PzSnyMhIPDw8KtyvdUPLKdvevXuZM2cOU6dOZdiwYaUVpkkZWkbXr1/n+PHjtG3bVvvn5MmTHD58mLZt23L06NHSDr3MGFpGjRs3LvS+6enpRonPHBhaRlevXsXS0hJvb2+d476+vty/f5/U1NRSibc8KavvbUnIBurcuTNHjx7V1kwAIiIisLCwICAgoMDrWrVqhZOTE+Hh4dpjmZmZ7Nmzh86dO5dqzKZgaDkBHDt2jBkzZvDss88yZcqU0g7VZAwto7fffpt169bp/GnSpAktWrRg3bp1+Pn5lUX4ZcLQMqpTpw7e3t55fpwcPXoUOzu7IhN2eVKSMlKr1Vy6dEnn+Pnz56latSr29valFnN5UWbf20abQFXJPHr0SAkICFBGjRqlHDp0SPnpp5+UNm3aKO+//77OeWPGjFF69Oihc2zVqlVK8+bNlZCQEOXo0aPKq6++qrRs2VK5efNmWb6FMmFoOV29elVp3bq1MmDAAOWvv/5STp06pf1z48aNsn4bpaokn6XcKuo85JKU0b59+xQfHx9l3rx5yuHDh5UVK1YozZo1UxYvXlyWb6HUGVpGiYmJSteuXZWePXsq27ZtU44ePaosXLhQadKkifLFF1+U9dsodSkpKUp4eLgSHh6ujBo1SunSpYv2cWxsrKIopvverhgdTCbg6urK2rVrmTt3LlOmTMHR0ZFhw4Yxffp0nfM0Gg1qtVrn2IsvvoiiKKxZs4a4uDh8fX355ptvKtwqXWB4OZ05c4bExEQSExN57rnndM4dMmQICxYsKJP4y0JJPkuVRUnKKDAwkMWLF/Pll1+yceNGatSowauvvsrkyZPL8i2UOkPLyMnJiZCQEJYsWcKiRYtITEykbt26zJw5k1GjRpX12yh1sbGxvPbaazrHsh+vW7eO9u3bm+x7W6UoFXDmtxBCCFHOSB+yEEIIYQYkIQshhBBmQBKyEEIIYQYkIQshhBBmQBKyEEIIYQYkIQshhBBmQBKyEEIIYQYkIQshhBBmQBKyEKXg2LFj+Pj4cOzYMVOHUqp8fHxYtmyZXucGBgZqt0AUQuQlS2cKkcPWrVuZNWtWvs+9+OKLvPHGG2Uckf5yx25jY4OHhwcBAQG8/PLLVKtWrdRjOHnyJEeOHGHs2LHarQ9NLTAwkNu3b2sf29vb07hxY0aNGsXgwYMNuueBAwc4e/Ysr776qpGiFEISshD5mjp1KnXr1tU5lnt7OnOVHXtGRgZ//fUXGzdu5MCBA+zatcvoO/ecPXsWS0tL7eNTp06xfPlyhgwZkichR0REoFKpjPr6+vL19WX8+PEAxMTE8OOPP/LWW2+RkZHB8OHDi32/AwcOsGHDBknIwqgkIQuRj86dO/Pkk0+aOgyD5Iz92Wefxc3NjW+//ZZ9+/YxYMAAo75Wzs3ai2JjY2PU1y6OmjVrMmjQIO3joKAgunfvTkhIiEEJWYjSIH3IQhTD7du3mTNnDr1798bPz4/27dszdepUbt26VeS1UVFRvPrqqwQEBPDkk0/SuXNnpk+fTmJios5527dvJygoCD8/P9q1a8f06dO5e/euwTF36NABQBtjVlYWX3zxBT169KB58+ba3ZAyMjJ0rjt37hwTJ06kffv2+Pn5ERgYmKc5P2cf8rJly1i4cCEA3bt3x8fHBx8fH+3r5uxDPnfuHD4+PoSGhuaJ99ChQ/j4+PDbb79pj0VHRzNr1iw6duxI8+bN6d+/Pz/99JPBZeLu7o6Xlxc3b97UOX7ixAmmTp1K165dad68OV26dGH+/PmkpaVpz5k5cyYbNmzQvv/sP9k0Gg0hISH079+fJ598ko4dOzJ79mzi4+MNjldUDlJDFiIfSUlJxMXF6Rxzd3fn3LlznDp1iv79+1OrVi1u377Nxo0bGTNmDLt37y6wSTgjI4OJEyeSkZHBqFGjqFatGtHR0ezfv5+EhAScnZ0BWLFiBZ9//jl9+/Zl2LBhxMXF8d133/HCCy+wbds2g/pls5OOm5sbAO+++y6hoaH07t2b8ePHc/bsWVatWsW1a9f44osvgMdb1E2cOJEqVaowefJkXFxcuHXrFnv37i3wdXr27ElUVBS7du1i1qxZVKlSRVtuuT355JPUq1eP8PBwhgwZovNcWFgYrq6udOrUCYAHDx4wfPhwVCoVL7zwAu7u7hw8eJB33nmHpKQkxo0bV+wyycrKIjo6GldXV53jERERpKWl8dxzz+Hm5sbZs2f57rvvuHfvHkuXLgVgxIgR3L9/nyNHjmh/gOQ0e/ZsQkNDCQoKYvTo0dy6dYsNGzZw4cIFNm7ciLW1dbHjFZWE0XZWFqIC2LJli+Lt7Z3vH0VRlNTU1DzXnDp1SvH29lZCQ0O1x/744w/F29tb+eOPPxRFUZQLFy4o3t7eSnh4eIGvfevWLcXX11dZsWKFzvFLly4pTZs2zXO8oNiPHj2qxMbGKnfv3lV2796ttGvXTvHz81Pu3bunXLx4UfH29lbeeecdnWsXLFigeHt7K7///ruiKIqyd+9exdvbWzl79myhr+nt7a0sXbpU+/jrr79WvL29lX///TfPud26dVPeeust7eNPP/1UadasmfLo0SPtsfT0dKVNmzbKrFmztMfefvttJSAgQImLi9O53/Tp05XWrVvn+3eS+3UnTJigxMbGKrGxscqlS5eUN998U/H29lbef/99nXPzu9eqVasUHx8f5fbt29pj77//vvYzkdPx48cVb29vZceOHTrHDx48mO9xIXKSGrIQ+Zg9ezYNGzbMc9zOzk77/5mZmSQlJVG/fn1cXFy4cOFCgaN2nZycADh8+DBdunTJtya9d+9eNBoNffv21amdV6tWjQYNGnDs2DFeeumlImPPXWOsU6cOixYtombNmmzbtg1AO8Ap24QJE1izZg0HDhygQ4cO2hr7/v37adKkSanU6vr168eqVavYs2cPzz77LABHjhwhISGBfv36AaAoCnv27KFv374oiqJTLp06dWL37t2cP3+e1q1bF/pahw8fxt/fX+dYUFAQ//M//6NzLOffb0pKCmlpabRs2RJFUbhw4QIeHh6Fvk5ERATOzs4EBAToxNqsWTMcHBw4duwYzzzzTKH3EJWXJGQh8uHn55fvoK60tDRWrVrF1q1biY6ORlEU7XO5+4JzqlevHuPHj+fbb79l586dtGnThsDAQAYOHKhNflFRUSiKQq9evfK9h5WVfv9cs39MWFpaUq1aNRo2bIiFxePhIrdv38bCwoL69evrXFO9enVcXFy004PatWtH7969Wb58OSEhIbRr144ePXrwzDPPGG1wVpMmTfDy8iI8PFybkMPCwqhSpYq23zsuLo6EhAR++OEHfvjhh3zvk7trIT9PPfUU06ZNQ61Wc+XKFVasWEFCQkKeHxp37txh6dKl/Prrr3n6fJOSkop8nRs3bpCYmJgn+WeLjY0t8h6i8pKELEQxzJ07l61btzJ27FhatGiBs7MzKpWK6dOn6yTn/MycOZMhQ4awb98+jhw5wrx581i1ahWbN2+mVq1aaDQaVCoVq1ev1plKlM3BwUGvGAv6MZFTUdOPVCoVS5cu5fTp0/z2228cOnSIt99+m2+//ZYffvgBR0dHvWIpSr9+/Vi5ciVxcXE4OTnx66+/0r9/f+2PD41GA8DAgQPz9DVnyzmgqiBVqlShY8eOADz99NN4eXkRHBzMunXrtK0FarWa8ePHEx8fz6RJk/Dy8sLBwYHo6GhmzpypjaUwGo2GqlWrsmjRonyfz68/XYhskpCFKIaff/6ZwYMH66w4lZ6eXmjtOKfsEbkvv/wyJ0+e5LnnnmPjxo1Mnz6d+vXroygKdevWzbe53Bjq1KmDRqPhxo0bNGrUSHv8wYMHJCQkUKdOHZ3zW7RoQYsWLZg+fTo7d+7kjTfeICwsTFujza2484z79evH8uXL2bNnD9WqVSMpKYn+/ftrn3d3d8fR0RGNRqNNqMbQtWtX2rVrx8qVKxkxYgQODg5cvnyZqKgoPv74Y52uhyNHjuS5vqD3Wb9+fX7//XdatWql0/wthD5k2pMQxZBfzXX9+vWo1epCr0tKSiIrK0vnmLe3NxYWFtrpRr169cLS0pLly5fnqW0risLDhw9LGD106dIFgLVr1+oc//bbb3Wej4+PzxODr68vQJ7pUTll943r+wOlUaNGeHt7ExYWRlhYGNWrV6dt27ba5y0tLenduzc///wzly9fznO9Ps3VBZk0aRKPHj1i8+bNANpm/ZzvW1EU1q1bl+fa7PeZkJCgc7xv376o1Wq+/PLLPNdkZWXlOV+InKSGLEQxdO3ale3bt+Pk5ETjxo05ffo0R48e1U4pKsgff/zBBx98QJ8+ffD09EStVrN9+3ZtwoHHtatp06bx6aefcvv2bXr06IGjoyO3bt3il19+Yfjw4UycOLFE8Tdp0oQhQ4bwww8/kJCQQNu2bTl37hyhoaH06NFD23cbGhrKxo0b6dGjB/Xr1yc5OZnNmzfj5ORE586dC7x/s2bNAFiyZAn9+vXD2tqabt26Fdrc3q9fP5YuXYqtrS3Dhg3TJsZsr7/+OseOHWP48OE8++yzNG7cmPj4eM6fP8/vv//On3/+aVBZdOnSBW9vb0JCQnjhhRfw8vKifv36fPzxx0RHR+Pk5MTPP/+cbxLNfp/z5s2jU6dOWFpa0r9/f9q1a8eIESNYtWoVFy9eJCAgAGtra6KiooiIiOCdd96hT58+BsUrKj5JyEIUwzvvvIOFhQU7d+4kPT2dVq1a8e233zJp0qRCr/Px8aFTp0789ttvREdHY29vj4+PD6tXr6ZFixba8yZPnoynpychISHaOcG1atUiICCAwMBAo7yHefPmUbduXUJDQ/nll1+oVq0awcHBvPLKK9pz2rVrx7lz5wgLC+PBgwc4Ozvj5+fHokWLqFevXoH39vPz47XXXmPTpk0cOnQIjUbDvn37ikzIn332GampqfTt2zfP89WqVePHH3/kiy++YO/evWzcuBE3NzcaN25c4rXFJ0yYwMyZM9m5cydBQUGsXLlS27dva2tLz549eeGFF3RW+YLHrRmjR49m9+7d7NixA0VRtE3tH3zwAc2bN2fTpk0sWbIES0tL6tSpw8CBA2nVqlWJ4hUVm0opaiSKEEIIIUqd9CELIYQQZkASshBCCGEGJCELIYQQZkASshBCCGEGJCELIYQQZkASshBCCGEGJCELIYQQZkASshBCCGEGJCELIYQQZkASshBCCGEGJCELIYQQZkASshBCCGEGJCELIYQQZuD/AIY5GEUrrGPYAAAAAElFTkSuQmCC\n"},"metadata":{}}],"execution_count":27},{"cell_type":"code","source":"# ===== 10) Top predictors (coefficients) =====\n# Map coefficients back to feature names\n# Get names from ColumnTransformer\nohe = pipe.named_steps[\"preprocess\"].named_transformers_[\"cat\"]\nohe_features = []\nif cat_cols:\n ohe_features = ohe.get_feature_names_out(cat_cols).tolist()\nfeature_names = num_cols + ohe_features\n\ncoef = pipe.named_steps[\"model\"].coef_.ravel()\ncoef_df = pd.DataFrame({\"feature\": feature_names, \"coef\": coef})\ncoef_df[\"abs_coef\"] = coef_df[\"coef\"].abs()\ncoef_df.sort_values(\"abs_coef\", ascending=False, inplace=True)\n\nprint(\"\\nTop positive predictors (increase default odds):\")\nprint(coef_df.head(10)[[\"feature\",\"coef\"]])\n\nprint(\"\\nTop negative predictors (decrease default odds):\")\nprint(coef_df.tail(10).sort_values(\"abs_coef\", ascending=False)[[\"feature\",\"coef\"]])\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-09-01T06:15:03.641665Z","iopub.execute_input":"2025-09-01T06:15:03.642041Z","iopub.status.idle":"2025-09-01T06:15:03.659445Z","shell.execute_reply.started":"2025-09-01T06:15:03.642016Z","shell.execute_reply":"2025-09-01T06:15:03.657806Z"}},"outputs":[{"name":"stdout","text":"\nTop positive predictors (increase default odds):\n feature coef\n72 T_EXPENDITURE_12 -1.264109\n59 R_TAX_DEBT -0.955426\n36 T_GROCERIES_12 0.841533\n17 R_EDUCATION_DEBT -0.805006\n73 T_EXPENDITURE_6 0.748622\n37 T_GROCERIES_6 -0.724942\n0 INCOME 0.535608\n31 T_GAMBLING_6 0.525585\n30 T_GAMBLING_12 -0.432131\n55 T_TAX_6 0.430394\n\nTop negative predictors (decrease default odds):\n feature coef\n75 R_EXPENDITURE_INCOME -0.015239\n14 R_EDUCATION -0.014102\n67 T_UTILITIES_6 0.014076\n56 R_TAX 0.012986\n15 R_EDUCATION_INCOME -0.008205\n64 R_TRAVEL_SAVINGS 0.007980\n81 CAT_SAVINGS_ACCOUNT -0.006374\n80 CAT_MORTGAGE 0.004044\n60 T_TRAVEL_12 0.003046\n50 R_HOUSING 0.000000\n","output_type":"stream"}],"execution_count":28},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}
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