From 2f1772e29357eb19af40e3735249e5bdec29004b Mon Sep 17 00:00:00 2001 From: tedoaba Date: Wed, 30 Oct 2024 08:33:12 +0300 Subject: [PATCH] assets added for readme --- Dockerfile | 2 +- README.md | 147 +++++++++++++++++- docker-compose.yml | 12 ++ ...kaim2-week-8-9-task-2-balanced_class.ipynb | 2 +- notebooks/kaim2-week-8-9-task-2.ipynb | 2 +- notebooks/kaim2-week-8-9-task-3.ipynb | 2 +- plots/dash-distribution.png | Bin 0 -> 20410 bytes plots/dash-other.png | Bin 0 -> 46084 bytes plots/dash-summary.png | Bin 0 -> 32748 bytes plots/mlflow_compare.png | Bin 0 -> 114213 bytes plots/thumbnail.png | Bin 0 -> 49539 bytes plots/xgboost_mlflow.png | Bin 0 -> 54345 bytes video/kaim-week-8-9-web.mp4 | Bin 0 -> 4275970 bytes 13 files changed, 161 insertions(+), 6 deletions(-) create mode 100644 plots/dash-distribution.png create mode 100644 plots/dash-other.png create mode 100644 plots/dash-summary.png create mode 100644 plots/mlflow_compare.png create mode 100644 plots/thumbnail.png create mode 100644 plots/xgboost_mlflow.png create mode 100644 video/kaim-week-8-9-web.mp4 diff --git a/Dockerfile b/Dockerfile index 5e698a1..c81964e 100644 --- a/Dockerfile +++ b/Dockerfile @@ -24,5 +24,5 @@ RUN npm install EXPOSE 8000 # Command to run on container start -#CMD ["flask", "--app", "app", "run", "--host=0.0.0.0", "--port=8000", "--debug"] +# CMD ["flask", "--app", "app", "run", "--host=0.0.0.0", "--port=8000", "--debug"] CMD ["gunicorn", "-b", "0.0.0.0:8000", "app:app"] diff --git a/README.md b/README.md index 58507a0..76e7168 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,107 @@ -# KAIM-W8-9 -KAIM Weak 8 and 9 Challenge +# KAIM Week 8 and 9 Challenge + +## Improved Detection of Fraud Cases for E-commerce and Bank Transactions - Adey Innovetions Inc. + +Fraud detection is an essential aspect of financial technology, especially within the e-commerce and banking sectors, where the potential for fraudulent activity is ever-present. As transactions continue to migrate to online platforms, these industries face unique challenges in preventing financial fraud. E-commerce platforms handle a high volume of transactions daily, and fraudulent transactions can lead to financial losses, compromised data security, and decreased customer trust. Banking institutions, too, must continually monitor and secure online and card transactions against fraud, which can involve tactics ranging from identity theft to unauthorized withdrawals. + +Adey Innovations Inc. has prioritized the development of a robust fraud detection system to combat these challenges. This project aims to build a reliable detection framework to secure e-commerce and banking transactions, protecting customers and reducing potential losses for financial institutions. This solution will contribute not only to enhanced financial security but also to reinforcing the trust of customers in digital financial services. + + +### Project Overview + +This fraud detection project aims to meet several key objectives that align with Adey Innovations’ commitment to secure financial technology. The objectives include: + +- **Creating Accurate Fraud Detection Models** +- **Geolocation Analysis** +- **Transaction Pattern Recognition** + +Each of these objectives aligns with Adey Innovations’ mission of providing secure and trustworthy financial services, as they collectively enhance the detection and prevention of fraudulent transactions in real time. + +### Project Task Breakdown + +The project will be completed in a series of well-defined tasks, each crucial to the overall success of the fraud detection solution: + +1. **Data Analysis and Preprocessing:** + + - Analyze historical transaction data to identify patterns and inconsistencies. + - Clean and preprocess the data, handling missing values, outliers, and standardizing features, making the data suitable for model training. + +2. **Feature Engineering:** + + - Create features that capture important signals, such as transaction frequency, amount variations, geolocation discrepancies, and historical transaction comparisons. + - Generate new features based on time, location, and user behavior to better represent patterns that may indicate fraud. + +3. **Model Building and Evaluation:** + + - Use machine learning algorithms such as Logistic Regression, Decision Trees, and Gradient Boosting to build predictive models. + - Evaluate model performance using metrics like accuracy, precision, recall, and F1-score, ensuring the model can accurately identify fraudulent transactions while minimizing false positives. + +4. **Explainability:** + + - Utilize SHAP (SHapley Additive exPlanations) and LIME (Local Interpretable Model-agnostic Explanations) to explain model decisions, providing insight into why certain transactions are flagged as fraudulent. + - Model explainability is key for transparency, helping stakeholders understand and trust the model’s output. + +5. **Model Deployment:** + + - Develop a RESTful API using Flask to deploy the model in a production environment, allowing real-time fraud detection for transactions. + - Ensure the API is secure, reliable, and can handle high transaction volumes with low latency. + +6. **Dashboard Development:** + + - Create an interactive dashboard using Dash to visualize trends, monitor the model’s performance, and provide real-time insights into detected fraud patterns. + - The dashboard will give stakeholders a user-friendly interface to understand the system’s effectiveness and explore transaction data in detail. + +Each task will contribute to building a comprehensive fraud detection system that meets the needs of both Adey Innovations and its customers. + +### Project Structure + +```bash + + ├── app/ + │ ├── static/ + │ ├── templates/ + │ ├── __init__.py + │ └── database.py + │ ├── data.py + │ ├── xgb_model.py + │ └── model.py + │ ├── dashboard.py + │ ├── schema.sql + │ ├── tailwind.config.js + ├── data/ + ├── lime_explanations/ + ├── models/ + ├── plots/ + ├── notebooks/ + │ ├── kaim-week-8=9-task1.ipynb + │ ├── kaim-week-8=9-task2.ipynb + │ ├── kaim-week-8=9-task3.ipynb + ├── scripts/ + │ ├── __init__.py + │ ├── main.py + ├── src/ + │ ├── __init__.py + │ ├── data_loader.py + │ ├── data_cleaning.py + │ ├── data_preprocessing.py + │ ├── eda.py + │ ├── feature_engineering.py + │ ├── merge_fraud_and_ip_data.py + │ ├── mlflow_logger.py + │ ├── model_definition.py + │ ├── scaling_encoding.py + │ ├── utils.py + ├── tests/ + │ ├── __init__.py + │ ├── test_data_loader.py + ├── .env + ├── .gitignore + ├── Dockerfile + ├── docker-compose.yml + ├── requirements.txt + └── README.md # + +``` ## **Steps to follow** @@ -96,3 +198,44 @@ python -m flask --app app init-db python -m flask --app app run --port 8000 --debug ``` + +### Visualizations + +#### MLflow + +#### Model Comparison + +![MLflow compare](plots/mlflow_compare.png) + +#### Xgboost Model + +![Xgboost model](plots/xgboost_mlflow.png) + +### SHAP + +#### Summary Plot + +![XGBoost - Summary Plot for fraud data](plots/fraud_data_XGBClassifier_shap_summary.png) + + +#### Dependence Plot + +![XGBoost - Shap Dependence](plots/fraud_data_XGBClassifier_shap_dependence.png) + +### LIME + +![XGBoost - Feature Importance](plots/fraud_data_XGBClassifier_lime_feature_importance.png) + +### Flask App + +![Correlation of the Dataset](plots/fraud_data_XGBClassifier_shap_summary.png) + +[![Flask Demo](https://raw.githubusercontent.com/tedoaba/KAIM-W8-9/main/plots/thumbnail.png)](https://raw.githubusercontent.com/tedoaba/KAIM-W8-9/main/video/kaim-week-8-9-web.mp4) + +### Dashboard + +![Dash Summary](plots/dash-summary.png) + +![Dash Summary](plots/dash-distribution.png) + +![Dash Summary](plots/dash-other.png) diff --git a/docker-compose.yml b/docker-compose.yml index 69de73d..d0403a7 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -17,6 +17,18 @@ services: volumes: - .:/app + db: + image: postgres:17 + container_name: postgres_db + environment: + POSTGRES_DB: ${POSTGRES_DB} + POSTGRES_USER: ${POSTGRES_USER} + POSTGRES_PASSWORD: ${POSTGRES_PASSWORD} + ports: + - "5432:5432" + volumes: + - postgres_data:/var/lib/postgresql/data + css: image: node:14 container_name: css_processor diff --git a/notebooks/kaim2-week-8-9-task-2-balanced_class.ipynb b/notebooks/kaim2-week-8-9-task-2-balanced_class.ipynb index a97a86d..19c3d8d 100644 --- a/notebooks/kaim2-week-8-9-task-2-balanced_class.ipynb +++ b/notebooks/kaim2-week-8-9-task-2-balanced_class.ipynb @@ -1 +1 @@ -{"cells":[{"cell_type":"markdown","metadata":{"_cell_guid":"c53980f3-43e6-4309-b5b3-8c387c94c2ef","_uuid":"ac363b82-57c3-4cb3-87ed-d2c3d463e1a5","trusted":true},"source":["# KAIM Week 8 and 9 Challenges"]},{"cell_type":"markdown","metadata":{"_cell_guid":"9597c964-28b3-47e3-9f51-0691092476ce","_uuid":"977dc833-b4c5-441a-9ca2-d7e8e86bedb1","trusted":true},"source":["## **Task 2: MOdel Building**"]},{"cell_type":"markdown","metadata":{"_cell_guid":"87a00a83-d488-4a01-a3c8-2d2d9f956d41","_uuid":"7ffdbba4-f7f1-4b89-92ea-16cc52919bc6","trusted":true},"source":["## Import Necessary Libraries"]},{"cell_type":"code","execution_count":1,"metadata":{"_cell_guid":"98500711-7c8e-4a73-a926-ad743b2ca99a","_uuid":"05984005-6423-4192-8e7f-856e08148d1f","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T11:28:10.886046Z","iopub.status.busy":"2024-10-18T11:28:10.885064Z","iopub.status.idle":"2024-10-18T11:28:12.528653Z","shell.execute_reply":"2024-10-18T11:28:12.527539Z","shell.execute_reply.started":"2024-10-18T11:28:10.886001Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[],"source":["# Import necessary libraries\n","import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from sklearn.preprocessing import StandardScaler, LabelEncoder\n","from sklearn.impute import SimpleImputer\n","from sklearn.model_selection import train_test_split\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.ensemble import RandomForestClassifier\n","from xgboost import XGBClassifier\n","from sklearn.metrics import classification_report\n","from sklearn.tree import DecisionTreeClassifier\n","from sklearn.neural_network import MLPClassifier\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense, Conv2D, Flatten, SimpleRNN, LSTM\n","import mlflow\n","import mlflow.sklearn\n","import mlflow.xgboost\n","import warnings\n","from imblearn.combine import SMOTETomek\n","\n","warnings.filterwarnings('ignore')\n","\n","# Set plot style for better visuals\n","sns.set(style=\"whitegrid\")"]},{"cell_type":"markdown","metadata":{"_cell_guid":"59a324ba-900b-40da-8f79-ee8f7957ef5b","_uuid":"8c78d907-d277-48a3-951f-ee7f01b6a7a7","trusted":true},"source":["## Load Datasets"]},{"cell_type":"code","execution_count":2,"metadata":{"_cell_guid":"98601976-817f-413e-ad3a-8c7eedb11606","_uuid":"b72ec9f6-c664-4339-8d29-555121dbd61f","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T11:28:15.198096Z","iopub.status.busy":"2024-10-18T11:28:15.197361Z","iopub.status.idle":"2024-10-18T11:28:20.098319Z","shell.execute_reply":"2024-10-18T11:28:20.097043Z","shell.execute_reply.started":"2024-10-18T11:28:15.198047Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[],"source":["# Load the datasets\n","fraud_data = pd.read_csv('../data/cleaned_data_1.csv')\n","credit_data = pd.read_csv('../data/cleaned_data_2.csv')"]},{"cell_type":"code","execution_count":3,"metadata":{},"outputs":[{"data":{"text/plain":["((138846, 15), (283726, 31))"]},"execution_count":3,"metadata":{},"output_type":"execute_result"}],"source":["fraud_data.shape, credit_data.shape"]},{"cell_type":"code","execution_count":4,"metadata":{},"outputs":[{"data":{"text/plain":["(Index(['user_id', 'purchase_value', 'source', 'browser', 'sex', 'age',\n"," 'ip_address', 'Class', 'country', 'lower_bound_ip_addres',\n"," 'upper_bound_ip_adress', 'signup_purchase_diff', 'transaction_count',\n"," 'hour_of_day', 'day_of_week'],\n"," dtype='object'),\n"," Index(['Time', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6', 'V7', 'V8', 'V9', 'V10',\n"," 'V11', 'V12', 'V13', 'V14', 'V15', 'V16', 'V17', 'V18', 'V19', 'V20',\n"," 'V21', 'V22', 'V23', 'V24', 'V25', 'V26', 'V27', 'V28', 'Amount',\n"," 'Class'],\n"," dtype='object'))"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["fraud_data.columns, credit_data.columns"]},{"cell_type":"markdown","metadata":{"_cell_guid":"a1c436e7-42e4-474c-8a8f-b00592a274ff","_uuid":"79aa1d6d-a15f-4224-815b-4344da833bbf","trusted":true},"source":["## Model Building"]},{"cell_type":"code","execution_count":5,"metadata":{"_cell_guid":"a49734b2-8a44-42d2-8b30-bd5a916c17eb","_uuid":"ab90e452-bf1c-4287-a72e-c1599293b5b7","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T12:12:29.677630Z","iopub.status.busy":"2024-10-18T12:12:29.677086Z","iopub.status.idle":"2024-10-18T12:13:18.305808Z","shell.execute_reply":"2024-10-18T12:13:18.304575Z","shell.execute_reply.started":"2024-10-18T12:12:29.677583Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["(array([0, 1], dtype=int64), array([125849, 12997], dtype=int64))\n","(array([0, 1], dtype=int64), array([283253, 473], dtype=int64))\n"]}],"source":["# Prepare data for the model (e-commerce)\n","X1 = fraud_data.drop(columns=['Class'])\n","X2 = credit_data.drop(columns=['Class'])\n","\n","y1 = fraud_data['Class']\n","y2 = credit_data['Class']\n","\n","print(np.unique(y1, return_counts=True))\n","print(np.unique(y2, return_counts=True))"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["X_train1, X_test1, y_train1, y_test1 = train_test_split(X1, y1, test_size=0.2, random_state=42)\n","\n","X_train2, X_test2, y_train2, y_test2 = train_test_split(X2, y2, test_size=0.2, random_state=42)\n"]},{"cell_type":"markdown","metadata":{},"source":["## Class Balancing with SMOTE"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["smt = SMOTETomek(random_state=42)\n","X_train1, y_train1 = smt.fit_resample(X_train1, y_train1)\n","X_train2, y_train2 = smt.fit_resample(X_train2, y_train2)\n","\n","print(np.unique(X_train1, return_counts=True))\n","print(np.unique(X_train2, return_counts=True))\n","print(np.unique(y_train1, return_counts=True))\n","print(np.unique(y_train2, return_counts=True))"]},{"cell_type":"markdown","metadata":{},"source":["### Logistic Regression"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.91 1.00 0.95 25193\n"," 1 0.00 0.00 0.00 2577\n","\n"," accuracy 0.91 27770\n"," macro avg 0.45 0.50 0.48 27770\n","weighted avg 0.82 0.91 0.86 27770\n","\n"]}],"source":["log_reg = LogisticRegression(C=1, solver='liblinear')\n","log_reg.fit(X_train, y_train)\n","y_pred_log_reg = log_reg.predict(X_test)\n","print(classification_report(y_test, y_pred_log_reg))"]},{"cell_type":"markdown","metadata":{},"source":["### Random Forest"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 1.00 0.55 0.71 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.98 0.77 0.84 27770\n","weighted avg 0.96 0.96 0.95 27770\n","\n"]}],"source":["rf_clf = RandomForestClassifier(n_estimators=30, max_depth=3)\n","rf_clf.fit(X_train, y_train)\n","y_pred_rf = rf_clf.predict(X_test)\n","print(classification_report(y_test, y_pred_rf))"]},{"cell_type":"markdown","metadata":{},"source":["### XGBoost "]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 0.94 0.55 0.69 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.95 0.77 0.84 27770\n","weighted avg 0.95 0.96 0.95 27770\n","\n"]}],"source":["xgb_clf = XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n","xgb_clf.fit(X_train, y_train)\n","y_pred_xgb = xgb_clf.predict(X_test)\n","print(classification_report(y_test, y_pred_xgb))"]},{"cell_type":"markdown","metadata":{},"source":["## Experiments"]},{"cell_type":"code","execution_count":50,"metadata":{},"outputs":[],"source":["datasets = {\n"," \"fraud_data\": (X_train1, y_train1, X_test1, y_test1),\n"," \"credit_data\": (X_train2, y_train2, X_test2, y_test2),\n","}"]},{"cell_type":"code","execution_count":54,"metadata":{},"outputs":[],"source":["models = [\n"," (\n"," \"Logistic Regression\", \n"," LogisticRegression(C=1, solver='liblinear')\n"," ),\n"," (\n"," \"Random Forest\", \n"," RandomForestClassifier(n_estimators=30, max_depth=3)\n"," ),\n"," (\n"," \"XGBClassifier\",\n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n"," )\n","]"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["2024/10/20 13:43:16 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:16 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression at: http://localhost:5000/#/experiments/935012191474515353/runs/66416527b5ad44a0be0886ed9e43b658.\n","2024/10/20 13:43:16 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:20 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:21 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest at: http://localhost:5000/#/experiments/935012191474515353/runs/3c3923af256d4ca4947318c3e70a6fbf.\n","2024/10/20 13:43:21 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:25 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:25 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier at: http://localhost:5000/#/experiments/935012191474515353/runs/019f76c5419a4e24a15a654ad2358b1c.\n","2024/10/20 13:43:25 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:28 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:29 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier With SMOTE at: http://localhost:5000/#/experiments/935012191474515353/runs/b89994c7190a441495941622db7bf9ac.\n","2024/10/20 13:43:29 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n"]}],"source":["# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - Single Dataset\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","reports = []\n","\n","for model_name, model, train_set, test_set in models:\n"," X_train = train_set[0]\n"," y_train = train_set[1]\n"," X_test = test_set[0]\n"," y_test = test_set[1]\n"," \n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n","for i, element in enumerate(models):\n"," model_name = element[0]\n"," model = element[1]\n"," report = reports[i]\n"," \n"," with mlflow.start_run(run_name=model_name): \n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score']) \n"," \n"," if \"XGB\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\") "]},{"cell_type":"code","execution_count":55,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["2024/10/20 20:16:21 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:21 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/8273f777699647a39535d873391b9d13.\n","2024/10/20 20:16:21 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:24 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:24 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/65913aaab7ce49948b90f6752b771312.\n","2024/10/20 20:16:24 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:27 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:28 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/e262b2c32c8442b2a720a086f36a2f63.\n","2024/10/20 20:16:28 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:52 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:52 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/37abcc1c28b54206bffc2f7695ca9d49.\n","2024/10/20 20:16:52 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:56 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:56 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/afef239a5b3845b082ab9368d9621edd.\n","2024/10/20 20:16:56 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:59 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:59 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/bcfb79f52acc4f82bf61298763c208df.\n","2024/10/20 20:16:59 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n"]}],"source":["# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - 2 Datasets\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","# Iterate through datasets\n","for dataset_name, (X_train, y_train, X_test, y_test) in datasets.items():\n"," reports = []\n","\n"," # Train each model on the current dataset\n"," for model_name, model in models:\n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n"," # Log each model's performance metrics to MLflow\n"," for i, (model_name, model) in enumerate(models):\n"," report = reports[i]\n","\n"," with mlflow.start_run(run_name=f\"{model_name}_{dataset_name}\"):\n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_param(\"dataset\", dataset_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score'])\n","\n"," # Log the model using the appropriate MLflow method\n"," if \"XGBoost\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\")\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":5896976,"sourceId":9653739,"sourceType":"datasetVersion"}],"dockerImageVersionId":30786,"isGpuEnabled":false,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":".week89","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.0"}},"nbformat":4,"nbformat_minor":4} +{"cells":[{"cell_type":"markdown","metadata":{"_cell_guid":"c53980f3-43e6-4309-b5b3-8c387c94c2ef","_uuid":"ac363b82-57c3-4cb3-87ed-d2c3d463e1a5","trusted":true},"source":["# KAIM Week 8 and 9 Challenges"]},{"cell_type":"markdown","metadata":{"_cell_guid":"9597c964-28b3-47e3-9f51-0691092476ce","_uuid":"977dc833-b4c5-441a-9ca2-d7e8e86bedb1","trusted":true},"source":["## **Task 2: MOdel Building**"]},{"cell_type":"markdown","metadata":{"_cell_guid":"87a00a83-d488-4a01-a3c8-2d2d9f956d41","_uuid":"7ffdbba4-f7f1-4b89-92ea-16cc52919bc6","trusted":true},"source":["## Import Necessary Libraries"]},{"cell_type":"code","execution_count":8,"metadata":{"_cell_guid":"98500711-7c8e-4a73-a926-ad743b2ca99a","_uuid":"05984005-6423-4192-8e7f-856e08148d1f","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T11:28:10.886046Z","iopub.status.busy":"2024-10-18T11:28:10.885064Z","iopub.status.idle":"2024-10-18T11:28:12.528653Z","shell.execute_reply":"2024-10-18T11:28:12.527539Z","shell.execute_reply.started":"2024-10-18T11:28:10.886001Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[],"source":["# Import necessary libraries\n","import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from sklearn.preprocessing import StandardScaler, LabelEncoder\n","from sklearn.impute import SimpleImputer\n","from sklearn.model_selection import train_test_split\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.ensemble import RandomForestClassifier\n","from xgboost import XGBClassifier\n","from sklearn.metrics import classification_report\n","from sklearn.tree import DecisionTreeClassifier\n","from sklearn.neural_network import MLPClassifier\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense, Conv2D, Flatten, SimpleRNN, LSTM\n","import mlflow\n","import mlflow.sklearn\n","import mlflow.xgboost\n","import warnings\n","from imblearn.combine import SMOTETomek\n","\n","warnings.filterwarnings('ignore')\n","\n","# Set plot style for better visuals\n","sns.set(style=\"whitegrid\")"]},{"cell_type":"markdown","metadata":{"_cell_guid":"59a324ba-900b-40da-8f79-ee8f7957ef5b","_uuid":"8c78d907-d277-48a3-951f-ee7f01b6a7a7","trusted":true},"source":["## Load Datasets"]},{"cell_type":"code","execution_count":9,"metadata":{"_cell_guid":"98601976-817f-413e-ad3a-8c7eedb11606","_uuid":"b72ec9f6-c664-4339-8d29-555121dbd61f","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T11:28:15.198096Z","iopub.status.busy":"2024-10-18T11:28:15.197361Z","iopub.status.idle":"2024-10-18T11:28:20.098319Z","shell.execute_reply":"2024-10-18T11:28:20.097043Z","shell.execute_reply.started":"2024-10-18T11:28:15.198047Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[],"source":["# Load the datasets\n","fraud_data = pd.read_csv('../data/cleaned_data_1.csv')\n","credit_data = pd.read_csv('../data/cleaned_data_2.csv')"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"data":{"text/plain":["((138846, 15), (283726, 31))"]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["fraud_data.shape, credit_data.shape\n"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"data":{"text/plain":["(Index(['user_id', 'purchase_value', 'source', 'browser', 'sex', 'age',\n"," 'ip_address', 'Class', 'country', 'lower_bound_ip_addres',\n"," 'upper_bound_ip_adress', 'signup_purchase_diff', 'transaction_count',\n"," 'hour_of_day', 'day_of_week'],\n"," dtype='object'),\n"," Index(['Time', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6', 'V7', 'V8', 'V9', 'V10',\n"," 'V11', 'V12', 'V13', 'V14', 'V15', 'V16', 'V17', 'V18', 'V19', 'V20',\n"," 'V21', 'V22', 'V23', 'V24', 'V25', 'V26', 'V27', 'V28', 'Amount',\n"," 'Class'],\n"," dtype='object'))"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["fraud_data.columns, credit_data.columns"]},{"cell_type":"markdown","metadata":{"_cell_guid":"a1c436e7-42e4-474c-8a8f-b00592a274ff","_uuid":"79aa1d6d-a15f-4224-815b-4344da833bbf","trusted":true},"source":["## Model Building"]},{"cell_type":"code","execution_count":16,"metadata":{"_cell_guid":"a49734b2-8a44-42d2-8b30-bd5a916c17eb","_uuid":"ab90e452-bf1c-4287-a72e-c1599293b5b7","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T12:12:29.677630Z","iopub.status.busy":"2024-10-18T12:12:29.677086Z","iopub.status.idle":"2024-10-18T12:13:18.305808Z","shell.execute_reply":"2024-10-18T12:13:18.304575Z","shell.execute_reply.started":"2024-10-18T12:12:29.677583Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["(array([0, 1], dtype=int64), array([125849, 12997], dtype=int64))\n","(array([0, 1], dtype=int64), array([283253, 473], dtype=int64))\n"]}],"source":["# Prepare data for the model (e-commerce)\n","X1 = fraud_data.drop(columns=['Class'])\n","X2 = credit_data.drop(columns=['Class'])\n","\n","y1 = fraud_data['Class']\n","y2 = credit_data['Class']\n","\n","print(np.unique(y1, return_counts=True))\n","print(np.unique(y2, return_counts=True))"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["(array([-1.57743197e+00, -1.57738848e+00, -1.57735298e+00, ...,\n"," 9.99870367e+14, 9.99953979e+14, 9.99963100e+14]), array([65335, 1, 1, ..., 1, 1, 1], dtype=int64))\n","(array([-1.13743307e+02, -7.32167185e+01, -7.27157276e+01, ...,\n"," 1.72787000e+05, 1.72788000e+05, 1.72792000e+05]), array([1, 1, 1, ..., 1, 2, 1], dtype=int64))\n","(array([0, 1], dtype=int64), array([111642, 111642], dtype=int64))\n","(array([0, 1], dtype=int64), array([282705, 282705], dtype=int64))\n"]}],"source":["smt = SMOTETomek(random_state=42)\n","X1, y1 = smt.fit_resample(X1, y1)\n","X2, y2 = smt.fit_resample(X2, y2)\n","\n","print(np.unique(X1, return_counts=True))\n","print(np.unique(X2, return_counts=True))\n","print(np.unique(y1, return_counts=True))\n","print(np.unique(y2, return_counts=True))"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[],"source":["X_train1, X_test1, y_train1, y_test1 = train_test_split(X1, y1, test_size=0.2, random_state=42)\n","\n","X_train2, X_test2, y_train2, y_test2 = train_test_split(X2, y2, test_size=0.2, random_state=42)\n"]},{"cell_type":"markdown","metadata":{},"source":["## Class Balancing with SMOTE"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["(array([-1.57743197e+00, -1.57741832e+00, -1.57740418e+00, ...,\n"," 9.99870367e+14, 9.99953979e+14, 9.99963100e+14]), array([50477, 1, 1, ..., 1, 1, 1], dtype=int64))\n","(array([-1.13743307e+02, -7.32167185e+01, -7.27157276e+01, ...,\n"," 1.72787000e+05, 1.72788000e+05, 1.72792000e+05]), array([1, 1, 1, ..., 1, 2, 1], dtype=int64))\n","(array([0, 1], dtype=int64), array([88947, 88947], dtype=int64))\n","(array([0, 1], dtype=int64), array([225994, 225994], dtype=int64))\n"]}],"source":["smt = SMOTETomek(random_state=42)\n","X_train1, y_train1 = smt.fit_resample(X_train1, y_train1)\n","X_train2, y_train2 = smt.fit_resample(X_train2, y_train2)\n","\n","print(np.unique(X_train1, return_counts=True))\n","print(np.unique(X_train2, return_counts=True))\n","print(np.unique(y_train1, return_counts=True))\n","print(np.unique(y_train2, return_counts=True))"]},{"cell_type":"markdown","metadata":{},"source":["### Logistic Regression"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.91 0.36 0.52 25193\n"," 1 0.09 0.65 0.16 2577\n","\n"," accuracy 0.39 27770\n"," macro avg 0.50 0.51 0.34 27770\n","weighted avg 0.83 0.39 0.48 27770\n","\n"]}],"source":["log_reg1 = LogisticRegression(C=1, solver='liblinear')\n","log_reg1.fit(X_train1, y_train1)\n","y_pred_log_reg1 = log_reg1.predict(X_test1)\n","print(classification_report(y_test1, y_pred_log_reg1))"]},{"cell_type":"markdown","metadata":{},"source":["### Random Forest"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 1.00 0.55 0.71 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.98 0.77 0.84 27770\n","weighted avg 0.96 0.96 0.95 27770\n","\n"]}],"source":["rf_clf = RandomForestClassifier(n_estimators=30, max_depth=3)\n","rf_clf.fit(X_train, y_train)\n","y_pred_rf = rf_clf.predict(X_test)\n","print(classification_report(y_test, y_pred_rf))"]},{"cell_type":"markdown","metadata":{},"source":["### XGBoost "]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 0.94 0.55 0.69 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.95 0.77 0.84 27770\n","weighted avg 0.95 0.96 0.95 27770\n","\n"]}],"source":["xgb_clf = XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n","xgb_clf.fit(X_train, y_train)\n","y_pred_xgb = xgb_clf.predict(X_test)\n","print(classification_report(y_test, y_pred_xgb))"]},{"cell_type":"markdown","metadata":{},"source":["## Experiments"]},{"cell_type":"code","execution_count":50,"metadata":{},"outputs":[],"source":["datasets = {\n"," \"fraud_data\": (X_train1, y_train1, X_test1, y_test1),\n"," \"credit_data\": (X_train2, y_train2, X_test2, y_test2),\n","}"]},{"cell_type":"code","execution_count":54,"metadata":{},"outputs":[],"source":["models = [\n"," (\n"," \"Logistic Regression\", \n"," LogisticRegression(C=1, solver='liblinear')\n"," ),\n"," (\n"," \"Random Forest\", \n"," RandomForestClassifier(n_estimators=30, max_depth=3)\n"," ),\n"," (\n"," \"XGBClassifier\",\n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n"," )\n","]"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["2024/10/20 13:43:16 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:16 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression at: http://localhost:5000/#/experiments/935012191474515353/runs/66416527b5ad44a0be0886ed9e43b658.\n","2024/10/20 13:43:16 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:20 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:21 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest at: http://localhost:5000/#/experiments/935012191474515353/runs/3c3923af256d4ca4947318c3e70a6fbf.\n","2024/10/20 13:43:21 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:25 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:25 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier at: http://localhost:5000/#/experiments/935012191474515353/runs/019f76c5419a4e24a15a654ad2358b1c.\n","2024/10/20 13:43:25 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:28 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:29 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier With SMOTE at: http://localhost:5000/#/experiments/935012191474515353/runs/b89994c7190a441495941622db7bf9ac.\n","2024/10/20 13:43:29 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n"]}],"source":["# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - Single Dataset\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","reports = []\n","\n","for model_name, model, train_set, test_set in models:\n"," X_train = train_set[0]\n"," y_train = train_set[1]\n"," X_test = test_set[0]\n"," y_test = test_set[1]\n"," \n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n","for i, element in enumerate(models):\n"," model_name = element[0]\n"," model = element[1]\n"," report = reports[i]\n"," \n"," with mlflow.start_run(run_name=model_name): \n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score']) \n"," \n"," if \"XGB\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\") "]},{"cell_type":"code","execution_count":55,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["2024/10/20 20:16:21 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:21 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/8273f777699647a39535d873391b9d13.\n","2024/10/20 20:16:21 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:24 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:24 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/65913aaab7ce49948b90f6752b771312.\n","2024/10/20 20:16:24 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:27 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:28 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/e262b2c32c8442b2a720a086f36a2f63.\n","2024/10/20 20:16:28 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:52 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:52 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/37abcc1c28b54206bffc2f7695ca9d49.\n","2024/10/20 20:16:52 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:56 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:56 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/afef239a5b3845b082ab9368d9621edd.\n","2024/10/20 20:16:56 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:59 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:59 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/bcfb79f52acc4f82bf61298763c208df.\n","2024/10/20 20:16:59 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n"]}],"source":["# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - 2 Datasets\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","# Iterate through datasets\n","for dataset_name, (X_train, y_train, X_test, y_test) in datasets.items():\n"," reports = []\n","\n"," # Train each model on the current dataset\n"," for model_name, model in models:\n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n"," # Log each model's performance metrics to MLflow\n"," for i, (model_name, model) in enumerate(models):\n"," report = reports[i]\n","\n"," with mlflow.start_run(run_name=f\"{model_name}_{dataset_name}\"):\n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_param(\"dataset\", dataset_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score'])\n","\n"," # Log the model using the appropriate MLflow method\n"," if \"XGBoost\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\")\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":5896976,"sourceId":9653739,"sourceType":"datasetVersion"}],"dockerImageVersionId":30786,"isGpuEnabled":false,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":".week89","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.0"}},"nbformat":4,"nbformat_minor":4} diff --git a/notebooks/kaim2-week-8-9-task-2.ipynb b/notebooks/kaim2-week-8-9-task-2.ipynb index e29fec1..9cad070 100644 --- a/notebooks/kaim2-week-8-9-task-2.ipynb +++ b/notebooks/kaim2-week-8-9-task-2.ipynb @@ -1 +1 @@ -{"cells":[{"cell_type":"markdown","metadata":{"_cell_guid":"c53980f3-43e6-4309-b5b3-8c387c94c2ef","_uuid":"ac363b82-57c3-4cb3-87ed-d2c3d463e1a5","trusted":true},"source":["# KAIM Week 8 and 9 Challenges"]},{"cell_type":"markdown","metadata":{"_cell_guid":"9597c964-28b3-47e3-9f51-0691092476ce","_uuid":"977dc833-b4c5-441a-9ca2-d7e8e86bedb1","trusted":true},"source":["## **Task 2: MOdel Building**"]},{"cell_type":"markdown","metadata":{"_cell_guid":"87a00a83-d488-4a01-a3c8-2d2d9f956d41","_uuid":"7ffdbba4-f7f1-4b89-92ea-16cc52919bc6","trusted":true},"source":["## Import Necessary Libraries"]},{"cell_type":"code","execution_count":44,"metadata":{"_cell_guid":"98500711-7c8e-4a73-a926-ad743b2ca99a","_uuid":"05984005-6423-4192-8e7f-856e08148d1f","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T11:28:10.886046Z","iopub.status.busy":"2024-10-18T11:28:10.885064Z","iopub.status.idle":"2024-10-18T11:28:12.528653Z","shell.execute_reply":"2024-10-18T11:28:12.527539Z","shell.execute_reply.started":"2024-10-18T11:28:10.886001Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[],"source":["# Import necessary libraries\n","import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from sklearn.preprocessing import StandardScaler, LabelEncoder\n","from sklearn.impute import SimpleImputer\n","from sklearn.model_selection import train_test_split\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.ensemble import RandomForestClassifier\n","from xgboost import XGBClassifier\n","from sklearn.metrics import classification_report\n","from sklearn.tree import DecisionTreeClassifier\n","from sklearn.neural_network import MLPClassifier\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense, Conv2D, Flatten, SimpleRNN, LSTM\n","import mlflow\n","import mlflow.sklearn\n","import mlflow.xgboost\n","import warnings\n","\n","warnings.filterwarnings('ignore')\n","\n","# Set plot style for better visuals\n","sns.set(style=\"whitegrid\")"]},{"cell_type":"markdown","metadata":{"_cell_guid":"59a324ba-900b-40da-8f79-ee8f7957ef5b","_uuid":"8c78d907-d277-48a3-951f-ee7f01b6a7a7","trusted":true},"source":["## Load Datasets"]},{"cell_type":"code","execution_count":45,"metadata":{"_cell_guid":"98601976-817f-413e-ad3a-8c7eedb11606","_uuid":"b72ec9f6-c664-4339-8d29-555121dbd61f","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T11:28:15.198096Z","iopub.status.busy":"2024-10-18T11:28:15.197361Z","iopub.status.idle":"2024-10-18T11:28:20.098319Z","shell.execute_reply":"2024-10-18T11:28:20.097043Z","shell.execute_reply.started":"2024-10-18T11:28:15.198047Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[],"source":["# Load the datasets\n","fraud_data = pd.read_csv('../data/cleaned_data_1.csv')\n","credit_data = pd.read_csv('../data/cleaned_data_2.csv')"]},{"cell_type":"code","execution_count":46,"metadata":{},"outputs":[{"data":{"text/plain":["((138846, 15), (283726, 31))"]},"execution_count":46,"metadata":{},"output_type":"execute_result"}],"source":["fraud_data.shape, credit_data.shape"]},{"cell_type":"code","execution_count":47,"metadata":{},"outputs":[{"data":{"text/plain":["(Index(['user_id', 'purchase_value', 'source', 'browser', 'sex', 'age',\n"," 'ip_address', 'Class', 'country', 'lower_bound_ip_addres',\n"," 'upper_bound_ip_adress', 'signup_purchase_diff', 'transaction_count',\n"," 'hour_of_day', 'day_of_week'],\n"," dtype='object'),\n"," Index(['Time', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6', 'V7', 'V8', 'V9', 'V10',\n"," 'V11', 'V12', 'V13', 'V14', 'V15', 'V16', 'V17', 'V18', 'V19', 'V20',\n"," 'V21', 'V22', 'V23', 'V24', 'V25', 'V26', 'V27', 'V28', 'Amount',\n"," 'Class'],\n"," dtype='object'))"]},"execution_count":47,"metadata":{},"output_type":"execute_result"}],"source":["fraud_data.columns, credit_data.columns"]},{"cell_type":"markdown","metadata":{"_cell_guid":"a1c436e7-42e4-474c-8a8f-b00592a274ff","_uuid":"79aa1d6d-a15f-4224-815b-4344da833bbf","trusted":true},"source":["## Model Building"]},{"cell_type":"code","execution_count":48,"metadata":{"_cell_guid":"a49734b2-8a44-42d2-8b30-bd5a916c17eb","_uuid":"ab90e452-bf1c-4287-a72e-c1599293b5b7","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T12:12:29.677630Z","iopub.status.busy":"2024-10-18T12:12:29.677086Z","iopub.status.idle":"2024-10-18T12:13:18.305808Z","shell.execute_reply":"2024-10-18T12:13:18.304575Z","shell.execute_reply.started":"2024-10-18T12:12:29.677583Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["(array([0, 1]), array([125849, 12997]))\n","(array([0, 1]), array([283253, 473]))\n"]}],"source":["# Prepare data for the model (e-commerce)\n","X1 = fraud_data.drop(columns=['Class'])\n","X2 = credit_data.drop(columns=['Class'])\n","\n","y1 = fraud_data['Class']\n","y2 = credit_data['Class']\n","\n","print(np.unique(y1, return_counts=True))\n","print(np.unique(y2, return_counts=True))"]},{"cell_type":"code","execution_count":49,"metadata":{},"outputs":[],"source":["X_train1, X_test1, y_train1, y_test1 = train_test_split(X1, y1, test_size=0.2, random_state=42)\n","\n","X_train2, X_test2, y_train2, y_test2 = train_test_split(X2, y2, test_size=0.2, random_state=42)\n"]},{"cell_type":"markdown","metadata":{},"source":["### Logistic Regression"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.91 1.00 0.95 25193\n"," 1 0.00 0.00 0.00 2577\n","\n"," accuracy 0.91 27770\n"," macro avg 0.45 0.50 0.48 27770\n","weighted avg 0.82 0.91 0.86 27770\n","\n"]}],"source":["log_reg = LogisticRegression(C=1, solver='liblinear')\n","log_reg.fit(X_train, y_train)\n","y_pred_log_reg = log_reg.predict(X_test)\n","print(classification_report(y_test, y_pred_log_reg))"]},{"cell_type":"markdown","metadata":{},"source":["### Random Forest"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 1.00 0.55 0.71 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.98 0.77 0.84 27770\n","weighted avg 0.96 0.96 0.95 27770\n","\n"]}],"source":["rf_clf = RandomForestClassifier(n_estimators=30, max_depth=3)\n","rf_clf.fit(X_train, y_train)\n","y_pred_rf = rf_clf.predict(X_test)\n","print(classification_report(y_test, y_pred_rf))"]},{"cell_type":"markdown","metadata":{},"source":["### XGBoost "]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 0.94 0.55 0.69 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.95 0.77 0.84 27770\n","weighted avg 0.95 0.96 0.95 27770\n","\n"]}],"source":["xgb_clf = XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n","xgb_clf.fit(X_train, y_train)\n","y_pred_xgb = xgb_clf.predict(X_test)\n","print(classification_report(y_test, y_pred_xgb))"]},{"cell_type":"markdown","metadata":{},"source":["#### Class Balancing using SMOTE"]},{"cell_type":"code","execution_count":32,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["(array([0, 1]), array([88947, 88947]))\n","(array([0, 1]), array([225994, 225994]))\n"]}],"source":["from imblearn.combine import SMOTETomek\n","\n","smt = SMOTETomek(random_state=42)\n","X_train_res1, y_train_res1 = smt.fit_resample(X_train1, y_train1)\n","X_train_res2, y_train_res2 = smt.fit_resample(X_train2, y_train2)\n","\n","print(np.unique(y_train_res1, return_counts=True))\n","print(np.unique(y_train_res2, return_counts=True))"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 0.99 0.97 25193\n"," 1 0.81 0.56 0.66 2577\n","\n"," accuracy 0.95 27770\n"," macro avg 0.88 0.77 0.82 27770\n","weighted avg 0.94 0.95 0.94 27770\n","\n"]}],"source":["xgb_clf = XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n","xgb_clf.fit(X_train_res, y_train_res)\n","y_pred_xgb = xgb_clf.predict(X_test)\n","print(classification_report(y_test, y_pred_xgb))"]},{"cell_type":"markdown","metadata":{},"source":["## Experiments"]},{"cell_type":"code","execution_count":50,"metadata":{},"outputs":[],"source":["datasets = {\n"," \"fraud_data\": (X_train1, y_train1, X_test1, y_test1),\n"," \"credit_data\": (X_train2, y_train2, X_test2, y_test2),\n","}"]},{"cell_type":"code","execution_count":51,"metadata":{},"outputs":[{"data":{"text/plain":["'\\nmodels = [\\n (\\n \"Logistic Regression\", \\n LogisticRegression(C=1, solver=\\'liblinear\\'), \\n (X_train, y_train),\\n (X_test, y_test)\\n ),\\n (\\n \"Random Forest\", \\n RandomForestClassifier(n_estimators=30, max_depth=3), \\n (X_train, y_train),\\n (X_test, y_test)\\n ),\\n (\\n \"XGBClassifier\",\\n XGBClassifier(use_label_encoder=False, eval_metric=\\'logloss\\'), \\n (X_train, y_train),\\n (X_test, y_test)\\n ),\\n (\\n \"XGBClassifier With SMOTE\",\\n XGBClassifier(use_label_encoder=False, eval_metric=\\'logloss\\'), \\n (X_train_res1, y_train_res1),\\n (X_test1, y_test1)\\n )\\n]\\n'"]},"execution_count":51,"metadata":{},"output_type":"execute_result"}],"source":["'''\n","models = [\n"," (\n"," \"Logistic Regression\", \n"," LogisticRegression(C=1, solver='liblinear'), \n"," (X_train, y_train),\n"," (X_test, y_test)\n"," ),\n"," (\n"," \"Random Forest\", \n"," RandomForestClassifier(n_estimators=30, max_depth=3), \n"," (X_train, y_train),\n"," (X_test, y_test)\n"," ),\n"," (\n"," \"XGBClassifier\",\n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss'), \n"," (X_train, y_train),\n"," (X_test, y_test)\n"," ),\n"," (\n"," \"XGBClassifier With SMOTE\",\n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss'), \n"," (X_train_res1, y_train_res1),\n"," (X_test1, y_test1)\n"," )\n","]\n","'''"]},{"cell_type":"code","execution_count":53,"metadata":{},"outputs":[{"ename":"ValueError","evalue":"object __array__ method not producing an array","output_type":"error","traceback":["\u001b[1;31m---------------------------------------------------------------------------\u001b[0m","\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)","Cell \u001b[1;32mIn[53], line 56\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m# Defining each model\u001b[39;00m\n\u001b[0;32m 2\u001b[0m models \u001b[38;5;241m=\u001b[39m [\n\u001b[0;32m 3\u001b[0m \u001b[38;5;66;03m# Logistic Regression\u001b[39;00m\n\u001b[0;32m 4\u001b[0m (\n\u001b[0;32m 5\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLogistic Regression\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 6\u001b[0m LogisticRegression(C\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, solver\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mliblinear\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 7\u001b[0m ),\n\u001b[0;32m 8\u001b[0m \n\u001b[0;32m 9\u001b[0m \u001b[38;5;66;03m# Random Forest\u001b[39;00m\n\u001b[0;32m 10\u001b[0m (\n\u001b[0;32m 11\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRandom Forest\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 12\u001b[0m RandomForestClassifier(n_estimators\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m30\u001b[39m, max_depth\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m3\u001b[39m)\n\u001b[0;32m 13\u001b[0m ),\n\u001b[0;32m 14\u001b[0m \n\u001b[0;32m 15\u001b[0m \u001b[38;5;66;03m# XGBoost\u001b[39;00m\n\u001b[0;32m 16\u001b[0m (\n\u001b[0;32m 17\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mXGBClassifier\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 18\u001b[0m XGBClassifier(use_label_encoder\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, eval_metric\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlogloss\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 19\u001b[0m ),\n\u001b[0;32m 20\u001b[0m \n\u001b[0;32m 21\u001b[0m \u001b[38;5;66;03m# Decision Tree\u001b[39;00m\n\u001b[0;32m 22\u001b[0m (\n\u001b[0;32m 23\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDecision Tree\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 24\u001b[0m DecisionTreeClassifier(max_depth\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m5\u001b[39m)\n\u001b[0;32m 25\u001b[0m ),\n\u001b[0;32m 26\u001b[0m \n\u001b[0;32m 27\u001b[0m \u001b[38;5;66;03m# Multi-Layer Perceptron (MLP)\u001b[39;00m\n\u001b[0;32m 28\u001b[0m (\n\u001b[0;32m 29\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMLP Classifier\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 30\u001b[0m MLPClassifier(hidden_layer_sizes\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m100\u001b[39m,), max_iter\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m300\u001b[39m)\n\u001b[0;32m 31\u001b[0m ),\n\u001b[0;32m 32\u001b[0m \n\u001b[0;32m 33\u001b[0m \u001b[38;5;66;03m# Convolutional Neural Network (CNN)\u001b[39;00m\n\u001b[0;32m 34\u001b[0m (\n\u001b[0;32m 35\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCNN\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 36\u001b[0m Sequential([\n\u001b[0;32m 37\u001b[0m Conv2D(\u001b[38;5;241m32\u001b[39m, kernel_size\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m3\u001b[39m, \u001b[38;5;241m3\u001b[39m), activation\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelu\u001b[39m\u001b[38;5;124m'\u001b[39m, input_shape\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m28\u001b[39m, \u001b[38;5;241m28\u001b[39m, \u001b[38;5;241m1\u001b[39m)),\n\u001b[0;32m 38\u001b[0m Flatten(),\n\u001b[0;32m 39\u001b[0m Dense(\u001b[38;5;241m128\u001b[39m, activation\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelu\u001b[39m\u001b[38;5;124m'\u001b[39m),\n\u001b[0;32m 40\u001b[0m Dense(\u001b[38;5;241m1\u001b[39m , activation\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msigmoid\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 41\u001b[0m ])\n\u001b[0;32m 42\u001b[0m ),\n\u001b[0;32m 43\u001b[0m \n\u001b[0;32m 44\u001b[0m \u001b[38;5;66;03m# Recurrent Neural Network (RNN)\u001b[39;00m\n\u001b[0;32m 45\u001b[0m (\n\u001b[0;32m 46\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRNN\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 47\u001b[0m Sequential([\n\u001b[0;32m 48\u001b[0m SimpleRNN(\u001b[38;5;241m50\u001b[39m, input_shape\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m100\u001b[39m, \u001b[38;5;241m1\u001b[39m), activation\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelu\u001b[39m\u001b[38;5;124m'\u001b[39m),\n\u001b[0;32m 49\u001b[0m Dense(\u001b[38;5;241m1\u001b[39m, activation\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msigmoid\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 50\u001b[0m ])\n\u001b[0;32m 51\u001b[0m ),\n\u001b[0;32m 52\u001b[0m \n\u001b[0;32m 53\u001b[0m \u001b[38;5;66;03m# Long Short-Term Memory (LSTM)\u001b[39;00m\n\u001b[0;32m 54\u001b[0m (\n\u001b[0;32m 55\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLSTM\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[1;32m---> 56\u001b[0m \u001b[43mSequential\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\n\u001b[0;32m 57\u001b[0m \u001b[43m \u001b[49m\u001b[43mLSTM\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m50\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minput_shape\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m100\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mactivation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mrelu\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 58\u001b[0m \u001b[43m \u001b[49m\u001b[43mDense\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mactivation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43msigmoid\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 59\u001b[0m \u001b[43m \u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 60\u001b[0m )\n\u001b[0;32m 61\u001b[0m ]\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\keras\\src\\models\\sequential.py:76\u001b[0m, in \u001b[0;36mSequential.__init__\u001b[1;34m(self, layers, trainable, name)\u001b[0m\n\u001b[0;32m 74\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m layer \u001b[38;5;129;01min\u001b[39;00m layers:\n\u001b[0;32m 75\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39madd(layer, rebuild\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m---> 76\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_maybe_rebuild\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\keras\\src\\models\\sequential.py:141\u001b[0m, in \u001b[0;36mSequential._maybe_rebuild\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 139\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers[\u001b[38;5;241m0\u001b[39m], InputLayer) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 140\u001b[0m input_shape \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mbatch_shape\n\u001b[1;32m--> 141\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbuild\u001b[49m\u001b[43m(\u001b[49m\u001b[43minput_shape\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 142\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers[\u001b[38;5;241m0\u001b[39m], \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minput_shape\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 143\u001b[0m \u001b[38;5;66;03m# We can build the Sequential model if the first layer has the\u001b[39;00m\n\u001b[0;32m 144\u001b[0m \u001b[38;5;66;03m# `input_shape` property. This is most commonly found in Functional\u001b[39;00m\n\u001b[0;32m 145\u001b[0m \u001b[38;5;66;03m# model.\u001b[39;00m\n\u001b[0;32m 146\u001b[0m input_shape \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39minput_shape\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\keras\\src\\layers\\layer.py:226\u001b[0m, in \u001b[0;36mLayer.__new__..build_wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 224\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m obj\u001b[38;5;241m.\u001b[39m_open_name_scope():\n\u001b[0;32m 225\u001b[0m obj\u001b[38;5;241m.\u001b[39m_path \u001b[38;5;241m=\u001b[39m current_path()\n\u001b[1;32m--> 226\u001b[0m original_build_method(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 227\u001b[0m \u001b[38;5;66;03m# Record build config.\u001b[39;00m\n\u001b[0;32m 228\u001b[0m signature \u001b[38;5;241m=\u001b[39m inspect\u001b[38;5;241m.\u001b[39msignature(original_build_method)\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\keras\\src\\models\\sequential.py:187\u001b[0m, in \u001b[0;36mSequential.build\u001b[1;34m(self, input_shape)\u001b[0m\n\u001b[0;32m 185\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m layer \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers[\u001b[38;5;241m1\u001b[39m:]:\n\u001b[0;32m 186\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 187\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[43mlayer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 188\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m:\n\u001b[0;32m 189\u001b[0m \u001b[38;5;66;03m# Can happen if shape inference is not implemented.\u001b[39;00m\n\u001b[0;32m 190\u001b[0m \u001b[38;5;66;03m# TODO: consider reverting inbound nodes on layers processed.\u001b[39;00m\n\u001b[0;32m 191\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\keras\\src\\utils\\traceback_utils.py:122\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 119\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n\u001b[0;32m 120\u001b[0m \u001b[38;5;66;03m# To get the full stack trace, call:\u001b[39;00m\n\u001b[0;32m 121\u001b[0m \u001b[38;5;66;03m# `keras.config.disable_traceback_filtering()`\u001b[39;00m\n\u001b[1;32m--> 122\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\u001b[38;5;241m.\u001b[39mwith_traceback(filtered_tb) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 123\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m 124\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m filtered_tb\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\keras\\src\\backend\\tensorflow\\numpy.py:2414\u001b[0m, in \u001b[0;36mtranspose\u001b[1;34m(x, axes)\u001b[0m\n\u001b[0;32m 2412\u001b[0m output\u001b[38;5;241m.\u001b[39mset_shape(compute_transpose_output_shape(x\u001b[38;5;241m.\u001b[39mshape, axes))\n\u001b[0;32m 2413\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m output\n\u001b[1;32m-> 2414\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mtf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtranspose\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mperm\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxes\u001b[49m\u001b[43m)\u001b[49m\n","\u001b[1;31mValueError\u001b[0m: object __array__ method not producing an array"]}],"source":["# Defining each model\n","models = [\n"," # Logistic Regression\n"," (\n"," \"Logistic Regression\", \n"," LogisticRegression(C=1, solver='liblinear')\n"," ),\n"," \n"," # Random Forest\n"," (\n"," \"Random Forest\", \n"," RandomForestClassifier(n_estimators=30, max_depth=3)\n"," ),\n"," \n"," # XGBoost\n"," (\n"," \"XGBClassifier\", \n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n"," ),\n","\n"," # Decision Tree\n"," (\n"," \"Decision Tree\", \n"," DecisionTreeClassifier(max_depth=5)\n"," ),\n"," \n"," # Multi-Layer Perceptron (MLP)\n"," (\n"," \"MLP Classifier\", \n"," MLPClassifier(hidden_layer_sizes=(100,), max_iter=300)\n"," ),\n"," \n"," # Convolutional Neural Network (CNN)\n"," (\n"," \"CNN\", \n"," Sequential([\n"," Conv2D(32, kernel_size=(3, 3), activation='relu', input_shape=(28, 28, 1)),\n"," Flatten(),\n"," Dense(128, activation='relu'),\n"," Dense(1 , activation='sigmoid')\n"," ])\n"," ),\n"," \n"," # Recurrent Neural Network (RNN)\n"," (\n"," \"RNN\", \n"," Sequential([\n"," SimpleRNN(50, input_shape=(100, 1), activation='relu'),\n"," Dense(1, activation='sigmoid')\n"," ])\n"," ),\n"," \n"," # Long Short-Term Memory (LSTM)\n"," (\n"," \"LSTM\", \n"," Sequential([\n"," LSTM(50, input_shape=(100, 1), activation='relu'),\n"," Dense(1, activation='sigmoid')\n"," ])\n"," )\n","]\n"]},{"cell_type":"code","execution_count":54,"metadata":{},"outputs":[],"source":["models = [\n"," (\n"," \"Logistic Regression\", \n"," LogisticRegression(C=1, solver='liblinear')\n"," ),\n"," (\n"," \"Random Forest\", \n"," RandomForestClassifier(n_estimators=30, max_depth=3)\n"," ),\n"," (\n"," \"XGBClassifier\",\n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n"," )\n","]"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["2024/10/20 13:43:16 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:16 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression at: http://localhost:5000/#/experiments/935012191474515353/runs/66416527b5ad44a0be0886ed9e43b658.\n","2024/10/20 13:43:16 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:20 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:21 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest at: http://localhost:5000/#/experiments/935012191474515353/runs/3c3923af256d4ca4947318c3e70a6fbf.\n","2024/10/20 13:43:21 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:25 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:25 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier at: http://localhost:5000/#/experiments/935012191474515353/runs/019f76c5419a4e24a15a654ad2358b1c.\n","2024/10/20 13:43:25 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:28 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:29 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier With SMOTE at: http://localhost:5000/#/experiments/935012191474515353/runs/b89994c7190a441495941622db7bf9ac.\n","2024/10/20 13:43:29 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n"]}],"source":["# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - Single Dataset\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","reports = []\n","\n","for model_name, model, train_set, test_set in models:\n"," X_train = train_set[0]\n"," y_train = train_set[1]\n"," X_test = test_set[0]\n"," y_test = test_set[1]\n"," \n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n","for i, element in enumerate(models):\n"," model_name = element[0]\n"," model = element[1]\n"," report = reports[i]\n"," \n"," with mlflow.start_run(run_name=model_name): \n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score']) \n"," \n"," if \"XGB\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\") "]},{"cell_type":"code","execution_count":55,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["2024/10/20 20:16:21 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:21 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/8273f777699647a39535d873391b9d13.\n","2024/10/20 20:16:21 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:24 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:24 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/65913aaab7ce49948b90f6752b771312.\n","2024/10/20 20:16:24 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:27 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:28 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/e262b2c32c8442b2a720a086f36a2f63.\n","2024/10/20 20:16:28 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:52 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:52 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/37abcc1c28b54206bffc2f7695ca9d49.\n","2024/10/20 20:16:52 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:56 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:56 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/afef239a5b3845b082ab9368d9621edd.\n","2024/10/20 20:16:56 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:59 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:59 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/bcfb79f52acc4f82bf61298763c208df.\n","2024/10/20 20:16:59 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n"]}],"source":["# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - 2 Datasets\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","# Iterate through datasets\n","for dataset_name, (X_train, y_train, X_test, y_test) in datasets.items():\n"," reports = []\n","\n"," # Train each model on the current dataset\n"," for model_name, model in models:\n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n"," # Log each model's performance metrics to MLflow\n"," for i, (model_name, model) in enumerate(models):\n"," report = reports[i]\n","\n"," with mlflow.start_run(run_name=f\"{model_name}_{dataset_name}\"):\n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_param(\"dataset\", dataset_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score'])\n","\n"," # Log the model using the appropriate MLflow method\n"," if \"XGBoost\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\")\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["\n","# Load the datasets\n","fraud_data = pd.read_csv('../data/cleaned_data_1.csv')\n","credit_data = pd.read_csv('../data/cleaned_data_2.csv')\n","\n","# Prepare data for the model (e-commerce)\n","X1 = fraud_data.drop(columns=['Class'])\n","X2 = credit_data.drop(columns=['Class'])\n","\n","y1 = fraud_data['Class']\n","y2 = credit_data['Class']\n","\n","print(np.unique(y1, return_counts=True))\n","print(np.unique(y2, return_counts=True))\n","\n","# Train-test split\n","X_train1, X_test1, y_train1, y_test1 = train_test_split(X1, y1, test_size=0.2, random_state=42)\n","X_train2, X_test2, y_train2, y_test2 = train_test_split(X2, y2, test_size=0.2, random_state=42)\n","\n","\n","# Datasets\n","datasets = {\n"," \"fraud_data\": (X_train1, y_train1, X_test1, y_test1),\n"," \"credit_data\": (X_train2, y_train2, X_test2, y_test2),\n","}\n","\n","\n","# Defining each model\n","models = [\n"," # Logistic Regression\n"," (\n"," \"Logistic Regression\", \n"," LogisticRegression(C=1, solver='liblinear')\n"," ),\n"," \n"," # Random Forest\n"," (\n"," \"Random Forest\", \n"," RandomForestClassifier(n_estimators=30, max_depth=3)\n"," ),\n"," \n"," # XGBoost\n"," (\n"," \"XGBClassifier\", \n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n"," ),\n","\n"," # Decision Tree\n"," (\n"," \"Decision Tree\", \n"," DecisionTreeClassifier(max_depth=5)\n"," ),\n"," \n"," # Multi-Layer Perceptron (MLP)\n"," (\n"," \"MLP Classifier\", \n"," MLPClassifier(hidden_layer_sizes=(100,), max_iter=300)\n"," ),\n"," \n"," # Convolutional Neural Network (CNN)\n"," (\n"," \"CNN\", \n"," Sequential([\n"," Conv2D(32, kernel_size=(3, 3), activation='relu', input_shape=(28, 28, 1)),\n"," Flatten(),\n"," Dense(128, activation='relu'),\n"," Dense(1 , activation='sigmoid')\n"," ])\n"," ),\n"," \n"," # Recurrent Neural Network (RNN)\n"," (\n"," \"RNN\", \n"," Sequential([\n"," SimpleRNN(50, input_shape=(100, 1), activation='relu'),\n"," Dense(1, activation='sigmoid')\n"," ])\n"," ),\n"," \n"," # Long Short-Term Memory (LSTM)\n"," (\n"," \"LSTM\", \n"," Sequential([\n"," LSTM(50, input_shape=(100, 1), activation='relu'),\n"," Dense(1, activation='sigmoid')\n"," ])\n"," )\n","]\n","\n","\n","\n","# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - 2 Datasets\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","# Iterate through datasets\n","for dataset_name, (X_train, y_train, X_test, y_test) in datasets.items():\n"," reports = []\n","\n"," # Train each model on the current dataset\n"," for model_name, model in models:\n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n"," # Log each model's performance metrics to MLflow\n"," for i, (model_name, model) in enumerate(models):\n"," report = reports[i]\n","\n"," with mlflow.start_run(run_name=f\"{model_name}_{dataset_name}\"):\n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_param(\"dataset\", dataset_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score'])\n","\n"," # Log the model using the appropriate MLflow method\n"," if \"XGBoost\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\")\n"]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":5896976,"sourceId":9653739,"sourceType":"datasetVersion"}],"dockerImageVersionId":30786,"isGpuEnabled":false,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":".week89","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.0"}},"nbformat":4,"nbformat_minor":4} +{"cells":[{"cell_type":"markdown","metadata":{"_cell_guid":"c53980f3-43e6-4309-b5b3-8c387c94c2ef","_uuid":"ac363b82-57c3-4cb3-87ed-d2c3d463e1a5","trusted":true},"source":["# KAIM Week 8 and 9 Challenges"]},{"cell_type":"markdown","metadata":{"_cell_guid":"9597c964-28b3-47e3-9f51-0691092476ce","_uuid":"977dc833-b4c5-441a-9ca2-d7e8e86bedb1","trusted":true},"source":["## **Task 2: MOdel Building**"]},{"cell_type":"markdown","metadata":{"_cell_guid":"87a00a83-d488-4a01-a3c8-2d2d9f956d41","_uuid":"7ffdbba4-f7f1-4b89-92ea-16cc52919bc6","trusted":true},"source":["## Import Necessary Libraries"]},{"cell_type":"code","execution_count":44,"metadata":{"_cell_guid":"98500711-7c8e-4a73-a926-ad743b2ca99a","_uuid":"05984005-6423-4192-8e7f-856e08148d1f","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T11:28:10.886046Z","iopub.status.busy":"2024-10-18T11:28:10.885064Z","iopub.status.idle":"2024-10-18T11:28:12.528653Z","shell.execute_reply":"2024-10-18T11:28:12.527539Z","shell.execute_reply.started":"2024-10-18T11:28:10.886001Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[],"source":["# Import necessary libraries\n","import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from sklearn.preprocessing import StandardScaler, LabelEncoder\n","from sklearn.impute import SimpleImputer\n","from sklearn.model_selection import train_test_split\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.ensemble import RandomForestClassifier\n","from xgboost import XGBClassifier\n","from sklearn.metrics import classification_report\n","from sklearn.tree import DecisionTreeClassifier\n","from sklearn.neural_network import MLPClassifier\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense, Conv2D, Flatten, SimpleRNN, LSTM\n","import mlflow\n","import mlflow.sklearn\n","import mlflow.xgboost\n","import warnings\n","\n","warnings.filterwarnings('ignore')\n","\n","# Set plot style for better visuals\n","sns.set(style=\"whitegrid\")"]},{"cell_type":"markdown","metadata":{"_cell_guid":"59a324ba-900b-40da-8f79-ee8f7957ef5b","_uuid":"8c78d907-d277-48a3-951f-ee7f01b6a7a7","trusted":true},"source":["## Load Datasets"]},{"cell_type":"code","execution_count":45,"metadata":{"_cell_guid":"98601976-817f-413e-ad3a-8c7eedb11606","_uuid":"b72ec9f6-c664-4339-8d29-555121dbd61f","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T11:28:15.198096Z","iopub.status.busy":"2024-10-18T11:28:15.197361Z","iopub.status.idle":"2024-10-18T11:28:20.098319Z","shell.execute_reply":"2024-10-18T11:28:20.097043Z","shell.execute_reply.started":"2024-10-18T11:28:15.198047Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[],"source":["# Load the datasets\n","fraud_data = pd.read_csv('../data/cleaned_data_1.csv')\n","credit_data = pd.read_csv('../data/cleaned_data_2.csv')"]},{"cell_type":"code","execution_count":48,"metadata":{"_cell_guid":"a49734b2-8a44-42d2-8b30-bd5a916c17eb","_uuid":"ab90e452-bf1c-4287-a72e-c1599293b5b7","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T12:12:29.677630Z","iopub.status.busy":"2024-10-18T12:12:29.677086Z","iopub.status.idle":"2024-10-18T12:13:18.305808Z","shell.execute_reply":"2024-10-18T12:13:18.304575Z","shell.execute_reply.started":"2024-10-18T12:12:29.677583Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["(array([0, 1]), array([125849, 12997]))\n","(array([0, 1]), array([283253, 473]))\n"]}],"source":["# Prepare data for the model (e-commerce)\n","X1 = fraud_data.drop(columns=['Class'])\n","X2 = credit_data.drop(columns=['Class'])\n","\n","y1 = fraud_data['Class']\n","y2 = credit_data['Class']\n","\n","print(np.unique(y1, return_counts=True))\n","print(np.unique(y2, return_counts=True))"]},{"cell_type":"code","execution_count":49,"metadata":{},"outputs":[],"source":["X_train1, X_test1, y_train1, y_test1 = train_test_split(X1, y1, test_size=0.2, random_state=42)\n","\n","X_train2, X_test2, y_train2, y_test2 = train_test_split(X2, y2, test_size=0.2, random_state=42)\n"]},{"cell_type":"markdown","metadata":{},"source":["### Logistic Regression"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.91 1.00 0.95 25193\n"," 1 0.00 0.00 0.00 2577\n","\n"," accuracy 0.91 27770\n"," macro avg 0.45 0.50 0.48 27770\n","weighted avg 0.82 0.91 0.86 27770\n","\n"]}],"source":["log_reg = LogisticRegression(C=1, solver='liblinear')\n","log_reg.fit(X_train, y_train)\n","y_pred_log_reg = log_reg.predict(X_test)\n","print(classification_report(y_test, y_pred_log_reg))"]},{"cell_type":"markdown","metadata":{},"source":["### Random Forest"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 1.00 0.55 0.71 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.98 0.77 0.84 27770\n","weighted avg 0.96 0.96 0.95 27770\n","\n"]}],"source":["rf_clf = RandomForestClassifier(n_estimators=30, max_depth=3)\n","rf_clf.fit(X_train, y_train)\n","y_pred_rf = rf_clf.predict(X_test)\n","print(classification_report(y_test, y_pred_rf))"]},{"cell_type":"markdown","metadata":{},"source":["### XGBoost "]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 0.94 0.55 0.69 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.95 0.77 0.84 27770\n","weighted avg 0.95 0.96 0.95 27770\n","\n"]}],"source":["xgb_clf = XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n","xgb_clf.fit(X_train, y_train)\n","y_pred_xgb = xgb_clf.predict(X_test)\n","print(classification_report(y_test, y_pred_xgb))"]},{"cell_type":"markdown","metadata":{},"source":["#### Class Balancing using SMOTE"]},{"cell_type":"code","execution_count":32,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["(array([0, 1]), array([88947, 88947]))\n","(array([0, 1]), array([225994, 225994]))\n"]}],"source":["from imblearn.combine import SMOTETomek\n","\n","smt = SMOTETomek(random_state=42)\n","X_train_res1, y_train_res1 = smt.fit_resample(X_train1, y_train1)\n","X_train_res2, y_train_res2 = smt.fit_resample(X_train2, y_train2)\n","\n","print(np.unique(y_train_res1, return_counts=True))\n","print(np.unique(y_train_res2, return_counts=True))"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 0.99 0.97 25193\n"," 1 0.81 0.56 0.66 2577\n","\n"," accuracy 0.95 27770\n"," macro avg 0.88 0.77 0.82 27770\n","weighted avg 0.94 0.95 0.94 27770\n","\n"]}],"source":["xgb_clf = XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n","xgb_clf.fit(X_train_res, y_train_res)\n","y_pred_xgb = xgb_clf.predict(X_test)\n","print(classification_report(y_test, y_pred_xgb))"]},{"cell_type":"markdown","metadata":{},"source":["## Experiments"]},{"cell_type":"code","execution_count":50,"metadata":{},"outputs":[],"source":["datasets = {\n"," \"fraud_data\": (X_train1, y_train1, X_test1, y_test1),\n"," \"credit_data\": (X_train2, y_train2, X_test2, y_test2),\n","}"]},{"cell_type":"code","execution_count":51,"metadata":{},"outputs":[{"data":{"text/plain":["'\\nmodels = [\\n (\\n \"Logistic Regression\", \\n LogisticRegression(C=1, solver=\\'liblinear\\'), \\n (X_train, y_train),\\n (X_test, y_test)\\n ),\\n (\\n \"Random Forest\", \\n RandomForestClassifier(n_estimators=30, max_depth=3), \\n (X_train, y_train),\\n (X_test, y_test)\\n ),\\n (\\n \"XGBClassifier\",\\n XGBClassifier(use_label_encoder=False, eval_metric=\\'logloss\\'), \\n (X_train, y_train),\\n (X_test, y_test)\\n ),\\n (\\n \"XGBClassifier With SMOTE\",\\n XGBClassifier(use_label_encoder=False, eval_metric=\\'logloss\\'), \\n (X_train_res1, y_train_res1),\\n (X_test1, y_test1)\\n )\\n]\\n'"]},"execution_count":51,"metadata":{},"output_type":"execute_result"}],"source":["'''\n","models = [\n"," (\n"," \"Logistic Regression\", \n"," LogisticRegression(C=1, solver='liblinear'), \n"," (X_train, y_train),\n"," (X_test, y_test)\n"," ),\n"," (\n"," \"Random Forest\", \n"," RandomForestClassifier(n_estimators=30, max_depth=3), \n"," (X_train, y_train),\n"," (X_test, y_test)\n"," ),\n"," (\n"," \"XGBClassifier\",\n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss'), \n"," (X_train, y_train),\n"," (X_test, y_test)\n"," ),\n"," (\n"," \"XGBClassifier With SMOTE\",\n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss'), \n"," (X_train_res1, y_train_res1),\n"," (X_test1, y_test1)\n"," )\n","]\n","'''"]},{"cell_type":"code","execution_count":53,"metadata":{},"outputs":[{"ename":"ValueError","evalue":"object __array__ method not producing an array","output_type":"error","traceback":["\u001b[1;31m---------------------------------------------------------------------------\u001b[0m","\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)","Cell \u001b[1;32mIn[53], line 56\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m# Defining each model\u001b[39;00m\n\u001b[0;32m 2\u001b[0m models \u001b[38;5;241m=\u001b[39m [\n\u001b[0;32m 3\u001b[0m \u001b[38;5;66;03m# Logistic Regression\u001b[39;00m\n\u001b[0;32m 4\u001b[0m (\n\u001b[0;32m 5\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLogistic Regression\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 6\u001b[0m LogisticRegression(C\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, solver\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mliblinear\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 7\u001b[0m ),\n\u001b[0;32m 8\u001b[0m \n\u001b[0;32m 9\u001b[0m \u001b[38;5;66;03m# Random Forest\u001b[39;00m\n\u001b[0;32m 10\u001b[0m (\n\u001b[0;32m 11\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRandom Forest\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 12\u001b[0m RandomForestClassifier(n_estimators\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m30\u001b[39m, max_depth\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m3\u001b[39m)\n\u001b[0;32m 13\u001b[0m ),\n\u001b[0;32m 14\u001b[0m \n\u001b[0;32m 15\u001b[0m \u001b[38;5;66;03m# XGBoost\u001b[39;00m\n\u001b[0;32m 16\u001b[0m (\n\u001b[0;32m 17\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mXGBClassifier\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 18\u001b[0m XGBClassifier(use_label_encoder\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, eval_metric\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlogloss\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 19\u001b[0m ),\n\u001b[0;32m 20\u001b[0m \n\u001b[0;32m 21\u001b[0m \u001b[38;5;66;03m# Decision Tree\u001b[39;00m\n\u001b[0;32m 22\u001b[0m (\n\u001b[0;32m 23\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDecision Tree\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 24\u001b[0m DecisionTreeClassifier(max_depth\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m5\u001b[39m)\n\u001b[0;32m 25\u001b[0m ),\n\u001b[0;32m 26\u001b[0m \n\u001b[0;32m 27\u001b[0m \u001b[38;5;66;03m# Multi-Layer Perceptron (MLP)\u001b[39;00m\n\u001b[0;32m 28\u001b[0m (\n\u001b[0;32m 29\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMLP Classifier\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 30\u001b[0m MLPClassifier(hidden_layer_sizes\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m100\u001b[39m,), max_iter\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m300\u001b[39m)\n\u001b[0;32m 31\u001b[0m ),\n\u001b[0;32m 32\u001b[0m \n\u001b[0;32m 33\u001b[0m \u001b[38;5;66;03m# Convolutional Neural Network (CNN)\u001b[39;00m\n\u001b[0;32m 34\u001b[0m (\n\u001b[0;32m 35\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCNN\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 36\u001b[0m Sequential([\n\u001b[0;32m 37\u001b[0m Conv2D(\u001b[38;5;241m32\u001b[39m, kernel_size\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m3\u001b[39m, \u001b[38;5;241m3\u001b[39m), activation\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelu\u001b[39m\u001b[38;5;124m'\u001b[39m, input_shape\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m28\u001b[39m, \u001b[38;5;241m28\u001b[39m, \u001b[38;5;241m1\u001b[39m)),\n\u001b[0;32m 38\u001b[0m Flatten(),\n\u001b[0;32m 39\u001b[0m Dense(\u001b[38;5;241m128\u001b[39m, activation\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelu\u001b[39m\u001b[38;5;124m'\u001b[39m),\n\u001b[0;32m 40\u001b[0m Dense(\u001b[38;5;241m1\u001b[39m , activation\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msigmoid\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 41\u001b[0m ])\n\u001b[0;32m 42\u001b[0m ),\n\u001b[0;32m 43\u001b[0m \n\u001b[0;32m 44\u001b[0m \u001b[38;5;66;03m# Recurrent Neural Network (RNN)\u001b[39;00m\n\u001b[0;32m 45\u001b[0m (\n\u001b[0;32m 46\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRNN\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[0;32m 47\u001b[0m Sequential([\n\u001b[0;32m 48\u001b[0m SimpleRNN(\u001b[38;5;241m50\u001b[39m, input_shape\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m100\u001b[39m, \u001b[38;5;241m1\u001b[39m), activation\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrelu\u001b[39m\u001b[38;5;124m'\u001b[39m),\n\u001b[0;32m 49\u001b[0m Dense(\u001b[38;5;241m1\u001b[39m, activation\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msigmoid\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 50\u001b[0m ])\n\u001b[0;32m 51\u001b[0m ),\n\u001b[0;32m 52\u001b[0m \n\u001b[0;32m 53\u001b[0m \u001b[38;5;66;03m# Long Short-Term Memory (LSTM)\u001b[39;00m\n\u001b[0;32m 54\u001b[0m (\n\u001b[0;32m 55\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLSTM\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[1;32m---> 56\u001b[0m \u001b[43mSequential\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\n\u001b[0;32m 57\u001b[0m \u001b[43m \u001b[49m\u001b[43mLSTM\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m50\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minput_shape\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m100\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mactivation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mrelu\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 58\u001b[0m \u001b[43m \u001b[49m\u001b[43mDense\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mactivation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43msigmoid\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 59\u001b[0m \u001b[43m \u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 60\u001b[0m )\n\u001b[0;32m 61\u001b[0m ]\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\keras\\src\\models\\sequential.py:76\u001b[0m, in \u001b[0;36mSequential.__init__\u001b[1;34m(self, layers, trainable, name)\u001b[0m\n\u001b[0;32m 74\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m layer \u001b[38;5;129;01min\u001b[39;00m layers:\n\u001b[0;32m 75\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39madd(layer, rebuild\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m---> 76\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_maybe_rebuild\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\keras\\src\\models\\sequential.py:141\u001b[0m, in \u001b[0;36mSequential._maybe_rebuild\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 139\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers[\u001b[38;5;241m0\u001b[39m], InputLayer) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 140\u001b[0m input_shape \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mbatch_shape\n\u001b[1;32m--> 141\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbuild\u001b[49m\u001b[43m(\u001b[49m\u001b[43minput_shape\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 142\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers[\u001b[38;5;241m0\u001b[39m], \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minput_shape\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 143\u001b[0m \u001b[38;5;66;03m# We can build the Sequential model if the first layer has the\u001b[39;00m\n\u001b[0;32m 144\u001b[0m \u001b[38;5;66;03m# `input_shape` property. This is most commonly found in Functional\u001b[39;00m\n\u001b[0;32m 145\u001b[0m \u001b[38;5;66;03m# model.\u001b[39;00m\n\u001b[0;32m 146\u001b[0m input_shape \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39minput_shape\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\keras\\src\\layers\\layer.py:226\u001b[0m, in \u001b[0;36mLayer.__new__..build_wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 224\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m obj\u001b[38;5;241m.\u001b[39m_open_name_scope():\n\u001b[0;32m 225\u001b[0m obj\u001b[38;5;241m.\u001b[39m_path \u001b[38;5;241m=\u001b[39m current_path()\n\u001b[1;32m--> 226\u001b[0m original_build_method(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 227\u001b[0m \u001b[38;5;66;03m# Record build config.\u001b[39;00m\n\u001b[0;32m 228\u001b[0m signature \u001b[38;5;241m=\u001b[39m inspect\u001b[38;5;241m.\u001b[39msignature(original_build_method)\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\keras\\src\\models\\sequential.py:187\u001b[0m, in \u001b[0;36mSequential.build\u001b[1;34m(self, input_shape)\u001b[0m\n\u001b[0;32m 185\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m layer \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers[\u001b[38;5;241m1\u001b[39m:]:\n\u001b[0;32m 186\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 187\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[43mlayer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 188\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m:\n\u001b[0;32m 189\u001b[0m \u001b[38;5;66;03m# Can happen if shape inference is not implemented.\u001b[39;00m\n\u001b[0;32m 190\u001b[0m \u001b[38;5;66;03m# TODO: consider reverting inbound nodes on layers processed.\u001b[39;00m\n\u001b[0;32m 191\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\keras\\src\\utils\\traceback_utils.py:122\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 119\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n\u001b[0;32m 120\u001b[0m \u001b[38;5;66;03m# To get the full stack trace, call:\u001b[39;00m\n\u001b[0;32m 121\u001b[0m \u001b[38;5;66;03m# `keras.config.disable_traceback_filtering()`\u001b[39;00m\n\u001b[1;32m--> 122\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\u001b[38;5;241m.\u001b[39mwith_traceback(filtered_tb) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 123\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m 124\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m filtered_tb\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\keras\\src\\backend\\tensorflow\\numpy.py:2414\u001b[0m, in \u001b[0;36mtranspose\u001b[1;34m(x, axes)\u001b[0m\n\u001b[0;32m 2412\u001b[0m output\u001b[38;5;241m.\u001b[39mset_shape(compute_transpose_output_shape(x\u001b[38;5;241m.\u001b[39mshape, axes))\n\u001b[0;32m 2413\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m output\n\u001b[1;32m-> 2414\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mtf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtranspose\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mperm\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxes\u001b[49m\u001b[43m)\u001b[49m\n","\u001b[1;31mValueError\u001b[0m: object __array__ method not producing an array"]}],"source":["# Defining each model\n","models = [\n"," # Logistic Regression\n"," (\n"," \"Logistic Regression\", \n"," LogisticRegression(C=1, solver='liblinear')\n"," ),\n"," \n"," # Random Forest\n"," (\n"," \"Random Forest\", \n"," RandomForestClassifier(n_estimators=30, max_depth=3)\n"," ),\n"," \n"," # XGBoost\n"," (\n"," \"XGBClassifier\", \n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n"," ),\n","\n"," # Decision Tree\n"," (\n"," \"Decision Tree\", \n"," DecisionTreeClassifier(max_depth=5)\n"," ),\n"," \n"," # Multi-Layer Perceptron (MLP)\n"," (\n"," \"MLP Classifier\", \n"," MLPClassifier(hidden_layer_sizes=(100,), max_iter=300)\n"," ),\n"," \n"," # Convolutional Neural Network (CNN)\n"," (\n"," \"CNN\", \n"," Sequential([\n"," Conv2D(32, kernel_size=(3, 3), activation='relu', input_shape=(28, 28, 1)),\n"," Flatten(),\n"," Dense(128, activation='relu'),\n"," Dense(1 , activation='sigmoid')\n"," ])\n"," ),\n"," \n"," # Recurrent Neural Network (RNN)\n"," (\n"," \"RNN\", \n"," Sequential([\n"," SimpleRNN(50, input_shape=(100, 1), activation='relu'),\n"," Dense(1, activation='sigmoid')\n"," ])\n"," ),\n"," \n"," # Long Short-Term Memory (LSTM)\n"," (\n"," \"LSTM\", \n"," Sequential([\n"," LSTM(50, input_shape=(100, 1), activation='relu'),\n"," Dense(1, activation='sigmoid')\n"," ])\n"," )\n","]\n"]},{"cell_type":"code","execution_count":54,"metadata":{},"outputs":[],"source":["models = [\n"," (\n"," \"Logistic Regression\", \n"," LogisticRegression(C=1, solver='liblinear')\n"," ),\n"," (\n"," \"Random Forest\", \n"," RandomForestClassifier(n_estimators=30, max_depth=3)\n"," ),\n"," (\n"," \"XGBClassifier\",\n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n"," )\n","]"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["2024/10/20 13:43:16 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:16 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression at: http://localhost:5000/#/experiments/935012191474515353/runs/66416527b5ad44a0be0886ed9e43b658.\n","2024/10/20 13:43:16 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:20 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:21 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest at: http://localhost:5000/#/experiments/935012191474515353/runs/3c3923af256d4ca4947318c3e70a6fbf.\n","2024/10/20 13:43:21 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:25 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:25 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier at: http://localhost:5000/#/experiments/935012191474515353/runs/019f76c5419a4e24a15a654ad2358b1c.\n","2024/10/20 13:43:25 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:28 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:29 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier With SMOTE at: http://localhost:5000/#/experiments/935012191474515353/runs/b89994c7190a441495941622db7bf9ac.\n","2024/10/20 13:43:29 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n"]}],"source":["# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - Single Dataset\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","reports = []\n","\n","for model_name, model, train_set, test_set in models:\n"," X_train = train_set[0]\n"," y_train = train_set[1]\n"," X_test = test_set[0]\n"," y_test = test_set[1]\n"," \n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n","for i, element in enumerate(models):\n"," model_name = element[0]\n"," model = element[1]\n"," report = reports[i]\n"," \n"," with mlflow.start_run(run_name=model_name): \n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score']) \n"," \n"," if \"XGB\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\") "]},{"cell_type":"code","execution_count":55,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["2024/10/20 20:16:21 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:21 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/8273f777699647a39535d873391b9d13.\n","2024/10/20 20:16:21 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:24 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:24 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/65913aaab7ce49948b90f6752b771312.\n","2024/10/20 20:16:24 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:27 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:28 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/e262b2c32c8442b2a720a086f36a2f63.\n","2024/10/20 20:16:28 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:52 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:52 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/37abcc1c28b54206bffc2f7695ca9d49.\n","2024/10/20 20:16:52 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:56 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:56 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/afef239a5b3845b082ab9368d9621edd.\n","2024/10/20 20:16:56 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:59 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:59 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/bcfb79f52acc4f82bf61298763c208df.\n","2024/10/20 20:16:59 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n"]}],"source":["# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - 2 Datasets\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","# Iterate through datasets\n","for dataset_name, (X_train, y_train, X_test, y_test) in datasets.items():\n"," reports = []\n","\n"," # Train each model on the current dataset\n"," for model_name, model in models:\n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n"," # Log each model's performance metrics to MLflow\n"," for i, (model_name, model) in enumerate(models):\n"," report = reports[i]\n","\n"," with mlflow.start_run(run_name=f\"{model_name}_{dataset_name}\"):\n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_param(\"dataset\", dataset_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score'])\n","\n"," # Log the model using the appropriate MLflow method\n"," if \"XGBoost\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\")\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["\n","# Load the datasets\n","fraud_data = pd.read_csv('../data/cleaned_data_1.csv')\n","credit_data = pd.read_csv('../data/cleaned_data_2.csv')\n","\n","# Prepare data for the model (e-commerce)\n","X1 = fraud_data.drop(columns=['Class'])\n","X2 = credit_data.drop(columns=['Class'])\n","\n","y1 = fraud_data['Class']\n","y2 = credit_data['Class']\n","\n","print(np.unique(y1, return_counts=True))\n","print(np.unique(y2, return_counts=True))\n","\n","# Train-test split\n","X_train1, X_test1, y_train1, y_test1 = train_test_split(X1, y1, test_size=0.2, random_state=42)\n","X_train2, X_test2, y_train2, y_test2 = train_test_split(X2, y2, test_size=0.2, random_state=42)\n","\n","\n","# Datasets\n","datasets = {\n"," \"fraud_data\": (X_train1, y_train1, X_test1, y_test1),\n"," \"credit_data\": (X_train2, y_train2, X_test2, y_test2),\n","}\n","\n","\n","# Defining each model\n","models = [\n"," # Logistic Regression\n"," (\n"," \"Logistic Regression\", \n"," LogisticRegression(C=1, solver='liblinear')\n"," ),\n"," \n"," # Random Forest\n"," (\n"," \"Random Forest\", \n"," RandomForestClassifier(n_estimators=30, max_depth=3)\n"," ),\n"," \n"," # XGBoost\n"," (\n"," \"XGBClassifier\", \n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n"," ),\n","\n"," # Decision Tree\n"," (\n"," \"Decision Tree\", \n"," DecisionTreeClassifier(max_depth=5)\n"," ),\n"," \n"," # Multi-Layer Perceptron (MLP)\n"," (\n"," \"MLP Classifier\", \n"," MLPClassifier(hidden_layer_sizes=(100,), max_iter=300)\n"," ),\n"," \n"," # Convolutional Neural Network (CNN)\n"," (\n"," \"CNN\", \n"," Sequential([\n"," Conv2D(32, kernel_size=(3, 3), activation='relu', input_shape=(28, 28, 1)),\n"," Flatten(),\n"," Dense(128, activation='relu'),\n"," Dense(1 , activation='sigmoid')\n"," ])\n"," ),\n"," \n"," # Recurrent Neural Network (RNN)\n"," (\n"," \"RNN\", \n"," Sequential([\n"," SimpleRNN(50, input_shape=(100, 1), activation='relu'),\n"," Dense(1, activation='sigmoid')\n"," ])\n"," ),\n"," \n"," # Long Short-Term Memory (LSTM)\n"," (\n"," \"LSTM\", \n"," Sequential([\n"," LSTM(50, input_shape=(100, 1), activation='relu'),\n"," Dense(1, activation='sigmoid')\n"," ])\n"," )\n","]\n","\n","\n","\n","# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - 2 Datasets\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","# Iterate through datasets\n","for dataset_name, (X_train, y_train, X_test, y_test) in datasets.items():\n"," reports = []\n","\n"," # Train each model on the current dataset\n"," for model_name, model in models:\n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n"," # Log each model's performance metrics to MLflow\n"," for i, (model_name, model) in enumerate(models):\n"," report = reports[i]\n","\n"," with mlflow.start_run(run_name=f\"{model_name}_{dataset_name}\"):\n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_param(\"dataset\", dataset_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score'])\n","\n"," # Log the model using the appropriate MLflow method\n"," if \"XGBoost\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\")\n"]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":5896976,"sourceId":9653739,"sourceType":"datasetVersion"}],"dockerImageVersionId":30786,"isGpuEnabled":false,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":".week89","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.0"}},"nbformat":4,"nbformat_minor":4} diff --git a/notebooks/kaim2-week-8-9-task-3.ipynb b/notebooks/kaim2-week-8-9-task-3.ipynb index 4c75e67..10dc03c 100644 --- a/notebooks/kaim2-week-8-9-task-3.ipynb +++ b/notebooks/kaim2-week-8-9-task-3.ipynb @@ -1 +1 @@ -{"cells":[{"cell_type":"markdown","metadata":{"_cell_guid":"c53980f3-43e6-4309-b5b3-8c387c94c2ef","_uuid":"ac363b82-57c3-4cb3-87ed-d2c3d463e1a5","trusted":true},"source":["# KAIM Week 8 and 9 Challenges"]},{"cell_type":"markdown","metadata":{"_cell_guid":"9597c964-28b3-47e3-9f51-0691092476ce","_uuid":"977dc833-b4c5-441a-9ca2-d7e8e86bedb1","trusted":true},"source":["## **Task 3: Model Explainability with SHAP**"]},{"cell_type":"markdown","metadata":{"_cell_guid":"87a00a83-d488-4a01-a3c8-2d2d9f956d41","_uuid":"7ffdbba4-f7f1-4b89-92ea-16cc52919bc6","trusted":true},"source":["## Import Necessary Libraries"]},{"cell_type":"code","execution_count":2,"metadata":{"_cell_guid":"98500711-7c8e-4a73-a926-ad743b2ca99a","_uuid":"05984005-6423-4192-8e7f-856e08148d1f","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T11:28:10.886046Z","iopub.status.busy":"2024-10-18T11:28:10.885064Z","iopub.status.idle":"2024-10-18T11:28:12.528653Z","shell.execute_reply":"2024-10-18T11:28:12.527539Z","shell.execute_reply.started":"2024-10-18T11:28:10.886001Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[],"source":["# Import necessary libraries\n","import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from sklearn.preprocessing import StandardScaler, LabelEncoder\n","from sklearn.impute import SimpleImputer\n","from sklearn.model_selection import train_test_split\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.ensemble import RandomForestClassifier\n","from xgboost import XGBClassifier\n","from sklearn.metrics import classification_report\n","from sklearn.tree import DecisionTreeClassifier\n","from sklearn.neural_network import MLPClassifier\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense, Conv2D, Flatten, SimpleRNN, LSTM\n","import mlflow\n","import mlflow.sklearn\n","import mlflow.xgboost\n","import shap\n","import tqdm\n","import lime\n","import lime.lime_tabular\n","import os\n","\n","import warnings\n","\n","warnings.filterwarnings('ignore')\n","\n","# Set plot style for better visuals\n","sns.set(style=\"whitegrid\")"]},{"cell_type":"markdown","metadata":{"_cell_guid":"59a324ba-900b-40da-8f79-ee8f7957ef5b","_uuid":"8c78d907-d277-48a3-951f-ee7f01b6a7a7","trusted":true},"source":["## Load Datasets"]},{"cell_type":"code","execution_count":3,"metadata":{"_cell_guid":"98601976-817f-413e-ad3a-8c7eedb11606","_uuid":"b72ec9f6-c664-4339-8d29-555121dbd61f","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T11:28:15.198096Z","iopub.status.busy":"2024-10-18T11:28:15.197361Z","iopub.status.idle":"2024-10-18T11:28:20.098319Z","shell.execute_reply":"2024-10-18T11:28:20.097043Z","shell.execute_reply.started":"2024-10-18T11:28:15.198047Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[],"source":["# Load the datasets\n","fraud_data = pd.read_csv('../data/cleaned_data_1.csv')\n","credit_data = pd.read_csv('../data/cleaned_data_2.csv')"]},{"cell_type":"code","execution_count":4,"metadata":{},"outputs":[{"data":{"text/plain":["((138846, 15), (283726, 31))"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["fraud_data.shape, credit_data.shape"]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[{"data":{"text/plain":["(Index(['user_id', 'purchase_value', 'source', 'browser', 'sex', 'age',\n"," 'ip_address', 'Class', 'country', 'lower_bound_ip_addres',\n"," 'upper_bound_ip_adress', 'signup_purchase_diff', 'transaction_count',\n"," 'hour_of_day', 'day_of_week'],\n"," dtype='object'),\n"," Index(['Time', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6', 'V7', 'V8', 'V9', 'V10',\n"," 'V11', 'V12', 'V13', 'V14', 'V15', 'V16', 'V17', 'V18', 'V19', 'V20',\n"," 'V21', 'V22', 'V23', 'V24', 'V25', 'V26', 'V27', 'V28', 'Amount',\n"," 'Class'],\n"," dtype='object'))"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["fraud_data.columns, credit_data.columns"]},{"cell_type":"markdown","metadata":{"_cell_guid":"a1c436e7-42e4-474c-8a8f-b00592a274ff","_uuid":"79aa1d6d-a15f-4224-815b-4344da833bbf","trusted":true},"source":["## Model Building"]},{"cell_type":"code","execution_count":6,"metadata":{"_cell_guid":"a49734b2-8a44-42d2-8b30-bd5a916c17eb","_uuid":"ab90e452-bf1c-4287-a72e-c1599293b5b7","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T12:12:29.677630Z","iopub.status.busy":"2024-10-18T12:12:29.677086Z","iopub.status.idle":"2024-10-18T12:13:18.305808Z","shell.execute_reply":"2024-10-18T12:13:18.304575Z","shell.execute_reply.started":"2024-10-18T12:12:29.677583Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["(array([0, 1], dtype=int64), array([125849, 12997], dtype=int64))\n","(array([0, 1], dtype=int64), array([283253, 473], dtype=int64))\n"]}],"source":["# Prepare data for the model (e-commerce)\n","X1 = fraud_data.drop(columns=['Class'])\n","X2 = credit_data.drop(columns=['Class'])\n","\n","y1 = fraud_data['Class']\n","y2 = credit_data['Class']\n","\n","print(np.unique(y1, return_counts=True))\n","print(np.unique(y2, return_counts=True))"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[],"source":["X_train1, X_test1, y_train1, y_test1 = train_test_split(X1, y1, test_size=0.2, random_state=42)\n","\n","X_train2, X_test2, y_train2, y_test2 = train_test_split(X2, y2, test_size=0.2, random_state=42)\n"]},{"cell_type":"markdown","metadata":{},"source":["## Multi-Layer Perceptron (MLP)"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.91 1.00 0.95 25193\n"," 1 0.13 0.00 0.00 2577\n","\n"," accuracy 0.91 27770\n"," macro avg 0.52 0.50 0.48 27770\n","weighted avg 0.83 0.91 0.86 27770\n","\n"]}],"source":["from sklearn.neural_network import MLPClassifier\n","from sklearn.metrics import classification_report\n","\n","# Instantiate the model\n","mlp1 = MLPClassifier(hidden_layer_sizes=(64, 32), max_iter=200, random_state=42)\n","\n","# Train the model\n","mlp1.fit(X_train1, y_train1)\n","\n","# Predictions\n","y_pred_mlp1 = mlp1.predict(X_test1)\n","\n","# Evaluation\n","print(classification_report(y_test1, y_pred_mlp1))\n"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["Using 111076 background data samples could cause slower run times. Consider using shap.sample(data, K) or shap.kmeans(data, K) to summarize the background as K samples.\n"," 0%| | 0/27770 [00:31 5\u001b[0m shap_values \u001b[38;5;241m=\u001b[39m \u001b[43mexplainer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshap_values\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_test1\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 7\u001b[0m \u001b[38;5;66;03m# Plot the SHAP values for the first sample\u001b[39;00m\n\u001b[0;32m 8\u001b[0m shap\u001b[38;5;241m.\u001b[39msummary_plot(shap_values[\u001b[38;5;241m1\u001b[39m], X_test1, plot_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbar\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;66;03m# For binary classification, shap_values[1] corresponds to class 1\u001b[39;00m\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\shap\\explainers\\_kernel.py:271\u001b[0m, in \u001b[0;36mKernelExplainer.shap_values\u001b[1;34m(self, X, **kwargs)\u001b[0m\n\u001b[0;32m 269\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkeep_index:\n\u001b[0;32m 270\u001b[0m data \u001b[38;5;241m=\u001b[39m convert_to_instance_with_index(data, column_name, index_value[i:i \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m], index_name)\n\u001b[1;32m--> 271\u001b[0m explanations\u001b[38;5;241m.\u001b[39mappend(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexplain(data, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs))\n\u001b[0;32m 272\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m kwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgc_collect\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[0;32m 273\u001b[0m gc\u001b[38;5;241m.\u001b[39mcollect()\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\shap\\explainers\\_kernel.py:303\u001b[0m, in \u001b[0;36mKernelExplainer.explain\u001b[1;34m(self, incoming_instance, **kwargs)\u001b[0m\n\u001b[0;32m 299\u001b[0m match_instance_to_data(instance, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata)\n\u001b[0;32m 301\u001b[0m \u001b[38;5;66;03m# find the feature groups we will test. If a feature does not change from its\u001b[39;00m\n\u001b[0;32m 302\u001b[0m \u001b[38;5;66;03m# current value then we know it doesn't impact the model\u001b[39;00m\n\u001b[1;32m--> 303\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvaryingInds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvarying_groups\u001b[49m\u001b[43m(\u001b[49m\u001b[43minstance\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 304\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata\u001b[38;5;241m.\u001b[39mgroups \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 305\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvaryingFeatureGroups \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([i \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvaryingInds])\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\shap\\explainers\\_kernel.py:511\u001b[0m, in \u001b[0;36mKernelExplainer.varying_groups\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 509\u001b[0m \u001b[38;5;28;01mcontinue\u001b[39;00m\n\u001b[0;32m 510\u001b[0m x_group \u001b[38;5;241m=\u001b[39m x_group\u001b[38;5;241m.\u001b[39mtodense()\n\u001b[1;32m--> 511\u001b[0m num_mismatches \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msum(\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfrompyfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnot_equal\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx_group\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minds\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[0;32m 512\u001b[0m varying[i] \u001b[38;5;241m=\u001b[39m num_mismatches \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m 513\u001b[0m varying_indices \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mnonzero(varying)[\u001b[38;5;241m0\u001b[39m]\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\shap\\explainers\\_kernel.py:496\u001b[0m, in \u001b[0;36mKernelExplainer.not_equal\u001b[1;34m(i, j)\u001b[0m\n\u001b[0;32m 494\u001b[0m number_types \u001b[38;5;241m=\u001b[39m (\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mfloat\u001b[39m, np\u001b[38;5;241m.\u001b[39mnumber)\n\u001b[0;32m 495\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(i, number_types) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(j, number_types):\n\u001b[1;32m--> 496\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;241m0\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43misclose\u001b[49m\u001b[43m(\u001b[49m\u001b[43mi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mequal_nan\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m 497\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 498\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;241m0\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m i \u001b[38;5;241m==\u001b[39m j \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;241m1\u001b[39m\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\numpy\\core\\numeric.py:2350\u001b[0m, in \u001b[0;36misclose\u001b[1;34m(a, b, rtol, atol, equal_nan)\u001b[0m\n\u001b[0;32m 2348\u001b[0m xfin \u001b[38;5;241m=\u001b[39m isfinite(x)\n\u001b[0;32m 2349\u001b[0m yfin \u001b[38;5;241m=\u001b[39m isfinite(y)\n\u001b[1;32m-> 2350\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28;43mall\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mxfin\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mall\u001b[39m(yfin):\n\u001b[0;32m 2351\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m within_tol(x, y, atol, rtol)\n\u001b[0;32m 2352\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\numpy\\core\\fromnumeric.py:2504\u001b[0m, in \u001b[0;36mall\u001b[1;34m(a, axis, out, keepdims, where)\u001b[0m\n\u001b[0;32m 2421\u001b[0m \u001b[38;5;129m@array_function_dispatch\u001b[39m(_all_dispatcher)\n\u001b[0;32m 2422\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mall\u001b[39m(a, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, keepdims\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39m_NoValue, \u001b[38;5;241m*\u001b[39m, where\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39m_NoValue):\n\u001b[0;32m 2423\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 2424\u001b[0m \u001b[38;5;124;03m Test whether all array elements along a given axis evaluate to True.\u001b[39;00m\n\u001b[0;32m 2425\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 2502\u001b[0m \n\u001b[0;32m 2503\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m-> 2504\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_wrapreduction\u001b[49m\u001b[43m(\u001b[49m\u001b[43ma\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlogical_and\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mall\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 2505\u001b[0m \u001b[43m \u001b[49m\u001b[43mkeepdims\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkeepdims\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwhere\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mwhere\u001b[49m\u001b[43m)\u001b[49m\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\numpy\\core\\fromnumeric.py:86\u001b[0m, in \u001b[0;36m_wrapreduction\u001b[1;34m(obj, ufunc, method, axis, dtype, out, **kwargs)\u001b[0m\n\u001b[0;32m 84\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m reduction(axis\u001b[38;5;241m=\u001b[39maxis, dtype\u001b[38;5;241m=\u001b[39mdtype, out\u001b[38;5;241m=\u001b[39mout, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mpasskwargs)\n\u001b[0;32m 85\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m---> 86\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m reduction(axis\u001b[38;5;241m=\u001b[39maxis, out\u001b[38;5;241m=\u001b[39mout, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mpasskwargs)\n\u001b[0;32m 88\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ufunc\u001b[38;5;241m.\u001b[39mreduce(obj, axis, dtype, out, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mpasskwargs)\n","\u001b[1;31mKeyboardInterrupt\u001b[0m: "]}],"source":["import shap\n","\n","# Initialize the SHAP explainer\n","explainer = shap.KernelExplainer(mlp1.predict_proba, X_train1)\n","shap_values = explainer.shap_values(X_test1)\n","\n","# Plot the SHAP values for the first sample\n","shap.summary_plot(shap_values[1], X_test1, plot_type=\"bar\") # For binary classification, shap_values[1] corresponds to class 1\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["from lime import lime_tabular\n","\n","# Initialize the LIME explainer\n","lime_explainer = lime_tabular.LimeTabularExplainer(X_train1.values, feature_names=X_train1.columns, class_names=['Not Fraud', 'Fraud'], mode='classification')\n","\n","# Explain a single instance from the test set\n","exp = lime_explainer.explain_instance(X_test1.values[0], mlp.predict_proba)\n","exp.show_in_notebook()\n"]},{"cell_type":"code","execution_count":21,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 56656\n"," 1 0.33 0.27 0.30 90\n","\n"," accuracy 1.00 56746\n"," macro avg 0.67 0.63 0.65 56746\n","weighted avg 1.00 1.00 1.00 56746\n","\n"]}],"source":["from sklearn.neural_network import MLPClassifier\n","from sklearn.metrics import classification_report\n","\n","# Instantiate the model\n","mlp2 = MLPClassifier(hidden_layer_sizes=(64, 32), max_iter=200, random_state=42)\n","\n","# Train the model\n","mlp2.fit(X_train2, y_train2)\n","\n","# Predictions\n","y_pred_mlp2 = mlp2.predict(X_test2)\n","\n","# Evaluation\n","print(classification_report(y_test2, y_pred_mlp2))\n"]},{"cell_type":"markdown","metadata":{},"source":["## Convolution Neural Network"]},{"cell_type":"code","execution_count":23,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 6ms/step - accuracy: 0.8312 - loss: 716315688960.0000 - val_accuracy: 0.9073 - val_loss: 111595126784.0000\n","Epoch 2/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 6ms/step - accuracy: 0.8322 - loss: 123891687424.0000 - val_accuracy: 0.0928 - val_loss: 207067774976.0000\n","Epoch 3/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 4ms/step - accuracy: 0.8272 - loss: 111425716224.0000 - val_accuracy: 0.9066 - val_loss: 18234636288.0000\n","Epoch 4/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 4ms/step - accuracy: 0.8255 - loss: 38195011584.0000 - val_accuracy: 0.9068 - val_loss: 14081973248.0000\n","Epoch 5/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 4ms/step - accuracy: 0.8303 - loss: 19631792128.0000 - val_accuracy: 0.9071 - val_loss: 8608698368.0000\n","Epoch 6/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 3ms/step - accuracy: 0.8323 - loss: 9136433152.0000 - val_accuracy: 0.9040 - val_loss: 1020911744.0000\n","Epoch 7/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 3ms/step - accuracy: 0.8289 - loss: 4519776768.0000 - val_accuracy: 0.9066 - val_loss: 3618227200.0000\n","Epoch 8/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 4ms/step - accuracy: 0.8303 - loss: 2273403648.0000 - val_accuracy: 0.9061 - val_loss: 411291232.0000\n","Epoch 9/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 3ms/step - accuracy: 0.8289 - loss: 585424768.0000 - val_accuracy: 0.9068 - val_loss: 30704038.0000\n","Epoch 10/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 3ms/step - accuracy: 0.8292 - loss: 180832912.0000 - val_accuracy: 0.9073 - val_loss: 0.2894\n","\u001b[1m868/868\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 3ms/step\n"," precision recall f1-score support\n","\n"," 0 0.91 1.00 0.95 25193\n"," 1 0.00 0.00 0.00 2577\n","\n"," accuracy 0.91 27770\n"," macro avg 0.45 0.50 0.48 27770\n","weighted avg 0.82 0.91 0.86 27770\n","\n"]}],"source":["import tensorflow as tf\n","from tensorflow.keras import layers, models\n","from sklearn.metrics import classification_report\n","\n","# Reshape data for 1D CNN (omit the last two dimensions)\n","X_train_cnn = X_train1.values.reshape(-1, X_train1.shape[1], 1)\n","X_test_cnn = X_test1.values.reshape(-1, X_test1.shape[1], 1)\n","\n","# Define the 1D CNN model\n","cnn = models.Sequential([\n"," layers.Conv1D(32, kernel_size=2, activation='relu', input_shape=(X_train1.shape[1], 1)),\n"," layers.MaxPooling1D(pool_size=2),\n"," layers.Flatten(),\n"," layers.Dense(64, activation='relu'),\n"," layers.Dense(1, activation='sigmoid')\n","])\n","\n","# Compile and train\n","cnn.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n","cnn.fit(X_train_cnn, y_train1, epochs=10, batch_size=32, validation_split=0.2)\n","\n","# Predictions\n","y_pred_cnn = (cnn.predict(X_test_cnn) > 0.5).astype(\"int32\")\n","print(classification_report(y_test1, y_pred_cnn))\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Reshape the data back to its original form for SHAP\n","X_test_cnn_flat = X_test_cnn.reshape(X_test1.shape)\n","\n","explainer = shap.KernelExplainer(cnn.predict, X_test_cnn_flat)\n","shap_values = explainer.shap_values(X_test_cnn_flat)\n","\n","# Plot SHAP summary\n","shap.summary_plot(shap_values[0], X_test_cnn_flat, feature_names=X_train1.columns)\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Explain the CNN model's predictions using LIME\n","exp = lime_explainer.explain_instance(X_test1.values[0], lambda x: cnn.predict(x.reshape(-1, X_train1.shape[1], 1)).flatten())\n","exp.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["## Recurrent Neural Netwrok"]},{"cell_type":"code","execution_count":24,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 5ms/step - accuracy: 0.8281 - loss: 8285799936.0000 - val_accuracy: 0.9053 - val_loss: 4264979.0000\n","Epoch 2/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 4ms/step - accuracy: 0.8255 - loss: 744240960.0000 - val_accuracy: 0.9073 - val_loss: 12354591.0000\n","Epoch 3/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 5ms/step - accuracy: 0.8340 - loss: 12095678.0000 - val_accuracy: 0.9058 - val_loss: 2305167.5000\n","Epoch 4/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 6ms/step - accuracy: 0.8283 - loss: 40863956.0000 - val_accuracy: 0.9073 - val_loss: 844687.3750\n","Epoch 5/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 6ms/step - accuracy: 0.8314 - loss: 743726.2500 - val_accuracy: 0.9069 - val_loss: 12881.2285\n","Epoch 6/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 5ms/step - accuracy: 0.8269 - loss: 58065080.0000 - val_accuracy: 0.9073 - val_loss: 745877.5625\n","Epoch 7/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 8ms/step - accuracy: 0.8297 - loss: 888589.8125 - val_accuracy: 0.9073 - val_loss: 61149.7188\n","Epoch 8/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m45s\u001b[0m 9ms/step - accuracy: 0.8452 - loss: 3726790.2500 - val_accuracy: 0.9073 - val_loss: 0.2828\n","Epoch 9/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 8ms/step - accuracy: 0.8707 - loss: 4207373.0000 - val_accuracy: 0.9072 - val_loss: 29.6448\n","Epoch 10/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 6ms/step - accuracy: 0.9062 - loss: 31.2187 - val_accuracy: 0.9072 - val_loss: 15.6388\n","\u001b[1m868/868\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 3ms/step\n"," precision recall f1-score support\n","\n"," 0 0.91 1.00 0.95 25193\n"," 1 1.00 0.00 0.00 2577\n","\n"," accuracy 0.91 27770\n"," macro avg 0.95 0.50 0.48 27770\n","weighted avg 0.92 0.91 0.86 27770\n","\n"]}],"source":["# Reshape for RNN input\n","X_train_rnn = X_train1.values.reshape(-1, X_train1.shape[1], 1)\n","X_test_rnn = X_test1.values.reshape(-1, X_test1.shape[1], 1)\n","\n","# Define the RNN model\n","rnn = models.Sequential([\n"," layers.SimpleRNN(64, input_shape=(X_train1.shape[1], 1), activation='relu'),\n"," layers.Dense(32, activation='relu'),\n"," layers.Dense(1, activation='sigmoid')\n","])\n","\n","# Compile and train\n","rnn.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n","rnn.fit(X_train_rnn, y_train1, epochs=10, batch_size=32, validation_split=0.2)\n","\n","# Predictions\n","y_pred_rnn = (rnn.predict(X_test_rnn) > 0.5).astype(\"int32\")\n","print(classification_report(y_test1, y_pred_rnn))\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Reshape the data back to its original tabular format for SHAP explanations\n","X_test_rnn_flat = X_test_rnn.reshape(X_test1.shape)\n","\n","# Initialize the SHAP KernelExplainer for the RNN model\n","explainer = shap.KernelExplainer(rnn.predict, X_test_rnn_flat)\n","shap_values = explainer.shap_values(X_test_rnn_flat)\n","\n","# Plot SHAP summary\n","shap.summary_plot(shap_values[0], X_test_rnn_flat, feature_names=X_train1.columns)\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Explain the RNN model's predictions using LIME\n","exp = lime_explainer.explain_instance(\n"," X_test1.values[0], \n"," lambda x: rnn.predict(x.reshape(-1, X_train1.shape[1], 1)).flatten()\n",")\n","exp.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["## Long Short-Term Memory (LSTM)"]},{"cell_type":"code","execution_count":25,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 8ms/step - accuracy: 0.7831 - loss: 33639725056.0000 - val_accuracy: 0.8700 - val_loss: 2446493.7500\n","Epoch 2/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 8ms/step - accuracy: 0.8152 - loss: 7615643.5000 - val_accuracy: 0.9066 - val_loss: 39730552.0000\n","Epoch 3/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m56s\u001b[0m 13ms/step - accuracy: 0.8309 - loss: 80797664.0000 - val_accuracy: 0.9070 - val_loss: 44408115200.0000\n","Epoch 4/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 8ms/step - accuracy: 0.8265 - loss: 4533942272.0000 - val_accuracy: 0.9072 - val_loss: 1699842.6250\n","Epoch 5/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 8ms/step - accuracy: 0.8280 - loss: 1335549696.0000 - val_accuracy: 0.9073 - val_loss: 1587476.7500\n","Epoch 6/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m42s\u001b[0m 8ms/step - accuracy: 0.8528 - loss: 17793436.0000 - val_accuracy: 0.9073 - val_loss: 176200.2344\n","Epoch 7/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 8ms/step - accuracy: 0.8603 - loss: 125772752.0000 - val_accuracy: 0.1023 - val_loss: 3308727.2500\n","Epoch 8/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 8ms/step - accuracy: 0.4258 - loss: 2919348224.0000 - val_accuracy: 0.3671 - val_loss: 1196.9777\n","Epoch 9/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 8ms/step - accuracy: 0.6477 - loss: 6598357.0000 - val_accuracy: 0.9071 - val_loss: 226.1693\n","Epoch 10/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 8ms/step - accuracy: 0.8905 - loss: 2312612608.0000 - val_accuracy: 0.7923 - val_loss: 3923302.7500\n","\u001b[1m868/868\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 4ms/step\n"," precision recall f1-score support\n","\n"," 0 0.91 0.86 0.88 25193\n"," 1 0.10 0.15 0.12 2577\n","\n"," accuracy 0.80 27770\n"," macro avg 0.50 0.50 0.50 27770\n","weighted avg 0.83 0.80 0.81 27770\n","\n"]}],"source":["# Define the LSTM model\n","lstm = models.Sequential([\n"," layers.LSTM(64, input_shape=(X_train1.shape[1], 1), activation='relu'),\n"," layers.Dense(32, activation='relu'),\n"," layers.Dense(1, activation='sigmoid')\n","])\n","\n","# Compile and train\n","lstm.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n","lstm.fit(X_train_rnn, y_train1, epochs=10, batch_size=32, validation_split=0.2)\n","\n","# Predictions\n","y_pred_lstm = (lstm.predict(X_test_rnn) > 0.5).astype(\"int32\")\n","print(classification_report(y_test1, y_pred_lstm))\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Reshape data back for SHAP explanation\n","X_test_lstm_flat = X_test_rnn.reshape(X_test1.shape)\n","\n","explainer = shap.KernelExplainer(lstm.predict, X_test_lstm_flat)\n","shap_values = explainer.shap_values(X_test_lstm_flat)\n","\n","# Plot SHAP summary\n","shap.summary_plot(shap_values[0], X_test_lstm_flat, feature_names=X_train1.columns)\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Explain the LSTM model's predictions using LIME\n","exp = lime_explainer.explain_instance(X_test1.values[0], lambda x: lstm.predict(x.reshape(-1, X_train1.shape[1], 1)).flatten())\n","exp.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["### Logistic Regression"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.91 1.00 0.95 25193\n"," 1 0.00 0.00 0.00 2577\n","\n"," accuracy 0.91 27770\n"," macro avg 0.45 0.50 0.48 27770\n","weighted avg 0.82 0.91 0.86 27770\n","\n"]}],"source":["log_reg1 = LogisticRegression(C=1, solver='liblinear')\n","log_reg1.fit(X_train1, y_train1)\n","y_pred_log_reg1 = log_reg1.predict(X_test1)\n","print(classification_report(y_test1, y_pred_log_reg1))"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 56656\n"," 1 0.79 0.47 0.59 90\n","\n"," accuracy 1.00 56746\n"," macro avg 0.90 0.73 0.79 56746\n","weighted avg 1.00 1.00 1.00 56746\n","\n"]}],"source":["log_reg2 = LogisticRegression(C=1, solver='liblinear')\n","log_reg2.fit(X_train2, y_train2)\n","y_pred_log_reg2 = log_reg2.predict(X_test2)\n","print(classification_report(y_test2, y_pred_log_reg2))"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"data":{"text/plain":["((111076, 14), (27770, 14))"]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["X_train1.shape, X_test1.shape"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"data":{"text/plain":["((226980, 30), (56746, 30))"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["X_train2.shape, X_test2.shape"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for fraud dataset using KernelExplainer\n","explainer1 = shap.Explainer(log_reg1, X_train1) # Ensure X_train1 is used as background\n","shap_values1 = explainer1(X_test1) # Ensure X_test1 has the same shape as X_train1\n","\n","# Plot summary plot for fraud data\n","shap.summary_plot(shap_values1, X_test1, feature_names=X1.columns)"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for credit dataset\n","explainer2 = shap.Explainer(log_reg2, X_train2)\n","shap_values2 = explainer2(X_test2)\n","\n","# Plot summary plot for credit data\n","shap.summary_plot(shap_values2, X_test2, feature_names=X2.columns)"]},{"cell_type":"code","execution_count":26,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer (using training data for feature scaling)\n","explainer_lr1 = lime.lime_tabular.LimeTabularExplainer(X_train1.values, \n"," feature_names=X_train1.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_lr1 = explainer_lr1.explain_instance(X_test1.iloc[i], log_reg1.predict_proba)\n","\n","# Display explanation for the Logistic Regression model\n","exp_lr1.show_in_notebook()\n"]},{"cell_type":"code","execution_count":27,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer (using training data for feature scaling)\n","explainer_lr2 = lime.lime_tabular.LimeTabularExplainer(X_train2.values, \n"," feature_names=X_train2.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_lr2 = explainer_lr2.explain_instance(X_test2.iloc[i], log_reg2.predict_proba)\n","\n","# Display explanation for the Logistic Regression model\n","exp_lr2.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["### Random Forest"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 1.00 0.55 0.71 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.98 0.77 0.84 27770\n","weighted avg 0.96 0.96 0.95 27770\n","\n"]}],"source":["rf_clf1 = RandomForestClassifier(n_estimators=30, max_depth=3)\n","rf_clf1.fit(X_train1, y_train1)\n","y_pred_rf1 = rf_clf1.predict(X_test1)\n","print(classification_report(y_test1, y_pred_rf1))"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 56656\n"," 1 0.91 0.57 0.70 90\n","\n"," accuracy 1.00 56746\n"," macro avg 0.96 0.78 0.85 56746\n","weighted avg 1.00 1.00 1.00 56746\n","\n"]}],"source":["rf_clf2 = RandomForestClassifier(n_estimators=30, max_depth=3)\n","rf_clf2.fit(X_train2, y_train2)\n","y_pred_rf2 = rf_clf2.predict(X_test2)\n","print(classification_report(y_test2, y_pred_rf2))"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for Random Forest model\n","explainer_rf1 = shap.TreeExplainer(rf_clf1) # Use TreeExplainer for Random Forest\n","shap_values_rf1 = explainer_rf1.shap_values(X_test1) # Get SHAP values\n","\n","# Plot summary plot for Random Forest model\n","shap.summary_plot(shap_values_rf1, X_test1, feature_names=X_train1.columns)"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAY4AAAKoCAYAAABgGRjKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABY7ElEQVR4nO3dd3xV5eEG8OfcmZu9NyFASCAJBAhDEEEhgCCIiAMVrdZZtdYt9dc6aq21La1KbV2odeMAlaVMGYKEvTcZJGSvm3H3Pb8/IheuN6gH83L05Pl+PrTe956bPLkc8tz3TEmWZRlEREQ/kk7tAERE9MvC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESliUDsA/XzNmjULCxYs+N5lUlJSUF5ejpUrVyI1NfUcJaOu6KabbsLevXuxfv16mEymDpeZMmUKwsPD8e677/rGWlpacOmll+Luu+/G5Zdffq7iahqLg87ozjvvxIwZM3yP//Of/2Dfvn3497//7RtzOp0wmUyIj49XIyJ1IdOnT8eGDRuwdu1aFBQUBDy/d+9eHDp0CM8++6xvrKmpCXfeeSfKy8vPZVTNY3HQGaWlpSEtLc33ODo6GiaTCQMGDFAvFHVZ48aNQ0REBD7//PMOi2PBggUIDQ3FhAkTAAArV67E008/jdbW1nMdVfO4j4N+kvnz5yMrKwtlZWUA2jdv3XzzzZg3bx4KCgrQv39/zJgxA0VFRVi9ejWmTJmCvLw8XHnlldi/f7/f19qyZQtmzpyJvLw8DB06FI888gjq6+vV+LHoZ8hsNmPy5Mn46quv0NLS4vecy+XC4sWLcckll8BiscBqteLuu+/GkCFD8Nprr6mUWLtYHNTptm/fjnfeeQezZs3CM888g6NHj+K2227DM888g9tvvx3//Oc/UVFRgQcffND3ms2bN+PGG29EUFAQnnvuOTz66KMoLCzEDTfcALvdruJPQz8n06dPh8PhwJdffuk3vnbtWtTX1+PKK68EAAQFBWHx4sV49tlnERUVpUZUTeOmKup0ra2teO6559CrVy8AQGFhIT744AO8+eabGD58OACgpKQEzz77LKxWK8LDwzF79mz06NEDL7/8MvR6PQAgLy8Pl1xyCT755BNcd911qv089PORk5ODvn37YuHChZg+fbpv/NNPP0VWVhb69esHADCZTOjZs6daMTWPMw7qdBEREb7SAIDY2FgA7UVwUmRkJADAarXCZrNh586dGD16NGRZhtvthtvtRrdu3dCrVy98/fXX5zQ//bxNnz4dmzZtQlVVFQCgsbERq1evxhVXXKFysq6DxUGdLjQ0tMPx4ODgDsetViu8Xi9effVV5OTk+P05dOgQqqurRcalX5gpU6bAYDBgyZIlAIDFixdDkiRceumlKifrOripilQXEhICSZJw44034pJLLgl43mKxqJCKfq4iIyNRUFCAhQsX4qabbsJnn32GcePG+WaxJB5nHKS60NBQZGdn49ixY+jXr5/vT+/evTFnzhxs2rRJ7Yj0MzN9+nTs3bsXhYWF2LlzJzdTnWMsDvpZuP/++7F+/Xo88MADWLNmDVatWoVbbrkFGzduRE5Ojtrx6GdmxIgRSE5Oxh//+Eekpqb6Drqgc4PFQT8LI0eOxNy5c1FZWYl77rkHDz/8MPR6Pd544w2ecEgBdDodpk2bhuLiYlx++eWQJEntSF2KJMuyrHYIIiL65eCMg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHJ3I4XBg69atcDgcakf5WXC5XHjzzTexZcuWgBvvdGWdtZ5wffPH9a1jItYTFkcn8ng8fv9PgF6vhyRJfE9O01nrCde3QFzfAolYT1gcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkiEHtAKRdN0/bgqL4UcBqILd0G/674iK1I5GG/XX0Z0hy6LANB/BpUCme+nqa2pE0izMOEuLyy7fDFZ2I7m4vuru9qEtJxy0T1qodizTqz8M/wfGELLw/YCQ+6n8+GmPS8X8jFqgdS7NYHCREa2QM9Kc9NsnAsZTuquUhbStJ6IG9kSHQe7yQZRnbYsLRFhGvdizN4qYqEiLE7UFNsAnHokJg8MrIqG+BxelROxZpVK3JhFHVjb4PK06dhGMhYapm0jIWBwlxNNKC3d1iIEsSAOBIdAjOO1ymcirSqhi37D/D9coI98qq5dE6bqoiIXYnRvpKAwDceh02dUtQMRFpWYjbHTjmDByjzsHiICGMXm/AmKGDMaLOIDldAACPBJxcy9wy1zdRWBwkxPQtuwPGZm7cpkIS6gpyj5xAudGIr1MS8XVKAhq8MrJKatSOpVncx0FCpFQ3ADY3YPr2s4nDg76VVeqGIs06nByLI4mxAABZkrCrezJiG1tUTqVdnHGQEF9kZwAOD9Dsav/j9GJ5Vk+1Y5FGbenVrYOxZBWSdA0sDhJCkgMPvdV5uLOSxLC47QFjetmlQpKugcVBQnicEiCfdjikLMPlNqoXiDTttrWrYXE4fY8jWttwx7pVKibSNu7jICFkLwCbCzB8+9nE5YVL4ucUEiOzvBG/WrMJy/KyYfB6MGXLHqTXWtWOpVksDhJi8qEj2B8XC5x2tvilhw4CGKheKNKslTk5WDh0kO/xqxMuwNTCYGSrmEnLWBwkxG92bESLMQifZPeGyePBr3bsw6Ti/WrHIo1aPqCf32OPXo+l+QNwm0p5tI7bDkiIpTnpSLQ3IsbhQKzdgRR7LT4cxM9/JIbLoA8c0weOUefgjIOEWNS7P1amnDr89t4Jl2BqEWccJIbe44ZHZ/IbMzkDj7SizsHiICEORiYgyelCd6cLXkg4ajaiNCxG7VikUS1uJzKsragOD4UkA4lNVhSZ1U6lXSwOEiLB5Uaa04uo1ha4dTokWYLR7OZl1UmMvOp63LnpC3S3lkOGhEOxPfDaIN5xUhQWBwmR31CHazZ/g74VZfAC2JqegTWZGWrHIo26ZdsK9LKW+B7n1B7C9H0hAIarF0rDWBwkxKU7t6FvRfv9N3QAhhQfgUeSAfBTIHW+9MbAe730rTmmQpKugUdVkRC9KysDxnpU1qqQhLoCt9TBUVU6HlUlCouDhAhyOALHnIFjRJ2hzJyA0+/3JwMoDUpUK47mcVMVCWHWWSF5g3Dyhp46uKE3tKqcirTKDAe8MADf1ocMwAIejisKi4OE8Ji8iLLXwI32YyINcKDBHKVyKtKqILSh/UbFp/5Xp+MMVxRuqiIhdHBDAmCEA0Y4IAFw80xeEuRoVOCHkhPhwSok6RpYHCREnSESEuwAPN/+saFRxxkHiXHD5F/h+UEXoMFsQbUlFE8Mn4D7xl6pdizN4qYqEsLbEon/de+DL/ulw+Tx4JJtpRhQc0LtWKRRDaZgPHrBZDx6wWTfWJTLpmIibeOMg4RY2rs35o4YgvOLq9G/ohHPTjgf2+NT1I5FGtWnIfDw7yGVJR0sSZ2BMw4SojQpGB+/P8/3yeSq3Xvw7/MG4mpVU5FWTT64G9tHdYPO5W0/rsqow3klxwCcr3IybeKMg4S45OARSABcMMAFA8weD0YcL1c7FmnUy0ML4DYaEe6xIwQuuEwm/Hf4eLVjaRZnHCRESpMVzQiD/O1nEx08yKjjmeMkRnSLFf9Z+jKmHN0JryTh7ewR+O/AyQAS1I6mSSwOEkJymXylAQBe6OFAuIqJSMse2rQQU4/uAADoZBk37V0Phy4IQKaqubSKm6pICMkbuGoZXCoEoS5haOXRgLEBNUUqJOkaWBwkhFf6cWNEnaHeHBIw1moIUiFJ18DiICF2pXRDcXwsgPbrBu3rlozDMbzoHInx4sBxqAkK9T0uCYvB3P5jVUykbdzHQUJszu6NivhoRDW3wK3XoznYgt4lPKqKxFidnoMh1z2J27ZugFOvx3+GXIAo3nFSGBYHCdEW3H5xw4awU58CbRaTWnFI4y4oqsAtK3ci0tV+Rdz8/Ssx//xMAGnqBtMobqoiIVIbagLGkpt4OC6JUbCnGMkuK0LgRAic6NHWgOySOrVjaRZnHCTEtO3rUWUAPu+VCYNXxk27tmHksX0AJqkdjTSob00NSmIi8VWfnjB4vBi7/whyqqrVjqVZLA4S4sM+OfhvTn/f4yeHjUBccy0GqZiJtGtPajz+Pe58ePTtG1GW9s/Ebas2qZxKu7ipioR4PW+I32NZkvDS4JEqpSGt++C8PF9pAIDdaMT8IbkqJtI2FgcJ4TAE7ghvsAQea0/UGRpDLAFjzTwYQxgWBwnRt7XNf0CW0aelreOFiX6iHo31AWP9q3j4tyjcx0FC5FhbYPQCB0OCoJOB/i2tSLHxxjokxqC6RjQEh6E62AIJQGpzC3q28Ro3orA4SIijkcH4v49XIbS5/bj6uphQ/PWKC9UNRZrl1RswtrzCb8zFe9wLw01VJMTMFZsR0uyEDB1k6BBd14bL1+1QOxZpVHJDJUJsLRh3YC3GHPoaQU47evMOgMJwxkFC9DleCxn+n/iGHziuUhrSuolbNyLZWwQd2i8zcl7JZpxAT5VTaRdnHCSEAd6AMZOX25xJjHjvCV9pAIAeLsSg4nteQT8Fi4OECJMa0X5d3JNkWAxWldKQ1klwB4zpwQ8qorA4SIhFOT0xe3weGsP0qI004A+XDcfXPVLUjkUa1YiYgLF6KVaFJF0D93GQEFtSu+HFZfNh8rZvPui/5AhmjZmMG1TORdpUjN4IQivC0D6rbUIUjku9kKRyLq1icZAQ1+/ZAqPXgwNxSTB53OhZX4PJR3YDuEDtaKRBwZIDK2ImAKF2yJBgaDIgo4kHY4jC4iAhJEi47cpf41hsAgBgYFkxJu3hRedIDEesF6U9TttcFQ9kHTykXiCNY3GQEP8ZWYDyqATf4+2p6agKMWOKiplIuw7FpCGz4gTSa2rgkXQ4mpiAQ7HdkaV2MI1icZAQx2ISYfbKfmOH45JVSkNaF9vUij4VVb7H+UVFOJAcp2IibeNRVSSExxt4HoeX94AmQUJaA6+DJjkD10HqHCwOEqINXthOuz9Cs0EP2RV4rD1RZ2gIDrysek0IL+MvCjdVkRAOgx5HI0MQ5vLAK0loNeqRa2tROxZp1KGUVORWVvk+Cbt1OhxN5KZRUVgcJMSoosN4b1A+mk2nVrFxR/YDSFctE2lXY2QUFp43DJnl5fBIOhzolgq3MXAWQp2DxUFCPL7uE/RuKEe/umNw6Qw4FNEN0w9sBzBR7WikQW6DAdWRkaiOjDw1xl1qwnAfBwlRFBWFG/etgy0kETBH4rbdK1GY1E3tWKRRVpMRTr0eMtqvkOYwGFAdyhmHKJxxkBBBXj0enXw/PLr2S6t/0WcUfr3uQ5VTkVal1hSjProbUqrr4dFJKEmIQ3JtCYBctaNpEouDhFjVd4SvNADAZgrClvQ8jFIxE2lXdlk1UreXIMThBAA0BltQEs8ZhyjcVEVC1AZHBoydCOcJWSSG7DX7SgMAIttsgGxWMZG2sThICMkjBYw164NUSEJdQbjNETBmdvEEQFG4qYqEiGizwSgDNeFh0MkyEhqb4O7groBEnaEkIQ6VQWbMz+kNk9uDq3cfREkiZ7ii/OjieOKJJ7Bo0aIfXC4pKQkVFRV46aWXMHjw4J8Ujn656iLC0KuyFql1DQDaT8g6mMQb65AYHw3KwZK4GHh17TPdD/v3wdSqGtytci6t+tHFcfnll2Po0KG+x9u3b8eCBQswbdo0DBw40DeenJyMEydOoEePHp2blH5R6s1GWOJjEWyzQ5YktFmCAF5yhATZHhHmKw0AcOr12BkRrmIibfvRxdG/f3/079/f99jj8WDBggXo378/Jk2a5LfsgAEDOi0g/TLtSoiArrYRCToLIMs4FmWG1cudlSSGWwrcp+ZG4Bh1Du7jICFyq4rx9nv/hQsWSJAh612YdsP9aseiX7iWija07KuBxd0Gd30bYq7JBwD0a2hC1Xf2aeTVN+LwUhcaDjUj/65s6A06yLKMUiuQEAIEGVgsZ6vTi2PhwoV48sknffs4Tj5+77338Nprr+Gbb76ByWTClClTcPfdd2Pp0qV4/fXXUV1djczMTMyaNQuZmZm+r2e1WvHSSy9h9erVaGxsREpKCqZPn44ZM2ZA6uBTBqkv+3kbvvz8feyOycX63tkwety48OBu/G3Re2g0tiLS9bzaEekX6PMrluHoCT3cegPim+tx8YGNsF37Cj7pMwznJWdBBlAYFwWdDIyqqEGfxkbsmbkDkCRU/mkbHPcMxP8l9cHhBiAqCJh9kR439eeBpWfjnM047r33XuTl5eHee+/F6tWr8fbbb+PIkSM4fPgwrrnmGsiyjNdffx2PPPIIPvroIxgMBthsNtx6662oqqrClVdeiYSEBGzevBmzZ89GaWkpHnnkkXMVn36kdSUe7LfpURqRhr+PuwJeXfs/zFV9cvH44rcBdzPanlqI4D/yXoD042195SAOVpmBb88prQ6LxuqMwYivOIjzy4/AZQrGi6Py0BzSfsj31ggjpn++ByZXBZymZHgkIyxztqD03gzAaECDHbjlCw8uTJPQI5IfQJU6Z8WRm5uLZ555BgAwfvx4FBQUYNOmTXj//ffRq1cvAEBbWxtef/11nDhxAmlpaXjrrbdQWlqKt99+GxkZGQCAK664Ai+++CLeeOMNTJs2zW92oiaHwwGbrf1mMif/vyuau12CzgV81n+4rzQAwGE0YWn2UNy2fglcf12JtgfGqphSXaevJ8HBwWf1Nbra+la8pBiA/3lAxyPjEdNQgcT6aizq1xsSPLhl41a49Hp8lNcXX/dMxiCXDQnV7cu7ZRPSGltwOC4SAOCVgS+O2PGrbP87VWpNZ6xv33XOiuOiiy7y/XdoaCiio6MRHBzsKw2g/YgsAKitrUVaWhpWrVqFXr16ITY2Fo2Njb7lRo8ejTfeeAPr1q372RTHnj17fP9dXFysXhCVpSIKXn0yKkIjAp47FJMAL3Sw9YlCxf79KqT7eSkuLkZMTMxZvbarrW9ynATU+Y9F2ZoR3NYGryRBlnW4f/0etAa1/2L846qtKEwMQ1FQCBLgAgDo4UZtiH/5mJuKsX9/2zn5GdT2U9a37zpnxREdHe33WK/XdzgGAN5vbztaVlYGh8OBgoKCDr9mZWWlgKRnJzc3Fy0tLSguLkZ6ejoslq55nZw+fYCn93oRW92EpjD/wyH1VgcMcCPyy98hMtikUkL12Ww233pytrra+tbrL27Mn7IWdcYwAIDe68H5RTuR1liGPfE9MKq0GtWR8b7lrcFhuLDoBLqVtpcGZBlVOTFoDD51ZN9VmV7MGN79nP4cauiM9e27zllxnCwFJbxeLwYMGIBbb721w+fj4n4+Z4aazWZ4PO03ALBYLJ02Jfwl8j4qY/FzB2CSJJQkxUHn9SKjrBIDjhxDqPvfkPTcIQngJ/2y72rrW3AwcOP6Sdj69Fa07DiBHnt2IzjKAdfH96P/0GSsn1wY8BojdECaEWh2Iu3hQZh2ax9c2CBjdYmMvrHAyFSjCj+Jejrzw8XP+nDcpKQktLW1YdiwYX7jVqsVhYWFSEtLUykZfR9JkmAzm9Cn5AT6lJzwjeslsDTorOkMOgx5fMi3j6b6PZfcUIu6sCi/sYSmOkzbO9NvLCNKQkYUd4b/VD/rf8WjR4/GoUOHsH79er/xuXPnYtasWTh69KhKyeiHBHlcAWNGL88cJzF6VJQirbaq/YEso3dFKeJqq9UNpWE/6xnHjTfeiFWrVuGhhx7C9OnT0bNnT+zYsQNLlizBiBEjMGLECLUj0hlEOlpQawkDvj17V5I9kA28yCGJkVBrx5SaQjRbgiDJMkLtDtgk5ZvH6cf5WRdHREQEXn/9dbz00ktYsWIFrFYrEhMTccstt+DGG2+ETveznjB1aV/m9sSc/PMw5HglXHodtqXE4enVK9WORRrlMQBwARaHE5Lcfnity8TfD6JIsixr+yDmc6itrQ379+9H3759Nb+z8ocM+vVBbE9M8RubfHg/Fn405Ayv6Do6az3h+nZKqfkhfDR4Arb27Am914sRBw/i4n1foUfb39WOpjoR68nPesZBv1ySHLhZStfBGFFn+DIvD5u/PUnYq9NhTU4OYh2l4DW6xeBcjoS48sBuv8c6rxeXHtynUhrSumVZwwLGPu4/WoUkXQNnHCRETXQ33L1tI/ZEx8Lo9SCrsRFHk3r98AuJzkKTyYjo7xy0dyIkVJ0wXQBnHCREUWQ0tvXoB2dEElqjUrGtRy7KwgIvQ0LUGS7btQIWp933OMJmxWW7VquYSNs44yAhrIbAVavOxBs5kRjX7lqLoRVF+CRvHIweN67buhgx1mYAv1I7miaxOEiI5PpaHA0O8T2WvF7EWuu+5xVEZ293Qh/MHnstvLr2czf2JfTAA8veA+9yLwaLg4R4cM1ybOjTF9t69IUkyyjYtxkxNY0Azlc7GmnQKyMu8ZUGADgNJjx30VQMVzGTlnEfBwnxTWYWdqdnwyRLMEKHr7KHoTki5IdfSHQWwp3OgLE0a4MKSboGFgcJsSUjF6dfSk4CsGQAP/+RGPllgYd6Dyg/pEKSroHFQYIEXoHUZehal7Gmc8fssMHgssEDwA0gpK0RLcagH3oZnSXu4yAhKkPMSGu2+41VBHN1IzG2pGaiKuTUjcOaTHEoifz53K9Ha/gvmYTIPnQMvRocONwjGXqPF30PH0doajAAngRIne9EWOAtUatCIs99kC6CxUFCjNlbhtiGFuTvLfKNRbRGqheINK17XR3KohL8xpIaG9UJ0wVwHwcJEriPw8v7I5Agl+zegd7Vlb7HA48X4/wjB1VMpG2ccZAQdTHBiG1o9j2WAThC+DmFxNgfF4vn57+LouhYGLxedGusx8v5gzFR7WAaxeIgITIai7AjNxOZJSfg1Uk4kN4NQ47vUTsWadTijGwk2ttw0ZGj8EoSFuTmYlNyutqxNIvFQUIUJSXimv0fwOJ2AAD6HwzHsowCDFQ5F2mUxYhpt9+C1IZGuPQ6VIWH41dfFaqdSrNYHCREXuUuX2kAQKTdil4NR1VMRFp2JDEWvWub0be2FR5Jwm6vHsWJ0WrH0iwWBwkR11wHN8xwIhwSZJjQhARrjdqxSKMGnqhHhNzie5xqtUHXxkuOiMLiICFadRGQEOc7tqpNioIdvL09iZHa7EBzqMn3WAIQa+etikXhYS4kRK0l1e+AXL0MlId3Vy0PaVtleODd/opiolRI0jWwOEiIqLbmgLEIe5sKSagr2B8T7vfYC+BYJK/GLAo3VZEQEc5aAP7/cOPaKtQJQ5oXbG/BpN1LUB6dDr3Xg2hrGYoGT1I7lmaxOEgIk9wAPWxwIhyADDMaYZdMP/g6orNx74bPMWX/RgDrfWO1waEAMlXLpGXcVEVC7ExMRxAaEI4ShKMUZlixthv/EZMYQ04cCxgbVhY4Rp2DxUFCrE3Kx97YNADtlxtZn9oXx0J6qxuKNKs8IilgrCosoYMlqTNwUxUJMe5IKarNvfHJeaMgycDFB0qQ76lSOxZp1Ad54xFuq0HfmnIAQGG33liSdT4mqJxLq1gcJERVRDiGVG3G6G9WQZYk1JqSsD9llNqxSKM+ye2D5y6YjQFlx+DW6bEnJR19KhvVjqVZLA4SIslZjDjHtzMMWUaCoxwpthJ1Q5FmNQQZgBYXdoSktA+0ONFg4cEYonAfBwnRvaksYCyzrvjcB6EuIbyxGXCddqa404v42lr1Amkci4OEaDEGnnxl1wepkIS6gvDWloCxWGvjuQ/SRbA4SIgWXSQ80qnVy6kzwunkmbwkRvfG+oCxtCZe5FAU7uMgIWIaW7AnPhv1IeGQISGtsQqhjS61Y5FGNVpCEOxwoc1sBACE2xyojOBl1UVhcZAQm3tl4EBiju/x1mTg/MObwMsckggX7qnCfcf2YHN6AoxeLwYXV+HLPK5torA4SIjC7v0Q7ji1s1ICsLLPIIxQLxJp2LAjFTB4gNGHy31jY/eVAFzjhOA+DhKiOShwR3hVeHgHSxL9dAbZC4fJgCPp8ShKi4PLoIPF7VY7lmZxxkFCHI6PRErTqcuoeySggpe5JkGK06OxNbs3nKb2fRzBbWkYcvCAyqm0i8VBQmTVNmJlZjISrXa4dRIag43IL6tUOxZp1LbsXr7SAIC2YDN2ZqarF0jjWBwkxITdWzG7ZC1qgkNg8HoQYXdgSa8xAC5UOxppkNnjggNmv7Egl1OlNNrHfRwkxLDj2wG4ENfWiCh7M3RwYnDJbrVjkUal1gVeQLNXdeDVC6hzsDhIiGBv4K1jw92N5z4IdQk7ktNgNeoho/22sU1GA77pxsv4i8JNVSSEzWiE0eV/wl+DxYJglfKQth2JikRRqAV5lbXwSBK2J0Yiz6hXO5ZmsThIiMqwcITXt/mNFcXEIEWlPKRtLq8HD6/fBr0sQ5KBccfK8FFOhtqxNIvFQUJ4JD0cehNMHidkSHDpDbAbeZlrEqPgcAkWZKVje0IM9LKM88qrceGxYgCJakfTJBYHCbG2x0C8kTwAJrcTXp0OkiwjvuYACtQORpq0LzYKW5PiALTv41iXloTE5sAr5lLnYHGQEDvTBsEk6+DUt69iEoCjidnqhiLNOhwdeFWCI5FhKiTpGnhUFQkh6wyAJPn+yJIEm9midizSqKSmpoCxbg28rLoonHGQEF6dBHhlvzGXnp9TSIy7l23BRRnHcMWePXDp9Xivfx7G7SoGkK92NE1icZAQbXoJFnfgGJEIg6vKMaFqv+/xH79ajSopUr1AGsePgCRETkkJTp9vyADO28+LzpEY4QjcER4ucee4KCwOEqIoIQmnzy8kAMVJyWrFIY2T9B1cQt3Iy6qLwuIgIRymwHM2GkN4WXUSozlEBvzmuF5URhrPtDj9RCwOEqLGYg4Yqw0KHCPqDB9l94MNBthhhg1mOKDDe7mD1Y6lWdw5TkIEOZzYHxmKXtZWeCQJR8JDENpmVzsWaVTB7irYEHHaSAim7DyqWh6t44yDhCgODsaAmno0mAxo00sYXFWHEjNnHCRGRKsXrWYTDifH42hSHGxGI5LreD8OUTjjICHCWmz4NC0J/RussOv1eL9HCvKOV6sdizSqITQYm/v0glfX/ln4WFIcztt/SOVU2sXiICFyW60IcVVh7NHtcBiMsPUYgAwnVzcS41hyLLw6HU6EBUPvlZHQakNpYjRP/xOE/5JJiPCmY/h8/Tzo5fYjXW7duQZ/HHWtyqlIq47GReO1YXkojWy/ZlWf6nrM3C5jmsq5tIr7OEiISw8X+koDAILdThQc265iItKyT/L6+EoDAA7ER2NBbl8VE2kbi4OESG8KvMBc7/paFZJQV3A8IvDquDVhPG9IFBYHCaG3hwaMhTTzRk4kRkKbLWAs1WpVIUnXwOIgIZrlONSgO5wIggPBqEQGbFLED7+Q6Cw8smYRwpynLjESbXfi96s+VS+QxnHnOAnRFOGFuykVDUj9dkTGiTgXeqqairQqtrkOX/7vb3j5vEth8rjx268/wYbELLVjaRZnHCTEv4aNBiw1CEILLGhGW2QT/jTyYrVjkUa92e9ibExOx78+/zf+svQVvJczDBtS+6sdS7M44yAhcsKacNsl12FIdTFckgEbUnti8TPRascijbpcfxhL4gZi7k0XQ++VMfR4OZ5+rpvasTSLxUFCPPLxpbjf5cKbv1mLnv3S8eSNiYiI4D4OEuOaj6fjCpcLL933P6Tndseovw3l+iYQi4OEChodjsjsRLVjUBcROcyM5GzObEXjPg4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcRESkCIuDiIgUMagdgLTrk7TnERxlQRE24bBrHWYcvlftSKRhLwx4FysGDYHuCxnjdi3AvbtvVDuSZrE4SIj/Zf4XB/JHwWkwA5AQbrfirfQ5uKH4t2pHIw26f/QX+M/118Bh0AMA1mT3QlP+J3h863SVk2kTi4OEONJrAGSdCUavDECGzRSKEz37qB2LNGrtgBxfaQBAq9mItYP6qZhI27iPg4RoM4cEjFVHJKiQhLqCqrDQgLHKiHAVknQNLA4SQpY6GDv3MaiLGFpUglCHCwNP1GNARQMsTjeGHC1RO5ZmcVMVCRFqa4HDFIyT/SEDSKspB9BfxVSkVfevWYIUhwHSt5+FRxVX4poNKwAMUzeYRnHGQUIUbCuE2dEGryzDI8uIstYj5+hRtWORRu1Ky4HeC/SsOoH0mgpI0GFvWpbasTSLMw4SYkO33oivb4Zb3wYACHI6sbZHFsarnIu0qdUYgruWf4rYFisAoDIiCov7DVY5lXZxxkFCJNttcOtPHeViN5mQ3VCrYiLSsrySY77SAIDEpgZkVp1QMZG2sThICI8+cDJr9HD3OIkR39wYMBbbwRh1DhYHCZHaWBkw1q2xQoUk1BUcjU0MGDsWy8O/RWFxkBA5ZcXoXlMNyeuF3uNB5oly9KopVzsWadT21HQcD4/xPT4anYC98akqJtI27hwnIWQ5GFkVFZAgQyfLyKiqggs8IYvEKNi0D9Wt8WhGBGQA9nozCrbsAzBS7WiaxOIgIcqjo/G/iy6Cy2gEAKy22XDziuVIVjkXaZPHZoQEwK7TA5AgeQG0cIOKKCwOEmJNTo6vNACg1WLB1337IFfFTKRhsgeOWDdqg6MhyTLi2+pgqNf/8OvorLCSSYiasBDs10uQK0rhrDmBg0Y9asMDrydE1BkMETbUBkcDAGRJQlVILIJCW1ROpV2ccZAQDU4H3vroXYQ7nQCA8tAwvDJ4hMqpSKsazIH7zxqD+EFFFM44SIhJB/b6SgMAUlqakV9WpGIi0jKPHPgZ2CWbVEjSNbA4SIg0a1PAWPemwDGiztBqNvtdfdkLoCUoSK04msdNVSSESxe4YzLE5VAhCXUFjiADZBnQedvrw6uTOlwHqXNwxkFC1OgSUG+0wAvAJelQZwhBqSVF7VikUUadA5AkePU6ePU6QJIAg0vtWJrF4iAhTHYZVlcYnPDAKXvQ6A6HmRMOEuTzvAxk1pYjv+oIBlUdRVZNOeYNzlY7lmZxUxUJYTY2IVu/Fcdi0qH3utG/rhAVxjFqxyKNumt1Ifo3lPrdOOy3qzYB4H3HRWBxkBDxqMArw26AzWQBAES1NWLIoc0qpyKt6ldThtPvViwBGFrOo/hE4aYqEmJPt2xfaQBAQ3AkSuPTVExEWibB+6PGqHOwOEiIqtCYgLGyiHgVklBXYDNJAWPWIP56E4WbqkiIuNZ6pFgr0L9qL9w6A7YmD4DZ5fzhFxKdBZepGZIzCDLaD8GV4IbTxKOqRGFxkBDDS7agu7XE9ziz9ghKQnuomIi0TJaDYIId8rcbUXTwQpZ4GX9ROJcjISwe/wvM6WQZeh1nHCSG1xAKCe2Foft234Zs4LWqRGFxkBBeKfCsXZeOE1wSw2E0B4zZTLzkiCgsDhKiKjgJ5eEJaDaFoCkoDBVhcWgyBe4wJ+oMX/fo63etKhnAhvQ+asXRPBYHCaGXXUixViHM2YoIezOSmmvg5eGRJMiQor1wIQgeGOCBAU5YMPLwDrVjaRa3HZAQkY66gDGDzqZCEuoKutVZoYcTRpy8ro2M1Dqrqpm0jMVBQjgNgducvRJXNxLDKLtggt332AQbjLwfhzDcVEVCrEvK9rusdbPRjOKgJBUTkZYZEHjEnlHmUXyi8CMgCfFm9nmY228IZhzYCLveiLdyRqJfVS0uVzsYaZIHgUfxuTsYo87B4iAhvNBhV3wKdp12faq+NY3qBSJNq0MszCiD/ttjq9zQoxFRiFY5l1axOEiIGbt3Y2fSqU1TOq8X0/fuBTBcvVCkWVWIQyViEY8ayJBQjTgY4EVPtYNpFIuDhCgoKkLY0vn4JDsHJo8HM3fsQPdGHlVFYrighxtGlOLUDNfbwX4P6hzcOU5CNIUBUaiD3uyF0eRGDKrQFMZtziSGPbj96rhm2GBC+wcUR3DgFXOpc3DGQULsTY7EjdNv9j3+MGcoPnv3PyomIi1rjpNQnBqF9RmjoJNljD60E93LatWOpVmccZAQ/xl6kd9jl8GANwdy/waJUZ0QipV9B8NhNMNmCsIXucNQFxesdizNYnGQELUhUQFj5ZG8kROJsamD61JtTeutQpKugcVBQuRVN/g9lmQZuTW8BASJYdMHbnWvs3DGIQqLg4QYVVqGyw8UI62pBT0brJi55wgGVpxQOxZp1A2bv0CQy+F7HGpvw9XbV6mYSNu4c5yEGH9gHdpMEzC48uQOShnj968DcKmasUijcirL8PzH/8FXvfKhl7246MhmNATxfhyisDhIiPS6Gtyy4VNsSesLg9eNwaUHoPfwuHoSo0kfh+5NTZiya8e3I2Yct/D+L6KwOEgIN0wId7RhzOGtvrFmnUXFRKRlZrcnYCz0tE1X1Lm4j4OEaJbC/e7I5oUEqz5CtTykbcUx7bMLCS5IcAMADsXxKD5RWBwkxL64FNQHBcOj88Cl96IuKBSFaT3UjkUa9U7+IATjBCJQgnAUwyxV4d1Bg9WOpVksDhKiOkGPRHslmgwWtOlNSLUfR0lyiNqxSKOmH/gGJrQBACQAFrkZ0w9sUjeUhnEfBwkxrPQIlsSOgV3fvl8jwmXF+EO7AExTNxhp0vCSAwFj55UGjlHn4IyDhDhmTPeVBgA0GcPR6OXdEUiMhqDIwDFz4Bh1DhYHCWGXAo+gsoFHVZEYW+Py0GI4daZ4kzEMu6KzVUykbdxURULEOetRFpTsNxbrbDjD0kQ/TYMhFBff+DjiHdXwSjo06aJx5SZuqhKFMw4SIqv1KGKc9b7HKfZKdLOXqZiItGxZ/54oio9BXK2E2DoJe7sl4OusVLVjaRZnHCREkNeGixo2olkfAr3sRbDXhnpjqNqxSKN08GDJP95CiNMFALhjVSH+OmWkyqm0izMOEkNuX7XCPK0I9rbfkU2SeUc2EuPqb/b4SgMAIm0OTN52UMVE2sbiICFapBi4IQFwAHDABQPsCFc7FmlUeGvg5UVCbbw2migsDhLCZfLCiDZI8EKCF0Y0o8ViVjsWadSGXt0Dxjb1SFMhSdfA4iAhjLpmv8cSAJ2+TZ0wpHn7u6fgf8Py0GY0oNlswn8uGIyKuFi1Y2kWd46TEDIC92foPV4VklBXkN7UgndGDMY/C0ZAgoTkFjsu23dU7ViaxeIgITzOEAA1vscyAMnOTVUkxrHoKCTYXUiwn9pBXhTNqzGLwuIgIWRPCKxIhlGyApDgkCPhBe8BTWI4jIG/yhwmowpJugbu4yAhyiOiYEcEmuVuaJZT4UQojsXw/ggkRmqTNWAsraHx3AfpIlgcJERtSAiceglb03tiV7fu8EgyWk1c3UiMq7ZsQEZ9I2KbWxDT3Iqs2npcs2W92rE0i5uqSIgQ2Y4lA/LRs+EYvDo9Ps0fjoEl+9SORRpl8npw7aqvYTW03/MlytUMl5m/3kQ5px8B77jjDgwdOhS1tbVnXMZqteK8887DQw89FPDc008/jdtuu01kROokx2OjURshYe55F+ON88bBbWrB/iQeV09i6Fs9vtIAgAZjGIxtbhUTads5LY6LL74YXq8Xq1evPuMyq1atgtvtxsSJE/3GP/30UyxYsEB0ROok9SFGXHR0N95972m89cEz6FVfCYeFh+OSGI0dXAetSc87TopyToujoKAAJpMJK1euPOMyy5YtQ1hYGEaObL9Amcfjwauvvoqnn376XMWkTtC39jiGl+yDDjKMXg8mHShEQgsvq05iyLrA84bcer0KSbqGc1ocoaGhGDlyJLZv3476+vqA5+vr67F161ZfwTgcDsycORMvv/wyJk2ahPh4HpXzS5FdVYIGSzDeHjQCn+UMhEunR6/acrVjkUaFuRwweU5tmgpyu2CWualKlHO+92jixIlYtWoVVq9ejenTp/s9t3LlSng8Ht9mKqfTidbWVjzzzDMYN24cpkyZcq7jkgLLi9y4cm4b0qxt+G1mfzx06ZVosrRvLsipLMPDy7/EE9N24be5EkY/mQtdB58SiX4Mq0PG4xu8+PKojAONwDqvB+v7paAoOhoRbXZcums/LDYPEh5uRH5NA2aODsK1NyapHVszznlxjBw5EuHh4Vi5cmVAcSxbtgxJSUkYOHAgACAkJATz58+HwcCjI37u9tXKmP66Dd2bbZhcVIEXzy/Albs24qbNX8FuMOL5kZPwYf8hWJyXjYjl2+F56gAKHu+rdmz6hZqxyIulRbLv8ZwJ+Zg3ON/3+MMR/TBv7pu4Z/Ui/GHi5QhZUY6k1AZcVBClRlzNOee/kY1GI8aOHYvPP/8cjY2NiIyMBABUV1djx44duPHGGyFJ7Z9EdToddLpfxrH/DocDNlv7fSdO/n9X8sYuPVokPfrXNgIAJhzahmeXvuN7/sJj+/DY2GuxOLcfFg3NxCXvfYW2hwKvaNoVnL6eBAef3dn0XXl9q2gFlhaZ/MY+79/P77HNZMS63ikYevQ4IEnYERuFlR+cwLARXe+yN52xvn2XKh/lJ06ciAULFuCrr77CZZddBgBYvnw5ZFkOOJrql2LPnj2+/y4uLlYviEqs9QmQEA3vt5ufbt3kfwCETpYxc/taPD3uUhg9XngkGfv371cj6s9GcXExYmJizuq1XXl9a3DqoUMOvKddSNPgDTxizwkz7Ib2y47oZBluj6tLr3M/ZX37LlWKY+DAgUhMTMSKFSt8xbFs2TJkZWWhZ8+eakT6yXJzc9HS0oLi4mKkp6fDYrGoHemcui8V+HCHG1tiI5He2IrUxsCDH7rX1wE6CZdv2I+42/ugb9+ueV6HzWbzrSdnq6uvb1dWezHv8Kmjpi4r3Ie3Rw3yPY5ubcWQvXVY0bc7dLKMIVV1mPzbFPTt2/UO0e2M9e27VCkOSZIwYcIEvPPOO2hqakJLSwv27t2Le++9V404ncJsNsPj8QAALBZLp00Jfyn6BAMb7pMxZrYHH2Z2wyOLIxGEKt/zMoAGQyyuWrMbN12fhPybe6gX9mfip/yy7+rr21uTZQzdLmNliRcrSoBnFn2KIRXFWJrTF0lWK36zdgPiGprx2BX3YHpJOX59czxGnh+tdmxVdeaHC9X2Ok+cOBH/+9//sG7dOjQ0NECv1+Piiy9WKw51gr4xEir+0r7zsfq5IDw55Fq81y8PQW43bt26GROOHcC8hQNVTklaYNJLuH+whPsHt+8DbXjAgeu2bMd1W7b7lpElJ47+KxYAb+jU2VQrjoyMDPTu3Rvr169HfX09Bg8ejNhY/gVrxdyB5+GJCyf4Hv92Uiremf8uequYibTLJXlxNCIRxRHxkGQZvZqqkNpSpnYszVL1kKWJEydi48aN2Llz5y92pzh17IPcvICxeTn9VUhCXcH+8J7YE5eGFlMQms0W7IhPx9GQbmrH0ixVi2PChAmw2WwwGo0YM2aMmlGok9n1Qfjtpm+w4bVXsPqNubhm9y5YzeFqxyKNqg0LvNtffQjXN1FUPbMuISEBhYWFP3r5hQsXCkxDnemhws24bM8O3+MXli7Bh3mDAeSqlom0Sy97AsZ04EU1RfllnF1HvzjnFx8NGBtSXqJCEuoKsurLIMmnikLv9SCznvs4ROG1PEgIs8ceMGZxNauQhLqCULcbFx3fi5LwWOhkGd2tNfxULBCLg4QwuO2Qofed2+sF4Ja56YDEKAuPRVZdOaJqSn1j+2JT0TUvaiMeS5mE8MCEcByHGY0IQj0icByy2/TDLyQ6C0ciknA8MhYy2j+kFEUnoDiMt2EQhTMOEiLOXQYzWmFGq2+sm4PbnEmM7nWl+Kp3fxhkD2RJgtcroX/RXrVjaRaLg4QwyYH7OILkNhWSUFdgMrmR1FaJftX74JV02JmQC4veqXYszWJxkBAuyQKT7PAfQ9e6EB+dO00hFly571PfPrW+NQewrEeBqpm0jPs4SAirLtJXFDIAJ0LRog9VNxRp1vDyTTj9fpI6AIMqt6gVR/M44yAh9ob0RpI9AUnOanihQ5k5EdUhweBFIEiEUFfgZtAYm1WFJF0Di4OEqAqJgc4jwYA2eCUdqo0RKI7gRSxJFAntc1s6F7ipioQwBdkwunUDMp3H0MdxBBe1rIccEnhZCKLO4EJQwJhN1/Vu2nSusDhIiInFG6A77ROgAR5MO7BWxUSkZTVSN3hx6o6AHhhQK6WomEjbuKmKhDDJroCxMDcPxyUxKqUEBMlAEFogQ4IdIaiVY5GudjCN4oyDhHDCHDDm6GCMqDPEylboIMGJMLgQCj0kxMgtasfSLBYHCdEshaAVYfBChgdAM6JQbwy8ZwJRZ9AZAneMS7zCjTAsDhKiDRGQDc3QoxUGtMBjbIYdYWrHIo0qi4kLHIuOUSFJ18DiICGk0HqEuU9tKohyNQIWHldPYuxN6oYj8UnwAvBIEg4kpuJAQrLasTSLO8dJiAhnY8CYhducSZCj5kiUDB4Bk9sNryTBo9PBXs+DMUThjIOEqAwNvKR1R2NEnSHRa4dXp4fdZIbTaIJHb0Cq26Z2LM1icZAQK7NGoSbk1DbmkqhUbO+Wp2Ii0jJHSOCecI9F38GS1Bm4qYqEaLJE4oVRt6N7w3G4dAaUR6YgvIX7OEgMvdMNs8GJYFsbAAmtwRYYXW61Y2kWi4OECLLZ4TAHoTj625t3yjKCbNx0QGIE2Z0YeWgLkutrIEFCSVwCdiWnqh1Ls1gcJERcUy28ej3sQUGALMNisyOitVHtWKRROZVlKIuKwde9+0KSgZ7VFcisrlA7lmZxHwcJUZSYghZLEIJsNpgdDjSGhaAkgdcOIjGazRYUxyVClnTw6nQ4kpgCh4FnAIrCGQcJ0RocAtmgR1tIsG/Mo+fOShKjJjzwqgR1oTzhVBQWBwkhSYAsy5C+vRKErJOgg1fdUKRZepcb5xXtRZ+qEsiShL1JPVAeHKV2LM1icZAQUS3NaA4Ohe7b4vBKQHxjg7qhSLOyTxShb0O573H+8UOwRHHTqCjcx0FCRLS1+UoDAHQyENHGo6pIjG7NNYFjLbUqJOkaWBwkhNUSePe1jsaIOoOhg/u/SOB5HKKwOEgMjzNgSHYHjhF1hh1xPeF/z3Evtib2ViuO5rE4SIgl2T1QE3zqxk2lESFYk8kTskiMiGY3XDBAghsS3HDChKhmflARhcVBQpRHWvBFr1gY2irhdtXii97xqA4PUjsWaVRyWz100MENC9ywQA8JqdZ6tWNpFo+qIiGu27wRv1m7BcGu9m3Pt3y9AR/n9wXAzQfU+dwmPeDwH3Oaed6QKJxxkBC3ry/0lQYAxLW2YsbmnSomIi0r7uAOgKUdjFHn4IyDhHBLZgD+N9JpM/FMXhJjQ3of6GQgyNE+7WgNtmBzagbGqpxLq1gcJIQ1OBiRdv/isFqCz7A00U+zOTkGES3dfOcOeSQJm5Oi1Q2lYdxURUJEOKzQwY32QyRl6OFCpL1J7VikUb1qGvxOONXLMnrUN6qWR+s44yAhwuw2GOGCDBekb8ci21pVzUTa1b2xCd/9HNyrnpe4EYUzDhJC8rbXxcnSkAHoPKrFIY3LqjkRMJZZW6lCkq6BxUFCHI5Jggd6eCHBCwke6FEUGa92LNKoRX37YnNyHLwAPBKwvlsSVmZkqB1Ls7ipioR4fdQ43LxhJfpUHodXkrA9rTfezx+O89QORpq0Nj0Rn3zyItKsDYAs48ITCbhh6u34i9rBNIrFQULIBhPeOn88BpfugsNgxI7UHMjSD7+O6Gw8snEpejXW+K5WlVt7AndsWw0gU81YmsXiICEyakpx68Z3ofd6oJe9mLx3Bd4aNB1AX7WjkQYNPVEMLww4ufVdhhcjyo6pG0rDWBwkxOTdy/FB/mXYm5QJSZYxrHg7Ju9dAWCc2tFIg0LcMoDTLzGiR7iTl1UXhcVBQmzr3h97kvsAAGQJ2NhzMCwOG3JVzkXa5NIFHufTZuCvN1F4VBUJcTC+V+BYIo9yITE2du8ZMLYhPXAdpM7B4iAhkqzVAWPdGgKPtSfqDK8NHoWGIIvvcWVoOD7rm69iIm3jXI6EmLJ7BYpjUhHV1gyX3gCPToeJe1cDmKl2NNKglKZGBLvqfSechrhcSLLyEjeisDhIiHhrHf60+EWYPO2nizv0ejhlnjpOYlyz6ytYPKcu4x/hcOHiw4UAxqgXSsO4qYqEKIro7isNADB7PNieyF3jJEZqU/vd/tySHm6p/eiqbo11akbSNM44SIhYR0vAWPfWWhWSUFdQEpaM0ohM7IvrA50so1/VHshem9qxNIvFQUJUhMUh2m71GzsRmoB0deKQxi3LHImU5vZNVV4A25MHoDzUgAJ1Y2kWN1WREBu65aEyNMr3+Fh0EnbE8fIPJEbPuuaAsV711g6WpM7AGQcJsSw7C3deNREXFB2C3WBEYVov/GbddrVjkUaFN9tQExPkNxbdyPu/iMIZBwmxMT0ZOi/gcITC5QgGIGN9RqrasUijEsqt0LtPHYxhcHoQWxG4n406B2ccJERKTQP++cEmxDW133f8WGIk3puUo3Iq0qpgux0528rQEBMCSQai6lphNPBaVaJwxkFCPDD/a19pAEDPykbcufgbFRORloWZamBweRFf2Yy4qmboPF5EGXilAlE44yAhkupa4YbRbyyhntucSYzS2Hg0xIUjvMkBGRKskWbYPHHIUzuYRrE4SIgI1KEOif5jEk/IIjGckhGOIANqgk79SnPZjN/zCvopuKmKhDCFNgLfbmOWAeiMDnjDHapmIu1KtFV1MBZ4oU3qHJxxkBA7ogcAYXro3V7IEuDVh+C4JQYD1A5GmpTeVgqbIRhFoWmQICPDWoRkW4XasTSLxUFCeN0G6CDDYzg1qdXZVQxEmmZxOjHmxDq4dAZIsgwdZNSbI9WOpVncVEVC6N1ywJgucIioU+xO6AmDLEOSJEiSBJPXg93xgTd3os7B4iAhbOFGSN5TTaHzyHCGqBiING1RZl8s6zEYNr0ZLcZgLO05BF/2zlI7lmZxUxUJEdZSjuqEHghq9cArSfBYZESWH1E7FmnUmK0HMOfSAow/EAOPTodVGf1xy+cr1Y6lWZxxkBBXlN+NrH42hHtrEe2uwog/puDqmvvVjkUadUn97/FIdAUGH6nDeQeq8fhIGy5tnKV2LM3ijIOEGTV3Kj744ANkZ2cjLSND7TikccOenYgPBjYhOzsbGVzfhOKMg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpIgky7KsdohfuoMHD8LpdEKWZbhcLhiNRkiSpHasn4WWlhaYTCYYDAbodPycAsBvPTGbzcjKylL0eq5vZ8b1LdBPXd86wne2E1VXV6OhoYH/iE/T2tqKhoYG/iM+TWetJ1zfAnF9CyRiPeGMoxNNnToVAPDZZ5+pnOTng+9JoM56T/jeBuJ7EkjEe8JaJiIiRVgcRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIrwcFwiIlKEMw4iIlKExUFERIqwOIiISBEWBxERKWJQO8AvlcPhwHPPPYcVK1bA4XDgggsuwEMPPYTIyMgzvmbnzp148cUXcfDgQQQHB2PEiBG45557EBERce6CdzKv14tXX30Vn376KZqbmzFo0CA88sgjSElJ6XD5xsZG/OMf/8DXX38NSZIwYcIE/O53v0NQUNA5Ti6O0vfk6NGjeOGFF7Bnzx7odDoMGjQI9913HxITE33LcH1rx/UtkIj17QfJdFaeeOIJeerUqfK2bdvk3bt3y9dee6186623nnH54uJieeTIkfLf/vY3uaioSN62bZt81VVXyXfcccc5TN35Xn75ZXns2LHyunXr5IMHD8p33XWXPG3aNNnpdHa4/G233SZff/318v79++XCwkJ58uTJ8mOPPXaOU4ul5D1paGiQx48fLz/88MPy4cOH5X379sm33nqrfMUVV8h2u923HNe3dlzfAolY334Ii+MsVFVVyUOGDJHXr1/vGysuLpbz8/PlnTt3dviaF198UZ42bZrs9Xp9Y9u2bZPz8/Pl48ePC88sgtPplEeNGiV/9NFHvjGr1SqPGDFCXrp0acDyO3fulPPz8+Vjx475xjZu3CgPHjxYrqqqOieZRVP6nixYsEAeNWqUbLPZfGMVFRVyfn6+XFhYKMsy17eTuL4FErG+/Rjcx3EWdu7cCQAYPHiwb6x79+6Ij4/Htm3bOnzNpEmT8OSTT/pdE//kfzc3NwtMK87BgwfR2tqKIUOG+MbCwsLQp08fbN++PWD57du3IzY2Fj169PCN5efnQ5Ik7Nix41xEFk7pezJ06FDMnj3bb9PJyXtJWK1WAFzfTuL6FkjE+vZjcB/HWaiqqkJkZCTMZrPfeGxsLKqqqjp8TXp6esDY//73P8TGxqJ3794iYgpXXV0NAEhISPAbj4uL6/B9qK6uDljWaDQiIiLijO/bL43S9yQ5ORnJycl+Y2+++SbMZjMGDRoEgOvbSVzfAolY334MFkcHTpw4gUsvvfSMz99xxx0wGo0B42azGU6n80d9j+eeew7r16/H3//+dxgMv8y/BrvdDgAwmUx+4yaTqcNPL3a7PWDZk8s7HA4xIc8xpe8JcOb1bdy4cQC4vp3E9S3Q2axvp/vggw/w4Ycf4sEHH0RUVNSP/r6/zDVIsPj4eHz88cdnfH79+vVwuVwB4w6HAxaL5Xu/ttvtxtNPP43Fixfj//7v/3DhhRf+1LiqOfkJ2Ol0+k19v/v49OU7+kXndDp/8H37pVD6ngDt69tHH32EDz74AJ988gmmT5+Oa665xvc817d2XN8Cnc36BrTfh/yll17C3LlzcfPNN2PGjBmKvi+LowMGg6HDqf5Jhw8fRlNTk+8G8CfV1tYiLi7ujK9rbW3FQw89hO3bt+Mvf/kLCgoKOjP2OXdyelxbW4vU1FTfeE1NTYebQxISErBmzRq/MZfLhaamJsTHx4sNe44ofU9Oev311/HFF1/g/vvvx7XXXuv3HNe3dlzfAp3N+uZ2u/Hkk0+ecX37Mbhz/CwMGDAAXq/Xb+dTSUkJqqurz7id0OVy4d5778XevXsxZ86cX/w/YgDIzMxESEgItmzZ4htrbm7GgQMHMHDgwIDlBw0ahKqqKhw/ftw3tnXrVgBAXl6e+MDngNL3BAD++Mc/Yvny5fjzn//c4T9irm/tuL4FErG+/RiccZyFuLg4TJgwAU8//TT++Mc/wmKx4C9/+Qvy8/PRr18/AKc+2URERMBoNOL111/Hjh078Oc//xnp6emora31fb2Ty/zSmEwmXHXVVZgzZw6ioqKQnJyM559/HgkJCRg7diw8Hg8aGhoQGhqKoKAg5ObmIi8vD48++ihmzZoFm82Gv/zlL7jkkks08wlQ6XuycOFCLF++HL/73e+Qn5/vt16cXIbrWzuub4FErG8/Bi+rfpZsNhtmz56NlStXAgBGjBjhdybvli1bcMcdd+Cll17C4MGDcfnll6O0tLTDr3VymV8ij8eDF198EQsXLoTD4cDAgQPxyCOPIDk52bfT9/HHH8eUKVMAAPX19Xj22WexYcMGmM1mFBQU4L777gs4YuiXTMl7ctddd2HTpk0dfp3T3zeub+24vgUSsb79EBYHEREpwn0cRESkCIuDiIgUYXEQEZEiLA4iIlKExUFERIqwOIiISBEWBxERKcLiICIiRVgcROeA0+nEK6+8gksvvRQDBgzAoEGDcPnll+OVV14JuMT3/PnzkZWVhfnz55/x62VlZeH666/v8LnW1lYMGDAAWVlZ2L17d4fLnPwe3/3Tv39/XHzxxXjhhRd+8NLjY8aMOWOGH1JXV4e2trazeu250NLSgvr6et/jOXPmICsrC2VlZSqmOnudnZ/XqiISzO124+abb8aOHTtw2WWX4eqrr4bH48GWLVvwz3/+E6tWrcJbb73V4b0jzsaKFStgt9thsViwYMEC3/WsOnL11VcjPz/f99hut6OwsBAvvvgi9u3bh5deeumMr3300UfP6vLka9aswYMPPogFCxYgODhY8etF27NnD37zm9/gH//4B4YNGwag/d4oaWlpiI6OVjndzwOLg0iwpUuXorCwEHPmzMH48eN94zfccANee+01/P3vf8fHH3981lcq/a6FCxeid+/eSElJweLFizFr1qwzltKAAQMwdepUv7GTxbZ06VLs2LEDAwYM6PC1Z3vF3V27dim6Tem5dujQId+d9U7q06cP+vTpo1Kinx9uqiIS7OTl0M8///yA56699loYjcZOuwd2fX09Nm7ciMGDB2PUqFFobGzEqlWrFH+dSZMmAUCH960mYnEQCRYSEgIAmDdvXsBzwcHB2LZtG/72t791yvdasmQJ3G43hg4dirFjx0KSpO/dV3ImOl37rwa3233GZb67j2PMmDF47LHH8Nlnn+GSSy5Bv379MH78eLz77ru+ZWbNmoV///vfAICxY8f6vf7IkSO46667MHjwYOTl5WHGjBlYt26d3/e8/vrrcfPNN+Nf//oXBg4ciOHDh+PgwYMA2md2M2fORH5+PnJzczFmzBj87W9/C7gL4NGjR/G73/0Ow4YNQ35+Pq6//nrf/SzmzJmD3//+9wDaZ4RjxozxjX93H0FDQwOeeOIJXHDBBcjNzcWECRPwyiuvwOPx+JaZM2cO+vXrh+LiYtx+++0YOHAghgwZgkceeQQNDQ1nfG937tyJrKwsvPHGGwHPzZo1CwMHDoTNZgMA7N27F7/97W8xYsQI5OTkYPjw4XjggQdQWVl5xq9/pn0eHY03NTXhqaee8v2cEydO5KYqItEuvfRSvPHGG3j22Wcxf/58FBQUYPjw4Rg4cCBMJtMZNyO1tbX57aD9MRYtWgSTyYRRo0YhJCQEeXl5WL9+PWpqar73boHftXHjRgBATk6Oou+/bt06fPHFF5g5cyZiY2Mxb948/OlPf0JqaipGjx6Nq6++Gi0tLVi+fDl+//vf++5Sd/DgQVx77bWIjY3F7bffDqPRiEWLFuG2227D7NmzfTMgANi2bRuOHz+Ohx56CGVlZcjIyMBHH32EP/zhDxgzZgwefPBBuFwuLF++HHPnzgUAPPzwwwCA4uJiXHXVVTAYDJg5cyaio6PxwQcf4KabbsK7776LcePGoaamBvPmzcMdd9xxxv1DTU1NmDFjBsrLyzFjxgz06NEDX3/9NWbPno19+/bhueee8y3r9Xpxww03YPDgwXjkkUewe/dufPzxx7Db7Xj++ec7/Pp5eXlIS0vD0qVLcdNNN/nGnU4nVqxYgYKCAlgsFt/71r17d9x2222wWCzYtm0bPvvsM5SUlHzvLbB/jLa2NsycORMVFRW49tprkZiYiG+++QaQiUi41atXy8OHD5czMzN9fwYMGCDff//98rFjx/yW/eSTT/yWO9OfmTNn+r2utLRUzszMlG+//Xbf2GuvvSZnZmbKr776aoff4+2335br6up8f/bv3y/PmTNHzs7OlqdNmyZ7vd4z/kwXXXSRX4aLLrpIzsrKkvfv3+8bq66ulrOysuT777/fN/bCCy/ImZmZ8vHjx31jM2fOlAsKCuTW1lbfmMvlkq+99lp5xIgRssPh8C2XmZkp79ixwy/LxRdfLF999dV+eV0ulzxq1Ch58uTJvrHf/e53cv/+/eXi4mLfWH19vZyfny/fc889fu/NN998c8bMf//73+XMzEx5+fLlfjmeeOIJOTMzU/7qq6/8XvfMM8/4LXfzzTfL2dnZcltbW8dvrizLzz//vJyVlSWXl5f7xlasWCFnZmbKa9askWVZlh977DE5Ly9Pbmho8HvtfffdJ2dmZvrGv5u/o7+DMy2Xk5MjHzhwwG85bqoiOgcuvPBCrF69Gv/6178wdepUxMXFoa2tDYsWLcLUqVNRWFgY8Jqbb74Zb7zxRod/OrJo0SIA7UcAnXRyZ/yCBQs6fM1TTz2F4cOH+/5MnToV//73vzF8+HD897//hSRJin7OHj16+O1EjouLQ2xsrN+d5r6roaEBhYWFGD16NOx2O+rr61FfXw+r1Ypx48ahtrbW77DioKCggJnA559/jldeecUvb11dHcLDw32H/Xq9XqxZswajR49G9+7dfctFRUXhvffewx/+8Icf/XOuWrUKvXr1CjhA4M477wQA3w23Tpo4caLf4759+8LtdqOxsfGM32PKlCmQZRlffPGFb2zJkiWIiYnBiBEjAABPPPEEVq1a5buhF9B+KPHJG1X91EOely1bhszMTMTFxfn+Xurr67mpiuhcMZvNmDRpkm+zy969e/H6669j0aJFePzxx7F06VK/5TMyMny/IH6MhQsXQpIkv23UkiQhPT0dR44cwa5du9C/f3+/19x8880YOXKkb9ng4GB0797d7xeREh0drmoymeD1es/4mpP3BH/77bfx9ttvd7hMRUWF778jIyN9+2BOMhqN2Lx5MxYtWoRjx46htLQUdXV1AICUlBQAQGNjI9ra2vxK46TMzMwf+Mn8lZWV4YILLggYj4uLQ3h4OMrLy/3Gv/u+nNw8efr+kO/q0aMHcnNz8cUXX+DXv/417HY7Vq1ahcsvvxwGQ/uvbkmS0NDQgJdffhkHDx5EaWkpTpw4Afnb+/N93/v+Y5SWlsJut2P48OF+4ywOIoHa2trw8ssvIycnx+9QXKB9/8Hs2bNhtVqxdu1aNDQ0ICoq6qy+z759+3D06FEAwPTp0ztcZv78+QHFobScfsh3f6H/GCd/eV533XVnPMQ3IyPD9996vT7g+aeeegrvvPMOsrOzfYcYDxw4EE899ZSvdE5+H6WzqI7I33PjVK/XG3BP97P9nlOmTMEzzzyD8vJy7N69G21tbX63d12yZAkefPBBxMfH47zzzsOoUaOQm5uL9evX4+WXX1b8/b5bZB6PB/n5+bj77rv9xlkcRAKZzWbMnTsXAwcODCiOkzIyMrBu3ToEBQWd9fdZuHAhAODWW28NOO/C6XTioYcewpIlS/Doo4922omGneXkjECv1weU2JEjR1BWVva9JxqWl5fjnXfewdSpUwOOTjt9E1lUVBSCgoI6vBf73LlzUVNTg1mzZv3ozEVFRQHjNTU1aGlpQVJS0o/6Oj9k0qRJePbZZ7Fy5Ups3boVaWlpfn+/s2fPRvfu3fHJJ5/4nUx5cn04k5MF/90jzr67STElJQWtra0Bfy/cx0EkkF6vx6RJk1BYWIjPPvss4PnGxkZ8+eWXGDFixFmdhQ20f8JdsmQJQkJCcOedd6KgoMDvz6RJkzBmzBg0NTVhxYoVP/VH+slO/tI6+ak9Pj4eubm5WLBgAaqqqnzLuVwuPProo7jnnnu+97DgpqYmAP6zEqD9DPXi4mLfaw0GA84//3ysWbPGb9NXU1MT5s6d69tkdjLf923mueiii3D06NGA9/OVV14B0L5PqzOcnEksX74ca9euxeTJk/2eb2xsRHJysl9pVFRUYNmyZQDOvCns5BF2Bw4c8I21tLRgzZo1fsuNGTMGBw4cCBjnjINIsFmzZmHXrl14+OGH8fnnn+OCCy5AaGgoSktLMX/+fLhcLjz22GNn/fU3b96MyspKXHnllWe8hMeMGTOwbNkyzJ8/3+/QVjWc3N7/2muvYdSoURg7diz+8Ic/4Fe/+hWmT5+Oa665BpGRkVi8eDF27tyJBx544Hs34WVkZCA5ORkvvfQSHA4HEhMTsWvXLixYsABmsxmtra2+ZR944AFceeWVuPLKK3HdddchNDQUH374Idra2nDvvff65Xv//fdRW1vrt2nopNtvvx3Lli3Dvffei2uuuQbp6en45ptvsGzZMowfPx6jR4/utPdrypQpvnNLvptl1KhRWLJkCR577DH069cPZWVl+PDDD33neJz+s5+uoKAAf/7zn/GnP/0J5eXlMJlM+PDDDwPWn5M/51133YUZM2agd+/e2Lp1K4uDSLTo6GjMnz8fb775JlauXIkXX3wRNpsN8fHxGD9+PO644w7Ex8ef9dc/uVniTPs2AGDEiBHo3r07NmzY4PepXg2XXHKJr8QKCwsxduxYDBw4EO+//z7mzJmDN954A263Gz169MBf//pXTJs27Xu/nslkwiuvvIK//vWveOuttyDLMtLS0vDoo4/C7Xbj6aefxp49e5Cbm4tevXph3rx5+Oc//4nXXnsNOp0O/fv3x7PPPus7p2T48OGYOHEiVq9ejW+++abDTYyRkZGYN28ennvuOSxZsgRWqxXdunXDww8/jBtvvLFT36/x48fjiSeeQEZGBnr27On33BNPPIHg4GCsWrUKn332GRITE3HZZZdh3LhxuOaaa/DNN98gOzs74GtGR0fj1VdfxezZs/HCCy8gKioKV111FXr27In77rsv4Od84YUX8MUXX2DevHlITk6GJH/fXh4iIqLv4D4OIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkVYHEREpAiLg4iIFGFxEBGRIiwOIiJShMVBRESKsDiIiEgRFgcRESnC4iAiIkX+H2nrLUnl7ybCAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for Random Forest model\n","explainer_rf2 = shap.TreeExplainer(rf_clf2) # Use TreeExplainer for Random Forest\n","shap_values_rf2 = explainer_rf2.shap_values(X_test2) # Get SHAP values\n","\n","# Plot summary plot for Random Forest model\n","shap.summary_plot(shap_values_rf2, X_test2, feature_names=X_train2.columns)"]},{"cell_type":"code","execution_count":28,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer for Random Forest\n","explainer_rf1 = lime.lime_tabular.LimeTabularExplainer(X_train1.values, \n"," feature_names=X_train1.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_rf1 = explainer_rf1.explain_instance(X_test1.iloc[i], rf_clf1.predict_proba)\n","\n","# Display explanation for the Random Forest model\n","exp_rf1.show_in_notebook()\n"]},{"cell_type":"code","execution_count":29,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer for Random Forest\n","explainer_rf2 = lime.lime_tabular.LimeTabularExplainer(X_train2.values, \n"," feature_names=X_train2.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_rf2 = explainer_rf2.explain_instance(X_test2.iloc[i], rf_clf2.predict_proba)\n","\n","# Display explanation for the Random Forest model\n","exp_rf2.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["### XGBoost "]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 0.94 0.55 0.69 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.95 0.77 0.84 27770\n","weighted avg 0.95 0.96 0.95 27770\n","\n"]}],"source":["xgb_clf1 = XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n","xgb_clf1.fit(X_train1, y_train1)\n","y_pred_xgb1 = xgb_clf1.predict(X_test1)\n","print(classification_report(y_test1, y_pred_xgb1))"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"data":{"text/plain":["Index(['user_id', 'purchase_value', 'source', 'browser', 'sex', 'age',\n"," 'ip_address', 'country', 'lower_bound_ip_addres',\n"," 'upper_bound_ip_adress', 'signup_purchase_diff', 'transaction_count',\n"," 'hour_of_day', 'day_of_week'],\n"," dtype='object')"]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["X_train1.columns"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[],"source":["# Save the model\n","import pickle\n","with open('../models/xgb_model.pkl', 'wb') as f:\n"," pickle.dump(xgb_clf1, f)"]},{"cell_type":"code","execution_count":19,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 56656\n"," 1 0.96 0.72 0.82 90\n","\n"," accuracy 1.00 56746\n"," macro avg 0.98 0.86 0.91 56746\n","weighted avg 1.00 1.00 1.00 56746\n","\n"]}],"source":["xgb_clf2 = XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n","xgb_clf2.fit(X_train2, y_train2)\n","y_pred_xgb2 = xgb_clf2.predict(X_test2)\n","print(classification_report(y_test2, y_pred_xgb2))"]},{"cell_type":"code","execution_count":20,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for XGBoost model\n","explainer_xgb1 = shap.Explainer(xgb_clf1) # Use the SHAP explainer for XGBoost\n","shap_values_xgb1 = explainer_xgb1(X_test1) # Get SHAP values for test set\n","\n","# Plot summary plot for XGBoost model\n","shap.summary_plot(shap_values_xgb1, X_test1, feature_names=X_train1.columns)"]},{"cell_type":"code","execution_count":21,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for XGBoost model\n","explainer_xgb2 = shap.Explainer(xgb_clf2) # Use the SHAP explainer for XGBoost\n","shap_values_xgb2 = explainer_xgb2(X_test2) # Get SHAP values for test set\n","\n","# Plot summary plot for XGBoost model\n","shap.summary_plot(shap_values_xgb2, X_test2, feature_names=X_train2.columns)"]},{"cell_type":"code","execution_count":30,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer for XGBoost\n","explainer_xgb1 = lime.lime_tabular.LimeTabularExplainer(X_train1.values, \n"," feature_names=X_train1.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_xgb1 = explainer_xgb1.explain_instance(X_test1.iloc[i], xgb_clf1.predict_proba)\n","\n","# Display explanation for the XGBoost model\n","exp_xgb1.show_in_notebook()\n"]},{"cell_type":"code","execution_count":31,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer for XGBoost\n","explainer_xgb2 = lime.lime_tabular.LimeTabularExplainer(X_train2.values, \n"," feature_names=X_train2.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_xgb2 = explainer_xgb2.explain_instance(X_test2.iloc[i], xgb_clf2.predict_proba)\n","\n","# Display explanation for the XGBoost model\n","exp_xgb2.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["## Decision Tree"]},{"cell_type":"code","execution_count":22,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 1.00 0.55 0.71 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.98 0.77 0.84 27770\n","weighted avg 0.96 0.96 0.95 27770\n","\n"]}],"source":["\n","dt_clf1 = DecisionTreeClassifier(max_depth=5)\n","dt_clf1.fit(X_train1, y_train1)\n","y_pred_dt1 = dt_clf1.predict(X_test1)\n","print(classification_report(y_test1, y_pred_dt1))\n"]},{"cell_type":"code","execution_count":23,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 56656\n"," 1 0.89 0.74 0.81 90\n","\n"," accuracy 1.00 56746\n"," macro avg 0.95 0.87 0.91 56746\n","weighted avg 1.00 1.00 1.00 56746\n","\n"]}],"source":["\n","dt_clf2 = DecisionTreeClassifier(max_depth=5)\n","dt_clf2.fit(X_train2, y_train2)\n","y_pred_dt2 = dt_clf2.predict(X_test2)\n","print(classification_report(y_test2, y_pred_dt2))\n"]},{"cell_type":"code","execution_count":24,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for Decision Tree model\n","explainer_dt1 = shap.TreeExplainer(dt_clf1) # Use TreeExplainer for Decision Tree\n","shap_values_dt1 = explainer_dt1.shap_values(X_test1) # Get SHAP values for test set\n","\n","# Plot summary plot for Decision Tree model\n","shap.summary_plot(shap_values_dt1, X_test1, feature_names=X_train1.columns)"]},{"cell_type":"code","execution_count":25,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for Decision Tree model\n","explainer_dt2 = shap.TreeExplainer(dt_clf2) # Use TreeExplainer for Decision Tree\n","shap_values_dt2 = explainer_dt2.shap_values(X_test2) # Get SHAP values for test set\n","\n","# Plot summary plot for Decision Tree model\n","shap.summary_plot(shap_values_dt2, X_test2, feature_names=X_train2.columns)"]},{"cell_type":"code","execution_count":32,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer for Decision Tree\n","explainer_dt1 = lime.lime_tabular.LimeTabularExplainer(X_train1.values, \n"," feature_names=X_train1.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_dt1 = explainer_dt1.explain_instance(X_test1.iloc[i], dt_clf1.predict_proba)\n","\n","# Display explanation for the Decision Tree model\n","exp_dt1.show_in_notebook()\n"]},{"cell_type":"code","execution_count":33,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer for Decision Tree\n","explainer_dt2 = lime.lime_tabular.LimeTabularExplainer(X_train2.values, \n"," feature_names=X_train2.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_dt2 = explainer_dt2.explain_instance(X_test2.iloc[i], dt_clf2.predict_proba)\n","\n","# Display explanation for the Decision Tree model\n","exp_dt2.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["#### Class Balancing using SMOTE"]},{"cell_type":"code","execution_count":32,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["(array([0, 1]), array([88947, 88947]))\n","(array([0, 1]), array([225994, 225994]))\n"]}],"source":["from imblearn.combine import SMOTETomek\n","\n","smt = SMOTETomek(random_state=42)\n","X_train_res1, y_train_res1 = smt.fit_resample(X_train1, y_train1)\n","X_train_res2, y_train_res2 = smt.fit_resample(X_train2, y_train2)\n","\n","print(np.unique(y_train_res1, return_counts=True))\n","print(np.unique(y_train_res2, return_counts=True))"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 0.99 0.97 25193\n"," 1 0.81 0.56 0.66 2577\n","\n"," accuracy 0.95 27770\n"," macro avg 0.88 0.77 0.82 27770\n","weighted avg 0.94 0.95 0.94 27770\n","\n"]}],"source":["xgb_clf = XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n","xgb_clf.fit(X_train_res, y_train_res)\n","y_pred_xgb = xgb_clf.predict(X_test)\n","print(classification_report(y_test, y_pred_xgb))"]},{"cell_type":"markdown","metadata":{},"source":["## Experiments"]},{"cell_type":"code","execution_count":34,"metadata":{},"outputs":[],"source":["datasets = {\n"," \"fraud_data\": (X_train1, y_train1, X_test1, y_test1),\n"," \"credit_data\": (X_train2, y_train2, X_test2, y_test2),\n","}"]},{"cell_type":"code","execution_count":35,"metadata":{},"outputs":[],"source":["# Defining each model\n","models = [\n"," # Logistic Regression\n"," (\n"," \"Logistic Regression\", \n"," LogisticRegression(C=1, solver='liblinear')\n"," ),\n"," \n"," # Random Forest\n"," (\n"," \"Random Forest\", \n"," RandomForestClassifier(n_estimators=30, max_depth=3)\n"," ),\n"," \n"," # XGBoost\n"," (\n"," \"XGBClassifier\", \n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n"," ),\n","\n"," # Decision Tree\n"," (\n"," \"Decision Tree\", \n"," DecisionTreeClassifier(max_depth=5)\n"," )\n","]\n"]},{"cell_type":"markdown","metadata":{},"source":["## MLFlow with a Single Dataset"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["2024/10/20 13:43:16 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:16 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression at: http://localhost:5000/#/experiments/935012191474515353/runs/66416527b5ad44a0be0886ed9e43b658.\n","2024/10/20 13:43:16 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:20 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:21 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest at: http://localhost:5000/#/experiments/935012191474515353/runs/3c3923af256d4ca4947318c3e70a6fbf.\n","2024/10/20 13:43:21 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:25 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:25 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier at: http://localhost:5000/#/experiments/935012191474515353/runs/019f76c5419a4e24a15a654ad2358b1c.\n","2024/10/20 13:43:25 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:28 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:29 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier With SMOTE at: http://localhost:5000/#/experiments/935012191474515353/runs/b89994c7190a441495941622db7bf9ac.\n","2024/10/20 13:43:29 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n"]}],"source":["# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - Single Dataset\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","reports = []\n","\n","for model_name, model, train_set, test_set in models:\n"," X_train = train_set[0]\n"," y_train = train_set[1]\n"," X_test = test_set[0]\n"," y_test = test_set[1]\n"," \n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n","for i, element in enumerate(models):\n"," model_name = element[0]\n"," model = element[1]\n"," report = reports[i]\n"," \n"," with mlflow.start_run(run_name=model_name): \n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score']) \n"," \n"," if \"XGB\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\") "]},{"cell_type":"markdown","metadata":{},"source":["## MLFlow with multiple Datasets"]},{"cell_type":"code","execution_count":55,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["2024/10/20 20:16:21 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:21 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/8273f777699647a39535d873391b9d13.\n","2024/10/20 20:16:21 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:24 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:24 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/65913aaab7ce49948b90f6752b771312.\n","2024/10/20 20:16:24 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:27 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:28 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/e262b2c32c8442b2a720a086f36a2f63.\n","2024/10/20 20:16:28 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:52 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:52 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/37abcc1c28b54206bffc2f7695ca9d49.\n","2024/10/20 20:16:52 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:56 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:56 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/afef239a5b3845b082ab9368d9621edd.\n","2024/10/20 20:16:56 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:59 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:59 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/bcfb79f52acc4f82bf61298763c208df.\n","2024/10/20 20:16:59 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n"]}],"source":["# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - 2 Datasets\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","# Iterate through datasets\n","for dataset_name, (X_train, y_train, X_test, y_test) in datasets.items():\n"," reports = []\n","\n"," # Train each model on the current dataset\n"," for model_name, model in models:\n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n"," # Log each model's performance metrics to MLflow\n"," for i, (model_name, model) in enumerate(models):\n"," report = reports[i]\n","\n"," with mlflow.start_run(run_name=f\"{model_name}_{dataset_name}\"):\n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_param(\"dataset\", dataset_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score'])\n","\n"," # Log the model using the appropriate MLflow method\n"," if \"XGBoost\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\")\n"]},{"cell_type":"markdown","metadata":{},"source":["## Model Explanation: SHAP and LIME"]},{"cell_type":"code","execution_count":36,"metadata":{},"outputs":[],"source":["def initialize_mlflow(experiment_name, tracking_uri):\n"," # Set the tracking URI for MLflow\n"," mlflow.set_tracking_uri(tracking_uri)\n","\n"," # Check if the experiment exists\n"," try:\n"," experiment = mlflow.get_experiment_by_name(experiment_name)\n"," if experiment is None:\n"," print(f\"Creating experiment: {experiment_name}\")\n"," mlflow.create_experiment(experiment_name)\n"," else:\n"," print(f\"Using existing experiment: {experiment_name}\")\n"," mlflow.set_experiment(experiment_name)\n"," except Exception as e:\n"," print(f\"Error initializing MLflow experiment: {e}\")\n","\n","def log_model_performance_to_mlflow(reports, shap_values_dict):\n"," for dataset_name, model_reports in reports.items():\n"," for model_name, model, report in model_reports:\n"," with mlflow.start_run(run_name=f\"{model_name}_{dataset_name}\"):\n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_param(\"dataset\", dataset_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score'])\n","\n"," # Log the model\n"," if \"XGBClassifier\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\")\n","\n"," \n"," # SHAP\n"," shap_plot_path = f\"../plots/{dataset_name}_{model_name}_shap_summary.png\"\n"," if os.path.exists(shap_plot_path):\n"," mlflow.log_artifact(shap_plot_path)\n"]},{"cell_type":"code","execution_count":37,"metadata":{},"outputs":[],"source":["def get_models():\n"," models = [\n"," (\"Logistic Regression\", LogisticRegression(C=1, solver='liblinear')),\n"," (\"Random Forest\", RandomForestClassifier(n_estimators=30, max_depth=3)),\n"," (\"XGBClassifier\", XGBClassifier(use_label_encoder=False, eval_metric='logloss')),\n"," (\"Decision Tree\", DecisionTreeClassifier(max_depth=5)),\n"," ]\n"," return models\n","\n","def train_models(datasets, models):\n"," reports = {}\n"," shap_values_dict= {}\n","\n"," for dataset_name, (X_train, y_train, X_test, y_test) in datasets.items():\n"," dataset_reports = []\n"," shap_values_dict[dataset_name] = {}\n","\n"," for model_name, model in models:\n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," dataset_reports.append((model_name, model, report))\n","\n"," try:\n"," # compute SHAP values\n"," if model_name == \"Logistic Regression\":\n"," explainer = shap.Explainer(model, X_train)\n"," shap_values = explainer.shap_values(X_test)\n"," elif model_name == \"Random Forest\":\n"," explainer = shap.TreeExplainer(model, X_train)\n"," shap_values = explainer.shap_values(X_test)\n"," elif model_name == \"Decision Tree\":\n"," explainer = shap.TreeExplainer(model, X_train)\n"," shap_values = explainer.shap_values(X_test)\n"," elif model_name == \"XGBClassifier\":\n"," explainer = shap.Explainer(model, X_train)\n"," shap_values = explainer.shap_values(X_test)\n"," else:\n"," explainer = shap.KernelExplainer(model.predict, X_train)\n"," shap_values = explainer.shap_values(X_test)\n","\n"," shap_values_dict[dataset_name][model_name] = shap_values\n","\n"," shap.summary_plot(shap_values, X_test, feature_names=X_train.columns, plot_type=\"bar\", show=False)\n"," plt.savefig(f'../plots/{dataset_name}_{model_name}_shap_summary_n.png')\n"," plt.close()\n"," except Exception as e:\n"," print(f\"SHAP calculation fialed for {model_name} on {dataset_name}: {e}\")\n","\n"," reports[dataset_name] = dataset_reports\n"," shap_values_dict[dataset_name] = shap_values_dict\n","\n"," return reports, shap_values_dict\n"]},{"cell_type":"code","execution_count":40,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Using existing experiment: Fraud Detection Models - 2 Datasets - ML with SHAP\n"]},{"name":"stderr","output_type":"stream","text":[" 99%|===================| 56427/56746 [02:37<00:00] 2024/10/21 13:55:02 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:03 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_fraud_data at: http://localhost:5000/#/experiments/112899431793019675/runs/788b453c22c843d292cab0b0958557f7.\n","2024/10/21 13:55:03 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:06 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:07 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_fraud_data at: http://localhost:5000/#/experiments/112899431793019675/runs/a0d145a62f8444788811c05d98bf9362.\n","2024/10/21 13:55:07 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:11 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:11 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_fraud_data at: http://localhost:5000/#/experiments/112899431793019675/runs/6884c196d2294d99ad19ca5f42e090e0.\n","2024/10/21 13:55:11 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:15 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:15 INFO mlflow.tracking._tracking_service.client: 🏃 View run Decision Tree_fraud_data at: http://localhost:5000/#/experiments/112899431793019675/runs/a67717dde1ea4f69a6ed8ce5040d339b.\n","2024/10/21 13:55:15 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:19 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:19 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_credit_data at: http://localhost:5000/#/experiments/112899431793019675/runs/9151a4b2bd83469b93b35c55ad2f5ba2.\n","2024/10/21 13:55:19 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:26 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:26 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_credit_data at: http://localhost:5000/#/experiments/112899431793019675/runs/41abd9f7d7c443b9aed3e15d828de8a2.\n","2024/10/21 13:55:26 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:30 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:30 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_credit_data at: http://localhost:5000/#/experiments/112899431793019675/runs/621a19ad1aea4ca294724871061aab80.\n","2024/10/21 13:55:30 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:34 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:34 INFO mlflow.tracking._tracking_service.client: 🏃 View run Decision Tree_credit_data at: http://localhost:5000/#/experiments/112899431793019675/runs/ca78bdb5f8ce4eaea5a6f08c1a504628.\n","2024/10/21 13:55:34 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n"]}],"source":["# Initialize MLflow\n","initialize_mlflow(\"Fraud Detection Models - 2 Datasets - ML with SHAP\", \"http://localhost:5000\")\n","\n","# Get models\n","models = get_models()\n","\n","# Train models and get reports\n","reports, shap_values_dict = train_models(datasets, models)\n","\n","# Log performance to MLflow\n","log_model_performance_to_mlflow(reports, shap_values_dict)"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":5896976,"sourceId":9653739,"sourceType":"datasetVersion"}],"dockerImageVersionId":30786,"isGpuEnabled":false,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":".week89","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.0"}},"nbformat":4,"nbformat_minor":4} +{"cells":[{"cell_type":"markdown","metadata":{"_cell_guid":"c53980f3-43e6-4309-b5b3-8c387c94c2ef","_uuid":"ac363b82-57c3-4cb3-87ed-d2c3d463e1a5","trusted":true},"source":["# KAIM Week 8 and 9 Challenges"]},{"cell_type":"markdown","metadata":{"_cell_guid":"9597c964-28b3-47e3-9f51-0691092476ce","_uuid":"977dc833-b4c5-441a-9ca2-d7e8e86bedb1","trusted":true},"source":["## **Task 3: Model Explainability with SHAP**"]},{"cell_type":"markdown","metadata":{"_cell_guid":"87a00a83-d488-4a01-a3c8-2d2d9f956d41","_uuid":"7ffdbba4-f7f1-4b89-92ea-16cc52919bc6","trusted":true},"source":["## Import Necessary Libraries"]},{"cell_type":"code","execution_count":2,"metadata":{"_cell_guid":"98500711-7c8e-4a73-a926-ad743b2ca99a","_uuid":"05984005-6423-4192-8e7f-856e08148d1f","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T11:28:10.886046Z","iopub.status.busy":"2024-10-18T11:28:10.885064Z","iopub.status.idle":"2024-10-18T11:28:12.528653Z","shell.execute_reply":"2024-10-18T11:28:12.527539Z","shell.execute_reply.started":"2024-10-18T11:28:10.886001Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[],"source":["# Import necessary libraries\n","import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from sklearn.preprocessing import StandardScaler, LabelEncoder\n","from sklearn.impute import SimpleImputer\n","from sklearn.model_selection import train_test_split\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.ensemble import RandomForestClassifier\n","from xgboost import XGBClassifier\n","from sklearn.metrics import classification_report\n","from sklearn.tree import DecisionTreeClassifier\n","from sklearn.neural_network import MLPClassifier\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense, Conv2D, Flatten, SimpleRNN, LSTM\n","import mlflow\n","import mlflow.sklearn\n","import mlflow.xgboost\n","import shap\n","import tqdm\n","import lime\n","import lime.lime_tabular\n","import os\n","\n","import warnings\n","\n","warnings.filterwarnings('ignore')\n","\n","# Set plot style for better visuals\n","sns.set(style=\"whitegrid\")"]},{"cell_type":"markdown","metadata":{"_cell_guid":"59a324ba-900b-40da-8f79-ee8f7957ef5b","_uuid":"8c78d907-d277-48a3-951f-ee7f01b6a7a7","trusted":true},"source":["## Load Datasets"]},{"cell_type":"code","execution_count":3,"metadata":{"_cell_guid":"98601976-817f-413e-ad3a-8c7eedb11606","_uuid":"b72ec9f6-c664-4339-8d29-555121dbd61f","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T11:28:15.198096Z","iopub.status.busy":"2024-10-18T11:28:15.197361Z","iopub.status.idle":"2024-10-18T11:28:20.098319Z","shell.execute_reply":"2024-10-18T11:28:20.097043Z","shell.execute_reply.started":"2024-10-18T11:28:15.198047Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[],"source":["# Load the datasets\n","fraud_data = pd.read_csv('../data/cleaned_data_1.csv')\n","credit_data = pd.read_csv('../data/cleaned_data_2.csv')"]},{"cell_type":"code","execution_count":4,"metadata":{},"outputs":[{"data":{"text/plain":["((138846, 15), (283726, 31))"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["fraud_data.shape, credit_data.shape"]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[{"data":{"text/plain":["(Index(['user_id', 'purchase_value', 'source', 'browser', 'sex', 'age',\n"," 'ip_address', 'Class', 'country', 'lower_bound_ip_addres',\n"," 'upper_bound_ip_adress', 'signup_purchase_diff', 'transaction_count',\n"," 'hour_of_day', 'day_of_week'],\n"," dtype='object'),\n"," Index(['Time', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6', 'V7', 'V8', 'V9', 'V10',\n"," 'V11', 'V12', 'V13', 'V14', 'V15', 'V16', 'V17', 'V18', 'V19', 'V20',\n"," 'V21', 'V22', 'V23', 'V24', 'V25', 'V26', 'V27', 'V28', 'Amount',\n"," 'Class'],\n"," dtype='object'))"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["fraud_data.columns, credit_data.columns"]},{"cell_type":"markdown","metadata":{"_cell_guid":"a1c436e7-42e4-474c-8a8f-b00592a274ff","_uuid":"79aa1d6d-a15f-4224-815b-4344da833bbf","trusted":true},"source":["## Model Building"]},{"cell_type":"code","execution_count":6,"metadata":{"_cell_guid":"a49734b2-8a44-42d2-8b30-bd5a916c17eb","_uuid":"ab90e452-bf1c-4287-a72e-c1599293b5b7","collapsed":false,"execution":{"iopub.execute_input":"2024-10-18T12:12:29.677630Z","iopub.status.busy":"2024-10-18T12:12:29.677086Z","iopub.status.idle":"2024-10-18T12:13:18.305808Z","shell.execute_reply":"2024-10-18T12:13:18.304575Z","shell.execute_reply.started":"2024-10-18T12:12:29.677583Z"},"jupyter":{"outputs_hidden":false},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["(array([0, 1], dtype=int64), array([125849, 12997], dtype=int64))\n","(array([0, 1], dtype=int64), array([283253, 473], dtype=int64))\n"]}],"source":["# Prepare data for the model (e-commerce)\n","X1 = fraud_data.drop(columns=['Class'])\n","X2 = credit_data.drop(columns=['Class'])\n","\n","y1 = fraud_data['Class']\n","y2 = credit_data['Class']\n","\n","print(np.unique(y1, return_counts=True))\n","print(np.unique(y2, return_counts=True))"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[],"source":["X_train1, X_test1, y_train1, y_test1 = train_test_split(X1, y1, test_size=0.2, random_state=42)\n","\n","X_train2, X_test2, y_train2, y_test2 = train_test_split(X2, y2, test_size=0.2, random_state=42)\n"]},{"cell_type":"markdown","metadata":{},"source":["## Multi-Layer Perceptron (MLP)"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.91 1.00 0.95 25193\n"," 1 0.13 0.00 0.00 2577\n","\n"," accuracy 0.91 27770\n"," macro avg 0.52 0.50 0.48 27770\n","weighted avg 0.83 0.91 0.86 27770\n","\n"]}],"source":["from sklearn.neural_network import MLPClassifier\n","from sklearn.metrics import classification_report\n","\n","# Instantiate the model\n","mlp1 = MLPClassifier(hidden_layer_sizes=(64, 32), max_iter=200, random_state=42)\n","\n","# Train the model\n","mlp1.fit(X_train1, y_train1)\n","\n","# Predictions\n","y_pred_mlp1 = mlp1.predict(X_test1)\n","\n","# Evaluation\n","print(classification_report(y_test1, y_pred_mlp1))\n"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["Using 111076 background data samples could cause slower run times. Consider using shap.sample(data, K) or shap.kmeans(data, K) to summarize the background as K samples.\n"," 0%| | 0/27770 [00:31 5\u001b[0m shap_values \u001b[38;5;241m=\u001b[39m \u001b[43mexplainer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshap_values\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_test1\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 7\u001b[0m \u001b[38;5;66;03m# Plot the SHAP values for the first sample\u001b[39;00m\n\u001b[0;32m 8\u001b[0m shap\u001b[38;5;241m.\u001b[39msummary_plot(shap_values[\u001b[38;5;241m1\u001b[39m], X_test1, plot_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbar\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;66;03m# For binary classification, shap_values[1] corresponds to class 1\u001b[39;00m\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\shap\\explainers\\_kernel.py:271\u001b[0m, in \u001b[0;36mKernelExplainer.shap_values\u001b[1;34m(self, X, **kwargs)\u001b[0m\n\u001b[0;32m 269\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkeep_index:\n\u001b[0;32m 270\u001b[0m data \u001b[38;5;241m=\u001b[39m convert_to_instance_with_index(data, column_name, index_value[i:i \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m], index_name)\n\u001b[1;32m--> 271\u001b[0m explanations\u001b[38;5;241m.\u001b[39mappend(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexplain(data, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs))\n\u001b[0;32m 272\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m kwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgc_collect\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[0;32m 273\u001b[0m gc\u001b[38;5;241m.\u001b[39mcollect()\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\shap\\explainers\\_kernel.py:303\u001b[0m, in \u001b[0;36mKernelExplainer.explain\u001b[1;34m(self, incoming_instance, **kwargs)\u001b[0m\n\u001b[0;32m 299\u001b[0m match_instance_to_data(instance, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata)\n\u001b[0;32m 301\u001b[0m \u001b[38;5;66;03m# find the feature groups we will test. If a feature does not change from its\u001b[39;00m\n\u001b[0;32m 302\u001b[0m \u001b[38;5;66;03m# current value then we know it doesn't impact the model\u001b[39;00m\n\u001b[1;32m--> 303\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvaryingInds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvarying_groups\u001b[49m\u001b[43m(\u001b[49m\u001b[43minstance\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 304\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata\u001b[38;5;241m.\u001b[39mgroups \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 305\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvaryingFeatureGroups \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([i \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvaryingInds])\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\shap\\explainers\\_kernel.py:511\u001b[0m, in \u001b[0;36mKernelExplainer.varying_groups\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 509\u001b[0m \u001b[38;5;28;01mcontinue\u001b[39;00m\n\u001b[0;32m 510\u001b[0m x_group \u001b[38;5;241m=\u001b[39m x_group\u001b[38;5;241m.\u001b[39mtodense()\n\u001b[1;32m--> 511\u001b[0m num_mismatches \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msum(\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfrompyfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnot_equal\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx_group\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minds\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[0;32m 512\u001b[0m varying[i] \u001b[38;5;241m=\u001b[39m num_mismatches \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m 513\u001b[0m varying_indices \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mnonzero(varying)[\u001b[38;5;241m0\u001b[39m]\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\shap\\explainers\\_kernel.py:496\u001b[0m, in \u001b[0;36mKernelExplainer.not_equal\u001b[1;34m(i, j)\u001b[0m\n\u001b[0;32m 494\u001b[0m number_types \u001b[38;5;241m=\u001b[39m (\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mfloat\u001b[39m, np\u001b[38;5;241m.\u001b[39mnumber)\n\u001b[0;32m 495\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(i, number_types) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(j, number_types):\n\u001b[1;32m--> 496\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;241m0\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43misclose\u001b[49m\u001b[43m(\u001b[49m\u001b[43mi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mequal_nan\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m 497\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 498\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;241m0\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m i \u001b[38;5;241m==\u001b[39m j \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;241m1\u001b[39m\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\numpy\\core\\numeric.py:2350\u001b[0m, in \u001b[0;36misclose\u001b[1;34m(a, b, rtol, atol, equal_nan)\u001b[0m\n\u001b[0;32m 2348\u001b[0m xfin \u001b[38;5;241m=\u001b[39m isfinite(x)\n\u001b[0;32m 2349\u001b[0m yfin \u001b[38;5;241m=\u001b[39m isfinite(y)\n\u001b[1;32m-> 2350\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28;43mall\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mxfin\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mall\u001b[39m(yfin):\n\u001b[0;32m 2351\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m within_tol(x, y, atol, rtol)\n\u001b[0;32m 2352\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\numpy\\core\\fromnumeric.py:2504\u001b[0m, in \u001b[0;36mall\u001b[1;34m(a, axis, out, keepdims, where)\u001b[0m\n\u001b[0;32m 2421\u001b[0m \u001b[38;5;129m@array_function_dispatch\u001b[39m(_all_dispatcher)\n\u001b[0;32m 2422\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mall\u001b[39m(a, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, keepdims\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39m_NoValue, \u001b[38;5;241m*\u001b[39m, where\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39m_NoValue):\n\u001b[0;32m 2423\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 2424\u001b[0m \u001b[38;5;124;03m Test whether all array elements along a given axis evaluate to True.\u001b[39;00m\n\u001b[0;32m 2425\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 2502\u001b[0m \n\u001b[0;32m 2503\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m-> 2504\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_wrapreduction\u001b[49m\u001b[43m(\u001b[49m\u001b[43ma\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlogical_and\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mall\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 2505\u001b[0m \u001b[43m \u001b[49m\u001b[43mkeepdims\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkeepdims\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwhere\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mwhere\u001b[49m\u001b[43m)\u001b[49m\n","File \u001b[1;32mc:\\Users\\hp\\KAIM\\KAIM-W8-9\\.week89\\lib\\site-packages\\numpy\\core\\fromnumeric.py:86\u001b[0m, in \u001b[0;36m_wrapreduction\u001b[1;34m(obj, ufunc, method, axis, dtype, out, **kwargs)\u001b[0m\n\u001b[0;32m 84\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m reduction(axis\u001b[38;5;241m=\u001b[39maxis, dtype\u001b[38;5;241m=\u001b[39mdtype, out\u001b[38;5;241m=\u001b[39mout, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mpasskwargs)\n\u001b[0;32m 85\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m---> 86\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m reduction(axis\u001b[38;5;241m=\u001b[39maxis, out\u001b[38;5;241m=\u001b[39mout, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mpasskwargs)\n\u001b[0;32m 88\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ufunc\u001b[38;5;241m.\u001b[39mreduce(obj, axis, dtype, out, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mpasskwargs)\n","\u001b[1;31mKeyboardInterrupt\u001b[0m: "]}],"source":["import shap\n","\n","# Initialize the SHAP explainer\n","explainer = shap.KernelExplainer(mlp1.predict_proba, X_train1)\n","shap_values = explainer.shap_values(X_test1)\n","\n","# Plot the SHAP values for the first sample\n","shap.summary_plot(shap_values[1], X_test1, plot_type=\"bar\") # For binary classification, shap_values[1] corresponds to class 1\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["from lime import lime_tabular\n","\n","# Initialize the LIME explainer\n","lime_explainer = lime_tabular.LimeTabularExplainer(X_train1.values, feature_names=X_train1.columns, class_names=['Not Fraud', 'Fraud'], mode='classification')\n","\n","# Explain a single instance from the test set\n","exp = lime_explainer.explain_instance(X_test1.values[0], mlp.predict_proba)\n","exp.show_in_notebook()\n"]},{"cell_type":"code","execution_count":21,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 56656\n"," 1 0.33 0.27 0.30 90\n","\n"," accuracy 1.00 56746\n"," macro avg 0.67 0.63 0.65 56746\n","weighted avg 1.00 1.00 1.00 56746\n","\n"]}],"source":["from sklearn.neural_network import MLPClassifier\n","from sklearn.metrics import classification_report\n","\n","# Instantiate the model\n","mlp2 = MLPClassifier(hidden_layer_sizes=(64, 32), max_iter=200, random_state=42)\n","\n","# Train the model\n","mlp2.fit(X_train2, y_train2)\n","\n","# Predictions\n","y_pred_mlp2 = mlp2.predict(X_test2)\n","\n","# Evaluation\n","print(classification_report(y_test2, y_pred_mlp2))\n"]},{"cell_type":"markdown","metadata":{},"source":["## Convolution Neural Network"]},{"cell_type":"code","execution_count":23,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 6ms/step - accuracy: 0.8312 - loss: 716315688960.0000 - val_accuracy: 0.9073 - val_loss: 111595126784.0000\n","Epoch 2/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 6ms/step - accuracy: 0.8322 - loss: 123891687424.0000 - val_accuracy: 0.0928 - val_loss: 207067774976.0000\n","Epoch 3/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 4ms/step - accuracy: 0.8272 - loss: 111425716224.0000 - val_accuracy: 0.9066 - val_loss: 18234636288.0000\n","Epoch 4/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 4ms/step - accuracy: 0.8255 - loss: 38195011584.0000 - val_accuracy: 0.9068 - val_loss: 14081973248.0000\n","Epoch 5/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 4ms/step - accuracy: 0.8303 - loss: 19631792128.0000 - val_accuracy: 0.9071 - val_loss: 8608698368.0000\n","Epoch 6/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 3ms/step - accuracy: 0.8323 - loss: 9136433152.0000 - val_accuracy: 0.9040 - val_loss: 1020911744.0000\n","Epoch 7/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 3ms/step - accuracy: 0.8289 - loss: 4519776768.0000 - val_accuracy: 0.9066 - val_loss: 3618227200.0000\n","Epoch 8/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 4ms/step - accuracy: 0.8303 - loss: 2273403648.0000 - val_accuracy: 0.9061 - val_loss: 411291232.0000\n","Epoch 9/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 3ms/step - accuracy: 0.8289 - loss: 585424768.0000 - val_accuracy: 0.9068 - val_loss: 30704038.0000\n","Epoch 10/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 3ms/step - accuracy: 0.8292 - loss: 180832912.0000 - val_accuracy: 0.9073 - val_loss: 0.2894\n","\u001b[1m868/868\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 3ms/step\n"," precision recall f1-score support\n","\n"," 0 0.91 1.00 0.95 25193\n"," 1 0.00 0.00 0.00 2577\n","\n"," accuracy 0.91 27770\n"," macro avg 0.45 0.50 0.48 27770\n","weighted avg 0.82 0.91 0.86 27770\n","\n"]}],"source":["import tensorflow as tf\n","from tensorflow.keras import layers, models\n","from sklearn.metrics import classification_report\n","\n","# Reshape data for 1D CNN (omit the last two dimensions)\n","X_train_cnn = X_train1.values.reshape(-1, X_train1.shape[1], 1)\n","X_test_cnn = X_test1.values.reshape(-1, X_test1.shape[1], 1)\n","\n","# Define the 1D CNN model\n","cnn = models.Sequential([\n"," layers.Conv1D(32, kernel_size=2, activation='relu', input_shape=(X_train1.shape[1], 1)),\n"," layers.MaxPooling1D(pool_size=2),\n"," layers.Flatten(),\n"," layers.Dense(64, activation='relu'),\n"," layers.Dense(1, activation='sigmoid')\n","])\n","\n","# Compile and train\n","cnn.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n","cnn.fit(X_train_cnn, y_train1, epochs=10, batch_size=32, validation_split=0.2)\n","\n","# Predictions\n","y_pred_cnn = (cnn.predict(X_test_cnn) > 0.5).astype(\"int32\")\n","print(classification_report(y_test1, y_pred_cnn))\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Reshape the data back to its original form for SHAP\n","X_test_cnn_flat = X_test_cnn.reshape(X_test1.shape)\n","\n","explainer = shap.KernelExplainer(cnn.predict, X_test_cnn_flat)\n","shap_values = explainer.shap_values(X_test_cnn_flat)\n","\n","# Plot SHAP summary\n","shap.summary_plot(shap_values[0], X_test_cnn_flat, feature_names=X_train1.columns)\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Explain the CNN model's predictions using LIME\n","exp = lime_explainer.explain_instance(X_test1.values[0], lambda x: cnn.predict(x.reshape(-1, X_train1.shape[1], 1)).flatten())\n","exp.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["## Recurrent Neural Netwrok"]},{"cell_type":"code","execution_count":24,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 5ms/step - accuracy: 0.8281 - loss: 8285799936.0000 - val_accuracy: 0.9053 - val_loss: 4264979.0000\n","Epoch 2/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 4ms/step - accuracy: 0.8255 - loss: 744240960.0000 - val_accuracy: 0.9073 - val_loss: 12354591.0000\n","Epoch 3/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 5ms/step - accuracy: 0.8340 - loss: 12095678.0000 - val_accuracy: 0.9058 - val_loss: 2305167.5000\n","Epoch 4/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 6ms/step - accuracy: 0.8283 - loss: 40863956.0000 - val_accuracy: 0.9073 - val_loss: 844687.3750\n","Epoch 5/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 6ms/step - accuracy: 0.8314 - loss: 743726.2500 - val_accuracy: 0.9069 - val_loss: 12881.2285\n","Epoch 6/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 5ms/step - accuracy: 0.8269 - loss: 58065080.0000 - val_accuracy: 0.9073 - val_loss: 745877.5625\n","Epoch 7/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 8ms/step - accuracy: 0.8297 - loss: 888589.8125 - val_accuracy: 0.9073 - val_loss: 61149.7188\n","Epoch 8/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m45s\u001b[0m 9ms/step - accuracy: 0.8452 - loss: 3726790.2500 - val_accuracy: 0.9073 - val_loss: 0.2828\n","Epoch 9/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 8ms/step - accuracy: 0.8707 - loss: 4207373.0000 - val_accuracy: 0.9072 - val_loss: 29.6448\n","Epoch 10/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 6ms/step - accuracy: 0.9062 - loss: 31.2187 - val_accuracy: 0.9072 - val_loss: 15.6388\n","\u001b[1m868/868\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 3ms/step\n"," precision recall f1-score support\n","\n"," 0 0.91 1.00 0.95 25193\n"," 1 1.00 0.00 0.00 2577\n","\n"," accuracy 0.91 27770\n"," macro avg 0.95 0.50 0.48 27770\n","weighted avg 0.92 0.91 0.86 27770\n","\n"]}],"source":["# Reshape for RNN input\n","X_train_rnn = X_train1.values.reshape(-1, X_train1.shape[1], 1)\n","X_test_rnn = X_test1.values.reshape(-1, X_test1.shape[1], 1)\n","\n","# Define the RNN model\n","rnn = models.Sequential([\n"," layers.SimpleRNN(64, input_shape=(X_train1.shape[1], 1), activation='relu'),\n"," layers.Dense(32, activation='relu'),\n"," layers.Dense(1, activation='sigmoid')\n","])\n","\n","# Compile and train\n","rnn.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n","rnn.fit(X_train_rnn, y_train1, epochs=10, batch_size=32, validation_split=0.2)\n","\n","# Predictions\n","y_pred_rnn = (rnn.predict(X_test_rnn) > 0.5).astype(\"int32\")\n","print(classification_report(y_test1, y_pred_rnn))\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Reshape the data back to its original tabular format for SHAP explanations\n","X_test_rnn_flat = X_test_rnn.reshape(X_test1.shape)\n","\n","# Initialize the SHAP KernelExplainer for the RNN model\n","explainer = shap.KernelExplainer(rnn.predict, X_test_rnn_flat)\n","shap_values = explainer.shap_values(X_test_rnn_flat)\n","\n","# Plot SHAP summary\n","shap.summary_plot(shap_values[0], X_test_rnn_flat, feature_names=X_train1.columns)\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Explain the RNN model's predictions using LIME\n","exp = lime_explainer.explain_instance(\n"," X_test1.values[0], \n"," lambda x: rnn.predict(x.reshape(-1, X_train1.shape[1], 1)).flatten()\n",")\n","exp.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["## Long Short-Term Memory (LSTM)"]},{"cell_type":"code","execution_count":25,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 8ms/step - accuracy: 0.7831 - loss: 33639725056.0000 - val_accuracy: 0.8700 - val_loss: 2446493.7500\n","Epoch 2/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 8ms/step - accuracy: 0.8152 - loss: 7615643.5000 - val_accuracy: 0.9066 - val_loss: 39730552.0000\n","Epoch 3/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m56s\u001b[0m 13ms/step - accuracy: 0.8309 - loss: 80797664.0000 - val_accuracy: 0.9070 - val_loss: 44408115200.0000\n","Epoch 4/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 8ms/step - accuracy: 0.8265 - loss: 4533942272.0000 - val_accuracy: 0.9072 - val_loss: 1699842.6250\n","Epoch 5/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 8ms/step - accuracy: 0.8280 - loss: 1335549696.0000 - val_accuracy: 0.9073 - val_loss: 1587476.7500\n","Epoch 6/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m42s\u001b[0m 8ms/step - accuracy: 0.8528 - loss: 17793436.0000 - val_accuracy: 0.9073 - val_loss: 176200.2344\n","Epoch 7/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 8ms/step - accuracy: 0.8603 - loss: 125772752.0000 - val_accuracy: 0.1023 - val_loss: 3308727.2500\n","Epoch 8/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 8ms/step - accuracy: 0.4258 - loss: 2919348224.0000 - val_accuracy: 0.3671 - val_loss: 1196.9777\n","Epoch 9/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 8ms/step - accuracy: 0.6477 - loss: 6598357.0000 - val_accuracy: 0.9071 - val_loss: 226.1693\n","Epoch 10/10\n","\u001b[1m2777/2777\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 8ms/step - accuracy: 0.8905 - loss: 2312612608.0000 - val_accuracy: 0.7923 - val_loss: 3923302.7500\n","\u001b[1m868/868\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 4ms/step\n"," precision recall f1-score support\n","\n"," 0 0.91 0.86 0.88 25193\n"," 1 0.10 0.15 0.12 2577\n","\n"," accuracy 0.80 27770\n"," macro avg 0.50 0.50 0.50 27770\n","weighted avg 0.83 0.80 0.81 27770\n","\n"]}],"source":["# Define the LSTM model\n","lstm = models.Sequential([\n"," layers.LSTM(64, input_shape=(X_train1.shape[1], 1), activation='relu'),\n"," layers.Dense(32, activation='relu'),\n"," layers.Dense(1, activation='sigmoid')\n","])\n","\n","# Compile and train\n","lstm.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n","lstm.fit(X_train_rnn, y_train1, epochs=10, batch_size=32, validation_split=0.2)\n","\n","# Predictions\n","y_pred_lstm = (lstm.predict(X_test_rnn) > 0.5).astype(\"int32\")\n","print(classification_report(y_test1, y_pred_lstm))\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Reshape data back for SHAP explanation\n","X_test_lstm_flat = X_test_rnn.reshape(X_test1.shape)\n","\n","explainer = shap.KernelExplainer(lstm.predict, X_test_lstm_flat)\n","shap_values = explainer.shap_values(X_test_lstm_flat)\n","\n","# Plot SHAP summary\n","shap.summary_plot(shap_values[0], X_test_lstm_flat, feature_names=X_train1.columns)\n"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["# Explain the LSTM model's predictions using LIME\n","exp = lime_explainer.explain_instance(X_test1.values[0], lambda x: lstm.predict(x.reshape(-1, X_train1.shape[1], 1)).flatten())\n","exp.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["### Logistic Regression"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.91 1.00 0.95 25193\n"," 1 0.00 0.00 0.00 2577\n","\n"," accuracy 0.91 27770\n"," macro avg 0.45 0.50 0.48 27770\n","weighted avg 0.82 0.91 0.86 27770\n","\n"]}],"source":["log_reg1 = LogisticRegression(C=1, solver='liblinear')\n","log_reg1.fit(X_train1, y_train1)\n","y_pred_log_reg1 = log_reg1.predict(X_test1)\n","print(classification_report(y_test1, y_pred_log_reg1))"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 56656\n"," 1 0.79 0.47 0.59 90\n","\n"," accuracy 1.00 56746\n"," macro avg 0.90 0.73 0.79 56746\n","weighted avg 1.00 1.00 1.00 56746\n","\n"]}],"source":["log_reg2 = LogisticRegression(C=1, solver='liblinear')\n","log_reg2.fit(X_train2, y_train2)\n","y_pred_log_reg2 = log_reg2.predict(X_test2)\n","print(classification_report(y_test2, y_pred_log_reg2))"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"data":{"text/plain":["((111076, 14), (27770, 14))"]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["X_train1.shape, X_test1.shape"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"data":{"text/plain":["((226980, 30), (56746, 30))"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["X_train2.shape, X_test2.shape"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAvoAAAK2CAYAAAA/hTjCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3wUdfrA8c/MbrLphYTeQpVAQNqJCCoiUpSmUpRDBJEAJ2I5Tqw/9fQ8MYqiKE3QoyjYaJ6I7UQQUUBQwKACgiQQSqghbXdnfn/M7mR3s4FNCCxJnvfrtSaZ/c7MM5OVPPOd5/sdRdd1HSGEEEIIIUSlogY7ACGEEEIIIUT5k0RfCCGEEEKISkgSfSGEEEIIISohSfSFEEIIIYSohCTRF0IIIYQQohKSRF8IIYQQQohKSBJ9IYQQQgghKiFJ9IUQQgghhKiEJNEXQgghhBCiEpJEXwghhBBCVFl33HEHDz/8sN/3Hn74Ye644w4ALrvsMj766KOAtpmRkcFll13G999/X25xloU1qHsXQgghhBCiAli3bh3R0dHBDqNUJNEXQgghhBDiHKpXrx7sEEpNSneEEEIIIYQ4B9/Snbfffpvu3bvTpk0bRo0axfTp0+nevbvXOj/99BODBw8mJSWF66+/ng8//PCixiyJvhBCCCGEEKWwaNEiXn75Zf72t7+xfPlyrrjiCl5//fVi7f7zn/8wfvx4PvnkE66++moef/xx9u3bd9HilNIdIYQQQghRpa1cuZLVq1cXW15YWEj79u2LLZ87dy4jRoxg0KBBAIwfP54dO3bwyy+/eLW75557zF7+Bx54gHfffZcdO3bQsGHDC3AUxUmiL4QodwUFBWzfvp2UlBRsNluww6nQ5FyWHzmX5cdut7No0SJSUlJo0aIFUVFRwQ6pQpPPZjlSbin5Pb3kGXO6d+/OpEmTii1/8cUXOXHihNey48ePk5mZSdu2bb2Wd+zYsVii36hRI/P72NhYwPh9XyyS6Ashyp3T6fT6KspOzmX5kXNZviwWC4qiyPksB/LZDL7IyEi/veyRkZHFEn2r1UifdV0/53ZVtXiVfCDrlRep0RdCCCGEEJWEcpZX+YiOjqZu3bps3brVa7nvz5cC6dEXQgghhBCiFMaMGcOUKVNo3LgxHTp04IsvvmD16tXUrl072KF5kURfCCGEEEJUEuXXc382t99+OydPnuSVV17h+PHjXHHFFdx8881s3rz5ouw/UJLoCyGEEEKIKmvBggUlvvf888+b3//666/m99988w39+/dn3Lhx5rInnniCWrVqAVCvXj2v9v62cTFIjb4QQgghhBClsHz5cv72t7+xdetWMjMzWbZsGStWrGDAgAHBDs2L9OgLIYQQQohK4uKU7jzxxBM8//zz3HPPPZw6dYqGDRvy6KOPcsstZ5neMwgk0RdCCCGEEKIU4uLivMp6LlWS6AshhBBCiEri4vToVxRSoy+EEEIIIUQlJIm+EEIIIYQQlZAk+kIIIYQQQlRCkugLIYQQQghRCclgXCGEEEIIUUnIYFxP0qMvhBBCCCFEJSQ9+kIIIYQQopKQHn1P0qMvhBBCCCFEJSSJvhBCCCGEEJWQlO4IIYQQQohKQkp3PEmPvhBCCCGEEJWQ9OgLIYQQQohKQnr0PUmPvhBCCCGEEJWQ9OgLIYQQQVJ4spCjPxzm4P8OkrvvDPFtq9E89TJCY22l3pbm0LCfcWCLDaUw1872JfvYv+EIttgwcg7nY7drNO1ek3pXJPLHusO0uLEu1RpG+t+WU2f/tpOcOpTPod25WGwqbXrVJKFeeKnjshdofLX0MEcyC2jWNpK4xFCOHLST3C6ahJqhftfJzXWiKBAebvH7/uEjdrKyCvltTyHXdokERcGiQni4yr9nHWPT9gIcgIYCioLVCmNvjSIyxsriL3K5MiWUu26MxmopW++vU9PRdUDXSfumgO/3Obk6SaVQU8h3wvbDGlsOaNgd0L+llX/3DiMmLPg9zc9+5+CzvdCvCTSJhZaJKi0SpM+3MlN0XdeDHYQQonLJzc0lPT2d5ORkIiIigh1OhSbnsvxcaufys+v+y6ltp9BVQFHMigNdB4cKWBScGMt1BXRFQVMVdFw/qyo6ENkgnILTDgpPOcxlWFV0FHQFNACr1dgHeKyvYI1QGfLmFUQnhhEeZyTd6f87zPKnfzXboijornVjatv42/wOODUHixcvpmXLljRt2pTY2FjzuDRN5/OFB/h53XHCoq3s21VQtG9FQXN9RYFmrSMZ/39JvPlKJj9vOkOBUy86BsU4Vs31fUysStsrIvnsf7mu5QqaoqApoKOgKAo6Ok4U7ApoqntfRiLrUMChuM+fQiGAVSEqQiG1TxR/7RbB0o253LMwlxwdChRjv8m1FP7ZN5LqkSr7Tzi4bVEBZuakuP5j5squ36NrXZP7e0VBVWBke5U3bw5DcS2/0J/NrYectFvgP91rGA27xliwqsG/ECkXyl9Lfk9fdPHiuERIoi+EKHeXWkJVkcm5LD+X0rlc3mAJWq6GDjgteCeFGMmtw2oksu6kUQc0BZyKAqpiLsO1XLNaXBcFRe+Dkaw7XYm+kUAbST6Kgq7rRvKtKOiqCoqCU1W9tq8pCqiuTFbXadgulmvursv8J7Zhz7MBCg5NAVdCrSmgKapP3MZFCq7vjbiNfThUFaeqGMm669idnvt3r6OAU1HR3Rc7QIGiui6Sis6fDjiAAotq7hPXModHWw3IB/P4E+MVdpxSKADsgF0Bu9fvxeO8eiXxPl/dib9vO/Nt43c6sAUsHW7cUbkQn80Pdjq4fYWOw71Prxi9jW8Nb/SqJEUekuh7kfs1QgghxEWU/uI2M8nXfXt+wUxiNaUoqfTqkfNI4t2dx6hFSagCoOm4u511QNE0dF03bxyomm60MZN/z2269qbrRltdB00zlikKu7eeYu79v1GYE4auqeiaggVQdKONpqjFYlR1dzwKqu5KPlz7dupm2m8cHmB1xa/gTvKNCwkVHUXTjfVcveO+509xbUN1xeNO/B2uCxmvtq7zpaLz53EdFQjF6P3XFAUrPomSecJ9fvZddq4BoTos23n2JmVxplDnl6M64z61M3i5K8kH49yfJaQZ28o/luBRzvKqeirJ5ZsQQghRMeyZ+5uRfIN3Au9JAatTx2lxJfwAioJWQvec4rMhBVeur6pm2Y2q6ejoZu+8outoqsWVRBsJr/vCw50SabpRSqO4v1eMEhlFd90V8Nknuoa/pKroYsL4QfM8dlUt1l7xWE/3ughRUAG7bhyHsU+9WI++09XWouk4FVetvg8V0N3b0XXsrpsQBa59WjzaOXHdZfBVLKnXMX+5F9m8nzXGr3ZS6LomKxaDphsXYKJKkR59IYQQ4iJSXAmqayxnsd53z2RbdfW6+y0B8aD7edtdiuPVn+naqY5Rw45H9a6xrKjXW/fYBoqRYBuhlRyLmeP6bNdp8ehNVzxL2hUUPxXE7iVOVxtPnjH466fVMZJy3XXsFh2sPvtwlwS5k31NUbBhtDOKiLypPsfkHY3Pz0HIpTNO6Yxe5ZHkl+Qs1dpaJankdv8G/b2qIkn0hRBCiIuoxg11zPIcRQFVB0UDXdONgaWevdPuqwFdN0pvNN3jDde3ePT6eyzzd3GguDqcNYtaVHfv3p5vz7ifCwx3Ul5UiuNNs1iKXQjoPtsFdy5sXHBYSkgwNVftvO9+zAskFws6Fl1D0TU0dOxK0aBfd9mPRVGMciCP/bvPmzngVzdq+JWSEkJdL6qrCoT7Ig48LnLOXitfVk+sdZy70TnYneUQiLjkSKIvhBBCXESxLWLNQbFu7p5nX5qlqEfeqDt3lem4kkhd19GKl54X61X35E7g3WUxnttXnOfqEi7avqppZvJrlMsUBaHiuihw1dn7xuJUFGM2HHfPvHtbHpm0Amb5jO7xVXMtN/fv2pfFtY7mm1S7lof4XJzouGrxVaMXPlQxLjpsUOwugwbFL4z8HFcxHmMV/F14zfyh8OzrB8Du1Fm8w88bvqGd4+Ii9jUn1y528MPBwD4DomKQRF8IIYS4iA7972CJ7ykencaaQrGaancCrbq+11UFVNVvWYLidBZLbD0H/3r22Lv36Zk84/m9H6oOVk3DqPxXUBUFVdONiwVXeZDumrHH4lOepLmSfHcbVTHuEqiuNppSdLyqa1tO10tXFRTFSPYtHnc5dIyZclDc9wo8jhsjqfdU6HPHQgHCXec2VgebrpslP2Znt2eybl44eHTzKz5tzlFyNX6lg9Cncln/51mbndXpQsgvKTd311L5my3IR4ETvsmAKxdpkuxXIpLoCyGEEBeY7tTYPT2dj+ss5ujqA6hO/0m0pmLOoKOXkJT5DP10LSu+LQVQdM2YcQfdSPJV1UzE3esXDZR19a47NXA4jRIWvzMC6eZgWg3QVYuZtJvxabrPIFqwuGbL8eyd1z2K7N27Mtr49IS7X34GALvLnRwY58x9EYTuilMxXr71/P7GNbiTIgsQqXuPJSh+20QpOgnu2p9zJPbekRsx2p3Q8x348WjZptWsFq5w1ud+BRyTKyTgga8k0a8sJNEXQgghLrAd/7eFHY/9iDPX6Rogq6BqFBuEq6CYJTm6uybGg5lcu76aJSae9eCuH1Hd1ebGzDl4PIgKTSvqsffpgVbANVuPZ0lN0V0G98OuUI0ZeCxOB+YjeTyTcn+DaF095hbdO5HUMMp5nIox5FfFNRDZ8xhLoKKgoZhz7xvLjCkzPTN7h+J98eQ7QNfdxj3oOBcoUJSi3nzP0h9/Nfd+xhN4/k5MZgwe4yFQmLUz8azHeTb+dnM+1h+EZrPPv+4/OJSzvKoeSfQrqdTUVPr16xfsMPx66qmn6NixY7m1E0KIS5mu6+x7a5fHVJGYk7OoGihOHV11Td9ozl0PFs1d5475cs9C436yraIU9dArulE2o2u6mXgaNfzGn3p38o+qoKIYZTJ+enudFgtYVHOOec9aewWPefdd3OU1fh8i5XkePL73TN7dpTy678OvXPs1kn6t+EYwEmQF/0m77759+6hD9aL5+nWMaTXtrlp/KxCBq1zIJx4vnvmj+Z5nG911UeVzgeC5Addbu0+FnfUYzkqh2LkpCqFsVwG7TsHDaypqsi/cZB79Suquu+4iPz8/2GEIIYQAnHmuhMknIXbniU5dN59W6/meqoPTnWcqoCgKGrpRLoN7ueI1UFR17UbX3HPgK0byb/Wp99dB03R0j7oP82LAg2cOqep6UeLr1cY7mVR1cHrM224k896lPKrTgcNiNbbnb1YexRizoGEk35quoSuqcWyuBsVmKPLdRgkXM+73Q3QdFYVTihFfCMY0k04wn5hbIt+33PXwOv67UTWdkmtsdCJC3MOMS0/BfymSsV9co7hL36M9ZSM8f22ZQhKXCEn0K6krr7wy2CGIikTXocAOO/405lirGQvjZkF6BiTXh8GdoWdbaFC9+Lobf4cJs2HHfrBaYVgXQn7Pos36X7FYFLBrYHeA1WLsp9BjDjcFaFEH4qIgPspIVh7sC9e1KTnW7FOweitkZEPWcQgPhT2HIKkG5BXCFz8Zcbuf2xMVBndeB6Oug0+2gMMJthCwqhAfCZ/9DCdyoEYs/PwnVIuEy+oY663facQ7tjfc1B4OnYAGiZAYC2t/gcxs6Nwc3lgNFhWGXQ1Na8NXP8Osz6BtIxjSBVo1KH4cBYXw/EewOwvy7bBpN4RaYUwPo/2itXDoBOodVxNRcAolNwya1oHfDkLax/D9Ljieg+7OAi0Wozwj1AoRNggLQc+xg8MB+U70yDD05rXgt0PoDh0ibVAvDr1bC/j5INSOwfJ4b9h1FPtr36B//TvYnei6Ak5XEtqwGjSviX66AOLDsSRGEXJ7ewo/+w37a+vR7e4nkSroNSKw9mqBYrNCqBX7//5AO12AnusAu4alfR2iZ/fnxN0rcK7PNKpIjJUNiRHE/Ps6nMcLcP56HGub6hRsOYwSHYK1fiyOncdwHMmj8MBpnKft6NkFAFjb1cC5/wwFe0+CHZToUKzN4lASbBTsOoWlsIA/YtLRjhXgyLVjjQ/HWi0MW6eanFq9H8fRAtDB2jCKwmOFOI7ko9tdH6cwC2pkKJEt47hsSXeskVaOf5PF7v/bwpktx0FRiGgTR3SXmuRsPU5Igo3Iy+M4uPRPsOsoFn+V9K5DduI3x9PQzZlxwEi0NVTvPmM/D0HSdR3NYim6AHCXlvjbu2cyXNJMPVCUVPtJnv2tpei6a/5y18WKn4HF5uDgkhJyxfNCQzHzZ83jAsi9f8Xd0NVJbgevCwsLHoNqKSqtL3Qdm3mOXZspsS/bPQBXOVtRRAlJtb87H64f60Xk031+CNuy89B1BVsIRIUazbPzFOyu6wQF43/zno0VhqVYyM51um4YKFW1OsXL2ebLr4qnR9H1Mt7TEaKMnnrqKT7++GM2bdpULu1EGX22BQa/CKfyAl/nL03g2lbwxc9GYn7qDGz+o/xjU4B9s6BeIsz+DOZ/Den74Xhu+e/rYkiIgiP/Mf5ib/wdHlsEn/98jpX81ZUqYFYQe7fVUdGLHmlkvmOkJKpZcmEOdHRty/tn9zrGz5rP9nSP99378l2m+7Q3XhY/f3wV13SMxjqa1zF770sz96OaywBzfc9lYDwFVfM4TzruBE/12W7RNjXXeXInlO5lTvP8Fj1wx71u0fpF7d37110JttOVYeqK8VRbp1VBt6jeA08V4317iHfPtobRvthTXxUFZ4il6Fjc2/K4I6ApClpoiLmOZvFI+AH34Fmn1XsgrQY4Q6xec+HruMp5lKLj1CxqUcUKrvp3i9V7HQV0i6VoHZ/BtA5FwWGxGOdL8XecRXE6VBWn6p1Yu+v6zbnwFShQi2bzsSuKMXWmR/t8XOMPKCqDcgKnLcW3fVpROKYqfqfrNM+lT0zm03/9Dt6l6D3Ptp7rmtv1d9Hj8b7v/nCtU1Ime9bRumenT6pYfcKacmeJ76n6fy5iJJeGivXbEwFLTU3l4MGDrFy5ktTUVKxWK7fddhuvvfYaBw4coGHDhowePZrrr7++TNvfuHEjCxYsYMeOHeTk5FCtWjW6du3KxIkTiY6ONtulp6czffp0tm3bRmRkJEOGDMHftWUg7Z566im2bdvGbbfdxhtvvAHAv/71L6666ioOHTrE66+/zvr168nNzSUpKYk77riDPn36mOvrus6bb77JqlWryMrKIioqik6dOnHPPfdQq1Yts90HH3zABx98wP79+wkLC6Ndu3aMHz+eJk2alOlcXZJmfQbjZpZ+vY27jdeFpgMNxhq97o5KMPtDdg6ot0KHJrA50PNXUm9hST2pit/3/b2jeyXBxS8oinpQKbbcWEf309bdc+oaRIrqsaZXdbZ5AVDUVjHTdXdC7m7rTuWNOWC8t6jinv3FO37VFaNuxmRE4zR/Krpk0rzqLLwflWS8r7gulIqOVTcrw70vutw9wQrGvzfG1JfgHuBq0QCnjiOk6IxoSlGCrrie0Goeo2tdTwqu8hl3z7BnbqcZtf5GKQ9GbbiqGrX8HifOuHOi+5/Zx5Wgelabez4t1zxOp4bukRwbvyNXGOAaBwC6ppkPvnL3mrt//073GAB0rxsJmlJU5lN0MVPS51rHqajm+yE6ONBRFIUQXceuu3vuFWO7qlqs9MjiOqee594BnMJV3kQJdxt8/5QproXunn5z4K7rP8WSd9enxd8FQSB8LxRKKg1S3LH4uVColCr9AZaKJPpVxJ49e5g8eTL9+/fn1ltv5eOPP2by5Mk8++yz9O7du1Tb2rBhAxMnTuTyyy9n7NixqKrKhg0bWLp0KadPn+b5558HYPfu3aSmphITE8Po0aOx2+0sXLgQu93utb1A2wFkZWUxd+5cUlNTOXLkCK1bt+bIkSOMHDkSXde57bbbiI6OZs2aNTzxxBMcOXKEESNGADBv3jzmzJnDkCFDaNq0KQcOHGDx4sWkp6ezZMkSLBYLq1at4vnnn+emm25i6NChHD9+nHfffZexY8eybNkyoqKiyvgbuMSML0OSHwyVIcn3FHCSH/gfKiNxcidcxS+iFVzlH17pvu7xvf/9+SbPxbda1FvuvnDwbK3jkVjgneAVJduKmTK7Wcxk3/sCQ6V41Ge7Ra+a2zH4+yR5J+/+zkHx5UUXCCXzmv1Fc51/i2I+mEl16GhWI/H1rI9X/CaDxWMC40LCs/4dpShWXcWYRhMdNCeo3n/qzU+ArhsXAxaL13uKXjQ1prHtki8e3ft3D9jVwShj82in6rpRnaN43OVRjMG+7sssTfHctmI8FAyPKTpLKBfyTPKL9mfMmW93bd/9CdM8jkXH8/NozMevebx3TMG8WAnBVQbk7yT4+3X5K0Pyd92uc87ft999em3gHOsrFI8lgNVE5SGJfhVx9OhRHnzwQYYNGwbAwIEDuf3225k2bRo9e/ZE9b39eBbvvPMONWvW5I033iAkxLg1PGjQIEaNGsV3331ntps1axaKojB37lyzx7xHjx5mDKVtB1BQUMCTTz5Jz549zWUvvfQShYWFLFmyhMREY3qyIUOG8PjjjzNz5kz69u1LtWrV+PTTT7nqqquYNGmSuW7NmjX58MMPOXjwIPXq1WPVqlU0btyYp59+2mzTvHlzXn31VXbt2kXbtm0DPk8XSkFBAU7n+T2rPFyXf+cvbSVVVBZf7n+Jv99uUVZiJHq+abO/9oEonu240yV/5TrujKfocqP4uoqfdRWv+wi49lDyxYju8/3ZL1x872L4vhPoUu8Bp2ZbDZwhmEmdqgEOHUeoTzsdrySxpMGV7pIW969a9ymJUTTQPAZfqk6n0Suveifgxjf+eqpdv5mzDGT1PAEKrifd4r/n3bigsXhdVmq6jqqB030HwqNnW8HoZdd1cKhK0Sfa89zgUQ5UfI/YXTP4uN+14P379Uz6AeNpuJqOU4EMVcHhc678fz4C/H+kFH9fgbP/L3y2dv7+dztvOrm5518yGRFRtmcEiPMniX4VERUVxeDBg82fw8LCuPXWW3nllVdIT0+nVatWAW/r5Zdf5vTp02aSD3DixAkiIyPNfxA0TWPDhg106dLFqywmKSmJK6+8km+++aZU7Ty1b9/e/F7TNL7++ms6duyI1WrlxIkT5nvdu3dn9erVfP/99/Tp04caNWqwadMm3n33XXr27ElCQgK33nort956q7lOzZo1+f7775k9ezZ9+/alTp06dO3ala5duwZ8fi607du3n/c22p+7iQg6f3/tjf75orp08CwfKTmB95+i6OZ73vvyTsD9xeEujCk5PfbHfw98YN2LZ+u9991OUU+tEeXZHhpaVN6jFzvuoq35npvSXIq5KzeKJ/+KZpT3eK5jcehG8usauOt+Uq65nlLUS+6uTfc9NYo7ELXoc6G6Smh841BdD5Uy41cUc1pNY3/FBxD7T+hd23ZfgHgsdvrptXbfy7FouvE0W2vxNsZ+jNbuY7Yr7rWNk+FvFqCSZvHRAIumobre81xPwUiICn2Wu1l03Ric61kn7/74l/TR9KwKKw1/Fy/n1fN/ftLT0897Gx06dCiHSAIl3VieJNGvIurVq+eVmAM0aGDMBHLw4MFSJfoWi4XMzExmzpzJnj17yMjI4PDhw15tTp48SW5uLvXq1Su2flJSkpnAB9rOU3x8vPn9iRMnyMnJ4euvv+brr7/2G29WVhYA999/Pw888AAvvfQSU6dOJTk5mWuuuYaBAweadwLuvvtufv75Z2bPns3s2bNp3Lix2cZfjMGQkpJy3j36erQN5XRBOUUkLgzfqfZ8/3ipfpcX1b1b/LQtzvviwEhv9WK97iWt53mx4B1HIEl9SYl08d744qUyusd/FZ+fQTHr9F3Pd/V7l0DzucvhOWYA3IN9wffuhHsmGb9H59MrD66yFN+yE1fCrjiN22vuEh53HJpHwu15yeV1fsw6fX+JdLF823hCrsVzWk6j197s8fet+YZiD6vSwVWCpPgs8+5BN4/d40KlpIsg3V2a40P3uGsBxqc41HVhoKlFyb/T83yXMP2nUeZTdE5DgXx3iZKLAyhUFBJ0OINOns+FgNfv1WN/5s+e+3WXVnkdm8f77m89piD1Wu55OkpK8gPNZ892ZyYAycnJZV5XBJ8k+lWEb5IPRm84UKqyHYAFCxYwbdo0GjZsSLt27ejevTspKSksWbKEVatWAZgzNviby99zkG2g7TxZPP5QuY/h+uuv55ZbbvHbvm7dugA0a9aMpUuXsn79etauXct3333HzJkzWbhwIW+//TZJSUnUrFmTd999l02bNrFmzRq+++473n77bRYtWsT06dMvcq+Efzab7fw3cvhtiPmrMfVladVPgIxjxkBZHWO6ygshJhye+yts+A3W7ID92RdmPxdL2yT4x0BIWwZb9wawguLz1Z3xFKXYis80i8XXPVvPszu99xxQqnj87JtEe/aWuy8E3Om1hu4zMLWorftSwv21qCrf+44CPr3vnj30/hPuoi16H7Ob5tHOGLirmetrHufRc32vem68z6RO0cWB52/CO2IdRcMYFIuROGvuie09SnI01ww7qmtFp6t3H1wXC36OSMGVOLsuClRdN6YlVbyTRR38Js6eg0PNXnnXIGDcFwHFuu+9k0Tf2XHc+9PBHPzrG7Oq6TgU93a8k2FzgK6uF5/px88EU0Xn3Rhc63A/ZMtsoBCiG6VBvkm87zMKLBRNoakBZ1xP+rUCsbrxG8/3KBUqlsh7zZ4TQCLtdS7dFwqAUzeCKWk77oG0geTqJd1h0HXX8gC3Y1IqXNnNue/+VS2S6FcRBw4cKPYP6Z9//gkU9ewHoqCggFmzZtGxY0emT5+O1Vr0EZoxY4b5fWxsLJGRkezfv7/YNjIyMkrdriRxcXGEhYXhcDjo1KmT13tZWVns3LmT8PBwnE4nv//+O5GRkVx77bVce+21AHz++ec88sgjLF26lAceeIBdu3YBcMUVV3DFFVcAsHXrVsaNG8fixYsviUS/XITZoPADyMkz/gDkF8Ko6XAyF/44DEdOes93b1Wh31/gpZHQqGbRcrsDJi+AWasht9Bc7NuTWCpWFW7uBEsmGX/07rmx6L1TuXDt47Btn/HHMVAKxtz5FowC56hQyMmH/ACe+mhVIDzMOEehFkiIhhO5EKIazxzIKTAGHyqA0+nqiFcgNgquugzeGAv1Eoq2N+wa4+t762D0G0YcJdLRYsIpiAzFdroQNb+wqHtb1/BMgN3FEB5r+ixzP1hA8Uhs3SmTbiTqrqxTMQqYzbTcc4tedwoUjGkkPT4q7m2biZFPobk7OXftyfXV/2BhHQUlVEWtFYl2ohD9lN3o7TaPQzGyYt29TtGFgrvXXTfPTVGExfflPcuM9x0EDb3YudVRQi3GoFW794WCcRmjoLseUqRbFZQQFc2pm5Og+06ZCZj16mD+GvD6P8njIsE8Q64LBd2pFT1V1h2JphudJZ7Js/tz6mpjPIzKSN7d04Hifrquqzda8xkIq+iuGXI8EmCnefTFrxPcnzJVL15PryvGgGTV9b1frgTVq5DqXLOCK8agbgdFF492P73iqq6b5/K0Wvx3Eq7DGaVoGk7vRN99cGf5F66kpN2z/MdNAxQNxeI9xavXevis55nUu2Px955nzO43JBeuMiTRryKys7P5/PPPzUGseXl5fPjhhzRo0ICmTZsGvJ2CggLy8/Np0KCBV5L/66+/8uOPPwLgcDiwWq1cd911rFq1it27d5tTUx44cIBvv/3WXE9RlIDalcRqtdKlSxe+/vprfvvtN5o3b26+N3XqVL766iuWLFlCTEwMY8eOpV27drzyyitmm5SUFKDorsbkyZOx2WwsWLDAvHPQokULQkJCvO4kVBpR4cbX6Aj4+PHSrx9ihamjjJeHvNxc0tPTSU5ONnqDNA2O5UBijPf6doexjUDFRMCWqWdvcyrXeJpMWGjg2w2GIV2N1znk+55LD0rWCYgMhegI9DP5KCFWlNDy+WddP50P4SEoVuNzr9udKCH+/x/Q7A7sS37G0rEe2ql8VE3H0qmBV8fCOfdnd6Ln2lGiQtEOnUFNjEAJLd//53LPci5LjEvXwamjWMtSbF3k41qLceY5jRlxzrY/jDsAvjmlu/cbVcHi6rHWPMp9fBNlxXMd1zZ033noXcmh55N1za241vWcNtP9vurUcKiKa2YfQLUUXXz4Xly4t+XnOH3j8aW6OqEd4PVgLVVRsOoadkXFtyRLdx2XgnvArftCQy92oWHcaDGeHuxvUG+hO344e0LvL6k+10df0Yv9kvvVP8niv8aVqQf9ryvsvONZSl/S/pWzvFdpVPoDLBVJ9KsIq9XK008/zc6dO6levTorVqzg0KFDXklvIGJiYkhJSWHFihVERkbSsGFDdu/ezfLly81kOTc3l5iYGMaNG8e6detITU1l2LBhWCwWlixZQkREBIWFRb2/gbYryb333sumTZsYM2YMQ4YMoVatWqxbt461a9dyyy23mBcPt912G3PnzmXSpEl07tyZ/Px8li5dSlhYGAMGDADgjjvu4Nlnn2X8+PH06NEDXdf55JNPKCwsZNCgQaU6V8KDqhZP8qF0SX6gYirWbebzUivO/FaJDCvXTSvR3tsrKckHUEOs2Iaf3xBvJcSCEmvsw1In+hytLx5FUfwOFC2t2v3qk/neXlePNMV6251KUTmN5vsMJlwPh/JYrmIk+2ZdvJ8Euyj5N0pSVIeGZi26ilDdJS7+Em5XhqvqOk6fkhwdjJ8Vxbxv5NnjXHQ3x6iX1zzuFhTdmSiKtaT4FYoScc8yGfc5DNGMaUudHndl7ErRtovuDfmfElV1bc+zndsJBfJdZTxGdU3xCwUvmu7Rq64UO96ig3X97GcIzk/Hyv5vV677quScFxiSBFc1kuhXEdWrV+fvf/87r7zyCkePHiU5OZk33njDawabQD3//PO8/PLLrFixArvdTq1atbjzzjtp1KgRDz30EBs3buT666+nVq1azJ07l2nTpjF//nxCQ0MZOHAgAG+99Za5vUDblaRevXq8/fbbzJw5k6VLl5KXl0fdunV54IEHuO2228x2Y8eOJSYmhhUrVvD9999jsVi4/PLLeeaZZ0hKSgKMaUetVitLlizh9ddfR9M0kpOTmTZtGh07diz1uRJCCIC2r13J0bWHyDuUVyypBJ9eeX+DSf2UlhQVHoHi1NFddd662d771oACxkw/HncC0CmaN78EVk3zGuCqWYqePmsm6eYGjQTf/cAw3aKiqx5P0fVTdqPgmsce1wPEUIpKlPzUrbs7pXWMWXQ0iwX32A/3cqe7lStIf/cOzJIcH4XgXZvvEd9Z6/J1vAfOuktlzlqWVPRedkHZU7LvDgTQqAw5/mOdzt1GXNoUvaQRj6LS8HxKrhAXQ1lKJIR/ci7LT7DPpSPXwcd13zPKUHxqxp0KaFbVLN3xTLw1xTVFpc+AW88Hc+mA06qaA3rd9fW61Tt51BXQrEVdyU7Xk3M9n35bdKFgJPNOd9mi+2dFQbOoxQbPaoqC0+PiQlfAbrEULxkCY556xTt+u2u7XucFsPseg/ulKDgVsLu2VeAaoOt0jy1QvMdeFCpFzznQgAKKyodyFIVC17nLBU6pxpOU3WVLZq+/O2ZVLZ44K0qx36vJz4Ua7s+B62KkbbVcvk2NKNNnU3neXrRNz6/+4gjQG9fD+HYVrz/YoYwu8T2rPvciRnJpOL+iQyGEEEIExBphpc+uW/z+5VV1XHXxmOUkCq4ebqWoN94YZFv00Cxd13GqSlG9vkffnarrRb3tLrpPcl60bc18mQktxoWAZ0KuYMxg5Dv+wt2zb955UIwjUEroSjTn6nfFaMd/zb4KKLr3XEye8YExF78TY8pN8w6AR7yKezuu9dx3IkIxBlZrQIhubEPHeBKuputFdwV8BmMbvfT+Dsr/seJxnMWXG19qRMDzfzn3BBTnpPt89RfHOcy5AfRJ1gqZ5Ivi5LcocDqdHD9+PKC2UVFRhIWVby2wEEJUFbaEMCzRIThPe8/4pACaR1kNuJJ8j4deuTkxEmV3eYzng7HQ3YmweyMauHrk3T317lRP8+i1B5/adk3zro0vFm1xmuIunilqpeia62rC486DTzmRBsZDrHTNdRHjcTfBNSBY0zXjbgGY73lNgepOpN091r41/7qOQ1W9y2903bhIcF00aR51+BYUis/J5VG24+8tzzn1i63mP64726r8rVMIKdUKSE8v+1TFFtylSGXeBFbg6L0qsbaK3gd8HiehEpJEX3Do0CH69+8fUNsnn3ySfv36XeCIhBCi8tL9dHO7e9d9l/ljwRgcqrhnzPGh6Lo5vagra3ft15VAe07DCB7LfC4YSur9dSfVvncH1OIDtjW1+DgBz6fxGqVKiteMk4qu43DV6bsfmmVMOarhUFVzSk/Pi4cQHeyuvnr3U3fNAc+6jsPnGN3HbXEdY6ium9ONKopCqK5T4DehV8xtFksoXXcxitXqn8XbtxodZ66HypeZzQq5vlcm/gbnnmXA7qn7LISHSJJc2UiiXwXMnj37rO8nJCTw+uuvB7Qt9ww2QgghysaWEEbeqTNFM8tg9N5b/fYiF2ckw+6ym+JP/HXnmrrqXUfv7j13Tzlp3EXQiiXj5j6g2EBdM/X3s1zRNXTFO9n3eyHi9T5+942rB16lqFzHOBbdq2ffM6pQTadA9Zhhx2PgrFXXKemJFeZWFAWn4lGb7/PEXfzE6r2hcyTJvkl2OY6Q7FAL1vpW/pQyZ1cV36mARGUgib7AZrMVe9iUEEKIC6PmdTXZ+8ceIxl1V0m4atYtDh1niLveHq9pOD3zQkUHh2LMUOM1baWuo7kG2BbrVdaNlNmzvEYF0DSjFt8PVdfRnU40pWiaTF1VzN5vz+RW1XWcrh5yd9Lsj27G4p97oLHqGjRrjhfA46FbXhcwinksimaU3/jeHVEUxe9c+mbNvlK0jULAqiiEg3k8Gq6n6Gq68eCzs2XRJb2lBNCmjGb0stJ2ngPH2abYPMeFSGmee3EpkyfjeqvohVhCCCFEhRLTPM74xt1DrBRPvA26+V8zLXbXrquY00katwSMgbqKqw1+Enfd3Kk3s8bdp61nzb7iis2dTDsVj3aAhoKmqGZb98Bcr/p5jwdnqbpuPJlW8zNgGLDqxtSZFo/3zQG1JdAx+qNLuoSw+tmP5nrp6FhdJUIhGHcyQoEwdOOhYe46+5ICcA2m9phHtOi4PPd7gZLpVtUVcv5uYXx7hagQjzd8BiefTahFUsLKSH6rQgghxEXUYGhjo6e6hElYLE7Aqbnq2fFKFI0BqhQl8rqOohf1YZrTU/pJarFYvGbl8aRoGu757zWlaK58c32PEhYVqNU0AnDtW9fRfWbGUcC48HC19yyycc+447548JwoxomC7rpgUF0bUl37NcqDKPEYwDWwV/fTp+uqwfc8L+79u0LlspqKOetOGMZ+coB8950TAHfZkO8vzzPB99mvXzq80Kt8y2RsVpU3elo5/WAIH95s8bP/ks9bVKWq71DO8qp6KtWvVgghhLjUhUSHkHh1IkfWHvUuu3E3UDw6hBVXwotROqKrRaUviqIY020qCprieoKs2bOsmU+vdT9d1iyZ8XiKqw4oNqjVPJZ6HeO48q9JrH5lF+lfHjXj9S216T6uIR0G1mDx4sW0bNmSpk2bEhUZw471x8jOLGDfzlx2/XwK1aEbNxow9mVeCrh6vnUUkttH4bAo7NjqfpCYMX2orig4fHIz3WNaT921DQXvGXjcNf8qxr7dUWuKglUxxiTYXRdJToxZfSwqpI2Opke7CFLfOsWHWwrJBdf+FfcABEKtChaLRp7DI9l39/R7nqyz9fq73pvYWeUfV1+4Gexuaa5y8G8Ki3Y4+Wyfzo6jkHmm5DsSS/pJv29lJYm+EEIIcZFdu/QG9iz4nW2Pb8Ger4EFLJEWQuNCqXltLS5/sh2h0aGc/P0UZw7kElEngv3/O0BUvQhqdqjOyT9zUFCIaxpNWLwNR76TPZ8d4PSBXCzhFn5dnkH2H2fQna4ZeBSFkEgVRVXRFZ3CPA01RKHT3Y25YqT3JAv9n0imde/jrF/wJ8cy83A4dfLPaITYLPT5e2NaXVcDu93utY7FqtDmmgS/x3oy286Hs/eTvvkMmtNIxqvXC2PUQ/WpVa8o2XU4dDRNpyBf44N3jnD4sJ2oaAvhURbq1g/jL3+JolqCla0/5bJi1Qn2/WknJx9CQyEmVsUaoqKpOnsO6GZvvVNxlRWho+sKFkXBFqrTKcXG6JtiaFzHOw2aPSqG2aNg/zEne4440BWFLk1CCPGY9lTXdf75WR4b9jnQUfhmn0aeHcxM3nNGHgUSIxWm9LLSrm4ITRJUYsIuTs9yrSiFv3ey8nfXELy5PzlI/dx11wMID4FW1WBeb4VW1StPoi81+t7kybhCiHIX7CeQViZyLsuPnMvyY7fbvXr0Y2Njgx2SlzO5GlaLzu9/OnA4dZo2DCUq/NJNZuWzWX4KlbElvheqz7qIkVwapEdfCCGEEJVKZISR1Kc0k+kiRdUmib4QQgghhKgkpHTH06V7H0sIIYQQQghRZtKjL4QQQgghKgUZjOtNevSFEEIIIYSohKRHXwghhKji8m6fA4t/xKxvbl2L8J//L6gxCSHOn/ToCyGEEFVY/tMrYfEWvAYxbssi76GPghaTEKJ8SKIvhBBCVGH6U5+4vlM8XkDaF0GKSAhRXqR0RwghhKjyPBJ8kzxPU1Q8MhjXm/ToCyGEEFWeb3IkyZIQlYEk+kIIIUQV5ez7ElCI9N6LykM5y6vqkdIdIYQQogpy1hwHhwsIQcEe7GCEEBeE9OgLIYQQVdHhXPPbUPKwkI93z37V7AEVojKRRF8IIYSoapTbUXAa37oWWdAI8Ur2pZxHVDw6SomvqkgSfSGEEKIqaf8PjD//Fnx77RV0LoUE/3SuI9ghCFEpSI2+EEIIUZVsyQBUFHR0NAB0VJyEoJnJf3CS/aYTDqMrihmBpuv8Mb1GUGIRFVXV7LkvSZl69Pv160dqamp5xxI0qamp9OvXL9hhlFpZ4541axYdO3bkwIEDFyCq87dy5Uo6duzIpk2byqWdEEKI4hR0LDhcr0J0gpsiPfXOSTPJxxWLqig0vvdIEKMSomKTHv0qqHv37tSvX5/4+PhghyKEEOKic+Lbz6dgDMi1EwnoaKhoKJxYuoW4m9tdsEi2bz/Js1OyQVHYbQtBCbMViyv4hURCVFyS6FdBzZo1o1mzZsEOQwghxMWi3OL1o44VxVWRbzZBR0fHThhOQowlt7zLAd5HJxQiFermPIn98Bn2/X0NSts8aFn2kAoLNf7lSvIBFF1SenH+quqg25JIoi+EEEJUZj5JvsGJjkpRsY7Ri68CVuyuRN/d069TCDjP6GxTXkDHioaVVguhgG/ZxEYKsWLHSmG4BXu4SkGohTybihYWitNqwWFRyY+KoNCiUmgLpcBq5UyYDSIjzYga2Z2EKwWcDAlBB/JVBYeicDjUivLIadexKBBqgVAVLIp5kZCowpFJIUz+ysELP5Z8KlqEw848GNYcFvUvSoFuXuxgWYbx/ZvXw+h2kh6JyqFcPslbtmxhzpw5bNu2DYBWrVqRmppK+/btARg2bBgA77zzjrnOkiVLSEtL4/7772f48OHm8mHDhpGYmMirr74KwM8//8zMmTPZvn07AK1bt2b8+PGkpKSY6/Tr149OnTqhaRqrV68mNjaWd955h7i4uFIdxzfffMP06dPJyMigQYMG3HnnnfTp08erza5du5gxYwabN2/GbrfTrFkzRo4cSbdu3cw2qampHDx4kJUrV3qt67s8NTUVm83G7bffzowZM9i9ezfx8fH079+fMWPGoKpFt1a///57Zs2axW+//UZCQgKjRo0q1bF5mjVrFnPmzGHFihXUqVOHWbNmMW/ePJYsWcJzzz3Hjh07qFatGgMGDGDUqFFYLJZS72P//v28+eabbNy4kWPHjhEREcHll1/OhAkTaNKkidnu2LFjvPbaa6xduxa73U737t1p3rx5se0F0m7lypU8/fTTTJkyhWnTppGdnc2IESMYO3YsBQUFzJ07l08//ZTDhw9Ts2ZN+vTpw+jRowkJCTG38eWXX/Kf//yHvXv3oiiK+Vlu27Ztqc+BEEIEVW4eRP61hDc1vCvyi/r3LTixYMdJKAAqGjoqBYQRhoqOhoadHMLQsRCKQmFICFZFxaKBXVWxR4SgWi1gUUFRUFUVpdCOMzoCi9VKmKpidTg5o+vgqsvXNI3aBXZQVM5YLVg1nZMq5Nms4P576O7190jyAY5qoLx47pl6duYZX9/5Dd4pof3dX8LdXzroUgvWDZeEX1Rs5z295po1axg7dixZWVmMHj2a0aNHk5WVxfjx41mzZg0AXbp04ffff+fEiRPmeu4BlFu3bjWXHT16lN9//52uXbsCsGHDBlJTU8nJyWHcuHHcddddZGVlkZqaypYtW7ziWL16Nbt27eLBBx9k4MCBpU7ys7OzmTx5Mh06dGDixImEhobyxBNPeCXrO3bsYOTIkWzfvp3hw4fzt7/9DbvdzqRJk3jvvfdKtT+3Xbt28cgjj9ChQwcmTZpE3bp1mTNnDh9++KHZ5vvvv2fixInk5OQwfvx4evbsyYsvvkh6enqZ9umPruvcc889hIWFMXHiRFq0aMHMmTN5/vnnS72t7OxsRo4cydatWxkyZAgPP/wwvXr1YsOGDUyYMAGHw/jHtaCggNTUVFavXk3//v0ZO3Ysv/76KzNmzPDaXqDt3J555hn69OnD2LFj6dSpE06nkwceeIBFixZxzTXXMGnSJDp27Mi8efN46KGH0F1/ODZv3syjjz5KQkIC9913H2PGjCEzM5N77rmHjIyMUp8HIYQIqhKTfCj68180nabn1JqqazYeo4VKATbXHQDj8sCCThiF6KjkhdjQVRUU473o0w50qwVUBVXTsTqcWOwO7KEhOGw2466Bphl7UlXzckMFrLpOpLNofv+cUCuaR6cXigKa7pXkXyjfZl3wXQhxwZ3XparD4eCFF16gevXqzJ8/n6ioKABuvfVWhg4dypQpU+jSpQtXXXUVb731Fps2baJHjx7ous6PP/5IjRo12Lp1K7quoygKGzZsQNd1unbtiqZp/Pvf/6ZVq1bMnj3b7FUeOnQow4YNIy0tzesOQUFBAS+99BLVq1cv07EUFhYyefJkBg8eDMAtt9zCsGHDmD59On369MFqtZKWloaqqsyfP5+aNWsCMGjQIEaPHs20adPo2bNnqS8wjhw5wtSpU7nmmmsAuOmmm+jTpw+rVq0yY5k+fTqJiYnMmzfPPMedOnVi3Lhxpd5fSTRNIzk5mbS0NBRFYejQoTzxxBMsW7aMYcOG0ahRo4C3tXLlSk6dOsXcuXNJSkoyl0dGRvL222+za9cuWrRowbJly9i7dy8vvviieUfk5ptv5s4772TPnj3meoG2c+vVqxfjx4/3iueHH37gtddeo3PnzubyVq1a8dxzz7FmzRq6devG559/TlhYGFOnTkVx/RG58soreeihh9i5cyf16tUL+BxcSAUFBThdfwgvVXl5eV5fRdnJuSw/Ve1chnO2WXSceFYzG9X5RaU8Tld6oAOFhOL00y8YghMdcKjed33zI6zoqs+enRq5URFeiwpCrMXiUwHPfvZ8i5/+yItYy3/5vFy+u+3C76eyfzYjIiLO3UhcEOeV6O/cuZNDhw5x7733mgkoQHR0NEOGDGH69On88ssvtG7dmqioKDPR//333zl58iT33Xcf06ZN448//qBx48Z89913NG7cmDp16pCenk5mZiaDBg3i9OnTXvu9+uqreeeddzh8+DA1ahjz69arV6/MSb475ptvvtn8OTQ0lJtvvpmXX36Z9PR06tSpw/bt2xk0aJCZ5APYbDbuuOMOHnvsMTZs2EDv3r1Ltd+wsDDzDoZ7ew0bNiQ7OxswSlbS09MZMWKE1znu2LEjzZo1Iycnp6yHXMzIkSPNBBfgr3/9K6tWrWLt2rWlSvRHjhxJ//79qVatmrksPz/fLEXKzTUeu75+/XoSEhK8yp7Cw8MZMGAAL7/8srks0HZu7dp5zxDx1VdfER8fT3JystddpS5dumCxWFi3bh3dunWjRo0anDlzhrS0NAYPHkyjRo1o2rQpH330UcDHfjG4y9gqgr179wY7hEpDzmX5qSrnsn2J7ygoWHyWgIaKjo4DKzoKChruiwGjYMc7LTeTf927h91p8XN5oShGr78Hq1Mr1kwHTlqN1EQD8vz13F+E3nx3NPUsJ0hPP3iR9ld5P5sdOnS4aPuSwbjezivRd8/D3rBhw2LvuXtyDx48SJs2bejUqRMbN24EjLKdhIQE+vXrx6uvvsqPP/5IUlIS33//vTkvvLtUYtq0aUybNs3v/rOyssxE3zOpLIt69ephtVqLLXMfpzsB9nes7iQ4K6v09/liY2O9avEBQkJC0DTjH8CDBw96xeIpKSmpXJM+32S+fv36XjGUht1u54033mDnzp3s37+fAwcOmL3QnsdWt27dYut63gUoTTs3389CRkYGx48fp0ePHn7bu39vQ4YMYcOGDbz33nu899571K1bl65duzJgwAC/4waCJSUlpUL06O/du5ekpCTCw8ODHU6FJuey/FS1c6kB/kdYqX7fUVypvAWnq6/euABQcBJKAfmE4e7x14Az2FCAMKeDfGvRWKeQQmex5F9BJ6SgELst1FwWUViIouvornY6cNRqIc+ioitQoChUz7eTaTXq/M3tKUChE0JcdyB0wHphkrv3B8cBcRdk256q2mdTXDznlejrZ7l95n7PPdCxS5cufPnllxw5coRNmzbRrl074uLiaNq0KVu3bqVly5acOHGCLl26AJiJzLhx42jdurXffXgmer7JcmkpfnoI3MdgsVjOeqzuxNX3QqGkdp7OFbc7roKCgoC2dz5843dvv7TndsuWLUyYMIGIiAg6depE//79adGiBRkZGUyZMsWrbX5+frH1/Z3rQNv5i9fpdNKgQQMmT57st31MTAwAUVFRzJ49m23btvH111+zfv16lixZwvvvv88///nPUt+tuVBsNtu5G10iwsPD5ZZtOZFzWX6qzLnUPyphxp2iWnzvpca/narrObkaVldLlRDs6DjJIwoNyPfo9Q9x2ilExWlR0VWFfBtYCx04Qq3oioKuKBTaQrA4HDitFjRVRVMUCq1WFKcTp+tvjx343ae8J0zXScgtJDvCZlybeP777v4TaKHYhUV52H+XctE/J1Xms3lBSY++p/NK9OvUqQP4v9W0b98+ALPM5aqrrgKMgaU//fQTY8eOBaB9+/Z8/fXXNGrUiKioKHN2E/e23cmipx07dnDq1KlyTXiysrLMsQJuf/75J2D0picmJgJnP9ZatWoBxoVBYWFhsXbucpzSqFOnDoqimLF4yszMLPX2ziYzM5PGjRubP7v36e7ZD9SsWbMICwvjvffe83oo17x587za1a1bly1btuBwOLwuMnwHvgbariTuUrC//OUvXhcBDoeDr776yvyM7tu3j5ycHFq3bk3r1q2599572bNnD2PGjGHhwoWXTKIvhBAB0z+C1hNhu+e/lxo6ThSPmnzN1W/vtSo6dkIADQ0VCzqF5KIRhwqE4sAOtDxxJ7GxsRScyCc0xsbpPacIrRVGWJSNta9uY+t/Muh4dxJdxieb2y7Ic3LPHb+CoqAp7iIhUHUdzSdhj3BqZGs62F0XKDaLq4cf84laOfcpRNqMvw+rfndwLA9e2gQ96kGLRBjWGvLsEB9Rctpz1X8cdKwNr/aUmXZE5XFe3eDJyckkJibywQcfeNWK5+Tk8P7775OYmEhysvE/dmJiIs2bN+e9997j5MmT5tSbHTp04NChQ6xYsYIrr7zSTORatmxJYmIiS5YsMWu63dt+5JFHePrpp8s07WNJjh07Zs4SBMZttA8//JDatWvTvHlzEhMTadmyJatWreLQoUNmO7vdzqJFiwgNDTUvSBISEjh+/DhHjhQ9tjs9PZ39+/eXOq64uDjatWvHqlWrvC4Ufv75Z3bu3FmWQy3RkiVLvH5euHAhFouFa6+9tlTbOXnyJPHx8V5Jfk5ODh9//DFQdLeme/fu5OTksGzZMrOdw+Fg6dKlXtsLtF1JrrnmGk6ePMkHH3zgtfyDDz7g0Ucf5YcffgDgxRdf5MEHH/T6vCUlJREdHX3ed4yEECJotr0Kj9/sscAo3TGSayOZd3gM3dUBC4Wo2FFx4ERBRyV+cyqt9f/jcn0iLQvHs21+POqmLuZWbXFhKKpCTNNYwqKMjrirJ7bm3s19vJJ8AFu4hTc/aEmBxWIk+K5XtN17yksdo0dSfz4a/d/R6P+OQn8qHP0xG/rDoeiTQ9Anh5hJPkCfZlb+2sbKj3dZeaGnlbvaWwkLsZ41yQdYf6dVkvxKQEcp8VUVndcn2mq1MmnSJB599FFGjBjBgAEDAFi+fDlHjx5lypQpXglSly5deOutt4iNjTXnUm/fvj2KopCZmcmYMWP8bnv48OEMGDAAm83G0qVLOXjwIM8888w5S2VKIyYmhieffJLbb7+d2NhYVqxYQVZWFi+++KJ5DJMmTWL8+PGMGDGCwYMHExERwapVq0hPT2fSpElER0cDxqwvn376KRMnTuTWW2/l2LFjLFmyhAYNGmC320sd2wMPPMDdd9/NqFGjGDx4MHl5eWV6TsC5fPzxx+Tk5NC2bVvWr1/P2rVrGTNmDLVr1y7Vdq666ir+85//8PDDD3PllVdy9OhRli9fzrFjx4Ciwbg33ngjS5cuJS0tjT/++IMGDRoUu6ApTbuSDBw4kI8//pi0tDR27txJq1at2LVrFx999BEtWrSgf//+gDH4eOLEidx999307duX0NBQ1qxZQ0ZGBk8//XSpzoEQQlxSnrnDeAEot6OgmGmPlUKcgEaIKxkyXhacROsvXdCw3l3QmOEj9uDU4aSicDLE+++6wtnLhIUQZ3femXKPHj2IiYnhzTffZM6cOVitVlJSUnjiiSeKzX7inmazXbt2ZolMXFwcjRo14o8//jDLe3y3PW/ePObOnYuiKDRp0oSpU6dy9dVXn2/oXho1asSQIUOYOXMmhw4domnTprzyyite0zG2adOGuXPnMnPmTBYsWICmaTRv3txr2kcwZgWaPHky7777Li+99BINGjTgkUceYfPmzaxbt67UsSUnJzN79mymT5/O7NmziYmJITU1lfT0dK/nEJyvtLQ05syZw//+9z/q1q3LY4895jUTUaBSU1PRNI3PPvuMtWvXkpiYSKdOnRg+fDhDhgxh48aNXHfddVgsFqZPn8706dP54osvyM3NpUuXLgwbNoxHH33U3F6g7UoSGhrKjBkzePPNN/niiy9YtWoViYmJDBo0iDFjxhAWFgYYU2lOnTqVt956izfffJOCggKaNGnCv/71L3r16lXq8yCEEBWBgpHs2wGNMLPn82L1fy6cb5SMrv0ll5Fv5HjtV9d12tWtmj2xQpQHRZdL5SrP90m5Qpyv3Nxc0tPTSU5OloFl50nOZfmRc+mi3E5RgbvBgQ0HYebP7sQgXH/D7ybsdjuLFy+mZcuWNG3alNjY2HIJbfZ/D/PCqqKfrYrCztfKPnV2RSGfzfJzWnmwxPei9akXMZJLgxSjCSGEEFXJXV1h3jqKavIVryQfzDGuF13qTTVIvSkIOxaikqqUib7dbufkyZMBtY2NjTWnAK2onE4nx48fD6htVFSUWapSGsePHw9o7vawsDCvB3sJIYS4xMy9B+atQ0NFARyVMxUQQlBJE/2ffvqJcePGBdR25syZdOzY8QJHdGEdOnTIHFB6Lk8++aT5ULLSGDFiREAPzurbty9PPfVUqbcvhBDiItLfRVdGoGNFr5ypgBCCSproN2/enNdffz3gthVdQkJCwMfrnu3I09ixY83nGpTkmWee8fvQLl/Vq1f+WkohhKgUpgyCyR+h48Q3HdDRkQcPCVHxVcpEPyYmpthDtiozm812wY/X/SAzIYQQlYPlof7o/+iHphodPe60Xvf6SYiKparOl1+SSpnoCyGEEOLcjKmuLYDq6sU33wG04AQlhCg3kugLIYQQVZ6U6ojKQj7HntRzNxFCCCFE5eY7maY8YkeIykASfSGEEKIKs+75J0Zi78Qo19EAHVv+tKDGJURZ6CglvqoiSfSFEEKIKiykUXVC8l9x/WT05Ifmv4Jqq9jPmBFCSI2+EEIIUeVZbTas+oxghyGEKGeS6AshhBBCiEqhqpbolERKd4QQQgghhKiEpEdfCCGEEEJUEtKj70l69IUQQgghhKiEpEdfCCGEEAHLO3ocqj/KIBR01mM/+mywQxJClEB69IUQQggRuOqPYaQPCgoqoYlPBDsiIUz6WV5VkST6QgghhAhInjKe4jXQimu5EOJSI6U7QgghhCglYxJDo5dUBj+KS4dMr+lNevSFEEIIUQpFqZTi+lkIcWmSRF8IIYQQASteuCOEuFRJ6Y4QQgghAqbjndxLf764tMilpyfp0RdCCCFEgIpXQBs/axc/FCHEOUmPvhBCCCECouDE6CN0T1ioYEyz6QxqXEK4yWBcb5LoCyGEECJgKgVYPBJ7ByGSXAlxiZJEXwghhBAB0XFiQfNK663YKZREX1wi5KLTm9Tou6SmptKvX79gh1FqZY171qxZdOzYkQMHDlyAqM7fypUr6dixI5s2bQp2KEIIIVx8k3wwinccWIIRjhDiHKRHv4rq3r079evXJz4+PtihCCGEqCAUnOhY8J13Z3d8Am2DFJMQomSS6FdRzZo1o1mzZsEOQwghRAWiuAbfHomI5uuGyVTLy+HafTvZVa2WJPpCXIIk0RdCCCFEQDQUfqjblHF9R5IfEgpA60P7ue73n4McmRDCn1Il+v369aN27drMnj27xOX9+vXjiiuuoHXr1rz11ltkZ2fTvHlz/va3v9GxY0evdQJpB/Dzzz8zc+ZMtm/fDkDr1q0ZP348KSkpXtvr1KkTmqaxevVqYmNjeeedd4iLiyvVCfnmm2+YPn06GRkZNGjQgDvvvJM+ffp4tdm1axczZsxg8+bN2O12mjVrxsiRI+nWrZvZJjU1lYMHD7Jy5UqvdX2Xp6amYrPZuP3225kxYwa7d+8mPj6e/v37M2bMGFS1aBjF999/z6xZs/jtt99ISEhg1KhRpTo2T7NmzWLOnDmsWLGCOnXqMGvWLObNm8eSJUt47rnn2LFjB9WqVWPAgAGMGjUKi6X09Zf79+/nzTffZOPGjRw7doyIiAguv/xyJkyYQJMmTcx2x44d47XXXmPt2rXY7Xa6d+9O8+bNvba1cuVKnn76aaZMmcK0adPIzs5mxIgRjB07loKCAubOncunn37K4cOHqVmzJn369GH06NGEhISY2/jyyy/5z3/+w969e1EUhVatWpGamkrbtm3NNps3b2bmzJn8/vvvOJ1O83d7zTXXlP4kCyFEJTSly01mkg+wrWZ9LM5CJgYxJiHcZDCutwsyGPf777/nhRdeoHv37owbN47jx48zYcIENm/eXOp2GzZsIDU1lZycHMaNG8ddd91FVlYWqampbNmyxWt7q1evZteuXTz44IMMHDiw1El+dnY2kydPpkOHDkycOJHQ0FCeeOIJr2R9x44djBw5ku3btzN8+HD+9re/YbfbmTRpEu+9917pTxbGhcMjjzxChw4dmDRpEnXr1mXOnDl8+OGHXudq4sSJ5OTkMH78eHr27MmLL75Ienp6mfbpj67r3HPPPYSFhTFx4kRatGjBzJkzef7550u9rezsbEaOHMnWrVsZMmQIDz/8ML169WLDhg1MmDABh8MBQEFBAampqaxevZr+/fszduxYfv31V2bMmOF3u8888wx9+vRh7NixdOrUCafTyQMPPMCiRYu45pprmDRpEh07dmTevHk89NBD6LrxzMbNmzfz6KOPkpCQwH333ceYMWPIzMzknnvuISMjA4C9e/dy//33m+fh3nvvJT8/n7///e9s3bq1bCdVCCEqEQ2dvXHViy3/IamJn9ZCiGC7IKU7WVlZvPjii2YP90033cQtt9zC9OnTeeuttwJup2ka//73v2nVqhWzZ882e5WHDh3KsGHDSEtL45133jG3V1BQwEsvvUT16sX/EQpEYWEhkydPZvDgwQDccsstDBs2jOnTp9OnTx+sVitpaWmoqsr8+fOpWbMmAIMGDWL06NFMmzaNnj17lvoC48iRI0ydOtXsNb7pppvo06cPq1atMmOZPn06iYmJzJs3j6ioKAA6derEuHHjSr2/kmiaRnJyMmlpaSiKwtChQ3niiSdYtmwZw4YNo1GjRgFva+XKlZw6dYq5c+eSlJRkLo+MjOTtt99m165dtGjRgmXLlrF3716vz8HNN9/MnXfeyZ49e4ptt1evXowfP95rPz/88AOvvfYanTt3Npe3atWK5557jjVr1tCtWzc+//xzwsLCmDp1KopiXO1feeWVPPTQQ+zcuZN69eqxZs0a8vLyePHFF81z2rNnT+666y527tzp1fMfTAUFBTidl/bDafLy8ry+irKTc1l+5FyevwKi6LR/H1838R7jFVeYS25ubpCiqvgq+2czIiIi2CFUWRck0U9KSvIqY4mPj+fGG2/kvffe49ixY1SrVi2gdocOHSIzM5NBgwZx+vRpr31cffXVvPPOOxw+fJgaNWoAUK9evTIn+QDR0dHcfPPN5s+hoaHcfPPNvPzyy6Snp1OnTh22b9/OoEGDzCQfwGazcccdd/DYY4+xYcMGevfuXar9hoWF0bVrV6/tNWzYkOzsbMAobUlPT2fEiBFmkg/QsWNHmjVrRk5OTlkPuZiRI0eaiTDAX//6V1atWsXatWtLleiPHDmS/v37m79rgPz8fLMUyf0HYf369SQkJHh9DsLDwxkwYAAvv/xyse22a9fO6+evvvqK+Ph4kpOTOXHihLm8S5cuWCwW1q1bR7du3ahRowZnzpwhLS2NwYMH06hRI5o2bcpHH31kruP+nU6ZMoURI0aQnJxMXFycV5tLgbuErSLYu3dvsEOoNORclh85l2XXGJXJ33zOifBwttaph81u569bN7Hq8svK9Q5zVVVZP5sdOnS4aPuS0h1vFyTR95cQ1q9fH13XOXjwoJn8naude473adOmMW3aNL/7ysrKMhN9z6SyLOrVq4fVai22DODAgQNmAtywYcNi67qPJSsrq9T7jY2N9arFBwgJCUHTNAAOHjzoFYunpKSkck38fH8n9evX94qhNOx2O2+88QY7d+5k//79HDhwwOyJ9jy2unXrFlvX8y6AJ9/fcUZGBsePH6dHjx5+27t/H0OGDGHDhg289957vPfee9StW5euXbsyYMAAczxAjx49+N///sfnn3/O559/TmJiIl26dKFv377FLjCCKSUlpUL06O/du5ekpCTCw8ODHU6FJuey/Mi5PH8auYQ6HLz50bscjYgkwl5IdmQkL3e/huTk+sEOr8KSz6a4UMol0XcnbW6eAyB923gO6jxXO3cyM27cOFq3bu13354JoW+yXFqePdlu7hpvi8Vifu+PO27fC4WS2nk6V9zuuAoKCgLa3vnwjd+9/dKe2y1btjBhwgQiIiLo1KkT/fv3p0WLFmRkZDBlyhSvtvn5+cXWL+lc+8bhdDpp0KABkydP9ts+JiYGgKioKGbPns22bdv4+uuvWb9+PUuWLOH999/nn//8J71798ZqtTJlyhR27drFV199xfr161m5ciXLly9nwoQJjBw5slTn4EKx2WzBDiFg4eHhcsu2nMi5LD9yLsuukEKeuOEm7tzyA5cdOcymBvV5pkdPev/0ExER1wY7vApPPpvlQXr0PZUq0VdVFbvd7rXM4XBw4sQJr15Z9+BGT/v378disVCnTp2A2xUWFgKYyaKnHTt2cOrUqXJNerKystB13Svh//PPPwGjNz0xMRHwf2tt3759ANSqVQswLgzc8Xtyl+OURp06dVAUxYzFU2ZmZqm3dzaZmZk0btzY/Nm9T3fPfqBmzZpFWFgY7733ntdDuebNm+fVrm7dumzZsgWHw+F1keHvs+FPnTp1SE9P5y9/+YvXRYDD4eCrr74yy3H27dtHTk4OrVu3pnXr1tx7773s2bOHMWPGsHDhQnr37k1WVhZZWVm0bduWpk2bkpqayqFDhxg/fjwLFiy4ZBJ9IYQIHoV/f/02t9/6IJqucDQyil57thOSX/zvnRAi+ErVTZuQkMC+ffu8emC/+eabYj3Nv/zyC9u2bTN/zs7O5pNPPqFjx45mD2sg7Vq2bEliYiJLlizxGuSTk5PDI488wtNPP12maR9LcuzYMdasWWP+nJeXx4cffkjt2rVp3rw5iYmJtGzZklWrVnHo0CGznd1uZ9GiRYSGhpoXJAkJCRw/fpwjR46Y7dLT09m/f3+p44qLi6Ndu3asWrXK60Lh559/ZufOnWU51BItWbLE6+eFCxdisVi49trS9dScPHmS+Ph4ryQ/JyeHjz/+GMC8W9O9e3dycnJYtmyZ2c7hcLB06dKA9nPNNddw8uRJPvjgA6/lH3zwAY8++ig//PADAC+++CIPPvig1+coKSmJ6Oho8wJh3rx5jB8/nsOHD5ttatasSfXq1c/7bpEQQlQGCio1c/L57D+v8MX8V9gy4xmmrl5AjL1yDiIVFY9+lldVVKoe/V69epGWlsbEiRPp06cP+/fvZ+nSpdSuXdurXWhoKBMnTmTYsGHYbDbef/99dF3n/vvvL1U7q9XKpEmTePTRRxk+fDgDBgzAZrOxdOlSDh48yDPPPHPOUpnSiImJ4cknn+T2228nNjaWFStWmDMDuRO9SZMmMX78eEaMGMHgwYOJiIhg1apVpKenM2nSJKKjo81z9emnnzJx4kRuvfVWjh07xpIlS2jQoEGxuyKBeOCBB7j77rsZNWoUgwcPJi8vr0zPCTiXjz/+mJycHNq2bcv69etZu3YtY8aMKfY7PperrrqK//znPzz88MNceeWVHD16lOXLl3Ps2DGgaDDujTfeyNKlS0lLS+OPP/6gQYMGxS5ozmbgwIF8/PHHpKWlsXPnTlq1asWuXbv46KOPaNGiBf379weMQcUTJ07k7rvvpm/fvoSGhrJmzRoyMjJ4+umnAaOO/7///S9jxozhlltuISYmho0bN7J582bGjRtXquMXQojKyIkOROIuj1BQKCSKuHKcFEIIUX5KlSUPHjyYU6dOsWzZMtLS0mjWrBlpaWksXLjQq6c0JSWFXr16MXfuXDNpvPfee2nWzHs6rkDa9ejRg5iYGObNm8fcuXNRFIUmTZowdepUrr766vM8fG+NGjViyJAhzJw5k0OHDtG0aVNeeeUVr2kb27Rpw9y5c5k5cyYLFixA0zSaN2/uNT0kGLMCTZ48mXfffZeXXnqJBg0a8Mgjj7B582bWrVtX6tiSk5OZPXs206dPZ/bs2cTExJCamkp6enq5zvGelpbGnDlz+N///kfdunV57LHHvGYiClRqaiqapvHZZ5+xdu1aEhMT6dSpE8OHD2fIkCFs3LiR6667DovFwvTp05k+fTpffPEFubm5dOnShWHDhvHoo4+ecz+hoaHMmDGDN998ky+++IJVq1aRmJjIoEGDGDNmDGFhYYAxlebUqVN56623ePPNNykoKKBJkyb861//olevXgA0bdqUN954gzlz5rBw4ULOnDlDgwYN+Mc//sGQIUNKfQ6EEKLyCcG3BlpB4Y4d3wEjgxGQEOIsFP1sI0zLoKSn55a1nbg4fJ+UK8T5yM3NJT09neTkZBlYdp7kXJYfOZfnL1+5G/AeG2ckEbmE62/5WUMEQj6b5SdLebLE92rpT1/ESC4NUngshBBCiAAVr3ZW0FBkphMhLkkXZB79S4HdbufkyZMBtY2NjfU71WdF4nQ6OX78eEBto6KizJKW0jh+/HhA87eHhYV5PdhLCCFEZaFgJR8nIeioKDhRceCQfkNxiZAHZnmrtIn+Tz/9FPAAypkzZ9KxY8cLHNGFdejQIXPg6bk8+eST9OvXr9T7GDFiREAPzurbty9PPfVUqbcvhBDi0qZjQQOsFE0q4cSCFAgIcWkq90R/5cqV5dqurJo3b87rr78ecNuKLiEhIeDjbdKkSbFlY8eOZezYsWdd75lnnvH70C5f1atXDygOIYQQFY2KEysaThR0dFR0LMCl/bRuIaqqStujHxMTU+whW5WZzWa74Mfbtm3bC7p9IYQQFYGCjrXKzksuLnVSuuNJ7rUJIYQQQghRCVXaHn0hhBBCCFG1yGBcb9KjL4QQQohS8C3akSIeIS5VkugLIYQQIiDh+gy859I3vjeWCxF8+lleVZEk+kIIIYQI3H9uAzTzVbhmfJADEkKURBJ9IYQQQgQsfMQ1WAtf5YP5nfll091weYNghySEKIEMxhVCCCGEEJWCDMb1Jj36QgghhBBCVELSoy+EEEIIISoJ6dH3JD36QgghhBBCVELSoy+EEEKIUvm47izUmAT25Wyk6a9Ngx2OEKIE0qMvhBBCiIAtrzeblvZ9dDixhZSC3fzUdG6wQxLCpKOU+KqKpEdfCCGEEAFZHPY8jRIdrL7sBgqtoVg0J1dkbOK9urMYkjk22OEJIXxIj74QQgghApIQZ2Nj3Y4UWkMBcKoWNtT/CzW100GOTAiDPBnXmyT6QgghhAhIXmg4+SFhXst0ReV0eHSQIhJCnI0k+kIIIYQISGiBk1BHofdCXSe0wBmcgIQQZyWJvhBCCCECoqpOGp7IxKI5AFB0jXqnDmDVtSBHJoRBBuN6k8G4QgghhAiIanfQ7Y81XL07mqyoWiTkZhNnP8jqhtcFOzQhhB+S6AshhBAiIAnacayFkaiEUP9ENgB2apB0+s8gRyaEoar23JdESneEEEIIERBbrgMNGzpwKCoKh6qiYyH6dOE51xVCXHzSoy+EEEKIgOSokfxQvybjhgxhV/Xq1Dp1iheXLyNl94FghyaEi/Toe5IefVElzZo1i44dO3LgwNn/OAXaTgghqoLNDRK546/D2VW9OgBZMTGMvu12fkiqHuTIhBD+SI++qJK6d+9O/fr1iY+PD3YoQghRYfxZsx4H42K9lhWEhPBn9bpBikgIcTaS6IsqqVmzZjRr1izYYQghRIVyICQWm91BQYh3+pCjRAQpIiG8VdUn4JZESneEEEIIEZCm2Ye57tf9Xsuu2pVBWKE8MEuIS5H06Ity0a9fP2rXrs3s2bNLXH7q1CmmTp3Kxo0bOXbsGDVq1OCGG25gzJgx2Gw2c509e/bwxhtvsGnTJux2O5dddhljxoyhc+fOZpvU1FRsNhvJycm8++67hIWFMWPGDJo2bRpQvLNmzWLOnDmsWLGCOnXqAJCRkcG0adPYtGkTqqrSr18/QkJCyuHsCCFE5XC0egIWWwSjv9+CxZmHgpWM6g05Visx2KEJAcj0mr4k0RcXzcMPP8yvv/7K7bffTmJiIj///DNvv/02J0+e5LHHHgNg165djB49moSEBEaNGoXVamX16tXcd999PPvss/Ts2dPc3tatW8nIyOC+++4jMzOTRo0alTm27Oxs7rrrLux2O8OGDcNms/HBBx9w4sSJ8z1sIYSoNMLzCxn005eM3PRfc9nnzf7CqqQrghiVEKIkkuiLi+LYsWP88MMP3Hfffdxxxx0ADBw4EF3XyczMNNu98MILxMfHs2jRIsLDwwEYOnQo48eP56WXXuK6664ze9nz8vJ45plnSElJOe/4FixYwPHjx1mwYAEtWrQAoG/fvgwdOpTc3Nzz3n55KigowOm8tG+T5+XleX0VZSfnsvzIuTx/meGhPL1+tdeyG37fyH/rJl9y/1ZWJJX9sxkRIWM4gkUSfXFRREVFERERwQcffECdOnW46qqrCA8P58knnzTbnDhxgh9//JGhQ4dSUFBAQUGB+V63bt14+eWX2bFjB23btgXAZrPRsmXLcolv/fr1tGzZ0kzyAapVq0avXr1YvHhxueyjvGzfvj3YIQRs7969wQ6h0pBzWX7kXJadiobN6Si2PMJZSHp6ehAiqlwq62ezQ4cOF21fUrrjTRJ9cVGEhoby6KOP8uyzzzJ58mRCQ0Np37493bt356abbsJms5GRkQHAkiVLWLJkid/tZGVlmd/HxcWhquUznvzAgQNce+21xZYnJSWVy/bLU0pKSoXo0d+7dy9JSUnmnRlRNnIuy4+cy/P3Z/Qe1tZtyr863ci6Ok1pfTST59d+xE+JSTye3OLcGxB+yWdTXCiS6IsLStM08/vevXvTuXNnvv76a9atW8cPP/zAhg0b+OCDD3j77bfNtoMHD6Zbt25+t9ekSRPz+/JK8gEURfG6g+Av/kuF58DlS114eLjcsi0nci7Lj5zLsmtzeD+9b72fXGsoABvqNOGGQQ9wW/pOOaflQD6b50969L1Joi/Khaqq2O12r2UOh4MTJ05Qt25dcnNz+e2332jcuDEDBgxgwIAB2O12Xn31Vd599102bNhgluFYrVY6derkta09e/Zw4MABwsLCLkj8devW5c8//yy23HP8gBBCVHUnLTYzyXezW6wcCZNeaCEuRTKPvigXCQkJ7Nu3j/z8fHPZN998Y/aS7969m7vvvpvly5eb74eEhHDZZZcBxoVCYmIiLVu2ZOXKlRw5csRs53A4+Oc//8nkyZNxOIrXhpaH6667jj179rB+/XpzWU5ODp988skF2Z8QQlREulXB4udOZ93ck0GIRoji9LO8qiLp0RflolevXqSlpTFx4kT69OnD/v37Wbp0KbVr1waMuvJ27drxxhtvkJWVRbNmzTh06BBLliwhKSnJ7MGfNGkS48ePZ/jw4QwePJjY2FhWr17N9u3bmTBhAnFxcRck/uHDh/Ppp5/yj3/8g2HDhhEfH89HH32ErlfVfxqEEKK4Kw7sw6LpvNW2vbnsmn17GfDrL0D34AUmhPBLEn1RLgYPHsypU6dYtmwZaWlpNGvWjLS0NBYuXEhubi6KovDiiy8yZ84c1q5dy9KlS4mOjqZ79+6MGzfOnDKzTZs2zJ07l1mzZrFw4UIcDgcNGzbkqaeeom/fvhcs/sjISObMmcOrr77KRx99hNPp5IYbbqBJkya8+OKLF2y/QghRkfyvaUte/e8Krtm/jw1169Py6BFuTd/BM92uo1+wgxNCFKPo0mUphChnubm5pKenk5ycLAPLzpOcy/Ij5/L8vdzqI05EW7j3++9wYsWCg0+bN+NISAIPbB8Y7PAqLPlslp/flZI755rpky5iJJcG6dEXQgghREDa79tHHfsp/qQuhYRiwcHVv//JnxGV80FPQlR0kuiLSsHpdHL8+PGA2kZFRV2w2XuEEKIyC3fkcbIwAScWwsmhgDCy9FpUy88OdmhCADK9pi9J9EWlcOjQIfr37x9Q2yeffJJ+/aSaVAghSkvVQonkJE3YRiiFOLCwjxacVuKCHZoQwg9J9EWlkJCQwOuvvx5QW8+HbgkhhAjcifAQLrdvIoRCAKw4acQvfFnt+iBHJoTwRxJ9USnYbLZiD9kSQghRvrQIjZBThV7LVHTC9dNBikgIb1K6400emCWEEEKIgMSczMeBpdjy8NPOIEQjhDgXSfSFEEIIERCL5uAPmnk9ZXQfjQlTCoIWkxCe5Mm43qR0RwghhBABORlqo0nhUX7WO6Fix4mVehzmz5DwYIcmhPBDevSFEEIIEZAepx7ij+gaNFf2kMxektlNVlQsR0K0YIcmBGDU6Jf0qoqkR18IIYQQAcvICyG3RhMiHIXkW0M4kmvjlqP3BzssIYQfkugLIYQQImADCh/CbrezePFiWrZsyXVNmwY7JCFECSTRF0IIIYQQlUJVLdEpidToCyGEEEIIUQlJj74QQgghhKgUquo0miWRHn0hhBBCCCEqIenRF0IIIUSpLHtwKQe+dHIk93Oa/iSDcYW4VEmiL4QQQoiAra77LNce3UXt6nVoePwIfyY9S+vjacEOSwhABuP6ktIdIYQQQgTk6djJ2ENCOGlvSExmNfJy67E3ugYvN3012KEJIfyQHn0hhBBCBKRjdDh19ls5rtcGIJ8oamU6sNY7HuTIhDBIj7436dEXQgghREBO2hKwa5Fey3TNSliOLUgRCSHORhJ9IYQQQgTE5nT6XX4sOu7iBiKECIgk+kIIIYQIyOYGTdnauI7XsoyEWH5Kqh+kiITwpp/lVRVJjb4QQgghAlLr9GGWXnM9f9SqRuOD2RysFsP3rZJov39bsEMTQvghib4QQgghAqJqKnGaxo7LGrC5ZRKhmka0w4mqacEOTQhABuP6kkRfCCGEEAFRnXk4FIhyOoly1evrQHzOyeAGJoTwS2r0hRBCCBGQhPwC/rDZsLs6TZ3A3jAbNU6dCWpcQrjpKCW+qiJJ9EWVcOzYMfLy8oIdhhBCVGhZlhp0+O1PtkZFsj0ynK3RkVQ/fJyoE1IgIMSlSP7PFJXet99+y+OPP86iRYsIDw8PdjhCCFFhVbPnceearcQV5JBRPYrqJ3Ppv+EPtEh7sEMTQvghib6o9LZv387p06eDHYYQQlR4oZZDHGwcxZTv3jCXfZbUkYjcnCBGJUSRqjqNZkmkdEcIIYQQAVEdOjft/dZrWc+9mzgQFx+kiIQQZyM9+qJcbd++ndmzZ/Pzzz9jsVhISUnh3nvvpWnTpgBs2bKFOXPmsG2bMedyq1atSE1NpX379uY2+vXrR+3atZk9e7bXtn2X9+vXj86dO9O2bVvefvttMjIyqFmzJrfffjtDhgwB4KmnnuLjjz8GoH///rRv357Zs2eTmpqKzWYjOTmZd999l7CwMO666y5eeuklXnnlFbp27eq175EjR6JpGvPnz78wJ04IISqAgpAYwpzFy3RKemKuEBdbVR10WxLp0RflZsuWLYwZM4Y//viDESNGMHr0aPbs2cPYsWM5cOAAa9asYezYsWRlZTF69GhGjx5NVlYW48ePZ82aNWXa5/r163nxxRe5/vrrefDBBwkPD+eFF15g3bp1ANxyyy1cd911ADz44IPcdddd5rpbt27l888/57777qNv37706dMHq9XKF1984bWPzMxMtm/fTq9evcp4ZoQQonK46s9fyYiK519X9eeG2x/iH9fdRmZkHB0y9wY7NCGEH9KjL8rNK6+8QmxsLAsWLCAuLg6ALl26MHjwYBYvXsyXX35J9erVmT9/PlFRUQDceuutDB06lClTptClSxes1tJ9JA8dOsQ777xDs2bNAOjWrRt9+vTh008/pWvXrrRp04amTZvyv//9j27dulGnTtGj2/Py8njmmWdISUkxl3Xu3Jk1a9Zgt9sJCQkB4LPPPkNVVXr27Hk+p6fcFBQU4LzEe8/cMxzJTEfnT85l+ZFzef72VqvD4zf04bt6zQH4olFr3mnVmY/em0e13NwgR1dxVfbPZkRERLBDqLIk0Rfl4tixY+zYsYPhw4ebST5Aw4YNmT9/Pg6Hg3feeYd7773XTPIBoqOjGTJkCNOnT+eXX36hTZs2pdpvw4YNzSQfIDExkWrVqpGdnX3OdW02Gy1btvRa1rt3b9auXcuGDRu4+uqrASPRb9++PdWrVy9VbBfK9u3bgx1CwPbu3RvsECoNOZflR85l2X1Xt7GZ5LsdiKnG1Ctv4KH09CBFVXlU1s9mhw4dLuLepHTHkyT6olwcPHgQgPr16xd7r0WLFnz22WeAkZj7SkpKMrdR2kQ/Pr74ALDQ0NCAerzj4uJQVe/qtWuvvZaIiAi++OILrr76av744w9+//13Hn/88VLFdSGlpKRUiB79vXv3kpSUJFOanic5l+VHzuX5ey98l9/lJ8NUkpOTL3I0lYd8NsWFIom+KBeapgGgKP6vpHW95Amv3O+5S2XOtQ9PJe0vEL5JPkBYWBjXXnutWb7z2WefERISQvfu3cu8n/Jms9mCHULAwsPD5ZZtOZFzWX7kXJZd8uEsFKeGbvH491PXaX7sqJzTciCfzfMng3G9yWBcUS5q1aoFQEZGRrH3Xn31VbPH399tyX379gFQs2ZNwEjA7XbvWR0cDgcnTpwox4hL1rt3b3Jycti8eTNr1qyhc+fOxMTEXJR9CyHEpSzEHsbfNn0OTg10HTSNG3/dQqvMU8EOTQjhhyT6olxUr16d5s2bs3r1anJyih6ckpGRweLFi8nOziYxMZEPPvjA6/2cnBzef/99EhMTzdu+CQkJ7Nu3j/z8fLPdN998Q0FBQZlis1gsgP87Av506tSJ+Ph4li9fzm+//Saz7QghhEt87nGmf7mQbxc8w5Qv3+WTJS/y8Ucv0+KY/5IeIS42/SyvqkhKd0S5efDBB5kwYQIjRoxg4MCBqKrKkiVLiI6O5s477+Tyyy/n0UcfZcSIEQwYMACA5cuXc/ToUaZMmWKW0vTq1Yu0tDQmTpxInz592L9/P0uXLqV27dpliss9OHjBggVcddVVXHvttWdtb7Va6dGjB++//z7h4eHnbC+EEFXFqQijxPKqA7u46kBRcm8PDawjRQhxcUmPvig3HTt2ZObMmdSsWZM5c+bw9ttv06JFC+bOnUtiYiI9evRg+vTpJCYmMmfOHN566y3q1KnDzJkz6datm7mdwYMHM3bsWDIzM0lLS2Pz5s2kpaXRpEmTMsXVq1cvrrjiClauXMlrr70W0Dp9+vQBjMG5YWFhZdqvEEJUNmds/geKZkVXu8iRCCECIT36oly1bduWGTNmlPj+FVdcwRVXXHHWbaiqypgxYxgzZozX8o4dO3r9vHLlSr/r+y6Pjo7mjTfe8Frm+9RdfzFAUcIvhBACjodF8mHLv3Awthqrm7XhL5l76PXrVrbVSAp2aEIAMhjXlyT6Qvjx4YcfUr16da688spghyKEEJeMmqdPcfeQ8ZxQQ0CDj+u34V9dB/Lqu4uDHZoQwg9J9IXw8Oyzz5KZmcnGjRu5//77zYG8QgghQFGcnFCMJB8AHQrtsK9WYlDjEsKtqg66LYnU6Avh4dixY2zfvp1bbrmF22+/PdjhCCHEJeXLppf7zaS+r1+2MVRCiAtLevSF8DB16tRghyCEEJeslKwjfpe3OZgBpFzcYIQQ5ySJvhBCCCECEqqdIlR3UKgUpQ/hzkJi7SeDGJUQRTQZjOtFEn0hhBBCBCTp2BFWv/MCtXJO8G295rQ+vJ+E/Bz2RJbtOSdCiAtLEn0hhBBCBKTO6eN0OGE8KKtF9kFzeciZkGCFJIQXmV7TmwzGFUIIIURAjoZE+l1+MiTiIkcihAiEJPpCCCGECEjyp0M5png/BfcMkXwmT8YV4pIkib4QQgghAtKgfQvmtujEn9YGHFfiybTU5d3Gnfn7wcnBDk0IwJj9taRXVSQ1+kIIIYQI2D9+GYPdbmfxu+/SslUrBjdtGuyQhBAlkERfCCGEEKWnyKBHcemRwbjepHRHCCGEEEKISkh69IUQQgghRKUgPfrepEdfCCGEEEKISkgSfSGEEEIIISohKd0RQgghRMBeSV7C6suSOVLtWqJX5tLz9695ZMuAYIclBFB1p9EsifToCyGEECIgf+zO5IfGzbny0Em67D9C18xs9tSsy79qzQl2aEIIP6RHXwghhBABmTfkR+Jq1GNd6ybmshrHTpHToGEQoxKiiAzG9SY9+kIIIYQISLim8nv9ml7LDleLQQkJDVJEQoizkURfCCGEEAHZVy3W7/KT4baLHIkQIhBSuiOEEEKIgCQdOQZRUWyoV4cTVgtRTifJx06SdORwsEMTApDSHV+S6AshhBAiIA5rCDkFefwcFW4uiz52jOsLHUGMSghREindEUIIIURAMiPCWdy6pdey7+vXZU0jGYwrLg36WV5VkST6QgghhAhIbGEBmlo8dbDapUdfiEuRJPpCCCGECEhBaCg1zuQCEOJ0AhDmcBCuSF20uDToKCW+qiKp0RdCCCFEQOqfzGbS91uoc/wYztBQrIWFZMbFE1V4GugU7PCEED4k0RdCCCFEQBJPH+ekLYK3u3czl3X59Xfa//lL8IISQpRISneEEEIIEZD88Bg+bZPitezby5qxq2ZScAISwocMxvUmib4QQgghArKnRgJ2a/FigE0NGwQhGiHEuUjpjhBCCCECsic2DKeiY9GLBjbq6HxXLyGIUQlRpKoOui2JJPqiQtN1nQ8//JAVK1awd+9eHA4HtWvXpl+/ftx5550orpkgvv32W2bPns3u3btJSEjgr3/9K7/++is//PADK1euNLe3Z88e3njjDTZt2oTdbueyyy5jzJgxdO7cOViHKIQQl4wcm417v/4vH7brwqGYeOJycxi+8RuevLZrsEMTQvghib6o0GbMmMG8efPo27cvN998M2fOnOGTTz5h+vTpREZGMnjwYNauXcukSZNo0qQJ99xzD4cPH+aVV14hPDyciIgIc1u7du1i9OjRJCQkMGrUKKxWK6tXr+a+++7j2WefpWfPnkE8UiGECL7O+/bR87dfuOG3X8iOjCIuNxerrnEkVAdaBDs8IYQPSfRFheVwOFiyZAk9e/bkqaeeMpcPHDiQnj17sn79egYPHsxLL71E3bp1mTdvHmFhYQBcfvnlTJo0ySvRf+GFF4iPj2fRokWEhxuPdx86dCjjx4/npZde4rrrriMkJOSiHqM/BQUFOF3zV1+q8vLyvL6KspNzWX7kXJ6/uDMaTkXBousknskxl8cUWsjNzQ1iZBVbZf9sev6tvdCkdMebJPqiwrJarXz22Wc4HN5PZDxx4gSRkZHk5eXx+++/k5GRwf33328m+QDdunUjKSmJgoICc50ff/yRoUOHUlBQYC53t3355ZfZsWMHbdu2vSjHdjbbt28PdggB27t3b7BDqDTkXJYfOZdldyQulp/qNqV9xu/msj8SapMRl0h6enoQI6scKutns0OHDsEOocqSRF9UaCEhIaxbt441a9awb98+9u/fz6lTpwDQNI0///wTgAYNis8IkZSUxK+//gpARkYGAEuWLGHJkiV+95WVlXUhDqHUUlJSKkSP/t69e0lKSjLvjoiykXNZfuRcnr8fTi3lm8bJ1Mk+TrW8U+SERvBdg2RsjtMkJycHO7wKSz6b5UcLdgCXGEn0RYWl6zp///vfWbt2LW3btqVNmzbccssttG/fnnHjxgGYvf2hoaHF1vdcpmnGPw2DBw+mW7dufvfXpEmTcj6CsrHZbMEOIWC+4yBE2cm5LD9yLstua4063L11C9F5hdgJw1aoccP2n5h2TWc5p+VAPpuivEmiLyqsLVu2sHbtWu6++24zsQcjuT958iR169albt26AOzbt48rr7zSa/39+/eb39epUwcwyoE6dfJ+jPuePXs4cOCAV+mPEEJURR0yD9Pw2AmvZRF2O1f8cTA4AQnhQ1elRt+TPDBLVFgnT54EoFGjRl7Lly1bRn5+Pk6nk5YtW1KzZk2WL19OYWGh2Wbbtm3s3LnT/DkxMZGWLVuycuVKjhw5Yi53OBz885//ZPLkycXGAgghRFXzZ1QUTqV4InXIFh2EaIQQ5yI9+qLCatOmDZGRkUydOpWDBw8SExPDpk2b+Pzzz7HZbOTm5qKqKg888ACPPPIId911FzfddBPHjx9n8eLFhIaGmvPsA0yaNInx48czfPhwBg8eTGxsLKtXr2b79u1MmDCBuLi44B2sEEJcAk6Fh5MZVo0GednmsqOh0WTGxAQxKiFESSTRFxVWQkIC06ZN47XXXmPevHmEhITQsGFDnnvuObZv387ixYvJzs6mR48eAMydO5dXX32VGjVq8MADD/Df//6X48ePm9tr06YNc+fOZdasWSxcuBCHw0HDhg156qmn6Nu3b7AOUwghLhnZEWEsatWGvr/tJsaeyxmrje/q1mdfNenRF5cGXSp3vEiiLyq0tm3bMnfu3GLLb7jhBh544AGcTifHjx+nR48eZsLvtnjxYqpVq+a1rEWLFrz88ssXNGYhhKiobA6NIw0S+VnRiTydR35EKAdrJXAiPPjPGBFCFCc1+qJS0zSNPn368Nxzz3kt37VrF3v27KFVq1ZBikwIISqeJqdO0iC/kM1N6/PxlSmsT25EmArtso+ce2UhLgJdVUp8VUXSoy8qtZCQEG644QaWL1+OoigkJydz9OhR3n//feLi4hg+fHiwQxRCiAojssDJ5sRqnHZN85sXEsLpUBtXH5FEX4hLkST6otJ77LHHaNiwIZ988gkff/wxUVFRXHHFFYwfP57ExMRghyeEEBXGL7Vrctpmo8bpY7Q6tJc91eqwr1otdtasGezQhBB+SKIvKr2wsDDuvvtu7r777mCHIoQQFZoVJ31/Wc+E9R9h0XUA3m99Le9ddk2QIxPCoFeCovSCgoJiMwOWVSU4HUIIIYS4GKqdyib1+5Vmkg8weNsakg/tCWJUQlR8e/bs4f777+eKK66gXbt2/PLLLzz99NMsWLDgvLYrib4QQgghAlIj9xThjsJiy1tlZwQhGiGK0y1Kia9LVXp6OoMGDWLHjh3069cP3XUhbbFYeO6551i6dGmZty2JvhBCCCECsie6JqdtEV7LHIrK5sRGJawhhDiXKVOmkJKSwqpVq3jkkUfMRP/xxx9n0KBBzJ8/v8zblkRfCCGEEAGx7N3NvHbXcybEmHWnwBLC8uQrics6EdzAhKjAtm7dysiRI7FarcXq8m+88Ub27t1b5m3LYFwhhBBCBOSljLE82/G/9B36OK2z/+TX+Dq0/2M//15/Q7BDEwIArQLOl2+z2cjPz/f73okTJwgNDS3ztqVHXwghhBABe3zTTQzP/4nWuw7Q7bt1PLzqimCHJESF1qVLF1599VWysrLMZYqicObMGebNm8dVV11V5m1Lj74QQgghSmXEO/1ZvHgxPVu2C3YoQnipiNNr/uMf/2Do0KH07t2bFi1aoCgKzz//PH/88Qe6rjN16tQyb7sCng4hhBBCCCEqh9q1a7N8+XLuvPNOdF2nQYMG5Obm0rdvXz766CPq169f5m1Lj74QQgghhKgU9ApYow8QHx/PAw88UO7blURfCCGEEEKIINm4ceM52/zlL38p07Yl0RdCCCGEECJI7rjjDhRFMefPB4pNs5menl6mbUuiL4QQQoiAzYiZwplmTWhy/CTfR/3GmtyfeHDXXcEOSwgA9ApYuePvgVi5ubls2rSJ5cuX89prr5V525LoCyGEECJg9eJtnDmdx7HwusQV5JFQcIKnqz/Nk0eeDHZoQlRIV1zhf4rabt26ERERwYwZM5g1a1aZti2JvhBCCCECcn/n5bSNqMP+mnXICwvDVljIqaORhFlzgx2aEEDFHYxbko4dOzJnzpwyry+JvhBCCCECklSQy+8Nm3ImMgKA3MhwzkSE0+TPHUGOTIjK6auvviIyMrLM60uiL4QQQoiAZEbFY4+MQAdyQyyE250U2kLJiK8R7NCEqLBGjBhRbJmmaWRlZZGZmcmYMWPKvG1J9IUQQggRkEbHj7CmUTM+a1qbE+GhRBY6uPaPQ3Q86gx2aEIAoFXAyh3P2XbcVFWlefPmjB07lltvvbXM25ZEXwghhBAB2Z0Yz4oWdckPMdKHM6FWPm1Wm9jsfUGOTIiKa8GCBRds25LoCyGEECIgWRGRRpKv6VjsTpwhFjRVJSM6PtihCQFUnMG4Bw4cKFX7OnXqlGk/kugLIYQQIiC1TudjzS0k4lgeim7MWZ4fG0a4s3jpgRCiZN27dy/2UKyzkQdmCSGEEOKCiskpJPx4Poorr1d0CDuRT90jp4MbmBAuFeWBWc8991ypEv2ykkRfCCGEEAFRNSeq5t17rwA1TmQHJyAhKqhbbrnlouxHEv0Kol+/ftSuXZvZs2cHO5QLYtGiRcyfP5+cnBxuu+027r333vPa3lNPPcXHH3/Mpk2byilCIYQQp2JCQdfBsydS1zmWUPZ5voUQ8PPPP/P9999TWFhozsKj6zq5ubls3ryZ9957r0zblURfBN2uXbt4+eWXad26NQMGDKB58+bBDkkIIYQfexJqeyf5AIrCvvhawQlICB/6RSiHKW+LFi3i2WefLXGaza5du5Z52+r5BCZEedi1axcAo0aNYuDAgbRs2TLIEQkhhPCnbeZBv8tbHjx0kSMRovJYuHAh11xzDd9//z133XUXQ4YMYevWrUybNg2bzUb//v3LvG1J9EXQ2e12ACIiIoIciRBCiLMJO5NH6/2HvZbVPHmG1nuPBCkiIbxpSsmvS1VGRgbDhg0jNjaWlJQUNm/eTFhYGL169SI1NZX58+eXedtSulPBrFq1irfeeov9+/dTu3Zthg0bxqBBg8z3t2zZwpw5c9i2bRsArVq1IjU1lfbt25ttSqr3913er18/OnXqhKZprF69mtjYWN555x3i4uICjnfXrl3MmDGDzZs3Y7fbadasGSNHjqRbt24ApKam8uOPPwIwbtw4gFLX1aenpzN9+nS2bdtGZGQkQ4YM8Xv7a+PGjSxYsIAdO3aQk5NDtWrV6Nq1KxMnTiQ6OprvvvuOe++9l8mTJzN48GCvdR955BF+/PFHPvnkEywWS6niE0KIysICPPLfjbz3l+b8UjeBhkdPMfSHX8mLdwQ7NCEqrJCQEMLCwgBo2LAh+/btw263ExISQocOHXjrrbfKvG1J9CuQX375hd27dzNkyBDi4+P58MMPef7550lMTKRbt26sWbOGf/zjH9SrV4/Ro0cDsGzZMsaPH88LL7zAtddeW+p9rl69mkaNGvHggw+SnZ1dqiR/x44djB07lsjISIYPH054eDiffPIJkyZN4qGHHmLIkCHcddddNGzYkKVLlzJq1CgaNWpUqvh2795NamoqMTExjB49GrvdzsKFC827BG4bNmxg4sSJXH755YwdOxZVVdmwYQNLly7l9OnTPP/881xxxRVUq1aNzz//3CvRz8vLY+3atQwcOFCSfCFElVYrP4vYwhBGffuLx1IdJbJ0D/8RQhRJTk7mf//7H506daJRo0ZomsZPP/1Ex44dycrKOq9tS6JfgRQUFPDmm2/SokULAK6++mr69+/PV199RdeuXXnhhReoXr068+fPJyoqCoBbb72VoUOHMmXKFLp06YLVWrpfeUFBAS+99BLVq1cvdbxpaWmoqsr8+fOpWbMmAIMGDWL06NFMmzaNnj17cuWVV3LkyBGWLl1Kp06d6NixY6n2MWvWLBRFYe7cudSqZQwG69GjB8OGDfNq984771CzZk3eeOMNQkJCzFhGjRrFd999B4DFYuGGG27g/fff5+jRoyQmJgKwZs0a8vPz6d27d6nPwYVQUFCA0+kMdhhnlZeX5/VVlJ2cy/Ij5/L8/RlXm+v5mh3WdpyOjiAit4AWBdv5NqYRubm5wQ6vwqrsn82LWZpbUZ6M62nUqFFMmDCBU6dO8dxzz3H99dfz0EMP0bNnT1auXEmHDh3KvG1J9CuQBg0amEk+QO3atYmPjyc7O5udO3dy6NAh7r33XjPJB4iOjmbIkCFMnz6dX375hTZt2pRqn/Xq1StTkp+dnc327dsZNGiQmeQD2Gw27rjjDh577DE2bNhwXsmzpmls2LCBLl26mEk+QFJSEldeeSXffPONuezll1/m9OnTZpIPcOLECSIjI73+OPXu3ZslS5bw5ZdfMnToUAA+++wz6tatS0pKSpljLU/bt28PdggB27t3b7BDqDTkXJYfOZdld/n+TDY1TOG3Og1xqlYUXaMgq4DqxwrK/OROUaSyfjbPJ1GtCnr06MHMmTPZvXs3AP/85z/5+9//zuLFi2ndujX/93//V+ZtS6JfgVSrVq3YMpvNht1u58AB47Zpw4YNi7VJSkoC4ODBg6VO9P3tMxAHDx4sMR53ec753o46efIkubm51KtXr9h7SUlJXom+xWIhMzOTmTNnsmfPHjIyMjh8+HCx9Vq3bk29evXMRD8nJ4fvvvuOO+6447xiLU8pKSkVokd/7969JCUlER4eHuxwKjQ5l+VHzuX5+7r6Loitjq4ac3noisrOWs2ppe+nc3JykKOruOSzWX4qypNxPTmdTrp162aOX4yPj2fevHnlsm1J9CuQsz0q2d/gU9/3PHuz/dE0rdgyVS3bxExni8e9n9KWEflyn4/8/Pxz7n/BggVMmzaNhg0b0q5dO7p3705KSgpLlixh1apVXm179erFW2+9xdGjR/nuu++w2+306tXrvGItTzabLdghBCw8PFxmUyonci7Lj5zLsgsJsVPo+3dBUdBsmpzTciCfzaqpa9eu3HTTTQwYMIDWrVuX67Zles1Kok6dOoD/23779u0DMEtoVFUtNljV4XBw4sSJcoundu3a54zHs9ymLGJjY4mMjGT//v3F3svIyDC/LygoYNasWXTs2JElS5bw+OOPc9ttt5GSksKxY8eKrdu7d280TWPt2rWsWbOGZs2a0aRJk/OKVQghKoPmmYexOnxm2NF16mbnBCcgIXzoilLi61LVt29fVq9ezZAhQ+jduzczZ84kMzOzXLYtiX4lkZycTGJiIh988AE5OUX/4Obk5PD++++TmJhIsuu2akJCAvv27fPqCf/mm28oKCgot3gSExNp2bIlq1at4tChogep2O12Fi1aRGhoKJ06dTqvfSiKwnXXXcd3331n1rUBHDhwgG+//db8uaCggPz8fBo0aOB1F+HXX381p/Z0ePzhatSoEZdddhlff/01GzduvKR684UQIpj21ahF2z27sbjKBxVN4/K9f5ARlxjkyISouB577DG++eYb5s2bR8eOHXnrrbe44YYbGD58OO+//z6nT58u87aldKeSsFqtTJo0iUcffZQRI0YwYMAAAJYvX87Ro0eZMmWKWYbTq1cv0tLSmDhxIn369GH//v0sXbrU7IUvL5MmTWL8+PGMGDGCwYMHExERwapVq0hPT2fSpElER0ef9z7GjRvHunXrSE1NZdiwYVgsFpYsWUJERASFhYUAxMTEkJKSwooVK4iMjKRhw4bs3r2b5cuXm+ckNzeXmJgYc7u9e/dm2rRpKIoiib4QQrikx1Wj0cnTDPxxPfvjE6l56gRnbDbean0ZdwY7OCEqMEVR6Ny5M507d+bJJ5/k22+/5b///S9PP/00//rXv9i6dWuZtiuJfiXSo0cPYmJiePPNN5kzZw5Wq5WUlBSeeOIJ2rVrZ7YbPHgwp06dYtmyZaSlpdGsWTPS0tJYuHBhuU6P1qZNG+bOncvMmTNZsGABmqbRvHlzXnzxRXPAyfmqVasWc+fOZdq0acyfP5/Q0FAGDhwI4PWAieeff56XX36ZFStWYLfbqVWrFnfeeSeNGjXioYceYuPGjVx//fVm+169evHaa6+RkpJS7hdAQghRUYU6FeJy81nd7HJ0VWVH9Xq0OJJJgzNngh2aEMCl/QTcQDgcDtatW8eqVavMSUU6d+5c5u0p+tlGTQpRRR09epQbb7yRhx56yOvJwyIwubm5pKenk5ycLAPLzpOcy/Ij5/L8zWkxHyyxOHweHmhx5pC647YgRVXxyWez/Cxo+H6J792xb3CJ7wWTruts2LCB//73v3z++eecPHmSNm3aMGDAAG688Ubi4+PLvG3p0RfCj48++oiQkBB69uwZ7FCEEOKSUaCofp8QHp1fOR/0JCqeS3nQbUmuvvpqsrOzqVOnDsOGDWPAgAHm1OjnSxJ9ETC73c7JkycDahsbG3vO6Tz9cTqdHD9+PKC2UVFRhIWFlXofZzN9+nR2797Nt99+y+DBg73q9oUQoqpreDqbzLgYcx59AHSdOqeLz2AmhAhM9+7d6d+/Px07diz3bUuiLwL2008/MW7cuIDazpw5s0wf2EOHDtG/f/+A2j755JP069ev1Ps4m9zcXDZu3Mi1117LhAkTynXbQghR0f0WW4+EXDt5EaGgKqDrhOXZORBWtocrCiGMJ+FeKJLoi4A1b96c119/PeC2ZZGQkBDwPi7E3PYPPfQQDz30ULlvVwghKoMm2YfIVxOwOjQ0i4Kq6ahOnRo5Mo++uDRUxCfjXkiS6IuAxcTEnPfc9+dis9ku+D6EEEKUzZGYMBrsy+NkfBj2UAtWu0bc8Xz2NIzh+nOvLoS4yCTRF0IIIURAvm7anNrhdvr9/Ac6oABb6ldn9eX1GBPs4IQAtAo4GPdCkkRfCCGEEAHptmsb4wbezpaGNWidcZQ/EmP4NCWJCRu/A9qdc30hxMUlib4QQgghAlJwMo+r9x/gqxb1+Cq5PgAtjx5jyM/rgRuDG5wQFdyaNWtYv349hw8f5sEHHyQ9PZ1WrVpRt27dMm9TEn0hhBBCBGTCoQcZEP43PrisK982uIzko5mkbl1F/dwZwQ5NCKBiDsbNy8vjnnvuYf369URFRXHmzBnuvvtu3n33XX755RcWLlxIs2bNyrRt9dxNhBBCCCEM9fPeoOmhA8xcNYve6T8Sc/D5YIckRIU2depUduzYwdtvv82GDRvQdR2AKVOmULNmTaZNm1bmbUuiL4QQQohS6f3nfayadzVhX5Tvs0yEOF+6opT4ulStWrWKBx98kCuvvBLFI84aNWowfvx4Nm/eXOZtS6IvhBBCCCFEkJw6darEOvzY2Fhyc3PLvG1J9IUQQgghRKVQEXv0mzVrxsqVK/2+99VXX5W5Ph9kMK4QQgghhBBBM378eCZMmMCJEye47rrrUBSFjRs38tFHH7F48WJeeumlMm9bEn0hhBBCCCGCpEePHqSlpfHSSy+xZs0aAJ5//nkSEhJ46qmn6N27d5m3LYm+EEIIIQL21Ytr+HHhYarlw1fhf/DFwW+YnPVAsMMSAqiY02vu3r2bfv360a9fP/bs2cOJEyeIiYmhcePGqOr5VdlLjb4QQgghAmabso7e+zdS13mcbgd/YuDpQxz+MyvYYQlRYQ0bNoxly5YB0LhxY9q3b0/Tpk3PO8kH6dEXQgghRICevew/NKrVgK0NU4jMzSM/zEbDoxlYe6xkzG9jgh2eEOhqxevSDwkJIT4+/oJsWxJ9IYQQQgSkWf4xfqvRkdY7dlK94BgnQmP5s1Zd6qoHgx2aEBXWfffdxwsvvMDp06dp0aIFERERxdrUqVOnTNuWRF8IIYQQAfkztj5X7drINYe+I0R34kThx9OX832d1sEOTYgK66mnnsLpdPKPf/yjxDbp6ell2rYk+kIIIYQISMzJHDof3UiI7gTAgk6HY1vZHVG23kYhytulPF9+SZ599tkLtm1J9IUQQggRkJqOLCIcBV7LVKBWQWZwAhKiErj55psv2LYl0RdCCCFEQDbXbMa12duJL8g1lzkVhXW1m9MteGEJYaqIg3E3btx4zjZ/+ctfyrRtSfSFEEIIEZDGR48zsdtfmfHVfKLsBRSqFp646mYaH3QGOzQhKqw77rgDRVHQdd1cpviUIEmNvhBCCCEuKAsWfkxsTt3Ul2h3+E92VquNpocw4/dPgh2aEIYKWKM/f/78Ystyc3P5//buPC6qsv3j+GfYFxUU3DfcQAl3y4U0l3JJcSmXNDUt9zTLLM16yrSep1xz1zQ1l9wzxTJzz303d00NdxRBQASBgfn94Y/JUdAB0RH8vl+veeXcc5br3HO0a+5znfvs3buXFStWMGHChAxvW4m+iIiIWOWmu4Hj+fJgMhjYXLSsuf1Y8Ty8bsO4RLKyF154IdX2unXr4ubmxpQpU5g2bVqGtq0n42YRQUFB9OjRw9ZhWGX+/Pk0atSIwMDAR/oVagvTpk2jWrVqXL582dahiIg8dc54F0x1VpMbbjlsEI1I9letWjV2796d4fWV6EumOn36NGPHjqVQoUJ89NFHNGjQwNYhiYhIJql98h8K3IqzaHNLNBJ48ryNIhKxZLIzpPnKijZs2IC7u3uG11fpjmSq06dPA9C1a1fq1Klj42hERCQzRTq703/HAX4rU5Qj+bwpcSOSoBPnuJErt61DE8myOnfufF9bcnIyoaGhXLp0ie7du2d420r0JVMlJiYCpPr4ZhERydrCvDyoePUfNpXIS7IBnJMTqRQewvF8PrYOTQTImg/Munu2nRR2dnb4+vrSs2dPXn8943fAKNF/Cv3xxx/Mnj2bc+fOUbhwYd59912Lz00mE8uWLWPlypWEhIRgNBopWLAgQUFBvPXWWxgMBiZOnMjs2bNZvHgxJUuWNK+bnJxM06ZNqVChAt9++2264jp9+jRTpkxh3759JCYmUqZMGbp06ULdunUB6NGjB/v37wegV69eAOzdu9eqbY8ePZqFCxeybt06PDw8zPt74403qF27NmPHjrVYduXKlaxfvx4HBweuXr3KpEmT2L59O7Gxsfj4+NCpUyeaNGlisQ9rl7vXN998w9KlSxkwYAAdOnSw6nhERLKjPLciGPjKKxzLmw+AHUWK8XYzbyas/t3GkYlkXXPnzn3g50lJGZ++VjX6T5ng4GCGDBmCi4sL/fr14/nnn+eTTz4hIiLCvMyUKVP45ptvKFmyJB988AF9+vTB2dmZiRMnsnTpUgAaN24MwNq1ay22v3//fsLCwsyfW+vo0aN06dKFI0eO0LFjR/r06UNiYiIDBw5k8eLFALz99tvmp7t17dqVYcOGWb39wMBATCYT+/btM7el/Eg4dOiQxa/dHTt2UKNGDRwcHAgLC6NLly7s3r2bN954g/79++Pp6cl//vMfi+mqrF3uXlOmTGHp0qX06dNHSb6IPPOcjYnmJD/FDVc3LntkvIZY5FnXoEEDTpw4kepnhw4dolatWhnetkb0nyJJSUlMmDABf39/vv/+exwc7nw9ZcuW5csvvwTAaDSyaNEiGjZsyNChQ83rtmzZkoYNG7J9+3batGlD6dKlKV26NOvXr6dnz57m5dasWUOOHDkIDAxMV2wjR47Ezs6OOXPmkD9/fgBat27NO++8w7hx42jYsCE1atQgLCyM5cuXU716dapVq2b19qtUqYKLiwt79uyhfv36AOzbt498+fJx7do1zpw5Q+nSpQkNDSUkJIS33noLgEmTJpGQkMCiRYvw9vYGoG3btnz22WdMnTqVZs2akSdPHquXu9vChQv54YcfePvtt3n77bfT1V+PU3x8/CP9un8S4uLiLP4rGae+zDzqy0cX6pQLQ3IyppzO4GQPxmSISeCmvTOxsbEP34CkKrufm0+ynNdkyBpj2KtWrcJoNAJw6dIl/vjjj1ST/R07dpjLojNCif5T5MSJE0RERNCjRw9zkg/w6quvmktXHBwc+OOPP8wnR4rIyEjc3d0t/pFo3LgxEydO5PTp05QuXRqj0ciGDRuoV68eTk5OVscVHh7OkSNHaN26tTnJB3B2dqZTp058+umn7Ny5M91XCe7m5OREtWrVzKP4JpOJ/fv307lzZyZNmsSBAwcoXbo027dvx2AwUKtWLZKTk9m0aRPVqlXDwcGByMhI8/bq16/PmjVr2LVrF40aNbJqubtLeH777TemTZtGUFAQffr0yfBxPQ5HjhyxdQhWCwkJsXUI2Yb6MvOoLzPOLfk2xR1iCcmVy9zmbmfk+StnM/zkTvlXdj03q1atausQnjqHDx/mxx9/BO48BXfy5MlpLtu1a9cM70eJ/lPkypUrABQpUsSi3d7enqJFi5rfOzo6snXrVjZv3sy5c+e4cOEC0dHRwJ0a/BSNGzdm0qRJrF+/ntKlS7Nr1y6ioqLSnZCnxFW8ePH7PitRogQAoaGh6dpmamrVqsWIESO4fv064eHhREVFUadOHdasWcP+/ftp06YNO3bsoFy5cnh5eREREUFMTAybNm1i06ZNqW4zNDSUyMhIq5a729SpU7Gzs+Po0aMYjUaLH162FhAQkCVG9ENCQvDx8cHV1dXW4WRp6svMo758dMu8zxOSv4BF2y03Nzb4l+PrcuVsFFXWp3Mz82SVaTQ//PBDOnfujMlk4uWXX2bixImUu+fvkL29PTly5CBHjow/p+LpyV7E7Pbt2/e1pdSom0wmPvzwQ7Zs2UKlSpWoUKECr732GlWqVDHfAJuiQIECVKxYkbVr19KzZ0/Wrl2Ll5dXukpq7t53alJ+WGRGIpxSTrR3717Cw8PJkycPJUqUoEqVKqxfvx6j0ciePXto3769xb4bNGjAa6+9luo2CxcubPVyd2vSpAlVqlTh66+/Zs6cOU9V6Y6zs7OtQ7Caq6urZmDKJOrLzKO+zDhjGleDw3J4qE8zgc7NZ4eTk5M591i/fj358uXD0dEx0/ejRP8pkjKSf+HCBYt2k8nE5cuXKVmyJAcOHGDLli1069bNIrE3Go1ERUXdl7A2btyYb775hpCQELZs2UKTJk2wt7dPV1wFCxYEUr+keO7cOeDOj4pHVbhwYYoXL86ePXuIioqicuXKwJ36/YULF/L7778TExPDiy++CICnpycuLi4YjUaqV69usa3Q0FBOnDiBq6srHh4eVi13t969e1OwYEGCg4P54YcfaNiw4X1XWkREnjU1TpzD+8Voruf+t3THKT6B9rv2ABm/YVDkWVa4cGEOHTrErl27SEhIsBjcjY2NZd++feaJT9Ira9yx8Izw8/OjUKFCLF261GJUf82aNea68qioKODfkpkUv/zyC7dv376vpOPll1/GwcGBadOmERUVRaNGjdIdl7e3N/7+/qxevZqrV6+a2xMTE5k/fz5OTk73JdAZVatWLfbs2cNff/1FlSpVgDuJvsFgYPr06Xh5eeHv7w/cuYoQGBjI1q1bOXXqlMV2xowZw8CBA4mMjLR6uXsZDAY+/vhjjEZjuqciFRHJjhKdEykaHsobB7ZS/so5Wh7eReDZ4yQ6338lWsQWTAZDmq+n1fz582nXrh2jR49mwoQJTJw4kYkTJzJp0iR+/PFHPD09M7xtjeg/RQwGAx999BEDBw6ka9euNG/enGvXrrF48WLz3PIVKlTA3d2dMWPGcOXKFXLlysXevXtZu3Ytzs73z3rg6elJjRo1WLt2LYULF6Z8+fIZim3gwIH07t2bzp0706ZNG9zc3Fi9ejXHjx9n4MCB5MyZ85GPH+6U7yxYsAD49+YdT09PSpYsyZkzZwgKCsJw11/Wfv36sXfvXrp3707btm0pUKAAW7duZcuWLbz22muUKlUqXcvdq2zZsrz22mssWbKENWvWZOiHkohIdrG+bGl+WTAOr2h7jLhgTwIG+ygGvNKOlrYOTiSLmjdvHnXq1GHEiBFMmzaNmJgYhgwZwubNmxk8eDDNmzfP8LY1ov+UqV27Nt999515XvxNmzbxn//8Bx8fHwC8vLwYN24cRYoUYebMmUyaNInQ0FD++9//0rp1a86ePUt4eLjFNlNuvm3YsGGG46pQoQI//PAD5cqVY+7cuUyZMgUnJydGjRrFG2+8keHt3itlmk0PDw+L5DtldP/eaUGLFCnC7NmzefHFF1m+fDljxozh0qVLfPDBBwwaNCjdy6WmT58+5MmThzFjxnDz5s1MO1YRkawmd3wCSUYv+r72JjU+/JC3OnTllGc5ykZcs3VoIncYHvB6Sl28eJEOHTrg4eFBQEAA+/btw8XFhUaNGtGjR48HPu/nYQymB91pKdnCH3/8wZAhQ1iyZMl9JT8ij0NsbCzHjx+nXLlyurHsEakvM4/68tEtKDWNcY0bsKuEj7mtUGQk38+bQ9OQAbYLLIvTuZl5JlRbk+Zn/fY+nVflq1SpwpQpU6hevTpHjx6lXbt2HDhwAEdHR3bv3k3fvn3ZvXt3hratEf1szmQy8fPPPxMQEKAkX0REHslav7IWST7AZU9Pfqjxkm0CErlHVqzRL1euHBs3bgTu3IOZnJzMX3/9BTz69OWq0c+mjEYjn376KaGhoRw9epQRI0ZYfJ6YmGi+sfdhPDw8MjTlU1JSEjdu3LBq2Rw5cuDi4pLufYiIyJNz2Dtvqu0bixV7wpGIZB9du3alb9++REdH89///pcGDRrw8ccf07BhQ4KDgx/pgWNK9LMpBwcHLly4wKVLl+jevTv169e3+Pyvv/66b979tEydOjXdc+8DXL161eobSL744guCgoLSvQ8REXlyvGJv8cK5v9ldvIy5zffaZeyjE4DUfwSIyIO9/PLLTJ06lTNnzgAwbNgwPvzwQxYuXEj58uX5/PPPM7xtJfrZ2E8//ZTmZ76+vkyaNMmq7fj6+mZo/15eXlbvI61Zb0RE5OlRPjyCYStGMS6wKRtLlafS5X8YtHk5Y6q/DpS2dXgiWebJuPeqW7cudevWBSB37tzMnDkzU7arRP8ZlStXrkyb+z4tzs7Oj30fIiLy5JS+EsoF16Lkv+BK24v/gMnEWdfSFIqItnVoIlne5s2b2b59O9euXWPAgAEcP36c55577r6HoaaHEn0RERGxik/kdXZ4P0+y4f+fsG4w8Ffu8pQNPWfbwET+39N8021a4uLiePfdd9m+fTs5cuTg1q1bdOvWjQULFnDs2DHmzZtHmTJlHr6hVGjWHREREbFKvL0zRrtUJmdIVjohklFjxozh6NGjzJ49m507d5Iy8/23335L/vz5GTduXIa3rb+ZIiIiYpW/nexxSkq0aDOYTJzxyJyno4s8i1avXs2AAQOoUaMGhruuSOTLl4/evXuzb9++DG9bib6IiIhY5cN/euOWFI1jkhEA++QkCsSF0f302zaOTOSOrDiPfnR0dJp1+B4eHsTGxmZ420r0RURExGrNTnTkH89k4pxuc84jiavln94ESiQrKFOmDMHBwal+tmHDhgzX54NuxhUREZF0cHZzZcju11m4cCE1/f0oXVrTasrT42keuU9L79696du3L5GRkdSrVw+DwcCePXv4+eefWbhwIaNHj87wtpXoi4iIiIjYyMsvv8zIkSMZPXo0mzdvBuCbb77By8uLoUOH0rhx4wxvW4m+iIiIiGQLWXFEHyAoKIigoCDOnj1LZGQkuXLlomTJktjZPVqVvRJ9EREREZEn6I8//qBGjRrkypXLor1kyZKZuh/djCsiIiIi8gT179+fkJAQi7bp06cTHh6eqftRoi8iIiLp0qvpDlaurMCUz27bOhQRC1lles2Uh2KlSEpKYsyYMYSGhmbqflS6IyIiIlZ7p+kmlgVWJcrdFdf4BBI77ePHlbVtHZZIlndv8p8ZNKIvIiIiVmnz4grmvliDKHdXAOKcnZhbuwYdG2+wcWQid2SVEf0nRYm+iIiIWMUhrzeJjpbFACaDgev5vG0UkYg8iBJ9ERERsUqoe85U2286Oz/hSESyJ0MmX3lQjb6IiIhYJdftW3hF3yI8l7u5zSnRiIsxzoZRifzLZJd1SnTeffddnJycLNp69eqFo6OjRZvBYGDdunUZ2ocSfREREbFKqYhrvLw0jLm1K3C6QB4K3bhJp81/ccVb6YRIerRq1eqJ7Ed/M0VERMQq11wKUC7hEj3X78cEpIydXvPIY8uwRMyyyk23//vf/57IflSjLyIiIlaxT04i2u1OqUFKOhXvYMc5L0+bxSQiaVOiLyIiIla55uGKZ2yCRZuzMZmbbioQkKeDpte0pERfRERErOIdE0Vqj/QpHX71icciIg+nRF8yJCgoiB49etg6DBEReYK8Y2I5XdDLou2ahzuOCfE2ikhEHkTX2kRERMQqRgcHTpQoSax7Drwjo4nK4cbpIvnJFaURfXk6PKslOmlRoi8iIiJWKRF5FfvQnLy3fSFFYq5w3TUPM59vQYSz08NXFpEnTqU7IiIiYhWPmDj+s246JW9ewMlkpFDsNT7a8iOFwyNsHZoIoJtx76URfXkkv/zyC7NmzSIsLIwyZcrQq1cvatasCdyp469evTrJycmsWbMGDw8PfvrpJzw9PTlw4ADTp0/n8OHDADz33HP06NGDKlWqANChQwcAfvrpJ/O+Fi1axMiRI3n//ffp2LGjub1Dhw54e3szfvx4oqOjGTNmDHv27CEiIoJ8+fLxyiuv0L17d5zvekT72bNnmTx5Mnv37iUxMRE/Pz+6d+9ujh2gR48eODs7U65cORYsWICLiwtTpkyhdOnSj69DRUSeYmcK5MfrVKRFm3NyAjkTY2wTkIg8kEb0JcOOHz/OyJEjeeWVV+jTpw83b97k/fffZ9euXeZl1qxZw+nTpxkwYAAtW7bE09OTzZs307NnT0JDQ3nnnXd45513CA0NpXfv3mzevBmAwMBA/v77byIjI83b2rt3LwAHDx40t12/fp2///6bF198EYDBgwezZcsWWrVqxaBBg6hatSqzZ89m1KhR5nVOnz5N165dOXv2LF27dqVPnz4YjUb69+/PH3/8YXGMBw8eZO3atfTv359mzZpRokSJzO5GEZEs45xHHpK5f2T0nIdXKkuLiK1pRF8yLC4uju+++86cZAcFBfHaa68xYcIEqlevDkB8fDyjR48mb968ABiNRkaMGEHevHmZM2cOOXLkAOD111+nXbt2fPvttwQGBlKrVi1mzZrF3r17efnllzGZTOzfv598+fJx8OBBTCYTBoOBnTt3YjKZePHFF4mIiGD37t3079+fTp06AdCyZUtMJhOXLl0yxz1ixAhy587N/PnzcXV1BaBdu3b07t2b0aNHU69ePRwdHc3HOHz4cAICAp5Mp1ohPj6epKQkW4fxQHFxcRb/lYxTX2Ye9eWjKxxxm5O5SlMu+m9z22XXAiQm5yI2NtaGkWVt2f3cdHNze2L7elZLdNKiRF8yrFSpUuYkH8DDw4MmTZqwcOFCrl+/DkCRIkXMST7AiRMnuHr1Kv369TMn+QA5c+akbdu2TJw4kWPHjlG+fHly5MhhTvT//vtvoqKi6N+/P+PGjeOff/6hZMmS7Nixg5IlS1KoUCESEhJwc3Nj6dKlFCpUiFq1auHq6soXX3xh3k9kZCT79++nXbt2xMfHEx//75RwdevWZezYsRw9epRKlSoB4OzsjL+//+Pqwgw5cuSIrUOwWkhIiK1DyDbUl5lHfZlxMa52rC8UyGXXAhS4fY0IJ09O5ixJnKsTx48ft3V4WV52PTerVq1q6xCeWUr0JcOKFy9+X1uRIkUAuHLlCgB58uSx+Pzy5ctpruvj42Net0KFClSvXp09e/YAd8p2vLy8CAoKYvz48ezfvx8fHx927dpFUFAQAE5OTgwZMoSvvvqKQYMG4eTkRJUqVahfvz5NmzbF2dmZixcvAnfq/RctWpTqcYWGhpr/7OnpiZ3d01XhFhAQkCVG9ENCQvDx8TFfNZGMUV9mHvXlo4t12cvu50qTdMKekNvFue3owKEyxYlxTKJcubK2Di/L0rmZeTSib0mJvmSYIZW/TCbTnWcmpiTH9ybJKZ+nJuWzlLKZwMBA1q9fT1hYGHv37qVy5cp4enpSunRpDh48iL+/P5GRkQQGBpq30bhxY2rWrMmmTZvYunUru3fvZufOnSxdupTZs2eTnJwMQJs2bahbt26qcZQqVcr856ctyQcsbip+2rm6uj7RS7bZmfoy86gvM84jMYaLnkU4Uq4gFS79zem8BbieKyeFb5xRn2YCnZuS2ZToS4aljNrf7fz58wAULlw41XUKFSoEpH558ty5cwDkz58fgFq1agGwa9cu/vrrL3r27AlAlSpV2LRpEyVKlCBHjhzmMpvY2FhOnTpFyZIladGiBS1atCAxMZHx48ezYMECdu7caS7DcXBwMN9HkOLs2bNcvnwZFxeX9HSDiMgz44K7O++tW8pLoTvNt+Qe9vDjy4ZNbRqXiKTu6RuulCzj+PHjnDhxwvw+PDyc3377zTzynppy5crh7e3N0qVLiYn5dzq2mJgYlixZgre3N+XKlQPA29sbX19fFi9eTFRUlHnqzapVq3L16lVWrlxJjRo1cHC483v1zJkzdOvWjRUrVpi36+joiJ+fH3BndN7b2xt/f3+Cg4MJCwszL2c0Ghk2bBiDBg3CaDRmTgeJiGQzsc4eBF7dYzHvTvmok+S5lWCzmETuZjKk/XoWaURfMixXrlz069ePN998E3t7e5YsWYLRaGTAgAFpruPg4MDAgQMZMmQInTt3pkWLFgCsWLGC69ev8+2331qUywQGBjJr1iw8PDzMJTVVqlTBYDBw6dIlunfvbl42ICCAypUrM3nyZEJDQylTpgxXr15l0aJF+Pj4mEfwBw4cSO/evenYsSNt2rTBw8ODNWvWcOTIEfr27ZvmjxQRkWddgejrOJruv0eo4C09MEvkaaREXzKsVq1a+Pv7M3fuXKKionjuuef43//+Zx6RT8vLL79Mrly5mDFjBtOnT8fBwYGAgAD+85//ULly5fv2MWvWLCpXrmy+J8DT05MSJUrwzz//mMt74M49A6NGjWL69Ols2bKF5cuXkzNnTurXr0+vXr3Mtf8VKlTghx9+YNq0acybNw+j0Ujx4sUZOnQozZo1y+ReEhHJPgxJBuLsnXBN+ncEPxkDbrHxD1hL5MnRzbiWDKYH3R0pIpIBsbGxHD9+nHLlyunGskekvsw86stHN6r6bMqH/8Pzl0PIE3eTW44u/FGmAp43b1Pv/FBbh5dl6dzMPMMa7Urzs8/XVE/zs+xKI/oiIiJildO5C3CkRCUmueWmwM1wrrt74myMp9zZg9SzdXAiaET/Xkr0RURExComHLiewxuAyx75AEhwcCIsj7ctwxKRNGjWHREREbGKd2xkqu3uiXFPNhARsYoSfREREbHKkQIlqXjxhEVbsRtXOOlZyEYRiVhKNhjSfD2LVLojIiIiVnn+9N+UuGGkRFgoF7zyki86Eq9rt9lfuKCtQxORVGhEX0RERKyy1b8ctxzcMES5UezsLVyuOxJjl5OThTWiL08HE4Y0X88iJfoiIiJiFef4eOzvmZXbADgm6YniIk8jJfoiIiJilar/nCTR/v7UoWT4eRtEIyIPo0RfRERErPL53o4cKpHbou0vH2/sSySksYbIk2UyGNJ8PYt0M66IiIhYLTzqMqEFDIS658MjIRpD1AX+98Obtg5LRFKhRF9ERESstmhHexITE1m4cCH+/v6ULl3a1iGJmD2rI/dpUemOiIiIiEg2pBF9EREREckWNKJvSSP6IiIiIiLZkBJ9EREREZFsSKU7IiIiki7/LTebckb4kwOU/ks348rTw6TKHQsa0RcRERGrLSk5jTx2bswtV5HoXF5sLD/f1iGJSBo0oi8iIiJW+cxrPFvqvMSfxYsCsMqvND6R0UQUn8rb53rZODoRSNbNuBY0oi8iIiJWKZIvpznJTxHimYsrXnlsFJGIPIgSfREREbHKkXz5cEk2Uel2PHVi43g+7jY5k5PZUMrX1qGJSCpUuiMiIiJWiXHNRc2YGMpEhPFc6EVC8uQlR8Gi2Ds62jo0EUDz6N9LI/oiIiJiFa+YeJof/wufmBiO+pQjp8mOt/bvoHh0jK1DE5FUaERfRERErOIffpEzpfy5ntMTgCueXkS456Te0T1AdZvGJgIa0b+XRvRFRETEKuFunuYkP0W8oxO3HVxtE5CIPJBG9EVERMQqTrGx2CUnk2x3zzhhYpJtAhK5h6bXtKREX0RERKziG3mNHfZJXMrjQWgOF/LEJVD6egR2SYm2Dk1EUqFEX0RERKyyoUxpFlfwhf8fND2TG/YUzI3LjWt0sWlkIpKaLFWjP3ToUKpVq2brMLK14OBgqlWrxt69e20dSqa7fPky1apVY9q0aea2atWqMXToUPP7hIQEvvzyS1566SVeeukl/vzzT06ePEmnTp2oVasWQUFBmEwmG0QvImJ7SfZ2gAnfi+G02naCyqdDATA52TYukRQmQ9qvZ1GWGtF/7bXXeOGFF2wdhmQjw4YNo0iRIub3y5cvJzg4mFdffZUqVarg7+/PBx98QEhICH369MHb2xuD6v9E5BnlF3Gd9puO0vjQOSK8c9Lsr3Mcy5sLT9cIW4cmIqnIUol+hQoVqFChgq3DkGzk1VdftXh/+vRpAAYNGoS7uzsAf//9N7Vr16Zjx45PPD4RkadJzmgDleyj2FG7nLkt/5Ub+J67ZcOoRP5lQoNxd8tSpTsij1ti4p0bylKSfACj0WjxXkTkWRXq7MbZ0gUASClivFowN7fsXWwXlIik6alK9KOjoxk6dChNmzalZs2atGjRgokTJxIfHw+kXqMfEhLCgAEDqFu3Lg0aNGDkyJEsX76catWqcfnyZQCmTZtGrVq1OH/+PO+//z516tShXr16fPHFF0RGRpq3NW3aNIv10mqfNm0a1atXJyQkhB49ehAYGEhQUBAzZswgKSn9U4yl1MUfPXqUAQMG8OKLL9K4cWPGjBnD7du371vu3vr5e9tT3q9fv57mzZsTGBhorktPTExk2rRptGrVisDAQF577TVmz559X9wRERH85z//oW7durz00ksMHDiQ0NBQi2UuXLjAF198wauvvkqNGjWoX78+H3zwAWfOnLFYbv369XTu3Jk6derw0ksv0adPHw4ePGixTHJyMvPmzeP111+nZs2aNGnShFGjRhETk7GnLRqNRr7//nuCgoIIDAykV69e/PPPP/ctd3eNfrVq1Vi1apX5z0FBQebzbdWqVVSrVo3g4OAMxSMikh3EOTtxw9WJX8oWYtrzpVj8XBEu5XTh7wJetg5NRFLxVJXuDB48mJMnT9K+fXu8vb05dOgQs2fPJioqik8//fS+5UNDQ+nWrRsAHTt2xMHBgSVLlvD777/ft2xSUhK9evWiUqVK9O/fn2PHjrFixQri4+P55ptv0h2ryWTi3XffpVSpUrz33nvs3buXqVOncvXq1VRjtcagQYPImzcvffv25dSpU/z000+cPXuWiRMnZmh7w4cPp127dri7u5tLnj788EO2b99OkyZNqFixIkePHmXixIlEREQwYMAA87rDhg2jSpUq9OvXj7Nnz7J06VIuX77MTz/9BEB4eDhdunQhR44ctG3bFk9PT06ePMkvv/zCiRMnCA4OxsHBgX379jFkyBBq1apFixYtiIuLY8mSJbz77rssWrTIXB8/fPhwfvvtN5o2bUqHDh0ICQlh6dKl/PXXX8yYMQNnZ+d0HftXX33FqlWraNSoERUrVmTHjh188sknD1xn2LBhLF++nAMHDjBs2DDi4uJwdXXl888/p3LlyrRq1eqpKB2Lj4/P0A/KJykuLs7iv5Jx6svMo758dFEu9qwuU5CbLo4ARLg583uZghQ88w+xsbE2ji7ryu7nppub2xPbl+bRt/TUJPoRERHs3r2b/v3706lTJwBatmyJyWTi0qVLqa7z/fffc/PmTRYtWoSPjw9wp+a6devW9y2blJTEK6+8wgcffADA66+/TlhYGBs3buT27du4uKTvsmNycjLlypVj5MiRGAwG2rVrx3/+8x9++eUXOnToQIkSJdK1PYA8efLw/fff4+h45x9Qb29vZs6cyY4dO6hZs2a6t9eoUSN69+5tfr9t2za2b99Onz59ePvttwFo3bo1RqORJUuW0L17d/Oy1atXZ/To0eb3sbGxBAcHc/HiRYoUKUJwcDDR0dH88MMP5r6HOyUvs2fP5vTp05QtW5a1a9fi4uLCmDFjzDex1qhRg48//pgTJ05QpEgR9u7dS3BwMJ988gmvv/66eVuBgYH07duXn3/+mfbt21t93KdPn2bVqlW0b9+eDz/8EIC2bdsydOhQ84h9al599VV2797NgQMHLGr3P//8cwoXLnxfPb+tHDlyxNYhWC0kJMTWIWQb6svMo77MuAhPZ3OSnyLR3o7jhb04fvy4jaLKPrLruVm1alVbh/DMemoS/Rw5cuDm5sbSpUspVKgQtWrVwtXVlS+++CLV5U0mE5s3b6ZWrVoWiWa+fPlo0qQJy5Ytu2+dV155xeK9r68v27dvJzIykgIFCqQ75i5duljMwPLmm2+yevVqtmzZkqFEv2PHjuYkP2V7M2fO5M8//8xQol+5cmWL91u3bsXOzo62bdtatPfv35+3337b4hd3w4YNLZZ57rnnCA4OJjw8nCJFitClSxeaN29Onjx5zMvcvn0bu/9/WmLKyE6+fPm4desWI0eOpE2bNpQoUYLSpUvz888/m9fbsGEDBoOBwMBAi1KqsmXL4uXlxZYtW9KV6G/fvh24M0vT3d54440HJvpZRUBAQJYY0Q8JCcHHxwdXV1dbh5OlqS8zj/ry0V12+QtMJrhn1PSiew7Klctvo6iyPp2bmcekEX0LT02i7+TkxJAhQ/jqq68YNGgQTk5OVKlShfr169O0adP7SjeioqKIioqiWLFi923r7sT/bp6enhbvU5Lq5OTkDMV8bzJftGhRAK5cuZKh7ZUsWdLivYeHBx4eHvfdM2Ctu5NwuDOPfO7cucmRI4dFu7e3N97e3g9cN6X/U25WTfnz5MmTOXHiBBcuXODy5cvmBDSlT9u2bcvOnTtZvHgxixcvpnDhwrz44ou0aNECX19fAC5evIjJZKJZs2apHkd6b4RN6f+7p82EtM+LrCa9ZUy25Orq+kQv2WZn6svMo77MuCSDM8QkQM67/h26nYh94pMtz8iudG5KZntqEn2Axo0bU7NmTTZt2sTWrVvZvXs3O3fuZOnSpcyePdtiWaPRCNz5gXCv1NoA82hzeqX1Q8DBwSHV5TK6n3u3B3dKjh62vbRGd+9dLzk52eo54B+23IEDB+jbty9ubm5Ur16d5s2bU7ZsWS5evMi3335rXi5Hjhx8//33HD58mE2bNrF9+3YWLVrEkiVLGDZsGI0bNyY5ORl3d3dGjBiR6r4ymtjGx8dbXCHRg65ERB5NwYQkiE8CUwI42kFSMsQnUSo2e9aWi2R1T02iHxsby6lTpyhZsiQtWrSgRYsWJCYmMn78eBYsWMDOnTstls+TJw9ubm6cO3fuvm1duHAhQzHY29sDd56Oerfw8PBUl7906ZLFKPz58+eBf0f20+vixYsWo843btwgJibGfNUiJXG/e1T9QfHdq0CBAuzatYvY2FiLEYMTJ04wb948c92+NaZNm4aLiwuLFy8md+7c5vaZM2daLHfu3DliYmIoX7485cuXN9/c2717d+bNm0fjxo0pWLAgO3fuxN/fn5w5c1qsv27dOjw8PKyOC6Bw4cLAne/D39/f3J7WvR4iImKlpFtgZwfG5DsvAIOBvDcjbRqWSAqV7lh6aqbXPHPmDN26dWPFihXmNkdHR/z8/ID7R6ft7OyoU6cO27dvt0jgoqOjWbNmTYZi8PK6Mz3YqVOnzG23bt1i27ZtqS6/aNEii/fz5s3D3t6el156KUP7X7x4scWo89y5cwGoV6+eRXwnT540L2M0GtmwYYNV2w8MDCQ5OZnly5dbtC9dupS1a9eat2+NqKgocufObZHkx8TEmGvgU64yjBo1igEDBljMxuDj40POnDnN32lKf937I+HPP/9k8ODB6f4+69ati729PfPmzbNov/f7EhGR9CkeGUHemFj6bjvAdys38tGmPfhERFEuPGMDbCLyeD01I/oBAQFUrlyZyZMnExoaSpkyZbh69ap5Rp3q1auzbt06i3V69erF1q1b6dq1K+3atcPJyYlly5YRHR0NPLz85F5169Zl1KhRjBgxgitXruDk5MTy5cvTvDFm1apVxMTEUKlSJbZv386WLVvo3r07BQsWzFAf7Nu3j/79+1O7dm0OHz5snm6yUqVKwJ253b28vJgxYwbx8fF4eXnx66+/Wj0dV506dahRowbfffcdZ8+exd/fn0OHDvHrr7/SvXv3dI2c16pVix9//JHBgwdTo0YNrl+/zooVK4iIuPMY9JTE/s033+S9996jW7duNGvWDCcnJzZv3szFixf58ssvgTs/QF566SXmzp3LpUuXeOGFF7hy5QqLFy+mQIEC6X4ibZEiRXjzzTeZM2cOcXFx1KpViwMHDrB79+50bUdERCzF2xkYvHEnL/5zDs+4OGKcnSl3NYyw3LcfvrLIE5CsAX0LT02ibzAYGDVqFNOnT2fLli0sX76cnDlzUr9+fXr16mVRa52iSJEifP/993z33XfMmjULZ2dnmjZtir29PXPnzk11nQfJnTs348aNY+LEiUybNg1PT09atWpF8eLFGTJkyH3Ljxw5kunTp7Nx40YKFy7Mp59+SqtWrTLcB//5z3/49ddf+e677/D29qZv37507tzZ/LmDgwMTJkzgu+++Y86cObi5udG4cWPq1atHjx49Hrp9Ozs7Ro8ezYwZM1i9ejWrV6+mSJEiDBo0yGJaS2v06NGD5ORk/vjjD7Zs2YK3tzfVq1enY8eOtG3blj179lCvXj1q1KjBmDFjmDVrlvkHSqlSpfj6669p1KgRcOe7//bbb/nxxx/59ddf2bJlC7lz56Z+/fr07t07XVcaUrz33nvkzZuXxYsXs2vXLvz8/Bg3bhxvvfVWurclIiJ3JNg58fKpU+RMuPMgy9xxcQSGhPBt8Ro2jkxEUmMwZeE7FCMiIsidO/d9I/cjRoxg2bJlbNu2LdUbXB/VtGnTmD59OitXrqRQoUKPvL3g4GC+/PJLpk6det+Tf0WyotjYWI4fP065cuU0g8QjUl9mHvXloxvvv5BXj58nCjcScMQBIx7EsqJCaT76K+MDXc86nZuZ5912J9L8bNKisk8wkqfDU1OjnxGDBw+mbdu2FrPi3L59my1btuDr6/tYknwREZFn1W1nA+Hk5DbOJGNHAk6EkwsHU8amqRaRxytLZ8KvvvoqX331Fe+//z516tQhISGB3377jWvXrqVaavMk3bhxw6qHGqX3ibzPqpiYGG7ffngNqL29vcUNwiIiknmcYk0YcWBP8fwcKpKXUmGR1P77Eh4xiQ9fWUSeuCyd6Lds2RJnZ2cWLFjAhAkTMBgM+Pv7M3nyZJs/brlz585WPTirWbNmNo81Kxg1apRVT7UtWLAgwcHBTyAiEZFnj5shke9ffA77ZAMVLlznTF4Pvmn8PL2OaLIDeToko7tx75alE32AJk2a0KRJkye6z549e9KzZ88HLjN8+HDi4+Mfuq28efNSsmRJgoKCMiu8bKlz585Wfc9Z6amxIiJZTZIpmYBLEVT/5yoAVc5f43zunJwskr4nmIvIk5HlE/2nVcqUmJI5SpYsafFwMhERefIOFCxOx81nLNqK3bjJ2krP2SgiEUt6YJalLH0zroiIiDw5Uc5OqbYn2im5EnkaKdEXERERqzgmGNlXPJ9F2yVPdxLsNeuOyNNIpTsiIiJilXkb6/BKi4Ocyp+b8hev809eD/70zc8Lf24Cato6PBE9GfceGtEXERERq/mdP4cT8ayrUJhb7gYqXL7ChNA+tg5LRFKhEX0RERGx2sQDLUhMTGThwoX4+/tTunRpW4ckYpasm3EtaERfRERERCQb0oi+iIiIiGQLml7Tkkb0RURERESyISX6IiIiIiLZkBJ9ERERSbeDM01cPn/T1mGIWEg2pP16FqlGX0RERKw2qsoPNDl/iD5J8SR228PcYifpe6CnrcMSkVQo0RcRERGrzBi4DEfXZGq+P5ybLm44Jybw0cYVDPWfyNBjfW0dnggmntGh+zSodEdERESscmPjNT4K6sRNFzcA4h2d+OqV1jjmzmnjyEQkNUr0RURExCpryj9PosM9xQAGAysrvmCbgETkgZToi4iIiFX8L18Ek+m+9vKXz9kgGpH7JRsMab6eRUr0RURExCrPXTuDszHRos1gSqbS5TM2ikhEHkQ344qIiIhVzuQrSryjk0WbyWDH3uKlbBSRiKVndeQ+LRrRFxEREat43ozGkJx8X3v+6BgbRCMiD6MRfREREbFK0YibvLN7A8Ujr1P7n+McLlCM330rUvvUaVuHJiKpUKIvIiIiVolyysmolfPxSLwFwEtnj9Nt5wZ+9qlr28BE/t+z+gTctKh0R0RERKxy09XOnOSncElOJDqXsiuRp5FG9EVERMQqt53cUm1PwuUJRyKSumQ9GdeCRvRFRETEKldd83Dcq6hlm5sHF9wK2CgiEXkQjeiLiIiIVS54uYNdkkWbU3ICh0t42iYgkXuYNL2mBY3oi4iIiFUCrl2gXNhli7bct+N45cxhG0UkIg+iEX15rKKjoxkzZgx79uwhIiKCfPny8corr9C9e3ecnZ0BOH36NFOmTGHfvn0kJiZSpkwZunTpQt26dc3b6dGjB1euXCE4ONhi+/e29+jRA2dnZ8qVK8eCBQtwcXFhypQplC5dmpCQEKZOncqePXswGo34+fnRu3dvKleubN7e2bNnmTx5Mnv37iUxMRE/Pz+6d+9OzZo1H39niYg85UqFhZFkMGBvMlm0F4sMt1FEIvIgGtGXx2rw4MFs2bKFVq1aMWjQIKpWrcrs2bMZNWoUAEePHqVLly4cOXKEjh070qdPHxITExk4cCCLFy/O0D4PHjzI2rVr6d+/P82aNaNEiRKcP3+et956iz179tC2bVveffddoqOjeffddzl69Chw5wdH165dOXv2LF27dqVPnz4YjUb69+/PH3/8kWl9IiKSVe0oWoZrOXJZtF3NkYttRX1tFJGIpWRD2q9nkUb05bGJiIhg9+7d9O/fn06dOgHQsmVLTCYTly5dAmDkyJHY2dkxZ84c8ufPD0Dr1q155513GDduHA0bNsTT0zNd+42Li2P48OEEBASY26ZMmYLRaGTevHkULXrnRrKGDRvSsmVL5s6dyzfffMOIESPInTs38+fPx9XVFYB27drRu3dvRo8eTb169XB0dHzUbnlk8fHxJCUlPXxBG4qLi7P4r2Sc+jLzqC8fXcmbYVx19yD/zSji7R1wTDIS5eRKsZvhxMbG2jq8LCu7n5tubqnP1iSPnxJ9eWxy5MiBm5sbS5cupVChQtSqVQtXV1e++OILAMLDwzly5AitW7c2J/kAzs7OdOrUiU8//ZSdO3fSuHHjdO3X2dkZf39/8/vk5GS2bdtGYGCgOckH8PT0ZMaMGXh6ehIZGcn+/ftp164d8fHxxMfHm5erW7cuY8eO5ejRo1SqVCmDvZF5jhw5YusQrBYSEmLrELIN9WXmUV9mXLnQf/C5Hs66AnUJdclHnoRIqofvo9iNaxw/ftzW4WV52fXcrFq16hPbV7JuxrWgRF8eGycnJ4YMGcJXX33FoEGDcHJyokqVKtSvX5+mTZty5coVAIoXL37fuiVKlAAgNDQ03fv19PTEzu7fqrSoqChiY2MpVqzYfcuWLl0a+Dd5XrRoEYsWLUp1uxmJ5XEICAjIEiP6ISEh+Pj4mK+OSMaoLzOP+vLRrc39F3a3C3PDOTcAV13z8XvB+rglXKBcuXI2ji7r0rkpj4sSfXmsGjduTM2aNdm0aRNbt25l9+7d7Ny5k6VLl/Lhhx+muV5ycjIADg4PPkVTlrvb3Uk+YE6KDQ/4lZ+ynTZt2ljcBHy3UqVKPTCWJyXlJuaswNXVVZdsM4n6MvOoLzOu0tWLXHIOsGhLsHfGPzJKfZoJdG5KZlOiL49NbGwsp06domTJkrRo0YIWLVqQmJjI+PHjWbBggXmEPLVLlefOnQOgQIE7D2Gxt7cnISHhvuXCwx8+04OnpyfOzs5cvHjxvs/mzp3L9evXzfcQODg4UL16dYtlzp49y+XLl3Fx0ZMfReTZdt7TA4eYZEwGywGVG65ONopIxJKejGtJs+7IY3PmzBm6devGihUrzG2Ojo74+fkB4OHhgb+/P6tXr+bq1avmZRITE5k/fz5OTk7mpNvLy4sbN24QFhZmXu748eNcuHDhoXE4ODhQo0YNtm3bZlF+Ex0dzdy5c7l06RLe3t74+/sTHBxssQ+j0ciwYcMYNGgQRqMx450hIpINGEwGykSftmgrGBdKgvJ8kaeSRvTlsQkICKBy5cpMnjyZ0NBQypQpw9WrV1m0aBE+Pj5Ur16dXLly0bt3bzp37kybNm1wc3Nj9erVHD9+nIEDB5IzZ04AGjVqxO+//857773H66+/TkREBIsWLaJYsWIkJiY+NJa+ffvSpUsX3nrrLdq2bYu7uzu//PILsbGx9O7dG4CBAwfSu3dvOnbsSJs2bfDw8GDNmjUcOXKEvn37pnv2HxGR7Oa8V27eObyJwnGhhLrmJ0/8DUrFnGVupdq2Dk0EgCQN6FtQoi+PjcFgYNSoUUyfPp0tW7awfPlycubMSf369enVqxeOjo5UqFCBH374galTpzJ37lySk5Px9fVl1KhRFrXytWvXZtCgQSxYsIDRo0dTrFgxPvnkE/bt28fWrVsfGkuJEiWYOXMmkyZNYs6cOdjZ2fHcc88xdOhQc+19SizTpk1j3rx5GI1GihcvztChQ2nWrNnj6iYRkSwjPtkJO6DkrfOUvHXe3B7l5G67oEQkTQaT6Z7H24mIPKLY2FiOHz9OuXLldGPZI1JfZh715aObWmEK3Y5sAIOJs3nyUzTyOi7GRJaWqUmbUx/ZOrwsS+dm5mnW7f778VKsmlHkCUbydNCIvoiIiFgl1NWLcVXaMLbxS1zy9MIzNob312/AMzp7PuhJJKvTzbgiIiJiFafkRIY1f5VLnl4ARLrlYPirzbiSw9O2gYlIqjSiLyIiIla57WRHtJvlVMNJ9naEeWraHXk6JOtmXAsa0RcRERGr7ChRElK5te9kgYI2iEZEHkaJvoiIiFildGh4qol+8bDIJx+MSCqSMaT5ehYp0RcRERGrvPLPIToc3GbR9sL5v+m+d42NIhKRB1GNvoiIiFgl0tWJ2YsmU+ef42wpUY4KV87Re8cfbCzmb+vQRCQVSvRFRETEKpf9c3Hloic9d66j5851ANx0cuaQnRvNbRybCECS4dks0UmLEn0RERGxymeLuzG6SiJlb12n3PVLnPfwYo+3D5/t7m7r0EQkFUr0RURExGof7u9NVMRNPm6zhop1Eunx/qu2DknETNNrWlKiLyIiIuniltOFF7vE4e+v2nyRp5kSfRERERHJFpKe0Wk006LpNUVEREREsiEl+iIiIiIi2ZBKd0REREQkW0hS5Y4FJfoiIiJitYHPT+WCbznO565C/nWRlLy0ijHr3rR1WCKSCiX6IiIiYrV9VWuwqXSA+b1f/iI45f+Mb65+ZcOoRO5I1gOzLKhGX0RERKzyXuNFFkk+wMl8hUmqUt5GEYnIgyjRFxEREav4RlxNtd0jPv4JRyIi1lCiLyIiIlYJ8cxHzX9OWLQVigznurO7jSISsZRkMKT5ehYp0RcRERGrhOb0IFf8bYs2t8QE7OxMNopIRB5Eib6IiIhYpdLlENaUrWTRdjpvQYrcCLdNQCL3MD7g9SxSoi8iIiJWcUxKTr09OfV2EbEtJfoiIiJilRIRV6l3+ohFm0/ENSpe/sdGEYnIg2gefREREbGK981Ilv44iq9ffp0/S5ajwpXzfL52KfZxsbYOTQTgmb3pNi1K9EVERMQqyXb25Lkdy+hVcy3adxQuSREbxSQiaVPpjoiIiFjlUJESqbafzF/4CUcikjqjIe3Xs0iJvoiIiFjFlJRMpLOrRVsScMvByTYBicgDqXRHRERErFL2+hUSHBzgrgfh3nZ0wi/sku2CErmLkWd06D4NGtEXERERq9gnJ5Hv1k2LNvfEBArcjLJRRCLyIEr0JVuIjo5m6NChNG3alJo1a9KiRQsmTpxIfPy/w05nz55l4MCB1K1bl8DAQN5++2127Nhh/vz06dPUqFGDLl26YDL9+5THmTNnUq1aNZYtW/ZEj0lE5Glz656ynRTOSc/q44hEnm5K9CVbGDx4MFu2bKFVq1YMGjSIqlWrMnv2bEaNGgXcSeK7du3K2bNn6dq1K3369MFoNNK/f3/++OMPAEqXLk3Xrl05cuQIP//8s3m96dOnU6tWLV5//XWbHZ+IyNPgco5cmFJpP+vp/cRjEUlNoiHt17NINfqS5UVERLB792769+9Pp06dAGjZsiUmk4lLl+7UjY4YMYLcuXMzf/58XF3vjEi1a9eO3r17M3r0aOrVq4ejoyPvvPMOmzZtYtKkSdStW5dhw4bh5ubG559/brPju1d8fDxJSUm2DuOB4uLiLP4rGae+zDzqy0d31SNPqu0ROTyIjdVc+hmV3c9NNzc3W4fwzFKiL1lejhw5cHNzY+nSpRQqVIhatWrh6urKF198AUBkZCT79++nXbt2xMfHW5Tz1K1bl7Fjx3L06FEqVaqEg4MDn3/+OV26dOHtt9/m0qVL/Pe//8Xb++kZrTpy5MjDF3pKhISE2DqEbEN9mXnUlxlX/vI5ruXwYPCrHdjqU5byoef57+oFuBgTOH78uK3Dy/Ky67lZtWrVJ7avRD0wy4ISfcnynJycGDJkCF999RWDBg3CycmJKlWqUL9+fZo2bcrFixcBWLRoEYsWLUp1G6GhoeY/lytXjjfeeIP58+dTq1YtGjZs+ESOw1oBAQFZYkQ/JCQEHx8f8xUUyRj1ZeZRXz66zd47+bx5Zw4V8gHgdN6CbCvuS7Mju5lQrpxtg8vCdG7K46JEX7KFxo0bU7NmTTZt2sTWrVvZvXs3O3fuZOnSpXz44YcAtGnThrp166a6fqlSpcx/Tk5O5tChQwAcPnyYsLAw8ubN+9iPwVrOzs62DsFqrq6uumSbSdSXmUd9mXGRzjnMSX6Ka7lyczVXbvVpJtC5KZlNN+NKlhcbG8vBgwcxGAy0aNGCkSNHsm7dOtq3b8+pU6fMo/UODg5Ur17d4pU3b14SExNxcXExb++nn37i8OHDvPvuuyQkJPC///3PVocmIvJUyXcrCkz3345b+vpVG0Qjcr/EB7yeRUr0Jcs7c+YM3bp1Y8WKFeY2R0dH/Pz8APDw8MDf35/g4GDCwsLMyxiNRoYNG8agQYMwGu9MDXfx4kWmTp1KzZo16dq1K127duXPP//k999/f7IHJSLyFCoaFQGp1EBXvnTWBtGIyMOodEeyvICAACpXrszkyZMJDQ2lTJkyXL16lUWLFuHj40P16tXJlSsXvXv3pmPHjrRp0wYPDw/WrFnDkSNH6Nu3L56enphMJoYPH47JZGLQoEEAvPXWW6xevZqRI0fywgsvkCdP6jNOiIg8CxyNCVS9cIZ9Rf8td8x3M5KKl/+xYVQi/4rVzbgWNKIvWZ7BYGDUqFG8/vrrbN26lREjRvDzzz9Tv359pk6diqOjIxUqVOCHH37A39+fefPmMW7cOOLi4hg6dChdunQBYNmyZezbt4+3336bIkWKAHeuDAwaNIioqCi+/fZbGx6liIjtFY+4xi+zR9Bx358UuxFGs2P72DBtGHljom0dmoikwmAypVJsJyLyCGJjYzl+/DjlypXTjWWPSH2ZedSXj25WpdHkSDbS5vAuc9vBgsXZXaQkPXb3s2FkWZvOzczj/H54mp/Ff+f1BCN5OmhEX0RERKwS4eDE8xdOW7T5hl3mpqOTjSISkQdRoi8iIiJWyZsQh0+k5YipmzGRGudPp7GGiNiSbsYVERERqzgnpj5JYbSryk3k6ZCAbsa9m0b0RURExCo3XN1ITqX9TJ58TzwWEXk4JfoiIiJilSN5CzPz+foWbRtL+vNHyQAbRSRyD8MDXs8gle6IiIiIVfLevkmP1j34w68Ctf85weECxZhTtQ4fb/jF1qGJSCqU6IuIiIhV8sTFYrKzY0nFWiypWMvcnv9mpO2CEpE0qXRHRERErBJ+JYxWd82hD1DhcgiG2BgbRSRyD4Mh7dczSCP6IiIiYpWhF4axusxQap47xdYSZSl/5TyNjx/gxXPf2Do0EUmFEn0RERGxWpO/h3K6zDA6hV0mHEfKH/rE1iGJSBpUuiMiIiLp0uvYJ8QNLka1OQ1sHYqIPIBG9EVEREQke3hGa/HTohF9EREREZFsSIm+iIiIiEg2pNIdEREREckeVLljQYm+iIiIWG1glQV45MhD8XADGzyuMD/+EmP2Nbd1WCKSCpXuiIiIiNWqxSXQYf82XExxNDpxkOZX/2HqoN9tHZbI/zM84PXs0Yi+iIiIWGVgrd8p5e6I/2dDSHBwwC45mY/Xrcdhh72tQxORVGhEX0RERKyS4ObCoJbNMZjALzQCtwQj377cgCh3Z1uHJiKp0Ii+iIiIWCUspzuVL4bT6OQFDAYDmEzsK+zN8Xz5bR2ayB3PZoVOmpToi4iIiFX8Qy5TPjL+TpIPYDBQ9dJ1YuNiAT+bxiYi91OiLyIiIlZxS3Ig4d4njxoM5ItLtk1AIvfSiL4F1eiLiIiIVW452IHJdF97rIPGDUWeRkr0RURExCpH8+XFPiHJos0+3sjpPB42ikhEHkSJvoiIiFil2K0Yoj3cibV3xBCfRAJ2RHrmIN/teFuHJvL/NI/+3XStTURERKziFhOJo5MzRgc7bnm4YZ+cjEtiIs63ImwdmoikQiP62UBQUBA9evSwdRhPjaFDh1KtWjVbhyEiku1cyeXKi2e24RoTS56wCNyiYih76QQxLrdtHZrIHRrQt6ARfREREbHKBW9Pbp92odTxUJzjkkh0siPJ00BkQTdbhyYiqVCiLyIiIlap8/cVImPzsvM5H84XzE2+iBhqHzxDkdD7Z+IRsY1ndOg+DUr0RURExCqJDq7MaRjANr+C3HRxxD3ByIFS+Xl9x2FbhyYiqVCi/wiCgoJ44YUXKF++PLNmzSI8PBxfX1/69OljrhEPCgqiYMGCfP/99/ete3d7UFAQ1atXJzk5mTVr1uDh4cFPP/2Ep6cnR44c4fvvv+fQoUPY29sTEBBAv379KF26tMU2V69ezaxZs7hw4QIFCxakQ4cOtG7d2vy5yWRi2bJlrFy5kpCQEIxGIwULFiQoKIi33nrL/KTD6OhoxowZw549e4iIiCBfvny88sordO/eHWdnZ/P2zp49y+TJk9m7dy+JiYn4+fnRvXt3atasma5+/OOPPxgyZAgjRoygfv36Fp/16NGDq1evsmLFCgD27NnD3LlzOXr0KDExMeTJk4cXX3yR9957j5w5c6a6/aFDh7Jq1Sr27t370ParV68yadIktm/fTmxsLD4+PnTq1IkmTZqk65hERLKjsJwO7PDNR7SrEwAxzo78VSQ3fsW9bRyZiKRGif4j2rVrF6tXr6Zdu3Z4eXmxbNky+vbty6RJk6hatWq6trVmzRpKlCjBgAEDCA8Px9PTkwMHDtCnTx+8vb3p3LkzLi4uLFiwgJ49ezJ37lwKFSoEwLFjxzhz5gxt27Yld+7cLFu2jG+++QZvb2/q1q0LwJQpU5g5cybNmjWjVatW3Lp1i99++42JEyfi7u5OmzZtABg8eDAnT56kffv2eHt7c+jQIWbPnk1UVBSffvopAKdPn+add97By8uLrl274uDgwJo1a+jfvz9fffUVDRs2tPq469Spg7u7O2vXrrVI9K9fv87Bgwfp2rUrADt37uS9996jYsWK9OzZEzs7O3bu3Mny5cu5efMm33zzTbr6+15hYWF06dIFk8nEG2+8Qc6cOdm8eTP/+c9/CAsLo3Pnzo+0fRGRrO62cxKRbq4WbfGOjkTl1JNx5Smhyh0LSvQfUWhoKKNGjTIn002bNuW1115j4sSJzJo1K13bio+PZ/To0eTNm9fc9t133+Hh4cHcuXPx9PQEIDAwkDZt2rBkyRL69+9vXnfGjBmULVsWgNq1a9O8eXM2bNhA3bp1MRqNLFq0iIYNGzJ06FDz9lu2bEnDhg3Zvn07bdq0ISIigt27d9O/f386depkXsZkMnHp0iXzeiNGjCB37tzMnz8fV9c7/+i3a9eO3r17M3r0aOrVq4ejo6NVx+3i4kLdunXZsGEDt2/fxsXFBYB169aRnJxsHk3/6aefyJ8/P5MnTzZvu3Xr1nTt2pUdO3akq69TM2nSJBISEli0aBHe3ndGp9q2bctnn33G1KlTadasGXny5Hnk/Tyq+Ph4kpKSHr6gDcXFxVn8VzJOfZl51JePLs/tWBySkjDa21u0P3f1MrGxsTaKKuvL7uemm5tu1rYVJfqPyMfHx5zkA+TOnZtXX32VxYsXExGRvnmFixQpYpHkR0REcPToUTp27GhO8gGKFy/OnDlzKFCggLmtWLFi5iQfoGDBguTOnZvw8HAAHBwc+OOPPzAajRb7jIyMxN3d3fyPS44cOXBzc2Pp0qUUKlSIWrVq4erqyhdffGGxzv79+2nXrh3x8fHEx//7oJS6desyduxYjh49SqVKlaw+9iZNmvDrr7+ybds2GjRoANwp6Slbtiw+Pj4AjB07lps3b1r8gEiJ/1H/B5OcnMymTZuoVq0aDg4OREZGmj+rX78+a9asYdeuXU9FCc+RI0dsHYLVQkJCbB1CtqG+zDzqy4yLds5Bj11/MrlWPXNb45NHyBMbx/Hjx20YWfaQXc/N9FY4PBKN6FtQov+ISpQocV9b0aJFMZlMXLlyJV3bune0OGX9okWL3rfs3Ul9ausCODs7k5iYaH7v6OjI1q1b2bx5M+fOnePChQtER0cDdxJdACcnJ4YMGcJXX33FoEGDcHJyokqVKtSvX5+mTZvi7OzMxYsXAVi0aBGLFi1K9VhCQ0OtPWwAnn/+eby8vFi3bh0NGjQgNDSUw4cPm69YANjb23Pp0iWmTp3K2bNnuXjxIteuXUvXftISGRlJTEwMmzZtYtOmTakuk95jelwCAgKyxIh+SEgIPj4+5is+kjHqy8yjvnx015yOU/vyCZbPmcy24qUoH3qJHDcTGVujAX3KFbd1eFmWzk15XJToP6LUylNSkmb7ey5tprbM3ezs7FJdJuUm2Qd52DImk4kPP/yQLVu2UKlSJSpUqMBrr71GlSpV6NWrl8WyjRs3pmbNmmzatImtW7eye/dudu7cydKlS5k9e7Y5rjZt2lhczbhbqVKlHhrz3ezt7XnllVdYsWIFt2/fZu3atRgMBho1amReZu7cuYwbN47ixYtTuXJl6tevT0BAAIsWLWL16tXp2h9gkSynHFODBg147bXXUl2+cOHC6d7H43D3DdFPO1dXV12yzSTqy8yjvsy4GEc7pteuR7nr4dQ7c4otpSvxm18ZKpwIUZ9mAp2bktmU6D+ilNHtu124cAF7e3sKFSqEnZ2dxag6gNFoJDIy8qGJY0ppTmr7GD9+PLly5aJLly5WxXngwAG2bNlCt27dLBJ7o9FIVFSUOZbY2FhOnTpFyZIladGiBS1atCAxMZHx48ezYMECdu7cib+/P3CnHKh69eoW+zl79iyXL18219mnR+PGjVm4cCG7du1i7dq1VK1a1VzKFB8fz7Rp06hWrRoTJ07EweHfU3fKlCkP3G7KD6iEhAScnJzM7SllTQCenp64uLhgNBrvO6bQ0FBOnDihURYReeaVvXENb1dnAq5GE+1agJIRRl4/cg7Hm9dtHZrI/1Ptzt3sHr6IPMixY8c4fPjf+YPDw8P57bffqFatGrly5cLLy4tz585x+/a/jwf/888/Lera05I3b158fX1Zs2YNMTEx5vaLFy+ycOFCi0T1YaKiooD7S41++eUXbt++bR7dPnPmDN26dTNPZwl3rlr4+fkBd5Jmb29v/P39CQ4OJiwszLyc0Whk2LBhDBo06L57AawREBBA0aJFWb58OceOHaNx48bmz+Lj47l9+zbFihWzSPJPnjzJ/v37zftPjZeXFwCnTp0yt129epVDhw6Z3zs4OBAYGMjWrVstlgMYM2YMAwcOtKjbFxF5FhW6fpuAqzcs2grejCV/ZPr/zReRx08j+o/IycmJ9957jw4dOuDs7MySJUswmUy8//77ADRq1IiRI0fy3nvv0aRJEy5cuMDy5cspWLCgVdsfMGAAffv2pXPnzrRs2RI7OzsWLVpEzpw5eeutt6yOs0KFCri7uzNmzBiuXLlCrly52Lt3L2vXrsXZ2dl8M2tAQACVK1dm8uTJhIaGUqZMGa5evcqiRYvw8fExj3YPHDiQ3r1707FjR9q0aYOHhwdr1qzhyJEj9O3b1+Lm4fRo3Lgx06dPx8nJyXxTLkCuXLkICAhg5cqVuLu7U7x4cc6cOcOKFSvMI/axsbHkypXrvm02bNiQ2bNnM2TIEDp06EB8fDyLFy8mX758nD9/3rxcv3792Lt3L927d6dt27YUKFCArVu3smXLFl577bV0lyOJiGQ3jiST2jBVoRvRTzwWkVRpQN+CEv1HFBAQQKNGjfjhhx+IiYmhUqVK9OvXjzJlygB36tijo6P55ZdfGDlyJGXKlGHkyJHMmzfPqpliqlWrxtSpU5k2bRrTp0/H2dmZypUr079/f/MUkNbw8vJi3LhxTJgwgZkzZ+Lo6Ejx4sX573//y5EjR8xXCLy8vBg1ahTTp09ny5YtLF++nJw5c1K/fn169eplviehQoUK/PDDD0ybNo158+ZhNBopXrw4Q4cOpVmzZhnrTO7MvjN9+nQCAwPJkSOHxWfffPMNY8eOZeXKlSQmJlKgQAHeeustSpQowccff8yePXssfhykKFOmDP/73/+YMWMG48aNI3/+/HTp0oXbt28zbtw483JFihRh9uzZTJ06leXLlxMXF0fhwoX54IMPeOONNzJ8TCIi2YXPzVBO5s0Ldv9mUyYTlLtx2oZRiUhaDCaTyWTrILKqtJ56K/Ksi42N5fjx45QrV043lj0i9WXmUV8+uukBc7ierxR2xiQcExIxOjqQ5OhA/ogLvH1QAyIZpXMz8xg+vZXmZ6av3Z9gJE8HjeiLiIiIVU7kKUzRm7HkCo/GAJiAWx7uHMp7/zTQImJ7SvTlsUhKSuLGjRsPX5A7D+nKyCw9IiLyZIW5OlLu8nVzGbQBcI+6xfnC1peSisiTo0RfHourV6/SvHlzq5b94osvCAoKeswRiYjIo3JKAPtky4pfA+CcdP+zYUTE9pToP4Lg4GBbh/DU8vLyYtKkSVYtq9lsRESyhhI3r3PTxYmctxPMbckGKJQYZcOoRCQtSvTlsXB2dr7vwVMiIpK1OZHAosAKvLH1GDniE4l3sGdpjXLUPXvM1qGJ3KHpNS0o0RcRERGrbCvuS/e9WxjYthU5YxOJdHdm8IY1nPDSzbgiTyMl+iIiImKVEhFXOZG3OPtH/Y/T+fJRIvw6K557HkdjwsNXFpEnTom+iIiIWOXGrVuE+ZWi6xt98A27wrnc3tx2cKLimQO2Dk3k/6l2525K9EVERMQqs3e35rP6P5Ns58rhAiUpEX6JIlGX+WRLe1uHJiKpsLN1ACIiIpJ1fLXhNW6QRLmwk5AYw+vTAm0dksi/DA94PYM0oi8iIiLpMn51IxYuXIi/vz/5C3vYOhwRSYNG9EVEREREsiGN6IuIiIhI9vCMluikRSP6IiIiIiLZkEb0RURERCSb0JD+3ZToi4iISLo4jQN4A66a6Lw/jh+72zoiEUmNSndERETEaoZRRv6dr9COOVFuNo5I5C6aXtOCEn0RERGxyp0k/77WNNpFxNaU6IuIiIiIZENK9EVEREREsiEl+iIiIiIi2ZBm3RERERGR7OEZvek2LRrRFxERERHJhpToi4iIiIhkQyrdEREREZHswaDanbtpRF9EREREJBt65hP9iIgI4uLibB3GY5eYmMi1a9fM74ODg6lWrRp79+61YVRZw8WLF20dgoiIiEi6PdOJ/rZt23j99de5ceOGrUN5rK5cuUK7du3YtWuXua1y5coMGzaMEiVK2DCyp9/XX3/N8OHDbR2GiIiISLo90zX6R44c4ebNm7YO47G7dOkS58+ft2grUqQIRYoUsVFEWcfOnTspWLCgrcMQERERa6hE38IzPaIvIiIiIpJdPbOJ/tChQ5k+fToAzZs3p0ePHvTo0YN+/foxefJkateuzSuvvMLp06cBWLduHT169OCll16iRo0aNG/enHHjxpGQkGDeZsr627dvp1OnTtSqVYumTZsybdo0kpOTzcslJCQwevRoWrRoQc2aNWnatCnffvst0dHRFjHu2bOH9957jwYNGlC9enWaNGnC119/fd9ViLCwMIYNG0ajRo2oXbs2nTt3ZtOmTcCdWvxevXoB8OWXX1KtWjVz+701+rdv32bixIkEBQVRo0YNgoKCmDBhArdv3zYvk7LeqVOn+PTTT6lXrx61a9fmww8/5PLlyxn6LkwmEwsXLqRt27YEBgbSvHnz+/ablJTEnDlzeO2116hZsyaNGzfmf//7H5GRkeZl9u7dS7Vq1QgODrbY/r3tKe937tzJt99+yyuvvEJgYCC9e/fm1KlT5vWqVavGlStX2L9/f6rbFREREXmaPbOlO6+99hq3bt1i48aNDBgwgJIlSzJz5kwOHjzIxYsX6d+/P5cuXaJEiRL88ssvfPXVV9SpU4d+/fphNBrZsGEDc+fOBaB///7m7Z4+fZpPPvmEVq1a0apVK37//XemT59Onjx5aNOmDQAjRozg999/p3379hQuXJgzZ86wePFizp8/z6RJk4A7JSPvvfceFStWpGfPntjZ2bFz506WL1/OzZs3+eabbwCIioqiS5cuREZG0rZtWwoXLsyaNWv46KOPGDlyJJUrV6Zr167MmjWLVq1aUbly5VT7IzExkT59+nD48GGCgoLw9/fnyJEj/Pjjjxw8eJBp06bh4PDv6ZLSZ++++y4XL15kwYIFhIWFMWfOnHR/F99++y1Lly6ldu3atGnThnPnzjFv3jzOnz/PyJEjARgyZAjr16+nXr16tG/fnpCQEJYuXcqePXv48ccfyZkzZ7r3+9VXX5E3b17eeecdoqOjmTNnDv379yc4OBgHBweGDRvGmDFj8PT05O2336ZChQrp3oeIiIg8Sardudszm+hXqFCB0qVLs3HjRurWrUuhQoWYOXMmcXFxDB8+nICAAPOy8+bNo0KFCowePRrD/8/P2rp1a1q0aMGOHTssEv2wsDDGjBlDnTp1AGjatClNmjRh9erV5kR/9erVNG/enHfffde8npubGzt27CA2NhY3Nzd++ukn8ufPz+TJk3F0dDTvs2vXruzYscO83o8//sjVq1eZMWMGlSpVAiAoKIh27doxc+ZM5syZQ/Xq1Zk1axYVKlTg1VdfTbU/VqxYwaFDhxgwYAAdOnQw769kyZKMHz+e5cuXm+MHKFeunDkJB4iLi2PZsmWcP3+eYsWKWf09nD17lmXLltGqVSs+/fRTi/6YOXMmZ8+eJTQ0lPXr19O+fXs+/PBD8zKVK1dm8ODBzJw50+I7sFaePHmYMWMG9vb2ADg5OTFx4kT27t1LjRo1ePXVV5kyZQp58uRJs99sIT4+nqSkJFuH8UApM1k9CzNaPW7qy8yjvswMBsAxlfYkYmMTUmkXa2T3c9PNzc3WITyzntlEPy3Ozs74+/tbtC1cuJC4uDhzkg9w48YNcubMed9fShcXF1588UWL7RUvXpzw8HBzW/78+Vm7di3+/v7UrVuXnDlz0rt3b3r37m1eZuzYsdy8edOc5ANERkbi7u5ObGysuW3r1q2UK1fOnOSn7HPcuHE4Oztbfdx//vkn7u7utG3b1qK9ffv2/PDDD2zevNki0X/llVcslvP19QUgPDw8XYn+1q1bMZlMtGvXzqK9U6dONGzYkKJFi7J48WIAunTpYrHMyy+/TPHixdm8eXOGEv369eubk3wAPz8/8zE8zY4cOWLrEKwWEhJi6xCyDfVl5lFfPgr/ND85fvz4E4wje8qu52bVqlWf3M40oG9Bif49PD09sbOzvHXBwcGBY8eOsWbNGkJCQrh48SIREREA983I4uHhcd/6jo6OFjX6gwcP5pNPPuHLL7/kq6++okKFCtStW5cWLVqQI0cOAOzt7bl06RJTp07l7NmzXLx40WIe/BSXL182Xz24W/HixdN13JcvX6Zw4cIW5TkpsRcuXJgrV65YtOfOndvivZOTE0C6R5pTtnvvj4OcOXOay3EuX75Mzpw58fLyum/9EiVKsH379nTtM8W9x5Dyo+ru7+ppFBAQkCVG9ENCQvDx8cHV1dXW4WRp6svMo77MBBvT/qhcuXJPLo5sRuemPC5K9O9xb5IOd2rqFy9ejJ+fn7n8pWLFiowYMYLQ0NCHrn+vF154gVWrVvHnn3+ydetWdu7cydixY/npp5+YN28euXPnZu7cuYwbN47ixYtTuXJl6tevT0BAAIsWLWL16tXmbSUnJ1tcacgok8n0wM/uvrIAZMo+4d8fBg/a3oNiS05Ovi+21JZJjTXf1dMoPVdqbM3V1VWXbDOJ+jLzqC8fhTGNdnvc3LLOv01PK52bktmU6D/ElStXWLx4Ma+++irDhg2z+CwjJR4JCQmcOnWKfPny0ahRIxo1akRycjLz589n3LhxrFmzhlatWjFt2jSqVavGxIkTLUbZp0yZYrG9AgUKpPrk1lWrVnHw4EEGDRpkVVyFChXi0KFDGI1Gi/0lJiZy+fJli9KgzFSgQAHgztNn735417Vr1xg7dizt2rWjYMGC7Nixg/Dw8PtG9c+dO0f+/PkBzGU4d8+EBE9/KY6IiIjI45A1hzQzSUpi+KBSjaioKABKlixp0b5161bOnz+f7hKKqKgo8yw4Kezs7Mz3Bdjb2xMfH8/t27cpVqyYRdJ98uRJ9u/fD4DReGdUJTAwkGPHjlnURhqNRubMmcOxY8dwdHS06jhr167NrVu3zPXwKZYsWcKtW7eoXbt2uo7TWoGBgQAsW7bMoj04OJi1a9fi5uZmLk2aPXu2xTKbNm3i3Llz5nsiUn4E3D1FJsAff/yR4fjs7OweeEVBRERE5Gn1TI/oe3p6AjB37lxq1aqV6jIlS5akQIECzJo1i/j4ePLnz8/Ro0cJDg7G2dmZW7dupWufefPmpXHjxixdupTbt29ToUIFoqKiWLx4MV5eXrzyyivkypWLgIAAVq5cibu7O8WLF+fMmTOsWLHCXG4SGxtLrly56Nq1K+vXr6dXr160a9eOvHnzmu8lmDhxIvBvLfrq1asxmUw0a9bsvrhatmzJqlWrGDt2LKdPn8bf359jx44RHBxM+fLladmyZbqO01p+fn60bNmShQsXEhYWxvPPP2+eiadp06b4+vpSpkwZXnrpJRYsWMDVq1d5/vnnOX/+PEuXLqVw4cJ07doVuFPnX65cOZYvX46rqyvFihVj06ZNqV7xsFbu3Lk5deoUS5cupUqVKvf94BMREZGniG7GtfBMJ/qNGjViw4YNBAcHs2/fPvLkyXPfMk5OTowbN46xY8eycOFCTCYTRYoUYeDAgRiNRkaNGsXx48fTdRPSp59+SpEiRVizZg1//PEHLi4uvPDCC/Tp08f84+Obb75h7NixrFy5ksTERAoUKMBbb71FiRIl+Pjjj9mzZw8NGjQgT548zJw5k0mTJrFs2TISExMpU6YMkyZN4vnnnwfAx8eHdu3asWrVKo4dO2Z+aNa9xzllyhSmT5/O2rVrWb16Nfny5aNr1668/fbb992km5mGDBlCsWLF+OWXX/jzzz8pUKAA3bt356233gLu1O9/++23zJ49m19//ZUtW7aQJ08eWrVqRc+ePS3m0P/2228ZO3YsP//8M/b29tSpU4cBAwbQunXrDMXWs2dP/vvf/zJ69Gi6deumRF9ERESyDINJdQkiksliY2PNP4B1Y9mjUV9mHvXlozOMSutmXDANfKbHDh+Jzs3MY/gqPs3PTJ89ezeMP9M1+iIiIiIi2ZV+fkumi4qKIjEx8aHLOTo64uHh8QQiEhEREXn2KNGXTPfRRx+ZZwd6kCpVqvD9998/gYhERETkmZBJz/nJLpToS6b74IMPiI6OfuhyuXLlegLRiIiIiDyblOhLptNj0EVERMQmNKBvQTfjioiIiIhkQ0r0RURERESyISX6IiIiIiLZkBJ9ERERsUrqD8UysaHGEw9FRKygRF9ERESsVhMA0/+/koFY6r2ouT3kKWF4wOsZpL+ZIiIiYrXtAx1ITExk4cKF+Pv7U7p0aVuHJCJp0Ii+iIiIiEg2pBF9EREREckmntEanTRoRF9EREREJBvSiL6IiIiIZA8a0LegEX0RERERkWxIib6IiIiISDakRF9EREREJBtSoi8iIiIikg3pZlwRERERyR50M64FjeiLiIiIiGRDSvRFRERERLIhJfoiIiIiItmQEn0RERERkWxIN+OKiIiISPagm3EtaERfRERERCQbUqIvIiIiIpINKdEXEREREcmGlOiLiIiISPZgMKT9SkP9+vWZMGHCEwzyyVGiLyIiIiKSDSnRFxERERHJhpToi4iIiEj2YHjAK4N++eUXmjdvToUKFahfvz6TJ08mKSmJ5ORkatasyaxZs8zL/vjjj/j5+XH48GFzW79+/fj0008zHsAj0Dz6IlnIyZMnSUhIsHUYD2UymQA4ffo0hgfURcrDqS8zj/oyc5UuXRqAkJAQ7Ow0bvgosvu56eTkhJ+fn63DyJDZs2czevRoBg8eTGBgIH/99RfDhg3jxo0bfPrpp7z00kts27aNrl27ArB9+3YMBgO7du2ifPnyJCYmsm3bNkaNGmWT+JXoi0imu3btGgD58+e3cSRZn/oy86gvM9etW7e4deuW+jMT6NzMPKaBmZfamkwmpk+fTseOHXnzzTcB8PHxITIykpEjR/Lee+9Rv359Pv74YxISEjAYDOzevZsGDRqwa9cuunXrxt69e0lOTqZWrVqZFld6KNEXyUKyyojIZ599BsCKFStsHEnWp77MPOrLzKX+zDzqy6dTREQE169fp2rVqhbtL7zwAomJiZw9e5bAwECSkpLYt28fDg4OuLu7065dO/r374/RaGTTpk0EBgbi4uJik2NQoi8iIiIico+Ukqp7JScnA5gT++rVq7Nt2zYcHR2pXr061apVIzExkcOHD7Np0yZ69uz5JMO2oKI6EREREZF7eHt74+3tzb59+yza9+7di6OjI8WKFQOgXr16bNu2jV27dlGzZk3c3NyoVKkSixYt4sKFC9StW9cG0d+hEX0REREReaadO3eOP//806LNxcWFd955h7Fjx1K0aFECAwM5dOgQEydOpF27duTMmRO488Ctr776Cnt7e0aOHAlAjRo1mDRpElWqVCFPnjxP/HhSKNEXERERkWdacHAwwcHBFm2FCxdmw4YNODk58eOPP/Lf//6XAgUK0L17d9555x3zcgULFsTPz4+YmBgKFy4MQK1atZgwYQINGjR4osdxLyX6IiIiIvLM2rBhwwM/79ixIx07dnzgMr/88ovF+ypVqnDy5MlHDe2RqUZfRERERCQbMpjSuqVYRERERESyLI3oi4iIiIhkQ0r0RURERESyISX6IiIiIiLZkBJ9EREREZFsSIm+iDw2Fy9eZMCAAdStW5e6desyZMgQwsLCbB1WlhUaGsqQIUNo1KgR9erVo1+/fpw5c8bWYWV5X3/9NUOHDrV1GFlGcnIy06ZNo0mTJrz44ou89957XLp0ydZhZXmzZs2iR48etg5Dshkl+iLyWCQkJNCnTx+Sk5OZMWMG06ZN4/r167z//vtosq/0S0hIoH///ly/fp2xY8cyY8YMXF1d6d27Nzdu3LB1eFlScnIykyZNYvny5bYOJUuZMWMGS5Ys4dNPP2XmzJkkJyfTr18/EhMTbR1alrVkyRKmTJli6zAkG1KiLyKPxdWrV/H39+eLL76gdOnS+Pn50aFDB06ePElkZKStw8tyDhw4wJkzZ/jqq6/w9/enVKlSDB8+nNjY2Pse2y4P988//9CtWzd++eUXChQoYOtwsozExETmz59Pr169ePHFF/H19eV///sfV69eZf369bYOL8sJCwvjgw8+YPz48RQrVszW4Ug2pERfRB6LokWL8s0335A7d27gTtnJsmXLKFu2LJ6enrYNLgsqVaoU48aNI1++fOY2e3t7AG7evGmrsLKsvXv3UqJECRYtWkShQoVsHU6WcfLkSW7dusXzzz9vbsuZMydly5blwIEDNowsazp+/DgODg4sWLCAgIAAW4cj2ZCDrQMQkezv3XffZdeuXeTKlYspU6ZgMBhsHVKW4+3tjbe3t0XbwoULiY+Pp0aNGjaKKutq06aNrUPIkq5duwZA/vz5Ldrz5s3L1atXbRFSllanTh3q1Klj6zAkG1OiLyIZcvnyZZo3b57m5+vWrTOP3L/33nskJiYyffp0+vTpw/z581UucY/09CfAxo0bmTBhAh06dKB06dJPIMKsI719Kda7ffs2AE5OThbtTk5OREdH2yIkEXkAJfoikiH58uVj6dKlaX6eM2dO85/9/PwA+Oabb2jWrBnBwcF07979sceYlaSnP5cuXcrIkSNp0qQJ/fv3fxLhZSnp6UtJH2dnZ+DOzeEuLi7m9nvfi8jTQYm+iGSIg4MDPj4+aX4eGhrKkSNHePnll81trq6uFC5c2Hz5X/71sP5MMX78eObMmcObb77J+++/rzKoVFjbl5J+KSU7169fp0iRIub2sLAwypQpY6uwRCQNuhlXRB6Lv//+m8GDBxMSEmJuu3nzJufOnaNkyZK2CywLS0ny33//fT744AMl+fLE+fr64u7uzt69e81tN2/e5MSJE1SuXNmGkYlIajSiLyKPRY0aNfD19eWLL75g8ODBGAwGxo8fj6en5wPrpyV1e/fuZc6cObzxxhs0btyY69evmz9zc3PDzc3NhtHJs8LJyYm2bdsyYcIEcufOTaFChRg3bhz58+enQYMGtg5PRO6hRF9EHgtHR0fGjx/P2LFjzQ/TqVGjBtOmTcPd3d3W4WU5a9asAe7MtLNw4UKLz7p3707Pnj1tEZY8g3r16kVSUhJfffUV8fHxVK5cmYkTJ+LgoJRC5GljMOkRlSIiIiIi2Y5q9EVEREREsiEl+iIiIiIi2ZASfRERERGRbEiJvoiIiIhINqREX0REREQkG1KiLyIiIiKSDSnRFxERERHJhpToi4iIiIhkQ0r0RSRLSkhI4Pvvv6d58+ZUqlSJKlWq8Nprr/H9998THx9vsezPP/+Mn58fP//8c5rb8/Pzo1OnTql+duvWLSpVqoSfnx+HDx9OdZmUfdz7qlChAo0bN2b8+PH3xfU4+fn5MXjw4Ce2v7sdO3aMwMBAYmJiAKhfv36afZtVXLhwwdYh2FxGzylbnYtP4jsLDw8nNjbW/H7y5Mn07dv3se9XxFp6XrWIZDlGo5F33nmHgwcP0rJlS9q1a0dSUhJ79+5lzJgxbNiwgTlz5uDk5JQp+1u3bh23b9/G1dWV5cuXU758+TSXbdeuHVWrVjW/v337Nrt372bSpEkcO3aMqVOnZkpMT6vk5GS++OIL3n77bXLkyAHAkCFDcHV1tXFkGbds2TK+/PJLDh06ZOtQxEpP4jvbvHkzAwcOZPny5bi5uQHw1ltv0aBBAzZv3sxLL7302PYtYi0l+iKS5axevZrdu3czYcIEGjZsaG7v3LkzM2bMYOTIkSxdupQOHTpkyv6Cg4MpU6YMhQsX5tdff2Xw4MFp/oioVKkSLVq0sGhL+SGyevVqDh48SKVKlTIlrqfRypUrOXfunEXfv/zyyzaM6NHt2bPniV6NkUf3JL6zQ4cOER0dbdHm7u5O586d+frrr6lduzZ2diqcENvSGSgiWc6BAwcACAwMvO+zDh064OjoyMGDBzNlXxEREezYsYNq1apRp04dIiMj2bBhQ7q38+qrrwL/xp5d/fjjjzRo0CBLj+CLPIrXX3+dCxcusHHjRluHIqJEX0SyHnd3dwAWLVp032dubm7s37+fESNGZMq+fvvtN4xGIy+88AINGjTAYDA8sNY/LSkje0ajMdXPu3XrRvXq1e/7/OLFi/j5+TFx4kQAEhMTmTZtGs2bN6dixYpUqFCB5s2bs3Tp0gfuP6066dTaN27cyBtvvEHFihV5/vnn6devH//8889Dj3H//v0cO3bsvhH8e2v069evz7Bhw1iyZAmNGjWiQoUKvP766xw6dIiwsDD69+9P5cqVqV27NmPGjCE5Odki3smTJzNt2jRefPFFKleuzNtvv83x48ct9pmeftq8eTMdO3akcuXKBAYG8sEHH3Dx4kUAOnXqxPLlyx/Yh3fbu3cvXbp0oXLlylSuXJnOnTuzZ8+e+/rj888/Z8WKFTRt2pTy5cvTsGFD5s+f/9A+fpS+gztlaG+88QYVKlSgWrVq9OrVixMnTty3n/nz55u337p1a/bv359qPBk9V1JjTWzWnMdpfWf169fn008/ZcmSJTRo0IBKlSrxxhtvsHPnTottpXVPyd3tgwcPNv+dbNCggcXy+fPnp1KlSlZ9nyKPmxJ9EclymjdvjqOjI99++y3NmjXju+++Y9euXSQkJACkWVYTGxtLREREqq+0rFq1CicnJ+rUqUP+/PmpWLEiW7duJSwsLF0x79ixA4Dnnnsu1c+DgoKIjIxk+/btFu2//fab+XOATz75hPHjx/PCCy/w2Wef0bdvX2JjY/n000/ZvHlzumJKzc8//0zv3r1xdXXlo48+okuXLhw4cIC2bds+NIHbvHkzjo6OqV5pude6desYN24crVu3pm/fvpw9e5Z+/frRtWtX7OzsGDx4ML6+vkybNo0VK1ZYrLtkyRJmzJjBG2+8YU4G33zzTc6ePWtextp++vXXX+nZsydRUVH069ePzp07s337drp06UJ0dDS9evWiWrVqAIwYMYJ27dqleUzr16+nU6dOXLlyhd69e9O7d2+uXLlCly5dWL9+vcWyW7Zs4euvv6ZRo0Z88sknuLq6MmzYMKu+w4z23fz583n33XdJTExkwIABdOnShUOHDtG+fXuLWvYJEyYwbNgwihYtyqBBgyhVqhTvvPPOfXE8yrlyL2tjs8aDvrPt27czbNgwGjVqRP/+/YmIiKBbt27s3r07Xfto164dr7zyCnDnXOvVq5fF5y+88AK7d+/m9u3b6dquSKYziYhkQRs3bjTVrFnT5Ovra35VqlTJNGDAANPZs2ctll22bJnFcmm9OnbsaLHe+fPnTb6+vqaePXua22bMmGHy9fU1TZ8+PdV9zJ071xQeHm5+HT9+3DRhwgSTv7+/qVWrVqbk5ORUjycmJsZUsWJF0yeffGLR3rJlS1ObNm1MJpPJdO3aNZOfn59p1KhRFsucOXPG5Ovraxo+fLi5zdfX1zRo0KA036fWfvPmTVOVKlVMH3zwgcUy165dMz3//POmPn36pBp7ijfffNP06quv3tder149i76tV6+eyc/Pz3TixAlz27fffmvy9fU1vf/+++a2W7dumZ577jnTgAEDLOItW7as6ciRI+a206dPm/z9/c1xW9tPSUlJpsDAQFNQUJApLi7OvNy2bdtMvr6+pnnz5plMJpNp0KBBJl9f3wcee2JioqlOnTqml156yXTz5k1ze1RUlKl27dqm2rVrmxISEiyO//jx4+blUmK++1hTk9G+i4iIMFWsWNHUunVrU3x8vHm5CxcumCpWrGh6/fXXTSaTyRQeHm4KCAgw9enTx+JcHT9+fIbPlbTOvRTWxvagbd3bntp3Vq9ePZOvr69p7dq15rbw8HBTtWrVTG3btrVY7t5/C1JrT+mTCxcu3Lfsr7/+avL19TXt2LEjzeMWeRJ0M66IZEl169Zl48aNrF+/nk2bNrF9+3bCwsJYtWoVa9euZcaMGbzwwgsW67zzzju8+OKLqW6va9eu97WtWrUKwDxyB9CwYUNGjBjB8uXL6dat233rDB8+nOHDh1u0GQwGXnzxRb7++msMBkOq+3d3d6dBgwasX7+exMREHB0d+eeffzh27BifffYZAHnz5mXfvn0WN/iZTCZzuc+tW7dS3ba1tm3bRkxMDC+//LLFVQ57e3tq1KjB5s2bMRqNODik/r+OCxcuULZsWav2VaxYMfz8/MzvS5QoAVj2tZubG15eXvddPQkMDLS4MlKqVClq167Npk2bSE5Otrqfjhw5QlhYGL169cLFxcW8bK1atViyZAklS5a06ljgzpSioaGhDBw40DzbEECuXLno2LEjo0eP5siRI1SuXNl8vHf3Vd68efH29ub69esP3VdG+m7Hjh3ExcXRtWtXiyteRYoUoXnz5ixatIhr166xb98+EhISaNu2rcW52qlTJ3OpCjz6uXI3a2PLly/fQ7f1MCVLlrQoLcuTJw8tWrRg3rx5hIeH4+Xl9cj7gDuxA+YSMBFbUaIvIlmWs7Mzr776qvlG16NHjzJz5kxWrVrFF198werVqy2WL126NLVq1bJ6+8HBwRgMBvz8/Mz/wzYYDPj4+HD69GkOHTpEhQoVLNa5+8eEwWDAzc2N4sWL4+np+dD9BQUFsWrVKnbs2EGdOnX47bffsLe3Nx8f3ClLWrlyJVu3biUkJIRz586ZE1eTyWT1saXm/PnzAHzwwQdpLhMREZFmwhUZGWmR5D7IvQmVvb09cCfxurf93uMqXbr0fdvz8fFh48aNREZGkidPHqv66dKlSwAUL178vu3d+70+TMr5kZJ03y3lB8Ply5fNif69xwl3vtt7a+pTk5G+S4kvtR8vpUqVMseX0ifFihWzWMbT09Niv496rtzN2tgyI9FP7dwpXrw4JpOJS5cuZVqin/L34MaNG5myPZGMUqIvIllKbGws06ZN47nnnrOYWhPu1L+PHj2a6Oho/vzzT27cuEHu3LkztJ9jx45x5swZ4M4sGqn5+eef70sI0/tj4m6BgYF4enqyevVq6tSpw+rVq6lZs6Y5+YiPj6dDhw4cP36c6tWrU7NmTbp06cILL7xA3bp1072/pKQki/cpSebw4cPNI5L38vDwSHN7dnZ2ViWqQJojvWld8bibo6PjfW0px2JnZ2d1P6XEas0+H+ZBP7JSPrs77keZdvFR+i41d8eXso3Upqa8+7t91HMlI7Gl5d7z+EEedO6k/GDKjP2kxP2wbYo8bkr0RSRLcXZ25ocffqBy5cr3JfopSpcuzZYtWyzKMdIrODgYgO7du983731CQgIfffQRv/32G0OGDMm0B3M5OjrSpEkTfv/9d06dOsXff/9tUR60evVqjhw5wtdff03r1q3N7VevXn3otu3s7Mw3K6e4t0ykcOHCwJ2R4Xt/rOzatYvk5OQHHquXlxeRkZEPjeVRpYwm3+3cuXN4enri6enJL7/8YlU/FSxYMM3tffLJJ1SpUoU2bdpYFVNK3919Q3CKlBtTCxQoYNW2Hoe747u3vCol5gIFClC0aFEAQkJCLJaLiYmxGJ1+1HMlI7GBdefxg6R17tjb25t/sKS2D6PRyI0bN+670pGWlL7KrCsEIhmlWXdEJEtJKWXZvXv3fbOxwJ3ykTVr1lCrVq0Mz+WenJzMb7/9hru7O3369OHll1+2eL366qvUr1+fqKgo1q1b96iHZCEoKIgbN24wZswYXF1dLequU5Loe8sP5syZA6Q9dSeAt7c3J06csBh5TpnRJ0WtWrVwdnZmxowZJCYmmtuvXr1Knz59GDVq1ANHjQsVKsSVK1cefpCPaMOGDeYSE4BTp06xdetW8w8/a/spICCAPHny8PPPP1skdvv27ePnn38mNjYW+Hf0/UFXK5577jny5s3LggULiImJMbfHxMTw008/kTdvXgICAjJ6yI8s5budNWuWxbGGhoYSHBxMhQoV8PLyolatWri5ufHjjz9anE/3ThX5qOdKRmID685jSPs7O3z4sMUzNq5fv87KlSupUaOG+QqEt7c3//zzj8WMORs2bLjvKkfKPlK7mpPyo7JQoUIP7wCRx0gj+iKS5QwePJhDhw7x8ccfs3LlSmrXrk2OHDk4f/48P//8M4mJiXz++ecZ3v6ePXsIDQ2lTZs25kfb3+uNN97gjz/+4Oeff7aooX9UVapUoXDhwmzcuJGmTZuanxkAdxIiBwcHPv74Y958800cHBzYtOoTGwAABBdJREFUuHEjW7duxdHR8YE34zZr1oyZM2fSt29f6taty9GjR1m9erVFXXeePHkYMGAA//vf/2jXrh3NmzfHaDTy008/ER8fz6BBgx4Ye40aNRg/fjzR0dHkypXr0TsjDQaDgfbt29OpUycSExP58ccfyZMnD/369QOs7ycnJycGDx7MoEGDaN++Pc2bN+fWrVvMmTOHUqVKmUfzU/po/Pjx5lKgezk6OvLZZ5/xwQcf8Prrr5uvJCxdupRr164xfvx4mz4lNXfu3Obvtn379gQFBXHr1i0WLFhAcnKy+YbvHDly8NFHH/Hll1/y1ltv0aRJE/7++29Wrlxp8cP5Uc+VjMQG1p3HKfHB/d+Zk5MT3bt356233sLFxYWffvqJ5ORkPv74Y4t9DB8+nG7dutG8eXPOnTvH4sWLzVce7t3HjBkzqFOnDg0aNDB/dvDgQdzc3KhYsaLV/SDyOCjRF5EsJ2UUdvbs2axfv55JkyYRFxdHvnz5aNiwIb169XqkG/dSynbSqs2HO8lk8eLF2b59u1WlM9YyGAwEBQUxdepUmjVrZvGZr68v48ePZ+LEiYwZMwZ3d3fKlCnDrFmz+Omnn9i9e7d5xp579e/fH6PRyK+//srWrVupWLEiP/74IwMHDrRYrkuXLuTPn59Zs2YxduxYXFxceO655xg5ciRVq1Z9YOx16tRh3Lhx7Nu3j3r16j16Z6ShSZMmFC1alBkzZpCcnExgYCAfffSR+TtPTz+1aNGCnDlzMnXqVEaPHk2uXLmoV68eH374oflHXvv27dm5cyczZszg8OHDqSb6AI0bN8bDw4PJkyczadIkHBwcqFixIl9//bV5Xndb6tKlC/ny5WPmzJnmK0YvvPACffv2tZjFp0OHDuTMmZPvv/+eb7/9Fh8fHyZPnnxf8v4o50pGY7P2PE7rO6tUqRJNmzZl8uTJ3Lx5k2rVqvHhhx9alAx16NCByMhIli5dyvDhwylbtiwTJ05k5syZ5qs8AE2bNjX/2N+9e7dFor9v3z6qV6+eaWV9IhllMD3qNA0iIiL/r2XLlpQuXZpRo0Y9lu37+fnRqlUrvvnmm8eyfcm+6tevT+HChZk7d+5j3U9ISAiNGjVi8uTJFsm/iC2oRl9ERDLN22+/zbp16yzq1EWeJb/88gslSpSgfv36tg5FRIm+iIhknqZNm+Lj4/PYR01FnkYxMTEsWLCAAQMGZMq0rSKPSom+iIhkGnt7e4YPH86PP/7IzZs3bR2OyBM1e/ZsqlatmubUvyJPmmr0RURERESyIY3oi4iIiIhkQ0r0RURERESyISX6IiIiIiLZkBJ9EREREZFsSIm+iIiIiEg2pERfRERERCQbUqIvIiIiIpINKdEXEREREcmGlOiLiIiIiGRD/wcnUwWyWAw5tgAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for fraud dataset using KernelExplainer\n","explainer1 = shap.Explainer(log_reg1, X_train1) # Ensure X_train1 is used as background\n","shap_values1 = explainer1(X_test1) # Ensure X_test1 has the same shape as X_train1\n","\n","# Plot summary plot for fraud data\n","shap.summary_plot(shap_values1, X_test1, feature_names=X1.columns)"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for credit dataset\n","explainer2 = shap.Explainer(log_reg2, X_train2)\n","shap_values2 = explainer2(X_test2)\n","\n","# Plot summary plot for credit data\n","shap.summary_plot(shap_values2, X_test2, feature_names=X2.columns)"]},{"cell_type":"code","execution_count":26,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer (using training data for feature scaling)\n","explainer_lr1 = lime.lime_tabular.LimeTabularExplainer(X_train1.values, \n"," feature_names=X_train1.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_lr1 = explainer_lr1.explain_instance(X_test1.iloc[i], log_reg1.predict_proba)\n","\n","# Display explanation for the Logistic Regression model\n","exp_lr1.show_in_notebook()\n"]},{"cell_type":"code","execution_count":27,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer (using training data for feature scaling)\n","explainer_lr2 = lime.lime_tabular.LimeTabularExplainer(X_train2.values, \n"," feature_names=X_train2.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_lr2 = explainer_lr2.explain_instance(X_test2.iloc[i], log_reg2.predict_proba)\n","\n","# Display explanation for the Logistic Regression model\n","exp_lr2.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["### Random Forest"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 1.00 0.55 0.71 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.98 0.77 0.84 27770\n","weighted avg 0.96 0.96 0.95 27770\n","\n"]}],"source":["rf_clf1 = RandomForestClassifier(n_estimators=30, max_depth=3)\n","rf_clf1.fit(X_train1, y_train1)\n","y_pred_rf1 = rf_clf1.predict(X_test1)\n","print(classification_report(y_test1, y_pred_rf1))"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 56656\n"," 1 0.91 0.57 0.70 90\n","\n"," accuracy 1.00 56746\n"," macro avg 0.96 0.78 0.85 56746\n","weighted avg 1.00 1.00 1.00 56746\n","\n"]}],"source":["rf_clf2 = RandomForestClassifier(n_estimators=30, max_depth=3)\n","rf_clf2.fit(X_train2, y_train2)\n","y_pred_rf2 = rf_clf2.predict(X_test2)\n","print(classification_report(y_test2, y_pred_rf2))"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for Random Forest model\n","explainer_rf1 = shap.TreeExplainer(rf_clf1) # Use TreeExplainer for Random Forest\n","shap_values_rf1 = explainer_rf1.shap_values(X_test1) # Get SHAP values\n","\n","# Plot summary plot for Random Forest model\n","shap.summary_plot(shap_values_rf1, X_test1, feature_names=X_train1.columns)"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for Random Forest model\n","explainer_rf2 = shap.TreeExplainer(rf_clf2) # Use TreeExplainer for Random Forest\n","shap_values_rf2 = explainer_rf2.shap_values(X_test2) # Get SHAP values\n","\n","# Plot summary plot for Random Forest model\n","shap.summary_plot(shap_values_rf2, X_test2, feature_names=X_train2.columns)"]},{"cell_type":"code","execution_count":28,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer for Random Forest\n","explainer_rf1 = lime.lime_tabular.LimeTabularExplainer(X_train1.values, \n"," feature_names=X_train1.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_rf1 = explainer_rf1.explain_instance(X_test1.iloc[i], rf_clf1.predict_proba)\n","\n","# Display explanation for the Random Forest model\n","exp_rf1.show_in_notebook()\n"]},{"cell_type":"code","execution_count":29,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer for Random Forest\n","explainer_rf2 = lime.lime_tabular.LimeTabularExplainer(X_train2.values, \n"," feature_names=X_train2.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_rf2 = explainer_rf2.explain_instance(X_test2.iloc[i], rf_clf2.predict_proba)\n","\n","# Display explanation for the Random Forest model\n","exp_rf2.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["### XGBoost "]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 0.94 0.55 0.69 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.95 0.77 0.84 27770\n","weighted avg 0.95 0.96 0.95 27770\n","\n"]}],"source":["xgb_clf1 = XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n","xgb_clf1.fit(X_train1, y_train1)\n","y_pred_xgb1 = xgb_clf1.predict(X_test1)\n","print(classification_report(y_test1, y_pred_xgb1))"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"data":{"text/plain":["Index(['user_id', 'purchase_value', 'source', 'browser', 'sex', 'age',\n"," 'ip_address', 'country', 'lower_bound_ip_addres',\n"," 'upper_bound_ip_adress', 'signup_purchase_diff', 'transaction_count',\n"," 'hour_of_day', 'day_of_week'],\n"," dtype='object')"]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["X_train1.columns"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[],"source":["# Save the model\n","import pickle\n","with open('../models/xgb_model.pkl', 'wb') as f:\n"," pickle.dump(xgb_clf1, f)"]},{"cell_type":"code","execution_count":19,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 56656\n"," 1 0.96 0.72 0.82 90\n","\n"," accuracy 1.00 56746\n"," macro avg 0.98 0.86 0.91 56746\n","weighted avg 1.00 1.00 1.00 56746\n","\n"]}],"source":["xgb_clf2 = XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n","xgb_clf2.fit(X_train2, y_train2)\n","y_pred_xgb2 = xgb_clf2.predict(X_test2)\n","print(classification_report(y_test2, y_pred_xgb2))"]},{"cell_type":"code","execution_count":20,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for XGBoost model\n","explainer_xgb1 = shap.Explainer(xgb_clf1) \n","shap_values_xgb1 = explainer_xgb1(X_test1)\n","\n","# Plot summary plot for XGBoost model\n","shap.summary_plot(shap_values_xgb1, X_test1, feature_names=X_train1.columns)"]},{"cell_type":"code","execution_count":21,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for XGBoost model\n","explainer_xgb2 = shap.Explainer(xgb_clf2) # Use the SHAP explainer for XGBoost\n","shap_values_xgb2 = explainer_xgb2(X_test2) # Get SHAP values for test set\n","\n","# Plot summary plot for XGBoost model\n","shap.summary_plot(shap_values_xgb2, X_test2, feature_names=X_train2.columns)"]},{"cell_type":"code","execution_count":30,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer for XGBoost\n","explainer_xgb1 = lime.lime_tabular.LimeTabularExplainer(X_train1.values, \n"," feature_names=X_train1.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_xgb1 = explainer_xgb1.explain_instance(X_test1.iloc[i], xgb_clf1.predict_proba)\n","\n","# Display explanation for the XGBoost model\n","exp_xgb1.show_in_notebook()\n"]},{"cell_type":"code","execution_count":31,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer for XGBoost\n","explainer_xgb2 = lime.lime_tabular.LimeTabularExplainer(X_train2.values, \n"," feature_names=X_train2.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_xgb2 = explainer_xgb2.explain_instance(X_test2.iloc[i], xgb_clf2.predict_proba)\n","\n","# Display explanation for the XGBoost model\n","exp_xgb2.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["## Decision Tree"]},{"cell_type":"code","execution_count":22,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 1.00 0.98 25193\n"," 1 1.00 0.55 0.71 2577\n","\n"," accuracy 0.96 27770\n"," macro avg 0.98 0.77 0.84 27770\n","weighted avg 0.96 0.96 0.95 27770\n","\n"]}],"source":["\n","dt_clf1 = DecisionTreeClassifier(max_depth=5)\n","dt_clf1.fit(X_train1, y_train1)\n","y_pred_dt1 = dt_clf1.predict(X_test1)\n","print(classification_report(y_test1, y_pred_dt1))\n"]},{"cell_type":"code","execution_count":23,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 1.00 1.00 1.00 56656\n"," 1 0.89 0.74 0.81 90\n","\n"," accuracy 1.00 56746\n"," macro avg 0.95 0.87 0.91 56746\n","weighted avg 1.00 1.00 1.00 56746\n","\n"]}],"source":["\n","dt_clf2 = DecisionTreeClassifier(max_depth=5)\n","dt_clf2.fit(X_train2, y_train2)\n","y_pred_dt2 = dt_clf2.predict(X_test2)\n","print(classification_report(y_test2, y_pred_dt2))\n"]},{"cell_type":"code","execution_count":24,"metadata":{},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAcUAAAKoCAYAAAAGQ+SdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABrg0lEQVR4nO3dd3gU1f4G8He2bzZl0wMJSQgllNCbgCC9iIjlIvaGih174edVbFevgl5AUUDFawVFEAuIgNKUjnSkBdJ732y2z++PDAvLhg0RZGYv7+d5eHRPZna/WYZ995w5c0YQRVEEERERQSV3AURERErBUCQiIpIwFImIiCQMRSIiIglDkYiISMJQJCIikjAUiYiIJAxFIiIiCUORiIhIwlAkughs3rwZ6enp2Lx5c8Dt0tPTMWvWrAtUFZ0Ps2bNQnp6utxl/M/QyF0AEf39OnbsiIULF6J169Zyl0KkaAxFootAaGgounbtKncZRIrH4VOic9TQkOPpQ1rl5eV4/PHH0b9/f3Tq1Anjxo3Dt99+67NPfn4+HnvsMfTu3RtdunTBbbfdhv3793t/npubi/T0dMyfPx+jRo1Cly5d8M0335xVjQ0Nn27ZsgUTJkxAly5dMHLkSPz+++9/4bcnABgyZAjefvtt/Otf/0KvXr3Qp08fPPXUU6isrAQA3HLLLbjlllt89jn972Tx4sXo0KEDvv76a/Tv3x+9e/fGkSNHAADffvstrr76anTp0gWDBg3C9OnT4XA4fJ5vzZo1uPLKK9GpUyeMHDnS7/j6888/8eCDD+KSSy5Bx44dMWDAALzyyiuw2WzebX777Tdcd9116NatG3r16oX77rsPR48e9XmeVatW4ZprrkGnTp3Qv39/vPLKK7BarefjbVQE9hSJLoAnn3wSZWVlePHFFxEaGoqlS5fi6aefRkJCAi655BKUl5fj+uuvh9FoxD//+U8YjUb897//xU033YRFixahVatW3ueaNWsW/u///g+hoaHo0qXLX6pn3759uPPOO3HJJZdg5syZyM3NxWOPPXa+ft2L0hdffIGUlBS89tprKC8vx/Tp05GVlYUFCxac9XO43W589NFHePXVV1FRUYFWrVrh888/x0svvYTx48fjscceQ05ODt544w1UVVXhpZde8u77/PPP45FHHkFcXBzmzZuHZ555Bu3atUO7du1QXFyMm266CV27dsXrr78OnU6HdevWYf78+YiLi8M999yDnJwc3H///bj22mvx2GOPobq6Gm+99RbuuecerFy5EiqVCt9//z2eeOIJjB07Fo888gjy8vLw9ttv48iRI5g/fz4EQfg73toLiqFIdAFs2bIFDzzwAIYNGwYA6N27N8xmM3Q6HQDgv//9LyorK/Hll18iMTERADBw4EBcfvnlmDFjBmbOnOl9rtGjR+Paa689p3rmzJmD6OhovPfee9BqtQCAyMhIPProo+f0vBczlUqF+fPnIywsDAAQFRWFBx54AOvXr2/S89x7770YNGgQAMDj8eDdd9/FsGHD8Morr3i3qaurw48//gin0+lte+WVVzBw4EAAQHJyMoYPH44tW7agXbt2OHToENq3b48ZM2YgNDQUANCvXz/89ttv2Lx5M+655x7s3r0bNpsNkyZNQnx8PAAgISEBq1evhtVqhclkwrRp0zBgwABMmzbN+7qpqam4/fbbsXbtWm/dwYyhSHQB9OnTB7NmzcL+/fsxYMAAXHbZZXj66ae9P9+4cSPat2+P+Ph4uFwuAPUfsgMHDsR3333n81zt27c/53q2b9+OwYMHewMRAEaMGAG1Wn3Oz32xGjJkiDcQTzzWaDTYunVrk57n1L/fY8eOoaysDMOHD/fZZuLEiZg4caJPW8+ePb3/n5SUBACorq4GAFx66aW49NJL4XQ6ceTIEWRlZeHQoUMoLy+H2WwGAHTp0gV6vR7/+Mc/MGrUKAwcOBB9+vRB586dAQBHjx5FYWEhJk2a5D1GAaBXr14IDQ3Fb7/9xlAkorPz9ttv4/3338fy5cuxYsUKqFQq9OvXDy+99BISExNRWVmJrKwsdOzYscH96+rqvP8fEhJyzvVUVVUhMjLSp02j0fi10dk70bs6QaVSITIyElVVVU16nlP/fk+ck4yOjm7SfipV/XSRE/eQ93g8eOutt/D555/DarWiWbNm6Ny5M/R6vXefpKQkfPbZZ5g7dy4WLVqETz75BOHh4bjxxhvxyCOPeGt58cUX8eKLL/q9fnFxcZN+T6ViKBKdB2632+fx6RMPwsLC8OSTT+LJJ59EZmYmVq9ejdmzZ+PFF1/E3LlzERYWht69e+Opp55q8PlPDLOeL2azGaWlpT5toig2+QOcTqqoqPB57Ha7UVFRgaioKBw7dqzRY6Qh4eHhAOonap3+Wvv370e3bt3Oqra5c+fi448/xosvvogRI0Z4e7T/+Mc/fLbr3Lkz3nnnHTgcDmzfvh0LFy7E+++/j3bt2nkv53nqqafQu3dvv9eIiIg4q1qUjrNPic5RaGgoioqKfNp27Njh/f+8vDxcdtll+OmnnwAAaWlpuPvuu9GvXz/k5+cDqD/HeOzYMbRs2RKdOnXy/lm6dCkWLVp03oc1+/bti3Xr1vn0QNevX+9zjoqaZt26dT4zQlevXg2Xy4W+ffsiNDQUhYWFPttv37690edMS0tDZGQkfv31V5/2pUuX4p577jnrv6/t27ejdevWuPbaa72BWFRUhEOHDsHj8QAAPv74YwwePBgOhwM6nQ59+/bFyy+/DKB+ZnRaWhqio6ORm5vrc4zGx8dj+vTpPjOlgxl7ikTnaNCgQfjxxx/RpUsXpKSkYPHixcjKyvL+PDExEQkJCXjllVdgsViQnJyMvXv3Yu3atZg0aRIA4Pbbb8fSpUtx++23484770RkZCSWLVuGr776Cs8+++x5r/mBBx7AqlWrMHHiRNx1110oLy/Hf/7zH59zjNQ0BQUFuO+++3DrrbeioKAAb731FgYMGIA+ffogKysLv/zyC1577TUMGTIE27Zt87tkoiFqtRoPPfQQXnrpJURHR2PIkCE4duwYZs6ciZtuuumse2edO3fG7NmzMXfuXHTt2hVZWVmYM2cOHA6H94vRJZdcgmnTpuGBBx7AzTffDLVajQULFkCn02Hw4MFQq9V49NFH8fzzz0OtVmPw4MGorq7G7NmzUVRU5B36dzgc2L9/PxISEpCQkAAAKCwsRGFhITp06OAd9di/fz90Op3iFpRgKBKdo2effRYulwv//ve/odFocPnll+Pxxx/Hc889593mnXfewVtvvYUZM2agoqICzZo1w4MPPoh77rkHQP35qAULFmD69OmYOnUq7HY7UlNT8eqrr/oNcZ0Pqamp+Oyzz/D666/j0UcfRXR0NJ5++mm8/vrr5/21LhZjxoxBeHg4HnnkEYSEhODqq6/2zua99tprkZ2djSVLlmDBggXo1asXZs6ciRtuuKHR573pppsQEhKCDz/8EAsXLkRCQgLuvvtu3H333Wdd26RJk1BRUYFPPvkE7777Lpo1a4Zx48ZBEATMmTMH1dXVaNeuHd5//328++67eOyxx+B2u5GRkYGPPvoIaWlpAIDx48fDZDLhgw8+wMKFCxESEoLu3btj2rRpaNGiBYD6c4sTJkzAgw8+iIceeggA8PXXX+Odd97B6tWrvZOAHnzwQSQmJuLTTz9t0vv8dxPEE2diiYjoLxkyZAh69+7NLxX/A9hTJApibrcbjX2vFQSBl1oQnSWGIlEQGz58OPLy8gJu07t3b8UNUREpFYdPiYLYwYMH/dbAPJ3JZPKeEyKiwBiKREREEl6nSEREJGEoEhERSRiKREREEoYiUQPsdju2b98Ou90udylwOp34+OOPsW3bNlgsFrnLAaCs90dplPTe8NhpOoYiUQNOLN58+iLOclGr1RAEQTH1KO39URKlvTc8dpqGoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIp3DODV6Pdw0cgDl2K10dtkLscCiL/bfspop6oQM7Y9VjV4Sts/XiH3CUpnkbuAojozN5p/wkezDyMaEcdAOC+7RvxUes83HnkHpkrI6Wb3fUjfNs9A6tatoUoCNC43Xj1rRXodXt3uUtTNPYUiRSse2GBNxABwOy0oWtRqYwVUbDIV5mxUgpEAHCp1Xhu2Ci8lTxX5sqUjaFIpGBtqsr92lItFTJUQsFmYfcegBSIJzjVKuTFxMtUUXBgKBIpWGGECU6VGruTWmJnizTY1RrkRoXLXRYFge4luX5tZpsVlcYQGaoJHjynSKRgr40YieY2LWx6IwBA77DjeKgH38hcFynfo7+twuGQWPyRdLJnOGnzNqSV5stYlfIxFIkUTKUOgU1/8p+pXaeHXsZ6KHhobRr838/bsSsxElaDgMQyO9LKq7EzOUzu0hSNoUikYMmVVagOjfZpS6yukakaCiZHY2LRrvgYLt+zGoAaTgHYYeqCcn2S3KUpGs8pEilYu1z/80Lpef5tRKcTdXYk1ZWhBC1RgmRUiUnobD0Io8sqd2mKxlAkUjAVVNC43YAoAqIItdsNlSg0viNd9LrklcCCKO9jESrUeSKRUsnZy4Fw+JRIwQqiYmBwuiBKjwUAJeaoQLsQAQBsaj1On2fqhhY2dYQs9QQL9hSJFKzUWD/rVJD+AEC1TitbPRQ89jaL8WtTw47CCPaFAmEoEinYzpgYqFxO72O1y4nN8QkyVkTBYnWbTjCqigFpnEEFJ3LjBCRUcPg0EIYikYLp4MCyti2xOyYKe2KisLx1Kjwat9xlURDol52Fx8ddj8IEK9TGPGxuF4qpo25GnN3Z+M4XMfajiRSsMMyEXUlmHLaHQgBQq9egQ55D7rIoCFhVJuTEpODBqx6GSxCg93hgdrqQE2aWuzRFY0+RSMF6Hqu//MKq16BWuoi/+3GuSEKNsxs90ACIdDqRUluDUI8Il1qNcAd7ioGwp0ikYHet3YYdLZthS1oKAKBzTj4eXLkRQC95CyPFE1R1GHZoM+7ZshSRdTX4MzYZ711yDVQeu9ylKRpDkUjB1CobVr83E380S4FbpUKPvGPIM/jPKiQ6nWADnvz9c6ikiTbtSrLx0op5eCNjjMyVKRtDkUjBQoVaOGFARkERAMAFA0zgiiTUuGGHD3oD8YQIRy1SKqplqig48JwikYKZ7P4zTfVOsYEtiXy5BDUAoNIQgWORybCrtXBDjTqoZa5M2dhTJFKwEkMYWjgrfdqqdCGIk6ccCiJloSH4KXY4diZ1BAQBOpcdQ/dtht3Aj/1A2FMkUrBSdQzcOLnWqQcCijWxMlZEweLPxCTsbJEBCPXHj0Ojx7r0nvCAIw2B8CsDkYJVG424Y9TN+CUjDR5BwGX7j+PeVdvlLouCgEMb7tdWawhBjdt84YsJIgxFIgX7uncGfujRzvt4Rdc2CHG4cZV8JVGQaFmSgyOJHXzaVG43UgqyZKooOHD4lEjBdqT5r3P6R0uufUqNq9ZFIDdEB4/02KpRQ7BZ4NSZZK1L6dhTJFKwsAbWqWyojeh02REReLd/V4TbHIiqsyE3PBSRVivuW/6r3KUpGnuKRArWObsYBofL+1jncqNrVrGMFVGwsOjqJ9RUG3Q4HhkOl1qFkrBQ2FS8SXUg7CkSKZhNI+CWzX8iPzIEHkFAUpkFZQbeT5Ea16vgMIChPm3tivMQWceL9wNhT5FIwS47vhPbE5vBqjbCLuixPak5+mfvkbssCgJxNXa8/eN/YbLbAACtygrx2dfvwqnTyVyZsrGnSKRgHQvyEWezw6Wp/6caY3egc16OzFVRMKgxhuGh39fgzm2/oijMjLTyEnjEEPwQyRVtAmFPkUjB5vUe6w1EAPCo1fio9xUyVkTB4nioGXWqMIQ4DGhZZoUohuHPqFYwirxJdSAMRSIFy44y+7UVmMMufCEUdPZHJOCusXdih7kDdpi7YE3zbhgzfiJs/NgPiMOnRApWqVYh6vQ2zh6ks5BcXowWdbH45tJhcGvUMNXaMORQLpIrOXs5EH5lIFKwOEstMvVaOATABSBLr0WUpU7usigIJNbZUJEYA7em/hxircmAlipgc1JLmStTNvYUiRSsTVEFVqUlIsuphQhApVVhwOEqucuiIOAO8V+5piYsBGm5PH4CYSgSKdi+FuFwherrH4giPIKAvS3MstZEwUHj8L8bht7mQHg1RxoCYSgSKZjB7cBlhzNx6+Y/oBJFfNmzC2xanlOkxoVV1yKmuBKlcWYAgODxIOV4IfSiXd7CFI6hSKRgQw4fxfjtB6CSvvQPO3gUn/fuCKBDwP2IDE4bdqcmoEijgcHphsOgBVKd6Lz5uNylKRpDkUjBUkuroRKB/PCw+mXeqqrRMb9M7rIoCBxPisOqyAhUaU5erF+s1aDVfq5oEwhDkUjBNC43Jk4Yh5/btQEADDxyDM+sXidzVRQMNiUm+gQiABw26FFl4K2jAmEoEinYN106eAMRANa1bonmNdUYLWNNFBxcLv+JNm5BgMWol6Ga4MHrFIkUbEdSc7+2bS0SZaiEgk3P4wXQu1w+bd2LCmCq5kSbQBiKREom+P8TVYv+PQCi0w3IPYxFS+ejU1EhzFYrxh7aj4XffYRQt6vxnS9iHD4lUrDxW/cgf0g/VIQYAQDhNhvG7TwIIFnewkjxIt2l8OTF44OvlkIHB6wwoVaMhA68TjEQhiKRgg3IPYzLpx/HplaJcKtU6H8kF7WRDgDD5S6NFO7XpAyMydyEmhATqrWhaF6XCYsjCoKKIw2BMBSJFCym1I3syGiEOdyA4EZBZBhSy7mgMzWuS+FxbIvvjFJDDABgj7kjupbvQaWOd1kJhKFIpGA55miUhJ+cQl8WZoKAWHSWsSYKDh614A3EE/aZ20HjqJWpouDAiTZECpYVGw0R8PmT18A9FolOlxkV59fmVGmRG22+8MUEEYYikYKVhdZPsIEg/QFQGcLrzKhxpRFGqES3T1u0rQJWvUGmioIDQ5FIwSJq67xhCAAQgLA6m2z1UPAQBTUGFO1GuMMCQfSgubUElxbvQVJFtdylKRrPKRIpWJjdBhG+S3WFOBwyVUPBRAsBMXUW9M87Cg/U0MIBPVzQ8DrXgBiKRArWrWw/ckzN0K76MAR4cCisNeLquCA4NS6yugoWROLEUIMTelgQiVBbjbyFKRxDkUjBOlXtQ+eqPXAiFACQZsmC73gqUcPiqy04/VhxQwdRzbtkBMJQJFIwFzSwoAU8qP8gU8GJMGSDH2vUGFMDp57dggA3PBe+mCDCiTZEClalToAbOmxLTsLm1BZwCTpUqxLkLouCgMFpgweAVadDUUQE3IIAiAIMHqfcpSkae4pECpYVloBJt1yPP5Lr74zRvqAI/53/OWIa2Y/IEg6UxMUixXoYqbUVOJrYEs7acFSHhMpdmqKxp0ikYC9dPsobiABwoFk8nhs7RsaKKFgcSWiO/vlr0br0OCLrqtAzdyeiNTmwnjabmXwxFIkUbGtqC/+2lv5tRKeLstXA4PK9fKd1yTHEuLjMWyAMRSIFi7FY/drMtbx4nxqnaeByVrdKjXItFwQPhKFIpGB3r/8NRtvJm8Ia7C5M3LBRxoooWJTowpEXHuvTtrJlL4S4+aUqEE60IVKw63f9AZdGj4979YZLUOHmHdtw15ZNAMbJXRop3PJObfHIdVfi8fXLkV5agO/bd8PXHXrj1lXr5C5N0RiKRApWrQtBuKDGVccKAABRUMGiNyJe5rpI+XYlpKA8JAz/N/I6n/ZIG5d5C4TDp0QKtjMtDdlRzWCos8FgrUNBeCy2tm4jd1kUBKIrLdC4fO+SkZ5XilIuiBQQe4pEClYSZkZsUSk07voPN7dKheIws7xFUVDofjwfV+w4hlmjeyEvKgy9j+ThmSW/Y2uyVu7SFI2hSKRg+jo7Tl2/Uu3xQGvhXTKocS6VgMsOZGHogUwIEOGBCrUqLUQ178cZCEORSMHUdg9aOPKRUXYIKtGD/VFtUGiMbXxHuuilFNZCB6f3HJkabhg9gNHBtU8DYSgSKZjZVoYrstZ6+4opNfn4Kam/rDVRcIix1vpNGtHBjXKjQZZ6ggUn2lxE5syZg549eyI/P/+8bEd/vyix0O9GUfHOHFlqoeBSEOPf53ELAswOrmgTCHuKF5EhQ4agRYsWiIyMlLsUOkstK0sgAsgxJUAUBLSwFCKpukLusigIlEXpUBhuwrGkeJSHmdA6rxiHosIQYi+QuzRFYyheRNq0aYM2bTidP5iU6iOxPGM4PGL9Is6C4EG/go3gWUVqjLnOhm+G9kSh9CV4U8dWSMvLhjnXInNlysbhUyKFWXTQhTc21S/t9ltSb28gAoAoqrAmmecUqXEaT6g3EE/Ii2sGiLxQMRD2FM/B2LFj0axZM8ydO/eM7dXV1XjrrbewdetWlJeXIy4uDsOHD8fdd98Nvf7k1OjMzEzMnj0b27Ztg9PpRHp6Ou6++2707dvXu80999wDvV6P9u3b48svv4TBYMB7772H1q1bn1W9c+bMwbx58/Ddd9+hefPmAIDc3FzMmDED27Ztg0qlwtixY6HV8jomOdQ6XAibCZxYb+TpDS7MEDUAfC/AFkX+s6XGadz+4WfXalETYpKhmuDBf11/s2eeeQYHDx7EDTfcgJiYGOzevRsff/wxqqqq8H//938AgCNHjmDixImIjo7GHXfcAY1GgxUrVmDy5Ml45ZVXMGLECO/z7dy5E7m5uZg8eTLy8vLQsmXLv1xbWVkZ7rzzTjidTtx4443Q6/VYtGgRKisrz/XXpr8g8f2TgXiCDk6cPqCjFlwgakxEuRValwtOzcmP+Tb5BYi2cKJNIAzFv1F5eTm2bNmCyZMn45ZbbgEAXHXVVRBFEXl5ed7t3njjDURGRuLzzz+H0WgEAEyYMAH33Xcfpk+fjsGDB3t7b3V1dXj55ZeRkZFxzvV9+umnqKiowKeffop27doBAK644gpMmDABVqv/LYvkZLfb4Xa7G9/wPKmrq/P574VQ5dACp8017X3sEH5t0wWmOjsAwGrUY0DmHtn/fuR4fwAgJCSkyftcDMdOQ1pVFeP2VRuwvGdnlIaHIj2vEJdv3IVtzcNlPX6UfuwwFP9GoaGhCAkJwaJFi9C8eXP069cPRqMRL7zwgnebyspK7NixAxMmTIDdbofdbvf+bNCgQXj77bexb98+dO3aFQCg1+vRoUOH81Lf77//jg4dOngDEQCioqIwcuRILFiw4Ly8xvmyd+9eWV73+PHjF+y11EInuE873xNZZcOE3WuxOyUZHkGFzkey4LHrcODAgQtWVyAX8v0BgB49ejR5n4vh2GmIXhSRnF+Edt+t9LaJAKLtgiKOH6UeOwzFv5FOp8OUKVPwyiuv4Omnn4ZOp0P37t0xZMgQjBkzBnq9Hrm5uQCAhQsXYuHChQ0+T2Fhoff/zWYzVKrzMz8qPz8fl112mV97amrqeXn+8ykjI+OCf9s/fvw4UlNTvb33v9uHahduX3Vqb1GEqHbg7X4jUBIdDQBY0aI9HlvzM9q3b39BajoTOd6fv+piOHYa8othN+JhgQ4OqOGCA3o4ocH+qFhcJePxo5T350wYin8Dj+fkMkqjRo1C3759sWbNGmzYsAFbtmzBpk2bsGjRInz88cfebcePH49BgwY1+HytWrXy/v/5CkQAEATBp2faUP1KceqkpAvJaDT+pSG7v+K2rsCgVBf6fQnUOoF3hwp4YuNVyLC6EVorDTVp9Xj06mvw7QWqqTEX8v35qy6GY6chG1skolvRUYR56o8dEcDGhFZwCCpF/J3J/f6cCUPxHKhUKjidTp82l8uFyspKJCYmwmq14tChQ0hLS8O4ceMwbtw4OJ1OzJw5E19++SU2bdrkHQrVaDTo06ePz3NlZmYiPz8fBsPfsyxTYmIisrOz/dpPPd9JF1aKWYO8+04+3l7nhAC1zzbpFnnPVVFwCPfUeQMRqB9/aFtdgE0xvMo1EF6neA6io6ORlZUFm83mbVu3bp2393X06FHcddddWLp0qffnWq0W6enpAOpDNSYmBh06dMD333+PkpIS73YulwsvvfQSnn76abhcf89sw8GDByMzMxO///67t81isWDZsmV/y+tR07WsLPNrS6ypkqESCjZdCv1XromxWhFpczawNZ3AnuI5GDlyJN588008/PDDGD16NHJycrBkyRI0a9YMQP25jG7dumH27NkoLCxEmzZtUFRUhIULFyI1NdXbM3ziiSdw33334eabb8b48eMRERGBFStWYO/evXjwwQdhNpv/lvpvvvlm/PTTT3jyySdx4403IjIyEosXL4Yo8s7cStEt5zBWhscCwskJOF1yDgEYJV9RFBSaVVVAhO98ZptKi4TqYrlKCgoMxXMwfvx4VFdX49tvv8Wbb76JNm3a4M0338Rnn30Gq9UKQRAwbdo0zJs3D+vXr8eSJUsQFhaGIUOG4N577/VeZtG5c2d8+OGHmDNnDj777DO4XC6kpKRg6tSpuOKKK/62+k0mE+bNm4eZM2di8eLFcLvdGD58OFq1aoVp06b9ba9LZ6/cGIbrtq/EjuR28AgqdMs5iGJjuNxlURCwGWqhrnHBAzXqo1GEBk5U6XRyl6ZogshuAZEfq9WKAwcOoH379rJOBhh/3Z+4d9sa9Mg+CAEi9jRvhRmXDMfXX7VrfOe/kVLeHyVSynvzVZsPccWRXd4FIU70GN/scile2HmdXGUp5v05E/YUiRRMqLVhQc/L8GPXSwEAtWoVnHauaENnQaifoHfq8Gml0QS3m8s4BsJQDGJutxsVFWd3G6HQ0NC/bRYr/X16lpeiuNKJy7MPQO0RsSylPVJF/j1S47JDzNgZnYjPOndBpjkKQ44fQffCKkRYOVErEIZiECsqKsKVV155Vtu+8MILGDt27N9cEZ1vHfKy8WDOTu/jXvlZWJeUAWCIbDVRcKgyejDh2gnIDau/U8aKtHTcsmcrLj14WObKlI2hGMSio6Px7rvvntW2py4AQMGjdUWuX1vbMv82otMJos0biCcs6NAN3Y4zFANhKAYxvV7vd8E//W9xqeov3C80hcGtUiGxpgpOtbqRvYgAUwOrVbkFFdy8NVxADEUiBXtn0CBYXWqsbVV/z8xLso4jzlWLWTLXRcrXK6sYZpsVlYaTMzxHHDsEjUN5yzgqCVe0IVKww+Ex3kAEgE0pqdgXlSBjRRQsisMjUBUZjgRbDWLrLIh212FvSgpiav17kHQSe4pECia4/C8jdon8LkuN+yGjPUSdBoXxvmudHg8Lk6mi4MB/XUQKFl9j8W+z+LcRnc5o9f9CFVFrQ6iHH/uB8N0hUrB4pwOJlSevK4urtqBlTa2MFVGw6FxQiEsP5Hgfqzwe3LPqDwh/0w0G/ldw+JRIwaKrbZh0ZAdKTXq4BRXiLVYUxETJXRYFgU6WTKR8b8ENG82oNWqRVFKNaHcZtiVGNr7zRYyhSKRgIXU2fNSnCw5H13+QpVZWYfyeQzJXRcHAKoRBY3IgVHQi1OqE06RBfHkFUkt5P85AOHxKpGA/tUvD4Zio+ltHCQKOR5qxJKON3GVRECjQxKHU4Nsr3GtuAw94l5VAGIpECrY/zn+o9Ei0+cIXQkGnPETv1+ZWqZEfaZShmuDBUCRSMIfGf/UaZwNtRKeLtVZAEH0v1I9wWKC1O2WqKDgwFIkULLGyAh7h5M1/PAIQXctLMqhxybZSXFK6HyGu+nOIcbYK9C/eg6qoUJkrUzZOtCFSsOdXL8OOhDb45JJuECHg+u270Sv/EIAH5C6NFK7GoEeLghK0sJbAAwEqiBABqOvYUwyEPUUiBcsNT8S7w/oiKz4K2fGRmD3kEuSFNZe7LAoCWSYzTgyeqlB/Ib8HgNbjlq2mYMCeIpGC/dC5HcpNJxd0thj0WNytAybLWBMFh9bV+SiKELA7Jh1hDjssOi1GHtsMk5uhGAhDkUjBCswmv7Z8M9eupMYdiI3DrTfcibalJWhZXo51aWnomd0X3fb9KXdpisZQJFKwXtkHsDvRd7i07/H9ADiESoFtbZ6GN3/4AVfuOwAAcKkEPHz1VbAaDDJXpmw8p0ikYHUOAyb/thxGhx16lxN3b1kFYw0nSlDjuucVeAMRADQeES/+9DPCbVz7NBD2FIkULLkWsBvD0bkoDy6VCgabCZFWhiI1rlthgV9bbG0tomodMlQTPBiKRApmNWgxc3gf7+PtKS1x95rtMlZEwSI72ozu+b7BWGoy4WAcz0kHwuFTIgVb3b6lf1uHNBkqoWBTYNRgdr+BqNXqAAA55ki8e+kgJBeXyFyZsrGnSKRgNSHSpAhRumGsIMCq91/Tkuh0B5qnY3/zJPzYsRMi66woDAuHAKB59nG5S1M0hiKRgqWUW5AdHgqcuIm6ICKpwgIgQs6yKAiE1dlRq1fjSEIY7NoYhFudSCyrhdbJc4qBcPiUSMFE0XoyEAFABAS3VbZ6KHh0zz+KzPgwWIxaODVqlIUbUBxpQHxttdylKRpDkUjB7KcsBn5CHe+SQWdhe2oq3Grfj/iiiBAUmczyFBQkGIpECta1IMevLaMoV4ZKKNhE1lUBLg9gcQLVDsDqgs7phE3Lj/1A+O4QKdiAzFyEOE+uVal3uXHZUYYiNa59YT4EixNwi/VD8E4P4ovLYHLz4v1AONGGSMF2pXTAiJwSFIQYIApA81o7DiSmy10WBYFtUa0hnjb8nh0WjSKtWZ6CggRDkUjB8s2h0IhAi1qbt60k3ChjRRQsomrq/NoMDicSq3mT6kA4fEqkYAOOboHg8fi0DT68UaZqKJj0KzyCdkVFPm0TN2+Hxf/GK3QK9hSJFGzw0T1oWV2NLck9AEFAl7zd6Jy7T+6yKAgIGhU2/fdf+KhrfxyJjMXIzP0YfXgfXu8wSu7SFI2hSKRg+2M7YVfLDO/jHS16wukxwn/xNyJfHngQ7rDhkS2rfdpFnf9lPnQSh0+JFGxH87b+bZxoQ2dBb3P7tXmgQoVGJ0M1wYOhSKRgpUb/G8JWGLj2KTUuLyQWdoR4H4sAqhGNlqVc0SYQhiKRghWrVfAAsKrVqNWoIQLIV3NFG2rc3tYtkROSgirEowbRqEBzbE/piMzYaLlLUzSeUyRSsNFZu/Cv/qPgUasBQYDK5cJjm1YB6CJ3aaRwSTWlWHTJQHTOykSEtRY5MXE42CwR1fZauUtTNIYikYKVmELg0Zz8Z+rRaFAQES5jRRQszNVFsIRGYUub9t62DoWHkFxeCWCobHUpHYdPiRTs2/Tufm0/tGYvkRq3KaU1btn6DdoXHkZ8TQn6HduGSw5vRaEpUu7SFI09RSIFKzOG+LVV8ybDdBbaFpXi96QeGHhkM8y2amSZE7Em9VK41bbGd76IMRSJFCytqAKV4SYUh4UCAKJqrYirqAaQIG9hpHjhdjdyzIlYYE70adeVlspUUXBgKBIp2DOrf0diTRW2pCTBrRLQ53guSo0mABmN7ksXt3KTHkZnHboW7oHZVo3j5hbYH90WYY4quUtTNIYikYKZHXZoPR70P5btbYtw2GWsiIKF1uLBDZmLYXbUX5fYvvQwUgvz8G1K+0b2vLhxog2Rgh2Nj/Jry46JkKESCjZtqvK9gXhCuuUwEit58X4gDEUiBVOrLdDAefIxXBA0/rcEIjqdLayhVhE5keYLXElwYSgSKViY3Y5Q1CIM1dIfC8LtnD1IjdvYsh2q9b733lzRtjOKeT/OgBiKRAp2ICEeAKCGB2rU31dxX3POPKXG5Zui8cqgW3A8IglV+jDsSOiIF4bfhFC7S+7SFI0TbYgULD88EZ93F3D1nj1QiSK+69gRWRGJje9IF70QuxvNK4Bfmw2GweZEVYQRo/flwuXix34gfHeIFMyi0+DRa8bisauvgADArVLhzk175S6LgoDW5UG7Q4WIrqxf61QEcCQtDjti/e+8QicxFIkU7Pe0RHhUKkAU6z/VBAEb0thTpMZ1Pp7nDUQAEACkZJchT8NQDIShSKRgWrcdIaUWuNwiAECjFiCIPCdEjWtVUgjA9zZjOpcbZhvvkhEIJ9oQKZipstobiADgcoswVlpkrIiChSXcjfrhhZOMsKBSpZWnoCDBUCRSsF2xzf3ajph5k1hq3Pa01kjBIail61yNsCBeewzZzTh7ORAOnxIpmM4jotZ3BAxaUWx4Y6JTbI9MQmGzcHQt+B0uaKAWXPhv1yuhsbvlLk3RGIpECnbNviP4oFsHCFIQigJwxcHjAOJkrYuU79JDmViYcTl+7DgAcZZyHIxNRdvMAqRVFstdmqIxFIkUbMDhbBhdHiztmAaPSsDlB46j/5FsAL3lLo0Urk11FX7K6IgiROFobAoAYHcbI+L285x0IAxFIgVTe4AexwvQI6uwvkEUoXIL8hZFQaEoxv/cs9VogBY8fgJhKBIpmOBUI660DrWm+n+qIVYXaky8zowa52mgTe12oyyUs08D4exTIgWzGrXQujwwVzlgrnJA5/TAauSHGjVuY1oSQuts9Qs/ABBEEVG1VpQazfIWpnDsKRIpWEm4HpEmAyJq6++MYTHqUBbOUKTGlZpMaJdfjjCbDS61GnqXE06VCmoVZ58GwlAkUrBjiWGIrLGhKNYEQIDG6cSRJN5kmBrXPL8AueGRSKq2QuupH0zdlBSL1XN7yVyZsjEUiRTs+Xmd8PJdu2HTGCECCHVZcevjSXKXRUHg4xUDMeq2P7GzWRIi7C4UmfToeuAQgFS5S1M0hiKRgsWnROLtZf0w572FSElOw8DB3RARwZ4inZ3vP2iFTz/+AqGGNhh5ZUdERAyUuyTF40QboiAQESmieQu93GVQENIaVGjVgcfO2WIoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkUQjdwFEFNiMe39DTlZbbBediIzdihcWDJO7JAoSWUdr8Nt/k/C12YP22b/h31sul7skxWMoEinYXUN/wZV/FKB/RS0AoNRswqShv2DO6iEyV0ZKl3OkBP3miijp2wcA8EM7ETuu/wMrF3STuTJl4/ApkYL1P1qFWCkQASCmshb9j1TKVxAFjXufyUKJKdT7WBQE/J6aho+e+03GqpSPoUikYFEWm19bdHWdDJVQsHHqdFB7PBh0MAu3bNyDNkXlsGq1WL3ZIXdpisbhUyIFs5gMiCur8WmrCTXIVA0Fk5SqYsz68gj6Hsuvb1i9Fa+NugRpxSXyFqZw7CkSKVhxdAiqQ43exxaTHkUxoQH2IKqns2pOBqLk/jU7kGmOlami4MCeIpGCRTnq8PPQrogrqYQgAkVxEeh09LjcZVEQMNR5/NoibA6E2zj8HghDkUjBCmOiIaoEFMVHetvyY6NlrIiCRYjLBrcgQC2K3raD8VEweMQAexGHT4kUzKkS/No8/k1EfhxhamxqmQinuv5jvkavw+HoKLhU/j1IOok9RSIFa17+J6rDesKlrv+nqvK4kVKyD0B/eQsj5XMDZqcTh5rFQCWK8KhUiHLZ4anm7NNAGIpECta+8BhSMz04mJoKURDQJisb0ZojcpdFQaBzXiGAEEAQ4BHqhxci6hyoDvW/zIdOYigSKViJuwXshggcM4dDVAFRReFw2VPlLouCwLGYWLQsqIWI+gv3VaIIjyCgRh8id2mKxlAkUrBccwK+vawn3NJ5oZ1tkjBu7XaZq6JgkG02w1wHOA06aNwiXBoVbG4PCkLVcpemaAxFIgXb3qEFyk065EXUX6vYrMqGrR1T5S2KgkL7nFKEuIDQkvrFH0QAOYnR0Npc8hamcAxFIgX7s3ksdiRFQpTOCRWGGaB12WWuioKB3WREaG6597EAoHlhBXa2jZOvqCDASzKIFMyqFbyBCAAQBFj0/GdLjQut9f/ypHF70K6oVIZqggf/dREpWHid/+ojoTbOHqTGWUw6nH6ZvtWoh1PFi/cDYSgSKVj/g7kAgLTCCrQuKAdEEQMOZstcFQWD7HgzslIT4NTUT6yxhuhxvFUzlIWbZK5M2XhOkUjBWhZV4t+frEJqSRUAIDcqDEbRKXNVFAx2JEQhAtUojw6Hxu2GS6uB6HQixxwhd2mKxp4ikYIdj4r0BiIAJJXXID8sTMaKKFgkFdVgc3Q44HbDIwiwud34IzQU5houCB4Ie4pECmZwuP3awuq4TBc1ziWo8GubFvi1TQtvm8HhxG05BTJWpXzsKRIpWHm4/+ojJWbeT5Eap4H/FyqbTosKLggeEEORSMFcYUYcjzt5DignOhy2CC7TRY3rnZ0LjdsNqIT6P4KA9IJSGLVyV6ZsHD4lUrDmNZVwmE0o8bgBUYQtMgSJlqrGd6SLXqy1EhoArhPXuQqA0eVGTHW1rHUpHXuKRAoWaq1DdEUVVIIIlQqIqqqBgecU6Sz82rEdbDrfbuGulAQIWp1MFQUHhiKRgqmc/ud/NA6uXUmNc6j9P94FEfCIPH4CYSgSKVkDcyIEzpOgsxBbVYkwu+81rZ2KyqH18AAKhOcUiRTMZQdEgwp6d/0HmVOlgsMlNLIXEWDVhePBDbvwc/tUlBsNaFNaieH7jqJAxZk2gTAUiRRsYZ+OyDUZccvW/VB5PPi0VwdEOd14Qu7CSPF0djeaVVTjtt93e9uKQkMg1HLt3EA4fEqkYDaVCnM+/QnXbD2Iq7YfxtxPVwAc/qKzkFZehMUd0mCXzi2WhBiwqGMrtKiskLkyZWNPkUjBxm89gLhTluWKrrXhpk37AKTIVxQFhe0tmmFNy0SsaxYHjcsNh14L6NTIiTTLXZqiMRSJFCy11P+axJTSygtfCAUdg8MF1DrgEUU4IAB2F3ROJ5yC/0o3dBKHT4kUrMxk9GurMhpkqISCTUJZ/a3GwpxOtKi1QuPxwO0SEVtTK3dpisaeIpGCGZwi6tQaGNz115bZ1BpoeZkZnYWj8fEYXlCMgUWlUAOoVavxRWoiynT+X7ToJIYikYJFOOtQpTeiUKepX6bL7kKYk7MH6SwYjBhcVOp9aHK7MT6nAIebx8lYlPIxFIkUzB3ixvIuGchuFgUIAhILyzHkwB65y6IgkGrxX+PU7HAiQuT9FAPhOUUiBVvdJQPZzaMBaVHnvIQoLO/RVd6iKChE1PqHn1OlglvgxfuBMBSJFMxirD//4xIEOKVgtHCiDZ2FyNpqiG4PwsqqYC4qR0iVBR4AETbeZSUQDp8SKViUpQK/JcYhN7Q+CJvX2jHyyDGZq6JgYFEbEFVcDpUoAgCMtXUQRaBWUMtcmbKxp0ikYPsiY5ETZoQoCBAFAXmhBuyNipK7LAoClSqdNxBPMFrrGlpjnk7BUCRSsGNREX5tWZHhMlRCwcZhaPi+iTYte4qBMBSJFCy1xH+dyuQynhOixhWbjXCrfD/ibUY9wp01MlUUHBiKRAr2yOq1CLM5vI9D7E48unKtjBVRsAivtuL3jDbYn9wM2bFR2NImFceaxULjZk8xEE60IVKw6lAT5s9djA8H9IJHpcIdG7bCGd7wsBjRqUR9CP6Mj0JmmyRYtWpE25xIL61B69ICuUtTNIYikYLp6lx4ZPwolGjUEAHsvnYkXvtxtdxlURAoDg3FH7Hh3iHUvFA17GoV4sOiZa5M2Th8SqRg7/fthWKtBqIgAIKAMo0a7/bvJXdZFAQKQnR+5xRLDVqU6/mxHwh7ikQKdswcipZ1NnSQVif5M8SInDCTzFVRMEisrgCQ5NOmEoFWVbzJcCAMRSIFS7bZ0bXO7n3c3OHETq5oQ2ch1OOBye5Erf7ksm4JNXXQCjIWFQQYikQK1tpmb6CNd8mgxqWV5OOtT/Lxfe82KIgMRfejhWibV4FafaXcpSkaQ5FIwUJsDkDvO9s0xO6UqRoKJn0OFGB3+zQ8tOdnxNRW4FBMS5Rp4mAq9/+iRScxFIkU7KDRgHSPxzsjTgRwIIQ3iaXGHU5MxG27v0JMbf05xO65e7G+ZS8si+wkc2XKxlAkUrB8ox4HQ0OQUVMLANgfGgKt3dHIXkRAc2eeNxBPuCRrB77ox9nLgTAUiRQso7oGi2IikWfQe9vGFpfJWBEFi+YVpRAhoFaIglVjgtlZBo3HitTSPLlLUzSGIpGCdaisxhO/bcV36a3gFgSMPXQUEXp94zvSRe9IRApcKjO2pbaHXatFZG0NemXvQm6oWe7SFI2hSKRgzUpKMWrPATywcZu37dd2bWSsiIKFTWvEb62TAenm1BWmMGxt0QUutbaRPS9uDEUiBUuoqIROqEJ1mAqiAERUuxFfybtkUOOMLpc3EE+oCA1DmKVSnoKCBEORSMGsRgdWte+GKkP9fRXD7DUIqyuWuSoKBu4GVnPTOZ1wa3j1fiBcBI9IwSJcdlh0JqSV56FVeS5sGiN04IcaNS7HHIvYisqTDaKIhJJy1Ol5SU8g7CkSKZhTZcD4fb8i1Fm/io1Vo8f6lPYyV0XBwOBwoValBtxuuDQaGG0OlJlCoLbykp5AGIpECtahJMsbiAAQ4rKjc1GmjBVRsLBrNMhMTYL9lBWRYsoqUFlXJ2NVysfhUyIFC3PU+rWFN9BGdDqHVuMTiABQFmmGSnTLVFFwYCgSKdiBuGS/toOxSQ1sSeRLI3r82kQBaG5hTzEQhiKRgv2S3AlbktvCLQjwCAK2J7XGT2k95C6LgkCu2QOD0/eOKu0LDmNPYoxMFQUHnlMkUrDKyGjMbjUOJnsdBFGExRCC6Apep0iN61SYhdFZ32FpxnAUh0WjY+FhXLX7J+y+5E65S1M0hiKRgtVJS7rVnjKNvs6gO9PmRF57ElJw3x8/YvK6+d624+ZYaAW1jFUpH4dPiZTM43/vO9HD+ylS4/bFJGLagCvglla1qTSE4KGxd8BoqZG5MmVjT5FIwX5PjkfbSgcMYv1jB0RsS06QtygKCnFlVXhm9E2Y1W8U0sqLsKVFa6gcIjJ258tdmqIFZU9x7NixuOeee+QuQzGmTp2Knj17yl0G/Q3sggYr0uJxyByCIxFGrEiLh1MVlP9s6QJTGULg1qiQHRmLNWkdYdUbUBtmhMnW+L4XM/YUiRSsdW4x+hdXweiun16fUVqNbNENIFrewkjxTM46jN25D72Lq1GnC4HRVo153TsAgv+QPJ3Er5xECpbq8ngDEQD0Hg9aOVwyVkTB4rI/96JTlRsWYzjcag0spijct30/whw8Jx0Ie4pECiZqtX7Lf6vUnD1IjauMiIJb5XusVIZGISeOX6oCaVIojh07Fr1790anTp0wf/58lJWVoW3btrj//vu957TGjh2LZs2aYe7cuX77nto+duxY9OnTBx6PBytWrEBERAS++OILmM1m7N27F3PnzsXu3buhVquRkZGBhx56CK1bt/Z5zuXLl2P+/PnIyclBs2bNcOONN+If//iH9+eiKOKbb77Bd999h+PHj8PlcqFZs2YYO3YsbrvtNgjSrKzq6mq89dZb2Lp1K8rLyxEXF4fhw4fj7rvvhv6Uu5xnZmZi9uzZ2LZtG5xOJ9LT03H33Xejb9++TXkb8fPPP2PKlCl44403MGTIEJ+f3XPPPSgqKsLSpUsBAFu3bsWnn36Kffv2wWKxICoqCpdeeikefvhhhIWFNfj8U6dOxQ8//IBt27Y12l5UVIR3330Xv//+O6xWK1JTU3HLLbdg9OjRTfqd6O/hAnD6LWFdAF4auA5lJh1mLL8EAGCtduCZ23dBawdcKgGxiWo89363C10uKUhOZJjfB7zO5UBhOO+SEUiTh083b97s/TC/9957UVFRgQcffBDbt29v8ouvWLECR44cwWOPPYarrroKZrMZf/zxB+6++24cO3YMt956KyZOnIjMzExMmjQJ+fknZ03t378f06ZNw9ChQ/Hoo49Cq9Xi9ddfx5o1a7zbvPfee3j99deRlpaGRx99FPfffz/0ej3eeecdLFq0yLvdM888g/Xr1+Pqq6/G008/jR49euDjjz/GtGnTvNscOXIEd9xxBzIzM3HHHXfg/vvvh8vlwuTJk/Hzzz836fceOHAgTCYTVq5c6dNeWlqKnTt3YtSoUQCATZs24YEHHkBdXR0mTZqEJ598Eh07dsSSJUvw6quvNuk1G1JSUoLbb78dW7ZswfXXX4/JkyfDbDbjn//8Jz755JNzfn46dwUhBlTqtPAA8ACo0mpQEGKAURSRVGPD1Os2AwCevG0XmlU6EFPnQEKtHeLhOsx5Yb+stZO81qa2gbnS9/KLhIISqFW89VggTR4+LSwsxLRp0zBo0CAAwJgxY3DNNdfgnXfewfz58wPvfBq73Y7p06cjNjbW2/af//wHERER+PTTT2E2mwEA/fv3x/jx4/H1119j8uTJ3n0/+OADtGvXDgAwYMAAXHnllfjll18waNAguFwuLFy4ECNGjMDUqVO9z3/VVVdhxIgR+P333zF+/HiUl5djy5YtmDx5Mm655RbvNqIoIi8vz7vfG2+8gcjISHz++ecwGuu/aU2YMAH33Xcfpk+fjsGDB0OrPf07fcMMBgMGDRqEX375BTabDQaDAQCwatUqeDweby/tiy++QHx8PGbPnu197n/84x+44447sHHjxia91w1599134XA4sHDhQsTE1C/9dN111+G5557D+++/jyuuuAJRUVHn/Drng91uh9t94RYyrpPuJFAn8x0F7Bo1ylRqlEoLOwuCAJx4HwQBllI3rFYrzHW+61xqRBG7d9XCarX+LXXJ9f6EhIQ0eZ+L9djpdaQI/X8/iNzEaNSaDIgrqUJEZS3Wx5n/tuPibCj92GlyKKampnoDEQAiIyNx+eWX46uvvkJ5eXmTnispKcknEMvLy7Fv3z7cfPPN3kAEgJSUFHzyySdISDh5fVZycrI3EAGgWbNmiIyMRFlZGQBAo9Hg559/hsvlO35eWVkJk8nk/QsJDQ1FSEgIFi1ahObNm6Nfv34wGo144YUXfPbZsWMHJkyYALvdDrv95OytQYMG4e2338a+ffvQtWvXs/7dR48ejR9//BG//fYbhg4dCqB+WLVdu3ZITU0FALz99tuoqanxCdsT9Z/rQe3xeLBmzRr07NkTGo0GlZWV3p8NGTIEK1aswObNmxUzjLp3715ZXvf48eOyvO4JzcsNyIqNRHStDQJElJpCkFx18tu/RxBw4MAB7wXavkQcOHDgb63vQr8/PXo0fd3Xi/XYSS6tgMbtgd3lRpFWjWZ1DmhcbpirbH/7cXE2lHrsNDkUW7Zs6dfWokULiKKIgoKCJj3X6b2QE/u3aNHCb9tTA7ChfQFAr9fD6Tw5s0qr1WLDhg1Yu3YtsrKykJOTg+rqagD1oQAAOp0OU6ZMwSuvvIKnn34aOp0O3bt3x5AhQzBmzBjo9Xrk5uYCABYuXIiFCxc2+LsUFhae7a8NAOjVqxeio6OxatUqDB06FIWFhdizZ4+3JwwAarUaeXl5eP/995GZmYnc3FwUFxc36XXOpLKyEhaLBWvWrPEZcj5VU3+nv1NGRsYF/7Z//PhxpKamekcG5JBtLkXn/GIUhIVCFAR0LijG7rgodCssgSiKSEpRo3379qgN2YeIU2ba29Uq9B0Yjvbt/e+ycT4o5f05GxfrsfO9YSNevH4gVvSon4uhc7rwyNLNMNdVoX37ps2DOJ+U8v6cSZNDsaEhwhMBow4wK+7ENqdSnXYR8olthAa/9fpqbBtRFPH4449j/fr16Nq1Kzp37oxrrrkG3bt3x7333uuz7ahRo9C3b1+sWbMGGzZswJYtW7Bp0yYsWrQIH3/8sbeu8ePH+/SST9WqVatGaz6VWq3G8OHDsXTpUthsNqxcuRKCIGDkyJHebT799FPMmDEDKSkp6NatG4YMGYKMjAwsXLgQy5cvb9LrAfD5YDjxOw0dOhTXXHNNg9snJiY2+TX+LqdOeLqQjEbjXxqyO18SLVao6hwYdWAfBIjYl9wMLaosqNCooY3R4cWPegMAZn3TC0/euA12C+ARgC49Tbj5sXaNPPu5k/v9ORsX67HzQ9c22N62ufexQ6vBvFHd8Y+Vvyvi70zu9+dMmhyKJ3pNp8rJyYFarUbz5s2hUql8emsA4HK5UFlZ2eiH7Inh0YZeY+bMmQgPD8ftt99+VnX+8ccfWL9+Pe666y6fEHS5XKiqqvLWYrVacejQIaSlpWHcuHEYN24cnE4nZs6ciS+//BKbNm1Chw4dANQPyfbp08fndTIzM5Gfn+89L9gUo0aNwoIFC7B582asXLkSPXr08A4n2+12zJkzBz179sQ777wDjebkX9V7770X8HlPfNlwOBzQ6U4uHn1iaBkAzGYzDAYDXC6X3+9UWFiIP//8U5Hf4i428WVV6H0o2/u49+FsbG+dhH/9eqnftm9+wVWN6CSD0/96xIpQI3h5emBNfnf279+PPXv2eB+XlZVh2bJl6NmzJ8LDwxEdHY2srCzYbCfXElq3bp3PebgziY2NRdu2bbFixQpYLBZve25uLhYsWODzod6Yqqr62+ucPtz77bffwmazeXtNR48exV133eW9BAKo7w2np6cDqA+YmJgYdOjQAd9//z1KSkq827lcLrz00kt4+umn/c5dno2MjAy0aNECS5Yswf79+72zToH6ULTZbEhOTvYJxIMHD2LHjh3e129IdHT9aieHDh3ythUVFWH37t3exxqNBv3798eGDRt8tgOAt956C0888YTPeUaSR1phiV9by6JSGSqhYBNbbfFrEzwexNRUy1BN8GhyT1Gn0+Hhhx/GjTfeCL1ej6+//hqiKOKRRx4BAIwcORJvvvkmHn74YYwePRo5OTlYsmQJmjVrdlbP/9hjj+HBBx/ErbfeiquuugoqlQoLFy5EWFgYbrvttrOus3PnzjCZTHjrrbdQUFCA8PBwbNu2DStXroRer/dOVMnIyEC3bt0we/ZsFBYWok2bNigqKsLChQuRmprq7UU98cQTuO+++3DzzTdj/PjxiIiIwIoVK7B37148+OCDPhODmmLUqFGYN28edDqdd8INAISHhyMjIwPfffcdTCYTUlJScPToUSxdutTbE7RarQgPD/d7zhEjRuDjjz/GlClTcOONN8Jut+Orr75CXFwcsrNP9joeeughbNu2DXfffTeuu+46JCQkYMOGDVi/fj2uueaaJg8J0/kXX1sON3x77NFW3k+RGpcbHeHXJqpUKIjmEoGBNDkUMzIyMHLkSHz44YewWCzo2rUrHnroIbRp0wZA/Xm36upqfPvtt3jzzTfRpk0bvPnmm/jss8/OasZkz5498f7772POnDmYN28e9Ho9unXrhsmTJ3svGzgb0dHRmDFjBmbNmoWPPvoIWq0WKSkp+Ne//oW9e/d6e57R0dGYNm0a5s2bh/Xr12PJkiUICwvzXod54hxq586d8eGHH2LOnDn47LPP4HK5kJKSgqlTp+KKK65o6tvoNXr0aMybNw/9+/dHaGioz89ef/11vP322/juu+/gdDqRkJCA2267DS1btsRTTz2FrVu3+gTpCW3atMFrr72GDz74ADNmzEB8fDxuv/122Gw2zJgxw7tdUlISPv74Y7z//vtYsmQJ6urqkJiYiEcffRTXX3/9X/6d6PyxG+qgrdVD9A7qeKDS8Js+Nc6m0QJON2BxAC4PoNdAbVDBZHPIXZqiCaIoime78ZlWqyH6X2O1WnHgwAG0b99e1skAo6/bjOmrl8LpMkAUBBhUVjw36AosWtxftpoA5bw/SqSU9+bSicfxW6QZ8JzyEW/QYPLKNfjP1rGy1aWU9+dMuPYpkYIl27VY2mUMEqqLIAAoCItDtEd5HySkPNWCxzcQAcDmgt1vNV06FUPxPHG73aioqDirbUNDQ//SbFW6+IS46z/UCsPjvW1hzgt3zR0Fr275x7EnPPK0VhGp1ZVylBM0GIrnSVFREa688sqz2vaFF17A2LHyDV9Q8KjWaRFn9b0rbI3u7JYTpItbx+JyhKfZUa07eZ3m4NxjOBgdH2AvalIofv/9939XHUEvOjoa77777llty1mddLZ+bhGPFjW10Ev3VHSoVFiRFCdzVRQMHDoj7j+QibXNYlGq16NtdQ0G5ldil5G3HguEPcXzRK/X+10ET3Surt58CIsyUqDWaiBAgNPtxlVbDwM4u0uc6OKldQFRDieuzjp5dyGoNGhWyUt6AuHSBkQK1qLCAo/OAIdaC7taA1GrQ6zF1viOdNHblNgMpy+umW8ywqplXygQhiKRgm1pkwjxlPvfiYKALW2SZKyIgoXRI+JgbBQ80jrRDo0amxPjYHBx9mkg/MpApGAejf8HmEfNDzVqXIs6B5yhehRFR0IlivCoVOheWQuTnRfvB8KeIpGCtcv1v1VY2zz/9VCJTpcdKS3zJgjwSEtD6kQR2xI5+zQQ9hSJFKxaq8WDP23ELxmt4BEEDNqfiUMNrGlJdLoCgx7NnHWIL61EmKUOBbFmFEWEojpUnltpBQuGIpGCdS4qR/djBbjkaJ63zdyCw1/UuJTiAnTfX4iM7PqbhXsEAQv6d0Giyv+WUnQSh0+JFEzvcsNqAISwUghhJbAaAcNfuE0ZXXxu3LHdG4gAoBJFXLVlH5Jt/reUopPYUyRSsOIoNcbnrYPRVn8/UrtKh48ir5K3KAoK5YYExMP3/HOIwwmN86zvAXFRYk+RSMHGZm6A0XPyBt16jwMjszbJWBEFi0JzqF9bdYgBlSZjA1vTCQxFIgUTBP/zh4Jgb2BLIl+hdgcOpDWHU13/MV9r1GNf2yREWHn8BMLhUyIFW9ihJ/65KdenbVG7HnhSpnooeOgcVuQmJiE/PhI6pws2vRYahxsWndyVKRt7ikQKNu2Sy/FOj2Go09Qv8/ZBl8vw8oCr5C6LgsCxmDCYyyzwqATYDDqoPCLiCiqgcXFB8EDYUyRSsDibHQ+NvA2PD70RAkTYNTq0qKqRuywKAq1LrQit9CCizAKnTgNjnQMqj4hYC2efBsKeIpGCXXEoBxq3Bw6NFnaNDmqPB1ceypa7LAoCDuk+ijqnG6ZaO1QeEQ6tBjY1P/YDYU+RSME6Zudhsk6FHXHR8EBAt5IydDyWC6C33KWRwpXoDHDF6hBXUn+rKI8AZLWMg6qiSObKlI2hSKRgm9KTcen+XKQUVQICEF5ZizUdUnCX3IWR4hWG61AcE4u8pBgY6xyoNJvg0qhQoOOKSIEwFIkUbGWnVtiS2hwjdmVCEEWs6tMexVFhcpdFQcAVZoJGpUJNhAk1ESYAgEMlQNRw+mkgDEUiBWtVXIwQsQpDStdA7fEg06JCiDsBgFnu0kjhSsPD0czpe5thnUeE1nP6rYfpVAxFIgW7Z+NPuO7AeqhQvzTXyEO78EWHywBMlrcwUrwCkxHNKmt92uo0KlSHmGSqKDhwGhKRgg3M2ucNxBOGZ+6SqRoKJkVqNY6ZTajQaXE81AibSoXfWsTAVFcnd2mKxp4ikYLpHIJfm8bp30Z0ut75x7Cgew841PUX66s9InR2O8aUlMpcmbIxFIkUrEiXhFCxGofi2sAjCGhXfAilmkREyl0YKV5KdSl0HhGtqmuhd3tQpdOgQisgVOT9FANhKBIp2KbkDlgeNxAqOyCIIn5uMwQJ+cVoI3dhpHi7mqWjXaUVamn0Pc7mhM6jQXZcgryFKRxDkUjB/miZguG/H0V4Vf15IEuYAb/2TcOtMtdFymfTG6EWAZPNDrOlDgVR4YhwuBBVwWXeAmEoEilY50NF3kAEgNAaGzod5Iok1DibCIzc/idGb/sTWo8HlSYD5g3vjRxziNylKRpDkUjBYsr8v9VHldc2sCWRr06FJeh7JAcbLmkPi8mA+JJK3PrrDvzYMV7u0hSNoUikYCWRIdiaHI+lvdvCoxJwxbYj6FBcJndZFATa5ZVifZ/2cGvqZ59mtYiDTa9DdE2FzJUpG0ORSMFmjOmJjKPFeH7JeqhFEUt7tMWyS1rhTrkLI8WrigzzBuIJRXFmFFVzRZtAGIpECtYlswAPL9/uffzAyu2YLXQDkChfURQUys0h0J7eKIpIrGZPMRCuaEOkYCN3Zvq37fJvIzpdWE0dnCrfj/gavR41er1MFQUH9hSJFCyxgfM/8bXVMlRCwUblcqJKp4MOItRuD+xaDcIrawCHW+7SFI09RSIFS3CXQDxl7VMRIpKchTJWRMEiOy4G6UeyUKhVY2dcBARLLcIsFtSERshdmqKxp0ikYGvatsFNOzejBLEQAcSiFIvadkd7uQsjxcs2GbF8zCXIl+6l+FtaPHrkliNtz2GZK1M2hiKRgh2JT8UhYxkMdfVDXkcN4TjQvLXMVVEwOBAT7g1EABAFAQdiw9DWzeHTQBiKRArWKbMA/+3TGV/37gCPIODabX+i/+FcAL3lLo0Urn1lNXKTY3zaag06HI/ncvKB8JwikYJtS4rF+0N7oiwsBBWhRnwwqBs2pDWXuywKAn2O5kPl8b0msX1uCVoX8pKMQBiKRAq2oW2Ls2ojOp3HI2Lq178iqsYKAOiYU4QnftwIh5Yf+4Fw+JRIwaIt/ndJj6qxyVAJBZsakxHmWgF37TgKm0aNULsTLpUG4XVcOzcQfmUgUrCex3IB8eQlGRCBrtkF8hVEQaNDXiHKYiIgCAKMbg/cGjWyWiUitaZc7tIUjT1FIgVb0bUNoFah/lJFEVAJ+LVTS7nLoiBQFRkBCIJPm1ujhsrNvlAgfHeIFCzPbK7/YFMJgEoFCALyzLz4mhrXrKqBHqEowgq1fzt5MRSJFGz8zp1+bf/YtfvCF0JBJz0nByq3G7U6HaoNetRpNUgpykd5mKnxnS9iHD4lUjCXQQWDxw2Nq35qvVstwGryu/cBkZ/8cDNqdTp4AOgdTtTpdSg3hsOi4sX7gTAUiRRse0oa7tyZCb27PhSdKgFrUlJkroqCQW5cAsJrrYissUAA4BYE5MdEIS43R+7SFI3Dp0QK1r7E4g1EANB6RHQqrpKxIgoWtQYdoqRABAC1KCKhvBIOLc8pBsJQJFKw1BL/AGxRyltHUeM0bv9rXLVuN/RulwzVBA+GIpGCxVTV+LVF1fDia2pclyL/u2GE26oR5vA/pugkhiKRgtWGGAEAoTYLwmz1H2ZWI++cTo0TUYdeedshiPXD7wanDUOP/YpiY6jMlSkbJ9oQKVidTo1bN3+Dzvl/QgVgX0JrfN71CrnLoiDwY4uueG77AnQp2oNqfTjiLcVYlN4T5aYQuUtTNPYUiRSsR+5OdM4/DBdMcMCE9oXH0S9rm9xlURBwiEZcfd1T+D25A6qMeszvPgIPjLgD8Vw7NyD2FIkULL0wE3ZEANIcQjf0SC84Jm9RFBTMKkCnj8QbQ27ztnW22KE57XZS5Is9RSIF0zkFAKeuXylA7eKUempcbmwUhNPaVBo16jT82A+E7w6RghWbzA20ce1TapzHI/q1iQBENb9UBcJQJFKw3c1a+bXtTGwtQyUUbNRw4/QF3VwANK7T+490Kp5TJFKw6FI3DhsSES2WQxBFlKqjEV3Cc0LUuO7HjiLcXoeuRdlwqTQQRDeyTbEwV1fKXZqiMRSJFCytuBDptiPQwQEAiEE5XMUGmauioGAXMHXVIpicTm/TxsRU/BiTLmNRysfhUyIFS7VneQMRALRwItmRLWNFFCzUGqdPIAJA37zjfm3ki6FIpGBqlcOvTauyy1AJBRutx//YsWq08Gi59mkgDEUiBVuX3MavbWPzNBkqoaDjceNIZIxP09rklhj7ek+ZCgoODEUiBduQ2BK/J7Stn0oPYFtcGlYm+Qcl0ekm7b8DbsGO35ITsT45BbvjI1CpN6DPKH6pCoQTbYgU7K11Y7F/Zx/c+9QuiIKIWx9Nw/RRvCSDGicIAjoWvoRZ3T9DiMqN6vhWeOrna+QuS/EYikQK16ZjJAbcUogOHTqgdetYucuhIBP7lAYdOnRG69b8MnU2OHxKREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRRBBFUZS7CKJADh48CIfDcUFfUxRFOJ1OaLVaCIJwQV+7IRaLBTqdDhqNBiqV/N9l5Xp/dDod0tPTz3p7Hjs8dk4422NH/neISIGKi4tRUVGhiA81AKitrUVFRYUiPtQA5b0/SqK094bHTtOwp0jUgHHjxgEAli5dKnMl9VhP8FDae8N6mkYZXx2IiIgUgKFIREQkYSgSERFJGIpEREQShiIREZGEoUhERCThJRlEREQS9hSJiIgkDEUiIiIJQ5GIiEjCUCQiIpJo5C6ASAnsdjv+85//YNWqVbDb7RgwYACefPJJmM3mM+7z4Ycf4r333vNr37ZtW5Nf3+PxYN68efj2229RU1OD7t274+mnn0ZiYmKD21dWVmLatGn47bffIAgCRo4cicmTJ8NgMDT5tc9HPcuXL8c///lPv/bvvvsOzZs3Py81KRWPnXOrR2nHDmefEgF48cUX8ccff+CFF16AVqvFa6+9BpPJhLlz555xn2effRZarRYPP/ywT3tMTEyTX3/u3Ln46quvMHXqVMTFxWHmzJnIz8/HwoULodVq/bafNGkS6urqMGXKFNTU1OCll15C9+7d8eKLLzb5tc9HPTNnzsS+ffvw6quv+rRHRkZCrVafl5qUisfOudWjuGNHJLrIFRUVib169RI3bNjgbTt+/LjYo0cPcdeuXWfc7x//+If42WefnfPrOxwOceDAgeLXX3/tbauurhb79esnLl++3G/7Xbt2iT169BAzMzO9bRs3bhR79uwpFhUVXfB6RFEUH3roIfHNN98859cONjx2zq0eUVTescNzinTR27VrFwCgZ8+e3raUlBTExcVhx44dDe7jcDiQnZ2Nli1bnvPrHzx4ELW1tejVq5e3LSwsDO3atcMff/zht/0ff/yBmJgYn9fu0aMHBEHAzp07L3g9AHDkyBGkpqae82sHGx4751YPoLxjh+cU6aJXVFQEs9kMvV7v0x4TE4OioqIG98nMzITb7cbq1asxbdo02O12dO/eHZMnT27yEFhxcTEAID4+3qc9Nja2wdcvLi7221ar1SIiIuKM9f6d9VRXV6O4uBg7d+7E119/jaqqKnTs2BEPP/wwUlJSzrkeJeOxc271KPHYYSjS/7z8/HxceeWVZ/z5vffe2+C5Dr1eD4fD0eA+R48eBQAYjUa8/vrrKC8vx+zZszFp0iR8/vnnTZq0YLPZAAA6nc6nXafTobq6usHtT9/2xPZ2u/2sX/d81XPivfB4PJg6dSpsNhs++ugj3HXXXViwYAGio6PPuSa58Nhpmv+FY4ehSP/z4uLisGjRojP+fMOGDXA6nX7tdrsdRqOxwX3GjBmD/v37+8wwbN26NUaPHo1169ZhxIgRZ13fiV6Gw+Hw+UA8/fGp2zf0getwOM5Yb1M0tZ5u3bph1apViIiIgCAIAIA333wTY8aMwffff4/bb7/9nGuSC4+dpvlfOHYYivQ/T6PRBDxncfjwYVRVVcHpdPp86y8tLUVsbOwZ9zt9yn1MTAwiIiK8Q0hn68RQU2lpKZKSkrztJSUlaNOmTYPbr1271qfN6XSiqqoKcXFxTXrt81EP4P9eGAwGJCYmNvm9UBoeO03zv3DscKINXfS6du0Kj8fjMxEgKysLxcXF6N69e4P7zJ49G9dccw3EU65oys/PR2VlJdLS0pr0+m3btoXJZPK5Rq2mpgZ//vknunXr5rd99+7dUVRUhJycHG/b9u3bAQBdunRp0mufj3oWL16MoUOHoq6uzttmsViQlZXV5Pci2PDYObd6lHjsMBTpohcbG4uRI0fi1VdfxbZt27Bv3z5MmTIFPXr0QKdOnQDUf5suLS31DpUNHjwYBQUFeP3115GVlYUdO3bgySefRJcuXdC3b98mvb5Op8N1112HWbNmYe3atTh8+DCeffZZxMfHY+jQoXC73SgtLfWer8nIyECXLl0wZcoU7Nu3D9u2bcO//vUvjBkz5rx8229qPf369YPH48Hzzz+Po0ePYv/+/XjqqacQGRmJsWPHnnM9SsZj59zqUeSxI/c1IURKYLVaxZdfflkcNGiQOGjQIHHKlCliRUWF9+dbt24Ve/ToIW7dutXbtnnzZvGOO+4QL730UnHIkCHiiy++KFZVVf2l13e5XOKMGTPEYcOGiQMGDBAffvhhMS8vTxRFUczLyxN79Oghfvfdd97ty8rKxKeeekq89NJLxaFDh4qvvfaaaLPZ/tovfx7qOXDggHj//feLl112mThw4EDxqaeeEgsKCs5bPUrGY+fc6lHascMVbYiIiCQcPiUiIpIwFImIiCQMRSIiIglDkYiISMJQJCIikjAUiYiIJAxFIiIiCUORiIhIwlAkItk4HA7MnTsXV155Jbp27Yru3bvjmmuuwdy5c/1uZbR48WKkp6dj8eLFZ3y+9PR03HLLLQ3+rLa2Fl27dkV6ejr27NnT4DYnXuP0P507d8aoUaMwc+bMRm+xNGTIkDPW0JiysjJYrda/tO+FYLFYUF5e7n08a9YspKenIzc3V8aq/rqG6uddMohIFi6XCxMnTsTOnTtx1VVXYcKECXC73di2bRveeust/PLLL/jkk08avP/fX7Fq1SrYbDYYjUYsWbLEuzZpQyZMmIAePXp4H9tsNmzZsgXvvvsu9u/fj/fff/+M+06ZMuUv3YZp7dq1eOKJJ7BkyRKEhIQ0ef+/2969e3Hfffdh2rRp6NOnDwBg+PDhSE5ORlRUlMzVnT8MRSKSxfLly7FlyxbMmjXL5x6Ct956Kz744AO8+eabWLRoEW688cbz8nrff/892rRpg8TERPz444945plnzhi4Xbt2xbhx43zaToT28uXLsXPnTnTt2rXBfYcNG/aX6tu9e3eDN+JVikOHDvndzqldu3Zo166dTBX9PTh8SkSyOHG7pf79+/v97MYbb4RWq8XOnTvPy2uVl5dj48aN6NmzJwYOHIjKykr88ssvTX6eyy+/HAB8bhVF/1sYikQkC5PJBABYuHCh389CQkKwY8cOvPHGG+fltZYtWwaXy4XevXtj6NChEAQh4LnJM1Gp6j8yXS7XGbc5/ZzikCFD8Pzzz2Pp0qUYM2YMOnXqhBEjRuDzzz/3bvPMM8/gnXfeAQAMHTrUZ/8jR47ggQceQM+ePdGlSxdcf/31WL9+vc9r3nLLLZg4cSLefvttdOvWDX379sXBgwcB1PfIb775ZvTo0QMZGRkYMmQI3njjDTgcDp/nOHr0KCZPnow+ffqgR48euOWWW7z3RZw1axaeffZZAPU9+SFDhnjbTz8nV1FRgalTp2LAgAHIyMjAyJEjMXfuXLjdbu82s2bNQqdOnXD8+HFMmjQJ3bp1Q69evfD000+joqLijO/trl27kJ6ejvnz5/v97JlnnkG3bt2892bct28fHnroIfTr1w8dO3ZE37598fjjj6OwsPCMzz9r1iwOnxKRPK688krMnz8f//73v7F48WIMGzYMffv2Rbdu3aDT6c44tGm1Wn0me5yNH374ATqdDgMHDoTJZEKXLl2wYcMGlJSUIDY29qyfZ+PGjQCAjh07Nun1169fj59++gk333wzYmJisHDhQrz00ktISkrCZZddhgkTJsBisWDlypV49tlnvXepP3jwIG688UbExMRg0qRJ0Gq1+OGHH3DPPfdg+vTp3p4rAOzYsQM5OTl48sknkZubi9atW+Prr7/Gc889hyFDhuCJJ56A0+nEypUr8eGHHwIAnnrqKQDA8ePHcd1110Gj0eDmm29GVFQUFixYgDvuuAOff/45hg8fjpKSEixcuBD33nvvGc/HVlVV4frrr0deXh6uv/56tGzZEr/99humT5+O/fv34z//+Y93W4/Hg1tvvRU9e/bE008/jT179mDRokWw2WyYMWNGg8/fpUsXJCcnY/ny5bjjjju87Q6HA6tWrcKwYcNgNBq971tKSgruueceGI1G7NixA0uXLkVWVhYWLVp05r8s2W5aRUQXvV9//VXs27ev2LZtW++frl27io899piYmZnps+0333zjs92Z/tx8880++2VnZ4tt27YVJ02a5G374IMPxLZt24rz5s1r8DU+/fRTsayszPvnwIED4qxZs8QOHTqIV199tejxeM74Ow0ePNinhsGDB4vp6enigQMHvG3FxcVienq6+Nhjj3nbZs6cKbZt21bMycnxtt18883isGHDxNraWm+b0+kUb7zxRrFfv36i3W73bte2bVtx586dPrWMGjVKnDBhgk+9TqdTHDhwoHjFFVd42yZPnix27txZPH78uLetvLxc7NGjh/jwww/7vDebNm06Y81vvvmm2LZtW3HlypU+dUydOlVs27atuGbNGp/9XnvtNZ/tJk6cKHbo0EG0Wq0Nv7miKM6YMUNMT0/33qNRFEVx1apVYtu2bcW1a9eKoiiKzz//vNilSxef+1qKoig++uijYtu2bb3tp9c/c+ZMkcOnRCSbQYMG4ddff8Xbb7+NcePGITY2FlarFT/88APGjRuHLVu2+O0zceJEzJ8/v8E/Dfnhhx8A1M+UPOHExJ4lS5Y0uM/LL7+Mvn37ev+MGzcO77zzDvr27Yv33nsPgiA06fds2bKlz4SU2NhYxMTEoLS09Iz7VFRUYMuWLbjssstgs9lQXl6O8vJyVFdXY/jw4SgtLfW5tMRgMPj14L777jvMnTvXp96ysjKEh4d7L/3weDxYu3YtLrvsMqSkpHi3i4yMxBdffIHnnnvurH/PX375Ba1atfKbbHT//fcDAFavXu3TPnr0aJ/H7du3h8vlQmVl5RlfY+zYsRBFET/99JO3bdmyZYiOjka/fv0AAFOnTsUvv/wCs9ns3cZisUCv1wNAwMteOHxKRLLS6/W4/PLLvUOB+/btw0cffYQffvgBL7zwApYvX+6zfevWrb0ffmfj+++/hyAIPue+BEFAamoqjhw5gt27d6Nz584++0ycOBGXXnqpd9uQkBCkpKT4fMg2RUOXLOh0Ong8njPuk5OTAwD49NNP8emnnza4TUFBgff/zWaz95znCVqtFlu3bsUPP/yAzMxMZGdno6ysDACQmJgIAKisrITVavUJxBPatm3byG/mKzc3FwMGDPBrj42NRXh4OPLy8nzaT39fTgyZn3r+8XQtW7ZERkYGfvrpJ9x5552w2Wz45ZdfcM0110CjqY80QRBQUVGBOXPm4ODBg8jOzkZ+fj5EUQSAgO87Q5GILjir1Yo5c+agY8eOPpdjAPXn66ZPn47q6mqsW7cOFRUViIyM/Euvs3//fhw9ehQAcO211za4zeLFi/1CsanB25jTw+psnAiGm2666YyXebRu3dr7/2q12u/nL7/8Mj777DN06NDBe5lJt27d8PLLL3sD9cTrNLX325ATodMQj8cDrVbr0/ZXX3Ps2LF47bXXkJeXhz179sBqtWLs2LHeny9btgxPPPEE4uLicMkll2DgwIHIyMjAhg0bMGfOnIDPzVAkogtOr9fjww8/RLdu3fxC8YTWrVtj/fr1MBgMf/l1vv/+ewDA3Xff7XddocPhwJNPPolly5ZhypQp522RgPPlRE9OrVb7BfSRI0eQm5sbcJGAvLw8fPbZZxg3bpzfLN5Th20jIyNhMBiQnZ3t9xwffvghSkpK8Mwzz5x1zceOHfNrLykpgcViQbNmzc7qeRpz+eWX49///jdWr16N7du3Izk52efvd/r06UhJScE333zjsxDCiePhTFQqFS/JIKILT61W4/LLL8eWLVuwdOlSv59XVlZixYoV6Nev319aHQao75ksW7YMJpMJ999/P4YNG+bz5/LLL8eQIUNQVVWFVatWneuvdM5O9CZP9Lbi4uKQkZGBJUuWoKioyLud0+nElClT8PDDDwe8NKSqqgqAb28SqF855/jx4959NRoN+vfvj7Vr1/oMx1ZVVeHDDz/0DuOeqC/Q0OPgwYNx9OhRv/dz7ty5AOrPIZ8PJ3qAK1euxLp163DFFVf4/LyyshLNmzf3CcSCggL8/PPPAM48PBsbG8ueIhHJ45lnnsHu3bvx1FNP4bvvvsOAAQMQGhqK7OxsLF68GE6nE88///xffv6tW7eisLAQ48ePP+Oyaddffz1+/vlnLF682OfyBjmcOL/2wQcfYODAgRg6dCiee+453Hbbbbj22mtxww03wGw248cff8SuXbvw+OOPBxxWbt26NZo3b473338fdrsdCQkJ2L17N5YsWQK9Xo/a2lrvto8//jjGjx+P8ePH46abbkJoaCi++uorWK1WPPLIIz71ffnllygtLfUZrjxh0qRJ+Pnnn/HII4/ghhtuQGpqKjZt2oSff/4ZI0aMwGWXXXbe3q+xY8d6r508vZaBAwdi2bJleP7559GpUyfk5ubiq6++8l7DeOrvfqphw4YxFIlIHlFRUVi8eDE+/vhjrF69Gu+++y7q6uoQFxeHESNG4N5770VcXNxffv4TQ2VnOpcIAP369UNKSgp+//13n96YHMaMGeMN6C1btmDo0KHo1q0bvvzyS8yaNQvz58+Hy+VCy5Yt8frrr+Pqq68O+Hw6nQ5z587F66+/jk8++QSiKCI5ORlTpkyBy+XCq6++ir179yIjIwOtWrXCwoUL8dZbb+GDDz6ASqVC586d8e9//9t7zWTfvn0xevRo/Prrr9i0aVODw95msxkLFy7Ef/7zHyxbtgzV1dVo0aIFnnrqKdx+++3n9f0aMWIEpk6ditatWyMtLc3nZ1OnTkVISAh++eUXLF26FAkJCbjqqqswfPhw3HDDDdi0aRM6dOjg95xRUVEQxEBnRomIiC4iPKdIREQkYSgSERFJGIpEREQShiIREZGEoUhERCRhKBIREUkYikRERBKGIhERkYShSEREJGEoEhERSRiKREREEoYiERGRhKFIREQk+X8lG1uiLJe5JwAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for Decision Tree model\n","explainer_dt1 = shap.TreeExplainer(dt_clf1) # Use TreeExplainer for Decision Tree\n","shap_values_dt1 = explainer_dt1.shap_values(X_test1) # Get SHAP values for test set\n","\n","# Plot summary plot for Decision Tree model\n","shap.summary_plot(shap_values_dt1, X_test1, feature_names=X_train1.columns)"]},{"cell_type":"code","execution_count":25,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# SHAP explanation for Decision Tree model\n","explainer_dt2 = shap.TreeExplainer(dt_clf2) # Use TreeExplainer for Decision Tree\n","shap_values_dt2 = explainer_dt2.shap_values(X_test2) # Get SHAP values for test set\n","\n","# Plot summary plot for Decision Tree model\n","shap.summary_plot(shap_values_dt2, X_test2, feature_names=X_train2.columns)"]},{"cell_type":"code","execution_count":32,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer for Decision Tree\n","explainer_dt1 = lime.lime_tabular.LimeTabularExplainer(X_train1.values, \n"," feature_names=X_train1.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_dt1 = explainer_dt1.explain_instance(X_test1.iloc[i], dt_clf1.predict_proba)\n","\n","# Display explanation for the Decision Tree model\n","exp_dt1.show_in_notebook()\n"]},{"cell_type":"code","execution_count":33,"metadata":{},"outputs":[{"data":{"text/html":["\n"," \n"," \n","
\n"," \n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Create LIME explainer for Decision Tree\n","explainer_dt2 = lime.lime_tabular.LimeTabularExplainer(X_train2.values, \n"," feature_names=X_train2.columns, \n"," class_names=['Class 0', 'Class 1'], \n"," discretize_continuous=True)\n","\n","# Pick an instance to explain (e.g., first test instance)\n","i = 0\n","exp_dt2 = explainer_dt2.explain_instance(X_test2.iloc[i], dt_clf2.predict_proba)\n","\n","# Display explanation for the Decision Tree model\n","exp_dt2.show_in_notebook()\n"]},{"cell_type":"markdown","metadata":{},"source":["#### Class Balancing using SMOTE"]},{"cell_type":"code","execution_count":32,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["(array([0, 1]), array([88947, 88947]))\n","(array([0, 1]), array([225994, 225994]))\n"]}],"source":["from imblearn.combine import SMOTETomek\n","\n","smt = SMOTETomek(random_state=42)\n","X_train_res1, y_train_res1 = smt.fit_resample(X_train1, y_train1)\n","X_train_res2, y_train_res2 = smt.fit_resample(X_train2, y_train2)\n","\n","print(np.unique(y_train_res1, return_counts=True))\n","print(np.unique(y_train_res2, return_counts=True))"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":[" precision recall f1-score support\n","\n"," 0 0.96 0.99 0.97 25193\n"," 1 0.81 0.56 0.66 2577\n","\n"," accuracy 0.95 27770\n"," macro avg 0.88 0.77 0.82 27770\n","weighted avg 0.94 0.95 0.94 27770\n","\n"]}],"source":["xgb_clf = XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n","xgb_clf.fit(X_train_res, y_train_res)\n","y_pred_xgb = xgb_clf.predict(X_test)\n","print(classification_report(y_test, y_pred_xgb))"]},{"cell_type":"markdown","metadata":{},"source":["## Experiments"]},{"cell_type":"code","execution_count":34,"metadata":{},"outputs":[],"source":["datasets = {\n"," \"fraud_data\": (X_train1, y_train1, X_test1, y_test1),\n"," \"credit_data\": (X_train2, y_train2, X_test2, y_test2),\n","}"]},{"cell_type":"code","execution_count":35,"metadata":{},"outputs":[],"source":["# Defining each model\n","models = [\n"," # Logistic Regression\n"," (\n"," \"Logistic Regression\", \n"," LogisticRegression(C=1, solver='liblinear')\n"," ),\n"," \n"," # Random Forest\n"," (\n"," \"Random Forest\", \n"," RandomForestClassifier(n_estimators=30, max_depth=3)\n"," ),\n"," \n"," # XGBoost\n"," (\n"," \"XGBClassifier\", \n"," XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n"," ),\n","\n"," # Decision Tree\n"," (\n"," \"Decision Tree\", \n"," DecisionTreeClassifier(max_depth=5)\n"," )\n","]\n"]},{"cell_type":"markdown","metadata":{},"source":["## MLFlow with a Single Dataset"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["2024/10/20 13:43:16 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:16 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression at: http://localhost:5000/#/experiments/935012191474515353/runs/66416527b5ad44a0be0886ed9e43b658.\n","2024/10/20 13:43:16 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:20 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:21 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest at: http://localhost:5000/#/experiments/935012191474515353/runs/3c3923af256d4ca4947318c3e70a6fbf.\n","2024/10/20 13:43:21 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:25 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:25 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier at: http://localhost:5000/#/experiments/935012191474515353/runs/019f76c5419a4e24a15a654ad2358b1c.\n","2024/10/20 13:43:25 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n","2024/10/20 13:43:28 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 13:43:29 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier With SMOTE at: http://localhost:5000/#/experiments/935012191474515353/runs/b89994c7190a441495941622db7bf9ac.\n","2024/10/20 13:43:29 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/935012191474515353.\n"]}],"source":["# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - Single Dataset\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","reports = []\n","\n","for model_name, model, train_set, test_set in models:\n"," X_train = train_set[0]\n"," y_train = train_set[1]\n"," X_test = test_set[0]\n"," y_test = test_set[1]\n"," \n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n","for i, element in enumerate(models):\n"," model_name = element[0]\n"," model = element[1]\n"," report = reports[i]\n"," \n"," with mlflow.start_run(run_name=model_name): \n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score']) \n"," \n"," if \"XGB\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\") "]},{"cell_type":"markdown","metadata":{},"source":["## MLFlow with multiple Datasets"]},{"cell_type":"code","execution_count":55,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["2024/10/20 20:16:21 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:21 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/8273f777699647a39535d873391b9d13.\n","2024/10/20 20:16:21 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:24 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:24 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/65913aaab7ce49948b90f6752b771312.\n","2024/10/20 20:16:24 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:27 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:28 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_fraud_data at: http://localhost:5000/#/experiments/478268722598582565/runs/e262b2c32c8442b2a720a086f36a2f63.\n","2024/10/20 20:16:28 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:52 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:52 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/37abcc1c28b54206bffc2f7695ca9d49.\n","2024/10/20 20:16:52 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:56 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:56 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/afef239a5b3845b082ab9368d9621edd.\n","2024/10/20 20:16:56 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n","2024/10/20 20:16:59 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/20 20:16:59 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_credit_data at: http://localhost:5000/#/experiments/478268722598582565/runs/bcfb79f52acc4f82bf61298763c208df.\n","2024/10/20 20:16:59 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/478268722598582565.\n"]}],"source":["# Initialize MLflow\n","mlflow.set_experiment(\"Fraud Detection Models - 2 Datasets\")\n","mlflow.set_tracking_uri(\"http://localhost:5000\")\n","\n","# Iterate through datasets\n","for dataset_name, (X_train, y_train, X_test, y_test) in datasets.items():\n"," reports = []\n","\n"," # Train each model on the current dataset\n"," for model_name, model in models:\n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," reports.append(report)\n","\n"," # Log each model's performance metrics to MLflow\n"," for i, (model_name, model) in enumerate(models):\n"," report = reports[i]\n","\n"," with mlflow.start_run(run_name=f\"{model_name}_{dataset_name}\"):\n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_param(\"dataset\", dataset_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score'])\n","\n"," # Log the model using the appropriate MLflow method\n"," if \"XGBoost\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\")\n"]},{"cell_type":"markdown","metadata":{},"source":["## Model Explanation: SHAP and LIME"]},{"cell_type":"code","execution_count":36,"metadata":{},"outputs":[],"source":["def initialize_mlflow(experiment_name, tracking_uri):\n"," # Set the tracking URI for MLflow\n"," mlflow.set_tracking_uri(tracking_uri)\n","\n"," # Check if the experiment exists\n"," try:\n"," experiment = mlflow.get_experiment_by_name(experiment_name)\n"," if experiment is None:\n"," print(f\"Creating experiment: {experiment_name}\")\n"," mlflow.create_experiment(experiment_name)\n"," else:\n"," print(f\"Using existing experiment: {experiment_name}\")\n"," mlflow.set_experiment(experiment_name)\n"," except Exception as e:\n"," print(f\"Error initializing MLflow experiment: {e}\")\n","\n","def log_model_performance_to_mlflow(reports, shap_values_dict):\n"," for dataset_name, model_reports in reports.items():\n"," for model_name, model, report in model_reports:\n"," with mlflow.start_run(run_name=f\"{model_name}_{dataset_name}\"):\n"," mlflow.log_param(\"model\", model_name)\n"," mlflow.log_param(\"dataset\", dataset_name)\n"," mlflow.log_metric('accuracy', report['accuracy'])\n"," mlflow.log_metric('recall_class_1', report['1']['recall'])\n"," mlflow.log_metric('recall_class_0', report['0']['recall'])\n"," mlflow.log_metric('f1_score_macro', report['macro avg']['f1-score'])\n","\n"," # Log the model\n"," if \"XGBClassifier\" in model_name:\n"," mlflow.xgboost.log_model(model, \"model\")\n"," else:\n"," mlflow.sklearn.log_model(model, \"model\")\n","\n"," \n"," # SHAP\n"," shap_plot_path = f\"../plots/{dataset_name}_{model_name}_shap_summary.png\"\n"," if os.path.exists(shap_plot_path):\n"," mlflow.log_artifact(shap_plot_path)\n"]},{"cell_type":"code","execution_count":37,"metadata":{},"outputs":[],"source":["def get_models():\n"," models = [\n"," (\"Logistic Regression\", LogisticRegression(C=1, solver='liblinear')),\n"," (\"Random Forest\", RandomForestClassifier(n_estimators=30, max_depth=3)),\n"," (\"XGBClassifier\", XGBClassifier(use_label_encoder=False, eval_metric='logloss')),\n"," (\"Decision Tree\", DecisionTreeClassifier(max_depth=5)),\n"," ]\n"," return models\n","\n","def train_models(datasets, models):\n"," reports = {}\n"," shap_values_dict= {}\n","\n"," for dataset_name, (X_train, y_train, X_test, y_test) in datasets.items():\n"," dataset_reports = []\n"," shap_values_dict[dataset_name] = {}\n","\n"," for model_name, model in models:\n"," model.fit(X_train, y_train)\n"," y_pred = model.predict(X_test)\n"," report = classification_report(y_test, y_pred, output_dict=True)\n"," dataset_reports.append((model_name, model, report))\n","\n"," try:\n"," # compute SHAP values\n"," if model_name == \"Logistic Regression\":\n"," explainer = shap.Explainer(model, X_train)\n"," shap_values = explainer.shap_values(X_test)\n"," elif model_name == \"Random Forest\":\n"," explainer = shap.TreeExplainer(model, X_train)\n"," shap_values = explainer.shap_values(X_test)\n"," elif model_name == \"Decision Tree\":\n"," explainer = shap.TreeExplainer(model, X_train)\n"," shap_values = explainer.shap_values(X_test)\n"," elif model_name == \"XGBClassifier\":\n"," explainer = shap.Explainer(model, X_train)\n"," shap_values = explainer.shap_values(X_test)\n"," else:\n"," explainer = shap.KernelExplainer(model.predict, X_train)\n"," shap_values = explainer.shap_values(X_test)\n","\n"," shap_values_dict[dataset_name][model_name] = shap_values\n","\n"," shap.summary_plot(shap_values, X_test, feature_names=X_train.columns, plot_type=\"bar\", show=False)\n"," plt.savefig(f'../plots/{dataset_name}_{model_name}_shap_summary_n.png')\n"," plt.close()\n"," except Exception as e:\n"," print(f\"SHAP calculation fialed for {model_name} on {dataset_name}: {e}\")\n","\n"," reports[dataset_name] = dataset_reports\n"," shap_values_dict[dataset_name] = shap_values_dict\n","\n"," return reports, shap_values_dict\n"]},{"cell_type":"code","execution_count":40,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Using existing experiment: Fraud Detection Models - 2 Datasets - ML with SHAP\n"]},{"name":"stderr","output_type":"stream","text":[" 99%|===================| 56427/56746 [02:37<00:00] 2024/10/21 13:55:02 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:03 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_fraud_data at: http://localhost:5000/#/experiments/112899431793019675/runs/788b453c22c843d292cab0b0958557f7.\n","2024/10/21 13:55:03 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:06 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:07 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_fraud_data at: http://localhost:5000/#/experiments/112899431793019675/runs/a0d145a62f8444788811c05d98bf9362.\n","2024/10/21 13:55:07 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:11 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:11 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_fraud_data at: http://localhost:5000/#/experiments/112899431793019675/runs/6884c196d2294d99ad19ca5f42e090e0.\n","2024/10/21 13:55:11 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:15 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:15 INFO mlflow.tracking._tracking_service.client: 🏃 View run Decision Tree_fraud_data at: http://localhost:5000/#/experiments/112899431793019675/runs/a67717dde1ea4f69a6ed8ce5040d339b.\n","2024/10/21 13:55:15 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:19 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:19 INFO mlflow.tracking._tracking_service.client: 🏃 View run Logistic Regression_credit_data at: http://localhost:5000/#/experiments/112899431793019675/runs/9151a4b2bd83469b93b35c55ad2f5ba2.\n","2024/10/21 13:55:19 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:26 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:26 INFO mlflow.tracking._tracking_service.client: 🏃 View run Random Forest_credit_data at: http://localhost:5000/#/experiments/112899431793019675/runs/41abd9f7d7c443b9aed3e15d828de8a2.\n","2024/10/21 13:55:26 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:30 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:30 INFO mlflow.tracking._tracking_service.client: 🏃 View run XGBClassifier_credit_data at: http://localhost:5000/#/experiments/112899431793019675/runs/621a19ad1aea4ca294724871061aab80.\n","2024/10/21 13:55:30 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n","2024/10/21 13:55:34 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.\n","2024/10/21 13:55:34 INFO mlflow.tracking._tracking_service.client: 🏃 View run Decision Tree_credit_data at: http://localhost:5000/#/experiments/112899431793019675/runs/ca78bdb5f8ce4eaea5a6f08c1a504628.\n","2024/10/21 13:55:34 INFO mlflow.tracking._tracking_service.client: 🧪 View experiment at: http://localhost:5000/#/experiments/112899431793019675.\n"]}],"source":["# Initialize MLflow\n","initialize_mlflow(\"Fraud Detection Models - 2 Datasets - ML with SHAP\", \"http://localhost:5000\")\n","\n","# Get models\n","models = get_models()\n","\n","# Train models and get reports\n","reports, shap_values_dict = train_models(datasets, models)\n","\n","# Log performance to MLflow\n","log_model_performance_to_mlflow(reports, shap_values_dict)"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":5896976,"sourceId":9653739,"sourceType":"datasetVersion"}],"dockerImageVersionId":30786,"isGpuEnabled":false,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":".week89","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.0"}},"nbformat":4,"nbformat_minor":4} diff --git a/plots/dash-distribution.png b/plots/dash-distribution.png new file mode 100644 index 0000000000000000000000000000000000000000..fffabe13c7475eacc322fe4a0f906e8cc188c8c6 GIT binary patch literal 20410 zcmeFZ1yEi~w;O=}#fCP69ZXv+Wny!&&5&p2P7zgRYZzz|TsVDmp=ykGE3Pgl?9zB2uSEnMAy!D7!alDn3My3lb9a 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