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| "metadata": { | |
| "colab": { | |
| "provenance": [], | |
| "authorship_tag": "ABX9TyNVzzQGSJTA+lIb5IcehCO6", | |
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| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/tsumarios/d3947e4d7731e3f7aade63f1f30e059a/ai4cysec.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# AI4CySec\n", | |
| "\n", | |
| "This Jupyter notebook provides an interactive exploration into the classification of anti-forensics techniques versus legitimate privacy practices using synthetic data.\n", | |
| "The primary goal of this notebook is to provide a practical demonstration of how machine learning techniques can be applied to distinguish between anti-forensics techniques and legitimate privacy practices.\n", | |
| "\n", | |
| "This notebook includes various classification algorithms such as K-Nearest Neighbors, Naive Bayes, Logistic Regression, Support Vector Machines, Random Forest, XGBoost, and Neural Networks.\n", | |
| "Futhermore, it also provides an introduction to Adversarial Machine Learning with an example based on Fast Gradient Sign Method." | |
| ], | |
| "metadata": { | |
| "id": "Vc77ieHclXUb" | |
| } | |
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| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### Other AI Applications for CySec\n", | |
| "\n", | |
| "While the following applications are not covered in this notebook, it is noteworthy to mention them for a future expansion of the notebook:\n", | |
| "\n", | |
| "**Anomaly Detection**: Anomaly detection is a crucial aspect of cybersecurity, where AI techniques can be employed to identify unusual patterns or behaviors in network traffic, system logs, or user activities. This section can explore techniques such as Isolation Forest, One-Class SVM, or Autoencoders for anomaly detection.\n", | |
| "\n", | |
| "**Malware Detection**: AI-based malware detection involves training models to recognise patterns indicative of malicious software. This section can showcase approaches like Convolutional Neural Networks (CNNs) or Recurrent Neural Networks (RNNs) for classifying malware samples based on their code or behavior.\n", | |
| "\n", | |
| "**Intrusion Detection Systems (IDS)**: IDS are used to monitor network traffic and detect suspicious activities or attacks. AI techniques like deep learning can enhance the detection capabilities of IDS by automatically learning and adapting to new threats. This section can cover the implementation of deep learning models for network intrusion detection.\n", | |
| "\n", | |
| "**Threat Intelligence**: AI can be utilised to analyse large volumes of threat intelligence data, including indicators of compromise (IOCs) and malware signatures, to identify emerging threats and prioritise response efforts. This section can demonstrate how Large Language Models (LLMs), such as GPT (Generative Pre-trained Transformer), and natural language processing (NLP) techniques can be applied to extract actionable insights from unstructured threat data.\n", | |
| "\n", | |
| "**Adversarial Robustness Testing**: Building on the adversarial machine learning section, this section can delve deeper into evaluating the robustness of AI-based cybersecurity systems against sophisticated adversarial attacks. It can explore advanced attack strategies and defense mechanisms, such as adversarial training and defensive distillation.\n", | |
| "\n", | |
| "**Privacy-Preserving AI**: Given the sensitive nature of cybersecurity data, ensuring privacy is paramount. Techniques such as federated learning, homomorphic encryption, and differential privacy can be discussed in this section to illustrate how AI models can be trained on distributed data sources while preserving the privacy of individual contributors.\n", | |
| "\n", | |
| "**Cyber Threat Hunting**: AI-powered threat hunting involves proactively searching for indicators of compromise and potential security breaches within an organisation's network. This section can introduce techniques like supervised learning for building predictive models to aid threat hunting activities.\n", | |
| "\n", | |
| "**Security Operations Automation**: AI can automate routine security tasks, such as log analysis, incident response, and vulnerability management. This section can showcase the deployment of AI-driven security orchestration, automation, and response (SOAR) platforms to streamline security operations and improve incident response times." | |
| ], | |
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| "id": "K23yy8hoRAHz" | |
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| "## Best Practices in Data Preprocessing for Machine Learning\n", | |
| "\n", | |
| "### 1. Understanding and Cleaning Data\n", | |
| "- **Identify and handle missing values**: Depending on the context, options include filling missing values with the mean, median, mode, using prediction models, or dropping rows or columns with too many missing values.\n", | |
| "- **Remove duplicates**: Duplicates can skew data and lead to overfitting. Identify and remove any duplicate records.\n", | |
| "- **Outlier detection and handling**: Manage outliers by removing them, capping them, or using methods robust against outliers.\n", | |
| "\n", | |
| "### 2. Data Transformation\n", | |
| "- **Scaling and normalisation**: Use Min-Max scaling, Standard scaling (Z-score normalisation), or robust scaling to ensure features are on a similar scale.\n", | |
| "- **Encoding categorical data**: Convert categorical data to numerical formats using one-hot encoding, label encoding, or embedding layers for deep learning.\n", | |
| "- **Data discretisation**: Convert continuous variables into categorical variables to potentially improve model performance.\n", | |
| "\n", | |
| "### 3. Feature Engineering\n", | |
| "- **Creating new features**: Develop new, potentially more relevant features from existing data using domain knowledge.\n", | |
| "- **Dimensionality reduction**: Apply PCA (Principal Component Analysis), t-SNE, or LDA (Linear Discriminant Analysis) to reduce the number of features, helping to alleviate issues from the curse of dimensionality and improving model interpretability.\n", | |
| "\n", | |
| "### 4. Data Splitting\n", | |
| "- **Split data into training, validation, and test sets**: Typically, data is split into a 70-15-15 or 60-20-20 percentage ratio to avoid overfitting and ensure the model generalises well.\n", | |
| "- **Stratified sampling**: Ensure each data split represents the overall distribution of the data, especially important in cases of imbalanced classes.\n", | |
| "\n", | |
| "### 5. Handling Imbalanced Data\n", | |
| "- **Resampling techniques**: Balance the data by over-sampling the minority class or under-sampling the majority class.\n", | |
| "- **Synthetic data generation**: Use techniques like SMOTE (Synthetic Minority Over-sampling Technique) to generate synthetic samples.\n", | |
| "\n", | |
| "### 6. Text and Image Data\n", | |
| "- **Text data preprocessing**: Apply tokenisation, stemming, lemmatisation, and removal of stop words.\n", | |
| "- **Image data preprocessing**: Techniques include resizing, normalisation, data augmentation (such as rotations, translation, flipping), and colour space transformations.\n", | |
| "\n", | |
| "### 7. Automation and Reproducibility\n", | |
| "- **Pipeline creation**: Automate and ensure the reproducibility of preprocessing steps using pipelines in libraries like Scikit-learn.\n", | |
| "- **Documentation and version control**: Keep track of preprocessing decisions and versions to ensure models can be retrained and validated in the future.\n", | |
| "\n", | |
| "---" | |
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| "id": "Dv2M8ZEaQbu4" | |
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| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "#### Imports" | |
| ], | |
| "metadata": { | |
| "id": "6jBhcgu8X01H" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
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| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n", | |
| "from imblearn.over_sampling import RandomOverSampler\n", | |
| "from sklearn.preprocessing import StandardScaler" | |
| ], | |
| "metadata": { | |
| "id": "BF1_akR0BFc2" | |
| }, | |
| "execution_count": 1, | |
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| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Dataset Generation\n", | |
| "\n", | |
| "We generate a synthetic dataset representing features related to anti-forensics techniques and legitimate privacy practices.\n", | |
| "\n", | |
| "The dataset consists of three features and a label indicating whether each instance belongs to the anti-forensics (1) or legitimate privacy (0) class." | |
| ], | |
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| "id": "DJKLfQ7PUYcu" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# Generate synthetic anti-forensics vs legitimate privacy data\n", | |
| "def generate_antiforensics_vs_privacy_data(n_samples):\n", | |
| "\n", | |
| " \"\"\"\n", | |
| " NOTE: In alternative, we can use the make_classification method\n", | |
| "\n", | |
| " X, y = make_classification(n_samples=n_samples, n_features=3, n_informative=3, n_redundant=0,\n", | |
| " n_classes=2, weights=(0.5, 0.5), flip_y=0.01, class_sep=1.0, random_state=None)\n", | |
| " return X, y\n", | |
| " \"\"\"\n", | |
| "\n", | |
| " # Generating features for anti-forensics\n", | |
| " anti_forensics_features = np.random.uniform(low=0, high=10, size=(n_samples // 2, 3))\n", | |
| "\n", | |
| " # Generating features for legitimate privacy\n", | |
| " privacy_features = np.random.uniform(low=5, high=15, size=(n_samples // 2, 3))\n", | |
| "\n", | |
| " # Create labels: 1 for anti-forensics, 0 for legitimate privacy\n", | |
| " anti_forensics_labels = np.ones((n_samples // 2, 1), dtype=int)\n", | |
| " privacy_labels = np.zeros((n_samples // 2, 1), dtype=int)\n", | |
| "\n", | |
| " # Combine features and labels\n", | |
| " anti_forensics_data = np.concatenate((anti_forensics_features, anti_forensics_labels), axis=1)\n", | |
| " privacy_data = np.concatenate((privacy_features, privacy_labels), axis=1)\n", | |
| "\n", | |
| " # Concatenate anti-forensics and privacy data\n", | |
| " combined_data = np.concatenate((anti_forensics_data, privacy_data), axis=0)\n", | |
| "\n", | |
| " # Shuffle the data\n", | |
| " np.random.shuffle(combined_data)\n", | |
| "\n", | |
| " return combined_data\n", | |
| "\n", | |
| "\n", | |
| "# Create a dataset with 1000 instances\n", | |
| "n_samples = 1000\n", | |
| "dataset = generate_antiforensics_vs_privacy_data(n_samples)\n", | |
| "\n", | |
| "# Convert dataset to DataFrame\n", | |
| "columns = ['feature1', 'feature2', 'feature3', 'label']\n", | |
| "df = pd.DataFrame(dataset, columns=columns)\n", | |
| "df.head()" | |
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| " feature1 feature2 feature3 label\n", | |
| "0 9.393722 12.826438 7.554773 0.0\n", | |
| "1 3.784837 1.209674 2.772990 1.0\n", | |
| "2 9.746757 7.334925 4.328217 1.0\n", | |
| "3 3.989278 2.902291 0.771035 1.0\n", | |
| "4 14.102634 5.500518 14.475902 0.0" | |
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| " <script>\n", | |
| " async function quickchart(key) {\n", | |
| " const quickchartButtonEl =\n", | |
| " document.querySelector('#' + key + ' button');\n", | |
| " quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n", | |
| " quickchartButtonEl.classList.add('colab-df-spinner');\n", | |
| " try {\n", | |
| " const charts = await google.colab.kernel.invokeFunction(\n", | |
| " 'suggestCharts', [key], {});\n", | |
| " } catch (error) {\n", | |
| " console.error('Error during call to suggestCharts:', error);\n", | |
| " }\n", | |
| " quickchartButtonEl.classList.remove('colab-df-spinner');\n", | |
| " quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n", | |
| " }\n", | |
| " (() => {\n", | |
| " let quickchartButtonEl =\n", | |
| " document.querySelector('#df-93fffa14-28ae-4686-b01a-57e0828056e7 button');\n", | |
| " quickchartButtonEl.style.display =\n", | |
| " google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
| " })();\n", | |
| " </script>\n", | |
| "</div>\n", | |
| " </div>\n", | |
| " </div>\n" | |
| ], | |
| "application/vnd.google.colaboratory.intrinsic+json": { | |
| "type": "dataframe", | |
| "variable_name": "df", | |
| "summary": "{\n \"name\": \"df\",\n \"rows\": 1000,\n \"fields\": [\n {\n \"column\": \"feature1\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3.8094382323246165,\n \"min\": 0.025712688869342637,\n \"max\": 14.992175042079143,\n \"num_unique_values\": 1000,\n \"samples\": [\n 8.467780080132904,\n 7.625323069126527,\n 10.661191114237516\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"feature2\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3.841143614438149,\n \"min\": 0.041439676711961804,\n \"max\": 14.983868075139702,\n \"num_unique_values\": 1000,\n \"samples\": [\n 14.933237146483926,\n 0.6931517592678571,\n 9.098082421330204\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"feature3\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3.8487191532633815,\n \"min\": 0.02582393077345313,\n \"max\": 14.995187964816006,\n \"num_unique_values\": 1000,\n \"samples\": [\n 11.744905606032567,\n 0.7337988199628809,\n 8.432528199060808\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"label\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.5002501876563868,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 2,\n \"samples\": [\n 1.0,\n 0.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" | |
| } | |
| }, | |
| "metadata": {}, | |
| "execution_count": 2 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### Split dataset into train, valid, test\n", | |
| "\n", | |
| "We split the synthetic dataset into training, validation, and test sets.\n", | |
| "\n", | |
| "The features are scaled using standard scaling techniques, and optionally, the training data is oversampled to address any class imbalance issues." | |
| ], | |
| "metadata": { | |
| "id": "MwodnVrVUSKW" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "def scale_dataset(dataframe, oversample=False):\n", | |
| " # Separate features and labels\n", | |
| " X = dataframe[dataframe.columns[:-1]].values\n", | |
| " y = dataframe[dataframe.columns[-1]].values\n", | |
| "\n", | |
| " # Scale data\n", | |
| " scaler = StandardScaler()\n", | |
| " X = scaler.fit_transform(X)\n", | |
| "\n", | |
| " # Resample data\n", | |
| " if oversample:\n", | |
| " X, y = RandomOverSampler().fit_resample(X, y)\n", | |
| "\n", | |
| " data = np.hstack((X, np.reshape(y, (-1, 1))))\n", | |
| "\n", | |
| " return data, X, y\n", | |
| "\n", | |
| "\n", | |
| "train, valid, test = np.split(df.sample(frac=1), [int(0.6*len(df)), int(0.8*len(df))]) # train 60%, valid 20%, test 20%\n", | |
| "# Scale dataset\n", | |
| "train, X_train, y_train = scale_dataset(train, oversample=True)\n", | |
| "valid, X_valid, y_valid = scale_dataset(valid, oversample=False)\n", | |
| "test, X_test, y_test = scale_dataset(test, oversample=False)" | |
| ], | |
| "metadata": { | |
| "id": "w63Uk6opBChG" | |
| }, | |
| "execution_count": 3, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## AI Models\n", | |
| "\n", | |
| "In this section, several machine learning models such as K-Nearest Neighbors, Naive Bayes, Logistic Regression, Support Vector Machines, Random Forest, XGBoost, and a Neural Network are trained on the preprocessed training data.\n", | |
| "\n", | |
| "Each model is evaluated using classification metrics like precision, recall, and F1-score on the test set to assess its performance." | |
| ], | |
| "metadata": { | |
| "id": "fwm-3hikXCu1" | |
| } | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### KNN" | |
| ], | |
| "metadata": { | |
| "id": "Qw7QXl0mUO5X" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from sklearn.neighbors import KNeighborsClassifier\n", | |
| "\n", | |
| "knn_model = KNeighborsClassifier(n_neighbors=5)\n", | |
| "knn_model.fit(X_train, y_train)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 75 | |
| }, | |
| "id": "Nj8UZzgDGkYM", | |
| "outputId": "ac53a325-4956-41d2-de4b-a5ee17ef0ea6" | |
| }, | |
| "execution_count": 4, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "KNeighborsClassifier()" | |
| ], | |
| "text/html": [ | |
| "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsClassifier()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier()</pre></div></div></div></div></div>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 4 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "y_pred = knn_model.predict(X_test)\n", | |
| "print(classification_report(y_test, y_pred))" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "rulLAoczGpN7", | |
| "outputId": "1b76d8e2-3728-4873-f488-31cfbdc06163" | |
| }, | |
| "execution_count": 5, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| " precision recall f1-score support\n", | |
| "\n", | |
| " 0.0 0.94 0.89 0.91 102\n", | |
| " 1.0 0.89 0.94 0.92 98\n", | |
| "\n", | |
| " accuracy 0.92 200\n", | |
| " macro avg 0.92 0.92 0.91 200\n", | |
| "weighted avg 0.92 0.92 0.91 200\n", | |
| "\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### Naive Bayes" | |
| ], | |
| "metadata": { | |
| "id": "c6hKuFu_UMqP" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from sklearn.naive_bayes import GaussianNB\n", | |
| "\n", | |
| "nb_model = GaussianNB()\n", | |
| "nb_model = nb_model.fit(X_train, y_train)" | |
| ], | |
| "metadata": { | |
| "id": "2WdmiNO5Gvga" | |
| }, | |
| "execution_count": 6, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "y_pred = nb_model.predict(X_test)\n", | |
| "print(classification_report(y_test, y_pred))" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "L94V-gFZG10p", | |
| "outputId": "10e7c812-3d02-4282-a0ef-a337e7b9e8b2" | |
| }, | |
| "execution_count": 7, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| " precision recall f1-score support\n", | |
| "\n", | |
| " 0.0 0.91 0.91 0.91 102\n", | |
| " 1.0 0.91 0.91 0.91 98\n", | |
| "\n", | |
| " accuracy 0.91 200\n", | |
| " macro avg 0.91 0.91 0.91 200\n", | |
| "weighted avg 0.91 0.91 0.91 200\n", | |
| "\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### Logistic Regression" | |
| ], | |
| "metadata": { | |
| "id": "IIdsXp3DUKNA" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from sklearn.linear_model import LogisticRegression\n", | |
| "\n", | |
| "lg_model = LogisticRegression()\n", | |
| "lg_model = lg_model.fit(X_train, y_train)" | |
| ], | |
| "metadata": { | |
| "id": "Qksx4Z8-HCmI" | |
| }, | |
| "execution_count": 8, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "y_pred = lg_model.predict(X_test)\n", | |
| "print(classification_report(y_test, y_pred))" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "KanWMzPsHHaX", | |
| "outputId": "2472bfa1-0007-401d-8c0c-4bde27b5a0fe" | |
| }, | |
| "execution_count": 9, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| " precision recall f1-score support\n", | |
| "\n", | |
| " 0.0 0.93 0.91 0.92 102\n", | |
| " 1.0 0.91 0.93 0.92 98\n", | |
| "\n", | |
| " accuracy 0.92 200\n", | |
| " macro avg 0.92 0.92 0.92 200\n", | |
| "weighted avg 0.92 0.92 0.92 200\n", | |
| "\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### SVM" | |
| ], | |
| "metadata": { | |
| "id": "XuecxKBwUIqY" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from sklearn.svm import SVC\n", | |
| "\n", | |
| "svm_model = SVC()\n", | |
| "svm_model = svm_model.fit(X_train, y_train)" | |
| ], | |
| "metadata": { | |
| "id": "xbB3g5RWtTEQ" | |
| }, | |
| "execution_count": 10, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "y_pred = svm_model.predict(X_test)\n", | |
| "print(classification_report(y_test, y_pred))" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "daXq72RKtZK_", | |
| "outputId": "cf7976de-6538-40cf-db3e-ef94ffbbe598" | |
| }, | |
| "execution_count": 11, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| " precision recall f1-score support\n", | |
| "\n", | |
| " 0.0 0.92 0.91 0.92 102\n", | |
| " 1.0 0.91 0.92 0.91 98\n", | |
| "\n", | |
| " accuracy 0.92 200\n", | |
| " macro avg 0.91 0.92 0.91 200\n", | |
| "weighted avg 0.92 0.92 0.92 200\n", | |
| "\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### Random Forest" | |
| ], | |
| "metadata": { | |
| "id": "NTxm-mxoUGuQ" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from sklearn.ensemble import RandomForestClassifier\n", | |
| "\n", | |
| "clf = RandomForestClassifier(n_estimators=100, random_state=42)\n", | |
| "clf.fit(X_train, y_train)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 75 | |
| }, | |
| "id": "1Ge22oV3HS3l", | |
| "outputId": "4dff27b6-56e4-4731-cf8c-f9c6aa52004b" | |
| }, | |
| "execution_count": 12, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "RandomForestClassifier(random_state=42)" | |
| ], | |
| "text/html": [ | |
| "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestClassifier(random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestClassifier</label><div class=\"sk-toggleable__content\"><pre>RandomForestClassifier(random_state=42)</pre></div></div></div></div></div>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 12 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "y_pred = clf.predict(X_test)\n", | |
| "print(classification_report(y_test, y_pred))" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "e6_vRrO8HVel", | |
| "outputId": "8fa05a31-259d-4afa-86ec-f66b13e1861e" | |
| }, | |
| "execution_count": 13, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| " precision recall f1-score support\n", | |
| "\n", | |
| " 0.0 0.90 0.91 0.91 102\n", | |
| " 1.0 0.91 0.90 0.90 98\n", | |
| "\n", | |
| " accuracy 0.91 200\n", | |
| " macro avg 0.91 0.90 0.90 200\n", | |
| "weighted avg 0.91 0.91 0.90 200\n", | |
| "\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### XGBoost" | |
| ], | |
| "metadata": { | |
| "id": "6grEKxHUUAwB" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from xgboost import XGBClassifier\n", | |
| "\n", | |
| "XGB_model_instance = XGBClassifier()\n", | |
| "XGB_model_instance.fit(X_train, y_train)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 248 | |
| }, | |
| "id": "anOjcmTv66jB", | |
| "outputId": "97c02932-c6e8-4330-8c0f-8e6d177fac08" | |
| }, | |
| "execution_count": 14, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "XGBClassifier(base_score=None, booster=None, callbacks=None,\n", | |
| " colsample_bylevel=None, colsample_bynode=None,\n", | |
| " colsample_bytree=None, device=None, early_stopping_rounds=None,\n", | |
| " enable_categorical=False, eval_metric=None, feature_types=None,\n", | |
| " gamma=None, grow_policy=None, importance_type=None,\n", | |
| " interaction_constraints=None, learning_rate=None, max_bin=None,\n", | |
| " max_cat_threshold=None, max_cat_to_onehot=None,\n", | |
| " max_delta_step=None, max_depth=None, max_leaves=None,\n", | |
| " min_child_weight=None, missing=nan, monotone_constraints=None,\n", | |
| " multi_strategy=None, n_estimators=None, n_jobs=None,\n", | |
| " num_parallel_tree=None, random_state=None, ...)" | |
| ], | |
| "text/html": [ | |
| "<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>XGBClassifier(base_score=None, booster=None, callbacks=None,\n", | |
| " colsample_bylevel=None, colsample_bynode=None,\n", | |
| " colsample_bytree=None, device=None, early_stopping_rounds=None,\n", | |
| " enable_categorical=False, eval_metric=None, feature_types=None,\n", | |
| " gamma=None, grow_policy=None, importance_type=None,\n", | |
| " interaction_constraints=None, learning_rate=None, max_bin=None,\n", | |
| " max_cat_threshold=None, max_cat_to_onehot=None,\n", | |
| " max_delta_step=None, max_depth=None, max_leaves=None,\n", | |
| " min_child_weight=None, missing=nan, monotone_constraints=None,\n", | |
| " multi_strategy=None, n_estimators=None, n_jobs=None,\n", | |
| " num_parallel_tree=None, random_state=None, ...)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">XGBClassifier</label><div class=\"sk-toggleable__content\"><pre>XGBClassifier(base_score=None, booster=None, callbacks=None,\n", | |
| " colsample_bylevel=None, colsample_bynode=None,\n", | |
| " colsample_bytree=None, device=None, early_stopping_rounds=None,\n", | |
| " enable_categorical=False, eval_metric=None, feature_types=None,\n", | |
| " gamma=None, grow_policy=None, importance_type=None,\n", | |
| " interaction_constraints=None, learning_rate=None, max_bin=None,\n", | |
| " max_cat_threshold=None, max_cat_to_onehot=None,\n", | |
| " max_delta_step=None, max_depth=None, max_leaves=None,\n", | |
| " min_child_weight=None, missing=nan, monotone_constraints=None,\n", | |
| " multi_strategy=None, n_estimators=None, n_jobs=None,\n", | |
| " num_parallel_tree=None, random_state=None, ...)</pre></div></div></div></div></div>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 14 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "y_pred = XGB_model_instance.predict(X_test)\n", | |
| "print(classification_report(y_test, y_pred))" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "R3Rl9gbO7Dq3", | |
| "outputId": "24e67b2a-d7c2-4af0-c636-20c2d1911c1c" | |
| }, | |
| "execution_count": 15, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| " precision recall f1-score support\n", | |
| "\n", | |
| " 0.0 0.88 0.93 0.90 102\n", | |
| " 1.0 0.92 0.87 0.89 98\n", | |
| "\n", | |
| " accuracy 0.90 200\n", | |
| " macro avg 0.90 0.90 0.90 200\n", | |
| "weighted avg 0.90 0.90 0.90 200\n", | |
| "\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### Neural Network\n", | |
| "\n", | |
| "The neural network model is further refined by tuning hyperparameters such as the number of nodes, dropout probability, learning rate, and batch size. This fine-tuning process aims to optimise the neural network's performance on the classification task." | |
| ], | |
| "metadata": { | |
| "id": "mvs3_6k7UDtI" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "def plot_history(history):\n", | |
| " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4))\n", | |
| " ax1.plot(history.history['loss'], label='loss')\n", | |
| " ax1.plot(history.history['val_loss'], label='val_loss')\n", | |
| " ax1.set_xlabel('Epoch')\n", | |
| " ax1.set_ylabel('Binary Cross Entropy')\n", | |
| " ax1.grid(True)\n", | |
| "\n", | |
| " ax2.plot(history.history['accuracy'], label='accuracy')\n", | |
| " ax2.plot(history.history['val_accuracy'], label='val_accuracy')\n", | |
| " ax2.set_xlabel('Epoch')\n", | |
| " ax2.set_ylabel('Accuracy')\n", | |
| " ax2.grid(True)\n", | |
| "\n", | |
| " plt.show()" | |
| ], | |
| "metadata": { | |
| "id": "ECiej-WlHzwZ" | |
| }, | |
| "execution_count": 16, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import tensorflow as tf\n", | |
| "from tensorflow.keras import layers, models, optimizers\n", | |
| "\n", | |
| "\n", | |
| "def train_model(X_train, y_train, num_nodes, dropout_prob, lr, batch_size, epochs):\n", | |
| " # Build the neural network model\n", | |
| " nn_model = models.Sequential([\n", | |
| " layers.Dense(num_nodes, activation='relu', input_shape=(X_train.shape[1],)),\n", | |
| " layers.Dropout(dropout_prob),\n", | |
| " layers.Dense(num_nodes, activation='relu'),\n", | |
| " layers.Dropout(dropout_prob),\n", | |
| " layers.Dense(1, activation='sigmoid')\n", | |
| " ])\n", | |
| "\n", | |
| " # Compile the model\n", | |
| " nn_model.compile(optimizer=optimizers.Adam(lr), loss='binary_crossentropy', metrics=['accuracy'])\n", | |
| "\n", | |
| " # Train the model\n", | |
| " history = nn_model.fit(\n", | |
| " X_train, y_train, epochs=epochs, batch_size=batch_size, validation_split=0.2, verbose=0\n", | |
| " )\n", | |
| "\n", | |
| " return nn_model, history\n", | |
| "\n", | |
| "\n", | |
| "least_val_loss = float('inf')\n", | |
| "least_loss_model = None\n", | |
| "epochs=100\n", | |
| "for num_nodes in [16, 32, 64]:\n", | |
| " for dropout_prob in[0, 0.2]:\n", | |
| " for lr in [0.01, 0.005, 0.001]:\n", | |
| " for batch_size in [32, 64, 128]:\n", | |
| " print(f\"{num_nodes} nodes, dropout {dropout_prob}, learning rate {lr}, batch size {batch_size}\")\n", | |
| " model, history = train_model(X_train, y_train, num_nodes, dropout_prob, lr, batch_size, epochs)\n", | |
| " plot_history(history)\n", | |
| " val_loss = model.evaluate(X_valid, y_valid)[0]\n", | |
| " if val_loss < least_val_loss:\n", | |
| " least_val_loss = val_loss\n", | |
| " least_loss_model = model" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 1000 | |
| }, | |
| "id": "i2H2JhDLnGQj", | |
| "outputId": "db4c10dd-431e-4821-d5c6-05faa58a9fdf" | |
| }, | |
| "execution_count": 17, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "16 nodes, dropout 0, learning rate 0.01, batch size 32\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 5ms/step - loss: 0.1610 - accuracy: 0.9450\n", | |
| "16 nodes, dropout 0, learning rate 0.01, batch size 64\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 3ms/step - loss: 0.1374 - accuracy: 0.9350\n", | |
| "16 nodes, dropout 0, learning rate 0.01, batch size 128\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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jNl+73NJfTvH6uiOYzTCsqz+P3NwOFcq+Sj1C3HHTN83+dyO7B7L1hdvRqFVX3SMppmcQW1+4jQB3fb03t/1zv1B6hnhQUFpxzbIeTtqrjmA1JwmcrCRT9YQQQgghrl/V/kBj+oYSO6JmYoHW7H8H0nj5u4PkFJXX+5zxA8OYN6o7GvXVN6O1JT83x3qVa+PlbFW9KpWKHiEe1y7YwjXrPk6tkV4nI05CCCGEENfDbDYz9z+HyMgv46OfT3A0Pb+5m9Rolmw7xdSVe+odNOk0al6K6cL8e5o3aBLXJiNOVtI7VKYjL5c1TkIIIexXeYWp2qaWns7aa651uJEVllVwNqfY8tzHRVdrlrHmVlZhpNRgwsOpaaZ/1eX7/WkknrkIgMkMr/1wmBWPRqNStd7AwWgy89e1h1n2y2kAHhrQlhnDOl3znpy0Gpx0dSdMEC2HBE5WskzVq5ARJyGEEPbpWEYBj3z+K+cuVl/o/cTQCF4Y2Rm1nX1rXlxewV0fbKm28F2lgudHdGbqrREtJhg4mp7Po5//RnZRGe//KZK7egY1SztKDUberEw5/ed+oazZm8ovJ7LZeOQCw22QOa4plJQbeXb1Xn48lAHArLu6MGVI+xbzdy8ah0zVs5LessZJRpyEEELYn+3JWYz+ZDvnLpbgrNPg6+qIr6uykHzx5mSeWb2PMjv7cnHx5pOczSlB56C29IfZDO/8mMRL/z5IhbH5PzP8ciKLBz/ZQWpuCaUGE1NX7mHJtlPN0pa/bznJ+bxSgj30zBvVncdubgfA62sPt8p/O9mFZYz9bCc/HspAp1Hz4dibeHxoywmYReOREScrOemq0pG3vv/YQgghxLUUl1ew5VgmZRU1P+yn5ZXy3oYkDEYzUWFefDa+ryX71jeJ55j57X6+//08GXml/GXApf1fotv5EOjRuNPWSg1G9py5SFS411X3hbG11NwSPt2cDMDCMZHEVI7iLPvlFK/+cJh/7U4hPa+Ej8b1wcWxfh+7Sg1GNh/LrDMRVe82noT7ulQ7VlRWwb5sFRW/p+FwRX+k5pawYMMxKkxm+rfzJsLPlX/tTuG1Hw6TnFlIdDtva2/bQq/VMLSTn+WL5WtJzyvlk01Kf82M6YqTTsPU2zrwdeI5TmcX88/tZ5g8pO79e1qaU1lFTFy2mzPZxXg4aflsfF/6X0d/ipZNAicr6SWrnhBCiBtUam4Jk5bt5lhG4VXLxfQMZMGfIqt9WP5jVBsC3fU8uSKR3adz2H06x/Kam6MDix+OYnAH30Zp54WCUh75/FcOpuZbAjg3XfN8u//W/45SVmGifztv7uoRaDl++b44PydlMubvO1g6od811z1dyC/lkeXKvdVF56BmwZ9684dewQCczSlm4rLdJGdq4NiBOs8b1TuYdx/shU6jJszHmTf/d5SVu1Ism542VI8Qd5ZO7Ie/29XvLSNf+XsrMRiJCvNiVC8lyHR1dOD/RnbmhW/2886GJII9nbi7V/NMI7RG4pkcHlv+GxeLDbTxcmL5I/2J8HNt7mYJG5LAyUpVa5wMRjMGo6ne+euFEEKIluxgqpIa+kJBGT4uOroEudVa7uYOfjw+pH2t65hu7ujL108O5G8Jx8krMQDKKNXJzCImLN3NW6N7MTqqzXW183hGAROX/UpqrrKeKPHMRUZ/sp3PHr7puuptiMQzOfz39/OoVDD3D91qTM0a2T2Qf00ewGPLf+Ngaj73f7ydzyf1o2NA7X17LKOASZX35umspXste9lkF5ZzNL2A6Sv3cj63hIHtfXlk+a9kFpThqjXTK9QHVS1/N0M6+jH5lkt/b08MjaCdrwsrd6VQYWr4VMJD5/OVe1u0neWP9KODf+33lpRewKRluzmfV4qPi464B3pW668/9mlDwpEMfjyUwbSVezif25XHbmnXYqe7/e9AGs9Ubljbu40H/5jQr96pvEXrJYGTlS7/dq3UYJTASQghRKu0/mA6+8/lAlBhMvPlzjMUlRvpFODKskn9CfFsWIa8LoHufPyXKMvzUoOR//tGmcL33Ne/s/NkdoM/YBrNZv61K4X80grCfZyZO6obc747xKmsIh78dBd9PNUciT+OWt00783xh5VEAH+KCq1zj5qb2nqxZuogJi77lVNZRTzwyXbGRbdFc0VAYDSbWbkrhYLSCtr5uvD5pH6E+bjUqM9oMvPaD4f5fPtp3lh3FAe1igqTmS4BrowNyWXc/X3RauuXMW9k90BGdg+8dsGrOF05Ve10djEPfLydsbXdm8nMyt3KvbX3c+Hzif1p61N9HyC1WsXHf4ni1e8PsXzHGV5fd4R953IJ81bKeThp+XO/tng4W58N8GJROat+PUtBqeGaZf3cHBnbv22dUw/NZjNLtlXfsPZvY2/CWScfqe2B/C1bSadRocKMGRUlBmOT7eYshBBCNJb0vFKe/DIRs7n68UERPnzyUFSjpqrWazV8MCaSEE8nFm9O5uvEc9ddZ5+2nvxjQj+8XXT0mOphmdqWUKwm4XzTJjxwdXTguZGdrlomzMeFNU8O4rF//kbimYt8uvlknWWvXDt2JY1axSv3dKeNlxOvrztChcnMLR19+eBPvdj604brupeGCPd1Yc3UwTy2/Ff2pORe9d76hXvx94f74nXNe3Pm9XVHWLs/rdrrX/12ls8n9SfUu/6br57JLrIErfX1w/60Wv8OLg9aoWVsWCualgROVlKpVGjVUG6SvZyEEKIlWrRoEe+88w7p6en07t2bDz/8kP79+9da1mAwEBcXx/Lly0lNTaVz58689dZb3HnnnZYyr7zyCvPnz692XufOnTl69KjleWlpKc899xyrVq2irKyMkSNH8vHHHxMQ0DJTK/96OgezGYI89NxZuS6njZczDw8IQ+fQ+KM1arWKmXd1ITLUk12nsq+rrkB3PRMGhVtGBPzd9ayeMpBl207y64EkwtuFN9mIkwoVw7r5X3NtD4CXi44vH4vmnztOk5ZXCoDaXIGL4aKljKe3L+Nu7lpztKOsQHlUcQ3gsVva0zXIneMZBfxlQBiYjOgM+ZCfBloHUGvB1a9R7vNavF10rJw8oNq9XSnYw4mHB4ZdM4mESqVi8pD2dAt2J+HIBcwo0f36g+kkZxZx/8fbWTaxHz3b1D7Cd7m9KRd5dPlv5BSVE+LpxIjuV///aDbDmj3nLNM/Lx/1Kyk38syqvWw4LOnG7ZkETg2gqwqcWmHKTCGEuJGtXr2a2NhYFi9eTHR0NAsXLmTkyJEkJSXh7+9fo/zs2bNZsWIFn332GV26dOHHH3/k/vvvZ/v27dx006U1M927d2fjxo2W5w4O1d8+Z8yYwdq1a/n666/x8PBg+vTpPPDAA/zyyy+2u9nrULXx6Mjugcwb1b3Jrntnj0BLoNaYXBwdeHxIO0ILjxAT06XeU9Waml6rYcqQCOWJ0QAfD4DsE5cKaJ2h1zbwibh0LG0//OMOMJZfOhbUG6ZsZnAHX0vCDeMvC7nr4Hw4eNkFh7wAt79suxu6TLV7awSX3xvA40MimPT5rxxJy+dPn+5gcAcfoHrQYjabyMhQ89+Le1GpVGw7kUWpwVTv5BUAf4luaxmhuv/j7fRp6wXA6ewiTlworJGYQ9gXCZwaQKcBKpRvH4QQQrQcCxYsYPLkyUyaNAmAxYsXs3btWpYuXcrMmTNrlP/iiy94+eWXiYmJAeDJJ59k48aNvPfee6xYscJSzsHBgcDA2j/w5+XlsWTJElauXMntt98OwLJly+jatSs7d+5kwIABjX2b160qcIoK82rmltixs7suBU1qLZgqwFAMh9bAkP+7VO7AV0rQpFKDSgMmA6T9DhkHIbCnpZh6/78AMKs0yiiIqQL2fQm3vaTsxtvKBXro+erxAUxbuZctxzLZeORCHSXVHLyYaXl2exd/Phx7U71TwXcMcOPf0wZZsjZuPJJhec3TWUk33i9c0o3bKwmcGkBbOQNA9nISQoiWo7y8nMTERGbNmmU5plarGTZsGDt27Kj1nLKyMvT66t9COzk5sW3btmrHjh8/TnBwMHq9noEDBxIXF0fbtso+RYmJiRgMBoYNG2Yp36VLF9q2bcuOHTtqDZzKysooKyuzPM/PV1JPGwwGDIZrL2C/UtU59Tm3uLyCw2nK9XqHuDXoei2RNX3QEqiT1qMBTD3/hPGej1HtWY7D/57DdGwDxoHPWso5HNuACqi471PM3e5H89VfUB//EePR9Zh8uiiFcs+gzTqGCTWlTx1Cq3fBYUEnVPmpGM7vB/9uzXGLjU6vgcXjevNzUia5xTX/no1GI4cPH6Zbt25oNBq8XXTc2skXB7XZqn8XXnoNKx/pR8LRCxRXfkmuVqu4uYMPge76Fv1vrLX9P7AFa/vAmr6SwKkBdBI4CSFEi5OVlYXRaKyxriggIKDaeqTLjRw5kgULFjBkyBAiIiJISEhgzZo1GI2Xfr9HR0fz+eef07lzZ9LS0pg/fz633HILBw8exM3NjfT0dHQ6HZ6enjWum56eXut14+LiaqybAtiwYQPOzvVf+H6l+Pj4a5Y5nqfCaNLgqTOz95ef2Nvgq7VM9emDluC2I//GHdiT70PqunXoy9WMBFTnfiX+v19hcHDFqTyLEVlJmFGx4UQFhtPrCC8NojeQ++tXbMtTklKEZ26kN5Dj2pFftu4GINq5E4H5v3Ns7UecCPhDc92mzdS1W9LAACD7EADlwIbryBWivuI6e2r/79witZb/B7ZU3z4oLi6ud50SODVAVeBUKlP1hBCiVfvggw+YPHkyXbp0QaVSERERwaRJk1i6dKmlzF133WX5uVevXkRHRxMWFsZXX33Fo48+2qDrzpo1i9jYWMvz/Px8QkNDGTFiBO7uNffuuRaDwUB8fDzDhw+/5vqeRZtOwuETDO4URExML6uv1VJZ0wfNLj8V7d5zmFVqej8wg97OytQv84W/o8o8wogIB8zdY1AnLoNDYG7Tn+H3PKicm9cTPvoc7+JkYm4bBE6eaFYr00ovuPWy3L/6tzT48Xe6OpylU+VU1Btdq/o3YCPSB9b3QdWIf31I4NQAWrUZKtORCyGEaBl8fX3RaDRkZGRUO56RkVHn+iQ/Pz++++47SktLyc7OJjg4mJkzZ9K+ffs6r+Pp6UmnTp04cUJZnxIYGEh5eTm5ubnVRp2udl1HR0ccHWvuZaTVaq/rw059zt93Lg+Afu28b8gPVtfbh03i1M8AqNr0Q+tx2QhppxGQeQSHkz9B5Bg4+RMA6k4jUFfdk2978OuCKvMo2pSt0DkGTm8FIMOjNx2r7r/zSPjxRdRnd6M2FoP+2lnobhSt4t+AjUkf1L8PrOkn2b21AXSVmTQlcBJCiJZDp9MRFRVFQkKC5ZjJZCIhIYGBAwde9Vy9Xk9ISAgVFRV8++233HvvvXWWLSwsJDk5maCgIACioqLQarXVrpuUlERKSso1r9vUTCYzeyyJIWSBe7M5UZmhscPw6sernp+IB0MJnNqsPO84onq5jpXljsfDmW1QUYLZLYh8feilMt7twLcTmI2Q/HPj34MQdkgCpwawJIeQqXpCCNGixMbG8tlnn7F8+XKOHDnCk08+SVFRkSXL3vjx46slj9i1axdr1qzh5MmTbN26lTvvvBOTycQLL7xgKfP888+zefNmTp8+zfbt27n//vvRaDSMHTsWAA8PDx599FFiY2P5+eefSUxMZNKkSQwcOLDFZdQ7kVlIfmkFTloNXYPcmrs59qmiDE5uUn7ueEXg1HYA6NygOBt2LFKy7LkGVsueB1QPsI4pm96aI+6omT2vw2UBlhDiuslUvQawrHGSESchhGhRxowZQ2ZmJnPnziU9PZ3IyEjWr19vSRiRkpJSbXPU0tJSZs+ezcmTJ3F1dSUmJoYvvvii2pS7c+fOMXbsWLKzs/Hz8+Pmm29m586d+Pld2lz0/fffR61WM3r06Gob4LY0v51WRpsiQz1x0Mh3p80iZQeUF4KLPwRescZMo4WIW+HI97B1gXKs47CaAVHbgaBzhaJM2KusbzJFDIeTV1yr43DYuUgJsMzmGyItuRDNSQKnBtBaAidT8zZECCFEDdOnT2f69Om1vrZp06Zqz4cOHcrhw4evWt+qVauueU29Xs+iRYtYtGhRvdvZHKr2b+obLvs3NZuq0Z+Ow0FdS/DacYQSOBmKLj2/koMO2t8KR39Qyqm1mNsNgZNbq5cLGwRaFyjMgPT9ysa5QogGk6+bGkDSkQshhGiNEs/kANBHNr5tPpcHTrW5fN2T2kEJkGpzeUAVNhAca5l66eB46fzjG6xtqRDiCjLi1AA6jRmQwEkIIUTrkVVYxulsZb+SPm3c4ZtHIfW3a5+odoBbZ0HPP9q4hZVKLsKqv0B+6qVjbQfCfZ+0rKlm5UVKOy9asVGQ2Qy5Z0Clgfa31V7GPQgCekLGAQgdUHc2vA7DLvu5jiAMlKl+SWth6/uWaX03KgczDCsuxuHUXGhB/1Sakl33wR/eh4jbbXoJCZwaQCv7OAkhhGhltidnA9ApwBWPnP1w8Jv6n7z5raYLnA6ugTO/VD928TQMmApBLWjfqaPr4GQDs9V1GAZOnnW/HjkWfjwAvf9cdxmPEGg3FM79Bl1H1V2u012gfVmZ0nexqGHtbSVUgAsoO9/aKbvuA0OJzS8hgVMDyFQ9IYQQrc23iecAGN4tAI5/qxzsMByGvlj3ScYyWH4PZB1TghevcJu305Kqu//j0PNB+OlVOLVFSXDQkgKnE5VT7m56GPpMqP95KjUEdL96mQFTlWDII/Tq5cauUka+XP3AYKi9jHsQPLUH8s7Vv42tVIWxgu3btzNo0CAcNPb5Edeu+8AnwuaXsLMebRxaCZyEEEK0Iml5JWw5ngnAg1Gh8G3lepceD0Bov6uf3HaAMgJ0PB76T7ZtQy9P1X3TQ0qg1O0+JXA6Hg+3PGfb69eXyXgpwOs99tp9aC2VCjzbXruczll5XIt7kPK4wZkNBi66XMAc0hfsdPNX6QPbkuQQDaCTfZyEEEK0Imv2pGI2Q/923oTriyBtn/LC5etk6lJVpipQsKUzv9Tcu6gqicLZ3cr6p5bg/F5lryVHdwjt39ytEUI0EQmcGkCrUf6UfZyEEEK0dGazma9/OwvAn/qGXgqAgiLB1f/aFVRlbzu5GQyltmlkleOVbbt87yLPtuDXBcxGSG7gmqLGVpUZL+I2Ze8lIYRdkMCpAWSNkxBCiNbi19MXOZ1djItOQ0zPwEtpqWvbH6g2Ad3BLRgqSmombWhsdbWtKUe96sPaPhRC3BAkcGoAnVpJRy4b4AohhGjpvqocbfpDr2CcNUDyT8oLde0jdCWVShkBgksjLbaQcwqyj9e+d1FVgHI8HkzN/N5bmAnn9yg/12eqoxDihiGBUwNIcgghhBCtQWFZBWv3pwHwp35t4NyvUJoHTl4QElX/iqr2CbLlJqpVo0m17V3UdiDoXKHoAqT/brs21EdygvJnYC9wC2zetgghmpQETg2gk32chBBCtAI//H6eEoOR9n4u9GnrdSnw6TAM1Jr6V9T+VmUkKCcZspNt0tZL099qGQlz0F0ahTrezNP1ZJqeEHZLAqcG0FW+18iIkxBCiJaqpNzI3xKOA/DnfqGoVKpLew91qOc0vSp6d2XUB2yzzshQoqQch7qnEHZsglGvazFWwImE6u0RQtgN2cepAaqm6lWYzBiMJrQaiT+FEEK0LJ9tPcn5vFJCPJ0YPzAc8tMg/QCggg53WF9hx+Fweivs/ATS9jduY0tyoKIU3EPAv1vtZaqCvdTf4LupgKrayxqTichzZ9F8vx7UNnpfLsuH0lzQe0JIX9tcQwjRYkng1AC6y34flxiMEjgJIYRoUdLzSvlkkzKlbuZdXdBrNXCgcqQopA+4+Fpfaac7IX4uXDylPGyh052X0pBfySNEWVeUvh/2fVnjZTUQBpBjm6ZV02kkaOQjlBD2Rv7XN4BGBWoVmMzKOid3vezhIIQQouV4e/1RSgxG+oZ58YdeQcrB612b49cZxq6GzCON08grOThBrz9dvcyDn8PRH8BcM7Oe0WjiaNJRunTugsaWX2hqHKHng7arXwjRYkng1AAqFThpNRSVG2WdkxBCiBZlb8pF1uxNBWDuqG7K2iaj4dLmsdezNqfzncqjufhEwOBnan3JZDBwIncdnQbFoNHKF5pCiMYnc8waSK9VMkTIXk5CCCFakkU/nwBgdJ829GrjqRxM2QnlBeDsC0E3NV/jhBCiFWsRgdOiRYsIDw9Hr9cTHR3N7t276yz7+eefo1Kpqj30en0TtlbhVJkhQkachBBCtCTp+aUA/KF30KWDlmx6w2yXOEEIIW5wzf7bc/Xq1cTGxjJv3jz27NlD7969GTlyJBcuXKjzHHd3d9LS0iyPM2fONGGLFVUjTiWyl5MQQogWpMJoBsBBfVmSheOVgZOk0BZCiAZr9sBpwYIFTJ48mUmTJtGtWzcWL16Ms7MzS5curfMclUpFYGCg5REQENCELVY46aqm6kngJIQQouUwmZXASVMVOOWdgwuHQaWGiNubsWVCCNG6NWtyiPLychITE5k1a5blmFqtZtiwYezYsaPO8woLCwkLC8NkMtGnTx/eeOMNunfvXmvZsrIyysrKLM/z8/MBMBgMGAwGq9tcdY5Oo7whFZSUNaie1qzqfu3tvi9n731g7/cP0gfQsD6w5/5qKhWmysCpKq131WhTm37g7N1MrRJCiNavWQOnrKwsjEZjjRGjgIAAjh49Wus5nTt3ZunSpfTq1Yu8vDzeffddBg0axKFDh2jTpk2N8nFxccyfP7/G8Q0bNuDs7NzgthflXQTU7ErciznF3OB6WrP4+PjmbkKzs/c+sPf7B+kDsK4PiouLbdgSAWCsDJwcNFcETjJNTwghrkurS0c+cOBABg4caHk+aNAgunbtyqeffsprr71Wo/ysWbOIjY21PM/Pzyc0NJQRI0bg7u5u9fUNBgPx8fG0CfLnaF4Wnbr2IKZ/aMNuppWq6oPhw4ejtdOUr/beB/Z+/yB9AA3rg6pRf2E7VYGTRq2GijI4uUl5oaH7NwkhhACaOXDy9fVFo9GQkZFR7XhGRgaBgYH1qkOr1XLTTTdx4sSJWl93dHTE0dGx1vMa8mFHvXMRkSk/keTyFzbiisGE3X5oamgf3kjsvQ/s/f5B+gCs64Om6KtFixbxzjvvkJ6eTu/evfnwww/p379/rWUNBgNxcXEsX76c1NRUOnfuzFtvvcWdd17aqyguLo41a9Zw9OhRnJycGDRoEG+99RadO3e2lLn11lvZvHlztboff/xxFi9ebJubvJzJiOr3fxGavR/V73mMNCSRpzHgczwNjmeAoQhcAyCwl+3bIoQQN7BmTQ6h0+mIiooiISHBcsxkMpGQkFBtVOlqjEYjBw4cICgo6NqFG4Hq+HrCsjcTYlY2F5SsekII0XJYm6l19uzZfPrpp3z44YccPnyYJ554gvvvv5+9e/daymzevJlp06axc+dO4uPjMRgMjBgxgqKiomp1TZ48uVrG17ffftum92phMuLww1P0SfkMhx+eYk7FR7yr/ZTQLc/Blso2dBim7N4uhBCiwZp9ql5sbCwTJkygb9++9O/fn4ULF1JUVMSkSZMAGD9+PCEhIcTFxQHw6quvMmDAADp06EBubi7vvPMOZ86c4bHHHmuaBmtdAHBWlQNQWiGBkxBCtBSXZ2oFWLx4MWvXrmXp0qXMnDmzRvkvvviCl19+mZiYGACefPJJNm7cyHvvvceKFSsAWL9+fbVzPv/8c/z9/UlMTGTIkCGW487OzvWeLdGoVCpMEcO4kJmJv58f25NzKDea6N/OG1dHB9A6wy3PNX27hBDiBtPsgdOYMWPIzMxk7ty5pKenExkZyfr16y0JI1JSUlBftlnfxYsXmTx5Munp6Xh5eREVFcX27dvp1q1b0zRYqySUcFEpmfpKyk1Nc10hhBBX1ZBMrWVlZTU2UXdycmLbtm11XicvLw8Ab+/qGeq+/PJLVqxYQWBgIKNGjWLOnDl1JiFq9Iyvo79gV+V6s+nvbCPXYGD9nYOJ8HO5rNCNndHQ3jNd2vv9g/QBSB+A9X1gTV81e+AEMH36dKZPn17ra5s2bar2/P333+f9999vglbVQae8CTpTGTjJPk5CCNEiNCRT68iRI1mwYAFDhgwhIiKChIQE1qxZg9FY++92k8nEs88+y+DBg+nRo4fl+Lhx4wgLCyM4OJj9+/fz4osvkpSUxJo1a2qtx1YZX+Pj4ykt1wAqtm7ZTJJTg6tqtew906W93z9IH4D0AdS/D6zJ9toiAqfWxFw54qSvDJxkA1whhGi9PvjgAyZPnkyXLl1QqVREREQwadKkOjdhnzZtGgcPHqwxIjVlyhTLzz179iQoKIg77riD5ORkIiIiatRjq4yvw4cPZ+Zvm8Fo4o7bbyXUq+FBWGtj75ku7f3+QfoApA/A+j6wJturBE7W0inTHvTmUkCSQwghREvRkEytfn5+fPfdd5SWlpKdnU1wcDAzZ86kffv2NcpOnz6dH374gS1bttS6b+DloqOjAThx4kStgVNjZ3y9/Hxj5daCep3OLj842XumS3u/f5A+AOkDqH8fWNNPzZpVr1WqHHFyMpcAMlVPCCFaiuvJ1KrX6wkJCaGiooJvv/2We++91/Ka2Wxm+vTp/Pvf/+ann36iXbt212zLvn37AJos4+vlLu3jJFn0hBCiMcmIk7UqAyfHqhEnCZyEEKLFsDZT665du0hNTSUyMpLU1FReeeUVTCYTL7zwgqXOadOmsXLlSv7zn//g5uZGeno6AB4eHjg5OZGcnMzKlSuJiYnBx8eH/fv3M2PGDIYMGUKvXk27d5LZbJbASQghbEQCJ2tVBk5akxI4yRonIYRoOazN1FpaWsrs2bM5efIkrq6uxMTE8MUXX+Dp6Wkp88knnwDKJreXW7ZsGRMnTkSn07Fx40ZLkBYaGsro0aOZPXu2ze/3SpUxEwAa2bdJCCEalQROVjJXrnHSSeAkhBAtkjWZWocOHcrhw4evWp/ZbL7q66GhoWzevNmqNtqK8bLISaORwEkIIRqTrHGyVuWIk4NR1jgJIYRoWaoFTjLiJIQQjUoCJ2tVjjhZAifZAFcIIUQLUXF54CRrnIQQolFJ4GStyhEnTYWyWZZM1RNCCNFSmC6bVugggZMQQjQqqwOnkydP2qIdrYbZEjhdmqp3rfnvQgghRFOQESchhLAdqwOnDh06cNttt7FixQpKS0tt0aaWTacETqrKESejyYzBKIGTEEKI5meqDJzUKlDJGichhGhUVgdOe/bsoVevXsTGxhIYGMjjjz/O7t27bdG2lqlyxEllKAaUNyhJECGEEKIlqJA9nIQQwmasDpwiIyP54IMPOH/+PEuXLiUtLY2bb76ZHj16sGDBAjIzM23RzpZDqySHUJlNOKkrAFnnJIQQomWoWuMkgZMQQjS+BieHcHBw4IEHHuDrr7/mrbfe4sSJEzz//POEhoYyfvx40tLSGrOdLUflVD0Ab60SOJWUS+AkhBCi+VlGnGSanhBCNLoGB06//fYbU6dOJSgoiAULFvD888+TnJxMfHw858+f5957723MdrYcageMKi0AXg7lAJRWSOAkhBCi+RmNMuIkhBC24mDtCQsWLGDZsmUkJSURExPDP//5T2JiYlCrlRisXbt2fP7554SHhzd2W1sMo1qHxmjA08EAyIiTEEKIlsFYOVXPQSO7jQghRGOzOnD65JNPeOSRR5g4cSJBQUG1lvH392fJkiXX3biWqkLtiM5YhEdV4CRrnIQQQrQARktWPRlxEkKIxmZ14HT8+PFrltHpdEyYMKFBDWoNjGpHADw0lVP1JHASQgjRAlQFTrL5rRBCND6rAyeAixcvsmTJEo4cOQJA165deeSRR/D29m7UxrVUVYGTW2XgVFJuas7mCCGEEMClwEnWOAkhROOzehL0li1bCA8P529/+xsXL17k4sWLfPjhh7Rr144tW7bYoo0tToVGCZzc1TJVTwghRMthlHTkQghhM1aPOE2bNo0xY8bwySefoNFoADAajUydOpVp06Zx4MCBRm9kS1Oh1gPgpi4DJHASQgjRMsiIkxBC2I7VI04nTpzgueeeswRNABqNhtjYWE6cONGojWupqqbquVYGTqWSVU8IIUQLIIGTEELYjtWBU58+fSxrmy535MgRevfu3SiNaumqAidnVWXgJCNOQgghWgBJDiGEELZj9VS9p59+mmeeeYYTJ04wYMAAAHbu3MmiRYt488032b9/v6Vsr169Gq+lLUhFVeCETNUTQgjRckg6ciGEsB2rA6exY8cC8MILL9T6mkqlwmw2o1KpMBpvzICiasTJqTJwKpapekIIIVqASxvgSuAkhBCNzerA6dSpU7ZoR6tSYQmcSgEokcBJCCFEC2A0yoiTEELYitWBU1hYmC3a0aoYK9OR66sCJ5mqJ4QQogWwjDjJGichhGh0DdoANzk5mYULF1qSRHTr1o1nnnmGiIiIRm1cS1U14uRoUgInmaonhBCiJbCscZLASQghGp3VWfV+/PFHunXrxu7du+nVqxe9evVi165ddO/enfj4eFu0scWpWuPkaK4acapozuYIIYQQAFRIVj0hhLAZq0ecZs6cyYwZM3jzzTdrHH/xxRcZPnx4ozWupaoKnLQy4iSEEKIFMck+TkIIYTNWjzgdOXKERx99tMbxRx55hMOHDzdKo1q6qql6WmMJIMkhhBCiJVm0aBHh4eHo9Xqio6PZvXt3nWUNBgOvvvoqERER6PV6evfuzfr1662us7S0lGnTpuHj44OrqyujR48mIyOj0e/tWiokcBJCCJuxOnDy8/Nj3759NY7v27cPf3//xmhTi1c14uRQGTjJiJMQQrQMq1evJjY2lnnz5rFnzx569+7NyJEjuXDhQq3lZ8+ezaeffsqHH37I4cOHeeKJJ7j//vvZu3evVXXOmDGD77//nq+//prNmzdz/vx5HnjgAZvf75VMkhxCCCFsxurAafLkyUyZMoW33nqLrVu3snXrVt58800ef/xxJk+ebIs2tjgVaj0ADhXFgAROQgjRUixYsIDJkyczadIkunXrxuLFi3F2dmbp0qW1lv/iiy946aWXiImJoX379jz55JPExMTw3nvv1bvOvLw8lixZwoIFC7j99tuJiopi2bJlbN++nZ07dzbJfVepkA1whRDCZqxe4zRnzhzc3Nx47733mDVrFgDBwcG88sorPP30043ewJaoKh25ujJwKimX5BBCCNHcysvLSUxMtLw3AajVaoYNG8aOHTtqPaesrAy9Xl/tmJOTE9u2bat3nYmJiRgMBoYNG2Yp06VLF9q2bcuOHTsYMGBArdctKyuzPM/PzweUqYMGg8HaW7ecY6jcHkOtokH1tGaX+sC+7ruKvd8/SB+A9AFY3wfW9JVVgVNFRQUrV65k3LhxzJgxg4KCAgDc3NysqabVq1rjpDIUA2aKDUbMZjMq+YZPCCGaTVZWFkajkYCAgGrHAwICOHr0aK3njBw5kgULFjBkyBAiIiJISEhgzZo1GI3GeteZnp6OTqfD09OzRpn09PRarxsXF8f8+fNrHN+wYQPOzs71ut/aHDpyBNCQkZ7GunWpDa6nNbOXDL91sff7B+kDkD6A+vdBcXFxveu0KnBycHDgiSeesOzfZG8BU5WqNU4qzDhioMyso6zChF6raeaWCSGEsMYHH3zA5MmT6dKlCyqVioiICCZNmlTn1L7GMmvWLGJjYy3P8/PzCQ0NZcSIEbi7u1tdn8FgID4+ng4dO8HpZEJDQoiJ6dmYTW7xqvpg+PDhaLXa5m5Ok7P3+wfpA5A+AOv7oGrEvz6snqrXv39/9u7dS1hYmLWn3jCqRpwAnCmlDB0l5UYJnIQQohn5+vqi0WhqZLPLyMggMDCw1nP8/Pz47rvvKC0tJTs7m+DgYGbOnEn79u3rXWdgYCDl5eXk5uZWG3W62nUdHR1xdHSscVyr1V7fhx21snRZ66Cx2w9N192HrZy93z9IH4D0AdS/D6zpJ6uTQ0ydOpXnnnuOjz76iB07drB///5qD7ugUmOuXOfkoVHmRRYbJEGEEEI0J51OR1RUFAkJCZZjJpOJhIQEBg4ceNVz9Xo9ISEhVFRU8O2333LvvffWu86oqCi0Wm21MklJSaSkpFzzuo3NaKxKR96klxVCCLtg9YjTn//8Z4BqiSBUKpVljU/VvPAbns4FSsrw1ho4bZQEEUII0RLExsYyYcIE+vbtS//+/Vm4cCFFRUVMmjQJgPHjxxMSEkJcXBwAu3btIjU1lcjISFJTU3nllVcwmUy88MIL9a7Tw8ODRx99lNjYWLy9vXF3d+epp55i4MCBtSaGsKXKuAmNWiInIYRobFYHTqdOnbJFO1ofrTOU5OClNUCppCQXQoiWYMyYMWRmZjJ37lzS09OJjIxk/fr1luQOKSkpqC8LKkpLS5k9ezYnT57E1dWVmJgYvvjii2pT7q5VJ8D777+PWq1m9OjRlJWVMXLkSD7++OMmu+8qRpMJkBEnIYSwBasDpzNnzjBo0CAcHKqfWlFRwfbt2+1n7ZNOyXrk4VAOSOAkhBAtxfTp05k+fXqtr23atKna86FDh3L48OHrqhOUqX6LFi1i0aJFVrW1sRmVuAkHGXESQohGZ/Vv1ttuu42cnJwax/Py8rjtttsa1IhFixYRHh6OXq8nOjqa3bt31+u8VatWoVKpuO+++xp03eth1lYFTsoapxIJnIQQQjQzo2yAK4QQNmN14FTXfkXZ2dm4uLhY3YDVq1cTGxvLvHnz2LNnD71792bkyJFcuHDhquedPn2a559/nltuucXqazaKysDJXV2ZHEICJyGEEM2sonKqnoNGAichhGhs9Z6q98ADDwBKIoiJEydWS6NqNBrZv38/gwYNsroBCxYsYPLkyZZFtosXL2bt2rUsXbqUmTNn1nqO0WjkL3/5C/Pnz2fr1q3k5uZafd3rVhk4uWmqpupJcgghhBDNy2RJDiGBkxBCNLZ6B04eHh6AMuLk5uaGk5OT5TWdTseAAQOYPHmyVRcvLy8nMTGRWbNmWY6p1WqGDRvGjh076jzv1Vdfxd/fn0cffZStW7de9RplZWWUlZVZnldtcmUwGDAYDFa1t+o8AJODM2rAVVUKQGFpeYPqa42q7tNe7rc29t4H9n7/IH0ADesDe+6vplBRGTlpZKqeEEI0unoHTsuWLQMgPDyc559/vkHT8q6UlZWF0WislpkIICAggKNHj9Z6zrZt21iyZAn79u2r1zXi4uKYP39+jeMbNmzA2dnZ6jZXSc28SBhgLMgEYO/+Q3hnH2xwfa1RfHx8czeh2dl7H9j7/YP0AVjXB8XFxTZsiTBVBU4y4iSEEI3O6qx68+bNs0U76qWgoICHH36Yzz77DF9f33qdM2vWLGJjYy3P8/PzCQ0NZcSIEbi7u1vdBoPBQHx8PMHhHSFnK0EejpAPYREdibm9g9X1tUZVfTB8+HC73ZXa3vvA3u8fpA+gYX1QNeovbKNCAichhLAZqwOnjIwMnn/+eRISErhw4QJms7na69ZsgOvr64tGoyEjI6PGNQIDA2uUT05O5vTp04waNcpyzFS1ENbBgaSkJCIiIqqd4+joWG09VhWtVntdH3bUjq4AuKiVNU5lRuzuw9P19uGNwN77wN7vH6QPwLo+sPe+sjWTWQInIYSwFasDp4kTJ5KSksKcOXMICgqqNcNefel0OqKiokhISLCkFDeZTCQkJNS6X0aXLl04cOBAtWOzZ8+moKCADz74gNDQ0Aa3xWqVySGcUNZPSXIIIYQQzU1GnIQQwnasDpy2bdvG1q1biYyMbJQGxMbGMmHCBPr27Uv//v1ZuHAhRUVFlix748ePJyQkhLi4OPR6PT169Kh2ftXu7lcetzndlYGTpCMXQgjRvIxGJXBykMBJCCEandWBU2hoaI3peddjzJgxZGZmMnfuXNLT04mMjGT9+vWWhBEpKSmoW+IO6JUjTo5mJauebIArhBCiuRllqp4QQtiM1YHTwoULmTlzJp9++inh4eGN0ojp06fXOjUPYNOmTVc99/PPP2+UNljLrFOyCjqaSgAZcRJCCNH8jDJVTwghbMbqwGnMmDEUFxcTERGBs7NzjYW+OTk5jda4Fk2rBE66ysBJRpyEEMJ64eHhPPLII0ycOJG2bds2d3NaPQmchBDCdho04iSwTNXTGpWpesUGSQ4hhBDWevbZZ/n888959dVXue2223j00Ue5//77a82GKq7NKBvgCiGEzVgdOE2YMMEW7Wh9KpNDOBhlqp4QQjTUs88+y7PPPsuePXv4/PPPeeqpp5g6dSrjxo3jkUceoU+fPs3dxFZF1jgJIYTt1DvrwldffUV5ebnl+blz5yx7KIGyG/zbb7/duK1rwcyVI06aysCpVAInIYRosD59+vC3v/2N8+fPM2/ePP7xj3/Qr18/IiMjWbp0aaMmJbqRyVQ9IYSwnXoHTmPHjiU3N9fyvFu3bpw+fdryvKCggFmzZjVm21q2qsCpohiAYoMETkII0VAGg4GvvvqKe+65h+eee46+ffvyj3/8g9GjR/PSSy/xl7/8pbmb2CpI4CSEELZT76l6V37bZ/ff/lVm1VMZigGzTNUTQogG2LNnD8uWLeNf//oXarWa8ePH8/7779OlSxdLmfvvv59+/fo1Yytbj6rAyaElbuMhhBCtnNVrnESlyhEnFWb0lFNa4YjRZJZv+YQQwgr9+vVj+PDhfPLJJ9x33301MrUCtGvXjj//+c/N0LrW59KIUzM3RAghbkASODVUZeAE4EwZpThSXF6Bm77mm74QQojanTx5krCwsKuWcXFxYdmyZU3UotbtUnIIiZyEEKKxWRU4/fjjj3h4eABgMplISEjg4MGDANXWP9kFtQYc9FBRirOqjByzspeTBE5CCFF/Fy5cID09nejo6GrHd+3ahUajoW/fvs3UstZJRpyEEMJ2rAqcrkxF/vjjj1d7rrK3fSO0zlBRirfWwLlySUkuhBDWmjZtGi+88EKNwCk1NZW33nqLXbt2NVPLWqdLgZNETkII0djqHThdnnpcVNK5QEkOXtoKkMBJCCGsdvjw4Vr3arrppps4fPhwM7SodZMNcIUQwnbkK6nrUZlZz8tB2d+qxFDRnK0RQohWx9HRkYyMjBrH09LScHCQZbjWqpB05EIIYTMSOF2PygQRHg4GAErKZVROCCGsMWLECGbNmkVeXp7lWG5uLi+99BLDhw9vUJ2LFi0iPDwcvV5PdHQ0u3fvvmr5hQsX0rlzZ5ycnAgNDWXGjBmUlpZaXg8PD0elUtV4TJs2zVLm1ltvrfH6E0880aD2Xw9TVTpyjQROQgjR2OTrvOtROeLkplZGnIrLZcRJCCGs8e677zJkyBDCwsK46aabANi3bx8BAQF88cUXVte3evVqYmNjWbx4MdHR0SxcuJCRI0eSlJSEv79/jfIrV65k5syZLF26lEGDBnHs2DEmTpyISqViwYIFAPz6668YjZemYh88eJDhw4fz4IMPVqtr8uTJvPrqq5bnzs7ONLWqESe1TNUTQohGJ4HT9agccXLXVE3VkzVOQghhjZCQEPbv38+XX37J77//jpOTE5MmTWLs2LG17ul0LQsWLGDy5MlMmjQJgMWLF7N27VqWLl3KzJkza5Tfvn07gwcPZty4cYAyujR27NhqSSn8/PyqnfPmm28SERHB0KFDqx13dnYmMDDQ6jY3JpO5agNcCZyEEKKxSeB0PXRK4HRpxEkCJyGEsJaLiwtTpky57nrKy8tJTExk1qxZlmNqtZphw4axY8eOWs8ZNGgQK1asYPfu3fTv35+TJ0+ybt06Hn744TqvsWLFCmJjY2tkkv3yyy9ZsWIFgYGBjBo1ijlz5tQ56lRWVkZZWZnleX5+PgAGgwGDwWDVfVedB1BhVAIns8nYoHpas6r7tbf7rmLv9w/SByB9ANb3gTV9ZXXgdPbsWVQqFW3atAFg9+7drFy5km7dujXKG1+rolWm6rlI4CSEENfl8OHDpKSkUF5eXu34PffcU+86srKyMBqNBAQEVDseEBDA0aNHaz1n3LhxZGVlcfPNN2M2m6moqOCJJ57gpZdeqrX8d999R25uLhMnTqxRT1hYGMHBwezfv58XX3yRpKQk1qxZU2s9cXFxzJ8/v8bxDRs2XNcUv5LSUkDF9l+2ccalwdW0avHx8c3dhGZl7/cP0gcgfQD174Pi4uJ612l14DRu3DimTJnCww8/THp6OsOHD6d79+58+eWXpKenM3fuXGurbL0q1zi5qpRFxCWyxkkIIaxy8uRJ7r//fg4cOIBKpcJcOdWsajTn8rVFtrBp0ybeeOMNPv74Y6Kjozlx4gTPPPMMr732GnPmzKlRfsmSJdx1110EBwdXO375F4c9e/YkKCiIO+64g+TkZCIiImrUM2vWLGJjYy3P8/PzCQ0NZcSIEbi7u1t9HwaDgfj4eDRaHRgM3DpkCB0DXK2upzWr6oPhw4c3aJpna2fv9w/SByB9ANb3QdWIf31YHTgdPHiQ/v37A/DVV1/Ro0cPfvnlFzZs2MATTzxhZ4GT8q2gM8p0CxlxEkII6zzzzDO0a9eOhIQE2rVrx+7du8nOzua5557j3XfftaouX19fNBpNjfTmGRkZda49mjNnDg8//DCPPfYYoAQ9RUVFTJkyhZdffhn1ZRvJnjlzho0bN9Y5inS5qg19T5w4UWvg5OjoiKOjY43jWq32uj7sVO3j5Oh4ffW0Ztfbh62dvd8/SB+A9AHUvw+s6Ser05EbDAbLL/uNGzdaplF06dKFtLQ0a6tr3RzdAHBGGeKTwEkIIayzY8cOXn31VXx9fVGr1ajVam6++Wbi4uJ4+umnrapLp9MRFRVFQkKC5ZjJZCIhIYGBAwfWek5xcXG14AhAo9EAWEa/qixbtgx/f3/uvvvua7Zl3759AAQFBVlzC9fNKMkhhBDCZqwOnLp3787ixYvZunUr8fHx3HnnnQCcP38eHx+fRm9gi+aoTKdwMRcBUCKBkxBCWMVoNOLmpnwJ5evry/nz5wEICwsjKSnJ6vpiY2P57LPPWL58OUeOHOHJJ5+kqKjIkmVv/Pjx1ZJHjBo1ik8++YRVq1Zx6tQp4uPjmTNnDqNGjbIEUKAEYMuWLWPChAk1NuZNTk7mtddeIzExkdOnT/Pf//6X8ePHM2TIEHr16mX1PVwPo6QjF0IIm7F6qt5bb73F/fffzzvvvMOECRPo3bs3AP/9738tU/jsht5D+cNUOeIk6ciFEMIqPXr04Pfff6ddu3ZER0fz9ttvo9Pp+Pvf/0779u2trm/MmDFkZmYyd+5c0tPTiYyMZP369ZaEESkpKdVGmGbPno1KpWL27Nmkpqbi5+fHqFGjeP3116vVu3HjRlJSUnjkkUdqXFOn07Fx40YWLlxIUVERoaGhjB49mtmzZ1vd/utllA1whRDCZqwOnG699VaysrLIz8/Hy8vLcnzKlCnNstlfs6qcqqc3FgIy4iSEENaaPXs2RUXKqP2rr77KH/7wB2655RZ8fHxYvXp1g+qcPn0606dPr/W1TZs2VXvu4ODAvHnzmDdv3lXrHDFiRI2pe1VCQ0PZvHlzg9ra2KoCJ42MOAkhRKOzOnAqKSnBbDZbgqYzZ87w73//m65duzJy5MhGb2CLVjlVz7GiMnAySFY9IYSwxuXvGx06dODo0aPk5OTg5eVVY58kcXVmM1TGTWhkjZMQQjQ6q9c43Xvvvfzzn/8EIDc3l+joaN577z3uu+8+Pvnkk0ZvYIumVwInbWXgJMkhhBCi/gwGAw4ODhw8eLDacW9vbwmaGsB02c8SOAkhROOzOnDas2cPt9xyCwDffPMNAQEBnDlzhn/+85/87W9/a/QGtmiVI04OFTJVTwghrKXVamnbtq3N92qyF6bLZhJK4CSEEI3P6sCpuLjYkgFpw4YNPPDAA6jVagYMGMCZM2cavYEtWuWIk8ZYhpYKGXESQggrvfzyy7z00kvk5OQ0d1NavcsDJwe11W/vQgghrsHqNU4dOnTgu+++4/777+fHH39kxowZAFy4cKFBu523ao6X7teNYorLXZqxMUII0fp89NFHnDhxguDgYMLCwnBxqf57dM+ePc3Ustbn8sBJ4iYhhGh8VgdOc+fOZdy4ccyYMYPbb7/dsqnghg0buOmmmxq9gS2aWgM6VygvxE1VTFa5JIcQQghr3Hfffc3dhBuGjDgJIYRtWR04/fGPf+Tmm28mLS3NsocTwB133MH999/fqI1rFRzdlcCJYlIMRsxmsyxqFkKIerpWGnBRf5cnh5AlTkII0fisDpwAAgMDCQwM5Ny5cwC0adPG/ja/raJ3h4LzuKlKMJugrMKEXqu59nlCCCFEI7o8Fbl8gSeEEI3P6rF8k8nEq6++ioeHB2FhYYSFheHp6clrr72GyWS6dgU3mspNcN0pBiSznhBCWEOtVqPRaOp8iPqzBE4SNAkhhE1YPeL08ssvs2TJEt58800GDx4MwLZt23jllVcoLS3l9ddfb/RGtmiVCSI81SVggmKDEa9mbpIQQrQW//73v6s9NxgM7N27l+XLlzN//vxmalXrJJvfCiGEbVkdOC1fvpx//OMf3HPPPZZjvXr1IiQkhKlTp9pf4FSZktzboQwqoEQSRAghRL3de++9NY798Y9/pHv37qxevZpHH320GVrVOlUFTg4SOAkhhE1YPVUvJyeHLl261DjepUsX+9yHo3LEyUtTAiB7OQkhRCMYMGAACQkJzd2MVqVqsrxaAichhLAJqwOn3r1789FHH9U4/tFHH1XLsmc39FVT9UoBCZyEEOJ6lZSU8Le//Y2QkJDmbkqrIiNOQghhW1ZP1Xv77be5++672bhxo2UPpx07dnD27FnWrVvX6A1s8Rw9APBQS3IIIYSwlpeXV7UMcGazmYKCApydnVmxYkUztqz1qQqcZMRJCCFsw+rAaejQoRw7doxFixZx9OhRAB544AGmTp1KcHBwozewxasccXJXyVQ9IYSw1vvvv18tcFKr1fj5+REdHY2Xl6TasYaMOAkhhG1ZFTgZDAbuvPNOFi9ebH9JIOpSucbJtTIdebEkhxBCiHqbOHFiczfhhmEZcZJ05EIIYRNWrXHSarXs37/fVm1pnSr3cXI1V07VM8iIkxBC1NeyZcv4+uuvaxz/+uuvWb58eTO0qPWqSg7hoJHASQghbMHq5BAPPfQQS5YssUVbWqfKqXpO5qoRJwmchBCivuLi4vD19a1x3N/fnzfeeKMZWtR6yT5OQghhW1YHThUVFXzyySf07duXxx9/nNjY2GqPhli0aBHh4eHo9Xqio6PZvXt3nWXXrFlD37598fT0xMXFhcjISL744osGXbdRVE7VczYVAZIcQgghrJGSkkK7du1qHA8LCyMlJaUZWtR6mcxKwKSRqXpCCGETVieHOHjwIH369AHg2LFj1V5TNeCX9erVq4mNjWXx4sVER0ezcOFCRo4cSVJSEv7+/jXKe3t78/LLL9OlSxd0Oh0//PADkyZNwt/fn5EjR1p9/etWOeKkrwqcZKqeEELUm7+/P/v37yc8PLza8d9//x0fH5/maVQrJSNOQghhW1YHTj///HOjNmDBggVMnjyZSZMmAbB48WLWrl3L0qVLmTlzZo3yt956a7XnzzzzDMuXL2fbtm3NEzhVpiPXmUrQYJTkEEIIYYWxY8fy9NNP4+bmxpAhQwDYvHkzzzzzDH/+85+buXWtiwROQghhW/UOnIxGI4cOHaJjx444OTlVe62kpITjx4/To0cP1Or6z/4rLy8nMTGRWbNmWY6p1WqGDRvGjh07rnm+2Wzmp59+IikpibfeeqvWMmVlZZSVlVme5+fnA0qGQIPBUO+2Vqk6x3Kuxglt5WuulFBU2rB6W5MafWCH7L0P7P3+QfoAGtYHV5Z97bXXOH36NHfccQcODspbkslkYvz48bLGyUqW5BASOAkhhE3UO3D64osv+Oijj9i1a1eN17RaLY888gjPPvssDz30UL0vnpWVhdFoJCAgoNrxgIAAyx5RtcnLyyMkJISysjI0Gg0ff/wxw4cPr7VsXFwc8+fPr3F8w4YNODs717utV4qPj7f8fLdKh4O5HDdVMSdTUlm37myD621NLu8De2XvfWDv9w/SB2BdHxQXF1d7rtPpWL16NX/961/Zt28fTk5O9OzZk7CwsMZu5g1PNsAVQgjbqnfgtGTJEp5//nk0Gk3NShwceOGFF/joo4+sCpways3NjX379lFYWEhCQgKxsbG0b9++xjQ+gFmzZlVLWpGfn09oaCgjRozA3d3d6msbDAbi4+MZPnw4Wq0y1qQ55glFF3CnGA8fP2Jiohp6a61CbX1gb+y9D+z9/kH6ABrWB1Wj/lfq2LEjHTt2bMzm2R2jbIArhBA2Ve/AKSkpiQEDBtT5er9+/Thy5IhVF/f19UWj0ZCRkVHteEZGBoGBgXWep1ar6dChAwCRkZEcOXKEuLi4WgMnR0dHHB0daxzXarXX9WGn2vl6Dyi6gBsllBrMdvMh6nr78EZg731g7/cP0gdgXR9cWW706NH079+fF198sdrxt99+m19//bXWPZ6uZdGiRbzzzjukp6fTu3dvPvzwQ/r3719n+YULF/LJJ5+QkpKCr68vf/zjH4mLi0Ov1wPwyiuv1Ji50Llz52ozI0pLS3nuuedYtWoVZWVljBw5ko8//rjGjApbMssaJyGEsKl6L0gqKiqq85tCgIKCghpTMK5Fp9MRFRVFQkKC5ZjJZCIhIYGBAwfWux6TyVRtHVOTq9oEV1VMkSSHEEKIetuyZQsxMTE1jt91111s2bLF6vqqMrXOmzePPXv20Lt3b0aOHMmFCxdqLb9y5UpmzpzJvHnzOHLkCEuWLGH16tW89NJL1cp1796dtLQ0y2Pbtm3VXp8xYwbff/89X3/9NZs3b+b8+fM88MADVrf/ehglcBJCCJuq94hTx44d2b59O7169ar19W3btjVomkVsbCwTJkygb9++9O/fn4ULF1JUVGTJsjd+/HhCQkKIi4sDlDVLffv2JSIigrKyMtatW8cXX3zBJ598YvW1G01lSnI3SjhRJoGTEELUV2FhITqdrsZxrVZ71S/r6mJtptbt27czePBgxo0bB0B4eDhjx46tsZ7XwcGhzpkQeXl5LFmyhJUrV3L77bcDsGzZMrp27crOnTuvOlujMVXGTWisSNIkhBCi/uodOI0bN47Zs2czaNCgGsHT77//zty5c3nhhResbsCYMWPIzMxk7ty5pKenExkZyfr16y3TG1JSUqpl6isqKmLq1KmcO3cOJycnunTpwooVKxgzZozV1240lZvguqmKyS+x3wxbQghhrZ49e7J69Wrmzp1b7fiqVavo1q2bVXU1JFProEGDWLFiBbt376Z///6cPHmSdevW8fDDD1crd/z4cYKDg9Hr9QwcOJC4uDjatm0LQGJiIgaDgWHDhlnKd+nShbZt27Jjx45aAydbZHytGnFSYbbLbI/2nunS3u8fpA9A+gCs7wNr+qregdOMGTP43//+R1RUFMOGDaNLly4AHD16lI0bNzJ48GBmzJhR7wtfbvr06UyfPr3W1zZt2lTt+V//+lf++te/Nug6NmMZcSqmoLQCs9ncoM2AhRDC3syZM4cHHniA5ORky2hNQkICK1eu5JtvvrGqroZkah03bhxZWVncfPPNmM1mKioqeOKJJ6pN1YuOjubzzz+nc+fOpKWlMX/+fG655RYOHjyIm5sb6enp6HQ6PD09a1w3PT291uvaIuOr2ay872RnXmDdunUNquNGYO+ZLu39/kH6AKQPoP59YM1So3oHTlqtlg0bNvD++++zcuVKtmzZgtlsplOnTrz++us8++yz9rtAunITXHdVCRVGMyUGI846q/cWFkIIuzNq1Ci+++473njjDb755hucnJzo3bs3P/30E97e3ja//qZNm3jjjTf4+OOPiY6O5sSJEzzzzDO89tprzJkzB1DWW1Xp1asX0dHRhIWF8dVXX/Hoo4826Lq2yPi67YuNAAQFBhITE9mgdrVm9p7p0t7vH6QPQPoArO8Da6aFW/XpXqvV8sILLzRoSt4NrXLEyV2lRKwFpRUSOAkhRD3dfffd3H333YDyBvavf/2L559/nsTERIxGY73raUim1jlz5vDwww/z2GOPAcrUwaKiIqZMmcLLL79c66bunp6edOrUiRMnTgAQGBhIeXk5ubm51UadrnZdW2R8rdrHSeegsdsPTCCZLu39/kH6AKQPoP59YE0/yQrSxlC5xslLUwog65yEEMJKW7ZsYcKECQQHB/Pee+9x++23s3PnTqvqaEim1uLi4hrBUdV+heaq/N5XKCwsJDk5maCgIACioqLQarXVrpuUlERKSopVGWKvl6nyT8mqJ4QQtiHDIo2hcsTJU10CQH6pZNYTQohrSU9P5/PPP2fJkiXk5+fzpz/9ibKyMr777jurE0NUsTZT66hRo1iwYAE33XSTZarenDlzGDVqlCWAev755xk1ahRhYWGcP3+eefPmodFoGDt2LAAeHh48+uijxMbG4u3tjbu7O0899RQDBw5ssox6cGnESQInIYSwDQmcGkPliJO7unLEqVRGnIQQ4mrGjBnD9u3bufvuu1m4cCF33nknGo2GxYsXX3e91mRqnT17NiqVitmzZ5Oamoqfnx+jRo3i9ddft5Q5d+4cY8eOJTs7Gz8/P26++WZ27tyJn5+fpcz777+PWq1m9OjR1TbAbUqyAa4QQtiWBE6NoXIDXDcurXESQghRt/j4eJ5++mmefPLJBu0BeDXWZGp1cHBg3rx5zJs3r876Vq1adc1r6vV6Fi1axKJFi6xqa2OybIArWV2FEMImrF7j9PPPP9uiHa1b5VQ9V7MSOMkaJyGEuLoff/yRgoICoqKiiI6O5qOPPiIrK6u5m9WqWTbA1UjgJIQQtmB14HTnnXcSERHBX//6V86ePWuLNrU+lenIncxFgEzVE0KIa+nXrx+fffYZaWlpPP7446xatYrg4GBMJhPx8fEUFBQ0dxNbHWPlPk4y4iSEELZhdeCUmprK9OnT+eabb2jfvj0jR47kq6++ory83Bbtax0qR5z0pmJUmGSqnhBC1JOLiwuPPPII27Zt48CBAzz33HO8+eab+Pv7c8899zR381oVSQ4hhBC2ZXXg5Ovry4wZM9i3bx+7du2iU6dOTJ06leDgYJ5++ml+//13W7SzZatMDqHCjCulMlVPCCEaoHPnzrz99tucO3eOf/3rX83dnFanKnBykMBJCCFs4rr2cerTpw+zZs1i+vTpFBYWsnTpUqKiorjllls4dOhQY7Wx5dPqQaMDlAQRMuIkhBANp9FouO+++/jvf//b3E1pVWTESQghbKtBgZPBYOCbb74hJiaGsLAwfvzxRz766CMyMjI4ceIEYWFhPPjgg43d1patctTJVVUia5yEEEI0OdkAVwghbMvqdORPPfUU//rXvzCbzTz88MO8/fbb9OjRw/K6i4sL7777LsHBwY3a0BZP7w7FWTLiJIQQolnIiJMQQtiW1YHT4cOH+fDDD3nggQdwdHSstYyvr6/9pS2vHHFyUxWTKmuchBBCNDEJnIQQwrasmqpnMBgICwtjwIABdQZNoGwoOHTo0OtuXKtSuQmuOyUy4iSEEKLJmWQDXCGEsCmrAietVsu3335rq7a0bnplLyc3VbGscRJCCNHkLIGTbIArhBA2YXVyiPvuu4/vvvvOBk1p5aqm6lFMcbkRg9F0jROEEEKIxlP1riPpyIUQwjasXuPUsWNHXn31VX755ReioqJwcXGp9vrTTz/daI1rVfSX1jgBFJZW4OWia84WCSGEsCNVI05qmaonhBA2YXXgtGTJEjw9PUlMTCQxMbHaayqVyn4Dp8oRJy9NKVRAfqlBAichhBBNRjbAFUII27I6cDp16pQt2tH66S8LnEASRAghhGhSklVPCCFsq0Eb4IpaVI44eaqVwClfUpILIYRoQpcCJ3lrF0IIW7B6xAng3Llz/Pe//yUlJYXy8vJqry1YsKBRGtbqVI44uVeuccqXESchhBBNqCo5hEbiJiGEsAmrA6eEhATuuece2rdvz9GjR+nRowenT5/GbDbTp08fW7SxddB7AuBBIYCkJBdCCNGkZMRJCCFsy+rfrrNmzeL555/nwIED6PV6vv32W86ePcvQoUN58MEHbdHG1sE9GABvYxYgU/WEEEI0LUkOIYQQtmV14HTkyBHGjx8PgIODAyUlJbi6uvLqq6/y1ltvNXoDW43KwMnZVIgzpZIcQgghRJOypCOXwEkIIWzC6sDJxcXFsq4pKCiI5ORky2tZWVmN17LWxtHNkiAiUJUjU/WEEEI0KZNZCZhkxEkIIWzD6jVOAwYMYNu2bXTt2pWYmBiee+45Dhw4wJo1axgwYIAt2th6uAdDZj6BqhwZcRJCCNGkqpJDyAa4QghhG1YHTgsWLKCwUEmAMH/+fAoLC1m9ejUdO3a034x6VdyDIfMoQeTIGichhBBNStY4CSGEbVkdOLVv397ys4uLC4sXL27UBrVqleucAlU5nJcRJyGEEE1INsAVQgjbanDO0vLycs6dO0dKSkq1h11zDwEgSJUta5yEEKKZLFq0iPDwcPR6PdHR0ezevfuq5RcuXEjnzp1xcnIiNDSUGTNmUFpaank9Li6Ofv364ebmhr+/P/fddx9JSUnV6rj11ltRqVTVHk888YRN7q8uEjgJIYRtWT3idOzYMR599FG2b99e7bjZbEalUmE0Ghutca3OZSNOssZJCCGa3urVq4mNjWXx4sVER0ezcOFCRo4cSVJSEv7+/jXKr1y5kpkzZ7J06VIGDRrEsWPHmDhxIiqVyjL9fPPmzUybNo1+/fpRUVHBSy+9xIgRIzh8+DAuLi6WuiZPnsyrr75qee7s7Gz7G76MTNUTQgjbsjpwmjRpEg4ODvzwww8EBQWhkkWol1hGnCSrnhBCNIcFCxYwefJkJk2aBMDixYtZu3YtS5cuZebMmTXKb9++ncGDBzNu3DgAwsPDGTt2LLt27bKUWb9+fbVzPv/8c/z9/UlMTGTIkCGW487OzgQGBtriturFkhxCAichhLAJqwOnffv2kZiYSJcuXWzRntbtihGnqlE4IYQQtldeXk5iYiKzZs2yHFOr1QwbNowdO3bUes6gQYNYsWIFu3fvpn///pw8eZJ169bx8MMP13mdvLw8ALy9vasd//LLL1mxYgWBgYGMGjWKOXPm1DnqVFZWRllZmeV5fn4+AAaDAYPB+i/eDAaDZcQJk7FBdbR2Vfdsj/cOcv8gfQDSB2B9H1jTV1YHTt26dbPv/Zquxi0IAB9VAQ6mMorLjbg4Wt3FQgghGiArKwuj0UhAQEC14wEBARw9erTWc8aNG0dWVhY333wzZrOZiooKnnjiCV566aVay5tMJp599lkGDx5Mjx49qtUTFhZGcHAw+/fv58UXXyQpKYk1a9bUWk9cXBzz58+vcXzDhg0NnuJnMmsA2LVzBxmHGlTFDSE+Pr65m9Cs7P3+QfoApA+g/n1QXFxc7zqt/lT/1ltv8cILL/DGG2/Qs2dPtFpttdfd3d2trfLG4eSF2cEJVUUJAaqL5JcaJHASQogWbNOmTbzxxht8/PHHREdHc+LECZ555hlee+015syZU6P8tGnTOHjwINu2bat2fMqUKZafe/bsSVBQEHfccQfJyclERETUqGfWrFnExsZanufn5xMaGsqIESMa9D5qMBh4JfEnAG65eTA9QzysrqO1MxgMxMfHM3z48BqfTeyBvd8/SB+A9AFY3wdVI/71YfWn+mHDhgFwxx13VDsuySEAlQqVezDkJBOEMl0vyP7eu4QQoln4+vqi0WjIyMiodjwjI6POtUdz5szh4Ycf5rHHHgOUoKeoqIgpU6bw8ssvo1ZfSj47ffp0fvjhB7Zs2UKbNm2u2pbo6GgATpw4UWvg5OjoiKOjY43jWq22wR92qqbq6a6jjhvB9fThjcDe7x+kD0D6AOrfB9b0k9WB088//2ztKfalMnAKUMkmuEII0ZR0Oh1RUVEkJCRw3333AcrUuoSEBKZPn17rOcXFxdWCIwCNRpnyZjabLX8+9dRT/Pvf/2bTpk20a9fumm3Zt28fAEFBQQ28G+tVfW3poJG1tUIIYQtWB05Dhw61RTtuHJdl1pOU5EII0bRiY2OZMGECffv2pX///ixcuJCioiJLlr3x48cTEhJCXFwcAKNGjWLBggXcdNNNlql6c+bMYdSoUZYAatq0aaxcuZL//Oc/uLm5kZ6eDoCHhwdOTk4kJyezcuVKYmJi8PHxYf/+/cyYMYMhQ4bQq1evJrt3s6QjF0IIm6pX4LR//3569OiBWq1m//79Vy3blG8SLdJlmfUkJbkQQjStMWPGkJmZydy5c0lPTycyMpL169dbEkakpKRUG2GaPXs2KpWK2bNnk5qaip+fH6NGjeL111+3lPnkk08AZZPbyy1btoyJEyei0+nYuHGjJUgLDQ1l9OjRzJ492/Y3fJmqqXpqyeYqhBA2Ua/AKTIykvT0dPz9/YmMjESlUlmmMFzO7tc4gSVwClLlkCkjTkII0eSmT59e59S8TZs2VXvu4ODAvHnzmDdvXp311fZ+d7nQ0FA2b95sdTsb26UNcNVXLyiEEKJB6hU4nTp1Cj8/P8vP4ioqp+oFqrJJljVOQgghmohlxEniJiGEsIl6BU5hYWG1/ixqcdmIk0zVE0II0VRMlX/KiJMQQtiG1b9ds7OzLT+fPXuWuXPn8n//939s3bq1wY1YtGgR4eHh6PV6oqOj2b17d51lP/vsM2655Ra8vLzw8vJi2LBhVy3f5CpHnPzIo6iktJkbI4QQwl7IiJMQQthWvX+9HjhwgPDwcPz9/enSpQv79u2jX79+vP/++/z973/ntttu47vvvrO6AatXryY2NpZ58+axZ88eevfuzciRI7lw4UKt5Tdt2sTYsWP5+eef2bFjh2XDwNTUVKuvbRPOPhhVWtQqM6qC9OZujRBCCDtgMpkxoySFkBEnIYSwjXr/dn3hhRfo2bMnW7Zs4dZbb+UPf/gDd999N3l5eVy8eJHHH3+cN9980+oGLFiwgMmTJzNp0iS6devG4sWLcXZ2ZunSpbWW//LLL5k6dSqRkZF06dKFf/zjH5Z9OloEtZoSJyV7k65YAichhBC2Z7wsgYVG0pELIYRN1Hsfp19//ZWffvqJXr160bt3b/7+978zdepUS1rXp556igEDBlh18fLychITE5k1a5blmFqtZtiwYezYsaNedRQXF2MwGPD29q719bKyMsrKyizP8/PzATAYDBgM1q9BqjrnaueWO/lD8Tn0xekNukZLV58+uNHZex/Y+/2D9AE0rA/sub9syWiSwEkIIWyt3oFTTk4OgYGBALi6uuLi4oKXl5fldS8vLwoKCqy6eFZWFkaj0bK/RpWAgACOHj1arzpefPFFgoODGTZsWK2vx8XFMX/+/BrHN2zYgLOzs1XtvVx8fHydr3Uq1eENaAvOsm7dugZfo6W7Wh/YC3vvA3u/f5A+AOv6oLi42IYtsV+XB06yAa4QQthGvQMnUPZputrzpvbmm2+yatUqNm3ahF6vr7XMrFmziI2NtTzPz8+3rItyd3e3+poGg4H4+HiGDx+OVquttcxFw1Y4uBN/dR4xMTFWX6Olq08f3OjsvQ/s/f5B+gAa1gdVo/6icV0eOMkGuEIIYRtWBU4TJ07E0dERgNLSUp544glcXFwAqk2Hqy9fX180Gg0ZGRnVjmdkZFhGt+ry7rvv8uabb7Jx40Z69epVZzlHR0dLmy+n1Wqv68PO1c7XeocC4FWRdUN/oLrePrwR2Hsf2Pv9g/QBWNcH9t5XtnL5GicZcRJCCNuod3KICRMm4O/vj4eHBx4eHjz00EMEBwdbnvv7+zN+/HirLq7T6YiKiqqW2KEq0cPAgQPrPO/tt9/mtddeY/369fTt29eqazYFnZcSOPmTTVmFsZlbI4QQ4kZXbcRJAichhLCJeo84LVu2zCYNiI2NZcKECfTt25f+/fuzcOFCioqKmDRpEgDjx48nJCSEuLg4AN566y3mzp3LypUrCQ8PJz1dyVzn6uqKq6urTdpoLWdfJXAKVOWQnldKmI9LM7dICCHEjayiMnCS0SYhhLAdq6bq2cKYMWPIzMxk7ty5pKenExkZyfr16y0JI1JSUiyZ+wA++eQTysvL+eMf/1itnnnz5vHKK680ZdPrpPJQNsEN4CK7svIlcBJCCGFTpsrASTLqCSGE7TR74AQwffp0pk+fXutrmzZtqvb89OnTtm/Q9XINJF/tibspl/ITm6Dz2OZukRBCiBtYhQROQghhc7K9uC2o1Rz1vg0An9M/NHNjhBBC3OhMZgmchBDC1iRwspGMUCUNeYfsn6HC+oyDQgghRH1VGCsDJ0lFLoQQNiOBk41o2w8i3eyFs6kITiRc+4S6lFyEU1vh99WQfhBMkqVPCCFEdTLiJIQQttci1jjdiNp4u7HWOIBHHf4Hh9ZAl3pshHvhCKTsgOxkyDoOmUcgN6V6GUd3CO0PvcZA9wdAI3+FQghh72SNkxBC2J586raRUG9n5lQGTuaj61CVF4POufbChlL46TXYsQgw13zdsy24BUP6ASjLhxMblcfPr8PgZyFyHDjU3ORXCCGEfTBK4CSEEDYngZONeDhpSXbswjmzL20MWXD8R+h+f82CqXvg309AVpLyvN0QCOgBPhHg2xkCe4CTl/KasQIuHIJjP8KuxXDxNPzwLPz8BkRNgKhJUJkKXQghhP2QwEkIIWxPAicbCvV24fsLA3nS4Xs4uKZ64FR4ATbFQeJyMBvBNQBG/Q0631l3hRoHCOqtPAZOU87d/iEUnIct78DWBdDtXhg2D7zCbX5/QgghWgZL4CTJIYQQwmYkcLKhUC9nvk+rDJyO/QgJrykBUtEF2PkJlBcqBbs/AHe/B87e9a9c5wIDp0L/yXD0B9j9GZz5RVlPlbQObp4Bg58BrZNtbk4IIUSLYZTkEEIIYXMSONlQqLcT681hXNC3w7/0FGx9t3qBkCgY/hqED274RTRaZSSr+/2Qth9+fAlOb1VGs/auUNY/dbsP/LuCfBMphBA3pEtT9Zq5IUIIcQOTwMmGQr2dARV/853HXzudgIIMKMyAilLoPVYJdhozmAnqBRO+h0P/hg2zIe8sbH5Lefh2hgFPwk0PSyY+IYS4wRhNyp8atUROQghhK/IJ2oZCvZQser8V+sCQWhJD2IJKBT0egE4j4fB/4fB/IDlBST7xw7PKFMHhryqvywiUEELcEIwmJXKSESchhLAd+RVrQ6HeyvqicxdLMJtrSTNuSzoXiBwL41bB/yXDnW+Ck7cSQP1rDCy7C45vhKZulxBC2NiiRYsIDw9Hr9cTHR3N7t27r1p+4cKFdO7cGScnJ0JDQ5kxYwalpaVW1VlaWsq0adPw8fHB1dWV0aNHk5GR0ej3VhfZx0kIIWxPAicbalM54lRYVkFusaH5GqJ3V6bpPb1XSRihcVQ22v1yNPx9KOz/Ckpym699QgjRSFavXk1sbCzz5s1jz5499O7dm5EjR3LhwoVay69cuZKZM2cyb948jhw5wpIlS1i9ejUvvfSSVXXOmDGD77//nq+//prNmzdz/vx5HnjgAZvfb5XKASccZKqeEELYjEzVsyG9VoOfmyOZBWWcvViMl4uueRvk5KlM04t+Qtls97elkPY7rJkMKg20HagkqtBUttNUAQVpkHdOWZ/l21FJd97utma9DSGEqMuCBQuYPHkykyZNAmDx4sWsXbuWpUuXMnPmzBrlt2/fzuDBgxk3bhwA4eHhjB07ll27dtW7zry8PJYsWcLKlSu5/fbbAVi2bBldu3Zl586dDBgwwNa3TUVl5CQDTkIIYTsSONlYqJeTEjjllNCrjWdzN0fhHgwjX4ebY2H33+Hwd5B5FM5sUx51yTgAh9bgoHXmZl0ImrzPQecMjm7KJr1OXkr684J0yE+FwkxoO0AJ1Fz9muruhBB2qry8nMTERGbNmmU5plarGTZsGDt27Kj1nEGDBrFixQp2795N//79OXnyJOvWrePhhx+ud52JiYkYDAaGDRtmKdOlSxfatm3Ljh07ag2cysrKKCsrszzPz88HwGAwYDBYP0PBUFEBgEZFg86/EVTdt9y/fd4/SB+A9AFY3wfW9JUETjYW6u3MnpRczl4sbu6m1OTiA7fNUh4XT8OxDUpwVLXuSaUGtyDwCAEXP2V636HvUOWewcdwHE4ev/Y1zmxTRrf6jIfef1Y25nXyUhJTmM1Qlg+GUnD1l2QVQojrkpWVhdFoJCAgoNrxgIAAjh49Wus548aNIysri5tvvhmz2UxFRQVPPPGEZapefepMT09Hp9Ph6elZo0x6enqt142Li2P+/Pk1jm/YsAFnZ+d63e/l9mWqAA0XL+awbt06q8+/kcTHxzd3E5qVvd8/SB+A9AHUvw+Ki+v/GV0CJxuryqx3NqcFBk6X8wqH6ClXL9P5Lhg2H8O5Pez96d/06dEFB1MplBUoa6RKLkJ5EbgFgnuIMhqVuBzO74HdnyoPAJ2rMkpVnA3GcuWY3hOCekNgTyVgKytQHnp38I4AnwjwCK0c2fIErTNUlIGhWKnDxR9kbr8QwkqbNm3ijTfe4OOPPyY6OpoTJ07wzDPP8NprrzFnzhybXXfWrFnExsZanufn5xMaGsqIESNwd3e3ur7i387CiSP4+/oSE9O3MZvaahgMBuLj4xk+fDharba5m9Pk7P3+QfoApA/A+j6oGvGvDwmcbKwqs97ZiyXN3JJGolJBYC/SPM9h7hUD1/oH2WcCnNykjDql/Q5FF6C8UHlcqhRKc+HUZuXREDpXCOylBF8eIeDorgRn7sEQ0AMcXRtWrxCi1fD19UWj0dTIZpeRkUFgYGCt58yZM4eHH36Yxx57DICePXtSVFTElClTePnll+tVZ2BgIOXl5eTm5lYbdbradR0dHXF0dKxxXKvVNujDjlmlfHHkoFHb7YelKg3twxuFvd8/SB+A9AHUvw+s6ScJnGysasTpXEsfcbIVlQoiblMeAIYSJdlEeSE4+4KLr5KY4sJhSNsHF46A2kEJfHQuUJID2cmQkwz5aUqAZaq48iJKfSnblUfNRoBvJ2jTFzqOgA53KEGVEOKGotPpiIqKIiEhgfvuuw8Ak8lEQkIC06dPr/Wc4uJi1FeMVms0GgDMZnO96oyKikKr1ZKQkMDo0aMBSEpKIiUlhYEDB9rgTmsyVqYjd5DsEEIIYTMSONlYqHdl4HSxBJPJjNre39S0Tkp2visFRyqPazGbK0esikGrV6bsoYKsY8qIVvoBKMqsnOqXDzknlcyAWUnKY9+XStbAdkMh/GYleUVQJGCGi2eUtV6GIqWMWgt6DwjorkwZFEK0eLGxsUyYMIG+ffvSv39/Fi5cSFFRkSUj3vjx4wkJCSEuLg6AUaNGsWDBAm666SbLVL05c+YwatQoSwB1rTo9PDx49NFHiY2NxdvbG3d3d5566ikGDhzYJBn1AIxm2cdJCCFsTQInGwvy0KNRqyg3mrhQUEagh765m9S6qVTKaNGVI0YB3ZQHY2ueU5ChjGad3gpH1yrB1Il45QHKCFeNUawr+HRQpgH6dwW/LuDZHreSs6hObYGyi5B9QgnaMg4pbYz8C0RNVEbUhBBNZsyYMWRmZjJ37lzS09OJjIxk/fr1luQOKSkp1UaYZs+ejUqlYvbs2aSmpuLn58eoUaN4/fXX610nwPvvv49arWb06NGUlZUxcuRIPv744ya7b6NsgCuEEDYngZONOWjUBHnoOXexhOMXCiRwag5uAeA2EjqNhOGvQWaSEjSl7ISzu5QRKgCdG3iHg6MHmAxgNEDhBcg/pwRG2ScsVWqB2wFqT9QFP70Gm9+GHqNh6P+Bd3vb3qMQwmL69Ol1Ts3btGlTtecODg7MmzePefPmNbhOAL1ez6JFi1i0aJHV7W0MEjgJIYTtSeDUBAZF+PDVb+f4cmcKt3SU/YyalUoF/l2Ux6CnlKl/eeeU9VRVadKvVJSljFil7VeCrsyjmLNPUG5SofMMQuXiB55hENhDSURRkAa7FsP5vfD7Sjj4DUQ/DkP+T5n6B2AyKVMODcVKJsLCjEtrucoKocMwiLgdHJp502QhRKtgCZxkWwchhLAZCZyawGO3tOer387x4+F0TmUV0c7XpbmbJKqoVOAZevUyLr5KINPh0uaWFQYD69etIyYmpvZsLL3GwLnfYNMbkPwTbP8Q9n4JrgFQnKWkYjeb6r7mr58pQVaXUdD9Pmg3BBxqZuC6quxkOLERnH2U8139rTtfCNFqWAInjQROQghhKxI4NYFOAW7c1tmPn5My+cfWk7x+f8/mbpKwNZUKQvvBQ2vgeDxseFlJYFGSc0U5tZJK3clLmc7nE6EcP/K9Mgq1b4Xy0LkpUw2DeiuBkLO38qeTt/Kz2kEZOcs7q6y1OvwfSN9f/Vp+XaDL3TBwunKOEOKGISNOQghhexI4NZEpQyL4OSmTbxLPMWN4J3xdrRw9EK2TSgWdRijp2E9tUQIlFz9lFEvvAQ762qcH3vU2nNkOh/6tJLQoTFem/B38xopra5TMgSU5kH4QMo8qj92fwcBpMGBq3dkCi7Jhz3LY809lQ+OYd5TNiYUQLZKscRJCCNuTwKmJDGjvTa82Huw/l8c/d5whdnin5m6SaEoarbJ/VH2pNdDuFuUR8y6kJsKx/ymjSsXZlY8c5VFeoJyj91SmHXqFK9MKu4wCFx/lteIcZcrgLwuVEalNcbB1gbJZsHsIuAUpbVSplFTuSevBWKace/EUfDpUCbZunamsB7uc0aAkzlBplGBQ714zIDQalKmDhRlKIOYeLHtpCdGIqtKRyz5OQghhOxI4NRGVSsWUIe2ZvnIvX+w4zZNDI3DSaZq7WaI1UKuVaX+h/Wp/vaJcCXKuFog4e0PPP0L3B+Dwd/DzG5B9XEnNnnOy9nOCIqHvI5CcoEz92/43ZQTKvysaz3Z0T8tB88UncH4fVJRUP9dBr4ysOftARakSWF2Z8t3RHbzbKanefTpASF9lhEznXM+OEUJUqRpxsvu9AoUQwoYkcGpCd3YPJNTbibM5Jdz5wRbu7B7IrZ39Sc8v4ZcT2ew6lY3JBB38Xeno70rXIHcGd/CVFObi6hx09c++p1ZDjweg232QlwJ5qcooVmEGmI1KlkFQApg2/ZRRo6gJygjUuueVNVQpO1Cn7KDD5fXq3JRpiGX5gFkJlvLOKg9LGVdlZKvoApTmKWXTflcelnvRQ/gtysbEnmHg0UZ5uAWBRn5dCVGXqsBJRpyEEMJ25JNIE3LQqJn7h+5MX7mHM9nFfLrlJJ9uqfltf2puCZuPZVqed/R35ZaOftzdK5A+bb1QyeJfcb3UamVKn1d4/cp3vlNJj37hEGQnY8w8zukjewjrfzcO4YOUESO1+lKa9ZIcJY17UZYy7dCvixIAVf3bLStUArack8poVGYSnNyk7Jl1+ebEVVRqcAtW6vCJUK7n21E5VpUoQ6MFQ0llivdiMBQpqd6NBmVky6Ot0kYhbkCWESd5fxBCCJuRwKmJDe8WQOKc4WxOymTD4XS2J2cT5KFnUIQvgyJ8cNZpOJZRyLGMAvaezWX/uVyOXyjk+IVClv5yijZeTtzTO5gH+rShg79rc9+OsCcOOgi+CYJvwmQwcLBgHW0jY+DydOxqtbLGSe9+9aDM0fXSflpVzGYlecXxDXDhyKUsgXmpyobE+eeUx9mdDWy/E/h1UgLAnn+CgG7VXzeblQ2Rd/9dSSUf1BvaD4V2Q5V1WVpnJQgUogWSNU5CCGF7Ejg1A1dHB+7uFcTdvYJqfb1v+KVU0bnF5WxPzib+cAYbDqVz7mIJH29K5uNNyfQN82JMv1Du6hmEq6P8VYpWTqUC/67K43ImkzK9L+8c5J5RkkxkHVdGqooylVGty9dYaXSgdVKmBupcAJWS4KKi5NLUwG3vK5sVh0QpqdzVGkjZWT2Fe+4ZOPLf6m3R6JTsgr3HQud7bNYVQlhL1jgJIYTtyaftFs7TWUdMzyBiegZRUm7kp6MX+Pfec/yclMlvZy7y25mLzFxzgG5B7vQN9yK6nTcD2/vi4VzLpqxCtEZqtTLi4xYIbfrWXqa8CExGZVSotrVQxgq4eBrS9sHBNcqoVsZB5XE5Bz30fBC6joK0/cr0wXO7wVheWU+5kuEwNRGH9bPo634TZHWEoCtGr6qYTMr5GYeU6188rUwbHPKCMuomRCOpkHTkQghhcxI4tSJOOo1lpOpCfinf7DnHN7+d42RWEQdS8ziQmseyX06jVkHPNp4MaO9NiKcTvq6O+Lk50inADQ8nCajEDejKFOlX0jiAbwfl0fOPSnr2o2uhIF3J9mc2KlkAez54aXPgTiNh6P8pwU9FqfIozYOk/8Hv/0KVvp+Q3N2Y/z4YbnoIhr6opHZXqaAkF37/F/z6D2Vk7EpHfoA/LoXgyKu321CiZDIsygK/zspaMfdgZR1ZWYGylkulVoJLtVZZ/6V1akgPKkwmOPo9bH0P8tOUBCFtB0C7Idduq2hWJkkOIYQQNieBUyvl765n6q0dmHprB9LySvj19EV+PZXD9uQskjOL+P1sLr+fza1xXjtfF3q38aCDvyshXk4EezgR7OmEv7sjjg6yfkPYCWdv6PNw/cqq1UqKdJ2zct7AqTBwKoaze8j65jmC8vYowc2efyrlNTpl9MtsVJ7r3CBskDLS5BakbECckwz/GAa3PAfe7ZXAzsFJSXrh3V6ZOnjgG9j4irKuq740OiXYCRsMof2VaYWuAcprF0/BmR3KurGQvhA28FLAWZABZ7YpUxjTD1yqL2mt8gBofysMe0VZ5yZanApJDiGEEDYngdMNIMjDiXt6K0kjANLySth6PIv953LJLCgjq7Cc9LxSUnNLOJVVxKmsolrr8XHREeSpp623M229XQj1dsJNr0XvoMZJpyHIw4kwH9ljRwgAAnuyu/2z3N3TB4dNr0PKduV41bQ+v67Q/zHoNab6Hlt9xsN/n4KjP8DmN2vWq3FURr+qAib3NhBxq7Ku68JRKMtTphTqXJVgzowyamYohtJcOPOL8qji7Kus4ypMr34dtVZJgJF/HgrOXzquc4MBT0LEbXDuVyXYOrFRmbb491uVvcBun62MbokWwzLipJHASQghbEUCpxtQkIcTf+obyp/6hlY7nlNUrkzpO5fLmexiUnNLSM0tIS2vlPIKE9lF5WQXlXMwNb/Ouh3UKtp6O+NqUnNUd5zOgR5E+LkS5uuMu16mAQr7Yw6Nhkf+B6X5ynQ+Y7mSoe/y9OuXc/aGMStg7wo48r2yebGxQpl+l3VMCYDyz4HWBW6ZAQOnX5p+ZzYrQZKmlv9rZrOS3v30NuWR9ruyyXFxlvK6WgshfZT9sVJ2Kvt4pf6mvKZSg29n6BKjXK9qumLYIBj8DOScUjZNPvA1HFqjpJsf/5/G70zRYDLiJIQQtieBkx3xdtExtJMfQzv5VTtuNpu5WGwgLa+E87mlnMku4mxOMecullBcbqS0wkhxmZGzF4spLjdyMqsIULN/86ka9Yd6KaNUTjoNLjoNQZ5OtPNxIdzXhXAfZ/zcHGUfKnFj0rsD7vUrq1IpUwWvnC5oMkHuaSUACuwNrn41z6staKp6zSdCeURNUI6VF0PmEagoV9YoXR6A5ZyE1D1KgBfY8+rJKrzbwejPYPDTsHE+3DqzfvcpmoxJ0pELIYTNSeAkUKlUeLvo8HbR0T3Yo85yJpOZtPxSks7n8v2WX9H5hnEqq5iTWYVkFZaTU6Q8rkavVVumArb1dibMx9nyZxsvZ3QOskGpsGNqtbLGybt949Snc1ZSrl/p8iDLGoE94aFvGqdtolFVSDpyIYSwOQmcRL2p1SpCPJ3wd3Gg4LiZmJhuaCs3Py0sq+BMdhGplaNUReUVFJZWcO5iCaezlXVV53NLKDWYKjf4LaxZvwqCPZVkFYHuegI99Pi7KRkBfV0dCXDX08bLCb1WklgIIcTljJJVTwghbE4CJ9EoXB0d6B7scdURq/IKE6m5JZzJLiIlp5izOcWk5BRzJlv5s7jcyLmLJZy7WFJnHQCBlQFUgLsev8rAyt1Ji6ujBldHLWE+zkT4ucp+JkIIu2GUfZyEEMLmmj1wWrRoEe+88w7p6en07t2bDz/8kP79+9da9tChQ8ydO5fExETOnDnD+++/z7PPPtu0DRYNpnNQ087XhXa+NffcMZvNZBaWkZJdTFpeKRn5paTllZJZUKY8CstIyy2hqNxIen4p6fmlV72Ws05Dj2APugW7E+7jTDs/V8J9nAn00EvadSHEDccSOMkaUiGEsJlmDZxWr15NbGwsixcvJjo6moULFzJy5EiSkpLw9/evUb64uJj27dvz4IMPMmPGjGZosbAVlUqFv5sefzd9nWWqklik5BRz7mIxF/KVgCqzoIzC0gqKyivILzFw/EIhxeVGdp/OYffpnBr1+LrqCPZ0oo2XE6FezoR6O9PR35Wuwe6SGVAI0SoZzTLiJIQQttasgdOCBQuYPHkykyZNAmDx4sWsXbuWpUuXMnNmzaxN/fr1o1+/fgC1vi5ubJcnsYgM9ayznNFk5mRmIb+fy+N4RoFl76qUnGLKKkxkFZaTVVjO/nN5Nc5t4+VE5wA3wnxcCPdVEle08VLWXTnrmn2AVgghaiVT9YQQwvaa7ZNgeXk5iYmJzJo1y3JMrVYzbNgwduzY0WjXKSsro6yszPI8P1/Zo8hgMGAwGKyur+qchpx7o2gNfRDurSfcWw8EWI5dSruuTAM8W7meKiWnmGMZhZzPK73qGisvZy2dAlzpGuhGRz9ncgoht6gEz8qZh9lF5RzPKESthr5tvW7o7Fat4d+ArUkfNKwP7Lm/bEkCJyGEsL1mC5yysrIwGo0EBARUOx4QEMDRo0cb7TpxcXHMnz+/xvENGzbg7Ozc4Hrj4+Ovp1k3hNbeBwFAgAqifAAfKDLA+WIVGSWQVaoiqxSyylTklkGJUcXFYgO7Tl1k16mLlTU48N6BrXjpzBjMUGi49IHFV29mSKCJaD8z+ht4oKq1/xtoDNIH1vVBcXGxDVtiv2SNkxBC2N4N/JFOMWvWLGJjYy3P8/PzCQ0NZcSIEbi713OzyssYDAbi4+MZPny4JRW3vbHHPigoNZCSU8LR9AKOphdwJC2fw6kXKTCouFiufFBRqaCNpxO5JQaySitYc1rDD+fU+Ls54u2sxctZh4+rDl9XHb6ujgR56An3caatd+ubBmiP/wauJH3QsD6oGvW3JWuSDt16661s3ry5xvGYmBjWrl0LUOem3W+//Tb/93//B0B4eDhnzpyp9npcXFyTTSu3BE4aCZyEEMJWmu3Tmq+vLxqNhoyMjGrHMzIyCAwMbLTrODo64ujoWOO4Vqu9rg8713v+jcCe+sBbq8XbzZnIMB9A+cC4bt06Bt46jJSLZWg1ajoGuOKsc6CorII1e1P5/JdTJGcW1SvFepCHnu7B7nQL9qBTgCvuei0ujhrc9Fra+bqg1bTMjYHt6d9AXaQPrOsDW/eVtUmH1qxZQ3n5pY27s7Oz6d27Nw8++KDlWFpaWrVz/ve///Hoo48yevToasdfffVVJk+ebHnu5ubWWLd1TVXJIWQfJyGEsJ1mC5x0Oh1RUVEkJCRw3333AWAymUhISGD69OnN1SwhrOLlrMPfo3p6dRdHBx4eEMZD0W1JySkmq7Cci0Xl5BSVk1VUZkmxfu6isqfV5euuNh65UOMaro4O9G/nzaAIH7oHexDi6USghx6dgxJMmSs/MNX1rbgQ9sTapEPe3t7Vnq9atQpnZ+dqgdOVX+b95z//4bbbbqN9+/bVjru5uTXqF3/WMBqV3wNq+T0ghBA206zzg2JjY5kwYQJ9+/alf//+LFy4kKKiIssb3vjx4wkJCSEuLg5QEkocPnzY8nNqair79u3D1dWVDh06NNt9CFEblUpFmI8LYT419626XF6xgWMXCjiUmseh8/mcyiqiqNxIUVkFOUXlFJZV8NPRC/x09FJQpVKBk1ZDhdFMudGEk1ZD33AvBkb4ENXWi+LK/a4yC8oI93Xhlg6+eLnobH3LQjSrxkg6tGTJEv785z/j4lL7/9uMjAzWrl3L8uXLa7z25ptv8tprr9G2bVvGjRvHjBkzcHCo/W22sRMXVVRO1cNktNsEHPaesMXe7x+kD0D6AKzvA2v6qlkDpzFjxpCZmcncuXNJT08nMjKS9evXWxJGpKSkoFZfmqJ0/vx5brrpJsvzd999l3fffZehQ4eyadOmpm6+EI3Cw1lLv3Bv+oV713jNZDJzOC2fX05ksfNkNmeyi0nNLaGswkRxudFSrsRgZOvxLLYez6r1GmoV9A71pFuQO3qtBr1WjaeTjm7B7vQI9sDD2b6nmokbw/UmHdq9ezcHDx5kyZIldZZZvnw5bm5uPPDAA9WOP/300/Tp0wdvb2+2b9/OrFmzSEtLY8GCBbXW09iJi/ILNICKPXt+I/+E1affUOw9YYu93z9IH4D0AdS/D6xJWtTsK9KnT59e59S8K4Oh8PBwy7QkIeyBWq2iR4gHPUI8eHxoBKBMzcsqLKe4vAKtRo1WoyanqJwdyVlsT87m0Pl83J20BHno8XbRceBcHkkZBexNyWVvSm6t12nj5US4jwuh3s4Ee+hJzy/l+IVCki8U4uWi446u/ozoFshNoZ43dJp1Yd+WLFlCz54960wkAbB06VL+8pe/oNdX36z78iREvXr1QqfT8fjjjxMXF1frOtvGTlz0XtJWKC1hQP/+9G/va/X5NwJ7T9hi7/cP0gcgfQDW94E1SYuaPXASQlhHpVLh5+YIXPow5ufmSOdANyYOblfrOWl5JWw9lkVqbgmlFUbKDCYy8ks5dD6flJziqyawyC4q58SFQj7dfBIXnYYgTyf83XQY8tTs/O9hnB21uOg09GrjycAIH1wc5deKaB7Xk3SoqKiIVatW8eqrr9ZZZuvWrSQlJbF69eprtiU6OpqKigpOnz5N586da7ze2ImLTJVT9XRaB7v9sFTF3hO22Pv9g/QBSB9A/fvAmn6STzhC2IEgDyf+1C+01tfyig0kZRSQklNMSk4x53NL8HNzpFOAKx383DidXUT84Qx+TrpAQWkFJy4UcuICgJpfs85Vq0urUdE3zJtuwe54u+jwdtHh5azDy1mr/Fz5XDbpFLZwPUmHvv76a8rKynjooYfqLLNkyRKioqLo3bv3Nduyb98+1Gp1rZn8bKFqjZODumVm4BRCiBuBBE5C2DkPZy3923nTv13NNVYAPdt4MKp3MAajiTPZxWTkl3Iup5BffttPWERHyk2QW2Rg+8kszuaUsONkNjtOZtd5PbUKfFwd8XN1xM/NEX835c8gTyfaeDrRxssJf3c9bo4OMi1QWM3apENVlixZwn333YePj0+t9ebn5/P111/z3nvv1Xhtx44d7Nq1i9tuuw03Nzd27NjBjBkzeOihh/Dy8mr8m6xFVW4I+VJCCCFsRwInIUS9aDVqOvi70sHfFYPBA33a78Tc3sEyxG02mzmdXcy245mcu1hCTlE5F4vLyS4qJ7fYwMXicvJKDJjMWFKyk1b39VQqcNcrI1VBHnqCPJwI8dQT4KEnwE1PgLueAHdHfFwd5cOisLA26RBAUlIS27ZtY8OGDXXWu2rVKsxmM2PHjq3xmqOjI6tWreKVV16hrKyMdu3aMWPGjGprmGytwmQCoIVu+SaEEDcECZyEEI1CpVLRzteFdr51p1+vMJrIKSrnQsGl/awuFJRyoaCM87nKOqvU3BIKSiswmyGvxEBeiYFTWUV11qlWga+rEkC56x1wd9LirFNStRuMJlQq6ODvSrcgD7oEueGmv/Rrz8NJi6ODplH7QTQ/a5IOAXTu3PmaiYemTJnClClT/r+9O4+N8rz2OP6bzWOPd2y8FQwmcNkCXIgDdYgUtSAFiNompY0SuZHT9haRmBRadYlKaVJVFKTqpmqriipVQ/8oBZUqUJqSoNSkaYnYAwQCmCw0cIGxMcae8T6eOfcPhynDkrETewY83480Cn7fx5NzDtjHx+87z9zw3KxZs7Rnz54BxzmYPpyb5OJWPQAYMgxOABLG7XKqKCddRTnpH7muuzes1s6QAp0hXWrr0YXWLp1r6dT5lk41BLp1Mdglf6BLTW09CkdMjcFuNQa7b/p8O95uuOFxl9OhsQU+TSzJVlF2urp7w+rsCStsUlG2N3qla0yBT2MLM5XFxhe4RV15jRNXnABg6PBTAIBbjtftUlG2S0XZ6Rr/Ea+tD0dMl9q65Q906XJH36DV2hlSVygsj8spt8uhnt6ITjUEdfx8QPUNQfX09v1q3j78/Pcutuu9ize/onW1kdleleVlqCjbq8JMjy5fcKp57xkV5fhUkNV3S2FJbvpNr2JFIiYTr0PB4IvYlcGJf1sAMFQYnADctlxOR7+uYN2Imakh0K36hqBO+YNq7uiRz+NSRlrf0NMY7NaF1i6db+nUB5fa1dTW85/XZkU59cr/Xf/GqoVZaRqZnR7d+KKlo0f/vtS3a2FvOKKR2V4V56QrN8Mjs74BzmTKSfco35emvEyPSnPSNXqET6PyfRpT4FO6h1sKcXPRK04OBicAGCoMTgBSksPhUMmHV4ju+6+Rcde3dob076Z2+QNduhjslr+lQ2+eeFdZBSW63BHSxQ8Hre7eiJraetTU1qMTN9n8oiHQrYbAzW8tvJbL6dCEoixNLctV+QifQuGIukJhhc00Ot+nipGZGleYqex0j9wuh9JcTnndTjn4ITplhCNccQKAocbgBAD9kJvh0YzRebryDj6hUEjbu09p0aL/jtlZ8HJHSOdbOqMbXzS19Sgnw6OKgkyNKfApze1UY6Dv9sLWzpBczv+8oD/QGVJLR4+a2/ue4+zlDp1t7lCgq1cn/UGd9Af7HW+Gx6XyET6NHuFTWV668j58P608n0fZXo+y093KTu/bSCMjzaV0j0sel0Mup0MuR99/GbxuD2YWHZzcDE4AMGQYnABgkDgcjugb/36U4px0TVNuv57zyi2Fx8616ui5VjUGu+R1u+T1OCWTPrjUodNN7fr3pXZ1f/j6LUnqDIVV3xBUfUP/h62ruZwOZXndyk53K9+XprGFmbpjZKbuGJmlqWU5Gjcy62M9LwZf5KoNAXnvMwAYOgxOAHALu/qWwvlTij9ybSRiCkUi6umN6GKwW2cvd+pMc4caWrvU0tmjyx0htXaEFOwKKdjVq0BXr7pCYXX09Mb88C313fp1ZTv4/7vcqaPnWqPnFs8apf99eIZwawhf9ZfHFScAGDoMTgAwTDidDnmdLnndLmWne/p9VcjMFAqbeiMR9UZMkYipKxRRW3dIga5eNQW7dbqpXe9dbNN7F9s1fVT/rpYhMUymyjF5utR8WW7exwkAhgyDEwCkOIfDoTS3Q2m69ofuge9WiMTzul3a+D+ztX379uiukACAwcevpgAAAAAgDgYnAAAAAIiDwQkAAAAA4mBwAgAAAIA4GJwAAAAAIA4GJwAAAACIg8EJAAAAAOJgcAIAAACAOBicAAAAACAOBicAAAAAiIPBCQAAAADicCc7gEQzM0lSIBD4WJ8fCoXU0dGhQCAgj8czmKHdNqgBNUj1/CVqIH28Glz53nvlezH60Js+uVSvQarnL1EDiRpIA6/BQPpSyg1OwWBQkjR69OgkRwIAqSsYDCo3NzfZYdwy6E0AkFz96UsOS7Ff+0UiEZ0/f17Z2dlyOBwD/vxAIKDRo0fr7NmzysnJGYIIb33UgBqkev4SNZA+Xg3MTMFgUGVlZXI6uVv8CnrTJ5fqNUj1/CVqIFEDaeA1GEhfSrkrTk6nU6NGjfrEz5OTk5Oy/yCvoAbUINXzl6iBNPAacKXpevSmwZPqNUj1/CVqIFEDaWA16G9f4td9AAAAABAHgxMAAAAAxMHgNEBer1fPPPOMvF5vskNJGmpADVI9f4kaSNTgVsLfBTVI9fwlaiBRA2loa5Bym0MAAAAAwEBxxQkAAAAA4mBwAgAAAIA4GJwAAAAAIA4GJwAAAACIg8FpgH79619r7NixSk9P15w5c7Rv375khzQk1qxZo7vvvlvZ2dkqKirSgw8+qPr6+pg1XV1dqq2tVUFBgbKysrR48WI1NDQkKeKht3btWjkcDq1YsSJ6LBVqcO7cOX3lK19RQUGBMjIyNG3aNB04cCB63sz0ox/9SKWlpcrIyND8+fP1zjvvJDHiwRMOh7Vq1SpVVFQoIyNDd9xxh37yk5/o6j11hlv+//znP/W5z31OZWVlcjgc2rp1a8z5/uTb3Nys6upq5eTkKC8vT1//+tfV1taWwCxSD73pP1Lh+/IV9KXU60sSvSmpvcnQb5s2bbK0tDR74YUX7O2337ZvfOMblpeXZw0NDckObdDdf//9tn79ejt27JgdPnzYFi1aZOXl5dbW1hZds3TpUhs9erTV1dXZgQMH7NOf/rTdc889SYx66Ozbt8/Gjh1r06dPt+XLl0ePD/caNDc325gxY+zxxx+3vXv32vvvv287duywd999N7pm7dq1lpuba1u3brUjR47Y5z//eauoqLDOzs4kRj44Vq9ebQUFBfbSSy/Z6dOnbfPmzZaVlWW/+MUvomuGW/7bt2+3lStX2osvvmiSbMuWLTHn+5PvggULbMaMGbZnzx7717/+ZePHj7dHH300wZmkDnpTavYm+lJq9iUzelMyexOD0wDMnj3bamtrox+Hw2ErKyuzNWvWJDGqxGhsbDRJ9vrrr5uZWUtLi3k8Htu8eXN0zYkTJ0yS7d69O1lhDolgMGgTJkywV1991e67775og0qFGnz/+9+3e++996bnI5GIlZSU2M9+9rPosZaWFvN6vbZx48ZEhDikHnjgAfva174Wc+yLX/yiVVdXm9nwz//a5tSffI8fP26SbP/+/dE1L7/8sjkcDjt37lzCYk8l9KbU6030pdTtS2b0pmT2Jm7V66eenh4dPHhQ8+fPjx5zOp2aP3++du/encTIEqO1tVWSNGLECEnSwYMHFQqFYuoxadIklZeXD7t61NbW6oEHHojJVUqNGmzbtk2VlZX68pe/rKKiIs2cOVO//e1vo+dPnz4tv98fU4Pc3FzNmTNnWNTgnnvuUV1dnU6dOiVJOnLkiHbt2qWFCxdKGv75X6s/+e7evVt5eXmqrKyMrpk/f76cTqf27t2b8JiHO3pTavYm+lLq9iWJ3nStRPYm9+CFPbw1NTUpHA6ruLg45nhxcbFOnjyZpKgSIxKJaMWKFZo7d67uvPNOSZLf71daWpry8vJi1hYXF8vv9ychyqGxadMmvfnmm9q/f/9151KhBu+//77WrVunb3/72/rBD36g/fv365vf/KbS0tJUU1MTzfNGXxfDoQZPP/20AoGAJk2aJJfLpXA4rNWrV6u6ulqShn3+1+pPvn6/X0VFRTHn3W63RowYMSxrkmz0ptTrTfSl1O5LEr3pWonsTQxOiKu2tlbHjh3Trl27kh1KQp09e1bLly/Xq6++qvT09GSHkxSRSESVlZX66U9/KkmaOXOmjh07pt/85jeqqalJcnRD709/+pM2bNigP/7xj5o6daoOHz6sFStWqKysLCXyB25lqdib6Ev0JYnelEzcqtdPhYWFcrlc1+1M09DQoJKSkiRFNfSWLVuml156Sa+99ppGjRoVPV5SUqKenh61tLTErB9O9Th48KAaGxs1a9Ysud1uud1uvf766/rlL38pt9ut4uLiYV+D0tJSTZkyJebY5MmTdebMGUmK5jlcvy6++93v6umnn9YjjzyiadOm6bHHHtO3vvUtrVmzRtLwz/9a/cm3pKREjY2NMed7e3vV3Nw8LGuSbPSm1OpN9CX6kkRvulYiexODUz+lpaXprrvuUl1dXfRYJBJRXV2dqqqqkhjZ0DAzLVu2TFu2bNHOnTtVUVERc/6uu+6Sx+OJqUd9fb3OnDkzbOoxb948HT16VIcPH44+KisrVV1dHf3zcK/B3Llzr9vq99SpUxozZowkqaKiQiUlJTE1CAQC2rt377CoQUdHh5zO2G+TLpdLkUhE0vDP/1r9ybeqqkotLS06ePBgdM3OnTsViUQ0Z86chMc83NGbUqs30ZfoSxK96VoJ7U2fdGeLVLJp0ybzer32+9//3o4fP25LliyxvLw88/v9yQ5t0D3xxBOWm5tr//jHP+zChQvRR0dHR3TN0qVLrby83Hbu3GkHDhywqqoqq6qqSmLUQ+/q3YvMhn8N9u3bZ26321avXm3vvPOObdiwwXw+n/3hD3+Irlm7dq3l5eXZX/7yF3vrrbfsC1/4wm295enVampq7FOf+lR0y9cXX3zRCgsL7Xvf+150zXDLPxgM2qFDh+zQoUMmyZ577jk7dOiQffDBB2bWv3wXLFhgM2fOtL1799quXbtswoQJbEc+hOhNqd2b6Eup1ZfM6E3J7E0MTgP0q1/9ysrLyy0tLc1mz55te/bsSXZIQ0LSDR/r16+Pruns7LQnn3zS8vPzzefz2UMPPWQXLlxIXtAJcG2DSoUa/PWvf7U777zTvF6vTZo0yZ5//vmY85FIxFatWmXFxcXm9Xpt3rx5Vl9fn6RoB1cgELDly5dbeXm5paen27hx42zlypXW3d0dXTPc8n/ttddu+LVfU1NjZv3L99KlS/boo49aVlaW5eTk2Fe/+lULBoNJyCZ10JvWR9ekwvflq9GXUqsvmdGbktmbHGZXvc0wAAAAAOA6vMYJAAAAAOJgcAIAAACAOBicAAAAACAOBicAAAAAiIPBCQAAAADiYHACAAAAgDgYnAAAAAAgDgYnIEU4HA5t3bo12WEAACCJvoTbD4MTkACPP/64HA7HdY8FCxYkOzQAQAqiLwED5052AECqWLBggdavXx9zzOv1JikaAECqoy8BA8MVJyBBvF6vSkpKYh75+fmS+m5XWLdunRYuXKiMjAyNGzdOf/7zn2M+/+jRo/rsZz+rjIwMFRQUaMmSJWpra4tZ88ILL2jq1Knyer0qLS3VsmXLYs43NTXpoYceks/n04QJE7Rt27ahTRoAcMuiLwEDw+AE3CJWrVqlxYsX68iRI6qurtYjjzyiEydOSJLa29t1//33Kz8/X/v379fmzZv197//PaYBrVu3TrW1tVqyZImOHj2qbdu2afz48TH/jx//+Md6+OGH9dZbb2nRokWqrq5Wc3NzQvMEANwe6EvANQzAkKupqTGXy2WZmZkxj9WrV5uZmSRbunRpzOfMmTPHnnjiCTMze/755y0/P9/a2tqi5//2t7+Z0+k0v99vZmZlZWW2cuXKm8YgyX74wx9GP25razNJ9vLLLw9angCA2wN9CRg4XuMEJMhnPvMZrVu3LubYiBEjon+uqqqKOVdVVaXDhw9Lkk6cOKEZM2YoMzMzen7u3LmKRCKqr6+Xw+HQ+fPnNW/evI+MYfr06dE/Z2ZmKicnR42NjR83JQDAbYy+BAwMgxOQIJmZmdfdojBYMjIy+rXO4/HEfOxwOBSJRIYiJADALY6+BAwMr3ECbhF79uy57uPJkydLkiZPnqwjR46ovb09ev6NN96Q0+nUxIkTlZ2drbFjx6quri6hMQMAhi/6EhCLK05AgnR3d8vv98ccc7vdKiwslCRt3rxZlZWVuvfee7Vhwwbt27dPv/vd7yRJ1dXVeuaZZ1RTU6Nnn31WFy9e1FNPPaXHHntMxcXFkqRnn31WS5cuVVFRkRYuXKhgMKg33nhDTz31VGITBQDcFuhLwMAwOAEJ8sorr6i0tDTm2MSJE3Xy5ElJfTsLbdq0SU8++aRKS0u1ceNGTZkyRZLk8/m0Y8cOLV++XHfffbd8Pp8WL16s5557LvpcNTU16urq0s9//nN95zvfUWFhob70pS8lLkEAwG2FvgQMjMPMLNlBAKnO4XBoy5YtevDBB5MdCgAA9CXgBniNEwAAAADEweAEAAAAAHFwqx4AAAAAxMEVJwAAAACIg8EJAAAAAOJgcAIAAACAOBicAAAAACAOBicAAAAAiIPBCQAAAADiYHACAAAAgDgYnAAAAAAgDgYnAAAAAIjj/wFOmv0q9eTwdQAAAABJRU5ErkJggg==\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 3ms/step - loss: 0.1082 - accuracy: 0.9450\n", | |
| "16 nodes, dropout 0, learning rate 0.005, batch size 32\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 4ms/step - loss: 0.1353 - accuracy: 0.9350\n", | |
| "16 nodes, dropout 0, learning rate 0.005, batch size 64\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 3ms/step - loss: 0.1036 - accuracy: 0.9450\n", | |
| "16 nodes, dropout 0, learning rate 0.005, batch size 128\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 3ms/step - loss: 0.1204 - accuracy: 0.9550\n", | |
| "16 nodes, dropout 0, learning rate 0.001, batch size 32\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 3ms/step - loss: 0.1429 - accuracy: 0.9350\n", | |
| "16 nodes, dropout 0, learning rate 0.001, batch size 64\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 3ms/step - loss: 0.1401 - accuracy: 0.9350\n", | |
| "16 nodes, dropout 0, learning rate 0.001, batch size 128\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 3ms/step - loss: 0.1403 - accuracy: 0.9450\n", | |
| "16 nodes, dropout 0.2, learning rate 0.01, batch size 32\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 3ms/step - loss: 0.1071 - accuracy: 0.9500\n", | |
| "16 nodes, dropout 0.2, learning rate 0.01, batch size 64\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 3ms/step - loss: 0.1082 - accuracy: 0.9650\n", | |
| "16 nodes, dropout 0.2, learning rate 0.01, batch size 128\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 3ms/step - loss: 0.1211 - accuracy: 0.9450\n", | |
| "16 nodes, dropout 0.2, learning rate 0.005, batch size 32\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 3ms/step - loss: 0.1207 - accuracy: 0.9450\n", | |
| "16 nodes, dropout 0.2, learning rate 0.005, batch size 64\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 4ms/step - loss: 0.1310 - accuracy: 0.9400\n", | |
| "16 nodes, dropout 0.2, learning rate 0.005, batch size 128\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "7/7 [==============================] - 0s 3ms/step - loss: 0.1456 - accuracy: 0.9350\n", | |
| "16 nodes, dropout 0.2, learning rate 0.001, batch size 32\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 1000x400 with 2 Axes>" | |
| ], | |
| "image/png": 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