Other/Summer/2024/wS: classification_example.ipynb

File classification_example.ipynb, 1.2 MB (added by despoinakk, 2 months ago)

This is a jupyter notebook that contains a simple pipeline of ML processing for the data we extracted. The processing is by no means perfect, nor we expected it to be - it is a proof of concept.

Line 
1{
2 "nbformat": 4,
3 "nbformat_minor": 0,
4 "metadata": {
5 "colab": {
6 "provenance": []
7 },
8 "kernelspec": {
9 "name": "python3",
10 "display_name": "Python 3"
11 },
12 "language_info": {
13 "name": "python"
14 }
15 },
16 "cells": [
17 {
18 "cell_type": "code",
19 "execution_count": null,
20 "metadata": {
21 "colab": {
22 "base_uri": "https://localhost:8080/"
23 },
24 "id": "0UaTgP8Oa1U-",
25 "outputId": "702d2a47-b57e-4116-9bac-006b8bb200ee"
26 },
27 "outputs": [
28 {
29 "output_type": "stream",
30 "name": "stdout",
31 "text": [
32 "Mounted at /content/drive\n"
33 ]
34 }
35 ],
36 "source": [
37 "from google.colab import drive\n",
38 "drive.mount('/content/drive')"
39 ]
40 },
41 {
42 "cell_type": "markdown",
43 "source": [
44 "**The same processing, with PCA Analysis** and keeping the N most 'important' PCA components for every model"
45 ],
46 "metadata": {
47 "id": "9LXvC2VAw6bj"
48 }
49 },
50 {
51 "cell_type": "code",
52 "source": [
53 "import numpy as np\n",
54 "import pandas as pd\n",
55 "import seaborn as sns\n",
56 "import matplotlib.pyplot as plt\n",
57 "from sklearn.model_selection import train_test_split\n",
58 "from sklearn.preprocessing import StandardScaler\n",
59 "from sklearn.decomposition import PCA\n",
60 "from sklearn.linear_model import LogisticRegression\n",
61 "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n",
62 "from sklearn.svm import SVC\n",
63 "from sklearn.neural_network import MLPClassifier\n",
64 "from sklearn.naive_bayes import GaussianNB\n",
65 "from sklearn.metrics import classification_report, accuracy_score, confusion_matrix\n",
66 "from sklearn.inspection import permutation_importance"
67 ],
68 "metadata": {
69 "id": "GOprrwSSvvEz"
70 },
71 "execution_count": null,
72 "outputs": []
73 },
74 {
75 "cell_type": "code",
76 "source": [
77 "# Load and Prepare Data\n",
78 "csv_file = '/content/drive/MyDrive/processed_data_trig_angles.csv'\n",
79 "data = pd.read_csv(csv_file)\n",
80 "\n",
81 "# Remove magnitude columns (if they are there) and keep only phase information (sin and cos)\n",
82 "phase_columns = [col for col in data.columns if 'Sin' in col or 'Cos' in col]\n",
83 "X = data[phase_columns]\n",
84 "y = data['Label'].apply(lambda x: 0 if x == 'air' else 1) # Encoding 'air' as 0 and 'water' as 1\n",
85 "\n",
86 "# Split the data into training+validation and test sets\n",
87 "X_train_val, X_test, y_train_val, y_test = train_test_split(X, y, test_size=0.15, random_state=42)\n",
88 "\n",
89 "# Split the training+validation set into training and validation sets\n",
90 "X_train, X_val, y_train, y_val = train_test_split(X_train_val, y_train_val, test_size=0.1765, random_state=42) # 0.1765 of 85% is about 15% of the total\n",
91 "\n",
92 "# Standardize the features\n",
93 "scaler = StandardScaler()\n",
94 "X_train_scaled = scaler.fit_transform(X_train)\n",
95 "X_val_scaled = scaler.transform(X_val)\n",
96 "X_test_scaled = scaler.transform(X_test)\n",
97 "\n",
98 "# Print the number of initial components\n",
99 "print(f\"Number of initial features: {X_train_scaled.shape[1]}\")\n",
100 "\n"
101 ],
102 "metadata": {
103 "colab": {
104 "base_uri": "https://localhost:8080/"
105 },
106 "id": "zME5UnoNxDvY",
107 "outputId": "68420633-ea96-4c24-87cd-6163d1681f65"
108 },
109 "execution_count": null,
110 "outputs": [
111 {
112 "output_type": "stream",
113 "name": "stdout",
114 "text": [
115 "Number of initial features: 136\n"
116 ]
117 }
118 ]
119 },
120 {
121 "cell_type": "code",
122 "source": [
123 "# Apply PCA\n",
124 "pca = PCA(n_components=0.95) # Retain 95% of variance\n",
125 "X_train_pca = pca.fit_transform(X_train_scaled)\n",
126 "X_val_pca = pca.transform(X_val_scaled)\n",
127 "X_test_pca = pca.transform(X_test_scaled)\n",
128 "\n",
129 "# Print the number of components after PCA\n",
130 "print(f\"Number of components after PCA: {X_train_pca.shape[1]}\")\n",
131 "\n"
132 ],
133 "metadata": {
134 "colab": {
135 "base_uri": "https://localhost:8080/"
136 },
137 "id": "XYprpFjGxHOF",
138 "outputId": "a782bc42-05df-4fec-d627-ccf6b54e01ed"
139 },
140 "execution_count": null,
141 "outputs": [
142 {
143 "output_type": "stream",
144 "name": "stdout",
145 "text": [
146 "Number of components after PCA: 72\n"
147 ]
148 }
149 ]
150 },
151 {
152 "cell_type": "code",
153 "source": [
154 "# Define and Train Simplified Models\n",
155 "models = {\n",
156 " 'Logistic Regression': LogisticRegression(random_state=42),\n",
157 " 'Random Forest': RandomForestClassifier(max_depth=5, n_estimators=30, random_state=42),\n",
158 " 'SVM': SVC(kernel='linear', random_state=42),\n",
159 " 'Gradient Boosting': GradientBoostingClassifier(max_depth=3, n_estimators=50, random_state=42),\n",
160 " 'MLP': MLPClassifier(hidden_layer_sizes=(50,), max_iter=500, random_state=42),\n",
161 " 'Naive Bayes': GaussianNB()\n",
162 "}\n",
163 "\n",
164 "# parameter for top features number\n",
165 "top_n_features = 15\n",
166 "\n",
167 "# Train and evaluate models\n",
168 "results = {}\n",
169 "for name, model in models.items():\n",
170 " # Train on full training set\n",
171 " model.fit(X_train_pca, y_train)\n",
172 "\n",
173 " # Calculate permutation importance using validation set\n",
174 " perm_importance = permutation_importance(model, X_val_pca, y_val, n_repeats=10, random_state=42)\n",
175 "\n",
176 " # Get indices of top N features\n",
177 " top_indices = perm_importance.importances_mean.argsort()[-top_n_features:][::-1]\n",
178 "\n",
179 " # Keep only top N features\n",
180 " X_train_top = X_train_pca[:, top_indices]\n",
181 " X_val_top = X_val_pca[:, top_indices]\n",
182 " X_test_top = X_test_pca[:, top_indices]\n",
183 "\n",
184 " # Train on full training set with top features\n",
185 " model.fit(X_train_top, y_train)\n",
186 "\n",
187 " # Evaluate on validation set\n",
188 " val_pred = model.predict(X_val_top)\n",
189 " val_accuracy = accuracy_score(y_val, val_pred)\n",
190 "\n",
191 " # Predict on test set\n",
192 " y_pred = model.predict(X_test_top)\n",
193 " test_accuracy = accuracy_score(y_test, y_pred)\n",
194 "\n",
195 " # Generate classification report\n",
196 " report = classification_report(y_test, y_pred, target_names=['air', 'water'], output_dict=True)\n",
197 "\n",
198 " # Generate confusion matrix\n",
199 " conf_matrix = confusion_matrix(y_test, y_pred)\n",
200 "\n",
201 " results[name] = {\n",
202 " 'Validation Accuracy': val_accuracy,\n",
203 " 'Test Accuracy': test_accuracy,\n",
204 " 'Classification Report': report,\n",
205 " 'Confusion Matrix': conf_matrix,\n",
206 " 'Permutation Importance': perm_importance,\n",
207 " 'Top Feature Indices': top_indices,\n",
208 " 'True Labels': y_test,\n",
209 " 'Predicted Labels': y_pred\n",
210 " }\n"
211 ],
212 "metadata": {
213 "colab": {
214 "base_uri": "https://localhost:8080/"
215 },
216 "id": "XwHR58Ti6sXS",
217 "outputId": "91147d0b-b385-4db4-91fd-52f2312fc7fb"
218 },
219 "execution_count": null,
220 "outputs": [
221 {
222 "output_type": "stream",
223 "name": "stderr",
224 "text": [
225 "/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (500) reached and the optimization hasn't converged yet.\n",
226 " warnings.warn(\n"
227 ]
228 }
229 ]
230 },
231 {
232 "cell_type": "code",
233 "source": [
234 "\n",
235 "# Print Results and Plot Confusion Matrices\n",
236 "import pandas as pd\n",
237 "import matplotlib.pyplot as plt\n",
238 "import seaborn as sns\n",
239 "from sklearn.metrics import classification_report\n",
240 "\n",
241 "# Initialize an empty list to collect results\n",
242 "final_results = []\n",
243 "\n",
244 "# Iterate over results and print metrics, plot graphs, and collect data\n",
245 "for name, result in results.items():\n",
246 " # Print results\n",
247 " print(f\"\\n{name}:\")\n",
248 " print(f\"Validation Accuracy: {result['Validation Accuracy']:.4f}\")\n",
249 " print(f\"Test Accuracy: {result['Test Accuracy']:.4f}\")\n",
250 " print(\"Classification Report:\")\n",
251 " print(classification_report(result['True Labels'], result['Predicted Labels'], target_names=['air', 'water']))\n",
252 "\n",
253 " # Append results to final_results list\n",
254 " report = result['Classification Report']\n",
255 " final_results.append({\n",
256 " 'Model': name,\n",
257 " 'Validation Accuracy': result['Validation Accuracy'],\n",
258 " 'Test Accuracy': result['Test Accuracy'],\n",
259 " 'Precision (air)': report['air']['precision'],\n",
260 " 'Recall (air)': report['air']['recall'],\n",
261 " 'F1 Score (air)': report['air']['f1-score']\n",
262 " })\n",
263 "\n",
264 " # Plot confusion matrix\n",
265 " plt.figure(figsize=(8, 6))\n",
266 " sns.heatmap(result['Confusion Matrix'], annot=True, fmt='d', cmap='Blues',\n",
267 " xticklabels=['air', 'water'], yticklabels=['air', 'water'])\n",
268 " plt.xlabel('Predicted')\n",
269 " plt.ylabel('Actual')\n",
270 " plt.title(f'Confusion Matrix - {name}')\n",
271 " plt.show()\n",
272 "\n",
273 " # Plot permutation importance for top features\n",
274 " importance = result['Permutation Importance']\n",
275 " top_indices = result['Top Feature Indices']\n",
276 " plt.figure(figsize=(10, 6))\n",
277 " plt.barh(range(len(top_indices)), importance.importances_mean[top_indices],\n",
278 " xerr=importance.importances_std[top_indices])\n",
279 " plt.yticks(range(len(top_indices)), [f'PC{i+1}' for i in top_indices])\n",
280 " plt.xlabel('Permutation Importance')\n",
281 " plt.title(f'Permutation Importance of Top {top_n_features} PCA Components - {name}')\n",
282 " plt.show()\n",
283 "\n",
284 "# Convert the list to a DataFrame and display it\n",
285 "final_results_df = pd.DataFrame(final_results)\n",
286 "print(\"\\nFinal Results for All Models:\")\n",
287 "print(final_results_df)\n"
288 ],
289 "metadata": {
290 "colab": {
291 "base_uri": "https://localhost:8080/",
292 "height": 1000
293 },
294 "id": "kXMlHuKj0sQJ",
295 "outputId": "4d556b30-f812-4e4f-ab48-ce4a511221cb"
296 },
297 "execution_count": null,
298 "outputs": [
299 {
300 "output_type": "stream",
301 "name": "stdout",
302 "text": [
303 "\n",
304 "Logistic Regression:\n",
305 "Validation Accuracy: 0.5097\n",
306 "Test Accuracy: 0.4825\n",
307 "Classification Report:\n",
308 " precision recall f1-score support\n",
309 "\n",
310 " air 0.53 0.33 0.40 138\n",
311 " water 0.46 0.66 0.54 119\n",
312 "\n",
313 " accuracy 0.48 257\n",
314 " macro avg 0.49 0.49 0.47 257\n",
315 "weighted avg 0.50 0.48 0.47 257\n",
316 "\n"
317 ]
318 },
319 {
320 "output_type": "display_data",
321 "data": {
322 "text/plain": [
323 "<Figure size 800x600 with 2 Axes>"
324 ],
325 "image/png": 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PDQ4OVkZGhvbv36/q1avb9sfHxysxMdF2R29u8PPzs7tj9pr//tYvXV3io2XLlmrZsqXefPNNTZgwQa+88opWr15tSyv++zqkqxPf/+vPP/9UsWLF5OXldfsvIgsPP/ywPvjgA7m4uKh79+7XPW7RokVq3ry55syZY7c/MTFRxYoVs/09N5uk5ORk9e7dWzVq1FCjRo0UGxurTp062e40vp4FCxbYLXJdoUKF26oju19n1/7/wIEDdglWQkJCtlOf0NBQhYaGasSIEfrll1/UuHFjzZgxQ+PHj5eU/ff32s0hu3fvvuUm7N9cXV0VExOj5s2b65133tHw4cNt76ubm1uWX9f/FhwcrAMHDmTan9W+66lYsaIuXLhw02tJkru7u9q3b6/27dsrIyNDzzzzjGbOnKmRI0fa3g9/f3/17t1bvXv31oULF9SsWTONHj1a/fr1u+5ryKufN8CdiAQQt+XFF1+Ul5eX+vXrp/j4+EyPHzx40LacQ5s2bSTJdvffNW+++aYkqW3btrlWV8WKFXXu3Dm7YaJTp05luvPv7NmzmZ57bd7Tf5eKuKZUqVKqW7eu5s+fb9dk7t69Wz/++KPtdTpC8+bNNW7cOL3zzjsKDAy87nGurq6Zkosvvvgi0ydDXGtUs2qWc+qll17S0aNHNX/+fL355psqX768evbsed338ZrGjRsrMjLStt1uA5jdr7OWLVuqUKFCmj59ut1x77zzzk2vkZSUpCtXrtjtCw0NlYuLi93r9fLyytZ726pVKxUpUkQxMTGZ7kC+1QQqIiJC99xzj6ZOnaqUlBSVKFFCERERmjlzpk6dOpXp+GtrakpXl+/ZsGGD3SfEnD17VgsWLMj29bt166YNGzZo2bJlmR5LTEy0vX8JCQl2j7m4uKh27dqS/u978L/HeHt7q1KlSjf82srLnzfAnYgEELelYsWKWrhwoR566CFVr17d7pNAfvnlF33xxRe2tc/q1Kmjnj17atasWUpMTFR4eLh+/fVXzZ8/Xx07dlTz5s1zra7u3bvrpZdeUqdOnfT888/r4sWLmj59uqpUqWJ3E8TYsWO1bt06tW3bVsHBwfr777/13nvvqUyZMmrSpMl1z//666+rdevWCgsLU9++fW3LwBQtWlSjR4/OtdfxXy4uLhoxYsRNj2vXrp3Gjh2r3r17q1GjRtq1a5cWLFiQqbmqWLGifH19NWPGDBUpUkReXl5q2LBhlnO6bmTVqlV67733NGrUKNuyNHPnzlVERIRGjhyp2NjYHJ3vZg4cOGBL2f7trrvuUtu2bbP1dVayZEm98MILmjx5sh544AHdf//92rFjh3744QcVK1bshundqlWr9Oyzz6pr166qUqWKrly5oo8++kiurq62oU1Jql+/vlasWKE333xTQUFBCgkJUcOGDTOdz8fHR1OmTFG/fv1099136+GHH5afn5927Nihixcvav78+bf0Pg0bNkxdu3bVvHnz9NRTT+ndd99VkyZNFBoaqieeeEIVKlRQfHy8NmzYoOPHj9vWiXzxxRf18ccf67777tNzzz1nWwamXLlyOnv2bLaSzWHDhmnJkiVq166dbTmV5ORk7dq1S4sWLdKRI0dUrFgx9evXT2fPnlWLFi1UpkwZ/fXXX3r77bdVt25dW3JXo0YNRUREqH79+vL399eWLVu0aNGiG376T17+vAHuSM68BRkFx759+4wnnnjCKF++vOHu7m4UKVLEaNy4sfH222/bLTlx+fJlY8yYMUZISIjh5uZmlC1b1oiOjrY7xjCuv9THf5cfud4yMIZhGD/++KNRq1Ytw93d3ahatarx8ccfZ1oqYuXKlUaHDh2MoKAgw93d3QgKCjJ69Ohht3RFVsvAGIZhrFixwmjcuLHh6elp+Pj4GO3btzf++OMPu2OuXe+/y8z8dxmQ6/n3MjDXc71lYIYMGWKUKlXK8PT0NBo3bmxs2LAhy+Vb/ve//xk1atQwChUqZPc6w8PDjZo1a2Z5zX+fJykpyQgODjbq1atnXL582e64QYMGGS4uLsaGDRtu+Bpy4tqSHVltffv2NQwj+19nV65cMUaOHGkEBgYanp6eRosWLYw9e/YYAQEBxlNPPWU77r/LwBw6dMjo06ePUbFiRcPDw8Pw9/c3mjdvbqxYscLu/H/++afRrFkzw9PT025pmev9+y9ZssRo1KiR7WvqnnvuMT755JMbvh/XzrV58+ZMj6WnpxsVK1Y0KlasaFtm5eDBg8bjjz9uBAYGGm5ubkbp0qWNdu3aGYsWLbJ77rZt24ymTZsaVqvVKFOmjBETE2O89dZbhiQjLi7O7t/jeku0nD9/3oiOjjYqVapkuLu7G8WKFTMaNWpkvPHGG0ZaWpphGIaxaNEio1WrVkaJEiUMd3d3o1y5ckb//v2NU6dO2c4zfvx445577jF8fX0NT09Po1q1asZrr71mO4dhZF4GxjBy/+cNUJBYDIMZrgBwTWJiovz8/DR+/Hi98sorzi4nXxk4cKBmzpypCxcu5PpH2QHIW8wBBGBa/7755Jprc8b+/VF3ZvTf9yYhIUEfffSRmjRpQvMHFADMAQRgWp999pnmzZtn+xjB9evX65NPPlGrVq3UuHFjZ5fnVGFhYYqIiFD16tUVHx+vOXPmKCkpSSNHjnR2aQByAQ0gANOqXbu2ChUqpNjYWCUlJdluDMnqBhOzadOmjRYtWqRZs2bJYrGoXr16mjNnjpo1a+bs0gDkAuYAAgAAmAxzAAEAAEyGBhAAAMBkaAABAABMpkDeBHIiMc3ZJQBwkErNBzu7BAAOcmnbzT+K0VE877r+J8vcLme+rushAQQAADCZApkAAgAA5IjFXJkYDSAAAIDF4uwK8pS52l0AAACQAAIAAJhtCNhcrxYAAAAkgAAAAMwBBAAAQIFGAggAAMAcQAAAABRkJIAAAAAmmwNIAwgAAMAQMAAAAAoyEkAAAACTDQGTAAIAAJgMCSAAAABzAAEAAFCQkQACAAAwBxAAAAAFGQkgAACAyeYA0gACAAAwBAwAAABnOX/+vAYOHKjg4GB5enqqUaNG2rx5s+1xwzD06quvqlSpUvL09FRkZKT279+fo2vQAAIAAFhcHLflUL9+/bR8+XJ99NFH2rVrl1q1aqXIyEidOHFCkhQbG6u33npLM2bM0KZNm+Tl5aWoqCilpKRk+xo0gAAAAPnEpUuX9OWXXyo2NlbNmjVTpUqVNHr0aFWqVEnTp0+XYRiaOnWqRowYoQ4dOqh27dr68MMPdfLkSS1evDjb16EBBAAAcGACmJqaqqSkJLstNTU1yzKuXLmi9PR0eXh42O339PTU+vXrdfjwYcXFxSkyMtL2WNGiRdWwYUNt2LAh2y+XBhAAAMCBYmJiVLRoUbstJiYmy2OLFCmisLAwjRs3TidPnlR6ero+/vhjbdiwQadOnVJcXJwkqWTJknbPK1mypO2x7KABBAAAcLE4bIuOjta5c+fstujo6OuW8tFHH8kwDJUuXVpWq1VvvfWWevToIReX3GvbaAABAAAcyGq1ysfHx26zWq3XPb5ixYpau3atLly4oGPHjunXX3/V5cuXVaFCBQUGBkqS4uPj7Z4THx9veyw7aAABAADy0V3A13h5ealUqVL6559/tGzZMnXo0EEhISEKDAzUypUrbcclJSVp06ZNCgsLy/a5WQgaAAAgHy0EvWzZMhmGoapVq+rAgQMaNmyYqlWrpt69e8tisWjgwIEaP368KleurJCQEI0cOVJBQUHq2LFjtq9BAwgAAJCPXJsjePz4cfn7+6tLly567bXX5ObmJkl68cUXlZycrCeffFKJiYlq0qSJli5dmunO4RuxGIZhOOoFOMuJxDRnlwDAQSo1H+zsEgA4yKVt7zjt2p6REx127ksrhjvs3LeKOYAAAAAmwxAwAABAPpoDmBdIAAEAAEyGBBAAAOA2lmu5E5nr1QIAAIAEEAAAwGxzAGkAAQAAGAIGAABAQUYCCAAAYLIhYBJAAAAAkyEBBAAAYA4gAAAACjISQAAAAOYAAgAAoCAjAQQAADDZHEAaQAAAAJM1gOZ6tQAAACABBAAA4CYQAAAAFGgkgAAAAMwBBAAAQEFGAggAAMAcQAAAABRkJIAAAAAmmwNIAwgAAMAQMAAAAAoyEkAAAGB6FhJAAAAAFGQkgAAAwPRIAAEAAFCgkQACAACYKwAkAQQAADAbEkAAAGB6ZpsDSAMIAABMz2wNIEPAAAAAJkMCCAAATI8EEAAAAAUaCSAAADA9EkAAAAAUaCSAAAAA5goASQABAADMhgQQAACYHnMAAQAAUKCRAAIAANMzWwJIAwgAAEzPbA0gQ8AAAAAmQwIIAABMjwQQAAAABRoJIAAAgLkCQBJAAAAAsyEBBAAApsccQAAAABRoJIAAAMD0zJYA0gACAADTM1sDyBAwAACAyZAAAgAAmCsAJAEEAAAwGxJAAABgeswBBAAAQIFGAggAAEyPBBAAAAAFGgkgAAAwPbMlgDSAAADA9MzWADIEDAAAYDIkgAAAAOYKAEkAAQAAzIYEEAAAmB5zAAEAAFCgkQACAADTIwEEAABAgUYCCAAATM9sCSANIAAAgLn6P4aAAQAAzIYEEAAAmJ7ZhoBJAAEAAEzGqQ1genq61q1bp8TERGeWAQAATM5isThsy4+c2gC6urqqVatW+ueff5xZBgAAQL6Qnp6ukSNHKiQkRJ6enqpYsaLGjRsnwzBsxxiGoVdffVWlSpWSp6enIiMjtX///hxdx+lDwLVq1dKhQ4ecXQbuIAvnz1aLhqF6581Jtn2Dnu6tFg1D7bYpE8c6sUoA2eVd2KrXh3bR3u/H6uyGN7V63mDVr1HO9vgr/dto+1cjdOaXyTq5NlbfzXhWd9cKdmLFKIjySwI4adIkTZ8+Xe+884727NmjSZMmKTY2Vm+//bbtmNjYWL311luaMWOGNm3aJC8vL0VFRSklJSXb13H6TSDjx4/X0KFDNW7cONWvX19eXl52j/v4+DipMuRHf/6xW99+vUgVKlXJ9FjbDl3Uu/+ztr9brR55WRqAWzT91YdVo1KQ+oyYr1Onz6lHm3v03YznVK/LeJ08fU4H/vpbgyZ9ocPHz8jT6qbnHm2hb957VrU6jNGZfy44u3wgV/3yyy/q0KGD2rZtK0kqX768PvnkE/3666+SrqZ/U6dO1YgRI9ShQwdJ0ocffqiSJUtq8eLF6t69e7au4/QEsE2bNtqxY4ceeOABlSlTRn5+fvLz85Ovr6/8/PycXR7ykUsXL2rCq8M15OVRKpLFLwZWD0/5BxSzbV7e3k6oEkBOeFjd1LFlXb0ydbF+/u2gDh07o9dmfq+Dx07ria5NJUmfLd2i1Zv26siJBO05FKeXJn+lokU8VatykJOrR0HiyAQwNTVVSUlJdltqamqWdTRq1EgrV67Uvn37JEk7duzQ+vXr1bp1a0nS4cOHFRcXp8jISNtzihYtqoYNG2rDhg3Zfr1OTwBXr17t7BJwh5j2+mtq2Lip6t8Tpo/nzsr0+Mpl32nF0m/lH1BMYU3C9Vjf/vLw8HRCpQCyq5CriwoVclVK2mW7/Smpl9XoroqZjncr5Kq+nRsr8fxF7dp3Iq/KhBk48F6NmJgYjRkzxm7fqFGjNHr06EzHDh8+XElJSapWrZpcXV2Vnp6u1157TY888ogkKS4uTpJUsmRJu+eVLFnS9lh2OL0BDA8Pv63np6amZuqiU1Mtslqtt3Ve5C+rfvxB+/f+oelzP83y8Zat2qhkqSAFFCuuQwf2adY7U3Ts6BGNnTQ1bwsFkCMXLqZq445Din6itfYejld8QpK63d9ADWuH6OCx07bjWjetpQ8n9lZhDzfFnUlSu6feUUJishMrB7IvOjpagwcPttt3vT7l888/14IFC7Rw4ULVrFlT27dv18CBAxUUFKSePXvmWk1OaQB37typWrVqycXFRTt37rzhsbVr177h41l11YNeGqEhw0fedp3IH/6Oj9O7b05U7Nuz5H6db5h2nbra/lyhUhX5FyuuoQP66cTxYypdpmxelQrgFvQZ8aFmjn5Eh358TVeupGv7n8f0+dItuqv6/90IsnbzPjXsHqNivt7q3bmRPo7to2aPvaHTzAFELnHkci1WqzXbwdSwYcM0fPhw21y+0NBQ/fXXX4qJiVHPnj0VGBgoSYqPj1epUqVsz4uPj1fdunWzXZNTGsC6desqLi5OJUqUUN26dWWxWOxub77GYrEoPT39hufKqqs+cyl/rrmDW7Pvz9/1zz9n1b/nQ7Z9Genp2rltqxYv+kTLftoqV1dXu+dUrxkqSTp5/CgNIJDPHT5+Rq36TVNhD3f5eHso7kySPprYW4dPnLEdczElTYeOndGhY2f0664j2vW/V9WzUyO98cGPTqwcyH0XL16Ui4v9LRqurq7KyMiQJIWEhCgwMFArV660NXxJSUnatGmTnn766WxfxykN4OHDh1W8eHHbn29HVl31+Yy02zon8pd6De7VnIVf2e2LHTdSZYND1OPxPpmaP0k6uG+vJMk/oFie1Ajg9l1MSdPFlDT5FvFUZKPqemXq/657rIvFIqub02cxoQDJLws2t2/fXq+99prKlSunmjVratu2bXrzzTfVp08fSVfrHDhwoMaPH6/KlSsrJCREI0eOVFBQkDp27Jjt6zjluyc4ODjTn//44w8dPXpUaWn/17xZLBa7Y2FOhb28FFKxst0+D09P+RT1VUjFyjpx/JhWLftODRs1lU9RXx08sE/vTY1V7bvqq2Llqk6qGkB2RYZVl8Ui7TvytyqWLa4Jgzpq3+F4fbhkgwp7uOulflH6bu0uxZ05pwBfb/Xv1kxBJXz11fLfnF06kOvefvttjRw5Us8884z+/vtvBQUFqX///nr11Vdtx7z44otKTk7Wk08+qcTERDVp0kRLly6Vh0f2lz9z+q9Phw4dUqdOnbRr1y67oeBrnfjNhoABNzc3bd28UV9++rEupVxSiRKBatb8Pj3a+0lnlwYgG4p6e2jscw+odElfnT13Uf9buV2j3v1GV65kyNUlQ1XLl9Sj7RsqwNdLZ89d1Jbf/1Jknynacyj7dzwCN5NPAkAVKVJEU6dO1dSpU697jMVi0dixYzV27K1/4IHFyGryXR5q3769XF1dNXv2bIWEhGjTpk06e/ashgwZojfeeENNmzbN8TlPJDIEDBRUlZoPvvlBAO5Il7a947RrVxr6g8POfeCN1g47961yegK4YcMGrVq1SsWKFZOLi4tcXV3VpEkTxcTE6Pnnn9e2bducXSIAACjg8sscwLzi9E8CSU9PV5EiRSRJxYoV08mTJyVdnRu4d+9eZ5YGAABMwmJx3JYfOT0BrFWrlnbs2KGQkBA1bNhQsbGxcnd316xZs1ShQgVnlwcAAFDgOL0BHDFihJKTr67mPnbsWLVr105NmzZVQECAPvvsMydXBwAAzMBsQ8BObwCjoqJsf65UqZL+/PNPnT17Vn5+fqb7xwAAAMgLTm8As+Lv7+/sEgAAgImYLXNy+k0gAAAAyFv5MgEEAADISy4u5ooASQABAABMhgQQAACYntnmANIAAgAA0zPbyiMMAQMAAJgMCSAAADA9kwWAJIAAAABmQwIIAABMjzmAAAAAKNBIAAEAgOmRAAIAAKBAIwEEAACmZ7IAkAYQAACAIWAAAAAUaCSAAADA9EwWAJIAAgAAmA0JIAAAMD3mAAIAAKBAIwEEAACmZ7IAkAQQAADAbEgAAQCA6TEHEAAAAAUaCSAAADA9kwWANIAAAAAMAQMAAKBAIwEEAACmZ7IAkAQQAADAbEgAAQCA6TEHEAAAAAUaCSAAADA9kwWAJIAAAABmQwIIAABMz2xzAGkAAQCA6Zms/2MIGAAAwGxIAAEAgOmZbQiYBBAAAMBkSAABAIDpkQACAACgQCMBBAAApmeyAJAEEAAAwGxIAAEAgOmZbQ4gDSAAADA9k/V/DAEDAACYDQkgAAAwPbMNAZMAAgAAmAwJIAAAMD2TBYAkgAAAAGZDAggAAEzPxWQRIAkgAACAyZAAAgAA0zNZAEgDCAAAwDIwAAAAKNBIAAEAgOm5mCsAJAEEAAAwGxJAAABgeswBBAAAQIFGAggAAEzPZAEgCSAAAIDZkAACAADTs8hcESANIAAAMD2WgQEAAECBRgIIAABMj2VgAAAAUKCRAAIAANMzWQBIAggAAGA2JIAAAMD0XEwWAZIAAgAAmAwJIAAAMD2TBYAkgAAAABaLxWFbTpQvXz7LcwwYMECSlJKSogEDBiggIEDe3t7q0qWL4uPjc/x6aQABAADyic2bN+vUqVO2bfny5ZKkrl27SpIGDRqkb775Rl988YXWrl2rkydPqnPnzjm+DkPAAADA9PLLEHDx4sXt/j5x4kRVrFhR4eHhOnfunObMmaOFCxeqRYsWkqS5c+eqevXq2rhxo+69995sX4cEEAAAwIFSU1OVlJRkt6Wmpt70eWlpafr444/Vp08fWSwWbd26VZcvX1ZkZKTtmGrVqqlcuXLasGFDjmqiAQQAAKbnYrE4bIuJiVHRokXttpiYmJvWtHjxYiUmJqpXr16SpLi4OLm7u8vX19fuuJIlSyouLi5Hr5chYAAAAAeKjo7W4MGD7fZZrdabPm/OnDlq3bq1goKCcr0mGkAAAGB6jpwCaLVas9Xw/dtff/2lFStW6KuvvrLtCwwMVFpamhITE+1SwPj4eAUGBubo/AwBAwAA5DNz585ViRIl1LZtW9u++vXry83NTStXrrTt27t3r44ePaqwsLAcnZ8EEAAAmF5O1+tzpIyMDM2dO1c9e/ZUoUL/16oVLVpUffv21eDBg+Xv7y8fHx8999xzCgsLy9EdwBINIAAAgFzyT/+nFStW6OjRo+rTp0+mx6ZMmSIXFxd16dJFqampioqK0nvvvZfja9AAAgAA5COtWrWSYRhZPubh4aF3331X77777m1dgwYQAACYXn4aAs4L3AQCAABgMiSAAADA9EwWAJIAAgAAmA0JIAAAMD2zzQHMVgO4ZMmSbJ/wgQceuOViAAAA4HjZagA7duyYrZNZLBalp6ffTj0AAAB5Lj+tA5gXstUAZmRkOLoOAAAApzHbEDA3gQAAAJjMLd0EkpycrLVr1+ro0aNKS0uze+z555/PlcIAAADyirnyv1toALdt26Y2bdro4sWLSk5Olr+/v86cOaPChQurRIkSNIAAAAD5XI6HgAcNGqT27dvrn3/+kaenpzZu3Ki//vpL9evX1xtvvOGIGgEAABzKxWJx2JYf5bgB3L59u4YMGSIXFxe5uroqNTVVZcuWVWxsrF5++WVH1AgAAIBclOMG0M3NTS4uV59WokQJHT16VJJUtGhRHTt2LHerAwAAyAMWi+O2/CjHcwDvuusubd68WZUrV1Z4eLheffVVnTlzRh999JFq1arliBoBAACQi3KcAE6YMEGlSpWSJL322mvy8/PT008/rdOnT2vWrFm5XiAAAICjWSwWh235UY4TwAYNGtj+XKJECS1dujRXCwIAAIBj3dI6gAAAAAVJPg3qHCbHDWBISMgN48xDhw7dVkEAAAB5Lb8u1+IoOW4ABw4caPf3y5cva9u2bVq6dKmGDRuWW3UBAADAQXLcAL7wwgtZ7n/33Xe1ZcuW2y4IAAAgr5ksAMz5XcDX07p1a3355Ze5dToAAAA4SK7dBLJo0SL5+/vn1ukAAADyTH5drsVRbmkh6H+/SYZhKC4uTqdPn9Z7772Xq8UBAAAg9+W4AezQoYNdA+ji4qLixYsrIiJC1apVy9XiblWAt7uzSwDgIGUi2zm7BAAFUK7NibtD5LgBHD16tAPKAAAAQF7JccPr6uqqv//+O9P+hIQEubq65kpRAAAAeYmPgrsJwzCy3J+amip3d4ZeAQDAncclf/ZpDpPtBvCtt96SdLVDnj17try9vW2Ppaena926dflmDiAAAACuL9sN4JQpUyRdTQBnzJhhN9zr7u6u8uXLa8aMGblfIQAAgIORAF7H4cOHJUnNmzfXV199JT8/P4cVBQAAAMfJ8RzA1atXO6IOAAAAp8mvN2s4So7vAu7SpYsmTZqUaX9sbKy6du2aK0UBAADAcXLcAK5bt05t2rTJtL9169Zat25drhQFAACQl1wsjtvyoxw3gBcuXMhyuRc3NzclJSXlSlEAAABwnBw3gKGhofrss88y7f/0009Vo0aNXCkKAAAgL1ksjtvyoxzfBDJy5Eh17txZBw8eVIsWLSRJK1eu1MKFC7Vo0aJcLxAAAMDRXPJrp+YgOW4A27dvr8WLF2vChAlatGiRPD09VadOHa1atUr+/v6OqBEAAAC5KMcNoCS1bdtWbdu2lSQlJSXpk08+0dChQ7V161alp6fnaoEAAACOluM5cXe4W36969atU8+ePRUUFKTJkyerRYsW2rhxY27WBgAAAAfIUQIYFxenefPmac6cOUpKSlK3bt2UmpqqxYsXcwMIAAC4Y5lsCmD2E8D27duratWq2rlzp6ZOnaqTJ0/q7bffdmRtAAAAcIBsJ4A//PCDnn/+eT399NOqXLmyI2sCAADIU2a7CzjbCeD69et1/vx51a9fXw0bNtQ777yjM2fOOLI2AAAAOEC2G8B7771X77//vk6dOqX+/fvr008/VVBQkDIyMrR8+XKdP3/ekXUCAAA4jNkWgs7xXcBeXl7q06eP1q9fr127dmnIkCGaOHGiSpQooQceeMARNQIAADgUnwWcA1WrVlVsbKyOHz+uTz75JLdqAgAAgAPd0kLQ/+Xq6qqOHTuqY8eOuXE6AACAPMVNIAAAACjQciUBBAAAuJOZLAAkAQQAADAbEkAAAGB6+fVuXUchAQQAADAZEkAAAGB6FpkrAqQBBAAApscQMAAAAAo0EkAAAGB6JIAAAAAo0EgAAQCA6VlMthI0CSAAAIDJkAACAADTYw4gAAAACjQSQAAAYHommwJIAwgAAOBisg6QIWAAAACTIQEEAACmx00gAAAAKNBIAAEAgOmZbAogCSAAAIDZkAACAADTc5G5IkASQAAAAJMhAQQAAKZntjmANIAAAMD0WAYGAAAABRoJIAAAMD0+Cg4AAAAFGg0gAAAwPYvFcVtOnThxQo8++qgCAgLk6emp0NBQbdmyxfa4YRh69dVXVapUKXl6eioyMlL79+/P0TVoAAEAAPKJf/75R40bN5abm5t++OEH/fHHH5o8ebL8/Pxsx8TGxuqtt97SjBkztGnTJnl5eSkqKkopKSnZvg5zAAEAgOnllzmAkyZNUtmyZTV37lzbvpCQENufDcPQ1KlTNWLECHXo0EGS9OGHH6pkyZJavHixunfvnq3rkAACAAA4UGpqqpKSkuy21NTULI9dsmSJGjRooK5du6pEiRK666679P7779seP3z4sOLi4hQZGWnbV7RoUTVs2FAbNmzIdk00gAAAwPQcOQcwJiZGRYsWtdtiYmKyrOPQoUOaPn26KleurGXLlunpp5/W888/r/nz50uS4uLiJEklS5a0e17JkiVtj2UHQ8AAAMD0HJmIRUdHa/DgwXb7rFZrlsdmZGSoQYMGmjBhgiTprrvu0u7duzVjxgz17Nkz12oiAQQAAHAgq9UqHx8fu+16DWCpUqVUo0YNu33Vq1fX0aNHJUmBgYGSpPj4eLtj4uPjbY9lBw0gAAAwPYvF4rAtJxo3bqy9e/fa7du3b5+Cg4MlXb0hJDAwUCtXrrQ9npSUpE2bNiksLCzb12EIGAAAIJ8YNGiQGjVqpAkTJqhbt2769ddfNWvWLM2aNUvS1UZ14MCBGj9+vCpXrqyQkBCNHDlSQUFB6tixY7avQwMIAABML38sAiPdfffd+vrrrxUdHa2xY8cqJCREU6dO1SOPPGI75sUXX1RycrKefPJJJSYmqkmTJlq6dKk8PDyyfR2LYRiGI16AM6VccXYFABwlNHqps0sA4CD7X7/fadf+cMsxh5378QZlHXbuW0UCCAAATC+/LASdV7gJBAAAwGRIAAEAgOmZK/+jAQQAAJDJRoAZAgYAADAbEkAAAGB6OV2w+U5HAggAAGAyJIAAAMD0zJaIme31AgAAmB4JIAAAMD3mAAIAAKBAIwEEAACmZ678jwQQAADAdEgAAQCA6ZltDiANIAAAMD2zDYma7fUCAACYHgkgAAAwPbMNAZMAAgAAmAwJIAAAMD1z5X8kgAAAAKZDAggAAEzPZFMASQABAADMhgQQAACYnovJZgHSAAIAANNjCBgAAAAFGgkgAAAwPYvJhoBJAAEAAEyGBBAAAJgecwABAABQoJEAAgAA0zPbMjAkgAAAACZDAggAAEzPbHMAaQABAIDpma0BZAgYAADAZEgAAQCA6bEQdB66fPmyWrZsqf379zuzDAAAAFNxagLo5uamnTt3OrMEAAAAuZgrAHT+HMBHH31Uc+bMcXYZAAAApuH0OYBXrlzRBx98oBUrVqh+/fry8vKye/zNN990UmUAAMAszDYH0OkN4O7du1WvXj1J0r59++wes5jtnmwAAIA84PQGcPXq1c4uAQAAmJzZMienzwG85sCBA1q2bJkuXbokSTIMw8kVAQAAs7A48H/5kdMbwISEBLVs2VJVqlRRmzZtdOrUKUlS3759NWTIECdXBwAAUPA4vQEcNGiQ3NzcdPToURUuXNi2/6GHHtLSpUudWBkAADALF4vjtvzI6XMAf/zxRy1btkxlypSx21+5cmX99ddfTqoKAACg4HJ6A5icnGyX/F1z9uxZWa1WJ1QEAADMJr/O1XMUpw8BN23aVB9++KHt7xaLRRkZGYqNjVXz5s2dWBkAAEDB5PQEMDY2Vi1bttSWLVuUlpamF198Ub///rvOnj2rn3/+2dnlIR+a8/4svTV1sh559HG9GP2KJCk1NVWTYydq6Q/fKy0tTY0aN9ErI0cpoFgxJ1cL4GZWR4erjL9npv0f//KXxny9R+UCPPVSu2pqUN5P7oVctG7vaY1dvEcJF9KcUC0KKpaByWO1atXSvn371KRJE3Xo0EHJycnq3Lmztm3bpooVKzq7POQzu3ft1KIvPlWVKlXt9r8+aYLWrlmt19+cqg/mf6TTp//W4BeedVKVAHKiy1u/KGzsKtvWc9ZmSdIPO+Ll6eaquU/cLRmGHpv5qx56d6PcXF00s3c90/0HG8hNTk8Ajx49qrJly+qVV17J8rFy5co5oSrkRxeTkxX90jCNGjNe78+cbtt//vx5ff3ll5oY+4Ya3hsmSRo7foI6tm+jnTu2q3aduk6qGEB2nE2+bPf3/s2L668zyfr10Fk1qRKg0n6e6jDlZ11ITZckvfjZLm0d01JhlQL0y/4EZ5SMAshsv084PQEMCQnR6dOnM+1PSEhQSEiIEypCfjVh/Fg1axaue8Ma2e3/4/fdunLlshr+a39IhYoqVSpIO7Zvz+MqAdwON1eLHqgXpEWbT0iS3F1dZBiG0q5k2I5Ju5yuDMNQ/fJ+zioTBZCLxeKwLT9yegJoGEaWn/l74cIFeXh43PT5qampSk1NtT+nq5U7iAuYH77/Tnv2/KGFny3K9FjCmTNyc3OTj4+P3X7/gACdOZP5lwsA+VdkzZLy8Sikr7ZcbQC3H03UpbR0DWtbVZN/2CeLLBrapooKubqohA8/54Fb5bQGcPDgwZKu3vU7cuRIu6Vg0tPTtWnTJtWtW/em54mJidGYMWPs9r0ycpRGvDo6N8uFE8WdOqXYia9p5vsf0NgDBVzXe8po3d4z+jvp6i/2Z5Mv6/mPt2tM55p6vHGwMgxD324/pd3HzymDjwxFLsqfOZ3jOK0B3LZtm6SrCeCuXbvk7u5ue8zd3V116tTR0KFDb3qe6OhoWzN5jeFKk1CQ/PHH7zqbkKDuXTvb9qWnp2vrls369JMFmj5rji5fvqykpCS7FPBsQoKKFSvujJIB3IIgXw81qhygAR9us9u/fl+CWk5cJ7/CbrqSYeh8yhX98mpzHdt+ykmVAnc+pzWAq1evliT17t1b06ZNyzR8l11Wa+bh3pQrt10e8pGG996rRYu/sds36pVola9QQb37PqHAwFIqVMhNv27coMhWUZKkI4cP6dSpk6qTjRQZQP7Q5e4ySriQqjV7sp668c/FqzeL3FvRXwFe7lr5B1M8kItMFgE6fQ7g3LlznV0C8jkvL29VrlzFbp9n4cLyLepr29+pSxe9ETtRPkWLytvbWxMnjFedundxBzBwh7BYpC53l9bXW04qPcN+aLdLg9I6+PcFnU1OU91gX414oLrm/nREh08nO6la4M7n9AZQkrZs2aLPP/9cR48eVVqa/cKeX331lZOqwp1k2Esvy8XioiEDn1fa5f+/EPSIUc4uC0A2Na58dbmXRZuPZ3ospLiXhrSpoqKebjrxzyVNX3VIc9cdyfsiUaCZ7aPgLIbh3Fm0n376qR5//HFFRUXpxx9/VKtWrbRv3z7Fx8erU6dOt5QQMgQMFFyh0UudXQIAB9n/+v1Ou/amg+ccdu6GFYs67Ny3yunrAE6YMEFTpkzRN998I3d3d02bNk1//vmnunXrxiLQAAAgT1gsjtvyI6c3gAcPHlTbtm0lXb37Nzk5WRaLRYMGDdKsWbOcXB0AADADiwO3/MjpDaCfn5/Onz8vSSpdurR2794tSUpMTNTFixedWRoAAECB5PSbQJo1a6bly5crNDRUXbt21QsvvKBVq1Zp+fLlatmypbPLAwAAZpBfozoHcXoD+M477yglJUWS9Morr8jNzU2//PKLunTpohEjRji5OgAAgILH6Q3gwIED1bx5czVr1kwVK1bU8OHDnV0SAAAwGbMtA+P0OYDu7u6KiYlR5cqVVbZsWT366KOaPXu29u/f7+zSAAAACiSnN4CzZ8/Wvn37dOzYMcXGxsrb21uTJ09WtWrVVKZMGWeXBwAATIBlYJzEz89PAQEB8vPzk6+vrwoVKqTixYs7uywAAIACx+kN4Msvv6xGjRopICBAw4cPV0pKioYPH664uDht27bN2eUBAAATMNs6gE6/CWTixIkqXry4Ro0apc6dO6tKlSrOLgkAAJhNfu3UHMTpDeC2bdu0du1arVmzRpMnT5a7u7vCw8MVERGhiIgIGkIAAIBc5vQGsE6dOqpTp46ef/55SdKOHTs0ZcoUDRgwQBkZGUpPT3dyhQAAoKAz2zIwTm8ADcPQtm3btGbNGq1Zs0br169XUlKSateurfDwcGeXBwAAUOA4vQH09/fXhQsXVKdOHYWHh+uJJ55Q06ZN5evr6+zSAACASeTX5VocxekN4Mcff6ymTZvKx8fH2aUAAACYgtMbwLZt2zq7BAAAYHImCwCdvw4gAAAA8pbTE0AAAACnM1kESAIIAABMz+LA/+XE6NGjZbFY7LZq1arZHk9JSdGAAQMUEBAgb29vdenSRfHx8Tl+vTSAAAAA+UjNmjV16tQp27Z+/XrbY4MGDdI333yjL774QmvXrtXJkyfVuXPnHF+DIWAAAGB6+WkZmEKFCikwMDDT/nPnzmnOnDlauHChWrRoIUmaO3euqlevro0bN+ree+/N9jVIAAEAABwoNTVVSUlJdltqaup1j9+/f7+CgoJUoUIFPfLIIzp69KgkaevWrbp8+bIiIyNtx1arVk3lypXThg0bclQTDSAAADA9iwO3mJgYFS1a1G6LiYnJso6GDRtq3rx5Wrp0qaZPn67Dhw+radOmOn/+vOLi4uTu7p7pwzJKliypuLi4HL1ehoABAAAcKDo6WoMHD7bbZ7Vaszy2devWtj/Xrl1bDRs2VHBwsD7//HN5enrmWk00gAAAAA6cA2i1Wq/b8N2Mr6+vqlSpogMHDui+++5TWlqaEhMT7VLA+Pj4LOcM3ghDwAAAAPnUhQsXdPDgQZUqVUr169eXm5ubVq5caXt87969Onr0qMLCwnJ0XhJAAABgejldr89Rhg4dqvbt2ys4OFgnT57UqFGj5Orqqh49eqho0aLq27evBg8eLH9/f/n4+Oi5555TWFhYju4AlmgAAQAA8o3jx4+rR48eSkhIUPHixdWkSRNt3LhRxYsXlyRNmTJFLi4u6tKli1JTUxUVFaX33nsvx9exGIZh5HbxzpZyxdkVAHCU0Oilzi4BgIPsf/1+p137j5PJDjt3jSAvh537VpEAAgAA08sfA8B5h5tAAAAATIYEEAAAwGQRIAkgAACAyZAAAgAA08svy8DkFRJAAAAAkyEBBAAApmcxVwBIAggAAGA2JIAAAMD0TBYA0gACAACYrQNkCBgAAMBkSAABAIDpsQwMAAAACjQSQAAAYHosAwMAAIACjQQQAACYnskCQBJAAAAAsyEBBAAAMFkESAMIAABMj2VgAAAAUKCRAAIAANNjGRgAAAAUaCSAAADA9EwWAJIAAgAAmA0JIAAAgMkiQBJAAAAAkyEBBAAApme2dQBpAAEAgOmxDAwAAAAKNBJAAABgeiYLAEkAAQAAzIYEEAAAmB5zAAEAAFCgkQACAACYbBYgCSAAAIDJkAACAADTM9scQBpAAABgeibr/xgCBgAAMBsSQAAAYHpmGwImAQQAADAZEkAAAGB6FpPNAiQBBAAAMBkSQAAAAHMFgCSAAAAAZkMCCAAATM9kASANIAAAAMvAAAAAoEAjAQQAAKbHMjAAAAAo0EgAAQAAzBUAkgACAACYDQkgAAAwPZMFgCSAAAAAZkMCCAAATM9s6wDSAAIAANNjGRgAAAAUaCSAAADA9Mw2BEwCCAAAYDI0gAAAACZDAwgAAGAyzAEEAACmxxxAAAAAFGgkgAAAwPTMtg4gDSAAADA9hoABAABQoJEAAgAA0zNZAEgCCAAAYDYkgAAAACaLAEkAAQAATIYEEAAAmJ7ZloEhAQQAADAZEkAAAGB6rAMIAACAAo0EEAAAmJ7JAkAaQAAAALN1gAwBAwAAmAwNIAAAMD2LA/93OyZOnCiLxaKBAwfa9qWkpGjAgAEKCAiQt7e3unTpovj4+BydlwYQAAAgH9q8ebNmzpyp2rVr2+0fNGiQvvnmG33xxRdau3atTp48qc6dO+fo3DSAAADA9CwWx2234sKFC3rkkUf0/vvvy8/Pz7b/3LlzmjNnjt588021aNFC9evX19y5c/XLL79o48aN2T4/DSAAAIADpaamKikpyW5LTU294XMGDBigtm3bKjIy0m7/1q1bdfnyZbv91apVU7ly5bRhw4Zs11Qg7wL2KJCvCllJTU1VTEyMoqOjZbVanV0O8sD+1+93dgnII3x/Iy85sncYPT5GY8aMsds3atQojR49OsvjP/30U/3222/avHlzpsfi4uLk7u4uX19fu/0lS5ZUXFxctmsiAcQdLTU1VWPGjLnpb1IA7jx8f6OgiI6O1rlz5+y26OjoLI89duyYXnjhBS1YsEAeHh4Oq4msDAAAwIGsVmu2U+ytW7fq77//Vr169Wz70tPTtW7dOr3zzjtatmyZ0tLSlJiYaJcCxsfHKzAwMNs10QACAADkEy1bttSuXbvs9vXu3VvVqlXTSy+9pLJly8rNzU0rV65Uly5dJEl79+7V0aNHFRYWlu3r0AACAADkE0WKFFGtWrXs9nl5eSkgIMC2v2/fvho8eLD8/f3l4+Oj5557TmFhYbr33nuzfR0aQNzRrFarRo0axQRxoADi+xvI2pQpU+Ti4qIuXbooNTVVUVFReu+993J0DothGIaD6gMAAEA+xF3AAAAAJkMDCAAAYDI0gAAAACZDA4g73pEjR2SxWLR9+3ZnlwIAwB2Bm0Bwx0tPT9fp06dVrFgxFSrEje1AQRMREaG6detq6tSpzi4FKDBIAHHHc3V1VWBg4HWbP8MwdOXKlTyuCkB+k5aW5uwSgHyDBhB3hKVLl6pJkyby9fVVQECA2rVrp4MHD0rKPAS8Zs0aWSwW/fDDD6pfv76sVqvWr1/vxOoBc/n222/l6+ur9PR0SdL27dtlsVg0fPhw2zH9+vXTo48+qoSEBPXo0UOlS5dW4cKFFRoaqk8++cR2XK9evbR27VpNmzZNFotFFotFR44ckSTt3r1brVu3lre3t0qWLKnHHntMZ86csT03IiJCzz77rAYOHKhixYopKioqb94A4A5AA4g7QnJysgYPHqwtW7Zo5cqVcnFxUadOnZSRkXHd5wwfPlwTJ07Unj17VLt27TysFjC3pk2b6vz589q2bZskae3atSpWrJjWrFljO2bt2rWKiIhQSkqK6tevr++++067d+/Wk08+qccee0y//vqrJGnatGkKCwvTE088oVOnTunUqVMqW7asEhMT1aJFC911113asmWLli5dqvj4eHXr1s2ulvnz58vd3V0///yzZsyYkWfvAZDfMQcQd6QzZ86oePHi2rVrl7y9vRUSEqJt27apbt26WrNmjZo3b67FixerQ4cOzi4VMKX69eurR48eGjp0qDp16qS7775bY8aMUUJCgs6dO6cyZcpo3759qly5cqbntmvXTtWqVdMbb7whKes5gOPHj9dPP/2kZcuW2fYdP35cZcuW1d69e1WlShVFREQoKSlJv/32m8NfL3CnIQHEHWH//v3q0aOHKlSoIB8fH5UvX16SdPTo0es+p0GDBnlUHYD/Cg8P15o1a2QYhn766Sd17txZ1atX1/r167V27VoFBQWpcuXKSk9P17hx4xQaGip/f395e3tr2bJlN/zelqQdO3Zo9erV8vb2tm3VqlWTJNv0EOlqIwogM26ZxB2hffv2Cg4O1vvvv6+goCBlZGSoVq1aN5zU7eXllYcVAvi3iIgIffDBB9qxY4fc3NxUrVo1RUREaM2aNfrnn38UHh4uSXr99dc1bdo0TZ06VaGhofLy8tLAgQNvesPGhQsX1L59e02aNCnTY6VKlbL9mZ8DQNZoAJHvJSQkaO/evXr//ffVtGlTSeKmDiCfuzYPcMqUKbZmLyIiQhMnTtQ///yjIUOGSJJ+/vlndejQQY8++qgkKSMjQ/v27VONGjVs53J3d7fdUHJNvXr19OWXX6p8+fIs/wTcAoaAke/5+fkpICBAs2bN0oEDB7Rq1SoNHjzY2WUBuAE/Pz/Vrl1bCxYsUEREhCSpWbNm+u2337Rv3z5bU1i5cmUtX75cv/zyi/bs2aP+/fsrPj7e7lzly5fXpk2bdOTIEZ05c0YZGRkaMGCAzp49qx49emjz5s06ePCgli1bpt69e2dqFgFkRgOIfM/FxUWffvqptm7dqlq1amnQoEF6/fXXnV0WgJsIDw9Xenq6rQH09/dXjRo1FBgYqKpVq0qSRowYoXr16ikqKkoREREKDAxUx44d7c4zdOhQubq6qkaNGipevLiOHj2qoKAg/fzzz0pPT1erVq0UGhqqgQMHytfXVy4u/KcNuBnuAgYAADAZfk0CAAAwGRpAAAAAk6EBBAAAMBkaQAAAAJOhAQQAADAZGkAAAACToQEEAAAwGRpAAAAAk6EBBJBv9erVy+5TISIiIjRw4MA8r2PNmjWyWCxKTEzM82sDgCPQAALIsV69eslischiscjd3V2VKlXS2LFjdeXKFYde96uvvtK4ceOydSxNGwBcXyFnFwDgznT//fdr7ty5Sk1N1ffff68BAwbIzc1N0dHRdselpaXJ3d09V67p7++fK+cBALMjAQRwS6xWqwIDAxUcHKynn35akZGRWrJkiW3Y9rXXXlNQUJCqVq0qSTp27Ji6desmX19f+fv7q0OHDjpy5IjtfOnp6Ro8eLB8fX0VEBCgF198Uf/9qPL/DgGnpqbqpZdeUtmyZWW1WlWpUiXNmTNHR44cUfPmzSVJfn5+slgs6tWrlyQpIyNDMTExCgkJkaenp+rUqaNFixbZXef7779XlSpV5OnpqebNm9vVCQAFAQ0ggFzh6emptLQ0SdLKlSu1d+9eLV++XN9++60uX76sqKgoFSlSRD/99JN+/vlneXt76/7777c9Z/LkyZo3b54++OADrV+/XmfPntXXX399w2s+/vjj+uSTT/TWW29pz549mjlzpry9vVW2bFl9+eWXkqS9e/fq1KlTmjZtmiQpJiZGH374oWbMmKHff/9dgwYN0qOPPqq1a9dKutqodu7cWe3bt9f27dvVr18/DR8+3FFvGwA4BUPAAG6LYRhauXKlli1bpueee06nT5+Wl5eXZs+ebRv6/fjjj5WRkaHZs2fLYrFIkubOnStfX1+tWbNGrVq10tSpUxUdHa3OnTtLkmbMmKFly5Zd97r79u3T559/ruXLlysyMlKSVKFCBdvj14aLS5QoIV9fX0lXE8MJEyZoxYoVCgsLsz1n/fr1mjlzpsLDwzV9+nRVrFhRkydPliRVrVpVu3bt0qRJk3LxXQMA56IBBHBLvv32W3l7e+vy5cvKyMjQww8/rNGjR2vAgAEKDQ21m/e3Y8cOHThwQEWKFLE7R0pKig4ePKhz587p1KlTatiwoe2xQoUKqUGDBpmGga/Zvn27XF1dFR4enu2aDxw4oIsXL+q+++6z25+Wlqa77rpLkrRnzx67OiTZmkUAKChoAAHckubNm2v69Olyd3dXUFCQChX6vx8nXl5edsdeuHBB9evX14IFCzKdp3jx4rd0fU9Pzxw/58KFC5Kk7777TqVLl7Z7zGq13lIdAHAnogEEcEu8vLxUqVKlbB1br149ffbZZypRooR8fHyyPKZUqVLatGmTmjVrJkm6cuWKtm7dqnr16mV5fGhoqDIyMrR27VrbEPC/XUsg09PTbftq1Kghq9Wqo0ePXjc5rF69upYsWWK3b+PGjTd/kQBwB+EmEAAO98gjj6hYsWLq0KGDfvrpJx0+fFhr1qzR888/r+PHj0uSXnjhBU2cOFGLFy/Wn3/+qWeeeeaGa/iVL19ePXv2VJ8+fbR48WLbOT///HNJUnBwsCwWi7799ludPn1aFy5cUJEiRTR06FANGjRI8+fP18GDB/Xbb7/p7bff1vz58yVJTz31lPbv369hw4Zp7969WrhwoebNm+fotwgA8hQNIACHK1y4sNatW6dy5cqpc+fOql69uvr27auUlBRbIjhkyBA99thj6tmzp8LCwlSkSBF16tTphuedPn26HnzwQT3zzDOqVq2annjiCSUnJ0uSSpcurTFjxmj48OEqWbKknn32WUnSuHHjNHLkSMXExKh69eq6//779d133ykkJESSVK5cOX355ZdavHix6tSpoxkzZmjChAkOfHcAIO9ZjOvNsAYAAECBRAIIAABgMjSAAAAAJkMDCAAAYDI0gAAAACZDAwgAAGAyNIAAAAAmQwMIAABgMjSAAAAAJkMDCAAAYDI0gAAAACZDAwgAAGAy/w+uxQ76NhzE8QAAAABJRU5ErkJggg==\n"
326 },
327 "metadata": {}
328 },
329 {
330 "output_type": "display_data",
331 "data": {
332 "text/plain": [
333 "<Figure size 1000x600 with 1 Axes>"
334 ],
335 "image/png": 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\n"
336 },
337 "metadata": {}
338 },
339 {
340 "output_type": "stream",
341 "name": "stdout",
342 "text": [
343 "\n",
344 "Random Forest:\n",
345 "Validation Accuracy: 0.7704\n",
346 "Test Accuracy: 0.7665\n",
347 "Classification Report:\n",
348 " precision recall f1-score support\n",
349 "\n",
350 " air 0.85 0.69 0.76 138\n",
351 " water 0.70 0.86 0.77 119\n",
352 "\n",
353 " accuracy 0.77 257\n",
354 " macro avg 0.78 0.77 0.77 257\n",
355 "weighted avg 0.78 0.77 0.77 257\n",
356 "\n"
357 ]
358 },
359 {
360 "output_type": "display_data",
361 "data": {
362 "text/plain": [
363 "<Figure size 800x600 with 2 Axes>"
364 ],
365 "image/png": 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\n"
366 },
367 "metadata": {}
368 },
369 {
370 "output_type": "display_data",
371 "data": {
372 "text/plain": [
373 "<Figure size 1000x600 with 1 Axes>"
374 ],
375 "image/png": 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\n"
376 },
377 "metadata": {}
378 },
379 {
380 "output_type": "stream",
381 "name": "stdout",
382 "text": [
383 "\n",
384 "SVM:\n",
385 "Validation Accuracy: 0.5136\n",
386 "Test Accuracy: 0.4630\n",
387 "Classification Report:\n",
388 " precision recall f1-score support\n",
389 "\n",
390 " air 0.50 0.31 0.38 138\n",
391 " water 0.44 0.64 0.52 119\n",
392 "\n",
393 " accuracy 0.46 257\n",
394 " macro avg 0.47 0.48 0.45 257\n",
395 "weighted avg 0.47 0.46 0.45 257\n",
396 "\n"
397 ]
398 },
399 {
400 "output_type": "display_data",
401 "data": {
402 "text/plain": [
403 "<Figure size 800x600 with 2 Axes>"
404 ],
405 "image/png": 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ffuRKy8BYlmV9+eWXVvXq1S1fX1+rUqVK1ty5c3MsA7Ny5Uqrffv2VmRkpOXr62tFRkZa3bp1s3bt2pXjHn9fKmXFihVWo0aNLD8/PysoKMhq27at9csvvzidc6VlQ2bNmmVJsvbv33/F76llOS8DcyVXWgZm0KBBVkREhOXn52c1atTIWr9+/WWXb/nkk0+sqlWrWoUKFXJ6ztjYWKtatWqXvedfr5OammpFRUVZdevWtc6fP+903oABAywvLy9r/fr1V32G3EpJSbGef/55KzY21oqIiLAKFSpkhYaGWnfccYe1aNGiK37utddesyRZ//rXv654jv7/MjBXwzIwgOexWVYeZmMDAADgpsccQAAAAMPQAAIAABiGBhAAAMAwNIAAAACGoQEEAAAwDA0gAACAYWgAAQAADOORPwkk/cK1zwFwcwq97Ul3lwDARc5tmuq2e/vVcd2fLe58rishAQQAADCMRyaAAAAAeWIzKxOjAQQAALDZ3F1BvjKr3QUAAAAJIAAAgGlDwGY9LQAAAEgAAQAAmAMIAAAAj0YCCAAAwBxAAAAAeDISQAAAAMPmANIAAgAAMAQMAAAAT0YCCAAAYNgQMAkgAACAYUgAAQAAmAMIAAAAT0YCCAAAwBxAAAAAeDISQAAAAMPmANIAAgAAMAQMAAAAT0YCCAAAYNgQsFlPCwAAABJAAAAAEkAAAAB4NBJAAAAAL94CBgAAgAcjAQQAADBsDiANIAAAAAtBAwAAwJORAAIAABg2BGzW0wIAAIAEEAAAgDmAAAAA8GgkgAAAAMwBBAAAgCcjAQQAADBsDiANIAAAAEPAAAAAcJfTp0+rf//+ioqKkp+fnxo2bKiNGzc6jluWpREjRigiIkJ+fn5q3ry5du/enad70AACAADYbK7b8qhPnz5avny55syZo23btunuu+9W8+bN9ccff0iSEhIS9Morr2j69OnasGGD/P391aJFC6Wnp+f6HjSAAAAABcS5c+f04YcfKiEhQU2bNlWFChU0atQoVahQQdOmTZNlWZo8ebKGDRum9u3bq2bNmnr33Xd16NAhLV68ONf3oQEEAACweblsy8jIUGpqqtOWkZFx2TIuXLigrKwsFS5c2Gm/n5+f1q1bp/379ys5OVnNmzd3HAsODlb9+vW1fv36XD8uDSAAAIALxcfHKzg42GmLj4+/7LmBgYFq0KCBxo4dq0OHDikrK0tz587V+vXrdfjwYSUnJ0uSSpYs6fS5kiVLOo7lBg0gAACAC+cADh06VKdOnXLahg4desVS5syZI8uyVKpUKdntdr3yyivq1q2bvLxuXNtGAwgAAOBCdrtdQUFBTpvdbr/i+eXLl9eaNWt05swZ/fbbb/r+++91/vx5lStXTuHh4ZKklJQUp8+kpKQ4juUGDSAAAIAL5wBeL39/f0VEROjEiRNKTExU+/btFR0drfDwcK1cudJxXmpqqjZs2KAGDRrk+tosBA0AAFCAFoJOTEyUZVmqVKmS9uzZoyFDhqhy5crq3bu3bDab+vfvr3HjxikmJkbR0dEaPny4IiMj1aFDh1zfgwYQAACgALk0R/D3339XWFiYOnfurPHjx8vHx0eS9MwzzygtLU2PPfaYTp48qcaNG2vZsmU53hy+GptlWZarHsBd0i+4uwIArhJ625PuLgGAi5zbNNVt9/ZrN81l1z736RMuu/b1Kjh5JwAAAPIFQ8AAAAAFaA5gfjDraQEAAEACCAAAIJvN3RXkKxJAAAAAw5AAAgAAGDYHkAYQAACAIWAAAAB4MhJAAABgPBsJIAAAADwZCSAAADAeCSAAAAA8GgkgAACAWQEgCSAAAIBpSAABAIDxTJsDSAMIAACMZ1oDyBAwAACAYUgAAQCA8UgAAQAA4NFIAAEAgPFIAAEAAODRSAABAADMCgBJAAEAAExDAggAAIzHHEAAAAB4NBJAAABgPNMSQBpAAABgPNMaQIaAAQAADEMCCAAAjEcCCAAAAI9GAggAAGBWAEgCCAAAYBoSQAAAYDzmAAIAAMCjkQACAADjmZYA0gACAADjmdYAMgQMAABgGBJAAAAAswJAEkAAAADTkAACAADjMQcQAAAAHo0EEAAAGI8EEAAAAB6NBBAAABjPtASQBhAAABjPtAaQIWAAAADDkAACAACYFQCSAAIAAJiGBBAAABiPOYAAAADwaCSAAADAeCSAAAAA8GgkgAAAwHimJYA0gAAAAGb1fwwBAwAAmIYEEAAAGM+0IWASQAAAAMO4tQHMysrS2rVrdfLkSXeWAQAADGez2Vy2FURubQC9vb11991368SJE+4sAwAAwChuHwKuXr269u3b5+4ycBOZ+eYM1apWSQnx4x37xowaodYtm+tfdWsqrvHtevrJJ7R/3143VgkgtwKK2PXi4M7a+fkYHV//sr56Z6DqVS3jOD5j9AM6t2mq0/bJ1P+4sWJ4ItMSQLe/BDJu3DgNHjxYY8eOVb169eTv7+90PCgoyE2VoSDavm2rFn3wnipWrOS0v2rVamrdpq3CIyKUeuqUpr32qv796CP6/MuV8vb2dlO1AHJj2ojuqlohUg8Pm63DR06p2z3/0mfTn1LdzuN06MgpSVLiNz/r8ZFzHZ/JyLzgrnIBj+D2BvCee+6RJLVr186pS7YsSzabTVlZWe4qDQXM2bQ0Df3vEI0cPU5vvjHN6di9Xe53fF2q1C16sl9/3depvQ798YdKlynz90sBKCAK233U4c7aum/ADH3z08XUfvwbn+ueptX16H1NNPr1pZKkzMwLSjl22p2lwsMV1KTOVdzeAH711VfuLgE3iQnjxqhp01jd3qBhjgbwr86ePatPPv5IpW65ReHh4flYIYC8KuTtpUKFvJWeed5pf3rGeTWsU97x6ya3xujgynidTD2r1Rt3afRrS3X8VFp+lwtPZlb/5/4GMDY29h99PiMjQxkZGU77LG+77Hb7P7ouCpYvPv9MO3b8ovnvL7riOe8vmKdJE1/SuXNnVTY6Wm+8OUs+vr75WCWAvDpzNkPfbdmnoY+20s79KUo5lqouLW9V/ZrR2vvbEUnS8m936JNVW3Tgj2Mqd0sxjX6qrT6Z+oRie05Udrbl5icAbk5uaQC3bt2q6tWry8vLS1u3br3quTVr1rzq8fj4eI0ePdpp33PDR2rYiFH/tEwUEMmHDyvh+fF64823r9rY39OmnW5v2EhHjxzR7FkzNWRQf82eu4B/DAAF3MPD3tUbo3po35fjdeFCljb/+psWLvtBdapcnL7xQeKPjnN/3nNI23b/oR1LR6vprTFa/f0ud5UND2PaELDNsqx8/+eTl5eXkpOTVaJECXl5eclms+lyZeRmDiAJoOdbtXKFBvTr6/QyR1ZWlmw2m7y8vLRx07YcL3qcz8xU44b/0qjR49SqdZv8LhkuFHrbk+4uAS5SpLCvggIKK/loquY831v+Rezq1G/6Zc9NWhWv0a8t1cwPv8nnKuFK5zZNddu9yw383GXX3vfyPS679vVySwK4f/9+FS9e3PH1P2G352z20nk5zKPUv/12LVq8xGnfyOeGqmy5cur9yKOXfcvXkiTLUmZmZv4UCeAfO5ueqbPpmQoJ9FPzhlX03ORPLnteqRIhKhrsr+SjqflcITyZaQmgWxrAqKioHF//8ssvSkpKcvoL22azOZ0LM/n7BygmpqLTPr8iRRQSHKKYmIr6/bfflLjsczVo2EihoWFKSUnW22/NkN1eWI2b/rM5pgBcr3mDKrLZpF0H/lT50sU1YUAH7dqfonc/XS9/P1899/g9Wrxys5KPpqpc6WIa/3QH7f3tqJZ/u8PdpQM3Lbe/BLJv3z517NhR27ZtcxoKvtSJswwMrsXX7quffvxBc+fMVuqpVBUtVlT16t2qd+ctUNGiRd1dHoBrCA4orDFPtVOpkiE6fuqsPlm5WSNfW6ILF7JVyNtS9ZhS6tG2vkIC/XT4yCmtWP+rxry+VJnnGe7BjWNYAOieOYB/1bZtW3l7e+utt95SdHS0NmzYoOPHj2vQoEF66aWX1KRJkzxfkyFgwHMxBxDwXO6cA1hh8Bcuu/ael1q57NrXy+0J4Pr167Vq1SoVK1ZMXl5e8vb2VuPGjRUfH69+/fpp06ZN7i4RAAB4ONPmALr9ZwFnZWUpMDBQklSsWDEdOnRI0sW5gTt37nRnaQAAwBA2m+u2gsjtCWD16tW1ZcsWRUdHq379+kpISJCvr69mzJihcuXKubs8AAAAj+P2BnDYsGFKS7v443zGjBmjNm3aqEmTJipatKjef/99N1cHAABMYNoQsNsbwBYtWji+rlChgn799VcdP35coaGhxv2fAQAAkB/c3gBeTlhYmLtLAAAABjEtc3L7SyAAAADIXwUyAQQAAMhPXl5mRYAkgAAAAAVEVlaWhg8frujoaPn5+al8+fIaO3as/vpzOyzL0ogRIxQRESE/Pz81b95cu3fvztN9aAABAIDxCso6gC+88IKmTZumqVOnaseOHXrhhReUkJCgV1991XFOQkKCXnnlFU2fPl0bNmyQv7+/WrRoofT09FzfhyFgAABgvIKy8si3336r9u3bq3Xr1pKksmXLasGCBfr+++8lXUz/Jk+erGHDhql9+/aSpHfffVclS5bU4sWL1bVr11zdhwQQAADAhTIyMpSamuq0ZWRkXPbchg0bauXKldq1a5ckacuWLVq3bp1atbr484T379+v5ORkNW/e3PGZ4OBg1a9fX+vXr891TTSAAADAeK4cAo6Pj1dwcLDTFh8ff9k6nn32WXXt2lWVK1eWj4+P6tSpo/79+6tHjx6SpOTkZElSyZIlnT5XsmRJx7HcYAgYAADAhYYOHaqBAwc67bPb7Zc9d+HChZo3b57mz5+vatWqafPmzerfv78iIyPVs2fPG1YTDSAAADCeK+cA2u32KzZ8fzdkyBBHCihJNWrU0MGDBxUfH6+ePXsqPDxckpSSkqKIiAjH51JSUlS7du1c18QQMAAAQAFx9uxZeXk5t2fe3t7Kzs6WJEVHRys8PFwrV650HE9NTdWGDRvUoEGDXN+HBBAAABivoLwF3LZtW40fP15lypRRtWrVtGnTJr388st6+OGHJV2ss3///ho3bpxiYmIUHR2t4cOHKzIyUh06dMj1fWgAAQAACohXX31Vw4cP13/+8x/9+eefioyM1OOPP64RI0Y4znnmmWeUlpamxx57TCdPnlTjxo21bNkyFS5cONf3sVl/XVraQ6RfcHcFAFwl9LYn3V0CABc5t2mq2+5de9TKa590nTaPutNl175eJIAAAMB4BWUIOL/wEggAAIBhSAABAIDxDAsASQABAABMQwIIAACMxxxAAAAAeDQSQAAAYDzDAkASQAAAANOQAAIAAOMxBxAAAAAejQQQAAAYz7AAkAYQAACAIWAAAAB4NBJAAABgPMMCQBJAAAAA05AAAgAA4zEHEAAAAB6NBBAAABjPsACQBBAAAMA0JIAAAMB4ps0BpAEEAADGM6z/YwgYAADANCSAAADAeKYNAZMAAgAAGIYEEAAAGI8EEAAAAB6NBBAAABjPsACQBBAAAMA0JIAAAMB4ps0BpAEEAADGM6z/YwgYAADANCSAAADAeKYNAZMAAgAAGIYEEAAAGM+wAJAEEAAAwDQkgAAAwHhehkWAJIAAAACGIQEEAADGMywApAEEAABgGRgAAAB4NBJAAABgPC+zAkASQAAAANOQAAIAAOMxBxAAAAAejQQQAAAYz7AAkAQQAADANCSAAADAeDaZFQHSAAIAAOOxDAwAAAA8GgkgAAAwHsvAAAAAwKORAAIAAOMZFgCSAAIAAJiGBBAAABjPy7AIkAQQAADAMCSAAADAeIYFgDSAAAAALAMDAAAAj0YCCAAAjGdYAEgCCAAAYBoSQAAAYDyWgQEAAIBHIwEEAADGMyv/IwEEAAAwDgkgAAAwnmnrANIAAgAA43mZ1f8xBAwAAGAaEkAAAGA804aASQABAAAMQwIIAACMZ1gASAIIAABgGhJAAABgPNPmAOaqAfz0009zfcF27dpddzEAAABwvVw1gB06dMjVxWw2m7Kysv5JPQAAAPnOtHUAc9UAZmdnu7oOAAAAtzFtCJiXQAAAAAxzXS+BpKWlac2aNUpKSlJmZqbTsX79+t2QwgAAAPKLWfnfdTSAmzZt0j333KOzZ88qLS1NYWFhOnr0qIoUKaISJUrQAAIAABRweR4CHjBggNq2basTJ07Iz89P3333nQ4ePKh69erppZdeckWNAAAALuVls7lsy4uyZcvKZrPl2Pr27StJSk9PV9++fVW0aFEFBASoc+fOSklJyfvz5vUDmzdv1qBBg+Tl5SVvb29lZGSodOnSSkhI0P/+9788FwAAAICLNm7cqMOHDzu25cuXS5Luu+8+SReDuCVLluiDDz7QmjVrdOjQIXXq1CnP98nzELCPj4+8vC72jSVKlFBSUpKqVKmi4OBg/fbbb3kuAAAAwN0KykvAxYsXd/r1888/r/Llyys2NlanTp3SzJkzNX/+fN1xxx2SpFmzZqlKlSr67rvvdPvtt+f6PnluAOvUqaONGzcqJiZGsbGxGjFihI4ePao5c+aoevXqeb0cAACAR8vIyFBGRobTPrvdLrvdftXPZWZmau7cuRo4cKBsNpt+/PFHnT9/Xs2bN3ecU7lyZZUpU0br16/PUwOY5yHgCRMmKCIiQpI0fvx4hYaG6oknntCRI0c0Y8aMvF4OAADA7S437+5GbfHx8QoODnba4uPjr1nT4sWLdfLkSfXq1UuSlJycLF9fX4WEhDidV7JkSSUnJ+fpefOcAN56662Or0uUKKFly5bl9RIAAADGGDp0qAYOHOi071rpnyTNnDlTrVq1UmRk5A2v6brWAQQAAPAkrpwDmJvh3r87ePCgVqxYoY8++sixLzw8XJmZmTp58qRTCpiSkqLw8PA8XT/PDWB0dPRVf1zKvn378npJAAAAt8rrci2uNmvWLJUoUUKtW7d27KtXr558fHy0cuVKde7cWZK0c+dOJSUlqUGDBnm6fp4bwP79+zv9+vz589q0aZOWLVumIUOG5PVyAAAA+Ivs7GzNmjVLPXv2VKFC/9eqBQcH65FHHtHAgQMVFhamoKAgPfXUU2rQoEGeXgCRrqMBfPrppy+7/7XXXtMPP/yQ18sBAAC4XUEKAFesWKGkpCQ9/PDDOY5NmjRJXl5e6ty5szIyMtSiRQu9/vrreb6HzbIs60YUu2/fPtWuXVupqak34nL/SPoFd1cAwFVCb3vS3SUAcJFzm6a67d7/+egXl1379U5VXXbt63XDXgJZtGiRwsLCbtTlAAAA8s3V3m/wRNe1EPRfv0mWZSk5OVlHjhy5rggSAAAA+SvPDWD79u2dGkAvLy8VL15ccXFxqly58g0tDgD+rn7P7u4uAYAHyvNPxrjJ5bkBHDVqlAvKAAAAQH7Jc8Pr7e2tP//8M8f+Y8eOydvb+4YUBQAAkJ9c+aPgCqI8J4BXemk4IyNDvr6+/7ggAACA/OZVMPs0l8l1A/jKK69Iutghv/XWWwoICHAcy8rK0tq1a5kDCAAAcBPIdQM4adIkSRcTwOnTpzsN9/r6+qps2bKaPn36ja8QAADAxUgAr2D//v2SpGbNmumjjz5SaGioy4oCAACA6+R5DuBXX33lijoAAADcpqC+rOEqeX4LuHPnznrhhRdy7E9ISNB99913Q4oCAACA6+S5AVy7dq3uueeeHPtbtWqltWvX3pCiAAAA8pOXzXVbQZTnBvDMmTOXXe7Fx8dHqampN6QoAAAAuE6eG8AaNWro/fffz7H/vffeU9WqVW9IUQAAAPnJZnPdVhDl+SWQ4cOHq1OnTtq7d6/uuOMOSdLKlSs1f/58LVq06IYXCAAA4GpeBbVTc5E8N4Bt27bV4sWLNWHCBC1atEh+fn6qVauWVq1apbCwMFfUCAAAgBsozw2gJLVu3VqtW7eWJKWmpmrBggUaPHiwfvzxR2VlZd3QAgEAAFwtz3PibnLX/bxr165Vz549FRkZqYkTJ+qOO+7Qd999dyNrAwAAgAvkKQFMTk7WO++8o5kzZyo1NVVdunRRRkaGFi9ezAsgAADgpmXYFMDcJ4Bt27ZVpUqVtHXrVk2ePFmHDh3Sq6++6sraAAAA4AK5TgC/+OIL9evXT0888YRiYmJcWRMAAEC+Mu0t4FwngOvWrdPp06dVr1491a9fX1OnTtXRo0ddWRsAAABcINcN4O23364333xThw8f1uOPP6733ntPkZGRys7O1vLly3X69GlX1gkAAOAypi0Enee3gP39/fXwww9r3bp12rZtmwYNGqTnn39eJUqUULt27VxRIwAAgEvxs4DzoFKlSkpISNDvv/+uBQsW3KiaAAAA4ELXtRD033l7e6tDhw7q0KHDjbgcAABAvuIlEAAAAHi0G5IAAgAA3MwMCwBJAAEAAExDAggAAIxXUN/WdRUSQAAAAMOQAAIAAOPZZFYESAMIAACMxxAwAAAAPBoJIAAAMB4JIAAAADwaCSAAADCezbCVoEkAAQAADEMCCAAAjMccQAAAAHg0EkAAAGA8w6YA0gACAAB4GdYBMgQMAABgGBJAAABgPF4CAQAAgEcjAQQAAMYzbAogCSAAAIBpSAABAIDxvGRWBEgCCAAAYBgSQAAAYDzT5gDSAAIAAOOxDAwAAAA8GgkgAAAwHj8KDgAAAB6NBBAAABjPsACQBBAAAMA0JIAAAMB4zAEEAACARyMBBAAAxjMsAKQBBAAAMG1I1LTnBQAAMB4JIAAAMJ7NsDFgEkAAAADDkAACAADjmZX/kQACAAAYhwQQAAAYj4WgAQAA4NFIAAEAgPHMyv9oAAEAAIz7SSAMAQMAABiGBBAAABiPhaABAADg0UgAAQCA8UxLxEx7XgAAAOORAAIAAOMxBxAAAAAejQQQAAAYz6z8jwQQAADAODSAAADAeDabzWVbXv3xxx964IEHVLRoUfn5+alGjRr64YcfHMcty9KIESMUEREhPz8/NW/eXLt3787TPWgAAQCA8bxcuOXFiRMn1KhRI/n4+OiLL77QL7/8ookTJyo0NNRxTkJCgl555RVNnz5dGzZskL+/v1q0aKH09PRc34c5gAAAAAXECy+8oNKlS2vWrFmOfdHR0Y6vLcvS5MmTNWzYMLVv316S9O6776pkyZJavHixunbtmqv7kAACAADjuXIIOCMjQ6mpqU5bRkbGZev49NNPdeutt+q+++5TiRIlVKdOHb355puO4/v371dycrKaN2/u2BccHKz69etr/fr1uX5eGkAAAAAXio+PV3BwsNMWHx9/2XP37dunadOmKSYmRomJiXriiSfUr18/zZ49W5KUnJwsSSpZsqTT50qWLOk4lhsMAQMAAOO5chmYoUOHauDAgU777Hb7Zc/Nzs7WrbfeqgkTJkiS6tSpo+3bt2v69Onq2bPnDauJBBAAAMCF7Ha7goKCnLYrNYARERGqWrWq074qVaooKSlJkhQeHi5JSklJcTonJSXFcSw3aAABAIDxbDbXbXnRqFEj7dy502nfrl27FBUVJeniCyHh4eFauXKl43hqaqo2bNigBg0a5Po+DAEDAAAUEAMGDFDDhg01YcIEdenSRd9//71mzJihGTNmSLr4skr//v01btw4xcTEKDo6WsOHD1dkZKQ6dOiQ6/vQAAIAAON5FZAfBnfbbbfp448/1tChQzVmzBhFR0dr8uTJ6tGjh+OcZ555RmlpaXrsscd08uRJNW7cWMuWLVPhwoVzfR+bZVmWKx7AndIvuLsCAK7Scuq37i4BgIus7t/Qbfdeuj3l2iddpzbVS177pHzGHEAAAADDMAQMAACMZysgQ8D5hQQQAADAMCSAAADAeHldruVmRwIIAABgGBJAAABgvIKyDEx+IQEEAAAwDAkgAAAwnmlzAGkAAQCA8UxrABkCBgAAMAwJIAAAMB4LQeej8+fP684779Tu3bvdWQYAAIBR3JoA+vj4aOvWre4sAQAAQF5mBYDunwP4wAMPaObMme4uAwAAwBhunwN44cIFvf3221qxYoXq1asnf39/p+Mvv/yymyoDAACmMG0OoNsbwO3bt6tu3bqSpF27djkds5n2TjYAAEA+cHsD+NVXX7m7BAAAYDjTMie3zwG8ZM+ePUpMTNS5c+ckSZZlubkiAABgCpsL/1cQub0BPHbsmO68805VrFhR99xzjw4fPixJeuSRRzRo0CA3VwcAAOB53N4ADhgwQD4+PkpKSlKRIkUc+++//34tW7bMjZUBAABTeNlctxVEbp8D+OWXXyoxMVG33HKL0/6YmBgdPHjQTVUBAAB4Lrc3gGlpaU7J3yXHjx+X3W53Q0UAAMA0BXWunqu4fQi4SZMmevfddx2/ttlsys7OVkJCgpo1a+bGygAAADyT2xPAhIQE3Xnnnfrhhx+UmZmpZ555Rj///LOOHz+ub775xt3loQCa+eYMvTJ5ono88JCeGfqcJGnMqBHa8N23OvLnnypSpIhq1a6j/gMHK7pceTdXC+Ba3nu4rsKDCufY//GWw5ry1X5JUtWIAPVpGKUq4QHKzra050iahny8Q5lZ2fldLjyUacvAuL0BrF69unbt2qWpU6cqMDBQZ86cUadOndS3b19FRES4uzwUMNu3bdWiD95TxYqVnPZXrVpNrdu0VXhEhFJPndK0117Vvx99RJ9/uVLe3t5uqhZAbjy+YKu8//K3b3TRIprYuZrW7D4m6WLzl9ChquZv/EOvfLVPWZal8sX8ZYnlwoDr5fYGMCkpSaVLl9Zzzz132WNlypRxQ1UoiM6mpWnof4do5OhxevONaU7H7u1yv+PrUqVu0ZP9+uu+Tu116I8/VJr/hoAC7dS5C06/7n5bqP44eU6bf0+VJD3ZNFofbT6s+T/84TjntxPp+VojPJ9hAaD75wBGR0fryJEjOfYfO3ZM0dHRbqgIBdWEcWPUtGmsbm/Q8KrnnT17Vp98/JFK3XKLwsPD86k6ADdCIS+b7qpcXJ///KckKcTPR1UjAnXi7HlN7VJdHz16qybfW001IgPdXCk8jZfN5rKtIHJ7AmhZ1mV/5u+ZM2dUuHDOOSF/l5GRoYyMDOdrett5g9jDfPH5Z9qx4xfNf3/RFc95f8E8TZr4ks6dO6uy0dF6481Z8vH1zccqAfxTjcuHKcBeSMt+udgARgZf/LO81+2lNe3rg9pzJE0tqhTXxE7V1HvuZv1xkiQQuB5uawAHDhwo6eJbv8OHD3daCiYrK0sbNmxQ7dq1r3md+Ph4jR492mnfc8NHatiIUTeyXLhR8uHDSnh+vN548+2rNvb3tGmn2xs20tEjRzR71kwNGdRfs+cu4B8DwE3knuoltOHACR1LOy9JjoBgybYUR1O450ia6pYO1j3VSujNb5LcVis8S8HM6VzHbQ3gpk2bJF1MALdt2ybfvyQ1vr6+qlWrlgYPHnzN6wwdOtTRTF5iefMXvif55ZefdfzYMXW9r5NjX1ZWln78YaPeWzBPGzdtk7e3twIDAxUYGKioqLKqWbOWGjf8l1atWK5Wrdu4sXoAuVUy0K56pUM0Yumvjn3H0jIlSQePn3U69+CJcyoRyJ/1wPVyWwP41VdfSZJ69+6tKVOmKCgo6LquY7fnHO5Nv3CFk3FTqn/77Vq0eInTvpHPDVXZcuXU+5FHL/uWryVJlqXMzMz8KRLAP9aqWgmdPHde3+0/4diXnJqhI2cyVDrUz+nc0iGFteHAyXyuEB7NsAjQ7XMAZ82a5e4SUMD5+wcoJqai0z6/IkUUEhyimJiK+v2335S47HM1aNhIoaFhSklJ1ttvzZDdXliNm8a6qWoAeWGT1LJqCSX+8qey/ra6y/s/HlKv20tr75GzF+cAVi2uMmF+GvnZTrfUCngCtzeAkvTDDz9o4cKFSkpKypHYfPTRR26qCjcLX7uvfvrxB82dM1upp1JVtFhR1at3q96dt0BFixZ1d3kAcqFemWCFB9kdb//+1aJNh+Xr7aW+sWUVWLiQ9h5J0+CPftGhUxmXuRJwfUz7UXA2y7LcupLme++9p4ceekgtWrTQl19+qbvvvlu7du1SSkqKOnbseF0JIUPAgOdqOfVbd5cAwEVW97/6Ml+utGHvKZddu375YJdd+3q5fR3ACRMmaNKkSVqyZIl8fX01ZcoU/frrr+rSpQuLQAMAgHxhs7luK4jc3gDu3btXrVu3lnTx7d+0tDTZbDYNGDBAM2bMcHN1AADABDYXbgWR2xvA0NBQnT59WpJUqlQpbd++XZJ08uRJnT179mofBQAAwHVw+0sgTZs21fLly1WjRg3dd999evrpp7Vq1SotX75cd955p7vLAwAAJiioUZ2LuL0BnDp1qtLTL/4on+eee04+Pj769ttv1blzZw0bNszN1QEAAHgetzeA/fv3V7NmzdS0aVOVL19ezz77rLtLAgAAhjFtGRi3zwH09fVVfHy8YmJiVLp0aT3wwAN66623tHv3bneXBgAA4JHc3gC+9dZb2rVrl3777TclJCQoICBAEydOVOXKlXXLLbe4uzwAAGAAloFxk9DQUBUtWlShoaEKCQlRoUKFVLx4cXeXBQAA4HHc3gD+73//U8OGDVW0aFE9++yzSk9P17PPPqvk5GRt2rTJ3eUBAAADmLYOoNtfAnn++edVvHhxjRw5Up06dVLFihXdXRIAADBNQe3UXMTtDeCmTZu0Zs0arV69WhMnTpSvr69iY2MVFxenuLg4GkIAAIAbzO0NYK1atVSrVi3169dPkrRlyxZNmjRJffv2VXZ2trKystxcIQAA8HSmLQPj9gbQsixt2rRJq1ev1urVq7Vu3TqlpqaqZs2aio2NdXd5AAAAHsftDWBYWJjOnDmjWrVqKTY2Vo8++qiaNGmikJAQd5cGAAAMUVCXa3EVtzeAc+fOVZMmTRQUFOTuUgAAAIzg9gawdevW7i4BAAAYzrAA0P3rAAIAACB/uT0BBAAAcDvDIkAaQAAAYDzTloFhCBgAAMAwJIAAAMB4pi0DQwIIAABgGBJAAABgPMMCQBJAAAAA05AAAgAAGBYBkgACAAAYhgQQAAAYj3UAAQAA4NFIAAEAgPFMWweQBhAAABjPsP6PIWAAAADTkAACAAAYFgGSAAIAABiGBBAAABiPZWAAAADg0UgAAQCA8UxbBoYEEAAAwDAkgAAAwHiGBYA0gAAAAKZ1gAwBAwAAGIYEEAAAGI9lYAAAAODRSAABAIDxWAYGAAAAbjFq1CjZbDanrXLlyo7j6enp6tu3r4oWLaqAgAB17txZKSkpeb4PDSAAADCezYVbXlWrVk2HDx92bOvWrXMcGzBggJYsWaIPPvhAa9as0aFDh9SpU6c834MhYAAAgAKkUKFCCg8Pz7H/1KlTmjlzpubPn6877rhDkjRr1ixVqVJF3333nW6//fZc34MEEAAAwIURYEZGhlJTU522jIyMK5aye/duRUZGqly5curRo4eSkpIkST/++KPOnz+v5s2bO86tXLmyypQpo/Xr1+fpcWkAAQCA8Wwu/F98fLyCg4Odtvj4+MvWUb9+fb3zzjtatmyZpk2bpv3796tJkyY6ffq0kpOT5evrq5CQEKfPlCxZUsnJyXl6XoaAAQAAXGjo0KEaOHCg0z673X7Zc1u1auX4umbNmqpfv76ioqK0cOFC+fn53bCaaAABAIDxXLkMjN1uv2LDdy0hISGqWLGi9uzZo7vuukuZmZk6efKkUwqYkpJy2TmDV8MQMAAAQAF15swZ7d27VxEREapXr558fHy0cuVKx/GdO3cqKSlJDRo0yNN1SQABAIDxCso60IMHD1bbtm0VFRWlQ4cOaeTIkfL29la3bt0UHBysRx55RAMHDlRYWJiCgoL01FNPqUGDBnl6A1iiAQQAACgwfv/9d3Xr1k3Hjh1T8eLF1bhxY3333XcqXry4JGnSpEny8vJS586dlZGRoRYtWuj111/P831slmVZN7p4d0u/4O4KALhKy6nfursEAC6yun9Dt937wLF0l127bNHCLrv29WIOIAAAgGEYAgYAAMazFZhZgPmDBhAAABjPlcvAFEQMAQMAABiGBBAAABjPsACQBBAAAMA0JIAAAMB4zAEEAACARyMBBAAAMGwWIAkgAACAYUgAAQCA8UybA0gDCAAAjGdY/8cQMAAAgGlIAAEAgPFMGwImAQQAADAMCSAAADCezbBZgCSAAAAAhiEBBAAAMCsAJAEEAAAwDQkgAAAwnmEBIA0gAAAAy8AAAADAo5EAAgAA47EMDAAAADwaCSAAAIBZASAJIAAAgGlIAAEAgPEMCwBJAAEAAExDAggAAIxn2jqANIAAAMB4LAMDAAAAj0YCCAAAjGfaEDAJIAAAgGFoAAEAAAxDAwgAAGAY5gACAADjMQcQAAAAHo0EEAAAGM+0dQBpAAEAgPEYAgYAAIBHIwEEAADGMywAJAEEAAAwDQkgAACAYREgCSAAAIBhSAABAIDxTFsGhgQQAADAMCSAAADAeKwDCAAAAI9GAggAAIxnWABIAwgAAGBaB8gQMAAAgGFIAAEAgPFYBgYAAAAejQQQAAAYj2VgAAAA4NFslmVZ7i4CuF4ZGRmKj4/X0KFDZbfb3V0OgBuI39+A69AA4qaWmpqq4OBgnTp1SkFBQe4uB8ANxO9vwHUYAgYAADAMDSAAAIBhaAABAAAMQwOIm5rdbtfIkSOZIA54IH5/A67DSyAAAACGIQEEAAAwDA0gAACAYWgAAQAADEMDiJvegQMHZLPZtHnzZneXAgDATYGXQHDTy8rK0pEjR1SsWDEVKlTI3eUAuMHi4uJUu3ZtTZ482d2lAB6DBBA3PW9vb4WHh1+x+bMsSxcuXMjnqgAUNJmZme4uASgwaABxU1i2bJkaN26skJAQFS1aVG3atNHevXsl5RwCXr16tWw2m7744gvVq1dPdrtd69atc2P1gFmWLl2qkJAQZWVlSZI2b94sm82mZ5991nFOnz599MADD+jYsWPq1q2bSpUqpSJFiqhGjRpasGCB47xevXppzZo1mjJlimw2m2w2mw4cOCBJ2r59u1q1aqWAgACVLFlSDz74oI4ePer4bFxcnJ588kn1799fxYoVU4sWLfLnGwDcBGgAcVNIS0vTwIED9cMPP2jlypXy8vJSx44dlZ2dfcXPPPvss3r++ee1Y8cO1axZMx+rBczWpEkTnT59Wps2bZIkrVmzRsWKFdPq1asd56xZs0ZxcXFKT09XvXr19Nlnn2n79u167LHH9OCDD+r777+XJE2ZMkUNGjTQo48+qsOHD+vw4cMqXbq0Tp48qTvuuEN16tTRDz/8oGXLliklJUVdunRxqmX27Nny9fXVN998o+nTp+fb9wAo6JgDiJvS0aNHVbx4cW3btk0BAQGKjo7Wpk2bVLt2ba1evVrNmjXT4sWL1b59e3eXChipXr166tatmwYPHqyOHTvqtttu0+jRo3Xs2DGdOnVKt9xyi3bt2qWYmJgcn23Tpo0qV66sl156SdLl5wCOGzdOX3/9tRITEx37fv/9d5UuXVo7d+5UxYoVFRcXp9TUVP30008uf17gZkMCiJvC7t271a1bN5UrV05BQUEqW7asJCkpKemKn7n11lvzqToAfxcbG6vVq1fLsix9/fXX6tSpk6pUqaJ169ZpzZo1ioyMVExMjLKysjR27FjVqFFDYWFhCggIUGJi4lV/b0vSli1b9NVXXykgIMCxVa5cWZIc00Oki40ogJx4ZRI3hbZt2yoqKkpvvvmmIiMjlZ2drerVq191Ure/v38+Vgjgr+Li4vT2229ry5Yt8vHxUeXKlRUXF6fVq1frxIkTio2NlSS9+OKLmjJliiZPnqwaNWrI399f/fv3v+YLG2fOnFHbtm31wgsv5DgWERHh+Jo/B4DLowFEgXfs2DHt3LlTb775ppo0aSJJvNQBFHCX5gFOmjTJ0ezFxcXp+eef14kTJzRo0CBJ0jfffKP27dvrgQcekCRlZ2dr165dqlq1quNavr6+jhdKLqlbt64+/PBDlS1bluWfgOvAEDAKvNDQUBUtWlQzZszQnj17tGrVKg0cONDdZQG4itDQUNWsWVPz5s1TXFycJKlp06b66aeftGvXLkdTGBMTo+XLl+vbb7/Vjh079PjjjyslJcXpWmXLltWGDRt04MABHT16VNnZ2erbt6+OHz+ubt26aePGjdq7d68SExPVu3fvHM0igJxoAFHgeXl56b333tOPP/6o6tWra8CAAXrxxRfdXRaAa4iNjVVWVpajAQwLC1PVqlUVHh6uSpUqSZKGDRumunXrqkWLFoqLi1N4eLg6dOjgdJ3BgwfL29tbVatWVfHixZWUlKTIyEh98803ysrK0t13360aNWqof//+CgkJkZcXf7UB18JbwAAAAIbhn0kAAACGoQEEAAAwDA0gAACAYWgAAQAADEMDCAAAYBgaQAAAAMPQAAIAABiGBhAAAMAwNIAACqxevXo5/VSIuLg49e/fP9/rWL16tWw2m06ePJnv9wYAV6ABBJBnvXr1ks1mk81mk6+vrypUqKAxY8bowoULLr3vRx99pLFjx+bqXJo2ALiyQu4uAMDNqWXLlpo1a5YyMjL0+eefq2/fvvLx8dHQoUOdzsvMzJSvr+8NuWdYWNgNuQ4AmI4EEMB1sdvtCg8PV1RUlJ544gk1b95cn376qWPYdvz48YqMjFSlSpUkSb/99pu6dOmikJAQhYWFqX379jpw4IDjellZWRo4cKBCQkJUtGhRPfPMM/r7jyr/+xBwRkaG/vvf/6p06dKy2+2qUKGCZs6cqQMHDqhZs2aSpNDQUNlsNvXq1UuSlJ2drfj4eEVHR8vPz0+1atXSokWLnO7z+eefq2LFivLz81OzZs2c6gQAT0ADCOCG8PPzU2ZmpiRp5cqV2rlzp5YvX66lS5fq/PnzatGihQIDA/X111/rm2++UUBAgFq2bOn4zMSJE/XOO+/o7bff1rp163T8+HF9/PHHV73nQw89pAULFuiVV17Rjh079MYbbyggIEClS5fWhx9+KEnauXOnDh8+rClTpkiS4uPj9e6772r69On6+eefNWDAAD3wwANas2aNpIuNaqdOndS2bVtt3rxZffr00bPPPuuqbxsAuAVDwAD+EcuytHLlSiUmJuqpp57SkSNH5O/vr7feessx9Dt37lxlZ2frrbfeks1mkyTNmjVLISEhWr16te6++25NnjxZQ4cOVadOnSRJ06dPV2Ji4hXvu2vXLi1cuFDLly9X8+bNJUnlypVzHL80XFyiRAmFhIRIupgYTpgwQStWrFCDBg0cn1m3bp3eeOMNxcbGatq0aSpfvrwmTpwoSapUqZK2bdumF1544QZ+1wDAvWgAAVyXpUuXKiAgQOfPn1d2dra6d++uUaNGqW/fvqpRo4bTvL8tW7Zoz549CgwMdLpGenq69u7dq1OnTunw4cOqX7++41ihQoV066235hgGvmTz5s3y9vZWbGxsrmves2ePzp49q7vuustpf2ZmpurUqSNJ2rFjh1MdkhzNIgB4ChpAANelWbNmmjZtmnx9fRUZGalChf7vjxN/f3+nc8+cOaN69epp3rx5Oa5TvHjx67q/n59fnj9z5swZSdJnn32mUqVKOR2z2+3XVQcA3IxoAAFcF39/f1WoUCFX59atW1fvv/++SpQooaCgoMueExERoQ0bNqhp06aSpAsXLujHH39U3bp1L3t+jRo1lJ2drTVr1jiGgP/qUgKZlZXl2Fe1alXZ7XYlJSVdMTmsUqWKPv30U6d933333bUfEgBuIrwEAsDlevTooWLFiql9+/b6+uuvtX//fq1evVr9+vXT77//Lkl6+umn9fzzz2vx4sX69ddf9Z///Oeqa/iVLVtWPXv21MMPP6zFixc7rrlw4UJJUlRUlGw2m5YuXaojR47ozJkzCgwM1ODBgzVgwADNnj1be/fu1U8//aRXX31Vs2fPliT9+9//1u7duzVkyBDt3LlT8+fP1zvvvOPqbxEA5CsaQAAuV6RIEa1du1ZlypRRp06dVKVKFT3yyCNKT093JIKDBg3Sgw8+qJ49e6pBgwYKDAxUx44dr3rdadOm6d5779V//vMfVa5cWY8++qjS0tIkSaVKldLo0aP17LPPqmTJknryySclSWPHjtXw4cMVHx+vKlWqqGXLlvrss88UHR0tSSpTpow+/PBDLV68WLVq1dL06dM1YcIEF353ACD/2awrzbAGAACARyIBBAAAMAwNIAAAgGFoAAEAAAxDAwgAAGAYGkAAAADD0AACAAAYhgYQAADAMDSAAAAAhqEBBAAAMAwNIAAAgGFoAAEAAAzz/wC4IODFsEfU4wAAAABJRU5ErkJggg==\n"
406 },
407 "metadata": {}
408 },
409 {
410 "output_type": "display_data",
411 "data": {
412 "text/plain": [
413 "<Figure size 1000x600 with 1 Axes>"
414 ],
415 "image/png": 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\n"
416 },
417 "metadata": {}
418 },
419 {
420 "output_type": "stream",
421 "name": "stdout",
422 "text": [
423 "\n",
424 "Gradient Boosting:\n",
425 "Validation Accuracy: 0.7860\n",
426 "Test Accuracy: 0.7160\n",
427 "Classification Report:\n",
428 " precision recall f1-score support\n",
429 "\n",
430 " air 0.76 0.68 0.72 138\n",
431 " water 0.67 0.76 0.71 119\n",
432 "\n",
433 " accuracy 0.72 257\n",
434 " macro avg 0.72 0.72 0.72 257\n",
435 "weighted avg 0.72 0.72 0.72 257\n",
436 "\n"
437 ]
438 },
439 {
440 "output_type": "display_data",
441 "data": {
442 "text/plain": [
443 "<Figure size 800x600 with 2 Axes>"
444 ],
445 "image/png": 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\n"
446 },
447 "metadata": {}
448 },
449 {
450 "output_type": "display_data",
451 "data": {
452 "text/plain": [
453 "<Figure size 1000x600 with 1 Axes>"
454 ],
455 "image/png": 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\n"
456 },
457 "metadata": {}
458 },
459 {
460 "output_type": "stream",
461 "name": "stdout",
462 "text": [
463 "\n",
464 "MLP:\n",
465 "Validation Accuracy: 0.7782\n",
466 "Test Accuracy: 0.8132\n",
467 "Classification Report:\n",
468 " precision recall f1-score support\n",
469 "\n",
470 " air 0.87 0.77 0.82 138\n",
471 " water 0.76 0.87 0.81 119\n",
472 "\n",
473 " accuracy 0.81 257\n",
474 " macro avg 0.82 0.82 0.81 257\n",
475 "weighted avg 0.82 0.81 0.81 257\n",
476 "\n"
477 ]
478 },
479 {
480 "output_type": "display_data",
481 "data": {
482 "text/plain": [
483 "<Figure size 800x600 with 2 Axes>"
484 ],
485 "image/png": 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\n"
486 },
487 "metadata": {}
488 },
489 {
490 "output_type": "display_data",
491 "data": {
492 "text/plain": [
493 "<Figure size 1000x600 with 1 Axes>"
494 ],
495 "image/png": 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\n"
496 },
497 "metadata": {}
498 },
499 {
500 "output_type": "stream",
501 "name": "stdout",
502 "text": [
503 "\n",
504 "Naive Bayes:\n",
505 "Validation Accuracy: 0.8210\n",
506 "Test Accuracy: 0.7821\n",
507 "Classification Report:\n",
508 " precision recall f1-score support\n",
509 "\n",
510 " air 0.85 0.72 0.78 138\n",
511 " water 0.72 0.86 0.78 119\n",
512 "\n",
513 " accuracy 0.78 257\n",
514 " macro avg 0.79 0.79 0.78 257\n",
515 "weighted avg 0.79 0.78 0.78 257\n",
516 "\n"
517 ]
518 },
519 {
520 "output_type": "display_data",
521 "data": {
522 "text/plain": [
523 "<Figure size 800x600 with 2 Axes>"
524 ],
525 "image/png": 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\n"
526 },
527 "metadata": {}
528 },
529 {
530 "output_type": "display_data",
531 "data": {
532 "text/plain": [
533 "<Figure size 1000x600 with 1 Axes>"
534 ],
535 "image/png": 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\n"
536 },
537 "metadata": {}
538 },
539 {
540 "output_type": "stream",
541 "name": "stdout",
542 "text": [
543 "\n",
544 "Final Results for All Models:\n",
545 " Model Validation Accuracy Test Accuracy Precision (air) \\\n",
546 "0 Logistic Regression 0.509728 0.482490 0.529412 \n",
547 "1 Random Forest 0.770428 0.766537 0.848214 \n",
548 "2 SVM 0.513619 0.463035 0.500000 \n",
549 "3 Gradient Boosting 0.785992 0.715953 0.764228 \n",
550 "4 MLP 0.778210 0.813230 0.868852 \n",
551 "5 Naive Bayes 0.821012 0.782101 0.853448 \n",
552 "\n",
553 " Recall (air) F1 Score (air) \n",
554 "0 0.326087 0.403587 \n",
555 "1 0.688406 0.760000 \n",
556 "2 0.311594 0.383929 \n",
557 "3 0.681159 0.720307 \n",
558 "4 0.768116 0.815385 \n",
559 "5 0.717391 0.779528 \n"
560 ]
561 }
562 ]
563 },
564 {
565 "cell_type": "code",
566 "source": [
567 "\n",
568 "# Compare Model Performances\n",
569 "performance_df = pd.DataFrame({\n",
570 " 'Model': results.keys(),\n",
571 " 'Validation Accuracy': [result['Validation Accuracy'] for result in results.values()],\n",
572 " 'Test Accuracy': [result['Test Accuracy'] for result in results.values()]\n",
573 "})\n",
574 "\n",
575 "plt.figure(figsize=(10, 6))\n",
576 "sns.barplot(x='Model', y='value', hue='variable',\n",
577 " data=pd.melt(performance_df, ['Model'], ['Validation Accuracy', 'Test Accuracy']))\n",
578 "plt.title(f'Model Performance Comparison (Top {top_n_features} Features)')\n",
579 "plt.ylabel('Accuracy')\n",
580 "plt.xticks(rotation=45)\n",
581 "plt.tight_layout()\n",
582 "plt.show()\n"
583 ],
584 "metadata": {
585 "colab": {
586 "base_uri": "https://localhost:8080/",
587 "height": 607
588 },
589 "id": "LRTvi2wixTRD",
590 "outputId": "0904e180-f5a8-4593-9bf9-146b4d4c519e"
591 },
592 "execution_count": null,
593 "outputs": [
594 {
595 "output_type": "display_data",
596 "data": {
597 "text/plain": [
598 "<Figure size 1000x600 with 1 Axes>"
599 ],
600 "image/png": 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\n"
601 },
602 "metadata": {}
603 }
604 ]
605 },
606 {
607 "cell_type": "code",
608 "source": [
609 "\n",
610 "# Visualize PCA Components\n",
611 "# Plot explained variance ratio\n",
612 "plt.figure(figsize=(10, 6))\n",
613 "plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
614 "plt.xlabel('Number of Components')\n",
615 "plt.ylabel('Explained Variance Ratio')\n",
616 "plt.title('Explained Variance by PCA Components')\n",
617 "plt.show()\n",
618 "\n",
619 "# Plot first two PCA components\n",
620 "plt.figure(figsize=(10, 6))\n",
621 "sns.scatterplot(x=X_train_pca[:, 0], y=X_train_pca[:, 1], hue=y_train, palette='Set1')\n",
622 "plt.xlabel('First Principal Component')\n",
623 "plt.ylabel('Second Principal Component')\n",
624 "plt.title('PCA - First Two Components')\n",
625 "plt.show()\n"
626 ],
627 "metadata": {
628 "colab": {
629 "base_uri": "https://localhost:8080/",
630 "height": 1000
631 },
632 "id": "pKfcn2RZxU2-",
633 "outputId": "d3204e12-aac6-463e-d4d8-303a8f8a70f0"
634 },
635 "execution_count": null,
636 "outputs": [
637 {
638 "output_type": "display_data",
639 "data": {
640 "text/plain": [
641 "<Figure size 1000x600 with 1 Axes>"
642 ],
643 "image/png": 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\n"
644 },
645 "metadata": {}
646 },
647 {
648 "output_type": "display_data",
649 "data": {
650 "text/plain": [
651 "<Figure size 1000x600 with 1 Axes>"
652 ],
653 "image/png": 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\n"
654 },
655 "metadata": {}
656 }
657 ]
658 },
659 {
660 "cell_type": "code",
661 "source": [
662 "# Plot two PCA components\n",
663 "plt.figure(figsize=(10, 6))\n",
664 "sns.scatterplot(x=X_train_pca[:, 4], y=X_train_pca[:, 50], hue=y_train, palette='Set1')\n",
665 "plt.xlabel('4th Principal Component')\n",
666 "plt.ylabel('50th Principal Component')\n",
667 "plt.title('PCA - Components 4, 50')\n",
668 "plt.show()\n"
669 ],
670 "metadata": {
671 "colab": {
672 "base_uri": "https://localhost:8080/",
673 "height": 564
674 },
675 "id": "amQJbKKKwSs4",
676 "outputId": "b4d75cb7-e710-449e-ce53-6cb626bc5d14"
677 },
678 "execution_count": null,
679 "outputs": [
680 {
681 "output_type": "display_data",
682 "data": {
683 "text/plain": [
684 "<Figure size 1000x600 with 1 Axes>"
685 ],
686 "image/png": 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\n"
687 },
688 "metadata": {}
689 }
690 ]
691 },
692 {
693 "cell_type": "code",
694 "source": [
695 "# Plot two PCA components\n",
696 "plt.figure(figsize=(10, 6))\n",
697 "sns.scatterplot(x=X_train_pca[:, 55], y=X_train_pca[:, 50], hue=y_train, palette='Set1')\n",
698 "plt.xlabel('55th Principal Component')\n",
699 "plt.ylabel('5th Principal Component')\n",
700 "plt.title('PCA - Components 55, 50')\n",
701 "plt.show()\n"
702 ],
703 "metadata": {
704 "colab": {
705 "base_uri": "https://localhost:8080/",
706 "height": 564
707 },
708 "id": "wDzZNioUDCXx",
709 "outputId": "5cc395fa-6d1c-4ee3-c258-0fa9a75f73fa"
710 },
711 "execution_count": null,
712 "outputs": [
713 {
714 "output_type": "display_data",
715 "data": {
716 "text/plain": [
717 "<Figure size 1000x600 with 1 Axes>"
718 ],
719 "image/png": 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\n"
720 },
721 "metadata": {}
722 }
723 ]
724 }
725 ]
726}