From 137ca84ca176f2fb22816611e4b6b4e90999aad3 Mon Sep 17 00:00:00 2001 From: yourusername Date: Thu, 28 Mar 2024 13:30:23 +0800 Subject: [PATCH 1/4] Modify CNN and GAN --- .../deep-learning/cnn/cnn.ipynb | 1007 ++-- .../deep-learning/gan.ipynb | 4215 +---------------- 2 files changed, 901 insertions(+), 4321 deletions(-) diff --git a/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb b/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb index 5ac8402b4..2e84519eb 100644 --- a/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb +++ b/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb @@ -2,16 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "tags": [ - "hide-cell" + "hide-cell", + "hide-output" ] }, "outputs": [], "source": [ "# Install the necessary dependencies\n", - "\n", "import os\n", "import sys \n", "!{sys.executable} -m pip install --quiet pandas scikit-learn numpy matplotlib jupyterlab_myst ipython imageio scikit-image requests\n", @@ -58,28 +58,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "

\n", - "\n", - "A demo of convolution function. [source]\n", - "

\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from IPython.display import HTML\n", "display(HTML(\"\"\"\n", @@ -128,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -164,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -172,7 +153,7 @@ "text/html": [ "\n", "

\n", - "\n", "A demo of CNN. [source]\n", @@ -190,7 +171,7 @@ "from IPython.display import HTML\n", "display(HTML(\"\"\"\n", "

\n", - "\n", "A demo of CNN. [source]\n", @@ -199,95 +180,53 @@ ] }, { - "cell_type": "code", - "execution_count": 4, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "

\n", - "\n", - "A demo of CNN. [source]\n", - "

\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ - "from IPython.display import HTML\n", - "display(HTML(\"\"\"\n", - "

\n", - "\n", - "A demo of CNN. [source]\n", - "

\n", - "\"\"\"))" + "## Code" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Code" + "### Load dataset and data preprocessing" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/5\n", - "1875/1875 [==============================] - 6s 2ms/step - loss: 0.1342 - accuracy: 0.9595 - val_loss: 0.0571 - val_accuracy: 0.9814\n", - "Epoch 2/5\n", - "1875/1875 [==============================] - 3s 2ms/step - loss: 0.0443 - accuracy: 0.9864 - val_loss: 0.0362 - val_accuracy: 0.9882\n", - "Epoch 3/5\n", - "1875/1875 [==============================] - 3s 2ms/step - loss: 0.0301 - accuracy: 0.9907 - val_loss: 0.0311 - val_accuracy: 0.9900\n", - "Epoch 4/5\n", - "1875/1875 [==============================] - 3s 2ms/step - loss: 0.0229 - accuracy: 0.9927 - val_loss: 0.0255 - val_accuracy: 0.9909\n", - "Epoch 5/5\n", - "1875/1875 [==============================] - 3s 2ms/step - loss: 0.0171 - accuracy: 0.9948 - val_loss: 0.0283 - val_accuracy: 0.9906\n", - "313/313 - 0s - loss: 0.0283 - accuracy: 0.9906 - 338ms/epoch - 1ms/step\n", - "Test accuracy: 0.9905999898910522\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import tensorflow as tf\n", "from tensorflow.keras.datasets import mnist\n", "import matplotlib.pyplot as plt\n", + "import warnings\n", + "\n", + "warnings.filterwarnings(\"ignore\")\n", "\n", - "# Load dataset\n", "(x_train, y_train), (x_test, y_test) = mnist.load_data()\n", "\n", - "# Data preprocessing\n", "x_train = x_train.reshape(-1, 28, 28, 1).astype('float32') / 255.0\n", - "x_test = x_test.reshape(-1, 28, 28, 1).astype('float32') / 255.0\n", + "x_test = x_test.reshape(-1, 28, 28, 1).astype('float32') / 255.0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Build model" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "warnings.filterwarnings(\"ignore\")\n", "\n", - "# Build model\n", "model = tf.keras.Sequential([\n", " tf.keras.layers.Conv2D(32, (3, 3), activation='relu', input_shape=(28, 28, 1)),\n", " tf.keras.layers.MaxPooling2D((2, 2)),\n", @@ -296,194 +235,187 @@ " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(64, activation='relu'),\n", " tf.keras.layers.Dense(10, activation='softmax')\n", - "])\n", - "\n", - "# Compiler model\n", - "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n", - "\n", - "# Train model\n", - "history = model.fit(x_train, y_train, epochs=5, validation_data=(x_test, y_test))\n", - "\n", - "# Test model\n", - "test_loss, test_acc = model.evaluate(x_test, y_test, verbose=2)\n", - "print('Test accuracy:', test_acc)\n", + "])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compile model" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "warnings.filterwarnings(\"ignore\")\n", "\n", - "# Visualizing the training process\n", - "plt.plot(history.history['accuracy'], label='Training Accuracy')\n", - "plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n", - "plt.xlabel('Epoch')\n", - "plt.ylabel('Accuracy')\n", - "plt.legend()\n", - "plt.show()" + "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Train model" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Generation # 5. Train Loss: 2.28. Train Acc (Test Acc): 11.00% (13.20%)\n", - "Generation # 10. Train Loss: 2.28. Train Acc (Test Acc): 13.00% (17.40%)\n", - "Generation # 15. Train Loss: 2.26. Train Acc (Test Acc): 26.00% (31.80%)\n", - "Generation # 20. Train Loss: 2.22. Train Acc (Test Acc): 30.00% (39.40%)\n", - "Generation # 25. Train Loss: 2.16. Train Acc (Test Acc): 44.00% (42.60%)\n", - "Generation # 30. Train Loss: 2.16. Train Acc (Test Acc): 36.00% (49.60%)\n", - "Generation # 35. Train Loss: 2.11. Train Acc (Test Acc): 52.00% (56.20%)\n", - "Generation # 40. Train Loss: 2.01. Train Acc (Test Acc): 51.00% (52.60%)\n", - "Generation # 45. Train Loss: 1.88. Train Acc (Test Acc): 58.00% (59.40%)\n", - "Generation # 50. Train Loss: 1.67. Train Acc (Test Acc): 61.00% (63.00%)\n", - "Generation # 55. Train Loss: 1.63. Train Acc (Test Acc): 57.00% (63.60%)\n", - "Generation # 60. Train Loss: 1.25. Train Acc (Test Acc): 69.00% (69.20%)\n", - "Generation # 65. Train Loss: 1.12. Train Acc (Test Acc): 71.00% (68.00%)\n", - "Generation # 70. Train Loss: 0.83. Train Acc (Test Acc): 83.00% (73.80%)\n", - "Generation # 75. Train Loss: 0.84. Train Acc (Test Acc): 76.00% (80.00%)\n", - "Generation # 80. Train Loss: 0.67. Train Acc (Test Acc): 76.00% (82.60%)\n", - "Generation # 85. Train Loss: 0.60. Train Acc (Test Acc): 81.00% (87.80%)\n", - "Generation # 90. Train Loss: 0.45. Train Acc (Test Acc): 87.00% (82.00%)\n", - "Generation # 95. Train Loss: 0.46. Train Acc (Test Acc): 87.00% (85.00%)\n", - "Generation # 100. Train Loss: 0.29. Train Acc (Test Acc): 95.00% (86.20%)\n", - "Generation # 105. Train Loss: 0.39. Train Acc (Test Acc): 90.00% (86.80%)\n", - "Generation # 110. Train Loss: 0.37. Train Acc (Test Acc): 89.00% (88.40%)\n", - "Generation # 115. Train Loss: 0.59. Train Acc (Test Acc): 82.00% (85.00%)\n", - "Generation # 120. Train Loss: 0.36. Train Acc (Test Acc): 89.00% (88.60%)\n", - "Generation # 125. Train Loss: 0.34. Train Acc (Test Acc): 91.00% (85.40%)\n", - "Generation # 130. Train Loss: 0.38. Train Acc (Test Acc): 89.00% (87.00%)\n", - "Generation # 135. Train Loss: 0.41. Train Acc (Test Acc): 86.00% (88.80%)\n", - "Generation # 140. Train Loss: 0.22. Train Acc (Test Acc): 95.00% (90.20%)\n", - "Generation # 145. Train Loss: 0.41. Train Acc (Test Acc): 89.00% (91.00%)\n", - "Generation # 150. Train Loss: 0.39. Train Acc (Test Acc): 88.00% (90.00%)\n", - "Generation # 155. Train Loss: 0.35. Train Acc (Test Acc): 88.00% (87.00%)\n", - "Generation # 160. Train Loss: 0.44. Train Acc (Test Acc): 89.00% (90.00%)\n", - "Generation # 165. Train Loss: 0.39. Train Acc (Test Acc): 89.00% (89.60%)\n", - "Generation # 170. Train Loss: 0.30. Train Acc (Test Acc): 91.00% (91.40%)\n", - "Generation # 175. Train Loss: 0.37. Train Acc (Test Acc): 87.00% (92.60%)\n", - "Generation # 180. Train Loss: 0.33. Train Acc (Test Acc): 87.00% (92.20%)\n", - "Generation # 185. Train Loss: 0.24. Train Acc (Test Acc): 92.00% (90.80%)\n", - "Generation # 190. Train Loss: 0.36. Train Acc (Test Acc): 88.00% (90.40%)\n", - "Generation # 195. Train Loss: 0.29. Train Acc (Test Acc): 93.00% (90.20%)\n", - "Generation # 200. Train Loss: 0.29. Train Acc (Test Acc): 92.00% (92.60%)\n", - "Generation # 205. Train Loss: 0.43. Train Acc (Test Acc): 86.00% (91.60%)\n", - "Generation # 210. Train Loss: 0.25. Train Acc (Test Acc): 94.00% (91.20%)\n", - "Generation # 215. Train Loss: 0.49. Train Acc (Test Acc): 83.00% (90.80%)\n", - "Generation # 220. Train Loss: 0.22. Train Acc (Test Acc): 93.00% (91.60%)\n", - "Generation # 225. Train Loss: 0.21. Train Acc (Test Acc): 93.00% (91.20%)\n", - "Generation # 230. Train Loss: 0.23. Train Acc (Test Acc): 92.00% (91.80%)\n", - "Generation # 235. Train Loss: 0.22. Train Acc (Test Acc): 92.00% (93.40%)\n", - "Generation # 240. Train Loss: 0.12. Train Acc (Test Acc): 97.00% (93.80%)\n", - "Generation # 245. Train Loss: 0.35. Train Acc (Test Acc): 90.00% (92.00%)\n", - "Generation # 250. Train Loss: 0.27. Train Acc (Test Acc): 91.00% (90.60%)\n", - "Generation # 255. Train Loss: 0.22. Train Acc (Test Acc): 92.00% (91.60%)\n", - "Generation # 260. Train Loss: 0.28. Train Acc (Test Acc): 89.00% (93.20%)\n", - "Generation # 265. Train Loss: 0.27. Train Acc (Test Acc): 92.00% (92.40%)\n", - "Generation # 270. Train Loss: 0.24. Train Acc (Test Acc): 92.00% (92.20%)\n", - "Generation # 275. Train Loss: 0.26. Train Acc (Test Acc): 91.00% (93.80%)\n", - "Generation # 280. Train Loss: 0.42. Train Acc (Test Acc): 89.00% (90.60%)\n", - "Generation # 285. Train Loss: 0.30. Train Acc (Test Acc): 88.00% (92.00%)\n", - "Generation # 290. Train Loss: 0.39. Train Acc (Test Acc): 94.00% (93.20%)\n", - "Generation # 295. Train Loss: 0.11. Train Acc (Test Acc): 97.00% (93.20%)\n", - "Generation # 300. Train Loss: 0.24. Train Acc (Test Acc): 91.00% (95.00%)\n", - "Generation # 305. Train Loss: 0.11. Train Acc (Test Acc): 98.00% (94.20%)\n", - "Generation # 310. Train Loss: 0.26. Train Acc (Test Acc): 93.00% (95.20%)\n", - "Generation # 315. Train Loss: 0.27. Train Acc (Test Acc): 91.00% (94.40%)\n", - "Generation # 320. Train Loss: 0.12. Train Acc (Test Acc): 97.00% (94.00%)\n", - "Generation # 325. Train Loss: 0.20. Train Acc (Test Acc): 95.00% (93.20%)\n", - "Generation # 330. Train Loss: 0.24. Train Acc (Test Acc): 91.00% (91.00%)\n", - "Generation # 335. Train Loss: 0.22. Train Acc (Test Acc): 93.00% (93.20%)\n", - "Generation # 340. Train Loss: 0.15. Train Acc (Test Acc): 95.00% (94.60%)\n", - "Generation # 345. Train Loss: 0.24. Train Acc (Test Acc): 92.00% (94.80%)\n", - "Generation # 350. Train Loss: 0.25. Train Acc (Test Acc): 90.00% (94.20%)\n", - "Generation # 355. Train Loss: 0.18. Train Acc (Test Acc): 94.00% (94.40%)\n", - "Generation # 360. Train Loss: 0.28. Train Acc (Test Acc): 93.00% (95.80%)\n", - "Generation # 365. Train Loss: 0.26. Train Acc (Test Acc): 90.00% (95.60%)\n", - "Generation # 370. Train Loss: 0.17. Train Acc (Test Acc): 98.00% (96.60%)\n", - "Generation # 375. Train Loss: 0.23. Train Acc (Test Acc): 94.00% (96.80%)\n", - "Generation # 380. Train Loss: 0.19. Train Acc (Test Acc): 96.00% (95.80%)\n", - "Generation # 385. Train Loss: 0.13. Train Acc (Test Acc): 96.00% (94.60%)\n", - "Generation # 390. Train Loss: 0.14. Train Acc (Test Acc): 96.00% (93.80%)\n", - "Generation # 395. Train Loss: 0.15. Train Acc (Test Acc): 95.00% (96.00%)\n", - "Generation # 400. Train Loss: 0.26. Train Acc (Test Acc): 94.00% (94.60%)\n", - "Generation # 405. Train Loss: 0.23. Train Acc (Test Acc): 94.00% (93.80%)\n", - "Generation # 410. Train Loss: 0.10. Train Acc (Test Acc): 97.00% (93.00%)\n", - "Generation # 415. Train Loss: 0.17. Train Acc (Test Acc): 95.00% (95.20%)\n", - "Generation # 420. Train Loss: 0.13. Train Acc (Test Acc): 95.00% (94.20%)\n", - "Generation # 425. Train Loss: 0.20. Train Acc (Test Acc): 97.00% (95.20%)\n", - "Generation # 430. Train Loss: 0.13. Train Acc (Test Acc): 95.00% (93.60%)\n", - "Generation # 435. Train Loss: 0.14. Train Acc (Test Acc): 95.00% (94.80%)\n", - "Generation # 440. Train Loss: 0.25. Train Acc (Test Acc): 95.00% (96.60%)\n", - "Generation # 445. Train Loss: 0.11. Train Acc (Test Acc): 95.00% (93.20%)\n", - "Generation # 450. Train Loss: 0.11. Train Acc (Test Acc): 98.00% (95.40%)\n", - "Generation # 455. Train Loss: 0.15. Train Acc (Test Acc): 96.00% (97.40%)\n", - "Generation # 460. Train Loss: 0.10. Train Acc (Test Acc): 96.00% (95.80%)\n", - "Generation # 465. Train Loss: 0.07. Train Acc (Test Acc): 98.00% (95.40%)\n", - "Generation # 470. Train Loss: 0.25. Train Acc (Test Acc): 92.00% (97.00%)\n", - "Generation # 475. Train Loss: 0.19. Train Acc (Test Acc): 96.00% (95.60%)\n", - "Generation # 480. Train Loss: 0.17. Train Acc (Test Acc): 96.00% (96.60%)\n", - "Generation # 485. Train Loss: 0.17. Train Acc (Test Acc): 96.00% (94.60%)\n", - "Generation # 490. Train Loss: 0.23. Train Acc (Test Acc): 94.00% (96.40%)\n", - "Generation # 495. Train Loss: 0.11. Train Acc (Test Acc): 97.00% (95.00%)\n", - "Generation # 500. Train Loss: 0.25. Train Acc (Test Acc): 91.00% (96.40%)\n" + "Epoch 1/5\n", + "1875/1875 [==============================] - 16s 9ms/step - loss: 0.0866 - accuracy: 0.9734 - val_loss: 0.0454 - val_accuracy: 0.9839\n", + "Epoch 2/5\n", + "1875/1875 [==============================] - 16s 9ms/step - loss: 0.0430 - accuracy: 0.9865 - val_loss: 0.0362 - val_accuracy: 0.9872\n", + "Epoch 3/5\n", + "1875/1875 [==============================] - 16s 9ms/step - loss: 0.0298 - accuracy: 0.9904 - val_loss: 0.0351 - val_accuracy: 0.9878\n", + "Epoch 4/5\n", + "1875/1875 [==============================] - 16s 9ms/step - loss: 0.0228 - accuracy: 0.9926 - val_loss: 0.0283 - val_accuracy: 0.9902\n", + "Epoch 5/5\n", + "1875/1875 [==============================] - 17s 9ms/step - loss: 0.0164 - accuracy: 0.9946 - val_loss: 0.0291 - val_accuracy: 0.9912\n" ] - }, - { - "data": { - "image/png": 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HkJGRUWh5SEgIxowZg5UrV2LEiBEICwtD7dq1sXnzZpw4cQILFiyQx6O8+eabiI+PxwsvvIAaNWrg3r17WLx4MZo1aya3ivn5+aFLly5o2bIlKleujHPnzmHz5s0YP358qa5JVlYWunXrhkGDBuHGjRtYtmwZOnTogH79+gHIG3OyfPlyvP7662jRogVeffVVuLm54f79+9i5cyfat2+PJUuWlOpYBdWtWxfr16/HkCFDUL9+fXmGYiEE7t69i/Xr18PMzExjjMvSpUvRoUMHNGnSBKNHj0adOnUQExOD0NBQ/PPPP7h06ZJONejj/Bo0aAAfHx+8//77ePjwIZycnLBlyxatY11atmwJAHj33XcRHBwMc3NzjQHy+X355ZfYt28fOnTogLFjx8LCwgIrV65EZmYm5s2bp9N5EpWKIvdoESlo9+7d4o033hANGjQQDg4OwsrKSvj6+ooJEyaImJgYjW2zs7PFzJkzhbe3t7C0tBReXl5i6tSpGrfvCqH9VnAhhNi+fbvw8/MTFhYWGrdzd+7cWTRq1KjQ9rVq1dJ6OzQAMW7cOPn906dPxciRI4Wrq6twcHAQwcHBIiIiQtSqVUsMHz5cCCHEgwcPhLOzs+jbt2+h/Q0YMEDY29uLO3fuFHmdpFvBi3pJ85rExMTItVhZWYkmTZoUuv198+bNokePHqJq1arCyspK1KxZU7z11lsiKipK3ubLL78Ubdq0ES4uLsLW1lY0aNBAfPXVV4Vu0S9Iun34yJEjYsyYMaJSpUrCwcFBDB06VDx58qTQ9ocOHRLBwcHC2dlZ2NjYCB8fHzFixAhx7tw5eZuifp4luX37tnjnnXeEr6+vsLGxkc/j7bffFhcvXiy0fWRkpBg2bJjw8PAQlpaWonr16uLFF18UmzdvLnR+Z8+eLXQeAMShQ4f0en7Xrl0TQUFBwsHBQbi6uorRo0eLS5cuFZqOICcnR0yYMEG4ubkJlUqlcVs4CtwKLoQQ58+fF8HBwcLBwUHY2dmJrl27ipMnT2pso+u5EhVFJQRHaBFR+bVmzRqMHDkSZ8+elcdNEVHFxjE3REREZFIYboiIiMikMNwQERGRSeGYGyIiIjIpbLkhIiIik8JwQ0RERCalwk3ip1ar8ejRIzg6Ohp0enwiIiLSHyEEkpOTUa1atRKf+1bhws2jR4/4HBMiIqJy6sGDB1qfaJ9fhQs30nTwDx484PNMiIiIyomkpCR4eXnJ3+PFqXDhRuqKcnJyYrghIiIqZ0ozpIQDiomIiMikMNwQERGRSWG4ISIiIpPCcENEREQmheGGiIiITArDDREREZkUhhsiIiIyKQw3REREZFIYboiIiMikMNwQERGRSWG4ISIiIpPCcENEREQmpcI9ONNQMjIyEBUVBSsrK1hbW8PKykp+mZkxQxIREZUVfuvqyeXLl1GnTh3UqFEDbm5ucHZ2hq2tLRwcHDB8+HCcOXMGQgilyyQiIjJ5DDd6kpubCzs7O1hYaDaGpaenY+3atQgICEDr1q3x888/Iy0tTaEqiYiITB/DjZ4EBgYiNTUV2dnZyM3NRXp6OhITE3Hy5EkMGzYM1tbWCAsLw6hRoxAQEID09HSlSyYiIjJJDDcGYGZmBhsbGzg5OSEwMBC//PIL/vnnH3z99ddwdXXFlStX8MUXXyhdJhERkUlSiQo2ECQpKQnOzs5ITEyEk5NTmR9/+/btCAkJgYWFBc6fP48mTZqUeQ1ERETljS7f32y5KWP9+/fHgAEDkJOTg9GjRyM3N1fpkoiIiEwKw40CFi9eDEdHR5w+fRorVqxQuhwiIiKTwnCjgOrVq2Pu3LkAgKlTp+Lhw4cKV0RERGQ6GG4U8vbbbyMwMBDJycmYMGGC0uUQERGZDIYbhZiZmWHVqlWwsLDAH3/8ge3btytdEhERkUlguFFQ48aN8cEHHwAApkyZgqysLIUrIiIiKv8YbhQ2bdo0eHh4IDIyEkuXLlW6HCIionKP4UZhDg4O+PLLLwEAs2bNwpMnTxSuiIiIqHxjuDECI0aMQNOmTZGQkIBZs2YpXQ4REVG5xnBjBMzNzTF//nwAwLJly3Dz5k2FKyIiIiq/GG6MRFBQEPr06YOcnBx8+OGHSpdDRERUbjHcGJFvvvkG5ubm2L59Ow4fPqx0OUREROWShdIF0L8aNmyIt956C8uWLcOwYcPQs2dP1KlTB3Xq1EH9+vXh7++vdIlERERGj08FNzJxcXHw8/PD48ePC6374IMPMG/ePAWqIiIiUpYu398MN0YoOjoae/fuxZ07dxAZGYnIyEiEhoZCpVIhLCwMzZs3V7pEIiKiMsVwU4zyEG60GTJkCDZs2IAOHTrg6NGjUKlUSpdERERUZnT5/uaA4nJi3rx5sLOzw/Hjx/Hbb78pXQ4REZHRYrgpJ7y8vDBt2jQAeWNvUlJSFK6IiIjIODHclCNTpkxBnTp18OjRI3z11VdKl0NERGSUGG7KERsbG3z//fcAgPnz5+PWrVsKV0RERGR8GG7Kmb59+yI4OBjZ2dmYNGmS0uUQEREZHYabckalUmHhwoWwsLDAzp07ERYWpnRJRERERoXhphyqX78++vfvDwD4448/FK6GiIjIuDDclFNSuPnzzz8VroSIiMi4MNyUU3369IG5uTnCw8Nx9+5dpcshIiIyGgw35VTlypXRsWNHAMD27dsVroaIiMh4MNyUY1LXFMMNERHRvxhuyrF+/foBAI4dO4b4+HiFqyEiIjIODDflWJ06ddC4cWPk5uZi586dSpdDRERkFBhuyjl2TREREWliuCnnpHCzZ88eZGRkKFwNERGR8hhuyrmWLVuiWrVqSE1NxaFDh5Quh4iISHEMN+WcmZmZPLCYXVNEREQMNyYh/2zFarVa4WqIiIiUpWi4mTNnDlq3bg1HR0dUrVoVISEhuHHjRomf27RpExo0aAAbGxs0adIEu3btKoNqjVfXrl3h6OiIqKgonDt3TulyiIiIFKVouDly5AjGjRuHU6dOYd++fcjOzkaPHj2Qmppa5GdOnjyJIUOGYNSoUbhw4QJCQkIQEhKCK1eulGHlxsXa2ho9e/YEwK4pIiIilRBCKF2EJC4uDlWrVsWRI0fQqVMnrdsMHjwYqamp2LFjh7ysbdu2aNasGVasWFHiMZKSkuDs7IzExEQ4OTnprXalrVu3DsOGDUOLFi0QFhamdDlERER6pcv3t1GNuUlMTASQ99ykooSGhiIoKEhjWXBwMEJDQ7Vun5mZiaSkJI2XKeratSsA4NKlS0hJSVG4GiIiIuUYTbhRq9V477330L59ezRu3LjI7aKjo+Hu7q6xzN3dHdHR0Vq3nzNnDpydneWXl5eXXus2FjVq1EDNmjWRm5uL06dPK10OERGRYowm3IwbNw5XrlzBhg0b9LrfqVOnIjExUX49ePBAr/s3Jh06dAAAHD9+XOFKiIiIlGMU4Wb8+PHYsWMHDh06hBo1ahS7rYeHB2JiYjSWxcTEwMPDQ+v21tbWcHJy0niZqvbt2wMATpw4oXAlREREylE03AghMH78ePzxxx84ePAgvL29S/xMYGAgDhw4oLFs3759CAwMNFSZ5YbUchMaGoqcnByFqyEiIlKGouFm3Lhx+PXXX7F+/Xo4OjoiOjoa0dHRSE9Pl7cZNmwYpk6dKr+fOHEi9uzZg/nz5yMiIgIzZszAuXPnMH78eCVOwag0atQITk5OSElJQXh4uNLlEBERKULRcLN8+XIkJiaiS5cu8PT0lF+///67vM39+/cRFRUlv2/Xrh3Wr1+PVatWwd/fH5s3b8a2bduKHYRcUZibm6Ndu3YAOO6GiIgqLgslD16aKXYOHz5caNnAgQMxcOBAA1RU/rVv3x579uzBiRMnMGHCBKXLISIiKnNGMaCY9Ecad3Ps2LFShUciIiJTw3BjYtq0aQMLCws8evQI9+7dU7ocIiKiMsdwY2Ls7OzQokULALwlnIiIKiaGGxPEyfyIiKgiY7gxQZzMj4iIKjKGGxMkhZsrV64gISFB2WKIiIjKGMONCXJ3d4evry+EEEU+LZ2IiMhUMdyYKI67ISKiiorhxkRx3A0REVVUDDcmSmq5OX36NLKyshSuhoiIqOww3Jio+vXro0qVKsjIyMD58+eVLoeIiKjMMNyYKJVKhZYtWwIArl69qnA1REREZYfhxoT5+voCACIjIxWuhIiIqOww3JgwKdzcvn1b4UqIiIjKDsONCWO4ISKiiojhxoTlDzdCCIWrISIiKhsMNybM29sbKpUKycnJiIuLU7ocIiKiMsFwY8JsbGzg5eUFgF1TRERUcTDcmDiOuyEiooqG4cbEMdwQEVFFw3Bj4hhuiIioomG4MXEMN0REVNEw3Jg4zlJMREQVDcONiatTpw4AID4+HvHx8QpXQ0REZHgMNybO3t4e1apVA8DWGyIiqhgYbioAjrshIqKKhOGmAvDx8QHAcENERBUDw00FwJYbIiKqSBhuKgCGGyIiqkgYbioAhhsiIqpIGG4qAGnMTWxsLJKSkhSuhoiIyLAYbioAZ2dnuLm5AeDt4EREZPoYbioIzlRMREQVBcNNBcFxN0REVFEw3FQQDDdERFRRMNxUEAw3RERUUTDcVBAMN0REVFEw3FQQUrh5+PAh0tLSFK6GiIjIcBhuKojKlSujUqVKAIA7d+4oXA0REZHhMNxUIOyaIiKiioDhpgJhuCEiooqA4aYCYbghIqKKgOGmApGeMcVZiomIyJQx3FQgDRs2BAAcP34cN27cULgaIiIiw2C4qUBat26N7t27IyMjA8OGDUNOTo7SJREREekdw00FolKp8NNPP8HZ2RlnzpzBvHnzlC6JiIhI7xhuKhgvLy8sWrQIADBjxgxcunRJ4YqIiIj0i+GmAnr99dcREhKC7OxsvP7668jMzFS6JCIiIr1huKmAVCoVVq5cCTc3N4SHh2PGjBlKl0RERKQ3DDcVVNWqVbFixQoAwLx583Dx4kVlCyIiItIThpsK7KWXXkJwcDDUajUOHjyodDlERER6wXBTwdWrVw8A8PjxY4UrISIi0g+GmwrOzc0NAMMNERGZDoabCs7V1RUAEBcXp3AlRERE+sFwU8Gx5YaIiEwNw00Fx5YbIiIyNQw3FRxbboiIyNQw3FRwUstNfHw8cnNzFa6GiIjo+THcVHBVqlQBAAghEB8fr3A1REREz4/hpoKzsLBApUqVAHDcDRERmQaGG+K4GyIiMikMN8Q7poiIyKQw3BBbboiIyKQw3BBbboiIyKQw3BBbboiIyKQoGm6OHj2Kvn37olq1alCpVNi2bVux2x8+fBgqlarQKzo6umwKNlFsuSEiIlOiaLhJTU2Fv78/li5dqtPnbty4gaioKPlVtWpVA1VYMbDlhoiITImFkgfv1asXevXqpfPnqlatChcXF/0XVEGx5YaIiExJuRxz06xZM3h6eqJ79+44ceJEsdtmZmYiKSlJ40Wa2HJDRESmpFyFG09PT6xYsQJbtmzBli1b4OXlhS5duuD8+fNFfmbOnDlwdnaWX15eXmVYcfmQv+VGCKFwNURERM9HJYzk20ylUuGPP/5ASEiITp/r3LkzatasiXXr1mldn5mZiczMTPl9UlISvLy8kJiYCCcnp+cp2WSkpKTA0dFR/rO9vb3CFREREWlKSkqCs7Nzqb6/FR1zow9t2rTB8ePHi1xvbW0Na2vrMqyo/LG3t4e1tTUyMzMRFxfHcENEROVaueqW0ubixYvw9PRUuoxyTaVScdwNERGZDEVbblJSUnD79m35/d27d3Hx4kVUrlwZNWvWxNSpU/Hw4UOsXbsWALBgwQJ4e3ujUaNGyMjIwI8//oiDBw9i7969Sp2CyXB1dcU///zDO6aIiKjc07nlZs+ePRrdQEuXLkWzZs3w2muv4enTpzrt69y5c2jevDmaN28OAJg8eTKaN2+Ozz//HAAQFRWF+/fvy9tnZWVhypQpaNKkCTp37oxLly5h//796Natm66nQQWw5YaIiEyFzgOKmzRpgq+//hq9e/dGeHg4WrdujcmTJ+PQoUNo0KABVq9ebaha9UKXAUkVyWuvvYbffvsN8+fPx+TJk5Uuh4iISINBBxTfvXsXfn5+AIAtW7bgxRdfxOzZs3H+/Hn07t372SomxbHlhoiITIXO3VJWVlZIS0sDAOzfvx89evQAAFSuXJkT5JVjnKWYiIhMhc4tNx06dMDkyZPRvn17nDlzBr///jsA4ObNm6hRo4beC6SywZYbIiIyFTq33CxZsgQWFhbYvHkzli9fjurVqwMAdu/ejZ49e+q9QCobUssNww0REZV3Orfc1KxZEzt27Ci0/Pvvv9dLQaQMqeWG3VJERFTe6dxyc/78eYSHh8vvt2/fjpCQEEybNg1ZWVl6LY7KDltuiIjIVOgcbt566y3cvHkTAHDnzh28+uqrsLOzw6ZNm/Dhhx/qvUAqG1LLTXx8PHJzcxWuhoiI6NnpHG5u3ryJZs2aAQA2bdqETp06Yf369VizZg22bNmi7/qojFSuXBkAIIRAfHy8wtUQERE9O53DjRACarUaQN6t4NLcNl5eXuzSKMcsLCzkgMNxN0REVJ7pHG5atWqFL7/8EuvWrcORI0fQp08fAHmT+7m7u+u9QCo7HHdDRESmQOdws2DBApw/fx7jx4/HJ598Al9fXwDA5s2b0a5dO70XSGWHE/kREZEp0PlW8KZNm2rcLSX55ptvYG5urpeiSBmcyI+IiEyBzuFGEhYWhuvXrwMA/Pz80KJFC70VRcpgyw0REZkCncNNbGwsBg8ejCNHjsDFxQUAkJCQgK5du2LDhg3yv/6p/GHLDRERmQKdx9xMmDABKSkpuHr1KuLj4xEfH48rV64gKSkJ7777riFqpDLClhsiIjIFOrfc7NmzB/v370fDhg3lZX5+fli6dKn8hHAqn9hyQ0REpkDnlhu1Wg1LS8tCyy0tLeX5b6h8YssNERGZAp3DzQsvvICJEyfi0aNH8rKHDx9i0qRJ6Natm16Lo7LFlhsiIjIFOoebJUuWICkpCbVr14aPjw98fHzg7e2NpKQkLFq0yBA1UhnJ33IjhFC4GiIiomej85gbLy8vnD9/Hvv370dERAQAoGHDhggKCtJ7cVS2pJabjIwMpKWlwd7eXuGKiIiIdPdM89yoVCp0794d3bt3l5dFRESgX79+8hPDqfyxt7eHtbU1MjMzERcXx3BDRETlks7dUkXJzMxEZGSkvnZHClCpVBx3Q0RE5Z7ewg2ZBt4xRURE5R3DDWlgyw0REZV3DDekgS03RERU3pV6QHGlSpWgUqmKXJ+Tk6OXgkhZbLkhIqLyrtThZsGCBQYsg4wFW26IiKi8K3W4GT58uCHrICPBlhsiIirvOOaGNLDlhoiIyjuGG9LAlhsiIirvGG5IA1tuiIiovGO4IQ01a9aESqVCfHw8oqOjlS6HiIhIZzqHm4yMjCLXRUVFPVcxpDxHR0c0atQIAHDq1CmFqyEiItKdzuGmRYsWuHjxYqHlW7ZsQdOmTfVREyksMDAQABAaGqpwJURERLrTOdx06dIFbdu2xddffw0ASE1NxYgRI/D6669j2rRpei+Qyl7btm0BsOWGiIjKp1LPcyNZtmwZ+vTpgzfffBM7duxAVFQUHBwccObMGTRu3NgQNVIZk1puzp49i+zsbFhaWipcERERUek904DiXr164aWXXsKJEydw//59fP311ww2JqR+/fpwcXFBeno6Ll++rHQ5REREOtE53ERGRiIwMBA7duzA//73P3z44Yfo168fPvzwQ2RnZxuiRipjZmZmCAgIAMCuKSIiKn90DjfNmjWDt7c3Ll26hO7du+PLL7/EoUOHsHXrVrRp08YQNZICOKiYiIjKK53DzbJly7Bhwwa4uLjIy9q1a4cLFy6gRYsW+qyNFCQNKma4ISKi8kYlhBBKF1GWkpKS4OzsjMTERDg5OSldjtFKSEhApUqVAAAxMTGoWrWqwhUREVFFpsv3t853S0muXbuG+/fvIysrS16mUqnQt2/fZ90lGREXFxf4+fnh2rVrOHXqFPr166d0SURERKWic7i5c+cOBgwYgPDwcKhUKkgNPyqVCgCQm5ur3wpJMW3btsW1a9cQGhrKcENEROWGzmNuJk6cCG9vb8TGxsLOzg5Xr17F0aNH0apVKxw+fNgAJZJSpEHFvGOKiIjKE51bbkJDQ3Hw4EG4urrCzMwMZmZm6NChA+bMmYN3330XFy5cMESdpAAp3Jw5cwY5OTmwsHjmXkwiIqIyo3PLTW5uLhwdHQEArq6uePToEQCgVq1auHHjhn6rI0U1bNgQTk5OSEtLw5UrV5Quh4iIqFR0DjeNGzfGpUuXAAABAQGYN28eTpw4gVmzZqFOnTp6L5CUk38yP94STkRE5YXO4ebTTz+FWq0GAMyaNQt3795Fx44dsWvXLixatEjvBZKyOJkfERGVNzoPoggODpb/7Ovri4iICMTHx6NSpUryHVNkOviEcCIiKm+e6cGZBVWuXJnBxkRJ4ebWrVt4/PixwtUQERGVTOeWm4yMDCxevBiHDh1CbGys3EUlOX/+vN6KI+VVqlQJDRo0QEREBE6dOoUXX3xR6ZKIiIiKpXO4GTVqFPbu3YtXXnkFbdq0YYtNBdC2bVtERETg3LlzDDdERGT0dA43O3bswK5du9C+fXtD1ENGyNfXFwDw4MEDhSshIiIqmc5jbqpXry7Pc0MVQ7Vq1QAADx8+VLgSIiKikukcbubPn4+PPvoI9+7dM0Q9ZISqV68OAPKEjURERMZM526pVq1aISMjA3Xq1IGdnR0sLS011sfHx+utODIObLkhIqLyROdwM2TIEDx8+BCzZ8+Gu7s7BxRXAFK4iY+PR0ZGBmxsbBSuiIiIqGg6h5uTJ08iNDQU/v7+hqiHjFClSpVgY2ODjIwMREVFwdvbW+mSiIiIiqTzmJsGDRogPT3dELWQkVKpVOyaIiKickPncDN37lxMmTIFhw8fxpMnT5CUlKTxItMkhRsOKiYiImOnc7dUz549AQDdunXTWC6EgEqlQm5urn4qI6PCO6aIiKi80DncHDp0yBB1kJFjtxQREZUXOocbb29veHl5FbpLSgjBGWxNGLuliIiovNB5zI23tzfi4uIKLY+Pj+ddNCZM6pZiyw0RERk7ncONNLamoJSUFM5/YsLYckNEROVFqbulJk+eDCDvtuDPPvsMdnZ28rrc3FycPn0azZo10+ngR48exTfffIOwsDBERUXhjz/+QEhISLGfOXz4MCZPnoyrV6/Cy8sLn376KUaMGKHTcUl3+cNNUQGXiIjIGJQ63Fy4cAFAXstNeHg4rKys5HVWVlbw9/fH+++/r9PBU1NT4e/vjzfeeAMvvfRSidvfvXsXffr0wdtvv43//ve/OHDgAN588014enoiODhYp2OTbqRwk5qaiqSkJDg7OytcERERkXalCjeLFi3Crl27YGtri5EjR2LhwoVwcnJ67oP36tULvXr1KvX2K1asgLe3N+bPnw8AaNiwIY4fP47vv/+e4cbA7O3t4ezsjMTERDx69IjhhoiIjFapxtxMnjwZycnJAIC1a9ciIyPDoEUVJTQ0FEFBQRrLgoODERoaWuRnMjMzOdGgnnCuGyIiKg9KFW6qVauGLVu24N69exBC4J9//sH9+/e1vgwpOjoa7u7uGsvc3d2RlJRU5CMh5syZA2dnZ/nl5eVl0BpNGee6ISKi8qBU3VKffvopJkyYgPHjx0OlUqF169aFtjHWGYqnTp0qD4YGgKSkJAacZ8Q7poiIqDwoVbgZM2YMhgwZgnv37qFp06bYv38/qlSpYujaCvHw8EBMTIzGspiYGDg5OcHW1lbrZ6ytrWFtbV0W5Zk8znVDRETlQanvlnJ0dETjxo2xevVqtG/fXpHAEBgYiF27dmks27dvHwIDA8u8loqILTdERFQe6Pz4heHDhwMAwsLCcP36dQCAn58fWrRoofPBU1JScPv2bfn93bt3cfHiRVSuXBk1a9bE1KlT8fDhQ6xduxYA8Pbbb2PJkiX48MMP8cYbb+DgwYPYuHEjdu7cqfOxSXcMN0REVB7oHG5iY2Px6quv4vDhw3BxcQEAJCQkoGvXrtiwYQPc3NxKva9z586ha9eu8ntpbMzw4cOxZs0aREVFaQxS9vb2xs6dOzFp0iQsXLgQNWrUwI8//sjbwMsIu6WIiKg8UAkhhC4fGDx4MO7cuYO1a9eiYcOGAIBr165h+PDh8PX1xW+//WaQQvVFmoAuMTFRL3P1VCQPHjxAzZo1YWFhgczMTJiZ6fz0DiIiomeiy/e3zuHG2dkZ+/fvL3TH1JkzZ9CjRw8kJCToXHBZYrh5dtnZ2bC2toYQAjExMahatarSJRERUQWhy/e3zv/0VqvVsLS0LLTc0tISarVa191ROWJpaSkHGnZNERGRsdI53LzwwguYOHGixqDShw8fYtKkSejWrZteiyPjw0HFRERk7HQON0uWLEFSUhJq164NHx8f+Pj4wNvbG0lJSVi8eLEhaiQjwlmKiYjI2Ol8t5SXlxfOnz+P/fv3IyIiAkDeAywLPvOJTBOfL0VERMZO53ADACqVCt27d0f37t31XQ8ZOXZLERGRsSt1t1RoaCh27NihsWzt2rXw9vZG1apVMWbMGGRmZuq9QDIunOuGiIiMXanDzaxZs3D16lX5fXh4OEaNGoWgoCB8/PHH+OuvvzBnzhyDFEnGgy03RERk7Eodbi5evKhxN9SGDRsQEBCAH374AZMnT8aiRYuwceNGgxRJxoPhhoiIjF2pw83Tp0/h7u4uvz9y5Ah69eolv2/dujUePHig3+rI6EjdUrGxscjKylK4GiIiosJKHW7c3d1x9+5dAEBWVhbOnz+Ptm3byuuTk5O1Tu5HpqVKlSryzzk6OlrhaoiIiAordbjp3bs3Pv74Yxw7dgxTp06FnZ0dOnbsKK+/fPkyfHx8DFIkGQ8zMzN4enoC4KBiIiIyTqUON1988QUsLCzQuXNn/PDDD/jhhx9gZWUlr//555/Ro0cPgxRJxoVz3RARkTEr9Tw3rq6uOHr0KBITE+Hg4ABzc3ON9Zs2bYKDg4PeCyTjw0HFRERkzHSexM/Z2Vnr8sqVKz93MVQ+8BEMRERkzHR+thQRu6WIiMiYMdyQztgtRURExozhhnRWsFsqNTUV27Ztw+effy5PF0BERKSUZ3pwJlVsUrfUvXv30K9fP+zbtw8ZGRkAgMjISPz3v/9VsjwiIqrg2HJDOpNabtLT0/HXX38hIyMDVapUAQCEhYUpWRoRERFbbkh3Tk5OmDBhAs6dO4devXqhf//+qFq1Kjw9PXHr1i2kpaXBzs5O6TKJiKiCYrihZ7Jo0aJCy6pWrYrY2FhcuXIFbdq0UaAqIiIidkuRHvn7+wPIe4I8ERGRUhhuSG+aNWsGALh06ZKyhRARUYXGcEN6I7XcMNwQEZGSGG5Ib6Rwc/nyZajVaoWrISKiiorhhvSmfv36sLa2RnJyMifzIyIixTDckN5YWlqiUaNGANg1RUREymG4Ib3iuBsiIlIaww3pFcMNEREpjeGG9Eq6HZxz3RARkVIYbkivmjZtCiDvoZoJCQnKFkNERBUSww3pVaVKlVCzZk0AebeEExERlTWGG9I7dk0REZGSGG5I7ziomIiIlMRwQ3rHcENEREpiuCG9k8LNlStXkJOTo3A1RERU0TDckN7VqVMHDg4OyMzMxI0bN5Quh4iIKhiGG9I7MzMz+ZZwdk0REVFZY7ghg+C4GyIiUgrDDRkEww0RESmF4YYMgnPdEBGRUhhuyCAaN24MlUqFmJgYREVFKV0OERFVIAw3ZBD29vZo3rw5AOC3335TuBoiIqpIGG7IYN5++20AwJIlS5Cbm6twNUREVFEw3JDBDB06FJUqVcLdu3exc+dOpcshIqIKguGGDMbOzg6jR48GACxatEjhaoiIqKJguCGDGjt2LMzMzHDgwAFcvXpV6XKIiKgCYLghg6pVqxZCQkIAAIsXL1a2GCIiqhAYbsjg3n33XQDA2rVr8fTpU4WrISIiU8dwQwbXqVMnNG3aFOnp6fjpp5+ULoeIiEwcww0ZnEqlkltveFs4EREZGsMNlYnXXnsNlStXxr179/DXX38pXQ4REZkwhhsqE7a2tvJt4eyaIiIiQ2K4oTIzYMAAAMDp06chhFC4GiIiMlUMN1RmmjZtCnNzc8TFxeHRo0cGP97GjRuxdu1agx+HiIiMC8MNlRlbW1v4+fkBAMLCwgx6rNTUVAwdOhQjRozA48ePDXosIiIyLgw3VKZatGgBADh//rxBj3Pnzh3k5ORACIHIyEiDHouIiIwLww2VqbIKN7dv35b/fOfOHYMei4iIjAvDDZUphhsiIjI0hhsqU82aNYNKpcLDhw8RExNjsOPk74piuCEiqlgYbqhMOTg4oH79+gAM23rDlhsiooqL4YbKXFl0TTHcEBFVXAw3VOYMHW4yMzPx4MED+f2DBw+QlZVlkGMREZHxYbihMmfocPP3339DrVbD3t4ednZ2EELg3r17BjkWEREZH6MIN0uXLkXt2rVhY2ODgIAAnDlzpsht16xZA5VKpfGysbEpw2rpeTVv3hxAXgiJj4/X+/6lLilfX194e3sDYNcUEVFFoni4+f333zF58mRMnz4d58+fh7+/P4KDgxEbG1vkZ5ycnBAVFSW/+K/y8sXFxQU+Pj4AgAsXLuh9/9KdUj4+PqhTpw4A4O7du3o/DhERGSfFw813332H0aNHY+TIkfDz88OKFStgZ2eHn3/+ucjPqFQqeHh4yC93d/cyrJj0QeqaMsRjGPK33Ejhhi03REQVh6LhJisrC2FhYQgKCpKXmZmZISgoCKGhoUV+LiUlBbVq1YKXlxf69++Pq1evFrltZmYmkpKSNF6kPEOOu2G4ISKq2BQNN48fP0Zubm6hlhd3d3dER0dr/Uz9+vXx888/Y/v27fj111+hVqvRrl07/PPPP1q3nzNnDpydneWXl5eX3s+DdFcW4SZ/txTDDRFRxaF4t5SuAgMDMWzYMDRr1gydO3fG1q1b4ebmhpUrV2rdfurUqUhMTJRf+W8RJuVI4ebWrVt6bU3LycnB33//DUCz5SYyMhJCCL0dhzTdv3/fIOOniIiehaLhxtXVFebm5oWm4Y+JiYGHh0ep9mFpaYnmzZtrTNqWn7W1NZycnDRepDxXV1fUrFkTAHDx4kW97ffBgwfIzs6GtbU1atSogdq1awMAkpKS8PTpU70dhzT16NEDbdq0QVRUlNKlEBEpG26srKzQsmVLHDhwQF6mVqtx4MABBAYGlmofubm5CA8Ph6enp6HKJAMxxKBiKeR6e3vDzMwMdnZ28u8Gu6YMIz09HTdu3EBOTg6uX7+udDlERMp3S02ePBk//PADfvnlF1y/fh3vvPMOUlNTMXLkSADAsGHDMHXqVHn7WbNmYe/evbhz5w7Onz+P//znP7h37x7efPNNpU6BnpEhxt1It4H7+vrKyzjuxrDyT8XAbl8iMgaKh5vBgwfj22+/xeeff45mzZrh4sWL2LNnjzzI+P79+xpN3U+fPsXo0aPRsGFD9O7dG0lJSTh58iT8/PyUOgV6RgXDTUREBMaPHw9XV1dMmDDhmfaZ/04pCcONYUljnIC8/1+JiJRmoXQBADB+/HiMHz9e67rDhw9rvP/+++/x/fffl0FVZGhSuImIiEBwcDD27t0rr1uzZg0WLlwIMzPd8nf+O6UkDDeGlT/csOWGiIyB4i03VHF5enrC09MTarUae/fuhUqlQv/+/WFlZYWUlJRnmnma3VJlj+GGiIwNww0pauzYsahZsyamTJmC27dvY9u2bWjQoAEAIDw8XKd9qdXqchVuhBAYPnw4Bg4ciOzsbKXLeWbsliIiY8NwQ4r69NNPce/ePXz77bdyCGnSpAkA3cNNVFQU0tPTYW5ujlq1asnLpf3ev3/fqELEpUuXsHbtWmzevBkLFy5Uupxnlv+5XWy5ISJjwHBDRudZw43UalOrVi1YWlrKyz08PGBjY4Pc3Fyj+vLdvn27/OcZM2YUOcu2ktRqNbp164auXbsiNzdX6zb5W26Sk5ORmJhYRtUREWnHcENG51nDjbY7pYC855V5e3sDMK6uKSncODg4IDU1FZMmTVK4osIiIiJw8OBBHD58WOuT1dPS0hAbGwsAsLGxAWD6XVPnzp3DBx98gLS0NKVLIaIiMNyQ0ZHCzY0bN5CZmVnqzxUVbgDjG3cjPa5ApVJh27ZtMDc3x+bNm/G///1P6dI0nDlzRv7ztWvXCq2XBn07OTnJY6WMqXXMEN5//318++23+OGHH5QuhYiKwHBDRqdGjRpwdnZGbm4uIiIiSv05qVsq/23gkucJN3///Td27NhR7LOpbty4gTlz5hT5wNeC/vrrLwBAu3bt0K1bN3len/HjxyMjI0PnGg0lf7jRNvuw1CVVu3Zt+aG0phxuhBDy40IKTlNBRMaD4YaMjkqlkltvrly5UurPGaLlZvv27WjSpAn69u2L48ePF7ndhx9+iGnTpqFhw4b44YcfoFarS9wvAPTv3x8AMHPmTHh6euL27dv45ptvdKrRkEpqudEWbky5W+rBgwfymKIjR46U+HMmImUw3JBR0nXcjRBCr+FGrVZj5syZCAkJQUpKCoC8sRZFuXz5MgAgISEBY8aMQZcuXYp8zlJiYqL8r/5+/foByOvW+e677wAAs2fPNorus4yMDPm8gJJbbqQHoZpyy82lS5fkPz99+lTncWFEVDYYbsgolRRuYmJiEB8fL79/8uQJkpKSAEAePJyfFG60DYotKDk5GS+//DJmzJgBAPKTxbW1XABAamqq/CU/ffp02NnZ4dixY/D395cDS3579uxBdnY26tevj/r168vLBw8ejG7duiEjIwOzZ88usU5Du3TpErKzs2Fubg4gL9wU7JqraN1S+cMekNd6UxS26hAph+GGjFJx4SY2NhYNGzZEtWrVMHHiRERFRcmtNjVq1ICtrW2hz0gBJT4+HgkJCUUeNyYmBoGBgdi2bRusrKzw888/Y+7cuQCKDjfSuCBXV1fMmDED165dQ+/evZGdnY0pU6YUGiRcsEtKolKpMG3aNADAn3/+WeSt12VF6pLq1q0bLCwskJKSUuh29YrWLSWFGw8PDwBFj7tZtWoVrK2tceDAgbIqjYjyYbgho9S4cWMAea0ABcPI1q1b8fTpU2RmZmLRokWoU6cOPvroIwDau6SAvNutq1atCqDo1hshBN5++21cvXoVnp6eOHLkCEaOHCk/lPXatWtaBxVL3TXSdrVq1cKOHTswduxYAMDIkSPlVqbs7Gzs2rULQOFwAwAdO3aEi4sL4uLicOrUqSLr3LRpU6kHLz8rKdy0b98edevWBVC4a0pbt9Q///xjsq0WUrfU22+/DUD7uBshBObMmYOcnBzs2bOnzGskIoYbMlIuLi5yS0DBQcVbt24FAPznP/9BYGAgMjIycPToUQDa75SSlDTuZtOmTdi2bRssLCywZ88etG3bFgBQr149mJmZISEhQWugkFp08j+ZXqVS4ZtvvkH9+vURFRWFcePGAQCOHj2KxMREVK1aFQEBAYX2ZWlpid69ewPIa73RZvXq1Rg0aBBeeOEFnW6V15UUbtq0aaMR8CT557ipXbs2qlWrBpVKhaysLMTFxRmsLqWkpaXh1q1bAIA33ngDdnZ2iI+PL/T7efLkSTn0GePEjEQVAcMNGS1tXVPx8fE4dOgQgLzxLSdOnMDu3bvRunVrAEDXrl2L3F9x4ebx48fyk+mnTZuGpk2byuusra3lFiFtXVPawg0A2NnZYd26dTA3N8eGDRuwYcMGuUvqxRdflMeyFCS16OSfwTi/VatWAchrRZk1a1YRZ1vY6dOnMWHChGK75SRPnz7FzZs3AQCtW7dGw4YN5WNK8s9x4+LiAktLS3h6egIwza6pa9euQa1Ww83NDTVq1ECHDh0AFB5389///lf+88OHD8u0RiLKw3BDRktbuPnzzz+Rk5ODpk2bwtfXFyqVCj179sTp06cRFxeHoUOHFrk/Kdz88ssvhbqmJk6ciLi4ODRu3BiffPJJoc9qa7mQFBVugLxg8OmnnwIA3nnnHWzevBmA9i4pSc+ePWFpaYkbN27gxo0bGuuuXr2K06dPQ6VSAQC+/vprhIWFFbmv/CZPnowlS5Zg3rx5JW4r3Rnm4+ODKlWqyOEm//nn75KS6jHlO6akLil/f3+oVCp06dIFgOa4m6ysLPz+++/ye7bcECmD4YaMlrZwI3VJvfzyyxrbqlQquLq6Fru/YcOGoUqVKrh69SpatGghd/v8+eefWL9+PczMzPDzzz/Dysqq0GeLCjeZmZny5IFSACjok08+QatWrZCQkICoqCjY2toiKCioyDqdnJzkFqiCXVOrV68GkHcL+aBBg5Cbm4uRI0ciKyur2HNPTU2Vu5nWrFmDnJycYrfP3yUFQOu4o/zhRlIWd0zFxsZiyZIlZf74A2kwsdSqJ4Wb/ONu9uzZg/j4eNjZ2QHIa7kpbvJHIjIMhhsyWvnDjRACycnJ2Lt3LwDgpZde0nl/devWxYULF9C2bVskJCSgf//+mDJlCt555x0AwJQpU+TurYKKCjc3b96EWq2Gs7Oz3CVTkKWlJdatWyc/e6lHjx7yl19RpPlv8oeb7OxsrF27FkDemI8lS5bA1dUV4eHhJd46HhoaKgeaqKioEge6Fgw39evXh0qlQnx8vDyeRqlw8+WXX2LChAlaW9gMqWC4adWqFezs7PDkyRNcvXoVAPDrr78CyPv5AHktOY8fPy7TOomI4YaMWIMGDWBhYYHExET8888/2LVrFzIzM1GvXj00atTomfbp5eWFI0eOYOLEiQCA7777Do8ePULdunUxc+bMIj9XVLjJ3yUldc0UdS4rV66Eh4cH3n333RLrlMLNyZMn5TCxc+dOxMXFwcPDA71794abmxuWLFkCAPjqq680JpgrSBoXYmaW97/8jz/+WOS2QohC4cbW1laeP0gad6Mt3EjdUoYccyMFiTVr1iA9Pd1gx8lPCKHRLQXkhdb27dsDyLu+iYmJchh944035LvzOO6GqOwx3JDRsrKykie5Cw8Px5YtWwDktdoUFyRKs98FCxZg48aNcHBwgLm5OX766Set8+NIpJaLx48fa9wJVNx4m4KGDRuGqKgovPDCCyVu6+XlhebNm0OtVmPnzp0AgJ9//lnej4WFBQBg0KBBGDBgAHJycjBy5EhkZ2dr3Z8Ubt577z0AwI4dO4q8lfzhw4eIjo6Gubk5mjdvLi8vOO5GqZYbaUB4QkICNm7caLDj5Pfw4UM8ffoU5ubmGt2P+cfdbN26FZmZmfDz80OzZs1Qo0YNABx3Q6QEhhsyalLX1NmzZ+X5YQqOt3lWAwcORGRkJK5fv46OHTsWu62dnZ3ccpG/9UaXcKOr/HdNRUVFyec/cuRIeRuVSoVly5ahcuXKuHDhAv74449C+0lPT8fp06cB5M3PEhgYiNzcXLmLqyCp1aZp06YagU86x+JabgwdbrKzszVahVasWGGQ4xQkdUk1aNAA1tbW8vL8426k6zl06FCoVCpUr14dAFtuiJTAcENGTQo3y5YtQ2pqKmrWrImWLVvqbf9Vq1aVJ6gribauKemLvqjBxM9D6prau3cvVq5cidzcXLRr1w4NGjTQ2M7DwwNjxowBAGzYsKHQfk6fPo2srCx4enrC19cXo0aNAgD89NNPWge7SuGm4Pij/C03Bee4kUjdUo8ePSqyFel53Lt3D2q1GlZWVrCwsMCpU6eK7Y7Tl4JdUhJp3M3jx4/lu6Zee+01AGDLDZGCGG7IqEnhRvoifd4uqedRMNxkZ2fLc8EYouWmWbNm8PLyQlpaGubMmQPg34GqBb366qsAgF27dsnP2JJIXVKdO3eGSqXC4MGD4eDggJs3b2p90nnB8TaS/C03Bee4kbi5ucHKygpCCDx69EjXUy6R1CVVt25dDBgwAACwcuVKvR+noIKDiSVWVlZo166d/L5jx45y2GPLDZFyGG7IqEnhRvIsd0npS8FwExkZiezsbNjb28vdMfqkUqnk1pusrCzY29tj0KBBWrdt2rQpGjRogMzMzEKT/0ktCp07dwaQ9yiKwYMHA8hrvckvNzdXnuOmYLiRWowePXokt2Tkn+MGyBuwLLVYGKJrSgo3derUkR+B8Ouvv8pPbjeUosIN8G/XFJA3a7aELTdEymG4IaNWs2ZNODg4AADc3d01/pVc1gqGG+m/DRs2lO9C0rf8k/0NGjQIjo6OWreTWmQAza6pzMxM+RlV+b+E33zzTQDAxo0bkZiYKC+/ceMGkpOTYW9vX6g1ytnZGdWqVQMA7N69G4Bml5TEkA/QzB9uunbtirp16yI5ORm//fab3o8lycjIkCdTLNgtBfx7XS0tLfHKK6/Iy9lyQ6QchhsyamZmZvJDNENCQop8ZEFZkFouoqOjER8fX+iBmYbQuXNnVKpUCQDksTJFkcLN3r175Qd1njlzBhkZGXB3d5fvPAOAgIAA+Pn5IT09Hb/88gvu3LmDEydOyHdktWzZUuu1ls5VmidHW7gx5CzF+cONSqXCW2+9BcCwXVPXrl1Dbm4uqlSponUuo3bt2uHLL7/EL7/8gsqVK8vL2XJDpByGGzJ6b731FurWrYsJEyYoWoejo6PcKnH9+nWNlhtDsbKywq5du7Bp0yZ5TpWiNGzYEP7+/sjJyZFncpbG23Tq1Emj+0ilUslhaeLEifDx8UGHDh0wf/58AND6UE/pGAC0DiaWGPKOKWk2aOkBqcOHD4e1tTXCwsLk7rSiLF26FMOHD8f27dtLnNE5v/xdUtrGe6lUKnzyyScYMmSIxnKp5SYpKQnJycmlPh4RPT+GGzJ6I0aMwM2bN5954j59yt81ZcjbwPNr27atRndHcQp2TeUfTFzQsGHD5InmbGxsUKdOHbRv3x6vv/56kUGy4LmWZbeUEEKj5QYAXF1d5WtTXOvNzZs3MWHCBKxduxYhISHw9PTE2LFjcfLkyRIfj1DUnVIlcXR0hJOTE4CK1zV1//597N27F7m5uUqXQhUUww2RDqQv9/DwcERERGgsMwZSuDl06BD++ecfnDx5EoD2cOPq6or79+8jPj4eaWlpiIyMxPHjx7F27doiB0gXbKUqy26p+Ph4+U6w/MeVBhavX78eMTExWj/77bffQgiBevXqwdPTE/Hx8Vi+fDnat2+P4cOHy8+G0qa4wcQl0fe4m7i4OGzatEl+AKsxEkLgxRdfRHBwMAICAnD27FmlS6KKSFQwiYmJAoBITExUuhQqh3744QcBQPj4+AgAwtraWuTk5ChdloY2bdoIAGLo0KECgHB1dRW5ubl62XdsbKwAIL/i4+MLbXP58mUBQFSpUkUvx5ScOXNGABDVqlXTWK5Wq+Vzfvvttwt97uHDh8LKykoAEMePHxc5OTli3759Yvjw4cLCwkIAEJ9++qnWY6rValGlShUBQJw7d07nmrt37y4AiDVr1uj8Wen4u3fvFhMnThRNmjTRuPbHjx9/pn0a2tWrVzXqVKlU4q233hJPnjxRrKa0tDQxd+5ccf36dcVqoOeny/c3ww2RDk6cOKHxF7e/v7/SJRUyf/58jRpfeuklve5f+rJ3cnISarW60PqnT5/Kx05NTdXbcTds2CAAiA4dOhRad/ToUQFAmJubF/oC++CDD4r83OrVq+VaV69eXWj9gwcPBABhZmYm0tPTda55xIgRAoD46quvdP6sEEJs3bpV42cJQNja2goAYt68ec+0T0ObPXu2ACA6duwohg0bJtft6uoq9uzZo0hNCxYskGtgwDGslJQUcejQIZGUlKT3fevy/c1uKSIdFOyWMeRg4mdVcC4cbV1Sz0M654Jz3EicnZ3lW9b12TVVcDBxfh07dkT//v2Rm5uLjz76SF6ekJAgP6Ih/3LJiBEj8OmnnwIARo8ejYMHDwLI61rZsmWLPIi7UaNG8lPddfG8d0wdO3YMQN4dWRs3bkRsbCw+++wzAMD58+efaZ/PIz09HSdOnMCVK1eK3EaaZ+k///kPfvnlFxw+fBh+fn54/PgxRo0aVWwXoKHs27cPAPD48WMEBwcbxR1s48aNQ0hIiEFm8i5o9+7daN++vfzQWUM6ffo0unbtimbNmhn8WMXSe7Qycmy5oefl6ekp/2t01qxZSpejVceOHeUaL168qNd9jxkzRgAQ/fr1K3IbPz8/AUDs27dPb8cdNWqUACBmzpypdX1ERIQwNzcXAMThw4eFEP+2IjRu3LjIrjm1Wi2GDBkiAAhnZ2exfft2ERQUJF+/mjVrihMnTjxTzcuXLy/yWiUmJoqvvvpKREVFFfn5zp07F2pV2rNnjwAg6tWrp1MtYWFh4vbt2zp9Jjs7W2zdulVMmjRJBAQECEtLSwFAWFpaips3bxba/uHDh/J1e/Tokbw8LS1NODk5CQDi2LFjOtXwvLKzs4Wjo6MAIKpWrSoACD8/P/H48eMyrSO//Nfp5MmTBj9er169BADRp08fgx9rzpw5AoAYNGiQ3vfNlhsiA8o/gNiYBhPnJz2OoVKlSoVmeX5eQUFBAIAOHToUuU1p75iKiopCenp6qY5b8E6pgurXry8/Y+v9999HWloaFixYACCv1aaoiRZVKhV+/vlntG/fHomJiejfvz/2798Pa2trfPbZZ7h+/fozTx5ZXMvNvHnz8Mknn8gtRwUJIXDx4kUA0Hg6e4sWLQDk3QFW8FEbRdm7dy9atmyJhg0bYt68eaW+i+m7777DSy+9hO+//x6nT59GdnY2LCwskJ2djSVLlhTa/q+//gKQN5VA/jmBbG1t5cdlaHv+mSGFhYUhOTkZLi4uOHXqFKpXr45r167hxRdfRGpqapnWIjl06JD8Z+lxJ4Yk3dm5c+dOjWfjGUJRz6Yrc3qPVkaOLTf0vCZMmCD/q+vatWtKl6NVUlKSeOmll8Ty5csNsv/o6Git420ko0ePFgDEjBkztK7PysoSn3zyiTAzMxNVqlQR06dPF3FxccUes1atWgJAsa0o0dHRwsHBQQAQPXr0EABErVq1RFZWVonnFBcXJ3x9feWWlsjIyBI/U5Lz588LAMLd3b3QOqlVpkGDBlo/GxkZKQAIKyurQvV7eXkJAOLo0aMl1vD06VNRo0YNjXE7Xbp0Effu3Svxs9Ig5pdeekn8+uuv4s6dO3LLkaOjY6G/R3v27CkAiNmzZxfa165du+TWk+zs7BKPrS9SS0JISIgQIm/Ac+XKlQUAERwcrMgNAVIrJADx2muvGfRYycnJGj/7N954w6DHk37Xjhw5ovd9c0BxMRhu6HlJXQ0WFhal+tKsiGbNmiUAiL59+4rk5GSNdTdv3hStW7fWOlB2/Pjx4u7du4X2l5mZKczMzASAYrtxhBDiiy++0NjvokWLSl13YmKiuHz5cqm3L0n+u8syMzPl5dnZ2cLOzq7Yu842bdokAIiWLVsWWte/f38BQCxYsKDEGqRBzT4+PmLZsmXC3t5e7oL77bffivzctWvX5C6o/PWp1WrRoEGDQtc2KSlJvitNW+jPysqSQ8X+/fsLrY+LixONGjUSL730kl4Dh3THWv5aQ0ND5eu/d+9evR2rtLy9veWfva+vr0GPdfbsWfnnKIXl/F2Gujh06JCoUqWKWLJkidb1UnebmZlZof/v9YHhphgMN/S8pL8stH3pUJ7169fLf3nb2dmJoUOHit27d4sffvhB/nJ1cXERGzZsEL///rto0aKFvL21tbUICwvT2N/NmzflfRXXYiSEEKmpqaJatWry3TH6vGNLV2q1Wv7Czx/aLly4oBHAtN1FNG3aNAFAvPnmm4XWzZw5UwAQw4YNK/b4f/31lwDybseWbh2/efOmfOs8ALFu3Tqtn5WO0bt370Lrli5dKo/7kcYybdy4UQAQdevWLfJnJLXojR49utC6yZMn630sW0ZGhnx3WXh4uMY66U6uzz77TC/HKq27d+8KAPL4MAAGvU3+l19+kVvr2rdvLwCIjz/+WOf9ZGVlifr168tj2LTZtm1bseufF8NNMRhuSB927typl24LU5WRkSG++uoruZun4KtLly7i/v378vZqtVrs379fDjlvvfWWxv6krpDS/qW5adMmYWZmJpYuXarX83oW0r/S889LI7X+SS9tg6SlQaDazkEKLY0aNSryuI8fPxYeHh4CgJgyZYrGuqysLDF27Fh5cK22MNKoUSMBaJ+jJzk5WR4gvHv3biGEEK+99poAIN5///0iazpw4IAAICpXrqzR6vngwQNhbW0tXw8zM7NSdbmVRJoiwM3NrdA5rlq1SgAQXbt2fe7j6OLnn38WAETbtm1F3bp1iwy3+vLRRx8JAGLs2LFy+HB2dtb5Vm3pdnrpFR0dXWibTz75xKBdXww3xWC4ISo7arVanDp1SowfP164uroKS0tLMXfu3CK7HaQQ4+npqXF307Jly+SxMKVlLJMrdujQQQAQGzZskJdJXUXS3Tu9evUq9Dl3d3cBQISGhhZal7/5v6iWKekOsAYNGoi0tLRC6xMSEuTxSQW7Zq5cuSJ3ZTx9+lTr/idNmiTXnpWVJVxcXARQ/N1QOTk58nnt2rVLXi616HTs2FG8/vrrAoCoUaPGc7dozJgxQwAQgwcPLrROmmzQ1tb2ubqXc3Nzxd9//13q7aXzmzZtmjzRpiHvuuzbt68AIJYsWSJyc3NFvXr1BADx3XfflXofcXFx8s9X6t7S1qUpdQGuWLFCn6cgY7gpBsMNkTKysrJEQkJCsdtkZGTIt+2eOnVKXv7+++8LAOK9994zdJl69+qrrwoAYv78+fIyacyK9OVbuXJljZaFR48eFRte1Gp1seFny5Yt8udPnz5dZG3vvvuu1q6n6dOnCwDixRdfLPKzt2/fFiqVSgCQW6Lc3NxKDJXjx4/X6FK7efOm3EVz/PhxkZSUJLdo9O/fv8RuyOJ06tRJABArV64stC43N1ceA1TcNSrJxx9/LACI//73vyVuq1ar5QG3+/btEwsXLizxOj8vaTb1gwcPCiGEWLlypQDypjgobaiTWvn8/f3FxIkTtXYtqtVqOQCdP39e7+chBMNNsRhuiIzb4MGDC40LeOmllwQAsXjxYgUrezZTpkwRAMSkSZOEEELEx8fLTfsPHz6Uu2Pyzxuzc+dOAUA0bNiwyP0W1W2lVqtF48aN5daB4ty6dUsOKBEREfLnGzZsKACItWvXFvv5F198UQAQNjY2pe6OOHbsmADyZrhOT0+XW5jyz8ESFhYmj1V61p95amqqvA9tc/II8W+rRv7gqYukpCS59cvf37/EICaNHbOyshKpqakiNDRUbsF7nhBXlLS0NPnnK3Ujpaenyy2GpQlk4eHh8mD+Q4cOiR07dggAok6dOlrPzcbGxmA3WnCeGyIqt/r37w/g35lugZLnuDFm0lw30sMzpXlAfHx8UK1aNbRs2RIAcOrUKfkz0uzD0pw22kifKzhT8cWLF3HlyhVYW1vjgw8+KLY2X19f9O3bFwCwaNEiAMDVq1dx/fp1WFlZoV+/fsV+/t133wUAZGRkAPj3Z1ecdu3aoXr16khKSsLXX3+N3377DQDw5Zdfytu0aNEC8+bNAwBMmTJFfnipLk6ePImsrCzUqFEDvr6+WreR5mo6fvy4zvsHgF9//RUpKSkA8p4eX9KcNdL8Nm3btoWdnR2aNWsGCwsLxMbGljgn1LO4ceMGhBCoXLkyqlatCgCwsbHB+PHjAQCzZs0q9rhCCEyePBlqtRovvfQSunTpgo4dO8Lc3Bx37tzB33//LW8rnXvz5s1haWmp93PRFcMNERmV3r17w9LSEtevX8fNmzchhJAfvVAew430ZHBpIr/Tp08DyPuCy//f/OHmwoULADQn7ytICj4Fw83atWsB5AUNFxeXEut77733AABr1qzB06dPsXHjRgBAz5494ezsXOxng4KC5Mdx2NrayhM8FsfMzEx+ev2MGTMA5E06WXC6/nfffRd9+vRBVlYWPvnkkxL3W5AUJF544QWtjwkBNMONEEKn/QshsGzZMgBA5cqVAUB+1EdRpMd7dO3aFUBe0PD39wdgmMn8pAn7/Pz8NK7B2LFjUblyZdy4cQNNmjTBunXrtJ7/jh07sG/fPlhZWeGbb74BADg5OckT9GmbjLBNmzZ6P49nwXBDREbF2dlZ/st/+/btePLkCZKTkwHkPc+qvCnYciOFGCnUBAQEaCwHdAs3V65cQWZmJgAgOzsb69evBwAMGzasVPV16dIFTZs2RVpaGn744Qc53BR8Rpk2KpUKkydPBgCEhITAzs6uVMeUwg0AmJubY9asWVr3/d1338HMzAw7duzQ+VlaBYOENi1btoS1tTXi4uJw69YtnfZ//PhxXLlyBXZ2dvj1118B5M2+/PTpU63bCyFw+PBhAHmBSyKFAUOHm/yqVKmC0NBQBAQEICkpCcOGDcMrr7yCuLg4REdH4+eff8Yrr7yCIUOGAAAmTZqk8Q+Lbt26Afj3GgPA2bNnARjBzMQSg3SMGTGOuSEyftI8Ku3atROnT58WAET16tWVLuuZ3Lt3TwB5kz7m5OSISpUqCQDi7NmzhdanpqZqjMkp7m4htVotD4iV5gWSxkNUrVpVp3EP0u3Jzs7OAsiba6i0f0eq1Wpx6NChEgeLF/yMdIu8tjlv8pPuKJJmGC6NpKQkeZBySXcySc9h++mnnwqt++qrr0StWrW0DjiWBoqPHj1aqNVq0bRpUwEUPbGidHeWjY2NyMjIkJdLT6bv1KlTqc+vtAYMGFBsTdnZ2eLLL78UFhYWAoA8B1X+V7NmzQr9Lki39Ht6egq1Wi2ysrK0jh3TNw4oLgbDDZHxe/DggQDyJp+T5tcwxF/+ZSErK0se1CnNu2JtbS3PWKxWq+WHsR47dkwcPHhQABC1a9cucd/SAz5XrVolhBBi4MCBz3RXWXp6unBzc5O/0HQJEs9q586dYujQoSI2NrbY7a5fvy5fv9I+BFYakO3j41PitlOnThUAxMiRIzWWx8TEyAOlq1evrjGvS1RUlHxL9IULF4QQ/05X0KBBA62DgxcvXiwAiKCgII3lUuixs7PT+2MppEn3SpqF+fz58/K8RgBE69atxYwZM8TZs2e1PnA2LS1NDjPXr18XYWFhAsibmNMQA6MlHFBMROVajRo10Lp1awghsHjxYgDlc7wNAFhaWsLd3R0AsGXLFgB53SFWVlYA8rpf8ndNlaZLSpJ/3M3Tp0/x559/Aih9l5TExsYG77zzjvx+4MCBOn3+WfTu3Ru//vor3Nzcit2uQYMGcjfWF198Uap9l6ZLSlLUoOJFixbJA6UfPnyIwYMHIzs7GwDw008/ITs7G4GBgfJYoaFDh8Le3h4RERE4duxYoeNI41MK1lS/fn04OjoiLS0N169fL7bW9PR0zJgxQ+v+C8rMzMTt27cBlPyA3+bNmyMsLAzHjx9HdHQ0zpw5g+nTp6NVq1ZaHzhra2uL9u3bA8i71vm7pIoa31TWGG6IyChJd96U58HEEmnczdatWwH8O95GIr0/ffr0M4ebTZs2ITMzE02aNCk0OLc03nnnHTg4OKBSpUryHVTGQnpy+pYtW3DlyhWt2wghEB4ejoULF8pPHs8/tqUogYGBUKlUuHXrFmJiYgAAycnJWLp0KQBg9uzZcHR0xJEjR/DRRx8hJycHK1euBJA3MFfi5OSEoUOHAig8sFitVsvjbQqGG3Nzc7Rq1QpAyeNuPv74Y8ycORMvv/yyPA6tKLdu3UJubi6cnJxQrVq1YrcFAGtra7Rv314O4iWRru2BAweMbjAxAI65ISLjJM2SK71+/fVXpUt6ZtKDLqXXxo0bNdYfPnxYAHmz8vr5+QkAYseOHSXu99atW3I3V0BAgAAgvvnmm2eu89atW0b7WJFXXnlFAJqzDUuP7RgyZIg8d4v0sra2FjExMaXat/T08y1btgghhPjuu+8EkPfsrJycHLF161Z5v9IzqVxdXUV6errGfqSnwFtaWmocW3qWmIODg9axUNIjEsaMGVNkjUeOHNE4v+nTpxd7Tr///rsA8h7zYAjSHD2VKlWSf2e3b99ukGNJOOamGAw3ROWDWq2WZ1cFIE6ePKl0Sc9s3LhxGl9M+Z+rJYQQKSkp8kRp0uvhw4cl7jc3N1d+xhOQNyNxaT5XHl26dEkeh3X58mWxfv160bx5c41rZmdnJ4KDg8W8efPEjRs3Sr3vd955RwB5Ey1mZmbKswj/8MMP8jbSg0yl10cffaR1X9JDSSdPnixWrlwphg4dKj/IVdtjNoT4d0bpZs2aaV2fkpIi6tSpIwDIA5cdHByKDW/SLNOGes5Tdna2PJu49HrWp42XFsNNMRhuiMoPaXZfAKX+V7gxmj17tnwe0h0mBfn7+8vb6DJjbefOneXPBQcH67t0oyLd/SPd3QPkPRtq3Lhx4ujRo/IgbV3997//lQfSrlmzRgAQHh4eGi0zOTk5okePHnLAunPnjtZ9SXeeFXxZWVmJzZs3a/2MNIDe3Nxc6+M2pMdkeHl5iYSEBNGyZUsBQEyYMKHIc5IGl3/77bc6Xo3S69Onj3x+NWrUMNhxJBxQTEQmISQkBEDe3DclDTw1ZtKYGyBvfI22QZf5x+G0aNGi1AMz889irOtA4vLms88+AwDk5OTAzc0Ns2bNwoMHD7BkyRJ07NhRHqStK2lQ8fnz5zF79mwAeZMb2tjYyNuYm5tj/fr16NWrFz755BN4e3tr3dfgwYPh6+sLGxsbdOnSBZ9//jn279+P+Ph4vPzyy1o/U716dXh6eiI3N1cecyU5evSoPHv0jz/+CGdnZ8ydOxdA3tgeafbugoqa40afpPluACMbbwPAQukCiIiK0r59eyxYsAC1a9c2mrswnoU0SzFQeDBx/uXSQNXSDCaWSOHGwcFBDoOmqnnz5ti2bRsSEhIwaNAg2Nra6mW/NWvWhJeXFx48eICbN2/C0dERb7/9dqHtqlSpgl27dhW7Lzs7O9y4cQO5ubmlfgyBSqVCmzZtsH37dmzbtg3Vq1dH9erVkZWVhZEjRwIARo8ejR49egDImxk6KCgI+/fvx+effy5PIijJzs7GzZs3ARg23GibjNBoGLwdyciwW4qIytqNGzfk5vsjR45o3ebatWtFDjguTnJysujXr5881w09G+kBngDEBx98UObH/+qrrzS6sczMzOQJH2vWrFnoO+vcuXNyF1nB+X+uX78ugLxJ+bTNU6Mvubm58vxIhw8fNthxJOyWIiIyIl5eXnBwcICjo6P8wMuC6tevjxo1asDKyqrI1h1tHBwcsH37dowePVpf5VZIUteUpaWl/LytsjRixAj07dsXvr6+sLKyglqtxtOnT6FSqfDjjz/CyclJY/uWLVti0KBBEEJg6tSpGuukLqmGDRtqnadGX8zMzLBhwwZ899136NSpk8GO8yzYLUVEZGC2trY4duwYzMzMYG9vr3UbMzMzHDhwAImJifDy8irjCmngwIH45Zdf8PLLL5dqXhh9q1atmjwJo1qtRmxsLO7duwd7e3s0btxY62e+/PJLbN26Fbt378aKFSvkrrSyGG8jeeGFF0o1n1BZY7ghIioDpZlYr169eoYvhLRyc3OTn9iuNDMzM3h4eMDDw6PY7erWrYspU6bg66+/xjvvvIMHDx7gyy+/LNNwY6wYboiIiMqpOXPmwMbGBjNnzsTs2bPx999/49KlSwAqdrhRCSGE0kWUpaSkJDg7OyMxMbFQHyYREVF5tHr1aowZMwY5OTnystu3b8PHx0fBqvRLl+9vDigmIiIq50aOHImdO3fC0dERQN7DUGvXrq1sUQpiuCEiIjIBPXr0wLFjx9CkSROMHj0a5ubmSpekGI65ISIiMhH+/v64fPmy0mUoji03REREZFIYboiIiMikMNwQERGRSWG4ISIiIpNiFOFm6dKlqF27NmxsbBAQEIAzZ84Uu/2mTZvQoEED2NjYoEmTJiU+pZWIiIgqDsXDze+//47Jkydj+vTpOH/+PPz9/REcHIzY2Fit2588eRJDhgzBqFGjcOHCBYSEhCAkJARXrlwp48qJiIjIGCk+Q3FAQABat26NJUuWAMh7YJiXlxcmTJiAjz/+uND2gwcPRmpqKnbs2CEva9u2LZo1a4YVK1aUeDzOUExERFT+lJsZirOyshAWFoagoCB5mZmZGYKCghAaGqr1M6GhoRrbA0BwcHCR2xMREVHFougkfo8fP0Zubi7c3d01lru7uyMiIkLrZ6Kjo7VuHx0drXX7zMxMZGZmyu+TkpKes2oiIiIyZoqPuTG0OXPmwNnZWX55eXkpXRIREREZkKLhxtXVFebm5oiJidFYHhMTAw8PD62f8fDw0Gn7qVOnIjExUX49ePBAP8UTERGRUVI03FhZWaFly5Y4cOCAvEytVuPAgQMIDAzU+pnAwECN7QFg3759RW5vbW0NJycnjRcRERGZLsUfnDl58mQMHz4crVq1Qps2bbBgwQKkpqZi5MiRAIBhw4ahevXqmDNnDgBg4sSJ6Ny5M+bPn48+ffpgw4YNOHfuHFatWqXkaRAREZGRUDzcDB48GHFxcfj8888RHR2NZs2aYc+ePfKg4fv378PM7N8Gpnbt2mH9+vX49NNPMW3aNNStWxfbtm1D48aNlToFIiIiMiKKz3NT1hITE+Hi4oIHDx6wi4qIiKicSEpKgpeXFxISEuDs7Fzstoq33JS15ORkAOBdU0REROVQcnJyieGmwrXcqNVqPHr0CI6OjlCpVHrdt5Qq2SpkeLzWZYfXuuzwWpcdXuuyo69rLYRAcnIyqlWrpjFcRZsK13JjZmaGGjVqGPQYvCur7PBalx1e67LDa112eK3Ljj6udUktNhKTn8SPiIiIKhaGGyIiIjIpDDd6ZG1tjenTp8Pa2lrpUkwer3XZ4bUuO7zWZYfXuuwoca0r3IBiIiIiMm1suSEiIiKTwnBDREREJoXhhoiIiEwKww0RERGZFIYbPVm6dClq164NGxsbBAQE4MyZM0qXVO4cPXoUffv2RbVq1aBSqbBt2zaN9UIIfP755/D09IStrS2CgoJw69YtjW3i4+MxdOhQODk5wcXFBaNGjUJKSkoZnkX5MGfOHLRu3RqOjo6oWrUqQkJCcOPGDY1tMjIyMG7cOFSpUgUODg54+eWXERMTo7HN/fv30adPH9jZ2aFq1ar44IMPkJOTU5anYvSWL1+Opk2byhOYBQYGYvfu3fJ6XmfDmTt3LlQqFd577z15Ga+3fsyYMQMqlUrj1aBBA3m94tdZ0HPbsGGDsLKyEj///LO4evWqGD16tHBxcRExMTFKl1au7Nq1S3zyySdi69atAoD4448/NNbPnTtXODs7i23btolLly6Jfv36CW9vb5Geni5v07NnT+Hv7y9OnToljh07Jnx9fcWQIUPK+EyMX3BwsFi9erW4cuWKuHjxoujdu7eoWbOmSElJkbd5++23hZeXlzhw4IA4d+6caNu2rWjXrp28PicnRzRu3FgEBQWJCxcuiF27dglXV1cxdepUJU7JaP35559i586d4ubNm+LGjRti2rRpwtLSUly5ckUIwetsKGfOnBG1a9cWTZs2FRMnTpSX83rrx/Tp00WjRo1EVFSU/IqLi5PXK32dGW70oE2bNmLcuHHy+9zcXFGtWjUxZ84cBasq3wqGG7VaLTw8PMQ333wjL0tISBDW1tbit99+E0IIce3aNQFAnD17Vt5m9+7dQqVSiYcPH5ZZ7eVRbGysACCOHDkihMi7tpaWlmLTpk3yNtevXxcARGhoqBAiL4yamZmJ6OhoeZvly5cLJycnkZmZWbYnUM5UqlRJ/Pjjj7zOBpKcnCzq1q0r9u3bJzp37iyHG15v/Zk+fbrw9/fXus4YrjO7pZ5TVlYWwsLCEBQUJC8zMzNDUFAQQkNDFazMtNy9exfR0dEa19nZ2RkBAQHydQ4NDYWLiwtatWolbxMUFAQzMzOcPn26zGsuTxITEwEAlStXBgCEhYUhOztb43o3aNAANWvW1LjeTZo0gbu7u7xNcHAwkpKScPXq1TKsvvzIzc3Fhg0bkJqaisDAQF5nAxk3bhz69OmjcV0B/l7r261bt1CtWjXUqVMHQ4cOxf379wEYx3WucA/O1LfHjx8jNzdX4wcEAO7u7oiIiFCoKtMTHR0NAFqvs7QuOjoaVatW1VhvYWGBypUry9tQYWq1Gu+99x7at2+Pxo0bA8i7llZWVnBxcdHYtuD11vbzkNbRv8LDwxEYGIiMjAw4ODjgjz/+gJ+fHy5evMjrrGcbNmzA+fPncfbs2ULr+HutPwEBAVizZg3q16+PqKgozJw5Ex07dsSVK1eM4joz3BBVcOPGjcOVK1dw/PhxpUsxWfXr18fFixeRmJiIzZs3Y/jw4Thy5IjSZZmcBw8eYOLEidi3bx9sbGyULsek9erVS/5z06ZNERAQgFq1amHjxo2wtbVVsLI87JZ6Tq6urjA3Ny80CjwmJgYeHh4KVWV6pGtZ3HX28PBAbGysxvqcnBzEx8fzZ1GE8ePHY8eOHTh06BBq1KghL/fw8EBWVhYSEhI0ti94vbX9PKR19C8rKyv4+vqiZcuWmDNnDvz9/bFw4UJeZz0LCwtDbGwsWrRoAQsLC1hYWODIkSNYtGgRLCws4O7uzuttIC4uLqhXrx5u375tFL/XDDfPycrKCi1btsSBAwfkZWq1GgcOHEBgYKCClZkWb29veHh4aFznpKQknD59Wr7OgYGBSEhIQFhYmLzNwYMHoVarERAQUOY1GzMhBMaPH48//vgDBw8ehLe3t8b6li1bwtLSUuN637hxA/fv39e43uHh4RqBct++fXBycoKfn1/ZnEg5pVarkZmZyeusZ926dUN4eDguXrwov1q1aoWhQ4fKf+b1NoyUlBRERkbC09PTOH6vn3tIMokNGzYIa2trsWbNGnHt2jUxZswY4eLiojEKnEqWnJwsLly4IC5cuCAAiO+++05cuHBB3Lt3TwiRdyu4i4uL2L59u7h8+bLo37+/1lvBmzdvLk6fPi2OHz8u6taty1vBtXjnnXeEs7OzOHz4sMatnGlpafI2b7/9tqhZs6Y4ePCgOHfunAgMDBSBgYHyeulWzh49eoiLFy+KPXv2CDc3N94yW8DHH38sjhw5Iu7evSsuX74sPv74Y6FSqcTevXuFELzOhpb/bikheL31ZcqUKeLw4cPi7t274sSJEyIoKEi4urqK2NhYIYTy15nhRk8WL14satasKaysrESbNm3EqVOnlC6p3Dl06JAAUOg1fPhwIUTe7eCfffaZcHd3F9bW1qJbt27ixo0bGvt48uSJGDJkiHBwcBBOTk5i5MiRIjk5WYGzMW7arjMAsXr1anmb9PR0MXbsWFGpUiVhZ2cnBgwYIKKiojT28/fff4tevXoJW1tb4erqKqZMmSKys7PL+GyM2xtvvCFq1aolrKyshJubm+jWrZscbITgdTa0guGG11s/Bg8eLDw9PYWVlZWoXr26GDx4sLh9+7a8XunrrBJCiOdv/yEiIiIyDhxzQ0RERCaF4YaIiIhMCsMNERERmRSGGyIiIjIpDDdERERkUhhuiIiIyKQw3BAREZFJYbghItJizZo1hZ5qTETlA8MNET2X6OhoTJw4Eb6+vrCxsYG7uzvat2+P5cuXIy0tTenySqV27dpYsGCBxrLBgwfj5s2byhRERM/FQukCiKj8unPnDtq3bw8XFxfMnj0bTZo0gbW1NcLDw7Fq1SpUr14d/fr1U6Q2IQRyc3NhYfFsf83Z2trC1tZWz1URUVlgyw0RPbOxY8fCwsIC586dw6BBg9CwYUPUqVMH/fv3x86dO9G3b18AQEJCAt588024ubnByckJL7zwAi5duiTvZ8aMGWjWrBnWrVuH2rVrw9nZGa+++iqSk5PlbdRqNebMmQNvb2/Y2trC398fmzdvltcfPnwYKpUKu3fvRsuWLWFtbY3jx48jMjIS/fv3h7u7OxwcHNC6dWvs379f/lyXLl1w7949TJo0CSqVCiqVCoD2bqnly5fDx8cHVlZWqF+/PtatW6exXqVS4ccff8SAAQNgZ2eHunXr4s8//9Tb9Sai0mG4IaJn8uTJE+zduxfjxo2Dvb291m2koDBw4EDExsZi9+7dCAsLQ4sWLdCtWzfEx8fL20ZGRmLbtm3YsWMHduzYgSNHjmDu3Lny+jlz5mDt2rVYsWIFrl69ikmTJuE///kPjhw5onHMjz/+GHPnzsX169fRtGlTpKSkoHfv3jhw4AAuXLiAnj17om/fvrh//z4AYOvWrahRowZmzZqFqKgoREVFaT2XP/74AxMnTsSUKVNw5coVvPXWWxg5ciQOHTqksd3MmTMxaNAgXL58Gb1798bQoUM1zpOIyoBeHr9JRBXOqVOnBACxdetWjeVVqlQR9vb2wt7eXnz44Yfi2LFjwsnJSWRkZGhs5+PjI1auXCmEEGL69OnCzs5OJCUlyes/+OADERAQIIQQIiMjQ9jZ2YmTJ09q7GPUqFFiyJAhQoh/nyq/bdu2Emtv1KiRWLx4sfy+Vq1a4vvvv9fYZvXq1cLZ2Vl+365dOzF69GiNbQYOHCh69+4tvwcgPv30U/l9SkqKACB2795dYk1EpD8cc0NEenXmzBmo1WoMHToUmZmZuHTpElJSUlClShWN7dLT0xEZGSm/r127NhwdHeX3np6eiI2NBQDcvn0baWlp6N69u8Y+srKy0Lx5c41lrVq10nifkpKCGTNmYOfOnYiKikJOTg7S09PllpvSun79OsaMGaOxrH379li4cKHGsqZNm8p/tre3h5OTk3weRFQ2GG6I6Jn4+vpCpVLhxo0bGsvr1KkDAPJg3JSUFHh6euLw4cOF9pF/TIulpaXGOpVKBbVaLe8DAHbu3Inq1atrbGdtba3xvmAX2fvvv499+/bh22+/ha+vL2xtbfHKK68gKyurlGeqm+LOg4jKBsMNET2TKlWqoHv37liyZAkmTJhQ5LibFi1aIDo6GhYWFqhdu/YzHcvPzw/W1ta4f/8+OnfurNNnT5w4gREjRmDAgAEA8oLS33//rbGNlZUVcnNzi91Pw4YNceLECQwfPlxj335+fjrVQ0SGx3BDRM9s2bJlaN++PVq1aoUZM2agadOmMDMzw9mzZxEREYGWLVsiKCgIgYGBCAkJwbx581CvXj08evQIO3fuxIABAwp1I2nj6OiI999/H5MmTYJarUaHDh2QmJiIEydOwMnJSSNwFFS3bl1s3boVffv2hUqlwmeffVaoJaV27do4evQoXn31VVhbW8PV1bXQfj744AMMGjQIzZs3R1BQEP766y9s3bpV484rIjIODDdE9Mx8fHxw4cIFzJ49G1OnTsU///wDa2tr+Pn54f3338fYsWOhUqmwa9cufPLJJxg5ciTi4uLg4eGBTp06wd3dvdTH+uKLL+Dm5oY5c+bgzp07cHFxQYsWLTBt2rRiP/fdd9/hjTfeQLt27eDq6oqPPvoISUlJGtvMmjULb731Fnx8fJCZmQkhRKH9hISEYOHChfj2228xceJEeHt7Y/Xq1ejSpUupz4GIyoZKaPu/mIiIiKic4jw3REREZFIYboiIiMikMNwQERGRSWG4ISIiIpPCcENEREQmheGGiIiITArDDREREZkUhhsiIiIyKQw3REREZFIYboiIiMikMNwQERGRSWG4ISIiIpPyf0Lizs8mqbDPAAAAAElFTkSuQmCC", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, + } + ], + "source": [ + "warnings.filterwarnings(\"ignore\")\n", + "history = model.fit(x_train, y_train, epochs=5, validation_data=(x_test, y_test))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Test model" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "1/1 [==============================] - 0s 97ms/step\n" + "313/313 - 0s - loss: 0.0330 - accuracy: 0.9899 - 419ms/epoch - 1ms/step\n", + "Test accuracy: 0.9898999929428101\n" ] - }, + } + ], + "source": [ + "test_loss, test_acc = model.evaluate(x_test, y_test, verbose=2)\n", + "print('Test accuracy:', test_acc)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualizing the training process" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], + "source": [ + "plt.plot(history.history['accuracy'], label='Training Accuracy')\n", + "plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n", + "plt.xlabel('Epoch')\n", + "plt.ylabel('Accuracy')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import tensorflow as tf\n", "from tensorflow.keras.datasets import mnist\n", "\n", - "# Load data\n", - "(train_images, train_labels), (test_images, test_labels) = mnist.load_data()\n", - "\n", - "# Normalize pixel values to the range [0, 1]\n", + "(train_images, train_labels), (test_images, test_labels) = mnist.load_data()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Normalize pixel values to the range [0, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ "train_images = train_images / 255.0\n", - "test_images = test_images / 255.0\n", - "\n", - "# Convert images to 4D tensors (batch_size, height, width, channels)\n", + "test_images = test_images / 255.0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Convert images to 4D tensors (batch_size, height, width, channels)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "train_images = np.expand_dims(train_images, axis=-1)\n", - "test_images = np.expand_dims(test_images, axis=-1)\n", - "\n", - "# Set model parameters\n", + "test_images = np.expand_dims(test_images, axis=-1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Set model parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ "batch_size = 100\n", "learning_rate = 0.005\n", "evaluation_size = 500\n", @@ -497,9 +429,22 @@ "conv2_features = 50\n", "max_pool_size1 = 2 # NxN window for 1st max pool layer\n", "max_pool_size2 = 2 # NxN window for 2nd max pool layer\n", - "fully_connected_size1 = 100\n", - "\n", - "# Define the model\n", + "fully_connected_size1 = 100" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define the model" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ "model = tf.keras.Sequential([\n", " tf.keras.layers.Conv2D(conv1_features, (4, 4), activation='relu', input_shape=(image_width, image_height, num_channels)),\n", " tf.keras.layers.MaxPooling2D((max_pool_size1, max_pool_size1)),\n", @@ -508,14 +453,147 @@ " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(fully_connected_size1, activation='relu'),\n", " tf.keras.layers.Dense(target_size)\n", - "])\n", - "\n", - "# Compile the model\n", + "])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compile the model" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ "model.compile(optimizer=tf.keras.optimizers.SGD(learning_rate=learning_rate, momentum=0.9),\n", " loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n", - " metrics=['accuracy'])\n", - "\n", - "# Train the model\n", + " metrics=['accuracy'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Train the model" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generation # 5. Train Loss: 2.29. Train Acc (Test Acc): 11.00% (10.00%)\n", + "Generation # 10. Train Loss: 2.30. Train Acc (Test Acc): 8.00% (14.20%)\n", + "Generation # 15. Train Loss: 2.25. Train Acc (Test Acc): 30.00% (31.80%)\n", + "Generation # 20. Train Loss: 2.25. Train Acc (Test Acc): 33.00% (30.00%)\n", + "Generation # 25. Train Loss: 2.22. Train Acc (Test Acc): 39.00% (38.20%)\n", + "Generation # 30. Train Loss: 2.21. Train Acc (Test Acc): 37.00% (36.40%)\n", + "Generation # 35. Train Loss: 2.15. Train Acc (Test Acc): 43.00% (48.60%)\n", + "Generation # 40. Train Loss: 2.10. Train Acc (Test Acc): 50.00% (51.20%)\n", + "Generation # 45. Train Loss: 2.05. Train Acc (Test Acc): 44.00% (51.40%)\n", + "Generation # 50. Train Loss: 1.97. Train Acc (Test Acc): 52.00% (60.60%)\n", + "Generation # 55. Train Loss: 1.84. Train Acc (Test Acc): 63.00% (59.20%)\n", + "Generation # 60. Train Loss: 1.55. Train Acc (Test Acc): 69.00% (66.20%)\n", + "Generation # 65. Train Loss: 1.40. Train Acc (Test Acc): 62.00% (62.40%)\n", + "Generation # 70. Train Loss: 1.13. Train Acc (Test Acc): 75.00% (73.40%)\n", + "Generation # 75. Train Loss: 0.95. Train Acc (Test Acc): 75.00% (74.40%)\n", + "Generation # 80. Train Loss: 0.67. Train Acc (Test Acc): 81.00% (80.80%)\n", + "Generation # 85. Train Loss: 0.74. Train Acc (Test Acc): 77.00% (80.40%)\n", + "Generation # 90. Train Loss: 0.69. Train Acc (Test Acc): 84.00% (79.80%)\n", + "Generation # 95. Train Loss: 0.57. Train Acc (Test Acc): 83.00% (83.40%)\n", + "Generation # 100. Train Loss: 0.50. Train Acc (Test Acc): 86.00% (83.20%)\n", + "Generation # 105. Train Loss: 0.44. Train Acc (Test Acc): 83.00% (88.80%)\n", + "Generation # 110. Train Loss: 0.45. Train Acc (Test Acc): 84.00% (82.00%)\n", + "Generation # 115. Train Loss: 0.47. Train Acc (Test Acc): 86.00% (86.60%)\n", + "Generation # 120. Train Loss: 0.34. Train Acc (Test Acc): 92.00% (89.60%)\n", + "Generation # 125. Train Loss: 0.39. Train Acc (Test Acc): 84.00% (85.40%)\n", + "Generation # 130. Train Loss: 0.41. Train Acc (Test Acc): 85.00% (87.60%)\n", + "Generation # 135. Train Loss: 0.42. Train Acc (Test Acc): 87.00% (89.60%)\n", + "Generation # 140. Train Loss: 0.30. Train Acc (Test Acc): 90.00% (90.00%)\n", + "Generation # 145. Train Loss: 0.43. Train Acc (Test Acc): 83.00% (90.40%)\n", + "Generation # 150. Train Loss: 0.63. Train Acc (Test Acc): 86.00% (90.40%)\n", + "Generation # 155. Train Loss: 0.34. Train Acc (Test Acc): 94.00% (90.80%)\n", + "Generation # 160. Train Loss: 0.40. Train Acc (Test Acc): 89.00% (92.80%)\n", + "Generation # 165. Train Loss: 0.35. Train Acc (Test Acc): 89.00% (93.80%)\n", + "Generation # 170. Train Loss: 0.31. Train Acc (Test Acc): 89.00% (89.80%)\n", + "Generation # 175. Train Loss: 0.32. Train Acc (Test Acc): 89.00% (92.60%)\n", + "Generation # 180. Train Loss: 0.20. Train Acc (Test Acc): 97.00% (89.40%)\n", + "Generation # 185. Train Loss: 0.30. Train Acc (Test Acc): 92.00% (92.40%)\n", + "Generation # 190. Train Loss: 0.28. Train Acc (Test Acc): 92.00% (91.80%)\n", + "Generation # 195. Train Loss: 0.28. Train Acc (Test Acc): 89.00% (91.80%)\n", + "Generation # 200. Train Loss: 0.25. Train Acc (Test Acc): 93.00% (91.40%)\n", + "Generation # 205. Train Loss: 0.17. Train Acc (Test Acc): 96.00% (91.60%)\n", + "Generation # 210. Train Loss: 0.26. Train Acc (Test Acc): 91.00% (93.60%)\n", + "Generation # 215. Train Loss: 0.29. Train Acc (Test Acc): 89.00% (91.60%)\n", + "Generation # 220. Train Loss: 0.25. Train Acc (Test Acc): 92.00% (91.60%)\n", + "Generation # 225. Train Loss: 0.28. Train Acc (Test Acc): 88.00% (92.00%)\n", + "Generation # 230. Train Loss: 0.21. Train Acc (Test Acc): 91.00% (92.00%)\n", + "Generation # 235. Train Loss: 0.33. Train Acc (Test Acc): 87.00% (91.20%)\n", + "Generation # 240. Train Loss: 0.23. Train Acc (Test Acc): 95.00% (90.80%)\n", + "Generation # 245. Train Loss: 0.21. Train Acc (Test Acc): 91.00% (92.20%)\n", + "Generation # 250. Train Loss: 0.20. Train Acc (Test Acc): 94.00% (92.40%)\n", + "Generation # 255. Train Loss: 0.27. Train Acc (Test Acc): 95.00% (91.80%)\n", + "Generation # 260. Train Loss: 0.29. Train Acc (Test Acc): 94.00% (91.80%)\n", + "Generation # 265. Train Loss: 0.25. Train Acc (Test Acc): 93.00% (91.80%)\n", + "Generation # 270. Train Loss: 0.38. Train Acc (Test Acc): 90.00% (93.40%)\n", + "Generation # 275. Train Loss: 0.29. Train Acc (Test Acc): 92.00% (94.60%)\n", + "Generation # 280. Train Loss: 0.31. Train Acc (Test Acc): 93.00% (95.00%)\n", + "Generation # 285. Train Loss: 0.36. Train Acc (Test Acc): 90.00% (94.80%)\n", + "Generation # 290. Train Loss: 0.15. Train Acc (Test Acc): 94.00% (93.00%)\n", + "Generation # 295. Train Loss: 0.18. Train Acc (Test Acc): 95.00% (95.20%)\n", + "Generation # 300. Train Loss: 0.32. Train Acc (Test Acc): 87.00% (93.00%)\n", + "Generation # 305. Train Loss: 0.16. Train Acc (Test Acc): 94.00% (92.80%)\n", + "Generation # 310. Train Loss: 0.09. Train Acc (Test Acc): 98.00% (94.60%)\n", + "Generation # 315. Train Loss: 0.15. Train Acc (Test Acc): 95.00% (96.20%)\n", + "Generation # 320. Train Loss: 0.16. Train Acc (Test Acc): 94.00% (94.40%)\n", + "Generation # 325. Train Loss: 0.32. Train Acc (Test Acc): 92.00% (94.00%)\n", + "Generation # 330. Train Loss: 0.24. Train Acc (Test Acc): 90.00% (95.80%)\n", + "Generation # 335. Train Loss: 0.16. Train Acc (Test Acc): 94.00% (94.60%)\n", + "Generation # 340. Train Loss: 0.17. Train Acc (Test Acc): 96.00% (95.60%)\n", + "Generation # 345. Train Loss: 0.10. Train Acc (Test Acc): 99.00% (92.40%)\n", + "Generation # 350. Train Loss: 0.13. Train Acc (Test Acc): 95.00% (95.00%)\n", + "Generation # 355. Train Loss: 0.14. Train Acc (Test Acc): 97.00% (95.80%)\n", + "Generation # 360. Train Loss: 0.24. Train Acc (Test Acc): 93.00% (95.20%)\n", + "Generation # 365. Train Loss: 0.30. Train Acc (Test Acc): 92.00% (93.80%)\n", + "Generation # 370. Train Loss: 0.13. Train Acc (Test Acc): 96.00% (94.20%)\n", + "Generation # 375. Train Loss: 0.19. Train Acc (Test Acc): 94.00% (95.20%)\n", + "Generation # 380. Train Loss: 0.20. Train Acc (Test Acc): 94.00% (95.20%)\n", + "Generation # 385. Train Loss: 0.33. Train Acc (Test Acc): 93.00% (94.00%)\n", + "Generation # 390. Train Loss: 0.10. Train Acc (Test Acc): 97.00% (93.00%)\n", + "Generation # 395. Train Loss: 0.25. Train Acc (Test Acc): 93.00% (93.20%)\n", + "Generation # 400. Train Loss: 0.17. Train Acc (Test Acc): 95.00% (94.40%)\n", + "Generation # 405. Train Loss: 0.25. Train Acc (Test Acc): 90.00% (94.80%)\n", + "Generation # 410. Train Loss: 0.13. Train Acc (Test Acc): 97.00% (95.00%)\n", + "Generation # 415. Train Loss: 0.20. Train Acc (Test Acc): 94.00% (92.40%)\n", + "Generation # 420. Train Loss: 0.16. Train Acc (Test Acc): 95.00% (95.20%)\n", + "Generation # 425. Train Loss: 0.27. Train Acc (Test Acc): 92.00% (94.80%)\n", + "Generation # 430. Train Loss: 0.07. Train Acc (Test Acc): 99.00% (96.60%)\n", + "Generation # 435. Train Loss: 0.20. Train Acc (Test Acc): 94.00% (96.60%)\n", + "Generation # 440. Train Loss: 0.11. Train Acc (Test Acc): 97.00% (96.60%)\n", + "Generation # 445. Train Loss: 0.13. Train Acc (Test Acc): 94.00% (95.80%)\n", + "Generation # 450. Train Loss: 0.06. Train Acc (Test Acc): 99.00% (96.40%)\n", + "Generation # 455. Train Loss: 0.09. Train Acc (Test Acc): 99.00% (95.60%)\n", + "Generation # 460. Train Loss: 0.13. Train Acc (Test Acc): 96.00% (95.80%)\n", + "Generation # 465. Train Loss: 0.13. Train Acc (Test Acc): 96.00% (95.60%)\n", + "Generation # 470. Train Loss: 0.14. Train Acc (Test Acc): 96.00% (96.20%)\n", + "Generation # 475. Train Loss: 0.15. Train Acc (Test Acc): 97.00% (96.80%)\n", + "Generation # 480. Train Loss: 0.19. Train Acc (Test Acc): 95.00% (97.00%)\n", + "Generation # 485. Train Loss: 0.22. Train Acc (Test Acc): 91.00% (95.80%)\n", + "Generation # 490. Train Loss: 0.11. Train Acc (Test Acc): 97.00% (96.20%)\n", + "Generation # 495. Train Loss: 0.20. Train Acc (Test Acc): 94.00% (96.60%)\n", + "Generation # 500. Train Loss: 0.10. Train Acc (Test Acc): 98.00% (95.60%)\n" + ] + } + ], + "source": [ "train_loss = []\n", "train_acc = []\n", "test_acc = []\n", @@ -540,8 +618,60 @@ " test_acc.append(temp_test_acc)\n", " acc_and_loss = [(i+1), temp_train_loss, temp_train_acc * 100, temp_test_acc * 100]\n", " acc_and_loss = [np.round(x, 2) for x in acc_and_loss]\n", - " print('Generation # {}. Train Loss: {:.2f}. Train Acc (Test Acc): {:.2f}% ({:.2f}%)'.format(*acc_and_loss))\n", - "\n", + " print('Generation # {}. Train Loss: {:.2f}. Train Acc (Test Acc): {:.2f}% ({:.2f}%)'.format(*acc_and_loss))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot figures" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ "# Plot loss over time\n", "plt.plot(range(0, generations, eval_every), train_loss, 'k-')\n", "plt.title('Softmax Loss per Generation')\n", @@ -595,12 +725,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Code" + "## Code" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Set model parameters" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -609,7 +746,6 @@ "import matplotlib.pyplot as plt\n", "import urllib.request\n", "\n", - "# Set model parameters\n", "batch_size = 128\n", "data_dir = 'temp'\n", "output_every = 50\n", @@ -621,14 +757,34 @@ "crop_width = 24\n", "num_channels = 3\n", "num_targets = 10\n", - "extract_folder = 'cifar-10-batches-bin'\n", - "\n", - "# Load data\n", + "extract_folder = 'cifar-10-batches-bin'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "data_dir = 'temp'\n", "if not os.path.exists(data_dir):\n", " os.makedirs(data_dir)\n", - "cifar10_url = 'http://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz'\n", - "\n", + "cifar10_url = 'http://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "# Check if file exists, otherwise download it\n", "data_file = os.path.join(data_dir, 'cifar-10-binary.tar.gz')\n", "if os.path.isfile(data_file):\n", @@ -640,9 +796,22 @@ " print('\\r Downloading {} - {:.2f}%'.format(*progress_info), end=\"\")\n", " filepath, _ = urllib.request.urlretrieve(cifar10_url, data_file, progress)\n", " # Extract file\n", - " tarfile.open(filepath, 'r:gz').extractall(data_dir)\n", - "\n", - "# Load CIFAR-10 dataset\n", + " tarfile.open(filepath, 'r:gz').extractall(data_dir)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load CIFAR-10 dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "(train_images, train_labels), (test_images, test_labels) = tf.keras.datasets.cifar10.load_data()\n", "\n", "# Preprocess the data\n", @@ -651,8 +820,14 @@ "\n", "# Crop images\n", "train_images = tf.image.crop_to_bounding_box(train_images, 4, 4, 24, 24)\n", - "test_images = tf.image.crop_to_bounding_box(test_images, 4, 4, 24, 24)\n", - "\n" + "test_images = tf.image.crop_to_bounding_box(test_images, 4, 4, 24, 24)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Convert labels to integers" ] }, { @@ -661,11 +836,23 @@ "metadata": {}, "outputs": [], "source": [ - "# Convert labels to integers\n", "train_labels = train_labels.flatten()\n", - "test_labels = test_labels.flatten()\n", - "\n", - "# Define the model architecture\n", + "test_labels = test_labels.flatten()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define the model architecture" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "model = tf.keras.Sequential([\n", " tf.keras.layers.Conv2D(64, (5, 5), activation='relu', input_shape=(crop_height, crop_width, num_channels)),\n", " tf.keras.layers.MaxPooling2D(pool_size=(3, 3), strides=(2, 2)),\n", @@ -675,9 +862,22 @@ " tf.keras.layers.Dense(384, activation='relu'),\n", " tf.keras.layers.Dense(192, activation='relu'),\n", " tf.keras.layers.Dense(num_targets)\n", - "])\n", - "\n", - "# Define loss function\n", + "])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define loss function" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True)\n", "\n", "# Create accuracy metric\n", @@ -694,9 +894,22 @@ " validation_data=(test_images, test_labels), verbose=1)\n", "\n", "# Evaluate the model\n", - "test_loss, test_accuracy = model.evaluate(test_images, test_labels, verbose=0)\n", - "\n", - "# Print loss and accuracy\n", + "test_loss, test_accuracy = model.evaluate(test_images, test_labels, verbose=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Print loss and accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "print('Test Loss:', test_loss)\n", "print('Test Accuracy:', test_accuracy)\n", "\n", @@ -737,62 +950,32 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The purpose of the script provided in this section is to download the CIFAR-10 data and sort it out in the proper folder structure for running it through the TensorFlow fine-tuning tutorial. The script should create the following folder structure.\n", - "\n", - "-train_dir\n", - " |--airplane\n", - " |--automobile\n", - " |--bird\n", - " |--cat\n", - " |--deer\n", - " |--dog\n", - " |--frog\n", - " |--horse\n", - " |--ship\n", - " |--truck\n", - "-validation_dir\n", - " |--airplane\n", - " |--automobile\n", - " |--bird\n", - " |--cat\n", - " |--deer\n", - " |--dog\n", - " |--frog\n", - " |--horse\n", - " |--ship\n", - " |--truck\n", - "\n", - " ### Code" + "The purpose of the script provided in this section is to download the CIFAR-10 data and sort it out in the proper folder structure for running it through the TensorFlow fine-tuning tutorial. The script should create the following folder structure.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Code" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this script, we download the CIFAR-10 images and\n", + "transform/save them in the Inception Retraining Format\n", + "The end purpose of the files is for re-training the\n", + "Google Inception tensorflow model to work on the CIFAR-10.\n" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CIFAR-10 file not found. Downloading CIFAR data (Size = 163MB)\n", - "This may take a few minutes, please wait.\n", - "Saving images from file: data_batch_1\n", - "Saving images from file: data_batch_2\n", - "Saving images from file: data_batch_3\n", - "Saving images from file: data_batch_4\n", - "Saving images from file: data_batch_5\n", - "Saving images from file: test_batch\n", - "Writing labels file, temp\\cifar10_labels.txt\n" - ] - } - ], + "outputs": [], "source": [ - "# In this script, we download the CIFAR-10 images and\n", - "# transform/save them in the Inception Retraining Format\n", - "#\n", - "# The end purpose of the files is for re-training the\n", - "# Google Inception tensorflow model to work on the CIFAR-10.\n", - "\n", "import os\n", "import tarfile\n", "import pickle as cPickle\n", @@ -805,16 +988,42 @@ "cifar_link = 'https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz'\n", "data_dir = 'temp'\n", "if not os.path.isdir(data_dir):\n", - " os.makedirs(data_dir)\n", - "\n", - "# Download tar file\n", + " os.makedirs(data_dir)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Download tar file" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "target_file = os.path.join(data_dir, 'cifar-10-python.tar.gz')\n", "if not os.path.isfile(target_file):\n", " print('CIFAR-10 file not found. Downloading CIFAR data (Size = 163MB)')\n", " print('This may take a few minutes, please wait.')\n", - " filename, headers = urllib.request.urlretrieve(cifar_link, target_file)\n", - "\n", - "# Extract into memory\n", + " filename, headers = urllib.request.urlretrieve(cifar_link, target_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Extract into memory" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "tar = tarfile.open(target_file)\n", "tar.extractall(path=data_dir)\n", "tar.close()\n", @@ -825,27 +1034,73 @@ "if not os.path.isdir(os.path.join(data_dir, train_folder)):\n", " for i in range(10):\n", " folder = os.path.join(data_dir, train_folder, objects[i])\n", - " os.makedirs(folder)\n", - "# Create test image folders\n", + " os.makedirs(folder)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create test image folders" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "test_folder = 'validation_dir'\n", "if not os.path.isdir(os.path.join(data_dir, test_folder)):\n", " for i in range(10):\n", " folder = os.path.join(data_dir, test_folder, objects[i])\n", - " os.makedirs(folder)\n", - "\n", - "# Extract images accordingly\n", + " os.makedirs(folder)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Extract images accordingly\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "data_location = os.path.join(data_dir, 'cifar-10-batches-py')\n", "train_names = ['data_batch_' + str(x) for x in range(1,6)]\n", - "test_names = ['test_batch']\n", - "\n", - "\n", + "test_names = ['test_batch']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define functions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "def load_batch_from_file(file):\n", " file_conn = open(file, 'rb')\n", " image_dictionary = cPickle.load(file_conn, encoding='latin1')\n", " file_conn.close()\n", - " return image_dictionary\n", - "\n", - "\n", + " return image_dictionary" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "def save_images_from_dict(image_dict, folder='data_dir'):\n", " # image_dict.keys() = 'labels', 'filenames', 'data', 'batch_label'\n", " for ix, label in enumerate(image_dict['labels']):\n", @@ -858,38 +1113,53 @@ " output_location = os.path.join(folder_path, filename)\n", " # Ensure the pixel values are in the range [0, 255]\n", " image_array = np.clip(image_array, 0, 255).astype(np.uint8)\n", - " imageio.imwrite(output_location, image_array.transpose(1, 2, 0))\n", - "\n", - "# Sort train images\n", + " imageio.imwrite(output_location, image_array.transpose(1, 2, 0))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sort train images and sort test images" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "for file in train_names:\n", " print('Saving images from file: {}'.format(file))\n", " file_location = os.path.join(data_dir, 'cifar-10-batches-py', file)\n", " image_dict = load_batch_from_file(file_location)\n", " save_images_from_dict(image_dict, folder=train_folder)\n", "\n", - "# Sort test images\n", "for file in test_names:\n", " print('Saving images from file: {}'.format(file))\n", " file_location = os.path.join(data_dir, 'cifar-10-batches-py', file)\n", " image_dict = load_batch_from_file(file_location)\n", - " save_images_from_dict(image_dict, folder=test_folder)\n", - " \n", - "# Create labels file\n", - "cifar_labels_file = os.path.join(data_dir,'cifar10_labels.txt')\n", - "print('Writing labels file, {}'.format(cifar_labels_file))\n", - "with open(cifar_labels_file, 'w') as labels_file:\n", - " for item in objects:\n", - " labels_file.write(\"{}\\n\".format(item))" + " save_images_from_dict(image_dict, folder=test_folder)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "---\n", - "\n", - "```{tableofcontents}\n", - "```" + "### Create labels file" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cifar_labels_file = os.path.join(data_dir,'cifar10_labels.txt')\n", + "print('Writing labels file, {}'.format(cifar_labels_file))\n", + "with open(cifar_labels_file, 'w') as labels_file:\n", + " for item in objects:\n", + " labels_file.write(\"{}\\n\".format(item))" ] }, { @@ -897,7 +1167,8 @@ "metadata": {}, "source": [ "## Your turn! 🚀\n", - "You can practice your cnn skills by following the assignment [how to choose cnn architecture mnist](../../assignments/deep-learning/cnn/how-to-choose-cnn-architecture-mnist.ipynb)." + "\n", + "You can practice your cnn skills by following the assignment [how to choose cnn architecture mnist](https://www.kaggle.com/code/cdeotte/how-to-choose-cnn-architecture-mnist)" ] }, { @@ -951,7 +1222,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.9.18" } }, "nbformat": 4, diff --git a/open-machine-learning-jupyter-book/deep-learning/gan.ipynb b/open-machine-learning-jupyter-book/deep-learning/gan.ipynb index ed5af35ea..1d222af50 100644 --- a/open-machine-learning-jupyter-book/deep-learning/gan.ipynb +++ b/open-machine-learning-jupyter-book/deep-learning/gan.ipynb @@ -2,7 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, + "id": "8f698687", "metadata": { "tags": [ "hide-cell" @@ -19,6 +20,7 @@ }, { "cell_type": "markdown", + "id": "60f0fa29", "metadata": { "tags": [ "remove-cell" @@ -45,7 +47,24 @@ "\n", "# Generative adversarial networks \n", "\n", - "The original purpose of Generative adversarial networks(GAN) is to generate new data. It classically generates new images, but is applicable to wide range of domains. It learns the training set distribution and can generate new images that have never been seen before. In contrast to e.g., autoregressive models or RNNs (generating one word at a time), GANs generate the whole output all at once." + "Generative adversarial networks (GANs) emerge as the virtuosos of artificial creativity, painting canvases with pixels rather than pigments. At their genesis, GANs were forged with a singular mission: to breathe life into the digital realm, conjuring new data from the ethereal depths of probability distributions. Their pioneering design was a symphony of innovation, orchestrating a duel between two neural networks in a ballet of creation and critique.\n", + "\n", + "Picture this: on one side of the stage stands the Generator, a prodigious apprentice armed with brushes of binary. Its purpose, its raison d'être, is to craft masterpieces ex nihilo, stitching together pixels with mathematical finesse. With each iteration, it tiptoes closer to perfection, learning the intricate tapestry of the training set distribution like a virtuoso studying the score.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "95b339e7", + "metadata": {}, + "source": [ + "Opposing it, the Discerner awaits—the arbiter of authenticity, the gatekeeper of verisimilitude. Trained to discern the genuine from the counterfeit, it scrutinizes each creation with a discerning eye, sniffing out flaws and imperfections like a seasoned art critic.\n", + "\n", + "The dance begins. With each pass, the Generator's strokes grow bolder, its compositions more intricate, as it strives to outwit its adversary. Meanwhile, the Discerner stands vigilant, its discriminating gaze sharpened by every encounter. Back and forth they go, locked in an eternal tango of creation and critique.\n", + "\n", + "And then, a breakthrough. In a moment of revelation, the Generator unveils a masterpiece—a synthesis of pixels so sublime, so lifelike, that even the Discerner is momentarily deceived. In that fleeting instant, the boundaries of possibility expand, as the digital canvas is imbued with the spark of innovation.\n", + "\n", + "Such is the essence of GANs—a testament to the power of adversarial collaboration, where artistry and algorithm converge to redefine the boundaries of creativity. From images to text, from music to medicine, their domain knows no bounds, as they continue to shape the future of artificial intelligence, one pixel at a time." ] }, { @@ -63,9 +82,17 @@ "GAN is proposed in 2005, the paper is Ian J. Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, Yoshua Bengio. \"Generative Adversarial Networks\", arxiv:1406.2661." ] }, + { + "cell_type": "markdown", + "id": "c0a2c105", + "metadata": {}, + "source": [ + "## Code" + ] + }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "76b87585", "metadata": { "attributes": { @@ -84,14 +111,30 @@ "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.gridspec as gridspec\n", + "import warnings\n", "\n", + "warnings.filterwarnings(\"ignore\")\n", "%matplotlib inline\n", "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n", "plt.rcParams['image.interpolation'] = 'nearest'\n", - "plt.rcParams['image.cmap'] = 'gray'\n", - "\n", - "# A bunch of utility functions\n", - "\n", + "plt.rcParams['image.cmap'] = 'gray'" + ] + }, + { + "cell_type": "markdown", + "id": "cbdc72d1", + "metadata": {}, + "source": [ + "### Function of displaying a grid of images" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ea2cc36d", + "metadata": {}, + "outputs": [], + "source": [ "def show_images(images):\n", " images = np.reshape(images, [images.shape[0], -1]) # images reshape to (batch_size, D)\n", " sqrtn = int(np.ceil(np.sqrt(images.shape[0])))\n", @@ -108,8 +151,24 @@ " ax.set_yticklabels([])\n", " ax.set_aspect('equal')\n", " plt.imshow(img.reshape([sqrtimg,sqrtimg]))\n", - " return\n", - "\n", + " return" + ] + }, + { + "cell_type": "markdown", + "id": "1d62f36a", + "metadata": {}, + "source": [ + "### Functions of pre-processing and post-processing images" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "baf5da2f", + "metadata": {}, + "outputs": [], + "source": [ "def preprocess_img(x):\n", " return 2 * x - 1.0\n", "\n", @@ -122,7 +181,24 @@ "def count_params(model):\n", " \"\"\"Count the number of parameters in the current TensorFlow graph \"\"\"\n", " param_count = np.sum([np.prod(p.shape) for p in model.weights])\n", - " return param_count\n", + " return param_count\n" + ] + }, + { + "cell_type": "markdown", + "id": "4f05dae0", + "metadata": {}, + "source": [ + "### Download a file from a URL using the requests library" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "dde6f381", + "metadata": {}, + "outputs": [], + "source": [ "url = 'https://static-1300131294.cos.ap-shanghai.myqcloud.com/data/deep-learning/Gan/gan-checks-tf.npz'\n", "response = requests.get(url)\n", "with open('gan-checks-tf.npz', 'wb') as f:\n", @@ -139,12 +215,12 @@ "id": "804c555b", "metadata": {}, "source": [ - "Load Data" + "### Load Data" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "id": "2dd987e4", "metadata": { "attributes": { @@ -157,7 +233,7 @@ "outputs": [ { "data": { - "image/png": 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", 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uRETkHAcXIiJyLiXTYpL26dmzp7bVq1dP46pVq2b5/DJlymgsN7nTyc6dOzVeuHChxq1atQqiO6FUpUoVjTt27AgAuO6667Tt+OMzvnedeuqpALypsHhPB5f/B+PHj9e2+++/X+P9+/fH9bphUqRIEY3nzZsHANi+fbu2lS5dWmPbTokxZMgQAMBdd92lbb///rvG9ua+S5y5EBGRcxxciIjIuVCnxexKJps6uOGGGwAA+fPn1zZ7itx///tfjQ8cOADAu0KqTZs2GssKoDVr1jjqdfAOHjyocW5fARbJ4MGDNW7RokXS3/+mm27S+Pnnn9d48eLFSe9LMthUGNNiyVW3bl0A3lV8n376qcZTp05NyPty5kJERM6FZuZibwIOHToUANC2bVtts/tY/Kxbt07jSy+9VGMZre3MpESJEr5xujj55JM1rl69enAdCbG5c+dq7Ddz2bFjh8Yys7A3+SPtc5H9A40aNXLSz3TB8+mzJ/upAOCRRx4BALRv317bdu/eHfVr2efJAqcNGzZoW/fu3ePuZ7Q4cyEiIuc4uBARkXOhSYtdffXVGt92221RPcdO85o3b66xvaFfvnx5B71LLQUKFND4zDPPzPKxtWvX1timDtN9IcC4ceM0fvPNNzP93O4DiOWmc+HChQF4i4PKPhnLvufy5cujfv1UZfcF5cuXL8CehNezzz6rcYUKFQAAlStX1jZ7Ez47Dz/8sMbFixcHANx+++3a9tVXX8Xdz2hx5kJERM5xcCEiIudCkxazpTf8bNy4UeNly5YB8JZ/sakwy+5vyS1+/PFHjV988UWN+/Xrl+mxtm3v3r0aP/300wnoWXgcPXpU40ifnXjISsWiRYtm+bgtW7ZonI6VubNSq1YtjT///PMAexIuhw4d0ljSiLGkEGvUqKFx2bJlNZaVjclOR3LmQkREzoVm5mJvNt1xxx0AgA8//FDb1q9fr7Hdg5CdUqVKOehd6howYIDGfjMXyjl7Not8jm31CD99+vRJaJ+CZGeF+/btA+Ddx3bOOeckvU9hZX8/zz//fI1Xr14NILob7yeddBIAbybHLuqR2eH06dNz1tkYceZCRETOcXAhIiLnQpMWszehXaZv7DkvuZ2UL4n3iN7cTgqmAsBDDz2ksd1LZYsD+lm5ciUA7z6adGMXhixatAgA0LJly4B6E05nnHEGAO/tAJtOvPfeewF4z2aKRI5tt4ui7N/ToI6V5syFiIic4+BCRETOhSYtFgs5mlhWSWTFrsAQS5Ys0fizzz5z17GQk3RYvEf0phM5KhsAbrzxRgBAs2bNsnxOgwYNNM7uGtrjim0K7d133wUA/Prrr1H3ldKDPX591qxZALxV2ceMGaPxggULsnwtW9VYjum2Bg0aFG83neHMhYiInAvlzEXWaNuibX379tXY7/yN7M7asDe4OnXqpPEff/yRs85SyrDfHN966y2NsyvuGQ+5kQ14CxJSRiHFdHbCCf/709qhQwdtsyeO+i2usYuPevXqBSDjZj0AFCtWTGN7817OynnppZe0bcKECTn7BzjAmQsRETnHwYWIiJwLNC1m9wTUrFlT4xkzZgAAypQpo232BqikuOzN+Msuu0xjW/pAyDQVAK655hqNR48eDQA4cuRI7P8ASln22N1oj+CN5phjYfd1/POf/9T4vffei7aLaatVq1ZBdyHhpCTQxIkTtc0uApHPjy1rZQt6SnzllVdq22mnnaax/dsoe2FuueUWJ313hTMXIiJyjoMLERE5F0haLG/evAC8qayZM2dmelz//v01/uSTTzRevHgxAO/qCftzuypIlCxZUuPBgwdrvHnzZgDeY2fT9XyN7Mq/NGzYUON0PM/FHj3cuHFjjWVFzwcffKBthw8fjvp1b731Vo07d+6cgx6mn3nz5gHIHeVf2rZtq/GkSZMAeMv82LI4119/PQBgz5492jZixAiNGzVqBMCbKrPpW5tik70y9lwi+/m2x8EnE2cuRETkHAcXIiJy7rg/o6wFEu2KmkjsyrDHHnsMANCjRw/fx8qKGinLAXinlJLiklIaAHDBBRdobFd+DRs2DIA3VWZXYIiPPvpI46FDh2psp61CKttGYi9pTq+bS7JhNJr/5dWqVQMArFq1KqF9ssJ63bJjD8LatWtXpp9fccUVGiditdhf/3+G6dq1bt0aADBt2jRtsys/7UbpTZs2Ja9j/8/lZ86m5uWY4YEDB2qbpMoisddCNkHajZWR0mLitdde0/imm26KtttxieZvCGcuRETkXEJv6OfJk0dje5ynFF07ePCgttniflOmTAHgna3YG1tys9nujVm3bp3Gd999t8ZyQ7Fw4cLaVr9+fY3ljA679n7u3LmZ/i32ZtlZZ52V6eepYPz48QCAO++8M9vHylHT999/fyK7lBYuvfTSoLsQWvaMEmG/gZ944onJ7E5CzZ49W2NZoGT/bmTHFrH0W5TUvn17je3iFLFly5ao3ysZOHMhIiLnOLgQEZFzCU2LSWoF8J4/cOjQIQDe9MyHH36ocd26dQF4qxfbEhr58+cHkLEwAPDeLPObitrzNd5///1MsZ1yyhp0q2vXrpnaUs2aNWuC7kLS2AUkl1xyCQDvDdecnqdiP5tSQogyk1SR/exVqlRJY5t2veeee5LWr0SI53NgF4PYSseSxrd7VKZOnZqD3iUfZy5EROQcBxciInIuoftctm3bprEtvyLlVexU2R5ZXL58+Sxft1+/fgC8ZVzCdOhX2PdrfPfddxqfc845vo+RUjH2/0Wiy0jk9LrZY4gfeeQRjZs3bw7Au8ovllU8UmbIHlJnj6QtVKhQpufYtJtdiSirF10K8z4X8eSTT2psU4qlSpXSOJaSO64E/bsqh4IB3hW1Uum4du3a2ham1WDc50JERIFI6A397du3a2xnLrK2vXr16r7Pk533Cxcu1DZbWHLjxo0AwjVbSSXffvutxmeffbbvY7I7rySMbLFNv30CDz74oMYHDhyI+nVl5mOrQET65jZ//nwAwLhx47QtEbOVVGavXW49R0l28N92223aZq+LHI0dptlKrDhzISIi5zi4EBGRcwlNi9nzQa666iqNJb2wY8cObXvhhRc0lmKRuXXKnGgy5Qa8RRXTnS0LlFP2s/v2229rfN999wEI5uZ0qrClmGwR2VmzZgXRnUBIiSlJjwHAK6+8onHfvn2T3ifXOHMhIiLnOLgQEZFzSTvPJTcJeu18duxUfM6cORqfd955Gku/K1asqG1h3+dSo0YNje1xwzfffHPMr2X/rVKuaNGiRdpmU4t+FWqTKRX2ufz4448aFy1aVGNb2TyI8kRB/a7K/ha7t8WWfwl7ipD7XIiIKBCcuSRA2GcuYeXyutlzQjp27AjAeyqg/fYse6jsOT72bA67XyuMUmHmImc0Ad4Zsq1ekOonUeYmnLkQEVEgOLgQEZFzTIslAKfa8eF1i08qpMXCip+5+DAtRkREgeDgQkREznFwISIi5zi4EBGRcxxciIjIOQ4uRETkHAcXIiJyLup9LkRERNHizIWIiJzj4EJERM5FfcwxSyNEjyUl4sPrFh+Wf4kfP3PxYfkXIiIKBAcXIiJyjoMLERE5x8GFiIici/qGPhGRaxUrVtT4/fffBwDkyZNH28qWLZv0PpEbnLkQEZFzHFyIiMg5psWIKKnGjBmjcdu2bTUuVqwYAGDOnDlJ7xO5x5kLERE5x8GFiIici7oqchClESpXrqxxy5YtNb7jjjsAAMuWLdO2L7/80vc1nnzySQDAkSNHEtBDfywpER9et/iEufxLqVKlAAAzZ87Utrp162ps+/7NN98AAJo2baptu3btSmj/+JmLD8u/EBFRIEI5c7nzzjsBAMOHD9e2ggULxvVaTZo0AQDMmzcv5x2LEr8NxSeW62Y/D3JT+PDhw9p24YUXalyoUCEAwA033KBt8+fP13jr1q1R9W/79u0az549W+Ply5dH9fxECdvMxe5dkd/hFi1aaJvt30MPPaSxXMfc9Ltq3/P111/XWK6Xzd5s2bIleR3LBmcuREQUCA4uRETkXCjTYrLeffXq1dp2yimnxPVae/fuBeBdT//hhx/G37koBD3VTlWxXLdhw4Zp3L1794T1KZJjx45pvGrVKo0ltWFTHBs3bkxoX8KWFrM37D/99NNMP7f969Chg8b2miVL0L+rBQoU0Hjt2rUan3baaQAyFi8BwMSJE5PXsWwwLUZERIHg4EJERM6FsvzL7t27AQB9+/bVthEjRmgsU8nNmzdr25lnnun7WieffDIA4LLLLtO2RKfFcgOpVps/f35ta9++vcZ33313pue88847Gnfq1ClH73/NNddE/VjZK/Gf//wn6ufYFMW5554LIOOzBAA1a9bUuGrVqhoPGjQo03slOi0WBnaF2GuvvaaxX6rJ/r+zq+5yo0OHDmm8bt06jSUtVrJkyaT3yRXOXIiIyLlQzlzE+PHjNb7rrrs0rl69OgBg//79Ub/W008/7a5juUizZs00tt84ZZZSpEgRbcvuJp+90ZtTl156qcbyrfm7777zfax8O9y2bVuO3lP2ywDA119/rbHfrLlVq1Ya2xlburrxxhs1ttfj3XffBeD9/Y12X1FuM3bsWI0bN24MADjvvPMC6k3OceZCRETOcXAhIiLnQrnPxc+1116r8SOPPAIAqFGjRtTPt9PLNWvWOOuXn6DXzsfLrqM///zzAQC1a9fO8jkHDhzQ+NVXX9VYioravQu2PIufsF83u2DB/lut3377DQDwj3/8Q9sSXR4myH0uS5YsAeD9Xfzxxx81loU069evT1qfYhGmz9wZZ5yh8aZNmwB4C+6eddZZGuc0xZtT3OdCRESB4OBCRETOhXq1mDV9+nSNpaSE3a8iaZxIBg4cqLFNseVGxYsX13jw4MEa33LLLRrLXqMVK1Zo25AhQzSWszd+/fVXbbP7jlJd3rx5NX7qqacAADfddFO2z6tXrx4AYOXKlQnpVxhceeWVGl900UUAvGmSadOmaZxdKpT8SYrOfg7tCsQJEyYkvU+x4syFiIicS5mZiz2LQ/a52J3R2fEroJdbPfrooxrfeuutGo8ZM0ZjWTTxyy+/JK9jAbv44os1tvs2OnbsmOmxv//+u8ZdunTRONGLRYJiqxPYxQp+9uzZo3EsZ5Dcd999ALw3tq0gCpQGxe+GuZ3FpALOXIiIyDkOLkRE5Fwo02KVKlUCAMyaNUvbypcvr/EJJ8Te7bfeeivnHUsR9oyInj17aiypnvvvv1/b7JGyH3zwgca56UZsnTp1AHgXiOTJkyfL59i0hV3I8McffzjuXTjYf5c9Qvr44//3/dSeb7Nw4cIsX6tr166+7Z07dwaQURT1r7p16wYAOP3007WNpWTCizMXIiJyjoMLERE5F8q0mJRqseUO4kmFWXYqLtPvdNW7d2+NbVps6tSpALzpn9yU/oqkTZs2ALJPhVl25Y6teiylXt5++21ts+ld2R+Uaho1aqSxXS0m6TCbGvz5558zPd+Wh7HPt3s3xMGDBzW2q83kXB27561du3YaS8kUCgfOXIiIyLlQzlzkm96DDz6obUOHDtU4X758Mb9mmTJlct6xFNGrVy+N7Y1nKSLJ2YrXzJkzAXiLm9qCnSVKlIj6tWrVquX5L+A9UfXJJ58EAAwbNkzbduzYEVuHk0jOsLFZBEuKVL788svaZotUylk7PXr00Da7w9/OcmRGbU+dtecFffLJJ5na0pXs0I+yrnAoceZCRETOcXAhIiLnQpkWE1IwEADWrVunsS1FIewNf3ukceHChRPTuRD797//rbFNz8h1scUm586dm7yOhZScSXL55Zdrmz2qV9JipUqV0jZ75LMt+Ol3JojsBQGABx54AIB3r0jTpk01tvtFwqBBgwYAgFGjRvn+/LnnngMAPPbYY9pmr9Pw4cMBAC1atNA2ewaQLDIBMsq7VKhQQdvsUefyvI8//ljb0vUmfiqnwwRnLkRE5BwHFyIici5ljjnOju1fv379NO7Tpw8AYMOGDdpm0xCJmFYn+uhUOUMDAL788kuN5UjUYsWKaZut2CvVkG2lY/taQVf0DdORs7GwFbtlD5WUlInGQw89pLFdRRatRB5zLPukBg0a5Ptzv/1nixcv1th+voT9/VuwYIHGdevWBRC5grmstHNZHTlMnzm/Y44tW7XbXrcg8JhjIiIKBAcXIiJyLtSrxWJhy3FIKsyyhzulUuVau/lzzpw5ALwrmWxZm1deeQVAxhHFgHflnKTFChYsqG02hUbxefXVVzV+4403AAAfffSRtjVs2DDL59uK32EjKzNtymj27NmZHmfLu5QrV05jeZ5UNAa8KR3ZZAkAr732Wqb3ss+TtFhuZVP7qYAzFyIici5tZi4DBw7M8ufPP/+8xrEcvRq0L774QmPZs2OLUcpsJRI5Otay36pTtZBiWB09ehQAsGLFCm3Lbuby3XffJbRPLtgbuNndzLV7deSx1apV0zZb5NKWcvrhhx8AeAtb7tu3L84eU9A4cyEiIuc4uBARkXNJ2+dSvHhxjSdNmgQgo0rvX+No2Zvddo+GX8mXc845R+Pvv/8+5veKhcu187bCsZzTkj9//iyfY0vl2FIasna+devW2mbTbkFL9J4D+3m5/fbbNZbPji1FEi85E8YeGd2kSZNMj5P02V9/HmmPR1YSuc8lu70nUh7G3tAfMmSIxnbxiF//bFXkjh07AgDee++9uPsbq1Ta52J/l4O+uc99LkREFAgOLkRE5FzSVovZCsdXXHEFAO8adzl0CAC2bt0KwHvokK0iK8+zh4lFqn4sBw/Z108lgwcP1lj26tSsWVPbmjVrluk5RYsW1dgewStlM+x1zQ1Kly4NAHj//fe17fzzz9fYXq942CrAUvXYLxVmrV69WuN4UmHJIp+5Q4cOaVuBAgU0llIvsVTxjVQVOZnpsFRkK0uPGTMmwJ5EhzMXIiJyLmk39OXGIACMHDkSAFCvXj3fx27cuBEAsGrVKm2za9/l6FXL/jPszX05rvbgwYNx9Do+YbpJmEoSdd2mTJkCAGjTpo3vzy+44AIAwNq1a7XNnnkj7EIKO2uW2Qrg/9m0/xb51i6zdyDnRQgTeUNf2LNu7L+3cePGvn0QkydPBgB8/fXX2maLrYapAGPQv6u2yojsk6pSpYq22T1rQc9ceEOfiIgCwcGFiIicC+Q8F7nJbm8sP/PMMzl6TVus0e6pCUKYptqpJFHXTfa0TJgwIcvH2XSNX9mRIkWKaGwXVWTHnp9z9dVXA/Ae1ZtTyUiLpauw/q4uW7YMgHchkxSuBYBWrVolvU8W02JERBQIDi5ERORcIFWR5YyGE088Udv8ykTY1EP79u0z/dymLpo3b+6yi5RG5s6dCyBj1RgAtGvXLtPjYkl1RSJlXezZIzNmzNB46dKlOX4PSn8rV64E4E2L+f2NDDPOXIiIyLlAbuinu7DeJAy7RF83O1OWG+tAxm56e66K3w1Tu3/K+uSTTzI9Rr55JgNv6McvrL+rcpqnLegre4YAYPz48cnukgdv6BMRUSA4uBARkXNMiyVAWKfaYcfrFh+mxeLHz1x8mBYjIqJAcHAhIiLnOLgQEZFzHFyIiMg5Di5EROQcBxciInKOgwsRETkX9T4XIiKiaHHmQkREznFwISIi56I+z4WlEaLHkhLx4XWLD8u/xI+fufiw/AsREQWCgwsRETnHwYWIiJzj4EJERM5xcCEiIuc4uBARkXNRL0UmInLt7LPP1njw4MEAgKuvvlrbqlWrpvGaNWuS1zHKMc5ciIjIOQ4uRETkHNNiRJRU9evX1/j999/XeOfOnQCAsWPHattPP/2UvI6RU5y5EBGRc5y5pKEbb7xR40suuUTjGjVqAADOPfdc3+d9/vnnGl9xxRUAgH379iWgh7nLSSedpPH8+fMBAKeeeqq2/f3vf9d448aNyepWUl1++eUaT58+XePx48dr/MgjjwAADh06lLyOUcJw5kJERM5xcCEiIueiPomS5aijl8wy3iVKlNB44sSJADJSWgCwd+9ejZcsWZLp+Y0bN9bYpm9kT0HlypVddTVbqVT+3Ka1SpYsmenne/bs0fjiiy/WeNKkSQCAtWvXaludOnU0PnDgQMx9CXPJ/fLlywMAvvrqK21btGiRxi1atND42LFjyevY/0ulz1yYsOQ+EREFgoMLERE5lzarxbp166Zx3rx5NT7vvPMAADfccIPv8yT9U6VKlQT2LnHsPoFy5coBAIYNG6ZtTzzxhMa7d+/O9PxKlSpp/O9//1vjihUrAgD69OmjbY899ljOOxxiVatW1bhLly4aly1bNtNj5foAwJlnnpnp50OGDNHYphYl9bJ161Zts5/XdJAvXz6NJVX79ddfa1ubNm00DiIVlgqKFSsGAGjbtq22PfzwwxrbtKzo3bu3xlJKJ0icuRARkXMpc0O/UaNGGss3TNtmi93F0lf55rR+/Xpty+lN7ETfJGzevLnGduYydepUAED79u3jel07M5FvQZs2bdK2s846K67XjVbQN1ftbGXUqFFZPva3337TeNq0aRo3adIEgP83SyDj33XTTTdp2yuvvBJ7Z42w3dC3s+V7770XAFChQgVt27JlS9L7FEnQnzmrbt26Gsvnzy72iPJPNQDg5Zdf1rhTp04OeufFG/pERBQIDi5ERORcoDf0y5Qpo/Hrr7+usT3jQRQpUkRj2Y9hp7ErVqzQ+IILLoi6D8cff7znNVPBCSdk/G+z6bwpU6bk6HVtWQ5Ji9mbs4ULF9Z4//79OXqvMOnXrx8AoEePHr4/nzx5MoCMwooAMHz4cI1tu5TY+eCDD7TN7kWSx9prnQ5OPPFEjTt06KCxlLsJUyosTOxn47nnntNYFiLZz9abb76p8ezZszWWFOt1112nbTbFJgtGjhw54qjX0eHMhYiInOPgQkREzgWSFmvWrBkA7zTwjDPOiPl17Kqun3/+WWM71ZRVO1J2AwBOP/30TK+1atWqmN8/KPPmzdO4Zs2aGue0mqxdASVKlSql8fXXX6+xrWab6iQlmj9/fm2zq+SkWu+2bdt8ny8lToCMvQi2JMzBgwc1lhTc4cOHc9jrcHnwwQc1LliwoMZy7cifTW9JKgwAPvzwQwDe8jiRrFu3DkDG31XA+zdOXteW4EkGzlyIiMi5QGYu8i0nu9mK/Sbds2dPjeXcEVv8z9q1a5fG9913HwD/2QqQcX6GPQMl7BL1rff777/X+NtvvwXgrVxg9yqkE7m5ftlll2mbnRXLbvt77rlH2+wCk5EjR2os55bYagiDBg3SeNy4ca66HSr23KDFixdr/MUXXwTRnZTx66+/+rbbGU087IIbm9VJJs5ciIjIOQ4uRETkXNLSYnbabNdg+9m8eTMAb6rKTrVjESkdJmT6GdTUMUx+//13jY8ePRpgT5Jr5cqVALzHPNu0mJR0sWV3bHkYv8KV/fv313jMmDHO+ho2DRo0AOD9nT7//POjfr49T0j2dEhKNjewe/VsLOcB2X1m55xzjsYdO3bU+MILLwQAbN++XdtsCShbJDWZOHMhIiLnOLgQEZFzSUuL2fNWChQokOnn9gheSSnEkgorWrSoxnbVT8OGDbN8r3fffTfq90h3toSHnY6LeI7gTQWyKjFSSRvZKzVjxgxtsykMWyH2+eefB+At1ZHOpNTL6tWrte2HH37I9DibxhkxYoTG9vdW/j90795d28aOHeusr2FkV2Paz9EDDzwAwPt3U9Jff9WuXTsA4SspxJkLERE5l7SZy7PPPqux7KDft2+fttnd3/bGVLTuuusujQcMGJDp5/YmoT0JL573SldykiUAnHvuuZl+bs+O8WMrI1SvXh0AUK9ePW2z555E2qMUJLsrPxZ29isFLf/73/866VPY3XLLLQC8v792f5oUTezbt6+23XnnnRrbAp+yG91W09iwYYPG2X3+UpHdk1eoUCGNa9WqBSDyDNlW4whrdRHOXIiIyDkOLkRE5FzS0mL2ZqiNc+KKK67QuE+fPr6Pkf0attBibk+F2Rv3dh9Q/fr1s3yevYZyfo49O6dYsWIaS2kfuwjAFni0N3iDlidPHgDAP/7xD23L7sjbd955R2P7OcwN7E1oOVso0r4o+XzYlFakG89vvPEGgIy9MwDQq1cvjdMxLWavpd0rJL+Xck3+aubMmRozLUZERLkGBxciInLuuD/tEoSsHphNmiAIf/zxh8aR/hlSydauVks025dEXDd77sgpp5yisaQg7PRaSpdYdg+LnZZnx15vv2NrX3zxRY0lbWTL6kgF6kgSfd0ikVVs11xzTdTPsWmxVq1aOe9TLP762U/0tWvatKnGc+fOBeAtl7NmzRqNZQWUrBoDvCuk/NjX+vrrrzWW9KVLQX3mslO1alUA3jNYbF/tNfruu++S1zGfvkTCmQsRETnHwYWIiJwL5LCwnHr88ccBAMcfnzE2Hjt2zPexCxYsSEqfEsWmwOSIXLs6qVKlSlG/lpQ3sSu47CofWfljTZw4UWO7WiwVD4GSMi4A0KlTJ41bt24NwDvVt/8+SU3Y59h0JEWuvBtPySC/lGtuI5Wlo/kbF1acuRARkXMpM3OxNwRr1qwJwDuS22+dcrQxAKxbty4JvUscWwBRzhOx5TXsjWUpGGiPSLWPlRvq9puhvflasWJFjeXIYymgBwC//PJLXP+GsLA3oh977LFMP+/du7fGTz/9tMZXXXUVAO/MJax7C5Ih0hkkrjRq1EjjdC2Wmh05/tj+jZs/f77GR44cSXaXYsaZCxEROcfBhYiInAt1Wsye+yLnRgDe42bF66+/rvGrr76qcardBPsrezy0pL3sfgw5ojcacsN+6NCh2nbaaadpvGPHDo2lcnSqp8KAjKN0n3rqKd+fyz6Vjz76SNtKly6tsV9poez27KQzm4KOcptcVP72t78B8FY4f/nll529ftjZxTm33norgIyjnwFg3LhxGqfC548zFyIico6DCxERORfKtJiUjHjuuee07dprr830uK5du2psV/ekeirMsmmHvXv3AgC++eabqJ9vS71ImZPLL79c2+xqMjkuFUjNfSyRSBq1SJEi2mb3P82ZMwdARloGAFq2bKmxPM+ujLLpitzGrpTbtm0bAG/a2qZvsmOvuTzPHlp38803x9vNlGA/k/bgNElX9+zZU9vCdoxxdjhzISIi50I5c5FR22+2AmQcfRrpBm06sUXpatSoAcBbhLN48eIay05y2aMCAD169NBYji5eunSptt19990ax7I4IJXITDbSjWj59iz7WQBg9OjRGu/ZsweAt1pBLN/O043MVoCMahkjRozwfawsrjn77LO1TY7ABoCHH35Y48OHDwPwLmKxhU/T0bBhwzS2i2tkgVKk65oKOHMhIiLnOLgQEZFzoUmL2TXe3bp1y/Rzmx765z//mZQ+hYG9LgMGDAAAdO/eXdtsYbvLLrss0/PfeustjeW6puNxsVnxKzJpb8jLmST2mGNLyr68/fbbCehdahs7dmymNpvKsQtthC3pYlPbAwcOBJAapU1yqlmzZgC8CyGk5AuQejfv/XDmQkREznFwISIi50JzzLEt2dK2bdtMP+/cubPGYV+pE9ajU8MuUdft/vvvBxB55Y281+7du7XNpnuGDBkCwJu2CJNkH3OcTpL5u2r376xYsQKAdx+aTZHNmjUroX3JKR5zTEREgQj0hn6VKlU0Lly4cKaf2/0cn3zySVL6ROln8uTJALxnAj366KMaL1++HIB38cOoUaOS1DtKZ/YkWbtQSXbmz5gxQ9vCPluJFWcuRETkHAcXIiJyLtAb+vZcETtl3LRpEwCgRYsW2rZ27Vrn758ovKEfH163+PCGfvwS/Zmz5ZXsnp8lS5YAyNjvAniLyIYdb+gTEVEgOLgQEZFzgabFmjZtqrE9y6B169YAgNmzZzt/z2Rgeic+vG7xYVosfon6zNWpUweAdzXYCy+8oLGcVbVlyxZn75lMTIsREVEgQrNDP53wG3h8eN3iw5lL/PiZiw9nLkREFAgOLkRE5FzUaTEiIqJoceZCRETOcXAhIiLnOLgQEZFzUZfc5zK96HF5Y3x43eLDpcjx42cuPlyKTEREgeDgQkREznFwISIi5zi4EBGRcxxciIjIOQ4uRETkXNRLkYmIKDivv/66xnXr1tW4Xbt2AIClS5cmvU9Z4cyFiIic4+BCRETOpX1arGLFigCA8ePHa9sNN9yg8bZt25Lep1TQuHFjAMDHH3+sbccff3ymny9YsCCZ3SLKtcqWLatxuXLlNH7llVcAAJUrV9a233//PWn9ioQzFyIics7ZzKVQoUIaFyxYEACwb98+bTt06JCrt4pJixYtAAANGzbUtttuu03jwYMHAwCOHj2a3I6FUMeOHTXu3LkzAODYsWO+jx05ciQA4KWXXtK2sWPHaszrSfHq1auXxoMGDdJ42LBhAICHHnoo6X0KyhlnnKFxrVq1fB9Tvnx5AMAJJ2T8OefMhYiI0hIHFyIici7qY46zK0c9YMAAjWVa26NHD20bNWpUPP3LsQYNGgAA5s+f7/vzSpUqAQDWr1/v7D1TqYy3TYXdeOONGts0orA39P3SZTI9B4BNmzbF3JdUum725mrXrl01vueeewB4UxRTpkzR+Prrr3fel3QpuS+p9bVr12pbqVKlNJZUz7/+9S9te/7553P0nmH/zFWtWlXjr7/+2vcxb775JgCgdevW2hYpne0KS+4TEVEgOLgQEZFzCd3n0rdvX42///57jWfPnp3It/UoXbp00t4rjE4++WSNa9SoAQCYNGmStpUoUULjfPnyZXr+mjVrNLZpMdk/lJt06tRJ4yeffFLjdevWaXznnXcC8K7ysb8Hjz32GADvdc3NbPrw7rvvBuBNhVk//fQTAOCzzz5LfMcCJtfFrpyL5LXXXgOQ+FRYrDhzISIi5xI6c5H9LoD32/Ill1wCAFi+fHnC3/eBBx7I8rHXXXcdgIz9Lungqquu0vj222/XWK57djfmrSeeeEJj+7znnnsup90Mtbx582rcrVs3AECfPn20Tfb5AN5rtHfvXgDABRdcoG125nLgwAHnfU1ltgBjdr+Dd911FwBg1apVCe1TGMgCqEQsAEkWzlyIiMg5Di5EROScs7TYxo0bs/x54cKFNe7fvz8AoEOHDtq2Z88eV13x7LeoU6eOs9cNO7mekydPzvJxNr2VnUhr/2N5jVRkb94PHDgQAHD//fdr25gxY7J8vqQgAWDHjh0ab9261VEPU5ctuvjUU09l+VhbODXSXrV0YVPYt956a4A9cSO9/0IQEVEgOLgQEZFzztJiL774osannnoqAO8qGevSSy8F4C1XMHHiRFdd8aQhZH/N2Wef7fvYadOmOXvfINjUouy9sCvADh8+rLHsE7AVrIsVK+b7uvK8/fv3a1uRIkU0DtuaehfstbDljKZPnw4AGDduXLavIWVhbOVt8nr77bc1tmeQCPuZsyvxfv3118R2LAA2/fr0009rLKsVv/jiC22zKxBTAWcuRETknLOZyx9//KGx3KSzJz7am+zCFqCbNWuWxrt27cpRX0455RSNI81YUpndx2Jv3vvNJpYuXapxs2bNAHiLVUbar/Lwww8D8P5/sc9LJ7IbevHixdomszwgY+d4NGfUyKmA9nM3YsQIJ/1MF1WqVNHYrwDiM888o/HcuXOT0icX7P666tWrA/BWsrjooos0btOmDQCgaNGivq/VpUsXAMC7776rbS6L6yYDZy5EROQcBxciInIuIeVf5Hhjm2bwS4udf/75GttCf9mlxeRmlxQJ/Csp6ZJuJC1liyZachPepsJkeh3JV199pbFNsfndvJYb20DGmvx02Ed07bXXAvCmMJo0aaLx7t27s3x++/btNZZyJr/88ou2DR8+3Ek/U5ktl2P3Ttm0mOxpsYspUsnpp5+u8QsvvAAgcoFX+Rtp09JyjDOQsW/Qvmaq4cyFiIic4+BCRETOJbQqsj134eabb87ysfXq1dN45cqVAID69etrm41lVUbv3r3j6tfq1as1dll2JtEeffRRAMBJJ53k+/PHH38cQPbVZT/99FON33vvPY3tCik/NtXz22+/Zd3ZFCKfTXu87pIlS7J8jj0nyKYppSyOLQ+T3XVNZ2PHjgXgXeFoU2H/+c9/NJbVpXZvViqxZ/RUq1YNAFChQgXfx8pens2bN+f4fSP9PQgaZy5ERORcQmcudtd9o0aNNPY7o8DuTrWxH/l2GO8ucbsrWL5RPf/883G9VqLJ6ZFAxs56WzQyT548Mb+mi/XyclM2HQpYSsUIe17L77//nulxtvjqjBkzNLaneY4fPx4AMHToUOf9TBV2kYf8fkU6EfbZZ5/VeOfOnQntVzLJzP6bb77J0evY83+2b9+usb2eV155JQBvlZQwSP2/DEREFDocXIiIyLmEpsUsWwLD7guIh6TD/EpHxEr2JYQpLVa1alWNbfpFSkUEVTTSlreQvUapWsCyadOmmdrefPNN38dK2mzChAnaduaZZ2ps04xSNscWX8xtbrnlFo3LlCmT6ed2Qc3s2bOT0qdUZff8/fDDDxrbtNi8efOS2qdoceZCRETOcXAhIiLnkpYWc0nSEDYt9s4772gspRUA7wqgVGGPfrXpl6BJmRQg9cu+2L0nsq9i6tSp2mbPvClZsiQA794eW8JE9nIA3s9ebmKPgLZH9Pqlrps3b67xjz/+mNB+5Qbbtm0Lugu+OHMhIiLnOLgQEZFzoUyLSRVaWxrBrjZ7/fXXs3y+3XiYimmx7Dz44INJe69KlSppbKu2CqneCqRW2Q67ue2uu+4C4E3n2GrR8nmzm3uXL1+usV1FlttINXN77ezGWjlE0Fb/ZSos52y60R7rHiacuRARkXNJm7l8//33Gr/00ksAvEfB2rXvcoM0p6UTonHJJZcA8B43GvZiljk9BjoaMmOx+xCKFy+usXxbsjf5U7VAo3we5b+A94a9FKYsVaqUtl1zzTUap9KMzQV7NtNbb70FADj33HN9Hztq1CgAQM+ePRPfsRQi17BYsWK+Pz906BAA71lC9kwcm0WQBSfyXwAoUKCAxgMHDgQATJs2Tdvk/1siceZCRETOcXAhIiLnkpYWs+UwbHmIoJ122mkAMsqZhIFNyfhVHZ40aZLGNpUTD1vSxb6WVFq1bGqzZcuWALxnoKQTW8X73nvvBQAMGjRI2+wN/dzGpsAipcNEMtIvYSR/T2zq/4477tBYjmi36SvryJEjALxnKEVKoUm6y1aVtn/PihQpAsBbVZlpMSIiSkkcXIiIyLlQ7nPJqb1792ospRH8qrNackQwkDFlBYCjR4+67VwUZHUHALzxxhsay/TWshVRZe27XeFl01ayP8am3ez02ZZ0kdUq9rrMnDnT93XT0Wuvvaax7Mvw2+eTG0VKz4j58+drvGrVqgT3JjzsasLRo0cDANq2bRv1820ZF/ld/vbbb7XN7r2Kx+TJk3P0/Fhx5kJERM4d92eUh6LYb7up5KKLLgLg/dZtv2H4sTOEgwcPxvye9pLm9LrZG8tytovtn73hH+3ZKpGes2DBAo399n4kmsvrFo9atWppvGTJEo27dOkCIOMI47D5669woq+drcogO/Qt+219+vTpCe1LTrn8zHXt2lVjuyfFz5w5cwB4K48sXrxYY79jtsMkmmGDMxciInKOgwsRETmX9mkxYVMeMiUFgBIlSmR6rD0C16aKopWo9I7sybHr5Xv37q1xtGkxW+hu0aJFGtuFDEGcSxJUWixfvnwAvKkwWw5Ijp2OJ0WaDMlIi1WpUkVje8Nebu73799f2wYMGBCxb2Hj8jNXrlw5jWUfiS3SaRfn2L1qqYhpMSIiCgQHFyIici4t97n4seU67KqOHj16APAekxzW0h5bt24FAPTt21fbbEmW7t27A/CewbJmzRqNn3jiCQDAhg0btM2uUMmtOnXqBACoXr26ttk4rOmwZKpbt67G9ghoYY+ADnsqLFHsKrpq1aoF15GQ4MyFiIicyzU39JMp6P0aqSqo6ya7yO2379q1a2scRJWGWCR7n8umTZs0lsKLzZs317aVK1cm9P1d4u9qfHhDn4iIAsHBhYiInMs1N/SJIvHbqxH2VFiQypYtG3QXKAVw5kJERM5xcCEiIue4WiwBuAIlPrxu8Un2arF0ws9cfLhajIiIAsHBhYiInOPgQkREznFwISIi56K+oU9ERBQtzlyIiMg5Di5EROQcBxciInKOgwsRETnHwYWIiJzj4EJERM5xcCEiIuc4uBARkXMcXIiIyLn/A4ISUpum7WrlAAAAAElFTkSuQmCC", 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" ] @@ -193,9 +269,17 @@ "show_images(mnist.X[:25])" ] }, + { + "cell_type": "markdown", + "id": "8ba9325f", + "metadata": {}, + "source": [ + "### Compute the leaky ReLU activation function" + ] + }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "id": "604c3002", "metadata": { "attributes": { @@ -208,82 +292,75 @@ "outputs": [], "source": [ "def leaky_relu(x, alpha=0.01):\n", - " \"\"\"Compute the leaky ReLU activation function.\n", - " \n", - " Inputs:\n", - " - x: TensorFlow Tensor with arbitrary shape\n", - " - alpha: leak parameter for leaky ReLU\n", - " \n", - " Returns:\n", - " TensorFlow Tensor with the same shape as x\n", - " \"\"\"\n", - " # TODO: implement leaky ReLU\n", - " # *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", " x = tf.nn.leaky_relu(x,alpha)\n", " return x\n", " pass" ] }, + { + "cell_type": "markdown", + "id": "3e82e2f5", + "metadata": {}, + "source": [ + "### Generate random uniform noise from -1 to 1" + ] + }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, + "id": "2563e36a", "metadata": {}, "outputs": [], "source": [ "def sample_noise(batch_size, dim):\n", - " \"\"\"Generate random uniform noise from -1 to 1.\n", - " \n", - " Inputs:\n", - " - batch_size: integer giving the batch size of noise to generate\n", - " - dim: integer giving the dimension of the noise to generate\n", - " \n", - " Returns:\n", - " TensorFlow Tensor containing uniform noise in [-1, 1] with shape [batch_size, dim]\n", - " \"\"\"\n", - " # TODO: sample and return noise\n", - " # *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", " noise = tf.random.uniform([batch_size,dim],minval = -1,maxval = 1)\n", " return noise\n", " pass" ] }, + { + "cell_type": "markdown", + "id": "96d2dad0", + "metadata": {}, + "source": [ + "### Compute discriminator score for a batch of input images" + ] + }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 10, + "id": "e950fbc7", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Correct number of parameters in discriminator.\n", - "Correct number of parameters in generator.\n" - ] - } - ], + "outputs": [], "source": [ "def discriminator():\n", - " \"\"\"Compute discriminator score for a batch of input images.\n", - " \n", - " Inputs:\n", - " - x: TensorFlow Tensor of flattened input images, shape [batch_size, 784]\n", - " \n", - " Returns:\n", - " TensorFlow Tensor with shape [batch_size, 1], containing the score \n", - " for an image being real for each input image.\n", - " \"\"\"\n", " model = tf.keras.models.Sequential([\n", - " # TODO: implement architecture\n", - " # *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", " tf.keras.layers.InputLayer(784),\n", " tf.keras.layers.Dense(256),\n", " tf.keras.layers.LeakyReLU(0.01),\n", " tf.keras.layers.Dense(256),\n", " tf.keras.layers.LeakyReLU(0.01),\n", " tf.keras.layers.Dense(1)\n", - " # *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", " ])\n", - " return model\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "864cd630", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Correct number of parameters in discriminator.\n" + ] + } + ], + "source": [ + "warnings.filterwarnings(\"ignore\")\n", "def test_discriminator(true_count=267009):\n", " model = discriminator()\n", " cur_count = count_params(model)\n", @@ -292,29 +369,51 @@ " else:\n", " print('Correct number of parameters in discriminator.')\n", " \n", - "test_discriminator()\n", - "\n", + "test_discriminator()" + ] + }, + { + "cell_type": "markdown", + "id": "250f34ac", + "metadata": {}, + "source": [ + "### Compute generator score for a batch of input images" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "efea74b4", + "metadata": {}, + "outputs": [], + "source": [ "def generator(noise_dim=NOISE_DIM):\n", - " \"\"\"Generate images from a random noise vector.\n", - " \n", - " Inputs:\n", - " - z: TensorFlow Tensor of random noise with shape [batch_size, noise_dim]\n", - " \n", - " Returns:\n", - " TensorFlow Tensor of generated images, with shape [batch_size, 784].\n", - " \"\"\"\n", " model = tf.keras.models.Sequential([\n", - " # TODO: implement architecture\n", - " # *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", " tf.keras.layers.InputLayer(noise_dim),\n", " tf.keras.layers.Dense(1024),\n", " tf.keras.layers.ReLU(),\n", " tf.keras.layers.Dense(1024),\n", " tf.keras.layers.ReLU(),\n", " tf.keras.layers.Dense(784,activation = tf.nn.tanh)\n", - " # *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", " ])\n", - " return model\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "5a30503c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Correct number of parameters in generator.\n" + ] + } + ], + "source": [ "def test_generator(true_count=1858320):\n", " model = generator(4)\n", " cur_count = count_params(model)\n", @@ -323,20 +422,28 @@ " else:\n", " print('Correct number of parameters in generator.')\n", " \n", - "test_generator()\n", - "\n" + "test_generator()" + ] + }, + { + "cell_type": "markdown", + "id": "a26b4468", + "metadata": {}, + "source": [ + "### Compute the discriminator loss" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, + "id": "9a0f2af2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Maximum error in d_loss: 0\n" + "Maximum error in d_loss: 6.02597e-17\n" ] } ], @@ -352,22 +459,6 @@ " # *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", " return loss\n", "\n", - "def generator_loss(logits_fake):\n", - " \"\"\"\n", - " Computes the generator loss described above.\n", - "\n", - " Inputs:\n", - " - logits_fake: PyTorch Tensor of shape (N,) giving scores for the fake data.\n", - " \n", - " Returns:\n", - " - loss: PyTorch Tensor containing the (scalar) loss for the generator.\n", - " \"\"\"\n", - " loss = None\n", - " cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=True)\n", - " # *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", - " loss = cross_entropy(tf.ones_like(logits_fake), logits_fake)\n", - " # *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", - " return loss\n", "def test_discriminator_loss(logits_real, logits_fake, d_loss_true):\n", " d_loss = discriminator_loss(tf.constant(logits_real),\n", " tf.constant(logits_fake))\n", @@ -377,18 +468,19 @@ " answers['d_loss_true'])" ] }, + { + "cell_type": "markdown", + "id": "16eb22cb", + "metadata": {}, + "source": [ + "### Compute the generator loss" + ] + }, { "cell_type": "code", - "execution_count": 8, - "id": "1bb70ce8", - "metadata": { - "attributes": { - "classes": [ - "code-cell" - ], - "id": "" - } - }, + "execution_count": 16, + "id": "eee79bf3", + "metadata": {}, "outputs": [ { "name": "stdout", @@ -399,6 +491,14 @@ } ], "source": [ + "def generator_loss(logits_fake):\n", + " loss = None\n", + " cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=True)\n", + " # *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", + " loss = cross_entropy(tf.ones_like(logits_fake), logits_fake)\n", + " # *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", + " return loss\n", + "\n", "def test_generator_loss(logits_fake, g_loss_true):\n", " g_loss = generator_loss(tf.constant(logits_fake))\n", " print(\"Maximum error in g_loss: %g\"%rel_error(g_loss_true, g_loss))\n", @@ -406,9 +506,17 @@ "test_generator_loss(answers['logits_fake'], answers['g_loss_true'])" ] }, + { + "cell_type": "markdown", + "id": "0c951711", + "metadata": {}, + "source": [ + "### Create solvers for GAN training" + ] + }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 17, "id": "2d946dfd", "metadata": { "attributes": { @@ -421,40 +529,31 @@ "outputs": [], "source": [ "def get_solvers(learning_rate=1e-3, beta1=0.5):\n", - " \"\"\"Create solvers for GAN training.\n", - " \n", - " Inputs:\n", - " - learning_rate: learning rate to use for both solvers\n", - " - beta1: beta1 parameter for both solvers (first moment decay)\n", - " \n", - " Returns:\n", - " - D_solver: instance of tf.optimizers.Adam with correct learning_rate and beta1\n", - " - G_solver: instance of tf.optimizers.Adam with correct learning_rate and beta1\n", - " \"\"\"\n", " D_solver = None\n", " G_solver = None\n", - " # *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", " D_solver = tf.optimizers.Adam(learning_rate,beta1)\n", " G_solver = tf.optimizers.Adam(learning_rate,beta1)\n", " pass\n", - "\n", - " # *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", - " return D_solver, G_solver\n", - "# a giant helper function\n", + " return D_solver, G_solver" + ] + }, + { + "cell_type": "markdown", + "id": "8064735b", + "metadata": {}, + "source": [ + "### Train a GAN for a certain number of epochs" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d72ae344", + "metadata": {}, + "outputs": [], + "source": [ "def run_a_gan(D, G, D_solver, G_solver, discriminator_loss, generator_loss,\\\n", - " show_every=20, print_every=20, batch_size=128, num_epochs=10, noise_size=96):\n", - " \"\"\"Train a GAN for a certain number of epochs.\n", - " \n", - " Inputs:\n", - " - D: Discriminator model\n", - " - G: Generator model\n", - " - D_solver: an Optimizer for Discriminator\n", - " - G_solver: an Optimizer for Generator\n", - " - generator_loss: Generator loss\n", - " - discriminator_loss: Discriminator loss\n", - " Returns:\n", - " Nothing\n", - " \"\"\"\n", + " show_every=1000, print_every=20, batch_size=16, num_epochs=3, noise_size=96):\n", " mnist = MNIST(batch_size=batch_size, shuffle=True)\n", " \n", " iter_count = 0\n", @@ -483,7 +582,7 @@ " if (iter_count % show_every == 0):\n", " print('Epoch: {}, Iter: {}, D: {:.4}, G:{:.4}'.format(epoch, iter_count,d_total_error,g_error))\n", " imgs_numpy = fake_images.cpu().numpy()\n", - " show_images(imgs_numpy[0:16])\n", + " show_images(imgs_numpy[0:30])\n", " plt.show()\n", " iter_count += 1\n", " \n", @@ -493,12 +592,12 @@ " G_sample = G(z)\n", " print('Final images')\n", " show_images(G_sample[:16])\n", - " plt.show()" + " plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 24, "id": "940e38e7", "metadata": { "attributes": { @@ -513,3803 +612,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0, Iter: 0, D: 1.282, G:0.7291\n" - ] - }, - { - "data": { - "image/png": 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2Fnj1q189M3u6JDWpT6Z+LSlbZWxSLxFtnTkklhWBpFl5Nh2tqqAUTTcxLR1JKLPUz8R1nkaPv2YjM3tq/OhHP3pm9uKBjRHa1kdpz87WhoKGyfvom8LORbh+Ss1YNmjZ6+Mf//iZ2XtIpZVRRH2Z+uUa9KUwpNjRmjkm9szsm11E2RUgLM9MFLMf5jd90zdt26U96ps6sxcYopiWkQq9f8f6erq+E4QsO/a6J5LYWMQ02NOe9rSZ2afLTKO11hThpNhe4+6h+yzrPdYMxTRawo7+WH+j8oSa7joHK5JcWFhYOIH1I7mwsLBwAmfTbRXjVDnphIpX/6+dRRzFkDdPn5sUITqqiiVtLIS2s4klXHrhUuDtZWj5XbOeH/WoR237pIDRThUz6XzUQfVeSG0qm7JP4LFphaYmpGnRS32OzceeOYywsEuL6l6USpontZKqRk28Fl7XaM5dd9217dP/FuXR+6gSXhrBdMJFSPXzFEo7nVqZ8u4sdh0Hx6YlWlIZHfU+qkg3EkGPnv+vftiUfT2kKu3NetZ5IC2Mxvt86ajIGeAzIfLjzhxSHB6Lnsxs0qZwfNY7Bj2wlov2XDlSwdRWx3LFFVds+6TbPoulfnwm9If2G+E8856pmYN67bmazuoc7c15DlYkubCwsHACZ0eSdhAugvPtYxVLEY/eSl34vbX1oVmsX/MEh4uZ9M/x7xvJN5lv5d62JuR90/b20vNp4reozK7dRrhFsFbcGKl5jgkbNiswmihatRLDSDJ/mW9XK1YSXhSxFBeKjGy8oPdRYaY3tF4+hZ22jRrsIp2n056PClI1HrB359d//dePsCIrb6wCm7Oki27shXjHHXds20UyCl1WjiQw6Ze1R2J+Va+nopcRddG9XbO95g1vsxGDhW91/HedOQWgc9AjqEBmZVMikGKl7KDnTlZmBN+6t1+s97x7VnQ8sz/vRBLXsdVB9vzM6+y5elw13lCw8vnqWfX4ZX35Yi/r/XoZViS5sLCwcALrR3JhYWHhBM6m29LVPIH2SjRpXzisT82wN5HHsFufYT0Q6x83sxcYost6u6RJ+iyjpgoEeSNnDnRcz6XJ/0ZV6Kkz9RAl8lyFXrfotNdK6lJCWkqX4DBzEHyanz2zLwfrWO2xp781mi+1M/FtP8eabNgsw/vVACV7++llzevm+Ul1o8eWll6k266Z7rnnboOH0gbOnJaalxqyeYPCTudx9913b/ukepXqWSZq2sRUQn4+17S9KysBVEDQh1hvU9MbnmteT++9sJS0tIc+TOl4n3XzzTdv+0x9JWi+/e1v3/Z5Xgl4/r0iZ78bpnI8L3ufJuIoiNnntf2mo+yTWfrCNIR0/F3vetfM7H3C52BFkgsLCwsnsH4kFxYWFk7gbLot9clnJRWzH2RhrR4ovU2pknZJkbqkPlnSp/epjkO28pdCSqk6LlvSH+uM44RCaVrfq7rtXONGLZwzLTGF0PIq/aPNyFYdV/0rvaB6r+qfEm2JnP7R6LrUT3VbVTJVOro2s3cFRJMtQbMsMcqlJ89RDs3jvmwa48yegkblLenMwzpzSJGYXvA6pXjm/5zZq8etg8vSJtFKPYSWSNpBqWPQeeCxtm5VpKXIuTY8VxXd1qrquJCClqbSpWDvx3y03sdbb711264zlWkZ+2V2DT0Xn4/Wuoqz5+qayD+tE0BXTCkv1W//vmfQKZWWLXa9pP7nYEWSCwsLCydwdiRpsrSBUwonVa7MHArgrSwxCf7RH/3RM3OIJmb2EVNiisOVjEqrAtBj9/SnP33bNtnrGzwo4thHL1hpccxnaRVNb2IT41YXiPyhds+2eqFIzujS6K2owAYWRjb9v/Zo7FrPHLxq+vsUXuwC3f0yKjCy6bgdYOUbPq+rjUH05xUV6HW8CO9NPT69D/p0Ywd6cz3emqroZ5UxJMzISGQHiSyej+vEyo6iSiNZmViVRx6/wmR9N43ejK4SDhX1hJFa52D0JCtLTFPM8bzzvupJ9ryLUJ0M4JpM3FXYiTHN7O9nzNJzdQ0k8vhbYo/SmIdM0UrAJiJYhfbCF75wfiKsSHJhYWHhBNaP5MLCwsIJnE23nY9biC1F0A9YYtokud6/wl3FHMuWasF/mV+wcNr2+9LCGj3MHFq1S82l7lETm0rYeCPPlcluaWXh/mUt4Y8l9xWp9J/VU1MK3FiBmX1C/eJnzhwov7OGHUdQe3t9mjZ8sKQvX54ljnrOGoKlJ/OYR9F9991337ZdEwNHZVyE9zFqaq9BvasJQJfRp1IZlroqPNZAQirn59dUxHtj0wqFidaCg/AUNhITpL16gnsWFAv1k5a2ccyCMEVzTOyQwvYM6Q9VrIvCKobq2SyF4vC817zmNdt268uyRcU6r3f3VvFNH2XnJR3X69ooCc9fz2TU2/tyDlYkubCwsHAC60dyYWFh4QTOnrud93HmoG75p9Kg/HKqpU5bi+ZIa/UzRdXsReiM4/pU2q/Skjf77FUuZhcUjzXqrzdRf1sKu+q9Sl+qnrTUEkk9i32XdEA1tvRF3rSZPaWqo4ppCLsXdSymIa688sptuzSF11W67nWJfuqvU53u36VebtfBR/XbPoEpz5bmPeYxjxlheiHHhF5MlfvouFRK90UUVdppeVo+RK/njTfeuG1371ynKsIq1cdGUthFp88y1aGftb6eelhdB/2/TlOULjdSYebQnUt3ius3H6PXWv9lJYiXjVyoVNDy00ZhzBzSGyrKzpJ3LfYM2kfT611Kw7JF10+pLZ9F6XwpD7/TufOXYUWSCwsLCyewfiQXFhYWTuBsui2FTSW1JE66kTqnSmYIXymfTU+lhRmRNYVqNi9clm5JraQuHbclbqq0GXPtcKPiGl1QfZcGlTKws4k0TWqcEVl10X+Pkn33d3/3g45feC1Uz1OtVU3tFFPpniWamtk1Ideu/7rrrtv2ae5PKZSuqFpWSCAlVRnu3mr2vWjCd32lYqr4Wh4X3csZMbMvJCjFY/rAUtRoqZ2MvuzLvmzbzhHh+bh+NY5nFtcoL93t3x29Yflm6SaVeOlupa5ObvS6OOoh94QU07LYppyqGGvCb9t1ePvtt2/buVo8VxtwlyZR/dYAbmqoIg1TKronrrnmmpnZP8s6IKLmFrFkIJ85OFicHGk67DKsSHJhYWHhBM72SdqMIk9iEeXM/q2YT8yBVL7p8hzaaMFSpnr22T7fud4JQo0zmNlHepYl9rl62vx/i26MrnyDl9xXhDLiKqrz/IW9J4ORqsJJUYyDvkw8FxXU5n5mXw5ZswGjP0vAit68Fpar2VCkyMc51SbES4I7YO0Nb3jDtt3sdd/kX/AFXzAXofh2MZJ0fcVUjB5N6jcgTD+rjKG/V1SwLDZhwTEMln8W5dvzUg+fAkJiofOdFSOKCj0WBaeuuWWTx0SxfIEz+7JAWVmRtdfFqLQBZj6rilv5DPVx6kVNkNXzbM/NSpjt0WrfUv3JH/rQh2ZmH+m51hM5bWqhp7ISR1mlTC3Y7/IcrEhyYWFh4QTWj+TCwsLCCZxNty2lq9RMCqHnsVIoE+8KG/293kOpUxTXkiJ9jiWuTQArVlhO1t/Z/cVkb3Rc6q6PK0pmiK/YkK9OaiT0rEVHPS+vUdfANIQlhiW/FX6cEhldlbZKh/PfKWiYkLdcM1HA/or2xjw28U+hIy+t11Lqk5fU1MJFSFdLRdjByL6Bx7y7pkW6dgo3pnDyLN5www3bPo+9kQamJKKHM3tq3jVVzJCm970JERf/vTUp7ZVCV2pqj0lhp6LWh6Wo9WOdOQgz0m3XbOegD9I+nF3jRq7M7P2wpdn0MSt+me6p9FlBzXvQdbME2dLS1rcpKkWoxrqcmvV+DCuSXFhYWDiB9SO5sLCwcAJn+yRV/QqnX/KSl2z7pHCF06pIKqopkSpbtpxPPasrzsXPr2mtKp3NOw3B23/ttddu+1Lc/CypmT6vSrBUF1Wy8xOqYtsxJU/ozIH6qgJbDtln6amznK30hnRCr1w0T4rhSIb8Z5ZFShmdkpfX1Ml4pkzyqL71rW/d9ulgaNvUhuM2uq42IL7YwUeVvmmW+jrtDJUTwvN1aZfCMUWjo6IGtzbH9Tq35nVOmOJx/ZZOSjme2V+n/l2KWnNbj1G/r/c0/7GeUJ0HXrdSFrozpLhRetNZNhBuzahOe96tJSm0Ps3Wb1NLZ/aeTa9BXahUtPUMp3qbTtOzWTmvPlD9n60Hp6labn0ZViS5sLCwcAJnCzcmbosATRzbTy8vm853Z133JrXAX2Gk6Eg/oQJBUZtvepO9VqR03IoloooVfWpWCvUGN1LwWIssrDgykjRaKYlupZDCSN+hCKSwUVRgb0EjjCJ036S+4fNJ2mzACMPGDPneTJI7tqK3ugzBqpEiFCM3I4g+9zLxYWbfa7N7YkSmBzRBRXah37UoxXunn6+ISe+jEVHXSYFRn6WMoXsuY3EddCwO3zLSKsq2qYv3NJHqsl6crtXWt95gxbrumceiz7CozohfT2QijoKY6zdWZESnCKzI2O+B3y/bLJq/rHFOwuG73/3ubd8xr7Zr5BysSHJhYWHhBNaP5MLCwsIJnE239dBFMfV5KTYULku1KqWaOXgD9W7Z26/E8kMe8pBtn2JMx+J4CKmTyfsouUXzfm5pAimA5xq9evzjH/+gfTMHv2BleBehMJPPS4ohHU4YMXVgEj0vqv38aiAwc0hzmIZQ+Iki2zRAuuKoh45Bf6levkQYUweOsMjrKX31vOszeWp8g2WJUf3LykfzyClEeU+j69JO12cpIMUphZPWhM1N9EFalti2a04/bCkgKbgUs2uvR1aKWCmtPkrhyIxKHPVxmlaph6liyLEmIpaDWgqbMOe/+/3dF1MHensVaUpTed/93Yjym27S05kwo2fbdE7pG8/vHKxIcmFhYeEE1o/kwsLCwgmcTbctZUo9UyVVnau9up1D9DtVknasZG5m5qabbpqZvSItbU1VVF10kLvt3VM9/Xcnt3Xc9jqUTre/HoAz+242dfHRe2UJlvSvrjT6S/VXdr1syy/li9Ico4EzB9VT6qPDoM91uPxVV121besZ61ik82984xu37UrfpJz25utcvRf+v90Pr9VFqKKmcj772c/e9pk2iTrrTPCzo3tO+JR2RXel6HpzU3H1GJpuckxFPTz13qqqpy7XLWhmT9dT/k2VeJ9T3f13IQ3Pa6y/VJRu0Q9rmqDuQlJon9t8yLo7VMI7Fp9lv0vXSj05nSxpuqbn0nVhH9iuh2vA+9lxe37nYEWSCwsLCydwdsWNv/75lWz0YNOFksxWgxh9lbD2M/Xg9UYw2WtUmmdMD5URj/60oi7fug76KuIxwrBxR2+6qmFmjs+D9vNNuNvHL6+Y/+7lL1rw+/Wv5Zn07arQUNXJzTffvO0zgu6t76xiO3FbEZNgpKdOT2bRjoKajQ8SZB71qEdt+5whnsjj+d15550j9CkW0ei11A9bv1MrOBSo6qqugPLDP/zD23Zr2s+3+ibWpF/RRg5G9wl0div33OusbQd7PaFFSsdEh5mDMGHEeNmgujrH+3wZlbatn9BnIchOrEgranMdyTBjUt4L16wMs2trdKkgmvBnpGjUmjCpiGy0HrPwvntdL8OKJBcWFhZOYP1ILiwsLJzA2XRbitYMYMUaS4UqL1IMsddgjRQcz2DZUtRJiqBfsMYZiim26tcnVThvCK43q8S1wpCUK0HJNvHSsNIIDoWyPb00KEhX/Nz66dlPUnqYP0yvnimLqLXXwsR18PP1VCqe5TWVgku5ovyWoEnZ6tmnoKF/tXvntba/48zemxoFdHDU2972tm278jopumMA7r///t1xzey9iTVq0EOoSFPZnffeVIPU+FiDFx+z7o+9Ep2rXemloz30dOZNtaxXz/HTn/70B52D18L7nw/RPplew8ZvKJZYgtgz7DNn6i2R12vtdbPZSkKs/lGvQeLTa17zmm2fZapdFyn4sbJbj8UmIZdhRZILCwsLJ7B+JBcWFhZO4GyfpPOdC81VPqV1hbuWQjl3N3XLzkL+fVTO8iXpQr0dVTcrD5zZ++c6BlUs53mn0qqUS2crW7TXoR2N6uJjP0uh6h3NsQRT9S5KKY1yhEH+MVMTxzxfHosUNzpbF5qZfZ9M6WHHrTru5MSum+ciNUpVtMRMr6C09TKopnf/6xk4s++BGEW77D44/uDY50chXaemc/KYXlYKaClp68+Z56650hKmWuzXeOyY9e7m5JBKCj2LnaOpK5X2RnJIsaXAlaqartKf3JoxHaajo/tiakF12ZEgPc+uDdM1lR7rTlFV77mQ+us/bS3bN/UcrEhyYWFh4QTOFm7qVThzqKzQ76S3qbeOiX4bCyTMKAb5xuhNq5/LKKdqDyMBk71GN20rcJg4vvXWW2dm/3ZUjEiYse+jPrSO0WSw85RNklfp88xnPnPbZ4OJzsGIzGg9wceifquH8qTZ19Ekej4xK24UrOz0XWSfp29mP8ir4/Ja2nH9WARixU1rx3VRpVWwX2QVG/pVRdfMdWKU3vpU1LBBSgPdjPjsQJ9H1WtrFYoe0a7dZd7DImqjO9nB13zN18zMvjJLgS0BwojRDt3+XZCROAu9YzFSNQJuTdr5/I477ti2i8r8fNdRVUmuAyNgr0vCi01fjBRby4qZ9s6s+YnPlNcthuYzkX/2FFYkubCwsHAC60dyYWFh4QTOptsLCwsLPxWxIsmFhYWFE1g/kgsLCwsnsH4kFxYWFk7gbDO5TTuT5bUFNDx+5lCPe8wWNHNoj6XRWdtC9bVaATSmN9vE+SrWa2oyz3aiHUkLQTYN7UzOaslk7HfZ3ik7hmZg62Bt3ZVdQouPJvoM2p6r5uVGZWo2/+zP/uxtu6Hx991337bP+vjSz36/hulmF80crpf7NGpnurZtnHag7Fm2rbNFXGZz79vFOlqNxlmtLAqwwKEac6+H6fbsSV7bG264Ydt+znOeMzN7W4712F1zLSeer+s7s7T3Sbtaz48WIhsAZ+3RbK5Fp94DXh+tZl6jLFx+1tVXX71ttxZszmzNeuta65Wt+BrFrEHb+9yMJM/PZ8LvzeKmncqRyj3LNv21bVqGdq2DtuLrubZ9mha6y7AiyYWFhYUTODuS1OxdpOevvKbjoq9v//Zv3/b5698oCI2elq/VjLSSwJn9NMQMqjUUnTlEYTP7ZsC9rX0TGullLLVjkRP8nvvc587Mvnmsk+WKZjR9Cw3RvU1901laV1cbI0HLMXvT2uXHjixFnXZc8g2ecdiREjb4zcQ8czBSa5y3yWzHaCRgE9nXv/71M7Nvxe+16LO8lhfhmqpszkjRUrquv+tURtDIkGPm+pnDpD6jO8tiK9P0fC15855U/mb5nf/eWvM+O4GwSNPI3fvUtEwZgfCznvrUp87Mnj1ZgluRhEZ/n5+ui+Wr119//bb9mMc8Zvf/zRyiy5mDMV1GYjNiizhaE5a/ajavjNlSX5txF4FaEGAD4CArPAcrklxYWFg4gbMjSSOp8j/2uCvimjm8AY0OH/e4x23b9YAz+vONUERlWZlvnHoKOoPZiMm3VtGI+SXzfJVT2WPSUqjyKw4cciha0Zd5SmEfvhp3GBWbty0CMVoy6ix/ZzmaOb8iSPOr9kescYc9HM0pOnf7iU984szs3/rm48pZ2oTByKkyViNRe1PGQhy7cRFG/5XCej2N5MqjGR1W/jpzyNk5mMyIpM/y2rndNbP5g/0sbdbSurc5iJFa68+ySFlXpZrm7vysxhjIxITrp6Ymfn/DwWYOz6oNKmxE0n30WnjPOm/XpA0mirwt2/VZ9hpWOmy5skPxyj+6ptRKukY2oPnqr/7qbbvemY0CORcrklxYWFg4gfUjubCwsHACZ9NtJf6oiUl5aVk0wSR4ifyZg0Wnbj4zh8T6zIGGGDZLS4+1/pd62VHlMz/zM2dmTzcUBPo792khiq5Ke7UmRTG1ANmlx1nVWZ6kbIoh0V3tSvbmq8W/1EeaE42RunmNu16O3dAiYfI9a5RpBIWC7r1dfKRhpVf8d60hUUXp80WYYI+iOvrCcRP11bQDVFaxmcM6kKI6w7t0kv0q+5uZA03/+q//+m2f68QencG+jdrdEkYU0KSgiZyuDUUkuwsF77NddqLLpkUUZhK6PH7FkixqiiGmoxKETPtIh0uZ2EVLQc1xGq17nxnvwbFeoc42b625zkwjdO/8znOwIsmFhYWFE1g/kgsLCwsncDbdVl0r3JduWDFT+/p3vOMd2z7pcmGztFCPXtUc+rmkoDWKtRGwNMrt6JdKoeF2DWhtGa/nMZokbfRcqnKR2gm/K1XcBsG2/Y8++lmqpl03UxfXXXfdtl16w9SIDXZrlmqVy5ve9KZtu+HwMwf/on+vAyEfpQ4EPY8pkVJ0HQI1M/YeXoTX+WM/9mNnZl95ot8176D3XjU9T+Wnfuqnbvv0wx4biWBapfOxSbGfb1PnGv+q8poWad2rIjs2omvr8Zm66lm4zFGhk6TrpupvGqvUjdVDjkfoua/aa2af2sqx4fnZtLr1Y1rlFa94xbat0t5a9Lp4XHmG9ZzWjHnmeNPezn/mkAZwnTah9BRWJLmwsLBwAmf3k9RP11vPN51+pRz5vn1MsBaJKhQcc84bZSnS9EbRG2nE5XCsqnIcmWC9colp34RGCNWeWptunWyezKqAZmauvfbabduRBglSjgBQ/MrLaZLbed7dKv1/3r6iNgeZOYKgaMlKFT2j1pEXtRpdKn7lBfTzFbeqmrB23OqiKoUUIe6+++4Rsov8dooKrqkEBGuv/ewiHud266ct4jCylcn070bhVZvM7NdPUa3RoZU6RUIyKUWaomXXgdFZkZZr3jp0o/ueFYVJP+vYrHePNbHQ47PKq/36Gf371pHRp/XWrtV+QxqpMrNnHz3vziiX6fQsKPY4iqJ76z2+7bbb5ifCiiQXFhYWTmD9SC4sLCycwNl0W+GjhHm0YmZP4aIRtqVSeInmfNEXfdG2T5EnymTYbElcPi+nokk9nMHd53qaijTRjctmIEcnbDRxzCcmzbPA38l0UTJFoIQf91uOp4gT/fS6vPa1r922a81lqymT4N0jqZVli4oDHVc0dWZPH6OtHp8pjSc96Ukzs6fwUuX+zs+/6667Rth0pOvrufm3ld957VxfJfUt2bOsNtqnqOY9jdYpxigQSP17LhSeFCBKe0jR9VSWelIMssFFa9K/MXVgC7XSIQo3b37zm7ftzjchbWbvRc0/aas3r0vPoJM0vW+Vk+oNtkTRJjkJK3p3pfbdT7/fNFdpKFNE/i61Nrzvq1XawsLCwk8S60dyYWFh4QTO9km+8IUv3Laju3bxsRyssiqpi9QjmmK/SDui6EULqtvRFem8irKKcIqrVM/uRHUhUX2z92V/b4mc1KL90b2LUPWLcqmuWcoXzVFxljqk1EvXVS27nroOor0zhzI8FT/L7FRF88ep5uoKKCUhdbK0rfSMNFPqH7XyXl2k25an1eXHFI/nWXmd68SStK6Z5YEqwpXKqcbrcgh2qHnpS1+6bZuKyBtrtxl9xin/evT83twPdv4/1sdSlVh4T1KCdSZYoliK5p577tn26RrJoVJXqJmZxz/+8dt2NN10w/33379tt9ak25dR3Nafz4wOmHvvvXdm9h3p9VnW0cs1pWsmmu2aPgcrklxYWFg4gbOFG+da9KbUOW+U0RvYyMK3esl8PVJGBVUBKMzYwzFRwcjHZLHJ9YQVPWm+9YpuLmvkUFRnr0QbaNSYwKYBXheFlbo7e3wm3Oua7XXRe1iE7blY9ZR45dvVaKRz1GdphYlRa5Gi1Q1WqwT7Mz7rWc/atmvM4XUzWjqW8JetzOw9pnkGZSTe85iCHlkj7iJaBcQij5lD5KuXUz9hIovXw4YLflbfYVdsv7foyg7cRshFfTYyUaTqkbX/p30TjcibveM6cx5PIoiRsMJNz5piocdS5K5YaqSWz1j2VkXSzD6yLwI+1q185sAmFHn1SRZ1Kly5HhImbaZzrDHJRaxIcmFhYeEE1o/kwsLCwgmcLdzo0yp0N4TWe1c/RYUdw/modWM8Z/bDhUqoS32kC4XQejelZiaZ+16bIUjZopv6qaTjUSKTzZZFdVwmy4V0OcpoEvvYiFST9IpTCV7SYq9R1Npj9VxqPKJI5XW3z5+jDYL0Mq+onlObCTQOw7GqHnf35RTdsawwiqj4Y1K+dIf31gR+5+M4UdM1NUpwiJrCUX49/YJ+l4OyGiuicKlYlzBhisq0SMdlqa9NK1pHNneQbpuGqGmKqQPXXNTTHpDe++6zI0f8rIRLKbTPfWvZ3wcp8POf//xtu+de4cbrWsrC1Jxe0b7LNIRrtnP0WBfdXlhYWPhJYv1ILiwsLJzA2eq2ilDhuCqsNChF2L5tdhF64IEHZmYfNtvxJCVRFU1P5ROe8ISZ2dOdD3zgA9u2FLXeeLb6txV95Yi2fFfprk+mdF6Fs44t+gHr2zjz4M42M/vuMsdml0v9pcDvec97Zmavekpt6qVoP0xL3zpG6YbqtJ60zssSTKlzCqKeVmdal2aQ7tgLsjSFn3lxip1jMHIc6CuVrqaoug68D/lom0M9M/Oud71r206dtuTN76osVfpnSamOhVwGXlu9r6VNvI/6eDsvr533uc5RPh+33377tm3Hqj4rZXhmT63rPKULQ09n98lnxvvcflM4praiyPqMnQFuGqLrouJtGWopD9V3S0PryqQn1PvVMajUO/biMqxIcmFhYeEEzhZu7O2Y099Z1UaSdc72TWxFTr/4/sr7xqiQ3TeiEUuRkG8RhSET/kUqVhEoIJTwP/ZG8rOMBHxT9lY02SxsANF3mIQ32u4aeS76z4pK7TzudSvq1W9oBNIbWGHIxh4m7PO6+qb1WPNE2k9SQaooRxHBZgX9v/rgLsKmIkVlMhI9mPk6TcRfffXV23bXxOhPUavoQjHEc6/BiqKF0ZWRVOtegSLRzH93Vr1VLDWgMKLyuLt/Hr+QFeXV9Lq4vnqWZFpWccX2FCv1Eec9NCo3Usvz6NrS/+z3FlX6LDlgsM/4pm/6pm3f05/+9G07z6a/VV6jroH/viLJhYWFhZ8k1o/kwsLCwgmcTbftbRflcIiUIXpeMkvOFGaiWtJGfZB9l58vdSkhbymYdEIKGbW2aYU0p3/X46eYEI1T7LAEsXnD+ucuQ/0g9d/5vXn49HlJ7aNO0g3pXxTZ4WOWEkYzTC1InRQtul6WfVka2hxo0yxS666X60J6WmmZ6QJ7Gs7sk/rRbHtESqW6NjZKsdlFYptNKSxbbKCaAqW9NvPBXnHFFdu+hLSZfdltx3VZ78o8x64jm0K0Jt75zndu+0wz1OjEZ9LGGwqPPYM2OjlG4/17qX1in6NYPO5SB894xjO2fZbtJqhdJtKa3ijNpSD7ghe8YNuuBNc0iv7S0kkKq5Y4NlPddXgOViS5sLCwcALrR3JhYWHhBM72SVr2VAgrHVKJTAlTEdZvF02WAkv7otaqcHriokmOdDBEV0mMculjs1Sw7isq6fUmnDl40qSdflfeK481OjQz8+hHP3rbrvuLSp/HEr1Sfdcf2jWQQkvzo0b6V1VdUw317+m18xpFY5xjbdv/VHc9dXafaVyAlNXP73tNJzi7fWbmzjvv3LbzlupH9fOiu46L0E/XOlDN1I9aCaF/Ly3t+70GelgdOVC5rGtWFTfPosq+aYeeBX2SUvfSJqZqTNFY7pu7wnSRaY3SE3oXXX/5HJ3w6T3tWfVYPZeusdfaFI3XrXST3l7TBKWD7KjkdjTe7kp25Oq7LLG+77775ifCiiQXFhYWTuBs4cY3waMe9aiZ2SdzTfYWKZo4t9dgPi+bI9jXsCoAk/BGpZ/yKZ8yM/uKDB39NjHouPRbGUn1djKhryCQCOSb/NiM5Q996ENzDMe8ojYuMCrtbe9b24R3Xk99XvpPi1A8Ft/aeRqtHkp4mtkn/BOEvK42zsgfZyRrQvzYMDij1oQ22cBFmNSvkUf9CWdm3vrWt27b3R8jC+950ZmigdFPAodRhuszAeqxj33stk+PqFVORWJG2c6PjnV5H2VV/b9W5Nhgov0KeEaSenO7T0ZsRu9Fat4H72nPsMKR97FrZJd0/77KLNeOwqV/V8MSK7NkmPmqFe8cAFhU6PPrb1SsLh/3uViR5MLCwsIJrB/JhYWFhRM4m25HcWcOFE1RQbGkcFs6YYhfAfqNN9647ZM2Rvv0QUpRo8t6oCyJs318IbghvtQ5CmvRv3Q3P5/Hpw+z/oP2sBQKWtFpBQd9eR234xlKPcwcBCEpn/cgH1li08x+mFXnqL9PQcr+h1ddddXM7Md2WAKWOOR9sTdg9EoKbolkXjaFq4vQZxvN9noorHT/9cAqnJTWcNyFYko+QelfjVhmDuvfFJAzvkW00bSPvVd7FuwF6n0onaNA58iFBFP9vMJzLJ3k0DE9m4lbpstMHZRm8945iKs16fOtZ7S1ajrL3wpLiGuwYupA/3M+StecqYWENM/f69Y11sd5DlYkubCwsHAC60dyYWFh4QTOpttS2HxSeeFm9qF/dFll1xLDJulVJjSzLzvM/6USqTqWIve6171u26diJZ1NAZQumwaIWquef+d3fue2HTV9ylOesu1TcUvdVmUT0pR8is661qaaj9JSPvtR5hCwrFAlO2qkAmx7+2iQ5Yeet9e76+mx6rXLC6cnU1Uyyum1Uj2P6l5GGS9+dt5bPaxStcpanSkuFYv6us+yxKie52vZbOvTXqCmXVTVuw72iNTp0baluPozS8E4WsPOPl0z753Qpxi19d74udFgu2S9+tWv3rZLeXndmt8+c7jel7kgSg1YKuvzqYOgZ9GxGq7VlHKVdr2ilUta4mnqLAeBjotzsCLJhYWFhRNYP5ILCwsLJ3A23T5WNiWFUBktnHWCoEplCqJG6rrKzByomOVRlk2lskrnNbCqChZuS3ulTJWGOfBcs2r0yw440tk639Th5yKkmFEOS6EsTUsJV11UNe/f3/a2t237jk3sc0SBlLSmtyrOGrYtV0sJ9FylbDkE/HePtfWiuu59yYitEn8RrrnUaxv/OpIglVz1+1WvetW2XdrCSYGqvDWQthTSY4+aSwWlmNK+7oljDrxPX/qlX/qgz/f5KZ2Sw2BmPxm00kzpvNAQ3z2zGMRS054hUyl2F6oYwRSP6aqeFe+L963r4pr2u0wjRPmdrKj7IWqvWdx0TqXPV1555bbPlEhrWsX7HKxIcmFhYeEEzo4kFT4q5zLiOtagwuYKlljlWTSi0kdWdGIbeEvpeoMahVjWqE8rn5URhondRCjHQ+j5ynNl2Zbt5fNmKbAYdSqG9FZvkNnM/q2e+ONYgmY4zxyEDKOdopKZQ+SkiHDrrbdu23nW9PfpGbOtfvf2MpGoKEfBQTbQ9XJUhGskj6P+Of2fMwdRbOZwze0V6HkUmbrmjLhbU47msBdnDT0Ufrx2eS5lIc7o9toV4eqBNWIvErQpikyrRh826NDzGSuSJQhLWRMBbexh1Nr6U7DynrYm9fs+4hGP2LYr+3P8hI1Kuh96nr3uRo0xR59ry2Ybe2KJpZFmnmEHgcl+YiOOjTkHK5JcWFhYOIH1I7mwsLBwAmfTbVu2lwA18SydLcR+73vfu+2TYubz0udoKV4lVCbJFThKJuebmtnPjNbTVTJXP5bUIJr2Hd/xHds+Pzefl2KHlC0fom39hefdsdjvri4tMweaIM2SGiSU2YXIaYrXXHPNzOx9bgpeUT7FFkvETK6XcNdLKB2uHE26rlDR/dDreNtttz3oe6WkF+G1SfQyFSL17tpK7+32lICn2OL6qqOUpYimTbr2ChRuKwbkyXScheuj50cx0ft80003zcyeNh7r62k/S2GKJGorbZVud928d6aupMbB805k1Qftde+5MUWlsOTE1TzJeodvuOGGbbt+q4pYXauZgzfXv7f0tLVjF6NzsCLJhYWFhRNYP5ILCwsLJ3A23ZYOVJZk01s7nqTUqVLZNDTq/v73v3/bp6qYoiwtLpSeOYTbdqVRWdWnFeV55jOfue2TxpQakFrp40rVs2W9U+wK3U0XWDon9Um987ylvpUCSv393vyPL3zhC7d9XreUVz2jeunqOiNl1WtqE9f+X+m6roA8kfrQdDt0rtJfzyuvm2WTF72muhtKQdjlR4pYisYORzYcjmJ6jk7dy7urYqx6XtrBRr0q3aajopheD1MsUWfLek0XVa4oxXb8SeV10mYhXS5FYmcdU0+lyXRU6LPtWVC91+lSubIU1me1NIXr1DSJpZ8p+FLwd73rXdt2KSBTG47ziMarpJvya03qNDgHK5JcWFhYOIGzB4EpJlSZ4dvHAvmS5HoEjVgSCEyiWwmRp1JvmJ6yPtekrL0l7Y1Xct7o8TM+4zO27aou7CfpdxUJGRH5Vk9Q8vtf9rKXbdt66TofE88W/ve21R/osZQQN+GvYNZ52TjBN3wVN55rjSNm9tHMa1/72pnZC0/6HLseVl/YrKLrbRJfIaZo3OO/2FY/IWrmkIz384wkE0aO9WWcOaxJPYCKCV0TI3+FrKInoxijSv/f+h0avSmcdCxGZw7aq1LN++w66Bi9Fva5dH3nDfRa2Uym59o1Z1OIhBvZlWJf7MBroVe1NS2TdBCe19vIOXhc9fRUEPN3pbEXRpeeS/5K9ylyXoYVSS4sLCycwPqRXFhYWDiBs4Uby/aiPrZJdzJcpUzHRgvMHPrJWepnb7zogH3nDOFrFiCttO+cNL0ktRTXhHk0wCS/FPB7v/d7Z2bvc7Pxxh133DEze1oqFE6idPbDU6xIHFNQcJZ11EcKojjW/yullFp0Ds5Ld4qfJVw1HpCuez+7RlJamyjY4j943FEmRaaL0KMZRdMvK21LuDN75JotVaDYop+2tINTCxUo+vtjpY4z+7K+e++9d2b286/tYZjI6fgJ71nPggKHI0cSrxS2hI1KSgPYXMQSw3yhCp/eu47L66p4lrDn8y81b/0poOitda1XzmkzEM+7VIrPsiJp/69eV1MeiasKQ+dgRZILCwsLJ7B+JBcWFhZO4Gy6rWIU1bJXokphNFr1zc4d0XH/3clxKaZSG0uwUuQ++MEPbvvsMaeKmhItdbfzTBRW2if1iK6bGpA2puqrXkoB9IdFebyWnmOU5ljqYuZAQ/QCfuADH9i268iiYqhiXRnpa17zmm3fZep1pZmq76njHpeU0JRJ3yHNtGNLnWr09F2EPsP+Px0T9pNsW9oqrSttoJ/Xex4t1ffphMFK8VRTTfeoHjc10nRA92bmcB9NJ3gdSwlYEqgL4VjfUWGKpTXls2KKpBSKXbr8ro7F87vnnnu27bpzed2cXNr98lhdnyr8qfquOV0vrS9dMaXDZg6OCp02PrfRbCcwnoMVSS4sLCycwNk+SYWThAcTxya582nZ7du3ZtUJvmmPeSqtbDF6K2o0AW1naL+rCNIkvYnfjkUfqFUZvdV809qRvTetYo6Rmr66+hM629mEdpUCVn3oaetcTGZ7XsFKDKOdolo/30hOQanIWJ+nPT2Lwox2vF8xA0Uyq2sSYLxXr3jFK3bnYdfqjk2/nRHHsYjURgxVwSjQGVF1bfVqGpEUvfj3RleKfcFnwmehSh5n2dtUpUF5fr7n0iNrdOZxK5J23WRXCnd1ITeiMzorapT9OCiv9eHwL9lT18XfD1ml1TH5nu1bam/YrqeRqhU5j3rUo2Zmf9+MRFtz+k9dk5dhRZILCwsLJ7B+JBcWFhZO4GzhRmpQAtUEr2FvfjupXhRi5kCx7CfpmIKaOkhBFEZqFiBtVrgxhC+ZqwfQPoJRT+myyf8ogHTJUry8cB6fsFlAlMMGA4b+Udfa1F/83BpTmBpQEKjhh/8uTUpskSJ7LlL3rqHinP6ySj/15JlQL2FumaD0uLJGG3hchAn2xitI25wFnzfWtIzHWwrEv3f9RhFdk813nznQbNNClnfqh43aSxuPNVjR42q/0iiis96lndFNabMwTdH9t/erz0d+VZtSKLZVnmraxxLExofY11GRqHSUz48irOuv6+EAQZvc1MDCskjXes+HKRl/g3rG9fOegxVJLiwsLJzA+pFcWFhYOIGz6bYzlfNEqlKpOEXF7D9o545Cd6e62UUndU2qZ1lVkMo6dc328E2J0xNnOF/vSY9PutC5WOKmetf4B8vdLkNKn95H29PXBUW/oV7BqJ7n8rCHPWzbrqOR1006nCr/0Ic+dNunEm/P0Dr6mA7wGnTvTQfYGzA19cYbb9z2VcI5cyj/k+ZdhPS8z9NZYGemrr+0VyrW30tr9VnWzUZaKN0vLWMP08YozOyvXWkAz02XQ95E1Wt9xrlDTCGZOqiU1BSS0InRs2Y6S0dFSrApJq9b90CKazlm3tkmoM7sx3R0v5wmqndRh0vrV6eA6aKuh95iU0T5Yv0ufa0dt93DzsGKJBcWFhZO4OxI0mqJ/H51KJ/Zv4l6Q+rCtxv3k5/85JnZO/e/7uu+btvuTavA4Izuoi/fvnYWPxadmLD37VXiuIhwZh+hFLUZaZq4rkqlOdQXofewPoP2DrQJQm/1ZiXP7AWvroeetJtvvnnb7nobTSke9AZV3FDEMoItajQ6tJKjt7ZvcqOp7oHigv0mi/CtTrK798w+Oi/C83p5bkUJemeN2Lv/NZ+Y2Q8h6/OdKe359v862MxI06g0n6KVJfYzbS66fkZFyLyHrZeZfT/JJgK89a1vnWMw4s/z67G6PopwFV69hk0Z8D4pQhVNOzfcc6kBhp5Rf0u8RvlWrfwyAk+Y0Qcps+jeyio913ylCn7nYEWSCwsLCyewfiQXFhYWTuDsssSFhYWFn4pYkeTCwsLCCawfyYWFhYUTWD+SCwsLCydwtgXIOupadWmbccZMdgsbvr7qVa/atjOea4vQjP6Wt7xlZvZ1v5qiNZ4HP8tWZNldtBJoLWnbf7d2NetCpvOZvRk9aLDVAmGD3Gwctm/SrpGNRIuDLa6y42hhsr64eTnWQ9tOq3PVemLtrDaTDL022tXm1Thh27ZpYs6uYX2yJvdqfjXua0Ke2VudsoV47z2ejPjeG60m/Z2t25wx8+IXv3hm9rXZ1kBnK9HcrGXK7daf69c117Fqi/FYsh7Z8k4LXGZzbUe2sXNuUXa27//+79/2acWqj4BrymKJbEgei7XfnaMFHM77edOb3jQze9uZ11VJpN8TrX3e49q5ZYG6eFzdG+u1/fuulzN4LB64DCuSXFhYWDiBsyNJy8/qyGLJnAPRM2s6qayGmDOHt6qmb42zGXdtte+bqo5EmkaNyOwCUucP3zgaoIs2Kj+c2XcJyazt8TsWoAj2WNnkzH5ofG9ozbpOI2y/0Z3HlZlck76le5n7Pb7u1cwhGrepqlGDJvlMvpmBZ/Zv/WPdYRyL8cpXvnJm9tGOb/CM3peNIJjZj9GIaXiMNa+dORQgGPE77L5iAxsDW56W2dpzdE22jmRPXhub8RbRWNIpI4hJGL0Z3RUJWgAhur+XjSGwI0/GdSN6GxTXrNouQUa9lQI6gdRrHCupee/Fz8pkbgmljMXCia6x0xKNChv3YgTuWm8aotfSv68U1gKMc7AiyYWFhYUTODuS9K1d/sU31i233LJtV4L4yEc+ctvnG7rmCEZEjoIo0rtsVnDDr8w3OL7BAv7edEa6RqVXXnnlzOzbuBstlGfzWM0Z1vPPt5twwFnNFWzF77CpIkijDvOL5cssnfO69FY1an7sYx+7bRcZ2eTB3pZGmEUpRro2HigqNZfs33eNyl3O7Mv8um5G/RdxbIiZ0aHHVp7MskFLQrt2RjSOb2gtGeV47bqmRi6Wr9rXs2tnAxebwRSBms/1WPp3Syif8YxnbNvlL13/QtbTWjbXap/Kjlsm5nU1BxvMC9f4w6jaqLWyVHPFRopqAeVVX/CCF2z7ZFJdV9mPrDBmYIml+c8YqGvO/PxlWJHkwsLCwgmsH8mFhYWFEzibbpusbZa1fd2kYlEj6Zd0oRDeUNokfXAq2xVXXLFtl+A11M42NLPvwxclcZpcSf6Zw4Q+x1NI2aLj0t7rrrtu244yaXEQjgjoepmmcARAthlTE/ZgLE1gMloa1347q2iHOtbRSJok9YgaS5e9rqUvpC4KEU2m0xbkNcrm4bzpi1AAqLOUYoU9Ekv3mH6Q4nV//T5TKImIWslc81mQ/Mxj6YOZA11tzMjM3jbz6Ec/emb2aRc7FpXKsDOW96FrbgpJaD2KZjvLXeEma5DrQJGm9W0XLwWp0mQJdTP7bk5RY61kpoMU/noufD7sbdnfOe1Ta1MdrXyWteaVKvFenIMVSS4sLCycwPqRXFhYWDiBs+m2E86iZbW8n9mrjtEJ6XCNdmcODWr1ENpcNlqn814VNqgy67eyAWjUM4/VzF49TqlXyZTm52lTxY1KzhwqjWyAKg1Uve7/tTpDylereWmc/tSUWSlu3q+Zg0Kqv+8Y3bV6yZSHnss8jVIz6XbX28/3HkV7PVbTHPkjTW2o2s/s70ljJqTLtfufOaQopJrS2TyHNgE2RZTPUR+mlVc1+NVFIfX23DoGUwPSzao8VMptWBxF9JlyzbQ+Lmsea9rkmOtCH2QjUPQc54H1GEwdqJ5H06XFquP5kPNrzuyr82yWnX/R/9cKqRwoTlC0KXRTWF3TphFKN9m42Wf9MqxIcmFhYeEEzu4n+axnPWvbzoekmKIYUOWHPi//vuhCb6St+IsQrGJQ4ChKUaAwGWzNbrWjvrGsQ7/rrrtmZh8FmQxu0JaJa99OHZfeMc/16quvnovQp2h7+YYtWc8s8vAZoXjcJdl9O+qPS8TSp+bYCedmv/rVr56ZQ431zD4K696YGHcsRW31L5vX/HEf93Ezs4/m9A3OHMYYzBy8gQ52MjpLzOt++zczB7FQRqAAEYxsjYJjJ/oZPXYj2CJ+GYfCTBGNfl0j9iIhK4I87s67azizj8IVFosEjfiLuGYOA/5khTKG1qfD5zyXRBKfGc87n6ZRt55M/dete72sXoOiVdmEfRC6bjJY+wHEsGSVDg27DCuSXFhYWDiB9SO5sLCwcAJn021FlDyJhsVS42iKyWZLxKI0ikH6JAvNpYWG832uZVkmcJ3HXYguLdQ7mKfLY7UsKn+cIpG0M+orrXUKZJ7SmUP6oUmBM3txoRIt0wV64TpWb5ntx0rSKy44VzvKKK2WmjzucY/btqMxHospjZptXDYHuyYD0jzpdvsVDPSyzuwT7NE6BRLnN7cWTOFI6/KrWupqiihRy2vj+krI8n7qgXUudRTVNeH66d8Vbq6//vpt+4u/+Itn5uDRndlfp76rSYgz+2YwtRTzHFwz+pdLWSmcWtabV9U1reBaGuNYm72ZQwmxTWMeeOCBbfuaa67ZthOvTCOYhsg3qifz5S9/+bZdwx0FPyc7th5Mo9jC8TKsSHJhYWHhBNaP5MLCwsIJnO2TtC9hobt0w24hqc8/9EM/tO174xvfuG3nWZO+STee+9znzszez6j3L0XMDsiXDT+vM7i0Vp/VYx7zmJk5UByPb+ag1EmzVHFLDXh8QtU+VS4KMrNXf6Nk9pP0/603o2kOvXKVW6meS3HzJkqNpB6VaM4c6JeUVioaNZIO2bWnlIxqtEPnO0fTIBeh+lwKQReB1Dn67jFK60oX2XXGf+8+WtImHa+zjR1uKpWc2a+57rNllX5virP30RLEUkTSYpX61qJKvDA11vXyXPXJ5o2Vuqtk56msZPbiZ+UDtuzRPrLdI50LqsuWqnbdLjuvW2+9dWb2a7pSxJnDerFEWVdAaQ79tedgRZILCwsLJ3C2cGPlRz48oxiTrSWkfSvr4q9ZhJUlFtUnjJiANQrpTWIy3KYPRhOJNL49fOsnNlzWyKG3k/usWCgaNsLQG2liumtk9Gh1QkKV/64Ik7jlvxu95c8sEp/ZN+bI32akIDzHBJnLIoCiVoUjUYQoWzAKTETS/3qxY7QCWuds5Kuwosh38RhmDtGTkf3Tn/70bTvhTw+sHa4TM+wRqRjhecSqPCaflSrS8qLO7J+V1rfsTUGqSNTozWfF7Yc+9KEzs4/4vYY9N4qJikQxLZt9+FkxAn2aPn95kmWKekptSNKzaDd7Bd2eMWdI6TPuWTDq1YuakKYgdu21185PhBVJLiwsLJzA+pFcWFhYOIGzhRuFl+iAyWaT/tG+Y6MHZg50z7BYb1XhvB47qUvfb1MLi+Ity4sumux9+MMfvm3nu3MglWmABB2T+DYjqKzrsjEEejKj1jYgkHLlP5Pu2C8yH5g9D6XAUSMFM0WoPJFSO32HJtFrLKDgpQ+yoV+2x9dfV2mcnj29qK0NKeNFSGf7/6OPM/uRs5WvKVopduRn9dqZ6mj9uA6kmF0zr5GiluV19aZUuDHFkafRfY427Zo0EG/meNmitFU43iCa75q3RDBvrOkq72nn6zpsdPHMIeWhMCUaEKYf1xSNnuMaikinPe6OwZEorvVGUZgm0b+aCGrTjHOwIsmFhYWFE1g/kgsLCwsncDbdtjV/JWmqh3bkSclW5bIEMSpmh5lm5s4cqMuLX/zibZ+qY3RE5feFL3zhtq1Sd//998/MzNOe9rRtnyWM9XOUrusjS0nUB2p3mlRxqaSQnqWA2u/OlEJU0OOTWkSJ7Gh0bLaz6QDLOaOfekpNB6jQll6Q5knTo4rSMO9xtNeuOV7DKJGzuC/OLrfULg+dKRaPp/UpVbOXZ3RWRVvHQ8q+nYW8T6WDPB+NIfZTrBTUDkv6bOvN6L3Vp1u/RsvvLGHMw2ovUuGaiOZKp00nHes3aV/R/L/2SNWHmNpvZyAdDf0GmFpQqa9708zMm9/85pk53o9y5tCpqC5jM/t71Brx/LzuT3jCE2ZmnwZxDV2GFUkuLCwsnMDZkaTev3rElaCe2fc4zKdnlKRPsmSxfef89U/YMGowesvxb4LZ6gXRcfnW19NVvzkL5T2Xhg4ZnSlgJFL5dhOKV4kodhM32i6CVASw6qJrZHSnuFATkaqMZvaRQklsk+gKM0YQvc31Ttopu6Fmd95557bPqKAI0aopo40io8vEh5m9iNJx6ts0ek84VAhSSMqbqFDg+motWS1ic5AaIeix069qj8bug5Ge3bxjAs53t29iFSeuMyOqeoge84bO7Dvz9xkyQf2lXQOHa8kOEgO9T4qUDfjzbxRLqv6x8kqG4HnHRPQsKzw2IMxKPytqiiT1VrqG8lQaqZ6DFUkuLCwsnMD6kVxYWFg4gbPptv6ykrXSMwWKErcmnu0NGJ1tNMLMzIte9KJtO3+cHim9Twk2DidSgLDxQJ4o/15qEOWx7NHUQOWSjlRQYLjxxhtn5iBmXYQ0qe+wQYYzhkv029RC6hC1lYJ7rqUUbFmvWJInM+/azJ4mKkp0Pp6XCfmoqCKSxxW90wfq/a4/oT0fL8LytMQ0xRbXZPdUumyCPjppekLaWYI/8WBmf++isIoO9tL0uCp1M1Xxute9btuunNa0h2M4EhM8f4+1oXPuE+6PgurpdC1HVxuyNbO/hl0XfdKWwuaDde64Pszotiki15Gpoai3ZZX+e+k9/bPf8z3fs21H6fVJ28e250rPtl7Uy7AiyYWFhYUTWD+SCwsLCydwdhcgvXt50exscscddzzo/1XNrHxv5kBT7JwjxaxbjOV7hthRTDsP6QdUiU4pVAl1vEPfa3cX6UDljNLSRz7ykdt26qB04oYbbti2bQ+fqqYSr/rWd/nvds7p31XnpValHFQq7ZQU/dQzZxcWr2Hna2+/Jz3pSdt2KrHXzTRGvlavm/ezY7SjkmtoZt+hpXvi/6+7Iqqvo0K62zl7PfTZdp7+vd7HXApOY/Seq9JG6euU5N/PHGi26Qf9nbk+LE/Vg5r66zpxMmmK88whXaTPUldJaROvhd7BFGF9yp5L6SqdJroCKps95lSY2ad+KnVVnbcEMqXbv7f0tHMw9eF5NWJGdd2xFJdhRZILCwsLJ3C2cGNU2BvSXm4mWxNpTHybzM1v52caHbXfWdcmzIuufDs58Mcu4YklikD6IO0CHhSBqm7QH2dn5iIpBRgjSRPyCSNGzUY2JdEVHBzOVbRjdKmnrI7j9pP0vBPS8jjO7AU1h0FVtWHU7FCyWIRRhZFN98BIwfsd9ApehJVTReHeW3tDFukoPjmcrkjKCgyFkf5fr6f/3qx5myP4WTKdfLBGpVbBdIwKT/6/iSGKcq6ZBsJZ+SI87ipS/H63q4TxWdJb2/+rT/IjH/nItl0ELcvwuc8HfMstt2z7rOwy2i4a1sdoNJ+IKXux8UxeZ0UkI/zWvbO6VyS5sLCw8JPE+pFcWFhYOIGz6bZhcbRJqqg3r7K6d77znds+qUXUWdHAz3/Zy142M3uPk0nsShQt+1IgONYePm/ZzL4EMvHHxgaW11VOZpLdcrbO0cS5sL9h9MkmC4os0Qi9X5ZlVernIC/THJXhSQm7ljOHhL7HbxrBcrOusWM77P+Zf1J6aslgKQF9iWqEpUHsh3kRCkmds2WHpkpKVdx9993bPgWAaL1pGWnf7bffPjN72uw6ym/qmnagnGJAfT8bXTCzFynzkDqwy1LVhEd9yIqRpTUuG8OhMFljDymq17x7ptjjXO2a2Nj0xWPtHE1Rmc7p+dJv6zpS7KsPps1q7Hfa9+od9rz6XbJZjU14ut6mC87BiiQXFhYWTmD9SC4sLCycwNl0W29SnjW9W1LfqLEjE6R1UQeppkphfQCdBSxFTf21K41dRqTm0W1DcMPt++67b2b2XY5U4qKr9raUkqXeSvftgmLHkmi+KrKt7KMe+vssIeu66QRQqUsVlCamys4clHZVZr9LVbP0h5TV6xYNj1rO7NXm6LRKpf67FN5a9h+DftXUV8tHTcdEx+12o0sgWqa317RFa/klL3nJts8epPWTNAXgMyFycnisuhy6jqYnLLFtnrwpHDsCla7yXEVjDGYOaQj9pVLUniE/yxRLPkRL+fys0h+mXVTiS7eYGvF3Qc9uzgWfVVNH0Wz90X5vx6JjwzRZqTOdMudgRZILCwsLJ7B+JBcWFhZO4Gy6Le1LfXr+85+/7VOpTkWqJGpmH25XKmTDWSlgJnUnKNqm/djkOim2rfDrrGO3D7uvRGn8LBWx6IKlXNLKqMNdd901xyCdTiG0s4mKb9fDEkopYRRYk7HqYG4D1Xsbs6YUSvdtmqsJNwXScjnLCqNBdsKp48zMgUa7T0pZw1pN1Beh0Tzl0/SApukopF2PVEEb46GR2mmLTf684oortn2mLVKEXZOqtF6brr+pFpsP96y4pi0Q6JraUNZr0X30+RHe86ivx2fZXsdi0+jGJMwcjOummCzyaASLirnH2nOte0XjuUUYuQV0ZNTUeuawVi2R1gFQCscUkamD0hyXdey6DCuSXFhYWDiBsxtc6MfrTWkvQT1bx1rzOws4H5WeNQ/jyU9+8szsozPneucdbLDPzN7z5izeesspMPimrD29fixLKBNLLHczQmgOtAOtTP57jL1tHYDmG7jkuaV+fu8xccK//4Ef+IGZ2Y9/0HNWn0CvlYlzUUmg18WEfcdl4wSjwgbD2ZvTf685hb05LYGc2Xtvi9qM9PQO5sO1DNLrVPTt91memkhoGZsRTevbMSKKda6JomcjFqOrGmP49woU/bvXVpGz58+Z5kb0NoVoLXltXd+xD6Nu/77rYkmqAl9CWBHnzH5sRiKMAp1rugh/5hDVuiZtYNH60Z/tNYidWDZs78uYrT5hI9nLsCLJhYWFhRNYP5ILCwsLJ3A23Y6Wzhzorj4wvXt1m/HfTVzn+bJ1f2MQZg4+SZOu0dqZA+3Um6mPS89jpXaG8Ndff/22nc/QhP6xLiL660wMV85m4l26bdeaZoubWFcIiJJJ+ey01DV0Sp/XKBqviGXCvHO044v+O+9X9MpyTqlLlEXfoKVrfYfHb1eerrvHYv/ImX0vzq6NFFpRKB+iXkyFjait+7x2XXPTJooCXXOnLSqsuP/YVEspYt2cFCu9dlFMRT87IpkuCnoqHUHRd/k3lm72fJiiUqQsPaF3UR9i18hSWql3aQjP32fF1FL+TntX6jku5XDZbPW6D5n6sHS0ck393c4TvwwrklxYWFg4gfUjubCwsHACZ/skVd9SFQ3R3/CGN2zbqdPSYUuJUklt1y/tSpE27JeWppob1tuFRXUrGua0Olvwp7I6LU6alKdSpT6KPXOgRIb9QkrVlEQnz+mJrAW+5X+mJFJoVQ9Vc2tAqlfQLkJtm1rw3y3jSwHVFSCNL0tj9xfTBJ2XXXN0Q0RfHQ9xEXZm+qqv+qqZ2ZeqSp0rObMkTo9pJYBSUaleHWZUfk1VdB56cKWwejZzctj5x8+NmrrmcwPMHCiwnlAb7Hbcl5Uleiz5I3UCWE7ZMfh8W7aYP1pPqMfVtt2uvO6VC5uissuQz2olhK4j12QOA6+VXab6jXCsR2XHMwd/tlM9F91eWFhY+Eni7EjSBH5vcJtK+NbMj2TvP6tM2q/nzKigQUJWthiJJoBc1m9P/1tvD+cOeyz9v75JfVPmP9NbJfJBGlEJ36q9wRzeZfVMb0gFjmPVP/a79A1fkt0IzGipqiKHIxnpOszp9a9//czsvX4m0RNN/C5FoJLnRktGwEW7Nja5CD+7CNDrZcTdWvE+KRYUCVqNZMQRE1EMcgxB7Ki1N7NfJ17nZrzbn1O/aQKb7MRIrPNyn8dSlZf3Q+iZzP/oGASZUsfgdfHv89QaCfvc9Vwp7PhZbduIQujJ7LNkNwpiCbKKtP6/CTJWB/qsxQoVjs7BiiQXFhYWTmD9SC4sLCycwNl021KiJvg5qcwGEdFZaa1lSSVxnepnCFyzAT14hs15Ki3K9/s91r7XBPGrX/3qbTtqL11QBIpC6lOTzl933XUzs6eVwn6KJZaPzcr2HBQ7TANEh23QIXWK0kiH9Id2LUydmNKw3CwvqSMIpDadi2WRXpdovOkGhZuolcd6EXpjo6D6bf33hDdTCQovUeDSCDN7v2lihR5W0wf5Oi2Ds5/pN3zDN2zbUW/HGCQs+R32y5TOlqqQbldSOnMQABVDROc6c6DTphYUC0sB2YzGtVwTDsuOFR4rF/ZZNYWS+Krg5vPl+kmc83fh2AgO6bye5nyvPv/HJqOazjoHK5JcWFhYOIH1I7mwsLBwAmfTbbvJ5A+Tjlh+lgqrx08VNpVTum5nmiiAfi9D6ErHLD+SYjRNbubQu04aJipjk7o7KqI+ek571J9Z+Z7eLaHqmbdQ1VbVPs+l1Muq0br8qDjrY4zGWzZmiWR9PvUmqpSrGjb2QU+lSngqsmkSqWqUzlJH1dx8i5azXYSOhDx0dsZR+Wz9OCbBUtLoqr0MTR9E1bwG11xzzbZdeZvdcPQJu1bzNFoi+aIXvWjbrp+n6ShTEaVQ7PvoeUVBTTEJfbLdB++5xxW1thuP6nbppI/5mI/Z9playG2g00CXRCWW0u3SaTP7cyylYWpLpbp74Jp5+ctfvm2XbpJOm55pbIPncg5WJLmwsLBwAmc3uLAvYklcE8D26UsAsPOyCdp6AtpPzwRtfePsSqyAUYdrvZlW5/jW6q3hsdrbrwjYt68Rcm8lI1V77z384Q+fmb2YYh9M34p1RzcqNsLurWek6TXKK2dUbxOIroeRqF2ci0CNtI0EfQN3jB6LkVsNGayOsJKh3oCKJw4l6+8dCnWxwYViQ9GX/QWNTBNhrNDw31uzl/lZP+/zPm9m9tfLbtytaYU4vYc2xmi/wozXJjHBNWV1WvfRZ8LqtFiRLETGYCRXJZHsw6g3r7MCn1Fnx6oP2XOtyYfPlNe487KfpYwjdjRzELcUZm699dZtu0jQvqberyc+8YkzcxCWZ/aVdK1FWaEi7mVYkeTCwsLCCawfyYWFhYUTOFu4kY7mibIHpNSmcF0/oOF+HrxjbeJnDmKEFNokfollqZrlaPaTTFCxLMxjKdsQbZ7ZN+uI+l/m7YqWKnAIKVXpB72NigfRM9MUDu1qHrP+O317+ecsrdPLV+rBhL90/tGPfvSDjr9mIzP7axT9dFSEXrvEPZswmMaIZknHL8LPPjYSRJGlEsHLejhGw/Ue6uerpM1Z2HprS8so0Jm2UCDoWVFkchBd99d0keWW3T9LUkX9FqX+wuvWmpIuS7crB/a8vM+NsLB3ZqmJmUOaTR+lPt9gOsE1YRqtfpGuCfvYJsRVIjqzT1217cA5m3l03UyjnIMVSS4sLCycwPqRXFhYWDiBs+m2k+5Spw3hVXFTXPUjqXj1d1IfKUA+S+nKLbfcsm1Hl+0cZFmUIXrhvEqhdKH+g9JpVdxolkq71D2vp2WNQgW0z/L/tVV99E+VWYqax0+l3mvcHHQpvqroPffcMzN7Suk8dOldSrr3Ta9pqQ5VTftNRt9MqXjdoqq6Ii7CLlJ5PFV0vQ4du2MQpID5KO2/qSOh9IB+Xel6PsoU1Jm9M8HP6rhMa0jNS3Ho93MaYmkq144TNkvt6HcUPpelrFxHpqN6VqWlprmi2bkVZvZ0NveDdL20z8zMt37rt87MvuOXjgmvQap0fsmZ/fiFfMT6OE25dYzeN+9Xqrk+53OwIsmFhYWFEzg7krSDb00R9EsZ9VVlYu89f9Hb9o2mT6voQ2e+TRlKvJrE//zP//xt2wgz752RqG/ajlu/YFHLzCFxbXWQ35vIZPWPsJN1/sqqR2b21TEl7BVb9DyWkPe6WR1UpGZTCT2b+Q71iXks/l3XxUoPG0IUDXneWm6rcHHuthFuyfsf/dEfnctgAj+BymM0Mi3K9fPsZl90pjhlf8siSSMmG34UyclYjJ5cc4mMRo8+PzEKq9QUORNbFEAUhjpGnzkhk0okkhE4z7wI0zWncFhFluvM6pw8u7IfK5Guuuqqmdl7Gz0Xv/dYR3afyyJc/0bhsWYsTg7IJzpz8GfKFM/BiiQXFhYWTmD9SC4sLCycwNlliQsLCws/FbEiyYWFhYUTWD+SCwsLCyewfiQXFhYWTuBsC9Ax07C2AudiZF2wZZEG0EyyjqRtiPrMoT2SlhPrUTN+a/y1uat/l43EVlU2qq3xqc1Ure3OjmA997FGszbXvfvuu7dtm4KG97///du2JvxqwhtuP7M3y5Y+No1s7WvGXVt0aU3JPmMdvhYK68/7DE3+2imyEdnWyprf7CnarTyX1ouWnRe84AUjNLdnvbH1Veb5mcPsGlu3uWYya7tOtco84hGPmJn99dAc/9KXvnRm9vYTGxZbj1zNt23bNLZ37aoXn9k/K1lkbIPndeocvJ5Z1S7iW77lW2Zm3/5MG1VryVlDtrTrWGxR59yY5tJ0/Wb2BQ7ZerwXPosWNmRH0oJkb4KsedoJLQzp7/2tslF0JnOti848ugwrklxYWFg4gbPVbd+qvW2dVufUvYyl7373u7d9msUzGlu2ZRSTadQuL/6/mYTvvffew4nQ2cPJdJlY/XejmyIh38qakDuHywbRd4xGtXfeeee2bbSRWdzSOd+wlQh63nbWKbqzXM1opSjKqMY3ZdG2t9xI06ix8zEqMPIvQv6SL/mSbZ+NVYu8NYTb6aZooUaqMzPPeMYzRlg+Vucou0F5Hh1b0y9nZm644YZtuwjQ+2RZYde50reZfURft6bKE2f25aXe00zklhpqHK+zkiWpls02/sGIz1EUFSAcK5qY2ZfQds09b5veuj/YmSrDvEURmtz7e9epHX+KRH3+LUs0go05WBjiWq6xsM+Ua7LfKKNTf7e6R0aqxzoWXcSKJBcWFhZO4OycpH0FK8vzrWpOsUjHN/1jH/vYbbvoxPyPzQqKqHxjmPtq1q/5J3vzmcs5NpvYErAisYc85CHbPo+7t+p3fdd3bfscZVEkaKmVsEC/CNayQM+xEkRLvOwZWF7LN2E5H8/BlvgOvnre8543M/uhU173ruvMIf9oKaHRfMdtM4EGMc0cyhW9lpYR1gTBc7kII+bOybJBo/uiOveZx2t92sjEBhExicvy5K1/r5eMxDEANWip/+fMPqosOjLS9VlqPrplvY5nKMKVqQnzg5UImrOXfXSNZRGWW7aujciM1FqfRp8246i/p40sbFxihNyakV34uxNzPTbIbOaQvzSXLdMpQj01fO4YViS5sLCwcALrR3JhYWHhBM6m29K6+kA6f9cQODuDLd/tWBJ1tp9kfR1nDrN+7SYi1YsuGuKbLNaalN3Fvokm/6M89jW0+9Cb3vSmB/2N31WfTamdU/7sGFSYr0AhvcsmpcCh9SjhRouD3xVdr6PNzL7jSdaqm266adun3cmURfTQxL40LUuI4oOULGrjfZOeJppIly7C1vwJH3bWUShKuLADjAJYa077iPf8fe9738wcRJOZvVUqGq+Vx/uknSfqbipB20sjORQNnMCZ8Ji9Zmb/LLT9WZ/1WXMM2oG6vgpHppaiqHY8uvLKK7ftul/ZBeipT33qth31NsXl81M6StuQFPuYZcs0hCmPUkDaehRke67snGXXptavdr9zsCLJhYWFhRNYP5ILCwsLJ3C2T1K6+eEPf3hm9h4m2+Kn3kpx/Zp8htIpVdQopBMUVeeiSVLJj3zkI9u2Svqx9vSq0ymRhuCq7inNerukjam0NiJ1mqGVDqmRUgj9oVEuFVw/q2vcMc/sqdPnfM7nzMzM6173um2f1UVRXxvp+v3ez1IDtv3v82cO9Mx/l9pE46V5qvbRL5shX2yG+sxnPnPbTtGVttkIOU+htFXva2tNb6S0MRpuFY/VHKm/VkuZSpCadww+E46dSImXKrp+o/RWTlU5M3OgwyriVrSphOcosNmwFWPRbde0joqaGVtp5PptvxQ/dX7mMOrBdIRrRk9yNNpRGHqSS23591bkdL1NyXiNu546HD74wQ/OT4QVSS4sLCycwNnCjVHCm9/85pnZCy8OCuut4sAg/Ur5JJ1frSeut7YJWitTGphl4trqDBPDiTj6JY1uSpJb761nLJ+XlSNWGlV5YnWGuPnmm7ftoi9nQ/sGzz9WG/qZvY+yt7bn7VgAI/dgpFhkpefUaMn/t8gob+XFfy8aMfqzjrzzsirFCKQ15FiOizAK6LtdM/oyX/SiFz3oeIzIE9Cs/baGNzHLe+O/N9fdNW90pFhWJOj3u36qlPHzPdd3vOMdM3MQ2mb2rKqRGJcNApMJFZXpzTXabvyCYouDvBLjFG58PqrztuLH34oqpYyKPT7FrUQmn1UjxfyTiakz+wg5L60ilNVFPT+KRedgRZILCwsLJ7B+JBcWFhZO4GzhRh9g1KLZzDP7hHaeSD1+lhdFPaToTt07RtVMUkeJDKWlE/nQ/IzEppm9sFOS2rJDj7VmAnojRfRLYcjP0h9XGkBKJ3WpCYDNEkSeRWcYe91Lb0jH9TlG0ywLs4TLGdlRwm/7tm/b9pmSSLSwyYJUtyS66QSPK6psasR7NLP33rVWbLihmBjte/azn73tk9Ydo1rSwmBJnZ7JjlfxyWPxc/Nn2qjBNnCVK1pW6HclVugD1Y/a86NAZ2pLv2oih8+qNL/zMh0g3U1YkcIqjCSe+SwrYpaS8FqbtnGaZ15sRTCFzzyZ3lfTJ5Xguo5tNlOJpWkar+FlWJHkwsLCwgmsH8mFhYWFEzibbqdSzRz8dJZlST3qF3nHHXds+1TiCt0tydO/FoWVKqq4pfrpQ1P9kzKVJvDz7WKSeqYya6le1FmKYZeU1OF77rln22cJZ6rrzEGtN03gdnTBnobS2a6HCmvq5MyBRusprZvzzMHz9uVf/uXbPumpPQHzqpousMNOCq59AusDOnO4H8e6Q80cSsde+cpXbvsuLkVpU/5IvY9em47HVIbfd999983MPn1w1VVXbdulODwfPard54c97GHbPtNJdkPqOtU/dGbf2Safnikc+zW2Zr2PflYqrt1sXHM6KkoDSYdNm+Se8Fj0w3aNLceUruY00a9rCXLpFK+baRW7J+XqsGOSnsjuvQ4Hr1tpQFMHpilSxT0+U2uXYUWSCwsLCydwdiSZgDFziDh8e5kYzpulKGHCO5+ebneT+kWovn38rN5OuvX9f03s5s9S2DEZXDRqhKLY0FvLczX6603rfBfnlXjdEomMKnoTzxyiGL1jRn2dV7NsZvYRbG9iO1P7pkxYMZL2rapQVhMN76t/V1/F/IMz+wijaMrqDa97FVb6Xy92JncGTd9t9GSCvzVpZYqMIrjc9ZXGdIzYjLgSyPSV6s01Ck848btkPa1J5x/ZdzTPZI1eZvYiUNfUf9ez2TyemcNatqLHZ6n7ZBd012Tr20jUc+3/tdGKlVtFwzZl0WfssRRByuQUoRLHFEZlqEWoHqtNTGIGPh+KuJdhRZILCwsLJ7B+JBcWFhZO4OyyRIviowOG2G9/+9u37XxelmUZVleiWA+/mf240hLbNsAw4V4S/1jr95l9wr7/R1opjSpJrnfMY60Vvk0lpMB9rsKVkHJFl/VBVoI2cyixOuYnnJm57bbbHnQs0ulomM0OvEbdD8s99awp8iRE2MfQaxwtlaKbcI8KK85JraOcDoK6CJtzdP+l5FLrBAjL37wnfbcUNd/ozGF0hVTRa186xdEYpmg890pdvfZ+V8KIDTYUsKLG9mv1WasJh95FoYhUz8qrr75626f/NAprWaQiTMKJ69QS3PyyjkTxWe3+29tTsVB0PewHaZqi63KZP7r0ir8bipw9y96rc7AiyYWFhYUTWD+SCwsLCydwNt02tM8n+MADD2z79DQe80nqc6yjiJ1H9OOlSKniSqPyRjnrW5X1mmuu2bbzx1niJe2LZjmrW3U5Wmk/QP1rHZd974T0LBokXVYxjnrqybRnYeVsKumqf/XEtNRQSlhHJDurmA7Ql1iZm3TZa9h1M03yuZ/7udv2sd5/Uvuu1xvf+MZtn6r/zH5meOtPFVaVNfeBqQZ9m90HJ0Ja1pgPUHXbYw/ScWmhqYFKDHU56NerFO6KK67Y9tnPtHSM68AUUKq610LoCW7EiZMXHZnRffBamA76iq/4ipmZefGLX7ztM8WSE0U6bZqt3qWOcvEe6Xqpz6tjK3xWW9d+vjS/++Xx6ansXO0New5WJLmwsLBwAmf7JO0CXQSngOHbKy+b0ZWiQJGiEZkRV12iTXabTK6KwMjnuc997rbtm6Y3nZGgkViRlt5IB2IlVpjs1d/ZZyWqzOy9fFYU5Muz6N6qjTxnRn9eoxLm+kNNqJcQV9AwAsmf6n3xXIzk+n/1zDlEqwjT3n5WarQefuzHfmzb53kl7HitTPjP7DuTF1E3gGxmX/GVn8+kvd+dD9F9995777ZdxGREpQevSNV1pABmhNm56Qu1W3h/p+hmj9OER++tUWXVYR7re97znm3b/VU+WVFmdU3RqOtfMST24OQA72MiqEzOSqg800baNoNRmOkYbKbjmsw/aVRcFdnMgTkowjrrvYo2/15x7DKsSHJhYWHhBNaP5MLCwsIJnC3c6GmMmljSI93Ic+X8XMPaKIvCjCVeeTL1C0oR63cnBTZZa7lZ1DuP1Mye4hWOmyB+2tOetm0faxnvKIo8Z4pFQnrX9bKxgsddW32HKnmNojaNPpjZU+9ojJ44vX5RaIUjxQn7QeY7dIa5DR/6rHr0zezpZcl5k+SKF1E2Bb+L8Nrkd/MY9MB1nse8jzOHtIHrWOGlf7eJh6WCff4xqjqzb7CSwKZYIXUudaX3WBGqURNSYH2SrW9pr7BPZTPqTU2YJqghiI1YfH561rzuDgVLeNRnqSe53wrvpWkGSwwrrdTfajljx6pYo3hbasrZ66bhOm/FuXOwIsmFhYWFE1g/kgsLCwsncDbdlo5GWVSJ9fsVTktB7GLS39u5RHUvOmxfOPsEpjQ6SdBZuk5QS6l7ylOesu1TtUw11VMnjcufp3dLpTCfl+q+UPVrW8Wubjozh/SBSqWqflRPGqj6HV3WKSC1LqWhD9R7YAli9066bfcWVeSgqhhl0ilgCWLnqE/uIuztmMvA9MBrXvOabTu/pS4D10d/r29O7269CF0ndtPpnklxLY+zs0ydmVTiTSfVSUjngO6PKL/pJDsipTRLm4VdcPpcP8sJlXXP8ly9T13X/JZ+/8xhLXn8zkZvTXkvfX5+8Ad/cNsuzeRn+RtSCseyS2l+I158Puxn2rPgXO9zsCLJhYWFhRM4O5I89sbXz6Q3ryjD6MymE4kpRkH6mZ785CfPzKE4f2YfQZSENnKpymdm7/MqYWz0ZnRTZ2+jKyOAqnu+9mu/dtvn0KaSwJcl0e152HFXhTCzv4ZFwB6/39VxGWl6XzoGk/RG8PkcTWbbWMHGBVWLWElhb74EJYUjq4OqlnEueNVPfq5J+ItwuFaRqV3bnQWdgOSaUuzLZ2iVl/e8tapXUxEnb6vNIVzzRif5d51vrne3qFUPq1UwVSZ94Rd+4bbPQVpd84afzeyFUc+7Z9GIy0ix7/A+HxuWZjWVjCM26YzwG2+8cdtO8FFEs8rKZy1x1aF/imPdD8VQK8Lyh3ouVgoWYVuRdg5WJLmwsLBwAutHcmFhYeEEzqbbUsCSwPZldHxC/jNHHuitOlYJaQOLqI2+PbcrhzRslk4r3ETjbaDhdyXiSFEUiUrk26zANEClUnovheJAx6uPTLrRtsnsY5RLscW2/CXypSCWHSauefwKCnpdo97OJTZNkCiieCGN67gUT1wPCYFRz2M45q2Tvrsmun96CxWaSsdUmjazb7gRhVXg0KMXxXR+tgKCFLCelQ5pc5BWA9scjWHaorSE6Q09qKUeXDvCtEcpGK+l5aXNcPf58RoluJjW0e9a6agU22uU/9I0hiWWjmroetqbVnGqa+S1lI7XmMPrZgligqYi8zlYkeTCwsLCCawfyYWFhYUTOJtuq9QVmku3VXGjYIbCltelBEo7VQej5iqVt9xyy4OORUXcsi1LCFPV9fvpyez/1fdniJ9PSyXV72okg+qfkIaXhjD1IN2tLFFaa+laCqyUULobXZEaed4dqz7Qys5m9uWOpTS8L3ZcKaWhJ830RzTLErQPfOAD23b+T9MJFyE9D3pcpbvdP/tbemwptpaP6sPNBSBVddTDV37lV87M3vfq5EQdByn7pgN0Z7S+oroz+zXbeAbvhz7glHz7UQrL+nJPVCp5EdFx16+ukUorVdedRto1sGzx/vvv37a7Bq55S4Sl1qUBTKk4bTPKbjpM10D31mfONEYpmcucKJdhRZILCwsLJ7B+JBcWFhZO4OymuxpMC61try9tS121s4gljH2lVFAzal1sNMtKTeocI22WjqiYRY01/qpUVwKlSmznmsqaVC/r0uK5SnH8fEu0OhbL0aQWmYtVMlUwo9GmKTSG1/TW1IjXIjXXUkjVP5sYdz00PLtU+i5LA1XdS79o/pYKlybQTO4kxJl9KiJF1VSHKn6NXl1zXjsbRIfnPe9523ZNcSspnNnTsooKNFLbZNh7EgX88Ic/vO2T9pUusQOSBQ6lGTSY27y59aNK+43f+I3bth2FKqfVvWE6p5EJpgtU9evYVTehmZn3vve923YTCl1TPrcp0a6tY5MjPUZHRVjEUXrN75Lm9/+qvrs+W2umKTyvy7AiyYWFhYUTODuSvOmmm7bt/F0KAAo3RVUKOyb9681n30NFmJLEljIqAPR2M2lrYtz28AkfRiAW0BeNGgkaVeYdtGmAkWYRtj4wE+6WweUPU3zQR1iS3WS1Bfr1+TMis9ysPoVFBzN7wazefZZw2gzDc6xhhwzB5H3igWM9PJdK/owqfGt3b43WLrbS97/7PCNP10eRmD0ivc41T3AkhH67ro3X01K6ohwHxuk99P637m1OYileUa3RpwPd6qMq45A1xcpcZzat8J71jCly+b35YT1+GUERtoKX4lbryxJk10nPmj1aZX2KLLEeRZ5j0bzimes38c3fCv3bMTSbviiYXYYVSS4sLCycwPqRXFhYWDiBs32S0tUEAKmcIwl+5Ed+ZGb2tFHhJpokBbEfY/3m9GspQOS/bDb0zH5usQnxShD1rFmuVmjeLPGZQ8v5mQMls22/JViVHSoyCJPoHYtdTkQ+Q/2lJqmj/lIQk+B5OS07Uxzr7+2ZaDma97j9ljA6d7v7ZRcjKVdCihTbiXn54y4rrZvZp2tKNZi2cTva5rXTz9e1Nz1gF6AEKgXEu+++e9tuzUt7Xb+uqeikvlDTJmW49GE6sqN7Vg/MmX2pbeKR91boKW7dS0HtjdqETYUdRc4oqiMd7BzV/X3/+9+/7fOzEiYtCzYdoA+4NIDnrbBTmksfs89d69fxDK7phGa9xedgRZILCwsLJ7B+JBcWFhZO4Gy6beeOSsls7mqIXDhtq/wouHjDG96wbdsxpXDYUFyfWTRfddMQ3OHo0XzVa5typvrZPcZjjdJUljaz9+JFIVUHnRIpHS0lII30WGoqqmtA6pJXU3+q/rqajh5rUDxzoKJ6z775m7/56P+bAqi/0H9vPag2eyzRac/V+xn9vWwEwcyeNlViqIfPa1NawxSPazIV165Dqqgp4U7CtPwtaq/H0DVlt6fW/1Of+tRtnyWWlR3q82w0wcyBdjrmQArcNXedC9XnHCA6OqTeqc6tnZl9qWj31DVniqbUls4IG932XFhi7PMljU9Vl2LrSS5V4pqp88/MgY5r2PG8Sqno/jgHK5JcWFhYOIGzI0lb7yeoHPMozRx6T1qlYqTW/GnFGnv79XbSD2XUUERj3zgHFSmW5DVzvq9v+KINq1ye85znbNs5+o2ijGCLFD1/UdOKmUNkYoRjhF7U6rka+fQGV7DwWDpGBRLFiWD0qtiip6xoRP+qSKjwvhoVFBXrKdXXlxBn1HERNkro+4wuXR9FVYop+nC7ZlbMGMkV3ehBNSLJ26vQpC9UUavGGXpEXZOtf4Ul109MStHM+5iYeNnMcquoEiQdxKV/s2uoZ9SoNR+wEbZrogYoekYde1G0rQ/UMSH6WosUFd9sPJNX0you13/3RkFXT2bRrCKSntDLsCLJhYWFhRNYP5ILCwsLJ3A23dZHWAOFphrO7GlbwoohvN7CKJoU2WYAea8spVK4qSROCnzttddu23o2awLgv5tEjqY5usCRBfniTIY7d/j7vu/7HnSsQjEjGuY+y+BKP0hh9cJ13AoGNj7IdyfFt8FGgo7NDKT+lqvVR1BPpwn1PktK6t9X2mmPSWc718TAnowXofcwCmn6wb6aNXiodG1mT42jiApppjryIUr/TME091o/44c+9KEH/fvMIXWkqFWp4cyhFM7rZQqliYzeZ+l4dPNY046L59WasZxScat0lP5Pm9m07k1zSJc7R9eJabDEJ4Uj+3zaW7JjVFhSJIqO65+WbnddLEs2fdK/2wDjHKxIcmFhYeEE1o/kwsLCwgmcTbctZYuiSgstj0vp0jsoXY2uS4fq7ON+1T1pUP+uz9LyI2l89Ewfl9+Vl1PFzM490QzLrlTto+mlAC7i0z/907ftOiVZzindiCZbdmi/ySYf2ltTvPzlL5+ZPR1SVS398Za3vGXbp9KpOp2aq2dTf1tKvQqxNCkaJ12yD2FK+jH1PZji6TjtMCNFjN7bOUc62/fY19B0UBT5He94x7ZPD2mODa+H5W3S6UZ+SOtuu+22bbuyV6/XXXfdtW23luysZZoguqw7RFjKWr9HuwS5fkoZeF46TfIkSuH9/Ki5dDr1fuZQFukz4zRFqX9eTFMPKvXdT++x40UaQaG6rnuiFJIU/RysSHJhYWHhBM6OJO3iXBSgn88C/N4e+vX0jN18880zs4++jJ7yfxmFNat45uCfs8edyVpnhDcL2qhC715vQIUl3/A1JjBqcZZ1kZJ+LmHvut7qeuo876JK/8belkWIRsrO6L7++utnZh/BK8yU8LbZiNGKXcgTjEziK37lEfRvZBZFfscqgvw7K00uQqZQRYtihtc8z67NF4wKu/ZeTyPn7olijMfb+lKgMyJTeOy7jFj0iMbEFNW8j0VyiqGeS1Gr1SjCqK+1bm9NI/qiLoVLxbZ6x3osVnTVPd3r4rOYz9jfj8sG3fWsKphZqVS1lZGo35WQK6uUNbUWFS5lapdhRZILCwsLJ7B+JBcWFhZO4OzxDZYqRRFN4Jq4jTY6pMfhVIklJr4tlbv99ttnZl9KqCeyEFy/oj3qFIkqQ1PAUNgodNfDpwhV+ZxU0nMt9ZBfcmY/dkB/W54xxRLPK2pkMtt/zxfotaxRxMxhAJl0RsoYTZKOeQ8s44uW+vlew0QDmyEoqkQlE5Nm9vcl6mMTCQWzmX06JRHHhhmWlHVOeugclBXdleK+733v27bz/JriUWy48847d98zs6d1+ghLF+mBdcZ336u30hRLwqK0WH/ou9/97pnZl/o5CEwRKDrts+g16PFX7PC8Om+9j671hDDPVbpcWsU16T1U2Ks3pCMV9GIn5Pq74/eWGlIYNT1T+sPGJvVgPYUVSS4sLCycwPqRXFhYWDiBs9VtFa9UKOmVJWvRiSc96UnbPruv5KN84IEHtn2qpIXrKqN6JoNdWKQrdoepxNG+c5btFeJLsQ3RUxCdCS21iQJLRYWer85RT6bt5ztvKZ3dV+poYlmlnZiiZJZw5iSYOfj+HE8RdfPzZw6+Oe+Lbob2ew91DeQrvffee49+Vw4IPasXIdWPIlpmZvlodE4fpIptir7eSNXhfIg6Fzy2qJoz1e2Xao/DfLyuSel2jgLXqc9HKRxLUu1sk/qtUi90jZQ+0JPsWo2a6iPWk9yzKgU3BdQxei1NkzRl1S5i+k91BVQ6qqNCH22+U8s9HZFR+u3TPu3Ttn36eHND+HyfgxVJLiwsLJzA2ZGkkVjJ8TxSM3v3f0l2/Xp67IqkFEDsFlySWW+X/eoSXuxS7aAlvYe9SR0Apb8uf5edl00sP/e5z52ZvWfPSpAiGysDhD0aizY8PiOXkuj60BQ28qwlbM3s39r5JxXBjEC6bkYw+j99Q3csVgQZVVb1UGXOzL7hRJGfgoGRV75ExbmL0A9X8w6jACPmoj7vsx7RxC4HfTVTeubQY9DIX4GsbvP6/arwuPj/5t2zL6LC3zGt1IqXmITX0/Pu32VvQmEiBqawZATagDv9sldeeeW23X0yEiw6nDncPwe+OUu7hiMKvwpu3v+idZ9ro+m8zh6/fTJ7bvWnGuEWAbvmz8GKJBcWFhZOYP1ILiwsLJzA2T7JhYWFhZ+KWJHkwsLCwgmsH8mFhYWFE1g/kgsLCwsnsH4kFxYWFk5g/UguLCwsnMD6kVxYWFg4gfUjubCwsHAC60dyYWFh4QTWj+TCwsLCCfxfW9kwK9LmU7gAAAAASUVORK5CYII=", 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 60, D: 0.9576, G:2.328\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 80, D: 1.114, G:1.435\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 140, D: 1.177, G:0.4641\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 160, D: 1.395, G:0.916\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 180, D: 1.141, G:1.163\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 220, D: 1.62, G:1.159\n" - ] - }, - { - "data": { - "image/png": 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a1ucsBn7kIx9Ztrtsrz5yDCaSHAwGgwOYh+RgMBgcwNHVbUP7LtsgxWz7X7KbIiKVc9W+Lj/gRBVp4cte9rIk6ykq4oYbbkiynuzj8bmkQFvlrHhvzb5zjqBtW9V0WYX2XKoDdHags/m21rKW0jn2v+djldcKbnV5TlRy5mLXWC7dS9ZpiC7bIN2SEkrTSmNMDZgeKWXxu5wt2dSA7uV51Qb71gBP1jrb0jJpna1+pWrSNylwJzCZylC718k1+oGKiaZYpKX7fK7VWdNRLjnQczBt8tKXvnTZftjDHpZkPZfR9rned1axnRZl+2fPQbu5xEU/57maImr7qXM6vS6vec1rkqzvRX227akumaDPmb7o7EjTXVtrbUv9XeWxulPvVc+r9vReNQ2wDxNJDgaDwQEcHUkaEVXzaDFG/VijG6cK+/TuW1mNlG+/aiYtwPjGaTTQAlCSvP/971+27WToW8vCktrDvulMnBsBV19mFOSQg3byuPiQUYNRY9/AKv6Nxnus2k396Lvf/e4k6whC/VujPzWbJuEbJTVSSdazJbsYVrKLkowenb7eN7haP8+rxTeT6BdccMGyXRtaZDrZCaFtGpU5KEWfa2FOXZxR6qc//ekk6+tsFN6ilIUmI9tGL/t8zuisBUe7Pfyt973vfaccixF/WZV+6CoALaboG0ZXTvtukdJjMZKr/fU5p9W3YGR0ZwTde9gCnAWnFibteOv5J8mDHvSgU47Le9WotQUd7abP9L72XnXAS33OIu6hyfjFRJKDwWBwAPOQHAwGgwM4WiepZqwJfhPfhrXVHEpXnJ1XGmEBxWJE2xIdA28je+mEmjdbpVyKofPypAilK8kuEW9blvMWW0SyRU2dZCmda5ALE+ZNaEsjbfbvTMS2SiZrzVipsdSpS1kkO6rpoAmHXTSzIjXTbha3unSBx/q4xz1u2W5xSPr7nOc8Z9nu2ugWHGz3LLUysX4S0unSYPeZNqj2UJ9S49k1tE0/XH311ct2qZgLhTkjtRTa71dvqw6yBTKPVV9uCkOf8lw6m9K/f+xjH1u2m7qyMCXUF7fI6L1qyqCzGTv8JFn7XOesWphyKYa2raqX3VrgzxSUdtPnuiyMzxqHzbTI5LE4BKfPCPW+anOb8rCwdAwmkhwMBoMDmIfkYDAYHMDRdFs60epX18lNkptuumnZrh7JKpPz5lops33JInsn7tgq+J3f+Z3Ldr9XqqfeSU1Xf8uKmKmBtrlZXbSi29Bd/Z1tUaX+hvXCSlptaPXZ6nLt5gzIxz/+8ct22w5tzZPOl95J7VxSoe1gUkbbIqVctZc6SZdyaFVb6qJmsvRYOi0lawW3rWZbMG3SbX3OJTdKMT2eZz/72ct2FQFOo1JPV5VAqXKyPvfaTqqnHlaVQX9DNcCjHvWoZbstlNrG6nBptnTbdFNTFa5qKJwe1OvotZEub/mc6aZeZ9saRamxS3/YtthzVAmjFtXUUqf7qC81NVC7eo3VUjcNaOqrmuxkV8mvSuRYTCQ5GAwGB3B0JGmk16ZxE6y+SftWsSn/rne967LdIorN676h+6Z0VpzawHZ2qIlzWrEq/SaR7UJxUbAWQWyUt4jT33CC92Mf+9hluxHRvgWF7JpoV4I6tq2uDztXTj/99GW7mjF1bBZx+l1GDWpRG7UawT/xiU9cto3GW9SwMOQQktrIaMsor1GBUbsRSjt21AKehLarts5iiBFTO2rU4Hm8vU5+Rj1fC1Rf+MIXln3aud1MMhp9ziJlo0a7UJyR2GvmdbDYUKZg9OhCWr3X/IxQ09xo033asMU271XvjxYmLfCpLewz4Mtf/vKyTxtVT9voOVnrZY2gW+yrpjXZLQro7+rTRqj9XfW+Xegv2Z23rPAYTCQ5GAwGBzAPycFgMDiAo9sS73a3uy3bHUxhWC4daAHgU5/61LJP6tPQX72UxYQmfm1l7Pq9yS7hbquXBRIpbAdvSAUN16sHdCGwSy+9dNkuxVXn5QCAFnxMPdhCKY1vot/UQSlGslsSocMaknUSuy2OtohZeCk1167qzDpgw3Y9bWhraPWCJsalTB0uYWHJc+n3qkt0jmC31fSdpN62f1bnaPFIKtW0gHpCZ23Wdi5NYFqmVM0CpfMe+3nTSm6rJ21brFTS61ga3aUPkrUmsy2SHp/tnVuaUe0sRa0O2GKf16maSO9V01gtDGo30zJNo/n3rhsubC/0XtXnugibPmfBqOmaRz7ykcs+C0ZbdrN43CKS18o21H2YSHIwGAwOYB6Sg8FgcABH023D5cK5ilLYVsKclegKZ6XW6hnVS5X6WFGTepWulionawphhbLU/D3vec+yz1X42g7mGs1WdB/ykIckWU9JsXpczaMU1qq8dKLVWnVeTiRqNdX1mv3d0hz1jP5WNXFOh7GV8Ju+6ZuSrNcobwtcslvFL9nRFNMcplz6vV53K5zVZ1rV9e/VAEr31Y8m65UmC2mntLC+IsXu+frdzoMshU92FNXrIbWvTW35tEpri2yP0Xmppiqq/fP7nShU2um113ZN/bichm29zmZtmsAUkf7RlJb3qnbtvarPbemQTY3ZYlmffNaznrXsa6vvye+qVlN1h6qY+q229F7v/5oG9O/1OZ9lzvTch4kkB4PB4ADmITkYDAYHcLSY3Pa3Vk+dQmKLYCu9UjWrvK3ESQsU+TYcd6S9YXkpoi13irkd0V+abxXV3+oUFCtu0pxSsq22smRXSbPiLBREN8w3TeGSCa3KdyR+shYcV7AsXXBobcXi0kBb0Fo1dNCpvy9lK221dU+7tRrbFtJkPYC3E1uklNqozQNWfU/Ca9ZUhAJwq5itWOpzpngqOpaiSuc7gebyyy9f9knVKoq25c7Kqf/bimzVBMk6rdCqufa0Il1B/FOe8pRln/dP7zVbLIU+12q996pi8DZuVFmRrJeC6HXyWJ2o1fvnRS960bLPFt2mJzrZK1mLuZ0M1TSbz5otn9OW+lQr9A749V7tc8d76hhMJDkYDAYHcHThxsRsE9MWJXwr9+3l33/mZ35m2W5bn+vfqvdrRKTez7dj32S+aX372arXyEENni2QHbCg3s/WtrYQev4WbpoEd59RrZFWCza2Jaq1q9ZMu6m1e8YznpFkbTdb39q4bxHJ5SMaNajJsx3N496ym1rWFtqMSl3juFGgUa9sowUS9acn5/ypJ92ai6imsQMwjEL0uep4jYwtFLWw51AKbdfoRT9xwITsoPZ3aQEj4C5kZ8Tvdej1dcCH2sHeF/qcPu/131q0T9bUwopRu9e5bat+3gEVtZsRuv5dTbQFL4tARpW1vVGv7Z4f/OAHk6xZnXbrb3ksso1+v35hIXAfJpIcDAaDA5iH5GAwGBzA0XTbKThNiJvoN2wuRZMiS51KAVxhUO1iaY6z4Bzz3gKBdMSEugWfFg6cl+ccwB6LFNaEfymuNM4WxNI3P+8UIXV7tYGJ7X3rHRe2e/VYpRPardS+E3GSdZqgdjNxbWGl63onuyUuLE44SanJfxPrFheayNcHpGF1O6fTnKQ+6u1qu89+9rPLPulsP+t18jxLhy066DM9ti73cfLztaMU32k36k27pIHUXmrcYpmFS7WLzgMtTMH0/tAPTR2ceeaZy3aLO/qc8xa3lh2xINQUjH5ki3H93lZe78vaUM2qdnfSUQsu+oG61j5jLFbqc9VKmyYxjVDoc/uWwBATSQ4Gg8EBzENyMBgMDuBour1V6XORczVypQGG7VZhS0es2DnFpFNEfuzHfmzZJ81qOK8OzfY7K3Glow6vdYpJW+2spF944YXLdquS6rykUdVmSSFuueWWZVu7NcyXmltNLTWVxtl22ElF7rM63OUM/LsrO5b6ePxOUZGalN7aFiZlbGud6QBXrut0FdMBVq/bZqeP2HqXrG3XiqwaOVM49TnTMvpcW9VsH3Rga7W5tqnpf00NSefbsnryWJua0nauUHnHO94xyZpi22LbVIYpLm1X6mzLp0sSeCyl6d6rUufe/mqDTas0HeO+rVVQVZfYjtm2VdM2rqppCqaaWdMFLqXSqUm2K7tER9Mv2kVfr5ZViv65z30uXwsTSQ4Gg8EBHN1x45uoEZHaSGcgnn322UnWTfsmiKtTslBgMrbJdbWTDlLoG6ddEMl6gMU555yzbHcGnQUUk/NdbMyIyjdluyfUCxoB1y4WsYRvym5b7DCq7TFqNyOIduK4qJoJ/S6HYdTiW7UdSnaVdK3vZL0cQTWo97jHPZZ9Xq9+h0UydZaN9i3oqU+rDxkpnIQa0uoj9Tm7NVpo0nbOCqydPQcLH902ujTSq88Zsflb6kU7oMJZiC610C6V5z3vecs+9XyNvj1+o+LOkXR2ppCplB3oczKCMqxqEJN14eSKK65Iso507Wirz8lonF3ZCP51r3vdss/10F3eo5pMh834u52N6kJ8dg+VRahZlTlsLdFxDCaSHAwGgwOYh+RgMBgcwNGFG2lbqbNU8Od+7ueW7WrJ1MipR+rsOtufbPDvMAuXVLAVqnRTOuYaxVL3as6kAzbFt5XOgoDH2oKBFEYaVXomBVGT6XrfpTH+XYpa3ZyXRJrf4pCtis7+a/LcdIMJ91InqZd2057VKNrCacK/9M82QVMqTQOoSbPQ0u+1VdEke7Ir8CU7CrVvreoWwExv2ArYJRX0I4tKbTFsqihZpy2e9KQnJVm3WUqh1TyWRtsqKHXv0JR9/tu2Qpdn0I+qs3Toi3ZR31n/sXDicfV89DmvY+9VtcUWeZpm8161+NXBIbZC+vvub7uyPqG+sqsoajcHtPQaWLhygEr1y1Lwkz63hYkkB4PB4ADmITkYDAYHcHR128pk2/YMq2+66aZluyvtOcvNilOXCZB2WqVqCK4OUgpdamuoLR2Q2pTGGHZbKSzNlvY6z7E6LJc2UNvXcN0QX9ii2DSEqYmuVpfstJ5SDKmPWrTi1ltvXbZbadeuUpPSFWmo1WXTEKWSHosrTpZO20rpyowd1+/3e12Oga129TmvnWP+q70zFWLapEtySK/0ubZ6+nepYDWT+om0UL1rv1faq/qj3+vvu8JgdbpWr/2uX43PVWWgikK7taKsekRFwpZqw+MqxXUlTFs/q0AwneCzxBbG+qVaV9MjfQbYjnrllVcu220h9jN+f2Ea8BhMJDkYDAYHcHThxiR336omg11AqWtRG701ikl22iqHBVQ7luwKDDblq4/rG9hiixGAOsJ2gdiFY9dEoy+1YT3+ZBeJ9ZiTdTRx7rnnJlkvHmbniG+yFnk8ViPk2rNTuJPt6M3Ci7P5WjCwi8BIsm9gf9MIwMWa+l3aysil9rR453f1WP0ti1BN9DuD0sgsWXdetABl5KptG3EbcbmWdH1Nn5MxVC9rZG43UQtNRpdeRzu+asetuYrJbhCJTEhNZDtKjMj0z2pCPT870uwoqdZ435T0+pwdc+qAewwOo5E1dpiKEafzLBsd6oceS3XMSfLCF74wydrPtGG1rPqR/tdj9fyMitsl5gJwFnH2YSLJwWAwOIB5SA4Gg8EBHF24USfY9jlDWYcBNIlt4l26W9qn9sthALY1FVKThuNq+JqATnZLMiS70PyRj3zksk9NY4tPzsgzyV4doAMwDNHbpvaLv/iLpxxzsrZbCz5q2rRRk+Cel3S31MJWRAdrbC1wJD3td5ku0G433njjsl3q3KECyfoat/hkakDd69YSBLYRNk0gzTwJE+wdCqHPqQFtst9BKbYdlvZZdHN9c69/YeGn/qve1vSEg0RapLQF0hRM/ctWWVvl+lsWuhya0hZCiyFCn+uwFOm67b7VSepzUtyeiz6nZrrFWf3Ue7XnYpHKZVe0W/37vPPOW/bZQtmCjKkB2znbgmlKxSJp71X9/xhMJDkYDAYHMA/JwWAwOICjq9vSqob5VuwMx0txrcLawtVKuNRJilBq5D6rpK1025Zm9UxqXM2YtFaKWjpoJV3q3GqmFUM1Z6UmUh91XFbatpYYcIZjKa4Tl6RJPUc1p6Yx+r/SJf++Ra1sK7SC2WugLdSv1R9sjfNYt2aKSn1aGVYHemi1xNpXCq3t6nO2DUrxWqne10pYmu73W13u51Ub6N+qL2pf9XqnnXbasl3tqXpDr0mvg7pVUxn1Hz9jq59Kk6YMtJX3bW3uqp7S0a2VH7VR928pRpLd9TANol2thPfa+L/ed03j6XMeV6+naTynOjVNZzrAe2kfJpIcDAaDAzi6cLMVFRrdqYlsMtWhFc7h61vRBbf8rkaY6tBca7frYht5GJGoc2wkaRRkAaEdIUbKJuxb+FAH5v+2iGNnijBa2VoD2bdeIy2HVvi7tbtvX9/K6scKZ0R2crl6Rre1Z9+2LjpmFNVrrF/4Vm7XjwWLrcEEfv4kPM9GN0Ypt73tbZftMgWLIZ2a7bHbkWOU38hZn3vEIx6xbFc/KfsxotL2vY52sahpbLFQn5GJ1H+NNPXfDt4wShcOxmikpc95XO1+MdL1Xu1sVTWj+lyvuYS0gyqSXTHQe3Irkk120bCRsMXCFpz8u5Fkv8vCrD7UCNWo/xhMJDkYDAYHMA/JwWAwOICjCzeDwWDwaxETSQ4Gg8EBzENyMBgMDmAekoPBYHAAR0uAlIK099h0pmLVjkJSDK5sprIbJRj2W1buYe+qZfuOatonwXAUUyUmDiJVdtLe065xkiRnnHHGsl2pi9ITZSCVFXj+yhK2xpJpN8dCVTajREK7d5TYlljX41Iu4oi39773vUnWchAH9G4NOVZ4q7Sk19PeWsfpVeZlk4F95JUzKUJWJpKs5Rs9Nm2naL7XX9vocz1OfU7xfHvIlaUpNbn22muTrG2gfMWxgf1e+4r9rv6Gg5y7Bk+yk+Xs87n2j+v/iv63xu8Jfa729Droc1sie/9euykR8l5uj/7W8yFZS656vt4/Nju0ucBh3663U+mV18gGhz5XDvncFiaSHAwGgwM4OpJ0Wsxb3vKWU/7uE7vRi+Ji3/qNXmw5cmho3y6+ET//+c8v2x1KuhWdnvxc3xT9TLIWIbfF0AjFoaN9Exs1VGCbJPe5z32SrCNV0aG/yS4aEUbAbQ3z7eabtHYzUnQ5g63jc8mHRtC+6Z1oZJTVY3DIrCJkWzMLo8razYlHtrt16o4R0kk885nPXLY7lNnIw4ijLWvu24r69vlco3yF0raqdqVIV4xU6CzTadOA/umUIVdhLJxo1GPx2tuqd+973zvJ/slT3qv1Oe8/Gy96vkb5Ro31OVskbRDo9fBYtUsbCIykjbD9rfqMfmhrqjYo9MP6rOzIxpDv+Z7vSbL/Xt2HiSQHg8HgAI6OJK+55pplu/kFc0Y+sR/+8IcnWS/J4NP94osvPuXvvvU7oMLPGB02J+O8QXMv5kz61jBisem92+bpjO6aK3LxLKONzgHc11539dVXL9uNVrWbgws68/L1r3/9ss8ItgsdvfGNb1z2mfdtLsycj3ZtHtCowgja82reymjF5RW2vstr0LyunzfCbZvgobbELuMhnE/pUIf6nAtqyWQuu+yyJLtlGpJ1zq+Rjj7l0Ie2Peon2s78ZlsMjXwcsFL/9dppu7ITI2/t1EjNKF94r/Z8vH+c4Xn++ecnWfup0XrXG7fFUxv0vLWFeehe/608aLJuVe35eq9uDfEwvynrOv3000/5jP6/VQs5BhNJDgaDwQHMQ3IwGAwO4Oi2RGlIx6cbFhuilzrc5S53WfZJXTpRpaujJTsqmezGtzv7zxXOnv/85ydJ3va2ty37/N873elOy3bDfRPTTorpKH0LIE7uKXW1WGII39DfVfakTtqtlEk6r/n7W9rNhPgnPvGJJMmLXvSiZV/XBU+Ss88+O8k69WFxovZ2lUCPRTlFKYvn4hzOyjAs/EgfC2d7StMqc3KpjJOuKJWvHMwCoROMWiAqVU3WdLqrWb7kJS9Z9l1wwQXLdif+KHnqtKkkecELXpAkefvb377s0+fufOc7L9udY6ntLNx86UtfSrKeVqNPlZpaLNlaNdAVOk2x6HOl5PukLrWh19a0S2VK+lzXBU+Se9zjHknWBTPnPbb4ZmrNY3GplvqtKSaPq/eoqQt9ruk5C2YWhgoLSz639mEiycFgMDiAeUgOBoPBARxd3bZzoyFqF0lP1gNES2nUft397ndftrvo/NOe9rRln9SpNEY9mSr5KuurjUvWdMeOlWq61Lc5ILj/69ICWx0BrkSoJrOhvSG+sNJX3POe91y2HbD7vOc9L8la2/i93/u9y3YHo6oflKI2taB2TLtVn6bd7JTY0rqp/6vOLNnROCveqhG6rSa1NDPZVUWt9J+EtK94yEMesmzrcxdddFGS5NOf/vSy7253u9uyXW3hE57whM3fqs+55IIUtyoJu8BMi5hKKC1Um9vOrmRHAdtZk6yrv9Uxajt9ojpX6bj4Wj6n/1966aVJ1hTU8+rKiK4Mqc/Vbqo0pPs9R9Mu3oumRHq/6xOmgOoP6hylyz0ube0zqMeg+uUYTCQ5GAwGB3B04UZ92Ytf/OIk624K30590hvdteiQ7N4eag/tAqmOqwWaZPfGS3bLENiFo6bMqLBv0K1ukGSXPPdNZ6dFI8itLoVkp4WzMGRHwSte8Yplu3YzUjUyqQ6sa0wn6+UbGiFYvDDSayFNW1nY6TXYWiM6WS/P0GUfXOpCGzQqNBI1iut5mYRXE1e7WTg62UGiHrTaWq+dSf/qXS3aeR2rjdPnjP7rP41Ik12xJtkVcT760Y8u+yxAGEl1rXIZh/dKtbVeewuT9TnPVZ9r9O71sJjxtXzO824kqN1caqJRr4UZu2d6r+pzFnZa0LTIZMHXyL1LtBj9aePu9161MFlf1G5Gqr32+qTFt32YSHIwGAwOYB6Sg8FgcABH022pUsNl97XtK9npF6VS0pF+zlBanVi1UVJYR0ndcMMNSZJzzjln2Wcy1kESTUJL/V15se1s11133bLPVR7f9KY3nXJ8FjhqPumMdNskes/XfWoWu63dTFJXvyld8FhKP/18NafJzi6uoGi72+WXX75sP+hBD0qyLn5YfHvKU56SJHnd61637DNNUF2cOjZt2MKOxZ6T1McxcKXDtuLZtti2OVvu1HBuaVSlsPU50w/63Dve8Y4k62KlPqcO8Kyzzkqy1uO2/S9JHvawhyVZr0rYAkmSXHnllUnWfuJ59xws9niuWz6nn1xyySXLdlMa3ou2e5aumi7wu1p4lI7rX20T1Q9Nrb3qVa9atqu5VOvafcmuRdL72/F8HbxjEW3L5yz2DN0eDAaD/0PMQ3IwGAwO4GidZFsRkx2dlGL694bohuVqn1qdsyJuOP+5z30uyXoWoxWr0hF1bKV/J4+rlW6rXNL4tpDd7373W/ZZyS+l8lysnrfSt2+2n5qwTn8xw+G8vJ6P1MqURqm3dvNcW3F+zGMes+xTJ3n99dcnWetITVmoVW3bYWl3sqZkraZKo6RO1dU6scXpLD1H6fFJ3OY2t1m2q7eTnlsdrjZPCmzlvz77nd/5ncs+r0Nb6aSKohVjz0e9qv771a9+NcmarkvzaweppNOLqq+0pU46XZ+SFgt1sJ285LmqI6zP2Tas//U3bMv1XFpxdoalf7/xxhuTrNMupiy8r3/6p386yVoLq8/1vnvAAx6w7PNebUpFuq3P9V4ypXIMJpIcDAaDAzi6cGMSum8nu3CMQppQVgNl90Dn7W3NkEx2RRajNxOsjUSNsvZFGNUU+vZUU3nLLbckWXdvqNPqOTiDzu9ql4DdEx6rkWKHJzjbzyRyt51D6Ln080YYRg2NTBzQ0ejVbYs1vvWNULe6PpwHWbsZ7TmsoppLI5Tv+I7vWLZ/8id/Msk6Kj85hMFCUH3GYzcKqc/1e5P1UIlGFDIKbdvOJoshRrk9d89Hvap60X6H116fq17V39fnGjXqc55Lu8jUte7zuTIc7Sb76LYFQs+lx63d7CSqz+nTflejaqN671XXFCqrs3BqtNzimX7q2lQtDnssMoeyI7vE9P99mEhyMBgMDmAekoPBYHAARxduDOdLC6VitkU1HJZOO3ShiVeploMeOvzAAoPfVeplUtZWp4btyS4ct5XKUfvVBrq4mXSl4bjUq1Qz2bWgbQ0VOHlctZuLUUmHmxx3ITL/3nmRUntpmDRo61xqL5evUN+m3dquKb3Uhl3WV22lv9XimHaz9a7totK4k5CilqJJ2ZvoT3atfPqJdLTaRIemSPVqO6mo6ZzaxpSDelVneJY6WwCxgPeyl70sydrnLIz0e7cKIMnu/vFchT7XbJoU1XuxNnBxL8+xBU1TZ3e9612X7abctJXXtL6mTto0hb/VFtjqoJO1VnbL5/SH2s3z1+e+1r26DxNJDgaDwQHMQ3IwGAwO4OjqttSh4bJ6pI6/T3aTa6QLhsCdtOKMPL+/E19ajUrWlcwPfvCDSdbVVGmhdLJtieo4/Xt1YlZFS4c8L6v36qyqm/P7nZsoJSoFVd+p5qupAXWc2vC5z31ukvXkE+32yle+MsmaOlkxvvnmm5OsZwdaCZRul8a41rbUv7pEpytJH9UIbp1L9ZtOpJEeJ2uqVdquzz32sY9dtlsx1s+k651S4zIdXpunPvWpSXbV2JPH2+k/Xtt9KoJO1HEGqXSzkMK6PEJ1rlJ/KWr9x++vtjhZ091ef32uaZtkR3H1Obe7rIr3qtS6+k7tos+1Im0KaZ9qpVXtb/mWb1n22eJbn9FurgzpvVR4Das6UEmztX78SUwkORgMBgdwdCRpsrNvMN+evlWbzFWjZMdN5/z5JrSToTotF2VyDmDn9DURm6wTtA5i6Pf6eaPO9773vUnWej8jxZ6LHRV+/wMf+MDVMSf7p1s3alJHZjTTgQvqMNXStWDkRGo/3/+1oKUmrMdlR4OLXdkJ0Q4JNZt2s7R7x2KNdmtxzMJN1xVPdpGmRTR/y2NIdsM79Dl1hPU/NXYeb31OPawRUYcuGNm0QJjsmEavd7KekeggkEa7Xgd1ivU5izXarveK8yI7Wd3tY3yuOlrPy3u5TMICoEWm+of3quyjPm3ULlPrcdmZ5WAPo9pGmH5e/3jzm9+cZF2E8nd7vY0eH/zgBy/b9XufRRaO9mEiycFgMDiAeUgOBoPBARytk7QVrslxqd5DH/rQZfvqq69OstZOul5xQ3iT2WoPSyee/vSnL/talBC2LNn2ZKteE7tSBBc1qm5OauXsv85LlLZ6rKVp+wY1qPVs8l26Y8Gr8ySl49qtNEWKYMK+MwldW/o5z3nOst3Et9fF2X5SqhYSvO4OsGhxSGrkQJIWv6R5LuHRgtOhYQOmcEqrvI5SuPqHPlVdXbKjxqZd6qfJLunvoAbnVTbp7/mqS7UA1aEL3h8Os2ixy+vojNP6rNfp/e9//ym/ZTFHmLoq9dTnHGpSCtsUQLLWZL7zne885VgsftXn9i0Z0mye6QAptD7XdeG97qaAuuyF+uoWlpLdTFvvZZeiaHrm0FCVLUwkORgMBgcwD8nBYDA4gKPptpW0VoJdDa56qGRHTawIO3uvFVFDbTVhDYvVQNl+1P+VbttuZtWymiu1UY9+9KNP+V5bzJzd14qrtNG2qNJpV+YTUotWVrWbdLp02CkpUtja3eqeU4RqN1fLc63saj2lpGoTpXRtV/vGb/zGZZ+VwupC1cSpz+z0GXWL6k9Lm6V5J2GVtZVgtbO2r7WibGXTtEptZ0VZnyv993rYKlv/kCLbFilF7HXW55zxWdWH2lv1ev0NW0ZNoVRx4fUSpp5633qsXW1U6HMXXHDBKediC6eCmPpcqXKyXiu+zwDputveN/0NFROmVKrq8Fj1h/qcKRzTAL1G73nPe/KrwUSSg8FgcABHR5LO2WvhZd9CRX3r+cR2HmX1UEZZJlv7dxPEvl266JOaODV4ftfWWr4eS7tMVPn7+UZtTi5/whOesGxX2+iAA9HOlGT31tw3uKORlouSuR5yf8tIwd9tdGYxR11gF2hzwEYXV0rW0UyLZh10kax1r31rew3UBZYlWATzGvWtbrR0Ek5VL1Nx8S61h11f2sjURaLahWKxRXZQTWaLA8maPfWaeL4WWywmNGq0s0kdYq+ZTMqC0Hd913clWXeQGFG1E0k/FbKLroWuz1n8aqRlBH3mmWcu273HtZvXud9lx5pdWo321f46/d3z7jX8/Oc/v+xzgbT+r9+vtrb2tBjqb/VcpnAzGAwG/xcxD8nBYDA4gKPpttS4obV0RupROm6yWJpUaqNmrUMrkh2tMwEsBW24vW9xLtMALRxIe6WApRvSIRcXKp0wMe3vtnVy31xEaUqP0cJLByskO0ppYts0RimTBQ1pUpe9sIXt5S9/+bLdooV0y4KXbYCl0xa0LrzwwmW7dNz1zDuAI9lRYbWuDqco5VGHeRLOr2zqxUKUtKo6SAtR+lxb9UxP2B7X79Wn23qZ7IoG2si5ntq0PifttXBTPZ+/ZbGtdFqNq2mZFiwtFgn9o/peUywWUbvutvePg2N6zWzbVX962mmnJVmvlf3Sl7502W66x2tvWkd79tpoN4tv1bB2aE2yHgzSa6B20jRD2zwP+dwWJpIcDAaDA5iH5GAwGBzA0VOAtpYGUAPXKS3Jrip4+9vfftknxSxNsYply1q1i9It25PaSmebnFVaq4rVoqkpU//Wsf6OpHe6y7nnnptkTcdtseq5OFmk8zSTbUqktlDdXu12xhlnbP69NKUVy5O/VZ2ZVVm1ja3gS/GleV6P0uzv//7vX/Zpt8c97nFJ1nbp2tXJjoZLx6X2TSmYTvC6JWvaWFgNt9reVlR/z2tSFYPn2BmRnpvaRn2i6gqppGu9m1rqPMaPfOQjm8fatcy7hEWy9s+2+FpJ13adhOS8Tc9Fn2uayRmRUufqYLXbVvXYdNgP/MAPLNtNQ9je2nvKv0uBpchqa+tz6l/1r97j+qFKjrPOOivJWr2iT9VurvJ60ue2MJHkYDAYHMA8JAeDweAAjq5uWx0uDVKUqSi01eWKvpP1oNiKePcJg5///OcnSa688spln2F16a50yKqlIvQKTK2YWYnsMfr70pxW6qXztmiVBnl+wgGopXIuk2CbWyuAphGkPhUPO2zWAcJdPsEpLKYOShWleQ423pooZAuY7Z6doOPva4Nbb701yY5aJmvq1GUSpKGHUFrodVYFUHXB61//+s3jaUVYFYJDeS+55JIku0lMybrK2yqwigvTTV0GIdlVkm171OeqYtB2VroriG9KI1lTzJ73Pp9ThF8arM8pBm+l14lICr97X0vtpfPXXnttkrWyQT/qdCYF6vqcU3rqc2YAVdX0u/R/BfkdvK3SZmtlUs/vGEwkORgMBgdwdOHGtsAmz9UL2irXSFM9kmP3q1M0SnGGYufZ+RYxIutbzYWgGrkk66ix0aoLiTkbsvPyHv/4xy/7XNKgOi4T0ybRu2SCbVm+qS0+VaflvL+tmYRGAi6E1IKLgxEcxtE2UN/62q2R4Ate8IJl38c+9rFl2za3Fj1M+Bv1fuADH0iyvgYOTqg+zUKIxY3a02jQyCxZ+1xtZ0RmYaaRpj7nol4Pf/jDk6x9w5a2XnN9zuvU3zW6c0E2C0otDGg7NcHVX1r42fI5C1eyo0aQ7vP+0S4d+KEfbN2r6hW1W89XvaG+3sKe94dotFx2mKx9zuUXWsTb53Mtbqlzrh8mu+vlPFk1mfVF75ljWhQnkhwMBoMDmIfkYDAYHMDRdFu9XZOl6qWkG4bLhdSpFEBa2MknyS70V5PmlJ7qANV7mYy1rbBTdKRZrhW9lTrwt9oa5hQkqUnN5+elyBZJSpOkG1JMWwALp/g0ZWCLmpqw2tP2QedB9vc9v9ve9rbLdtvlkt3UI+nI1pxNiw8WF1o8suAnZavdtKVTeZL1BJemItRiStW2ljJQm1u6boHO423RzPmDfr601PSBRSd97o53vGOSdTrJdsnOOzR14LrtW7bTTqWVpgNMW7hyY89BzaarMNbnfAzoc7Wr96oF06Y3nve8521+vjpf93mvO2O0S1x4H3ivNo2ltlZ9tgXLQp/rM8C25ZM+t4WJJAeDweAA5iE5GAwGB3A03Ta0b5VU3ZzUt9RUDZNDbzvFQwqizrKtclZD1VM1hJdCt30wWYfTbfGTgtgKdfe73z3JerU76Wr1Za52Z1vhZz7zmSRr6mUrn5SplNzjk/r2UvhdP/RDP7RsV2tmVdPpLdVJOihXzVqpt3ZzVL+UrumL2idJvvKVr5xyLOo4bXesntGJLVblWxl2WQ7TN8m6yl+aLF1WJ9j/dd+XvvSlZbv6RpUJVrc7KNqWU3WSVSFYJTYFpe3qK52Qk6yrrPVJq9fqDOtzagu9ZlVymGq5+eabl23tVjpsimbrXjVdpc/0vtHntFt9zvY+00ml2aarVJKoRqjfO2jaZ8TZZ5+dZJ1CcsrUls9J3atl1WdtU92HiSQHg8HgAI7uuFFl3yS3eis7DjrPUA2TyeImmV0GwcJHFfW+fY0QmnB/wxvesOwzervvfe+7bDf5b7eHmrKuq62Oy4WyOqTD4/et2Tf0voXAjDCaRFbHZtTXt7bLXrioUe32tKc9bdln8r8JbZP4vnUb2XSt5WQXCSTrNad7bXwrtysl2XVaOKxAfWg7Heyu8Ho2mj70JpepbC2/YOT5wAc+MMlab6jtGiE6n9Br0wjVa6/tWiCorjZZX6f+frJbpsLCUDt2kp3PWWhwNmWHTRg9uqxEr7ndVMLZjd12qINMqkUYl72w8Np7TN/wOm75nF0utUGXDknWczqrX012PueAl4suumjZfvWrX51kXdDd8jmLobLR+pwM4xhMJDkYDAYHMA/JwWAwOICjCzfOmyuNsdVPDV1pil+tpu30009Psg6FXRWtFMzhCCaOm6xVo2fbl4MzGq7biqhms5TF1IGtUG23MvFs4rdJdgtTFnbUcVVzuK8ds5TPYo/60ya0pTsOXOhsySa4k3WhoktQSPe1i/S2Az2kM9qtv2UaxmMtJbRItTVwQh2cdknWxbb6nOtq6z9S46JLUCS7ApS00AJZC0muiun3d/kF20wtNlpQatun11adYNNQDtjQzr0+FjXUs7ZwYoHFAoU+13SH1N3f6nHr32pOm25S++sSGi1cdgZmsr4XSo31E4dtuL8tkB6fdutvWYSSWve79DmLVC3sHPK5LUwkORgMBgcwD8nBYDA4gKOr29LpVpGsklmxaqVYDZwVs7ZIScdtDyoFkLZKBX/8x388yToslyLbQlVaZ4uZx93qnNov5zlefPHFSdZ6RedJNlxXmyacftTQX+2X+rZSOudZmkYovVJvaIW15+KxSE2asvBcpe5Sm1Ii9XPaoNRGunP55Zcv29X9aWuXlShMLZyEPtfrp7LASnOXB3Auo3S72j1tJx3u9B99UirYtIXLZdS3kvUUnNI60xNqTOuf+q8+1xa/W265Zdmnz5U6S5GFFfqmOKSY2q0U10q8qbEt9YFLTTS1pa1Nd9VnnTCl/2/5nHYzXdQUjq2yLj9Su6kYsd3zyMziKZhIcjAYDA7g6MKNSfRqIk0Wd65iskuym6h38aomrP2M60NXm+XiYOrjtiZ0m5i286Pbasfsmmik5dvJ4kCjWnVmFiiqCVWz59vXJHrfoBa8/N7+rm9S34otVDnz0DWQOyzA2Zr+b+3mb3osjZqTXVeEUanbfaurH5UtNPL3GlkQOOecc5KsBy8YNSTrLqf6nL/nsImeh0U1tauN9PyM0dub3vSmJLvp1sk6Cmlnk8UWJ487G7JFL4cr6H/VfOpzajrrcw5y8Ly7KJ5daPqfRZ7qQ42gLTLV5+yOs9OoUaF+JGusdtHrqH81wrTIqt3UrXY9cNmFnX7VUutnss1G/v6WdmtRzvtDtrIPE0kOBoPBAcxDcjAYDA7g6MKNdKHtbdIndYyl0RZTpB5N9rvPuYtNvu/TCzZh7ffb6N6FljxGF/L6iZ/4iWW7dNY1wqUbpUYOIzDxXJphEWAfWpCx2OFAherj9tmtlMzFrBxy0Dl92s0kfNvwLBg8+clPXrZtV2wqxUWVbI1rG53FOYsqPW71p+r6utSDC3udhFSr7ZHazuNpUcyihTrDFsCklfe6172WbQs+hcXE+r+6UttDXZe6NNq2Q++PFsBs+dQ2TWU4/OTd7373sl2fU6cpvP4tspoa0+dKo/0u01GltrZwOoCi6Q2zdj4X+l0WIPU5qXuP0cEhLdImO5/zGnovlo6rjbTQVk20RaZjMJHkYDAYHMA8JAeDweAAjq5uW6muzk46Yzi+NSpf6lLqqnZKTVpDc6upVvpa6XZyin9Xs1bqqh7QtqqG5la8pKOt1KkXtF1ti054XraxNcyXQkttWoG0Oidd7rFIZ5yeVBv7/VLzUitb86w+u8pc0wdSfyv1tZsKBFMirYpKfdSMNmUi9Tm57IdUvtdPP/Pc+lntLTVuCkg/VHtbX1JXqt6vtrEaqs+Zjqn/WK3X51o1d+6iPlf/lVZ6zUqnvTb6nzao/+hnWz7n/WfVvZpOpznpc93vd3pdeq/a1ujkKu/V+pw6Xn2g11AK7XH1HNREu/Jjfc4Uj6qCfZhIcjAYDA7g6MKNQxHaaeBbV8V+3/p2jtxwww3LdhPHzp3zrdy3n9rH8847b9n+6Ec/mmT9xrOwpM6x0YSRsJqyriHsgAQjweqw+pvJWj/XaEF9njCabtHBN7FvvUaoTrR2Leu+Yf19o52tYQaPeMQjlu12SqiNVGemPXuN1RXaPdOISv2cb/V+r8MO1Lr2urjvJIxuGkHuWwSqCXyLCs5w7HXWJ70OjWLU8Dm0oUzDaFefU4+3VWBQ09jCodGnkWC/y44b75UWyPb5nOxgy+csCLXQZeHS2az1OSf379O+Fhb7Ot/zl3/5l5d9FpG0W22gXdQJ97lhMVCfa1RsEUz/KpPx+4/BRJKDwWBwAPOQHAwGgwM4unAzGAwGvxYxkeRgMBgcwDwkB4PB4ADmITkYDAYHcLQESLmPEpLlizYEqoqalRBVBKsY3b9XAqTURYFsJQp+v9INJTCVkSjKVuxaaYP9rO2B9lj9LWUzFSd7/v7d9TY8xsLBqT3ufSL6DiVVeuJYqso9HG7raK/KWOyJ3me3XhslGgq5K5lSWK9Mpb3ASk+UZlV47vmf9CuvU4cbm0K3R7l/9zppm0pZvB5b4+8Uvys2rwRsn8+5VkqP2z5z7VDb7fO5ynI8f6U2WwLufT7Xa+q11W61pz6hbK0id6/91gg3JUJ+vj6n3Rzb5nFtjZDTBhWe2xjiWLj6nOevZKvX2PtLOdI+TCQ5GAwGB3B0JPl93/d9y3aF4b7VfWK3rc6ntG+ivoEVcNvC1e9VYLu15IItTb5djLT6hld0bcTTz/lG81j6eY/f9rtOj/FYxaMf/ehl++1vf/vq/JK1yLbRhhGVv9tj1G5Gcv1eW+8c218baDdbO/2tvu1lEA4DtsWwsPWs56VdjazafODKeSdxwQUXLNudULTP53pu+txWROVyAU6D6vfaSKCQuQJqhcy2CvpbPXdF17Ii2wkLo8reH0aqiqa7yqN+KJyy0wHWXgdtVLvJGIx6+zmP32Ot3VzKwsk9/X6ZYAcYJ2s2Wb/3XtXXbVcsvO/rs94/RqX1uS0B/CFMJDkYDAYHcLRO0qb0wjyib4eOYX/ta1+77DP/c9/73jfJbmR+ss5T9H99+/nW7JvA3/fvvu37JvFNvLWkgWYwf9L1xh1AYIN8v9+hFM409K3cXJBvyq05e69//euXfdqtyxm85S1vWfZpI3NBhXZptGCuzWhMu/RzDgAwF9Vo1fyWuZ6uB26Eod16DY1UtXGybkvs9fHYjchqO23j+dR2tipqu7avGYWYx+7x+p1GKe5vxKztzQ3X58zHaru73vWuSdZRthFuv18/cpjH1r2qf/pdvVevvvrqzXM544wzkiRvfetbl33arfeajGhrWQr92EhuaxiHf9ene6/sW96hLan6nNtb9+pWVH8SE0kOBoPBAcxDcjAYDA7gaLptiNsQWKpmCN6E8x3ucIdln9S44+df8pKXLPu6bnKyo+PSs89+9rOn/K/LDSgvcTpMabYSiSa+k91EFYsOFn5KiaQF0vHS6S996UvLvn0yldIjj0W0SOTsSilVx/6/+MUvXvY95znPWbZPP/30JGua6HFddNFFSZKrrrpq2afdnCpTu5nkd4JO7ebYf+1SG3jdLQz1fy2S6UPJ2nal+h6vdq7tnKBkMaVTePQ5l1e4+93vnmRN9T7zmc8s27Xz6173umWf19EpWE0bWHjx7y1s7CuaFU6wscBR27kkxD6Jz1YRdctut7vd7ZZ92q2rVOpzF1544bLdVVSdC+rkp+c///lJ1j6n3bxXm17QbvpcJzk501O71AbORdWutUu/x88cwkSSg8FgcADzkBwMBoMDOFonaQjecP0+97nPss8x68973vOSrPVSVnlbhZJiSwFaOVUDZSWw1WPD6o52P4nqBKXLjtJvtdSKnyF4q51+Rurf7hYrgmKLupcWJ2u7XXbZZUnWOjRXQ+z/ShO1W6t/Kg20W7Wm2sLuHKt+HZbqeUllW0F1ZUrt1m2HCn/lK19ZtrssgNXqk5BKlSq5qqZpk4svvjjJegVFB/A29aPPba0qKQX27/VFO0ukw1Zh6/dWtKWzTaG4wuZWusrzk8LW1/1+IcVs1bzphGRNcS+55JIk62tjmqzH0Cr4SdRuKjr0uVJb/Uz/sxLf/9Wu+n+7b9ToaremDtTCei9VH1zfOxYTSQ4Gg8EBHF24ednLXrZsN/mtttFIrlGZaxk7Ur3aODswtvRnjQ6S5AUveMGy3YWAXIvYhLtdKI985COTrNeEVsfVwoYj3X/wB39w2d7Sz/n2a/RmMtrCSd/USXLppZcmWff52v3Szxl1tFiT7CIEj39Lf/aKV7xi2WfU2WUrHM9vccyEeJcusDjg9ao9PX6juF5Pk/Bbi71ZiPG8knWRpf6nz9mN0aS/kYcRf6PSr+VzvUbJuijWwo+2Uwep7c4///wk62vnedZ2RkwWibpkhrYzym9hyO/U51760pcu2/W/fT7Xgov3qv5fJmSR1qi5Osgrr7xy2WfHTxc7c9EzizyyxYc//OGn/L4Fp/qi96rPlS2fU9tbu3mv7utaEhNJDgaDwQHMQ3IwGAwO4Gi6bRK9IbDFnFe+8pXL9jXXXJNkTYEtjJSuGkpb2OkACludHvjAB57y/a4EaAhuaqCfa1tastN2JTtq0EEAyZruXnfddUnWBRgT4zWfCWQprP/b83Gf1PjVr351krVd/K6tARge17d/+7evfidZ26htoo95zGOWfVJOj6Va1Xvf+97Lvrvc5S7L9tOf/vTVMSfrcV8t/Kid1IdqN2ngSeqz5XPu87dL96Sg+lxTPNpO/+1qml7HhzzkIct2/aNUOlnTzte85jXL9v3vf/8ka3vd6173Wraf+tSnJlm3Alosuf7665Osr60jw2o7aaUUdstu+px2e9WrXpVkbRftVhtpF4+r2lrTIA9+8IOX7baBOiDHwR/9/SR52MMelmTXlpms79WnPOUpSZIrrrhi2WeaoEVEfc5rXOwbHLIPE0kOBoPBAcxDcjAYDA7gaJ2kFbHqu6RKtrRVJ2VLnZqu6vhKcZL1lOVWsZwnKB1ohdHfb6ierOnmV7/61STJAx7wgGWfdLa6OOm81KmaKqeNOK2m1bN9YbtteZ1IYobDheKrabMKrI6wFVy1etql8xHVtHmu73nPe5Ks6UhpdbKmVK3WnnvuuZu/VbtJP6Vxrcb6W8657Dk6x/AkWuVN1lNuCudb1uekwG7382oEtU31tNJC7dFZoFJZaaW2qf+ec845yz59srargiBZ264+pc85Eah/3zcXUbupmS1UBfS+0+fcLvVWe+i5Vl/5+Mc/ftmnjWo3pz1pN9Mjn//855Os7eY1qhZTnzPN1+vtRCWnbNUn97UF78NEkoPBYHAARxdufGs3IjABu7V+ix0FTjZuMcKkqgWEM888M8l2FJXsokOV875VjbQaybgWhpFgk712hqi96vRp365bwwoc9OCbyoJSo03fqpq/kYsR19bnfVNvzUw0erUTotGhHQ/Oi3SYQK+diXO7UW688cYka7s1Ekh2A0O8xkZxHWxhkcBoK1n7XAsT+2xXVqGfGDHVpltrpiS7YoG2M3qtnk9GZBTsUJJqFi0q6B/vf//7T/lMtb/Jts/ZmVWfc1K3EZk+U/2ndhMtuOhzap6738KP+s4WpNQj2hFTu8kqvW7aoFFfZ7gmu3s92RUD9SO1sPVvdcy3v/3tl+0vfvGLSdYzJmeNm8FgMPg/xDwkB4PB4ACOLtzYzlVIAZwL2P22tEk3WiRxrpvaxNIsG+WlHqUjzoCUNkodOtRBHaaJ7Xe+851J1u1oLhTWJLV0/oMf/OCy3cEBW/MAk3WrXWmGdrMtq4UsF6gyNVDNom2XUrrSS49F6lEaJB3yvNTa9dq12JOsKVWLZy960YuWfdqtNEbt46c//elluymVLR1bYatd4dAHbdcCmENVpKMtUO2z3Td/8zcnWVNBfaZpC/3Ye8LttiPedNNNyz5p+s0335xkXXQwtVAKrEa2S9omO4q7z3amAXo+poi0QX/XBeNMM2z5XJfmSHbLN2grqXV9TT82raLd2o7YezJZ2637LXKZUul5e899+MMfXrabjvJcjsFEkoPBYHAA85AcDAaDAzi6ur21rrB02NmSHfluxc0pIp1M0/9L1lNOSkOkndK2UkBn4Fm9UxvVSpgVMSu+WyPdr7322mW7qQE1cyersMm6omhFzkr0lt1swSrF9futlFc3ahVZLWBb51yywepdV7yTWkmTpHelZ6WhyXo2X/1Bu1UTlyRnn312kv1rjNcGVkq9Lsn6mtaX1MDpc1Uk6HNud8aplF8qd/nllydZp4g83q417/laKTfFU1+TQrsqX8/B66DtSnHVAXsdazvnqepz2q33nXY766yzlu3eg7YVarfeq9pNdUSpbyvHyfqav+1tb0uyS3udPD5TPLWbaRsVFdWNet/3uiS7WaP71hivDVQ1uHb6PkwkORgMBgdwdCTpm6hThrcGCCS7IosFCp/et9xyS5J1t4nJ3hYwTCCb+G2Eeb/73W/Z96EPfWjZPu+885btvnW3umSS3ZvoNre5zbLPt1sjRBPMj33sY5ftvr2MStSHardqGo3YjNBrQ4sTJqZbLLFTycJM91uw0IYtrtnR4HxEu44aJVkc8Vi6NriRpl1HnXMpg+hsz2TXdaEW1mgsWXdhNeLcN8ih/qPW0+Mt+zC6MyLq9+vTFmlqhwc96EHLvur2knXnUqNzu13UXza6+rZv+7Zln3aq/tcCTGct+lvaTvYkU/ladqv/GL3pX9V0eq+qj26n3U/91E8t+/S/Lbt94AMfOOVckt29oM86L7V20+e27Ob99YQnPGHZLvPw+LXLPkwkORgMBgcwD8nBYDA4gKN1kjbbV4dk4tpBCF2bWOrSuYzJjqb493e9613Ldkfwu/SBo/SbIZBCG5bbAtn1gqW1L3/5y5ftLrAkReisxGS3hICtTF0GIdlRd8N+IWXs/ziPz5mFnb1n6sCEfm0kDTQh3nmOzoV82tOetmzXbhYRqnNL1pSr6yWruTSN0YS/xRZ/q7pTqY8Fp6ZkLBKchD5X23k8DjXpjFHTB295y1uW7epdvY4u/1Gfc5kQlw8ppNAWnWyvq+30OW3XwoO20+dqO9MPti1urXsvtuzmoJGtGaPSddNYvT7eH+oY63Ouy93zT3ZFFDXNFjlNOdT2FhOdN1kNrCmgzuZMdn5va6rF4aYnDvncFiaSHAwGgwOYh+RgMBgcwNF02+pcZ8upY2yrVbKjmM6d6+j1ZBduq110ilDDYqmP6163iioFUCfW6nmyq9Q52cTqbqt26qnUYTV0t+3RVrxSH9efFk4qajukK+v5uVYl1cc96UlPWrZbrXV2p/q2ViqlO05B6f+qDVOHZrW21X6vkXZrhdHf1x+akpESvvCFL1y2m6pp9XQLKgY62UmtZicRJTvbqZGT/jcFY0pBO5fimYpxOYp+r9dO2mfFtj5l2kfb1bb7fK7tmLaM2jZb2+nnwnu1ShTbhrs8RLLTCWs3qX+PtUuDnPzfHosrNGq3Xhfptsdiu3F/Q7upuOj+fXZrakef8xnSqv5HPvKR/GowkeRgMBgcwNGRpAWIJpH3LVTUiME3lositdihdtJka5PzRodqLptwN6IyUjU6asHHBK7RVRPWzkX0rVfNool3NWvV5x2zfm/XpdaW2u25z31uknUXgR05LU45oEOdV6MhIzonSjfa125PfOITl23t3Q4U10s2QmjRTbsZ2VeP6BRp9aU9ViP0Q+jcQH3OBH99zujyjne847Jd21lssVjR6+Ba2Wpn68sWaPQ5I8weiz6n//Z398047fVRV+p29bQn1ykvGh0mu6ER+xZkKyvS55znWFanz1lw7Xe5rr361N6rRvD6nMMmGvVZGHXwTfXH2s1jaQRvQU+dZP1l30T3fZhIcjAYDA5gHpKDwWBwAEe3JUpRqy20fe7CCy9ctqvtc7S64XZ1XIblJsEb7hviu9ZuoTbSVkNbJJswV9+mNqtJakN0CzOlG2oTHXywta6xLYy2yXXwhEnwUuwkedOb3pRkR8uTNb0rXTBNYWqhWj+/32JJj9GhGLaDquvreuQOdJBalzpLoS+66KJluwNL1GRayKsNpc8nqbd0ub4kbX3Ws561bJcuOojBGYqlm/qUaZUWBrW3Oskep4U4bSf1r2bYAoV+0GKcFFqfa9uc7XkWK7bWIDfds2U3C3AWZnqvmmbwOvde0m7eq50taWHUOZm1uz6nDdV0NjWjz3kNS51drE2f6/PA62pBuD5n6uEY6j2R5GAwGBzAPCQHg8HgAI6m2+qZOtlGemQVtdqsLm2QrCeLtBJ46623LvusaLVKZXXRdbNLB9TBSVcc4d9w2lH6d7rTnZbthu5WbptOSHZV+VLZk9/f8fROFrG6LIWtZkzqZItWKU3HzCdrulH65vIRVlCrXXS6jTrL6sysLl555ZXLtqtEdgKN7aSO7e/3Wml0jmVtfIc73GHZp6atNNw0iZNkknXapLZzvqb+UZ/rshDJmjb2ux3nbzqo5yEtfPSjH71sN0Wj7V72spct2557aZ0aWNME/Q5TWF7H008/Pcl6eQlnT5ZOSlv1SRUTrXTrc6a5OpPSVTH1ud6r+lwr5skutaOm9XGPe9yy3XvZtMzVV1+9bHvfV3Or5tqUXun2VuovSU477bQka021dqs+WLuZEtmHiSQHg8HgAOYhORgMBgdwtJjcQZ4dHmtFzUGzraI6jcaKciexuGSDdP7Nb35zknVL0ac+9allu9/rGHqpv/9bGuXxS0c6scjfl8Z94hOfSLKe1qMYu9RHOiW2hu66CqCTXmo3V4OzUl2KalXfcyk1tnpp69qP/MiPJFlPeXFKj+mPUj2rj/5up7M49Fe7teHAdjxTLq3cqno4CSvfTSHYdKDP9X+dGuN16sQdz8GhtR0i/MxnPnPZZ/tap0F1aYVkXRl1NcNWl23Z7LVPkte85jVJ1tVxhwHXdg6qNa1Rn/P8hNXbnq8DkRWu125XXXXVss8BuxVr71NE9F5VWG97a+/hDqdO1tfQiVdnnHFGknW7qC2WbRnV521hrN0c5GsarT6gHx6DiSQHg8HgAI4u3PgG3tIGmoDv090oyqEK1VQ61821oNta5ncaVTR6cYadby/H3vcNbqSp5rGDCWxfssjTczQS8FyqWbSlz98yWqndtqLLZFd8MBJQ89VFmSxeWOzoEgVeK1sgq+Uz2nI2oMf9tezWCPWhD33oss/kfiNQIwG1qi0YqPM8OR/RYkB9Rdv43R2AoU9qm2oeZT/q/eo/JvVlH72ODprwfG2Pq09YLFHz+N73vjfJupjhdaivW9SzwFDb6YdGtdql129rKQy/S7t6TXqvem2cg9kii9dKNOqUVTrUxNbKRqvuc/5n/du2YOeH9tqr6bRdtLNTPf5j2mInkhwMBoMDmIfkYDAYHMDRdFsdVRP0FkgMWxuaS1dMTPd/TQarpystbLI8Weswm7C2Pc/JJc5TrL7SVkF1jJ2ioybPIkzbnpysIl3uOZoOcDKPx9UijEl+UwOl0f6W7V61m2mIasOSXSHMgpeauNrQYol2L51Pdm2anotavNIg0wm2vpXe6gNSvs4ktLXO4kKyS+Qnu3ZBiylSTKltYSGpPul19to0haPtLAq08Kgf6yf6an3OAoVzMGtTtbW2LdriW+hfLWxou30+12vtNCfvVVM3RVMXya6tb5/dWkSx/VWfrc9ZuLWYYvqia7WbEtFutacFX6cE6b+FdqvPWYw8ZnrXRJKDwWBwAPOQHAwGgwM4mm5LAdtqZwhuJa502RDblfLuf//7J0m++MUvLvus1HUajoM8XS2ulMdDtxVKGtIWK6mbU0aq31IbdsEFFyzb1TTakuc0m7ZFOT3G9j7pZkN/WxWtxNXGfpftbk15uE/NW6vytripk2yawmupLlA63P9V3+bvlhpJP9XKNb1hO6fUrppNNWt+f7K2XW3mtB3pcCmUPuf33ete90qynrDkhKLq/fy7LXP1b49J20nhev1syzVV0bbDtpEma6pY6uygapUgndhjy57H6jH2XtDnpNO9h2z1cyJQ7aZPWamvzzl9yXbPpnv0OduJPa5eO33O1UCrP/X+8Br0XlU/baW8zyDpvnbbh4kkB4PB4ACO7rgxOmtEpB5LHVef5GqYLFBUM+VbwO+v5srR7naeNKqzS8BhAmr3qn/0reycwHY/mHhX89YhCRYGjER73EYgQv1ZIzULVp5ju1wcwmAE0a4QIza1gNX4bS0/kezexA4YcG3qRz3qUcv24x//+CTraEgta7/DBaDsHmrRxO4ij6uaNtnCSah53Jrn6MCMFrDULlrYqTZU21kAa8eVujojlha4eg2Ste1kMtU/uvSGPtf11V1Lfmv5BgtZajrrc7Izoc81wtVuFi57X1S7mazt1vtDdrU1R1OdsINFeq+2sy1Z65CdDdl7VbuprX3rW9+aZL1WvDrK+pwMwc83anVAxzGYSHIwGAwOYB6Sg8FgcABHF25MiJd6WsCQLrQtzq82hO+8N0N0E/yf+cxnkqwb/E18V7so3XelPlv9HvOYxyRZD0NQx1Wtp9orNZXVz5mY1xal5tJmG/QtCDWJ7LrFUlRpTGE7WO0m9TIJ3YS7Ayyksx2cYcFNfZ1pgOokva7arYl8B1x4jUttpMx+visG2iKmXZL1AId+tz7lsZU6WyDwOpb2Sb/UJrbY4HAE6XxbYJ3VKa1TL1rqrc+p2Wxhz6KFtqtNta22K8Xc53P6Z22g3aSoveb+XR1lU0BeJ+3Wc3HeqwWzyy67LMm6bdFVKj3H3qteV4tMTWk54MLCTPf7dwujHeZi2+VJn9vCRJKDwWBwAPOQHAwGgwM4urottai+y5YhFzdvJcz2N9t/1BEWTvFpJc5VCa3YtaonVXRCjVNOSi3UpFndK/X0+BzL/7znPS/Jegy81OlrQU1ZNYXa7W1ve9uy3bH+VvKtbrcqJzWyxbHURQohha7dtZWUzdbPpgHUIlpJL6WRJpZaJbvWUJUAW/o86fFJ6HM9NlUUnRaV7Ciu6QevaX3G1fNsG2y6Rdpq+qN6WH3O67hlO69jdaHJtu1UCdR20v1OiErW138L+lx91ev87ne/e9luddl5laaAmlbRLmpvpcuFabB+3nSY6SLt1uthe6uqkdrNdMCW3Uwx6b/H+NwWJpIcDAaDAzi6cGNU2IjCt7IRSws7viV+9Ed/dNnuW1vt1rve9a5lu2+HTgU/+b9945gs903ngICq+x1KYWdJk+e+nSxINZpwcrn/++AHPzjJesKyb0o7UqoT9FgtGDVytntpK3pzXqR2q9bTwSP+bxPmRkhefnWrXdN6n91akLGw5CTuHqtDHNTKtuvKgRUWB5J14aY21ee2ZnUa5RuJNeKxgND5hMlOx9iiYbIu0rRA5/l4HbXdM57xjCRf2+dkCXYj1SfUcVqE6pR8NaHqO7fs5rXRbv1dC0NG/72O2kK79V6zS8fjbrFEu8l0nKK/ZTe3q8nU57xXe6zeU/pc9dNGwtptHyaSHAwGgwOYh+RgMBgcwNGFG8PeztEz8WzY2sStyVp1hqWrzjp0jeG20hmWq4dqEUe9lXTHhH5p2CMe8Yhln4nd0llb0KQbPW4psIWntnO5oJZwnl3btaQADvYoJVHHJk0rNVJfp77UQkFh8aJ281hdR9riW+nZfe5zn2WfKZMWB6RpW22HFtFcI7mFukPz/CzW1Sf0OYsRpdEWe/TZUjQ1dOr9XGu60E69jvqctrPVrhTQ9lh9rhTYFJY+12tuqsRURJd62Odz3jctZNkeqj65aTK1iVs+px9rtxZZTNt4r/YaWCSzhVO71efOPffcZZ+DNapxtQhraqvHqM9Z+KndLEwdg4kkB4PB4ADmITkYDAYHcHR12xC2lGNr2kiyq9JaZTLcLx13n3MCu9/v9+9dtsH2In9LmtLQ2hYxNWHVUX384x9f9jl9pd8rrVRn2POW+lj9tipfaimdcbs0bV+rX+m432/bX/dLM/177WIaxKq9ld/qAZ2IZLtb272cRCPNqv7U6r4tgdWqWbW12nvyeHpN9AnP82vZrhVXUx3a5mv5XCfPmFJQJWArbH1OvaI+V9s5y1Db9Ry0t75en9HnPK8tn9tnt96r+oF221rB0IldvX5+pymN+pz3jPeqVfOmmfRPU0hbPrfVzqnPmabY8rmTK3RuYSLJwWAwOICjCze+ofsGM5mrNqtvPRepUs/X5LrFEN8ujYhMQJ9zzjnLdrV1aqTUmdmp07e6je52P7Rw4xvNYkK/1ynqXas42b0hXZRMqEnr29g3sbq+fpdFBDtqei5GLWrSmsTWbh0akOyS5NpNWzkzs7/l7D67jnqN7a4w2uj3WuxRS9uowc+fhH9rxGB0pw63UaoFQOeZ9vf0ObV79TmJ1fnnn3/Kd2kjI18juUbf/pZ2qM8ZKWu7Xh+LFluDNfQDIZPqcRk124XSqM25o2pXey7eP1v3qnazSLplN6M377UyVO8lfa5FTv3ISLI+572qjXsu+9YI34eJJAeDweAA5iE5GAwGB3B04WYwGAx+LWIiycFgMDiAeUgOBoPBAcxDcjAYDA7gaAmQYlPHVRWKSft3ZQdKGCrIVc6hbKHSCnu7lVNcf/31p3y/spatUWT23CphqPBUWVDXQ/FY7Zfeknsoh/Lv2q3HaBpYu7V3VeGvEpzKXLSbcoYKor/1W7918+8dceX3KxfSbpV8Kfh3bZwO0FWi0WVXk52cyd9SplWJkefv35PtMXIOTN3yOX9Pn6vtlF/ZIFEpioOB3e48AH1O+ZTXtNfcHmHPpbKvL3/5y8u+Ldt5nW0gqJzJc9XnFLn3GL/+63fx0FYDg3ZRgtM+byWAW8J5+6n9e6V/2s2xbW5X2mMDg/dPxfXOALjTne60bFeWprRL/23/+NYciUOYSHIwGAwO4OhI0kXdu0C7byffZBVQK7Y10upb35UEnZLSiMa3jyuwNer0jbc1nDbZvakUoCp8t1WucCJLP2+UYzvYne985yTrSFU8/vGPX7bf/OY3J1lHQ77Jajd/SxvUboqoHSzbqNC2Loehtl1tn922ol4jIBedb4RhBOWyGD0WI3CXPujKj77pT+Kxj33sst1lLvw9RcmNHvQ5I61eR0XTCrx7vEbL/r22M/p08pXnWf/V52yvc/JT4VIQvc4KsLXd1/K5DppOkte97nVJ1tGTbXllGt6/W/ePrX6yrp6rUbM+1+9XjL7vXu352lapz50cypysV1Gt3bx/9K82t+yz2z5MJDkYDAYHcHQkefXVVy/bjYTMl9le1MWFrrrqqmWf+a5nP/vZSXYRabKONPsmMXfi35tbMJLdt/hVoz6jPyOtztHzt8w1nXXWWavf9DPJLnoy4hLXXHPNKce4rwWy7Vyvfe1rl31GE12UrNFBsrZLv9c8j7mknoO5POE5tE3O49NujWy0m9e4dnO+o1Fxc5nmj07iDW94w7Jdn/Pa2sp33nnnJUne+MY3LvvMnXc5ikbzyTr6KzvRj8zTNQ+o7fYtw9HjkiXoM41ktnKDSXLGGWckWfucEVdZly2p4sorr1y2azdbPI2k6nPeq0boz33uc5Os79WtvK62lpFs2U0bby314PHpP/U/o2Ltdre73S3J2m7OZu0ich7fMZhIcjAYDA5gHpKDwWBwAEe3JRoul5qYJDeEbujtRBan4XQVxBe+8IXLPpdfuN/97pdkTac++clPnvK/rlntNBCn6JQWeny3u93tlu2Od3cpAGlh6YoSJCls7eKMO2mYRZpSRRPL/m/tdsc73nHZJx392Mc+liR51atetexzFP5973vfJOtktTMLS51MAXgsFjVKeaT7ylRaMLJ4IfVvKsSJSfpQqa4TW066orbb8jn/3hSJ19YCQFeQvOSSS5Z9FjjOPvvsJOu0TNc5T3Z0XZ/TP29/+9sv25Ww6HP6ZOmyxRopbO3gWtv6ZP/X4/O3tEtTYhZm/N+mZk4//fRlnxKiTqHSbhZxu9SChaX6aZJcdNFFSZI3velNyz4LR8rtmpLQJ7Vr7WZhVZlU7eZkLVMaLeR5r2qLfZhIcjAYDA5gHpKDwWBwAEdXtw1rG84/6EEPWva5vMFll12WZK19dABvVfJSbKlWq1OOypeqdbisHRHSOmlfq6h2nnS1x2QXgjteXrrS6llXhUvW2qzS8H1Dd62g9hzvfe97L/tcpfH5z39+krUmVLpRG0qxtVu1aq6Gp916jmrWpCb+b+2mXV2ZsWmAn//5n988ltI46a+rTJZKWuk/CdMape+u3uhqgy960YuSrKmYx1vbSbE93tLFfT7XKqsU2G19pn6vT5jKqO22NLrJznaen/dSbbZv6K5az9JJh1Y7dLd2k7pLvUuHpdiiqQVXLdRu9UXTVdrFNEP1l6pmutpjsnsGeY20e9NVLnuhjrgVfo/lGEwkORgMBgdwdOHmla985bLdJK56PCOSapN8k3/mM59ZtvtGMIHr26P7G5EmyXOe85xlu4lhx/Or7TKS6ht0q6Mn2RU2jAo++9nPLtuNVj1Xo+oWOEyMq9N6+ctfvmxv2c2e10Yr9qO2yJXstHIWDIzEardXvOIVy76nP/3py/anP/3pJLu1wk8et33Y1braPeH/Ntq1v94iUe1p4UdNXKNaNakn15G+4oorlu0XvOAFSfb7XJP+7UZJ1sW+auMsatk9099+2ctetuyrLjVJPvShD53ynX6Xhb8HPvCBSdY+p46wyzLIvvzeRvpqAI0OG/Va4LDf+fLLL1+2ew95Hexi6WJlFgs9lv6u52okWB1tI9JkV6xJkg9+8INJ1suQeN8bTT/4wQ9Osu508hxb5JMJ1aeTXSea56omsj6iH6uj3IeJJAeDweAA5iE5GAwGB3A03bYtqiGw+y699NJl+y1veUuStabNlraG8FIt6USTtbZ1lcIkyVvf+tZT9km9XvrSly7bD3jAA5Ks6cT973//ZburCfY7k93whWTXGmcxyPNuYlwKbwhv4aZ2c99rXvOaU7a3xmIlu0KGdjPxXS2edKIUJtm1lj7hCU9Y9tmu9pKXvGTZbpqi+sEkuetd77psP/WpT02SXHvttcs+i0zXXXddkvWQia0ilnZTa5es0xq1nX5iKqOtmvqcFLTXbB+FbTFP21pgu+GGG5LsdIHJunDisbSgqQbwIQ95yLLdVEZt5O8nydvf/vYka3ttDZ2QwtvKZ8GrviTtNB1T/aI+IwVuu6UU1u9vQUq73/Oe91y2OyrNe87CiXarzvfMM89c9vm5FizVXKrFbkuqmlKvcX1Ou/3CL/xCvhYmkhwMBoMDmIfkYDAYHMDROklD5FYmDVutmLUVyJY6K5ul3uqZbA9q29AznvGMZZ/hfimweiwppHS1+i31dVbCq7kyrLeq2tY2Q/hWBJMdXT1ZmS2025Yuzpmapaa200np+nnnYUpXO7G5dO7k31UDFA996EOXbTMvrdZKE70GVRA87GEPW/apgGgLpnRbatO/W6k/CW1Xm+sn2q7UVFqq7eqz+pzn2/ZUtbv6d9MKpjf22bm2aXttsva5noupECvS9SltZ7qqtpMiC6vm9W/PRZ1k71Xvzy0Vgj6nH9Ruzk21FbD3qrZW52t6oz6n/tpz7DxJ7epErLauajenCNWuh2aYbmEiycFgMDiAows3qv9bTHBohW+qdkfYjeFk42qrnAunZq1Rn4lrtYddy8I3nolj36SFk6GN+t75zncmWa8LozawkahRscniRm9GiQ7b8LzbEbNvhmJt6OxBz6WFDe2ivvTud7/7Kd/vd9VuzmQ0KrD4VbewoGCnw/ve974ka7u69kinT1sw+O7v/u5luxpCO51OrnFj1FfbeexGb40w/T4jpl4Towx9rsUGE/3arlGMwx/8ffWiPZateyZJ3vGOdyRZd1s56KODL7SdHTudYeqkbiMuf7dRk0WwLfhdRo21gXbRbp19qV0810bN+qTRo2yh/q9dZB/VWjqZ33u1dvO5YMdOu2/040NMpphIcjAYDA5gHpKDwWBwAEcXbmwlKpyR51zBUldDfMP5JmZtg1Nj1wSrSXoT8k3GWkCxWCM1b/uc4/WlC9VcvfrVr1722SpYGi+dufnmm5ft0rR9dOaXfumXlu0240snHAzQ/S41asqiuj3bLtV0loaY+tBuTf6XdifrgoLUpsMGtJvDLmoDCw4WUkpvtdsHPvCBZbv6S4/vJExblP5LJfW57rfAZtK+uk8HYGi7pi3Uw0ohS+MtoJji2VoIS4qpz7WYoc9JIZuO0na33HLLsl3bWUQSLrnRe0i67vVvOsjrIB2tztjFyxxaYjtvYZqgPqXdPD632w7s521BrA7S5SlMZzVdY2GmaaFkd/+YOjgGE0kOBoPBAcxDcjAYDA7g6Oq2rUgNa9VDOa+u02CkclKHjsKvxipZV6TaVuh4e+l0W51c/3dfRbeUyiqsdKOn74xItVdqtgppVrWaVjeldIb2tYd2U/PVeYvazd/qvEln/6kwqN26KlyyblfrRBan00izTFOU+ktvrRy3sivldaXCUkJTJlbSazerm35Xsrbdls/Z/ta0ipVT6Xp9zgq8etROsXECjROH3vOe9yRZzyeUFkon245odd4USdMuXifbU9v6aNrE86p6RCrqvWKKpDbQbl1ZMtkta+H9qd26xEonFyXr2aydlKTPb6UJvFe3JvMku5SAdvPv9R/vX6l371VVB95LtYGKEdeK34eJJAeDweAAjo4k1TQ2alIPZZK7CWWLMc49rN7JpGvV8n6/hQTf1I2EumZwsk7QtlE+2enijJKMOm+66aYk6ynnvkmb0DeStcukyeCt7o5k3RW0dV5G6H3DmmQ3Qm3HjG9a38o9B6+Lx9LIxajfgoADHVoAcUiE17ADQSzWqD9tlGNi3k6LrpFsVHJy2IDRTzWc/o/n3m07v4xSP/7xj59yvFu200/8rUZKDlVpZJ6sO7Z63NpOfeeNN96YZO3/FvjqS0bedudUR+z1sMDnvbplN32uBUe1vxaZPvKRjyRZFzO912tjC1dGf2Vo2qfXIln7XCNkC7LeVy0Wquf1viyrcoiJTK1+r7bYgvI+TCQ5GAwGBzAPycFgMDiAo3WS6s9KR9UGSuFe+9rXJlkvE3D99dcv2x/+8IeTrEN0/95Wp64TnazX6C6dMVkt9bAdreP41ZS9+MUvXrZLB6QrLnrUeXdq7qQLTROYIBZSn2pNtZvUvUlo6UqpWbKjG1Jo1xDuchmen0sQFFIv50ne9ra3XbZrb3WD1cwlu+KRdKXFEY/BwlGLBMnXHtKQrFsIt3xOKlW9q2kZ18h+//vfn2R9nV1SpItftTiWJBdffPEpx2T7qT4nta/+0cKTszpbZJJWPulJT1q267NbLXnJzuekmkK7te3OY3nUox61bHcoSYuhyXrOZVM8+r+zVztj1OVVnC1baHcptOmkrifvPeNgmhbNtJsLu9VuppuaLkh2qZ0tzfchTCQ5GAwGBzAPycFgMDiAo+m2IXKrS+q8WiVOdnTY6pyr9rW9zUqkerpW32x5c5pHq1fSTqn3rbfeumy3gmhFWJ1Y19OWLqudaoVSaiP1rybN6rqQzrayqiZTatPqnvo85/TV7rY1+r+lVF1ZMEnucIc7LNulXlZdtdu73/3uZbvXxqq/syVrVyuJagxLs52y4rIapc2lwVuwylptm8frZ6s99HikYv28us8t27lCpz5XvaqpkE46Star9nWKjlRS2/Xv3h/qDDvtSZ9zFcemvvbZzt/t9bMFWLpcn9Nu3qttMbairH6zlW5bLPW56lulyD43VLXULj5rnNnZv3us2q3XRqWAaY4+V2yPPQYTSQ4Gg8EBHB1Jmgxu4cJijir/Jrw7qzFJTjvttGW7+jQHJqhP6xPfzhD1bY1ajQqcTG6DfhPKTZYn6zddtX37OksaaRoJnH/++ct236T7ph2r9WuEazHEQkSjGAsOnRGZ7HRgRqcmoav/NBI26mxy3gjeSdxGuC3CaDe1dI1Ga59kXdSoPR/72Mcu+9T61V98659Eo5xk2+fU+/V41S7e5S53WbYbKRqdbi2epQ3s0mrRbJ/P2VHTCNaimprh+vo+n6tO1qKFGtMeqxrUfeh64c4g3SooObRly27eqxZc63NG0moqu6iZ5+q5eK/Wnt73LUYmu4KM32VBqL74yEc+ctnnwm31uX2rCOzDRJKDwWBwAPOQHAwGgwM4ui3RdaurkZN+PfnJT162O55eHZrLAJSCmgw2mXvWWWclWQ8gePOb37xsN3FrS5stZg5taJHG7/dYun60ekV1htXCOU/PoRMt+EihpUHaqHMGncOpFrQJ9c7VS9Z0ttTcwQYm5Kv1c8afxa/SVxPj2k1K1gXCujhTsl5+obo+NXeeS3WQ0kgLFR3YoN1O6tf0uQ7/0J4WtVrE+OQnP7nsU/dZmq6eUYp8pzvdKcnaNl0/PtkNTTDVIW01bVKf02ccqlDtqsNTXAu7fu/xOeCi/qf213RPdcbJTpuqLbVbi3Wf+MQnln0WrJpm817VJ3o99Lmu757sCmoWaEyTmKZrakntrf7f1JlpGwttTUdZJLIg222vlamDfZhIcjAYDA5gHpKDwWBwAEfTbec9NoS2pczx89VpGfZb8WpFqu2JyW4GZbKrvhriOy2kle5nP/vZyz61i1bHSvGstFtp7CQhq+9W6tr6trXqWrIL7aVhzt5zYsqW3Wyh7Pla0Xbluv6u7X1utxorpbQq36qgbZe2kLliXymd7WqO7W96RUrrynWtkGpXq+6tajodx+uWrGdlNlWwbyXK+lxnOSbrtEqpr/aSYtZ20kYn/tTntlovk/WMz2p+9TnTBI9+9KOTrJeP+NjHPrZs1+dUYehzbRHUPqoQtu5V7WbVvjrKthcma7uWWjfdkWzfq1urnfp3UzFue82rW7XSrs9VM+k1Nr3SZ4Q+p906h9JKvamtfZhIcjAYDA5gHpKDwWBwAEeLyRX2NrRWCGy7ViumnQaUrEP4CpGtckm7rrjiiiRrKigFbvXszne+87LP9jepT8XUtjJJU1rBdBCvAuxOEXn4wx++7FOM3dSB6QTh0N0O+2zbWbJuEWy1tJOHku1R9lYE3e4kHCfZSEf6vS57YEVZSlUbmI1RbdCqudfQlEuvl5N6tuivdP0k9LlW9BUC63OtWKqCkP5XOG76w8p+fc7WSdUZbbtTaG1F2eUJajsbCbTdVVdddcqxaJumofb5XEX7pmKEjR9VZ2g3FQdVgrgMgj5Xu1nJl863XbLThJK1H11zzTVJ1qk37ea9Wmpti7J2u/baa0/5favfFc47jFslSel2Wy2PxUSSg8FgcABHF27U5rXx3hYxI8Emv9XdqRmrTstIwfaiJm4thvhb1dZdeOGFyz4jTXWKjbTUNhq9VSfWZHqybm3rMVoMcchCE9/u8/fVcvYY1Aaqy2sRx0uiXZ7xjGckWQ8YcPGsLlZlhGIk22t0ySWXLPscamG08Q3f8A2rY07WEUh1iRdccMGy74Ybbli2e736Pcl6jfH6k8dvcSFZJ9jrc/tsV59zFqFtkm2F0x7+vcfub+qf1SRadDBKNyKv31qg03ads+rwhs5tTHa203dc/Ko2VUepz23ZTW2g31u7eX/5W9URe22cc9nCnjpI7daoz3vV2ZiyUdlcoeaxhTDbGuvznoNDWSwWVquqZvqYFsWJJAeDweAA5iE5GAwGB3A03Van2CKFeinD/dKMarSSdeGmf3f8vYnr0nQLNxZGqid0bp7aKZPvbXG0Jc4QvElkE9MmydtCppmkdKVv0kDpvEWS2sDUgEnsUlvpinZrW5WFJ4tXLUSo5VP317ZC7a6mTK1pl2qQZmm3TrKxcKOmzWMoLCgU2s2CVrL2uaYiLKZIcetTFkssJJV2Sv9dlbLX1KKZk6dK1WwvVOeor1YnKN3Wdr1XpLj6f23n/aOdCu3pFC2LZS3COGNVu9Xn/C3vtfqcRS59pvdq1y1P1nar/3qv2t7qvVq7eXxS494rppMswlx00UVJ1veqrZvdr90t/u3DRJKDwWBwAPOQHAwGgwM4mm5bFay2yhBcalOdk3TmC1/4wrLdtjtbkqw0Vg+l9kyaVbptldfhrlbV24J4t7vdbdkn9Smls3rt+PpSwE7YSdYV37YgqseS2khjGvpL7aVvtat0X2p+r3vdK8m61coKZ6cIaVfb8PpbHpOr9Enfqj+T8tr61muoVu+JT3zisl1qJCU1jdB2MH3E9E2y7XPazpbOfre6Odsse/09B1dWrJ5P22n70kZ9TkWE1eOe85lnnrnsc2mLs88+O8laMWKLbSfTdDLRSfReUGNqpV07Nx0iRdVuPW7vX+/Vpou8Z1SqVC9rRVy79bfUKT/mMY9ZtqW+HbDrveoQ5O63eq0muEN51WQ6Baj6TVNzxyzlMJHkYDAYHMDRHTdGZ337qI3yrd3oQw2T0Ve7F5poTdbFkL71fDuZoG3iuG//ZDfDMlnPm6uOz4jGxYG61q+JZyOMRojO8zPaaHRopCt8U25pB31D963tYAQXg6rdLIpsdUL4pvet28jErhS3jcYbYdphomatXU8uOmbBqtGwBTMXzqo/2XFxEvpc7WzR6ctf/vKy3ehMvaFRRDtKnHuqLq/b+pzLBNQP3vjGNy77XIjLYkkjpa3lLpLddXQWoutat2Oni2gl6wWvaot9tnOeam3oAAqj2vqcdrNY95rXvCbJegalxZBqb/28hZ9Gu13GIVkPTXGOa5mIA2gsrNTn9H8ZaK+R94yRaO0i0zsGE0kOBoPBAcxDcjAYDA7g6MKN8xSrY9rXPiclKtRRdpS8tNAQuwlW5/kZNrfFyVbIJm2T9dCHrlwn3ZHulib7Xer1Sv2lzerAqk+TDrmes5StNMbCie1qbeY38a7dmtiWEpqEbsLcZQF++Id/eNmuJs1zNbXQARzJjjJKAz3vzj+0eCdN6371fdKwFie0m4MNkrV2sBRKn5NqtUVR26m3a4rGQpc+12EYX8vnPF9b2tSLtgjjSoCee+me18HvKvW3kObn6+tqCC0oeV69JtrW+673gj7psdS/tLUrGLZgdM455yz7TEfVFraQmrZxgEULpvqkhc3O//T+9l6tftgUlDrj3qsWhLssxyFMJDkYDAYHMA/JwWAwOICjq9tSh7Y6SZVuuummZbuVUTVwrkpWPZwUwLC5NMTKqDq0VuekgoboVnQ7ZUS6Ih0onXah+la8kx3NcqF5NWWFdEWYhihdlSZZle/i7OrfpD6tZkoRnOLT6TNWda3gVv9mC5uTeaQ2rSp6DbeWpTAd0JmMyY5mWYFWF3gMtF19TjXAddddt2yXqqnbdMZoUxHSdavTVQbYSqi2sLbTT6WtTt7plBznkqpt7TWxJbUV72Tnc9pu37zSLZiO2bpXXR6h96rqD6f8NB3lvWpqq3TZ1IYplqpevL9MMWm33sPOs5Qal2Z7TzjHsnaz6u8SMD0HUzLHYCLJwWAwOICjCzcmg/tWtEDh7Mfqu4y47HTom9QCyhve8IZlu5q2j3/848s+dV590zmh2MR1izXJbgaj3Ru+SZrkNfoygm004VAJo6cm+u0WUYdm4aaLKmk3k/f9XaMG7dZjMQmuFrVzItWBWUTrm9rfFF3XONlp1hwYoQ0b2at/dbv2sqBhlFYt6y233LLsc7Zksu5i6vri2s65iPU5bWfRqj6nPYxEGwW7IJeFrEbW+oERvXM1a0ftpR2rXdQe6nBbHPK3LIpVE6rPGWGrz+y9qk9rg14zFwczEqvdjPjU1rbjxmPRP2u3rVmRyVrz2KhWu6mfrs5Ru3nf9nngc8FovZpMFyA0Wt+HiSQHg8HgAOYhORgMBgdwdOHGwkR1UibGLYaUGltMUfO1tfyD6/62WGAmwMJPqYsJZgcEmJBvOG7LncfahLZJ9q0WMItB0tm2Y+0bAy+17xw96XopeLKjj+rItFtphm1nzuazyFJIN2pvE+8dz58k119//bJd+meLp3Zri6EDJdQV9rylrBZ+uoSB1/UktoYfaDspZn/HYp62K121OFW9brJro9xXTCwFtE3OFkfb8kphXZBKn+q2tvNcet5bGsFktzidxRAhRW2azFY9i0hNeamD9PP9nC2izpPsdTH1oM/1Gmg3fc6Cb+/VRz3qUcu+LZ9Ts21qq8dtGs/iWn1O/z8GE0kOBoPBAcxDcjAYDA7g/9VqiQ3zpTNqo1pJszonNejsRqmW7V6l0U4bkWI2nFYPpqbNSnhDazV3huv9rs43TLZbnZxC5HeVZkgxpITSzdpAW0ltSnGtBErjqyDw+23B6nFL8bVrj0VtpJOcrBaXHpnSkB52HL+zA135rnZzduHP/uzPLttNmWhrq5bJuqJaX9Hn9I+tpS30ry2fU3vb/VvV1GTnU56DPmdFt98lhTUtUp+zIqz/9Bys1EsbS/33+ZyzUev/pi604da9qs9trRWvz7Xd1+/X57p8iBOg9G8r7T3WfXarL5nu8lir2tBufldThvqAPrsPE0kOBoPBARxduPFN0zeYb2JV8n162wh/4403LtuNANVRqqfr95sMfuQjH7lsd5qwujyjCufwNSLy7dphBslOf2f06Ru6b1ojTYs4PVcX3BJb+krfuhaMGuHZ/aAOskUJf8u3cr9fcnD++ecv2+973/uSrLWGFt+0Yd+2MgiT5C04qY/1rdyoUFubUG/XhdflJDy3XhOP0e6aRnguRtZEfbLtc0aC7RjR55x1+KEPfSjJWpdnRObk7fqc10k7tHCjPbRd/Vq9ogtp1U/0Q+HQiEZa3qt2dPU6OgXdAl4jWAdFaLcetz537rnnLtsdgOG9KpPyXi1r8RrZ6dZoVMZjJFmfM0LXbtXh/mq6l5KJJAeDweAg5iE5GAwGB3B04WYwGAx+LWIiycFgMDiAeUgOBoPBAcxDcjAYDA5gHpKDwWBwAPOQHAwGgwOYh+RgMBgcwDwkB4PB4ADmITkYDAYHMA/JwWAwOID/B4XRiGlD24s2AAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 240, D: 1.724, G:1.174\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 260, D: 1.691, G:0.8409\n" - ] - }, - { - "data": { - "image/png": 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KbbpIVTdqtOXYM6mmM3boUJVmnKPTzVZbbbUyx5hKUyupS+2iis7adzfffLOkOnaRzoSI2pKWGkx5Yvoe07lMU7i9KbbU0TSmo9H54O123HHHMsd78Oabb0qqnSWsr2gnFutNUoZ2mEkd1aWjg/TSDiPG+tG8YmpD6hNRVqZtDhrUaRaw7EjJaYIxjeZ9JMW1nHbeeefwfD788ENJdSojnVKmw6whue6665YxnRGWM9eOHUdSJzvWaCTdtcz5zPFc/fzQFNMyQ1huNGfRBOPnknSfa87bsekZ4fhHyo21M0397ayS6phnFvnwuqVDmNTcDiPGSfJcvR3NAVEdUpr+KPcWUpNMJBKJHuRLMpFIJHowcpxk1FVsWD070h3C1INpi4y9MmViqhaphb3erBJ01113lTHL9ptCHnPMMWWOsVOmtquvvnqZY0UTmxbopSWFNLVpVROJKutQbqTe3hdj4kgd3HrALSck6dRTTy1jx6yxfzbpvOV11VVXlTnKjSaT3XffXVKXIirVKYa+R2yHwFjTSG6kOR73xfpRNh63agH6ntA8wGOvueaakjqThFS3BDH1Zdweaes999wjqZadu3ZKdRytu1EydpBrznGApJKOkeW18PxplrDs6HEmovXFuaizIs1RXHOOfqDHmamwNrfwWeW5Wp6sqMTnlv/rWGemQDJCwNSdJg+2FKG8DJpsbBLri82NkJpkIpFI9GBkTZKFFvz155c+MixzG7697dihZsLiCdYEbUyXOs1G6ooFbLjhhmWO2h+Nsf5q07BN7crNnqiR8QvtvsCM6WQcmWXR6t9LJ4oN+Yxpo7PCcqPDizGTjj1kHU1qyJY3tSk6x6xhshjBnXfeWcY8L8dc8vwoN1eRZoYKY9r81SeboMPA85ETzIhiB7nOuKa8H8ZqUnZ27HBNWfPmtVGLnzBhQhlbk9x+++3LHDO+qBGbnZBdUHYuHnLppZeWOcbbWvaUJ58l/29LdnRo2bHB9UkHm+cZ+8t77jHXFJ8Va2f83WtD6mKiueZY75TOKRcv4fPLNeN3wFlnnVXmmEnnNcd4Xj6rlkXfmouQmmQikUj0IF+SiUQi0YOR6TbphFV0GrapFlutZQoY4whNF1gmnqX9XciBxnA6bkxXaKhlnUGn70ld72NSL8asnXfeeZJqGsfr8rWwlQD3ZVlEDb2kOFaP+yLNcZwXaRYN25YbaSjl5rhS7pOl9t2gihSHMZmbbLJJGTvWjWYGOrfcToPUiPfYNIgpnowbtCxabTekOA2S64AU1nJmjB2plk07lB3NPd/85jfH7JOyMdWjA4QxmaSTrgfKe08Hl9s60AREB4Ovm+s/Ss9ryY6xg5Yz98/14WMxLZf/a4cOUx3ZSsLXRYrO9W3qzTXHfVFudsJQLhtvvHEZO76UZgw+q5Z3q9WKZdHqV95CapKJRCLRg3xJJhKJRA9GTktkbKA3Id2N0hYJ/u4xvdP0eDkFil3T2D/acYL0iJN20oNpGs70PNcOlLq0QdIFer9MIUnHGRMaVVFh/B7pgNV9yjLqV0758XfvixSE3mmnKzL+j15/y8Ul9aWa0tKza5r83nvvlTl6sk2pSO0oF/9OuTBd05SPkQSDaYu8dq85xvBFnSr5O+m/90XZsYbptttuK6lujcE4SMf0OhpCqikq4/mcosfYQq45r3/SSkYWeE3RrEPZ2DRAUwh/57M2TG5RPCvl5rXqntdSXZ1ru+22k1THTjL21inGjh2V6phMRmrYvMG2F2yxYfMJr5vPqk1TpOMcm4ZTrlHa4iBSk0wkEoke5EsykUgkejAy3aaKbrWVdIFqq1V0brPooouWsT11TB+kJ/Ktt96SVHu+TDGkLtiaaj0ri0TtFV599dUyR6+l6QDpyIwZM8rYFJIUmd4/B+a2OrCRujiwnDSNFNQ0iftnCpZT2+gxpozfeOMNSV2hVKmuzuKA5JbcGJztZcEWGwxyN3UnxabcTP9Imempd7QEqSEpp1RHDNgrTY8xqbzlQM8qqxY5MoDriPfMsqOHn9EX9iSz5QKjJCg7e+C9jqU6yN0yJcWlOchrgmtnmOxIt7mdr5dmkWjN8T7xuixvBrNTxjZD8Fl1AobUrXmmLa611lplzIgHnws7K7ISmFt38F3DNed5PhNcQ75HfWsuQmqSiUQi0YNZKnBhwym1P77d/b/8UvPr4C+diw5Iddl8p4vxK0HHjOtFUsvhF2HatGll7B7ahx12WJlbZpllynjuueeWVLc84Hl7zOunphjV1iRoWHYMH+O4aFiOHDu8Rn8h3Z9bqmseunc5C2DQMO6vPftu02HFOoDXXnvtmHNlHUrX5LzxxhvHnJ8U186k1mm59aWIUc52KvF8qElGDgrKwRoFm0zxel3X8Ac/+EGZY8zlZpttJqlex7znrHdq2dHJw7W+4IILSqq1K8rO95/yopyGyY5yi2IHqUn6Gqhd0VnnZ9Wxy1Kt9bqPOZ1UTFG0E5aFRXjf2GPecqPWyjVnudEZyfP2dQ97VjMtMZFIJP4HkS/JRCKR6MHIdJuGY6vrVIujMuhRPUCpo+lU61lRZZ111pHUqfJSTaGtYptKSzVNcsqc1NXsY73KqK91ywhu0LBN00JUHp9g6pjjs+gQYMyX6QB9aZSrDeKk0Oxn7LhTys0OCe7/pptuKnOk3qyV6BTEKVOmlDmaV0xFSRN5rpZL5OTidn2G80h2dB5FsiNIK33uXCeMwXP8JKsqscOm7y/jUkkVuX5NrdnXm84UrznKJqoGRXlTtl6LvD6CqZs255BuU25Gq6KXnautNWdHF9cczWR+rlhDkmmN7AFvJ+IFF1xQ5igDmw5oUolkwGeVv0dmjFGQmmQikUj0IF+SiUQi0YOR6TbVfVeWYRpbRHdIS6kCW4Um1SItdCn9DTbYoMyxeospNNOj2AGRnvLx48dLqmMT6bUk5YnO1ao5VXzGvDl2MdqPVMenOWaN1xqle5J6Mc7L1IfUnt5Wy4ApZKxUs/baa0uq0/HYLZGpn07TI0Vm6p3Pi3KhScb3ntfnSAKpo2+khoOg7BxvRy8pTST2aDJ2l1TNsqNsmb5q7+0qq6wy5piStNFGG0mSpk6dWua4PkknnarHlEs+K04FbbVnMN2l7NiV0p5kxhkTjNm0SYzXyntmkJZyzfn+0ATENbf44otL6taWVD+rjomkmYKecrbLcAQB7ztpvs+rldbr54ImID6ro6y5CKlJJhKJRA++UoELZi+wblsUI+f+1lIX58gYqKgMO+Ox+CV1YQvGZtnZI9VR+pMmTZLU9ZGW6q+qa9i1mppFmSORY4eaZKvvtuXh8vxSnexvzYKaIgt/uGc0tR0a4Z2JQ8M5M51cZ9OZC1Kd/cCvruMG55133jLH+DfGqhlkDtZmmJ0RZfRE/doNOjssE2qjrAcZGeXp2PM6YP9nys6ODTanW2SRRcrYmjUdP7wPXHN2/jCzi+zFrSB4rrzn1oaHyY61Qlt9t73meH7MWorWHLVix3qylihrW9qRRifXuHHjytitVvissrYmmc6ee+4pqZY7t3OzNMZBUoZmu3wWI4cyGcZgr/cIqUkmEolED/IlmUgkEj2YpQIXVndpbKaBf84555RUpxKSdnp7UgAbbaXO8cIOiTSim8bst99+Zc70UKqN6+7Wduihh5Y59kA2jaEKP6JIJHXXxe3pkKIR3JSmRZNMM1gYgZTL1IIU2A4FqYslNTWUapOI5UZZuNexVDvCJk6cKKnugUwjuqlqKwUscg5QrqZErZhQKb52OivoGFliiSUk1amIpFXenlSQJhqbdthdkm0OXCjk6KOPLnO77rprGbNvdiQ7Om7smKC8vqrsSBtJN0236awgdbcZiiYYrllvT1rs65O6Z5UtUxgHbNPS5MmTyxzXHM02pvTshki5+X7TjMf1F9XGpIxsvuEc31stpCaZSCQSPciXZCKRSPRgZLodxcORVrLGoevdtTzGVocZT8W0LntxWSGHdN1xgPSGstQ+aZQrrZDORHSE50czgq+R3v1I3afazzFj+ezJpXectfccy0lZ838tN1Iftriw1590itcyYcIESTWtpfc8khvvAT3Rlic9+fzd583rjyoC8b4MVmehicc0m+dD2Zn+cx9cn5apK8lI0hlnnFHGpoOt63XlJZ4v400Zm+rKSNwXUyx9XpQduzT6/kRtGKQuiqDlHedatcmBkQdRVAopKuXmeXrqueb2339/Se16ll5zpLWMjeSac7osj08zga8hanUhdfKOYic5bqVLt5CaZCKRSPRgZE2SvXIdn8avD79efrvzjc+vqr9u/BJG2hePSSO+v0qMPeP2/PrYSP6Nb3yjzDE+bliye9T0jMeyhkIx8uvE+E7HZ7YaqPkLTw2ZWqG1dWogUdMx9iCnLHw/WGCA18+CJXZu2Qkn1fJuFVcYBK+VcvF6iTQkY+GFFy5jx8u1GlpZq6Ts2CveThiuQ167tQ9q6VxzBmNsub4pO2fUcP3SWehziLLUpOFrzrKjPCk7xpI6rpP7oty8prjO6ASyhktNkediuTH2l3LzeXHN8Z5Ha46OH1Yuj4qhRDLk/qNnlRil2EVqkolEItGDfEkmEolED0am26SFEcWM1F7SDcZMmi4w5o3Nu/w74wlp+LU6z1L8rIsY9cCmqh1R0KhntNRRD25P00LUcoHUhEbkiGJyO4NxkKy5aZpEikIK7N9ZO5By83UvtthiZe7ll18uY9JTy4X3nc45y5jXSueD72fU45ljXv9gihgdbP6/llPMMmUcJONNfR94DUwJ9b74O6m5Zcc0T8ou6h/Oa6e5x9dJkwXvqR14XDtcf5Ydr5/xttF2UTwhx6ToLGRiuVMu7NXua6RjKnpWmWrIpnxRD2xeF98Rvh80LdBx4/UbtRGRujXC/Udpi4NITTKRSCR6kC/JRCKR6MHIdJtl8+0xbnlGreJGFTqkzisXqcL8vXVqkZeKiLyCnIvi+VopYqYRpDOkAFFaE71w9A67+grlQrmaBnD7qLf5sPi5FrXydqPINeo3TkoVxaxFcbM0o7DKkKkRz3VQlqSA9nKS3rOnuK+TFJb0ParmFHmHOdcysUTg71EtzYjG81ooO0c5sAZqJLtWWiLNXJYb1xzjS32NPBd6ui2PqHYnr7VlepuZZzV6L9B05HPkuUbvIEavRGYOnv8oURqpSSYSiUQPRq5MTo0g6jHNN7rfztTIotiqVuR71EM5ivOKYscGj+t9MfOE2pm3o4bBr6INy60vpb+krWrHrN1nGbWKQlhDoFbB//U10HDNcWSYjjKleK8otyhulc4zfqEtryh7idfSgrVGagqDoIPAcuJ9oEbh/VEz4Pn4/lC2Ua/4lrNkZmTneWreXAfOSGEBDt5nVuaOzsWsjAU4CB4r6kVNGVhurR7fLnbBdRrFFlIWPFevj1ZGUJTxQscp3zt+7rnmeF10nhl8FqzB876MgtQkE4lEogf5kkwkEokejOy4SSQSif+NSE0ykUgkepAvyUQikehBviQTiUSiByOHAA3LgYxCAOj2Z/ku5hsb7GHjlpXcnsHq7nvB8BHmgEYhQATP1SEODIvgNg5HYKAzw4ksAwbgMkQikhuPHwUpM6yBweguJcUQJAYZu4AqwyooN5fNYggEzzsK7WrlmTuMZbC8mWEZUW4M3XA4B5MMBkNLonoAlOewXjAs6uywGF4jA/kdajKsdBxDohjAHcmOiELYWr1aLDvmjlN23hdDoLivSG6tNRe1f2b7ZT9rlDUD4x2uxOeHcvWaY14/w8NaiQ8RLIPWs+p7wzXNcCJfQ1TboQ+pSSYSiUQPRtYkqTX6jc8vBouK+kvFtzi/hFHxTFa78Ruf27Nii7/EraDrqDArv1IsL+99sHIIA8OtCXGfTHVy2ldLk4gCuxkEHFVU4fnxvKJWEixm6v1T0x0mN36JozQ8zvG8rMXwdwZH+3fKnZqZA3/7NLAomYDsgcHtlnOr6pCvmftkZSrPc52a0XD/1N5aCQaWXavQbZS2yHsW/U7t37JrBabwWAZTEXld/l+u06hbIteMtUOpu0Y+M/zd+28Vt+X9cCB/qyi1tT7eIwb/W25cp9RgvV5mNqAnNclEIpHowSzVk7RGQG5P25NtFq2vh20GtG3QphjZ7vilta2GX0z+zv26Nl6ruZbneSyKxMfgF4vXHaVtURbcb1QKn/uyXKPmX9wvv448VlQgINL+eC38nczAbQp4/lGDqGGpo1w3PFfLjbawwQIX0f2nnCknazKttEGvGWo8kU0vSqmTunRHXg/lSC35888/l1TLg+cdyS5aczwW0y39eytFc2aeVbMiyo1rwkU22DyMaZM+h9az6GNFfgCp1pDNelq1WX1drbYW0bMayY1rjnbfFlKTTCQSiR7kSzKRSCR6MLLjhohq71GFtsOFnc5IDawOk2JHtLRl9I9q5LFaCI/l2pEMC2hRRIP7jaqY8LpNY0gxWrDcGDYTtXfg75ERm3SJ12qHUKtzZFQlhdQpqprTMh1EiK6rFeZimkNq2AdfJ+8DtzVFbHVD9P+SflG2Dh/hHGXnsBX+zjVFRKEqUcuEVodNy6615izHyEEzuF+fA7enGcHONjoQGdpkuXLtkI5HcqPD1e8F3heGAEWtGlili/v1dfH6omeVcxx7fY7yrBKpSSYSiUQP8iWZSCQSPRiZbkeeQlJsUi3HYVGtXWCBBcrYFIB0nCq4VWRShIiaO8NEkjbbbLMyfvDBB8vYnu4o3krqvHukG6Qj3o5UMfqdmS8Ej+vrbhWqNaWhXNk50fSKcWikJr6uKA6V50K5bbnllmV89913l7HNGzRNUAb+nfcwyvqIKDHnGb83CB7b64sUk7TL64fHmGOOOcbsk9fONed9RfRM6igwzRObbrppGd9///1lbNrYkp3NSYzzbMX5GrzuqLMjQYrqZ5Vrjtfl7Dc+q8yO87EYB822EvY+8/x5D3wtXKebb755GT/++ONlzLYq0bX4d8otMlO0upVaBoxzHgWpSSYSiUQPRo6T5BvZXzB+Vfm73+TUiKIYOWo8bPrkLx2/GNttt10Z33777ZKkvffeu8w98MADZcyYrpdeeklS/ZXiuSyzzDKSpCeeeKLM8UtuIzQ1aZbHj/LU+XXjVzVyIkUZNa04r6h9A5th+RyoIW277bZlbLntvvvuZe7hhx8uYzrH3BuZWTSMtVt++eUlSc8884wi0Hhv0LlmDaHVwkOqZW7Z8Rx4n3ztlB3XV+QMidoftGR3xx13SJL222+/Mmd5SnXs6ptvvimp3Tfea+7ZZ58tc3wMfZ95/XzWItm1cuydoUQmxjXnZzXKQpO6+0jHC7V//07tcuONNy5jr68DDzywzN14441lzJoN06dPl1RrtdQKveYee+wxRfC58FlnxpllRK03ah8xiNQkE4lEogf5kkwkEokejOy4IY2x6t2Km1trrbUkSY8++miZY2EC04W11167zJFCmvJYvZakSZMmlfHTTz8tqS6FtdJKK5XxhhtuOOa4r7zyypjtJWnGjBmS6l7apIpOMSMFII2y6h4ZnaU4ra/Vl3iVVVaRVFNYnpf/d9llly1zpAum5pTFPvvsU8a+Hyy/tsYaa5TxeuutV8amj5aPVFPz1157TVJ93aTmn332maTaYUC5mvq0ukxKsexatHK55ZaTJD333HNljufm7Sg70k7TRcru8MMPL+OnnnpKUm3KWXrppct45513LmM7Bp588skyR8fO22+/LaldAMbnQnMVx15zkUlDqp9VO6KiAhxSd/9pbqLpwNhggw3KmGvuk08+kVQ/q1xzb731lqT6mVlxxRXD/Z511lmSOnOF1Mld6swTvK+8hzbP8fq5vmxqaT2rLaQmmUgkEj3Il2QikUj04CtVAaInkHTAqj29uPRe29PG37m9Yw6ZCkWP2PPPPy+p9uxShadX3Kr/8ccfX+auv/76MrZp4LDDDhtzflJHs+n9o8fZ3lZ6zGg6iDy0TPsiHfCt4O/zzDNPGVselBvNAL4v3P6mm24q45dffllSbaYgZeR+99hjD0nSSSedVOYuueSSMt5oo40k1XLjevB5kRJSrqbPLblJtSnCcqJ3m/fEa473hp5TyySq4CR1FJNe6Ntuu62MTZ0XXXTRMrfCCiuUMa/d8ZPnnntumbviiivKeMKECZKkQw45pMzxvEwXowpOUmx6oNeeay6KROF1ex+8bsZJRs8qzSo2P3B7XqvNH3PNNVeZo8mD92unnXaSJB199NFljiYem1SOOOKIMsf4S8uLdJvryzJoya2F1CQTiUSiByNrkvx62MFAoyrf2HY2MC6O2Q82TFMLokblOCgauxmTdsMNN0iqM09ojKUR3OdA7ZFfbY8Zs0ZYQ+GXkFXUI+M5v26U21JLLSWpiweTarnZuM2vPuXm7JaomIgkvfDCC5Kke+65p8zdfPPNZWxtnLFj1FaoyXlZXHPNNWWO2oy1WjpKaNC3Fkht/9NPPy1jXwMdCtQ0pfo+WoN7/fXXw+N5LVGLZhaUZUpDP50JdlCRsXidSdJ9990nqa4ET6caHyNrR1deeeWYOalb/3SKRRk3rO9pB6LUyYXHZBwjnys/q3RWUm5en5Q9mYZZWasG5F133SWpjl2k3Pzcvf/++2WOGj7Xr+Vy7bXXljneT2uzZkRSLTfLg+zrnXfeGXOtXHN8VltITTKRSCR6kC/JRCKR6MEsOW48ZvEFpuo57cqxdFKdAmYV+bjjjitzNHI7JnL99dcvc5tsskkZOybt3XffLXNOP5S6GD1J2mabbSR1zh6pjuPycRdccMEyR7ow++yzS6opNmmnjeStNgeR3Niyk9TXMWuksEwVNDWmM4VG7oMPPlhSXexjq622KmOnizlOT6qpCymdnQ/Tpk0rc0ceeWQZW26LLLJImSNN+va3vy2pa0kq1cb9qG1Gn+PGsmOMJ8/XRn2nU0p1TKNx8sknlzHXn+VI2a255pplvNtuu0mq7w2pHK/TKbSkoHQ2WHakhTQnOe2P1xe17qXs6ICIGuHNP//8ZY4tnR0X+uKLL445PsF0zKlTp5bxXnvtJal+Vjl2aiefH7cGkepmbF6rNhtJ0tZbb13Gl112maTaBPXQQw+Vse83zTqU2yhrLkJqkolEItGDfEkmEolED0ZOS4xq49FjRa+hU5xa5eWdwvTBBx+UuXPOOaeMp0yZIqlLU5JqL5Q90pdeemmZO+igg8qYKrg9cfTY0cKw8sorV+c8eN4+FukKr9tmBNYpJOhJs1eRNI3HciUjUnR670wp33jjjTLHmLRIboxvc9ohva77779/Gd97771lbM8qTQOU25JLLimpTqGM5EZPJqmVPcOtFghSLDt3v5Rq2kRzisF74jVHKkbzwDHHHCNJOuWUU8oc423t/aX3m2uOdNmy45ph7J5jU5m2G3WVpHeb9U7tlR+MBjCiZ5UmFkY0PPLII5LiFE2pMzlQFl5nknTaaadJks4444wyx/hm3zdGWXDN0XTlNcGICEaHOKa59az6WKTjNGc5AmYUjzaRmmQikUj0YGTHzRJLLFHGdozwjcw3ug2ojJNkbJUN2/w6sSK0jfM0kkf9kvl1ZhQ/tRN/XejkceV0HteJ+lKdceBr5bH4hbdmw9gzfh3p3LJm06rt5+wIfokpN1d0ptypaY4bN05SHV/KwiKWC+MPWZggqgRPIzsdYj4utUNq69ZGqA3yC+/7wfMfrKhup5nUrRU6f6h9WU6UDWNn7RRgvCLXiSvnOx5SqitY854aZiFSLTvfZ2qtdJZY06PsGNPp9cm1QcentaNWQ6zFF1+8jKNnlZqkM42YMcT4UdcepUZGDd7POh2nUVEJyodFRChXy43xz2QD/l/KkmvOjq4ok4rXEMW09iE1yUQikehBviQTiUSiByPTbaqwpgFUlUkHTLVouCbFNcXafvvtyxzVXtMUUhCmVZkO23kgSauvvnoZMybNhTWottMZcfXVV0uqKQqph2k4KQpTpSw+pqjRjBD11Sb1YDMny43FQJiiaOrC9guM83KaG+PvKDfHLrIwA+tJHnXUUWXscyBl5HYXX3yxpNoMQ/pqudGJQDptuZESD/YFp+yilgWUue8ZKTrNPV5zjLvjfbTZhHGYTFX1fimD8ePHlzFjb+144PHtdJM6Z9tiiy1W5kiHTTejJnJSJzum9PFamJZo+XOd8Fn1c8FnldTaYL1MnovNMdwnnWgLLbSQpC4lV+ocMFJdJ9Zrjs8PnTi33nqrpHrNUcaWW+RAJGhOiHrRDyI1yUQikehBviQTiUSiByPHSdILGfXa5dg0gXGQpF3rrruupDpVyXFqUueldYURqfbIuj/0BRdcUOZYkYgeYdeoO++888ocVWzTAdajZJylKTKtEvTemYaPorZbRtwXx6aX9LSTOtibynRPptmdcMIJkuqYPZ6rY9Wuu+66MXNSTd+chseYS1bA8T2i3NhD2aB3m/t3/FsrvlSK+3i3rEOWE9MD6YW1F59rjtcWebcZGWA5MU6S65NeVKeNstYm03YtO9JGrl8/K7xWrn+vuVacJD3dBmU57Fnl726vwPRVxkTaDMFWFTShuMskt6EnnDL2muP/0kxgkwBroLLiFc0zBk0PHtOcNgpSk0wkEokejKxJfve73y1j1zWks4VvZ3+1uA0N03ZQMHbx9NNPL2PHp/HrNnHixDL214N9kfmF5xfWTgyeH6P4d9hhB0nS2WefXeaojdhJxGIDjJO0sbhV4ZiOhJ/85CeSasN39FWjw4rOEBvnWxq4NWg6W/bcc88yttxcvEKqtSGel8+bDgEWPth1110lSWeeeWaZo4wcHxplPEjdGuirDM31Y02MmgVlY62LBUEYU2kDPmU3efLkMefGzBZXX5e6CtlsMkeNnQ4EO5S4DuksMLuhxkTHptcsZcftrX23tGrWPvWaoyzoDIyeVbIi3yfK7dhjjy1jy5tyo0PVWVxchxdddFEZU252/vD8qKFvueWWkmpWSLnZ6cZzYRylnUyj9NomUpNMJBKJHuRLMpFIJHowMt2mWhv1TGaclGkX6QL/1xSV8XxMRXKqE9PCSDds4KVhnvti/2gXYKCDgP2+3dyKFIMxoVbdSbGZFmUjN8+V4P+aWtKYTDpuhw1lzf91LB/jKCk3N5hi/CqvxXGpdAbx+K69KXUxgjatSHWdQNf2Ix2nc8HXzThQOi8sCxruB0E5mCLxeqJ9k6rxfCxbx4pKdVqgnWJ0WtAB6DqTjF1kyqnND1Ln5OCaM1WUpMsvv1xSbYKaGdn5HFs9y2n28P8yppTPkvfLbWgWsdyYqsvn2nSYsmL66d577y2pdtyydiupr+XGNUW6bIcjzXx0Bnqt8lnkPR72rLaQmmQikUj0IF+SiUQi0YOR0xJJB6wik3owbS+KLSTFczwTKYhTjqTO+8f0QtdalLp6jkyVYoUaendNJ998880yR++Yr4s0jR5UUxNSgKgjH6kVPYmR3Eg9GNvlecYW8nfvi60s2Fd7xx13lCSdeuqpZY5xf6bmlLu9n1JNo0zzWb+RcammeqSBhLenB5pysaecKWiDFVl47ZYdTSxcf15rLdl5/bE9A/tqe825PqJUy9aRGPvuu2+ZI5VjbKvpHOcYveHz4jqil98Ukil1XJM2UZCu83det+VCudFkYblSbtGzSrlxTXnNuXWI1MUxS9Jbb70lqTORSTW1p7nIMcuMemGrkijFMuoSyXXGNWUPPs04WQUokUgkviLyJZlIJBI9GJluMwDbQZv03JIaWEWnWu8m6VJHjekRpxfXVURcZFaqA5lNoe+8884yxwBWUjxTFwamM3DWrRQoBlbOsTrPa6FHLWp6T3Wf29nrR3WfcjN95DbuPCl11JZyI3V3W4ctttiizNEr7zHlRk8/z8vXwyBitmJwYC5T4Nhxzx52mmF4XQ6iJ2UepD7c1veM9J7/bzrJbSg7mxW4jkhL7VllggKD+u0VZydNyo7REaaubJlAj6/XImXHDoGmk1xTlJ3Xd6vrH59Ve4dJcUlRbcLhmmYxYSdW0CNOr7q7U7K6EmXs+8Gum6w4xGgCXw/bm7Aq0+uvvy6pDjBnCrHNF7wWvlds2uGai4opDyI1yUQikejByHGSTFmzY4RxXJERml9q9kP214u1+dhQyv2dWVCBWqsdF/w6Ea+88koZu8cx69axn7KLDLDoA50tvm4a1qMex1FRgcH/taGfqXPUJK3NUm7UgD3PXtdsJuV6kGxURoeWNUx/kaXa4cQiBm6yRk2Umpk1dzo/+IW2NkW5RL/3pSUyhs5OJcbjUZO07Kh92WnAY7N+JgtyOL2S2zA91Y4LFmfgveO+7LigxsV6pdbUqJVSK/SaopZFTdGy4+8EZWrHCJ9VapK+P3TckBFYg+WzyufO/cpba8qOLjqxqN2xN/mFF14oSdpll13KHGvOug6sa8BKsWOTsuJ6iOQ6ClKTTCQSiR7kSzKRSCR6MDLdprru+Cwatpm+FtXDI113ihTj8hiDt/HGG0uSTjzxxDLHGorGgw8+WMak2E6Zkzpqzio/NILboE+Kzfgz0yBShKjbYYtuM+0ukhupSURBacZwuiYdAm6jIHV1OtmGgWYO3w/G/9FIPnXq1DJ2iqPNFVK9Bny/6TjiuXqecuPvpkl9cWpMj/O2rXYPwyiq7zlpH2mbnTCMzSWF9H5vueWWMkfZOdVQ6jp3si88z9smEMqOcvA64Jrk7zYdDHaXNGiSsIOMqXhcc6T5Bp0ZdgLx+WZvctNh1s7ks2qTA3u6s282e8DbpMFYVZo07HzimqKT1vcoWjdS3HZmFKQmmUgkEj3Il2QikUj0YGS6TRXdHcxIcSO1nal+9PRZHabay/Q3e05NW6Tay2q1nIV22bmOHlcX1aVazmOxOko055hHeslYxcQpVPRYE5SbaTZpHCmXQYrAmC8fg+fCOEZ7n11yX6q7zbmKDykjPf2cd7wgi6IyXcwyYlwiYSrIc2XVHMdZRvI3aPYw1afHmbIz1SI9i2RHUwY92V5zLO7M2EabH7i26PGl6cdFjRl3yvQ7Pwt8Zniufi74O+MFvS9uQ/CeObaVJhpGGVgeNF0wJtJmCtJtmiwcHULvPc1JjnWm6YHxz2wf4sK8jDNmXKzjHGnaogxskqDcFl100TJ2HHHfmouQmmQikUj0YJb6bvtNTs2Ayf5+k9NwziwPx04x7o6xWzYyT58+vcxRe9tuu+0kddqIJK200kplzIya4447TlJc0l7qCmfQCE4NxV9QasL86lqDoSbJLzk1Lcf9sR4knVeWG8+Fmstee+0lSVp11VXDY1lrZL9oys1FBqhVMG6QWqcdGOxRTi3OsYCMr+N527nF7A+2qoj6lQ+2sqAWajnz3rJMv+8ZYyspO9d7ZBMpOkPMbigbrm/H7lE7pCZJ2R1yyCGSau2P99laJ7VanrdlRy2JTMigbMk+omeVGhUdTtYqqZ2RoblwBbNweJ/8XNBZw+w3a+aM11199dXLmNljflZZu5L32C00ImeN1D2XdNzwXKPamqM0BUtNMpFIJHqQL8lEIpHowch0m3TTNJpxc6R9iy22mKTOUCrVKrC3d/9hqe5C5x7ENPA6RlDqKOChhx5a5nbfffcyZgdAx0lOmTKlzNE0YDpNusGxaRyNwaRJpjxU+1udGb1fJuiznuJSSy0lqXaIUW4+Luk66/y5MAdTuUgtLDfGAjIFjL2fTYkYs0bng+83aSLHlhflQmpuSkhZ0+ki1XGCvnY6FRiv6rVERxbj6bw9KTS7Rjo9jrU2SaHdl9vtCKQ6NpCxpy72wE6WdHb4nrf61lNOBh/TyFlGZwdpup81xuvSXLTccstJqk1bXDO+J6Trq622Whk7DpfrkE5WF7tgzDOfVZrhttpqK0l1PVQW5nDnRpp1uH4sNz6r/J3PokHnYAupSSYSiUQP8iWZSCQSPRiZbtPTaNWd3kF2NXPFHnqJSaWsDrtcuySdddZZZXz44YdLqlVh0n3H+5GqsmQ8m8pfc801kmo6QrprOkLvOqlJFCdJauSYNqr1rVL6vgb+zu59jgkj3YpSqEgZ2Ypi8uTJkmpZk2I49Y7XSrk5FlDq4tdacvN5cV/83efA66eMTH+jOYO0yWYHHo91Cx2PStlFlXNYy5Cyc8RFS3buwEkvMs06jE11dR8+H1y/vk6eH3/3dlE8o9SZNVrecW5nMxVNQHxWTWG5fZQCyThIphDvsccektredZtt+Cyz8g/NbFdddZWkes3TvOLnjmuSpoEovpTvIG/Xt+YipCaZSCQSPRhZk6Th1pkX/GrTmOyIe8YzMfPE2lOrEZK/RIzRi5oX0UjPL2HUd7fVN3jQWTB4XR5TTDzXqOkZv4SMy7ORuyU3a0Y8J2rLNohTbjyuv/p07LDYgbUwxpdSbtSgzQZaMZ3eVySrFiJtJ9LKDd5/ZkkZ1Bi8pqgxUU5eE5zjsc0UmGVDefjcWN+TGgm1aK/1iCVIneNhmLwInmtUQIbnEsVEUqMiK3JGDh2vdIg5jpHaZcSUFl544TIXNRXjs8proQZtuTFjh3GS1gS5f15X1NRsmDOR19JCapKJRCLRg3xJJhKJRA9mKS0xokpRD2Q6Ztj32hSTqXxMW/LvrfYQNubSmMw4L1J70yRSDBr8rcKT4jIm0ymMUQ9nqZMBaTMpMuUWFQGJwOtizKSPS3MC5ea4QlK/qOkT00G5f8rN9IrXxRQy01rGrPF+2SHAdUFqFPUYH0y9i3qSE9HcPPPMU8akxpYdZcMUQ58nZcs155hLx7JK0owZM8qY99wUjvebsvF1kurRLBI1rIrWDmXH+8x75n2QdjL+1M8q03YpN/9vZMLi/hlTyjhMP2v8nfHTlJufVd5XHtcmBZoDmKbqtNlWAzVvz+vn8VtITTKRSCR6kC/JRCKR6MHIdJueRnvq6PFyL2ypU3dJYRknZbWadIp0wL+3UrW8/9bvUT9izjFtynSbdIVeVnso6WXjtVpdpxh5rfSqW27cP2mIqQt/Z01OXwtpGOH7wXOhXCxvypqI5MZj0Tximk25kT6ampt2S7Xc6E01BlPEKDt72+nFJdXyPH/n/nzNvJ7Iy9mSXUTticijSnmSTlt2fH4YMWE5kwrSU25TB8+f94FVeBwVwDXFiAWfK89lZp5Vy43nHz2LkallENGzyuu2mYLnyuuyV5xVvqJnvdUepYXUJBOJRKIHI1cm59vZX2t+yWjAtwOAb3l+fex44deP20fOEH6dnH3BbaghUKOxZsCYNybN24jLogC8LlZkNvilsxGZsV0ENVCfF/dPzceaQyuB384DfgmjZlAtg7+vsZURxP1absx4oCy8HePc6HixBtyKL/UXvFXRXarjMr0t90em4jHlxTUXyS6KkWtp6XYAcJ/UiKLMDRbYoFboY/B3ZpHQ8WFEWiPXNMG+6z5fbk9N0VpZS6u1BjzsWeW18Fieb8mN7wjP01nDNeBnlc4YnmvUnI7PtZ9Fx4aOitQkE4lEogf5kkwkEokejOy4SSQSif+NSE0ykUgkepAvyUQikehBviQTiUSiByOHAEVlnehqZ6iJ/5dufwawMgTHYNBn1IQ8CuFhwc1Wm8kIUdmoKPxF6kIIGKLBEARfayuE4qvKjQHVztPmPpkT7NARyo156s65pdwYTNsKMo/Oe5jcLCPKhTmz3hdDSwaPH8muFeAdtZRlsDmD2o1hsmMoioPZGfLENTFszUXJELMqO4OhOLzuYXKLxjx/rpkoWYL5737uomB4qUug4DPD6xoGnqtDp1qFci1X3kPmcRv8fdh9k1KTTCQSiV6MrElGQbb80jLQ2G/vqHKQFH8J2InPXw8GqDKYPWqoTlDD8P+20ha9D54fz9tfa27DL6mDpltfpEhu/NIyPc//G2kNUqct8KvOYFtfI8+fVYK8/yjYnttL8ReYgedR2iKD/6MUMwamO6C5L7giqnzD9D4GXfvcKbsoUJ7HI6OJtuea87lwzbVkF93zaP3z+qJz5TaUndMSW7KL0v7YdZOsy+fNY0UpiDwWtXJvz234Log0fMqK+43udyQ3Xl+05rh/BpM74WBmA3pSk0wkEokejBwnGWkErVQla1pRIyape6NTI4taEvCLQe3Ix21pMdRwXWOu1SDKx+CxopYI1KxoU4mKbTDVinKzLZDbc2y7K2XJ41r7ok0xsovxmNSMogZT1ACo4VrL+qpy47EoFx+Xchu0VXHf1oRabQS8JqnpUQ5eX1FPaZ47jxnJrqX9cS07/Y374rl6H8M0KsouWhOttOAoLY+yj/rGR+cnddfNpmi8B5HcuGYjRsHrooZrVkW5RPb9VtuLSK7DWq202CiRmmQikUj0IF+SiUQi0YORHTdRNRfOkXp4PKyrH+kO1XVTp1Y1D29HisDKJhFNj6qNSLHqThXd19Lqcewx6T7B645q75GaeEzDOs/bv5Nik7owPMWIDP48PkvhRxWDaFKJHAKkfFE3xEhWUtweog9R5anI3BJ1v+T/tmRHOmlwzVkOpLU8Fvc1quy4NiibKEQootaRc21wv5Yb56IQNB4roqik2NzecuP+6XD1dpRba1++h/zfYd04KZeITvN3j1uVnlpITTKRSCR6kC/JRCKR6MHIeiepmNXhKEZJ6qL0+TszbrwvxqGRLlvdp9of0RVus8UWW5Tx/fffX8aOq4s6HEpd1gWbx/N/IxWev/sa6VEneN6WG72mlJtjLik3dv8z3XD2h1TLIKKkpHy+FsYXbrTRRmX82GOPlbG9ji26Y7kyJi6idC252YzRktvg8SwnmnXomfQ18Xe2xvA873O05qJm9rwOUuwNNtigjCPZcfsoI4XdKaOitK3IAV8LY0aJqBgwKSaPZZMYf2emkvfF2EjKIFpzPL7nSbEpt0ceeaSMbaZoZVWZ2ttsNHjciI5H3ToZiTAKUpNMJBKJHowcJxlF/9MxE7VP4FedxlhrStSiopLq1Hi22WabMr7zzjslSfvuu++YOanum/3SSy9JquOxaLxfbrnlJElPPvnkmONLndZH7Y4agL9OLSN7FCc5TG7UNKkJ2glFWfJafSxqSJtsskkZP/jgg5KkPffcs8zdddddZcy+2q+99pqkdnyc+08/++yzimDjPbVHys2IDOuD18PziDRjqdNoohg9KXbAMXfb+6Ija7PNNivj++67T5K0zz77lLlbb721jBlj6h7zlB0dcMsvv7yk9przfea1RP2hWw4KyiXKA480XK7DKPe5lZttcE2TnXjNHXDAAWVu6tSp4b7ee++96pyleq27H72f6UH4GY3aq0hxnvoor7/UJBOJRKIH+ZJMJBKJHsxSgYsokZy/L7PMMpKkadOmlTmmg1nFXWWVVcJjffnll5KklVdeucyR5jz33HOS6vJqPqZUU0zT+JdffrnMPfTQQ2X8yiuvSKpj4hjnRUO/QRplI3jLGEzKZOrQMkyvuuqqkqSnn366zFFu3m611VYbc3ypo7MrrbRSmTvooIPK2NfKUlhrrLFGGW+88cZlbIfKjBkzytzDDz9cxtOnT5fUlpsdOpyL5MbtB9FyfBiUne8/qRhNLAZ7UtOE4kIhvgdSTRG95mje4Pqk7LwuLW+po+uS9Prrr0uqZUMTi+8jZUMKGnUoJCgXU+fWmlt44YUlSW+99VaZ43H9rNpEMAg/q/x98uTJZfziiy9KqvtnT5gwoYwpN3cc5bN6zz33lLHXIs14lJvNTPyd99hyoyxHQWqSiUQi0YN8SSYSiUQPvlIVIHq0IjpAT+Qcc8xRxo6zoheWKr6pKz2CV199dRmb6s0111xlzl5qqfZo7bzzzpKk0047rcx9//vfL2PHbJEi8LysrlOtb6WmGa1KNJYb0w6j2pGUG2P9PN+Suz2F9GRed911ZfzCCy9Iqu8FTR68bkcTnHrqqWXuxhtvLOPx48dLkg4++OAyR7n7ulpxjVFtv0FKHVUB4rVHKY1cM5Sdz42RDZS9Yw55b6+//voytumIcauUHe/Z5ptvLkk6/fTTy9xVV11Vxuutt56kWna8Lp8XTVj0yPJ/jVZMceTd5j2x/BkJQHOM71Nrez+r/P2OO+4oY5uO5pxzzjJHcxHXnKMJzjjjjDJ3xRVXlLFjoRnVwvsZebcpF64NY1g1fik1yUQikejFyJokjcQ2ftNIzi+dCy3wK8E4SMd8terxOX7sgQceKHPXXHNNGd90002S6qrcLORA7cpG8GuvvbbM8evj321MH4TFQ63k008/HXMsirHVD2fZZZeV1BmzpfpLFsmN2Q+R3Jh18eijj0rqYtOkWhu67bbbJEkffvhhmaPcqZlZ26UGRK3ZWQ80skfZDzbGS12PHSk2ng9q5Twfrzk6Q3g8r09qWXTsRRk5XDNec/fee2+Z45rx/Pvvv1/mqHFR6/OxLr/88jLHNeH76HjKwWuJzp9r3Zom11xU41SKHTM8lvdFTZjxo9bAKTc64Mzq+Kyef/75ZWxnHzsPcM3yveJ6khdeeGGZI+ty1s9HH31U5qLXF+N97ViS4oIgZA4tpCaZSCQSPciXZCKRSPRg5DhJGj2tYs8///xljnTAMWuvvvpqmWPMmtX1o446qsxdfPHFY/a/2267lTmq806ZI0XmmA2ettxyS0l1MY099tijjC+66CJJ0vbbb1/mTEuljvKQLkQFJKICHFJtEH/++ecl1W1iWazCBu1nnnmmzNGh5fHRRx9d5s4555wyfueddyTVaYeUm2m+/0+q6SvPZdttt5XUtb+QpL333ruML7jgAkm13G655ZYydjwhKXYkt6j5k0FHj2k9nXVukyB1ThTG5pIWWnbHHXdcmTvrrLPK2KajSZMmlTnK7oknnpAkffDBB2WOa44N1+y44Rz36zW31VZblTk6O0x3uY5JK/0sttoY0FnxxhtvSGq317UZw8+UVK85P7cnn3xymaMMvVZ33XXXMsd14GeZJia+F6I1x3fJIYccUsZ2Im644YZljvfI7U9aRVf8LLae1RZSk0wkEoke5EsykUgkejAy3Y5qxL377rvdjuDde+qpp8bMUcV36tcnn3xS5s4999wyPumkkyTVMXr0ctmTR483Y87ooXQ61GyzzVbm6DX1uZhOSTUFNLWhl5Y0KIp9JEiJLDd6SOlxM3Voyc0phPSuX3LJJWXsWNDjjz++zLH2nr3mjBPdf//9y5hecXsISW8ZV2i5sY5i1BmRUQGUm2kcYyv7YNl9/PHHZY73yV5UypOyW3HFFSXVnlF6n00hTznllDLHe2qqRo834/X4v14rjEelF9emAco7qtfKVD6aFhwFEcVLSnEXRlJYPss2AfHeseKQ5UbTws0331zGhx9+uKTumZVqWdirzygLpsqyCpVTYRmLynNdc801JdXpsVFfbtYoZeUpr98oXrIPqUkmEolED0aOk5xvvvnK2EUfWnURbXh2pW2pLtRgI2/LMO0vCasWM7bKX3U6AljUgTFj/qpRA2HRCn99aGSn9uMvOOPEGB9Hbdhg7FUkN35pqfk4ZpFxknR4OQuG2iGPZW2ZNR4ZC+gvKI/JwiCM2XTM4ttvvz3m/Ak6dqit21HGY7E4BB060bVIdTV7G+Nbjby8vig7XrudAqxRyn0tsMACkupCFIy385qjM2n11VcvYzpLfAzGo1IT9L4Yw8eYSGvALdlR5oP7lGonjWMPW73go0wmOrzs+KR2yWd13nnnlVSzN8be8rwMFlXh72YVdjZJtRPG65MMgVqj3zfUPlmv0vJuNWBrITXJRCKR6EG+JBOJRKIHI9NtGu1tGCb1YCqTVXwa/aPYpZ122qnMkfqYGjOVkRTS+3Wan9QVXJBqw7D/l1TRqVpS58RYdNFFyxwpm+MjSe1I5w3SYtLhYXIjXbDcaLgmJbN5ga0sCMc/0snkOojcL2v/rb322mXMmp12OlBurMU4TG6m06Q+kcGc1G7QiUMTh/dD2dEEY5nPPvvsZY5Ge8tu6623HjMndfGPXHOMV/U6YlEL0kY6wGyu4fEXWmihMnb7Aq5DmgFshqLsSEv9/DCesWX68j6i9FduR7pPM5lh2j0IO3RoauGzalmstdZaZc4FPiRpl112KWPHDzN2cpFFFiljx1/y+eCzZhpOx1VUh5SO2+hZHkRqkolEItGDfEkmEolED0aOk4zUVtIVqvNW95nKRxXYqjfTkxgTabXb8ZZSTS0cW8Vac0xPYoUZpzayth9pkL2a9I5zX74Wnj8pouk06RJBuUXd2qLak5HHXOpiE1nRhbX3xo0bJ6kueU8Pr1PfGCfJHuWMQNhvv/0k1feFJhOnpNLkwfg1XwvlxvtiytMXJ8k1ZZm1Ot35eIxS4LEd70fP6ZQpU8rYUQhRz3ap64zIOEmuE64JU2/GXNqUInVee3eclOpIjihVk2Yby64VmxvV6OQcx5YRzTqU29JLLy2pjpN0WqXUyZCdIxkTannStMb2KVyfBx54oKQ6XZnU26YU30upXnM2LfD8abJxtAArHo2C1CQTiUSiByNrknQG2EDKuDZqBP7aM2OABtYoBu/EE08sY2s01Apo7L377rslSdttt12ZY0Q/nUB2QNCpQMP1DjvsIEk6++yzyxxj2mywZ0wnnS2eb8Vb0RFgTYz/S21gmNz8v+5PLEnHHHNMGdt5Rk2UxQAsN1d4lupq4zT+OxaU95Vf/ajiOzVNy52ypHPPGkJUR9GgHKz9typ0e57xhLzn/t+W7MxUqLmwf3QkO2qVlJM1HjpA6NhzgRVq6WQ33p5FWaJ4v5bsXOhB6mRAxsLnw1ol98816e0Z12qNT+qeJcqN/cpdp3PixIlljkyHMrJDhmueMZd+Vpmdx+29Zqm1kw14vm/NRUhNMpFIJHqQL8lEIpHowch0m6lApos0VlMt9v+SatGYa8rD9D+mWtlYTNpAOmC6QgMtU9hIMW1wJvVaf/31y/jKK6+U1G4w5ThBUsUodpFqPUEK6v+l3Lid5Uaaxf91/CgLJ5DmOB2NaZOMf3OdSdJ9xpyxX7nlRjqz7rrrlrELazDOjM6FSG6MubQsSOEHQQrqc6bzh44mp81R3jwfFwVprbklllhCUr3OaFbxmqPTY8EFFyxjOltc+5IUnP9rx0fUxErq5BStDamTXdRXXKrpqs+X+49ieklRKTebk2hu4/q03CgrpnM6ppcOTKbqsqama0/yWXTaoyRddtllkmrHS1SYg9fH9Rs9f6MgNclEIpHoQb4kE4lEogcjpyWyIok3IcXg76bB3DXVfY/pBbv99tvL2F4seh8Zv2Y6w3p+pHJsT+CYS3amO/PMM8ecC1V8poDZ68nfmV5nGkKax98juTHdjHLx7zQjcHvHfG266aZljmX/d999d0nSkUceWeZY1cYxgv4/qfZakkaZurNdAUv4+1yimotSR3miOqBS54VmdZnBKkCkUpHsou53RBQjR5MCaxm6ShCjLCg7rzmmH7JGI6tMmSKykyRjMv3csDskTSA2TZFWck2ZzlJ2lD2fy2FrKgK3twxpwqJ32vGPjEPms+z2IKz3yjXHmF+nuLLVA1ts+N5TFqTxPleuI8olqrIVxX8PIjXJRCKR6EG+JBOJRKIHI9NtehXtISTFpafO6jy3YXHXyPNJFd+0kHSc3jV7vZkWtvjii5cxA2dN2dgygd5he3Hp0WMrB6v2pMW8LqvuUeuCwf81haV3nBTUdIHHWmGFFcrYNIXeQwbGm96xYgsLsHr/TPdkZR+ei6kNg69ZYceJAKS0Tz/99Jh98VqYWuo0zqhtgcFtHZRPswbP1/LnfeS1OdKCAeqknTNmzJBUVwliZEC05phWSOps2bHoLqvk2PTDiA8HXUsdRaRsuY7sNafsSCt5XY50YKRARM15LFZ2stwYpM/jeh3YXCHV69MUl0V5V1555TKmScHnQDPFsDVnjzivKzJRSd07iiabpNuJRCLxFTFLBS6cLsg4LmqSNkLzjU3Hib+K/KLwS+qmTCxGQKeC4xyZ1sgvLfd13XXXSapjp1jbbrHFFpMk3XDDDWWOXyJ/NWlYj4pWtL5InLehn/Gf/JL6f6lxsS+247vY79yNnCTp2GOPlVTLmtqM62zSycAvLZt6uQgG5cbUUNdHvOmmm8pcJDdePzX8qNjHIChzx+sxHpeapPdDjZ7rwxomWQRrbVp2dPoxLdZrjmuS4L6c6sl4PLZ6MOthf2pqZ8NkZ7Rkx3mzFp4LNUn/L49PZ53vKeM8+XzZ0cUCGIzTtPOVcuX5kbVZHkx7ZO1Tr3s61PiOiWpn8lijrLkIqUkmEolED/IlmUgkEj0YmW6TWttwTCM403+s9tInRGpkgzUdGOeff34ZO5bNPX2lWp03dWKcG2tTXnzxxWXsEvusgUfjvtP66CSgEd7XQLpC04JpStQVTqpT5xwzGLW6kDq5kQ6QcjmFj6YHxpG5Qs1hhx1W5l577bUyNt1wRZvB3ykjpyCyOhKprE0HlFvUB5rOCcrV+xp01hB0SlnmlCfXXGT24NjnQQfGBRdcUMaOPZ08eXKZ45rzdTJGkL87vVXq+kNTdjRF2HRAeUY1DrlOIydVRMGleq16v1xzvA8G1xwdjzbHsF85r9VmiKOPPrrMTZs2rYwtNz6rdAZeeumlZex6qVyHlJuddpyL2i9QbrwWP1+jOGuI1CQTiUSiB/mSTCQSiR6MTLdJbRw/Ri8qVWB7l5iSRupkykSq+e6775ax48/oEWS81DrrrCOp9kib4ki192vzzTeXVFNBtpWgJ9kgRbS6Tu8fvcumDq1qNlFRUNIN7teUh+fK87MMmVZFGuS4QMqCHSttxrDHX6plTBruWEueC9PJTKNI00jzTINIKVlxyB72vipArKLj6jyu5iPVnk2bRWgKoex8HMb28j54zbF7JKvVTJgwQZJ08803lzl2S2T8pKk7ZceizVz3BimiaTRlxypXlgHXKcHnzs8a13y05khbaULx9pQrPdWOcmDECAtNr7baapJqus3YX3q3beLh+maEgWVEMx6jM0yjuS743nDVJ0bCjILUJBOJRKIHI2fc8OviNza1FL7x/aWiYZltAtxkyl8Zqda4HAtHZwy1Nzf3YhYNtSd+yY444ghJtRbDOoJuSkQDL7Ujx3zxq00NweKjpswveSQ3ngu1s0hut912WxlPmjRJUh07xmM5/pKxlcyecFYEtU/2keZX13Jr9bG2ZsBzpUHc2gC1OZ7rMLlJsZbAepB0YEWxhWQa7ilOzZkanTVVys6N1SRp1113lVTLztqlVGekHHLIIZLq54Nrzk2/eK50/NmxQu2SmpxB2UZOMalby6wxytqUUWzh1VdfXcYu6MFGeWx6Z4eQM5akWgP3s8rrZ7wt61C6YA3lzpheN/2i3HjedlJx3US93lsOsRZSk0wkEoke5EsykUgkejAy3aZqb2pAozuNrS7pzjgybm+KRrWcrQFcKIFJ86TQpoCMaTvggAPKmDUW7axgD2Sq/q7J16KNUS9f0nEbgSlG0nHSdB+DsX5M4VpkkUUk1el0UTqZe4VL0vjx48vYqXEsiU966mIXrDdp04dUp8m5uMhJJ51U5lg/0eYR0sQoXZNyo4wsN8pyMH6PBnbLjvSccjZFozOGa87xmDTb0Elj2XHNMYXRsuM6Y39oOsO85k444YQyR9OA11wrHpaOB6NVm9UgHSfdNB3lOuT/ut4qaS3pqLen2YW1Je14YY1SUnvL27Rb6kw5kjR16tQytuwpV645m2Mot5lJMbRcuE1fnK6RmmQikUj0IF+SiUQi0YOR6TY9ZvY+k+6w3iO9ZwbVWlMw0sZzzjmnjE1pSIEZh2lPNj1TjMNiewN76ujlYmUb0wmmhTEF0xQwasPA62qlw1Fu3i9pJeUWNU8fJjd3LZS6boiUCymrPbv0IttjKNUN5E0fKReaV3yNPBZ/93ZR/KzU3VveY/4u1fF83jepImmdKSzvDU0BprCMLGD66t577y2pljfvneMAeb2Mx6XH1rGUXHM0E/g6W2tymOws+5aXl3Td5hoeiymKNvcMkxtND1dddVUZu31DK87SZjTGvDKmlO00vOa4Jmgy8TXyHkVmQK4bysXjVpWgFlKTTCQSiR6MrEmynpyN41ENPKlzsjD2Mcqe4NeHb3cbWBkvFTUvopGeX1XWHHQRDVbojiqD08EQgb/zXH3d/CLxS8xrcJ2+VlMmZzLRmRPJjVoBv7r+grNXMb+0PkfGl1JudCiZDbCICbNVZkVuw5wTg0VCmGXijBHuj5qeq2HTgUit02uCmjHvmdccj0ntzzL/5JNPyhzXAbVoM4JWbGIku2FybGmKBtcBnXXO9OH++aw6tpbshjKyhkvtjXLzPaCmGWUPMY6a18L16XXP3ueMyfT6GCYrgq+3aLusTJ5IJBJfEfmSTCQSiR7MUlpiRDGjHslUwUlTTDGpVjOOzL+zoRBplGmhk+ulOoWRNN80gedHw7UpGSkGfzdNIi2O0r4Ym8ZzjeQW0XWpo1FzzjlnmWManI/B9g+Um8+LKXKk63YcUW5Mw4t6YLfkZnoW9YOWOpMG5RIZ1Pk7z3Xwt6iXO/fn30k1mfLp66AphuYD74tpcnRwmU4ztpcFXmgiMcUkLY7aTlB2/N33gbKPnDicoxM1MoPxWY3oOuMgo1RZOpb4fPl3mmpo5vB2TNFkewg+K1HbF5o8TLdJ/aNYbW4fPauUT6YlJhKJxFdEviQTiUSiByPTbdIMUzzSBdIc75LeSqrVno9UYamjK60YJqrLRstTGNWYI6UyNeC18Lz9v6yAw37MpmSk0KQb9Ja6/DyPxX7Mvl7+Tgoa1RmMYg+jDnHS/6zcTFNIV0iDTL0pN3p7fV0818FKNzQ7mBrTi0vPu+XAe0cK6uuJainy91ldc0REG2lasmmH95leVptTSGspe5s6eO95Hxh7G6Xdcl/R8WdGbj6H1mskovYzIzfSeF9jK4XY1DuqpynFLTKiKkGDSE0ykUgkejByZXImmvvt3Wr0ZY2gFQfpLABqHvw6RD2U+SWzM6TlAOG+fI78otBgb+cACwDwS+k4LX7daDD3V51OC+KnP/3pmPOi3Kg9eV+tohE2Yg+TG8+PX23Hr7WM+JHcaBgfJjeeK51ARiQ3OpkGQaeUz7nVsMpypOy4PnyeLdlGa46yiYoj8Pco3o5OB2rUPkar6ASdQIPb8H/pwCMYk+nzjbLEpFg7iyp/t7J7/L+RE43n3XLyRsdl7CTjJL0dHXrcb9SIjmvO1813wShITTKRSCR6kC/JRCKR6MHIjptEIpH434jUJBOJRKIH+ZJMJBKJHuRLMpFIJHowcghQFADKuWF9OdijxkHVBENo7PZnuAbzhh1Ww/4vDKEYZmaNQhSisAapCzdi2ATzsb2vVkvaYXKLxjw+S7wxBMdgYLCDj3ktLCBsuTP0hGFaMyO3KCeY2zvciHKJerO0SnANHi+ai37nOTDoPyrKy3xpJztQdgwVcfkzlgHjuc+MaT9ac4RDXLj+o7Au/j6ra85oyc3Xzd+55vystkrufVW5RWuuJTfLiGFFUUhXS24tpCaZSCQSPRhZk4zSslrdEv3G5ls8SnnjnIuDcp6aB7Uo759fDCLScFvFWqP0O371/NXh76yIwuuOEGnY/NJye58jg2UJXy+v5YsvvujdPmpE3yo0OjNyiyrdRJVquD2Dq52W2KdJRNoPZc+UTa/PKOmA50uQ0Xj/vEZrQVJ3nS0thoieFcomWnPR77x+Blg7aHpmUgEpe6bt+VyHnQvBBAmfI7dhIsEwuUX3mOfCcZS2yHscFeXldTuBYWYDelKTTCQSiR6MHCcZ1XhrFYWISr7z6+pEc2qikU2RX4ToixGljUl1upY1rVb6XfT1IiINJWoWFRXoGNyvbYH8nXKzttD66lre/DrSpuhzaMnN581roQYQpW62Uu+ivtqRJsrtIxtbqwHV4LZRWiHlaPs0zzFKxaM9Nipu0NKooiZT1Dp5T6xJtVpXRLIjPM9jRc3lRllzbgTH3yO5Ua48L8uNDeX4v5Zxq4ZjxDhaNUqtoc6q3CKtOLJPtuTWQmqSiUQi0YN8SSYSiUQPRnbcEFa3qbZGNIQUOlJ7Wd+NKrTpOudIk2yApSrObm+EaQKp1bBwpei6+DvHUY3HFqK+v5SbTQZ0SEQhEK2S85HcGCYVOZl4jyJ581gtk4TB64qoTUStoy6YffsetuZaIU0+d5pKeD10jBiUnZ0dXHMt2XjN8fdhIThR50bORd04W2uO1+3zbXVbtAxbzrwobCZyjPCYkdx4/nzu6eSJwsaGdUaM1kNLbn5WI8daH1KTTCQSiR7kSzKRSCR6MDLdjrycrXgq00V6nJk5YnWX8VZUwaNS+lSRrdqTYo8fP76Mn3766TI2HWiVnzdFZXHPqKE556JiwMzeIEgXImrO/VpulCtbFJgCM2aU1NzXRWpF6uJz5TbrrrtuGT/22GNlbE83z5/narmxQGxE6bhuIhmOWgA1ouc8nmkdZcvMEVM5xkZy/XhfkReZ10F5cs099dRTZWzqTtlxzXlN8j5EsmvJfpjsotjCltwcc8lr5bNqUG40I0QtQyIzGufWXnvtMo7kFj1/Une9pOhREeSW3KPOjqMgNclEIpHowchxktTE/Mbn1yGK6YrizKQ4d5X5oP4i0NGwxRZblPE999wjSTrggAPK3I033ljG1OreffddSbXjh8b7JZZYQpL0wgsvKILjDHl9UZZMy1jM7YY5kSy3Vnl7y5NyY5yZwYyKTTbZpIzvvfdeSdKkSZPK3O23317GbKXgntJ0aFCDWHzxxSVJ06dPL3NcSr5WXj+1zkhug0sxcoZEmrEUN6yiVhjJjuvEMuc5rr/++mX8yCOPSJImT55c5q688soypuzcVzqKUZWkZZZZRpI0bdq0MkftxwyMTGxmZBetOd67SEYzs+ZYD8D3iK0TJk6cWMYPPvigJGnXXXctc3fffXcZU25vv/22pHae9yKLLCKp7hVPRM9q5ATtW3MRUpNMJBKJHuRLMpFIJHowSwUuokILpEamsK+++mqZY+yUVVxTtkHYMLv00kuXuf3337+MbeylU4NG9A033LCMTeNfeumlMvfQQw+Vsc+RaVdU913kgNSHvxvcnhjWUY+/L7/88pJq6k+5GQsssEAZ06RhSmY6J0nHHHNMGduhxR7pq6yyShnTpOHSdqSENnNI0uuvvy6pLTffQ8qN9NNrIJKlETkgCK4/r5WXX365zNHE4vW77LLLhvt0Z0b+fvLJJ5fxiy++KKk2b6y55pplvPHGG5fxvPPOK6mmhddff30Zv/XWW2POr0WtDcrO581USCJyFrbiNJdccskx58rzip5Vnqu7QHrtStJJJ51Uxs8995wkaY455ihzlNvOO+9cxqbxzz//fJnjmvOzyjXD9edSgXwmKDfT7L41FyE1yUQikehBviQTiUSiB7NUBSjyblPFjWLKvvWtb5WxPWGtqtVf//rXJdUpc7fddlsZP/PMM5Jquj1hwoQyZh3AnXbaSZJ07rnnlrlzzjmnjDfddFNJ0oEHHljmGD/n82p5/3wNFGMrBSxK9YsoKOXyne98p4ztqaPcSY0cu8j933nnnWX87LPPSurooCStuOKKZWzqJEk77LCDJOnMM88sc+edd14Zb7TRRpKkQw89tMzxfpmS8fqiqlEtuUnD0yRJ+7wfRlEMW3Pc3hWp+LujAaROdvPNN1+ZozmIa8Zeca65iy++uIy32morSXWUQXRerdhey6CVSjssRTKioJQbPc6+py25W278nRT5ySeflCSNGzeuzC233HJlbIosSZtvvrkk6fzzzy9zXHP+nVEtfBaiqAB6xwerTEmj1QdNTTKRSCR6MLImya/PQgstJKmLpZPqr5o1TcbrMfvBXw++8WmE9lebGSCXXnppGTvO6oc//GGZozGW+7IR/Pvf/36ZY3aNYx7feOON8FoM9uBhppCPy21aX107XN57770yRw3A2hJjznhcnyv3ScP1a6+9JqmOfbz66qvL2A6rjz76qMy1sg+s2fCrTm3JMrQDpwVqc3aOSN16otwG6ztSe1900UUlte+T90fZ08kSZTNRC7fjgg4Wjq0R8d7x2niuls0ZZ5xR5qhl+/7agTN4LR6TRbByf1QAg1oS18eCCy4oqYtBHNzO64fnR7l5zbXk5vtxyy23lDk+aw8//LAk6bPPPitzrC4fOR4vvPDCMkdN0VX233nnnfBazDxaay4qpkJNs4XUJBOJRKIH+ZJMJBKJHsyS48Zjxtux4ZRjzWbMmFHmmAJmgzTjqU499dQyPuSQQyTVcXt0zGy//faSuvQvqYvHkmoVe9ttt5VUJ9IffPDBZWzHhE0IknTrrbeWseMsuc9hJeVbjhuPZ5999jJH6r766qtL6swNUlw4g/F7lOGRRx4pSdp6663L3EorrVTGe+21l6Q6ZpTxcT/+8Y/L2A4vp+NJ0uGHH17GpuF0ZJDmm7Lx+qJS+X2xkFEcLs02NJvYGcA4SbbxMC2jI4qyO/rooyVJm222WZlbaqmlynifffaRVFM9xrNSdnZ6OSVPquNVTzzxREl17OEdd9xRxtGaixwMLdlx3jKcbbbZytyXX35Zxo5v5LNKE4yf1dNOO63MHX/88WVsudkZJUkrr7xyGXsd0UzC9cf14ef9iSeeKHNHHXVUGZ999tmS6jjhSG7c57DY5HTcJBKJxFdEviQTiUSiB7PUvsHU5Uc/+lGZY0yX6WKrAoypET1uV111VRlbnT/99NPLHD3l9uRdfvnlZY4xZ/fff38Zm3KR4tITaTr6+OOPlzl6wexdI82jOu+0QXoHW7Dc6JWn6m9q26o4ZPpHudMDa2pCakRK6ntw3XXXlTnGhzKm0l51Uht6NZ36aO/l4LVYHvSU0iQTxdoOIqqnSNnzeI6dpexYd9Br7sMPPyxz9PxbdjQp0Jtv7zjXHM02NDVEsmM1pfXWW0+SdN9994XXYg89ZccY1lFkZ1huXDM8lp9VznHNOcWYERE33HBDGdvEQ3MCnwVfyzXXXFPmmGJMubmOJU04lJvNeI8++miZi7qwttZcFGs7ClKTTCQSiR6M7LiZa665ythVilv1JB0HxS8xvwhbbrmlpPqLQ03RdeMeeOCBMkdjsr8E1DSYOUJY66SxmBk5/p0aios7SF0V8FavYMevRc2XpLrKszUbxgNGvZsZJ0m52ThOufIeLLzwwpKku+66q8wxZsyaJM91rbXWKmM6VqyB/uAHPyhz1EYMxu8xU8PXynXBc2HcXHR8qdb+rRG0anE684PriJrvjjvuKKm+zzw3F2AgC+H1WJPkNquttloZ87ys9fEa6djxumWFecbDen3yWHRC+flrrTlmovk+tupwes3xWWTs7TbbbDPmXAk7PLnm+Hx4ffKYdOwQXjN0jrEiup9VatXOzpO69c11wTq1dIQZrQZoRGqSiUQi0YN8SSYSiUQPRqbbUfMrqqqkwzb8Uu2n48YODMeTSTVttHGdcZg2zEsdhWVdOtLGfffdt4znnHNOSTXdYWECG5Tnn3/+MecvdfQsqtFHkKKQukTNpBibxXqRptmk+ywAYLk59lOq5ea4Udbuo9wsT9aQXGONNcqYjohIbozrs/Ge8aU8V1Mb0qyowEBLblItO8ufsmP6qWXHVD6aVQzTR6mm5k435DpgWqzNTYzXZQ1TxwPyf0kVKaebb75ZUu3YIYX0mLJj+pxlwVRcroNIbkzfi9Yc6T7l4teDTWRS/dw7/vF73/temWNMstccKTZrb7Ke5Nxzzy2ppsV2HEndmuOxaJpy/Cef1YhOM21zMBU2QmqSiUQi0YN8SSYSiUQPRo6TjOr+RZVLpI5W0pNIFdixiawg45QjSZpnnnkk1XF79FS6Xh1jr+gJZ5UR155jHBfPy9SIdIDpZD5vesxIc6y6U+0nos5sLbmZJpFu8Limu5Qb6+25TiTlRkrqFC7TPamOU+P/On7SaWdSnc5mGsXagJHceH2Um6v2kNoNIpLTsBqKvLeEY+yYtshqNY7No5fWHnOpq3LDNDjG1tLc5BqbBx10UJnjeUVmD+43kl3UBqMVmxtVxmmtOVN6xhNyzTkelmmFl1xySRl7zTGVl+fq55I1Jvm/lPERRxwhqa5RyggBP6s0szEaIUoR5rl4PEpMM5GaZCKRSPRgZE2SsU+OveIXi5qUv1SMUaLG4O0/+eSTMsdEdhvzGZe33XbblbG/SixGwF6+NMbaiUFnDPsGu+jDKaecUuZoRLeTiHFi1Br8v5QFQYO4HRt0/DD63/tgTBxjIv0F/PTTT8scM0SsQVOuu+22Wxlb09tggw3KHL/EdA7YiM77xq++nWOUGzNc7Hyi84Ixn9EaGgTXnGUXVeiWujXHuDmuSd9/ysZFK3gsFk1x9XWpc+LQccPK5Vwfju9sxSZaU3K2Cq9P6rK76Hii7CNZENGzSgcGnTyWG7fhPfex+CwyS8sFWChXPqvOrqGTi0yH98jPKntls8DL7rvvLqkuhsOMMjvtuObIKofJrYXUJBOJRKIH+ZJMJBKJHoxMt6nWWkVnSwdSRFNQGoMZD2djLFP2WPTBNe5I16k2O76SBlo2t2JtO8cJMk5z4sSJZey6iFETK15DRHekThatHshRnOMwuXEbnotjFhkLyLRBp2YynY4OL8uFBTyYbsr4SxcRaMnNJfZbMaG+FpomuIYsC1LwQURypuwY72c6TYpKR5HXHGNQ6SAz3eSaY7ypa3QyTpPxem5SJcVrjjTd9UBbsY02W3DNRXHGLdlFcqbcaG6yvGgq4Zr74osvJNVyozPFa5FrjvfFJguaGxiLyjXn3uak205RlqQLLrhAUm1midYc3xWR3PguGgWpSSYSiUQP8iWZSCQSPZiltERvQrpLCsf56HePXVdPqr2sTlVieX3Gr7366quS6vRDxqGx9p09jc8//3yZu+iii8rYNIQqPimVf6enkl5g02V6z5l+N0xu/D0C5eb/pdwYm+hKN6wnSbk51m2//fYrc/Ra0rNrGu4OjJJ01llnjTkXekLpNTRli3ptS50XmnRoMN2TFG2Y7KI1x+093mSTTcocvdP2yLLDIWNI3d7gsMMOK3Mt2TkFkTGZJ5xwQhn7ntKzyzVnMwFlR9l4zVF29F5/VblFzyrlRrlYblOmTClzjFk2hWavbMbbfvzxx2Vs6s5nlb3Lvab4rEZxuDRjUG42X1DuWQUokUgkviLyJZlIJBI9GJlu0ztmTxY9iaSgVvfpXXRzeakL9mQRVqZCvfnmm5Lqbon0Ono7pjqxmg296j4XUnB66t59911JtdrOAr2miKQglIWDvXn+VPG5neVGTyIpqPfB/Udyo3ebdMHtMNxNUqq9y67sw/YN66yzThnTm2xKRrpNT7gLo/L47LxoGZDa8brsFefvg1WC+JuD8nmO/H/fZ3pmnYoodR5ZBk1z/2+99ZYkadNNNy1zlLO7DbJ1gVP2pJoam9ax6+WCCy5Yxqag9E5Pnz59zHW11pxlxzXH+8DtfL2k5nxWvQ/KjV0i7d3ms0qK7jW37rrrljl6r73mndYp1R086am2PFhFyCnKUrfmeN3s8jjqmmvJrYXUJBOJRKIHI8dJ8o1rwyvjkfh1sgGfb2xqcv7qMw6NRu5jjz1WUt20yV80qdMw2UiMX3Iafm+66SZJdTwi60m6Xh2N0cPqGEZfn1aqE+etCTL+jXKzNkvD+/vvv1/G/iqyUdKTTz5Zxk4RZD9ofqkdX2pNRqpj6rgvp44xLYwxa9aiWJiBcrO8eP1Rv/K+vsfc1jFwjMGjJmnZcc1Rs7XsqF1S03PsIutvUna77LKLpFrj432i9uMUWTorWAjE7ICFHqJ6rcNk1yKBlGkUO8g1F12LtWqpiynkvWcvdqcT81lkzLNjcyN2JtU9ti03Ohap1VobbzVQ83iY3DItMZFIJP4HkS/JRCKR6MHIdJvqup0VrcohBtV+xi45LYpquVOOJGnDDTeU1FEgSZo2bVoZ28h82223lTlS88suu6yMV111VUl1vBUN5qYjUa9tqVPRadiOnFRRSwepTgs0fWNaGOMrIwrKsffFKkCsiehKK67LJ9WUM5Ib78G1115bxk4NZc1OmgnsCCHdocnjq8pNqmXnfbPKT7TmorqnUnd/Wa2HPcvtwGIcpONxeb40L7DyDdecHRPs601nh9Mhh7URoNMhcra0nA40SXgt0/HJOEODFJR02M8KzT5cJ26bwhqQlJuvuyW3K6+8soxNrbmmKQPLjaYJmkR8LD7L0ZobxVlDpCaZSCQSPciXZCKRSPRgZLpNFd2Uh7SPdMKUh6owK284do90iA3J3aaA8VQsXuuKKky5W2GFFcr4oYceKuP1119fUl28lulkjqkkTeO5RjFrrHjiyjytKkA8bmRmiNLCKDfGmlrurLxDr6E99TZXSF1spNS1qHCFH6n2HjLF0R3tSE953qZh9IqSGplG83eniErdPSClHgSv01SfVY9I9Q3KjudjcxHjLGmKcCohKx0xRs/mB6bPLrnkkmVMc5Ap6Oeff17mmDbLOF6D1Nuy49pwnKbUmTq4Ngim3flZI8Wl3LzuSfd5Ll7XNG0wdtaeelZB4ppziwqmgHLNMaLCJg/GEbPikNcK5RKtOdJxPquOkMkqQIlEIvE/iFkqcGEjL/tiszZfZJRnTJjLsLv+oVR/qewQYuwkexTvvffekuqGWOzlS+O+S82z9h/P1cn4PFeKxOfFLxYdOwa/Tq06gZaby/NLcQMmGpbpZHHhj9VXX73MsViA90u5jRs3roxdSp+GdcqNX13HqjHjh9r+ww8/XF2TVMvQWmCrN7RBTXKwQRO1UB+HvdxZpj/qaU5ngYt/ME6SWqXXnLO9pDpzxK0eWMhi7bXXLmNmcbnwCmXHOGGvOTpIIidnywFhzMya471le5JIbsyO2XXXXSXVrI5yd1YSGQ2fVTdDYxwls7z4LPh/GQfMAhjWRvl8Rq1Q+KySWRhck9Hvg0hNMpFIJHqQL8lEIpHowch0myqqVVzGzdGx4/QhF4+QampgOkkDLzv42ZjLrmv8X6czMu2LY1J7FyxgN0Ya0X3erfi6yLFC2MjN7anC0wgeld2nY8ctKBjzSbn7vOgA2WabbcrYTgWbM6TaJGIZ7rnnnmWO3RaZmumy++y7TSO64ztJt6N+z0TUR5pzg7GCpJtR6X3K2WuCziXKzmuOqbCUnZ1WlB0pqs01e+yxR5mj7BhzueWWW0qSjj/++DLH87IJh2aVSHaRM1QaLjuuOa+ZllnDa6IlN29Pc0Ikt0mTJpU5Umg7vyg3PovsAW/TD7tIcs1Zbnw+o97rrVea5cJtIjPGIFKTTCQSiR7kSzKRSCR6MDLdZmyVY87oUaOKTe+ZQU+eaQQpNNOTdtttN0k1hWCqlak5a+TRk0mvo6vZ0AtGuut5nh9jHn0OpH7cl1X/Vioh5eZr4HVFjeQJHstyY8wc0+HskWacHD19jp+kaYQVVdjRzyYLyiWqwMPfWbsyqt0X0aQWdRrc1nSR9IhRDEzvHDxH7ot0mxTZFLLVNdPmB5pHvLakOkpg6tSpkmo6Ha053lvK1uuDdJtjb9cydURyoyxYESuSW5Qqymf1kksuKWPTaJo+SO3tyeZxGI9LT7cjOaK0SJ5X61m23KKoCI771lyE1CQTiUSiByNrknPPPXcZO+uBXze+vW3wpsZC7cYOH34RosrKrITNAhv+X8as8YtAh1JUzZuxidFXexgosmE17OhkcXYOwZg2a5WMGaVmY02NX22ei+VGbYly89ecmSD8qlLDsNzovGAl+sEq4tJwZw3H0f8OFh6g9sIsKYOyczYT5UWmYzlQE+W1W2vkOo/ALDNeD+Xs+MsWS4hkNwzDHBS8lmFy47MaralIbmQ/PK739d3vfrfMkYn5WumA4blSg7aMWmvO74vWOoqankX/25JbC6lJJhKJRA/yJZlIJBI9GJlu03ERlZePkuZJ+1iYwNuzNQBTnUyjSP9IQU2nmXLnntJSbSSOCi2QjptmkAJFFJXULrpW7r+VIhYVZIhoJ80MTMvyMeggIR3xsXh9PBdTm5bcKGNT38hhJ3X0iyaTSG6US3StlM9g2iK3jShmJE/S5ZmRnffF30lBTSEdyyrVsqNDxxSO10sKapmR+lN2NlPx+qJUQz6TNDNEa64Vw+rfSZdJ0b0vyoWOWf9O2szr8jzlxvjpqN89r5ty835bTlav32FrrlUDtYXUJBOJRKIH+ZJMJBKJHoxMt6mOm6aQatEjZXWXajfValO5VjyTf295sSKaRfB/IxWe7RNMqXgtHNskQO/ksFL4pGmUm2kKvbisk+nr5e/cf9SFkjIaVW6tW87/9bE4R7mZpvAe87wjuTGu0fSQ932Q+lB2jkjgMeg99rXxfCIKTNlFMXQt2USya8UxRnSbsvM5zozsIjMAz4X74rPoWGLun/fB10UKS+oemV0i73BLbn7GR1lzw+i2z7EVFWMzE58Zmuy4Hoyk24lEIvEVMXJlchpro3glvt39BeRbnvFILlIQZa5wv5HhXuqySLg9jdU8rvfFyHzWEfR2UVK/FGckRIZfOqEIOqSiry41AH/BW4UPHMvX6gEe9Z6O5NbKCIr2y+yJSG7M6OF1RRo276e1oVZFd6muih5petR+IkYQFYVoyTaSHbUcOkmi36P7EMUASp0couInUqf9cf9c314zdPYQvE/D5OZ9tZ7FqChE9Ky21pzlxm24DqJ9cc1xHXk7Pqu8LsZiG5Shr5X3ZRSkJplIJBI9yJdkIpFI9GBkx00ikUj8b0RqkolEItGDfEkmEolED/IlmUgkEj3Il2QikUj0IF+SiUQi0YN8SSYSiUQP8iWZSCQSPciXZCKRSPQgX5KJRCLRg/8DWrxpK/USlXEAAAAASUVORK5CYII=", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 300, D: 1.109, G:1.362\n" - ] - }, - { - "data": { - "image/png": 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fQQPewO5BaevpiCOOSDJ21LoA30EgHNJeiwNG5BRihSVjq4CegrZqfCysRuemGbYwsZ5sAfn/yNBzXssll1ySZBy4IQiQJAceeGCSsSVta+llL3vZivU7eOD8UfLTbOnZeU8DC1v4tgp427v6w8fCmp5rNmBLCWf7VJUJQRRb8T43lpzvvQMUBHwcaLNFRb6fdc46Q9AhGXItpzZZo+rHQQlX9/BZW0Q9q3FK5ywDPuMgkP+P3KxztsYJSHnzPFd00azFeupmFzyrloWZDjnRyRDcsaXn3whYjS3V3maDvu+2FFd7VqdQlmShUCjMoH4kC4VCYQZL020HIDCd7Vju5cN57h3veEcbEwCwY9t5ZjRKMB2y2Yy57TnT4Ze+9KVtTEDnne98Z5uzOc+mYm4Tb2rENThP0nSegJPpkuGtIiihMsU0fWStPhfBmmTYfsFF/abLNGlwwMvUivw1x+p8D50rxxq9RYFdKgS6nNPmZhe+BmA6jxvA1G4RDkBwzywvuy3QOZ/3rLPOamMooktZyZFNhnJDZJyM9Qtq7dxIA1dHMtDk008/vc35PpDnZ53r9QX18/PYxz62jQmcTOmcjwuNNnVfTecIrCaDS8DPql0s9Cb1s2rXADnJlqWDldZlnmG7MewaIuhmnbPriWuwflOqmww6Z71aBmVJFgqFwgzqR7JQKBRmsHSepCPN0C6b0GussUYbQ30e+chHtjmXMJJz1WsDnwyRcNMNdlBMkkMPPTTJeDc600LvzAYdcA6f8wGJGHvLgyc96UltzJYDpjCO9EFdLEZTK8uAkjj/3yVk0BR6YCZjGUAXfH7nh0K/TKdcQobcXFrnskfLjQgtpZLJeBc9vuctBtZdd902Zo/vXvQxGaKtvr7FLkCm4tBtl++ZbiJ/y9u0Dp1bzMUEUDBHPt2Bhi427lHpjAr0KBncRc4dtOxwLTnH1DrHtg9+Zvys9HTOFNeRZlxjfla9Fuis750/yxrtgjLIn7YLye4o5OYSYsvt4osvbmM6Cbms0b0l+ayzDlxayrPayxRI+i6g6gJUKBQK9xNLB278i8sbbqqaYs0110wy7rfntx75Tq78eNjDHtbGWK3O8XNvPyxNN73w920R8aZxAMSfJe/Nb23nZPJW6m2OlAxv5akNpJwfxjn8fVcaYU0QTErGlhP5de556IAa1rzvBZUkyfDWd2DHsrAFQaDgtNNOa3NuDoHl4pw0b3yFBemKB8uYfERXNy3CTnuc+s5TtJXA/uTsSZ2MGxnQDMMBCDMKLHpX6dx1111tjB7YyvGGbZYdDVqss9afXl9DV6Sh3w7m+LM8H648MRyYROYObHo/ce6zK1esc/TkdN9H5zzTwd4swRY053eA0Xm8/l3hWaUpRjLOrUXnzBB8v1Z7Vrlf7hK/DMqSLBQKhRnUj2ShUCjMYOnAjXOLMGtd6O5gAQ73Jz7xiW3OFJJmA85Tc44etNC00aVOjE2XHNjxvrwHHXRQkuTEE09sc6YDbK5lumDnPoERB65szkODHHRwLp3pMOt1kMjOZBzuduJbblyDc9LcsxM6YorvtZLHaLriIJHl9trXvjbJUFaWjOUGlXTwobd3uqmVZQwNM6U0vU7GVInAWS8vLhl0hs2kkuTuu+9uY9wG5513Xpvbc88925icS7sH7AqBojoQ5VJEb2pHqZ5zg903kaYl1u+ezvlcdi2wVlNVuyHs1kBuvi4Hy3hWHbgx9Ubn3NzkRS96URv3NpfzPSLI6JxWB7/cQOVVr3pVkjG193lx57ipi3UOGTiI7HXhGrLOTeW9GmVJFgqFwgzqR7JQKBRmsHR021QICkdEMRmb81BMRy6d88a+uy5TMy0k1827HrqsCurvPaOdO3X44Ye3MeViNqs9xmVguuK1Yq47UurcROSyTBcgvuf9mB1phBq5t6DpOjln3n7BOZPQdF+/o6JEJd3b0H0CLW8oY2+rimRwGZjy9nIiezskJoNc5jqy+D6xL7o7DbnHInS715cxSQ455JAk47xRR+uZf8Mb3tDmTBGRnctbyctLxrsoci7LztFl6KJ1yveZdU3JDleGO/sYpuF8z/mjdpEgI/fZdO9YnjFv+WC5o8tnnHFGm7OeIDf35rTc/Ay/8pWvXHFdvgdEsu0ucE4kz4Kv3zLGDVVdgAqFQuF/EfUjWSgUCjNYmm7bXCcqZypnOk4U1ZEn/x8a5e+/8IUvbGOS0F/ykpe0OSeOk6xuuuTIrOksJWIHHHBAm3My9cEHH5xkXF7nxHAoj6NkNuGJwE5Rn173FrsOHNXE5eASNFOHxehvMt6WAhrDNSfjskLk4mRjkoWTcTkZdNvJ12yFkQwljpabaRx02u4Ayw0Z9ErFgMvriJg64u2kZyKWvebP/qypFteYDEnonvMOmriWfG9I7k/GsqO8zhTcnXOI4tod5aRo7nnPVZMMdNZ6ZLhxMM+iI94uYURuPpf/z9jPsnWCHU39rF5//fVtjP474u1dLv2s8htAc+hk2AojSQ477LAkY7punUNuXqvlhu6Yri+DsiQLhUJhBktbks7t45fYbz9bUlh4drraiY1j2IEblyJRPmRL0YEhLDL2/E3GjRrYksFrcI+8tdZaq42xdFwC6fw43tq2QFzKx2ft7DZslSI3l6DZyU2wwxa234QElJxn5p6JWDu2OJ2Lh9xs3bp/ojdWA74vDhhhWbs0ztfFW9uWopsVEGhzidsivHbg+2SLAKd8r1diMuTIuSkKm1wlQ9DLVoiDashu7bXXbnPOudxjjz3amGfBeZLOfeW6rGfO/es1/3BTih6TM3xcjmHry/cEC6/XmzMZ7s+znvWsNme5YbU68GrWxfNli9FBnE033XTFWn1879fN82Gdc8AWy9py828EuuM84WVQlmShUCjMoH4kC4VCYQZLlyXaSUyumumI6WYvj4s9dZPBRHaXFZcSsf3CMcccs+I7yUB9HYBx5x53H4K6u2+dS7DIuXSOoKl1r9uNy5qgZy6Hw5mdjAMNmP6+Frei7+3mZsc1NMPUyfl1OL5POumkNtdzk7g9vjui+H4SNPEulqaMUH9TI1NdAgHOnXR+HTTPpX233357DMuB43iLCN8T7pOp5G233dbGuGscAHSeL/m0lLEmY1rHcT/0oQ+1ObubrHMEOb2/u3UO6kwgYnHdBJycA+jAB8EpB4scBDJ15hpNwR3E4Vn1vXPHHuTtIJZ1ltzGo48+us3ZdcDxvUOi3TLWT67XQS66DCVDpybnVhoEhP1bYpcNuba+F35Wp1CWZKFQKMygfiQLhUJhBktHt22iE2UyBXdECTrgsjBHSaFJNqVNg9hh0BTEpXbkmfmc3pXQnW34nqOPprBQJkeEXbpGF56prSZwKZgCG+6eBOVxiVpv+wJ3HHIElfO6Zb3zIJGBo7rOXzvhhBOSjPPg3KXH7pGTTz45yTji7XtEOaPl5mwFXCl2TfTKzVxGuAi7KoiemoL7PkC1rKd2O/R0zrQSmZuqmtZRauj7ZVeHj3vkkUcmSXbaaac2ZwpJFyvnebpjFi4Quz8sO8ZuMGw4ekseoa/LMiQrwNTeuzxSruvotqkzFNgRceckIwtfq7t3eV3HH398krHOOeeSnFzrnLfYQOfserMbget2c+hlUJZkoVAozGDpwI1/kXHcOh/K+W44+F0079Ngqfkt4v2Q2bTLWy7Y8Yx15sBNr4ddMvTuc46eA0a9BhUOQmFB9qpdDL/p/dle8MEBDFsjVCLYYnPjDd7mlqX3e6YPIG/vZGyNYGX57WxLz05uHOquerHVR9XOlNw4rqt7etU11it/dvHzHNu9Mh24IXDm/puWEzrp9VI1lPR1ztUc3KdLL720zU3pHEEU56N6XQRmzMSc84gcbPH30LOkk7FMYXO+z2Y36Jy3pbBVSJDDFjRVaskQHHNjED+rXBf7bydj/Xd+JRagA0Ps754MgU0/a2YbMDFXWvV0bupZnUJZkoVCoTCD+pEsFAqFGSxNt01t7IQFpjHk0JmO+PvQCecr2cTHtHdJn529OMmdj+UgkU103ADsv52MHbfQWVNJUwCCLKbFvZ3vDDdZsBuiR59MjQgemI6YGkEn7Kx2Awwc9nboW24EfLwVhq/L3yMI5BJP5w1yj5zb6PvNdTsg4O0+kLvpkEsCkzGVstsB+Ltch2mlvw8Fc0mqAS10f033Fe3JzvfWOZPMu/mI8xh55OyOcmCQdU/pnANzwBTTgRvk5sfcdJNrtLvAgUX0yzmZftYZO0/UdBk3hym4dcI5k6xlxx13bHPOo8Q94ZxNywWXjO+LnyWe1V6QeQ5lSRYKhcIM6keyUCgUZrA03e7lpzk61+sV2OvnlwydVGxqb7bZZm2MuW1T2RvBs4ObKbypkSOgrMt0x9dCGZojvo7aY5qb2vn4UCPPmRpaRhzDkUzLjeizj+WoJRFc0+LtttuujWmxT/lVMo5Os22D5Ta1CyTXza6IyTgbgXK0KbkhY9/3XmTanZ4Wd66zK4L1+N6tpnP+P11o3EVoiy22aGPyaB3ht+yI3joPkxzBpJ/TaLePKS55vu7AZDcB1+pH024VrtVU0dfq+9Sb83E51tSWB9Bl9w11P0h6ajozwXSbTkjOfLALyN29eD78rFpu5Dy7rNZuCuTm58/R696z2nMdLqIsyUKhUJjB0hU3fvsw9i+2nclYBP6O37pYD7ZonLvofo3AlhwWpjeFchDIznX6TPqNZMcxe4BPYeONN04yDuzY4uEabfUYlgEympIbgQt/x7l2WGp26LtxCG9wB7Gc68f3bcm6R6QDZfT883XZAnB/TuB7hLXhBgIOXHHdU3JL+jpnK8f/7wXFbCVjcVjnHHSi8mjKyiew4WCQG344wIaFaHm4IoxcTK/fwQSCJA4iWWf43lRXd+sUx+0FRpPBgvRa3NkcdmG5eT9zcn9dueVz9b7vwKMDPtdcc02S8bPqe9jTOQMmdc8997S53rM61w2/h7IkC4VCYQb1I1koFAozWDpw49wrnJ29fKxkMGen2qiT32iq1aOgzjO74IIL2pjv2enq3C4713Hk27Hcox6mA94UiWvpXV8y9A6k6UcyzvezwxrTvyfLZAhKWG4upyTXzHTEt49rtdzOP//8Nu456b0+U0Yc3r6WngwsN3+WNZoG+35zXXbcO3CUjKkv5/Z9tuxYj++NaSNuh6nAD/fGsnMPUq7HMjD1thwIqPTcC4a/73vCuXrXlwzPkvNOHcTpPZdTOafcE+uRdY5Al3XO+onc3EDmkksuWXH8qTzOXk9QX8tqcvNne3KzzvW2mnDgcAplSRYKhcIM6keyUCgUZrA03baJy1ece2VzGlrnHCVHRjGBTSG8mxo9EqcoAt/z0ntbByQDhZwqP4JyuZW/KSDfd76jc7M4lymI19rbmc1rNSXryc25esi7R72SoZNNj8J4jf6+6afzK6Hhi515ANfoPoq97Tx6PSGT/u6GixHqXr6f1245cx2OZjqLgfP4Pjn3loit77OPz/f8fa/d+oWbYDHvE0AhvQPiVCkqMB1n7LXYddDbRdF0uefisewdie/lRDtThe5GvRJQH3+ZZxW99bX2Mhys83Zz8az5+k2nuUdTsphCWZKFQqEwg6XzJHfZZZc2xmJwj7xebzvP9TZw8lvEb10sCL9Fem915/g5N8rnxRJzgb2tH94qblDgNxFvNTcAsKVGfpgtAWO33XZrY+R2xx13rDi/r9EWgt+UFO67OqP31jb8puS4rjT5yEc+suL/yZCD6qYW7p6NNeBKDFt+3NspCwnmYKt9ETvssEMbc/+8cZnvc88isBXRq8ix9dSTXS/A532gndvb2yPbDVgI8CWD7Cxby67XT9KWGjq9GOgCO++8cxujc26mYbn1mj74uNwz36dekMnf93PLc+3O5tZ/g5xLB6ScJ8xz53xePz9Yir7vllsvyLoMypIsFAqFGdSPZKFQKMxg6cBNoVAo/F9EWZKFQqEwg/qRLBQKhRnUj2ShUCjMYOkUIKcokDbgukqnFZCq4jpbJ/YSwu/VZSZDInKvoabP76RUr88pCr06b6d78L3ehu2Gk2ld70xqkJPG/X2nvZAO4dQOpxvRFsrHsty+9KUvJRnLzWkqpO24cazvC+d1WoTP1dvnxMnk/h4ysNycWoGr223bPOazbvvmtm6Lx+Y6p9qLUa9vnfOxSfHqJScnw31a3Gdn8bOWp/XPKWy9Om+nqnBdvfQVX5ev32lnPBfWSet8rwijV6+dDM2q3e/ATXNJubLOWW5832lDvYR/P5/Wecu7l9juz3K9vu5eg2zrtHWOdDT/v2q3C4VC4X5iaUuy1+zUbwy/KXjTucytlzQ8lYDKsfx/73LH9gV+I/r/WFzJkEDq8/vt1SvxcjNfLARbhy6xZIfAqY3ke2WBfhP6rc+bzm9tJ8H3GtX22vb7WtyM+M4771xxfjeO9VYNvV3u/NZm7HM58Zf7aQvDZXh0l5kqe1y8NjBVFkjyuu+tz816pnRutQ5MNMC19Wed81YNlDs6KdrX2dMVMwbW4GILW8UUE/Tkk/Qb9FpWvVJRy8pJ7qvJDUvPvwXeWfHTn/50krFV/OQnP7mNrXPsSOkkfLMb2KDl4k5PXLetQ5f1cj+mykWnUJZkoVAozGDpPEm/SXh7TPVt6x2yt29yryQvGd50fjvZ54IlZz+KfTbevqHnY+qtb6pHI6VS/r99b71+k1PF/PhHpkoJ+d7UtgS9xiK9xgS+V7b+sKrtp7F/9etf/3obY3lP+aI4h9fiz9IwxP93ORnXPdXnc/E6+Lw/Y9n2/Ns9S8s65e9gXfv/bjSCbKd6SNr6sq7OwddnYFVaN1ze2duSYWpfbdZonevFF3o9Ij0/1RQCX+7URnlsxWLfvMcua8VCnvpJWm2rlDXWWCPJ2I/p3wK+t1qfz0WUJVkoFAozqB/JQqFQmMHSdLuX+mA6YHMeE93OZjtgeykONqHpF+f9pU2tMf29Jp/fNKm3PYMpHuc1dbEJTrqAv+N1Qz2mrtXXxbFM2Rzc4rPeec77RHO9TmEwtSBg4N3sfCyuy7Kwk9tj1uLegqbuXIPlbpcD8uh1lEkGeXpnzG984xsxTAG551NpN3zWetJztfj7ppCswy4Hy6n3HZ/fcgBei/WHY0wFXpCt04Ksc8jZxzfF9Rp7aTO97Um8b72pfa+fpI9PRy0CNIvH6lFky8rr5lx+lnrPh+XmMd/z8+fng/NCy5NxcG0KZUkWCoXCDOpHslAoFGawNN22iQ0dMK3tRT5d/eDPAtNlm/NE3zz3jne8o40/+MEPJkne9773tbmpnRfZCsKNdm1u93b1s4nO/DJRMGAKYGpNVNlNc/1Z1uLos6kRazD1oropGWTgcx5yyCFtTPXEVVdd1eYc6TR9vOGGG5KMm8WuvfbaK75nuuS1sG5TK9/vXv7doo5Y5zhfL9rv41hnVtuY3nJk7O9feOGFbYyuvec97+lej/XjtttuSzLOB3QeJN/rNZpOBhfO/0Tn/Fkfq+cu6lXKTbkGQC9ingxys86dfvrpbYzcrr766hXfScaR8ltvvTXJkC+ZjHNr0W9nD/TW3cukSfrZBLV9Q6FQKNxPLF1x08u49xvJ/++9KXsBAO/Vaytiu+22SzJ+YznH7r3vfW+S8dYD5557bhvvv//+bcw+yt6ywG8f3k4OSvT2ivYbx9tGUGkxVfNruTDubUWRDFaMz+VNl6ht3nvvvducnfu0yHdgx9tmvPvd706SXHHFFW3upptuauPtt9++jQ8//PAkyfrrr9/myBlNBrn4um1V9nJpN9988zb+3Oc+t2J9c+jlkBo92fYCAN5Ow70Bdt999xXf+eIXv9jGWN8wkyQ57bTT2vjlL3/5imNttdVWbc6sCkvKgbJe7bevdYMNNmjjz3/+80mWz8dMpoNEnMvnd5UK92evvfZqc5bxpptummT8TFGdlAwWJMwkGfRw8bgveclLkiTbbrttmzOrQm7WeVu9WND+Xdpss83amOqeZeq1jbIkC4VCYQb1I1koFAozWJpum8Jh7pou25yGYtnpajqLWWyq19tX2BTbdIE8LlMQ5wZ6Zzhy87zLnnO6OJZ3c/O5oNbf+ta32pzpBGudKpUydaGc8QUveEGbswxwOThY4pw17oHdDA4CQc+cb2hqhGvA57/88svb2DmC0CeXjTngQy7aTjvt1OZ61NrNRpz3Ck3v5SICBwOQ86677trmCOAlw3U6KGdaBa28+eab25xdPBzfzRX8f+TsHSOtU945FJ1z8wY3wEB2T3va09qcKSI7Mlr/LUfcQQ6mGA6g4WY48MAD25zdLb1n1XLjWbXcTHEZe62m7pRrPvvZz25z3i2x96x651OCYF7XJptssmL9SfKc5zwnyViPcU0kQzCxty/5HMqSLBQKhRnUj2ShUCjMYOk8yV6XaFMl5/PxWeeRua8hJvaOO+7Y5hwde/7zn58kOe6449pcj0KYwp944olt7JxKcvue+tSntjnToGuvvXbF+h09JhJnOu2INHmAU11S3GWHz7rzc49OO8/tmc98ZhtDs4nYJ2PqQDT1rLPOanPOz8NNYrm96lWvauOLLrqojclVo0Q0GXdUIV/Qx9pvv/3a+F3veleSMWW2PkCdvH7fg6Tf5cefNx3ulaqus846bYyLZYcddmhzvjdkRBx22GFtzjoJ3XaZnPXsjW98YxtvuOGGScb5fvfdd18b4+Lw+vfcc882RrZTdBo662u1i8gywg3h58cuGjIqfC7rHNF8ZwX4uedZOeGEE9qcy085lyn88ccf38Znn312G3O/rHO9SLmzEpzJcskllyQZPz9+VtGvqXLqKZQlWSgUCjP4kRpc8Os81a0Y68VvSjtbcRI7aGFnL52NsSiTsbP3rW99a5Jkl112aXN2bL/tbW9r40svvTTJOLDkwEgv4OJ8P97QflOv1vnZlqTf6r3P+rh09rZ15txCrAHLwiCo4O/4TUzu45FHHtnmHEx5zWte08ZUSjj/lJy4ZHhb+765mQUysCysD1y3Lc3FSg/rHJjSOfIbnUO38cYbtzH3/AMf+MCKNSZDJ/aXvvSlbc4BsjPOOCPJOPfRATL+nyRnnnlmknFOpbvdcw2+Pl87+uVgTq+v55Ql2dPpXrWT12XrzLmFPKsf+tCH2pxlTPDJFrqt5mOPPTbJOMjr/9sCx4J2JZ0DZb3GIF43876vvS7kls/UjgJGWZKFQqEwg/qRLBQKhRksnSfpHnHQQZdakaOUDLlNDsxcc801bQxttKnsBhQEW5x7duONN7YxBfQ777xzmzOVs0Od/Cw7m++66642Puecc5IMAZxkbK5Dc6ZoHjRmymvBNgbJ0BvSAQNTY+RmJ7lz2rgH7pe33nrrtTGbInnzrltuuaWNCYSZhppu4PhOhnJEB5kuu+yyNiagZervY/UaB5gm4Tyfa+LgkjQCAG5AYfoPtXXeJuWryVAG6TJKb/RFsOL2229vc6aYuAXsAnLThpNOOqmNCdzYleB8QAJrppX/E52b2vYBOFeU3FznOfu5xA1lOuzcWVxnDrxY53hW7e66/vrr2xi5bLPNNm3O95DnLxl0zs/qhz/84TYmsGg3nV08va0oettaLOlhbChLslAoFGZQP5KFQqEwg6Wj247SEh0yxXXuEea0qZp3kzvllFOSJJ/4xCfanHPwKEuy2U7E0OdybpmjWN6Ll+j2i1/84hXnT4a2/S6r+uxnP9vGUGNTJ/baTvp9Dk2d7KaAmjsf0MclL8/fMY0hF9RlV24/T9mgy/Xe//73tzH3beutt25zXveDHvSgNv7oRz+64rNXXnllG9PV6bvf/W6bcwkZ/7dL5vvf/34bQ//sclmMbjvfrddZylFKPmvZucSQ6LMp9De/+c02puPPdddd1+acJcHxrUfW/8c85jFtTEbAK17xijbn3EC22XCpoiO+yMbPlDMuuG7Lwq4M09Xes2q5on8un3XGw6mnnppk7Pqy/uGe8LNqtw3ntwvJ6/b2HUS3/Vy/853vbGNcVy4RZi/5ZHANWOfcZYrfMOtZ5UkWCoXC/cTSgZveW2sqN5Cxf6X96/7mN785yfjtaCc21gtv3GQcjDjmmGNG60jGVs7Tn/70NqY6xQ00nIfIW8sdp12lwmf99uld61R1hC0l3mS2EHxc1mi5sMd4Mryhbcmef/75bUw/Pm/+5bc+eZLOc7Nl5QoVgg+Wm89LQxAH5BwwwIqb2piLa5xrNmA5Y0lO7dWOLtha9bGx5GzFO2eSAJ91zlby61//+tG6k7HF5DxgdM733oEPGow4sOQqFb7X2/zL414eaTK2GnlG/az6/zAJ64TXQhDUVToOJtI705a0Lb2jjz46yfje2+q0zm255ZZJxvfIFWkE5fysuk8tVmOvMYrHlusyKEuyUCgUZlA/koVCoTCDH6mfJOZ6by/uZMjz8v/dPOHtb397knHuFHNJ8rKXvSzJeCMmBxgIxpiCmIa5SQHzlDImY3Mex2+P7hjOvXIBPnlo/r7h4BWUw3Sg57LwHK6JZKAZbnBhNwXUxzTOlJWegKZbpqQ+Ls5995D0PSC4Zbrzwx/+sI17DSe8FQRBE+dCLsJrw93T24s76ZfqmRaefPLJSYatQZLkLW95SxuzYZo3sbLsLr744tE6FvHqV7+6jbl/1mnTWXRuriRzEXahQEGnenH2NmSzXBy44Vm1LGlOkgyBGzeS8HNJ3qjdXZYRuaR+5nwPve0Fa3Swxi47ck193W44AhyLXmuttdqY7U8c3FsGZUkWCoXCDOpHslAoFGawdJ6kd5Hr7W/r/2PCO+LlUiQ605iCGL2+it6hkFIn94h0+dJ5553Xxi984QuTjCmo6TIlYo6iOcIJLbSJ70hdL8JomuayRKiB6a7Xgly9v7VB1NCRUlMXaITnvMUFbgx3snFpnaOGlHw699GUD0rm/FJvR0D/RmcKOGcNStrr9wfswkBmU/mAwPfObgs69vT2f08Gam+ds+yI8pq+WTam1nRTuuCCC9qcS/nQX8vDu2ISVTcd97PS6yJknXPOIzpnCtzL3fWzatca2x9M7dvNPfLz7a0acH2RLZGMO3LZJQJ1d/Tb6+JZdaaL7we5pnY3OJOl5wKa0gejLMlCoVCYwdKBG+cb8YbzW93WDfly3ijJBitvmn333bfN2Urh+85Tc04bVquz7W2x2dlLd2g71t0ggmtwkMBvKt6qth5tbfBWdn6e4e9RveM3tfMY6Z3n6gZb68997nOTjANettR463otVM74/LYYbXlZbli4OO6TsdywJmzNuToIuTiY489yXlc3LcLrwVKxztnyJIDkahHrHD0SXQXjHFSqjQjEJeNgIwEmbyLnHpG2SOhd6ftoiwarznrke8bzZevRuX3ov/NWDesceaq2NP091urrsqVIoMtVMJYbe7E7N9INZLgvH/vYx7rf91pZizcCM8PjGpxz7ecH/bae+lnjHru6bxmUJVkoFAozqB/JQqFQmMHSdNvUBTrgXm52hkITHGyxOb/XXnslGbdud+MAzmWz2eb8tttum2TsgLaT3U50Pmvq5DwsTHeb/aZ0OKydD2jXAuOpHn+WG3TTjRVMucjP7PVJTIbek74Wb2FBv0rTKY/JSXNu4pOf/OQ29qZgr3zlK5Mkr3vd69qcm2VAY3zdpnTQJDcwMPWmMcdUOWcylh3ukKmgFe4gl6R6w7d99tknSXLwwQe3OV8v3zctdoOMLbbYIslYdg7GuDyU3qou2bTbAp1zMMQ6x1ocgOiVdE7BxyKwYheSZY7Lwv1g3XiGUkDn63rfdu6Bfwv8rBIA9PPjwOSb3vSmNqan5WmnndbmnLPJtfge2R1FkMpuENN11rhaP85FlCVZKBQKM6gfyUKhUJjB0nTbVIqOII5S2dyGJji67Zy3Aw88MMmY6pkW0kp/an9p6IrzIR1Z9bYO7AfsSKkpLtFMUztvrwAFdkmeo3+9PZANR2ChQd42wJQOuTm657LGI444Isl4X2SXZXFcl2A6f41IuPdIdnTQ7g/K0Kaui/xIy8Jr5X5a7qZGUEbfi0X0Pk80NRnTLnSCvL5kHE1/0YtelGTYFTEZ039ybun2k4wjyrgXXJLnHpBkHiRD388e7V08b2+t6ExvC4xkdZ1zTiTncr6he7ui69Y55zyze+S6667b5pzficvBcvM95brdm9PuJm+HQZcqw3KDxvd2yUwG95x1zp/lGa4uQIVCofC/iPqRLBQKhRksTbd71HqqKSgRSCfYmgLwWX//oIMOamMi4d4o3jukkXTqKJ+3GfCG5ttvv32SgeIn4845RDjZTS8Z0wFMd9Nmm/CUvk1RH1NrIrpOcHXCMHJzg1Mn8fNZ07C99967jbkGSjGTcXSchHtHSl1C5rWSbeDuL94WgqTsr33ta23ONI519xLQk4Eez0UaTd9xKzgy6+Nxf+wW6TXldamiO9CwlYILHNyQmOR33y+Xd7o8Dup96KGHtjk6VyWDztkdZbcH99f3vqdzU7JzYYW39wCWETpn/TZd5bl1AjfNnZNB5/bbb782Z51bc801R8dJhua6yfhZpYvVAQcc0OZctojcnLXg6+P3xl287PJAd4puFwqFwv8ilrYk7WzmDeZfcb/VyP/q9ZhMhjxL7/985JFHtjEt3f0m9fkJttgJ79wqW1dYeM7zolTR10COYTL0nUv6RfEOHuDE9pvWcAMIZMSmU8lYRlyjGxvYasSyci4gfRKToZTQFrzL3Rjbie9cPgeEWJd7Lvq8WIiWla8V573lZkuVhhPOBVyErVDgoIF1rtfj1DpH4M/5gLb06HXp7zgYSSDKjMYBMJqHJIPV582/nvKUp7Qx+kujl2Ss3z1L0eWnWH9TW19YlzmGcxdtjcNabF1ZBpQ1OifUAT6uy2v17wKlxba02ZQtGQdnOS+Br2ScU8laXa7s6+pZiM7T5XtmcsugLMlCoVCYQf1IFgqFwgyW7idpEx3T33SoRxFNfZyHRWDEPSC9VzYlcXasQ8+SwRnrbiPu/uL8NY5rOm5aSUDK5WrOLYTyT23vwP9N/U2nLRcCTg4MOTgBZTRtcO89qO0dd9zR5lyCRcDGdMh0hPvhLRm8VtM0XAoOcuGE97pNjawjXIsDfqb+6M5GG23U5lwO5/UmQz5fb/fJZBykAQ7GERixznmfccovXXLnoBR00se0TptionN2hfg66Xhl/XZuIcEhl0D6upGt84wdBLL+cB/tpnAeMMfyvbN+EYxzxy3LjYCot0yxzvGs3nLLLW2ObRiSsU4QcHKJp3uUokvu6OVnleCT5ebfKAKWvhfsGz6HsiQLhUJhBvUjWSgUCjNYOrpt2kiUyZHZXit5R3yPO+644aT/7/dMUd1hhu4+ztfy98mfNMV6yEMe0samDuTz0XkoSS6//PI2hmI6iuwtFSh3dKTdkTyu2xTfME2Hulguve0L3DHlnHPOaWPWaApiGuPvAUddX/va146OkwwNjpOx3ChtpFltMo7sEsl2JN27IULPTFl9fCihu0MtwlQKquRjWOfQBX/n2GOPbWPW6W5R3tKDiL9l41I68gCdY+iILVHgZMgtdT6h7yNRVuuvcxvRJXew8bUytovJsM4RobdcrHNcj9fvLlqcy8+qXUBQYF+LM1XIIPD/nV1h8Izvtttubc73CJ1zzqWPBY13HrD1hbHp/jIoS7JQKBRmsHTgxm8y3jr+xbZ1RBa9ndw+Df93PpYL5K+99tok43wqt9Xn/LYI3SjCOWdYgt6mwFsG8Ca1VexrwYK0BdGrdPCc35p2omPpuZmHAzcElFzpYRnhcPZabClivdnqdkABNuDjW65ulkFAxxa6gwPcewcc3KSBQMOUBY4+WD6Le0/789wTH8/nJohhnbPssPp8b9zj8dxzz00yroxxsINrc39DW8nOqaR6x8FIB8h6gU0HoXqbnvVg+fQqS5IhiOEqLlua9Hx1AMNyYwMvVxr5WWUjOVufvS07bBE6QGj9xFJ0gPDee+9t416QyUEoKvDMbnrPquXuZ2kKZUkWCoXCDOpHslAoFGawNN02tenRgJ4JPJXTRkDGzmDTKKivW86blj72sY9NMm6oYArh72Hu008wGRfIcy7nhpn2cd0un/MWAlATm/V2LJsOQLNMZ0w3yT8zHbdDHYrrAEmvaYSvz8Ec5G35uB8fNDEZgmc77LBDm+ttO+Fd8LxurtvHNw3r6ZDdN8lYNr3P91xAbtTg73NPXJJqnUM/neNnnYICuiTOwUyXZ/I9N30wbeRczvM1nUUnp3Jze4+s3Qguu7MuLh4/6dPxXgMWBwsdUOW5dx6zc2N5Vr1DoXXa1BtdYauNZNwfFJ1zPq1dRMjV27rYZeJnBdS+24VCoXA/UT+ShUKhMIMfKboNtTTF9mEwi23qmy4R9XNE2n0N6QziPDFK+pKhr5yj0JR6Jf32+KaKvhaOdeWVV7Y5Uw8+a1PddANK57le9xnDc73uSKZeliEt9L1VxTbbbNPG9Dd0KZZLyE4//fQkY7pjOu4ILZTMOWW+34ccckiS5MYbb2xzpjZ833rh/p9QOrsuFqlhr0fnlM5xPuc5+v8PfehDk4xpsXfzJLfRLgNTc/5vnXP02t9DF6zfvpajjjoqyTiS3tsF0uu3bLhWR2b92V5u4FSXH3TRtNPUnawBu2K8VQXPqq/VecY8X3ZX+Vm1znGNzjn2tbzmNa9Jklx33XVtzmWNyNiy8LNErqjdab1y1kWUJVkoFAozWLripgf/Yvfeep6zxYJFYce3ndhYjX772cmOE9sWmXtTuq8h/RIdWPFbzU0IgD/Lm9RvN1vFXONUZ3K/tXtWqce89Sw3HN/J8Na1JejACY1HfH0+Fpa55e4ekZYbOah28j/4wQ9u457cDPYIdxMIW9u9TuGL8Np71pXHvU2z3Oig14PRAS6sQgcIHWwhIGTZuxrJx7r++utHa07GAbyTTjppxVqNxz/+8UnGwRDrCde6zP7RfM/ft/5yT/x/58aiM75udx7HQu81mkiGYJx10oFHM7zLLrssydh6dO/W1eQGM+jlpCbDdU89q1MoS7JQKBRmUD+ShUKhMIP7lSc5lTtpcxnYWYuDf6rVPiaye/tddNFFbcz37HS1ue/yOBzSU3vx9r7fK0H0+kxzuC4HLXwu0wyOa+e/5YZ7wevzlgfkN/aaHfj43r6CcrtkuF920ptGWW4cq7dvuOFcPgdm0AHL0u4TrsuOd++jnfS3/5gKQPSc9nYPEFiZoqjoEptRJcm73/3uFcefKjnt9VOdCqwAPz8OzKymc1yXg0X+vl0K3DOvz9fAdVmP3DTCga7etaDr3j/be5P3gkzWf7shCKjYtdaTQS93OBl0rnd9yaBzznVdzM3toSzJQqFQmEH9SBYKhcIMlqbbvSikabVN3J7Za7O6t1e1c6uIKpqO9PKZTEG8FtNdaHSvPCsZqENvX/FkyOcztTIFhUZ4LaYILvHqdb4xDWGtphumjMjN98K5epRrmY6YWiOjXk5rMi59g0Y7z6xX1mVq5o4ufN9uDOcCQs19LYsdWXpuG+uM6T/znrP7gGP5fO7hSPmb/99zL/g+T62d+9uLuCeD/B25tasBOurr933gWZjSOd/TXk6z18U1+PlwWR/3b4qOo3Om+L1cVa+11yc0Ga57qjMP98MdvZyfSTaDr7W31UqvD+kcypIsFAqFGSydJ7n99tu3MY0lnI801dsO2KnPm85vDL/JehZPz4pxvtUnP/nJ7rp5K7p6h9yuZHiruemDLT2sUluPfhOS/+kqHWOPPfZoYyyt2267rc31Orp7ztVDvCltkdlqRq6Wm+8FMnR1k3PefA/ZYMxNRMjfS4ZAgHsq2prACe/ggi07rBEHbhax5ZZbtjGWlnuB9iyp3v7vSd+66+lcr+elx84rdVd1f5Z8VTMS5x5ivTko0tM53ztbrRzfzR0M72WNpeUGLj1Lytfds2rNbjxm3X4+e9bZ1ltv3cY333xzG/eCoLYOrXOcw80yHJDCKvV99f957nsVeXMoS7JQKBRmUD+ShUKhMIOlAzeFQqHwfxFlSRYKhcIM6keyUCgUZlA/koVCoTCDpVOAnL5BiN3pFE5gpd2U65a91wlNY3vpKcmQftJrqOnz+5wO9TvdiLSU3n4myZDs7WM5XYgUBV+/k4CpA3VbLqcY+LpJ7XCCt+tY11hjjSRjuflcNMCdSlJ+2MMelmSctuPrIo3J1+JxL4neybhOUmeNTofyeQHpKsk4YZ80DrfQ8/4yXkMy3HOnlzgthubClqfbnpGuNtWmjlQxp7/0tgm2PH0uy4nPOD3LOsf3LLvVdM5y5LmwnjjVyjrX613gtfCsTek3aU6rPasuJPCzynktK+uRdY5n2Klb/iz6YLn5vMjN128dQD+dLN/T2UWUJVkoFAozWNqS7JX1TVlybB/gt4RLhXgTeW61LkLere3uu+9OMn6juNW+k9yf+tSnJkm+/vWvtzknfjP2OV2utnhNyWDxJYP1Y0vV8BscWFYu18QCdZKxrxFrxonHtqywEPwmf+Yzn9nGN9100+hzydBUOBk3mV1vvfWSjJPFfT97nZx8D7jHtnBsoXz5y19OMt+FpVeeZuvRcsQSc7KGCwSA1+vPYrH4Pnt7hzvvvDPJWOctOyeWr7XWWknG3WZsoWJ1TpXlIjtbl+6ihfXT062kr4vWI1tnP/jBD5KMnz83+0VGU88q8rDV7SIPihWsc095ylPa2Dr3xCc+McnYurMMemWF7GJp+DtYusnQVNqW6jIoS7JQKBRmsHSeZG9f7d6GWMnw9pnayKj3HVsN+BT8xnAJFr43+wE99lYLWD9Tbf9Bz3r1ufx/+864hqkeeLY8sKR6PlOvy9+3XJi3BeXGB/j8LDdbcrx1bUm4H6StbfxeUz48LAdbKAZNCHz9tvCZtyW5WM5qmeOPsjx8bNY2taVDr9FDrwGLLSLfJ9iF5WWds8VtmYOeztkq9v/dtAR4f2q+N7X5XK+Eccon35ObP9trDOLz4lOeKmvEqrbOWX/9LKFzqz2rvu/+Pzrntfq+8Kyu1iN1EWVJFgqFwgzqR7JQKBRmsHTgxuY01NlhfdMm6J6dpnZicyzTbacgQAu9g6L3jyatwXTKx7fzHbrgsL+76PT6TZqGQblMoZyaAvVwZyHDdIB1O1jjtUIToPhJf79wy81pNcjNOyj6WDisvaYpJznn6O2clwyUzdTLMuS6CAwk45QVKI97E86Be2KdswMe2Tg41Ov2MhX4obW/d3e0zqDfvl4HhkzNWYu/7/sMXZzaIxz9tJ76ulfTOQP3hOmuA5c8Hw4M+bqg46a41n+CdR/96EfbnHWOIJXdJHadmZpzbxwYtc7xrPZcUD6udc7uEfRlWZ0DZUkWCoXCDOpHslAoFGawdHTbUUxM2KnIJCa8aaUjSoufS8Z0ACrnc77uda9rYypPLr/88hXfScaU6EMf+lCS8a6DNrehlb6W3g5uvd3sFse98/u6iNqbRvVa6btKwNSkt7Odqwu4FrsuDj/88DZGbldeeWWbM3VypPzaa69NMo60brDBBm0M/fK1ONrL/XakdDW5LeavmeIhR98nUy10yfTKOoeam26bwva26TjhhBPamHy/a665ZsU5k/F9pKkseX/JOPeWc1jevfvgZ8qPaU92Pr+PhYvDetTb9sL3zjLuyc1uE+6RZelnlWbYl112WZubelavv/76JMljH/vYNmcZci5XN/VcOFPbP/Tk5uq3KZQlWSgUCjP4kQI3jHt5aMnwhvVbwhtaUa2x3377tTlbHM95znOSjN/qdsK/613vSpJ84AMfaHPvfe9723iXXXZp44MOOijJuHqiZ33Z6vCbFGvWb19vf8AGUot7RoPedgCWi63C3rYWds7jkN53333bnNe94YYbjtacjKtk2Ef6qquuanNU4SSD3JPk6KOPTpKss846bc4WLrAl6Tc81oKtra222qqNv/CFLyQZt+pfRE92vg+r6ZyDTuTgWef82c0222y07sW1IbMbbrhhxVyS7Lzzzm38spe9LEmy6aabtjnXXnPPbUla/3t6wL1NhjxgB4OM3rM6xYR6wRBbvQREva+2n3uqa2xp9p5V72Hu7RusE0ceeWSSZOONN25zru3nHA6SWf+5d9aRLbbYoo15Vl3vvQzKkiwUCoUZ1I9koVAozGBpum2zF2pp2vfBD36wjTHt7fQ37cPJ6++YqkGDXLJkakT53J577tnmrr766jZ2KRJObOcbXnfddW0MXdx2221XrD8Z6IBL6r7yla+0MdTcOXeG88+gLi996UvbHM7qZLhG7ytsGk9A5iMf+ciK9SdDIMMNMiy3z33uc0mSAw88sM2de+65bexd6HCIO2fOAR8o1V577dU9Fy4JmgokY7mxbge2FmGnPIEH0+X3v//9bQxdNFXsteHydxwoYuw1Ol8WmZoeEhRMxrs4QvuQdzKmmOi66bjP9dznPjfJ0AQkSb761a+2MRRzqiTUOcXcJ+uc3VQELqxzpvHonK/V7ijuuZ8vXwv33zs4Wo/8XPGs+rrf8573tDE64J1b/axuvvnmScay8rHID53TuR7KkiwUCoUZ1I9koVAozGDpPEnnQRHdcpTYJjrUxhEv9zWkhGn33Xdvc6ZWUJrTTz+9zfVyB10qePzxx7fxWWed1cZsbu5+faaQ0HTTVrsRyO9yzp4jtlAn/9+RSsuIedMhl1BBA0yjNtpoozZGbnYzOCfyWc96VpJx/mivHNP36uCDD25jIpHJUOL4yEc+ss25zyAuC5eN9eTma+l1f3dOn8vlknGkGQrnHFbn/vFZ65zzOj/xiU8kGcvOLpLddtstSfKWt7ylzZmWcZ+tJ84HPOOMM9qYTIop2REV9/pf8pKXtPGFF16YZCw754SiR87+sKvDMsINYT0guyTpd/t29saHP/zhJGO5+bcAN5WfOedcco2+t9Y56+qTnvSkJOOMDtN4XCXWuRe+8IVtjP56ff55Yw3Wq7l+pqAsyUKhUJjB0pak31rAb22/6XCeOxhDHloy5IxRxZCMnb1rr712kmSHHXZoc+TVJUM+latJ3Bn62GOPbWPePg5QOGeyl1vltx6OYTuIPea6/Sa2JdkL6FhuPi9vUlvIDhRgbWMV+fzJ0PHZ+Y6W2yGHHJIkecMb3tDmPvOZz7TxYYcd1sa33HJLkuRtb3tbm9tmm23auJfLZwsVGfn/zgvkum1JWl+SsZxAr8N9MjRTcd4cjvxkyNN1oMw6Rz7oHnvs0ebcYAWdsuXivqXHHHNMGxMYsZXkLubIzjmytlB7OtdrhmGdc+VIr0fplM5R3eLzW39oNuGmKV4Xcttyyy3bHPmISfLqV786SXLEEUe0OQe5XvWqV7UxwaFzzjmnzcGOFq8BWOeQkWXhMfpinXPO5RTKkiwUCoUZ1I9koVAozGDpPEn3eCPY4GCLzWJ68rlUyyVcfM8mPhtPJUMDCuc7OacSuugNh0xxba5vsskmScaBnxtvvHHFZ++44442Zyc4JrypkekKFMDUz3DACCe012JKyBp22mmnNme5EfCx490ygHK61T8bWCVDqeHTn/70NudrdU4a98P5sRdddFEbX3rppUnGdN3HYjzVBAI3hCnvIlxWSJ6iA1V24UAHd9111zZnuouLxzrHJnHJ0ACFhgzJELRIkre+9a1Jxvm01oMLLrigjdE5BzDcbxGdu/XWW9ucaSHHtexMcZmf2nrADSLIU3QA0XLD5UXgKhk3o+C5t87ZXUUutLf+sBuNJiEOQNoF43JFNvvzWq3/3E8f3889+rXapmVzOtdDWZKFQqEwg/qRLBQKhRksHd127hUU09FKR9TIU3JulqkzuWguGXIpHR19HIm02Q3lMvWxCe1tIziGP+t8QCisS/Ic1YRuOkrt3Eau2yVupgDeTgAa4Nws00fOYdeGS9tOOumkJOOcO0f3zj777CTjskW7FqAbzoMzjTO1Zm9zd2Shx2QyUGHnnBIRT4ZtJZyzRieeZIjMWhaL0W3rHLKzzjm625OdSwxPPPHEJGOdsxyhcC6/u/jii9sYKufcXuucc/voObnPPvu0ObuAoJPOAfR95rmx7Ny5hnnLwnTd7hzuuaO4ju5yLG+54C0syG5wJN9bpUCXLTfrCR2H7FbyT463H8G9YXeTqT/X5e5Mt912WxvzLLunqD/LtVoWlSdZKBQK9xNLB2781uLt5LwlW0847W1d2UohZ9HNG6gySIbqA79lHIwgT9JvAVtM7oGIw9jOYjuhyUN00MK9L7Fwpzp4M+7lcCVj6whrx5UnvgaOZavAVjFvba/flR5UgNjxbWuFPoc+p/PfHDwjIORgi6+FahYHR2yN0JzEwT3nnxLosrW0COsPebpTOofM/B1bouedd16Ssc5dccUVbUzAx1UyDkaQJ+l74x6m66677opjOWfTua/km7rRhHUdi9vsxfrL8zWlc7aUejrn/yMvr9WWKAEp65yfVXTKjVwsN/7voJ4DYg4C0fDD+un7Baux3K1zsEFbkr5W9NesdxmUJVkoFAozqB/JQqFQmMHSdLu3yZPNVucm4dA2HSDPLBkomnvcuR/k3nvvnWTIxUvGAQZKDU0Fff4Xv/jFbQzNOP/889ucKRMBCrsDXEAPnAfpEjP2rXaQynAzC8x9U0zToF6elzejet/73pdkHDxwsGTrrbdOMg542TXAZx1w8FrsMMfhbkpoekvPTl+35cb3fS5vQQA1cmBrEb1NnqZ6KHJ/rHMEspLkkksuSdJvJJEMuuhAgSku1Nwy8H2CViZDTu2ZZ57Z5kz76KHoLR1MxxePk4x1Dtn1ttNIxjrXa+rgYCH3x9dy2mmntTEuHjcvsU7suOOOScbuLlNr8kM95+0jnJ/JGpw7afcJwV/LzW6A3kZfziPGBTSncz2UJVkoFAozqB/JQqFQmMHSeZIuEYM22oR2dAs6a4rg0xD9mspRgtqbOtlsppuNu5W4Lb9zKqGQjqh5Wwly4ZzvRw/KZMi1c8TY2wJAEWzqm+K6LT699RxJpG9jMlALR0pN+chPm9olD+pr6uRjveAFL0gy3k0SGpqMSz+J+rus0TpALqDzX51VwB7fpn7OhbWbAbi/4uJ3e3sq20UCLG9HOb/0pS8lGUforZNEwk1xXUpH5oB7VHrnRLuG6CRkV4gzJvisdW6ttdZqY3IS7eJyOaXXCPwsegsLaL7dBL6PyMD70juTg/vb2yYkGSi/1+SI9ctf/vIk4w5SdmlYhmzL4IwLy43n2luCuMQW15nptHOae53MqgtQoVAo3E8sHbjpVYnY6e/MdhpUuFmAHfhUv7DhUTJ2xlKg78x+N6DAoe8ABedMxpYc81SrLF4LFqDfnq7EwIJ0vpY/i1XqDY0Mv6mwVtzx2pUM9IN0v0hbTsjNb2UfCwvC+x67AQVyc36gLS8CQ8lgWbgPpy1grAnnIvpaqHzxPfRnucfWkUX4PnKdDkA4UMR9duWKLR6CWm6A4eocxq4KsiWIVWorx1U2bqQAg3LfTjed4J76+fGmd+icGYOvG+vK3zF6uaLOuSTYmAw6d++997Y5P6vomjffsqXG2PfZ9xRr2EzPcnfwlWYw7mHq5we5WefdL5W1WP8dpOJ+wSqWRVmShUKhMIP6kSwUCoUZLB24sRMcauyiewcLCCDQHy4Z0+VTTz01yTh30bl/UBcHSDyGEpn2eqMxF9Oz6RANDpJxTib0zE5003HWYorQ20PcAYGp4AJ0wKWCdiZTmma5OXBCzqSpi2kQ5zVNM11h3Q6a2MnuQAVU8dBDD21zdrLjXjB1c+CFvFZTUtMg9MmyNL1OxlSJAIF1zsECdNKOfPcdpHzTG1Y9//nPb2Nk4rw7l9cxbz1gu41knO93wAEHJBnTRuf+4U4xte9tbeFSRcuJXFHTatNWu644hnXOAVH+b7nZpXDyyScnGZefuk8s+uv1mXpzz70mB3S97QPBMW/1YF3HdeQAoPUbuVnnLGOeVZfHOuA1hbIkC4VCYQb1I1koFAozWDq67VI+cqYcGbUJjGntHQydZwgFNtUzXSXiBi1PxhSBY0EFknHEyjuwsVubv+8SRyLZ9jo4egfNslnu6B+UZ6oji6k70dYnPvGJbc7djTivI9KmKccdd1yScX6oqQMRXrsxHBUl0um9pd1H801velMbv+hFLxqtefEaTd+A6SG02LJ2BBiaNNeRxTpHdoFzXE29kZMjqy7bQ+e8ZYOpGhTQ+7fbLUGU9pRTTmlzjua7xJY8Xq/f+gUdtR75+eD5stvGsuO4UzrnLATO69xf6xzntdycn3rUUUclmX5WyYLws+h7yvG9g6l1Dp1Ohp0op8pmcYlZFtY5qL3l5mPh0pgqbZ1CWZKFQqEwg/qRLBQKhRksTbfdjJRSH5v7phZEukxnXBaFOWwK8rznPa+NSWx1ZxUnjpOY6yiuI9qmFpTi+VhuNQ8Nc6mTx1zDVDkb0b1eB5JkXG5Gwr3piOk41N4lYL0Gv45qunMPWxO4C9LNN9/cxiSbOwptGuUGpsgF2p2MyxYPOuigJOOyRNNfrsvdbUzdkcGU3JJxgQCym3KboHOWp3WSz1r2jm4ju/3337/NOZmc+2idpnQzGbtQ9txzzyTJgQce2OacUXH44YcnGdN1y5G1WucsOxLDnVFiuNQVau/r9rOIG2NK55ChXQ+ObtMNyrK8/fbb25hn0S4A76zqJHueUf8WuMDhsMMOSzJ2rdnNx7odaTc1R269ss45lCVZKBQKM1g6T9JvLd7+U/vbcki/fWwB8IvuAItLrMgT9KZN1113XRvzJiAfLRlbfy53JEjht4u3KcBCtuPa+XFYis5Dc9E9eYIuufO5ekX1nrOFgJPZ+Z92MlOO5eu2NU3jAuep3XTTTW3Mfdlvv/3anMtJnWv6zne+M8k4t9FWJw1NHJyzZYTlYqvFliH31gELW6LJ+I2PznnOqoscLVvrJzK1defmB5TE+d65UQrHf8UrXtHmrHPO8yXY4WOZ3ZBf6RJK6xzrntrcDp1z7rL1wNeNvCwXH5fn1mWL/iznsNycS0ogzXPeCIzj+/su+3WJLYFDH8tNU7A6XUKJJZsMvzcOspoB81kH9GyJTqEsyUKhUJhB/UgWCoXCDJYO3Jgu4+B3KZ973/V2c3PgBQpH/zcfMxkcw+6s45xMqBPBg2Ts+LYJTmmYy6pcTkaelR3EzpPEGewefKZpUBevz7DLAbppauWyRQIyptjexREaYppmmk8rfeeXel3cD29hYFk5fw3K6Lb8psvkJfq++lqg2Q4imE4TvDMNXYT1BxeH6ZGvneOZarqbErrqPcldvkaeI9edjHMyoa3k3SZj94KpN3tsu4OS+1DyrLjM0xQQ2XnOXaigsJatYf2Bbjqv1VtucC5TbJcCcs+cu+vSzL322ivJuOzXOoebxHmkU3uf4xpzCaefVVwzq+mc8zztLsJl5t6Zy6AsyUKhUJhB/UgWCoXCDJam2+7IAuWxWe98N8xeRy69cx1wlNm0ju85D47csmSgPD6nqYlNdMqhaFibjHd7w9x3Tt0TnvCENibq7dxC00DGpsCGKSFRScvSNIdcMjcVZXuJZKCSa6+9dptzxxZk4Oil8xxf//rXJxlnIrjs0VT17W9/e5Jks802a3OmqlBN5785+o3c7DKx64Fo6j333JMpWHbQpimd4/7Z7eMyS8rbTO8d+ced4iwGU2ty9Pz/qV336GbjDk2O+ELNrd/WWTpmOU/S94axo7yGZYDOOXrtY3H/TFHPO++8NkZuzme89dZb2xi660wD6xzdpHytjtR7LZR8uuzW9wiXmqPX7l6E3OyasM4xnmv03ENZkoVCoTCDpfMkbT1hfThL33skY1Hcdtttbc75gORB2oqyY5dfehfFuy8cTnRv7uXcKueMYeGRB5eM38BYIH6j2YLhbe58v16unuXjz9ry4W3ttdrxvOmmmyYZV7bY6sP572O6OgGHOJsvJWO5kbvoiiNXV1huHMtvfcsNC8RvalvANN5wBYxlhD74Wmw5JeN7gs55jdY5KmI++9nPtjnLjnw73zusw2SwWE4//fQ25xxSZMcGaMk4KOCcSCpCrHO2mAky9fIRk6Gqx+ymV5nka3FTBx+X++egmXWOZ5X9sZOx3Mid9fltKWK9HXPMMW3OOkeQ1ezN99BWH5aiNzJjQ7lk0DlXD1nnehvt9aprrIf+7BTKkiwUCoUZ1I9koVAozGBpuu1gg53XwCY+tLLXrj8Z6IQd/V4G5rSpk/vG4Xx37pcDN85DhKaxF3Iyzg3kvC7KNx3gun1850lCTUxH3IDCgRHokymA5Uau6NQOg1DYDTfcsM35WD25Ob+T/DWv38d34wDuIS6AZJyjCF22E9z3Gyrs4J3Piw55/e6NmYzLM/l8r7lI0qfj7kWIC8RbYziYwDqsOw7MkFs3dW+sU8zvu+++ba63Q5+35nBgkHVb59wohHXbHWG3iWVuyg7s4uC58r0zhYWOWucsN+4B+9MnY50j4GPXhY9vubFu72jp/3O93grGrit0znIz9UeHLLfFvd57KEuyUCgUZlA/koVCoTCDpem2o5hQS5vtvX53pgCm6LTKdykhJXXJsIOaKYapDzl8dgGYjjvqDh32JuY2t9mZzR1feh1VHPEznYYa2Wx3nmIvP81zFj/Hcs9C54QR3fa1uJ/ks5/97BXrt1wok/P5nR9neRMBvOuuu9qcdYCSUJfWOVIJDbMsHL3G/eJzLu5c1+ugZJ3zPWF+apsNot8uH9x6663bmG40pvzu9kSOaW+z+2TsSkBOzp11RPXII49MklxxxRVtzufls35mnDGBW8WZA75WR39xI3jOcoP6WuccKScP0fmuO+ywQxuT0+hnznSbZ9WZCNZJ02XW6oi2dY5tMVyWaJ3j+71tQpLh+fJa7TqYQlmShUKhMIOlK25sKWJJes6/3rz1bCW5gQWWjh3zznnkbe2gh8+F9eG3o7sd20K99NJLk4zf5LZKsRCmQMWJm3H47cO6pjZlsgyQkS0EXxdjf8cVIuTiuaLC3bORp3Mb7ZAn8OJGFd4D2YGwSy65JMn4TW4L4KSTTsoiHIRBbrYKbA1xjT1rEfR0znrm/2NBTukclpotQefxYhXaynYwju9b5xzMsOzQOcvDwYSezvlcMAIHxWzdcd1TncktF+RhS9P/xxqd0jksNetcr+LGcvGx+L7l6oqxXnWZnyXrsptoAMuN3QksNweuuG7r9DIoS7JQKBRmUD+ShUKhMIMfKU8Summ6bBrU297BBfL0LbTZazrA2OVPZ555ZhtD0UxBvBab8NAwB5F8rt73/Vkokym26QDU1flYDuKYZrFey9JrQV6+Jd5IjGYFvfK+ZLhWb8p01llntTGUyNdnGuUxNGwqOMA9tqztJGeNDqQ46AKls9wc/EjGeY64KHyfeusxxbVbAdmZnlnOHN9bW9AX0tdjV4kppAMTuBUc4Os9H74+3xP0wOfqXZdzNn0urwWdc55yL8/Rx/ezSn6j/+9r4fj0lUySCy+8sI2Rm2mv1+eczp7O+VzA1+JgINfic/lZgeajC8m4nHQKZUkWCoXCDOpHslAoFGawNN02Neh1vrEJ39u1zLST/zuy6Zbq9Eg0nTG1xvTvlTImY9oHtXVk1YCu9vYVT4YSM9MNHx+a4/+bJpkaALsZTA16dNg5Z9wDn8sdU+jkYgrsY3He3v7XyTi/kvvla+3RU+83bfoHpTLFNrUhWmwdWsyT7PWO9Od7nW885243HMvXYFpJWap1zveR71n2XovpLi4B31ufl7Hv7Z/8yZ+0MTpjPVlN5+x6sDsHuflZ87q4Xq/f62INU3Sc7IqeO87w931dzg9FZ7yWXgaNe29++9vfXvF9H985kVBzuwGtL1MoS7JQKBRmsHSe5C677NLGOHOdj9SzpOwk7zWNsIPWVgRv6F6OYTK8XcgnS8Y5bwYVJe6n542KeGt7cyK/dXmDe3221LDknI9ouN8jDmN3E/e5eANbbl43eaO2yPzW5Q1qufXy49xt3H0EfV5yIm2BO78NC8Ry8xuct7bX58AQm1g5cLOIvffeu42RnRuR9CwpX4OrMXpVYL0ARs9a9rk22mijNueNxnxe9iT3xmoOwHEuV//YokfmtoIcsELnFgNdwEEU9Mf32ZYUem1Z+p7wfDgY2euXOsWkwBZbbNHG7nC/mtxsNbJuy82WP804rHNuQsI9cOBmGZQlWSgUCjOoH8lCoVCYwdKBm0KhUPi/iLIkC4VCYQb1I1koFAozqB/JQqFQmMHSKUBOUSDdwmk5TisgEXmquSsNPHstnfz9XvPbZEjdcMqJE4+9TSSfcdKoP8t1ORXHqRfAyfROECfNxMm0TpD191j3lNyQ0VRNMC3gLCvL8IEPfOBoTck4NYPz964/Gadk9ZKz/Vnk6mP5fvXqk12nS7NVp1P5+0k/sXtKdiSO+zsuYLjvvvtWfN9Adm4C3EtrsZ5YHqvpnHWVNa6mc077cdtA0s2mZNdL7HZajs9Lqpfvk8/F3jy9ln7J0JjY6Ui9rW59Xyw3116jS70CC1+XZemmvb1+Ar4W1uhnaip1zyhLslAoFGawtCXZewO7LMtvCt5qtnh6ScNTHVl6nUmcVMpugH4jkpycjBOcmfdOf06M7W1OTlJrMljNtg7XWGONNuZNNlXe1CvRsgVkuWHFWBarbUo/VWII3FT305/+dJLxfXODVbfoJ/HWu9xZBlyXk7NdIonlMrWVBPdjrn2+rZ9eZylfL9azZed73isr9GexYixvy+4zn/nM6HOL//cOlU94whOSjJOWLTssdq/FOsU1+jtmYpR/LpZxAutiryzRViP6a1l85zvfaeNeCbJ1rtc0mS0fkmFnQ1t/LmX1ViTsZInVn4yfVeThe+TGysitV17r65oqUZ5CWZKFQqEwg6XzJP3Wg/P7TdZrJT9VHgf8drLVgO9hai9rLD37Bu2H+cY3vtHGvIlWu0xfn0Gxv9fqNy3zvfb6i8fFxzTVmxJMlcaBXimjj+9zWm68dS0rj90soGeZ9TC1hQD3yGv5n8ht8btcW6+pxdQ6e7Lzeq2TlK9Z59xUYjWd+1Fk53vvz7Jlgdfi5iGryc7H5Vm1n29qAz/Qs0SnmtngZ57aP/0Rj3hEknF54NR+5ZTb9pqBGFP3Hf32PXaJI9dgS7J3/YsoS7JQKBRmUD+ShUKhMIOlAzdGL5XEJiwmuncl7IXqp5zwj3rUo5Ikn//859uc00egDjb77SQ3xYQGOBXAzmBM96kdDKFc/o7XisvB12qYMkHvHKzpbRXhPoiW2+LnkjHlo8+fgwi+bgIGdpM4MOMUIO6NHd9OU+HeW24O7pHaYepluUHpHLCYw7KyI5UnGfdo7AUwfCwCfPfcc0+b87Wj375ed2hyKktvLZZdT+dMGzmWda7XW9XBHKPnrrGe2I3AWh1U63UXmpIbW0lYbj5WbzfGqYAWOufrcjobOjflZkBe/o6vm98N98tcBmVJFgqFwgzqR7JQKBRmsHR0u5dn5YiZqRYmvE1dUyOoj6moc7cY+5xveMMb2vhDH/pQkuQDH/hAmzP1Nw2/6aabkoxzs4i4JYOJb3eB18I19qLzi9cATKOcH0aEdqo9PWtxxYDzOHs7Apr6sG7L4oQTTmhjGq++733va3NTkfJrr702yZC7loy3uGCtva0APG+96Kma5bcYjf6fyA6Z+N7ZrcC57eJxRQty8PePP/74Nibf793vfveK7yRj2X384x9PMt6t0TmkRFn9TPTW3YvOJ6vrnN0a6NLUDoTIY+pZBdY5V6wwb1m+7nWva2OaJL/3ve9tc76vlhvPtbeHcINsrsvuAmcbsO7eVi+G9XAuT7cdY9VPFAqFwv9hLB246b29pqwr3k7+lXYwAsfqrrvu2ub867/lllsmGb+d7CS/7rrrkiQ33HBDm7vyyivbeM8992zjl770pUmSTTbZpM313oS2JD3utfVff/3125jaVr/djJ7censwey22gOzEJo/M12cLYuutt04yzmlz1Qlvc+SXJJdffnkb77HHHm188MEHJxlvkeH8tp4l6TFy87VabrTgt+N+GUzJjvVYJ3uVUbvvvnubs35uvvnmScZWjqvE0K/3v//9bc5W5T777NPGL3jBC5KMZWeLB0t/SudYg6/V20Z85StfSdKv905WtzT9/959cmCD2mZvCeG18lzZEnbgB9bi59PbN2y11VZtfNBBByUZX6v1n3XbKjbTwtL0tW666aZtzLPaC4bOoSzJQqFQmEH9SBYKhcIMlqbbpgvkcZn2ESBJBhpDeVXSz5e79dZb25ydxVBv51OZRlECBr1MxrvBuVEDuW4umvd5oRPbbLNN91yY/l//+tfbnI8F9XCwxOjJbeedd+6um+t2gw1TKgIjOLiTMd2ApkPHknFwg7LA5z73uW3OsnB+JeumPVuS3HzzzW1ME4EpuW244YZJxiWiPhZyM71dhHM8kcNqOjclO+6PqZ5lh6vA5YWmlejitttu2z0/VC4Z3BK+D97NE3eTqaDvU0/nLDvWPSU7U1T02ztP+j6iM6bYvfZl1jkHz6DpLv+zG4OyQ7tyHMT55je/2cYEmdz0wkFG5Lb99tu3OevcxhtvnGQsN98XrssBxmVQlmShUCjMoH4kC4VCYQZL50n2OpM7n8/R3d6G5e4x98lPfjJJstNOO7U552ntsMMOSZLTTjutzfWol8uPTjzxxDY+9dRT25jefr3egMkQ6bU7oEcNHDF2rh3Ux/+f6oIONTEFX01u66yzThvfe++9SZIdd9yxzfkekC3wlre8pc05ks9aLbfXv/71bXzKKae08VOe8pQk4/xSU5drrrkmybh0bjW5GVBZ5xou9kfsdSa3njjKiex8PEfTyddzRoXXxtrf8Y53tDnfJyimO5cfe+yxbXzmmWe2MbqG7iVj6n311VcnGdPa5z//+W18xRVXJJmm07impmTnrBCo7wMe8IA2ZzdErzP/M5/5zDbGHePotn8LtttuuyTJ2Wef3eask70SyyOOOKKN/T1+I5yPa7mtpnPItddXNRn0xXLt5YQuoizJQqFQmMHSlmTPIpjqLE5+mh3jzhkjZ9LObDt711tvvSTjt74/++Y3vznJkI+WjLuR2zrC8cvbORl3OecNase5Oxtj/Tn3ys5irttvYluSPblNdcemMYDfbltssUUb0zDBAQOvm+oY5wJitSfJcccdlyR50Yte1OYc5DrmmGPamHNccMEFbc5WbS9/1G/43t4qvYYOtrSdZ5n0+y3aive1E3iwdebACFYhlTOL63nqU5+aJHne857X5qxzMJWXvexlbY5O70nyxje+sY3Jn7zqqqvanJkM12U9MqNgXf6/nw9kYYvIlqTnkZH10zmRVLfYQvazSqWQAzdeCzrhAJ4Zx6te9aokyeGHH97mHCB0dQ7P6iWXXNLmCMYYPr/vd09uvWYYls+izvVQlmShUCjMoH4kC4VCYQZL50m6XyJ9+uzYftazntXGd999d5JxgMG5UTiRTc8IFCTJ4x73uCTjfpI0DUgGh77zpWyCn3POOW2M895rdW7iGWeckWScL9jrkThFkaF/U23g2XIzGcrc7Nhed9112xgaQuAqGZzRSV9udh2weZcp9oc//OE2Pvnkk5OMKYyp/fnnn9/G5Dk6YOYcQ2RsWXp7TuRmetyT21RpazIuK6TUzYEbBxjuuuuuJONgII7+ZJCdA3RQ7GQIshAcS8Y6QTDQem6Ke+6557bxM57xjCTjMk7nJuLCuOWWW9ocJafJ/de5hz70oW1Mv1Dr3GabbdbGn/jEJ5KMn9X3vOc9bdzbppjrS4YtE5zHaXcQDVYsN9/zd73rXW2Mm829Y13OiMvsYx/7WJuza4zfAOucXQs919oyKEuyUCgUZlA/koVCoTCDpaPbzr3CnJ2KqBGxdBt3ur4kyVvf+tYkyac+9ak251b7mOvuVnPxxRe3MWazaamjWO4XSdcW07ALL7ywjSmddHmUW9FD03p7PHstjpJ5LaaHvd3afFyO5Y5J3/rWt9oY6uLcMe+iBx12dyTLjfvmSKTdFM5Pu/7665OMywDPO++8NmaNjo47wwC5WW9Mx3GZWBaLeZKWHdRzatc/5OiSPOscuaOOrLrsFdm5y4+pIPdmt912667XrgFk5886H5DnwqV8zt3t6ZyfD+YtO+ucaX6vy5XzT7k/1jnrFzpnOu0uOkSk7U7o9dx0OafvoX8jcG+Qe5mM3RhE2l06ipslGWi65eaoPfpiF9Mye3CXJVkoFAozWDpw47cmFpEdpP4/bzXP+e12+umnJxk70d3XkFw1v2X81j3qqKOSjN8C7lLuSgusTX/WliDNHuys7jUI8Nup10NxqrLEn8Xattx6G6hZbg44Ydn4Te78T/IjvX43mDj66KNXnPODH/xgG7sLOVaQLRQHF5CbgyM9ubkZgq1Wjjslt6Tfn9Kf7+mcv+Nqo7POOivJ2NF/2WWXtTEVJb4GWyzk87nKxzq3wQYbtDGWkOXs82JV0f096W9g1tv8Kxmue0p2tpTQOedJ+v8cy/fJQdqLLrooyThY6NxZ8kb9rFrnyJN0HqgDO5YbOcG+VudaE6TsBZaSQeemuqxzjXNNVXooS7JQKBRmUD+ShUKhMIOl6bbzrDBhbbY6p6uX52UHLHSbrRWSMd2m950d56Zq5A4638rU44ADDlixLs6ZjGkajvypBgDA8S1vVMS2Es7tMuxmwNw3dXdpJ/lbpuNu1kG51r777tvmoEPJUG7osi5fKzK23LwW2uf7M274YOpDPqGvryc3X58bPpC/572tF9Hb5MnBGusXsvOcG3agSy9+8YtXzCVDiavnTN0JRkzldbrUE110sMa0j4CldcZ0HFjn1l577TbGDTClc57v9Z7sPau+Tz25OTfSubu4ZTxnugy1tuvB53dpMfPOjfSxKAN17q7lxjVYbs6FJVBnir4MypIsFAqFGdSPZKFQKMxg6TxJR7yI8JkC92gT5YXJuBQIs3dqD2WikqadLqUjYuZSJ3LTkjEFfeELX5hkHEn0fshQIucb9voAmvo5Kt+LMJrimhowbwph0x/q4/U5wkmumqmLbx/U19SJ8sIkefWrX51kvHOky0UdNaRPn7u/OIIJpfdujJYbOZOOMFtu3Fuv33JJxjqHrli2zu1DdnaFOKILRXXXGJ+b+zvVj/K1r31tkvFOfo5u96i781Wdg0pJJy6HpK9zU7Lr7SVtubgUFro99X9k7i5FBnm6lpufVai9n1VHrNl18znPeU6bMzW3/lEa6TxlbwFDVN3Rc9Ppnuusl9Ps+179JAuFQuF+YunATS9j3050/2KTGe/qBr99KLB37z5bDbzpnKfm3n1YXzfeeGObswXhBhXMu8ddz9nrfYNdqYGF4TwxW3dY0LaojF7H6KmKAKwNb4RkubEfufts2iogx88WivsnYtW6UYUtHFtDBArcm9OfZV2WhTdg4lzWC+tL7x4vwm/5ns71ZOemKJYd+ztb58x+2EDMjMJVJFjpbq7gnErr3OMf//gk4/6cPUvMOmfrCEuo10E8GWTnKjHDAbaezllXWaubojg4RXWWdc4WPGthk7lkXEmHNWyr+lGPelQb9/q8OsjqtfZ2RHB1EPfTemH9fPSjH51k/Hwtg7IkC4VCYQb1I1koFAozWDpwY2qAWUuPv2TsTIYu0N8wGVNvGly4+YJpEBTY5Xc+F5TIQRH3FnTji5e85CVJhi0fkjGtxElss975cQQETDF6FNLU0HTFDR5wcrvRgx3ePbm58QE5k+985zvbnOUGtaBv5eJ1MbZj26363fjiwAMPTDKWmx3u9JH0tdglA6W03Ozm6MnNlDUZ6xyys070dM59SU0hyfd0r9H99ttvxXpNcdkzOhko3JTs3JQBnfOGbM79oymD741lh87ZHWB3D9TZgU/LzkFGXFN2I1jnuD/eqM+9W3lWL7300jbnpies1c+E9Y/75efAwRbTeII83grDwURcbqb2di2wFrtBvC5ouu+xg89TKEuyUCgUZlA/koVCoTCDpaPbzmGDNhERTMY0CEriiLLL14488sgk464z/j75aaYrLqvi+N6X21Gu/fffv43JqZwyq8nZ7OV+JcO19nZITFbvZvOjyK0XsUuSQw89NMmYUppOkJ9muuJ1QcPYsiIZ94CEYieD3KZ2O6Qc0+3xe3ujW+7+LFH/Xs4fsOw4HtsFJGMXDPr1uc99rrsedutzeZ1pF5FVuxesc1A1uzocJbXsyEe1Tpnimi4C32fuqeXtY+EO8jENu4vo3ERkNxnTfKLPdk04d5c9si0397bENfS2t72tzTmSjk6/6U1vanPOHuG3IEle/vKXJ5neQ5xovp8/rxWXiHXOcoOaOxd2GZQlWSgUCjOoH8lCoVCYwdJ0u0cRTUds4kIrpxquMjb9Ml0houvoYy8B2o08adiZjDum0KXk+c9/fpvzthDQStM0b5lA9NXRRZvwvWawhukhUT8nRJtSQrMsN0c9oV+mM+4+A013dyU31aX0zVFmR7SdkE8Ek6aqybiE7LDDDhudM0nuu+++NobyTZUB9ho3L8I6B8Wb0jnK9iw70zY+O9WBhuwLdwlySSalonaPkNyfjDMSaODrblRuTvya17wmyXjrCyfio3Nu8GudQ3+mXBXWOdbrTAHTcXTBz9LUthDAzxLJ+9Y5N9VFp1xW6bJYJ5ZTQvyKV7yizTkrgGfVrgHfD9btZ9W/MchtTud6KEuyUCgUZrC0Jek8K2AHtJsq8EtuB6nfhDjBndtohzmlUrYK7GzGInNRvnsoOmeNt4b7MtrS5E3kUj5vEIXF4+vzm5rv2To0ejJyKZ7fasjNVmmvCYObfZDHlgwNRRzMcXCDa3UDDW+K5o2ryLlkr+5kbC2hDy6n8z3iGnwtbpDB911itgjrHLLzNh49nfP5rHM92Z144oltjM7ZCnEOKHJcc80125zzfL3RHOtysMLBNo5rPfAYa9mW4kMe8pA2Rs7epsDo6ZwtfuscwQ7rb6/ZjJtWnHnmmW2Mte8gWE9uDhz5WfUGYdw7Bx4tN45l/bYFjtysF9Z1GOKczvVQlmShUCjMoH4kC4VCYQZL022b6NAmUzmXQvV2ELQTHHOc0rZk3DcOhzoO7mTcgQZqYAev9wW2CQ41OP/889ucaTrdh9wb0DlrUP6plvE4hu2ANiwDyqUsN5v+BBcsa/Yi9nXdfvvtbe6hD31oGyM3d5/xupAbQZdkXHrnnEl2F/TOeOuss04bIw876d3JiZw0X59pEpTOwaJF9Ki6S958bIJapqjWL6iW92m224SgATmOSf+eHnLIIW1snTNdpvTRJZDrrbdeGyMn9qxOxjpHAMI5gNY5cnb9TBiWG3TY7iTnLPfyfN39iHxYd5NyqSk6d9xxx7U5U2vus7cGsdzsPqF01Fu54AZJho5D7g3rnGYCdb5v1hd0xH1ul0FZkoVCoTCD+pEsFAqFGSxNt928shcRM82BNjqfr1e25GipaaWjoODoo49uY7qFOApnqucSQii7c7uce0Wpk/PBHP0mf9KRdkfPoMYuwTRcVoXcpnaugy6YDjlCikvDdKFHd13OxrYDyUB5LB/LjdK8ZCjjc8cXdgxMBurvYzmSSK6rc/18rYydn7oI61wvT9LHw8Vjt48j89wn0167WJCD7y1loMmQo+dsA7uITFeh7M4WcI4psnMep90OPdn5+IyX0Tnosp9Fu3N61N7Ra56xddddt81Z54i6W+coL0wG/XO+Yu/5TpITTjghyTg7xfeIZ9V5nF4X+ZPOuLCOkG3jjmTLoCzJQqFQmMHS/ST99sHScZa+c7Zw8Dsz3qd54hOfmGRsKdghTnXNSSed1Oace0X1wFVXXdXmHBRw+3betnZyu708FohzOv0m7m2kZGuD6+pZ0ovzOJldfWDLB2vClRiWG05sy81BGKxxW+3O+STQYavGzQpohpAM1oytQ9/PnsPfOrCs3KxXi9Ud/h/5es5jdOCmp3NmGljJvs80b0iGyqS3v/3tbc75htwn65zvo/WTnERXDLkvKDLxWnxPkd1UUxbkaN2y7HxP0DnnMXqDMTbTu+WWW9qcrT76THrOwS22s3DgxkEi5GaL0HpmudH4wpamm4j09l633Pg9mtI5YL1y9dEUypIsFAqFGdSPZKFQKMzgR9q+ARrQC2AkgxPYZrUpLI5X5yuaLuBkdr7jGmus0cbQTudYmerZcUs+3y677NLm7PCGmtx9991tzk0ZWIspiqmLaQiwuW+5LW5PkIwpV2+3t57cXKrl28f9cL8+O+RpcGEK7iCR5cb8Pvvs0+YcZEEHTId6u/t5u4Nefqn1ZnEP5NVk5+8iO5/D30d2zvV00Ak9cJMObwNAkNH5kKb73rkQirv77ru3OR+Xa/cOoF4399w652cJN4KfP9NGPwuryY2cR7urLDfuiQMkdmNAd71LpYOBBEHdNMa5jZYLa2H/7cXvcS12l/lZgdrbheX/I3fLrfbdLhQKhfuJ+pEsFAqFGfxI0W2iaqaKPgxUy/lMpjbQZVMU50axkbwphqkPHYNMK5yz5ogt5zUF9bWQO+gekzbRoWG+PpvoRNqcR2kK7kgjZr5z/fxZ5GbqZLmRH2kKgqySoaOK5eYIK9kCplP+f28XR0fafS3kqnoHRUeee70OLSOutbfbXe98yG5K55i328bHI3PALhp3oaKLjzM2Hv7wh7fx8ccfn6S/E2EypqvAZZ6+FjI5nGVgVwWyN631s4TOTcnOMuI+THX56cnNFB2XmGmxd4nEpeDrd8ciclXtmrDrzDrHWkynLTfyL2+88cY2Z13vRbItI9wYdqf13BGLKEuyUCgUZrB0xY3Bm8hvL7/VsYQ857cHb00HJZynxdvaDl6fi/w0VxG4ksKWFlUiPSd/MuTF9d5CyeDo95u0t0HTVLfjnqHuN7nHvS7QlhtvRVvQt912WxtjTfv/LvDnretj2iFvuVGV1NvbOhn3sexho402SjLOD7TcenmSi1hNdr0N2Txniwadsc7ZYuGzDmR5vcjOLIAcw2Tcr5G9onvBzGR12W244YZJxpUhPdnNbaK2+Nne95NBnparc4qxEG0J3nvvvW1Mg5UpucHqLHcHbG3h9uTmIBANMAw/t9yPKZ2DAVZn8kKhUPhfRP1IFgqFwgyWDty4/Idggumu6TA0wKbwIx7xiDam/bwdzD0Ky4ZKSXLRRRe1Meaygxpen6kBDm8HQ7xW1ujv20nOtfSuLxl6EnpDIgcoVpObaQ6ws7q3kZjPb7mxRuc2ensGjuvveH3Oy+Ma7q/cfI96crPjfjFn7f7q3Gqys+w5vmXX07kp2ZlOQv0tj9599rVYzqvJjoCSA4xuhtHLk/T6fA096ukGKpRmWq69Elw38/D2DL3AkNfnMfJaTW7+jq+7d4/8LPEb5MCug41TKEuyUCgUZlA/koVCoTCDpem2o3rApnqvxMtdTByp5lg2hR2JpFzLkS8fvy1eFMDUvUd3pzqqQNl6+4onA3X38Z1LB03yWnp7/RqWm6lBj5p42wiuxRTErfLZmsA0ric3Y0puUBpTn941Oj/V9I9op+9xb2/nKbklY9mhpj5ej1b5PjuLgf+bKq4mOx+/l/0wJTuorSm0HzPGvX3Fk0H2q+mcr8X32dfQW6v1q6dzjijzrFpnLTeyK0znXZbbo/Oes9x41qZKBXtbfnhHTb7v3yp3auJcU3KbQlmShUKhMIOl8yRddI4z10XtvV9nv339i96rLPG4V+XiX3yOSy5ektx5550r/p8Mb0UHCJwHxpvUvQP9JuKtZgvFFStUAvn6jO23376N6bPnRhGryc2VGFiStu56fQQtt541ZLl5Yyyfl+vyXtruLcm5XMFiC4a3ttdnubGpkysmFrHDDju0MRaDc+Asu17zgl6zC1spPYtqzrJNkvXXX7+N77nnnjb292jU4A3fvDkVcnLF2Wo65yAR1rstd2PXXXdtY+TmPpur6VyvaUSPBSSD3MxuLDfGm2yySZvzpmIGOuEGLDRl8Rqdz2u20Qs22sIlcOPfgmVQlmShUCjMoH4kC4VCYQZLB24KhULh/yLKkiwUCoUZ1I9koVAozKB+JAuFQmEG9SNZKBQKM6gfyUKhUJhB/UgWCoXCDOpHslAoFGZQP5KFQqEwg/qRLBQKhRn8P0VWaMsZS5ItAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 320, D: 0.8914, G:2.036\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 360, D: 1.123, G:0.9118\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 380, D: 1.122, G:1.173\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 400, D: 1.519, G:1.217\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 0, Iter: 460, D: 1.056, G:0.8474\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 480, D: 1.191, G:1.047\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 500, D: 1.111, G:1.135\n" - ] - }, - { - "data": { - "image/png": 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Ovt6HHHJIlsLZN1hLtkrs3GcOnQGztHagryPWr+tjbrTRRm185ZVXJhlbu3b6Mw/OgPLcoOd8/vOf37a50Ak1OJ1xc9xxx7Wx1w9BTh+LAyMEfGwpeh2gj7RF6Llh7qzBNbtYl323se58Hf27rANnkVnnyDl6HTnAYn01x0XzvmTcSI97fF1WLi9LslAoFFaJekgWCoXCDNaqnmSveZbHUCjTK9NxnNh2zNuxzf6teXN5e6iXnbqmI+uvv34bkyBPQYVkHEz53Oc+l2ScFmaaxL6ss+wV9vA+7eS2ThH3gufKgQDqG3qbtaSkTlqv6DQ7nNjo6JJx8AGaYzpjh7uDFqTROWBnXeGb3vSmJGN66vYNBJGg3cmQbpoMWsE99tijbcMxD57ylKe0MXNqqtULBpjCuo0Ax+ZAloMtzN3rXve6ts06SK6dg3qsnSR53OMe18akmnqduAAGLh4CNMmYgnKMDmxaW4g20PcHhVqSu6aepN1JXr/AzekcTOTx4rno6ZiTYQ5c+MMuO673FN2Grq8JHS+6XSgUCqtEPSQLhUJhBgvTbVPjpWX2kzEtg6468urvYG7bRLfZDUynnDbYiyg7+m7qTrriueee27Y5Ekikzr9lYML7+Fy9CGrjafSYKHEyUDr/3xFj9msaZa0dUXnaWyTjLpW4NBz1NyWEWjvdzzUerRVFq2mdoyORUH6nNTqCCaxldSn+XtR0KU0y7cIFYeWAXUBcc/pjJ+NrCl23e8BRWhQNb3vb29q2m2++uY1Zf46uOw3TtSmJettF5Og2x+DIreeWc/S5uuIQa90U1hR4pYo+PazUBmHqXusda4+OT7kA/D1cOHYnrU1LhjVB0e1CoVBYJRYubWyLgDfJ1NuDt44tB79JeGs6Ud1VhalA7BqPtq4oHGC1vYMdroFIJoL35cAOgQPXRTRsdQI7kzmvqTelMyFsNfaOm3lzHURXif7ABz6QZKxRtCVGsynrPF0dm8IhDkh4Xmztc1zWqrpYB1lTtnT9VibQYWvQ+kyCb9YqLoWtJzSTzjzx75Hl5YIcrtqOHpSgSTK2iDgfW6fO3iHzyRpAdKnJ+Dozj55bW7jU7fTxe/2TCeRGZWZHvWChcVc0xLKV78AmDcpuv/32ts3aYO4ff99jB6dYSw74OhOI4Jiz574XKEuyUCgUZlAPyUKhUJjBWqUlHnzwwUnGxRdMQTGRp/RK0CDv0/o2tH3WhvGbyaCfs+Pc7gDXmUSfZurlGoacvsv+OxgBtbAz3K4FKI/pkumCHfLUpnS9R6dIQj2ts7R+jkCC9YZvfvOb25hmV/5/zzXgYIwbLVlTSaDL6Z4OWKHVcyqi62DiavEasGuA1FMHSpa2b3ANU9IOXQvU7gHSN03/nSpIsQvTwve9731tTI1Ep2babUFQy1TPrSnsDuL62i1itwr7dYGL5z3veW0Mdfe1M8XFDWANql1Pdv1svPHGScatINYErHsfi68j7iDfq16/3It2W3lNOCDEveJtvQIyT3jCE9rYWte1QQVuCoVCYZWoh2ShUCjMYGG6bbrpMbAODHPaOi7rBaGQrtJiCkuHNHeroydvMqTi3XjjjW2bawda38bvmpq4FQSuAadNmjpwDq5IY2oNtemVvE/G2kFohOfK/yc10pFMd0OkVYJprSPGpLm5g5zbYjDvpnnuvOh5gV6acroOJTUrHQ121Jx5c01RV+BhDq2QWNq+wXPO3NlF47mDzlkb6Yo9uCWe/OQnt22uLPWQhzwkybjPudsrQNOdmokLIBnTYVJR7ULyNWdNeu5QLvgcrAzw3DG3TsW1UmS1aYk9zaQpsNc318iuL/c7p/OoabNTKN3xlPvemugeTP29ftYGRbcLhUJhlaiHZKFQKMxgYTG5qRjUwmldjq4R0XJaooWvVNRxFMzCXSKUphOmRlDzqco/jtJSkcRRSUdASTd05NYplh4v/f1kcD30XBDJWBDMb/i3TA8plktz+6W/BR1HFJ4kl19+eRsTKXakvxd1hwIlYyWAK+Bw3KaR7l5J1NTdEilMmwxFjp166mu4CM1x0VvOwy4cqxRo6YG4eSmgo46mW8Vw1VVXJRlTZLcWgC7yuWRM962O4Ljt9rELheisU2VdXBk3lNeeq1SBdZmy5/VrOsua8Tq0a4r73nTcyRzAtNj3ul1qiO9ppZGMzxE3wLosursIypIsFAqFGSxsSdoxzFvH1qOf+Djg/X+nKPJ9O66dnsSbytou66z4vy1Rt4Lw76Kr6zU3SgaLyWljTgvkuG1J91o12BIw3GyKOXIwxAEfrC/PtYsgkNZozeh+++237Fwc3PCxYjU7VdG9oR0cOOaYY5KMi2HgWE+GdgPud+7vY0X1dJo+F1L0enANT747tT+sPq8TdKnJkCpnlnHCCSe0MZpM79PWE1bjNtts07Z5zXp9kwLp+XJhDObOgS4XIiGY4SCTj4s5cHO81cLW2VQPbeDrQuDTvei9L6xh608dcLW17aAY8PrlueHApQObiwZx1jSwVZZkoVAozKAekoVCoTCDhem2Ay8EG6ZqzAE7eB1kwQm95ZZbtm133HFHG1NpxTo0O8zpKuhuea6wYyc0dI7vJOO2AASfHExxQOClL31pkjGtNJ2AQruuo/GgBz2ojQl8TNFhanYeeeSRbZury5AGaor60Ic+tI1p9eAakXZZcN6uc+jUOVNV0iVJdUyGlg7JUDXJqYG+RgSHrMnswVV1jj/++NH/rLFEp+hAk2kTaZJuk+C5u+KKK5Ike+21V9vma0ONTgcd7Ipgvw7sOMDmlErSQt2Jcu+9925jUj0dzHFFISoVsfaSfr3SdVkNZ6V6ktasOvCJa81uIafdEphxrVIHdB1YRNfqgJndWAQB7U4zxUaf6tTTHqxZXQRlSRYKhcIM6iFZKBQKM1iYbrt9ARErR/+sXyNqbQprignFddc+pypREcXaMFd/gfJYY+XfcvsCoppOa/TvYuL3aGsypP2ZTlm/BvW2htAw3eS83VXQc7j99tsnGadFOupOxRVTwuc85zltjA7R2ktrAYmEm0I7ku5INimIjjiaWtOuwFrBCy+8sI0p0OtUQ0cimeNe2w7w2Mc+to1x15juOgpLCp8L9RJFTgYq5so9XifQcVNgR6xpucDnkn5LhmRYt6adPi6O21TS+k6uk11UbmlAm4OlaZxgJercw0qfMy22NpY1bReU3T24Hhypd9qhP/uwhz0sybiyFZ0nkyGFtlc5KBkXiJ7D0mpTK6EsyUKhUJjBWtWTxFnqN5YbIaGj8nf8M1g/DtbYyY4z328J1z2kmIX1frZobGEQ0HGWigM7WCsute9+zViiduLbkqRmoS0iv+F9XFgGLknv3svMh8/bwQuyOvwm9XHZkgN+ax9xxBFJhsyeZHyNHCgg08YBBx83lpO1hn7rcz2taaO9hP/vjCTrXpNxARQsGVtvnptbb701yTjA4GAa5+F11qsN6etoi/2kk05KMmYZhq1w1rotVVta9NX29XJQzNY9cIEWNMEEq5Ix+1hJB7gmlib3teua+lzQP/pamd2gVXUNSFuVDtJwf1h/anBtPD++V1gbZhsrnWsVuCgUCoVVoh6ShUKhMIOFAzfWI0FXXV6/50Q23bFDnCCPqZ4DN6effnqScSqhqTn9ox0AsQ7LdIA0NLcZsB4PzdWuu+7aPVborM/VTmwoaI8iLT0HqLupCYUZkoG6nHLKKW2bHdt0i3Mql53cFG/w/h3wgl669p/TLZ0myvWAGiZjOg41hsInw3VJBprl7oWmbKynqeBDMi6uAa3ymjK1hjbts88+bdtNN93UxmgiHWB0vUmCId6n6TB03nNvba7dTXTgdNDOdT1ZXw7MmPqTtudgotckwb5e0YsprE0wJxnPF3CrCdaHr6ODqLg3rHn2XPj+YA5dOMeaXvTLbpXhNeLfBeuiCEhZkoVCoTCDekgWCoXCDBam2z1z3duc0kYUaqpTHhTP6UWmq9A+R1NdfQU9lCPDpoJo9JKBkpgiOy1xxx13XHZ8pvEcQ4/uJANddtdDw5SKFgFO8XQ6F/NiGmVt4TnnnLPs/55jUi/PPvvsts2UDS2na2+iTUsGypkMtNJRVbsp0HQ6Bcw6SirVuGOhrzfRcbsTlqK3JuxK8HdJV/Tc2EVDpNpVmVxRCIrrlE9H5jlPrznXz/T3qGHquTn11FPbeOedd04yVlR4fRGldSTe50Uk3C0fVsJKtHOKjuN+MJWldUcyRNp9/zgdk1RV633tMtl0003bmLXsdeJKSr72YE00j1zvNW35UJZkoVAozGBhnSRBh2Rw5rrYQK8pkQMztnjIHKF+YjIutEDgxm8JO9Tpl7znnnu2bf6sfxdnr62/Xh1MWxXWUfJ/H7/fumz3Nr+pHJjhs3Y82xogw8MBATvOycRw8y9bUwSn/Ps+Lqxt99J2wMsZLugrXezD+jP0n55LW/7Mmy0Qnxf/d7DIFdWTsQ6S6+ssGltiaHNdq9Nzx1q59tpr2zY3j9tpp52SjNexg1rHHXdcknFzMFvprsAOE7FlbauQ/Vrv6jGWpOs2ep5Yy55Pz91qG4EZ3EvWHr/qVa9qY7K3/BjxufAssB7W96q/t9qmXmuD0kkWCoXCKlEPyUKhUJjBwnTb6T9QEtNSN22Cltns9/cxwZ1WZW0U6XfW4NncJ8XMOrcpxzOUxFTQFBF6Zsd4r8ew6fr97ne/Nobm+DumeaaHFDkw3fD/Caz4+E1T+A2nOrpmJ/N52WWXtW2+RoceemiSIcUuGQciXNCBmn++bnfeeWcb4zowPe1RQuvYnK5G/USvAWvikjHd/ta3vpVkPHe4bZKh/YEpm68Tx2Pnv9cs7RUcYPGaIuXSwS3qfybjoiKck7WTThsEpuOmzsB9zl1AAw2qv/PNb36ze9zrCl5H3j81Tt3r3eAa2TXyvUSlJRYKhcJdjHpIFgqFwgzWKrpNCpKjf44oQ8G8a38fuutqOtZLodEzVVspouyxNVvQLNNtU2e+1+vvmwxRb1Mnl69HL3jxxRe3baZ81nkR4XQdQWvKXv7ylycZ0yxTQlwC1u95DqE0Pj5r0nBzmCI/4AEPaGNTNubQ1N70EPplVYDPG1rrefc1hnq7MpD1qclYGUAnRrSmS/fH/Nst42vGsbtroc8dCutovF0ZrEWvSc8t2shkcAn0rl0y3Cu9/tbJQNc996b2tD2xa8D1Ku8Kum3YBdNLBfzfxhTFRoFgxUbR7UKhUFglFrYk7bglgNArepEM1oO1ha7T1wv82OLge7YIHRjBArCOzFatsxd6Knu/we9///snGVtvzh7C+rLFZguBjBIHWKyJ83nR79uaNh8XmTg+bzeroqmXLSAHDLiUDhz5uMnecT0/Z0+4snNP5+jgGgEfB1Js+WDVunCI3+AUdLClvdS577nDCvA199LlmnjNOXBD9ov1jM7oYWxL0YERgl1u0uZGdG64hs7R18ZZVqy5KV0gNRYduPL6Zp4c9HO1/bvaklwT9Jja2oLnRa8p2kq/78/2WOns767RURYKhcIPGOohWSgUCjNYmG4XCoXCDyLKkiwUCoUZ1EOyUCgUZlAPyUKhUJjBwkV3nfOKHMGyHhedJYfX5c0sq0F2QrPxZCwfIYfYsgnnWyOdsIAdWUUylokgOHaPGvqVJEPRUIuUXSwVEa/lKy51Rh8Vz4ULzVpuwPGSF52MBdxLfzMZFwtGkO/9u9/IFVdckWQs+1mpKKllLpbEIN6+6KKL2ra3vvWty47LbWAtVzr22GOTjPPvvR58XmCpe3xdSlmQjywi+fh+xJrkIHst9uR4vs5I6yy3sjSJ+8aytp4Ivifh89jH7+Oz3I3tvq8tyWLscni9flPep+97JFne/1RvKqMsyUKhUJjBwtFtP/2xGFzZhObuyVDA1HAqICJZF931mwjrx9arn/78rtOjEGonY6sW68WnabE58NupV0rf1WpcfJZjddqlRcR+g9LNcN99923bLGLHqpu6JGeddVaS5OCDD27bPK/A8+YOhYjMbQlwfsnYAiW1sZfC6WP09y1ih23YEjDYly1Zp0su/b0eXDCYIsHfS6xtB8K7Av59X1+uqa/Di170ojamYlRvHSXDPeZr4/Pme14HflaQjun714zCrIi14CQT3x+co//fW5+uRuUujnzWx9LrBrkUZUkWCoXCDBb2SbooA2lTfmO4jQDpa1PtF3gTTJXu50lvf5f7S5MiZj+nmz757YBPxH4W+lcnQ1qcfW9OMaQwgt9e3hcW6CK+LveEBg9/+MPbGGvUBSoMCn/Y6u69CV1swX5EmlX5Teo3tcc92JrmrW6r2nOE5TJlDbJ9NT7CpQUx1jXsz7LFA9bEeuyl4C5ixawNnMLIPeg14/TPXqESXzN8jv6/rVJ8mr7XnfZKuqa/Y6ZlsA/PlYuIkHpK3dVkfK78xpQfnnOYspqnUJZkoVAozKAekoVCoTCDhQM35557bhtTCcWmsE1ozFk7TXvBgimzt+cMdgUawv6mhxtvvHEb2zFNsMOyAMuNoIsvfOELl30n6VMj/y7fu/rqq9s2uwHo95wkz3jGM5KM5Ua9ft0rXZKpYAkwXXJgxDIq8LSnPa2NTznllDZmPn2NfNxQHrd8cHUivjd1Ls9+9rOTDJ0vk+XU29dpiqKtBqsNvPj7lqv1qHnvtxzs85pZCb3KVj7+LbbYoo1pk+E1YzoKtfV17gWBfG0c5CSgM9X5kX35N+3GcAuOT33qU0nGa9q/xX3nOqOf/vSnZ8/FIOBMK5BkXMdzCmVJFgqFwgzqIVkoFAozWJhuP/WpT23jniatF5E1Pes1WncU2dpEzG1nk5DZkgzm9ne+8522zeXxt9tuuzb+xCc+kWTIIEmSe97znm0MZbGJb80lkXzDKn10aNYm+jumC0984hOTDMVvk350d6otBZ91pNIKAag15f2TsWsAneb73//+ts2FY00ZOZ8999yzbbOCgUwlRyJN6Yg0TrXFYLtdNl4jSz//vcJUBtJKt4kLMUOdp4rq9rBa6j/VYRPX1JS2EPiesFuG9e116vNi+2Me85i2zaoUzsu/6Uj3U57ylDZGN+37uped432t1EqiVxi8VwB8DmVJFgqFwgwWtiT9psPKsLPZTZk+/OEPJxm/lR/96Ee3MVkgtj7tQMWiceaOnb1oo1wy39k/55xzThufcMIJy47PlhT7mAqm8Fs+V+deE5yy1WHrzfOGo977ckYMVpW/YwsAJ/pU+Xpyvs8+++y2zefF/+1E91vVv0V7BefEGwSs7Dj3eXMuS63DpbCTf6nltVpL0vteSRvHuTtYZD0tVg4WdDJmH17frB9b1j2mtS4zdqYs9l7utjXLBMQ8V2ZFWGeeP9+rWKA+f98frDWzTwdOaH6XDAzL1qF7sTOHPUs5GebA5+pnENfL62wRzWRZkoVCoTCDekgWCoXCDBam26ZtlA2zqWqnPya6tY0GtNOmsh3HZ5xxRpJxet2dd97ZxkcddVSScc9mUu6ScZc8nND+/mGHHdbGvRTKzTbbrI2h5qaS7lKHk9nfdxDJdJbPeMpNyaAxU8UKoIJOBfT/2b8d2HZM96jzFE2DVrps23Of+9w2fstb3pJkusScNZPA80ogrldWq3c8dzU4NgfdnPKGewH3TTJOMz3ooIPamOtvva4Dhz30znVNKLg/62Ae179HwZOBeppu99w93uZ5eeYzn5lk7E4wnUUP+7rXva5t22233drYbjDWr7WzV155ZRt7rQM/N3B9WZ/twCn79zpbqZRgUpZkoVAozKIekoVCoTCDhasAmfre5z73STKuVmyKee973zvJOIprOnLqqacmGUfZnKJ14YUXJhlX5nHk9WUve1mScQ3L7bffvo132WWXNoYGvOQlL2nbXM2GKjmmvXYdQMdNYV0Hc4cddlh2LoYjgXzGc+UIKTTJdMEUuVfFfI899mjjd7zjHUnG53/66ae3MamE11xzTdvGXC79LPPh47/44ovbGJeLVQXWyqG//PznP9+23XDDDW1M6t673vWuZee0rvCEJzyhjYnCex2ZdpES5+vsyChrxioG79/jj3zkI0nGVYpMG7lmpqWO6PaqthtQ3x79TMY6R87BtNLXlPVt19kLXvCCNqbavde31ywVhT7wgQ+0bb5/oNvuBrDffvu1sSPh3/jGN5KMqbkVBmeeeWaSsQvpoQ99aBvjwvG5+HpxDlP36hTKkiwUCoUZLBy4sTOY7AI/pddff/025u1i685vEpzkJN8v/T9FE+x0tbMXC9aWj7VX/uyOO+6YZLCykrHDnYAOb/9k3M/mne98Z5KxxeSMACwTv11dTKPnMLcF4SAMWtBtt922bbv22muXHbeLabgOJ8fgbTjWk2GOXKzEPWhsDZAJ4ewIO8kJ6FhzCoNIhnkzg+hloNiaW9MeNz2d4VSvFf4/VaH+tNNOSzLW7Tnziu95ncF4kuToo49uY6yfSy65pG3bYIMN2pj1YUbhavPM3ZrU2vR5OQhDkMVz73sZpmWLzmuZ2qNmhc684h7eZJNN2ra99tqrjXlGWLvse90BV9jeAQcc0LZ5/RD8MiPx/QHzdDGUXg+bKZ3xFMqSLBQKhRnUQ7JQKBRmsDDddkl26K6d3HYMQ4NM9Wzu49B2KtPhhx/exlAf66VM53HcWq9lOm1Av3DMJ+NUQGilqbtpjqkBMHWAZpk2WzPmAg7+zBx8XqYe0IzPfe5zbZvb8nKuLhrgOpnQaTv2H/awh7WxKRMBFdPt3jUmCJeM9ae9moc777xzGxN0M7VbFy1lrUv1vnHme03uvvvubcw8mZ759wncTLUm7rlVrK198IMf3Mb8hq+D9agOkgIH8Hr/nypwwW+tlIpnd4DpKuewzTbbtG1Pf/rT2xi9rIOZDsLignEBEN9rvaZldhehiU6GYKLThq3HvfHGG5OMg3MEVpNh/TtwVfUkC4VCYZWoh2ShUCjMYGG6bW0hpnsvpS4ZoqA20U2HoTmuqGIKgebs+c9/ftvm2pIci/VSplmmQZjmbjPgCCXHtfnmm7dtaMOSIcLZK8mf9LvFOWpqGtbTHppuQINe85rXtG3WivJ/98c2hee8nZaJptW/O3XJHW1F62atoNUGVPc5//zz27b999+/jZk31xY0vezR8XWRlui58TUhfdLKBf8edBD6mIzTMKG7poJOyfSaYy26ApLdPaQr2q2ySF3DOfiaeg5YM1MVkTgG01bTWTST1rt6Xllr1lYecsghbbzhhhsmGStC7DogBTkZ0m7dDfGLX/xiG9Mx1d/3vKL5nFpTzJHPv/puFwqFwiqxsCVpZyxvkvXWW69ts/Id7ZItAVshaLKcseMAx7vf/e4kY+2Ys1CwRI8//vi2zcEUAye6gym2gAkY2UKgF3cyvMn8JrZFxFvLxTx8rD1ryE3L9t577zYm+8WWpgMF9D6n1mMydohj7bqv9pOe9KQ25hpaE+qmSrawqW5uzab39djHPjbJ+LragmA81ayqhzUN3KxJvUisOwdmvKbR67kQiucJ1mNG5flylgnH9aEPfahtY00nQ9DKc7MuK5P7+vfYh88BS39KXwoj8L3qIBRWsXXE7iJw8sknJxnrT88777w2du1Kjtvr2xYorM/H4vsOLedUj3DmaK6GaQ9lSRYKhcIM6iFZKBQKM1iYbuOATQZqahPdgQ3o9He/+922zTpLKI21WXaoQ1edknTVVVct+3031CI5PhnTQii7/+9e06TVOUDhYAjBo+uvv75ts44MTRZNvpJxsMXUnnS0NaFTbieALtUBFqcSAmsje79P2lsyDrZYq8c1subsTW96Uxszr6anLpzBNbDO085/UlZpTpaMaWCy+nqSPQprKur0Uf5Pb+ZkHHTi/3al2Olv6g4ddHEGuwO4flMuAujgSi6EXpO4ZJw+iuvG+zLF7BXA8JpDJ+lrY300c7DVVlu1bS7sQUDKrgsX8HAjOnrUm457/aLF9P3pa0Dwyc8dX2PO29fKmukplCVZKBQKM6iHZKFQKMxgYbrtiihEjByFdWURdIJOJTRNwcS1ie4KMpjIprjuykdU0VFom+COXr3+9a9Pknz84x9ftv9k6CfuyiY28aExNtFdip/fmtJmmd7xmamahuDxj398GztSR8c5amAm4+gzmje7DqzZ5Fw9F45UusviS1/60iTTUVPcF9aXmjpBs6BQycpVbZYuRV/HRSvirDS3dhFZp8ha9towBe21MfDYige0lk6p60WyV9sh0fC+fC/ZNQMc6Sba7++YTjMfvv97PcatHnF1L1QFvpZe045UowC47LLL2jbTYZQUptMG8+rr2utSaVQVoEKhUFglFrYk/QbGMWzNmS1JdumnuJPusX7cU9egsrbrJvoNf/nllycZZ+nY0rRiH+e7LRprA9GyuRqysx8IElnH6ePu6ST99utZHrbIeop/f+fSSy9tY+bF1qOP68QTT0wyzrixVfnKV74yybgohXVkPdgS8bxhAThrynOA894FOLDqkyGQYKt9aVOmu6IRmC1Ng4ZUzjbxtWEebJ16TZr1UIDEulFnhFHB3Y3TjNXqJD1vrDVbsj4Wtjuw09M3Ww/rfW299dZJxppRW6Lcd54rs5seQ3Q9SgdEyYAy6/P1wKr1/eUiI73zq4ybQqFQWCXqIVkoFAozWJhuOz2OWoNONTJFJX3OeijTOmifi05cd911bUwqk1OdXF4euunkdmv0SJlLhtRF15Xr6bz23HPPts11BqFZdjfYRIcOmDp5Lmzak2L14Q9/uG079thj25hmUC6M4IAXlMj7f/jDH97G6BCdDnfLLbe0Me0GTHFNR9wgiWtnl0oviGMnvLW0pHNOBVyYA9cmnEtLRHPolLU1Acc5dR3Zv104BMqSYf17TZt2ekwBBgcrenUzHaCj5cki6AV+pnq5o5m128bH5fkAdkmgnbUrxUFSGn3ZxeTmcgT2rJG1C8fHjWbXKZ6+HgTXfC+7kRzPGB+/rwsBJ7eiqHqShUKhsErUQ7JQKBRmsDDddkQMc9amutOWMKdNFV/96le38Xvf+94k4/YNTmWipYB1Zo7IkuJ01llntW1OBTQdoDqR6bDPhSok1omZ+pOCaD2hUxyhPjbhHckz9WHerOOyGwM6btdErx/yG9/4xrbNdBua4tqdbuUATJGnKtGQ4mU6Y8q0xRZbLDtW993muB199xxDm03xne659HjWBiulJdoVwPp1970TTjihjdHw2f1wzDHHtLG1q+hFHfHuHZfvn0Vo3xx8G5tuMvb/vf64TnYHWB3BveyUVa9JKoHZ9eYURBQqnlf3ILc7iPXxwQ9+sG3zvcq69TqyZpm1aE1zryLXXMuQHsqSLBQKhRnUQ7JQKBRm8KMrf+T/wmJwTHDTGVdMIYXJ0bteZRJXsDniiCPaGIGpo9+mesACcRfvdPUg6JWL8poaP+pRj0qSfOITn2jbTAF93sAUkzkwhTVszkNTHF33sUBNXbTUdJiIsemQo61Q717E0pgqNEoqYjKI693+weloRHA9P6acFLE1Jd1jjz2W/WYvbW41cOTW1LqXSut57HXgxC2UDNfZrhSE1Emy3377tTHJDHTvS8bUftG0xLUtxOtz4LxNW71+SQLx/dNzgbhKl9OJWb9eU74voftWUTgpgeLO3pdbYfhYOQeved93ptnArgHWxlRCwRTKkiwUCoUZLGxJTjXC6gFtk52m1oHx9tpss83aNteQw4nut7ZTHHnTOWjh/dvqxLqxzstvMuoHugalHe4ELpwe5eZEwFaY0asJaAvHbzXStU466aS27Wtf+1obY2k6XdMBM37Lb9dekKanh0zG+jSCZ04hs4XCcfv/fusfeOCBSca90w2Oa2re1hae75VSLt0agACb6196X6wfr7Pbbrutjb0mvA9g6565c1DNVqfX/RymAlsOLvFbU3pXLGj/36mmHLfTEh0EhV1Yv+p7FSbiYKcZotcPrMPWPprrZLhGbn/iYi1oNXtB5mRY/w5CLYKyJAuFQmEG9ZAsFAqFGSxMt10rEDprJzkpdR6bTpvaQC3cKdBm85FHHplknGroGnWkDbouHu0Alh4XmivoX5K86lWvamMqilC5JRk7nknnevGLX5weoGR2bBs9c990wC4JKB1Vjrz/JDnssMOSjDtT2g0CJXKVFAeGqAhkik23u2RoZZEMjnanQFrzSLqnKyL5d/meA3YGlO+CCy5o297+9rePPrM2gYuV6klal+qgEamgTt9z/3PcNqZ6poIOxj3ykY9Mktxxxx1tm/taQ1F97U2x6TvvCjk92P1h+BwJvHherN3tfcfHxfpBF5uMKyWhT7YO0jpd9KXWRNut44AO95jXv4O/XE/raZ0O+bznPW/Z970GGPtZtQjKkiwUCoUZ1EOyUCgUZrBwWqILYUJHHT10dAzT2ho7pxLdfPPNScYUxDpJuvm5tLs7z0FtHWUjPSoZR0yJzhGtTcaRSPSTjnhbM3bmmWcmGUfkHFWHerjDnKsXHX300W0MNaGQbzKmQaRYObr3kIc8pI2ZF1Nkuxa4Hqbo/j7plk6xpANdMqbTKBCmIqhQFxdbddTc9A30UiBNx01Zk/HcrKtWBz4fr2nTfmB3D1TQtJF1nIy7eZ5//vlJkpe85CVtm9cBHSYd8XZxZOjuoi0rkvH8oGFNhhRdn3evAK8puBURpPD5/05BfM973pNk/Cygk2YyzKGvs+9ru9y4b9z2xR1RmWO7OazTRQky1cqlp5O0a2EKZUkWCoXCDBa2JK3Hw5nrN6F1hjfccEOScUsHByvQkdnpb2cwQRy/vZz0jo5wp5126h6rg0zswxkRfkNTEt4FMvbdd982JgBhnZfrDKLzshXl7KOVrKGejtHfcZ1LLB/3K7fOzNb60n0mg1Xca/SUJG94wxvamDmy5q9Xp9BaP2c6YZnZ0nRGBNbyVO2/ZOUCFysFaQy0cXb0+/cotGANnYN1rGmfr9eZrSOagjmYYRBgc1DM2UxYPG54tVIQa6qeZC+7ykyJgJXvZc/lM5/5zCTjAjRec7Abr3+CNclQzIKgytLjs2aY8z7ttNOWbUsGK95a1Sc/+cnLzs8BLwd3Wff+fV+DKZQlWSgUCjOoh2ShUCjMYGGdpB2z6PncUsH/x/R//vOf37Y5bQlq4WAKBRGSobiCU6Gc3sa+nH5ox7DHUPJnPOMZbZsdy1Aaa9p8rDiOHayx9pBztfZwClAHU+ztttuujSmo4ICUHdfQDWsjTbE5LqdgOkgD9TWNmyp2ccYZZ4x+MxnTT4IWDkI5UEcgb6rLHvO2pgGZlSj2FC3t0Xu3AcCVYQ2e5wl3i7WkppCuUUiwzO4mB3kogLHzzju3be4UiXZwbQtceJ45X2sTe72oHQDptQxxYGnHHXdsY1qC2G3jwChpvd/85jfbNgdeTPNZXw6ivva1r21j1hqBr2QcpMFl53Pxvcp9t1K66lKUJVkoFAozqIdkoVAozGBhut3TuJlKuQw7dNqRTUd8Mb1tltvshtrssssubZupHt+zHszUyXULoUyOXrvuIb/hyieO/hIds07SdIXOcI7oGaZJUDp3S3TNQmC64NQ4al7SLTIZdxukNqYphlPvoHTWdDp66GsIzTEN9LxyjCt1njMl9lzgEulRvzmsbQ1GdJv+vac97WltDG0jMp0MLodkSLm07tSuDFIJk4GimraaQnrdAqfn9Y7fICI81fLBLgWOxfevI7rQ6F7d02RY/14H3j8U1s8CKyJwLdgVY3eXo9PMl9cU0fUk2WabbZadi58xPEOmOlri3nPLh0VQlmShUCjMYGGdpN+gPPGpxZiMn+i8le24tmObAhO2vtzUC4vFb3W/qShC4P6+dkxb64aT1w75XjVsBztsjfAmtRPfx0KAwo5t68h6te1sIdvCXamOIBXfXSzElpF/q4eeBWLtogt/oFV1zUQfH1lN6OSSvhU3tbz4rDVrSx3qq20EZvA7PnevH7JkbPn62GAXrmbu9Wnri3laV1lCi8C/5fuO8/XasFXInPtcPQdYwGZa1u6yfn3tfC9eccUVScZZOs7O8/XgvvE2W9gcl1lnb430qsAnwzWayj6aQlmShUKhMIN6SBYKhcIMFqbbTjoniGGKQdAgGfSL/r+LWWBC92rsJYODtlcGP0n233//JEOaXTLWRtpEZ7uLN/QKTFh76FQmpsd0wjqxj33sY0nGdMbaLdOYnqN9TVLreg2Mevo30ylTC5zgbsBmN4oLc1Cr0GljDkT0ls1Kuj5fA5zrvm6et6X762Gl3+v934EqzycFKKzLM0i7td5xbbFoIzBjpXXSC4olw73g77ueot1IwPciQR6nMvbSU4877ri2zfc9riX3b586bu6hXgO3ZHBz+Zh9PdmXf9/uEVwG/s4i/c7LkiwUCoUZ1EOyUCgUZrAw3X7gAx/YxtRzdFoikdck+dSnPpVkmm5Dd20Ku17kRz7ykSRjvZS1g5jgTu9zdJnKJskQVXcU11FJqLWjXD5uqIvTEh2pf/azn50kOeGEE9o267QciYOmeMp9jtANR5F7lJH2AMm4OhGfdfSwV93F52pqZjrNZ02tfN5zx5cM1Mhz7S6Q++yzT5JxzUWn/C3d910B00qu2fcyIr0STAu9JrnvrHLwcXutc03d6sH3DXTc3zcd5/teB674RdsTrzmj5+YwTHdZl16zPu+V1gPnZXWLVS1UcLJOuaLbhUKhsEosbEn67cMb2FaQHcM46P1/O+3JuHGNSjujebvZaWtLEY2emzY5o8GZIziBbSW5ajZvHU+DdZQEE/wdW9DUxHSxDjv3/fajGIVrGvp3mUO/SR2YwfFsTactNb6/kk7M12pKy8obttc33Mfo/1s3S5Von6sbmBFkcsDL57L02P+30ZvbtQVW1VQ20tzv+3u9zJql2/ktW0y26riOPhYHLnvFNmxV8rtmP94/AR9rh/19sy6eMT5W3ws8QxyYdPYQzwsHfsxACc4648x1QKdQlmShUCjMoB6ShUKhMIOF6XahUCj8IKIsyUKhUJhBPSQLhUJhBvWQLBQKhRksXHTXAlVC7JYaOJSPBMDyDof1CeUjSvc+k35DdEscerIUC2AtZXFZM2C5AjIlS20sC+iVF3PRVITrvdaVyVg6hNzGsgSXIkPmZLmUpUsUdiVfPBkXM6WYqL/fK4rruXaSgAsLU0bMn/3oRz/axkh8nvrUp7ZtPi5ywl1Yefvtt29jEgY8b0v7BFnozvX1dXKPI/az3nrrtW2eOxIXKAKbjBMEbrzxxiTjHGWXoUN2YkmK5871AA488MAk46QGX2dy5F2qzSXzHv/4xydJrrvuurZt4403bmN6MPlYfKyW4CAid18ZzwHSHid2eP2yvtyjxsWKaZvr+8xSLkIelhD5GlrsTT8nS+hcIJv78kMf+lDb5jVFP6vLLrusbXNNCfpY9WRxcyhLslAoFGawcHTbVl2v9L7Tyy6++OIk0+l1vJ38FvH/+Z5TqSx65g1tgbmtJ1uoWMB+u/bS72wV22rEkvLv+03Lsfr/nhdbSlgDt956a9tGCmcypE35knhMdSSsnmQs8kdMa6vB3yeF0azAn3XhZATrvoa9KkC24C0c57x7KXLJYJk5NXBpFSDPHZ033e6ClgrJUOHIloEF0lSjwfJZCtiHLSqzHywpn6+teIulmTOLnn0s7Nf7MntB7Oy5NztiX2Ypbo/ie4nqPHQgTcbr09Z6D4cddliScSsLrymO0amAZgRcc19LH7c/y76mik9z3maorvjFb0xV9uG4bfWaaU2hLMlCoVCYwcKWpN84PKn9xnKBCyy5qQR9nvhTVgpWq79jPwi+qCk/jL/H9qlUPywZ9922Bcubym9CHzfTZ0vBb30X9sDn5/3jR0mGxHvPhed9gw02SDL0F07GZfV7RQQon58kr3zlK5OMixE49XOla4SlmwzX+9xzz23bbBWS2tnz3ybDNfZ1sTWWjNNW+Z8ZzdZbb93G+NlsjXqe8fO5IIgZR6/G4+tf//o2xpKydTnVax324fl87GMf28b3ute9kox7ybt/OlalLS5fM/Zvi8rFLjynvQIObr7Furcf0evouc99bpKhnUfSb39ifPKTn2xjrpGfFT4Xb2fse8nPFebI+7fPnOfSVIEMzstryGmNUyhLslAoFGZQD8lCoVCYwcJ026F2+j+7Go0doJi1NnVt9ttEBnbwExhxUKL3Hf+mad2GG27Yxp/5zGeSjE18S3CgcdCxZCy94BimnMFIDEyB7Ux2pSK6EVo64mAJl8J0u9fj2NtM7dluOuF55VxNsU2hka4kQzsDz5uDGlBVHPtJcsQRRyw7Vv+Wx1B/uhQm4/NOxu05TjzxxCTjufvKV77Sxpx7bx167DVres92UzVocTK4CnwOW221VRv7/njb296WZLwOfNzUYHSrCNcjZa3Z1eHrQBWsa665pm1zMNHrl2Cfe4S7TUev5YEBBfa96ONi3k2bXWWHyjt+zFg2duqpp7bxFltskWR8r7m6FhW3+Jskj3nMY9oYmm667vFBBx2UZByEqnqShUKhsErUQ7JQKBRmsDDdtg4RfaNNcGvCoDY2u00HoDY28X0Y7GvzzTdv26wDw8Q3PTMF2HTTTdsYWugsA1NQKJHNbke/oWQ+PlNcztXUzJ0XTWehOStpDx3Rs/YQLWav66D3tccee7RtzoJ5+tOfnmQcHfS5mDLiJnC02PoyrpG/36N0U1FNaK3p1O233x7DEWGir6bIptZcP0eETduYW0fMe2tuu+22a9scCd9hhx2SjDNnTOef+MQntvHxxx+fZBztN01nffj7jm5/+9vfTjJeJ16fzKkzhnxcngMi/NZh9iim3Vm9+9Ln0rvvcSUlY/0q68g6TbttvOZQsDhryp0Re2oCH1fvXu1hShs8hbIkC4VCYQYLW5K2CNDQ+avOeUUP6DeO33rWdAFbGbRHsJ6rp5n70pe+1Lb5rY9jOxnyXB2sIZiTDG91/9/WXa+NgZ3/HLf/bwvG80ZWgq1q5+/iULa+z/OGLrSX8ZMM1shuu+3WtrnVBLo6Wx1+kzpQ8upXvzrJ4ExPxjmzaDrdt/vOO+9c9lvWstpCxzL0vDnQkYwDVAQ+bFkfeuihbYylYu2gLRbWqo/Hc8dn0QUm4zVB6wlrKw1bRASZfO0cLCFryMdqpgTTcS69M7qYM1uiPi+vOXS2XtPcE8kQ+Jhq6QHMFA2uqQMwnndaevi6eR14jo899tgkg9WejJnMXnvttexYrNmE6UzNBfBzqfpuFwqFwipRD8lCoVCYwcJ0u0d3bcr2UoFs1poa9LRVDgrsuOOOScYUwZ/dZJNNkiRveMMb2rbdd9+9je1Eh8JRmisZp+r5uIELD+AsNsU1HcEh7+Ozg9ldHCllNhUk4jecAul5IzhkCuJjec973pNkXNbKWkLoqdPtXJjERQpId/R5v/CFL2xjHOamO06xfMtb3pJkTGfcr5njcuBnqWPec4dbwFTLLp5e32zPDbTOAQwH8N71rnclGZc88/p71rOeNTruZDxfDtxRHs7H52Da+uuvn2QcVHvRi17UxtB1gzJ5yUDdPRe+Tg6YMi/WC5rmsw/Pm3W2vTXnIA/7twvNc7zZZpslGa8Dr2k/I3BlmK77vLnHrS91aqeDpMDpzJRgmwqITaEsyUKhUJhBPSQLhUJhBgvTbdNSaIyjkTanoTamUqYb73znO5OMKYpNYHSAF1xwQdvWoy7UykvGFHLLLbdsYzRne+65Z9vmCtvnnXdekrHmzjpFTHRHzEw3OFa7I1wj0tQZesYxJWOazr5cZ/Pwww9v45NOOinJ2DVhykdq5tvf/va2zdfo4IMPTjJ2Nzgqa1UA9G3nnXdu21xlnOo/Pm8rFD74wQ8mGUdoHbUnRczRbfSFwBWQiG73qpEnw/pwVaQXvOAFbXzVVVclGVNJ6zC55kT1k3H62wc+8IEkydlnn73sHJb+FnP3uMc9rm2zioD1Ybrvatx81vPt42YdeG4dXTadZX34s15z3Mt2LVC7Mxnmzd9xlfRtt902yVgnyVwlwzohlTlJdt111+5xozTBHZGM9aVQaysqTL1RCHiufdy4u3x/es1PoSzJQqFQmMHClqStJ94+dhw7CwTnt98IvYrRtt6uvPLKNuZJ/+hHP7pts9XIvo488si27Qtf+EIb77PPPm3MG85vL3+PXi3o/pKxpXn11VcnGTumewElT6PP1dXT0Sw6I8c6xPe///1JxkEotiVD9W0fnzWPONFtlTsgQJGGs846q23zvB1wwAHLjstWAQG1ZHDOe958PS+//PIk4yrqdugzb2YbS53ovcrztuj33XffNoZJPO95z2vbHBjh2K2R9Zpj7my5OICCFeJt9GRZeixoX22xm0lh3Zv92FJ897vfnWRcqGJprc2lx2omZ80jrMP1Ip0RgyXoAN4ll1zSxsynj8VWKefiwJGDJaw5in4kY6bja4CF6HN19XeYiIOwzlR605velGTcF6dXu9LrbJHHX1mShUKhMIN6SBYKhcIMFqbbTgrHHJ5qugTs4HUwAsrkYgL+LJo1p7k5WIGT3Y5vnNnJmHqQQmiqZ7oJXXDamGv/UbbeznDTCWiIqY9NfGsDCdiYrvdSGKFAyTg4QSDBtTN93gShCIwl/bRGw9TKxwK1cSoiqXnJULPzmGOOWXZ+yaDV9Lpwqwe+N+XGSMY1PtnfVPon291C1A5+js2BLAdecPa/8Y1vbNtc95Dvew7333//NnahBVw4Xr8OwEEhTznllLbNgQ2O0evIrhBapjrVz64OFxqxZhb0Gs1Zm+jADS4L78d0l9Tg/fbbr2175CMf2cZcX1/bQw45pI1Nl3HNOG3SulRcEr5uXlPA7iZTb3TCPpZqKVsoFAqrRD0kC4VCYQYL023TXUxUa5BsthL97rVRSIb0NevATJ2gdZSeT8YVX0g/cssEUwxTQGrrUTI/GVdcwRw3RSC9Lxm0nL2+yR77/N2BzVVOmC9HMn3ezHEvvS8ZNIumWaZB0HRHoT2H6A59fNa/el/0pzYddgTzoosuSjL0s07G1Adlg7/vpUYEdqqii483GebGn/exsz+nTqLxSwZNpKmWXTBEca2d3Hvvvdu4p8gwrHM8/fTTl/3fFBAXjRUXUOhkUEE4yuvj5rzt4nFKp1P9cNf0aqAmwzU57bTT2ja7BnDteM33XFd2QbkeJPM2RWu9pnCVOK3S7ib61VsbaXcTFY1cHcwui15bmake30ZZkoVCoTCDhS1J11DkrTSV+YHD2m8BW2LoH2252OqkmID1WLfccksb47i13tEOd1tvvHWtB3SAAR2gt9kJz1vT2SJ23veKedg67BXDsH7UCfwXX3xxkvFb28dCdouP1ZlIOL6Zv2RsNZAV4oCBa0j2iiT4WGwBk5li64++4MnAHLy8PC+Mez3OgS1JLEg3fnIBDKxGXxtbNAQezV6s7SVDCC3q0v8TBOJzyTgbydpXAn9eh14HrtK99DvJYJV6vnwdsI48d9ZBei2yPl2b1YUgyHjx/p0Jxxw4sOn7noCsz881TCk2Yz2ktbuuRk8nAlvzZoicgxmEmRJrYMpq5RlkHWkFbgqFQmGVqIdkoVAozGBhum3qgGlup2evvYHpgtOLoHU2pUlfSgaz+BnPeEbb5sAPdIP0rWSsw7S5TgqWgzF2A1AwwfXy7CSHGvv/vVQ614U0NbFuj3RNT7npIUEm017q8SVD8Mnz4oAUdNV1Np3Oye+b4liTZuqPVs6Ob6eukVpmmmj3CKX2nQJHal8y1Ox89rOf3bbZIZ+M1weBCa8pBy7QzPp4vQ64JvT7TgY9YzIEs2ghkIyLVhCAcoDFekGn0OIGsovqxS9+cRujY6UxWzLWVKLPtIvJhT1oifCc5zynbXOBCbtoWMtTTfdwx9gdxv6Tocaj0xLtomH9k4aajOk6bhKvU2sqPcf0fbe7wC41gjTWATs4x35PPvnkts1psehunRZp7e8UypIsFAqFGdRDslAoFGawMN12ehsmuKNMprDQPlMxR/+g6aZTbpmACW8Kfc0117Qx5ecdpXKVIusI+Z6ja6b2ROWs/TLQNroijffPMZiueEqdzsl5myY6Ukik2DTR+jcon2mWNWXQO6diWUsKtfb+HfU3TYL6uKaiaRBaTs+rz4X58LxYMwnNc1R1aWqr5441ZW2uI/fQbNdwNPXG1eBuiE5bJHL/mte8pm0znabakVNpSZ9d+rtUCvKaciSaikBOCbU7i/Oyntd1MjlWu32m2jP0ugH6OrImN9poo2WfSwY3ALVIk7F6AjeHaasVD4cddliS5IQTTmjbXKXL+mfcDL4/fF9TT9Kui54m84477mjbPEe9il1VBahQKBRWiYUtSb+1sRqnelH3slAMghzWVjkI1Gu6ZFCbzro6Z5E4yIPV5+wG13AkQOG6jQZZD7aUHVjh7WQLx5o1W9tYWn679ebN52L9Kc75Cy+8sG3zdXn5y1+eZFzt2VbFO97xjiRD5kIydmw78ILlYkvTukQCIc7O6Fm91sy5WAZrw1rIpda8rS/m31aQrSfGnlsXF8Hp70CWrw0BJGtIewEEBzCcZeNgH2PX/XT2zg033JBkqH+YjO8F5tbroFcAw8FCW51mWIy9TnrNr/wYsKVIj3DrLA2yrDzXLjzDmnPFdwfMekVyzNScCQcbtQVvnTCsx0EwMsOS4RnjuZ7KoDLKkiwUCoUZ1EOyUCgUZrAw3XbggrSiSy+9tG0zdcG07/XaToakeZu93/3ud9sY57gb+rziFa9oY2pPfvKTn2zbTHEdQOB7pq2mJtAzl/2HIiSDjtHHb2c4dfgcmPKxmE7SlsKl/B2c6u3LFJa0RbsTrNsjYHPTTTct22cy6CCvv/76ts10xCl5aC1Nk+xm4LxcjMNuDI7b82aXCtfYwREHWpKx3o/jtEbuG9/4RhuzlnyMnjvSCd3uwnN31FFHJUk+/elPt21e01Bor1O3h3ANUOigj9XHguvANVS9/giMmhZ77igq4qCZgx2+7whYuVWEe1WT6uoUYbsO2K8DgNZ30sLC6ZqeI+qx+lxMhz0HuC/8W3ZjseYcrHRtVQKyU4EZAmrWXlbgplAoFFaJekgWCoXCDNYquo12aSq6zS4dnevpqB7wgAe0bY5UErFytRBHFal16G50NvdNR9FROX3J0bde+XpHdKGANvFNkYEj7T4XuymYQ9M4961mv6Y7jmQToXUk0dSZObYmjc59yUBzXIXGKVqODKOLdTqmzwtdoPV9dr/gprC+1mmJvUj+Uk2f6Ta03ZWIrKOEojpa6U6PVIlymqfTWrkOjkK7PQPXZNNNN23brBKwW4Vz9jpzHUzWpLXBTvWDWptK2hWBCsHRd1NczxF01UoBXzMoqo/P1wQ3glMJ3RkS9YJdF45I84xwRSVHr62D5Ho6VdHUnO0+F2uGuZcd8TbNR7Hh+89uiimUJVkoFAozqIdkoVAozOBHV/7I/4WpAZRmioKyna6GyTjlDWpgU3r77bdvY8x9m8qm25jVpriuMkRKXTJEil3txmXxcRM4lcoUmfFUUV1Md//fMLXpVbJxBJ+KQy5AbBE7UXNHTd0qgBRMp7B5zHw6em8aZAUB0WLTeYu9SW10ewmnoXJtrDQwFV7Ey2P1A/tz1SSnTEJxd9ttt7bNFJU1R4QzGbcswB3jdWwqBh21+N7r34oF3EimsBZQU43GVY+cKkqk2e4ou5aAlQOG6WSv7YTdOVT88bF43lifpsAuXIy6wYkIvRRdpwLbdefrQTFgu6DsOttyyy2TjF04rkyF+2TPPfds20iLNBYptGuUJVkoFAozWNiStM6LN5WdxX579AIQfuthddlSsKVHL16/Rfz7BFlcMMGWoN/gvKm8zW8i0vbcUsH6S96AthQ9Jthhq9lw4IO3qq1DzwsWhM/V9RhxyO+www5tm9PssGx8rg7GEFywHtLpbrbszz///GXn5TGBm6lmb+gsbQ1Z88Z5u5/0UtiqY+4cILR2EEvG5+OiKJy7A1lO3+R4fD0cIOjVOKXoRTKe86OPPjrJ2PryNafGKH3Sk7F1RmqkLVkfF2vW68DwsXDcPhczNObNDbXMxGCQrhfpFhqsSQeuegU03NrD5+ogDs3ErOP0muHau16rdbGkUJqdGRzXEUcc0f3/FMqSLBQKhRnUQ7JQKBRmsDDddlofFNIaJ1ebwTFqnZe1V3zfpfvt2IYGOb3OAQoolWmzqbsDI/RhxhRPxqY/gRmnEjptkR7WV199ddvWq4FI64WlcJ0+StibjjhIRFUX97J2uhjH4LQquwmoAuSKRk7Dg2bbie5gjekdx+q0RGhkMgSPeql/HpueOlgDjfI1XgprV1kfpnUOABCAcnsGByugtqb3rifZo3pu+cFatTbSNRbt7iH9lDTSZNwLnSpWDiC6YhCBNbsGetVypubO94LpaA8EVEkvTMb36lZbbZVknDbpalC4YHz8Pi/2/+Uvf7lt85oibTIZ3HNuVUGNyWRwndnNh1soGdwzflb14EpPbtcxhbIkC4VCYQb1kCwUCoUZLEy3e9Ta9KlX+aZX+SQZImamC6ZBRNds9kMlvd+zzjqrbXPlHJfoh4Ydc8wxbZsj6dBGR2FdYBRdnLVjpjNQH6fcGe5AyPlYb2hKyO864udIIr9hGnfIIYe0MdtJ0Vv6W1tvvXWSMS121NMaQ6iPNZWuusM1sEvFXRrRz1nhYGpPsVbrHpeCZvXJsH48z458brLJJkmSb3/7222bI+9oOF3lx9pcdLh2G1kDCo13oVzTfReqheLuvvvubZuvKTTfLhqOPxm0f9YBO8WS9e17ynB0Gn2lC1h73nBjOeLsNYt20RTXKcbocH0uUPRkSHu1dpF9JuO2F7gU7KKym4HUSK9v6yBJY/V37EJirbtY8SIoS7JQKBRmsHCBi15zIWu37GTHGWsrxUDf5WCNLZ6zzz47yTgbxNYPyno3ZXJmh4FO0M2xnJFA9oOtWheQ4LytnXThAnRm/n1btX5rYTXaKrelSD0978tOaAoL+K1urR59mm0pWDeI1WmdpK0hB4yYNxcZ8VIhIPbmN7+5bTvooIOWnavf6tbaETyaakGQjDNasMJ9vG4ChXbOmV3ueU4NRK8pW5VYiNZeulc0FpHbUXg+XBgD69hNrhxMpGiELVUHRlhTWP7JuB4kc+d14gCI1zdBRq8JZ8/BCBxMdL1IGqP5vCkwk4yDS8AMkP7r/r6v4fHHH9/GzJEDutb5YjXScmXp97G2XWfTTAfL3AVAqsBFoVAorBL1kCwUCoUZLBy4MQ3BnLcp2+sgaGrjIA7BDtN10xXMZv+mixlQe89J9e7h7RRJKKCdwdbSQY2/9KUvtW02wSnR73NxqiEuhakAhPdFWpWpR88lYf2dNY/QR9NE/586kS4QYH0plNQ00m4Ufw9KbmrjmoLMmwMS6AOTwQ1gHWcvzXBOx2eqBbU0PbcrAteNKb81jVBI2gkk/bqarlFpDR0U06mX1ss6iHLGGWckGet4PXe33357kvGatw4XnaCDKda28rtL210Ar3/uVbuIKBSRDC4Qu2XcDxx3lIOdpths97w58IPO164U022Da+d0Swd8aOvgYjd2ERHUcxC2N0e9bpFzKEuyUCgUZlAPyUKhUJjBwnTb0THMVUfsnIqETnKqwyD78jZHfBnbLHfJeMxqU+DDDz+8jR2dJupnimwKSYTctNjUHhrliLLdAJSqdwUdw+dICqI1ZaY5UErrEV3x5EMf+lCSsWvAdBlNp7WT7uKHVs46N2sJ6RiYDPPmmosnn3xyG6MBdDqbU/O4hq7U5KjnS1/60iRjmrkUpkrQdtNa17rsuT160WtTLUd00Zg6iuwapcy53TrW+3nOUUL00iL9PV9bHzcU2fNpzSQplHYnGKbbtJvw+rXKgHvU8+J6pWy3esVVhqh05HPxvcwc+Ptes05npMuk58otNKD+Xv9eIzxXvM1zgfvD3RgXQVmShUKhMIOFdZK2fniTWG/ljBvegK795yc6AQhXzbYzmDeK92mHPQUCXNXYAQD/FpaMrT8HEHhT2kLp1cObAr/labT1aKsNa8D6PTcdIwjS06Qmg07MvbLd4IxMBwc8rAkjQ8kFBqhMnYyDLFhhZgieN6yFXr91jx2w83kxr14jtnaS8Txxfd1kylkkBPGm5o5CGw5aWaeI7tPfMRPCInd9TwdmfFwEK8wIPI8EnLzN649jcLaSA3xYTNZJWmfcu1etw3QDNH7D5+r7h/O+4YYbur9FlsvUY4QgpRkF9WKTQUeZDEzJASvff2RNuV5k77itze1Vb/dc+hkzhbIkC4VCYQb1kCwUCoUZLEy37cSGdtlB20svs6lrExsT3zo30w3Skhw0sDMWp7/1XL3mQ8ngEjAV7BXjMPU3hWRfpmHWYfE9U3Tv33QbStgL/CTJHXfcsexcPO+9Op2mVmhBnaploEOjB3UyblTm4AHz5h7GLizAsTg4YRrDvDkg5h7JOOxdH9KULBkHSfifXQlOS+T/nju7g7im3uZgAv+3jtJrhvTMCy64oG1zOwsX1kBvajrs9QXsIvJxQZG95hwkojaj7znXa7QmkmCZ7wm7JHo6Qp8369rr2w3fOAdrlh3kpXAN2tFkfN08bxSO8fH12p/4XHxcrEn/3y4b3DPu527XwRTKkiwUCoUZ1EOyUCgUZrCwTtI6KujilNmOCWzq4zE0wqa0U6WIXhum9ui8TOc99rESMXabBFM2jtsUw3SB3zVtdpSX2n5Tej9Ta87bNM/9ltFv+fh9XvyuXReubXnOOecsO37TcWo4ei78fdNt0g49V6bWzIuj5z5XKI1bJHhf1Kl0ut5S+PP8nlMnnb5JSwvTe7tNUFyY6lnvRyTa68AVhWj/YZdCrwNoMmhMe1WM/Bvel4+Fc/T+fd5QWPfKNrx++C1fc1NzXEe+dl4/XAO3bHBUHvWCv+PnQm9NWvNpsP567VEMz4sj2axlzyU60WSoJOZnzSIoS7JQKBRmsHDgxm9lxn5i+03KW99vDzuxsYj81ralyPdsFfizD3vYw5JM19BzPUcCQnaC95zQDrb4rY9j2m9iO36xhv2mtz7Ov4VVZ0u0Z/X5TevgFpamC2T4s1wPz1uv0razl1wZ2hkqzLe1erY6Car4re/1QPDOFog1kRSK8P+pp7n0GJLBAnShB1sZXBNvs8VO0QjPnQMnWCdTc0dTMNdaZB0m46ATt5QzZmxxUwzCc+c1RfaWtcNkUyWDDtPn4iwxrymsWR+Lb3mOy9u8lgnIOEjUW7+e916Q1FazA3IO+DAfU1Ytlr3vZRfWYN5cxd0dD1iTtvBdoGUKZUkWCoXCDOohWSgUCjNYmG4XCoXCDyLKkiwUCoUZ1EOyUCgUZlAPyUKhUJjBwmLyKeE2sKiz97le7qjlKw7189netilYdtCTI0ztC9mBJUiWGPTgPHNkL95/T5qSDDIly5UsqEeOYbmEBdUI2i338GeRLlm60hPm+lh9fL4eSD6mSpkh/LU0xDIYvmdplSUzyFh8/C6rtvQ4C/PwmnZuNdI1z7PLxZE77wQFS3wodOviyr7mXEfn+Fs2hpzHa97H59zpzTbbLMlYLsX+k6GPkdswu9Uzx+B+Om5PS78qS9ksQZpCWZKFQqEwg4UtSb+pGNti2mabbdr4Ix/5yLL/G7xd1sRS8Juo933/36LmXuWQntW7UnFdi8K9/5VgSwoxrC2yI444oo1POeWUJOP0P88hlpbP1cAatqVrS5C39lRaoi05rFKfq8XXPcG0rwfWuC0Mi+x7FsaawmLqpRWEfpDhZAqqTLm4M8L4JHnJS16SZGyxec1x/c20zG6oXmRG4lRYUiBd7cmVp1wdiWK7XhP+P2vO7RvMlEiXtFgd6zEZmJKPZRGUJVkoFAozWCufZM+3dcstt7Qx21fyAxo9n6O3+e1AXThbhH67GXzGx29LCl+N/TC9c52yiueOPxm/tbDEbOnddNNNbdxL5+xZyP6+rT98OU6rtE+G8vi2VO2T8Tny1vV5uY4mPiyny7kgBD5LW6KeV+Z9Jf/vHO5q67HHXv5fgC1s0jHt54PpJcP6dIEa3x+sCa9j1xWFqbilwgknnNDGFKtx8RT3Lu+xMt/LrqPJmnOjMjcDtH9/6fEnw/pcpGWDUZZkoVAozKAekoVCoTCDhdMSXa2FahtTdd2gi1O77v1/pcBML8hjU9qOZUsMCBaY4vuz/JZL8SM1WORcMOGnujXSaiIZahK6vL5pCHIl0w3vC8rkbaZG0AgHmTyvXCPTcdfJRIKRDF0BXRXHLQag7KZD1OvzMZhOe41svPHGScZylKV1BnvX6fsVayIhW813puD1SY/xZGjV4Wo5dlNwX5j2+l5hzVli52vB75rOe33jDnKAz5WU6GKZDPVOvU4c5KHqF8GmZNzxkmP0OvKYe/H9739/2+Yg1xTKkiwUCoUZ1EOyUCgUZrBWRXd70emVvmMTHbO4p730uNeh0f+f6pDolgFoA3u01vvw93s0b6VpMsX1uToiDM3xvJjOQu2tLbSmEhrTK6+fDJTJFIYOjMmQiePonsebb755G3/1q19NMhT6TcaaSuih14Ijjb1ipr3WCtbXuaBu8r+TcdNTNiwCX/9F7491Ca/Prbbaqo25/j6vXhR4gw02aGMrHnCxmPZ6zeBmslvp1ltvbeNHP/rRScbaRmfkmHp/4hOfSDJec/5d1rcp9Prrr9/GaDI9F3YtoQpxMWa3sphCWZKFQqEwg7VqBNZDzwlti8o6K57uUzpKghH+zlOf+tQ2xjr0G8eW5oMe9KA25k3nkvTOLuB3p6zengVpSxQn89T89DRl/qytXoJMth4dMMPSsmPb++INaetsp512WvZZt2lwkOoJT3hCG+Nw33DDDds2ayJxoru9hK1Hrq0DEs7EwJrwdft+gDWoW2yxRRt/6lOfSrI8vxy4JQCWmtfJ99K6xCJLBs2kmdTOO+/cxldddVWSsfX45Cc/uY251xyYtCXJmnMveN9/sBffR7CUJHnBC17QxhzDbrvt1ra9733va2M0xa4BQJaOf2vqWUDwyG1fFkFZkoVCoTCDekgWCoXCDBam2z2Kaayk83IqXM8hb8c3juevf/3rbZvHz3zmM5OMHcSvfOUr29gmPKY3erFkupshMOXiXH1+Pv5e2TjDJaigYf6+E/jZl10XPm+O1dTNmjRolGmvgyEEdEhPTJLDDz+8jV2CCpr/0Y9+tG2zw51yWQ4cmQbxu6ZpLuGGE341BS7WJUh7/fa3v922QbGTZM8990wyFCHxtiQ5/fTT25j5d091r/+7GgRLkiFgYrp7ww03tDFr3dfGpfjY7mvv9NPDDjssydhFZDrNfYnuNkkOPfTQNrbO99WvfnWS8Zr3/fHwhz88yZjuv+hFL2rjq6++etm5OEWT1Ms1XXNlSRYKhcIM6iFZKBQKM1iYbptiQ717tNv/t4kPRU6G9DXTWlNIqg27Bp4jto973OOSjKmRI2K33357G0M33v3ud7dtbl5+yCGHJBlr+Gyim5oDnzfU+B73uMeyzyXjtCdoiqmLf5cIqSnsXnvt1cbnnXdeknGk3lo+auddfPHFbZurSO+6665Jko9//ONtm5u3m7pDc0yNqE2YJGeddVaSsRLAkXi+bzeF5wL9qKPj6xrQs2RlPRxRfl9bu1JYq/6/9azPf/7z2/gNb3hDknFE2W4L114F67LikFUfzK9pq6O/pCvaHfCa17ymjU866aQk0/UiuZfOPPPMts0urH322SdJcskll7Rtdoe98IUvXHZcrNNkvH6pKOQq69ZRcg96nVnJ8ZznPCfJ+P5ZBGVJFgqFwgwWtiR7cACiV7nYOsfrr7++jXkT+I1pRT4OWCoNJ4P1mAxWp/9vjZ/V/7zhqauXJAcffHAbE1iwpXH++ee3MZoq19uz9ca5TtWzdMCLN6wtaGepoBN74hOf2LbZ6iUwYqvADvHPfvazy/7vueBcrS3baKON2niHHXZoY97w1gq6mAA1Pd1jxH1QnOkDXOSA7y+S8bC2WGnftnKx/nydnWEEfJ0PPPDANt5yyy3b+BWveEWScTCjZz3695/3vOe1sQswrA1slbLmbAla+8r1s3V30UUXtfGOO+6YJLn55pvbtssuu6yN6SfjvjJHHXXUsv+7Grp/3wVSuFed+cV1SYbr6fmxDpmxn0U+riuvvDLJmA249uUUypIsFAqFGdRDslAoFGawVgUuMFdX+qo1gg5WQFns7DYdOfroo5OM203690k1sh7K6Uumwz1nrqkNznVTI7eKIAhk14IpKjTec+Hfd9oh7oGp2n3AdMNOdvR3nisXs3j729+eJLntttvaNju2GVvndsYZZ3SPhRRKaHGSXHrppW2Mvg2Kn4yLeeAGsBPfdQAvv/zyJON1sbSe5NoUuFipQIXTW0888cQ2JhVvqqgF5+sAnfWovv69GqT+HsG6qbqgS+dh6fddtKH3+8961rPaGDeWv9NrmUBQIxm7wbj+DoI52HfhhRcmGQdG/dlew7cLLrigjXv6Y7vGHPyimIXXrF1X6D89F6bTZ599dpJxWqJddlMoS7JQKBRmUA/JQqFQmMHCdNs0hq9MVfHhs9ZTuYbdpptummSs53LEiYjva1/72rZtl112aWP0eq7mYxMfKpcMFNOpUo6k77///knGeizvF7o4Vfuyt800yi0PoB5TtSfRKTqt7Lrrrmvj3XffPck4Ot2jI67RR6pXMsyRaaJrdjqqzzH6t1wxiM+6/YPTHXuaTwNq77nyuSTrlm4T3XWE3UBx4Qg9LSaS4To6zdJz55YIHIM1sNbuEtFdlzUovf7cqqFHd31NuEfttkGPmAyReq8Drx+i+nYROVUQTaKvrSmyu6yiiLD+2eMrrrgiyRBxTwYKnQxuMruoPK8oTXzPufrRFMqSLBQKhRmsypL0NjuWUe9PWZq8gW1d+u334he/OMnYwWorhewFv+ldQ8+ZEGim3GvYhQuop+eMA791cSz7XNakB7fnBYe5NWuuw0dTLL9pvS90krZaXFSC7BxrF60VPOigg5IMgbEkOfXUU9vY1jRwxpGLZdD72G9iMweunTVrDtIwh/7/0oDCuqxM3ssS828feeSRScaWDRlMyWB9+TvWVPqaAWd7vOpVr2pjB7vWFbxOvL6wZl3B26yLgIvn2plXNNWz3tBN8wjCuFCKA0/0fXdGzmmnndbGvX7fU4FNiov4ueAsL+bbFrrrf2JB+p5cyl56KEuyUCgUZlAPyUKhUJjBwnTbJixfmQpmQG2m+mJDeazXMxVjXy4j72IXmM0OwNhJbr0emisXijCdhk66Rp0pGamV/n+Pbvv8fCym/my349ifZT78Wy4/D921a8JOdCjh9ttv37Y5YMB+SftMxnTE+k9S00w5nUJJLU/rzHwNSRM1TfO5MgfW0voaJ3dNI7ApFxAwVe0FeXztvU58f0AXvb4Nz8O6gs/lSU96Uhs7RRXYzbXeeuslGa+jbbfdto0/85nPLNunXTicq90JTluEGtvd5TXhFFyKzZhO+1hIbbSbz/pm6qnaneb1yfdc5/Occ87JSihLslAoFGZQD8lCoVCYwcJ0u1d63+jp05xqZYrBT5qOmOZAC007HUW9293utuw3p0zwt771rUnGZrUj2dCkldpPrEnnO0+pI4m9Lm2ujQddtfbQ1Ij5MC32HANry1yqn+P2b5p++reg5K5NafqJ/m2qFQb7dSUdnz/Xy5R16VK8q/tur9R/fcFbY9lnWXP77bffag9xrX7fdBLNoLWR1u5CR+3a8v0DNbaO0pF81p/ptKP6VOaZ6qrJvZwMNUqtZDHQl374wx9u2xypZn2TUpuM9Z242ezumqqJa5QlWSgUCjNYuJ6kLcFeAn8PvUT9ZLA4bJHawbzddtslGWd4uEkVjYrsRPdv2XGLBWxnM72CkyFTwPUujZ6FuSYWjgtE8Nb1W91vZSw8ZyLZQuZt7De9wdve+3cxDxzq/r41lw7yYAG4orad7NSpdO1BX08CQg6S+Vw5L1tz32vYiiDQ5OIKPt4ee/L6d/Ms1qXXp68jwRLXQlyXsPUEW7Me0UFGLDFXq3flbnSO3/rWt9o2PwsoUmPrlPs3Sc4999wk47XlOfY9Tqabtaq2cGkq5t/3WiewaVbqIjlc716d0DmUJVkoFAozqIdkoVAozGCt0hK33nrrJGNnba//tGmpx5i7dto6SEPfbZv41l6RiudCFFPOWIppmPY5cMNnXRSCRmXJQJmm9HWcg2m5aZZNe4pNuB6e9wsd9/f9WxS+MEX1HOy0005Jxo5xFwOgGMFNN93UtjmY4kAaujfXwzQ95HzdyOnNb35zGzPHnndTVlLbTPdNCZPx3JDKavq0Npi6jqSHev924fSc/r0akslAZ1fSZFoD617Ta4Ne2m8y0N1jjjmmbfP6h/o7Pc/aWVJZfZ28fo444ogk4wIy7DNJNttssyTjVFlrbx1koqCNNc3WVOKm85pz73Ncdn6umJrz3HIws9ISC4VCYZWoh2ShUCjMYGG6vVJEt1clyLu2Ng+q5m6KBtTHndJMt6ncY1P8TW96Uxs77Q5qbgptusrYx+LoL9R3pdp/U/o6f89j4N8lUmfXg9PBoGRUZknGqYDMm/V5Pm86L/bmMhkrAEjtdGc6V4eBflr/5g6JHJepn90AYC7d867WSRqoIOx+ILKbJDfeeGOS8bWFaiZDhZpkSBu1K6SHlej4msDft4sH6uk136tx6gpPPi/aorjGqdUX1HDce++92zZ0oslQneu4445r26yD9JqgTqyrJPlYqVHqylnuFsp9u8EGG7Rtd955ZxszR643OVXv1ChLslAoFGZQD8lCoVCYwcJi8l7aoU34XkUUpzI6VYjOhS6F74blRJwsenU3RH7XHeAsNnfnN6iB2yA4ysq+HAXrpTv23AnJypTQ1IfjNYVwJJGKOI4oQzGSQZhuMe6uu+7axsyrKazPm+tmuuECqhYBEwGlEPDS/XIOTmV0JBuabQptBQBrpOeCWFdYic56TUK7fA5QbMP7oZ1Gkrzuda9rYyokuTNjD6ul2FPouTh8rk7xhZoipl/6WeblyiuvbNuOPfbYNsbFMpWUgGvKYntXk6I9hOFnie8P3ExUJkrGhZ593sCR/LVNYChLslAoFGaw8Gu8V0NxKjmct4ctPY95w/uJbmcw1td5553XtlmzhsVlB681fA7o4IT2sdqSw3LwW98pWn4TLT3+ZLAGbDUbvWIatqA9rz0L2/NCmpzTxnysvEkdgLEOjHRMW4R22Ntapl+xrT87xGmwZoe+jwWr1y0hvH/2awaxrrGSpeZ54JpSRGEpWKvWM1on7KDWbrvtNvu7/JZbKviarRa+F3przuB8XLzEmka0u1tssUXbRn/3JPn1X//1Zfv0vGLp+VyddujgFoFaW7K+HqwVtJfJmCldc801Scas0muOeXf/90VQlmShUCjMoB6ShUKhMIOF6bZTfXraol5gw2ZzrwOaTXDXQKSKD7q+ZFzNBprjCiFOhTLFhCa4n7JToaCwTokzNdlhhx2SDKa8z89w5RHDx0XalIMDrocHHbAO0udCmqb7GjuIQw9i08BLLrmkjdGvub2Fr6uvISmUplakeCYDpfJ1c8Ujghru4WyXx9pWZFktpir7oBf0mvN1IFjhVEJrRB1gwMVgva31sOj8prpust9e6wWjlwqcJI973OPamPXh62x3E6modjf5XKjd6PQ/0/GDDz44yXjerr322jbeZ599kozdUaburofKPUZ6YjK0ZEiGgI3vT2su6cLoVhJ26XG9cWstirIkC4VCYQb1kCwUCoUZLJyWaLMYs3WlbolTdIDP2hR+2cte1sbvete7kozpiCvMEAVzmwNrp5wiBjXYeOON27YLL7xw2f8dnXREljS1qQLCvXN02qKpPa0OHB035eN3TcFNzaFBpi5HHnlkGzNvpiNOF4MG+fd9XqbxUEXSzpLktttua2NoOKlkybiKEFpB6+fsfmGOTH+XVvi5q9MS99133zZ2Kh0wrYSOej7sXnCh5+OPPz7J0P0vGbuLTGeBr7MrDS0K33+mxjfffHOSccTZShOix17/djOgFbUG0RWFWHOOUltzicvALR3sZvO8sK4dMfd+uUZuieJumzwjvOY22WSTNuZ6ev9e01MoS7JQKBRmsFb1JHtfsaWJdTJlSWJduYmU324krTsYctJJJy37vzNEHCDxvniDuqiDLRSKEVhb9ohHPKKNCTDYauj12J5qFGarEKvRn/VblWR8z6WPlewaZzTYuU/TLjvm7UTH+vPb28fiIArbXWTE2TG0crC1Rb0+n4PbP/j7WI22YJYWwFiXliTXwWvDQFvrDA6zAK6Ng1677LJLG9uS5JpMFbhgbh3IsiXJ/3stI6bge9LWFYE/B25s6WFpOrDk9XfggQcmGet13R+dTDh/32vuxBNPTDKua+rr6uwyWAVBw2S8ZrjfL7300rZtjz32WLZfH6vHBD6d8eMCGFMoS7JQKBRmUA/JQqFQmMHCOskexXYAoaedNC3ttVew2e1UIai1nc0uD0/6m4M1rrvoYACOW9egQ0+YDMn+BxxwQNtmbSL/9z59rr3+0YY/C+Wxvo6+x8kwx3acm4LyGy564Xl7xzvekWQ8r54jihSYgnhefI6k1lk/Z/0Zx2264sALv+tztW6QtbFI+fx1gV4N0G222aaNCew56NXr/viWt7ylbaO1QTK+/lB7U0Wnf0JXaVOSjIOUaxO4MXzc0GB3CPVcMLYe0WmDnAtpqMmgR0ySN77xjUnGdN7aRfTJpugO8NnFA3Xefvvt2zYHHrk2buviGqbog50q6/uH+8JFWRZBWZKFQqEwg3pIFgqFwgxWVczPFMMmPNE5R05NIYhaW8/USys0bbA2i9p0RKaTcQ1JIq/eh6PAz3jGM9qYCKbpjj8LnTZttuuBc+lp35Ix9aXyjefFFBVK47m0jpHfNW01deD/jtBaC0iKmrV+hx9+eBtvvvnmbcw1cE1Ft3KgtYHTOU3jodM+P19PaLz1c3clcA35GKwnRNvoqk0XXXRRG+OqeNazntW2OQrsSDjwdbT21nQTTLlr1gau3MR18O87+sxacY1JVzr62te+lmTsVjFFJoLvVhfW23J9rW30veprgEvC8259NKmuVsXYXcM19vHbncX33/ve92ZNUJZkoVAozGBhnaR1XLz17Jj2m7DXq9og8OC3gHvtkhFj69PaP3SCdrzbkvMbHMvAlmLPib+SJm9Nqkj7sw5cYBX6XGy5UNPP2kofN9bXl770pbaNAgPJ0M/bzcFsVfKGPuyww9o2V2T39cSysOXlmoPMoa2pni7WFrj3z7X1d3wsybrVSbIvX5uVMm78+6zvlYKVS3/jewX/pq02rpO3OYhCgRIHA22J0lTOBSzcN57AitexM6uwBJ0Z5uwd10YlCOPnggNewGuupy/1Ou0V2XGAcpFiF2VJFgqFwgzqIVkoFAozWCu6jQlvOuL/21wH1kzyfTuATbugQSeffHLbZtq55ZZbJhl6+ibTFKdXbMOuAfRdS6neHHopmIaPxfo0THvTTtNxO6TBfe973zaGRjs1ztThuc99bpLkqKOOatvsWoAanXvuuW2bg0ieY9IFvX+n9EE7TYd8jdmXKemjHvWoNibN0+tmacrg97LvNjUM3R/aoH+7g1PfT/Cac9oh+mK7rlzs5aabbkoyXidOy4X6Wk9rF87Tnva0JGPNqNfRoYcemmScVuwgkgN/7NfU35pI7hsHA3ttU7yOrLkkBdPfcauXKZQlWSgUCjOoh2ShUCjMYGG63YtkT1X56ZWlX4muQ2eSQXvVo+3J2kWaV+rBPAW+54izKQLUxlVgpqLb1KZ0itfd7373NiaFyt93JLAX/XbnOCrymG703BxTfYd9XkQCp1pwcD2nWhBA093X21FHtKqu7enfT+56uj3VyuH7HegsrejwmrFbAyWE7y/XYUUz6XvNLSpYk9bWmq6/5z3vSTJWVPTotPfvikFOG8R1ZTrvc+QZ5OeO3QjQdJ+r54UqVaRSJsM9OYeyJAuFQmEGC1uSa/JW7312qt4i6NWr9KF5nwRO/Pb3//126enj/FksJX/Hbz0sJR+fLRACPt5mi8gWOJ9xkMgWNlalrTMHt8i0cTEBjzluz4styY022ijJOCPB9RxdU5Nj9b7s8CZ41CsCkQzFCPwdW8U4zG1pu2Zn8r0N3Py/Dq9vrwmsMmeeeE1i9XnNO1j4xS9+MclYz+jrwlr2mndgk4waN6SzpUfgKBnWv3WStkqxgHs66GQIfDoTz1YpmXqu4eq+3VMoS7JQKBRmUA/JQqFQmMHCdLtQKBR+EFGWZKFQKMygHpKFQqEwg3pIFgqFwgzqIVkoFAozqIdkoVAozKAekoVCoTCDekgWCoXCDOohWSgUCjOoh2ShUCjM4P8ArjcmQUIikM0AAAAASUVORK5CYII=", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 540, D: 1.148, G:1.036\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 580, D: 1.013, G:2.329\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 620, D: 1.284, G:1.294\n" - ] - }, - { - "data": { - "image/png": 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SQo+VPnkEc2ra4EM1An1JHSLIZAgM/Yz8z3guG6k4F/ZnlBpfUSrGSQkZ5mlKRrp9/vnnl7Zpfhu1i4phRUaTOUWpoyJpvLbH03Y903GuI9Ui66+/vqSaKpKqUV3j/UnDZFvZh6kA94yTnfBZjWqps+QCfX6dYIJqmUhlwbmgOsrGKa4Fn9sTTzyxtG0EpMojKmRGddHaa689Yax8TuZEsbWUJBOJRKID+ZJMJBKJDgxt3SZVssWLda9p+TQdpeWTvn0WwekjRSutxXVapElbXe2M2UhIO1dcccXSdk5LqgsYlmiLMCss0rfQFmX6ZjFzju+VdKIt96Tvh6oFzoEpDcdC6mxvAdIV5nD0vHEu6J9nNcShhx5a+pzRSWosuFLjP8dQQqopbNVnCCW3klUpXDf6vJnKkk7NCT/JURDVjed8MxTW4XPOPyrV68Acn56nnXfeufRxTwxL+0ahim3W7RNOOEFSveZ956XKoc96bEs0VWd8/jyHVF1wnfl8uPwI86ny+bD3BI/ne+fggw+WVIciMt9qhLRuJxKJxCQxVmZyS330TaREYcWuMw1LtQ+djRWUMmiscGQJM2zTcGJQMe6vkFQnbfBXkYYbGmn81bF0LNV+Wm635T2MCh1REuS5LAmyj/Pq4yh181o2/HDeI+nN9YelWipwhBJrmLMGMb+6jpCinxr9Xu03d9ddd4X3aoMR+yIJgv+nBCxNvSQZXeuYY44pfdwTTozhaDGpztXJdbQ/KiM7omzYfcknRkGfn2RbFIpBYwsNM2ZKlBS5v72OZF9kSn5XMCKN2d2jsRCUFM8++2xJ0g477BD+NjIijSKBtyElyUQikehAviQTiUSiA0P7STKBhOksffwoNttfj0HxDNuyHxP9mSj2mlaSCjKvofMhsv41qdoaa6wxYVykNqTupkw05tBf0AWktthii9JH1YEVy6SwBP3qfC2qA0jT3GbZANYgthKdc816yaY2piVSrcR2PWQWSiP14blMp3mvNJTZl41qCCbmsCrl3nvvLX2RcYvz83ojyktIus2azS5j4RIAUq0qYJ5Kn4t7rq2GtkE6bBUJ536yaKO1prNUDVCl4GQX9LeNzuuQWqmuu+1Cc6w7zrFQteS9xHnluLy/qBrg/vVeo89qBJaiGAYpSSYSiUQH8iWZSCQSHRjaus1QNtNo+jHS4mp/OFb1e/jhh0vbVlZW2mO+SVvMGB7oColSUzeafmgMFYyy6NDnjfXALc5TrJ933nlL29Sc4XukAw7fY7U4Wv8YYmU6QYpNihtlJCLNsR8lfRuZk9DXos/pEkssUdr2IyMdIvWhGsCZkui1QJ85Z23i9iGN53oZpNtWUzA35+BWnArrdpu13dfi/xkK68xSpNCcD5b3sM9kVI1RqlUUg9eXJl8tkZZo7x/See4/j4V1w+kba8pPdVQUYumSK1Id9uiyE/RU6UObz7LvkfNOP0o/6211y/18UI2R1u1EIpGYJPIlmUgkEh0Ymm6TApqGMMyMFNU0mhXUSI1NTVlG4Kc//Wlpm5YxZIlO0aZopIIUsVlywE7qPJezEEnS/vvvL6m2ItOB2tUG6UhN65qpReQsLNXOsB5jVDmP5yDtdckFqbGgkgYyS49pBMfysY99rLSt0mD4IUMNuYYuEM95ZTXEa6+9VlJtCaXXQORkv+SSS5a2szPx/IM0abJ0m2vuc9OaSqdng3O3zjrrlPatt94qqbZis5QDKdyOO+4oqR5/tD/6HLwJUuTB5MRSTRt5XlNvUlg+S34uL7zwwtI3Y8aM0jZdnjVrVukj3fV1qU7gOvr/bffH7EJRImaO2yHC9KJggu0ou1fbuAbH14WUJBOJRKIDQ0uSLM/w7LPPSqolJkoslih4ar7FLUldcMEFpc9fX6kxPFAipJ/l1VdfLalWIEfFi6TGyEHDzTe/+c3Stj+f/SGlOtwsSm/PAmQ2EvHrzrAu+pf6S0nFPb/qlhZ4Ll7XEizvj1KtjU+UlmhMcZgdJVmGFTL/p49zmQap9mn0tWg4osHIklWU01FqpDxKGIPJFKY6LJESl8E9S3bh/cXxsgjVxhtvXNpmD23lG3yNyRb/Ingurj99mQ36Adu/sW0sHjfXmcYUryONsGQqzv3YlgiF8P7nPiGr8r7lnqbhz/c6ioSekmQikUhMEvmSTCQSiQ4MTbfpe2U6+Y53vKP0Uex1Prj99tuv9NGAseqqq0qqqSZDCV1tkbn7qPQ3BWyjnQyBOuussyTV/og0zNi/k3SJvnCm1jRcMWzwwx/+sKRGwS3VqgUqpqOpJjUwTWrzTfQ9kEK4rADHyvIVzO3ntP6RAUWqKZMV4hw/19hjpbGG445qIEd5Njkng2F4U023qQoxhaQKhyGKrvZH+kc/SJ6L6hqjzbBi9NHCPvRlAWozYFh1xj3B3zofKVVM9reVpJkzZ0qSLr300tLH9wKPi8D3gvcPDW5UWfgZ57uIe8pqqrZ79Z6lkTjpdiKRSEwS+ZJMJBKJDgydBYgisOkC6Rd9Ig855BBJcYVFSXr11VclSdtvv33pY7U2W7rbMo/4+qQ7pO4Uod/ylrdIqn0yeV5TUPqh8bzTpk2TJN10003htUyzKeITUXkCUlhaCj0uhoAxvM/Um1Zk+3Gyf/HFFy999Kn80Ic+JKm2Uj/yyCOlzdBKW/1pHSW1MU2nyoPz7uPpdcDjo2Neb9ALwWoDqmroB7n66qtLqi3H9iWValrndeD9UpXQR62j5LGjIApx5Pi4/51ouU1FY//Qu+++u/QxqbMzdVFtQ3WV/RzbPDb43PgdQ3UF583+zZw/nnf55ZeXVO9pgjR7FKQkmUgkEh0Y2nDDglOWpChlRAV7WJ6BvlNWxjI/4U477VTa5513nqT6S84ciY4yYT7Jm2++ubStZJcahTRLNpx55pmlfdFFF0mqvfitzJaaryKVxfTjsmTBLx6V/5S0IsUyI3kseVCqpWLba8BSFzQ4Wark/13ASmokyMMOO6z02fAk1QWYLA0xmUZUeK3PMENDB5OguJ/3OhgBMycNN57zSOLjtZiXlPvIheCYqIHGwnGiPUZBn+8fH2OyPo+BBsBI0qThyfWvpcZPmEyM5RMsVTLfK39rCXXDDTcsfXxWHLklNRFOfNaYU9asjpFh3Otd9yfFvrnDrEtKkolEItGBfEkmEolEB4am2zaASA1tor8gRVjTQipK6XNmmnzfffeVPlLrT3/605JqowTz1Zlu77LLLqWP4j7zSXqMTC/PkgY2bLT5Obpe8Yknnlj6SCEt2tMYQ8pG6uPfRMk6OG7SEao5HBrGpBJMcOGwwhtuuKH0bbDBBqVtSmjfNqmZa6k2EllRzwqKs2fPLm3TZObhJDWP0vpTTWEayO03mGdxKvwk26iY1/dzn/tc6XNIndTQVe5ZlvQgLbSKhkY5JsaIQLXKYNXIYdDmh+n9FyXF4P+pKqGK5pOf/KSkek/SyOPyDDSCUfXm65Ii0zDK9fCe4Vg5L1aJMayY8P7feuutw/9HSD/JRCKRmCTyJZlIJBIdGJpuW+yWmswxtN6RglosJtViFiH747EkBC2nDnFiyQeK5aYzm2+++YQ+SfrWt75V2rbYkuIyo4mtlqeffnrp68sOQ2pCC6nBHHhbbrllaV933XWSaot3RK3pNeDxSc18ktqQ8pke0tLPanKeY4ZYMtMNw8kOOOCACfdH/7Wll15aUu2TRpWLaRytqlQ9GJwLqh6kmrZxfSNEvoW8nv/PMdI31xZZZkKiR8SNN94oqd4bHB+puXMvtlH7qIzAZMHzs2SHVVZtY7FVm3PPsizey65QKtWlVqxGYJYtrql9MvkcUJ3FZ9GhyQyR5BrZ66WtMuk4SLqdSCQSk8TQkiR93Iy2KAJ/bamAjfwB77jjjtLHRA3+ElEi49fnnnvukSRtu+22pc8REVJtULLhhZmVadiwkpzGHtcNlxpJiMpmJnLwvNBnjhnb6fPlqaYkSD9Bzwu/+jSY+Wu/7777lr5LLrmktO2XSt8xSnIu4LbVVluVPkr4VNhbimLtdH71fQ+UGphEJCrKFN0398igcWEqDDeUkph8oa/WtaPE6E9LdsVkLD5XlMF7qtCW4GKy0TsG2c0otdLN6vhMMfcsfWNdXI65ZWkQM3h/fC/5HmlM5P7ze4nPZJSMZBApSSYSiUQH8iWZSCQSHRiabpOmmBZRrHXyBKkJa+KpIwU+fQspjlvZTAMJa3A/88wzkmqKT38/Uh/7BpIO00DhBAwU4WnksXGKhilSZB9HHz/eK+8xChGjGqJPke9x8fpMYOF7JYXYdNNNS9vzynmj8YH1kr3GXEMafKxy4BpF89bmP2eFPs//etTdJqIa3FFyFKlRy7SVJHkjE3UMXr/P8DhZn0wa8/hcGKTAVE0ZDH+l6sjPENedxrc2X8/JIA03iUQiMUnkSzKRSCQ6MDTdZmp/546jP5Otf5K01lprSar99UjLTDdJZxjCaArKY5ilxNXeWDqAFJZ09IgjjpBUV7ZjCGLkf0c66nORVpAiu00KwowwpKimwW10Z6655pJUWxIjn0rSWo7f5yXFJ921TySturx+VNuZFJlz7DlqUy34+LbciZEFeDDf5FTT7Qht/oRzyko8VeC4qIKxOokho3xuHKJLL4kIbfPS91s/F8PQeocb0muAocmThcdFNcswFD4lyUQikejA0JIkJSVLHAzgZ1ZrSz+UcijJrbLKKpKaIl2StPvuu5e2h0RjDrMpO6lDZCiQmszoUpNYg1IKpTsr3ykx0R/Q52XeRUYH+by8Pv07KZ1ZqqIkGUla/LpRKrDPGf0RI8V4lE9QaqRK3msUBcPfcntwD/g4np8+bzYeULrsK1BFQ2Db7xMx+gqBkf30RS9FxjYWz+NzaZDxRIyjDbfddltpr7feehP+H90LDVNRPkiyTj6LEdJwk0gkEpNEviQTiUSiA0PT7UQikfhdREqSiUQi0YF8SSYSiUQH8iWZSCQSHYj9PwL0uWPQrcQuBG3HvBFq0FGcYSd7/ChxtEzRZjcnHtMV2zwq+tYwOn9fKdM+jHL84PWZENjuQXT5oFO008TZIV+q6x45eTFL8NLl6P7775dUu2xFabZmzJhR+lia12WSpSaVmJPISnW+ACePpauNSxNLTUq8m266qfS53CrHEiW3lfrXOQpQmKpndRwn/DfqWW1DSpKJRCLRgaGt26M49vZ9PaL/t5U0eCMQST99heajqm+D5+qbal+jrWC6z8XzR5Lo64FoDaM5osM/nYyNLsfgxRZbrLTtSN+2ZyyJMeEwHaj9W2ZrcpkQqQk6YOkPjsdZsBg+O88885Q2S5XY2T9yrpeazEwsTfDYY4+V9sILLyyprurJ31rS5D6gVDrKsxrtqT68Uc9qtOciqbHvWe1zRp/w+9GHmkgkEr87mJQkOVndwSgY9+sV6QQZtuQvMMMWh/m6dKEvRGwUqXSy8xrpioeBww7b8klaau1KUDEqBu81Km3BUFjuA+sXObfRubgfqAd0WC3HwFDaAw88UJL09NNPh+PlPLvu84UXXlj6WM/bEizrnEfrzJBR7hPfC/s492/0s8pxj7InolrsZEpe76l6VtuQkmQikUh0IF+SiUQi0YHfGsNNhDbqZDcPKsvbjjO9oogeXXdcOhJV/euj220Yx3BD+FptmX1ML5nliIiyB7VV/HO7zcWnb42dHagrYwwzCPk6LCPCc1uVwFyZVNF4fZiBiRlibORhjlPW3f7GN74hSVpmmWVKH/OlMlvTGWecIUmaNm1a6WP98+eee05SexkElypxLXCpzrL17LPPSqqrDjKzz5x8VodF27Nqdyhn7hoE94/P0fYsGZN9VvkuGMZglZJkIpFIdCBfkolEItGBKaHbbzSYlNY0jP5xtJqa7s3JKJdx6fZUw2Npoyu0HNsXjxZxzpvnkxSd1GWc6JzBuTZVk5rkwm2V9EyhSLGj5LK8hxVXXLG077vvPknSAgssUPpYdfLqq6+WJJ1//vmlj6UFdtxxxwm/nTlzZnjdxRdfXFJtXXfEEM9LCk7Vg+e+rQzBb+OeI7jOfFa9XnxWo3ucqme1DSlJJhKJRAeGjt0eBeMog/mltRKdfnCsm+2YXiq2ea2oVi+/xJGf5ShfpEgSazOWjIJx5o0RLW5TMU1DhQuosfxE27X8NWfUSlRjuc9PjXMVRSVxXQbBCKIVVlhBkvTggw+WPu4ZG1xouCE8N5RMXL9dku644w5J0sUXX1z6TjzxxNK2pMf68vS35Z6ybx/PT8OL/SivvPLK0sfYb9eQv+qqq0of5+n73/++JOm0006beKMjYpw9xzn0vPJ4rov3HH1C2xiHWR3vNWIDk40D5/iGQUqSiUQi0YF8SSYSiUQHfmsMN6yWeMEFF0hqDxFztUX7o0l1KqmlllqqtO2f5pq+Uu3rNnv2bEl1yB2pj0Vz+vP1pf+aKsNNdK6DDz64tE855ZQJ/2e6MNM8VqmkLyDn8IMf/KAk6Stf+Urp++hHP1raDz30kKTa2MN64aZhpEt94WqDW5FGGP+e9J5+hj52/vnnL31MVmEDwQc+8IHSd/fdd5f2ZpttJqme41mzZk0YI8MPbaCRmlrzUlNZkEYg7h/3U1Xy5je/ubR/8pOfSKrniNTaKdpI8TkvU/2sMvEG95dx5plnlvbee+8tqVZdLL300qW9/vrrl7b3nP1IpSbZh9T4h9JXlnsu8rMc5VltQ0qSiUQi0YF8SSYSiUQHJkW3aSWK/LQuu+yy0rfDDjuU9s477yyptu7Rev3jH/9YUk1HSOvuueceSdKCCy5Y+hgWttdee5X2fvvtJ0lacsklS98LL7xQ2pHFti8HYh/a6LbbkZ+m1FCDc889t/R96lOfKm3TZYbDve1tbyvt733ve5Jqi/Tcc89d2qaHDGdjzsbNN9+8tI844ghJtWqCNMh+lESUcagvNJUYpEOkSr4nzhcppi3KRx55ZOm7/vrrS9u+ifSIOOCAA0rbahf6OzrvI69/0EEHTThGkjbYYIPS3nXXXSVJCy20UOnbcMMNS9vZgZ5//vnSR7odZbvhfNn6y/km7Yzmtk3V4d/yvqi2sQrm3nvvLX1Uc1g1RdUI9+Ttt98uSfrwhz9c+kih11tvvdI++eSTJdV0nHP061//esJ99Xmt9CHpdiKRSEwSY0mS4ySooJTg4yjFWNnN4/jFsW+YJC2//PKSasnm4YcfLm36Bvqrx68ux+1xsZ6KJVmpkVbGrZvB44bNAt0XxULpjlEfllBpuLJ0KTWGFxo0/KUfhKUBSvi8F8+L/eCk2hfQzKIvdyYxOK+ch3e/+92S6n0QZZimRMbIDf/WUp4k/fCHPyxtMwreA6VwGw1oGKKfJPfXOeecU/2VpLPPPru0HenD+TA7kpp6OPw/94GlXUp3fBbGeVb7oljamJiP457kvNrIyjycN9xwQ2mTtTnCijkkCc8H14XPqiXkrHGTSCQSryPyJZlIJBIdGCuWbtiwIFIEGhNcQImhSqQWpmpUxPKaFsvtqyfVhgQaRhxORt9HBtX7vMx3x8QK9llbaaWVSt8DDzygcTBs0oe2Ql82TlGZzXmzUYNJKaikNyVkqVLScVJnt9vmxdcl3SENMm3lvNHX1fPe5dNHpbzXty3804YD7gOXbpUan0dSVM7taqutJqkOheR4TSv5f46F/qrLLbecpNoAQXWOk2mQaka5JW08k6RDDz20tJ1kg/9vw7DPKn/Hsfj5cT5Nqd6f3l88hkZcP8M33nhj6eOeokHW7bY95+uyGBuThHgvUo1HddS4SEkykUgkOpAvyUQikejAlIYltvlm2eIZVTKUmowutE7SYu0QJ1InhiiSWu+///6SpC233LL07bTTTqVtish6zXOy6t8489bmp2k1Auc1UkNw3liOYJ999pFUhxoeddRRpc38iaZ39s2UpD322KO0beWl32GfT2mf1bHLuh3VP+f+scWYVJAeD6a7zPLj8FeO3VR48Fy+LsMsadEmbbRnAEMgSSGtLrGXhlTvZVN6np/+vIsssoikeu6j0hmjoG3P+b7b5t3zyvHZOi81GY1uu+220kdfVj6rVo/wWbVPtdSom0j9oyxBoyCt24lEIjFJzDFJsi+QnLB0w0JMPN6SHH30+CXzl2jNNdcsfZQ6GN1gxTGLX/Fc/gLOyVrEfRE3/H/kR9gmcXneaDzgvFlhzgQA/L+jnhjlQKlzzz33LG3PGyM5aEj5xS9+UY15TmBwDSjdRFnVGTn0yCOPSKojP7h/HD1DRT+NCS+//LKk2lhIA6CZzLHHHhv+//777y9tS0dc28cff7y0o/3NefbzQ0ZDw2cUzTSKJBk9q217zvdNiS3KFt625zbaaCNJjTFLqvcRDVKRETXac+NkvW9DSpKJRCIxSeRLMpFIJDowtJ9kX0EfisBWOPP/FNdNcdsMN66rzf+TFtqnjSFi9M2iT9onP/lJSXXQPssX9N3XZEFq4vPy/KSrpjYcE4P6rVBvK4ng+247/9prry2pLkHQZuQx9aavIQ0hvu4oYYejgglQnJeQORo5nl/+8peS6vyG11xzTWmbWtMYwlIPVtdQbcNrXXvttZLqfUwK/MUvfrG0n3jiCUk1tec6en1cX1uq97LzXDoUcnBcfi7aaPUoz6rvgcfQz9ZrynXmb9/3vvdJqlUDXgtJWnfddSU15TekWs1G31obBi+99NLSx5yfr8eei5CSZCKRSHQgX5KJRCLRgTmWBSj6f58VisdQhDbtpBX3uuuuK21TG1JB0ihW1HN2IYaNkU54jKNkNBolm03fvFGlEM1bdK4ot6DUZMChvyP9Rx3GyXyVzP33pS99qbRd5/rAAw+c0Cc11L9tjSNq1Od/OrgGvE+H4J166qmlL6qKyXOQ7v7gBz+QVFu/eX5n9GEYHLNQec8xJI600bRTajINXXTRRaVv3nnnLW2fg/vbobpSoyKiH6VVJVIz521VB+fksxpRdz5rDkckxabF2j6hLOngjE5S7T/p52rfffctfQ4Llpo9N0pGo753UFq3E4lEYpKYUj/JUfK6RVLl4YcfXvqYodv5EJnjzj5UUi0t+AvMiBpKXzZcUEqaLPq+2kSUE7EvD2ebwct+e8ccc0zps1QiSS+99JKkOvECfdKY8GHatGmSGgmM55caaZzHR3W1+9B1DO/TaxatndRIGYsuumjpo2HGiS+YxOOVV14pbUvUzHD/6quvlrZ9Gk8//fTSZx9AqY44sYRLxsHom2233VZS7XMZMQoeT//NiFFE/29D9Kz25ZPs23MuTiZJ22+/fWk7SQjnijlBKe3bWEifUj7LllYZpTPOniNSkkwkEolJIl+SiUQi0YGx/CQjEXWU+tNRLkGK825/7nOfK31MPGCaTX9I0jBSZ9NCKslp2OgrcGY/sqjwFdFGcfpqTUdGIPa10aDo/Kbpxx9/fOmjn5nrGjtHII+R6tA4j4FqjCg0jWMiNfK89akxuqghz0dqbXA+fU9M+uCkF1JD4WgIIHxvjz76aOmjn6XDGllkjgbAJZZYorRN/ZljkdTehgtSe66JDR/Mxck94XBN0lqiz3DR19dH1/l8uM1nlQlUPFYWAqPhh/6jNoTRCEQ1RmSE4nPvsfBZjzBqApCUJBOJRKID+ZJMJBKJDswx6/YolmyDdIrUyXSBYj3Dtlzhj3SHdMx1jSXpsccek1RXY2R2Gfq6GZMNexoln+QoXgHupxWa9+3/8/5I6exrSorDe2VZB/tMMoSTlQgj2jon65UPjt10lZlzmGPUVvjPfOYzpY/1yZ3an5mDWJ7B80CKbm8Aqal2yNrk3BtR2B4rGG688cal7bmh2of5KH0vVPFE4af02eSzMM6z2rfnuPaR2oXHU3XgcFCGDXOfsEqk999TTz1V+lhqhZ4WRp86qw9p3U4kEolJIl+SiUQi0YGxqiUao1BsZkwx3WCoFqv2Rc6yiy++eGn7OCdKlaQnn3yytJdaaqnSduhiFMJGkNpH/ydId/ssaRHa6HxkvSOl9LyRhrLiZESzmPFnoYUWklSnv2emmfnmm29CP8dKSmdQZUKH5ggMgaRDcBtI6e2MzaAAUsBddtlFknT55ZeXPpcOkBrH8jvuuKP0vf3tby9tqzq++c1vlj6qMlzyo62CJ53UbZ1ddtllSx8dpO14zRBIVvWzRZd71mGTUvOsjGKl7bN4t3kpeH/y+Xv66ac7z88QTZea4LPKPcd3gBMnk45TJWGMotbh80M10yhISTKRSCQ6MKWFwEY5FyW5KO8iv9Q2JlAKoz/gdtttV9oOe6IEEuV47PNNHCXH5GQLgbUhCg2jhB4l66AS3UYs3r+/3lI9by7mRMkqKsxFZTn/Hxm8+uZw8P/0PXzhhReq60rSRz7ykdJ2qCrB39pnkcYp5nO0xMG8hy53IUlHH310NQ6pZhHcv95zlNgpOdv4xFA9GhB9L/QBpETl/qhWvTT1zyr9HL3+nGs+q95z3Kc0zGyxxRal7TyyrCsf7bmpelbbkJJkIpFIdCBfkolEItGBSRluJguKuqzVa8MIs7hsttlmpb3yyitLqkOWGPZFhbwzuUTZdqRGnI+qDr7e8BiiLCxSnPuP82bl/muvvVb6pk+fXtpOpU8aR4MXU+mb8rUZmaJyB32Gm1FBuupr02+OBoRZs2ZJajLsSLXS3vMwY8aM0kcjj6sdMkcpVTQOteN8kEIyR6LLSpCCM1uSDSPMMsS5tcGIx3N/2gBHY8+4iIyF0f+557gGVmPYD1Wq1RhrrLGGpLqaIuk2Q4utymhT23g+Xu9nNSXJRCKR6EC+JBOJRKIDU0q32/woo0SetN6ZZtPHjyFia621lqTGGibV2VkoopuO0seP/lJ94rrp1VRVZYvmqE01YMpDysd5cxYfWoU5b85kQ7rEjC2ky7bQct5ogTUlbLOkmhpNhg7RX8+qFYbqkY5bHeOqhlKdtNl0+rjjjit9119/fWkfcsghkuqEsJwPh8UyFJD+ehyrKSh9WDmPt956q6R6bUnH119/fUl1aQPuCdPstkS446BNrRLtOWaGcpsWba7RzjvvLKkOK3ZCZ6nev/ajpRqtLfS46x7m9LOakmQikUh04HXzk+Tx/gLTW541n/1F4BeLtXidpGCVVVYpfYzmYE5Bg8YKXnfYshL8XeTx3yb9TTbZANs2FDDBAI0tltqYF5LFqFxYyhLlIKJ65G3lEoadNyr8o+icrkgopvb3sYzCidaBfqHMB+k9wSQJLtglSRdccIEk6ZZbbil9NOLYMHjkkUeWPiawoFTq/cnIE47Fha7IlJ555pnS9txw7jmP9rOkxNWWDGMcRIXmuPZMxuGxMgckDWJ+RlddddXSx31An0ijL/qtz8jE/0fnantW25CSZCKRSHQgX5KJRCLRgUnR7XGrIUYGCtIJV6T7/Oc/X/rsGyk1yty77rqr9G2yySalzfrRpgH0Y2MyjQj06TJ1HaUSW19Y4ih1gaPfkkIwLNA1splHkUkWTDdcQ1qq542hnS67wHmjX5/RVufaqpK2GuIRBv/PRCI2hrQlxrC6heUiTjnllNJ23W4asmzMkZqqkrxH+vDZaEV/XSbLiHKUkgKzQqVLGTCfJdfxhBNOqMYs9SdlifKKEnPyWeXxe++9t6Qmb6Qkrb766hPGzT3JOeSz6j3DxCV95T/4Wxtkx31W25CSZCKRSHQgX5KJRCLRgaHpNq3PtGRFsGjeZtn0/0kxSAGdeYY+b/T9c/kGWkYZIsbKbFdddZWkdj8wU7px8kK2gVNKuvrDH/6w87jIz4uhdT4v5/Xkk08ubYeGPfHEE6WP+foeeOCBCefkHC688MKl7TC/tvT4c2reuorL0wpvasvfk2I6xyZDMrkP3E+1Da3Tzg7kORqEqdw222wTXp8hkieeeKIkadFFFy19s2fPLu2tt95aUlMVUeqvism58V7nenAsDMvty9sZWYT5LHkv8voHHHDAhHFRdcB8p1ZpMHcmx83n2h4Abc+q3yFzMvw16XYikUhMEq+bn2RkgKBPGwPkna+OER4cpgPhqQx35mipKdokNV9Ffn36CgaNU9SM4DFRVMQo54wkuQUXXLD0UXKydEfpgddyMgv6lzKf3yWXXFLaXgNKKH3+pX3S0KiGG+YttHTBMUR5Bbm2NKb4t85vKNVGLZ+fBhKOx5IsC4Gtvfbapc1IHEuSM2fOLH1XX311advPlRIbpS+PhdE/jEzxOtOwFPm4jovoWZ1nnnlKH6ODzDDp00xYMmfSC0fMSbVBxz6ZXMO+iK05+ay2ISXJRCKR6EC+JBOJRKIDb0j5huicpEYWsakspgHC1Ia0gHS6L9RosiJ6H6aqfENUIC0qsEaKwsQCDumjYpwhjqQ50bzwuKhURDTWtrkYho6z+JWvx+QkvDf7vvIcER2n+oJ01cdzz1Gdw7rtxn777VfaF198cWl7nmkg471YtcT54Ny6TVUH97ppKZM/jBIKOw7anlXvGV7fRdukRmVAn07uub5ndRSf4nGQdDuRSCQmiXxJJhKJRAemhG6PQ7Wi40lBoqp8fVbqNwpt1u2++478SyO60TaXEaWkNdg0qc2CG2GqVRPE4PlphXdJhI9//OOljxbdjTfeWJJ05ZVXlj7Oo/cKLeZRtUPSP6oynG2JIa08Pymo/XvPPffcCeOXmjXh/uaaeCyk25FPMOk8vUPeiGe1LZuT+zmvv817LkJKkolEItGBNySf5FR/HUZBdF/jjK8tcmScfJJEFH0wJ+dy3MQH0X31Kdb7Ei8MKvEpnXkemHzkRz/60YT/k10wr+jiiy8uqfZXjPJq0phDSdPJKjgmjt1JKaQmIoXzSanP88Rz0Q/S98J8lJRgPU/cGzRcToWf5JzEuPt3ss/qOHtWSkkykUgkOpEvyUQikejA0HQ7kUgkfheRkmQikUh0IF+SiUQi0YF8SSYSiUQH/qD/J/8v+lJ+sR6J42vbXBEis/sobgEeS9vv+tJ4jePW0JZ8tu/6fe4Yyy23XGk7VvjMM88sfW0Ox+OMK0rq6/KkUpxMmenTdtxxx87zR2gbH5MwG4zpleqkuS4FS+d4JmV2Mlzuw+nTp5e26yUttdRSpY+/ffDBByXVZVyjMsKuIyTVc8OEyp5Tl5aV6rX7yle+IqlOacek1v7tZz/72dJ30EEHlbadzVnfhS5C73nPe0rb1+Ce32677Urbzvd0smcKw2effba6J6l+llyDpi0O3Y7vH/nIR0ofXbOiFGu8Ptfbv6VrVhRTzmfq0UcfnfBb7r2+GjpSSpKJRCLRiaGt26Mkj40KmlcXDUKhIkl0lAwzbej7bRQKGEk/lDCi+2oLyxrFsddjHOUYfmmdGJVJUceFv+bf/e53w/+7RAAlgQ9+8IOl7RIcozCEwf9vsMEGpf3II49IqqVRSlILLbSQpFpy4P+9JrwGJTVLVAx15Nz6/N/5zndKn0MVpbrK4rve9S5Jdaigqz1KTbJeVgq88MILS3vLLbeUJO28886l79577y1tz7krRA6OiyURvvWtb2kQ3MvOruX1kupwTM8X2YcrS0rSfffdJ6l27Occey5+/vOflz5Kmsxk9I53vKO6P6mW+pxdiGu0/vrrl/att94qqc7exPs3U/GYpP7KqVJKkolEItGJsSRJH9JWsKecfJLhRzyGXz9/4fskTanR31BSZG4/h3NR+qME0Xf+vryIzH9IaXky5x8X++yzjyTpjDPO6P2tC7NRmmOxK+v2KK2xzvQ4GLxXhiBaEllkkUVKH3V6/j8lNu5J7wPmNWSO0pdffnnCMccdd1xpO18kJS6Cha6mTZsmqdZZsujX448/LqmRwqS4NAb3CyVo3wNDEanPfetb31ra1jNTz0em4XNQJ8lreT7IlKKigDyG5Rmc2IP6bu5v7p8ll1xSkvTMM8+UvvXWW6+0La1/9atfLX2URA2ONbJFcI2HSZKTkmQikUh0IF+SiUQi0YFJZQFqo4WRq0l0XJ+rDKkR/2+a9Morr5Q+0mmqAewWQGrC67pNsTxKhd82TaZ3NOaMa7jxWNvo/rAGK1Kbww8/vLTPOeccSf1GKElac801JTXKdKmpYc5z3HLLLaWPFfH6ENUQHzQOkjb63lm1j+4bVvDTgEK1iuko753HW5lP95n55puvtL1/WDLCdaKlmrrb8MJ8kqy/7oqNvD+OZZlllpHUlIEYvK8rrrhCUu2OxGeBNN3zyyxEVAHZtYcUnM9dVEqC+890mRmLeLzXgMfTmELXIrt8sYZ35ObEY2jk8dqRgjO7kteF50/DTSKRSEwS+ZJMJBKJDkxJ0t3I93CyiBK+ttH9d77znaVt0ZvWv6haYFTIXuqvChhhqqolzimQ1pIakWo6goRqCq6nraGkNqwYuNNOO408rsE55nhMqzj2KJEt/epIxXwcLbNzzTVXaT///POS6kp/vPett95akvTEE0+UPlK1ddZZp7RtfXVJicFr2c+Q1J33GkXk8F7tRUDVwW9+85vwt97f3PM8zvPFuWdEiy3FPIbPR6TGoIeBVRZUHfBZpE+jf8N5YRLks88+W1K9hmy7iiq9LLi/Tfn7otgGkZJkIpFIdGDo2O1R0CdJRgYIvvH9JWpT6i+44IKS6hhQ+jvx6+CvFiWMKPaTx0fSH68flRzg13OqYONA5Ocm9Uc6zZ49W5K0wgorlD7O1UsvvVTalkb4paefZOSf1ic9uoSC1Ehbw0roiy66aHWcVBu43v/+90uSnnzyydJHicHsgnPjeHBJOv/88yXVETucJyv9PYeD16dvnvcXJS4bW6SmmBmvxYgUS6WWbqUmwklq4sxZMoLgXve+pAGDe90SLp8l3ov3VOSnKTUx85Sq6TO67777SpIuv/zy0mefVKk2DFryp3TI+Hz/lpIi19P3QiZJhviNb3xDkrTRRhtpFKQkmUgkEh3Il2QikUh0YEqrJfbVh2Yfg/kvvfTSCccfffTRpX3UUUdJko488sjSR2Xv/vvvX9oLLLCApJoqLrzwwqVtekY/N9Iwj5ViPemGaUjkezl4D8Yo6c36EF2rL6xxtdVWK22GxpGamEoyGcCvfvWr0vZ8UAlP5b3923hMX1q2wbEygQMNE9H/owqDpKumYvQhvPPOO0t7k002mTBG+5VKTaIPq3ok6aKLLipthkt6f9CAQrWGKSqNEqTIL7zwgqRaLeQKjFJDXWnYofqDCSqiGt/8v/ci+3he+3JyT7HipJ9b7h0m63Dav80337z0UWXC/eFnmMk6uJ5+BzDdHQ1CNtxQteBkIlKj3qCfaJtqikhJMpFIJDqQL8lEIpHowFh02xQ08kGSGtGeGZAZ0uYccPfcc0/po3X4Zz/7maSaGpFamY47dE6SPvrRj4btGTNmSJKWXXbZ0udsy1KcmZjUwzRvmIxDRhTWOAz6qL0zg8+cObP0kdKRnkV47rnnJNXhcKRpzpkoDR9aypyJpOYGLZWkQdH5B+eY9N0WS1rzaeX0/xmq99RTT5W2cz/SCsts2Va7cM86m7nUWNcZqsgcilbrSA3dJC1kWKJpvtdj8P+mu7Secx94f3Kfvvjii6VNau3nht4Z9B91pqXDDjus9N18882lbY8Eqi6o2nrooYck1c8i72vDDTeUVFvyPZdSrYZw5imqg6j6cvYkrjv9T029eU6qAby/2DdM7tWUJBOJRKIDk5Ik+yJqaKDgZSw9rLzyyqWPhhVfa9VVVy19VNC6doj9nqQ6RyK/sJZu6LvFsdhwQgUxs3HbMMH777vvPsNNXx5O+o7Rf25wzFKdHduKa0dsSLWfo7/69tOT2v0/bYjYc889Sx/9IL22NjJItf8Zle/DYnArkl3YD5LJETheSw+UyDhPls4paX7/+98vbUuFTIrBfJaWpOiDR99F/vZTn/qUpHpPkkkttthikmrDjf00eQ+UJGls8HPDvXH33XeXNqVOX4M1eAjvZe4j7m8bVihp0vBidsDnh+tmqZXvAhq/OAc27uy2226lz9Kj1LAmSuicVz/33NM0QvkeyZ7IBtqQkmQikUh0IF+SiUQi0YGxSsoOm7giyjsnNQYCUuwopTopAEOZ7GN31llnlT7m22OyACvUeTyV76Y0pF5UBvu8pkhSrZjuK95Fn7FddtlFUrsxxCBFIH08/vjjJbUXHTP9I8WmocNGFva1lZQwjSbNopHISRpoBGPZ0y222EJS7T/42muvTbhOl2GLdNb3SUMQfSetoqAh6aSTTipth1w6l+Pgte07y/mw0U9qlP00TnFPM5em1Q6bbrpp6eNxDisktacxxGqTXXfdtfSdfPLJpW21CUtrEFQ3mVqSAnP9/VsbS6Xap9HPgscs1b6xTnRCY0yUR3ONNdYofVQj0GfZPo30f2YpB6vBOFaWHfb7xKGQUj1vptbMSToMUpJMJBKJDuRLMpFIJDowJWGJ/i0rsNGiZOsbrbz8rekw/f5o8bWV9Qtf+ELp22GHHUqbIW/2z1pxxRVLH0O8PvShD0mqxfrIotx2/33VEkeZN9No0jBS7wj2GZUanzQe31d2ow2bbbaZJOm6664rfVFWpnGqQbZhcC6jCn70ceN4nLGHqhLWtbZFlTWjv/3tb5e2556higwV9L3Ruk6LNumyKSR9J5k9yHR6lVVWKX2nnXbahP/Tn5W+gbYkU+1DS36UG5XPGufNKg1XKpTqTEpWXdF6zXmxCoZqF6pErFp74IEHJvRJdRjo8ssvL6mu33766aeXtu+BHgbMYeq9SNUC79VrzOd7mNdfSpKJRCLRgUn5SUbFv6Tmq9bmD+goAEohUfQOawXTWGHDBP9PSZOJBwwq9PmlsTGBX2J+fYYtvkW0SZJ33XWXpDroPoK/qJL0yCOPdP6WvqT33nvvhOvT4BatWxs8322Zmx2pwOgmGmb6InYiDI6LkpSlShodllhiidI2Y6DEQwOBjSmUTunv54gVSmFcO0f/MMekfTeluhCX75n7iIZDS6M0/NAP2MeRfVFKN1Pi3HJeaGDz/dLIxXHbQEcjKZNOeN4YqcR5sT8sjSGUDr0P+KxSUqSEaQmRUXCMPrPPJOeVErbHxT3LqC0bnHh8JrhIJBKJSSJfkolEItGBsfwk3SZFpehvwwGPoQjv35L6RCFxNNxYmS01FIBJK5g84Y477ijtbbfddkLf9ddfP+FeIrFciqlpX77GNpBGd4G+ifSFM8Wl4pyJDazG4FyMi4iGRLXN6V8albWYDPbaa6/Svu222yTV/oYMv7QRxr+T6prg9qGjUYEqGO9Z7jnSRocY0geRa0+6/PWvf11STWu/+c1vlrbnhr63DJu1GorqAD4rpttUURH0HfS4qGJiiKJ9jWmssR+m1KgGSPe5v2yw4vNNNdoRRxwhqb5XzlWUYIYqE4Z2WhVC/1kmwLDKgWoKvoP8vho1N25KkolEItGBfEkmEolEB+aYdTui41H9aqmhajwnLZm2+jH8iNlobEk8+OCDSx/9vJgZxPTs8MMPL32sCmjrWFsZBY8xst63oc26bQs8LYH0z3QI4x577NF5LVr6abWM/MRIzfswbdq00r7hhhs6f2uVBGlgH/pCWwe3IumkVRAM84z8KKOQO6mhqDyGPpW2CLPuNj0m7DlA31zSPqpSjjnmGEm17yPHYosw6T7zpZouM0vWIYccUtq23tKKy/vm/nDOTGZr4v4whW2rQOj9Q6s//Ry9phw/LdlWM7D8in2TpVql4uw/LJtBrwB7TzAHJPeU/VZJ7b1uUrNHohDoLqQkmUgkEh0YS5Lsy5HotzMlgUiqbPNJ85eOBb0cTSI1ufO23nrr0scckPyqOdieXxRKV/a+pzKbX6c2P8Fo3EbkZyk1RgEWHeuLqIlw5ZVXljb9JA36yVFaokI9AmtDc2670JY9m3M4LAa3ItfJ7IISGfeUJcXllluu9DEDtxX89Otk9IyZDHMVUtLznFKi22effUqbhgtLmDye0pWlu1mzZpU+Sm+eU0qHnGc/N5wvRpFQkvR8UXrknvT+o3THfWLpjYlKaLixIcwJTQbHYgnVOTalmg3QOOY5JLsiwzQDu/XWW0tflHOzzefZxln29T0TUkqSiUQi0Yl8SSYSiUQHhvaT7KsVHfWRqvL4CFFyBBZiYjkAUwRSJ4rlhJW89Meiz2VkZCIFGLzmIEx52u6PSuRhE0C0JSMwdYl8Utm/zjrrlD76/UWJR+gT2kexeS6G1BlMKDEnwAQSNuJFiVKkxreOPn7M8Wh1CkMnqZbw/bAMwrXXXlvanlOqiEiH7Y8rNXSTBgbmY3QIINeWa2aVAUtN0LDiPTd9+nRFoLrJagjSSq6/9zoLfXHPmq7z+eG6+Pm57LLLSh+TUjiZDHO4UgXEUiJPPPGEpFpNwfV0aCQT2DBM1HuA6qiovjv9SIdBSpKJRCLRgXxJJhKJRAfmWD7JyAeuzS8uygtH66AtcaTrpAAW56NzSnVuu/vvv19STaNYoY00w2CIYhSeF/lBsq8vn2Tf+QlSXNLD6PynnHKKpJqm8f/OPbnllluWvrbQNqMtk9OooV3DYHAruuaz1FTGpG8i27ZUb7XVVqWPoXa2gq6++uqlj2GLPhfLCVCFZKt229xS3eMyAQwvpe+u74UUmOUPHI7I/5Pa2xLNaqHcJ5wXq4noFcAQSKsfmJmHnh5WQ5Ci0vps6s19xHPZv5l+t7RI0xfVGa94PNVsX/7ylyXV+4R7xM893wucN9N8qlyGKUWTkmQikUh0IF+SiUQi0YGh6Tapsw8hbaQIHVFQUkXTtjXXXLP0OWkq/0+qRyuWU+wzswozpvBazqLTlr3FdITOtgz1G7wnqbYe0mE5On80b21JQU1ZSMH5W9M4VoMkXXBYIZ1to7EMk6HHNIdWSc4B12ZY9KkhBrciE8HaIsu5IW10VT7uCVb98zqRfjE8NQqA4Np4n3CMpLgsC2ErP+k6s9k4RJZZgp566qnStvcFr+XyE1KT/YhzyHkh9ff+oGcF78vXoBWYAQrO2MPyFEzAa6s7542O86bALK/CBMVMQP3Zz35WUr1G22233YT/k44745LU3CvnheHKrpTJZybDEhOJRGKSGEuSNNoOjSRJvt3tU8j/8+vnLwnf8vw6OR8kJQ0G8POr5S8gDTcMd7OkRkmYUpLHyK/PKIabSJIcBRyLfdUi30ipMX7Rh5FGmptvvllS+9eT5/J1o7mSYoU3feW23357Se33bMm+K3cnyzNYeuE6MRmFJaE2Q5j3Cv0ZWeTMc8Ka5R/72MdK2/ko6cP3ta99rbQ5dx73zjvvXPo4Lt/nscceW/popInYDfN2WoKm9Mfj6cdov1L6l3J/eJ05Pj6rvhafP/7WYyDjYNitpT4ak1iygcY1zz3nmHXnHXrMPKIcq9eQe4Ss0PPJPcfftiElyUQikehAviQTiUSiA0OHJfZRxb58kxE9Yx/T6puKMXyQNYpdd5uZS+wPKdXUwKI9FctRzkHSWlKTPvgeR6nL3QZTVGbj4RyRZhsMk7NCnuOnwj/ysyT1ZmilqXMbfbU/IQ0lVLL3+VGS8rSBqfk9DtI2+vMdddRRkqTjjz++9NFAYTp43333heO1oYp1zHl9G2O4tzifDK9bbbXVJNUqJFJMGys436TLprBcW7atOmC+VYLn8vq2qU3sZ0jfYu4JH0cKvN5665W2jTA2igwef9NNN0mqc2MyY9e6665b2lapsEQHjTxWY7BeOveAqTONtHyuo4qbwyAlyUQikehAviQTiUSiA5MKS2yjVO4nnaAVKapQSDphEZliN8V1WzUXWGCB0mcKLtXU3dSDiULp39ZXQc3jGqaIudHnD0ifToZVmb45UbBUW2MNZpehz6QtkaSJfctLOk/qc9ddd3UeN4yf4zCg9X/Qf5PU2mtGy+wJJ5xQ2ueff74kaddddy19p556amnb4kuqSN9Ee0SceeaZpY+heKab3DsMb6N112VFmMGG82Vqyn1AOusE0/ZGkOq59bPEZ4YUm/3e31TVUDVgP0OqZagasHWZFnOOxQmEqXZhRiOrVbhuM2fOLG3u34j6kxp7rJFHh9RkBSP1p2oh8tDpS6otpSSZSCQSnZhjCS5GSYBhxSqlM36JbXigYvqiiy4qbUuVTGZABe3s2bMnjItfV0q1fQWpoigVKsF9D7w+v07jJIKIiodxLJQk2wwvBiUUSubjjI/SAPMbRvBYh0kgYAxuRdZf9py25UX0PHC+WNjMe4pGA5ZisARJQ4GlU6nJEcniXiy/QIORfQPJEigVOt8hk7bYD1NqpCcaG9k246CU9eqrr5Y2pUb/hvuTDM7rxL3DBDCW9JhMY5dddilt17Pn9aO69o6WkWo/ZhYIMxOiVEs/SkdI0SAW5Ybl8x1F+nEuWAO8DSlJJhKJRAfyJZlIJBIdGNpPMsK4uQYdKkQRn3njLM4z5T2V7M47x1BEUm+K/qbspMikKaZ4pHo0/FhRz3vi8e4fJlB+WHAsVDlEiueIYrNv2WWXLW3nziQdI41jwgUq4o0+ik2Y0vX5Q3YlyuA8m1rTB5RheTbiMXyPVMpJUU466aTSd8kll5S2jQmkd/TDdf1n0jeqVY477rjSdrgiKeqNN95Y2lYtOT+iVPv2ubIgDXg0PDo8ta2mOtVYDG00uI4eS0Rbpcb/mPuI1Q6/+MUvSqpzczKZho1bPD/HzRItDhOliog+kb4XqkSoGnA98Icffrj0MQGNn4tRVWApSSYSiUQH8iWZSCQSHRiabrswuNSI0G15CU2hSEFpGTUd4PE77rhjaVusphWLBc8ff/xxSbUVjNSFPpUOr+O1SGdNDUhBSG0iUFwfJSxxHEs3LbSkbF3gvTL3n2k2/ftYQoM0q6+sQ5T9iBgm7HBwrIPYbbfdSttWZdJz7i+rSKhqoZXTllNSRapVTM25j6jOcfgb6Tp9Jl0+QmpKPCy11FKljyoQl5CgPyDH6vIkbZl5SM0j0Pp83nnnSaq9O7hmVovw+vQ0scrD6gappt5WeXCfMbuS52333Xcvfay8yHm57bbbJNUeCrxv+2SSupOaWzVFNU2U0YvW/WGQkmQikUh0YErySUagZGKFN73t+XWwdz/9Aelv58zbTFCw0korlTZ90qzw55eyz0+yre610Xff40qPVmjzSxgVDTvmmGNKnxM7SE0ewsi3UmrmnYpzSviU1o1lllmmtI844ojSZlRFF6hYd2Z1KZ7DwT5GeVjiiOpPS3FeRNZP95xeffXVpW+LLbYobUuaNJTRMOMchpTSODeuGS1JBx10kKQmuYNUR7F4nZjhntFjlsK5D2issARM6ZCSHs/rOaLUS+mtz3Dp+T700ENLnwvOSY2xj/6nnLfnnntOkrT33nuXPmYWt/QoNXvKTFGqDTdmeDQMMd+k/x9VHpBi/+xhktmkJJlIJBIdyJdkIpFIdGCOhSWOdNH/71ykglFQfpT3TmpEe1L4KGmFFNMJ0g3T6XEpdB9tnGz5hgikG6RWpmRtxo2obAaV9EyM0VcsbK+99pJU+/LxvM7L6ByZw2BwfhhG6f1BRT0TULz44osTzkEq5b3C+WJuSPuQ8phtttmmtEmnDRbMsu+u1FBfqjWoWorWifvEKhYaECNjQ1tdbvpGet5YxoDGOvsRct64ZzxvVMvQiGtDGdUgnDfPC58ZUmQW8vL98PpU11j9RhVYFLrJe+Ua+B0RvR+6kJJkIpFIdCBfkolEItGBSdXdbqOdphFR9T32tx3va1FUpt9d5NtFETw6bxvtjW6fv+3LYtNXLXEUNUV0rrPPPru0Ha5GPzXmzjPoP0oaNmPGDEnSZpttVvpI2QhTc1qYmSp/TqFNNSBJK664Ymk7S45zBkq1b6KpL6tiRiU5mKOSPpWmkzyG7UUWWURSbUVmLkOqQKZPny6pDrVlhT9T0yikVGr2HyksfSOtMuDeZDgmqb3VE6TYtOA79JJzSWrv/cNwTFqMTe1J8bmnbLVniCiP53l9Dqre+FuPhffNefH+ocqEcxxlTyI1b0NKkolEItGBKclMbvDUkZ9knwFklDG1nasvIsZf7ah+b9u1+vr7kn3QN4y1nSnlGDRYMZP1bwvWXHPN0qYUNywoNQxmf7fvotQwCdbaZuSQJQomvaBPpA1IzGDPLOSWTpjkg8ZA+/HS95ISDTOe33DDDZLqfRj5LtIwxegbM6i55pqr9NFn2HuWjIc+rpTOPG9RLW6CrGzzzTcv7WuvvVZS7cfJxB3RNXnfloaZVIX/5563Hy3/TwnVzxLXgP6ZfsfwmKgiQlTLvgspSSYSiUQH8iWZSCQSHRiabicSicTvIlKSTCQSiQ7kSzKRSCQ6kC/JRCKR6MDQSXfpwmMXF6oz6c5gVw46ldIVxi5APD4q+drmlG0XibZ4bLo42E2D6Z/oJuLz9jmj08WB9xUlp6XbAd04HIvLmPT111+/tO3SwpRidHewMzfHRydhu4nQlYbjs0sNnYU5b4zd9j0uvfTSpc+1WzgGzjVdLzyGRRddtPTRhckuKXRjoUuPVDto+3ycu6233rq07a7z6KOPlj66nXju6N5Fp2s7Y7ftA4+Xjsjzzz9/adMtxnPHpMEsiRzVReK9+ni6I7mcKq/L/U/HdcZZe7y8FtMK2lmbzugcix3PeS26E0Xx1Jw371+63fBZYiy+3ZUYk+9Uazwv74V72c8d3cQ4b35WeC90rWpDSpKJRCLRgaGt2wwRjCRBtu2469IJUv118VeHfSussEJpOwSNIUP8bVT4vu02LKFSuuO5ovINLBth6a8t7GrwOlItyVEacGgWpSdKJs6os88++4TndRgc14LJUJ3klRIfv+B2aOa9MtyTv/XXmOFqlEpdmY5VFRku6TC8ueeeu/RRUjXoTDwY9kgp2evA+aAU62w2ZDSUMixpUnJmqQYnFH7ooYdKH/eJpR/OFyUarunyyy8vSZo9e3bp49y6DAGlpDXWWKO077nnHkk1i2Aooc/F++OepBO+9wzHx/3pKqRMIBzNMeeNobLnnHOOpFqS5rX83HCfkw1wjp2ViQmGOW/OWMVwUpbI8Hwy6TQlRV+LknJfqRYpJclEIpHoxNCSJCUC6xGiUEOCX5++UL++BBqEv6Btqdd5nMOpWKiI6eP9BeS9RLrUcfNJbrzxxqV9++23S6q/dCxbEYVdMcDf88l55VfRUk5bkgbn5nPuRaleF+qKrCtlnsR11123tF3siXo/6rW8RpRaohIg3DeDOSxZ/sChcrzfSLfM8D/WXI5C+SI9uMt9SPX+2mCDDSQ1daaldkny8MMPlyRdcMEFpe/II48s7U9/+tOSap0mdWde3+iZkuJCe9xzToQiNUlNeF/R/ua8kmlEoXxRDftoLiXpfe97n6Q6MUhbPkiX07jjjjtK3w477FDaZ511lqT6+aFOM5q3aM+1FQVsQ0qSiUQi0YF8SSYSiUQHJpUFKMoRKTXK2jbDS0QXIrGYtJi5+0wrKapH1EpqRHPSPp7Lt086EtENUgSef8stt5RUZyOhGwrH6OOYA49zZGrCCnFUzpsOk4KT+nheWdGP7kQ2stBYQurNa9m4wOwyvEfPJ7PD2AggNbSXmXQ4F5dccomkOvvNscceKyJSx0S5DqXYkMT9aTpJih5VDWSlzS996Uulfc0110hq1kiKKbLUqCpI1x988MHS9j3QhenEE08sbatbOHfcM15TGjDoasX96Tlsmzcbx2jg4LxFqi3+3zjuuONKm7kz3aYrHKk3z+VcoW31zP0MMs8o1R9eY46V922DMA1mfn67kJJkIpFIdCBfkolEItGBoek2xeLIz5GniSybEfqs3xFtYD8taqTDrABoGsHzR2UfeH76RJqe9ZVxIDgXtBqaBpA60RJnHz+muo+q2NG6R/pocF7YNo3jXPD/Cy+8cGmbyjF6gzTGVnmOn2UjXH2Q1CnyYOAeIA2UalWC91IUYSE16hKOMfLN5f3QyhtZcaMyARwTvQGodrCVn2PhtewRQIpLFcn5558vqfbJJHxfnDvORTRHUcSc1OyJaB9JzRzwXqM55tqyzb0e9XHeougXzpv3Gq9P31yrNDgXETi+6L0z4fe9v0gkEonfYQwdux2VSmgTQv2FoyTJL7QlNX4R+Hb3155fEX7Vd911V0nS5ZdfXvr4daS/nq8777zzlj4qjqN7oOHG4P3T8GGD0d577z3hGKn+avoclBB435Y6GZlCSdRKdhqeKDUstthikmpjDOf4lFNOkSSdfPLJpY/3/8ILL5S2JQfWpmbRsUiaiSJ9aBDz+KRGiU5DSRcswXFPRZFTbUp7F7xi5ArXwRINI0c4N1dddZWkWuLjvT/++OOl7b3GGGQa8xzlwWfivPPOK23vZf5/nXXWKe0777xTUnvpAY7Lc9QWceZ1ZuQJ2YVrZPNaXAMbVzlvvJb3HI1y/D/rbnsslA4ZARXldGBUk8F5Y/kTG2xoGB0GKUkmEolEB/IlmUgkEh2YlJ9kW1hiFALWZ/j4whe+UNobbrihpJqqsW1jwLRp00of/aX4WxtD6EfJVE9O39V2Lit2aVSgEtt+jm3JNiLjEq9P+mdqHt2r1Mw3VQukwK49zeOpGjCl2nbbbUufjQRS7ctm40JUt1iSnnnmGUnSgQceWPouvPDCCeNm2BiTKNiwQ5XKoMI98p01/ZNqtYTHSaNbX01ljm2eeeaRVN8j1S6mcKy2yEQP9J805TfFl+r7tDqIqgaGr1rdRB9BUlD7o7aFdEbzFqmIpGZ/dlWtlOo9TWptOku1Ep8FPz877rhj6XMiF6meN4OhrnzHOPEF533//fefcF2uK1Uefta7QmEjpCSZSCQSHciXZCKRSHRgLLpt6kEqFmXD3m+//UqfM3hIDe1ipmrSHPvgMTcgs+W4qPz1119f+pZbbrnSduYTqaERpBu0fpsO0F+L4XemXG1hXT4/KUabz5ppMH3t6J9munvMMceUvpNOOqm01157bUnSvffeW/o4R6bApM3M0WgLI0P3eN+f+9znSts5CZmbkOcypWzLXO7QOeaEJD32uDlXDKGUaiul91obLfQ4mUGGORq32247SdK1115b+pwVSWrmrk3V4Yw+pGdcW+dQlRqVAC3ttKSbmh500EGlj2F9Po5hubQCe31J4bmPOG9+FklbuX8dPnrxxReXvt133720N910U0nSDTfcUPr4LFklwBystIQ73yQ9SrgnDjnkkAn3xTXmufyMbbbZZqXP2aikZj6ozuKe8p6jGibzSSYSicQkMbQkGUW/ULqMFMdt0RG+5AknnFD6aECwYvmoo44qfWuttVZp33rrrZJqKYj+UPzSWMlLBS9/a8UxleT2Q5OaLxmnifcazQW9+GlI8Lywj0p0K+z5paVhx2PgXN14442lbUmOX2dnyZakK6+8UlKdDIFKch7n/IdM8kAJdc0115Qk3X333aWPX3VLNm2GGUtTlBqocJdqidtzzrnh7x05wro1lJi9F5l8gZLcww8/LKk2Cji/odRIRKuvvnrp49zRALHHHntM+P96661X2jbozJo1q/Qx96Tr1VD6jHIwck9ynjmnRlsCF/e3SV/e186FKtXPrdngYYcdVvpo3LL/Jw0orDdlY6PU+O+SkTAKzL6ilGopAZttUlLks+p5IQNuizQiUpJMJBKJDuRLMpFIJDowdFgiFbNR0oco2QX9kejfZqrGUKUll1yytK2QZwiY8w9KTQ5CGzKk2uhAEd00hyU9Dz744NK2zxdD/ThWUz6GBzJ8z4h806S6vKVpVFvonO+bFHvllVcubSeQ+MxnPlP6GK5mJTR9Pi+99NLSdm5IXnPmzJmlTcroEgD0g2RoncfKnIak9g79sv+h1NB9qaFBpKSD+MQnPlHat912m6TagEdaaQrJsrSkuFaxOGehVBv+rFbZaqutSp8puNTMHfNrMhchE2dYHcJywaR9NqzQmEEjk/NM3nfffaWPfsR+rliqgmBxLBukSN0jgyv3nJ9PqVFpcU9xT/hd4JIUUq0CipJWsHgdDY9WiVldIdXqEa8385aussoqndfiWLwGXKthkJJkIpFIdCBfkolEItGBsfwk+7IAmc5RlKbFzHSDx7tcgNSEYJFOrLbaahOuT4pC3zDSfIdDUcSndc4+m0888UTpO+OMMyaci+eP7rstLJE0PAor5Lw6TyRpKyludC2HcEoNlaT1nNmPTLOopojqqUsNpWeJAVI+ry3pL63F7qclM8rdR0vkYHXAyDe3be5snSXVZMkEn5tzxz3hOafKgXk7fV36CLblJfR5jz766NJnVYvU7GtW8KSV16oD0kLSZe8j+ony+lHu1bZn1Wq0tsw7Pi+PdxYuHsd5Ya35qI90n2tuX1Fm1KL3hEt0sHwJVQNWmdHnOqrxTS+LDEtMJBKJSWJoww3hrzalCMJfOBoo+KWzbxa/TszG7bxv/Loyb5wjbvh1pdTJ/rvuuktSLdVSKrXCmUpfShv+6rV9cfoEcX7V7ev55S9/ufRRGrHhhfNKP0obHzivHLd91tqkndNOO23CmGg44bUsTdDwwgiQU089VVItIUWRHFGNZ6n5mg/zJZeadbK/olTvKRsQaJSilGr/Sl6PvrGWSNr2tCO6ogz8Ur1nbGTac889Sx8jl6644gpJjb+vVEuF3qtcW85dWz3uCK4XTj9HjtVSKw2XXDOvP8fHiDRL3m2Z/c1EoizvUr0eTvjBQl80wjoSjcXjOC7vOUbRcP/7WkOS5+YcI/06kUgkfseQL8lEIpHowNB0mz5pUfEfis2mcG0Fq2xg4PGkEBaHWYuYFNqhZwxLJF2n4vayyy6TVIfUUaFuakp/K4b9eYyRMlxqKF+Ub1Oqab5D56iQJzWwHyTzENIP0eoH0jzOq339aGBhCJqNOPTdJHXiejlhA0M4GUZnakNfwJ133rm0vR84LzQSmZqzbxD0TTUFYxgaaaENOwx/oz+d1QPcx0x04jBMGi1IEX0c157XZwKJq6++WlKt9mAORu8D5i2lH7KpL8fK8/u63AcE95f9j+lzSXWNf0taSzWEfRf5TFHF4vli0hU+q15DqsOo1mG4pFUpVOvQcDP33HNLqkMgOW6rV2gYYtvj4lwOg5QkE4lEogP5kkwkEokOjOUnaTpNayapiUVr5oIjnba4S1GYOexMNygWM7zI1ydVpSWcdNI0ilZL5hy0iE86RJjG0U+SVlXTyjbVA+9xiSWWkFTPC6mP/2/rvlRbHU3fOC8HHHBAaXs+aF00zZSadWEImn3PpDo7kENGGYbHnIbODsSKlZwjU0FSTuZn9BhItwerVHJO7f/Ivpdeeqm0p0+fLqneJ6R13jOkjcwm4/1BWkgrq2kp9xzXgeUJmEnIIDW3p8Ymm2wSnsuPJNUNnFtbvbnObfXN7Z9IKzBVNB//+Mcl1X7CvEerBkj97V0iNfPm30m1H6XVCLTUU7XA0FFnDOJYeZzDWhmCzHnxO4rzwteb74tqCj5/bUhJMpFIJDowlp+kESW1kJq3P6UEvvHtI0cDBZXs/hLuu+++pY9S6/333y+pjhyhMtnJGaTGoGNlutQogKWmABPHzygRR7xE0SK8r7ZCZ/yqu92WJfqee+6RVCfYoCTqr/YnP/nJ0seciZZgmfOQBiknC7DEKtXSFpOM+KtLn07mctxoo40mjJ+Zvi3BUtrjfrHE1lWsi7+3vx0TdlAKcDZ6Sl+Ufiw9MZqD/nZeR659VESKPn5cWxobvFeYyZ1jsYRKA9t8881X2lGN8MgARgMJwd/auEl2QknNrIrSHe/R+4BGOZ7L68dELGR1ThJCwymfJVYU8Li4LnyHOPkIx8f8oS5wxz3NufBxgwXn+pCSZCKRSHQgX5KJRCLRgaHpdlvdXiPyE6RYS7HZIVpUZtvAIjVKZBZH+vznP1/apimkKDTWUIR/8cUXJdVJI0hXbZggBWHQvEV0UpuolEOUMl+qjSFPP/20pJqaU8nsc9CAwXm3TyJVF0xwYWrLYlf0KXNCEBonSJGZS9F5CK3Yl+o8gk6xT8U6i2F5jfl/Gu+cpIA0bBBMYEKabFAV0ae09/6hqoNGA/sG0keWdNjztMgii5Q+Gkv22muv0rZahGoTGricCITrzP0f1a3nvVjFQdUCQervEEmCcxAlfYjCCnkt5nv0nmb5CdZfN93nXJAuu0Cb1Pit0jd3n332KW2HcXLeuCf9juHzxbafYRqZhkFKkolEItGBfEkmEolEB8aqluhD2uiA2xTrKWKb7tLKypIEiy22mCTp+eefL33MRuMqisysQn8/0gWHTVGsJzVwlhRSN1JnW++oTojC1aJqkFJNU0yTKO6Tspnyk5qQOm2zzTYTjmdtc1unOW8MNXSIGdUcH/vYx0qbFfN8Dlas/OxnP1vatqBzrhiCaTUH55WWbFslScdpKZfiLDscI63HBtUTrr4nNZUPqTahisYVNm+66abSx5A5+43yGKpSqE7y/LIm+WOPPVbavoeokqbU+NG2+d5GngG8L86bj+M+pO+t9yr3lD0XpOa55P5n7kmXD6HvMT0ErO7hs+ocrlLtt+rqlwx1pcrD1J17jvflvdSWW9bzxvsfJqNSSpKJRCLRgXxJJhKJRAeGptukTaY+LLlAiuf/89Sm0FIjutOSSGpkyyrD90hB7SBOZ1vSNlpvLbqThlFEdyhUVLWQY+W9UDVwyimnSIqzGEk1PbRVzk6vUl2Rz5SJYWG77bZbadshmsezmpyd7JnFJSqhweLvr7zySmmT2ttaS5pEy64t4aTzDP2MkhXfcsstE46numGQ+vDc3gtMHksrqykWs0Hxt67eaFot1eUTzjrrLEk1bYz2PO+Rzuyk5s5UxJIFXAerhnj+tmAFgxTRwRCcuygsmMd5n0p1WKH3Os/P8iWeN1qZH3nkkdJ2AmE6mFON4D3PeeNzzbG6iinfFQz8cGBElE1Kip9VPgu2mlM10RYEQqQkmUgkEh0YWpKkEcZv37a629EbncpUSyR8y9Ofz8pahkrxS23FrXNFDl6fX0L7PDJsikYk++tR4qEy2V8qful5Xx4Xlej8Pw1O/vLzq00J1telJMv7XnfddSXVX3KGi1kCZzErfsF9D/Q5pfTG5BD2K2WyAkoIDofkl5ySk6/LZArcL5asKMkOftUpSdoYwuvRsOGxce64f1y6giGrzIHoOaWP3jXXXFPanltL61It0Tz55JOl7f1NH1P69tlAQbDg2p133imp9kem1On1Zf137jkaYby+lHo5b95fNDxy/++0006S6nBQ+kG6PApZCJNl+B5Y45x73iUbpCZck88qf+vcqnxWuV4OTW5L9uE9RwYxzOsvJclEIpHoQL4kE4lEogNj+UkaPJR0wKFmpHoUkaOwK4bHmRbSMMOwQpcccEiUVPvwbbrppqVt5T5pHalFlPuS1DlSHXDcpohtNZhJF9wm9aHi2tlTWGubv7XKg+oCl8KQmvli3keGaDrsiynxWQ7BPm9SY9DiWEiHnTb/8ccfL300nkUZV+jfZlpMykqDlVSraKJa0/THs+8tjUO8tteU12MGGa8fsyqR9v3gBz+QVBu9qPagscFlR2iYpDrIBgjWBWctaeeu5D7k8+X7Ii2mCofz5uOoVmF5B4+F1Ugjn1/O2/zzz1/a3uv2i5Vqg64NaZw3lq3gc33EEUdM+D+fO+9l+pwy36mfLz5/UR7YtoqabUhJMpFIJDqQL8lEIpHowFjlGwzSHVrvTI0oltMSZ9rFpKa0dL/3ve+VVFNkiuC2aNHaauulVFsgTRcpVlMEj26fqgGPdTBkbvBcUWYgqabh/i0phv3QpIZ6s2wAKZt9Lhm2xWTFDvNkxT9mn3FIHekW6TZLWNhqSZUJ59t0mvdKymcqSDrE3/JcxmD5hshjwpRMqq303jO77LJL6WPmIF/P/pCDx9t3kRZvWkG917me9A2kxfeiiy6SVN8vvUNotTfoBWC0JdU19SVtpKoimjeqUh544IHSdiJlh+dK0umnn17aXkf667LshRME09+Xe9IVOnn/DP1k2KHP26aioaeHEamjGHZL+Fx8/pNuJxKJxCQxtCTJt2/kpc6vVyRd8YvgrzKlDPpJnnDCCROuyfIL9hdkggP3SXXJAF+3rW62v0RtCSw8Bn7douJDPJ6/dQEqqfnCUQkf+foRrC3uLyWlcibrsA8gx0dJ0n57rOXNSAqXKJAaaZPRSVT+W8qKkinwXugTSIOT/89jaKiTasnBUhXni3Pu31JiYQIVG3wo5dDwZ3bCazIXo6X/tmgqSi++N84N82Z6/dqeD889545r6vPzeErhnGczoLZ5s1TKPkt/xMsvv1zanBc/d9y7lBQ9b5wfJshg7XPvNT4fXA8bz6JIKI6BRjD+NqpTTp/KNqQkmUgkEh3Il2QikUh0YFJ+kn0UtY1ORL6FpKhWJrM6n6saSg0dOfzww0vfSiutVNoU7V15jQpejtVj5FhJV3wvbWGHnoO2HHY8l4+j2E9x38kkeC0m5jB14lwydG3BBReUVIclMnef+2nQ4LySWttQ9tprr024vtTMIf0WmYzA9JLGDc67aRTnh0YiqaZKUQ5T+sOZNpK+MzzPx3G+eT++FnNEMtTOdbVZiZL+gPYblZoyA/S97dtzXGfTXYdCDv7W68/7i5KL8LjIz1JqKCr3LPeB9zeNSJw3P4tUC62wwgql7eeSvssM12QJFvu40ggVhQNzLjlv9rVmsh3CqhhS+EHf3AgpSSYSiUQH8iWZSCQSHRiabjOsiCFYESzaU1RmKntTsDY67mwypPOklfbHY+kCUghaEk0tSYcjK2ybb5URUWz2t6XaJ12NfMY4R7b609+QWX5mzZo14fqk7i7FwLmgxdjU4qSTTip9pFlcA2d/adsezu9JT4LI/5RzQZgyRWUPBs8hxaGspF2eB967y1VITWYozj1/a9oWZYiSGopJyy6t2xyLrbe8d/7f+5PeGRxXNGeRR0kbhSY1NrVsmzffLyk0Mz/NnDlTUuwnLTUqHu5jqhns/+nzSHUoLq3iDsvlukeZozhvkddNVEqGaJu3NqQkmUgkEh0Yuu52n/QYSVcEA+D91aG/FDNsW3nOZAX8Ejp339prr136KD0y6YK/pIwy4VfT0hXHT4kqCoqPom/aMhzTiMKvnsHzRsaxKPHA7rvvXvqYU9PzduWVV4bjclQE647TOMH8iTbCMB8mv7pOMtAWSWIDCTObOzM6QYPaIKL5iCKYeG1KGc7LKDV78tBDDy19TIribN30G+Wesc8iE4bQUMWkIZbO1lprrdLHAmKnnnrqhPFTorIkyGeOz4//31bEiueK/HgpSVmSp/TJebNUS6n87LPPLm3XWudcco3sT8ta9txTzARvgxENYhyr55jnp5HJBk8ag8jkPF99WeAHkZJkIpFIdCBfkolEItGBscISjTZjRl9xHYvLpGpMlmGKxryIrP9swwNT8V9yySWlTT9D0wVSE1JcU2v6+5FWmq6TFkZK7DZlMf24LOaTrnMOfI02I5OpEYtKkeJaIc4EHy7UJEkHHHCApJoaMdyTlM5jZOgoc36aUtLIxN86zI9rGO0X3t8gfeTc2ajD33AdfJ42tY/XnCF3pGXeS0wewvlwMhbS+enTp5c2fRo9dzRgcH87gQlVKfTXcw5U5/SU6mfKFJR9nEeqCbyXSTFJVz2fbfPm/dm256wymzFjRunjfTlskX177rlnaTOxjcfIuWBYr9eOoYxMDBLl6eQc+b7Zl4XAEolEYpLIl2QikUh0YFL5JNtEdFNY0lZaOU3LaIWL8rrxGFIXhysy8wnDzaKMRLRYRxbVtlIUpgB91vsoTbxUU3v3k2KTPtoC6vIUUp1z09TVuROlpkIczx+lz5caX1WGCjJnIufIlQYZ+kZq5PngGtPSaHocqWmkhuaQhg6GJY6y52xp5v2yPvlVV10lqQ6ZYxkAU2SGHXJ/bbLJJpJqzwHm3+S4vG9J7elxEfkRR6Ut2ubO1JrWdaoBSKcjP15STKtQOG/ccw7rZdghMwJ5/9JTxdl6pMbCT+s/Lc581qwm4HMf7bnIP1Zq5i3yiuBx3NN8r7QhJclEIpHowNB+ktGXiG9kftWjHG38YhhtmZcNRtnw/P5qckzR11NqvtZUbEde+lRG0wDh87YJ3L6vtq8+I0o8L5RmKEnaUMAvJcdlqY1f4ihigNnO+X/7QVKxTwmG0pAlCyrGKSl67RwlIdXZqf2F57xxvX0uStWDYPSLj6WfIyU1+/HxemQMXn+OMfKXY+Ezro1rSXM929bcBdEopUR5RbfaaqvSd+2115a214Tj457wGDgWgv2eN0rIlN5vv/32CednvXLPGyOroqQTZCecN+c75Vq2rbnni6ySxc68nswd6wz6PC+f9cjw2bXnIqQkmUgkEh3Il2QikUh0YGjDTSKRSPwuIiXJRCKR6EC+JBOJRKID+ZJMJBKJDuRLMpFIJDqQL8lEIpHoQL4kE4lEogP5kkwkEokO5EsykUgkOpAvyUQikejA/wOazgf84T1reAAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 640, D: 0.9187, G:0.6909\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 660, D: 1.143, G:1.639\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 700, D: 0.9839, G:1.781\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 740, D: 1.193, G:1.47\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 760, D: 0.9832, G:1.137\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 780, D: 1.109, G:1.772\n" - ] - }, - { - "data": { - "image/png": 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", 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G6e22205SkwLwXqN6fBH6odATFVtIpwnv2/dKKszUPFMu3h+dWISpCQ36NLI7RaxW1n+iQRNBBM+XJgHGg9rBRYrK/eOmcq6PKDVjMm3CYO9xUkj2kHc861133VXGWKzFe46OR8LPbLPNNitjF198cZEjM0N0vBR/VyNwb9Ih5HVnARk6oWx+oBniM5/5TJFt7qKZZMMNNywy18hFOLjuLHax8cYbS5IuueSScC4Gv6u1Oq+DIDXJRCKRaEG+JBOJRKIFb1m3RFLAiLpalZZ6XehqFNeeSsY+0jt45513FtmeMsacRS0H6P0jtTO1GURVn8gqQKROkSfOpgepSWPaQNMH40u7MBkVjYg277a9q+yf7igIgqYE9ld2qhyrytBz+uSTT0qS5p9//jJGirjjjjtKkjbZZJMy9vWvf73I9HRvuummkpoxmaTLjgNmJ8B11lmnyH4+TDPl98cUup+Iin7BY7j/HSHAz9mKweme/K5G/+u0T6nZOfGcc84psqk3a0i6P7sUR29w/3pdanHOUXRJxkkmEonEiMiXZCKRSLRgJLrN8vYs6d52DMEqJkwxsweSnjnTHZ6X3eJIS11IV+pVCiINoycymivP5XEGJlPFp+pvdNFtUqcuT2UXutIpeX1ftx+Pp49j2X0Glk8G2tIS/RnT1N7znve0no/FlZ14QG8q18Zrwmo8USFbXp9UcKWVViqyzUD0pNNrfuGFF0pqUnebkKResDbNK7UgdqNrz5Ha8/th1Npx+Fz8TrDKj78XNFexwLVNFrw+wXYaJ598sqTmPmaBXd8j50LZ4HNjBIOfR81MUUNqkolEItGCoepJWiOJtEeiK9Gcb/yoUAM/ZxylS8ZfdtllZcx176RmqpMbGbE/LzVYG5xrpfAjRClegzh2RtUeia5fwkhbitpTSM1n4HL9LgwxNcCUSscMMlaT8H0w9pDP1OeqxRDaWeEmc1KzXqnrSTIGkGmxXDvHarp1gdTsEb7BBhtIaqbHMr3UTkg6mboKOdRg1kPtsav9Std3lQ3OrM1HcaKStP7660tq1osl++I9zj333JKkxx9/vIxxD/h7FzmxauC1rC0PWsAmNclEIpFoQb4kE4lEogWTGifJlCHGUdmYSwN05Czh8VT3XW+OTgUai/fYY48iu6oLDdNRTFdk4OXng6jok90tcVhEj5oOKdLTqTHvtjhJPx8+G1bGMa1y6w9JmnnmmYtsCszYx8jEQsfOZz/72SI7no+mipoDzhSUzkjSPrfMcE94qVcZSJJWX311Sb14YSmuK1pruRA5vLoQxQZLPScNUwW5bv7e1sxVrr7FmFT22jYdl6QttthCUv177/1AJxb3gzFsZ9MaUpNMJBKJFuRLMpFIJFowlHe7X+9aLa3QNJt0hHTbFUcYO2bPl9QrwMv0KKYisn1DFEcVee/oneuiK9Hxg3Sum9pgMVm3PZCaz2Nag1st0EtKCuhnwigHwu0FWHyZdPeGG26Q1DQBMWXO4H4g3Sf1diTGSy+9VMZIIR2dwQpK9H7bY0uK7VRGSXrhhRckNYvf1ubo/d9FQUlrebw7PrJlCCMMXFHLhbClZuUox4IyaoAxo5/85CeL7DWKTG+cV+272hUn7OMHLRidmmQikUi0YMIcN1EhhtoxviR/BZjF4s8ZA8Uof2s/nPo999xT5J133rnIUXYNjfc+B2vo8byeV5RZQ3ziE58o8o033ljkad1xwzUepNhFF1xEpFav0iDbGKv1U/vynqIWQ6O9tQhqLNQKF1xwQUnN2Fpm7Pj8PCfjHN2KgRqZY0mluE0A2yCceOKJRd5tt93GzY/OCGeZ1LQ/O1lY0ITtIbr2XORQ5dpH+4THUIM2g6JWT01yypQp4875xBNPFJk1Od3AjvMnM7CTkc+F2qM1eGrg0VqwiAmLoNSQmmQikUi0IF+SiUQi0YKR6HaX0ZR0g3TWqnuNTlidZwwV6YALCBx11FFljJ0VSQ1cJ5C0MnIo1QpceI409jIt0XSDxTaOPvro8Lz9otbNsF/QAcO4QVNRt16QeuX1pWaLATsXJhttdJvr4G1KB4c7HBIuHiE12x+4RzbXg/CeIZXkPnLaYW2fdDkNor3OAhdMGzRdJPVnPKu/V1Ghi7HXjQpURPu/9l31vq/FYc4444ySpLXXXruMsSOl6SxjI9kCg2vs4/hdpRyZ6egw9RoxhZkFMvy/jseUeuaANqQmmUgkEi3Il2QikUi0oG+6zTp7pgNdrQUIqsimUbw0KUBEXdjN0CmI7Ix32mmnFZmVWlxlpJYq6HQ3esR4L/3GhNL7Tk8fvbE1ejSZIF13/CjXjZ3nfvaznxV51llnnfzJjcHYNY7oLFtvRF5O0lLCnnu2RHCbBSmm4VGMHcG0x1deeaXI/q6Q6vFeHJN5wAEHlDG3QZB6ccCskMO9YzrpeEmp195CaqbYeg4RLZXiyjg0LVnmWjCm0t8Vfr9dMYn3yJjOAw88sMhMJ/b+q31XHY1Ac0DXvUTmLq4VKxrVkJpkIpFItKDvjBtqWn5j1xLsI/DtHsUc8lz+paUzhlH6/vVgZXRm3/CXzs6fa665ZtzxUi+OsiumswvOTBiLt1J79Fxrv6SWDznkkDJWcz5EVaAHrcM3KviLb2cUM6uo7UbPkXGQ1jq5T6JrRVk8Um896Gig9khE+5v9o9dbb73GX0l65JFHiuw4YDquOBezAxZyueCCC8LrR5og0VX0JNLMeS7vpZtuuqmMsUGbz08GsPnmmxeZ31U7Flmnlu8VOxb5rujS9qMxPuN+kJpkIpFItCBfkolEItGCvh03UaOgQeh2VDSCY6RGjg8jvSM1MXVeeeWVyxhlpou5xy+dEjRse96kKF3l7bvwVtaTdPyf1CsMQmcN5+I1Ih2K6LjUM44zfo4Ypm1FF8aei7UdHXvKQidRPCrPwRqNhtMLpeY6mfZxjM4GF3Kgg46OGcrRXFzXVOrtSdeVlLq/P4z5dA/vyDwiNU0k/o7x865r0aQQmV0Yhxj1uqYZzHHKTguVmuvKdErHqHofS812HP6Odn1Xh639WkNqkolEItGCfEkmEolEC4ZKSxyGjpJaR/2fByk57+NJm5lS13X9ifTSmprw/FE3xYmA73vUbouswsKKKFMDbT2Q2SnPKais8cgKLj4Pz0dauOWWW0pqxtOyWs3zzz8vqRmvy6pINvfQBMAOiYsuumiR7anu2se12EV7tWs1Hn3cQQcdVMYo17y/Rtf+j2Kaa99Vn6u2z/0M6alnfGt0rlrbl1ERxWf3k/abmmQikUi0YFIagXUZ9bs+j4zNXU6iQX59eC4fN4h2Rg0jiombVhuBTevoJ+OGY1EcIR0oxIc+9CFJzfqWUdEHPi+e35oUHYzcM9wHjgmkpsnP7bipxdZGmSOsDG4nZE0LH2TPdfWijiqb8/zRdzUq7MGxWtOw6L3A77WZFNey6/UVFe5oYy8RUpNMJBKJFuRLMpFIJFrQN91OJBKJv0SkJplIJBItyJdkIpFItCBfkolEItGCvkulRe096UpnWIzLqjGvmMUtbQZlqSuWL3IYRy2sIMojZ6FQBub6OB7DQri+LsNBakG+RhQ2wPPX+rY4pIQhDFzXKJiWoRdROAZDHDxX9kbhuSxzflw3jjs0Y5BSaV2hIVGYFtdtbBgWn4OPZfBvNHcWh2Y4kNeea8c2rn4mLAnI+Xp/c461vjGeI+dPRCFsXDtfNwog5/k5v6585olEV3myPyVk7nYikUiMiL692/wls0bBQ7tOw18fpyrV0gpnmWUWSdJLL71Uxrq6vbHyCNPufFyXdkeNkf/refNXm/+73HLLSWqmq3EtqGH7XDx/VL2F2koURM+5UHPy//7ud78rY1xja5i1FNPoedaCgD1XpqsRkebG+/Ye4L2O1dqjCkRR9zzOJyrnL/X2LFMduY6e729/+9syFrEjosZeoutHWjE1/uj7wX3K61sD5hjXJRMY+kdqkolEIjEi+rZJsvx61DRppZVWKvIdd9whqfmW5q+u7Sc77LBDGWOrBtZ+NOaZZ54iW/tgf1+WfCciOxrH/KseaQq8h1ra4ssvvyypma5GsI+z6+TVUsisjURaO/+XbQ2oNfp4aku1PtFGl92X2lRUcCGyqUo9u1nt/FHq3lhQk2SNQSPS9LjPeL/ec2YpUu/ZSb174/G8flQIgdoj18Hgc+DaeZzHU+P2tTjG83uv1ZqeTYbNcJCmf4P871uJYWugpiaZSCQSLciXZCKRSLRgqPYNNnLPN998ZYwG7+WXX15Ss/YfEfUl5jTmnXdeSdJzzz1XxkgtrM6ztLt7SkvStddeW+StttpKknTeeeeF1/J5WV6elWIs1yiMq8uQYrCLHtfNThSOcQ3cGoDhUNG1XnvttTLGSjWLLbaYpF7JfKnXRVDq1Vck9eMavvHGG+OuW6vD6XGaBvi/vi7nz5AbOxoOPvjgMsZ+zFKTYjpsi+dj2MuMM84oqens4/9Gn5MOux6k2zRITVPGu971LklN+shWDjyvzQARheZ91dqXRF0YOVdj2WWXLTK7FU5kFaAueP/1U5dxWkFU3akNqUkmEolEC/IlmUgkEi3om26TWjumkXQkKokeZcbwf3mMKbok3X333ZKkRRZZpIyxufuKK64oqUlV6Yl0N0Wp582cbbbZyhhpnM0EpBss+29KR7pj6iX16PgMM8xQxkiHGafo+6WKH9EoUhd+7rnUihFH2UX01kbUimaCBRZYoMhzzDGHpGY3O847ioPkutnbXMte8hxqbS8k6f3vf3+RfR2aD/gcvBeizBWpZ2Ko3bvPz3uIOnhGXmxJWnPNNYtsas+IDa5dlFETrV3NO+514jG///3vizy14yQH8a5/6UtfKrLfJ2eeeeakzCtCxkkmEonEiOg7TvKZZ54psn/h+IuxyiqrFNmOk8jQT1D7Yzyh+/Iee+yxZYx9tf0Lf+6555Yxx2ZKTSeMf2Gjpk5Sz6HD7IeuLBiW3bcTis4eImoKRu0y0jAI/q81sSjOU5Kmm266xnWkZkyrnR88J3PqqblYG6/FHUZsISqLz/unwdxoa7UR9bKm84fr4LlT04xiPCMHpNSrM7D00kuXMTr7Zp55Zkk9LVFqNiIj07L2zfXkOkZaKZ+J2wzU8sT9HP1/UxOelzPPpOZ30evNtabDbaeddioys+b6xWQ1+GtcY1LOmkgkEn8myJdkIpFItKBvxw3TEqP0ukjtpTOG1MSfP/3002Vs/fXXL7JpFlMNmb5m6rXCCiuUsVVXXbXIpEzuK01qz/g2q/h0tpBSOWaNDoioWAZpIGNGSblMPUk9omIatSIMdkKRwtJgb+cDY0YZB3nddddJapoWOG/Cc6EZxPGrUs+kUqM7poq8V87b/8vnwnWTmiXtTC1r5cc8X94vHUWmy6S9NJv4PjbffPMyxrW//vrrJUkvvPDCuHNKcfk6rgf31C233CKpSadpGvC90jETFcOg44qxtcM4bmrOlshEEqWnHn744eFcTzrpJEnNtF+aFngum67oMOP/8h0yUUjHTSKRSIyIfEkmEolEC4aqJ2mQYkQe4UGqhXz+858v8kMPPSRJWnfddcuYU/KkXszjBhtsUMbYvP2QQw4p8hFHHCGpGXtlL7DUo6v0zp1xxhlF3nDDDSU1PXKct2M5H3744TJWq94SHU+6bXpFj3cU10fTBysCeY6ktXPOOWeRr7zySknS5z73uTLmSIKxuOGGGyRJCy20UBkjJbMH8yc/+UkZ++xnP1tke/svv/zy8PyOK+TnY/dLVIMxquwj9WhZbe18PNeDcZg28fB5kE7b0/2pT32qjH30ox8tMlMETznlFEnNPUUKeeutt0qSHnjggTL2xS9+sciXXnqppObach/ZzGTziRRHUUwkohqsHOf1+f1ypSWO0cTy6KOPFtnfcb4LWLXpoIMOktSMz+a633fffZLqXm7PgRWlkm4nEonEiBiqwIUdCzXtKqpcTiO8jbi1Ct4+F7Uc/7pK0he+8AVJ0lprrVXGtthiiyIfffTRRbbziPFYdAj5V5FaC+fle6nVyIuWr9abJPq8lj1jcN08Fzqm6HhxrCo1FGrj1rajohmS9OCDDxbZDi3WCf3kJz9ZZGtJO++8czgXZ2XxnmpVxcfen0GNxXuOsZM8t2U+G7ILO4Wo/dEpYGcX412ddST1NHY61dZee+0i33nnnUX281liiSXKGLUjz4v1VKkpWtOh44bxn101UidDk+Sz4Lr7Hhgb+bGPfazIZiLOkpOaGjadt2aIXGNm5FiDXmeddcrYqLUzU5NMJBKJEZEvyUQikWhB33S7qxADDbOuS1hrOGXj+fPPP1/GSGetgu+3335ljPF6N954oyTpxRdfLGOkJkyR9Lkee+yxMkZjsOPfTj311HHnl3r0i8vEtTDFJB2iGYKNukypSBlJxx0zVqvR+IlPfEKSdP/995cxOhdcU5AGfaZgmgK7xubYazGd060xeK+stej/ZeEQx/9JPSM6HSG8luMVuRZjaSSfufcPU/FIl30exkHymZkC8x6452677TZJ0sknn1zGtttuuyI7PnLfffctY6TuLMbivUAHBVNoHTPJfciWJTaXMM6Tjh+vBeNKaWaYSLrtWEzG4xKOI+b987vmPUcHIOV99tmnyE5DXnLJJcvYt771rSL7O874UMa6DtMqIul2IpFIjIh8SSYSiUQL+qbbVHE32mgjSdKUKVPKGOk2e2gbvMxZZ50lSdp9993Da9mjS9pKT+OPf/xjSU0qSNrGVKcDDjhAkrTZZpuVMXrS7dWs1fYzpSfdYZuDiNqQNpL+mWY4DlRq0mnPgcfw/Jtuuum4z+kdNPWmF5n3bfrKe6XJ4+abby6yz+G0MqlJp/fff39J9d7RY+9JatIhyzxmbEUg7jk//0ceeaSMcR2iepA0Bzn6gWmF3Kdeu6gNidSLtGBKK6n/FVdcUWTHX+66665l7LLLLiuyvze1Kj6+F5oDovhP7h3uea6p16PWDbQL9lQzbZfr6jnyOZNOOwJgk002KWOcN9NA/bwvvvjiMrb44osXmS0yJgpJtxOJRGJE9K1J8lfNhzCGj1qCDc5Rr2Gp96tILeiYY44psjVNGmU//OEPF9m/NFtuuWUZ41yogTrxn7UpL7zwwiJb02JDKv7qzjXXXJKazbUi1LJo+KtpDbamXfk4nitaN1Zpj2LKmMXCOpx2+DBmjc4FZjJ4Db761a+WMToXHBdI5xk1I2veY4tWGL5vrs9YTZKOHsfp1fp8+5nz86i4xqGHHjpuTJJOOOEESdJFF11Uxqy5Sz2nGLVDZj7RseF9veOOO5YxNvfy53Qicc9Z4+fz4NpEPc8nO+PmsMMOKzLjjK0hsxGZHYxSL+bTjdakZvwqi1b4fj/zmc+UMXYZ8OcTWTcyNclEIpEYEfmSTCQSiRb03b6BMB188803W/8vKufPcfeJlpq08Pbbb5fUdAq40ITUU+FJFb/xjW8UmQ6G7bffXlKTzpAW7rnnnpKadJ7xaXbSkALzvkx36TAgIjpZi+eKaBJNB24R4DlLzTgyF05wUQGpWV/RRSWYXkiHF504bsZ2wQUXlDFSSpsfImeM1HOK8J64hkatsZbUXDufu+agMDUnRScF9fNlyuq2225b5EsuuWTcHOksPO644yQ1U+qWWWaZIpMWuhgGzTpPPPFEkaO6iPx++HvF+2O8rffnW9nwi0Vj2GbB9+X2F1IzftTfce4jfr7XXnsV2YVBmG4c1SB9q5GaZCKRSLQgX5KJRCLRgr6925HqX/OomQ4wtooVUTzOODR6TueZZx5JvXhIqVkD8fTTT5fUjMeid5txiKaYTDsk5dptt90kSbvssksZY/yn6SCpf9TFj1Qgqq0p9bzbtd7P9l4zpozxdUatxqMr+jglUGrSdccV0iNOOs7n4VYNrGnIOnymp4w5pTfWtLdWW9N7pBbrJzXXxnG4NJvQe20TCik0UwF9vbnnnnvcHKWex7VWw9F7nlWTeC7uCacdsjIQ533PPfdIaq5d1PKjRi+jDpM0EQ1Dw5leSrOLUauC5ZhQxpzyuXgurIJE0DTkdMbnnnuujNUqZk0U0rudSCQSI2Iox42T0r/5zW+WMWos/vVg8QX+Ulp7oUbE7Apn4rjZlNQ0ktswTmfJ2WefXWTGbDmin5kS/IW2IZ4aFedqbYIaDx1G1jD7+fW2hkGtOaqHx+yNhRdeuMiu4mxNW+rFcUq9whY0svNz/5qzAMi9995b5OOPP77IV199taRmhgurQHuO1DCiZmm1en/WatuKEvBYa110HkWaFrVHasbOJmIldxaYsBZPRkHtyplHrFvKeFVr1lLTiWhw/7puJzV6rp21Qq4ttVqvXVvPcsP7tsvpUSs2E2VG8XtnDZn1WsnU3OBv4403LmPMtGOxFjvKWDF+hhlmKPLjjz/eeg+ThdQkE4lEogX5kkwkEokW9O24idLBSBeo+lsmReXxTlkjxSAFNI1ZYIEFyhhVdNcRZHoU0+cY8+i50slEyuXafYw9ZDrk97//fUlNuhHV7qs5biJqXmvvEFEiUh8XWWCPZdaGdIoge5iTurvtBc0JjHUlJTQN+va3v13G+Lwd18o4TToivAfojOH9RbF+Y++fJhDTbP4Pr+frRJRe6j1zOuAYm+viCdtss00Z4/5yiiKf/V133VVkOnG8p9gcjk4vNxNzKqQU9xjnnuU6RjR7sts3EFHbDO8tSbrqqquK7Jhnzs9tGKRm+4+jjjpKUrM2K5+nv+MurjIRSMdNIpFIjIh8SSYSiUQLRqoCRKpIFd80gTFlp512WpEdx8dULnrCraJHsZdSz0vMznacCz3tnitj+BhLd/jhh0vq1ciUmh5Ul/1nvCLbBvhe6fHjtXgPUQpe5N3l/9F04PviMXvssUeRv/vd70pqUjvWIXTsI+kKWzbQe+h4QfaZdu1NqWdGcJsHqdluwZSJ14/AexlLt6OUxlqao+koTQL0jPpzXo9Vfuz9pimCe8qVk1ifkxETbv8g9VI63fNdaqbVmvqzzQHPZTpNs0/0/SMFn8j2DV0dCFlbtSs12ZWS2FecJqKtt966yF5DVgdjaqjNJ7XU1OyWmEgkElMB+ZJMJBKJFgzl3TY1ZmUPUjGnJVEtp/fOlXmcniVJq622WpGtbpOif/3rXy+yvbhOT5SankDONaJprILzzDPPSGqmlTEd0kHupHERnSc4xrmYErGoqAPjpR7dpNc2qnTDtWQlJVNfmiFI80yHef+sLkPq7CLEpHn8PKK3lO31JPVn8LaL0LalJdI77bVh0VtXjeHn7l4pxdWauHaMnnBa3auvvlrGmErn89bSMLk2ToJgtSn+r/cPvx804dhUQerPiAw/31p7h4huM7CeXvlhQDOE50Bz2A477FBkf5cYccFURBaI5rjR9XqqpUv2i6TbiUQiMSL6TkuM+hmzth5TuKwlsO4cHQRuv0Athu0TXKuQaYnzzz9/kW0Yr/1ysDy8f7WZQsY4LDuB+IvCUvP+1aTGQ3g8qpUoNZ0R1gaYOhfFkjIOLirRz8IhdDK5aRPvj7DB3LGfUvMZsc6hYybpXIsM9hxj/GaUzkatMjLCt8Hs5Tvf+c64c0i950eNhs40X4cpodTurJFTe6NWascN40Y5dz5/p5KSKXFP2iHDtWOTK68dnz210n5SOsdiVO2R4BpHhUxWXXXVInu9GBtJbZ0acNTjO3LM8Ln3u39GQWqSiUQi0YJ8SSYSiUQL+nbcRP2ho2ogUk/ddhqd1KsqI/Xi8VjhhnTCFJXVQFge3io2Y7RYg46xhXYisdoN6006/tH9uaWmkdt0ffXVVy9jpMumA7W6dxEN5+dRihfvm/dokwYdS6SEPp7OCVLgSy+9VFIvXlKSTjzxxCKz+6TpEdMqGbdnmmVzhdQ0A/i+Sf2j1E6uD2mcFNPlWgygnzNjc19//fUi24TCqjOM67Tpp1YNyg4jOhi/8pWvFJlxtk7R47noTPNc55xzzjJGU4f3B6loV1fNWuzgqPDzr/UI77rWOuusI6nnrJWalZQYP+mYZZoZohTMQeI0u5COm0QikRgR+ZJMJBKJFvRNtxkfdtZZZ0lqqs383Ooy4wlZxcexgfRykXaamrNrGr1zSy65pKRm5ZW99967yCwee8cdd0iSfv7zn5cxt2yQemlmLJS6xhprFNkUleaEY445psimC2xEz/hOUgfTR54roua1R+I1oqefdNhVa1jM2B5vqRdXSNPCl7/85SIzvs20lPGnrKATVXpi2X5TRR7PaAavAeP/+IzGns8mCJoPeG2vHaMJuPamhdxTXBvvOaYqMlXQkQFsI3LggQcW2VRR6plD+BwZR+m14fwYJ2lqy/WmCcVeeXYdZNsJUuDIHDQMuFaM8/V9k06TAjtVlvfnDqSStPjiixfZ7wM+V67BRIFmir4KF0/4DBKJROLPCENpklFMWlRe/vzzzy9j1AocD8V4JxYj8C8pf7HcU1rqaQs0bDM2iyX47aQ46KCDyhij/K3tss0BNeCuNgR2YNAJ5XqCUlyHk2NcV2f9cK2iOoHMbKEmaeM9s4eobTs+lee8/vrri8wYRMcT8peWsbB+RtT+uB+shdFhERWnoEOM8Ztj79PzYLYH793aFTUuOjOi/uizzjqrxoIaH4tZbLDBBpKaz45xkHRMeu2oBS2yyCLj5spe3FG8YNRGROppWoxx5Z4bxnHTVSiC2p2bskm9vUTtkHU63VaFLIJ7jgzM7ILXZ1sXXzdqVDYIyBDITGpITTKRSCRakC/JRCKRaEHfaYlRa4FaSptpzl577VXG6KRxnCRrNLKbmmPv6Kyhim0HA2vNMY6MdNMqPOPYaPA2bWRfbpaiN81gDcZDDz20yKaBbGNARM4FUg+mYEXzY2090w3SOPY7tnGdpgeui2tDbrfddmXsxhtvLDKpeVRk4amnniqy9wPvJeqD7XqCUjMt0cfRcD8WUS1OUqXI8cfPn3322SJ7nGvHVEDHP7J9g7tTSj2HDfcp6Tbv02tOUwR7oXttGadJM4DNPXTQkZqbgjKetwtddLrLnERTCvesuyRy3bi/vKf4nWGdTbZtcfwyHT+8lmXOld8vrzudRJHjh3HC/SA1yUQikWhBviQTiUSiBX17t6O6hoyxO/LII8f9Lz2RjA00zWDaGFVkUzmWeWcNRNf5I9Vj7JPrTXKc5gKmrpnasjMeq8PYA09PKj15njdra6699tpFZg1Fp+0xrSpqF0BqE3myOcZ0McckkoK4A53Uq7/JVEJ2iSQNMvUhXed5XdWGdJ/34nXjvXCreY+wOhTTRaW4WyKfHdMg/Ry4z7g/vOd470xl9f7gPtxvv/2K7Go2NPGQKrK2KSsNGdyfpqCk+zRFmHozxjSqUbrsssuWMZpNIu82n11kOqvB82aqbOQR5vlpGnDMLqNHGFPKCIKuVh9+njSnDQN6zPldryE1yUQikWhB35ok47zsmFlvvfXKGDXJ8ELBr1vNWOxfDGoFhLWbWo1HFn2Iel1HGk2kKUs9TahWu8//SyP7I488UmTGQUbOBVZjtuOD8X1RYRGCsaZTpkyRJN10003hvVx33XWSpDXXXLOMsS83jeR2/rAgRJRxw/NHa8Q5U4PxfXHdx9YGpDPEa8PrUROzdsVrcG08X37Oc9nxQEcZtSfXMHVdSamXzSU196rZCTVK3ps1RDICroPnyvWk7HkzdpLPJsq4IUbNviH8XuC6URu3hsyiM3xuxERpioMgC1wkEonEiMiXZCKRSLSgb7rNMv6OGaupzRFIO015mPJGGuQp1erKRX2/eTzj9RxzFjkdpF7aHOkSKYrPy+Ojz6NaiVLT4WPwvmg4jswHpC6m/rW0RF+Xa0XngtPBSLdJg0466aQi23xgmik16a+dC27VIcXmEzpuumL1xjoUeD2vDc/HtYuKg9BA7zWpUdyo3QTptu+TDgg+RzeUk3qOOX4/WDvS1JgOEJ7L9xi1SZB6dL225yaynmQEOqH8zGrN77zujANl6ihjSf2Ma0VKfI8TaS5Iup1IJBIjIl+SiUQi0YK+6TZVbFfZYRwbqZrTiiLvotRTt0mXIrpAtZvUydSdFWYIUiqnTjIGL0plqvXv7arHd84550iSjj322DLmtEupSZO8HjwXKw5F86OZwvSTFJf3ag9qjfr4eZH6sA4h5+pz8X+jdgI1T6rlGg00JeX98b6kZpyj58E5kq5GJhrO3dfjnonWjvPl/nV8JlPmKDOiwqabKEqCctS6g/fCY7g/TfkZl0raOtl0exBMVD3LiYD3Gr9zSbcTiURiRAzVCMxvZGoWkbGV2iN/Vf2ryIwCwlPirzNjp/x5LbaR2oD/l/OjBux4wIsuumjcMbwGf8mZmeKsjEg7HTsvz6GmtdrhVMu0iCqbU3PytaLCEFIvO4caEjU5xkn6XHyGdBJZC6M2w//1enD+7p0t9eJDa82sxs4zeuZ8pl4b7kle2xk3zBDi+T1frhePd1EKap/cn9F5uR5kQmYEL7zwQhnjM48ceIzDNVOJerJL05YmOZHwM+Se60JXsYvUJBOJRGJE5EsykUgkWtA33U4kEom/RKQmmUgkEi3Il2QikUi0IF+SiUQi0YK+e9z8uYYVTAaiECKpF0LDQrmjguFMDs6vlXWLMGwx1snAWPP4MHuuFl5lMGzHYT3DoisXnZjsda7tucnAIPc9rSNDgBKJRGJE9K1JJkbHRGqQBivVRKXouzSYqa09TjRqWrQ1zFpB1yiQvwusoBS1bCAmcp2j9LrE5CE1yUQikWjBUI3AEu3gkrIp2LXXXjsh5/9zsAm5sRsbWI29FzZMi7TkrpSzCGyMxkZ2EWabbbYiuzYki04Mi1GLPkQN43iurpYff6mI6lWmTTKRSCRGRL4kE4lEogVJtycBXeEYtTCVUbvFuWPdPPPM0/cxtRYZ/WIQ6h/VV2w7Jlq7vffeu8hHH310kQ8++GBJzZ7Og2AYx818881X5CeffLLIa6yxhqReu4wa2Kt7xx13LHK/4UTTQhUg7zV2S5zWMagJIjXJRCKRaEG+JBOJRKIFf5Z0mwVQd911V0nNorqTjbcy+2GysPvuu0uSTjzxxL6PGdXrPvaYddddt8imrsOYBGr4zne+U2TTXcadvvbaa0V20VwW9SWiOEh651lQeKLiG2m24br8Ke05znXWWWeV1CxGPNlI73YikUiMiGk642ammWYq8quvvlpk//qwncAWW2xRZJd5lwYr9W7stNNORT7ttNMGPr4LtQZREb73ve8Veauttmr93ygObFhEGmSXptj1qzyopnn11VePG6P2dPbZZxc5Wpuu67mFhNR7JmxGFvWKv/DCC8sY414j7Y3X5D50fOcgOfYRRj2+hlGdeYOAa/RWapCDIDXJRCKRaEG+JBOJRKIFU8VxY8rURRfYmY5qf9Qrm59HdGGBBRYoYz/84Q+HmXbfmCzHzWqrrSZJuu2228pYlGJVS0sbxpnCLn+/+tWviuy4woksATZ2fnyO/VLLOeaYo8jsKe5zk/Yy7dDjnINTEaWe6cc946VmL3fuVRe+qD17x8Oy6yXXmV0r+8Vk7TmXlusqK8dr1jqH9gue67jjjivyHnvsMfC5upCOm0QikRgR+ZJMJBKJFkzVOMkPfvCDRf7lL3/Z93H2Kq611lrh56wY41g13uY555xT5K233rrv6/aLyY6T5DnpKY/MEM8991yRTQPpUSel5f9ON910kppxgUyX/OlPfyqpGcvIikeXX375uLkSpqqLLbZYGZuIyuSDYP311y/yM888I0k64IADytiqq65aZFeAp8f77W9/e5FZK/Tkk0+W1IvRrYFRGI8++miRHS9YQ5RCObUqk0dYccUVi2zTEKMGGD9Kk4ipNaNa3va2txX5mGOOkdSs+MS4Vr9DuP+JJZZYQpL04IMPlrGk24lEIjEi/qQzbmqOGxqO/atjY7nU1L78q3fzzTdP2Lwm61fdv6pdGgQdAtR2ukAN02tkjVGSNtxwwyI//vjjkpprbe2Tc6GzpwtvtSYZxVGut956ZezKK68s8r777itJ+spXvlLGqOVw/yy//PKSpClTppSxnXfeufX6o2KyNUk6bqg1f+hDH5LUdGItvvjifZ+X2UfW0ukc4708++yzkpoMdKKzvCKkJplIJBItyJdkIpFItGCaTkskPvrRjxb59ddfl9RU1UkrmaL4sY99TFJTLSetnEiaPRkgnTXl6aIYXRR7gw02KDKN4Ndcc02RfY0ZZ5yxjF1wwQXjPuf1V1999SKzLcOwmMg2FR/4wAckNek/z+m9ZPooSc8//3yR7WCw00SSllxyySLTiWhnFvdnVEP0pJNOKmMuKDJ2XsbUav171llnSWq24mU6qB2fiy66aOt56Ixi243bb7+9yN63XGPGj3o9uT50pNWKj4yK1CQTiUSiBfmSTCQSiRb8SXq3TXPuv//+8HOmm9k7u9dee5Wxb37zm5M4u7qn0XSZ1GUQuFT+U089Vcbs8ZN6pgVSu67n9utf/7rIjC9dcMEFJdVbSdj7XasSM0xHwDbv9pFHHilJ2n///fs+H+F4vZVXXjn83GtGjzWrEDFmsguuLjTzzDOXMd6b146pjIxIGNVLy3VbYYUVJEl33nnnwOeUenT3zTffLGOrrLJKkd02gxS6i3rTU37ppZcW2dW3WHuTaY2M6Z0opHc7kUgkRsSfpCbZNWU2ZZp//vknezrjMNkxa7X7t2GbxuzIYTDInGoFMpZeemlJTYfFQQcdVGRrSYMY0weNkxzGsUMtZrnlliuy4z4jjU/qxaZS06xd3+tMLYiZRUcccYQkac011wzn6GtQo+rC1Npzc801l6RextLY6/u4QeZExxTPG32XR62pmZpkIpFIjIh8SSYSiUQLJjVOctTYLibCzzvvvEV2nT/GtJEGbbnllkXebrvtJElnnnnmwNef1vDEE09IqvftJs02aOw25aHjqFYnMKIhfIYPPPBA4+9YTFbMGjGMg4P3zn0S3cfdd99dZFNk7kkWBOEzcVsRzo/n917toutdiJ73RGORRRaRVJ+r6TDH+L33cXTmPPzww+G1fA7GMd97771Fnqx2FV1ITTKRSCRakC/JRCKRaMGkercnK5XqjTfekNSr8Sc1VXGmNU0NFX1UTyPTBq+44opxn7Myz7bbbjvuWsPGxLGmp9P4ajTQnt/JbN8wzNp1rf0mm2xSZMbo2Zzz9NNPlzF6Vu0J33TTTcsYqTs90Y6PZLsBXtc94GstG4bpejnqnmOVrCg2lmnB7Fzqij2DVHsiTj311CJvs802kprtVZgqywpME4X0bicSicSImKbjJFmo4fzzzy/ywgsvLKmZ0cBCDcwi4S/gW4Xar7rrE7IidhcigznrSdJhZQ2kVlvT56r1VY5iIrsM8hOJNk3yvvvuk9SLz+wHdB45btOOCKm5DrfccouknpYn9Zx+kvTtb39bUlNLZ71JapJmMq7OLjWdjC4EYs1Jaja8Gga1PWeNv6u/excYA7vffvsV2RooNWE7rjgXVhA3Exw7b8f5Upt3lpk0WG3UfpGaZCKRSIyIfEkmEolEC6Zpuk26stlmmxXZBnXWqHOTK0l67bXXitzluBnGSN6FyUoRM91gnULSqKgBEp1YPo5zYvzeUkstNe54/i+ppmkvU/ei4yaqwMVkgGtjEwadgdxHntsdd9xRxtZYY40is1iFaX6tIZVNHCy0cvTRRxd5GCfIW9kIzI3OpJ7pyI4+qWkC8p6jqebnP/95kWeZZZZx5+f8SdPdANANvSYCSbcTiURiRORLMpFIJFowTdPt2vVNjUj16N2O6jUus8wyRWaq02RgIqkPaxo6fpImBN63a/p1PVKmIrIOYBd4LxGdnujOdcOsHSku7/OMM86QJO2zzz5ljHTb3tnaPURmmYiuEzyeFYfcsoCxifSO2zvMroRRPCrnynmNuuf4vYq84pdcckmRGf/ZBtbLHCSdcrLfO0m3E4lEYkTkSzKRSCRaME3TbXrJSJ1MB1544YUyttBCC4X/OzXQRbdZ0YitGPoFKSUbtdNraJASmt795je/6byG1/j0008vY0yBjMB79bMjDWWQMamk0Ua3LdPUQApq0MvM87n9wg033FDGnFIn9Vpf/OAHPyhju+yyS5FN13n9QSIi+Mw8Lx4f7ZlBzBdde46B2KS+w6BWhcrgM3Dq5S9+8YvO8/p5zjTTTGXslVdeGXqePKcUP6+k24lEIjEipklNMir9H02TMVT9aEdvFd7KmLUuMPXORnj+ovKXlk4gxwO6h7QUP4NaiuMwaNMkrRFTM420o0996lNljNqL75m9shmn6OOpmd9zzz1FttPsxRdfDOdLZ4Sv9eCDD5ax1VZbrcgu4MD9SwfaIG0borlM7T1Hx6kZA58b2c2jjz5a5GOPPVaSdN555032FAtSk0wkEokRkS/JRCKRaEHfdJt0oNaLeaJgukAqyBREl90nNdp1110ndU6DYFTqUzM222A+bI3MrpYMw1T5qdVEjGL9Bp1fNIfa2jgtdbrppitjpHJeMx4frQc/Z+UeO7LotGBdT87V/8MYQ8pO4aOJiOf1tVi78txzzx03V2JaottEtMbcJ9w//c571HhcIul2IpFIjIh8SSYSiUQLpqp3e8EFFyzyRhttVGQX+KzFkVmmZ5XxhgsssECRR/W4DoPJpj5RxZl+4Hmx2OvZZ59dZHodh/GwDoPI+26Qgvo+GTtLRGmSjLFz8eXafdmzT7OSOyRK0oEHHti4jiS9+eabRX7ve99bZO+5WozobLPNJkl69tlny9hDDz1UZHYWNH73u98V2fGdTFlde+21izy16XaULsnv+uOPP15kmkdYjPetQtLtRCKRGBHTTJzkZZddVuTFF19ckjTHHHOUsRVXXLHIjuFjDTtmEbB9QxesyUykxvmnZERn7+g555yz9Xg6NbxuNc3MPcLnn3/+gedkDLN2zLZi7GLEPiIwq2jKlCmt/8s4TRawcPMqauZRtkeXE6kLe+65Z5EdYyhN+3uOGiM1yS501Sh13GmXRlprf1JDapKJRCLRgnxJJhKJRAumGbrN87s8+w477FDG2LnOqMXMReNdtf9GBWkDy+8Ps26nnHJKkVlkweleXQU8GF934YUXFnm99daTJF111VVl7IQTTijySiutVOQummx0xazV0hYdH0eHRNu5LbND5ssvvzzuGDtFJOn5558fNzcWRenqpMl41GWXXVaStP/++5cxr6ck/exnPyuyaTgdR+zSGHW9pMPIDiy26YhqMF5//fVFdgdGabg9N+r3Y6655iryI488UuS5555bUnN9+L1mTc3jjz9+4OsOAzo7ed81pCaZSCQSLciXZCKRSLRgqtLtrlpvxK233lrkVVZZZdzntfS4qQEu6aWXXlpkl7rvqsdXgymNu0X2A8YeOj6NjeZJ2TiXLi+wzQu1RvP9gjTtxz/+ceOzaM/R1BC16ajBtIpUKzr//fffX2R28tt5550lNSsDMeVykOfoqA1WFIraJNTgebN+6PTTT1/kGWecschRjdFBMEw3Ua6LYz4ZR8o1ZqUkVmiKMEwHzgh87/Tz3FKTTCQSiRYMpUlORq/qPyd0xUky/pNxisOATZu6smQee+wxSc14SDoUqKH6Hpi99KMf/WikuXZh7FakUd3OEGaZMDZxVHgdB9HoiEFY0UShphG9lXGSfmZ0MnFP2gHIzC73bJfirDqymGGLufSLzLhJJBKJEZEvyUQikWjBNBMn+eeEiUxL7IpDfO2114psx8fWW29dxl599dUi28nCtgFE5FDi9Vlf0TGGE9nDfOz93XXXXUV2DOe0auLpotsf//jHi+yUzVEdEMRbmQrLAhw2F9GhxvtfaqmlJDUdXtxnnKvrc7op29jPvcYTScGTbicSicSIyJdkIpFItCDp9iRgsuj2xRdfLKkXbzn28652BJbpBY96VxOskjIZNSY333zzIp9//vmNz3hva6yxhqRmh8OFF164yF2pdE7roxe2C/TSem37qRY12dEfppusK8pnM5Hf1ahL5TC47rrrirzmmmuOdK5RkXGSiUQiMYFITXISMC3Vk3zPe95TZFbSnhro0nrbGoFNVLZFFyayj3gNp556qqReFk8/oIOOGTXGtLTn/pSQjptEIpEYEfmSTCQSiRb0TbcTiUTiLxGpSSYSiUQL8iWZSCQSLciXZCKRSLSgvbIqMJGl0py7yUBO5nPaTDrI+WthD1PD5MprMqTE4/ycPT7++Mc/SmoGCTOI14WF2T43Cv1gYHFUdorBtFw39lFxLm6tbJWvy3JmPJdLjnF+fJ4+L5/72EDvYUKAusKMiEHCfaLrD3KtyUZtXs6xZ2+fQUqRRfnSM800U5FdxJjFl6NWuZwfc7NZFNjPf5DnEl2r9i6ICkn3EySfmmQikUi0oG/vdlf6WvRLNsivK9/yUfrcRP5qRxpKTWvtuhfPm794NU3Rv5RdxVJ5fPRL+YEPfKCM/frXvy7yYostJqnZrY5phdZAef/ve9/7isxgc1+X9+XCt1IvZY/zZyUYa5g8hmX9nY547rnnjru/sXMgJlJj457z8+/qujkR6NpTkSbUdd819mLUijN7vPZd831zbLXVViuyuyCyeHTEjmro+l5z/5ph8Zx8Lu985zslNfcZz+lz8V4zmDyRSCRGRN82SfaVtv1hkF/d6BejlqBv7aUrvWqy7E9E13ndCmFsEyvja1/7WpH33ntvSU07iItWSNJmm20mKbYpSb16e+z3fMYZZxT5oYceGnd9piV6vTnGepN8bp4Dnytthh6n9sh5+3myHQLPv/jii0uSbr755nFzNgZpTdEveM6uVg2jpvdFmirPG7UuGCtH6Co6seOOOxbZ+4MaP6/rdaU9mjZvz/WDH/xgGSNTcd90riuPt8259iyjdwg1Uf6v91rErqTuBoAbbLCBJOmSSy5p/b+xSE0ykUgkWpAvyUQikWjBUFWArJrX1Gb3Q6YBlVhiiSUkNXvukpqss846kqQbb7yxjEUqPK8ZmQP4PzVqHtFKIgqRiNT9O+64o4wtv/zy4f/OO++8kpoU9ROf+ESRXd3luOOOK2M0Un/3u9+VJG255ZZljIbtE088UZJ03nnnlbE777yzyKbbpD7sgfzJT36yyO94xzskSa+//noZ4zPwuvCYn/zkJ0V+/vnnNRYM9/H5jzrqqDK2yy67NP4/crARfI5d9SKjz3lOh6WwFzaffRT2VjPhDOOYIbrqgnoOXPsbbrghPL/3B1tvvPzyy0V2N0z3ZB97vDt7Pvvss2WMdHi//faTJB1zzDFljLQ3Mi2wW6gdP1LvfcJ75V71GjME6ZVXXilyZOZjxaRf/epXkpq917sc0lJqkolEItGKfEkmEolEC/qm21FGTFehT34edeIbBFS7uyiw6b4kbbPNNpKaFJaIqBGzSEwBalkKEZ2n2m/TgiQ9+eSTkqTpp5++jLGYqr2VvBdGAJg62aMoSR/5yEeKbE81Yx9vueWWIi+zzDLj5ke6vtZaaxX58MMPl9TMjjBFlqQ//OEP487FLnr2gDp2c+x9/fCHP5QkzTrrrGXsqaeeEjHInuuXog6CiIpxTjznkksuWWTvVXZ77Ir46IpNjO6vtuf4nHwcTSW8Lz9/UlB+f2gaiuDja5EC0efcc7zWnnvuKUk65JBDyhiP8//yXmaeeeYi/+IXvxh3TGQyqWWB1ZCaZCKRSLRgpPYNtXilyFjb1VCK53JfaGpMPMa/5tTuGDMWGWuJKDuG90dtIYqp5HVtxKaTivdNDTjKV6bDyQZ1ruW73/3uItsgPssss5Sxueeeu8ieA+f3gx/8oMh+Bo7tlHoanSR9//vfH3ccHT90xvhXm+vDWDs7SHgv1IoPOuggSdIBBxxQxsaudbTnatrVII6V6FzODOIxdECYXXAf06lGJ8rdd98tqekk6oqDJHuhVmdEWm0tzjKqs8DY2N/+9rfjzkV86lOfKvKVV15ZnbPUy/5ivC0ROUap3VGT9DX4nSGsQfK++V3yO6D2/fHzoqbdtRZSapKJRCLRinxJJhKJRAtGotvD9HyWehR1ttlmK2N2akg9asDiCDTw33bbbeOuWSv/ZZk0iir+b37zm3Hniu6rq1cvY8fs1JCaFNQmA1KrKLWMBSw4F9NpUhs6hiwfeeSRZYzOkK222kpS756lJh3hGi244IKSmuaKjTbaqMjf+ta3JDUpJ9fAxTIYE8c4Sq+r0xOlZsymNFxaYM0EZBMMTTiRA477jE6x22+/XVKTtvN+I8cF9y/3XGRWIbpKfnXtyeg4zjUqtUfayv9dbrnlJDXjR0lRbRp473vfW8a4/12ApXav0fd2kUUWKWN04jit0IUspObzjNaN5/f3bxDTg5SaZCKRSLQiX5KJRCLRgpHodg1R5fHoXKQg9Ni62g2pDWmbY/BYIYc17uiRNR3k+ZdeeukiX3311ZKaFZJZmef666+XJJ155plljEt22mmnSZK233778HPGcTkmskYJ7TklBY/MAPSwfvGLXyzy8ccfL6lJoZn2uNtuu0lqxvQxDpLeWK/bdtttV8Y+/elPF9nebcafXnXVVUVeeOGFJUlPP/10GWNq3Pe+9z1J0sorrxzeqzTYnuuqlu/PGU1AU4gpIs0HjJJ45plnJEmrrLJKGSM133rrrYvs2Fymz9l8IfWq0DB91utFsNoOMc8880hqmlJq5iLLNdOYq/uwLmkUW8jY2xlmmKHIvgceY1osSSeddJKkZtojqf0RRxxR5I033lhSMxWWz8spiBdccEEZ22mnnYq87bbbSmo+N9JxH7fpppuWsawnmUgkEiOib01ykL4YEWgMtrF39tlnD8/vqtV2DkjSV77ylSKvuuqqkpo1HOnAuPbaa4tsTYpOIsaB7bvvvpKk+eefv4zxl87G3kFqV/Jzak/+VaOmGCXzM06O2rK13VoVah/PufJX144TO74k6dhjjy3yrrvuWuS1115bkvTVr361jD322GNFtnOJz5X7wvdI50VUjzLqm2MM0+OGiLK0ll122TJGB8Y+++wjqaf5SNKHP/zhIjtbiU4FylOmTCmyHWSMx+P+9HHW/KU45neQjCGuS7TmNfYSXZ/rbm35uuuuGzc/qecEMSOTehodz8Vr8plfdtllRXasKVkb7+Wzn/1s45qS9PGPf7zIfp50ENKhFjGTzLhJJBKJEZEvyUQikWjBUI3ATEfpWImoQS1eyXTjRz/6URmjY+aee+6RJN10001ljM6WX/7yl+PGSJHpuPAcmIr36KOPFtmU/xvf+EYZu/TSS4t8wgknqA1dzYVIR238Zg080mnX1iP1oWzqztgu3pfrTTJOks/AqYZ0pvD8XEM7NV566aUyxsIcrp9JSks6bVpLOkPjv/eA4w+l8emqUQxd1AZB6o4tNN19+OGHyxjjVe+77z5JTap46623FtmmEhbsoDOQjpuTTz5ZUnM92dLVdJFtOOgsjGL3uprXcc/RIervKClyVBiDzkC3LpZ65hjW+qQTxnSctJbr6vPTgUi6PddccxX5oosuapxTarai2GKLLSQ1HW7c626VQnNVVLimVgCjhtQkE4lEogX5kkwkEokWDEW3F1poIUlN2hqevEJ97MXi546NlHppR47Fk6Tdd9+9yPZuM86M1N1tDKQezaBnltVs1lhjDUlx5RUp9n4N4t2mB/8LX/iCJOnzn/98GYt6FNfqDJqOcC2YAuY0OtJ5miRMN5gCyjgy1g60Z5fdDOmt9T24YpPUiynlHEjdbCbhfdUqOfF/pJ43ParqRNQ8wjZLMNXQ1Xqk3p4jFSPVW2mllSQ16Tbxuc99rsgPPPCApOZ67LzzzkW2qaIrjpgYZM/xeF9rxRVXbD2eZhNSb7cioceZHmnHf3If0HTmVFru0wsvvLDIpO6O+2R8KE16bn/Clg+sLOW9xH3clU6cdDuRSCRGxFAZN1EUf1e8URSndc0115QxGpvXXHNNSc2MAhpzXeePDpqoYRCv5SwIqZkF43p5NKyzNqTn1VWhmagV3vAvHR0YPG9UxZlxYv5favDUmu24ocbGX3g3c+Ja8pc4KrbBAhR+LlIvq4IaEgtUOP6UhvWopiKf+9jGcV1FVYiuyt3+/NBDDy1jzOawJsh4XP6vmYZZjNTc82yU5ewVOjvsjOT/cr2j/tODVFOvaZLW5HmuqFc6j4nqcLK2JveM9yJjRpnF5e8VnTkENblIE+RevuKKKyQ11/r0008vsufAGqpEVMwjqjM6FqlJJhKJRAvyJZlIJBIt+Nvuf6ljEDrA/7XjhjFpTIlzuiFj2khbHVvFuos0NrO5lp0hjLk87LDDivzEE0+03ku/NLtGA6PYw5rzIXLckNo4dXKTTTYpY1wXF7vgvUaOH1IzOjKee+65IrvIgAs7SE3n2lJLLSWpabrgMzjnnHPGXYtrYfpFc0I/6LIO1dJHTTv57O1Ik3oxkaRfNEtYdrMqqWnKYP9wryP3N+NNa73BjWGalhFcA5sJopYpUtxgjWtw1llnSeo5rqSm6cDN37inWSTEz7lWA5LU3nPk+nDeTpGlWYZ03TS7K4WacZb9IDXJRCKRaEG+JBOJRKIFQ3m3TfFqaYf2zn75y18uY1//+teL7EuyykrkvWY1D1ZsicAad/PNN1+RnarEOMkoFo4eZ8ZfdnlYu+Io6XU3da5VznFbBdIJeo9dh5Cd+TbccMMiu4INqQ/Twc4//3xJTQrDOpxcb1d1YUwpayKaZjGFk/MyvWL1Jca/mZrXukxK8f6qeXF9LOk/40WN2tp7LzIGL+rqxzXgPqKn3FEXN954YxkjBfX+HqSyVBdqERU2cdBsE6XQ0qu///77jzvX5ZdfXsYoe3+fe+65ZYx0OaoCxPtm9aT1119/3PxI/V3xh2YOmoN8r7VupX5eHIsiOsYiNclEIpFowVCapN/odnqMRVRsgFWt/avDzBE3HJJ61YpZ24+1I53twWNYKIHZM84YoSb77W9/u8iOrWLMJQsMRJriID2Q+b+O+2TWBp0ZUdYPf5XtfLADZiz8C+smXFJTOzz88MMlNbUh1pZkRWj3w2bFdlcTl3pOItabZLEOa2E02FMDsLZbM8JLzf0TFRLp0sSiPuCcDzNDrDEzs4SfO86WhVC8nlIvs0XqVdhmT3M+c9f4HFWTrDEaOi4cB8zvH7Un7zmei0VT3LTswQcfLGMs7OGMHFfol3qZMVKPobFRGBvRcS52uJI1sh6rq6iTNbIpXuSc4vcrei9FDdzGIjXJRCKRaEG+JBOJRKIFfcdJUkVlMYl+cd555xXZpfCdRic1y+rbsM0YRaaImbZS1fY5pSZdtgrOVL4ddtihyHaMkNpTRY/StvpJZTJIt01DIgpAmc4FNpM644wzJDUp8Oqrr15kO0lc5l5q0kvTP8b03XXXXUWmwd7Ul7GqRx999DiZ14+anvH6TP30+dtoZtRGg+iiqDRV2FjPPcX5uHkUqapbWEg9pxmpJp1mLGZhcH9SNvWlsyPqUd/W2qI2JjULkayzzjrjPo/2N+NVIxONW6pIzXu1444UeIUVViiyUwhZ4ILpq7wHm2NoDmILF9f8ZAokn5djMqO0ZGm4tjNSapKJRCLRinxJJhKJRAv6ptu1OKfo82iMHc5cz5Cfk8bYK0m6Q4rgsvemQFKzys+9995bZHvSmKpoL5nUTBczSFdMEwah2AS9jo5VY/oeaYjXg9SLtfd8HKucRP2OGXsWpWDRo80e3FxPg9SeJgl70BmLyJhMU5+zzz67jNFT6Vqhbb21h6VHRlTNhtdjDKfNMaTQhM0y9PCz3qRNIVLPY8sqVvSUR+vMPeHjh42dZMUemm4MxmwaNE1wz9kTz8gLmrOcesnoE/6vU4gfeuihMkZzEP/X+57tRRh/6ufJZ0gzAe/b6Hpv9YPUJBOJRKIF+ZJMJBKJFgxVBcgqLIPBWfzVoHrLAFHTKHqkmf5mLxe9j0x/M22j55QVahgg6qotLK9P6uygZtJSUvsocDwKUq4h8tCSTrBAqT2wpAi8b1NCpxdKzUpI9trzGEYimOKS4pMmRtSM7RcOOuigIjs4/zOf+UwZc4C51DOfkA65GK3UewbR+raBVYuYQmhwz0V0nZ9zz/mZcm/Q228KTHrIYHGus80Zrto0di6Wa0HNUTdSphXWWo0YXFNT60MOOaSMMQXR5iAes9122xXZSRbcZ/Ru25zF+2NxZnui55577nHXlJomEb8P1lprrTLG90YU4cA1jFJLneooSVddddW4Y/pBapKJRCLRgqHSEvttaVArCe9fHf6i8JfKTYuYSO+eu1KvFzYdFOzf61QsqZcAz9gsxvNZW2UbAd5XVG+P2qHvIYp3HHteNx3jfUVl7bfccssib7bZZkV2uiY1bGoIjr9zqpgkbb/99kV2nCZ7RNMIz/g0a5tcq3322afIdmAw3Y3tCqzZ89efz9uaGe9/rFbO/eP/66cgQXS8UTPkW1Pj+W+44YYiuxAIGRMLiTiGT+pp7Iw3jOo10llT69tuRO1Pansuat9Ap0Z0rihOU4q1cRaDsfZGTZr7yLVNmfLKYjZMbbbD1ftcaqatet0c0yo1Uxy9f7gWZH1eb65FP6+/1CQTiUSiBfmSTCQSiRYMRbf7RRQXJ/UcLlSlI9q5xBJLFJl02So2aQErAl177bVFdlofKTKN5FbBWaWEHdp8XD/VQowa9YnivPi/jttzbJrU7M7nGo90kJBOOGbRJfelpnPBNJu1NVmWn5VcnI5G5wVr95m6s2IMTQOOReVzZYpjRBnb6kn2i6h+oBSbiCIHXa2yjntNu+e8JO20006h7FjLrq58dGrRQeE5TES3xAjR54xTJjX294LfCZrOfF1+f+igs/mCa0HHJWNVfQ46qSLTFx1ijEX1Xmb7El7XpgPukVpbCyI1yUQikWhBviQTiUSiBUPRbavbw6bqGYwRpFfRqj0rzNBLu+6660rqNSuXpNlnn73IpJDuzNZG66S6d8+I4tikngpPWsk4Nqr2ji9zWuXYa/lc9CjSa+9UQHoSabIwzdhqq63CeTvdkqYL0ml6aPfdd19JzSpBjD9bYIEFJDW940svvXSR7cGnJ56U9JRTTpHUTCdltILU3HNRG4AIXYVsGWdJuErPKqusUsZoLvLcWJWJ3SUZG2gvbdTShPOK7o/ootukvTx/1L6B4PfW141SOHk8v6uk0/5+kSKzfYqL9bLiEaM3uGecutiP195g9IhjQjl/fv98LlJ8plPWkJpkIpFItGCojJuoWECkEXVlU1DLoCbm4+iAoaZpIzN/6ffYY48iR9k9nCvjtBzrxqR/anL8JYo+93lZnp/gda0Zs1UEtU47YVi7jzFhrrnJGoFuFSD1HAH81WdWiYtV8NeXdTbpSHBvZRawuO6664rsvtqs98dz2SBObcjao9R73iw80oZIK4w0+i6nBe9n+umnL7ILsNxyyy1ljPvL68HYSRbvoIMsip3lM/eeokbGdXLmU1SIQurd48ILLxx+HsVk8rsYZYwxZpP/6+NffPHFMsb/NbiPmf3m50Kn3nHHHVdkOl4isCWI14PxqXTs+Ltw8cUXlzFq2NaWWeClH6QmmUgkEi3Il2QikUi0YCjHjeWueKNaD+So8x1h2rfUUkuVMcZhOV6QBmLWPeQtRQn4UaoVDddRrFzNCG/aSCM+Y85IbX1fLHVPmuZ5O+1Skvbbb78iH3bYYZKa3R5JnVzggjTy1ltvLbK7LNbi92h8d5ER0sTHH39cY3H66acXmelkppI0Q7Cjpa9Fx8/YWNloz3X1PGeRDtJV77nIaSH1ngnNF4ztvfPOOyU1e8mzsyILgTgOlfs7KkpRc7B4jny2NCH5e0cHCJ1ePFdkLopSO12LVGqm9bowhdswSM3vj9eVdNqdNqVesQzO7+CDDy4y183tXDi/yLTFZxztB5qNuL/stGMqZFRvdSxSk0wkEokW5EsykUgkWtA33aZaaupQSwGLYtqiRvNUm1nj0Ofi8eyQZopKWnH88ccXmZTIsYW1udiD+cYbb5Qx0iRfo9ZKwOdibcy77747vJbP9aUvfamMnXrqqUX2fZNukFK6lL2pnxR3mWT7CT4jUw+es1b9yHSYa0E67tqSTHGkV9HtCrz+UrNiS3QvTHEcex+mzpFHuwbeu6k8n0dtnQ1SxM9//vOSmqYUmhpIN+kJjmBPelThhnPs+mqyDQlNA6wM5fRSmmD4v9G1aAawScvxkFLzu+I15LNgBMDJJ58sqUl7GUHAiAmvYS0F2N8xpjVyDf28a8/V90UzBTu21pCaZCKRSLSgb00y6tXLGpBMiu/SJKNL8nNrV3ZUSE3HjQstLLroomWMjYb4q+Y4K2aLRMUuahkH/TY9q9XgoyPA2hDvy7Uzpd4vYKR1c661jARr+3QSRJlG0TmlpublNeAvMY3sdiS4nqDULIJgDbTWA9nXYvaRHUtGpIUTozYK4zOzs4yxnIyndRaNM42kXuyk1LxPN0RjPF60Dl0xnYM0Aqt91yyzhqhjXKWeg44xm1F8M8fIPswOGBvJz/faay9JzdheOnaodTtmln27GUsdOVGj72pXYRGinyIiqUkmEolEC/IlmUgkEi3om27TaO9DSM9qKVQGnTSmYlH5fKmnItNpQAeFiy6QbtOIfc011xTZRnIajtlAzKo5HQzEMKYDjtFIfeSRR0pqJtWT5pjykwJvsskmRTY1cd9yKS5GwOO5rnaO0QlXMy1ExnPW7HRrAhrxo2NoxmBcK2PVormMnU9EAbuoEmlXRHFpwrEDgHOgM86FGki36UykAy7ac2x54O8KzSL9mnVq4P/ymXuNajUao+szNtbPlCYaO7GkntmFve65510o5Wtf+1oZ43NhzLDjcBlfzRRbmzFY95T7wo4+Opm6kO0bEolEYkTkSzKRSCRaMFRaolXvrlQ/gmqxaQ6pWuRZrVFcUxeOkbZ2VYcZhMZ0xayZTjKmj9SdZgZ7tUnDWEXH3m1SVNIc0zvGYZLG+bqkjPQ02hNdq7zilgxSLw0tanUh9UwhpHGMT4sq2XAN3TmSa8U6l1J3vcWu58g957mT4kZdA2vX9zMxlZaa3vxof/H8g7Ri6ILvheeM4pSl3nehq54qwepH7qvOyj1cAz8/7lnGkrrOKztpsq824TmSgjPdOELX9zqKijjqqKOKvPfee7eeX0pNMpFIJFoxKY3A/Ata+8XqN4slOkaKa+TVGn1Fc2H2gbW6fhoCGVE9PoJLSu3Lc6zFDnquNa3Av7CMSY2yliLDvRRrfzWDvmMiqfWysrjjUllDkvC98BnT4O5z1aprS4PtuS6Nv+tzz7eWedJVFKUrY4b70/Ige65WuMPo6gtPRkGN304a1mgkuhyXXgPuczp+HPtIpljbc9G1+F21Q6bWozxyfHIuds7xufXTxz01yUQikWhBviQTiUSiBX3T7UQikfhLRGqSiUQi0YJ8SSYSiUQL8iWZSCQSLciXZCKRSLQgX5KJRCLRgnxJJhKJRAvyJZlIJBItyJdkIpFItCBfkolEItGC/w/0M/eTQV9wxQAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 820, D: 1.057, G:1.127\n" - ] - }, - { - "data": { - "image/png": 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", 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OSQ01J8UfpI+kXf4uo9uMuJqiul2AVK+t8+24nnRbeB3cD3zw2B09ZvdJng/LEu0mYu4jXUAuJeV68561ShM7CXJfiyyyiKQmsiy102mjrVuiQddGROPZ1oKfe7+OPEvSQQcdVMbOjrCy0eDxMUPA5cLUkOS9PmPGjGqfUhz1b8t9jD5PFaBEIpEYE29IS7LvkFlR4jcRgxlTjTaBC4s57L///mWODnv3xebnfGtGVSq0VD22wrlUB7+OOOIISXVOKccMpG277baSaoELBg+cf7nrrruWOeYFulKIQSJaBf6cFs5gpRV1M51nxwAe92e9Qh+3VOcOWtSDvcMZTHE+IK8HK0esu0nBBOomUq/U1hGbezF31+fFwA+rqHyMvI481qeeekpSXQXTZkk6YEJLlurqzmcd1PIcPFbmLjpwxOOKAk9Sc3/x+CiWwYCtc01pITN45vOmJRhZyH3PqtSTTCQSiVmIfEgmEolEB17XdLvPrKbZTjrDY7W5zwDHVKNN4MLHTTptMQOpoSykUZTt9/lSD5NjrwFp6nLLLVfGLhFjsIbldCwD9LpR75GuA9NTNnLi585Z43WLdPz4OYMqUr12/i6DAmz/4X3zGKibaXpPVwxFJ1w+yX0y6OWSTwoyRNdOahqtUfSC18RBK2qBUlfR5xrdO1Jzf9DVwrXjmkbNrwh/zuMjtTZYnsqcZLs/GASjcIfvWYpWMJ+W9+eGG24oqWmVMXgspvltfbMj7dgIDFLxt9aGtCQTiUSiA/mQTCQSiQ68ruk2o2jMeXPpGClKH0hdRlH+GAdt3RJNj0gReI5WAXJ5oVR3G7SSDCOV11xzTRl7u+4qJ9UU2tFaRqSpktRGqQy3f+B5WQNTqvMKHakmJeQ95DI3bnOQ+nDtTAfbVIPmnntuSU3rBKmOPnuduXbMY3TuHyPSVPzx58xnND2U6txTR2EjVSSpWRNfb6ku9fP9w/NjdNvtHRhpj2gnx20/86ilCH8rjnpTzYldM/298847r8yxLNEuHt5bzBNmRoXPh+tGFau+R1XfuWa3xEQikZgC5EMykUgkOvC6pttt+4+ie0QUqXut2jcw2mrKR9cBaY4TikndTjrppDI25WFEmoooVr0hTWNHPdM7diVkVJZ012K+pP5Wb5KayC/pPBOSTdep1BNRwui6GnQFRMnO/K7pHBPtjz766DJ2OSOj9abFUkxxv/KVr5Sxqfc666xT5liex/I4n7NpsVRT8y9+8YuS6pJO7tcFAFwPjiPaSBcSfxdRgnVUNsv9k267RJLJ8oNtNqT6PqZSkq8Lt8lyUhYE+NoxE4Wi0j7uKHrPY5iI4lHS7UQikRgTbxhLkvjsZz8rSTryyCPLHE+DDndqGP620JYnaWuAuY+0Gv0GPOSQQ8ocBQD8tqemIi0bB3ZYTmdLgMdC6875jlKtbemSOJcyDh7LZpttJkn65Cc/OXT8UmNtcJvU1rSVyFLFwYAaGUEkcMG1s3VB6+8Tn/hEGfucGSDZeOONy9gNsWbOnFnmGASybiKtWx4LhS8cUGT5Hxt57bHHHpLq+zfKCabFxTYGkS5ilGcpNZYi78lIAIL3JJvP+fsU8GAeo9kLrwXvOZcdbrPNNmWOgUUGaazZycAQS2FHBYNELKuNLNHIKh5EWpKJRCLRgXxIJhKJRAdek/YN48I0hWVd1tiTXhuK3YaI2jA3kJ+b5jAIQFl8K+GQbrPvtecZTHFnPqkJGLmXslTrJ7ofNL9nWi3VKj3Tp0+XVAcvSI9No00tpboFgGX5u1oQRA540nf2vXZggYEot2yQmrI9Ulj2ffc9RbUo5vCZqlG5hzmVblchSZ/+9Kcl1UEiUjy7PdoosD9n+erqq69exs5HZQfGNphOtumpWmeT9xm7WpqGM8hFvVKr9PA+uu2228rYwSuWTU6bNq2Mec84f5IuKh63qT/vmShIyhxfarM6yDkKxSbSkkwkEokO5EMykUgkOvCGjG474sWIH0/jtT5WHgsjujb3mVPG/DdH+vj55ptvXsaOoFKolEo3Vp3hujBnzdtnB8PLLrusjJm35zzIlVdeOdyX92ExWqkWiXW0la4PdmY89NBDJdXRYuaPSjWd9rEzGkrq7TVn+wbvQ2ooJEsyGR12FNTljVIdefe+SHFZfkfXgIVuSSt5H/gc6HZhloLpIj9nCaUFhrlNrjPvf59jXykuv8Nr4ui1XT1SHd02jWbGBAWEHRVnxJkuoD333LOMfb1/9atfdR4rwZxKXyNeN/4W/NxIFaBEIpGYhXjDWJJ05jqAwGOis5ZvrdcCXFK+le0wZlMlOuz9BnVOnlRX1zjXjsEHN0eSGguDzvC77767jP2mZf4eKx5orRx88MGS6rcyHfannnqqpNqCiPqFs/ojspp5DQeramjp+f+WWWaZcHsO4jHHlGIUZ555ZvVXqjUOt9tuO0m15cHWAQ888ICk2jqkdbbaaquVsYU1uDbOAZSataVVGlWJcftcW68d15bXKfqtMqDFdfUxLrjggmWOjMAWNoN2559/fhm7kohCLKuuuurQsdDi47n84he/GPpfBlbe9773lbGDffw8Coz2PdKiZ0kX0pJMJBKJDuRDMpFIJDrwhqHbNNFNM1g+xfI6OmYnA5ZNUdRhVHBJWRrnXLq2PC+P7SyXak1E0z/SIeafue81W1mw9M109tZbby1zPNePfexjZewgy2c+85kyxxJFuzTY2Y40ziV9PH5SG4ttsOxsMH+NOYvOHeX/k2763EiX2SlysDWEVAdGfG24thSoMC1l+wjqObIU9ic/+Ymk2m3CnEsHyEwfpfpcvTbuGS/V94nbH9AdwLVjbqHzIBkUi1qhcC0ZGLRAijVcpdrN4b7pdDeQQvua77DDDmXuvvvuK2PeM3YzMCBFwRKDx8qAkvuYM6BHOu6cT34nBS4SiURiTORDMpFIJDrwmtBtRyiZb8VSuyWWWKLz+1EHOJrl++67bxkzEjeVaFMWeetb31rGjlaSdvJ7joSzGxyVaJx7eM4555Q50rwLLrhAUk0tr7766jLeb7/9JNXy+Vw3RrdNqUitqF3pc6FrgHmWDz30kKSa7jDCasrEqOxgzhojvt4f6RndFi4/I9Wiq8Rlq6SFVLZxewW6cBgpd46ou0gOnhuP3fenqe7gcdkdxPYNdBeZxjP3kYpDvr+4dlQBivQkWZ7X1/aE6+5yT3aOdHRean5fvI+j0k3eG0Rb9oPBx5P3wd899+t7g/c/26N4nvcAVaPakJZkIpFIdOANE7ihXl1UOdKmVvxagPufY445ytgO/bZGRD6vOeecs8wxuECr1KB1Z8uqramT+0Gz4oF5nAyK2PKgVcH8TK83AxJU37aYBSsqqD3p8+ax0jKS6hxO5+vR8qAlaYuJfZyppm2rjbmJtFwc+OF9xACggxmsMKIlGeUp0uqNGqJRN5HVTA5cnHXWWWWOuYeRMn+bGrf/h3ORqAjzESlw4fVoa17nNeK67r777mX86KOPSqpFVyikEonR9PUI930s1TqdkQXfV72TgZtEIpEYE/mQTCQSiQ68bug2aZ0DG9dee22ZowCAm2MxQPN6ApeUgQ1TE5bf8XOfN2kW6USkzUeK7Fw25qkdc8wxZezcR7opSHdIqUzfmCfpBlY8x0FRimhbBqnsYostJqluezCYy8gAk6krt0u6aVrFAODaa69dxg5KUfSCrgwHyPh9l15KTfsBBlt+9rOflTHdBr6OLhOV6pxGf/7jH/+4zPGeiBp9kbo74OQcRakugYwCG1z7iG7TBcMgzac+9SlJTQ6uVAfg3CiOuqa8bnYTMH+VdD5q1EU3BzVI7a4itY96jEelivw8+24nEonELEQ+JBOJRKIDrxu63Qf2UGZp2OsRXNKFFlqojJmDZ5BGmYaRLsw333xl7C6IpJmkMaacpG4uYZOacqyoh7VURyB9rCxHY36daS/vC1JhuwZIaXmuPgZGIgdL0Hg8plikWlwnjxnlJQV0ywpSudNOO62M3WaC5+AyN0l67LHHquOW6nPndXKrA2Y20AUS0UHOuTUGyxIJR9IZZWYUl/eHI+W8dqTbEQVlWaBpPL/DjpO+zlwL5h667UTbYyYqkYxyG0eBr210ftwXjyW7JSYSicSYeMNYkm8ktAlcXHfddZJqq4EOf1sArMhhHqMrcZgvybf+q6++Wm1ncFtRMyhaay+88EJ4DtGx+m3Nc+Eb3AEpfs5t+rhoqbIqRZL22WefMj799NOHjodWtANQbVaErViuzcILL1zGttLbch997lRLZ6MxNhVzYMyBBqlfdILHbXV1rkekZk8hk7Ye3V6XNtEXW1Jtj4HI0uSxRN+PtsXzp4DGxRdfXMbO6W1jOr52bdafj4v5r8wT9vf69CiHjr33PxKJROJ3GPmQTCQSiQ6MTLcTiUTidxFpSSYSiUQH8iGZSCQSHciHZCKRSHRg5GYwkTgs00sYancInzWeTEHw9+gOZSjeLVeZtBolhXKbPD6mEHi7/F+mADiNgukYUdoMU1X4v5YUY7IwE5q5XwvksmaXtds+7rbab4OpKdy+j6WtUb3XgteF58XvOSWlTZps9tlnl1SnqUQpQExXYkqM98sk6MGa4tdT2pnvg1FSRl4LRJJ7Uix1xusftf5lapRb9bIem/ef98t7PgLTldoS2yPwXCJRau7X5xAJGEvNefP3nSlAiUQiMSZGjm7TovFbqU3002+NtmRYWxFUUeET3VYpu9U999xzzUH/PwuDb0S+kSgV/41vfENSu9VpS4cqKtyWVV8222yzMnf99deXsa0vHj+FcHnefeVo/l/uP/p+1DlSatad36F1GL3t+b8uh5Okc889d+h/aRX6HmDiLi0MX8MLL7ywzHENo7f64K34erIkX2vw/o2sL65dJPDbloDdV8pnVsdkde7L/2s1IEn60pe+NLQfbpO/Wyo1XXPNNUPHyu/5nuLvl/e0588444wyR9Fnb5dMM1WAEolEYkyMbElGUvR84kc+xw984ANljn4El8+1tSnwG4Makyyfs1AD3yjcPvUSrbfINw7Pxdvgm5TWjf+XPldaTG5JMGPGjDJH64oWuC2xqJew1KwnpfS5xtbho3+H5+3j4tt3ySWXLGNb4/QDstc2+yG7dC5qDyE168H9R7cSz5/rZsvkXe96V5kbtHYmY0lG+oS/DUxmv33W4UQQNcwaZb++V3mdOPa9wt8yy1d93jx/CtBYx5M+e+6fvk4fC0UtIqs4ahhGtK2rrUqWuI6y7mlJJhKJRAfyIZlIJBIdmBTdtjlLekR1FNNVUrG55567jE2tuWtSSKeKrLjiimXOXdekxhynKd6mfLPllltKqp3JpBOmk239nB0siWTipcYJ3NaNjtTHKTqku+yS993vfldSe7qGZfu/+tWvljm6AXysxx13XJlj+4Woi190LlLTxoCaijyu6Lz70imi/+3qu/xaB27o7uG9/HpEW+DGY96TpM5OkeH3qfFp/U727aa7yPc3uzmyg6avIbdJ6s39Pvjgg5KklVdeuczRTRbdX5EeZaTRKsVBqgzcJBKJxJjIh2QikUh0YFIVN6bWrKBgTqRNbH7nBz/4QRmbVpFO0RxffPHFJdWZ+dxWlEfJfEBGTE1hKaVvCi5Jp5xySnVMUm3i2xznsdKEn2eeeSTVXQuJqL0Bo2+R0C2/w+Nyxz3SXn6+2267SZK+9a1vlbmoGyPzHRm95nnvt99+kup2CautttrQsTA6GW2rLXq44YYbSpIeeOCB8POpAt0XpKVRm4CIYpOecW1YpeLsjSiHT2rWJKKKE0GbO4LH6FYIzANmFYr/l8fC8/LndBFRCNp5lPx98f409bWQsNT+W9tqq62Gjt/3oSSdeOKJkupryHvO58DfJ9fINP7xxx/XRJCWZCKRSHRg5MANrR+/gfn2ieTbWc3Bt5N76fqNK9X5fLZQ+flll11WxgcccICk+i3C5kN33HFHGduC5bHwXBzY+PCHP1zmWFt9+OGHS5Juu+22MvfII4+Usd9qtEQYAOEa+a3KgEDUwKmtosAVK+yBzD7QzkPksdhSlqRDDjlk6POlllqqjCn772ZWyy23XJljwMhrvNdee5W5G2+8sYxd88v8UfZzds4aqyMG80fHDdywCsTVHG3bt/XBQBjvE9+TbggmNU2upPr+933Ja0OL2r8FNryaNm1aGbvfPO8T3usR2tor+J6jVdy3rmRlrohhP3IyNVuIvt5S/Vt3M7NLL720zN16661lzB7cO+ywQ7XNwWO54YYbJNXN7ajv4OZ1ZIoOBknNejNfN/MkE4lEYkzkQzKRSCQ6MCmBi3333VeSdMIJJ5S5FVZYoYzt1Od3mLvkIAcdsIsuumgZO5hBKsjcru22205STYdIK9llz0EmimmwBNLUlRSaOZuvvPKKpLrUkUEoH5fPWaqpDamz//c73/lOmVtjjTXK2C6DSEBAapz7pIQOHElNQIYUhjTInekYLKFYh7s5Sk25op3lg8dtGs1gDgMCpFxG1AWPc6RBUpybOtlSw0hQI3KFkNYymOh5uyGkulMlAxd20Rx22GFljhTYUnsMehFRf2geayRW0Ua3TW1Zfkrq62AJKS7dHpEbgh1A7777bkn17/eLX/xiGTO/0qCbwq4F7oNuHf7Wdt99d0m1G4IuomeffVZSff58xthNwGuYUmmJRCIxJvIhmUgkEh0YmW4zp8w0mmY/o7A777yzpLrxOHOr3vnOd0qq85VIza0ORFOaenbOyTzqqKPKHKOwVPlwPt7NN99c5kyHOE/aOnPmzDJ2dI5RNprzpog8P+akRTqWbRE1uzFOPfXUMsc1tsajo4BSnPdHtXFeXkcCP/WpT5U5ln7uuuuuZWyaRDpsbU4ew0YbbVTmPvrRj5axc125Vsx7da5cV6P4iUS3fR4siSNFNa286qqryhxdAn2N7w1Gefm/jLKuueaakmqquc0225SxNTbHVTlvKwnlb9X3X5tyuO97ulK4XV/Te++9t8zxd2kaz1JC0nmXE9PFQ5WrVVZZpYzt8uCxkLofccQRkmpFMLqIfD2Zh9mXn5rR7UQikRgTI1uSfLvYSc18Qlo0fsPyiR3l/tHKojPWeXwMllx00UVlfN5550mS1l133TJ37LHHljGDPN7H+eefX+Z4yrYUb7nlljLH6iFrVx544IFlznmaUmMBt/VqofCHLYvvf//7ZY6WlteNc5FwAdean9tCd5XR4HHfddddkuogw5VXXlnGzGO84IILJDV6gFJd4eTgGK0GinU4iMOqLAY6LHhCq6FLT9JBFFrpkwG3udhii5Xx17/+9aH/jSpiGFxiYId9j9zLiFY4z21U7cg2Lc4IbcE+s7K2ey46lqifFNci6vfE+5x5kM6zXG+99cqc7y1JWnDBBcvYwSP/vqU6yGKGyC4FZHgOMp155pllbqeddipj/z7ISvuYg5SWZCKRSHQiH5KJRCLRgUnpSfornKOz1BSXFNo5TlKj7UiKQhrl7ZM2Mx/PAR+WJzF3i3p1nifdYCmdHcd0yB9//PFlbGpK6sM8RJ83BQ6eeOKJMqYT3XlxbS0tTYO4Lwa3NtlkE0nSQgstVOaY5+g8SW6TNOmHP/zh0PYdZJCk0047rYztnOd1pXPeEv3Mj+Nx+d6g8AfP2zjmmGPKeP/9968+G7cscVa2cnBgjrSRgUleZ18Hrg1z/6YCbTmVXoO2lsq+TnQNsMR3jz32kFT/lkl3fc86MCbVZcH+3XEtOKbryu41lxdK0lprrVXG/q3ShcMgqyk/c10jOs2c6CWWWGLo80GkJZlIJBIdyIdkIpFIdGBkus3cKEfa2iJDm266qaS6/I85ctY75K5JEa1RxzyzSy65pIydk8Z8QXZe/PKXv1zGzzzzjCTpc5/7XJnjcZ911lmSmlJHqS7lc8sERyylWtnGSi9RKZdU05xIZ5PnbfcBo4d0aTASaDD67KwB5sSRzjg6ffDBB4fHxzxIqzKZoku1UpI7K9LNceedd5axKRfbZrDE0fSVuYqzolsirxNp2bgwBeS1oS4ny2LtzokyF6TRSywZPe+L6re1b/A853j/bbDBBpKkp59+uswxU8PuEmZEEP5fXivec/4+KS6P1WWNUqMdec4554T78v+yrJHYfPPNJUmzzz57mWNOtOk4zy/LEhOJRGJMjGxJMg/KTl6+KQnPR2rPkrT33ntLqgMFfNNau3Hbbbctcwxg2MHPt/ouu+xSxq6ykRqNw+23377M0bHsNynVvJknaU1LWg20rvyGpgAAz5sWri0bvpUZGLEFzXPl594vneQPPfRQGdvC5puUlp5zIvn5jjvuWMbMRbVYACuZKDawzjrrSKpzDZnf5nXjdaU+aNSveVZYkm2YjEAGrfSNN95YUn3PtcG5exS4YA7qVKCtkZfFVsgYODZbIxOiDqbzXXkfkylZr5H3AYMpvv+mT59e5lgpt9JKK5Wxg5BtfeetQ8uKG89JTS50W6WeEWnfdiEtyUQikehAPiQTiUSiAyPTbZf0SI3jlw7QCNx0FOShDDxLHE1pFlhggTLn1gVSQxGoEUk6bCEIqTHHKenOnDALD5Au0+HvXE7SDdJGm/b8vksZpZq6mLpShIEOea8rncmkRl4PlgfedNNNQ//Lck4Ge7x/lnoxyMVjcdkgS8hYQuhcOroGlllmmTJ2wIb5rSz9jHogD4ow9NHtKA+SwaWo1HAioJ7pww8/3Pm/XLv5559fUn1Pjytm0Qf+1khXTaP5OfOTfd+2tQzx58svv3yZY7DFpYSkzRZqkZrz5m+dzb3YisRuKorNcN38u2M+Le9vu9mYs8yAlN0Q1HttcwkSaUkmEolEB/IhmUgkEh2YVLdE0xxSXJrwptaMopJ6OPePbRKox+h9Md+KLRmsHXj22WeXOUaBnacpNfqB7ooo1VL13i+pJGmhP6eyDnPOTKepRtJWFuh1Y4SUJZT+Xp/KD/fFUkFTC647u/t5+7wWvK4sKzQlZ4kmFVUc+SX1YcfLpZdeWlKjsjQIR0NZDsprKM3a6PaoYC4n7znf023HxHV0/3PmTk412lSAfP+1KQr5nmA+Ll0gUaks1ZxMYZmHTHWu+eabT1Kde8zsEZYWO8/WWqRSrVfqnGVG79k2xRkqzuGV6nUxDeexZHQ7kUgkxsTIliQDE35rMA+MgY1FFllEUq1VyN3YUqLlwAL6D37wg5Jqi4xBGqscsxCf1hdz/5xrSevrySefLGNbhc4LlOp+yJFeHh3bLqbn+fFzvqHt3KcFzeCAxyeddFKZ41vduWYMTNGqtQXhfEuptpD9VvYbWar7XvMN7X0wcMNj9XnTQmdOpRWp6bDnNfZbv0tncSKNwMZtFGbQ8mcecCTOEe3/tUKbwIV1VqkrSqvXv1HngQ5uy78rWp/RuVKMhvect8/7jJV07qUtNbm33D8rdRzkoSgLc44dhOE9R6ZmYRr+ZgbZS4S0JBOJRKID+ZBMJBKJDoxMt0mVTIPtnJdqs9gmLOlKlNO2xRZblDnSOucDMoeJ+XyWZ2cOFBta0QR3ewEGXkid7CZgMIM5b6aAbX2NPU8KwW1FIgef/vSnyxwbHZkGcVvUu7OTmo5n5oQ5P5K5iaT7vl6HHHJImXMJqFTTbdNlboufO4hE7b+oARPvG6571JTp9RC44X1ICur7hPqYDDZSL5XBrt8WeH+STvu3StcXS1VNPenaojvIv0E2j2PA1PcEv2+hCakRg6ELimWFbPnhe/nII48sc3Tz+Xu856J+5kQUxCKiXvCDSEsykUgkOpAPyUQikejAyHSbZm1UPseIkfMAGe2kfL1NdJrajFQ795AqLMzBM82+/fbbyxx7PjPP0RqJjPiyh7BpACPapMtRr2yuhfPHWOrU1vfX+yD1YHTXbgKXtUm18o71OZ2HJ9V9h60CxDw0npfPgd8nXWc5m/fLcjxSUdN45swxAyGi04SjoSzhHLwVXwu6TarK6+gxP2cbAmZM2F3EjImpRp+eJEEXiF0GzOlkdohdJI48S9I111xTxr5G7JDIslnnybKbKV1AjET7novuWalZe+rIkppHpc+8/5zXzfYOGd1OJBKJMZEPyUQikejAyHSbpXQ2wUm3aepaQYaRQCYiO2JK8U1Gsm3Ck9Yygdp03IK6Uq1GQ+pj6mm1H6ku1bOQLZVzGCXzubYl09pc5zJGFEFq1qst8dfUlVFgRvX9v6QubLlgGsX9U5TX5ZhO9pfqJGD+r5PvWXq69dZbl7GvB1WOmFXgZHFe1zZKaLyW0W2vLakgMyastkSXAsvvWF7ptaP467hJ7n1oi247Uk1lK95zzp5gh0+6uZZddllJdckq7y9vi/t3h0VJeuWVVyRJV199de85WLGIzwUXlkhNEQtdZ7xedr/xWdTWYsbIssREIpEYE5MK3PgNz3wqvmGNI444ooxZaufcJ8utS7Xeo0sAnasn1UIOtphYHM+GUnzTucCen9NJbb1J9hKOwIZWFNCwRUQBAJZCMc/LliTzICmb70vBdWGDMn+fOZ/M5bMFSquGQSDn79GSpgYkdS5vvvlmSbXICEvbnAt3+umnl7koJ61N89P3E69VV1niVMPHQ8ZAK2SuueaSVAcKaFlHecDMo+T9Nyr6fl9EWx6v15RBObYfcZ4gczt5zX1/U0OVlpzXiJ9zX2YSZAksIea6+V5n8y42rbOmrPtvS3XA1L8PzvF3aQu7jQG3IS3JRCKR6EA+JBOJRKIDb+7/l2HYhKepTBPWmnxUzmFOpJ39zPFjbpa7pjGHj2ohpi6kjczXo+PYpj3pAIMNlvuncglNcFN7qt0wJ9MtAqKSKGmYQko1xSb1dv4m9S4pT//9739fUt3PnNTcx0g9PnaGdECNFJkBKzrXXYa25557ljnmd5pKtrXoMM1xZ0ypbgHiLnZd3h4G+1j22gUGhPqoFF0hPh8Gn9hpL9LqZOsBumCMNoptOtyXo9dHsdsQnXdEsSXp17/+taT6/p82bVoZu1XDXXfdVeYczJGawAx/U9SAdN975sNSxYe92k232QqC23VOJY+fLhyXE1P3lAFnt5uZaCuNtCQTiUSiA/mQTCQSiQ6MHN0mdXZZIYVsmdsXSb5vtdVWZezcxbPOOqvMka6aZjBKTOrj7b/wwgtljp3xGN11pO6YY44pc3QT+Lh5/FQnskoOj2X99dcvY1NU5sSxrJFrYOrN6F4kpc+yLArkOmpHGrr66quXsfMnqfLDnDjTbXZY3HnnncuYt4IbzJN6kbrMNttskmolJgove790DVA9xqVlzOnjWkhTE93mOV588cVlbGUm00+pvifcwY8lbbzm/C1MJidyIm6CCNwnKagpfxR9l5r15+dHH310GZtmt5UVmi6z1JEZAN4+XUDOnJCkDTbYoIyt7kWVILq27Iby/0l1zq/dUczNpTC4W420/f7akJZkIpFIdGBkS5JvD791mA9FS9AOVOaRbbLJJmXsN8mDDz5Y5i666KIy9ve23377MscCe2+fcwyQ0Lluq/Tb3/52mXNLB6mpaGEPcTqGHazgm56fR3mSXAtaSl5qVhFQJOGSSy6RVFdysIfxeuutJ6m2WlZdddUyZj/k6Fj91l977bXLHC1N9y2WmkAZgzUUFrjssssk1ZYVLWC/oRmciPqJ04KZaN/tCG2CGt43gzVcR+f+sfKEQRxXj1GQoa25VgT+fnwsUVCvDbR+olYS/BnzuCK9U14HrzE1JimAYtbE3w/HrsQh02QlnAOqDNyyeoesxqyMlqDznKWmao56r7y/vZ5tVrnvDd5Xo1yDtCQTiUSiA/mQTCQSiQ6MTLdJPWzOM5hCGuMAA+X+mWdl05/OXo6tYcgcvgjM96MzmLmFbnlA+XnmFjoIxBIyOoNNyewUlmo64Dwu5mFySUmdTYdJl/i/UTkbdThNc7gvajzaSc99sq2AA12f/exny5yFKKTafeIyTc6RZq211lqSak1PlpD5Hjn00EPLHKm3c+LaeqdL4wduGEgyXSWdJoV1sINUjbm3poXUNeX9TbeD6SD3z/snwqwM3DDw6HJabjO65+gWYuDR+Y0MpvC6WC+SpYB0EZnOMs+V5cZ08TgIyZxotohx4IZryfNyzjOvMV04UefHFLhIJBKJMZEPyUQikejAyHSbdNpfIV0h3TCFpSnMfD+r99DUJrU2RWYZG/MsncfFDnCkjYx+mcaQIvBYfQ6MCEa5jaS4pPNumcBlJB13PqHUUPc2eX1TW9Ja0hxTV9I8lnhZh4/lhVwXR8cptc91Zy6oKQmve1RmRzcJ9RddDsnoI+8Xj7k+g0pM49JtKiCZNvJ42bXS7UOor3nfffeVsWkbv992zY2Jlr8ZXhu6ZUiHo4hsm56k77XBzIHBz/l9roGPgR06SVcvvPBCSY1KklTnSTpjg9H9l156qYynT59exlY9og4tj9vuGGYw0B3Ee33w/Aiu3yjXKC3JRCKR6MCklMn9JKajnRaDLUnqvjFw45wqOntpZbjqgRYdA0duMMZ8LJ4GhQFsjfRl2Z9zzjllTFEGvwFZ1G8BDu63TZmcYhWuNOpz0vOtzEZgzkOM8jil5g3LbfK8rezMigr+L3NFbY1EPcal5trzWChG4HNg0yiel9/gXIuuwM1b3vIWSTULmAh8Hdssqj44mMeKHF6bPouE1o//N5oj2qpkIvBz5izyeLuOi7m7VPa35czrxN9tJHbDe84K9pHFKNWK6Q6e8Z5jLquPgRY+K87MuhiY/PjHP65BcPvZdzuRSCTGRD4kE4lEogMj022WnEXOXtIFm+PXXnttmbPcv9QUu7/44otljlTPYgIMwLC9g4vtSREocEEnsak1Nepo4tucb9OD9LnSLCdNcnCJuWWR60Fq3AdtS27nPwNSLKF0e4Vdd921zLGVg8s5r7rqqjLn8kGpaYHB42/LGfP1pMAFc93sRmBOWoSoFFFqAkZct1lRlkhxB17TqGFV360fuUV4b/VR96idBbdFcG38+USEMvi/UQkxXRlRewfqOtJNZjcHQZdH5MZg+wWLrbCck9c8clNZj1aqc2/9v9xXpGnbtm7OuaQO7Sjul7QkE4lEogP5kEwkEokOjEy3mU9n2sjIGamxTXDSTuYWOp+JFIOd+Nh31/jYxz5WxlYP4v5JjRhldc7Ve9/73jJHc98mPikQ6YhpAkuhmDvo/TKnjWNGt03/SEGj5efnpNvnnXfe0P8edNBBZXzcccdV5yTVHSudv0bqRxrGNbKcP+kraZZpTluk3qWRzMkkfG/wvmKLAe5jqtAXXR4XfbmNsxK8j5hf7EwPXhvS8aiFRBR95rWg6833Os+PpYR2g0VZGFL9+7DrixSf+afRNYqi+nTdRa6FqIS6C2lJJhKJRAdGtiQZ+LAlxycy305+OvMtxd04j4pvHzp2/Ubhd/jE95uGb5bVVlutjJmb57cej4X79XHzTcv/tcgBq02ozWfrirlhzoeUaoGHyEJmTpvfmpFeJcE3MXMPbe22NefyejH/lE2bXB0hNXmxPBeeo7fB4Aivh9e97U3tY6SIBPcl/Xb7bk8G44pSzErwmrMXu5vttVnKtnZ5z1NgxfckrUd+7iotWmxRYIXrw9862YP/h9c9WuO2R5aPoe26+Lh4/6clmUgkEmMiH5KJRCLRgZHpdiKRSPwuIi3JRCKR6EA+JBOJRKID+ZBMJBKJDry5/1/+D5NJx5iI1BMRJYVONSZ7rE6hYFoRv8/tejwr3cDRdenb/mTPdTKYrNyXVKeVOe2LBQRRsjb3xzamrnFnKgxTRfw9poREyeYUPGbSM/UAnHbSJq7sFDKmlTFtxufNRHsWM0SivFGbWJ5D2+fjXn+f40RSoCabOjXq76etSCA61uxxk0gkEmNi5Oh2ZLG0vREi6yqyqNoSXP15W4Kq0fbGmEg5WHSshN/abD/Bsq2ZM2dKqteiTaVkKizJCJO1FKaiTI8J6LR8IgweK69jlJRM+F5pW/vI+uL9ZXFZKku5aEKK14PXnN04L7744qH/5bG4CCMSMZaa82YnyW222WZoW6Owl6mGrd62wpE+7LnnnmV8yimnDH3OYoNf/vKXkvot0VdeeaWMmbge/f7SkkwkEokxMZYl2QeW3NH/4rcO3+RRoT0tm0jmf5lllilzfOuzXLJPnr3Puuvz+Vk+3o2kBj+fzLrxXCMxjIn4dCaifxhtt+/4Iz2/UeBrxOszeA0in2HbdfI87zlajdbNXHjhhcvc008/PXTsPB/2LHd7D/os6Z+M1oHiDLSKjT7rq40R3XbbbZKkNdZYo8zxPuC6+TfUx6hYasjmWm4AxvOj6EnUHmL22WcvY/tqeX5syUCBi6lmWt7uRJlWWpKJRCLRgXxIJhKJRAemhG6bRpNOsJcv+0ob7NnsNgV02jIdKDrkNhP6He94h6S6l29EK2elosusdKJPJgjTpxc4ynbGdchPBl10OwrMUP8y6n/OHtlRh0K2rvA6U7Nzhx12GNo/XUSk09yv22ewrzfdCtGx9K0tXRn8ntEWJI3cGqTT1g1tg383/h0Nbt/HzZ7t7KwaoS1AGK3LVCPpdiKRSIyJfEgmEolEByZVcRO1ZyAiihdR7LbvfOITn5BUNyGPhDKZg0dqxpxGUy5un3lsjsT1UWxG7Nj+wRHIqRJdnQjF9Rq05c8ZbN5+2mmnlTEjt5HLJOrox3WfSIuCqHvhICJpfrpNXnrppaHv8D5ldDuKbJI6u03G1VdfXeaidaTgMuk6aeMxxxwztP8NN9ywjG+66SZJtTuJEV9vq+2eciuTe++9N/yciDIa+ig2QZpt8Lq4FQtdD1F2yShup912221obu655y5jdgY1JuKO+vznPy9Juvnmm3uPhUhLMpFIJDowVuCm7ynelkPneTpo99tvvzK2dUPL5oorrihj9/CmFcM8zBtuuKGMl1hiCUl1ThytwkUXXXToWDhee+21JUnPPPNMmeMbrS+Lf9zAzYUXXljGrrpoq8O1tcJ+5/PNN18Zr7nmmpKkGTNmlDlWOTgnTpLOPPNMSe1tL1wNwlxCWk6uSmKDuIlW3PD62jqJrEMpXmce+/Tp0yVJX/ziF8sccwNtqbKdgK0kSdppp50k1f3d2d/8+eefL2NbkksuuWSZ+9GPflTGvj9ZRXP77beXsa/DAQccEH7uRne0ZNlGI1qLtn7kEbiuiyyyiCTpySef7PwO4TxOqW6rEoHVaw7+bLfddmXu3HPPLWNbpWRCbn4nNb8L1tGz/t33b9R+pQtpSSYSiUQH8iGZSCQSHZgU3X700Ucl1XSC3dTsxCVtZe6eKRO3Sdkpm8DrrbdemXPupCR94xvfkFSXoLm/sCS9//3vHzpu7osBJzvvefyzzTZbGZuyrb/++mWOFNgF9KTgbTlrkVQTc/nsXmhzY0SyV3SS+39JV7gWn/zkJyU16ydJd9xxRxkzr8+U5cYbbyxzpKpeF9Lf6Lj7zqUryMT7Z8stt5QkXXTRRWWOtM5uEQbzotxEgv2hHTgh/YqCjbx2DGrwf03nSMe55i5xJNVkbqHvJa4Hgzw+R8qntblg5pxzzqH/Jd2MygojcJssx1xhhRUk1fcJj8U0n+4wfu78Vkl6z3veI0n66Ec/Wub8rJGae833giRdfvnlZex7qU/AYqKltGlJJhKJRAfyIZlIJBIdmJLo9ve+9z1JddnYu9/97jJ2pK8try6KfhM2kUmB99hjjzImtfE8qZmVe7gtgtR+rbXWktSvJsRjJSWbSHTbdMPrN/j9eeaZR1JNURjBddSzLwLMCC2p1xe+8IUyfuSRRyTVuXikQXfddZek9jxJj9vWJTq/wWvB7zpHM8rBlaSDDjpIknTiiSeGx3P66adLkvbaa68yRxeLx6usskqZY0T3xRdflFRnAHD7yy+//NCx8nOqVPm+3Xnnncsco9e+/0hRieienew9Z7rN+4B47rnnJNVZEn3oK/tdd911y/i6664r4yhThNfbzxBmqtBN4e9T6akvKp9liYlEIjEmJmVJRgGEPkxELdzg24fW1SGHHCJJOvroo8vctGnTyph5YHaO33333eE+XJHAyhO+9W2BHn/88WWOuYHR8rXl7/WpoEeIrHUGJ5Zbbrky/trXviaprrJgntoTTzwhqbaUqcTNXL6DDz5YUqMGLTXWpdQEF3hdeT/YgphrrrnKXFQhQwyuZV8Aoq8CKAoUMehApmOrjVY4rTuvMxXImWO60UYblbGDcbZepTpf1PcP70leU9+/DzzwQJn70Ic+VMZzzDGHpPp60ZJcaKGFyviFF16Q1G6Bj4tIQIPWuANhrJTibzlSJmdFjHN7JWmLLbaQJF166aVlbrHFFitjM8i235+DwwzOpSWZSCQSYyIfkolEItGBKW3fQAGBZZddtowfeughSTUt7JOvp5Pb22V5Ic32L3/5y2W82WabSapLHPn5qquuKqnWDrzkkkvK2DRt7733LnOk3hFmZVkic/FchsZ1I82x8z3KSZWkpZZaSlKdR0kxEErpe1suT5SkXXfdtYxNTxn8YKBhVCn+LoEMBm68PeaF8twsgMK1Ye6sS1kplEI668AEc38dtJAasRWWuW2wwQZlbPcE98H14Jq7fJR5kgyK2SXAezYSqrj11lvLmMHISIymr3UH14ViFf4+AyzMX44CahNp+Xr//feXsduxRMImkvTqq68OHev5559fxl7jvv076ChJK620Uuf/SmlJJhKJRCfyIZlIJBIdGJluU0XE5nib3t38888vSfr5z39e5rgb0qAINqcXWGCBMsfyJEdcSVdIFamX50gjy8ZI461XZ+UWqYmeSw3tZMneqaeeWsYRnW4rEetDFIFlJM7bJUVt26/BCK47OjJKTZcIo5LeFvsWk9q7dJOKK4SjtbzufbmmXWWJ0fGSnjuftS1zwNTapZlS4/aRmvNgZgSpnO+ZY489Ntw+c3PXWWcdSTWtI0X0vcg2CqSrVnFiB84zzjijjH3fU4Nysi4e/z5Iaw877LAydtYIKfg73/nOzm1yjR2x5u+ToMuEEX4jcikwz5fuET+PWCLMNY6Q0e1EIpEYEyNbklHToraKmz6nvS0l5o4RfpMeccQRZc45flJjLTCPjT2IaT05J4vagMwjc+7evPPOW+YiJ3Rf0XxfAIOYTHMvSfr4xz8uqXai0yq2mAXPlW9aO74pvPDhD3+4jPnWdiCDwYlnn3228/gm0qBtlO9T79GBB1qSHPt/yVJ4TaxVyPuEOZdPPfWUpFpwhAE6azs6+CXVQS2r6UuN9iirzCgk4ZxPBg3IGKxcTvZG66gvN5dWqy01njcrVrbffntJdeAp2i5ZBi3k6FlAMQ7m2RqRmA23xeMnvIa85xlMvP766yXV7Gai91yEtCQTiUSiA/mQTCQSiQ5MKk/SDlY6Xfua/0yEinmexessRTKFZKE8S+1mzpxZxnbok7pFOn2Uwu/LKSNMHajbSCd+FHxoW3Kfd1vuoOfbcgWd07bggguWOTrDrWPowJpUUxOKQ7g0jPSVQQ0fV1uQwOfY1mO56zuGaSn3Q1cGez2berftw26FffbZp8w5d1JqqDmDDiypdICPQQuWIv7gBz8oY9NFiq4w5/Lxxx+XVItGUCNxk002kVTnsD722GNlHPVEb9P1vOaaa4aOdSIuHrdvsICIVJcAR/vk/en8Y5b9tu3f92qbsIfzRrlut9xySxlb2MJCMVJdAhkh6XYikUiMiXxIJhKJRAemtFtiX4c20kpGFU19rWAi1VHFO++8U1IdpeaxOE9NamTlKS/P6K/36568Ut35rk/xaCq6JU7ETRHRHEfBJemyyy4rY+d6sgUCt0+XgbtTulSsDcyVjfJD29aiL0I7+P++VxixjiKjLMkkHTUF5n1GOm0XEUvujjrqqDJ2RLWtQ+Hiiy9exs7JZOYA8yud3+j+2ZK09dZbl7FpJe9Dwi0TqPXZl5sbaTy2gd+3S4ulvGyZYPdEX/916jrSHRSpSDEizki5XT/Mj6bLzfc1czLpHrFL48gjjyxzSbcTiURiTEzKkjzrrLMkSbvsskuZs2NbahyvbdUYEfgmcl9i68dJ9VvXVg4dvMyZo7XgNw3fWNSLtM4dz6/vTduHNuvJlnVbj2QfN6sbJgJviyrTFEnwG5pWB4+V1TV+W7c1m/L1YpArCtJMtjc79yE1OZ48RloZ7sXMYAm3bd1MKotH+6YVQg1E5+Mx39H6nZL04x//uIxtNTIf8eGHHy5jWzJU1qfF7iAPraBf/epXZfzKK69IqtebVnNfQ7ZNN920jN23mkEyXidbhfz9RGgL0Pka0tJmxReDs7YUaUFbjZ/b5W+dDNPbZZ4lA5dcQyMtyUQikRgT+ZBMJBKJDowVuOlrydBHtejYZtG6zWXSXoojuISMQhOmIFJdIrbttttKqs1uOt9N2UjdJ5InaTBgwGMdtywx+l/SDdIsXw/ntknSoosuWsamfJS8Z/7obrvtVsbTp0+XVItARDRqXNcEMbgWkVOfLh6KPnj9uQ03RpOaPMKLL764zLHk0nSc15Hlc3aRuORQqvuQ8162u4QtFxjE9JrbhTCIKAeVrgevBY+VbpXonmOrE+Y8GhSCsHam1LjR+JthHqSPhcFAtqVwbi572TO/lfBvkOvOe93zUalj27lQ7CZC0u1EIpEYE/mQTCQSiQ5MSfsGUwNq1JHOuuMco3+MeDmyyj7QzP2zehBVhNjKgXlYzkk78MADy9yhhx5axqYpbcswmc6Qk82T7CtLHDymtuNae+21y3jGjBllbG0/qs+wVQV1LJ1Lyly8qN3GZBWN+vJLpfo8o+tAOu7oLHU/SYddnrbTTjuVOebG2m3A8kLSWZeass0HMzrcBkSqS2QNKueYQlKhiW0M+u41R4RJO9vyJL1G/Jxj54oyZ5Q9xK2ExLJK/lZdQtnndmF028pDUtPKQmroNFWq2J3SmEjOJ2HXGtct6XYikUiMiXxIJhKJRAdGptuMDjt620b7nBTdJs3uyKkjX1JNK70tbp+JvS5NY+SL3eIiUVCa+4ykm5r0UdiJUMlx6Ta/z3M0zeC6Ev6c+1xuueXK2FF/dgkkdWEJo+kpXRd0b5jmRGLMPIbJuikGj837iVSRpKak8sUXXyxzLl+VmogsuxKSqnn73Cbpus+dXTuZGcDorxPOXT4oNWpUknTSSSdJqjsv0tVhIei+NifEZFuGRPc/3Sre7g9/+MMyRzeF3TIsIeY1MJjgzegzswUiFw6zVlxIwGfJHHPMUcZ9kewISbcTiURiTHTXGgHM/fPbtu0p7GAIi+KZg2cn8B133FHmVl555TJ2sf95551X5ugYt1XAoASd7JTdt6Q7c68In0OfA5iWKhs0GbT4+tAW7Ig0GJkH6THfpLQq/dZ3WadUBzJsQXOt2SCNZX4uB6M2H8sp+/IkfS5LLLFEmWMZ30RhC5JlarQcbMkwHzDqqczmdCxxtPVE6425fV4H5ghy+2Qnzo+kJbrNNtuUsduS7LXXXmUuCqy0MbFIT5KIAhttTMnXiccfNZrjd2i9rbjiipLq9hDcl8/B+qRSbc1Te9XnyDxK7st6p3vvvXeZY1sL75f35Lh976W0JBOJRKIT+ZBMJBKJDoyVJ8k8SCps2DF79dVXlznm7jmPjLpuDuZIjUoJVVLoLDboxGcwwhRAanIuSdfZbdAO5bbcqSg/j8ojdh2Qio7bA5l0h/mlER2nQ9zrwXVhwMrHzRIyOs6pz+l98LryvD7wgQ9Iqul6hDbty1GCY1FQKCrPk5r1p0oPlaNefvllSdLhhx9e5pj75/uHqkekhUsvvbSkJugi1SWb3NeFF14oqVax4rm7nzfbIPA6mi5S25L5qg5iTlbDlBTWATquq3MfpcZd1dYz3YpHLAWmi8Zg2Sa7mbq9hNTksFplbBAOErH9COH7ha0i6OYbRcM03G7vfyQSicTvMPIhmUgkEh2YFN22AClVWPq+Qyl8m/ukI4QPKSrJkxrTn83hv/rVr5bxrbfeWsY28xlF6zvla6+9toxNiRgxYyTP+2J0m3lm40bXokj4/vvvX+ZY2mk3B1VceCyO3HKOSjUsyXOkka0uJlIu6WONXBdSLMo7SMGZh+iMiTblKW+H14F0+Uc/+pGkOkthtdVWK+ODDz5YUu2q4X2w5557SqpdNYzWUzzWkVx37xsc261CCk21Jkd3fcxSHSl3l0dejzbR3Wiu7/5nieKyyy4rqcndlOqsFefh8j6MOoS2HQvhdhxtKkB28Tz77LNljmvge4OuAbpfKEZtJN1OJBKJMTFW4IYaeWzKZIuAzbdWWWWVoc8Jtlxwzhtz4ggfMh3QzH+jpeS3Eo+PlpitUb59aKGMWmnTZhH1vdX51rW1yrcn/9fnxbkof5P5jsw1tWX1jne8o8zRmmILAlsGtKAZXHCFSVsriFHRZUnSavS2GRRgQyj3sqY4A9mLLUTmHh5yyCFD/0vLhIEdHxuDBtaglGqdSjMkng+b07nSLPrNSLGeJD/3PcPPI6uaYCsIVqTNO++8kuo8TjI0/y6j/Q/OG7wPLr30UkntrJF5p1FwiCI3O+6449DnfZq2fUhLMpFIJMZEPiQTiUSiAyOXJRI23elYZlmgaSHzHOlApUM+AgvgDQZe7CRnV0FSbFImUxo7oKW6B7JBKsnAj/Xuoh7P3NdEdO34/eh7dMKzNM5g2wGWGLq0jL2po1YPJ5xwQpmjsALppfsksxc3RQwimkLq5PNqo0Cj6HRSS9C9npnH6Bw/qaGYzJeN8vFI6Xg+zoNkPi8DGL7+N910U5ljMIX3h7d7wQUXlDmWh1qHkrm11Ka0dqrL8KR6HS064jYmg6Dm5dlnny2p/q2aYhPO3ZRquu2WH6TLXDeDrg+KYTDIEiGi2HQXkGLbvcHz5jPA91RbifCVV14pqc7pHAVpSSYSiUQH8iGZSCQSHRgruk2tQZa3RWDuk3MaGZ2OWgfMN998ZY50eJ999pFUq/1MFlHLBFJgm+ZXXHFFmaNOoHMS23II28roRgVzuxyZZaSS1Mr0jvsndXc0l+4OnitL9lzGx+/3lb5FkXoiytXrim7T7WKa3UbfI2UcuiLsNqCCDO+/ww47TFKtmWmKL0lPPPGEpDpbYM011yxj0mlTQLqY6A7yOtE9wW3NnDlTUr3ejOIObkeqo/YTyc31b7jt9+uMByou0XXl46aLiog0UmcleA1J87uOha6NSPtyEGlJJhKJRAcmZUk6cMK3bqRtx4oHVhf4DUqnLS1JbtegJeq3ZlsAZDJvLapyM2Bg66ZNwzHCZAUujDarNnor91lndKhbJMS5a1Id6KCOX2S5RFYcczIphmEwJ/MnP/nJ0OfE4HVj7qzzMtsqR2xVvfvd7y5zDPJE4iF0+kf3DANgZjesnGFQ67HHHitjW/8MZlJZ38fK9WD+p4VGeE9GwUxakrw2tFBH7SHfdn+Pawl6DbnWE0GUB9lWxeVmcGZBUv/vL/MkE4lEYkzkQzKRSCQ6MDLd7tP2ixz1r776ahmz6ZEdv9Tjo9Pe1Hvdddctc+6fLUm33367pDqHsI/KMXfKZrnUyL+3LUMf3ejrHz0Zuv22t72tjFluaRrV5lrwNeIcdfwcfGAwiNuPriEDZnSP+LyiZlrS5IJUXY3ATF1JH0lnTRFvueWWMsdSQFNY5jPS0W/dzeeff77MUcDCAY62vFG6m7wmFs2Q4lI//j4iN0LbPWehBwZT2loWRK1WomvDklQGBr1d5hZSJ9bnxRLQRx99tIzZImNU0PVA0RUHaTg3EdilQHdC0u1EIpEYE/mQTCQSiQ6MTLdJfRz9pbYeI9KmtqQgpG2eZ0SO32ek22BuovMs+ygw/ydSsBkF0bkQzjmM2ixI4+dJ9lHYPhUV5kT6GNu2Ga3buBR6Ihi8noxUs6zO6GsHsdhii5WxSzb5HX7uPEFSMapYbbTRRpLaFaJIER1dbWtv0ufC8feYZxnplVKFi9tnRHgi5bIGy1adk0zQtRWVzdqtI9U6mRFmn332Mibl70LbPelWEyyHjvD2t7+9jJl10Lq/kY4qkUgkfkcxsiVJZ78L8yO9P6n/7RWJG0QCGW3wm5hWAZ30VE7uswT73urRsTKwYsuDeWD834m81SeTkxapQPdZhwSvKy2XPkxFJcXgtijwsO+++1b7lWor3cEQikYw98/3FC0yWn/OqWwLRtqC5Hqz+RcDRtHa0OL3vdgWTPFxt1UXeZ6Mi+fNwAaDlEYkejIRtAUWu8Dr5mspSccdd1wZ+3pQuIQwm6Ty/mTQx0AGkZZkIpFIdCAfkolEItGBkel2IpFI/C4iLclEIpHoQD4kE4lEogP5kEwkEokOjNzjhqkPFhhlj4++pGN+7jHTD9jc3fJKTGWIUjMYyme9KEVBnfrRJz/WlhbgFB6mKDFp2wm9TJ/h9vk9b4sJyzxvp3Hw+0yotpQZ989jdToPJc+i84pk56T6Gnnd2oR03RPmm9/8ZrgtX0OmoFDY1UnErMkfTHlhqomPmedGGTYXI3A9XOMsNQnQUf05j5f3XJS+RcmyX/7yl2XMc/eYqTbc75JLLimprv3+zW9+U8ZOZ6Ko9T333FPGbrXM2vMoWV0arZfQRNGXVtYHStBNVkJtViFrtxOJRGJMjBzdZjKsv8I5vhH8Bm1rYxAlsPKtb5UfdrtjYnBUVhhZBVJTiheJBhO0BPnW9VudFiEtiEhAuK0ssU/dJXrr05rxGrS9ff2/m2++eZmbMWNGGUdN77muN998cxmvssoqQ8fKdfUxsuyRVqHX62c/+1mZY+K617WtnFOqy/q8jpEgM7dNi4rH60Tll156qcxxHVy2utJKK5W52267rYwjy5qCxtttt10ZH3PMMUPnw3W2VczfB4/bSeIUR3YHRalZO5ZqthUQTAWidaMl/EZCWpKJRCIxJka2JOmLse+MFl3U/9bWiCTdcccdQ9vkm37XXXctY/fFpvUWCQvQSqMlaql9qbGuIqEHft6nMdfmc919990lSaeffnr4OS1Bny81Dekf9Dw1+Nz3W5JOO+00SbWfjz60SE/y4osvLmMLFzz99NNljo3ELrroojK2tU0xA66BrYm+ElKKMLB0zmyCFtagT5JrY0uRFj9bR9iKtb9Oqn2W999/vyTpQx/6UJljL3cfJ6/dbrvtVsYuhbO4ilT7DHn/+7ip90iBFa8drUeeu/2f9EdT/OHOO++UJK2xxhpljvfUZCzJifgZo5YKsxLj+jzb4OfFRFu9pCWZSCQSHciHZCKRSHRgUu0bTINptpKmmFqQgtBEN7VhOgc13rxddlu89tprRz4+muveL4NF7MJnhzOPj0GYKJjCgJXpBttTRBSY/0OH+5FHHlnGhx566NB5Mci06qqrSpJuuOGGMhe5CaydKNXpUF5XUmCeFymbXRI8L7opvG5t6+7ttulpRikpg3N0kThliGu73nrrlbFVeLgNuiV8zRn4YVDJx8ne43ZvSM3aUv/wlVdeKWMGLkzNN9544zLH/dplwLXhOvpepbuhLWAVfT7VgZsIU0WRpxpJtxOJRGJM5EMykUgkOjByxQ3NadM15sVNpCE6abbBbR1wwAGSpHPOOafMRV0B2/bJiNu8884rSXruuefKHKPyzsUjHWdUPaI+pGmOWLP6oQ2mRKSR7KgXgRFQiwmT9pL+7bHHHpJqN4fPX2rWgOvGbZG677zzzpLq68IMhTXXXHPoXOim8BpzXenScISW13gQEW2kq4DiylG0nIKwvmdISxdYYIEynm+++STV0XxmX3htmBvJ+4jRZ+dJ8toxe+Pss8+W1N610jScbhlWH7l9iiP2ryVGFV8eRdw5ij537XOU/c4KpCWZSCQSHRg5cBPJ5rM/Lx3q/t+2YMhcc80lqZHMl+KcSL5R+ixVHl90rMw54xveliSXgVUZ7vXLKhtu3+f17W9/u8yxLQCd865E4rrQ6vP/cvs81yOOOEJSHVxgcMLWCK1D5ib6fxmgOf/888uYa+TWCdOmTStzzLm8++67JdWNok499dQy9ro8/PDDZY55fU899ZSkOq9xMOeOQStXodAK4T1li5Zzzz77bBmffPLJkqSzzjqrzLEnuQM+ZByPPPJIGXvtmWP6hS98oYx5XA4ysmLsxRdfLGMHhLbddtsyRyvdOgRXXnllmTv33HPL2Lmzl19+eZlruz8nAwak+vpm99WG+15vy6eMrMI2S9G/n7aA8ahWLdkAmVIb0pJMJBKJDuRDMpFIJDowKbptE5u5XQsvvHAZs++uQdkoO9zXXXfdMkfHrimuKZkkPf/880P7YqCBZrcDGFJTujb//POXuVNOOaWMTQdZ4hbROJrlzLOMZLFId7lGdtjvtNNOZW7vvfcu45NOOmnoXLjuphkscVt++eWH9ksK/9BDD5WxgxJcNwYvuMbvf//7JUlnnnlmeCwu2fM5SdIll1xSxk8++aSkuqNflCdJmjgofMJ7Yuutt5YkXXDBBWVuxx13LGO7AujeIMXzfliqSPrvIInvPanOYfU159oxB3XmzJllvNBCC0mq14MuFrso1l577aH9Sw3lZ7CGa+d7ihR+InR7IoEPn+MDDzwwtP/BsUE3h10azCPlPUGXw+OPPy6pDp7RjdUXEJ4MMk8ykUgkxkQ+JBOJRKIDk6LbUZSJmzHNIV2iuW11INJpRlwdySbdmG222crYkXCWjbEEjLl7NuevvvrqMnfdddeV8V577SVJ2myzzcoco6rWCSQFYFTe1IG5n1wLUgvTYX7OdXWuHmkUadZdd90lqdY8jNRlnD0g1TmdzuVbaqmlytwVV1xRxlRSMm3l/k2hpSbCvuWWW5Y5K25LTTkj3RCk06atXIvBW5HX3Pcao8iksFb3+e53v1vmeOzOvbXCFI9RaspiGW1npNuKQUcffXSZW2eddcqY6+Bz4+/j+OOPL2Mr+s8999xljmtjmk5qT3gNSHUnW5ZoFwvzaQnnivLaMD/UbggeC+9559Puv//+ZY7uLrosbr31VklN5oRU59G6DLVtX/4NtmnXRpH4pNuJRCIxJka2JFnJEDlQo14o1KDk597WjTfeWOb4dnJ1C3Uh+caxM5fbp/XHN5GtWVoIfNPamv3IRz5S5qir6O+xosJvR6mxavnG4puKFTGLLLKIJOkrX/lKmaOl5e+1XRIfd1tgx9vi9XF1hiTde++9kmoLh+cVCUbQ0mSQxzmRDKQw+PXTn/5UUh08Ya7rVlttNfT9wUoL5rM5AOBKHam+5pHVxXXydWIVDauovI7cjlmGJF1//fWS6hxYKpdTl9Oak4ccckiZ4zXxtmw5SfXvw9VbDz74YJmj2MvHPvYxSfV91NbjZlREucVSc0247rSA/VtmsJZiNT7vJZZYoszxPuDv3r8hVq/xc98DvKd4z9ma5n1BBhghLclEIpEYE/mQTCQSiQ6MTLfpJKc5bpBOmDrQ7GWJl3OumJf38ssvl7Ed25S/Z8mcTXA2SqIsv2mt1ORH0oSPygpJe5k/57afDMxEjbhYotm2L1N/5lFyvwzCRNvyPky3pJpyebttrhHTFO6TwQvmwrkcjRSY+aF2afC8nR8oNQ510+7BbRnMD6RrQqqpsYUtuA2eh6kzA4A33XRTGZs60+3C8zXNZj4tc2N9H/D7iy22WBlHpaIM8K2++uplvMUWW0iqG51ZUESSFl98cUl1vmHUnoFlomwUNm5ZIq+pg6evvvpqmWNOpoNIDIhtsskmZez14nVmYJXPCO+XuZEM1Jlu83fP3+pk2uYm3U4kEokxkQ/JRCKR6MCk6LZpIxVmGHEy1WJ0kmowprjMg2Oel5VprrnmmjLHntCmXiwhY74UI22mMaSC22yzzdB5UbGFEU5Hv1l2yYibXQukgVwLrpvpABWPGNWcPn26pJrau1RLamgK6TTLDqNuiaZ2UkPv7M7gMUk1zfF60LXASKKPkSpCn/3sZ8vYajm8ri515LGQTg3Sce7PkU+6JBgldcYBqSbzOgf3K9V5kL4mdIWwZM774r1FVwbLN1126P7xg/v1NWNEnCpaLvnkfcbyVefBMp+WeciTodu8D5deeukytouFikfMRXVpKJWDeF7Oglh55ZXLHKPjLsWVpHvuuUdSnRXA8/J5c10JZx5873vfCz+PkHQ7kUgkxsSkLEk71Pkmp2PZ1gktKlo/fivRmc1t2VJkUIECAs6xI1hZQvVqW0c8fmrzucqFbx8KULg6Z6211ipzg0IMg8dPS3TRRRct42eeeUZS7fCn5eLqnqOOOqrMMf/NloWPWaq1L+1cp4VNEQULi9Cq4VuZASHnlzFYw0CJrR1eC+an7rvvvpLqYAwDcREGb0UHMKTGemEAj5anK0a8xlJt6dkip2X9zW9+s4x9nSm64ushNfcMq50OO+ywMt5zzz3L2FUiyyyzTJmjxe57gufHfFXrUdLiIhPzdeDvi6Iss7IRmAN4DMYw99aBHd5zDH6ZiTAPmRYwq7T2228/SfU9w6q7qJKJa+B1iX6fbUhLMpFIJMZEPiQTiUSiA5Oi23bqk6LS7I1k1OkYNm3k3EEHHVTGpuF09FOUwdSe24/aIEiN45dzdIg71+wzn/lMeK7eLs1+BlZ8rqSlDFaQZnhM2X3m4kVS96S4PgdqIvIa+FhI/dlewcEN0mLmt9Fl4muz++67lzm6P0zz6doglV1uueUk1cIhDPL4GOluGKRJpL6+1qTsPHcHAbn2dPE42MhSVubuOnDDz0krTed5H1FghSWKvmY8dwYgnB/8wQ9+sMyx5NPXhO4Pbt/3Gl0xLL+blXTbPd55n1JDdNNNN5VUu3UYJHWgjU3bGNiJ1oVBLLttpCZ429cobCJIup1IJBJjIh+SiUQi0YGx2jewbCwq1SOdZnTP+W9f//rXy9xjjz1Wxi7nolkfRUattiLVJjhVSEyfSFdMBaWmLQBzsxhxMwUmLSC1Nm1kRJv/S3rmpWYkkGWH/py5gFxDUz7mTq6wwgpl7HlGv5nXZxrPTACC62bKQ7pNbT+XmS244IJljjqBVq1hVgDdFI5kuke1NEyjeH9F+ayM7NuFwrXldXAOHcvjSHFN9XntZ8yYUca+5lSm4rWzRqrU5PdSQ5F9t73+VMZhF0efq6PcUl0KaLcJS1KZszwr6bZBFS5mEHi9GbGOIu10cfG3wt+wswHo8qA7x8+FthYdk0HS7UQikRgTb+7/l/8Dq0T8hmY+FJW/I903BkP8JuL36ez124VvEX7fFgAFCljs/7Wvfa2MbZ3wTUiLxpYWBTJY6eE3NM+fsAXdpwEpNW9Q6hiyr7Hz9qgszjcwhQGM++67r4wdqKCoBHMFraS9+eablzla8ITXloEQCgs4qMHgyCc/+ckyPvTQQyXVVSsMDB133HHhfglu+6qrrpJU52UykOTcUlpvEXgMVhuXmnuNLIHWmS3fgw8+uMyR3dBqtQVIZX5Wj2200UaSauuTY+dEtuVZmhVFTbgGYQEIaleSMfT1nXaQkL+16Lcc3ZtSw9B4H7ESisErW/NUfGcVmAN141qPE0VakolEItGBfEgmEolEB0YO3NCcNsXsM/cvu+yyMt5ll12anf4/Cso2CRZ3kBq6TTpFuvzoo49KqssHWYDPPEHTbVL7qFSOZWGkNs5547nS3Pf2mc9Iihtpb1JnkHTb9JL7P+OMM8rYuaQMPrDE0JeSOZ1ugCU1uWpsC+A8OKkWmzDlO/HEE8sc3R8rrriipDrnkjmPPhYeH4N7XkOe62Dght/1/5188slljtfftJDHwDxD60F+/vOfL3NsHmcxFlLRDTbYoIy9TszhI/WnBqPvJQalmNtq1w5dHVGPcN7HhNeWP91x8ySjlg1EW0O3adOmSZI+97nPlTnmNFvohAIgdInwuWI3GH/3USOvzJNMJBKJ1xHyIZlIJBIdGJluk26akpDakErZNKeJTnPbGnTMwSO1OuGEEyTVdIRRLtNxRk5JW0k3TGNotlN70v/bRjdM87hNLpkpEXPD2sox/b/cPj+3S4Fd+g488MAydrSVbgpSQl8PRlp5DXxcjN6T2kSamnRD8BqYejMCywiq15vrxvGqq64qqc5fHZTfJxWL1o7S/6bL66+/fpljRNlRbefFSnVuoj9nDirdMo7OOjIt1XmczO0zJeexMrfQa8c8SXYONd1mFJn3ifN8mdnA39+4eZJRfjN/H/yt/vznP5dUu3W4bs5K4PnRbRP183Y3SakuDZ0KJN1OJBKJMZEPyUQikejAyHSbydSRqGUUxSXYXN3CqSyriiKZ7jon1dTc3RCZlM3EY1JE0zCK31I9xjQ5KrvkcbM5O6OO0VqQZnFdvI+2z01d2VaACcteFyY0k1L6uJm4yzI600PSVFI6Rlh9XnRNOEIsNa4Bqr+wJNBJxLy9uP0oM2Iwakla5jGjuKS7Ph524GTGg++vPfbYo8wxUu0kcpbMMWJrtwS7EtIdwDW3+DFdIVS+sTuJJZ3ELbfcIql2Z0UuFK5t1E1xViBS9OL2ff/y+cDz8nozQZzXjW1Z/Lt2+a0Ulzu3wcfA7JI+JN1OJBKJMTFyWSKtAD+x+ebnE9ljBlPuuuuuoW2yPzYtAAs80Gn7iU98ooydZ8i3a1v7BOevUTSCb5q+t66Pm8IHLGezNUtLgmCZm4+Xb0oGQ1z6RWuJ+Xe2LBjg4Lm6GRMDKLTu1ltvPUn1deF5UaTAlhlFHKgXaXESBnt4D9jaoSVA6zFqWjYIWicWhWDrC1rZDmKwyRmDNM4BpfXIe8o5eiyZo/Xj68z15DrS6vM6UW+SZZi2UFnGycCfx9SL5P3rwButx6mCr09b4NLPBTKO6PfRZt3xHM0c+1hpG7yPNmGdySItyUQikehAPiQTiUSiAyPTbZrYNmsjB67UOLRJjUghbQ6zfy+dvc4po54k8/2srkJTnZ8vv/zyZWyaQuWfPtpHN8KGG24oqZafp+PZlKeNIkT5a6S1LIOzw5/HwrLA448/fuj4Tj/99DJ2yR3bXjBI5e+RklLdhZTIDvV55pknPC8HdqhSFOVE0o1CpSeXq3XRbR6PaRPvGdLxl19+WVJ9n9m9IDWtGrxfqQ4GXnnllZLq8tULLrigjL1flhoyAEbq63JFlk1GbSq4dqTTvk4sSWVZrs+F7qZx0UdRI1eK1JwLf4u8D9yK5dlnny1z7GHPNfL3JtLtkPD3ZwXFJtKSTCQSiQ7kQzKRSCQ6MDLdjqLAbTLqjiSy5IwU0TSJkVlGeW1uM2LMiLBBWk2pe7YncDSS0cNI0Yd0gjTu3nvvHTp+5m8ypzECqbnpI/P/6AbwevJzqvSYHjqKLdVlhabGpJTcvtWTSH0YnSaNMjWmu2DppZcu4zvuuEODYImi90tqRarsXFnSzEHQFeFryvWkapGvs/NipVp5yteZ9zGPzdvabbfdylzUHoT08KSTTipjt4eQGsrO+5DuJGdMkFZybX3fH3300WWO6kcPPfSQpGYNZwX6KGpU6st5fs77yKK+VAaiChafAc7ZnazKz4gp3xNGWpKJRCLRgUkFbgy+1S2fLzVNj/g5LQYX8Ee5lVLzJqGzm3qTkfgCWxJwv8zzM2ip2fnd9vbycfP4nnrqqTK29dcW4KAF67c1nfC0xh0sYX4d+3a7UoMBh5kzZ5ax80r5pmfww2/1ueeeO9w/t2ULk1UlRx55ZBmvttpqGgSbjvnacd2YV2hrnpbEIGjF2spgkzMGSxywcaBNaoIGUsMIOEchBQuJ8N6hwIoDXLQk2WaDTdCsl0j2wx7i/l/m0FJYw78PXpstt9yyjH2Mk82T5G+RwaMutFXcRNqWvEbuh87fF/ud81ii82nLz4zge6rPKqalOwrSkkwkEokO5EMykUgkOjCywAVpiE1gUrnImUvRCTrUPWYAgl3bvC93D5TqYInbFzB4cPnll5cxzW3TJJr1pPE2vfkdOtTPO+88SXXf5KhbHEss2WWPASWXq7VRHB9DW2DH7gWuNbUlTR9JkamZaO0/luMxv4102OV77JtNMYJLLrlEUq3pSZES52yyRQIDZhYciTpbGvvuu28Zuxsnj5fbs1uDWobctscsK6Rgx/333y+pFk3Zfvvty9huAedTSvX9x8CErznLDplzaZcA7w0GC03N+TldD6azLP9jzuRUCFxwrXmd/DndAaeeemoZ+3sUWuHx8XvOqW1zw0VgkNL3VFs3RXdxdUntKNuX0pJMJBKJTuRDMpFIJDowMt1mKZtNZJZw0Zw2tSWtZCTPlImNydnBz1Fa5qmRyrkEjRT68MMPL2NSX1ObNjptlwBNdErxW2mGn0cliKRDVCQijTJNacvJNFVkHtniiy9exqbDLFdz9FBqrhFpGmXzTSV5LnQdRNFkngs/93pS/YVai5deeunQvrgtHwvp8yBNYu6hXRh0lfCecr4oXTh0Kzj6zSwMUm/TaObm2tUiSWussYak2hXC+5sqVz4Prq1LTvk5XQPUOzWN57Gw26LdUczuoIuHx9imTtUF0mF3PKXrgK4t56Jy//z9OBOE7rLzzz+/jPlbYubBZI511DxJus5Y1tuGtCQTiUSiAyNbkpEzmE5u5jg5GEIrI1JOpmXBN4qrTKgnace61Ig2ME/NVQiStOmmm5ax38A8TQcwpOatTh1BWm8+LjbkojJ4tHy0WimyYKuuzbHubfG8bDVLTQUKrS8Gz/oupYMsfJO3CRtEDdKipma0IFgh40ZfF154YZmj5e99Mbg3GNBaaaWVytjVQm1OfVttZBF06tsKZ17mT3/60zL2OvJ8mU/nihf3PpfqABmFNdz33EIsUt0r3cfKwKTXS2osMebDUgHeQSr+vhj4nJWBmwjcvkVsWMXFgJIDgKzGciNASZoxY0YZ20LmNYryl2kp8/4zeE915eFKGbhJJBKJsZEPyUQikejApPpum2bQFKZZayrFoALzuNwAzOVbUq0daYc66QxhMQKWgl1xxRVlTOd9pDFHWrj33ntLqntd0+HuwAoDBoTpWVsrC1JM/y8pMqmB14hOfjrBXc5FNwTdBNaRZP4f6Yyd7zy/tnJMn8M999xT5thz2vcD8zijcjBSM7pXfCxf+tKXytxgkIH3T3QdGMxzKZ8DDVKdw+kyyrYmay7VZH9sOvVNfSkqQQrNa+5jZHkpg0B28TDwwmBi1IaA94kbjLE5HdtSzEq67d8gg3YMfPj6U4yDfd2tnUoXGH+ffWWRXAMH6tp+i5NB0u1EIpEYE/mQTCQSiQ6MTLcZ9fOY9CoqVeKm119//TJ2TmRUcic1+XHcJtV0bHbTrCdFjXQuo9xHHmsbRfG22ii0o/akZqQjzH9zLinPizTK58h8QWoinnnmmUPHyqinuyTy+1SiMfVpU3Shgo7LAHl83K63QepON4LLIT/zmc+UOd4vPldmSAzSbUa3HT3lfUC67etA+sa1scIRy2tdpsbtM1q63HLLlbGvHbfP9WBZokthmaXASLq/RypJd5VLQd0BUqpdFdapZB4p3Qjj0u2+3ENqXzKrJJrz/7b1d5/M/scFsxZG6dGdlmQikUh0YGRLkjp6DrIwD4zVD7YO2ASq2mlgabLyxG97Bnv4ua0GWgXHHntsGdOS83G19eh2/hzzEXlczslibmJURcMgExWzr7vuujK22AMtSea6RX21aW143bjuK6+88tC+aElHTZV4/Pw+leR9Pm3N1mxhMv+V6+Zr0yfmQeET5vpJ0n777VfGzu3k+TBfzmvK44l0Q9nHnBU3rgzhfRxVq3DtmE/LijGvP4MdvD9sSdGK4Tq5Eof3LM/bx8XGatTy5PUfVXF8shZbpOHYZwmygRrZ5GT2NS4ycJNIJBJjIh+SiUQi0YGR6XYikUj8LiItyUQikehAPiQTiUSiA/mQTCQSiQ7kQzKRSCQ6kA/JRCKR6EA+JBOJRKID+ZBMJBKJDuRDMpFIJDqQD8lEIpHowP8HYTM8rTObk6sAAAAASUVORK5CYII=", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 880, D: 1.336, G:1.015\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 1, Iter: 920, D: 1.381, G:1.695\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 940, D: 1.134, G:1.427\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 960, D: 1.202, G:5.209\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 980, D: 2.34, G:0.1736\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1000, D: 1.087, G:1.454\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1020, D: 1.043, G:1.649\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1040, D: 1.081, G:1.226\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1060, D: 1.148, G:1.164\n" - ] - }, - { - "data": { - "image/png": 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03WWXXcrYyy+/XGR7EmsVaIiowyDTyZhKZ5xyyilF/tznPjfI9BuoVfEx9a5VNjHNIkUlBTc1JV3htZzu5nhJqXl/jvtjtR+2I2Ax3/e+972SpDnmmKOMsVWEKTvnGsV/1ry20R7pNzdMhpe2VsQ1ik10iwqp57nn56bNkvSJT3yiyJ73b3/72zLGVFGbk1iIdlRMK++29yIr+7A9iGOd6cnvKrS82mqrFdkdPicL6d1OJBKJETGpcZLDZKkwuX3jjTeW1OxxHGmKblcgNTNH2L7AGRQ2pkvNog1uf8CMgAjD3Cu1DTpurFXyeMbiWeujthNlH1A7pePFxnFec9dddy3yFltsIUk66KCDwns5/PDDi+z1ohOIDh/LfK68LjVMI1pDxs/R+dH//QhdjsEucL7ROh966KFFdgELOrf23nvvIp9//vlF9rwXXnjhMkaNPsq06ZpLhJrjclrHSbIFhjVNOqaIVVddtcje9+x3PtlITTKRSCRGRL4kE4lEogUT5riJqFSNotopwJQkUkw7GBg76bg9qRe/xj7RNMIzLWreeeeV1Ix/8/X75xDdi2nCMEb2qMNh/7gRpRjWqLupC++VRnDHlb766qtj5i9Jyy23nKSmg4R0l60gTOUuv/zyMsbUUBdvqJkG3v72t0tqrlvXVhvWcdMVYzqRsLOQpgqbhaTmnnM9SZqLnnnmmSLPM888kuoU2+m6URuTGqaV42b11VeXJN16661T7ZoTiaTbiUQiMSLyJZlIJBItmG7qSUbUqUbXl1xySUnN9EJ+t81jOizsMWbsYRdqcZJdZojI+x3F9fF4fu64vllmmWXMMZJ04oknSmp2DGS6mDsCStJhhx0mSfr7v//7Mkbq7POSJtJT72fIY6IIBdLkqREn2QXOkbKjL/bZZ58yxrTZ7bffvsiupRmlpBJ8zjZPSN2mnSiVdnqqAvRWQtLtRCKRGBEDF7jgr6odAHffffe4LhrFJjIjwUbu2lv+wQcflFRvmDWq9kgMo0FGqFUZN6LakRyLYi5533vssUeRzzjjDEnNIg6u5ydJF198saSmxkiHAhtTRQ4rnjd6NlHxiWHqfE5tMLZxu+22k9TU+LjO7iXNPtGrrLJKkaM9N0yF7WEcg9N6HccT0/lWRmqSiUQi0YJ8SSYSiUQLponjxgb+8dYGnHXWWSU1GzVNNujAYA3FCF2Om1p8X7TGkROHx0QG/1oBD6fJsUEV4yzZfsHXookgmmut6ZlpGPt683lF225qOG7GW7/QZpdBajzaNDVqSwaaaqI0T2J6ddxMdr3WtmsOct103CQSicSIyJdkIpFItGBS6HZEp8dDc4bxotFj+5Of/KTIrrHIykCTjYmk213rFh3jOD2pWZElilMkHeYaOTWOXtcoprFGtz2v2nOL5t1PT6cFbRxmn9ZMMBNFt4fB9Eq3I0zNdNIuJN1OJBKJETEpmmTUsGoiYY1lWsVodWkbw/yq83P3aab2x4rq0TH8JbYGWXMs+bjanIb5Vbe2xHutyQY1TTuEajUR2+YZYauttpLUiwUdFjvssIOkZu/xtxLeSprk9ITUJBOJRGJE5EsykUgkWjAw3U4kEok/RaQmmUgkEi3Il2QikUi0IF+SiUQi0YKBS6UxVMNFXZn3+8ILL4w5ZpiWssNgjjnmkNRszVkLB3Ih2trnXWEvUWAwQ1ls0uXnNPOyVJmD7BmmstJKKxU5yocmotAn5vc6XIj3NMwzYD8clkVrA4v+8vy+LnO/uwor9z8Lntv5+sxFZ6hUtDZRO1/OhznuTnzgPfD6USgWwfvwOWqhOH6+3pv95/czZb52FLg+SEtZ/48yLz/RQ4YAJRKJxIgY2LvNX2X/4tc0j6hNAbXOroomUeWQKICbFXC6CsJSK/jpT39aZJfg/9nPflbGPvKRjxTZZfujlDspbqnAeUeaVm3JuzRJo6aBuLUAu0hG3RgHQaRBc727nuF40s3675v3aZkaURRAHT0bgs8jap/ADoXRM+cxPH9XADdbW/iZUeuN0jv5eaSFkyXU5jItUiTfSkhNMpFIJEbEuNIS3//+90tq1taLfrWJueaaq8jPPvuspHqiu7VOap/8hfeUB7G3Wdsd1MZWQ01rtoZDja6WIrbUUktJkh544IHwGlE65zA2xa56lF3H8Hl4rvfff38Zi7TDYZqadc2l/3POJ7o3zoffbZsPz+MiHlJPM6a2zF7aUXESnitqzkZNlHvGz5H93998880x56rtI98350Kt862ellhjSsZ4a4JGSE0ykUgkRkS+JBOJRKIFA9Nt0j4f4lqNkvTqq68W+Y477pAkLbbYYmWMNQ5NzWtUMqIbNHx3deXjcb4uQ0fYAdEmg9rx5513niTpxRdfLGNf+cpXxlyfGG9FFlM90rQ999yzyEceeaQk6Zvf/GYZY79no6slQ81hEKHWh9pzrDlSPIdhzBz9c+H1vI6kmDTx+Ls0i5BOv/766415SU3nU+T4ieg6nw3vPTIdcYwU0sdxLqSVUddMOpz8/DjXPya6PTWRdDuRSCRGRL4kE4lEogXj8m47S+TOO+8sY8stt1yR1113XUlNWkpqYxpCik2aZOpBWj3PPPMU2W0GeAzpxuyzz17kz3/+85KknXbaKfzub3/7W0nSDDPMoAhdLReilgi1+LZf/OIXknrRAVKThpke/vrXvy5jpGQ+b5eX+9prry3yJptsUmRnbXD+jBqoZQ1F+NznPidJOuWUU1q/RzMJ90B0D/3XJLX1eVhQmBkzCy20kCTp7rvvLmOR2aFGRT0+00wzlTFTdKlJd6P5Rp7/Wqyoiyu/8cYb4edGLaMmihyoZdxMLXS1WhmkZcO0KKaddDuRSCRGxMCaJHOE/as8TEOfyCBOzeK5554r8jXXXCOpqUkecsghRfYv8Q9+8IMy9tGPfrTIUUwjNRDGpM0333ySmvdHg7+1v9oyeXzRRRctY48++miRx/OrzuZczATyejPOcsMNNxwzV2q3jE919hDzxZlddPbZZ4+Zd1tutSRddtllRd5ss82q91SD6wBIY/uoR7GPtXxq33NN+/Jx1NwJn4vaJ9f2tttukyStsMIKZeyee+4pMrVOw/tUau45z6srY63rX5NxltRKJ1uT5Br5XvhcDjzwwCLbyciGcsy5j3Lpuc+iViQZJ5lIJBLTEfIlmUgkEi0YmG6z5JfT5moGVlMHlndiqp3p4rzzzlvG1lprrSK76MSxxx5bxr7whS8U2Y6NL37xi2Vs5plnLnJE0zhX0uElllhCUjMdbcEFFyyyi2GQItDxEhnfIxooxYUJSAlN82lmiCgZ41NZLs40yGXF+ufn85uWS03HCu/L912L+YyKmHTFhw6blkhnmtefa8dnaqrGtfvUpz5V5BtuuEFSc+24Nk5BXHvttcuYnXpS79mdc845Zeypp54qMs1F119/vSTp8ccfL2NRL/RaUQpfK+ouKcWOz67+7cMgMq3RAei1lHp77stf/nIZ+9a3vlXkZ555RlLTNOFSh5K0yiqrFPmHP/yhpMnrshoh6XYikUiMiHxJJhKJRAvGFSdpylPzaEenPPzww4t82GGHSWrGtLHuob2wW2+9dRl77bXXimxPNukQwRRCexhr6WzPP/+8pGac5/e+970iL7300mPOT+rEdEeji3Zy7Nxzzy3yDjvsMOZ4wiYFHs9KNS+//LKkJt2mvPPOO0uSnnjiiTLmikz9sr2RnEuUmkpKSNjk4OgBqUe9eByfRf99R3uO3yEd914gBafH1TKfJz2ursX57W9/u4xtvPHGRV588cUlNSMqzjjjjCIfccQRRT7ggAMkNffJvffeO+a6tT1pDzw/51xNh6PKQtLEerd9Lpqz6Mm3h53/B3wvbLTRRpKkq6++uozRHLX++usX+fbbb5fUNAF1xZKOiqTbiUQiMSLGpUkuvPDCkpoGVmtk/d81+Ovj7BdqNHQmRBW8P/ShDxXZzgr+0vIX6corryzyd77znTGfU8NwJg/nTI3K4w8++GAZW3bZZYvsOVKD6TKiMw6TGS9RFWneo79LDXyDDTYoso3svD4dGXZYLbnkkmWMWVGMWWRhDSPKqqA2x/g5P08e05XR06ZJGpFTgd/lOchO1lhjDUlN9sF6qDfeeKOkZqwmM7fsmOE9cp/QAbHllltKau4Jntf7l1o+4yh9X9ynUY+aWsbPqJokC8D4f7zmJLJDl4yGa2QN2fVJpV7MqdTUKmebbTZJTa10mHqk40FqkolEIjEi8iWZSCQSLRgX3TZlYYEBUoOolYNrTErSyiuvLKmp6kb18mqI2n8us8wyRWa6o2PV6HSgs8QxX6ZjkrT33nsX2SmCpBPDFGrgupn+0Qj/8MMPF/ljH/uYpGYq4UMPPVRkUxten/GbNqIzbTGqr8giDqT+nLeP4/Fcg2233VaSdOutt5axGWecsciOeasV44hMC231JD0PjpGCmrbRPEGn0U9+8hNJzXg9mlBMkfk8uA8du0u6f/LJJxf58ssvL/LRRx8tSfrMZz5TxlyAQ+rRdDak472YrtIUQ3Q5vbrodldaX2RWOeuss8rYrrvuWmSvN9eKjhffI9eN/39nnnlmkb1/6OSabCTdTiQSiRGRL8lEIpFowbjo9qhd+Vx5hh7xYa4fdUukF/erX/1qkQ866CBJzWoiTCdzWiJT8khnTSNY0eWXv/xlkU1xGc813vYNEbbaaqsiX3XVVZKa9SZJh00l55xzzjJ24YUXFtmebM6v1pkxSqEk/XO0wnbbbVfG7rvvviL7Gl1dNNuqDHXFSUZxuqTb9NZ7Ho7bk6TPfvazRXZaHVNlaV5w/CRp5eqrr15kmkjsNafnltWWfC7HA3N+vAeORR5jYmrWk+wyrRGey/e///0y5v85qWlOcly0432lyfFoE0m3E4lEYkTE6RIBWLuOmlQEx/HZ2C0139iDapCs/UetYc0115TUNHbzuwcffHCRb775Zkm92E6peS/OwKBGRSfOLbfcIqke+R9VJh8vHEv22GOPlbHvfve7Rfav9gknnFDGWLvPWUN2jEnSXXfdVeSowRQRxWfaASM149usjdPxw5hJx/11aTWDagqRg6BL0+Sz8fOlY4bxpieddJKk5j4hzFSo0VFzZpyk58V95CZuUs+xwT3Le/G+jhqhST1NLupJPTVA7dGFYeiMJOz4XGCBBcoYtf3555+/yF4XFpuJzjvZ2mU/UpNMJBKJFuRLMpFIJFowLseN1WXSNqrQrhfHGnukYkwHM1iPzgUsWE/SLR2kXhwVjeWOMZSajhfTI8YTsqZg1MObiNLdiGgtuhw3XXSC4Hnd25xpY6R/m266qaSeg0fqFQ2QpNVWW01SdyMxqdfi4aijjipjdAiZKtI5QpNFROlrdTSN/jXmnoqeQ1Rwg9dlMQs7uxgjyrqHpq7sac60wf33319Sk66zaAPTbh1ny2IZbO+x3nrrSYpTDfvvwYjSO2tpi5PtuOFc7Djk/f3oRz8qsmNF+f9NMwGLydhJyf+J2hpNFNJxk0gkEiMiX5KJRCLRgoG92119dQmngFHtjyg2ceihhxbZx/EYto+wRzVqKSE16YrP4WpAUpNi2yvJtMmo8oh7fUtNuj4MTB9ZBzDqDU1EfaBZL9OVUyTpuuuuk9S8f1b86aLZrJDjZ8AWHKRJF1100Zj50bxiMP6UURFureDogwhcmyjtkHvSn3PPsfaja0OSCjKG1BWSolRGqWfCYfqh14DHS709t+OOO5Yx1it1zCTnEpkWIu895UHMJpMB/v87dpYxn6wda9Mb/6dYEYnVv/x/MTX7bg+C1CQTiUSiBQNrkny7ux8xnSmMp3OV55tuuqmMMTbRMXT8dWF/aVd0dhEFqWkkt8bFX1I7NaRmdoMdC9T+6PhwHGFX0n9Ne7TWNoix3HPhvUaNwJjZwqwPX4N1DvldazucfxTTSq2Emhw1WcdBMgOFWqF7dNsJIUmnnnpqkVdddVVJzT1AbWnKlCmS2rWGqFEW1ytyIETZUpK0/PLLS2rG7rIQgwtQcB9RS37hhRckNTWf8847r8hkJ84uoWbOKuZuqhVlOEk9DZqMg5/7XukAnJrgvF3khnuH9+r4U87/6aefLvIFF1xQZD47g/+rXWx0UESNAlu/PyFXTSQSiT9S5EsykUgkWjBSgYuuQ9/97ncXmbQxQmSQJ33bZZddWo9nkylSY8cOMt2MBTAGvZeu/tL8vNZ+oesajj0kDdx9992LbCfKfvvtFx7v+95+++3LGNMGbRK57LLLyhipP4uAfPjDH5bUrE251157FdnmE8YNMnUzih/tcv611ZP0Z7UapKaodC7xmXgdTLulZkqce2XzmqSNfjY0+2yxxRZFZm1VU2+aQpgqGtWJrDUFM1jIxOfnMVOzwEWEKK1S6q0n40i/8Y1vFJkptqbbNJfRITQZyDjJRCKRGBH5kkwkEokWDOzdJqyiUt2nWuz0NXqrWPEk6oZIWmbK5NS4GlgSnjSL1/I4eygz3cznsPeyHxHNiz6vgZ+bEnJ+pF6eK+kWvc/29rslhdRMzfR3aU5wFSOpF1XAdTPNlJq1Fv08+N0777yzyK5wQxrFdgaeA73riy22WJFJ42vgnvCacYyU3XuKtI9xlo6jZfsG9nK3qcBeeakXy8lr8X5IzXlvblnAuojuxS316Ca7bjJFMjJVRJ7fWjWnaQGaPhi/bOrMqAGmHXKv+374LhkmPnuykJpkIpFItCBfkolEItGCcXm3TX1q3doMpsTRu+cOaQy2jYqp8pr83IHOiyyySBkj9WflG3fEu+SSS8oYVXgHSDPo2cHsUq9ROukOKWiEUds3sKLRE088MUZm+t/Xv/71IjvQmdVvGKzrVgvnnHNOGVtwwQWLTBrve2CBZNJTg/Q08mTTU98V4dC/h7jO9pjy2UWVlyKzjtTbH0yz5LOxt55dN5ksYXBtGVhOL//pp58uqUkbGVHgAGmaePi/5FRTBk/z88i0UPPqTwZoZvDz2HzzzcsYU3xddJfPgl0qaabw/makANeg61U1nnTN9G4nEonEiJiURmCOj2TKGh0Ep5xyiqReGwap17pA6v0CUzuM4shYI5KNugjPhQ21dtpppyI7Ha2m/VlbYTobmxr5OKaIMUUtWivG5zGdMwLv23PhWjJuz2tArYNxkieeeKKkpvbIe2GJfReHYGocizh84QtfkNTUhqIWF7V1jbZd/1i0duztbUeU1N1Gw+dmDC01Y8YhRmOOs6WmueeeexbZfbulXiwmnwO1K8f0UvvjXo7um/fnPcHju9hL19qPCu5TOgDdXoTrxvRWPgOvV00Tnox5pyaZSCQSIyJfkolEItGCgen24osvXuRHHnlEUhyPKPUM7jw1DdeurUd6x66ApsC1VCen3bE8PqkRKWL0OesE7rDDDo17kpoOBlMDdr5jN8Mnn3xSUr09Be9hhRVWkNSkuFFFEjokeLyrCLEeHx0RTitkHBqN4K4exFRExjm+4x3vKLLj9tijfN999y2yK+TQSO72EFKvtiWdL5TtCOP8SDmlmEJzT0WmiNrxjt3jNRjb5/tg7CK7KdrZQgcee0ZzT7mft9uQSE3q7So4nAsrDtmJREdalN5KEw/jbadFWiIdo+zF7j1HByD/F3nf/g4rhkX/SxNZRzPpdiKRSIyIfEkmEolECwam21SRP/e5z0mSjjnmmPC7TvsjlbOXS5IOO+wwSfUUM9My0gZWqHH628EHH1zGSJ0Ie9ivvPLKMsbYQscRksKee+65Y667zTbblLFhUhF5D6ZspOb0CNtkUeugaMq1/vrrl7Frr722yPbkk8a5mo/U80STrtATT7rtee+xxx5ljCYTP2O2SIjmWkudcywoPeZt3RIdj8fzUfbauiti/+dOUayluUUmIsImHHrzSQW51/18b7jhhjLGVhHeU2w5QtMATVdtqKX1DkO3B62CFR0j9eJgWWWL1N97kh08WTSa922TBGNObXqT4tTMUdMWk24nEonEiBhYk+SvujM+qIWstdZaRbZ2xM+vuOKKIjvmkL14mQVi0FnDYgX+xaEjgL+k7AVtgzqLPrBR0dxzzy2p+SvEIggzzzyzpGbmSNSrm4Uo6OSJWgywwIZjRqVm3KgxTJ1LrxF/cVmUwplO7C29zjrrFJmZSj4vNQTGV7IJVnSuG2+8sXXe0TmZXSQ1184aBzUPPmdreLV4QMs8JwsxeP9wHzhbROo5FrmPqaXTsWmHCvcBtUY7KPg/FWmSXQUsOD8W05hsxw2dbc5IYw1INvXz/zqLhZB9cH96Pdnfnayoi50Milodzur3R7paIpFI/JEjX5KJRCLRgoHpNlsxWMVmJzOq+64Dydgw0hzHCfL42267rcgujEG1mtTbHfzYC5vfZezVfffdJ6lJB2hwN/VlvCGp4vnnny9J+trXvlbGxlNDUooN8qQuLvgxWSlkfgasbch0OjpRHD/KOfu5S70iIKeddloZY5qeO2ayPD97T9uk0UZ9omIWUVEKqVfnkbG73DMeJ53mtU3x6ADk9e0kZFokz8X0UsdP0tFFZ5udGHSUkY57/9Kpx7l4nUjRea+TTbd5fsc683+Kz9F0m+vzoQ99qMiMT7b5hHScabVR24toXsP8z6TjJpFIJEZEviQTiUSiBeOqAmSwOTvj6UyrWPmElT+c+sV6kuxiZ+8f05tI5RyHxrQxxnFSRXf8GqkVvcsuK0+KQC+zOwRyLKJkXEamRXZRn67UuvGA8yMlM83bbLPNyth8881XZNZP9BrRq897sWf4pZdeKmOMmz3ooIMkxR5mqRcr51YH/Z9LzWdq2l87X5Te2RVDx7qhfv6sYMN6pd6LbEPAeD7GvtpUwSiIiPpHlbOkXlosoxSitMRavdWpmZboa3GfcR87ppqVqwimbjJCJEL0quK9OtolSkse5pz9SE0ykUgkWjCwJknYGVH7JXTdQjoFCMceMo5sxRVXLLJ/tRl7xmIC/lU9+uijy9gRRxxRZMZEWgPlr1v0qzdsrcN+RDUoOVeeIyqs0H/coNe6//77i8yanAYdGV4XPqudd965yGxyZU1xVCeSq2z3n99ZRbV165+7nYB0sNGQH8XQRTUYqZ2y0Ih7aDNGj/vPmVssfsJCJ9TkHPvKGL8oi6prbWs1XKNCD7WMm/E4M4hoXVlb1WwuWmupt4/sbJWazhpq25GGPBk1JInUJBOJRGJE5EsykUgkWjAw3WZMV5SWF6HmlHAKI5tvsfmVaQxjDKPk9hqorpsGDJP8HtUxZMwnnRmRkbjmUBiUOtQM754XCwSwjmH/9/qv6aZLNF3wu6RvdtzQUTEe6rPKKqsUmWmPEfrPHz0HmioGLQTBc3FtaXZw0YkNN9ywjDFlzrG/7GPONhys/TjPPPNIasadcm29f2rNu7wObEnCAiy+F64Xzz814yS79sQSSywhqbnnJhvDzC/pdiKRSIyIfEkmEolECwam26Q5pq41qjbHHHNIasbAseKKa/6xchCpt8H2DOx26ClHfZelprpt0wDL8rtbndSjw4xj47nsQWXsZRdG7bs9TLe4qH3D/vvvX8aOPfbY1vMfddRRRT7kkEOKHMWcRWaEmkc+ospRxZU273a0Dl1xpZGpRerFTNb6p/u8TGklxfXc6XFneh3NHvag8/r0bkf7l/fla3CuUVoi5zJMbO5kYBiKW4tfHdUTPx4k3U4kEokRMVLGDcFfB2d2bLDBBuObVMcvyuWXXy6pF48pSQ888MDA5+cvvLVZNiLrilek1uAEf/4ijjf7wdosNZxIK62ti+cdVfTun1cXfFztmPHU9qMjjpq70X9fXeyF31911VUlSVOmTAmv0TXflVdeWVLTWRPF00ZFN6SmY68LUZYW90mkcTO+0+yo5sQaZs95XWqZTH/sSE0ykUgkRkS+JBOJRKIF40pLTCQSiT8VpCaZSCQSLciXZCKRSLQgX5KJRCLRgj/v/sr/geEGznllACt7dERhBQxL8OcML2GIg8dr/UiicI5aa8jI5BrlU9eClB2uwRCPqDdJrVcLx12Oi+FKbHZvDBOYO8x3XaLutdde6zwmKofHazm8pnZ9h89wLaKeNET/XLh2zmNmqbKusJeu8CkGY3uv1dajK/xqIk370f6Owqdqgfgc9xoxGSIKv5qamIxC0zxvrVxe9I7IEKBEIpEYEQN7t/mra62P2mOtQKgRBSVTO41+NZnKFf3qDxIo7fPyF4W/qk79qqWAdS1PdH5qnVFbATaVZ5WdqAtelHpZ096iX9Lou1GKW/+5DD4jVnJZeumlx1yLnR+tKfL+o4BoVlTifuo/1gH2tWpQkaY3KIuQ4mpRXS0TutaZx0caTS0tsW3+tfN3VQGarEK23h+1YPrxJB0QtY6So6AtFTZCapKJRCLRgoE1Sf5q+deDv7qRHWCYlgnUbiwzPY+2qAg8F+03vi7PH9XDZKEINijr0kb8C15LK4s07GF+ybgG1qJqmqDvlZpydC9ddhrOsWt7UNOMtIna54NofpEde5j0uWGasBlc70Hrpkox+6jVQ/W83v72t4fXivZEZMcbRKudbIxnT48KFm1hMZfxIG2SiUQiMSLyJZlIJBItGBfd7iofb4pFQz7phg2wtYouEZ0g7ACgM4e0MjJSR7UFpV6IRJfjKTLyS7HDKKLAUu++3JdcaoYDHXzwwZKk3XffvYx95CMfKbLXbRgj/HjDLaIqQFxvr1vt/AsvvLCkZh/rQw89tMiD0O2IDhOR04pzJLz/ump11tbWNJyf12o4RueK1qkWXhWtTbTnhqHbtfvyc+bnXMNhTA7TGuNxEiXdTiQSiRGRL8lEIpFowcB0mxQ1ipN8z3veU2TTbGaTRI3muzxi7Bbnlg9S0ytoMPsiorhRAVZe4/XXXw/nElGfLu9hLdZuvvnmkyT98Ic/LGPbb799kU1H3f6ify5RUV2uheNK3XJCasaZdVFcxjEuuOCCkqQHH3ywjLGdhvfDJz/5SbWBcZCkbpFXtN/THpl4uLb04nt/cZ9EXvwuU0WtK6jPXzMxRRlh9ObzOF+j5tEe1JM/CN2OnvkMM8xQ5COPPFKS9JnPfGbM+YfBO9/5ziL/7ne/G+lcNXTFyo4HSbcTiURiRIwr46Yr48XfreVW+3P+4lGL8S/F3HPPXcbYyMutFtZee+0ydvfddxf52WefHXOtGWecsYxRa7QGypg2aqWRkT1aMh5Pgz7j7qzNDtNSIdKG3PBLkp577rkiX3zxxZKaTdWeeOKJIlvzYt40NQBqfY5LpVbAPtJce4OOOh/Xtb3cC1ySHn744cZnESOoOYqi2FwicgJFjkPml7tntCTdd999kqSFFlqojJERcE39fKnlk3VZw+Sc+L8QOWaideQ+imJQJxJdWWAE94EdqtxnRxxxRJH33HPPIkfsgr3Rf/WrX41j5mNRi1+tITXJRCKRaEG+JBOJRKIFA5dKowpttbemdpvW0YEwzzzzFNn9uGebbbYyxjhH09LVVlutjLFD4eKLLy5J2nzzzcvYpz71qSLffvvtRX7yySclNSko78XODhrRo57RNTptykSKTjDO0dS4Vgzg+uuvl9S8L67hmWeeKam5Vttss02RvW5cqx122KHITufivRBRTByfMU0upik0k7APtU0epDOzzz57kb2GjzzySDiX2vVq9D2K6+Tav/TSS5Kaz57OPJ/f8Z1S0/HoezvwwAPLGJ2V7LZ5//33S5JuvvnmMkZThu+95kz0/uNY5AzsSimVxlfMIjKNdZmb5p133iL/+Mc/LrKfC9OKacLZddddi+z74ruCDiXHEfP/bzymq2FLxaUmmUgkEi3Il2QikUi0YGC6Tc9SpIKTdv3mN78Z8zk9zlaR6XGmJ/C4446TJJ133nllbNFFFy2y6fbpp59exn70ox8V+bTTTivyjTfeKElab731ypg9lVKPWtALHXkKaxWNogrcxDPPPFNkr1st3Y5zNA444IAiH3/88ZKkddZZp4zdddddY+6FcXCMG7zsssskNSsekaLwHny/9PaS5px11lmSmuv2rne9q8iR19CUl+dv88RGNT5r8aqRuYN02ceT8nNP77jjjpKk2267rYzRk21vvvemJP3sZz8r8oUXXljkO++8s3FOSbriiiuKbLoXxQ7zvqK0S6mX9lujjaNWs4/MTZtuummR33jjjSI7zpjHMKLC/2sbb7xxGeO6T5kyZcy1+L989dVXF3mppZaS1Iwq4Lm6KlfV/ke7kJpkIpFItGDgOMkoij8qeCDF2hW1xve///2SmkZXxpnZQMuq3Yyne/755yX1erZIzbqFyy+/fJFtaH/sscfKGLVCOznoRPr5z39eZGtPUbwjERXokJrr5nVhRg017OgYakPWkL/1rW+VMTpbPMeZZpqpjNGh4DXkup9xxhlFXnfddYtshxY1fM7LjgxXKJekK6+8ssiOb9t2223HzF/qrRE12bZ6kkYtTjL6bhQDSqcVHQh77723pGYM6vzzz1/kF198UVJTW6aThzG91vgZu8v/DzsTmTHEKvxdxUOMmjNl1DhJPvNllllGUlPj4/63M9DrJ8XFOKj9cf9H2XO16vFrrbWWpKZjNnIsDpORkxk3iUQiMSLyJZlIJBItGNhxQxXaNIYUghQuUnf5ueMFbfyXmrTPxvXvfe974Vw+/elPS5I+/OEPl7H99tuvyJdeemmRt956a0nSPffcU8ZYxMDUNEpVlHr3ShoWmR66YrSkHs0ijYtACkCKevLJJ0tqUowFFligyDYT0Fn0wQ9+sMhRiqVTGaU41o1rQerve3j55ZfHnF/qrcvll19exmrtPmog7YqchTxH1BKWx7/55puSmut50kknFdnU9/vf/34Z47ncJoBOMT8PSTr66KOLfNhhh0lqmkUYQ2onJyk2HTemoPx8vLGPNsHw/F0ODMYnX3fddZKaz87mMKln7qG5jHvG903TBO+LcZBnn322pLrpwJ9zz/P/ku+YiURqkolEItGCfEkmEolEC8bl3Y4qrnRVKaEnz3SCnkKmz33ta1+T1IzRI3WyR5hpZ0suuWSRSSdMN+hdozngF7/4hSTptddeK2P03vlcUXsKjg/i3R60A2ENUbon41PtiedaMarA8W2cEz28jPuzt58RDKRJpl+OVJDiWMVat8SIUrZ5twddu1qtTc+XdJlU79RTT5XU3HNMJXTsHmMnmQrLVFGn4NHswbX1c2CqXuSp7vJYT5Z3O6L2jBRg5SnvE3Yt3G677cZ8TnMd42VnmWWWIkeproRNao4emAikdzuRSCRGxMCWzq5GWVFl5qjhkBTXhbv22muLbK3yxBNPLGOMU/R5aUxmFgB/yRy7x6R5Z0RIPe2HWg5/9Twe9VXmdwepY9jlrPCvKuNDCWqQBrVia310TLGOoTN1+PyoLXGNfN9cYxcmkXqZENQeGWtqbaFWzMNzpCbZhi5NMvqcc/c8GFd60UUXFfmzn/2spLqWEu3pxx9/fMzxUq+COxu+8Vpd9+LxWrzgZPfVjjRJZlutv/76RfZ6Mv70hBNOKLL/P/g5G91dddVVRY40SDs7pTimcmogNclEIpFoQb4kE4lEogXj6rtdDoZaTgO9v0sHCJ000TGulSj1qBhVcaYgulADixGQQtMw7JjLe++9t4yROlxwwQWS6ulxEbWJnBG1hlbD9FN2EQXXlZSazinGKRqk5nbS0Al27rnnFvmb3/ymJGmrrbYqY6Qw0X3TsXP++ecXea+99hozl2EwSN/tLlrJtfOe43MkxYsKZLBYhfcci59wz/qZMNWQz4PxonZy3HHHHWWM1PzWW28dM5cudDU160rRHAY0LfladOBF/cYZW+n743GkzTTr8HlFz4jo6sM+HqTjJpFIJEZEviQTiUSiBQPTbXqXrYJTxefnVscjOiT1vKCME5t11lmLbJqz4oorlrEPfOADRXavYKaYnXLKKUU2rZR6te3o8d1oo42KbDrAtMSIIte81NHyRRRCitPBapWU2lDrMunrMlWLlNP0kBS+NlebEeidpifc9QVZJzGaI9NNd9lllyJHlaL61zLqZlj7vCvVzvGRjAbgnvD+o0ea63TOOedI6plnpGYfctb9tOmH/xObbLLJmHupVavposs+frLoNuH9SXPXXHPNVWSnsq666qplzDUmpV6VKEZZcM91eay7TCqjIul2IpFIjIiBNUlqGVGhBGo0fuPXYg/9S0TtkIUYFlxwQUnNmDaey44Zxmsx3i7SANgci5rkPvvsM+b8kWOFWl5UeIHrUyuG4Yrg/Nz1+CTpmGOOkdSsJs51tcOI8ZJ0rETZRYssskiR/WtODafm6Fh55ZUlSWuuuWYZu+aaa4rsHtm1TKMuRNpO//G1OEEjil2taVRmJ2zexVqYc845p6TmPuUz9zqzPiYdGMwo83Oks2KVVVYpsuMIuxyEXXVJuT50knZpkrU42gh2ArKGIx1WjnlmgzU6Nl955RVJvQIjUrM2LOGsJV7rqaeeKvKXv/zl1rmOB6lJJhKJxIjIl2QikUi0YFx0OzKSk6pZ3SeFjSgqDbyssejCADyeMZGm1u5vLPXKzEtNCum6iKStW2yxReu98Lu+Vo0a+VqR06P/u13wd936QGpS7wi8rmkUG4qxQVUEFitgzUPXmVxiiSXKmM0g0uAxfl11EEnN+h1XpL4Rle8yAfHa3n90PrEeqdNaeR3GTJpu01TC42nicMwkn+OWW27Zei9chy7HhI/n/1QtNneiwGutsMIKRbbZZaWVVipjjPP1unTVUJV698X14bpMFGoOrxpSk0wkEokW5EsykUgkWjCuepKmOVRVSX1MF2qVg6y6M0aQsVeu8Uh6R7XbXm9TaalJt1nz75FHHpHUpGFMN3OLCHo93Y2R91ijQFE9yS6vJcd22223IruOJu81oga1mEBfly0TGJ9nysj75/lZM9DeUrbYII16+umnJTW7PY6nr3GNMvbPrSulM0rVi1o58Ho09zhiwF5uqbknDNaIZHQF2xM4xZZRCKT53rfc//xu179kV+fEya4SFIF0mvHNrvPqNipSj6JLzf9xR5qwxuTpp59eZKfgDlNZqwvp3U4kEokRkS/JRCKRaMHAdDtqWVArzW/Umq+bZvB4yk4hc0Cz1Oxi5/OSDrm8vtQM4j388MMl9ToJSs0ujKZs9CLzXjwXel4ZRByliDGwl5TQ34m84wTX4mMf+1iRH3zwwTHHs4Cx6TLpCE0HLkbMiklROqnUMwOweg074rnLpM0Z/dc1DeKzILWK0JaW6PN1pSJGHm8pTi+l7LVj0DejJxw5sNRSS5Wxu+66q8gMet58880lNVs2kKYb3Ce8d+9vpi12ea+5j7qC8EcFr+//QRYdZiqq031ZsJkFiL/whS8U2VWwbrnlljI2Kp0mBkmFjZCaZCKRSLRgpHqSTrOTmvFj/LWP4M/ZRIppS1HS+6KLLlpkxvMZa621VpHpbHCKotOjpGarB6c4UtNlqlZU4y5yYlErGG+xAX93+eWXL2PsF+4UQ6e9ST2tReppjbw+n5sN5lxLNr7icfPNN5+kXoMsqVnkwIZ6HtMVyxhpzXRecA2leO0YjztMKp73XC0uM+rrTQeEi7JQ2954442LzD3nc9m5JUm/+c1viuz/FWo0XJsuZ5/vpZZKO9lxknzOkXZ24IEHFtlxkkxpJauj5u6Y3g033LCMkeFNpFZppCaZSCQSIyJfkolEItGCgek2aVGUAtYW79Z/vI3+pL2k2KZBTHViKXy3KaBh+5BDDikyqwfZiMz4N5oGXnzxRUlNOsS5mLrUzAleA9JKUjKmrpna1yhoFAvI+LtvfOMbkpo9xkmd7dzis6AZwo4fmhZo8mDvcYN0nGl6m222maRevc7+ezE9ZXwgYyr9XfYFp2NI6q4nSUQONMqm6bWUUV+L+4SVo2xaYsrqjjvuWGTWRnU9UzoWacLxXuL+jRxKtcpT/XPu/+5E0m2bJ2pdL/u/V/su///9Pyc146OjFOC2tNXaNWrfG6TyVITUJBOJRKIF+ZJMJBKJFvx591f+D1FxVqq1VFtdgJOpVlTB7bFiGhxVbJfSd3qi1ExVMk1/9NFHy5g7KEpNtfqoo46S1OwqeMkll4y5LukM5xqZDqKYtX7PrEHvnCvB8PqEY/FoLmDnxznmmENSMyb07LPPHnMtUmiW1Tc1JvUjZaPsOX7iE58oYzvttFORTZkYC0v6ae/4pz/96TIWURtGNfQj8tLX0j8d71mLMvAzjeJWpZ6JxYVfpaYpwCYUVqPinqOpwqmgjEG99NJLixylUEbpp7UUS49PRBuDyMRDDNqhMPJ483juacaP8h3iwtuM7mBMZRe61mO8MaOpSSYSiUQLxpVxE8WUUaOwRsNfochBwZg3GnCdRcJfYjogdt55Z0nSt771rTLG2n2O3Jd6jod11123jNFgznqKBufNX8D++RN2RklNrZVOGvf+Puigg8qYtUOp12qCGQdsambnAR1e7E3uefP+uIbWpuhQoOZFTfGkk06S1IwVZKaOWQB/9am17r///pK64ySZkbPAAgs0PuvKVqITxdpxV41Ffs51sEZDRxPv3U3MuOdYIOOTn/xkkb3ObH3BdfaeqjkNugqF+P+OcyU76HLcMGvogQceaD2mqwGbi1Jce+21ZWyPPfYosrO8zOj6v0tt3MxxjTXWKGNdPe7Hox2SwZI51JCaZCKRSLQgX5KJRCLRgnHR7ciwTLrrmLFaypmN5HSQkBaaptDpQRV5tdVWk9Q0+jJFksUGrE7TWfLxj3+8yDbE8/qkq669SLW8KwWs1oHQ68Ye44zFc6ofTRf83EUSGCfJAhN22HB+nMvdd98tqUmrSd1Zh3LZZZeV1HSYsTe514WUb6+99iqy405dW7F/LhH6t2KX0yB6ZrU2Gqbm3DOk6zYVkAJzT80zzzySmrSWe5IxpN7fV155ZRmjOcnpirX2FJFjdJgak111OLm/7FzlvbADpzuaMpWQ6+71qKWI2sTklhaStO+++xaZJg2fl/3Mu+Ivo/+/YSh4piUmEonEiMiXZCKRSLRgpHqSRJRKxO9F1Ih0itTH32WnPqYK2jvMNDeq86QT/i5pL+m0KSDnSurh75JmRaaHGsWN6IBT+qSmd880nLSW1zKdZjUeduEzTdp7773LGGPS7OmnJ5aUj+tCT7bRlTrHEv7bbrutJGm//fYrY6TCUXxqfzrZMHUR/V3STpp7uioQ2XzA+p18dq68NGXKlDLGeFXGVB5xxBGS6mtrcK40W5i6cj26OkOOt/JUF6KoAv4vux4kIzYicxS7dtIsw1Yi/h8epg0I03Ife+yxgY+L5lpDapKJRCLRgoE1SWfRSD1jb61XsH/VORZldkTxVlKvkAOLDfCX2sZezunWW28dMz+pZ1DnLzljH/2rVatYHTmpItTqKrLYhTXcWi/hrbbaSlIvXrIfvt/rrruujFHbtvOMsZPUGq2t07FFTe/4448v8txzzy2pWfijC8PEr/nZ83v9GgS1fxvta3UNfe1aLU1/To3ssMMOK/Jxxx0nqdlTmlqOM4iYzXTFFVcUmUUbrBGxkEit9mP//Ph5154bpvlcDZEGHoF7jn3dXb2dsZf8//K8WJmcMcVcwyOPPFJSk0lNNlKTTCQSiRGRL8lEIpFowcB0OzK612LSopLuhOlmzXBtmkIHBRteffSjH5XUbK5EZwvVfVNU1irkvHwP0RjHHScnNQ32EWhmYKwdzQBtqNFW3wtjNjfaaKMi33DDDZJ6qWBSz3QxyPlp/rCjbNA5S/EeYawr0wAjR0r/Vozi/brSDocp1EBnoM0ijAtl0YrVV19dknTzzTeHxzNO0OtAE09Ue7VWFMLjXelzE0G3xwM277JDi6YFmkncLI2xyW6pIjULuEQ97MeDYfpyJ91OJBKJEZEvyUQikWjBwPUkI7W1q4pJVB6fn1PVJUWOagdSnXcHtqhvstQspR/1COdculKdXOOR1D6iM7UUOsZXGozPYyyc6SgpKr/rOEjGlLILXVdMm6/F51ajaU5DY5UfrzvBc5H+2sPOCASiq9R+PzzPYahYV5wl95S/y2gE7o2bbrppzDm5p6IanTXa19X+xKhVqIme82QhMmPYCy31qDN72fO7jBYw2KObstegZsaLED3jie6qmJpkIpFItGBcjpuuyspufsW6ivxFiAzXUWVyHh9dK9JO++XoeCKK16vJBg3T1jy4PsM0ZeIvoWsVspf2MOiKeXN17N12262MUevuAu/F8YKMaev6BWd85mKLLTbmmGEzbjgfO8joLImeQ227O4a15qiKNL3xZryMpyhDV13O8WbcOLaW8bDDaOtd6zYsY5homAlKvb3B9UvHTSKRSIyIfEkmEolECwam24lEIvGniNQkE4lEogX5kkwkEokW5EsykUgkWjBwMPnUCFz9Y0EtH9rhEgyHYLhSV+BsZD6OiiHXQnEcRsJwkqgYrBSHE3WF5HAsCv3gWkTB4f3zdrN6qZc7/eCDD5Yx9v9xMgHvJwqq//3vf1/GmEPswO1aa9aoRw7vhyEwXicG8vPenDjBQHuGYkUhcC7VJvVqBzC8hbUNmGzgEoPMLY/CvrgPeV/R/KOc9SiPXurtNe4dBux39eNhMoX/P2rB5p4XkwS4Fr5urdV1DalJJhKJRAsG9m6nJjk4uKSsAuRfuFoQvVEL0o+KsUbtCmodAa1lURPgL2lXYdhNNtmkyNa8br/99jLm9hBSL8icgffUZiL0X5NdJak9GNQKfU/UEtzsXuppOiyay+9a42L6Ke8nWg9en/CaUstnWwi31GBXwogRUCuOtMb3ve99ZYztS1gs2GvOZxvtvyhZhJ/XUmm9v6gdcs/5u1GVr/5rRYWTF1pooSJbW+e98rxRMfBoT6cmmUgkEhOI1CQnAbXCBW618NBDDw18PLU+/wLXNE3+qhpRKf3a/KitOF2NdrHoV7dW39GIbEr9x9XOz/n43ni/7Blu7YV2wOjcPOcMM8ww5nPaQV0LUeppWlGaW/91/cyondHW6WfC/umPPvpokb2O1Mi4dlGhEj5n2hT9HFk0hc8/qqcaFUXhuvPZ+btkDCzM0bVnuGdts2eKZKQBU1PkM/B917TeqCZpF7uRUpNMJBKJVuRLMpFIJFqQdHsSEPUgl+I6goTDPGabbbYydscddxTZdLtGJ6I6nFH9Q9I40rQonIKfs2Plm2++Oeb8UegGKScN9pGRvn9d6IAwlSI9Y0uOD33oQ42/UpOKPfLII5KajjSGwvj8pJqkYl6zD3zgA2WM9TX5nKPwKbcckaQXXnhBUrM/PB0fDg2KnofUo6OksqS4pL6RCYTzssmBTjJSczuZWK+VDquIwkbmIj43hitFIWYc4x7wfUdtQgiaG7hGnivHBqk9mZpkIpFItCBfkolEItGCP3m63VWMdTyo0V1TB9I8xu2ZBpjKSjGN6ypguuaaaxb54YcfLrIpHT209CRyLo5zJDVhlzx3stx9993LWNSigOBaWOa+6r8vxik6O+axxx4rYyuuuGKRZ599dknSN7/5zTLGOEJ3PiTFJS2zKWCttdYqY7fcckuRbWrgHGtUzc+sRoFXXnllSdJtt91WxrjOkSeeFNfUn9fnc6Q5xs/UtFlqevC9HjQd0Bxjut5VqJae+qeffrrIfs48J7OTmHVk8wlNBPPOO2+R3UrknHPOCecSFQMnorYatYwzIjXJRCKRaMF0rUkyjo2/lBPd6GeiUcvd9rz5S89f6MjxQtm/xjTi8xfaGio1PjoqPv/5z0uSNtxwwzK21VZbFXmDDTYo8iGHHCJJOu+888bMT+ppVNR23DyM3+2KQ6MRvv+71CSt6TnuT2q2jvB91jJH7DigU4zOEq8d99y6665b5O985zuSmq01mDFzySWXFNlrQmcNNbnnn39eUlOr5Vx93lojMWs/q6yyShmj1hvFpkZZMLxGLQvFc+S6UvuzE4aMYoEFFijyHnvsIUnadtttyxjncvTRRxfZ7ITOMzrnvEbc0/zc99Cl9fL/Z5C+8qlJJhKJRAvyJZlIJBItmBS6PRnOkAjuuCf14uCkOGZranap4LUY52UaVStQceyxx0qSDj744DLGcl4vvfRSdYznOuuss8rY1VdfXWTTkC222KKMXXvttUVeaaWViuyOl1dccUUZu//++4tsykLDN0uXRTSP9DaKies3o9jBIUk/+MEPGteVmgUsbNRnGuU+++xT5IsvvlhS0zllZ47UMxXst99+Zezuu+8ush1DW265ZRl75ZVXFMEOG3e/lJo03nGIvicpjkOs9Ye3yeHFF18sY4xB9bOTesUgaumj66yzjqRmCuY888xT5GeffVZSs0AHnTx+/jTxPPHEE2Pua6ONNipjvBafp58/9xxNGp4314J02eM0N9CEY4faIM43IjXJRCKRaEG+JBOJRKIF09S7HdVKlHqetEFqvUWgdyyKgxqmxuF4UEtLjMwQXZ42Hu/1WHXVVcuYU9wk6YADDpDU80xLTQ/ozTffLKmZasg1vu6664ps+kQP86abblrk7373u5Kke+65p4ztvPPORf7qV78qqekVpWzqXfPkS03aZM8naSVTBE2XSSVJcU2xttlmmzLGdVh00UUlNaki6b5pH72pjEHlmpOmG6yo/tOf/lRSM/aRVYK8Z2uVz72ONF8w+oN7xjLXhSYge6dr1cAN1hL98Y9/XOQvf/nLjb9Sc8/ZBPPUU0+VMUZBXHnllUXef//9JTW950yXNM2nmYUxn/6cKZC8b++BWm3NGlKTTCQSiRYM3ONmMlBTYq1d1So/G/zFnGWWWYrM6tLU1IypGWfJXzL/QnOMGoI1B2p3/FX1vbjHidR0VNg5Qe2ZGSr+BeWv7+KLL15kGuetYfBXl5lAU6ZMkSTNP//8Zez4448vstd4l112KWNnnHFGkSPHTRusfTD28MknnyyyHQRcO2ufkrTgggtKaq4HWYTvnWswxxxzFNlZJCzywYwfrrmfCZ1EPK+dIXTAcc8a1CR5fmuQtWwRrmnkzOBztFbK58x7tBOH8/P8pd7+ZfwqM8rspOJacV0WXnjhIntP1Pr1WANfY401yliUtcQ9QmYQVfYfBKlJJhKJRAvyJZlIJBItmGqOm8hJ4zQ5STrppJMGPpdj1hgDSLWdsJOmZqyd7AIXpEw77LCDJOn8888vYzQH2LzA432vUi8ujs6S1VZbrcimSaTgPNfhhx8uSfrUpz5VxpZbbrkik9q41QQp4bnnnlvkrbfeWlLTkXHBBRcU2bF6jOOMWgC0NR+jg8ExsTTa09lhisZrrL322kU2zb7sssvK2FVXXVVkx4ia0klNU4jvl46s008/vch0THz2s5+VJF1zzTVljGYTxy4ytpcmFFPcKB5R6qUKsn0FTTh0kDl+9PHHHy9jXCPfI/8nuOccC8r/tS9+8YtFPvDAAxt/+89lE8sKK6xQxpjuydqVTm289dZbyxjX1fVW2QiMxTS8/7ku/P+zyYH7ZpD/+9QkE4lEogX5kkwkEokWTFO6TdTS19rAeEjGPpImfeITn5DUjMfiXKJUpVHB+4soZs2j6++SIjDmy9V7LrroojLGqjauNFNLQfO8SPFNYaSmV/KYY45p/JWaXsn11ltPUi/2UmqaAXwu0mnel+fSRrfpkTVdJe3kc/Z3eczcc89dZFNQ0uXtttuuyE4hpGeUe+rSSy+V1Kx6xLqdjK7w+vO73N8PPPCApGZcapR+x3qU73nPe8acn15qrgv3nNe81ibD3yVFp5lj2WWXlSTdd999ZcyVfSTptNNOk9SszEPvtJ8vI1GYTsw1dhyu11qS5pxzziJ73950001ljDGXptGMWuB+8Bpk+4ZEIpGYQEyX9ST96xc1MaqB82NFav/aUiPrir8cFVzSqLFUpFFJvV9YZnJEyfoci+QoTk7qaRusY0jHDdfNxRdocGesnItd8PozzTRTkW1QrxXziDSc/l91ah/WbpglQ1iTISOgFmKtjJo3nVKupekiI1JT+7OzgGtHLdyMReqtOTXvG2+8ccxcGOPHffDcc89Jamr8XAvPi5o/tWp+N4oN5LXs7KADjplK1nCpKbLZmmNu77333vD8fl5cS2rrSy+9dJE9B67rnXfeWWTHZ1ITpLbu7LPau8oaON8rg2T1pSaZSCQSLciXZCKRSLRgmqYlEjSom45QLSZF9Thr1DEmjWX9TXedlib1DOfS+ItoDAoakU0DeF90sjgmjHSF1Mcxgjz+wgsvLLKLHJx44ollzEUvJGnXXXeV1Gx2RfrKIgwuVsECGnxGvi/SPBrsSfmMqGlTG2otBQw6M0znGEPHzyPHnOMZObdlllmmjNHUcMQRR0hq1vrksyVddY1GOjt4Xj8HxvPx/rzXuba8F1PgKOVWaq5t1N886oXOZ0Ozi50hnB/jZX0P3EebbbZZkb3/vvKVr5QxFsiwaUGSdtxxR0lNMwSLqrjWJ81lkQmHIPWm6WkYpCaZSCQSLciXZCKRSLRgmtDtKBWQdCVCRM8YJ8Zz0ZO9yCKLSGqWtGc832SD1Mao0W3Hh3KMLQYcU0aP+fbbbz/m/Ew7JA2yJ9q1E6VmHOShhx5aZPc7poeY3RTt5a1RH4NmjkcffbTIvsdofQx6y009+X161r1/6EVlShv7Nxtf//rXx4yx0x/NB6abpMhsv8C0PK+JYwylZssMj19//fVljO0bjIgWS739XYvtjWqYki5z3byupKpsw+H/G8Yus3amzTGf+cxnyhjNMqa4jPm8/PLLi8w1MPbdd98is0qVTQ6876jbKK/P/x+vZ1YBSiQSiQnENNEko9BMxp85Dot162gwd6EGFrWg9njDDTcU2Zqkay1KvarZknTQQQcNPf9hwHv1PTK7glrdXHPNJanZCClqlERN0g4FqRdLyGIh/Ny9mVkn0ZkzUrMH95577impqfW697TU01b5eaQhU3vkvVgbiIztBrUPawHUqJit4SrlbM7F+TgGlZoHazz6XNSYWCPR60TNmf3LmfFiDZPVwqlJnnzyyZKae5ZFF7xPWKiE/x9+zjVHRFTln9pXFCf7/e9/v4wx9tDryowiZsy4nugdd9xRxqhBe93YXMz/v1KzmIYLhvC+vve97xV59dVXl9RkLJGGzB7n1Jq9FjWHVw2pSSYSiUQL8iWZSCQSLZguG4EZpGJUq92Earfdditj7EHMGnVOl2JfYNbpmwzUClxE4D2aDvB43rfHmSJGymkaQjrNXtl2WDGFbMkllywyjzNlfOihh8rYkUceWeSowRQRjXetS7/jhxTPz5SxiUz785rwvKSwprZMiWPrCVNjHk8HhfcXPycdp8PIDkU+W8cASj1nAteDz9RxvjwnqbmLOrDNAuts8rpeU86b5hrTUVLc6NnRocX79lzpLGKdTP+vkY4zZjTqEU6HGZ2Fvi/eC+fqvVH7n/NadMXf9iM1yUQikWhBviQTiUSiBdNNFSCq61b96YUihTZFYIwVWwewHp3rEA5ao3IiwCWlam8w/o2d31wphnFepIw+Fz2VrP3nmEjX+JN6HkGCbQ3o/bNHW+p5/bfccssyxipA9iAyVpVzjdoCcA9F6XL9W5Gxg/a41lpjuCIOj6EXlxTTYBUgx1mytQD3jD3tjhCQmmmxjOdzBSR6ifnMXNmGz5k1Ek0Ba5EDppWk40xh5J7zXuMYr2uaznUj9Y7oOGNfTf1p+qLH2m0pWAOVUSmMrnC/csa0cn+ZxvO+GfPsyAeuNf/XvK5tey5CapKJRCLRgnxJJhKJRAumm7TEKDCWHeTonV5llVUkNekf6Qor1+y0006SpFNPPXXUaY+M6L4Z+O7PSUEuueSSIrvdAM0JTEG013TjjTcuY0zNc6WkU045pYyxWCwD28877zxJzSB+UjqnDD755JNlLArSPfPMM4tMShZ5GvtBWmhaR/MCU1l9Hs6BdNlrS6pGCmsKOeuss5Yxdu2zx5VpoGx8zwQFJwu4Q6PU7Opn77CjNKSm196poFybKEWSxxA0XfkeeS4GW3tdGNnAZ2qTBAP7GVHhdWNgPU1froTEykBuldH/XacdMm2RBaidZMIqQaTOfraRCUvq/d9x/oMgNclEIpFowXTjuOkCNSKn77mnsCStuuqqRT7qqKOKvOKKK0pqloGfbNScCx6vxX9aS+KvPh0r/gXk/VE7c8wja/TdddddRXZxBsaJHn/88UVmUyXXk2Sc5cwzz1xkp4vRME7NztoMnSNMM+3/njRWM+IvvtfO7QKkZgqi4wwZT0gDvteRcaHU9OxMoPOJsYHWDnk8tU4yAreI4D6gJmkGxPRU9vv2/uC9cM/YIcS6qSxkEmmSPBdTO6lZR8f7HljA4pxzzimy4xyp6bJRmJ1nbDXBPXPWWWcV2bUnyRB532ZC/P9gMQ7vF+4bPk+/w3j8IA0AU5NMJBKJFuRLMpFIJFowTeh2V/9pg9VGSK3cfoAGYFYeYXl4UpKpBS5pVNuPDoOITpMisMbjQgstJKnprGHlHl93qaWWKmOk8zaIM7aMrR7o3DJlJ6Vkap0dO3SOMJbV9834RM7FTqBaJRypSa1NTaOe6VKvCg8pO7vu+VyPP/54GWN6nSnsEkssUcauvfbaIps2kp6ywhLNEk7BY+sNV9ORemmhbDXBFMPIKcbrRumpNEdFFJq0kp/7f5CfM3XTcbakxTRD+Dm6JYXUdNZ5XWlq4boy1tk0nh0Uad7wcUzB5P+PQScT4b1K5x/3bA2pSSYSiUQL8iWZSCQSLZhuvNs8v7u17bDDDmVs7rnnLvLWW28tqUlxqKJH52X8HL17A97+UKh5t139hHSX9+04RXqn6VE+7rjjJDU9ifSQurMcvXuMxXPaIWPT2I2O7RK22WYbSU2TBz3ljiGkd5E0zjSbcyU1YpFao/9ZkA6buvJ8pNYurswYWT5n7w/G49JU4LQ8pufxeJtwGCXBgrCcl6k9TT38ruNZ2QqCZgebJXhOeoQ9b46RYnLP+f+GMcf07roYLr3r3JPes6zIxCgIxz+SrrNy1Le//W1J0u23317GSM0d8yzFKbRXXnnlmPOy4ldkOmA8b7TnuM+6TH5SapKJRCLRiulGk+wCa9T5l5YOCoJ1Ap1sz8j7QXo+j4JagQsbofk5Ddp2XLhvs9Ss/ehfRZ6TGTl2LtCxw+OtGbHAAJ0l1MbtmGF2D4s4OKuHGgQzedzTms4a/mr7HlgsgU4VqVlr0Jok4wF5H9ZsmaXD2DzPk/2r6ezzfLg32HJg5ZVXltTUCOmYoZPJWhedbryus8PorOEztaZEbTvqQc84YRbeIJPwGvJ4atDWZjkXrpufGT9nRotZH/cJHYB2AtHBSO2PBVT8HdYtJZP60pe+JKm558iErLWSLUR9uenQY9ZUDalJJhKJRAvyJZlIJBItmC7ptunyZLdZmCxwSUl9TD25ljQZ2DAdpZVJvTqQUfye1FsvpxRKzb7DdiSQxlGm48bPgGYKU06p110vqtMo9ShVrTd6FCvbvxU5H68d15MxdHbi8Rga+H0/dKaQQm677baSmnSecKsIOovoNKOTx44DmkI233zzIp9xxhmSmqYBOhvcxZEmJp7fDhvuEzp5+ExMPenkYSyo9xzXlXTc9x31f5ekE044QZJ04YUXljHGMTqFuFZXlM/Lz/+yyy4rY6TjXk/W6eTzckwvn3tXDdNBTG+pSSYSiUQL8iWZSCQSLZgu6fZkoKsz40SiqysgYzbp1TRFZaoUaZJpAuPgSBf8XdcjlJrUw95Ynp/Ug/TzpZdektQspc/vOpaTY2wLMWXKFEnS73//+zLGedtTT09lf+c6UjFTW8YTMjbQHmV6Znm8x7n2jP1zqprjQ6UmnTUFZgzgq6++WmQ+84svvnjMGOmw6SqpO2t5mq6yGg5jRr1m3Ds0I0SVp3gvhKkrn1PU8qBmQjJI4flcXJ2LpjOuBeNwHVHBqAKey8dxz/i5SNLzzz8vqdf5UorTWNv2XITUJBOJRKIF06QyeYTo12siMdnaYw2ssuzsBMZx0chuzYLaGX/1rDkwi2CllVYqsmPlmBFBbcVOFMbsMU6S2oqrV0c1IDlHai2sDu/1rmnwdhi1MRTXZZR6BRwclyfFWjjnQ2eHG8JRSznwwAOL7OZpLDoRzZcxfrV4PGftcO34XT8HarXMworWlg42a0S8P4K1VZ3pQu0vyjqqNR3ztfj/yfhPdwwgY+FaPProo5KacaQE96evQQ2a54rWhc6tKHuG+8v33VYNP0JqkolEItGCfEkmEolEC/5kHDejglSUzoEIXFJSqijBnjAN4FqT+pjG0cge0fVaIYmoERmvRRoSGbmjWLdaCqa/y4ITLFISmVT66RIpmqkl75cOgGh/ksrRiWO4PqfUK/DANDfWK7WDgTUeeU46CzxOJw/X0eYOxlnaHCD11oFpk25dIPWcV1wvOuPo3PIa1PaUx/l51FyLFJ3U3eenCYdtPPy8uA+5P3ktm1JY+IPrZpodmQM4zhqp++2335jPuWczTjKRSCRGRL4kE4lEogXTjXd7VEyWd9w0pIti10CaEXVLrNEgg3TC9KzWYdDUhbFn9JpGYBc/xkS6Zqcrq0jNNTYNqpkOXMeSFDvqrd7maSTt8nVqVM0Uk+tBuu51Ztwdvaimu6yPyfk6DZPPa/311y+y0/Ok3j3X4lVtLuE+pez4TVJsPnOvWdSmQWqmFUa9pnkPvi6fA59zFIVACuw9yxhbxmz6eD6rvfbaq8jHHHNMkb1uNKNE3S9rEROOcd1///3H3B+/y/+/QZCaZCKRSLQgHTeTgJozI1pqfr7ccstJ6mWrDHstaxZR1W9+zmdZi7WLjOScq4sz0Egf3R/HWH/R2kKtB7kUZ8ywuAG1K9e3ZKwmtcbIEUXZFbIffvjhMhY5zXhNxpjScePjqJHxOGf31DI/XLSBa+dCEVLPyUQty3Gt/deKWBXX3I6qq6++esz8Cc6FshucMTaXsObPtah1BoiKnnCudp6S1UVMjOeMmn5Rq679rxCpSSYSiUQL8iWZSCQSLRiYbicSicSfIlKTTCQSiRbkSzKRSCRakC/JRCKRaEG+JBOJRKIF+ZJMJBKJFuRLMpFIJFqQL8lEIpFoQb4kE4lEogX5kkwkEokW/H+DnH8WDZrQAwAAAABJRU5ErkJggg==", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1100, D: 1.105, G:1.153\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1120, D: 0.9006, G:1.813\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1140, D: 1.15, G:1.318\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1160, D: 1.155, G:0.9754\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1180, D: 1.596, G:0.7352\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1200, D: 1.411, G:0.986\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1220, D: 1.138, G:1.198\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1240, D: 1.222, G:0.9413\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1260, D: 1.366, G:0.786\n" - ] - }, - { - "data": { - "image/png": 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", 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GcaRA7zlBiTVJY4ypiR+SxhhTQJ/slrj55psDyMbwqVrOuajJp5vsc845Z8hMHUv1YAYam+hqQmsqnzqUmqW3NtFpDrPNAwCMGjUqZK6Rpo2x/QSQ7WzIwheaQqfrQrNz5MiRMfbmm28Wzm///fcP+eSTT+72el8wt7Xghzpe+vfvDyA/VbaM1LZJK9eXV0Ci6zFbPW5d+L3UeFmF94zG6+pc9f7TfvI9hc1tY4ypiR+SxhhTQI+Z22VxYhrbx7L3amKoOX3NNdcAAEaMGBFjauqp95rphGqCbrXVVq1fgFDmce606TPZZJOF/Pjjj4fM7n9HHnlkjF166aUhsyanzknj+xg1ADS80h9++GGMacc7MuWUUybfX4WeNrf1nmEUgJp82rpiwQUXLJyTmsB635JOX0un77lJJpkkZL1n2Ln01FNPjTGNPWblqSFDhsTYM888k5yruyUaY8wESK84blgtXB0FZWjtSEbvn3vuuTG2xhprhJxXsbynKPtVp1YCZGtqViH1S5xX75LjKScYkI1ppOavGlIqA6XModAKzWiS7dQ81NnAe0Yrk2utTMYG5n22K620UsiHHXYYgKzTTCvId4JOaZK0WrRzQKdJFfvoFNYkjTGmJn5IGmNMAbXMba0R2a9fv6bfX3ZKbgxr3bmUaZQa6wrnpfF+qZS6dlJm+pS1f1AGDRoUMvuM5znBaEZr0Yyy2MQ8uLa6Vp3eumjG3G6lUEQr91yq6Iq+h3GSa621VoypU+z2228PmU5IdQytueaaheevS18qcDEhYXPbGGNq4oekMcYU0GfSEq+44oqQt9lmm8Lzl025yv+W/Z+W7dfy9Km59qTpM+OMM4bM6jJ6fjUfaZ7mbVO001NNNB2U1Z8AYOzYsd3+t6fjJKtcb6r+J5Ct+DNmzJg2zK41bG5Xw+a2McbUpFc0SWaGbLvttm07ZqdppVp4K7/qna5YnYJOCCDrfOu0Y6bsWvtCgYsJFWuS1bAmaYwxNfFD0hhjCmja3DbGmH9ErEkaY0wBfkgaY0wBfkgaY0wB3auD5tBKKMvcc88NAHjttdcqTuv/0bAbpZU2pXVpNthcqRqOwUDl3m6z2VvUCQFiUP0nn3zStvnMMcccIbNXUh7rrLNOyHfccUfb5tAsrdxz+vryyy8PAHjsscdqnT8vvKvK96cV6pbOcwiQMcbUpG3B5FWe6O0MpNbza5WdVLdDPW/q/K1cC9sXaOsCB/ZWoyeCydnOA8gW1a1LT7YhYFppXnHpsnXL6xzaVyjTSvNIrbu2F2HhYD2mNUljjKlJ05qkJvbz1yfv1yt1yFRaX17tvtT7y46v2qM2ymKf5Kpaa+pXW2GRBL2WvPYIfZ1WUi87QdfPVQtx9EWNR4uLfPrppyH3dssQ1RSrFCpJ3Qdl3x9NdWVzMEXnpO/X4/IznmaaaWLs66+/bnre7JP+3nvvxZiuS2rP35qkMcbUxA9JY4wpoJLjhup4nknWLrd/noo/11xzAcj2Rdb/3WOPPUI+/fTTM3PKm1czrSBSTDzxxACyDqK+6rhh72R2m+xKJ+pJtkJPOG7K7oO813l/5W3VaH/ymWeeuam5VF3v1OfYznuula0tth/RrQeF3Q7zHDCLL754yOzHnXKsAmnTv2zdUs8tO26MMaaN+CFpjDEFNJ1xo1DtzVPLy1TYZs11fX2WWWYJmWb2KqusEmMaDzXDDDOEPP300wNotDYA0p42bc/w7rvvhkx1Ps+cScVh9iXUpGP3SR0bPHhwyOPHjw+ZJk1Z9k9Pxge2g7I56usDBw4MmZ0PdVtGzTbNzikzzZtFzUr9LuRtl7SLsugUvWfYhmPaaaftNgYA0003HYBGp08gG32i3UIp63aFnpddKPfaa68Y23XXXUPmdzGvwyc/j1a3I6xJGmNMAZU0SZL3q5x6Uuv/UpNRB4luBjMT4s9//nOM7bTTTiF/9NFHALKa5CGHHBLy9ddfH/Laa68NoLGBDAArrbRSyA8//DCArBNINYCpp54aAPDNN98UXktvODry0PktscQSIT/77LMAsnFoL7/8cvIYqjER1QCYvZB3D7RLm2oXKWdiSlNUje2MM84Ied999wWQvU+5BkD2OmnJaOzkFFNMETJ7wOfdM6n39yT6/eXnqHNNZfpMOumkMaY9yDfddFMAwKhRo2JM88Sff/75kGntnXLKKTF24403hsx7deutt46xVhw3VS0da5LGGFOAH5LGGFNAR7ollsVJUoVPqfVAI31IN6gZGwk0TN8ffvghxtQZoc6G3/zmNwAaTgsgHROpzhwtgqAmf7P0ZJykpoMxhUtNRsbUAY2Ncd0M101unSuPy7TOZmh32apOrN3OO+8cMrt2AsCAAQMANLZygOz9x3tS11PvWb0XyxyTnaDqPcd7XYt9TDXVVCGzn7g69XTrig4bdYwOGTIkZG5D6NbYc889l5z3iSeeCCAb5zx06NCQd9xxRwDZ7yTLMgKNLZNUr3mgsS76rGgmJtqapDHGFOCHpDHGFNC0uZ1XsacKyyyzDICs2q7qOlFVWF+n9y/Pc6pzpUlEsxvImpg0NxZeeOEYU4/ZI4880u2YakalthY6ZW7vsMMOAIAnn3wyxj7++ONu59LYTc4fAFZeeWUA+Wagbjnwf9T00oosZdddhU6a2zz2QgstFGO8DwHgsssuA5Cf6kfPfjPbL4zn09jA1JrnXV/drYpW1q1sa4Axw3POOWe39wDp7+BDDz0UMqNGdNvmyCOPDFnH7733XgDAeuutF2N33nlnyIxaueiii2JMYyp1S60IXZ9mtkSsSRpjTAG9oknGyXN+8XguzbLRAgKMVWsm82D06NEAGpu+QDYj59hjjwWQ1S41ij8Vh6VrwWvIS5rvhPOhrO5jylkDNLTmvCwhneuFF14IIBufqrF+a621FgDg8ccfjzF1elShk5okj6WfvW7gc+4aD6v3zN133w0ga93o/FTmvUpnUNfXd999dwDAFVdcEWM//fRTyFUcPnn3HGWNcVUnU4qy+yvloFNnqL6ffa7WXHPNGFNNUWNRX3nlFQDA7373uxhTzZ3OxA033DDGjjrqqG5zyftcUtfiAhfGGFMTPySNMaaAptMSVS1NbfamVFx9XdPjWDdO05OuvvrqkFl+XTeA1ZxNmYvqdFB1n6bP5JNPHmNqZu25554AWjN3UoU3Pvjgg8L3VEULb3BddLP71ltvDZmm4qGHHhpj+rlx3VIOCQBYf/31Q+Z6ayygrvGVV17Z2oV0oR01R1Nmnzro9DPlPaGOLoWfaV4BixQ69/vuuy9kxhzqmLacPfvsswuPWwbbFGghljLyTGyasNpyQWNv6VzVVMONNtooZG5T6baUrgtN67vuuivGmJYJZFM7Geeo16VbR3SEaavqsvtHv6sHH3wwAOC4444rfE9XrEkaY0wBfkgaY0wBbUtLTJV0z/OyMs5J04+WW265kK+55hoAQL9+/WJMvc80nfJi9LQiCf9Xuz2qGUUzSL1s6gGlB70s5S6vpHwVD63OVb2p2223HQDglltuibF111035MMOOwxANoWzFXN26aWXDnncuHEAsimeOhdW0FlhhRVi7Pzzz2/6XCna4d3W7Qf1gqaiFPSeopmdF8VRtj2g8Xr8LmhMplaz0e8C0S2gKrQSUbH55puHfO211wJoLQ5YYfsS/c5pvCLjj7XalH7/Ro4cGTK3ibSi16mnntptLrp1plEvXf+vaN7Nvg5YkzTGmEJqaZJ5/X1Tjht9P3819RdBY/DeeecdANkmQdpLlw6KZrJcqCFoUj03cIHGJrBu6OuxFl10UQCNWozN0Kk4SR5LNUWuFZCuvJyKE8v7pVWnBT8P3bDfb7/9Qn766aczx8ybayuabB1Nkv+bl1nFzA9tWPXtt9+GTOtBrydV1Vo1JnUM6VyZvaP31Pbbbx/yTDPNBCB7/+tctt12WwDZAhxl9FbzOX6X1TGlWvP+++8PIJv5pZbSBhtsEPJZZ50FIGsdcS31XHlZT2U1TPm80tebqXdqTdIYYwrwQ9IYYwqotVucFxuVMrFUxaZDZ9CgQTGm8YDDhw8HkN20/e6770Km2qxOBTUxdMP+pptuAtBwBgHADTfcEDKdQ9rS4cEHHwyZZnpv9aTWDXWa2VrsQ1PfOK7zU/OR5nTKYQFka/O9+uqrALJl99U0YpEN3XLJa8DUTrTWp9ZA5Pk0VXXvvfcOmeuk60GnBdBYs7ztg1Q8rN5zuu3BOMa8z4FNw9g6ROcHtGZmVyGvn30V2IBPG4FpHDPbXuhaMBUYyKZmMn6SzfuAbOGZJ554onAuZdei92crWJM0xpgC/JA0xpgCKpnbzXou8+rO0XQ+/vjjY0xTFEeMGAEga6JoFZF77rkHQLoNA5CNI+T/aOyVVhnZcsstATSq3gBZc2ebbbbpNn+Fa6FmYDvRNWbalnY71BTFVCl6TTFj6pl6VTVdTesfEjV9tA4g4+PUtFLPcrO1/VpFTewUagLr/XfBBRcAAHbZZZcY01TZlJmta0czOy+ecJ555ul2XjVrVeY6axzxCy+8EPKCCy5YeC5SVkUr731VTOy8SBZ65bUClG5NMX1V45A1llW3vnhc3XrTFERGFmhUQWrroCxOstWYVGuSxhhTQNNxkvrELisAQY1CiycwXgoADj/8cADZmDOV+aukjhk9P/9X46X++Mc/hrzXXnuFTI1Hq6BrgvvFF18MIKsJasYN55JXg5Hk1a2rErOmv3Qpx0jeZ1G2Mc336TH1l/y3v/1tyHTiqBNMNU0tUkBSmUI9FSdJNGuIGUhAwwGg95TGm3Idde1VG07F4OU5Lvk/0003XYyppUJnoGbpLLvssiFTW9Y44TL0/KoBf/XVV93+tx29qAmzwHRddtttt5A5ro4pfieB7HozE0kdhJqpw89O71+tnN9s0zpXJjfGmDbih6QxxhTQ9A5mKyXlaaaoubLUUkuFTMfBpZdeGmMaM0nHipqVjHcEGsUwNJVLzQZNQVxkkUUANFLB9PxAI9n/6KOPjrHll18+5FQxgpS50s5UMDXjtt5665Cvu+46ANmYTjVdWLNP37/PPvuETIeUmiW6blojkufQmFHdEuH1ajMtpip2PW5P8tRTT4W86qqrhsy6her00i0UOrA23njjGNO6j2zupaiDcL755guZjgeN7dX4StZYVFNT58W0W31di70wHjbvnkuZ2ErZZ5OKCdYx3ZZ59NFHATQcoEDWIcY5pq4PAN5///1ux9JCKZpC/MADDwDIfkY333xz4bUoU089NYDs86EZrEkaY0wBfkgaY0wBtaoAlXnJqB4D2Ri+IUOGAAA222yzGNO0LpqFWm/y008/DZndDJneBWSrrNx///0hb7rppgCyntcxY8aETNNH4++0vzTR8vZ63dwSyPN0VjHD1azVeZ955pkAgJ133jnG1GSkGaSpeWomsYoP+xcDWTNQvf6MK9TqS4wZBRqfUV6aIGm3d7ssBlAryKg5zPepF1ZrYdKTfNVVV8VYKlpA36/RFRrHy/MOHTo0xrSaDc1RNVFPO+20kGn66+dYlkrYzipAqYpden/r1hW3qdRE1vYL/P7pd1nbsuh3kWmiGoGglaeYIqv3WSp+s849l8KapDHGFOCHpDHGFNC29g2KqsBEgz7ZUPy8886LMTVzGOCsKWTq/aaZpV621VZbLWQ1JxnYrl7gc845J2Sq8GoCpKrL6DKVpYjVDSZX1MxKFTPWYsVM19IUzCOOOCJkfi55nkqNRuA51LTTqjonn3xyt9dT824lBa5OMDkjFjTNUoOSac7qfaAeV6a6ajC6RkGk0PdrpAUDx/X9GpTPiIAtttgixjQBgu0fyhIYlE6Z27x/TjrppBjTiAdGSrA4NZANgh89ejSAbESGtrXQLTdGlayyyioxpumaTAjQeyr1XdQtGb2Wsm2KPKxJGmNMAZXSElPalcInuT7FNQ6R4xoDxXhGAHjxxRcBZH8lVPth/JlqogceeGDI2sObpfC1v6/+UtEhoxqIagXUvvRay9L/OvWrTi1INb4yR4a+zgIZK664Yox98sknIWtrA46rM0fT/HiuMg27FdqRlqiopsfPTD9nvWdYu1TXSx0IdMIwjbUrWuOTWpU6G9k+Amg4PjT2UZ1AdVtfpNp35B2L3+s777wzxtiLHmh8f4455pgY01RBFqPR74xaN4zd1aIWep+88cYbITO1WB2v+txgczqNP9WYTMY/qiWrDuPUGliTNMaYmvghaYwxBVRy3FCdVbMz9brGVqkKTNVbVXiWvAcaqr++Z/fddw+ZzpZnnnkmxjQtTKuQcMP57rvvTv7v/PPPDyAbj0XHEtBw4rTD9KlLal3LuiFqzU2aj1qvT+MgBw8eHDLr+GlLB91wp0mktf3qtm9ot7mtcGuHsaYAMOecc4b80ksvAShv06GOHU2BVGffsGHDAACXXHJJjKmJSdNd00M1pZPbKa20CdG1S/UOz4uz5Li+rtWR6HzSbQatXsRumuqYUocTO0ZqTLM6tHTriE5EjbnUdWNbF20VofPmloa+h04wIJ1ibHPbGGNq4oekMcYUUMncTqUqafocX9cKNJp2RbVXj7nWWmuFTDNEC8JqawCmnm211VYxpnFmmtZHc3P11VePMfXEseufejLVI5aK92PnPAD48MMPAeR3i6xiMpZ5rJXU8dnBDmh4H4FGlzpNK9NCunpeonGF+hnQS6wmditzbcbTWLZ25557bsg0xVoh1ephySWXjDFNq+U6aNUjmuhA4z4AGm0ZNK1QTT1uYeja6T2X8kjntSohVb3bfH2xxRaLMY0AoDmsFZUuuuiibtelHme9v/iMULNYzWX93rHwMGNWgWzMJWMmdTtN20KkUk9bvedSWJM0xpgCmtYk9Zes2f61+uuhGgnH9VdZf7X5S6wZN/pLTCfLwIEDY2ydddYJ+cYbbwyZG+La31dljU/ren6gsQmdpyWlfqk75bgpOr+ibTNUO6STSvsX5zkiWMCCrTaAbO2/qj2Mi+h6K+rnUKWxWJU2Bbpe2gaB7SrUelLtcaeddgqZTsJHHnkkxhgvCACnnHJKt/OWFQpRyu45/a6mskxS97JmXmnRCX5Hx48fH2OqyY4dOxZAtsCHfqdo1ej9onNSJxAbzakTS2ucll131//rKqccm27fYIwxNfFD0hhjCuhIgYu6sF7kW2+9FWNquqTmpLGPmmrHTei11147xnRjmKaJxsdpCmMKdQxxc163FvLiRzsNN8Q1nvHee+8tfA9L5gNZM4rmkzp+TjjhhJC5Xmqu9LTjpp0wBlWvIWWq6uf8+OOPh6yxp4wz1PtI30dnhTp21NlGk1/noo4Tbk3l9bUvc9ykHIN6/+v72TlUu2Oqs4TdEpVU2qAWG2GqI5B1GHGbIa/HNx2HuvVSZk6XPd7suDHGmJr4IWmMMQV0xNxutoqJeuE0dormspbi18ogNFeaiYdifKSWz9fOdzQNykxFNYfUnEjRae+2HlPrdDL+U81tjYPkGmscXN4aslKQehd1DXrCu91pc1sjIu644w4A2XtS74lUiqBW8VGPdGq7RtNuGSVQtaNkpyMqUua4eq913RifrJWD9J7jfaQ1XD///POQac4DjS6PGmepXvVm5523ro6TNMaYDlBLk9TN3tTGdNmxerI3s85f499YTzKvBl3q/a1sBvek86FZWsnoKWtA1U6a0STV4tACET1FK/dBqugL0Li/yta2HfdcygmUKoCRd6yRI0cCyFa4TxUB0WysVL3TsgrhijpGdY1oAVX9DKxJGmNMB/BD0hhjCqhlbucl3ZeZ5tz0z6v1ljIR6lIlRU1RtV/nVabCd8LcbsVcnpBoxtzOM+tSaC1MOgCmn376GNOWC6ktoLr3jJrYnXB0KWX3nLaySPWV1/dosZpUimSq0VY7tmKqOF7KPqOyz8DmtjHG1MQPSWOMKaBpc7vMI1bXC5pSi6uaO2XvS5mrefPnNoG2NtDYrZQnv697t/sqPR0nucMOO4SsrRaqMGDAgJDZsqAuqbqoQLYeKulUh04eN+/7X2YCF/1fM6RqnJZtMWlN0A8++CDkVDSEzW1jjKlJrxS4aFecZJ4DQzf3ufGc9+tDDbKVpktljhNrktXozQIXzZL32U899dQhU9NrpxOojKr3XKryvsI6l2U1LstIOXuAtBNUK/+rJpiq+J6irJ6kYk3SGGNq4oekMcYU0LS5bYwx/4hYkzTGmAL8kDTGmAL8kDTGmAJ+Wf4v/4+60hlg3UrYzD8SrZStUnqjhFxfok4IEFuiploE/yPQ2/dcKyFOfan2gEOAjDGmJm0LJj/44INDPu644+rNagKnlcDeVAHTf1QmhGDyvkor99zw4cNDPvfcczs2p75GWduLPKxJGmNMAX2y73ZfYvLJJweQbZ5Vxt9TWmKn0+kUa5L/T1mqYArXMAUWXHBBAMBLL73U9HusSRpjTE38kDTGmAJsbneAvydzuyfpC+b2IossErLO58UXX+w21pfwPVcNm9vGGFMTPySNMaaAv0tzW7vkvfnmmwB61kzq66aPdsPTuWqxYmaulHlY2+n97glzW720V1xxRchbbbVV4fsWX3xxAMCoUaNibNFFFw1ZWypQHjhwYIyl1qmVzo9l9PY9V3YfpDL2AOCuu+4KecsttwQAfPPNN8lz8LPTViupDoit3JM2t40xpiZ/l5qkZvwceuihALK/XieddFLIe++9d9vP39u/6tpUTRtIUVvRtdDX9VeZ/6Nl+7UxVSdypHvacZPqG7/yyivH2JAhQ0IeOXIkAGDeeeeNsTfeeCNkzZYaM2YMgGzrgfvvvz9kNh1rZ7xhb99zVZl22mlD/stf/gIgey1LLbVUyLqG7cKapDHG1MQPSWOMKaDHzO28Dmh1UHNFN3NTCexMWQKyaUuHHXYYAOCoo45Kvr/KdbfT9CnrO7zCCiuE/Nhjj3X7X10XzuXVV1+NsZVWWilk3TC/8cYbAQDrrbdejG2zzTYhX3XVVd3m0r9//5C//PLL5PUU0Ulze8UVVwQAPPLIIzHGlFMA+PHHHwvfP9lkkwHIdkV87733Qt5xxx1DPu+88wAAv//972OMXQcB4IQTTgCQXbuJJpoo5L/+9a+Fc0nRzntupplmCvmjjz7q9nqVFEX9zi288MLJ9//0008AGmsNZB1a8803HwDg3XffjTHtez/jjDMCAL7++usYs+PGGGM6jB+SxhhTwATj3X7uuedCnnLKKQEAs88+e4wxHhIA5pprrpD33XdfAMBpp53W9Ln222+/kFt5H+mUp5FbFp988kmMaawdz6ue5y+++CJkmiHXXnttjNGjCGS9/quuuioAYPTo0TGmcr9+/QAABxxwQIypJ7xKzGQnze3PPvsMADDDDDPknq8r6s3/+eefC9+ja37ZZZcBAHbfffcYe+2110LefPPNAQCvvPJKjOm2SBU6dc9VqVyuWxevv/46AGD55ZePMY2u0PuP8bu6HTTnnHN2m4syduzYkDVutVlsbhtjTE36tCb57LPPhrzFFluE/M477wAAHn744RhTB4Q6DdSZ0CwLLLBAyPprT8oi+jsds5Z3fv4SP/DAAzGm2h1/zZ944okYm2eeeUI+55xzQqYjSyvODxo0KORZZ50VAPDMM8/E2EEHHRRyK7UQSV8ocJHHzDPPDAD48MMPY0xj/FRjZ8ylatl0hAENh5HGpaolVIXeipPkuRZaaKEYU+2QGvSJJ54YYwceeGDI66+/fsi33XYbgIYDB8hq8ylWX331kFNxlGVOJmuSxhhTEz8kjTGmgF41t6eZZpqQNbZpjjnmAAC8/fbbTR9LL4OmEdCI81ITYOKJJ+72frYkBbLxgloMospc6q4bnVQA8N133wEArr766hhLxTxqTKjGTjKmUmP2tGADCwwAjdTGYcOGxZg6fGimf/zxxzGm110l5a7d5nZqW0LvKXUKlEHHiqYyalqiFsvYc889AWTjMNtZCCTVJrad95ymtXJLQONDv//++5D5XdW10Lmk4nx1m0HXiDGRarq/8MILIXMLZ5JJJomxI444IuRDDjkEQGv3ns1tY4ypiR+SxhhTQJ/xbuvxGZOmFVmefvrpkFmR5ZhjjokxNaPoedXj5l0mx/X8da+1rumT55HjsfR1NVfGjRsHANh2221jbIMNNgiZKZiayjVgwICQ1VO90UYbAQAuvPDCGFtuueVCvv766wEAW2+9dYwx6qAqfdm7nbqPpptuupB122LjjTcGkI07Vc8/zc129lxv5Z7T+GJN8WsWvf/YRfTII4+MMfVk857U9FlNe9R0Rc5ba3PyWQA0rpHph0B2Datgc9sYY2rSZzRJhRvHmuivmqRqNER/3U4//fSQ+at0+OGHx5hecip2sBVSPZI7VeCCWqU6vNTJxGwSLSaiRSnoUNBfcnW8aJEPrrHWT9Rffa5bOyu+9zVNUu+jESNGAMh+zhpDuu6664a82mqrAcjG62pmFOnU2vXkug0ePBhAo1EakLVUaOnkOfXUicg1UieuOoQYa0pLslXKvqt5WJM0xpgC/JA0xpgC6u16dgjGA2qMYqoGpZoVuvGt/8v2DXnvY5pZ1Ti2Kul3rZBy3Kg5omYcYypZVADIFuhgWuEUU0wRY7qNcc8994TMWEwt0qDOsb7af7ouU001VciPPvpoyNzK0JRV3Z7YZ599Qma83/TTTx9jGtunaXcTIlqMg9tUWiOS7SmAxndY45Q1XVPTPDV1k2ja7Nlnnw0AmG222WLs/fffD7nsnqz6XbUmaYwxBfghaYwxBfQZc1tToei91W51GhtFtIafenw1Xu+mm27q9r699torZPXu9nVS5oR6EhlTpmmXai7TzNHqSdpvevjw4SEzzW777bePsRtuuCHkKnUGJwQ0Lk8jA+jZv/3222NM0+d0u4cRCWreqYk9Ia6dbkdpX3umAKsJvsgii4RMM1u/h5tuumnIqUgVRdeb2xi63dSJtjBdsSZpjDEF9Mk4yfvuuw9Aozo2kI1jXGWVVQBkswW0tp/+gnPjWKt5a5ZJJ+jJmDU9PjMpLr/88hg7/vjjQ6Y2o9kfbK4EZLVSOirmn3/+GNPGV6yZ2E663ooaI9pTWpeu54MPPhgyNcntttsuxj7//POQ9Z6iJr/mmmvG2EMPPVR43irNtRRdH20qpvVEOwE7Buj3b7fddguZjdeWXnrpGFNnqt5HSy65JICsVq4xvZ1weDlO0hhjauKHpDHGFNBj5rY26Xn++ecL/zdVL0+dLWeeeSaAbKK+OmvUbGQCfN1E+DK0hqVuIHeiJqKisaRaE5NsuOGGIbMepNZE/Oqrr0JWpwVTQvVz0y0LfjZ16ySqw66rCd8bbQh0DbVuIl/Pu16NTeUWh342t956a8hMJa27dpqyp86Uuuu2zjrrhHzHHXd0e12viw7VvB7k3PpRE1q/1/pdYSzp0UcfHWP33ntvyGxxoU6iKrGPmgrZTI9za5LGGFOAH5LGGFNAr3i3y+LEUtU6UqgKn9e3mKb9Yost1vI8q9JbPZC5TZHnFWYKo3aYY49oIGv6pupFKp3wNvd0FSCNJ2Xri6eeeirGWCsRyPaSJieffHLIWvHnvPPO6/a/K664Ysj0+LaTTt1zqS6RyhprrAEg26kwdW+k+msD2bkyckCjM3RrqCciKlJYkzTGmAL8kDTGmAJ6JS2xSrUO9U5T7W7GrOhJM7vTpNatbA10Leeaay4A2ebwn332Wcjqob/55pu7HUs/A+1411dJteTQNdROlNyWUbNy7bXXDpkB2rqto1WANICbskZZLLHEEiF3wtzuFKmoEN06YMB9//79Y0xNawabNxNdcuWVV3Yby9tGa5Z2tMiwJmmMMQV0VJPUnrhlJddTzgb91ddN2zLtSZsO/b2ja0RZ49C0puGf/vQnAFntUTUgdUSwsIBusqtm1FfRWoXakIppc5pKqDUQWUtTUxEnnXTSkKnRqKapTgXVnvg5aA3JE044oXDeqf7qdVMVW0ELSWgrilTRCK3hyO+irqumD+oapND2I7zGdhatqNtgDbAmaYwxhfghaYwxBfSZKkBlpgXrGwKNKkBaeURr2I0dOzbk3ui411tVgFIfpcYC0lzWeny77rpryLrG7HLX6SoySjviJHWjPtXeQ+sastMf0Kg4pel1Oh+ak88++2yMsb82kG09wHFtrTF06NCQadrmxR5WiUFt5z2Xumf0O7nMMsuEzLhSTedkjC3Q6E2uXTfZGgQAttxyy5D1GUA6Xf3JcZLGGFMTPySNMaaAjprbee9JnTJV2WOjjTaKsVQntbxz1a2uUpe6pk8r80+tm3qsr7rqqpDHjRsHANhzzz1jTDvPqbeWFYFYMr/VeVWhHea2RjaoacxqL2pi33333SGzFYh2j9xpp526zW3MmDExpmZnGXotm2++OYBscdqyNgZl1L3naBYD2bYo+vmTTTbZJOS77roLQLYKlx4rhc6vX79+ITMNtBPph3nY3DbGmJr0mOOGsV9AIyZMa7npZnGVmDB9T90o/bq0cxNda9/RiaKxZynHir6ufbcZ/6a/1NpATTNMWB9RG6X19CZ63bVTZ95rr70GIBsPuPLKK4fMDCKNC9XYR95f1MaBRnEHIFsAg/efNgorq6Fal3ZaL6mYSW0eR8cp0NDGdSzlgFE0C6zTdV7LsCZpjDE18UPSGGMK6Ki5nTIV9Vi6wTtw4MCQVbUv4plnngl52LBhIbOzXW/RKccNzZi812+77TYA2X7lWuePzgFNL9SNczU/6fTQz1A39DvRO7od5rZutajMY6mpx/UCgLXWWqtwPimzkE4LINvygDGZGjuorTE6kWLYqXuO47oNoal+/F7rWus2BV8/+OCDY0y/3+rwIT2Zjmlz2xhjauKHpDHGFNCraYlVTTVWs5lvvvlibIoppmjLnNpBp9MS2cQdyFZaoidbvZMpc11NmIsvvjjkU089NWR2ClQzS6sHdYKeaN+g16smNFsHaMrcYYcdFvKAAQMAZOMkNTojZVprZR+tdtMJOt0yRO8ZPRc7aHJ9ukKv97fffhtjvb0dptjcNsaYmvSZAhfaX5fxZzo1/YVnc6pmps4iA6nMgU7RqV/1lCY4aNCgkLkJrr/aum7UQDULR+UvvvgiZNZSVGdNT2+it3Pttt12WwDZJlOdRos6ME4T6Hy2UiccNzo2xxxzhMx7TivVazeAl19+udv782i2AWA7sSZpjDE18UPSGGMK6DPmtsIpaRzb+uuv32Pnr0uZ6ZMqSlEVPf4uu+wCABg9enSM6YY66xfmbcJr/UP+jzonOk1P992ekCgrLlJ2z7WzOIkei/eHNkU75phjah2/J7G5bYwxNfFD0hhjCuiT5nYnUt56kp5s35DqMpk3l9Sc+tIa94S53VevPUUrc+2tliHcOtItnE5HQZSR951o9vvR7XjtmZYxxvx90ic1yb6OFubQfsOkJ3/VJyRacT50/f8JkbxCDZ0uDjKhr1s7mWmmmUL+6KOPur1uTdIYY2rih6QxxhTQtLltjDH/iFiTNMaYAvyQNMaYAvyQNMaYApru59hKWAFLbk077bStz6jN9EZgup7r17/+deHrGiZyyy23AMjmqWtuN69FW8b+9NNPITOwV1/Xc7HsmeaOa2iKzoV9TPRz1yK1fF3fr68zD1z76Wg5rdQ5uzal13PPOOOMALLl3LTXylRTTQUg27q4rORXKiTpV7/6VeF8lbz/5XH1+KkA67wQoVRJvLJ8/7zrYqtm7Tuj8P7suvadpC8F9DsEyBhjatK2YPJ2Vrbp67QSFK3aVUqb0LYT1PR0/fRY1Ar0PRrMntJAUvPSOaU0XaCheai2k5JVm9NWD6wOk9e9cLLJJgMAfP311zHWdd6pe07nrm0snn76aQDZ9crTkklZyppCrTFPu0zdEzrXlEWg6Pz4Pu0wqlpr6jiqsZd9VxdYYIGQWRT3HxVrksYYU5OmNcmyQgqlJ0r80pb1162qnbZzz6PKno2eU/taU2tK7RkBDc1B10Jfp7age46p9graKzu1rnotevzJJ5+821wV/QxSmqReV0pD1fOmNDs9FtDQNoHGdZYVLyj77PXz+Oqrr7rNJ6UNK3lamt6rvI7UHq4eQ4+l10VNTxtmpdIa8+qC5u0510HXRbXWrnPqOpeeZJpppgGQvnfzsCZpjDE18UPSGGMKmGCqAPUFdb5Z8kyfiSaaCEDWjEuZnWWhI2r66OY+z6umrp6fm/96TH2/hmyxx3beulPWftPakTJl+msYCs+lIT1drzVlWuu1qfnOcXWsqLlbFn7Ec7dSi1BJmbh5oV58vSzcKM8cbyUEKDXW178/PYnNbWOMqYkfksYYU0AtczvP9GkX/fv3D/nLL7/sNpdvvvkmxp566qmQV1999ZDHjx8PAFhwwQWT56CZpOaSmqBlsYcpdEnVNKaZlGruruSdi3NUT2nKXKeXD8h6Imnu77jjjsnzL7rooiHTND7uuONiTL3qNK3V3NZ5ca4//vhjcq5c41SWT+r/uab6OaVM2LJ4xLwYVp576qmnjjG9v4jek3r8o48+OuTDDz8cQPae1WtjnKvO5Ycffuh2XVNOOWWMlXlsWym62wnTuyxSRbcW9JxnnHFGyPvvvz+A/A6dPEfZNkgrUTE2t40xpiY95rgp+/XSDX5qGfqrrRoPf2H32GOPGNtvv/1CfvHFF0P+3e9+121M2y8sssgiALIOhLro9el18VctFfOmct4vJbU2zdeec845Q3733XcBABdddFGMqWa00047AQDWWmut5PnHjRsX8vDhwzPHBLKfBzWnlIYPNDSHrtohSWkbXX/1W3FApGIPVRNjTreeN+U4Ue2S+eIA8MEHHwDIxm6qxr7GGmuETKvq7rvvjrH11lsv5AsvvDBzzq7nLcsZJ3kOvrrf1brZc6mYSj2mxqquu+66IfNeeuCBB2Js9913D/nEE0/sdq66WrE1SWOMqYkfksYYU0CPmdvqrHjvvfcAZOPy1AHw5ptvAmg4GgBg3333DXn55ZcHAKy00koxpiboqFGjQv7DH/4AoGFqAg1zB2hsHOvx11577ZDvvPPOwusqM5HVuUWTKK/wAsfV9FKTjibjUkstFWOzzTZbyPfccw+AbKrh3nvvHTKdW1w/oBEPCQB33XVXyJdddhkAYJ111okxdeL88Y9/BAB8+umnybl+/PHHALImrZpuKSdUkbld5oRJsfTSS4f8yiuvAMg6snTt3nrrrW7H1HXkZ6MOlAMOOCDkSy65JGSmO84///wx9tprr4W88sorA8gWl9DtoPnmmw9A9t5RZyLNWY07bWe3RC2A8cYbbwDIOmbLnFup8+u66/337LPPhsx7QQu4fP/99yFzPXUtNTaXn1fZlkwr8a+ANUljjCnED0ljjCmgkrldt9r3wgsvDAB44YUXYkzNsjXXXBMAcPvtt8cYzTeg4Z3eeeedY4ymJpA1IVMVh1KpfGo2zDrrrCFX8e7puuh10cRUczvl/c1b11133RUAcO2118YYK3IDwHLLLQcAuP7662Ps/vvvD5nbGCeddFKM6XUfcsghIdOUW2WVVWJMTUpumeiWyDPPPNPtuHme0pRJ1nUtyu65VBxlnsd3+umnB5C9NyaddNKQaQ7qHDTigSbu6aefHmMaz6dbEVdccQUAYIMNNogxvQ+4naJbFdwWAoAbb7yx2/FTpCoPAe1NIeY2mFabStVI1bVW05yfi25N6LofddRRIXNrS6MvUnHA+rkMGzYs5Ntuu630erpic9sYY2rSZ+IkU6y44oohUxMAGr/U+iuk8VQqH3zwwQCAESNGdHs/0Ngk1tgu3TCn9pPnjEllGuVpkmVVzFNFFlLVrTX+T+fNTexll102xjQmlJrmKaecEmMaZ6mazQorrAAgqz3OM888ITNmjQ4PIKvZU7PRmL8BAwaETOeGapdFPW5I3nqmevKUFZ1Q2JNHazjS2QM04vnoyACAgQMHhsz+RACw6aabAmho20D2/uXnq3PddtttQ6ZGpM4OdSJRw8yrYN+TxWh4LerQev3110PmvahroQ4z/d9BgwYByF633t8p6OQCGp+NrktZERFrksYYUxM/JI0xpoCmW8q2QrOOnWOOOSZkjV2k6q5m7cMPPxzyfffdBwDYa6+9Ymz06NEha9oT0+rGjBkTY2eddVbI77//PoBsClleKh1Rs5AxZXkNlVT1T5kO+jpNKo39WmihhUJmTJnGbqpD6/nnnwcAjB07ttsY0IiDVBNcr2W11VYLmYUp1GSdd955Q2baItP1uh6L94BuHag5T4fQgw8+iDzKYiNTBTV0PTU2l9sC6kBQE5DOQjWL1RlBmSYhkDXN9doZ26dro2vO9DstNKLOjJSzUe8JprqWOXaqkoqD1FRXjacdOXIkgOwWkMaHEjWxP/nkk5BT5rbe0/oZMhZa4191y0PjJ0mq1W+rDmdrksYYU4AfksYYU0DbvNtar1HNkGZR02KbbbYBkI2X0nqRVPdpKgNZL7D+L2skXnPNNTG2/fbbh0wzWau7aLpkFfJi+Yiu5VxzzRUyzT81vX7++eeQZ555ZgBZjx2rGAGN1EpuRwDZOof05Osx9Via7sg+1momaY9vRhDoe2iyAg1TsOz20s+taxe+VJ9vXbu55547ZJptuj2QMrXyqgTRHL/hhhtibPPNNw+Z20G6VaPnv+OOO0Lmd0G3PTSOl+ukaYUa71pWw7Qsva7su6rn+vbbbwv/N4Xen0yVVe/+hhtuGDIrdV111VUxpltIjz32WMg089VT/uGHH4bM+z/Pe10Fe7eNMaYmfbIRGGOrDjzwwBjTohPUMLXe30MPPRSyOnROOOEEANlfT92c14yUKpT9qpfFSaYyUlSD0nqUHFcHijpDqKG8+uqrMcaNdaBR5ENjIzXjRmPxUvUgdUOf663vUecCr0u1w7KK6kVxklU23dVRxnNrdXXV5KiF//73v48xPRetG53Tk08+GTLjSoHGOjMuFcgWYGGBB3VgpIqe5GmS7I+uWTBl2UytUFZ0RT/Hgw46CECj4Im+BwBmmmkmANl1V4tE15trqA5EzY7jd7iqw4qO4FRGUBHWJI0xpgA/JI0xpoCOxElWQc1OmnKqaquKf+mllwLIburqhvqQIUNC5iYwU8UAYPDgwSHT3C5rZJRHmbquJh/NBDVdUsfKS4Gk+abmNNPpgIYZrWPnnHNON1kLZOjWg5ruTzzxBIBsaqjWlrz33nsBZNPCtCYirzWvniTXuFnTMLXOKZNdPzt13PB/tTGZXjudNNqYKhWPpzGCb7/9dsgax3vTTTcBaNSNBLLOQG6h0GwGso3Ayu4//q9+Z9pJ6vz6/VPTmQ48dYYOHTo0ZH4XH3300RhTx6E6t6677joAwKqrrhpjut3ErZ2iVNYiqjYrtCZpjDEF+CFpjDEF9Kp3W03RlHfv3HPPjTFV588++2wAwC677BJjGqepsW40B9W7qCYiPYSM9wKycWD6vmbJM5e5hnqtqZqAOqbxm3ydHSCBbKUaekv1/Nphjh5IrXOo8W0aE8lYV9Y2BLL1+ljFR6MKNBrh2GOPBZC9fi3Fz3HdelDvOJCu4pNHs95vNXE1zpGmmLYWOP7440NmjJ6mUe6zzz4haxUfpj5qet1zzz0XMtefawikOwy2QqerAOnWxmKLLRYyt7O0riP7ZwON69JqURtttFHIF1xwQcjcTtKoA30fv7dqNlfdJiP2bhtjTE2a1iRT9ewqn7TkV58OAq37qBWlGQepG8Dq5NFfJzppNE5S4yvZz1u1R80c0SrfzaLXlSpskHI4AI1Nao1HVM2HzgPNSNCkfn5GmgWj1cJT59Vz6XWzOrvGsWmP5FtvvRVANn5VnTQswqGOkpSGpJpk1/tK147VqPMyZqpkjqimyutRZ4uuHe8pLUrBGEAg68xgNe/zzz8/xrSACyvE6/n1synru53SFFWLUu09day8mMcqMFZ0ySWXjDGNPT7iiCMAZC0ajdPVBoC8//X7qwVJqlh1ZViTNMaYmvghaYwxBfSY40bjndQ0JikHh05NaygyfUlNHN3MZYwf0EisHzduXIypmfP4448DAMaPHx9jSyyxRMgav5aCZpI2iNpzzz1DVhOUpo1uXagJmqrBqDFnTCHUvsR6LXSsqAmlTh5ufKsJzUIWQMMMBBp1KBdffPEYU5ORc1GTUq+bG+55m+z8bGefffYY61oPUM1CXqcer8xs1OIh3FbRe0prETIe9JFHHomx0047LWSmLap5qOa4Oml4X+r2hb6PRR2WWWaZGON9CKRbTaRSNDXtUeMQ635X1aGl3wui18I1VgfLmWeeGTLvCY1J1WPqdgA/Y90OS9Uj1f7uuvXULOrk1djePKxJGmNMAX5IGmNMAb3SLZGeZq1Ao2o1zVH1XpcdU2Mf1VNNc+7yyy+PMTVBaaaoZ7VKvJWiS6rmMM3DVIdEoLEG6jVVryHTtQ4//PAYS5mzGvOZisnMM+PUjOd66taF9oZmfUStZKOmD+Pj1LudqpSk5lbXW1HXLpWymSLvPuUWisYr6rFoYmqFGp0bZTUlWRkIyG6r0Lur8YCaKso1acWznOo2qtsNqdqZ7YCmbZ5Zy+vS2Eb9LjOFUL9/W2yxRch6DVx7Nc3z+ra3C3u3jTGmJn5IGmNMAT1WBUjVWnoQN9lkkxj76KOPuv1vnqpNT7l6t7Uyjnr66ElUL/Fxxx0Xcv/+/bvNr52oOZEyGdU0Ygoig86BbFsAdhjUyjxqBrEVhQZha6UkomupppGa9jyuFpPdeuutQ2bqJ9P1gKyHN1XlR01Cvq5bI11Jmed5aWhc5zITVu8ZlRmMrsfUYzEFlt0xgWyUhl7n7bff3m2uuh2k92cResxUgHgnzM+ucBtBr0Xv6dTnrGs4atQoANkoCV1XPZa2ayG6BaTbc82S2qZoFWuSxhhTQEc1SRY5ABptFIDGZr/GVq2++uohc+M7r+EPm3tpLbqNN9445K222ipkpjOqpsm6dUAjzeziiy9u7qJaJFVWX39JNX6UMZnanoHpgUBjvW6++eYY05gv/tLmxRKyr7HGI2phBU37euGFFwA00vWArMOIsZb77bdfjOl1pTS/lEOra1ELJfXLn+dU4zqrs4QaHdBIa9RrVC2FxTfUAaH374gRIwBk11a1O/ZEBxpFP9Zbb70Y077udHYUXXtXUimd7XTQ6D2nMcW8p3Td9btIh6e+fuqpp4a82267Achvb3LllVeGzPhJ7bWtvdGrtPBoh4VoTdIYYwrwQ9IYYwroSJxkSi2mqQcAl1xyCYCs2q6mB/v2avn8MWPGhEwTTusXam0/jXlk6pnGx6kzg/FzeR0KWzGJSF6cZKr3c6obocaHzjDDDCGzM506QNhGAWiYefoerY7DddF0PTWt1PThudTJoJWYDj30UABZ81XXkMdV54auS8rR0tWUTt1zec68VAyoOoUYm6s1HLVaEtMw9d7RGolM2dT0WE1b1G0HHledkepg4zWnnHoq63roWqS6Keb9bxX0c+S65nXN5P2l89dKStzm0LqnuiWiW0d0XOr9XzdmuQzHSRpjTE38kDTGmAI64t2mCrvwwgvHmBZIpSeaJhsA7LDDDiHTq6jpdWoKbrnllgAaxXeBbGUb9cLSjNJudVpqPxWTWWZiVy0Zz3Poe2aZZZaQGR+p3j31prL9gqa47bHHHiEPGDAAQNY0WmONNUJmWqGaO2pC06MNNGJJ1eTUdaP5pKZdqmKSmpSMSdXz5nWO7Hps/l9eQVquqVb20bWjWajv1/mQzTbbLGRt38AtGv3sjz766JC1cyI9xerx1igCfj66XVDWfiGVgphXvLkKWllH73961XV+qe0cbXvxwAMPhJwqlqwREyuttFLI888/P4BsKmxfwJqkMcYU0LQmqdoLf6HLysyr40WzXI455hgAwE477RRj+kvFohTbbbddjKmmp/FvXecEZIsUcDN4oYUWijFNtucvXCs9eVvRHrVUPeelsXhaIIKagTqONMODmodmHqhjhk4cLbygWSXUqvOKVmhNTBYB0c/lyCOPDDlVE1QdcVxP1Za0rzevtUgbSmVxpOoq6us6L21cxowPrgGQja1lHK/Wt9TjU7vXe17Xfv311w85FdOYl52TIqU1p75r7dQk9Z784IMPQqa2rY6XZZddNuRURo2iFhzR749meVXJqOkJrEkaY0wBfkgaY0wBbYuTLKv7pu9nh7VNN900xt54442Q1URMwePrOdUcoWMHAG666SYA2f7VKQdDWSJ8K4nyqXhAoGEe6frotTI+TN+jMp08GpuoxSxoRmucmZrWNON1Lfr16xeyxkwy7pRFNYDsNgWdRGo6vfvuu93mndc7m5+XOjS6dkvUNed10hHQ9XWuuV6Pmm9cO117TcVj/3Gdr27b8LPT1hssngJktzjYy12Lf6gJy7XJcwDSsaNbXGqup75feY6fZgt/6LnUccN7ZqKJJkr+rxY1IXotqZhPdRbqdhTvCT1Xlc6srThWHSdpjDE18UPSGGMK6Gj7Bu2qRhMEaKjDas5onBZNl0svvTTGUvF0rNwCZOOttP0B2wyoCq9zaZaqKryuG00X9aSnvLWaTqdz5XHVk6jdCplKyNqHQNakpKmo1ZP0M9DUT3pz33///RjT+DeaTCnTSmUtxa9mViqNsKtJmLrnyrY98lL9uKbsmqhjQKPGqVaj0vczxVC3ddQzq1s43EIpiyHN+07xvPq6bgNwnVJtEoqOWwWeQ69bz8v4Ud1aUOg11/nrdo9GAvCzy0u37AQ2t40xpiY91ghMYR0+1ahSWqf++mqPYjp5tFBDqj9wb6FLqo4J/irqWKoRlv56qoZAzUc3s9XxQ4eOZvFoYQUeVyuMX3TRRSGnql/rr75qenQOtbLJnorr0+trRpNUTTGlPWmNSI1j5P2l99w555wT8t577w0gm+WlmjNjULWgiGrZ+pnTeaRausJ1yCt0UkaqgExZxk4ZeT3MU1liWhtz3XXXBZBdV/0usk6rWoV58ZC0ALUwSKexJmmMMTXxQ9IYYwpo2txOleHX9LlUmprCen5A1gxKTqpCmfY8mo0Tayc6bzWHuUYa26hxf1xPXcvZZpstZBZR0HVPbXzntW+gyZS3GZ7aXNeYzFR7hlThBqBhCutcdV58n441Y27ntRlIvUedgVpHkmjMI2N3hw8fHmNqetO0znM0aY1FzkHv87yY3tS8q9z3ZeZ2K9/VvJjJ1PFpOmtzOo0JLXOSpuKIW0kRrovNbWOMqYkfksYYU0DbvNtVayx2mnaZ7lrhJhXHledpVI8xx9XESPV+zvPgpirhpOICU20N8l7Xz01l1v9U77heC01NNePUu02vt5q0OpeUh7OrGZqKE9S1T91zZWanvq41TrmOamKn6j2WVSHKm39quyrvWvi6euo11ZRz1co9db3braCfI+VUlEZvUZYirdjcNsaYmnQkTjLVqCh1rKq/OFXer321hw4dWutYZZvseQUuUufSNaJmo5lEijpJiP6C81hlsYR5mRosWgE0tFqtZ6mZOjxGXmxkqu+2xlxSY1PttGsdRl1navJ5mSWpey2l0ec5BThPnY86OKgx6xzz1rHrObuet9l7To+vVf5ffPHFbv+rTqROa5Ip8r4T7XTCVkFjhtWhRKxJGmNMTfyQNMaYApo2t40x5h8Ra5LGGFOAH5LGGFOAH5LGGFOAH5LGGFOAH5LGGFOAH5LGGFOAH5LGGFOAH5LGGFOAH5LGGFPA/wEE8ngU1IzaPQAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1300, D: 1.241, G:1.199\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1360, D: 1.307, G:1.064\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1380, D: 1.141, G:1.252\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 2, Iter: 1400, D: 1.507, G:1.846\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1420, D: 1.823, G:1.181\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1440, D: 1.233, G:2.1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1460, D: 1.347, G:1.221\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1500, D: 1.285, G:0.7784\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1520, D: 1.196, G:0.8878\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1540, D: 1.352, G:0.8392\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1560, D: 1.309, G:0.8798\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1580, D: 1.337, G:1.744\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1600, D: 1.282, G:0.9145\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1620, D: 1.188, G:0.8636\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1660, D: 1.237, G:1.639\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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", - "text/plain": [ - "
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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1720, D: 1.207, G:0.9694\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1760, D: 1.247, G:1.015\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1780, D: 1.047, G:1.203\n" - ] - }, - { - "data": { - "image/png": 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sol3Xtttuu5Bp4qkXSwNz6UlW76Sa+JpuxhRFNZ3U9OZ16f/VDGN1Fz1/rUxSVsizlSYj96Umn3pgn3jiCQDZwHstRsxAaU3V0sKxumShVZkIS/0D2QbzRWhgc1kKY6eL7uozlVpi+eabb0Lm88WCugBw4oknhqxLOKnisWVtLFLLFs22b2hk3vhZ/S7rsglTh7UlhD5zrfTUs2qSptJqujLHddnnmWeeCZnzrgkQqQiFsqXBnliTNMaYAprSJOvtNa2/jiyYAABnn302gGyMX2rRXwsqaN9e1vbTkvlceAeyBS5OOumkXvvVmE/+KlVNG2vWcdMI1IBvueWWGNOFa2oreVoFtUady7xiBNRA9R6qBt6OWL9OaJIaz8hURAAYOXIkgGwBCzaeAmqpnhMmTIgxnZvUs67OnKOPPrrimRdT1XqZeeaZQ9Z4WM6L1njUtFfOJ3teN4pq8Ouuuy6ArDNSrSIeS7+req3NxM3acWOMMRXxS9IYYwqoOy2xLDawrNewmrhcTFVzR+PTmHanjgSNiRw7diyArNo9YsSIkDXOirUV1RxibBhQq5Kz6aabJs87RVnMaN542bylFvwVdnTU1Dl1oHBc96+my4ILLggg209anThaS5FzrNWVtOMkTaM8c4WL57r/dkJnFuMZ89Duj9dee23IvOdaDUfbENAE1f8rOg9cqhg2bFiMqZOoauuLMlgNB8jWuSxCHXVqAvMatt122xhTZxzNbJ1XXdJgrKg6S7TzqTpnWe9Ua1OyzQdQi7nUsU5gTdIYYwrwS9IYYwqolJZYhsaGpVRkNbepagO12CWtZqImKNOS1ETXKj+q+lO1VxNCK5rQNKqaUqe0Mk5Su9B9++23ALLmCM1iRWO/Uua8mn5DhgwJWWMqWXWpqChuEfVGQCit9m6nYg/V7NPKUiz4qp0mTz/99JBpwur9ULNZz72e2LtW08gzl5oXXWrROeD3SlMBNYWXXTU1ikQrAnG5S1uiqCdcv4uMxdSi2JNPPnnIrAKk9yVFI6my9m4bY0xF6nbcNINqkuq4oQNC49DytiO6cEwNUpPudZv7778/5LnmmgsA0K9fvxijAwMA3n33XQCNOWvaXQ9Q0fg1ashaQCCFLoxvs802IbPPtLaq2H///UOmNgXU6gROnDgxxpZccsmQ2QQrldEAdHaO8lAHAy0J1TI0XpTOhgsuuCDGDj/88JCPOeYYANkiIGy81nO/zEzSeMNWFgKpih6f56XarzoGmYl2xBFHxJhmtNBJqoUotL0CNXDVNDV+VDO+uF/NatKsJ9KIw7gVWJM0xpgC/JI0xpgCWpaWqAUiqO7qIrfWleP2WvBAzUrGuukieyp+TQs9aHxcI6YxzY1VVlklxtSk4v/LVHg1pzQ9qhHnQ1mcJI+hsYca37nIIosAyC5saxod50tj06qaxa1chqjiuCn7LB0P6nTgUgsA3HPPPQCyTjFdzmGrBl1+ULOy6jx0ssCFtkX57LPPAGQdN9ojnCmI2vdeuyWy8Is6/TQFefDgwQBq6Y1AtuWCtsPg8kdeemEzzsAy7LgxxpiK+CVpjDEFNOXdpndV4xH/+Mc/hkxPGOP6gKw5ThVXYyfVBOC4eqy18ghREzuvUT1VePXOaWwWz+Xee+/ttX+g5hXVa0mZQc161NQ0oTdU50XNAZrZujSh18X6muq1ZVdCoGZm12Ni3HjjjQCAfffdN8beeuutXp/L21c7TKOesE0CUJsbXUrQOEY+K6xlCgDjx48PefPNNweQnXt9jth+Qbv75ZnDjA3UlE6NOEiRen7K5q6e5QjOkS4zaLdNtmfQ9FW9bsY8amytnivPUdtTrL322iEzrVGXxvS+6Hec56JpjQqPpZWaONftxJqkMcYUULfjRpv/lPXgTjkgUgvLKWePflYdN/rrRseNNi/S/6vWl6JsQbzqIrxuo7+UZTUrqbWqNqTbcD50XlQr4HYax6YOAfacZpZEPefUCI1UIU/Rc65V+1CrJQULNGi1ep1Hzq0WrTjhhBNCphavMXyqCbLplzb/0srkqXi+RlDtqexaU+jcqTNPe9vXi8a+st7oBhtsEGO0MoBazPGRRx4ZY+yfDdQcPrq9apJajKOZZ6YRUk5YO26MMaYifkkaY0wBdZvbasJRXW2mXHrePjtVd7BZyho5KamiEkD1+Urts5Xmcl/TifYN2pNd24PosgRJteHQJaJumvt2NZ8jzS6l0BGmxWrKjpG3/5QzsJVLY3lYkzTGmAL8kjTGmALa2i1RKTNnOkkzKnoneyDn7b/eFMl20e5KSEXmdtm1V50benHzqhpVjfts9xJJVXO7k1Wu+qqiFll99dVDHjNmTOnnrUkaY0wBlSqT5/0ipJpAffDBByHPMMMMvfZVtd5e2a9T2f413vC7774LmXFc9TZU6nn8qovo2hc7T8vpS/IynZrR7FrtuMk7t0mdlFbbbGwuY4q1ArhWBt9yyy1zj9/zuM3QyjqbqXkp278dN8YYUxG/JI0xpoC6zW1jjPlXxJqkMcYU4JekMcYU4JekMcYUUHfR3Xbkg/5QaXcerdJITjlDYtoVDlM1YLrn8jjLnwG1smda/iyVF59qR6z70uKzOg88dt58ppbu80r98Z6zYC2QLZTMnPG8ZyOV76yfZVk1LQmo4Xb+rtaPQ4CMMaYidXu3tRCoFkPtFN3U3F1JaWc6pbPMMkvI7ExXT0WUKmgLAtXoyjTNRooRE9W8VJtJpfmVaZo9j6kJCJzHvE6U7MypxW9TlWvytHx+VudIz5fXoc/h3nvvHfKll14aMgv/stAvUH7PNWmA59rIM6/X9dxzz4WsXRBNb6xJGmNMRSqlJeb9v5m0wG5CG2k9//zzDW/fSD3J1Lw1kvbVSNoiP6utArTf+OWXX95rG23QpmtgPK88zSultaaKpBSV0tfPsxGV7lc1Na75aUsPhdeuGt1TTz0VMutM6jH13MqeWd3uvPPOAwDssMMOMZZKkUw1x9Nj6Xym1kp1TGswdtM6eLdjTdIYYyril6QxxhTQVN/tFGVqayMmdmoRPkWeWaHnQpMmbxGdDoT55psvxnbaaaeQhw4dWu9pJykLt0nNWyO9rLXz3GqrrQYAuOOOO2JMlzl4rXvssUeM6Rxrj2728z777LOTx6Jpv9JKK8XY448/HnLKDEtVrVGTsycDBgwImVWY1IGo1ZrYQ1ufCZ17hg7pfCy88MIhcwkiz3zkM6NhSewTDWRbkbDLoh4rdZ2jRo0KWWscakWqnscHaubuCiuskDzXdjOpm9jae70erEkaY0wBfkkaY0wBLfNu9zXalF7NxhR6LWwwf+CBB8ZYMxkpalrlxfI1QyoqQMdScX8aJ6lN4zfZZBMAwFlnnRVj2siejeb1WGoScnslz5OfMsm4jALUzPy8OEsg7f0tm8+8x5nebY1nHDJkSMj03OvcqdlL01rnXk3srbbaKmRGCej1/va3vw35qquuAgDsvvvuMXbmmWeGzKWMvOeQ86L7V9O/r7+rk1Iki73bxhhTkY5pkossskjIGp+WIuW40XhALsIfe+yxMTZ27NikTPr16xfyO++8U+dZN0de+fgybYgl9PW6VVugo0J/nTWOcdy4cQCAOeecM8bU0cF9PfvsszGmTqq99tor5D333BMA8OmnnybPtQw6QvT4ZRTFSVLjVA1V5/b4448HAAwbNizGHnrooZA33nhjANk4StUaF1tsMQDAww8/nNz/ddddByCr/X3yySchzzrrrCHTyaLXM2jQoJCXW245ALU5BrLP53vvvdfr+BoHyedEnTmtzN1uJE6X1kNerv5ss80GoP3fuWaxJmmMMRXxS9IYYwpoqn1D1b6+7EDIgg95MFUMqJWXAmrd3NZYY40YO+2000I++uijQ6aaT7UfyKblMX6ScXZALQVOaaQMmE7pmmuuGfLtt9/e6/9K2bzSkaDxgbovmt40PXvuk2bedNNN12sbIGsaTzHFFABq9wrIOsdo8m+77bYxdvHFF4dMp0bK+aHkpQECwAsvvBDyEkssASBrVmrsK2M41RyniQ3UnCl6H1N9vZdddtkY02UJmrtnnHFGjGm8qTqZeI56LhtssEHI7ECoz+yrr74aMuehLE5Yn8N2l+dTp93VV18dMu+zfpfVGcfCIfr/eeaZJ2RdsiD6/dTn69RTT23m1AuxuW2MMRXxS9IYYwqYZOIkUzF2AwcOjLE8j/nmm28OALjyyitjLFVRWtPN1OxLmQNlVDV91FxJVcnRsd///vch33PPPQCy1bfVBN5uu+167V9NukcffTRkphvmxbnRPNX/p+o3NkLPR5EmP5CtQERmn332kN966y0AwAwzzBBjWsWc17niiivG2IMPPhgylwU0VfG+++4Lmcs19CwD2WvkUoru97bbbosxfQ6+/PJLAMApp5wSY5dccknITJHVepV6LM69Vn1qZWyuwu9KmWmvKau6DJKK9ZwwYULIM844Y8i8Ll3u0v22A5vbxhhTka7WJFXL0X4h/AVVR4BqmqopXXTRRQCyDhR1XJRRb6ZHapu87fLq8aW0s2ayFzRz5qWXXgqZjpDll18+xjSmUuMKqRVqZXV1LpRBbUJj+Rqprg2k60+qI0k/T6eTjuln6YRRp4E6gRhbu8UWW8SYZm5x/7vuumuMqYOQxUWAmsNInzm9j6w3yUIYAHDQQQeFTMebbq/FQ/jc6zOvTreq39Xrr78+5A033BBA9rtI6wwAbrjhBgDZZ1qfP9Zj1etTx8/bb78dMu+datjMiAOyFlKrsCZpjDEV8UvSGGMK6EpzO1Xav+hzPdHFYi4855mtqRqNasbQITTHHHPUde4999XIvJW1fGWMX17TMaIm8uDBg0M+5phjAGTT8bSpm5re6sSpF71Wxs/pmDoaUvPe81q0gAQX8/OcTqmWBxpvN2bMGABZE5uOLAA455xzAGRTBdUJxJhdpgwC2XYXI0aMCJmmt87tvvvuGzJNSI3NnXvuuUPmuDbx6ln8A8g6INWxUvW7qnNI55feiyWXXDJk3pcHHnggxsqKsqj88ssvh8zvmB4rz2HUKmxuG2NMRfySNMaYAuo2t9UrmPJyprrBNcLpp58e8hVXXAEAeOyxxwq3UXPrqKOOCvnkk0/u9dlGOrxpfJ3GfNVLnrmdqmSTmre8sv9lHQhpJq288soxNnz48JAZIaA1IrU6jZrbRGPW9PippZCyzo+pmpt5JiOQNXcZr5rXnoHxdLqU8Morr4S8/vrrAwBuueWWGFPvN2My9TlhKiRQeya1UpJGA6gn/MMPPwSQTcXTeFt6j3WbtddeO2TeB517Nc15LRqHWbVbosa46nlzPG9ZRO9pCs7r119/HWP6zGn0BZc07rrrrhjT6l+8xxqrmoqfbQSb28YYU5GucdzoL8q8885b+NllllkGALDuuuvG2AEHHFC4jWqEqinyuvIqZJc5U1LkaZKpfTVSuy+1jWr41Lz1WtV5wKZeWo1cF+lT15BX2CPleClbsE/tv8hxow40ahSq5Uw11VQh855qhoYW12BGzNNPPx1j6oyjdqba2wknnNBLVo1OtWl9fpgxo3GUu+yyS8isFq/Vym+88caQqUnqNnpckjd3zXxX+/fvH7LGLjImkxlNQHbe1DnWDKnvHTOSgOw9bgfWJI0xpiJ+SRpjTAEt67vdDHlmYwot/84S+82awEqq/Lz24NZlgBRc2K6noEPZ+dL00M+VOUjUOcHP6nKCmo+szUfHApBtZzDXXHP1OlZe7cxG+oX3PL960evgAn2qOAlQM7OZ8gdkF/1pwrIWKZCtpUmzTp1XGtuoNTxTqFOLsX96fnpeb775JoCsA0OdbUzl1EIQeh/ZQuKkk04qPKdGUBNb53jnnXcGkE0lVMdJyrRvJJ5RYyKJLpOoI05TXDuJNUljjCnAL0ljjCmgT73bqfTAPNQEpYmsarmaQymPsZbPZ61EANhtt90A5McuqlwvZZ7GvBTJss5zRGPa1CSleaYeXDWt99tvPwDZairPPPNMyFp1hvOZd640D19//fUYe//990NOPVZlnvx6uiWm6mvquMYevvHGGyEz+kH/r15aLjvo9TKNE2hsaYfphOrd1kgMxmpq7ORmm20WMr36ecdk/Kh6+qvGSSpM4QRq3xWtW3rttddWOpaa2HoPeVy9bq2u1A7s3TbGmIrUrUnqwnEq2b6hg/7/vz6auZPK9lDtThdwmWmTF/uo58pjqYPiN7/5Tch0Aml2RerXsZEo/7KMhKqJ+nrdq666asjMCtE4U41zpNanGUlapGGrrbYKmZpXXoYLi2gsvfTSMabV30letXJqE6liCmSVVVYJmQU3VMtOxXgOGDAgZNV4WMVcYy/1+Zp55pkBAB988EHy/7xneTGudMbovtTxovGA1GDZ61v3r8fQjDLV2PlMDR06NMa0BmNVTTIVu6jan85LKl52++23D/m4444DkHUKar1J1vHUfelc6rXovW0V1iSNMaYifkkaY0wBHXPcqNmZamhVhjZ9Ysxk3vZ6SdNPPz0A4Mwzz4yx3/3ud7220VqHato3gx5fTZcyh0wZLFCh5oj2E+dx1Tmh5i6XFnS54MILLwxZzW2tSUn0HtJkP/TQQ2OsLJawjJ6PYuqZySuYwYZSuhSkJirN9ZtvvjnGtPgHTWQ1WzV9s+zeafuEa665BkDWWaN1E3kMjXHl8YFaqwk1a1VOmcCajtlKJyudTwcffHCM6feD56KtVDQVlnUyuRQEZB1muvyRQpeWmmkuV4bNbWOMqYhfksYYU0DH0hJVVab3WWtIatn8FNrhjylUqV7cQNbc2GabbQDUqrz0hP8fOXJk4fGbpRETu6xbIqujaJ1FrWnI+DuteaimD01obUHw7rvvhqwRBqkqQLPOOmvINLPzTMZWoNfO81Czs1+/fiGzX7bOnUYk0ETUajtqQp522mkAsnOjx+czpc+WRhFoCiRjT7fccssY02WRe++9F0A2hnW99dYLmV5cjXfV6+K1tKsntS7X/PGPfwQAHHbYYTGmLUHuuOMOANke6dwGqHVL1OgRjR/VOpq8Lv0ua8wmYyZnmmmmGNOlp3ZhTdIYYwrwS9IYYwpoq3dbg7q1ggdVdC06mjJt8qAJq6ZgXtAyPbqaorb11luHTO8ZPcdAtuJQysxSytLrqnoa1RN/3XXXAQAWX3zxGNPqMWxqr8c/99xzQ95hhx0AZCu+aNN47Xj36aefAsiaeVtssUXIbEo/evToGPv4449DZhpbXtWeRtMSuZ+8iAaau48//niMaWUpmtmsagMAn3/+eci8/7xuILtUwbRW3gMgGwyurUbo6dXtN9poo5Dp/db2EWrm03TV5Q81vTlPGqCtiRmd7GyaQpc5FlhgAQDZ9g077rhjyJpAcOCBBwLIvgt0OYjLRfpe0agUbtdIsoa928YYU5GOxUnqYahJ6i+9/vrQIaNxYJrozlL8XAAHgBVWWKH0uES1kWYKWJSRp0mmUrjKij6kGoVpOppqiqyVuMcee8SYOifWWmstANn0Lo3j1JQ7Lt5r4QWN9WOzpv333z/G2E8671r0fqZSW3tuoxoDrQa1ElKOHV4jAJx//vkhUyNXByDbWQC1OEu9xmHDhoVMR5VqztTM9fhATQN88MEHY0wdGyxskaqlCNQcMnmFTFKOm7x0yb5AY0bZ3iGvEZ9+7+mY1GtVJ1JVR1U9vd5TWJM0xpgC/JI0xpgCOua40WoxTAfTVCaNOWMpfTXJdMF8880373UsNaHVjKEZovF8TJUCgJtuuglANk6tKjqleY6L1P95rnr+Ou80N9Rc1s5yrOeolVUWWWSRkOmk0jqcasJouhmvQc9FWxDQjNI6nXlpcvXS81FU05pLMDqHugTDijv3339/jLFWKFBrxaBjWo+RqZoa46ftG2699VYAwN577x1jqco8QM20VLNRTVCa9FotR59Pflc0BjaVoqmdBPVall122ZB1H92CxpSq44XPqs6FLnnw3uUtUzSDzW1jjKmIX5LGGFNAW83tvLRBqsuHHHJIjGnaE9O6GGMFpL3Q6tFLma1ALX5NU9joyQSqF8BNUTVOsszjrajpzQb2WjhWvYqM29P50f1rl8illloKADBq1KgY0zlW8zH1f3Yi1NjJMnpeq3p3GWebKrQL1FIy9d5q+iaXEnR5QJ+/P/3pTwCySzz6zNJE1gpKAwcODJnpd0BtznX5Qs10pihq1aVU5ai8mFDOrbZ/aKQVSl+T93xzOYjxkkB2+ePSSy8FkJ23qtjcNsaYirRVk9TiDrqAzFg1LWqhxS6aIdU0CqjVD1x99dUr7b8RqmqSiy66aMjaqIs1NdVh0L9//5DZoiIVmwnUakdqfJ9q2PPPP3/I99xzD4CstqTnQm00r44h50C1S9UCuZ1u01Nz0v9xW51brUvIYhIjRoyIMS1mwZYdeY401ps88sgjY0yzRKiVUmNNnS+hdq+OSdWK2RrjzjvvjLHbbrstZDpp8vqvcy7y/t8XmmSeJVcGHYBA7bx13vR+T5w4EUBrC6lYkzTGmIr4JWmMMQW01dzmAjOQjeOiuTBu3LgY0/LuNL21AIEWC+C5aHEHmod9hZobuszQDtOnzLRR004dDXSkPfnkkzGmqaGp/U433XQxpv26U6TM7bxFeo6rs+iFF17I3V+q1qbG23HfGiOqcYgsdKKpiiozdpYps3pMoLxDqM4dt8urPUknT96yCts+MDYTyD5TjHPVdhmpDoaTAuoA5DOn33WNr+aSiJKKH3WBC2OM6SB+SRpjTAFNmduM/9IakRoTpuMpWBtPPacKa++pd1LVajUtupFWVgHS/zMNTZchFJ0jcskll4TMOpraCZG1DYFsncqUN7ms0ox+lturmZhXCSa1PZA1YXnO2vIg1VpCy/lr+ilNOG0joLUlGWmhVY9YEzN1bkC61idQSxVVc1hbX3A5ZJ111okx1ucEanOrJr4uM3Ae9f+trGHaDvScNP5U67yyBYeSMqdbic1tY4ypSJ/Uk+zGX7pWotfayC9hyjnB2EeglgWjcWSNZOcQ1bC0onWKvP2nKoVX/aXvub1mx2gdR6IFVIjWJ1RHE7O8WAQEAIYMGRIya5Ruu+22MXbRRReFzNg81YIGDRoUsjpZWANRM2JSTqY8TTDVhE2LOlALTxU/6TneDKnvqlZRz7NkUvAead3Ro446KmR1XrHfuDYHe+utt0KmU02zqqpiTdIYYyril6QxxhTQMXO7bJ/tWJTtK6ouLZQ5wdShocei6Zu3PR0GWqexjEbuUbOpaXn7L4uTTM1tXssDoksVGiPKuoYa26umHp1mun1esQ22b9AYQDW9Ga+q+0rVWFxmmWViTNN66bhRp1hfpyU2gi6T6P2iw0sb9anjsR3Y3DbGmIr4JWmMMQV0zNzOS1H8IdJKT76adDRhy26ZHlPNOJre6nHPM9Pasfyh10JTUc+lp4muywY0QfXzem3cVv+vHl9ejz6Hag6z77amKqqXted+gGwHRPV6p5YGFM5zXq95HkPjSrXNAf+/0EILxZimNXa7ud1N2Nw2xpiKtEWT5C+s1uPTX2WtydftpLKLysjTJMs0jNT/F1xwwZBffPFFAM05RZTUObViv7ovxvVpvUB1GKnmRXo+iqopck40U0djB/fZZx8A2d7fI0eODJnVrFMNu4Ca1pkXD8jP6vHz7jMdEzqf6mRJFcDQe85+4NpfXZ1ilNvVd7ssm+qHhDVJY4ypiF+SxhhTQN3mtjHG/CtiTdIYYwrwS9IYYwrwS9IYYwpIJ58mcIBq/VQNJtfQFi2nxdASDf1ohkYKJHeSotxtU8wPtRRhuxMcHAJkjDEV6dMqQD9UdEq10kxZgdtuRKu0NFI9qBmsSTaPzl1ewH23wPYsAHD99df34ZlYkzTGmMpYk2wDnVwf0iILmgbaF6QKWDSCNcnmaeSZq7rOpw3Srrjiioa3byWNNNJL/d+apDHGVMQvSWOMKeAHY25XbR3QSvo6HCOvXmSKVNuARphtttlC3mmnnUI+6KCD6tpeO99pJ0Og+5+5bqKvnrlUL/l2wzYPQHa5KdV3vgyb28YYUxG/JI0xpoCu7paopqCq1dxOm8/rvjRLhWX5tVR/u6lq+pTNC68JyLbC4GfnnnvuGJs4cWLI7B6Y17JhhRVW6PXZxx9/PMbY5Q9IF82tyqTs3dYCvhqn2CnabW6fddZZIWsx4GbQudKIDC639OvXL8b69+8f8oQJEwAAI0aMiLF999035HrjePX4+q7Iw5qkMcYU0BZNklH+eW/psjYG0047LQDg448/jjHVnjbYYAMAwE033RRj2tf4u+++C/nnP/85gM4uLOuxUo288hg4cCAA4Omnn44xnfcxY8YAANZcc80Y0x7G1PR03nQxm7/Q48ePT56rakDMtBk8eHCM3XHHHSG3qpmbOtx6xlZ2kyY5/fTTA8i2dKhHC+kUzWqSSyyxBICsxaDXpVpXirLv8i9/+UsAWWeLotbitttuCyD7TJ9++ukh85lM9VNvFjtujDGmIn5JGmNMAZNMnKSWB6M6rnF5amJqIQnKakJsttlmITPBvpVOCZ1SLRBRVpYsFXM22WSThZzqGKgyt1cTX+eNptGss84aY+zACACTTz55yDSD9Jw1jnHxxRfvdSwurOu4mtCNpoj19TOXOt/33nsvxmafffaQZ5lllpDfeuutXvtaYIEFQn7++edbep56fj3hckZZvKwyatSokLm0VTXVMa/83xlnnBHyXnvtBSC7LKVl/d59910AWXN73nnnDZnPeiNLaza3jTGmIn5JGmNMAXVXJu9r1ONFzj333JBVRVf5oosuAlDzcgPpOLZ2xP0BjVX+Tqn+6qmv1/xUj6R6txk1QLMFAG699daQ1SSjmaxebDUZ6a3MO6dUFaBua8yp8aRvvvkmgOyzoyYir2f99dePMV3iWXfddUNOmdvtMLHzKHtOytJWN9xww4aPWXZvNX117733DnnnnXcOmc+anr9+b/n86rOlccCrrbYaAODJJ59s5NRLsSZpjDEFdKXjhr90umiri7V0Cqiz5aWXXgqZMW1ATTPQ7XW7dtCu7IflllsOADBu3LgYS8U2qob0zDPP9DovndeXX3455Pnmmy9kzpf+au+3334ha/xairL4uRTtdNxQu87LhuGif14l72uuuQZAtqr2ggsuGLI+fx9++CGAmnYKAMsuu2wzp103fVXgoiwmmlkwr7/+eoyNHDky5E022SRkOsI0JlqfP95D1fbVcchnTZ/Tk08+ufD87bgxxpiK+CVpjDEFdKW5nULTl1LxUGoqMrYLAI499lgAjZl9VWml6ZOKP5t//vljTOMc690+DzVtGBOpcZ7TTTddyKn5VIcAj9tIbc9OxEk++uijIS+55JIhf/HFFwCA5557Lsa04AdRs1mLPiy11FIhMxVPnQqdbI3aynlj7KzG26ppzaUtjaHVwjMzzDADAODSSy+Nsa233jpkXf7gHA4fPrzXGFBzrnI5A8jGqvL5a+T6bW4bY0xF/JI0xpgCJhlzW2F8GuOmgKw5oN7rsWPH9vqsmlE9Wwa0Ap1SrXJDE7WR9gqNfLaMY445BgBwyCGHxNiQIUNC1ljRiy++GEDW3GbaGFDu3SaNnH8nzG01z7RyFOuVqon8q1/9KmSmI+p8nHjiiSH/4Q9/CHmVVVYBANx1110xpvPQbnO7kcpT3E7nOnXPuIQAZGNn+Xy/8sorMaZpr4yk0NYgGjs89dRT9zqW/l9jHldddVUAwFZbbRVjGivN68675lTar81tY4ypSFdrkqeeemrIGqXPXzoWWQCA2267LeQTTjgh5PPOOw9AbWG+E7RyEb2ZRl1rrbVWyJpRk0ILNmhNQdasnHLKKWNMF+yZAaUafFU6oUmqRfHBBx+ETItCY0wbyZbSeL/bb78dQNai0eIf7aBdjhs+f/oc/Pa3vw2ZGW0ppx0AzDTTTACyGnoZ6jzTWFTGSer/V1999ZCplWo91jKsSRpjTEX8kjTGmAK62tzO66XNc1FVXNPv8hpldYq+7rudZ6LTJNLz00ZMM888c8h0Wqgzp5VzWc8iejvmjk4VIGuWcc5WXnnlGLvssssK96UmpjpLaPZ9+umnMdbu5mDteuaYjsnWCkC26AqXW7QAzX333Rfyiiuu2Oucyl45bCkBAE888UTIbG+y9tprx9h1110XMlND8/Z/zjnnAMgW1bC5bYwxFfFL0hhjCuhKc5vH0lpymhLHen1qwqgnUmv73XvvvW07zzz62tzWmLa55porZKbk6TKGLk3QNAJqZox6NdV8bAedbt+gSxFMv+uLntmtoJXP3OGHHx7ykUceCSC71KLxoyk0Dvn++++v+7j8vmv7FV0C4jVqvU6Ne23mum1uG2NMRbqyMjnf7rpA/PDDD4c8zTTTAMjG7Wm9SMapAemK5p2klRkzZfCXlDX8AOCWW24JeaqppgKQXbg++OCDQ9ZMCWrgWn27HUUa1OHRadTBlUI17h133BFAbfEfyM6BFh2hNvraa6+15DwbRRvdXXnllQ1vr/NCh6lqj8cff3zIbManveBVe+QzpdXwlbLnSC1Exlyqk1a/X2SdddYJ+eabb+71f9ZlrRdrksYYU4BfksYYU0BXOm6ImjZqFnIRWWMn84pKqNwpml1EL2t5kNpX6vbpMoTWTGSsm7a30EVwLdLAlLrBgwfHGItetItOOG769+8f8ttvv93r/9q+QdtccE7V2aM90TWelMsa6hTT9gXtoJWOG001peNOl3DUiaq1I5s5vp4357ZsGWSXXXYJWd8RzWDHjTHGVMQvSWOMKaBrzO1UCuLnn38eY2eeeWbI22+/PYCat6vnZ1kyHsjv4taTVnqhW2n6aA3H0047rdf/9Vq/+uorAMD48eNjjPF/QC3+bdddd40xTcPTqjg0O1lnEcjWX6RJprGVVWNSOx0nmULTFu++++5e56I9zXW+9Pmhua1olAXnrpXRAs0+c6lqTqlz0XjFd955J+RlllkGAPDggw/GmM5RGRqVQjM75bEG0p0Z9VpTqa5l2Nw2xpiK+CVpjDEFdE0wuXqqaXprAKt6sWhma3c/9cI2k1rWyW6KjXDFFVcU/l9NPnqkNVWLaWVArX3DYostFmMpDy8ADB06FEC2ufvyyy8fMgOG1cTWIN0HHngAQPu7BLYaNbEVduPUaAFt5aAeWXqEufwBpIsTd8N88Ly0JYIybNiwXmP9+vULmcWE80zsOeecE0DWuz9gwICQNUKA30FNpdWAfD5Lea0w2rU8Y03SGGMK6FPHTZ6WwRqHWlBBf73efPNNALVfqXrOr5Ppge3+ddMCFrqIzZi1O+64I8Y22mijkPmrrfGQRxxxRPIYbGOgTcO23HLLkKnt5zVdStWuLHvUusFxU4Y+O1pIZbXVVgt59913B9Bc641mqfrMaTEZTQfmuGrC2uOezhRt2KXP55dffgkgWyNS24ToeQ8aNAhANnZXtc6HHnqo7uupFztujDGmIn5JGmNMAV0TJ6nQNNHYsjfeeCPkOeaYAwBwyimnxNi+++7bobMrR6dU09zKHEr1xnnp0oHun6aNmnkrrbRSyDTDdZvU8YF09ZZnn3025I033hhAfqUbxldqe4gyutnc5pxrfU1d1lBnWF+gc1fWvkTnlWbwuHHjYkzrQd5www0AalWQAGDMmDEhszMn4yUBYM899+x1fI3dXWONNULW+GYuZej5aToke70feOCBva6pWWxuG2NMRfySNMaYAromTlJTDBmbpfF+qUKZhx56aHJ7NppvBYw91CovjdBIzGbK3Na0ww8//DDzOQA48cQTQ2ZcnprIW2yxRcjqNex5zJ7HZeqZFsVVk5Je7bzt2TGwEXO7m6HZqN37Fl100b46nULKulrqfeIz8eKLL8aYxs7SHGa0AwBce+21IbPY8F133RVj7LAI1NJida40NlKfLz5TGkGglZj6qkCzNUljjCmgaxw3++23X8jMntFfH9ViGKd11FFHxZjGUaboZOZHu+IkN910UwDZhXNd+Gape3V4qZMmVcwgD8ZB6q+3lu1nT2rtXV2VbnDclD0nmnGjfd9Hjx4dcqrGYrtp9pmjtaba3zzzzBMyNbm8/XM875j8v2bk5MXWNlOgoip23BhjTEX8kjTGmAL61NzOSxVk4QA1C7WYBZ00atbkqfB9QVVzm84iIF0PU1PIvvjii5DPP/98ALUOdkC2Wx5jG1tJqg4oAMw222wAsrUHy+gGc1tJ1YBcaKGFYuyll14KWa+9L4qlVH3m9Px1iYXXMnz48BhTJyZrlN56660xpkVVHnnkkYbPpVnK2p+ksLltjDEV8UvSGGMK6FNzW9Pnpp122pAZ76fVSNRLSy+umnqsfwgAZ5xxRsjsEHj55ZfHWDP1JhuhEdOnzJuq10gzQk1YjUOcOHEigFrdSKC8ckrKpNRz0TG9X2WeyFaYPn3t3dblINY4fOGFF5L/X2eddULms6ZdKfnMtou8Z27GGWcEUHs2GoXtFbS2q9ZuZUyzVutp9vvFiAlNgUzNm8ZZ6juiGWxuG2NMRTqmSd50000hr7feegDye2WXOWH4C77UUkvF2MMPP1y4TV/FSaY0wTzokNHmSKmK7apVq5OHTpy8Go7M3tGMDN2+rBiC0o45bLUmedhhh4WsMbVFrLrqqiHrM8V6iRpDeMkll4S8zTbb1H1e7YgHbGVsbmpfQ4YMiTGt3k6rRgt/aEX21Dl1Q0V2Yk3SGGMq4pekMcYU0DVpiT8k2t2+oVtNl6p0g+MmD3XCENbvBGopowAwcuTITpxShnY/cxqnfNJJJ4V80EEHAcg2RdPlomYceJ3E5rYxxlTEL0ljjCnA5nYb6EQv4B8i3WxudzutfOYa6SzKiAvtkFhWz7KTpJamNDa4ni6W1iSNMaYAa5JtoJUZN1psQBfP692+jHY5gcr6cqewJtk8zWqSrM2qxTrY/xoojz/uJti0bIMNNqh7GztujDGmIn5JGmNMAXWb28YY86+INUljjCnAL0ljjCnAL0ljjCmg7m7fDseoHweTN4dDgJon75nrxtxpzfP+/vvv+/BMHAJkjDGVqVuTNM2h6VpaNcaUw0BnIBvsbP4/NNFA0W6aWpGnW+gr7ZEadqMWijVJY4wpwGmJbaCTa5J9XVtSj69yM2tgnViT7AYt68c//jGAbMOsNdZYI+Q77rgDQPNN1Npdw1Q12HY31UvRSKuXMrwmaYwxFfFL0hhjCrC53Qb+VUOAykz/sv//q4UANbJUUlbj8V/pmWvlEpPNbWOMqYhfksYYU8AkEyf5yiuvhPzggw8CyHq5tt9++5BVhZ5uuukAAB9//HG7T7FjNGJuNPLZI488MuTDDz+84fMq2/8PueCUXpuaxqn/F43l0a6MmXqLI7criuJnP/tZyH/961/r2qbTz5E1SWOMKaArNcmtttoKAHDppZfGmPY93mGHHQBkf11Vk1xooYVCnpQ0yJ/85CcAgL///e+Fn2v2l5QNkLQR0nfffRfy559/Xrh9X8dk9iW8N1NMMUWMaQ5y6rN/+9vfYqyR5lqdpN5zadf9LttvWUzkggsuGPJzzz1X1zFTmn7h5xv6tDHG/Ivhl6QxxhTQleY2zWxVtd96662Qx44dCwDYb7/9kts/9NBDIU8++eTtOMW6oekFlJvRqf9rChjlsl7Bahbr8Tmf9957b4xpZ7mUua1LF+eff37ISy65JABgueWWi7EHHnig1/ZV0sb03NgJrxGqLg/89Kc/DXnVVVcFANx0000x9uabb4b8xhtvhEwzXB0RevwhQ4YAAC644IIYY6qifrZZE1fPu+xZSR1jhhlmCPm0004DAGy88cZNnQvvwfXXXx9jG264YcipIh2zzTZbyFrYhE7Yp556KsaOO+64kD/66CMA+UtsPJdGlzusSRpjTAF+SRpjTAFdk5Y4fvz4kOeee24AWe9gynSadtppY4yqNpA1c/I8kO2kkRSxVnqMua+8JYapp54aQHauvvnmm5DV3F566aUBAO+//36MacUXnqtW1VHTnudS5jFXGk1LVBO1VdVodJ+63DN06FAAWbNfl4CUU089FUA27nTNNdcM+e677wYA3HjjjTGm92SzzTYDUL48ozTyzPXv3z/kt99+u+5jFEFTGAD+8Y9/hPz111/3GtNnjktnALDRRhv1+qw+X7zHY8aMibFFF100ZN67aaaZJsY0eiOF0xKNMaYiXaNJNnL8Dz/8EEA2LmrZZZcNWbVHbtfJGnitLDaQqteYt/DMRXq9Vv0lfeyxxwBkY8tU29Ff9XHjxgHIVlZXzX6RRRYBALz++usxpvO63nrrAQBGjx6dc2W9aXWBi0a0dGptqkk++eSTIS+88MK99jlhwoSQqQUBwOOPPw4gPx7vkksuAZCN7VUHFx1kjAeuh6rPnGrNuj01tUcffbT0uEQtOWqF+mxss802IZ9yyikhzz777L2Or/C532mnnWLs1ltvDZnP4q9//esYa8Zx1RNrksYYU4BfksYYU8AkY25rzNyoUaMA5Kcsqcmki8Cdot21/TbddNOQr7rqqpBpDn/wwQcxpjFnm2++OYCs80HnR5cpFl98cQDAfffdF2Maf0ZHBJc+ev5/xhlnBNCYY6AT9STzTPCvvvoKQNY8U8fg1VdfDSA794o6rWha6pg6K1577TUANbMcAC666KKQmTaq8axltOuZ45KBOvA0jrLs9UGH1F577RVjN998c8hqhtPJ069fv17bA7U51KIYGqvKezdw4MDCc1JsbhtjTEX8kjTGmAImGXN7wIABITMF7LzzzouxHXfcMeTUuXaygk2zpg8/20iNSE1t23fffQEAW2yxRYz9+c9/Dvmzzz4DAMw///wxpmagmlQ0w3VJQ01zVsPRc1Xvdyu6JbZ72US9x9deey0A4NNPP42xxRZbLORnnnkGAHDLLbfE2G677Rbyu+++G3LZ/WNkgJqS2pO93rqKSt4zV/ZMcUmhrFrWVFNNFTKfI6AWE7rddtvFmKYL8/l84oknYmzllVcO+dtvv01eQwouieiyEFM8AeCyyy4r3D41Fza3jTGmIl2pSfJYWjRANclPPvkEQC2DBMhqPH1d67CTPZBV++Mv7ZRTThljs8wyS8h0bmn8ni6Cr7vuuiEzFk0LWMwzzzwhM34yL36ujFRF7E43AtOMllQ8rRaK4Pn+4he/iDF9/tRB9eyzzwIA5phjjhhbZpllQuY1Nzt3vH+qrbfrmeO+VllllRi78847Q+YcTpw4McY0o6eM6667LmQ+axrnqBlbzCTTmFTV7MtgJg7fH4A1SWOMqYxfksYYU0BX1pOkCszUtp5QbdZFdjU9+trJ1C5oGnPhH8imBdLcZgEFIGs+0sxTE+OII44IWePT6CjRGpEa06YL8c1Qpc5kFeacc87kOJ8fnRtthjZs2DAAWbP5mmuuCVmfOS5bXHHFFTH24osvhqzLIc3Q7uUkbe9Bx4ouZymMBR00aFCMlbVc0JjnmWaaqdf/v//++5DVSUPTW2N3G0HN7EawJmmMMQX4JWmMMQV0jXdbvWdqLhI1ARiPp6eunkr9bF/Qbu+2mjMnnXRSyFyeoHcVAPbYY4+Q6QnfZJNNYky9g+xnDtTMpMsvvzzGhg8fHjKvsZWd/zrh3VbzTVsDzDzzzACyc6vmGU1o9UhrBRuN06VZeOihh8aYLouwulC75q7qvO2yyy4hjxgxAkC28o5eF1MU33nnnRhjPVigtkSj30n9rmocL59LTQ298MILQz766KMBZO9L1Zqi9m4bY0xFukaTLOP4448P+YADDgCQ/XWea665QtbFdW0K1inaHbOWlwVDbVy1HdUq6cRRh4Nmehx77LEh8xrU8aO/2ppd0yoa1SSbyaLK2+bVV18FkK7Orqj2V9a/OZX50si5NkIjz1xZD3DNRGIsqD5TWniDhVC09qZ+5/bee28A2cya6aefPuSU1ahFWdTRdtddd6Uup2H0Oa6n+rs1SWOMKcAvSWOMKWCSMbcVLtDqAu/+++8fspqN2n6gU7SrfQP3q0sPJ5xwQshs1aAL22rOfPHFFwCARx55JMbOPvvskDVFkc2Wdt111xjTxfl20AnHjcbtaS1CFnDQVEP9LM/ltttui7G11lorea50cmif8m4tqpJCm2vRjNalLe2bTeeXxjaqs4/FLtTE1+dI0zxZT3LttdeOsXYvl9lxY4wxFfFL0hhjCuhqc5ueMaBWtw6oxbr95S9/SW6n7QvYRqCTtMvcpldbPdqrrbZayPTQqqfx+eefD5lxjlp5RU1K9WTTPFJPunoltfpQq2inuU2P/sYbbxxjWmWKXt68tEWam/r/PE93KgphnXXWCVn7bbeKVj5zukTF87700ktjTONDGWmiPcjvueeekA855BAA2SpBZbUvtfqSHkuXflqFzW1jjKmIX5LGGFNAV5vbefCU89R2dvIDal7aTtLutMQ8aN6pGagmNANnNRBcA2tHjhwZ8sEHHwygvKy/UhakXEanuyXOPvvsIY8fP77XOWgKI4OhNfhYuyGqac1j6FJG2dy0cu46+cyxQK62dFBzncH5ukSkz6RGqHBfjNKoh7KKQ2XY3DbGmIp0ZT3JFJNNNlnIxx13HADgoIMOijH9RWll4YBuRLUO1WZWX311AMDo0aNjbIkllgj54osvBgBss802MTZ06NCQNWaNsZa6iK6/+ikmhXnXvtn77LNPyAsttBCArPbI5l9ATdPUmpvqSNBGWZxH1vcEajGqeUwKc0fYRgGozVeeBk5noha9eOyxx0LW720jGiTpRF1Sa5LGGFOAX5LGGFNAVzpuuIDLNCUga1YyRk/Vfl0YbqSeJGP/Pvzww+ZONkFfLaJzQXz99dePMTVtGBeoZqCmgD399NMh94X5V8Vxw2WBsiUBZcUVVwyZva41Lk/bg2gnSbL11luHfOWVV4bcTF3Dqujc6XJM2debz0zVvubqrGFPdqDWRVIdgEcddVTI55xzTt3n2g7suDHGmIr4JWmMMQV0pblddnyaglp5RCvYlBVDbTedNLd1aYFmns6FmjNbbLEFAOCMM86IsZNPPjnk9957r23nWQ+djpPU9Dm2EdA0Ti00y+00xlTTNHUJo6/Nxr74rurSl6bFMo1TixlzOQ3om7lSbG4bY0xFulKT7N+/P4BsXUSNQ2Pfbe39/Nxzz4U8cODAkKl1akn4TtZFbPe86XXR+aQazrLLLhsy2zsstdRSMaYFGzQToupCfjO0QpNUKyKVjaHxtqo1TjfddL3GtK5i6lx0rGpDqqq0sn1DI/BYev2PP/54yLT2OL9A7fvdDViTNMaYivglaYwxBXRlWiJjqxTt6sdFYjUJmVaWh8a8TeoMGDAgZG1BQNSEPuKII0Jmbb8jjzwyud++MLFbjZqPKtP01iWc008/PeQDDzwQQDY1Ts3W8847DwAw5ZRTJo/bFyZ2szRjYqtjRjsf0lxVB6Ga3kxLXHXVVRs+Zj2klg5a3ZnSmqQxxhTgl6QxxhTQleZ2Clb+AWqpZ3npV+qlJXmtHiZFtFS+trWgaa1zpREA9OprpIDGrGkK46GHHgogG1P5zTffVDzz9kETS++9msC8Zq1q9Nprr4XMtMQ8c53zUc8cMHZVYyrbQSvigbkMkVdNh/OqSzGa+sl2GFtttVWMaTrxqFGjAAArrLBCjGkHT50jmvFajarMXE4tHZRto89/PViTNMaYAjoWJ9nqxdSe+yk7v3YcP49m4yT5Wd1+woQJIc8888wAsrGR999/f8grr7wygGzMqP5S81dXq7Vvv/32IWvV7TKoxbSyEEaVOMnU3FE7BGpZSFqogloOUNN0xo4dm9z+gQceAJDV0rV/eV9T9ZlTh5Q6OamZq1au2jozjfIcWnymtJCKznGqenveM0VtftiwYemLaQLHSRpjTEX8kjTGmAI65rhppYnLxeY8s0JrT1Ld7+tE+npInSNNbGWzzTYLWWMiGctGswTIOnZo8jz44IMxpmZUat7y6LZ2A6m500IfZPDgwSFriuJMM80EIL9GJJ+5SeE5agRej8YhpxyfOsZiIEC2dmnqszTHNVVYHYTa6uGjjz4qPNdWmtmNYE3SGGMK8EvSGGMK6MoqQJM6fVXbb7nllgOQjaOcOHFix45flSLvdju86coGG2wAALjxxhtzz6eb6eQzp/und1qXZ3SZIxV1oKTGW1mlqAx7t40xpiLWJNtAK3/VOxnf2UrKNIgUnahM/kMgNbfdGjPcSVLZQ2VaqTVJY4ypiF+SxhhTQN3mtjHG/CtiTdIYYwrwS9IYYwrwS9IYYwrwS9IYYwrwS9IYYwrwS9IYYwrwS9IYYwrwS9IYYwrwS9IYYwr4f8IYm/UG9vFNAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1800, D: 1.22, G:1.06\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 3, Iter: 1820, D: 1.209, G:0.996\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 1880, D: 1.325, G:0.9404\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 1920, D: 1.175, G:0.9562\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 1940, D: 1.267, G:0.8827\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 1960, D: 1.358, G:0.8997\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 1980, D: 1.198, G:0.8215\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2000, D: 1.33, G:0.7475\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2020, D: 1.311, G:0.9989\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2040, D: 1.208, G:1.183\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2060, D: 1.297, G:0.8808\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2080, D: 1.231, G:0.8134\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2100, D: 1.403, G:0.8431\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2120, D: 1.271, G:0.8456\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2140, D: 1.18, G:0.9747\n" - ] - }, - { - "data": { - "image/png": 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", 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IkRE9JIUQIoGaNLcNdlqccsopeeNc147LyxeaolYpspo+/Hk2vW2TPO74Vs+Ri06w6W2dDbkYyG233ZY4l/rcZK+7FDt06OCytYlIu5+l9vm2Lopc0ITNSqv3yK9zHCO3yQg5M0Kcd955LnOqXhp2D9iszZqWWIyJy/fY3muplkA0BdE6e/L8uKUDr+9ydkEsFJnbQgiRET0khRAigZo2t5nFixe7bKl4XFL+vvvuq+8pxVJOT2NaB8M5c+a43LlzZwBRry17a9PmFGpnwFWC0uAYQjO/SmnLEZqnef7ZbOP0uLj0yHITF/dZbSodJ5kGm+B33XWXy1xn06ileyhzWwghMlLTmmSXLl1cfuGFF1wOZccUs0lfabL+q4cKDAC52pLsMOBYOyuYYMUn6p4/pI3VEsXGSdZnPF2tU21NcuDAgS7ffPPNLvfu3RsAcP/999f7nApBmqQQQmRED0khhEigps3thkq1TZ9S6d69u8uvvPIKgOIcN1kpxNzmeMQVK1ZUfE71hcVpArn4zFBdRiCcEtpQ11y1kbkthBAZ0UNSCCESqBlze23yVMr0KY263/sHH3zg8vbbb5/p2NYmgCMD1ia05kpD5rYQQmSkZjTJtQn9q+diXDm+NY1CHDdpva7rk6zWT1zmSaG1OrmJFheY+LGuuVKQJimEEBnRQ1IIIRIo2NwWQogfI9IkhRAiAT0khRAiAT0khRAigZ+lv+VfKKygcIoJAeLXTU4r+1YfRUutHF2pJehCYSzFtEXlORRyPCMtLIg/Hyq5x2E133//fd7rjPW9AaLtY+0ccdv9oe85tA6YddZZx2Urn8cl70IhRD9WshR6DiFNUgghElAweQWo9WDyuKK+1abuUuR5hjRa1gQbNWoEAPjrX//qY8Xc+0K1Tn4fd/Nkrc7k9dZbz8e4m2do/lYQGci1weBr4bmEiidnXXN8/koUZS61i2Ul5sDnlyYphBAZkSZZAaqtSdbnv3Y590cLSUvka2PZzh2nJds4j/H57HXe++O+2zaXuP0uboIW2svkvU4rssGaJn/GroXPddRRR7k8ZcqUvNernaJZDHvttZfL1iu+WkiTFEKIjOghKYQQCcjcrgBp5nZWc7g+a29W6lxt2rQBALz55puxxw+FxcSZmCHSepanfU+hrYS4ECKei/UDX7lypY9xbUw7Bn+Gz2VbAnH3O80BUe3fqjnRgGhoVBp2XbxlEtfColzI3BZCiIzoISmEEAnI3K4AWU2fLbbYwuVPPvkk8b3sNbXzxpko22yzDYBcJ0QAaNasmcsvv/yyy0uXLgUAHH300T7GZpB5Zr/88ksfy7qNUIh3O411113XZfZkW3bMF198ETyfxTzG3Tt7vXfv3j7Gnln2VF977bUAgEMPPdTH+Hs65phjAAAPP/ywj+22224uz5gxA0D6/eRrZbM262+VTX+j1MiF9u3bAwC+/vprH7O1BUS/j4022ghAcfPnWNXQd5d2D2VuCyFERtZ6TbIaDaCqvYn+2Wefucyaz0UXXQQg+q9+2GGHuTx+/HiXTQviftCsSV511VUAgAULFvjYeeed53LHjh0BAM8++6yP7b333onzLsRxk5YLztfz4osvumwab5yGG3IahGIqOTPlsssuc3n27NkumybJ2uU111zj8pNPPgkAGD58uI+xJnjGGWcAAMaMGeNjgwYNctm+kzituJQ1l6aRxWG/rzVr1vgYx4yGMO0SAF577TWXO3ToAAA44IADfGzEiBEFz6UUpEkKIURG9JAUQogE1npz29hss81c/vTTTwv+XM+ePQEAjz/+eMGfKdX0MZOPP8+mh23oM1tvvbXLn3/+OQDgiCOO8DEuVjB58uS8z3M3Q+twGAebn2YKchGGxo0buzx06NC88zPmHGCHQN2laBv5QK4bIJuCbBrb98vfLX+etyCM0KZ+XBylXZttIwDAu+++6zKbjd999x2AqIOMuxnaHHn7gc91+umnAwC22morH3vwwQdd3nDDDQFEt5DsnHWvoRTSUk1DKZbsjGEn1A477AAAePXVV4NzDTmJOKa0bdu2Ltt3xFsmHIu644475o2tv/76ecc3xxkA3H///Xmv10WapBBCJKCHpBBCJLDWmNtWGQUATjzxRJfNuztu3DgfYzMtZPaVM96v0veN59q6dWsAwMKFC31szpw5LpuZNHr0aB9jk+/cc891efny5QCATTbZxMcGDhzo8s033wwgGifJ8Z3mLQ3VUYyj7lJkT7KZ+nEVvNOqgRcKm+i8lTBx4kQAuVhTIGpWstk2f/58AMD555/vYxyDal7cefPm+Vi7du1c7tSpU9752ftsnnD+7nkrpD5/q82bNwcQ3W4wExvIrQ/+Ljkign+rtjXD8aehuFe+vrTqS2nIuy2EEBlpkJqkJdBzbFlcbxKbN2uKvFlciesqRpNkrTZURCGNUFwf10Q8/vjjXb777rsBxMfEhbJ3WHPiGMSLL74YAPDVV1/5GL83VMQhjWIzblq1auXykiVL8o5RilbJ2hlnI1nM5eLFi32Mi3McfPDBLl9yySUAgOeee87HJkyYkPc5zsjhepH9+/cHAJxzzjk+llZNu1qxuWl9mWxNN2nSxMdYQw5Vxuf5P/DAAy6bQ/LYY4/1sUIcL0lIkxRCiIzoISmEEAkU3FK22rBpZSYPp9E98cQTLofMjbvuusvlk08+uQIzLI20RlzXXXedy+xYMcyEBoDjjjsOQDTti++RbVOwacTnt7RFIGeyc2ocH+uKK64AAGy//fY+xsfddtttAQDLli0LX9j/h7cLkl6zebID4P333887N2+lcFogp80lHZ9jEw888ECXzaHTtWtXH+PYRY7nM3OatyIs3pbHOc6STXuLd+Vtk1AcZKVriTL8m+I1w7GxBn8vViDlmWee8bHOnTu7HGo7YfU4AaBXr14u2/Yar3n+Pk499dS8uZ511lku81ouBmmSQgiRgB6SQgiRQIPxbof6AlsLAAD4y1/+4vL06dNdtjhJNl0qTX16Gtm8/PjjjwFEUyjZJLQURO4CeOedd7rMpqaZPNttt52Pvffeey5bTKbFBALAkCFDXGZvbqEU0neb72fTpk1dXr16dd7x0jzrfHzzuLLnlVMqLf2Otxe41ufcuXNdtvs8atQoH+vWrZvLH374IQBg2rRpPvbII4+4fMcddwCIpueFzFK+Xxy9Uek1N3PmTJfZ3DUszhPIxYfGzY+3QSzdkl/n+2r35fbbb/cxNv0tKuDee+/1sbTHm7zbQgiRkQajSf72t7912f51C5m6/evYpm59UE5NMq0IA8um2fDGNm+C24Y5Z8n813/9l8tjx451+e233wYQzUDZaaedXL7gggsAADfeeKOPlaI9MnW/z1A8a1qFbL4foUINnKHBBSL+/Oc/A4haIawJDh48GEAuwwSIaoKzZs3Kmwtni/DnRo4cCSBadIO1cHNQsPXEBTIMfp3jXcu55qyACjvgrAAHANxyyy0Aopr8U0895fIJJ5yQN1eurWl1SYFcfcy0mp5MKM64GKRJCiFERvSQFEKIBGra3A45a5gjjzzS5ccee8xlNnNsY7g+e1VXynFjzazY8cKpgpdffjkA4NZbb/Uxls3M5hp7oSISQO4ecm1KrslpBS64PQO3GGCHTqEkpSWGek2nfadsNtq2ATtm9t9/f5cvvPBCAFGzdt9993XZHGC8tn73u9+5zCmyZgJaGwYg2krCiof86U9/8jH77gDg+eefBwBsvPHGPsaptqHfAo+Vc83ZHPm3xumrhhXtAKLfva2pli1b+tg777zjMq8/M+Nvu+02H+MWFXbv2cQO9UHn9c2/lRAyt4UQIiN6SAohRAI1bW7HYR7KP/7xjz7GnkZOUUxKe6sUaeZ2nJkYin8LlbfnODGrcwhE49cMrpJiFYHYNOTUPTbZ7B5zF0BO57Q6lWwSskn11ltv5c0lzTxO8m4b/H2yR9fmweYybx9YnCxX62FTzGLwDj/8cB9jT7hV5LHUz7jzA7kogx49evgYp9U+/fTTedfFHSxXrFiR9zrfC9tyiKt4xNsMaT9vmwtvPTAWHcFRECE4bdLSX5m4lhBselv7BUtpBaKxonxdBt+rFi1aAIhvGRJC5rYQQmSkQWqStnHMm9lx2lvo36fSZG0EFpcpctNNNwEA9tlnHx/beeedXbb4UY6544rYVmWca0yyw4urmNvmO2tb7JgxpwY3EmNN04phZNlE5ywp0xD5frJWaTUyeU3wd29xnZz5wtqdVXNni4SdBhb7Z8Un6s6XK99b5hJrOayBWrEVLljCDjZz+Nxwww0+NmDAANSF7wWvGS7MYT2+i4HvEWeyJZG2zgtxnNp7uJo9O8qMtNqwxfz+pEkKIURG9JAUQogEatrcZnOJTRNLa2ITg9Vu3rDnOKz6Ik3dT+trzCYGOyJsY5p7cW+55ZYu/+EPf8g7FjtQ7L2cahg3LzPjecOe0xltLpy6N2zYsOBxC6XuUgw5IHgslJZnsaRAtCf5eeedByC61WAFQYBcT3L+Pjj2z5yB119/vY+xY2fzzTd32eL8uO82x1Ta1gA73YYPH553XXEmKjuMQq+X8ltlhxanWFpcady21dSpUwHk6kYC6fHNafD6ZydjiDfeeMNl256x4itAepETmdtCCJERPSSFECKBmja3Oc7MqrQwceZ2tSnV9Al550KdDXmsY8eOLnPqW4hQj/E4zGRik5C71FkLgpNOOsnHHn300dTjJpEUJ2nmXly7CzOt2YQ+5JBDXDbPOrcD4A6F1n+cq92wuW6RAdxmgbshcpuAX//61wCiZiub5raFwXPlXumhnyTHHob6bpeznmTo/JzOyVsaoXOF6oAW0zWT1xG3vQidi+cSip7g6I9FixblvS5zWwghMqKHpBBCJFDT5jar7WlesloKdi/G3GZvq1Vc4c+HukRap0IAWLBggcvWyL3UKkecomgBvXwsToc89NBDAeS83EA0kLsUCqkCxMHpu+++u8tcjcjgwO9ddtkFQNR84zYDVhyW4dYVFljOnmWuisTmrm1LcHFZrvIzdOhQANF2GRxAHTJN2bS23wXfLy4gnLbmOMCcIyUMPq4lbvDxmdC5uEpQ3OeSKKblAnepDJnTWc8FSJMUQohEaqbvNv/72L/mypUrfSwUJxkXA1mfjbiywk2LbK6bbrqpj3EBgD59+gAADjroIB9jbSVrnUwuJrDNNtsAiDrM2EljG+KhtgJATgM27Tcr9l1z46h58+a5bGvG7hEA9O3b12VLS+S4ztD9YmcR3w9ridGvXz8f23PPPV3mnuRWg5O1Vi5gcemllwKITysMOdhYDrXxKAZ2OBmc9mgNuYDcb/Diiy/Om38crD3aPY6ba6gwxymnnOJjVngEyFkLbPFYm5FCzlUq0iSFECIBPSSFECKBmnHchOIcOSaOzXGr+ccl5a38PhDuDx2qb1gpymnu8z2w2ESODeP4u1LMbb7vvAlu/Y5DVVaAXHc8TsfjucSZ4UkU4riJS4+zz55//vk+xql+Z555JoBcXUgA2G233fLO1aRJEx/j7R6LTeWOkhw3yulzVlvxtNNO8zF2KpiDi+MkmUIr6vC9KGf7BnZO2fYEb3NwPKKlJXI3UnYsGtzfnXt1cxfJQknrkMjxrzY/Ji6FOQ5pkkIIkYAekkIIkUDNeLdZbR4zZgwAYMqUKT7GJoAVh7XKLUnUp5kdwrzEAPDhhx8W9Bk2O7lznBW1ZY93MZjJyJ5UjjVkT6J5ky1dD4iad2YmcbpcKJY1S5dKPp8dh+fOxzNTn1/nlM3f//73AKKFfHm+5tFlLzRj94ZNycGDB7vcrl07l619w7vvvutjvL6tyg3PhTFzPM6stO+xlAo7cbBHm9Ne7bqWLl3qY2x6P/744wCiKaB2/UDuvnEkAlfp4bYP9t1x1Ap/x/bdcNQCm/FGly5dXA6Z24Wk5TLSJIUQIoGacdzcc889Lu+6664Aov9o7du3d5n/fWqROMeN/UMWkz3ELQS42VQIi09j7Y6zKyyuL87ZE4o75fYMrFWG5po1TjPJcWPE1eIM1RLkmEiLrWMtiO+naTFck5MdM6b9cbwuZxhNmDDBZYulNEcbH78YWCPi7yGkScb1Iy+FUJwkxybOmDHD5e7duwMAJk2a5GN834xC1kaoMEg5CRWQUcaNEEJkRA9JIYRIoGbMbcbMiWKS9muJuL7ZaYUL7HWOMeTCB2YGFdNLPC1mk01CnouZollN6GJIqidp187zDV0P1z20QhIAcNFFFwGIxtPypr/FOXIMKjsbrJshx4Vy33eeq63b0HfLWI1KINoaw0j7fFxaY2gLJO33w6Z7WssTbhkSF+tptGnTBkC0zcLZZ5/tMo/zlkISldziCSFNUgghEtBDUgghEqhJc9squUyfPt3H4uLXapFi0hJDneWKMdMsPZDfy8dk89NiLrmrocW5AdHqLkuWLAEQ3fIoxitfihlU9zOheLk4L3HIrAzFWbLnn7vyde7cGQAwc+ZMH+P0O7v2UBuFuoS8qEnvqzsXO27ctYTi/OLWXGguI0eOdLmUDpc8F1tTnJYYYsiQIS7fcMMNRZ+zUsjcFkKIjNSkJmlYlgQQ3SQ30jSualGpepambXCcKGuCnPVgcKaSxZ9yxW6Wuep3qKlSVkJ9tJNi1tI0orQmVKz5br/99gCimSOMFUVhx1C3bt1cNu0uTpsutCgFENZe0n6GHDNs7+W5FLPmyun4sOrqXFSG43BrHWmSQgiRET0khRAigZo2txsqxWyi1xLcdMyKaFR6rnGxfnVfMzOa6/+F+jvzZzh20UzTUFEMIOeg4tf5+DYe19+am4LZFkZcPVTeAjFsOwDIma58fj6WnTd0fXXnZTRu3DhvfmsDob70xSBzWwghMqKHpBBCJCBzuwI0pG6NtUTdpciVZ0LtINj0tZhKPgZ7681rzd8Hm2ql9IeOM4dDhNYBn589/3atoZYmQDhmlGWu4sNxsiIfmdtCCJERaZIVYG3SJIvRlkKfS/tMUiZJqJAHa0xpcbKhns5Z6y5yFlCco8A0QNYE05wK/F6Ld33ssceCczUnEGvXxVwXV+vmplkNnVIynQqJr5YmKYQQCeghKYQQCRRsbgshxI8RaZJCCJGAHpJCCJGAHpJCCJFAwc1SGnooS32yNoUA1SeFtJQVYbIWeo4jLXQqVOw4zc3RpEkTl0N55MW4SdLOG6qdwNeiYHIhhMiIgskLpJgCv9IkS0Oa5L/YcccdAeQqMRUC3zvWFC2YP279WgrjmjVrCj5XqHhyXFKAfYdxAdyhZIW06kdx68LSWONSMUNasTRJIYTISEmaZC3WRSw1fa4SSJMsDWmSpZO1fUMxv5+QJjlmzBgfO+uss1y2dMu4dNJQ6iZfCxc5sR70XHvz/fffz5sfX1/btm1dXrhwYd7xpUkKIURG9JAUQogE5LipADK3S0PmdunU55pLC7thczr0vnXWWcdlruO5bNkyAMD48eN9bO7cuS7/5S9/yTtWyLET90gLVaaSuS2EEBnRQ1IIIRKoirn9m9/8BkBOfV7bWBvM7VBMWaWpprm96aabAgC++OKLzMfaYYcdAOS6HtYHWdfc7rvv7vKbb76Z93pc0eDjjz8eAHDvvfcGX7/lllsARGM3t9lmG5d33nlnl63jJHexZPmhhx4CANx8880+xtf6+OOPB+dQl6RCz8H3F3RUIYT4kVJvmiRrJF26dAEAzJ4928c4Xsqe7sXkg9YS1dIk0zau7R80FPPKrwO5ze1GjRr52LfffuuynSPteyk1U6nu3GoFXqd8bSxbe4Xvv//ex9JypLNSTK/3tDjH4cOHu2wN1OLo27cvAGDffff1sUmTJrlsv3HuS7548WKX58yZ47KtD15z/fr1y/sc94fnOMpXX30VAHDBBRf42NVXX+2yNV5jrViOGyGEyIgekkIIkUC9mduPPvqoy4cddhgA4NNPP/WxDTbYwGUzV/iclvQP5EotvfjiiyXNhU2mF154AQDQoUMHH+PNYjMBijH3qx2zFmfimnOiU6dOPvbKK6+4zJvYJlsqWN1j2eubb765j61atcrlddddF0DU5Ey7hw3B3G7cuLHLHO/38ccfu9y0aVMA0fsRYuONN3aZzdo2bdoACDtQ4uB7xymGdg/5u+X3Hn300QCiHRQ32mij4LwMW0dAztFl3zcAfPfddy5vsskmAIDJkyf72Iknnujy8uXLXbb11bFjRx/je/jNN98AALp37+5jHPNoa3XixIk+tt1227ls5vYll1ziYxdeeGHe9dVFmqQQQiSgh6QQQiRQb+Y2m4AWJ8VxZGwCG2wibLnlli6bOfDGG2/4GJs+v/vd71yeMmUKgKhHa9SoUS6fc845AOK9vHfccQcAoH///sHrClEt77Z5+nr37u1jEyZMcPmAAw4AEDWb2fQ54YQTXLYtjebNm/sYb28ceOCBAIDnn3/ex0KmdanbFEB1zO2PPvrI5a233tpl21Zgb6nFCAI5ExvIVanh+7Fo0SKXbWvJzEcgao6aCVwMpa65rBW97LcS8pgDud8t//7+8Ic/uMxe/yuvvBIAcPfdd/vYeeed57KZ8bwFZFt3AHDnnXfmzc9MbJ6D4iSFEKKMVFST5H/K9ddfP+/1uCf6ySefDCCnBQLRfyI77rnnnutjHOd1zDHHuMz/0Mbhhx/u8iOPPAIA+OGHH3zstNNOczn075RGLWXc2L0EgFmzZgEAVqxY4WPspGrdurXLp59+OgDg4osv9rHPPvvMZdMA+Pq4WEEp1IImGYf1Yjn22GN9bN68eS6bFgTk7iNrpb/97W9d5jjAclHMmkuL6cwKO2GfeeYZAMBNN93kY+zk4iwZ0wrNmVpXvvzyywFEYy7ZSRPK/kmrjak4SSGEyIgekkIIkUBFzW3+DMdWsdkWguO8jNAGa1zJeY7ZMjOdk+qtbh0ft1mzZj7G5oDFgXF8XJppU05zu5jaffY6p2pdccUVLpuT6j/+4z98jJ1nL7/8ssvHHXccAGDJkiXB85tJxU2XsqaOltvcztrSg++jmXK33npr8L1ffvmly+bg4m2dShcK4Xtnzb2AcFOsUEtZvtdbbLGFyytXrsz7fCgOl03sli1buvzkk0/mvX7IIYe4zI6wDz74AEDUccXX9dJLLwEABg0a5GOWigjknKvsrAz9PtQITAghyogekkIIkUC+XVtGWJU1zxSQi11ij/IDDzzgcqGpgOzF4hg/NjfMk5tW+YZTxOLemzRWKdLuwVZbbeWy1dljE8niPIHcfWHv/V133eXy3nvv7bKlLnLaGEcorF69uqD5V5NiTGyLuW3fvr2Psalm2xJx/aM5TtdMc349VOWqUrCJHYqD5G6D1tubXw+Z2Axfl21NDRgwwMc41c/uxcMPP+xjf/zjH1222ptAuIYpb3n06NEDQDQmlT/Pnu66x2SK3RaSJimEEAlkctyEeuLyeznuLpSsH/dPWwqckRP6J2Stgjf0LT6MNYFtt93WZdakCqU+4yQ5o8B6EPfs2dPHuLZfu3btAOQcOEA044br8M2cORNA9HsN1UQsZ53PasZJ2vpjLY/X7yeffAIg6qBhunbt6rI5buqz/zvfO4t9BHLfGcfDljMm0jQ5/s2tWbPGZTsvZ2uxxnf77bfnHXO//fYLHss+x/GnvNaNNK09zhqIQ5qkEEIkoIekEEIkkMlxw6YYY6o/J/VbywYg1wCMYw/jausVStxms5k8rFa//fbbLts1cHpUSIWvVThF69133wUATJs2zcc4BXGXXXYBEHVycTEQbgZlsZRc85O3HhpSO41CsA3+3Xbbzcc43vbGG2/M+wyvKSseAgDPPfccgKjZmzVlsxg4hdeuq5wmNq8Tc56OGzfOx9ictbTWXXfd1cfY8cJbX7ZlwU4ebhnSuXNnANHvhZ8hljrKW1C85VFKbVhAmqQQQiSih6QQQiRQkbTEtNgkU4u5TDx/Ju1coa5nceeyY1133XU+xuaCpSiecsopPsbmgHk1i6HS3m0+JsdJWlUarjhjHm8gFzPJ18dpdtdff73L5rXkmLtKe2trwbvNMba87WP3gSM6eL5sFoYqXlWatDUXl6Jp1xO3dWaf42Oyx9jiZX/961/7GK8ZS2/l7QrepuDfnZnsX3/9tY+xp9q21Lgz44cffhg8rpHWrVNpiUIIkZGKZNykxR5ZcyAmlOUyduxYHzvjjDNcNg1yzz339DH+R0orusCxV+bk4H/Htm3bumyaZC3ViGzRooXLXJTCnA6c3cTFBiwjh+ttsgbEzrMRI0YAAIYNG+Zj7IhIK1LSEAhpR6zFsFPMNHJ2QPCaSIvzDRWVqBShatxxv8m036pZKlaJHojWGLX1w9rpqaee6rIVsODsOn4vW3jnn38+gOg6Y0yzZ+uOHWbTp08HADz11FM+xk3DjFABnSSkSQohRAJ6SAohRAIVLXBhaXBAtGFUCDZHrG4cpzKyim7xehxPddJJJwWPG0qa5815M1fZ9GJ13ai2ic1wgYK99trLZUuZu+eee3yMG5iZzN8F9+Dm2pJmSrJpyKZ51gZStUDa3Pv06eOyxZjyOmQTmwsthKi0iZ12rjiz2pprhZytALDzzjsDiJrY3JZl4MCBAKLbXdziwhrKcRsRbqD2xBNPuHzwwQcDiBZPYeeuzYVbqvC5rFkbm9ih322xDkhpkkIIkYAekkIIkUC99d3m05g5wGo7e7zNzOb0I67ME/IkxrU5sG5trMKzim6wV5NVfCOu4lGI+vSEc49t6y650047+Ri3ELAURItdA6LtGXgbwmLSeBuEPZSVoL7jJHl9mdnJcKqrtTTgOfKa5JhdTuWsL3heoZjjuJ+5fb88f/Yu22+N4yAffPBBly3O1qIhgGgcrnXdvOGGG3yM2zdwWwerQ2nptUC07YpFFnA/dO6mGCKtVYWqAAkhREb0kBRCiAQq6t1mpk6d6rKp29xBkc0BSxVktTrkfYsrg8+mswUBs/ebvZZmOnMHQSvlD+Q89L/61a98zDrA1QKTJ0922e7hW2+95WO8ddC8eXMAUTOSi8VaVAGQM0lqyatfbkImNsNdAw328F966aUux0VXVAP+LVlgOf9+uMB0qIiwpQ0DuSo7vBXDv7vf//73AKL36qqrrnK5V69eAIDRo0f72DXXXOMyB5NbWiwXf+aKXdZNkQsIhwrs8pplT3Yo0qUQpEkKIUQCZXPclNLjmP8RuOiENSfifxGu82dJ7Rx7xbFTXDvP/jVZo7LNZCCXNtWoUSMf438n23DmeEMmdF/4n6rSmlhaX27G7jc7YPjzS5cuddm0zvqkvh03bMlYf/W4+2nWA98X06IA4JFHHnE5LuawksQ5C0NtKdiZZ7HGnJLK68MsDU71tdYe/Dn+fdx0000um0OIf+vcyoHjfO0YfP84hfjRRx8FEI0D5d+q/YbZIRz6TchxI4QQZUQPSSGESKBs5nYo5ow3iDkOy1RcrlBjJjbDqja3IbD0JK6lyLFbhx56qMvWFziu8ofN5bLLLvMx3pAvxeSrpYpBIdj04XvIjowzzzwTQDQdLbSN0JC7JYY2/eM67R122GEAomY1bytxv24zR9mcL4VitlLi1pzFCfJcud6lmdE8xr9Fuy5u3cExk9a58O677/Yxc9YAuco948eP97F+/foF5233mx2P/Fu0z9l3AYTvkaVCAlEnlL3O5nwhPdClSQohRAJ6SAohRAL1lpaYBqvAZvLEecmt4kiosXkcrVq1cpm95sZrr73mMptOIbMy7V7Uqrkd8nTylgjLttURZ45YJSJuD5GVarZvsAK73LKBvah2H1atWuVjXPyYC92yJzjEfvvtByDqJc4K3ztOK4xrcWLYlsBpp53mYyNHjnTZfjfWFRGIFrueNWsWgGiMLUeazJ8/HwAwfPhwH7P0WSBqOpsnnb3v3GXStonYI86RLFbRKy3SRua2EEKUkapokhbPxNkLIW655RaXhwwZ4nJabb5Q8x8uoMEFKszhw/9oVjsQiGbfFEqlNMlQFgwX65g0aRKAqIOF74VpGBwHx6X2+V/bNuL5WipdO7K+NUnWnK0JFcfesoPriiuuAAAMHjzYx1q3bu0yOxuqQdqai+sBbu9lxw23RLDmcpxRY20SgFzGDv8muSiFaXVdunTxMXbIcjEW06wtZjUO/l5CRVcWLlzoMrdiCVmFagQmhBAZ0UNSCCESqKi5ze0VeDPWUgR507VZs2Yu28bwfffdV/Q5gai6bymMfJnWlQ3IbVI/9NBDPnbkkUe6XIqJmdXcjouPCyXoc51L60c8aNAgH+vbt6/L5pDi74W7LXJqZocOHRLnUgmq6bixAiZWfxTI9SkHgCuvvBJAtFALb9Gww6caxDluzCEzZsyYxM+zCcxOzpCTtGfPni7bfeN1xm1XrHPn7NmzfYwLrJQC33dLVSwGpSUKIUQZ0UNSCCESqJk4yVKIMwXTLok/Z/KWW27pY9z83CimBl19xkmyaTV06FAA0a6HnBpnMkcKLFiwwOUePXq4bPF1PxZz27y7Fi8JROMdLRKDowW42ky14XvHHmOrzcpe4LjUy0LhmFA7L8cj1mcHzbT1yV770Pcl77YQQmSkbJpkKDYxjT322MPluXPnFvQZhhsxWaI9EP3HMGcEawj8r5cWk1UK1cq4Ma2SMyb4+rp16wYgWjTg9ddfd5k376tBNTVJY8CAAS4Xk9FVbUpdc2nVus0xyLHFfHzTUHfccUcf42IYWbXK0HOlGOuGNUm7BsVJCiFEGdFDUgghEmjQjhuG4wU5md5SG9kEqDS1VOCiGNOkPp00IWrB3G6opPXdjmspEvqe+fOWVsiFMtLSAosh7VihNcBztkZ9QC6FOG7rL63VShzSJIUQIgE9JIUQIoG1xtyuJWrJ3G5I1Le5Xe3thXLC8+/UqZPLXOcxRKjGKHdOtIgHNkutJQSQXpErRNx9L7QlSNy6CLVnYEKmtbzbQgiRkXB3rBLgLBWuPRfCajtaLbq1AYtBFA2Hhq49xsFFS0JaFxcy4fhHg+u8hu5RmvYY0hRZ+4zrOBB6bzG1Y61KuhV64WPyvIq1UKRJCiFEAnpICiFEAgU7boQQ4seINEkhhEhAD0khhEhAD0khhEig4BAgBUUXjoLJS0O526WjNVcaCiYXQoiM6CFZQ6y33nqRakYNmZ/+9Kex6WEimW+++aamWkP82NEqFkKIBFTgogJUe3+olFYa9cG6667r8nfffZf3uvYk40krxlHtNddQ0Z6kEEJkRA9JIYRIQOZ2BVgbTB/rOW0Vm4D46i3lYm0xt0M1GivN2rDmqoHMbSGEyIgekkIIkUDZiu6Wk7SG6Ws7bOJyYeIuXboAAF544YXg56yzXZxZbMVM99xzTx978cUXXV60aJHLm266aeKxvv/+ewDRVgHWra4hYmstLrazV69eAIAHHngg+DoXerXirzJ71w6kSQohRAI1qUlm1SBt4xwAVq1aBQDo16+fj02bNq3oY5qWBlTegfGLX/zCZdZG4jRIIzQv/ry93rFjRx976qmnXD7ooINcNm3TNEoAmDFjhssbbrghAODDDz/0se22285l0zSLaetRbopp9LV69WoA0SZY11xzjcunn346AGDUqFE+dtJJJ7n80UcfBc/bEGFLxtb9V1995WPFNP+qhhOr3EiTFEKIBPSQFEKIBNbKOEme69y5cwEAu+yyi4+xORv6DN+SZcuWAQCaN29e8PlLjVnr3LkzAGD27NkFf6YYzJRkZxDPj4sqWAohbzN07drV5W233RYAMGHCBB/j9/7www8AgLPOOsvHxo0bl3devle10Hebt2rYRNxhhx0AALfffruPtWjRwmVeH+ussw6A3JZDqTRp0sTlzz77LPG95YyT5C2SCy+8EADw4IMP+thhhx3msq2Z//zP//Sx9ddf32Xb7rr//vt9bMiQIS7z/bZttrhH0i9/+cu8z9g6A0oz6RUnKYQQGdFDUgghEqhJ73ahsFnxzDPPuMze69133x1ANP6NP2exg//4xz98rE+fPi4XY2ZnpVxmNtekZHPEthnYDGRzY8WKFS5vsMEGAIDNN9/cx+69916XX3vtNQDR+/rBBx/knYsxc6nuvKpFyNTiCAFeJw8//DCAaJTESy+9FDxuKWa2xWECuVjMNBO7nLBHu1mzZi5bxAJ7t//+97+7bCYuV3hipk6dCgAYOHCgjw0ePNjld955x+W+ffsCAN577z0f460hO2+ciWxba3vssUfw9VKRJimEEAk0SMfNz3/+cwBR7c/i9oDov17avCtxXcVsovMmtH2unJlGoTjJJUuW+BhrfOzc+tvf/pZ3LNayvv32WwA5jRPIOXMA4LLLLgMAnHjiiQXPtZYLXJjGw06LxYsXu3z44Ye7/MQTTwCIxhOyM6MSVcezOm4WLFjgMq8Dgy0GdsbdcMMNiccNXevZZ5/t8tixY1222NyFCxf6GDtjTDbrD4heKz8PCkWOGyGEyIgekkIIkUCDNLeNG2+80eXevXu73LRp07z3Tp8+3WVOv6sEtVTbjx0NEydOzHud0/A4Lo83z0PYNb777rs+xnGUtmVgcXKFUG5zm82yYlLpQpijyhyBdfn0009d3nrrrctyTibtWsq55nhbZcyYMQCAU045xcfYhDbHDs8ptF3E8+OtHHYymsPLnGQAcNxxx7ncs2dPAMDjjz/uYxaTCuScgXH3Iq3tRRzSJIUQIgE9JIUQIoEGHSfJaXBsYrO6b2ZApU3sUmnUqJHL5jEuFfMK8n1p2bKlyyNGjAAADBs2zMfWrFlT8Plvu+02l+fPnw8gGv/GZppV1akmxZi7FhHB2w+MVTuKM7d5/YXM3WIqEoUop+kegs15ls0cfuWVV3yMoyNCERmtWrVyuXHjxnnnYhP77bffdnmnnXYCEPV+83FDtT7TYlJLudd1kSYphBAJNBjHTajwQCFTt5g12/StD2rJcROaS1zl8xCbbbaZy/3793f5qquuyjt+XFXvUuYKVP/eMfvssw8A4Nlnnw2+Xu25Zl1z9n0CwPHHH++yOWZYo+NzmWOHYyf5t/anP/0JALD//vv7GGcqsbPQ1uLee+/tY3y/Q0VRsiLHjRBCZEQPSSGESKDBmNshOGXJ+kQD0bL7I0eOBBA1BSvdYKw+zW3eZLcCABxbNmnSJJePPvpoAFEnwCOPPBI8rm1vsDOGr8vOZXUWAeDjjz8uev5MNc1tWx98TjYbH3roocQ5tW3b1uU333yzElNMpFJrzrZbOA409FvaaqutfOzcc8912Uzo4cOH+xinqt53330ub7TRRgCiqYpHHXWUy+U0s4s5pjRJIYRIQA9JIYRIoEGa29dddx0AYOjQocHXea7VmHelze0477TVAYwze61KilVRqkuo3mPc8rDUMq5uk5Vqmtt2Lt6+4KoyVtsxFPcHRLd4LrjggkpMMZFKrzmOLhk9erTLrVu3BhCNx+XzW4rmPffc42O8RdOhQweXrSIVR1SwmV8JZG4LIURGGmTGjf2bx/1jVtoxU2323XdflznjxTa+LXMBiBYAsPvFmmT37t1d5sIBadi5GjKhLBjWHjkbKpTZwdojfycG32f+vGlMaf3b99prL5fjqqDXF6xxcSMv6z1+/fXX+xg7Ua0IzW677eZjy5cvd7l9+/Z553j00Ud9jGMmLaYy7ffNveK/+OKLxPcWgjRJIYRIQA9JIYRIoKYdN1yoYdGiRS7zJnGIGTNmuNyjR4/yTyyFSm2iW1/uF198Mfi6mW9830Lz4nvC94rNPzsGXwsXObjyyisB5NI+6763FGohLZHPyfGAdm8s1hSIOiN4W8M+x2ZhOQuZhCjnmuOWHhYPG1egw66Lm4PNmzfP5Xbt2gGI3gt21sycOdNl257gdcgNxrbccksA0b7gWZHjRgghMqKHpBBCJFDT3u1jjz3W5TQTm+O41ibvNscuXn311QCiPav59ZCZHarHxyY2E/r8smXLXObOeMV4wkPHT/Ps1gfcJ7xFixYAouYXrynjgAMOcJlN7FCVKv5uKmFiV4q09hBM6Lq426LVhrRqQQDw6quvBs+16667AgDef/99H2Mz31IUp02b5mPfffddzFWUD2mSQgiRgB6SQgiRQE17t5977jmXOag0RC2lTZbT08iebEvn4mBZNvOsQCqbK+yhNTMwZEYC0XlbR7wNNtjAx7bffnuXLfWRvZpZqQXvNsPzsfYNbEpy4HlaG4E0uKUBdxMslFoq9MxY4sfnn38efJ0D5i3FlgsAc1qiVRrq27evj3H7kVBUQRrybgshREZqRpOcPHmyy6bx9OnTx8dCvXo5hor/ybnOZJzWVEmK+VcP1eaLq305d+5cAEDHjh2DxzrjjDMA5Bw8QC62DMhtslvsGgC88cYbwWNZfURu1MT3tRLUtya54YYbuswaSQhLC2RHBTsd2KFTyrz5OzeHUDHOnlrVJNOwNQ0Ae+yxR97r/L3w9xXC4ixZw09DmqQQQmRED0khhEigZuIkOdXonXfeARA1t0eNGuXyRRddBCC6qcul9jke76677gIA9OvXr6zzLRehTWYe4zgwMzfYnLB7BeQ2wbnGYyiWr5AYRTPD42pPrg2kmdhM7969AQBLly4Nvt6pUyeXzYSLM3vfe+89ANG6ivydm5kdFw/b0Hn66addZhPbqgexs9CqCAHA119/DSBageqmm25yedCgQeWeKgBpkkIIkYgekkIIkUDNeLf5+OZF5Rg8bllgJuY222yT+bxWrj+UilUqpXoazcPJnk6On7Muc7z10LRpU5dXrlwJIBcvCUS3Mey+cszp7NmzXc6azpk17bDW4iQZmxtfF8f4cfFj7gZo8LXYfS7n9TVU73ZcdSGDt5bst8qf4egNW//FIO+2EEJkpGYcN+ygsH8KrmvH5eHLoUEa5dQgs2IaBtceDNUpvPbaa33MGlQBwIoVKwBECzdwMQHbGH/hhRfKOW0npD0efPDBLnNhglqANZIBAwYAAMaNGxd8r2kc/H1YVhIQ/c6SPl/3vLXOFltskTeWVs8xTTtkzBkD5OpzcuwuOw4PPPDAvOOXoj0WizRJIYRIQA9JIYRIoGYcN8zUqVMBAL169arK+bOS1bSaM2eOy9ayAQCGDx8OABgxYoSP8daDObqeffZZH+NYvDZt2gAA3nzzzaLnFEfXrl1dnjVrVqZjVdNxY3GIVsgCiJrQ3bp1AxD9bhYuXOgyp3pWo55p1jXH8YaDBw922dItudgMd260YivsQAnB21p8f1i2NGM2wV9//XWXea2VCzluhBAiI3pICiFEAjVpbg8bNgxArr4cANxxxx31dv6s8C212C6gNloWVJO46kZGrcVJct1O+x65qpTV1KwFyuk9b968ucvcviOEnSsuXtFMaK7ilTbXKVOmuHzMMccUNukSkbkthBAZqUlN0uBEdt7MrXWqFRM3cuRIADkHD1DeyuGVphY0yWJi/GqJSq85dkwtWbLE5SOOOAJANMtov/32y5sLz48tqnvvvdfl/v37AwBatWrlY4sXL8469USkSQohREb0kBRCiARq2tyuFJU2qRpqClqaY6XS1IK53VBpSGuOa2NyqqoVYOnevXu9zUXmthBCZEQPSSGESOBHaW5XmoZk+tQSMrdLR2uuNGRuCyFERmqmnqRYu9hxxx0BRBuVCVELsIOyoPdXaB5CCLFWoIekEEIkULDjRgghfoxIkxRCiAT0kBRCiAT0kBRCiAT0kBRCiAT0kBRCiAT0kBRCiAT0kBRCiAT0kBRCiAT0kBRCiAT+H3LnjZHw2HyvAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2180, D: 1.282, G:0.8767\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2220, D: 1.213, G:0.8881\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2240, D: 1.268, G:0.9181\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2260, D: 1.329, G:0.8923\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2280, D: 1.278, G:0.9681\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2300, D: 1.378, G:0.8438\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2320, D: 1.26, G:0.8998\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 4, Iter: 2340, D: 1.177, G:1.091\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2360, D: 1.33, G:0.8057\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2380, D: 1.241, G:0.8889\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2400, D: 1.285, G:0.9826\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2420, D: 1.171, G:0.9022\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2460, D: 1.086, G:1.036\n" - ] - }, - { - "data": { - "image/png": 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q1JOMY6eddgIAvPrqqz7G8bRmLl911VU+ZrGiADBt2jQA0dYYO++8s8vmfQeAGTNmNLl+NT3ZIYpac+Yp52o7XEnJzF2OkuA4YLsvbKJzG5CXXnrJZeus+Nhjj/kYx4ymVfzJgsxtIYTISUNrknGEsit4E57r/NWDemmSodqA3Oxq0aJFAKL/zjy/G264wWUrwsAafNGUo0nGNWnLUtyAsTXF2iVrLnZ+XnO/+c1vXB4xYoTLppVmrdFozqdK6ndWsuaqmX0T+i3y+a05Hd/XefPmucy/VTuOYyqXLl3qctp3nFZ4I4Q0SSGEyIkekkIIkUBDm9tsboTi32bPnu0yx1t9/PHHhc4rjXo7bviaHFNm84pz4NR7S6UajhtOQ+X+z3kxs5BTGVkOtRSoZvpc6FxxcZpZ7huvkywFNuJibO2+9OnTx8e4SEho3jz/vC1D1L5BCCEKRg9JIYRIoC7m9o033ggAOOWUU8o+hj1elvZUSde0OEydr2atxKLM7V122QVANHUuDS6PP3jwYADAuuuu62N5+xZXk2qkJaa9t6h0y549e7pcRDfENIpacyHvdRqhzx13L7p37+4yx7CGsC2BavZ/l7kthBA5aWjHTXOl3o6b5sqqS7GIghu11O5qidacGoEJIURd0ENSCCESKNvcFkKIf0SkSQohRAJ6SAohRAJ6SAohRALfT3/L//OPGlaQBYVjZKPIoru1xIL1axmoX/Saa9GihcvcKre5oxAgIYTISV2DyRXYK5hG1iStePGCBQvqPJMwzXXN1fsZIE1SCCFyorTEAmiu/+r1ppE1yUZHay4b0iSFECInekgKIUQCZYcANSfqvRkswnTo0MHlhQsX1nEmzY/hw4e7fMUVV9TsunnrcFrNV/5Ncj1I7oZo/eL5vaEWFTzGchF9uQFpkkIIkYgekkIIkUBDe7e5pUJa17T27du7zCp86LjmWkrfCLUKWB2o1LvNpla57QVWVy9w0Z/rlltucfmkk05yebPNNgMAvPLKKz7GnUutJcOGG27oY2eeeabLc+fOdXnKlCkAgC+//NLHQr/VStq2hNYIH19OKwhpkkIIkUBDapLPPPMMAGDEiBFNxnguM2fO9LFdd901eC7TJPnfo2iak7ayzjrruPzNN9+UfVyogVpeh1lzi5NkjekPf/hD4nv5s5hGw2PTpk1zuV+/fhXPJe+aY0ts8eLFZR9nmtyiRYt8jB109vpDDz3kYwMHDnT5/vvvd/mMM84AACxfvtzH8vYDT0NxkkIIkRM9JIUQIoGamdtrrLGGy3/+858BRPvs7rjjji7bZnCXLl187JprrnHZ1HlWxbl8E5d1MtOGy1ZtsMEGLqf1Fc7bga0eJuNaa63l8sqVKxPf+9VXX7nM/bh79eoFAHjhhRd8bL311mtyXDU/X7XN7byOHd6iGT16NABg6NChPsZbDaG+7VtttZXLfB/btGkDIH6r4/zzzwcA/Od//qePpZmaPO+8XSZD8+J1YsU+AGDPPfdscs177723yfH9+/f3MT7XHXfc4fKWW24JILp+K8GOS1vzjMxtIYTIiR6SQgiRQMN4t+fNm+fyXnvtBQCYOHGij/Xu3dvlVq1aAQDOPvtsH2NP+LPPPuvyF198AQA455xzfIxjs8xMSovDrIRqmtuhtK1K2G677Vx+8sknAZTMvWrQyOY2x9CVG93AZnnRa55NaN6OsvsQ2qKKo5prjmMabRuL7wtHklicLq/N5557zmXbcuDPwt8Lr8X333+/yfxD30c145xlbgshRE4aRpPkjV/7J+PYs912281l+3fhf+K4f1Ibj9vEL/rfqej71qlTJ5dNG+fr82c1rTntXgHAI488AgA4+OCDg9c1DXfTTTfNPPdVqXWcJF/PPscHH3wQfK85FmfNmuVjcfcuy5pixyI7yMqlqDUXOtfaa6/tsmm4P/jBD3yMNcW//OUvTc7Dc+XssdmzZwMA+vbt62NPPfWUy7aWpUkKIUQDoYekEEIkUGiuXiVpahybZZvF7733no9xDJ8lwMedMzTOZmfbtm1dXrZsWeK86kGPHj1c5sIBBjuZfvOb37h87rnnNnlvKH4vzUwEgE8++QQA8Omnn/qYOcyA0kb95MmTfWyPPfZwmWNRawmvk1BLVzYVGXbmGez0OuiggwBE7xF/DyGztJJCDDzvcqkkjTSNuBqO9rthc/rbb791OeQQO+CAA1x++OGHE8//2muvNbnWjBkzfIxjMtm5m4dKtyOkSQohRAJ6SAohRAIN490+8MADXf79738PIGoKHnHEES6biVdUufa81DstMQ1O2+R0Tjap0uLyOnbsCCCaAhbnGS6XcrzbWVINKyHNRA6lZq6K3ce0e8hUsk5C3vNarjk+v6VpcpUujgBI+4623357l+2+vfPOOz7GESzfffddtgknIO+2EELkpGE0Sd4EN21h33339TGOl7JiA+edd56Pde/e3WUunBGi6EZhRf+r550/Zzl8/PHHLvO/vmVIWJzbqlgc5YABAyq+PhAuLFKLOEm+Bq+5vPVGp06d6vL+++/f5Fpp5P2saWuOx0KvV1LgpV27di5bVhw7a9ixY98z3+sHH3zQZa6sbw5Lzvi5++67Xb7hhhsi50yad7lIkxRCiJzoISmEEAnUxdx+4403AABdu3YNvm7qOm+ch+LurJYdADz66KMuW6I8AHTu3BlAbXtxN6rjJmTiphV04FhDu5dAqd7kpEmTqja/Is1tcwbyFs3rr7+eeAwXZbBtB54jv57FqcD1UPM6IePWXN60W3OmcN1HNrevvvpqANFtl5NPPrnJeX7yk5+4fNZZZ7n8+eefu2zmNMcx33TTTS6zGZ9EJS0fZG4LIURO9JAUQogE6urdPu6441zmvr7maeTYq0suucTl559/HkA0TY69sJ999pnLZmKyR4w/y5prrgkgPuYtC/U2tznVkk2XtK86bd5mYgPAiy++mGeKqdePm0Pec6edk+fAcaO2vu677z4fO/LII4PHpV3DtjCyVPuJo+g1x95/XgennnoqgFK0AwC8/PLLLptXmzubcr1J3vIYPnw4AGDMmDE+ZumgQKmbIteLzbKNwM+CcurISpMUQogEateMmrAnuRVRAKLOFis2wLFXTz/9tMvmbOAYv4033thl0w6BUtZD3MZ4NSuSNwqsPYa0Co4j5fjS0Ht/+MMfusz/+ua0qCSrpJ6MGjUq8XVrPsf3IBQjGldUIk17Y02smlZLXlq3bg0gWsiEMSfI7rvv7mOsTZtDzLQ8ABg5cqTLVuCC45yPOeYYl9nqM62QOw5wMzWzkLhRWLnOHKBU7EUFLoQQooroISmEEAnUNU6SaxGy6W2q/Y9//GMfYxPyww8/BBCtwTdu3DiXrX8vUIrZevvtt32MN+TtWuyI4NqWbNKXS70dNwzPZdq0aQCAfv36pR5njdXYTA3VpqwmjeC4ufHGG10OxfuVg5npvM6q+Vlsuymuv3ZoPGuc8Oabbw4AeOyxx3yMt75M5lYrHJt48cUXAwAWLFjgY9dee63LvA3xwAMPACjFSwLR3+0FF1wAABg7dqyPvfnmmy7blhqvU95Os3THkImfhDRJIYRIQA9JIYRIoGGqADGXX345gKhazulLXMMwC1yvzswINt3/7d/+zeVQC4A0GtXcTqPR5pp3Pmm1Ia+//nqXf/nLXwKIep4ruXe8RVOJx7Va5F1zfAyn9Zm5yn21zaMNlOpBcpsRNpdvvvlmAKXoAT4nEN3OsuPYu83pxtbRcvz48T520UUXuZwlZlLmthBC5EQPSSGESKBhzO2Q980KegLAUUcdlem85uliFX/KlCkuH3300QCAL774wse44pB1ZqyEepnb1gnQPJIA0KlTJ5ctsJdhT+Buu+3m8vTp04uYYiK1KLrLhFoDcModd+u0LR5eR5w+Z20MgPpsW+Rdc3EeYfOUH3rooT7G5q55jGfPnu1jbK7b+uMED27FwkV3W7ZsCSBqrm+00UYuWwokB6MPGzbM5SydT2VuCyFEThpGk2Tsn4j/6bPGeYVqKF511VUuH3/88QCisVPcbzlL2mItNclQ7byszhrenF+6dGkVZlcZtdYk2Umz/vrrA6isHQDPjx1DeVtBZIHvHWu111xzTZPXs8CfiX8TIUvsiSeecNk0SD6GHVvcqsHiHzn9lR07d955J4CSkw0oxWEC2WJCpUkKIURO9JAUQogECrUL0noUx5VZt+MqTR8KYU4MjnfkOEnbGD788MN9rDlVBgqVp89q+tXDxK4noXqOt956q8snnHCCy5zqF6KaJrZV5lm+fHmm462lQiWw44Z/a7b9wL8Ji1cESj3cuTKQbWEBpbYPvCaHDBniMqeBvvTSSwCi212cgmjpyLwtxFh1oLxx1KsiTVIIIRLQQ1IIIRKoi3e73IKtnCrIxU4rMb3tGmzusxn/+OOPAwDOOeccH+POd3lTnWoZX2qmEXfxS7vH9U5FZMrxbodaKpSDxfkNHDjQx37xi1+4bGuiEs9oo967SubVoUMHAMDChQvLPoa3Hix+eeutt/ax3/3udy737NkTADBr1iwfs6LaALDjjju6bJW4eP5cTNt+w7w1wMdzuxcj9H2GfjNJSJMUQogEGiZOks/fvn17AKUNbACYM2eOyyFnBWsYvIkeKrfPm8UWxc//jpXEyoUoWpPs1q2by3xfytV6OYshq3OgCPLESV566aUAonFzIWxtAcDixYtjrx1HI2mPDM+fM8bMicGOk2r2nbc6rzvvvLOPcRaNrS92/PA9ZK1w0aJFAEoxqwDQu3dvl60O7bbbbutjrJXmjWmOQ5qkEEIkoIekEEIkUDNz24ovAKW0JD4n142zIgNcQ5Lr0T300EMAgEMOOcTHOIF+/vz5LtvG9OjRo31s0KBBTV7Pa2IzRZnb5sjiHsd9+/at+DzNwWQEqjtPM/vYqcWOwXKp5b2LKzoRIq19QxpxJrD9Lvg8ofV91113+djgwYNdtvttvzMA6NKli8vWsoHfwy0beF6hFOMsWwdy3AghRBXRQ1IIIRKoi3fb1Op3333Xx9j71r9/fwDApEmTfGzq1Kkuc207gyuLsAlqFUPMiw1E4ySLoGjv9mWXXebyhRdeWPZxjWhmc2rqqnGP1ZyvrZ+uXbv6GKfXpV2r3vcuFO/HW0ycilfNuYY6DIbgrQuOzbWok3322cfHbLsMiG4N2LxDaZFFIe+2EELkpGHiJEP06dPH5ZkzZzaZCzuDVqxY0eR1lqsZG5ZG0Zoknz8tuya0Cd+o1KKeZNZ1UG9NMo20Ncexk5x9Vo81wX3frRc8UIrfZYdtyGEV53ixtR4X8xw6lzRJIYTIiR6SQgiRQEOb23G89dZbAKLpSY1EvRqB2fbEs88+W5fr56XW7RuYNm3aACjVLASiWxWNTt41x20UqunYtBThUN/zOLIWMQnB36H1RufmfjK3hRAiJ3pICiFEAs3S3G50ijK3W7VqBQD49NNPq3bORiLJ3M4bpWC1I//rv/4r4+wam0rWHFfJqsQMLgIzgYFSrHPW79hM60qqAcncFkKInEiTLIB6OW6aO/V03DR3mtOaq6R2a1ql+NBnrUQTlSYphBA50UNSCCESKNvcFkKIf0SkSQohRAJ6SAohRAJ6SAohRALfT3/L/5MlrCCuR0e5BU75fWkBonHnDDUkr6TpfFrYQej15hSO0UgoBCg7WnPZUAiQEELkpGxNkgNAQ5U9OCjUSvLHpTzl7XCWds6QBpvUJiDpWva54zTZehT1FWJ1ppIukbVAmqQQQiRQtibJmCYWauIDAH/961+bjIVSkfh1Trq34+MaHdl74/5luDbeJ598EjknEE2qt/OutdZaPsbXtVL3fK1K0qqEEJXRCNojI01SCCES0ENSCCESKNvcDpmV7KzI4riI669rZnic4ydUhr1169Yujxs3zuVjjz22ybW22morl9944w0AQIsWLXyMuw6ymR6atxw2QqzeSJMUQogE9JAUQogEMhXdzRIbyLFPdtz+++/vY1OmTHF53XXXbXL+b775psk511hjDZfZI7bxxhu7zN3vDPZk23FsbrP3e/78+U3mH8oe4g5v3333XZPXG5VKPPX8uYvoJKiMm+wUnXHz5ptvuty1a9eqn79eKONGCCFyUrYmyRqHHcJjofcOHTrUx8aMGeNyWvMhi1NkjWy99dZz2ZwpG220kY/179/f5enTp7tscY7vvfeej7GmufXWWwMAZs6c6WMhh9J2223nY+bsAcL/2iEnVCNxxx13uPyTn/wk+J7nn38eALD77rvXZE7A6q1JnnjiiS7fcsstANI/XyWa++qau22OVwC4++67q35+aZJCCJETPSSFECKBss1tTvVbsWIFgHgVP+TYYdPczIgtt9zSx9gcTitvduCBBwIALr/8ch+z9EMgappYr+ru3bsHXzcnTqdOnYJzNTPp7bff9rGxY8e6vPbaawOIOpaKNrcrcbbwPTYn1muvveZjHTt2DB5n8+Y+1da7uihqYW5vsskmLi9durRq5+W0WUvb3WCDDYLvtc+ZZk5/9tlnLts6jqNoc/uSSy4JysaAAQNcnjx5sssWv7x8+fLgeXkt23s//vjj4HvtHrFjlWOls/Sll7kthBA50UNSCCESyOXdjj1pwNzmyjrstU6Ca0AOGTLE5WHDhgGIerw///xzl9u0aeOyxT9269bNxzjmy8xlVttZnbeKQ/w6x0SamcVxljyXensa27Zt6/JHH31U9nH23nbt2lV9TnE0snd71qxZAIAddtjBxyrZbnr//fdd7ty5MwDg22+/9TE2ze1429Yqh0b1bociVSqBP5dt+fHvKy8yt4UQIieZ6kmGYI0jpLGECkWkwVrQF1984fKrr74KAOjZs6eP8cY5X79v374Aopv0nKljGqJl+QDAQQcd5PK9997b5HWLvWQq+devJcuWLXO5kkypWmqQzQFbaxzj+8gjj7jMjgu7v1wjlS0R0yBZ4+P100iaYAguJmMOGf6sl112mcsjRowo+7z2uflZMXHiRJfNkVXr+yNNUgghEtBDUgghEijbccPOirT2DBb/xbFfHM+Xdklz2Lz88ss+tu2227psm8B8/j322MNl22Tna/H12Ylkn4XntOmmm7psG+6h9hJAevvbLKYBm/PsnMqL3a+4tNB6m3mN4LjhOfAWTo8ePQAAb731lo+xg4+dMGlY7O2tt94avG6Wz533+EpaLjN2P8wZBUTvm6UOl3N/bBts6tSpPmbbZQDQvn17AMCSJUt8jJ275W7phZ5Vie8v66xCCPEPih6SQgiRQC7vNqvlbI6aCltJ1zNWgW+66SYAUXOGVWyr4jNhwgQf+9GPfuQyp0BZq4Z58+b5GKc92Rz5+qHal+zdZk9kEe0bqmliM6Hvo94mdqNhVaEA4Pbbb3fZzMqvv/7axzgV9ZRTTnH5xhtvBBCNkuB6qWxmG7ydVQ8qWcdWxQgAunTpAiB6X7ivfZqZPXLkSJcvuOACANE1yefiZ4CRJWqm0g6n0iSFECKBsh03Ie0qroCFkfbE5n8MLjzwzjvvAIj+O3FzLrsuF1/gGo877bSTy+PHjwcQ/UfiYh1z585tMv/QvOOcUPYZeAO5USuTW9xpXOZNvedaT8fNrrvuCiBqZbD1ESpAwXGSBx98sMtWaIELVBRN0Rk3IWdmHGnX59f5t2Tn3WyzzXyMrZ/1118fQGVOsjSUcSOEEDnRQ1IIIRLI1AjMUtbSzLY4c9te54Zcp59+uss///nPAUTV7gceeMBlK2Bh6jcAPPPMMy6zaWQbw5xKxQUuQnMMxYzxXNn0D5E3TrIo0r5q3vIINVArmnqa2+Z4ZEcAb9FU4lipd3xnNa9vTqiTTz657GNC1680NtHgmF7e0qoWMreFECInekgKIUQCZcdJsgptZnZWFdrg9MCBAwe6bKlMXIadq9JYqwf2Yl900UUuc+1JM825/YLVkARKHnQ2p/izmMypViFPeCOZ1Vmph4ndKIRaBqSZYpw+yqb56oR9xhdffNHHdtlllybvi1v/FoHC22kM/654S8vgbbJ6IU1SCCESyJRxE/qHZe3KtLJK4gUfeughl+0fZccdd/SxadOmuWzZNex04YyYc845x+VevXoBAK699lofe+qpp5rMO6Q9MnGxXXY816hsrmQtcrA6YBoLf/ecRRaiqMyoevPLX/7SZesCkAavlxkzZrjcu3fvxONC2iP/vriOrFHrdSpNUgghEtBDUgghEig7TjJUwIKppBe0natDhw4+tt1227l82223AYjGRm6//fYuP/zwwwCidSOtzQIQ7eFtDZa4rzYXw/jDH/4AoFSrbtXjTbWP+3xmcrFZ0KhNmSzmLJRiB9R/ro1QT9LqRgLReqbGokWLXOae5o1076o5l1puu1x55ZUAoltre++9t8v2POB4yaeffrrs89tvlR1uipMUQoic6CEphBAJZEpLDKmtTKgiEKcYhloisEdsm222AQC8++67PtayZUuXzURmE/zRRx91+YQTTnDZ4i9DsZFAKb6NYwRDPYJ5iyHUyoIJVQmqF5WYS40216LnE+rbzuuA12yItL7btaSa5jbHJpo8Z84cH0tLD+Ttqi222AIA0KdPHx+bPn26yxwVEoo15WeJ/a5D9TizInNbCCFyooekEEIkkMncNpmL13IKYaiDIF/GvKtslo4bN87ljh07AohWpeFgcwsGZ3P/8ccfd5mL8VoJfb6WtX8AgO7duwOIVvbhbYByG6JXs1tiXvhen3TSSS5z2X2DTae4Loq1otbmNm+bpFV2MrjgLBd/taK9QMl0Z4oOgK5lRAX/lpYtWwYgGjHBJrRFl3ABY25/YinIADBmzBgAwPXXX+9jWdozVILMbSGEyEnZmiQ3SDJNKRRPCJT+VeI0Kitsceihh/oYx0ZZKXwuVHHccce5fN555wGI1rMcMGCAy9xAzGLdOJ7q/vvvd/mTTz5pMtfQLYmLLQwVuKi3Jsmkfb28MV7vVMRVr7/ffvu5zJZCHjg99bTTTnM5LQXRYKffzTff7PLQoUNdrrf1UMvrm1V3xBFH+BjHDIesE9YeubCIWXisaZar4WdFmqQQQuRED0khhEggk+PGiOsgaON8apYtneuKK67wsYkTJ7oc6lzH3dosfm3bbbf1MXbysBPprrvuAhBt2TBp0iSX09R5M93ZzArFgXLMHZsL9Ta32YwMbYKz6cP9yutBkY6bsWPHAog6srhGacjZwtsmIWdjaB0Aq7+5zW1T7HcRl4psThz+nbEJzseZI83SjgHgkEMOqcKM45G5LYQQOdFDUgghEshUdDdkTrPpYabxkiVLfIzTAs3s45LuFk8FAKeeeiqAqFretWtXl80TzulT3Byei/VaHBdXd7nnnntcNtOEPwvHDrKZHcLMhbTKR/WCt0RCnzWNSqo7NTJt27YFEK0sxZWjQvC9O+qoowAAEyZM8DFuP1LvyIBa8uWXX5b9XjOz+V7yd8DbPRb3zAW0GwFpkkIIkUDZjpuQRsLxiPzvYq/zPy07EOzfhTU2ft2S4g8//HAfe/XVV11+6aWXAEQdNHYMAPTs2dPlKVOmRK4JAN98843LaR/fPkslcZKsAdfbccOEPmsjzy/v3Pg7MydMnIMjdG/Y+uncuTMAYPbs2bnmVBSNWsPUYI1x7ty5LnN8s2Uzccw015wtAjluhBAiJ3pICiFEApniJEOmJ5/GTNAWLVr4GKcqWXzj4sWLfYxj0uw4LqCxYMGCJnPp37+/j3FZfa59V24/ZE7KD8VOxsWEhl7neMSiTZ/QvMvdQgCi8YFcs7MeFBknaeuLP++FF17o8sUXXwyg1KcdiI+DbEQa3dzmLajQ1h3LtXSCydwWQoic6CEphBAJlB0nGfIE8ljIBOX0PGbp0qUAomYtq+AW28imD5vjZgZxjcm0unMhTyd/BjYHQrGBfAx75e269YohvO+++1w+7LDDAMRXIQp56uttYtcK+8xcg5Rjby06YvLkybWdWINj9VR56ytEXKSArUlec4MGDXKZz2vXajSkSQohRAKZHDemacVVdrbX47Qr08RY++N6leak4Wuyg2LlypVNXud/JK4YbY6buOZcJse9nlZbMlQvr9E30RuVRui73VxppDXHMc/2++CiGKNGjXKZC9dY3PUBBxxQ9BQdOW6EECInekgKIUQCZZvboZixtNhBdrxwq4VQbb40eJprrbUWgKipGxebaMfFxWaFzOXQ52rVqpWPcTqkmRZxNfLqYfpwX+ITTzyx5tfPiszt7DSSuR2C53fHHXe4fPzxx9djOo7MbSGEyIkekkIIkUAmc9u80xyPx7J5vdkEZhPWZDZR2SNmHulKKrbEebrZNA69N827HSI0l7hWFY1o+lQD6zLJ1V3yInM7O/8Ia64IZG4LIUROqtYIjDXJ0DGhLJZKNMUQnPnC1w81a4rT9EIxnTzXbt26AQBee+214PlDc9W/ejakSWZHay4b0iSFECInekgKIUQCZZvbQgjxj4g0SSGESEAPSSGESEAPSSGESCBT0V2RTNHhGP369XOZ2282dxQClJ1QWNuq43nYcsstXeZ+UrXsS1PEtRQCJIQQOckVTC7C8C1Nq5SURpYg+6yEAv5riTTJ7CiYPBvSJIUQIidl70mKbDSS9mhabSiFFKiP9iitR1RK3J5rUZaWNEkhhEhAD0khhEhgtTS3ly9f7nLr1q3rOJNsFGU2hMxsdix9+eWXLrdr1w4AsPHGG/uY1fkESmEgbPq0aNHC5XJ7KK8uWbF5t0i4Gyh3Hq0Wa665psvfffdd1c+flf/+7/92+bTTTgOQ7kDksV122cXlF198sYgpSpMUQogk9JAUQogE6hon+eabb7rctWvXJq/vsMMOLs+ePbvq1y+KomPW2BxjM+2CCy4AABx22GE+tuuuu7ps5vZVV13lY8OGDXP5q6++ctnaMrRs2dLH2AxatmwZAGDzzTf3saVLl7rMrTtCmJm/7bbb+hgXNgYqu3flZmPEZY40d4pec59//rnL3B5lnXXWAQAcc8wxPnbzzTdX/fpFoThJIYTISV0dNyHtEShpFLvttpuP8RP/6KOPBgCMHDnSxzp16uQya0oXXXQRAGDlypU+VsssliysvfbaLn/77bdNXmftkdlggw0AAL179/axAQMGuGz9jq+99lof43uxcOFCl20TnLV51krNOfbee+8F57L++usDiDqDGNNqX3/99eDrlVLu9xinPWbJCw41lAPCzgbrFQ+UHCeNtPbSfhNsUTA9e/YEANx1110+duqpp7o8a9YsAMDuu+/uY2yRXHfddS6bdcFWCDcItN/4q6++2uQYID7+Ny/SJIUQIgE9JIUQIoGaOW5C6jyrx6xWW2zjn/70Jx/jDfdQt8WZM2e6zOZm6PqVzNXMjHLj/ladVyUFLtq3bw8AWLx4cdnXqoTf/e53AIAjjzzSx37729+6fO6557r88ccfA4jOP4TNGYjO23qvc2xlGrUocJHmuOEOnGz2HXjggQCi64y3RdgB9corrwCIOjuymPGVHJO3VBofww607bffHgDwt7/9zcfMWQOUvl9eJ3zfbGuBt874/OyEtM9dyfc+dOhQl+fPnw8AePTRR32MP785I61n/KqvxyFNUgghEtBDUgghEqiZd7tDhw4uL1iwAEBURT/llFNcvv322wEAhx56qI+xaW7yG2+84WNxarOl1XF6IqcthmB1vxIzOwSbZF9//XXie6tlZq+33nou8/zNlOQ4t5/+9Kcuh7YJeBuETa6XX34ZALDTTjsF5xAys2udGnfeeee5fPXVVwOImtgh0/vMM8/0Mb5355xzDoBSBAEAfPPNNy6ffvrpLg8ZMqTJ67amgdJ9+PDDD4Pzzuv1znI8bwXxvG3N8DbE6NGjXR4+fDiAaKTKnDlzXP7jH/8IIPr7Pvnkk11m0/yDDz4AALzzzjs+xlEr6667LoBoPC+nwpqZHbfdxWZ2JUiTFEKIBBqmMjlvHNs/xkMPPeRjvGF+xRVXAIj+q7MWxj1g7FysBT3++OMu83i1KCr7wTSfrJkido/Z2ZJ2Lp6/OWOA9CIMFhfI70tzXFXDccPHhJxm/LppOQDw4IMPAgAuvvhiH2ON/LjjjgMAnHTSST72r//6ry5z7Grnzp0BAPvuu6+PsfZ+5513AgCmT59e1mcqh2quOf4tLlmyBEBU6955551dnjFjRpNj+HseP348AKB///4+duWVV7p86aWXNjmOtVbOyuvWrRuA6Ge1eFwgPiY3CTluhBAiJ3pICiFEAg1jbjO2yX3UUUf5GKfndenSBUDUxLFNXyBdhS46LbHoYgOVzJ/NJCtAEXKClcPgwYNdvu222wBEnTG8CV/ueZNM+Cz3rlWrVi5/+umnLpsJxyYyp7c9/fTTAKLmG2/FmAnNaZj33Xefyxx7uskmmwAAevTo4WO33HKLy+ZEjIttLLeNBm8n8Fyz3Dc2cfm7s3RDc0YB0fhP46yzznJ50KBBLv/Hf/wHAGDChAk+xt85O68sjtcKtQCltGIgGsdr8JbbF1980eT1ELylcskll6S+X5qkEEIkoIekEEIk0DDmNqc6WZUaNu84xslqGMalvF1zzTUum/eMTYSiuwJmNbezpKNV8/gQbE6zKWtl8x955BEfY5PP5lBJ/cZqpyVaSh0AvP322wCicZ+HHHKIy6NGjQIQrdazxRZbuGzH8Rx5e4FNX9uKYO82rzkzx6u57ZN3i6eSufB7zdzle8HxwGYCW2w0AGyzzTYucwSBnZdrlHKKYffu3VM+ReXIuy2EEDlpGE2ybdu2Ln/00UcAov9OTz75pMtWm47/hTjK/4c//KHLffr0ARAtlsEU0XQpbkPe4H9Ea34ElLI9ssZu2uZ7WlXwSrjppptc5uwcu9azzz7rY1zEIAtFFrgwDZEdFA888IDLpkny6xxHGYI10V69erlsza2eeuopH+N6jJttthmAqDOyXpqkrU/WdPm3aBZcnPVl94i/e7YYrPAHx5eyE4t55plnAETXPztxXnjhBQDVtZSkSQohRE70kBRCiATq0r7BVHw2V9j0MRWYTR8rqACU4iQ50d3SD1fFimDw6xw/VzSszluxDW5qxuZ2Gnbf2JzimLZqmtnG3LlzXWbnV5s2bQDEm9g210oKfBSJFaj40Y9+5GPPP/+8y5YiyAUT0rZNONXQCj0AJbNx3rx5PvbEE0+4zAUk6k3IjLYmb0BprVkfdiB6L6x25t577+1j9vtk4kxsZr/99gMQjVXNWpSimkiTFEKIBPSQFEKIBBrGu/373//eZSuVz3D9QUtrYrWfvdShVCaLTQPC8XzVpKi0xFBLhFDHvmrEgVqJ/U033dTH2ENrHkw2rXheWdoGrJrKWM17Z3GMfA3+PNb1j81ivo/mHef5chSFeV6BkgnKnSCt+yRQ6hBYlJe26N8qb0lYqivHl6bB1XrYk26VvDhSZeDAgS6bOX7//fdXNuEE5N0WQoic1LXvNmcpnH/++S6HNEnO/AjB2SAhB8GIESNc5hp2jYRpuOYUAaLVsU1TY02BN7ZNW2YNZo899nDZ4hz//d//3ce4MIPVOQSiTjPD/smBkuaeVyvff//9Kz6mXHh92T0z5xlQanYGlByDFlcLAC+99JLLVtji8MMP9zGuYcoaqhVt4BhTjic1bbSoPtGVcOKJJwKIVk7nAhShCvKsNdpn4OISXHTC4EISl112mct77rmny+YIY22dnbNW8zMroZjQso7LdVUhhFjN0UNSCCESqKvjhs/JDgIr2c6vW605ADjmmGMAlOLRgKgpyJjpzbFX3LzK0hWzFhvYeuutAUQT+Ku5ic4FIiwW79RTT/UxNh0s/pM/H5uMdi7ejkjrq80mIZuqN998MwDg2GOP9bGVK1c2OZ5NM349lEJZZFqimfXsQOHYP4td5MZTe+21l8vWcoDvvaUyAlET0T4nrwk+l22RZF1zoUImtXTc8FaMXddShYFoHKj9lkP1YIHods1bb70FILomOTaXt9SS4ON5/dqWHW8hyHEjhBA50UNSCCESaJg4SValQ32x2awM1fZjWN22tDg2MdnksrRAi21LOm+55DV92Ls/duxYl62+YehexF2f76VtDaxYscLHWOa4QZu3VbQBoibl5ZdfDiDqIWaTKgvVNrfZSxuKDGCz0dLqLO4PiMbWWkwk1zfkmMrDDjvMZdvC4bRFjlKw74+/x7y1JWtZT5KxDobz58/3sUrWwQEHHOCyxTRPnTrVx2ydAcDPf/5zAMA999zjY9ttt53LvP1WLjK3hRAiJ3pICiFEAg1jbrOKbeXvrVMbEDVXQl4u9pgtXLjQZUuv45Lw7HE1E5Jf5yDhLOQ1fczLBwD9+vVz2QKa2Uzk85v3mbsAbrTRRi7bNkTcV86B6XycwZ5CM/O5YyV7qrOkRhbp3Q7B2wd2Lb7f1kERKH02jqLg1hVWbQooFdv99a9/7WNWSBqoTypsKLAeKH2n/H3zFkoITuwIBZvbtg4Q9fAbvIXESSQWhM+Vo5hdd90VQLSKVt6i2TK3hRAiJ2VrkvyvW8Q/ITNy5EgA0Ti2n/3sZ2Ufz5vv1uKBHRycembpaHGxVVng+1OJw+mGG24AEI3F4wZp1lucS9rfe++9Ll944YUAog2wzjvvPJe5CIPB95V7ID/22GMAgHfffdfHrBQ/UPoHT9vwr6SfdK01ScbmyeskVDyEvw++d+xgsLRXi60E8ju10ohz1oUsAsZ+a7Z24uBWKZwqaPB9qaRe5pIlS1y2WGm+7/xbttfT5sKkrU9pkkIIkRM9JIUQIoGGcdywum7mAjtY2AwKdRNk05xj1ix1jNObJk2a5PKgQYMARFPu8lKJ44Y3uS2Wj+MVrUoLAPziF78AEHVcsUNr5513BhDtDHnrrbe6bA4prgLEZiCbxnYN/g7ef/99ly3FkTvj8XdkMYR9+/b1Md6QD5mf9TS3Q6l+fH3rM87tH9jE5vjJ4447DkDUqVF0xZ+szkL7zrp27epj7du3d3nKlCkAouuU62hOnjwZQHyN09DjhR18vDVgqcPc1sWclUApxZGdhXz+M844A0DUMZSGzG0hhMiJHpJCCJFAw5jbfH7z4j733HM+Zqo0UIrjYs8Yx0myxys0b44zNBOzEnMhjaymjx3H5jYXGrW4vDFjxvgYp87ZlgKbsuzJt2K8Q4cO9bE4r6aZ22wOhT4Lj7FpHjKnQ/eVvwv+DuKul9WLmhebC1+TWwu8/fbbLrdu3RpAtJPktddeW+j8sq650DaDbRcApbXSq1cvH+OiuhYdwsWbOWbUzstbDxY5sep5bd1znDPfQ+viyNs6VhEMACZMmBD6iInI3BZCiJw0jCbJWMwiayZpPZsvvvhil4844giXbZM5rYdyNeFrcfxluVkoXJiBN/zt+LSvjB07eXuM8/y32WYbl7kft1GJBm7aQFL7h1quudA1Wcu17+Gggw7yseuvv97l7t27u2xFQ1jjYsdhEfC9437iVveTHXhp8PdslsRRRx3lY3wuuwennHJKcC72G2briJv+hRqrPf744z529NFHu2z3tUePHj5mmmxWpEkKIURO9JAUQogEGtLcNhV98ODBPjZjxgyXTbUfMmRI8Hg2ze1cvNnLZhB3easWeQtc8Fy57YSlAtbSYVFLam1u8302c5qvySaimd7cAZE7UW611VYum2md9tPK6yBk8q65HXbYwWV2uoVSXbmGo72Xf1O89TBs2DAAwPHHHx+cH3f2PPjggwFEi4GEimnkLWrByNwWQoic6CEphBAJNK39XwPMe8Yl30Nd9Xr27OljHDPJ8WkGm04cs2Wl3lltL8LEribs8eW0w6K98iGqaRLWk1Bj+pBZet9997nMXlarvMSRAxyny9siFu+ZFpHRSHCNRl5nVkVoxx139LFQnDGb05zWaF0ip0+f7mNcs5PjR82c5rRFNq3TthFCERPVQJqkEEIkkMtxU0sto5K6cKEskFBP6KKoZQ/kSuo1ZiHuvluVaI5TYw0gRFq2TD3jJM3xwFZGhw4dXLYmbCeffLKPDRgwwOW2bdu6bJpktTWaJCpZc5ydxplCISxONq5AR7kaOs+PrSOud3n22WcDACZOnOhjXEAllB3E2PritZVWJ1aOGyGEyIkekkIIkUBDxkmmYZvnnOpVhKmZlbzmtvUyBoA5c+ZUZU5ZsTqKQLRfeRasrzIQbW1g1NPctk3/Fi1a+Bg7DWx7wZrUAcCZZ57pMhciMRO06BqSTN41x5/luuuuq8qcgJK5y47VOGdMyJzOu40X2o7iepShRmZNzpFrBkIIsZqjh6QQQiTQLM3tNEIxl7WkaO92UVEF1TyvxbJyq4w0ijS3rcNeWnc9hmMf7TiOt+W1ldZepGhqGVFRTbiGKFe/qhXybgshRE5WS02y3jTXf/VqYlkZabGTTCPUk2yu5F1zq0NmVShmMw1pkkIIkRM9JIUQIoGyzW0hhPhHRJqkEEIkoIekEEIkoIekEEIkoIekEEIkoIekEEIkoIekEEIkoIekEEIkoIekEEIkoIekEEIk8H8KPCv9DcLLcAAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2480, D: 1.237, G:1.064\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2500, D: 1.09, G:1.045\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2520, D: 1.421, G:0.9943\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2540, D: 1.673, G:0.1904\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2560, D: 1.315, G:0.9951\n" - ] - }, - { - "data": { - "image/png": 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pp53m8vXXXw8guomfRr030Rk2kyx+lM1E3lqodb3I1amF44YLlXDRE4tj5PqFO++8s8vmzJswYYKPsVOBnTAWf8n1IDn2zwpvvP/++9kuIkAt1xxvZ5kzhWOjOU7StsYOOuggH4vr727bbKH2FkUhx40QQuRED0khhEjgW29u27wnT57sY2wamDnOHu+81NvcZhOb0w6t6szIkSN9jGMjjzrqqBrMLp5amNvMokWLXO7evTsAYNddd/Uxjn00s5DvLadscksFbuVghExUroHKHuVyvdpx8cD1WHNx6aLm9d977719rB4tTeKQuS2EEDn51muS9aDemmTcr7rFtLFjirNvahmXF6LaBS4Yc8JwXVGO4121ahWAaEbOypUrE+dy0UUXuXzeeee5HGokZ9pj3LHyOs3qveaaK9IkhRAiJ3pICiFEAt8Zc5s31kNJ99WkaNMnLoUs9FFyG4YFCxYAyF9MoSiKNLfT3m+FTLj/Ncfz2escD5k17bYIGtXcrkdd0kqQuS2EEDnRQ1IIIRL4zpjbtaQo02fdddcFUPLErs6BBx4IABg8eLCPcRe/PfbYA0DJyw2UKtI0ArWOkwzB1WpC3n6Ok+SKQVmOVU0a1dxudGRuCyFETgrVJCv5dePYMi4M0BzRr3o2qqFJ7rfffi7fe++9if/bqlUrl7lhWgjTCusdS8qwVssFNLLct2/T968SpEkKIURO9JAUQogEyja3hRDiu4g0SSGESEAPSSGESEAPSSGESKDslrL1DmXJm7NbSxQClI1GCCavBSeddBIAYMyYMVU7ptZcNhQCJIQQOVFaYgHoVz0b3xZN0q6jlvOPW3M9e/YEUKoAJaJIkxRCiJxIkywAaZKl9D0u8pDG6kuR6zU2UjpguWTdR7faldzyIY3mtOY4BfLTTz91ea211qr5XKRJCiFETvSQFEKIBGRuF0BzMn0aiSIdN0U4U/JWzslqjtt5+ZyNuuZsy4TbXvA2Are9+Pzzz2s3sf+PzG0hhMiJHpJCCJFA2Rk3jYSZE42eefNdph6xgkmkzeOmm24CAAwfPrzsY8aZ2OUW6M26fu28l19+eab3V5N27doBAN5//30f4+t6++23AUQ91xdeeKHLV199tctmenM3UO5e+c477yTOpWXLlgCqb7ZLkxRCiASapePGGlk1UhMrplE30avJ8ccfDwAYN25c1Y5Zi4ybE0880eVrr722ovkApT7SQFRT5PYJofd3797d5UWLFgEAdtppJx97+umnE+eSRtFrbv78+S5vs802LptWO3ToUB+bPHmyy9bvnufEfe+5mdrOO+8MINp247XXXnN54MCBmecfhxw3QgiREz0khRAigWZjbh977LEumzr/1Vdf1Ws6iTSSuV1JLN748eNd/tWvfgWglCIHAEuXLnXZHBzm8ACANm3a5JprrQtc5HX8ffDBBy5zf3PrYsjrk68l5HjMe615j9WrVy+XX3755SbHirtX5lh59913fWyNNdZw+YUXXgAAXHnllT42YcIElzn11LYcdtxxx4rnnxWZ20IIkRM9JIUQIoGGNLcfeOABANFG8wsXLnT5vPPOAxD1ojVSlZhGMre5Co/do/XXXz/4v2wytW3bFgCw1157+djEiRNdtpi2IUOG+NjMmTNdbtWqFQDgk08+KXuuRZrbtm3AXmheM2z2lcujjz7q8t577+3y3/72NwDRlDuO/SsizreR1lwITkU8+OCDXf7JT37i8hNPPAEAeOyxx2o2L5nbQgiRk7pqkh9//LHLnTp1ctniH08++WQfC0Xm2wY5j63O2WefDSAa5c8Ohg8//DDDzJOp16+63Q/Wlth5YNkRV111lY+dddZZLn/00UcuP//88wCA7bbbzsdY8zIN0mLbgGgs3SmnnAIA6N27d9nzz6NJmnZyxx13BF83TWblypU+xk6pDTbYIPH4gwYNAgDMmjXLx9KKWrz44osuW18bAPjrX/+a+L4s2UqNpEla5gtQWn9x38/OnTu7vGTJkmInFkCapBBC5EQPSSGESKBm5jZvjJvJ0qdPHx/jVCUzY3iDl1X4SZMmJZ6LTcT77rsPAHDppZf6GKfSVVIiv1yKNn34mHxfr7jiCgDAiBEjfIwdNy1atAAQNcG5JiKbRKtWrQIAvP766z7G6WjmiOBiAuuss47LN954IwDgyCOPLOuagHzmdhFFJfj85R6/HHr06AEAePXVV5scn89byVwbydxOg9cJx2T++7//OwDgpZdeqtlcZG4LIURO9JAUQogEamZus6dv6623BlCq5gOUvKlAqTbdbrvtFjxWJaaPmY18rKLV+TTTh+M/ueJJiFCcI8PHN6/p7NmzfWyjjTZy2bYv2KNoMakA8Je//MXlM888E0D0Wn73u9+5/B//8R8AgC5duvjY8uXLg/Mul2rHSaalZPJWhUUE8Hu23357ly29rhzs2nkrh+Mki6i12ejmNldP2nLLLV222EiglM5YyzqxMreFECIndYmTtAR2rhXH0zBnAP/6/vOf/yz7+DxXq4zMFY6Lpuhf9a5du7o8atQoly3mccqUKT7Wt29fl7fYYgsAwIIFC4LH5dp+++67LwCgffv2PjZ9+nSXzZHGzoe81KLARZx2efHFFwMo3SMAGDx4cNlz4crbZr3w+jWnGVDS7jmLLC+NqkmGrD52wrLjb9iwYQCAP/3pTzWanTRJIYTIjR6SQgiRQF3TEjkuj81pS3p/8803g/+bBsf+2XHZ6fDb3/7W5SI2iWtp+hxzzDEuX3fddQCAL7/80sesfD4QrXlosBmUNtf+/fu7/LOf/QxAycFTDcoxtzlWc+7cuRWfg/s/n3766S5bU60ZM2b42HPPPecy1zMNwU6g0Frla9tnn30AAA899FDieyqhkcxtjm+2IjS8lTN27FiXLbYXKCZFOA2Z20IIkRM9JIUQIoGGrCeZt94emz6bb745gKhHt+g4rKJMn1CPY656c+CBBzY5J6d92TZGJSY2U+t2CtU8X6hyFNctNLOQq0VZTcy4ufB2UL9+/Vy2zyctIoNTZc8444zkC0ihkcztEOz9X3PNNV3m2FxOUy4SjuEtZ5tDmqQQQiTQkJpkiLTME45DY+3ps88+A1DK8qkF9f5V5yyGXXfdtclcuKaiVSAHwlkynB1RzZjIEOVokmkOkjhC1gmvI7v2ww8/3Me4qvqDDz7YZE58rPfee89lq03JhUSsWjlQuufs9LI4zazUe80x7ByzGqVce9OsOwDYYYcdXL711lsBKONGCCGaFXpICiFEAmWb24cddpjLf/7zn6tycjbvQtPgje9QoybeAOZiAjfccIPLp512GoCo6cRmVnOPk+S0QTP52LS7//77XV533XUBAAMGDPAxvq9cDMNM8nqaPmnrI/S/cUVPLP2Naxny/9r64ZYO3ARt6tSpZZ2fj8tpt2xiZin+kUa9zG27X7yFw43mrBUL14vlufL9rgcyt4UQIid6SAohRAIN7d3mGpPcksGmvP/++/vY7bff7jKr8JaKx95Hprmb2xY7CZRMSt56eOedd1xmczrEG2+84fJmm21WpRkmw2mV119/feS1at67CRMmAIimZnbr1s1lrqyURFwHz7TapvyZWPwlb4ukYWYrEK3DatRyzXFLD9sS4yiItO8Ue7pXrFjhslXq4i2garTLSELmthBC5EQPSSGESKChzW2GTWhLcWLzkAuchkwn8+yu/r4iqKXpY6mGfK758+f7GFdEMpOPg5yfffZZl3n7gisJ1YpqpyXuueeeLj/88MMAouYbm43WVfPss8/2MY6uMI80tyGIM5fTvlJFrIl6ebfNq92mTRsfC0Wi8L3s2bOny6Hv8AEHHOBjnHZbBDK3hRAiJ99P/5fGgDe+LeaRCxBwgQFuSGXpilyrjn9pbZx/CRsdjg/t1KmTy6YNzZkzx8esORhQ2jDnFM7Ro0e7XA/tsUhMewRK184xiuwMueCCCwAAX3/9tY8NGjTIZa4zGeKee+6peH5ZUyzrwciRI13mepAWp8vz55hJe/2QQw7xMU5vZQvRtE1u1McNBLfddlsAxTtzVkeapBBCJKCHpBBCJFBXxw2r2mxOlzsXnhOr+9zL2npcW09fIFpKvgiK2kQPfVRcH/HUU08FAFx00UWJx2FzJbTJXi9q0S2RY/TYqWX3gR0MfG9tLnFrx/p2r/4+g508tkXCW0AdO3Z02do7jBkzJulSIhTtuNl9991d5jqcdt84prlXr15N5sLfT05R5G6Jtg3ElYHYsVgEctwIIURO9JAUQogEmk2cZIjjjjvO5XHjxrnM1VumT58OIJqe16FDh0LnVZTpE6oew90QzXThKiyh8zfiZwnUxtzmLR6OF7Xxk046ycfY3B0yZAgA4K677goeN/Q14iiDUGsCThPl9Lws1DJOktfhqlWrAERTJdm0NnOctxs4lZb/17bE2Lu9dOlSl2+55RYAwPjx44NzeeaZZwAAffv2LftaZG4LIUROmrUmyb9OvBnMTqDQJnrR5P1VZ03w448/bvL6TTfd5DJnjVgLgLh6heaUYA2KM5HqTTU0ybjP3o4dl5lla4mzPSZOnOiyaZrcuIo1Fu4BbvF8cdhc4uplZrnuvO8PtbKIg519dl4rTgFE+4l37twZQFSDZycqFxkxzZ3rnaZZQq+88orLPXr0SJx3CGmSQgiREz0khRAigWZtbo8YMcJlru3HqWWWophFFc9KLTfR2Vy2LnzsmOLe0PPmzWvynkaiFo4bNiVD/Zd5C4fPb6Z7y5YtfYxj/ELwtgYXxvg2tW8weGuDi67YNgR3UOS+8TxX2yrh+NWikbkthBA50UNSCCESaDZVgJju3bsDiJaMZ3V+wYIFLtfSzK4Hw4YNc9mqs/D1s2lnXkU2cWrZDTGExR/WCvbi2vYEUGrvwSmd559/fpP3x5nYITOcqy2lmcChikBsovMWUiPC6Zqcomiwic3wZ1BLM7sSpEkKIUQCzdpxw3Pi+DcuYlAPit5E5/g+Lsjw9NNPAwBOPPFEH3v00UddtnqRjVrHsEjHjV1z3PVaj2yOfeR4R8u0YY1u4403Dh7LYgOXLFmSY8aVUW/HTXNFjhshhMiJHpJCCJFAQ5vbHHvFZqXFAXLRCjYxr7322uInl0DRpg/3xF60aJHLVtNw2rRpPma1CZsDtYiTrASej8Xw8Zo0ByIALFy4sHYTC1Bvc5vvS9H1WquJzG0hhMiJHpJCCJFAQ5vbafF8zcFLy9dgMYtFdXuz6kGhykHlUO+4vEYzt0NkbTlSNEWZ23asesfTFoXMbSGEyElDa5LNlXpvojdXqqFJ9uzZ02XOPApx/PHHu8yV7ZsjWnPZkCYphBA50UNSCCESKNvcFkKI7yLSJIUQIgE9JIUQIgE9JIUQIoGyi+5+W8MKrMQa54bnpZHCMRo14D5Ecwgmb1Qaac0VxZprrgkg2ocoDS46HUriUAiQEELkJFMweXNKVbJUu1qm2cX9qqcVfq033EVx1apVAGrb6iFJkyw6pbOa1GOucWuuOX1XBw8eDAD4y1/+UrNzSpMUQoicfCfTEtP2KfJSy/2hLl26uLx48eKK39+uXTuX45o11YrmvCe59957u/zAAw/U/PzfhT3JNDbYYAMApaZu5SBNUgghcqKHpBBCJJDL3G6k/s2NRHMyfY455hiXJ0yYUMeZNLa53egOkLQ1l3WLqR5OqKK2w0LhfjK3hRAiJ3pICiFEAt9J73YlrLXWWgCAL7/8suz3NKq53ZxMRqD+9+4nP/mJy2+++SaAaLYHZzNxZIDFwXLkQCVk+Zwadc2lUc0tO2utUUlbDZnbQgiRk7poknasH/3oRz7Gv9Bpv6TbbbcdAGDOnDk+lnYZW2yxhcuvvvpqhTOujKJ/1TfaaCOXly9fXvXjx1HL+FKgmHvXunVrlz/66COX11lnHQDAZ5995mOffPKJyy1atAAAvPHGGz7Wtm1bl1mT3GWXXZqMde3a1eUVK1ZknX4sRa+5Sy65xOUzzjgj8X/5ez1p0iQAwKWXXupjr7/+ust///vfm7x/9uzZLu++++4uF9HPW5qkEELkRA9JIYRIoFBzm82zrbbayuW5c+cCAF566SUf69Wrl8tWjOLnP/+5j33wwQcuz58/H0DUmcLpeZ9//nlwDrWikTbRzzzzTJcvvvjiqh+/VatWLrN5moVqmNs77bSTy08//bTLacVF1l57bQDAF1984WP77befy/379wcAHHrooT7G2zYHHXSQy+3btwcQ7X/OJrZdJ5ulIbOzEvKuubj32LZKnz59fOyxxx5z2WIOv/nmGx8bNmyYy9OnTwcQdabwfWnTpo3Lp59+OoDolsfkyZNdNnOb15wVYuG5VoLMbSGEyIkekkIIkUDNvNszZ850uWPHjgCiJnJoGg899JDLVmuuHK699lqXTzzxRAClupJAemVjvlarhlxJPcp6mds2Vzbd2CNoZkolMZ/Mqaee6vIVV1yR6RhJ1MK7neahZ/Pvqquucvmwww4DEK20xCb2W2+95bLNm03Bosm65kKRJJtssonL7777LoCoucxbB1Z5x2IUqwFHbHTo0CHxfy3VkGU2/dOQuS2EEDkpu8dNFg488ECX9913X5dtc5yf4uzEMSdP586dM53XtEcAWLRoEYDohn5o45nheeXdUC+COG3o9ttvBxCtbfiDH/zA5fvvvx9AyQlR6bneeeediufaaKRt7rNTge+jrVnLwAKKjxutBaZ9cfYQf87m6Np44419jB0rVruRNbo0Zyl/v1geNWoUgOhzw+JXVz+vwd9f+99KNMlykCYphBAJ6CEphBAJ1MxxE0pBZFWZ1XWLt+P0O45vMwfEeuut52MLFixIPP/222/v8nPPPdfk9Wq2Xi3KcWPXyyZhqOlTNbD79eyzz1btmGk0WoEL3qrYf//9AQB33HFH8H/rXVs165oL1Vjk9//2t78FADz++OM+NnHiRJetedxtt93mY5aKCABHHHEEgJIpDQDLli1zmZ8L9h3cdNNNfYwdYgZ/Lv/4xz9Cl1U2ctwIIURO9JAUQogECvVur7HGGi6H6vCx5zjNRODYvjvvvBMAsHDhwuD/WooZUDLd0zyzjdoLm/n0008BxHsPf/jDHwKIxkba2OrjaZiZHefBNZOIq+J8Gxg+fLjLXMXHzMVp06b5GKcwNlfvdii645RTTnH5wgsvBBA1cbt3797kPRwnyWnBZobz2uOYZU79nDJlCoDo95qPa/c4r4ldKdIkhRAigUI1Sf71YU3RfhHYWRLCNoWBaMbOgw8+CCCahXP88ce7zHUCbQ48xjR6tW7GKmWbRglENXTTmrkGH8eEVoIVcuANeXZ+derUCcC3R5McO3YsAODoo4/2MbaEhgwZAiAaqxfX89zWXK01nmrB2VRWXT2uJ7s5Xlh75DhFi09mB43VgwWAF154ockx2SHbCLGo0iSFECIBPSSFECKBujYC4zhIVuctBYrjpTg+zRwzvMG72267uXz55Ze7vM8++wCI1lLkUvRFUHSBi7i0yUGDBgEAnnzyydznWH/99QEAH374oY+x+Th69GgAwO9///vg61modZzk3Xff7bIVdejRo4ePsblt95nNbWvpAJTS84CSY6OWWzhxa66Ivtl8fEs35u8cb0MYlh4MRL/XofjSE044wcfGjRuXf8IJKE5SCCFyooekEEIkUIi5bWYXe7dDcGURTrUbOnQoAGDkyJE+xjXsBgwY0ORYK1eudJlrAj7//PMAoio8m4VsBlSLaprbfA9trnwvrDNfVtik/Oqrr1y2+DX2dP7mN79x2bySHPPGXfCyXHetzW1uA2Beeo6xZc/riBEjAJRidIFSLUUgmla7zTbbAIiurSI6/TFZ15xV3+Ie42nwNoNFjfA64pjjtAgWxrYErFoVABxwwAEuF7F9IXNbCCFyUlfHDcO/xPbrtOGGG/oYx2FZnUneROfsh2uuucZl00Z5/qxBmFbJ78+bQF9NTTIUX8raDNfeC2XipBVe4DHe3Ldj9e3b18e4tt+MGTMAADvssIOPceMtc3RYtfRyqLUmyc3pTKPihnNcCGXWrFkAok4/toTYWWYaJmultexZXvR948/0j3/8I4CS9gwAm2++eZP3HHfccS6PHz/e5ZDWyfeN44CLyIqTJimEEDnRQ1IIIRIoOy2RE825KVC1YBPE4h+5+Rar4FbsglPuDj74YJdnz57tspnO7Bhi0zrUIqKa6WR5zSBO5zK4ARVjThR2wPA2hrV3sBQ7AJg3b57Lu+66q8t23zgF8q677nLZGmNxj2UullCJmV0v+Nqs4RXHnXL7hp/97GcAoil3U6dOdZmLPtgx2NHFabWhVLyisPVTzTYk/P2wbQQ2sfm7avUo40xsTnW1e/TKK6/4GBem4VjoWiJNUgghEtBDUgghEijEu12tVKhtt93WZTYLr776agDRDoiWkgdEzRlLfWRPOHvNLT6MVXyOfwuVj0+jmj2Q445rcGziddddB6BU0QYATjvtNJc5daxcuB4lexrNm8ldLvNSa+82x/CFqt2wWdm6dWsA0S0gfp1NSFv33DfetieA0nYIfz/yxgDWq9e7wamIvJ1jlam4fQPH1rZs2dJle27wd33rrbeu/mQJebeFECInekgKIUQChZjbRRSyZdPIPIwc9M0B4hx4ftZZZwGImp3sfTMvLJtReamm6cPebUttmzNnjo9xl0gz6diMS0sLY+83m4xmsnM6J29/zJ8/v8m58lLPbol2Lj4nR3TYfQ5VuFkdiyLgVL8+ffq4zNEH1SLrmiuiShB/L22LhrdtuAD2wIEDXbZoFU5x5M9AaYlCCNGA5NIkK0m1qmUZdt4MtvgwjhPjX7J7770XQKk/MBCOTWTSmmsVtYluaXBLly71Mf4lNkdB//79fSyttmSoHzpQ0na4mAHfQ3vfRRdd5GMWE5eVRuu7nZVHH30UQDTulNe/1a7koix5vxP1dtzEYde91lpr+RjP1dI9gZKThufPcbi33HILgKh1lJaqmPbckSYphBA50UNSCCESKLQKEL8nZNb169fPx5544onEY7GJvOeeewKIxkPy8dkstDg+7tDGaYlmOodK0gOl2naVmENFmz58rzitskOHDgCASZMm+RjH/VmdTq5es2zZMpct/hQotWV4+OGHfYz7MYd6nufdUqmFud2rVy+XX3755cT/3XnnnV1+5plnAMTXSuSuklaZadWqVT5mcZhA6d6Eel5npZprrmPHji7b+uC0Su7GGYJrQJpDlR2MfN+4etCVV14JINqB85FHHnGZ68sa7IS1730lacUyt4UQIid6SAohRAINU3Q3xIMPPugyF5f985//DAD45S9/6WNcIDUtlo090maicldAjh3MYhI1qqfR5nL99df7GBfStdQ7oJQ6xrGRFnMKRLtPVotae7dDBYnZm8/bFtbhr2vXrj7GZiV7b2+99VYApcpCADB58mSXLaLCYk2rAd87NmerFUnCWykcPWGe/HPOOcfH7PsJlNJ64z5Ljo6wtFreImLv9s033wyg2NjcENIkhRAigUI1ybR4Qi40wc2tDI6254waK7HPDYPY2WLNv4BSxsiLL77oY5xA36lTJwBA+/btg3OxpmPPPvtsk/nF0aiapMH1Nlkr4HnbZ8P3guuIhpbNZptt5vLbb7/d5D1pVEOTZKcC1xvNAt+nG2+8EQAwYcIEH+M1zYVGevbsCSDqVOA6lCE4tpczxsol75rjGqX33HOPy2ZJ8b3YcccdXTbNe4899vAxLgpjvc251zY7v3iu9l17/PHHg69byxA+F/d9X7x4MYDKenVLkxRCiJzoISmEEAkUam6npQ/x63vttZfL5rDhuo4cu2VOmri+3hwL99RTTwGItm/guoqmmrODprnX9qsGZrammaxx3Rit9zk7xNKoZ1qiOSbY6WC1SAFg/fXXBxBN8+TWAmxOW7xfLeefd82lxbjaFgIQreNq2w/Tpk3zMTa3bR3x1hs7CHncvs+8ZTJ37lyXrW1LNZG5LYQQOdFDUgghEmiYOEnummbmNJ+TTWirm8j1+nr37u0yd+ozDznHUVrnOyC9jmSW2pjfBnPbiDOni6gZ2mhVgNgEtTYEP/3pT32M02LZHOUUvFqRd83FvSf0+bKJvN566wGIevot+iTuuPw6b6kNHz4cQHTrjbugppGlNqbMbSGEyEnVNMlKarxZbBXXL+Snv1URZwfLfvvt57IVaLANcgC45JJLXD733HNdtl89y6wBohvLpmnG9SWutyYZp8nVg6LnUqQmaU6BavZUb6TPpqjmc1YFv2/fvj7G31Wrwn7UUUf5GDtBrUGfxUsC0Uykbt26uWyfUSimuhzyflfjkCYphBAJ6CEphBAJVM3crmZ7BjORWW3nY5qJXIlabnFuQDRm0qim6dScHDdpqaNPP/20yxwfVwSN4LjhdcznN7MwVEezEUhbc0VtDdj64UZnnBbctm1bANG6pWnUchtD5rYQQuRED0khhEigYeIkv000urmdZmLXi0Ywt5srjb7mGhWZ20IIkZPvp/9LdvTrlo1Qf+tq0kjaY7XhGqSV1LL8rsPFI7jKeohGig+tBdIkhRAiAT0khRAigbIdN0II8V1EmqQQQiSgh6QQQiSgh6QQQiRQdghQcw3hyVKIMy9Fhz59//ulj43z25s7CibPTtyaSysfFrrHof/NW3y5XmFDaedVMLkQQuSk0GDyRqBW2ghXj4kjS+HX0C9hUdoja6hrr702AODTTz8t5FzfBRoh6DpN0ytXa6zk/ZX8H39v1lhjDQDRYtxpVENTTEOapBBCJKACFymY1hfX4ztE1j3JTTbZBEC0n3Pa/mPeOp58fL7GuHYW5XLmmWcCAC6++OLg65b6xulw2pPMTiVrjl+39ZPWcqUS0rS70PkrmUPc9VmTtunTpwf/11rM8PdIe5JCCJETPSSFECIBmdsZqGSzuJG6JdqxWrdu7WPcnmHw4MEu77///gCiHStD5n41a1PK3M5ONds3sAmct4Nh6Jg8FzaxbZy3fUKVnOKuJRTuZw5IAPjqq6+avC5zWwghcqKHpBBCJFA1c7sRYsKKwMwMNivTyJr9kEZa9tCee+4JINqtjj3lG264IYBSw3gAuPPOO12+9NJLXR42bBgAoEOHDj7G5rZ5v+OKAtu5VqxYEXc5TWhkc/vHP/4xAODrr7+u80zCVLLFkyVjK+6YZhqzWdy+fXuXQ51Jef127tzZ5V122QUAcPPNN/sYX9fmm28OAHj11VeDczn44IMBAHfccUfw9dD3R+a2EELkpK6Om6wxfh07dgQQ3fTlX7IPP/ywCrPLTlbHTbl55qydvfXWWy6bs4U3vh988EGX27VrBwDo0qWLj6255poucybQN998E/kLRLWOItpK1FOTDN17Pv8222wDAHjhhRdyHX/1c1SLkANj9XGDr6vcHvYDBw50ecaMGS6bhcVrbsCAAS6fdNJJAEqWyeqvz54922Vba+eff76P9ejRw+XtttsOQPz1lWuh8fWX81lIkxRCiAT0kBRCiATqWuAiTtU1E+CGG27wsXHjxrlssX1PPPGEj5k5BJQS5QHgo48+AgDstddePvab3/zG5V/84hcAopvZ9eqyZ2lTcffFzARzigBRh9KYMWMAAI888oiPcdrfkCFDAETN5s8++yx4LjNpbrnlFh8zcx4omVfcWS9LMYxyCoMUxbrrruuyxdBxDCmbemZm8zZDJamboc+UTdRKip6kkWZ28utpZrbdj2nTpvkY3wNbE1tssYWP8RaQrVV25nTr1s1l/t7aPTYHJBDd7jn22GMBAPfee6+P2fe7HOz7U+k2jjRJIYRIQA9JIYRIoBDvdpoJZabH+uuv72McT3XJJZcAAG688UYfmzdvnsvm1U5ros7wZbI53rJlSwDZ1PbVjxsaYzO+WpVW4jyldi6+PjbpVq1a1eR1NmcYO5ZV8wGAUaNGudypUycAwLJlyyq/ACLJ01hN73YoRpU/G9t2ue+++3yMY0TffPNNAOWl59m2CX/eBx10kMscm1otKvFuM2mVye31Xr16+dhLL73kcr9+/QCUtsgA4Oc//7nLt99+OwBgwoQJPnbqqae63KpVK5ctPpI/l7ffftvlAw44AAAwf/78xGtKo9LKQ9IkhRAigUI0SfvVefnll4Ov28YvazF8/C233BJA/C+GaX2siT700EMu8y/Z0KFDAQDnnnuujy1cuNBldkaEsM1908LKoageN+Yo4NhGPtfYsWMBACeffHLw/KapVRKnx44f1kq7d+/e5H85u2fWrFkAgP79+/uYaVhA6RecHU+ra7VFxEmys4YddM8++yyAkrYCRNfveuutB6C8qtlWVGHOnDk+xk6e3r17A6huZlrWNWefKWtUvD6swMlZZ53lY+z4O+KIIyL/BwArV6502Wo8MhzHvM4667hsGiTfd3YsbrXVVk3mx3MxC5Qds7y+Qg5ZxUkKIURO9JAUQogE6pqWyMdkFdymZCYOEN3MNZlV7aOPPtpljqMy1X/kyJE+Zon0APD5558DiKbvPfzwwy7bhnQlsZN8S9nENJlj4iopDGL/y+/fcccdXbbCFtVIgbPUR45vYzOoTZs2AEomEAB88MEHmc5lFJmWaFs8VqgCiJqFe++9N4DolsGiRYti55bEc889ByC6JXHGGWe4bFtDS5cuLfuYacSZ21nWb+i+83YVr4O//vWvAIA//OEPPsZOqhC8bcPy8uXLAUSdY/wZPfDAAwCAa6+91sc++eQTl0MOMybkvFOBCyGEyIkekkIIkUAuc7tFixYuW1pXHOZ5BYARI0aUNTmLYQRKZjGPf/HFFz7G6U3s9TYVndX6vn37umwedDbd2eOWJdWumqX0s9T+qwZz584FEDWn2aSyz5Dvq1VpAaLVXcql2uZ26D7zmNUnBEomJHu/Of0urbIUx56+8sorAErVqoCol7WIeqtpa47XdFwqqrHtttu6XG7Vo7Zt27qctu3Ca5q/47ZNtvPOO/uYRacApTTR0aNHB4+VJZ1Y5rYQQuSkLo4b+1VNy15gB0RIjvvl4M13+wU98cQTfcziMIHShnrWX3fTpNiZkpb9EIoXjCNrQYUscJXoxYsXA4hqSOasAUqaQ9b6iiFqUU+SNY8NNtjA5VtvvRVAdG2w08rWWpwjbL/99nP5rrvuAgAcd9xxPsaFQmwOadZXJcQ5C/PWrkxzhhj8WbGFyXG2of81Sw8oNaKzbC4g+h03qy4uSyyN0HpSnKQQQuRED0khhEig2fTdvvrqq122OEauccfmQKjARpxjxi6/nHSzcikqLTELfK1m+sSZTrxNYaY9O6623357l22boZqtCGphbvOWBW8lGC+++KLLffr0cdmuk99z4IEHumzpeQCw2267AYiuw9dee83lnj17Zph5Mo205vbYYw+XzYHH9/3www93mYvYvPfeewBKsZdAtDmdFdbIWihGcZJCCFEAekgKIUQCdW3fEIfVmDv99NN97LTTTnP5wgsvBBCtURdXw9K8Y2yCsMesmmXzi8ZiQS2GsRxCMXFc+4+90+yVtPqem222mY+x6V5u/GdaTOjjjz+eMPvqYfOwaj9AySwGSiYcxwjyfbJ1wl3/rOoMEL433MaA2xuE4DjKcmpW1opQCjBj2y58r/ge2/usdQgATJw40WX2VNta4DW7YMECl8vd2omLHrH1x59VOUiTFEKIBBraccO/CO+//77LVq/ymGOO8bHzzjsv8Vgce8UOiiKo5SZ66FeTs0b4vrG2YrBjhjUrK9LABSH4Wuy8rJWHXq8kS6hIx43VGL3ssst8jONCDWsyBwC77rqry9dddx0A4JxzzvExrmbPmUd2T9ixM3XqVJeL7rudN8srjdCxrIYmENX+unbtCiAan8prkrNz7Bj8uVQzljSEHDdCCJETPSSFECKBTI4bi/NitTr3RAKFHFgVHzRokMu2wbvpppsGjzVz5kyXzeSppP1CNeEN7bQEfHM+pfXd5mPyxrS9ziY0m0a//vWvAURNTmuABUTrJ/7qV78CANxxxx0+xnUCQ7Fq1d5m4M1+S/XLit17TjXkNWf3fsCAAT7GWzgWH8lOBTa3uSmdpW9ajUogml5qMblFFLoAolswtsWSNQ44tCbZwWeOF/5+cfqqFbbhrTF2TD3zzDMuW4M0bqFh6aJA+amR1b6v0iSFECIBPSSFECKBTOZ2Nc1sg1VpMxG4LiSbW3FmtsGVXKytA3dzK4ITTjghOF5JjTsz/+Le06VLFwDROC9OzbRx7gAZMj3YdJo8ebLLoeox7dq1a3J+IBoDGKJcr3aSWZ7XxGaeeuopANG4TN4+sOvleXPrgPHjxwMAfve73/kY9yS3dhdAqVsf1z1k73cWz38l8HcpZGZX4um2+8Jrg7cWbFuGO3hynVe7bu7Pzt/rQw891GXbCmFzuxJsayAuRdmuhbdZyjpuptkIIcR3BD0khRAigYYJJk8LROYAafPe8tS5yggX2LVip7VsfVBNLy+3rbjnnnsARIu5spln5+Iuk5z2ZfeVTbBJkya5zFV+7BhscnKEQdGFY4Fi1hybvZySyuakwR04b7/9dgCllFigZFYD0epAvXv3BlAKyAdqGxSd975tuOGGLluECScidOjQwWXrVshVkN5++22Xb7vtNgBRc3vMmDEuhwL6OVWWixUX3fYiDmmSQgiRQMP03eZfYtMK+deLCwtcc801AKKxZ3PmzHGZNSK7vKJi0kJUs5S+ORyAUqMt/lVmZ0r//v0BALNmzfIxjjOzWok33HCDj3GKGNfxM82AtQLWwkwDZedFqAFUJU6CWmiScaTFqIbge8/pjP369QMAPProoz62ySabuGx1KrkQRBpp9zGuZUjSe+JgS8Rkjm1kTdO0Pu6FzffQYm95/vPmzXOZG4FZSxCOw3zjjTdctjqyldaDXB2+P+XUppQmKYQQCeghKYQQCdTF3DYz5dVXX/UxjrMyE5VrGVov47i5bLzxxi4vX768yev1MrdDc+Vr3WijjVxm08Lg3s1WCp+7/LHpYjGNnHrHpo+ZFlZFCYiaNpzuaKY3j/G8zfnDpotVygFKzqVGqQJksNnLcwutGT6/3Qc2O7muJ6cgvv766wCA1q1b+xjfpyK6XlazQydvqxxyyCEAgCOPPLLJGFCq/co92XnNWBonby3MmDHDZXZomZOHa3rydVn8MF+fnR8oxWdWUo9TjhshhMiJHpJCCJFAw8RJchURU82XLl3qY0OHDnXZTESOIbSiqkDU05hGuc3XKyFrzJrFHrK5YbGRfFxO62Jz2s41f/58H9tpp51cvuqqqwBEYyOtA93qczXTnbcAOGbS5hhqD8HHirsXaR7a1f+/VsTNMVSBidPvOBXWijqzCc9bR2ZiVrN1SJq5HYddV6giElCK+eTr45jIxYsXAyi1+wCibS2sS+Tw4cN9jLfOrEMiz4Hnwuvb5mVdP1d/PUsVIJnbQgiRk0IbgXE9vlGjRjV5/YILLnCZN2BNE+QMD8aySDjGirWnSmLzqqlBpmExZ5zxEtpk5hp7Ia2AHQ48fys6wUUvFi5c6HK3bt0AROMoBw4c6DJrNhbfxrUBufe5wQUw+FzmkOKN+Vo6z8ohSwwnO11Y3nfffV22oiEjR470MdZ+Qs6sUCGGrITidOOuz8a5Bim3Ynj++ecBRAuhXHnllS6bI+yoo47yMXYMWgM07jvOfbk5Y8zq1LJ1w5l2ZrVwTDU7x0xzr/Z3WpqkEEIkoIekEEIk0DBpiccee6zLDzzwAIBoyhvXsLP0vK233trH4mKjdt55ZwDRlLtqdo4LkbfYAMcusrkaSp2rpD1Eo9MIjps4zOzjGpdcnMFMRaDkhAx1pyyKrGvOYiJ5rrwdZOPcNZP7Zp988skAgK+//trHOKby7rvvBhBNpeVtHT6ubQexuc0xm1ysJYlKYkLluBFCiJzoISmEEAk0TJwkY3FS06dP97Hdd9/d5cMPPxwAsGTJEh9jczrUebFodtxxR5c5TrOS+5alEk3RWwdxXlcz86tp4jeyuf3kk08CiMadsuffYiOBkneYTcl615OMM0FDay5tTfF2UCjigj3hhx12GIDovWBPOnuq7bwcNZC34k8Inj9HHcQhTVIIIRKoiyZpv7Ss8XHGjW3c8jmtBh9Q2kzmXy/ebK53PF7WTfQisn+KIovWm0Yja5J2vRwDyLU2WVM0rYkzcoom65qzGo5cC5Tfb99RHmPrwe4Lvx5aE3HaaSXf1SxZXGnIcSOEEDnRQ1IIIRKoq+MmLsbP4qhCan9zoJpNmepNJTFnIUI1GYFwXGsjmNt8vbzmrIbi1KlTfWzKlCku77bbbsVPLoGsBS7KJc6BZ8VWOD2V68RmKTpRTdLWr8xtIYTIiR6SQgiRQF3M7a222gpAtHIPmzbWfoBTmbJ4wfh9RccTMt8mczsvlaRNNoK53Vwpas2ZmZ1WRSiun3m5xwdKZjybyHxeez3t+lRPUgghakgmTXLPPfcEUOqDW8576h27WEvy/qpzsYQFCxYk/i8X/igne6BaFLEhXw1NkhtyWaGU7wJxa84stLTMM86I4WIVIeIKsIQIrZO02plxGXO1iM0NIU1SCCES0ENSCCESKNvcFkKI7yLSJIUQIgE9JIUQIgE9JIUQIgE9JIUQIgE9JIUQIgE9JIUQIgE9JIUQIgE9JIUQIgE9JIUQIoH/B0hxXi6akbrRAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2580, D: 1.267, G:0.9152\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2600, D: 1.45, G:0.7227\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2620, D: 1.306, G:0.896\n" - ] - }, - { - "data": { - "image/png": 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", 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YH4wfffTRLltqZO/evX2Mze20OMg8plFZpo/FRHIXSnOgANHUtyR4rdlcvuKKK1w+88wz804zN/V23DCvv/46gGhXTHYqHH/88QCAG264wcd4vryXLSZ4wIABPnb//ffXeMZRGu24SYOPiDiOmY/RGhE/KnNbCCEKooekEEIkUDdzOxQPZd5aIBpnZR5f9iRyTKVVEWHzkj1jXPnGUu14/pxKZxWJ2DObVvEkjTTTh6+ZpYvc4lQTSdCaqLe5bUcpQGX/8T7l+VgbEE7dbCaa3dyOo5aVnPIgc1sIIQpSSoGLEKGD7aeeeirz67luolXFZo3MClUA0TqApo2yhsAFLkK/JGUXtcijPTJLkvbYSKzQClDZH6yl8+dUy9qPSyNxmTWN0B6rRZqkEEIkoIekEEIkUGr7hrJUaSvffuWVV7a4J1DpewwA33//PYCoaRXqcczxghxHaE6ealLuWusheqNpZJxkCHPWAMDJJ58MoDHxo1lo1j1n68UxuGUxd+5cANEaqmnIcSOEEAXRQ1IIIRJoaFpiGmkVZrg7n8U7xlFNPFZajbs0mtX0KUroGKKWNJu53ZpYUvdc2cjcFkKIgjSN44YdK6Y1shbX6Mj85ZZbzmVuambE1b5s9l91LhyycOHCml+/Gg1HmmQUdhx9/PHHif8rTTIf0iSFEKIgekgKIUQCmc1tIYRYGpEmKYQQCeghKYQQCeghKYQQCWSu2aWwguwoHCMfCgHKj/ZcPhQCJIQQBcn1kOzfvz/69+9f67kIIZqM5ZZbLpJIsTQiTVIIIRJo6gIXeSmawtijRw+XX3vttaqvX/R8qGiBjdaKziTzs6SeSVZTxCYPOpMUQoiC6CEphBAJLPHmtpmu9ex2t6SaPmUjczs/jdpzaRW/rO4of/8a1XnyJz/5CQDgH//4h4/J3BZCiILoISmEEAk0xNxu164dAODLL7/0sTxe6Dgvc5p3+Ic//KHLpoL/9a9/rfr+cVRj+jS6mHAz0ZrN7UZ/jmWZ29ZCpZpuoSF69erl8ssvv+yyff+A7N/BWq61zG0hhChI5tztWvLFF1+0GPv3f69M5V//+lem6xx77LEujxkzxmX+dbBfKr5mmzZtXP7qq68y3ass6ql12C8w/xKzVh2KQ2OtnKlV/Gbc9etBHo2E4/ZYC/rpT3/q8qJFiwAA++67r48tWLDA5VdeeQVA64iBDWmQ/Jn95je/AQDcfPPNPtahQweXzzjjDADABRdc4GO81n/4wx9c3n///TPNqd6aujRJIYRIQA9JIYRIoCHmdoisJjZz2WWXudyxY0eXuT/0+eefDyBqIvABsR0i77zzzj723XfftbhXa0oV5M6Tf//73122Y4Z1113Xxzhm7fjjj3e5U6dOAIDBgwf7GJuMZnYWTRVr5FqGzDY+fuBjGdtTn3zyiY+tv/76Lr/wwgsuL7/88gCAQYMG+dh7773nspmwffr08bHJkycnzqVRsYUh+DMbNWoUAOCmm27ysd13393ltm3bAgC++eYbH+Oe7e+8847LXbt2bfF3Tgu2QhuhbqVlIk1SCCES0ENSCCESaJVpieYFGzduXOr/mhnP5gp7Ig02p/OY/ublA4Czzz7b5aLrxscI8+fPT/xfe1+rrrqqj7FX0WLVunTp4mNvvPGGyxtssIHLZk5/+umnPrbmmmu6vOyyywKorenTDHGSfM8rr7zSZTtquOqqq3yM9xRHZ9j47NmzfYwrS7Vv3x5A1HQvSlyccB5P8O9//3uXL7nkEgDAlClTfGy11VZzeeDAgQCAhx9+OPP1ec/wd9Hm/f333/vY2muv7bJ9L9njzkdreVCcpBBCFKTVaJKmuQDABx98AKCSuQNED5NDv6T8Nnv37u3ySy+9BAB49913fezAAw90+c0332zx+rLrSfJrWEOxg3z+OztOTIOZMGGCj3Xr1s1l+4Veb731gnPlWLc999wTQOXgHQA6d+7c4lrVkOaIaAZN8oADDnB50qRJLp9zzjkAopoka1ysFVpsIDsWTz75ZJfzaHdpccRF9xzHfPJ3ya7LWrE59YDKZ8r7gR2HTz75JICoY/Tjjz92+cILL3T5b3/7W+SaQOX7B0StHmOjjTZK/Hsa0iSFEKIgekgKIUQCTRMnGYLVela7WZ03Xn/9dZe33nprly1OkNPJ+LpmZliM1uL/m2ZOlwFfn00rM1HZHOKYMnMesZnIa7XHHnsAAFZccUUfY3OFnUSbbropAGCvvfYKzisPzRTrFwebnby25sDguFM+lmET1xyKnJaYRlocbh5nYjVwjUWL8wSADz/8EABw3333+djChQtdNicqO/X473vvvTeA6HEZH0307NnTZTvSMLMbCO85vheb2GXFUUqTFEKIBPSQFEKIBJrau81T47StkSNHAoiaM6xiT5s2zWVLF2PT6eijj3b54osvBhA1cbbYYguXrWJL3nnnWTf27nFFlVCcJMdEfv311wCAGTNm+JiZzXGv4QgBPmbYfvvtAQBz5szxsT/+8Y8ul2H+NdK7bccSnD634447umz7gI8n2OM8d+5cl9dYYw0A0ZS7so8a8u45+1/2ONv8gcrnzMcBofYoVncSiMYu2rz4OIxTXWfNmuWyHQPxunLFsHXWWQdANMWzKPJuCyFEQZpSk7Rf3Q033NDH+FfZYM2HHRT8q2axf3xA3K9fP5f5l6wIK6+8sstccb3sdePrd+/eHUD0MJu1UnPM8K8z/2rff//9Lf53xIgRPsZaFmuVtaKRmuRjjz0GAPjZz37mYzNnznTZnBms2fOesxqSQKXwBWcr8XsrQ6ssar28+uqrLm+55ZYup1UkT7uXfUc5zpLjdM0xBFS0dLYKQ/VGec/mybjha2b5LKRJCiFEAnpICiFEAk1jbvP1LYXLHDSL/91i1Til6fLLL3f5d7/7nctWHn6nnXbyMU6a5xqKRebNy1jPHshpKZJ8JGEyOyS4piGXzx82bBiASloZED1GKIN6m9shBwSnXt51110uW5zkdttt52PHHHOMy2x633333QCAo446yseK1t1Mo2iBC94n06dPd3mzzTYDEJ8qm/XoIG6fnnTSSS5bTUqO2UyDj5NWWWUVANGWLGnrLseNEEIURA9JIYRIoCnTEk01Z4+bpdQBlUosV1xxhY9ZShIA7LPPPi5bnCRX+WHTvCiN7pXNZozJHPPJ8YwDBgwAAJxwwgk+ttVWW7nM5vQ222wDIJqOtqTBn53F4HHc6AMPPODyLbfcAiC63rzneJ1PPPFEAOWb2HGEjnvS9mncEZGZ088880yLsWpgE53357XXXlv1teI6bH7++ecAoiZ4LZAmKYQQCTSN4yZULy9uajYXLtTA8Vy77baby+a44aZMfLD73HPPFZl2kLIdN2nFEPgQ/qCDDnL50ksvBQA8++yzPmZ1I4ForKcdgnOxgbSYuTzw+iz+XhqR5cUFLLjYhe1J1lK4huIKK6zgsmV31VOTLLrnDj74YJc5BpY/fyOPJskFLjj+lGOhszaF48+A41MttreayuVy3AghREH0kBRCiASaxnHDKrQVVWD1m1MNrXnQjTfe6GPciMsOzoGKGXTvvff6GBeK4OZXIbIefGfB0tXYiZQHXpfQITWbTu+//77Ln332GYDo0QObhGymWGEMdp6VYW432vFlrLTSSgCihVBOP/10l60QCjeu4iOizTff3GWLyQ310m5WrKAJALz44osuP/LIIwCi8bQhc5uPJnif2OfLve65dmucEyaEfRf5OOGJJ55w2Yp08DFcLZAmKYQQCeghKYQQCeTybtfSBDUs7QuoVJ5htf66665r8Xf2Uo8ePdplrhdpcHodVwFib2atqGdaImP3YjOQZTOJeN3YtOL4Uav5t99++/lY0c+bq79w/cW46zdi7fie7Nk1jyxXyOG6nGPGjHH5rLPOAhCtcFMUbqkQ6lRZyz2XVlkqRFzEhV2Lj4WK1iK1IwAgegxgkSo8FvLOM/JuCyFEQfSQFEKIBHJ5t/OYXRyofM011wAAfv7zn/sYVx6xVKUjjjjCxzgYdffddwdQqRoCRDv9heDm6Jx6Zh6xrIGszYx9Lvxe2Bs7cODAFn9nOEXRWkHU8kglZGI3CxY9wQWJd911V5fNU81Vo/jvhx12mMsWaWFmN1B8HUMmdlm89dZbLq+77roAot+Z7777rsVr4sxtG2fvPx/xpNGmTZsW9+3bt6+P8dGAVW1KM7GrRZqkEEIkUGqcJDdNWrBggcv2a8z9d63AAABMmDABADBkyBAf40R4S6vjg/M4rIET/+JwnGSzxOnVEv4lv/rqq10ePnw4AODKK6/0Ma6DyJperdpaMGnOh3oQp/FYbB9rIU899ZTL1rbh0EMP9bG4NhhWDKM17C37Xhx++OE+xrGi1lRurbXW8rFvv/3WZYtV5kIoVoAGANq2bQsgfj9xD21uRmawYzUUn8mWUlnN1qRJCiFEAnpICiFEAqWa22+++WZwfPz48QCizhyOY7R4JzZXrJ0AUJ2pZl0SuZdwazCDisDvj9O2zCTkVEQ+hLe2A0B16WJZaZSJzfDacCqdrQ1X8+H+63b0M3HiRB+LM/W4q2SzY+vBR1/cwsLgfWK1RoFK3Cg7ZvgYzEx3jo3ktEE2sS1FmPtqc0ykwdfiFhqjRo1q8b+1QJqkEEIkoIekEEIkUDNzm00X63a22mqr+Rh3MLRCr1wctlOnTi5bRzquQPPyyy+7HDIF2Yxidd/MBJ5LGmkdCJuVUGodex2t6fuRRx7pY9wCgwuUFk0dKyN1tQih+bBHepdddgEQNZW33nprl+24pkePHj728MMPu8zrtXDhQgDpxZGbibiKRVa0mc3iiy66yOVu3boBiB7hWAUpoLIWHFHCbUK4upc9Fyw2EwB69+7tsh2F8LENP0PKQpqkEEIkUKh9A/8Scw/sX//614nXssNWjqfiXxS7Lt+Tf30sto+1JP51mzdvnsu10mT4kL6apPm0YgO11DbsWtwvmrOarN84rxv34DZNE2iMBlhmgQtzFnDcHWdxmYOAnRJskVgcJVtEXLeUtfBGaI3V7DmOc0yrvWjX4uw37mF//vnnA4j2bOc1CmFFMwBg9uzZLtu6HXLIIT42btw4l63ITaiATV5U4EIIIQqih6QQQiRQardENqG5pPvZZ58NINqVjdMWLT2Ok9s5fe7TTz8FUCm5D0QPzht9YF52PUlOG+MDczvY5pi91Vdf3eUHH3wQQLSf9G233eYyf0bWw7ieZneZ5rZdi+P5uN7j448/DgAYOnSoj3F9Teuxvffee/sYm9h8BNMIp1U9a5hyiqLFV7Lj9fnnn3e5ffv2AKJ7kufHxxsvvPBCi//lI720tEP73lfznZe5LYQQBdFDUgghEihkbm+yySYuc0xjVthLNnXq1Kpf36w0qn2DHW9Y5RUgGkEwZcoUAFFPPbcdsHqTAHDHHXcAKN9kHDt2rMvsQQXKWTs+wuHrWzc/Pr7g1hXmheWUuaKxpEXh4yyLTQbKWTe+F7/vkAnMqYJc89XgVg6h/RW35+x91fIITea2EEIUpBTHTbNlW9SbsjTJtHU1DZGLeXAmlMW0WVMrAHj00UddTmv2VDbN0Agsrn90SHtppsysWu65oo5PzoIxzZy1x7LqPuZBmqQQQhRED0khhEiglHqSjTY9llRC68qmkZkxHFvGBRvMocMtHdikbHR8aSOxtY3rwx466liS9jnX0Qw1+qoGdn4Z1ZjYvH+rcY7ZcZMagQkhRB3RQ1IIIRIoNS2xmmuy3NpNvbK82127dgUAvP3228Hrm8wxbSHzkVPIODUvjbxmUFYa6d1u7TQqNre1I++2EEIUpKGaZGvi0ksvddkKdMQR96ueJwG/tVNNLKE0yShWVAOI1voMUU9N0iwaIGrVtBaqtVqlSQohRAJ6SAohRAKZzW0hhFgakSYphBAJ6CEphBAJ6CEphBAJZM7dDgUt5z3OTAuFsesvv/zyPsYhEGWH0HArUev1kkZcWMHSHsZSDWWGANlnwvnpzPz58wEAHTt2rNk9q6GalsUhGhVMbm15rWhxvSma4KBgciGEKEiuYHKrGJJWLSRvUdIyivaWnVLHxP2qL+3FiNNI0iS///57AFHrohqswyR3OGxW0rTeEGVpkqbhcnuIalouNIIiCQwhpEkKIUQCNUtLTHt6F61VWLRUfj1L7S+pxQY22mgjl0OtHoqucZEzyaVdS6/lnrv99ttdPvzwwwtdqyhrr722y/Pmzav59aVJCiFEQfSQFEKIBAqZ23YYDkQPxEOmT6hbWpx5lnbIXkvTKnQ4zscBNu+48vMW+mChEIvPq54mY+j1fH/rBMjrWrRzXdHQFSaLuc3rXE3YifUUv/vuu3POrvbkPYKyzyyuf3Xanqtlmw6rVMSfPV9zm222ARA9ninaHmKllVZy+euvv878upBDTOa2EEIURA9JIYRIQEV3A6R5adP+3mjvNrdvePnll10+8MADAUQLpd5xxx0uv/DCCy7feOONNZ9XNeu2+P+LZHjtqjUnk7C4VItTBcKfI5v+/Hc7Ojv22GN9bOzYsS5zJl2oy2KIamKe045nZG4LIURBSum7bVRzQMxPfGteVcscbXNaANHsAaOauYZ+fbbeeusCs8sPH4Lbrz7/ur777rsuv/LKKwCAxx9/3McGDx7ssvXlZmoZX9psMYz8OYcceNyLeq211gIAvPfeez4W16PbGDlypMunnXZai7+zs4MdYFnh9g5MLdeZNUiD4xVXW201AMAZZ5zhY+xYMa3vpptu8jF2trBWmJVqMuZqkVMuTVIIIRLQQ1IIIRIoxXETii0MdQ3kw142fdq1awcgqupzbJ/97zLLLONj/L/srLA4rbhD4cmTJwMAdt999+Q3VQVlO26OPvpol2fPnu3y0KFDAQCDBg3yMf4MVlllFQDAW2+95WNrrLGGy9UcOWQtd5e2vZI619Vy7dZbbz0AwAMPPOBjm2yySYv/432UVkwjbu62/1599VUfY8fFjBkzAAA9e/b0sfbt27tsRyT82YTMXqbsPbfFFlu4/Omnn7ps8Y98XMDx0126dAEAzJkzJzi/G264weUTTjgBQLw5bccLaZ0jq0GOGyGEKIgekkIIkUDd4iTZXBg+fDiAaCzeV1995fKKK64IAHjiiSd8bJdddnHZpmymNAB88MEHLn/55Zcum+r+z3/+08fYa2nm6LPPPutjvXv3zvamYqil6cPXev755wEAO+ywg4998sknLh9wwAEAgHPOOcfH2LttHlY2q9kc/+Uvf+nypptuCiBaBaae1ZOA6uL9QuZ/NfO1fZLH25oF3ge9evUCADz33HM+tvLKK7tsXnPes2nwe7XrA8CLL75Y9VxD63buuee6fNFFF7l84YUXAgDOO++84LXs8zj00EN97J133gnK5u1nr//qq6/usj1D+Mjk4IMPTnorqcjcFkKIgpSqSR5xxBEun3322S736NEDAHDkkUf62EknneTy/fffDwAYMWKEj/HBsf0Cc1wfa5r8C2y/YOzM+MMf/hCcoxFXuMNIi7ksqkmyQ6tfv34ujxs3DkDFsQVEtS3ToOOKVoS0LX6v3377rctrrrkmgOh7XbBgQRXvonqyZNzwGMcJmpbBzphZs2a5bPGNFte3+OuzwpoZ70l2hm288caJ17D38KMf/cjHOI7yiiuuaPGatD1VdM9ttdVWLg8bNszlQw45BEA0HjcU08l7kr9/r7/+OgCgU6dOPsZ7lve6jQ8ZMsTHfvOb37gccqSxVZincIY0SSGEKIgekkIIkUAp5va0adMAADvuuKOP8YH4KaecAgD4/e9/72PffPONy9deey0A4IILLvAxc1oAlcNePky2eEcgmiJo8VlcvGHbbbd12d4+mz5sjqbVW0xzGDS6SMPOO+/s8lNPPQUA6Nq1q49xnGUITjHjzygPZRa4eP/99wEA6667ro+xWWeOGY7XY9M8LcVw8esA0eOJNm3auGwm5KRJk3xszz33bHGttLTIOEJxyHn3nDlGFi5c6GMc02nm7qWXXupjlt4KANOnTwcQPbrg79+ECRMARM1tTu3k19n3ngu0/PznP28x5w4dOrjMR0BptV/zOvekSQohRAJ6SAohRAK5gsLSUs623357ANHYxeOPP97lzz//HEC0Gkjfvn1dDqUlstn3s5/9DEA0PYnjrdh0sDmyl3aDDTZwef78+QDyVwupZaUiI2QiA5UjCzb52ONn74HnxK83cyTNxGbY+12UMuMszcyOu4dV5Lnmmmt8LGRis2eWzT6Dj404tvGss85y+fLLLwcA7LHHHj623377ufzggw8CiDex08zGtCOgaio3ffbZZwCie4YjOmwNrAoSUHl/AHD11VcDiFYB4lYNNhd+FrD3vnPnzi5btAt/rzkO2Mx0e74sTtq65P2uSpMUQogESnHc2K8t98zlOMktt9wSQPSQnetJmtbHU+NfdTtwnzJlio9xgQDO3jH4WquuumqLv3OWTohqfp3Ldtywdseaj2kmfH9e11BhANMkgGh2g2mrdvAOVDJ6yqKI48YqrF911VU+NnXqVJcti8tiTYHo+7F1DGmPcaTtCdZsOLbQCkSwJlqUonuOHZ9WaAKIWmgh0mJZLXaRHTRxhVQs5pjfC2eBmQZqTd2A6P7Mgxw3QghRED0khRAigVzmtqVQsQlxySWXtHgNq9V8WGuxTXboCwBnnnmmy9dddx2AaMof39/uy3FqcSaGvT02x81xBIR7fFfjYAg5seJMH3PIsDMlD2wS8jGBmZRffPGFj3G6nMWv8tFHGnE1P8sgydw2B1U1pf+5XqOlrV555ZU+9utf/9plcyxaOiYQPcr485//DCDqaGBzmedqDrS4epRPP/00gGgccVHiGoGZOcom9Icfftji9fw583ch5FziYxtLC4yrrWnfr2qKdcR9l88//3wAwMUXX+xjHJNpdTy7d+/uY5yaGkLmthBCFEQPSSGESKBu9STZdD7ssMMAROvCselsNQzZe8316iytkb28afNj04jjL9dZZx0A0bqLRSnbu81z3WmnnVy2tEGux8fm40cffZR5TmbGc3WXsini3bY4WjbHuSqM/T2uNcBDDz0EoNKbPA6OFrB9DETbEBx00EEAop50Tnu1Y4KsqZBZKKuGqcl8TdtHQDSCxWDvs1XZ4pjRuPlZzDLHZHJ1pPXXXx9AtF7mMccc47KlS/Jap/XylrkthBAFKUWTtMNeTmpnrW/fffcFEE2UZyeOHTZzr17+dTHHB/8S8yE5/6pb06wTTzzRxzbbbDOXjzvuOACVXzGgUm158WuFaESBi/79+7vM2rj9gvLBO8umwcTNieP6rFZnWo0+vpY1GgOizqOsFNEkjSeffNJl1l7s2nwPLnBhzbm4iAdnbnXr1i3xvrz/zDHJRS242IVp56zxxH1mWSm657hpGTvELJY55DgFKsVS2EHIzh6zEONqd7JmbvuHv4s8L4uFDdXb5PuyE4oth1DGmjRJIYQoiB6SQgiRQOYCF6xumxwXN2fjrCpzDUcrZvHoo4/6GJeMt/g1i+sDoqbJPvvsAwB45JFHfIwdPxbTBlRS7dj8O/nkk122cTanfvWrX7mcVsyj7NjBENbeYnEsPo9jQvmYw+IrrfYiED0SqcYMMbPUYv6AqNPDUktD7S3y8Nvf/hZAtJACY+lr99xzj4+F6jXy++L9aSYax/OxiWimILccYbOPU2HHjx8PoFLIAoia42auspOp7LqjaSmU1lIFiB4z2Lrwa3hd7fOwGEYA+Pjjj122920xvAAwYMAAl9nJaA4hLkBjDemA9AIW5myMS/eMc9qlIU1SCCES0ENSCCESKMW7vcwyywCIjwOztCH7PyBaL3K77bYDEG3PwF3uNt98cwBRtZ5LwrPJZHFS7EnnLnemwpvnDKjUqwTiU8uSqGf7Bq6S8rvf/Q5A1Fxij7OZPBw7ySmaLIfgdEbz+i9atMjHuEsg1xTMSi2823FmZahGI+8pi53luqJ77bWXy2PHjgVQiasFolWT5s2b57KtI689Y3PgVhLcpoD3atr7Co3Vcs/Zde07CVTiQIFKj3c+zmKPtR39cPpsWuwiE2qlEpeO+sQTTwAA+vTp02L+cci7LYQQBdFDUgghEsjVviF4IVKBQ2Z2qIoQVyZh08S802xCW9oYUPFEs+kTZ9qbR5cr74QqmwwePNhlDtAOBaA2ilDq3ejRo10204SDfZ955hmXzVzm6jijRo3KfH/2qnMlFsMa0QPAvffeC6DS3L5srNguHz8w9vnefvvtPsb7wPYPd/CcOHGiy7Z/2VTkajqc7GDB/nHVnsz0566V7GkPUWbri8UJpRrye3nxxRddtnXjajv8vqxiUN7vDz830qo+2b3igsnzIk1SCCESKLXAhdWaA4Bdd93VZUv8jzuMttg9rv3Xr18/l01T4rSymTNnusxNv+xab775po+xBmFaGTuOqnmv9r+hHs/VXisr7Jji92oyF/DgX1Ub55g4djikbQWu0xdyzPB7TWtmFaIWjhtuzcEaszlD4tp0mMOG15M/U5tL3J5lJ445FHntGdNQ99577xbXz0tRxw23aWALzepw/ulPf/Ixridp/cbjeoiHUgWz9rLP8r+cYmzpjOxMDBGXDho7n9T/EEKIpRg9JIUQIoFc5rYdoLIqHLoMH2ZzDTqDTRuOGbODY47nsw5zANCxY0cA0fS6OEz1NrMAiKrzVv7dSr/HvQc2S5m09g9lmNt8MB7qoc2fC9eetGMANrfjMLN1ww039DHuRGixqlwliFPPDD7GYIdTiFqY2+utt57Lc+fObfF3nuNdd93lsh0BWTwkkP/Q30zPtJYivA/ZWXLSSScBiE/BTLpm0n2TsBhboFKvFag4PuPSS22vcVomm+v29yzpqfZd4rTiUPUl/q794he/cPmxxx4DEDXtq91zIaRJCiFEAnpICiFEAnVr31BLQrGLbJpb0VMAuPvuuwFEK4+w1509wYtfH6iYC9XEqdUzLZEr/lglJTaX2ByxGEHutsiecp7rJ5980uL67DW09eQWG9dee63LFkfJKZJpLL7GXMEolMrGaa21aoXAbUK4+LLBe4ePGvjYg49DQphHlmMjuWgtH3Fkpaw9Z9fiozGOkT3rrLMARCsmdejQwWXbR/z5vPTSSy7z0Y+tZ1wqsK0bx2RyFavPPvsMQHWVp2RuCyFEQTJrknzIHGoOxH23uZ9xCMvc4DYEeYiLWWNnhdWm4+wIPli2g37Wkli7zFpKn+PIrL/24nMMweuapzbl8OHDXbY6mKxhcazgfffdByCavcS/ynzgbRo4Z+9w7T9bN14frunJchJJ2RFpa8etFtgxF8IsAr4faz8c+5cVdmSdfvrpLk+dOhVAtEkb95W3OpT8/jjO0jSiNFhjYusgbd1CLQ3imDx5MgBg99139zGuA/v2228DiFoRISdtqB4tEM3S2mqrrQBEPwsulmHfYbYa+b1k/f5wzDa3+4hDmqQQQiSgh6QQQiRQyNwuCh8GswMhdP20enpxmDnIDgROB7MDdzbBOb7O6uWFCjrEwfNjc7WWfZaTGDp0qMtcJ/Oyyy4DEO1CySYKOw/M5OGWDFavj+GDcz7SyMPinyubxrVqk8FHKewgsJQ2NuWYUHodr40V9MhCqMAKv3dLm6um7iK/nntR33zzzZmvkQQXoOGjKbuvdUAFoibw888/DyD++IW/H+a44TXecccdW7zGOlsC0fqfQ4YMAQDceOONSW8lghw3QghRED0khRAigYbESZqJxqmG7GVjFbooZtqwOT9hwgSX77zzTgDRznbsUTOTp5qG8fWMk0yD1zUtzS7kaWfzk48sqjEFk+C1XtzDXHTtOMbTqv+w57ht27YtXpPm+eV9wHGcxx13nMvXX3994nWNuGo0FmfILRHSKDtOks1iXpeQGc1tL0JHNGkMHDjQZTPXgUrUAB+NheaaN6Y5DmmSQgiRQC5NMusTm1/DBSS4EVdWQo6bdddd18e42AVrP3bgzAUquIGYaTLc65dr64VIy8hpJk0yRJbYzDy/ykWpRYELhj8n68XM9wg1PuOCCBx7Ger7zddiTdE0RNZUWbuy3uC1XNu4PZfnc2Ttz+ad13EamlPc60MNBDmTyYpdcO9zriSfB2mSQghRED0khRAigcyNwDjtqRonhrHllltW/RqG1WKrCRhXT9JS6gBghx12ABCdMx+YG3E9p+2gPy4VqjWSJeYwlHpajZll9wjFBBaBYxtDxUni2mhkLbRhZjkQXSdLdY07AuDrWz/vuJYGaVhRiDXWWCPzaxg+JrDUzbiiJsZGG23kMh8NGEWPBuJeH2rGxuY2p9gacQUsytpz0iSFECIBPSSFECKBUuMki3rE0q4b59Ereq+4moFZaXbvdl7MjASqqxOZlVp7txtNNevFMZd5jrOW1D1XNvJuCyFEQUrVJONqEYY0QXam5MnmqEaT5P+1OaZl+XAxjrTKx63pVz1vP+SsBSeq+VySNMl27doBqC4LJY2itTzzkrWARTX7qOw9x2vFTqCyi7bk0bDTXsPzz1LFXJqkEEIkoIekEEIkkNncFkKIpRFpkkIIkYAekkIIkYAekkIIkUDm3O1mD2VpJlpTCFAzkRQCZGXPysqbTyspFvp7o0KIQpS151ZddVUA8bUN8lBWkkkeFEwuhBAFyaxJMqEKMWXQDL84pi00WlNY2kkLdE8j7XOsNtA96VpFqaXWbN8h/i5VM+/lllsOQFST5MQKC4hP+3zikhb22Wcflx977LHM86on0iSFECKBujUC47pwZacycR0+q81XT3QmmY8lrcBFNcyaNcvlTTfdtOrX89pVU/s1dNaatn/TzmK32WYbl2fOnAkgmv5XTaOwt99+2+WuXbsm/m8aNi9uLqYzSSGEKIgekkIIkUAux00eiprYrOJvt912AIBnnnnGx15//XWXuRS9wWbDggULXLYex9VU+RGNY9iwYS6PHDnS5VDXyqKEqsnEtUGoxslojhk2q1neddddAQBTpkwJvt7+l010Js3EZieKyVyRKO2Yg01sq+7FFb+23357l++9914A0fYnvG78vZs+fToAoFevXj4WMrHHjx/vcr9+/RLnyrz44osAgM6dO2d+DSBNUgghEtFDUgghEqibuV005nHAgAEuWzfE9dZbz8ceeughl9ncNtWe78kN5g2OScvT5Y7NhmbHCtgClS6AANC2bVuXG50JEceVV15Zs2txZ0TrKtilSxcfu+eee1w2E3f+/Pk+xiakddUEKm0b4orq2l575ZVXgn+PM7ONODM7KxynmBbf+NprrwEAevTo4WP8/TDTmE1oPqYI8eyzz7rM+2zzzTdPfJ0xePDgTP8HhOMz33vvvcyvB6RJCiFEIqXGSZaV22qa4quvvupjPL9QdgH/opQBaxWsbZQd67fjjju6vGjRIgBRx9TXX3+d+Hr+XM4++2yXL7/88hZ/5/dYRvxpLeIk00r3WwYJEO3bbVoftxG56qqrXDZLhteArYf77rvP5f322w9AfeNl897LvhdpGmXejJ0Q66yzjsvshGFtNQ95MpUUJymEEAXRQ1IIIRIo1dw29RconqzPcVhrrbUWAGD27Nk+xqYPx5y9/PLLANJNhLhujfa+2YzjQ+oQzZ6WyGmbQ4cOdfmQQw5x2Zw7K620UvAaWTv+VUOZaYndunUDANx6660+dtRRR7nMcbYhvv32WwBRc533HDtuzEy/7LLLfIzf21dffQUg6ihjshZVWXbZZV3+y1/+4nI162bfK+5mmganGFuX0bh72jh/ZzjWtBHw0VuW55I0SSGESEAPSSGESKBuVYBqyXPPPQcA6N27t4999NFHLps5DmSPc6wltTS3y6ipaSYSEDWDVlxxRZfNvIwzCcug1uY2X+/pp58GAOywww4+xibqDTfcAAA45ZRTfIyPiywml6vSsKnGJqjB5nIZ0RVxHufddtvN5bSYyxDrrruuy++//z6AqOf5pZdecjnNdLZjmTizlo/GPv74YwCV4wggfOQQdzSWB3m3hRCiIK1Gk+QacKZB8pzWXnttlzlOsREVxZvdccNOKC48wuvWqVOnek4JQG00yYMPPthldvaNGTMGQNQRxdk1piGy5cFxlqYp8nqxxTJv3jyXLVOHHWG77LKLy0899VTm92OkVfDmtWOttVb7n9eFnVTmyOK1zot93qzJskPN7nH00Uf72M0335z5+vYZsvWUpeK9NEkhhEhAD0khhEigqc3tDz/80GU2p41x48a5fOCBB9ZjSplodnObC4PMmTPHZTbNzCQv2oCLYacJ1wI1ksztq6++GgBw+umnB69tZh87Y/hYwcxVqykIVJdaaXNZZZVVfCytzSqvHTuB8hBqr8tOi7hWt6eeeiqAaO3NNDh21o4p2ETlYwpztnDM6OjRo13+xS9+0eLv/fv3d/muu+5y2T6PAw44wMcszpm58847XebCNyE4lpQdloYcN0IIURA9JIUQIoGamdu1jOczFZ1TyELU0pxJg2swfvHFF4n/26zmtnk9s6Ri2XrW0txOoxbebf5sVl99dZdr9T4sfhQAVlhhhcT/ZXOY62Cec845AGpbszNuz6WlOM6dOxdA1IQOzYsrIp188skuW8xiXF9tg4947J5AtKanxUdyuvEGG2zQYl5sQnOrlazryZ74kAm+ONIkhRAigaZx3Oy8884u/+lPf0r8X5sy/zqWrUlWQ7NqkqZBxmV/sIbJWQ31otn6bvP9rQDETTfd5GPHHnusy2nVuK1aOZDu8MkKf0Yc0xlaty222MLlGTNmuGxrzhlDrAEfccQRAIARI0b4GNfUTPuMTFPk2p08V9bkttpqKwBhZw3P8ZZbbvExLlISmlObNm1cDtVWleNGCCEKooekEEIkkMvctpfU0hyq5hDbYr7MFAAq/bOB4n2zu3fv7vKbb74JINra4NJLL018fbOa25ZOxqYfYz2SgWhKXb1IMrdXXXVVALUzVePgeL6iveK5/zQ3vyqDuD1nTbNuv/12Hws5Vri4CZvDFqvMBS64ZQi3rcjD1KlTXbY4Wk73fOedd1y2OEo+mmMnj70Hro2Z1qBP5rYQQhRED0khhEigod5trhsX1ybA+POf/+yy9edlj/agQYNcPu+881y2iiJpb3O77bZz2epVZnldiGY1ty0aIK3UfqNoBu82x9C98MILLlfTyc/eR9FaptV0G80bJxmC+1qbN5/T/x588MHM1wrB/cat8ylQMae5CpC13QAqPcD5uIDfq0UY7L333j42ceLEFvfnz9X6hichTVIIIRIopElyQ6k8fZir0dL4fx955BEAlf7GQFQr5dgoO/hlxw7HCdph7zfffONjaZkU1cy10doZE1pv1jA47q7RdTiB8NqVUamdYe2NNZaQFp722XJRFq6cXwZpmiR/tmmN7BiLXZw8ebKPsZMnBH9/vvvuOwDROEx2rFgBDqBSk5NrSL7xxhstXmdFNYCohj9hwgQA0QIZ/BmG9oscN0IIURA9JIUQIoGGOm7Sbs2qNh/gWswc1yTkw16OkzTTO6150JNPPunyXnvt5XKewgitydzeeOONXeb1bgSNdNyMHz8eANCnTx8fY8fgQw89BADYf//9fYyPcC666CKXrZkYp9euv/76Lqc5KfNQdM/tuuuuLnNMZfv27VtcMyRzTGioVqg5W4FoM7UsBSYM+y5y+iyng+ZxmMncFkKIgughKYQQCeQyt80MyVKXMESoCg1fy7xXXG2EMROAPdqcSsWYp4zL7pu5DoRV8zRzJa42ntFM5jZ7qdO8xWWTti71Nre5LqEdwfB62T4DwtEbbKJOnz7dZduX7NFlj23Xrl0BxFcGqmVsru3vuB7doXt17NjRZfPK33333T42cOBAl83jzOl/22yzjcu8LiHsmAOodLrk47BXX33V5c022wwA8Omnnwbn+uWXXwKIRrdUE18ahzRJIYRIQA9JIYRIIFel2rxmtmHFL7k0OxMys/mepm6zqt22bVuXLX0JqKQ9sQrPpod52nguaaXoQyZ2M9GpUyeXG23uM800FyBqypmXnwOtJ02a5PJhhx0GoOK5BqLpr9xhcObMmQCA3Xbbzcd4T1qw9Q033OBjJ554osuLFi0CULwKEZAvKeCDDz5oMcYmNsNpnIYFdQOV7x1Hl1hnSwB46623WvwvY5WrgMrnxcdl/HnZ69nc5+6YoetnQZqkEEIkkEuT3GmnnQBEa8FVg/2SxjkV7Ff5+uuv9zGOWTvyyCMBRFMJH3/8cZc33XRTl+1wPi4ey+rlbbjhhtW8hYaSlpp35plnJr6eX8POhTyaC6feWVpZHJzOxg214iiagsgai/XjZs2CY2/N8cd7kusaLly4EEB0H9n3AKg4DYBKKt9ZZ53lY/vuu6/L5phcfvnlfYzjL3/84x8DSH//cS028qybzZnvD+SzGtlJGsJSFYH0mMYLL7zQ5VBNzpNOOsnl4cOHAyheoGZxpEkKIUQCekgKIUQCDU1L5PQsrpJih+RW7ScLfDDOaVHHH388gOgB8OjRo122w3OuTMJyCDb9zRyJqx7TCGfF/PnzXebe07bGRx99tI899dRThe5Vy6o8tYiTnDJlisscx2gMGzbM5csvv7zFvXgO7777rsvm2FtnnXV8jDv1nXvuuS7b53/GGWf4WN++fV229iCnnXaaj3Fa7JAhQwAAl1xySYv5M3F7jsft/XAcIzs7Qq1YeA0s5jDUaTCORx991GU+ZjC4/cO0adNc7tevH4BoDUhOMQ7tB/7eb7LJJgCiRwRpXVQVJymEEAXRQ1IIIRKombnNpnM1qrnBZdytOXlap7M4uJshdzk0jjvuOJfHjBmT6x5JNDotkdOy9tlnH5fvvPNOAPEVXUJbIa85nSd1tRbmdlyMq6WS9uzZ08fuuOMOl7majJFmujNshr///vst/m5RFEClw5+Zl0B0nSxqo5pqQXn3nMUXc4pv6O/svU9LKa3m/rzucanFi9+DTWiOCX7vvfcARL3r7Km31NJqO2JKkxRCiAQa6riJw37VuABB6Jee46a4gABnRdgvicXJ5aUajapRmqT9gnKxBD7Et+wi1ra6dOlSp9mls/i68twtnpOdahxrmdZSwOqNcm9xfu+h17Mmas4wblnCDkBuLvXwww8DiNeMrrvuuhZj1nALqGSW8HqEnIVxRSvS9lye/Rl3rxDsbLHsOO6Vvcsuu7hsdTqBSgwqZ8+xVbrlllsCiMa68rpYzcrnn38+cX6MHDdCCFEQPSSFECKBpjS3DU672nbbbV2uJh0yFP9WBjNmzHCZnQONLurAMZFm5nEdQ07tZPL0ay5KmY4bg2No2cS12L44p6M5Y8zkA6LOjoMOOshlq5FohS6AaFe/UGxiNeZsCF47jgk2xx3PpQzijqOq+f7ZZ2cpoEA4xdHiTIFogYx77rkHQLRHOGPPEy50IXNbCCEKooekEEIkkMvcNrU4TyfBpYFGx0nmpZYphllJuk9o7dJSztK6YnLVI45tZLPNSGvTkQbPn+dl7zmuvqHF/nFsZeiz4WuyJz20bmnHEK2BsWPHAgAGDx7sY3lN+9Dr45AmKYQQCTSN46YRWkxZNFqTbK1aQ5Ljxt4TOzW4KnZa/2ZzAPB65MkMy7JPQw6CasjjNKvlnvv+++9dtpqXzfT95DqfXBjH4AZu3DTMqNZJJk1SCCES0ENSCCESyGxuc6J4WiJ6aydUUr5Rps/SRFJaYqNNvDyEUgmzcP/99wMA+vfvn/k1vD5sLlurFO5/3atXrxav57Xm45q8RwaNIBR/yrRr1w4A8MUXX7R4TRLSJIUQIgE9JIUQIoGm8W4vSZRlbjciVZAp+xih2rRENhHT1qRe6alx9+LKTNw3ulbXZ5njJ0MVg7jHvFWGWhJQnKQQQjSAXH23l0a4jqBVOK6WoplKjdIgjWazJkLrERcjGtIYivYcZ42QNcXQvfh/rdgFN7EKwU6TUMZOHCEnEb8mj/bI6zpo0CCXb7vttqqvVQ0dOnRwecGCBQCi8bFcX9TeY1qcMHcmyII0SSGESEAPSSGESCCz40YIIZZGpEkKIUQCekgKIUQCekgKIUQCekgKIUQCekgKIUQCekgKIUQCekgKIUQCekgKIUQCekgKIUQC/w88Xwl2hOu15gAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2660, D: 1.315, G:0.8343\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2680, D: 1.452, G:0.9861\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2700, D: 1.345, G:0.8842\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2720, D: 1.263, G:0.7795\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2740, D: 1.327, G:0.7903\n" - ] - }, - { - "data": { - "image/png": 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ixAiXL7roIgDB3+Htt992OclhVEScZJ6w9mf9tPlce/Xq5fJ1110HoK4XOQA0adIk9Lhr1qwBEPzPHnzwwS5bXOypp57qY3fccUf5J0BIkxRCiIzoJimEEDHUjOMmKm0wjG222QZAsO8xm0ajRo1y+dprrwVQ2aIYlTR9wo7P38+mzX333QcAOOGEE3zs8ccfd/nss892ecaMGQCCcYVsBhWxjVFpx82+++7r8s9//nMAQbOZTffnnnsOADBx4kQfY2cNm5u29cNrkk3EpUuXAgDuvPNOH+NzTTLHw2J7q7Xm7HuT5v/JJ5+43KxZs9BjhWHrEAAmTJgAALjqqqvKm3AMMreFECIjukkKIUQMqepJZiWsgnCSic1q+Xe+8x0AwLHHHutj8+bNc3njjTfOZZ61RpjXM8lc+Pzzz13+85//DCDo8d5tt91cPvzww122qjWNGjXysdGjR7s8fPjwsuZebcLW3NSpU122OFqO5+OtCvO8svnH12bAgAEuP/LIIwCAG264wceGDh3qssVRbrrppj7G5qh52HnN8//D5EpETtj6Yq8/z7Vfv34AgOnTp/vYj370I5d/+9vfAghuR/Ca7dSpk8vnnHMOAGDIkCE+tvvuu7tsWx4cq2pbb0Bw+y1PpEkKIUQMFXPcNG3a1OW1a9eW/fnGjRu7vGDBAgDAZptt5mNWrRkIbpjz075SVCtO0pwD119/vY+tW7fO5TZt2gAIzo9jSk8++WSXLSaNNSfTpoDis0b4O/Igqf/J4sWLAQAjR470sUsvvdTln/3sZwCAgQMH+hhfZ64XOXjwYADA5Zdf7mNXX321y7Zuf/3rX/vYT37yE5dNq3311Vd9jK+F/Zc+/fRTH8u65qJimi0WlIt1cGVvs1RsbQF1sZOlwP9PXqsGO8os0+7RRx8t+fhJyHEjhBAZ0U1SCCFiKNRxwzF2aUxs5sADD3R58803j33vihUrXDZzctmyZZm+P8qEqaWmZHvvvTcAYOXKlT7217/+1WUzNTnd02L2AOCMM85w+R//+AcA4KWXXvKxo446yuVaOu9SsHPn35EdJ/PnzwcQjP9kp8HRRx8NIBg7uWTJEpfNmQjUOTF22mmnescHgHfffRdAsP3EvffeGzt/vt5sZudF1O/JZrbBZnHWLZEwE5t56qmnXDYzm7dM+B5TFNIkhRAiBt0khRAihkLN7azl8VmVZ7XbPIkcu8VYPCAALF++PNMcjFo1L7t06eKyeUj5unGqocEmI7/3pptuctlSGK0iU0MhqfIUv77HHnu4bGbbPffc42Nsjlu1mah1YNsTQJ13+sILL/Qx9m5/9dVXAIAxY8YknoNR9PrjrQWOaDD4WjGtW7cGENziKWeuW2+9tcuLFi0CEPT6c9SKefXPP//8ko+fB9IkhRAihqpk3JQKP5HY8WOOm48//jj0vZxxU6saYF5wTU1zyLDWbdkdQHj8Gmv7fD1NS7/kkkvym2wFSPq9+Xw53m7y5MkAgo4A1mgsRo+zlThe0LRDAHjiiScABON1zfEDALfeeiuAoPbJzsgPP/yw3rxZuzQ5z0ZmYdojUKfJcWV/ztIyJylbJ127dnV57ty5AILXlS1A6xwA1GmSV155ZehcLDuH41MrEZMsTVIIIWLQTVIIIWIoJC0xr5Q13rTlggpWHp8T3TlljlOk2KSpFNVu38DbDXz+ZhKx6cPxfZyGZ6ZmniZdElnSEs2BwDGy5ThxzEnDrQc4DjKpeAKnd/7ud78DEGyiZiY4UFfPk50dSSSZ20lrjrcGeBvA2irwue66664uv/zyy7FzSfqPd+zYEUBdKjEAPP/88y7/7//+r8tjx46NnWsafvrTn7psLTgYpSUKIURGdJMUQogYaqZ9QzmYp41jBKdNm+Yyl+WvpLloVMvcLrVj4P777+8yX7dqbE0weVQBKsfEto6QQJ3py9fO2gUAwKBBgwAEPbPs0WYz3WTrFAgE4ww5HTEvsq65hQsXutytWzeXw7ZoPvvsM5fNHD7mmGN87K677nLZPNbcaZP/t2zmh7UE4e0gW5+HHXaYj/FvlAaZ20IIkZGajpNk+OnITyJjiy22cJmj+O0JuaHHSwJ1T33WdrjOYdg1YIdDu3btXC5C26kEfI5hfdv5dY4Ltev0+uuv+xhfR2u+xZXeuaEVOyNM67LYSwCYNWtWuadSUa644gqXOSbZrgFbGUceeaTL7du3BwA8/PDDPsZryjRNXoecxXX66ae7bPGjBxxwgI9x33dr8GdOOgB46KGHXC7qPy5NUgghYtBNUgghYqgZxw1vDCc5W2688UYAwIknnuhjbPowYX2Bw17Pk2rHSfK14LSvBx54AADw3nvv+RibNhuC4yYKS/vjlD9uzmUxtxzbyHG4FjvItRz5dXY6WHwvm509e/Z0ecqUKQDCtwPSUtSas+NyIy/epiiaL774wmUz7flact/4NMhxI4QQGdFNUgghYqgZc7scrBILm5VWbQQIViEJg9MdzUwqJ9UqiWqZ22+//TYAYK+99vIx9jr26dOn3me23XZbl++++26X99tvv/wnmEDe5nbY7xzV69q68nEMHm8BmZe2lHYBzz77LIBg7CHXk+SKOnmR55rj2pJWOcriHYHKxh6zV9xiJnltchQGm+alInNbCCEyopukEELEUEgweVIj+HKPAwQ9gWEqMqvljH3Oqp0AQTMo7phAfhWNKsGDDz4IIFgRKcxr2qRJE5e5ysoPfvADlxvSeQPha47NTnv9b3/7m49ZOwCgrlOkBTQDwfYLYWY2Xxv2mlvR2DfeeMPHuCulFY/lKINqw+uAq/DY/6eSJjZvkzzyyCMuH3744QCA22+/3cc43bEopEkKIUQMmTTJqDivvJ46fJywp9vixYt9LKw/MM8rqu+2bQazpsDaRlKRhFrStKwdAcf/8bnYU7ecDe4jjjjCZU4RM221UtciyToJ66vNshX14HNgbH1YLUgAGDx4sMtmqbz44os+xkUtrrrqqnrfy60ejj/+eJcthZHrfnKxjLD5F73O+P/FVhcXoKgUXBOU248YzzzzjMthzrm8kSYphBAx6CYphBAx1EycZJJpwdVZrN4d17CzlCUg2D/aNqT5+EVvQlcyTpJrIu6yyy4A6hw463+/Oaz4WjG8fTJs2DAAwc50RVNKnGRU+qq9t0OHDj7GDiwzZxs3buxjfO3mz58PoK4rIhDscGjf26hRIx/r0aOHyxxHaCmMFnu5/rmErW9uOZLUK94q80RVeMq65v70pz+5bNfI1hZQVxEpb2ze999/v4/xlof9BkWkXcYhTVIIIWLQTVIIIWKoGXM7Ca64Yp5Ijk3jajdsElnqGZtZXDi1CKpdBYgjDWbPnu0yd8ELg4sVm6nI53LUUUe5bF3wzKOeB+WmJbLpbR0IH3vsMR9jL78Vd+UqP+wZtTUxb948H+P0VjNto6Io+Fg2L45H5W0Ai/Pr37+/j/FaDvtLRqVThn0mzZrjClC8TWHFrDmGNipCIA22zQEEr5HBUSn223D7kazI3BZCiIw0GE2S+xa3bNkSQFCLYU1yyJAhLodljhQdW1UtTdK0ZdYkuWCDXS/WRAYMGOAya2HmFOF+yezwYSdPXpSiSUY5QOw35Swajj202L9bbrnFx3r37u3y1KlTAQDnn3++j3EcpLUJWL16tY+x44iv+bhx4wAAI0eO9DHO3rF6qFyghZ0h9vuEZYZFkXXNcczmW2+95bI5bPi8+bqEtfkI+41Yq7frU8q8w37jPB2v0iSFECIjukkKIUQMhZrbSWlXaY9l5sDAgQN9jAsIcOdE2xjm0zRzHQiaEXlRbccNk9QigB0RXAr/kksuARBMEWMzp5S6iuUSZ24nFdyw1znekB101gGQnVe8pt555x0AwXW6bt06l8OuHcdZcnsDqxfJ14vbPpgTho/JTqI09SbzXHP33HOPy5ZOya0o+L9WBJwiyYU3LGaSa6RmRea2EEJkRDdJIYSIoWLe7TQVTcwLCNSlyQF1pt4111zjY2YuAcF6c+aRZU9h0RVV8jR9OOaTzT+DvblmpnCdQo4vtdhHrvLCHtbOnTu7bGZnUh3PPMni3Q6Du2lyawqDPfvW/oO3X/h6Dxo0CECdlxuINgst5pCjKJiwrYOsnRPzXHNWGQuoOxfeXrFuj0AxbT4quUUlc1sIITLSYOIkGYsH5FqJHBs5fvz4ep+pRN05o1qOG4uJnDBhQsmfqSUnU5wmaXGE/JunYezYsS4PHz7cZWuSxrUKwyqbs5aX5JhM6iWfdk22bt0aQNCpVvTvyOfNWq81nZs+fXrsXFg75cIc5czVrlee/19pkkIIkRHdJIUQIoaaMbc5tnHlypVlfz6qaRgn7qc5VpoUqFoyYRsSeffdToJTAW2dpE15q3ZLD625dMjcFkKIjOgmKYQQMdSMuV1tcyVPZPqko9LmdrXXXNT3p+l5viGsOdvqKCLlNQqZ20IIkZFMfbfzJOuTPCxLoBTyir9rqGR1UjU00p6vZS599tlnPtalSxeXuQZjqURpf7VoSaX9f5VDJTXIcqjNWQkhRI2gm6QQQsRQsuNGCCG+jkiTFEKIGHSTFEKIGHSTFEKIGEoOAWqoAarVoJzA3u23395la76eFmvbyW1TGSu2u2TJkkzfUwoWMlJOuEilg8k3JKoVTH7SSScBAO66667Q163o9QcffFD4XCyEqJzQLgWTCyFERmomLbGhYuXruVjrhpAiVjR2jeKCqPk1K4o7bdq0Csyu4aE1l4wVRuZiydIkhRAiI5k0ybPOOstlLovfkEhTTCCJpKc618vkOppfdxrynmS10zuT1twXX3zhsrU/EdIkhRAiM7pJCiFEDA3ScZNkInM3NWvlsOmmm/rYp59+6nLRHdiSrluLFi1cXrNmTW5zyIsoM9J6TnO/6aw0ZHO7HDp27AgAmD9/fm7HrCXHDbfFKKe6VlIIT1hnxqzI3BZCiIzoJimEEDHUtLmdVN7eYhQB4JVXXnH5k08+qXesq666yuUf/OAHLvfq1aveezfffHOXP/zww/ImHTHXSrLrrru6PHPmTJfN9GEzb8SIES4PGjTIZcve4YygPM3DMGrZ3A77mzRt2tTlrl27urxq1SoAwPvvv+9jRRetrfaaY+95hw4dXF6xYgUA4OGHH/YxNqeHDBnicvfu3QEAb7zxho8VXaRM5rYQQmSkpjXJKDbbbDMAwXivRYsWucxzNSfNnDlzfMw2gJlu3bq5/Oabb7q80UYbAQD+/ve/lzy/qKe6aRs8l6y0a9fO5aVLlwII5sla2wEAaN68eabvGjlypMvXX389AODuu+/2sRNPPDH289wP/V//+le91/PQJPfff3+Xn3766dj3sqOMHWhxRP1dON7VNMlKErXm7L/y8ccf5/ZdlrkCAI0aNQIQ/D1Z5t+8VNiJyhp42DHD1lE5SJMUQoiM6CYphBAxNBhz+8gjj3R5/Pjxse9dt26dy++++y4AoGfPnqHvtU1ki5cEgueaZpO9kpvo3LHv888/BwAsW7bMx/J0Eqxdu9blY489FgAwadKk3I6fh7ldVNfBvn37AgCeeOKJ0NfZBDUTl8eKpug1x04qdmZaYZcrrrii3lgecJxuEU4cmdtCCJER3SSFECKGBmNuczzjiy++CCDo0d52221dZnOzdevW9Y518cUXh8oGe8/s8qStdpzndbPjRsVxTpw4EUAw9jEstvGCCy5w+fLLL3eZPeUDBgwAANxxxx2hcxk8eDAAYPbs2T7GsahmjpdDLcdJPvbYYwDqUgoBoFOnTi7z3NlErBRFr7kmTZr4mG3rAHX/C36dYx9///vfAwDatm3rYxY7CQCjR492+b777gMQTDu06BIg/Lyybq/I3BZCiIzUtCbJGl1YAYrPPvvM5VGjRrk8ZcoUl59//vmyv+uvf/2ry/379y9tskRRT/Xhw4cDAMaMGeNjPXr0cNm0Ov7+ww8/3OVHH3203utcgCCpMAEXs7D4NXZ4ZaXWNEn+/iRLYkPVJC3Olv9rViUeAJ577jkAwThM1gSPPvpoAMGMHIaPyzG9Bv/v7XvNkswDaZJCCJER3SSFECKGmjS3W7VqBSCYCnjNNde4fPzxxwMAZsyY4WP77LNPpu/kDeJyUhDDKDpmLczEBoDtttsOAPDRRx/5GMtZefnll13eY489AATNoaznmoe5bWlyQDBeNo/5xPHaa6+5zL9PFthsZ1OU66EaWddckgPEzGogaG4vX74cQNDpV85169evn8sWX8mxvc2aNXPZCtfk+f+SuS2EEBnRTVIIIWLIzzWZEfaSWhwVq9JsOlk9yBdeeCG3748ysW0OLVu29LE0NSbL4dVXX3U5zHQbNmxY6OdmzZoFIFjbMKu5zbX9uLZkUrsLMxXZZMyzRUYUWU1s5swzz3T55ptvjn3vCSeckNv3GuxRDzOx84SrIK1evbre61xdic1hq360YMECH2vfvr3LFj/J65h7p/P6sH7YXI+S68Ta64ceemjsueRZJQiQJimEELHUpOPG7v5R8WZt2rQBEIzczxOubM4NxEqlKMfNNttsU++Yt956q8sW0xlWbIHH+bqW86QN+1xU7cA0511rcZLXXXedy2effXbse6s916Kdhfzbb7nlli5b1lvUbeTxxx8HAJx88sk+xppkknXCNVCt/ifH83L2DztfjSSHlBw3QgiREd0khRAihkLMbdusZVW4nONbShyXbq922hcT1erBSDJ9oooFvP322wCCjpcjjjjC5T/96U/1jp9kOrNps++++9Z7PaqvthFVTMNqS5522mn15hcFt5XgzX2j1sztpL8GO8VKbf9QFGnN7WOOOQZAXXGJ9THH3Y9//GMfY3P3pZdeij2+mdnc5sN6tgPhjjZOCx44cKDLtj7z/P/L3BZCiIzoJimEEDEU6t0up9YbVwmx1DL20nIPYzN3y0l/4rlwjcRTTjml5GOUSlZP48qVK102jzZQlxa45557+hi3VFi8eDEAYOedd/YxvobmfWYvdDld9Ngc33vvvQEEzflaSEssirC1xrVIL7nkkgrOpj5Z19xhhx3m8oQJE2Lfy+sg7Ls45tkqR7HZ/OSTT5Y8Lz4vM905ZpVN9zTI3BZCiIxULE4yTKvkMa5VaE8i3qA96KCDXJ48eTKAYOQ/H4tr1NlTj+MFy6kynoasT3Xu28yOE5M5O4h7S1vWAzt7GKtCzk911jrDinxwpgTHsXEmjsHOC8sQiYrDNG2WX681TTKpnilr8ZVcX2HkGSfJMaHWX52rsL/zzjsu27myk5UdO7Y+uWEdxx6zJWMFWribADt8dtllFwDBcw3rIlAO0iSFECIjukkKIUQMVUlLNNOEk/a55cLpp58OIOiguOuuu1w+77zzAARrTFqi/fqYM4PNATMhgDrTIs9+zWlNHzOnOR5xq622ctlSwLivMRceSMK2MdIWmmAz8t577wUQ3AbhFLI01Jq5zdg1Y/OO5SQT+4ADDnC5HMdFqaRdc2HtGRg7b/5t+b32vVZ8Agg6C60eZNoCHXxeFud76aWX+th+++2X6rhhx49CmqQQQsSgm6QQQsRQMXOb09A4PS2MK664AkDQnOaKLJYixR39dtppJ5fZtLE4PvOcAcBee+3l8rnnnguguK5/Wa8be5EtPpQ9ztw2oGjCYll32GEHH1u6dGnoe0ulls3tpAoySaly3N6Ar1OplFPNJut143OxtFvrnw0AV155pcthKchFbV0Z7D3Ps9VKFNIkhRAiBt0khRAihpopusvHN080B5pysO7UqVMBAL179w49FgdFX3bZZQCAUaNG+Rh7j01dZxW+Wt5tY86cOS5zRaA777wTANCxY0cf69mzp8thzd2z0rRpU5etgCpQ1y2RA/rDip6WQxZz2747q/kVRdKa4LkefPDBAICJEyeGvl4ERRXdtfU1fvx4H+P2CmaaDx482MceeuihTN85adIklznxweCunbvvvnum75K5LYQQGUmlSZqmx1pEEURtAKf5/qhUPztGVi2IyfOpzpqkpXhtu+22PsYFOm688cZM3xVG3759XX7iiSfqvc4Os0GDBrlszrdytPJadtwktRThudp7omIn7b1ZLRamKE3SYiJ//etf+9hNN93ksv1v8rwXcKpq2PVmq5LjL20u7NBNQpqkEEJkRDdJIYSIIVVwYJJqbep+UhWVpHgqToXiXsBWuYb7U0dhjodWrVr5mJmCQLDKSLWxWNKFCxf62G233eayxadFxaTliZk5999/v4+x+Wivc/uKsFYWDRmudhNm9vGa5RqgFhPJtQ45bjRPM7sI+FzNtOX//Pe//32Xw6o8hVWTKgVLt426PnYPYROb31uOmV0O0iSFECIG3SSFECKGQuIkjz76aADBajUch/juu+8CCJojbMrZlLiaCKv7SfGAXJHEOtpZNSAA2Hrrreu9N0+zNc/2DS1btnTZzCBO6+Sy+6VsP8SRtBR4y8S2UorsXFdt7zZXoZo+fXq911988UWXuQOmtXV48MEHfSxNq5G0kQFZrxt7j+3/w9tdvF3FFbXSkGbrgVM8ly1bVvj3S5MUQogYKtYIbPny5S5beXarNQcEN2Ot3l6/fv18jDeI7enBTxTLAAGAGTNmuGzaz7x583yMMwas8AU7S7Im6Gd9qvNnfv7zn7tsGTf8VOfez927d6/3OpfC32effQAAbdq08bEbbrih7PkBdU4ajpPMSt6aZJ6/YxJ5Fl1IQ56aJJ+LOUN4jNec/ZfY+uF6k1bMg+vFnnnmmanm9fzzzwMIFqjJijRJIYTIiG6SQggRQ8303WasZUGfPn18jDfBw+KhOCbzrbfecrlt27YAgs4ea4MA1MUm5tnhLk/TJ6xwAG8zzJ8/32U2ifIiqg6oXS++7lnJw9y2mptA9rhNrqFoNUzXrVvnY40bN3aZ24MUna4bRp5bPEn/Vd6umjt3LoDg+WclzNxninKyRiFNUgghYtBNUgghYqiZepKMNSFnj9mSJUvqzaWUqY8YMQJAei9uGooqpW+mLZtzLOfZgsKo5O9eC3GSFuO4vmzw9gLPN8/tmjTkueY4HZg92QZHinBblLyo5poLQ5qkEELEUFVNcsGCBS5zjcSkenxhTJgwwWXOQqkGRdX2Szr+rFmzAASrNXPMnjmveIw10Uo+wS2rg6vP14Im2VApes1x7CM7QS3+mWNvJ0+e7HL//v3rzY//15X8jcPuK9IkhRAiI7pJCiFEDDXjuOGkejbBGiJFmz4bKpU2t9kJE1YXsRzYaRZWOzUJdtClcQJpzaVD5rYQQmREN0khhIihZsztDYkNwfQxky+pXmTWSjtMkeZ2WGxtnuZ2ElnN6SQ2hDVnlbi22Wabin2nzG0hhMiINMkCKPqpHlWHs6ETp0maYySNU6TWKOJcNgRNshpIkxRCiIzoJimEEDGUbG4LIcTXEWmSQggRg26SQggRg26SQggRQ8lVWjkY1rYx0wYSJxXNtRAJzof96quvXO7SpQuAYC+bqLmmCdzdZJNN6n1vVIhF2DlEBSzbeNK1yhqgHfX5jTfeGECwb0jaLemw3zAs9KSc46tUWnoUApQOhQAJIURGUgWTm3YUlcplmhxrguU0bLduaazxhFVZKSWtrFGjRgCCxWVZuyw1HS1KOzOt88svvwx9/ev0VA/T4KN+I+uux7+LNMn0fF3XXFakSQohREZK1iTD9tZ+8Ytf+Ng111xTd9AyGnWt/5lSPte0aVMAwNq1a0s+ftST9umnnwYA9O3bN/RzaVLHkp7qrVq1cnnVqlVlH78WCPuNba8YiN4vjkOaZHqS1ty9997r8nHHHVeRORUFWyxsnaRZL9IkhRAiI7pJCiFEDIVUAQozxSz8BKgLq3nhhRd8rHfv3i7vueeeAIDXXnvNx7744guX03RTjDLnu3btCiDYDW7RokUu2zZDVIe1JAdE2HXjrYukzm1h804KceLjM/b5qOsW9l1RbQk22mgjANEOOZsDz5WvUdz8wuYj4qklx02eNUbDMGcsAKxbt67e92YJOwtDmqQQQsSgm6QQQsRQMXPbzFKgzuyKUsvNRGOzkU21rJkdcXNe/3uL8G4XjZnCQND7Z2Xxf/SjH/nYpEmTXG7btq3Lv/nNbwAAzzzzjI8NHTrU5aTrsvXWWwMIbl0k0RDM7R49erj86quvhr7HztmuQSWo9pqLolu3bgCAN954w8eaNGniMv+vbRuOt2iKbrEhc1sIITJScu52OdjdmZ01SRk3/PQzx0LUXT4sdzwJ1mRZC7Jj8evlZAeFHb8o7AnL5/3OO++4PHr0aADA+eef72O///3vXX744YcB1DnGAGDmzJkut2/f3uWzzz4bQFBzYmwOzZs397E1a9a4vGTJkoSzqT5ptJS3337bZXb2cd/4SmqQ1SBMa43SZN98800AQe3w0ksvdflXv/qVyxY//Morr/hYz54985p2aqRJCiFEDLpJCiFEDIU4biyOKSyGCagzw7koxGmnnebyPffcAyAYz8cm8rvvvgsA2G677XzsL3/5i8vz5893efHixQCAG2+80ce4cEbnzp0BAHPnzvWxrKXWsm6i82d4k9vmstVWW/kYX7fly5cDCJq93bt3d/mWW24BALRo0cLH+FrwNRo+fDgAYOXKlT720Ucf1ZsXp1WW4zwLK5LSEBw3HKPHnSr5POzaVLKzY9GOm80339zlHXfc0WX7ry1durTkY/Fc2XFja5X/i0Ujx40QQmREN0khhIghlbmdlP6T9PpNN90EABgxYoSPPfDAAy4fddRRAIKe04ULF7psZszjjz/uY7/85S9dPvjgg102037YsGE+tvPOO7ts5uKpp57qY7/97W9dNhO3nFSrrKYPm8Ns4locWevWrX3s8ssvd9muweeff+5jnFZo5xK1hXDIIYe4bMd46aWXfGz33Xd32eInrfYnEDQv08S0NQRzm+FqTuPGjXPZrhlXxiqaosztpNqxWeF5h6XdFo3MbSGEyEgmx03UE8sOyU/aDh06uGyxfR07dvQx3hi2eD5zHgDAiSee6PL2228PAHjqqad87KCDDnKZ499M++L6hmPHjnXZ4gg5to2dFdxbp1SyPtUPPfRQl9khde655wIAbr/9dh/j+EzTkKdNm+ZjXBgkDH5qT5061eX99tsPQNA5tnr1apdtw52dF0lEFcswalmTtOvEWn5ULdBqzLtWM27COOGEE1y+++67XbaCNnwvuOGGG+q998MPP8xtLtIkhRAiI7pJCiFEDIXESTZr1gxAMAaKYybN7OIYwC222MLlGTNmAAia6OyMsJS3u+66y8e4lQOnMpnpOmrUKB/7r//6L5ft9DfddFMf+/jjj2POLkhSvB9fNzvvqPg5e2/UtbbPc9okO7fYyRMHH/+2225z2QpgAHWxcEceeaSPcZECi3EN23gvBXOo8XZGLZvbdu2jamLymrEUxUrOv9bN7ZdfftnlXXfdNfa9HOfcqVOnwuYEyNwWQojM6CYphBAxpKoClNQ+wTyeW265pY9xCqKZm2wi83vNDOeWDvzec845BwDQuHFjHzvmmGNcfvTRR13eY489AATj/XbaaSeXly1bBiDoMeN6jPZdV155Zf0TRXnxY0lpaqb6swkdZvqzOcVpcpZiyNeavfZ2jhdccIGPff/733eZtyksAmGfffbxsddff93lNOmaTJqogWqS9NtxFSDbbhJ1RFWTCqNoE7tcpEkKIUQMhThuzAHAWTJXX321y6bxcOzjDjvs4LJpqly8gTMa7KnOMX7smOH4SiOq9l+YRhR2SVi7nD59usu77bZb7OezbqKHxRZylgtrsvb6Lrvs4mMDBw502QpYcIVxrj3JWulJJ50EAHjyySd9bMWKFS6HZVVFNWgqlVp23BglbfT//3VZRBOsKGrdccNxylwgI4xqObyikCYphBAx6CYphBAxZDK3+/bt6/LkyZNdtphHTu9r2bKly1bDkR0o++67r8tWbKJp06Y+xnGSZq5baXgg2MSKzT6LKeQYQo4HXP99pZBU9j/J9OGYzE8++cRlu0ac/sdbCpaCyDGlVi8TqCvi8eMf/9jH+BpbHU7eGOcWG+ycsMIZ9lsBwNFHH13vXMqBtwm4jqVRy+b29773PQBBByLD64tTFytFLZnb/P9LSotlqp3OGYU0SSGEiEE3SSGEiKEQ77bBbQa4hqN95SOPPBL6OTOt+fO9evVy+Q9/+AOAoJea1XpOdzRzlquJcLe29eeUB1lNH/akcxpcWJ09rtJjMY99+vTxseOOO67evDgOk01sa/8AAHvvvXe977eY0qKoZXPbtliSUkqrRS2Z20xSOmctbVNEIU1SCCFiKKTvtj3JfvjDH/oYx+49//zzAMI1PqBOk+IYRO7jbJpQVIweO3nMSWLVzgHgf/7nf1w27YznyrGBSRk15kyJelKmgZ1ISc4O1u4so2bWrFk+1r9/f5dZ6zROPvlkl7nYhWXfsKOCNU2bV9rMmaSsrVqjkk29NiTC/hfsTOQ+5rWKNEkhhIhBN0khhIihZHM7KTaQMTP4vvvu8zEu096uXTsAQVMrrPYkF2fg2L4PPvgAQLCRmDlzAOCUU05x+Sc/+QkA4MADD/Sxfv36uWzNxPicOHYwLM6LUwXTmNlRTcXCUv3YxLbfgK8bb1mYSchmNReoMNOYj8nFMCZMmFBvrnfeeafLBxxwgMvWLI2vFcetJjWDs3Pgzzc0aslBUm2SetXzOuN10hCQJimEEDHoJimEEDEUEicZZmqxuW7893//t8vscTZzmtPvRo8e7bKlQ7Lnl1sLcEWhLl26AKhLyQOC9f7MBOWS8rYdAABz586tN+8k8oxZCzPNo7oO8njY6+X0ULaOdZtssomPjR8/3mXzinfv3t3HJk6c6LJtU6TtV77+Z6tN2Ny5glJUvdFKUa04SYtl5vRYJuy6/fSnP3WZO39WA8VJCiFERnSTFEKIGHIztzmY21IAWa0OOxYfk9s3mInHrQU6duzo8i9+8QsAQXOcvczsCR8wYAAAYMyYMT52ySWX1JO7du3qY+zR5sLBcfC5sHcv6bqFdVPkKkXvvfdeyZ+3n5LbWpRThYUxc5tTxdicP+SQQwDUebkBYM2aNfXmkhQsHnXd1n+taMw7y1s4fO3C5pLUZqOSVMvcLjWd94gjjnD5gQceiH2vJWgA+SZphCFzWwghMpJJk2TtkeOgwg4ZFkfFx2Ttx9Ly+KnOmOOBj8mpiFzU4ZZbbgEQjCfkVDtzQHA9TG71EHYuPG976vHTj+eS9alujiegrgQ+nzfXpiy173YUYYU1uEEa1wc1DZfP9YwzznDZ1kOSJsDnsr5DqRqOG9aGWVM02BHGWnZUnclKkacm2apVK5dXrVoFAOjWrZuP/e53v3PZHJ7lWAzcg9sa9QF1vz/HV3ODP7MmrUkdEO6sLAdpkkIIkRHdJIUQIoZU5nZSypkRlaoU9nneJDeHDI9xetx5550HIGj+cYriCy+84PKkSZMABE1JK8W//nmFzdvkqCowljrJcWLlOG7C4NhE3nKw+M8FCxb4GKcY2jYBp/qxOW5xklExbfxe+y42bTjd0xxd1pccCJ6rOTKi1kjYGqiFOEl2KgwZMqTe67w2KtkNMYms5nZSp0uOc+b/gpnjbKKHETUn68oJ1KXQ8lgS3BmVnbOlInNbCCEyopukEELEULK5XY6ZERYHyd5f82LxccJS5dijxs3NrTMiF+JlLxer62ZGXHTRRT7GXsnWrVsDAFasWBF6LmlMqqh0zFI9gEceeaSPcWWeBx98EABw7LHH+liYJ53Nbb4utn3B15p/F666dNZZZwEAhg4d6mP333+/y9dccw2A4G/AUQGlpD6uTy2Y20zYtkm15xRFVnM7amvMTOCnnnrKx3hNlfr/iJpTWJxvmzZtfIwLPReBzG0hhMhIpjhJK/EPAK+88kq990YdOk3p/g4dOrhsjouoKH4uZmFxhkuXLvUxbjBmm9D8dOT4uE8//RRAUGNjTFPk68Oxgayprf+d63/Orgtrgpb5AtQ5XA499FAfY4fUiy++CCDYCoM3s0075BqTV111lct77rmny6ZZswbPWU/mXOPsICtMAqRry1ALmiRnXnHdQ9OYuVZn2tYVRVCUJhkGx0SXWg807W/JhWdmzpyZ6hhxSJMUQoiM6CYphBAxlGxuc7wed/Mz2OwL24BdtGhR/S8vo9ZgEpx2yHGSZkawE2jatGku2zbByJEjfYydEebY4fmxaWLmBseWlWP6hMWfcqsJNn2mTJkCAGjatKmPhZnT1o0SAMaOHVvv+Jy2ee2117rMZrydw2mnneZj3JnRuku+/vrrcacXiPlkMy2MWjC3GU6J69GjBwDgV7/6VapjFV20Iau5nWdaY/v27V3mLZg08NbQs88+W+/1sLYy5VxrmdtCCJER3SSFECKGQto3hGFdC4G69gjsWQ2DzUqushI2l5YtW7rMNQ7NdGVP5IUXXujyb37zGwBBtZzfa3MI22LguUSl15Vz3cK8/mzuWsdJNic6d+7ssnn92ZO/++67u2wtBnhrgiMBeBuhV69eAIIRBFzbMikOMk0EQzXNbWvpwZEBYd/PNUw5LZaxilZpa3mmIU9zmSMWwuqphnnCL730Uh/j/1c5nHrqqQCAO+64I9Xn0yBzWwghMlKoJhnlmDGHjsUgAuFJ9VGEOWNmz57tsjlbAODhhx+uN8b18KwyOY+dcMIJsd/P57XzzjsDCMaJRj3VTQOM2kxOii+1AhS9e/f2seeee85la5DGWTph2RFcuX3UqFEus+PG5sJaa1iGVJSmaHNlzYznYsfnaxGnSVq8JtfXFHVErTkbr7YTrFaRJimEEBnRTVIIIWJIZW6XuinP5lXYRj9/NbdP6NevH4Bg/2uOXTQnDZfa32uvvVy+/vrrXTYnzK233upj9957r8thZkiSuZLktIgyfUqtw1ktOBbW6lTmGcuaRK3FSTYkqtUIrKEjc1sIITKim6QQQsRQFe92VizOjyvzRKUiJW0NhHmck2LhOAUzLH6ykhVZysFqa5YSSWAVnthrH0aec5W5nR6Z2+mQuS2EEBkpVJNMagQWVmsRCNfO+L1WW5KbVHGWDTesSpqXOZf4O8POtRxNuGhNMqlpUzlwvUpr3gVENz4zzMnDjciyIk0yPQ1Jk6yluUqTFEKIjOgmKYQQMZRsbgshxNcRaZJCCBGDbpJCCBGDbpJCCBGDbpJCCBGDbpJCCBGDbpJCCBGDbpJCCBGDbpJCCBGDbpJCCBHD/wHKc+j1D9O1qwAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2760, D: 1.27, G:0.9017\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2780, D: 1.26, G:0.8285\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 5, Iter: 2800, D: 1.304, G:0.9272\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 2820, D: 1.341, G:0.8217\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 2840, D: 1.349, G:0.8959\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 2860, D: 1.296, G:0.8942\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 2900, D: 1.375, G:0.8449\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 2920, D: 1.317, G:0.8937\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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", - "text/plain": [ - "
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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 2980, D: 1.424, G:0.795\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 3000, D: 1.338, G:0.7986\n" - ] - }, - { - "data": { - "image/png": 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xDU5FCjkreFO/f//+Llv85Ntvv+1j3LXQzBjeLGZzgWMmzYHAx6q2il8kIQfKuHHjXB46dKjL3NEuRLdu3QDUfuPb4O6WbL4VgZnZ7BBiB5ZtW1h3TKB0PwDgnXfeARCtZcimu61JXjtxzidbf7z+OR1y8eLFqddTK+x7w2bpp59+6rKNc0sTvq9WgMJil4Fo2xWLmRw1apSPxX3/qrENwZ9BVmehNEkhhEhAD0khhEigqt7tAQMGuDxz5swmr7PHm+Mgrd4hx2tZY3IA6NevH4BoquHo0aNd5io4oa5/7JVMM72zxIRWK0XM6mz26dPHx0ImBJ//tttuc9lSDBu1g2MRaYl8DPYuh+4T15a06AreAuIOm/Z+Xgc8Pzbr6kG1uiVaiiBfN8cvW4ohe8T5u2pbQBxRwvBnUI1uiGnIuy2EEDnJ5bhJq5cX0h4ZduZwoy7bOGanBR//mmuuARCNg7PYSiCaNG9FMNq1a+djtknPhHoNryrnJe/GtPUIHz58eJNjMqzBc1bHkCFDEo/PzdgOOuigTHMsl2plT8RpUWnaVevWrQFE42kref/qBK/5UN95K34ClD4/1h7ZQozTIEPnMuLudd61knXNSZMUQogE9JAUQogEcjlualmePis2x1rOr5JN9FADtTQ4Dm3EiBGFHLNSqp1ax+cQ6cStudD6z9vXvdGpxBkkx40QQuRED0khhEigLt0Sq81WW23lciW1FY0f/ehHLqe1PwhRr26JgwcPBgBMmzYteP40Tz3/r0UecHxptZG5nZ16d+hsrsjcFkKInKz2jpt6UO9f9aw9lOuNNMns5F1z39fvsjRJIYTIiR6SQgiRQNnmthBCfB+RJimEEAnoISmEEAnoISmEEAmUXSpN4Rjlkzccg9/DZaeqkYdtvVuAaB5vuf1A0sKNKglHUghQdvje7b///i5Pnz4dQDSf2VreZiXtMy0ynCh0rkpys3kutqZ5zgoBEkKInKyWaYn1Jk2TXGeddVy2Ln5M2i8xv77PPvu4bO0ZuDMdFxiupHKP/W8laY2VEJqLNMnsxK05Kyadpj1VovFn+d9qraO8SJMUQoicSJOsApXU9guRt8BGJaRprVdffbXLxx13nMuqJ9lY1DsVltufVLrnl0S1U2ylSQohRE70kBRCiARkbleBWpo+ab2lt956a5fnz5+feKxKQjfsvHGhQmussQYA4Lvvvks8DlO0ud1cqyFlIW7Nbb755gCARYsWBf+3uRPX5TSEbWPxFpbMbSGEyIkekkIIkUDZGTfNiZCZxmp1Lb3HaeYwY5kEnEXQv39/lx988MEm72ETY/ny5QCAzTbbzMc23nhjl+26X3nlFR/jjJsVK1Ykzq+SaynXzObsiaLJa1a2adPG5U8++aTs99k9//DDD32se/fuLr/wwgu55pUGr+/333+/yesbbbSRyx9//DGA9K2JcePGuXzWWWe5bOYur8NKtjnStnjOO+88l8eOHdvkXJXEXGb9rkuTFEKIBKriuKlGDF3W43ft2hUA8Oqrr1ZlLiGyOm5Cv8qM9UvmHOuhQ4e6fOuttwIAPvroIx9jraESQo6Z/fbbz+V77723yXt++MMfulxufjBvvK+qndbbWfjTn/7U5bfffhtAVLtcsmSJy2uvvbbL8+bNAwBsueWWPlZuLnxWinQWsiZqFkHcmkw7lzWS+/Of/+xjffr0Cf6vrQVeE6xdlps9VAly3AghRE70kBRCiARWyzhJM0sBoFevXgCAmTNn+hir82aatmvXLnistHjAEHxLudTZt99+CyD+XpZrOvzud79z+cgjj3TZTJuWLVv62NKlS13u2LEjAOCDDz4IHvewww5z2Zw/o0eP9jE2wzbccEMAwKeffupj//Zv/+byNttsAwCYOHFi4rWst956Ln/xxReR1+qx5n7+85+7vMMOO7g8depUAFEHTtzn1aFDBwDAsmXLfIydYrZdwiY6M3DgQABREzWNNHM7zZnCDjT+Ltj650IpIWdbp06dXOZU1g022AAA8Nhjj/nYXnvt5fKmm27q8gknnACgFNsJAHfddZfLL7/8cmROQNjZU4kJLnNbCCFyooekEEIk0KzjJONMiBYtWrh84oknAoia2MzDDz/cZKySeMA0zMQGwmlRlr4HlDyIaSmBhx9+uMu8tWDvs3hJoORpBYCtttoKQLy5zaaznYPjHdljbZ5fjum88cYbXd5kk00Sr8H461//Wtb/1Qq+xksuucTlSky49957D0DJ1ARKFcIBYN999018fyVmdrnEzd/iZHmdcwqjbavwVgt7+K+66ioAwK677upjvCZ/+ctfRv5v1XPxvKweKn//eAvGYj55fSdFRwDFVEmXJimEEAk0pCZpUfbPPPOMj51xxhkuz549GwBw8cUX+9iaa67p8umnn+6yVe7mXxn+9VnVWbDq/xaJaZDcg+See+5x2TTguF9KcwJxNXNz1gAlJxRvhpvDAQAOPvhgAMCcOXN8jDXFAw880OV+/fpFzgkAr7/+usvbbbcdAODpp5/2sVatWqE5cf7557u8++67A4hmOLEWktZLhTHtiI/F/YmeeOKJyDlrQVy9R3MitW/f3sfYSbPTTjsBKMXgAtF4WHPixMUuXnbZZWXPsWfPngCiDq8333zT5c8//zzx/aH46bw9dgBpkkIIkYgekkIIkUDDxEkee+yxLl9zzTUAovFSjJk+HLN2zDHHuHz55Ze7zKZBiOeeew5ASdUvgmrVk+zSpQuAqOOHN7lD9SL5/GnpnOxosM15TucMXQs7Otj0L7dBVD0bgYU+J15zoeIQjJmiQCkeFwDOPvtsANHtByskAZTiSS3VsQjS1hxvR7Hpb/VGeYtnzJgxLt9yyy0AgOHDh/sYf6cOOOAAAFFznmNN7777bgDRNcupsha7CwBz585tMhd2Yj355JMAooVe+LpDztm0AhiKkxRCiJzoISmEEAlkMrezpOploW/fvsHxRx99tMkYq9rsibSafuzxZdWfTcSiiDN97H6xicxxkmk1GM3TzPed4zDtXPw6e2jTCMWdsqeR0x3tdX4PX4t5FdPi2JhG6Ja44447uvziiy8m/i9HCey2225NXuetCI4SqEbf6bxbPK1bt3aZzWGLFeVqU1yv1FIrbYsMiJrbFhHxzTff+BjH6XLqp60ZM/EB4NJLL3U5tJ0Ut41g8L2wWE/+zsjcFkKInGSKk6y2BmnaB2eLcKGGEJwdwdphqK6hbQDXGtMgK9EeGbsvbdu29bGQ1lCJ9sjwr6ppC6w9MnZe1srTYgnr3Rt6VUKfA1sp7FSwGD2OcQ1pjwxrOdXQHovA1grH3rLWZ9oyO5n4uux/OQuHC7CMGjUKAHDBBRf42GeffeYyZ1yZts3ZO1zFPaRJhrRHhtecaZCVVsOXJimEEAnoISmEEAk0ZFqimSZpJjbDqYhcg87gzVquZ1cU5Zi4Zm5XYmKvs846Ln/55ZcAgGHDhlU4u/LgbYpym1Vx4YMQvDUTMrG5GEKtCX0O66+/vss777yzy7179wZQivtbFb5OS6Wr9rZUOaS1BDFzlLdKuAaoOV7YAcepgldeeWWT12+44QaXLbWYt7247uj999/vsjlX//SnP/kY1xsNmcl83rSWIbb+KkkxBaRJCiFEInpICiFEAg1pbnMcoREyXdh8mzFjhstcfcVMVO4vXQ3KqTaSdg0mc5waVymyii0cc8eYKRjXtTBkerG3ls0QTlEMYWYad27cfvvtXbbe3mltA/j9jcApp5zi8m233eYyV6QKwWvWOnQ2AiEzmz8TWxO8Zjg29qijjgIQ9W5bjUmgZG5bVSig1LoDKPUgf/fdd32MO20OGjTIZdvi4cpS/L2yefM2SShONy5mOmuEgTRJIYRIoGEKXISIqxBuzgzTVoCo9sWZEHvssQeA9EIXRZKWdM/xXtzb2WAHCschpv0SWlzfySef7GNcT/L5558HEHVicTMq/oW2WDZ2ZHCdQdMWrJo0ENW8DL7+SosN1GPN8T1gp1SaE8YKPQDRGqG1ImsjMPtebLvttj5mDbeAUsbLmWee6WOmHQLArFmzmpyrc+fOLlvNTNYk77vvPpe5Rqk5XK+//nofs6IXQMkhxFXeeU1ZzGQldUCVcSOEEDnRQ1IIIRJoaHOb4SZTljp28803+9hFF13k8jnnnOOy9TDmeKxqE2f6WO2+UHoVUDLpOB6MTYe0ODAzPfj/eJvBTOiXXnrJx/bee+/gvEPw67YVwuYOp0ta/US+FjZ97Lp4Y74RzO20ns4Mb4vwteWNj8zb6z3tvvE12nYIzz/k+ONtGf5M7R5wUQpuA2KOxy222MLHrM0IEN0O+o//+A8A0e8qO8ysuRw3FbMCNkDYCRjaZuDYXHPsJiFNUgghEtBDUgghEmhoc3vhwoUuc52/Z599FkDJfF0VNh3MQ1nLKixZPY0GmzvsbX3rrbcARKvTsPfbzGmug8gVj37zm98AiHpt+fhcFWfSpEkAoimQJ510ksujR48GEK0tyDU72aQql3qa23YuXic8H/Pss9kY18u9HmStsGQxt7xFE3cPko7PccgrVqxo8v64Nc/RHaeeeioA4Oijj/Yx9n4fdNBBAKJrkts7WKuRSupFyrsthBA50UNSCCESqKu5HaeCW+dCNgEeeOABl82Lyp6puKDoWgaRG0UWl2WP8YUXXggAOOKII4L/a6Y3XzObTuYVPOSQQ3yMIwROPPFElxcvXgwg6sm88847XbbgYj4+y6EUSDbzx48fDyAa+F5Pc9vOzR5l9gL36NEDQPnVkWpNJVs8oZYa3CWSvz/WkTRzSl9gHbRr185lTiG+9tprAUSjCti7bWY0R2Rwq4iHHnoIQGXrppzrkiYphBAJNKTjxsq3c3qhaTZA1EFgcA9u/qXhmMBaUaQmye83DZF7lHOPcTvvokWLfKxFixYuWzpnJfPj1zkW1T4jjhXkPtRZqLUmmRYTWUlDtVD6JbcUGTlypMtlfuUqIu0zDRUfAUpriufPclp7hDTsWHz/+L5yTPMxxxzT5Jzdu3d32TRNbkrGxyr3vrKDMi32GJAmKYQQieghKYQQCdSsniSr8FZvj7shsqpslT+22morH+OYSYNNJDbBKy3P3siwSWid6ZYsWeJjfN/MjOLKPBZbCZTuVzlmrDl0uArQnnvu6XKvXr3Kmn8cVkXojTfeyHWccrFr5msPxQPy61y55te//jWA6JYDw8caMGAAgGjlHMZMT3PEAaWugkUQcoiyic2Yk4brhy5fvrzJsdKqOcWZ+7Z+ucYkx9DymjLnKzvHfvazn7lsZnYlqaMhKmmfAkiTFEKIRPSQFEKIBGpmbrOKHlL9udCnxUmOGzcueCwzp9mz1RxMbEsn5OK1aR45NidCaXBsOlgJ/S5duvgYd7arBCumys3j+bgW88hpkYzFV8Z9LtUys+OqDtl95nVmBWGBUnobd+rjuE6rQsWmZJs2bVy2qkcAMG3aNADRajP8PvtMizSxGV5TtuZ46yBkLnMFHW7FEIoO4VTUDz74AEC0q6FtCwGl7yivoz/+8Y8uc4FeM7fZ+/zII480mXdc1EEW07scpEkKIUQCNdMk+ZfUyr+zU4Ezakw74pL4/CvRunVrANFfp+YAN1PKgt1D1hS44ILV1rN4MiDaNIx/4Q0rCgAA3bp1c9niK1mbYm0hrbhDrTX7UF3EENyEasSIES4/+OCDAIDJkyf7GPc8N7iu6ZAhQ1xmDdYasnGNxbSiJtXCrJa0OEqOF2St0uJg2THKjkPLCDPtGQDuuOMOl62VBRda4XU0fPhwl80q4de5WEWoQWDa5x1qAVNpYRJpkkIIkYAekkIIkUBd0xJ50z+tEIUVGAAat8iAUWRaYhqcbmab6NzLmAtYrFy5EkD8Znffvn1dNvOK3x8izoxMa0EQui+rOhSKvHfmFGBTktMGzzjjDADRGqXvvfeey6H0NS4Uwg4fu3f2eWQla6fJSu6bnYPNUnbcWG1S678NRAvL2LWuueaaPvaLX/zCZfv8ec1Z104gWjvyuuuuAwD06dPHx1q2bNlkrrymyu0gCoS3u1RPUgghcqKHpBBCJFAXc/v2228HEFW12VNt5+LG5NyQvFWrVgBK5d4bjbzmdpyZFarNx15V6zLXr1+/4PnNU833mmP5snik48r2/+UvfwEQbXqfRhFVgMxkA6Im4llnnQUg2p2P0+PM3Hz//fd9rH379i5feumlAIDrr7/ex66++mqXOX3O7mMtPdp51xzHJvL6sjqTfC8sOgUoRVLwFhi/37Y3OP1wzJgxLnNtyVtvvRUAsGDBAh/ja1m2bBmA6LWyHPp+pCFzWwghclJXx03axnSo/2+jEYpdzPqrbnF55mApB76H1iDppptuCp4/7aPmRl8TJ05s8nolx0rLuAnRCH2304jL6MlLJZkjWdZc2mcX9/pGG20EIJpRxDUejz/+eADR9cJOILNuBg4c6GMc/8xOmt69ewOIxubyvMxhFIp95P+Nuxdpzd7ikCYphBAJ6CEphBAJNGQjsOYOX8uGG27osvXFLhI2Vx577DEA0Y1v7mtcJFk2ydNoDuZ2oxJnYoa2cNhctfdV8jmmfW/5+ObYY6ceO4l4y2LnnXcGEC2qwam0oZjOLFsecTVF45AmKYQQCeghKYQQCTRkt8TmTpqnkb13cfUYQ1hqHaeFhWBzhltgvPbaa03mlPbxFxlhkHYsmdvZyevdzkvc8c0THpdKzNEC++67L4Bof/fQOUKxkUDYdE67bnm3hRAiJ9Ikq0DarzrHxPGvn42nNSriY3K9SOtXHMqyAUq1+SopnMBw46pzzz234mOFNGjL6ACiBSUArblKiNOubDwtvjP0nlVloxJNNdRgLe77kUXDDc27kuNIkxRCiJzoISmEEAmUbW4LIcT3EWmSQgiRgB6SQgiRgB6SQgiRQNktZTmEoFpNwI1Q0CiHinBh1KLYZJNNXF68eHGuY9Wyx83qxPc5mDxv0L7WXDYUAiSEEDkpW5OstvbIQdFW+YNLu7P2aL+6RRbiDTU+F6JWVKuo9I9//GMApUSCehFXKLc5IE1SCCESaMi0xPXWWw9AtGFVkWXzq53sr/2hbKwue5KWKscpc2mWGPft5n7e5VLvNVfEdyqtV3sIrpfKdVTLRXuSQgiREz0khRAigUzmtvXd/fDDDwubSNbKNPUm1BWw3qZPc6W5mdvWGgGItid4+eWXAQA9e/b0sV122cXlOXPmAIg6U8zBkpXmtOZatWrlcijcrnXr1i63aNHCZXPecj1Vq7GaFZnbQgiREz0khRAigcK826z2prUXMMyLvep7zjnnHADABRdcUNZxGo1GMn3YnOGsohBcNn/QoEFNXj/99NNdnjBhQgGzi1K0ud2yZUuXP//884rfn7YFZN39AOCAAw5weeTIkQCinf7atGnjspnmbGJznGSW7aYi11xeTzUXlQ559fn4zz//vMs9evQAEP3cuL3JV199VfFc0pC5LYQQOalZnCS/3+S4X0xrXvXWW2/lOme9aCRNMgTPibUljk8zzd60egC44oorqjqv5ua46dixo8ucez137lwAwPrrr+9jXHvg7bffLnwueddctTNitttuO5enTJni8m233ebyscceCwA46KCDfOzVV18tfC6MNEkhhMiJHpJCCJFALnOb+zundfgL8ctf/tLle+65x+WPPvqoyf/yZq6lK8aZBSHTgefKsr3OMWtdu3Z12XpVV7KZXm9zO7S1AZSuoUOHDj727rvvuszdDM0MZ+cDb8JbfOhaa63lY+x8sxjClStXlj3vos3taqSyLl261Mc22GCDxPdsv/32Lr/yyitlnytLAZci11yR983gdbTRRhu5zOvDzsvPkkqcSFYkh8+VhsxtIYTIiR6SQgiRQF2rAPGp33zzTZc7deoEAHjmmWd87MUXX3T5xBNPBFBK7wKATz/91OX+/fu7bGbfEUcc4WPjx4932VIs2bTh+M0vvvii3Mtx6m1ud+7c2eXXX3+9yevz5s1zeYcddnDZvIsA8Pvf/x5AdUyvOIo2t7NsB3Fd0759+7psWzh33XWXj3FkQBppsYN5KXLNZYl55utjr/+iRYsARE3g3r17u/zBBx+4XGSac7nI3BZCiJxURZO0/+Vq4pzt0adPHwDArFmzyj5miIULFwbnx79kpiGyRsTsuOOOAIAtttjCx+6++26XTVuoJHas3pokw1kdoerUa665psucRXPyyScDyOaQy0ojxEkefvjhLt9www1NXmcrg4ta1Jt6rzkuRMHZTTYvfp3l5cuXu8z1Y/NQScynNEkhhMiJHpJCCJFALnM7LobJTDx2hrDjZcMNNwQQjZfKAqv1HEfJKna5Db5mzJjh8t577+3y/vvvDyAax5lGvU2fSpg6darLN954o8uWGsaxrNVodcE0grn90ksvubzTTju5bE4rnlOoeV0tsHhXdhw10prbbLPNXLYtN55TkfUgK8E+I/7cZG4LIURO9JAUQogEyja32Tt89NFHAwCuvvrqxPdwrTiu/DF58mQApXjIVTHTnNXi+++/32UzN/bcc08f45g4rshilYQ4FY9juiw+k1PI+JaEYgPZzDGZY98ayfThVMNdd90VQLQO4vnnn+8ye79t++L74t22a+f7xZx00kkAgCuvvDL1WJdffjkA4Fe/+lWuOWX10qbdtyK7hVp0RFqtR64LyWvKKn4Bpe9wqKVDtZC5LYQQOalqxk3btm1d5rpwt9xyCwBg+PDhPvbcc8+5bBvmHE/FTp6PP/64yfG5KMa6667r8qRJkwAAQ4cO9TG+ZNME47IMQoUa0n6J661J8rXwvK2OIWvozLbbbuvyI488AqAURwpUv1lbrTVJtijSsolsLl26dPExK36yKp999hmAaEYYXxvXSyyXtHtfrzWX9vi45JJLAABnnHGGjw0cONDlBx54wGW7t3xfi9R6Q0iTFEKInOghKYQQCVTF3DbT14pHANGNZytGwaYLOz6s7y6XuWcT47e//S0A4LTTTguen1MgLfaPUyTNgQGUCjyMGDHCx7ioxU033QQgXS3nTXa+lno7bnjeJs+fP9/H2DRPaxRWbZLM7ccffxwAsMcee+Q6B5vY7GxgZ5/Bcb7moOB1zK/zcc005jXL5rKtlaxbFgcffDAAYNq0aT4WZ25bC4kshVri4KZmW2+9NQBg9uzZie/hvuNPPvmky0OGDHH5jjvuABC9Ft46y5sGao4hdhzJ3BZCiJzoISmEEAkUZm6HehxzehJ7rx999FEAUVWbMe8f94GuxLPFMZFmsrOXl9szbLrppgCAp556KvGYXCXonXfeSfzfenu34+6VmZdsZnL7BTY5zQyv1DTJw6rHv/baa13m7ZA8cNUZ7mZYLtdff73LRx55ZKY5mNnIURR5tzr43vHWTzWiEDjS5MwzzwQAnHLKKYnv4fYVHBvJVaosRtWOCURrn86cORNAsfU4ZW4LIUROcmmS++yzj8ucEWNwDBT/r2mdy5YtSzwnazaVNEXiX/tTTz0VQCl2DYgWxujVqxeAaIXk0K9vJZWl66VJhvqZh+LM7J4AJScZEHW02WeTN2ukEmoRJ1mJNpz1c7T3sTODs8PsWCeccIKPWSX4cjBNkZ1ItVxzrDWOGzcOQPS7OnjwYJdvvvlmAFFnIcfpmiUHlL6jPMbOKRvv2bNnpnmHHGrSJIUQIid6SAohRAJViZM0tZhN2NCx0k7dr18/lx966KGyz8+mdatWrQBETWQ2nbt16wagsr7IadTS9OH4O0uh5I173tL493//dwDR9hScIsbmm22Sc4M1dsRVg2qa2+aIqqQPOGMmGs+Ji2FwvKnFVFoTrFWxtfjJJ5/4GLeFyFJjsZZrjudtvcfjer1bcy/e1hkwYIDLvCVhdWb5+KECLJdeeqmPcVOxNOdrCJnbQgiREz0khRAigapWAeKWDVxNJkSoysmtt97qY8OGDWsyF+6uxulLbDZaTBq//t5777m81157AYimQLKnzuIEa+EVLQq+vvbt2zd5ffPNN3eZ0zUtxQwobZnwNke1r6UW3u1zzz3X5euuu85lW0tff/21j917770uH3DAARWfi72oXE9x7ty5AMIe76zUa81ZWi+bzRx7a1s/lVTz4fu22267ufxf//VfAKIVxbhyVRZkbgshRE70kBRCiASqam6bZxmIBpZzF7oQ1l6A2z+Y5wsolXdnLy5XCDEvbxzs8TXTk82sSrDAWO6WVy/TJzSXNLiiy/Tp013u0aMHgFKBYyDqoeQIgaKoprltx+Liurx+LFXzvPPO8zFrw5D1XDx/3gKycW6Xwel5SccESltDnCpb7TXHx+SiuNtssw2A6NbFySef7LJtV5WTSmhRKdwqhr3+NoesSSb2Pn6PzG0hhMhJLk2ye/fuLr/wwgtlvz90So4Ns1/IY445xscuuOACl615l8X9AcCsWbNc5l9l0xz412np0qUum2MjqyYZol6apF2Xxa4BpZg9ngtvdj/xxBMuczM1I9TqolokaZIhLSALvA5Y4w45GDje1tY392Tn/23Xrp3L5qSxGEGg1EYEKMUPc1OxvMVD4tacafxFFoWwVEMAGDRoEIBozCify+S4XtcdO3Z0+fXXXwcQXYdsFZpWmncNMNIkhRAiJ3pICiFEArl23ysxsdlUC/UQ5hqHtvHLHda48oeZxs8884yPxcUGmnnFMZXsrLCYrKydAG1rIK3GZJHEzdXq/PHrXPHo3XffBRBN5WLTJlRnMq1OYLW72RkhEyvLubmGJJt6zz77LICoo4AdVf379wcQv45DThq+t6HKM3ysat27osxsvr5f/OIXLtvWjt0fIOrUs22MOCcrb7PZ/ZowYYKPcc3NVf8PqE1feGmSQgiRgB6SQgiRQCbvdshjnJcWLVq43LdvXwDRVDAu5LnqPFYlNC9W97l9Q1r1n5A5nkZe7zanB3Kx0lCXvf3228/lGTNmAIh2xmPTx6rSsJnJcDHeyy67DEC03QG36KgGtUhLZEKFlHkOcd0OQ/C2RqdOnQBETUE2Md944w0ApRjDIqh3KmzcFlXaXPbdd1+XrW3LW2+95WMXXnihy7YVwltneZF3WwghclLVjBumEseI/S9vjFuWDVCK8+NsEI7T4tgqc/IUuTHOmUQcc2kU+ase2qRmZ8qoUaNcNocUOzk4Vq9t27YAohkLnGXDv+qhUvfVptaaJGNxjny/0ohzvFh2GNfiLJK0NgS1vG9mlSxYsMDH+L5YLCp/P1mD53nb/3AxkGojTVIIIXKih6QQQiRQM3M7FNPGKjir2McddxwA4JJLLvExTjW02pJDhw71sT59+rjM9eysiMCBBx7oY2xipmFOIHYSxbWCMKptbvM5+b7YedmJcNhhh7lstfm4Sx/Ptdp9tdOop7ldLmlbLbWE4zjZtM9y34qMdx0yZIjLXBO2KIqcq8xtIYTIiR6SQgiRQM3M7TS4cs2dd94JIGpCs6fb4gi5jPuRRx7p8i233OKyXR7HSXJqGteWDFFuZ0emlp5Gji+1+DE2wUO1JettVsfRHMztRqXecZIcmxwXv9yIyNwWQoicNIwmmQZXJrdN6g4dOviYFW8A6v+rWu/zN1eK1iRHjBjh8uTJk5u8ztZFqOhKc6LINddctcIsSJMUQoic6CEphBAJZDK3N9tsMwClggmrvl6UY4BNbC6lHzp+3PnTHC9Wg5FTHPMiczsbq35GHA/a3M3haqM1lw2Z20IIkRM9JIUQIoGqerezmuBbbbUVgKjHeuONN3Z5yZIlAOLL53OVm5UrVwIotk90mldUpk82FCcZz/jx410eOXIkgOj94YpAum8lOI6Ya6MaMreFECInDR0nyRW6uX/0iy++WPO5VII0yWwUrUnWqklZEWRtRGcUuebyzqU5IU1SCCFyooekEEIkULa5LYQQ30ekSQohRAJ6SAohRAJ6SAohRAJlR1grlKV8FAKUjVoHkzdSiFBcv6dyCbVmBaLthZP4PpVHYxQCJIQQOWnoYPLmijTJbCRpkpYKqmpAYdLWHKfqlqtdfh+QJimEEDmRJlkFpElmoxEKXMQVL+FUPSMtZY/fk9bfnPvC33XXXeVNltCaS2e99dYDUGqYB0iTFEKI3OghKYQQCdTM3K5XuMXmm28OAHj//fdrdk6ZPtmop7ltpnGcCb3OOusAAHr06OFjc+bMcfn00093+ZJLLmlyrNCa5/7o7EwpsgqQhfbUMqwn9F1fY401fOy7776r2VzSkLkthBA50UNSCCESKK6nQQq1NLFvvvlml4cNG9bk9Zdfftnlbt261WROqwPNLSujki2ekIk7YMAAl998800AwOOPPx48Pq8paxXyk5/8JHj8FStWAAC+/fbbxDllhb235tHNS9zWh10Xv/7111+7/Pe//x1AabtiVfgev/TSSwCATz/91McaYetKmqQQQiTQrOMkubkXazb8q20b8g8//LCPjRkzxuWnn3668Hk1wq9fXlq2bAkA+Pzzz2t2zkaIk2Q4S8U0oUMOOcTH3n77bZefffZZl63VyIcffuhjHH9p2lWRFLnmtt9+e5f/8pe/AIiPGbVr4XN++eWXLtu94Gvm3PK2bdu63L17dwDAbbfd5mOsjVcDOW6EECInekgKIUQCNXPcFImp9mxis7rP42Ym7Ljjjj7G8W1sBoUw0z2Ulra6wWbWG2+8ASDdHIkz7UaNGgUAuPjii4uZXJWx6+Drbd++vcvvvfceAKB169Y+NnXqVJfNGQOUer3zsepVmMO2pCox8V955ZUmY/vvv7/L1157rcsW88hbE2uvvXaT90+bNs3ld955x2W+xyH4Ht5+++0AgOHDh/vYggULXO7atSuAqLkfYty4cYmvr8rq/80XQogc6CEphBAJNBvvNsd+mcdt11139TE2FS0tDAD69evX5Fjt2rVzecmSJU1eb6RG8bXk0UcfdXn69OkAgCuuuCL4v3ZfeLuCY95mzpzZ5D1pcYuN4N3eaaedXL7ppptctio9s2fP9rGNNtrI5XKup5rErTkbz3sv2XvP9yiNsWPHAgAGDRrkY1tvvXWmOVRjPci7LYQQOWk2mmRoms8//7zLFo8FAJ07d67JnOJoJE2S40B79eoFIDqnE0880eXRo0e7bM4v1pwOPfRQl+0a4xxaWRwGjaBJsgb8s5/9zGVzxlx22WU+Nn78eJezWBxFkrbm4rR4c7LEOTssY+eLL74oey4fffSRy0888QQA4OCDD/Yxvlfs0OL4SeOOO+5w2Y6xySab+NjixYvLnleoiIk0SSGEyIkekkIIkUBDm9sTJ050+aijjnLZ6vDFFVwocq6mog8cONDH7rvvvsT3NJK5bfU0AWD+/PkAoqlebO5UMu9HHnkEALDXXnsFX7f3W3ojACxbtizxmI1gbnOqK98bi4NkU4//l81RG69W3cQ777wTQNQZUuSa4+uy79q9997rY3yt5tDie8XvD23H8PymTJnissU/psUuc0xm3nssc1sIIXKih6QQQiTQkOa2eUTT1G7zOAJAx44dXV66dGmu81crTjKtRUBRcBya1UEESvX62GvLtf+4hUDITOJ0zj322ANAsbGASeZ2KG2wSMyEu/vuu32sd+/eLls87cKFC33s1ltvdZk9uratUa8KSkV+Vw8//HAAwMknn+xjfK377LMPgGgUQyUpvF26dHHZ7lsorRgoba/xNht3luQtsXKRuS2EEDlpSE0ybUpPPfUUgKhTgn+RuNhAPail44aPb9rdrFmzfKxnz54uP/fcc03ez86UDTbYwOXQZ8C/8NzYqShq7bhhS8UaxXHcKNeDfPXVVwFEizMcccQRLn/88ccun3322QCAIUOG+Fi1s2+qveY4XrZDhw4uP/bYYwCi96ISdt99d5e56rvBGqppkOx4/OabbzKd15AmKYQQOdFDUgghEmgYc3vChAku/+EPfwBQKmQRB8+pVatWLrPjxjbk2SmxaNEil61Onjk1iqBecZIhx9A999zjMtcEDMGl9EOFP6pxLZxO+tVXX8Wez8z7ImMP+/bt6/Jrr73WZA68Ziwl8+ijj/YxLrAyb948l3fYYQcA0c+hyL7zISdWkWuOt11Csa2VODZtLtzci2tycjrkWmut1eT97Lix/91vv/18zNIesyJzWwghcqKHpBBCJNAw7Ru4mgf3MA5hJhGr+tzDmKuJmAeTY6u47L6Z2Ww6mfe8uWExa5xCxili1oJgu+228zG+79wb2cyjNm3aVGWuBsdpJlGUmc3roH///i6bl3bTTTf1MfZ+T5o0CUC8KbvNNtu4bPeRa6CGzOGsZne1PeVsYtu18DriOpudOnUCEI1TZmyuf/vb33yM7xWnGIbgbTCrV8rxp/x+2x6ppCJSOUiTFEKIBBpGk9xll11cPuGEEwAA11xzjY998sknLoe0G4tzA6KZEvarwRvAXDfRtKu0hkSNCm+CP/jggwCicWSsbZuGXU4c6YYbbljUFBsKvh/soDDHEDtuWGOx11lz4WNx0ZNVHVBA1Nmx8cYbA4hmrlSjFzcT6kXPWKEKIJrFYtowrxnWwK2mK8crsjPOzsua5EMPPeQya/bG5MmTXT7uuONcttqWDDvXrFJ8WsZPpZq4NEkhhEhAD0khhEigruY29+c97LDDXDYnDDtwunXr5rLVuGNnTVzLhlCPbt6Qb65mtvHZZ5+5bCYNO67YtLCUOh7jFDPbegDCZtDqAG+7cCEQM+U4bo/bVYTuB8fmco1Fu7+WJgoATz75pMtm2rIDkb8LvHVUFHEmqH0/2MTm7ZrQ+3j9nHLKKQCi38UXX3zRZTO92UHHjfhC8NYab3m0aNECADB37lwf23nnnV3m1NAikSYphBAJ6CEphBAJNExaIntTLXaPVXiuHbnFFlsAANZff30f47SnEGxmcQUbGy8ybaxeaYlm5lhaHAC88sorLlusG1dMYm6++WaXrZR+Laln+wbbguF2FKFqMxwjuO2227ocWn+8rRNK3+PYzziveblk7ZYYmgu3SrGamfz94euy8TjvuaUa8jYGe6TT4iQ5ZtniK83sBqJr+a233gIQ3VpLQ2mJQgiREz0khRAigbp6t1lt79evn8tW7JQLoD7wwANN3p9mYgOlIFgO1mW52m0BasnYsWMBAG+88YaPcWCvmeNXXXWVj3FAtUUNrM5wet1pp53m8t577w2g1K4AiJqoFmnBXuy0NiFsol588cUujxo1CgCw2267+Viaac5sv/32AKJbKWmkrW9O0GCP8p/+9CcAUXP89NNPd/nKK68EAFx00UU+xumY6667LoDoNaWZ2GyOc7rw1VdfDQA4/vjjg3PlzpxFIk1SCCESaBjHDTthli9fDiBcuj0O/iXmX71QjcW0BmN5qZfjxs7F18opYKytG6eeeqrLl19+eRVnl06tG4EddNBBLtta43jB0GfH95YLhXDDNYtT5YIh7Cy09Dl+T1qqaFoNR74vlWiloeNb0Qqg1PKD+41z2u/06dObnD/vmucURo75DcHx05Vo1oYcN0IIkRM9JIUQIoG6mttdu3Z12brRAaWNbd7s5g33UMWU3/72ty5z2tPgwYMB1K/bY5HnLbdvN8f3heo1cnyftS1oBOoZJ2mxd9wOIBRPyrUW2YTm2L2HH34YADBu3Dgf4w6W5tAJxRtmJe+amzFjhstWt7ESuPJRqA0DU+T3g7cJsmzFyNwWQoic6CEphBAJVNXc/ulPf+ryu+++67KZwLfccouPsffa0orYHOEqKRYfyeYOE+r6x7FZlaQtZaGW3u1QutnChQt9LK6sfuj99aae5rbRs2dPl+fMmeNy3FozrPgsAPTp0wcA0L17dx+bPXt2UVMMknXNWWzswIEDfcxiIxn+zqTdi7ykpS3y58IRGdy2pFxkbgshRE6qmnGzYMECl/kXwTRIjpAP1dM755xzfIzj/dJ+ybiunMVZVVt7rAWWacF1Nnv06OHyCy+8ACBee7R7UG1NoDliVgs7E0OZI3zvuJ4kZ36YM6FI7bFIJw9jRWS4hmVIE826Zkwr5Pfzd5nroR5xxBEAopl07BCzPun8Xa5Fppw0SSGESEAPSSGESKBmcZJsLtgpuaACx/NZ7TlOf7L0KKBkuvMxeX5FmiNZqLbjphITg/83rYtcvWkExw2T5kyMW2flplBWYkKH5sLbVRy/meW+cWztkCFDXJ4yZUqT+fE6CsV8jhkzxmXrTGqmMgA8+uijLnPtyqFDhwIAbr/9dh/jjqnVMK3luBFCiJzoISmEEAk0TBUgrphiMZVsTvD5rfYdd1VrJKplbttx+bq5DmCIkJlWbzM2jkYwt+NMYLuP5URJmDnK11NtL2y1t3jYxObokdatWzc5Z6jtBZvV3F6Ea0OGCH0e3OVy/vz5Lp933nkAouZ+GjK3hRAiJw2jSa5OVPtXnYt9cN9hc26xBlRvJ1YlNIIm2Vypdw3TrJpyWuGaEEcffbTL5lgCSlpn3JoPFYiRJimEEDnRQ1IIIRKQuV0F6mX6NHdkbv9/0szGEJWsOXOmAFEny/cRmdtCCJETPSSFECKBuvbdFqJWNKf+6iEzO4sXmOFuh83dxE7rHFn4+ap+BiGEaMbIcVMF5LjJRtGOm1Dmx+qK1lw25LgRQoic6CEphBAJlG1uCyHE9xFpkkIIkYAekkIIkYAekkIIkYAekkIIkYAekkIIkYAekkIIkYAekkIIkYAekkIIkYAekkIIkcD/A1JudcW1fSFpAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 3020, D: 1.351, G:0.7373\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 3040, D: 1.313, G:0.7919\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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r8yiPHz8+OF82je24cV0ti6CWa44/36lTJwDRSADufGhmeLdu3Xxs5MiRLg8ZMqQmcyoKmdtCCJGThsRJ2sY2R9unbUyH5tIM2qPNm+dc9CY6ay1/+ctfXLbCCi0BsxxYU07SJE07i+tVndYf2uJNLdYUiDoLrR83x/OxA8+0SraIWNMM/Z/j1mffvn0BRJ0hIWdcXOxk69atAUQdR0WvuRVWWMFl1ratWApr2OZ4BeL7uleD9THnKvB5kSYphBA50UNSCCESaGgjMDa12HHT0ina9GHTPq2fdEsiydw2MzeU/sfvjYshNdPVTFUAWLRoUdm5J06c6GNXX321y9YTmlPqOCazQ4cOLnMjuhB77LEHAOCBBx4omz/PJUvsbtFrzpypADBt2jSXrfBMKM4TqKzRViORuS2EEDnRQ1IIIRJoyr7bLZ1GVWQxzyybkS2JJHO70oiGtFTYuFTAM888EwAwdepUH+MakWZu8zH59UZvFzVqzYWiChpdkSgLMreFECInhWqS9azh2Ezk/SXlYgkcy7e0UwtN8qWXXnK5R48eZa/HrUmL3e3Xr5+PPfjgg2Xv5c9nidkMzTtLPcm09+Zdc3k/31K/69IkhRAiJ3pICiFEAhWb20II8WNEmqQQQiSgh6QQQiSgh6QQQiTw0/S3/JMsYQG2zWkFNwHgggsuyDCtYuEgYMuJTduajQtxCJW1qjac4rDDDgMQbZ/7YyJP0V37P3BpLitC/GOg2jVnOdlW0LkWZAltajQKARJCiJw0TVqiBfMC0WK8RZNWXaZSunTp4vK7777rcjUB0T8m4oKzl3ytJcIWC7c8KIJ6pgKGvqvz58/3sdVWW83lUOfHvNTyWqVJCiFETirWJLluof16ZNmnaxShVhFZSNP+Qq+3pAT/ZqIWfbd/rMTV0czS7ztE2vrfZJNNAACvvvpqpVNtKqRJCiFETvSQFEKIBOrmuEkrRZ9momYJK5g0aZLLO+64I4BoqwjuEfzXv/418VjVUE9ze2lqgVFrc5vbCIQcB9ye4fTTTy87ZxYHG69va69RTwddPdccf//4e9kSkbkthBA50UNSCCESqNjc3muvvVy+//77Kzt4jNpfjRnCmRRvvfUWgFJjdCBqTnHMlnV2W3fddX3sgAMOcPmTTz4p+3waq6yyistffPFF2etFmz7VmoTLLbccgGgmCkctcBfGRrDktdSy617IS5u3UGzfvn1d5rk+8sgjAKJr7p133sl8/CwooqI6ZG4LIUROqnLcpMVOrbnmmgCADz74oOKJ8AbwiiuuCABo3769j73++usuL1iwAABw/PHH+9idd94ZPG4ojssaZgElDZVbJvDrFmf51Vdf+VjaL3WjftUrjekcPny4j910000uz5s3z2W+3jwMHjzY5UsvvTTxvXkcN0VnM2288cYAouuwY8eOLnNGzZdffgmg1DwMiLaSWGGFFQCk50vb9wAAvv7668T3VrvmbP1///33FX+GaaaY6Gqye6RJCiFETvSQFEKIBOoWJ5nWTY5li/1bvHixj82cOdPl9ddfHwDwzTff+BibJmwGmQn5xz/+0cfOOeccl001j4vjNHObX08zTRpVbMDuAXdYZPPQ5nLZZZf52Pnnn+8yF+awY3BM6UcffVSraQepdZxkaM3VsowXO734WLam+HU2tz/++GMA0e2Nas7LZiXLRaw5izcGgIcffrjmx68Eu25OMeZrPeOMMwAAQ4cOrfiYMreFECInekgKIUQCFZvbnP6WVnsx5GncY489XH7ggQfKPsMxZ3/5y18ARD2GIROC4/r4XFYjksfPO+88H3vooYdcHjZsGACgV69ewWsJVRFq3bq1ywsXLiz7TD3N7cMPP9xl8+6xxzoLHPP54YcfAgB++ctflh0fAC688EIAwEUXXVTVuUI0QxUg3lbh/7mZ023atPEx3pbhudv3g9chr+Wtt94aADB9+vSK55VWb7XoNcffeb4uq6M6d+7c4Odsrn369PGxZ599NnjcEFyl/+CDDwYQX/HItuc4OoW3QUL3Rea2EELkpBDHjVVkjvultV9rfp03uZdddlkA0ThJLkRhx+JfCY7BO+2001xeY401AEQdEI899ljZXJi0TIyif9UtMwaIZseYFmNxokBUQwldC2P3i399x40b5/Khhx6a+Hn+1WfLolY0gybJrL322i7Pnj0bALD66qv7GN8Pvo+jR48GEF1nb7zxhssWR1zL2MK8ay7uMWBrnY/Ja+7II48EUHKaAKWYUoatFL5X/F1Ni7k05xR/5+z7DZRiSUMFdOKQJimEEDnRQ1IIIRKoW5zklltu6fJzzz0HIH5j29RtNld+9atfufz8888DiMYrcowfq/CXXHIJgGijrpNPPtllS52MM7HNOXTUUUf52K233hq6xODnq7lv/BnbegBK94gbLR100EEuX3HFFYnHnTFjRtnnL774Ypfvu+8+l82ktwIgQNS0KaJZWz3iJNPey5/ZfPPNXX7llVcAlGJ0AaB///4ucwEWaw284YYb+hjH/JrZWMv2J/z5agqD/Md//IfL/F2xa1h55ZV9LGTOpm31ZGHixIku8z226+LrC9UM5e9MlpjmOKRJCiFEAnpICiFEAj9Nf0tlcMyiqd6sopuJDQD33HMPgGhdRotXBIDx48cDAHbeeWcfY8+rVfThKipsrrNpc++99wIAjjjiCB8zTyVQqvnHn2FPnHnd2WxJM7ezwGZayDTgMUsVtDhSANhoo41cNo/zSSed5GMbbLCByzbOJjZfF/+/zHPbrl07H+O0RDbZGwVvD3C9UyNvRSCOuDCP9bHHHutjHPu76667urzVVlsBAN5//30fW2eddVxetGgRgPhqNfY/qbY1x3XXXeeyzZcjGrge7O677w4AePDBB32MI0ksvvHll1/2MU6xrLRfPa8zjs7g9dW5c2cApXqxQHjLJS0Okv9vtUCapBBCJFCI48Y0wCeffNLH+BcntEnO2K8DF6LgX1XTSrnGHteLZIeQFcE47rjjfIyj+K32Hx8/b8XqorIfrIDFqquu6mPmxAJKmjnHrP3hD39w2Ta5OQ6TN765hqTV17Rfd6D6moOV0sg4STuX1XoEoprghAkTAEQLPfD64/hJ077YOgm997333vOxvIU3arnm+Ptz+eWXA4iuI9aA33zzTQDRYh3muAKAOXPmAACeeuopH9tss80Szx9ynAKl9cn32o4PAF27dgWgOEkhhKgrekgKIUQCVZnbeUu+px3fpsSmJMesWbwemwVsFk6dOrXsWI8++qiPbb/99i5bC4gbbrghcX5xDpZQMY+8pk+a6cXmBl+3bUNwOt3TTz/tspnrvXv39rE///nPLnO6pW0/WD9qALjxxhtdLsL0bgZzm+MguYapNfI69dRTfWzMmDEu27YNULqPXPyDi6p8++23ALK1GUiaM5BeyCEOc3jefvvtPsZxxFaPlB1PoXPxWL9+/VzeYYcdAES3gOIIPYo4/tnM6Vo2c5O5LYQQOdFDUgghEqhbWmIWjjnmGADR2En2vFrsl5XBB6IxfGyG23vMxAGAVq1auWzdFLnNAcdZVeopYxOYU/mK7rvNsYK77LILgKgpzClaltrJ6YsW/wcAo0aNctkqObEJHrelUCvqbW7ztkaHDh0ARLdqOArCzGyeI9ft5NhB895OmTLFx7hK1axZs8qOlWWuoS2YNBM0y73kbpq8vRDCjs/34swzz3Q5rcsjR1eYJ/vTTz/1MY6ltjWZdt84hnf+/PmJ75W5LYQQOcmlSbLGxnGQpp3xUzztic5YoyGOU7vmmmtctn7G/OvNv3gDBw5MPD5nJNgvFWex8OtpmAbJv371rEzOGoY5AlirZYeCbXyzQ4Lnyo4E01ZGjhzpY7z5bhoma91ZskJCZNUk827ac8GObbfdFgBwwAEH+Ni+++7rshUHsWwaIKrR2b0FSo4Pji3k7DC7T7XUxtPWHFtPbFWZdsafScui4Thb6zLABWiywNltnPFlcMcA+46utNJKPpa3P7w0SSGEyIkekkIIkUAhjptOnToBKDWTqgTeoLVz/e53v/MxLmDw4osvlo2ZOQQAPXv2dNnKy//+978PnsuOwaq+FdjgufD1b7HFFsHzGvU0t5lQah33I7f7OWDAgIqPVcs+1aHaf0y9HTdmagKla+NzsuPmhBNOABB1im2zzTYuP/HEEy7bdRx99NE+xg6ytPhIM43ZLE6j2jVnW1ocb8tYbVbe7mLsf8rnz7JO+F7wWjN4G8xMek5VzIvMbSGEyIkekkIIkUAuczvNFLOucEDUu2cVQ7hGpNV9BErea/OSA1FPusHxiGxicodBM4m4Rh5jXvG7777bxzi2K62Uvnl3Qz2agWJMRr7vHMdoXeqsJzYA7Lbbbi5bqwpOQTvrrLNctopJQKnfNm9NcCxpEeQxt0PbA2zKWY1TjqHjiIRBgwYBiK4j7rFt6as8J66FyK0apk2bBiDq+ef/U1oUgNVLtLqTlVBUh85q4Nhcq4TE21lc/Yh72Fucrm1tANF04LT7Zvc4S2sRmdtCCJETPSSFECKBQtMS+TOWMgeUqoSwuc2eQDMX2ZzmVg7WsoAbvnPRXC7qadV/2Fxnc9hMMjaHODDYUsjYHGG13z7PAbjsNa2nd9tgTz7fI6v4w4VKORKAW2xcffXVAKIpjOydtmXD9zLUbiAt4DvOPF7ys6Gx0PHYxGUvqJnDbIrx+jJPclygcii9j+fOLUFuvvlmANEqQN27d3fZ1lSlrQ/i6Nu3r8vcWbQRay4O65LKlad4zVg3UwDYe++9AUS35rhthJE3CP83v/mNy1zZKg5pkkIIkUChmiRrMeyEsUZArJ1xeXdLN+RNWy6Fb3UmeQOYHRQdO3Z02eLaWMt5++23Xb7jjjsAAAcffLCPcU1BI0sqVN5NdNZqq+lvHfd5a/vw29/+1se4MMiVV17p8oEHHggAuPbaa32MN9/TrqsWtf2quXfc+IzjdM1Jc8opp/jYuHHjXDbthh0JvOas7iKvWXbWcHMta1tyyCGH+FhabF9IQ86yDhoVm5uGxVduuummPsZxyFzP1FIU86a3ZkGOGyGEyIkekkIIkUAucztuk9xMFk6JY2eGbVxbDT8g6lixUvlxm/SmunPcHpvTXLnmoIMOKjs+b5jbOKebcRWdSmPVuEMc9+Wup+lj/bQt5g+IbhNY/BrfC+uKCERNSdtS4PYPe+65p8vm6IhrIVANtTC3eZ1xL3ZzsrRv397HQjVIu3Xr5mOW/gqUnAq8LcQ1Irl6kK1rbjny+OOPl821S5cuLnPFq0Z0S+Q1w3VcqyFUI5LnxK/z/8tShNkcryVprVbikCYphBAJ6CEphBAJVGxuW1oXEPbUsWltaX277767j7300ksuW3yaxVAB0abvQ4YMARCf3mcytxvgY3GcZMi7fdVVV7ls3QD5+ByTaQWAmbRYvaI9jXFbB2b+8djEiRNdtsKy5tEHolsLts0BlGIWeRuCC7fadXEXSv5/s2e4UoqsAmTHspQ/oBTPCJQ80W3btvWxXXfd1WXz0vL94O8BR0RYOuPChQt9jIvLGrWssBS35sy0zdKZsYgOhDxmKa9ANH7U7u0999yT+ZxAaRsuFFsZh8xtIYTISaFxkvwr8eyzz7psMZOsuXDRBYtZ5NYDHCVvjhErJABEN865UIPFWr7yyis+xm0fLPaPayxyD+40jcg0bG4YVktNMs4REcJi6fj8rMFY/CjXNrzgggtc5tp91qaA4yS54EOfPn0AxGu1IbI0swKqu3dcXIGdMNY+hNcZx0Ta9TD8v7eGctwHmp1e5iAEStpb3kIRTC2tl7RjcaaQyXGarlloaX3YuTnYiBEjXK5lbcgQfHx2NBvSJIUQIid6SAohRAJVmduVbgazis6mViheiTfM7XVOdOd6j+ZYYacDx5lxbJ8V0+Buirxhb+YC15DkOK7QtaSR19zmLn5z587N/HmG09msDzTHxLH5yD2nzWnB1833xf6ffHyet9UMzUItzG1OFeQaojZfdj7x9oCZ3pYyC0TroZq5Hme+VWNaW5sTIFurkxB511yaCc6pguwEtW2KUBwow60o+L7y/a6mHmQaadtBMreFECInekgKIUQCFZvbbFqYmR2n4pvMptpNN93k8sCBAwFEzWUupW/nYtOGVXRrQ8BVVriiC8/VzCyLhwSAyy+/3GUzIdlTznGSWeLLjFp6t7lmYJpJE4I9tMcddxwAYMyYMT4WZzKaJ53/L1zJye5LUbF+QP57x/Gw5557LoBolSBOaw1tAbE336IkOJWxmajlmuMtCzOHLdoBAE488USXe/XqBSBqynKkiMU8NlNlIkbmthBC5CRXnGRaH+W4z1uPX67mnAXbjOW4wbjLCM079F6O6eQ6mPb5LBplURk3IQ07RNwmvMVyckwpa1OcNdK/f38AJe2zHtSiEVjcOlh77bUBRNdc3sySesLfNcsaYmdjUWvO+olzf3l2fNr9ZCuCe3SzwzQvVi2frcIshJr6SZMUQoic6CEphBAJFJqWmAaXp2dzthrTh03Q//zP/3R5//33L3svOxusrzSnmGXBroHnX3Tf7TTizmn3lWPHOE7thRdecNkcRnHOmGp6Q6dRZIGLasjSomKPPfZw+YEHHqjJ+UON1SqZS977FtqGOPzww30s1PaCz891NLkmZ4gs/b4t9ZHbuoTIso0ic1sIIXKih6QQQiTQUHM77vjVdIvjepdckcfgTn9cXchIS1/KUu2mWTvXNTtFereTPpP1c40mzUtbzzVn5w3Vk42by6RJk1zmGqSNQOa2EELkpKqMG3OS9OzZ08eee+65ss/stNNOLj/00EOZJ5emSWaJ08wCNyirJsMi7lfd7hFXUV+a4CIl1TjCauG4aZRGVYRWWq0Dop73LRRHzM4Yc7Y0SmvPUoczDmmSQgiRgB6SQgiRQMXmthBC/BiRJimEEAnoISmEEAnoISmEEAn8NP0t/yRLWIAFiHIb12YtVloECiavjmbL3W5JVLvmNt10UwDAscce62MsL+0oBEgIIXLSNGmJLR2+P42uAtRSkSZZPbJeqkOapBBC5KTiPUmRjMJNlw6WprRGURukSQohRAJ6SAohRAJNY25PnjzZ5d12261mx73rrrsARDsEVkNavcpG8c0337i8wgorNGweSwtpJjb3Hn/11Vdrdl6uaJVWO7XRhCqCLc1IkxRCiAT0kBRCiASaOk6yXbt2Ls+aNctlM3c7duzoY4sXL3aZzQErBtqmTRsf++qrr2o/WaIlxazx/KZMmeJyaMujloWNQzRznKTFvnKnTeaggw5yefz48XWZE8P3jluN/P3vf6/L+Vu1auUyd+C0/yEX0Oa59uvXz2XrrDh16lQf69GjR+0nSyhOUgghctJQTdJ6NwPRLBUr/f+zn/3Mx8444wyXL7jgAgDA7NmzfcxyUIFooyFz2LD2yL96lcJaFG+yh2hJmiQ7ez7//HOX27dvXzZWzbVwi48ZM2YkvrfZNEk+v/3/N954Yx/jNhw8fuqpp9ZhdlGKXnN8TNYK7bvK62jixIku77PPPonHffbZZ13+5JNPAAD9+/f3MW4FMWbMGADAEUcckXhMfpbEaf6GNEkhhMiJHpJCCJFA3cztNdZYw+UuXboAAGbOnOljH3zwgcs2JXbAsIlrr997770+tu+++7rMKraZ2ey4KZqWZG6PHTvW5QEDBrhs93DVVVf1MTOH+PW8cL9m3vAHGn/veD4rrbQSgKgpxzR6rrVcc0ceeWTZcefOnetjjzzyiMuVroObbrrJ5YEDB7r87rvvuty5c2cA0e996PHEJvh3331X0fnjkLkthBA50UNSCCESqFtaIptVjz76KICoWXDllVe6fNRRRwGIxkmyWv3WW28BAHbaaScf+/Wvf+0yHzfNzDZzIc6MWhrh+/PUU0+5zPF1ZnqPHj3ax2plYjNff/11zY+Zh48//thlXrOh9XHxxRfXZU715uabb3bZtlu+/PJLHwvFy8atjaOPPhoAMGzYMB/r06ePy08++WTZZ9jc57mkxaoWhTRJIYRIoGkybjj26o033gAAbLPNNj7GcY42F46j5MwCvqSrrroKAHD22Wf7WO/evV1+4okn8k69jGZy3HBM6Lffflv2Os9v3LhxLlvhgttvv93HOGbytddeq+k8geaLk7RYUQD49NNPAUS1qEMPPdTlefPmuTx9+vQ6zC5K3jXHVsTf/va3xPduv/32LluW1ogRI3yMY5ptLnHH53l///33kc8AwC9+8YuyY9USOW6EECInekgKIUQCTWNuM2bq8cY5pyKNGjUKQFRV5gIDvPHbtWtXAMCaa67pY1nK46+22moAgPnz51f8mWYyt3mTO+R84LmGUi8PP/xwH7vtttuKmGJwLkDj7x1j20FcP7GZ5lfLNccplvvttx8A4MILL/QxXkd2XqvbCgCHHHKIyyEnD8+PtzRsy4JN7DTTnzGTPstnZG4LIURO9JAUQogEamZu77zzzi5PmzYt16RMBT/22GN9jM3l1VdfHUC0wgynKlkcJVCqDpRFBc9LFtOHvfpFl+1fb731AADvvfeej2Upv1+NGZelC2Azm9tpc2/0XLOsOY4/5lTTEHYsPv7w4cNdHjx4MIBoHDO3Otl///0BACNHjvQxrhh0ww03uGwVu7hOLH9vi6hnKnNbCCFy0jSOm1A1cXaWrLLKKhUfi4tlrLXWWvknl5FmctwwNhduHsY1PRnbnG/durWP5S0mkEYza5IGz5Flbg7HMYH1oug1x4VOeM28//77AKLaKceMZsGcjHGPpJBWmxdpkkIIkRM9JIUQIoGm6bu9zjrruGxFBuJMbDMFedOZ462ymNhFqPDNxDHHHOOyxa/FmdiM3eOiTeyWQsiEZLO2ESZ2PeGUVC7s8fjjjwMA7rzzzqqO261bN5cnT54MIFp79rTTTnPZmtPVuz2GNEkhhEhAD0khhEigabzbjFUUOfnkkxPfx+lRr7/+uss77rijy9aN7YQTTvAx7qx49dVXA8gWL5gW29is3u0scYp2jbWss3niiSe6fN111yWeH2iue/fDDz8AiJrV3NKA43iLIG1N1XPNrb322i4/9thjAIBOnTpVdSyu3mVVveKiL5555hkAQK9evao6Vwh5t4UQIidNqUlaDcQ77rjDx3gz1zZ7ObaSNR6uLt22bVsA0UZixx9/vMu33norgFItu6xY9o/VGwQar0nGZbm0pKwRoPHzYUL3jtfMsssu67JpRKwlFU0919zKK6/sstUoZQffn/70J5fNguPvKltfe+21l8vW2I+LsvB77TscagpYLdIkhRAiJ3pICiFEAk1pbhsdOnRw2foeAyUTmmOz2HFjNSSBUtsGM6sB4OWXX3b5t7/9LQDgxRdf9LEvvvgi17wbbW4zljYGlJwLEydO9LGDDz7YZU6ty4uZZNxAKo2WZm7vueeeLj/wwAP1nE4ZjV5zbILzXKztypAhQ3yMa1MuXLjQ5b59+wIAXnjhheA57Lhs2lcS85uEzG0hhMiJHpJCCJFA06QlMmYusJea+3JbbCOXmeduihYbCQC77LJL2fE5ndE+l9fEbgbME8jeQTa9Lr/8cgDR8vpF1bDMYma3VO6//36Xq2050FJIqwvK/++Quf+73/0ueFzu5sl1JkPYfd1nn30S31drpEkKIUQCekgKIUQCTendtoo+bG5zIV3z0rJ6zqlMPFcLMn/ttdd8rHv37mXn5M9w+flKPb7LLLOMy4sXLw4et2gs3dIqswDA1ltv7bJVcmnWrYWW5t1mGj3XRnu3a4F9V/laeOvI4OtL6wYa4o033nB5ww03TH2/NEkhhEigaTTJ0PHjNsMtZpI1Iv5F4X7d9h4+/oIFC1w2rZJbReR1ZhT1q37fffcBAK699lofY63R4EZf/KtpKWBcjIA19EZTiSbJKWlFNIaKI/Q14XXCaXeNoKg1Z4VOinLw8Xc8LTXY4iPZgkzr6521+VwIaZJCCJGAHpJCCJFA08RJstprDhtORbzssstc5vLxBm/asrodMj3atGnjco8ePQCUTNm4z6TBMZtFYeZynDkxZswYANF0znXXXddlM01qaY5xnJtVhCmSeprYabCDb2kiy//U1ho7WbNU5pkxY0bF77W0RXaMhtpmpJ2f68FWgjRJIYRIQA9JIYRIoGnMbeacc84BANx2220+xh4tM61vueUWHzviiCNcTlOnBw4c6PIee+xR9npae4YQXIWoaEaNGuXySSedVCYfddRRPsbmkn0uLWaUsYpLAPDZZ5+Vvc7mTj3M7UZh0RV8vRyD+vTTT2c+5tixY10eMGBA1XOrBRwdYumrQKnlBrdsWG+99Vx+8sknAUS/J/z9se/q1KlTfYxThc8//3yXQ1tWDz30kMsWs8wRDtxRtdL436yeemmSQgiRQFVxktWUp99iiy1cfv7558te583iRYsWAYhu0j/xxBMuWyMgjk3j8vmhjJe4Xzp7nWMrv/7667TLSSRvzBrPj++BHdfuPwBMmDDBZctE4kZn3BTNZK7t99Zbb7m82mqrZZ5rLWnmjBvTmLbbbjsf22qrrVzO4oAogrg116dPHwDR70+WY5mTkwtUDBo0qOxc3EiPa2uGilGkfT+4V/yNN97osmmQ/L3P0sAvhOIkhRAiJ3pICiFEAoWmJXLdwttvv73i45tazZvhbK4bjz76qMvbb7+9y6FLOvzww10eP368y2Y+sYnApn815DW3s6RVpWGxZUA4hTEv1RQDiaOZze0iCPWcjiNtOyjvmuM4Y3aMWCsFTuX91a9+5fJHH30EINrNNAs8b9sm4zjmkDn93HPPubzllltWdd7Q+eOQJimEEAnoISmEEAnUrQrQvHnzXO7YsWNF5+KpsWxpiVdccYWPcQc1roIzfPhwAFFT88033yw7J5s7eZvK17Iiy9ChQ122zo/9+/f3sUmTJiV+nj3lFus2a9asXHMqimY2t80E5WgD7sDJ2zmbbbYZgGgHzqKp5ZrjYy233HIAot7x3r17u2wmcty9MLjeKsfTsrn8yiuvAIhPMc679RRC5rYQQuSkIfUkjz/+eADA9ddfn+s47dq1c5mbezHV1MPLG4dVVG2/UMX2lkq3bt0AADNnzvSxZtYkm52i1pwdN+6YDz/8MIBoPC5z8sknAwBGjhxZsznVEmmSQgiREz0khRAigaZp35AXju1addVVXbaYsnr2Ql4amjI1Apnb1RO35kJO0GaC2zf88MMPdTmnpe8CwJw5c1LfL01SCCES0ENSCCESWGrM7TSKjrdiZG5Xh8zt6lma1lyjvqtxSJMUQogEqqpMXmm8Xi2LH+Qlyy9SLevVVYMVFQCAzTffvO7nb0aa3QHRrNh3kDOvQv2tuQYr12YtmpDWmOV/XA+tU5qkEEIkoIekEEIkULHjRgghfoxIkxRCiAT0kBRCiAT0kBRCiAQqDgHKEqBqBWw7dOjgY7Nnz84wrZYNb/Ny0/e07d/Q6/UMDE4Lp9htt91cnjx5ckXH5DzZDz74wOVQCbs8weTWQ4n7Kv2YqDaY/MceWqVgciGEyMmPJi2xntQzRaxt27Yuf/7552XnzwsnBHBg/c9//nMA+Su3cJDzkoH7WnOV01KrAIVQWqIQQrQglnpN0vYEublQ0fAt5RTHLC0k6kWWBmhcs9OuMe2+ZtEKVODin7Ru3RoAsHDhwoo/szQVuKgn0iSFECInekgKIUQCTWNuF9U3OHTMt99+2+X11lsPQHrf4GrPn+VazInBvZ2zmKh2rs6dO/vY008/7fLqq69eNqe444f6TBdNrc3ttOuspYPg/vvvd/mee+4BANx22225jpkFmdvVIXNbCCFyooekEEIk0DTmdl7YLOQsl1atWgEAvv32Wx+r59bBvHnzXF5jjTXKXk/D4hGBcMfHLbbYwuWPPvoIADBt2jQfW3vttV22znQrrriij1k3SQDo3bu3y6+99hoAYK211vKxV199teJ5h0grwrzkfYnLXGoE9n/gCAAuOm1bGUCpqC3HgL744osub7PNNjWfX0sytzt16uTyhx9+2MCZyNwWQojcFKJJ3njjjQCAY489trpZpRByKsRdxsCBAwEAI0aM8LFx48a5fPzxxyeeq5o4yzgNyO5h3LEqdZZwvCJrZJYbzY6bu+66y+UDDjgAQFSTYcfOxIkTy97LmhNrRjaHtNjP/fbbz+UJEyYkvjeP48ayjbjnei2xuX333Xc+ttxyywXfa+/h1xcsWODyyiuvHDkmEF0npul/9dVXmecHNCbfv5kyeth6SqsZIU1SCCFyooekEEIkUDfHTREdCL/88kuXv/jiC5c32GADl23eq6yyio999tlnNTl/HLU0ffi+mSn51ltv+RgXmLDXBw0a5GPDhg1zuVevXgCiJjbfi3XWWcflU089FUC0c+OUKVMqnnfaNkWtS6UVzZ///GcApXsIRM3pV155xeVNNtkEQHR9mlMNADbddFMAUafb888/n3lOF1xwgcsXXXSRy7W8b1bqjh0sV199tcvbbbcdAODOO+/0saOPPtrlFVZYAUB0GyQubdeOse+++9Zg5pUhc1sIIXKih6QQQiRQN3PbTBCgung7U+sB4IknniibE8f7cWxflkoqtaKWVaLPO+88l++++24AUU8pe0AtHY7NFTbpLK6PTWyLnQSiTettLqNGjfKx0047zWUzP/v27VvBlVVGkrltZh9XN88L1+K0e8LV9F9++WWXzSPNc+K4VYuBBUpbCPy/4Wvr2bMnAOCNN97wMY5SMDOe/x9srvO8Q8cvepuC19+ll14KALjqqquCc7HtII73ZdOd15/de46o4EgOS/3cc889810AIXNbCCFy0tQZN3zOkAOA4wnZGWT9ToDoJnIeeJOeY+VC8C3lX0K7Bh4LxUT279/fZdOaAWDs2LEAgP3339/HRo8e7fJvfvMbAMA+++zjYxwHeuihh5Zdy6xZs1xetGiRy4MHDwYArL/++j7Gca9FZMDkcdyYhsk9dfLCzhiL/T3xxBN9bOutt3Z5pZVWcnnu3LkAgK5du/rYU0895TI7EWtFXk0ybU0yrOGaBcdZXKwd2lwWL17sYzvvvLPLfF+Mb775JiizhVgrpEkKIURO9JAUQogEmtLcNnOQnQaHHXaYy2a2cnodv84mUV5s45lNCMbGOV4xi+nDZqtdFxeC4Gt87rnnAADDhw/3sWOOOabsvFb+HwD69evnMseyheANeYtfY9OdTaNQsQ2+7lAcZBr1rieZhqVmAqX0zmWXXdbHWLa0SKAUp/vmm2/6GN/bNm3aAIgWXTn44INdtvRN/j+mtdaopeNmtdVWc9nae7CzhQtU2DYHm+C8ZqZOnQogulUzZswYl3nrx0z36dOn+xgXXSkCmdtCCJETPSSFECKBmpnb7H3O6/m0z8d52UwtN7OlHmQxZ6p9r5m4cdWNzAziWD5LHwSASy65BEDU08oeWjN9+/Tp42Nsum+++eYuX3/99QCi5j7HApqZxGll7MG09cBmaFqFnqzmdpcuXVy2ai9xy7lHjx4AgPfff9/HOLa2loSqPXFExPbbbw8gGocZ2pY4+eSTXR45cmTiObOsuSzbEPb/5Xhjrp35zDPPAIi2POHrsi0D9lIz7BXv1q0bgGhEB1f0saiBWiJzWwghctKUjpu0KdlcZs6c6WP2K5T2mUqOn5dqN9ErrV3Jx2Qnj8F1H02DAoAHH3wQAPDwww/7GDtzuEjCRhttBCAaJ/nJJ5+4PH/+/NjzVzJvcwiwA6iZC1ykwRkllvHEjcDY8WLaGccmhhx4WSg64+b11193ecMNN3TZroHXCTus7Lp4fiy/8847LpslxPetnt/VOKRJCiFEAnpICiFEAj9Nf0s5lm7FKW21xMyRuLqTZk6wic0mJpsuZs5xCtmzzz7rspl9ocZUTFzaVjXtHeKw684SE8fxZyeddBIAYPnllw9+zgoDsMMiLs3O7n2c6VapGcSxhOzYCcVZNhvsrDAHBN9bXjPHHXecy9dcc03ZsXhN8loyarF+8mDfAyC6/mzevA7YCWXXYimvAHDuuee6bP3sOT34sssuc7l79+4um8OnY8eOPmYFNBqJNEkhhEhAD0khhEigYnObzdm0DmTVsN5667l85plnlr3O5pl5bLllA8cO3nfffS6bmcAmNmN1BN977z0f43hBIy5ms5ZmUpqZHYJbMdhcDjroIB/bfffdXbbez1z2/+KLL3aZTa5QbctQhAB7dXn+9jrXs+T4t6xeSzPFrPVBrQmlEp5++ukum1nJMYDc3/yEE04oOybXvqxmeyGvxzsLcWsvFO/K3u20VixmenONU46S4HtkcbSTJ0/2sXpGpcQhTVIIIRJomjjJIUOGuHz++ecDAObNm+djXEDCtE7ONtlxxx1d5nqMIXjD3RowcR1C3jhOI+RkiuunbOMcWxhyGG288cYuc3yawVozV3y3pl3cCI1jSS32kbVP1iBM0wRKv+rt27f3MY5p4yIHBjtpqvnVzxonGdK0stRFZCyDiB0zXF/TilGw9WLVyiuZ6y233OLygAEDKp5XpRQdJ8n3mhvGvf322wBKVfEB4JBDDnH5j3/8I4Bo9hDH6W677bYum1US9/0pAsVJCiFETvSQFEKIBKqKk8yL9eLlTX0uumBxWNwEizf9zSTacsstfeyss85yebfddnM5ZIZxUQZT99nUvPDCC13mVL0QaRvXIXU+rsaibWi3a9cu+LpdAzeF4m0GMwXZzOQCAk8++SSA6NZF3DaDmdvsMODy+XYOdvawaWSvc/ycpUUC8QUPspDW0sPWGZ8vLqXz8ccfBxDdnmCzcZlllgEQrZvIWyV8LPufs5OJe6W3RPhec3x0yLTn7a5ddtml7PNx2wGW2sjf9WZAmqQQQiSgh6QQQiTQEHN71113BQCMHz/ex9jMsXp7XMadWwfssMMOAKIetaOOOsrlzTbbzGWLa+NUPDbDzHQ4++yzfcxMr6Jgc5+9yyGvOpuwL730EoBoxRU25x977DEAUY8414s07zR36+OajFdeeaXLZtrzveR6kpbOyHMOmVTjxo0ru6Yi4fvF5rBtcfD/ntMkzSzk+8npdXa9Vv0IiLY5CM3Bog2AaDzqpEmTEq8hFKPaaNLiFXnbpXPnzi7bdhDftzjvtvWFT9viqjfSJIUQIgE9JIUQIoG6BZNzWqOZPmyOcNc/8/JyKlRI3ecA3SOOOMJl9ti2bdsWQKnTIJ+fYdPpyy+/TLwWnosFIXOArZnFQMkrCpRM67gUs5CZxYHhw4YNAxD1aLM310weex8QrU5jZj53luQCp7aNAZTM8JtvvtnH2Dx99dVXAUTNcT6WlfPn+b/77rsumynMx+R7BeRfc2x62zytKg0Qv20R+rx5tdmLbR0UgaiJaFEGX331lY/x+rd7EkoUyAIH9/P6a3Sx4tB3NS7If8qUKS7blga32GBsfYeqFAGVp2727NnT5bh0ZUaapBBCJFCV48Zi6FjTCz3RuVc1N4Ey7YZ/RawWIlCqPXfggQf62B133OGy/RKZNgNEC2RwHJf98l999dU+xil1n376KYDKW0Ys+V5LV+PCBwzHJFZ6XP7V5fi6Xr16AYj+YvJ7LU2ON8652IXV7ps4caKPmcMCiMZ82rn4V50bMZm2zJogOzrMQbLTTjv5GDvnjLypjEvCWganDZrG8NprryWej/8ffJ+PPPJIANF1eMYZZ7jMRRvMemHYerEiGuzAC8XbpjlL1l133cTXG0VoLqw98po1Jy6PsyXIBTBCRTiqKfwxY8aMTO+XJimEEAnoISmEEAlUZW6zmW2E1F42NdlU43TDEGYmccl3Nj1sE5w3zrnGHc/PNrfZtGfTKFSePnQttTBnzJzg46eZJlzefu+99wYQ3Tq44oorXLZ0Lo5ntJYNQCk+0pxNQNSJw+lk5uiaOnWqj/E9snlxVZxQb+hQKwM+Fm+pVEKcCWqtFtixwumb9t60liN8TK62ZCmG7NyKq1ZjNUpHjBjhY1wj1f4nvE4tZTRuLs2KXXdc5am09c1YFSCLlwSAQYMGuWwOSXbwcZpoUUiTFEKIBPSQFEKIBJqm6O7gwYNdNu8fe2GzkGWuK620EoBoTFte0oru5oULmF511VUumznP3kM2h83c5gLHodQ7ALjxxhvLzsseWNvy4Go+Q4cOdfnyyy8v+zxXJOI0USNr0d1Q8WJuk8CpcnYfOE6SIyrs85z+ylWmbJ2wZ5TNQm5PYP9zLgrN2w4WL2oRBEB0/aVVlgpRdNHdNFq1auWyRXxkxbzX/H/la7H7yt0aeU1V0/5ERXeFECInddMk0yLj+XXLvuEsGZbtl4a1GP5FqSc2Fy6mEPerHnpvCL4XnKlh8WOswbAGYpoTn3+vvfZy+d577y17nTfB+VimGfC52JFhcam8cc5xsZwNYqTF/WXVJEOws5CblKVh2tt2223nY5y5ZLVPWUtPa5KWdr21bHLVKE3S/s9cyOQPf/iDy3Zf4zJu2Ilr7+FiIIx9L/bbbz8fmzBhQtVzB6RJCiFEbvSQFEKIBAo1t7nTHptt1VB0/11LTwSA1VdfPdexeH5sZtg2Q9rWA29884a4wfeC4/4sxevaa6/1Me7+x7UUDU7n5LlYzCWnjbEjwzou8rXyloc5ULL0m04yt82UT0vz5GOwg8p6qXMaZgjeCuGUS1vLaefPQlz6XTXkNbdrORe+bxZPy33t+XV2UrVu3brsWLz+7Rrvu+8+H+O+8tX0Npe5LYQQOdFDUgghEmhonGQ1teCKoh6exmrK8q+99touz549O/G9VqmGa0CyeWimC3sXuYMhpyW2adMGALBo0SIf40o2aR7cyZMnA4iaQ2n/4zzebZvvggULfIxjMc2U42Na7CNQav/BsZ78XvOU19LcTqsClIVaeretfQoAPProo4nvtTqs3J6BoyQsXXjOnDk+xvGraWy11VYuZ63eUwkyt4UQIicN0SRDFYa59l9aZfBmp6iYta5duwJIL9JQCyqN6eTrC/W5zqI11yJOMg4rasK93rfeemuX77777pqdKw3LkuKiF8wmm2wCIFovNY2i1lyo33gI1g75e231SDn2kbO5uCbn6aefDiBaD7VopEkKIURO9JAUQogEmqbARRrN5ORJI830aaZrYeeFxRIC0TqSIc466ywAUUdHiDjHTsiJVaS5XTRFx/Gm0egCF7ymOR00ZKaPHTvWZa5naq08qol3rBaZ20IIkRM9JIUQIoEWY263JLKYPlw5p1YxeKE6i3GkmYncQmP06NFlr3NnQGtbsORxQxRVBaglEVcZpxoabW63VGRuCyFETgrVJDnynh0EtaLRm+VxxFUm32abbQAAXbp08bFbbrml7HNp2lsaaRpKtffNKpsDpUrffCyL4wSAt99+u+Ljxs2Fjx3K7AjBmSuc0bK0E6dJWvxxS489joOdRCpwIYQQDUAPSSGESKBic1sIIX6MSJMUQogE9JAUQogE9JAUQogE9JAUQogE9JAUQogE9JAUQogE9JAUQogE9JAUQogE9JAUQogE/h/9iMoMZbzudwAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 3080, D: 1.335, G:0.847\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 3100, D: 1.256, G:0.9383\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 3120, D: 1.257, G:0.7634\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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", - "text/plain": [ - "
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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 3180, D: 1.37, G:0.7779\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 3200, D: 1.245, G:0.8019\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 6, Iter: 3280, D: 1.327, G:0.8064\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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", 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", - "text/plain": [ - "
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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3360, D: 1.438, G:0.8833\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3420, D: 1.331, G:0.728\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3440, D: 1.31, G:0.8998\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3460, D: 1.298, G:0.7281\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3480, D: 1.359, G:0.8\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3500, D: 1.265, G:0.8677\n" - ] - }, - { - "data": { - "image/png": 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ux5nbqztac9mQuS2EEDmp64wb0bjgmMxp06ZV9dqmQebtpV0PWHX1zz77rMYzKYarrrrKZS44EkeWmM1KIE1SCCEi0EtSCCEiSOy4EUKIHyPSJIUQIgK9JIUQIgK9JIUQIoLEIUAKUE2OAnuzUWSptNUdrblsKJhcCCFyopekEEJEoJekEEJEoLTEDNRrv+96Z5tttnH5ww8/rNk8GiPWxA0Abr311hrOpHFRiTRVaZJCCBGBXpJCCBHBalNPsp5M4DThGOuuu67L33zzTWFzqjZ5O/4BtV9zcWuK+5TPnz+/KnMKozGFAE2cONHlm2++2eWTTz4ZALD//vv7WJ8+fVweM2ZMxeeiECAhhMiJXpJCCBHBauPdrrWJnYQNN9wQALBy5Uofy2Jir7XWWi5/9913qY+vRje6evs+9tprLwDA5MmTEx8Tdw9xJnbeLaDVoYBwEL1793b51VdfddmK8X799dc+lqbLYlFIkxRCiAgapeOmmuXtszSYquYmehZt4/3333e5U6dOLi9btsxl65fMWi+ff6ONNko/2RjqzXETBPenPvDAA12ePn26y3mbkX3xxRcA0j3jxuS4YeuFn5XF0VbTCSbHjRBC5EQvSSGEiKAuHTdrrrkmAODbb7/1MVbRO3bsCKDU3G7btq3Lc+fOTXytn/70/x8Bq91h5kClqKTjhOd9//33AwAGDhzoY3//+99dHjJkCADgN7/5jY+xuX377be7vHDhQgClZiT/X/uOvv/++1zzryVdunRxeebMmQCATTfd1MeaNWvm8nbbbQcA2HzzzX0szFSz8axmbxFbGbWGf0dhv6mRI0cCKI2T5O9oxowZABp+swDwww8/VHSeQUiTFEKICPSSFEKICCrm3c4bE/byyy+7vNtuuwEojQecOnWqy23atAEAnHXWWT5mqjoAnH766S4PHz687FpBHmHzmAPAp59+6jKr9kmppqeRr7XLLrsAALbeemsfe+yxx8r+L98Tz49lM6O33HJLH1u8eLHL9n2H3WuWuL5qe7dtywAI3jbo37+/y48//jgA4MEHH/Qx9m4ztp1SzVjRevJu8/UPP/xwAMDdd98d+Pny5ctdtu2NasaEyrsthBA5qcs4yQMOOAAAMH78eB9jJ479VT/ssMNyXyvo9lmDDdIwrrvuOpctKT/snPzcLA4srpZiGo2MP+/bty8A4Omnn/Yx1mbSOFlsDnw8O8o222wzAJXN2GkMcZLsKFhvvfVc5vXZvHlzAKUWSdHUkyZ5/fXXu9yzZ08AwLbbbutjrMHzvAcMGACgVFsvGmmSQgiRE70khRAigroxt6+55hqXLQ5yv/3287Gi4qGCbv/Pf/6zyxYb2K9fv0znLOK53XjjjS6zCW3xj5W45tVXX13yLwC0b9/eZdvy4JjPvDQGc5vnxFsN7MSZMGFCVecE1N7c5rqoXKDC4GfFa6bW37HMbSGEyIlekkIIEUFNzW2+NHsKTV1nE7tdu3Yuz5s3r2LXNQ499FCXH3roIZfNzB43blym81fyuTVp0gRAePWjvNe66KKLXD7++OMBNHixgVJPt5lMWWMj//CHPwAA/vKXv4QeX2tTLIgk91iLedfK3LZrvf766z620047lf0/83IDDVEYAHDGGWcUOLt4ZG4LIURO6kaTbNq0qctW13Dttdf2sSwVuJnPP//c5bgCAs8//7zLPXr0SH2trH/Vg4pGdO/e3eUXX3wRQGk182nTppXNNe4r5cINH3/8sctxThjWJDfYYIOyueSl3jRJziKzupps8YTxY9IkrTkXZycxVlRl7NixPsa/xVojTVIIIXKil6QQQkSQy9zmTf00KVhWs4/NGS6Lb9dixw2nCqYhaN5BhQdeeeUVlzkeMEttvzjTx2oTAqWtFIIYOnSoy7b9cNRRR/nY+uuv7/LOO++caH5mKgPh7RniTLait1+KukYauAkVb/3Esbqb23ExkYz9hjkVMYxevXoBACZNmpRjdumQuS2EEDnRS1IIISLI1b4ha5UT816zWcDmTN4URDYHrJXB6NGjI49hs5O3EYogzsTmrQWuqPLII48AAH75y1/6mFUWCiPItP7yyy8D/2+cmZam4o/VrKxGef2isD7pQHx0RdFrpp5IE2kSZ2ZvvPHGLtv7hN8rrVu3djnOtC8KaZJCCBFB1RqBscYTtFkap3EEZXbwXylu/jVx4kSXjznmGADAs88+62PcaOiZZ54B0LBpXG2sCjvQUJ2d/1KfeOKJLt98880AgL333tvHRo0a5bJpb5MnT/axQYMGuWza9ODBg2PnZfUROY6SNdxbbrkFQEMc3KpUW4M0LZm1v7ykqb+5dOnSil23aLgYx5NPPpn6+LiK69xQbosttgBQuo7Yaly0aJHL5jDlmOlqVikPQ5qkEEJEoJekEEJEULW0RGsIBAD33ntv2TnZKWDNgTh9bs8993T5hRdeSHxdi8XkmMyg6/JjiGsQFUclY9bYIfDqq68CKG30de6557p8/vnnAyg1Z44++miXb7vtNgClpjDfK5fND2qNEZSWyP3O3333XZeztHWotzhJJuhn8sQTT7jcp0+fak6njKLjJNkZysUqrNEcOwNZtvXB6bV33XVX2edAg0nOveL/9re/uWwO30qmNSpOUgghcqKXpBBCRFCouf3ee++5zN5tM/HYPONUwCCsjQJQWrsuiDfeeMPln//85wAq29UvjrymD/fF5mdo/cbPO+88H+NWE8abb77pMj/X7bffHkBpt0auzWmfA8HbDNXsIV6N68XBUQYnnXQSgFJTkLHPgYYe8FnXnD2HNPdftLnN21VB98XXD0on5hRPjoPktWiRHrytY50ngWKqB8ncFkKInOglKYQQEVTNu82m3Jw5c8o+50BlU+dZbWePGafaGVdddZXLixcvdpm7/UXN64svvvAxDnzNQjUrsvAzeueddwAA3bp187GsRXHteXBwdiWLIAdRD+Y2e/t33HHHMvnOO+/0sX//9393OUtQdiUpes1xpAmn8L722msASrd1uDBx7969ATSk1K46v/vuu8/lSy65BEDpFhNv+1RjzQUhTVIIISKom77baYibMvfwPu2004qeThm17oGchg4dOrg8a9Ysl+fPnw+gNCaTadmyJYDStLK81IMmGUbQmrOUVyC+gErRFL3mLA0VKE2VNUuFHTubbLKJyytWrCibX8eOHV2eOXOmy2YVsSXItVeLKJoiTVIIIXKil6QQQkRQtSpAQbCKHlRZhOvHWUoSw2YFf14LEzuMSppBRZgb5uxZlSAzm7+veqjOUk3sfjnNc/z48bWaTtXh2Nug3+rbb7/tMv/+LHXTtmeAYBMaaHCacQokU6vapNIkhRAiAr0khRAigpqY20nTrsIawU+ZMqVsLGv5fJtDUeYjmxbWeZFjMtNg5kZQAeJKwHM1fvvb37rMsarcpfHHgG013HHHHT7G8uoOpyJy7K2Z1pwe+9RTT7m8++67AwCuvfZaHxswYIDLvJZNZnM7a5xvJZEmKYQQEdRlnCQ7CIytttrKZXPSVLIxECfd523qlNVZY5oz31eccysLYefkBmVW54+LaVx00UUVuX4Y9RYnyc6KLl26AGhoawGEz68WTdBqHZt70EEHufzAAw+4vM466wAoXXPDhg1z+corr6zC7MJRnKQQQuREL0khhIigpuZ2nAOCY6s4nq+SHfGKIKvpY6btkiVLfGzMmDEuW1uL6dOn+1jXrl0zz3NVgubN5fUXLFjgcpa2Fmmuz3OoB4LWJ3f1e+mll1xu164dgNIYQDa9i3AW1trc5nXCnUuNoDYi9YDMbSGEyIlekkIIEUGh5raZHQAwe/bsss/N8wWU1qszsy7smgsXLgQAtGrVKvWcqkFe02fatGku77rrri6bhzDOyz148GCXs1anWWONNQAATZo08TGu3vL8889nOm8U9WBuc1wo1yIdNWoUAGDQoEE+xuZ0ULxfNam1uc0xzZWMOikamdtCCJGTunTcWOVjrlbOcj1t6AdR67/qaQirOG3xgByfyjGCS5cuTX2tOEddPWiSTND3yJkn/Dmvz0rFs6ahMa25ekKapBBC5EQvSSGEiKAu0xKDCIs5q0eymj5WNOKrr76q+JyyUk0zrt7M7cZEPZnb9erECYpPlbkthBA50UtSCCEiqKm5zZ5Ci8tbHagn06cxIXM7O1pz2ZC5LYQQOalpI7A999yzlpcXAPbdd1+XJ06cWMOZCFGfSJMUQogI9JIUQogIEjtuhBDix4g0SSGEiEAvSSGEiEAvSSGEiCBxCJACVJOTN7A3rqRYURTRvjaMJHm0WnPJUTB5NhRMLoQQOalpMPmPlbTFZ1dl7bXXdpkL4Qax5ppruhzX4TCN9mitN/75z38mPoZRUIVoLEiTFEKICBpNPcnGRNH7Q7Xasywa7UmG8/7777u83XbblX2+Ou1JprGU8qI9SSGEyIlekkIIEYHM7QKIM30qGWqT1/TeZJNNXP7ss89yzYUZMWIEAOCUU05JfEy9mdubbrqpy8uXL6/hTOJpTOb25ptv7vKSJUtqOBOZ20IIkRu9JIUQIoLV0tyutfe3kqaPdVAEGrootmrVyscWLlxYdt11113Xx7755puyc6611louc+xk3759XX7kkUfKjtttt91cfvnll5PdQAqKNLfzxnVaexFuORKGfT8vvvhi2RgAXHnllQBKtzqGDh3qsm3B8LZMHEWZ23bexvT7T4PMbSGEyEldZ9ywxvPXv/7V5RNPPBFAafOwmTNnuszawu67717kFFOx//77AwAmTJiQ+JigHtwDBgxwedGiRS7Pnz8fAPDEE0/4WPv27V0O2iTv3bu3y+PGjXP5Zz/7GQBg22239TF+xkHEafC11PA32GADAOk0SdbkmjRpAgBYunSpj4Xdz1VXXQUAaNmyZeDncVpZGg2yaILmOnjwYJdHjx6d6Hh2UPI5x4wZ4zKv63qifr4NIYSoQ/SSFEKICGrquOH0o1/84hcuH3300QBKN7OD+OGHH1z+6U+jdw7YNC+6DFicaWVOBCDe/OO52j2yCcxpWwsWLCi7Jj+jvL3Nly1b5nKzZs3KrpXXhK5GnGS/fv1cfuihh1y2tchz+O6778rmwp/vvffeLt9///0uN2/ePHIOX375JQBgww03TDX3KIpy3Gy88cYAgCFDhvjY3/72N5fNkcXbYcOGDSs7z+WXX+7y2Wef7TKv/zPOOAMAcMMNN+SddmLkuBFCiJzoJSmEEBEUYm4HmSZsWpt3t0+fPj5mJkhW2GPcq1cvl81EHTt2rI+ZOV+J6wYRZ/rw5ytXrnT5+OOPBwDce++9gf/XvP3XXnutj+23334ud+7cGUBl0wvDvJJFeGCTmNu8ZRAXszh79myX27VrV/Y5r7+nn34aQGncaJrtA56XbXEccsghPsZe3D333BMAMG3atMTnjyNuzXGUw6xZsyLPZVspQIM3n9cBX8vum9ecRQKkpRaxmDK3hRAiJzVx3Fg9vF//+tc+duaZZya+1m233QagVKOaMWOGy3GOmeeee87lffbZJ37CKankJjprbKY58YY/x1HafbOGxRqOzat169Y+duqpp7p80EEHucyaRxCWLdK9e3cfe/zxx8uulYZqF7gI+p6yOqL4uKD1d+ONN7pszqMtttgi+WRjqGRfJY6z3WWXXQCUzpULf1hsLa+Dk046yeXrr7++7FpsvVn8KgA88MADAKobLylNUgghcqKXpBBCRFATc/vjjz8GULrB+84777hsKv5bb73lYxzfxqXs47DbO/zww33MNukBYODAgQCAm266KfE5k14TKH1uQQ6tNI26DjzwQADAqFGjfKxFixaR12d5o402AlBqonNRCzapRo4cGXneCy+8EABwwQUXRM45DbU0t4888kgAwD333JPpXL/61a9ctu0gZurUqS5369YNQDGFKCp93qA1y1gxla222srH+Pdpx1lRDwD43e9+5zLHNycpHlJpZG4LIURO9JIUQogIqmZuB3kN48q4Z/U0xv3fnXbayWU26StF0aX033jjDZf5XgyuIcnexT/+8Y9ln3fp0sXlV1991WXzqrN3PW47IM29mtedPcGreoWLeHZxcZZptj+4wtSUKVMSz6GI+yp6zYW1HAkyx/m5mTke9yyBBjPdKlBVA5nbQgiRk9WmMjln9AQVjeC/fptttpnLRTR4KipO0u6BtZ158+a5vPXWW5cdv8MOO7g8Z86ckvMApY6f559/3uW2bdsCAB577DEfO/jgg8vOzzGbfP24rI4g6q0RWBBcnOGyyy5LfFwtYj6zst5667n89ddfAyit7cprxmqYhvHJJ58AKP3NcXYOV2dXxo0QQjRC9JIUQogI6rp9QxrMPAzDnBYAsP3227tcREOrShKU4sbzDzKxmfvuu89la+TFjhuuR9mxY0eXrVZiUEMwhk0n3gZY3ciSZlmr7QKLhwWAL774IvXxZmIznGpoMaVAg2OmU6dOPhYX78gmNvPMM88AAHr27Jl8slVAmqQQQkSgl6QQQkSw2ni3Oa2QqwuZd5Yr3LBHthb1JLPSoUMHAMC7777rYx988IHLVt2HU+D+9Kc/uWz1Cz///HMfC/JkAg1e9TDTyWomcloZe+IbQxWgNNTC3A6LTQyi6DhJhiNJbLuG18EVV1zhsrW14FRgrvzDWOfPY445xscmTpxYgRmHI++2EELkpBBN0ooEHHHEEdlmlRCuQckJ9Mx7770HANhxxx19LEn0fx7S/FXnpl4c8xiEFRHgXtvMNttsAwCYPn26j3F8mpGmujcXK7Dzr3oOI68GU2+aJDcCS+OUqnW8X5rr23Fxx7CmyM3lgjJusjaEu+aaawCUapLshCoCaZJCCJETvSSFECKCRum4sQ3tmTNn+tjOO+/sMm9yW4oibxY/+OCDLh922GEVn19W0yeudp+Zxryhz/UPzSQMK39vThpO2wxzCFgsG29jHHvssWX/j/ul89YB96FOSr2Z2ytWrHDZ+k+HUeu5VtNxw9i1whx4t956K4DSrTeO0+XjbP3y/HnLo1WrVgAa6tFWApnbQgiRE70khRAigrpMSwwyO9lcNu8am9gMq/tmYrIXt4ie0ZUgTvVfZ511AADjx4/3MTZjzj//fAClz4rjQIPSzcKwdENrbwEAy5Ytc7lp06YAgN69e/sYp0tmMberDXfKfPbZZwGU1jiNM7FPOOGEYiZWh7CXmbch7LfK6bFh0ReGpTICDa1agIbtM+7GyNWH4vjoo48AAFtuuWXiY5JQn28LIYSoE/SSFEKICOrau80q/qBBg1yeMGECgIZA8VXhWzLTnE0ANgs5MLZS8PU56DoutSwINj3MXObKO0uXLnXZTB42E7NUgWE4gJzN/P79+wMoLdRrJnhWqu3dvvzyy10+66yzUh9fa482U7R3e+XKlS6HpRUanIJ4wAEHAAhPWgiaa9grKWgb7re//a3LI0aMAJDudybvthBC5KSuNUnWwjieKqg9QxjW3GqvvfbyMe47XQRF/VV/9NFHAZRqj3xfFj+2xx575L6W9eO2VDGgVKvcb7/9AAC9evXysXPOOSf1ddiJtqq2UfSa49Yd5uBq2bJl5DH1pD0yRWuSTz31lMv23QMNsY2c6svOL1uT3LDu7bffdjno9RP2SrL2I9ySJEhr5BYbbC0EIU1SCCFyopekEEJEUNfmdhgWr8dOjVtuucXlcePGuXzxxRcDKC0vn7VKSVKKNn24RzmbNt27dwcAvPjii5nO27lzZ5fHjBkDAGjWrJmPWRUioGErhLdB1l9/fZfjYuXMzGZzqdqOG6u/CQAffvhhomPq6XfA1Cot0WpLchsQxtZEmi0udsZceumlLlucMNeDZcekrUWO2VywYEHktWRuCyFETvSSFEKICOrG3ObzW3wkp9Rx7N8LL7wAoNTL3bVrV5f5loLMuqLJa/rwMWw6WOdD7mpoqYgA0KNHDwDAIYcc4mPcmY7jK4N48803XTZPNsfE8X2Z9/vxxx8PPFf79u0BALNmzYq8JlMNc5tjb7mNRRDsbbf0uGquozTUytwuAp4/P29bi1ycmrfWuG1LUmRuCyFETupGkwyCY6+4VqElsD/55JM+xrFbM2bMcHnx4sUlx1SDov6qN2/eHEBp8Yjdd9/dZdOaR40a5WN839YvmZsr7brrri5zU7E2bdoAKL0X1txNm+cGa3nbYlRCkwzTnIMam5nmDQDPPfdc2bnYkmFnQRxZtOi8NFZNkq0i67sd1HKEsdhnALj22mtdttqVaZAmKYQQOdFLUgghIqjLepIW/8ixaxzv1KJFCwDApEmTfIw7BLK5YeamxVgB6dIai4DnlyZm08wJbqlw1113uWzOrS222MLH2ByOK3ZhJjYzbNgwl4cPHx55fJo+0UUR5pzi/uNGkInNayOuniTTtm1bl6tpZjd22FkYBG+pWQpsly5dCp3TqkiTFEKICPSSFEKICOrau33JJZe4zJU9LMXwrbfe8jFOj2NTrxZmXxpPI5ent85w5pEHSlMBDUsFA0q9gy+//DKA0meRBvYMm2leiabzScnj3baUTPO6r3q8nTvuu5k/f77LXPWo3mms3u25c+e6fOGFFwIARo8e7WPcjZO31CqFvNtCCJGTutYkx44d63K/fv3K5sIaVViCfS2o9V91zkJ4+OGHXbb4SSteAZQ2+uLnaVptVidTFqqRcWMaJxBfCKSa937ggQe6zM6KpNR6zTFxz43H2Bq0AithVcyLQJqkEELkRC9JIYSIoK7NbSavaV0rszHouYXFE5qJm6bXcGMnrDYgUPs115ioJ3O7MSFzWwghcqKXpBBCRFDTtMSgGMEw8nqvizax08Am9qGHHuryeuutV4PZ1Bbu5yxEPSJNUgghImg0jpvGRCU30dNo20nh5kq///3vEx/HmTw//PBDRebCVLsRWD2R17Eox0025LgRQoic6CUphBARJDa3hRDix4g0SSGEiEAvSSGEiEAvSSGEiCBxMHljCisICqfgXi1//etfC72+wjGyser2OOe422dchJiLE9ea5cuXu2w9ms466ywfu+KKK1xed911AQDffPNNxa6vNZcNhQAJIUROqhZMXs0qPLVGf9WzkSSYnFtMBHVGXGONNVwOKt7apEkTl7nqUFCbj8mTJ7u81157JTp/Eo444ggAwD333JP4mKBun6xVL1q0yGWtueRIkxRCiJwoLTEDrEGwZmFIkwyGC3h8/fXXZZ8n0STrySJZf/31Xf7qq6/KPuc2GQMGDHDZWkjEtY9Iw49hzdl9pfneP/roI5e33HLLss+lSQohRE70khRCiAhWG3ObzbeguoxZzTQL7bCwjiTUyvTJYo7Uk/la7SpAG220kcurto5IwrbbbuvyvHnzKjInABg+fDgA4PTTT098TD2Z2+wcW7FiRdnnn3/+ucsbb7yxy1nWL/P9998DANZcc83Ex8jcFkKInOglKYQQEdTE3N5+++0BlGYpLF26tGLnrzVFmT5FZGqEkdf0yUKlze3+/fu7/OGHHwIATjrpJB8bMmRIrvNvsMEGLk+dOtXlHXfcsez/chwmZxJViqLXHBdZ5uLPdl98Te5sOnv2bADAp59+6mPHHXecyw8++KDLjzzyCIDS7Lhjjz3W5VGjRmW8i3BkbgshRE5qoknaX9KgLAegoU1A1hYB++yzj8vPPvtspnPkoZ420YPg2E7+Dtg5tWzZMgClWg+3b4hrJZFFE62EJhmU7x1GmzZtXP7ggw/KrsnPxmJjeU3OnDnT5W7durls2qpZTEC8E2bJkiUub7755pH/N4i8ay7MgXf33XcDaMgSSnKtWbNmufz8888DAI4//vjYOVx22WUA0rUUyYs0SSGEyIlekkIIEcFqEyd54oknumwbwAAwcOBAAA2xZ2Gw+cgdCrNQK3M7aBuDzc+g7Q2O9Tv//PPL/u8xxxzjY0XHVCYxt9ncZfM/iKBiFPvuu6+PTZo0qexzfl6cfmrjvM5uuOGGyOvz8dxf3Ip08PF83ixUcs1xzLE5buJScXfYYQeX2dw2h9n+++8f+HkQPP80zzsLMreFECInekkKIUQEucxtjgd7++23I4+vZApX06ZNAQC//OUvfWzcuHEuv/zyyy6buThnzhwf69q1q8sTJkwoOWcliDN9OI7s22+/jTxXkMnItQXZ/AyKBgjy9vL8eC4jRoxw2by9l156aeT8KkkSc5v/D1fhCaoqFASb6EHPi7ck0pitPC+LDGjZsqWPmZcYAC655BIAwPTp0wPPZWl1lmaX9vpB827fvr3LacxdW3Mcm/vSSy+5zNsXUefi+YU9Y6uveeSRRwZ+HveqsrUc95tiZG4LIUROGrXjhjWBoM1khud/9dVXu3zOOecAaKj2DJT+peW/wEkJ+6seFx+66v9L8n+ZvAUuWNs2jeviiy/2sTvuuMPluDjJLKw6786dO7v8+uuvJzoHP7sNN9zQZZsva0T83b777ruJzs/fB2ss5uBgnnrqKZd79uzpslldu+66q4+xJfOPf/wj0VzCYjqz/Fa5KMRbb73l8jbbbAOgtBajacpAwzNmx1QQHLs8ceJEl4McZaztZ3EWpjlGmqQQQuREL0khhIig0ZjbbA6bac1zYnM7zVzNnLB4rkpQzTjJONMiznTnmoocC7fLLrsAAKZNm+ZjRZjYTJH1JO1c7Oxhs5aLVQTxySefAABatWrlY19++aXLbKLuvPPOAEpbyrID7L//+78BlBZ3YKdZFsLWnH2/aepl8vF9+/YFUBp7nIWw+NM777zTZatDefnll/tYJVtcBCFzWwghcqKXpBBCRBCd11Uj7r33XgClcZDXXHONy7/73e8ij+eYTYvlDDNLK2Vmjx49uiLnSQK3p2BvrW05sDkTZGKzOXPQQQe53KFDB5fNvOQ6iQcffHCeaVecoJjHsL7Y9p2z2ZnGnLfnzM+7devWLi9cuNBlS2sdP3584Ll+/vOfAwBeeOEFH+NtALtGXGTDZpttFjvvLG0p+PeR18w2wnqUH3bYYS7zMygCq67EFZeSIE1SCCEiqKnjhjUBrkxu8Xi/+c1vIo/nOEnbYAZKa0imib6vFEU7bvi5/f3vf3f5lFNOAVCafRKkjXTq1MllLvLAsXqmBfF3MHfu3DzTjiWP4yZpjGiaGNIZM2a4bFlaPCd+XqZ5A8BFF10EoCEGFyiNQ3zmmWcAAO3atfMxzs7JQj3VMN1jjz1cTuN4Ma2Xm4M9+uijLvNvPAtBa0SOGyGEyIlekkIIEUFNzW3eQO3du7fLSVPQeE5hhQssGZ+dQEVTlOkTVD+RTb6hQ4cCaCigAJSmy5npzel47HBiM9yKDfzqV7/ysaztNJKy6lJM04ohDvse0qR5MuYAfOedd3yM+0dzvKnB7R04xdLguqXstODzJqWa5vahhx7q8kMPPQQAuOqqq3zszDPPLDsmrB5lUB1Xvpc+ffq4/OSTT+aYdTAyt4UQIid6SQohRAQ1jZPkrnBpTLmgmCs+nj2Je++9d8bZ1R9Bz4i3LP7yl7+Ufc6ebjMJOYWOO/px6qfF/WU1T+uN999/H0BDuiVQag4bbH5xr2jzXrO3lU1sfs4Wx8rXYhYtWgSgtF5k0NZR0dsbWXn44YddtnvgbR++L/sthsUpB7VK4f/72GOPuWzPpZq94AFpkkIIEUliTTKumnZY86kgBg8eDAC44IILfIwb/owcORJAeDzTFVdcEXl+6/ULALvvvjsAYNCgQT7GdRFrTd7mWvysbUOc/5Lz5+bEsf7GAPDRRx+5zH23zz777NRzqTRBz4OtBF6HQWuuWbNmLtu9BWmPAHDllVcCAE499VQfYweKaZJhThF2Rlhl7dtvv93HttpqK5ctjpd/MxzvarGpRWmSr7zyisu/+MUvEh1jzcuA0tqRlvXTr18/H+PK+fYs2EHDPby5Hzc7bw1+RmYVPvfcc4nmXCmkSQohRAR6SQohRAQ1iZPcYostADT0xAZKC1hYehJvjHMyP2+oG2GFDQ444AAA4cUGjAsvvNDl8847z2UrW89maRxFxazZJjebIEEOK34WLJuZYvUOAWC77bZzmYs0xJGlVUQcla4nGVbDMApORezSpUvk/+X5cSqsmfkcd8rXtzYZixcv9rFevXqVnZe/u7imYEXHSXL7Bb7XuKZlQdsgYc7AoLXE//eWW24BUBqrOnz48Khpx6I4SSGEyIlekkIIEUHdtG9YsWKFy9YL+/DDD/cxrpgye/bssjlxZzyuoWcpjlyZhMvux2He0D333DPx8UWbPnxONrctVo+3KfhZBHlLuR+0VRECGvopc8e/NFSiB3LQs+NamnG9ttnUsxhQ9o5ngc1mPj/XRbSUzvvuu8/HuLKNzfvcc8/1MU5b5B7ySYlbc/z7iOtsGASfkyt22e+SfxNjx4512WqQ8trjVNmvvvoqct4cVWMe8rCttSzI3BZCiJzoJSmEEBHU1NzmyidBaV2sigcxatQolzk9j4udWhAvd8YLCuC+6aabfMyKpgINKWRpKNrc5kbxVoUFaOjkZ9EDq87FKiJxxZY333zTZS6qm9Rrzaml/B1k8X6v+n85GHzZsmWJz2MsX77cZWuZ8MEHH6Q+D9DQUuGNN97wMd6C4bla2mdY4Lt16OQEB97WmDdvXur5ZV1zSb8n7hK5YMECl3v06AEAuO6663yM1wQ/lyB4y8KeV4sWLXyMt4Bs+4J/n7zNEfe+CELmthBC5KQmmqRpLxdffLGPcUMq++sUVtLe/hLPnz/fx3hjmP86mQbJm8WcYhUEJ91n6TVdtCbJPaL5WnaPrHU9/fTTLlsKGjsROIWMY1EtZpLT6fi8Fr8W9nxMK+DvJW1rhSzPjr97Tn+zQgnsIAyC+0AfddRRLtuaZQcgpy2++uqrLgfFV3IcoVkn/GysXiXQED/Jmn1QPdSwONAi1hw/y/vvv9/ltm3bAmiI/VyVoOZ0cbCT1poCAg3OLb5vTlG0tEVOqeWmd0FIkxRCiJzoJSmEEBEUam7HVbjhVCfuQRyU4mRxewAwceJEAA3VhADgxhtvdJlNSJsDp99ZbUGG605yFaEsVLOUPseMmXOBTRveWujYsSMAYPr06YHn4rma6c0OhyxtBdJQ6bTEIDg9dciQIS5ziqDB927xev379/exBx54wOWg7R5OqWMnpdWk5HYEl156qcsW0xjUN5zh58PXqma3RJsXtxbheZsTlh2z//Vf/+XyE0884fKYMWMANJjwQGlMpz3jjz/+2Mc4jfTAAw8EkO7+ZW4LIURO9JIUQogIqubdZo+xmTFsInBlDzMLP/vsMx9js9FMay7YGVbo1zzBHO/YpEkTl4PMAY4zZNU+KbVqFN+6dWsApV7/oBSuJKX0zbzkYshxxY7zUqS5baYYm3cc12mxfWw2swlpa5ZN5L59+7rMzzkINt0t3o+LzHLsq5nmYSl7QT/ZotacrQNu7cHxn7Y1ZsV1gdJUV/uN8++TTeSuXbu6bOszKBURCO54yREZVhg5qKtoGDK3hRAiJxXTJLMknZsDBgBOOOEEl2fNmlV2Ts4s4Sj7OKze3Omnn574mLzUSpPMQlhMqMUFHnfccT7GmRD8fVSKajhu+JzcusCykcIsEosR5XhbLrbB2HNk7YuLjpx22mkASmMuzz//fJetgEvWbKUinpsVigFK65HGMWnSJABAz549Az8Pii/l2q2sYQdppRxLys7ZpEiTFEKInOglKYQQEdQkLTFLqlJjojGZ2zw/i7MEgGHDhgFoqI0IlDo1uE5lpVh1KbJZZZ81b97cx2yjPgkWZ8tbPEGdJnmLZ+rUqS6PGDECQGlXw6D+0nHzD/ucY3vj6mQGUck1x44Pu0eeK6fF2jrgrZqgXtoMp7pyyxC7Bt+/dY4EgFtvvbXsXPx98NZQUmRuCyFETvSSFEKICOqmfcPqRGMyt5lTTz3VZatvyLUN2QzLYhLGsepS5LhMruwShaX8AaVxjHGYudihQwcf43s0bz+nv3J66x133OGyxe9ef/31PpbGUx2U1hhHrdectTkBgH79+rls9Ts5KoC3KbjSl0UQZGkvkRWZ20IIkRNpkgVQ67/qTFymBmcX8V94c6rF1V+sJKvOj50oabSqPLADheMcmzZtCqBUy2FHV1zGTRysafF5k1JPay4OduzwfZtjkO+/6O9dmqQQQuREL0khhIigEHPbGhzxZjZjKnYWs6Ix0JhMn3oiT1piXJ/vY489FkBprB23RJgyZUqi64TNKe5nFJe2G7ctEkfWNWcmbpqiEKsTMreFECInekkKIUQEhZjb1qGQq8Y0dtKYQzK3s5HW3ObPly5dCqDBC73q53HtD7KYuHnhropcY9HgyAKugRpEmjXHKYZJvcdZjimKuO+N2z9wlaAgZG4LIUROFCcZQ2PMfqgVlXQ+rHo+g4sYcHGD1QlzonBBkTji1lyWeq+VhCuIt2nTxuVp06ZVfS6MNEkhhMiJXpJCCBFBYnNbCCF+jEiTFEKICPSSFEKICPSSFEKICPSSFEKICPSSFEKICPSSFEKICPSSFEKICPSSFEKICPSSFEKICP4PeYqIcDbXhgwAAAAASUVORK5CYII=", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3540, D: 1.277, G:1.274\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3560, D: 1.232, G:0.8488\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3580, D: 1.267, G:0.8201\n" - ] - }, - { - "data": { - "image/png": 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", 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CiAQaOk6SN5CXLFnisrUs4P/zZi4XMyiyn3a5FFnbj4txxLVKyErc/LjwgLWISEuRLJJapyWmwaa11T0M9fpuOl4Pilxzu+22m8vPPvssAOC4447zMW65YN/BnXbaycfY3LYCFY3qLJW5LYQQOdFDUgghEmgYc5uPb2mFVpMQiHqszKvJHs2hQ4e6/MQTT7hspfLnzp3rY6FLLjLGr0jTh7H4OE6H420GLntf7vm5+ot5KutFPc1tazNQy/TVIqnWmuvTpw8A4IADDvAx6zwJlLzW8+bNK+yctUTmthBC5KRhNEkmNCUesyrHHBvJMZOsVRrc1Kna2gLPlTf3i4p5jKshmfYZ9ezZEwAwZ86cQuaRhMUbZml2VbQmmSV2t1u3bgCAd955J9c560W9GoFZrCjHSa5JSJMUQoic6CEphBAJNKS5bXBDIovbA0rNh+IaCtWbSk2fYcOGAYhPa3vqqacAAPvtt1+O2UWp5TZEGo0WJ7kmkWXNNVJ8Z72RuS2EEDnRQ1IIIRJoSHO7kso7jUSRPZDXJPKacbU2t3mrwWp0ptWbbFTq5d1e05G5LYQQOWlITXJNp1rZD9WmyA39SuLnaqFJxhWoWNNZU9dciCyabF6tV5qkEELkRA9JIYRIoGxzWwghvotIkxRCiAT0kBRCiAT0kBRCiAS+n/6S/0+1wwri2sdWQi2DYUMB4HHhGNUIFl+b8nCVu105a1MIUC1RCJAQQuSkbE2yGnD3v7/97W+Z32/NyAFg5cqVLnOp+bRiq3nJqxWGfvWzHLOSYNs4TZurLqU1dTcNNk17/S6luIm1E2mSQgiRQMOkJVq5f6BU8j9OCzEtJm4f5oc//KHL1kBshx128LH999/f5RtvvBFAseXneV7crKzcPcMs2leoHmSl2ts666zjsvVJ5j1PvpY0TTMEv9+auTHak6wc7UlWhvYkhRAiJ3pICiFEAlUxt4sKddlyyy1d5jp/o0aNAgBceumlwfmtu+66Lv/9738HEO0v/fnnnzc7F5vbHI5ULnEdDKvRLTEOM2d5LmzWmqOLe5jzdYc6L7IJ/s033zQ7J98rfn8lWwtN31Nvs3FNcjrx/F588UWX+/btW9Xz2hYPb/usScjcFkKInOghKYQQCdTMu80eZzPb2FTjaZjZNXr0aB8777zzXF60aBGAqMc6zlz+8ssvm82F4wFDHQKLLOSZ5b6FCtXy+82c5u2Er7/+utlx4uJPzdxetWpV8Pyh647bLqhGdk8tvNtpGUqhrRqeSy3N7ixxq9XybtvWzI9+9KPCjsm0aNHCZVvLG220kY999tlnVTmvIXNbCCFyUrYm2a5dO5ctjjELc+fOdXn77bcHAEyfPt3Hbr31Vpf//Oc/A4hm1IwfP97lyy67DABw5JFHBt//7rvvumy/gByjx9pXNTQEPhZrdatXr058n82RnS0tW7Z02ebNGlAofpT/36FDB5dNgz/uuON87I477mj2f6B0X+K0aotrXbJkSeI1pZHkuGnfvr3Ly5Yty3WeSuDrffTRRwEAAwYM8LF6O5aY70KcZLlZXlmQJimEEDnRQ1IIIRKoS1qiOShYbea0RNssvvDCC32MYyLNDO/fv7+PnXLKKS4fdNBBLuctIBEizbFTrb7bFovGziaO/zRzfsiQIT72yCOPuGz3vVWrVj7WsWNHl1955ZVmc4lzcm2xxRYAgAULFvhYqFxcmqMkKQ6z2mbjyJEjXb7kkksAZFsbw4YNc/nuu+8ubF7l0qlTJ5cXL17scqOb2+xYPemkk1weO3ZsTc6f9fsvTVIIIRLQQ1IIIRKombnN77///vsBABdffLGPsefXzOl58+b52NSpU13+yU9+AgA45phjfMyq1gDA0qVLXTYzZJNNNvGxt956q9n82GwNmbMrVqwIXleIankazfvNx+e4vl69egEAtt12Wx/r3bu3y7Y9MW3aNB8bMWKEy3wPu3btCiAa1fD888+7bPeF38OxsBafGXcv0rYpmr4+L6EYVI49zJuKWm/WVO8233eL5AilDVcLebeFECInFVUmLzdeiTf9GXOy8C8ex1Ga1saxjbvssovLFmfJWQAWxwYAV1xxhcumVfLxQ8TFMNpc6tE3p+m57H6vv/76PsaOkS+++AJA9L63adPGZbtvCxcu9DF2XrAjwI47a9as4LxCleRZMwvFfNazSMSZZ54JAHjooYd8jLUYWzO8dtKIi/FckzS5WhGXrcXr12i0+ydNUgghEtBDUgghEqjI3C43LYg3ybfaaiuXrejE8uXLfYwdBJ07dwYQbbPA6vp7770HIJqqyI4VNp1tvFJTz0zXStoVZCUtTtJME76+nXfe2eVXX30VQHTje+LEiS6feOKJAICbb77Zx9jJxdsXZk5Xai7b+2q1TXHwwQcDAB5//PHg/++8887IvJoyZcoUAFGn3XXXXedylnjYUMM1USJkYgPR50EjIU1SCCES0ENSCCESqEqcpKnTcVVczOThGD+uHXnuuecCiJq477zzTrP/jxkzxsc4NnD27Nkum0c3VDeyWuStJxln4tp95epIHKdo18jbHGyOW20+Tlvk+FAuwT9jxgwAwNNPP+1jodqcWUgzSfO0byh3q6LSCjJWW5JjQcudUy1o9DjJch4zFr/co0ePak/HUZykEELkpKoZN1wvsl+/fi5b4QqOwbMakgDw4YcfAojGA2666aYuX3vttQCAiy66yMc4ppLnahrRTjvtFHxtaCOf329ZAF999VWz1/FrQ8Udmh6r3NqV/B7e5DbNm7W/oUOHumwN0vbYYw8fe+2111y2IiJcSIIdN6yh2r3nmMo0J0zeYiKN3HfbHHhskfA6Yo372GOPBZC/1mYWGkmT5DVr3/GePXsGX8trkS3LWiFNUgghcqKHpBBCJFCRuR1KOUuDVXAzXfn9XONwr732AgCcc845Prb33nu7bDUQ2QTmtMT99tvPZWufcNttt/nYGWec4bLFBnIvajY7zZkxcOBAHxs3blzoEh2+pWySpTkNQi0T+D12j/iYfC1XXXUVgKjZwvfYHDrsoOFrZTPemqzxfa0kVjStniTTdCluuOGGLlvKZb0ws5DrXzI8P1u/c+bMqf7E/o9GMrdDxD1mzLEK1PZ+GTK3hRAiJ3pICiFEAmWb23H9lxMPHvDsAqW+upZeCETNXSuLz+lz7KU1jy6/J67ikJl4/Nrzzz/fZattyVVtrr76apcnT54MAHjhhReCxw8RZ/qUu00Rd6/tWFy9hrcpLB1xt9128zFOYZw5cyaAqLndunVrl7njpFVqqrS2XyVxiY3s3TbKqfZTj3mvqeZ2vecqc1sIIXJSdoGLIptnmcwOCO4v/eSTTwIoFSUAoo4XyzJ58cUXfWzXXXd1mbVG61XNG+7c/Mo25K2qNwD88z//s8vmzOBMi6YNq8qlXA0yLubSNMC4itp2P01jbDrXCRMmAIhWGOfCIDxuzp9KC1QU2Ru5HHbccUcAwOuvv16V46ddO68Pey3XQH355ZerMq9GJ3Tfsjh8GwFpkkIIkYAekkIIkUBF9STLhVXt448/3mXroc3tAqwWIr+Pi17wscy04Xp/nPbItSktlpJN1G7durlsKZBch3C77bZz+bTTTgMQdRxxU7E0sqTyhUxU3pLgYhYG1+Azc53NGT6mxXdecMEFPsa9tq0ABlC6R+y4sSIPcbDDKZTGV816ktUys43u3bsDiH72nErLn4Pdc17TosRzzz1X7ylkQpqkEEIkoIekEEIkkKsKUIsWLVw2L3I5mCk3f/58H+MaiEZcSpu1d7Ce2llhc9uqlHA8obUCAIAFCxYAiJqiadQyZo2Pby0yuHIPYx589uTzXNnTbfU7P/roo+D/07D4TY40CG0XMI0cJ2nxpHwP0ry0/J3gilbVoFHjJEOPl08//dRl3hrLi23tcBxwGoqTFEKInOghKYQQCeTybseZ2OYBZFONVWAz5dicZhMh9H5OvzPTO85znFZ5ZtGiRS6bus+tCdhT/qc//QlAtOhvIwXD8j14//33AcRXIbJKNTfddJOPcYdEDni2aAS+f1ZRCSilcXIwO2+ZWMC+leRvSt52CrXG1kc55pndG06V/cUvfuHyH//4x4Jn11hcfPHFif+34s9Fw9/RIpEmKYQQCVSlfYNpL6zRsZZhqX5cVIJjIletWgWgVAYfAE499VSXrUdyHFZAAyg5XPhXnWPa3nzzTQDRtMapU6e6zHUsy6Vam+ih9g8hbZzrQrKzxH5pua0GFxEZPHiwyyeffDKA0v0BoimOadp0WiuHtLYXcceoFxZPW462Uo15c9GSULGVRnLccIpmKLaWrY96W2Vy3AghRE70kBRCiASqkpZopm1ctRwb32KLLXzsrLPOctlqGXLlHq5sE6oixGozl4S3OL2XXnrJx1auXOmymTHsQLjyyitdttjDa665xscGDRoUvK5awSY2x9/ZdbFDjU0vc9ywOc73wrpQAiWTieNH+VhpPcJDc017bSOz2WabAShv3rbdkyW2NsShhx7q8l//+tdcx6olaemr9TaxsyJNUgghEtBDUgghEqiKd7tcOK3xmGOOcZkL7IYwj21c57osWCzmqFGjfOzII490uX///gCiZhan2lmcIZsQcfGf5RLX9iIUU8jnsvvBLRm4+pGNs3f7k08+cZk9t127dm12/lClGz6/maRANOXU4AgDmxfHzzZNW6y3lzZEOV8XW9ccvZEGr+W09M20edXjvqV5tC29F4hus9UbebeFECInuRw3lZb2N/iX1mpMAsDYsWMBAMOHDw++L9T0i8/PNQzNMcM17Nq2beuyOYlYe+W2EKHsHs5SMeKcSCFCzcGAUixpUuxg0/ezbL/g7Gzhmp3mMOPMmgceeMDlvn37umyxqqzVsCYbamrG2qNlMi1btszHQn27+bNaW7A1Z21IyqES7bGRYCsjRJYCOI2GNEkhhEhAD0khhEggl7ldaaxbKCWtT58+Lt9zzz3NxrjunJnLF110kY9x0vzSpUtdtnRDK/4ARE1EMz15jFsBVGMTnK87VEczDjNx2ewN9YHmMTaB7bzcX5trS3I/cjP/+PrjYh5DsJnddH48l7WFc8891+WPP/64fhOpMaFiFmx623e1d+/eNZtT0UiTFEKIBPSQFEKIBOoaJxlXi9DS5jgesX379i7PmDEDQKlmIRBNz7POdkCpGyB7tNM8cXmJq+eYt3ZiaJsizhwOjZlXnu813xfGWmO0bNnSxyytMe74ea+vkasAGVwp6cEHHwy+ph7zrlecpHUj5XPymrEapFliRmuJ4iSFECInZWuS1agBN3HiRJe5+VaRm/qW0cHxeJzlYb+AaXFqrEW1adMm8bV5f9XTHBxxn4W9j2sPcmVwi1XjjAd23IwfP77ZseI+a4tVDcU+Muuuu67LaYUP1gRNktcRN7Sy5nT1ol6apJ23ET+rcpAmKYQQOdFDUgghEqiK48bMWa4Rye0ZGpEsZmEa1Ta3097H2wlsBloRAjbBs5j27PAJOZGYUNpiGmuCuZ2FStdBJc6Oehe4WFORuS2EEDnRQ1IIIRKoa5xktagkdi/O7FyxYgWAaOxXnAkaen8t75ttGbAHNmTuxl1r3rTBtA6JadTT3LY+43fffXfNzlkk8m5XhsxtIYTISV00SdP0WMsrMnOj3tTyV31tKhqxtjluaokcN5UhTVIIIXKih6QQQiRQtrkthBDfRaRJCiFEAnpICiFEAnpICiFEAmX3uFFYQfkoHKMyygkB4nbCaWXa0uDWwFbguYiQqrS89rT/h+DizaEEAa25ylAIkBBC5GStTEusN/pVr4ysweRp6aHVoBbB+6FkizS05ipDmqQQQuQkV99tIapJWqpqFu2xkuIbofMXoT2m7UmGrtVqgQLAN998EzmOqC7SJIUQIgE9JIUQIgGZ26Jh4XAf62YZ18c8zQwu10xmE5YdQ6Fwo7hj2rx5OyDkWMliupuJXc7561EZKi1EqRzsftfKCVcu0iSFECIBPSSFECKB72Sc5C9/+UuXR40a1ez/oWLAWYoCK2atMsqJk8zbSZLfE/pM446/++67AwDWWWcdH5syZYrLDz30kMtHH300AKBTp04+9tFHHzU7Lp+fvdfWrXPQoEE+Nn78+OC8QmNFrrlKtgZCbL755i5/+OGHLofmzd8vvpbFixcDiLZSadWqlctmph9xxBE+9vDDDyfOS3GSQgiRk4o0yUoyAorEfmm5V3YcoctjbcAcAkzolzhLdsfapEm+8sorLu+8884u22cf50iphKafFR/b7mOcUyC0JlnL+OqrryLHAYCNNtrI5ZUrVwIAhgwZ4mObbLKJy8uWLQMA3HLLLT7WrVs3l7lHtsmWD96UFi1aAAC+/vrr4P8roZZr7plnnnF5//33BxD/2YcahcU9cmyc7wvf13bt2gGIOvQqdRKlzYWRJimEEAnoISmEEAlUFCdZDzP7wgsvdHmDDTYAAAwfPtzHxo4dG3xfly5dAACLFi3yMTaxZ8yYAaBkbgHR6zPTfKuttvKxuXPnZr+ABoLNlXnz5rnctWvXZq/96U9/6vIJJ5zgsplB3bt397Ff//rXLrPToVKyrLPQa1etWuWymXs//vGPfWzmzJku33TTTQCAyy67zMfY2WLr6Nlnn/Wx+fPnu8z9uu+//34AQO/evX2MHYRFmdkHH3xwIccpB966OOyww1y+6qqrAACXXHKJj/E2mH3X+PPZdNNNXe7Vq5fLS5YsAQB06NDBx9q0aeNy3759AQCtW7f2seXLl7u83XbbAQDeeuutxGvJ+vySJimEEAnoISmEEAk0dJzk1KlTXd5jjz0SX8vz23jjjV02ryTDprWZ7mnHHTx4sI9xTFyIenu3zXsKRE27SmLdeJti6623dvnbb78FEPUu8rWanKWSeNZ6kox5t+O8qL///e8BAI8++qiPcbzd6aefDgDYcccdfYzNsl133RUAMHLkSB9j05u94rZuOQ7y8ssvd5nXX4hKPqci1xzP+wc/+AGAcFokUIr6GDBggI9NnjzZZVt/cRElG264ocuffPIJgGj0SM+ePV02M3q33Xbzsddffz3tchKRd1sIIXLS0Jpk2tS4R4nFTsbBGk/79u1d/vTTT5u9NqSNZLn+emuScRkLWTANIUscGmsgzz33HICoBZAWn5qkSebN/DDrgh0QI0aMcNnWz7bbbutjrB2Z5jx69Ggf48yRK6+80uWPP/4YQDS2lh1gpkkWWXyilmuOHTN230L1LuPg+S1cuNDlzp07N/s/30OzStKOnwVpkkIIkRM9JIUQIoGGqSfJau9vfvMbAFFTL1SvLs3EZvj9lt5UDo2eVrj++uu7bHGBbG5vttlmLtsm91lnneVj7ITitMM0M9tS+ji1j+NH+/Xr1+w9IRO7XCoxTdm0thhQHrv99ttdtjhIHlu9erXLtg7YRN9pp51cvvPOO1221/z2t7/1MY7ZtG2HIs3GLOStN3nGGWe4bPGfWa5lm222cZlTPw2Ll2xKnvWTB2mSQgiRgB6SQgiRQF292++//77LoZS4tG5yHHfH3rUQlrIEAG+++Waz/3NM5p577pl4rDSq7Wnk45tHECh5++fMmeNj7Im0mMeQiVMpWbyaaeSJk0zDPO8cl2eVgYD0GE6Dt23OPvtsl6+//nqXzQt73XXX+Rib3hZRkaVGKb/WPL7mcQfqH1GRxssvv+xynz59El/L18pUoxWFvNtCCJGTujpuQtpjOdgvDcfdMVwF+YMPPgBQKmTRlFDTpkaHi0ewg8WcOHF1NovUIC3D5IEHHijsmNXENLUVK1b4GGssaXGYFmd5/PHH+xgX92Cngmmo7BT7/PPPY+dUDvzavDUUqw0Xmxk4cCAAoG3btj4WqvwPlLKeatW8rFykSQohRAJ6SAohRAK5HDe1dFBUSmhebHJxkYOiSLsvHN9ZTgsKw4oFrLfeesHjm/zII4/42OGHH97sOHGfVeh+c70/LqVvsWzcoiBv7+Vy0hLT5psFPqbNncesuAMADBs2DABwww03+Bh/djyXBQsWACg1DwOApUuXFjbvEPV23MQ1NbP2H+w4jaMRU58BaZJCCJGIHpJCCJFALu92tdRjS4+bPXu2j22//fYVHcvUae5sVw0TOwtZTGx+rbUemDRpko9x/UNLO+TUOjYnbr31VgBRr6xV6wGAa665xmWLxZs1a5aPcSyhtSs45ZRTfKyaXtdqmKi8fq2lAHupuQ3ApZdeCiA9HhcAvvjiCwDRykCnnXaay3Ytafcrb/pgLeGKXFnaU4SqcOWl6PsmTVIIIRIoLOMm76Z9iCJ/PWu5KVytTXSL5eQGVeeff77LVnWbsxtYa7ZmZlbvEIjW1uR5mybJ8aOhrI9q1UQE0u8dO7C4GEW58Jo1jXzffff1sSlTprh83nnnAYg6wu644w6XuSmdzZu1pL333tvlxYsXA1hz+24zdi7OtmKZC7CEOPfcc13mrKRaIceNEELkRA9JIYRIoLC0xEZKlWIHA8e6rYmw88ocWm+88YaPccylpWlyqwA2vcyhwH2N2eQMmR78/7i4wFoQShusxMRmOD3OnF6cPmjxjgAwZswYAKV4SQD43e9+5zLHkFojtlDfbiBa2GVNxz4PThHmlguhwiFPPPGEy7fccksVZ1cM0iSFECIBPSSFECKBhmnfkJcePXq4zPFtayIcc8b9nE844QQAwGuvveZj3NfazByLp2xKmzZtEs/Lprm1G0jzTtaKSsz7tHg5HrPtIvb8M9OnTwcQ9fCzJ5zjJ63X+xZbbOFj3NoirXalfX5swjc63Os9zbv++OOPu5ylElIa1k6Dvx9FIE1SCCES0ENSCCESKDuYnM2Mang2ObA2ZC4effTRLnMxU6ORUriKDOz905/+5PJRRx2V61hpcLFi64LI95o9tNWgmu0bQlSyZqz4LlAKCgeAd9991+W3334bAPDYY4/5GHvKzbu9fPnyzOePo17B5FbdiL+zHOR/7733Aih1QAWAa6+91uWDDjqo2lNMRMHkQgiRk7o2AmN4GuPGjQMAnHrqqTU7f5HUu7ZfFjhm0lpdAMAFF1wAoFQUoxbUWpPMgmlC7733no+xRrRy5UqXrYAIz5/rblorg1BLByCs3XDsoaWK8vHZAVLL+2ZxtJy+ynGQu+yyCwCgdevWNZtTFqRJCiFETvSQFEKIBOpqbsedupJzWX1DINrRzs6xNlQBMtOGTau8G/7skOPUUjsHpyVWm6LN7ZCzkc/BMaah2EV2QJi5O2HCBB9j09u2iIBSOiKb4KG03byVs+plbnOHzMMOOwxAfMpqXA/tEHY/apniLHNbCCFyooekEEIkULO0RK4S8uGHHzb7P6u9lpbHHsE0hg4dGpRDx08zR9hEKDJtqlzatWvnMpuBVsWnSHMqzrR59tlnAUTTzYosEpuVUBWgLNj7uCrUt99+2+x15nkGot0OBw4cCADo2bOnjy1atMjlp556yuUvv/wSALDnnnv6GHdLtGvhe1/vNZcFbtlh65PjmK+//nqX00zoUOdSvldcFDqEpSICxacjGtIkhRAigcIcN/3793d56tSpzf7/9NNPu7zPPvuUNzk6JxcLmD9/flnvB4Ann3wSAHDggQeW/Z68ZNFaWWsIbXLz+02befjhh8ueC7/ffqE5a6Rr164uc29kawVRS7I6bsaPH+/ycccdByDaOoAdI3ZvWaPhGFFrxXDjjTf6mGnTQKlBGH9G1lMaiK4vOy87brJg183WF19XiEqdhXY9HIfJGnZIg49zGBlc49ScX1wAhP8fgq+bG7NVAzluhBAiJ3pICiFEAoU5bkImNpNmLoRgVZjTnrJQSzO7EtLiyLhwgJnZ7NDi2pMGm05scpqZzbU3ORUxyzZGIzB48GCXQ/GwXAvT7oM5v4BoN0PbDuKCHuaAAUppdZxKyN392Iy3OpA8l7h4VCNUbKMWDhw7R8iJxfD8zznnHJdD953XrBX7GDFihI/dddddLg8aNMjladOmAai+iZ0VaZJCCJGAHpJCCJFAzeIkDznkEJfLjXVjc4NNyBAc/5ZWHn9NIhSbyA3duWbhrFmzAJQ8vQDQqVMnl639A8empaWG1rs2Z1PSUvl4vuxdtnhPjpKwNgtAqU3G2LFjfYw7I9r9+Oqrr3zshRdecDltO6lcE5sJeZnjXlspdo2c1stYdMg999zjY7zNYfPi7+fzzz/vsq25P/7xjz7GsY+h7SDeBmkEpEkKIUQCdSlwYRoiHzPtl5I30TfYYAMA6dplvahWgYtevXoBiDpYuFlUqIgDxwKy5tSIlBMnWWlmih2L388ajWVpscbE8aQG98wO3XuW0/pPF0m1a5jGfVfte9m5c2cf44Zz1litW7duPsZN0fJqxewkqqRxmuIkhRAiJ3pICiFEAlU1ty1hHYg6C9Z2Gql9QyM1SEsja1piWr3IEHGxi+bQ4eIrfCxzgC1cuDDx+ExaMY24eVXyOdV7zXHaYSUx0fVC5rYQQuRED0khhEigYbolrk3U2/RZU2m6FDmGrpIUvdC9j1vurVq1AhCNg+Tz500VTGsVkYVQDGu91pyZ2WuSic3I3BZCiJxIk6wC0iQro9Z9t0O9rNPOz2Nc9zCtRiJj7yuykMN3Yc2FNGguYDNp0qTMx5QmKYQQOdFDUgghEijb3BZCiO8i0iSFECIBPSSFECIBPSSFECKBsmuNVTusYOutt3b53Xffreq5spDWXD1EXDiG5QrHBQGH+t2ktZzlNrBz5swBEA1t4XmHtp/jSo+lzdWCozkwmq/Veu9wPx6elx2LQ29qHQK0NlFkCFBaYeMQXHaOA/LTgsxDOetx69fGKw3GD61ZhQAJIUROFExeBeJ+1e0XOk47tPGQxgaUtK5KAxKyfIahLnih6+IxrnoTmivLphVIkyyGOIskTfsKBbZnKWxsr417nX2GlvYJRDVNnrcV0K2keG45pKVzxiFNUgghEpAmWQWy7A+FaiLGvSfU9iL08WWpTRh3LhvP2/s5rh+zNThjTblpzUWtufKpdE/SepOzRs9aZahOZxZLpsiGcrZWeE2m7ZmG9ld5LJSO2hRpkkIIkYAekkIIkcBab25bZ0UzKwBg8eLFVT1nnOljcpw5XK5JYuE1QDTEJkRaJZu483fp0gUAsNdee/nYv/7rv7psJk/cJn+amVVOOEZoK6KWcJWfLBV76tGzPC3sjD8b7j3+wQcfNDtWqO1ELdozmJOJ5x9yOP32t791+Zxzzin7+KF7IceNEELkRA9JIYRIYI00t3fbbTcA0Ybo06dPd3nmzJkujxo1CgBw9dVX+9iTTz7p8iGHHAIgHI8I5O9cxyajmSxZCrQylZhx/Llts802AIB+/fr52F/+8heX//CHP7g8evRoAMDIkSN97JlnnnH5yiuvBABssskmwfNa18E07zh7GpuaVkWuOTvPsmXLfKxt27aZj5MlcqBFixYumzc/C1nen7bFk9f0t+0XAPjoo4+C5y2KtHsc19Yj73c1DmmSQgiRQM00yWr0f+ZflOuvv97l888/v9lrWXt79dVXXd59990BRDW+avVAto3puHzqUJ546FeTjxnS1FgDWW+99Vw2TZbjFTfeeGOXTz75ZJcHDBgAIBq7yPdwo402AgDssccePjZ//nyXP/3002bXEmp9wA6RptdSb+vloosucvnGG28EEH89jN3/OO2v3u0b0tY3O6zs/+YABaLzXrVqVfbJxmDOVc7I6du3r8vTpk0DEHUsZckOCr2nnNx0aZJCCJGAHpJCCJHAGm1u77DDDi6//vrrwddYHBjHhjEWZ9imTRsfY3Nj5cqVmecV57hJSyHMclyDTY+Q6cDHNyfVwIEDfWzQoEEu/9u//ZvLY8aMAQBMmDDBx0Jlz6ZOnepj5qwBgLPPPrvZ/Nhc520Eo2mKWJHmth2Lr3fs2LEuP/TQQwBK9wgAOnToUPbxZ82a5fLOO+8MoHmaZdFceumlLrNjMnTfKjFLmbzfX/68eU2w489KJP75z3/2sdNOO81lcx699957PsZbGmlFWYy07aqmSJMUQogE9JAUQogE1pg4ST6/qets/qWZE3FqtZmLe++9t489/PDDLh911FGZ5xpnbuetrBPyfofuy7777utj7Ik0T/55553nY59//rnLn332mctvvPEGgKiJ3K5dO5ctVpW940uWLHHZzKiOHTv62Mcff+yybWmwiV1Nc9tiMC+88EIfY+81X0cl8LXZfWKPcFr6aF6KrEzO2JYDx7DymrH1HeclNtN5wYIFPnb//fe7vGjRomav3WqrrXxs+PDhLi9duhQA8Morr/jYlClTXD7ggANSr6cpipMUQoiclN3jph7wxvnvf/97l48++mgA8drj8uXLXbbYKo7hs411ABg6dCgA4IsvvvAx3nAP9WrJQqgaN881S+EA+7UOZVTw8dlJxQUqzBlz3HHH+dizzz7rMmfU2C80a5Is233ZcsstfWzFihUu77PPPgCAp59+2sdYW7M4ylDfnhB5M0d22WUXAFFnh8V6AqV1wEU8WOs0xwg79SZPnuzy/vvv77JlK3Xv3t3H4hyL1SbkzAjF3lpcLAA88sgjLn/55ZcAomtz3XXXdTmUPTZ37lyXzbHC6+SKK65wmY9ra4a18t69e7ts/Zw4O+6yyy5zuVu3bgCAd955x8eyFIOJQ5qkEEIkoIekEEIkUBXHTVFJ9ZyedOedd7psJgI7INiEZXPATAuuJ8kFHs4880wAUXOD1fJOnToByFaDMi0tMVR3kcnSvpbNdXN8cGzZXXfd5bKZimwymjnVdN5pMX4HHXQQgOh9ffTRR11+7LHHAESdSCGHFo9VMy2xdevWAEpFPgCga9euLt93330Aou1M2ZQM1SJk0/2SSy5x2T6THj16+Nhbb72V7wJSqNRxY8UqOF4x9H6+L+a0A4Dnnnuu2Wt5C8VSgI855hgf49hGdgLZd5CLrvAzwLYveDuJt9bss33wwQebzSkOOW6EECInekgKIUQCDR0nyd5W9piddNJJAKLVbDjViWMDQyXh2atpsVfsebWxSklLS0xreRB3LGPbbbd1mb329v4hQ4b4mJmRQClmceHChYnnBEpmNPdA5tRNM5mOPfZYH7vnnntcNnM9bnmFtmSKNrfZRLQtjLxbQOxZ5YgIrrxk8JqM63tdFJWa27fffjsA4JRTTvGxO+64w2WLneUqW3wtaddlsaK8dcGVqcaNG+eypcuyuW2RLEDJU33vvff6GK85TmdMQlWAhBCiQBpGk+RffYt34grj/H8rnhBy5gDRX7cDDzwQADBp0iQfs3gsoJRZwhvIlRD368TzDs21Es2Gj9m+fftmx2XHDGexWGxinKbLMWt77rkngOjGPDtpbD2wk4udSKY5pPU1NocKENXM+ByNBN+7Pn36uHz33Xe7PGfOHABRLaiW84qLow29dvPNNwcQdYawY2XevHkAohYFa8j2+fLnzOvTxm+77TYfM6cfAGy22WYu2/eGLTleU+YEOvzww30sLbY4rdiFHDdCCJETPSSFECKBuprbrLZzywVr1sRpbm+//bbLn3zyCYCoWRCnVts4J83zJvIvfvELAMDNN98c/H8lpJk+P/3pT32Mk/XTMJNo00039TGuf3jDDTcAiKadcZyZmSZ839mcYaeE3Vt21vB9sWOx84xL+VusKptpfPzVq1c3u75Ga9/AbL/99gBK2zNJ1GPeabG5TzzxhI9xCqW9j4uXcA1ViyPm2EiOrbUUQ26wxjG2dnyu3cnrr2XLli4fdthhAKJbQPy9tIIk/F3m+FO71rgtnnJqmIaQJimEEAnoISmEEAnkMrdZfc2SSmcqNpvTrM6baRBXbcRir+KmHqo2w/Xs2CNmNei4l3Be0szttDgtfg97f62Kz69+9SsfY0+hVTfiuo6cDmb3mO8rw/FpO+64I4DoNshrr73mst1Xrm7Dpne53m2m6edZb3Obt3PMs19OLdBGMrfLhaMUeCvEohs4YoLrrb7wwgsASusBiKZ7/uQnPwEAHH/88T7GVX64nYZ9F+Janvzyl78EAPzmN7/xMd4usuo/7DFPe7zJuy2EEDkpu55kSGtkLWjkyJEuc7J/CPuFthgtAOjfv7/Llr3ABRM4Nirtl5J/1SzpnTemOY7ruuuui/wFii1GEKoXyffN4hGB0q82Xx9vkltTLv4/x5RZzT7eOD/yyCNdtpqIN910k4+xpscb+qZZv/zyyz620047uWyZDtz8izf8LauCx9J6iDcCHAvKcbppGiTHeJ544okAojVQa0koo4vvs2l3QCn2kOs93nrrrS7/7Gc/AxD97Kw2J1DKuOLPmdeMOessdhSIVvsP9ZhnDZ7rQXKld4OfIebQZAdhEZlO0iSFECIBPSSFECKBusRJWpwUm5rciMvi/ThGz3ryZsVUcDYLuXmQbVgfeuihFR0/RNomOptDIScOv4frH5oJzHGWbDqZmfO73/3Ox7hVBRf2MDiOkns325YHv59NdzPzOZ2T2xVYXGtcAY9yUsRqaYqbYyIuvdXWIl8v/59NPPsc2Vl48MEHu8x9o4si1CaE5xJKFWT4c37++eddtmtgU5fXkW0HtW3b1sf69u3rstU2ZQfiX//6V5d5m423Ogz+PMxxyOY+X5dtM8U5fkzm95RjjkuTFEKIBPSQFEKIBOpibps5zfFOXIY9S9/sEBtuuKHL1vGOzXnuFmimR6XmvBEX+5h230KmAcekbb311i6bScO1Ndn8M5OIK7pwGl1azOKwYcNcth7dbBpxaptVwHnxxRd9jL3qZtLEmTN23Xx/qtl3Ow2Ll+XukYxFJkyfPt3HOLaXTdQ99tij2furfS1pNUzjsOgL7kzK8a52vXEtF6yDId83Thu07yKnH/K5OGbS1gp/fzhO2DpZsnc8SxxuCMVJCiFETvSQFEKIBMoOJs8LB4VefvnlAKLeP1bRuXJMubB3zUrOA6W0Kfa88vEXLVqU+Vwh4rYD2OtppkFcywJ7LXsSd911V5fN3OBrZU+dBTRzNR42d83k48Bg3nqwzwUopUBy83c2rc0MY3OHrytkBoW82/UMJn/qqadcttYBbGpy18lQd0eGP5MQoULMXbp08TFuqRHqzFgkfM/tHBz9wckYts1w1lln+RhHT7z00ksAokHdbHrff//9AEqVu4BosHpom4u3CyZPnuyyfRc47ZirD9l5rdA2EG3lYmRdc9IkhRAigao6brhuHBdVsF9NjnfiNgRTp04FkK21AR+fk/VDJeE7d+5c9nErIa3ARdwmu2kYHBvJ98i0Qm5+xJqq/Wry8UMFNDhVko/PzZ5MU+R6l5YWCZQsAy4WklZKnwmtp2rWk0yrNWiwFrTffvu5bPc+LjaSNUFztrEWw9dihRq4NQYXCkmaf9w1VFrgwo47evRoH+P4ZbPwrJ4mAPTq1cvlhx56CEB8IzFe3yHef/99l61H/KmnnupjHHNpzxPWWtkasP/HOQvt/+xgLEdblyYphBAJ6CEphBAJVMXcNtOX1VrepB46dCiAqAPllltucTlktoUqe3DsFqvYrVq1ctkuL9ThrVrEmdNG3L00M6JTp04+ximIPXr0AAAMHz48+H6rA8jH32GHHVy2qjbc5W/w4MHB11o6J8dp8udphNK+4gj1oU56f7WdOlZ/ECh16GQ4TW6TTTYBEG0nwF032Ry2Wpp8vaF7ww46rqJjsDnOJnAIPv4JJ5zg8gMPPAAg6qzj2qxmbvK1DhgwwOXTTz8dQLRGI5vbto3FnxXH+aZtwXAP+dmzZwOIpiOzE8bWDH9uHDMc2s5K6xapOEkhhMiJHpJCCJFAVb3b7BHjlgJmgnJR044dOzb7f1wjeIvNimuIztgx+vXr52OcWlYN4sxtk+PSFq26yr333utjHLNm8WVsFo8bN67ZsfiYbPJZTCRvR7A5w+mcFiEwfvx4H7N0Ur4W9g6meWBDRXeraW6nFZ8NLf241hkWgzpr1iwf6927t8vsybYUPH4/xwkaVpgYiMa2hrr6pcHX8thjj7l8xBFHAAjHy/L7uCg1V/mxexhXXLlc2Kxmj/bEiRNdtufFOeec42MXXHCBy7Y9d/vtt/sYd2G07Qu+f3yttmXHFYnYEx+HNEkhhEigME0yVM+ONSaup2caDW8Qc2aJaYpMqEYe/2Lw+bkRkcWvZWlUxtivT5Yy8Fli1rgBmf2Schwja4r2a28b3EB0Y9wKB3AmE8eZ2fs5O8QKgDQ9rpXb56ZQaUuFNTfLiuCMiNB9yaNJZmlEl5bFYv9nLZvXocULcjwut7vgViNphK6dtUrT4rPECaetOZ4317M0hwx/duxQMouA645WQtxnyU4eK5bBmiJrkhY/zU5gbop31VVXAYharWoEJoQQVUYPSSGESKCwAhchdTquDYGlYHE7gFDRB3Y6cA07czCw6cQmQiUFMuIootuaETKzLP4OKG0pcJEFjk+z1DFOIeNN6J///OcAog4zTpezXtonn3yyj3EPZY6DDF13yBHC8JjFz8WlpWUxJePIsoWSln5m/+euh1x0xUx7jjFks44Jpb8xoWvnbY1qwPPmNWfbItyVk2u72prN24EwbjuAv+PmsOFWEitWrHDZniFclIZTGPlYRSJNUgghEtBDUgghEqhL+wbz3lpjc6Dk2QJKtf24MhCXebeG6ZySVCRpsXRpxJkWofhPls2kY9OQPbiWDsZ1Dtk0efLJJwFEy9uPGDHCZavdx6ZVnMlYLqEqR0DYvE3zRlczLdG8xxwNkGaus0fYzFWOfWSPbxHbB3motApQCH6/bf2EKmsVAd/jSZMmAYjGBvP6tXTLa665xseK3AaIQ5qkEEIkUBdNsh6kOR2KJMuvehat1Xph868nZ0eYpslOAK7sHCoqkcaWW27p8uLFi102rZA1DCZ03aF+x0naZzUybtKIO2e9NcU0sqy50H3hMdbIQtk/HMdr/8/ieIpb81ZUxeIdgagT0yzMLNpjyBpgpEkKIURO9JAUQogEGtrcDjXRAsKFIpi8jpdKiKuhx3MJtRAI9UiO6+Gdhp2LzSHG0hE5FTLUPoLPy59BWm3A0H3nY4baSnBsW9OmTWv6Fk8tydIyhLF1G2qYVS1C6atA6XvB8amhYjS8vkNrMku6qsxtIYTIiR6SQgiRQEOb22sqae0bQrGRQMk0CJngTWUjZFqFenkD+VMs07yiobnGbX2Eth5q3b5hbaLSOMk0c3xNwmJhs3jaZW4LIUROqqpJ1sOBUi3YwRBXuMCI0xTTYvVClcX5PTYetzFdbr3HNE2Wz8WaKF+3vS/OCWWyxXYC0QyVIupJrk2kOSPSyKJJhj7zuO9qaE3y+4ssAJOGxQR/9tlnPqaMGyGEqDN6SAohRAJlm9tCCPFdRJqkEEIkoIekEEIkoIekEEIkoIekEEIkoIekEEIkoIekEEIkoIekEEIkoIekEEIkoIekEEIk8P8AV38pATYSnwUAAAAASUVORK5CYII=", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3620, D: 1.281, G:0.7589\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3640, D: 1.307, G:0.7856\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3680, D: 1.276, G:0.8079\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3700, D: 1.319, G:0.7986\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 7, Iter: 3740, D: 1.351, G:0.7721\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 3760, D: 1.284, G:0.7169\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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", - "text/plain": [ - "
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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 3820, D: 1.296, G:0.9386\n" - ] - }, - { - "data": { - "image/png": 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hcqKHpBBCJNBizG0+v9WTXH311X1snXXWcfmNN95w2eopbrrppj62cOHC0uYJVG/6VGMusPl44IEHAgAeeOCB4FzsXljXRABYe+21Xb700ktdPu200yqeQ1F8Uxw31XzPaaysWzzV8Oabb7rMLTRCyNwWQoic6CEphBAJNLS53aVLF5fnzp3rssU5VWJinHzyyQCATp06+dgdd9zhssVRDhs2zMeeeOIJl19++WUAwHvvvVfxvMs2fa677jqXBw4c6LJ5nz/66KNmY0CTuT1z5kwf69y5s8sdO3Z0ORQnef7557t85ZVXVjv9WCoxt+udFdSoNJK5XeR3NHbsWJcPPfTQZq9vueWWLlfTBVTmthBC5KQUTdIcCA8++GDi+zj2ar311nN5yZIlAKJazBdffOGyOSv48++//77L7Iy49957AQBHH310cA4W77fqqqsmzjULZTtuWMNu166dy9OmTQMAbLbZZs3GgKb7GZd9xE4g+1z//v19bOONN3aZ+3kXxcriuDFL55xzzvGxK664wmXW7osibs298847AIANNtgg+DlrGldkwzj7/QJN1slRRx3lY7fffntwrkljQFNNA86YyYs0SSGEyIkekkIIkUBDOm7sXGz+TZkyxeV3330XADBx4kQfu/HGG4PHsmMceeSRPvbwww+7bKb522+/7WN5+xaXtYn+3e9+F0A0kf/TTz912bYfVlttteDn+/btCwAYP3588PVTTz3VZStdd9999/lYXjMn7b4UYW7zFgxvofB9ClFpmTqeI8fjbb/99i5//vnnAKL9q/k7WX/99QFEt02efvppl6u57no7bi6++GKXzRkKACNHjsx8LL4W/g5tm6Jr164+9sILL7ic977FIU1SCCES0ENSCCESqLgyeZG0atUKQNQcYUwFnjp1qo/17NnT5SyVu63SC5uNX375pcvm8WWPMJts9a4Uw9d6ySWXAIjOibcOfvaznwGIN1fMzOa0xUMOOcTl4cOHu2zbFFnutW0HAMDXX3/d7PVamIEcEZFmYjOh67T0V6Dp3vJWB6e8LVu2rNnneR2xOd2rVy8A0e2L0L0pu+pSEZQRq8r3gqNWzBP/1ltv+VhoC4i/I643WS3SJIUQIoGGdNyUwTPPPOPyVltt5fIaa6wBIJptsnjx4oqPa5vv8+bN87G8m+j8GXYO/PCHPwQAdO/e3cemT5/ucjU9clhDYc3plFNOARDVLvn1vFiG0wUXXOBjeRw3Nje2EkKk1UXkOXzwwQcut23btuK5jBs3DgBw8MEH+1goDpi/p969e7s8efLkis9l1NJxU1amk1kibIWwBWlrna2j+fPnu1xNbyw5boQQIid6SAohRAIrvbltJugOO+zgYxMmTHDZCjWwWclpVUa92nty2uHSpUsBRGPyLO0SiKYNVgo7gdgUNSZNmuTy7rvvnvn4bBpxammIrOZ23kIKHG/H2xqVEvc9m9yhQwcfO+mkk1z+j//4DwDx8ayNGCc5aNAgl6+++uqKz2Xv5e2EHj16BN/71FNPAQDOOussH3v11VddDm0n5S2CInNbCCFyooekEEIkkMvcbgm1/WbNmgUA6NatW/D1P/3pTwCAY445xsfSKgJl8ZA2+jYFexI5DdSuociKK2nUogoQ1xV99NFHXea6hEnwnFq3bu0ypxjOmDGj2ee4HmnIC8sxprYtwWNplL3m9txzT5c5HdjOy+fke7xo0aJmrxdhAht8XFu/WWKbZW4LIUROcmXcpD2FWQvJErtXDazd8b+2xbdxZXP+9znjjDMAROP10mDtsYymTkwZ2vree+/tMmuPDNehzMPs2bNdjtPmi4Sbw3322WfNXrfvG4hqj6ZVsoOB702oNiq/HtIeGSvKAoQ1SdborcI2Z4twFkk94HqTIScVN5d78sknXd56660BxK/dLGu6X79+AKLOSsY0yKJ/M9IkhRAiAT0khRAigYaMk7TE/rik/lCTKjZX2PS2ecel31ltPzZnLB6xWhrJccOxjVbgIi69kDe8rXgDp32VTZmOm9AyD43xFhGvCYvd++Mf/+hj1qYECJvjH3/8scvs5KmULNdf9ppLc1bydhrHw1osKM8pLc6R1yFvaZRxXXLcCCFETvSQFEKIBOpSTzINU+cvv/xyH7vwwgubvc79pS2lCQD22GMPl80Mf+mll3yMvd/WviGuZ695x7kiTEuCzcc777wTQFMv8hVhD2WWWoyVnr/MCIfQFox1Coxjm222cdlqm7L5dcABB7i80047Nfs8m9ghc5RN7DRzmO+TRWLk7SldJCETG2i6Fr6mULplFi8zx2Ty77peSJMUQogEKtYka5ldY1kyhx12mI899thjLr/22msAgDvuuMPHeLN3u+22c7lNmzYAorX92DETFydosLZqpFXgbiSsBiUQr0Ea1sCqSMqOjzVM02GLgXtNh9bsK6+80mwszjnAFeCTzg9Es29Cx7X3svb5+uuvu2yOj3prj5Xwz3/+s7BjDR48GEB52mPI2qgEaZJCCJGAHpJCCJFAXQpcVKr2cq9sax4GAKNHjwYQ3XjntDA2kS+66CIAwGWXXeZjbGIX1egrrnlYveMkudmaFe7g+aUV86gleeIk7b1WqxGI9oI2+LvPanZVisWhxsX5muOQWzowjVhPMg2OKc1SmIOxeXNKLLdvKAPFSQohRE70kBRCiARqlpYYqlUYZ+6EzHH2GFqlF67c89vf/tZlrjxj5mRa3+K0tKss1Nv04Xp+Ie8j94g2738jkMfctr7p7Bndf//9Xb799tsBRDtNloWldC5cuNDH0iIHOLYwrc1FiHqtOWsvwv2xGYtuSOsxXi9kbgshRE70kBRCiARqZm7z50888UQAwKhRo3xsxIgRLv/0pz8FEA1EPvzww10+/vjjAQB9+vTxMTaX582b57IV/WQvb9nB4PUyfexa0gLkd9xxR5fZk8jzTqvEFII7Uj7//PMVfy50fqC6e9cIhWptuyMt0HrBggUub7TRRi5XE4CfZc1xt80XXngh17lC8G9qjTXWABD9LnhrwbqVAsC5554LoHYJCIDMbSGEyE3NClzwxq2lE7LGY5vdQJP2Yv9CAHDXXXe5/NZbbwEA9ttvPx/jfx+u+ccapMHn3XfffQEAjzzySPBYjdrgzOB/bXM4pWmSlWh5IQ2StfXnnnsOAPCrX/3Kx8wCAJrqL1ojKKA2GsKGG27oMhcl+fDDDwFEryHvfPbZZx+Xef3eeOONAID27dv7GFtK1oagXppuNdrj9OnTK37vmmuu6bI5dKxuKwCccMIJLp933nku2/ptJMcOIE1SCCES0UNSCCESKMxxw7F5ZtqwuWzpgQDwxhtvAAAmT57sYxwbZjGRvPE9c+bMZnMZMGCAj/397393mau7WHWVQw45xMesihAfq0izumzHDTtepk6dWvHnbMO8kjg8uwY2SdlU7dGjB4BoF0pOBzXnGHcv5HYGSec0stw7286xClJAU+wkAPTt2xdAUwuLIuB42lB/cnYilV0tquw1N2jQIJevueaaZq9znCTPxVIveR0MGzbM5VNPPdVl2+LherAvv/xyjlmnI8eNEELkRA9JIYRIoCpz26qcfPnll4mf4bg584bGwWadxTZyvGPIRGSz89lnn3WZL8ka1HMVITaTzCQq0tNYpOkTqljEKW6bb765y+b153Oyd9/uRceOHYPn4mPdd999AIBu3bolzo/PNXLkSJdPP/30xM+FyGNu2/phE5eb2B911FEA8n/PEyZMcHmvvfYKvseKx1566aXN5lcWZZvbaY8Jrmi0ZMmSZq/z98JtKdjTbt8NpyC/++67meeaBZnbQgiRk1IzbkwbAaJNlWxTP+2Y3LKBexxb8y6Ot7rttttcNscR0NRUaOLEicFz2IY7/9OzM6Jr166JcwxR9r86ZwxxsQr7t54yZYqPXXXVVS7fc889AKIZD9wU7de//rXLHGtqsFZqmjkfi+97NXUqi+67besEaGrZwT3H2aIwmR0w/fv3d3n48OEVn9csLI4XbOmOG26qxvfF4ovjastaQzm+77xmFi9e7LJ9X5988omPVdOvPAvSJIUQIid6SAohRAKlmNsbb7wxAGDTTTf1sXXWWcdli5/kbnDPPPOMy1a44umnn/YxTpMzk6iI1gtmuvKx8sZMlmX6VBrTya+PHTvWZeu7PWbMGB8zZw4QNYMsRvWYY47xMS7CYGb6pEmTfIydIgcddBAAYNy4cYlzjZs3UN2948/wFoo5/ngbwOJ1geharQY+bzXFQfKSZc2lvZdjGs1JGOr2CIS3q0LwthCb0OzQmTNnDoDoOisbmdtCCJETPSSFECKButSTbPTKOmmkXQuPZak6Y95Q9u6VDV8Lz9VMRTZPQx7aoUOHBuVqKNq7zVgNRd7iYXM41GaA01et7QN/hxxlUO81XcsaplwD8vzzz292/jS4i+WQIUOKm1iALL/VOKRJCiFEAqVqkraBDdR2E7ve1LsRWBzmmElrSgWUU/gjjTI1yRDsTDQHAjeR4zjHRqfsNRfXKM8ybTjeMQTPqZGsSmmSQgiREz0khRAigZo5blYm0hqJNaq5nRcrPAIAM2bMKPz4tTa302CnlcXR8vfNBV46dOjgMqdn1oq8a47bbHABFEtltZYTWak0jrJeyNwWQoic6CEphBAJtBhzm+PXGlV1N1ZWc7tsr2QR5janVlbixV9ZWFnXXNnI3BZCiJy0GE0yC/XWOlvqvzo38lprrbVqcs64ghQrvlYPQlXhG5WWuua4gRjHrdYKaZJCCJETPSSFECKBis1tIYT4JiJNUgghEtBDUgghEtBDUgghEvhO+lv+j5YUVlBvsvQQ4R4zW2yxBQBg5syZicePK1vV6Oy4444uP/fcc81ezxNMXmlpNw4P4/4qLb2UXy1DgBqp1FmILKFbCgESQoicVBVMbppMS9JiakmjBvZmKaRrZfV/85vf5D5WpTRaFaBqsW6gn376aann4WpU3Kmypd63eiBNUgghclLXtMT27du7zOXf69E6oEjK1iTXXXddl5csWVL48SvBrAlOJazm+2rbtq3LS5cujbwmjahyGtV6qYbevXu7zI3bVlwfRSBNUgghcqKHpBBCJFBXc5tDMHjjuaXT6KYPtyXg0Jcs4TNlVFdaWRw3RlyHwLLvXdn3rZp1cP3117s8cuRIl9mcttCdWlZckrkthBA50UNSCCESWCmL7uYlrRtiGnxL2TSph7eezSHr7nf//ff72DHHHOMyf8dm+syaNcvHfvCDHySeK0smRiiCoRHMbT7nL3/5S5ctW4ijCU4//fTg58ycnD17to+NHTvW5Xnz5hU34f9PvbZ4Kvkegeg1d+nSJXgs68a5cOFCH+NtuE8++STPVIPI3BZCiJx8YzRJdlCcf/75Lt9www2FnyvuX900VNZOWTO5+eabAQBDhw6t6rymtXImVF4N4/bbb3fZcssBYPvtt69miolk1ST59dC1VwPn/bZp06aZ/Morr/jY97///eBc0thqq60ARJ0WeSlbk4xzslrMLmcXffzxxy5bPC1bVHHYvB944AEfO+mkk4LHLQppkkIIkRM9JIUQIoG6mtt8TFbnL7vsMgDAz372s8TPX3DBBS4PGzYs8b1ZzJErr7zSZTbNK6VI08ecLQCwyiqrAAAWLFjgY7fddpvLP//5zwFETRvuQ52XLOZvNU6qoh03eUvK7bLLLi7bFsmNN97oYx988IHL++yzT+Kxfvvb37r81ltvAQCefvppH2NTspr0u3o5buz3cdNNN/kYO/v23HNPANF1+MQTT7jMWxr8fRlp15IWs9m3b1+Xx48f3+x1mdtCCJETPSSFECKBhvFu8zTOOussAMAtt9ySOBeu8B0XQ2Uq+Lbbbutj48aNczkuZisPZZk+Dz74IADgnXfe8bGePXu6/MMf/hBAdOuiSPi6zDRa2epJbrjhhi6z93rOnDkAgNatW/vYRx995DLH9lkkBa8tNiXNq23fVxHUy9w2M3r69Ok+Zt57ALj88ssBAN27d/exM8880+X58+e7/KMf/QhAuGo90GRal7nmguct7GxCCLESUnGPmzT4X/Gll14CEN6IBYDHHnsMQHwvl1tvvRVAfGyW/Wt36NAhdV7m+OCYtPvuu6/Z+/gfhbUz/ocsG3PMsLOG+d3vfgcAGDVqlI9xHJn9a7///vs+1q9fP5fXXnttANFr5UwIq6gdB2soG2+8MYAmJ8SKx22p/POf/wyOmxZz7LHH+hhrR3bvAWCttdYCACxbtszHOK7UXm/0XjGVYFqfrV0gel3mhL3qqqt8jB2P/Dlb9xxzyWsyVPgi7hlTJNIkhRAiAT0khRAigVIcN/ZeTgVktfqLL74AEDUL27Vr57LVO3z77bd9zMw7oMk0efHFF31snXXWcXmDDTZoNhcee/nll12+8MILAQAjRozwMZ73mmuuCSBbjbsiN9G5EZdtAwwaNMjH2DQ3M4YdDp9//nni8XfffXeXJ06c6HIojYwdRnvvvTeA6DbLvffem3iuNBrBcVMtvL5tO+j444/3sQEDBrhs6/7UU08t7Py1dNxwTKid17YQAGD06NEum0O1VatWPvb666+7vNlmm7ncsWNHAFHTnAuw2O/23HPP9bFnnnmm2VyyIMeNEELkRA9JIYRIIJe5nZb2xR5p9lSb2bb++usHz2XpXlx1htO2TB1ntdvMZqDJCww0mY1z5871sZDpHqoow6/HEfJIp5k+6623nsvvvfde4vHLxrYTAGD58uUVf87uJ0cCcNxgiDfffNPladOmAYiaUy3Z3ObtIlufJ5xwgo/xFs4OO+wAoGVVAeKYZW7FYFtnf/7zn31st912K+y8r776qstbbrklgPjru/POOwFEIxDSkLkthBA5KcVxY5oYOxBYy7C6inxMzpjhTd4Qpr1xXUbWZDfZZBOXWXtJgufKGnDezeC8Cfplk+X6Fi1a5LL1TE+LUzvggANcfuihh1w2yyLpXtdbk0wroMLz4x7yNs7a1+DBg1027aja2Mi0auBl3zfThAHg+eefL/z4cfGjtpYs8wyIWnDm8OX4VH6W2FqNq7cahzRJIYRIQA9JIYRIoCpz++GHHwYAHHjggT4WMhXZ8XLiiSe6bDXo4hpmheDXrQgBp9TxsbivtJmIHMfF2LxZbc9bgzHO9ElLOywbc5hx7CQ39+LvMO37sPcWmRZWT3N78eLFAKJmc7WYOW21FIFoPJ/d87IKNeS9b7z1ZA4ndrzavQKanKBltFYAok35bN3yb5l/qx9++CGApvRbINoeJYTMbSGEyIkekkIIkUAp3m3zLrNnOXQai7ECwiYum3/skeKOdqHjZ5lrmtlonjSOvUrr/1vtXMzEzevl5jjMGTNmuGxxeWwGcrol31fzOvN9YdkqKR1xxBG55srU2tzm41sbAfZin3HGGRUf6yc/+YnLVgXrsMMO87E//OEPLpcRG1uWd9t+d2yCc/uFXr16FXauSuHKQLx1ZHO19EYAePfddxOPJXNbCCFyUlg9ScY0SN50DcUDsoOFsY1trivH2QkWL8WNmLjQAkfppxHqC8waFTunyiavBmnXHXf9pvVxgyuOOWNC1c05g6R3796Z58fWQlrhjVrAhRSs6RwXSskCOzPOO+88AED//v197NJLL3W5KIuhLPi7P+eccwBEY5JZewzFHuYlLk7Sxvm5wOto0qRJANK1x6xIkxRCiAT0kBRCiARKbQTGJiw7aUydZ0cApy1ajTlOpD/88MNdDjluGK4dyaXiQ9gmMLdpYMcGp+IlwVsLnGoXum9ll+3nZlZselia3GmnneZjPXr0cPnZZ591OXSPubUB3+NK4RhEM0+5DiMXgQDKcdzw98QmpDluuE/zXXfd5bKtVZ4T3y+ui2j3n7cyDj74YJctnq9IinTc8Odt/bMzpF6tJmxe7ETi54ptX6TF+DJy3AghRE70kBRCiARK8W6b6cE1HNu2beuymVjs3TNzBwBGjhwJIOpZztJLev/990983fp6A00xbZyeVw1suqVRpLnCMWN2XDY3ONbP0kHj5pK2jRFX/7NS2ANs1CpF00w1/p64fYiZ09wzms1O+9xnn33mY+zR5bqctnXE52KzsB7wOmHvcAheE/Ze3hrbcccdXeZ0y7KxefG95H7nVtOy6Mpa0iSFECIBPSSFECKBUr3b9SLtktikKrKEfuj8afetW7duLr/xxhsA4gNzf/GLXwCImktsMlqqYBwDBw4EAFx33XU+dtNNN7nM2xBp/PjHPwYATJ06teLPpFFmWmLr1q0BAFdffbWPnXLKKS536tQJQDSigqvNWKAytwzh9M8Q/HlO5dtuu+2yTL0i4tZcKEU4C2auclQAd9W01Mu01h2VEComzGa+dfa07woARo0a1ezzm2++uY+99tprieeUd1sIIXJSqiZZdjwgwzXkOF0xNJeyKavYgDU7e+SRR3xsypQpLpvWwAUUrr32WpctvoydYKxNheDYRY5PM6cEa72rr766y3bdcYVJrLAG358VN9nLuHfcs5zTYm1ucamypkHyPbjiiitcDn3nXbt29bH58+e7XGQKX9L5iz5uCNOWs9STZCctW0XmcBk7dqyPsUPV1ndcnKRpnVmeNdIkhRAiJ3pICiFEAqWa29xJjTuslUFSehsAzJo1y2Xe2M1LqKJLXtOHzYnbbrvNZatJ+NRTT/kYm24333wzgOh95459Vh2Iv4uQCRwHpzhamhpvrHN8WlrcaFq/cqBYs9G2Anh7YY899nDZYmu5UtFzzz3nssXsclzerbfe6vKpp57a7JzszLCe0UDlqa5ZyLLmOnfu7DJvA6Qdt1LYhLbUTO6vnqVNCDtmjjvuOADxMdNm+mdxIsncFkKInOghKYQQCVRlbo8YMQJAfHn7du3aAQCWLl2ad34Vw2ZnSIU/5JBDXP7rX/9a6lyqNbdDcWJsmgwYMABAtDDs1ltv7fKRRx4JIJqW+dBDD7lsZh5X4wl1xgOa7iFXutl5551dNg/6uuuum3hNWcz5os1tXgcbbbQRgGibhaFDh7r861//GkA0VpTvs5mQHDnBJjRXSLJ7wltAXBmqDIr0bp988sku230bPHhwrmNWixVDBprW+kknnVTY8WVuCyFETkp13MQVTEjTKNKwzXPeAN92221dZmfCNddcAwCYMGGCjz366KO5zp9Gln9124wGgL/85S8AovUguc6lFQmxzBsAuOiii1y2DW3eOA9peuzY4YyfVq1aNXvvnDlzXOaaiWVQhCbZpUsXl7kvu9XN5BqRVtwEaNLCGa77aHG4nMHBcZDjxo1z2dpkvPDCCz623377ucxZUkbemOKy4iRDx68lbA3YHIqMv5YmKYQQOdFDUgghEiisnmSoVP1jjz3mY5w+N2TIkIqOGVcXzmL02CnB9fzYtDHTPK5uocVPcuwkq+BWGGHZsmUVzTkrZmIDTXX62PQLde/jXtdPPvmky7vtthuAdGcKd5jj9hZc+KNS2GHG2xxWEIG3VmphsnHNyrvvvtvlo446CkC0QyL3wra1xm1CuECFzZ23J8ypAaS3CQnBx5o9e3bmz5dF6HcXZ8JX+p3GxUays9BiVNOOWWvTX5qkEEIkoIekEEIkULN6kmyKhaqghLxzcRVo7HU2KzkmM1R5Js6jbqZ7kaliaZ7G3r17u2x1Cpm4UvtWL5LNYquMAjTVN1yyZElwXrZlwOmF3bt3D763GuI6ERq8TTBmzJhmr5eZllgpFuMLAPfcc4/Lffr0ARBdh2ltELLAMZWhraG0lgRle7erJRT720jIuy2EEDlpmMrk22yzjctW+Zg3zlkTbXSy/KuHXk/7SljTZM3GNLk77rjDx7iHuDkKGslJwDSCJtlSaVRNstGRJimEEDnRQ1IIIRIoxdwue7M2VDeOzxWK3WMnUFyJ/qLIYvpY0QogWvuxUrhlgl3r8uXLg+/t27cvAGD8+PE+llaAopYtOGRuV883wdwO1W7Ni8xtIYTIiR6SQgiRQMN4t0OwR5unaVVy2MvL/bPT4vXKpkjTh73XFj+Xxewty1y2ikCvv/56VZ8Pxa8WbW7XcqugloS2s1jmFhTcTbBS0mIyVyZkbgshRE7qoklW6tjhc3LzH3PM5K1LWRaNtIluBTqApgyRuL7P7NAyDaSWWoUcN9XTSGuuJSFNUgghcqKHpBBCJFCxuS2EEN9EpEkKIUQCekgKIUQCekgKIUQCFfe4qXdYQZYm9/Wm2nCM7bffHkC0FWna8bnwK/f5aYnUIgQoLcC8pQaglxUC1OhFc/OiECAhhMhJw6Ql1usfvHPnzgCA+fPnF3bMlSGw11o8dOjQoWbnXFmCydOq1VhHx/bt2+c6D98fPldLvW9GWVajHZeTKSpJkJAmKYQQCdRVk7Q+0QAwefLkis/f6PsjK4MmWQ9qrUnmXVOcsslYjc9PPvnEx0Ipn0XSqGsu757m+uuv7/K8efMARDXNvGhPUgghcqKHpBBCJNAwjpuViUYyfTgs6LPPPgMA3HbbbT523HHHucx1OB999FEAwAEHHOBjvMldRkWgRqgnyf2vv/rqq2avc41Tq2sKAHvvvbfLd999N4BoyxDGxosMRypyzdVyayvkpLngggt8bNiwYaWeX+a2EELkRA9JIYRIQOZ2CdTL3Dbzjz2ps2fPrupYZk6zB5dNd8v0adOmjY8tW7bM5WrMtFp4t7t06eLyggULXLbr5S2HP//5zy4vWbIEAHDhhRf62KxZs1y2eFugqa0IZ0NtueWWLnOrkWpIa9/Q6L9V3rLgmMVQ/ChHCIQyyvIWhZa5LYQQOSku4KgEWEv5+OOP6zaPMjn66KNdvvfeewHEt1cwOHbMmoMBTZpREZvtoRhA/lc3bame3wtv+m+yySYA0jVni7VbEWsPws6ayy+/3OWhQ4cCAKZMmeJjzz//vMv8PXTs2BFAVJOcOXNm4ryYtIydvN+v9a0Hor3ry4Qb2rFDi6/l1ltvBQB06tTJx1izN01y11139bG//OUvLvPzokikSQohRAJ6SAohRAI1c9xwTFmlZmHaOW+55RaXBwwYkGN2xVKvTfSzzz4bAHDDDTdUfH426eLS7Izu3bu7bKb3+++/72OhuMIsFO244f7Tn3/+eebPn3nmmS7feOONAKL3aLvttnOZtyLeeustAMXGGKY5KBrdcbPxxhu7/Oqrr7rM31Houvi6rQjNwQcf7GPnnHOOy6effnrmeclxI4QQOdFDUgghEijF3DZzg1Vs5q677gIAbLPNNj7WrVs3l00F79mzp4899dRTLt9///0AgMMPP9zHzKMIAAsXLnTZYq4sBgsoP+2qLNPHUubYk5p2/oMOOsjlBx98sNl72UNsHmsAePzxxwEAPXr08LFQ/UKOectLPetJmheVz7nRRhu5bF5t9gzPmDHDZV6rZaRshuDv7uuvv3a53ua2RRoAwH/+538CAHbaaafUz02YMAEAsOeee/oYr3Xb2uGY1BAWqQCkbwHJ3BZCiJyUoknaIXnTlePXfvCDH1R8LCMUpV+J08Fi1bbddlsfe+ONN1y268ry75NGvTfRi9CUTzzxRADRTJFf/OIXzd43ZMgQly+++OKqzmXUU5O0TByO59thhx1cNkvm9ddfb/YZILpmPvjgg5JmGU+9s7w4G2b69Oku8/00+F7xvKdNmwagSfsEomuOrc2ikCYphBA50UNSCCESKDVOkg99ySWXuDx48ODMx6oWM9PTUv0YTotatGhR5nPW29wuAtswZ2cPm5H9+/cHEHUeZLnHIWphbsfFG9q52rVr52Pjx493eeuttwYQjcszByQQTbUzJ0ot24zUcs3x8e0eWTtkAGjbtm2zz/zud79z2dIPgaiT1Ry2++23n4+NGjXKZXNcxhXICI2lORZlbgshRE70kBRCiAQKM7dDHlU+NHuPLc7psssu87Ejjjii2TEfeughl7mNgFFJt8VKu7VxZR02AUJwL2rrT82kmT5FetKLJK6Pcwgrtc+pe2xGhRg7dqzLhx56aLPX69ktMTR26aWXumyxudyf/aWXXnKZ41FfeOGFZsct2/Su1xbPFVdcASDqhWZz1+KXeasmrgrR5ptvDiCatnjddde5PGjQIADhFOdqkbkthBA5KayeZOiJHLfB+uGHHwKI/kvwP7Ft0HItOW5etf/++wOIZuHwPxlrZ7fffnuz+YX+ad97771mY3GEtMcsNJL2yLCTyuJLrYc0AEydOtVl+7fn6txpsPZo2VYvv/xyNVMthNCa5ZqEW221lcvmeOAMJMtKAqL1Im3d5v2e81bdLgv+/djv7sknn/SxPfbYw2UugGKwVskxy5ypE3qvwdpjyCpLc+xkRZqkEEIkoIekEEIkUJXjZuTIkQDS67cdeOCBLnM6lxXAsM1wIGpup53f1GlzHgDp5nTaZXKp/VDDoSy0pDjJX/7yly5z46u0LQWLBWRzJy/1TEts1aoVgOia4vYNe+21F4Coo4pbV7CzweZdhKlXKXFrzrYP8rbZ4GNybKyZuLwdwLGm9rr1fF/xvWm/VdsuA5pSZavFto54LnLcCCFETvSQFEKIBEpJS7zyyisBAOeff76Psaeaa99VQ1rsI6v71gs6zdPIr5t3nc+19tpr+1halZd6m9vVVgHiznNmfvbt29fH2Gs4bNgwANE+1Exax78Q9TS3zYT8/e9/72P8PV977bUAoh7tffbZx2Ve6+YJjzMxy6CWa856kAPAOuusAyD6m+YIAWub8Yc//MHH3n77bZc5FjWErUOgqUXG3Llzfaxr165Zpt4MmdtCCJGTUgtc5I3z2n333V3mOKw0uLmQ/cPFaZLXX389AGDgwIGZ5xdHvTRJ01z435cdK1988UXi5zmT4c033wQQtQDYsXPMMcc0O34aHHPJWpaRR5OsRnNlzXjMmDEAgCOPPNLHuFK7xXjy/Tj22GNdXrp0qcs/+clPAAAnnHCCj7EmVQZlrzm2Mvi6DV5b/PuzepLjxo3zMdM+gWh3ghB///vfXe7VqxeAaMV41iqrQZqkEELkRA9JIYRIoGZ9t0PHqkW9PUug583k0Fw4jnOzzTbLdc4006d169Yum2OpEVi+fLnLtuHO/aS5th/XByyKejpuzCzkNEluSGUFUNjsXG+99VzmpnSWLsvbRZxCG9pqYKr5fZRlbtux4rYxLK6Uty4sDhrI5lgJOXSPP/54l+++++6KjjNgwACXb7nllsT3ytwWQoic6CEphBAJFFYFKAshFZdNF6vIc++99/oYex2zYF5PMx8BYNVVV3XZ2hPkNbGzUK2JbZ5k9tRbX3GgqeUC1+hjQmYcV/7hdEyTOT50gw02aHZMTlHjlL6WAHtZrSsk1y3l7o+nnHIKgOi932KLLVwePXq0y5bCyDVK2Yv7zDPPZJ5rtZVtbK2nRTbE8dprrwEANt10Ux/jyj38/RtpJnbc1oBFP/CWx3333Zdtwkg3sbMiTVIIIRLQQ1IIIRKoi3c7BHsNLajZgkezwkHsZpqwKfjOO++4bIHXRx11lI/97W9/q+q8RrWexrSAaDPpTjrpJB/jue68884VnYeDnLkRfIguXbq4PG/ePJctqLpIE7sW3m0OmGdz2kzEOXPm+Ji1EwCaugGyeTllyhSXLbgeaGrvcfbZZ/tY7969XT7rrLMARLsxhjCPOxDtxhiC7x1/zrZgGA725m2oEA8//DCAaAfDvMyYMcNlDgy3Ytq8HRH6LRUZFSPvthBC5KRh4iRDKYxZimK88sorLnPZfasTyU4Jrl3J6VJFUVbMmm2+c7ocawqhTXTmRz/6EYDoP3mcJmGb3xz/t+666zY7L2/SpzVQS6MWmiS3CFi8eLHLVsziH//4h49ZqiLQpEmyo4sdWaw1WgwpF8Bgjf+qq64CEP0e8lLWmrP4YnYGhs7FDi12MpnM6YU//vGPXb7jjjtcPvroowEUW6M0DWmSQgiREz0khRAigYZx3LCK3a9fPwBRVTwNdiCwum+wOd9IPZB5Xrb5z04sjqm0OpfWyxiIplta3J5ttgPR+2JmelpaXBxscnH8ZFFkNberidHkY/bp08dl68Y5fPhwH7OamQCw0047AYjG7p5xxhkuH3bYYS5bFSDeIuIe8vzePHC8L2+bZFlzaVWT7Fh8f/nzBn8XfA8ttZN/k7Z1AUS7KVqsNK+zvLVnGZsDx5nK3BZCiJzoISmEEAnUJS0xBHvHKjWzQ160FZk6dSqAJnMKAE4++eRqppgbi8nkajts7tx1110AouluXEDXiGsfYWaQxeEBUdMrZGZzt8TzzjvPZUup40gB9vyGTJdaU02MJptXL774ostDhgwBAPz85z/3MU6/23fffQFEt4UWLFjgcsiE5m6hEyZMyDzXNLKkGlabPmr3a8SIET7GXQstlZAjUbgQrhWz5nXGccoc/2npyGVt7VW7VqVJCiFEAg3juKmGLA6YIh03aRvfeWPWWEPgf+g4bbkoQjU1a/m917OepJ2Lz8nf8+TJkwEAP/3pT32MY2y5RugTTzwBAJg9e7aPXXTRRS7bmomLcc2rIVdz3zgjaNKkSRV/zvqN9+zZ08dYO7Q2INttt52PsWNm5MiRLg8ePBhA1AmV5mQ84ogjXOa41iT4/lTS7kOapBBCJKCHpBBCJNAize0s5rI5hLgM/D333ONy2UnzWe5b27ZtAUQT/LnOpaVYcoEC7hFeaUwZxwdOnDjR5WruAXdQ5MIZ1VBPc9vg+8nzsVS6m2++Ofi5/v37uzxz5kwAwMcffxw8rpnZebuJMlnWHJ8rFPNYDbz2OnXq5LJtHbCzkc1x7uFtKaNp69h+Jyset4he7yGkSQohRAJ6SAohRAIt0tw2dbraOZV9LWmmD4+VkSLJnlb2lNvWQ8j0qwUWUweEvZYr3ou0uohlY3UhgaaKQTxHbs/AXSXbtWsHAJg2bZqPhdI4O3fu7PL8+fObvc7rhCMbQt7vsqoAVUrfvn1d5i0c+865ghTHn4Y8zXHrJHRdab8f7lj55JNPZv48IE1SCCESaWhNkiPk+Z+0mvjIWvT4Nur9r95SaQTHTRy2jlgLZ42O52rjeZ0xXMAiLbum3muOf5983Tavbt26+RjHj9YbaZJCCJETPSSFECKBhja3Gd7MtXhBbog1atQol/mSrF4d9/VmQrFV9U4RW1lJc1hlNber7UVdDdUU9IhLhTWZm5JxsYw0zKHF8YZ8fI6jrbQIRtx3Y787dqBkcfzZceNqX1YD95rnFhzVIHNbCCFyooekEEIk0GLMbcamzPUAuSQ89zO2enZc4aZsqm3fkNcbGqKWJmleGtm7nYW0VNd6pMJmWWectvr4448XMLvGRea2EELkpGE0ybRN/V122cXlKVOmlDqXvKxMjpuys4OYojXJWs69SKrRNGu55sq2fuKwPuaPPfZYYceUJimEEDnRQ1IIIRKo2NwWQohvItIkhRAiAT0khRAiAT0khRAiAT0khRAiAT0khRAiAT0khRAiAT0khRAiAT0khRAiAT0khRAigf8HFsyJmQYFe9AAAAAASUVORK5CYII=", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 3880, D: 1.268, G:0.8321\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 3900, D: 1.373, G:0.834\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 3920, D: 1.255, G:0.8125\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 3940, D: 1.285, G:0.8072\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 3960, D: 1.407, G:0.8101\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 3980, D: 1.321, G:0.8094\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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", - "text/plain": [ - "
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A4Prrr88wu3S47D8TUuc5jpG9rSHYA2txcxwnyTFno0aNAgCMHDnSx9jctRL7XK3ntNNOc/nII4902WpbssnJHljzmrNXk8nXzGaPehasatFHH33kY7zVYWY2b9HwvZs1axaA2moDUqtwCqJVkeL2FfPmzXPZ1kzaOi8X/BkXuz0nTVIIIRKoGcdNtQoHlINCNtFZg2YnShY4NvKNN95w2bJoWJPlDXWukl6NWNRyOm4MroTN2Ub1nUo6bkJZVByvy3G8paQSRVVCSJMUQogE9JAUQogEqmJuF9MLuD5RLtMn632z9zdu3NjHuHc0Y6llpazZyWX7u3btWuf/5TS37di12vIjK+U2t9lpxw4xu4dx56z177jMbSGEyIgekkIIkUDNeLdD56p1VT2OYk0f8xqm1V0sJcVUn4mD+32PGDGi4PdnMbdDaZBZuxVy/2euhlSLVKueZH1H5rYQQmSkJjXJrFQ75jLuV92i/znynzNEOGshX9Kqc9cqVvPy888/97FKxEmWC3ZwmdOrlH230yhEk8w6r2p/v0qJNEkhhMiIHpJCCJFA3ua2EEJ8G5EmKYQQCeghKYQQCeghKYQQCeRddJeLv1oICwciM2ktYe39P/jBD3yM82hDxTHTwg64ZSWHNVhwcVzYg73Pms8DwNy5c+teFBEqhMvUUmBvfQrXqM8hQNWmltZcfUIhQEIIkZG8vducomXaWZyWYuOscXGhzs8++wxAvHYXCrpmQilo3DD9008/rXPcuA6GoWDa0HXFlYG3Y/Fx9KteHNIki0drrjikSQohREaKSksMaU8hTcuaBAHAu+++6/IOO+wAIFo+n6dhWmtaUYFCatjFFXIIXUvofcOGDfMxbipm72PtlI9fzK96fdpHTKOQa5EmWTzSJItDmqQQQmRED0khhEgg7xAgVuFDJiY7M8xEZROb3299o+PMAjOzQxV0gFzokDmANp4Lq9A2F+4gyL2i7X2h6wNypjNvDfD/Q06krJTSxA7d43KZ8CHTur5vFwghTVIIIRLQQ1IIIRLIVHTXCqcC0eKpofYL22yzjcvr16+vcyw2l01mjzS3NLBxPn7IxAaAXXbZBQCwYsUKH+MsmSZNmgAA1q1b52Mhr3zIIw6EveLFehrzjRrYVJF3u3hK6d2uZLHgaiPvthBCZCRvx00I1h45I8e0Pv4V4tYCJ5xwAgBg8uTJPsZa0kknnQQAGDdunI81b97cZXbYGKYRAsBbb73lct++fQEAW2yxhY8dfPDBLv/6178GADzwwAM+1r59e5enT58OAOjevbuP8XWlxVkWQugYxWiPpj0DwDvvvOOyacNxTqpqsClqi9aSY9ttt0183aWXXupyMY3TykW110StIU1SCCES0ENSCCESyNtxs9lmm7ncuHFjAMCaNWt8LBSnGCqPxq9t3bp1nfcAwMqVKwFEzZFJkya5/OGHHwKIxmHy+bfaaqs6r3344Yd9rGfPni6bafHYY4/52CmnnOKydTCcP3++j/G9sMIadp6NryWrOVlIWl+oMAgXFrHOivvuu2+dMQCYOHGiy7Y9wVsbfNysPbpDbCqOm7TPye4jF4Ap5TnLfd/4+O3atQMALFiwwMd+97vfuXzLLbfUeT/P1Z4lAPDxxx/XeS1vfb300kuJcykmJleOGyGEyIgekkIIkUDe5jarxaE4x8hB/78KPHjwYB9jT3WHDh0AAIsXL/YxNuWaNWsGIGqOsyfcYBObvescW2gmDc/50UcfdXn27NkAgAsuuMDH5syZ47KZDrYFkA/lNn0sFRIIVzc666yzfKxHjx4uX3HFFQCAAQMGBI+1/fbbu7zXXnsBiHo6yx2nWd/M7T333NPlhQsXurx27VoAUe92KCIiVO2/WMq95viYWatcxXHGGWcAAMaMGVOW44eQuS2EEBnJW5Nkrc1Ie2vTpk1d5h40ppXtt99+PrZ06VKXuQBFCPsFX7JkiY/xL3WjRo1ctirl7Jjp37+/y6+++ioA4LzzzvMxjskcPXo0gGhty9CvdiUrk7OmzOeyuXbt2tXH3nzzTZfPPPNMANH7269fP5cvvPBClzt27AggGn/63HPPZZ16IvVNk3zkkUdc7tWrV+Jrv/76a5dZey8VlXTc8LmssEvcNZ1zzjkAgOuuu87HOOONj2UaKt8rLkxTDqRJCiFERvSQFEKIBIpKSzTVmk3QUHuHoUOH+tjIkSNdbtmyJYBo+iC3cbX/x7Fq1SoAwNlnn+1j48ePd5lrO5qZf/HFF9cZA3LOip/97Gc+dtddd7m83XbbAYiaCFxsw9T1m2++OXHOhRAX+2Ub/UceeaSPsTn84IMPAgAOOeQQH2OT0FIU2WHAJvT777/vsjnX7rnnniKvov4T+hzYQcipqiE4/XXmzJklnl1p4RhF3q4y4sxSixnmOElz+sXBjh92PNoWz8svv5zHjOticyz1doM0SSGESEAPSSGESCBv7zant33zzTcAgN12283H2Dtt3ldWq7nKiVXWefHFF32MPd1WRcXMagAYOHCgy2bGsznD3mVr7wDk4itvuukmH7PKQHwNcea4mdGswnNaInvijHKlJZppwp/Fvffe67Ldj0GDBvnY448/7rJtGXCkAh+fTcnhw4cDAJ5//nkf+8///E+Xv61pibzOuO4obx3Z+uM1x6mu5aBc3m3bzuGY5pA5zltQ/P0rhHK0QklD3m0hhMhI3o4bdlxYPUjOXAlVM7b+2kDUgXDQQQcBAFq1auVjr7zyiss777wzgOiv16JFi1y2DV6OAWQHRqiGos0ZyDljgJzW+tBDD/nYrbfe6rJtSM+aNcvHQtpjPpjDhO9lGnxfrRgF/9Ky88DiH1l7DGl8/EvPWikX8Zg3bx6A6CZ6SFv5Njf6soZ2cXAcb7XI6sz44IMP8npdmvbI1hdr4xanDAA//elPAUS/v2y9sDVZSaRJCiFEAnpICiFEAkU1ArOmXmmFLljFZn75y18CAK699lofO/bYY122unFxG7jLly8HkEs5BIBly5a5fOKJJ7psxQYOPfRQH+P2BpauyI4jOz4QTpXitEC7xrS0xVJgjhUrygFE08EsPpJrQPI9NNM9rpjCs88+67KZ9ocddpiPcQuOchS7qA+Om1AaHRCN9zMqOf9SrrlCtlV23XVXANHvDNdztWcEf2dCKc5AuL1IudMt5bgRQoiM6CEphBAJ5G1uszlhpf3TqvWwesyyeVS52yKr4Ob95XPyNM3UYy8Zv5bN/FBtP261YP242Yt74403uszxb6Fz2RzieoBnNRFC18W1L++77z6X27RpAyDqqQ/dQ2tJAUSrH73wwgsu9+7dO/IXiK/eUirKaW5n9cbbFs7dd9+d+lpLq2UTtNyUyywN3S+LPgGi/eyLgddUKPqDZY5fLhUyt4UQIiNF1ZO0X6qrrrrKx84991yXTdNjLWbq1Kku33///QCijbw4c8Qi+rmyOdd4tOOyFhTS7njefJkc+2WaEv9KcbK+vZY36Xlj2pwZ5dIkQ3Tq1MnlffbZx+Xbb78dQNSJFPrc2EnGBS7uuOMOl63wB2c1saOsHNSa4ybkQIj7ulR7rrXg4CiGaju/pEkKIURG9JAUQogE8k5LZGeIJbP/6U9/8rFQ3UPedF29erXLlorEvbA5ad5UbK4RaUU1gJwTxhwVQC72EojWRbQiBHx+Tpf861//CgB45plnfOztt9922cwBNltDDqtKmlvcFoPTPS2t64033vAxbu5lMZMcD8nxjlOmTHH55JNPBhDdWii3uV1r8JrjOD+jlDVEi+G4446r6vnzwdJ+2QFoBW6AsIlda0iTFEKIBPSQFEKIBPI2t0PtGTjejj3GZmZbPCUAXHnllS5bSwBumcCmXJ8+fQAAGzZs8DHucGimP7cpYHOfzVGbi6U6AlHT3GpaXnPNNT5mqVZArtLLF1984WMhT3qxNfQKwT4DjoPkbnKWosimIW8NWGrl8ccf72P8GXHZfUs95f/vscceLr/++usFzRmIVhwqtpJSJQmZ2Ax34KwGvA7KTdx2UpcuXQBEt6vSTGhuFTFs2DCXOcLFqGQXyDikSQohRAJ6SAohRAJFVQEyMySuEox5VNmkYnM6VAiWA8AN9qg3a9bMZQuG5q6BAwYMcJmLoVqB3X333dfHuCWBpeKx6c5mvhFXmSREuU2EBg0auMypnXYuDuzngH+rIsTdEjmInltwjB07FgBw5513+hgXPi4HtRBMzucMrUmGi0aH0lcrSbXM0qzpnmnvUzC5EELUOEWlJYZKwjdu3Nhlc4JYrB0Q3czltLngpAK/Tnx+i4/k9g6sXW299dYum6bEpfRDmljoPUAu5pK13yFDhrg8btw4AFGtg+Vy/xKG6vRxfCr/3zR/c8oA0X7QfI9NM+K2F1xPshzUgiZZiEZU7VREphYcHMUgTVIIIeo5ekgKIUQCRTluzAHAZjPHwFllmp122snHOAXRTFc2wdmc7dy5MwCgR48ePsZtBMzc5b7HbEJOmzbNZYvl5G6M3CN49OjRAHIVdIBo7UlL4SvEDKuW6WPmcpy5b/Nixw2nYHK65gMPPAAgWmmJX1sOatnctpRO7k1eS9RXc3vOnDkuW/fVyy+/3MdkbgshRI2jh6QQQiSQd1oiE/JOczzemWeeCSDa7J5N68suuwxANJ6PWbduXeQvEE2Zs3g9VpWffvppl1u3bu2yVRzimM5u3bq5PGPGDADRhugcD2gmLHuJQyXn01LYKkEori9kTvBnwa0geJvButzxZ1AMhcSXVhNbH3Fma62a2fWd/fff3+VaXR/SJIUQIoGSqT9nnHGGy/YLzP2t+Vdi+PDhAIBjjjnGx7jGobVtGDp0qI+xY8ViFwcOHOhjXAuR60xaTUDWnubNm+eyZddwdg9rEFa4Ii620xxOnOCfRrW0K9OKuVd39+7dXe7atavL1m7DipEUS9r1xfVmrzShogxx/aFF6ahV7ZHRKhBCiAT0kBRCiATyNrd549pMz7iNbau9yKmA7BQwE4tjG7k2npl9bAL17du3zvu5niXDBSrsNVxX0ZwSANCiRQsAuTLzQDSO0OLj4mI6zVly6KGH+lghBTDKQVxsmaWOcu1L7pvM1xDqeMnXXapr4BYJlSbtGmbPnu1yr169AESLp4ji4DXFWxppBUWqhTRJIYRIQA9JIYRIIG9zO+Tdte58QLRDX6hbIpu4xqmnnuoym8hmpnOnvyZNmrj81FNPAYimF7Zs2dJlTpG0OD827flclmqXpuqzF5avy8xSbm1QSUJtNdiM5IpG55xzDoDo1sgVV1zhMndGvOuuuwAA1157rY/dd999dc7F8HlrzWt59NFHAwBOPPHEvN/DMXzcgbNWGDRoUFXOy9sutrXGbUR4C4W/i6H3h+AtIKZTp04AopWrKoE0SSGESKCoAhch9t57b5ctDjHuPaaFsAOBY/dM+xszZoyPWZYOAKxduxZAuFZiPvDGscn86xeaN98m7hFu9Sj5/dUuNsD31Ro1Abm41QkTJvjYUUcd5TLHj5rmxA6vcmuHlShwwQ5AqwUKRNefUez6qgaVXHNswVnhGi5Aw4340uB5W03XUF/7cqECF0IIkRE9JIUQIoGizG1rrsW9tkPExUDZsfiYbdu2ddnaMlQihi7fRkZsevFrbRP67LPP9rFRo0bVOX4lCF1L8+bNXTbnU4cOHXzM6kYC0WZr1huZnVQWM1ouymlu29YNp8+GqC8FOTam2ls8xcJzte87f9dUT1IIIWocPSSFECKBosxtiznkeEM2p81jnBYPVS3TJnRe3hpgdd9MAE5VZBM0BF8Le9KrnXZlHlw2mzmO0mLeqkU12zdYnOvrr79esXOWkvpqblcbmdtCCJGRksVJjhw50uU///nPia8NNawq5PyhKbMmyNpbmtYX0q7izhs6fyij4Ouvv058f9zx65OjoBzUQiOw+oo0yeKQJimEEBnRQ1IIIRLI29wWQohvI9IkhRAiAT0khRAiAT0khRAigbyL7lY7rKCQYO5ieOmll1xu3759pmMVG46Rbx55uQj1MUqjlKEnCgEqHoUAFYdCgIQQIiMlCyavJBaszcVla4la/VU/6KCDAAAvvvhi8P98PzkgvlJIkyyeWl1ztY40SSGEyEhVNElr2vXWW28F/59vvcpKUsgvdbV+1ZctWwYAaNWqVcXOmUax9y2f14sc5VpzVn+TW6kwoaZ/1YbTnUMN6xhpkkIIkRE9JIUQIoF66bgxarWCjjbRc3AXwrT2D7Vsbh9zzDEAgMmTJ1d5JmG05opD5rYQQmRED0khhEigXprbL7/8MgDgwAMP9DG+DJatqfzatWt9bPvtt3fZPGGlvL5ymz5TpkxxuUePHnX+z+0n5s6d6/KPf/xjAMDOO+/sY9xonk3jvfbaC0A0E6nc1IK5zXPg1haWgcT/Z88pj1sc6iWXXOJjTz75ZJ1z3X333S7369fP5SZNmgAAPvzww6LmXY37NnHiRJd79uzp8qmnngoAuOGGG3ws7r7ZWnz88cd97Nhjj3W5HBlpMreFECIjNaNJ7rbbbi6/+eabAKKNxBYuXOjy0UcfDQB49NFHfaxdu3Z5n4u1StOu4to/2BwKaTVRrl91iy/t2LGjj1177bUuW4O2OD799FMAuWsGopk1rDl9/vnnAHJaDRC9byEGDBjg8m233QagsOsvpybZsGFDAMBnn33mY126dHF59uzZAKI566GvRj5zMo3IrBggmhf/0UcfAYh+DqXMe69kr2qTy2WJpcU5vv322y7vsssumc4VhzRJIYRIQA9JIYRIoGbMbcZSnT7++GMfa9CgQd7vN1OxkPfVB8eNOWQKSQE74YQTXL7vvvsARE2/N954w+XmzZu7vGLFCgDATjvt5GN8LWZKcgm7NLp16+byU089Vef/lXDcfPLJJy5vtdVWia9lc3mzzTYDEDXp4tJqr776agDAH//4x7yPz/exGAdF1jXHnwd/Tsbhhx/u8gsvvOCybS3EzdUci+xsjGPdunUAgMaNGwf/X471IHNbCCEyooekEEIkUBVz+4gjjgAAzJgxw8d23313l99//30A0TgxNpO22GKLOnPKOr9aNbfZ087mWQjz3Jond+Pz2z0cN26cj61evdrl0aNHu7xgwQIAQJs2bXyM4y9D1zV06FCXx44dmzjXEKUwt9kbyhEJtnXTqFGjvI+VNe2VPy+OR7Xtjrh4wWLIuuayXqtFMwDAwIED6/yf4x2vv/56l5s1a5Y4l1133dXl5cuXFzyvNGRuCyFERqqiSe6www4AclkdAPDEE0+4bBvie+65p49xPJ9pmnvvvbePcXzbypUrXd56660BpMdbcTygxbEVS9Zfdd4Y79SpU+JrOZZ06tSpAHLFGDbG7gFrWBY7CUQ10BAzZ8502TTQ3r17J76nEGoh46aU8PX84x//cPnGG28EAIwYMaIs56qv983WJa/DL774oqznlCYphBAZ0UNSCCESqJk4yXKZC7ZhHtc0bNtttwUQLe6watWqgs+z5ZZbusxOpqzX8tprr9U5BxeoYEp536ZPnw4A6Nq1q4+Vu2Znpc1ti30EgG+++SbTscyEBoBLL70UALBmzRofGzRokMt33HEHgPIVauD7FtpiyUpWJw/H6drWGZBrEXHRRRcVPbdCkbkthBAZ0UNSCCESyGRuW1dDoLjOhhbvCES9rKXEUvj69OnjY2wa7bfffgCi5sisWbNcbtGiRZ1jxsXiGWlbB5xWmJbWx2lwVvGE3xOqnVkIcbGm5jWvpKe0vnm3N2zY4DJv54S2djj902KCzewGgP79+2eaS616t21enGpo6Yf8fyA372quuRDSJIUQIoGacdykEdLemjZt6mNLly512epRArk6kxxPyBqAxfvts88+PsaxiRwbmC+l/FXn6zbnUtbYMdbgOX7PMqGAnLZz3nnn+RjXPywHtaZJhhwUPMfjjjvO5YceeijvY5WDamuSpXBCWVEVtp7K3exPmqQQQmRED0khhEjge+kvqQ1CavFjjz3msqUfAtES/eeffz6AqFPD6v3xcTfffHMfmzZtmss8Xg3YMZTVzLYCFdzygc0ZPpdtTxRSL3JTgOtn9urVy+XrrruuzmvjTGxzDA4bNqzEs6s9xo8fX7JjheJ/ebuJt8wqiTRJIYRIQA9JIYRIoN6Y21wxyDyuP//5z32MzeKvvvrKZfOAW/9fIFoX0eo1crfGapvY5cIqKcXFRvKWhpnZbOJzN8VNFU5J5fqaIXM7jnPPPbekc6o1uMbp7373u5Ifv9qe+o2RJimEEAlkipMM9aeOo5AsE9PkQtWcgVztSN447969u8ucUWO/6uy44QZjdl0cA1jtKtGlhAt3PPjggwCizomf/vSnwfe99957AKLXwn2qK1Elutr3rpB1MHfuXJf333//ckwnkVpac4XMpZB7fP/99wOINrfLiuIkhRAiI3pICiFEApkcN4XELaWZ2KyWs5ltcO2/UaNGAYimhcVhBSzYGcOmtzUb46IE7Pip73BbC4Obrr344osut27d2uUJEyYAiPZgvuKKK1wePnx4SedZK3CMbRq1ZNZWG270Vch9KSTtsG/fvgCAX/ziFz7GsdLlQpqkEEIkoIekEEIkULEqQNyH2dRmrkaTNo1CPOncLdE8uZ9//rmPNWjQwGXryPj6668nHrMQ0rx73AVy0aJFJTtv6PgLFy502booLlmyxMe4zmGooyTPn7cpONa0VNSCd5vXVlqHTdvKAYBXXnmlbHPKh3J5ty06omPHjj72zDPPZDom16Hl6Iqnn3468X0zZswAABx22GGZzs/Iuy2EEBnRQ1IIIRIoS1qiqeOcNsgmgAVuF+KdK8STzi0XrJBnqA0DkDN3K2naxZnYFgHAgfdZj88VjZYtWwYgGuwc5/U32Lv9zjvvuGyf3aRJk3ysZ8+eGWZdXmx7IK7FRdpatOLLnTt39rG4NWnbSOVqSVJJLNIjq4nNcKsXlu07GPdZbLPNNgDS26eUGmmSQgiRQFkcNxbneOutt/rYz372M5dbtWoFIFowwYovFAvH+PEvOPc+DmEOnYYNG+Z9rjlz5rgcSkErdhPd0v5sg7rUhNI9C4Gvyxw+XBiEOfDAAwEAs2fP9rGbb77Z5SFDhiQeH8iu3XNsrrWp4JqFrBmbdhLnkDKNitNjmX79+rl89913A4jGXO64444uc1/2UlFLaYnF0qhRIwDA+vXrfYwdi3FrLQty3AghREb0kBRCiATKYm4fcsghAIAOHTr42JVXXlnnWLfccouPDR482GWLY+SNcY5zTItfYywtL85MCpnbbHIV08u6lKYPVyf66KOPAKTPj+sZXnbZZS6bGcimId/L008/3WX7bHgbJHRdnBo6efLkOq/l+aUttVKb21tuuaXLZm6PHDnSx0aMGOFyyMy2+w0ATZo0qfN/NqHffffdOv/Pug642s19992X+Nr6ZG6zY5Lv+8SJEwFEHYCh+OhSXp/MbSGEyIgekkIIkUDJzO1Q7NLee+/tY6+99lqd97D3j9Vua7kQ5wW08a222ipxTsyYMWOCMpfrLxWlNH169+7tsplcccccMGAAAOC2227LdM5C4OpMvDXwyCOPAADat2+f97FKbW5feOGFLnft2hUAcPDBBye+h7cqrNpUHBwzGYpIMPMRiHZezJdCUnFLueZCHTT5/Gkpqbwmvvnmmzr/LyQ++m9/+5vLRx55ZN7vyxeZ20IIkZGyFrgo5BeDY/dK2YjL5lCIs6dU5wSy/6q3bNnSZSvcwb/OHGsaqh2ZFY5Zs4wHIOcIYecIX6s539jhlkYWTdJeu3r1ah9r1qxZnddxhkbo+KwNr127ts7/rf4oEM0omz9/vst2HZV0oBS75v7+978DAKZOnepjl1xySeLx05g+fbrLxRSjqNZ9i0OapBBCJKCHpBBCJFDWvtvjx493ediwYS6HSuQXk6jOMXjcH5pNptDGcX3irbfectnu4fPPP+9jP/nJT8py3hdeeAEAsHjxYh87//zzXTYzPK6oRSFmdikwsylkYgPAPffck/h+KwrC5jo7IAx2Rr7//vsus2ODtyhqHY5lLhWFmNj1Ib5TmqQQQiSgh6QQQiSQybvNVVSaN29e5/8cT8XmiB0rLu3QPKNsgluFECBXG9JqRQLlr91XrZi1EBwJwKlzVhafq+2ceuqpicfiFDFuYWHpjA8//HDi+7kVRjEmNm+98LGAwu6dzXPgwIE+1rhxY5ctzZJjSO+9916XLfqhkHPy58zdNoutspSFtDXH92LdunWZjl8M/J3hrTGOdS5V98e2bdu6vGDBgsTXyrsthBAZqVgjsG8TtbQZXekqzlmohUZgaXCFe244V22qveasYRgQ1aTr25oLIU1SCCES0ENSCCESKGuc5LeJWjQNgdo3dyqFpRhuu+22mY5TSyZ2LWHtLeoDnEKaD9IkhRAiAT0khRAiAXm3y0C1PY31lfrg3a5VtOaKQ95tIYTIiBw3oqqkVbmuL+y6664uL1++vIozEaVGmqQQQiSgh6QQQiSQt+NGCCG+jUiTFEKIBPSQFEKIBPSQFEKIBPKOv9jUA1T5+rJu0yqwtzg2vu977rmny0uWLKnzGr63oRx1Di/ifkgh7Fh8/N12283lN954o87/uRDzXnvt5fKrr74KIFpQ1lrwAsAPf/hDAMCOO+7oY0uXLk2c3/bbb++y9eH5/ve/72Pcy0lrLn8UTC6EEBmpN2mJ/Kv77rvvJr62R48eLk+ZMqVsc4qjVjVJazo/YsSIKs8kzMZLccstt3TZ2nPssccePsbtJuw+s3bHx7P2AcVol0BO++PWA4Ucq5DXWqFknn9oTaX9X6QjTVIIITJSbzTJQijl/qIxa9Yslzt27Jj4Wv2qF0dSgQuTWSPjJmamQXIbAW5MNmHCBABAnz59gue2Pc04TTQ0p7S1tfXWW7vMDc9atmwJINq3O9TIjpu8cS95g+fK2ummtOaK+S5zUzZuQMbrpZBjSpMUQogE9JAUQogEatrcZtPq6KOPdnnSpEl1XpvVxK6vIUAzZsxwuUuXLgCioSEhE6NWyVJPMuTMqDZsDm+++eYum0OK+1/zvEOOndC9qA+Om4YNGwKIbjfEke9nWK7vahzSJIUQIgE9JIUQIoGKmdv8/qZNmwKIevfS2GyzzVw2M5wzMjijwbIjqkUpTR822dhTly/Dhg1z+YYbbgAQ3bp4/PHHM8yutORjblsMYRycecNZMPl2yGvSpInLH374YV7vAaJbHOZBnz59uo/95je/cfnJJ5+sMyde35w9Y4TiLLnzI3vCy21u82dg50pbmwcccIDLFnMKAFdeeaXLdo/4vn/99dcu22dbyi0VmdtCCJGRmnbcMJzb2qpVKwDROaVpGJWk3Jvod9xxh8snnXSSy6aBWI9pAGjWrJnLpoGwVsL3rdpOj0IdNz179nTZnHlxmS0NGjQAEHUgcDzdP//5z9T5bDyn3Xff3eXhw4e7bJokfw6s9Z133nl15vKXv/zF5eeeew4A0LlzZx8z6wvIaVqsNRe75irl8OI5cauLZcuWudyvXz8AQP/+/X2sW7duLpsTMs5xY1ZXIRaXNEkhhMiIHpJCCJFAxcztrA6ItGkefPDBLs+cObPg45eScpvbX331lcs777yzy2vWrMnr/VOnTnW5e/fuLrNJuGLFCgC5ODcAuPvuu10206iUbPwZh7YCWrdu7WNvvvmmy3af48qnhZx98+bNqzOHOFOuffv2AKLFVUaPHu3yr371K5ffe+89ANGtjlBXyAsuuMDlc88912W+5yHsWLydUEtxkvxdt8+Q00VPO+00l3kbbeLEiQCAwYMH+xjHAZujN5TCCRS3dSBzWwghMqKHpBBCJFBvvNu//OUvXTa1nKn2/Jhymz5x1V8sPvQnP/mJj3FMmtVCZJP1rbfecpnrM1rdRq4+w+YtV90uFRsvRfNIA9E6jsVw0EEHAQBmz57tY40bN64jL1682Md+//vfu2z3Y8iQIT4Wt21kJiZ/9k888YTLFqfK7+eYYds6WrVqVfJFEdU2t9NSBdlTP2rUKJc7derksm2P8H0Jbbnw8du0aeMyf3b5zkvmthBCZKTeaJI8zT/84Q8AohvntUS5f9XZIcHHv+qqqwAA559/vo+lVcFmeN633XYbgGj2xymnnFL4ZAsgH8fNj370Ix9r0aKFy6YFs2OGnQL77bcfAKBt27Y+Nn78eJdDWgzHJprDhu83O1suv/xyl99++20AUY399ttvd9k0ycMOO8zHXnvtNZe32GILAOHYzTiqrUnGYZlIfF/ZQuBYUbuGtOyjUiJNUgghMqKHpBBCJFDT5nZcqX6TjzzySB+bNm1a5SaWQrlMH6s/uM022wT/X0tmVjEkpSVaKtvy5cuD/7d6jUOHDvWxMWPG1HktO7I45pFbLRiTJ0922dLnunbt6mPsdDjrrLNctnNcc801PsZmo7WV+OSTT3zsiCOOcNmcQ+ysYoeRwXGeXMyjFtfBdttt5/LYsWNdHjhwoMvr16+v6JwAmdtCCJEZPSSFECKBmjS3zSPG6Ucco2ceSu7BzDUki0l7LCWlNLfZwxu6LjYpzzzzzEznKmQulsLItf9KnXoaunfsnV64cGGd17Ln31IJgZwXldfJvvvu6/LcuXMBAPfcc0/w/R9//DGAaPrruHHjXGZPt1UHYo81r2Vrs8Hedfbo2r3lVD6+nyGPb616t83D/8EHH/gYd7GMSyMNUY5KRTK3hRAiI1XRJO0Xkgs1MKaRxMX4haa8//77u/zKK69knWImSvmrvmHDBpdDWS7s3KqkBm3XeOutt/oYb8KzVlnoMQ2+dy+99BKAqCbHmJbLWlaHDh1cXrRoEYDomurbt6/Llonz0EMP+ZjVLQVymt7LL7/sY3vvvbfL7Fg0rZM/r0svvdRl01qtbiQQLU5i1dH5WtK+prWkSZqmDADPPvssgGgFcq6duXr1apfN+cbVyAvRNItBmqQQQmRED0khhEigqo6buORzq8PHcZC8SW7v69Wrl49x0YvevXu7fP/999c5L5uCX375JYBoX+SsZDV9dtllF5c5LtBgs6MYszaOQhwvdo1cJIL7SBdz3UnmthXtYMdLqFUDXwOnMFqaJdfE5LqjZiKz2fzII4+4bOmO3HqA4xi5FqfV+LS6kkD0flotTo7pfOqpp1z+7W9/CyCadsnYPY/r211uczv0veXYXd5msAZl22+/vY9xumjz5s1dtnYa7KQtNzK3hRAiI3pICiFEAnVryleQOFXXautx5ZSbbrrJZfM03nLLLT5mlVcA4OGHH048b8j04RqM1e7bzdfCprV5cLnHeCGklbcvxDse6rfMczXzlL22haadcewgm64Ge6p32GGHOq/j63z11VcBAFOmTPExrrJj18EmPLdksNdyWiPLfK7ddtsNAPDiiy/6mPU8B4CTTz4ZQNS7zWs5tPXDMapsZlcDvlarlMR9v/lzsVhRrojEvc15e8O2mbjGaTk82oUiTVIIIRKoyYybfOE5Pf/88y5zpsL1118PAHj00Ud9bPr06S4feOCBieewY3HMWr5OjY3nmC9xhT0s/tNqI5Ya3kR/5513Cn4/X7dpgQsWLPAx7lOd9n4geu/snnBRCs6+Me2aC1BwwzO7Hnaw8DoxnnnmGZf5WKE5xc3dXmNOQSCXRQbkYjG5qjYXuLAsprSq2mnnrwTmHGOtn7VGK8LB84ur6Wn9yFnbLzdy3AghREb0kBRCiATqpbltcVicfsgxcVy7LkTINOFNeDaTiiGr6cPxc7zh//Of/xxAtBdxtYm7VtuSKCSOc+OlyO+1DXw+h8XVAblUNj4GO2bM7DvggAMS58AmeFzabIiQg43nwseyefPWATszbA6h6+fjxqXslTum2dpLAMDf/vY3ANEtLE7tXLt2LYDoZ8WFQzg+9OqrrwYQrc3Jzdg4tbNUyNwWQoiM6CEphBAJVMXcNu+sVUMpFq5lyOZKIVhM5bHHHpv3e9LS90rpaeTUTPPW1tLWB8MRAOaNZjMrrfPdxktxn332cdm6IXK8IJvT5j2+4IILfOykk05y2eIo+T0cj2qxjXEm7AMPPAAgGjvJHuvQZxIywYHcfWjUqJGPnXbaaS7bFgtv+/AWktVmLJe5zVtPFvPInx0f3yopcQonx3la1IFFmWwsc2rxnXfeCSBae5MrApUDmdtCCJERPSSFECKBmvFuhxrRp02NA63Z9EmDr8VS5dj0KYRQql+5AnuttcCJJ54YPH45ytvHYaYgm6+hSjDs1U3zFufTvoHhYG9LJeWUUu52aAHMfEwO5r788ssBAE8//bSPrVy50uX58+cDyFXoAeK9z2aa85o844wzXLa0O/bshgpMp322fH5+f9Y1F9pOSvO0czA5m+Z2vzhonL/rnDhhWyKcvmptN8qFzG0hhMhIWTTJtEIKRlzrgawaUSh+btasWT7Gm+BcH7BUlEuTNO1syZIlPmYFBiqBtVAAcn2eOT6VtRn7PAvR8AvVJBnTbqwuJBDtpW1zu+qqq3xs5MiRLttaZC2JtSOrUcotHSyuD4imX5pGxC1FLJ4QyDku+fzc+sI+U25twPfGNDHWyEqpSRZC6LvOjpsGDRoAiM6VG4HxWu7Tpw+AqEOWi12UA2mSQgiRET0khRAigbLUk8zXXM5qYvMGMZt1HHv14IMPAohWzuHUNDMDaqFuXRqffPIJgPS0y0JgM89aHDDc7uCggw5y2T47NvOshiQQ7bNcCv785z8DAC688EIfY3PYnEZsbg8ePNhli8HjSkQNGzZ0ecCAAQCiHRa5Mo+9lk14dhxx/KSl5U2bNs3HuM2FdZjk44eciYyZrUDuu1Lt/vJM3NaZfS8nTJjgY2xOc8dJ27rhGqS1gDRJIYRIQA9JIYRIoGbiJEO0a9fOZa74Y3CcJM+P4/F22mknADlvLFDaKjqVjJMMwealxXry+dkcNtOHO0gef/zxLp9zzjkuWzN59kqmkfVa8/Fu8xjHtpqJx7GPFtsIAIsWLQIAtGzZ0sc49s+uk9fc2LFjXb7ssssARFNpzYQHopVxrFrNk08+6WOTJk1y+aijjgIQ3S4KfQ3NSw5E21JY9AZvN3BLj6yfA7/f1kxcTLJVLOrSpYuPcRUfa7syatQoH+PPiD3ddl3lTkVk5N0WQoiMZNIkOUaOexBXCu7Py/FrvHH8H//xHwByDb8qQbVK6YfOX0p4Q916S3PGTVayxEmaVsjaGTth5syZAyC9PcM111zj8ogRI1w2jYfXPGtEXKBi0KBBAHL944Fo0Yhly5YBiDrK+vfv77I5ifg7xee1uXB9RWt9ABS35grJ7uE4yOOOOw5AtJgIF6jo1q0bgGhTP66XWg3i2qPEIU1SCCES0ENSCCESqGnHTSGwucIb6uaAYKdEuamWub106VIA0R7iIbhvM8fvheCtC3YUlCOudOOlaGmYQM4xwfeTOx9amwA+Bnd/tGNxvCE7YSzOkotiHH744S5b4QxeZxx7a7GPQC4OkB0cbNaFzGm+nzbvuI6V1XAW8jHZmWemNxdd4XjZVatWAQCuvfba4FyrjRw3QgiRET0khRAigU3G3GbYw2n16DiOrZDKNMVQbe82w2acmaTc6oLT6ayVBZAz+bhSjXlty8XGSzFUY5TTEi+55BKXzfvKFaC4PYNdD8eVsnf7oosuAgAsX77cxy6++GKXrY0Gz4njTXnNWWwqXw+nKI4bNw5Aru7kxq/Nt4oW16O0Tpr8/nLBx7f7zvG4/F1jT3ctInNbCCEysklqkoVgtfvSkuqtURSQc5DEUW1Nkus+co9jo1rVzNMoNE6yY8eOLlu9UNb0ODbRNB7OTOncubPLK1asAADccsstweObdsR9uTlGNK3YBMcWFhNbyhqyvb9aWV6bEtIkhRAiI3pICiFEAt96c7scfBtMnyFDhgAAbr755pIdM8ncLkfdT47DNHM8VMsxbk5xXx1LV1y8eLGPhVqK8NYAX5elzbEzpFOnTi7PnDkTQDRt0uptbjzHSsHnjOsHXovI3BZCiIzoISmEEAnI3C4D3wZzuxwkmdsW28pjHJt47LHHAojGetaSFz9kWnM1Go5BtTqWhXjEteaKQ+a2EEJkpCqapG2Sc2xZLf3qZ0W/6sWx8efONQxDa4KdAlalfMOGDXmfj+Mov/zyyzr/T1uTxa5ZK7LBVblDx407psXpclMzvhdac/kjTVIIITKih6QQQiSQt7kthBDfRqRJCiFEAnpICiFEAnpICiFEAnpICiFEAnpICiFEAnpICiFEAnpICiFEAnpICiFEAnpICiFEAv8HW8DjOK/i8fcAAAAASUVORK5CYII=", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 4040, D: 1.381, G:0.8516\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 4060, D: 1.31, G:0.8092\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 4080, D: 1.363, G:0.7578\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 4120, D: 1.32, G:0.8536\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 4140, D: 1.358, G:0.7953\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 8, Iter: 4200, D: 1.392, G:0.8167\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 9, Iter: 4240, D: 1.377, G:0.7646\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 9, Iter: 4280, D: 1.352, G:0.846\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 9, Iter: 4300, D: 1.302, G:0.7867\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 9, Iter: 4320, D: 1.413, G:0.7832\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 9, Iter: 4340, D: 1.345, G:0.7395\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 9, Iter: 4400, D: 1.236, G:0.8844\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 9, Iter: 4420, D: 1.299, G:0.8116\n" - ] - }, - { - "data": { - "image/png": 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Aa9as8TEuG/XZZ5+VfK6kudRiO9WuFdejxPrJvPnmmz5WTjgGB+ZyTqzBPVXeeOONxHNZC9+0Np9xc0q7nxyuwy18Q9jnCn0moKktKZfV2rjAsEJZSkchQJWhECAhhMhIIYPJQ5pi69atXba0O+uaCADPP/98jWYXhgPFWXvi+2bvyaNbHtAURB5KZeR5xaWVpc2rnE6EIdK05iIU3W1UpElWhjRJIYTISEWa5GabbQYgup9ke0xAU8oZaybdu3d3efHixQCAtm3b+hinpNm14rSzehBKqYsj7l899A8fSluM2/+098alHdpxrLGlpSWW87mYtM9SCdIkK0eaZGVIkxRCiIxokRRCiAQqMrdDDoK8yeo0qJTx48cDAMaOHVvyMXGmT6gKEG9ThLo/8jF23iJlksZ9L2bGx5nwoRAhmduVI3O7MmRuCyFERrRICiFEAhWZ25bRYRke1cayTNIyTN577z2Xt9lmm1zmUglxpo958zcuLmuEtjFC3ud6bT3kTSOY23FxpRzpscUWW9R0ToDM7UqRuS2EEBmpqBFYJRpkWkuBb3/72y7PnDkTQNRpwXng06dPBxDNa/73f/93l3/wgx+4HHIQXHvttS4vX74cAPCLX/zCx9I0tUo1OW7QFSJ0X/LKzglRSXZOOfeK8/dN8+KxohFyusW140jLZReNizRJIYRIQIukEEIkkKnAxbbbbuvyhg0bEo9nsyp0STYrX3zxRQDAHnvs4WPsxLHyZMzo0aNdNnMdAO677z4AwJgxY3zsP//zP1228l+tWrXysQ8//LDZ+csxsau5iW5l54AmE5XvFTuvzMljaaNAtDDIX//6VwBA586dg3O1mFAAWLFiBQBg0aJFPsbfsaWWprHVVlu5zPc1dA+L5rhZsGCBy1xMJcRRRx3l8n//93/nNaVY5LipDDluhBAiI1okhRAigYrM7VC1bo4NszjKuFObaRsXZ9atWzcAwPz5831s8803D84lBJugNi829ThVzmIX+fycKsjnCtG+fXsAwNq1a30szfThMb6WbV+wJ3+77bZz+Vvf+hYA4IUXXvCxc8891+WVK1cCAMaNG+djs2fPdnnIkCEAop+fow4+/vhjl++9914AwKGHHupj06ZNc/mss84CULn3PVRbs2jmNpP2M+EogFpGJBi1NLeHDh3q8gMPPAAAWLZsmY/16dPHZavzuuOOO/oYx/7yXC+//HIAwH/8x3/4WNeuXV0udYunHGRuCyFERjI5bthBwJpgGvZPYloYAKxatarZ+7gXDv/7WEwaxxVavCMQ/SdLy3545ZVXAETrXVZaY9GI+1c3bZU1tr59+7q86667AgCmTJniY6eddprLdo9YU2EN+LzzzgMQ1f4Y+yy33HKLjz3xxBMuH3zwwc3OxbGAXIDDHDJdunTxMdYmQo8VO6FYW447pt6aZKguJz/npk0DwB133FH161966aUuT5w4MfG9lWqSoX5U5RD6ntnBZ3MpJyOOz7nffvu5/OyzzwJIr3BfDtIkhRAiI1okhRAigao1AmMHxCeffJJ4vJkpt99+u4+x6Wzm5A033OBjF1xwgcs25Y4dO/oYm4Vz5851md9TKlk34dNMH57T6tWrXTYnyoABA3zspZdecvn1118HEN1a4HPZ8WmphLyJbs4gADj99NNdPuywwwBEtxvYND/nnHMARIt1cKzpu+++i4054IADXJ41a1az14tmbnOq7IwZMwBE58TPLDvA6kHaM2cOFiDqeDF69erlMj9ztjXUrl07H3v//ffLnh/PiX+f++67r8vmkIzbLrO0Xh4bNWqUy7/+9a/LnpfMbSGEyIgWSSGESKAic9s8mx988EHiMWwC77PPPi7Pmzev2XtDXf9C7Q6Apjgq9qbeeuutLrO5bymObE6kYR5vAOjZsyeAqCefz5+WXsfpmPYZ4265VVfia3HlIPOssgnMJq7B92XQoEEuW1QAx4zGmY/9+vUDABxxxBE+ZnFsQJM3lKsvcbqnRSbEfdZQb/Wimdu81ZIW71pv8oqTtPPyvQj9LtnLzOa8pWiG2r8A4W02fm8owuV73/uej911112lfpQgMreFECIjJWuSoYZUkRPR6m8FFLbeemsf4ywRg7VLjg3k2DuD/z0uueQSAMD+++8fnOvOO+/ssjkWbrrpJh87+eSTg8cZRx55pMsPP/xw4ntDVPqvbhk3rKHz577wwgsBALvttpuPcZykaeimBQLhRlusqbJWytk9pnXyPzk7hB5//PHInADg5ZdfTvh06RRBk4z7OZizjJ8t1q743tSDvDXJOG688UYATXG15RLXYz6Evc5rUdbPKk1SCCEyokVSCCESqFqcZIi09D5OU2Nz3IpOMOwAqSRVkFX0tFSmaqrwoXPxXM4//3yXragEO5mee+45l63wB29NsGm+fv16AE3bEQAwZ86cxLmymcgFLOw72GmnnXyMzXGLpevdu3fi+eOwOpfsmKqnuX3PPfcAAAYOHOhjXIvT6pmGapkC9XfiVNPc5nNZbVaOGQ0tGXFO1nKulcZ3vvMdAMBf/vKXiq5V6fWlSQohRAJaJIUQIoFMuVRc7n/s2LHNXuf0IY4tNHOAzUI2sU0FZtOmEhOb4VQ+NrdDXsmsVYDSYO/y9ddf3+z1t956y2VOUfzxj38MAJg8ebKPsWn1y1/+EkC0Wk8ITmXkLn9WBxRoqtDE3nNOW7T4yLQumHGkdY6sNSeddBKAqPnFW0BxZrbBkRyVpO0VCa7YE+oRf9FFF7lsqcP8+43rK2+UY2LHtf+oJdIkhRAigZIdN6GiD7vvvruPLVy4MPF43ti1c3FtvlC8FGsp5fz7hODMFP6nt+uyA4S1gkpI20Tnf8dQ1hIfw7Un7bxx2tspp5wCoCmGEYhWVh85ciQAYNKkST528cUXu/zQQw+5bJXW+fz8uaz2JFePD2ndrInyZwlRtDhJvr5lefH9Yi2ci4aEaqtyDOBll10GINr/PSt5OW5C8PlN6+TnjJ2s9p1X6tiJu261kONGCCEyokVSCCESyCVOMlS8IESo1iHQVLeQY9Yq5brrrgMQTZ8LOWu4kRfHBmZt38Dmpp0rLk7TUietViMQ3US3OEpr87DxvM3hZIUygGjhj6uuuioyDyC+3mbINOZ5jxgxAkBTfGG5mPnF3wWnQAK1NbdtPvwZy+m1HpprWnGPalJNczstVXD69OkuW+xiWkrh9ttv7zI77dLmmvczIHNbCCEyokVSCCESyKXmvKmwbEpxe4fBgwc3O4a9X9btjz3SlcZI/eAHPwAQjckMMXXqVJfTTAeO/7TPGue5ZU9nWjrX6NGjAQDf/OY3fczqYQLA8ccfDyAaW3niiSe6bOYqpzJyzJp1sePy+GzOsFfS4lr5e+OWDCEzPVQpKs6csXtcjx7VBs/NepLHvW5w18If/ehHieeP6zRZRHhry3plA+Gts0MOOcRl257gLRx+juz1Bx980Mc45jTUpZHbOxQBaZJCCJGAFkkhhEigZO82q8BxxW4NC3ZmjxabfZb+xp7fEJweGApqZnM+1HIBaDIR2WzkYGwzE/hacdc10pqjxzVXD7WtCAXZ8/EcpLxixYpm87PqNEBT0d7+/fv72NKlS1229go333xz8LNwQoAV0GXTiT3Z5mm38vxA1DsdMtPKuW98jmoS57m18bSWDXHnCsFVk9ictXtXTarp3eYUYv7dJMHX5OfIfov8W0/beuD3hjqvVhN5t4UQIiMlO27StEfGNB0u1MAODCvwkLaKh9IHgaZ/F0vDA6IaF2spFpNlLSU2vq71I+7UqZOPhbRHvn5IC+INfSakPTKsuZjcpk0bHwulZrKGzpqqxUzyxrjVmASaHD9x9521BvsO+b3XXHONy6Yt8IZ9KK4wrY5nrftVx8WwmqbH2jB/N/beuNhJ/pz2rLEDhONdS4WthG984xtlH18ppWqPDN8LtuSMOMdmqMFY3tpjuUiTFEKIBLRICiFEArm2b+CN67PPPtvlU089FQDw1FNPNRsDmkwwi+sDmpwSQFMFmiuvvNLH/vCHP7jMaYXWK3rVqlU+xtVbzFzt2rWrj3Hf6lKJcwhwnc2f/OQnzd5bTnUjc3xUmjqXBsdPWtwom3lcPcjuK8dpsvNswYIFidey7ziuyhBQnypAfG/LqVzDc7UU2FCt0LzIq1titeDfVKgbKlPL+ctxI4QQGdEiKYQQCVRkblubAEujK+UY9oxecMEFAKJtDDjtcPXq1QCiaYmcAnb//fcDiKrK++yzj8tsJs2YMQMAMGjQIB+zGECgyQxnE5nnFSqgyoRMYJ4XF9g1ryGb+yHiTGgb5zjJjSvnZKFHjx4uL1q0CADw2GOP+Zh970BTp0uuMsQFeC21lKsUMfYd8X2vp7k9YcIEAOmphgzH+/GzmnXboxKKbm6Xck/suS6nDUhWZG4LIURGcnXcsEbHGsO4ceMARDUTdqyEYvQY095GjRrlY927d3f52GOPbXYMx3lyqfk8iMsyKbWYQ6XOGLtv5dTA5N7SXEyjXbt2AKL/6jYGNMW98bVCmUpx8y+aJmkceOCBLrNj0eD5huqS1ouiapJLliwB0NQzPol6t+uIQ5qkEEIkoEVSCCESqIu5bR0CuSvhbbfd5rI5hDgGb86cOS6b4+XOO+/0MX5vJalulZq41iqBe1anmT5cj5I3/22cC1RwAYmQk6gSrKc2APzwhz90mWNZzXHDJjTHkh5zzDEAoqmnvM1h3QX5vhShwEU5WC9uALj77rvrOJN0impuP/vsswCijlWm3nOVuS2EEBnRIimEEAnkam5zBRquXDN+/HgATbFpQFPcHQC8+uqrAIBevXr5mHX6A5qq/7D3MS5mcvjw4QCi5lKoZUFcvOHs2bMBRFsqpJHV9OHtAjZ3Lc6S0zV32WUXl5cvXw4g+vm5CpHdi6OOOsrH2KS0LpVAU5wje7dnzZrlssV6cmfHuJjIUimauR0izptfb4pqblfSZbKWyNwWQoiM5KpJZiXOwTFmzBgATQUjgKjTgbNAzGHEWTRcr840Iet5DWQvGpH2r57mwGBNkjN2TDPn1/lzWREQdqbwXKwyOVcbHzlypMvmUAPCPby5ovmPf/xjAEDbtm19bPHixc0+C8N1CkM1AxtBkywqRdIk2eJIs8BCzeO4nmpadlpWpEkKIURGtEgKIUQCNTO3uVR+XCn3asHmpNWpvOWWW3K9JpvQ7Owox9wONc+KizUNYalf5vjaGDPNuc4nO8f++te/umzxbWeccYaPcTM4mxfPP20bIQ2Z25VTJHOb52ItWGyLDIg6vOLantQKmdtCCJERLZJCCJFAyeZ27969XX7ppZeyXTRgVlYCq+0cv5bmRWVzPK0eY9pcLf7T+ntv/N5amj6hyjqMzWXXXXf1MW65wDGXb775JoDoPebqSWnxpWkVicz053qdMrcrp0jmdtZtl1oic1sIITJSsibJ8XjVrIZdKpyRs2bNmqqfvxwHSRp8SznW02DHVei65WgCIQ2Cx+655x6XLeOmUiq5R+XEnDaaJlkk7a1Ic2kkpEkKIURGtEgKIUQCJZvbQgjxZUSapBBCJKBFUgghEtAiKYQQCZTcDEZhBaWjcIzKqHYIUDXDurKS91z0zFWGQoCEECIj5bcVFKJB4OLE9UiAYOqtyYrKkSYphBAJtBhN8ogjjnD54YcfruNMRFHgfUAhKkVPkRBCJKBFUgghEih0t0RrRwDEtyQoIgrHqIxGqwJUDmnVkNJe32abbVzmup6hY1rSfcsbhQAJIURGtEgKIUQChTa3Q43LWV64cKGP7b777rWbWAot1fThWD/7btJaZZRDLcztWnbtrCVFfeZsLtyJc9iwYS7z1kFcq488kbkthBAZKXScZNGbCH3ZYM3e2nlk1R5rTTW1x3Xr1rnctm3bko/r0aMHAGDmzJk+1qZNm5KPr1YjvWpgc2ENnTOdjjvuOADAM88842PWZA4AWrdu3eyc9dAok5AmKYQQCWiRFEKIBGrmuClng9+uNWnSJB+74IILmr3vo48+crlnz54ur1y5suJ5VoOibqKXg/VO/vzzz4Ovjxs3DgAwfvz4xPOsX7/e5e222y7xvXk6bk477TQAwH/913/52A477OCyPUvsSGATcr/99gMA/PrXv/axI4880uXBgwe7bNsSfP4LL7zQZSu2EeqkyfTq1cvltF739Xrm7DOyU48dqnfccQcA4PTTT/cx7rzKprn1as+6jVBO3285boQQIiNaJIUQIoG6xknyOdl0NhV+w4YNPsbTvPjiiwEAP//5z31s6623dpm9Y/XwvrYEczvtsVi7di0A4IEHHvCxs88+u6rXrOTemckGRJ+DNI+wbRvYNgIAbLrppi6//fbbAIBWrVoFjw/NlU1J3rYwc/vDDz/0se233z543hBDhgwBADz44IM+Vstnjj+XbS1wvc6DDz7Y5b/97W8AgBUrVvgYb2Pw9oZtadQyBVnmthBCZKRmmmToHz7uX98IxeUBTVrnKaec4mNTp05t9jpQn1iyRtUky7lXFm+45ZZbVnR8Kdev5jNnWhs7Ffbaay+X7fli7Y6PD5E2v5133tlljgecMWMGgKj1w8+szZHnl0bezxzP/5133nHZ7hH/Vj/99FOX7R5wHOiUKVNc3nHHHV0++uijAQBLly71sVdeeSXr1BORJimEEBnRIimEEAkUusBF3DUt9mnZsmU+NmjQIJd/+MMfujx69OicZhdPUc3tkPOiUhM59LnSaiKmUQ1ze/HixS4PHDjQZXYcGHEFVEKYGd6+fXsfYxM5dN758+f72JNPPulyKOaXHTshMz/t3hb1mbNtDHb2XH311S5z/KiZ5HwvPvjgg1znJ3NbCCEyokVSCCESKHQVoDhVeN999wUAzJ4928c4/ageJjZ7KouKmYFxqYYhyjHdilCVhuM2OT3V4vj69u3rY2eeeabLZk5zquCSJUtc7tq1K4DS4m7tPu+9994+xh7fUHQHp0vaHDiV99133029bhGxz/3CCy/42F133eXyqlWrXLaak3369Ml1TmnpsRsjTVIIIRIotCYZx7x58wBEtRzemOdx+7fmjIA8eP/993M9fzWYM2cOgOwOliJjsXZAtOiCYTGKQPSzL1q0CACw//77+xhn3Njzw0UruC4iO4HsvXFauBXG+NOf/uRjXLnbMs34+o3Kb3/7WwDAfffd52MdO3Z0uVOnTi6zZp8nXHSlFKRJCiFEAlokhRAigYY0t20Tm1Ol2NzhzXdOM/uyc8ghhwAozcQOmaqNANcV5Q16c5Y89thjPnbQQQe5bPeGCW3RsInNPPHEEy6bmc2tIrgwht1bNt05hdFqR7LjqXPnzi430haJfS6OWbWtDSAaM3nnnXcCKN52kDRJIYRIQIukEEIkUOi0RIZN69dffx1AtC4dl9L/t3/7N5d79+5dg9lFKWqKmFHKV16PeVcjLZHPwfVIzfTeaqutfIxT3tLqTVqUxJ///Gcf4ypUy5cvd9liKTt06OBjXDfRGDNmjMvWQRFoaj9w0kknBecSoqjPnN2DXXbZxceuvfZal3mutv1RThxvVpSWKIQQGWkYTTJE2r8+0JSJw/FYoWIHec2r3vetnI1v1oa6dOmSw2ySqYYmyTF4b7zxhsvmOLj11lt9jJ0lIUIxkQsWLPAx1ngGDBjgckhrZOxzsWPmwAMPdHmnnXYCADz11FPNjomjXs+cOUzZcRrSBDkmlCuX8/gJJ5yQxxQTkSYphBAZ0SIphBAJNGScZFovXY5vO+eccwBEY+JGjhyZz8QKCJtBabGP9TCxq4U5O0KNpYCmVNY0E5uby11//fUuW8sCbtjF1wqZ2KG0Rp6rmdVA1EQ2M7wR0hLtmeJiHGxuX3XVVQCivz+OY37ttddctnu72267+disWbOqO+EKkCYphBAJaJEUQogEGtLctsoip556avB1Nl2GDh0KALj55pvzn1hB4NqWDz/8cB1nkg2OE7z77rsT32tbMJyGar3Bgaa0wTPOOMPHQu0XuJ0AVxTiON0Qbdu2dXndunUAombj888/77LFDHKURWgLKc5LbefNu5NgHD/5yU9ctljPuCpbw4YNAxCfKvytb33L5RNPPBFAtGanzG0hhCg4WiSFECKBFhlMzl5c8ySy962UEvzVmlcR0vuSOOuss1y+5ZZb8phOyWQJJrd0QQ7qDp2Lzb6Quc1mL6e9Gttuu63Lb731VvBaFlHAJqhVIQKansU99tjDx8aOHevy4MGDAURTKNPI+5njKAk+v90vrnLEvPrqqwCiFZnYa//222+7bNsI/Ftds2aNy3lUBFIwuRBCZKQhNclQzBrDG+I33XQTAOC6667zsUpaOZQTb1gvTbJXr14AgBdffDHxfUX6LpksmqRpHO3atQseb9bDFVdc4WO//OUvm70e991ZHGS/fv18jJt7cb9v0674mZk4caLL559/PgBgyy23bDZ/xvpQA1Htiq9r1Nt64b7ajP3WQtYdEG0Edu+99wIAfvazn/mY/dbzQpqkEEJkRIukEEIk0JDmtlHK1E3d32yzzfKejlMv08ccCRyzF6KI3yVQnSpA7OzgDpZ2bj4ny+ZM4CpBo0aNctlMaD5mxIgRLk+ePNllq0K1dOlSHwulIPLn5dhWrnNZKnk/c2wis3MrdC3e8pg0aRIAYPjw4T7GJjR/X3Zedq7ljcxtIYTIiBZJIYRIoCHTEg32+HFnOjYB+vbtm+sczERgcyRv4kyrRjWzq4F9No6B5ThIM6fZC8v30Yrqtm/f3scsxo+ZNm2ay5deemninLjQM2Nz4NjBCRMmuHzuuecmnrcecHuUhx56yGW7r1z5h99rXm32bvN957TE+fPnV3HG1UOapBBCJJBJk4zbzK0VfP04Lek3v/kNgKhGaTXuNpazzqFWlNOXmFsQtGTsPnBmCzfqmjJlCoBojCE7DZYtWwYgmg3CWuf48eMBxN97fg54DgY7Dm0O3bp187Eiao/MzJkzXT7uuONcNicNO644Trd79+4AgNWrV/sYP5PHH3+8y9IkhRCiAdEiKYQQCTR0nCSbOHG9es30qWUp/FrGSXL3vj333LPZ66EWBkUlS5yk1XvkbZVHH33UZasnOWTIEB/juoZppPXlrjf1TkvkdE2uvWmxomeeeaaPscOVC6zU494qTlIIITKiRVIIIRJoaHM7buo33nijy+Yxu+2223wszTscakpf6byqed8s3Y2rGM2dO9dla1fAbQcaiWqkJXJlHY6d7dq1K4AmLzaQXs2pmuRtDud1fvPwx21nhTCPNtAUU2ktK4CouR2KBCiHciI9QsjcFkKIjDS0JslwpgX/Uz3zzDMAgP79+wffmwdx/+pWX7AcDYYrPpujgRugLVmyxOWnn34aQNShxb20rc5m1n/vvKiGJhl3vN37esTzxlFOjVJ7joFolopRqSZpldY3bNhQ8jEh4jS6Hj16AIjW2ywS0iSFECIjWiSFECKBFmNucwpZOZvMeVCvmDUruMCtAhqJapvbRaIc07oS6h0n2ajI3BZCiIxokRRCiARyNbc7dOjgcqgbXDXh2n0rV67M9Vpp1Mv0CbUoaCSKZm5njcGrJTK3K0PmthBCZKTFOG7iqEdhgpb0r17Lz1I0TbKRaEnPXC2RJimEEBnRIimEEAmUbG4LIcSXEWmSQgiRgBZJIYRIQIukEEIkUHJLWYUVlE5RwzF22mknAMDrr79e55mEUQhQ5RT1mSs6CgESQoiMtPhg8nrQkv7Vd955Z5eXL1+e67WkSVZOS3rmaok0SSGEyIg0yRzQv3plSJOsnHKeuQEDBrj8+OOP5zanRkCapBBCZESLpBBCJCBzOwfyMret4+Nf/vKXqp2T2X333V1euHBhLtdIQub2/1FJ5Spt8VSGzG0hhMiIFkkhhEigoc1tnvqmm27q8iuvvOJyly5dajonoLimj92jF1980ccuu+wylxctWuTyyy+/DKC2LQxamrnN83/hhRdcttjTrbbaqmrXqtcz99WvfhUA8MUXX+R+Les4Wc1ukzK3hRAiIyXnbheJgQMHAgDWrVvnY5999pnLo0aNqvWUCoX9uwNAmzZtXJ43bx4A4M033/SxqVOnusy9oQ2VG41nm222cXnkyJEu33DDDQCiGs8//vEPl3v06FGD2dWGNA3Snrm9997bx+J6kNv4Kaec4mN33HFHs9drrTVLkxRCiAS0SAohRAIN6bj59NNPAQCTJ0/2sdNOOy343nrMu16b6Ntvvz0A4Pjjj/exn/3sZy63bt0aQNT022STTVzebLPNmp2TtzEqYeLEiS5feumlie9tBMcNm4r2HALA175W+s7VRx99BABYsWKFj/Xq1ctlM0EfeughHzv66KMTz5nXM1eqs4QLobz22mtVu36ILbbYwuWPP/642eshEz4OOW6EECIjWiSFECKBhjS3jVKm/mUytw32OPJczOvdrl07H9tjjz1cnj59usutWrUCAPz9738PnisPimxuf/3rXwcA3HPPPT42ZMiQko///PPPXTbTnLdCOI6Sr1Eq9XrmnnnmGQDAgQce6GO2nQA03Teuhm8V8oHoXO353HLLLX3srLPOcnn8+PEAgCuvvNLHbrrpJpdDpncaMreFECIjDalJjhgxAgDwL//yLz62yy67BN/b0jVJPr9phayV3HLLLS7369cPADBu3Dgf42IZc+bMcfmggw4CAHTo0MHHLOatUtI21IumSZ5xxhku/+pXvwJQ2pzsc7Azh++dOdA6d+6ceJ4ddtih2TEA8NJLL8Ves9Q5lsuOO+7o8qpVq5q9zpoyx+maM5GdLW+88UbJ1+V7aAVY+PlmKsnIkSYphBAZ0SIphBAJNKS5bXzyyScuh2L8gJZpbrOpyhvmJ554IgDgnHPO8THbWAeAgw8+OPG8vGFuDhvbeAeiDp+VK1eWO+1UimBu8zUXLFjgcp8+fZq997vf/a7LM2fOdDlkjp555pkuW9pd7969feyf/umfXP7b3/5W5qzLe+byKFoSd559990XADB//vyqX7MayNwWQoiMaJEUQogEGtrcjps6m95Z0+oqIW9zm8/JsXaXX345AOCDDz7wsWXLlrlslVhK+crZQ2nwcdWs6Rc6P1DbZ868qJxSxx7dEJzSyd5de/44bbFbt24uWxQBV2jiLRTzBL///vslz7+WERVbb721y++88w6AqBeaOzAOHjwYQLQy180331zytayuKQB079697LmmIXNbCCEy0pD1JNMKJfA/eBE14Kxsu+22LofuBVe8ZsdOOdi/Nv+T56E91hrWkLkepMWTpmmPjz76qMusPTL8/Bmsadn3x5Xgb7/9dpcnTJiQOId6wNXsuRhHiOOOO85lK9LBWjdnyQwdOtTlBx98sNm50rRHvq+WaVZtx5A0SSGESECLpBBCJNCQjhtLdbJN44353e9+5zKX1a8VeW+is2OKnTRs0hjcII3rSJYKn7OS48uh1o6bo446ymWu3ZjElClTXD7hhBNKvtZtt93mssVH7rfffj7GtSW5NmMSfH94K6Sa983Otf/++/sYx96GrhVytqxdu9bHZsyY4fJhhx3msm1/lGMuczGQ4cOHAyjvmZXjRgghMqJFUgghEmhIczttyly5htX8WlHLtESuoRfyPtvWBL83zsP7zW9+02WrDsSe2iLUk8waN1epWTp69GgAwCOPPOJjbCLzd2LbQNwVce7cuS4fcsghAKJpoJyKWEkP66zPHD8TfI/svPwc8BaOwdtaHH1x/fXXN5sT15PkOpNmGnO6Jn/fRqdOnYJzDaWDpiFzWwghMtKQmqQRN/V6z7WWGTccq2exbF26dPEx1hSPOOIIANFGYVwzkd/bt29fAMATTzzhY0XQJMuBjzftY/ny5RUdb1gRESDqxGGNxjRBrnu41157lXT+SqnmM8e1WU866SQAwNVXXx18r2lvrB2G4DmxBv3hhx+6bBXN2dnC2T1p560EaZJCCJERLZJCCJFAQ5rbaVOu91xr6bjhmMk999wTAHDnnXf6GDs3rNgHF/3gTfj169e7vN122wGIFib4zW9+k3XqieRpblvp/+eee87HOJ7OnDDcv51bW7Rt2xYAsG7dOh+zWokA8Oyzz7qclr45cOBAANEalFwbtRIqfeZsi+W9994Lvm5pf+xg4bYS1cS2KdhxFYr9vfvuu122thpA9PsqFZnbQgiRES2SQgiRgMztHKiluX3vvfe6fPLJJwOImm7ccsHqSU6dOtXHuItdiGuuucblsWPHupxHimK1zW2+T4sXLwYQnbeZ4AxXUGLPaxqbb765y9x3OkSop3lWqvnMXXDBBS7b8zNmzJhM5yyHtN+3bSsB0djId999t+rXAqRJCiFEIlokhRAigYYxtxcuXOhyz549E99b77nW0tzu2rWry6+++mqz93IjeDPDO3fu7GNx6Wh2DTbd2TTPI7A8i7ltKYChNDagyaPPRVqZ3//+9wCiweJMqPE9X4u3NTgtb+PrA/GdPbOQ9ZljU5ULD9u84woM5wE/388//7zLVuyXPyu/txJkbgshREYapn0D194rZ0O9JcLaTEh75LYA5iQAmtISH374YR/r2LFj4rUmT57sMv9rV1KEIU+saRZrBhaPCAAjRowAEK01+thjj7ncunVrAFEtsH///i7fd999AKJxlBY7ufFxxp/+9CeXrSFWUeFCKHwPre96LTVJ1rS52IWldnI/9FogTVIIIRLQIimEEAk0jLmdZmKH0pe+rHArgvPPP9/lt99+GwDw5JNP+phVeQGi5rSlqXGLAu7MGJfGVi9Wr14NIPocLF26NCgbnGp37rnnAoiaely5x7YouKuh9c8Gou0NLFXOalA2Alwbk7HfXS1/X1wjlbd1Qr3ga4E0SSGESECLpBBCJNAw5nYI7hRYNG9rreCYOEs35C6AXBnFzGxLXwSicYF8LmsnwF7ZopnYIfg5GDZsmMsbNmwAEPX2f/e733X57LPPTjyvtV/g2Mj58+e7PGDAAJcbMfoirmiuxZVyCiUXza0m9vyxd71eJjYjTVIIIRJomIwb25gHmurZ8T82FyaoN3ln3DBc3t4063POOcfHvv/977ts9+jpp5/2sYMOOsjlNm3auPyv//qvAKIOD3ZaFC3jxmBnzMEHH+xyyHETyjBKgxtecd3OBx54wOWjjz66tMlWkazP3LRp01weNGhQ4nu5gIfJHDNaDjzv2bNnA4g6G+fNm1fReSu5fhzSJIUQIgEtkkIIkUDDmNu8yW5mzrXXXutjV1xxhcu1TKEKUUtzmwkVYWDZTMLvfOc7Psbm+owZM1w2s5LN17S2BFmphrndrVs3l1977TWXre2CtaXYGCvkYWl4PAY0Ffdgs5znm/e9SSPrMxd3fNryYK/z5+eYSot5LKWoh9X65K6dDMdPVguZ20IIkREtkkIIkUDDmNvsneQaika958fUy9xOw2Lhhg8f7mPmxQaicZATJ04EAEyaNMnH0toShIgz3UIxcdUwt9kcZhPQtg3uuusuH2Mv7q233goA+OMf/+hj1u4CaKoCVFSq+cxxrGnI619OVIDFOcbFMfNc27dvDwBYu3Zt8L323fHWW1ZkbgshREYaRpNsJIquSbIz5vDDD3e5X79+LrMjrFZk0SQtMyTOaWcxpLvuuquPrVmzptwpFpa8njmrTM5OE87CspqcrN2x1n3JJZcAiBYD4TjdvGFr4dFHH232ujRJIYTIiBZJIYRIQOZ2DhTJ3A41+or7ynkT3uLa8ohNi6PafbfLwa7FjcLy6C2eF/V65iZMmAAAuOyyyzKfy2JY169fn/lcpSJzWwghMqJFUgghEiikuX3//fcDAI455piaXbOaFMncDlFO2lktqbW5zVsRjV6PtOjPXFGRuS2EEBkppCbZ6DTSvzr3i7bq3fWino6bRqeRnrkiIU1SCCEyokVSCCESKNncFkKILyPSJIUQIgEtkkIIkYAWSSGESECLpBBCJKBFUgghEtAiKYQQCWiRFEKIBLRICiFEAlokhRAigf8P0A3/iRUxCVoAAAAASUVORK5CYII=", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch: 9, Iter: 4460, D: 1.376, G:0.818\n" + "Epoch: 0, Iter: 0, D: 1.14, G:0.6946\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -4321,12 +629,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 9, Iter: 4480, D: 1.296, G:0.8373\n" + "Epoch: 0, Iter: 1000, D: 0.7591, G:2.441\n" ] }, { "data": { - "image/png": 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crrmUjd651lBaohBC5KRSTbJHjx4uf/jhh4nX7KRwTv2qt0Yd9iTnnHNOl9977z2X55hjjrbPJQt651pDmqQQQuREi6QQQiTQ0Y6bW265xeWxY8e6bN0amXaa7jJ9WqMO5nYRWBUra1NSNNb2hM/PchXPbb755nP53Xffbfv1W0XmthBC5ESLpBBCJFAbc7sVc3i55ZZzmWPiuMF8iFGjRrlspsGjjz7a1DWboSpze/HFFwcATJ061cf4WVg0QSiSoA60w9z+9NNPXWZPdtXk3Q7qTls83/rWt1z+17/+Veq1ZG4LIUROStUkW/117NOnDwBg5syZPhbq281Ybi0AzDbbbC6bdnXxxRf72MiRI11+5513Ms8vjbJ/1Z9++mmXl156aZftF5jzi1u9r9C8V1hhBZcfe+yxls6bRHdx3IQIfQ+t3t9CCy0EAHjjjTeC56/7c+N86SuvvNLl6dOnA2jv/KVJCiFETrRICiFEArVx3OSF5/eb3/zG5SOOOAIAcOONN/rYtttu6/KIESMAAPfdd5+Psbn+xRdfZJ5LWabPD37wAwDRrYUxY8a4vOWWWxZ2LWPSpEkuL7vssoWfn2m3uX3YYYe5fNRRR2U+Pm0LiJ0O/J2FxtKcjWl0krnNnTIXWWSRxL8t+15kbgshRE60SAohRALdxtxmVl99dZefeeYZAMCsWbN8bMKECS5//vnnAIBf//rXPrbhhhu6fOihh2a+fpGmD1eiGTp0KADgzTffTDwm7poWNcBpY3FztfGlllrKx55//vlmp90SVXq3L7zwQgDAmWee6WPmRQaAo48+GgAwbNgwH2MTmedqaYPM5Zdf7rJtmzB83Z/+9KdZpg6gs8ztuOiM0Nizzz5b6lxkbgshRE46WpPkyPzf/e53LnPs1RNPPAEg/lf/+9//PgDgiiuu8LH555/fZYujzBLzWfavumm/ADD77LM3XJcdCq3GSfbt2xdA1/0DUedEGUVCitYkQ98j3wNnHllRlOWXX77p8/N8Bw0a5LJ9J3vuuaePXXrppS7ffvvtAIAFF1wweC4jy/13kib58ccfuzzXXHO5bM6zww8/vG1zkSYphBA50SIphBAJdLS5PWTIEJe32247l0844QSXQwnyK664ossTJ04EEI2tPOSQQ3LNq52mD7cV+OyzzzIfz06GtFi9W2+91eWNN94487XSyGNuX3fddQCArbbaKvh5r169AEQdeIMHD3Z52rRpTV8rRNp3zmPjx48HAKy55prBczV737ytEredVEfilpwq5i1zWwghcqJFUgghEuhIc3vhhRcGEK0Leckll7jM3rO5554bQLw5Yl7JvOYWU7WnMe76Fg3AWxDs7WWv+QUXXAAA2GuvvXyMn2EozS4vZcZJLrbYYgCi8zYvM9CVHscmbIiPPvrI5bvvvtvlzTbbzGW7j/3228/HeAvnmGOOARDt6x2C02PT6ipW/c6l0cwyU/X/lTikSQohRALFqwNt4LXXXgMQjW1kTfLOO+90OeSM4F+PIjXIKuD5n3vuuQ2f86+zxQVybCXDTiCrw1lHrSSEzXODDTbwsZtuusllu+c//elPPjZw4MCG8xx//PEuWwwt0PVO8fkHDBjgcqiYBWuKSyyxhMv2naVpklxcpVO+h+6INEkhhEhAi6QQQiRQa8fNOeec4/Juu+3W8Dm3EOAe3FwnMIQ5c4CokycJ3vDn9gghyt5EN1MYiBYAsOumOVXY+TDPPPME/8biJ9mREXddg9PJOO60WYpw3LDZa43PgK4GYPzdhZ4TNwfjpmFmLvP5eauDt3gsDtdiM+Pg7Q2+1j777AMAOOWUU3ws7VnU1XFj71Hc/5mq5yrHjRBC5ESLpBBCJFAb7zabcla3kFXxLbbYwuV5550XAHD11Vf7GMf48XGWPsftGd5//32XzRxIU7vTTOx2YDGNVvsQCNcu5Lny5/Zc4rymb7/9tssWFfDWW2/5GFetMcw0BFozsYvGUv6AqAlrZjLX57RKRwDwwAMPNIylmYJxn3MNzhC2hcHzY8zMTovZ7ATq8P8mL53/LQghRIlUqknyL+UOO+zgcugXmosrmFbAGQnMaqut5nK/fv0aPv/2t7/tchl1EcvCntdLL73kYxwHaloj19nMwgILLOCyPZeQ9gh0OR24qMapp57a0nWLhL9bduxZw7eNNtooeBy/M3lJq6ZtFsFBBx3kY8cdd5zLpu2yYykt46au7LrrrgCA8847z8eqdtZkRZqkEEIkoEVSCCESqNTctkR/INr8yEy9l19+2cfYrLSGWFZy/8twOtnYsWMBAD179vSxtdZay+Wtt94aQLSM/CeffJLhLtqPFWsoEzOJuGnVZZdd5nKodmVcW4l2ws276ho7uPnmmwOImtiMbS11quNm7bXXdpnN7E6lM78FIYRoE1okhRAigabTEtljmjf2ybqicfog1zU004g9jg899JDLoSlzdZYjjzzSZSuRz+fne+HxoqirmdcKvKWRZubn7dL45WPMIw10tdnIeg7DvudQXGlZcIyp9X8Huvq6c7zqNddc4/Lo0aMBAL179/axtPTZOr1z22+/vcsXX3xxw+ec+tlKy5EiUVqiEELkRIukEEIkUEkVIEv94hQyPr9VXMnSyY/TGl944YWGz/k22fNaRpBunUyfIuE0Oq5gExozT/dyyy3nY2kmcxFVgOJeZ9sKaEfygBWD5g6eWe7Fqgdxmienf4ao+p3jKl1c/NnmNWXKFB9rR3RGs8jcFkKInJSqSfIxfJltttkGAHDttdf62FVXXeWy/QLz8exg6dOnT8O1pk6d6jLHRIbmUjbt/FXnWNJQO4KyCL02ee81jyZpf5vmiONe2+wMeeeddxqO52drzgauEckOCE4hZIdMCLOKuH0D3+sBBxwAIFooIy3VsWpNkvnggw9ctpqeVc8pDmmSQgiREy2SQgiRQNscN3y8yeyM4ZYCpqKzI4DjqWwTnp0ubEax6W3niqvdVwZFmj6hLQuLMwXSW1UUSRkmdtL5i3TchOCWC+uuuy6AaKwnv3P2LrKJzA4INt1/+MMfJl7X7ouvlTdet07mdqhzZNVzikPmthBC5ESLpBBCJNC2KkAhc5vhDoZm5rAJwqa3pXBxG4Z9993X5bRugZ3Ebbfd5rIVjL3pppt8LEsXxyxYwVqumMTxpRMmTCjsWkUybNgwl5966imXrbITV3taf/31E88VigUdN25c8G/Zo2twEePQucpIia2KTipenRVpkkIIkUDbVC7+1TzrrLMaPh8yZIjL7HgxeDPYHD68Qc7tHboT3G4gzXFin7daaCL0t+yQYE2Sa3bWicmTJ7ucpmWnOTsGDBjg8iuvvAIgqlmPGjXK5TFjxrhsVpHFXnZnQtrw0ksv7XJafGcnIE1SCCES0CIphBAJVBInaZfkODR2wkyaNAlANM3u3nvvdZmT6etI2TFrVW2S83dkvc+LbNmQJ07Sjo1zEKY5SUIFMO644w6X77nnHgDAaaed5mMhZw3QFXN59913NzHzYmhnnCQXLXn88ccbrnnmmWe6zG1Z6ojiJIUQIidaJIUQIoFKqgAZiyyyiMszZszIfP52YGZYlpi2qlLEyjDD55lnHpfTWgjkpYi0xDTY4zz//PMXfv6qKPud4/RXTosNbXMws2bNAtC1PVM3ZG4LIUROSo2TjFulzSHD9frqSidlRYR+zbnpmcWassOMM1DOOeccl3fdddcyplgZ5kDoTtpjWYQKbxx77LHBv1122WUTz1VXDTIL0iSFECIBLZJCCJFAJY3AmoVNo05K8apTbb9OIo/jxlIQiyzyEcJieAFg+PDhpV4rC3rnWkOOGyGEyIkWSSGESKASc9vO1V1r0Mn0aY12xEl2V/TOtYbMbSGEyEklJby7qwYphOh+SJMUQogEtEgKIUQCTTtuhBDiq4g0SSGESECLpBBCJKBFUgghEmg6BEgBqs2jwN50evXqBSDaN0fB5K2jd655uFRgM32ZpEkKIUQCta4CxFjBWCBaSLaO6Fe9NeqmSb722msu9+vXr8KZpFPVO/eNb3wDAPCf//zHx5544gmXR4wY0ba5tILSEoUQIicdo0l2EtIkW6NummQnUad3LtT+gdlll11cPv/88wu7bis1RaVJCiFETrRICiFEApVUAeqOTJkypeopCFEZbLayw6t///4AgE8//dTH5pxzzlLmUFbrDmmSQgiRgBZJIYRIQOZ2QQwZMsRlFVYSXzXYo84xpbYNNcccc/jYbLPN5vIXX3zRhtnlQ5qkEEIkIE2ym8O9yw2OY3vzzTddXnDBBV1+6623AHTlWAPRPOtPPvkEADD33HMXN1nRsbz++usuL7TQQg2fc450Vdqjvfeh2M3E48qYjBBCdBe0SAohRAJKSwzA99qKE6ZOKWJMkQ6lgQMHAoia7tOnT891TqUltk4737m+ffu6bNsys2bN8rGePXu6vM466wAA7r333lLn1CpKSxRCiJxokRRCiAS6pbmdxfSwvy3y/upkbr/00ksum2m06qqrNn38Gmus4fL999/f9HGt3HcdzO2tttrK5euuu67t12+Vqt65W265BQCwySab+BjXk1x22WUBRKMkPvzwwzbNLh2Z20IIkZNax0lytWN2EBTJlVde2TBWJ00wRJpj6d1333W5T58+Lm+33XYAgEceeSR4vNXjA4DPP/8cQFR7XHzxxV3ef//9AQB77bVX4lzaxbXXXgsA+P73v+9jH3/8sctzzTUXgGiF+9NPP93lsWPHNpxzzTXXdHn8+PEAmnsf7G9GjhzpYxZXCmTTyOsIvyfmmOHvnou9mNa4xRZb+Nhll11W9hQLRZqkEEIkoEVSCCESKMVxk1ZG3c6VNT2oFULzvuGGG1xmM6DZ49PK02cx11tJ9v/DH/7g8k9/+tOG63Iq4jvvvOPyPPPMAyAa08ZN1Vg2s9QaPQHRe7VrFbk1kcdxY8fusccePnbEEUe4XHYjLy7gYC1L07ZFzJEGROfH20zGpptu6vJNN93U8Hk7t4iefPJJl5966ikA0Xfy1FNPddm2eF588cXgufLGJOdFjhshhMiJFkkhhEigFHN7gQUWAAC8+uqrPsZmZbPETc3GH330UR9beeWVXT7qqKNcPuywwxLPG4qTZNPJzM4sWwPtNH3MCw0A8847L4CoJzU0l7g5cRUgM9P5vtk8tO84Divhb+X7m6EIczvt80GDBvnYyy+/3HCt559/3sd47tZygOfEspnYADBp0iQAwEorrRScSxnvRNnvHFd7uuuuu1y2/3dDhw71seeee85ley78f4rp3bu3y++9914xk82AzG0hhMhJKXGSb7/9NoB07ZGzGzhKf+rUqQBa/0UMaY9xmHNp5syZPsbaWR3h58LP2DRI/nVkJ1PoebJmxXUAWWs0WNM0DZtj5phXXnmlYS5latWhc3O2kMXrcYxiKPZ2o402cvnZZ59N/Fu+psVhAmHHS6fD1kmo6Z39nweiz8ocUgcffLCPcRYYNw274oorAAADBgwoYMbFIU1SCCES0CIphBAJVFLgws4Vd2lzFvTo0cPH2PTJq46zacRmhBGKF8xCWSZmK3FkZZm4m222GQDgxhtvTLzu9773PR+75pprEs9ZZoELi/eMM4VDz/bkk092edy4cYnn577SZnrye8pbGdwyoyja6bjh+zJH1y677OJjq6yyiss77rgjAOCxxx7zsfnmm89lfha2PcJ9ufm5loEcN0IIkRMtkkIIkUAl5vYf//hHANEUsrIwT1sWj2OR6XV5z2WefgAYPHhwU8eUZWIvssgiLpv3usi51KGeJFf+ue+++5o+jp8HP6cQdp9FVrYqy9y2OpDcKZOrQX300UcAotEQFq8LRCtSGdw5kbe70qJh7HnFpTu3gsxtIYTISamaJGs+06ZNy3x8EYQyasre5M57ftYwWE5zIplzoqzCIVkcRxMmTAAQjVXMev461vKMI8uzqeM7l5fvfOc7Lk+ePNnl3XbbDQBw0kkn+ZgVWgGi76q96y+88IKPcSZP2v/lVpAmKYQQOdEiKYQQCZTavqEqEzsE18ALcdxxx7l80EEHlT2dRNgE4Q3zc889F0CXCQMA559/fvC4Mshi5mQxs7sD1hALiDbF+qrw+OOPu8wOGHN+cZwlw9tJVgxjySWXTLxWu+tOSpMUQogEtEgKIUQCbeuWyPFnDz/8MIDm2xVkJaSODxs2zGXr9Mdw2mOdYE+gmdlc55CrqJTB6NGjXb7wwgsT//bSSy8tdS51I4vZ17NnzxJnUh5WL9L+z34Zi6jg2Md77rnHZUtL5co//E4z3GqkTkiTFEKIBLRICiFEAqUGk7OXisviF0Vc18K0Wyo72DZvYG/VgclxpM2LixXHlevPcv46BpNzQH9cweEQdX/nyob/f/L8rBgy0FU9ibdtuONliIEDB7ps7TiGDBniY6ECwYyCyYUQIieVFLiw5j9FNv5Juw3WOsuOsyqzF3USZWgQfM5QHCaPcY/uVugETZJhxyPXIA3RqZqk/b9pNQb37LPPBgDsvPPOPsYaeGiu3CaE20KUgTRJIYTIiRZJIYRIoFRzm+u+sSlWlDkQV8OPb8lSI3kzt2y6g+PG0go5xezOO+8s9bqdZm6nfU+cihdqE1LWXOr43Jp5p82Jw/Uoy061lbkthBA50SIphBAJlJqWyF6sm2++ubDzmooc15KB057Mk95J8NYE3+ORRx4Z+ffLn5snkrtBhrrNDR8+3GWujsQFTq16C5tuCy+8cNP3IMo3sasi7v00+J2xOEdOOZx//vmD57XuqL/+9a997LDDDss3WcKiEdLaRHwZaZJCCJFAJXGSoUvmaRgFROPUimwU1Art7LvNWS5WZID/zvoeA10FKs477zwf49qUadcssnFV2rWAejkg6hSHGyLtnWPtqazCMiFWXXVVAMD48eODn7Nj5pJLLgEA7LrrruVP7P8jx40QQuREi6QQQiRQiblt54pLeg/BZmVo47WuplnZ5nbZVFlAo07fqW3hsNOC40bXX399l81hmaXXe17qHicZB8eS7rfffgCA3/zmN4Wdn51AoWIZMreFECInWiSFECKBSsxtY+bMmS736dPHZTNp2Fzh2EeuQVfm/FqlnaZPqIMhx0a++OKLLo8aNQoA8Oqrr6aeqwrqbG6n/Tdhc/uuu+4qezoNdJK5zZEoXJ+zFeJqyjaLzG0hhMhJpZpkGty/mPsaW1MxywqpG530q14nOk2TXGGFFVzmCtgff/wxgPxaUhY69Z0Lxd6WXdSCkSYphBA50SIphBAJ1NrcHjBggMvW5KequWShU02fqqmbuc3zsThJLtrSairinHPOCSBcfKRV6v7OxTlrQo7HOMy5yw7fvMjcFkKInGiRFEKIBGppbtu1eGrcx9nq0c2YMaNtc8pC3U2fVuE6gFwfsCjqZm6HOkXGzWm99dZz2eIk2Zw2E7ss8r5zCyywgMtldyisEzK3hRAiJ01rklXXy+skuqsmWTZ10yQ7iTq9c3mzYNqJNEkhhMiJFkkhhEigaXNbCCG+ikiTFEKIBLRICiFEAlokhRAigW+m/8n/o+qwgrrDYQ9cLFjPrXmyhgCltUkdOXKky3fccUfiuQYPHgwAmDZtWvDzHj16AIj2WsrSmjVLjnIaQ4cOBQA8+OCDPjbvvPMGr1U19v+C7znu/kNJJGnkfa4KARJCiJw0rUmKZOoaNMtVa6ySTaeQpiWkaXIvvfRS09fi9iAGV54aOHBg0+cKkVd75Gfx3HPPAQB69+5d2PnLIsv/i7I0QcO02qz/V6VJCiFEArUscNHpFJkiFtKm/vGPf/jYBhts0HAM70/NmjUr1/XbSdFpiaH0OO7zbG0WGG4yt+GGG7r80EMP5ZpL2ZSdlsi9sA8//PCGz+tgsYQaCKahPUkhhMiJFkkhhEhA5nYJ1KkiS4i00JkiaGWTvLtUAQrde6iKFo9xPcc33nij4Zzc/qBnz54AgKWXXtrHxo8f73Irz63IXtidhMxtIYTIiRZJIYRIoNuY2yeffLLL++67b4UziTe3W43TKgrzen/wwQc+Fvf1zzXXXACiHmCOFbQYwn79+vnYa6+9lmt+7TC3n3jiCZdHjBhR+Pmrou5bPMzPf/5zl0877TSX7Z375JNPmj4Xt8VopfukzG0hhMhJt9Ek2Rmx/vrru/zMM88AAKZPn962uWT5Va96w5znZ3FmQFes2VVXXeVjK6+8ssv2q82aAGuVf/vb3wAAF110kY8ttdRSiXP58qvI82lF+06L3Zt99tld5pzsqglZHGnZR3HvXCuxg2UQF5/63nvvuWwZUmuttZaP8X3Z/4+0e8kSsylNUgghcqJFUgghEuhoc3uvvfZy+cwzzwz+zV/+8hcAwJgxY9oyJ6CzNtF5flxazLYpuMgDx+VNnDgRAHD//ff7GG9z2Ib6Z5991vRcinDcsAnNMaCvvvoqAGDAgAE+xg4EK3Bx7rnn+hj3Fl988cUBAAsttJCP2bsFAAsuuKDLVaTl1emd69Onj8tmTg8aNMjHOK12kUUWcfmcc84BAPzsZz/zMe71buXq+J174IEHXN5mm20AAK+//rqPLbzwwolzlbkthBA50SIphBAJdHQ9SY6NjGP06NHlT6SDYXODTVXzNHLUAHslzSvfq1cvH+MKOu3wFvN8La1vvvnm8zEz3wBg6tSpAKIxeNtvv73Ll156KYBohMGFF17o8jXXXAMg6qG/9957Xeb4y+WXX77hXGwCm6f3o48+Sri7dDitsU7MnDnT5SWXXBIA8Mgjj/gYb8Hw+2Vm9mKLLeZj/E5df/31AIBvf/vbPvbmm282XD/NxM5KPZ+yEELUhFpqkhbnFLcBbr+grEnEYX8bF+XfnfjlL38JADj22GMT/441EK7IveKKK7psRRTiCmBYDN+iiy7acEwVvPXWWwC6sjaAaFynwbGHHANq2s96663nY8ccc4zLof4rm2yyictXX321yxbH98orr/iYOX6ALi2cnz3H9r3//vsN1wpRh2r4Nm+OXWTtjp04Br8n99xzj8vWh4idhbwGrLPOOgCiWjm/szbOWThMlkweRpqkEEIkoEVSCCES6Mg4yf79+wPoin0D0ttUstrPG8tlkBazVmR70TS4TqHF/cVdM5SWyEUrOEZwtdVWAxBtaxBql5CFPHGSZm6zif3888+7zOmfxnLLLeeyxX1ymhw7pczZwM6Yww47zGWO0zWzjreDnnzySZfnmGMOAMDDDz/sY3vssYfLIYfOKqus4nKolURVcZJ2Lb4mP6NQiiW/Z7wNYc41Nt35/62dg51z9r0DXe/6lClTmprzl+cVhzRJIYRIQIukEEIkUEvvdhpsZhvWixgAhg4d6rKVwmdTsWqqMLGBrpg1flYMxwWecsopAKIxZxz7uPrqqwOImozt9ray2bTCCisAiHpGb7zxRpctbZBTJzlez87FtUg5DfMnP/kJgGiaHHv+d9ppJ5e/973vAYiajbwVYeamnROIxl+a2fnuu+/62KOPPuqyeZTr0Gvb5sDvxoMPPuiybctw+iF/b0cccYTLHLdq8NbD3XffDQBYY401fIy3ISwWM0vFpGaQJimEEAl0pCZpTJ482WXWHhn71Win46YqLEbwqaee8jEuWnH00UcDADbffPPg8fxLfuSRRwKIbsL37t3bZdPCqtRm+NqmySyzzDI+xoUQNt10UwDxsXKm3Z199tk+NmTIEJd33313ANFCKZyBxI4by1ZijYY1rVGjRgGI1jjl5l+cZWJUXQ+S4fsKxSTeeeedLv/ud78DEC06wcfvuOOODcezY4adY9bsjGNKOdbUnlHRjitpkkIIkYAWSSGESKAjzW0zR1jVjsNMRE6Kv++++8qZWMVYOhubI4cffrjLcWa2wbGEhxxySMO52Lxth5mdVoafzSrbQuG4TquJCQAvvPBC4vFmOlshCwA466yzGuZy7bXX+tj+++8fPJfVOGQnDzsOQ6YzO25mzJjR8DmTpaFcUc3nrIkcEP3uJ02aBKDr3QOAX/3qVw3Hr7nmmi5z2uJdd93lsjkcOY6St3hs64ffhVDzuaLfTWmSQgiRgBZJIYRIoCPTErOo07/97W8BRL1kZZM3RSyul7CZw+uuu66PWY09oMu7vdFGG/nY3//+9+C8QoS685mnFgB+8YtfuHzTTTclnqsV8qQlmjnHMXp8vjTvsD1zrtzD3R/NbOXe45z2+OKLL7q8xBJLAIi2gmCz0qo1cQUb9n5bjcW4CkwhykpLtIo9cbUvLWaZo0e4RqRtHXCcJMd88jOwe+B367vf/W7DXDiqIC9q3yCEEDmppSYZah7FGo3VnRs7dqyPxVVptl+fUOxZWfAjDfWOTssIOPDAA13+/e9/33Cuyy+/3Mc4K8Mao/HGP1fM3nLLLRuuyf2QWVuwuR511FE+xpXgeaO+KIpoBDZ48GCXp02blms+XADDYk/5eXNl8h122MFley+54RVniRx33HEAotrXrFmzXLZn32r/6Hb+X7U6rRyzzNaLachvv/22j7ETi+/R4P/LactT6F7jjgk5saRJCiFETrRICiFEArU0tw02nSzpH+hSlzneKq75TxXzLtv0SfvK+PPHHnvM5REjRgCImqFc85A31w2LlwSA448/3mVzhBQZk/blc2Uxu0KmVCv1La3WIxCtdWhmNjtrOIaPzWFzsHGhEWs0BnQ51vgYNjvtnYkzsdOKNpT9zoe+Fzanx40b5/LOO+8MINrci2N3besBAC677DIA0SIjaey3334un3jiiU0fZ8jcFkKInGiRFEKIBGpjbmcxF8yTyPUPGTZdqqiewveSxWQMwd5xq2DDcWJs8oUIxT5m+S7ZUz5gwICmj2uFIrzbnArIFX8s3jTuOzATmc1t3sKx58AmMMerch1LS5HkmMt99tnH5YsuuggAcN555/nY3nvv7bJ5x7lX9a233hqct9FOc5vPb8/1lltu8TH26lv8KUdp8PGcWmypj2lpmewd5+pJrSBzWwghcqJFUgghEqiNud0Kzz77rMtcdLfquZZl+pj5xkVJ+/bt6/Lo0aMBdBXMBaIe1h49eiTOLxRky0V3QwVOi6QIc5vfA05ASAvGNo455hiXOZXVUg05ZY7bO/C2iLW04IKyltQAdBXwteB/oCvyAOiK5OA0UPYIhxIjynrn7FxxbSvsc+4yOWjQIJet0DO3quAEBg7YnzBhAoD8FYuyRDXI3BZCiJx0pCbZSqpSOynrV/3iiy8GEG06ZRoO0FVkIe7X0xwGrAWedNJJLnPM2Q9+8AMA0WIFZVOEJskaGxcHMe2CC0lk6X++3nrrAYgWqmDYWbjWWmsBiNamZK3SHBOc8nnGGWe4bI3auAYmx7Pa98saE3+nZbz/rMkOGzbMZXPMsIbNhT2s4Ai3t2CHK2vgzWr7RSJNUgghcqJFUgghEug25nZd51fGvLgVBcekxaVmGg899BAAYJNNNvExrvxz+umnu2wVbrjiUNktG758/l69ern8wQcfAEg3kdnBwHGI5tSy/tsA8NZbbzUcz2YtO62sYg/3Med2F2zumoOM0zy5g6XF+XHdUO4Rzh0fjTRnRFnvnHUo5DhHdihZKxRz0ADR5xaaU1wcsX3f7AQqG5nbQgiREy2SQgiRQMeY23X3aDNlm9scJ2ntKYCuuDs2YUJmDs9vzJgxLnNBWTOz2CTlmMt2xEmy6RtqZcCmtZnBbAKzOWvmOsN/GzIRGfNe831zSqilIgJdabOXXHKJj/HWwc033wwg6r3mor1p77rFq/JWSZZ3jj3Koe+RIwTsue2xxx4+xtedPn06AGDixIk+tvzyy7ts5rhtQQDR98iO57nkjZPMgsxtIYTISS01SfulS4ub4jg4a4JVB/JqkmnOibiy/nYc19ns379/g/z000/72IYbbugy15kM9TMOzTGLMyftvrLGSXIvaG5/EMKaerFGyk6YNOydjHM68Pdg7yJraawdDRkyBEC0kEPe5lZFWi+sSY4cORIA8Oc//9nHRo0a5fKdd94JIJpFw827rCYnx4GyY4atIrNkssSv5kWapBBC5ESLpBBCJFBLc9tIm9qVV17psqXR1YE004dbUSy66KKFXdfMaTbd2DkxZcoUANHUPO4jzfUXzenBWxplkyctcfjw4QCi8Yh8PpM32GADH+MY0xB8fUvP5E6Aa6+9tst8XnPIcI1JbvtgDjZLMwWiPb7NycGFLNKcTGnvHG9HsMPJjmNnDqcNWmEKdkxxDUd7LlxrNDQX+36AaI/yMlIRs5jrMreFECInWiSFECKBWprb5lG7/fbbE//uO9/5jsvssa2asr3bWeAqPueffz6Arg52QHp8YKuY15JjL9PIY26bucgeZfa42n1y5Z2DDjqo4Xj2QrOJ+/777wOImpq77babyyuuuKLLW221FYBop0lOGb3++usBRLuBTp482eVWvvNW37lQlALXDbWtmVdffdXH+BlZtACb8BxpsvLKKwMAHn/88eBcq0bmthBC5OSb6X/SfiymijfJTbv8KlDkLy3HBVpcIf/Sm4ZUNFk0yCIIPTOr6wh0xUQefPDBPsZxjuYE/NGPfuRjlhkDAH/9618BRJ0aV1xxhctcoGKXXXZpOD/XobztttsAdPXfjps/U1bsoFka7MxjJ8+Pf/xjAFHtka0PK9bBx3O1fBsvS3tspbd65muUclYhhOgmaJEUQogEauO44WR/S9viAgWhAgd1pZ09kEOkFTAoC/6+WomvzOO4MbOLTa6055AWe8gpcwanMnKPbjY3rTAHjzEWe8hxknnJ+85leWc23XRTl63f9korreRjVre0E5DjRgghcqJFUgghEqiNud2dqNrcjvOEtlK5hynbk1hEt8S4Y/J6V80c57qQnMYZejbHH3+8jx1wwAFNXyvNXA99j1W9c3nfqTzXzHrdtOcWhzRJIYRIQJpkCVStSWYhVM+vGUKOkrwkaZIW45lWN5JpxXGT9n2VpTG1oh3xMfw91P2dKxsVuBBCiDaiRVIIIRJo2twWQoivItIkhRAiAS2SQgiRgBZJIYRIQIukEEIkoEVSCCES0CIphBAJaJEUQogEtEgKIUQCWiSFECKB/wMtCr1RDUA3MQAAAABJRU5ErkJggg==", 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", 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" ] @@ -4338,12 +646,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 9, Iter: 4500, D: 1.373, G:0.8428\n" + "Epoch: 0, Iter: 2000, D: 0.9709, G:0.9196\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -4355,12 +663,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 9, Iter: 4520, D: 1.356, G:0.8448\n" + "Epoch: 0, Iter: 3000, D: 1.2, G:2.018\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -4372,12 +680,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 9, Iter: 4540, D: 1.365, G:0.8369\n" + "Epoch: 1, Iter: 4000, D: 1.199, G:1.177\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -4389,12 +697,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 9, Iter: 4560, D: 1.294, G:0.7787\n" + "Epoch: 1, Iter: 5000, D: 1.263, G:1.492\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -4406,12 +714,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 9, Iter: 4580, D: 1.286, G:0.8562\n" + "Epoch: 1, Iter: 6000, D: 1.287, G:0.8328\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -4423,12 +731,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 9, Iter: 4600, D: 1.374, G:0.816\n" + "Epoch: 1, Iter: 7000, D: 1.295, G:1.124\n" ] }, { "data": { - "image/png": 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", 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" ] @@ -4440,12 +748,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 9, Iter: 4620, D: 1.425, G:0.7786\n" + "Epoch: 2, Iter: 8000, D: 1.302, G:1.125\n" ] }, { "data": { - "image/png": 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", + "image/png": 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2/6NAxw0hhCSEiyQhhHiomLkd5KQRJk2apLI1Y1z9v/feewCALbfcMrTftM6PDhu/q8+o/VbqrGs7vh9++EFl2Ti32LFY09ym5JXbV9hzFc3cDvubZ+20inL/pOb2DTfcoHK/fv1qfT5kyBCV//a3v3nvNWPGDJVbt24deSxvv/22yl27dlVZtqPsPOzTp4/K9913H4Bkc84FNUlCCPHARZIQQjxkYm6HeWnlXjbmTDxXQdg4s7322qvssbhYtmyZyvXq1Ut0LxdFMrddJmPQn9z+Dd5//30AwHPPPadttqLPMcccAwC47bbbnPc66aSTvJ+7KIK5bfu0707abfphkeJCK+ndtvdv1qwZAGDOnDllX7/xxhur/PHHH0fuv0mTJirbbZ/vv/8+8r1obhNCSEIKEyd50UUXqXzxxRcDAPbff39tGzNmjMoSR2mxvyhWO3RF74f96j755JMq77vvvs5n8JH0V90+S1AcYxx++uknAMHa85IlS1SW4g3Dhg3Ttn/84x8qW4dPWhRBk7RjsLJk3LzwwguJ+2jZsiWAmqymNKikJuk6I8b+f+68884qy5yzdUutBXnEEUeo3KFDBwDAZ5995u1/0KBBKp944okqb7jhhmWN30JNkhBCEsJFkhBCPNTJepLWASExlRZbXl/MheHDh2vb8ccfn6j/IqWI2RQuSRGT9EagtFiIFAMBgNmzZwMoHb/9fObMmZHHYjfWXUcc5GluS9/jx4/Xtq233lplKT4i5mPRyHrO2fRTceot36+v/3JiPuUIi2uvvdb5ucyf3XbbTdusc3jixInO63zQ3CaEkIRwkSSEEA8VM7cXLFigsvWOCXYYYiKmURJfUpW6d++ubZtssonKWdSuy8vcHjFiBACgd+/e2mbT6STuzx7TsHjxYpUHDhyo8nbbbQegtNJSnIouUai0uW0jB8L6cn2eVRRCHPKqcuXC1iWV+Wf//4Pu5TpK5YsvvlB5/fXXL/leGtDcJoSQhOTquLFd21/lNDMZ5Jds11131TZbY7F58+ap9SXk7bj56KOPVLbvVQqCWGeO/YV//fXXVd5hhx0ABGeghBX5iEMlNMm4cyuKM8IVB5z1oWFBcy6Lg+6C+nUh889+zz6/nVPl0qJFC5WjZPq4oCZJCCEJ4SJJCCEecjG3JUYuKG4uTqJ6FGQDGKhJsLfmkMuMilOoIup1SRHnwYMPPqhtNuZTUgmjOBlsupl1CH377bcASguP7LnnnhFHXErRzG3XFtB3332nbdZB4cKmt9riIIcffjiA0r9TUio55+wBfWGOT9naskeK2DhdmyLr+ttYJ2Mc55gdqyvGleY2IYQkhIskIYR4qDNpiUFxmGFpU/K5PUM5qce7kqaPTSs8++yzAQAXXHBBJv3be4kHvVOnTqndv9JxkrY/MX0PPfRQbZs7d67Ka6yxBoBS889u0YTxzDPPqLz33ntHH2wIeW3xyBnaU6dOTe2e9n/RxvG2b98+tT4EmtuEEJKQ6EFKaXZuYqRsfcI45+qGaY92w91uFsf51c36AKgw7Ga0K5Ph3XffVXmbbbYp+76uWD/ruHnooYdUXnvttb33kr+hrSNonXNpnp0cFxtPKhqkdbA88cQTKosmGaWOpn2f1mkgDp+kMX5FQDTINP8nrCUn7z0uUiEfiFYl30JNkhBCPHCRJIQQD7k4buQgrjCTy/YpTgkAuOaaa2p9N6mKn1XSfJT7yvaDfS8u887GedoN86TP4IoVtSlkrvOUrelvD1iTGMMosW151pO8+uqrAQCPP/64tr322mu1xmJN8KCjPf7yl78AKN2qcJGms6WSjpu2bdvWku27ikLSmOSk0HFDCCEJ4SJJCCEecj0tMQq2TLuNVSuXM844Q+WbbrpJ5axT31z3HzVqlMqHHXZY2feVd2DT5ZJiUwmHDBmi8mabbVbru64qQEEVXeS57fPbFMY99tij1v3zNLdd2wN2PKeeeioA4JZbbtG2Bg0aqOzaFoni8bXX2/uWSyXNbbsdZLdY4kBzmxBCqhwukoQQ4qFi5rY9sPzll18u6xp7Op9UnYlKuUVHrZdYUq2AeKZtmqaPNccfeOCBRPcS4qZgxtkmiVs9Keq1cQgrhNuyZUuVZ82alVq/slVht43ss0q73WIKI2tz296/UaNGKi9atKis6+OOyXVERlZRAYFjSNQDIYTUcVLTJK3GYx0TwlZbbaXyhAkTAASv4vKLYX9po2gxrvL1dkPepjC60vrkzGmgJv0ur3qSVptYunQpAKBhw4aJ7mmx47Mb8lLzL+iwq0ceeQQAcOCBB3rvH+VYjjwdN1IUZOzYsdpmY//k3G2rOSVNrbTPa4/DGDp0KIDSg9mi3KuSdThlfoY5U4PqQq6++uoqi/Mq7v96HEuHmiQhhCSEiyQhhHiomOMmi2o5QaaclaUeXZCJKqll9qRAe3yEmFS25HzYu0jT9IlyNnS52PG1adNG5ZEjR6osp0tak/KGG26oNS6bLjp//nyVxbyK8i6SmNtxTgW0z/bSSy8BqDklcnnkea2Dx6ZkZkHcd5d3TLN9L+LwshWgLDYmVI4aufHGG7Vt+PDhtT63vPPOOypvu+22tcYcdc65oCZJCCEeuEgSQoiHTMxtSXWzaWiW888/HwAwfvx4bRs9erTKcvi4LUpqzU45oc16xsIIe8wwL28UimT6uGjVqpXKNv6vSZMmKovpbPs85ZRTVJb0PPt8nTt3Vnny5Mm1rs/S3A5Dns1uCVhkLi1ZssR7H7vFE5aeZ5/ngAMOUPmxxx4DUIzKU1Hu68NuQ7z99tsq9+jRw3udazvJFmq2c0qO2Ag7lZPmNiGEVJBCHwSWVWT9woULVd5kk00ABGdUiOPHlpHPaxPddX+L1Hu09f7sd+VX22pDYZpgUrbYYguVJ06c6P1uJeIk7bPb4yikPqZs/i+PyzEUd3wSp+uK0bVUwnHTs2dPAMALL7zg/Pzuu+8GABx99NFl39PiGovEnAKlhT3kb5PUYqImSQghFYSLJCGEeCi0uZ0GkuJlzeXjjjtO5TPPPBNAzWY6AHz44Ycq2xTGcsna3LZpk3bc48aNA1BjIi2POA9s6l2QI8OFq56kxTq5XCl7QSmOQp5piV27dgVQeuRCnLqOUbDOHnuCZxzy2uLJmihprS4uvPBClS+99NJan9PcJoSQhHCRJIQQD3Xe3BbsY1oV/vTTTwcADBs2zPndpH1l8d7SPAg+LmKKSsxq0Fhs9Zew+oh5mttpInUqXTUqsyLrObf99tur/OSTT6rcrFkz73USPTJlypTQPvKOoAmCmiQhhHhYYTTJSlLJQ5my5thjj1X5rrvuUjlOQYkw6oommQd5zTlxIkrdVaA03nbSpEkASq23XXbZReUXX3wx6yF6oSZJCCEJ4SJJCCEeaG5nQF0yt7PGN/347sqHcy4eNLcJISQhXCQJIcTDyuFfqW5EnaYJEo04sX62fmhYzT+hCDGfabPhhhsCAD799NOcR7JiErT1EDcig5okIYR4oOMmA9LcRLcHKNkDyuoijJOMDx038aDjhhBCEsJFkhBCPJRtbhNCyIoINUlCCPHARZIQQjxwkSSEEA9lB5MzrKB8GI4RD4YAxYdzLh4MASKEkIRwkSSEEA9cJAkhxEOdL3BB/NhCFA8++KDKDRs2LOt6e575kiVL0hsYIQWBmiQhhHjgIkkIIR5YBSgDKhmOYU+h+/3338u6pkmTJiovXbpUZVs70jUtOnTooPLnn38e+L24MAQoPgwBigdDgAghJCFcJAkhxMMKaW5nfWRAJU2fL7/8UuX27dsDAPr27attb731lspTp06tdf2gQYNUvuCCC1T+6KOPAAA77LCDtv32228pjDiYaja3GzRooPIPP/wAIHye3XrrrSqffPLJifovqrm9/vrrAyjdFnLNQ6Bm3HbbaNy4cbXkAQMGpDY+mtuEEJKQqtQkw4b8888/q7zqqqsCAGbNmqVtrVq1ymZg/5+sftVXX311AKXOFov8WluNb8SIESofeeSR3vv36tVL5b///e8AgB49esQbbAyqQZMcOHCgykOHDlXZOr3EMWb/TnZO7rzzzgCAMWPGpDauomqSUXD9X//4448qW209yz6Xh5okIYR44CJJCCEeCp2WGBb317FjR5U/++wzlcXEBtIzPSphzoSdde1ynLRt21blr776CgCw0UYbadtFF12ksjyDdfasvHLNFHjyySdVthvtSbjhhhtU7tevXyr3zINzzz0XQKmJ/dNPP6ls35ecamnjUV1zpnXr1ip/8803tT6vCyZ0FOQZ7bO61gDbltY89UFNkhBCPHCRJIQQD1Xp3Q7jiSeeUHnfffcFUNnxxzWTrrzySgA1pt3yiJkxffp0bTv99NNVfvrpp2td07hxY5XFq//hhx9qW/369VVetmxZ2WPNgqJ5t+1WxOzZswGUvq/VVltNZfFYAzXbFvbd22dbb731AADTpk1z9itxllG8udVqmoeZ1jYi49577029f3q3CSEkIVWjSYZlL3zxxRcqS+YJAKy00kq1vltuIYi4FOlXXTRpoEbDmTJlirbtv//+Kn/yyScVG5eLommS9erVU1ni9e68805tO/74473XB8X4hTno4lCkORcX1/911s9CTZIQQhLCRZIQQjxUjbntIsjEyNv0yLt/i6QyAsB3330HoCaODwA+/vhjlTfYYAOVpTBBmtitD1fMZxHM7TfeeEPlbt261RqLjcft3bu3yva4i7Fjx9a6bxaFVILun/eci4J1bs2fP7/W59a5ZbfR0oLmNiGEJISLJCGEeCh0WmIQ4h1s1KiRtlm1OWvTpujccccdKjdr1kxl8bBaE9y+qzXXXDPTcWVdjzIJXbp0AVC65eAyW0877TSVbVrs/fffn+Ho6hZh/5/28yxM7KhQkySEEA9V47ixiexff/01AOBPf/qTts2cOVPlrGvQhZHXJvpjjz0GANhnn320zWaNCJLRAZS+n7yzb/J03Ei9Ufs+rKXiGlPLli1V/vbbb1XOw5KpJsdN2PvJKzsuCGqShBDigYskIYR4qBpz26ZwSVqhrRtpWbJkico2fq1S5GX6iGltzemFCxeq/MorrwAADjroIOf1dtwSs2YdP1mTp7l9xhlnACitF2nTVyW2dNSoUdr2/vvvqzx8+PCsh+il6OZ2OcuM1Oc8/PDDtc0Wq8kCmtuEEJIQLpKEEOKhasztKB7DIo21kmO57777AJSmy0XBjnvRokUASk/5sycnZlExqNLmtsTbAqXPGYdff/1VZUm/DDpGJM3qP0JRze1nnnkGALDnnnuGfvfRRx8FELwdlAU0twkhJCGF1iTjxpvl/Uua169606ZNAQDz5s2Ldf1aa62lstTntPGnm266qcpZZM/k6bhxzTV7Lvahhx4KANhuu+207Z133lFZKpdbqqEafhass846Ks+ZMwdAqaYdRFHXGGqShBDigYskIYR4qJPmtiXvcVey/+uuuw4A0L9//7KvsemHtpiA1J7ccccdtc2mhoopmmZhkSLUk7TPaA/6Wrp0qfe6qVOnqmyLZAh9+/ZV+e677wZQ6jhKSpHMbTuWzz//HEDps9qz4i0nn3wyAOC2227LcHSl0NwmhJCEcJEkhBAPha4naesb2vS6KIj5lPUJiXlhzZg99tij1ucnnHCCyjfeeCMAYI011tC2oPci97Wpd+eff77KYm7bv9GCBQu8Y7VnU1vPcZGw7yPMxF577bVVdpmQ48aNU9ma47ZiUF3HtfWQ93ZAVKhJEkKIBy6ShBDiodDebXsyXYcOHWp9HjSmvD19lex/9913V3n06NG1Pp8+fbrK7dq1i3x/e8KhDQg+5ZRTAJSa+Icccojzu+WStnfbFhyOM54ouP6NbORAvXr1VJ47dy6A0q2QpNVu8p7zFte7yHtMQdC7TQghCSm0JmkLBNhfZakRaetGBiHaRNaahCXrX/Xbb79d5eOPP75WX9YxI4UqgFKtMAypSWljBV0sXrxY5V69eql88MEHAwDOPPPMsvssQpxkGshzBMWQjhw5EgBw1FFHOT9P0ieQ/3uzY5EjMOw8yQqZq/b4ljCoSRJCSEK4SBJCiIdCm9s2Zs2aimFDtqllItuqNVmfZldJ08dl0tk+7TuUdxE0Jnvsgzga7Lu0zJgxA0BpfKA96kEqEdk6jUHHbSw/fiHKu5PqPDY20SJxn2G1HG3cadh3J02apPKGG26osus5N9tsM5UnT57svW8cKjnn7HNvs802AIJN3DhjsSdW2jlZLrbPKGd8B0FNkhBCPHCRJIQQD4VJSxw7dqzKf/7znwEAl19+ubZJQVkgvKisqyBs3h6/NGnZsqWz3fWMLnPZptOdeOKJKod5si1t2rSp1eYyXaLcMwliZtt38Mgjj6hsYzh9WBM7zGzr3Lmz9149e/ZUOQsTuxK4tnDeeustlV1m9uDBg2P1JVtqcmpiXNLeTqMmSQghHgrpuJGkeFsUIKz/AQMGqDxs2DCVkx7wFIesN9H79eun8qWXXqqyLTaRlAkTJgAAunXrpm22QMXTTz8NoDSTxKXBS/l+oPR4CBdpx0laLUc0WtuHdbBIHG3Qv4OMxRZaadKkicpSyxMo/ftUiqznXDUdxBcFOm4IISQhXCQJIcRDruZ20MZ42JDkOvs9u+FuYwPr16+feJxRydr0sWbe/PnzVR40aBAA4Morr9Q2G2fWqVMnAKVFL6xjx45b0jmt88E6a1wl9m2s4KefflrOo5SQtrltn+2///0vgNLtA2uOS9qcpLwCwAcffKDyVlttBQB48cUXte3ZZ59V+dprr1W5kimwQt7mdjWZ2Baa24QQkhAukoQQ4qEw3u1p06apfMwxxwCIX+I/b9W/SBVZrPfZVlISXKmEeVGJKkDjx49X2XrrJa3RxlbaakqulM6s01ujkPWcs5EJ9vgJ2c4KS+EsKjS3CSEkIblm3AT9+l122WVlXZ+3llYNuLRHS97aY6URBwxQWuNQquBL/cMgiqQ9VhKbpRWlLmldgJokIYR44CJJCCEeCuO4qUsUyXFTTdSV4xvygHMuHnTcEEJIQrhIEkKIh8LUk1yRKGqsncWV+kkqSzXMkzRx1a4sAtQkCSHEAzXJHKgGraAaxljXWdH+BkXTIAVqkoQQ4oGLJCGEeCg7TpIQQlZEqEkSQogHLpKEEOKBiyQhhHgoOwSoqO75IsI82vJZffXVVV6yZEnJZ3x35cM5Fw/mbhNCSEJyqQK0/fbbAwDefPPN1O5ZJPirHg9WAYpP2Jxr3LixygsWLKjAiKoDapKEEJIQ1pPMAGqS8aAmGR/OuXhQkySEkIRwkSSEEA+sApQxcl4zAPz+++85jqSGfffdV+Unn3wyx5EQUnls2Fk5UJMkhBAPXCQJIcQDvdsZYF/pyivX7Gj89ttvFR/LU089pXKvXr0AAM2bN9e2uXPnVnxMQdC7HZ+svdtRjpKwW0xrrLEGAGDRokWpjykN6N0mhJCEUJPMgKS/6lGudzmGrPb6yy+/JBpLJUlDk1xRnVKVnHNRWGWVVWrd8+eff3Z+d6WVVgJQ6uC87rrrVO7fv39q4xKoSRJCSEK4SBJCiIc6Y24XaeO6kilie+yxh8qjR4+ueP9pUgTHTYcOHVSeOnVqxfoVsxSo2SLZYosttG3ixIne65P+zQcMGKCyNXHjYLeAWrVqBQD4+uuvtU3MaqDUmdmyZUsAwKxZs5z3KjfOOMq7oLlNCCEJ4SJJCCEecjG369WrBwBYtmxZrTbbbodmq1ZL7JXFqvBWLRfZqu1ZU0lzN6wva7qIOZMGjz32GADggAMOSO2elTa3V111VZXF42rbXnrpJZV79OiR6Vgsv/76K4DSKIUw8t5iSSP99rLLLgMAnHPOOdpmtyGE+vXrq/zTTz+pLH876z2/6667VD722GNr3YvmNiGEJCSXAhdWg3S1uVZ3l/ZoCctmyfuXthLEOUI96BrREEVjBICTTjpJ5f333x8AcOihh2rbq6++qvK3335b6/5Fe+9WU+vYsSMAYPLkydpm5+QHH3wAANh88821bcaMGSoPHjxY5ZtuuqlWX/bZJctp6NCh2vbMM884x5UWQZqejCvO3LHYyufWySTzqFOnTtr20EMPqfzjjz+q/PzzzwMofX47rk022QQA8PHHHzvH4Iq/dGmPUaEmSQghHrhIEkKIh1zM7Tgb02H89a9/VdmaMcLWW2+dWl9ZIZvUNpXQIsUq9tlnn7LvOWrUKJUbNGgAAPjhhx9CrxMzW/5WAHDbbbd57+8yp4tmYjdt2lTlCy+8UGWZP59++qm2WQfBueeeW+tebdq0UdnGV7qwZmOzZs0ijDgdgpwpYWa2yxy3f1OR99tvP21r166dysOHDwdQum0zYcIEZ1+77bZbrbHabYggMztrqEkSQogHLpKEEOIh17TEBx54QOXDDjtMZYmJtB5t62m0ZpDw1Vdfqdy2bVtvv3nHLsa9VxyGDBmi8sCBAwGUejptVIA1wxs2bFhW//ZeNqYtqNKLj7TjJNdcc02VpZ5hlBi+sP6DUlWl/d5779U2iQYAao4PCIr3i0PcOSd/58WLF3u/Z/+2tgZpnz59AJTWLXWNxcaf2tqSrv9li/17yRjSPAaFcZKEEJKQXDRJ2RzfcMMNnZ/LkIL6FO0lymb0oEGDVLbaVRakqUl+8sknKge9r+WJ+97C6Nevn8rnn38+AGDttdeOdS8XWWbcLF26FECN8yqob6sltWjRIlZfcq+gLK+k1kHYPdN8bzaTTRAHC1DjWLFW4eGHH172/e+44w6VTzjhBADAI488om3HHHOMyjbrLi2oSRJCSEK4SBJCiIeKmdurrbaayjYVyYUMyRa9CHMEhD2GTZtauHCh97tJSdP0sc/tSva3VDImUdL0NttsM20777zzVL7yyisj3zNtc9vGdZ544one78oWhMu8DKJ169Yq2xRFwTolxowZo/Iuu+wCoNT0nzdvXtn9ukhzzoUVqxgxYoTKffv2rfW51DUFgN69ewMAZs6cqW02DtiuC65x2zmf9TZFENQkCSHEAxdJQgjxUMjjGzbeeGMApWmLU6ZMUdlV8SfoMcI8jVmQ1PSxFVM+/PDDWp/PmTNH5bge2DjY55Jy/Nbk/P7771WW2pV2m+O7774r+/5A8jm3YMEClW3MpAuZH1JpBgA++ugj7zWuajpBbLrppipLep017V2nWkYxL6PMuaRHVNhjJSQm+YknntA2m8oq/8N2a8FGbNj4ytNOO63WmO68806V42zhhEFzmxBCElJITVKIe6CP65eskuNPqkla7VBq7AE1zoFDDjlE25JmaiTFaodrrbWWyknPfo57D4s93Oqaa64BUOq0s9rNG2+8AQA466yztG3SpEkqi/XyzTffaFvnzp1Vtlq0YDWfhx9+WGWptxikibr+Ja1VZee365pKznV5BptFY+MkxcFnHTe2Qr6dP+KktNaJrayfBdQkCSEkIVwkCSHEQy71JMslzGwIOtLBVafSpvTZmoFFxJogXbp0UVk2zLt27aptb7/9dsXGZbGONGGvvfaq1SZOOKAy9QDtnHnhhRdUlrREW1fUprwdeeSRAGrMQ6DUQSj3XX/99bXNmpgWaX/33Xe17csvv6z1vXvuuUflo446ynkvwWVip4E4rKzZGcVhJFtDNs4z7PrLL79c5V133bXWWOxBYLZObF5QkySEEA9cJAkhxEMs77bEd4WdUJg1UcyCavJu22usB1RMLnsG9Lhx4+IMMRbWM+yKO7RHHBQhLdGau1JhZpttttE2W4FGUgjtnLaVbfbee28AQJMmTbTt/vvvV7l79+4q9+zZE0BN3B8AnHzyySq75q1sBwA19SajEDTn5IRL19EbaSBbXs2bN9e2adOmqSx1JG38qT1N0SLX2TjMpCnENhY1Sny1hZokIYR44CJJCCEeCh1MHoWgx8hi3GHmdFJzWw50B0q98u+99x4A4LnnnnNeJxVVbIC5Tc2zKYLlYgugHnjggbU+t89q0yXjFONN29y2ntEHH3wQQOkxBf3791f5rrvuAlAaLG7NxkMPPRRAzd8AKE0lDDPrbMSFFI+1pqTdBpDCv/Y4DWvOS+C7Jetg8rDKQGHX2WusR9tGIEhw/8svv6xt3bp1iz5Yg42AcRXtpblNCCEJoSaZAUl/1W0NPautyIa+/UW0tTlFkwzq0+VwC9IQRLbOjYsvvlhl0bhsnUTrUIqTDhpVkwxL5YuCvAd7YJWN6xSNxNY4lUO0grDapdVoRMO95JJLtE0KhgDA+PHjAZRaFGHklZYYBztWOxflsL84jqs0xhIENUlCCPHARZIQQjxUtbldztAff/xxANFMl6RkZfpIFaCOHTtqW9hRGK7+DzroIJVtdRoX1gS38W0iH3/88d7r41ZyKuf7lh122AEA8Prrr2vbF198obJNJxRczhbr9LKmdfv27QHUOIAA4Oabb1Z55MiRKm+++eYAgMGDB2ubHNkQBZueGlY3NO6ck7jP+fPnl32Na4vGVlSyDifBVvNZZ511nPeNc4SGi7B3ERSHHAQ1SUII8cBFkhBCPFS1uW1PWnOp+JYipCXKsQxhxwIEIR5j6/F2ce+996ps34tNjXONNQriBQ4bi/UA2xhFF2nHSVpc8Xou7PPY8cj2wrbbbqtt9nlsXKi8c3u9rZJz3XXXAQD++c9/escSxXtfyThJW0C3TZs2AMLngSXoWWR7I+xk1DShd5sQQhJSlZrkjjvuCAB45ZVXQr9bjXGSYfe1dQiPOOIIlUW7y+J8YgBYb731VL777rsBADvvvLP3GqvJ2s19F1lm3AwdOjTy9euuu67KEhfqiktdHtG6gjJy5PCs6dOne/uPUjAk7zjJ++67T+U+ffqofP311wMory5kWuO2Wv3s2bO936UmSQghCeEiSQghHqrS3BbCztoGKnvetqv/PIoNhB2ZYMcXlAIpJkvQWdmyyS6pZGmQpeMmD2688UaVrTNN0g7tkQxh8Xx5O26CkKNEgo4RkSIi4qxanjj/qzZ1NKmTh+Y2IYQkhIskIYR4KPRpiUGEqch5mNiVJCzWL+xUQmuOSR3F5dutSeOiXbt2AIp/8mQeSPTBZ599pm3WHC23QlIaUQrlxofGxWVmX3HFFSrbKlEubJ1NmXNhJnQl4ygBapKEEOKlahw31hnhOvPZ/iLZ6tFSbKCS5B2zFpc06zPGoZodN0cffbTK//73vyvef1HnnGseWWehq4ZpJaHjhhBCEsJFkhBCPBTacWM3aAcOHOj9bljMWRGQcYWp+LaAQKtWrTIdkyUPE7to2HO1o9RYzMPELtI8tyZ0ly5dVJb6nPZc8c6dO6scdAZ3kaAmSQghHrhIEkKIh1je7XLjmbKmGjx6dlyS6hdWmSQrpApPWO1NoOYZ8qrDWem+00SOWghK6cyCoDknHmNrDrvOBU9KWKqsNbEnT56cev+WQw45ROWHHnrI+116twkhJCFVEydZTRRVwxVsde133nknx5GUUlc0yTwo+pwrKtQkCSEkIVwkCSHEQ9nmNiGErIhQkySEEA9cJAkhxAMXSUII8cBFkhBCPHCRJIQQD1wkCSHEAxdJQgjxwEWSEEI8cJEkhBAP/w+IhSIb9I1ivAAAAABJRU5ErkJggg==", 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" ] @@ -4457,12 +765,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 9, Iter: 4640, D: 1.361, G:0.7255\n" + "Epoch: 2, Iter: 9000, D: 1.118, G:0.6758\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -4474,12 +782,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 9, Iter: 4660, D: 1.355, G:0.8066\n" + "Epoch: 2, Iter: 10000, D: 1.173, G:0.7965\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -4491,12 +799,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 9, Iter: 4680, D: 1.357, G:0.7414\n" + "Epoch: 2, Iter: 11000, D: 1.351, G:0.9481\n" ] }, { "data": { - "image/png": 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", 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", 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tPvgzHCdrWxa8NRGiyOuTuS2EEDnRQ1IIIRIoxbsdKu1vqYZAk1q90047+RhXpknzNHfr1g0AMH/+fB9jE5K9219++SWAaJUfri5k540zsUOxV+zlNa8ok9X0MZOPTRC+LisAzGYrFxC2uD9Oy+QtCfPKc6sNqxwERLcsFi1aBCD6HfJcrLAsj7G5belo7F237w2IVioy8pjbdu/iIg/M08zXyLGaZhbecsstFZ8zDouosGpWQDQmM0uriTTqZW5beqpVSVoemxdvC3HbjE6dOrlsW0v8P8VbFlZViaNaOAImCzK3hRAiJ6XGScb1dzYHA/9KZGkoxcUn+PMcf2kl9PkXK9TXt3fv3j7GDoosxP2qp2UEmAbCzgNz5gDA+PHjKzoXj4U2yXmM7wtnLVk2CLca4PhSa9YUdy77vu2agPRGZ0U4btKKj7Ru3dplzhayoiZsxVjBBaDJsRg3J17LVpOSe0bfeeedLteyfUOWLJQssCXG8aHWooXrknLm1YwZM1w2zZtfLxKzurgAhzRJIYTIiR6SQgiRQKntG9KOVaQJwCXd2bSxfshsjptToug5hI7JcY5p6Wih+8L33VoAdO7c2cfat2/vsjlk4mpY2uY6v85zCp33oIMOCr734YcfBgAcd9xxPnbXXXe5bA4UdqSkxZ8WYW7H9X+2lE1u2WApc0B0u8Xgeo8WRxuKrQSi8ajmTLj33nt97K233nL5wQcfrORSqqJejpsQ1fT97t+/v8tPPPFEaXOKQ+a2EELkRA9JIYRIoGJzuxqzsVawacVw7F49yGr6mDfVYjsrgdM1zVNYxBZC6N6G7it7IkOvt23b1mXe5giRx9y2GqOhCACGPa8ct2n1IDm2Ma1bYVybDrsngwYN8rERI0YkHisvjWRuZ8UqNGVNDc2CzG0hhMhJXRw3Kzorwq+6aVy1tBqKcNywRpemCXJso1Uk58yvk046yeWuXbsCiFZ632677VyeM2dOs+OnxWwWSdyaC1VkF01IkxRCiJzoISmEEAnI3A6QZiZZywcA+MMf/tDs9WrM7SwmGbcgqOUmdzUU0ZSppa65UE/xsqlmzc2aNcvl7t27lzanrHC6KLcHyQL3PucUWUPmthBC5EQPSSGESOAbaW6HUqU4lSovRZrbHK9Y7/hPJlQzNC+NbG7X0kuc5d6uCBEV9UDmthBC5KShNclqYt64mjFXDg85EDjrIlRjMS/1+lW3c8UVsMhyrLj7VnbvaJ7DisCOO+7oMleGTyKu0V6IstZcx44dAQALFiwo7Jg9e/Z0mZsFhij7f0mapBBC5EQPSSGESKBic1sIIb6JSJMUQogE9JAUQogE9JAUQogEvp3+lv9jRQrHKBsF9mZjRQ4BKpuy1lytWtLWC4UACSFETirWJIUQ3zxWVA2yGqRJCiFEAnXVJKtJO1yR4JQ+TvWrN9aIDAA+/PBDAECnTp187KuvvnLZ+mlXk2JWJlbjM1TfU0TTGjnd0YqmxDXVE9IkhRAiET0khRAigYauAlQLyghxiAvH2HTTTQEAr7/+emHnqhe9e/cGAEyZMqWwYyoEKDvfhLCztJqeRbQMCSFNUgghEtBDUgghEmjR5nYlnQZ32WUXAMDkyZN9LNSqociCso1q+pi5snTpUh+76qqrXD733HNdbtOmDQDg008/rdHsZG7noVHXXKMjc1sIIXLSYjTJ73znOy7bXE499VQfGzlypMvPPPOMy1Z+nrVDPlZoM3jXXXd1+amnnqp6ro36q26xqDynf/zjHy7vt99+Lluc5KBBg3zsnHPOKXV+RWuSO++8s8sTJ05s9jqvA74PRcHXw/f2oYceKvVcee9bll7wRcIN0Lhpn8Vyfv311z7GMZ9GWvw1X18l8dnSJIUQIgE9JIUQIoEWY24PGzbM5eOPPx5AtA81m06MOSnmz5/vY5tttpnLprqz44aPZWZ427Ztfezzzz93OaSu19vc3nDDDV1+9dVXXea0wxDt2rVzeaWVVgIALFq0yMfYJE1bNkXErNXj3q288sous1kXgufXvXt3lydNmgQAaNWqlY998cUXLq+55poAVowOnUWyePFiANH79sknn7jcoUMHAMA777zjY7zW7R5Uc/1y3AghRE70kBRCiAQaup7ksmXLXGbvtKnTbBb/5je/cZnj/Ux1ZxObYfPK2HzzzV3u06cPgCZTAIh6eS+77LKUq6g9b7/9tstpJva8efNcXnvttV1+7rnnADSZhtXSqHUI2Rt68sknu/zb3/4WAHD99df72ODBgys+7ty5c11mc9FYffXVXV7Rq31npXXr1s3G1ltvvWZjvPXGcEWqIpEmKYQQCTSk42bAgAEAgLFjx/oYO0hM7tGjh4+99NJLLm+33XYum+Phyy+/TDznBx984PKFF17o8m233QYAePHFF31s++23TzxWvTfRrfgEAPzlL39p9jprNayts/PKnDSfffaZj6211lqFznN5auG4+f3vf+/ycccd5/Lo0aMBAAceeKCPpTluunbt6jLH87GzzOD1a/ef4wHz1lOt15pbZ511AEQdfGnsvvvuLo8fP97lq6++GgBw+umnV3ysvNcqx40QQuRED0khhEigYcztVVZZxWWL1+Ox6dOnN/sMx0luscUWLofaCHAKI5vj++yzD4Dohn4o1akac6Zepo+dK+TkAppMumpaRmy88cYus3OiDCoxt7nNAH//adjn+DN8PmtTsWDBgkzn4kIgoW0Jvo/sLCuKtDVntUyBYuuZmvPr/vvv97GFCxe6bPHFHO+YBl8Lb/fceOONAIALLrgg+N4syNwWQoic6CEphBAJNIy5zZj3j1O5OBXJKvuwiR0yx+Ngr+ScOXMAAN/73vd8LFRvMmt6XS3vW69evQCEvasA8KMf/QgA8Oijj2Y6Pqd2brDBBpmOkUSSuW3fCXuRs8BRDO3bt3fZvn/+7quphsNbQ1yvM/R5rlJTFHFrzlIkt91228LOxaa7mb4HHHBA8L1Wz5WjLDhqIHRf4uq57rTTTgCA559/Psu0g8jcFkKInDSkJmmJ7O+9956PhYpZ9O3b18cmTJgQPJZlP3AcGv+SldHvu16apP0Cx2kqNl7JV273nmPWrNc2UH5NRKDYe7f++usDiDpm2IFl64CddnENp0LzY01pq622avbel19+2WV2HBZF2prLWyOSr4/lX/ziF4mfs/vKsbkhTRtoitllq66WGngc0iSFECIBPSSFECKBuha44IR2jjP76U9/CiBqCofqRT7yyCMur7rqqi6HzHCuB2mOHwCYPXt2lqk3DLzJbfcrzixJMy369+/vshUW+NOf/uRjBx10UOZ51oMjjjjCZav3OGLECB8LxZOmmdgM38+Qic1YoZR6kTeecO+993b5/fffd9kKgnCxkGq2SdgJxGZ2lmOVhTRJIYRIQA9JIYRIoGG823vuuafL06ZNAxCNaQvBHu/rrrvOZY5ZO/HEEwGU48WOg2/pk08+6TKbs3ngNgqcOmdeU/akMmaGx90LHg993/vvv7/Lo0aNqmLGlVGJd5u/c772NMyMjkvJzLK+udYmp88VdfxqSPNu89ZC6B5w5agpU6a4bP3qt9566+B5y67CU8v7Foc0SSGESKBhNEkmNKXQL2XcryeP269mLatA1zJOMk6rTDp/3L0K3SPuF33rrbe6fNhhhwGI1gPMS9FxknH9m5POfdZZZ/nYFVdcUdFnqqWMNZF3zfE64gr13PQuhBWuYMdoGtVojxzTHOoikBdpkkIIkRM9JIUQIoGGNLct/W3JkiU+xvXoTjjhBADAmDFjfIwbXnG9vLgGYGVStrnNcZChYgA8FqqNue6667rMaYdcczNt3lZkgB1ucelmlVKEuc3XxjGPVuMwdD9qwQ033OCyOROLJO+a43s1Y8YMl83c7tevX+Ln+f/PmqoBwNFHH515TkB0rZexZSZzWwghcqKHpBBCJNAw5jZ7rszDeN555/kYmwOW4vXKK6/4mPWJBoAddtjBZav6Ukb9wzjKNrc5zu2tt95y2a6R07u4O6D1E+/SpYuPcf1E/txKK63U7LyhWLtQ7UIgW/3CMqsAlWGqcZuGtDhJTlucOnVq4XMpcs1xlR+OnywKvv4tt9yy2esclcAxzyGsRioQTVOuFJnbQgiREz0khRAigYYxt9m8M3WbPVt8fqv4wwGwHHTKZviOO+4IAOjRo4ePlWHuMGWZ29YI3oqTAsDbb7/tsgUBcwHiO+64w+Urr7wycpzl58r36I033gAQP/+bb74ZQFOkAZA/9TOPuW3X9utf/zrxfXzvOK3QIioGDBjgY7z+unXrBgC45pprfOyrr75ymatQhbjttttcPvbYYxPfm4Wsay4tMSM0xt+zfY5TbtmTb8WOQxV+4s7BW2tlRyPI3BZCiJzURZO0Y3GxAnYKfPzxxwCA4cOH+xg7cQxu72B9k5c/ljkY3n333eB7W2L7Br4W1oasNh837GKGDBkCoEnrAqK1Abkx1n333QegqbYnAIwcOdJlHi+KMh03Bju9eP2ZM+vDDz/0MdY602ikQg1FnsvquLLVxrVdeTwJ/j9j7TCuR3ytkCYphBA50UNSCCESqKvjhk995plnumxmIcehhfj5z3/uMleo4fQ4S5c65ZRTfMxKzpdF2eY2O2v4HpnzIK7KT6itw+jRo13mij9mRs2dO9fHevbs6bKZTNW0O0hj+aXIsZZW17CRSPvXKTulLm4ujdDywDDTnNuzWAfT5ZG5LYQQLRA9JIUQIoG6mNvm6eIG9/vss0+zc6U1I2dTc/HixS7zJX300UcAgJ133tnH5s2bl2XaFVOW6WOeWb6Wo446ymWLv+PYyFCHQ77+jTbayGVOrbNOljNnzvQxNrfLoBbe7SJh7zh7eUMxgRxxsOGGGyYed9y4cQCiMZtpNKq5bXB6bFycqM07bruoDGRuCyFETuoaJ8mayxprrNHsdT7n7373O5fHjh0LAHj44Yd9LK7Bk20Yt2nTJuesKyfuV900MdbOssDHtH7SAHDhhRcCAAYOHOhjHJNmmg9r6JwpwsUuysZaTbA2lkeTtF7qVtCkLLh+pq3DOFi75CyntJYIWWgkTfKQQw5x+d577wVQmcZmBSq4x3eIIjVNaZJCCJETPSSFECKBusZJsnnHqU5WbIDNwlB9wzgTg/tOW23JevXdLtv04bREM+P23XdfH7OYUwDYfvvtAdT2XlRDPR03aT3JQ8T965jJb1sAQHRbgdd6UdTL3O7QoQOApvYYy2OpndUUuKglMreFECInekgKIUQCpZjblZoufGp+b1p8ZAiubHPGGWe4bF5vrlozYsSIqo9fDY3kaWx0xo8f7zLXJAQa896FogXiSEsJLRI+F5u2tYxYMPh7s7TVuOvfY489XOa1UCtkbgshRE7q6riJq3achvXgZqeFxd0tj72He3iXjTTJbLSEjJvOnTu7zHU9uWiDXQdXLh82bJjLJ510UuHzatQ1ZxlvHCfaSPOTJimEEDnRQ1IIIRIot8tOCmkmAvfc5VL655xzDgDg0ksvDR6XUxTNzOaN41rGCVoDKQCYPXt2s9c5XZKLdDQKRd43/r7NbGWTtSXwzjvvBMfZtD7wwAMBNJZZWS/atWtX7ynkRpqkEEIkoIekEEIk0DB9t2vJcccd5/Itt9yS61ihvsWN6mlsdFqCd7sSQhWOyiZtzfXq1cvladOmFX7+888/3+WLL764sOOWXVtS3m0hhMjJN0aTzPuLxJkWac2vitQkv/vd77psjhMrAFIEu+yyi8sTJkxIfC/XQeT6nyGKKBjR6Guumu+5lhrRinTfykaapBBC5EQPSSGESKBic1sIIb6JSJMUQogE9JAUQogE9JAUQogEKs7dDrnq48IaQv1oOGzGwkK6du3qY2+++abLFvby17/+NfH8cYVGv/7662bn4s+vvPLKLltR0mq2ZjfeeGOX586dmziveoc4tCRaWghQI6E1lw2FAAkhRE4q9m5zh7dQulXar1foly7u18+q+MRpf1Zxhav9cNAyB34brMny59ICw420ajhc9Jeb0utXvXKkSWZHmmQ2pEkKIUROKt6TZO3Lnr7//Oc/g6+b1sl7g2lP7JB2xyl5XK/P4PMzfK6Qplip9siw9si/1CbHzUUUy9VXX+0yN3xLw6yLtO9+v/32c3n06NFVzc2oNCUzzTopO5WxSFrSXKtFmqQQQiSgh6QQQiRQseOGw3rMMcHmQmjjOM5E3WijjQCEw2cAYLXVVgMQDQHiEJ+lS5c2Oz53TmQz3SrXcOUcNo1Dm9x8rbZlwNca2hpQPcnqCJmk3xTHjV1nnDO0bdu2AICPP/646mMC5d+3alp69O7dGwAwZcqUUueUFTluhBAiJ3pICiFEAhV7t0Omc1xs4qabbgoAmDlzpo+xWjt//nwA0dhHNj3sWKzWswmxzTbbAABeffVVH/viiy9cPvTQQ13+4IMPAACffvqpjz333HMum+nNx2evfCimk00jm+OK4NEbP368y9bNcJNNNgm+98EHHwQAHHDAAZnOVcuOlVnh2Ff7zqspvsydME844QSXt91228gxl6caM7tW8HXzfbFWKLfddpuPcQfMOXPmAAD+9Kc/+ZiZ4ADw4YcfuvzrX/861xxvvPFGAMDxxx+f6zjLI01SCCESyJVxw5ogO0ZCmuYbb7zh8t577w0A+OSTT3ysb9++Lu+0004AgFatWvnYpEmTXL7pppsAACeffLKPPfDAAy536NDB5d/97nfNruXwww932TbJOXfc8rmBpt7fX375ZbPjAC2zEViRWm+c8y4LLcFxw1rUOuus4zL342bHnvH888+7/NFHHwEABg0aVNi8ylpz9v1ynDJnlK2++uq5zsnOWft///73v+9j06dPz3TcSpHjRgghcqKHpBBCJFCxuW1qNRA2PTlO0VTzDTfc0Mfeeustl9dee20A0Y3vHXfc0WXbBG7durWPmYkOAH/5y18AAJ999pmP8abvY4895rKZ+WPHjvUxLnVmZvbZZ5/tY7yxbObG7bff7mNsbqTF+9XbZDQnAQC8/PLLpZ6LN++PPfbYqj/fyOa2mdCvvfaaj6277rouc2yuYQ5KIFoW0Ex2jv3l/6lzzz0XAPCb3/ym4vmVteZsm61Hjx4+xiay/X/xFkOfPn1cNnOZt7D487adBTQ5h/hayk73lbkthBA50UNSCCESqNjcZi/mWmutBQBYsmRJ8L1merIJwqb1SSedBADYa6+9fGzy5Mku77PPPgCiJso111zj8uWXXw4gGhvJ3ndW/e+//34AQPv27X2sf//+za7lpZde8jH2iNs2wJ577uljbG6bicDnX7Zsmcv1MBkHDBjgMm891JIs191o5jbH1trWT5wpGPJox2H/S88++6yP9evXz+UsMaRlb/GwWcye7i233BJA9H+Vr2vRokUAmv7PgOg2GXuyZ8yYASAak8n3uIxYZJnbQgiRk0yapH2ENUWOk7RfQv5F4F83c7zwxjdrXwsWLAAADB8+3MfuuuuuZsfnOXGcJDsQjjrqKADAtGnTfGzo0KHN5rXHHnv42OOPP+7yrrvuCgB45plnfIy1YnNYsVZdb8dN1l/c0C84b7jz951WU7QsTbKWdQs5DtgKpXA2SZcuXYKfC61P1ug32GADAED37t19jK2qRx99tOq5lr3mOHto8eLFLu++++4Aotla1cD/q0OGDAEQdaxyfHQZSJMUQoic6CEphBAJVGxuc0yXmWBnnnmmj1155ZUuhw7JcZRmWrCz5tZbb3X5j3/8IwDgjjvuCB7TZB6z2EsA2HzzzV22mC1+78SJE122Ahhsavbs2dPlP//5zwCAU045xceuvfbaZtfH1NLc5uNbrB2nc1bz+Wro1asXgGiREcYcHbxJn0ajOW5sWwiIxs4a7MDbf//9XTZzOe5fa9y4cQCiDra815p1zVntVN4uK5urrrrKZTOxgabtHP5f5LW8cOFCAMVus8jcFkKInOghKYQQCVRsbrMKbzFTHBvI3l0zzdkzyqcxrx979F588UWXTe3mKkFs2tjrnN7EmEcaaDKTrT4iEK3XZ+mObG6wF9daRaR5VdlE4DqBZZiM7DUdNmyYy7/85S8r+nzWOYXK9sctH6u0ZFsnQHqKWT3NbYvj49jINHh+bBZapMYhhxziY/fcc0+zz7PHm9NuQ/fJWp4AwLx585q9Xu+IijTi7hXfb0vD5JhljoDhCJdKYU88e+gNmdtCCJGTTHGSFj/G2h1jWobFgwFNcWZAU/bL22+/7WOsBVkyPX+e+yGbg4LnxAn4ofhJ1lRPPPFEl62K8fXXX+9jXI/S6gTybeKagnYu1h75vpT9q5729fH5szSY4thH1nCsYAnHtDF2D9ghx/c9xPLXUmStyjQ6duwIIBoHGYLrRrJ2x1js4JgxY3yM14z9f/B3s8Yaa7gcV7s0iXprkqwdsoVn2W2chWOdC4BoTVjrKMAOYda2X3/99eIm/P9IkxRCiJzoISmEEAlkctxUCjtALBEeaEo7ZLPvhhtucNlMn/vuu8/HuG/v7NmzAUSdLew4eeGFF1y2+EmO5+MCFqbC87HY4ZTmoDBCvbiBYk0fM2HZdAtx9913u8xNkcwJlRU2mXbZZZfE99r2Chc2SLuHtXbccOyurcm0GNNq5tStWzeXZ82aVdhxQ9Tb3LaGXwAwYcIEl63pHq/JOELpnEwZ1yVzWwghcqKHpBBCJJDJux1qWcAxYRYbx+oxm4gXXHABgKhZbOl/AHDggQcCiJqHXM/RWi3E1fCzbnQAcPTRRwOIpk1y9RbrzMhVfvi4IQ8+X5fdC64Yw/Mu0kRI+6ref/99AMD6668fPH+RHmIzp7mtB2NzsDlVQiXebas1CkS9x2mcd955AIAddtjBx7jyUwheRz/+8Y8BRKMk4rD1w+uA14ex3XbbuZy3tUYtzW2OaJg7dy6A6P/MZptt5vIRRxwBALjooot8jOMV2avPaaAhLBabt3DyInNbCCFyUrEmyTGLFksWyqIBmjRM3rjmjd1OnToBiP5SWy9tPhc7Y8444wyXf/CDHwBoikcDohk/VnwBaPoFv+WWW3zsvffec9kyIfJWQOZfb9aw8/6qcxXoSgtX1GLjPnSP+LqrqdQdd8wir8OcgazRHHnkkYmfyXp+uw9ff/21j4UahZVlZdTScWOxt/YXSI9n5P9rc+wAwGqrrQYgGvPMyHEjhBANiB6SQgiRQMXmNm88W0whm9i2QQs0tV3genmctG4mJNeo5Hp91q+b1WuuQWdpT9yXm9MCrUYe0NQsjJuGWfoT0NSIaOTIkT7GaWGWYG91J5efV+j2FWn6VBOfmaWBVDVwLCkXNwlha6OarYuizW2uMXrWWWcBiKZGstlnrLrqqi5njSu1a6+mZ3RLipNkJ6ptc3HRDS5MUw2h+8ZbclasYuedd252/qzI3BZCiJzoISmEEAk0tzdi4HhBM/FYVb3zzjtdtpjIJ554wsc4HsriqCwVDIias1YKn8fYBLa5cK05Nv9CLQ2sa+LyWDwfpxKyCcvqfgi7Vjb388IViUKss846LpdtYvP3HkqH5Nd5S6bsqj2VwNsD5snmKj6hCkZxMa7VXA+vpSQase5jJXDn0ddeew0AsNtuu/lYNeY2b3nYPeYqQbfffrvLFrWS18SuFmmSQgiRgB6SQgiRQMXe7VBwcJypZ96n559/3sdCaY2cImaVfQBg6623BhANSuU2AKHOdTw/Nn0t9YyL+l5xxRXNzsseNTbTzCSzIrNAuhmWN5i8mkK6ZVONmVm0Jz/v8SxKAgi3PAjRrl07lxctWuSymYVsSvO2B8vTp09PPEfZQdFlrw8OwrdIFobTDrl9QohQEgrD6cT23vvvv9/HJk2alDrfJOTdFkKInFSsSXLtPW7FYHB8mWllXMadN/1N0+NfIe5rbfGV3CSI60kec8wxAJoKXQBR7fD888932WrbcS9uTnuy+En+9eU4S3NM8OusqVpTNGv+BOT/VU/7Sljr5Y1vO1fa5znm9Fe/+lXwPRbLGpcKaYUtsrQaiKMITZKdMZx+ao22WAtJg7WUq6++GgDw+OOP+xhbOpb2WAktXZNkbH3krVXKhApoMOYsAqLFNLIgTVIIIXKih6QQQiSQq30Dm9C8oW3mKldBYSzeaf78+T7GZpttnv/kJz/xsVGjRrlsThTe6OU6f6z627EOPvhgH1u4cKHLZnqedtppPhZKJ4tzUtl94fvDn6/G9LHtiVDFGIbjxNJq6z388MMum8nJMas81zTT2WoyAk09koskj7lt2w7swOO6mnbP0hwJcVjlqaefftrHeDuJU2wNjt0tMo42RNnmNsdG9u3b1+XQ1ls12HYVEN2yCtG5c2cA0VjXEGnOIEbmthBC5EQPSSGESCBTnGSlqXAhjzYQbv/AlT1mzJjRbIxjFy+77DIATZVdgGgq31ZbbdXsXD/84Q99bOLEiS7b1gCnSLKZZJ9n0yoUJ9m+fXsfi6sYlMa+++4LABg9enTi+3gu7H22+8nbDdwWwIqabrPNNhXPic1xNtOL9GYaSeb2OeecAwC49NJLcx2bt4VCVYCKwP5X1ltvPR/j9VUGZZnbtv451ZA9+bY1FLeNYVs8vO3z9ttvu8yxrLZWeX2GOify98bfp0VkcKRNGjK3hRAiJ5k0SdO02DHDr5v2wb9oLPfp0wdAUxsHIKo1mla26667+hhv6tovEdeAtDYMQLTogsl8/JkzZ7q87bbbAohqXKz1msbEsZPcUiGUiVFknCRrcllaImTF5sDfEccdlnlOI8u9Y2cgtxwJnaMap4HBzbv4O+c43npQliZpFpo11AOiDfz69++f+Hlr9cJONO7BzfHRIa3RNNHlP1cU0iSFECInekgKIUQCFZvbvFnaoUMHAPGb0abuh/omA03mOjsCHnroIZc32WQTANH6hNyT9+abbwbQlHIIRJ0ZfFzr+8ym1ZlnnunyJZdc0ux1dkqYuRsXE2qmeVndEsuoy3jddde5zA6xIUOGFH6uaijC3ObPsIPBClxwDCpfe+hcXKiCO3A2ImWZ20OHDgUQjccdPHhwxXMxJwqnEk6dOtVljl82055r006ePLniuYa2vtKQuS2EEDnRQ1IIIRLIZG6H0vbYtLbYvbQ0NzYLuAadVVcZOHCgj3HMmaUlcY1Aq0EJAFtssYXLs2bNAgD069fPx04//fRm18KdHbn6i3my+TaxOh/qClikuc01DbkBvJHm/f7b3/7mslVyYq8v1/GsN0WY28OGDXOZOyNa1SKuF2meV6DJ9G6EthO2HcVRGiH4f5IjMsquAjRnzhyXx4wZAwA46aSTfIz/F1955RUAwAMPPOBjF1xwgcsc58tmeK2QuS2EEDnJVOCiiJ7Ky8OaqP1CspZk8YxAU4GLuKwP/oXt0qULgGiCfsihFFej0bTCuI3xUPZRkZpkGlmbVTUiRVcm/yZRr3qSIeIyYoxGWrPSJIUQIid6SAohRAIVm9scJ2jqMqvSaSYof95e5/elTcM23oFwy4W483OxitBcLLUy5IyKI1Svrqw4yW8S1ZrbrVu3dplbfayIcAqwxQ9zHDE76LTmKkfmthBC5EQPSSGESCBX+wYuWc/qfuiQVssQaPJKs9nK5q59Ps2c4vNzWmIaobL6PGf2zlk/5Y8++sjHOB4xFMvWSJ7GIin7ulZk7zan11VTz7NSVtQ1VzYyt4UQIieZSjObBpi2WcxPaa7BaEUG4hqFmab22WefJR6fCxRwvcdQ4YK4YhtGnFZrGS/sjOENc9NEa1nrsV5IQ8lOyIGYFSvgkrcJV0uAnxvVVBwvEmmSQgiRgB6SQgiRQMWOGyGE+CYiTVIIIRLQQ1IIIRLQQ1IIIRKoOASoluEfdq6Wul0aF9hrYULV5IkzaffFQiQ4bCINDmeKC8lKIpTHXgmWP8/FYpOCydNCzL7pKJg8DPc04pBFQ8HkQgiRk1xpiSJMvX/V04qexpFFK4wroBrSFNNYkdMSy6bea66lIk1SCCFykiktUTQ21WiPTDV7ikbcL3GoH3novaz1ivLIWgxGSJMUQohE9JAUQogE5LhJIUvYzjdhE/2nP/0pAGDEiBHB1y+55BIAwHnnnVfxMWvtuOncubPL7733HoDs4Vn1Jm7N2XZG1i2YFR05boQQIid6SAohRAIrpLkd6lxYy/kXaW737t3b5SlTpuQ6VhqcnWDZN7XMamkJcZJx3vrtt9/e5RdffBFA1HMfak9SJI2+xcPtW/hecFuWBQsWAAC6d+8efG8ZyNwWQoictEhN0qa85ppr+hjnK3Nzrnq0VWjUX/WuXbsCAObMmRN8PWsedlG0BE2S11NajChrkmVr5I265sxhxOvpuuuuc/nNN9902WI5t9pqKx874ogjSp2fNEkhhMiJHpJCCJFAQ+aEmQrcp08fH+NuiO+++y6AaLe4NLU5LT1uRcDM5ThT2cxsNqvXXnttlz/++ONmn+EtjSVLllQ8l7SybmWVw0vbMuCuhaGe6WmwI+G5555zuX379lUfKy98rY1EyNliBU8A4Fe/+pXLS5cudblVq1YAgL59+/oY3+NJkyYBAM4++2wf4+9wyy23BABMnTo169SDNOZdFkKIBkEPSSGESKCu3u16mb3sPXvllVcAFHt9ZXka7Vg33XSTj7HpcvrppwMATjjhBB+75pprmr3eunXris/J12LmDgCst956AIANN9zQx9iUNTP+nXfeyXQuoLG8tAZvAY0ePdrlddZZp9l7n3rqKZd32223XOdN2y6ql3fbYmtvvPFGH/vZz36W+BneJuMIADO3n332WR875ZRTXJ4+fTqA+HuRtt0UQt5tIYTISV0cN/V2nLz00kt1PX9W/v73vwNo6mUDRK/lj3/8I4BozOjQoUObHacSrcPew6+zo8AcFVx5nOVly5YlXUrNMccBO6o++OCDqo8zY8YMl9u2bRt8zw477ACgKfOmCOr9PxPHrrvuCgDo2LFj4vs4m+uxxx5z+cQTT3R55syZAKLOGNMegXRnX1mxvdIkhRAiAT0khRAigbo4bmwzn+v55TUnNthgg2bHB5pMnu222y7x82U5bjg+zFK0qonZZBPX0rY4tqxNmzYuWyzp7Nmzfcw2w4Emc4TNYm6zybF+VuCCYyfZVDXOOussl6+99lqXbWugGlqC42bvvfd2ecyYMcH3FDXvgQMHujxq1KjE99bSccOmtf2vxZ3T1gGb2zzXVVZZxWXbouH1ucYaa7gcankcismsphGeHDdCCJETPSSFECKBupjbVtlj+PDhPsYeLTMx2RTkenR54UseNGgQAOCBBx4o5fh83/Km4vXq1QsAcPHFF/vYwQcf7HKXLl0AAKeeeqqPDR482GXrkpe1cx6bQRYf+eGHHzYbA6LVXQzeOrB7wPeiJZjbH330kctXXHGFy1dffbXLK3rlqddee83lTTfdtNnrbOLa/Vp//fVTj2tbU5yC/OWXXzZ7vcgakzK3hRAiJ3XRJL/44gsAwOqrr+5jrClatWJ2emSlUq2tlhk3rGlU86s4f/58AFEnVUhT5XixrOcyODtn8eLFLg8YMAAA8PjjjwfnkkVbbmRN8tBDDwUA3HXXXT7GmjFn3IQKhZRNLTVJ1u44ZjeEOQ7Z6cLrMNRFgOH3moYpTVIIIRoIPSSFECKBuqQlmpnNm7nWBAjIby40agqXkdVc2GSTTQBEazzuv//+Lt9+++25zsUFKsxJc/jhhwffa4UzeOOe77vFxbHzjSmrnmRe4rYMzjjjDADxNRzrYWKXRegeWEETIN3EZmz98X3j2F0udhGCTft69USXJimEEAnoISmEEAm0yG6JaVRjwpVdJzPkfWavfTUtBHbffXcAwBNPPJF43ri0LDs/z4lTQ9ncnjVrVuJc7L0cO5mX5b83NsvqXVUo1L89FPdZL/j8HGeYpUUFY1EnbBaz2WuVkPbZZx8f49qZth3UoUMHH+Ne26HtC/Zyr7XWWi5bVEyRyLsthBA5aWhNkpPb0zZ48/6St4TK5GlYTCTfKy5aYcUGWNM46KCDXOaK55XGqIY0ZSBbfOrycXL1WHNcfX3bbbd1uVu3bgCiGjZrQWnxfmVTyzXHFdn33XffZud/9NFHXTZLxt6XND/Tenl9VrOmNt98cwDRGpRpSJMUQoic6CEphBAJNLS5nQY7JaopKsCfKyL1cXniTB+bI298Zy02EWLllVcGEN2mWLRoUbN5sYn9yCOPuMxtH0LwdXXq1AkA8P777wdfz0Kt0xJDTgN2FnFNTIv35DmxUyEUz5fWA7xIamlu8/HvvPNOAE1tHIBoIzBr6sVrO+5/7oADDgDQFA8MAJdffnniXLi25XvvvQegunUoc1sIIXKih6QQQiTQos3trOZd2ddSpOkT8u7FefwsdWzhwoXB10PH3GijjVx+6623EufCZnwoZi2Ld5tN0uXTzsr+nrjylJnTbBZz3UTrkshpoLxVktYmoGzqFVHRtWtXAMDcuXN97MEHH3T5Bz/4AYBoKuNll13mMrdVsRqkxx9/vI/xfQ311b7qqqtc5h70lSJzWwghcqKHpBBCJNDQ5jZPjU2xajzZ9Z53Pc7P6YWclmZzYRPnhRdeCB7DOiOOHTvWx7bZZptc8+JKMlY1h+fXCEV3+/Xr5/Lvf/97ly19k7v7MUWmZ2ahXmuuT58+AJq6kgLR1h3myebWHmwuc1Fni67gFFSL2CgLmdtCCJGThtQk7VwWiwc0xUAB1W2SfxM1yTQq+crNSVNGUYE4GkGTZKxFBdCUaseFGrgpWL0pe81xWuFLL73k8ieffAIg2oN8zz33dNniJDmOsnv37i5b326gqcUD9+iOq0daFNIkhRAiJ3pICiFEAnVp31Ap999/v8v1qKxSayyW7Mgjj/SxG264weW0OMkQHNvIPbJDWCwgUL6Z3ajtG7gW54EHHuiyzXdFatNQDbNnz3Z56dKlLltsLbdi4djXnXbaCUD0e+Z1yFsaVl2obBO7WqRJCiFEAnpICiFEAqV6tw877DCX77nnHpdD1XBCsLkzcuTIis9bb69omqcxzVzu0aOHy2+88YbL5ins27dv4vk5jpRNG4t9jKOR7htQ2/mYmX3RRRf5GKfHWTWlnj17+ljeVMQsaZxxlOXdts6cXCFq2LBhLj/00EMAoumB3EFz8eLFAIAuXbr42GabbebyxIkTC5trFuTdFkKInBSmSe64444uP//8881enz9/vssbbLABgOhTnOvxceGBJM4++2yXOWm+3lTzq271+IBoHT6D+16PGDECAHDHHXf4GGfE3HjjjQCi95JjTQ1+3XqgNwL11CQ33nhjANGsoKefftrlrbfeGkC0NUC9i1owcWvO4ovZsZKXJ5980mWOfwxhloxl5gDAggULCptLXqRJCiFETvSQFEKIBOqalmjmIwA89thjLg8fPjzxnGYuNpKpyBS5ic5OmP322w8AcOmll/oYm4TmXDjttNN8jOv42f3iOLdGilOsp7ltzojBgwf7GLcZsKIgU6dO9bG8Pa2LpJapsOPHj3e5f//+ie815yzX3uRiIPVefzK3hRAiJ3pICiFEAqWkJVpLgHnz5iW+z5qJA8Bee+3lcshc4LTERjKzrcPbAw88kPtYofL03DnO6kRabUMAGDVqlMvjxo0DEE0pnDlzpsvW/a9IE4fT+ELe3jjTz2LluEVCreG5DRo0CEB0HZ566qkuP/PMMwCA5557zse42g3H/Iauud5mZV441XCPPfZw2WpHcryjxUYCwLRp0wBE1wmb27169Wr23rK5+OKLq3q/NEkhhEigIetJhgo58C+ZxVF+/vnnpZyfey+zk6NSsm6ih4o+sPPAtJVbb73Vx+69916XzYlzzTXX+BhXjLbsiLLi+7p16+bynDlzAOTrgZx3zXE86VFHHdXsdXaKmWOB75dZCUCTxlTN9fB3V3bl8iIdN2n9wr///e+7PGvWLADR62vTpo3LViOSyfI/FQd/h2kZfCHkuBFCiJzoISmEEAnU1dxm9dicCkA0pqolUo3pk2bacOMpa5DE9fbYpLNjcR1Ojvszh06jOhHKjJO0Qg1Lliwp7JjVUGQxixC1jJPktGFOcTV22WUXl83RVa96sB07dnQ5lA4pc1sIIXKih6QQQiRQs/YNXOHGatOxud3STeyspJkhQ4cOddlq9nFf7Xbt2rls8WkXXnihj3FtP6vOxL2OP/300wyzLo6VVlqpJucJmdllm8BMo25xZCFkYjMTJkyo0UzSKaLikDRJIYRIoCHjJFs6fEtZU8pSECFN22HHT/v27QE0OXiA9FhSnh87z/K+t1L4+pbXqvOuOY7b5EZW9WDdddd1+YMPPij8+I3e653h3uULFy5MfG+aYzMvctwIIURO9JAUQogEKja3hRDim4g0SSGESEAPSSGESEAPSSGESEAPSSGESEAPSSGESEAPSSGESEAPSSGESEAPSSGESEAPSSGESOB/Afeuxmlf+HjIAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] @@ -4523,6 +831,7 @@ } ], "source": [ + "warnings.filterwarnings(\"ignore\")\n", "# Make the discriminator\n", "D = discriminator()\n", "\n", From d8902ccb7f52c962a96ab13c6d02c812829ee890 Mon Sep 17 00:00:00 2001 From: yourusername Date: Fri, 29 Mar 2024 08:36:07 +0800 Subject: [PATCH 2/4] Modify-11 --- open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb b/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb index 2e84519eb..ffde6199e 100644 --- a/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb +++ b/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb @@ -176,7 +176,7 @@ "A demo of CNN. [source]\n", "

\n", - "\"\"\"))" + "\"\"\")) " ] }, { From 05fa8625223a0a760f6b512963e7d147d2e61776 Mon Sep 17 00:00:00 2001 From: yourusername Date: Fri, 29 Mar 2024 09:09:20 +0800 Subject: [PATCH 3/4] Modify-12 --- .../deep-learning/cnn/cnn.ipynb | 59 ++++++++++++++++++- 1 file changed, 57 insertions(+), 2 deletions(-) diff --git a/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb b/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb index ffde6199e..f775889ae 100644 --- a/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb +++ b/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb @@ -58,9 +58,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "

\n", + "\n", + "A demo of convolution function. [source]\n", + "

\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from IPython.display import HTML\n", "display(HTML(\"\"\"\n", @@ -147,6 +166,42 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "

\n", + "\n", + "A demo of CNN. [source]\n", + "

\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import HTML\n", + "display(HTML(\"\"\"\n", + "

\n", + "\n", + "A demo of CNN. [source]\n", + "

\n", + "\"\"\")) " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, "outputs": [ { "data": { From 990f95cd19ae8a48f60af330fe761e6b9794e4ce Mon Sep 17 00:00:00 2001 From: yourusername Date: Wed, 3 Apr 2024 10:38:21 +0800 Subject: [PATCH 4/4] Modify-16 --- .../deep-learning/cnn/cnn.ipynb | 24 +++++++++++++++---- 1 file changed, 20 insertions(+), 4 deletions(-) diff --git a/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb b/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb index f775889ae..a1cfe62c5 100644 --- a/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb +++ b/open-machine-learning-jupyter-book/deep-learning/cnn/cnn.ipynb @@ -59,7 +59,11 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [ { "data": { @@ -129,7 +133,11 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [ { "data": { @@ -165,7 +173,11 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [ { "data": { @@ -201,7 +213,11 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "tags": [ + "hide-cell" + ] + }, "outputs": [ { "data": {