{ "nbformat": 4, "nbformat_minor": 5, "metadata": { "kernelspec": { "display_name": "Python [conda env:PIC16B] *", "language": "python", "name": "conda-env-PIC16B-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" }, "colab": { "name": "tf-2.ipynb", "provenance": [], "include_colab_link": true } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "permanent-calcium" }, "source": [ "# Convolutional Neural Networks and Image Classification\n", "\n", "The image classification problem is the problem of assigning a label to an image. For example, we might want to assign the label \"duck\" to pictures of ducks, the label \"frog\" to pictures of frogs, and so on. \n", "\n", "In this lecture, we'll introduce some of the most important tools for image classification: convolutional neural networks. Major parts of this lecture are based on the \"Images\" tutorial [here](https://www.tensorflow.org/tutorials/images/cnn). " ], "id": "permanent-calcium" }, { "cell_type": "code", "metadata": { "id": "great-shareware" }, "source": [ "import tensorflow as tf\n", "from tensorflow.keras import datasets, layers, models\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ], "id": "great-shareware", "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "alone-vaccine" }, "source": [ "## Getting Data\n", "\n", "For this lecture, we'll use a subset of the [CIFAR-10 data set](https://www.cs.toronto.edu/~kriz/cifar.html). This data set can be conveniently accessed using a method from `tensorflow.keras.datasets`: " ], "id": "alone-vaccine" }, { "cell_type": "code", "metadata": { "id": "distant-gauge" }, "source": [ "(train_images, train_labels), (test_images, test_labels) = datasets.cifar10.load_data()\n", "# Normalize pixel values to be between 0 and 1\n", "train_images, test_images = train_images / 255.0, test_images / 255.0" ], "id": "distant-gauge", "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "national-demographic" }, "source": [ "There are 50,000 training images and 10,000 test images. Each image has 32x32 pixels, and there are three color \"channels\" -- red, green, and blue. " ], "id": "national-demographic" }, { "cell_type": "code", "metadata": { "id": "handled-postage", "outputId": "608b4609-91bb-41df-8e4b-cf8ca1fa4188" }, "source": [ "train_images.shape, test_images.shape" ], "id": "handled-postage", "execution_count": null, "outputs": [ { "data": { "text/plain": [ "((50000, 32, 32, 3), (10000, 32, 32, 3))" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ] }, { "cell_type": "markdown", "metadata": { "id": "metric-cooling" }, "source": [ "There are 10 classes of image, encoded by the `labels` arrays. " ], "id": "metric-cooling" }, { "cell_type": "code", "metadata": { "id": "instant-interaction", "outputId": "131d50ad-b2b6-47a0-b383-7aeed89fcd1e" }, "source": [ "train_labels[0:5]" ], "id": "instant-interaction", "execution_count": null, "outputs": [ { "data": { "text/plain": [ "array([[6],\n", " [9],\n", " [9],\n", " [4],\n", " [1]], dtype=uint8)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ] }, { "cell_type": "markdown", "metadata": { "id": "critical-suspension" }, "source": [ "Each class corresponds to a type of object: " ], "id": "critical-suspension" }, { "cell_type": "code", "metadata": { "id": "stuffed-immunology" }, "source": [ "class_names = ['airplane', 'automobile', 'bird', 'cat', 'deer',\n", " 'dog', 'frog', 'horse', 'ship', 'truck']" ], "id": "stuffed-immunology", "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "international-option" }, "source": [ "Let's take a look. " ], "id": "international-option" }, { "cell_type": "code", "metadata": { "id": "handled-military", "outputId": "3a95106f-f1fd-482f-de26-dda94ed32af9" }, "source": [ "plt.figure(figsize=(10,10))\n", "for i in range(25):\n", " plt.subplot(5,5,i+1)\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.grid(False)\n", " plt.imshow(train_images[i])\n", " # The CIFAR labels happen to be arrays, \n", " # which is why you need the extra index\n", " plt.xlabel(class_names[train_labels[i][0]])\n", "plt.show()" ], "id": "handled-military", "execution_count": null, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ] }, { "cell_type": "markdown", "metadata": { "id": "metric-opening" }, "source": [ "## Convolution\n", "\n", "Convolution is a mathematical operation commonly used to extract *features* (meaningful properties) from images. The idea of image convolution is pretty simple. We define a *kernel* matrix containing some numbers, and we \"slide it over\" the input data. At each location, we multiply the data values by the kernel matrix values, and add them together. Here's an illustrative diagram: \n", "\n", "![](https://d2l.ai/_images/correlation.svg)\n", "\n", "*Image from [Dive Into Deep Learning](https://d2l.ai/chapter_convolutional-neural-networks/conv-layer.html)*\n", "\n", "The value of 19 in the output is obtained in this example by computing $0 \\times 0 + 1 \\times 1 + 3 \\times 2 + 4 \\times 3 = 19$. \n", "\n", "This operation might seem either abstract or trivial, but it can be used to extract useful image features. For example, let's manually define a kernel and use it to perform \"edge detection\" in a greyscale image. " ], "id": "metric-opening" }, { "cell_type": "code", "metadata": { "id": "endangered-hearing", "outputId": "e44f7d6b-7909-45ab-fa8f-8043390ac848" }, "source": [ "im = train_images[9,:,:,2] # this one's a cat, only taking the \"blue\" channel for convenience\n", "plt.imshow(im, cmap = \"gray\")" ], "id": "endangered-hearing", "execution_count": null, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] }, { "cell_type": "code", "metadata": { "id": "otherwise-future" }, "source": [ "kernel = np.array([[-1, -1, -1], \n", " [-1, 8, -1], \n", " [-1, -1, -1]])" ], "id": "otherwise-future", "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "likely-complement", "outputId": "198694f7-03c3-4629-9f2a-cabc9e07e76c" }, "source": [ "from scipy.signal import convolve2d\n", "convd = convolve2d(im, kernel, mode = \"same\")\n", "fig, axarr = plt.subplots(1, 2)\n", "axarr[0].imshow(im, cmap = \"gray\")\n", "axarr[1].imshow(convd, cmap = \"gray\", vmin = 0, vmax = 1)" ], "id": "likely-complement", "execution_count": null, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] }, { "cell_type": "markdown", "metadata": { "id": "contemporary-device" }, "source": [ "Observe that the convolved image (right) has darker patches corresponding to the distinct \"edges\" in the image, where darker colors meet lighter colors. " ], "id": "contemporary-device" }, { "cell_type": "markdown", "metadata": { "id": "dominican-illness" }, "source": [ "## Learning Kernels\n", "\n", "There are lots of convolutional kernels we could potentially use. How do we know which ones are meaningful? In practice, we don't. So, we treat them as parameters, and learn them from data as part of the model fitting process. This is exactly what the `Conv2d` layer allows us to do. " ], "id": "dominican-illness" }, { "cell_type": "code", "metadata": { "id": "occupational-eugene" }, "source": [ "conv = layers.Conv2D(32, (3, 3), \n", " activation='relu', \n", " input_shape=(32, 32, 3),\n", " dtype = \"float64\")" ], "id": "occupational-eugene", "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "found-dynamics", "outputId": "8f9acc1d-dacc-4e2d-8ea5-f4e502bddb67" }, "source": [ "# pick an individual image while preserving dimensions\n", "color_im = train_images[9:10]\n", "\n", "# perform convolution and extract as numpy array\n", "convd = conv(color_im).numpy()\n", "\n", "# get a single feature (corresponding to one choice of convolution)\n", "feature = convd[0,:,:,1]\n", "\n", "plt.imshow(feature, cmap = \"gray\")\n", "plt.gca().axis(\"off\")" ], "id": "found-dynamics", "execution_count": null, "outputs": [ { "data": { "text/plain": [ "(-0.5, 29.5, 29.5, -0.5)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] }, { "cell_type": "markdown", "metadata": { "id": "natural-coupon" }, "source": [ "Let's compare a few other possibilities: " ], "id": "natural-coupon" }, { "cell_type": "code", "metadata": { "id": "collaborative-helping", "outputId": "f71c94ea-a676-4176-99fb-8d3272f481ae" }, "source": [ "fig, axarr = plt.subplots(3, 3, figsize = (8, 6))\n", "\n", "axarr[0, 0].imshow(color_im[0])\n", "axarr[0,0].axis(\"off\")\n", "axarr[0,0].set(title = \"Original\")\n", "\n", "i = 0\n", "for ax in axarr.flatten()[1:]:\n", " ax.imshow(convd[0,:,:,i], cmap = \"gray\")\n", " i += 1\n", " ax.axis(\"off\")\n", " ax.set(title = \"Feature \" + str(i))\n", " \n", "plt.tight_layout()" ], "id": "collaborative-helping", "execution_count": null, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] }, { "cell_type": "markdown", "metadata": { "id": "expressed-smooth" }, "source": [ "These features may or may not be informative -- they are purely random! We can try to learn informative features by embedding these kernels in a model and optimizing. " ], "id": "expressed-smooth" }, { "cell_type": "markdown", "metadata": { "id": "emerging-motion" }, "source": [ "## Building a Model\n", "\n", "The most common approach is to alternate `Conv2D` layers with `MaxPooling2D` layers. Pooling layers act as \"summaries\" that reduce the size of the data at each step. After we're done doing \"2D stuff\" to the data, we then need to `Flatten` the data from 2d to 1d in order to pass it through the final `Dense` layers, which form the prediction. " ], "id": "emerging-motion" }, { "cell_type": "code", "metadata": { "id": "spoken-bahamas" }, "source": [ "model = models.Sequential([\n", " layers.Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)),\n", " layers.MaxPooling2D((2, 2)),\n", " layers.Conv2D(32, (3, 3), activation='relu'),\n", " layers.MaxPooling2D((2, 2)),\n", " layers.Conv2D(64, (3, 3), activation='relu'),\n", " layers.Flatten(),\n", " layers.Dense(64, activation='relu'),\n", " layers.Dense(10) # number of classes\n", "])" ], "id": "spoken-bahamas", "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "composite-consequence" }, "source": [ "What does max pooling do? you can think of it as a kind of \"summarization\" step in which we intentionally make the current output somewhat \"blockier.\" Technically, it involves sliding a window over the current batch of data and picking only the largest element within that window. Here's an example of how this looks: \n", "\n", "![](https://computersciencewiki.org/images/8/8a/MaxpoolSample2.png)\n", "\n", "*Image credit: Computer Science Wiki*\n", "\n", "Ok, now that we know what each of our layers are doing, we can now inspect our model. " ], "id": "composite-consequence" }, { "cell_type": "code", "metadata": { "id": "infinite-installation", "outputId": "8738fe54-f83f-4fe3-f351-ead0e9ccf602" }, "source": [ "model.summary()" ], "id": "infinite-installation", "execution_count": null, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "conv2d_1 (Conv2D) (None, 30, 30, 32) 896 \n", "_________________________________________________________________\n", "max_pooling2d (MaxPooling2D) (None, 15, 15, 32) 0 \n", "_________________________________________________________________\n", "conv2d_2 (Conv2D) (None, 13, 13, 32) 9248 \n", "_________________________________________________________________\n", "max_pooling2d_1 (MaxPooling2 (None, 6, 6, 32) 0 \n", "_________________________________________________________________\n", "conv2d_3 (Conv2D) (None, 4, 4, 64) 18496 \n", "_________________________________________________________________\n", "flatten (Flatten) (None, 1024) 0 \n", "_________________________________________________________________\n", "dense (Dense) (None, 64) 65600 \n", "_________________________________________________________________\n", "dense_1 (Dense) (None, 10) 650 \n", "=================================================================\n", "Total params: 94,890\n", "Trainable params: 94,890\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "expanded-image" }, "source": [ "Let's train our model and see how it does! " ], "id": "expanded-image" }, { "cell_type": "code", "metadata": { "id": "cultural-medicaid", "outputId": "90684153-994f-434d-9ac0-378a4871b891" }, "source": [ "model.compile(optimizer='adam',\n", " loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n", " metrics=['accuracy'])\n", "\n", "history = model.fit(train_images, \n", " train_labels, \n", " epochs=10, \n", " steps_per_epoch = 100,\n", " validation_data=(test_images, test_labels))" ], "id": "cultural-medicaid", "execution_count": null, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "100/100 [==============================] - 58s 567ms/step - loss: 1.5216 - accuracy: 0.4653 - val_loss: 1.3286 - val_accuracy: 0.5214\n", "Epoch 2/10\n", "100/100 [==============================] - 50s 492ms/step - loss: 1.3056 - accuracy: 0.5339 - val_loss: 1.2702 - val_accuracy: 0.5472\n", "Epoch 3/10\n", "100/100 [==============================] - 58s 584ms/step - loss: 1.2498 - accuracy: 0.5578 - val_loss: 1.2069 - val_accuracy: 0.5700\n", "Epoch 4/10\n", "100/100 [==============================] - 42s 412ms/step - loss: 1.1939 - accuracy: 0.5766 - val_loss: 1.2038 - val_accuracy: 0.5730\n", "Epoch 5/10\n", "100/100 [==============================] - 36s 361ms/step - loss: 1.1508 - accuracy: 0.5933 - val_loss: 1.1518 - val_accuracy: 0.5930\n", "Epoch 6/10\n", "100/100 [==============================] - 37s 371ms/step - loss: 1.1113 - accuracy: 0.6094 - val_loss: 1.1029 - val_accuracy: 0.6140\n", "Epoch 7/10\n", "100/100 [==============================] - 44s 442ms/step - loss: 1.0679 - accuracy: 0.6237 - val_loss: 1.0672 - val_accuracy: 0.6273\n", "Epoch 8/10\n", "100/100 [==============================] - 44s 440ms/step - loss: 1.0499 - accuracy: 0.6322 - val_loss: 1.0522 - val_accuracy: 0.6317\n", "Epoch 9/10\n", "100/100 [==============================] - 43s 432ms/step - loss: 1.0047 - accuracy: 0.6478 - val_loss: 1.0712 - val_accuracy: 0.6216\n", "Epoch 10/10\n", "100/100 [==============================] - 44s 438ms/step - loss: 0.9851 - accuracy: 0.6573 - val_loss: 1.0525 - val_accuracy: 0.6267\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "alert-showcase", "outputId": "0cf149a0-6fcc-45fa-83a3-42ac6aa799a0" }, "source": [ "plt.plot(history.history[\"accuracy\"], label = \"training\")\n", "plt.plot(history.history[\"val_accuracy\"], label = \"validation\")\n", "plt.gca().set(xlabel = \"epoch\", ylabel = \"accuracy\")\n", "plt.legend()" ], "id": "alert-showcase", "execution_count": null, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] }, { "cell_type": "markdown", "metadata": { "id": "absolute-mistake" }, "source": [ "After just a few rounds of training, our model is able to guess the image label more than 50% of the time on the unseen validation data, which is relatively impressive considering that there are 10 possibilities. \n", "\n", "Note: the training process can often be considerably accelerated by training on a GPU. A limited amount of free GPU power is available via Google Colab, and is illustrated [here](https://colab.research.google.com/notebooks/gpu.ipynb). " ], "id": "absolute-mistake" }, { "cell_type": "markdown", "metadata": { "id": "stuck-fifty" }, "source": [ "## Extracting Predictions" ], "id": "stuck-fifty" }, { "cell_type": "markdown", "metadata": { "id": "democratic-column" }, "source": [ "Let's see how our model did on the test data: " ], "id": "democratic-column" }, { "cell_type": "code", "metadata": { "id": "thirty-footage" }, "source": [ "y_pred = model.predict(test_images)\n", "labels_pred = y_pred.argmax(axis = 1)" ], "id": "thirty-footage", "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "classified-desert" }, "source": [ "We'll plot these predicted labels along side the (true labels). " ], "id": "classified-desert" }, { "cell_type": "code", "metadata": { "id": "proprietary-corner", "outputId": "d8b5176a-0ebb-4a6c-8c68-3b79481af335" }, "source": [ "plt.figure(figsize=(10,10))\n", "for i in range(25):\n", " plt.subplot(5,5,i+1)\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.grid(False)\n", " plt.imshow(test_images[i])\n", " plt.xlabel(class_names[labels_pred[i]] + f\" ({class_names[test_labels[i][0]]})\")\n", "plt.show()" ], "id": "proprietary-corner", "execution_count": null, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ] }, { "cell_type": "markdown", "metadata": { "id": "hindu-primary" }, "source": [ "Overall, these results look fairly reasonable. There are plenty of mistakes, but it does look like the places where the model made errors are authentically somewhat confusing. A more complex or powerful model would potentially be able to do noticeably better on this data set. " ], "id": "hindu-primary" }, { "cell_type": "markdown", "metadata": { "id": "norman-concentration" }, "source": [ "# Visualizing Learned Features \n", "\n", "It's possible to define a separate model that allows us to study the features learned by the model. These are often called *activations*. We create this model by simply asserting that the model outputs are equal to the outputs of the first convolutional layer. For this we use the `models.Model` class rather than the `models.Sequential` class, which is more convenient but less flexible. \n", "\n", "It's possible to look at the activations at different levels of the model. Generally speaking, it is expected that the activations become more abstract as one goes higher up the model structure. " ], "id": "norman-concentration" }, { "cell_type": "code", "metadata": { "id": "dominant-lover" }, "source": [ "activation_model = models.Model(inputs=model.input, \n", " outputs=model.layers[0].output)" ], "id": "dominant-lover", "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "static-jacket" }, "source": [ "Now we can compute the activations" ], "id": "static-jacket" }, { "cell_type": "code", "metadata": { "id": "organized-nudist", "outputId": "50e12bcf-c43a-40ed-90df-153e205ddbb1" }, "source": [ "activations = activation_model.predict(train_images[0:10]) " ], "id": "organized-nudist", "execution_count": null, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:9 out of the last 321 calls to .predict_function at 0x7fd79a7a90d0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "restricted-mortality" }, "source": [ "And visualize them! " ], "id": "restricted-mortality" }, { "cell_type": "code", "metadata": { "id": "laughing-advancement", "outputId": "b9d98a68-5dc6-4cdb-d12f-605919b54d57" }, "source": [ "k = 7\n", "\n", "color_im = train_images[k:(k+1)]\n", "convd = conv(color_im).numpy()\n", "\n", "fig, axarr = plt.subplots(3, 3, figsize = (8, 6))\n", "\n", "axarr[0, 0].imshow(color_im[0])\n", "axarr[0,0].axis(\"off\")\n", "axarr[0,0].set(title = \"Original\")\n", "\n", "i = 0\n", "for ax in axarr.flatten()[1:]:\n", " ax.imshow(activations[k,:,:,i], cmap = \"gray\")\n", " i += 1\n", " ax.axis(\"off\")\n", " ax.set(title = \"Feature \" + str(i))\n", " \n", "plt.tight_layout()" ], "id": "laughing-advancement", "execution_count": null, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeEAAAGoCAYAAABxHV2qAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABkxElEQVR4nO29eZQfV3Xvu0/P3Wr1oHlWa55lSdZgLGPZ2DjYoGuBgUAgxDcXshIS8oAHGXj42gE//C6L3PBIcrkEJyRYfraDwU48YtmWMZY8StZgyZpnqTW0pJ7n7np/dKtq7293n+qfuqXqX/f3s5bWqq1Tv6pT1afOqdrfs/dxQRAIIYQQQq4+GUlXgBBCCBmqcBAmhBBCEoKDMCGEEJIQHIQJIYSQhOAgTAghhCQEB2FCCCEkIQb1IOyc+5Zz7sH+3rcXxwqcczP741iEEEIGL2k1CDvn7nbO7XTO1TvnTjvnfuycK+lp/yAIvhcEwRd7c+xU9iXEh3PuiHOuwTlXq/5N6Idj3tpfdezF+RY6537tnKtwzjGZwBBjkLThP3DObXHOVTvnTjjnvu+cy7pa5+8taTMIO+f+TxH5HyLyTREpFpHrRGSqiGxwzuV0s/+Au9lkSLE2CIJC9e9UkpW5jOehRUT+XUT+2xWoDkkP0r0NF4jIV0VklIisEpFbROQb/VytPpMWg7BzrkhE/kZEvhIEwfNBELQEQXBERD4tHQPx551z9znnHnfOrXfOVYvI3Z3/t14d5wvOuaPOufPOuXv0m5ne1zlX1ulS/gPn3LHOr4H/Sx1npXPudedcpXOu3Dn3D929CBCicc4VO+f+ubPNnHTO3e+cy+wsm+Gce7mzbVY45x6+5OVxzj0kIlNE5KnOL5K/cM7d5Jw7AcfH9ozPQ4/nR4Ig2BsEwT+LyK4reEtImpFmbfjHQRD8NgiC5iAITorIwyKy+srdncsjLQZhEbleRPJE5Ff6P4MgqBWR50Tkw53/daeIPC4iJdJxw0Occ/NF5H+JyOdEZLx0fE1PjDnvDSIyRzreoP67c25e5/+3icjXpOMN6wOd5V9O/bLIEOPfRKRVRGaKyFIRuU1ELkkgTkQeEJEJIjJPRCaLyH0iIkEQ/L6IHJPoy+T7vTwfPg++8xPSG9K5Dd8oA/ClMl0G4VEiUhEEQWs3ZeWd5SIirwdB8GQQBO1BEDTAfp8UkaeCIHgtCIJmEfnvIhKndf1NEAQNQRBsF5HtInKNiEgQBFuCIHgjCILWzi/yn4jImsu7NDJIebLTU1LpnHvSOTdWRG4Xka8GQVAXBMFZEfk7EfmMiEgQBAeCINgQBEFTEATnROR/St/bVPg8iEiR7/yEdMOgacPOuf8qIstF5Ad9rE+/ky66aYWIjHLOZXUzEI/vLBcROe45xgRdHgRBvXPufMx5T6vtehEpFBFxzs2Wjga2XDp0hywR2RJ3EWRIsS4IghcvGc65lSKSLSLlzrlL/50hnW3SOTdGRH4kIh8UkeGdZRf7WAf9PEz1nZ+QbhgUbdg5t05E/h8RuTUIggrfvkmQLl/Cr4tIk4h8Qv+nc26YdLwZvdT5X74v23IRmaR+my8iIy+zPj8WkT0iMisIgiIR+ZZ0uGII6Ynj0tGGRwVBUNL5rygIggWd5Q9IR/td3NmmPi+2TWHbrpOOF0AREenUxUbDPvo3cecnJI60a8POuY+IyE+lww2+s9dXehVJi0E4CIIq6ZiY9ffOuY8457Kdc2Ui8gsROSEiD/XiMI+LyFrn3PWdk6j+Ri5/4BwuItUiUuucmysif3KZxyFDhCAIykXkBRH5W+dckXMuo3MiyyV33XARqRWRSufcROmIAtCcEZHpyt4nInnOuY8657JF5NsiktuH8xtcB3kiktNp5znnejw+GfykYRv+kHToyHcFQfBW6ld8dUiLQVhEpFPI/5Z0+PSrReRN6XgzuiUIgqZe/H6XiHxFRB6Vjq/iGhE5Kx1vVqnyDRH5vc5j/FREHruMY5ChxxekY1DbLR1uuselQ04R6XgpXCYiVSLyjMAkROn4yvh2pz73jc4X0y+LyIMiclI6vipOiB/f+ZGpItIg0USWBhHZG3+JZJCTTm34HumYgPusi2Kdn+vthV4tXBAMzTh851yhiFRKh0v5cMLVIYQQMgRJmy/h/sA5t9Y5V9CpJf9ARHaKyJFka0UIIWSoMqQGYemIOTvV+W+WiHwmGKquAEIIIYkzZN3RhBBCSNIMtS9hQgghZMDgTdYxeeZc85mcEWSH25kFNl3n5DnRBDUHgT9HDkZ5v9vb7SmHFw9X23mmrDDHnmP8+HHhdmVtjSk7XxnFhI8YOcqUNV+MkmfVnrH5OUqHDzf2uKlRJsva1kZTVnU++m1tTZ0py1S3sqWpzf6uuirczi/NN2UtbS3WbonstnZ7nEDZOdn2PubnRfeuubnZlG3ftG3IxjBnZGSYNuzz/AwbNszYCxbY8MO33uq/KIebb77Z2IcOHTL20aNHe/xtdna2sXWbERHJzLTPzYwZM8Lt4dDe6+psO87Ls8/gmDFjeqzn6dOnTVlpaamx29vbjd3aavPstLVF7bmpyQYpFBYWGvvUqVNDsg0XFRWZBltTU9PTrl24/vrrjf3uu+8au6EBkwr2nttvv93Y2OaefvrpHn87c6Zd5bWkpMTY2J7HjYv6fWyf+CzU1tYae/x4O3Fa942vvfaaKcPn38FAhsfW58brx3pu29ZzH8wvYUIIISQhOAgTQgghCcFBmBBCCEkIryYctFj9TGuUDaBlni6PNNkxo6xvPS8rGusznNVEs9sjX3rTxXpTVjq6wNiTxkapnofl26rXV1+IjCbru583L9J5x10/15QV5tssabmFkd3UbrXVpqYw9bRUV1ptJlutN33u1DlTdvhopI3ljCgyZZl5Vktoc9E584usrpCXGy1ZPDzP3uPsrOj87e2c8X6JoiJ7v6uqqnrYs6s+ijplbm6utzwVzp2zbeTs2bO9/i1qZojWWkVEDh+OctGMHGnTpaOWhfMJUOfVmjpqZKgxYj1Sob6+Pn6nIQDqlDk5dtny8+d7XoNmxIgRxkZ9H9ucbleo3yNx8xCKi4vDbXzm0C4rKzO279w4zwDnDuAziuUFBdGYsmrVKlPW2GjnACE+PR7vR35+fg97doVfwoQQQkhCcBAmhBBCEsLrjs7NscVBWzTLuq0NXJ6tkTtiTKkNEWq8ELmWGmqtqyEvM/ps164CEZF5c+xU9lmzy8LtKghRys5T7xM2KkXmL4p+N61sgilrbrIuyCAjql+G9bBIlpqS3t5sXW0tdZEbr7lunCm7rnFeuO2yrYs5A0K92nJaVJk9f0Z2dP9znJ2an6Gm0zMBCyGEpAfeQZiQdAfjYlFvQh3Yty++JPZFE37vvfcu+7epovWqCxcumDLUHFHHPXDggLErKnpeE70vGvCVPFY6o7VVka5ao/7bVldXmzLU9zFmFl/W9bHKy8tNGT5HqCdXVlYaG7VbXxnG42Kb1PM68H7gvhifi/vrZ3rWrFmmDOdp4LOCmrrWkHEOQ1ZW74dWuqMJIYSQhOAgTAghhCSE95t5WIktzmqPxuzhbfazPz83sp31gkhBVlTW2GhdJvW1kXsrKLDvBGdP2XO82xZ98jc2W1fgSOUqGD/JarLjJ0QadX6JPaad8C+iooAkD9JmBkoHb6kDV2R+9MOmHHsdQVPkfslog1uea10x+WMi90lrvnUXNakbGzhbpl087UHPrqChxpQpU4yNLqiNGzf2+FsMucHwB3SjpYMWH5f2D0O68BpTcbORvoMpHtElOnbs2HD7nXfeMWWYChXTQ2IIk27feB50+8alP9XHwtAelHEuXrxobLxm/QxPmjTJlKG7GZ/RUaPs/CTtYkYXOj4bcWGD+vfYV+C99cEvYUIIISQhOAgTQgghCeH1LZUtGGvs3MbIzdlaY11vJ09Whtt7d9gsLhlBdJqmajuLzLVGn/EZTdaNevgdm1nlmAqZagWX66ixkfvkIrijh7UvDrfHFM0zZePG230LcqPrygWXb3ONWo2p2c6cba6OXMW1R+wsu+qzkbulucZmZWkQm2ll1OzJ4XYGrLiUNybK/uJKrKvcZURuw2yMrSKEEDIgocBDBjXz5883ti/UAjUi1HkwTSOmENSaMIaHDBT9OCPDOr9Q40VNWGuOIjZE5sSJE6bMF75ELo/rrrvO2Pj3ePXVV8NtXHrz1KlTxsbQIDyW1jFxX2zrmM4Uj+ULncLwJ7QnTpxobK3r6mUNRbqmpcT2i2FZWtvGkMPRo0cbG9szptvcv39/t9siIsuXL5feQnc0IYQQkhAchAkhhJCE8LqjP7Lug8auOxK57l5/7g1TlqnSP9ZX22w3bW3RWJ8v1g1XXBCFSAzLtr8bmWndBSUFajp6FuieLZGdcdK6P7Y9vSncPrpttym76bbrjb1wbpmqjz1HTlWkA7sKW9fzx6Kp7417rHul7nSkETc2WRfnqepKYx/dfzzczhppp98XTIlcQPM/vMiUZRdEU/Nb2hiiRAgh6QA1YTKouf32242N6SL1EmyoH2HKRtSEEa0xxWnCmH7wai3dh/VCTRi1P7S1pobaHcZsHjx48LLrSTqYMWOGsbGNPvvss+E2/j0w7Spqmjg/QsfnYntEG9sFxsVqTXjePDsZFvXkTZs2GRuXFNRtFJ8j1JtxSUW0dT3xfuA14HwS7A90LPX27dtNWVxfoaE7mhBCCEkI75fwwiX2zepAQ5TppOqifTMaWRC9VbXCAscVNZGrdnyJfYOaWRL9Lkusizfb2eqVqkXuc/Ih8bx6n8jLs18Zw4ZFb09VZ21S7r1P24xJJadVOFOpnWnX2hh9RbQ32zey7AYV2tRuXe71lWqWHXiK26rsfaysiLLLFJyzWWhaKqOypqXTTVlmWXSv2vxrvhNCCBkg8EuYEEIISQhqwmRQM3fuXGNjPN/p06fDbcwzjdpUHDq2EnPYYtxlKhow5nduabl8VwcuEYg5fzG2FDU4nfcX64V5elF/Pn78uJDUmDZtmrHx76W1R9Racd4BavQYB6v1foyZxfZ6/rxNyITPim7vmBsa67l69Wpj45KCOvYXnyuM5cdzHT161Ng69zTmisbYfcyfje3Xl0edSxkSQgghaYB3uC4utm+6FRXR2092htVkCzOjt4qL7fbtRILoLSknsG/WU4ZHx8nPtTPZmuEVoak5Om4NaKk5+ZG2HGTbcxS4qG5j4G09Jwv02+PRl1H5WftG1toWvdlnZNi3TAmiumfBykjDR0T7NlXbFUQKcu3b2IXaaMZe/RmrXxcPj45T6OwbYVtGNBOyeeAv5kMIIUT4JUwIIYQkBjVhMqjBXLJ6PVERqynhmqlox2nEunzkyJGmDLXVuDzLWm/tiwYsYmM6UQdDcA1VtCdMmBBuowaMeh1qf9SEU2f27NnGfvvtt42t853rv41IV00Y9VPMla7bL8Z843N05swZY2PcsP49tn1sU/icYSy0PhauiYy/Rc0cY3t1XbB9Yr1Q18X7ie3ddywf3kE4PwcWMW+NJnXUXKw0ZRnKHZ3lbKcRtEYf3K2tNuF2S4vKmFVgJ69kZ9oP9Zqa6AbnQBjS8MLo/Nk51q1dV6cCp9vsJY8ogY5WTTyBOSzS0hS5wBvrbGdeUxOVFQyDZOcqyfjZajtZJS/PZgUL2qMwpMZmex+PH4tc5dOOW1f5mLJowkFbu3V5E0IIGZjQHU0IIYQkBN3RZFATlx5Su+gwRAGXOsOwDB+YLg9DJxBcYlCHS2HYELoV49AuO7wfcW5GrLd2KaM7Gt13eE3ovtPhTqR74pae1G0WQ8YwDSOmsUR5RbtysY3h3w7bRVlZmbF1aBU+N2jjM4lSjr4uDPVDeQXvwZEjR4yt3dMYGhXnrq+pqTE2Pju+8/rglzAhhBCSEP4v4Rb75qQXOcqG8bukOAoRKmi3byfHq6M3rCbQZGsao4NmZ9s3oix4+2ptifTUSZMnmbLikdFbXwW8abWo37XCFbdAQoHc7EjPbWywb+ptDVH96iHUqPpClEg8aLVfG4WjowkALXBPa+us7lvfFN2Pllb7ZdaoUloe3mcnuYz6QDQpIwtWfyKEEDIw4ZcwIYQQkhDUhMmgBrUrDB3Q2i2mWUQ7FVBPigszQh1Mp9fz6djdgeEi+hoxXAQ1NV/YhYjVcVFjxGPFlVMTjgf/1rj8ntYlsb3G3X9EPxsY+oPhPJj+FI89derUcBt17WPHjhkbdVxsv1oHx2ehsNBG2+C50D506FC4PWfOHG89sK/A+RL4t7hc+CVMCCGEJIT3S7j6vP2KqFN2aYFdEDpPxRQ3N9m3/vas6K2p3kHC7aboPWB4kX0TyYa39qJhkdZaUmxnrg4vjN6eqirtW9r56uiNJVPsm9PoEfY6NI2N8Kau8kE2N9tZerW10UzD2jq7oHNublS3tgxI2gAz7i6qcza22HM0tkRlp07aZA/6nrdnMW8lIYSkA/wSJoQQQhKCmjAZ1JSXlxsbtVmdEg9j+1ADwhhNTK+nY2j7oieLWK0P4z3xmhDUtnRsJWrCcbG8PlD3xmX3UNvDc5F44uJzdapKbBeHDx829rhx44y9dOlSY2sNFOPJsd1gjDjur+ch4BKhW7duNbZejlGk63OmtW18rjBuGG1sc/pc27dvN2XTp083dnV1tbFxicVUUlP68A7C7ZA2sUWlZhxRaN24VZVRhc81WMF61NRI1C8dZjuI0yeiVIxFjbZTy82y+44cURJuFxbYiQBZmdHNLyqyZaeORa7iujrbmPCPVlurUlPCJIB29fe/WG0D3StrosL2wDaUrNOR6zhnuJ3wUNtuJ09UqQbXBCtONbVHdmO7DUNqbY9c0G0tfRsACCGEXB34akoIIYQkBAdhQgghJCGoCZNBDS5tNnHiRGNrvXXPnj3eY82dO9fYixYtMvYrr7wSbsfptgjqYtpGjTcO1O+0PofxnBh3mcqyiSdOnDA2aoyox6H0Q+Lx6aNYjhrwwYMHjX3ttdca+/d+7/eM/fTTT4fbmN8Z44Rx2UTU/3W+8zFjxpgyzNGOzyjGj+trxDaE8xLwWNietcb+5ptvmjLMBY31wOVHT58+Lf2BdxDOgg/lbBft3gwpHatrok6jIbAXfsOHrw+3F8y3uu9rDz8bblectOFL44vtTSkeHoUXNTdbTbZJNc72Nnv+pialkbbZP+J5WF9W1DKAQbsNdaqrjX5bWWXP3+aiP24GaNmnz0d6+fgSSPpdYCc01KilDJva7f1vdVFnmllgQ63aVL/rHEOUCCEkHaA7mhBCCEkIDsKEEEJIQnjd0bmBzUo1bvSMcHtLG6w7KpG2NGGB1QCuv2l+uD13ntUSRhZEVXj+kZdMWXWl1cnq66LwngsVNoarWWWTCrLsu0VNU+SrrYWwq1Jwq+dK5IJuA/2lUoVoNcMKR9k5kdbWCDrExcbIjZ3dbH/XkGndyg0SaRrNYl3n9a3R/cgcbuMHC4ZF528L6I6+BOqjw4fb0Lo4HViD66+uWLGix/KXX37ZlMXlmcUcwVpTQw0tDtSQtaaGcZaoRaOGhjmttVaI9wOPheWYb5jEE6fNah0YNWAE2yDqzXfeeWe4vWHDBlOGf1uMOca5Bfpcce0EtVdsJ/r3WIbHwnoguj/Qcf0iInv37jU2xmTjuVCPvlz4JUwIIYQkBAdhQgghJCEYokQGNRjS8M4771z2sQ4cOGDsffv2GXv58uXhdkGBlXIwHAJTZGLoiU6RF7d0IYLL0Ol74AuFEumaJhHd9xq8Rkzzie46THWI5yZd2bVrl7FPnjxp7J07d/b4Wwwbmjx5srGfe+45Y991113h9ic+8QlT9qtf/crY6PrWYXAits3VwCI1mA4S64kSknZtX4BoFjw21gPD5LRrG9v2+++/b2xMS4lSTZzru7d4B+H6anvSjNwovKbJRtbIhKnRH/gjv3udKZs5J3r4cvKtvrXghkgvboXavPbTp4y97WC0FqRrsju3tarONsf+IS4o3XdEKaS7zLcNoKE6+qPWVNlOok7JaZmZ9vxNrVFhFWgg9RlRfd4/afOPHquwGl2NCqFqBy2wSaLGWTSq2JQVDos6xAu1NlaOEELIwITuaEIIISQhOAgTQgghCeF1R584b9Nybd65OdwePcO6Qz/9R5GGMH2+1X5cVqRpNTVZV2lzczTlfOG180zZ0a1Wd3jxsSjsI6fZ6l4tTdFx2gOrrxXnRW7cyeNt2kKB7FK1zZHrWocWiYhUNqmsWPYokp0dHacm2065zy6JXMXHT9iQg9M1dt9RU6LwrlMnrOu6tSVya2c460avvhi50Rtb7TGHMphaDkMv+sLPfvYzY//lX/5luH333XebMtRpH374YWOjLobalw/UZjF8RB8LdS5fGkQRGyqF3HrrrcZG3Rs14o9//OPGRl2cdAX/XuvXrze2DqOZP3++KZsxY4axx44da+yjR48a+z//8z/D7XvuuceU4XP0r//6r8bG9q31Ul/IkYjIwoULjY1tUrdfnJeBYVf4LOC5ta47Z84cU/bSSzZEdv/+/cb+4Ac/aGz9bKA2nQr8EiaEEEISgoMwIYQQkhAchAkhhJCE8GrC42ZMMnZrYRROs2T5NaZs5jWRDtUWQCq8tkgDaIYVjiQz0mtzCm11piyaZezaJzZGFW+xWm51XaSD5kDayiVzp4fbZdOmm7KqOghDOhvp16frbV3P1EcacWam1RoysyJNoHCcDZFafUe0itSZp94yZadarOZ25+cine3Vl183ZW/8JtJwToJe3NI0Jdx2zp5/KPPMM89csWNjur3f/OY34fbnP/95U7Z69Wpjb9682diYnjCVGERMZYipKbUGF7ecYNx5ta54xx13mDKtKXYHLn9H4sFlAFHH1cyaZftLbBcYf4vLWuo4WVymcs2aNcZGbRp13EOHonBSjAueMmWKsUtKSoyNyxHqJQSPHTtmyjAWHds+zmnQS5d++ctfNmUvvviisbHet912m7ELC6OUw4899phcLvwSJoQQQhKCgzAhhBCSEByECSGEkITwasIl40cY+4tfuzvczsm343dLRqSJZojVSzPUafLzbb7OIIj2bW23GtuEqTbecfa8SPM4sdNqokFb9NvMbJtTszkr0j62HbSaytlKG2d2+lykEZ+rsvpCtdJaMzJtPt/CvEg/XnWzjSdbefuqcPv17YdNWf0Bu5zWsJIoXnTtJ240Zft2PRFub3vnPVN209ro3owrs1rQUAaXJ7uSvPde9DfB806caOPTb7nlFmM///zzxi4vL+/1efHYmC83Pz96HjCOMtX8zaNHjw63V65cmdJvcVlEHTf8xBNP4O5EuuaKXrx4sbG15hkXI4s2xoTrdqPnN4iI/PEf/7Gxly1bZmyM39XzEFDHxRzWGAuN++tyjFfG38YtL6hzS+tc7yJd45W3bt1qbPxb/Nmf/Vm4TU2YEEIISUM4CBNCCCEJ4XVH1zXZVFzDRkRu3Xax4Tvarewy7dje2tSu9sNxPwo1am6x6cxKxlrX9dq7bg+3Hz1twyHqK3XohQ3ROZ8RuZVHjbHpNmtbrTu6SaWGzBpm3Tv5mdE0/DGjbQq4VR+IUsZdd+u1psyVRNc8YZp18be3Zxv7wIHIXb32o9bdN2fO+HB7y1br7jxxJHJfTp3JUBBCCEkHuJ4wGdRonfZKo2N9cf3Vz33uc8bGuOEtW7YYOxUtG+MuMc5S58vF2MdUNWEdG1lWVpbSb1944QVjf/e73w23qQl3D+Y6Ly62HxE61hfXu0UwZzPmK9ea8Msvv2zKUP//2Mc+ZuwHH3zQ2L41sFHXXbp0qbGxjer80BgHjPvGoedP4P36wAc+YOyf//znxv7xj39s7HvvvTfcRn05lXXL6Y4mhBBCEoKDMCGEEJIQXnd0a6v99G/XQ3YA092Vltoa2JSSgTpNENhTtrRGLpIgw6bUa4UlAScvLgu388cVmbKq96Pp4y7L6qyTV00Lt//Lp23qsfIzNhTk7NnKcLumzrorWl2kCU8cb5drnKKWIGzOsr+72BC5KSdNtZpwVoZdAuzQvug6hn3K3o/ly2aG2+9utctsNdRFf6u2Fn9qQnLlefTRR439oQ99yNg33mjDzzDMKBV87jsR63ZDV3WqaJdlAM/52rVrjf3UU08Z+4033jA2hoSQruDfKzc319g65AZTR2JIEpYjOqUphsihvIJLHRYV2f4Yw3k0Bw/aJWpxGUQdBidi2xym2kSXOqZlxZSY+ti4VOHMmTPFBy5XqOUnTFNLdzQhhBCSBnAQJoQQQhLC6452YlfdaFVurawsGwakvQD19daNbF3Q1l3Q1hodMzvPupGb4RUhvyQ6Z+GEElN2ui5yFRQXW9fImBlRBqniskJTljdhqrFnushuabDu+NrG6Lra26xrJyNDhWgF9hpzMyMX0qjRNmvQ8CJwr2RHrpmC4XYm5DUro6xYpU/YjDbtygOen8tJ74QQkg6wtybkCoAhGqg/YcgShhmlwo4dO4yNuphecjGVJRK7Q6dJxGXiMJUhasKI1tj6EuIxlPCFGWVn248Y/Fvj0pu4v547gGW7d+/2Hqsv7ReXZ9Q6t4gNi0MNGHVvrBeGdOnfo249dar9IItDhz/iHI9UoDuaEEIISQgOwoQQQkhCeN3RDc02BCFTpaPMgRU4WlX6yfomq6U2NKoVljJ6Tls5LNPqtW3O7puREbliSsbblYJaMyP3SUa2ncY/YkS0bwtouc2QfjOjNXJnOCgTpfs2t9hrdEGknwdi71tOZuQCKSyymnDpKOv2GT8xSjnZBuFLI6dEx50ywx4naIvOn+Wslk8IIWRgQk2YkKvAvn37jO3gRakvccKYBvBKcubMmXBbx0mKpJ5CcM+ePeH2tGnTTBk14Q5Q10W9Xy9HiFoq7hsXR6znMQwfbvP2Yz1wucFJkyZ1qXtvibtGvRQnPjcYY4zLM2Isu75G3ZZFUteEdarZz372syn9VkN3NCGEEJIQ3i/hRvTGqjeUFrHu2JYW5cZ14I7Njdyxba327au9Pdq3EdzYjc32jahF1XZ4sXVdZ+ZEb4HZefmmLDc7ym7VVA9vhxl2Nl17U/RWltUOb5aq6kGX8K3oLbO+AWYlZkTXf+GCzYDT0Gz3LRgW1b3igs181NoSVWAYhC/V1UVl9fX+RO6EEEIGBvwSJoQQQhKCmjAhV4EjR44Y+8KFC8YuKLBrVw9UtKaGuXRR945Dx1liPCfpAOOCfeWYZxr1Ucw7jWiNGLVX1I8PHz5s7NJSO1E2FVC3xcm7evlCjF/GffGaEd+ynmfPno2vrOLQoUPhdkVFRUq/1fBLmBBCCEkI72tDXbOdTdeqwnKysu34XVNTGW4PH2ZTMY4eGYXTBNmwwpJ6C2pohNCmept1qC0z0nPb2iFtZE705lZZa99wjh6+GG6Xjrez/jLz7aLmQVv0ptTeYjXhmsaoPo3NmJozug5cLLpVXfOx43Z1kqoaW9cMdV+rYcH1jCDSlhsa7X3cfyDK/lJVTU2YEELSAX4JE0IIIQlBTZiQqwBqRmjjOqkDFVw3VrNr166UjnXu3LlwG+NSSQdaD40D1wBG/XTy5MnGRv1U2xiri7otngvXAE4FXP8a5wdoPRo1YPQ6oi6O++tYasxDjbHPcej45r7kZPcOwjXgDs3Jjiqdm2X/wDk5keif4exhnbKbm+1EA135lhYr/kPiKWO2BNYdnZkX3ezKyoum7JlnXwy3i0beYcrKpkOWLpUlqxWya9U3RC5ovDc6ED47ByYPtEd2+Rmb4KAZQray1ApIWNamXOCt8JCcOhYl0z9/3taNEELIwITuaEIIISQh6I4mJAEwZR66+wYqviXrMAwrDn3N6ColHaC7FVNTapczShoYVoTlGP6kbXTVousal+pEeUW7lNHdjLz77rvGXrBggbF1vbFeCKbmRHf+iBEjwm0MCzx48KD32Ig+Nt7LuHAwDb+ECSGEkITwfgnn59q3jry8yM6BEKW80ujNJzfL/q6hIXpLqKqsgrJIEy4stJM+gnb7JmfEb3h9GFYcvdUsXWEXFz9yPFpQ/af/+JApW3PjSmPPXRy9kRePtW8zQRC9hWZl2rdKJ1FdWyG061xVZbh94OARW3G4jjaldbe124D5BvXmlV9of5hdE/0p6xp6P5mDEEJIcvBLmBBCCEkIasKEJADqZKgRD1TKysrC7b7WWS+F2Jel8AYzGGaEmrDWfTG0B8NzcN4B6qU6DSmGHOGxMBQI5wPo9r1w4UJTptOV4nlFRN544w1j6/kCc+fOFR+oXaOGrJc+RL0d6xWHvveY8jKVOQ78EiaEEEISwvslnC1Wk81oi96c8jLtcoGBiuINIIa1vS0qy821Wqp+U8nPtws019TYeNe2tkgTziuwx2mVSEudMccuzjx70dhw+5nHfmPKnvj/Nhn7trpIT15+iz1Oe0Z0u1ohptm56H0mCKyWe/Zs9MZfU2tn0U2eameb1tRGb4Wnz54zZVnq/MUj7Z8uI3tMuF0Lb6mEEEIGJvwSJoQQQhKCmjAhvQSXd0slthf1J4yz3LhxY4+/nT9/vrExJjPVJdhSQWtoIiIlJSXh9ltvvdWnY+vl8DC+k3SAmiamk0Rbg3HB2AZ9+inG0KImjOdFrVozfvx4Y99xh81a+P3vf7/H34qIHD9+PNzWcb4i8Usb6vYqYu+JPq5I1+UZ4zh5Mlo05/333zdlhYWFuHuPeAfhVkgx2docdTpZcM8LCiL3dHa2bTiZyo2aA2W6I2tqtCsTtTejOzy64a1NtqylJfrthYs2NeQHbpwXbq+6Ybkpe+M3Nt/t4aMnwu1xx22IUq66scXFtjE0qxWmqqutO7imNnKjz5o/w5SVlIwzdlFpdGMrq+wKS5kZUdmUWRNNWWN91Pjqm+mOJoSQdIDuaEIIISQhOAgTQgghCUFNmJBekooGjFoVghrovn37en2sr3zlK8a+5557el2vVMEcuFp/7qsWvXfv3nD71KlTnj2HLqhxYny51mLxb+WLKRbpOsdBxxmj5ovadFxOa82GDRuM/bGPfczY69atM/aTTz7Z47GwneA1jx071ti+pQ0rKytNGS5HiMtrYuy0bv84PwL/bj68g3Bdvb3RLa0tatuepLk5+oMW5NvOyvzxIXwnMzOqQhtowC0N9vz1tVHHdeak1X3Hjh4VbpcWl9jfKb146iJ7Iy82WjsnK7quWivJSktGdP6cfNuJtrUqvTzXTmoYOzFKRFA23TaaZkhxqSKdpLnFNuyq6ugBHFZoQ8Ty89T5C/wDACGEkIEB3dGEEEJIQnAQJoQQQhLC646urGrosaytzeYdrW+IXMmu3bpYmxqj42j3s4hIrlkr0rpqa+ttiFSLcvkOH2H99R9Yc224PaXMxqVlZEf1GT7Cxj0uWWFjMAtyIldyUZFd1alJ1HVk2Otwyo2dmwH6iPLON0LYF2orefmRmxk1iRylf2Tm2PM3NzV1ux9Jhjj9DWMUcT1Szfbt2439oQ99yNjLltlVw7Zu3drresaB2vW2bdvC7b5qwufOnet2m0SgNov9hdaIsb9CvRRj0/HYWhPG+Q/YPi9evGhs1F59vPLKK8YeOXKksVF/1jmuUWutrraaIcYF43OowfuBMfFYD4xR1vfkwIEDpgzjrH3wS5gQQghJCA7ChBBCSEIwRImQqwCGcGi3rkhqywK+8MILxka3Wn+C7j60yZUF3bzoQtbuWXS9Yru4cOGCsdHFrEN00K2L+2LYnK8NYtpKTA+Jv50wYUKP58YyTOHqC5USsfJKba1dIAh/i+V4/3TIEoY3YUpQH94928X6xLOz1I3PsH+E2rroRrY12/STdbVRQ8rMsh/fpSWZqszmOhXQNPJU6M040ESHjYpuWP5we4629sjOarfHzCq11zEsN9IFsuFGtjRE15XRZjU+vapSdY2N5WtS98PB9WfBdQTqGcvNg7qqhl9Xb+9xRka0b21Nz/oiIYSQgQPd0YQQQkhCcBAmhBBCEsLrjm5usdPUW9X0+AbIZlVXF/nEc3EVpaxhatueI3CRO7qp1WoaTW0wPV+tDhSI3Te3KDpwq7Pu2ObGaN+2JnvMpjrr1m3OjKbDG/e7iFRciEIyRpSWmLJ2NaW/otyGWzSqKfajxttVk9ogdOVCtZ76b+9/hrp55adsiEB7e7RvW3vP0/LJ1QG1uxMnThgbNaRUlvLDZdN8y9n1FdS2uOTg1aWpyfZP+PfQ2mzcUoXY5tDW7Qh/i/oohj9hPXV4JYYgYRvCUDfUtrU+jaE/GEaEYUYYGqhTVeI15efbLIRxKUN1vXDpQry3PvglTAghhCQEB2FCCCEkITgIE0IIIQnhUlmejRBCCCH9B7+ECSGEkITgIEwIIYQkBAdhQgghJCE4CBNCCCEJwUGYEEIISQgOwoQQQkhCcBAmhBBCEoKDMCGEEJIQHIQJIYSQhOAgTAghhCQEB2FCCCEkITgIE0IIIQkxIAdh59wR51yDc65W/ZvQD8e8tb/q2IvzfcY5t9c5V+WcO+uc+zfnXNHVOj9JjsHQfuHcLzvnAudcVvzeZDAwGNqwc+5u51wbXMNNV+v8vWVADsKdrA2CoFD9O5VkZS6jA9okIquDICgWkekikiUi9/d7xchAJd3b76XffU462i4ZegyGNvw6XMMr/V2vvjKQB+EuOOeKnXP/7Jwrd86ddM7d75zL7Cyb0fnGft45V+Gce9g5V9JZ9pCITBGRpzrfhv7COXeTc+4EHD98U3PO3eece9w5t945Vy0id/vOjwRBcDwIggr1X20iMrP/7wpJF9Kp/V6qr4jcKyJ/cWXuCEk30q0NpwNpNQiLyL+JSKt0DGZLReQ2EfliZ5kTkQdEZIKIzBORySJyn4hIEAS/LyLHJHqz+34vz3eniDwuIiUi8nDM+bvgnLvBOVclIjUicpeI/LCX5yWDk7RqvyLyPRH5sYic7uX5yOAn3drw0s4Xgn3OuXsGpKQSBMGA+yciR0SkVkQqO/89KSJjRaRJRPLVfp8VkY09HGOdiLwLx7xV2TeJyIluzntr5/Z9IvKqKkvp/HDciZ3Hm530veW/K/9vMLRfEVkuItukwxVdJiKBiGQlfW/57+r8GyRteLqITJOOj81FIrJbRP466XuL/wbeW0HEuiAIXrxkOOdWiki2iJQ75y79d4aIHO8sHyMiPxKRD4rI8M6yi32sw3G1PdV3fh9BEJx0zj0vIo+KyLI+1omkB2nbfp1zGSLyv0Tk/wiCoFXtT4YWaduGRUSCIDikzJ3Oue+IyDel42t9wDCQB2HkuHS8BY0KgqC1m/IHpONtfXEQBOedc+tE5B9UeQD714lIwSWjU1cYDfvo38SdP44sEZlxGb8jg4N0ar9F0vEl/FhnZ3dJczvhnPtUEAS/jfk9GZykUxvujkA6XOYDirTRhIMgKBeRF0Tkb51zRc65jM6JAGs6dxkune4T59xE6Xjj0ZyRDvfEJfaJSJ5z7qPOuWwR+baI5Pbh/Abn3Oecc1NcB1NF5P8WkZdSv3IyGEiz9lslHbreks5/d3T+/7Ui8mavL5oMKtKsDYtz7nbn3NjO7bkico+I/Eeq132lSZtBuJMviEiOdPj2L0qHYD++s+xvpMPVWyUiz4jIr+C3D4jIt51zlc65bwRBUCUiXxaRB0XkpHS8lZ0QP77zI/NFZLN0NMpNIrJXRL7Uq6skg5W0aL9BB6cv/RORc51FZ4IgaE7hesngIy3acCe3iMgO51ydiDzbWZ/v9e4yrx6uU8AmhBBCyFUm3b6ECSGEkEEDB2FCCCEkITgIE0IIIQnBQZgQQghJCG+ccHFxsZm1VVhYaMpHjBjR6xO1t7cbOzs729ilpaXh9uzZs3ssExGprq42dl1dnbHz8/PD7TFjxpiykpISYw8bNszYGRn2vUTXu6GhwZS1tLQYu7a21tjnzp0zdmtrFNqGCRDQxnpkZtr0qHl5eeF2bq6d1Y+//c53vjPgYuOuFvn5+aYNL1682JSfPHmy220ysAiCYEi24aKiItN+r7nmGlN+/HiUp+Lo0aOmbOzYscbOyrLdfXOzneiu+y/s6+KYPn26sQ8dOtTDnkMTX/vllzAhhBCSEByECSGEkITwuqPRfYFuzoKCAukJdHWg3dbWZmztUtWuVpGuLmN0ZQ8fPtzY2gWNbhJ0oeOx0C2s3cDoUkd3NLrF0db743nwXqP7Gcu1jfuSiMbGRmO/9dZbl30sbGf499fnwr8JtndCekNNTY2xd+7caezi4uIef4v9FcqJZ86cMbbukyZNmmTKUGqrrKw0dl/cz9jf4zM72OGXMCGEEJIQHIQJIYSQhOAgTAghhCSEVxPG8B7UubRGrMNvRLr69XHKO+as1rrAsWPHTBnqD6gRoy6itTssGzduXI/7inTViPU1owbY1NRkbAydQj1H3wOfJt4bW9971OpJ79FzBuJ0LWx3EyZMMPaaNdFiLjfccIMpw7bz3nvvGfuVV14x9t69e8NtDHVLEj0PBOdX4DN+/vz5q1KnoQT2MTfddFO4HRcimZOT47V1+N6SJUtM2dmzZ42N7RfD+8aPj9ZUwDrjsVATHjlypLF1H4x1xnEH+2Ts37VOjmMQzuE5ffq0sbG962ca5+zgOOKDvTchhBCSEByECSGEkITwuqNnzZplbHRvaDcDugHQHY3lSEVFRbiNLgacWo8uhlGjRhlbu25x36KiImOjuxqzc2k3A15TVVWVsbHeFy9eNLa+RnTRoLtZZ/0S6ZrpS9cbQ8V8oWPEotvDRz7yEVOGsojOTiQisn//fmPrtoOuWQxJmzZtmrH/9E//1NhTpkwJt9FN9sgjjxj7Zz/7mfQXGJqCbsl58+aF2zNnzvTuq9u7iMg777xj7F//+tfh9ubNm1Ot6pBkxowZxj5xIlp+F+VD7GPiMsLpMNLDhw+bMpQEcWz48Ic/bOypU6eG2+iq3bRpk7FfffVVY6NUN3r06HDblzlQpGs/ieU+SXDFihXGRjkRbd0/HDlyxJThs+GDX8KEEEJIQnAQJoQQQhKCgzAhhBCSEF5NWOtSIl2nwOsp3PX19aYM9VGcso2+eq1jYhn+FkNyUKvV2gdq0Zg+05emUsRqs3gs1AhQA9N6jYhIeXl5uI0p41CfwKn4OD1eazITJ040ZalMjx/qbNu2LdzGkCPUwbCNIy+99FK325fD2rVrw+0/+ZM/MWX/8i//Ymws/8lPfmLs7du3h9vYZvHZQf0Z27Dm1KlTxsb5FKiL3XnnncaePHlyuI3Pzr59+3o871DCFxYqIrJly5ZwG/VQ7IPj0O0d2z6ydetWrz1//vxw+8YbbzRln/zkJ42N/dcLL7xgbP3cYSpOXxioiD98E4+FIYhaixbpOm9Hh7uiJozjjA9+CRNCCCEJwUGYEEIISQgOwoQQQkhCeDXhuJgrrVuiloRaK8br4rF1Oca5oj4al9JRa6Ko42FqQtQMcH9dF0xzhnoaxuWhrqLjinFfjDlGjRhjtLV+gbHPaJPegRpnkjz11FPdbot0jcn8whe+YOzbb7/d2Hr+AM5F2LNnj7E3btxobK2Zi9j4UZx7cPDgQWMvWrTI2Ngu9TwHfMZJB9g/ofaoidNxrya7d+/udluk6/Kyy5YtM/acOXOMrePz4zRgBHVfH2+++aaxMcUxjg2+ZSSZtpIQQghJAzgIE0IIIQnBQZgQQghJCK8mHBdD61sWCvfFGCyMe8XyVPDFIKNejNeE8Ym+eF38Le6L+gTG6Wl9B+uMx0LtA+POtP6D8dtxOgnpHTg3IS5O2Afm/MU5Er6lQDGP74YNG4yNOayXLl1qbJ1bHWN5Md8z8txzzxkb5y5ocOlCnPeg8wmLiNxyyy3hNs43IR1gu8B76NOIcd7NQNGMcV4O5mjHHNi6zWF/jrG8/bnsJ44NqC/Pnj073Mb5JKnca34JE0IIIQnBQZgQQghJCA7ChBBCSEJ4NWHUI1paWoytdd+4HKeop/r0ZjwvrkeJMYWor2p9GuuMv43TYjWoy6JGiMdC9DXHxZFhvfFcOm836kQYv0wicO4BxrdrUKfEuEBfTLlPwxfpquWh3qTzWC9cuNCUYdvB5wU1ZB1niWtvY354rXOJdF2DdseOHT3WA/sA1Iixna5cubLHfXHt4aEKzrVJBYxzxT4X1zvvT0aOHBlux627jrYvXh+fV1x3HdtgXJ/sA+uF59Jx8HgvMWbeB7+ECSGEkITgIEwIIYQkhNcdjS4ydDHrz3MMk/GFXHRn+0KB0A2AYRboYtauQFx+EN0VcSFM+jrQFYIuRnQhoztTl2O9MKwIz4X3Vy8xh2ngxo8fL6R7fO5nxOdu7s7Wru44SSDOTaZdeOhCxmcL2waiXZoot2hZQ6Tr8oPortbhJVgvbO/4rGH4iHY74jKS+FySDnwhSQi2wVRSOPaVuDbZX2C/idLllTyXvkZcjpHuaEIIISQN4CBMCCGEJAQHYUIIISQhUnKgY0iC9r+jlopT61EvRU1U67ioARcWFhob07Eh2nePughqBqivoW6iy1EjRH0NbdTI9LkxpR9qKGjj/lpfwzKmrew9ej4BhhVh28FwHdQx9X3HkAVsw9g28Fz674/74nMYl+JUa7P4XKI2jZp5WVmZsfX8A1wWMW6JUWyneplEDP9CvZ10j77H2KfG6cdxfXZf0HXR4UoiXcPR+hPsv/G560+tWof+YehjKmlY+SVMCCGEJAQHYUIIISQhOAgTQgghCZHSUoa+tI3oA8cYQtRicX+tR6CWhPoQxgX7dFzUuDDWGeuFsY36mlFPiNOEfXGmWIaaIOq6WK419rj0oiQC5xNovSoutg81M9SIdXpJTL2HbRrroeO+EWxXs2bNMja2f9Re9fOC7R3bIV4TLrmo79eePXtMGbZZ7ANQJ9ea8NixY737kg5Qe+yLjrt69Wpjv/322+E26st9AY/ly+vQV/BZ6Mv9wblJ2L7Pnj0bbuOSiqkszcsvYUIIISQhOAgTQgghCcFBmBBCCEkIryaM+inqklpPwmXKrrnmGmOj1oo5a/Wx45YbjFtCUOvAqAnH6ae++E08VlxuVl/+YDxvXPwm7q/1evw74b0mEXgfdaxfX3nvvffCbczfjZon5mRGnVcv5Yd/X9SXMW4Yy7UOjO0MdS5cdg71PIyN1qAWjfXwLc959OjRHo9LIrAd6VzeqfLaa68ZW2vEmzZt8v528uTJxvY9RziXBvVTzCnen2Cfrec4+JatFek6bwOfFa0ZY8w8Pgs++CVMCCGEJAQHYUIIISQhOAgTQgghCZGSJox60ogRI8Jt1IDXrFljbIw3xBjD999/P9xGzRc1A7RRi9W5SVHTwphj1E99a7Wixov7oo7r04wxNg71BixHPU3XG3Vs5t3tmVTWE+4LqIcuXrzY2JhPF+N3fWtiHzt2zNgY2+vL4YztCG2cj4Ha1ty5c8PtJUuWmLL9+/cbG59jX8z+ldQFBxM4l6Y/2bJlS7j92c9+1pRt3rzZ2Ni3YUx4RUVFj+dJ8m+tc0ljH4vPGea49q1z35e5JfwSJoQQQhKCgzAhhBCSEF53NLqqxowZY2ztjrrxxhtN2ezZs41dVFRkbJz+rV217777rilDFwxOLUd3tHbtYuoxdIuji93nQkP3Bbqjfakl8VjomsNp/HFp43RYCrofGaKUPLiM3HXXXWdsbEso/ehnbffu3aYMU2Li84DhUVquwOchLs0ftmntnp44caIpwza8d+9e8aHbLbr6SPdg/6TBZSdRInzmmWeM7eu/sM/FY7344ovGLi0t7bFeAwmdDnXOnDmmbMeOHcbGZxQlI52aEsfGVGQvfgkTQgghCcFBmBBCCEkIDsKEEEJIQng1YdQWly1bZmy9dBtqwHFhMqhbaf/8gQMHTBn611GvwNAgrZfi1HnUolGLQs0llRAl1BBwOSu9P9YZ7xdqdRiG5As76c+lwUj/8Pjjjxt75cqVxsZ2qtMRxmmrCLZLHZYRt8QahpZUVlYae+PGjeE2zkVIdfm76dOnd1tHEZsClPQO1ITLy8uNrftrEbuUJKL/ziIi69atM7YvjW5fwb5Q99k4p0cvJygSvwSm7sMx3WscmG7zIx/5SLj9yiuvmLINGzb0+rj8EiaEEEISgoMwIYQQkhAchAkhhJCE8GrCqPPi8lV6+UJf3K9IV50K0+PpJdJwuS7UAeLSQ+r98bcYj4kxlphSTWtkqHlhPVDXmjZtmrG1joJLtxUXFxsb7xdqc1qDwfjMq5WakfQe/Hu+/fbbxsYlAlHr8oFzNzAWGJ81DbZhbGc+UtWAEa3fLVq0yJT98pe/7NOxByurVq0yts6/gBpw3BwWTDvq04gxhhZ12zgtVoMxxdiOsI/W4DVgXHsqYNtHTR1j/fH+6th/7IN//etf97oe/BImhBBCEoKDMCGEEJIQHIQJIYSQhPBqwhjLiHFVWgPFvJqoCWMcGfrytbah4wdFuuqnZ86cMTbqZ7oucctToS8fNTFdjhoCam8zZsww9vXXX9/jsbFeGAeMugnW+8KFCz2Woc5NBh4YZ4ltfMqUKeE2zrfAuQdoY6yvXuoQ807jEpp94eMf/7ixn3jiCe/+jz76aLj90EMPmTK9ZCKJ0MvHilgtFjVg7FOwT8Z240PHrYvE66d6jkNcTn1s39hGsY/uL1ADf/DBB439xS9+0fv7l156KdxevXr1ZdeDX8KEEEJIQnAQJoQQQhKCgzAhhBCSEF5NeOTIkcZGXVfHJ6LGi/ti7BfGe2kdF+OTjx07ZmzUH3wxaqh7oKaCeZYx/k3nksZ4y0mTJhkb19ycN2+esbU2t2/fPlOGsb1Yb8zTq7W8uLWJSfqhNX9s/wMVjHXH5xjbvAbXTNY5CIYyM2fONDb2dVpvRQ0Y13DHPhjn+Oh5CHFtDvVl7FdR1/VxJeewfP7znzf2+vXre9wX82DE6d73339/uP3CCy+YMlwbwQe/hAkhhJCE4CBMCCGEJITXHY0hOZgeT7sk4kKS0P3sSz+GS0ZhSj9MRYno5dowHd78+fONjddUVVVlbO32RZcw1hNdMuhS1q5vdBWhSwbrhUvd6XrGufrJwMcnP6SLvPDyyy8bG0MNfe7op556ytj4rA1VMHwHw3vQBa1BqQ3DSLFc91+4XCzuiyGWGFK2efPmHut1JcF6aAkwDqzzggULjI3uaM3x48eNjVKuD34JE0IIIQnBQZgQQghJCA7ChBBCSEKkpAmjzqv1CdSEMWQp7ljaRu0CNWDUi1AT1XorhhEtXrzY2BhWgWn8tI1aK+q2vhAuEavv4DXF2XgdOgUm6jU+nYj0HmxnfV26zwfqvsuXLw+3t2/fbspSWTbuaoJhLfjM+3jvvfeMjaE5QxXUgBH9rOM8E+wXML0t9tmaFStWGHvTpk3GxtTBOPdGa7Ooy2JbT2U5QgwhnTVrlrGx/0at1serr77a632RvXv3GpuaMCGEEJIGcBAmhBBCEoKDMCGEEJIQKWnC6LvXGinqZXF6EKZM03oqahW4L2rGvnRtuNwg7ou6H+q4OlUlXiPqNagZ++KsMQUmasBYb4xB1nHD1dXVPdaZXD5xGjDORfBpbKmi2yXGow9UTRjpS6xvKsvsDWZwzgqidV9c0hX7Tfx7YD+qwaVU48DlCqdNmxZuxy3Tis8R5mrQS3Niu8BrRBvPrZ8d1MhRQ8c5Pr45IuXl5aYM5/D44JcwIYQQkhAchAkhhJCE4CBMCCGEJIRXE9bL+InEa8Qa9PMjeCxtoxaH54lbkkvbeB6MI4vT9bTui7oHaghY7tM6cPlBn97eXbnWc3x1HurEaf76b5hqzm2fBtzXGOOFCxf2WK8DBw70uh59Becm6OvA82KuXdT+MGZTt1Nc+k1f/1BmzJgxxsY+Rv89cDlIbHOYfx5jWbXeGtd/I9gXLlmyJNzG/gjHlbhz6Xpie8Q2iPXAsUEvV4iaMN7rw4cPGxtjknVsO95LvX5BHPwSJoQQQhKCgzAhhBCSEByECSGEkITwasKoW6JvX/vyMacnxqD58k6LWK0DdVz086M+isfSeU1xXUzMeYq+fNQndL1Qy0DNBW3UH3Uc37lz57znRe0aj63rpePoRLgWqyau7aSqffWWvuaZXrNmTbit9TWRrnHCW7du9R5Lx42jVoWaGcZo4v3z6c+o62LspG+uAtbrmmuu6XHfoQT2E9gv6Hz0Y8eONWWoecbplLpvxP4b2wn+LbHP1jn68bcPPvigsTEHAvbJ+tgYJ4ztEWOlL1y4YGwc0zQYUxw3VmhQq58xY0aP+yL8EiaEEEISgoMwIYQQkhBedzSC7lVto1sP3X7onkM3ly7H3+K+CLo79NJZ77//vilDlwymF8PlwLQbHV1B6ILAUBK8J9q9gS5FdIXEueS1jcdKZXr8YCdumbQrGd7TFx577LFw+wc/+IEpQ7fY9773PWO/9dZbxtZtJe5ZQvCZ94HPA7oGfWDYVSq/HcygSxTdqzrd7cSJE00ZpjvF/giPpe85/jbOHY2SiG6///iP/2jKMMzoJz/5ibde2jWO/XPcsq2Y9hOXUdSgrOeTAJGNGzcaW4dCxcEvYUIIISQhOAgTQgghCcFBmBBCCEkIryaM09RRH9I6AYYgxaV09IWKxKVdxHqh/12HRhw8eNCUoW6rl9wSEZkyZYqx9fR5PC/qtnhs1BR0uBRqE3j/8Ng4tV6fK+63JP14+OGHw+1du3aZsrffftvYy5YtM/Y3vvENY69fv/6y65FKW8LnFvU4DLfxsWHDhl7vO5iJ61N0aCj2ufhbXPIUy7W+ilpr3NwKLH/yySfD7UWLFpmy73znO8bGsKP777/f2KdOnQq3Uff2jUkiXTVkX2paDM/DemPaVc3evXuNjXORfPBLmBBCCEkIDsKEEEJIQnAQJoQQQhLCqwnHpfjTGinqkvjbOFvrSXHxtohO3SZiNQZMNXn06FFjow6A2vXUqVPDbYzPxGvGmNOampoebdRBdLxfd/jSreH1YwpRMvDxPT/btm0zZah7af1NRGTVqlXG1r/Xy6/1N2+++aaxsU1jWkWMgdXgNQ9VUJvFfkNrohjnGqcnYyywPhf2izgfBvnkJz9p7Mcffzzc/u53v2vKsF+8/fbbjX3TTTcZ+6WXXgq3cSxAHRyXz0QdHPt/jc4vISLyoQ99yNj43B06dKjHY2HKVh/8EiaEEEISgoMwIYQQkhAchAkhhJCESGkpQ9RxtR7hyyst0nV5PdQrfPFbcctmYb209oT1QD8+xutizlqtr+I16CXiuquXT69A3Ra1HzwX5q3W5aNGjTJlmJt1KIOxqr546yTRcw9ERI4cOdLr365bt87YqLHptoXLxmGe3v7ENyeC9A6Mi8V+Q+u8OJ8FdVzsr1Dj1PMSUHvGeuzZs8fY+FzpY2P//cMf/tDY27dvN/b06dONPXPmzHAb5/ig5ot9cCrPUWVlpbExH3bcvJ3LPS+/hAkhhJCE4CBMCCGEJAQHYUIIISQhvJow+shR49S+/rj1hOPiiLWegfon6g2oeeL6uVp7RW0D64maAu6vtY24WGc8NtZrwoQJ4TbqJPhbvF+4v9aE4/TkoQzeC4wj1DoZtm/8+2K77M81b1PRkOJ47rnn+u1YJFmwHxg/fryxdfuOW7MdNXns33UfjLkHMAYZefHFF4197bXXhtsYP47PFa7FizG2el4HatNxayT71g/G/hnHFcz/jOX6b4H3Ni7XtoZfwoQQQkhCcBAmhBBCEsLrjsYp7zj9W08XR9cHpnDE6fLoQtWg6xWn0k+aNMlbrt0GeB608ZrwWNpdia5NdBUhGB6l70Hc/cFwAkSfO27px6EMuoxxabMxY8aE2+iCwzSlCLqQcdlMQvoKulOxf9IuVeyPMJwJXbd4bN0nYVmcOxrrpfdPNfwOlwzU4xC6hHHcwRA8fKZ914jg/cSlOLW0paVGka73wwe/hAkhhJCE4CBMCCGEJAQHYUIIISQhvJpw3FJYeho26seoeaKeGqeJalAHGDdunLHRd6+1WNRBUKfFcvTlp5JOE/UJDK3S+8eFbGE98P74psDj34lEYEga2pq4eQwYsjQYweXudNvy3TtyZUAdU/89Tp06Zcow3BLbM9q6z4kL7bt48aKxUYvV/Sw+N5MnTzY2poPE+TB6rMA6Yx+Lcz6w3nopQ7yGsrIyY+PcI5w/pPVm3DdOb9bwS5gQQghJCA7ChBBCSEJwECaEEEISwqWSXosQQggh/Qe/hAkhhJCE4CBMCCGEJAQHYUIIISQhOAgTQgghCcFBmBBCCEkIDsKEEEJIQnAQJoQQQhKCgzAhhBCSEByECSGEkITgIEwIIYQkBAdhQgghJCE4CBNCCCEJMSAHYefcEedcg3OuVv2b0A/HvLW/6tjLc053zj3tnKtxzlU4575/Nc9PkmEwtF/n3P+G+jc552qu1vlJsgySNuycc/c7504656qcc6845xZcrfP3lgE5CHeyNgiCQvXvVJKVcc5lpbh/johsEJGXRWSciEwSkfVXoGpkYJLW7TcIgj/W9ReRR0TkF1emdmSAktZtWEQ+JSJ/KCIfFJERIvK6iDzU3/XqKwN5EO6Cc67YOffPzrnyzreb+51zmZ1lM5xzLzvnznd+dT7snCvpLHtIRKaIyFOdb3R/4Zy7yTl3Ao4fvqk55+5zzj3unFvvnKsWkbt95++Gu0XkVBAE/zMIgrogCBqDINhxhW4NSQPSrP3q4w4TkbtE5N/6946QdCPN2vA0EXktCIJDQRC0ScdH0Pwrc2cun7QahKWjE2gVkZkislREbhORL3aWORF5QEQmiMg8EZksIveJiARB8PsickyiN7veuoXvFJHHRaRERB6OOT9ynYgccc4919kgX3HOLer1lZLBSDq1X81dInJORF7t5XnJ4CWd2vCjIjLTOTfbOZctIn8gIs/38rxXjyAIBtw/ETkiIrUiUtn570kRGSsiTSKSr/b7rIhs7OEY60TkXTjmrcq+SUROdHPeWzu37xORV1VZqud/QURaROR2EckRkW+KyCERyUn6/vLflf03GNovHPclEbkv6fvKf1fv32Bow5397v8rIoF0DNyHRWRa0vcW/6XqY7+arAuC4MVLhnNupYhki0i5c+7Sf2eIyPHO8jEi8iPp8P8P7yy72Mc6HFfbU33n74YG6XCFPNdZvx+IyLel4w1xex/rRQY+6d5+L9V7soisEZEv9bEuJP1I9zZ8r4iskI4v8tMi8nkRedk5tyAIgvo+1qvfGMiDMHJcOt6CRgVB0NpN+QPS8cazOAiC8865dSLyD6o8gP3rRKTgktGpK4yGffRv4s6P7BCR1b3YjwwN0q39XuILIrI5CIJDKfyGDE7SrQ1fIyKPBUFwSXf+V+fcD6VDF36nF7+/KqSNJhwEQbl0uHj/1jlX5JzL6JwIsKZzl+HS6T5xzk2UDvev5oyITFf2PhHJc859tFMv+LaI5Pbh/Mh6EbnOOXdrZ+P6qohUiMj7qVw3GRykYfu9xBdE5F97eZlkEJOGbfhtEfmUc25s576/Lx1f0gdSu/IrS9oMwp18QTr8/Lulw83xuIiM7yz7GxFZJiJVIvKMiPwKfvuAiHzbOVfpnPtGEARVIvJlEXlQRE5Kx1vZCfHjO78hCIK90uH++N+d+94pIv8lCILm3l4sGXSkTfsVEXHOfUA6QusYmkQukU5t+H9Ih/S3TTp07a+JyF1BEFTGX+bVw3UK2IQQQgi5yqTblzAhhBAyaOAgTAghhCQEB2FCCCEkITgIE0IIIQnhjRMeOXKkmbU1ZswYU56ZGaXsLC4uNmWnTtlc3xkZdrzPyckxdnl5ebhdWlpqyvLy8ox94cIFYzc32wnH1dXV4XZ7e7sMdYIgcPF7DU6cc6YN6zbbWR5ut7a29lgmIjJx4kRjYzssKAhDHmXt2rWm7PTp08Z+7rnnjD16tA2PXLJkSbi9fPlyUzZz5kxjV1ZWGvudd2wIZENDQ7iNz9aECXZhHDzW3r17ezw3HquxsdHY2CeMGDHCW66pqKgw9te//vUh2Yax/abCjBkzjI1tsK6u7nIPLTfffLOxjx49auxDh3oOK8c2t2iRzear26uI7d+HDx9uyrKy7BCGbaq+3ubk+M1vfhNuV1VVmbJhw4YZG/uKoqIiY48aNarHMhzfNmzY0GP75ZcwIYQQkhAchAkhhJCE4CBMCCGEJIRXE0bNC/Ui7dvPzbXZxtBXj5qw1s9ERObNmxduo96Qn59v7B077LK8+/btM7b29ZeVlZmycePGGRt1LNSQ9XXhvqipnDlzxtgnT540dlNTU4/Hys7ONjbqbXi/tB6BWgYeayiD90bfNxGrcb755pumrLa21tjnz583Nia60RoczmPYunWrt56oIWlNGLXUDRs2GHv37t3GxjkSJSUl4TbqYHouhohtoyJdNbaxY8f2WOc4zp49a2ytI2K98F5//etfT+lcgwXsR3HeggbnFeAcBvzbYh/U1tbW47FXr7Zp8LG/x2fFx6RJk7z1wnaitVndlkW6XjOC/fkdd9wRbuO9rampMTY+39h36Gccz9PS0uKtl4ZfwoQQQkhCcBAmhBBCEoKDMCGEEJIQ3gUcMEYNfeirVq0KtzF+Czl27Jix0Ye+dOnScPvWW281ZZMnTzY26iKoZaDOpcEYNLRRm9LaB8aNIagDoi6g9UnUeBHUrlGP13XB60dN8A//8A+HZIyliMiiRYtMGy4sLDTlui1hfG2qaC0+FU2oO7QmjBw5csTY2O4wnl8/a6i1oi6IzwOWpwI+Lz7NMW7foRrrPmLECNN+cY6D7kewT8X+GtskxvL6xoJU/papgs8ktl8992j8eLtgEtYZxyF8NrTuixrwrl27jI3jDPbJ+n7HzY/47W9/yzhhQgghZKDBQZgQQghJCG+IEoKf5xcvXgy30V2BrhF0R+OUdh1m9Oyzz5oynBo+ffp0Y2N6Nu3ORtc2TodH99zBgweNra8RQ5Iw7ArvD6ZM064+dJPgtP25c+caG8O0dAo6vNc4xX8ogykeX3nlFWOjm78v6Gegr+7obdu2XfZvsT1oeaI/rzeOVFyW/eneHEx86lOfMja6anV7fu21165YPa7k3wfHAnT76rAklPGwDx45cqSxUV48cOBAuI2plXGMQlAG8rFgwYJe78svYUIIISQhOAgTQgghCcFBmBBCCEkIb4jSzJkzTSHqpVqnxFSJejnBq41O86fTlImI3HXXXcbGZeJQc9Cp9bSegGUiXZd9wzSWhw8fDrdxSjsu7zV16lRjY8iKXmZvxYoVpgx17ptvvnlIhneIiAwbNsy0YdTpUwFT5OHfSOtRqPnjfAHUbfXcAxHbtnwhd0OFoRqidPbsWdN+H3nkEVN+7733htu49Gaq+r8Of4qb/4LPAs6BwJTHfeHaa68NtzGFK45fOHcG74nWdXHuDD6DOH8oFTCs9tixYwxRIoQQQgYaHIQJIYSQhOAgTAghhCSEN05YLy8o0lUT1nGvmO4uSbQesX79elOGMchr1qwx9rp164yt06Ch1oqaC8aZYRpEn06CS91hyjm9hJyIyOzZs3vcF2MJhzJxGrDWbjFFI6bAW7Zsmbdc62KooaHehPMFcE6FXoYOl41DrQp1MR1DPpCZM2dOuI3XlEpM5mAGUzpu2bKlx331/RTpusQrtkHUS7XOi0sG4r5o499P68u4HCY+Z3H68c6dO8NtnGuBYL6FKVOm9Liv75kT6fqMok7ug0sZEkIIIWkAB2FCCCEkITgIE0IIIQnh1YRLS0uNjfmMddwsxkFeTTA2zKfzoXaNuq2O5RURKSsrC7dRn8Hzog7Ql3yreD9PnjxpbK3fHD9+vMcy4se3VB/mQ0dtC5dC038jjJOP0zhR89daNrZZrAe2S4x/xJjk/gJ1QV/OAZGu9dR5vbXuRyLw2cb5AXpeQkVFhSnDJU0R/HvpdoZxrqgn4/wgH/iMFRUVGRt1XNSXtRaL/SIeC+8B1lvnY0ANOO7YqeRzT2WOFL+ECSGEkITgIEwIIYQkBAdhQgghJCG8mjD65vfs2XNFK3O5oP9dayGYCxrjzFAXQQ1BxwKjHoNxZrguJh5b6zeoJ6aKvmY8FsavkstDxzqKdNVWcf5AKs8HxhxjLvFDhw6F26hzYbwi/jZOm+0vUj0PPh9aV7ya6xynE9gG8Vk/ceJEuI3PPfZ9cXGuOi4W57vEzWnAvlHPH/Kt0d6djdeh57hgn4vn3b17t7Gxjer7ibo3zuHB+4UasW99BFzH2Ae/hAkhhJCE4CBMCCGEJITXHZ3KJ3UcqYYz9AXtNoxzMWBYEbph0IWmiVvqCt2X6DbsC9p9h0sqppIybagzf/78cBtdWZhOD9OWprJcG6YURPutt94ytg4zwmcHJRUMperPZw3df/3ZtrQ7b/z48T2WDWUw3AylCZ2yFtMMY1937ty5Xp831dSneO5x48aF25j+0deninTtg7WNYUT4LGDYkXbXi9h+c9SoUaYMnxO8X5iKtr/glzAhhBCSEByECSGEkITgIEwIIYQkhFcTRv0B/e3aZ55qirQridYQcCk71LhQF/AtfYdaW9w1o4agjx23PF0cWmdB/Qa1SxKBYRs69SriC33r7lg6/AH31elPRbqm8tMhSQg+O5j+Ecv7M03llZxfoJ8n1BQxXeNQBVMlYj+hU3/u37/flGHoD6azxTkNev6ML51rd/i0WkyzGqc341Ks+ti4bCvqxxjShegxDZdrHDlypLFxLIjTsi8XfgkTQgghCcFBmBBCCEkIDsKEEEJIQng1YdSaUBO9UkukxYGaGGqvWm9Fvz5qChhnhjqgPlcqy1OJ+O9PnJ6cCqgTlZeX99uxBxs+zR/58Ic/bGwd+yiS2jwHX1rKvh7rSuqnfZ274ENrlFrbFBHZtGlTv50nncG+DVMt6jhY1ICRhQsXGnvEiBHG/uUvf9nreqG+jJqwbje4TOfevXu9x0btVR8b+37UlzEu2AfmV0AtGud89GfeDA2/hAkhhJCE4CBMCCGEJAQHYUIIISQhvJow+sRPnjxp7KsV+zthwgRj41JXqOvqnKmYgxa1C8zNirmmdVxxfy63htp0X+IxMXfwldIuBju/8zu/Y+y/+qu/MvZ//Md/GPvYsWPGnjZtWriN2um+ffuMHaeL+cC/b3/qtBhHj/MatNbX1/PqOE3U+vCZHqqgJo/3JW6JQc2aNWuMvWLFCmNr/fkXv/iFKcO/D8bUoh6tly9MNeYYdV6dywH7b3wGsXzSpEnG1pox9rk45wmfhSsFv4QJIYSQhOAgTAghhCQEB2FCCCEkIbyaMObWTEUDxly5mIc6lTycWA/UqlET1ZowaryoGaDOi8fC3/cFnecU10/FtT9Rq/bde9SJioqKLreKQw4dK3nfffeZMmwLu3btMjbqcfpvijHlfdGAEaxXaWmpsePiRX2gBoztH3WzvqDz/KLGiPM+hiqoxdbU1Fz2sTAudsmSJcb+6le/Gm7j3+PFF180NvbnaOu81Kmuw4vx+Hr+DObFx/48bo1gDcbb43OD84lQn++vvOr8EiaEEEISgoMwIYQQkhBedzS6SH3gElI4/X3ZsmXGfu2114yt3XW4vNzu3buNjSnu0IWm0/ihuyIOn/sZXXGphmhpFxu649EVginlfMsT4v3AlHKkZx599NFwG9sohihhm0WXs253VzKl6+LFi42N4U99cUfHyS/9GZY4ZcqUcBv7D3SdDlWwL3z88cd7/dtPfvKTxkaJC4/113/91+H2n//5n3vrge5pJBVXLUqX6I7WKV6x3/RJkd3ZGuwncZxBsF4+STUVFzy/hAkhhJCE4CBMCCGEJAQHYUIIISQhvJrwxo0bvT++7rrrwu2JEyf2WCZiU/qJdJ3urX+PITfvvfeesXHptv5M24e+fB0OhXVGvTkuXSRqMj58GrCIDSHAkC2sJ4l44IEHjK3nLqAG/Hd/93cpHftK6cCYThPnALzxxhtX5LzdobXbuDkjuHQeLrGp5z3s3LnTlKUyH2Uw86Mf/ajX+957773GxvSPOHfgnXfeMfb8+fPDba0Pi4jcdtttxt68ebOxU1kiFEFNGNNc6rk4OC8Hl4RNRYtesGCBsTEtM3LzzTcb+5FHHulx31T6An4JE0IIIQnBQZgQQghJCA7ChBBCSEJ4NWEE05xp3feaa64xZZh2Dv38OkZQxOqlGCOLpKIBYxozTMeG+jMeW8eCoR6RpG6lY1RRP6YmHLFy5Upjf+pTnzL217/+9XD7Zz/7WUrHRi0+FV0sLj3q6tWrw+1Vq1aZsn//9383NqbX60++9rWvGXv//v3h9tNPP23KvvSlLxkb9blf/vKXxtZzOzDmmnQQN4/kxhtvDLdRpz137pyxUT8tLi429p49e8JtjJnFmNrly5cb++233za27++J2iouN4gx4vpYeA2posesb3/726bshRde8P72E5/4hLH1847LnKYCv4QJIYSQhOAgTAghhCQEB2FCCCEkIbyaMOYPxThYvXTb1KlTTRnqpdnZ2cZG3VJrDnoZrL6C58F6oAaM59Z6a6rLGuKSgnopQ9RxcblGva9IVw19+/bt4TbmdUX9fSiD8xh+8IMfGPvnP//5ZR+7L7GRmCtZL9cmYudFoAastbu+gsu5YXyoXt5ORGTu3Lk9HguXBcXcurgMn9aIP/jBD5oybO9DFZzDgPmLt27dGm6jBozzXXAOA/aFOk72F7/4hSnDOT8f//jHjX348GFjYy4HDeafwNwMVzLv+h/90R+F27623B343OlnhZowIYQQkoZwECaEEEISgoMwIYQQkhBeTXjdunXGRk1Yawzo10ctNm59xenTp4fbS5cuNWUTJkwwdlw8lwbzgcblB+1PUOfSGiLGiWKe18LCQmNj7u1jx46F2xijp9ffHOr80z/9U9JV6BaM7cX2oDU11EdRT0atVc/VELEx+zNmzDBluObsDTfcYOz169cb+8yZM9ITep5Cd+dC9LwR1KZ1nPRQBu8p2nr+B/YZmNsebZyHoPsnXDv7rrvuMjZqxM8//7yxfZowgvNf+jP/ArZvHWd84sQJU/axj33M2BgH//d///fGRr3+cuGXMCGEEJIQHIQJIYSQhPC6ozF8B91gaGvQvYQp7NC1rV1mmNbs4MGDxj5y5IixcYkuTWlpqbFx+nvc8oM+0I1yyy23GBuXctPnPnXqlCn77W9/a2x05aGLRoc/oevn/fff91WbDEAw/E0v7fnNb37TlOnUkSJd2z8uDafbCpZhetlvfetbxv7hD3/YY50RrAem+XvppZeMrV2D6I7Xy+oNZdCFjGFxGIbk+y1KhJhaUv89cNlJ7HNxqVpsRz4wdbAOGxLp2tfpcQjrjH0w9vcoP+rwqEWLFpkylPwQTCGqx7Rly5aZMh06Fge/hAkhhJCE4CBMCCGEJAQHYUIIISQhvJowpj9E/7vWHFCbQP0BNWHUwPT+qIdiKsk5c+YY26cJ33333cZGvz+mbsNp6/rcuMQiahtYjrq4TlWJoR6ov2OKOdRccBmyns5D0hOtMaEO9tBDDxl7165dxtZ6soh9NnE5TmyHqP31BZzbgWEv2sZ5DfjboQr2wfj30/0Chhzh/BfsY1B7DYIg3MZ+UYdEinRdIhTHBh+YzvTdd981Ni5tqHVe7GMxVScu54hjx6xZs8JtvF9Yrzj0GIZjEjVhQgghJA3gIEwIIYQkBAdhQgghJCG8mjAur4c6pdYUcBkz1CNQy/BpyBh/jPUYNWpUj3XGc+ESi+i7x5SYeB1a90ZdW2soIl11FESnE8RUg3iNK1asMLbWMkRs7KeO7xPpmr6OpB86xhxjyt944w1j499/oMwJwDaOcZYanNfRn8uZpjPYj2I/ofsc1DTjNE6ca6D7d4zbxth01JPj+mQNHhv7XLS1Lo7jBsZCY5+M++v0yZhKuaKioudKd4NeQhaXrU0FfgkTQgghCcFBmBBCCEkIDsKEEEJIQng1YdQWMTZVx0lhPBtqBpijGWNstW8fY4wxNgz972jPnj073EbNF8+LmotPQ0DtDfWHuKXDtG6C93bx4sXGxlg5rLf+Pd4vrCdJP/SzhXGU6fL33bJli7FRV9Tg0o64ZN9QBXMN4NwarZ3jcqiYRxn1ZOyD9FwcjCnGeQnYv6eSOxrzX+PYgf2Zvge+XNndcfHiRWPrPhk1YMzfH4fO0Y91TgV+CRNCCCEJwUGYEEIISQgOwoQQQkhCeDVhjNdCXVfrOKhVxMUYY6yY1hgwvjAuByrqvqtWrQq3MaepjtUV6aoLoI6LscEavGaMu8P82Pp+HT58uMfjinSN8cN7oMF7iddALg+MI/T9DfqbV199NdxOVasaKKBumEo7RQ1yqIL9E84H0H0OxlajTotza3zrC+PfDvsyHBviciT42LNnj7FnzpxpbK0DY7+I/TPWG/VnnZMd98VrikNfM97bVOCXMCGEEJIQHIQJIYSQhPC6o3F6N6bD0+6kMWPGmDJ0T6BrxOfOQJcLug3QRndGWVlZuI0uGnRdo3t6x44dxtZLZaE7Ht3P6J7GVG7ajY7hBOiqQ7cLHlv/fvfu3aYMQ6dIz+jlzLBt4PJtV5ODBw+G29jOBipTpkzxlqfizse/xVAFXfYYsqRtTPc7efJkY6P7GZet1P0b9ucYzoQhZTt37sSq9xoMUdKhPyI2XBPDrlCaxGNhvadPnx5up7p0IaLPjfVIBX4JE0IIIQnBQZgQQghJCA7ChBBCSEJ4NWH0r2O4j546jmW4bBlqG6jr6hAmPC/qD5g+E3n++efDbQx3Qr35rrvuMjZqIfr3cZowarEYlnXmzJlwe+/evaYM01RieAzeX33/Dh06ZMpQ5x7K4H3Dv5nW0fTf52qDf2+dpvStt9662tW5LBYsWGDsuFBDH7h051Bl3LhxxsZ2ojVP1Euxz9VL74mIHD161Nhjx44Nt3EOD84HQj0V+zPNpz/9aWP/6le/8tYTw6F0PbFe2MeiBqyvCfd/9tlne6xzd2DKTD0vB0OhUoFfwoQQQkhCcBAmhBBCEoKDMCGEEJIQXk0YlwjEWFat8WD6MPSRoz6EMW1aB8Zjoa6H9sKFC42t9eiTJ0+asnvuucfYqAt85jOfMfa0adPCbYx9xlRlqG2g/rxhw4Zwe9euXaYMdW+MC54zZ46xtT6tY11FusYSDmXiYmxR508FnD+A8yBSwbcUGmpkA5UlS5YYe9u2bZd9rHS55isN9imoq+v7FKdLYv89f/58Y+vYbDwP9n2otWJ/pUEt9YEHHjD2N7/5zR5/i5SXlxsbnxucW4NjmF4W9IknnvCeC68J+9nNmzeH2ziPCc/rg1/ChBBCSEJwECaEEEISgoMwIYQQkhBeTRhjsND/rrVH9ImjDoA+ctQYtHaHvnjUjzdt2uQ9ttYF8FjvvPOOsVEXwJzWv/u7v9tjPVB7xTzVx48fN7bOB4yxvKgfo0aMscD6fl9zzTWmDPV3cmXoiwaMoHat4yHjctxifC7OmcA231+sXbvW2KgjYhyqD4zvfPPNNy+/YoMI1ISxX9D9LMYUYzvAY2H/rufioL6s8/GLdO3b9u3bh1UPwXk3OHfgox/9qLGfeeaZHo+F8cqjR482NvajmNNa54PH69fLHIp01YDxedd5BXC8W7x4cZe69wS/hAkhhJCE4CBMCCGEJAQHYUIIISQhvJowrpGIGoPOVYp6MeZRxrg/1Da0jqnX8BUROXz4sLFRL0ItStelpKTElOE6pXiuLVu2GFtrVejnj1vbEvXolStXSk9gLm3UyFAX1Jow1sMXc0oGJqivprKeLraVFStWGFtrfajT4hyIOLTuiPMU3n77bWNXVFR4j4Wam2b//v0p1Wuwgn0K9qs6lzT2gzhPB+eKYIy8zsmPMcW4/vlPf/pTY/tilLHvR404lfWysV7Yx6Jui7rv3Llzw+2pU6d664Ht27eWM14jjis++CVMCCGEJAQHYUIIISQhvO5o/LTHdJLa3YEuMXQToKsE3RfaFYBuLFwmC0OScHq4dhNgakF01aIrF9HHRtcQTvnHVG6jRo0ytnZZoHsZ75fP/Sxi641l6GYhA58pU6YYe8eOHb3+Lbrc0GWpwwGxLFW0WxJdlEhc2j/dhlGewnC/oQq6kLHv02GT2Geg1BAnD+hjY3+OIaUYrqndvCJWBsRrwHaDbt7rrruux3rhNaKNx8Jlb3VfqVNYinRtcxjuhGmKtWSEY1BcWKGGX8KEEEJIQnAQJoQQQhKCgzAhhBCSEF5NGKeDowaqlwlEvRhDbhD01etzoR6BGif6/bGeuhxTuSE4tRy1D623xaXm1KkGRbrqXFr3xmtEvQy1a9xf6yR4rzEsiwx8nnvuOWOnkhLz9ddfNzaG2WE7vFqg/oz9RyphHEMV7L9wnonuUzClI97vOHQf49OeReJTYur+DPfFvg5/6+tnsS2jPWPGDGPjuLR9+/ZwG3Xb6dOnGxvHBpzXhP395cIvYUIIISQhOAgTQgghCcFBmBBCCEkI19e4QUIIIYRcHvwSJoQQQhKCgzAhhBCSEByECSGEkITgIEwIIYQkBAdhQgghJCE4CBNCCCEJ8f8DkgQmoYPDvEkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] }, { "cell_type": "markdown", "metadata": { "id": "oriented-advocacy" }, "source": [ "Somewhat romantically, these activations might be interpreted as \"how the algorithm looks at\" the resulting image. That said, one must be careful of over-interpretation. Still, it looks like some of the features correspond to edge detection (like we saw above), while others correspond to highlighting different patches of colors, enabling, for example, separation of the foreground object from the background. " ], "id": "oriented-advocacy" } ] }