{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Numpy and Tenser Flow\n", "> Using Numpy and Tenser Flow packages for Data Analysis\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- categories: [jupyter, week-28]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## What is Numpy?\n", "\n", "It stands for Numerical python. It is a python package which is used to perform a wide variety of mathematical operations on arrays and works faster than a regular python list.\n", "\n", "### What can we do with Numpy?\n", "\n", "One of the easiest things to do with Numpy is to change the shape of an array" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1 2 3 4 5 6]\n", "[[1 2 3]\n", " [4 5 6]]\n", "[[1]\n", " [2]\n", " [3]\n", " [4]\n", " [5]\n", " [6]]\n" ] } ], "source": [ "import numpy as np\n", "\n", "a = np.array([1, 2, 3, 4, 5, 6])\n", "\n", "print(a)\n", "\n", "b = np.reshape(\n", " a, # the array being reshaped\n", " (2,3) # dimensions of the new array\n", " )\n", "\n", "print(b) \n", "\n", "c = np.reshape(\n", " a, \n", " (6,1) \n", " )\n", "\n", "print(c) \n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Create two dimensional array." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[1, 2, 3, 4, 5, 6],\n", " [6, 5, 4, 3, 2, 1]]])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a_list = [[1, 2, 3, 4, 5, 6], [6, 5, 4, 3, 2, 1]]\n", "d = np.array([a_list])\n", "d\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Accessing Elements: Can find a specific index, similar to regular python lists" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z1 = np.random.randint (10, size=6)\n", "\n", "z1[0] # Find an index" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([6, 5])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z1[0:2] # Create an array of the specified range" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z1[-1] # Get last element of the list" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Using Numpy With Images" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from skimage import io\n", "photo = io.imread('san_diego.jpg')\n", "type(photo)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(549, 976, 3)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "plt.imshow(photo)\n", "\n", "photo.shape" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Output a mirror image" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(photo[::-1])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Find specific part of the image by putting axes into an array" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(photo[150:400, 675:775])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Reduce the size of an image" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(photo[::2, ::2])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Can use Numpy math functions to find values related to an image" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[-0.355 , 0.8857 , 0.9946 ],\n", " [-0.355 , 0.8857 , 0.9946 ],\n", " [-0.355 , 0.8857 , 0.9946 ],\n", " ...,\n", " [ 0.3467 , -0.9985 , -0.5063 ],\n", " [ 0.9766 , -0.491 , 0.452 ],\n", " [ 0.9766 , -0.491 , 0.452 ]],\n", "\n", " [[-0.355 , 0.8857 , 0.9946 ],\n", " [-0.355 , 0.8857 , 0.9946 ],\n", " [-0.355 , 0.8857 , 0.9946 ],\n", " ...,\n", " [ 0.9766 , -0.491 , 0.452 ],\n", " [ 0.9766 , -0.491 , 0.452 ],\n", " [ 0.9766 , -0.491 , 0.452 ]],\n", "\n", " [[-0.355 , 0.8857 , 0.9946 ],\n", " [-0.355 , 0.8857 , 0.9946 ],\n", " [-0.355 , 0.8857 , 0.9946 ],\n", " ...,\n", " [ 0.9766 , -0.491 , 0.452 ],\n", " [ 0.7085 , 0.4678 , 0.9946 ],\n", " [ 0.7085 , 0.4678 , 0.9946 ]],\n", "\n", " ...,\n", "\n", " [[-0.404 , -0.677 , 0.869 ],\n", " [-0.1323 , -0.02655, 0.721 ],\n", " [ 0.9907 , -0.5586 , -0.46 ],\n", " ...,\n", " [-0.906 , -0.9663 , -0.1935 ],\n", " [-0.846 , -0.305 , -0.8115 ],\n", " [-0.906 , -0.305 , -0.7905 ]],\n", "\n", " [[ 0.5513 , -0.9854 , 0.8857 ],\n", " [ 0.5293 , -0.3877 , -0.9424 ],\n", " [-0.988 , 0.774 , 0.6963 ],\n", " ...,\n", " [-0.846 , -0.7393 , -0.1935 ],\n", " [-0.751 , -0.5215 , 0.9727 ],\n", " [-0.2878 , -0.5586 , -0.1935 ]],\n", "\n", " [[-0.751 , -0.305 , 0.5806 ],\n", " [-1. , 0.987 , 0.785 ],\n", " [-0.757 , 0.0177 , -0.09717],\n", " ...,\n", " [-0.846 , 0.92 , -0.93 ],\n", " [ 0.6504 , -0.9995 , -0.616 ],\n", " [-1. , 0.6704 , -0.46 ]]], dtype=float16)" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "photo\n", "photo_sin = np.sin(photo)\n", "photo_sin" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Numpy Hacks\n", "\n", "For your hacks, use matplotlib and numpy to slice this image to display Waldo. Also find and display one other numpy function and blog about what it is used for." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "photo1 = io.imread('waldo.jpg')\n", "type(photo1)\n", "\n", "plt.imshow(photo1)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## What is TenserFlow?\n", "\n", "Tensor Flow is a machine learning platform which has tools to validate and transform large datasets and also provides standard datasets for machine learning training.\n", "\n", "An example of this is the fashion MNIST (Modified National Institute of Standards and Technology) database:\n", "\n", "In this dataset there are many pictures which are each28x28 Numpy arrays." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Setting up\n", "\n", "This will train a neural network model to identify pictures of clothing. \n", "We will use tf.keras, a high-level API to build and train models in TensorFlow." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.12.0\n" ] } ], "source": [ "# TensorFlow and tf.keras\n", "import tensorflow as tf\n", "\n", "# Helper libraries\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "print(tf.__version__)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We will use the Fashion MNIST dataset which contains 70,000 grayscale images in 10 categories. \n", "Here we will load the database." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n", "29515/29515 [==============================] - 0s 0us/step\n", "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n", "26421880/26421880 [==============================] - 2s 0us/step\n", "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n", "5148/5148 [==============================] - 0s 0us/step\n", "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n", "4422102/4422102 [==============================] - 0s 0us/step\n" ] } ], "source": [ "fashion_mnist = tf.keras.datasets.fashion_mnist\n", "\n", "(train_images, train_labels), (test_images, test_labels) = fashion_mnist.load_data()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This dataset loads 4 NumPy arrays: \n", "train_images and train_labels arrays are the training set, used for the models to learn \n", "test_images and test_labels arrays test the accuracy\n", "\n", "Each imaged is mapped to a label. The *class names* are not included with the dataset, store them here to use later when plotting images:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "class_names = ['T-shirt/top', 'Trouser', 'Pullover', 'Dress', 'Coat',\n", " 'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot']" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Let's explore the format of the dataset before training the model. The following shows there are 60,000 images in the training set, with each image represented as 28 x 28 pixels:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(60000, 28, 28)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_images.shape" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Likewise, there are 60,000 labels in the training set:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "60000" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(train_labels)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Each label is an integer between 0 and 9:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([9, 0, 0, ..., 3, 0, 5], dtype=uint8)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_labels" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "There are 10,000 images in the test set. Again, each image is represented as 28 x 28 pixels:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(10000, 28, 28)" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_images.shape" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "And the test set contains 10,000 images labels:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "10000" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(test_labels)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Preprocessing data\n", "\n", "The data must be preprocessed before training the network. If you inspect the first image in the training set, you will see that the pixel values fall in the range of 0 to 255:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.imshow(train_images[0])\n", "plt.colorbar()\n", "plt.grid(False)\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Scale these values to a range of 0 to 1 before feeding them to the neural network model. To do so, divide the values by 255. It's important that the training set and the testing set be preprocessed in the same way:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "train_images = train_images / 255.0\n", "\n", "test_images = test_images / 255.0" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To verify that the data is in the correct format and that you're ready to build and train the network, let's display the first 25 images from the training set and display the class name below each image." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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HHiGEEEKUglaTt9j9lVtMkNuxW6xeF2yOAw44INnmasi82F0uJZJdvF5W49TMIokNSM83t9AiL/DHKbeNipdwuP+YjTfeONnmRejqlSrrrRRaL7kq3EyuH/y9nEvx7crkJK1canNrvifXF7kFNstI7npwhXiuugykcyZXWvbwnMmVsbnSOVA81n1f+lIhTahSc/3k5K3cIspFx6i3bIzkLSGEEEKIBkEPPUIIIYQoBS32F+aycFrbDXnfffcl2zfccEO0H3jggWhzdVEgXRSUsz28q47Pl4/hvyMfg6Uuf7xcNgLLKtzuxhtvTNodfPDBhcdoFIoWfmW3OJBm0fF1A1KJjLPBvNu1KJOg3gq+uQUq+RhllayaQ+7eL+onf125n+rNAMu523mbx5iqM+clPpamBg0alOzr169ftHm8+Gv68ssvR5slLL8wKb+PZbXevXsn7V544YXC8xXFzJgxI9pevq938d/c3FrUjn8/ecWBRkWeHiGEEEKUAj30CCGEEKIU6KFHCCGEEKWgxcE39cY+LFy4MNmeN29etFmD5NeBNMaF2wFpjAjrkz6WhtMsN9hgg2h7TZpjSVif9itIs67Nq3G/+eabSbv7778/2l5P55RojmcZP348OhtFqeP+O+cqF+eqfha1aw1Nms+JY0py8Q9lqrqcI3eN6y0tUG/F2Ja8v960d5HOVb7UBMfk8JzJFdaBdP577bXXou1jLDnex8/3DM/BXCF/3XXXTdqpNEHKE088Ee0NN9ww2cfXnn/HPDwX5sYYt+PfyZdeeilpN27cuGjzb2ZHojtFCCGEEKVADz1CCCGEKAUtlrceeuihZPuss86KNi8mx+5OoLj6ql/okeUz705ldxq74HyqNLvTrrnmmmhvt912STtOn2Q3bq66JFdTXrx4cbKPXYtecmPXIi9M2hkqWbYUdmX7fi5KV87JJi3Bv5+lRd7nK0aLpWmNRUbrlTWL5DLfT3xO6sNi6ef5559P2j3++OPRHjhwYLKPKzRzqMAmm2yStON5bObMmdH2i5TyPJuDK+nzosynnHJK0k6SVspdd90VbS8t8/2QkwXrlaeLFib198Yll1wSbclbQgghhBDtiB56hBBCCFEKmi1vNbmRTz755OR1ljByC24WVSvmasdAKlV52YrhRe3mzJmT7Dv99NNrHoNdbkBaEZTlrb333jtpx9kNTz/9dLT9YnwsnXhXO7sF+Tr5zITOQL3ZTLlMP64cyvdKTt7KuWCL9vkKpSyR5mQTRtlbFXKVlotkq1xGVe66tiRrj+cEXuy2TBRJP6NHj062t9pqq2j7aul87Xhu7dOnT9LuySefjDbfDz6DiEMC1ltvvWj7+ZNlMa7OzHMuAGy66aYQS+AMYL8qAs9r9WZl5eCxyPeNz3jm7K1GQZ4eIYQQQpQCPfQIIYQQohTooUcIIYQQpaBZMT0LFizAX//6VwBLx89wuiOnMPpqxV6/bcLHUrAu77Vh1pTfeeedaLNODADHH398tP/5z39G269gPmvWrJrnPmnSpKTdPffcE+2iipRAGp/kY0kY1l19u6bU0tz7OwtFFbSBNAYgl0pZFHfD8VO+HfeRjxvxmncTvsSCWBquYO77syhewL++vPFRvv/4eD42RSyB42oAYMiQIdH2fclzj4+5ZIri4HJjmGMnfRo9xxIVxRUBiunxcNkTXy6g3lT03JxZBN83/HsMpBWa+R7yv5ntiTw9QgghhCgFeugRQgghRClolry18sorx9RqLzmxjMWuq379+hW2Yze5r9bZvXv3aPPCd/4Y7Cb1C4mydHLYYYdFe+utt07asVuQ5TfvguNqwiyr+LRdXtzNy1NFadne/d+0yGrOrdxZqHdx2pa4YItkKn+MnLzCfends0XvKTO59NeWuMfrJdfXRRW2RSrfc3kOIJUCuRIykPYzj+HcGMmVKymay/zCpCyJcCgDV/oXacVsIL0+vgQKX/uiVRGAdMzWW0KEj73ffvsl7a699tpoc7hIR1ZnlqdHCCGEEKVADz1CCCGEKAXNlreaZC3vuuzbt2+0OQPKuyRZIurVq1dNG0hdq94tyvvYPesX/mRXe48ePaLNi+wBqVuX5TgfAc+fxefr3e7savf72DXMbtxu3bol7SZPngwgXaC0s1Jvlc965ZB65YtcNV/ex677rnC925pcRmGRezxXTbkl+HuFxxzPPyLNjvLzNs+lvl95vuN5jMMSPCy5+LmvaFHYjTbaKGnHlZf5PZzRCwALFy6MNodDlIVHH320cF/udyc3LrnP+X7IVV7nsffUU08l7bj/nnjiiWhL3hJCCCGEaGP00COEEEKIUqCHHiGEEEKUgmbF9Ky22moYOnQogDQFHAD+8pe/RHuDDTaINq9MDqRp5RyD4/Vk1iC9hsx6MB/PVwZl3ZHTIn3aJmucrF3643E8UlGKvm/HNpCms7MWymmlwJLq0r7icCPRkpTklsZ2FMXx5OKFcinrRavd1xt/VGZ4rOYqXbd26jj3mY8x4HHy7LPPRnvYsGGteg6dEZ7H/PjjedHHs/G8y/OWv/Y8f/K86ONKeJ7k1dNHjBiRtLvvvvuizXO1n485fqiMMT233HJLst2zZ89o+98N7jPuLx8Hy2OWr7dvx5WyuZ85TtV/7tSpU2t8i/ZHnh4hhBBClAI99AghhBCiFDRL3mLOOOOMZLtJ9gKAX/3qV9H2sg2nerP046tyshvWp6wXpT7mqu7mUjNZSssdj+F9/tzZxctplUDqWmRXIC/8BwDHHHMMAOCCCy4oPIeOpt4Kyuwaz1VzZXxqbZG04d31/n1F58fnzserVy4rM/PmzSvcx/1RlL4O1F+5uWgRWj822cXObn6RVpn3cx/Px9OmTUv28Vjlkhr+GHztcyELHIrAC59+6lOfStrx7wIfw1cgLlrotCywjAukvzteZioq3+Lb3XzzzdE+6KCDor3qqqsm7VgK9ZW8i9pNnz69sF17Ik+PEEIIIUqBHnqEEEIIUQr00COEEEKIUtDsmJ4mjd1r9AceeGBN++67707acSwQr27uS4yzZu/jLDiVMpciyyvNctyAXyGetWbWJ+tNX+aYFSCN8fExJ5/4xCeiveWWW0a7I8tytyf+enA8Dfefb8fbRXEe/hiMjxspSp1Xyvqy4fHiy0nwdeZr6ful3jgqTr3ldr7fOZaEl5IR6VJA/r7n+I7XXnst2cfXm8uQ+FgdXq5n9dVXL/ysInxMCB+P7yc+NgC8+OKL0d58883r+qyuBMfcAMDYsWOj7ccbj5fcUjtF8Tm5pZZy7Xiu2HrrrQs/tz2Rp0cIIYQQpUAPPUIIIYQoBc2Wt4pSgovYe++9k+3x48fXbPfkk08m2+yS9audz507N9r9+/ePtpeZfDVo0brUm8LNrnFeQRlI3aF8b/n7jF3qvM+fA2/XuzI0o5T1ZbP99ttHe8aMGck+lkjYte1h9zv3U73XmKUNIL0nyih15OBV5315DZ8GzvCK2zy3+lRxnqs5Bd6vds/t2Pap10WlCfy9wSnaZeTLX/5ysn3SSSdF28tbLGP6itpM0e+7LwPB45zvjTfeeCNpx9snn3xy4ee2J/L0CCGEEKIU6KFHCCGEEKWgxRWZW5stttgiu80MHjy4rU9HtCLsCvUL17HsxJVjvczEmSD1SlW5hUQ5g48rz3pXe9E5AM2XersKLJEcd9xxyb577rkn2gsWLIi2lzpYIsktqsv9xv05YMCApB3L6F7CKTssKW+00UbJPpawPHy/c8aPly0583TkyJHR9jLYPvvsU/PYflzxfMF9OXDgwKTdXnvtVXjuZYSrXPsK/4xfIJuZP39+zdd95Wa+b3iMeslx9OjR0eZQlI6knLO2EEIIIUqHHnqEEEIIUQr00COEEEKIUtAwMT2i81HvKuvbbrtttAcNGpTs4xWVc7E6rPtz1dDc6ulF6fBAGkfCMQScju0pawyPh6+xj+844IADar5n4cKFyTbHCHA1dt+f66+/fk273nR4lRkALr744mj7irk8ro466qhkH8e3cTzG888/n7TjOKERI0bUdU6HH3544b4jjzyyrmOIFK547FPW77///mg/8cQT0fYrJuyyyy41j/2Nb3wj2ebYH75veDWGRkWzuBBCCCFKgR56hBBCCFEKrGiBxpqNzV4BMKftTkfUoH8IodeymzUP9WWHof7sOqgvuxat3p/qyw6jsC+b9dAjhBBCCNFZkbwlhBBCiFKghx4hhBBClIKGeOgxs8PMLJhZ8doTafvZZtazxuuLa7XPHKdZ7TPHOcHMNlh2y66PmfUws8nVfy+Z2Qu0/bHM+waY2bSCfWeb2b4F+5a69mZ2tJn9wMz2NLOda71PLBv1Zbkxsw+rfT3dzB4zs++YWUP8ZpQdjc2W0yh1eo4G8ACAzwH4UceeSos4AcA0APM6+Dw6nBDCqwCGAoCZ/QjA4hDCr5bzmGfVet3MVkTta78/gIsAHAxgMYBxy/P5ZUV9WXreCSEMBQAzWxfASADdAPwfNzKzlUIIHyz9dtFWaGy2nA5/ajezNQDsAuB/UHnoaXp9TzMba2bXm9mTZvY3c5XGzGxVM7vdzL5c47inmtkEM5tiZj/OfP75ZvaImd1lZr2qrw01s/HV944ys3WKXjezIwCMAPC36lP2qq1yYbowZjbIzB6uXq8pZrZpddeKZnZZ9S/LMU3X0syuqF7nJi/fWWb2ACoPy8m1r94jQwEsBPBVAN+u7tvNzPpX+3lK9f9+dPxLzex+M5thZge18yXptKgvy0EIYT6AkwB8wyqcYGbXmdnNAMaY2epm9ufqnPuomR0K1L4/qm3/bRXv0TQzOyr74aJFaGzWpsMfegB8GsDtIYQZABaa2ba0bxiAUwBsBWAgKg9HTawB4GYAI0MIl/EBzWw/AJsC2B6VjhluZrvX+OzVATwSQtgWwL1Y8hfMlQC+F0IYAmBq7vUQwvUAJgL4QghhaAjhHYhl8VUAF1b/ihwBYG719U0B/D6EMAjAawCKyra+G0LYNYRwNZa+9sMAPBZCmAXgUgC/qe67H8DvAFxZ7b+/ofJXShMDAOwB4FMALjWz4pK/glFfloQQwkxUfjPWrb60E4DjQwh7A/gBgLtDCNsB2AvAeWa2OmrfH/sDmBdC2CaEMBjA7e37TUqDxmYNGuGh52gA/6ja/6huN/FwCGFuCOEjAJNRuWBN/AvAX0IIV9Y45n7Vf48CeATAFqh0tOcjANdU7asB7Gpm3QCsHUK4t/r6XwHsXvR6vV9SJDwE4Awz+x4q9RSaHhRnhRAmV+1JSPubuabgdaAyod5WsG8nVFz0AHAVgF1p37UhhI9CCE8DmInKPSOWjfqyXLC3/Y4QQtP6IvsBON3MJgMYC2AVAP1Q+/6YCmBfMzvXzHYLIbwO0RZobNagQx96zKwHgL0BXG5mswGcCuCoqusMAN6j5h8ijUF6EMAB1DY5NIBzqk+eQ0MIm4QQ/lTHKaloURtglUD1piC7ESGEkQAOAfAOgNFmtne1aa6/mbcyH7cfgDF1nloosGttC6gvy4yZDUSlL5sWXuK+MwCH05zbL4TwRK37o+rVH47Kw885ZlYzlkQ0D43N+uhoT88RqLjB+ocQBoQQ+gKYhfTJsIizALwK4OIa+0YDONEq8UIwsz5WCcTzrFA9BwD4PIAHqn91LDKz3aqvHwvg3qLXq/abANas45xLSQhhFE2GE6uT58wQwkUAbgIwZDkOH6991Ru3UjXIL9lXZRyWxI19AZXg+SaONLMVzGxjVKTUp5bjnLos6styYpV4x0sB/C7Urmg7GsA3m/4INbNh1f+Xuj+skgX0dlU2+RWAbWscTzQTjc366OiHnqMBjHKv3YDKA0g9nAJgFTP7Jb8YQhiDinvtITObCuB61H4oeQvAIDObhIrH6ezq68ejoklPQSUmaFmvX4GKPqlA5vo4CsC0qit8C1RipVrKFahee1T+qrmT9t0MoOmvn90AfAvAF6v9dyyAk6ntU6g8xN4G4KshhHeX45zKhPqy67Jq9XpPR6UvxgAoSgr5CYCVAUyxSkr0T6qv17o/tgbwcPW1HwD4aZt9g3KjsVkDLUMhugxmdjmAy0MI45v5visA3FINShcNgPpSiMaks4/NRqnTI8RyE0L4Ukefg2gd1JdCNCadfWzK0yOEEEKIUtDRMT1CCCGEEO2CHnqEEEIIUQr00COEEEKIUqCHHiGEEEKUgmZlb/Xs2TMMGDCgjU6lmA8+SBfwfeONN6K9YMGCaK+44opJu1VWWbKsxworLHm+88d7660lhSdXX331aPfp0ydpx8doL2bPno0FCxbUqjq9XHRUX5adSZMmLQgh9Grt4zZif7755pvR/vjHP57s+9jHPlbXMd57b0nx2Lfffjva66yzznKe3fKjsdm1aIuxqb7sGHJ92ayHngEDBmDixInN+nCfHVZ71Yg88+fPT7bvvvvuaF922ZK1Rtdee+2k3ZZbbhltnnQXLVqUtHvooYeiveOOO0b75z//edJu1VXrqzvI37kl35cZMWLEcr2/iJb0pVh+zGxOWxy3NfqzKJOzpffwvffeG+2NN9442bfhhhvWdYxZs2ZFm7/fkUce2aJzak00NrsWbTE21ZcdQ64v26ROT70/+uylufDCC5N9d965pODju++mRRvZG/Pf//432hMmTEja3XjjjTU/d+WVV0622aPzn//8J9o777xz0q579+7R3mOPPaL9zW9+M2nXCH+FCtFceNzmvJpz586N9p///Odk3/nnnx9t9si2BnxOxx57bLLv3HPPjfbJJ5+Mevjoo48Kjy+E6JpolAshhBCiFOihRwghhBClQA89QgghhCgF7b721rPPPhvtgw46KNrrr79+0o6Dkn0MDmdpcYCyDyxcvHjxMt8DpHFBr7zySrR9lhdnktxxxx3RfvDBB5N2X/nKV6L9mc98BkI0IvXGtAwbNizZfvrpp6PNYwIAVltttWjzmPZxeRz3xmP9xRdfTNq988470eZEAn+8//f//l+0OQFhn332SdqNHDky2v778vVQfE8xPuC96Lrl4jlzyx+1JHB+3LhxyTbHYz711FPR3myzzZb7s7oyrZ3MUC/HHHNMtL/zne8k+7bddtto83zjf8frRSNbCCGEEKVADz1CCCGEKAVtIm/lXGHf//73o927d+9o+zRvlpb88VZaaclpszuO5SwgdX+xzXIWkBYnZCmNPwdIix2yS9cf7/e//32099tvv2TfGmusASE6inrT0nfaaadoT5s2Ldm33nrrRdvf+zxWeZ8fSy+99FK0WdLytbC4iCFLWjwW/TbPHX//+9+Tdlzg8J///Geyj69Ha9baKhP1XquWXNOxY8cm21OnTo02S64AcMYZZ0Sb+3LMmDFJu5ZKJI1Ivfdsrh1vc7t66+29//77yTb/nnJ/HXHEEUm7GTNmRNv/jvM4bY2xKE+PEEIIIUqBHnqEEEIIUQraPHvLZ2OwW3uttdaKtneLsTucXdJAKkd9+OGH0fZrb/E2u6595gcfn9vlssZYpvKudj6/m266Kdn3+c9/HkJ0FDn38KhRo6I9fvz4aPft2zdpx9KuH7d8/CIbSMc+u859RlmRHOfHMB+fx22/fv2SdqNHj472bbfdluw74IADCs+3DNQrYfjX/bxbxJVXXhltXu7n/vvvT9pddNFF0d5ggw2i/dhjjyXtOBOLM3wA4IILLoj20KFD6zq/zk6RNJVrx7+fHh6LPpOZZWhu538z77vvvmgfdthh0fZr722xxRbR5vAQjz9+S5CnRwghhBClQA89QgghhCgFeugRQgghRClo85ieRYsWJdsc08NasK/synE2XjPmVNiiNFMg1RpZx/T6JJPTRTnOiCs39+zZs/D8eLV4QDE9ov3Jxb0xXD2c7+k333wzaZerls4xPrkxx/vqrX6ca1c0D/iUej73Aw88MNnH8YdcTdqfu0+/F0t44oknou2vG6ecT5w4MdoLFy5M2h1//PHR3mOPPaLt43b4GGwDaczIM888E+1NNtkke/5dhXpj0nLzAe/LxdLw2Hv++eeTfTzG1lxzzWj7WKLzzz8/2n369En2tXb5CHl6hBBCCFEK9NAjhBBCiFLQ5n7aKVOmJNvs8mSpy6eq8rZPCec0xo033jjaAwYMSNrx4oecYrf66qsn7dh1xzIbV5AEgJtvvrnm8V577bWkHVeU5PR1ITqCIhf2oYcemmyz9MMlGWbPnl3YzktORW7wXGpsS/Cfy25v/r5+XuE5wc8rLL987nOfq3m8rky90oEvIcKLfbIs2K1bt6TdiSeeGO3f/OY30fZyBi84OX/+/MLz4zTnRx55JNnHC0JzP5dF3qp3MWHPyy+/HG2WHV999dWk3aRJk2q+x0ua3bt3jzbfG6+//nrSzi8W3pbI0yOEEEKIUqCHHiGEEEKUgjaXt9hNDAC77bZbtP/2t79F2y9qyAvGsRszh3e7vvPOOzVtLzlxdVeWvnym1TnnnBPt7bbbLtos0wGpC33mzJl1nbsQ7c1DDz1UuM9nUzI5V3muCjOTqxhbD/UulOjPlbPLfFXnCRMmRJvnrbJUZ/YSJF87vga5hZ15HvcLhP7hD3+I9u233x7tT37yk4XntO666xbuY+mLZRQAeOGFF6L95z//Odq77LJL0m7w4MGFx+/M5Pry2WefjfYpp5yStONQDc62mj59etKOQ0wef/zxaO+5555JO5YueU7xC73mMqrrpV4JXZ4eIYQQQpQCPfQIIYQQohTooUcIIYQQpaDNY3pOO+20ZJu1xb322ivaw4YNS9q98cYb0fYxPazZ82rNPXr0SNoVVY71Gj0fj1PpfJwRpztyPBKn9/rz8Npl2Wnp6r9F8QUtrZbLKZ31pnN6OD6EP7ezxIBw2QUgrV6cu47ch7mKzHyMnN6eSzEvul9yaeR8T/i0dI4r8KUrRo4cGW2uEFsWcmUAGH/fcB/dfffd0T7mmGOSdpdeeunynmICp1Hz7wUADB8+PNpcndnHqvlU7K5CroIyl3m54oorkn3+N7S59OrVK9nmuDmOnzrqqKOSdhwjlJv7eV9uxYQc8vQIIYQQohTooUcIIYQQpaDN5S2fjnjXXXdF+4Ybboj2mDFjkna86NzFF1+c7GMJiheT86mURTIIu+CB1P3JrjTvnuUUvl/84hfR9hLWOuusE+0bb7wx2cfVS32aZRmoV/rxrsui99Xr0vT30E9/+tNoz5s3r65jeHIu5EblscceizYvmgukFXTZLc3jw+/z8lHR4qZetuJ9uTT3osUGc4sL8z3h2/ECyH7cln0h0XrHJs+DALD77rvXtD1cNoTvm3pLG/h2vEAsz7lAGvZwwAEH1HwPAMyZM6fws8uAl7N4HPFYrneu45AVIP2N5z669957k3bf+973ol3vIqieeqVKeXqEEEIIUQr00COEEEKIUqCHHiGEEEKUgjYXsU8//fT0A0k35zS1LbfcMml30003Rfvss88uPD5rjV6jL4ob8Np9UbyPX66CU+B32GGHaPPqsUCqa/pVfcsYx5OjSLOvN76C04wBYPLkydG+7rrrou1jTzi18uijj4723//+97o+F0hTvH/5y19G+4c//GHdx2hv+F73cTYMx8f5VGbuM18ygPfx8X1sDccL8PFzKes5Pb+onU9/5fnCf6+5c+cWHl8UU29fMryvpavYc0yaLxtSdB/6uM+yx3HlYidzcTw87vkaHnfccUk7noP5szgWF0jjvXxJBIaXvPjf//3fZB8veZFDnh4hhBBClAI99AghhBCiFLS5b++www5LtjllfdKkSdHmtEIAOOSQQ6LNq+kCQL9+/aLNrlWfis4us1xFWHbP8Qrp3r335ptvRptTHX/zm98k7XifX2mYK0/7KtRdlVzaaVG66tNPP51ss5uUVwf3pQ4GDhwY7Q033DDaPs129uzZ0b711luLTj3LP/7xj2j/5z//adEx2ptHHnkk2izPAcUp4T5lnd3PXgIucon7fi6qsO0lJx63uUrcRePbv85zgq8eyxIJ9ydL2WJpiuQp/zrfN7n5ODdfMHzv/fWvf032HXTQQdH+/Oc/H20vg+WklDLQ0urxRVXs+boDaZo6r+DOJQWA9Lmgb9++yT7/DNEEl58A0lAHXjHBI0+PEEIIIUqBHnqEEEIIUQraXN564oknkm2Wjzjraccdd0zaPfjgg9GeOnVqso9dcrkMgaJKr7lFL4syEfz5sst06NChSbuNNtoo2t5Vt/nmmxd+diOSW5iT5REvgTA5Fyq7PM8444xoX3PNNUk7Xhyyd+/e0d5+++2Tdixxvv3229H2i9a+8MIL0T7zzDMLz4+lVX9O3/nOd6L95JNPRptlWyBd/LCj4XvfjwOWI+qtwOqPwe/jys1e6iiSrXJjk/H3FC8kyZWlfbYOy2L+O/IxLrjggmg3J6Ov0am30nlbk8uwK2rn4WrCPlRg4sSJ0f7KV74S7WeffTZpt/POOy/7ZLsY9cqHubmi3vuGf/84PGThwoVJu4MPPrjwGOutt160ecz66s/8u5BDnh4hhBBClAI99AghhBCiFOihRwghhBCloM1jeryGyvrt888/H21f1TiXOs5ph6w1+uqaRfE5uZWcOQ7Efy7Hd/D5+bgBjhfhmBUAeOmll6LN6dWNRE7LZXJxPAynI/Kqu0CaZsjVqgcNGpS04759/fXXo/3GG28k7TgFleOAWOMH0vuN0xvPO++8wuNtvfXWyT6OAeH4FZ8e30j4lF2maFVl3898T+TiMZhc7F295NLoeZzx+PZp+VxV3Z8TH5P7syvRUTE8OeqtyMzV1gFgm222iTZXVQeAW265JdqjR4+Otr8ffMxlGWjJPVCUor4sHnvssWgPGTIk2n61ey7/4ef0s846K9r8W/uJT3yiReckT48QQgghSoEeeoQQQghRCtpc3vLyCC/8yJKFlwRYZvKuNXZLs3vdf1ZRurVvV7RInneF8r6ePXuiCE7H85Vj582bF+1GlbfY/Vmv6/miiy6K9iWXXJLse/nll6Pt3cmDBw+ONt8P/J7c+eWkSu5XX33Xu1Cb8Cmso0aNKjyPn/70p9H+/e9/H+3+/fsn7a6++urCY7Q3P//5z6Pt5VveZunOp5dyqnC9KeatAY91L2/xfcrn7qu0s7zHcwyQStb//Oc/o90oad5dCe7L3Bxz7rnnRtvfh1/96lejfdVVVyX7+B498MADo82V2IH6JfqyUJTO7n/Hihbz9mOFFwHn3/jmzBs/+9nPos2/wUceeWTdx2Dk6RFCCCFEKdBDjxBCCCFKQZvLWz5Dokh+4IXJgHRhwJy8lXM111uRucit7116/LlcJZIlOyB1/fljcFXKRoEXoQSAO+64I9pPPfVUtH1GC0t1/L04QwZIF/7kzCsgvd5+H8PSA1/TnFTJ0oa/hzgri/vPLxzKVT794pp9+vSJ9mabbRZtL5tcdtllaBRmzpwZbXY9A2lfsLTr5Tr+fu0pbzG5Mcz3ope3ctXcWXIZMGBAzfeI1oHnSC85/ehHP4o2j/V11103aceZoJtuummyj/ud56nOKGfxvc73bG7s+fmupdlXRe8vGhMjRoxItrlqMmfR5fBhJTwueS7KhZjkkKdHCCGEEKVADz1CCCGEKAV66BFCCCFEKWjzmB4Pa7SsC/qKzD4uooiiGCH/WayFei2ft+td/ZfjIXKp8rkq0R3J/Pnz8bvf/Q4AcOONNyb7OJ4qVwWXdXOufuyvB1fR9H3EsTocC+Rjofhe4dgi/1kcl8L9wN/JH4M1ZF6hG0jvBx93xnEkfPxGi9viCuF8nl4TL6pG7vusqNI5UJzy6tOSvW5fBB+fj5FLjeXYMH/PcvyW7yceq88991xd59co+Hml3lITrf3Z3C++j3msP/HEE9E+9dRTk3YcH8dV+88///ykXS7Wiqs3cxzbTjvtVPietiZX+iC38nlLSoi0NrmYoM985jPR5qrLAPCXv/yl5nv8bzAf38/9HEs5bNiwZZ/sMpCnRwghhBClQA89QgghhCgFbS5v1Zvu6aUD7+JiiqoreympKLU9d058DO8y5s9imcCnaLPE4mmUhQx79OiBY489FgCw3XbbJfsefPDBaE+bNi3ac+bMSdqxPLBo0aJo+zRhvqbercmLuC5YsCDaOUmF3eb+s4rSOP1CmyzHsQTi3cd8r/jSBHwe7Lr3qeCf+tSnov3LX/6y5vm1Jffff3/N13OSE8tb/ntzZVwvHxW54ustLdFS+Jpz3/r7iKVWP8fw92yNBVLbk5zskUttbo1rXxQSwGMCSGXWX//619Hee++9k3ZcNuK6665r0Tnx98qdU3uSqx7fkn548sknk+0///nP0faSoa9I30ROZuLfKj8H/PCHP4z2K6+8Em0fKlFETi7LlajZeOONC99Xb/kMeXqEEEIIUQr00COEEEKIUtDu2Vv1wq4177otqlCZc0nn3IdFC456meK1116LNstbvhooZw54939HVbCtRdO58KKfALDDDjvUbO9lu1mzZkX7mWeeibavsMoVUb28V9SX3sXJCwjywnX8OpBKjZyJ5SVIdnPnXN4s+eT6jjOhWF4BOr6ir19YtAl/fxdVe+X7HkjlgpykXDSu/DafX+4a8+f6a1okx/nvzjKsl6/9d+kqtPb9l8tCyslsXGl5gw02iPaUKVOSdtdcc81ynmF677Fs3t4VmUMIUYLPVY/ne4+lIwC4/PLLo+2znBmej//1r38l+7iyftE5+HPkccRZdEAqO956662F58S/k1wFPyer8RgF0vtr1113LfwsyVtCCCGEEIQeeoQQQghRCvTQI4QQQohS0OYiNsdfAGnKaC4Gh7VAr8uzbpxLfSuqeOm1v6L0+Fw8Dp97v379knYTJ06Mto+baJSKzCuuuGKMc/Grh7/44ovRzumk3bt3j/aee+4ZbR+3UxRTAhTHafh7g49ZlL4OpCns/B6+74A0zTK3Kjefu79PuIIx3+c+NsSvUt7e7LHHHjVf97EeRTEGvi/4muTigvj4/trxNmv9/voXpUP74/E55SpG8/E7qrptW5CLs+GYrJdffjlpx2Odx3COemOE/u///i/Z5nuK43hGjRpV1/FyZUxyle85pqe9MbPs/FeLRx55JNnmPsvNkbwKPZcCAYCbb7452gcffHD2fGtx9NFHJ9v7779/tHNp5Dy26+Wll15KtjlGcuedd2728Tzy9AghhBCiFOihRwghhBCloE3kLZYcclUo11prrcJjsBs6l0rKx8+5xutNhc1JZ0Xu+gEDBiTt+Dxy7vVGwadY++0iWILMyQYsLfm096Lr4WXAokVhc+/j/vIya58+faLN94Z3oee+V9F9468fp+d2BP/+979rvu7lW95m+W+99dYrbOfHVdG9768dy2JFkhiQXuNcO+63XGXloj6rtd2ZyElOjz/+eLR96jHPwX6R55ZUL+aqy+PGjUv2sdxcVCU8R06OzbXtyMVjFy9ejPvuu6/meRxxxBHR5nuWJUcPl+HwqxiwlOTnoJNPPjnaOXmLOfTQQ6M9ffr0ZJ9PiW9NeMFgoP77UCnrQgghhBCEHnqEEEIIUQraRN7KLe7J7m+WGDy56qtFbk3v3irK2PLvL6oc6z+XZTbO+PEVmXPyViNVZF5e2J2ai9L3bljRvtx+++01X/eyMUtOfH9fcsklSbsvfOEL0fbyJC/syve+l9J4X26sF73HZwjyNrvHfeYaL5rrq3QX4TOevNzXFjTNE/VmSuWyt1oj46VevvzlL0d7xowZyb5bbrlluY6dq8zv4XvFL8zZnrz33nuYOXMmAOArX/lKsu/MM8+MNo8blgj9Ps4E81Ilvy+3aOdpp50W7S996UtJu+9973vRvueee6K97777Ju18JfzWxMt7PjShiHrHijw9QgghhCgFeugRQgghRCnQQ48QQgghSkGbV2T2Ohtri7lU3nqrqhaltNZ6XxP1rhKc04w5bmDQoEHJvtzK710ppkd0DrhMAOvjPkW5aLwcdthhyfa3vvWtaI8cOTLZx7FACxcujHbv3r0Lz4nxcRs8NjmewVfY5vftsMMO0eZUXQC49957ax671mc3cdNNNyXbHLfSVjR3ZfRce55zDjzwwGQfx4Gcfvrpyb7Pf/7zdX322WefHW2OHzvllFOSdltvvXVdx2sN+HfBr9rdnvTo0QMnnHACAOCPf/xjso9LCfA5+nHIK6vzfc+VtgGgZ8+e0fYxb3wPnHfeeTVtAOjVq1e0OU7zxz/+MYrg37hcGYF68d+r3ti7ej9bnh4hhBBClAI99AghhBCiFLS7vMVuttxCjJw+yy43IHXR56qoFi2amFvolM/Pu+CLFrDMpd7788stmidEW8BjkOWnet3Gnl/84hc17Rze3c7nwWPOzxe8zWnvuWru9ZKrJs0VcnmxRqDt5a0333wTY8eOBbB0qj/Pfbzgr6/Ay/Mnfxe2AeCZZ56J9vnnn5/s4zRlXsxyzJgxSbsLL7ww2rxoab33RkvJSXo8x/tFcTsKX7l//Pjx0eZFq/0iylwygb8Xp7ID6e9V7tpwCZHctWFZLSdNNleKBZb+bWUpzVdkLioR4ecUf28XIU+PEEIIIUqBHnqEEEIIUQr00COEEEKIUtAmMT1Fyz94cuWlWfPz2h2nrr766qvR9mX1600/Z1gz9XEDb731VrS5VLbXEvncfQyP12uFaGv+9Kc/RfvGG2+MNt/PQOunnjJ+jNSrv7c2HFfBK8kDaYwTzzm77LJLW59Wwn//+1/Mnj0bAOL/TcyfPz/aHBfFcyKQxm3wPNi3b9+k3THHHBPtIUOGJPvuvPPOaPOK6VOnTk3a7brrrtHmuCAfj8TzYlvH2XCMyCc/+ck2/ax6+f73v59s//3vf482Lynhf6v4d5J/k/w15Nga/7vD8Wp8fB/fyveUL0fBLO9ckfs99r/3RTE9udjcHPL0CCGEEKIU6KFHCCGEEKWgTeQtrobpXZz1Sk5HHHFEtN94441kH6ew82fl0te5XW41dnbVebmsW7du0R4xYkThZ7Gr2Z8Tn4cQ7QHLNrzKuF99m8dZvdV4c+TKRPB2LuW1aJ93qfN2LgV+//33j/bll1+e7OMyFJ/61KeizStPtwdcxbdeWOYHgLlz50abK2Pz60B6rfjeAFJJi+8NX9WZ7xUvnzHtmTrO8tavf/3raPPK5u2NT/vma8+VrM8666yk3YQJE6Ltfwtbm9122y3ae+21V5t9Tk4S4/sOKF65oSWp8oA8PUIIIYQoCXroEUIIIUQpaBN565133ol2zq3tFxZjfKR7Z4Ldbv77576zEG1NrvIrZ254GYThrC9fCZhhF3ZrZ4PlYAnZS9RDhw4t3Mfy1je+8Y22Obk2okePHtntssFZep2hL1l2ZdszY8aMaE+aNCnZN2XKlGjzQrJAKnHy75NfTeDSSy+t+bk+JGR5x3NO6jzttNOS7c0337xmOx86Uy/y9AghhBCiFOihRwghhBClQA89QgghhCgFbRLTw6v/brbZZsk+TmncYYcdCo+RS2dvaapae8EpnLNmzUr2DR8+vL1PR4gIj6vzzjsv2cfjtnfv3oXHaJRVq4vIzQ9c7oLTmoH0e7VnDJJoW37yk5909Cm0Gvx76n9bjz766Db73Nb+zc0db999963rGLkSNTk0soUQQghRCvTQI4QQQohSYPUuxAkAZvYKgDnLbChak/4hhF7LbtY81Jcdhvqz66C+7Fq0en+qLzuMwr5s1kOPEEIIIURnRfKWEEIIIUqBHnqEEEIIUQoa9qHHzD40s8lmNs3MrjOz1ZbRfqyZjajas82sZ/ucqagHM/uBmU03synVfi2uV9D8Y+9pZre01vFEHo3NrktbjFPu/+VpI5qP+nNp2qROTyvxTghhKACY2d8AfBXArzv0jCrnYqjEQn20zMYCAGBmOwE4CMC2IYT3qj96LVs4pZUxs5VCCB909Hl0MjQ2uyCNPE5F81F/1qZhPT2O+wFs4v+iN7PfmdkJuTea2Xeqf5FOM7NTqq+da2ZfpzY/MrPvVu1TzWxC9cn4x9XXBpjZE2Z2MYBHAPSt8VGimN4AFoQQ3gOAEMKCEMK86l/9PzazR8xsqpltAQBmtrqZ/bnaD4+a2aHV1weY2f3V9o+Y2c7+g8xsu+p7BprZcDO718wmmdloM+tdbTPWzH5uZvcCOLn9LkOXRGOz61A0Ts+qXvdpZvbH6sNl0zg618weNrMZZrZb9fVVzewf1X66BkCsAmlml5jZxKr34ccd8SVLhPqzBg3/0GNmKwE4AMDUFrx3OIAvAtgBwI4AvmxmwwD8A8BR1PSzAK4zs/0AbApgewBDAQw3s92rbTYHcGUIYVgIQSmIzWMMgL7VgXSxme1B+xaEELYFcAmA/1d97QcA7g4hbAdgLwDnmdnqAOYD+ES1/VEALuIPqT4EXQrgUADPA/gtgCNCCMMB/BnAz6j52iGEPUII57f2ly0LGptdjqJx+rsQwnYhhMGo/OAdRO9ZKYSwPYBTAPxf9bWvAXg7hDAElTHHZeh/EEIYAWAIgD3MbEgbfp+yo/6sQSM/9KxqZpMBTATwHIA/teAYuwIYFUJ4K4SwGMCNAHYLITwKYF0z28DMtgGwKITwHID9qv8eReWvxi1QmWgBYE4IYfxyfaOSUr32wwGcBOAVANeQF+DG6v+TAAyo2vsBOL3a/2MBrAKgH4CVAVxmZlMBXAdgK/qYLQH8EcDB1b7cHMBgAHdUj/NDABtS+2ta6/uVEI3NLkhmnO5lZv+pjru9AQyit9Uav7sDuLp6zCkAplD7z5rZI6j04yCkY1i0IurP2nSKmJ4mzOwDpA9qqyzjGLkFQ64HcASA9VH567Kp/TkhhD+4zx0A4K1ln7IoIoTwISoPMGOrg+346q73qv9/iCX3owE4PITwFB/DzH4E4GUA26ByH7xLu19E5X4YBmBe9RjTQwg7FZyS+rPlaGx2UWqM06+g8lf8iBDC89UxyH1ba/wCwFIF4MxsI1S8uduFEBaZ2RVY9n0ilgP159I0sqenFnMAbGVmHzezbgD2WUb7+wB82sxWq8ojh6ESgwBUJtPPoTK5Xl99bTSAE81sDQAwsz5mtm5rf4myYWabm9mm9NJQ5KuUjgbwTdKah1Vf7wbgxWqg6rEAeMW51wB8CsDPzWxPAE8B6GWVYD6Y2cpmxn/RiNZFY7OTUzBOm/7wWFC99kfUcaj7AHyheszBqPzIAsBaqDygvm5m66EijYo2Qv1Zm0b29CxF9cn0WlTca0+j4lLLtX+k+vT5cPWly6vuc4QQppvZmgBeCCG8WH1tjJltCeCh6u/tYgDHoPLUK1rOGgB+a2ZrA/gAwDOouFwPKmj/EwAXAJhSffCZXW17MYAbzOxIAPfA/YUfQnjZzA4GcBuAE1EZ0BdVf4RXqh5zeit+L1FFY7NLUDROX0Mlbms2gAl1HOcSAH8xsykAJqPaxyGEx8zsUVTG4EwAD7bq2QuP+rMGWoZCCCGEEKWgs8lbQgghhBAtQg89QgghhCgFeugRQgghRCnQQ48QQgghSoEeeoQQQghRCvTQI4QQQohS0Kw6PT179gwDBgxokxP56KN0YeQXXngh2m+9lRZc7dGjR7R79erVJucDAIsWLUq2FyxYEO211lor2uutt16bncPs2bOxYMGCXPXaFtGWfdnWvPvukkLMb7zxRrJvxRWX1CtcYYUlz/RrrLFG0m7llVduo7PLM2nSpAUhhFa/aTtzf3ZWNDa7Fm0xNtWXHUOuL5v10DNgwABMnDixdc7K4R9szjzzzGiPGzcu2XfcccdF++tf/zraiuuuuy7Zvvzyy6N9wAFLik+ecsopbXYOI0aMaJPjtmVftjVPPbVkdYrbb7892de9e/dor7LKkoroO++cLsjep0+f5T4PrnFVLZi3TMysTRbE7Mz92VnR2OxatMXYVF92DLm+lLwlhBBCiFLQoctQfPWrX432vffem+xjucvLR+wFuuiii6Ldt2/fpN2mmy5ZdqRbt27RXrhwYdKOPUn//e9/o+2lk969e0f7kksuifbNN9+ctLvsssuiPXDgQIj6qNdz8rWvfS3aDz/8cLLvgw8+iPZ7772HIr70pS9F+7HHHov222+/nbTbfffdo33++ecn+1ZdddVof/jhktUQWGITQgjROMjTI4QQQohSoIceIYQQQpQCPfQIIYQQohS0e0zP3XffHe1Zs2ZFe9iwYUk7jqfx6ezbbLNNtF955ZVoP/vss0k7zgjjTIspU6Yk7VZaacll6NmzZ+E5zZ8/P9obbbRRtF977bWk3Xe/+91ojxo1CqI+6o3peemll6K9zjrrJPs4JutjH/tYtH0fXX311dHmFHifyj59+vRo830CpPFk/Lkc6yOEEKJxkKdHCCGEEKVADz1CCCGEKAXtLm/dcccd0eZKlT69mGWG999/P9nHEhRLDiyPAGkaMcsUXn7gar1rrrlmtLkqNACsttpqNT9rww03TNqxNPfAAw8k+3bddVeI2rCMydWUgVQ+eu6556K9+uqrJ+04ZZ3lTV+RmWUxlllZEgPSfv72t79deO7+fIUQQjQemqmFEEIIUQr00COEEEKIUtDu8ta8efOizYt25uQtlql8W5YjvITBkgjjK+ayHMUVeVnO8sdnOcOfH2ceSd7Kw/KRz9JjOOuPZSuWI3PH8PcCH4PvJy+lDhkypOZ7gDSLbP311y88B0lfQgjRGGg2FkIIIUQp0EOPEEIIIUqBHnqEEEIIUQraPKbHxzdw/AyvfM42kFbJ9XDcBcfTLF68OGnH6csc++PjNvgc+T3+3Pl9q6yySuH5cUzPjBkzCtuJ9Fr5dHFmwoQJ0eb4mbXXXjtp99RTT9U8to/P4kreDMeZAcChhx4a7TFjxiT7hg8fXvOcfOkEIYQQjYE8PUIIIYQoBXroEUIIIUQpaHN5i6vdAqlk9M4770TbywpcMdfLUW+++Wa0uSKzT0tmmYHlMi8/cHo8y1u+HcslnIbspRPGV3UWKfUuMnrPPffUfN3LW5/4xCeiPXPmzMJjs7w1dOjQaE+ePDlpx/fU4Ycfnuzr379/zXPyJRFE/cyePTvZnjt3brRV7kEIsbzI0yOEEEKIUqCHHiGEEEKUgjaXt1588cVk++Mf/3i0WSLyUhJLB77iMVfh5ff57C2Wrfiz+HUglc94MVIvU3B2Ue/evaPtK/XyefTo0SPZx7JKr169UHa4b1mq9LBUxVWzx48fn7Tr3r17tPne8NmBe+65Z7RZQjn66KOTdj//+c8Lz6leaU7kue6666J95plnJvv233//aLOUOXjw4DY9p6uvvjram222WbJv++23b9PPFkK0HfL0CCGEEKIU6KFHCCGEEKVADz1CCCGEKAVtHtPz6quvJtscC/P6669H+7777kvafeELX4j2BhtskOzjOCFeIZvjcYDiCr8+doTbccq6b7fuuutGm2NJ/CraW265ZbS5AjUAPPnkk9FWTE9xevf999+fbM+fPz/aHM/h769FixZFm8se+ArMXEH5mWeeiTb3nWg+XJKCx4Uv3fCtb32r5r6BAwcm7aZMmRLtk046Kdrjxo2r63x8nN+f//znaC9YsCDZxyU01lhjjWj7+aerkivRkeOiiy6K9rbbbhttni+BdM7kuW/IkCFJuz59+tT1ufVyzjnnRHvQoEHJvkMOOaRVP0s0PvL0CCGEEKIU6KFHCCGEEKWgzeUtLytwNWWusuvbTZo0Kdq77757so9d3pzG6uUsdrVzmrqv3MySFldu9qnonEbPVZj/85//JO34GBtuuGGy77HHHov2brvthrJT5ELnlGEgdb1zf/mSACxxFlXa9u2YI488Mtn+zne+E+1f//rXheeu9PUKRYutLly4MNnmhWEHDBgQ7ZwkwnOEvz/22muvaN9yyy3RHjVqVNKOJSw//o4//vhot3VKfCPiS4MUlZC48847k+3Pfe5z0WbZyl97rnbO8+fFF1+ctGOJc7vttos2L/ALpFK0r+R91113RXvOnDnR5v4HJG/Vix/XfA9wf2288caF72uUeVGeHiGEEEKUAj30CCGEEKIU6KFHCCGEEKWgzWN6vvSlLyXbvAr2a6+9Fm1OewTS1FJO8waAVVZZJdocx+NjdThllpea8PokH4O1Zo4/AoCHH3442lw638d6cArupZdemuzjZTjKiI8bKEpZHzNmTLLNsTt8fXlJCiDt56KSBcDSqe5NHHvssYXnd+ihhyb7/vWvf0W7UfTq1oLj4fx3y33Xov7ceuutk21eLmT69OnR5jIDQBrHwX32zW9+M2nHsXPbbLNNtL/73e8m7ThWh8tneIpiyICll7HpTHC/Aukc6WN4nnjiiWjzfMfLtgDArbfeGm3uP3+d+vXrV/Oz/BIxvP38889He8KECUk7jh/y5/7Zz3422lziZMaMGeiqtEb8DC/3c/bZZ0eb4+4A4N577432wQcfHG2OgVye8yjid7/7XbSHDh2a7Nt1113rOoY8PUIIIYQoBXroEUIIIUQpaHN5y8Np3zfeeGNhO3ZD++q87MouSpH1sFvXu3hZcllrrbWi7SUQbsfu+Z/+9Kd1nYPIuzu5FIFPQd1oo42izVW4WeoEgL59+0abXbW+yquvot0E358A8OCDD0abq4R3BXJSR9H1aS3OO++8aO+zzz7RZskQSCsjszyy3nrrJe3Y7b3HHnss9/nxfdoZ5Cw/D/I220XyIwDcfvvtyfZvfvObaH/jG9+Itq+aXSQZvfzyy8k2X1OWpVdfffWkHd+XXFrC3698b/hSE3z/skTGFduBpaW6RqToN645sjPL/iwn33TTTUk7lgKZqVOnJtuc6s/X1P9Wt6QsC5erAYCvf/3rNc/j05/+dNJO8pYQQgghBKGHHiGEEEKUgjaXt7xrrkhm8i5kzvZgNyaQuvH4GD7LgiP6c+56fh8fmzO5gNRNmsNnKDE593IZyPUDZ2z5+4Gz3thV6/ucF5hkGcwvGsnVffmznnvuuaTdmWeeWXi+J5xwQrSvuOKKwnbtRdNYy7m5eTzm+uKll16K9lVXXZXsu+2226J99913N/s8AWCHHXaINmfa8LGBdAwXyR5Aml2Uk7d4bPKCx0B673Dl3nnz5iXtmjKUfOZgR+LnWe5bvm5cCRsANt9882j/+Mc/TvZxBi1Xp2epGQCOOeaYZp8vZ+6OHj062ceVm1mi9jIYV//1Ff1ZWuN+8vNKe8hbTX2TW9A1N2ZbkgHl57Ezzjgj2nw/sGQMpFlaHMKx5pprJu1YFuNVEXwVbl6tgDNwfT9whrY/91122SXaHPYwbdo0tAR5eoQQQghRCvTQI4QQQohSoIceIYQQQpSCNo/p8Xokx7TkYgp8HA/DlXZ5RXNflZP1+6I4IH8efDyvIecq/BYdr6tV6m0J3A8+ponjbrgqt6+2ybEIXHnb94nXnpvo2bNnsv3ss8/WPD8uWQCksTo+nX3s2LHR5pW9DzrooJrn0F74+7vee/CUU06JNlcf99eEU1Q5nRRYesXsevjDH/4Q7b///e/JPr7GrOf7aul//etfo82xd1wBHkhjON54441kH8eH8Vzi4w823XRTAGkMUHtRVHXXz6Xcf9xfnNoPAHvvvXe0//3vfyf7+Hpz3A7HT3mKrqGH40COOuqoZB9vc9zG73//+6TdHXfcEW2O8wPSOCyeL3zF7/agqZ/qHYd+/PJ9tmDBgmj72JeFCxdG++mnn072cSkPrljO8VNAOhfyWPbXbd9996157n4+5vHG49KvnsAxm1xpG0hjsg488MBo+5IIHHeWQ54eIYQQQpQCPfQIIYQQohS0e0Vmhl1p3hXK7kq/j93N7PrzaawsVfF7vPuQj8+pqt5Vt9lmm9X4FkvTGgu/dSVyafpczZrdn+z+BlL3bJHUBSwtSdZzTnw/eJmA7ymW4oC0GjQvuuhlk89//vN1ndPy0lw3umfQoEHR/tvf/hbtJjmniU022STaPkX19NNPj7ZPhy2Cxya73oHUxc7Xn9NYAWDYsGHR5nIXfqHE7bffvubxPDwn+Mrs6667LoD677WW0HRP1lt195JLLkm2WZrift1zzz2TdiwR+X0PPPBAtFlWyM2DfH65FO1650iWvH3pAP798HInj0GeS3zYhC9l0Zb4352iNG2WqYC0tAJLPV7KZ2nRX/utttoq2vfdd1+0OY0cSCudN93nwNJzGq+KwHiJicczlynwY4d/x30pCC6RwIvRsoQLpNJfDnl6hBBCCFEK9NAjhBBCiFLQofJWjhdeeCHaPnuCZSvGu9aKFgr0EkaRlJbL8uKodO/qq3cR1K5K7rp5ODuK3dC++jVnELF88cwzzyTtOFOFpQ2faVPvIpIsd3p3Mme+tCRrqTUJIUSpz7uH2SWckxK+/OUvR5uzqLzscdZZZ0V7xx13TPZxdV0+nu/P8ePHR5ur7vqxPWTIkGhvt9120fbucZaqOMtu4sSJSTs+D3a3A6mEyvewr9rbJPW0pXTd3AVf/RzEch/LHl6q5IWd/ffcdttta+7jTBtPvRXnc9eO76HLLrss2vvvv3/Sjhc69dmZXE2f739/fm0tby1cuBBXX301gFT6BYATTzwx2pyx5LMlWYLi7+mlOq5K7TOgWDLjzFh/P/B8x4vM+t+0osr3fjUCv8BrE/Pnz0+2WZryczN/1iOPPBJtvyh1vcjTI4QQQohSoIceIYQQQpQCPfQIIYQQohR0aExPTtd96KGHou01Pk5TZu3da82sT/I+r+tyO44V8Ct4czvWJL2ezufUlVdVr7c6LHPzzTcn2xwrwDE9fK2BNGWS01N9ijPfG3PmzIm215r5s/h8c1VkBw4cmGz/6U9/Kmzb3rz33nuxyrRftZr7KbdSOccIcGyNT0vndr6sw0knnRRtjiPwFXP5fVtssUXyPRiO45gwYUK0+/TpgyI4xXe33XZL9k2ZMiXa++yzT7KP70Ue+7wSObDkfmmkchQ+fbcolsJXseWyC77iOKeIcwXzHHzdXnzxxWQf9wvHbPpYTP7cG264Idq+BAJXCfYxXvybwfeaj3fLjffWYK211sIBBxxQ87O4z+pdMZzjCv0cOWvWrGj7z+Jxxe/zx+B5kvuS+86/j+dP/1vN455jlXx/8ZySG1f8O+7v5UmTJhW+j5GnRwghhBClQA89QgghhCgFHSpv5WQQTkXOyVEsZ3h5qygVPSc5sVuf0x798bgqMKd2Ao3l9m5LWvI9Od0ZSNPKOX3Spzhzv3CqIleNBdJqsXx/3XPPPUk7vh9Y5vEyTNE55MhVom0rVlhhhegiZrkISK8JV4H1qbHsLuZ0Wp/Wym70k08+Odn36U9/Oto8LnILDPLiiF5imTp1arRZkvQyGB+f+9AvvMjHuP/++5N9LJWyDOgrATdVqm0raWTx4sXxvr7xxhuTfb179442fxc/V7FkxPetlzQ5HfiJJ55I9vF9zOn8t99+e9KuaJFRL1sVyche6uD7l9/j54THH3882n7c8jZLLj5V+n/+53/QlphZ/PzPfe5zyT6/vbzwd/a/rTxe+Hr4uapojvO/mXwMtjvyt89X5S5Cnh4hhBBClAI99AghhBCiFLS7vFW0uKPPlOLqkl62yi1qxxRJX94tzccoWogSSN14LG95mltNtSuQW7STs24mT56c7OPKodzOLzjKi87xgpfepckVOzkjYNddd03acUVgvk98NhLfa1zZNUdHuHhXWGGFKF1wZgyQZlFxFlz37t2Tdpzxw/3iZQWu6MoLJQKppMXSFGfaAGkWClfF9VISu9s508jLW7zN96KvTMvZKb4/X3rppWjnFm9skpLaapyvuuqqsVKy70ve5oVQeaFIIJXB+Br6hSO5Eq6/pix98TXgRYKBVKLm7Cg/pzN8PH99+b7hPvL9xeMsJ0vzYpv+eh533HGF72sNVlxxxSgj+2vP23xfeimJf69y7Rg/B3Hf8jjyx/C/eU34Pir63fWv8/HY9vca3yu578XH8JI5L5Cao3y/zkIIIYQoJXroEUIIIUQp0EOPEEIIIUpBu8f0FGmBXu/klWV9miGn2nJMh68G6avwNuG1Zj4nfo/XRfl9fnVvhrX+jkhfbk2KNFkg/Z65+Ibvfe970WY9GUivB+/z2junqXM7Xy2X9XtOwebqzEC6ujSncXs9mWN8fFxKI8GxA74veLzkKphznA2PP79CPacK+3uCxyqnuvsxVxSD42O5OH2ZY5M4ZgVI+5C/l48d4LgQH9PEsS9c/ZePDSyJFWurausrrrhivA5HHXVUXe/xcx1/F04d933J197PwXzvc8yMn8N4tXo+nl/BnMct3w++SjIfj9vlVt/2fcH3PKfz++r5/h5oS3yJCL8t2gd5eoQQQghRCvTQI4QQQohS0DDylk+LZVdrLv2O09Z8O3bJFqW++vdxtWd29wNp6mCR6xdI3bDe/d+IC5D6PuHvw9+z3hTd8847L9nm9PA99tgj2Tdu3Lho87Xx6ans5ubz84saeim0icsvv7zwnDiN3ruc+bN8+nMjYWaxr/y14/IK3J9+UUpeVJDT/XNpqB6+XixHcWo0kI5hlqj9sfl4ubRk7je+T/39wfOMr2LMshjPCZyi74/fKPh5hascs11vWq8QXZXGG71CCCGEEG2AHnqEEEIIUQo6dMFRxmdI1Fs5NiczsSSSk7f4GJw54LMF+H18PJYFAKBnz57RzlWMbhS8LOirEjfhM0S4Gu9vf/vbaP/mN79J2u20007R5qq3ALDzzjtHm6sp+0rLRdJDTmq46aabon3wwQcn+2699daa7/HH4/7LVWTmdh2dofeZz3wm2WbJiBfg9H3B0uDMmTOj7ReE5HvfVzfna8TjjytqA2kmHMvIXqbhLC1+T70Sk79n+Tv68c2SW05qFUJ0XuTpEUIIIUQp0EOPEEIIIUqBHnqEEEIIUQoaJqaH01uBVF/3cQMcQ8OVY71+z7EVHNfgq8Nyei7H9PiUdT4Gf5aPjeCYns7I9ddfH+0vfvGL0fbXjWM7GB8DMX369GgPHz482TdlypRob7zxxtGeNm1a0q6oMqu/9qNGjYq2j+Nhiqp1e/ge8hVmGb43Gq0sAce/cAVrX826K5KLERJClA95eoQQQghRCvTQI4QQQohS0DAVmWfNmpVs+3RShheaGzhwYLT94oIMS2J+4UhO0eZjc3VmIE2bZjnDp1cznSFl3VetPfXUU6PN0iLLgDm8dMT98tBDDyX7dtxxx2hzmrT/LE415gUUDzvssKTdpz/96brOsSgt38shLA35xTCZztDPQghRduTpEUIIIUQp0EOPEEIIIUqBHnqEEEIIUQoaJmXdx1Lwkg+52BqO/eEV14E09oNT4n1JfP++JnxsCp8jL3mRW3YgtyJ1o8DLNQDptVp//fWjzdcTSK8Pp6/778xxMT72ZcKECdHecMMNoz1ixIikHS9RMXv27GjfeOONKIJjifieAZZeWqGJonsBANZbb73CfUIIIRofeXqEEEIIUQr00COEEEKIUtAw8pZPIWYpyUsO6667brRZOvESBr+Pj+dXbX/77bejzbKHl2KKZCy/ajtT72rQHclxxx2XbF977bXRfuKJJ6LN6fxAccXrXNr3qquumuzj9z377LPR5hR1IK2Ufc899yz9JWrgK3kzRSUR/Hu4EnQuZZ+lvtznCiGE6Dga/xdZCCGEEKIV0EOPEEIIIUpBw/jhZ8yYkWyznOGliEWLFtW0vQz26quvRvuNN96I9jPPPJO0e/nll6M9efLkaO+0005JO5Z3WPoqqu7bWfCS01133RXtuXPnRvuKK65I2v373/+ONmdX5TKg6sUvZnrrrbdGe88991zu42+66aY1X+f7Dkgrfg8aNKjweI22yKgQQoilkadHCCGEEKVADz1CCCGEKAV66BFCCCFEKWj3mJ6iFG5fgXfBggXR5hR1IE1N79WrV7R9XMW8efNq2sOHD0/aceXeOXPmRNunqK+22mrR5tgfrlrs6Qwp6zm4SvIPf/jDZJ/fbsLHZ/Hq6RyDBaTlAzh+pijmprXgleS32267aPt7jc+vR48ehcdTmroQQjQ+nfsXWQghhBCiTvTQI4QQQohSYL7qcLax2SsA5iyzoWhN+ocQei27WfNQX3YY6s+ug/qya9Hq/am+7DAK+7JZDz1CCCGEEJ0VyVtCCCGEKAV66BFCCCFEKejwhx4z62Fmk6v/XjKzF2i7cH0HMxtgZtMK9p1tZvsW7DvBzDZwrx1tZj8wsz3NbOfl+0blxswOM7NgZlvU2X62mfWs8friWu0zx2lW+8xxlro/RJ7q2JluZlOq43aHVjjmWDMbsbxtRPNQX3Z+2qIP6dh7mtktrXW8jqDDi4uEEF4FMBQAzOxHABaHEH61nMc8q9brZrYigBMATAMwj3btD+AiAAcDWAxg3PJ8fsk5GsADAD4H4Ecdeyot4gQsfX+IAsxsJwAHAdg2hPBe9QG2cy9GV1LUl52fRu5DM1sphPBBR59Hh3t66sHMBpnZw9Wn1ilm1lS5bkUzu6z6VDvGzFattr/CzI6o2rPN7CwzewCVH+QRAP5WPdaqVqlAOBTAQgBfBfDt6r7dzKy/md1V/cy7zKwfHf9SM7vfzGaY2UHtfEkaEjNbA8AuAP4HlYeeptf3rP4ld72ZPWlmfzNX+bHaF7eb2ZdrHPdUM5tQ7YcfZz7/fDN7pNpXvaqvDTWz8dX3jjKzdYper94zyf3RKhema9MbwIIQwnsAEEJYEEKYVx1zE8xsmpn9sam/q/fBudXxPMPMdqu+vqqZ/aPaH9cAiNfezC4xs4nVcV7Y/2K5UV92for6cLaZ/bg6P061qifezFY3sz9X+/dRMzu0+vqA6u/bI9V/SykgZrZd9T0DzWy4md1rZpPMbLSZ9a62GWtmPzezewGc3H6XIUMIoWH+oeIZ+H81Xv8tgC9U7Y+hMogGAPgAwNDq69cCOKZqXwHgiKo9G8BpdKyxAEbQ9rYArqz1+QBuBnB81T4RwD/p+Lej8tC4KYC5AFbp6OvX0f8AHAPgT1V7HCp/bQDAngBeB7Bh9Zo9BGBX6p8BAO4EcBwda3H1//0A/BGAVd97C4Dda3x2oHvkLAC/q9pTAOxRtc8GcMEyXk/uD/1bZp+vAWAygBkALqZr2p3aXAXgYLq+51ftAwHcWbW/A+DPVXtIdWyP4GMBWLH6/iHqK/Wl/jWrD2cD+GbV/jqAy6v2z7Hkd3Pt6vtWB7Aaqr9pqPzGTazae1bn4J0BTALQD8DKqMz3vaptjqL+Hwvg4o6+LvyvU3h6UPmRPMPMvodK/v071ddnhRAmV+1JqPx41uKazLH3B3Bbwb6dAIys2lcB2JX2XRtC+CiE8DSAmQDqimHp4hwN4B9V+x/V7SYeDiHMDSF8hMqgHED7/gXgLyGEK2scc7/qv0cBPILKda61RsVHWNLPVwPY1cy6AVg7hHBv9fW/Ati96PV6v6RYQghhMYDhAE4C8AqAa8zsBAB7mdl/zGwqgL0BDKK33Vj9n8fs7qj0G0IIU1B5KG3is2b2CCr3wCAAW7XJlyk56svOT6YPgdp9tR+A081sMioPKKtgyYPMZdU+vw5pP22Jyh+iB4cQngOwOYDBAO6oHueHqPyB20Tu97fd6fCYnlqY2WEA/q+6+aUQwkgz+w+ATwEYbWZfQuVB4z1624cgN6rjrczH7Qfg8DpPLRTYtbZLhZn1QGVCHGxmAZW/5IKZnVZt4vuK770HARxgZiND9c8DPjSAc0IIf2jmKZW6P9qTEMKHqEyYY6uT5FdQ+Qt/RAjheavE6q1Cb2m6F/x9sFSfmdlGAP4fgO1CCIvM7Ap3LNGKqC87PzX68Pjqrlp9ZQAODyE8xceo9vPLALZBxcP+Lu1+EZV+G4ZK7KMBmB5C2KnglHK/v+1OQ3p6QgijQghDq/8mmtlAADNDCBcBuAmVQdhS3gSwJgBU/+JfKVSCqZN9VcZhSWzKF1AJ0G3iSDNbwcw2BjAQQHLTlJAjUJEJ+4cQBoQQ+gKYhdQ7VsRZAF5FxR3rGQ3gRKvEC8HM+pjZujXarVA9BwD4PIAHQgivA1jUFGsA4FgA9xa9XrX9PSAymNnmtiTGDqjExzWNhQXVfjtiqTcuzX2ojDGY2WAsGeNroTJpvm5m6wE4oDXOWyyN+rLzU9CHuYrQowF8k+K0hlVf7wbgxapn/lhU/oht4jVUHBA/N7M9UblHelkliBpmtrKZsTewoWhIT08NjgJwjJm9D+AlVGIw1mrhsa4AcKmZvQPgfFRiSZq4GcD11WCubwL4FoA/m9mpqLgKv0htn0Llh3I9AF8NIfCTcBk5GsAv3Gs3oPIAUo978xRUrvUvQwhN3iGEEMaY2ZYAHqqOy8WoxA7Nd+9/C8AgM5uESvzQUdXXj0elv1dDxTv4xWW8fgWW3B87kZQqarMGgN+a2dqoxG48g4pr/TUAU1GJJZhQx3EuAfAXM5uCivz5MACEEB4zs0cBTEelnx5s1bMXjPqy81PUh0XJNj8BcAGAKdUHn9nVthcDuMHMjgRwD5y3JoTwspkdjEpoyImoPAxf1ORIqB5zeit+r1aj1MtQmNnlqAR0jW/m+64AcEsI4fo2OTEhhBBCtDqdxdPTJoQQvtTR5yCEEEKI9qHUnh4hhBBClIeGDGQWQgghhGht9NAjhBBCiFKghx4hhBBClAI99AghhBCiFDQre6tnz55hwIABbXQqohazZ8/GggULbNktm0dH9eVbb6XFOV999dVor7TSkttxxRVXTNoZrU/6wQfFC/V+7GNLFhR+++23C9/z/vvvR3vzzTdf1mm3GpMmTVoQQujV2sdtxLHJ1zzXn52VrjA2OZHlv//9b7LvnXeWlKhaffXVo73yyisv9+fyZ/HnAEC3bt2W+/gtoS3GZqOMy48++ijafL39tV9ttdWizWOU50sgvQdWXbXx1mXO9WWzHnoGDBiAiRMnts5ZiboYMWJEmxy3o/pywoS0ttmVVy5ZbqtHjx7RXnPNtCgyPxAtWLAg2v7Hs1+/ftGePHlytOfPT2sZvvLKK9G+55576jn1VsHMctVRW0wjjk1+oPU/ZNyfbYnPTuXtFVZYPkd3R49N/iHz3yW3j+GHj+eeey7ZN336ktpyO+ywQ7TXX3/9ZZ7bspgzZ8kwePzxx5N9+++/f7TrfTjm7wu0rG/bYmy25bhszndevHhxtLlf2QaAIUOWLHbw8Y9/PNovvvhi0m699daL9jbbbFP4uTze2vMPnVxflrpOj2h/xo4dm2xPmzYt2jwoZs2albTjQcsPPeuss07Sjn9c11577Wj37NkzaTd79uy6z1mk8EQ2evToZN+1114bbX6YfPnll5N27767pID5V7/61Wg/+uijSTue2J944olob7FFur7v5ZdfHm2euP1Ey9v+gaizeZ/4fOv9AfzKV76SbL/33pIl8fhHDkj77MILL6z5uUDqBRg2bFi0vReBH3T5Qcf/gXP77bdH+7XXXov2IYcckrQ7/PAlSya29KGvM5P7Xk89la6K9Oabb0Z7xowZ0Z4yZUrSjudPnlu5H4B0/PI4Gjp0aNKuEcdU17wbhBBCCCEceugRQgghRCnQQ48QQgghSoFiekS74rO3Ntpoo2gvXLgw2n379k3asUbP2VYck+DbcUxP9+7dk3b8Po7vaYRMi0aAA00/+9nPJvu4D19//fVkH8cZ8DXn7B9/fI7z8rFcDAcOc4wCAHzuc5+LNscbnHTSSUm7008/Pdo+3qCjgi5bSr1B2d///vejvWjRomTfBhtsEG2fvcVjkPvZB7Xytf/a174W7Z122ilpx8Gv/Lk+3o5jhDibiOPFgDTw+tvf/nayr4zLKz377LPRnjt3brKvf//+0eb+8/Mn9xHPhT77kpNOON7HB223VbD/8iBPjxBCCCFKgR56hBBCCFEKJG+JdoXTJYG0Xg6npXsZjLfXXXfdaOeKDrIE4t3d/L777rsv2pK3KpxwwgnR9pIIp7J62YplFpaIfGkBljW5BME+++yTtFtrrbWi/cYbb0R7jTXWSNoVSVO33npr0u6mm26K9rhx45J9nUHSYnJp2TNnzow2l4XwsjHLG/778zH79OlT8z1AKjNdd9110WZpCkhlLO7XDz/8sPBz2WZJDACmTp1aeAyWY3ifl2m6EiwzsUwFpOUINtxww2hfddVVSbtRo0ZF+8ADD4z2vvvum7Tbcssta36WLwXCZQsapYihPD1CCCGEKAV66BFCCCFEKZC8JdoVljKAVILKZQVxJhC7q71sxcdgd713ybO85eWbsnLZZZdFm6vx+uwavv65rCHuG792D6+Lxm5vL2tyv+VkCt5eZZVVot2rV7r8DktkN9xwQ7KPK/x2BnJLedx1113R5j7i6w6k1yq3ph2P0969eyf7WKK++eabo+2r87J8zbKHv4d4XSeW8PxY53vq/vvvT/btueeehe/rzPD1YAkTSK8vL8EDpLImS5XPPPNM0o7XLuRsvnnz5iXtWBpmeZMzyIBUSjv66KNrvt7eyNMjhBBCiFKghx4hhBBClAI99AghhBCiFJQmpodTKS+99NJk36BBg6LNKbOHHnpo259YyfCxOhwfwNo+r8IMpHE3HIfgKdLvffost/OfVVYuvvjiaPP18enADMdf+PcxuerHjI9T4c/meAPfjlNyOTbFrz7OsT8+XbezxfTk4Huar7WPmeJr6q8Vw9fNV27ma8+lBHLtOB7Hx/Tw+Ob5gittA+k9xWn5QBrTk4t96mxwHA/H0gDpHLfJJpsk+3g19e233z7a66+/ftKOU845TorfAwAPP/xwtDleaO+9907a8X3z4IMPRnuzzTZL2g0bNgzthTw9QgghhCgFeugRQgghRCnoOn6/ZTB+/Pho+8UKJ0yYEO3f/va30T755JOTdhdccEGzP9e7k3/6059Gm9OC//CHPyTtvGzQmeG0Y04ZBlJpkV3tXg7haqMvvPBCtDlNE0grvbK716ddcxVRv4CiSKUOL1Nwf+Zkw1w6O/dvURVnIJUmeJ9Pr+bzZXnEV4Hldr56LKfl+uq/nQ1OHeZr6EsHcOq4l415PHIf5aqb82f5dix1cDsvP/H9xZ/L5+qPz2nzXRmeB7kyvd/nx9F+++0XbZ4jucSAb8fSspetuM+4/3nRaCCt2M73np9zN91002j7auutjTw9QgghhCgFeugRQgghRCno9PJWvYvJceR4t27dkn0sd3HU/4UXXpi0O/bYY6M9fPjwws9iNyMfDwBeffXVaHN11OOPPz5pt8ceexQev7PBLs8111wz2ccVc9lF7SUVvlbsuvUu71122SXa7Br39wa78rtSxdbmcOKJJybbfC35ej///PNJO3aP++wPztDhPswtZlnvIpBFi0h6WJZ56aWXkn1cEdzfi/fee2+0uXpsZ8DLViwRsKTM1wZIpWK/GCmPEZYFc5Wb/bhlWLaqt885Y8tLJ3y+vjpxV4LHJV9fLwuylOTnRZ5b+Zr2798/acd9yxlbXMUZAKZPnx7tografjuXVTl37txob7HFFmhL5OkRQgghRCnQQ48QQgghSoEeeoQQQghRCjp9TI+PFWBYA541a1a0vWbIWjPHK/iqliNGjIj2EUccEe1+/fol7X79619He6ONNkr2cQwEa+09evQo+BadH66m7GMKOLaD4xJ8O47h4GqzPrWYq5QOGDAg2j51mfu5K5UHaA7f/OY3k+0xY8ZEm6+/jw/gfvIlGTjOgOM2cuOU9+UqN3M/cfwCkMafcBq9r9TL38V/1n333RftzhbT41OAOSaLx5gv8cBz5Oabb57s4zGXq9DNx+dYjXqrcPvxx2P1kUceibbvc74POY6yq8FxaEWlGYA0Vqd79+7JPv6N4zHgr9vll19e8xg+No7hucLHlvF8wPeon9+5fItieoQQQgghWgE99AghhBCiFHR6eStX9XXkyJHRXnvttaPt0+XYBccp5b7aLLt/b7vttmh7F/+WW24ZbU7hBdIF9NgFzSl7ADB48GB0Fdjt6l3UDLtGvRueKyqz25z7FUhdvlxx18uH3Oe5NNuujF/kj+9BXnzTpwoPHDgw2n7RQx4jPDa9K74o7Znd8EA6Bvk9/j5iqZjd8htuuGHSjvd9+9vfTvZtt912Nc+pM8AyEFB8T/OcAxRXUwaKFwX1c25Ouixql0tZL6rc7KUYDhXw45vHPsvcnRGeP9n2KwvwXOj7mfuMf5P8b9y//vWvaHO5FX8N+Xcsl4rOUhrLW0OHDk3a5eSz1kaeHiGEEEKUAj30CCGEEKIU6KFHCCGEEKWg08f05PjZz34WbV56wq/0XbQyMOunfh+XQPeaNpe39+m+rFezZs6rwAPA/vvvj64CXx+fOs6wHuyXCuE0dWadddZJtrn8Pq/c62NPuG/9cgQCuOGGGwr3ff7zn4+2X92aY3I4jsfHgRQtH+Pb8ZjLxZ/wfcWxSbfffnvBt+hacMqvh2M4fPwhl27IpRvz2PSp50Vp6rm4HU5T98fj8+Bz90tNcPyYP8bkyZOj3dljejh+huc3H9PD+3xKuI+Va8L/Pu27777R5t84347HNs+luc/l+CHfjo/h+7LemLF6kadHCCGEEKVADz1CCCGEKAWdUt5i9xe7vrjqMpCmwXF6o5et2I2bc7NxO3bP+/RQXw2z6Bjsyn/ooYcK39PZ4euYKzHA+7w71qewN+GrZj/22GPRZnnLp2ayy7jeFZ9FhaJxAKQyU65UQVF1Xt8XLJ3kJBY+j9wq4EXHBvKVoRudZ599NtlmiYilCF9+YLPNNou2H5tF1zF33fg9RX3sz8/fQyzT8D7fjj/Xn9NTTz1V+NmNjk8353AMloX87x2PMV/Ko+je9r9dLPUXjT2geLz5e4hlMa4s7dux7MplY4C0XElrIE+PEEIIIUqBHnqEEEIIUQo6hbzlI8c5op9ddWeffXbSrlevXtHmLAXvqsu5zRl26bF71mf/8D6fEcHfhd24Y8eOLfzczg73kc+6YdmJpRGfFVSU9cXueQB48MEHo81ufZY3gbQ6qHebizw++7GIogwtoHhxWT9eclk+DB8/V/WbyUmtnY158+Yl2ywt5ir18lzq5awiia/e8VLv9fVV61ly4exMf2/wvO3lb78Aa2fCX3e+t1kG8uPQX8ci6pWjcpm2fL15XPr5fcaMGdHmrErflzxmfXVmyVtCCCGEEC1ADz1CCCGEKAV66BFCCCFEKWjYmB7WCXPa4s033xztK664ItnH6cysf3rdsSgFPteO40W8lsq6eW4Fb9arn3nmmWTf6NGjlzrvroDXq1lf5mvq4wt8CmYTW221VeFnceqjjwfheK/Olp7c0XDasx+bRfECPo6u3nRo3ubYBh9XwrE/9cY2dCV8KrqPmWgiF1Pn4WvP1zsXW8X7/NzH/cdj3Zen4PGYi8/i7+irE/sYp86E7zvuo6Jq1UC60rxP+y4qK+DHG19vHtu+L3m85UpEcAwSz7m+4n7RSvJtgTw9QgghhCgFeugRQgghRCloNXmL3ZpFtofd315iyEkO55xzTrR/8pOfRHuLLbZI2rHbjd2zuRTJ3PkWLXjoXYTsxvWpukVSGrt7gSWVhX2KaWck5/IuWqzOp1IWLQq63XbbJdvcF9xfvh+KFsITy4Yrq3IpCCBNeWVXuZejihap9BTJn35c8HlwKYiy4Mt68JgrqooLpH1UbyVr31/8WdzPfk5juJ0f6zxH1LtIpZ9XOnMZCn9v83fha+8lTZ7Tcn2U++3ibT6+lxn5N5TP1193/ixORfcL5LI0J3lLCCGEEKIV0EOPEEIIIUpBq8lbrb1Y30033RTt0047LdnHi8lts8020c5Vl2SXt3fjcjt2x+Ukt1wmSU46KVqo1GfBNLkWO7Obtolc5gdnIyxatKiwXVGWVlFWF5DeDznXvbK3KhRJrx52gXsJgxdy5b7xbvQiGTnnHs/JpLydk1Xq/Y6dAZ/1xLBEwJLW0KFDk3bcR15yKKp8n5NEOKunKIMMSOc7Pzb5e6233nrR9hILf6/c4tB8Hnx+jYqXIPne5vGRk+VzFdB5XvSSIZMb55xVzMfz45JlK/6d9fcQH//5558vPKfWQJ4eIYQQQpQCPfQIIYQQohTooUcIIYQQpaDNKzL7ypB33nlntCdPnhztW265JWk3bdq0aPuVtDlNmbVKn7bJemUuFZ0pSkv3sL7stXXWU/0x+Jz4s7z+3dSus8cdAPk+4hV0eWVkf0379u1b89g+lb2oUmiurEBO1xZLUxRjAKSxJNwXuZRqPoYfBzx+uM98f/L90pVWT8/BMXAevqZF8RdAPu6G2+auab1za1GqtI8D4fHIFX19DAuv4O1jlfiY8+fPj3afPn3qOteOxPcJfxf+zn4MrL/++tHm308gjWnNpYQX9bOfI7kCNq8sMHHixKQdV17m+CwfP8b3kI9pam3KMTsIIYQQovTooUcIIYQQpaDF8tbYsWOT7bPPPjvanHLGrkUA2GCDDaK9ePHiaPt0xN122y3aXuJhdx/vy7ng+D2+HVdzZdeidx9ymmWuoiyngXr3f1ElUr4WALDTTjsBAP7+97+jK/HKK68k20UyoXd58+KxOdiNy8fzJQHYxVvGCr61qDedO7c4II8tlrf8/c3Hz5VlKJKb/efyPl+ptuhzOzuvvfZatP314PmJK+b2798/acdjxEvxfIychFVUMdjj06iL3sNjn9PmBw8enLTj3xk/p/M5sUTWGfBp9UVlTjgd3O/zVZ2L5jh/bfh685j1C1/z9ebfu1mzZiXtuNTI9ttvH+3bb789abf11ltH299rTz75ZLT9qgstQZ4eIYQQQpQCPfQIIYQQohQ0S956//33Y9T11772tWQfu7s4I4dtIHWhcmS3d0/mFjtj2AWby9DJwTITf5Z3u7KLkGUwzjry5+EXN2W3Y05+2X333QEUL7TZmeB+8Fk8c+fOjXYum81n8BXBLl92//vr2NoVxMsESyQsIQNpZVW+rr4/eV9RJheQzhe5CsR879S7cGZnJyfZF80zn/zkJ5N2U6ZMibaXVXgey1U35+Pze3xf8vv4eF6a4/Pg77jpppsm7a699tpoe/m0KAOsM+DnSJ4/+VrvuuuuSbui3zGgWEL2kiaPy9w44uPzPOv7iOFnAS/NcX/5+bi1s7nk6RFCCCFEKdBDjxBCCCFKgR56hBBCCFEKmhXT88orr+Diiy8GsHRKMcfn1FvxkVPFve7KOqbfx5ofa5K+miTHyfDxcumdXPXTf0dOkXzppZeizZUwAaB3797R9tolx5bwObEuCizRTLt6ddkivd2nLXbv3r2u42244YbRfuKJJ6LtVwlmvbozrLzcHhTFcPi+4HgRHxPA1zKXil6UAu3HHI8R7jMfr5eLOan3HDpbbFeuYjx/N27nYww51sqPsXpjeji+g9v5GCzft034OZKPwXOuj2HhVGkfM8bxlz7dutHx8Vn8XXgey8Vg5eDfP/7d9p/NsUX8Ww0AL7zwQs3PHThwYGG7Xr16RdvHYPG94avv52J6W0LX/kUVQgghhKiihx4hhBBClIJmyVtmFl2lXpZgWYjdbl5KYtclS0Q5V7OXJthFy8fz7r2itEgvGbEblt1x3i265557RvsnP/lJtEePHp204++Sq67JLr62XmStUfB9xFIJ31P+uvGidjnWXXfdaHMlTy8f8nZnWISwI/EyFd/ffizVKzPlFoNlivZ5aYfvna5Q5qEecjIjz5k8v+XkLZ6PgXTMsdThK17zmON9XqbhfuGFqJ977rmkHctWPEd6+ZHPlyv6Aun39yngjY7/LeSxwjKTr7LMY8DLvzyOihZl9tu5BX65HfeXlzS5Aj9LWFydGUjvZV++pbXHszw9QgghhCgFeugRQgghRClolrzVu3dvnHnmmQCWXjjy7rvvjja7HX10OLvJ2D3n3bMsR+UWwmPbtyuSvti16tt95zvfifYpp5yCerjqqquSbc7e8m5Bdi+za7kos6GrkXO7sovTZwt4V3kRnAnC7/H3Bl/vXBaMyGc7ermkKNvKU1S510sY3I6P5z+3JRV4O3v2Ft/DXnJ6/fXXo51b2Ji/c64yctGil0D6W8CS8o477pi0K5LBvHzKVb753H2WLG/7hSiffvrpwvNtdPwcydeH5SO/2sHEiRPrOj6PHX/teRzx+PChHiwf+nuK4d94ljE333zzpN19991X8/yApUMTlhd5eoQQQghRCvTQI4QQQohSoIceIYQQQpSCFgczXHTRRck2x6dccMEF0b7yyiuTdpwSvmjRomj7qoucpubjOTiljT/Xp8vxZ/F7fvjDHybtzjjjDCwPvFIxkGqXXp/luBWuUNm0en0TTTp0UeXazgTHCvg0S/5+nFq6wQYbtOizBgwYEG3W8n3ZA0YxPRWK7rXmrFJdtGK6j5cpSm3PrbLO5GIReIx1ZTiWIhdXwdf3P//5T7KP40Lmzp2b7ONrysf3fcJ9wcfzY52Pwe/xFZmnTZsWbU6bv+OOO5J2PN/7mCaOC/Fza2fGp3MzPMflUtG5//zvU1FMni8hwnM1jzcfw8uxmfxbzWnuQL56u4/xWV7k6RFCCCFEKdBDjxBCCCFKQYv9+j4Vm91fp556ak3bw2nujzzySLKPXZxz5sxJ9nEKG7v7vBvsG9/4RrRPP/30wvMoIlfhmfnFL36RbHN16tziceziGz58eM1jd7Y02lqwW9O7U1mCYne1d3/WC6fF8rXz15E/15+TSOH0Z6D+FHO2vXRWtMird8uzK54/N+cO94tPdlXmz58f7U022STZx3Mkp4D7tG+Wnv38yRIG95fvyyL5OjfWeZ8vT8FyKks2PvWcP+upp55K9vF909nnUJ4X+/XrF22fRv74449H21eoLpKd/XjjfdznPjyAJcOiFRL8Mfh75EIKcqsYtAby9AghhBCiFOihRwghhBClQA89QgghhCgFLY7pKYpvaQ577713TbtRqPc7Hn/88W18Jp0bjrEoiuUAUt2Z46Jy7bxez9pzTmvmOIJcOnuZqDdlPXf9i8ZMbiX1nGbPcRy5+6golqgrUxQPB6T3/oIFC6Lt+4tjIn2KOY+LXOkMjh/aaKONCtsVjW/fX1zKg+8nf365+CH+/p2tJAXHYAHA888/H+2hQ4dG28e6zp49O9rbbLNNso/HGF8Pf+35OnLZEL90E7fjvvRxRryPY9D8fcjn5Je4au2YS3l6hBBCCFEK9NAjhBBCiFLQufx+otPDFVY97ArNVR5ll6x3fXJ1V3aZetmF3auSt/J4eavelHAu15CTsDht1vcF93Wun7h/2S3f2VdSz8FV7L0kwpXJueSAlw64SrKXlLktX19fPZ9lJpbZOOXdw+fr2/FncX9xpXsglTi93MnzTE5ya0QGDx6cbPP5c8VjLzkdeuih0fZVyXkc8LzoxwfLgjx+fdkKXjGB5wc/H/M8zjKrLz/wmc98Jtr+Xs6FRLQEeXqEEEIIUQr00COEEEKIUiB5S7Q57CbnCH4gXaCQK7vmpIycvFVUAdTLGizR5BZrLBNF0o+/PuwSZ5c1AMybNy/a7Ir3WSJ8DJa3vAzJshjfO/54LAFwNXfOLALy8mpnY9CgQdH20hQvgvyzn/0s2j6TiSUSHotAKjs9/fTT0b7pppuSdiylcf/NmDEjacfXnvt8v/32S9px33L/+fNjyWXixInJPq7ovssuu6Az4StU++0m/CoGTG6RztwCwtx/LDP5eZaPwfO2p2iRWS9VckVxls7aAnl6hBBCCFEK9NAjhBBCiFKghx4hhBBClALF9Ig2h1f8Pfjgg5N9rO1379492nvttVfh8XKVsnkVadaJfWwHV33l2IgyU1S5dv/990+2R48eHW2uAgukMT6s9fu4II4X4PRV37cce8UxQn61cE6bHjhwYLRzMTydPX2dU5u/973vJfseeOCBaB9yyCHR5jTklnLmmWcu9zFaA47pOfnkk5N9u+66a7Q7W0XmHDxf+rgdjoP0cTZFJUB8OjiPNz6ev4Ycp8lzqY8X4ngkPoeiOCVg6Xi91lj9ITleqx5NCCGEEKJB0UOPEEIIIUqB5RaSW6qx2SsA5iyzoWhN+ocQei27WfNQX3YY6s+ug/qya9Hq/am+7DAK+7JZDz1CCCGEEJ0VyVtCCCGEKAV66BFCCCFEKWiIhx4zO8zMgpltUWf72WbWs8brzVpPoLntM8c5wcw2WHbLcmNmPcxscvXfS2b2Am0vfy6taFVa2l9mNsDMphXsO9vM9i3Yt9Q4MrOjzewHZranme28fN9ItJRqH0w3synV/t8hMw8fYmanFxxH/djBmNn6ZvYPM3vWzB43s1vNbLNmHmNtM/t6W51jW9IoBQyOBvAAgM8B+FHHnkqLOAHANADzltGu1IQQXgUwFADM7EcAFocQftW038xWCiF8UPvdrY+ZrRhC+HDZLcvJsvqrhcc8q9brZrYiao+j/QFcBOBgAIsBjFuezxfNx8x2AnAQgG1DCO9VH3QKH3pDCDcBuMm/bmYrAdgT6scOwyrFqUYB+GsI4XPV14YCWA/AjMxbPWsD+DqAi1v5FNucDvf0mNkaAHYB8D+oPPQ0vb6nmY01s+vN7Ekz+5u5amJmtqqZ3W5mX65x3FPNbEL1L5MfZz7/fDN7xMzuMrNe1deGmtn46ntHmdk6Ra+b2REARgD4W/UvoNpVoERNzOwKM/u1md0D4NzMtR9rZiOqdk8zm121B5nZw9VrP8XMNq2+fgy9/ofqjyrMbHHV2/AfADt1yJfuQhRdfwArmtllVe/AmKZxUe3vI6r2bDM7y8weQOUPn2QcVcf7UAALAXwVwLer+3Yzs/7VMTul+n8/Ov6lZna/mc0ws4Pa+ZJ0RXoDWBBCeA8AQggLQghND6bfrM6fU63qqa967H5XtXl8XwPXjx3wXcrOXgDeDyFc2vRCCGEygAfM7Dwzm1bty6OAyu9zdXw19fGh1bf9AsDG1X48r92/xXLQ4Q89AD4N4PYQwgwAC81sW9o3DMApALYCMBCVh6Mm1gBwM4CRIYTL+IBmth+ATQFsj8qkOdzMdq/x2asDeCSEsC2AewH8X/X1KwF8L4QwBMDU3OshhOsBTATwhRDC0BDCOxDNZTMA+4YQvovia1/EVwFcGEIYisqP5lwz2xLAUQB2qb7+IYAvVNuvDmBaCGGHEMIDNY4nmsdS17/6+qYAfh9CGATgNQCHF7z/3RDCriGEq7H0OBoG4LEQwiwAlwL4TXXf/QB+B+DK6n3yN1S8QU0MALAHgE8BuNTMVoFYHsYA6Ft9iLzYzPagfQuq8+clAP5fwfubxvfhWLofRfsyGMCkGq9/BpXfym0A7AvgPDPrDeBdAIdV+3gvAOdX/xg5HcCz1X48tV3OvJVohIeeowH8o2r/o7rdxMMhhLkhhI8ATEZlMmviXwD+EkK4ssYx96v+exTAIwC2QGUS9nyEyl8fAHA1gF3NrBuAtUMI91Zf/yuA3Yter/dLiizXhRA+bOE1fgjAGWb2PVRqM7wDYB8AwwFMMLPJ1e2mtQk+BHBDa3+BElPr+gPArOpfkEBlkh1Q8P5rCl4HKtLWbQX7dgIwsmpfBWBX2ndtCOGjEMLTAGaiMv5FCwkhLEZlPJ0E4BUA15jZCdXdN1b/z/XxdZKRG55dAfw9hPBhCOFlVJwA2wEwAD83sykA7gTQBxUprNPSoTE9ZtYDwN4ABptZALAigGBmp1WbvEfNP0R6vg8COMDMRoaliw0ZgHNCCH9o5impaFHH8Naym+ADLHlIj3+5hxBGVqWqTwEYbWZfQqX//xpC+H6N47yrCbjlmNlhWOJ9+1LB9Z+Jpcdukeyb6/v9UOwh8oQCu9a2aCbVMTMWwFgzmwrg+Oqupn728zNTz/gW7cN0AEfUeL1oIbovAOgFYHgI4f1qWEGn9px2tKfnCFRc1P1DCANCCH0BzEL6V1sRZwF4FbUDqUYDONEq8UIwsz5mtm6NditgyQ3weQAPhBBeB7CI9OZjAdxb9HrVfhPAmnWcs8iwjGs8G5W/NgEatGY2EMDMEMJFqARPDgFwF4AjmvrczLqbWf+2/wZdnxDCqKpLe2gIYWLB9W8pcRxVvX4rVYOpk31VxmFJDOAXUEmEaOJIM1vBzDZGxcP31HKcU+kxs80pVguoyCAtrTKsubJjuRvAx43iYM1sOwCLABxlZitaJbZ1dwAPA+gGYH71gWcvAE3zaKftx45+6DkalUhy5gZUHkDq4RQAq5jZL/nFEMIYVFzfD1X/KrketTvoLQCDzGwSKh6ns6uvH4+KpjkFlQG+rNevQCV2QIHMy0/RNf4VgK+Z2TgAnCZ7FIBpVRlrC1Qeoh8H8EMAY6rHuQOVYEzR+ix1/ZfjWFegOo4AHIKKO72JmwEcRgGw3wLwxWr/HguAl9l+CpWH5dsAfDWEkC45LZrLGgD+apX05imoxFj+qIXH8v0o2pGqKnIYgE9YJWV9Oip9ORLAFACPofJgdFoI4SVU4uVGmNlEVP64eLJ6nFcBPFgNfO5UgcxahkII0XCY2eUALg8hjG/m+64AcEs1wUAIIRIapU6PEEJEQghf6uhzEEJ0PeTpEUIIIUQp6OiYHiGEEEKIdkEPPUIIIYQoBXroEUIIIUQp0EOPEEIIIUpBs7K3evbsGQYMGNBGp1LMm2++mWy/996SYq89e/b0zVuNV155JdleddUlJXjWWGONNvtcZvbs2ViwYEFRtcwW0559+dFHH0V7hRUa4zmbA/jNWv3yFjJp0qQFIYRerX3cjhqb9fL+++8n26+99lq0P/xwSYFsn1ix5ppLymu115irl64wNsUS2mJsNkpfLly4MNpvvPFGtD/44IOkHY8/HpcrrZQ+KvBYXH/99VvtPFuLXF8266FnwIABmDhx4nKdTEt+bO65555ke+bMmdH+n//5n+U6nxwXX5wWex4yZEmx2V13rado9PIzYsSINjlua/RlvbzzzpI1WPnBsSPhwe4HdFtiZi2tZJulLfuzORmeRWP6hRdeSLZvueWWaC9atCja/uFor732inZuzBXNK/7cW/MBtyuMTbGEthibjdKXI0eOjPZdd90V7QULFiTtePzxw5F3Luyyy5K1v089tfHWG831ZWP82S2EEEII0cY0THFC/msPAA4//PDCfSuvvHK0p0yZEm12xwGplMISC7v6PC+99FK058+fX3i8VVZZsubaww8/XHg8kXp3/vvf/yb7+Hr36dMn2jnvAnuO3n333cJ9r776arS7d++etOvfX0txtQY5zwl7c/74xz8m+7g/evVa4oXmcQqk3tYZM2ZE+8QTT6z7PJiOkjWFaA3qDRVYZ511ku3XX3892t26dYu2l6beemvJ2rCrr756tJ999tmk3ZgxY6J95plnRtvPx0yjjD15eoQQQghRCvTQI4QQQohSoIceIYQQQpSCdo/pKdLyvv3tbyfbTz75ZLQ33XTTZN+KK64Y7QkTJkS7b9++STtOdT/ggAOi/dBDDyXtOOZk8eLF0eZ0Wf+5Tz/9dLSvuOKKpN0JJ5wAUZuvfOUryfbtt98e7bXXXjvaPqbn4x//eLQ5w8DHgPD9xf3v282bN68ZZ11u/Jjla+n3jRo1KtpXXnlltH1WFscjcBxBjx49knYbb7xxtO++++5oDx8+PGm3zTbb1Dy/RimRIERrkLufn3nmmWj7+Y7HC5eLWG+99QqPzzGyHMMKpDGRs2fPjvb3v//9pN0555wTbZ4r/Pm15zjVjCCEEEKIUqCHHiGEEEKUgg5NWWcX11NPPZXsY/eZr4zMKa7sguOUViBNuRs7dmxhu6LidN7lxunWvXv3jja78ADJWzmmTZuWbBdV8+Sq2wDw4osvRpslSJ96vtZaa0WbXbKNUhSxM+KlxpwrmtPUuWQA9x8AbLTRRtHmNNd77703acdlDFiSvOiii5J2l1xySbQ/9rGPRbsj3ejLQ9M1b8/U3lwhx1y6Mc/BfH19u5YUkGyUNOf2pN6CmrNmzUq2OXWc50EgLQ7KhVm5xAeQ/sa9/fbb0fahI3wMTo+/7bbbknacHn/66adH24/D9pSkO8cMIIQQQgixnOihRwghhBCloEPlre9973vR9nIGu6g5cwdIs6hYtvCuOl47hCUR7z7k7dVWWy3avsIzu+H5HFhGA4Abbrgh2lxZWqQVmIG0Mi9fRy97sXt24MCB0fayFd83bD/44IMtPGPRHFlhiy22iDZXTvfjoKi6Oa+1BaTudq7M7mVSrjibq/DcWeStoms+derUaPP15fkNaNm6YLl+zu3jubAlx2/p53ZVct+ZK5HfcccdyT5eH8uvlfXyyy9Hm8M5/IKjLCfzGpf+/uLfQp63/aLAXIl9/Pjx0f7nP/+ZtCtaPcHvaw06xwwghBBCCLGc6KFHCCGEEKVADz1CCCGEKAXtHtPDeh1XRmZNHkh1eR/Tw3A8jo+t8fEjtc4BADbYYIOax/MxQvw+1jR9u9///vfRVkxPil9lneMBOK6L43GAtHIov8dr0kWxIl4nnzNnTrS14nrr8cQTT0R74cKF0d5kk02SdtOnT482xwH52D5Om+Ux56ulc/xeLqanM6RAf/TRR/F7X3vttcm+m266KdpDhgyJto97uO+++6Ldr1+/aHM1XiC9br7yPZcK4Wvq4WPyXO3PiWMk+dhciR1I+yw393P/+XmF5wW+p3z5E46RaVTuueeeaD/wwAPR9v3F143jvYD0t5HnVj8GuIr9LrvsUvN1AJg7d260OUbIj0uet3lu+MlPfpK043R7pawLIYQQQrQCeugRQgghRClod3mLXVfsqjvuuOOSdryQaM79yS5TX1mZ06E53ZWrKfv38eKH3s3G7nU+nk+z9S7pssPXbf78+ck+dr2zbOUXqGT3LKepe/e3T61swi9kydV9JW9VYOmH7Zy7+U9/+lOyveGGG0Z70KBB0fYyE49Bdp17uZJd+1tttVXhOXEK7He/+91oe5k0t1hqo/D666/j5ptvBgBMnjw52ffTn/402vfff3+0eeFeIJV2hw4dGm1fxZdlEL8QM6c9c8rzggULknZc5oNlMF40GkjHILfjNHwgHd889/uxzhIeV/8G0u/M8inP70C6cHSjctVVV0Wbf6u8pMf4e5uvHc+z/pry7ynfG74swRe/+MVoP//889H2qx2wPM2Vm1nqam/k6RFCCCFEKdBDjxBCCCFKQYdWZGauvPLKZJuznu66665kH7suOXMqt4gZu1a9648lEZZivFzGmQ7f//73o/2d73wHohjO4vHXlF2ePkOAKcriYDc+kPYRf5av8OyzBUU6LooWkQSAu+++O9qTJk1K9rE0wdffH4MXROS+YEkaAA4++OCa+zh7xG+ffPLJ0b7wwguTdnwe9S7s2N6svPLKMaPUywoTJ06M9sMPPxxtXtjRb7MMtMceeyTtuNK5n4P333//aM+ePTva/pyOOuqoaLN8zdIGkM4DvM9LHTvvvHO0ed720gmHGPh5he8vzthiSRBIZZpGhaV+Hpd+Dtt4442jnZtLGS8n8zZ/lh8bLF3ye1gGBdKwBJbLWBJrb+TpEUIIIUQp0EOPEEIIIUqBHnqEEEIIUQo6NKaHY2685s8rlbOeDADbbbddtFnH9NVcWbNnfTJXpZV5/PHHk23WSTlNU+RhLd+viu5T05vwK9wzuaq6vI8/y1fr9mm3IiW3cva4ceOi7ctJcOwVx4sMHjw4affUU0/V3OdLDnAcAKdQ+9RrToHnuC6+94A0LsjPA/WuFt7WvPvuu/H68DUE0lgIvm7PPvts0o7nzClTpkTbl9fgqvW+ajangfPq2VxmwsMlAvr27Zvs4/mUv5evaM9wRd+mNP5a+/z99cwzz0Sby5/4WJfcZzcKPFfx76SPn+GVBXwMJMfd8H3uf/uKfid96Qe+D3mfr8jMldc333zzaPvrzqUDfKXp1kaeHiGEEEKUAj30CCGEEKIUtLu8VVTp1csZ7IJjtzaQusCLqsgCxdVXvVubP5uP4dtJ0mp9uESAXySPYemSXbW+T7j/cguT5qqZlpV6F+Nk+YhtD0siLEUAwHPPPRdtTl/2n8uufU5R9nI4nwf3ra9ovPfee0e7UeWtlVZaKcpwvoI5l15gSct/F35f0XuAtJL1iBEjkn0sYWyzzTbR5pIFQCo1br311tFmWQlIU9HHjh0bbS+RPvLII9HmPvG/ESzh+YVEWT7h4/vfiCJ5vZEoSj/3cxhLlf43kyWoXOgAhwQUpa/747HtZSue33ls8+tAKndK3hJCCCGEaAX00COEEEKIUqCHHiGEEEKUgnaP6SmKFcjFEBQtQQCkmqxPWeclCorS13PH86XNi2jUcvaNAmvPPhaDrzHHgHjNl3V5Tn3kUvxAWn6e+8F/bqPEbzQSHBfC18fHS3AMzoABA5J9rM1vtNFG0fbxHdw3L774YrQ5JgRI40p4SQIfo8WpsRzD4lfw5pieRh2nH374YVwNnK8hAOy2227R5pXVfSzFlltuGW0eEz7N+ZRTTom2j9XheCpeCmiXXXYpPCfu/wMPPDBp99hjj0Wbl544+uijk3ZFy19wXBEAjB8/Ptq+NAGz1VZbRZtXXAeWjjVrRLi8A69O73/vGP+bxG35N86PAZ4nc3GPPP6K4ij98YtKwwDpON1zzz0L27UG8vQIIYQQohTooUcIIYQQpaBhVlnPuZp9KjOnyLGbLZfyzK4672ZjiYVd/EpRbx24xICv7MnkUsxZ4uQ+8is5swzG94OXt3ISZ1kpcj/fdNNNyTa72FlqBNKxxC51lhiANKWa7w8vU/AYZLnap/E2yUFAKudwGq+nXvm6vfnggw+iDMWSHpCm4HOavp/7eAVuvgYsMQHAPvvsU3gMllV+9atfRdvPi1dddVW0Wd7yK5izbHHPPfdE299DLNVdf/310X7ttdeSdlxB2svh8+bNq3k8fx/Wuxp5e+LHAI8Prrrs5S2e03g8AOn14fHhrxsfg+dMPx8zLJd5SYyPwb/x/vd+0qRJhcdvbeTpEUIIIUQp0EOPEEIIIUpBh/p3660A62F3KLtxvduVXXIsieSqP/O+bt261X1Oohh2oXpJgd2fOXmLK4yyi9dTVGHVf66XxUTxGPTZWzxuubIukPZn//79o+2lCZZceJFCn23FciWfn5cAeKzy4rJ+AVOWBHJZoR3JaquthuHDhwNIKyYDqaTDi6zee++9STuWDzlDy2dvnXvuudH21+O8886LNmfEXXjhhUk7zvJi+fqhhx5K2h188MHR/ta3vhVtfw/xvcEZW14G4wVIOcsPSBcgZcnFy3s77rgjGg2uVg4Uryzg4bnPS5U8t+ZkXR6/udUJit7j4c/KZW/579yWyNMjhBBCiFKghx4hhBBClAI99AghhBCiFHToKustrYjKaYasVXrNkPVl1vY5hgAoXrXba5W8yvM666xT+LmNWum1o6h3RXPWoXN9ydeeVwVui3MqE0VVqqdNm5Zsb7vtttH2cSAzZsyINvfZhhtumLTjMcJxG1yV29O3b99oz507N9nHcWP8PfwYfvrpp6PNcR+NxAorrBDjkm677bZk36BBg6LNlYxfffXVpB1v83UbOXJk0o7T3ufMmZPs43iXjTfeONrHHnts0u7GG2+MNsd+8H0CpKuxc2wVz6tAem/w9xg2bFjSjvf5YxxwwAHR/stf/hJtn6KdizPpKHzcFc+LuQrHuZRwHgcct+rjW4uuhz8eX0c+P56bgTQ+i0sH+OPlSpm0NvL0CCGEEKIU6KFHCCGEEKWgYRYc9Slx7I7705/+lOxjlxyntPpF9/gYbPuUPU71Y3nLV3P9/ve/H+1LL7205rHF0nB/5RbJ43vDy0/sQmVJxae282exzOFT2XPnIVK5wEtO7H73KeYsVXGa88yZM5N27Ebn8gF+AUhOl2d5xKeic78/+eST0fZjkxc+bVR56913343VkL1ExN/n8ccfjzYv+gmk9/uDDz4Y7SFDhiTtuDovLwIKAP369Yv21VdfHW2u1AykqejcLw888EDSjsfw0KFDo+0laq74zfPxv//976TdZpttFu1vf/vbyT6WWfne8L8/XiZtBHyJiFw1ZKZIBgOK50U/PuoNzeDfUD62LxvDMlgutIVLz7Q1+rUWQgghRCnQQ48QQgghSkHDrLiXc6vdddddyXZRBWUPu9Y4OtxLHSytsc2VXYH2XRStK8F95GVMdnmyq9XLT5wVwLJJTgbLZWYUVW4WFfi6coYPAOy3337R5sq/QNpvnLHFMjSQSmTPPPNMtH12DVf75QrPXsrm+YMXlfRZTbkFSBuFVVZZBZtuuimApb8n3/tcoZgX/QTSa7DllltG+6c//WnSbqeddoq2vza33nprtFly8dWPWdLiRWH/9re/Je0OPfTQmp/lq/Gy5Pbiiy9G+5BDDkna8b02atSoZN8OO+wQ7abq1sDSFa5ZImsUfCYa9znjM6W4Xb1Zan4+5t/W3G8y7+Nj+Hl7++23jzZXUffztq/Y3pbI0yOEEEKIUqCHHiGEEEKUAj30CCGEEKIUdIqYHl+hkttyvIhPRWcdkzVEX0WWj5fTNP3KtUWwxql09hR/Dfka87XyKcl9+vSJNq807bVhPsZbb71VeB71poGWlRtuuCHaPmWdr7m/xv/5z3+izdWEfTuOC+FSENdcc03SjtOZOabOp7juu+++0eaK7S+88ELSjuOCGpUQQow586noHKtxzz33RHvixIlJuw022CDaHGczcODApJ1PP2d4bO69997R9jFeHO/Dc+vWW2+dtOP4Do5V8nEgHMfF8ztXlgbS6to+pofP6bDDDou2jwvy6eGNgI/j4uvDfdKtW7ekHaf6+37lVHL+ffKxPkUxlrkKz/yb6c+9KTYNSO8bH3PUnvOxfpGFEEIIUQr00COEEEKIUtCh8la9i49y2iKQyljsJvMp5kWVOL3kxOdRVLkSSN1zkrDqp8g9C6R9yWUFvLuT3fXrrrtutL1swvIZ95+X1ZSynoerJHt5ixcg7d27d7Lv0UcfjTb3ta/UypILp976fmJ3OY9N75bntHeu6uwlFpZEGpX3338/znmcvg2kcw2XAfDfk9935ZVXRtuHCnTv3j3avjIyV3LmscTp4ECa9s399c1vfjNpx/JkbiFRlpxmz54d7bvvvjtpx4uK+srVnALNc7WXyBpxwVEeG0B63/O8uMUWWyTtevToEW0fHsBSWK5CddHvmv+NK5K+/LzK8wNXQ/elZnLHqDespF70ay2EEEKIUqCHHiGEEEKUgk4hb3kJo8hV57O3ij7Lw5+dOw92+XP2iK+MKVJY3splC3Bf+uycNddcM9osb3lXaNE95eUy7kuxNHx9fIYcS8q8uCeQyiC5McdjldvlKnbnxiZn/LCE4TONvNu/EVlxxRWjPOUXxORKxiNGjIg2y78A8Oyzz9bcN2DAgKQdy0c+q3WvvfaKNt8DXlbhSrssl3kpjY/BUsycOXOSdnwMlip91V6W37g6NQAceOCB0ebFR/k+AYBPfepTaDT8fc5zHO/zVc6LqiQD6XjLhWbkVjhgihbw9r/V3M98f3GGJZBKevPmzUv2tXbGpTw9QgghhCgFeugRQgghRCnQQ48QQgghSkHDVGTOwdV4gVQPZD3Ra6EcD8C2j+/g9+ViCFhbZR1bMT15+Jr6GJyiSpw+9sLHIjThU3o53qSoCilQv3ZdVlhX33nnnZN9nEI6derUZB/3b25sMkXjFEj7jW1fToI/l9OhOU0aSGMOfPyBL3nRkTTFTPhqxQ899FC0Of3e398c/8IVif04GjduXLR92jtv83lcdtllSTu+H3r27BltP4b333//aHM80rnnnpu0mz59erS//OUvR3ubbbZJ2p1zzjnR9mVN+DeC46K4QjCwdMxXI+BjU7lved7y5SJ4Ls2VBuGx4sdR0efmUtbZ9hWZ+bdxyy23jDZXawfScgl+lXnF9AghhBBCtAA99AghhBCiFDRMyrqH3XjeZVaUiuxdermU5Xo+17v++HzZnbrxxhvXdWyxtKzE/cIudO/i9QslNsHprUDqUvcpnSIPlwng6+jHKadD+xTglpCTtxh2t/sqrSxT8HzBC5ECwJgxY6Lt5ZdGkbdWXnnlmKrtqySzRMDjxadzc8r2HnvsEW2umA0AO+20U7T9GOOyBfxZXiLj1HS+pl6a40rLXNV70KBBSTtOc+Zjz5o1K2nH866X9/h+4N8BX12cP6tR4Mr0QHr+fE192AfLnf4YRRWUvWxV9Fm5xbf5GLlKy3zf+DAHPoYvV9LayNMjhBBCiFKghx4hhBBClIIOlbdyGR2chZOr4stuzXoXj8u1433e9cef5SU3UQy7Qr3MWFSl08tbRdKDl7DYvc6u1pw7VVRg+YFd50899VTSjvvQZ5BwhWaunO4pqoJeb5aIz7ziSsV8Dr169Urascv+8ccfT/Zx9d+O5N13343X/B//+Eeyj6src5VyzpoCgJEjR0ab5UifocWSka/+vN9++0WbZTHOjgOWloya8Fk4vCgsy0qcrQWkY53bTZ48OWk3ZcqUaPssTr4/eC7xC86OHz++5rl3JH7u4/HBVa394ql8fbwsyr9dud/d3HkwPLfy/O4/11dernU+ntaQzHNo5hdCCCFEKdBDjxBCCCFKgR56hBBCCFEKGrYic66aa1FaeS72h8lVZM5pnxxTwKvCijxcGdn3CafF8vXmeAWguHJoLqaEdX3/uTm9uqxwrMbzzz8fbZ/KzFVtR40alezjGC0ep7k4Am7ntX5+H6dl+zIRfE587/gYA44/qDcGsL1ZYYUV4nfguBogjXXktG+/QvoOO+xQcx+PNyBN7fZlALiaNcfO5Vaq52vvU9F53vUVlBlOU+dV4H06dL9+/aLt44w4ZZtTpX26vV+dvRHwqf4MXwPf57wvN7/xXOp/C3lMcLvcageMH29Fx8vFdubur9ZAnh4hhBBClAI99AghhBCiFDSsj5/dXd5Vxy7eetPvmHrfk3N/+xTJet9XdjbaaKNkm1PJuQxAUQVmj69Kyumv3M/+HpI8uTScss5yBssNQNpP3p2dq+TM5FJWGXaJ83tOOOGEpN1BBx0U7U984hPRZgnEU2+V9vbmo48+irKTT7nn8XLnnXdGe9iwYUm77bffPtqczn7//fcn7bisgJe+OOWcFy31i7g+99xz0eYQAE6vB1Lpi+VTL9Pwd+T70Kc/szTlyyPwgpb77LNPtDnlG0jls0bBl2Ng2ZH3cZkGoP6K4vVWQC8qK5E7hpdI+R7isez7nOVI/n1vC+TpEUIIIUQp0EOPEEIIIUqBHnqEEEIIUQoaNqaH8fofr8LakuUEvI7JWiOn/fkUSf4sX/adaUmcUVeGS9371FJeJZ1Tknfeeee6ju1jNrjPWBv28QCNqOV3NBwXwdfVa+zcT/661ru8xLrrrhvtefPmRTu3rAiPud/85jdJux/84AfR3mabbaK9ySabJO04DqatV3NuKaussgq22morAEvHd3Bs2pFHHhltP1fxEhtc1sGXeOBrdcsttyT7OJ6I47p8POPgwYOjzctG+KVf+D7iWDx/TvxZPDf7e4Pjgvh+AtLV6Hl5Db9S+1FHHYVGw/8+cSwUx0/5PueYHr80CI+/ovIfQBo3V7Qye63tJnw/cEkE7pN6V5JvC+TpEUIIIUQp0EOPEEIIIUpBp5C32P3tyVX7LaLeND3vkmfXMn9uc45fRji11Kesr7/++tGeOXNmtIcOHVrXsYcMGZJsr7POOtFmuca7gj/5yU/Wdfwywano7Jb2q2WzLOTlRXa/swzmrz+nDi9cuDDaXv7kz+bx593jRenLfoV4Tm2vN8W3vVl11VXjauh+VfS25Ljjjmu3zxL1w/IWy0++KvmYMWOi7aVbDhHhUg1+XDL1hmnkKi3znL7HHntE25cQ4ff5sgKtjTw9QgghhCgFeugRQgghRCnoUHmrXvcZZwQAS1eibMIvVMbbHBHuo8OLFmfz1WZzrkBG2VspLCmw3RqwyxQAxo4dG+1cloJYGnaBc9VdzrADgA033DDaI0eOLDzeY489Fm0vUbOMxQtTHnzwwUk7HnO5xSw5S4vf85nPfCZpx+cxfPjwwnMXoqPwVY3nzJkTbZa3fKgAS/a+8jb/lvExfGX0ogVCc1nSvM/LapyFy4sC+4xQlrgXLFhQ+FmtgTw9QgghhCgFeugRQgghRCnQQ48QQgghSkGniOnxK2lzFVhOHfexB5zWypVNvWbKOibrk5xyC6Q6ZG6VdZHCKYg+1bhe+NpzDJaPxyqK4/HxWJwi6St+lxWOj7rgggui7cfLeeedV9fxuNov2zn8auEtge8BP3fwHMGrsQvRKPi4R64izjE4vvrx1772tZp2I3LIIYck2zw/H3744W362fL0CCGEEKIU6KFHCCGEEKXAmlM92MxeATBnmQ1Fa9I/hNBr2c2ah/qyw1B/dh3Ul12LVu9P9WWHUdiXzXroEUIIIYTorEjeEkIIIUQp0EOPEEIIIUpBp3voMbMPzWyymU03s8fM7Dtm1um+Rxkxsx7VvptsZi+Z2Qu03bJcdtGwmNn6ZvYPM3vWzB43s1vNbLNmHmNtM/t6W52jqB+aex8zs0fMbOdlv0s0GmUfl50upsfMFocQ1qja6wIYCeDBEML/uXYrhRA+qHUM0fGY2Y8ALA4h/Ipea9c+M7MVQwj1LagmmoVVinCNA/DXEMKl1deGAlgzhHB/7r3uOAMA3BJCGNwW5ynqx829nwRwRghhj2W8TTQQGped0NPDhBDmAzgJwDeswglmdp2Z3QxgjJmtbmZ/NrMJZvaomR0KAGY2yMwerv7VMsXMNq22/Xf1r5hpZnZUh365kmBmV5jZr83sHgDnmtlQMxtf7ZdRZrZOtd1YMxtRtXua2eyqvVRfVl8/hl7/g5mtWH19sZmdbWb/AbBTh3zpcrAXgPebJlYACCFMBvCAmZ1XHWNTm8aZma1hZndVPQhTm8YqgF8A2Ljaj/VVRRTtwVoAFgHZvoOZnWlmT5rZHWb2dzP7fx12xgLQuOzYisytQQhhZlXeaipPuROAISGEhWb2cwB3hxBONLO1ATxsZncC+CqAC0MIf6vKKisCOBDAvBDCpwDAzLq1+5cpL5sB2DeE8KGZTQHwzRDCvWZ2NoD/A3BK5r1L9aWZbQngKAC7hBDeN7OLAXwBwJUAVgcwLYRwVlt+IYHBACbVeP0zAIYC2AZATwATzOw+AK8AOCyE8IaZ9QQw3sxuAnA6gMEhhKHtctYix6pmNhnAKgB6A9i7+vq7qN13wwEcDmAYKr81j6D2PSHaj9KPy07/0FOF17O4I4TQtE79fgAOob8uVgHQD8BDAH5gZhsCuDGE8LSZTQXwKzM7FxW3Xd2uPrHcXFd94OkGYO0Qwr3V1/8K4LplvLdWX+6DyoQ7oeLNxaoA5lfbfwjghlb/BqJedgXw96qs+LKZ3QtgOwC3Afi5me0O4CMAfQCs13GnKWrwTtOPnJntBOBKMxuMyvxbq+92BfCvEMI71ffc3CFnLeqhNOOy0z/0mNlAVH7Imn7U3uLdAA4PITzl3vZEVd74FIDRZvalEMLdZjYcFY/POWY2JoRwdlufvwCQ9lkRH2CJHLtK04shhJG+L1Hp97+GEL5f4zjvKo6nXZgO4IgarxctuPcFAL0ADK9652aD+lk0FiGEh6p/+fdCZc6s1Xf1La4o2pPSj8tOHdNjZr0AXArgd6F2RPZoAN+06p/7Zjas+v9AADNDCBcBuAnAEDPbAMDbIYSrAfwKwLbt8R3EEkIIrwNYZGa7VV86FkCT12c2Kt4bgAZtrb4EcBeAI6wS6A4z625m/dv+GwjibgAfN7MvN71gZtuhEgdylJmtWB2/uwN4GEA3APOrE+teAJr6600Aa7bvqYtlYWZboBIW8CqK++4BAAeb2SpmtgYqf5iIjqX047IzenqadOWVUfnr/yoAvy5o+xMAFwCYUn3wmQ3gIFTiPY4xs/cBvATgbFRceeeZ2UcA3gfQ2MvUdl2OB3Cpma0GYCaAL1Zf/xWAa83sWFQGbhNL9WU1nuuHqASzr4BKf/4vVA6+3QghBDM7DMAFZnY6KnEfs1GJz1oDwGMAAoDTQggvmdnfANxsZhMBTAbwZPU4r5rZg2Y2DcBtIYRT2/3LiCaa5l6g4hk4vipLF/XdhGr8x2OojL2JAF5v97MWEY3LTpiyLoQQonNgZmuEEBZX/4i5D8BJIYRHOvq8RHnpjJ4eIYQQnYM/mtlWqMSB/FUPPKKjkadHCCGEEKWgUwcyCyGEEELUix56hBBCCFEK9NAjhBBCiFKghx4hhBBClAI99AghhBCiFOihRwghhBCl4P8DZojOzUdubqYAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "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], cmap=plt.cm.binary)\n", " plt.xlabel(class_names[train_labels[i]])\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Building the neural network requires configuring the layers of the model, then compiling the model. \n", "\n", "The basic building block of a neural network is the layer. Layers extract representations from the data fed into them. Hopefully, these representations are meaningful for the problem at hand.\n", "\n", "Most of deep learning consists of chaining together simple layers. Most layers, such as tf.keras.layers.Dense, have parameters that are learned during training." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "model = tf.keras.Sequential([\n", " tf.keras.layers.Flatten(input_shape=(28, 28)),\n", " tf.keras.layers.Dense(128, activation='relu'),\n", " tf.keras.layers.Dense(10)\n", "])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The first layer in this network, tf.keras.layers.Flatten, transforms the format of the images from a two-dimensional array (of 28 by 28 pixels) to a one-dimensional array (of 28 * 28 = 784 pixels). Think of this layer as unstacking rows of pixels in the image and lining them up. This layer has no parameters to learn; it only reformats the data.\n", "\n", "After the pixels are flattened, the network consists of a sequence of two tf.keras.layers.Dense layers. These are densely connected, or fully connected, neural layers. The first Dense layer has 128 nodes (or neurons). The second layer returns a logits array with length of 10. Each node contains a score that indicates the current image belongs to one of the 10 classes.\n", "\n", "Before the model is ready for training, it needs a few more settings. These are added during the model's compile step:\n", "- Loss function —This measures how accurate the model is during training. You want to minimize this function to \"steer\" the model in the right direction.\n", "- Optimizer —This is how the model is updated based on the data it sees and its loss function.\n", "- Metrics —Used to monitor the training and testing steps. The following example uses accuracy, the fraction of the images that are correctly classified." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "model.compile(optimizer='adam',\n", " loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n", " metrics=['accuracy'])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Training\n", "\n", "Training the neural network model requires the following steps: \n", "- Feed the training data to the model. (train_images and train_labels arrays.)\n", "- The model learns to associate images and labels.\n", "- You ask the model to make predictions about a test set (test_images array)\n", "- Verify that the predictions match the labels from the test_labels array.\n", "\n", "To start training, call the model.fit method" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2023-04-04 11:53:51.070373: W tensorflow/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 188160000 exceeds 10% of free system memory.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1875/1875 [==============================] - 11s 6ms/step - loss: 0.4959 - accuracy: 0.8268\n", "Epoch 2/10\n", "1875/1875 [==============================] - 10s 5ms/step - loss: 0.3762 - accuracy: 0.8651\n", "Epoch 3/10\n", "1875/1875 [==============================] - 10s 6ms/step - loss: 0.3361 - accuracy: 0.8778\n", "Epoch 4/10\n", "1875/1875 [==============================] - 10s 6ms/step - loss: 0.3130 - accuracy: 0.8860\n", "Epoch 5/10\n", "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2946 - accuracy: 0.8903\n", "Epoch 6/10\n", "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2816 - accuracy: 0.8958\n", "Epoch 7/10\n", "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2679 - accuracy: 0.9011\n", "Epoch 8/10\n", "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2578 - accuracy: 0.9027\n", "Epoch 9/10\n", "1875/1875 [==============================] - 10s 5ms/step - loss: 0.2494 - accuracy: 0.9062\n", "Epoch 10/10\n", "1875/1875 [==============================] - 11s 6ms/step - loss: 0.2393 - accuracy: 0.9107\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(train_images, train_labels, epochs=10)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As the model trains, the loss and accuracy metrics are displayed. This model reaches an accuracy of about 0.91 (or 91%) on the training data.\n", "\n", "Next, compare how the model performs on the test dataset:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "313/313 - 1s - loss: 0.3225 - accuracy: 0.8908 - 1s/epoch - 3ms/step\n", "\n", "Test accuracy: 0.8907999992370605\n" ] } ], "source": [ "test_loss, test_acc = model.evaluate(test_images, test_labels, verbose=2)\n", "\n", "print('\\nTest accuracy:', test_acc)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "It turns out that the accuracy on the test dataset is a little less than the accuracy on the training dataset. This gap between training accuracy and test accuracy represents overfitting. Overfitting is when a machine learning model performs worse on new, previouly unseen inputs than on the training data. \n", "\n", "### Predicting Images\n", "\n", "With the model trained, you can use it to make predictions about some images. Attach a softmax layer to convert the model's linear outputs (logits) to probabilities, which should be easier to interpret." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "probability_model = tf.keras.Sequential([model, \n", " tf.keras.layers.Softmax()])" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "313/313 [==============================] - 1s 3ms/step\n" ] } ], "source": [ "predictions = probability_model.predict(test_images)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Here, the model has predicted the label for each image in the testing set. Let's take a look at the first prediction:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.7737974e-10, 9.8017128e-10, 2.4250555e-08, 2.7087502e-10,\n", " 3.3816602e-11, 7.0955430e-04, 1.5008560e-09, 2.1424549e-02,\n", " 2.1235054e-09, 9.7786587e-01], dtype=float32)" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "predictions[0]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "A prediction is an array of 10 numbers. They represent the model's \"confidence\" that the image corresponds to each of the 10 different articles of clothing. You can see which label has the highest confidence value:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.argmax(predictions[0])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "So, the model is most confident that this image is an ankle boot, or class_names[9]. Examining the test label shows that this classification is correct:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_labels[0]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Graph this to look at the full set of 10 class predictions." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "def plot_image(i, predictions_array, true_label, img):\n", " true_label, img = true_label[i], img[i]\n", " plt.grid(False)\n", " plt.xticks([])\n", " plt.yticks([])\n", "\n", " plt.imshow(img, cmap=plt.cm.binary)\n", "\n", " predicted_label = np.argmax(predictions_array)\n", " if predicted_label == true_label:\n", " color = 'blue'\n", " else:\n", " color = 'red'\n", "\n", " plt.xlabel(\"{} {:2.0f}% ({})\".format(class_names[predicted_label],\n", " 100*np.max(predictions_array),\n", " class_names[true_label]),\n", " color=color)\n", "\n", "def plot_value_array(i, predictions_array, true_label):\n", " true_label = true_label[i]\n", " plt.grid(False)\n", " plt.xticks(range(10))\n", " plt.yticks([])\n", " thisplot = plt.bar(range(10), predictions_array, color=\"#777777\")\n", " plt.ylim([0, 1])\n", " predicted_label = np.argmax(predictions_array)\n", "\n", " thisplot[predicted_label].set_color('red')\n", " thisplot[true_label].set_color('blue')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "With the model trained, you can use it to make predictions about some images.\n", "\n", "Let's look at the 0th image, predictions, and prediction array. Correct prediction labels are blue and incorrect prediction labels are red. The number gives the percentage (out of 100) for the predicted label." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "i = 0\n", "plt.figure(figsize=(6,3))\n", "plt.subplot(1,2,1)\n", "plot_image(i, predictions[i], test_labels, test_images)\n", "plt.subplot(1,2,2)\n", "plot_value_array(i, predictions[i], test_labels)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "i = 12\n", "plt.figure(figsize=(6,3))\n", "plt.subplot(1,2,1)\n", "plot_image(i, predictions[i], test_labels, test_images)\n", "plt.subplot(1,2,2)\n", "plot_value_array(i, predictions[i], test_labels)\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot several images with their predictions. Note that the model can be wrong even when very confident." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the first X test images, their predicted labels, and the true labels.\n", "# Color correct predictions in blue and incorrect predictions in red.\n", "num_rows = 5\n", "num_cols = 3\n", "num_images = num_rows*num_cols\n", "plt.figure(figsize=(2*2*num_cols, 2*num_rows))\n", "for i in range(num_images):\n", " plt.subplot(num_rows, 2*num_cols, 2*i+1)\n", " plot_image(i, predictions[i], test_labels, test_images)\n", " plt.subplot(num_rows, 2*num_cols, 2*i+2)\n", " plot_value_array(i, predictions[i], test_labels)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Finally, use the trained model to make a prediction about a single image." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(28, 28)\n" ] } ], "source": [ "# Grab an image from the test dataset.\n", "img = test_images[1]\n", "\n", "print(img.shape)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "tf.keras models are optimized to make predictions on a batch, or collection, of examples at once. Accordingly, even though you're using a single image, you need to add it to a list:" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 28, 28)\n" ] } ], "source": [ "# Add the image to a batch where it's the only member.\n", "img = (np.expand_dims(img,0))\n", "\n", "print(img.shape)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now predict the correct label for this image:" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1/1 [==============================] - 0s 52ms/step\n", "[[1.0949210e-05 4.1276347e-11 9.9810290e-01 1.2848138e-10 1.0825287e-03\n", " 1.3133799e-13 8.0366491e-04 1.1366387e-15 3.2978012e-10 1.3686339e-15]]\n" ] } ], "source": [ "predictions_single = probability_model.predict(img)\n", "\n", "print(predictions_single)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_value_array(1, predictions_single[0], test_labels)\n", "_ = plt.xticks(range(10), class_names, rotation=45)\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "tf.keras.Model.predict returns a list of lists, one list for each image in the batch of data. Grab the predictions for our (only) image in the batch:" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.argmax(predictions_single[0])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "And the model predicts a label as expected." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Hacks\n", "**Tensorflow is now extra credit**\n", "\n", "Train this same model and record it's accuracy in the training and testing." ] } ], "metadata": { "kernelspec": { "display_name": "base", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }