mirror of
https://github.com/kuhyx/ARAI.git
synced 2026-07-04 14:43:05 +02:00
3201 lines
1.7 MiB
3201 lines
1.7 MiB
{
|
||
"nbformat": 4,
|
||
"nbformat_minor": 0,
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"name": "python3",
|
||
"display_name": "Python 3"
|
||
},
|
||
"colab": {
|
||
"provenance": [],
|
||
"gpuType": "T4",
|
||
"include_colab_link": true
|
||
},
|
||
"accelerator": "GPU",
|
||
"language_info": {
|
||
"name": "python"
|
||
}
|
||
},
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "view-in-github",
|
||
"colab_type": "text"
|
||
},
|
||
"source": [
|
||
"<a href=\"https://colab.research.google.com/github/kuhyx/ARAI/blob/main/TWM_KerasIntro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "c9tFwxET8YY5"
|
||
},
|
||
"source": [
|
||
"%matplotlib inline"
|
||
],
|
||
"execution_count": 1,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "M9PoJm628YY_"
|
||
},
|
||
"source": [
|
||
"# Introduction to Deep Learning with Keras and TensorFlow\n",
|
||
"\n",
|
||
"Based on excelent work by **[Daniel Moser (UT Southwestern Medical Center)](https://github.com/AviatorMoser/keras-mnist-tutorial)**, Resources: **[Xavier Snelgrove](https://github.com/wxs/keras-mnist-tutorial), [Yash Katariya](https://github.com/yashk2810/MNIST-Keras)**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "lh0dsQg08YZA"
|
||
},
|
||
"source": [
|
||
"To help you understand the fundamentals of deep learning, this demo will walk through the basic steps of building two toy models for classifying handwritten numbers with accuracies surpassing 95%. The first model will be a basic fully-connected neural network, and the second model will be a deeper network that introduces the concepts of convolution and pooling."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "LJVXVJ6_8YZB"
|
||
},
|
||
"source": [
|
||
"## The Task for the AI\n",
|
||
"\n",
|
||
"Our goal is to construct and train an artificial neural network on thousands of images of handwritten digits so that it may successfully identify others when presented. The data that will be incorporated is the MNIST database which contains 60,000 images for training and 10,000 test images. We will use the Keras Python API with TensorFlow as the backend."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "3eVu55U98YZC"
|
||
},
|
||
"source": [
|
||
"<img src=\"https://github.com/wut-mpg/keras-mnist-tutorial/raw/master/mnist.png\" >"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "Ms_a4hzY8YZC"
|
||
},
|
||
"source": [
|
||
"## Prerequisite Python Modules\n",
|
||
"\n",
|
||
"First, some software needs to be loaded into the Python environment."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "D7Bns2Lo8YZD",
|
||
"outputId": "4037ddf7-5ac4-4f77-f482-f0a02108c74c",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
}
|
||
},
|
||
"source": [
|
||
"import numpy as np # advanced math library\n",
|
||
"import matplotlib.pyplot as plt # MATLAB like plotting routines\n",
|
||
"import random # for generating random numbers\n",
|
||
"\n",
|
||
"import tensorflow as tf\n",
|
||
"\n",
|
||
"from keras.datasets import mnist # MNIST dataset is included in Keras%\n",
|
||
"from keras.models import Sequential # Model type to be used\n",
|
||
"\n",
|
||
"from keras.layers import Dense, Dropout, Activation # Types of layers to be used in our model\n",
|
||
"from keras.utils import to_categorical # NumPy related tools\n",
|
||
"\n",
|
||
"from keras import optimizers\n",
|
||
"\n",
|
||
"\n",
|
||
"from sklearn.metrics import confusion_matrix\n",
|
||
"import itertools\n",
|
||
"\n",
|
||
"print(tf.__version__)"
|
||
],
|
||
"execution_count": 2,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"2.15.0\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "QygDQ7Ch8YZG"
|
||
},
|
||
"source": [
|
||
"## Loading Training Data\n",
|
||
"\n",
|
||
"The MNIST dataset is conveniently bundled within Keras, and we can easily analyze some of its features in Python."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "SdZZph6i8YZG",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"outputId": "ee9e11b8-6b44-4fa0-f974-e83d7999e930"
|
||
},
|
||
"source": [
|
||
"# The MNIST data is split between 60,000 28 x 28 pixel training images and 10,000 28 x 28 pixel images\n",
|
||
"(X_train, y_train), (X_test, y_test) = mnist.load_data()\n",
|
||
"\n",
|
||
"print(\"X_train shape\", X_train.shape)\n",
|
||
"print(\"y_train shape\", y_train.shape)\n",
|
||
"print(\"X_test shape\", X_test.shape)\n",
|
||
"print(\"y_test shape\", y_test.shape)"
|
||
],
|
||
"execution_count": 3,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n",
|
||
"11490434/11490434 [==============================] - 2s 0us/step\n",
|
||
"X_train shape (60000, 28, 28)\n",
|
||
"y_train shape (60000,)\n",
|
||
"X_test shape (10000, 28, 28)\n",
|
||
"y_test shape (10000,)\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "9v5sjP468YZJ"
|
||
},
|
||
"source": [
|
||
"Using matplotlib, we can plot some sample images from the training set directly into this Jupyter Notebook. We can egzamine the interclass variability - how many different ways of writing the same digit there are!"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "Ov1T_A6X8YZJ",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 811
|
||
},
|
||
"outputId": "51c0509e-a421-4161-99c3-a44b346222bd"
|
||
},
|
||
"source": [
|
||
"plt.rcParams['figure.figsize'] = (9,9) # Make the figures a bit bigger\n",
|
||
"\n",
|
||
"def visualize_classes(X, y):\n",
|
||
" for i in range(0, 10):\n",
|
||
" img_batch = X[y == i][0:10]\n",
|
||
" img_batch = np.reshape(img_batch, (img_batch.shape[0]*img_batch.shape[1], img_batch.shape[2]))\n",
|
||
" if i > 0:\n",
|
||
" img = np.concatenate([img, img_batch], axis = 1)\n",
|
||
" else:\n",
|
||
" img = img_batch\n",
|
||
" plt.figure(figsize=(10,20))\n",
|
||
" plt.axis('off')\n",
|
||
" plt.imshow(img, cmap='gray')\n",
|
||
"\n",
|
||
"\n",
|
||
"visualize_classes(X_train, y_train)\n"
|
||
],
|
||
"execution_count": 4,
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1000x2000 with 1 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "uGjX5ZD68YZM"
|
||
},
|
||
"source": [
|
||
"Let's examine a single digit a little closer, and print out the array representing the last digit."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "wW_rrJfj8YZN",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"outputId": "5b74571c-eab3-455f-fa2b-aa7d6f1f28f3"
|
||
},
|
||
"source": [
|
||
"# just a little function for pretty printing a matrix\n",
|
||
"def matprint(mat, fmt=\"g\"):\n",
|
||
" col_maxes = [max([len((\"{:\"+fmt+\"}\").format(x)) for x in col]) for col in mat.T]\n",
|
||
" for x in mat:\n",
|
||
" for i, y in enumerate(x):\n",
|
||
" print((\"{:\"+str(col_maxes[i])+fmt+\"}\").format(y), end=\" \")\n",
|
||
" print(\"\")\n",
|
||
"\n",
|
||
"# now print!\n",
|
||
"matprint(X_train[-1])"
|
||
],
|
||
"execution_count": 5,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 38 48 48 22 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 0 0 0 62 97 198 243 254 254 212 27 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 0 0 67 172 254 254 225 218 218 237 248 40 0 21 164 187 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 0 89 219 254 97 67 14 0 0 92 231 122 23 203 236 59 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 25 217 242 92 4 0 0 0 0 4 147 253 240 232 92 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 101 255 92 0 0 0 0 0 0 105 254 254 177 11 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 167 244 41 0 0 0 7 76 199 238 239 94 10 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 192 121 0 0 2 63 180 254 233 126 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 190 196 14 2 97 254 252 146 52 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 130 225 71 180 232 181 60 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 130 254 254 230 46 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 6 77 244 254 162 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 110 254 218 254 116 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 131 254 154 28 213 86 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 66 209 153 19 19 233 60 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 142 254 165 0 14 216 167 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 90 254 175 0 18 229 92 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 26 229 249 176 222 244 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 73 193 197 134 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n",
|
||
"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "s3koPAgMdzoG"
|
||
},
|
||
"source": [],
|
||
"execution_count": 5,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "vQPPE2Bq8YZP"
|
||
},
|
||
"source": [
|
||
"Each pixel is an 8-bit integer from 0-255. 0 is full black, while 255 is full white. This what we call a single-channel pixel. It's called monochrome.\n",
|
||
"\n",
|
||
"*Fun-fact! Your computer screen has three channels for each pixel: red, green, blue. Each of these channels also likely takes an 8-bit integer. 3 channels -- 24 bits total -- 16,777,216 possible colors!*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "z09IKy7PR9M9"
|
||
},
|
||
"source": [
|
||
"## More input data nalysis\n",
|
||
"\n",
|
||
"\n",
|
||
"Visualizing high-dimensional data by projecting it into a low-dimensional space is a classic operation that anyone working with data has probably done at least once in their life. There are a huge variety of methods for reducing dimensionality, but one very popular method is t-SNE, a method proposed by Geoffry Hinton’s group back in 2008. [ _more..._ ](https://mlexplained.com/2018/09/14/paper-dissected-visualizing-data-using-t-sne-explained/)\n",
|
||
"\n",
|
||
"Code by [Zaid Alyafeai](https://github.com/zaidalyafeai/Notebooks) [MIT license]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "59m4-pjCSBgM"
|
||
},
|
||
"source": [
|
||
"from sklearn.manifold import TSNE\n",
|
||
"import matplotlib.patheffects as PathEffects\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"RS=19238\n",
|
||
"\n",
|
||
"class_names = [ str(clid) for clid in range(10) ]\n",
|
||
"\n",
|
||
"def scatter(x, colors):\n",
|
||
" # We choose a color palette with seaborn.\n",
|
||
" palette = np.array(sns.color_palette(\"hls\", 10))\n",
|
||
"\n",
|
||
" # We create a scatter plot.\n",
|
||
" f = plt.figure(figsize=(8, 8))\n",
|
||
" ax = plt.subplot(aspect='equal')\n",
|
||
" sc = ax.scatter(x[:,0], x[:,1], lw=0, s=40,\n",
|
||
" c=palette[colors.astype(\"int\")])\n",
|
||
" plt.xlim(-25, 25)\n",
|
||
" plt.ylim(-25, 25)\n",
|
||
" ax.axis('off')\n",
|
||
" ax.axis('tight')\n",
|
||
"\n",
|
||
" # We add the labels for each digit.\n",
|
||
" txts = []\n",
|
||
" for i in range(10):\n",
|
||
" # Position of each label.\n",
|
||
" xtext, ytext = np.median(x[colors == i, :], axis=0)\n",
|
||
" txt = ax.text(xtext, ytext, class_names[i], fontsize=15)\n",
|
||
" txt.set_path_effects([\n",
|
||
" PathEffects.Stroke(linewidth=5, foreground=\"w\"),\n",
|
||
" PathEffects.Normal()])\n",
|
||
" txts.append(txt)\n",
|
||
"\n",
|
||
"def plot_tsne(X, y):\n",
|
||
" print('calculating tsne ...')\n",
|
||
" proj = TSNE(random_state=RS, learning_rate=200, init='random').fit_transform(X)\n",
|
||
" scatter(proj, y)"
|
||
],
|
||
"execution_count": 6,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "1_gbsFQ3Srw_",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 670
|
||
},
|
||
"outputId": "f20b5dea-b04d-4f61-857b-5785251c616e"
|
||
},
|
||
"source": [
|
||
"X = np.reshape(X_train, (X_train.shape[0], 28 * 28))[0:2000]\n",
|
||
"y = y_train[0:2000]\n",
|
||
"plot_tsne(X, y)"
|
||
],
|
||
"execution_count": 7,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"calculating tsne ...\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 800x800 with 1 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "UFWr5nQo8YZQ"
|
||
},
|
||
"source": [
|
||
"## Formatting the input data layer\n",
|
||
"\n",
|
||
"Instead of a 28 x 28 matrix, we build our network to accept a 784-length vector.\n",
|
||
"\n",
|
||
"Each image needs to be then reshaped (or flattened) into a vector. We'll also normalize the inputs to be in the range [0-1] rather than [0-255]. Normalizing inputs is generally recommended, so that any additional dimensions (for other network architectures) are of the same scale."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "B-b0XGKd8YZQ"
|
||
},
|
||
"source": [
|
||
"<img src='https://github.com/wut-mpg/keras-mnist-tutorial/raw/master/flatten.png' >"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "0ge5s-pT8YZR",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"outputId": "2e430092-404d-4abf-f2c0-5cbf97adb29a"
|
||
},
|
||
"source": [
|
||
"X_train = X_train.reshape(60000, 784) # reshape 60,000 28 x 28 matrices into 60,000 784-length vectors.\n",
|
||
"X_test = X_test.reshape(10000, 784) # reshape 10,000 28 x 28 matrices into 10,000 784-length vectors.\n",
|
||
"\n",
|
||
"X_train = X_train.astype('float32') # change integers to 32-bit floating point numbers\n",
|
||
"X_test = X_test.astype('float32')\n",
|
||
"\n",
|
||
"X_train /= 255 # normalize each value for each pixel for the entire vector for each input\n",
|
||
"X_test /= 255\n",
|
||
"\n",
|
||
"print(\"Training matrix shape\", X_train.shape)\n",
|
||
"print(\"Testing matrix shape\", X_test.shape)"
|
||
],
|
||
"execution_count": 8,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Training matrix shape (60000, 784)\n",
|
||
"Testing matrix shape (10000, 784)\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "sS8jHU6V8YZT"
|
||
},
|
||
"source": [
|
||
"We then modify our classes (unique digits) to be in the one-hot (categorical) format, i.e.\n",
|
||
"\n",
|
||
"```\n",
|
||
"0 -> [1, 0, 0, 0, 0, 0, 0, 0, 0]\n",
|
||
"1 -> [0, 1, 0, 0, 0, 0, 0, 0, 0]\n",
|
||
"2 -> [0, 0, 1, 0, 0, 0, 0, 0, 0]\n",
|
||
"etc.\n",
|
||
"```\n",
|
||
"\n",
|
||
"If the final output of our network is very close to one of these classes, then it is most likely that class. For example, if the final output is:\n",
|
||
"\n",
|
||
"```\n",
|
||
"[0, 0.94, 0, 0, 0, 0, 0.06, 0, 0]\n",
|
||
"```\n",
|
||
"then it is most probable that the image is that of the digit `1`."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "AFvPkCFw8YZU"
|
||
},
|
||
"source": [
|
||
"nb_classes = 10 # number of unique digits\n",
|
||
"\n",
|
||
"Y_train = to_categorical(y_train, nb_classes)\n",
|
||
"Y_test = to_categorical(y_test, nb_classes)"
|
||
],
|
||
"execution_count": 9,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "q_B8ZH5G8YZX"
|
||
},
|
||
"source": [
|
||
"# Building a 3-layer fully connected network\n",
|
||
"\n",
|
||
"<img src=\"https://github.com/wut-mpg/keras-mnist-tutorial/raw/master/figure.png\" />"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "M-uOWlRv8YZX"
|
||
},
|
||
"source": [
|
||
"# The Sequential model is a linear stack of layers and is very common.\n",
|
||
"\n",
|
||
"model = Sequential()"
|
||
],
|
||
"execution_count": 10,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "iyoUd9WE8YZa"
|
||
},
|
||
"source": [
|
||
"## The first hidden layer"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "IdgP4lai8YZb"
|
||
},
|
||
"source": [
|
||
"# The first hidden layer is a set of 512 nodes (artificial neurons).\n",
|
||
"# Each node will receive an element from each input vector and apply some weight and bias to it.\n",
|
||
"\n",
|
||
"model.add(Dense(512, input_shape=(784,))) #(784,) is not a typo -- that represents a 784 length vector!"
|
||
],
|
||
"execution_count": 11,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "c1MiY3u68YZd"
|
||
},
|
||
"source": [
|
||
"# An \"activation\" is a non-linear function applied to the output of the layer above.\n",
|
||
"# It checks the new value of the node, and decides whether that artifical neuron has fired.\n",
|
||
"# The Rectified Linear Unit (ReLU) converts all negative inputs to nodes in the next layer to be zero.\n",
|
||
"# Those inputs are then not considered to be fired.\n",
|
||
"# Positive values of a node are unchanged.\n",
|
||
"\n",
|
||
"model.add(Activation('relu'))"
|
||
],
|
||
"execution_count": 12,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "tQCRmiMI8YZg"
|
||
},
|
||
"source": [
|
||
"$$f(x) = max (0,x)$$\n",
|
||
"<img src = 'https://github.com/wut-mpg/keras-mnist-tutorial/raw/master/relu.jpg' >"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "kudeX_kN8YZg"
|
||
},
|
||
"source": [
|
||
"# Dropout zeroes a selection of random outputs (i.e., disables their activation)\n",
|
||
"# Dropout helps protect the model from memorizing or \"overfitting\" the training data.\n",
|
||
"model.add(Dropout(0.2))"
|
||
],
|
||
"execution_count": 13,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "PY5XiXYc8YZj"
|
||
},
|
||
"source": [
|
||
"## Adding the second hidden layer"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "Tnz-mpIS8YZj"
|
||
},
|
||
"source": [
|
||
"# The second hidden layer appears identical to our first layer.\n",
|
||
"# However, instead of each of the 512-node receiving 784-inputs from the input image data,\n",
|
||
"# they receive 512 inputs from the output of the first 512-node layer.\n",
|
||
"\n",
|
||
"model.add(Dense(512))\n",
|
||
"model.add(Activation('relu'))\n",
|
||
"model.add(Dropout(0.2))"
|
||
],
|
||
"execution_count": 14,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "vkeHSS0h8YZm"
|
||
},
|
||
"source": [
|
||
"## The Final Output Layer"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "cndhIgBK8YZm"
|
||
},
|
||
"source": [
|
||
"# The final layer of 10 neurons in fully-connected to the previous 512-node layer.\n",
|
||
"# The final layer of a FCN should be equal to the number of desired classes (10 in this case).\n",
|
||
"model.add(Dense(10))"
|
||
],
|
||
"execution_count": 15,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "02Zk2VWL8YZp"
|
||
},
|
||
"source": [
|
||
"# The \"softmax\" activation represents a probability distribution over K different possible outcomes.\n",
|
||
"# Its values are all non-negative and sum to 1.\n",
|
||
"\n",
|
||
"model.add(Activation('softmax'))"
|
||
],
|
||
"execution_count": 16,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "YReJLqWL8YZr",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"outputId": "acf9807b-a564-41d7-fbb7-a212242469e5"
|
||
},
|
||
"source": [
|
||
"# Summarize the built model\n",
|
||
"\n",
|
||
"model.summary()"
|
||
],
|
||
"execution_count": 17,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Model: \"sequential\"\n",
|
||
"_________________________________________________________________\n",
|
||
" Layer (type) Output Shape Param # \n",
|
||
"=================================================================\n",
|
||
" dense (Dense) (None, 512) 401920 \n",
|
||
" \n",
|
||
" activation (Activation) (None, 512) 0 \n",
|
||
" \n",
|
||
" dropout (Dropout) (None, 512) 0 \n",
|
||
" \n",
|
||
" dense_1 (Dense) (None, 512) 262656 \n",
|
||
" \n",
|
||
" activation_1 (Activation) (None, 512) 0 \n",
|
||
" \n",
|
||
" dropout_1 (Dropout) (None, 512) 0 \n",
|
||
" \n",
|
||
" dense_2 (Dense) (None, 10) 5130 \n",
|
||
" \n",
|
||
" activation_2 (Activation) (None, 10) 0 \n",
|
||
" \n",
|
||
"=================================================================\n",
|
||
"Total params: 669706 (2.55 MB)\n",
|
||
"Trainable params: 669706 (2.55 MB)\n",
|
||
"Non-trainable params: 0 (0.00 Byte)\n",
|
||
"_________________________________________________________________\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "UcndsYyk8YZv"
|
||
},
|
||
"source": [
|
||
"## Compiling the model\n",
|
||
"\n",
|
||
"Keras is built on top of Theano and TensorFlow. Both packages allow you to define a *computation graph* in Python, which then compiles and runs efficiently on the CPU or GPU without the overhead of the Python interpreter.\n",
|
||
"\n",
|
||
"When compiing a model, Keras asks you to specify your **loss function** and your **optimizer**. The loss function we'll use here is called *categorical cross-entropy*, and is a loss function well-suited to comparing two probability distributions.\n",
|
||
"\n",
|
||
"Our predictions are probability distributions across the ten different digits (e.g. \"we're 80% confident this image is a 3, 10% sure it's an 8, 5% it's a 2, etc.\"), and the target is a probability distribution with 100% for the correct category, and 0 for everything else. The cross-entropy is a measure of how different your predicted distribution is from the target distribution. [More detail at Wikipedia](https://en.wikipedia.org/wiki/Cross_entropy)\n",
|
||
"\n",
|
||
"The optimizer helps determine how quickly the model learns through **gradient descent**. The rate at which descends a gradient is called the **learning rate**."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "Wsv1Z9LC8YZw"
|
||
},
|
||
"source": [
|
||
"<img src = \"https://github.com/wut-mpg/keras-mnist-tutorial/raw/master/gradient_descent.png\" >"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "vZWeBx-58YZx"
|
||
},
|
||
"source": [
|
||
"<img src = \"https://github.com/wut-mpg/keras-mnist-tutorial/raw/master/learning_rate.png\" >"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "ptVA6aSg8YZy"
|
||
},
|
||
"source": [
|
||
"So are smaller learning rates better? Not quite! It's important for an optimizer not to get stuck in local minima while neglecting the global minimum of the loss function. Sometimes that means trying a larger learning rate to jump out of a local minimum."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "zSGiajLT8YZ1"
|
||
},
|
||
"source": [
|
||
"<img src = 'https://github.com/wut-mpg/keras-mnist-tutorial/raw/master/complicated_loss_function.png' >"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "7RUmQxfp8YZ2"
|
||
},
|
||
"source": [
|
||
"# Let's use the Adam optimizer for learning\n",
|
||
"adam = tf.optimizers.Adam(learning_rate=0.001)\n",
|
||
"model.compile(loss='categorical_crossentropy', optimizer=adam, metrics=['accuracy'])"
|
||
],
|
||
"execution_count": 18,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "d-u8EqW48YZ3"
|
||
},
|
||
"source": [
|
||
"## Train the model!\n",
|
||
"This is the fun part!"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "rTynqX-H8YZ4"
|
||
},
|
||
"source": [
|
||
"The batch size determines over how much data per step is used to compute the loss function, gradients, and back propagation. Large batch sizes allow the network to complete it's training faster; however, there are other factors beyond training speed to consider.\n",
|
||
"\n",
|
||
"Too large of a batch size smoothes the local minima of the loss function, causing the optimizer to settle in one because it thinks it found the global minimum.\n",
|
||
"\n",
|
||
"Too small of a batch size creates a very noisy loss function, and the optimizer may never find the global minimum.\n",
|
||
"\n",
|
||
"So a good batch size may take some trial and error to find!"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "MxhTSlBI8YZ5",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"outputId": "88c04566-8028-4fd6-fea8-0a2c728eaa64"
|
||
},
|
||
"source": [
|
||
"model.fit(X_train, Y_train,\n",
|
||
" batch_size=128, epochs=5,\n",
|
||
" verbose=1)"
|
||
],
|
||
"execution_count": 19,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Epoch 1/5\n",
|
||
"469/469 [==============================] - 5s 4ms/step - loss: 0.2438 - accuracy: 0.9265\n",
|
||
"Epoch 2/5\n",
|
||
"469/469 [==============================] - 2s 3ms/step - loss: 0.1011 - accuracy: 0.9684\n",
|
||
"Epoch 3/5\n",
|
||
"469/469 [==============================] - 2s 5ms/step - loss: 0.0716 - accuracy: 0.9775\n",
|
||
"Epoch 4/5\n",
|
||
"469/469 [==============================] - 2s 5ms/step - loss: 0.0564 - accuracy: 0.9816\n",
|
||
"Epoch 5/5\n",
|
||
"469/469 [==============================] - 2s 3ms/step - loss: 0.0450 - accuracy: 0.9852\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
"<keras.src.callbacks.History at 0x7f0d88148e20>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 19
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "YufwyCC38YZ6"
|
||
},
|
||
"source": [
|
||
"The two numbers, in order, represent the value of the loss function of the network on the training set, and the overall accuracy of the network on the training data. But how does it do on data it did not train on?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "wQORnbe08YZ7"
|
||
},
|
||
"source": [
|
||
"## Evaluate Model's Accuracy on Test Data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "SX3n6p108YZ7",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"outputId": "989db8c3-3559-47bd-b32d-a84a3855f339"
|
||
},
|
||
"source": [
|
||
"score = model.evaluate(X_test, Y_test)\n",
|
||
"print('Test score:', score[0])\n",
|
||
"print('Test accuracy:', score[1])"
|
||
],
|
||
"execution_count": 20,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"313/313 [==============================] - 1s 3ms/step - loss: 0.0637 - accuracy: 0.9812\n",
|
||
"Test score: 0.0636596530675888\n",
|
||
"Test accuracy: 0.9811999797821045\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "NYD0_NjusHRL"
|
||
},
|
||
"source": [
|
||
"def plot_confusion_matrix(cm, classes,\n",
|
||
" normalize=False,\n",
|
||
" title='Confusion matrix',\n",
|
||
" cmap=plt.cm.Blues):\n",
|
||
" \"\"\"\n",
|
||
" This function prints and plots the confusion matrix.\n",
|
||
" Normalization can be applied by setting `normalize=True`.\n",
|
||
" \"\"\"\n",
|
||
" if normalize:\n",
|
||
" cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
|
||
" print(\"Normalized confusion matrix\")\n",
|
||
" else:\n",
|
||
" print('Confusion matrix, without normalization')\n",
|
||
"\n",
|
||
" print(cm)\n",
|
||
"\n",
|
||
"\n",
|
||
" plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
|
||
" plt.title(title)\n",
|
||
" plt.colorbar()\n",
|
||
" tick_marks = np.arange(len(classes))\n",
|
||
" plt.xticks(tick_marks, classes, rotation=45)\n",
|
||
" plt.yticks(tick_marks, classes)\n",
|
||
"\n",
|
||
" fmt = '.2f' if normalize else 'd'\n",
|
||
" thresh = cm.max() / 2.\n",
|
||
" for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
|
||
" plt.text(j, i, format(cm[i, j], fmt),\n",
|
||
" horizontalalignment=\"center\",\n",
|
||
" color=\"white\" if cm[i, j] > thresh else \"black\")\n",
|
||
"\n",
|
||
" plt.ylabel('True label')\n",
|
||
" plt.xlabel('Predicted label')\n",
|
||
" plt.tight_layout()"
|
||
],
|
||
"execution_count": 21,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "yWaT13H78YZ9"
|
||
},
|
||
"source": [
|
||
"### Inspecting the output\n",
|
||
"\n",
|
||
"It's always a good idea to inspect the output and make sure everything looks sane. Here we'll look at some examples it gets right, and some examples it gets wrong."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "LFECu0nE8YZ-",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 1000
|
||
},
|
||
"outputId": "f534eaf7-27ee-4861-8df4-aa8d9c03b489"
|
||
},
|
||
"source": [
|
||
"# The predict_classes function outputs the highest probability class\n",
|
||
"# according to the trained classifier for each input example.\n",
|
||
"predict = model.predict(X_test)\n",
|
||
"predicted_classes = np.argmax(predict,axis=1)\n",
|
||
"\n",
|
||
"# Check which items we got right / wrong\n",
|
||
"correct_indices = np.nonzero(predicted_classes == y_test)[0]\n",
|
||
"incorrect_indices = np.nonzero(predicted_classes != y_test)[0]\n",
|
||
"cnf_matrix = confusion_matrix(y_test, predicted_classes)\n",
|
||
"\n",
|
||
"class_names = [str(i) for i in range(10)]\n",
|
||
"\n",
|
||
"# Plot non-normalized confusion matrix\n",
|
||
"plt.figure()\n",
|
||
"plot_confusion_matrix(cnf_matrix, classes=class_names,\n",
|
||
" title='Confusion matrix, without normalization')\n",
|
||
"\n",
|
||
"plt.show()\n"
|
||
],
|
||
"execution_count": 22,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"313/313 [==============================] - 1s 2ms/step\n",
|
||
"Confusion matrix, without normalization\n",
|
||
"[[ 974 1 0 0 0 0 0 2 2 1]\n",
|
||
" [ 0 1124 3 0 0 0 2 1 5 0]\n",
|
||
" [ 2 1 1012 3 3 0 2 6 2 1]\n",
|
||
" [ 0 1 2 992 0 5 0 4 1 5]\n",
|
||
" [ 0 0 4 0 952 0 4 1 0 21]\n",
|
||
" [ 2 0 0 6 1 872 2 2 2 5]\n",
|
||
" [ 4 2 0 0 7 4 941 0 0 0]\n",
|
||
" [ 0 4 5 3 0 0 0 1012 0 4]\n",
|
||
" [ 1 0 6 3 4 5 2 6 940 7]\n",
|
||
" [ 1 2 0 3 3 0 0 7 0 993]]\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 900x900 with 2 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"source": [],
|
||
"metadata": {
|
||
"id": "d4tL55qnBfAA"
|
||
},
|
||
"execution_count": 22,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "Ct14A0rsD-Ja"
|
||
},
|
||
"source": [
|
||
"**Correct predictions**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "ew6oWSoY8YaA",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 906
|
||
},
|
||
"outputId": "040cbfff-02a8-431e-da94-8a67510fa803"
|
||
},
|
||
"source": [
|
||
"def show_samples(indices, preds, images, labels, count=3, names = []):\n",
|
||
" plt.figure()\n",
|
||
" for i, sample in enumerate(indices[:count**2]):\n",
|
||
" pred_id = int(np.argmax(preds[sample]))\n",
|
||
" real_id = int(labels[sample])\n",
|
||
" pred_score = preds[sample][pred_id]\n",
|
||
" real_score = preds[sample][real_id]\n",
|
||
" plt.subplot(count,count,i+1)\n",
|
||
" plt.imshow(images[sample].reshape(28,28), cmap='gray', interpolation='none')\n",
|
||
" plt.axis('off')\n",
|
||
" if len(names) > 0:\n",
|
||
" plt.title(\"P: {} ({:.2f})\\nE: {} ({:.2f})\".format(names[pred_id], pred_score, names[real_id], real_score))\n",
|
||
" else:\n",
|
||
" plt.title(\"P: {} ({:.2f})\\nE: {} ({:.2f})\".format(pred_id, pred_score, real_id, real_score))\n",
|
||
"\n",
|
||
" plt.tight_layout()\n",
|
||
"\n",
|
||
"show_samples(correct_indices, predict, X_test, y_test, 5)"
|
||
],
|
||
"execution_count": 23,
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 900x900 with 25 Axes>"
|
||
],
|
||
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA04AAAN5CAYAAAA/32uUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAADmT0lEQVR4nOzdd3RU1fbA8T2kF4EkhB5C7x1BaYYu0iwERQFRURRQERug+FCKCihYHkWKoAg+EOWBBRQQEURBmogh0gIh9FBCCZCQnN8fvsyPc+8kdyaZSTLw/ayV5dpnzj2zIzs39+TOucemlFICAAAAAMhWkYJOAAAAAAAKOyZOAAAAAGCBiRMAAAAAWGDiBAAAAAAWmDgBAAAAgAUmTgAAAABggYkTAAAAAFhg4gQAAAAAFpg4AQAAAIAFJk7/M3jwYOnYsWNBp5GjlStXSmhoqJw6daqgU0EhNHHiRKlZs6ZkZmYWdCrZiouLE19fX9m1a1dBp4JCiBqGt+NaAt6OGrag8tHcuXOViNi/AgICVLVq1dSQIUPU8ePHczXm6NGjtTGNXxs2bLAc48CBA8rPz0/9+OOPWvu0adNUbGysioqKUiKi+vfv71JuGRkZasKECapixYoqICBA1atXTy1cuNBh37i4OHXnnXeqkJAQFRYWpvr27atOnjxp6tegQQM1bNgwl/KA+3iihnfv3q1eeukl1aBBAxUaGqpKly6tunTpon7//Xenx0hJSVHh4eHq448/1tr/85//qD59+qiqVasqEVExMTEu5zd79mxVs2ZNFRAQoKpWrao++OADh/2SkpJUr169VLFixdQtt9yievToofbv32/q16NHD3Xvvfe6nAfcwxM1rJRS48aNU927d1clS5ZUIqJGjx7t0vHUMJzlqRp25Xe2I1xLwFmequHrffbZZ0pEVEhIiNPHUMPWCmTiNGbMGDV//nw1a9Ys1b9/f1WkSBFVqVIldenSJZfH/OOPP9T8+fNNX1FRUSosLExdvXrVcoyhQ4eq6tWrm9qjo6NVeHi46ty5s/L19XW5UEaMGKFERD3xxBNq5syZqmvXrkpE1Oeff671O3z4sCpRooSqUqWKev/999X48eNVWFiYatCggSn/adOmqeDgYHX+/HmXcoF7eKKGX3jhBVW8eHE1YMAA9dFHH6mJEyeqKlWqKB8fH7Vq1SqnxpgyZYoqWrSounz5stYeExOjQkNDVdu2bVVYWJjLF50zZsxQIqJ69uypZs6cqfr166dERL399ttavwsXLqhq1aqpkiVLqgkTJqjJkyerqKgoVb58eZWcnKz1/e6775SIqH379rmUC9zDEzWslFIiokqXLq3uvPPOXE2cqGE4y1M17Ozv7OxwLQFneaqGs1y4cEGVLVtWhYSEuDRxooatFcjEyfiX9Oeff16JiEt/2clJYmKistls6oknnrDsm5aWpkqUKKFGjRpleu3gwYMqMzNTKaVUSEiIS4WSlJSk/Pz81JAhQ+xtmZmZqnXr1qp8+fLq2rVr9vZBgwapoKAgdejQIXvbqlWrlIiojz76SBv3xIkTysfHR82ZM8fpXOA+nqjhLVu2qAsXLmhtycnJKjIyUrVs2dKpMerXr6/69u1rak9MTFQZGRlKKaXq1Knj0kVnamqqioiIUF27dtXa+/Tpo0JCQtSZM2fsbRMmTFAiojZv3mxv2717t/Lx8VEjR47Ujk9LS1NhYWHqtddeczoXuI+nzsMJCQlKKaVOnTqVq4kTNQxneaKGXfmd7QjXEnCFp6+Hhw8frmrUqGE/1zmDGnZOoVjj1K5dOxERSUhIsLft379f9u/fn6vxPv/8c1FKSZ8+fSz7btiwQZKTk6VDhw6m16Kjo8Vms+Uqh2XLlkl6eroMHjzY3maz2WTQoEGSlJQkv/76q739yy+/lG7dukmFChXsbR06dJDq1avL4sWLtXFLliwp9evXl2XLluUqL3hGXmq4SZMmEhoaqrVFRERI69atZffu3ZbHJyQkyM6dOx3WcFRUlBQpkrsf87Vr18rp06e1GhYRGTJkiFy6dEm+/fZbe9uSJUukadOm0rRpU3tbzZo1pX379qYa9vPzkzZt2lDDhUxez8MVK1bM9XtTw3CHvNSwK7+zHeFaAu7gjuvhvXv3ypQpU2Ty5Mni6+vr9HHUsHMKxcQpqyAiIiLsbe3bt5f27dvnarwFCxZIVFSU3HHHHZZ9N27cKDabTRo1apSr98rO9u3bJSQkRGrVqqW1N2vWzP66iMiRI0fk5MmTcuutt5rGaNasmb3f9Zo0aSIbN250a77IG3fXsIjI8ePHpUSJEpb9smqhcePGuX4vR7Jqz1ibTZo0kSJFithfz8zMlJ07d2Zbw/v375cLFy6Yxti1a5ecP3/erTkj9zxRw86ihuEOealhZ39nZ4drCbiDO87Dzz33nLRt21a6dOni0ntTw84pkIlTSkqKJCcnS1JSkixatEjGjBkjQUFB0q1btzyP/ddff8nOnTvlwQcfdGp2HB8fL+Hh4VK0aNE8v/f1jh07JqVKlTLlUKZMGREROXr0qL3f9e3GvmfOnJGrV69q7ZUrV5bk5GQ5efKkW3OG8zxZwyIi69evl19//VUeeOABy77x8fEiIlKpUiW3vHeWY8eOiY+Pj5QsWVJr9/f3l4iICHsNZ9VodjUs8v/1nqVy5cqSmZlpzx35z9M17ApqGLnhzhp29nd2driWQG64+zz87bffyg8//CCTJ092+Vhq2DnO38NzI+NtwOjoaFmwYIGUK1fO3nbw4MFcjb1gwQIREac+picicvr0aQkLC8vVe+Xk8uXLEhAQYGoPDAy0v379f636Xv96Vr7JycmmCwLkD0/W8MmTJ+Whhx6SSpUqycsvv2zZ//Tp0+Lr62v6uF9eXb58Wfz9/R2+FhgY6HINX+/6GkbB8GQNu4oaRm64s4ad/Z2dHa4lkBvurOG0tDQZNmyYPPXUU1K7dm2Xc6GGnVMgE6epU6dK9erVxdfXV0qVKiU1atTI9WfYr6eUkoULF0rdunWlfv36Lh3nbkFBQaaZsYjIlStX7K9f/19n+mbJyje3nzdF3nmqhi9duiTdunWTCxcuyIYNG9x+IemKoKAgSUtLc/jalStXqGEv56kaLkyo4RubO2vY2d/ZOeFaAq5yZw1PmTJFkpOT5Y033sh1PtSwtQKZODVr1szhZxjz6pdffpFDhw7JW2+95fQxERERcvbsWbfnUqZMGVm7dq0opbR/0KxbkWXLlrX3u779eseOHZPw8HDT7DsrX2fWv8AzPFHDaWlpct9998nOnTvl+++/l7p16zp1XEREhFy7dk0uXLggt9xyi9vyKVOmjGRkZMjJkye1v+SkpaXJ6dOn7TWcVaPZ1bDI/9d7Fmq44HnqPJwb1DByw5017Ozv7OxwLYHccFcNp6SkyLhx42Tw4MFy/vx5+9rLixcvilJKDh48KMHBwTnelaGGnXND/XlxwYIFYrPZ5KGHHnL6mJo1a8rZs2clJSXFrbk0bNhQUlNTTU9F27Rpk/11EZFy5cpJZGSkbNmyxTTG5s2b7f2ul5CQICVKlJDIyEi35oyCk5mZKQ8//LCsWbNGFi5cKDExMU4fW7NmTRHRn8LjDlm1Z6zNLVu2SGZmpv31IkWKSL169RzW8KZNm6Ry5cqmi+GEhAQpUqSIVK9e3a05wztRwyhozv7Ozg7XEihIZ8+elYsXL8rEiROlUqVK9q8vv/xSUlNTpVKlSjJw4MAcx6CGnVNoJ06uPn4xPT1dvvjiC2nVqpX2GEMrzZs3F6WUbN26NTdpisg/M/34+Hit2O6++27x8/OTadOm2duUUjJjxgwpV66ctGjRwt7es2dP+eabb+Tw4cP2tjVr1siePXukV69epvfbunWrNG/ePNf5In+4UsPPPPOMLFq0SKZNmyb33XefS++TVQuOTjbOSk1Nlfj4eG29Rrt27SQ8PFymT5+u9Z0+fboEBwdL165d7W2xsbHy+++/azn8/fff8uOPP2Zbw3Xq1JFixYrlOmd4Xl62hXAFNQxPcbaGXfmd7QjXEvAUZ2q4ZMmSsnTpUtNX27ZtJTAwUJYuXSojR47McQxq2En5uWlUdht+ORIdHa2io6OdHvvrr79WIqJmzJjhUk5Xr15VERERpg0OlVJq+fLlauzYsWrs2LHK399fNWrUyB7/8ccf9n5Z39fcuXO141966SUlImrgwIFq1qxZ9p2SFyxYoPVLTExUERERqkqVKuqDDz5Qb775pgoLC1P16tVTV65c0fpmbfg1e/Zsl75PuIcnanjKlClKRFTz5s3V/PnzTV8XL160HKNu3brqwQcfNLWvW7fOXrMlS5ZUFStWtMfr1q2z91u7dq3DTUunTp2qRETFxsaqWbNmqYcffliJiBo/frzW7/z586pKlSqqZMmSauLEiWrKlCkqKipKlS1bVp08eVLrm5aWpsLDwx1usgfP89R5+NNPP1Vjx45VI0eOVCKi2rZta6+1gwcPWh5PDcNZnqphZ39nO8K1BFzhyevh6/Xv39/pDXCpYefcMBOn3r17Kz8/P3X69GmX83r22WdV1apVTe39+/dXIuLw6/qiyK5QMjIy1Jtvvqmio6OVv7+/qlOnjvrss88c5rBr1y7VqVMnFRwcrIoXL6769Omjjh8/buo3ffp0FRwcrM6fP+/y94m880QN51RnIqISEhIsx5g8ebIKDQ1VqampWvvo0aOzHff6C8zsLjqVUmrmzJmqRo0ayt/fX1WpUkVNmTLFvoP49Q4fPqxiY2NV0aJFVWhoqOrWrZvau3evqd+KFSuUiDh8DZ7nqfNwTExMtrW2du1ay+OpYTjLUzXsyu9sR7iWgLMK48RJKWrYGTalPPAIDS9z4MABqVmzpqxYsSJfNnvMi0aNGkmbNm1kypQpBZ0KCpGUlBSpXLmyTJw4UQYMGFDQ6eTonnvuEZvNJkuXLi3oVFCIUMPwdlxLwNtRw9aYOP3PoEGDZN++fbJq1aqCTiVbK1eulNjYWDlw4AB7LsBkwoQJMnfuXImLiyu0j5XevXu31KtXT3bs2OH0UwNx86CG4e24loC3o4ZzxsQJAAAAACwUzj/pAQAAAEAhwsQJAAAAACwwcQIAAAAAC0ycAAAAAMACE6f/Wbx4sYSHh8vFixcLOpVsnT59WkJCQuS7774r6FRQCG3evFn8/f3l0KFDBZ1KttLT0yUqKkrbQRzIQg3D23EtAW9G/VrL14nTvHnzxGazZfv122+/uTzmTz/9lOOY48ePtxwjIyNDRo8eLc8884yEhoba23/44QcZMGCA1K1bV3x8fKRixYou57d8+XJp3LixBAYGSoUKFWT06NFy7do1U79z587JwIEDJTIyUkJCQqRt27aybds2rU9ERIQ8/vjj8tprr7mcB9zDEzV8+vRpmTRpktxxxx0SGRkpxYsXl9tvv10WLVrk0jivvvqqPPjggxIdHW1v27x5swwePFiaNGkifn5+YrPZXM5v48aN0qpVKwkODpbSpUvLs88+6/CkevXqVRk+fLiULVtWgoKC5LbbbjM9ztTPz0+ef/55GT9+vFy5csXlXJB3nqhhEZFFixZJ3759pVq1amKz2aRNmzYuj0ENwxmeqmER539nO8K1BJzhyfrNsn//fgkMDBSbzSZbtmxx6hjq1zm+BfGmY8aMkUqVKpnaq1at6vJYtWrVkvnz55va58+fLz/88IN06tTJcoyvv/5a/v77bxk4cKDWvnDhQlm0aJE0btxYypYt63JuK1askHvuuUfatGkjH374ofz5558ybtw4OXnypEyfPt3eLzMzU7p27Sp//PGHvPTSS1KiRAmZNm2atGnTRrZu3SrVqlWz933qqafkgw8+kB9//FHatWvnck5wD3fW8K+//iqvvvqqdOnSRUaNGiW+vr7y5ZdfSu/evSUuLk7eeOMNyzF27Nghq1evlo0bN2rt3333ncyePVvq168vlStXlj179riU244dO6R9+/ZSq1YtmTx5siQlJck777wje/fulRUrVmh9H3nkEVmyZIk899xzUq1aNZk3b5506dJF1q5dK61atbL3e/TRR2XEiBGycOFCeeyxx1zKB+7jzhoWEZk+fbps3bpVmjZtKqdPn3b5eGoYrnJ3DTv7Ozs7XEvAFe6u3+sNGzZMfH195erVq04fQ/06SeWjuXPnKhFRv//+u8ffq2rVqqpatWpO9e3Ro4dq1aqVqf3IkSMqLS1NKaVU165dVXR0tEs51K5dWzVo0EClp6fb21599VVls9nU7t277W2LFi1SIqK++OILe9vJkydV8eLF1YMPPmgat27duqpfv34u5QL38EQNHzhwQB08eFBry8zMVO3atVMBAQHq4sWLlmM8++yzqkKFCiozM1NrP378uEpNTVVKKTVkyBDl6o/8XXfdpcqUKaNSUlLsbbNmzVIior7//nt726ZNm5SIqEmTJtnbLl++rKpUqaKaN29uGrdbt26qdevWLuUC9/DUeTgxMVFlZGQopZSqU6eOiomJcel4ahjO8lQNO/s7OztcS8AZnr4WXrlypfL391ejRo1y6X2oX+cU2jVOx44dk/j4eElPT3f52M2bN8u+ffukT58+ln2vXLkiK1eulA4dOpheK1u2rPj5+bn8/iIicXFxEhcXJwMHDhRf3/+/sTd48GBRSsmSJUvsbUuWLJFSpUrJfffdZ2+LjIyU+++/X5YtW2b6i0HHjh3l66+/FsXexYWaszVcqVIl7aNJIiI2m03uueceuXr1qhw4cMDyvf773/9Ku3btTB9jKlWqlAQFBbmevIicP39eVq1aJX379pWiRYva2x9++GEJDQ2VxYsX29uWLFkiPj4+2l+qAgMDZcCAAfLrr7/K4cOHtbE7duwoGzZskDNnzuQqN+QPV87DUVFRUqRI7n+lUMPwBGdr2JXf2Y5wLQFPcPVaOD09XYYOHSpDhw6VKlWqOP0+1K/zCmTilJKSIsnJydqX8aMdI0eOlFq1asmRI0dcHn/BggUiIk5NnLZu3SppaWnSuHFjl98nJ9u3bxcRkVtvvVVrL1u2rJQvX97+elbfxo0bmy46mjVrJqmpqaaPpjRp0kTOnTsnf/31l1tzhvM8XcMiIsePHxcRkRIlSuTY78iRI5KYmOj2Gv7zzz/l2rVrphr29/eXhg0bmmq4evXq2sWpyD81LPLPx6Wu16RJE1FKmT6WhfyTHzXsLGoYueHOGnbld7YjXEvAVZ44B7/33nty9uxZGTVqlEu5UL/OK5CJU4cOHSQyMlL7KleunFvGzsjIkEWLFkmzZs2c+pxofHy8iIjDz5nmxbFjx0REpEyZMqbXypQpI0ePHtX6ZtdPRLS+IiKVK1cWkX9m8igYnqxhEZEzZ87I7NmzpXXr1g5r43rUMHLD0zXsCmoYueHOGnalVhyhhuEqd5+Djx8/LmPHjpWxY8ea/gBkhfp1XoE8HGLq1KlSvXp1rc3Hx0eL582bJ/PmzXN57DVr1siJEyfklVdecap/1uw+LCzM5ffKyeXLl0VEJCAgwPRaYGCgnD9/XuubXb/rx8qSlWtycrLb8oVrPFnDmZmZ0qdPHzl37px8+OGHlv0Lqoavr0tq2Pt4soZdRQ0jN9xZw678znaEawm4yt3n4OHDh0vlypXl8ccfdzkX6td5BTJxatasmem2nbssWLBAfHx85IEHHnDpOHd/RjLrM/mOnmhy5coV7TP7QUFB2fa7fqwsWbnm5rG8cA9P1vAzzzwjK1eulE8//VQaNGjg9HHUMFzhyRrOLWoYrnBnDbtSKzmhhuEsd9bvb7/9JvPnz5c1a9bkaa0p9Wut0D4cIjcuX74sS5culQ4dOkipUqWcOiYiIkJERM6ePevWXLJuLWbdprzesWPHtEc6lilTJtt+ImJ6/GNWrlZrX+B93njjDZk2bZq8/fbb0q9fP6eOoYbh7ahhFDRXasURahgF6eWXX5bWrVtLpUqV5ODBg3Lw4EH7nZhjx45JYmJijsdTv867oSZOy5cvlwsXLjj1UIgsNWvWFBGRhIQEt+bSsGFDERHTxmNHjx6VpKQk++tZfbdt2yaZmZla302bNklwcLDpVm5WrrVq1XJrzihYU6dOlddff12ee+45GT58uNPHeaqG69atK76+vqYaTktLkx07dphqeM+ePaaPs2zatMn++vWoYVyPGkZBc+V3tiNcS6AgJSYmys8//yyVKlWyf7300ksiItKjRw+pX79+jsdTv84rtBOn3DyOfOHChRIcHCz33nuv08c0adJE/P39nd5Z2ZH09HSJj4/XZsp16tSRmjVrysyZMyUjI8PePn36dLHZbBIbG2tvi42NlRMnTshXX31lb0tOTpYvvvhCunfvbvrM59atW6VYsWJSp06dXOcMz3OlhhctWiTPPvus9OnTRyZPnuzS+5QrV06ioqLyVMMi/ywOvf6vUsWKFZMOHTrIZ599JhcuXLC3z58/Xy5evCi9evWyt8XGxkpGRobMnDnT3nb16lWZO3eu3HbbbRIVFaW919atW8Vms0nz5s3zlDM8Ky/bQriCGoanOFvDrvzOdoRrCXiCs/U7c+ZMWbp0qfb1zDPPiIjIO++8Y3/adHaoX+cVyBqnFStW2J/gcb0WLVrYn5IxcuRI+eSTTyQhIUEqVqxoOeaZM2dkxYoV0rNnTwkNDXU6l8DAQOnUqZOsXr1axowZo722c+dOWb58uYiI7Nu3T1JSUmTcuHEiItKgQQPp3r27iPzzKN1atWpJ//79tUV8kyZNkh49ekinTp2kd+/esmvXLvn3v/8tjz/+uDZDjo2Nldtvv10effRRiYuLs++WnJGRIW+88YYp51WrVkn37t35XHIBcmcNb968WR5++GGJiIiQ9u3bm05w14+ZnbvvvluWLl0qSimtLg4dOiTz588Xkf//i09WDUdHR2sfB6xVq5bExMTITz/9ZG8bP368tGjRQmJiYmTgwIGSlJQk7777rnTq1Ek6d+5s73fbbbdJr169ZOTIkXLy5EmpWrWqfPLJJ3Lw4EGZM2eOKd9Vq1ZJy5Yt7R8PQP5z93n4559/lp9//llERE6dOiWXLl2y19odd9whd9xxR47HU8Nwlbtr2Nnf2Y5wLQFXubN+O3XqZGo7d+6ciIjExMRYrqWifl2Qn7vtZu2WnN3X3Llz7X379++vREQlJCQ4NfaMGTOUiKjly5e7nNdXX32lbDabSkxMdDrf/v372/slJCSY2rIsXbpUNWzYUAUEBKjy5curUaNG2Xdgvt6ZM2fUgAEDVEREhAoODlYxMTEOd3vevXu3EhG1evVql79P5J0natiVMbOzbds2JSJq/fr1WvvatWuzHTcmJkbr66hNKaXWr1+vWrRooQIDA1VkZKQaMmSIOn/+vKnf5cuX1YsvvqhKly6tAgICVNOmTdXKlStN/c6dO6f8/f3V7NmzLb8vuJ+nzsOjR4/OdszRo0dbHk8Nw1mevJZw9ne2I1xLwBmerF9H7+Po398R6tc5NqXYMjojI0Nq164t999/v4wdO7ag08nRc889Jz///LP9YyJAlvbt20vZsmXtf50vrN577z2ZOHGi7N+/3+knVeHmQA3Dm3EtAW9G/TqHidP/LFq0SAYNGiSJiYkufdQvP50+fVqio6Nl8eLF0qVLl4JOB4XMpk2bpHXr1rJ3716Jjo4u6HQcSk9PlypVqsiIESNk8ODBBZ0OChlqGN6Oawl4M+rXGhMnAAAAALBQaJ+qBwAAAACFBRMnAAAAALDAxAkAAAAALDBxAgAAAAALTm+Ay+Mqb1w3y/NBqOEbFzUMb0cNw9vdDDVM/d64nK1f7jgBAAAAgAUmTgAAAABggYkTAAAAAFhg4gQAAAAAFpg4AQAAAIAFJk4AAAAAYIGJEwAAAABYYOIEAAAAABaYOAEAAACABSZOAAAAAGCBiRMAAAAAWGDiBAAAAAAWfAs6AQC6F1980dQWFBSkxfXr19fi2NhYy3GnT5+uxb/++qsWz58/39kUAQAAbjrccQIAAAAAC0ycAAAAAMACEycAAAAAsGBTSimnOtpsns4FBcTJEvB6hbWGFy1apMXOrFdyh/3792txhw4dtDgxMTFf8nAHavjmVL16dS2Oj4/X4qFDh5qO+fDDDz2aU25Rw94nJCREiydNmqTFTz75pOmYrVu3anGvXr20+NChQ27KLv/dDDV8I9UvdM7WL3ecAAAAAMACEycAAAAAsMDECQAAAAAssI8TkM/csabJuJbj+++/1+LKlSubjunevbsWV6lSRYv79OmjxW+99ZbLeQH5qVGjRlqcmZmpxUlJSfmZDm4yZcqU0eInnnhCi431KCLSpEkTLe7WrZsWT5061U3Z4WbWuHFjU9tXX32lxRUrVsynbHSdOnXS4t27d2vx4cOH8zMdl3HHCQAAAAAsMHECAAAAAAtMnAAAAADAAmucAA+79dZbtfjee+/Nsf9ff/1lauvRo4cWJycna/HFixe12N/f3zTGb7/9psUNGjTQ4oiIiBzzAgqbhg0bavGlS5e0eOnSpfmYDW50kZGRWvzJJ58UUCZAzu68805TW0BAQAFkYmZcb/3YY49pce/evfMzHZdxxwkAAAAALDBxAgAAAAALTJwAAAAAwAITJwAAAACwUKgeDuFoI1DjhnJHjx7V4itXrmjxggULTGMcP35ci/ft25fbFAGXGTdJtNlsWmx8GISjRZ3Hjh1z6T1feOEFU1vt2rVzPObbb7916T2A/Fa3bl0tfvrpp7V4/vz5+ZkObmDPPvusqe2ee+7R4mbNmuX5fe644w4tLlJE/3v2H3/8YTrm559/zvP74sbi66tfznfp0qWAMrG2detWLX7++ee1OCQkRIuND/0paNxxAgAAAAALTJwAAAAAwAITJwAAAACwUKjWOE2cONHUVrFiRZfGePLJJ01tFy5c0GJHG4wWhKSkJC02fv9btmzJz3TgIV9//bUWV61aVYuN9XnmzJk8v6ejDeT8/PzyPC5QkGrWrKnFxs/CL1q0KD/TwQ1sypQpprbMzEy3v899992XY3zo0CHTMQ888IAWG9eM4ObTtm1bLW7evLmpj6Nr7IIQFhamxcb118HBwVrMGicAAAAA8DJMnAAAAADAAhMnAAAAALBQqNY4GfdsEhGpX7++Fu/evVuLa9WqpcWNGzc2jdGmTRstvv3227X48OHDWhwVFWWZq9G1a9e0+NSpU6Y+xv18jBITE7WYNU43JkefWc+rl156SYurV69uecymTZtyjIHC5uWXX9Zi488S50zk1nfffafFxv2U3OX06dNafPHiRS2Ojo7W4kqVKpnG2Lx5sxb7+Pi4KTt4C+Oedp9//rkW79+/33TMm2++6dGcnHX33XcXdAp5wh0nAAAAALDAxAkAAAAALDBxAgAAAAALhWqN05o1a5xqu97KlSstxzU+M75hw4ZabNwDoWnTppZjGl25ckWL9+zZY+pjXJ8VHh6uxY4+kwo40q1bNy0eM2aMFvv7+5uOOXnypBaPHDlSi1NTU92UHZB3jvbwu/XWW7XYeJ4tbPt9oPCKiYnR4ho1amixoz2bXN3HacaMGaa2H374QYtTUlK0uF27dlr86quvWr7PoEGDtHj69OnOpggvNWrUKC027mnXuXNn0zHG9XT5wXidK2L+2fPE/miexB0nAAAAALDAxAkAAAAALDBxAgAAAAALTJwAAAAAwEKhejiEp5w9e1aL165dm2N/qwdSOKNnz56mNuNDKv78808tXrRoUZ7fFzcH4yJ5Rw+DMDLW17p169yaE+BOxgXEjjjaaBxwxPiwkf/85z9aXKJECZfHNG7A/OWXX2rxG2+8YTrG6iE8xjEHDhxo6hMZGanFEydO1OLAwEAt/ve//20aIz09Pcc8ULjExsZqcZcuXbR43759WlxYNgN39HAT48MgfvrpJy0+d+6cBzPKO+44AQAAAIAFJk4AAAAAYIGJEwAAAABYuCnWOOWHkiVLavG0adNMfYoU0eepxk1Lz5w54/7EcEP473//q8WdOnXKsf+nn35qajNumAcUZvXq1bPsY1zbAWTH11e/3MnNmibjutDevXtrcXJysuuJGRjXOL311lumPpMnT9bi4OBgLTb+XCxfvtw0xv79+3ObIgpAr169tNj4b+7omrMgGNcS9unTx9QnIyNDi8eNG6fFhX39HXecAAAAAMACEycAAAAAsMDECQAAAAAssMbJTYYMGaLFxn0WRMz7Sf39998ezQneqUyZMqa2Fi1aaHFAQIAWGz9bb/zMsIjIxYsX3ZAd4Bm33367Fj/66KOmPtu3b9fiVatWeTQn3Lwc7YPz2GOPabE71jRZcbQ+ybhupGnTph7PA/mnWLFipjbj+dFo+vTpnkrHJcZ9xxytJdy9e7cWW+2tWthwxwkAAAAALDBxAgAAAAALTJwAAAAAwAJrnHKpZcuWWjxixAjLY+655x4t3rVrlztTwg3iyy+/NLVFRETkeMxnn32mxezRAW/ToUMHLQ4PDzf1WblypRZfuXLFoznhxmXcV9Hotttuy6dMcmaz2UxtxtytvpfXX3/d1NavX7885QXPMa5hFhEpV66cFn/++ef5lY5LqlSpYtnH2699ueMEAAAAABaYOAEAAACABSZOAAAAAGCBiRMAAAAAWODhELnUpUsXLfbz89PiNWvWmI759ddfPZoTvFOPHj20uHHjxpbH/PTTT1o8evRod6YE5LsGDRposVLK1GfJkiX5lQ5uME899ZQWZ2ZmFlAmrunevbuprVGjRlps/F6MsaOHQ6DwunDhgqltx44dWly/fn0tNj5M58yZM27Py5GSJUtqcWxsrOUxGzZs8FQ6+YI7TgAAAABggYkTAAAAAFhg4gQAAAAAFljj5KSgoCAt7ty5sxanpaVpsaM1J+np6e5PDF7HuJntK6+8osXG9XKOGD/vfPHixTznBeSn0qVLa3Hr1q21+O+//zYds3TpUo/mhBuXo7VChUFkZKQW165dW4uNvx+ccerUKS3m2sO7XL582dRm3NS+Z8+eWvztt99q8eTJk/OcR926dU1tlStX1uKKFStqsaO1qUbesr4wO9xxAgAAAAALTJwAAAAAwAITJwAAAACwwBonJ7300ktabNxHYeXKlVq8ceNGj+cE7/TCCy9ocdOmTS2P+e9//6vF7NsEb/fII49osXE/kBUrVuRjNkDBePXVV7V4yJAhLo9x8OBBLe7fv78WJyYmujwmChfj73ybzabFXbt21eLPP/88z++ZnJxsajOuYSpRooTL486bNy+3KRUK3HECAAAAAAtMnAAAAADAAhMnAAAAALDAGicHjJ8VFRF57bXXtPj8+fNaPGbMGI/mhBvH888/7/IxTz/9tBazbxO8XXR0dI6vnz17Np8yAfLPd999p8U1atTI85hxcXFavGHDhjyPicIlPj5ei++//34tbtiwoRZXrVo1z++5ZMkSyz6ffPKJFvfp08fyGEf7VHkT7jgBAAAAgAUmTgAAAABggYkTAAAAAFhg4gQAAAAAFng4hIhERERo8QcffGDq4+Pjo8XGBZ6//fab+xMD/ic8PFyL09PT8zxmSkpKjmP6+fmZjilWrFiOYxYvXlyLc/MgjIyMDC0ePny4qU9qaqrL46Jw6datW46vf/311/mUCW4Gxg1DixTJ+e/Gd911l+WYM2fO1OKyZctaHmN838zMTMtjrHTv3j3PY8C77dixI8fYUw4cOODyMXXr1tXiXbt2uSudfMEdJwAAAACwwMQJAAAAACwwcQIAAAAACzflGifjeqWVK1dqcaVKlUzH7N+/X4uNG+ICnrRz5063j/nFF19o8bFjx7S4VKlSpmMeeOABt+dh5fjx46a28ePH53seyJtWrVppcenSpQsoE9yMpk+frsUTJ07Msf8333xjarNaj5Sb9Uq5OWbGjBkuHwN4gnHtoDF2xNvWNBlxxwkAAAAALDBxAgAAAAALTJwAAAAAwMJNucapSpUqWtykSRPLY4z70RjXPAHOMu4BdvfddxdIHr169crzGNeuXdNiZz6vv3z5ci3esmVLjv3Xr1/vemIodO69914tNq413b59uxb//PPPHs8JN4+vvvpKi1966SUtjoyMzM907E6dOqXFu3fv1uKBAweajjGuRwUKilIqx/hGxB0nAAAAALDAxAkAAAAALDBxAgAAAAALN8Uap+joaC3+4Ycfcuxv/OyziOM9HYDcuO+++7T45Zdf1mI/Pz+Xx6xTp44W52a/pY8//liLDx48aHnMl19+qcXx8fEuvy9uPMHBwaa2Ll265HjMkiVLtDgjI8OtOeHmdujQIS3u3bu3Ft9zzz1aPHToUE+nJCLmPemmTp2aL+8LuENgYGCOr1++fDmfMsk/3HECAAAAAAtMnAAAAADAAhMnAAAAALDAxAkAAAAALNiUk7tV2Ww2T+fiMcbFlyNHjsyxf7NmzUxtVpt0erObYcMyEe+uYeSMGi5cHD3gZN26dVp88uRJLX7ooYe0ODU11f2JFWLUcOHSuXNnU5txM9ru3btrsXFz75kzZ5rGMH7/cXFxWpyYmOhSnoXJzVDD3lK/+eX48eNa7OurP3Nu7NixpmPef/99j+aUW87WL3ecAAAAAMACEycAAAAAsMDECQAAAAAs3HBrnFq1amVq++6777Q4NDQ0xzFY43Rj8pYahuuoYXg7ahje7maoYepX9/XXX2vx5MmTtXjt2rX5mU6esMYJAAAAANyEiRMAAAAAWGDiBAAAAAAWfK27eJfWrVub2qzWNO3fv1+LL1686NacAAAAgBuJcS+zmwF3nAAAAADAAhMnAAAAALDAxAkAAAAALNxwa5yc8ccff2hx+/bttfjMmTP5mQ4AAACAQo47TgAAAABggYkTAAAAAFhg4gQAAAAAFpg4AQAAAIAFm1JKOdXRZvN0LiggTpaA16OGb1zUMLwdNQxvdzPUMPV743K2frnjBAAAAAAWmDgBAAAAgAUmTgAAAABgwek1TgAAAABws+KOEwAAAABYYOIEAAAAABaYOAEAAACABSZOAAAAAGCBiRMAAAAAWGDiBAAAAAAWmDgBAAAAgAUmTgAAAABggYkTAAAAAFhg4gQAAAAAFpg4AQAAAIAFJk4AAAAAYIGJEwAAAABYYOIEAAAAABaYOAEAAACABSZO/zNx4kSpWbOmZGZmFnQq2YqLixNfX1/ZtWtXQaeCQmjw4MHSsWPHgk4jRytXrpTQ0FA5depUQaeCQogahrfzhhqeMWOGVKhQQa5evVrQqaAQ8oYaLtDzsMpHc+fOVSJi/woICFDVqlVTQ4YMUcePH8/1uOPGjVPdu3dXJUuWVCKiRo8e7dLxKSkpKjw8XH388cda+3/+8x/Vp08fVbVqVSUiKiYmxuXcZs+erWrWrKkCAgJU1apV1QcffOCwX1JSkurVq5cqVqyYuuWWW1SPHj3U/v37Tf169Oih7r33XpfzgHt4qoav99lnnykRUSEhIU4fc+DAAeXn56d+/PFHrX3atGkqNjZWRUVFKRFR/fv3dymXjIwMNWHCBFWxYkUVEBCg6tWrpxYuXOiwb1xcnLrzzjtVSEiICgsLU3379lUnT5409WvQoIEaNmyYS3nAfTxVw3v37lU9e/ZUxYsXV0FBQaply5ameswJNQxneaKGExIStDGv//r888+dGiO7GlbK+WsBR7Zs2aLuvPNOdcstt6jQ0FDVsWNHtX37dod9r169qsaPH69q1KihAgICVMmSJVWXLl3U4cOH7X0uX76sSpUqpd5//32nc4B7cR723vNwgUycxowZo+bPn69mzZql+vfvr4oUKaIqVaqkLl26lKtxRUSVLl1a3XnnnbmaOE2ZMkUVLVpUXb58WWuPiYlRoaGhqm3btiosLMzlidOMGTOUiKiePXuqmTNnqn79+ikRUW+//bbW78KFC6patWqqZMmSasKECWry5MkqKipKlS9fXiUnJ2t9v/vuOyUiat++fS7lAvfwVA1nuXDhgipbtqwKCQlxaeI0dOhQVb16dVN7dHS0Cg8PV507d1a+vr4un+xGjBihREQ98cQTaubMmapr164OLyQOHz6sSpQooapUqaLef/99NX78eBUWFqYaNGigrl69qvWdNm2aCg4OVufPn3cpF7iHJ2o4MTFRlShRQpUqVUqNHz9evffee6pBgwbK19dXrVu3zqkxqGE4yxM1nDVxevDBB9X8+fO1r4MHDzo1RnY17Oy1gCNbt25VgYGBqlq1auqdd95REydOVBUrVlRFixZV8fHxWt+0tDTVoUMHFRwcrIYOHarmzJmj3nnnHdWrVy+1a9cure/LL7+soqOjVWZmplPfG9yL87D3nocLZOL0+++/a+3PP/+8EpFsZ59WEhISlFJKnTp1KlcTp/r166u+ffua2hMTE1VGRoZSSqk6deq4NHFKTU1VERERqmvXrlp7nz59VEhIiDpz5oy9bcKECUpE1ObNm+1tu3fvVj4+PmrkyJHa8WlpaSosLEy99tprTucC9/FUDWcZPny4qlGjhr1OnJGWlqZKlCihRo0aZXrt4MGD9l+MISEhLp3skpKSlJ+fnxoyZIi9LTMzU7Vu3VqVL19eXbt2zd4+aNAgFRQUpA4dOmRvW7VqlRIR9dFHH2njnjhxQvn4+Kg5c+Y4nQvcxxM1PHjwYOXr66tdyF26dElFRUWpxo0bWx5PDcMVnqjhrInTpEmTcpVTdjXsyrWAI126dFFhYWHaH1GPHj2qQkND1X333af1nTBhgvLz81ObNm2yzHfLli1KRNSaNWss+8L9OA9773m4UKxxateunYiIJCQk2Nv2798v+/fvd+r4ihUr5vq9ExISZOfOndKhQwfTa1FRUVKkSO7+F61du1ZOnz4tgwcP1tqHDBkily5dkm+//dbetmTJEmnatKk0bdrU3lazZk1p3769LF68WDvez89P2rRpI8uWLctVXvCMvNawiMjevXtlypQpMnnyZPH19XX6uA0bNkhycrLDGo6Ojhabzeb0WNdbtmyZpKenazVss9lk0KBBkpSUJL/++qu9/csvv5Ru3bpJhQoV7G0dOnSQ6tWrm2q4ZMmSUr9+fWq4kMlLDa9fv14aNWokNWrUsLcFBwdLjx49ZNu2bbJ3794cj6eG4Q7uOA+LiFy6dEnS0tJcOia7GnblWsCR9evXS4cOHSQiIsLeVqZMGYmJiZFvvvlGLl68KCIimZmZ8v7778u9994rzZo1k2vXrklqamq24zZp0kTCw8Op4UKG83DhPw8XiolTVkFcf2Jo3769tG/f3uPvvXHjRhERady4sVvH3b59u4iI3HrrrVp7kyZNpEiRIvbXMzMzZefOnaZ+IiLNmjWT/fv3y4ULF0xj7Nq1S86fP+/WnJF77qjh5557Ttq2bStdunRx6b03btwoNptNGjVq5NJxVrZv3y4hISFSq1Ytrb1Zs2b210VEjhw5IidPnsy2hrP6Xa9Jkyb2nz0UDnmp4atXr0pQUJCpPTg4WEREtm7dmuPx1DDcwR3n4TfeeENCQ0MlMDBQmjZtKj/88INTx2VXw85eC2Qnp5+ttLQ0+8Oi4uLi5OjRo1K/fn0ZOHCghISESEhIiNSvX1/Wrl3rcOzGjRvLL7/84tT3h/zBebjwn4cLZOKUkpIiycnJkpSUJIsWLZIxY8ZIUFCQdOvWLd9ziY+PFxGRSpUquXXcY8eOiY+Pj5QsWVJr9/f3l4iICDl69KiIiJw5c0auXr0qZcqUMY2R1ZbVN0vlypUlMzPTnjvyn7tr+Ntvv5UffvhBJk+e7PKx8fHxEh4eLkWLFs3Ve2fn2LFjUqpUKdNfmYx1eezYMa3d2Derxq9XuXJlSU5OlpMnT7o1ZzjPnTVco0YN2blzp+mPPBs2bBCRf34h5oQaRm64s4aLFCkinTp1kkmTJsny5ctlypQpcvLkSbnrrrss7wqJZF/Dzl4LZKdGjRry22+/SUZGhr0tLS1NNm3aJCL//7OVdTdhypQp8tNPP8lHH30kc+fOlStXrkjnzp1l586dprErV64scXFxlt8bPIfzsPedh53/PJAbGW8DRkdHy4IFC6RcuXL2toMHD+ZLLqdPnxZfX18JDQ1167iXL18Wf39/h68FBgbK5cuX7f1ERAICAhz2u75PlrCwMBERSU5Odlu+cI07azgtLU2GDRsmTz31lNSuXdvlXE6fPm2vCXe6fPmyU3XpbA1f//r1NWy8oED+cGcNDxo0SL7++mt54IEHZPz48RISEiLTpk2TLVu2iIj5HGZEDSM33FnDFSpUkO+//15r69evn9SuXVteeOEF6dq1a47HZ1fDzl4LZGfw4MEyaNAgGTBggLz88suSmZkp48aNs19kZh2f9ZG9CxcuyPbt2yUqKkpE/vnoV9WqVWXixIny2WefaWOHhYXJ5cuXJTU11X5XAvmL87D3nYcLZOI0depUqV69uvj6+kqpUqWkRo0auV5LVFgFBQVl+xnpK1eu2G+nZv3X0X4KV65c0fpkUUqJiOT686bIO3fW8JQpUyQ5OVneeOONXOeTVRPuFBQU5FRdUsPeyZ01fNddd8mHH34oI0aMsH/suWrVqjJ+/Hh5+eWXnfrDFDUMV3n6WiI8PFweffRRefvttyUpKUnKly+fY39HNezstUB2nnrqKTl8+LBMmjRJPvnkExH552N/L7/8sowfP97+s5U1TsuWLe2TJpF/JoStWrVy+HEmarjgcR72vvNwgUycmjVr5vAzjAUhIiJCrl27JhcuXJBbbrnFbeOWKVNGMjIy5OTJk9osOC0tTU6fPi1ly5YVkX9OzAEBAfa/Hl0vqy2rb5azZ8+KiEiJEiXcli9c464aTklJkXHjxsngwYPl/Pnz9nVrFy9eFKWUHDx4UIKDg3P8S0pERIS9JtypTJkysnbtWlFKaSclY11m3VbProazavx61HDBc/d5+Omnn5ZHH31Udu7cKf7+/tKwYUOZM2eOiIhUr149x2OpYeRGflxLZE1Czpw5k+PEKbsadvZaICfjx4+XF198Uf766y8pVqyY1KtXT1555RUR+f+fraxxSpUqZTq+ZMmSDteHnD17VoKDgy0nb/AczsPedx6+sW7z5ELNmjVFRH+CiTs0bNhQRMR+izTLli1bJDMz0/56kSJFpF69eqZ+IiKbNm2SypUrmyZ0CQkJUqRIEcsfAhR+Z8+elYsXL8rEiROlUqVK9q8vv/xSUlNTpVKlSjJw4MAcx6hZs6acPXtWUlJS3Jpbw4YNJTU1VXbv3q21Z322PquGy5UrJ5GRkQ5rePPmzfZ+10tISJASJUpIZGSkW3NGwQoJCZHmzZtLkyZNxMfHR1avXi1BQUHSsmXLHI+jhlFYHThwQETE8t85uxp29lrASlhYmLRq1Urq1asnIiKrV6+W8uXL269h6tWrJ35+fg7XsRw9etRh/gkJCaYF+/B+nIc9q9BOnHLzCNHcaN68uYiYT2quSE1Nlfj4eG3NUbt27SQ8PFymT5+u9Z0+fboEBwdrn5eOjY2V33//Xcvh77//lh9//FF69epler+tW7dKnTp1pFixYrnOGZ7nTA2XLFlSli5davpq27atBAYGytKlS2XkyJE5jtG8eXNRSlk+MScnKSkpEh8fr50w7777bvHz85Np06bZ25RSMmPGDClXrpy0aNHC3t6zZ0/55ptv5PDhw/a2NWvWyJ49e7Kt4ayfPRReeTkPb9y4Ub766isZMGCA5bmKGoanOFvDp06dMrUdOXJEPv74Y6lfv77DBevXy66GXbkWSE5Olvj4+BwfIy4ismjRIvn999/lueees3+s65ZbbpEuXbrIxo0btQdH7d69WzZu3CgdO3Y0jbNt2zbtZwCFE+fhQnYezs9No7Lb8MuR6OhoFR0d7dS4n376qRo7dqwaOXKkEhHVtm1bNXbsWDV27FindvyuW7euevDBB03t69ats49TsmRJVbFiRXt8/S7Ma9eudbjx7tSpU5WIqNjYWDVr1iz18MMPKxFR48eP1/qdP39eValSRZUsWVJNnDhRTZkyRUVFRamyZcuqkydPan3T0tJUeHi4ww3K4HmeqmGj/v37O70B7tWrV1VERIRps2SllFq+fLm9Zv39/VWjRo3s8R9//GHvl/V9zZ07Vzv+pZdeUiKiBg4cqGbNmmXf7XvBggVav8TERBUREaGqVKmiPvjgA/Xmm2+qsLAwVa9ePXXlyhWtb9amdbNnz3by/wbcyRM1fPDgQdWsWTM1btw4NXv2bDVs2DAVFBSkGjVq5NSu7tQwXOGJGn7kkUdU69at1euvv65mzpypXnnlFRUREaH8/f3V2rVrLY/PqYadvRYYPXq0EhHt/datW6fat2+vJkyYoGbPnq0ef/xx5ePjozp37qzS09O14//66y8VGhqqypQpo9566y311ltvqTJlyqjIyEiVlJSk9c3aAHf16tWW3xvcj/Ow956Hb4iJU0xMjBIRh1/OnPAmT56sQkNDVWpqqtaedRJz9HX9JCm7iZNSSs2cOVPVqFFD+fv7qypVqqgpU6bYd1++3uHDh1VsbKwqWrSoCg0NVd26dVN79+419VuxYoUSEYevwfMK48RJKaWeffZZVbVqVYfjZFfD15/YsjvZZWRkqDfffFNFR0crf39/VadOHfXZZ585zGHXrl2qU6dOKjg4WBUvXlz16dNHHT9+3NRv+vTpKjg42KkTOdzPEzV85swZdffdd6vSpUsrf39/ValSJTV8+HCX/o2pYTjLEzW8cOFCdccdd6jIyEjl6+urSpQooe699161detWp/PKroaVcu5awNHEad++fapTp06qRIkSKiAgQNWsWVO99dZb6urVqw7fZ+vWrapDhw4qJCRE3XLLLeruu+9We/bsMfUbPny4qlChgsPrEXge52HvPQ/blPLAIzS8TEpKilSuXFkmTpwoAwYMKOh0cnTPPfeIzWaTpUuXFnQqKEQOHDggNWvWlBUrVuTLxtF50ahRI2nTpo1MmTKloFNBIUINw9t5Sw1fvXpVKlasKCNGjJChQ4cWdDooRLylhkUK7jzMxOl/JkyYIHPnzpW4uLhC+2j03bt3S7169WTHjh1St27dgk4HhcygQYNk3759smrVqoJOJVsrV66U2NhYOXDgAHvfwIQahrfzhhqeMWOGvPnmm7J3716He+bg5uYNNVyQ52EmTgAAAABgoXDeWgEAAACAQoSJEwAAAABYYOIEAAAAABaYOAEAAACABSZO/7N582bx9/eXQ4cOFXQq2UpPT5eoqCht92Ugy+LFiyU8PFwuXrxY0Klk6/Tp0xISEiLfffddQaeCQogahrfzhhqOi4sTX19f2bVrV0GngkLGG+q3oM/B+Tpxmjdvnthstmy/fvvtt1yNu2jRIunbt69Uq1ZNbDabtGnTxuUxXn31VXnwwQclOjra3rZ582YZPHiwNGnSRPz8/MRms7k87saNG6VVq1YSHBwspUuXlmeffdZhQV69elWGDx8uZcuWlaCgILnttttMj4L08/OT559/XsaPHy9XrlxxORfknadq+Hr79++XwMBAsdlssmXLFqeOycjIkNGjR8szzzwjoaGh9vYffvhBBgwYIHXr1hUfHx+pWLGiy/ksX75cGjduLIGBgVKhQgUZPXq0XLt2zdTv3LlzMnDgQImMjJSQkBBp27atbNu2TesTEREhjz/+uLz22msu5wH38FQNX7x4UZ577jkpX768BAQESK1atWT69OlOH08Nw1mequGKFSs6HO+pp55y6vjsaljE+WsBR06cOCGPPvqolCxZUoKCgqRx48byxRdfZNt/0aJF0rx5cwkJCZHixYtLixYt5Mcff7S/Xrt2benatav861//cur94V6cg737HOxbEG86ZswYqVSpkqm9atWquRpv+vTpsnXrVmnatKmcPn3a5eN37Nghq1evlo0bN2rt3333ncyePVvq168vlStXlj179rg8bvv27aVWrVoyefJkSUpKknfeeUf27t0rK1as0Po+8sgjsmTJEnnuueekWrVqMm/ePOnSpYusXbtWWrVqZe/36KOPyogRI2ThwoXy2GOPufy9wj3cXcPXGzZsmPj6+srVq1edPubrr7+Wv//+WwYOHKi1L1y4UBYtWiSNGzeWsmXLupzLihUr5J577pE2bdrIhx9+KH/++aeMGzdOTp48qZ2QMzMzpWvXrvLHH3/ISy+9JCVKlJBp06ZJmzZtZOvWrVKtWjV736eeeko++OAD+fHHH6Vdu3Yu5wT3cGcNZ2RkyJ133ilbtmyRIUOGSLVq1eT777+XwYMHy9mzZ+WVV16xHIMahqs8cR5u2LChvPDCC1pb9erVnTo2uxp25VrA6Pz589KqVSs5ceKEDB06VEqXLi2LFy+W+++/XxYsWCAPPfSQ1v/111+XMWPGSGxsrDzyyCOSnp4uu3btkiNHjmj9nnrqKenSpYvs379fqlSp4tT3B/fiHOyl52CVj+bOnatERP3+++9uHTcxMVFlZGQopZSqU6eOiomJcen4Z599VlWoUEFlZmZq7cePH1epqalKKaWGDBmiXP3fddddd6kyZcqolJQUe9usWbOUiKjvv//e3rZp0yYlImrSpEn2tsuXL6sqVaqo5s2bm8bt1q2bat26tUu5wD08VcNZVq5cqfz9/dWoUaNcep8ePXqoVq1amdqPHDmi0tLSlFJKde3aVUVHR7uUT+3atVWDBg1Uenq6ve3VV19VNptN7d692962aNEiJSLqiy++sLedPHlSFS9eXD344IOmcevWrav69evnUi5wD0/U8OLFi5WIqDlz5mjtPXv2VIGBgerEiROWY1DDcJanzsPR0dGqa9euuT4+uxp29lrAkYkTJyoRUWvWrLG3ZWRkqKZNm6rSpUurq1ev2tt//fVXZbPZ1OTJky1zTUtLU2FhYeq1115z5luDG3EO9u5zcKFd43Ts2DGJj4+X9PR0y75RUVFSpEjuv5X//ve/0q5dO9NH8UqVKiVBQUG5GvP8+fOyatUq6du3rxQtWtTe/vDDD0toaKgsXrzY3rZkyRLx8fHRZvmBgYEyYMAA+fXXX+Xw4cPa2B07dpQNGzbImTNncpUb8ocrNSzyzxq2oUOHytChQ136C+CVK1dk5cqV0qFDB9NrZcuWFT8/P6fHul5cXJzExcXJwIEDxdf3/29ODx48WJRSsmTJEnvbkiVLpFSpUnLffffZ2yIjI+X++++XZcuWme6edezYUb7++mtR7L9dqDlbw+vXrxcRkd69e2vtvXv3litXrsiyZctyPJ4ahqe4eh4WEUlLS5NLly659D7Z1bAr1wKOrF+/XiIjI7W/qhcpUkTuv/9+OX78uKxbt87e/t5770np0qVl6NChopTK8aOAfn5+0qZNG8ufTRQszsGF7xxcIBOnlJQUSU5O1r6MH7EbOXKk1KpVy3R72d2OHDkiiYmJ0rhxY7eO++eff8q1a9fk1ltv1dr9/f2lYcOGsn37dnvb9u3bpXr16tpJVUSkWbNmIvLPbf7rNWnSRJRSpo8WIv94oobfe+89OXv2rIwaNcqlXLZu3SppaWlur+GsGjXWcNmyZaV8+fKmGm7cuLHpDxjNmjWT1NRU08dcmzRpIufOnZO//vrLrTnDee6s4atXr4qPj4/4+/tr7cHBwSLyT43mhBpGbnjiPPzjjz9KcHCwhIaGSsWKFeX999936rjsatiVawFHrl696vAPuI5+ttasWSNNmzaVDz74QCIjI+WWW26RMmXKyL///W+HYzdp0kR27dol58+fd+p7hHtxDvbOc3CBTJw6dOggkZGR2le5cuUKIhWJj48XEXH4OdO8OHbsmIiIlClTxvRamTJl5OjRo1rf7PqJiNZXRKRy5coi8s9MHgXD3TV8/PhxGTt2rIwdO9Y0gbZCDSM33FnDNWrUkIyMDNOi5qy/glr90qeGkRvuPg/Xr19fXn/9dfnyyy9lzpw5UqFCBXnuuedk+PDhlsdmV8Ou1KAjNWrUkKSkJNMTf40/W2fPnpXk5GT55Zdf5LXXXpMRI0bIokWLpGHDhvLMM8/IRx99ZBq7cuXKkpmZac8d+YtzsHeegwvk4RBTp041Lbb08fHR4nnz5sm8efM8nkvW7D4sLMyt416+fFlERAICAkyvBQYG2l/P6ptdv+vHypKVa3JystvyhWvcXcPDhw+XypUry+OPP+5yLgVVw9f/lZIa9j7urOGHHnpIxowZI4899phMnTpVqlWrJj/88IN96wTjv78RNYzccPd5ePny5Vr86KOPyl133SWTJ0+WZ555RsqXL5/tsdnVsCvXAo48/vjjMmPGDLn//vtlypQpUqpUKVm8eLEsXbpUGz/rY3mnT5+W//znP/LAAw+IiEhsbKzUq1dPxo0bJ08++aQ2NjVcsDgHe+c5uEAmTs2aNTPdtito7v6MZNatdUdPRrty5Yp26z0oKCjbftePlSUr19w8Hh3u4c4a/u2332T+/PmyZs2aPK3Vo4bhCnfWcOnSpWX58uXSr18/6dSpk4iIFC1aVD788EPp37+/6dHM2aGG4QpPX0vYbDYZNmyYfP/99/LTTz9J3759LY8x1rArNehI/fr1ZeHChfLUU09Jy5YtReSfn7f33ntPBg0aZP/ZyhrHz89PYmNj7ccXKVJEHnjgARk9erQkJiZKhQoVTLlSwwWDc7B3noML7cMh8ktERISI/HOb252ybi1m3aa83rFjx7RHOpYpUybbfiJievxjVq4lSpRwW74oOC+//LK0bt1aKlWqJAcPHpSDBw/a/4Jy7NgxSUxMzPF4ahiFwR133CEHDhyQ7du3y4YNG+TIkSNy++23i4j145ypYRRWUVFRIiKWD2PKroZdqcHsxMbGytGjR2Xz5s3y66+/yqFDh+wfU8r62QoPD5fAwECJiIgw3bUoWbKkw9yo4RsL5+D8cdNPnGrWrCkiIgkJCW4dt27duuLr62vawDQtLU127NghDRs2tLc1bNhQ9uzZY1qguWnTJvvr18vKtVatWm7NGQUjMTFRfv75Z6lUqZL966WXXhIRkR49ekj9+vVzPN5TNZxVd8YaPnr0qCQlJZlqeNu2bZKZman13bRpkwQHB5tO2tTwjcnHx0caNmwoLVu2lNDQUFm9erWIiMMnNV2PGkZhdeDAARH55+leOcmuhl25FsiJv7+/NG3aVG6//Xbx9/c3/WwVKVJEGjZsKKdOnZK0tDTt2Ky1IcbvISEhQYoUKeL0PlUo/DgHe16hnTjl5hGiuVGuXDmJiooy/aO6Kj4+XrszUKxYMenQoYN89tlncuHCBXv7/Pnz5eLFi9KrVy97W2xsrGRkZMjMmTPtbVevXpW5c+fKbbfdZv+LV5atW7eKzWaT5s2b5ylneJazNTxz5kxZunSp9vXMM8+IiMg777wjCxYsyPH4Jk2aiL+/f55qOD09XeLj47W/9tSpU0dq1qwpM2fOlIyMDHv79OnTxWazaR8HiY2NlRMnTshXX31lb0tOTpYvvvhCunfvbvrc8tatW6VYsWJSp06dXOcMz8vLefjUqVMyYcIEqV+/vuUvbWoYnuJsDZ85c0arEZF/aurtt98Wf39/adu2bY7HZ1fDrlwLpKamSnx8vOWajb1798qMGTOkW7du2sXkAw88IBkZGfLJJ5/Y265cuSILFiyQ2rVrm/5iv3XrVqlTp44UK1Ysx/dDweEcXPjOwQWyxmnFihUOn+LSokUL++3nkSNHyieffCIJCQlSsWLFHMf7+eef5eeffxaRfwrl0qVLMm7cOBH559blHXfckePxd999tyxdulSUUtpnJQ8dOiTz588Xkf+fLWeNGx0dLf369bP3rVWrlsTExMhPP/1kbxs/fry0aNFCYmJiZODAgZKUlCTvvvuudOrUSTp37mzvd9ttt0mvXr1k5MiRcvLkSalatap88skncvDgQZkzZ44p31WrVknLli3tt1aR/9xZw1mfR77euXPnREQkJibG8jPQgYGB0qlTJ1m9erWMGTNGe23nzp32Bc/79u2TlJQUew03aNBAunfvLiL/PHGnVq1a0r9/f20h6qRJk6RHjx7SqVMn6d27t+zatUv+/e9/y+OPP679lSc2NlZuv/12efTRRyUuLs6+43dGRoa88cYbppxXrVol3bt357P1Bcjd5+GYmBhp3ry5VK1aVY4fPy4zZ86UixcvyjfffGO5do8aRm64s4aXL18u48aNk9jYWKlUqZKcOXNGFi5cKLt27ZI333xTSpcunWMuOdWws9cCmzdvlrZt28ro0aPl9ddft7fXrl1bevXqJRUqVJCEhASZPn26hIeHy4wZM7T3efLJJ2X27NkyZMgQ2bNnj1SoUEHmz58vhw4dkq+//lrrm56eLuvWrZPBgwfn+H3BczgHe+k5OD93283aLTm7r7lz59r79u/fX4mISkhIsBx39OjR2Y45evRoy+O3bdumREStX79ea1+7dm2248bExGh9HbUppdT69etVixYtVGBgoIqMjFRDhgxR58+fN/W7fPmyevHFF1Xp0qVVQECAatq0qVq5cqWp37lz55S/v7+aPXu25fcF9/NUDWf3Ps7uLP7VV18pm82mEhMTnc63f//+9n4JCQmmtixLly5VDRs2VAEBAap8+fJq1KhR9l3Er3fmzBk1YMAAFRERoYKDg1VMTIzD/Hfv3q1ERK1evdqp7w3u5akaHjZsmKpcubIKCAhQkZGR6qGHHlL79+93Oi9qGM7yRA1v2bJFde/eXZUrV075+/ur0NBQ1apVK7V48WKn88quhpVy7log65rDeN3Su3dvFRUVpfz9/VXZsmXVU089pU6cOOEwhxMnTqj+/fur8PBwFRAQoG677TaH1xIrVqxQIqL27t3r9PcH9+Ac7N3nYJtSbHsuItK+fXspW7as/Q5TYfXee+/JxIkTZf/+/ZZP48HNIyMjQ2rXri3333+/jB07tqDTydFzzz0nP//8s/0jp4AINQzv5001fM8994jNZrM/1hzwpvotyHMwE6f/2bRpk7Ru3Vr27t0r0dHRBZ2OQ+np6VKlShUZMWIEt9dhsmjRIhk0aJAkJiY6/ejR/Hb69GmJjo6WxYsXS5cuXQo6HRQy1DC8nTfU8O7du6VevXqyY8cOqVu3bkGng0LEG+q3oM/BTJwAAAAAwEKhfaoeAAAAABQWTJwAAAAAwAITJwAAAACwwMQJAAAAACw4vQEuj1y9cd0szwehhm9c1DC8HTUMb3cz1DD1e+Nytn654wQAAAAAFpg4AQAAAIAFJk4AAAAAYIGJEwAAAABYYOIEAAAAABaYOAEAAACABSZOAAAAAGCBiRMAAAAAWGDiBAAAAAAWmDgBAAAAgAUmTgAAAABggYkTAAAAAFhg4gQAAAAAFpg4AQAAAIAFJk4AAAAAYIGJEwAAAABY8C3oBAAAACASFhamxRUqVHB5jEOHDmnxsGHDTH127dqlxXv27NHiP/74w+X3BW4G3HECAAAAAAtMnAAAAADAAhMnAAAAALDAGqdc6t69uxYvX75ci59++mnTMTNmzNDijIwM9ycGr1OyZEktXrx4sanPxo0btXjmzJlafPDgQbfnlRvFihXT4jvuuMPUZ+XKlVqcnp7u0ZwAoLDo2rWrFvfo0UOL27Rpo8VVq1Z1+T2M65Wio6NNfQICAnIcw8fHx+X3BW4G3HECAAAAAAtMnAAAAADAAhMnAAAAALBgU0oppzrabJ7OpVCLiIjQ4h07dmhx+fLlLccIDg7W4suXL+c5L3dwsgS8XmGpYeM+HcbPoxvXCYmILF26VIsfeOAB9yeWC8Zct27dqsWRkZGmY5o0aaLF+/bty3Me1HDhV7RoUS1+6623tLhu3bpa3KFDB9MYN/J6OGrY+1SpUkWLhwwZosVPPPGE6ZigoCAtLqz/P3KzxulmqOHC+u+FvHO2frnjBAAAAAAWmDgBAAAAgAUmTgAAAABggYkTAAAAAFhgA1wnGTfytHoYxOeff25qu3LliltzgncoUaKEFi9atEiLw8PDtXjatGmmMZ555hn3J+YGo0aN0uJKlSpp8ZNPPmk6xh0Pg0Dh1qdPH1Pb+PHjtTgqKirHMYwPkxAROX36dN4SA9zIeB0wdOjQAskjPj5ei//6668CyQPezbjZsvHaRUTk3nvv1WLjhs2ZmZlaPGPGDNMYv/zyixZ72zUBd5wAAAAAwAITJwAAAACwwMQJAAAAACywAa4DAQEBpjbjZzKNm3gadenSxdS2YsWKvCXmITfDpnUiBVfDnTp10mKrOihdurSp7dSpU27NKbfq1KmjxX/++acWGzfqfeSRR0xjXLhwwe15UcMFy7jWY/v27aY+xk3Erf7NjGsBRUSefvppLT5z5oyzKRZ61HD+Mq7fMK5PMv7OFxFZuXKlFt9+++1a/N1332nxpUuXTGOEhIRo8Q8//KDFu3bt0uJNmzaZxjD+fF2+fNnyffPDzVDDhaV+c8O4ybjxfHrfffdpsaM1Tu5w7do1Lf7777+1eMOGDVrsaO1gWlqa2/NiA1wAAAAAcBMmTgAAAABggYkTAAAAAFhgHycH6tWrZ2qzWtNk/MxmYV3PBM8qWbKkqa1nz545HjNgwAAtLqzrmUREVq9eneMxxjVOnljPhMLnxRdf1GLj3mS58cADD5jaOnfurMXGvaE+/PBDLfbE5+DhnazWFjVo0ECLjfvVOPLbb79pcePGjbX44MGDpmMqVKigxUlJSVps3AcHcEb9+vW1eMiQIaY+xnOqo73yrnfkyBFT2/r167U4ISFBi19++WUt3rp1q2mMZs2aabHx94XxGQF//PGHaQxH+0PlF+44AQAAAIAFJk4AAAAAYIGJEwAAAABYYI2TA1ZrUhwxfl4aN6d3333X1Na3b18tNn7m94svvvBoTrnVunVrU1upUqW0eN68eVr82WefeTIlFBLR0dFa/Oijj1oes3PnTi0+ceKEFnfo0MFyjGLFimmxcW3VggULtPj48eOWY+LG4+/vb2pbuHChFhvXNL355ptabLWe0xFHa5qMEhMTXR4XMProo4+02Lgmz5k9mNasWaPFxn0ZX3nlFdMxV65cyXHMFi1aaPGgQYNMfT7++GMtbtiwoRYbfzdMnTrVNMaXX36pxfm5Npw7TgAAAABggYkTAAAAAFhg4gQAAAAAFpg4AQAAAIAFHg7hwB133GHZx7ix4quvvuqpdOBFlFKmNuOGhkePHtXigtqkMygoSIuNC0EHDx5sOsb4/T322GPuTwyFnnEx7y233KLFxk0SRURiYmK0ODAwUIsffPBBLXa0MLlKlSpaXLp0aS1etmyZFt91112mMc6cOWNqg3cLDQ3V4pEjR5r6dOvWTYuTk5O1+J133tHi1NRUN2UHuMZ4bhQxbyz7+OOPa7HNZtNiRw9LmD59uhZPmjRJiy9duuRSno5ERERosY+Pj6nP66+/rsUrV67UYuPDhwob7jgBAAAAgAUmTgAAAABggYkTAAAAAFhgjZOYN+wyxo4YPwu6Y8cOd6aEG1jXrl212Lh58rlz50zHGD+bnBvGNSZt2rTR4ttvv91yjCVLluQ5D3i/gIAALTaufZsyZYrlGMaNFOfOnavFvXr1Mh1TuXLlHMc0rkspqPWDyF/33HOPFo8YMcLUx7jxrHGD75SUFLfnBeSG8XeziMhLL72kxcY1TUeOHNHinj17msbYvHlznnMzrlmKiorS4k8//VSLv/vuO9MYYWFhOb6H8XubP3++qY+j66T8wh0nAAAAALDAxAkAAAAALDBxAgAAAAALrHESkaZNm7p8jDvWnODG8/7775va2rZtq8Vly5bVYuO+YcbP94qI9OjRI8+5Gcd1tOfU9Q4cOGBqc7S3Dm4+xj2XjIzr+ERE/vvf/7r0HrfeeqtL/UVEfvvtNy2+ePGiy2PA+zizLnn79u1anJSU5Kl0gDxxtPdRRkZGjsdcu3ZNi2+77TZTn9jYWC2uWbNmjmNevnzZ1FarVq0cY+P+aKVKlcrxPRw5ceKEFo8bN87UJz093eVx3YU7TgAAAABggYkTAAAAAFhg4gQAAAAAFmzKaqFDVkcH6y5uFMZnxPft29fUx/jM+Hr16mmxN39e2skS8HoFVcPGPQsaNmyoxZ07d9Zi434NIiInT57U4k8++cTlPIx1/scff+TY/7PPPjO19e/f3+X3zQ/UcP66//77tfjzzz/X4j///NN0TO/evbXYeA699957tdjRPk7nz5/XYuPP1pkzZ7TYuH5QRCQuLs7UVhhQw7lnPD9GRESY+ly9elWLJ0yYoMXLli3TYvZmdN3NUMP5cQ4OCgoytS1cuFCLO3TooMXBwcFaXKSI+b6I1b+PcR2Vo7VW7pCZmanFS5cu1eJnn31Wi48dO+aRPIycrV/uOAEAAACABSZOAAAAAGCBiRMAAAAAWGDiBAAAAAAWbsqHQ7Rq1UqL161bp8WOFtUdOnRIiytWrOj2vArKzbCgU+TGquHcqFy5shbv27dPi42Loe+8807TGKdOnXJ7Xu5ADeev8PBwLTbWUrFixUzHuLoB8+rVq01tQ4YM0eJvvvlGi6tVq6bFs2bNMo3x1FNP5fi+BYUazj3j/zvj4nNnGI+ZMWOGqY9xg+UKFSposfHn4K+//rJ83zp16mjxr7/+qsXe9OCpm6GGC8s5uHjx4lo8YsQILW7ZsqXpmNOnT2txYmKiFgcEBGhxgwYNTGM0a9bMlTQdMv5svfLKK1psfBhbfuHhEAAAAADgJkycAAAAAMACEycAAAAAsOBb0AkUBOPmeI7WNBmtWrXKU+kA+eJf//qXFhs/zzt8+HAtLqzrmVDwjBvNGjfEXbJkiekYR+uervfhhx9qsbEeRUSuXLmixV999ZUWGz/n72idXpUqVbR4//79OeaFwu+dd97R4ueff97lMYzXAYMHDzb1cdTmbsbz7k8//WTqY9xMGjcf4zog47nPHT799FNTm9UapwsXLmixo5/FefPmabFx493CjjtOAAAAAGCBiRMAAAAAWGDiBAAAAAAWbsp9nObPn6/Fffv21WJHz5Dv2LGjFm/ZssXteRWUm2HvBZEbq4at9OrVy9S2aNEiLTZ+Frlt27ZavG3bNvcn5iHUcOHSoUMHU9tDDz2kxcbzrHEN3sWLFy3fJygoSIsXLlyoxT169DAd89lnn2lx//79Ld8nP1DDuefj46PFjRo1MvUx1oavr77EOyoqSoudWfucHxzVxeuvv67F48aNy6dscnYz1LC3nINz4+WXX9ZiR3Vl/Lkx6tOnjxZ//vnneU8sn7CPEwAAAAC4CRMnAAAAALDAxAkAAAAALNwUa5zKly+vxYcOHdJi42eZd+3aZRqjXr167k+skLgZPpcs4t017KqPP/7Y1PbII49osfGzx8bPJnsTahgi5v1tFixYYOpz5MgRLW7YsKEWG/eoyi/UcMFq3769Fvv5+Zn6GNcWNW3a1JMpZWv58uVafO+99xZIHkY3Qw0X1vrNjccff1yLJ0+erMWhoaGWY/z1119afOutt2rx1atXc5ld/mONEwAAAAC4CRMnAAAAALDAxAkAAAAALDBxAgAAAAALOe9kdYNo0aKFFlttbPff//7Xg9kAnnfXXXeZ2i5duqTF7777bn6lA+SLxYsXa7GjDXAfeOABLX766ae1eMyYMe5PDIXemjVrLPsYHyRifDjEtWvXtHju3LmmMWbNmqXFzz33nBYbN4oG3KVZs2ZabLwGcOZhEMaNyZ966ikt9qaHQeQWd5wAAAAAwAITJwAAAACwwMQJAAAAACzcFGucIiIicnw9OTlZi99//31PpgO4nfFzxqVKlTL1OXnypBZv27bNozkB+S0zM1OLJ06caOpz9913a/Ho0aO1+D//+Y8W79mzx03Zwdv98MMPWjx+/Hgt9vXVL6meeOIJ0xhVq1bV4jZt2ricR1JSksvHAN27d9fiW265Jcf+xnXRIuZ1o7/88kveE/My3HECAAAAAAtMnAAAAADAAhMnAAAAALBwU6xxuvPOO3N8PTExUYtTUlI8mQ7gdsY1TkopU59vv/02xzGMn3cOCwsz9TH+rACF2Y4dO0xt//rXv7R40qRJWvzmm29qcb9+/UxjXL58Oe/Jwevs3r1bi437ht1///2WY7Rt2zbH1zMyMrTY0Xl7xIgRlu+Dm5uj9Usvv/yyS2MsWLDA1PbTTz/lNqUbBnecAAAAAMACEycAAAAAsMDECQAAAAAs3HBrnPz8/ExtVapUyfGYK1euaHF6erpbcwIKA+Nn5/v06aPFw4YN0+K//vrLNEb//v3dnxiQjz799FMtfvLJJ7X4vvvu0+IxY8aYxti5c6f7E0OhZ1zb9txzz2lxaGioFt96662mMUqWLKnFBw8e1OL58+dr8euvv+5akrgpGWsvLi7O1MfR9fH1jOc1Y33jH9xxAgAAAAALTJwAAAAAwAITJwAAAACwwMQJAAAAACzccA+HyMzMNLVt2bJFi+vWravF+/bt82hOQGHw+OOPa/GAAQO0eM6cOVo8duxYj+cE5LdTp05pcYcOHbTYuFh/+PDhpjGMD1bBzenEiRNa3L17dy12tHny7bffrsVvvPGGFp88edJN2eFm0q5dOy0uX768qY9SKscxjA+IMj44Df/gjhMAAAAAWGDiBAAAAAAWmDgBAAAAgAWbsvrQY1ZHm83TuXhM2bJltXjcuHFavHXrVi2eOnWqx3MqTJwsAa/nzTVspVWrVlrsaNPOn3/+WYunT5+uxWfPntXitLQ0N2XnedQw3OWHH37Q4ubNm5v63HbbbVrsaLNJV1HD8HY3Qw0X1vr9448/tLhevXqWx0yaNEmLHa3nvJk4W7/ccQIAAAAAC0ycAAAAAMACEycAAAAAsHBTrHFCzm6GzyWLUMM3MmoY7lK0aFEtNq4dEBEZOnSoFi9fvjzP70sNw9vdDDVcWOv38OHDWuxoHyfjHmENGzbU4mPHjrk9L2/CGicAAAAAcBMmTgAAAABggYkTAAAAAFjwLegEAAAoLM6fP6/FlSpVKqBMAMA5kydPzjEWERk7dqwW3+xrmnKLO04AAAAAYIGJEwAAAABYYOIEAAAAABaYOAEAAACABTbAxU2xaZ0INXwjo4bh7ahheLuboYap3xsXG+ACAAAAgJswcQIAAAAAC0ycAAAAAMCC02ucAAAAAOBmxR0nAAAAALDAxAkAAAAALDBxAgAAAAALTJwAAAAAwAITJwAAAACwwMQJAAAAACwwcQIAAAAAC0ycAAAAAMACEycAAAAAsMDECQAAAAAsMHECAAAAAAtMnAAAAADAAhMnAAAAALDAxAkAAAAALDBxAgAAAAALTJz+Z/DgwdKxY8eCTiNHK1eulNDQUDl16lRBp4JCiBqGt6OG4e2oYXiziRMnSs2aNSUzM7OgU8lWXFyc+Pr6yq5duwomAZWP5s6dq0TE/hUQEKCqVaumhgwZoo4fP57rcTMyMtSECRNUxYoVVUBAgKpXr55auHCh08cfOHBA+fn5qR9//FFrnzZtmoqNjVVRUVFKRFT//v09lldcXJy68847VUhIiAoLC1N9+/ZVJ0+eNPVr0KCBGjZsmEt5wH08VcNKKbVv3z714IMPqsjISBUYGKiqVq2qXnnlFaeOpYbhLE/V8N69e1XPnj1V8eLFVVBQkGrZsqWpHnNCDcNZXEtQw97MU/U7btw41b17d1WyZEklImr06NEuHZ+SkqLCw8PVxx9/rLX/5z//UX369FFVq1ZVIqJiYmJczm327NmqZs2aKiAgQFWtWlV98MEHDvslJSWpXr16qWLFiqlbbrlF9ejRQ+3fv9/Ur0ePHuree+91OQ93KJCJ05gxY9T8+fPVrFmzVP/+/VWRIkVUpUqV1KVLl3I17ogRI5SIqCeeeELNnDlTde3aVYmI+vzzz506fujQoap69eqm9ujoaBUeHq46d+6sfH19XT7ZOZvX4cOHVYkSJVSVKlXU+++/r8aPH6/CwsJUgwYN1NWrV7W+06ZNU8HBwer8+fMu5QL38FQNb9++XRUrVkzVrl1bvf3222rWrFnqtddeU4888ohTx1PDcJYnajgxMVGVKFFClSpVSo0fP1699957qkGDBsrX11etW7fOqTGoYTiLawlq2Jt5qn5FRJUuXVrdeeeduZo4TZkyRRUtWlRdvnxZa4+JiVGhoaGqbdu2KiwszOWJ04wZM5SIqJ49e6qZM2eqfv36KRFRb7/9ttbvwoULqlq1aqpkyZJqwoQJavLkySoqKkqVL19eJScna32/++47JSJq3759LuXiDgUycfr999+19ueff16JiEt/2cmSlJSk/Pz81JAhQ+xtmZmZqnXr1qp8+fLq2rVrOR6flpamSpQooUaNGmV67eDBgyozM1MppVRISIhLJztX8ho0aJAKCgpShw4dsretWrVKiYj66KOPtHFPnDihfHx81Jw5c5zOBe7jiRrOyMhQdevWVbfddptKTU11+XhqGK7wRA0PHjxY+fr6qvj4eHvbpUuXVFRUlGrcuLHl8dQwXMG1BDXszTxRv0oplZCQoJRS6tSpU7maONWvX1/17dvX1J6YmKgyMjKUUkrVqVPHpYlTamqqioiIUF27dtXa+/Tpo0JCQtSZM2fsbRMmTFAiojZv3mxv2717t/Lx8VEjR47Ujk9LS1NhYWHqtddeczoXdykUa5zatWsnIiIJCQn2tv3798v+/fstj122bJmkp6fL4MGD7W02m00GDRokSUlJ8uuvv+Z4/IYNGyQ5OVk6dOhgei06OlpsNpuz30au8/ryyy+lW7duUqFCBXtbhw4dpHr16rJ48WJt3JIlS0r9+vVl2bJlucoLnpGXGv7hhx9k165dMnr0aAkKCpLU1FTJyMhw+r2pYbhDXmp4/fr10qhRI6lRo4a9LTg4WHr06CHbtm2TvXv35ng8NQx34FqCGvZmealfEZGKFSvm+r0TEhJk586dDus3KipKihTJ3XRh7dq1cvr0aa1+RUSGDBkily5dkm+//dbetmTJEmnatKk0bdrU3lazZk1p3769qX79/PykTZs2BVK/hWLilFUUERER9rb27dtL+/btLY/dvn27hISESK1atbT2Zs2a2V/PycaNG8Vms0mjRo1cTdsteR05ckROnjwpt956q2mMZs2aOcy/SZMmsnHjRrfmi7zJSw2vXr1aREQCAgLk1ltvlZCQEAkODpbevXvLmTNnLI+nhuEOeanhq1evSlBQkKk9ODhYRES2bt2a4/HUMNyBawlq2JvlpX7zKqsOGjdu7NZxs+rOWJdNmjSRIkWK2F/PzMyUnTt3Zlu/+/fvlwsXLpjG2LVrl5w/f96tOVspkIlTSkqKJCcnS1JSkixatEjGjBkjQUFB0q1bN5fHOnbsmJQqVcr015wyZcqIiMjRo0dzPD4+Pl7Cw8OlaNGiLr+3O/I6duyY1m7se+bMGbl69arWXrlyZUlOTpaTJ0+6NWc4z501nPXX+Pvvv19q1qwpS5YskeHDh8uXX34p3bt3F6VUjsdTw8gNd9ZwjRo1ZOfOnaZfbBs2bBCRfy7qckINIze4lqCGvZk76zev4uPjRUSkUqVKbh332LFj4uPjIyVLltTa/f39JSIiwl6/WfWZXf2KmH8GK1euLJmZmfbc84tvvr7b/xhvBUZHR8uCBQukXLly9raDBw86Ndbly5clICDA1B4YGGh/PSenT5+WsLAwp97LFc7mlfVfq77Xv56Vb3JysqkYkT/cWcMXL14UEZGmTZvKZ599JiIiPXv2lODgYBk5cqSsWbPG4e3zLNQwcsOdNTxo0CD5+uuv5YEHHpDx48dLSEiITJs2TbZs2SIinIfhGVxLUMPezJ31m1enT58WX19fCQ0Ndeu4ly9fFn9/f4evBQYGuly/17u+fvNTgUycpk6dKtWrVxdfX18pVaqU1KhRI9efnwwKCjL9FUVE5MqVK/bXrVj9Rd+TeWX915XvISvf3H5mGnnn7hoWEXnwwQe19oceekhGjhwpGzduzHHiJEINw3XurOG77rpLPvzwQxkxYoT9ox5Vq1aV8ePHy8svv+zUL2NqGK7iWoIa9mburN/CKigoSNLS0hy+duXKFa+s3wKZODVr1szh5xhzo0yZMrJ27VpRSmn/87JuW5ctWzbH4yMiIuTs2bNuySU3eWXdgsxqv96xY8ckPDzcNAPPyrdEiRJuzxvOcWcNZ9VCqVKltPasvwBa1Sc1jNxwZw2LiDz99NPy6KOPys6dO8Xf318aNmwoc+bMERGR6tWr53gsNYzc4FqCGvZm7j4H50VERIRcu3ZNLly4ILfccovbxi1TpoxkZGTIyZMntbuaaWlpcvr0aXv9ZtVndvUrYv4ZLKj69fqpbcOGDSU1NVV2796ttW/atMn+ek5q1qwpZ8+elZSUlALJq1y5chIZGWn/SMv1Nm/e7DD/hIQEKVGihERGRro1ZxSMJk2aiIh5HUjW53mt/p2pYRQWISEh0rx5c2nSpIn4+PjI6tWrJSgoSFq2bJnjcdQwChrXEriZ1axZU0T0J/q5Q1bdGetyy5YtkpmZaX+9SJEiUq9ePYf1u2nTJqlcubJpQpeQkCBFihSx/MOcuxXaiZOzj2C8++67xc/PT6ZNm2ZvU0rJjBkzpFy5ctKiRYscj2/evLkopSyf+pSTlJQUiY+P106YruTVs2dP+eabb+Tw4cP2tjVr1siePXukV69epvfbunWrNG/ePNf5In+4UsMBAQEyd+5cyczMtLfPnj1bREQ6duyY4/HUMDzFlUfhGm3cuFG++uorGTBggBQrVizHvtQwPIVrCWrYm+XlHOyKrDpwNHFxVmpqqsTHx2trjtq1ayfh4eEyffp0re/06dMlODhYunbtam+LjY2V33//Xcvh77//lh9//DHb+q1Tp47l7xe3y68No5TKftMvR6Kjo1V0dLRT47700ktKRNTAgQPVrFmz7LtqL1iwwPLYq1evqoiICNPmWkoptXz5cjV27Fg1duxY5e/vrxo1amSP//jjD9P3NXfu3FzllZiYqCIiIlSVKlXUBx98oN58800VFham6tWrp65cuaL1zdq0bvbs2U79v4F7eaqGx4wZo0REdezYUU2dOlUNHDhQ2Ww29eCDD1oeSw3DFZ6o4YMHD6pmzZqpcePGqdmzZ6thw4apoKAg1ahRI3X+/HnL46lhuIJrCWrYm3mqfj/99FM1duxYNXLkSCUiqm3btvY6O3jwoOXxdevWdXjNsW7dOvs4JUuWVBUrVrTH69ats/dbu3atw413p06dqkRExcbGqlmzZqmHH35YiYgaP3681u/8+fOqSpUqqmTJkmrixIlqypQpKioqSpUtW1adPHlS65uWlqbCw8MdbjjtaTfExCkjI0O9+eabKjo6Wvn7+6s6deqozz77zOm8nn32WVW1alVTe//+/ZWIOPy6/sSW3cnOlbx27dqlOnXqpIKDg1Xx4sVVnz591PHjx039pk+froKDg526GIH7eaqGMzMz1YcffqiqV6+u/Pz8VFRUlBo1apRKS0tz6nhqGM7yRA2fOXNG3X333ap06dLK399fVapUSQ0fPtylf2NqGM7iWoIa9maeqt+YmJhs62zt2rWWx0+ePFmFhoaq1NRUrX306NHZjnv9JCm7iZNSSs2cOVPVqFFD+fv7qypVqqgpU6aozMxMU7/Dhw+r2NhYVbRoURUaGqq6deum9u7da+q3YsUKJSIOX/M0m1IeeAyMlzlw4IDUrFlTVqxYkS8bjeVFo0aNpE2bNjJlypSCTgWFCDUMb0cNw9tRw/BmKSkpUrlyZZk4caIMGDCgoNPJ0T333CM2m02WLl2a7+/NxOl/Bg0aJPv27ZNVq1YVdCrZWrlypcTGxsqBAwfYcwEm1DC8HTUMb0cNw5tNmDBB5s6dK3FxcYX20ei7d++WevXqyY4dO6Ru3br5/v5MnAAAAADAQuGcTgIAAABAIcLECQAAAAAsMHECAAAAAAtMnAAAAADAAhOn/1m8eLGEh4fLxYsXCzqVbJ0+fVpCQkLku+++K+hUUAhRw/B21DC8HTUMb7Z582bx9/eXQ4cOFXQq2UpPT5eoqCiZNm1agbx/vk6c5s2bJzabLduv3377LddjL1++XBo3biyBgYFSoUIFGT16tFy7ds2pYzMyMmT06NHyzDPPSGhoqL39hx9+kAEDBkjdunXFx8dHKlas6LG8zp07JwMHDpTIyEgJCQmRtm3byrZt27Q+ERER8vjjj8trr73mch5wD0/W8IULF+Tll1+WSpUqSUBAgJQrV05iY2MlNTXV8lhqGM7yVA1fvHhRnnvuOSlfvrwEBARIrVq1ZPr06U4fTw3DWVxLUMPezFP1u2jRIunbt69Uq1ZNbDabtGnTxuUxXn31VXnwwQclOjra3rZ582YZPHiwNGnSRPz8/MRms7k87saNG6VVq1YSHBwspUuXlmeffdbhHxeuXr0qw4cPl7Jly0pQUJDcdtttpkf7+/n5yfPPPy/jx4+XK1euuJxLnuXnbrtZuyWPGTNGzZ8/3/R16tSpXI373XffKZvNptq2batmzpypnnnmGVWkSBH11FNPOXX80qVLlc1mU0lJSVp7//79VWBgoGrRooUqX76807s3u5pXRkaGatGihQoJCVGvv/66+ve//61q166tbrnlFrVnzx6tb1xcnBIRtWbNGpdygXt4qobPnTunGjRooCIiItTIkSPVnDlz1Ntvv626du2qzpw5Y3k8NQxneaKGr127plq0aKH8/f3VsGHD1LRp09Tdd9+tRESNHz/eqTGoYTiLawlq2Jt5qn5jYmJUaGioatu2rQoLC1MxMTEuHb99+3YlImrjxo1a++jRo5Wfn59q0qSJql69unJ16rB9+3YVGBioGjVqpKZPn65effVVFRAQoDp37mzq27t3b+Xr66tefPFF9dFHH6nmzZsrX19ftX79eq3f2bNnlb+/v5ozZ45LubhDgUycfv/9d7eOW7t2bdWgQQOVnp5ub3v11VeVzWZTu3fvtjy+R48eqlWrVqb2I0eOqLS0NKWUUl27dnX5ZOdsXosWLVIior744gt728mTJ1Xx4sXVgw8+aBq3bt26ql+/fi7lAvfwVA0PGjRIFS9eXB04cCBXx1PDcJYnanjx4sVKREy/xHr27KkCAwPViRMnLMeghuEsriWoYW/mqfpNTExUGRkZSiml6tSp4/LE6dlnn1UVKlRQmZmZWvvx48dVamqqUkqpIUOGuDxxuuuuu1SZMmVUSkqKvW3WrFlKRNT3339vb9u0aZMSETVp0iR72+XLl1WVKlVU8+bNTeN269ZNtW7d2qVc3KHQrnE6duyYxMfHS3p6eo794uLiJC4uTgYOHCi+vr729sGDB4tSSpYsWZLj8VeuXJGVK1dKhw4dTK+VLVtW/Pz8cpW/K3ktWbJESpUqJffdd5+9LTIyUu6//35ZtmyZXL16VRu7Y8eO8vXXX4ti7+JCzdkaPnfunMydO1cGDhwolSpVkrS0NNO/eU6oYXiKszW8fv16ERHp3bu31t67d2+5cuWKLFu2LMfjqWF4CtcS1LA3c7Z+RUSioqKkSJHcX9b/97//lXbt2pk+ileqVCkJCgrK1Zjnz5+XVatWSd++faVo0aL29ocfflhCQ0Nl8eLF9rYlS5aIj4+PDBw40N4WGBgoAwYMkF9//VUOHz6sjd2xY0fZsGGDnDlzJle55VaBTJxSUlIkOTlZ+zp9+rTWZ+TIkVKrVi05cuRIjmNt375dRERuvfVWrb1s2bJSvnx5++vZ2bp1q6SlpUnjxo1z8Z24J6/t27dL48aNTQXfrFkzSU1NlT179mjtTZo0kXPnzslff/3l1pzhPHfW8IYNG+TKlStStWpViY2NleDgYAkKCpKWLVvKjh07LHOhhpEb7qzhq1evio+Pj/j7+2vtwcHBIvJPjeaEGkZucC1BDXszd9ZvXh05ckQSExPdXr9//vmnXLt2zVS//v7+0rBhQ1P9Vq9eXZtgifxTvyJiuh5q0qSJKKVk48aNbs3ZSoFMnDp06CCRkZHaV7ly5XI11rFjx0REpEyZMqbXypQpI0ePHs3x+Pj4eBERqVSpUq7e3x15HTt2LNt+ImL6HipXriwi//wlCgXDnTW8d+9eEfnnBHn48GH59NNPZerUqbJ//35p166dvZayQw0jN9xZwzVq1JCMjAzTouasO1FWv/SpYeQG1xLUsDdzZ/3mFfXrPF/rLu43depUqV69utbm4+OjxfPmzZN58+ZZjnX58mUREQkICDC9FhgYKOfPn8/x+KzZfVhYmOV7ucKVvC5fvpxtv+vHypKVa3JystvyhWvcWcNZT5ax2WyyZs0a+9OYGjVqJM2bN5epU6fKuHHjsj2eGkZuuLOGH3roIRkzZow89thjMnXqVKlWrZr88MMP9sfFGv/9jahh5AbXEtSwN3Nn/eZVQdXv9TXpLfVbIBOnZs2amW7b5VbW5y4drQm5cuWK05/LdPdnfF3JKygoKNt+14+VJSvX3DwSEu7hiRru3r279gjb22+/XSpVquT0bWhqGK5wZw2XLl1ali9fLv369ZNOnTqJiEjRokXlww8/lP79+2t1nRNqGK7gWoIa9mburF93oX6tFdqHQzgr6xaeo48zHTt2TMqWLZvj8RERESIicvbs2QLLq0yZMtn2ExHT95CVa4kSJdyWLwpO1r9vqVKlTK+VLFnSsjapYRQGd9xxhxw4cEC2b98uGzZskCNHjsjtt98uImL6q6oRNYyCxrUEbmbUr/O8fuLUsGFDERHZsmWL1n706FFJSkqyv56dmjVriohIQkJCgeXVsGFD2bZtm2RmZmp9N23aJMHBwaaLjqxca9Wq5dacUTCaNGkiIo7XgRw9elQiIyNzPJ4aRmHh4+MjDRs2lJYtW0poaKisXr1aRMThk8auRw2joHEtgZuZp+q3bt264uvra6rftLQ02bFjh6l+9+zZY/pY7KZNm+yvX6+g6rfQTpycfQRjnTp1pGbNmjJz5kzJyMiwt0+fPl1sNpvExsbmeHyTJk3E39/f9I/qivT0dImPj9dmyq7kFRsbKydOnJCvvvrK3pacnCxffPGFdO/e3fSZz61bt0qxYsWkTp06uc4ZnudsDdeoUUMaNGggy5Yt0z6r+8MPP8jhw4elY8eOOR5PDcNTXHkUrtGpU6dkwoQJUr9+fcuJEzUMT+Faghr2Znk5B7uiXLlyEhUVlaf6FfnnIROJiYn2uFixYtKhQwf57LPP5MKFC/b2+fPny8WLF6VXr172ttjYWMnIyJCZM2fa265evSpz586V2267TaKiorT32rp1q9hsNmnevHmecnZVgaxxWrFihf0JHtdr0aKF/SkZI0eOlE8++UQSEhKkYsWKOY43adIk6dGjh3Tq1El69+4tu3btkn//+9/y+OOPW85EAwMDpVOnTrJ69WoZM2aM9trOnTtl+fLlIiKyb98+SUlJsS/Sb9CggXTv3l1E/rlTUKtWLenfv7+2iM/ZvGJjY+X222+XRx99VOLi4qREiRIybdo0ycjIkDfeeMOU86pVq6R79+58LrkAubuGp0yZIh07dpRWrVrJk08+KSkpKTJ58mSpXr26DBo0KMdjqWHkhrtrOCYmRpo3by5Vq1aV48ePy8yZM+XixYvyzTffWO4tQg0jN7iWoIa9mbvr9+eff5aff/5ZRP75w9WlS5fsdXbHHXfIHXfckePxd999tyxdulSUUlpNHDp0SObPny8i/3/nM2vc6Oho6devn71vrVq1JCYmRn766Sd72/jx46VFixYSExMjAwcOlKSkJHn33XelU6dO0rlzZ3u/2267TXr16iUjR46UkydPStWqVeWTTz6RgwcPypw5c0z5rlq1Slq2bGn/mGG+yc/ddrN2S87ua+7cufa+/fv3VyKiEhISnBp76dKlqmHDhiogIECVL19ejRo1yr5Tt5WvvvpK2Ww2lZiY6HS+/fv3t/dLSEgwtbma15kzZ9SAAQNURESECg4OVjExMQ53ld69e7cSEbV69Wqnvje4lydreNWqVer2229XgYGBKjw8XPXr108dO3bMqWOpYTjLUzU8bNgwVblyZRUQEKAiIyPVQw89pPbv3+90XtQwnMW1BDXszTxVv6NHj852zNGjR1sev23bNiUiav369Vr72rVrsx03JiZG6+uoTSml1q9fr1q0aKECAwNVZGSkGjJkiDp//ryp3+XLl9WLL76oSpcurQICAlTTpk3VypUrTf3OnTun/P391ezZsy2/L3ezKcWW0RkZGVK7dm25//77ZezYsQWdTo6ee+45+fnnn+23KAERahjejxqGt6OG4e3at28vZcuWtd9hKqzee+89mThxouzfv9/pJ166CxOn/1m0aJEMGjRIEhMTnX50bn47ffq0REdHy+LFi6VLly4FnQ4KGWoY3o4ahrejhuHNNm3aJK1bt5a9e/dKdHR0QafjUHp6ulSpUkVGjBghgwcPzvf3Z+IEAAAAABYK7VP1AAAAAKCwYOIEAAAAABaYOAEAAACABSZOAAAAAGDB6Q1weVzljetmeT4INXzjoobh7ahheLuboYap3xuXs/XLHScAAAAAsMDECQAAAAAsMHECAAAAAAtMnAAAAADAAhMnAAAAALDAxAkAAAAALDBxAgAAAAALTJwAAAAAwAITJwAAAACwwMQJAAAAACwwcQIAAAAAC0ycAAAAAMCCb0EnAEAXEBBgavvll1+0uFGjRlr89ddfa/E999zj9rwAAABuZtxxAgAAAAALTJwAAAAAwAITJwAAAACwcFOscWrVqpUW//rrr1pco0YNLe7WrZtpjK5du2rxt99+m+N7bty40dS2YcOGHI/Bzcm4pmnKlCmmPg0bNtRipZQWb9261e15AQCAm8Prr7+uxaNHjzb1+emnn7S4bdu2HsyocOKOEwAAAABYYOIEAAAAABaYOAEAAACABZsyLpbIrqPN5ulccqVo0aJavGDBAlOfdu3aafHly5e12N/fX4tDQ0PznJfxPUREUlNTtXjQoEFavGTJkjy/b244WQJer7DW8EsvvaTFb731lqnPjz/+qMX/+te/tPi3335zf2JehBqGt6OGvU9YWJgWG9ei3nXXXaZjjOf7zMxMLTZeBxw6dMg0xrvvvqvFJ06csMw1P9wMNXwj1a/R2rVrtbhNmzaWxxjXOBnXQHkTZ+uXO04AAAAAYIGJEwAAAABYYOIEAAAAABa8fh+nCRMmaLFxvyVHgoKCtHj37t1afOrUKdMx58+fz3FM4+deHeVhfN85c+Zo8Z49e7R4586dOb4nbgylS5e27LN69WotvtnXNAGAJ/n5+ZnaXnjhBS0eMmSIFpcpU8ZyXOOaJuO6ip49e1qOUaJECS1+7LHHLI8BrDizpsnqGG9e4+Qs7jgBAAAAgAUmTgAAAABggYkTAAAAAFhg4gQAAAAAFrxuA9w6deposXEhWkREhOmYpKQkLX744Ye1eN++fVp87tw50xgXL17MMa8iRfQ5qHGDUhGRUaNGabGPj48Wf/XVV1r8+OOPm8Y4e/Zsjnnkxs2waZ1I4alho5kzZ2pxv379TH1atmypxdu2bfNoTt6GGvY+xs1Cx44dq8VdunQxHWM8z1ptHvrqq6+axjh27JgWGzdwXLNmjRY72szcE6jhwuXpp582tb333nt5Hvfnn3/W4jvuuCPPY/r6Fo7nfN0MNewt9Zsbufn3u5H+f7ABLgAAAAC4CRMnAAAAALDAxAkAAAAALHjdGqfbb79dizdu3KjFjr6dZ599VounTp3q/sSc8Oabb2rxiy++qMXGzyl3797dNMa3337r9rxuhs8lixSeGi5btqwWHz58WIuNNS0i0rp1a4/m5O2o4cLF0eahMTExWjx37lwtdmbzUOP3b/Xv/tlnn5naoqKitNi4gWP//v0tx/AEarhgGddP//jjj6Y+jtZQ52TEiBGmtvfff1+Lx4wZo8UvvfSSS+8hwhqn/FRY69cdWOPEGicAAAAAcAsmTgAAAABggYkTAAAAAFgoHB+MdUFAQECOr3/yySemtoJa02T0yiuvaPEDDzygxZUqVdLi++67zzSGJ9Y4IX8Z9/MqrIzrCUXM60OM/vjjDy3es2ePW3OCd2jcuLGpbeXKlTkeY9xfydE+OqmpqTmOER0drcWXLl0y9fnwww+1OC0tLcc8cGMyrml66623tLhEiRKmY4xrIA4dOqTFPXr00OLdu3ebxjDuPWbc83Hp0qVavHz5ctMYxtx27typxfXr1zcdA1h54403tHj06NGWx7z++us5xjci7jgBAAAAgAUmTgAAAABggYkTAAAAAFjwujVOY8eOzfH1TZs25VMmeff9999r8VNPPaXFjtaYwPt17do1x9fnzJmTL3lMnz5di415hYWFmY4JCgrKcczz589r8ZQpU0x9rH6G4X2M60UcrcswWrNmjRaPHDlSi7dt2+ZyHsY90pYtW2bqU7x4cS2eNGlSjnnhxmRch2c8/xUpYv67snE93LRp07T4r7/+cjmP9PR0Ld68ebMWz5s3z3TMCy+8oMX16tXT4pkzZ2rxwIEDXc4LNx9n1jSBO04AAAAAYImJEwAAAABYYOIEAAAAABaYOAEAAACAhUL/cIjKlStrsXHxb0pKihb/+eefHs/JXX788UctNj4cAjeG4OBgLfb11X/sjhw5osWOFgNbMY7paANS48aKpUuX1mLjYuhTp06Zxli9enWO71OhQgUtdrQo+dNPP9Vi4yaS8D6vvfaaFjvaPNS4effzzz+vxfv27ctzHnXr1tXiRo0aWR5jtTEvbkx33XWXFhs3tzVuVCsi8tNPP2nxu+++6/a8jEaMGGFqM+ZurPtbb73VozkBNzPuOAEAAACABSZOAAAAAGCBiRMAAAAAWCj0a5z69u2rxcY1T19++aUWb9y40eM5Aa54/PHHtbhUqVJabNys0BnGtX7GtUSjRo2yHOPo0aNaPH/+fC02bu4oIpKUlJTjmMaNT7t06WLqU6ZMGS1mjZP3mTVrlhb36tVLiy9dumQ6xrhWwx1rmvz8/LTYuImuzWYzHbNu3bocY9yYIiIitLhZs2Yuj2E8RxYUYx4TJkwooEyAmw93nAAAAADAAhMnAAAAALDAxAkAAAAALBT6NU69e/fWYuO+Te+//35+pgO4zGovmb1797o8pnEN05NPPqnFxj1JRMz7hg0bNkyL//rrL5fzMMrN9wLvY9wnxlhvFy9eNB0TFxeX5/c1rmkaO3asFrdu3TrHvERExowZk+c84H2aNGmixRUrVsyx//r1601txr3ICquwsDAtNq4rFRE5duxYfqUD3FC44wQAAAAAFpg4AQAAAIAFJk4AAAAAYKHQr3Eyio+P1+INGzYUUCaAc4x7LuVG9erVtfiBBx7Isb9xnx0RkaFDh2pxWlpanvOysm3bNqfaACNHa1AGDx6sxc8//3yOYzhax7Fjx468pAUvZVzjZGX06NGmtrNnz7orHY+KiorS4rp165r6sMYJ7vD6668XdAr5jjtOAAAAAGCBiRMAAAAAWGDiBAAAAAAWmDgBAAAAgIVC9XCIkJAQU5txw0PA29xyyy1abLPZXB7jmWee0eLixYtr8cKFC7V40KBBLr+HOxi/1/T0dFOf/HgoBTzLuJltvXr1tDgiIsJ0zPbt2116jxIlSpjajA9acbTB7fXWrFljajt37pxLeeDGEBwcrMVW5+F169Z5Mh23KlJE/xt4ZmZmAWUC3Pi44wQAAAAAFpg4AQAAAIAFJk4AAAAAYKFQrXG6//77TW1VqlTR4uTk5PxKx+N69OiR4+vXrl3Lp0zgScZ1GFbrMhwpU6ZMjmMYX88vxjUnAwYM0OKvvvoqP9NBPnn88ce1uGjRolrcpUsX0zHGdVC5YTxnPvzww1rcs2dPLZ4xY0ae3xM3hqZNm2pxbs7DhZVxTdON9L0BhQ13nAAAAADAAhMnAAAAALDAxAkAAAAALBSqNU43uiZNmmhxt27dcuz/yiuveDIdeJEnn3xSi1u2bJljPHLkSNMYM2fO1OLTp0/nOS/jGqbU1FQtfvfdd/P8Hih8Ll++rMXdu3fX4jZt2piOufXWW3Mc86+//tLiFStWmPpMnTpVi2NjY7V4z549Wrx///4c3xO4EV28eFGL3XGuB/AP7jgBAAAAgAUmTgAAAABggYkTAAAAAFhgjZOHGNcziYg8//zzWly8eHEt/uWXX7T4+++/d3te8CzjvkYi7tljyfgZ9caNG2vx8uXLtXjs2LGmMTp37qzFxjV2Fy5cyPF1EZFRo0ZpcaNGjbR43LhxWvzbb7+ZxsCN76effnKqzVVPPfWUFhv3q/n999+1+NSpU3l+T6CwMe5fZvT6669r8bZt2zyYDW4UxnO0o7WqRsZaM8Y3Iu44AQAAAIAFJk4AAAAAYIGJEwAAAABYYOIEAAAAABYK1cMhDh48aGozLlgvrHx8fLT4xRdfNPV54IEHtPjIkSM5HnPt2jU3ZYf8cvToUVPb3r17tTg6OlqL27Vrp8UfffSRaQzjxrLHjh3T4qZNm2qxowc77N69W4uNDycxblY7YMAAyzyMD4Nw9FAKIDcqVqxo2ce40ed7773nmWTg9UaMGKHFK1eu1OISJUpo8ccff2wa47HHHnN/YrlgzNX4EJQZM2bkZzrATYU7TgAAAABggYkTAAAAAFhg4gQAAAAAFgrVGqe1a9ea2ozrgIoWLarFxs/6Jicnuz8xEalfv74WDx48WIuNG5LeeuutlmP27dtXizdt2pTL7FCYGdcKffvtt1rcpUsXLXa08fHkyZO12LjGyei2224ztY0cOTLHPjabTYv//vtv0xivvvqqFi9dujTHPIDceu211yz7fP3111rMRp/Izo4dO7T4pZde0uJ58+Zpca9evUxj/Pvf/9bi/Ki3WbNmmdpKlSqlxV988YUWX7lyxaM54cZg3ODWmQ1vwR0nAAAAALDExAkAAAAALDBxAgAAAAALhWqNkzNq1aqlxca9GKzWfuTW7bffrsURERE59ne01mr58uVa/Pvvv+c9MRR6SUlJWty5c2ctNq7ta968uWkM42fYjYzrk5RSrqQoIiJz587V4uHDh5v6nD592uVxAWfUqVNHi3v27Gl5jKP1gIAzfvnlFy1euHChFj/00EOmY2JiYrTYE2uc2rZtq8X33nuvqc/Jkye1eMyYMW7PAze+0aNHF3QKXok7TgAAAABggYkTAAAAAFhg4gQAAAAAFgr9GifjvjGjRo3SYuP+SfklMzNTi8+cOaPFxn13RETefvttj+YE72Bch2dcP/fAAw+YjqlataoWP/HEE1o8e/ZsLXZmjdOcOXO0OD4+3vIYwFOM5/JbbrnF1MdY1+xXg9w6cOCAFhv3DWvZsqXpGOOakMjISC1+5ZVXLN+3evXqWty0aVMtnjJlihYXL17cNMa7776rxXFxcZbvC7hj3ybjGryffvop9wl5Ke44AQAAAIAFJk4AAAAAYIGJEwAAAABYYOIEAAAAABZsysmdMo0bbBaUsmXLarFxA9y6det65H1nzZqlxdu3b9fiGTNmeOR980NuNkv1RoWlhuF+1LD3GzZsmBZPmjTJ1Oevv/7S4gYNGng0p/xEDRcuZcqUMbUZf88bN8RNSEjIsb+IebPaiIiIHPP45ptvTG0vvPCCFu/fvz/HMfLLzVDD3lK/jhgfBrF27VotfuONN7T49ddf93BGhYuz9csdJwAAAACwwMQJAAAAACwwcQIAAAAAC163xgnudzN8LlmEGr6RUcPez7hutF69eqY+I0aM0OJ33nnHoznlJ2q48CtWrJgW16hRQ4uNm+jeddddpjGMm9caffnll1q8bds2U59r167lOEZBuRlq2JvrFzljjRMAAAAAuAkTJwAAAACwwMQJAAAAACz4FnQCAADExcVpsaM1TkBBSklJ0eLNmzdrcffu3fMzHQAFgDtOAAAAAGCBiRMAAAAAWGDiBAAAAAAWWOMEAChwK1eu1OIqVaqY+vz+++/5lQ4AACbccQIAAAAAC0ycAAAAAMACEycAAAAAsMDECQAAAAAs2JRSyqmONpunc0EBcbIEvB41fOOihuHtqGF4u5uhhqnfG5ez9csdJwAAAACwwMQJAAAAACwwcQIAAAAAC06vcQIAAACAmxV3nAAAAADAAhMnAAAAALDAxAkAAAAALDBxAgAAAAALTJwAAAAAwAITJwAAAACwwMQJAAAAACwwcQIAAAAAC0ycAAAAAMACEycAAAAAsMDECQAAAAAsMHECAAAAAAtMnAAAAADAAhMnAAAAALDAxAkAAAAALDBx+p/BgwdLx44dCzqNHK1cuVJCQ0Pl1KlTBZ0KCiFqGN6OGoa3mzhxotSsWVMyMzMLOpVsUcPICedhCyofzZ07V4mI/SsgIEBVq1ZNDRkyRB0/fjxXYyYkJGhjXv/1+eefOzXGgQMHlJ+fn/rxxx+19mnTpqnY2FgVFRWlRET179/fpdwyMjLUhAkTVMWKFVVAQICqV6+eWrhwocO+cXFx6s4771QhISEqLCxM9e3bV508edLUr0GDBmrYsGEu5QH38UQNK6XU3r17Vc+ePVXx4sVVUFCQatmypakec0INw1meqOHRo0dnex4WEbVhwwbLMahhOMsTNXzkyBHVp08fVb16dRUaGqqKFSummjZtqubNm6cyMzOdGiMlJUWFh4erjz/+2PTasmXLVKNGjVRAQICKiopS//rXv1R6errlmK7+bC1atEjddtttqlixYio8PFzdcccd6ptvvjGNSw0XLE9dS1zvs88+UyKiQkJCnD6G87C1Apk4jRkzRs2fP1/NmjVL9e/fXxUpUkRVqlRJXbp0yeUxsyZODz74oJo/f772dfDgQafGGDp0qKpevbqpPTo6WoWHh6vOnTsrX19flwtlxIgRSkTUE088oWbOnKm6du3qcEJ3+PBhVaJECVWlShX1/vvvq/Hjx6uwsDDVoEEDdfXqVa3vtGnTVHBwsDp//rxLucA9PFHDiYmJqkSJEqpUqVJq/Pjx6r333lMNGjRQvr6+at26dU6NQQ3DWZ6o4T/++MN0/p0/f76KiopSYWFhphpwhBqGszxVwzExMeqVV15RM2bMUB9++KHq0aOHEhE1cuRIp8aYMmWKKlq0qLp8+bLW/t133ymbzabatm2rZs6cqZ555hlVpEgR9dRTTzmVl7M/Wx988IESEdW1a1c1ffp0NWXKFNWgQQMlIurLL7/UxqWGC5Ynavh6Fy5cUGXLllUhISEuTZw4D1srkInT77//rrU///zzSkSynX3mJGviNGnSpFzllJaWpkqUKKFGjRpleu3gwYP2vzSFhIS4VChJSUnKz89PDRkyxN6WmZmpWrdurcqXL6+uXbtmbx80aJAKCgpShw4dsretWrVKiYj66KOPtHFPnDihfHx81Jw5c5zOBe7jiRoePHiw8vX1VfHx8fa2S5cuqaioKNW4cWPL46lhuMITNexIYmKistls6oknnrDsSw3DFflVw0op1a1bNxUSEqLVSnbq16+v+vbta2qvXbu2atCggXaH6dVXX1U2m03t3r3b5Zyy+9mqVq2aatq0qXaHLCUlRYWGhqoePXpofanhguXpGh4+fLiqUaOG6tOnj9MTJ87DzikUa5zatWsnIiIJCQn2tv3798v+/ftdGufSpUuSlpbm0jEbNmyQ5ORk6dChg+m16OhosdlsLo2XZdmyZZKeni6DBw+2t9lsNhk0aJAkJSXJr7/+am//8ssvpVu3blKhQgV7W4cOHaR69eqyePFibdySJUtK/fr1ZdmyZbnKC56Rlxpev369NGrUSGrUqGFvCw4Olh49esi2bdtk7969OR5PDcMd3HUezvL555+LUkr69Olj2Zcahju4u4ZFRCpWrCipqamW1xYJCQmyc+dOUw3HxcVJXFycDBw4UHx9fe3tgwcPFqWULFmyxOWcsvvZOn/+vJQsWVL7eSlatKiEhoZKUFCQ1pcaLpzcUcN79+6VKVOmyOTJk7Was8J52DmFYuKUVRARERH2tvbt2/9fe/cdHlW1NX58hZJOC4SWQAjSRboI0kQp0kECAopcBKPgpclPEcXLlSYoL4gIKBZs4KUIUnxBig1EUAKiCJESkF5CIPQAYf/+8Gbe7HOGOWfCTCaTfD/Pk+c+a8/eexaXleNs5uyz5aGHHrI9x6uvvirh4eESHBws9957r6xdu9bWuM2bN0tAQIDUrVvXvaQt7NixQ8LCwqR69epae8OGDR2vi4gcO3ZMTp8+LQ0aNDDN0bBhQ0e/zOrXry+bN2/2aL64M3dSw2lpaab/qIn8vXgSEUlISHA5nhqGJ3jiOpzZ/PnzpVy5ctK8eXPLvtQwPMETNXz16lVJTk6WQ4cOyccffyzz5s2Txo0bO71GZ5ZRC/Xq1dPaM2rHWFtly5aV6Ohop7Vl5Xa/Ww888ICsWbNGZs6cKYcOHZLExER59tlnJTU1VYYNG2aahxrOeTxRw8OHD5eWLVtK+/bt3XpvrsP22F+KelBqaqokJyfLtWvX5Mcff5Rx48ZJSEiIdOzY0e258uXLJ23atJFu3bpJVFSUJCUlybRp06Rdu3ayYsUK6dChg8vxiYmJEhERIYULF87qH8epEydOSKlSpUwr9DJlyoiIyPHjxx39Mrcb+6akpEhaWpoEBQU52itWrCjJycly+vRpKVmypEfzhj2erOGqVavKxo0b5eLFi1KoUCFH+6ZNm0Tk74uJK9QwssKTNWz0xx9/yG+//SYvvPCCrX+lpIaRFd6o4RkzZsjo0aMd8UMPPSTz5s2zHJeYmCgiIrGxsVq7VW1l1KBdrn633nrrLUlOTpahQ4fK0KFDRUSkRIkSsmHDBmncuLFpLmrY9zxdw1999ZWsXbtWdu7c6fZYrsP2+GThZPwaMCYmRubPny9RUVGOtkOHDtmaq3z58vL1119rbX379pUaNWrIyJEjLRdOZ8+elWLFitlL3A1Xr17V/nIzBAcHO17P/L9WfTO/npFvcnIyFzsf8WQNDxo0SFauXCmPPvqoTJw4UcLCwmT27Nmybds2Efm/GrkdahhZ4ckaNpo/f76IiK3b9ESoYWSNN2q4d+/e0qBBAzlz5oysWrVKTp06ZXkNFvm7hgsUKCDh4eFau1VtXbhwwa38XP1uhYaGStWqVSU6Olo6duwoFy9elOnTp8sjjzwiGzdulEqVKmn9qWHf82QNX79+XUaMGCHPPPOM1KhRw+1cuA7b45OF06xZs6RKlSpSoEABKVWqlFStWlXy5fPcXYMRERHSv39/mTx5shw9elSio6Nd9ldKeey9M4SEhEhaWpqp/dq1a47XM/+vnb4ZMvLN6v2muHOerOF27drJzJkz5cUXX3Tc5lGpUiWZOHGivPDCC6b/EDtDDcNd3roOK6VkwYIFUrNmTalVq5Zb4zyNGs7dvFHDMTExEhMTIyJ/L6Li4+OlVatW8ueff1rerueMVW25M6fV71aPHj2kQIECsnLlSkdbly5dpHLlyvLyyy/LwoULTfOJUMO+5Mkanj59uiQnJ8urr76a5Xy4DlvzycKpYcOGTu9h9KRy5cqJiEhKSorLhVPx4sXl3LlzHn//MmXKyLfffitKKe0vNOOryLJlyzr6ZW7P7MSJExIREWFafWfkW6JECY/nDXs8XcP//Oc/pX///vLbb79JYGCg1KlTRz744AMREalSpYrLsdQwssJb1+Eff/xR/vrrL3nttddsj6GGkRXZ8VkiLi5O3nvvPfnhhx+kbdu2t+1XvHhxuXnzpumW68y1lfG5JMOJEycc+zzscPW7lZSUJGvWrJG5c+dq7REREdK0aVP58ccfTWOoYd/zVA2npqbKhAkTZPDgwXLhwgXHN5mXLl0SpZQcOnRIQkNDXX4rw3XYnhzxcAhvSEpKEhGRyMhIl/2qVasm586dk9TUVI++f506deTKlSuyZ88erX3r1q2O10VEoqKiJDIy0nFbVmY///yzo19mBw8elBIlSlj+2eBfwsLCpHHjxlK/fn3Jnz+/rF+/XkJCQqRJkyYux1HDyEnmz58vAQEB0qdPH9tjqGHkVBm3D1nVZrVq1UREfxqayP/VmLG2jh8/LkePHnVaW7fj6nfr1KlTIiKSnp5ueu3GjRty8+ZNUzs1nHucO3dOLl26JK+//rrExsY6fr744gu5cuWKxMbGSnx8vMs5uA7bk2MXTnYfv3jmzBlT27Fjx+TDDz+UWrVqOd1kllnjxo1FKWX55DJXUlNTJTExUSu2Ll26SMGCBWX27NmONqWUvPPOOxIVFSX333+/o7179+6yatUqOXLkiKNtw4YNsnfvXunRo4fp/RISEpxu9ETOciePwd28ebMsXbpUBgwYIEWKFHHZlxqGt7hbwzdu3JDFixdL06ZNtcfJWqGG4S138llCROSDDz6QgIAA09PyjDJqwfih7+6775Zq1arJ3LlztUXNnDlzJCAgQOLi4hxtzmo4g9XvVqVKlSRfvnyycOFC7Xaro0ePOo68MKKG/YOdGi5ZsqQsW7bM9NOyZUsJDg6WZcuWaQ89cYbrsE3Zc1zU32534JczMTExKiYmxrLfP/7xD9WsWTP173//W82dO1e99NJLqnjx4iowMFB9++23luPT0tJU8eLFnZ4MvmLFCjV+/Hg1fvx4FRgYqOrWreuId+7cafpzzZs3Txv//PPPKxFR8fHx6r333nOclDx//nyt3+HDh1Xx4sXVXXfdpd566y01adIkVaxYMXXPPfeoa9euaX0zDvx6//33Lf9s8Dxv1PChQ4dUw4YN1YQJE9T777+vRowYoUJCQlTdunVtnYhNDcMd3qjhDCtXrlQiot555x23cqKG4Q5v1PCwYcNUgwYN1JgxY9TcuXPV5MmT1b333qtERA0ZMsRWXjVr1lS9e/c2ta9cuVIFBASoBx98UM2dO1cNHTpU5cuXz3SA7e1qOGMOq9+tgQMHKhFRLVu2VDNnzlSTJk1S0dHRKn/+/Or777/X+lLDvuXN63Bm/fr1s30ALtdhe/x+4bRgwQLVvHlzFRkZqQoUKKBKlCihunXrphISEmznNXToUFWpUiVTe79+/ZSIOP3JXBS3K5T09HQ1adIkFRMTowIDA9Xdd9+tPvvsM6c57Nq1S7Vp00aFhoaqokWLqscee0ydPHnS1G/OnDkqNDTU1gdqeJ43ajglJUV16dJFlS5dWgUGBqrY2Fg1atQot/6OqWHY5c3/YPfq1UsVLFhQnT171u28qGHY5Y0aXrt2rerYsaMqW7asKliwoCpUqJBq0qSJmjdvnrp165atvKZNm6bCw8PVlStXTK8tW7ZM1alTRwUFBano6Gg1ZswYdf36dad/LmcLJzu/Wzdu3FAzZ85UderUUeHh4So8PFy1bNlSffPNN6a+1LBv5cSFk1Jch+0IUMoLj9DwM0lJSVKtWjVZvXp1lg97zC5169aVBx54QKZPn+7rVJCDUMPwd9Qw/F1qaqpUrFhRXn/9dRkwYICv03GJGoYzXIetsXD6r0GDBsn+/ftl3bp1vk7lttasWSNxcXGSlJTEmQswoYbh76hh+LspU6bIvHnzZPfu3R49ZsWTqGG4wnXYNRZOAAAAAGAhZ/5zCAAAAADkICycAAAAAMACCycAAAAAsMDCCQAAAAAssHD6r0WLFklERIRcunTJ16nc1tmzZyUsLEz+93//19epIAeihuHvqGH4u59//lkCAwPlr7/+8nUqt0UN43a4BlvL1oXTRx99JAEBAbf92bJlS5bmrVChgtP5nnnmGVvj09PTZezYsTJkyBAJDw93tK9du1YGDBggNWvWlPz580uFChXczm3FihVSr149CQ4OlvLly8vYsWPl5s2bpn7nz5+X+Ph4iYyMlLCwMGnZsqVs375d61O8eHEZOHCgvPLKK27nAc/wVg1funRJhg8fLtHR0RIUFCTVq1eXOXPm2B5PDcMub9Twd99953LOiRMnWs5BDcMub12HR4wYIfXq1ZOIiAgJDQ2V6tWry7///W+3PkS+/PLL0rt3b4mJidHa9+zZIw8//LCEh4dLRESE9O3bV86cOWM5n7u/WwkJCdKxY0cpXbq0hIeHS61ateStt96S9PR0Rx9q2Le8Vb+ZHThwQIKDgyUgIEC2bdtmawzXYHsK+OJNx40bJ7Gxsab2SpUqZXnOOnXqyMiRI7W2KlWq2Bq7cuVK+fPPPyU+Pl5rX7BggSxcuFDq1asnZcuWdTun1atXS9euXeWBBx6QmTNnyu+//y4TJkyQ06dPax+Kb926JR06dJCdO3fK888/LyVKlJDZs2fLAw88IAkJCVK5cmVH32eeeUbeeust+eabb+TBBx90Oyd4hidrOD09Xdq2bSvbtm2TZ599VipXrixff/21DB48WM6dOycvvfSS5RzUMNzlyRquXr26fPrpp6b2Tz/9VNauXStt2rSxnIMahrs8/Vnil19+kWbNmkn//v0lODhYduzYIZMnT5b169fLDz/8YHku06+//irr16+XzZs3a+1Hjx6V5s2bS5EiRWTSpEly6dIlmTp1qvz++++Ob6hux53frYSEBLn//vulcuXKMmrUKAkNDZXVq1fLsGHD5MCBAzJjxgxHX2rY97zxWTjDiBEjpECBApKWlmZ7DNdgm1Q2mjdvnhIR9csvv3h03piYGNWhQ4csj+/cubNq2rSpqf3YsWPq+vXrSimlOnTooGJiYtyat0aNGqp27drqxo0bjraXX35ZBQQEqD179jjaFi5cqERELV682NF2+vRpVbRoUdW7d2/TvDVr1lR9+/Z1Kxd4hjdqeNGiRUpE1AcffKC1d+/eXQUHB6tTp05ZzkENwy5vXYedqVSpkqpcubKtvtQw7MrOGp46daoSEfXTTz9Z9h06dKgqX768unXrltY+aNAgFRISov766y9H27p165SIqHfffTdLeTn73XrqqadUYGCgOnv2rNbevHlzVbhwYdMc1LBveLt+16xZowIDA9WYMWPceh+uwfbk2D1OJ06ckMTERLlx44btMdevX5fLly+79T7Xrl2TNWvWSKtWrUyvlS1bVgoWLOjWfBl2794tu3fvlvj4eClQ4P++2Bs8eLAopWTJkiWOtiVLlkipUqXkkUcecbRFRkZKz549Zfny5aZ/MWjdurWsXLlSFGcX52h2a3jjxo0iItKrVy+tvVevXnLt2jVZvny5y/HUMLwlK9fhDD///LPs379fHnvsMcu+1DC85U5qWEQctyWdP3/esu+XX34pDz74oAQEBGjtX3zxhXTs2FHKly/vaGvVqpVUqVJFFi1a5HZOt/vdunDhggQHB0vRokW19jJlykhISIhpHmo453O3fm/cuCHDhg2TYcOGyV133WX7fbgG2+eThVNqaqokJydrP2fPntX6jB49WqpXry7Hjh2zNec333wjoaGhEh4eLhUqVNC+knYlISFBrl+/LvXq1XP7z+HKjh07RESkQYMGWnvZsmUlOjra8XpG33r16pluA2jYsKFcuXJF9u7dq7XXr19fzp8/L3/88YdHc4Z9nqzhtLQ0yZ8/v+l2jdDQUBH5u0ZdoYaRFd64Dmc2f/58ERFbCydqGFnhjRq+efOmJCcny/Hjx2Xt2rUyZswYKVSokDRs2NDluGPHjsnhw4dNNXzs2DE5ffq0qQZF/q6tzDVo1+1+tx544AG5cOGCPP3007Jnzx7566+/5J133pGlS5fK6NGjTfNQw77ljfp988035dy5czJmzBi3cuEabJ9P9jg5W9EGBQXJtWvXsjRfrVq1pGnTplK1alU5e/asfPTRRzJ8+HA5fvy4TJkyxeXYxMREERGn95neiRMnTojI3//SY1SmTBk5fvy41rd58+ZO+4mIHD9+XO655x5He8WKFUXk75V8zZo1PZo37PFkDVetWlXS09Nly5Yt0rRpU0d7xjdRVhdMahhZ4enrcGbp6emycOFCadiwoa379alhZIU3anjbtm3SuHFjR1y1alVZsWKFREREuBx3uxq2qsGUlBRJS0uToKAgW/m5+t166qmn5I8//pB3331X3n//fRERyZ8/v7z99ttOH5ZFDfuWp+v35MmTMn78eJk6daoULlzYrbFcg+3zycJp1qxZpgc35M+fX4s/+ugj+eijj2zNt2LFCi3u37+/tGvXTqZNmyZDhgyR6Ojo247NWN0XK1bM1nvZdfXqVRERpxfD4OBguXDhgtb3dv0yz5UhI9fk5GSP5Qv3eLKG+/TpI+PGjZMnn3xSZs2aJZUrV5a1a9fK7NmzRcT8929EDSMrPH0dzmzDhg1y6tQpWw82EaGGkTXeqOEaNWrIunXr5PLly7J582ZZv369rafq3a6GrWowo4/dhZOr3638+fPLXXfdJW3btpUePXpIcHCwfP755zJkyBApXbq0dO3aVetPDfuWp+t31KhRUrFiRRk4cKDbuXANts8nC6eGDRs6/draUwICAmTEiBHy9ddfy3fffSePP/645RhP3yOZcT+xsyeaXLt2TbvfOCQk5Lb9Ms+VISNX433UyD6erOHSpUvLihUrpG/fvo4nJBUuXFhmzpwp/fr10x4L6go1DHd48zo8f/58yZ8/vzz66KNujaOG4Q5v1HDhwoUd3wR06dJFFixYIF26dJHt27dL7dq1Lccba9iqBjP3scPV79bkyZNlxowZsm/fPsd/N3r27CktW7aUZ599Vjp27KjtM6GGfcuT9btlyxb59NNPZcOGDZZPf3SFa7C1HPtwiDtVrlw5ERFJSUlx2a948eIiInLu3DmPvn/GV4sZX1NmduLECe2RjmXKlLltPxExPf4xI9cSJUp4LF/4VvPmzSUpKUl27NghmzZtkmPHjkmjRo1ExPqx+tQwcpKrV6/KsmXLpFWrVlKqVClbY6hh5FQZG9X/85//uOx3uxq2qsGIiAjb3zZZ/W7Nnj1bHnzwQdM/tnXu3FmOHz8uhw4d0tqp4dzjhRdekGbNmklsbKwcOnRIDh065Pgm5sSJE3L48GGX47kG25drF05JSUki8vcTOVypVq2aiIgcPHjQo+9fp04dERHTwWPHjx+Xo0ePOl7P6Lt9+3a5deuW1nfr1q0SGhpq+uCckWv16tU9mjN8K3/+/FKnTh1p0qSJhIeHy/r160XE+X3QmVHDyElWrFghFy9etPVQiAzUMHKqtLQ0uXXrlqSmprrsd7sajoqKksjISKeHkP78889aDVqx+t06deqUdtBthownshkPHKWGc4/Dhw/LDz/8ILGxsY6f559/XkT+XjjXqlXL5Xiuwfbl2IWT3UcwpqSkmC4UN27ckMmTJ0tgYKC0bNnS5fj69etLYGCg7ZOVnblx44YkJiZqK+W7775bqlWrJnPnztXymzNnjgQEBEhcXJyjLS4uTk6dOiVLly51tCUnJ8vixYulU6dOpn+NSkhIkCJFisjdd9+d5ZzhfXfyGNwzZ87IlClTpFatWpYLJ2oY3pKVGl6wYIGEhoZKt27dbI+hhuEtdmv4/PnzTvtkPGTB6paqqKgoKVeunNMa7t69u6xatUqOHDniaNuwYYPs3btXevTo4WhzVsOZWf1uValSRdatW6c9mS09PV0WLVokhQoVMj2emhrO+ezW79y5c2XZsmXaz5AhQ0REZOrUqY4nMd4O12D7fLLHafXq1Y4neGR2//33O56SMXr0aPn444/l4MGDjnMUnFmxYoVMmDBB4uLiJDY2VlJSUmTBggWya9cumTRpkpQuXdplLsHBwdKmTRtZv369jBs3Tnvtt99+czx4Yv/+/ZKamioTJkwQEZHatWtLp06dROTvp55Vr15d+vXrp23ie+ONN6Rz587Spk0b6dWrl+zatUvefvttGThwoLZCjouLk0aNGkn//v1l9+7djtOS09PT5dVXXzXlvG7dOunUqRP3JfuQJ2tYRKRFixbSuHFjqVSpkpw8eVLmzp0rly5dklWrVlner0wNIys8XcMif/9D1urVq6V79+629+aJUMPIGk/W8HfffSdDhw6VuLg4qVy5sly/fl02btwoS5culQYNGtjaK92lSxdZtmyZKKW0unjppZdk8eLF0rJlSxk2bJhcunRJ3njjDbnnnnukf//+jn63q2ERe79bL774ojz++ONy3333SXx8vISEhMjnn38uCQkJMmHCBNNZPNSwb3myfjP2R2eWcfZYixYtLBf+XIPdkJ2n7Waclny7n3nz5jn69uvXT4mIOnjwoMs5t23bpjp16qSioqJUYGCgCg8PV02bNlWLFi2yndfSpUtVQECAOnz4sO18+/Xr5+h38OBBU1uGZcuWqTp16qigoCAVHR2txowZ4ziBObOUlBQ1YMAAVbx4cRUaGqpatGjh9LTnPXv2KBFR69evt/3ng+d4o4aVUmrEiBGqYsWKKigoSEVGRqo+ffqoAwcO2M6LGoZd3qphpZR65513lIioFStWuJ0XNQy7vFHD+/fvV0888YSqWLGiCgkJUcHBweruu+9WY8eOVZcuXbKV1/bt25WIqI0bN5pe27Vrl2rTpo0KDQ1VRYsWVY899pg6efKk1sdVDdv93VqzZo1q0aKFKlGihAoMDFT33HOPeuedd0z9qGHf8eY12Nn7OLuGOcM12J4ApTgyOj09XWrUqCE9e/aU8ePH+zodl4YPHy4//PCDJCQk8K9EcKCG4e+oYeQGDz30kJQtW1Y+/fRTX6fiEjUMI67B9rBw+q+FCxfKoEGD5PDhw27dYpKdzp49KzExMbJo0SJp3769r9NBDkMNw99Rw/B3W7dulWbNmsm+ffskJibG1+k4RQ3jdrgGW2PhBAAAAAAWcuxT9QAAAAAgp2DhBAAAAAAWWDgBAAAAgAUWTgAAAABgwfYBuDyuMvfKK88HoYZzL2oY/o4ahr/LCzVM/eZeduuXb5wAAAAAwAILJwAAAACwwMIJAAAAACywcAIAAAAACyycAAAAAMACCycAAAAAsMDCCQAAAAAssHACAAAAAAssnAAAAADAAgsnAAAAALDAwgkAAAAALLBwAgAAAAALLJwAAAAAwAILJwAAAACwwMIJAAAAACywcAIAAAAACwV8nYAv1K9fX4u7du2qxd27dzeNqVq1qhYHBARosVJKi7dv326aY8+ePVo8adIkLU5MTHSeMAAAsCU8PNzUFh0drcWDBw92OceHH35oavv111/vKC8A/o9vnAAAAADAAgsnAAAAALDAwgkAAAAALAQo4+ac23U07Onxlfj4eC2uVq2aFjdr1sxyjnr16mmx8f8CZ39WY5/33ntPi5ctW6bFa9eutcwjp7BZAn4vp9QwPI8ahr+jhrPOuKfp+eefN/UZM2aMW3Omp6eb2hYuXKjFw4YN0+KUlBS33iO3yQs1zDXYPf/5z39MbStXrtTi+fPnZ1c6LtmtX75xAgAAAAALLJwAAAAAwAILJwAAAACw4Hd7nG7duqXFxvSvXLliGmM8H2njxo0uXz9z5oxpDuMeptwkL9yXLJJzajgrHnjgAS1+5JFHtNh49ljZsmVNcxjPFlu8eLEWT548+Q4y9C1qGP6OGs66iRMnavGLL77o8fdw5uTJk1rcv39/Lfanvc6ekBdqmGuwa/ny6d/HGH9HRETefvttLR43bpxXc7KLPU4AAAAA4CEsnAAAAADAAgsnAAAAALDAwgkAAAAALBTwdQLuWrp0qRZ37dpVi40PehARuffee72ZEnBHSpcurcXGGhcRadiwoRYbN6gePXpUi//880/THOXLl9fiCRMmaPFff/2lxZ9//vltMoY/a9eunRZ/+eWXWlywYEG357x69aoWr1ixwnKMsd5mzJihxffdd59pTHJyshZv2rTJborIxQ4dOmTZx7jxe9asWVr8xx9/aLGz3wPjJnbjtXv58uVaPGXKFNMcr7/+uhY7e6AV4K/q1q2rxSVKlPBRJt7DN04AAAAAYIGFEwAAAABYYOEEAAAAABb8bo/ToEGDtLh+/fpaHBMTYxpj3Ntx+PBhzycG2GS85/err77S4jp16pjGGGv26aef1uKtW7dqcWpqqmmOcuXKabHxfvwePXpo8cKFC01zGPvs2LFDi/ft26fFeeFARH9jvEZmZU+TUUhIiBY/+uijbs8xYsQILXaWl/EAdGPdL1myRIt3795tmsO4H8bZfkD4F+NeZ2eMB34PGzbM7ffZuXOnFi9btkyLIyIitPiVV14xzXHXXXdp8ZNPPqnFN27ccDsvoEqVKlo8depUU58hQ4ZosXGfaXb5/fffffK+nsI3TgAAAABggYUTAAAAAFhg4QQAAAAAFvxuj9OZM2e0eO7cuVpsPJtGxLynhD1O8KXnn39ei417mo4fP24aU7VqVS2+fv262+975MgRLTbuV0pLS9Pi9u3bm+ZYsGCBy/cIDw/XYuP5PvC9Dz74QIuNeyoqVapkGmN1zQwODtbiLl26uJ1X9erVtTgyMtLUJ18+/d/6Gjdu7DJ25tq1a1r8xhtvaPHYsWMt50DOYrxWGffCiTj/bOAu47lhxjp/7bXXtLhp06amOfr06ePyPfr376/FN2/edCdF5FGNGjXS4o4dO5r6fPzxx1rsjT1Ozv77YXTs2DGPv2924hsnAAAAALDAwgkAAAAALLBwAgAAAAALAcrmQSsBAQHeziVLXn75ZS0eP368qU/fvn21ODEx0e332bNnjxZfuXLF7Tlyqrxy1o6varhXr15a/Omnn2rx+fPntTg2NtY0x6VLlzyel1GNGjW02Hg/v4hIkSJFtNh4FlT37t21OLtqixr2fzVr1tTi1q1bW44x7hcxnutnx4ULF7TYeM6VszPRvIEazrp169Zp8YMPPmjqYzw/yXielyfcd999Wmw8o09EpFixYi7n6N27txYvWrTozhPLJnmhhnPqNfijjz7S4ieeeMLU5/7779fiLVu2eDyPDRs2aHHdunVNfUqWLKnFOWUfn9365RsnAAAAALDAwgkAAAAALLBwAgAAAAALLJwAAAAAwILfHYBrPBRx4MCBWuxsc5fx0C/j5j7jGGeb/5YtW6bF8+fPd/k6kKFWrVpabDzE848//tDi7HgQhDNHjx51e8zFixe1OC9sDoZ37Nq1y2XszJw5c7Q4KipKi1988UXTmAEDBmhx4cKFtXjkyJFa/K9//csyD/iW8eFNzh4OYcX4WcLZQbXvvvuuW3N+/vnnprbBgwe7HFO5cmW33gN5U6FChbT4oYce0mJnDxX5+eefvZqTiEjBggW12Nlh1DnlYRBZxTdOAAAAAGCBhRMAAAAAWGDhBAAAAAAWcvweJ+Oepu+//16Ly5cvr8Xbt283zWG8/9nZwZ6ZPfXUU6Y248GKjzzyiBYb93Y0bNjQMo/cdIgubs948KLRlClTsikT19q2bavFISEhlmP86XBG5D7Xrl3T4gMHDmixs98t4x4n4z4940GSyPm2bdtm2ce41zQ4OFiL3377bS027tUQEWnRokUWsnOPca/Vn3/+aepjPPA3uw5pRs5hPLDeuL9z69atpjHO9hvdqaJFi2px9erVtdhYq7kB3zgBAAAAgAUWTgAAAABggYUTAAAAAFjI8Xucqlat6jJeunSpFvfo0eOO33Pu3LmmthIlSmjx448/rsVdu3bVYmfPy9+9e7cWG3NNTEx0J03kQKGhoaa2bt26uRxz/Phxb6XjUmBgoBZPmjTJ5esi5jOm7Jy1A/hKly5dLPsYz0OJi4vT4tdff92jOcHzvvzySy12tpfjm2++0eJSpUppsXG/nLM9TtnBuG974cKFpj7G/dHx8fFavHz5cpf94f+aNm3q8nXj8wC85dFHH9Xi4sWLa/EPP/yQLXlkJ75xAgAAAAALLJwAAAAAwAILJwAAAACwEKCMBxDdrmNAgLdzyVWM9xyLmM+HiomJ0eJ27dppcUJCgucTc8JmCfi97KhhZ3ucjOfEGNWrV0+Ld+7c6dGcMhjv2X/ooYe0+KuvvrKc46233tLiESNG3HliHkANQ0SkYsWKWuzsdyksLEyLL1y4oMWxsbFafO7cOQ9l5xo17FsdOnTQ4p49e5r6REREaHH79u29mlNWGfee9unTx9Tnjz/+8Pj75oUa9lX9BgUFabFxz3yRIkW0uF+/fqY5jPutjfv8jNfG5s2bW+Zl/P/DGI8cOdI0Zvr06Zbz+oLd+uUbJwAAAACwwMIJAAAAACywcAIAAAAACyycAAAAAMACD4fIRsZDdI0HlBkPDhs0aJBpjmXLlnk8r7ywoVMke2rY2aGxe/bs0eIKFSpo8YsvvqjFb7zxxh3nUaZMGVNb3759tfi1115ze97sepCFu6hhiIgMGzZMi+1sQv6f//kfLX7++ec9mpNd1HDOlz9/fi02Hp5sZNx8L2L+ez59+rTLOV599VVT25NPPqnFzh5KlNn69etNbaNGjdLiX3/91eUcduSFGvZV/Rof/pCVh9YYD4Y2fjY5dOiQ23MaHzIVHBysxWlpaaYxTz/9tBZ/8sknbr+vN/BwCAAAAADwEBZOAAAAAGCBhRMAAAAAWGCPkw8ZDxcz3mtvPCBXRGTSpEla/Oabb95xHnnhvmQR39VwdHS0FhsPrgsPD9fiDRs2mOb44osvtLhGjRpabLzXvlmzZqY5jPfb37x5U4uN91AfPnzYNIdxj1NKSoqpjy9Qw3lTpUqVtHjHjh1abDzQUUTk8uXLWnzvvfdqcWJiooeycw817FvGPchVqlQx9dm8eXN2pePS/fffr8Vz5szR4po1a1rOsXbtWi1u167dHeeVF2rYV/Vr3Dtk3F9csmRJLTZ+VhQR+fjjj7XYan+dHcbPCcbPO5cuXTKN+f3337W4SZMmd5yHJ7DHCQAAAAA8hIUTAAAAAFhg4QQAAAAAFtjjlINYnfMkIlK1alUtLlCgwB2/b164L1kk59Rw586dtfjll1/W4gYNGljOcePGDS0+ePCgFv/444+mMZ9//rkWr1q1SouNZ1B99NFHpjkGDBhgmZsvUMN5g/Ea+f7772ux8XfLmZEjR2qxnbOesgM1nL06deqkxcb9wmXLljWN6dWrlxYvX77c43llhXGP6/bt27W4YsWKpjEXL17UYuOfbc2aNW7nkRdqOKfUb+HChbXY+FnQW/uPo6KitNi4J3T//v1a3K9fP9McV65ccTnGV9jjBAAAAAAewsIJAAAAACywcAIAAAAAC3e+QQYek5ycrMWbNm0y9alWrVp2pQMvWbFihRavXr1ai+vXr285x/Xr17XYeE+7M8ZzSYx7moyWLFliOSeQnV588UUtttrTlJSUZGqbMWOGR3OCfzKen2fc0+Ts+mg8T69p06ZavGXLFg9l5x7jfqXevXtr8U8//WQaY9wXNWrUKC3Oyh4nZJ8LFy745H0ffvhhLTaelWfcO/3bb795PafsxjdOAAAAAGCBhRMAAAAAWGDhBAAAAAAWWDgBAAAAgAUeDpGDGB/80LVrV1Of3bt3Z1M2yC7Gw2y9tcHYeHCdla1bt3olD8AO44GcIiIjRoxwOeby5cta7OwaeuvWrTvKC7mD8UBw4/VxypQppjHGw0/z58/v+cQ8oHbt2lps59DW3LiJH55XrFgxl69/99132ZOID/GNEwAAAABYYOEEAAAAABZYOAEAAACABb/b42S8x/3MmTNa/Nlnn2VnOnckJiZGiydOnKjFoaGhpjE9evTwak7IveLi4nydAnBbLVq00OJ3333X1Mdqr8Y//vEPLd61a9cd54W8Ye7cuVpsPOhTRKRly5Za/Mknn2jx999/r8WTJ082zbF3796spugwbNgwLR44cKAW33XXXVpsZ48T4AlpaWm+TsHr+MYJAAAAACywcAIAAAAACyycAAAAAMBCjt/j1K1bNy2eOnWqFhvvS86uPU6RkZFabMzTGWOfevXqafHp06e1+IknnjDNkZiYaDdF5GHly5c3tfXu3dvlmB9++EGLL1y44NGcgMyKFi2qxatWrdLisLAwyzlmzZqlxStWrLjjvJA3Ga93zs4A27lzpxaXKVNGi/v166fFffv2Nc3hiXPEChS4849uv/zyixaPGzfujucE8gK+cQIAAAAACyycAAAAAMACCycAAAAAsJDj9zgZ5cunr/Xi4+O1uHv37qYxS5cu1WLjmQbVqlXT4uTkZNMcxvudjXMopVy+LiKyZ88eLZ4/f74WT5o0yTIPwA7jOR4iIkWKFHE5Zvny5Vp88+ZNj+aEvM147TbuB7GzpykhIUGLn3vuOS2+ceNGFrMDdJcuXTK1Ga+rxhru1auXFtesWdM0R9myZT2QnWubN2/W4q+//trU57333tPis2fPejUn5A7333+/Flt9nt60aZPXc8pufOMEAAAAABZYOAEAAACABRZOAAAAAGCBhRMAAAAAWMjxD4dYtmyZFj/88MNa7OyQOiPjwbPGw2t3796txcYHPYiYD9o1PrjBmKczxsNrr1y5YjkGyIqSJUta9jHW38yZM72VDiCNGjXS4unTp7s9x5QpU7SYh0HAlz7++GOXcenSpU1jwsPDtdj4gKtvv/1Wi++9917THHv37tXibdu2afGRI0e0OC0tzTQHkBWFChXSYuPn5XPnzmVnOj7BN04AAAAAYIGFEwAAAABYYOEEAAAAABYClLMNPc46OjnQFbmDzRLwe3mphhctWmRqMx4OvXXrVi02HmznT6jhnKVw4cKmtoMHD2pxsWLFtNj4Z9u4caNpjgcffFCLc9MhzdQw/F1eqOG8Xr8jR47U4mbNmmlxnz59tNif9vLbrV++cQIAAAAACyycAAAAAMACCycAAAAAsMAeJ+SJ+5JF8lYN37p1y9Rm/Ht+5513tPjZZ5/1ak7eRA3nLMaz80REvvjiC5djNm3apMW9e/c29Tl27NidJZaDUcPwd3mhhqnf3Is9TgAAAADgISycAAAAAMACCycAAAAAsFDA1wkA8Lx8+fg3EfjO7t27TW0nT57U4n379mnxY489psW5eT8TAMA/8ekKAAAAACywcAIAAAAACyycAAAAAMACCycAAAAAsMABuMgTh9aJUMO5GTUMf0cNw9/lhRqmfnMvDsAFAAAAAA9h4QQAAAAAFlg4AQAAAIAF23ucAAAAACCv4hsnAAAAALDAwgkAAAAALLBwAgAAAAALLJwAAAAAwAILJwAAAACwwMIJAAAAACywcAIAAAAACyycAAAAAMACCycAAAAAsMDCCQAAAAAssHACAAAAAAssnAAAAADAAgsnAAAAALDAwgkAAAAALLBwAgAAAAALLJz+a/DgwdK6dWtfp+HSmjVrJDw8XM6cOePrVJADUcPwd9Qw/B01DH9HDVtQ2WjevHlKRBw/QUFBqnLlyurZZ59VJ0+ezPK8+/btU927d1dFixZVISEhqkmTJuqbb76xPT4pKUkVLFjQNGb27NkqLi5OlStXTomI6tevn1t5paenqylTpqgKFSqooKAgdc8996gFCxY47bt7927Vtm1bFRYWpooVK6Yef/xxdfr0aVO/2rVrqxEjRriVBzzHWzWslFL79+9XvXv3VpGRkSo4OFhVqlRJvfTSS7bGUsOwixqmhv2dN2r44MGD2pyZfz7//HNbc1DDsMub1+EMn332mRIRFRYWZnsMNWzNJwuncePGqU8//VS99957ql+/fipfvnwqNjZWXb582e05Dx8+rEqUKKFKlSqlJk6cqN58801Vu3ZtVaBAAfX999/bmmPYsGGqSpUqpvaYmBgVERGhHn74YVWgQAG3C+XFF19UIqKeeuopNXfuXNWhQwenF+EjR46oEiVKqLvuukvNmDFDTZw4URUrVkzVrl1bpaWlaX1nz56tQkND1YULF9zKBZ7hjRpWSqkdO3aoIkWKqBo1aqjJkyer9957T73yyivqH//4h63x1DDsooapYX/njRrOWDj17t1bffrpp9rPoUOHbM1BDcMub12HM1y8eFGVLVtWhYWFubVwooat+WTh9Msvv2jtzz33nBKR264+XRk8eLAqUKCASkxMdLRdvnxZlStXTtWrV89y/PXr11WJEiXUmDFjTK8dOnRI3bp1SymlVFhYmFuFcvToUVWwYEH17LPPOtpu3bqlmjVrpqKjo9XNmzcd7YMGDVIhISHqr7/+crStW7dOiYh69913tXlPnTql8ufPrz744APbucBzvFHD6enpqmbNmuq+++5TV65ccXs8NQx3UMPUsL/zRg1nLJzeeOONLOVEDcMd3qjhzEaNGqWqVq2qHnvsMdsLJ2rYnhyxx+nBBx8UEZGDBw862g4cOCAHDhywHLtx40apW7euVK1a1dEWGhoqnTt3lu3bt8u+fftcjt+0aZMkJydLq1atTK/FxMRIQECA3T+GZvny5XLjxg0ZPHiwoy0gIEAGDRokR48elZ9++snR/sUXX0jHjh2lfPnyjrZWrVpJlSpVZNGiRdq8JUuWlFq1asny5cuzlBe8405qeO3atbJr1y4ZO3ashISEyJUrVyQ9Pd32e1PD8ARqmBr2d3dSw5ldvnxZrl+/7tYYahie4Ika3rdvn0yfPl2mTZsmBQoUsD2OGrYnRyycMgqiePHijraHHnpIHnroIcuxaWlpEhISYmoPDQ0VEZGEhASX4zdv3iwBAQFSt25dd1K2tGPHDgkLC5Pq1atr7Q0bNnS8LiJy7NgxOX36tDRo0MA0R8OGDR39Mqtfv75s3rzZo/niztxJDa9fv15ERIKCgqRBgwYSFhYmoaGh0qtXL0lJSbEcTw3DE6hhatjf3UkNZ3j11VclPDxcgoOD5d5775W1a9faGkcNwxM8UcPDhw+Xli1bSvv27d16b2rYHvtLUQ9KTU2V5ORkuXbtmvz4448ybtw4CQkJkY4dO7o9V9WqVWXjxo1y8eJFKVSokKN906ZNIvL3X4QriYmJEhERIYULF3b7vV05ceKElCpVyrRCL1OmjIiIHD9+3NEvc7uxb0pKiqSlpUlQUJCjvWLFipKcnCynT5+WkiVLejRv2OPJGs74VrRnz57y8MMPy+jRo2Xnzp3y2muvyZEjR2TTpk0u/6WHGkZWUMPUsL/zZA3ny5dP2rRpI926dZOoqChJSkqSadOmSbt27WTFihXSoUMHl+OpYWSFJ2tYROSrr76StWvXys6dO90eSw3b45OFk/FrwJiYGJk/f75ERUU52g4dOmRrrkGDBsnKlSvl0UcflYkTJ0pYWJjMnj1btm3bJiIiV69edTn+7NmzUqxYMff+ADZcvXpV+8vNEBwcrOWV8b9WfTO/npFvcnIyFzsf8WQNX7p0SURE7r33Xvnss89ERKR79+4SGhoqo0ePlg0bNjj96jwDNYysoIapYX/nyRouX768fP3111pb3759pUaNGjJy5EjLhRM1jKzwZA1fv35dRowYIc8884zUqFHD7VyoYXt8snCaNWuWVKlSRQoUKCClSpWSqlWrSr58WbtrsF27djJz5kx58cUXpV69eiIiUqlSJZk4caK88MILEh4ebjmHUipL7+1KSEiIpKWlmdqvXbvmeD3z/9rpmyEj36zeb4o758kazvj77d27t9bep08fGT16tGzevNnlh04Rahjuo4apYX/nyRp2JiIiQvr37y+TJ0+Wo0ePSnR0tMv+1DDc5ckanj59uiQnJ8urr76a5XyoYWs+WTg1bNjQ6T2MWfXPf/5T+vfvL7/99psEBgZKnTp15IMPPhARkSpVqrgcW7x4cTl37pzHcslQpkwZ+fbbb0Uppf2FZnwVWbZsWUe/zO2ZnThxQiIiIkyr74x8S5Qo4fG8YY8nazijFkqVKqW1Z/zriVV9UsPICmqYGvZ3nv4s4Uy5cuVERCQlJcXlwokaRlZ4qoZTU1NlwoQJMnjwYLlw4YJcuHBBRP6+G0ApJYcOHZLQ0FCX38pQw/bkiIdDeEJYWJg0btxY6tevL/nz55f169dLSEiINGnSxOW4atWqyblz5yQ1NdWj+dSpU0euXLkie/bs0dq3bt3qeF1EJCoqSiIjIx23Fmb2888/O/pldvDgQSlRooRERkZ6NGf4Rv369UXEvB8v475fq79nahi+Rg0jt0pKShIRahg527lz5+TSpUvy+uuvS2xsrOPniy++kCtXrkhsbKzEx8e7nIMatifHLpyy8gjRDJs3b5alS5fKgAEDpEiRIi77Nm7cWJRSlk/fcyU1NVUSExO1YuvSpYsULFhQZs+e7WhTSsk777wjUVFRcv/99zvau3fvLqtWrZIjR4442jZs2CB79+6VHj16mN4vISFBGjdunOV8kT3s1nCXLl0kKChI5s2bJ7du3XK0v//++yIi0rp1a5fjqWF4CzVMDfs7uzV85swZU9uxY8fkww8/lFq1ajndsJ4ZNQxvsVPDJUuWlGXLlpl+WrZsKcHBwbJs2TIZPXq0yzmoYZuy68AopW5/4JczMTExKiYmxrLfoUOHVMOGDdWECRPU+++/r0aMGKFCQkJU3bp1bZ0mnJaWpooXL65Gjx5tem3FihVq/Pjxavz48SowMFDVrVvXEe/cudP055o3b542/vnnn1ciouLj49V7773nOCl5/vz5Wr/Dhw+r4sWLq7vuuku99dZbatKkSapYsWLqnnvuUdeuXdP6Zhz49f7771v+2eB53qhhpZQaN26cEhHVunVrNWvWLBUfH68CAgJU7969LcdSw3AHNUwN+ztv1PA//vEP1axZM/Xvf/9bzZ07V7300kuqePHiKjAwUH377beW46lhuMNb12Gjfv362T4Alxq2x+8XTikpKapLly6qdOnSKjAwUMXGxqpRo0bZWjRlGDp0qKpUqZKpvV+/fkpEnP5kLorbFUp6erqaNGmSiomJUYGBgeruu+9Wn332mdMcdu3apdq0aaNCQ0NV0aJF1WOPPaZOnjxp6jdnzhwVGhrq1p8PnuOti92tW7fUzJkzVZUqVVTBggVVuXLl1JgxY9T169dtjaeGYRc1TA37O2/U8IIFC1Tz5s1VZGSkKlCggCpRooTq1q2bSkhIsJ0XNQy7cuLCSSlq2I4ApbzwCA0/k5SUJNWqVZPVq1e7dciYL9StW1ceeOABmT59uq9TQQ5CDcPfUcPwd9Qw/B01bI2F038NGjRI9u/fL+vWrfN1Kre1Zs0aiYuLk6SkJM5cgAk1DH9HDcPfUcPwd9SwayycAAAAAMBCjn2qHgAAAADkFCycAAAAAMACCycAAAAAsMDCCQAAAAAssHD6r0WLFklERIRcunTJ16nc1tmzZyUsLEz+93//19epIAeihuHvqGH4O2oY/oz6tZatC6ePPvpIAgICbvuzZcuWLM176dIlGT58uERHR0tQUJBUr15d5syZY3t8enq6jB07VoYMGSLh4eGO9rVr18qAAQOkZs2akj9/fqlQoYLbua1YsULq1asnwcHBUr58eRk7dqzcvHnT1O/8+fMSHx8vkZGREhYWJi1btpTt27drfYoXLy4DBw6UV155xe084BneqmERkYsXL8oLL7wgsbGxEhQUJFFRURIXFydXrlyxHEsNwy5qmBr2d96q4QoVKjid75lnnrE1nhqGHd68Bmc4cOCABAcHS0BAgGzbts3WGOrXngK+eNNx48ZJbGysqb1SpUpuz5Weni5t27aVbdu2ybPPPiuVK1eWr7/+WgYPHiznzp2Tl156yXKOlStXyp9//inx8fFa+4IFC2ThwoVSr149KVu2rNu5rV69Wrp27SoPPPCAzJw5U37//XeZMGGCnD59WlvY3bp1Szp06CA7d+6U559/XkqUKCGzZ8+WBx54QBISEqRy5cqOvs8884y89dZb8s0338iDDz7odk7wDE/WsIhIamqqtGjRQo4ePSrx8fFSqVIlOXPmjGzcuFHS0tIkNDTU5XhqGO6ihqlhf+fpGhYRqVOnjowcOVJrq1Kliq2x1DDc4Y36zTBixAgpUKCApKWl2R5D/dqkstG8efOUiKhffvnFY3MuWrRIiYj64IMPtPbu3bur4OBgderUKcs5OnfurJo2bWpqP3bsmLp+/bpSSqkOHTqomJgYt3KrUaOGql27trpx44aj7eWXX1YBAQFqz549jraFCxcqEVGLFy92tJ0+fVoVLVpU9e7d2zRvzZo1Vd++fd3KBZ7hjRpWSqlBgwapokWLqqSkpCyNp4ZhFzVMDfs7b9VwTEyM6tChQ5bHU8Oww1v1m2HNmjUqMDBQjRkzxq33oX7tybF7nE6cOCGJiYly48YNl/02btwoIiK9evXS2nv16iXXrl2T5cuXuxx/7do1WbNmjbRq1cr0WtmyZaVgwYJuZv633bt3y+7duyU+Pl4KFPi/L/YGDx4sSilZsmSJo23JkiVSqlQpeeSRRxxtkZGR0rNnT1m+fLnpXwxat24tK1euFMXZxTma3Ro+f/68zJs3T+Lj4yU2NlauX7/u1r8SUcPwFmqYGvZ3dms4s+vXr8vly5fdeh9qGN7gbv3euHFDhg0bJsOGDZO77rrL9vtQv/b5ZOGUmpoqycnJ2s/Zs2e1PqNHj5bq1avLsWPHXM6VlpYm+fPnl8DAQK0947aQhIQEl+MTEhLk+vXrUq9evSz8SW5vx44dIiLSoEEDrb1s2bISHR3teD2jb7169SRfPv2vo2HDhnLlyhXZu3ev1l6/fn05f/68/PHHHx7NGfZ5soY3bdok165dk0qVKklcXJyEhoZKSEiINGnSRH799VfLXKhhZAU1TA37O0/WcIZvvvlGQkNDJTw8XCpUqCAzZsywNY4ahru8Ub9vvvmmnDt3TsaMGeNWLtSvfT5ZOLVq1UoiIyO1n6ioqCzNVbVqVUlPTzdtpsv4Jsqq2BITE0VEnN5neidOnDghIiJlypQxvVamTBk5fvy41vd2/URE6ysiUrFiRRH5eyUP3/BkDe/bt09E/r5AHjlyRD755BOZNWuWHDhwQB588EFHLd0ONYysoIapYX/nyRoWEalVq5b8+9//li+++EI++OADKV++vAwfPlxGjRplOZYahrs8Xb8nT56U8ePHy/jx46Vw4cJujaV+7fPJwyFmzZpl2myZP39+Lf7oo4/ko48+spyrT58+Mm7cOHnyySdl1qxZUrlyZVm7dq3Mnj1bRESuXr3qcnzG6r5YsWJu/AmsZbxvUFCQ6bXg4GC5cOGC1vd2/TLPlSEj1+TkZI/lC/d4soYzHvsZEBAgGzZscDzNpm7dutK4cWOZNWuWTJgw4bbjqWFkBTVMDfs7T9awyN9P/sqsf//+0q5dO5k2bZoMGTJEoqOjbzuWGoa7PF2/o0aNkooVK8rAgQPdzoX6tc8nC6eGDRuavrbLqtKlS8uKFSukb9++0qZNGxERKVy4sMycOVP69eunPVLRFU/fIxkSEiIi4vQ+/2vXrjlez+h7u36Z58qQkWtAQIDH8oV7PFnDGX+/nTp10uq1UaNGEhsbK5s3b7Y1DzUMd1DD1LC/82QNOxMQECAjRoyQr7/+Wr777jt5/PHHLcdQw7DLk/W7ZcsW+fTTT2XDhg2mW93cQf1ay7EPh3BH8+bNJSkpSXbs2CGbNm2SY8eOSaNGjUTE+jGixYsXFxGRc+fOeTSnjK8Wnd2icuLECe2RjmXKlLltPxExPf4xI9cSJUp4LF/4Tsbfb6lSpUyvlSxZ0rI2qWH4GjWM3KpcuXIiIpKSkuKyHzUMX3rhhRekWbNmEhsbK4cOHZJDhw45vok5ceKEHD582OV46te+XLFwEvn76806depIkyZNJDw8XNavXy8i4vQJIZlVq1ZNREQOHjzo0Xzq1KkjImI6eOz48eNy9OhRx+sZfbdv3y63bt3S+m7dulVCQ0NNi7+MXKtXr+7RnOEb9evXFxHn+/GOHz8ukZGRLsdTw/A1ahi5VVJSkogINYwc7fDhw/LDDz9IbGys4+f5558XEZHOnTtLrVq1XI6nfu3LsQunrDxCNMOZM2dkypQpUqtWLcuFU/369SUwMND2ycrO3LhxQxITE7WV8t133y3VqlWTuXPnSnp6uqN9zpw5EhAQIHFxcY62uLg4OXXqlCxdutTRlpycLIsXL5ZOnTqZ7vlMSEiQIkWKyN13353lnOF9dmu4atWqUrt2bVm+fLl2r+7atWvlyJEj0rp1a5fjqWF4CzVMDfs7uzWckpKi1YjI3zU1efJkCQwMlJYtW7ocTw3DG+zW79y5c2XZsmXaz5AhQ0REZOrUqTJ//nyX46lf+3yyx2n16tWOJ3hkdv/99zuekjF69Gj5+OOP5eDBg1KhQgWX87Vo0UIaN24slSpVkpMnT8rcuXPl0qVLsmrVKst7PYODg6VNmzayfv16GTdunPbab7/95tgsun//fklNTXVscK5du7Z06tRJRP7+V9bq1atLv379tE18b7zxhnTu3FnatGkjvXr1kl27dsnbb78tAwcO1FbIcXFx0qhRI+nfv7/s3r3bcVpyenq6vPrqq6ac161bJ506deK+ZB/ydA1Pnz5dWrduLU2bNpWnn35aUlNTZdq0aVKlShUZNGiQy7HUMLKCGqaG/Z0na3jFihUyYcIEiYuLk9jYWElJSZEFCxbIrl27ZNKkSVK6dGmXuVDDcJcn6zdjj39m58+fF5G/PyNb7aWift2QnaftZpyWfLufefPmOfr269dPiYg6ePCg5bwjRoxQFStWVEFBQSoyMlL16dNHHThwwHZeS5cuVQEBAerw4cO28+3Xr5+j38GDB01tGZYtW6bq1KmjgoKCVHR0tBozZozjBObMUlJS1IABA1Tx4sVVaGioatGihdPTnvfs2aNERK1fv972nw+e460aVkqpdevWqUaNGqng4GAVERGh+vbtq06cOGFrLDUMu6hhatjfeaOGt23bpjp16qSioqJUYGCgCg8PV02bNlWLFi2ynRc1DDu8eQ129j7O/v6doX7tCVCKI6PT09OlRo0a0rNnTxk/fryv03Fp+PDh8sMPP0hCQgL/SgQHahj+jhqGv6OG4c+oX5uyfamWQ/3nP/9RxYoVUxcvXvR1KreVnJyswsLC1FdffeXrVJADUcPwd9Qw/B01DH9G/VrjGycAAAAAsJBjn6oHAAAAADkFCycAAAAAsMDCCQAAAAAssHACAAAAAAu2D8DlcZW5V155Pgg1nHtRw/B31DD8XV6oYeo397Jbv3zjBAAAAAAWWDgBAAAAgAUWTgAAAABggYUTAAAAAFhg4QQAAAAAFlg4AQAAAIAFFk4AAAAAYIGFEwAAAABYYOEEAAAAABZYOAEAAACABRZOAAAAAGCBhRMAAAAAWCjg6wQAuK9OnTpaPH78eC1u3769acyVK1e0uEWLFlq8fft2zySHPGfEiBFaPG3aNFOfxo0ba/GWLVu8mhMAAJ7GN04AAAAAYIGFEwAAAABYYOEEAAAAABYClFLKVseAAG/nAh+xWQJ+LzfV8Jo1a7S4VatWlmOSk5O1eN26dVrct2/fO0/MR6hh3zp8+LAWlytXztSHPU6uUcPwd3mhhqnf3Mtu/fKNEwAAAABYYOEEAAAAABZYOAEAAACABc5xAvxAy5YttbhevXou+0+dOtXU9uGHH2pxRETEnSeGPMm4h8kYP/fcc6Yx7GkCzFq3bq3F3bt31+IePXqYxhQrVszlnMZ9OM72bty6dUuLGzVqpMXbtm1z+R7wP5s3b9biF154QYs3bdqUnen4Lb5xAgAAAAALLJwAAAAAwAILJwAAAACwwB4nm2JiYrR4yJAhWnzvvfdq8bPPPmuaY9euXZ5PDLlO8eLFTW2LFy/W4qJFi2rxqlWrtHjMmDGmOW7evHnnyQEiEhcX5/L1Y8eOZVMmQM7x6KOPanHHjh1Nfdq3b6/Fxmu5cX/S/v37TXN88MEHWrx161YtNn7WGDlypGmOgQMHarFxbxV7nPybs33Q99xzjxanpKRkVzq5Ct84AQAAAIAFFk4AAAAAYIGFEwAAAABYYOEEAAAAABZ4OISIVKlSRYv/+c9/mvo88cQTWly4cGGXc65evdrU1qlTJy02Hhr5119/afFvv/3m8j2QOzVu3NjUZtxAbDR58mQt5kEQ8CZnh3Jm9tNPP2VTJkD2ef3117XY+FkhKChIi40PehAR2bt3rxavXbtWi6dPn67FO3bsMM1x48YN62Qz+fnnn01tlStX1mJnDxSC/8iXT/8eZMqUKaY+169f1+IzZ87c8fu+9tprWmx8qMgXX3xxx++R0/CNEwAAAABYYOEEAAAAABZYOAEAAACAhTyxx8l472f16tW1eN26dVpcunTpO37PqKgoU9v333+vxYUKFdJi476AZs2amea4devWHeeGnK1FixamNuO98l9++aUWb9myxZspIY8z7sc07sM7cuSIyxjIDfr166fFwcHBWmw8qPyNN94wzWHcu2zcd+IN3377rants88+0+L09HSv5wHv6dmzpxY7+wxqPADXE3ucjPvtevXqpcXscQIAAACAPIiFEwAAAABYYOEEAAAAABZy3R6nyMhIU9uQIUO0OCvnFaSmpmqxcX+ScR+VM8YxRtWqVbOckz1OuU/JkiW1+OGHHzb1UUpp8TvvvOPVnIDMhg8f7vJ1496O7NKoUSMtLl++vOWY++67T4uNubNfELfz448/anHXrl21+KuvvtJi45k2vnLgwAFfpwAvM+7d/+STT0x9jh8/7vH3/fPPP7XY+DuRG/GNEwAAAABYYOEEAAAAABZYOAEAAACAhVy3x2nixImmtoEDB7ocY3wO/bBhw0x9Dh48qMVjx47VYuO99nYkJydrcefOnbX45s2bbs8J//PEE09ocY0aNUx9Ll68qMVnz571ak5AZsZznIy2bt2aLXkYr7OLFi3SYqs8nXnuuee02HhGFXue8qYqVaqY2tq2bavFxs8Fy5Yt82pOQIYKFSpo8eDBg7XY2Wfh7BAbG6vFzvadHj58OLvS8Qq+cQIAAAAACyycAAAAAMACCycAAAAAsMDCCQAAAAAs+N3DIYyHwhoPL+zSpYtpjPHQ2N9++02Ln3rqKS1u3bq1aY4333xTi6tWrWqZq5Xt27drMZuQ8ybjwXXOJCUlabGxdoC8wPggB6uHQRj7i4j89NNPWmx8wMS0adO0+P7773cnReQSzzzzjKktJCREi9esWaPFxof4AN4SFxenxZcuXdLi+fPnZ0sexgNvjZ/Ro6OjTWN4OAQAAAAA5HIsnAAAAADAAgsnAAAAALDgd3uchg4dqsXdunWzHPPnn39q8ZQpU7R406ZNWhwUFJTF7Fzbt2+fFj/99NNeeR/4l3bt2ln2eeedd7IhEyDncHaoeI8ePVyOefTRR7XYuH/JGePeUqv3QN5g3M/kjPG/6YC3GA+SfeWVV7T4jTfe0OIzZ854JY9q1appsfG5AjNmzNDizZs3eyUPX+IbJwAAAACwwMIJAAAAACywcAIAAAAACzl+j1PBggW1eNSoUW7PYTxz6fPPP3fZPyUlxdT29ttva/FDDz2kxU2aNLHM48MPP9Tiv/76y3IMcr+AgAAtNp6DICLSqVMnLa5UqZIWG8+Cat++vWkO47zG882M9Th+/HjTHJ988okWp6enm/oAnuDsDCajrOxpclfPnj1Nbd54H+QsHTp0MLUZz8r58ssvsykb5CX58+c3tT355JNabPzcMHv2bK/mlOHEiRNafPbsWS2+efNmtuThS3zjBAAAAAAWWDgBAAAAgAUWTgAAAABgIcfvcTLuw0hKStLiUqVKWc5x9epVLU5LS9PiWbNmafG0adNMc5QrV06LrfZabd261dQ2Z84cl2OQNymltNhY8yLms56szn4yzikismvXLi027osynhPx3nvvmeYoUaKEFhvPjkDudOTIEZevR0VF3fF7GK+xzs5T+umnn7SYvUbwlPDwcC0uXLiwqY/xTEjjmJo1a7r9vvv379fia9euuT0HcpdChQqZ2saOHavFq1at0mJne/O9ITU1VYu//fbbbHnfnIRvnAAAAADAAgsnAAAAALDAwgkAAAAALLBwAgAAAAALAcrZLnJnHQ2HbflK0aJFtbhjx45a7OzwrV9//VWLExMTXb6HccOniMjHH3+sxd26ddNi48F4DRo0MM2xd+9el+/rKzZLwO/llBo2On78uBY7e+DJxYsXtdi4Sd54MG1ycrJpjh9++EGLmzdvrsXx8fFabKxxZ3r37q3FixcvthzjDdSwdxkf3HD48GGX/bOSp/FBD84eDmE8FHf69Oluv4/R5s2btTg6OlqLjQ9N8RZq2LfatGmjxWvWrMmW992xY4cWT548WYtXrlxpGpNTHyCRF2o4O+o3JCTE1LZ69WotrlGjhhbPmzdPi40PHRERWbZsmRY7+5zgrhEjRmjx008/rcVt27Z1e07jw4icPTDLG+zWL984AQAAAIAFFk4AAAAAYIGFEwAAAABYyPEH4BqdP39eiz/77DOPv0f37t1NbVb7PRYuXKjFOXU/E3Ie4/65F154wdTHWF/G+4izYt26dVq8ZcsWLXZ2mGPlypW1OCYm5o7zQM5nvOfcuMeucePGWmy8713EM/uRjh07dsdz9OzZU4uNuRv3USFvSEpK0uK1a9ea+hgP/3S2jyQz495AEZG6deu6jI3X+v/85z+mOZ588kktzql7npA1V69eNbU9/PDDWmz8TFqtWjUtfuKJJ0xzGD9beKJujM8dMO4RPXTokGnM9u3btdi4N9r434q0tLSsJ+gFfOMEAAAAABZYOAEAAACABRZOAAAAAGDB7/Y4eUNERIQWjxw50nKM8Z7/Z5991qM5Ie84e/asZZ97773X63kYz4ratGmTqY9xjxPypjfffFOLjfuEpk2bZhpj1cfZuU1Gxr1VVoz7mUREpk6dqsXGa/mSJUvceg/kDsb9SsY9JZ5iPKPHeB7Pv/71Ly3u1auXaY49e/Zo8fjx4z2UHXIq436kzz//3GX/sWPHmtpCQ0O1uGDBglocGRmpxXY+d/zzn//U4iJFimhxnTp1TGOM19wbN25Yvk9OwjdOAAAAAGCBhRMAAAAAWGDhBAAAAAAW2OMkIitXrtRiZ+fXGI0bN06Lr1+/7tGckHdcvnxZi/PlM/97hvFe5KCgIC32xDkHxnuRO3fubOoTEBBwx+8D/7do0SItjoqK0mJn5zgZ9zDZ2dNkZNwnZYzj4uLcfg/jHMb77wFPMp7Rc/LkSS2uUKGC5RxnzpzxZErII65cueLydXfPKRMR6dSpkxYb90GnpKSYxvjbniYjvnECAAAAAAssnAAAAADAAgsnAAAAALDAwgkAAAAALAQopZStjrloU3jFihW1+Ndff9Xi8PBw05ivvvpKi7t27arF6enpHsnNF2yWgN/zlxqeN2+eqa1v375a/OGHH2rxsGHDtNi4AdmZ8uXLa7HxQL377rvPco4BAwZo8ccff2w5xhuo4ZylXLlyprbhw4dr8XPPPef1PJwdmPvoo49qcU55GAQ1nDe0aNFCi9966y0tvueee7TY2UHkHTp00GLj4eW+khdqOK/Xr9GCBQu0+PTp01psvO7nZHbrl2+cAAAAAMACCycAAAAAsMDCCQAAAAAs5Ik9TsbDGY33DMfExGixs3vemzVrpsWHDx/2UHa+lxfuSxbxnxouVqyYqe23337T4jJlymixcc/TkiVLTHOEhYVpsfHeeuOcJ06cMM1h3H/1r3/9y9THF6hh/2e8pjrbJ2U0bdo0Ld66dasWGw/qzcmo4ZwvMDBQi40H34eGhmrx2LFjTXMMHjxYi43X5S1btmjx0KFDTXNs27bNOlkfyAs17M/16w2PPfaYFj/55JNa/NBDD2VnOneEPU4AAAAA4CEsnAAAAADAAgsnAAAAALBQwNcJZId69eppsXFPk/GeVeN+EZHctacJOdu5c+dMbV26dNHi5cuXa7HxvmJjLGKuc+P9vBs2bNDi0aNHm+bYvn27k4yBO7d48WIttnPOk3EflDF2dt027iEBREQKFSqkxe3btzf1MZ4BWbZsWS3u2LGjFhs/a4iIpKWlafGrr76qxcZ9eznljCbADuM5ZMbfGRGRpKSk7ErHK/jGCQAAAAAssHACAAAAAAssnAAAAADAQq7b49SwYUNT28cff+xyjPGe46+++sqjOQF3yri3qFOnTlo8fvx4LW7Xrp1pju+//16LV69ercUzZszQYuMZJYA3jRw50rJPjx49XL7+008/afGxY8fuKCfkHvnz59diY71NmDBBixMTE01zVKlSRYuN5zrdunVLi43niomIDBo0SIt//fVX5wkDfuDrr7/W4sjISC027gMUYY8TAAAAAOR6LJwAAAAAwAILJwAAAACwwMIJAAAAACwEKOMpmLfraDg8M6cICwvT4iVLlpj6tG3b1uUcp06d0uKWLVua+jjbKJpb2CwBv5dTaxh3jhqGv6OGvev111/X4v/3//6f23PcvHlTi3fs2KHFY8eO1eI1a9a4/R7+LC/UMNdgXYEC+jPmjA+yCg0NNY2pVKmSV3PKKrv1yzdOAAAAAGCBhRMAAAAAWGDhBAAAAAAW/P4A3Pj4eC222s8kInLy5Ektbt++vRbn5v1MAADkNT/++KMWlytXTovLly+vxW+99ZZpji+//FKL09LSPJMc4KeM+/7effddLW7atGl2ppMt+MYJAAAAACywcAIAAAAACyycAAAAAMCC35/jNHToUC1+9dVXTX2mT5+uxe+9954WnzhxwvOJ+ZG8cPaCSM6tYdw5ahj+jhqGv8sLNUz95l6c4wQAAAAAHsLCCQAAAAAssHACAAAAAAt+v8cJdy4v3JcsQg3nZtQw/B01DH+XF2qY+s292OMEAAAAAB7CwgkAAAAALLBwAgAAAAALLJwAAAAAwAILJwAAAACwwMIJAAAAACywcAIAAAAACyycAAAAAMCC7QNwAQAAACCv4hsnAAAAALDAwgkAAAAALLBwAgAAAAALLJwAAAAAwAILJwAAAACwwMIJAAAAACywcAIAAAAACyycAAAAAMACCycAAAAAsPD/AfiASRiDAx6xAAAAAElFTkSuQmCC\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "fhZp92ZxEGn4"
|
||
},
|
||
"source": [
|
||
"**Wrong predictions**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "FrAIwG1CEFxe",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 906
|
||
},
|
||
"outputId": "4717e081-20c2-410b-8cf9-c8161eed590d"
|
||
},
|
||
"source": [
|
||
"show_samples(incorrect_indices, predict, X_test, y_test, 5)"
|
||
],
|
||
"execution_count": 24,
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 900x900 with 25 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "6ZzALozi8YaD"
|
||
},
|
||
"source": [
|
||
"# Try experimenting with the batch size!\n",
|
||
"\n",
|
||
" * How does increasing the batch size to 10,000 affect the training time and test accuracy?\n",
|
||
" * How about a batch size of 32?\n",
|
||
" * Is there any difference in results between the students? If so - why?\n",
|
||
" * Experiment with the learning rate in the optimizer"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "uPUgO1BY8YaD"
|
||
},
|
||
"source": [
|
||
"# Introducing Convolution! What is it?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "vs75ypBn8YaE"
|
||
},
|
||
"source": [
|
||
"Before, we built a network that accepts the normalized pixel values of each value and operates soley on those values. What if we could instead feed different features (e.g. **curvature, edges**) of each image into a network, and have the network learn which features are important for classifying an image?\n",
|
||
"\n",
|
||
"This possible through convolution! Convolution applies **kernels** (filters) that traverse through each image and generate **feature maps**."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "eVIKBobD8YaF"
|
||
},
|
||
"source": [
|
||
"<img src = 'https://github.com/wut-mpg/keras-mnist-tutorial/raw/master/convolution.gif' >"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "gYJDfK4p8YaG"
|
||
},
|
||
"source": [
|
||
"In the above example, the image is a 5 x 5 matrix and the kernel going over it is a 3 x 3 matrix. A dot product operation takes place between the image and the kernel and the convolved feature is generated. Each kernel in a CNN learns a different characteristic of an image.\n",
|
||
"\n",
|
||
"Kernels are often used in photoediting software to apply blurring, edge detection, sharpening, etc."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "qm9CKpnr8YaH"
|
||
},
|
||
"source": [
|
||
"<img src = 'https://github.com/wut-mpg/keras-mnist-tutorial/raw/master/kernels.png' >"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "QdHIoa-E8YaH"
|
||
},
|
||
"source": [
|
||
"Kernels in deep learning networks are used in similar ways, i.e. highlighting some feature. Combined with a system called **max pooling**, the non-highlighted elements are discarded from each feature map, leaving only the features of interest, reducing the number of learned parameters, and decreasing the computational cost (e.g. system memory)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "ceCEMpHf8YaI"
|
||
},
|
||
"source": [
|
||
"<img src = 'https://github.com/wut-mpg/keras-mnist-tutorial/raw/master/max_pooling.png' >"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "poGu943u8YaJ"
|
||
},
|
||
"source": [
|
||
"We can also take convolutions of convolutions -- we can stack as many convolutions as we want, as long as there are enough pixels to fit a kernel.\n",
|
||
"\n",
|
||
"*Warning: What you may find down there in those deep convolutions may not appear recognizable to you.*"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "u7KmEU3m8YaJ"
|
||
},
|
||
"source": [
|
||
"<img src = 'https://github.com/wut-mpg/keras-mnist-tutorial/raw/master/go_deeper.jpg' >"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "h88R-Bsa8YaK"
|
||
},
|
||
"source": [
|
||
"## Building a \"Deep\" Convolutional Neural Network"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "qoXIbzAG8YaL"
|
||
},
|
||
"source": [
|
||
"# import some additional tools\n",
|
||
"\n",
|
||
"from keras.preprocessing.image import ImageDataGenerator\n",
|
||
"from keras.layers import Conv2D, MaxPooling2D, ZeroPadding2D, GlobalAveragePooling2D, Flatten\n",
|
||
"from keras.layers import BatchNormalization"
|
||
],
|
||
"execution_count": 25,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "w0MBTlCL8YaM"
|
||
},
|
||
"source": [
|
||
"# Reload the MNIST data\n",
|
||
"(X_train, y_train), (X_test, y_test) = mnist.load_data()"
|
||
],
|
||
"execution_count": 26,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "TbBjjLil8YaO",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"outputId": "5273e5ab-be9b-4dd9-c807-e28ccd847a5f"
|
||
},
|
||
"source": [
|
||
"# Again, do some formatting\n",
|
||
"# Except we do not flatten each image into a 784-length vector because we want to perform convolutions first\n",
|
||
"\n",
|
||
"X_train = X_train.reshape(60000, 28, 28, 1) #add an additional dimension to represent the single-channel\n",
|
||
"X_test = X_test.reshape(10000, 28, 28, 1)\n",
|
||
"\n",
|
||
"X_train = X_train.astype('float32') # change integers to 32-bit floating point numbers\n",
|
||
"X_test = X_test.astype('float32')\n",
|
||
"\n",
|
||
"X_train /= 255 # normalize each value for each pixel for the entire vector for each input\n",
|
||
"X_test /= 255\n",
|
||
"\n",
|
||
"print(\"Training matrix shape\", X_train.shape)\n",
|
||
"print(\"Testing matrix shape\", X_test.shape)"
|
||
],
|
||
"execution_count": 27,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Training matrix shape (60000, 28, 28, 1)\n",
|
||
"Testing matrix shape (10000, 28, 28, 1)\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "aNNglEKV8YaR"
|
||
},
|
||
"source": [
|
||
"# one-hot format classes\n",
|
||
"\n",
|
||
"nb_classes = 10 # number of unique digits\n",
|
||
"\n",
|
||
"Y_train = to_categorical(y_train, nb_classes)\n",
|
||
"Y_test = to_categorical(y_test, nb_classes)"
|
||
],
|
||
"execution_count": 28,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "buX5gLwP8YaT"
|
||
},
|
||
"source": [
|
||
"model = Sequential() # Linear stacking of layers\n",
|
||
"\n",
|
||
"# Convolution Layer 1\n",
|
||
"model.add(Conv2D(16, (5, 5), input_shape=(28,28,1))) # 16 different 5x5 kernels -- so 16 feature maps\n",
|
||
"model.add(Activation('relu') ) # activation\n",
|
||
"model.add(MaxPooling2D(pool_size=(2,2))) # Pool the max values over a 2x2 kernel\n",
|
||
"\n",
|
||
"# Convolution Layer 2\n",
|
||
"model.add(Conv2D(32, (5, 5))) # 32 different 5x5 kernels -- so 32 feature maps\n",
|
||
"model.add(Activation('relu')) # activation\n",
|
||
"model.add(MaxPooling2D(pool_size=(2,2))) # Pool the max values over a 2x2 kernel\n",
|
||
"\n",
|
||
"model.add(Flatten()) # Flatten final output matrix into a vector\n",
|
||
"\n",
|
||
"# Fully Connected Layer\n",
|
||
"model.add(Dense(128)) # 128 FC nodes\n",
|
||
"model.add(Activation('relu')) # activation\n",
|
||
"\n",
|
||
"# Fully Connected Layer\n",
|
||
"model.add(Dense(10)) # final 10 FC nodes\n",
|
||
"model.add(Activation('softmax')) # softmax activation"
|
||
],
|
||
"execution_count": 29,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "srtd-OZV8YaV",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"outputId": "93630a9d-2080-4624-9586-3ad2820774de"
|
||
},
|
||
"source": [
|
||
"model.summary()"
|
||
],
|
||
"execution_count": 30,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Model: \"sequential_1\"\n",
|
||
"_________________________________________________________________\n",
|
||
" Layer (type) Output Shape Param # \n",
|
||
"=================================================================\n",
|
||
" conv2d (Conv2D) (None, 24, 24, 16) 416 \n",
|
||
" \n",
|
||
" activation_3 (Activation) (None, 24, 24, 16) 0 \n",
|
||
" \n",
|
||
" max_pooling2d (MaxPooling2 (None, 12, 12, 16) 0 \n",
|
||
" D) \n",
|
||
" \n",
|
||
" conv2d_1 (Conv2D) (None, 8, 8, 32) 12832 \n",
|
||
" \n",
|
||
" activation_4 (Activation) (None, 8, 8, 32) 0 \n",
|
||
" \n",
|
||
" max_pooling2d_1 (MaxPoolin (None, 4, 4, 32) 0 \n",
|
||
" g2D) \n",
|
||
" \n",
|
||
" flatten (Flatten) (None, 512) 0 \n",
|
||
" \n",
|
||
" dense_3 (Dense) (None, 128) 65664 \n",
|
||
" \n",
|
||
" activation_5 (Activation) (None, 128) 0 \n",
|
||
" \n",
|
||
" dense_4 (Dense) (None, 10) 1290 \n",
|
||
" \n",
|
||
" activation_6 (Activation) (None, 10) 0 \n",
|
||
" \n",
|
||
"=================================================================\n",
|
||
"Total params: 80202 (313.29 KB)\n",
|
||
"Trainable params: 80202 (313.29 KB)\n",
|
||
"Non-trainable params: 0 (0.00 Byte)\n",
|
||
"_________________________________________________________________\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "TJ5vnJet8YaX"
|
||
},
|
||
"source": [
|
||
"# we'll use the same optimizer\n",
|
||
"adam = tf.optimizers.Adam(learning_rate=0.001)\n",
|
||
"model.compile(loss='categorical_crossentropy', optimizer=adam, metrics=['accuracy'])"
|
||
],
|
||
"execution_count": 31,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "WShqV9h28Yaa"
|
||
},
|
||
"source": [
|
||
"# data augmentation prevents overfitting by slightly changing the data randomly\n",
|
||
"# Keras has a great built-in feature to do automatic augmentation\n",
|
||
"\n",
|
||
"gen = ImageDataGenerator(rotation_range=8, width_shift_range=0.08, shear_range=0.3,\n",
|
||
" height_shift_range=0.08, zoom_range=0.08, validation_split=0.2)\n",
|
||
"\n",
|
||
"test_gen = ImageDataGenerator()"
|
||
],
|
||
"execution_count": 32,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "VsGRzqqd8Yab"
|
||
},
|
||
"source": [
|
||
"# We can then feed our augmented data in batches\n",
|
||
"# Besides loss function considerations as before, this method actually results in significant memory savings\n",
|
||
"# because we are actually LOADING the data into the network in batches before processing each batch\n",
|
||
"\n",
|
||
"# Before the data was all loaded into memory, but then processed in batches.\n",
|
||
"\n",
|
||
"train_generator = gen.flow(X_train, Y_train, batch_size=128, subset='training')\n",
|
||
"valid_generator = gen.flow(X_train, Y_train, batch_size=128, subset='validation')\n",
|
||
"test_generator = test_gen.flow(X_test, Y_test, batch_size=128)"
|
||
],
|
||
"execution_count": 33,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "_DXSGa-z8Yae",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"outputId": "b898cc08-08ba-4466-83d2-bb9427cd790a"
|
||
},
|
||
"source": [
|
||
"# We can now train our model which is fed data by our batch loader\n",
|
||
"# Steps per epoch should always be total size of the set divided by the batch size\n",
|
||
"\n",
|
||
"# SIGNIFICANT MEMORY SAVINGS (important for larger, deeper networks)\n",
|
||
"\n",
|
||
"model.fit(train_generator, steps_per_epoch=48000//128, epochs=5, verbose=1, validation_data=valid_generator, validation_steps = 12000 // 128)"
|
||
],
|
||
"execution_count": 34,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Epoch 1/5\n",
|
||
"375/375 [==============================] - 24s 52ms/step - loss: 0.4303 - accuracy: 0.8682 - val_loss: 0.1679 - val_accuracy: 0.9474\n",
|
||
"Epoch 2/5\n",
|
||
"375/375 [==============================] - 19s 52ms/step - loss: 0.1356 - accuracy: 0.9595 - val_loss: 0.1257 - val_accuracy: 0.9621\n",
|
||
"Epoch 3/5\n",
|
||
"375/375 [==============================] - 18s 47ms/step - loss: 0.0981 - accuracy: 0.9704 - val_loss: 0.0902 - val_accuracy: 0.9724\n",
|
||
"Epoch 4/5\n",
|
||
"375/375 [==============================] - 17s 46ms/step - loss: 0.0783 - accuracy: 0.9763 - val_loss: 0.0735 - val_accuracy: 0.9785\n",
|
||
"Epoch 5/5\n",
|
||
"375/375 [==============================] - 19s 52ms/step - loss: 0.0666 - accuracy: 0.9791 - val_loss: 0.0713 - val_accuracy: 0.9780\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
"<keras.src.callbacks.History at 0x7f0cf03883a0>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 34
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "6YZaV3U-8Yah",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"outputId": "d83dfad8-59c1-454c-9808-87122e10f625"
|
||
},
|
||
"source": [
|
||
"score = model.evaluate(X_test, Y_test)\n",
|
||
"print('Test score:', score[0])\n",
|
||
"print('Test accuracy:', score[1])"
|
||
],
|
||
"execution_count": 35,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"313/313 [==============================] - 1s 3ms/step - loss: 0.0291 - accuracy: 0.9902\n",
|
||
"Test score: 0.0290591549128294\n",
|
||
"Test accuracy: 0.9901999831199646\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "WqvF3eS2pnLp",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 1000
|
||
},
|
||
"outputId": "cee59a44-ec0c-480e-9247-e60c74c92660"
|
||
},
|
||
"source": [
|
||
"# The predict_classes function outputs the highest probability class\n",
|
||
"# according to the trained classifier for each input example.\n",
|
||
"predict = model.predict(X_test)\n",
|
||
"predicted_classes = np.argmax(predict,axis=1)\n",
|
||
"\n",
|
||
"# Check which items we got right / wrong\n",
|
||
"correct_indices = np.nonzero(predicted_classes == y_test)[0]\n",
|
||
"\n",
|
||
"incorrect_indices = np.nonzero(predicted_classes != y_test)[0]\n",
|
||
"\n",
|
||
"\n",
|
||
"cnf_matrix = confusion_matrix(y_test, predicted_classes)\n",
|
||
"\n",
|
||
"class_names = [str(i) for i in range(10)]\n",
|
||
"\n",
|
||
"# Plot non-normalized confusion matrix\n",
|
||
"plt.figure()\n",
|
||
"plot_confusion_matrix(cnf_matrix, classes=class_names,\n",
|
||
" title='Confusion matrix, without normalization')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
],
|
||
"execution_count": 36,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"313/313 [==============================] - 1s 2ms/step\n",
|
||
"Confusion matrix, without normalization\n",
|
||
"[[ 976 0 1 0 0 0 0 1 2 0]\n",
|
||
" [ 0 1122 1 1 1 0 2 2 5 1]\n",
|
||
" [ 1 1 1017 0 0 0 0 11 2 0]\n",
|
||
" [ 0 0 1 1004 0 0 0 2 2 1]\n",
|
||
" [ 0 0 0 0 973 0 1 0 0 8]\n",
|
||
" [ 0 0 0 4 0 884 2 1 0 1]\n",
|
||
" [ 1 2 1 0 1 5 944 0 4 0]\n",
|
||
" [ 0 1 2 1 3 0 0 1014 0 7]\n",
|
||
" [ 0 0 1 0 0 1 0 1 965 6]\n",
|
||
" [ 0 0 0 1 5 0 0 0 0 1003]]\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 900x900 with 2 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "Wn7FDt7DqSKB",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 906
|
||
},
|
||
"outputId": "8598c5ba-17e3-4da4-a20e-c2c9cfc4b060"
|
||
},
|
||
"source": [
|
||
"show_samples(correct_indices, predict, X_test, y_test, 5)"
|
||
],
|
||
"execution_count": 37,
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 900x900 with 25 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "r0m_gom9qL3o",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 906
|
||
},
|
||
"outputId": "c03db89b-056c-4412-e1f0-687c03007376"
|
||
},
|
||
"source": [
|
||
"show_samples(incorrect_indices, predict, X_test, y_test, 5)"
|
||
],
|
||
"execution_count": 38,
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 900x900 with 25 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "RsY5uPgU8Yak"
|
||
},
|
||
"source": [
|
||
"## Great results!\n",
|
||
"\n",
|
||
"But wouldn't it be nice if we could visualize those convolutions so that we can see what the model is seeing?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "BgbunToX8Yal"
|
||
},
|
||
"source": [
|
||
"def visualize2(model, layer, img, r, c):\n",
|
||
" from keras import Model\n",
|
||
" # expand dimensions so that it represents a single 'sample'\n",
|
||
" img = np.expand_dims(img, axis=0)\n",
|
||
" outputs = [layer.output]\n",
|
||
" model = Model(inputs=model.inputs, outputs=outputs)\n",
|
||
" # get feature map for first hidden layer\n",
|
||
" feature_maps = model.predict(img)\n",
|
||
" for fmap in feature_maps:\n",
|
||
" # plot all 64 maps in an 8x8 squares\n",
|
||
" ix = 1\n",
|
||
" for _ in range(r):\n",
|
||
" for _ in range(c):\n",
|
||
" # specify subplot and turn of axis\n",
|
||
" ax = plt.subplot(r, c, ix)\n",
|
||
" ax.set_xticks([])\n",
|
||
" ax.set_yticks([])\n",
|
||
" # plot filter channel in grayscale\n",
|
||
" plt.imshow(fmap[:, :, ix-1], cmap='gray')\n",
|
||
" ix += 1"
|
||
],
|
||
"execution_count": 39,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "ZiDemlgp8Yan",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 770
|
||
},
|
||
"outputId": "1fd81fd0-2e08-40de-fcc2-2f8d1cccb533"
|
||
},
|
||
"source": [
|
||
"plt.figure()\n",
|
||
"img = X_test[11]\n",
|
||
"plt.imshow(img[:,:,0], cmap='gray', interpolation='none')"
|
||
],
|
||
"execution_count": 40,
|
||
"outputs": [
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.image.AxesImage at 0x7f0d78ec5a20>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 40
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 900x900 with 1 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "UklZv03C8Yao",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 747
|
||
},
|
||
"outputId": "a31a7e23-e735-46c1-a323-3c49d430527a"
|
||
},
|
||
"source": [
|
||
"visualize2(model, model.layers[1], img, 4, 4)"
|
||
],
|
||
"execution_count": 41,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"1/1 [==============================] - 0s 82ms/step\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 900x900 with 16 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "gt8S9bzR8Yar",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 670
|
||
},
|
||
"outputId": "97bb3961-0315-449e-8200-3637b42ce121"
|
||
},
|
||
"source": [
|
||
"visualize2(model, model.layers[4], img, 4, 8)"
|
||
],
|
||
"execution_count": 42,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"1/1 [==============================] - 0s 169ms/step\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 900x900 with 32 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "okUztZOd79by"
|
||
},
|
||
"source": [
|
||
"# Transfer learning"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "8MRwLZgGhK-K"
|
||
},
|
||
"source": [
|
||
"## Funkcje pomocnicze"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "1AIiBfX78luv"
|
||
},
|
||
"source": [
|
||
"# Loading the specified subset of digits from the MNIST dataset\n",
|
||
"def get_mnist(digits):\n",
|
||
" # Reload the MNIST data\n",
|
||
" (X_train, y_train), (X_test, y_test) = mnist.load_data()\n",
|
||
"\n",
|
||
" train_ids = np.in1d(y_train, digits)\n",
|
||
" test_ids = np.in1d(y_test, digits)\n",
|
||
" X_train = X_train[train_ids]\n",
|
||
" X_test = X_test[test_ids]\n",
|
||
" y_train = y_train[train_ids]\n",
|
||
" y_test = y_test[test_ids]\n",
|
||
"\n",
|
||
" X_train = np.expand_dims(X_train, axis=-1)\n",
|
||
" X_test = np.expand_dims(X_test, axis=-1)\n",
|
||
"\n",
|
||
" X_train = X_train.astype('float32') # change integers to 32-bit floating point numbers\n",
|
||
" X_test = X_test.astype('float32')\n",
|
||
"\n",
|
||
" X_train /= 255 # normalize each value for each pixel for the entire vector for each input\n",
|
||
" X_test /= 255\n",
|
||
"\n",
|
||
" return X_train, y_train, X_test, y_test"
|
||
],
|
||
"execution_count": 43,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "Zf0T6tdPBC70"
|
||
},
|
||
"source": [
|
||
"# Preparing the base model\n",
|
||
"def prepare_model(input_shape, class_count):\n",
|
||
" model = Sequential() # Linear stacking of layers\n",
|
||
"\n",
|
||
" # Convolution Layer 1\n",
|
||
" model.add(Conv2D(16, (3, 3), padding=\"same\", input_shape=input_shape))\n",
|
||
" model.add(Activation('relu') )\n",
|
||
" model.add(MaxPooling2D(pool_size=(2,2)))\n",
|
||
"\n",
|
||
" # Convolution Layer 2\n",
|
||
" model.add(Conv2D(32, (3, 3), padding=\"same\"))\n",
|
||
" model.add(Activation('relu'))\n",
|
||
" model.add(MaxPooling2D(pool_size=(2,2)))\n",
|
||
"\n",
|
||
" # Convolution Layer 3\n",
|
||
" model.add(Conv2D(64, (3, 3), padding=\"same\"))\n",
|
||
" model.add(Activation('relu'))\n",
|
||
" model.add(MaxPooling2D(pool_size=(2,2)))\n",
|
||
"\n",
|
||
" model.add(Flatten())\n",
|
||
"\n",
|
||
" # Fully Connected Layer\n",
|
||
" model.add(Dense(64))\n",
|
||
" model.add(Activation('relu'))\n",
|
||
"\n",
|
||
" # Fully Connected Layer\n",
|
||
" model.add(Dense(class_count))\n",
|
||
" model.add(Activation('softmax'))\n",
|
||
"\n",
|
||
" return model"
|
||
],
|
||
"execution_count": 44,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "EX6bXUPBGDyx"
|
||
},
|
||
"source": [
|
||
"# One-hot encoding of non-consecutive labels\n",
|
||
"def one_hot(labels):\n",
|
||
" from sklearn.preprocessing import OneHotEncoder\n",
|
||
" encoder = OneHotEncoder(categories='auto')\n",
|
||
" l = labels.reshape(-1, 1)\n",
|
||
" output = encoder.fit_transform(l)\n",
|
||
" return output.toarray()"
|
||
],
|
||
"execution_count": 45,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "-VP_9oFFiE6a"
|
||
},
|
||
"source": [
|
||
"def test_model(model, X_test, Y_test, y_test, digits):\n",
|
||
" score = model.evaluate(X_test, Y_test)\n",
|
||
" print('Test score:', score[0])\n",
|
||
" print('Test accuracy:', score[1])\n",
|
||
"\n",
|
||
" # The predict_classes function outputs the highest probability class\n",
|
||
" # according to the trained classifier for each input example.\n",
|
||
" predicted = model.predict(X_test)\n",
|
||
" predicted_classes = np.argmax(predicted, axis=1)\n",
|
||
"\n",
|
||
" actual_classes = [digits[x] for x in predicted_classes]\n",
|
||
"\n",
|
||
" # Check which items we got right / wrong\n",
|
||
" correct_indices = np.nonzero(actual_classes == y_test)[0]\n",
|
||
"\n",
|
||
" incorrect_indices = np.nonzero(actual_classes != y_test)[0]\n",
|
||
"\n",
|
||
"\n",
|
||
" cnf_matrix = confusion_matrix(y_test, actual_classes)\n",
|
||
"\n",
|
||
" class_names = [str(i) for i in digits]\n",
|
||
"\n",
|
||
" # Plot non-normalized confusion matrix\n",
|
||
" plt.figure()\n",
|
||
" plot_confusion_matrix(cnf_matrix, classes=class_names,\n",
|
||
" title='Confusion matrix, without normalization')\n",
|
||
"\n",
|
||
" plt.show()"
|
||
],
|
||
"execution_count": 46,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "Fi7BwsX8h5Dm"
|
||
},
|
||
"source": [
|
||
"## Trening modelu bazowego: cyfry 0..4"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "ZyAj3Kk4Bw4d",
|
||
"outputId": "079eade4-dd17-4e2f-e7df-e68c2fc499a7"
|
||
},
|
||
"source": [
|
||
"digits = [0, 1, 2, 3, 4]\n",
|
||
"\n",
|
||
"X_train, y_train, X_test, y_test = get_mnist(digits)\n",
|
||
"\n",
|
||
"Y_train = one_hot(y_train)\n",
|
||
"Y_test = one_hot(y_test)\n",
|
||
"\n",
|
||
"model = prepare_model( (28, 28, 1), 5)\n",
|
||
"\n",
|
||
"adam = tf.optimizers.Adam(learning_rate=0.001)\n",
|
||
"model.compile(loss='categorical_crossentropy', optimizer=adam, metrics=['accuracy'])\n",
|
||
"\n",
|
||
"model.summary()\n",
|
||
"\n"
|
||
],
|
||
"execution_count": 47,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Model: \"sequential_2\"\n",
|
||
"_________________________________________________________________\n",
|
||
" Layer (type) Output Shape Param # \n",
|
||
"=================================================================\n",
|
||
" conv2d_2 (Conv2D) (None, 28, 28, 16) 160 \n",
|
||
" \n",
|
||
" activation_7 (Activation) (None, 28, 28, 16) 0 \n",
|
||
" \n",
|
||
" max_pooling2d_2 (MaxPoolin (None, 14, 14, 16) 0 \n",
|
||
" g2D) \n",
|
||
" \n",
|
||
" conv2d_3 (Conv2D) (None, 14, 14, 32) 4640 \n",
|
||
" \n",
|
||
" activation_8 (Activation) (None, 14, 14, 32) 0 \n",
|
||
" \n",
|
||
" max_pooling2d_3 (MaxPoolin (None, 7, 7, 32) 0 \n",
|
||
" g2D) \n",
|
||
" \n",
|
||
" conv2d_4 (Conv2D) (None, 7, 7, 64) 18496 \n",
|
||
" \n",
|
||
" activation_9 (Activation) (None, 7, 7, 64) 0 \n",
|
||
" \n",
|
||
" max_pooling2d_4 (MaxPoolin (None, 3, 3, 64) 0 \n",
|
||
" g2D) \n",
|
||
" \n",
|
||
" flatten_1 (Flatten) (None, 576) 0 \n",
|
||
" \n",
|
||
" dense_5 (Dense) (None, 64) 36928 \n",
|
||
" \n",
|
||
" activation_10 (Activation) (None, 64) 0 \n",
|
||
" \n",
|
||
" dense_6 (Dense) (None, 5) 325 \n",
|
||
" \n",
|
||
" activation_11 (Activation) (None, 5) 0 \n",
|
||
" \n",
|
||
"=================================================================\n",
|
||
"Total params: 60549 (236.52 KB)\n",
|
||
"Trainable params: 60549 (236.52 KB)\n",
|
||
"Non-trainable params: 0 (0.00 Byte)\n",
|
||
"_________________________________________________________________\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "BjEZRMnvChne"
|
||
},
|
||
"source": [
|
||
"gen = ImageDataGenerator(rotation_range=8, width_shift_range=0.08, shear_range=0.3,\n",
|
||
" height_shift_range=0.08, zoom_range=0.08, validation_split=0.2)\n",
|
||
"\n",
|
||
"test_gen = ImageDataGenerator()\n",
|
||
"\n",
|
||
"train_generator = gen.flow(X_train, Y_train, batch_size=128, subset='training')\n",
|
||
"valid_generator = gen.flow(X_train, Y_train, batch_size=128, subset='validation')\n",
|
||
"test_generator = test_gen.flow(X_test, Y_test, batch_size=128)"
|
||
],
|
||
"execution_count": 48,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "byGKttIXDfE3",
|
||
"outputId": "0f8b64ce-1306-4187-b53a-5255a36b2711"
|
||
},
|
||
"source": [
|
||
"model.fit_generator(train_generator, steps_per_epoch=25000//128, epochs=5, verbose=1, validation_data=valid_generator, validation_steps = 5000 // 128)"
|
||
],
|
||
"execution_count": 49,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Epoch 1/5\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stderr",
|
||
"text": [
|
||
"<ipython-input-49-1bedfa515cd7>:1: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n",
|
||
" model.fit_generator(train_generator, steps_per_epoch=25000//128, epochs=5, verbose=1, validation_data=valid_generator, validation_steps = 5000 // 128)\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"191/195 [============================>.] - ETA: 0s - loss: 0.2532 - accuracy: 0.9235"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stderr",
|
||
"text": [
|
||
"WARNING:tensorflow:Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches (in this case, 975 batches). You may need to use the repeat() function when building your dataset.\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r195/195 [==============================] - 11s 43ms/step - loss: 0.2527 - accuracy: 0.9238 - val_loss: 0.0744 - val_accuracy: 0.9784\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
"<keras.src.callbacks.History at 0x7f0d801654e0>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 49
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 1000
|
||
},
|
||
"id": "3sUGcowEMLHk",
|
||
"outputId": "c94d3f21-d4d1-46b8-841d-e918e87c8217"
|
||
},
|
||
"source": [
|
||
"test_model(model, X_test, Y_test, y_test, digits)"
|
||
],
|
||
"execution_count": 50,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"161/161 [==============================] - 1s 5ms/step - loss: 0.0275 - accuracy: 0.9930\n",
|
||
"Test score: 0.02751018851995468\n",
|
||
"Test accuracy: 0.9929947257041931\n",
|
||
"161/161 [==============================] - 1s 3ms/step\n",
|
||
"Confusion matrix, without normalization\n",
|
||
"[[ 977 0 2 0 1]\n",
|
||
" [ 0 1125 4 4 2]\n",
|
||
" [ 5 0 1015 9 3]\n",
|
||
" [ 0 0 3 1007 0]\n",
|
||
" [ 1 0 1 1 979]]\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 900x900 with 2 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "0fkbvsjbiIi5"
|
||
},
|
||
"source": [
|
||
"## Transfer wiedzy do nowego modelu: cyfry 5..9"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "MfJ3UmNrMwfC"
|
||
},
|
||
"source": [
|
||
"# Extract specified range of layers to a new sequential model\n",
|
||
"def extract_layers(main_model, starting_layer_ix, ending_layer_ix):\n",
|
||
" # create an empty model\n",
|
||
" new_model = Sequential()\n",
|
||
" for ix in range(starting_layer_ix, ending_layer_ix + 1):\n",
|
||
" curr_layer = main_model.get_layer(index=ix)\n",
|
||
" # copy this layer over to the new model\n",
|
||
" new_model.add(curr_layer)\n",
|
||
" return new_model"
|
||
],
|
||
"execution_count": 51,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "aAY_aLnOiTct"
|
||
},
|
||
"source": [
|
||
"Nowy model stworzony jest na bazie wytrenowanego modelu bazowego. Część odpowiedzialna za detekcję cech w obrazie (warstwy splotowe) są wykorzystywane jako podstawa dla nowej sieci. Część klasyfikacyjna jest dodawana na nowo, z losowo zainicjowanymi wagami.\n",
|
||
"\n",
|
||
"Warstwy splotowe były wstępnie wytrenowane w modelu bazowym, więc są zamrażane. Treningowi podlega tylko część klasyfikacyjna."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "qzDfXKIMNXMK",
|
||
"outputId": "21ec04f6-f91c-47c2-f616-989d5da80821"
|
||
},
|
||
"source": [
|
||
"new_model = extract_layers(model, 0, 9)\n",
|
||
"\n",
|
||
"# Fully Connected Layer\n",
|
||
"new_model.add(Dense(64))\n",
|
||
"new_model.add(Activation('relu'))\n",
|
||
"\n",
|
||
"# Fully Connected Layer\n",
|
||
"new_model.add(Dense(5))\n",
|
||
"new_model.add(Activation('softmax'))\n",
|
||
"\n",
|
||
"for ix in range(0, 9+1):\n",
|
||
" new_model.get_layer(index=ix).trainable=False\n",
|
||
"\n",
|
||
"new_digits = [5, 6, 7, 8, 9]\n",
|
||
"\n",
|
||
"X_train, y_train, X_test, y_test = get_mnist(new_digits)\n",
|
||
"\n",
|
||
"Y_train = one_hot(y_train)\n",
|
||
"Y_test = one_hot(y_test)\n",
|
||
"\n",
|
||
"new_model.compile(loss='categorical_crossentropy', optimizer=tf.keras.optimizers.legacy.Adam(), metrics=['accuracy'])\n",
|
||
"\n",
|
||
"new_model.summary()"
|
||
],
|
||
"execution_count": 52,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Model: \"sequential_3\"\n",
|
||
"_________________________________________________________________\n",
|
||
" Layer (type) Output Shape Param # \n",
|
||
"=================================================================\n",
|
||
" conv2d_2 (Conv2D) (None, 28, 28, 16) 160 \n",
|
||
" \n",
|
||
" activation_7 (Activation) (None, 28, 28, 16) 0 \n",
|
||
" \n",
|
||
" max_pooling2d_2 (MaxPoolin (None, 14, 14, 16) 0 \n",
|
||
" g2D) \n",
|
||
" \n",
|
||
" conv2d_3 (Conv2D) (None, 14, 14, 32) 4640 \n",
|
||
" \n",
|
||
" activation_8 (Activation) (None, 14, 14, 32) 0 \n",
|
||
" \n",
|
||
" max_pooling2d_3 (MaxPoolin (None, 7, 7, 32) 0 \n",
|
||
" g2D) \n",
|
||
" \n",
|
||
" conv2d_4 (Conv2D) (None, 7, 7, 64) 18496 \n",
|
||
" \n",
|
||
" activation_9 (Activation) (None, 7, 7, 64) 0 \n",
|
||
" \n",
|
||
" max_pooling2d_4 (MaxPoolin (None, 3, 3, 64) 0 \n",
|
||
" g2D) \n",
|
||
" \n",
|
||
" flatten_1 (Flatten) (None, 576) 0 \n",
|
||
" \n",
|
||
" dense_7 (Dense) (None, 64) 36928 \n",
|
||
" \n",
|
||
" activation_12 (Activation) (None, 64) 0 \n",
|
||
" \n",
|
||
" dense_8 (Dense) (None, 5) 325 \n",
|
||
" \n",
|
||
" activation_13 (Activation) (None, 5) 0 \n",
|
||
" \n",
|
||
"=================================================================\n",
|
||
"Total params: 60549 (236.52 KB)\n",
|
||
"Trainable params: 37253 (145.52 KB)\n",
|
||
"Non-trainable params: 23296 (91.00 KB)\n",
|
||
"_________________________________________________________________\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "quqhC141PBTO"
|
||
},
|
||
"source": [
|
||
"gen = ImageDataGenerator(rotation_range=8, width_shift_range=0.08, shear_range=0.3,\n",
|
||
" height_shift_range=0.08, zoom_range=0.08, validation_split=0.2)\n",
|
||
"\n",
|
||
"test_gen = ImageDataGenerator()\n",
|
||
"\n",
|
||
"train_generator = gen.flow(X_train, Y_train, batch_size=128, subset='training')\n",
|
||
"valid_generator = gen.flow(X_train, Y_train, batch_size=128, subset='validation')\n",
|
||
"test_generator = test_gen.flow(X_test, Y_test, batch_size=128)"
|
||
],
|
||
"execution_count": 53,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "oqy-_NxblqDy"
|
||
},
|
||
"source": [
|
||
"Trening nowego modelu"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "l0H5XRxWPKvC",
|
||
"outputId": "4ea974a3-fee9-4bfa-a584-7f40b0cd5d2f"
|
||
},
|
||
"source": [
|
||
"new_model.fit_generator(train_generator, steps_per_epoch=24000//128, epochs=5, verbose=1, validation_data=valid_generator, validation_steps = 6000 // 128)"
|
||
],
|
||
"execution_count": 54,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Epoch 1/5\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stderr",
|
||
"text": [
|
||
"<ipython-input-54-05ca407e5c2c>:1: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n",
|
||
" new_model.fit_generator(train_generator, steps_per_epoch=24000//128, epochs=5, verbose=1, validation_data=valid_generator, validation_steps = 6000 // 128)\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"183/187 [============================>.] - ETA: 0s - loss: 0.4288 - accuracy: 0.8646"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stderr",
|
||
"text": [
|
||
"WARNING:tensorflow:Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches (in this case, 935 batches). You may need to use the repeat() function when building your dataset.\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r187/187 [==============================] - 11s 51ms/step - loss: 0.4275 - accuracy: 0.8651 - val_loss: 0.2110 - val_accuracy: 0.9355\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
"<keras.src.callbacks.History at 0x7f0cfa1a8b80>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 54
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 1000
|
||
},
|
||
"id": "FRuh3MN-PeDr",
|
||
"outputId": "c8a9d191-d9d8-4d96-8202-f20f6d69580c"
|
||
},
|
||
"source": [
|
||
"test_model(new_model, X_test, Y_test, y_test, new_digits)"
|
||
],
|
||
"execution_count": 55,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"152/152 [==============================] - 1s 4ms/step - loss: 0.1271 - accuracy: 0.9636\n",
|
||
"Test score: 0.1270837038755417\n",
|
||
"Test accuracy: 0.963587760925293\n",
|
||
"152/152 [==============================] - 0s 3ms/step\n",
|
||
"Confusion matrix, without normalization\n",
|
||
"[[865 3 3 14 7]\n",
|
||
" [ 3 946 0 8 1]\n",
|
||
" [ 0 1 968 8 51]\n",
|
||
" [ 8 2 9 930 25]\n",
|
||
" [ 10 5 11 8 975]]\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 900x900 with 2 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "2zgQd-nJjU2F"
|
||
},
|
||
"source": [
|
||
"## Fine-tuning"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "7kctU-jel8k-"
|
||
},
|
||
"source": [
|
||
"Po wytrenowaniu części klasyfikacyjnej można ponownie odmrozić wszystkie warstwy i przeprowadzić dotrenowanie pełnej sieci na nowych danych, bez ryzyka związanego z dużymi gradientami w pierwszych fazach uczenia."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "yu4ks06pR1aO",
|
||
"outputId": "36451d32-572f-4ca4-f1ee-8478e600ab68"
|
||
},
|
||
"source": [
|
||
"for ix in range(0, 9+1):\n",
|
||
" new_model.get_layer(index=ix).trainable=True\n",
|
||
"\n",
|
||
"new_model.compile(loss='categorical_crossentropy', optimizer=tf.keras.optimizers.legacy.Adam(), metrics=['accuracy'])\n",
|
||
"new_model.summary()"
|
||
],
|
||
"execution_count": 56,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Model: \"sequential_3\"\n",
|
||
"_________________________________________________________________\n",
|
||
" Layer (type) Output Shape Param # \n",
|
||
"=================================================================\n",
|
||
" conv2d_2 (Conv2D) (None, 28, 28, 16) 160 \n",
|
||
" \n",
|
||
" activation_7 (Activation) (None, 28, 28, 16) 0 \n",
|
||
" \n",
|
||
" max_pooling2d_2 (MaxPoolin (None, 14, 14, 16) 0 \n",
|
||
" g2D) \n",
|
||
" \n",
|
||
" conv2d_3 (Conv2D) (None, 14, 14, 32) 4640 \n",
|
||
" \n",
|
||
" activation_8 (Activation) (None, 14, 14, 32) 0 \n",
|
||
" \n",
|
||
" max_pooling2d_3 (MaxPoolin (None, 7, 7, 32) 0 \n",
|
||
" g2D) \n",
|
||
" \n",
|
||
" conv2d_4 (Conv2D) (None, 7, 7, 64) 18496 \n",
|
||
" \n",
|
||
" activation_9 (Activation) (None, 7, 7, 64) 0 \n",
|
||
" \n",
|
||
" max_pooling2d_4 (MaxPoolin (None, 3, 3, 64) 0 \n",
|
||
" g2D) \n",
|
||
" \n",
|
||
" flatten_1 (Flatten) (None, 576) 0 \n",
|
||
" \n",
|
||
" dense_7 (Dense) (None, 64) 36928 \n",
|
||
" \n",
|
||
" activation_12 (Activation) (None, 64) 0 \n",
|
||
" \n",
|
||
" dense_8 (Dense) (None, 5) 325 \n",
|
||
" \n",
|
||
" activation_13 (Activation) (None, 5) 0 \n",
|
||
" \n",
|
||
"=================================================================\n",
|
||
"Total params: 60549 (236.52 KB)\n",
|
||
"Trainable params: 60549 (236.52 KB)\n",
|
||
"Non-trainable params: 0 (0.00 Byte)\n",
|
||
"_________________________________________________________________\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"id": "g9x5tXRzS9yE",
|
||
"outputId": "4b9b67da-1fad-4b25-e63d-f489278bb706"
|
||
},
|
||
"source": [
|
||
"new_model.fit_generator(train_generator, steps_per_epoch=24000//128, epochs=2, verbose=1, validation_data=valid_generator, validation_steps = 6000 // 128)"
|
||
],
|
||
"execution_count": 57,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Epoch 1/2\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stderr",
|
||
"text": [
|
||
"<ipython-input-57-5ed88bbb5f18>:1: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n",
|
||
" new_model.fit_generator(train_generator, steps_per_epoch=24000//128, epochs=2, verbose=1, validation_data=valid_generator, validation_steps = 6000 // 128)\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"184/187 [============================>.] - ETA: 0s - loss: 0.1569 - accuracy: 0.9506"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stderr",
|
||
"text": [
|
||
"WARNING:tensorflow:Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches (in this case, 374 batches). You may need to use the repeat() function when building your dataset.\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r187/187 [==============================] - 9s 44ms/step - loss: 0.1569 - accuracy: 0.9506 - val_loss: 0.0890 - val_accuracy: 0.9716\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "execute_result",
|
||
"data": {
|
||
"text/plain": [
|
||
"<keras.src.callbacks.History at 0x7f0d7834a3e0>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"execution_count": 57
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 1000
|
||
},
|
||
"id": "pbfKwpJ9TI-e",
|
||
"outputId": "cd1cef33-22c7-42f1-e65e-56abdf5c6610"
|
||
},
|
||
"source": [
|
||
"test_model(new_model, X_test, Y_test, y_test, new_digits)"
|
||
],
|
||
"execution_count": 58,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"152/152 [==============================] - 0s 3ms/step - loss: 0.0513 - accuracy: 0.9842\n",
|
||
"Test score: 0.051340196281671524\n",
|
||
"Test accuracy: 0.9841596484184265\n",
|
||
"152/152 [==============================] - 0s 2ms/step\n",
|
||
"Confusion matrix, without normalization\n",
|
||
"[[ 880 1 2 6 3]\n",
|
||
" [ 5 946 0 6 1]\n",
|
||
" [ 1 0 1012 5 10]\n",
|
||
" [ 9 0 4 957 4]\n",
|
||
" [ 7 2 6 5 989]]\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 900x900 with 2 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "e6ssF6eHeHro"
|
||
},
|
||
"source": [
|
||
"# Test on different dataset"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "s00LerSteLv5",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"outputId": "9906bb92-ad9d-4521-9433-6a5a46257042"
|
||
},
|
||
"source": [
|
||
"!wget https://raw.githubusercontent.com/googlecreativelab/quickdraw-dataset/master/categories.txt"
|
||
],
|
||
"execution_count": 59,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"--2024-04-19 14:32:03-- https://raw.githubusercontent.com/googlecreativelab/quickdraw-dataset/master/categories.txt\n",
|
||
"Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
|
||
"Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
|
||
"HTTP request sent, awaiting response... 200 OK\n",
|
||
"Length: 2791 (2.7K) [text/plain]\n",
|
||
"Saving to: ‘categories.txt’\n",
|
||
"\n",
|
||
"categories.txt 100%[===================>] 2.73K --.-KB/s in 0s \n",
|
||
"\n",
|
||
"2024-04-19 14:32:04 (41.9 MB/s) - ‘categories.txt’ saved [2791/2791]\n",
|
||
"\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "H4d-lVtqgzgC"
|
||
},
|
||
"source": [
|
||
"import os\n",
|
||
"import urllib\n",
|
||
"\n",
|
||
"def download_and_load(class_names, test_split = 0.2, max_items_per_class = 10000):\n",
|
||
" root = 'data'\n",
|
||
" if not os.path.exists(root):\n",
|
||
" os.makedirs(root)\n",
|
||
"\n",
|
||
" print('downloading ...')\n",
|
||
" base = 'https://storage.googleapis.com/quickdraw_dataset/full/numpy_bitmap/'\n",
|
||
" for c in class_names:\n",
|
||
" cc = c.replace('_', '%20')\n",
|
||
" path = base+cc+'.npy'\n",
|
||
" print(path)\n",
|
||
" if not os.path.exists(f'{root}/{cc}.npy'):\n",
|
||
" urllib.request.urlretrieve(path, f'{root}/{cc}.npy')\n",
|
||
" else:\n",
|
||
" print(\"Already downloaded\")\n",
|
||
" print('loading ...')\n",
|
||
"\n",
|
||
" #initialize variables\n",
|
||
" x = np.empty([0, 784])\n",
|
||
" y = np.empty([0])\n",
|
||
"\n",
|
||
" #load each data file\n",
|
||
" for idx, file in enumerate(class_names):\n",
|
||
" file = file.replace('_', '%20')\n",
|
||
" data = np.load(f'{root}/{file}.npy')\n",
|
||
" data = data[0: max_items_per_class, :]\n",
|
||
" labels = np.full(data.shape[0], idx)\n",
|
||
"\n",
|
||
" x = np.concatenate((x, data), axis=0)\n",
|
||
" y = np.append(y, labels)\n",
|
||
"\n",
|
||
" data = None\n",
|
||
" labels = None\n",
|
||
"\n",
|
||
" #randomize the dataset\n",
|
||
" permutation = np.random.permutation(y.shape[0])\n",
|
||
" x = x[permutation, :]\n",
|
||
" y = y[permutation]\n",
|
||
"\n",
|
||
" #reshape and inverse the colors\n",
|
||
" x = 255 - np.reshape(x, (x.shape[0], 28, 28))\n",
|
||
"\n",
|
||
" #separate into training and testing\n",
|
||
" test_size = int(x.shape[0]/100*(test_split*100))\n",
|
||
"\n",
|
||
" x_test = x[0:test_size, :]\n",
|
||
" y_test = y[0:test_size]\n",
|
||
"\n",
|
||
" x_train = x[test_size:x.shape[0], :]\n",
|
||
" y_train = y[test_size:y.shape[0]]\n",
|
||
"\n",
|
||
" print('Training Data : ', x_train.shape[0])\n",
|
||
" print('Testing Data : ', x_test.shape[0])\n",
|
||
" return x_train, y_train, x_test, y_test"
|
||
],
|
||
"execution_count": 60,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "kAiJYOJBgXup"
|
||
},
|
||
"source": [
|
||
"# set your random seed value, put any number here\n",
|
||
"RANDOM_SEED = 1234"
|
||
],
|
||
"execution_count": 61,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "CsfWTt6NeUEJ",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 1000
|
||
},
|
||
"outputId": "8f5a3e43-397a-4069-8076-cb4ac25a702f"
|
||
},
|
||
"source": [
|
||
"import random\n",
|
||
"\n",
|
||
"with open('categories.txt') as f:\n",
|
||
" all_class_names = f.readlines()\n",
|
||
"\n",
|
||
"\n",
|
||
"random.seed(RANDOM_SEED)\n",
|
||
"\n",
|
||
"all_class_names = [x.strip().replace(' ', '_') for x in all_class_names]\n",
|
||
"\n",
|
||
"nb_classes = 10\n",
|
||
"\n",
|
||
"# select random 10 classes\n",
|
||
"class_names = random.sample(all_class_names, nb_classes)\n",
|
||
"\n",
|
||
"# you can also try those \"hard\" classes instead\n",
|
||
"#class_names = ['wheel', 'pizza', 'smiley_face', 'apple', 'potato', 'basketball', 'soccer_ball', 'brain', 'clock', 'circle']\n",
|
||
"\n",
|
||
"print(class_names)\n",
|
||
"\n",
|
||
"X_train, y_train, X_test, y_test = download_and_load(class_names)\n",
|
||
"\n",
|
||
"X_train = X_train.reshape(X_train.shape[0], 28, 28, 1) #add an additional dimension to represent the single-channel\n",
|
||
"X_test = X_test.reshape(X_test.shape[0], 28, 28, 1)\n",
|
||
"\n",
|
||
"X_train = X_train.astype('float32') # change integers to 32-bit floating point numbers\n",
|
||
"X_test = X_test.astype('float32')\n",
|
||
"\n",
|
||
"X_train /= 255 # normalize each value for each pixel for the entire vector for each input\n",
|
||
"X_test /= 255\n",
|
||
"\n",
|
||
"Y_train = to_categorical(y_train, nb_classes)\n",
|
||
"Y_test = to_categorical(y_test, nb_classes)\n",
|
||
"\n",
|
||
"visualize_classes(X_train, y_train)"
|
||
],
|
||
"execution_count": 62,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"['pizza', 'cannon', 'ambulance', 'bulldozer', 'swing_set', 'baseball_bat', 'zebra', 'bridge', 'cactus', 'matches']\n",
|
||
"downloading ...\n",
|
||
"https://storage.googleapis.com/quickdraw_dataset/full/numpy_bitmap/pizza.npy\n",
|
||
"https://storage.googleapis.com/quickdraw_dataset/full/numpy_bitmap/cannon.npy\n",
|
||
"https://storage.googleapis.com/quickdraw_dataset/full/numpy_bitmap/ambulance.npy\n",
|
||
"https://storage.googleapis.com/quickdraw_dataset/full/numpy_bitmap/bulldozer.npy\n",
|
||
"https://storage.googleapis.com/quickdraw_dataset/full/numpy_bitmap/swing%20set.npy\n",
|
||
"https://storage.googleapis.com/quickdraw_dataset/full/numpy_bitmap/baseball%20bat.npy\n",
|
||
"https://storage.googleapis.com/quickdraw_dataset/full/numpy_bitmap/zebra.npy\n",
|
||
"https://storage.googleapis.com/quickdraw_dataset/full/numpy_bitmap/bridge.npy\n",
|
||
"https://storage.googleapis.com/quickdraw_dataset/full/numpy_bitmap/cactus.npy\n",
|
||
"https://storage.googleapis.com/quickdraw_dataset/full/numpy_bitmap/matches.npy\n",
|
||
"loading ...\n",
|
||
"Training Data : 80000\n",
|
||
"Testing Data : 20000\n"
|
||
]
|
||
},
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1000x2000 with 1 Axes>"
|
||
],
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {}
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "W5Jm2OPyk4FF"
|
||
},
|
||
"source": [
|
||
"## Create the model"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "1k0Qnajnk3ey"
|
||
},
|
||
"source": [
|
||
"model = Sequential() # Linear stacking of layers\n",
|
||
"\n",
|
||
"# Convolution Layer 1\n",
|
||
"model.add(Conv2D(64, (5, 5), input_shape=(28,28,1))) # 16 different 5x5 kernels -- so 16 feature maps\n",
|
||
"model.add(BatchNormalization()) # weights normalization\n",
|
||
"model.add(Activation('relu') ) # activation\n",
|
||
"model.add(MaxPooling2D(pool_size=(2,2))) # Pool the max values over a 2x2 kernel\n",
|
||
"\n",
|
||
"\n",
|
||
"# Convolution Layer 2\n",
|
||
"model.add(Conv2D(32, (5, 5))) # 32 different 5x5 kernels -- so 32 feature maps\n",
|
||
"model.add(BatchNormalization()) # weights normalization\n",
|
||
"model.add(Activation('relu')) # activation\n",
|
||
"model.add(MaxPooling2D(pool_size=(2,2))) # Pool the max values over a 2x2 kernel\n",
|
||
"\n",
|
||
"model.add(Flatten()) # Flatten final output matrix into a vector\n",
|
||
"\n",
|
||
"# Fully Connected Layer\n",
|
||
"model.add(Dense(128)) # 128 FC nodes\n",
|
||
"model.add(Activation('relu')) # activation\n",
|
||
"\n",
|
||
"# Fully Connected Layer\n",
|
||
"model.add(Dense(10)) # final 10 FC nodes\n",
|
||
"model.add(Activation('softmax')) # softmax activation\n",
|
||
"\n",
|
||
"\n",
|
||
"# we'll use the same optimizer\n",
|
||
"adam = tf.optimizers.Adam(learning_rate=0.001)\n",
|
||
"model.compile(loss='categorical_crossentropy', optimizer=adam, metrics=['accuracy'])"
|
||
],
|
||
"execution_count": 63,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "HmR_tm0gmR0u"
|
||
},
|
||
"source": [
|
||
"# data augmentation prevents overfitting by slightly changing the data randomly\n",
|
||
"# Keras has a great built-in feature to do automatic augmentation\n",
|
||
"\n",
|
||
"gen = ImageDataGenerator(rotation_range=8, width_shift_range=0.08, shear_range=0.3,\n",
|
||
" height_shift_range=0.08, zoom_range=0.08, validation_split=0.2)\n",
|
||
"\n",
|
||
"test_gen = ImageDataGenerator()\n",
|
||
"\n",
|
||
"train_generator = gen.flow(X_train, Y_train, batch_size=128, subset='training')\n",
|
||
"valid_generator = gen.flow(X_train, Y_train, batch_size=128, subset='validation')\n",
|
||
"test_generator = test_gen.flow(X_test, Y_test, batch_size=128)"
|
||
],
|
||
"execution_count": 64,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "p-jeOuI8nfl9",
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"outputId": "e9544c03-ba7e-4de9-d41b-6b63d26f9700"
|
||
},
|
||
"source": [
|
||
"model.fit(train_generator, steps_per_epoch=64000//128, epochs=5, verbose=1, validation_data=valid_generator, validation_steps = 16000 // 128)"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": [
|
||
{
|
||
"output_type": "stream",
|
||
"name": "stdout",
|
||
"text": [
|
||
"Epoch 1/5\n",
|
||
"500/500 [==============================] - 27s 49ms/step - loss: 0.7584 - accuracy: 0.7635 - val_loss: 1.1462 - val_accuracy: 0.6129\n"
|
||
]
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "OlzMJklYooX8"
|
||
},
|
||
"source": [
|
||
"score = model.evaluate(X_test, Y_test)\n",
|
||
"print('Test score:', score[0])\n",
|
||
"print('Test accuracy:', score[1])"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "sAhuIjARoqhp"
|
||
},
|
||
"source": [
|
||
"# The predict_classes function outputs the highest probability class\n",
|
||
"# according to the trained classifier for each input example.\n",
|
||
"predicted = model.predict(X_test)\n",
|
||
"predicted_classes = np.argmax(predicted, axis=1)\n",
|
||
"\n",
|
||
"# Check which items we got right / wrong\n",
|
||
"correct_indices = np.nonzero(predicted_classes == y_test)[0]\n",
|
||
"\n",
|
||
"incorrect_indices = np.nonzero(predicted_classes != y_test)[0]\n",
|
||
"\n",
|
||
"cnf_matrix = confusion_matrix(y_test, predicted_classes)\n",
|
||
"\n",
|
||
"# Plot non-normalized confusion matrix\n",
|
||
"plt.figure()\n",
|
||
"plot_confusion_matrix(cnf_matrix, classes=class_names,\n",
|
||
" title='Confusion matrix, without normalization')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "BKDRjvPFow6L"
|
||
},
|
||
"source": [
|
||
"show_samples(correct_indices, predicted, X_test, y_test, 5, class_names)"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "lgtxWrarps6b"
|
||
},
|
||
"source": [
|
||
"show_samples(incorrect_indices, predicted, X_test, y_test, 5, class_names)"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "r29_OvwJtyM7"
|
||
},
|
||
"source": [
|
||
"# CIFAR-10"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "nuo0JHXDzxT7"
|
||
},
|
||
"source": [
|
||
"## Ładowanie zbioru danych"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "pPrx-UWet0Ng"
|
||
},
|
||
"source": [
|
||
"from keras.datasets import cifar10\n",
|
||
"\n",
|
||
"(X_train, y_train), (X_test, y_test) = cifar10.load_data()\n",
|
||
"\n",
|
||
"X_train = X_train.astype('float32') # change integers to 32-bit floating point numbers\n",
|
||
"X_test = X_test.astype('float32')\n",
|
||
"\n",
|
||
"X_train /= 255 # normalize each value for each pixel for the entire vector for each input\n",
|
||
"X_test /= 255\n",
|
||
"\n",
|
||
"y_train = y_train.reshape((1,-1))[0]\n",
|
||
"y_test = y_test.reshape((1,-1))[0]\n",
|
||
"\n",
|
||
"print(\"Training matrix shape\", X_train.shape, y_train.shape)\n",
|
||
"print(\"Testing matrix shape\", X_test.shape, y_test.shape)\n",
|
||
"\n",
|
||
"# one-hot format classes\n",
|
||
"\n",
|
||
"nb_classes = 10\n",
|
||
"\n",
|
||
"Y_train = to_categorical(y_train, nb_classes)\n",
|
||
"Y_test = to_categorical(y_test, nb_classes)\n",
|
||
"\n",
|
||
"cifar_names = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "Q2LGp6AVzzqC"
|
||
},
|
||
"source": [
|
||
"## Podgląd zbioru treningowego"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "o6OJ7XPdxe1i"
|
||
},
|
||
"source": [
|
||
"for i in range(0, 10):\n",
|
||
" img_batch = X_train[y_train == i][0:10]\n",
|
||
" img_batch = np.reshape(img_batch, (img_batch.shape[0]*img_batch.shape[1], img_batch.shape[2], img_batch.shape[3]))\n",
|
||
" if i > 0:\n",
|
||
" img = np.concatenate([img, img_batch], axis = 1)\n",
|
||
" else:\n",
|
||
" img = img_batch\n",
|
||
"plt.figure(figsize=(10,20))\n",
|
||
"plt.axis('off')\n",
|
||
"plt.imshow(img, cmap='gray')\n"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "6EF56o2gz3Mz"
|
||
},
|
||
"source": [
|
||
"## Przygotowanie modelu"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "6UvabhsguqWc"
|
||
},
|
||
"source": [
|
||
"def generate_model():\n",
|
||
" model = Sequential() # Linear stacking of layers\n",
|
||
"\n",
|
||
" # Convolution Layer 1\n",
|
||
" model.add(Conv2D(16, (3, 3), input_shape=(32,32,3)))\n",
|
||
" model.add(Activation('relu') )\n",
|
||
"\n",
|
||
" # ...\n",
|
||
"\n",
|
||
" model.add(Flatten()) # Flatten final output matrix into a vector\n",
|
||
"\n",
|
||
" # ...\n",
|
||
"\n",
|
||
" # Fully Connected Layer\n",
|
||
" model.add(Dense(10)) # final 10 FC nodes\n",
|
||
" model.add(Activation('softmax')) # softmax activation\n",
|
||
"\n",
|
||
" model.summary()\n",
|
||
"\n",
|
||
" adam = tf.optimizers.Adam(learning_rate=0.001)\n",
|
||
" model.compile(loss='categorical_crossentropy', optimizer=adam, metrics=['accuracy'])\n",
|
||
"\n",
|
||
" return model"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "PSQkAq9IvJsS"
|
||
},
|
||
"source": [
|
||
"model = generate_model()"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "YMtJVU_oz55g"
|
||
},
|
||
"source": [
|
||
"## Trening"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "sjZaiBLJvQkP"
|
||
},
|
||
"source": [
|
||
"gen = ImageDataGenerator(rotation_range=8, width_shift_range=0.08, shear_range=0.3,\n",
|
||
" height_shift_range=0.08, zoom_range=0.08, validation_split=0.2)\n",
|
||
"\n",
|
||
"train_generator = gen.flow(X_train, Y_train, batch_size=128, subset='training')\n",
|
||
"valid_generator = gen.flow(X_train, Y_train, batch_size=128, subset='validation')"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "MlMHmbOsvbWP"
|
||
},
|
||
"source": [
|
||
"model.fit(train_generator, steps_per_epoch=40000//128, epochs=2, verbose=1, validation_data=valid_generator, validation_steps = 10000 // 128)"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "mN5zKMDNz8Jp"
|
||
},
|
||
"source": [
|
||
"## Test"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "lLZORONWvqex"
|
||
},
|
||
"source": [
|
||
"score = model.evaluate(X_test, Y_test)\n",
|
||
"print('Test score:', score[0])\n",
|
||
"print('Test accuracy:', score[1])\n",
|
||
"\n",
|
||
"# The predict_classes function outputs the highest probability class\n",
|
||
"# according to the trained classifier for each input example.\n",
|
||
"predicted = model.predict(X_test)\n",
|
||
"predicted_classes = np.argmax(predicted, axis=1)\n",
|
||
"\n",
|
||
"# Check which items we got right / wrong\n",
|
||
"correct_indices = np.nonzero(predicted_classes == y_test)[0]\n",
|
||
"\n",
|
||
"incorrect_indices = np.nonzero(predicted_classes != y_test)[0]\n",
|
||
"\n",
|
||
"\n",
|
||
"cnf_matrix = confusion_matrix(y_test, predicted_classes)\n",
|
||
"\n",
|
||
"class_names = [str(i) for i in range(10)]\n",
|
||
"\n",
|
||
"# Plot non-normalized confusion matrix\n",
|
||
"plt.figure()\n",
|
||
"plot_confusion_matrix(cnf_matrix, classes=class_names,\n",
|
||
" title='Confusion matrix, without normalization')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "ktfHkYc1zHsY"
|
||
},
|
||
"source": [
|
||
"def show_samples_rgb(indices, preds, images, labels, count=3, names = []):\n",
|
||
" plt.figure()\n",
|
||
" for i, sample in enumerate(indices[:count**2]):\n",
|
||
" pred_id = int(np.argmax(preds[sample]))\n",
|
||
" real_id = int(labels[sample])\n",
|
||
" pred_score = preds[sample][pred_id]\n",
|
||
" real_score = preds[sample][real_id]\n",
|
||
" plt.subplot(count,count,i+1)\n",
|
||
" plt.imshow(images[sample], interpolation='none')\n",
|
||
" plt.axis('off')\n",
|
||
" if len(names) > 0:\n",
|
||
" plt.title(\"P: {} ({:.2f})\\nE: {} ({:.2f})\".format(names[pred_id], pred_score, names[real_id], real_score))\n",
|
||
" else:\n",
|
||
" plt.title(\"P: {} ({:.2f})\\nE: {} ({:.2f})\".format(pred_id, pred_score, real_id, real_score))\n",
|
||
"\n",
|
||
" plt.tight_layout()"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "F8hS785GzoGJ"
|
||
},
|
||
"source": [
|
||
"## Poprawne klasyfikacje"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "IUcJVbOlzm5z"
|
||
},
|
||
"source": [
|
||
"show_samples_rgb(correct_indices, predicted, X_test, y_test, 5, cifar_names)"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "PiyibL4yzpup"
|
||
},
|
||
"source": [
|
||
"## Błędne klasyfikacje"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"metadata": {
|
||
"id": "ECh_2RW6zgKB"
|
||
},
|
||
"source": [
|
||
"show_samples_rgb(incorrect_indices, predicted, X_test, y_test, 5, cifar_names)"
|
||
],
|
||
"execution_count": null,
|
||
"outputs": []
|
||
}
|
||
]
|
||
} |